From 57a18391295949a7089f77cb952e51949926c639 Mon Sep 17 00:00:00 2001
From: Don Acosta <97529984+acostadon@users.noreply.github.com>
Date: Mon, 25 Jul 2022 12:22:17 -0400
Subject: [PATCH] Community notebook updates structure/testing/improvement
 (#2397)

Related to epic #1405

Authors:
  - Don Acosta (https://github.com/acostadon)

Approvers:
  - Brad Rees (https://github.com/BradReesWork)

URL: https://github.com/rapidsai/cugraph/pull/2397
---
 notebooks/README.md                           |  12 +-
 notebooks/algorithms/README.md                |   5 +-
 notebooks/algorithms/centrality/README.md     |  10 +-
 .../community/Community-Clustering.ipynb      | 393 ++++++++++++++++++
 .../{ => algorithms}/community/ECG.ipynb      |  25 +-
 .../{ => algorithms}/community/Louvain.ipynb  | 161 ++-----
 notebooks/algorithms/community/README.md      |  43 ++
 .../community/Spectral-Clustering.ipynb       |  34 +-
 .../community/Subgraph-Extraction.ipynb       |  42 +-
 .../community/Triangle-Counting.ipynb         | 110 +++--
 .../{ => algorithms}/community/ktruss.ipynb   |  34 +-
 notebooks/img/zachary_graph_clusters.png      | Bin 0 -> 78256 bytes
 notebooks/img/zachary_graph_comm.png          | Bin 0 -> 66890 bytes
 13 files changed, 638 insertions(+), 231 deletions(-)
 create mode 100644 notebooks/algorithms/community/Community-Clustering.ipynb
 rename notebooks/{ => algorithms}/community/ECG.ipynb (91%)
 rename notebooks/{ => algorithms}/community/Louvain.ipynb (77%)
 create mode 100644 notebooks/algorithms/community/README.md
 rename notebooks/{ => algorithms}/community/Spectral-Clustering.ipynb (92%)
 rename notebooks/{ => algorithms}/community/Subgraph-Extraction.ipynb (88%)
 rename notebooks/{ => algorithms}/community/Triangle-Counting.ipynb (66%)
 rename notebooks/{ => algorithms}/community/ktruss.ipynb (88%)
 create mode 100644 notebooks/img/zachary_graph_clusters.png
 create mode 100644 notebooks/img/zachary_graph_comm.png

diff --git a/notebooks/README.md b/notebooks/README.md
index 90bbd8142d4..d17edb8f129 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -16,12 +16,12 @@ This repository contains a collection of Jupyter Notebooks that outline how to r
 |                 | [Degree](algorithms/centrality/Degree.ipynb)                 | Compute Degree Centraility for each vertex                   |
 |                 | [Eigenvector](algorithms/centrality/Eigenvector.ipynb)       | Compute Eigenvector for every vertex                         |
 | Community       |                                                              |                                                              |
-|                 | [Louvain](community/Louvain.ipynb) and Leiden                          | Identify clusters in a graph using both the Louvain and Leiden algorithms     |
-|                 | [ECG](community/ECG.ipynb)                                   | Identify clusters in a graph using the Ensemble Clustering for Graph |
-|                 | [K-Truss](community/ktruss.ipynb)                                | Extracts the K-Truss cluster                                 |
-|                 | [Spectral-Clustering](community/Spectral-Clustering.ipynb)   | Identify clusters in a  graph using Spectral Clustering with both<br> - Balanced Cut<br> - Modularity Modularity |
-|                 | [Subgraph Extraction](community/Subgraph-Extraction.ipynb)   | Compute a subgraph of the existing graph including only the specified vertices |
-|                 | [Triangle Counting](community/Triangle-Counting.ipynb)       | Count the number of Triangle in a graph                      |
+|                 | [Louvain](algorithms/community/Louvain.ipynb) and Leiden                          | Identify clusters in a graph using both the Louvain and Leiden algorithms     |
+|                 | [ECG](algorithms/community/ECG.ipynb)                                   | Identify clusters in a graph using the Ensemble Clustering for Graph |
+|                 | [K-Truss](algorithms/community/ktruss.ipynb)                                | Extracts the K-Truss cluster                                 |
+|                 | [Spectral-Clustering](algorithms/community/Spectral-Clustering.ipynb)   | Identify clusters in a  graph using Spectral Clustering with both<br> - Balanced Cut<br> - Modularity Modularity |
+|                 | [Subgraph Extraction](algorithms/community/Subgraph-Extraction.ipynb)   | Compute a subgraph of the existing graph including only the specified vertices |
+|                 | [Triangle Counting](algorithms/community/Triangle-Counting.ipynb)       | Count the number of Triangle in a graph                      |
 | Components      |                                                              |                                                              |
 |                 | [Connected Components](components/ConnectedComponents.ipynb) | Find weakly and strongly connected components in a graph     |
 | Core            |                                                              |                                                              |
diff --git a/notebooks/algorithms/README.md b/notebooks/algorithms/README.md
index 14b2929efac..bf0d6a3b27a 100644
--- a/notebooks/algorithms/README.md
+++ b/notebooks/algorithms/README.md
@@ -16,15 +16,14 @@ This repository contains a collection of Jupyter Notebooks that outline how to r
 |                 | [Betweenness](centrality/Betweenness.ipynb)                  | Compute both Edge and Vertex Betweenness centrality          |
 |                 | [Degree](centrality/Degree.ipynb)                            | Compute Degree Centraility for each vertex                   |
 |                 | [Eigenvector](centrality/Eigenvector.ipynb)                  | Compute Eigenvector for every vertex                         |
-
-<!-- | Community       |                                                              |                                                              |
+| Community       |                                                              |                                                              |
 |                 | [Louvain](community/Louvain.ipynb) and Leiden                          | Identify clusters in a graph using both the Louvain and Leiden algorithms     |
 |                 | [ECG](community/ECG.ipynb)                                   | Identify clusters in a graph using the Ensemble Clustering for Graph |
 |                 | [K-Truss](community/ktruss.ipynb)                                | Extracts the K-Truss cluster                                 |
 |                 | [Spectral-Clustering](community/Spectral-Clustering.ipynb)   | Identify clusters in a  graph using Spectral Clustering with both<br> - Balanced Cut<br> - Modularity Modularity |
 |                 | [Subgraph Extraction](community/Subgraph-Extraction.ipynb)   | Compute a subgraph of the existing graph including only the specified vertices |
 |                 | [Triangle Counting](community/Triangle-Counting.ipynb)       | Count the number of Triangle in a graph                      |
-| Components      |                                                              |                                                              |
+<!--| Components      |                                                              |                                                              |
 |                 | [Connected Components](components/ConnectedComponents.ipynb) | Find weakly and strongly connected components in a graph     |
 | Core            |                                                              |                                                              |
 |                 | [K-Core](cores/kcore.ipynb)                                  | Extracts the K-core cluster                                  |
diff --git a/notebooks/algorithms/centrality/README.md b/notebooks/algorithms/centrality/README.md
index 608dd239029..6f116094b15 100644
--- a/notebooks/algorithms/centrality/README.md
+++ b/notebooks/algorithms/centrality/README.md
@@ -15,11 +15,11 @@ But which vertices are most important? The answer depends on which measure/algor
 
 |Algorithm          |Notebooks Containing                                                     |Description                                                  |
 | --------------- | ------------------------------------------------------------ | ------------------------------------------------------------ |
-|Degree Centrality| [Centrality](centrality/Centrality.ipynb), [Degree](centrality/Degree.ipynb)                   |Measure based on counting direct connections for each vertex|
-|Betweenness Centrality| [Centrality](centrality/Centrality.ipynb), [Betweenness](centrality/Betweenness.ipynb)                    |Number of shortest paths through the vertex|
-|Eigenvector Centrality|[Centrality](centrality/Centrality.ipynb), [Eigenvector](centrality/Eigenvector.ipynb)|Measure of connectivity to other important vertices (which also have high connectivity) often referred to as the influence measure of a vertex|
-|Katz Centrality|[Centrality](centrality/Centrality.ipynb), [Katz](centrality/Katz.ipynb)                                         |Similar to Eigenvector but has tweaks to measure more weakly connected graph  |
-|Pagerank|[Centrality](centrality/Centrality.ipynb), [Pagerank](../../link_analysis/Pagerank.ipynb)                                         |Classified as both a link analysis and centrality measure by quantifying incoming links from central vertices.  |
+|Degree Centrality| [Centrality](./Centrality.ipynb), [Degree](centrality/Degree.ipynb)                   |Measure based on counting direct connections for each vertex|
+|Betweenness Centrality| [Centrality](./Centrality.ipynb), [Betweenness](centrality/Betweenness.ipynb)                    |Number of shortest paths through the vertex|
+|Eigenvector Centrality|[Centrality](./Centrality.ipynb), [Eigenvector](./Eigenvector.ipynb)|Measure of connectivity to other important vertices (which also have high connectivity) often referred to as the influence measure of a vertex|
+|Katz Centrality|[Centrality](./Centrality.ipynb), [Katz](./Katz.ipynb)                                         |Similar to Eigenvector but has tweaks to measure more weakly connected graph  |
+|Pagerank|[Centrality](./Centrality.ipynb), [Pagerank](../../link_analysis/Pagerank.ipynb)                                         |Classified as both a link analysis and centrality measure by quantifying incoming links from central vertices.  |
 
 [System Requirements](../../README.md#requirements)
 
diff --git a/notebooks/algorithms/community/Community-Clustering.ipynb b/notebooks/algorithms/community/Community-Clustering.ipynb
new file mode 100644
index 00000000000..8ff14c66c95
--- /dev/null
+++ b/notebooks/algorithms/community/Community-Clustering.ipynb
@@ -0,0 +1,393 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Community Clustering"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this notebook, we will cluster the graph using various algorithms implemented in cuGraph.  We will then compare the clusters resulting from each algorithm.\n",
+    "\n",
+    "| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware |\n",
+    "| --------------|------------|------------------|-----------------|----------------|\n",
+    "| Don Acosta    | 07/05/2022 | tested / updated | 22.08 nightly   | DGX Tesla V100 CUDA 11.5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Clustering is the analytic method for finding the highly connected sets of vertices within a graph. It is often used to answer questions like:\n",
+    "\n",
+    "* What are the communities within this graph?\n",
+    "* How can the graph be cut into the most cohesive partitions?\n",
+    "* What is the most important group of vertices within this group?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test Data\n",
+    "We will be using the Zachary Karate club dataset \n",
+    "*W. W. Zachary, An information flow model for conflict and fission in small groups, Journal of\n",
+    "Anthropological Research 33, 452-473 (1977).*\n",
+    "\n",
+    "\n",
+    "<img src=\"../../img/zachary_graph_clusters.png\" width=\"35%\"/>\n",
+    "\n",
+    "Because the test data has vertex IDs starting at 1, the auto-renumber feature of cuGraph (mentioned above) will be used so the starting vertex ID is zero for maximum efficiency. The resulting data will then be auto-unrenumbered, making the entire renumbering process transparent to users."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#  Import the cugraph modules\n",
+    "import cugraph\n",
+    "import cudf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import non cugraph modules\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Compute clusters\n",
+    "# the clustering calls are very straightforward with the graph being the primary argument\n",
+    "# we are specifying a few optional parameters for this dataset.\n",
+    "\n",
+    "def compute_clusters(_graph) :\n",
+    "\n",
+    "    # Compute ECG Clusters and normalize the column names\n",
+    "    _e = cugraph.ecg(_graph).rename(columns={'partition': 'cluster'})\n",
+    "    \n",
+    "    # Compute Louvain Clusters \n",
+    "    _l, modularity = cugraph.louvain(_graph)\n",
+    "    # Normalize the column names\n",
+    "    _l = _l.rename(columns={'partition': 'cluster'})\n",
+    "\n",
+    "    # Compute Spectral Balanced Clusters\n",
+    "    _b = cugraph.spectralBalancedCutClustering(_graph, 4, num_eigen_vects=4)\n",
+    "\n",
+    "    # Call spectralModularityMaximizationClustering on the graph for 3 clusterstral \n",
+    "    _m = cugraph.spectralModularityMaximizationClustering(_graph, 4, num_eigen_vects=4)\n",
+    "    return _e, _l, _b, _m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compare 2 cluster results\n",
+    "def compare_values(algo, v1, v2):\n",
+    "    return (algo.loc[algo['vertex'] == v1]['cluster'].reset_index(drop=True)).equals((algo.loc[algo['vertex'] == v2]['cluster'].reset_index(drop=True)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This functon builds a matrix to identify which algorithms cluster pairs of vertices together."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def create_cluster_matrix(ecg, louvain, spec_balance, spec_mod):\n",
+    "    mat_size = ecg['vertex'].max()\n",
+    "    clust_matrix = np.empty((mat_size+1) * (mat_size+1), dtype='object')\n",
+    "    clust_matrix = clust_matrix.reshape((mat_size+1),(mat_size+1))\n",
+    "\n",
+    "    type(ecg['vertex'])\n",
+    "\n",
+    "    for id_1 in ecg['vertex'].to_pandas():\n",
+    "        for id_2 in ecg['vertex'].to_pandas():\n",
+    "            clust_matrix[id_1][id_2] = \"\"\n",
+    "            if id_2 > id_1:\n",
+    "                if compare_values(ecg, id_1, id_2):\n",
+    "                    clust_matrix[id_1][id_2] += \"e\"\n",
+    "                if compare_values(louvain, id_1, id_2):\n",
+    "                    clust_matrix[id_1][id_2] += \"l\"\n",
+    "                if compare_values(spec_balance, id_1, id_2):\n",
+    "                    clust_matrix[id_1][id_2] += \"b\"\n",
+    "                if compare_values(spec_mod, id_1, id_2):\n",
+    "                    clust_matrix[id_1][id_2] += \"m\"\n",
+    "\n",
+    "    return clust_matrix   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Method to look at a vertex pair since only one half of the symetric matrix is calculated for efficiency and display purposes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pair_clustering(comp_matrix, id1, id2):\n",
+    "    if (id2 > id1):\n",
+    "        return comp_matrix[id1][id2]\n",
+    "    else:\n",
+    "         return comp_matrix[id2][id1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Print the table showing which algorithms group which vertices together"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def print_clustering_table(cluster_array):\n",
+    "    import pandas as pd\n",
+    "    from IPython.display import display_html\n",
+    "    df = pd.DataFrame(cluster_array)\n",
+    "    df_styler = df.drop(df.columns[[0]], axis=1).drop(0).style.set_table_attributes(\"style='display:inline'\")\n",
+    "    display_html(df_styler._repr_html_(), raw=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Test file    \n",
+    "datafile='../../data/karate-data.csv'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# read the data using cuDF\n",
+    "gdf = cudf.read_csv(datafile, delimiter='\\t', names=['src', 'dst'], dtype=['int32', 'int32'] )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The algorithms often also require that there are vertex weights.  Just use 1.0 \n",
+    "gdf[\"data\"] = 1.0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "it was that easy to load data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create a Graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a Graph - since the data does not start at '0', use the auto-renumbering feature\n",
+    "G = cugraph.Graph()\n",
+    "G.from_cudf_edgelist(gdf, source='src', destination='dst', edge_attr='data', renumber=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Now do all the clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_e, _l, _b, _m = compute_clusters(G)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "View the clusters for a single algorithm, in this case Ensemble Graph Clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_e.to_pandas().groupby('cluster')['vertex'].apply(list)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Generate the cluster comparison matrix to view the results of the clustering algorithms in one structure. Notice, the first row and column are index 0 which is empty since the graph has been numbered/renumbered to start with 1."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clust_comparison = create_cluster_matrix(_e, _l, _b, _m)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "print the entire algorithm clustering comparison table.\n",
+    "\n",
+    "The matrix[i][j] element includes a list of the algorithms where i and j are clustered together:\n",
+    "* e = Ensemble Graph Clustering has placed i and j together in a cluster\n",
+    "* l = Louvain community detection has placed i and j together in a cluster\n",
+    "* b = Spectral Balanced Clustering has placed i and j together in a cluster\n",
+    "* m = Spectral Modularity Maximization Clustering has placed i and j together in a cluster.\n",
+    "\n",
+    "See how the clustering algorithims align with the structure of the graph:\n",
+    "\n",
+    "<img src=\"../../img/zachary_graph_clusters.png\" width=\"35%\"/>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print_clustering_table(clust_comparison)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "An individual point in matrix, clust_comparison(5,17) shows that ECG, Louvain and spectral balanced clustering put vertices 5 and 17 in the same cluster, but Spectral Modularity Maximization does not."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(pair_clustering(clust_comparison,17,5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Finally, to see the full clustering of a single algorithm, do the following:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_e.to_pandas().groupby('cluster')['vertex'].apply(list)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "___\n",
+    "Copyright (c) 2022, NVIDIA CORPORATION.\n",
+    "\n",
+    "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
+    "\n",
+    "Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.\n",
+    "___"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/community/ECG.ipynb b/notebooks/algorithms/community/ECG.ipynb
similarity index 91%
rename from notebooks/community/ECG.ipynb
rename to notebooks/algorithms/community/ECG.ipynb
index 9a35b135570..28d44f5e3b2 100644
--- a/notebooks/community/ECG.ipynb
+++ b/notebooks/algorithms/community/ECG.ipynb
@@ -5,7 +5,6 @@
    "metadata": {},
    "source": [
     "# Ensemble Clustering for Graphs (ECG)\n",
-    "# Does not run on Pascal\n",
     "In this notebook, we will use cuGraph to identify the cluster in a test graph using the Ensemble Clustering for Graph approach.  \n",
     "\n",
     "| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware        |\n",
@@ -13,8 +12,7 @@
     "| Brad Rees     | 04/24/2020 | created          | 0.6             |                       |\n",
     "|               | 08/16/2020 | updated          | 0.15            | GV100, CUDA 10.2      |\n",
     "|               | 08/05/2021 | tested/updated   | 21.10 nightly   | RTX 3090 CUDA 11.4    |\n",
-    "\n",
-    "RAPIDS release 21.06 does not support Pascal.  Release 21.08 addressed issues and does support Pascal\n",
+    "| Don Acosta    | 07/20/2022 | tested/updated   | 22.08 nightly   | DGX Tesla V100 CUDA 11.5   |\n",
     "\n",
     "## Introduction\n",
     "\n",
@@ -67,7 +65,7 @@
    "metadata": {},
    "source": [
     "#### Some notes about vertex IDs...\n",
-    "* The current version of cuGraph requires that vertex IDs be representable as 32-bit integers, meaning graphs currently can contain at most 2^32 unique vertex IDs. However, this limitation is being actively addressed and a version of cuGraph that accommodates more than 2^32 vertices will be available in the near future.\n",
+    "\n",
     "* cuGraph will automatically renumber graphs to an internal format consisting of a contiguous series of integers starting from 0, and convert back to the original IDs when returning data to the caller. If the vertex IDs of the data are already a contiguous series of integers starting from 0, the auto-renumbering step can be skipped for faster graph creation times.\n",
     "  * To skip auto-renumbering, set the `renumber` boolean arg to `False` when calling the appropriate graph creation API (eg. `G.from_cudf_edgelist(gdf_r, source='src', destination='dst', renumber=False)`).\n",
     "  * For more advanced renumbering support, see the examples in `structure/renumber.ipynb` and `structure/renumber-2.ipynb`\n"
@@ -83,7 +81,7 @@
     "Anthropological Research 33, 452-473 (1977).*\n",
     "\n",
     "\n",
-    "![Karate Club](../img/zachary_black_lines.png)\n",
+    "<img src=\"../../img/zachary_graph_clusters.png\" width=\"35%\"/>\n",
     "\n",
     "Because the test data has vertex IDs starting at 1, the auto-renumber feature of cuGraph (mentioned above) will be used so the starting vertex ID is zero for maximum efficiency. The resulting data will then be auto-unrenumbered, making the entire renumbering process transparent to users.\n"
    ]
@@ -120,7 +118,7 @@
    "outputs": [],
    "source": [
     "# Test file    \n",
-    "datafile='../data//karate-data.csv'"
+    "datafile='../../data/karate-data.csv'"
    ]
   },
   {
@@ -170,7 +168,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Call Louvain on the graph\n",
+    "# Call ecg on the graph\n",
     "df = cugraph.ecg(G) "
    ]
   },
@@ -223,7 +221,7 @@
    "metadata": {},
    "source": [
     "___\n",
-    "Copyright (c) 2019-2020, NVIDIA CORPORATION.\n",
+    "Copyright (c) 2019-2022, NVIDIA CORPORATION.\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
     "\n",
@@ -234,9 +232,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cugraph_dev",
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
    "language": "python",
-   "name": "cugraph_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -248,7 +246,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
   }
  },
  "nbformat": 4,
diff --git a/notebooks/community/Louvain.ipynb b/notebooks/algorithms/community/Louvain.ipynb
similarity index 77%
rename from notebooks/community/Louvain.ipynb
rename to notebooks/algorithms/community/Louvain.ipynb
index ce5a550795c..4786fb1e9dc 100755
--- a/notebooks/community/Louvain.ipynb
+++ b/notebooks/algorithms/community/Louvain.ipynb
@@ -9,14 +9,12 @@
     "\n",
     "In this notebook, we will use cuGraph to identify the cluster in a test graph using both the Louvain and Leiden algorithms  \n",
     "\n",
-    "| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware        |\n",
-    "| --------------|------------|------------------|-----------------|-----------------------|\n",
-    "| Brad Rees     | 08/01/2019 | created          | 0.6             |                       |\n",
-    "|               | 08/16/2020 | updated          | 0.14            | GV100, CUDA 10.2      |\n",
-    "|               | 08/05/2021 | tested / updated | 21.10 nightly   | RTX 3090 CUDA 11.4    |\n",
-    "\n",
-    "\n",
-    "RAPIDS release 21.06 does not support Pascal, release 21.08 solved the issue and Pascal is supported again \n",
+    "| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware              |\n",
+    "| --------------|------------|------------------|-----------------|-----------------------------|\n",
+    "| Brad Rees     | 08/01/2019 | created          | 0.6             |                             |\n",
+    "|               | 08/16/2020 | updated          | 0.14            | GV100, CUDA 10.2            |\n",
+    "|               | 08/05/2021 | tested / updated | 21.10 nightly   | RTX 3090 CUDA 11.4          |\n",
+    "| Don Acosta    | 07/11/2022 | tested / updated | 22.08 nightly   | DGX Tesla V100 CUDA 11.5    |\n",
     "\n",
     "\n",
     "\n",
@@ -69,7 +67,7 @@
     "\n",
     "\n",
     "#### Note\n",
-    "Parallel Louvain produces different modularity scores that serial Louvain.\n",
+    "Parallel Louvain produces different modularity scores than serial Louvain.\n",
     "\n",
     "Serial Louvain is a greedy method that iterates over the vertices in numerical order and\n",
     "evaluates whether to move a vertex into a different cluster and then moves it if\n",
@@ -86,13 +84,13 @@
     "is a greedy method, those decisions might lead the algorithms to converge on different local\n",
     "maximums.\n",
     "\n",
-    "A complete technical write-up is being produced and will be linked here when available.  \n",
+    "A complete technical write-up is being produced and will be linked here when available.\n",
     "\n",
     "### References\n",
     "* Blondel, V. D., Guillaume, J.-L., Lambiotte, R., and Lefebvre, E. Fast unfolding of communities in large networks. Journal of statistical mechanics: theory and experiment 2008, 10 (2008), P10008.\n",
     "\n",
     "## Leiden Introduction\n",
-    "Leiden tries to improve upon Louvain by only moving vertices that result in higher quality clusters.  \n",
+    "Leiden tries to improve upon Louvain by only moving vertices that result in higher quality clusters.\n",
     "\n",
     "Leiden has the same set of arguments and return type as Louvain\n",
     "\n",
@@ -106,7 +104,7 @@
    "metadata": {},
    "source": [
     "#### Some notes about vertex IDs...\n",
-    "* The current version of cuGraph requires that vertex IDs be representable as 32-bit integers, meaning graphs currently can contain at most 2^32 unique vertex IDs. However, this limitation is being actively addressed and a version of cuGraph that accommodates more than 2^32 vertices will be available in the near future.\n",
+    "\n",
     "* cuGraph will automatically renumber graphs to an internal format consisting of a contiguous series of integers starting from 0, and convert back to the original IDs when returning data to the caller. If the vertex IDs of the data are already a contiguous series of integers starting from 0, the auto-renumbering step can be skipped for faster graph creation times.\n",
     "  * To skip auto-renumbering, set the `renumber` boolean arg to `False` when calling the appropriate graph creation API (eg. `G.from_cudf_edgelist(gdf_r, source='src', destination='dst', renumber=False)`).\n",
     "  * For more advanced renumbering support, see the examples in `structure/renumber.ipynb` and `structure/renumber-2.ipynb`\n"
@@ -122,7 +120,7 @@
     "Anthropological Research 33, 452-473 (1977).*\n",
     "\n",
     "\n",
-    "![Karate Club](../img/zachary_black_lines.png)\n",
+    "<img src=\"../../img/zachary_graph_clusters.png\" width=\"35%\"/>\n",
     "\n",
     "Because the test data has vertex IDs starting at 1, the auto-renumber feature of cuGraph (mentioned above) will be used so the starting vertex ID is zero for maximum efficiency. The resulting data will then be auto-unrenumbered, making the entire renumbering process transparent to users.\n"
    ]
@@ -136,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,17 +152,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Test file    \n",
-    "datafile='../data//karate-data.csv'"
+    "datafile='../../data//karate-data.csv'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -174,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -184,23 +182,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "src       int32\n",
-       "dst       int32\n",
-       "data    float64\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# just for fun, let's look at the data types in the dataframe\n",
     "gdf.dtypes"
@@ -208,7 +192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -219,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -229,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,20 +223,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Louvain Modularity was 0.4155982905982907\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the modularity score\n",
     "print('Louvain Modularity was {}'.format(mod))\n",
@@ -261,18 +236,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Leiden Modularity was 0.4155982905982907\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the modularity score\n",
     "print('Leiden Modularity was {}'.format(mod_l))\n",
@@ -281,7 +247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -291,41 +257,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Louvain found 4 partitions\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"Louvain found \" + str(len(part_ids)) + \" partitions\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Partition 0:\n",
-      "[32, 25, 26, 29]\n",
-      "Partition 1:\n",
-      "[27, 34, 33, 9, 24, 28, 30, 31, 15, 16, 19, 21, 23]\n",
-      "Partition 2:\n",
-      "[6, 7, 5, 11, 17]\n",
-      "Partition 3:\n",
-      "[12, 1, 3, 2, 4, 14, 8, 20, 10, 13, 18, 22]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# print the clusters.  \n",
     "for p in range(len(part_ids)):\n",
@@ -339,17 +282,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Leiden found 4 partitions\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# How many Leiden partitions were found\n",
     "part_ids_l = df_l[\"partition\"].unique()\n",
@@ -358,24 +293,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Partition 0:\n",
-      "[32, 25, 26, 29]\n",
-      "Partition 1:\n",
-      "[27, 34, 33, 9, 24, 28, 30, 31, 15, 16, 19, 21, 23]\n",
-      "Partition 2:\n",
-      "[6, 7, 5, 11, 17]\n",
-      "Partition 3:\n",
-      "[12, 1, 3, 2, 4, 14, 8, 20, 10, 13, 18, 22]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# print the clusters.  \n",
     "for p in range(len(part_ids_l)):\n",
@@ -392,7 +312,7 @@
    "metadata": {},
    "source": [
     "___\n",
-    "Copyright (c) 2019-2020, NVIDIA CORPORATION.\n",
+    "Copyright (c) 2019-2022, NVIDIA CORPORATION.\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
     "\n",
@@ -403,9 +323,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cugraph_dev",
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
    "language": "python",
-   "name": "cugraph_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -417,7 +337,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
   }
  },
  "nbformat": 4,
diff --git a/notebooks/algorithms/community/README.md b/notebooks/algorithms/community/README.md
new file mode 100644
index 00000000000..748f27c0ffe
--- /dev/null
+++ b/notebooks/algorithms/community/README.md
@@ -0,0 +1,43 @@
+
+# cuGraph Community Notebooks
+
+<img src="../../img/zachary_graph_clusters.png" width="35%"/>
+
+## cuGraph Community notebooks contain a collection of Jupyter Notebooks with algorithms that identify related groups of nodes within the graph:
+
+* Louvain, Leiden, ECG, and Spectral Clustering all identify clusters or tightly connected vertices.
+* K-Truss is a more configurable algorithm that identifies vertices in nearly fully connected cliques.
+* Subgraph extraction pulls the new sub-graph formed given a set of vertices and returning only the edges contained between them.
+* Triangle counting gives an important metric for quantifying the overall graph connectivity by counting fully connected triples.
+
+## Summary
+
+| Algorithm          | Notebook                                                     | Description                                                  |
+| --------------- | ----------------------------------------- | ------------------------------------------------------------ |
+|        |                                                    |                                                              |
+| Louvain and Leiden                                          |[Clustering](./Community-Clustering.ipynb), [ Louvain and Leiden](./Louvain.ipynb) | Identify clusters in a graph using both the Louvain and Leiden algorithms     |
+| Ensemble Clustering for Graphs  | [Clustering](./Community-Clustering.ipynb), [ECG](./ECG.ipynb)        | Identify clusters using Louvain and consensus clustering |
+| K-Truss                                                     | [K-Truss](./ktruss.ipynb)                                | Extracts relaxed(based on parameter) cliques which include each vertex. |
+| Spectral Clustering with Balanced Cut                       | [Clustering](./Community-Clustering.ipynb),[ Spectral-Clustering](./Spectral-Clustering.ipynb)   | Identify clusters using eigenvalues and the graph Laplacian    |
+| Spectral Clustering with Modularity Maximization            | [Clustering](./Community-Clustering.ipynb),[ Spectral-Clustering](./Spectral-Clustering.ipynb)   | Identify clusters using eigenvalues and the graph Laplacian  |
+| Subgraph Extraction                                         | [Subgraph Extraction](./Subgraph-Extraction.ipynb)   | Create a subgraph of the existing graph including only the specified vertices |
+| Triangle Counting                                           | [Triangle Counting](./Triangle-Counting.ipynb)       | Count the number of size three cliques in a graph                      |
+
+[System Requirements](../../README.md#requirements)
+
+| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware |
+| --------------|------------|------------------|-----------------|----------------|
+| Brad Rees     | 04/19/2021 | created          | 0.19            | GV100, CUDA 11.0
+| Don Acosta    | 07/11/2022 | tested / updated | 22.08 nightly   | DGX Tesla V100 CUDA 11.5
+
+## Copyright
+
+Copyright (c) 2019-2022, NVIDIA CORPORATION.  All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");  you may not use this file except in compliance with the License.  You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0 
+
+Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  See the License for the specific language governing permissions and limitations under the License.
+
+![RAPIDS](../../img/rapids_logo.png)
diff --git a/notebooks/community/Spectral-Clustering.ipynb b/notebooks/algorithms/community/Spectral-Clustering.ipynb
similarity index 92%
rename from notebooks/community/Spectral-Clustering.ipynb
rename to notebooks/algorithms/community/Spectral-Clustering.ipynb
index 6eb0c54d10b..a314861090c 100755
--- a/notebooks/community/Spectral-Clustering.ipynb
+++ b/notebooks/algorithms/community/Spectral-Clustering.ipynb
@@ -9,16 +9,11 @@
     "In this notebook, we will use cuGraph to identify the cluster in a test graph using Spectral Clustering with both the (A) Balance Cut metric, and (B) the Modularity Maximization metric\n",
     "\n",
     "\n",
-    "Notebook Credits\n",
-    "* Original Authors: Bradley Rees and James Wyles\n",
-    "* Created:   08/01/2019\n",
-    "* Last Edit: 08/16/2020\n",
-    "\n",
-    "RAPIDS Versions: 0.14\n",
-    "\n",
-    "Test Hardware\n",
-    "* GV100 32G, CUDA 10.2\n",
-    "\n"
+    "| Author Credit              |    Date    |  Update          | cuGraph Version |  Test Hardware              |\n",
+    "| ---------------------------|------------|------------------|-----------------|-----------------------------|\n",
+    "| Brad Rees and James Wyles  | 08/01/2019 | created          | 0.14            | GV100 32G, CUDA 10.2        |\n",
+    "|                            | 08/16/2020 | updated          | 0.15   | GV100 32G, CUDA 10.2        |\n",
+    "| Don Acosta                 | 07/11/2022 | tested / updated | 22.08 nightly   | DGX Tesla V100 CUDA 11.5    |"
    ]
   },
   {
@@ -119,7 +114,7 @@
    "metadata": {},
    "source": [
     "#### Some notes about vertex IDs...\n",
-    "* The current version of cuGraph requires that vertex IDs be representable as 32-bit integers, meaning graphs currently can contain at most 2^32 unique vertex IDs. However, this limitation is being actively addressed and a version of cuGraph that accommodates more than 2^32 vertices will be available in the near future.\n",
+    "\n",
     "* cuGraph will automatically renumber graphs to an internal format consisting of a contiguous series of integers starting from 0, and convert back to the original IDs when returning data to the caller. If the vertex IDs of the data are already a contiguous series of integers starting from 0, the auto-renumbering step can be skipped for faster graph creation times.\n",
     "  * To skip auto-renumbering, set the `renumber` boolean arg to `False` when calling the appropriate graph creation API (eg. `G.from_cudf_edgelist(gdf_r, source='src', destination='dst', renumber=False)`).\n",
     "  * For more advanced renumbering support, see the examples in `structure/renumber.ipynb` and `structure/renumber-2.ipynb`\n"
@@ -135,7 +130,7 @@
     "Anthropological Research 33, 452-473 (1977).*\n",
     "\n",
     "\n",
-    "![Karate Club](../img/zachary_black_lines.png)\n",
+    "<img src=\"../../img/zachary_graph_clusters.png\" width=\"35%\"/>\n",
     "\n",
     "Because the test data has vertex IDs starting at 1, the auto-renumber feature of cuGraph (mentioned above) will be used so the starting vertex ID is zero for maximum efficiency. The resulting data will then be auto-unrenumbered, making the entire renumbering process transparent to users.\n",
     "\n",
@@ -169,7 +164,7 @@
    "outputs": [],
    "source": [
     "# Test file  \n",
-    "datafile='../data/karate-data.csv'\n",
+    "datafile='../../data/karate-data.csv'\n",
     "\n",
     "gdf = cudf.read_csv(datafile, delimiter='\\t', names=['src', 'dst'], dtype=['int32', 'int32'] )"
    ]
@@ -384,7 +379,7 @@
    "metadata": {},
    "source": [
     "___\n",
-    "Copyright (c) 2019-2020, NVIDIA CORPORATION.\n",
+    "Copyright (c) 2019-2022, NVIDIA CORPORATION.\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
     "\n",
@@ -395,9 +390,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cugraph_dev",
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
    "language": "python",
-   "name": "cugraph_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -409,7 +404,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
   }
  },
  "nbformat": 4,
diff --git a/notebooks/community/Subgraph-Extraction.ipynb b/notebooks/algorithms/community/Subgraph-Extraction.ipynb
similarity index 88%
rename from notebooks/community/Subgraph-Extraction.ipynb
rename to notebooks/algorithms/community/Subgraph-Extraction.ipynb
index cac52262d4d..88577d756ba 100755
--- a/notebooks/community/Subgraph-Extraction.ipynb
+++ b/notebooks/algorithms/community/Subgraph-Extraction.ipynb
@@ -9,15 +9,11 @@
     "\n",
     "In this notebook, we will use cuGraph to extract a subgraph from the test graph.  \n",
     "\n",
-    "Notebook Credits\n",
-    "* Original Authors: Bradley Rees\n",
-    "* Created:   10/16/2019\n",
-    "* Last Edit: 08/16/2020\n",
-    "\n",
-    "RAPIDS Versions: 0.13\n",
-    "\n",
-    "Test Hardware\n",
-    "* GV100 32G, CUDA 10.2\n"
+    "| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware              |\n",
+    "| --------------|------------|------------------|-----------------|-----------------------------|\n",
+    "| Brad Rees     | 10/16/2019 | created          | 0.13            | GV100 32G, CUDA 10.2        |\n",
+    "|               | 08/16/2020 | updated          | 0.15   | GV100 32G, CUDA 10.2        |\n",
+    "| Don Acosta    | 07/11/2022 | tested / updated | 22.08 nightly   | DGX Tesla V100 CUDA 11.5    |"
    ]
   },
   {
@@ -45,20 +41,12 @@
     "\n"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Notice\n",
-    "Subgraph Extraction is currently not fully functional.  There are two outstanding issues to address the problems"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Some notes about vertex IDs...\n",
-    "* The current version of cuGraph requires that vertex IDs be representable as 32-bit integers, meaning graphs currently can contain at most 2^32 unique vertex IDs. However, this limitation is being actively addressed and a version of cuGraph that accommodates more than 2^32 vertices will be available in the near future.\n",
+    "\n",
     "* cuGraph will automatically renumber graphs to an internal format consisting of a contiguous series of integers starting from 0, and convert back to the original IDs when returning data to the caller. If the vertex IDs of the data are already a contiguous series of integers starting from 0, the auto-renumbering step can be skipped for faster graph creation times.\n",
     "  * To skip auto-renumbering, set the `renumber` boolean arg to `False` when calling the appropriate graph creation API (eg. `G.from_cudf_edgelist(gdf_r, source='src', destination='dst', renumber=False)`).\n",
     "  * For more advanced renumbering support, see the examples in `structure/renumber.ipynb` and `structure/renumber-2.ipynb`\n"
@@ -73,8 +61,7 @@
     "*W. W. Zachary, An information flow model for conflict and fission in small groups, Journal of\n",
     "Anthropological Research 33, 452-473 (1977).*\n",
     "\n",
-    "\n",
-    "![Karate Club](../img/zachary_black_lines.png)\n"
+    "<img src=\"../../img/zachary_graph_clusters.png\" width=\"35%\"/>\n"
    ]
   },
   {
@@ -109,7 +96,7 @@
    "outputs": [],
    "source": [
     "# Test file    \n",
-    "datafile='../data//karate-data.csv'"
+    "datafile='../../data//karate-data.csv'"
    ]
   },
   {
@@ -277,7 +264,7 @@
    "metadata": {},
    "source": [
     "___\n",
-    "Copyright (c) 2019-2020, NVIDIA CORPORATION.\n",
+    "Copyright (c) 2019-2022, NVIDIA CORPORATION.\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
     "\n",
@@ -288,9 +275,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cugraph_dev",
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
    "language": "python",
-   "name": "cugraph_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -302,7 +289,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
   }
  },
  "nbformat": 4,
diff --git a/notebooks/community/Triangle-Counting.ipynb b/notebooks/algorithms/community/Triangle-Counting.ipynb
similarity index 66%
rename from notebooks/community/Triangle-Counting.ipynb
rename to notebooks/algorithms/community/Triangle-Counting.ipynb
index 739943bc334..74006ae9cda 100755
--- a/notebooks/community/Triangle-Counting.ipynb
+++ b/notebooks/algorithms/community/Triangle-Counting.ipynb
@@ -6,27 +6,22 @@
    "source": [
     "# Triangle Counting\n",
     "\n",
-    "In this notebook, we will count the numner of trianges in our test dataset.  The NetworkX and cuGraph processes will be interleaved so that each step can be compared.\n",
+    "In this notebook, we will count the number of trianges in our test dataset.  The NetworkX and cuGraph processes will be interleaved so that each step can be compared.\n",
     "\n",
-    "Notebook Credits\n",
-    "* Original Authors: Bradley Rees\n",
-    "* Created:   08/01/2019\n",
-    "* Last Edit: 08/16/2020\n",
-    "\n",
-    "RAPIDS Versions: 0.13\n",
-    "\n",
-    "Test Hardware\n",
-    "\n",
-    "* GV100 32G, CUDA 10.2\n",
     "\n",
+    "| Author Credit     |    Date    |  Update          | cuGraph Version |  Test Hardware              |\n",
+    "| ------------------|------------|------------------|-----------------|-----------------------------|\n",
+    "| Brad Rees         | 08/01/2019 | created          | 0.13            | GV100 32G, CUDA 10.2        |\n",
+    "|                   | 08/16/2020 | updated          | 0.15   | GV100 32G, CUDA 10.2        |\n",
+    "| Don Acosta        | 07/11/2022 | tested / updated | 22.08 nightly   | DGX Tesla V100 CUDA 11.5    |\n",
     "\n",
     "## Introduction\n",
     "Triangle Counting, as the name implies, finds the number of triangles in a graph.  Triangles are important in computing the clustering Coefficient and can be used for clustering.  \n",
     "\n",
     "\n",
-    "To compute the Pagerank scores for a graph in cuGraph we use:<br>\n",
+    "To compute the Triangle count in cuGraph use: <br>\n",
+    "   __df = cugraph.triangle_count(G)__\n",
     "\n",
-    "**cugraph.triangles(G)**\n",
     "* __G__: cugraph.Graph object\n",
     "\n",
     "\n",
@@ -40,9 +35,14 @@
     "\n",
     "    Returns\n",
     "    -------\n",
-    "    count : int64\n",
-    "        A 64 bit integer whose value gives the number of triangles in the\n",
-    "        graph.\n",
+    "    result : cudf.DataFrame\n",
+    "        GPU data frame containing 2 cudf.Series\n",
+    "\n",
+    "        result['vertex']: cudf.Series\n",
+    "            Contains the triangle counting vertices\n",
+    "            \n",
+    "        result['counts']: cudf.Series\n",
+    "            Contains the triangle counting counts for that vertex\n",
     "\n",
     "__Reference__:\n",
     "    O. Green, P. Yalamanchili, L.M. Munguia,\n",
@@ -55,7 +55,7 @@
    "metadata": {},
    "source": [
     "#### Some notes about vertex IDs...\n",
-    "* The current version of cuGraph requires that vertex IDs be representable as 32-bit integers, meaning graphs currently can contain at most 2^32 unique vertex IDs. However, this limitation is being actively addressed and a version of cuGraph that accommodates more than 2^32 vertices will be available in the near future.\n",
+    "\n",
     "* cuGraph will automatically renumber graphs to an internal format consisting of a contiguous series of integers starting from 0, and convert back to the original IDs when returning data to the caller. If the vertex IDs of the data are already a contiguous series of integers starting from 0, the auto-renumbering step can be skipped for faster graph creation times.\n",
     "  * To skip auto-renumbering, set the `renumber` boolean arg to `False` when calling the appropriate graph creation API (eg. `G.from_cudf_edgelist(gdf_r, source='src', destination='dst', renumber=False)`).\n",
     "  * For more advanced renumbering support, see the examples in `structure/renumber.ipynb` and `structure/renumber-2.ipynb`\n"
@@ -71,7 +71,7 @@
     "Anthropological Research 33, 452-473 (1977).*\n",
     "\n",
     "\n",
-    "![Karate Club](../img/zachary_black_lines.png)\n"
+    "<img src=\"../../img/zachary_black_lines.png\" width=\"35%\"/>"
    ]
   },
   {
@@ -90,6 +90,7 @@
     "# Import needed libraries\n",
     "import cugraph\n",
     "import cudf\n",
+    "from cugraph.experimental import triangle_count as experimental_triangles\n",
     "from collections import OrderedDict"
    ]
   },
@@ -101,6 +102,7 @@
    "source": [
     "# NetworkX libraries\n",
     "import networkx as nx\n",
+    "import pandas as pd\n",
     "from scipy.io import mmread"
    ]
   },
@@ -118,7 +120,7 @@
    "outputs": [],
    "source": [
     "# Define the path to the test data  \n",
-    "datafile='../data/karate-data.csv'"
+    "datafile='../../data/karate.csv'"
    ]
   },
   {
@@ -137,7 +139,20 @@
    "source": [
     "# Read the data, this also created a NetworkX Graph \n",
     "file = open(datafile, 'rb')\n",
-    "Gnx = nx.read_edgelist(file)"
+    "df = pd.read_csv(\n",
+    "                file,\n",
+    "                delimiter=\" \",\n",
+    "                header=None,\n",
+    "                names=[\"0\", \"1\", \"weight\"],\n",
+    "                dtype={\"0\": \"int32\", \"1\": \"int32\", \"weight\": \"float32\"})\n",
+    "#Gnx = nx.read_edgelist(file)\n",
+    "Gnx = nx.from_pandas_edgelist(\n",
+    "        df,\n",
+    "        create_using=(nx.Graph()),\n",
+    "        source=\"0\",\n",
+    "        target=\"1\",\n",
+    "        edge_attr=\"weight\",\n",
+    "    )\n"
    ]
   },
   {
@@ -203,7 +218,7 @@
     "### Read in the data - GPU\n",
     "cuGraph depends on cuDF for data loading and the initial Dataframe creation\n",
     "\n",
-    "The data file contains an edge list, which represents the connection of a vertex to another.  The `source` to `destination` pairs is in what is known as Coordinate Format (COO).  In this test case, the data is just two columns.  However a third, `weight`, column is also possible"
+    "The data file contains an edge list, which represents the connection of a vertex to another.  The `source` to `destination` pairs is in what is known as Coordinate Format (COO). A third, `weight`, column is also used in this example."
    ]
   },
   {
@@ -213,9 +228,19 @@
    "outputs": [],
    "source": [
     "# Test file    \n",
-    "gdf = cudf.read_csv(datafile, delimiter='\\t', names=['src', 'dst'], dtype=['int32', 'int32'] )"
+    "gdf = cudf.read_csv(\n",
+    "                datafile,\n",
+    "                delimiter=\" \",\n",
+    "                header=None,\n",
+    "                names=[\"0\", \"1\", \"weight\"],\n",
+    "                dtype={\"0\": \"int32\", \"1\": \"int32\", \"weight\": \"float32\"})"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -231,7 +256,7 @@
    "source": [
     "# create a Graph using the source (src) and destination (dst) vertex pairs from the Dataframe \n",
     "G = cugraph.Graph()\n",
-    "G.from_cudf_edgelist(gdf, source='src', destination='dst')"
+    "G.from_cudf_edgelist(gdf, source=\"0\", destination=\"1\",edge_attr=\"weight\")"
    ]
   },
   {
@@ -247,8 +272,26 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Call cugraph.pagerank to get the pagerank scores\n",
-    "cu_count = cugraph.triangles(G)"
+    "# Call cugraph triangles to get the triangles that each vertex is included in.\n",
+    "triangles_per_vertex = experimental_triangles(G)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "triangles_per_vertex.sort_values(\n",
+    "                \"vertex\").reset_index(drop=True).rename(columns={\n",
+    "                    \"counts\": \"exp_cugraph_counts\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now combine them to get a count for comparison with the nx calculation"
    ]
   },
   {
@@ -257,7 +300,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "cu_count"
+    "cugraph_exp_triangle_results = \\\n",
+    "                triangles_per_vertex[\"counts\"].sum()\n",
+    "cugraph_exp_triangle_results\n"
    ]
   },
   {
@@ -274,7 +319,7 @@
    "metadata": {},
    "source": [
     "___\n",
-    "Copyright (c) 2019-2020, NVIDIA CORPORATION.\n",
+    "Copyright (c) 2019-2022, NVIDIA CORPORATION.\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
     "\n",
@@ -285,9 +330,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cugraph_dev",
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
    "language": "python",
-   "name": "cugraph_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -299,7 +344,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
   }
  },
  "nbformat": 4,
diff --git a/notebooks/community/ktruss.ipynb b/notebooks/algorithms/community/ktruss.ipynb
similarity index 88%
rename from notebooks/community/ktruss.ipynb
rename to notebooks/algorithms/community/ktruss.ipynb
index 3f283558f27..20c14d76986 100644
--- a/notebooks/community/ktruss.ipynb
+++ b/notebooks/algorithms/community/ktruss.ipynb
@@ -5,21 +5,18 @@
    "metadata": {},
    "source": [
     "# K-Truss\n",
-    "# Does not run on CUDA 11.4\n",
-    "\n",
     "\n",
     "In this notebook, we will use cuGraph to identify the K-Truss clusters in a test graph  \n",
     "\n",
-    "Notebook Credits\n",
-    "* Original Authors: Bradley Rees\n",
-    "* Created:   10/28/2019\n",
-    "* Last Edit: 08/13/2021\n",
-    "\n",
-    "\n",
+    "| Author Credit |    Date    |  Update          | cuGraph Version |  Test Hardware        |\n",
+    "| --------------|------------|------------------|-----------------|-----------------------|\n",
+    "| Brad Rees     | 10/28/2019 | created          | 0.6             |                       |\n",
+    "|               | 08/16/2020 | updated          | 0.15            | GV100, CUDA 10.2      |\n",
+    "|               | 08/05/2021 | tested/updated   | 21.10 nightly   | RTX 3090 CUDA 11.4    |\n",
+    "| Don Acosta    | 07/08/2022 | tested/updated   | 22.08 nightly   | DGX Tesla V100 CUDA 11.5   |\n",
     "## Introduction\n",
     "\n",
     "Compute the k-truss of the graph G.  A K-Truss is a relaxed cliques where every vertex is supported by at least k-2 triangle.\n",
-    "NOTE: k-truss is currently not supported on CUDA 11.4 systems.\n",
     "\n",
     "Ref:\n",
     "\n",
@@ -65,7 +62,7 @@
    "metadata": {},
    "source": [
     "### Some notes about vertex IDs...\n",
-    "* The current version of cuGraph requires that vertex IDs be representable as 32-bit integers, meaning graphs currently can contain at most 2^32 unique vertex IDs. However, this limitation is being actively addressed and a version of cuGraph that accommodates more than 2^32 vertices will be available in the near future.\n",
+    "\n",
     "* cuGraph will automatically renumber graphs to an internal format consisting of a contiguous series of integers starting from 0, and convert back to the original IDs when returning data to the caller. If the vertex IDs of the data are already a contiguous series of integers starting from 0, the auto-renumbering step can be skipped for faster graph creation times.\n",
     "  * To skip auto-renumbering, set the `renumber` boolean arg to `False` when calling the appropriate graph creation API (eg. `G.from_cudf_edgelist(gdf_r, source='src', destination='dst', renumber=False)`).\n",
     "  * For more advanced renumbering support, see the examples in `structure/renumber.ipynb` and `structure/renumber-2.ipynb`\n"
@@ -81,7 +78,7 @@
     "Anthropological Research 33, 452-473 (1977).*\n",
     "\n",
     "\n",
-    "![Karate Club](../img/zachary_black_lines.png)\n"
+    "<img src=\"../../img/zachary_black_lines.png\" width=\"35%\"/>\n"
    ]
   },
   {
@@ -116,7 +113,7 @@
    "outputs": [],
    "source": [
     "# Test file    \n",
-    "datafile='../data//karate-data.csv'"
+    "datafile='../../data//karate-data.csv'"
    ]
   },
   {
@@ -252,7 +249,7 @@
    "metadata": {},
    "source": [
     "___\n",
-    "Copyright (c) 2019-2020, NVIDIA CORPORATION.\n",
+    "Copyright (c) 2019-2022, NVIDIA CORPORATION.\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");  you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0\n",
     "\n",
@@ -263,9 +260,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cugraph_dev",
+   "display_name": "Python 3.8.13 ('cugraph_dev')",
    "language": "python",
-   "name": "cugraph_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -277,7 +274,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "cee8a395f2f0c5a5bcf513ae8b620111f4346eff6dc64e1ea99c951b2ec68604"
+   }
   }
  },
  "nbformat": 4,
diff --git a/notebooks/img/zachary_graph_clusters.png b/notebooks/img/zachary_graph_clusters.png
new file mode 100644
index 0000000000000000000000000000000000000000..e9cc5de04de4ea71299196a6a06adb4e48798c2b
GIT binary patch
literal 78256
zcmc$`byU=E_$?}3Dh)~wAxI;Nz|aU1(%qpb3X(E(NJ&Wx2oe$!LwAE9Eg=YlAl=MJ
zcb|9A?{D36*13P&zwTPNT!YSM-h7_D_p_e~Race2K}bV*?b@{)iVCut*REkjU%Q5}
zj*km|V{acr2L8f$qbV<Qt$2WL4ZOg%l2(zvcC9Rm=*$8Kye4o^FnDwA+Rbn1KNwy1
zd6w6%U4BuNmDYAM{gaCKi$botWs{Opu^b|D#N)qMDjQP^k&Y!}#aBqU3yBTjmL?_n
zCCH4d$G!gXo8aep&dv^p2sgPgoxW}R$b$Vto`%U6t4V8O;=8Gb?#Scjjij}WwfthZ
zS*q5`St1#>G|9go>X5e-|MSY22~+dGe~@+v!dLj8|JF*$48i%IS9<^dz3Hy5*uk%7
z)@$=}aI;MYxXvyc{PAcnvgPu$Wq(GupQfN$yrJOv_k?_TM(>f6KnTA7)ekOdv`p*n
zwC85NNQG5?@+ds-#lCfc`?vZ6+Jp#QV*BJA)AQe$`yD)7`)1YSlCBEWqi5YSsKdde
z`|`e~|E&pl2*&RIm|4N|CsYNoc#PSqw@2i}8{Df;kkzBbM4RdEUh?P1Kh-2n7}fs0
zC+t2mB*@=#tk?wZ7;s|kH4}*p;(0@dlli-CrHj$?gZ1#Ng17O%mAzXG7M3uQtE5qr
zUOzLi-eDOcFTGl0?9eOaZ5+w>Z!R6AU>wqZwOnuwxv7=|OL@{;l@61c$aq;<!oRca
zAVW`g>#*h0gx<}Zpz4{)gZUwfNMG|%ti9uZyPY8nHv2BV#K|fPz2JV>@i#g-vtL2G
zBZa0q>3aVSo(Syv{$iXOobr2OK8CkP0fHxaBaXHVR?!Lf-DI%t2%|jlR(yWYcN_V^
zFO|N-R6A(5Kl$EhJ?4Ki@{*OJ(rP~2c~a#zhpAJd8e^@l{ivT|SjW}~s<b{Stg~MC
zy7}Z!Li`Ee??36{d2!bIxjAqnZ6h9oa#>#q4za_@H*l{y0qadfN2ClNyzN++Z-x5r
z90KRx;&(soez$L<^M!C}wEcp9bip@i?r!8T<+Nm(tI_#!1g(&vd>_xZ;F}s&s(&`!
znluvcckUzp_Xo7o+BarE8K+clASVpP%U>mDL7a?^#JbidGnypqijUTE)3w($gY$e%
z>bkd~Dr-aKX(uI@CnYnzOS=aqT*qw*KM&kf+ayjsQwUdhcE2Cj-TZI%&S3WBE`NSy
zj6Eo(8|%`*Kjtau+#Bv%I;xvZFtXE_`u)JM@u8M()cO~;{Z}=E4>7l!E7;DfiT#r5
zO>zx8W~%SU+xZG>ng#zm$P`d!NH|7_DE3bsqIaT%pFamJIGq`XbQ3Ie!YkA^P;Mqk
zgk#~+&K?o|LBmCqPTzXYM*{C<6><H$@_}t~*p_|)o*YzddF@#obm<Rh92+WJP$Sak
zgYfOhu@Cv?CVi}si1^{Ps*$$;V<y6d8ph%o=~-I@4TW?+wMxp~$Kk?IdAWQam)ykH
z2#et%j~c$in?CMGyVQ&+2ki<8XLi>!|F;&#U@iD%jqd!2h+7SXU;i^AhFC2OPT<L!
zZgR<AsLJMALkKa`sLYAym*jG#q@(_w!9W>#Fk+ds$C|d-5!J{l2Z;e%y)=cu-@#*i
zu8mZ=PmQ%Iifr3YR+qggNTdIre;G$<@SbvT;!;<J6t`qe*!EtPBybx%HBqdbZ9Dn1
zJRUg~W2kJNGD5+yMyRVKWLG%f#`*VpQBZ?%-rYx1tYu%S`m-b3+)-4c<;ARq^|03^
z8^)>PA&~}$tGZ&ElY|QNvMY)I+c+_H(3j;M%o-X-?|IKIIVU?@$+|u9_h$i$fkBvT
z#HR-gY<E@bH?2%-Hs7F-N-+-@{vRX8D1X{PDCnu6CtvoAFhSV!^GD~6RF{}FIjI4L
z5yc|?=DzyORfwPOq3#X(lGYE}8L#;sLugu8_YA9tn_w*7^nah_uf7`cmRkyUZ>^}B
zhkog<i$J_~q6!NqsixhOh|1jAx#wYN@m;9T$r`&(&Il9IOpn*8F*1*6h3EYLJiCyh
zPlCFlLaHzdu_QvO9%tsEg13uj;FsmacMabW)4~UCjs4z+X7Z-E9?kk8;{Qb`84DK7
z@@x4TRpk?J#=YcQ<BC7R-mdxgxlu-^w0OiTAt>d(zZn$I?M>v$I<PbO<Hn;wIiT14
z`jxlOf2ZXpdI}e(Etf{#jwnv~p}1nmP10!95{*W}?m;_){3vSb3abJ2`;n+w@a}jm
zTo>JnoV3>_eh{~n*eAS0gIvCU^VJRpX*3Q#Rrgql{_0(ilrRI7LZwdb7>8oDR2#?<
z+19!x@Zyh~5-Rf1ZSJ*$DS9Ml{I(O$qn{PuRBaU!fpqZqIkA!W-I&?1@El}}%1^o=
zHS2pE(BUt&{2eni-JJ-^j&C!U7p|~bzdIw5Fm_Q>E&ZT{Hw**p_@?e_UlK=#=%M+|
zj~>I<`Mf^6G@j*O{I=RsXi6XZ_v|q6?7+K)V|?Ekf<_BH``8#bOmVU!+a?M=!Q{3b
zm*Vx{nKU{h=QdfSF?5LwX2&%xhE^2VhsJOE1>wp`<;V|rY$_d;dG1q{43+FkTrFZC
zD>K*xrb}k`TdCO5O%R5uFqsm}*xk!lYs{#yc^uNvpe=tbT&U@%8K=2E>62P!1{_Il
z{Ze(x(fr(pCXNkRZV!US+-Ll8hziyICKgsau$J9%Y7+T0i2S<rYvt6r?Z-JEtD;}n
zT3Smh=P>Y9J>Z5Hm$2ylnW%aqSZt;ju{rv<sq}f|f?z$5m(N+5{Mv$}vGi8kC;R4n
zkG(%dk!zyrQ`IQ5$jp0HTN2ZQD@To2kxoXF1jFF-2oJo7;qv=+d1(sRTqBIQ<duoy
z#?c9?WE8~YVkHKz=wy&__pk2rr{b*(EnL`8x>@zhW{EV2+g$Z;JFWNvZJoGfZWu+_
zcyHkN6P+);I(v?PvqvmQ9+=O!+i<L(UPeZ?-9-vysCjx{WN%%egg481h5#ij%QF-&
z-(1VI(|>3v-uNonW8a==gu141#CQC~WuwK^{;9QYL7{4@hzURmjpa|5ICZ{Q!(hvD
zV<KUXYJvveq{MUS8Ol>#ePlO1Gvw#n(>pc<1PYI|wKN|_mqfJ4Qm@Z61RIt;l~bL1
zaDRI#(G0Fc+1n7=NuxXGm6Ev29s^FPHjh!Y^1et;f%X3PO$9jVq|^6At^z|r+q{#5
zKg9{Wrr8Xhf9|2k{bwVhBro*og&d-hBSnez8=HJku<Or%2k_-bw$Rzner`QE`Wq$c
zWU#Yu$Py=1c)-H612So>52A~q$#*$8x@{Dkye`W7eK0#p5hSidcb+7$sy?uttkt-I
z93IwKmD3TP0V%hLtD6|ES5k}|Ey$(f=~el`nBnlN>{&49i8sBV2l7><4FAj9BJPnA
z7w3mF_Nf|I;hf1-R>~0KQJOM$um)R)Y^MKeD7p~K<WY2%s82N%$;n-S1)JzbtbKvj
z*xRIvNFL2xo}2BT&Rm+Fw_F}xj(qjQg3b9#Z}pB_*{d(z<SEfj*%gxCrq&hl{`vew
zOwq>XYN78kP<Ub-chcIwj1kPUL4Dmw^GaKA-uPk4C`8~uUpr-5WnQ}=7_1}g(+`g)
z+ijY1`p#4Ha_Hq(!tp!}mi?oJC?ij7ru#EKr$sb^9+lSK+VZetlZL+tsq$>ei$y--
zKM)ZT{*(veDD=p<2%X?5j(POwg?YQwFpcq0XPIQ^+seLl>R~Zi>xfkIJ&CK@=Snp5
zsWaW|HIwdcCsz~8pb@goc^8?Ayt|jl`>0d-c<D@KANDtpwo8{$Mt7)aJJJinwTI^s
zYaZuRlg~u#B*Ns678oz{ilXz){o2VmP|QKfbPiuJtOvqwM9%XT3wR#m?$5Ls|3wWl
zbQDi8ZWkC?RdI$oS#>leNC{cgqHg{fF)nfM6ROd{vY{tEUPFlW)+;d4o}Ut{e}8C-
zy!&UKGv)GE^Z9?!Atd1`2ZU6kfPL=`#bXO<Zs)=>Wisp;;rDN)n|_}V-jYp|mq@oC
z($zW!+f{tA6)dT5v=#%4k%98ouQJ2_d?t--<1HTcoOSpwPdTdp!Dh`2mJ(8(zYF*O
z!uyJpTv0>@8B;G;<)dOCkf*i$;m)Ia<l(lDW-6=TU>5bo*@|R=mYVqJMDP2;aEcT+
zR8fugF(D;gP^wnzyvf2AG_r)=bsqb?o@3>8)Aw!f{Gi=8|B|AkdLj5Q`B>EEAUb~O
z7V2l593pcJf5)N{B^F6WXG54rTU?2&o*oOFH_Kp-Y3J@otwqCP{K?lR7>f`l9&uT<
z_i==@SgxmHv(67S&ooMY3R!GSG5dS2dBfu0wmUselV^{ihPAGfhnqG3$W>z$e9?Dn
zwAS(2XtTFx)${LE``?Hq^-HL57k$shS}va3);&VV5#|>fRIojxKolKHWOYC?`E~B*
zG~3M#p1QSon^`jvqHbFimlezY{TvVQIfZ(;-Mh&xrGzUT=l9Ko0YDyY4<+Bfyxf(%
z%zAhIcIHj-J#|6PgV+0iDh83~$9<O<o0rxYYt#nR9JkUuH$-$Ay2p70tAq&@p4rMO
zOdN_f2~~~oLS@qbXEG6Q+t14_Qj;U+2lDq`8mJK?O@BEhFQDR1Du0%ID))GOuy-p(
z(ri-d@XvUb^+=wD?RhV%q@`F@^4wXcK$mB<K#vc$UNvS|vdHLr`g^95@*aLUuO>g;
z_~(rJt#|a1%!8&WvU7{>T+XylXRHpa$f8rCcK;@scEvK%=)!FllJ{|?71Y>SCbysj
z-Oy1^Yk-L*jhNJL*bwXnQSlh&p&8!9M50Y`-Q#eDcGgTX$0W7)v_h)qYihpb)n_ay
zW*lML4Kcxk4?&SKgQjg1(J7lFB5#Vg{vyke;HNAQJOGliLZJkrp3-zrO&YzX`Q<Ts
ze5RkxtW-PrU=A-5g)p~UusK+D6j2@`$W?`<8yc3evNyNLq}a*9gdlg6D<msjC_E0x
za^Ai^`F<>1@;7~@P|#v1I%{ZZ3KNLt#;Qs^b(b}tIIQDIX@ONdMo`{K4`%RCsCxCY
zbE3EJaK^U;Yn{X)_^YT@x_9*n2tP%7aX8GIt}Uk~t54Msa#Z$k?IL*b#6@M+ulpS+
zn(pe<`pt?#ifN-dB^^}X-+;cY@fzDQ0v-=DeZ+3DqCE_DH)ByyYtoQaM3O^bC$u-7
z%QI5D{>_T2pwF3GlSFjOYj%Rdhx(ALuZ7{35nt3BZ%O+2Czma9%ePvE#l3x?p|7Ro
zvL#U%ec+vwQtn(tBXlta(fj*hj+(ErSp!b^>`a#K{z*}SVyv;=8h5E+i(NePl1PWd
zcP;mSD&n#C+8dIeAWN#$hWK9WrUP7&W^Ef3RT$2lHtGCR1#V(x6`sMNiW%$w1>C6G
zsvN^RDz9diZh8MhFtr@I|9~6#3^t4;8pn9sgWrcD@m`fuWUuyX7a}XF&*HMRA%!~E
zZO)%TEln)97aBI3weaY@O6&I-OEy^!-Ukik|H5I$6qvF(XxkPcULn6q5h0)ED{#x@
zwD!AmUPZPI<Xbvfs8B{PHywDZE{zFBM-*}O5|c>c(K|<*F5JRZRKStBkT0>T^8pd9
zBis)QFTVrD>qOyWK^Zx7S!>Sm@-L=1LobVleu-IvIAH<D8a8V&JbwdT80uVcQ&Zkz
zeYC$m^DIL?iUEl*vahOcW1-HMx;XT`6e|B4Y&wFU@HJ`guS&LS90lnJORSLo#SJ(e
zkELRLW5nL8f{|vEN58oAwo)1X-8kR^*BQ=txRB)OZ-F_|3fXCE<*I_`vI|mnr@BtR
zY9f;e5uQ|9cnppZ@wE4$iB8UI5&1c4-MOO_`M&{$8XVN)|40j=sAp?z2t=6&Uw)UN
zVtHt-O8JY02F#oOxN~EwK}SO)rizl@F&p!?kX_2j&-4pR+m3LsnGDXzNx7o&@_vmo
z93HxwN4W!tq`&JipZg16ArG*5@r%UUATy!a6ocu{`q;B9#W*%=po$=L_hjP<1NWoq
zRGT9y%PqdWE9WhjGHCH>q7k#s%(`~n5H}(@d%&<^02=rAYMoJVVblR?Cs^hyFYiYU
zOZt)9B;ngE;JRU4<+P+^!zIzCjN?Cgb$gf#eZk`#&=6d^e<E0v@ayL<kBh$TZ~w*J
zPI6^r(Plo!U*OsqjkzxiEhq-M+(mqwoi5K03$mglCMJ4sNNf3-yPtt<`_gua!GPMJ
z_JQ@VcB<=CQzY{b`#Cqdzgh`XA{Z3`cHr%iFJH2Lgu@-0Z=l8u^`cv}^VFrA&JTVg
zbT_s>5iSn;UQ|H$N3@EHEFmanqBtBPs*MU&XknWpQA8Jmr!tR8qryIF>QR;TwCu{C
z4(Q<jo2FHl{fj_h)yrA5%1K#GzKq(%Krkl}IoVtUTRvL`xI#P8*eSFs{(56JrgSzM
z-yn3$K|1Roj?>IBYw@w3sC<Q(o^SQsY|35kOZx&)Y-aLkLDBLJRPp~6>rOJ6Xz#N4
zmdr?64bYvtUoi})M`aYz_Kn-`(x#fNTOH(w&<9JfKzDeB3%j^+M`>LqSyq`ddS~f-
zt_qIKwN&48lo>*I2R#ft7KY;@$<sggn;sq>ucX(Q@)$Q?oY+*o?s=-SGaE3%5m29J
zB{b;rTJ$H-a(0g*Pj;1WIf`9<?EDvfLIpI`bRh^=l65kUjC%fhXR!yF8O}S*A%>>4
zD8e0L%!v=YCWhx{yMu_d#TZ`7klUr~^kDyvesyHc6;=#rvdBkPRuhtE3Jck(n?-E?
z)<E-=XANuBTgTg73}2ET2n!%qe_Vw-if0%EA>A}OoUeqma;3v&{5`q5Oq#vws=2v=
zN~Q9VU%Kk$kPN-stRFHjD{`3ECehR*-(xw+s<5Dk7+;3`dFCa5SuW<<WL*XFXKvKK
zQaK1CLE&+3529@Z3!McOu{MLSo_tWJ9-v$N_2PtwIz>R8F>!$i{oy3U9fnev8(&gI
zE64oo{2yB_?P7@vj@d9o{6+>*o96K-z33khn(@kF@Hw)84T!Ad-Fw!Vm!t9t{^+KN
zENu0MbbpG77BP3+pWbShbwgM$N3OonF-F4Ahqe=WG=kP=353{Bo)4o3B*(Um|4GPR
z*ZcIKs+th5-9#gT6M0d^E?WIbny8BhZmKAojlP5JvSrlKxS16Ux*3hh0Ku!CY(7v|
z)N_+`XE<)usvHFf;1$s?Ktx`yk0<gqAIao?oTYJi_UOR}9wS}Y+OQnn`&uNtU<AaJ
zBG;9Kl{8OP02l@*dKvXEyTu>oOX+j1u~RBccGq{eK|Z-XnEm3=MehnmO*}a1hnJu(
zijZSrP?<ZzOAwYyzY<ylUy@?H3J{B^{e<9wf1#lmRj<H<Y5q=#)CA&%jwkP@5{ZWA
zUoO5sJhdWTgU@uGQu7%{-y38>bhHNG85xZq@BLJRZFIm;i2S*4!8SwhR@bJR8j^+V
z(^O5id$~&VHzN~I_E9Jd$L6=RcZ=Iy&T=q&aLRcFS{%6;{PNo9MO`YZcWAjUWmTG<
zUhspP;4&vBSfDq$LWvH9Oi)>=9KW|hT)Kto=bkVvw5l>%pgk<@c=Ws8faQOHr$kLO
zZopfpkA=DOp!i{)pbg?BmtiUtHewM>pMyg(KmU%_PW=*~;38Lfyadr=CbO@ctrPvu
zZi+auTp;=R%*%<<Y>EA<hZR)CxAdinJW3TPt;qU?jz<Rfa}4$VMo@~7x9^kE#67LK
ztn^E($!e4*Ex~5F=`^_5>Qq_l(DT1r{0&Z2g~x8cP?2l!w<*_|BD}iew)D$0D;P3A
z*U)IqF^-UR4D8QYYm^%{lHMk3_qOpA;G|b_4q!5z0M0r66>~Cy7T0GkZarT91q7YA
zDt51F4-^mVw{6YZ-O}^ZLp`wfV;GjW*Kd8k*vpm7|83u5auqQf&Rc2vi6xG{PAEOp
zU$?7UqO#!<UDNbq#WA2x@;VEX#~MU}*kNzG#Q2}Udv_<3*Xlj0Xz)ramw6EKwhzPe
z;LlJ(n{XB`8RbFFCp*n2iM%=>)E2@uzl1^0w!V#imJS#JEOykyb?VEs@1-|tYWz0T
zIgd)<_!@@u#eRvefzfnnE+!M@6U||6Fy}=wZLv0x9pEPL-Fx=jW5)IWL^KMw95h(w
zBjSI)ufO7~lsHJ6u)ROh=KlT6>B4KEjtkA|6dz+-M!Nke>(b8G{8H)gowB6qAbFzN
z_LE_)Lk4mvD;Ta{mI<8?VW~W23+=D5pGiaP900PQgLkM1eZkL2fk=NE+RmKxK^p?j
zpL-w^!;LKYC|#>G_nfMDN%Qs1>6}nBRnZX6S8MRDCJjAI6?~O`I4+lCgrT^05X>U(
zPJhKNXBkMNMX>dTotApt3ERm9F98tA4e0Gl71aaxK!x68H3Qkr5~a=Z_`N!6tVB=L
z<<F0&OW-Vw+Tg_9#5#6d=rk~z`<kpJ>!PXY2iC=sB*!g~+RRI%hB)18C$x%P@*}@p
z;e>;eq`XC9es-Abg;n}boAKUp_Cp==&iB>D3TOxt$WMxq^o+ORj{v>OXi4~Uy2icX
zClgZ%QV$j@xV3WLyQCKy*OezjVQ?^@V1XR|o;x93rMP?ftQ?dfh2ecX7UA;WIC4`m
zskrscZI|$-pfL5z3hTzK(kFUo(n1xg&zx#{$O#dV9AiRHT;?d`t@1Vf1N55flP+Ux
z-0ZRG`CRuX_$J)4Cl+o{@xuDguQKH1n?ao@v7L~UgWvWbO5H?A3e-j=vu0zu&xf*u
zyLK}~NemOCOzFejnC=mQwU_EOksc@h27u(6+$)A(36%;1Gk{j2!mh9oeq1|&0w!ar
z3y#p;7ty!h(-~I3=RF&gFkKK2qF}|~!paxg3C&IOP$HuG1}aEJymgCYw(+mWic=Ym
z1WMC{9W(1^{fR2S9?u0c7P`t47gx8OPHh$zxhbgN_&3<3fDLd9)fA(__o8I=eNCr6
z_A;*Qi1FzAo6C)=C-gz7O{KVG7B2~P6><-OhN>{2mi})wSRYG09iowVofkPh22^C&
z!H0z^TC)2+*KzNH;UQ{Bvi%f118w*|q?pN`(%paYzABz^*5|a1h)>_>bZ67|(r6us
zeYVq$2B}^<J#Y~Gk#DhXs@qOfYG~ys5Ba?$$&kD}tJn{9u#h_KlDrt22un21#RLgw
zh&<R0Ta5gs=$}%3?ln7U{)_WX-?3MIwRp-S{I6OcuJ52VehQa0!qztep|XF~{b)KT
zUP!2&i0AV4)U%{Ui*cEj-$a{tR;bfc1)sqsbekVt)cjNx?VnJR_?fFVHs8&I&&B*B
zcHw60WTqSu?1wbotBj7akPRAy)G->3nbsuPIK>mnBIF*+8_y5D{p87;#gI$**!Wvg
zip3{SiyD^&jvchZXzP;WFC}{y+O(`A6-HEm4yCg4syM7zu>d&1(E_w*4X+Cwel3TW
zOQ$2fcE7dGNC2_KOL}ohi>cWmd7vT`8a!K9d?*{c4w6gNQdCLHg<&|n<!p%$nH{I9
zsgnF)h(i?$LuS9|PySL|J0Di5JD_Y%s;GJQ(l{HvU~}X(05Uucet4hvC{4KyLQ%%Q
zlbRGgM<Y-t?~3|mI#oAeL_)9h5mOUy=y(bG_uQqY5GZ7NFn~HBtix+1&(nvnYyP92
z2`nC#a2ELWcJ@H+(R_H3c+XN7qpx-_os+_9KCZ;&*&A{7sZxso8WE>#>mQ%}RA2q5
zveC26m;$-Q<9I2t$W=5To;82Sc0FI})(80{!ob$%!tm?C#-Z|`#f3qMwy0<;!|o&O
zy_ft#La*z-ru}60Hsocb_&hwcEm@V-gEBg{^AS1#WU{bhl5Oj2XN66aZCG{<NGi;I
zlpEz*d$V|dP;B=-Ts_0T{&@Kl7-5j~@~EDft*u;FZn_VAqhV8`%5DlO`1%*WPKl|w
zc(?fS$7dsF$GfAjF_YW_piIoz;GQV54_rmcTXhss?-F>7;70aMqZ5R<nf!4^a5IvO
zDI-DW*Xb(v{D(|6aWcyka;VyK&%ITHV0(%?5?29AhS>!}QJpe#Z>r^?*Y-=ou1>O^
zx}78do%KqH-`n)3m^pONi9>}d&KZ4<GU`t^8b*_>((-?X@#7b3=f_eh^?wr56Pk8=
zHk~cSpDzVi54`~=i2?Om6l;k5FA#-Xd=DNyY`v8LOJ4njJ-l6>Cf?WPPSB~Vpiz(J
zDNKs(oDc&PBD*yPi5Bc#&MXp$tZojk%%>b*&&>4LM_M0lOaYX;z5K}@c{fIJ4g_f(
zagV(p2}27}lBPz7;8NzC9IO`v-A)K?@;o%$RAtb(x`ERQVQvqcL9{O+a={uKfIgno
zY$|+qoshJOz+rjhp}dLk=2k0K5!V$DWqSRTGWvT0x9-BJi}Rnoth)<Q;!5fFXPE9u
zDxSpAJx^$iA{N_vTNUrAIVM?NOflB7^gXe_=ltZAhH1qM71*R>S3V_|Zl35y?W3mM
z0Z~Llob-o$DH39k$3zv$qZ|O{`4i_mdb8yYIcsO{OS7(S*H9u&E>e0?1&0TcLA&vM
zM)l^Jq6Fw5P8O;n)qFVZiJT3%smb>`Y2nwlyoRt|PXO`o%7810gg!$oAr=DAD}AH7
zAn6BKE3YB^j*cefmZ8Y0h8j3XDV&^~!^NdmDUR=4BF<+6hzkJ}%>(Gd!UWJ^pb&DK
z<)BMwhBYtY*4jmdE$qHVLN<jbhZ`Ak5}V<1tN?#xZl$~#7=nq1!QNX)d9Y<Z6Rqmk
zpk($KO!g>;;h@nwL{|DWrqjS51MB6_ypgFsAC^9t4Y(uw)(|?2LW_!Y0B2Oib325$
zD<xx>e&r82_*PKT3?EBkdgmB$Ct3sCwta822A3k!L>iZN13uXpLRM-Nvtne+|Ho=N
zk&gu99Yv}rV_LgBAn1>fGiZQ)#zJzwN^W~!nVRpwz(!BV#8`?RGHcQ=Y*rDPbJoP0
zhQd}wW&<X7A(ntpys*7P<lk}zB>D8Jc+p$R_rKmGY9`lsu`-ZafQJHtRvz4}r5U>2
zPG0r#8|<)RP@-a*p78*vGfCHD30VhVF|>#hop{a<dgQ0B+EJI!-z~gBS8YO@ej^9%
zCu@hGPit9K#As?pMquyt`$>N);-c<i^k;_D+Vat*?>hVyg);9@VH~e!MZuTlFQ&^D
z)OgsO8^q;rb#VL<?NG5ReF3w919aC{pL~X=r)z8&*V)6KUU;#S*a8j$)?strqoWoO
z@1W5HZAEWZ2H?(X!xNlt!;0){pYPOu^w}TPLo{UFDb$AG$KM^3Yu@gph3^ink9;mJ
z8fE#EBO*~?N0h!Ij3#4UH^Ny%y0mLXoKd%W0+gDb)OYk}+lF!OJOt%^y^Hk{#O*7U
zAtY8GdvUlUd<2w>4pB#1Pg1QZeaYXgVJ`v^XTqxGlK^m=c;5)Z#Ckj_M^GHc+HDZ3
z!#b9Y`y-Ty`)#6$OH%T^XYZgVt68J1c#MTwq2?mc&Bon5*<RNfZ>uIznl=R-vX1(0
zz(HOfw#6@;2uo!7e23p_+H(}~QFpq-poNo_xJRRGZhl)08lu1*Xdyq#Hu12Fa{DeC
z4sDZ$zx^}T5L|CDzIqPz^-LPcO{I!{eD@s(M8tI_ZK|k%<9ewCi6TX7G)43AGObRg
zEWv&UwVA%>d{@ZZ>@C2Y3c~rC^;J@#I#ss6b!XCbiwyIDx|2`D*QkCDgcEhii=(Xl
zjV=6SLe@T5Oo(XOQ~}j>S1*YGs>tu#0U_PB9V{!~G$Yin$413`5LDJKbrD*NPONb}
zuebIpc?kWQ^wS=&a`(*FZyLP@53f-4@ndexa-E7!q(vgHjRwBLz!dz|Ba}5E-XtqA
zbQMDX>kdaWa{%N)UE5;g6VA(v!<MR-la1~bR52lnvUldmVnTn(I=_>P)`nOVhPO9S
z5LsxW9WsMZ8_A7A#}Ikh41=x^^F^=1XO`*It*h7@f5_QYE30E~xVx9VC#UyZ-li8X
z312zKe!Q^zovMHERICMk-J_%0nIX5OnonwQBC-5OVpXIjo<t?=AGoX4x78Ks<y)Gl
zSor<E8zYnMzI@w8%}(U<Y!_A^YTSBF+>W~a^DH9FlgqBySkkUUKi(mrgPyA97X-uU
zx{szG#ICQtTTSwOWCF#2xLcg|V{p6f`ac`So{aW<%<1wA`e(NwnQ-m=%rp-qhmG0}
zQ`K;a$Q$Rk73eBv;_X?EHcQ6!{eRU<$tMsuvwrJ%nD)AiLO(0|C>$$sW5!~j5^IW`
z==Q!OIAaP_eLSoqjk*5VjSo?;6wjFt$`{5Z+ifR5^R?JVE3DLDXWLz<yyU*cbf;bp
zXarW>3ZlfU1n&T?^uQcqf7>;v7@aY=FOu?1g!}+W+#U%FtxLYqWer=5k%yyGk*8Ca
z<mIuNPLZLY4VRBo)y2Kn_+JCQe#=xcXDAHDR%S9MF3vCHV2O@m%quX}@;fr1R;<*)
zoDvp~(}?#=O>T%BpviGlrhG3wsd@g@wNpog(PGDPy3rl35}pHpoiyyB!m<t<RSJGJ
zNSeS{`mQM&Gvg|ONRWTR+1cl!g5EsR3<uQc9;wms`=6*B{y38=O*x*MfUD;LxR4XX
zh)Kc}0+GGNOhOul-wCMED~!-+S@ox7(&o$$NK?SI8^Qb_E$B~SVVI+Qn<wG;6Q{O&
zi%Fi7ScCeKmrI5Rs8V^5!EF$QLsVP{re&JuO|XowZ9DJ+oVmq=dRNkYi?!ap{#7bH
zmVtYNX7vLzJ|$*;v~{};4JBW`RAXT{s~SuGL;uG{`-Z}dEBy)V0@t^@@AW|+dwSdm
zv>fptB4CSY!)K$wQ}zGUqAcNPW;Kv<+nST%N-S$*NfV6j|CA?xDK_Q!HPNsUUtxOT
zu@n;gk_KgC;XNMB^r*6w<;Eil$QFqQezSH)82@{vy!p;|QjwZ@^?sAib=_)R9s;<#
z9ieIx$Fi3`He<!3A~GmMQGrRa=iX|D?;Au`JwfUGLrQ!UbH2?uLXOw8R%*rF*@GdA
zm;9u1Q2!Eeb=fF`u9vb=j!6SS=E_UMPxwX$eKZ}(CS8blN^TDwU7T*(2-!($1pW<~
z3HoRm-Cj)m4TY}OnLZ@dw1OJ(V-FO-VS+8?-ls0&(bAvYBh-^9{>a4V72<z=7A3Bm
zI~<~!_o5<i$G1OOkcAqa&wq=uAV`zZYs>Enl-;&U$-pIMC=3e=(_ZS0hfPW8Pk}1L
z?J2K{FPIjk>9!`8O;9=LTFcMfTWGsMxV3>^IiG3!GkAPo;j;&s?4gyfem=fzR)pv{
zytx!0u-o9-6yi2*)Gxufs_!!yfXi>tA`^|B+iGg9$PQ85wV08ApgSELQrR+?zbY0@
zv|^xF!FN63(?eT$5D6k)=Cl1wv-QQ<F+!K$=i=B(J|nq5Gi()2ve+|vX(SueZO6-(
zBxGRiA*84HI=DM7;hX_hxTzXMqh5i|#IBQ$!G?8CU!WVc3zc7D9`MWd-w9)HSpW$4
zdDE$0`4>#Z8r~g{|FmzQMx4E<)`RxHi+#(n^hj{Oa3}UnHC5vQKC99=6|o$`&f2ki
z?^+{-rt?@%mND5|ZCiZD6--**!&0l~;`L0+4$uL@KN|ZfX*9MZ#6Rt))F8!uDP^7)
zUteNpHPx1BYNF+1EI~{E?6d26q<4>_wRp%2FQ1YqUi)k;U8%-gUf)roUS*_x`!(~!
zZ&Yx{x{J;m(ut)<=FcsM{r0W!pKM^rkhg|x^?e|0e`UgYXaoERk%O5WVht|$x*rZ!
zY9%x5{$UZGBJ3UyfaU`~qJiEAQ?YVMMbxctvmc*D4#jw8u_?FO`lM@roct)}US4$v
zJ!BcO5IHGKk%`9TGr}wfRhgCsKWD=0J|T!Ohwd>9R{l7%T-8*4+*sApgJR#y3s8>8
zrhS`3_D(&bHxtRKy%2d4-oUBL&0SY3^X42M3vmNP?xYr+t+`Xjb=fdM6f-riabDED
z&uaEnwrh90R_<v@vqBA+P}&7~I62f9J;$d2FqU-jGPvhxO>wGtM0oj3uTO%^4F|v&
zp<8>awf~$*%i+_roE?x<S9gyhgt@QAebmkdSpmwtsz`Cbf;nHWz#DbyRG~g1`<C-+
zQ_pW-gD||C{fW%#oR&t`Yi8`$Ly2*HSi3LLYK8bvtlhO_E~h)%p?x&f>fRT}D_4|A
zG8`5T5m#2N1Y$J^xH^K?BMR~uoq|;N4uU&xj0{9*(WiGg-$_M5{mC$TE={pnSL~+>
zW2kEPk)uBkG0Nhs?{I08oQaW3-}C>ie|z0uwC~g^a;+VRXK#{?bg#&gH^AkwM|F#>
zc;^D@DGS20;h7G+18YKSduYSgJ7UIS79)Wl1M(a7C|+1MQ}7~dFb!29umg=xge53r
z{g7e1nGq(XLJ7xLXxERR5!4<pf4-0U5PRnd(#me|`7V8Wk8?+1aOLLx%;DN94^m(#
z+vD3$Q%Liomb8mM?khHFsH{DN`h7d^SxlgzOkp=MXK%)m{!D1Fg_hH0BuGEK4Mf{_
zx4jpL)+H}~W$lRs$k+)EGt<FFG(4oz?4zC2LXv@KSa#5kMHLOGz~7OnGYPB8>}Lcs
z3}@0yD@E!AvTw|UG*j~pq!<SK-&$<S$<A4rgEg4%F+(JQ)-1sm$Bu=2{l`XC?VAd!
z<XP?x3^qIxpK+;=+l9;&S~$<>{6DQweSg8GpmpD4@1@O?tJO0mD|l;pZK77%8wM;{
zkpa#8-*IxUYez(hF^|BWj+yy3rNy();!~x0J^h)ZGEsHUWFqM9*BfMWG=kTiDsD*O
z_&V5=lGWa07SP{(_mv;Paq;y0juMxMf+D4pe$Y(5l~6kJ$T){9Un9Q1`dr+UCwl37
zybd0n!&{gA=i(cnsIt#W0t<R;;1$K8m9x4T^yLDGzPbBFL|AO^OY!5hhHkdx8{qXe
z%?kBBpM?|$K|h50UY^cOOhi1_xthTwm;pBKH9Q7=8MHUK%g^jq(6cv@dAPLHrfwNj
zkF)c?lEv{wW044T2)_b?$l{vD<aMc_y;{o9KP#}ncV(&?zXnf_#47EEw9#JNg^Hwn
z2t&ln2bZ~A`H0?;9Z>!5gnlIFtv0E59$NEI_>EQgrn3S_W4!7WFZzc!5MIHWUzFBD
zsSpuQgBH$fv4cfODcRpF_i2C?``yJO2#3A*k?yW9`(OtwO?({aQDZaJwDUqR5_{1m
zyGYnvxI$!4S;?7Er43aQDSIszs_j<x+(aTV30b<Jy<@APs8GN+h=Z5x`{*<X^F8{;
z;6bKqe>PbNQTyK;<t?g+6msV~F!QrY50E(}D`8y4KTsHhA}e$-Pz^5tMUR5h%@(tk
z1VRo6G*E*9&ViyJ`}Xd}&sKkjpyyLo=@Q<1;u8R^dd&LaIVZ<ux7u4^vt%Y!<pZVd
z=kIZ!pT<)30&&FScR4wGlVcUH7XD>V=v!=AR^2wP<%aJ|t2qwbk+-YdDt7^AShYme
z_QWi|t$M0xwKdynz1)|C(5>X}?zH7sB9XAe`y8Z9!8}ATJ$O$zM{AaOhc7mGXzjKj
z&b^mWwbq!+x2Sb<=jEiFK$+RZ(j-O`NW5h?FDg6_?V6}!y9@Pihw`Hm#!Nj`Ryy0s
zI%SnXRkw=214eBT7X6}#;V^yo3~&SldsgsF%*=-w(NUiG58R3oPnAsOJ*E)SJNv^v
zXh7y4E$YMu@oQB97KYLH3(&kKBWlr`*i#e|p1ofOPW0*SQ=^q(XgAjVMQRi0m@1*9
zGvJh%_!4Eg?I^XV8jFy}!TK=|j2XN!A8$r>i3nTOKZ}*fu>dZXK{&@_{)s1S+X~yv
z5Lzmou`vt0ZD}9b3Iu7HD^QiKsSzVEf77q0Zv}^B>r*9tn^mo3pp*!+hjx?tH)tLx
z@EBGqgs%gEOzZ=!d(snmEi-=R+eSk2NkjBZwPBStlJW8=xQbn5i$3p(DTMO?t^3(t
z&5A@wgfjZ;tPQZpqiyWS_l`}YEyc!*!VqW9#>Bx7d`5=AFfT}Im%W(E5{*yFq1c_K
ztzg?Wo3Njv5l}i^{ye;jk~f3}_eYRyv0NrO-KX6z70?{bn!IX{Grs$D>A!(-x5(2?
z1*LSb1pGb-l+%p+3VoA`ECQ&YDka|Scf^&6{edzi-L%z4R8Rj^bPkA(!^PP^oEgKg
zsE46)#@H{G_<S`$QmXMd-ybVd+aNwnpSdlhtwo$i-pM0Kn}Wsk>A_iT`htYArO6en
zbb2&^lP$esOedxu&kGAdPQx>xr;E)<U)=~jH8cJvO`hwTCP(Ssjh&uueCcx)iUDWA
zw!f=&nmqP<lXM=?Ubia%JSFS<;~qqjQPpfHCQIo~1Z!Bkvx8}IFzSuXnn|OBU-B=>
z<`3cre|?$G5DNE)fJr{Hi5hM#C2?~jkrf=bSShNR);yeYO@{&|RV6C2j?G(L+jjr>
zfn_&|tqE&A4??;4JMXRY5v(1HSlS1Q>Rs-*jcu-qHIaYA)l0?qZy%J}g<y09IzH2>
ziCotSU<n(^c>aC0?Gjx{AXlZypCMnNVQDdT>bV0w!u7Kud98?LArpNA!TA_Rm%%@J
z7E1fD)0QuEF;2nRA2mBst6Mxsgq@WSECnSm3#AEH78+9|$-gJ?Xn{(erkVGCeAS9x
zx2>YAE_M#11v$2l=cG08y*cnA^Z-+eL58qI{#X+}dP2zL?=r_0Ma!OsZ8s;v^j1A~
z3+3YjoD9}##8-PT&+dp>t}cQqtl0D5D!ic>KI!)DhR`Z3%oH=sEyxc=?>cE=8-zE{
zmWX29HDS#Ou-UVQDF>O~52&wnrtkok>l%x5LlmLFefw##(JXo5uFxB41jFuos4>3s
zyz~(aWQ60Bs*-1m7r8Q~@@W}2XdmW*bZ7wEm^APtp>z3V0S84B>$X4wYoJr1EiEda
zOhex4deyL+BR`rs$aU^tnIi(-NHK1+=+ED(e5#^f_B6<pC7wc`2skaXy4!hd26NQX
z?QDav+TKaKj!?kC8rm$29+g3%L&vKw)=MALBA@d8DYsVU8?Ey;LiKH!%iw|gofe)f
zXk+a<tY_vuI)NhI;DLSHgmyZ69nA$JL4gD@eY29UkeF5fhaVn8Uh;!inOO;Bq4Caa
z_<fK}9_7A@Me63kdtG$T{#{aPX2_ebpzS6TFZ;T(0aiQ(&@jFf(P-csO}aX^5|Lxm
zxA9yLi&Id>n+e{$)sFnwi|!f8Vle|o(yUdY0*A9?9j>)qcN`lAo0~sdcfSS>O5@RI
z?<V^kj9VeN#^=&B&1!S={qG^`cYz(&rUa8a60JPmd=X^B+ZG#2-A)|`UF>QErEssQ
z28jBY+qC~zk0DSBotn7n++eyXE43Vrc8C}efwFXQanpgJjlCVy7isMwnlcB8^Sz%4
zU58sCT9eGo_r$%-p24o4o`QV-D0eO7$|Eu8ekK6Sh=NXw3O3)9YG!<lh<JA-<{u-m
z4<k=Huw(MIM%a;>nn+SqDnaifsZ^lPs-*%_KM`N!vOWQSJzfq6)c3@cKcmw2_d~R^
z5Dt(i;>6j_!Pj3^+ZY(pp?6}?@*(~<6Q%$Le}F2p6M}#&>E0N>TRSKDL+s11WMovT
zRM$yEr)L{z3s^4YapsF3$16?rk0@fF@YHrWO+w~}_<@?=6v<DEmi{9nl~~pN$A3*}
zRunx`CiK!{Cp`lN-vW~cmwa@O6pu;0wyzq3=Bam)UP+qE;hlAY7;6IIMIm3d!*{2Y
zxP_?3wVY3dJXg0R6VzS(&42Vve93qejFh(KWh%Oc%4xGaJy?f7>xx7q_`X+QU1|l!
za$e>k_K}*r!bsIw=JC2mp7g71FP(KIBulm4G%ep#9{Y|K)mL69;~n<kKPH<XH~H8Y
zSsT2pMgNWb?N@_*jhFZRP~veWg;waIUF1`vI;ZE}bQe}Lz(6o+TQijd+?W@GCm-&Q
zh^Gzlf0aul5dM3eL7g1a;_bUnbXen8%E&^HA3rKQB>Oho_39~X<lNcy?w<x^JrP}H
zvaBA#o)p2O_vlCRzoGS1&ze!i%T(;A^=+p;yWJ~OKr0}8C03e1TPr_uZ-biZF%q&L
z3GHfX1h$Jx!C2S_i~5)HH%xJrzhW<eT=fIdjh68GLFqS_snsxawEWf2oRenr{&x6r
zl<(Q25~hw0YSP<O_`gua4Fms9q>`)@8-;NXaAIbIB51}Ngg3|?2(E4E5yjX~<m>$0
zXt0m2>z?~QjQQ9T`*NDkjm56u8MOOntz{3HPEB6I-(Ij0#s7ORSayLA<EB}ogET@c
zO8P4g`CI^s4fX?M-L<q=7GA$BJm%5Szx;qL5e+`V8(pW}yC%qaXS@$nJvQoAMnI!p
z$(U9oji3@RT0RCod{w-iR$7bB_qWl--BHxN8LwRxRNOQZjG*f;f%lN1j>djxQ12Fl
z1d6EjXk%#PS5P~<sJ2Gv@2`)W5M|~$6;RTEx?MepDX{~G2Z=3b9TT*Sz&=r{YVEU<
z>T2lO7{f{C7}2rbAED3}c>4#@#;lLiVC~H04C^*1EFkaZUO7N~U$OMY^JE3gYZp2H
z;`<$;eQ7ok3s~*ip&Z6xXYH3{k5IV+5QVIfBl(Di$!$Om^MZ(|tt~pYLjsd66;7o&
z<AmpY;>f8JUD{cgV?#<O?c49jkR;9mJB7`5C_d~BV*|+TMXhLT1(AJn7jviSa9Zol
zi$P7n0v(Nh<f!iMJD8pjH*FEa^aGV9AXy^AjdYPMuPb~vqIu!RF)d@8T{`aviISK~
zafUR2yO8b_61un~Yqdy|qCgp%#0@IzKone3VtwJi@Gjmu^M^FuomS*3ZYC)sFr#}6
z6S#KYbs&2`qF24XPd3(vF1}R^K%dxqVxXpvwik2&y&J)yHa1^ZVPNz<EAy##-JG^v
z4`rAjn80Fpu=fUq_R29VD(gwJp68(*JHU)EvQaid<Yc-rS*LaR7?-Wiu=1tFzYtF8
zhs|mik1kK$A(l``703(saM^v`1$(ka__r_99WlSyrgDF#78K}U#g7RuyKn-`algr?
z_OX#w7?2S(FfLAzM%GdiCe2M(Al}cgz0#Fu2Mi^P$29~8NwLqveRMJMWFz<|$TPFL
ziYK=vP<UbjA;!JOr8##<xxKURg%SlqJGiiynWP2*ta7e2HZ~`i4RFO>XG){NW@4cn
z0-l>fwZE|NVKWXZBCqoX5)e^QICXWOBSi=(Ein52(SR!ku>3Tv3-oR!3>73Ru+%?%
z@Am*}-8n%PcaM@&`$yeYd1$*bgyO|unysxndmPTABT64yme|G%3CC~yWp>e@74(xx
z-0*2G*xPa#h1vGo0ar)eY6^SR-c2e`m%-b(C1Vris-Fdby6Acvy7p!08P^KVaGo`y
zFu%i&ZcB9QcOVV}_oS9)xOrK7rc&S}h!XlG&+fnlzq7r(|BB1Nj29j1{e8Vaae3|k
z)~s3^0E_ASdjE95qvy3HdFWZcrJ`}ExgXm9b}_?8NBqRk?97lq4C_qw%;hZ7;^uIc
zKdM6}_|Dp|XHlbZ6xUDk$3l1x>iibe^&-rbVNY)K?hZ<pl=Nf2-64ums(Xky>R5Z2
z9D&YLx%{CtKJ4v{uhcT%o&<h80~*LEs6G{BRTLZ7X|B}RPSsbbUOsXt1?vyjQWcR)
z^}RTTUfLBin_g)G&2t7)%o}0W+8T!?;^P|FxWL4k=W&NLhT%tX`}c&kkRn;T=MV~6
z))!cZWpS#|o{1eiiwlCtx!_WsTS1sDEG>L3HXpF|N@r<~dCIas1@2>OxAyP(Uaa`;
z$;zQQ8==&JmT&%V006=^)kqjK3r)TEM-dE{DUO}Dp~94k#|FV4v5)98UBZPDw(ri-
z>6hI1qdgNpoXi4-K04d;4PY3kZX=t-dvb4`wuO{x3y^8)^Q~{h2=*(%bc+?T_K{eu
zG;pGfmj+#;mMm?@IPvnoe?3}Dj=86@Y>^}o+eVQj=3~S{q^MoGvAe0oa(b1r&sTpY
z;Bmrg;b?i&tWWP(AF`Si=`<zFyCnLt2LsW-gc&jrmWSQUUc$uRFN>dUVMgIU6dKIv
zqi<AdSHH$)6XlD4Er3fXM*bWdNkGfCUhlGQZ7Ub>svz^7N8s}zt`QbyHDIt^vfiHW
zum;@IQ2)M2@L2m>46Lg{{g*^jII0ai@1^%u<9QfyG0q~oD=#a@^q%iW0IeDv(txmt
z+@;dH)dws@LJ6|59u*tG7;f76ybi>u9~lAA-M;%p;?t0)%rhNaUXsl<TU=+$BRH};
z#>|{|my^}Rwq?(a$W-ENi_=?_Z=Qkf6hw@^qa<sd>h5wsR?)NTacDYjMy@-||Fx~7
z$$V<s?D9kpfUDW0NCBpnBuGfIJcGOJ*q72H06s>)^R*O~c!N!aw(%aqpLT@7tw-Td
z{$J=a<HOg#KBI6%oY8xdq3*~7u^LRtP`&+YT;mVAYpU?}^iJs#t&dzLZQ0j)2IGoS
z<!PVOb;R@*!~j~cQz*343o1O>CP$5`B<;^z6`*GqlXyr4I;@@2*~5k89`Tp$%=@Y5
z_=?7#`k{}R%jZ=?+*r*lVzC97F-Su{UJnPgh*hr;v6Ae89voSb2q*u}vt`GxtTg+a
z)@b+l6fb#3vK85wjX!TZw}ECZ<?V;BKSl~P!%({GxaXkr%rKpzZ5iNGJ@3;S>gOlK
zKQ4*<jj}iJ{e_GP6cF%uKE225Q}w^DdcYW0_8WA0Ib=D=rljn|apxA*iA0B)$9lLM
z851R#**r{8G>JGYJ&ReRL-?jhD8i~ZebbL$_Q8%Ae}<IFymuo4Fb<xPkkawWS6V2A
z9zUpByPEOsZ-FcE`=7C^j)7CiVm*Qwo8;-;*Dtv;DRT3p)nZ{0%DPMb_RYtS#lfzh
z9JW)^a@}{A%U_X`lY=TyaL6mfw98_XJNf(S|1>PnwH0*f^nwjn9>ZU(Pk5w5EFU2w
zA#PpqZ|NkQL!fV-`pScD9g%0o_Mq)A&L(CR7lD26vy5BgPA?Z?de(fcohATPNUeaY
zYAMUt{;E}h=5e4S@s6VGo2e1+wBUw~`X}-?It2zM1P~|}V4`UFLMHxm!>J!?kXa_9
zt-JS`L_PQ`R6n6@8I3nKV(eJBgK-A$!MI<)JbdXnA9(Qm{A3@Y>oj}FYEF7+2{Qf3
zZSyIp-Gn?n?1SpFZ#&o6I842^<x;KX6b6$k5bznDygc0$&!CCzo!t5@$x{arsz7Ij
zDN<}-OUmep(bE6%As#r*7{rbEo{#zFD|%0?A5IV%ss1cU8qRv&bUwYHEo`4;HjrLm
zU@3YGA*+ynApPQ-V@a~8Yw-y{D200dt=yhf)}te!8NqVBX8^E}qFtqWoVo661;R2W
znLZjbvD)e7euvk_ra)g4@K0ii5B(^$c(k6Q1Yx_N(PYOXiK+!(0q|sA;r<++rYHZs
zNARf9)-bui=ZFAa;Ft!%PY=O0B=EEye@41^So-&^(d0kQVt~XL2KoXvk4Uq8<oP}k
z|1dOUVzT0K1Pze$(iqb)G&#z26JTkIp|hX39Pk(}o|uTke=?5h{7%16x%RQGxtjhm
z@7)bXrs8jH5@1;Z&B3ySeA%!~77haqKA_e8BPS%n%~-s8%>FcGI<eUK^jl1sfia;p
zYrP*#^!fmS5u+})f>Y0&_39k~ri42+sO}?`+QSY4WPBO4Q~c<FXb`*Y2mWJY?a=bx
z1HeG{Jdb#eRhR4LZY!nI@#l+O*XND<AUZUFHfE1Ct&dlr0V&!cp9~5T&3K)hw09QO
zES**W+Acl7W{3GhcsnEMQKG-}G|e&N>wSUY7Ii@Lgx8k6g_PV?cJPbO>xoLmhLDzn
z2^$1E5w&p_?St2OkCi``&CE(xU8j|NL_hx7Vs&F##)lauPvRe^Bc*yvNH^8n$xPnD
z3Vc7oyI0a7>V;ZG^FD1PbKO3t5~o&wPE!e2()nLh!sJ>x0N1&}hG_|u3Fp||&k#C?
zE@tZtT7|8CsIZX3>xK^akBk8g>ikcNF29#1NNTQIllmFocc;JotGqdUrBh7p>%+~t
zI)Sa@ksge=-fvQdIEBlKL9L>8b>NQX0IRP<{F1~y4L}aZ^gXjM#*_-vETW%mVsL*e
zEaK7TY7^aT%wlkx#SjmbHvEXL;nl1F2U>{F0Gc}_@R=1)6_s^&KJSPmOL+Ey+dagv
z{DQelx<$*N(yrp-efl1+%p3&FyN#*f?H@#bz)8B!0<b!2Ig&-c&aE$`an-v3-EEYh
z_1;ZdHdE;60vq=7cXd(P(oIbF(~!5T@6b$=O(j|1C~59+{*c=_FJR;eP-O4Fa`5i#
z?S2!;KU*V>y>s2M-&nMTa#L_H$!~DH24g$v#6*RY_ySXxa$p~XOVm26KP*IwW6|wB
zS)p=vjCna*pF*h%iFd6kP<zKF78sG3`w+d-NQ$xZd2AWd)^1s>K{}b(l`7x?J~@_s
z$t+BoCVTCLqV%xEQ>XcMMYzHDhsanXMi;t2R-9frJ&Y5p&uUW_DG0IhMg2*54R9<2
z>R}^4sr#HLTvYF*zE!T0qN&m4jyX72{r9a4nU_GA_Off-emn}-;S#UiqM_)znSshh
zyLg_z3ke)ICO_^cAx`oUo!rnZF)bP+U<xEqlBQn(-@>s1n@-dQ`p<7x1NyoZm)7oz
zj{UO!eHu5$L7L5bV*?KdKOaxINv5lv(~qz0d6!8&4Sm3Wul21^kAs;5-x-hw3dMo#
zvrF!lBZ*w4wQ*D~TH!ek_LS+NTy)^pD>m*t$P(TL=1VO#8FRsOf#+d9Y1_BH-bvW+
ztvwgG-Db&*n&@X$<;_@sIa(h<<2LWsh0&ZSVBRh~TCRigp5V)Hh^c46p980z0k~*A
z4kx~#Tev_!<3h1Db$D%6J@}r1OSCa8o>NB?po>~6><^&*4J8&RYflk#i#Kpv{#OKp
z_=J`@ov7>t>!ra%hxp&Mj#*Vp*IPK++6iQtc)ds1Yl04U>$1(;sbx4v$r6cbXN>W%
zzH5W8TX<bYoY8&Shw@6B>AUbTRXg`-OdDv55sW?vJP*{h|6h!~by!qw{O(JPv~(#9
z42>csDlmkANQZPIAt4Bof^>&SBcOD5*U$}uNHa)DDkUuqdY<L`+k2mVUFVPUzt{V&
zS**35Z`}9i2GwTW2SYr+F1JW7cS6k9gGsy<(+}H$SPdL1UKg7M7bsK{uD@rj?H(q3
zZ6c46jUB!UX~H^?h)(%u;i0>8=_D)mVTfds5utd37M043%799Xz;N=zu3^2ZPRD0^
z1*sPWkr&DI2AqcAbe4L6B9CD-Zl72CCQQWvlneo5l!p4}+kL@Qn0gm6Pij->%*=;V
zg*`$NhHu*53RLZ3lkX2__^f|NU3w`oo{~#NJRk+9ljE~%Xi5C^S`(x9@7UqTZ$ag$
z>zUekj5g33Nf#^Qwjzb&-4h`)+qz=5S4u0^&nmsWSQ6Rv=0NUvDdf)9hc7=%ATYyU
z;2bwz_x>qRO2wRQ$|IR@>)=Dl#k(+bzY&3ujU0#eNIDyKlx2C^sTFy&OiX^<K<ilg
zV0VXr?_TSvzQI87r9aza9#YRzvfih$1F@CNIuvKtlZ9&NM7JTBWW5LFLzF}f&!}Py
z@3Ky%M4U=cE%PMq#q;sV{bukW8$F)>{Z(`|cdN7O7PWxYS8drxud;`m-!!k9hyz{e
z@$Cob>y&5i(BZJ*@Z&!e$bX)?qTW(}7Yb>PG{O=%&JETm%hrBKFu<;qoGJ3K)Ov`L
z43pdzXZr}M@r;}uEQkaKO|rULpVp@M7ty$}8}?UHQ*<!FOJ9ndEd>fRT`}>!zY$m`
zro=!?_ASdXw#lwnx4$XAeBVdhDys9qiOetnQ-`NCis)w=n*TOej=_72Z$8&UgNJFq
z`XyiF?+PGl#~TG_HQv(V4F!I&6!)8oXrkgkU8TE>%g-8^gK;w2_%B~<Pn8_qGVa#L
zi5^KFgyZAHhfJcnA_FhDN7zmqKsSA%$7|G7YfLhf%QGTal%5V$N5^0+Vvym|zqbuK
zL6lFwc;G289v>OZ*}c1V)v%#A=GgY+x%%-f^$DkF>Q)rwq*j~`UsXx1T(kwo@FvyP
zEQY+cP;lIE4!<DDo~UYVa(1mmAXRQe<jxt!Aj5`vr<ZBwKa<`sJx5Hz%)%s%z+SG_
zHL{KomfK+zZ|zFtr}y_1OpEnoN&P(K0=8%CY(4cuWzKA2D<?a1Wn!04R3va{H%%l0
z@Rn~^N^Huss=sv|EA5PO?Xz1xdPppy$ruf&H$q`^Tgi868#7Yp@MIpNnP6i5{9Oz}
z)R#g@@Ovqn(%BQ2H;aly{nkJJ7BJNp&VF%qb|6gFBI33?Nj(b8PcY*5y+_~MeSK}e
z&?)icdXTIUFs~(Ys!7T6P-O=fHmHgnC!~wMxP!gDVo+<HRo0Q)vfP+&{0a!&Wn<au
z5-19WQj6Hr>b)}jMX)_!e%>OkF(dUx^!tx@TCT+?qr|Qgyg7=3x;lz>pD7t-3gLgA
z^oZN_R(A_pQPRfTWRDDOMUll=D(BLjYAJksDXMPD*ZJ!LXf29Zj+x>h8929<?m`$j
z(xd}pr`S*ACs^~BFT9mIG@_Rz1vg5EFcw&@zt5)JlE%^I$;Lu<A_6XVgUHyzM9{73
zZnF;ycLqIn@*U`-`hgH|l6hQrgH~5|6W#B<N{{z+SFD`|`%#bn=#kUB=CYL!M{_2O
z<w4r;fOt7K9Nab{C9L2NX3WGgQS=|{ePko?-}ee^Prt)cLd{I)H1+O^#lRen^8Vm8
zt^!H+lxuk1-de@4@w|v){kme61}TiY>_+Hvqmu2L+v$HtPd2V`_D;<1$>@Unb*Il}
zz}Av6?`g`(1-;brvZmWF;5vw7G6Liu3QEc%5h+LZ62Dx`J+M<+?U<uv!P6i#i<^#Y
zE^f_bVA0t8-lR5+gFroull=t<9}|I=^P70HPbB<-L;(EHZ8nEV2)_Wq^CVa-xsnF(
zVe7F{p?Ru_^MUPlHuw%*sUn+Mu130OsROILTfkzvB<C1rkqEZP1GT?<KdGWzdm&S2
z(&|xKHb&Kp(x|Yq%H^|pu9~PZR35W#Ab|{azhsb;SM!faRAD|2)zWo~U|R6lRsE)%
z@()uJtWZoVaenuG6EWRkDqXUd6@`rdlmtz<isTfw##zQarWS65iRIWNqR(1^wiM04
zbf?ljT|Nr({eI1O{M<9YlJ$pMdr4;b<z>X>%_U|2-7p!xe7gMt0-UI~*5~tU98@bz
z8VinGh`Bdg<q_T)lkhAQI0(tZvXqLRO#WLf?ngB_d>?O5eO&5CY8psu=Aa~z1dwPi
z6|tpo`GZp6JR*TOH^*zfmy$JtSy-Lc4{$_QM#cOcotZ8(nAW<BDb?-ln~Ls?vFX0!
zidP;zFN=f69aUH^-guxI<;rHgi~@38QdVZA>`J5){gyGZVX|`BO9o@EJ&-J1g{Sz}
zm$kOf+bS6~@t?qleJO68C&T3Mj;pd&Dzve+0otqCywo~BV~t3c-Fe|vkDr=_p_7rh
zk_m=b5Ae@BKda?Trc$Mx-0GN9EH-huy`OUZrn7@zm45TFL_&<${VBL0*0}CH4en{^
zT~g7;#P1HhsRe9bJ3<@KFJBIHPVz(I5e?(r_9L8`vC1gJwjnj~!{py~2*Xe)CX6$r
zm;v&W@`>={kHKGM<=DWtRpRN#ICYl%G_*#QN{GMFT|C9x`{SYXrRhReA?9NEV8Jua
z29)K_+vzFz%^L(yCLM{S3*${{Bbq8Z1A2tX0*h8+_tsg-8`;bGCtMw`XIco=!MA&#
zVB=d=4lv9hmZF4z(%Kmfu%UL2QsYje>j${6h*8x|!A+lDVlnBA_En2w>L@UsSBkey
z@Oy*bo&vyD93ut?bK(tH)kpmOmWH0ZYmYx}sUR_5-kZ(;ww-tf`uR~@nBiJQ{|k^7
zxLZiD&h@<Bg%!U#9z#+B@<_n%kS$BcU}70p5(jntWmVzWquyI?^$IBrlfO~bv6TF|
z0miD3giAumSnl%1;aa&)+d;JFQRG?Qz%_hZ9w6Zy+A_~^s)%vwkcYyniMLOXG7Yp`
z<clm+<y=~tw@E`)GWhpzwQ1DvEhh|ij{@3-Y>8`JCpUx6Gf`@%o9*0oL~6wqs1*X+
z*Otjwj&#xy1HrE-V2uIzTyYzO1EJQNkp84;+jnv1H6j{Mjw-?)#tJMd<l(KA1KMuY
zdWbtM(Ps5|U<{#%iT}T#PeMyk#i_vD`03&Ci*15;G^{Rtx5Kr_w^_9nN<ZL{!>F{C
zN<XfB*9S)OdMC4;-&=9iR71bw6@u{^z>=-J&h5Fwx?)|=WT~DrV+n@+o3O@<y1OFi
zSaAPVTYL;z$)qje%-Alx`+Cg=#oq9oY4c#rK;Ny@csvOqr$`kn(q-T+g!K=dFgPgu
zFh$_WmIqA0{MS?PnbB@+n9QthJF{BNg)5dB_yN|j=<cu5)UF)z+l)J-+SNlQkX?g;
zX@GvNAX@*=di#z*r7Y>V%G{|M>5UW2_B+1>(5z8YHEv#S^@HcZ_fg5)fd!#~%_k2!
zeG)A4qzuS##PyTJncgAPNJte3CXUc)0tya+o&Xf}TO!)^11hL`IL<WyylE5Lyn0rj
zJ%;iWleVPK!^jJk9;!XDS5eP@03cWGbsD;6;P@>tdVUk=o9AU6R(>jWx4uOq`aQ_C
z0Dfq?B!cyHMt8ef4~@{`yT4T5ocEKw4STxhIM2-3`67xvQ>A`;U8KqJwF|fl5-`%C
zyNna}9loLhJsg=LZwL61AzposVS35J-VN5hzk9UV&#sGb<wH8Glw9x!LfgtmmMDDb
zCI$B0$fGH1?7y~+gki-0S^Xx-v1LvG7+VYcy%l~5pw?%AvGT=;?st&efFcTxy8yTg
zBX3i2%B9{wj?H5*Gv4e(V6&E*O21>nVhOav31d(02c89&2U^TuWj@L=lKIhg51NkP
zhJQnF&@$6h=H9OAz(|p4?!o*E_n4e|6?_DL(Ky^h#({Uo+;!+@b$`dK?uPn}9J;Yv
z4^Q@1UWl#C3g{)C-CN|KvtOW_$UEdy$`Ci2KJtPkxwO%pzl?|NbU`j%G5V9;1>2o#
z65f{mfcozi#TB|=&m-fBI$O@tgPWAHV-Pm>!S6o&#$e!LwyOzm+R}7i;32Nmo-K=`
zS7bh*Ci&&sZ=4EaW#*r{)&tY3U(p<x_-hLH{;?h(-6k7w6#nzU_fqQ_-m=v0An=*X
zFF5wYkp*mx+yjpC<%$6cF_&@2dZ-(56!ETVsM27I<z;uUxu2vaj#KJ}j4il1u&0te
zarOTG@G+xXFqgkiTCcalTVwiTPiGWuqCQWVd+r>0L??cXmf!T%WVtpjXQ5DXK@^Uc
z-FU$$H4t{6VDF|ttBkIL7|{h;oyxRj_CS6O&!N~`vANR~SHW#YCZoF~*ooEI+03?F
ze>;N7lSaX~<J)XJk?vym>??I+p)xCWJd*922}y6OYNk!nTNgl(Qe7X!I?-e&;(D@Z
zKU2WnKy%r#s2izNMTimASrxPrSR~SiOw<2$+>MeEX=MjJzfW%sq<5n3B2>AxA+&#D
zz>_L0$Eed|z6)W2CWq5RrocqA95)hj$HI{=qqeucB;3g{+I5g;BNNo7xEDd>H*w>O
zJg)8ZU9IBWqZR)6P?24xQ2K1_&6s_9MOItUmn|b7edc{!dyPp0*KXInPNC1G?0K>E
zsQ;<vC*Tk}Iusv|7xF*j-^SQUd~h<ip#Bxv$BN3c>_XA!Q*`}2cF}$!-hJx2D%|1e
zUSTi}o|)fUQ(rVZ!gD(>EDT3p8pPvhtIvymG=#(}WvvPZ?D(v)_U!3RaU{m9xtiJD
z0u=gEPI|2#b+^G#@O9wZc8iU(O`9LZQ)so|6~9TiBp%IkEONa4ag>kI!#16i=QwN5
z^tem^vq!oBa0)qgUDkB(6FpZjSt<dKfi)p)H(%O;b?dG+<vksuNBG1}U^Y_-lud@-
z`<=LGvXdWRz^$p6cyA2N_Qx1#US_{0ZX}cj_uPHw*StOy9(Bxa)Ce#+*NvK7xvhx%
zHF`|Ky#1Zmf>h?NJ%e2svplpj84nsJUnTFw51S<@i()NKfBhu0Bx=7%xT*e@w%%?o
zKTzq1fG8KFKU!o9ckq@r$%{&%6clYhHRemDS*@@>&lIEMHw&s`W2Iu(f44R1O#jXE
z4t=0GelPC7`3G2?Em_KO{)PywmJEw(5P@}7Leyyax`1da`*HiLF|Yo$L#aO<pHPq~
zh6&|<U}o3I63Sxxo>r;;)r@*`Ir&>xF#Y%7UIQzkN!yCneC}9X)++mInHpfHyAZ$=
zssOWy5@f3-pdNw=s&Jbn!TJxOlVdlc_hjNQE-6kH%0?BOsb8{TKLSl^&Cw4mtM45m
zcS|<;uqJlg+?xN4#oYN2nq|Mx^q(~BL&h^--GcWbZtBakcs~EE6JS}qWf-S)Z)UmS
z$INFAU<)jJS{?Ih3$FLv$Yo*?j(ciPknw|7>Hr#A2gxEZU%G=1xmMA<%ti~KI7oDy
zLtWJVKi9Y4D|auv!ID?IU^un>F)!t#44;dlH)P#TRd06mxoIKMKK6!*|BL;R%!I-c
za5A8&mFHJU9rlcxht!sYsaDfJ$<yEVf9dAwdN(!c^aG$a5V9DWoMq6b>AoYClsD|(
zxWU3e#-p;oK#Da}8r;(V#Y0fqtqCEj@&Y;x?{XgBU2Fu$>~De2Mb>U<vJozdC#bZ!
z1G7jKf>L~|07bb+HL7VjeP8u|33a$>oZagueaEQo24fPHB8z#W+Z{q^mSNsh4B>pY
zwC-+73i%rRzfgBMK?GQkq!4+^LM?wUo+H&Ez?kGEZ0(;}*!`sIQpwRt`JsJTer4K4
z`lK06jIQjh$yIGn0Ch3YNpD9G2|U%m@jXy(m>otMWn8MP%hg)y8>9q!9+W~n%Ln?1
zbK=<8w>S)5`;xY*PQqZ(a9qO={27bmJa6mxIBu}l>SFV-(#$^JN@*24RX=;hRJ$DD
z1`T4|gLn`(nC>~i^TvGsFu%5aRV9AdsAP)(pT^sA&4gUcgs1w<Q{*4wQd4q~5@$c@
zWN6jz>#33@Cn)VLx0!TGQ#SQ(U&ww=9PIWps1mEN7Vp-VyH|G(*3CSMTbShwx{Qsx
zO2_O)F>^cr;737TL60KjKLbUJJ_M|*)dCvV32%|>CIsFL8Ri{U>VRp)Qhmh%wRC8l
zT_nqH3B5=>ooy2WX;A-aEb$#^lWc%V?)AWvji=H-2x_#+Fq2;Tjcn`U*Mwu>*y7>v
zo>i$>DE=_*z|Qu$?$XPVnx)&)6QAVXB2?3_q6E&0&h{T~z6#<I^y%9(J<jqreJKe<
z3*>Y$3Ub6s0qRztfYBl6En&bCV0TKHG2xM5@fh4DDIgE=8%pd8G+`!6l*b%xbhhHY
z3*-f*&Z}Zz$&YT1dr~h~f@ACko-u#=k&?Xd5qG`6*3eynJjkvS%7S`;1#-?b;4I&i
z%Idt}I=z|jc#;uKUftIS*d<$F|J(3AmeHYIW7>t_Jn&;CDE6B*f%LFi1&QBF<C*dK
z{(CQ%W||;~cP)31bzin4c63pGNlj^#{!*NRwI5YkopzU<EP2LI7ku27k@qFnMh;f{
zZ2<yIRa8wG9Q@6wICPLEhdf@06t2AN$Fjf&dtcc1Nh8CCTsqyxm#waIm<+%v*hopJ
zjFIZO+c;aTpwh=0=njU1$FGlx)Mi@VI`2?l08r0{_c;bSEEkubJXI1e`AxXXvj}SL
zaj<yv|MSIt=9$j>7)n^D7=TFk91e@@S!23A3n$<DyU^05wx;&pq&8{tI2uppa(kwS
z1r)9=N!t$H5L<I1sqzmYQ}`tlnHAtR6l#2Y4;Rs1a9@qw0?W<@aWWEA^0=BMMQ~sC
zMxW96>jY(3amI*$iY7w{*lO%1=`$~yrZJff*?AA$fMlUjnW_5Iq#e3j9Lk?^jeW0O
zZC^We-iUj^CiO?sz-pF{xus@k32Z<o=K@UF`FHp+&K9@Ti6l990neKJ<_aNM1E?uw
zvuL22GU>?khQFMGU&u|mV(@+3bQKCyM28;lE*PwzvwX(JIs!#Xl{l5SOH`@a3mNeg
z_goEE^DNkraYcEF$^4hACH4=Y{+)hvr#~rj<Cq$3)LFi&3({6*0QnC({qH`Ql5Dkf
zO6wQ{tMA3(7v3_RIQ&g{;E*A<Rs2k&F2-3HQQI8Q(L;J17_Nj3+I?Skyxv>j@yu@g
zRsE$lrsR1^^*@4>`0$tWKtFfs4#*}Eq0qw?=!?9M4kvrH1}PNA7(o$l>wQ<qB_yow
zm6~Q}ggdM)x)u9GYHMkj&>oz0sH8QD>#dTCQn6s{mvOqzDLs2KtsB!78TA-{K^u(z
z?rnPCVld%OF#vG1ZL870T4>Umc4caJurWV_4;b8~R2_OzynwXZ-&SV9>xF|WTmgtO
zGyB!GKaeD{>n$*Y-Hd=Za*?$BQd)pB)!cYLEM%|kQf0xR`=-rMGXF)LN*Z$W0i`5X
zKCR?NzDBNjo`$PP%(}M^?vx?T`eDQz_=BtE$h;gg4jW1lRK+cl=NNao5l^iY^(><*
z(GshnOEM5=bG{hJEbHn7^+-)24_|$KkXOf@U?Rz{kk=4M4>fF~pBeIP(`}MyY~Pq`
zNxXaahUDicJUONVL*MIT{m~CRZ(}@GQg20N^OklUC^9-#ii1l}(J_Ae)a?apILAIQ
zru(nTkoO4DI@@V9kIR=NUY+JQJJrTtqc-o|>ahwOj>l}Do6%X_T5YI#>UE#+7fl2B
zT0>@YV*%a5rR+IqipO>9+2cYECBFo21N4Uy?y>uhRQ(H=ZI`<>C+ygwcvq+@!p6Y*
zxo~0UpBwdBoZ_SFFSbYynzBg1`y~S2uNFUy2Sh~r^lC=lPOBO8z0XIx9EHW#m%Y>u
z!QOuxL&U`%WdR8MAJRnJih;4*`c&uM>w>g5v#-Z)r17QY(dlSbtdL!;dDV8GUzPhl
zK!Je}A~GoDbJ_VIBn~jjipS_8+m6QckI0+kh9IDSyya8kb1~%b<OVpB8Ar=!wlmWp
zCWPt`e-$g`qkP|P1NMnHd}ESX4ty!cr?A`@K?Dw|8<<rM(0-Uw{Wqs#oGMRq?Q=I-
z8glDiK>@_1?OvNGII^HAOR;jwqhbgT0O(kkurrBo%M722YH9;%U24R~B{(94TrYh%
z-n-t#vj?LJ-P53y7fgZ8oV!hp?5>Y8tgED79Dnk70anyVQW8iUerja<dbcB(N=KXN
ze6($JI5)7v0%$dA>)0rnm8!>S#yKpvDp*}Z5wIuFrM6rhenIZzFjp7_&R*ti?HdRY
z_pd^eqcyC<VSWr*1T*#HvnA~958g91R?)Ly{gN)mty7)~v2Qe2`y!1B-1y8U%4pZT
zTOP+B3(!eUKfYaQ)2RFd6T*prM=y?}#6tW&(2G7a?Sk2I2|lY(=bn@{>Q&gH+M-7*
z8n)_`>3=wSu`g;1n<9&gOnDQMnp>M8Wh$BCFB@sVOMfvtd7?lHI|bjULxLV7aB$Ur
zD{=gmwUw<G2!EOd0R6(m{kBup7Q;O`@cGkxm9*mNOK?k-fiA}x&2=diDi51Bj}n#%
zE#eUCI_PJt;A#D>ehjRP279wK^M<WqvYGM6D_dJI+h+l#z7O2xf0*h5$Pb6kpjYss
zc#>^P>U?JyWrUwE*a-mzi^*3$YBc1qHF6nyivE7qIU6177xQW!?=!H78mlU`{5LRM
z>^%I{XE9}RZ_4;W5=?@j=faJT)1vbIMvjZMVXnOaKUxiu&()GK^3mL(B{%P>1gu=Q
zN{Yjz|E4ogyP~=NhS%C;NLm=NX_IHSCf?DIAykAVIWkH2@S_e_WNd~hYIE|O-6+0s
z&>4g8SmihJ<wq~c6m$H-VFAHCH;=pTT(CiQ)thkS<m_QTxZ+X{MTg~KEzL<#O^2w5
z25)pIVv)t(oc%hMBWqwFC2nr0_L1IIkv2X%;MqK=OV+p{gRmCZI{Q%gYjGuLt$Nm}
zP4h4mG0gKlZFQRQI-dD2h+$;AWyC9gm=~@(Y8dV4cYNcZ{{lYlH)?8md*}}+0U^=3
z7MNU2E^ntiw9S8-F#WljsISFkXmiP<6>r+b9lV1=%Rv-QHl6PX<Bp-B%yg^}|8~^4
zT7_}zvw$QBLy2r9j>iid6zc440kT(gVvMx<^s;5ZZ~od?DW9$vRLn7N`oA0!h|Bu+
ztQ8{g{y;xKY%Rsy#7a6VrR%chN0A~kUKcPO6@hwc%PUqFULz?RP8FX(Qkt~Z%)-au
z{abAtK8&DW82V`ycvKMaeuJt4e7|yKUxH<Hoz^!mAQDG%QlPg{ndL7&jd3JH7gt)g
z^l#NL$*O<fzT9!F;q`M@paKQAb9{g0ZuB=0_Hd5tP0$rPfK~CG-<bUtOi~U^&$3KR
zb`aU5Zkjz(Kwep^y9O<Ek6H8Z_5(iJ^~Rk-6^B2$8F^B#OQ3ZPy4$|Y3wXGv#`6?i
zqoj?^m6w4?)VB44>!-8n(74kspU5ldQs<j<f82UcFrRVWmisOo+h_5WKUXEarDrrv
zvNYnG=0F_V6yUCik+5D@n)ee!iV#~xx!b@%xYT#oU-OWVy<{WhY#X<rZZ-hnE(^<j
zHcEOUj`XSs|MCbQr;q5}#+f?q04zYa);hL+Kh1q5d<z)us*TT&ox{SE;5&dMkO?U<
zjm+`i+=t+$eeXNiOmCK=PLy`*jSs+-+2Q-!_08j~-eABj(^w}x78yOn!ftxSGl)`U
z1in7BwtLK0U;-n`I>Y;92K{}*gn0`%#wx+kLDJ~7x<2wG-VX^wgRjIU?&idm%BxSu
zaRCSzbfuNF)5=I9G=>l8pwV3C*lFx&IL_0em9b&)Ni4wr`QX*JXAm!|V*5dcGa=Rz
z#Ek-Wp;7y6*lr^b5(%VF-?Z-urfJDP<lDbY;x>3RX)BM^&DZ02|HVp^*6qHa%iedf
z$pM&%J9W%(E^vh+8*DUx0flRG0O3HOJZ}ZX^W5Kvy3iQI_xoSaB$k2VYWIc%NQt3b
zksg!@^P}Xt+|^qE({pU&)6tQ-w^Y~7f+9utyrbeOb{-a%^#*+pupneP%Mg(oVv)TI
z17kGo<5^zm&;NYF6L5Oo(&K2H9u{hj$InQBNY~Piilnl9sSmDI$;qqDXqcDt2J;8K
z?zRY6NkO(v+t(=4gn<#(5K`{RCy%M!MER2MQN-c4b6lH@hI0t8;~|;u;&oL(Q6|Jl
zJPNT%aTHrwubx#}-d|OuW#5!)LAXi&($DZO?B(9Dubp}PbYWAP{C+>|=j!bs5Yo6=
zC1AA8YK?wH_HbfRpMlS2heZQ8$I#jbra-gmA+-$3s``_l(3IooH^~WMPrPEs^8t<w
z5*PwJU3&FN2=;au{t62#Vf*f3sojs$E5M8|6O$^>Vl1%B;w9;}?J0Uq0qcAW-NWwP
zrk9M*M)70E19F$-`-V^#dK)8FRft(DJu;7Z67)r7AOC{KGxLL?M^8LK(_UPpQBVx3
z<YJ)C-i#7nz(_j^*}1<a2&z)+TD3+s_FLn|F^mbCw5C#N2lqR2{w(Y7_TFcJrQ_c_
zocvGOAK3kARS0cJu$#4WdihE<LtKnQSTp#V|E2$iNLMAT6VdFQc3YtA{Kg2XK1qL*
zD%=$Lx~O@e74+Cw*biduI-YR6_~__L9{omcPeM}#seaGBVc|{6@n8jQNf`~^Ead3f
zNt9dui_7RW>T#^&xXdP-M0W)q!DoyPukS^X2G>i6leYzs3Y)USTe_ri$TU}1z~E<6
z+r3T1zwUF=ElPG}Yek>4WnA0n7~2;8?j1<D;1O^TE6V`9;EqogpEAm&tem>J1emJ{
z!X)uXz?F6`v1Wc#Npof0vW{jDD=mA`@z9*RF5)>a-?mD@wzfO@iy%XPK(g0_y3f-n
zXIy{GhmE-M(|)exv3|W=1km-7rajn|{w<Gr;0{P#MW9((gyb`68UDB0;diXXLBU|F
zDtdL4@prOO)6ty$?(1g`+xcQ-ahP_xG5B0gUO0BRH+)A`ClVe0c01_Rb@O*q<^~|3
zXAx$OFHaS*DNVI&CGV&s#W(JF|7c5A^wZw1)shQ94{gBqbS=Tin0nTa!CxZow3}E&
z=>zX`<8=dbxP@-4!!@`%=-4AXSsDE2lOM;S8k>L8&NDc9YA6=CrUvIT@rx2tYW@8$
z+hQA4nx=@OLJ?xT34lZYCVbpX#6zEaD;W6f`GDbo2?U}Lyd}YkCGL6|a?t+gOXE9%
zC0l?<d=YzR!K^1^Q4)3T6*HqHjj`R$i3(w6y+w-~yeIwka;L!+ro-GwKK21|SNa{K
z0xom&=zk5`O({4Ry)Z0-3pQzLw*=a#mpcc<t|Jw_>p-M5z3l{G-R3*tjE1uV%An*@
zU0gJWyjwsZ1kOCg!f44d9Z?b`4{!i@g6+gz>(H;&H`_;^KT1wLo@*xvhylDnDdQ)&
z((9`aoWoHobuK2sLQ8(wE<uBaCYCbSINp3+!g3O{K^*;jiK;lqsI2OG!mI`WYiM00
zQL%qg+6}o+T-wA9X>Xz8Jr98nq2c>-6apMCct3$@!N8!GB1m+%&xgE7!zv)(+SDWz
z<I6*cq&l1=Y%|Guyb{5y@3~L~e5bC!v$@s8y_U!aW4#BgnaxPTG1ChxSo)@KSKseg
zHTZMVf4NI7!7807AEdv;m-_S{AQeOnkhn<L3PWf}TU=iGaEE%Gx^&HO|D@ft^x*}N
z`fH@{IKZwE*j9)LJz8Pb=)VR|pJLEX>k)=Q@}Z;3^!J){Gk9@eJd@|Yn2B;;4yGvv
zQh$$nn7UhFIn8Qg3D`g*xU7?({dL&MQ$8?bg49jK!z^owuk4}>@J0csto8F@7`2<y
zUz*@A#c=k*aiDRP#0vr4((5d96O0u54nK?GugC`Q7qb2Ggx;a7&!T@%Nx1(rYwE&E
zy>lzj<4jfcGn8;Y00<6^4BtPE#|j=-VT9xztDgotu+-Xtw<hiNNO&f=ueuTdE~#%@
zat8c7>}djH%H_|V=mrYl#6Afjs;YMyft1$mG*aVseyO0t(=wPmFO3ly=hoZrh6rjC
zl=#b%i%&DarMi^aJQAYumY-ZF3tD*xu9eqxRGuS2MHFk#QKSRH*{L{^vB{iSkhjk8
z_2VHO1Z_E54RLweUH%Xy;QN4MutK-um+CXe187rIOIWHQ1`#elbKD4KvIY-sU{CJT
zwXalGX|9P3e9bp=rNw^RN~-38!|?K|O@0Z;#35Yo<S_}&^s6QH$nBgMI_ob1O_~Mw
zT{fPDSJRPO4&Yn|EdCiGtW~a619q1{aE*I>D;#q}%x3*N7ZT{DWf}RnE6&VrX(5~)
z(R0x>vr*z?+k<U!X<}uZK_YaRr6SK~%`QqB*l%d!=Q>MvSX=c7zr=b}lL6;mNuxe)
z$^+6rC~_-<5i6W+(^5g~06n<#5I?{wn=D1-eY!~cBr-)jazirvowG^4p&7b47(f1n
zlBUI{dlc1Ao_D{dc+uLXv$5K>6$tz9yKZcXgKv+-sbCK2WIA7NK^-)9;u*IGeC=4T
z(KA};aBOKxLLLB;+os7QFu2zQ7RyU+cmNrVWW@yj;hCdK4^ELR(rvf2-hN?gu<Q{W
z@)H_&vtJR!V_&6TwQXjqXwY=$0)->8RZcz2C;lYxH{+&ZN!8Fun#lAl`3mbhB)%@9
zN}Aw%7D*;!emlNx^}x-(**kbrE>K5=gJi+Mvk#_)%RS<<xEqFFdehVtS)D0RVHz&W
z($V@o>D3a!Ai^JZ4G>A0@Q3m2%IXj)6l@Y&qVl1J9DW84%kNd+mx;TM&4n*OwO%HM
zm1vJ{%@4ew?Rh#Ao?_o5{||w$zytnedb)KN`EXDOe2amC&Qw(je<oZ(0;_zX*7019
z_RhyElMC^d+u6xVL$K@*ASr+pWT^zVbPT=lxK%s;_Wa|qbVBNz*_Xh^NBhG0rsRS(
zX@+UI_`FBXFI_OElmuOzqE___`PLBrLH}B@5B=bI&%<?xJz>tnGJ6BM&2poWzG%jZ
zVe!jXwu%^s{)a=t%TrBz)a<Y2xZ_+Zhsj;3s^rA}{u?MI=mR4Qr~ne{*m`aRun~<A
zaD??KXreQ1%U46Lno&!Kf;<}~n+4q)msck2@~hNkpzR?AUBe9@^q=#{&!Mz0$8*D9
zmt<{9e7s4rRUc?gRKoI;*3qT(N(HofZEd&!E|&_Svnq{mMuWjLG`)KG_V9&Pj?7KF
zDG2%U4=$~9x(<%xv2s*b+y2~5M)CRC3zEqkPQ!7KI7X)6vVi*5>{c<%F?jKkc?N6q
zap5V1n*C0_;(x-u5F|@$;y9dykk9Q0H1`%8bakY@(@AeJq&3|soX{G3en8i=Q*Fax
zjUgyWIu8v>MSbQ41Dgb@`tY~AKnjP&jw9~0HF7jlid*U6bDhKE<h<zHo(@z2Riq1v
zd;Z_PPzLpIfyu&tS{3J!vEi%rk&KEryYnwwFBo-I<&70gpNB~!-~7_G<<i%YgqpP4
zW1)=9G+I&jN|oTQPxD|eVMAC>%BXbKC_lGG1L1{vGm=yDHW7t--7=9=qx>3^QAv-l
z%ZP+uR@;nL#-5OeW35&z_`;7_Es#RI(-L%Scv7|CStgI%OlWz7XNnRq@;d1C$V|PH
z90r%BSbuRMV2wLib@tu#X<3A=_M><d3d}5ASrrWp8(z(r?HosEXfhD}fpo|fS-=Hr
zbMbq#osDq)0ysGf{?eS>a144%lg&`b(pS0R4Ydd9SN=_t0F7lN=XM016oU#pH44{O
zm?)RW>8_m}TXYS&T*Kna2MxuM@72-n4=e^QxG#>6x2Fv<@QA(B4p0N&NJuLz1JLm+
zkhCOahHvIiXv^2BpZ~9q-sJBJpPA02wKdhXrTXgq-dsC*FGIQTI{>RR#dDD2m*?3Z
z5hKZ1KlB6D@v#KK7xQ2Os>x)2^WTfP2DDB$Rz6|Ki|Uvvzse27kjK0B`T@uk&qCpE
zl82ejfoNCXGnmtH;v@(&K1hj&9e+L__a;O3tlL(8dCR)IEHD*SG;IHtz4j5Oflcg<
zrT34uzX)7ppJvu3eFtI!gQd-+6P`;_|1=3mzyT*yP5nu~u6(!C!#n|EXM}XY?T|`W
z?CISTalT5+Yg%pT`Rglb!XEC#x)@1Q?m6HB%-n*AQb|=PrZ{on^52GcL58%6f~7v1
z<BNRgc!Gm<!`n2C*t$vZXlO&)hR*aB8C>d?&LD#X%r2tRBz8tS_3TFze?UoNkoLf?
zJjX;yM@B_hd8*WC&h1h@L#mxdXEE;P1PLL)s)K9pAqxp3m{5=^`~!T9*FU$c`(3h4
zzj`<=Bve{DH@0P#w-_%OyHnBZwf}7c2~EME<o|U0fpyGmn|JfE!kfx4vdD+`<Zzw?
z?w9KTThd0IyL5c7Mdako7VY_t+sz<L<{<zBO*K8$&?-}4gQr4KmBs&)op{j@(Pg73
z-V4ro1B3Gch#0B@tV*rBiA_Pha3-E0lIy32W+7e~sP^?w7GG3!w2HNLN`@D=ILT|M
z#QWF7Ie$@KuwQVpyH`oD-{>Q9R04LqeJ<!%bxI%#!w${xox6cQwwT4E4b%)CDYmP~
zP3i9HzU0+lHioarK@{@s>M$kjP{`>$fLZG|V_J5n53<~&-Om8~ii^MCHyf{W<chDv
z0V<3voN@y=P$w&Bm~(S=0h*y$r$Fu@XK|J#z^Q|fxx6>_sl_LTkDhzK`J!;0WOp(G
z0_z@@YG_P>1TPT0SFNfLfmkvQy}_F?O{VS(?qhMf&&A6+s}TnH`>?tO$9ye^F96+B
z`uC6`eXP)^<mPkV>$*Si@Y|_`(7ItN$LjS|osO?-clY0QPT~b>@exNMhW@WXRfl6b
z!BeWi{+ruzF3SIs?<mP{2z)jT<9wW0`Kr{oRo@^7^$2!1v9%IeTG`eB$I)~g{(K0h
z)eXW7NRvKs-I^TR?fzFr4Yq;p<#H0_1_L<%uGv`{^y}ed{wGvaRGX*w4C?R2QL;6f
zbzjsKs|O!Kp<!DG?L*I=FVxSvE?+|y><kjFcUxcvbP|q{5?wi*C|8eTh$yNlGiX4^
zQ^;dPh?K8gebup!UnP%m07{*$@N!fmFm_Ds`RGV0r#H{5kzR1es~D6=e>q6Y^e%WF
zdBo5h?88&q2C_Qbpzm1VVpxfaG!r5Vkg7a>3J=}Vo!}3B+p7Cq*fKfb0iCIV_i{K#
z`lwWLSRyL26>>3gwXZz-5UK+-KI<FRuW*?v9hRlin*3Q;C&LZ(SOWq)?bmbWiX@E;
zN@O1?JO8tw{-axx{5rV=gFWjnkB<@0&%yi~@S^HYE{SvBOG-1dr;QKx^a2=~Rv`P=
zsjeCxkcKuan{Dk|?FcbmLA9c5FeY$0DO{|waADKEXzxnt4*~?Py%$(q4Qwk_lV!#V
zaDul9ZRf!w>j}D`aKF9`6~uc?3^>7dZC8jb7<@Gvm&gu=@|ipm{52fC7yXbzl7YiC
z!bAj*EY3aNoSa6(Da{{zo$V1{fxhTTY1uDQQar+kUGW!=0C={YniLkA8@OSiygKOU
zO@AY65duhf&u3;|K)_b)Z(bqt+0fF|;4)zD1n?rtb1*I=Ie+11lQJ%3#czqc$esPu
zg{v>I-!QTi>+u&dLbVD!mRRap_$dao8e1_>h{Nr?UD8;#ik&MOtsXBY6^+uU56^fc
zt!@_uul{XQG4d7{D2fQ?9UhS5<+J>JdLl`B2<5g8^9O`VYSSY6gp8AEBN%)cL2jEX
z!2E2vDof&NJeV5@7Ez@<oyT`_s@|;vX(&kKE|5%M<sHi52Gjz#;iaDFf&@%$%L%NX
zv;Z5cZmIR>C)-KD<S}h!5k~CN8baY_Ie0|+Acc(NE;HRjo7{!aqg(S;00CoaYx^9^
z$Ji;4p#3QL+IWpjyeJy%ptK6^>8)}yTi!FydA{y_j<utjOyOvs)#@6*b%#hL&H2-9
zLEEa;*FQC*L>vQb=8Bp*Fb56_R8q<>V>mAgDos}qo70?l!C|22E<iAR6eH5u=d-<S
zxu(`5QT&vIkZNE9KW;e`1da;Z&)4+MvluF`u0aCKb^+!{)>9wf2p5n$D3OF{0j(#}
zY96>lYx5F-5&iMB$-_=5+7BRzaCN#=n=R%;h@XNI?V12<)`;buEMrni0!7c{f$uy2
zS8SmlABZh{K5B*Fu|9SBVK$R1AFnG-<o#@dx{ThpVlu!)TFAcj^p+}Cwfs?{$AY7}
zk@gNPVG#gVuwbcwzJn(lB%2(7+c3)4Lj;6wOblsAbsP^=+S}mO@y(}X@BLIB-%~87
zp`~57p-xVX1n-49aAiM>pyAbqOi#xOe3jzlZ>hGQ(UPW7Mi5iWOY>3>g0;cR2n!yQ
z$dxVpYbZy~0+3BSA}vT~8(vp%51%W6HOmxG1)JFAg{BsEhmuV1k$f>qUk{K=>HiHc
zw4XcXl|6{jcW2yNcQzH%QHxc?l%ER?`%UPL6^t(t^>k4}#Qs8d))lR{danL~jnZw$
z>8kZtUf;6oBna6O#g~gRsMC*JEWfiky4Q1yQ-w6>F9Q77TYc3uZ)7cy-w_VVE-Ehb
zAIqbsTXhM9s59^<R&16$oqrj|eCbS)|KU%^bxI}J0hZvQ<Zvp-cfEYCbm^c`#CBa=
z>Bkp4thSu1PMs{Xcm3^CdyF+LObUMbXV;K_q$%+g4_udO_qhhID1^P6Jyf_z2DYz>
z*=;y_Rl8hWOZijHq?*tRE(%Lt00-6?>zBW)Yv+8&!@(SiSgHG=LOK4|aiKQj$|A)l
zbowphUORw&xv0#7wP_JZ$haD>SAM4Pv%={rO-WLS8F9WC;kSm0FHov$ldR5aUvB$x
zC`c2u@*X^!9HUt>Y{(6-K;WpS<Al4{4{z2@8&7B#gUG14*?5Mi-X#RVfi-dh1q*`@
z4|H(o<mMlqfzrsOTxJ*dGLQ)L8Z5inArAv42}_BjUD=wr)Qod56gmG7o%3cKN8BWj
z8s3G_@+mM!0?K<706Oa%pa9u3H{I({9?TZBOAYhldo$jSxkhDo0!IV#<uw?=#Dc`H
zJ2v;jrKG=O;?ieMTUk*Adl8>1Mwv%_B)F_Bccd3L|Ni9pM70ra|KexLf1o*_thd(j
z)+7JitM4mG`Uh%y-@KQ|!H&X0+P3#UG7BS~<4!FBH2E#C6|X-L>c$9Id7z6&(Es%V
z7fB$~a0b`?yu*%bl4;p{I=a4B5^D>Yk|r&FKN7Cu);_W>vcBc$CPLHz)HD>MyY}?|
z#OQ{*(Yi1?_K=~qeVk@2l8TI5JwQlCrV+%|{&e3$K|5(2RB!)x4kZCjMewT2nYrpi
zhfx#nt6Yhcce+Q|8F@nCQnL>m5~aiiy)Rs*zy^3RYLjM5cztQ!Q0FeyU55N}@1?i>
zi(wtYlr=lr5>73^1#6wgG~@94oI7<l61=wHNe-jB?Sqs-&J|{wADGXqeYzqru>4UK
zl^ZCDvncX8lNoNvI}PuxTIi6tJGdx72ln%b4%9FJ7nT4nNHG*L;=v{Y6id6};Y+JQ
zngqHUj;1~1U;U0jh$ImuU!idtbJ}kp5qWAP^m-v%AN}Dhu+CrYMsheIJML9eF2s%2
z4@v^&ku>mq-2x+{D&un!C3ni}wy4`;#}8zyNNeAxipnxR9uEJYL`y=1ZO6n$q?Y_u
zJ$VpH1_%^C_uuP0Z%kCW9{pCeIyq#qP47!*s6+N%B{-~9B_qqBCBE-{-Ehn+l;D+i
z0AdZ&)4UozAK#b|mJMgb95C@8;n&?KeES`*GlQT%N<q{~DGI*U6u7eP6B-G&{A;$U
zAVGsV719TFDpVhU;adq%AM_+{bHh_J<kA6fMjPUS^EeY}w&r?uTvtKdv=tr$kaqoD
zJaCMrKK18W8&Ju5x^~xgn=tUhd#D~w8@f(u`R5FR<fd(#@mzTi^&oj->>_(&@iP;U
zoqGfimeRHO^Krc>kQga<4QU=e=JetTaj3~j`C@52Wg}?yD+EPfy}jUk*Fy(yL&53f
zolo{{=ay6D&K~^My!PBNve!<cQ7I&Rm@)DuplFA5FyAr*b6H55yX(8FZV91+Pg8C!
zW-@O8IK=e%7I;@>l4aN`omz>5B$Jaa;Z&urFSv6JAdzq#2v>%8gt%JFpmPBrR?)yS
z4r@1%C<y;BP`BekxiS)h?(8{)?1@4N%pkD@!2l?pXLBdH;yb@HC;u=sSe#_4*z_J+
zpsCISYq`OWqOSfh9yp0MIwT~aRFGP~uBlIxkN6yx5OwYgPot##%}O;@Dn3dfsK3V#
z+w>k>GSUnYNM9;Ck_Xp*d7}uT@3KiNu+Sv3;8p~1mCU`l#jnWN>E=48x@4zT?DEoe
zBF7Uv2cC{B2w@cv7bD=|$a=%M9VYpi8{7!p%=m)U=q7V3jLx_79d&%9SwXHw(c%|{
z=^uPS_SA2`u&5~8cUXY2?JTTo*3p0c<)MJp@Z^~8wZqs`noVT<z%h}cMda=FkOtM;
zx~cZ4Wt=qi5KVTVZ_tKji_LC(_1_N||96h`uW_n-kwg-EBDUk=mop6>uPVGx8t<gG
zgCKZtN3gf)cv5H3aE@C&#sH}b)|a3bgnP8U2CINt4(aGWPfjQZ!ti_qHPoLA_J$Gn
zm?J?E!3#F#+rR$$pM;TXQhHQT9*P4g=srOq*rxVL=z8(C2`nx|KeYQ+xoq?O);jXf
zqmvaG38z%1C!q$iDv#y`<QJIm8o`>5RG0{sUE4L|C=$cB649yf4U0%JfGrM#Q>|%c
zU+k9k4{{u@tG33z+(SGpG~(V{sO-lgil|O&^S-<=o}=WDR_nnEpo4b?%5hiPPV)dR
znq}k^L_`fXY6@_8f$?dp`rT7<#a!=<l&*6S1dv<7fyas>xky>R&CX5w*YpsI=xGqM
z7)+c~<=huB(|dsKot##dd~nDRPz56U=rgPy-&NbVF+0Pm^kSxQEl!dClDSRbH1JQT
z=gKJq>Bk0*=(ec#$m#JstLNS=x!ttP)A9LW5CBbE)!#phP?wwG$Nr>5OOssKLz6}?
z+#FEuI0&0g54z>HYfevrJp&9#WH3Xlq9=I@AJie<Wkt*3yYC|xnLI{K8-I_2A=%3L
z(fT(2O?0@ncxk}DXl~P_a$3xfHvT<jAIuil^Bw*Gy``ScMh1j>eryG@yRz#z{-OXy
zYf?=XZebU!STJlf`H6du{>Bq_%*I!%dF`!<DiTif#A(Rw|9+t0jt`GX>*3q=G%LI7
zg1u$^!1|O@%%5&et3|Ds*W$(m8GkGOUhK8#YTPRlfiVe#zJ@u_A67H!vg_zyIXKz5
z?~xFI_Ocp&A_PSU%z3bh4&A$lU2oXs);k^p0|(YVp`<NDooZhN%}ybM#|9G=;q>`X
zK<1|X6pZ9z1+4{Acr;8iffu;1Y%1FC>Q~~2iyBi0@KS8ScF&38$)^pSBkQObq>JHD
z$e{ISR>Vwn*xFwgET_>z`K{8r?NWgs>A3`Q0Z*X~kSZnLvMhehf;gDNO~uvle&0Ji
zP(Slp{DWP}!cKFM!us3ufBsP9*1sI@yz{J&k(5Su4*s%8fIr)E`wrwS#Q=O)D17C&
zmmKsEA@4-z4BYa(rTjfl6Jg8H_BiOrH1ES=ZS9KZRikR(EbanaCE?0gG@-37wcHtC
zlGT>**hU|H04N3{KxP=6B_L7nm@M^1<ygycAZA|Eyx#=bpZcNOs~o^v6WSOco&{)&
zNU3|%pWh@em3t|*cS84GVdPKXv16PH`9i{tEFn<shQW|WhC_H0ow@ono3)M9_X5=#
z4e}|5P-5s}EyaH!9qA@O<=bgWB7GG@$z<!0GRT4lyD3@d#G}pu8|Y6agz_;MW*&T1
z`}UT*)c-ey^!k7CnFPc|$~Z)FZ8z8``stmOShsCc9@ym%H}8JGmJS5zqMh1jwkN`%
zFzt5)-ic>%v&^$r?Dt=m^hd!<qJ&oPzy`uiuOg%$c+(2!SOkhz3-;ee#k(Y<A_ko~
zlR$14NmRSyx8TK(&iGQg;31L<{ixle&m&C?uQy`7Z7Lgn=s~JMS>Q}+CjS2TEq%)6
zAo3GyN2|(Uo!_)3gU?5>ml<vs1Oy8BaYF9yzslXF8l>$4gzHmN*SmepA8+gSE03w^
zdImR(qku3ZmS}V}phNcSr(oVekTq2(qngqXjgbpn=QSt%M*M1`{Yn`HKd+tUSvz~+
z*DB<h%DHLv%_U%~%}vhb%)Y@}>2-gm&hqPR+t)s3=qT#DU;mD3rZu|O&z{WZ%MtYd
zqz@ov2cPw4{59ojdKcBEj|I~N=ZJW+DWiwHtSE+9y*X@NkP4})&)1%n%L73yw1*;;
ze$bnZp(}c>Of0-c3JIZ(Az<5{>fN>HtRy+{l}GBNls@x1cT)eVD$?lbP!bz7*ne%t
zkS!v`{C0<1h7?K-oGN@7;T^=xHgQ|d)3I9O(W`MOMnQSLw>0beo*dQ`F9|oCQ+s}m
zW<5Fnw19#XjL6@kPh4GIP8k2-Qo`UE=%Rl_!J({4k(9o~`KODM-g7>v3Oxg3q6e*g
zmMP4jd|rt(N@g<o)|WzDD*LiBpuzZP{KO56KmaYxbk{CH>KmcFVKlkSU6O_+C+oO+
z?Djn{u{eG$-9&<}V<QXjcu=Y_0lgNelG!pf5Ucj{OkD84WKz?KD)WB1fU%xlu;Z+l
z3#%+L&dG1ODmS_elW50^Th+Y$;VvIo&#7}wY<K_Kk1T3));e2wRmM6SDT_ZXiDZ^$
z&8^othh2NbU9@qc03vm&>PfTEyLLW>5enp%GaeYGfQQS!56<-Ai=K%z^|T4{s1TRZ
zOJ{f;J*)707=W?P1RL0Smxy~$6$s=FoMEQ<ho5nz@~lSE(dafq06#)ziSXD$)Z98j
z;r|_J?@046(mq<oFGjBY?a@zAN_XiGg9W95!7|_5L&}GCV;}V~W;rl_u^GjkYhnu9
zE#I;kABZnw;RppZ9uBuDr6q-TZ1)x3FWF4we|>$rHfvik#eAPpK5kuEGX_~KS>qA4
z!uwvmeUt3se;%z41jA;B^TKDkk{lYfbsBTB-*<6t(SrrjtVZp#AoFo%Uv~aXNy;M8
z`;yfsAd75pc9t=F@6Zs~@1KA^SK*&Ugsaiwpz8)S|BAxm-TDvCTG(+xSC0`vq25cn
zDX3H#(y)Ej?;Vu2IDV3}$~xAh;wcSEpWnRfd@0j!V#4z{%lzjfz;Ax}n!b68SP-4t
z{H>tt_;S<g=q82S`lo`CH<W&o1pRB@$R%X)=s>A!qJ;6$P)Zhxoqz^W-pH?<d@ExW
zexJm>o3<}4EaT%R{hfR@a5>}=gPIH~(AW=j+#myN1mb`}$~|JCC5-Dipd36xb2To5
zo(!-d5=gjjm&|pY3-PW;zXQjkjcLXR5re3%?AcAibU=|-EJ<NlSmh)D<HqO3nw#I!
zd3h0QE7mM8kA7{_U)TD>Jd1TIj9E`(ZOz692W&!*j{rWWzWxyVLbpxT5m79G1lJ!%
z0InagQMu9Le1}~~Fii<4TMch+1e(B%p6M(An^H+6oghe5l(c65s+FK3_L5rd2|d`|
z0v&Jp8~HZ|ARYR@+Er}8Uk(KZBxO1)p-qB?ii-c~sX?YrT{!{?eA-3RIX}6g#ZHou
z;Okgc<^XmoSvH-YKp75c8F7ilJCSD9naWYK+db~6(UTiu(;zl{sw;R|rurd8%Foxu
zPtmzopF<PiA*>!v(oZ%0U0D61NU4|+Hx}KEuxW4P*Sx5ws-pUFTPX-@k!FmZ66;P3
zmKmfdOux=rU2FcKo+=W%_VA7)FgnGo+5w<7I?)pfe>X}(x@;_oRH{EiGA^i;(N9dM
z{R%eHj@-;cHoUe?6V|WXH)G<cRBOBMb>^T$p=57rWZxi;4PCdB(xU%`kbKaa`^7$C
z;vx77>C=@xLr`ihplUGc^WC|?>!J3hnEqUc^uKZcxw;2!r?H_NjokXYNRkcBBsKi@
z?&+sHts$<XdwOrrhpvs|F_2Q4;Enc*wNDgKQNlHsW=ZqXtohJ4cq`wb2^2b-0PR)B
z#zn=V?flkvg6xMkv4SD^bD)$S*-U<(JtSs2kzee%$OT)Ql99)M=RMdwzPqp9)GE=Z
za-9lT{!ij;t6i2mLPO)ud{3X!zBoomQdbk8DgJdp=_da&u`hZM6R($#=sCirm(@oO
z0-8!JS3p#)4(LJZ>jOG-)Aguh2W*2M#+=8E2l}wT{4S`rLMdl8S#<5|`3FRMUkYro
zBG~@t&oeR_I~#1kllf%*_AjZB9Zt)v^EQx*h|LoT`y<Czq%FStlpKg>SCoJt*&8Os
zhv%|Sbfu8QQ>G%a^8lK`Z-20!0eQL%?$T_`!aV)!GpsSB0V2fT0Uwjw{Vb*8J%bqX
zk&fZ4#=K>fS?ol@!)D(0tLkH$!>p*_@Q<mv3(@1<A(!w6>H^b)FIeoVH&X<RoW*m0
zFI}87$nRKXBOb;On~jD^_2htq|8i%quAK+dC5RIUDcu8b#P0I{pzfi9TiS5k`r!A%
zL^ZrvfbRZ_&*Iyr?_CAM(+X~tvVIT(3gu)urfVr$le})H5IHOE=kx)DWO_CF7CV+(
ztXS97^X9_4K)v(()N~0XI~r(}8wx{-W1H8L$AwGcGOg@L1(YDfg8|gf$U2VOLndh+
zN(_Tgq09Ze&9GTFit(}d_#!8fHAm5NkW?5_nA3C6D!-$dr$BWKDll+Vb-ERZJ)$VO
z%JUtT2ER^j3uZH!O9&Ke5})E!Bor{<On`|>kj`gzmu6JY$sT#C>1cr?Y1%#1@^K-O
zAPNjuutCGDvuW4HxUS4>s1ql0f&#w_@BPugFvZSuVArmF_yN-!%yy?hhyJ>i{3hP?
zFno4fLQpcN=I|Wk-E2RM?z3|R{{Shw3W+vJN!mzOqV_^d*v-x%g-b=-MX`@BEfn?`
zyIt5IDbYc;BdB1l5m|yj|Az8-{{993<?Ul9kkdHTuByJU)Mb77GVtZJ5V4(M!jAV{
z&^a84jdebpn=`*47W_gOmpUHkIkFe?J3N9DyjcCfj|*O*1n>$OQiLWe;I2PNR4q7~
zm<h7G6>)TF_Oi?M6$mu(AdS&HyBXK?hipX!7=vk_vXwdt=BPXXJoN&%uyJ^J2Y09z
zX9fF-eM$Tu5&RyP;M4f^*b$MZ2EEn59XE2Vj^6^N3R@Mv*Coi!+;~m!)z^e(q-z85
zb$LOb>m)mFP#(lrw16xxeVA<BBQ(n9)1#=xWiVx!{!8bcSV)6Hk&7i8evoIDn;SXp
zI~)`X8~?&ef#-_uTE$<wF>8AHy5Bpq9Cc1Cud=z^_fB7K-}7S|ixC3ejy2985y}RG
zRBC?-rD&m_D#@Y90S}I_ezZZm$tl2HC|E9QYKlYU==1#EO)xjn1l+#bI*zw|5(7`+
z`%<akgAs->6llLbF|buV69q&V8xY|F(E@FNR@P?kdn=l2`4IS1w^pbBe+L$4KF$b-
z%o;Rkm-3IgL{OrDSXgdbth+bhq0WlUs1nN`O7+#9+$SKNKqbgv+OgZE!RIX}#2&+Z
zB$rMB)!Q7lDRjVvh!hb&^)p{1XXXc}pE0!d8&ddhRWIB?nuZb9g5OK0a)+!I$+=N>
zsaTuOt_b8jG18!1QjoQ%-@p+-iUVrY(qx(8?|Qw#ADL9)Yq<e+eD|hj4ZWY2w}Vr6
z){Z;;3|`o)JP+Lk5u9&o-An2I%+%ZX6zqjSj-po)L^39U|9i4sM{uf1&s?ijflch$
z@@vp=YyLlMon=s#QTy$syQRAkq`O0;Lqa+QsRxiox;rF9Lb|)8k#0p=N*V+K=`KC{
z_I>|n=EOMT7e6@r+4rvNTI;v|0wrwp&#z)7^fWIfz>D*z9nS`+kG+JnEl@Ttt44n4
z-eO|~l@o30a;?{y)sWQ78~7&yz(!NR-eNBEahGqm$*c$7n8z7_(#t{RbGOkAz^>aH
z1qCP6eA31Eh^QCe9!hJPX%09j(QL+948d|z`rlI(cX471#W`pq?51tVOBG|}h6Gw>
z2IW2ug`|T#udGB|x#<;l4lkEJ&mH`RF~z=(y}NS(4xxv`nX+VTt|Y$Rwjm7yPga~h
zzpLdEgC=`hhvzu3d#B056`BMW@r0`{KqjUQ1n**11Gm5-(D*avkud6u{MlDn7He6y
zQZrCC>3>45hhj;2XEp|6s;bt6^lLFyUT9YvEi8V)+;1X{ow9n~p(aS#kmYDZbu(71
zzRvkW5&o-avdqHNveSXe)<R8=&zidnXVeq%Yf4@(GD7shz7gBZ^~VZB?*d03OMytd
zrxP1ftccRUG(aT6Qj$I<w3g`>>A1{TxAOXvrd5dRWGRYxyl%_5uP$$z#iNM*6`%*K
zXikQAr*$+xh%hQV<>E>MrkeJus%x4aA8`6Nwp&j$JaX>+6pnh%=3n;(a+%#;IRb?X
z_O%TDpBRod1;ay3=*5kVn_RO-2VEjjObG09{l3jqf5J|>NN{Xj4<~PkWcX5zhD<~}
zlV`ue+)&j}r|6{n4RHgF_{c3yg7rf5_~8MyhN0-3Yn9!$SHgZ2F>rbdO9*M|gr4RT
z(u8?$+#fse8O%~iA46g~b~h#G7<mz#F=hFqB6>7d$JodM=Xc~He`fAR17mXuft5D9
zk@;$(wVm+1m4O&K;gz$UdeLTe?ty|^{8k_E3c|5768ibo%9g-ebZ_Dr&UeQ|=^pQp
zG%8V#N`HSyuK?I_h1H$6cI>syj>~o(ynl1!(m-f<<4@|%*NJ6*jQDK96KpDoG)hiy
zur{yUK+QzaX8_i4aKm+jq!L=#u5&vuBN4qi`Q}Gv;d?5z2Q%89qyDP`4y)TL6&gx<
z^sH#Ss7R%fIr*%`fSgAn>A0ynJ)Gb|CZD-vnIG;-8dEZNhKwh8c{Zq8+(SXhdg!GX
zxL+u-g`nr;n)n4l?@jQ9(5TyE|F^(l;LdZ6fGs2i+>7ETWlvElpv+WvP!cil=?!8j
zh7?$1jY<jhMu=WxcnYSzCt(-W_iI2vFy&}{j}@GZ>Ky!-ZR^Q7g5zMzO9Ch6J@+2p
z)S0G_m+$==sy-h!N{%o#uXtAwC6*nF|0>axwih|@RL0lzKE69PWLyxTK;#{C;^off
zNQj?%g_E0%<!noM4+{75I96^Us63J+v_FTiQ10bW__2IA`sppnNAU!5E=*bnZ4*9d
zyQBccWeN*g7wOum0xrd=wq|P5Hjx90dFaR8O8rlj;_D$V<IEU=!*hxw&mOp)cSXW_
z!R^exgRM1T+Zsf{0(uxOxnqYY6i>&bmTBW~1Ka>JqIBy?=vzRt)?k8$bBpQIW$vjP
z_X!6h8R%_}2)yRb->JdJ9Fg|7WrV(`l78-#RQHa1Nz8K>e)sK@UHD&?GDZeSkk0+G
z$4z_p{;VL-)mg0zhC|A5>?Ju-I^EK4JKu+_A-9tg1<nU;!)d3UuZ&9tG$HR>MxKMM
z0z%1#BrvEZ)N&*Qxkq4Ax-AAW^ai5zNX!0Up~+`!WdhD1X7L`WHF}q~F6y;v8@DP>
zIV|))kb}_RLOEe{9WvxQMGk*K8s@nyW<W?V;})=Y%)qqqp88MK6^008HofnR@rV}5
zR(D7tXnCbYeL}J3sVq1->}hq%r|>uBKcmv*-h5I+u&Ea0_W8XEoLfCDM^&&PxX5&w
zhw5cw2?M31>y*NsbIsP0F9-3)<Pxk}oP2a6mG!04KO<E3^}4~Ct$?I1SVNeWoFKLu
z#-@K<N$K;uZqXf!O$*;x*tzRqw(8?86tXJ5?hL{<h1<SNVLQF44Xh7;=Nk!9B);!Q
zdI0!$2isLb0YS564OgUUvkn)f9!(j&c@T`>HX2u4Z@yPSl?UV(IA|2d<*SZA_n|`4
zvq!-sNjUM`Y~&Jq=8`_ur$R$aCe1XM1<lX`n4xE2h6KS3@mYP~<q&*6Hq?siBprr^
z<u0IX!YbFYZCBe9*!{I~3lbpFQ*8H^|J2RhNiu?7Fg(Gz?26mK)-`vLz*4&PdI^;A
zE|hrIZfurXoPX^L>JyK658H1br5ZeK+*)K<MnyX5>&)H94e54ICZ3{tEkJJ7`vqqB
zl}uq)CLBx0n+YwA#1PoOyunhd)cq{|L;b=1qZZ$)89PHy?$m|WeX%3^m-OM+N;phE
zKA(r(1nMJidA?dgoN~sGaE$)(pVd!G4pu)F!idlSeHL;)Cnj73$+^oxv9qVeLkzqK
zq2xvi9C64(%laShMx(6^VE<sY2GasgWvtgu#Qd0_^*=?uM1_rkXJ?hJ3r+~l(;)D^
z>}q7DC?#J=`dJeEYu&q6X(K;21t0eFo8T(No$O--N6!7(V9Y6fW~GTdmTtmS{wzIF
zo4)0??F_|d=pXiIsGcf@i99!ZviBDRR5<|jiSG^<^QB87m<{`WAoGeku}7b}M8PWD
zWDHaj=r4My5P_<&-i*u{FPG`cm1bUxJ9|Sy(n<(eXfoBv6uvt&Ss2oC*Bu+7t8A;t
zHm%^<(haY~73;eW%AeooVh756t`3EjF>}zpsDKBw`^6j_xM=;jP4l0{C(~md@mAa;
z-T$s9ALa98pS1v$$O5I=0#R~y#{N31mL~xx>2rd{DY$9dDT9}L6i<H}fiKFUcPGvP
z&5y`o-?Y*b^ws3x_Ij<q+uvgt$y*h6*NcwSM2a1!x=<R!KM`dr68hL-bB2w3qva;Y
z)fyS72IiJ3&##&~fq)6_A-&CeY>v-n{f6`Kk?}L%L_&;W<WU#Rd1_frJAHo<rK>oN
zpMDd6nhItGaIuR#CVv2pW+QWe8P`ZR1@RO(dIWc}P9RSm#9{}{CCdXe>>k%NV;lsd
zuhamQN;ydwvkZlc%>B#)?f%7=Lg-^co3WMIa1HyIHX%)3dOaJcN?|@6FnYY97K|Sq
zvNoGH9KO~*0Rx>zUdggy#^(eIRY31{SEy|s@c6(b^NIMVCrjvR{1JY!ZVEZBk~97X
zW!Us~-1iKantMZLxQ39x4sO0Y7~LRhxscTxVU!&g`t#2lgECe|uk(ev3`ZZZ7kkV|
zH-uy@W67%1;S4$x_kn8Kh_SB$zaMLy9Zv%a)2xEEKJKfWv<Komn<tvM*Fbrw$AF;s
zG_=KUES*<gQgTT$|7%k66i{|z>BTx1eRF%55nmk2T|3<W{!<WD)|RmpL&LBxI#E5T
zr*+!1h<&sfty+b|{Pj^P+A!!F>%#VRgGdLDGL*oG@^7)7E&AyR`kbTWBMqg<g4-J6
zDFx+JO(aG&?!z>ME)^}#hR&FC@Zj`SxPw`LjW&?i3dwm@+asWoxg%4zQVqLend_UT
z7ags3bu|)Fq8|Dh0tCTppjFpkRwPe6GP|(~42_}PcXCbH-T+0WX*|n1wXhzDHU`+W
zjt<XJI5Jw+)H3)KYhd(TUx0@0AC5*#;2Mc|5!~YS4ewqpUUMPxjN`rHSF>r>r;fU=
z22tlkYoMN(d$AWVJo{&dTrRe7s@?OAI2_zLqsDoObMblPo@hVXIMD?su|*6h1EOwB
zDftFV(BGq=e$n~g^Tfa*J>b=AK#+h&Hs!_}@LPS3b_lIE(T9o&fZsHMQl+UWKgcIl
zxxxY0B?}<h+@VG;C_wg|HFz8th}-P_Xs&4kOA3^lkWL0}>gbS>nmbzNCh(+FK4<EA
z*45)VxPllB?~WaCc7j7zRBs+OQ@YObtIvdfNJL@wnH-k;sEWwxT*CpRXKs?c+@Di-
zSnV`E3d!}tO-5Wz{WG<DCw8-y+{JDhc`7;t_KLR*KY2C0U$)Yw!sFk!HSnO#G`J(k
zpAgHf&#Mur%3MbVJ`LxpjWl>M*-9&ctE%B~X!Svy(syo#pVyh7n6VpsKdjaYilLd!
zK3;D-bN7&(18Xc2zWq)=ue&=+o3SMYu(St&ueQ4=32qcHU#t#JQ0C%a@}@%IX**D^
zGN4Gz4{3PZvIj|O|A7)#eq!#+L|~CyIXpy@E`=`~t|xuH9b;K<!+UW~zPtDp!uH8`
z4>YEr#Twxh_VubtN@v*sRaW7HC&d$S67sD@dKT0Mzk8k5hFqqi6?&SEmWGYzn&s!T
zP-(WePB;Q;X~&SJTM6|A$0xu&$}*bijT`%Lv>96GzpW`IGyma{=x9SC3j1#(FS8}r
z(-a190bf(Q12zhM!>|Eh52!*3)$0XTG{Ts>k8qPO+dUjEz<t2L=e{TR9=Ky0n_O_l
zFMt>Dy#HAgK4XI(osC-Ck-oNe!#J#=OG8gCasr04jZf4t*^t~Y=U78tA<;!X>6VPo
zErfb+bv~Zny`d7w^!ZUf!<Y9|ax6P-rk63K&jt<}6O@ve)IPU0%!;3)HlA!F#lv#}
zz^eSr*Ee51BxvF5Nu>LT-TNG5<(uNUp4#;9zSW9)#?l@{`la+pc>h(cUMLoVaHw==
z@SR;XyD~De@4tLybb@R@O)d(M9wKrf^*EVKjfO$#!&A~>vRV*2<e;ibhxk5^1Nawo
zp~q-D_o)$&^eMQm?_NzHuT5b$_-TkY@6XlXG*V4-@Jw3YV%8im0FF?)o*b|ier&GZ
za17v`&Y{UHfCi&dEO!7$h*Vt7Q>_rJt2XuY$i&D1%yqd{HR(?l_>jl(!j`|x_Mghk
zfKQK!#C&MAba)`+k;ux-Sfrnkd^Ne3NM?%_t8GIc5sMz;#yxu<6B_v9Dq$AkQ2tx(
z<zo)$k<pY5DlMug60QGAxA`Ib&WHx)#(Aa+3IPLzx_SV3`|B&_vDdaffkFb)X<X7C
z+?Cp5XX#=l=;SNRS^Pl`gBAK&!cV+0R1Fy9e&nemi*s1D6ye*WylVehKOCE~d`#?2
z1@?wdHgPIMf_u+d;jz;)s_$O;oML>bLiv6Zd8*D7Ii+NEL;-3;>cYO-)avwmP!|>H
z9DfgI(Y|Ye0rWHVBxXi(`R8+j`Rs@MaBjsOS1%CNHAPBWtPK<`skSpD4=wPm3?7o+
z173tsuogoc=u_;&Nw}W@V^71S90J}O=Q<-`OK2P-uN1VODNSrlk*r02&xZqrUmRA;
zvS$f6WHgn_t*ed75`IwVnh@Y6DKSAj;1v3Rmw?PffLa^c!gQ>bBpuu0Y>Y(TX_JiB
zEBj+`wKS5h2&KzYd-kN1Ya_8!?8ydR5-SbuM`gCJR0f{*+br;^yZn_Qf8y0@irA_|
z_`VMjZGaf1pv|I?Q-q=MBEyJfr9m?~V!By0S9WI)As}ghgyUL(iBfxc9kH6E5OAZ0
z4@~aaZ#U3hHai-_D&F?+Mu~FkVD+PT;TJsGXWmDSve`pHj=mv-r;4H4-$X5cCJg$(
zGr*u+ZY&C!8X!;X1-LBf9bMwUXz=z-xc!h0=pHmk9OzdUY|#+JK(}lWe(ZJv6#AL0
z=ti)UW6#YU6$njHKNF}4^(><2uz+WhA!A;EN6hZfLGp|u?Fc-6tTLMyy;fe<ALD`3
zc)A3a!z|^CtIe9}{avUrA|nPqN~h6L{l{F7)~;LK_Sf#+6cq8_;TGA9BkDu|dMu(x
ziV9`r7MmhupH;2Lh4;Vy30-Cptl%X9w8GX7K%GGm>SS77(w0~fdCufH0$q-ol;r(!
z2)K^qexog61VT_T&`J<#(E#<vMw(pg`VQ9}wSCGJ^KY~o`pdx+1%Ab<Xs-E_s-gpL
zynz5_&+SQzUwttj8VRvUvtLQ_H66T*c8?>CN)4J8$|;g-hobRdq8ps8!p@YzCy%%W
zcxO=1e))YdLb&rowNoWoW4WO`@rD$lC0t10$&|ELkn|%;gX(1wn>7GND-6%R8|xS$
zgp%|SkTGkU?#*Wxw?v`w(WLwCJ?avYxsz6cuUrC7F-!)lDQUzNsJrqn6>1aPMTM^R
z6fHE&))k6RtBO<e1>(h9e$8C7^nQz=Cis}2yyIdP;3(S)Vc@hBAPN1bD93cu8!oU~
zh4k+19kry%Tq_`!?ei&s=K6FD2It)2`#U^Oao|a+uMSV23h_?h^o!O<-@LpULAs%%
z=@}_%{2Tbk?y%T7{uS=k%UMx6x|{4`%X$SD5dKntcFzF%@AXpB{S%MmXb*pl{<;^E
zug=rpmJvYX;@a+%=hi!g&$<9i+e-GMV@i_ypQ4HoTI&GO>u;zj64n7KN21<vZ_`*c
zXm#=1Omt75T?5An48xWr=+#D`z{;P`_^87Uh^n3RSDF0Dm487?tc~b=YtR=c)v7#&
zwSbza;c(qZYyPlY?JZb?{-*gz)GouccI&-i*~}!pfj*l><6j!Gv-!(>-<6`$7e(w6
z7nGxz%lN(aO+Np_nS;pCCHf@QhIjPL8#se2Xp?<}qoqMsw%KSCQ<4R{ew!ZkNB3iu
zXtYT>`1(iYwU1LG&E?`Pn9Z%QztSUg6h_J`ME{I0%^6i8sG4Nsy9}%SgO>yVqEb6@
z85riKr4=g3{GeK#1<VL}t%*GQs(wsB#0oNxs-~^B5Y#q;-Kb5BRIs2dt|ktMiY?N{
z7G$H>*Z(HDtqGNliIGs262WP)w-gB>#INf>ay4a@^ebw>LOjBBgm<gpXUVMGbx+#H
zum5baXsKM9-j?{?ib1O(u)@ReT`NjLMWTcy<vrmp(W~UkR7HnHWL}OANC-1I)Zp?s
z1a){OvVx5>r>u)N;NVVmU5|nQit0GneYPGzOC~EtL}FFUi5?_xomEC3Lmn)P>&&$$
z9c_4ziJ2d|TBefDlTH4jQ@+Xl`Hf5x*ndC{j6+uQF;KBJU!r=HHUlf&#JGUYIiyLe
zx!wT>`FA4bW?K;`#>E{J(5xGKe`dIS$bwb3%DL}O4J@AGw2IYjBwHj&)4&dKXQ60t
z4=+ZPf}qv7o>$snlDVX?M9d?Q@G+<^5WX@HeJNe@JY9^KqH;Cmm2O!0C*WKsU?_^X
z8FT)QCg~J6_+8}5gQq|e15K;-j4eIMO-F00{aL%{@^rwTvz&5+Z>;gJCR%D2ugv2{
z8E7hIODo^mqOdU#$i9k;MaD}&Ld1E3!!E<ABIGz_wcSD$Jb*h&i{|vMMbZQr**TDL
z2o`+Kh5TBP))t(ZdVult6%)ZL+ZFkefJx=WKlslH3Y>4`uotLY8T#<_iL}<bR)nh-
zyT2B@5?py(&`5|4N!_qzr$LMiB%m*c{MsnxbY^%VgSB_r_AexRMVMi9H{bBSRHnqr
z93T5Qe=~8~|1PuoZr}MaqT+7iIhx|F<5{~9T2^5a3~uDC=aYPgD?Le8>5CIjyRY#n
zcTv*8zm6Y%->Il6l(;7V0HHAL?C>vKIDM(>-OPG(GF`HWLcVG~gGhdn#@enLQyZaV
z7xuEXU;*1H1{j;@{j7#wt?P4WdKI`Q3Ka<efC}*ddnAvvFk$sw=!w61c*Ytxzz}}A
zER1+h%&;^59#=Hg^6YI3D2L8~vbTdn7*1mLE;()z>KTL=0d`p1AgVd>XGZHp#7wfb
z&lw0BQ+`#+I%6SBzwz3Y_u}lT`xs@|FHW=$>P<6?1XR+R-VCjh(!ZSo&YXMs9N`p=
zw>-DfEt108M$;k`T{+zs$3RM)Mhs`>=NuZoS-H@{1$n6~?TW%D6a{D0q6YHra+Qhe
z&_<ODhiSMqX`3!bH@b-&q&DwX>bt|hcVA4P^hMkyIH>UBy@xM~NCZOwaSa1IKp|}1
z`p=dTTH|8q%{mpG!yKe(&W~12<4Ac2fzbLCMJ^pS&MB7TC`J`2vu{o5CIEWyCF6Mq
z^nwgTVo$RXt6sSv!pRvVg6c6#JsJg~z4iuT4U+#~@Gv&oNw%CC;vD=wU-2^eXwcK`
zYo@TPn^YmoaWdG2d#}{!wikP|10!Qfkr*5>FWzwzjkkf!w%kks&v+4M4@r3qn_01p
zV8e>(I~EFy%gppyjcNMXVJGkud_<x_xSgAW94r@N!Hh)4>%&a(bFBvhGe5~KC-W`n
zC_riC|77|H&f#|>S5Fv{0F+Lu7Jv2xeTCK!Zd_8BT(Nb1h$q<aDMFO}0Ta=00H6eS
zyg=zJa`T==b(h*Oq^oGO=Xc#cpqUk4-3jTA+91=R!Q-dz5ifcPUIFE0-gAk#3LLXI
zTDY*<TF2GS<;8ufE<ePav(pD4wS`gs6pp^#V+I!^b$li-t-M3ch-5DRW951HBx`aF
z2Soa-h}$6ni)yZ+ROH3rF~3ETXc^8T*lNLf-4Y!bC@x(3&av5#=PyYnN|~yh`B$g?
zRZT?aSj=7|a0bV`_>K99r-(WClR`OLwP{issJzB7Y?vIQ9KZ*uLn;c&g%7!$CVHRW
z)=@ouU7tXE4hZMA4nL`CW}i+K7<v6nnf)O7yEjo_Tq2EOgEyqk-c~*BL_QLWlt;EE
zYpc^$rSjMxL22^R>QiqxFwGg|11D{9K~kH0(YAjp-d)-8-R%kTdh=!5;WE34rgxe*
zS=ccud>4v4=a@GEk~ylvUK(lNvEg%e60JPdYro~i`1}cF;rqypZ1(6^ahUO_!(xMc
z6XwyS3<A}@>eWv!d`_3W*md7h4l@P;<DiwwBdWPr|4at%ln6LD*G1bBeZyc=h1cEP
zCBVDCxO}|gbJS=uf<0^dG#z9GG+h41(Geq{lbCy}O6UekcjZ8OsAss6$C>-^+9|!d
zV*oyiaSEf7-O_;#L5OYzA2)8vNpBo-+3XvqueZ5O{xJcM>ozr~Z|N?nE)M>8ku=F(
zZv_%OIqg4#9`d4PVLD>o*p|x@E|EVX!&TrP@lp3!=_fDua4(wW=Y-Io35Jb-VD*c1
z=Q|>SF&yp%3xXurCt|<dexY`9t-a-ARfHL}a#WA(`h*|!t`pWEv=#;i$|@B1c5pOY
zyi4c@g_z*BguVmdarktJDh<GcpB#DhEcRwk<rZV`8I^u@^QzT0y;~D)4G*FU?%(H)
zR_IIGLz2ZIP+IzGpR80F1fUmrjXx=8$yb1Xqs@53lm3(=Sps~gU(+OjNHsE2UY5Zf
zLBlp;l|_O2o9CHmVhm%pwloxb)W|Hh1Y`j1%(gBm`*|E^K980DZd={=dH!5@o!RS3
zF#y(OgK&Au?X;=2P&71Dmspxe{wZoYnzP4bLA6#_NsBER`!2WHgSV+{Ht!!Ww~`)J
zTVcX$8YjjU<xMEqfiilndEdVnNe49Z9^PowylM-|JHU#l)XnTUeg0T^>1h^?`@ri|
zV=IRN90x3ihMZh#Jxjowv<FEzXA|2~owWW-P0pxgwZSp~4rG0M1yE8S?0^LgVvLcA
zxRv^={kJv^KNTp-_Ca{b5Rxr-yptA9j`d$_M{$S|{tMbgl~u=1U<=wWIZ}habe5I4
zoZEH6Pw<tzb*3lrlCa^Om*ZkOxl_*)c^+pdG^|0<_QcoYRQpO}o0oQ0;SIovKeIvY
z!}sB1<>P_o^n(gr`u<qT{Q9C$^XkGngA^BK@ZS8~Dz~1BXV+O40|ZNXA5xkx!<X<k
zG01m!s;II37y!5`buS|pc7POO&o{8ljFvt@se0`OlZS=*^eLVOuldu=b54^mQlc@H
z!xL!;mE6Fe-Yu_!nt+gI6n9^&SWj~Nl)$D0R215-548GD9cjrpUU8^^Y0Ui->SrRE
zcA`ph#bZkXH{x07u$H|OVx|&ivnY=2>Gn7R0Bf;$|CZ^|FVn;GjOXS_eGZ-EO6!3i
zQXzB8eebrKtbc9v&1p)AICz4tC01OW;))k7%l|P0KeQBgncE81s1PT6!!R1j=Y|vM
zr>ngz%~aOXpJ)~9`TRkEGjo|VnZlmZ;bl3;IPeqEb&UUdHonF?+)whMSBS~Z#Q)~C
zI{<R*N%QGgJPpue1AFVX!YPe+&}uoj-iRb%J&~%ldVAu})#Xm|;bs1DTcel{t(FoF
zZ}l+$w#dES?_|u25dVy}ocCY>&NsqR%U27l3xwRX_W1vFNXX4c^78;r;2A3KM<PpH
za|IU?m>^yH)s{?u`YH`Ixg9fVg(UFkKS*Y2;4k&$)0BaW4Q9CWYr^~;sBV3L0=vYG
z-VM%8kfqXqQlkug-g^VDqPzdIcs%9?ck>2Ms5l39nC!-jeY5wQ0BNKi+yuiQdOE>~
z-J-Mj)a+5zM;?ObK;At?U;z=DtJ^^ydV#;X(R=_KJd(z{QeIRJmjnQa5*{6y1T8F4
zgPD+oCq*c8*{~SXq#;3*yzDdamXg?*Q4vt9Cb8%-I)gl(d4pFc5Q8@ozD~{x{6ltk
zw?rj!Vi5cgI?pr(q0vWj47NC14v{BTzgh=ng411|@-AJ;FpiXoJxX)|B$jdzzx!>G
zz8_A5(W|&_3c{V<VaejcBf2j@we6j``$Xp^@xdf~?IpM#M<F7v;qCPCt=)CP%6EE*
zo89M8YHRuGvUAX54Kj*c?0r|p5L!wv2>r9L+x#l`-B<RIfc_=s9N$+R^^!9~Twypt
zZm3FI`~#{2nc#d_WvIN}Lg5Wp*tj0VS`w{ZMwL4(Nj7BNC~HaBKVqF#um&3@93KfE
zgLD|ika=x)U6PG04+5Fs+#sgW(x;fE0J2k=kaYguUpY|!H@lY}j104KoW3doR}ynx
zE|w&Z6_l^pbv=3_k7>{(X64PW81XnDSzZSvzqz`B^Jj2^?SWbvmmbP4|3(FMi^pw@
zJ+4^Pngk@n2f(A5F77gu+Wt<UE}d-;e)ji^nPjq4&&7w&MW`Z72hg2<KgD!il$Iw>
z0Tlze^WW>Xw+GA|9W$nKD|L%?rfAvbN0sCDk0;MXdeWj%hu`ACw*Ev0stEB>MHc18
z)eB=Y{vLaRX~SYGbhD34HZNpN@@=&I$NpErVOu$D@uXm4Iz=GFp~=+%5~xacT4Jv5
z9C4o}sx=E+J{SyF7IM=I6T)%h4@n7+Dzfo*gLh?{8s(<IT)r+YOx7}vZ1I&KJP)Dl
z4-ofKHFr{{ljt4|Vza*!q)CTHr25|iQPJE5W(9J<LO2T&iDQSZk#iWhqhG$KnyE3m
zNVM|p`;^pwqRMJSPq3!)i`QIAeB0AnW%Kg(xzsi?lSMz-4X~~gV8<y<$W2D_#;5cT
zemBY?j-fkx=lUTr9K>tASoep_*q*&%3R6HdrSOO<;zDj1^MFC|(2L{t@}Odx&uoB0
zt2kEe=SdF=^{++`$p3H=b-Yd{6fhCR6K^paIvHN4>W$*^R1Rrh**P^1|4^A^BV*MG
zR1_BBzcG*<jy8mCA-ap^g-^&MzCAEq_1d9yh_dX3|H|-Ty_88#QR|uIJa}*}E)r1q
zDB;{58J$xvxzew6to&_RYip4d3z#AJ6rZ>=RkKC}moEC>F~zQ`jbLZtA)v&k$i}{Y
z7e0gGEWpBdZ)Bk<T9P|&eTv5g{{QK}#AMI}NtM=at0`bNs8$j%X>uG^=^5juvguaO
z>@ViiVZt6CNRA80e3f|N2m1C6jd%af^iT|-^nqI1&!1@r{{%`k9dZHt32^D+651;*
zXc%q>wl<0*U6Pe2l~D|lI-m&bmWA$8sRHr~#GSJ0E!20VDbIM&D3F(!dAXAqNZ5{l
zllBbry9CT{XY`RMgL6rIV43U*JWpO)IJbg)u+0{Uv*4a%9$u021*@ZK1SQHgSwRM&
z8vIfKZ)tbEOnf7-9_${-(Cva{wB_gnUaM8?v`?0RFvg%3SK|`^X)K-w4}57k4vVq{
z-7>x#igCUn1wr8m-2sreW$qA$@j(<>2TCCW0fN^iz7eJC`bL1hK=cSzZ1%x<H8w2e
z!CYnH)Hp3y2txHx(tERM81;odW>%pHwWZt^rpfR$@~iJriTBC!jYl7}n?cw^m?La5
zQ+bYP$-^=>tALk)){jXQj4H`{Hc*#@idF6`dV-F{v&xR$^3Hs0o(az%#mBhsd(?#q
z<bk?;jI5{**3QNcMdmC^2Q<Zy%Lq7L_^8N&!a-DW-s|&dV<DcjZ+uRSfhrJj1E5`P
z573C8Cg{->&~d=oqFkvn<!yiaSYpuZSY@oPucg#}3h_3MPO-ZPy3%)R6vcyIhFqj0
z-g|-F^!yK33vdT%1JE5%0C5Ec7tN~sU0`(iO>k?zxc(+238btdgFu#~LNqW5O^f-&
z@pau7(rYm+gS=?@NZ4ApRH7Pd{1{E@JPHRgvTWG4Qu;Zl+X6j=k^Bu*_5vh4d@oR&
z)&_6S??EV3rMDN<xCYuf$VCmSCO;_K+sl76QPWa<@1|xWhS3)E9ttO7{GzUvtub!b
zQBCK04(d%(HQWqG8&G`jpPTUjgQHRGE-w+!B~ZUG{a#~g3e>Sszh`-o9J7+~(l=K+
zcV(_-buHC`id@<9mA~hn*OG~}*t>f*D;J4aaN2?=iCAxwT#`=o5tY02_3cOz7??B&
zaoIk5&k#e^Pd#wNKgjQd`j!95h-LluD`_(`ZI-QPpc^MGrf0#-Ks?(IF+bw6xJ?1~
zqqF=bCe6$g*M^`2JKihY_UtB8HwF_H4AxnNF?m6tO{MJXIC$h!XM>L4$D+a)I9tvG
zz48h9Wc+qEaH>ue9}sKBXecSze!PibahR=4_sDx)<%X-E_-sX=NjeyJfHwjAQ20UO
zLM(p7d2Gnl29chiYLGY3dhF<$@hQnQG4bg^d$?_!{hx^9z0s;q-<x&>o@;{U+%c#c
zAxdxl(!HO|o$PjwH4?N>=lT>OUCkXIgfORQt?|o}U=uL`6;>=V_n*P3Ihhh9jr{+j
zUuzX^!aU+6y0IGa#M&F~#D@HT%m9;08F=9s7_Q66nxD$Z!L5qF>>fbsN+#zdxqV%o
zxMqneFvSSPOqGOiPrmSam%8*$*VsM94q!-$c4VV3zUDuVaVsb5lD)tb>giZ-%~i+d
z@fZ%j=@3$%LbPC|qe)iPn;niyW-5<TR(E<FU=C8w9DDWl?N`7A;@ULaqqA9!*!)ha
zPZOh*?ku1b!LQ*xFfsE;zEdm#gKJL(-{5Cf<2E;GME8+Y@G=p}25<}mLm7Otj<sVv
z`WcO^Kc&@+f6m_^SZmGCHEmLVuU)4Xt6@K%I!qJDfpdHT!>s<$qGDa2fRqO+B8jq+
za@{}k$2V8*4u&8nOQZLN-S-Y3Pxo#(lu`&TzUuUAB5zi7$@Sr44u%)S@?6_H%p*Z8
z&2!m3wQ-12Ljpm~DQCANKaFDN?RmgVkx``uW-#jTJxwY9DG=pq4`Cl{K%N$H^<Smq
z>j27w){TjLk4hv<niHq_A}mP%oGN@DjgsT)DeEtl{3a(RB*Cr`{yC!p6td8aanDm)
zPzr&gLr|e5<+^?|QJY7`Z9eE9vOU9Ne~;;I84`ZW>*zdvI3Z7>tdi!i2DD5w!AKaD
zRZi<I8Wf^?QL@aqgpsjaV_?y)?hSWBkr~z1h#cgAG)QH$5wu3Mr0)zH=pYo-<un3A
zDhDZFK+c)(kF1&3IV~UdotnI7_~e?>wIiMz6<l2-Xl51YxCL!=#-S$oo}hTIXM;6f
zg76?;g1-pEG-^2Qm;8R;p;}}yb2JU+Yf2&iDQoJ!z}2wZ&G3O3VtITA9>-J0|KwWa
zMVu0Uenyj=#E7GzJZrior02mJGwU#$v;Jvec=oVX64Ud$+wbLeUBmu-)TRDVtVuhN
zx^4|q7uu4MIwgP68@w;*!1Y8ujgL;(qChUr%}rO+%LsI6p~l3mcsfltc8~{Z%VzNy
zX{~>f2m`r>BtltQ)CG->RW?Dq#h?-e=ZIsO3Ha~=uIuD7q(tV#{F(|LVQLC74P6pQ
zp@2&tE*U2oKQf}pn(L^}G%iyI941}DG~P>#SN`u<sy-?P$ESO55#hr)O*@wszo<h4
z3ktp1(kF01$hZDKQdk-OcM5AE!HWjbhM&90Uw)SuZ|KL>cjSnAR%h^9$2SskREAiJ
zTc*h#L?tObPL4^h9D|C}ZGbB8rbM0Ju_4Y4o(BhbkoLsjXp#B@dBSZ7{|u(~r`F$H
zfYsvt;;Sk1##=CTV|SE-T-)HddSGGrciX$~f5*=Q>?G3gzXDN*DWsoS-QRYY{WY2*
ze^wdFw<c|ctHnJO3onw+Wu2NF@4W1cLA%&`HJY@;b^|<O#{h7$*JJ!1Z2`%e#Hq<{
zSq@9g`SWJ?yfP`*t4zCv@<s_OR!k2sA}whOS_;xfqJA9qpzsR#o6k3vr5SW)_ruVx
znBwo?&l?;3%+YmRRhq9pUi@k>eH)z6^$B!0_Zp_vra3CrU|1(c-NE{eb}u2D8)!6`
z>eu|nsrh%Uo(+iHC#~%}TYF8HdKWn%8@u!4-zhfw=CdAs0eT?;Lm)P|YT)rXnOMKK
zeY@+_OC%h6Zc^u)PBu}}Y`2_WR<6-lUp;^Cuv}TUx7r>7@tFK`46jZ2woIxj7S^bo
zmTI}Lni51awLfE;V1g9soOmXvCt~Px8siJ~PO_BdHL$`)x$1(`GCsWu*)*G17rsy@
zzu-Pd7HAL@i@22Lzq8p~P`@L!{wQlXR?4KOw<GU3Tzfq2e={&{`9=U&T#W$5(d&2J
zP{Y10_)6V5rhvEB1}9N_{rNJPr2l6k-Ot&M?4rT%`4huivf)C?uFj9r{dHG{I(Qw+
zZa)8K5mGnL4!Z@p$z?5?u6_jl*hTAr7;LNy|C0LC)AX(mPK8I5;G;$u#r&8W1eXO*
zS*+E!k7D(dm=hqfzCY2#inc3Vc-B_#pe$dOMP5=ap88EUXSrVU@9U2bpHSR2vG!-Q
z-DB)3fGXWGwtDa?I=>I8vx~S{xtZ%Lb<?~mj~v%s(A^ARI>FewhD*T30BAVGj;e)o
z(uHA7BK773?kkNyD1itOeW-FSw=M%b6C{Wo3T>Hf1#MT~axCl=1)#=2bO(83k5AiU
zY@p#jmrQGpml}9JZQ33rG4w8`n4r@96&3^R`wu`j3FreJ>vABGxoeJEU2gZ>&wLMM
zJR7t)t@}IH%38es#?MjXEP-G)h`E#u)VTti)S%n2eBf9%K-e$koHx-06Mz+J(PWi3
z;@qh|E=E@<=>>U8ex?bJL}=i7tYUG`r;aCsPSR^dK4R_9l`9c`sfc<IEg$;J^UTlv
zhuvJ*mHO{xoq(0H`j7E|?}54$Q~T~4_ijQo0j74ysDH9#Y>z@`;u~;V1?qIH_h+h3
z<Npmujo4fhjCEP(1m4VIPA&vX<e`RVtyGU8f$2Z3vCdl>wLZ6@!PEDw0=>vVdyQQl
z2tzTaw{<)#fGfV3vD9Fz^%D3;_<^sf5vbMO0g4%RGWbT?^oxNq0z9=d=^XE)OYV?X
z>Lu!F&Jy&&(ttBx(7!fM93e|5Qz)6M#Ws-2_Sw;#gHO6T6aGZW2Q89VJTl1|nFP6%
zpywpKRZy92&(}?qzZ3?$7%sMrho1yY5sDJmh|Aj+<m%KhnsPa+eR@h|Jz0J!1(Bs8
znpyi`+6LI1nz2(45<u3`=70vp@Y#nq)y+3wp72_iE0(Z(Qe0=$U#wWW?Z7yHyL!K|
zTc4j+PcK6ms1z^wR)~fEwVi<lVrHqapG+xp>ihH}1O+qlV7BaN^u2j(6<`tR)A0bs
zkZ^R}yDT4S&DHYNOC&YW>M^8aTI$2^o825lJkSYz5=SUj$!?bUO9X;t_paNtxW@xY
z31|&SiJkohY$+{pH%k91<_Y=Dxy>q+NQpQiF*sIy9zX0P`_IpSMkY=6yg3W+sD!%+
z0iytJ8CaN1rdwQ$sO6=9HCK{ND^r6U&*kfQ4T0;(>Ds4t-QvZ(oQ@N=C|U2{9=7g)
z@a>|RXE@>@;~wV}^epl~&1=9hpPm>JfbZcryz>CR!c>!%r~BA!`{hEl^V=-HmE`IM
zn`x6~(fe$%h=z}f<P0^y7wJP9`VBDD%I9Q|!|uW+BJurGX-vq{*F5DZexg66D4eBn
zQX7aSbkEHK4c$H8BviqvAWI))mKiVP;>VnzY#(@bOped~p=$}oq)`~>D({T{a$vVT
zc$v)B3B7PrN2;DF>D4One})YwBD$Hsj(m65N1{h_SZb-uPI3t3Dnx+uQ1P;Y=tc@v
zno?&d2Dga*-EBrPaxZsf&m8n<XZMC;pc<KPwxDDh0?M1m(gM53OVb}{9^1gu?^z9-
zD%E`dw6DH=G57HBe5j{J%lue{Jnb9$2saM<Ur}+rod?ZAhPqfXe%5_nr==)@hCsgA
zx6SZVVhAd^wK~bA^@yit>^iufZ5zl}pIcsJc2)#+mI3MM><3pG5ZTGI>=TSU0f(2s
z-Mtn{YAq-;(Bc;Qny|0qF^0MJ#^ifO`nEFG6xPGdF)}1`y|KX6U^oj7>mXO8Ug6Pn
zcRIl&&!?ut&0xO*GIM1^->&No48W$w%647U-urCK!V@H8E`!dd0z}|$fNhoS*eCag
zCoucdtK`i`^JOH05+!rL!z{9eT;79Fq71cx?$tsWY)u#3aI71e5e!m9e=YwZmfSJf
zpKa)hr`~ygHw{`+&#MN}hsB-lFy9g;Y?HnPZ1D#EjB}2yHV2UL?XkRh1kh5l+E#f&
zQRN%w#$HTbRI22bZXsIGaHnMLRF|p$Gi4;Kk5YQHgH>KQ+w}JtVf2v=d?&aSj_$1e
z`h{Ekg6t~`S_N(1v>ObMgD;<?d+qf7dua`UQ_!F=KmRqEh-H69x~RLTPLIFq`z<%E
zYp@_>4v%{K;q$wzc~QF-K#+S`VsR^k9jFyUDrJ%A?7eIvLhV{9A;9-$#mN0=#aRAZ
zKc$#0l)Vb2fn-k!wibcQbI>fU{1Y16AshOFKoO!@hEi&kj-9)7>yRT@Hkzno4qOfV
z)E~_5e}*e0=_ozR7cp-iYow>w4$9m}IbT=rh86^gjQeo~xv_x2&Ki2UgS%eTTm(8A
z`u-M$w%w<tT%QF;FZ^T;87JbB=VQt-f6s_Hux#WyQMbxV=Y84|D#NjH4mwh^AY?)`
zWnpF2{MXiHZr!o~pJx}j24M`i`HQuuS4LU6gx+oOu^^i~dvQu3<USLaautYx{lfF%
zNHjjg44ty}35f3Ye%ImjG~V{<Fx2|Co5&3kIr@Copv)$%mNW>WhGru1=s|&A50G0q
z{MQAyuCU4Dm9wJD-=O}u>%$U5nQ`qTcF(@ElC@x35<>uslIMby%YLE$ImYup#dP^o
zq=#P4c?n$=wyslX@}gxyZuMvimuDhJpN??o|82^s^qNbkGQ7Cxt~yC#afOShWDeh9
zAnr&|D_fx}4TYU$Tbez7LMW{94|fXiuj*2Z?&7JPL6z?q!i|C#dGS;J8&N${sXN~>
z{crXyRoz1H;%6r9Df#~=B~%zYR10HPUc?T0TCGM)NN0TI&Y%;Rg$e+&znI{+pzV}p
z&eB`OAR1<dDjb5vf5d8=G5<)JNDb;zQ**VAVj1K3)9dc5-0HL6$9|<pVqj~(t0V!#
zH9;(#<~8evk7DVkOUJ@X0Z#==&fducG6m+3feh~QcE=P-Byes(n1h%W&+?It^~ho{
z6Md`Ee0*>t48tv3o;i`&J$<62!=T<W%AIk&=K*uipg-ix14p&2I6^0YPj?hE?m`pW
z2O56(?S%C9Hb=MtGxFIZ+AzAm?R89TLF2CXDn#<k3L4Ya$5HVJ<|Q&xi7JkjL)aqD
zT@8Xj@%`QQadyBTFDSnpM*I_8yco(I>#g1b{2xensD*q){-_0<3SlBLQRsVI?xMdt
zsf3uWLOZ|3q;QivX2Ws9PwkQ_3>;4Fg{kBx9mo(s!z7UGos^<vO2EFMXk{)N$ljSO
zJaocOHAjRtD%xkSxp=qIYr8n3v5Wp60#s-Osm<*`OE>a?_8BQM;d>TRNq^t`kPxX(
z(3z<Xw+EW3Ssj-=hfObx9~r-p<A>@x(B%<&+*q|Mw}fy#SQkLbtqVF&_}9OHlLJ^O
zZN}9`t$wpnKgmv!!?UV)K)Cgp_`>6+Kufw1Z~W(`_PKvhcDsH%Wnsz+7pK2n*Wc(2
zy`lU!dzNk1G$|?^RVFN!8YAMI9FKcFvFIqUX1>oziTM9_=7uMvC+c38Q()Tvs>~-F
zCOFUiM|c`DVY;v_p;pn-d3SK}1IB4D?2t3}yGX4u`i^3#%;`^U2&a?jF3rQMr(^@9
zWHqJ6rBG}0J75yNuxiPtGX<sCNMFz=HG;7<Pt0-)Cy!(duYIuQEajiXk`61#nsxY5
z_UW(3SBVfaUbChnUJbqJ)>;?L_>}m9co8LINO$}}6H0PwN<z_RCSel$>XArJB)i`4
zH^)|-9R_z1(k8PUo0Pk=CgL^tYiQJUfR_;X?9VahV+`Ta55R=RC|3}pKi75{kHNUP
zH}1oYN8V$&>ZMW`f}ycND-#os6@`#d3n`ChG7%9^W&w~`!ZO4QD++3Pf1Y~vX}|k$
zak)^ec{2B>bEelCH(RY{;p=bdEXapg$%c-CoaaBFPQg2>7;!|Eg7K0S++!;}zWr!*
zEoo%dr=dC%F4+Jyf%1T_LMXyB<j56b%9uuR{E7Q(3-yKswmZE>(+A;PVFl)(tzq}8
z#r6&>JPxF`xosr!xZS%ox_r0WFTHaG;YzzS+Tiaj&@Q<X2bo4tMC1iXtuXX)MR|1u
z9D~hGz2-nOV7Jj91#I=D0p_a68Q$cKVjxM=Bv0+5Gtxzd^;qO!i^3IVntN9nV-}&r
z4^XJ;0$;_jyv9fe2glZ?Czh7bq9QP2G=>sFFXV8<-~?oe>D(x#exLhjnr6&j(}oU)
zB3~fXh8_`bRNviLMj^H3ACV46&i`_r!Vqxsb4ZP-jHoOnbJ!V5J(v1gy7M&w;BSI#
zjB8{E6m?FC9alatETX>yYui2CgYA39uup!Ie@oClmZ1<?w%0c4OYM^E&A@r(brK3T
z0?hX#&(hIvNSyUMfxN0xyfvt?xy3(X1UySBQTG0ofrluq^66M8LPRLtDLwWddfg|~
zPfX~^ZmNHO{q9P%!<!Hfd>9=GZW^F!m@dmmfd%&G&mU_4y_Rv!a8ndXG=qL2mTEhX
zera}`)jL=c`VI|op)%(4_Ml(NKcJJPv4)V-yN4x75sSkBXJ+CnbD)GvL|j8vk|;Ul
zg06(#Rx3CSiVcPh`ZE}^v<C!qi84FZ$h&Tl&JBhp+y|@&@T;`ta2_4>`xP;cx9yv`
z^Q!BgDCo%ncr&jYNc#cOB(-rz^4O37D<!h3wNU?))gGt?G&S|YVK979;6yYYdo*La
zr#3Syw)eWYGiJ_fY*ZF2plsaPfb<jI9B)EYDKtt3Xq5W0>|lL!!|w`3JriWC{Pz-~
z(Z*+0Z5xZ7BhAz(%P)UXHdAV#f6!{*Sx~F2JDM@%#!<OoqRyV#<(;B5OBfcCBiA2!
z*K+8mY4-4hqhGJU5RiQK5wB`q-8{QMM3^-<$|_L6&sJLP^t)(HlI;Y)!o+2Q1S92)
zkBEQ>U;hWv!eRpg+pf1dr|ZJ&WShA0;R_{W8k<(^9uy?)PkcXEv;?81v{Z`xYsU;1
zfsa?~P1i$HqoB#~%Y_2@mTX2y!R7Jp0{%i^Ikd`fREpECMXh?yEL(A}I=x}tJ-eq+
zA^^M$7b5$LzGJlFr`*t#_tK55@^h@)<Z>XP6%yz`Z)MU)tms$)A{E#*T4is=$Krzq
z_hSroh0)vH1`ubQz2js8vs7wIK8!o+lkPoxV-?eZKSx80mf(|o&Mv#=@Iw1pO~^nB
z35+ZF&)#$9@{+NfqUMEhk(a@g5WIN0S~jtr0BX@Wh>tX4n6Tbtg0!JOH#-$QAt-;X
zR12#uvbYhnm|?FvQ3teJtlFJozp{R5lU&qZ<dp;_A$?KMN!C5!$iQZ@umi&APe!>=
z0?I#6G9k9C1tV*PVKBNvHd1?O41RVOD2MLt$B8~t)9Zi0w4^5nt2gqQwu|W*R_7bL
z<;Z-enm(f6W&L3CeQR>ZU+G<ee(fWY(Fs~1^QWe*xSV<)O}bv?71X-2G6kv?H^wc@
z$`^mAWls>R6e~4ZTk&~N>8v+@FnC!e<CS$c4Z9^;k*xDHeDKmlmF>Aa_|fRI!dCP7
z)xn7P&4(``*wH(I-l{*IEra#kDgvTDpjftmkE0tGzJyU~TS`LP(SXjR2Z$^$A>jnT
zfJoc_6T1sVeT1l&F-u&u)C{vPn_pac5dna|)gL*uAt(?7vT<ii@gjUH9VbT-3lU59
z<qR&ObeoX&#>BJs$v{li;pDQx(b9J5I!i46Mqa@`m$_#{sjNF|EIH@grL{hvNzdxS
zNRbSHvpFxEOJ&tkBGBbf2;JhsO`Y_8EvEr*F~LB^jKT-~-OMXQCdW#(8qpNfIjQg~
zTvyKND0k-AfqGn#eU${QinGasncV6s<G<Ux=sEw;$DSz_U)dt3K|9*eur-3EQc?M*
zw2w>{|Ew&s?LuYL){;@1TbX-kZx08>jp47}$uUs1t(QYv0ln^Q#2)wqepJ;LP^LNr
zGK8^Fpgul_icp5>>*>eSO<E<R-JJG90^^0wszobJZ&poE+Fi()x9EK(52;t<E)F0M
z>p0T|9Jg$gk0ysLn156{*0YyV|F?Td-q0EY2QU7P9)1cXl9cR42^<z-%v^BG9AcRJ
zn>o&}RAJvMVWSLGPY~zoO75Ms+#b)GEQ9kbo>ZkBsZLSeWcc@d-7~|Fy7Bv)*W}mi
z6@%wfLqD(0`;K@3h7%m-TRbTdr1n!EUexTqAI(kfGO3J$aBxj>gy_DyouXI4T?2|j
zWS!s@_Oip<U3cWpS+Yi}L~XFK)*LFfS71|$=ozj{jVU*KaZX=!E##^n^Wddp?XixR
z;=R1*uP*DB$UgH8KeCan^E<XT?c@c{PVsbZn~B`a$l=2F2JfD#(otPFuQB1BQpn#F
zGy?gXP%!|(2@h@;PXt*cOgqR1SzNop2<I(ocJHkKv$Gi|pVY#VW?a~m!!d=H(BGU7
z9QD;KLT<N?>}~e~_i|zPx%7wE#?=N~ODBI&*eOysBiQNC44%o8JikS&k<I!Nax3qX
zIF>Q|*D60mjrHS;(SE=pp82O8`pI031yoB;cF5}kgi9jJ2EX3`VB*WVSI>bLMFggP
z?)H0L19U#WEuv%ZCxV`BrT@Qjw|6PM$(=qgF6I>Hv3|S-BH=i<drIe%ix#n~&&;Ol
ze=>Fwdp<pQ@j0a5jOo!6bDC6!jS=b^B@*C8A>k`qcD8_DLQ#84vb|25DGtOrz2J9P
z?*8Xt1HVQz>d^1V!1G6hk?1L`mh<Y&GS8J|80qVodNeXagPt(4#B0^ngpCpzF&o?J
zX^YRG<}8^C>KLDqpBxjjwxqtIja3rM=skhyRN%LXvLPgb@<h2jl~?~_GI_7kPwA{p
z(Mb-j+Cs`)Y@Xwdn)I>~0(3fjUT2^h+Jp0x=zUo0jB;9{W)cF)v|=zeUMOEeWIN3Q
zdTh-A=a=I_9QNWSxGRE|RJVvisH*_3qe(XXG-u21GtKo+zVRben{sM?-!7ki9Le(y
z=}bNvJ{!I$L3dx|J}i1@ClDvmy`5GQRs9AWKQTi_kqX1s(AL1=YEh<=QEKVnSvC~`
zp}NqA#v1&^$muA6?r4fpn~oQ^;n}9rbBll^R<cC?4rDE~3a6E}h`EMp28y@2%aJl7
zpJ!G}C;m%gKJxn?8uL6PUlef*NC=l;0nvxY_Pl16G^CCElbj$+PZLrDHYMR)Mcn<g
zT*vhflRkz#AP`y<rtSgtcggrrt%)Sa?;T}HurPuV@DlmSF|#|m&-RK;b2&5xy{c6o
z_z0vNa~;oGjeO`^2gG6)kjEMvd~0Uzq-4#KO~M6Ix>_G6hHXt{V3$~TSKYy?pTAzF
zfA@m?jma9zBj8B#k`+Iiyp;|u@RXHm3+<sDz>Z^ydy>L#n=lp>nW>gf^Iskpm-95~
z$JK%aYTx`S{9l8+o$@b{J?y9y-E?L}@yzH_0oOS9@WngaXw1@IDx)+>_z_@?KsN9K
zNIDvuk}$4RLJNG}ssX%#r9*3oLK$F$M}2-HLvidIibkNE{+XauQf09v%v#v6s~d(%
z^Q|8@?C*obW@d5|-L9pJmTK7CTk2Kz6zd#69e`+7`TM3aAwd~Wf0(0c%>$n?D&GZ2
z3hlNtG~($X)7Z0c?542|Y`l07t+)%%N=P_rQa7rS`NQ4I`I(yJ6c1wD=x(Ev#2C4U
znzUeCk?kY&6q!5Kpl%GX${LzBf_Bn^2oPwID_Xvt`2MJh!u*3PEViRa5WU--p)B<9
z&j6DAv?W3;hmNA7r#qfTxUl!67i45K^1lHgxqJUq6yfTip#SUuW$u3f0S7qa9PYzd
zGr}uhT{F>#@+35gRkOCzaSBXao-*g9JZ_=h_BqS?q&k*ymv-n0g;53&TzIfCY-!5M
z<h3<;H}?J*X)G1nulzJ~vgs`pEu{o}F1trN+G8EAWt-M42!kHeLmnZhLu;Vz0guI$
zGP=^8A^jpr6t&xq52AZ%;DWSdy^-GjZ-G6Si0J7?hAB~(Bm$9H;Bbk^#((q+mjv@P
za}kW!tyDd-AIMUF4F|a~Eg);$JlanHwanKJ59o@kq!gi9_si^b6d@tcCy%`Q(s`}z
z_9sBFl_St7ggSuS9)N1S|9d%xs1m(r_xEop%}1Ky&NwcbAA#n0uSuR0Njo9py<YXS
zbd^O!y3wPHq=}LpKze~0q>#_OK{mh=DjRtmBo~=~W0YOW{VTbJ!Ex)}i}UK0>bHZ#
zJ@BXe@ajrzC%tU1+^_?L7`@4I9T)aKFBLJRPhsl03E7{=7_(&-!g0<j;N*IEWHKba
zGTuYKLcNH+82I>T$oKLs^0)cH8*#bboAfLbg#=r?^f=loTrK|%U?_R3P*e)#(iK_E
zHR<4yjK~=oR)!WG@LN!#V`%@F%yl})K_6yWlM9r_Q4<Oz_!im{`nopi29`EtMS$c_
z{zcO0ZBUmY;iJyKHX9SDqxRHk0<fgi1+OYEtP9bTRO@Unxz`C|E?bc%1k~3L&hcwj
zf%^nI=wm3DHcnM!Z|Fi9#_)Eq=#z`YG~u%AcYgldWdwmdUb0_OMO8l-|4{srDyhm|
zg5f)UJ@$m+0d9x;vuji!X2-Fb1#TKT2$5lix>P1gRBvhM{d6+rTdFOB{ygd>b>-Vs
z4NS(gk^C^P#Qcl;#2>!{8-&RQ9^J0>gzN=06XRPN$XXdHRII{J$(76g1eY)t>)BE(
z!k|RV9Adhu%M9*@s3wOOLbo_bmWWO+d42q}<a%=Q(aD@D%q9lB9<ycXN$}^_SW9Q>
zS!r903$dxAZCsun#)j!cR{|z5-;Ha3t6BGYyYH;KfZJfgicu|$=^HDEH%I4)O!7D*
zh!$D6g?mkI{Q?dLnYZle&qOp_O(=VKq0PNQyUa-1!=9DM%cA}^=5?hy<8{@sX!=L~
zumZ{473-VRp9F^%C!)D)qR9RxO0WC-K(;5%PNr+TiBdLb4pkhx{4c8BIxMR1iyNi8
zOL7=sNa>Q4kQiDC1;LRR5NQMy5NQcPVnFE>P^3$`k?s@_=~iiJxO@2i?!E8(FVDks
z&e^l~T5GTM38pd#&(aaFMJd?%3K$P|ra$kE9u41G#%l=Gwrb*TU_DF<_whZ<uZe1m
z^omiz?{Oz_5`uMChT%+8jlO&RifdQPP}0^=!A|Pym`w?D?p^1~KYNcaLyp|H=YzKW
z+e9SpD?V-^T=UrqiMqwj`mx<*e^GuZTLh8><bv`egpAm!{$yVo(xl_Bx&07^L^<rx
z&<P><!ECL<_qy}GZ?481WA4YjdPU)6k1y-t9wl?H=XyMhqm0ODLT11jNal;dz`Fxm
zueHZh)OBW`v{Kv%z13Qx4^hIZI;GGzZhUM#eR^=EDaY6@I>|v?JfG+r+9u+G_OU~Y
z_$5$T0T~-Rj7I1AyN#W!!U^=N%okV(cOIm7lAie-V&l2}%6i&Ti*FA?Xs=qz-}68(
z7ZmTV7aQGxL}I@`!+ADK$vKD5uha9{h8QRTyC{?LW7l~yqVTZZrM?L3!Q`@sA{&yy
z#s45?wr>XLXSU`_K0BqgiLiiGaj`M`4kh4b({0Jbw1{A$`;}7brMBM<mG{1!kuXZk
z*I|a)5k#xj=Tk*vG{4=$kyQ%yABr4G_+$2~I$Ey5JoxBNn9Z)BjC>@;JE!PRj%fof
z7fW{=4`nr(FPv(M`)ecSr&8;InAF#Oq}0$8g<wnA67MP{9Z+QvdS=Kg<mYp80-a@p
zytjDsC)sG?rLX^dr&mRui?#sIRN$2y0~p#sJc>>|$o#>iE+47j8{i#7k?Z6lv;kQ9
zTdXcki<s0`%2JCz+r2-xXmcmM3u!gRc$0T3h-$=hmH$-aIb#AW1^NL1MkuXi?JbTH
zMXUw+b5fLl<s#jO8ifV<l>TjCAX`C_{BxEMFYVh(Ym%M9MOC8{iQ`=5g4%>+v6317
z1~Ct_0X}XHajJ{di0dfB4&9Xv(Xsg~FU{VsNOimti+bBz#L5}>?@@$1p$1mMFCYBE
zbb}aBe%r#y82QJP8Q1b`2v_Etqkyb)hTWw=c9JP`@~+Xk<nCkdJ;kLHmf3HkJ3NwV
z#)$`XEHZ;nQmaqwWnUfd%$Fz+QM7#&{Fy7))(^y_ax5+x%Xda@7cGs@Bb<#(l4tHR
zq_$CB$BhSh73Lw8MSo9Ms9(Mu`>Z!*kHQbS*MIw81i-2GF1Cm2{o~v?U=p{@JR=B`
z_<1Y!SniNxkBGIo<-DbAjFyjhH*I02-F0v7#MR+|rBn8AtJxU%ukBoFm3?L4r3t5)
zjG4?NhI31Oc1d4qjjlzEM0;#bw}KVJ8?q`~kru98O<mskeG6`v>F@5(ol=vPP2HJE
zmu6dsrz$n=8k;pHsi$X2`i&ZQ+GOY}LWk>6TIg>M{|^X*bXoKK^h1t-p&bZCVv1R@
zJ5^%W*;;4q<UA~Sk!zX6;;oXfWh0@hM@XZZ7;`h?Px2W{T8q~&#;maUzD>d|Me>rx
z$NMk-I?YsSc$r)smH2H+<m0+Q#pJ{Gf~sB>e&l*@-&-(SQvOb@+M=H8y<Im*rXIw<
zTAjn^8Je9Nuys&!K#fKq&hZZA0%yySiLo&cx~N5@NbO2Nea54uKW=cxu+?T}E+C%<
zzUELipcLH1o3&y(lt{t=YO-<}C#ffp{-e+#rUJbqqM6n=6Lfpj5x~S!<1I^l_zKu^
zl(7~h&q*WvI~uXp<In5Rc)VPvpqYmvwj>9Pd(tBKqyOs0w#G|xXJDH_So&5tgj@kB
zN-liqu<Rg7?7whj%I&?ngw~hYnR%?eqR<MPh=wyeUnXUmMeD%(C+j5%Uz&|Oz5AQn
zU;cos!t@_d3sapq{cKj{!YA6qTgQ+Y5x7HEK~xX7X?Q<)8r2yY7OVuXds@vfNa(OL
zk&;N_wm$d)v^KVL#{>BbeZ6%=Tepn*a#bt5Uz}_%&nKz!tBE?yvp0W3Yphn&un={b
z?*evWK80bk+&X&nVpwQAl2BU)<P;1v%BV2c6DZX;Ou^WR6RqL)Rm`?!TlkJKzDO#s
z{u`YINZ4JvdE%(IzLR>x&r*ElD0i<?88S&nK;+_K7j<AOs=0;Fkg8|H&$4M&gjm+D
zebq%(01al_=DYj(kHqIJ(n{4)EgoE$s1kb;{@Pm)xoSnPXTz9_LduuIdc+#)4K|S-
z;ZeE_Z1fw7BhuWm7@b!&w!5$)>4nZXL$QTU(xHM!Tpzyd9Gn~*{j9G)yIQbrQ;ldQ
zFfp88-`kNjVvw?0{L90pzx&2UHV?bA)+F}@r*!Gx#|5PoNqd6q&!Ze0_cR$}H#vi8
z$!Qk6bf>(Chca0aAB}?><GbFiYUO5H-}5>@&3YJ1-&gunDWdKHv9N&@9{B|VVEsq6
zdMW^)di7L@mv_XT3cJT^YdoI=ZG45GW;kS(s)k<lxAPo&4L0E(Kt)(b{io*0$p=o8
z^3QpG3H|+(FLn1WQ?aa%!p3WZJ#!`)2c#89A&*Ou_|2&tC<kVObNVsn;c*QQe8Ia#
zI>L=_M#9zgIAW!<p4(KFjU+?l;XX6{OwI06ah(xLP?-a|xEHuiT(ukD<#4}x15y#7
z`t`S>FM?zBdBloHd(ZngAGCyFkQzSYkPgOdc2E~7>3MS0F9Ow{^g--2?F3C?J{fpF
z<;o(DrilhAQ?=H7I-Yd~QI#A#Ty%|u5jh^PeDdN;dud6Aw7(QIAWt{8YBKnWON=LA
zA+TEJ-ZL=Tl$q6VyyQ|Kb!hja`ArI*HBLQ4;-{zgSi7!n8&`r>iS^tO@lS4%Xwv3m
zG`L`@b7*7alaW3x(?-3k;9`R^YpB&Cgdtx~y$$-z7WOxPkU}dp&h~a3x#aFu9OYA|
z-K1fgx?=f;SIoDkty-|3_k~mR5fcW&*xM;a84WSRU*i?qAK!y8O%3qIT2u&Cyi+!)
z<G5L+#3!N#)taNKJUFnmnTd|n#-(Dyf$4TLh2PP&eoii8fu1Vs41a>vyS8ZF{eZBK
z^bfSiG=w<n9|a5FYCR6$nKH-mlC;Dl-SFAF-|huzoo#Z=s^%|@?fB#+fO;hQ(cjR-
z`1Px)9UghK7RifAlV|xcjfRwy`Vit<{c#7g83L?-Al9^R_ZVlSo8MTO0PKv$BA7lI
zk|8vf&^jtxKac8*Ih5}M1i;5qsW$+7m8<riaUXcLr8c}`R0@90b>>=l;El-QTG{ct
zeto2HruNymqj5@a?<2uR#hw=m_s!kA5tNggp7-BvGc`xBPDusdm7A8d^kP$rQ9%yh
zdmO|Cb-hX~E1No?d*FBLpZpLX(Q=v7<=`X7*h4B?%>43@mz(_9^&W?u_B=C6bovLu
zBrM#cQFj1`doIQWGZVY(8WEh$$|4v}mM(5pin&|A(3$KwFMF4KFyA%^FPNgez)7|`
z4UgQa62<H}kS5;sZO}&Q>YAS?El-~1=gV2gTnPJ#4!xFFf65*8cQWgJ+^@S*Y5Z@m
zr<dT-cIJ`VKhcD?l@8Vp6bs~Tt7JFo;(Fu&toc?dlJ%C)umXE;r!#tf*fTUFWRToS
zEafchN7*)XXipInPQ-qQiRK+&%i<y_{t|kU({sbHJE>2ic1?EWbGO;Vqav)%I1LvY
zqr_v5mp~AwiiLh*E81ud!Wv{vZ7x%OIClYH&>t%fm`qeH<R)vLV^7d&2nEo_e7PMa
z{a&l{Ulo}RwZyoRN<B}W82|+3KPpKldMc(&nZ_%K#X;k0;X?62Ix?oq*?+z}`g4O4
zW(Hvfe#UK-i@5m}uX4HLdZmabUD{I1bKR0pVgY3R5uU+S{RIhSUZn)#TB~y3LFM{3
zFTTrzvm)p9qV)dsl`HpK)?jnr<*%SpomDnW_E3{cw&swUbK@TQ`~6mGksKcE#9R?k
z`@(u&#UD`MPgOpwZGc*#|Ao#*Ut|L1@d#j&X#zC65AT8d;l=|_zN@`xzb{QxUCP(t
z%gD3z7+XV<U(KgYyGf&$EqLq1O$r>Hml)(s*#o)%&?`h8t3>kL=#3Xf%Tee7!MZa$
z$O}r4AB{ixNE+$?6&dFTI=#<{QzU|ishcq?)LVpkKvN2{o>WGs%%1Em^U`3GI1TP9
zFR2l;B?)-aM(GM?-1$Y})J)Pf;QUjuIqonhm^pFh!&fFxV@<FA#JfhIXUX}rQ8Fuj
zqrxO3JEXT?^sJ%C-uvSWUiR2pzRLL<LA$&t^+58!770&YCL#7SOr2^~y>inmv5&R*
zKSg)8KRSH2@j2~y6z%RFW2@kg{{nDgwxpy&yoOUWcBMr;qq?jT!-b9Rti9pZFXmvp
zK@fMmYc04%g`=Z_Cy*mChDEhbF=*u`&!zeKK(_nZA<>C86hU&HO^Wix;)d>3QbF1b
z!_}=6()Ia|qFB44KYxOGn8%a?tfWVUSP)8hnI>xQ?x`vjZ$I|8w4r>-@vDwKF~V}$
zkGCJ`UhRe|Y)D*DhUh~K^0Z@?5RR)q7B#GKG6tX|@BM=lD6z?2b$>NQ%8+*P{vA<f
zNx)$pf1yG;VYoMLpqKyq>#kZhxfoV=m>QFM6!U{sCA7z8BbO^6Hog&s{aZ_Mez?On
zc8qhlSflQR`9`5hsKL+Y*(Q;JN6-$x(GrvOu%&$W?$*r@3*})eN}`FW`Q<9OET{R8
z5jYFIi%h#S%tr=(*)%ziZ1gYNLJ04FU?zDbx(%IlHWfXilITL=+#;bGHsNN3P}1}-
zV1f<K8LNAXfhv}SZ~C-lk1;BAIj`d1GZ+N;^*#pxo1Gobja<3T_bi;)=auC|jqni6
z5JC$HtkFLK!QJj5O*0PWJ8t898l_%<^=C+V?RR}X@2#_+nV~#ytt?RRu!s+UkBlrQ
z?7NTqlf<llHF$aRO2_2jYE<n?i!Ii=QEw|jn-mV_EM`^CeHAov*Z;KyV2=Xr=td+r
zL<mNZ9Y&%Ix6i|Yong!2?AdF-1oK&qlH2u<zh~WQZ?X-_$xtMOBTZGanP#DqMlV$#
z$lAYrNJSFUvlB=xIIOjZohIP)Bd=ZO<*vV*$AapgqV*SFNxIsr7-)){ue=#Vkzt5^
zd=lNj$Gui7VOgR%H7$I9*^?Z7IfAoI`7Kk7v8W_-YCd?g!hS%J;?uPS8=oj<Y#Xdk
zw*QF=g3DsK6f)pFZnh6v#QPLTD;_3yD9Ly4ulA|)Q=)Wt-$31`CO_k|X-|X@N^5@z
z19?Sn;uTedC#bE$*hR<KiV*Viz5#BX(J@A7c*O^|nH5v;W%iS24ik793IUWchs6}Z
zT!J;OO=gpy6Wnd5)ZU6N=RGI@f)m5vst)UOLX-7^?&oC&kxi07FMPL1N~9asza30F
z-y6**7Lw9qm6n1=IswMKH?P-%juLwsl&ZvEoY4K}FE#o}S%Jp{1!M94%)V8=>aZ`+
zX%abizl&woqvRi%&M&+f*f4~p-iAd^I=3E#c*QE5jYJ<NcPk3RZacIB*K(MEY1PNR
zcS4V@pHcZdb<#@@7guVIo)V+Yv%@~lGJL0wJ;+MXW81L}HY`mnbUJ1dO|;i;P9<u8
z6>7za)hQ-ba!Fv~5p*1UZ1Z{u!JjmwisBH)5*<6J*N??Z>sSNC$avIrMUK+k%;+~0
zj#^(A^3&C}*z)a~Qic5%(*5cG3hguLAVJj2fuV=93Gwk?E`xAnrVI(y@71jle!9f-
zu)}+iz6-!U+<*_0&;@y|U7`_{nXtdh*k-3}<QVSifVW3)Z%W%HV^ibH4cjO*t=6?x
ze2;gQYfR|U;NOHv?uNFF6aA*P<m`8zlIp#cj|Pu#N$dgI(-6Ep<UO+guvXM=#_aj<
zm)OS%yu)4hgqO}mmzaWn8y=nan75IQEfP9T6{j)FdEOUN<wAg6{WVNmGN)>eoOtEq
zKt&NmQh~&AnLgZnkR^30Sc)*x-(eCaRKdV?z_|5Fd9)R9nRtnv>mKL|J=L`#X@HXz
zrZ`?YvNL?kkj^ZaVI`y;MsT(Iw-Tt6aOunY!yn~YGIM`{<^z`$iB-T^n6yW6fHQ1J
zl?D;W<{AlCmuo9+lr4)Yi_>uDdOxz`AN&>~@7)b_L_a0yV(gg*lb!K$yu6^G<(c=d
zjs3#HK-eGD;nS^R+_dyiy26{(q~T@UZ>fuX(Tix0>R-uMyWU~W{of_u_{Ovu&MmxI
zlvhhB*yM(12O(w3;2og0<71B_e4Zxk8mMjT^1<lh)WY`l?~{`=SFt=LKgw~p6y!%m
z0=SUGUvnPMD9q?GYb)=BX&cM=!Q5|NPTxC3XMd1%4H>?#H^biBDl$#wSU&UkF!fiU
z><WS)J&&$G^m#s(?WMM~kk&@&H^xw&W0yNwoZqJHIIoi(vTIz)gxs@Le0&XB&D*&v
z1owE!jXIaJZ6-w_iG3TK%oE0yfAl`?C3gOPX@N6_Nzr=-5PAtz?>9b0PW3yZ=`5=Q
zW>t0{5C)7$OV!OnH14q^oHXwv34@H`pirH$@4w$oap3wtnKpG~$smWcoyp5uI4>}*
zE<P(faSEcz+rn!W^L^Fa=b?gaEq8ygojBZ+P3gWWO!57m=e@_kVZy2Qa4Vv4X^6aj
z<!kX4JtDwd+o+qb2ZF^01(T?oo)?+T`z#8Xjx4un0gAo43Z6R06u9JT^H_ewie4ih
zRZ=L#8?GyRWLW!pO>uiC=F6PKGSP(Kj2`}mVVZ?jlDBdwg(y-`EjtCdPHyD~`_Pu!
z1q~@uvjm<ZqV|*gjqy?zJgb<+x05*M>ct=6UcX;x_fcOD68oG~8$%H>c*J$DV0Kt=
zrppyxqu7j7!hQxrYC8gW-`3~R35CYfwUn)Z!QI97qChgYAF&%<#6UX+MJHg|JG?j6
zN1$F!3c2$nx!N}Wp9b#W6(q?#_UC|Bq77H;>ky2VdqM7jIO@Cb*K7~K!6*-lypwYT
zG}%AWIi{F=&tL`91_KWgAz|bPPfiM~{r#plD~q@sg+Vj6AxbfO%1tkKJnR^<M`}rN
zat%DyM46jw^n@;>;C%iyeFaZV)0;g|M|a?p!%m3CWM10X8eR?>0v3muwvRDsM}=Dx
zNac)!B{JNue~I{!mqGE46StqfIr_l(gEOU9795$>|Ek>89#G{PtD0wr`~!=?-HLxn
ziRYvCQ;K@Q{1+Pz454>tmme5HX#!*Q{Hauoo#RNc!5Cm4x-IeYZ^MDE^yMMZi!sMz
zW86;zYb9o%|Ft&xTJ+_;yJDSp9qtMC#7Vj1{E(cY0rdq`F(xW9_a1{Bdc9TkQky+Z
z;QXNpuDNK4<jBiH6|ovg*QQKX!rqz?oD@ZZ?kGpozQNhgkMXNx`vvIVS5t1M&DJ)e
zVoADoeti4jtKQ)(947sz(!jc_cRWnp%J#a_Ku@D5lhDy-W|^K;Zckm5r+?is_R&+X
zi9K_i^?xZ$>%9tojVhPlMJL<0qyLo3qm185Q;RrF^3YP~{nNNZAB<BKA4=-!Ht0NW
ze0N5^mk)1QqSEb(oT;}B_iFq%M}DhZ$36-JU%A|Vs@R*i@#6P0g*c#l*vs<jXVz4z
zIndn~1@=gdhKwYY+}epej<c^&=d82VwC_ep&MQwXxF^&Km0pVvPkqV=b?JDuO=9r<
z%zc1cn}!4D=lVUFmV4Nq&l^#ZH|vB|!d8^83G{3O$j-=8r$|gV_b3Q3!y{4jKW1>0
zU}6Vs1EO-VgVyWbLReH?C6DU!z>4VIRM3U_DQh49k$vuUNyR(b`m%f$U?7#JoS28z
zzpiTQ>ALfG3zKxv(Tw#Z0-tmD8wXN0W$n_k^k<$9(<#ujI7~hvc)=SD=YLXXI8*%`
zy3;82laHv8@t^a2UONAi7ZpxPID{m-kqIN7?G0Qln_!yNsa$b=v96$HVUa~uk8Umi
zmoRF!OteqLW66aI_l+MK#q^Scd}PaIeW6hw{;|k-pZSu|OQr1m@M-?rDn1irOTG_f
z+L1L_qEvLanQ=J7mO);<6^l@QY{fZha=wD)LH=qs%s!%MmMP+cBEA)4NFhpvAlSd-
z?a{QAR*_}P^S?OKy3SVRSX93len*dD09Bm$r6o&RZ+|AD@@X~(OuSi7&5!+Y17^s7
z{hOl8?}&@$UxQ*PMPhE&ECnw0)@nFI>h&T(VZFDv^rLT8L~aas5dFe$j8}&}EHq}r
z71;Vp1(9?GT^81VPs@Dronn!UBv&KX^m<ez*H%v&+RU%7E&=G7_9@XRckkimn9;S>
znuSIBPtZY_xW*v&>-}(>n=|5(DXs<k%RkpYi)SJ~D0b52F%m}Nmpa}Tv4lbvf8PP#
zWCoW!SKgc^AYRmkMbeHk-j0o;jM0LmK7S*RQq{~1^6fYjN|JjD_XPjAUy`zB@>UUc
z&yv|p+lDOXDFp6rPVuh!big^@rGpgvmK+XeFeeU|3@?$6Gjv3;N{p}Xb&7MP?@qob
zGkKQ|Yy{J(jbK%=%kDK1%R^!F*;0!jL@&bo_^&|q&leGhchR7j2<reYrn#!Vj?x#0
z<^}Lb<PXSs5u(bhT16B$nB<HpjGn{B<>{W4%d6%0cY14Fmk;%AjGKKMzv70U!y00N
z5n}9{^M5`4CKb6}eUkfQMMIC@qECHFm8}3U;+Wi7dObXpvcouEA*L-s^@Hvlmok;x
z(@)9s2O&AKA^ZpG2=tmF;1s+$5)awaRB&?y0>}nwQ_sPn=%I*|j#;OJ#Vd{SGJYBe
zP^l?!OB>Mb4{#`&f8f506hLHoovtQi&?FOBb<<`^uWTv3=nJ;oewA)_KJw%4)(JxC
z^E>Vr1P^+-7Ht)?Srp1Y;IYu$E&-S4I>}{Dl3Y3VfS6SoiQ7FlEnU@{mhK=5^m!)*
zV%!6-a4m6;apVeLaJB5!@3hL_R#13~cAanJ5>phm+>KNc?|nnUB&j{<G-~*F=36@-
z#{0RlQ(h0hI}e*(skdKB)}MRMO5wE}+ci0pWG-*6v-OugrD%QT?-{x3sB<e3ds8=)
zhB)#qdIf~T;HGf<LKT^C0=Ov_%W|$wH=hQ&wm@3UeG|UoFVw|+j@qixdf9Sr+YmpZ
zZEf-AkDk1Akb$kTu*_R79P4kyIzCsLw70vj<;CaE(wN$J*2ItRVSHXZ?vVWJP%qi;
zdYe_jx9~pWGXeuifFpkA^9tAo3R&L)clVreVAgkaHr2c(@ryu<mz;@$m1k+L)R%Pn
zc;myv5nGZHt9p-DB@?gX-2I!rCt-ALT5EeWS9okc^oZ^euZh+HD#bFd{uVaGJR*ni
zQ<s<`Y5h8f*PXBaT<Q0%(;o3u>A>#Ieo~9xV+IG}!setX5O0vl>|BYcNR{p(((3&!
z1#qb#VIQR%WfX{wawJ=+eJfBj%jm{6-0Ia9W3<E_KoJ993y6%Bq%<c%sC>2+4jkbn
zD|;_yHbKyD8`wb~b*(_$Fd?{~;y{~B&vUdf-g)+h$?dxM?+RSEedjsim>p^{=l4U-
z5+1#Izv77$V~im|(4^TS=sbS_1>^>&b8voqD0ONxJ^eDX+81*$Jz9+>e`-M+ZTz(U
zp@fNF^KsiK%vIR<p2GWp6iVTfMp2QldO*6I@SwyI79w_|$pEm_(?zc*g-b#xohIM1
zI`SU~x7pe>!5GyDy8QVTt;DaSW{*z(P|YcPz|oPz8V~4@oAPWu!Chv)(D?{{eskr=
zO5pd`6$=zi4s!=zemeBOFQ>RGkRo16gkhy7EHkiXA`aoRLUeExS|j9-?gncA2wpoW
zvqB!_^cBv(f{D4A&ZQ#{&QqEZxUeV%-$VFil<opeR1XPX8^PU!SPu0={eNhv)b_<^
zxOpjMo<0O)UC8&*XQ-0E_|^np&tS%}5GSO}3``llY{$GCIro?jg$Ss{^v*3#Sey0o
z@STCrfc~n}(oz5CWU-+_!RC{>j3TUI8)E0DC4aHMO{IoN7Ch9t%3^>hTkf)m_e;}>
zKX3tFj6Idl#}4&<PFCOISWw1>7>B$63?V73A%k)`mZ)oH-V0;JQC1ARXi#&#rFh)u
z^7EpT^iY;iVUI{h?o#vZ@Na}6j~+kEv&%t_B+4)+Ou`|KwTh){PaIfO^f9JO-1qf%
zbEZXjEsU8I$e+YKz1(`_&3g`-YFD4i6#&NO(p$$pM)5N+jq~PZHaCwrm?2fBD=;jE
z%1YAS-V19s{#9ok_bc!Ow<Bv0>yw{rNFE;PxJAd$cBqI?2LZ21Lnj}WW5}+N5L=<G
z+mBt!GoJ9Ec`<#MR$j{~oyr~ofZ`RmZBk=eku`(8tj#X^ke#J^03pry)xVN+n5{zy
ziv#+g+eg{;Q2_zG>iy2^02$xnSi7ug_U7>4_4Xf+WTTN>zkk${S&q~SLNLRZ?<myA
z)=eh|JfXn%*u=^*D>btOwm&a=c|UvB#fB8chf)f};>AYG?T5t+`6ct$e~Sa-a+KUj
zlOv%ER5Va3^OeE<`xHDtU4=ze{`|3O=B&0dizl07iR_=Y^n|b9;xLbiFPfCjp6Ia0
zXa4FVW0ryf^x1^g-ty;LRKcn$ouEFETn?ygw9x`TP6m#eBEX}q>sNSJ1(%m`SxG^n
zB9^IT!-;fY!>8ukSlh>tp5a9Xy-y;+oU*ta-}d;Rt{3~Oy{io_;);qb#7XuJKWiS4
zCO2Q~Yc+C-TJWw~5I?C3u&0~ix<YjX`1^14s$elUqsg&3pzY$#d*A~gp<8T22G{3z
z3Mkwe&#tf9J58UuG0rHb*vc~OGT}duVjH|;cC2&|CUXj!6LHDTI{?}MUR_NyXY930
z*1lA-HPY&P6$a(z&%s2{_GHV43S&`a_P4Y|%$UAa1oeUG8&hEvQ7}vOaN*<Ja-Rmr
z*rV6gNwS1g{jfpT;)q9zOK)PR8;&MT?RH}$;^X5ziROs4K>d_e(4mluP@``3*C(8&
zxQfzF;<==v5&Sdzi0<+Pvw&VaWS<40<(XNebp}(&U}%;d41)UO(|Rf>@lH{a62J+1
zRQ6_x3EQCT9Gs&ffg{g#l{O`xVX-LdD`n!qYD%@9nShp80sZdm$Ed#ow-7GrcSZM@
zf=eOBcV^G#>PZpm?qPp()Va354*awnvmvl>91+)R=D>2XQdgTa1M(k&;YlpQAi-I_
zEk<>;95amLNcje-$aDvu0ZzcSL=tZJqcenbKOde&;sL$hWtSE{nSmo0c7u-;ejvu6
zf}A)J>W(-gfrY&1ZYJVgh9S834Xc85?at0Xy%A$bErodsFnjPznW~j%cSy>Ju$oE!
z-1%Z)z!IGk^7n~Q40pnJ-E3;TT3Y&VM_U1g8tzfe<oohpaKn>hY6*&u!Tec`be+VT
zm%IclCDRE+N11BbT0AR%dJq&+)(b5G-n<nHGljs5(};u}NqgD!rwShO4b|9;pa0J)
zv4caAiUl^N5rTfNnE(5|2w(pGk>x~}PZewXXf85}H8h7z$XX7Hvu9dUQLI+siIY<l
zsa`Awu8y>V=>_J)XtB^Ri!e`smuT|l^%QoOkOt*%a9$e+d6vIN?Z(LW)FUMIz=>+t
zflS|5eBURU1Ws3fd?(gt`A5y*l>y&SnCn;&9vn8aY0r*!ci-$t^>WC9A((sIzj-l-
zP8=B+3y!`bR#^R6mHk&?gA`%-I0Yo)B`?H)yv@(s-S+t<OJwc#OU4Mg^mkK@MBNY;
zQ(T#8MXn#9UIW&7kA+sbfB`}b=%{byj^fnD<KKHkjXi(s3^Q!U>_D^=>+MB~q$6Wk
ze>)H;i7V*Rt$5ew`FqQCsvDKt=UxzQF_@rj)v#<)zb0a2j`mjLb=3z^Scx_^mTJ>e
zf@_#<6IzNz1-)2lYa=!U7ww7)%j?_kX7Z(@NlbOf;a?4EEpbnqL)T3G;tZLhBD70A
zSyx^oyjE$Am_(+Os3=Y0#`m?nz{=hI31Sakj8E`VJ^yl7^s#km2LJi-PC^6MKw-8p
z<Q|jlZHC<#wlQ*6SF+Hf<awYaxMdZ``2hi^P@!btjg5L_g~fs*!xDg!5>(3;cuOP=
zuge)7&U4X$j*)tr`tKo!g3V{$3k9p{R_DfkDd25nS9<#ul*kz8eb0;PEY`d|`<kyW
zou7lA)qZy!p(QVQNU<7z8wIvg@F&Y*(nZ^bNSgN}=yvA{`lbsi*G-9}PbLR$E9vUK
z&uBx??e_P`7U`hjHSP2}p5#)|?Tkw3DJw4@ADFjd3c>h|K)aqR1s+Q14woT#>yPtg
z%yUfVj)pJd-g9stwISz6h2DycNvqcTaOck82fr)ta5Ro7L;g$34B70w)DGUHS3gB}
z+rvMRz5Bn`n2Okij6#-;3iNsN`CX<-@TPdGQQK(j1u66Hl*X_oSl0<MylJiu@*u~M
zJgz}-9i<GbZLTO0h%Kvds(g1(DCEtEn&<*^FS3o%Y+Wj&{eCeARahc$nJGhPMj5`o
z8Nii?yC*7!<^&BBz`5y9vVD!fO>wl$(LNvCEt7ABHUrcM3LtHed)aT9q4>emVxRjC
zuiie)O5jUz{r*<eehYR<7M3Dn)!7YTXGi)@*yJ$%!FG=41p4R|_Kn^XO&&J%3>O|A
zngEdoJ9?z^J=2lCjbex`$x52r(z3|!6o-$`&77q^i((F1sW1ieE`KG}W@&X^oT5RY
z-|@Z*z$XBh4f-vU?-RkP1n;|*DmBWKKQFHCxYNTJ6{Ig*`*?ep*nYC`!L)G?p|G*r
z;8cJo&~D8`^zzq2>fT{W$cdalHmtP;&_MHXAR~lEmp5{Gn){o5)@8{DiezT)BdX<q
zPI&oF0g9v{=N46!3{$^{K%_fMbB`{9GqJBiMTO*nYCLWk`w5W4MlTCfk+g4o89@I?
z^ypBEA4)8;rG(nqoG3`>9V8O=Bv6)mDi~5c(-28-D2A!)op|?+cP1_g4lFMR?F2gm
z^b5*)rwShF(FvOI_+4&4J$e`(*E19SX68Nx28KwyhKiEm$uHNzXMJ8|(UNP*XR0y{
zG5+kRm>>5QQI&hZG)x0=IkSIJlusFJd+U$Fq2hE7PmcKRpryHP6Mk0qu7mk7MX)}k
zmIi#kn4AKA!*W9hbjFi`mvM}^X$L5h_JHo;QL;HE=5u2}t`xT$hyQInMsPO85ZD6h
zBU(smOJE5*gJp`jxY3<@@&(I?q9J~H*_mqHe=o9uei1B6Lh{8YV#Pch7;$Cw&&Uk_
z=*xNIW9I^?^bJldQ2Pi16Y>v$lwwK>5jE-Mn7#LijVuX+J5ezPO&}J+CI0M>(|k5j
zk^|m|@Arkm^=UL8Vm|90zBPc?etx|EL3_eCxJ#ail`c!1WJ~Ex<9|=@MnApc)ehqM
z8{MYJ?KurZeRWPGePmbZb&b~0qd!?smeMe>@xHX);w8nCBX~A|<c)S9dGh_4YiM4Z
zeXz&$p>zeV8MYEX?gCxR0<fUg2Z)?Ft~VJ{f2x}=i}uypZcD%Z=imhf-bc4%TO|_y
zmNQVir--%?0C_s>6euEXa{9qRMRZ?<$}$uSg$xGHrTS=UhIFHkbP{M{GlP`ON5KI)
z+9JE`Ro88&Zbq+RchUaxzS#O7E!so!m7Z|nkxtXp5n0%F2scJ9Vp(GVCJ&o>G-Sd)
zFhEC<5vZ?y30?sZsiS1-De5(K%XB2*!>s@)=txOC-Z~6omvdl&7xi|Vy?<3EJ0L8o
zPq1EF=u};%@n)-(gEflW2O=$+8XDo^g{G!663+Z?cu!!>W>Weui;}q1AvH>O&yT2%
zZuJ@aT`oZE>hV16d#c1r9-PN@v?zY{y9Pl@suerDVo;{Q&}Pz|a&6csB_Wp3r46l(
zj0AW>Z(e#8>KF`ieu`1Mh+@Ughe)UI7i*@@ja7zuPN@}}+K}LF%qg`PYC6uo0Bn52
za9FbjD8|65=`(`EOdnH;srN4Bj{JGe>W8m8(^;9h==l#nm<?SllKTz6jzOZOM8TZd
z5<f^b)en6sMZ|fx(bv5@?!}RsCR`)Wrk5+1#D5E>T2LR_9*-Dg7v5hs^w2#J!>^1)
z4+`<kiEy|Ty#V|OjNT~o!T)>uzC29~%w?fR#Lnl>Y_(nqTRztO0h$?@5QdpeiT(Dw
znC#c)O#tH~dh-3XIH>57iT3)2$A4oZ>H$M|Be#E9RWY#n@{jWiv>)UP*4VAbZP<i*
zFuSJ@^Yy<UC!=EhT{^1bh{=tiP&U{l7c~N|NU70H2to+7_WJ5P7wjNDCN2#Y`V)oY
zpKjja7#xs{h8_LbJ6r|m=PHps`K~y{kW4hvjU!ci&(*aIuz}Qstmy!G-e34<U?3I%
zvPL5e=sbtm#6_MC4JD%_cQZL3feMIV8^ElNP|e6TVnQBv!YqFnrVS7=<D-4emySSD
zLuD61W9NtpxENaH(}8I^_&|}JK2HW6TfQCv;e;a4&DsaNP*4nVATS9f9e!jM&jW{v
zEs6P{1LpPW{L3(hB2OulgN_E1=K|G79_(g+9(B<)!x&y6SY{ZkmJAn0D1K+oJ?`-L
zw80g+?JLotCtS)X?_G)Lbz~3kGK}cX3@)~W4&X?^sDKP<3`iefMPtMKak}|tK}T{m
z)}0EJbLA48a|>sk9_jDVyIT};0x?j{y9qukqTtutMVs=7+73e-RW4ROJVL|*D&-@g
zRl%~3Pi2N--P$3=%JeeS3sQ|Bvv&+gucyX|3N<{UqK#PqYI2XVz9uq-OQSH>efS?F
zz;!gZJNuG~(9fx>J6Io@(z=S%`0sOwz~|t8=?i6i+VQjr_^x^!oP(+MVe-%R0#EU^
z&td&48+>4jA;<ylo3UCJ9xxHWOUWBd(MCo3i$i5^msb{p@teHVp7*5%A}0Yj`VPMo
zM4G+t0L%^p1Q~DK&CYm12~Gnekej>>yv`aC?7jh*iy2pk+>P<39k(IxPubYVXh9_B
zS2oaDQ>VZBoDd6ZGkWwSw?Q+hjU1CO=Fd5}=_H_)$t3nDi}G^f%;=)c*9X(|4GnV=
z^zY@}M1&Paux#Q`+H>Ga2fgX^-MhdzNJe`XCcFq$`TnU4sfy$SAzC*HBQz(l`C?TF
zeXj(Px$1|>hf4|mIHZi?_Yc^)fji|?M>Kd$t6XKzD!#-<#C<LC3FHiV!)XXAVQMJj
zrVD>_m=?{A+jk?)S<kph#-u3P=uRrySl`fMMxjrHI@VasC{47;z#5JXRx?0A$uB*|
zOoTiDkvNo`^<iJQxt*qEI*(i&!EC?B9zhg~Y~C6CLWfgnR~hRa9CaInx8XftPOky%
zPm!R+^(NH_0S(|Un0mzv37+C~C1HoR-D$B6xLVkfvH`G{k3@X#gcIsIC&huWdmpXJ
z-Q<%8bnP^Ogi0<zy6_h9GSKbs?;AEJ*aa@U#i5CX-OBWbWg&rNqTN-mfu4NsRE!Fm
zWWXr3iscK=&t6zJQu$HZO?VKplEHfxEai2v*JUIQuiLw)xP(bu%zEq*<WK-F4uZ*s
z2jWZFGLgU1H!%>^HYbCvDd#0;da_}v!g^kUuwdJYkq4k5`&|lG4@%g=M}e-t*TKM@
zBmI|D8giD3Ta`~t&l0@fto}UEYP{=cyscltbimHOO#0;eOKtyqfxSQ|8aa}!>dh;^
zz^F|ZCM(xn7O)TDIS6>cn)r&9TrIJ#&*S8Yfv5vC_13iUn9}{5lY|rlTVfpTBr^)+
zu5;FkW2g~jPp|e9K$9d424TaiF5Wb;Ga<cyB-(-e5B4LYl54VFY0ExpzrlxihQ&;U
zhi0+n10r(r!x+H}ikO-_%L(69AYDd7L(>f|Cx^)!igMYk??1TGBD#@wnjw_q0osq&
zenGu%KK>#2_>J1-DB1D%S3vA$)E?f@65(GfGYyCB*@|&c%pu^Pk9h6A^#5bzM}<Yw
z)Y&yea*5L(Fo-A+W1D$1Xbb~oun#2k!iqw<=}24{q{Fl5vc{qv&qKf&v=&OjBX8|(
zz+#h87P!Br(1|;DoEmm>wx<bjVLe2`&sKpVUpyFGXqK?;`L}9aUv;S(e58!_3~pr#
z$K0A7BCl#93rY}8_7ARA&5?Dd^#jKPNt`D8O4l^Z63iZ^Oyrbzz<}>z?%jph$Y4Sd
zy~CNK#|EN>4#1jBu>QAbW4w1DfQ5q%H48SB3AWP`n19zI*!ONAuG(JHDh*4NA+68(
zUBevN-<HY@guy+9DBgJkS*MIcQA-90@yBWCGzMyDA@%Ae_>9LE`gfcMcPT*bUSGIL
za8tQ)h^UVeLdZBdAZaQEybLz~U*Bev&Gsh3loJxcQAU|OS70)6L=_$il0e^0!fPXx
z^Hj^R$gK6WQ7@=*V_cK6G);7C`ZS=eoMsEr{JePb1A<U%;Fep-Oo&Bt@N_BwRffiR
z85em@qK2y)GHTpd!R}F_RuZTR8~ido<99JHA-Q!Ty7e-az9}2_-_voy(>=`ZqDifX
zRC`2iJQ=V5N;lGwK|6lt3Pi%uK3W$GC+1=h@*K*rZ_+U~zByu>y5a_q?&aBb?4&4~
zf5Au;xWeshDfQe0MlJ~$2XwBAl^WB7oh=0Vab&(jvonrA5#hh9*Z+aUO-CaY7+h?^
z{`Y)L^z)&SM0$>KEIccW-2^p2(y@`oEYddkzWWfX`=>VJWt!M;FzH<>%LT^#;LzDf
zPj~K7HdxB(rk)?)o3q0at$elznBl(IfkV;B`Q82RWIE>RJjU$x^?ulEvIidl4h=Yb
zI1@KP@CQh{CWOi&vw*O>_L;)D#UP~4NeL%NL2k3FL5T$GQ@Glly?5{w{~S+P2a~5~
zweO{O<BCE!5q!)KMtsH|=js6j89-5*I4P?Cg*99TWl_LOD8z@_%t^`gMxPr(^vSjN
z0>hVapATsMW(nKKk80-(syQXhrD50?;cStS9I;px7~ZGB(?~Aj0<mD)19mIUNfEU@
z_zRX``>7(+NB<$&uTWq7RjwD+Yx3*O@XvUHE7>b0=7RI{V7;E1sp@rv<>-P9RjQ1s
zQO+35xVUx(T;et*U{q*biBymw_JMTDw!~)FLvqS(D$4gx4(y`@YM-UQfBNHL^|v;L
zCOSCPe62sJS0A&u(X$mmkGXsPaZp5Ur2PB?%_oCAWbe`CBDkm117s-s8oUk;^}YZ1
zNMZCN)6sM(^cW3@<D(Gw*hiY)yhaOvBQ)jd!=zO?`h)Y%*cj(j_Eos-!J~Z08=`lW
z|ISotmFz{U0FV{U=P6-IZE=+xU&2-S`)k;%cW<tLl9x61ns}TQl3T%Ktar_XauYIN
z->fSWSXb_o??S$8RY1(_9ClTT8O^#yn@2^`LZNAMJ3E8yf-V+3C?24v*^n1pl$hZZ
zo^oF_X?{mYHXJ?x(%iA2JfpotX#_qrpvoFhRRux$5@+saUnGL_FWrvz?0!-NjN3rr
z=`>kr!XakUKdg0yITFTwLJ?tem*eAQcUU5UZ#ev&x-xrEWFdTiiF=O-E>{@1F8lz>
zIP&bfnBNNkh1Vp2ikRdPYU*el9)TKdQfrf&<mSA!VS&)biymQuF!d2=i)fdy>4FZ}
zV#*W-wh(plJ4||%9xNG$n-+GPofkqFPS&<aY3<J#>q}YUubuag<Bad{$wu|kDmtvC
z!#!a^%3SuEz@S>2kmF*2#^NRgQ{jQoJ?Pp_dgnyHzyV;*ddtH<sYic}3=H>g{U}RF
zw#JfcclQ%3j1T>YJv^endSD_X#HlBTHA>K;!p>4!BD-wY-~;-{cDk@NHOnaE{cb~@
zo`!~oNYym|(wpQ+D1-hzlH|O~Nm!C=PMGezj3?n0lyWK>zn)eBEW;JxkT$M0B9cuR
zL`gE9s^QY6+`x`nilx|r7KokUA^DDiJb^rO6>A)Av~Elqt;yrdGqMZzISEb?d@46K
zF%9FJM2N!x0z`!wKsbwfY#BDLr12VXb+_Ct(j|Hq&^Yv9yBwD!)%UdT=~iyJqIfb)
zik?1CmQa^(_vX{WS&<7J<CqFz>WW;C&neqP9(PWtD5k+xUR|tkD~#9&s>;}DvJ>AP
ze5*~xb(4CO-eRFv#1qV3g#QG#=H9%LVtINW0Qj<xAYut3Fm6AM(E(lSl4@1#%_+N+
zEdoDaxP*QT1Hl63ibp~ZEqGKisTIC#q_`CDkiCl4>cciX1n^5Vz%agqt<g8GHyH)0
z*hfcDF`dN!J`dEFsIiNKjO%#aG?^Z7oQ{&a%^rzrq4BL<WUS4n^&PmAN3~x}zBp;d
zdLE9buL5-eA+Zd~bdAD3u8|Ec)XmeS5wHJ90QAS$DzJ#0u%~J-@K>3qbtbTrTLmEs
zge*-s<gSl#2_cv7RD8pBaXoUT^0_y!Tkycm_8&%X{~_6(1`Yt^iUV%%dL_Kz$h+O3
zizn=<H3^A7FIN41lFU5+GX2+WGevq!3_$ed=Y87LKov#rk1Gw<+$92iEG`y7Cj9u|
z6DmdQuaTlMLAJsH(V6t`IC!@`d&^jO%){Vscr49!n!xAgiFE)emc;?OYNUekKnbPE
z@W`K~d3<!3{iaiLn*Nq}P2<73&#A+8jcE3W<Bz;A28bkz;Y>@FPxW6E@Facnevvb&
zsR*V|$AWFe`h2=PSMKU$*_+q5fdC$+D2D+atQ6Lz((3`kMr}cB$xy$81CZdf0C3#Q
zH^+hmQ7!tL`Wpu%L1l5FhTXuMs0mO9n-c6=2|xMQs})S|PRn-k(L07X4gny_N5Lmw
zO$q7f`7Qi$%WT)g>f#pMcYevcFkp`nHgUjwTHYsvSGo4@Dgt%w&5Lw<+9@nOJ{AM#
zDYF5;*C+F5*R7{MSyOl!Dt4McTIn-kLbxWb#o^5&;DAMN^*{BiX}tu=4Mp3Rpm`n`
zvOn_o!NV;2fl|G5Nm3*zitASUv0OK_1A{OPDq&LHZPkFd2`(gwn4G~LIXj^gD5>s$
zwV=vxq+u<?ffbt^x+1noZS>`202lcGFaBI8oOLu*>J;I40i`#Yt4EwBCb$OO#5OGP
z%}b4Y`smkd*BT?Jx5#hP;p}3eBz$Vjto%WkR85an+N}qbuFGl+(l2rly)4kmfuDNd
zx7Tk6R}#a@E+*%OtSL|KkNzs|xGGt<T+)`k$$P7!UX!a}p3RpoR^`Ezjmep%G807g
zjBkDcBo+7t%nBQ=s>Z*X7(HHpR87?G`TNg$sAj~)OgZqVo%7ymff8Viki0YJ5|{Xe
zISMpJvBVy6K3S*_TE|L%tPHnPlExojdY=Fq4zbt>s>PggGj-7hV71gsO&E<d4hJ#c
zq6D5tP1E-Krs6ZWuSm6I4l0FFAk6`=6bquc%v2JU6FCn^C%(;_?*_G^=2b77&;QD<
zvYmh-%u(`hydVu9KLlQSFomDLe+8#tgqk?0JBGCWs2`N_O#6x&{htxjxNIU`g@HW&
zfPl*4-_6AcG#Lm-3ZFJ37$-~EN}QUva!zLJ@;)<`(r+7#m&QvS*0Ibu0AinvTDiFk
zPU|xGfvrp2d>g>G{+C#L5!#8)_wnO`k+<o0**`s#%k+DXQ*5nbu7W+~WelNXL*Hs`
z?kS5I7*I_Q)_ZJ!bl1^PAgsSB6Ws4%YIM6oyf@hLpA;njetp;*mrcI-*{*cyak^yT
zQICf(zif2`(zgEPz}GF~y+EaCN*Vf#4$Z)2{9U`7fh_NN%d5~K0?fbFCtSgvR)9)h
zZr+O3NRwiVMfHZGAtJU#BHD5ENihdQOch=DobP^I#)iZq-f`K*g%9V;`vxz7LfYAf
zeyW!@k#;i}L|Qr1YNroijNQk|+SJB(k&0KAIA62XW6i<0H&y!t)-K}0&n(7BzhMqt
zp?U9FPR5p`IkJI+7+?^y*~tBkHJ{bflvunIN1^`_*qT4(Gy0lihvUtL@()(0d}9qu
zo$~o1<-QR^Lr2#Olp7C|cgz2q3~1Kn<;)|4{#zGtEq=k+-}6PkHv9L5mtVnx+iY*`
zdID9<Uu&TdD<eQ}W|<AAd{4h16>;{Auae3`1Vjqu#(4Qe3Q3>p;F$gj0O;ox6r9u=
z35P+gCVWW>Jl(M{3E8|(b}bsYe4sO*T$ek&H*vzp<F#?8!37rdk$ArA|Mc@eRB%$_
z?Nc5l21S7h#P7nD_vv5p>9Wm}mhbF`4tQl7Bo^PV6L-Rn=zq{htj2bT^Z|mo7yI4{
za}ZNlvUY?TFiF`DH!SitV}3@-<)xOW{DYtex6XZYiML^%3%a*UI^~gb-<?3+le>a#
z1|yb@;JK=;J-zhH--%RrPPVyzC8K=f1OUrklQO(?*=ArUHrAjdZZS@4{91`nl?(6@
zQ7ioPVd!DC(ZX~;tarL<^|do+$0t)^?=<Rgt4~3pw%SKNohr{kHc_sc2_(Qn&?801
z_}E&PPuDXZrSqEpQRJ4yd=6=wZt=(vSQ_!qk-52aTi`UiReG%>>^1WO9rlz14a49t
zEV-lcv6Z~p$)2e848D}+7ip>9GtZk~gs{Z`^o#UjoBT?_AMN*0>Hg{_kCP+2%!iX_
zYFjtp3EhJP_5(2gvTg;dxUh>jgn+A$4ORnO7ddS%@1^*6+>@FO%F0aGhU3K_D<+Z0
zpDRvB3kOKYBoc4FwUyvBP?Gdw3&>zEU#XKGZLnsleLWj>1GJT}ACVb9($eq&J&n}0
z4(4tmk#$AO;U&6v!qjbBX3sioV3-Wg$&eIEQjT&AR6%$h9CFn3<~DKofiVs^;YR4b
zF|bP;vF}}?i=hbpHWO`A?DkEa*}Me-hW$sf#EbyDnSeIe<#hgGr<wQ80WfZnsw?x?
zSFbk5sxuCMzj`ZIwsR?pCjGWcHVXZ@jTT7zm4dtts;_nF*tb>s9sGrf^S0E{!k(}R
z|IV_(;JTSLrS$%`I?f7)^@e?54(+Y$L@B=D7(7M!OC3b%wpLIh2%v?Bw5(l;;c_c4
zxVu`9(zV>u?trEuP8)g@lx!~Mcjbd-Pb1#38W@xV90p%p!Mp@#1t=ImuLwP{SxK8y
z>Flp*<zsY|+)8E|zxyKrDFjjov-(6pp-Gh?3!FaKs*=Cp+wdej&;b0+NCz@QlkSCu
zRs~D8r<SCs!`llx)eDYs837vpwE&-dsQ>&Y7L_vPRDG)oOO2}aw*ye^+}1<VD--Mh
z*WDx;kFN;LR0Yt3{`wIX9Q(ibS)z>v?qqRew+&-d?I%s&T8f)`o_kjb%|NFKabawX
z+8EBp%^?kSmwcQj{bp(@(zu^q%Rc+~(8`wDv84Ih=}qOXe~f5wX)rE&+x%1{7%zS@
z%P8%CchcXUnfzVqO17uCxgcy!#nK732FLpVI@1N^EWWYtl2OweZ*dT+E0IZJxkj_B
zy>FU-J*N%3;Q&>tmXm{|#=P*{B(76pb$2YNFRVp{)G=!S4b4&~ytRu5-F`~1D3vnH
zp+rE)3Qt4}F*P2_>tb#eU)rLqSG~Js$}8Akz`k7m1D)esfcEh2d3sUEoAe&cUv*TP
zK)ZUh@tM%(+_jz8zlrF=wwsA9v17I)N*<luEP)yGC}8e-kXbc^NbWNle%RKu*_dp{
z$Fl}xnNh7)9BefbuB7K5Vt!-%sswYwgd}xqoSdX}+u~yf{;61!FVx}Qpb@>SzUb9Z
zZMdYa)8lZYjFl4BfgS37#MIq^!hI-`82LV<QL&2UW9SG>68!ka#*N-pG?ia&-#}H-
z+%Hw8d!c6eZDqSE@(!Dmm{boUnWgoGaLGyNDZk+@FT}?D#?-L5zuy{888bK&J#7Z^
z2hfs&y?y&u6!>a3a!Enm1cQ-ZHNNE`zj?C-7^wJy_M3i_kC)Nd2p7hsa3#>ul=k4K
z@&)NNyagbDa{!n0re+HGuVy+ze&5giT7<SS<zptckg({9fA*u<&#$-bJ?eYT*3g8s
zUNBM?jFycau;Fn)b^dgj@q(|Xh@n7%e&?jUDEVJrd@|-?txY!2t(peqgDxe&F<u(&
zGo_rQ_*`0g{Fz4VC^$5D572+}aK>(LN<h#J76OJlSPvBoVAS@)_q=nz=a<OCEL$;$
z*Jup$DCeE+hfV9iP(@#FJa%OP^vOr;g9d=%9yeMp0qxrBts^Xq2sP7~(1Qz>191q6
zh3nmR@(EGAFM0o#L8;z;w}peiTJ;ByvS|>;8ZUd2E>~D}9#Zl(TL5J&PuAG0g;LSB
z65nMm?(bQqik7Dh*^u0ij<c<T^1mdbl*+Ne=CmwzX_e#Mis#Pw!}^RiQny_a;5}8a
z^~TX;s)MzGIB-%QmXHb(ToUSM+1WhiguPOnQ;dI(L7&R*ItTz_FJzYO*v+p@fKHqd
zDos0Ro_tkK^gU>%Pyc-@Zhm*qM8ZCS>dmg8vLe7>T!pm_I|8(7?bOs4lL%>|asu!Q
za>CBPm^XjrhWi}N>?uX6O114Werx@PXrcBXc?Xo6flRdnSeYIGWM!YU*5XcFwiOlF
zS5tvI`G-23o}TUlX3Q5Qeh7pO6|^Mcd;b?Ur7+KNY>)J5UxLsh^7}!`h5x<HMd>~D
z)4ic|9*(Oe%9vev9WHD}Wft}t+<ZDXratte?%tA!vkK+@KpAZuI#sIEV19o*-+-Gz
z$|bYm>TKKFvDCk7=%c<uS|U<9@w@{m9lS#4*&X6b74!pitVNdXP=Iu%4)S1JSvLwq
z^gcjRIMR1<nTq!Tjz|+{W_!v&Bp!=F`lwESiG0mSQEi6o|2?Wy_&3)~h(Ip^yf8(?
zG5Z&v$irf@e9?FTL<6|Ak)bP&B!{p~oL_1nnKMh-!eDn=?@5yAqFot%Tkz4-Ae9GP
zRP}#;){1>PrV#=?lr}MG%MOA|yO;Z5)`NKb?fE0ki`E7rc-;N2#wP0&H>3YP9;Tb8
zodgApI~iUG{=d8GdD@Jhp6ZYhaLRo^t6s~UZG7@}TmzJ2Jwx^gZU10~T}hm>bOtuq
z8%1|>7w=zQX{$HgVU3$&TmSz3OgYph&aq5?7YTM=9uiPW;};OsPHDcJviSzp>2im^
zZ|CA<-ogx@Dji@+$>6KHdN%Yo?s3)j)}+QaMNADiRwR?GW(dtK=IV!{PLbCZQql7N
z66^BG0dg1Zn%pQ^VP3q3zF{PcVxv}sO~}}AvaU#(BvB$`>%Cu|yX7i<QnO>xfb_rZ
zNQL*m?_ln6clrH8gtK$^&PJxw%8#<;oPk=Fl{}+kjTF|G`h9!jaU|4W11BUAKl(@&
z0B%ew9Ej=<yNaftx*{iv;v7Kn5re}ZZTTe<kk=5Jq}?B10T<DHX@(@cMJv!C9n;G1
zLOxclB~ym~E%*6e^up$dvE1`dUR;nqpe-qFFje6GbY^6^wbnhEOtug};w>s3{|jxy
zVJ7db$@@Uub{zS9r2Ip}$x?)O-*3$0)3%7$31<x>I5}Pd`j=hBbLTl8zZFNZK`O&s
z2P5$ps~;X|0%$tg`)ksEjC{>T&^YEyV>fYD{N-<B^eOEMc;?VOob|$Y<U1e9puF(+
zx`R3de^4mNfUVld|I^%+KSJ3??YC5h?7b~h!Z1;m7Ks=d#x_Di!iy1xvW>DYp)!RE
zgY4O|??QHIu?<q$GDw9;lr5&RedqDMec!+E&5twB%yaJhp65R2zRq>7<FwU7SpS&x
zLBk!#S^2E!Dz?o<5?Sr&%Wb!en6dKAOLFf$OMKTrjkw2;%$n-IoB)U7yoKJ4fU67T
z8oOvFE)qjqfEl#YIcnw>%nYp*c*Qa80jodf7dHE_O|e*IHa9o>9yz6~DBL4{UrQQA
zw}8UzLsI`#K1d(SF=Nd>cR-O+E93Ik;G1d`E4S3nojYwIui~rg@a%dZ*@km}?soaP
zb`@6@eJ`Ic33$`j@;2TLZf~0%{LDD%rQLOUf~E^S!RJJquO;!`pHmnl1!D?#JG;;J
znN^)d;B*3E+r+)JTu*3y2QbgCP*Re>@x8k~>E>;vyYiH^>l9GOWf2;~!vNpyHB*&-
z?HmIljMbQFB!c<LvJLxhZhwE^^9GJ3p`fN+dWz{2gW-v?t-dMhWuFX-4HsP>2g=@<
zSKq+c6sDdMkPuM(htlXDMu{Qsf-Rp)TU%jj10x_4DpTx}MZBTBKMT8pIm6O4#=@<b
z_Kt_(8n&^{Y=rt0HT$8b(Zd@9N2hPdBw7h#Ppcfbau3T*Fy-yO`{rU}4T98wN(9g=
zCC$Cddy5VAVn=Eiz5&hBGr?<6<7oHZ+8fZXb>XG`G8F+`-i4I4JNZ&k{^0-ltc9xg
z%Ult9XYLk;h-UdZe}xo7u;R*0xi4K%r;LAdKUdjC2o6skziTyC$nw^EW+B}s%Re|g
zA9PWO`9V}UV%eA&H1#m{*mLrg<;HL0DGx2dss1{XfST!J{ci0AR)G~k%Wo+0_I=sP
z->?6apPu|-J+RlAHUp<S8f_8u2y#nbBdnGN=19T2>^o6Wd>>NOM09q~Ced9{bmuvt
zLh~9|gEH?Y9zuyB7AyFw0$Ft5NAAP3H>Cv+Gd~%>cof9SeHNZFgq=jWi7=R>Cnd{L
zG(!iQruXD|z6~&`S^r%lZP%hWJ-KK-P&HmV?cunY&%tUBH275kK4am#Jd<}<HD^=3
zv~Tvs2elJ)*P~B=T6cM2vB5|i6d4zWMnLV7>9mjxS~cm_KNYc%#-GlJBqN9k_&JT`
z8AirCEY~AD9)YAIc9v$sx(lx(`?wYDlmeqpRrq-ZxGjA=b-x}OK7J*+Xw$};OaDZl
zrY(Rf_nJ4uN_H^`t&X!MQXURQ(Sjd()z<(dDhg=E&B+o@OT#`kJ|n98x!4(3$Z{1w
z^L-5JG@J0Ul;PZ_E$gBk371n6VyE`XCd#~udt#RII7JRvPWU>lr)PvQ3}kOGZG#q|
zMy^}Qy6?dWk&^fkDGAS_1N3P<lGH*Ad8x{x;CI>8PlN__C!Op*_uhRX)NQF~XaI5*
zKlE|Pe(8YRk<af-`!dSWgHP>Rbo^yT_lCG0IehrM0G$l%1)zyQ2B4;LTmg-nZjqk6
zU*~?iNcria$G)%F+NzuB{@w~~bXf?(=+*#eW1#Do{?dWy8ZEsPMUt<@fI;|obWu~r
z2}!1SyKzbDRxQ_f$zYz*aTr&mV9L8@g`cvXBz<mMJM<`TkY{g#8|8Aj8_psvTxFHj
z4HL|PezXZh3k!vEMNN^nk~fZ?u2Rig+&&rm&D`xw>9gtYwoW#&$^F?DD;0KU#jqCe
z2t=_U><oYfut--`$NHN*16$&lv7gq=;`qWTFQ*5N8nj6&h7)679yo$&;*1Jg9rX&V
z<a%cHearPs4~lA%Q9*KE1i@fC#NmV68UKvgf`89{sF|H>-1t=SXD?~`mkq~=i{a@H
zcHT5AzqFg4)4fF{5o$zF02PSgb3oVVh(BSI38$wr=ONh!S!p=q6uZke20gfse=WZM
z{YB~Gph1BZ^zqhfAkW%aaTXQY27S>o$@7T@K`uEptaFh&X26b@cOu?sV)C{zYEGn{
z7@1;&*d`8sbSmq|N!#`d3DRD9ORFb9N(1nyIisOpA)aD_E~zvp<RRoAql=|J0IlB+
z;3XVFy2p^r5*z%OX9J=&%B;^B7ns~9OH8<*d1|Tpq>*01Zd1ljAY#vdP0PLf0kHx7
z9EGtbfSgPBu&32)ZB+{mj1#|tJCXg*rtKu_G9n4b*mv4fli-nJmy>rEO>%dJyu30(
zd3bN2r9mK_apjLO+w}tU<UjvyTIrNPa=Rs#;!ViEP<;4+OGA@5pADns^ZQJL=AJBo
z!Z+uF4uX=|zaQnSGhJ+Vd;;wv8A5kuSkIe1NaWU_tW5Y9)DG<g@!qW5T;eg?J6}(A
zMHL;ZcTkD|`uvb%%Utb{YUpxTAxTy6CT#`)4I2Lh5GTah2*4vApKld3wr3z^1$x7N
zc}D!cr)DhktbHuI>vs{#Qngo>W7P2hX}v<j@#v-`oj6eu#|oZ{6&_ltV{7~9D2Tqp
zG^v#uEQSa6%TWsBq+h~f+fKZQvF*Z)eGB(Y!PNIHE3<qH+pnbY-`#m0Q5K*%MdS{T
zg7y(h&I(}ua()}1Og;pJVOU`*5004G&1|=_-7(s-_(h<}=FRuc*r`gOdv{!M-6JfX
z$JK<1no%1acx;oOja|393&rsl6f8}Cn@dkxRGhbG265&j2i7Z9XcH?TNr#Gza=d&t
zE?oEX`wyJ>BY)*^Iu=pFTP}7fH9k;oDqHlhalzw%jLTjr(GG4gFnFP0LZ!9UFLvP!
z8Z=%>vs@e7?po6NQ7Q3;n%R|T@*V^{iGZ_cL7AYeko3s}GSX!{`fiLkU8L^Ag~{*)
z=007;M4t%R`4CU&p_@5)2x|rjS8OZ#j8iGc7Ym^cACDJWpQ=1`^`-#w?3Jd({&ehD
zQJ#=1_H~tyN`Jql!R#Qu%jkCq6(GIvNsm|~?$z4fOT)795vQJMf@|CsEblf!1o|`?
z<U4&|F)wkAYaeUKgsK1dTy^}nV3E-zcb63Np+-(KyR$kjs94~UnJ5;A7@>(UM1FkL
z$3_P~sba@hsYt$%u#atEC)z{@|D8MbshY|&x`VBuSO8bld1IKmOF=5p>&w5a?5yaZ
z$j%`7d6coo>o85E1nLzQD3PzTU>}H1QBOiYzcTT$_EqQY`Y%xd`AUQ`NLmqGX+RmW
z7~EY!yWOK5oTYKn8yn3_E4}^B{d{ZlJR7EozP`3{s6?yW!1_2Z1XTC7MF9K2l%1XZ
zfoAs&1zH<>iWU!PCvWvy46|_Zf$_`rjoFPgA?xa+7zSh!G4d_50ZfRg>uL)depwf^
zm7^z4jZS>!vhq0N@6jkg?>{Q}K;cP#0aFEqIhS|}ule0)+^he2&8C*cw!I+|<c*eL
zVrQgUSw^1WNz1E^fg4*~d-7KbCu87VYj=;mlj4hNKz313G_=6=n+@cjfU^ULO^O_D
z2x)U{tuRX0fjJ{DKRG1r*&p`5KP^bU><r51>=s?_Qbb^{?3nUl#Plz=7g!iv&vFQ+
zIRP(|#;@ul<Y;7^qMTIimZX(d?x-C&J$+7<Sa9-J_^Xe<sH_hJh=h<N5EUjVnG;f@
zL#!+-R9<X3OEk*AptVK;xVMp%ga%cUvCJ-|eao6SIKo5hH7+DJsZ8p5F1`Teexuo_
z*+<_zs#FvqZjE<i6sMslmH7y$Nc*1R$cZ9$^2pt~EcGN$hXfwJ>xkphKWArk(BRT;
zKf93(<9U?ZWe1PM_7{U|TkWh4QEB{0@ZFtNO8m{a|LE(d%U-+JLmT}|_>21&F(R1f
zcaTxBE}`{v-kP%VfzpE($BVgIH%4bPb<Vx`@<Ad2g}DP-@WjvUM&uUVj*d<YRk!h4
zjqkxBUcxN|s8TyyoP5MWK_=EKP|iH`jM*I{8@r>Ky!X$!v1{%dRINKyo--xFOF+?$
zDAiUe;^k#_J!2Q=H_QDFP^wjCwNPw)Fb6!4B9g%3OJZl%`kqM>;LnBo<#U-1@?=ZA
zC=7L67;!>BYBM7cbaB;gcEeOXW2p3CWoy7dDi0q&Oaw-ZQGG1~QT9x!W*QV627xZY
zZ%)HkBPa<x1R|8}eOT3S=qnc4rM<`GwzcE|yx+~<LL;*$swlP{U;xcPalUDnSks3E
z%0;9^H<d5FbqMyhs5(hf*#(Dpd16(=i#s=UzXZQYTC|7kA>8^4#-GW7=#s38hLM{e
zc7cQ%{bJ{o@AbwV4uLRrHEd<h%tq_9zddH9Hfz`(9Ve;cZtt}eHs+|0V$`$Ik0WE3
zh<EG$yvk)DU0Gx#SzAOlXPxS<IXIaQc5{{6v~tmLb)okk`X(EpL>*s>#pNzv19xW!
zAOKZu9AP<gRM%H=%nH^#WOef1h?P#O&KXRB?@|^Z;eHm>Ol?Q*;)+IJA4~G<(943*
zbph$rDYA>ujVvHmG+Hboj->v})&2DsgBQFVCU~FG`6Vg@{3#N}`wq($*SCtVUV=zV
z-!|2$B-yw(<AQxI{oS!jO7QZ%70dJpB1%gR8HS#uc{QlY=N~J<`#j-`_<8R$WJ9N<
zkmXZ=27Ga(=AibFr#M->(OLdlO9Xu4i?d@mHO?(BWmN{H`}0E<5RI&4iYdgHy?I8u
z0oM)pE_r=BSg<4k_Jp({BC;_B5A`*Epd*AkMTIZ|?*%l66!rmg9)(GOGcOO{UT*wq
z>FP&TJT18DOeP##P?!&f?w{1lR!4$6P<Rt85^cnrj;s!?UF60NN=eq97YyZzLh@X&
z+Jq1nM8(VXa|l}&HT5wOxCI*VY?kUK1%7omMMT^0ni+qEf3x%!m^io^H6MoTm-}TL
z%r#b@3$qd94b?OTvjbkX<ogqd6UYi720ZP~PAgjdvA0o5<S!96V!6PGrexCn!Y**j
z!JcfG1jyebmr;MVbINr_NA?uskF4KkY$Ip>3g?OJ>MYDCsUa2PM~-5!<*>COSMpdg
zpixJK`01(#LR1FepNlBWlzD`6^42m0C8>i958_D?8?Wb()^;p>H1z8TAynO<S|#J`
z!`%)J=K0ktfr;Q`{x$KW&%)mcvKz6{)^F_Wx-xJe;C1A1&a0J3orf}}RXQj-7FlAr
zcas;A^qCr78jTh{j>gS;<E}*TMEU%gzuD`c7i{p@;E)fQnRHSAOJ8YV^WB&Weqa$K
z^ENFqK-i{Ia*~ZbptH4qxpB0;!2KSTrt^QF2XUV{{C<UG1+_9omm4K6;Hb1q0JHq}
zZT$K?_pj&N0p~?k&MDqmd&`Bv?)x(@uq505TN@a>-v7(DZ?tW&PFCIv6&7hd`4_yj
M)X%9E6E5BQA0(s$Z~y=R

literal 0
HcmV?d00001

diff --git a/notebooks/img/zachary_graph_comm.png b/notebooks/img/zachary_graph_comm.png
new file mode 100644
index 0000000000000000000000000000000000000000..7603cabb00c5d0c66d96a64448a7e6aeba786aa8
GIT binary patch
literal 66890
zcmY&=Ra91Ow5}ouqLh?0h=`I(cOxPa(%s!5UD7EiNSB0kcY}0ygDBl0-R$YV_qjOU
zIAqAjT5rtx)FenoN(>E^5cSTTJ80r>MP%>XL9o4Z=k9wH1o%qxScmtWyNK)JB7*Wx
ziQ7pJ)ZcHBbp*)L(2Im*NYdmyo1r%;6FoVueEU*=uu*IJB7}~LO5ahOLL%s?Y_z^~
zpv2}o(U;#=ZdummYwV0N<Kql7_dWRePNj?noCjT_ol}0>4P4&LKmXn2nT18@Ef!Ad
z;^LB-Wt5$p8y_FP*rXhrl9Cb^7j&zt9J@E)ASNwcl$s|_j){UuifOfudKE0MsHm!}
ztZ&4Rii-M9vLWKzGqH3Hea)Zqji#3;ujED<TwE?THZ~qVevGD|fZ!!SzArNBU)anj
zCMf9T?JYEz%&V)Hu(>&qZbn0^99UG0pxD~;MQ3<2QUHF4n}EJTh5)&Of<kLc%l$`F
z-TfEJ7VAT)5fKrXdODMz|NWoifUewicwFyeVs^{?+)e%6DqB15Mx#Me3k!O4hWc78
z6hwqnhaR?S>oP*;s&|(+*RG0+6XSVGhX<Mq(ySE@6B859pFfw3XTjPI>+A1tXrQ*;
zkc<29;qT$eNylnjT%32oV|Z}P>gBE8y1D!liC&t{#%dK6M}&L#kmm8(xw$VFS_8Hw
zcvr3L0&PUv*l~m|?qj1M3i%9`YZzH7UWyu2<mRHThW9pB6A%#e$Ft_Gk@E8J6f+W9
z@cpLJw!^?UEiX4a&VTUlr<@5`4!neK!u?%<hlA7A+iUk5UrAH5FxlOv$@4ZjIhoIy
zX^VDzXEupiQug3fNlvEv6aQ>g(`$p^+^nptze`Oe_={Ux$a<0;1pgjFZ#5=Tq48o7
zJ<mvME<c}c`<rOfY`Hi+1H%Bkt3B;#y8&i22RC;s!P-j0%~E*!uev7Pmxu}Jm^kf@
ztgv=o<mMjqDi+y|)k;O0tgNgCD%nLvo~wNXZpIVu>oYPC$!zUXs?4Wzy~DnJ!*S(&
zfhhV{3Hjev2Y%Ap`eiD7-0psU01I77_mEM`QZmmYNX=AVABT|eUAiQ{r)H&a05@z%
zNr@zfp`y3ik6K!IY=l&sgNHQ=xr_{C@$bCQ%F4)6G4Cqo7!9U5?99+>HKw^=Zj41x
zONXBBUR$pZWh>+<KCl*phZVp?Yx<IZGm0PM2~X^1o?ST4$GFGZEA&ooFonM;o8znM
z;#!uu(J4AvquY5}dU~s-l!r%Syec;z&A;P>IJ}?NMHAz0^Rm7{t;)*NrvbC^a#2-H
zt&E?Sl;7j3&XEca4^KFN?I*ujCq`<j&c(%r-Kz20T9f5yM?eEHj(3{VFYbREDbi7N
zU|F%+Sj}u_XV=@?TTxMQy8B~#25)o2zHe}FNf{-b(K3cX!)c~2DCj|GW`jGf9g>^d
zz}Xo~z@nVz^XHYuBffZeZ|pwONxc7Nz}Pn5$im-55WHwI`QLj|H3h4!lrma6I5?P_
z=hxIYORnrs;#Y}BKF7mbJ@OE@Z~Y)=GTy=U$Pb0*$J2jLgxFQIs93WdqNZ#tahv%@
ztjker?pNJuvvD#9MMq~P&fU9rt1N#lx*lqweqC{X4vT^3fm@}Dz3pz}=L;v#%S+I$
z9^W%TPnegt+U(xXiOsd8;q(AS#b{k!-Fx>RakyU`C9wOQ1z?<EKl~e|eQEn|Cm+Id
zDkxcbp6>ES`+dvI%*a??89y6~@w>WmI|=AkkNEnPf|1e45U((8v2)aac)0NO>#tC2
zmaLkZP<U3HrKF|TIGAGL`8T`&@A-{5k2gYQ^Hs`>25o=+`jws@VBMtP;jw;mjr=`F
z<i4rbB+nq!qvO8A_pqhJCI=xImYq7mK|w!<tj(=!U?p)z&W^VxFY42T%?iJh@9pgL
zOX>!nITZy4b{P#O=VWK^H*}_uCd!J7cmJw$v`dM6{I&n)`ttDbusetf6UBQ)$r+_@
zJwz>K;~mlnK7Qum^`)$x-QoUzk)WVpB(=1mlFK@KE+HnSwzl>8_2ubtO7t$Z{~phv
zl+?I$vJHLL27C%a#)qz4;|mM6<i={_PG)B2va&K>p1CaP6e-CxDSP>WUf0h>2ZsqN
z%F2Hdzlis4WuzYP{995n!ZV8fbTJHGUf$7B<`*VEJxz`*1wWc}2eA6$p~|Qhha~g5
z?#JM9@Xc?H{OCon@+P2Y55XUV-JQr&DuUV<nM$tiJ(Q808j-hE)z>%s%#8xxD(&Z-
zsn5}@xv#qoMT*9{0L9a%Pa`8Eg@uIR)=}+~Tz|WYTyut+CF7htI#T$cSP>CnK`B$m
z1%X|@slQ_mpPhlBQmH6;?{|~5WJ7*lUhnB#VG}y*iu3*cgp@co$)t<9hD%z;qG(Dn
zw%IDHCztVVYyTazFqThhege6<xwgNp?3zC%iHZtSQBfg{SYcDS-CU^%3Tl4%df8a*
zF;!9AS(V6P)6!}5*q5JrEhsCCx+N?zu~Q$e@SoVVI7QwX&7n{NbXC>(u@tx(u$#;*
zEMucv)#lSlS<;{5lvcS1nc+5Ai;R`3HhCn>Ae4lDE@Rv+P>Z|1I8Nu=o2lq+Zx<C7
zKJ5BRDI9=~ds65rbJKn3_SN7V9vNPZ-}=v;%|UAEWC6LqI-Byh>+8luL=(2zJcA;N
z4-mZtFpq_`bAM+hsL>S>ja*ttl@}LdzGa1KwEqGbeY?|0TH3EaVJD1)D8TdV6MxBm
zv)4W4yLmwZatnX>-7m&6C5bv7XK%oEb%v8+tkG;Y+<v$2JA6b(KS}X1osXO28>_{|
zsbpbh=E>29+{y9zz<;NFJ8-PP(8!42?acaDZReE*pLX*=V4&3t5t(bY4^pZ#tZ%f`
zSw<7st-eM@X_OlekLAdTPUExF(@TnpB^aba0erF|mGtPNy*(L^lYqa{!O!!<Qmw|T
z>-qAG3=s*5Je@6Ja!d~wkxj+hjjC>b`6fxh@c{455N_v#WmdC^v}r&8{seZ6j@M6h
zJ5Tq1Bi0qg2L^GjuCI4BCc2E9nwiluGD;KUKHS{gfzCTwLnuWu?so|<57)y;i-Mm&
zrM?wvj<?Xq(jJ2*NxMTHetrWhtM>7{x{{)o+a3wbMgvy|KXTL37MHstXDj{K%$~ot
zUG8GHx_LaZ`y`Rq)pDwMfz`dvY_ib(^2Eg0n3UT=ev0+n>)*LZ8XJ?BkdQz_Lwor$
zr<4i#1a~uXEe?u`GNuMsAZ#qglULf43=^p-NAQ!%%UP<-yIWI2@CeMOFz2Aol<0L1
zB=go~XH)lHBqyW({rgvFQ(IQ$yvEt?<(rA$2L}h|hiiTTdoprnbtZCMe}4M-mB^7Z
zFeqwjQoMYr(#z%S>})-f{^s-3bk&zmJ%`)tXB4kXkS=Y#mjAl|_tRXf;I;ef9QWel
z9mL<ipKJ2e(oLgt<rLbfdPzZ%16N~bhLx6<_Ua`iWtl;*;#EjUNWyEqi$E+&H@Eu9
z0=4iJggKKB!)gz<s}&`G47<*KQ7Y)$|F#yFo;iXDf5FQ>3EZW4#eU7^ddhHfuo4m(
z$?RJIAH~LIH8qLv(9|D<-QeRrQAX!0-QVwy-lVL22G38LmK+`ZJewD4%0QcM-V3h{
zg}k}m7)B%oFR~cuABc#EV_AsiQgi&!eaSyR9p}4e^VjfqqkEn0%Dd4_$psXpf{R}R
zQe*b9T=q0>6rDvg<tBD#`wMWFMBlurt*(}rm+wpA_x$ONbj%Xg2{(hq81r;X_&)ie
zs;X)L23hXP=k20T|JQ+dZk>~lj~KSLh*0Wvq5i~(ezc5A@JLu2?Ct69j*3x|ruNvI
z=cS@DII;KrWraNhtM~Wn{4ie8cqAjIs%j86+v;~?QbfelmoH6>jAD|K`cFya<m5Co
zoL$YfHa9O8+e3bP*iojdGBYtj1w=({ar*U&YlijdQzl+sjVBdPF;SZ6((Lj8IC^<`
z*%#i=%S|6m1qkvgpWAWw{d@JkQXxab)m()<U%AdEg4eoj9iM+vP$ZaX73g(_iHnN^
zpoK%q%DgpGUo*Bj?lnI@KcumHdVGE9_=1JZKWIb2EC3mU^ro~(HHT*qs^U_|XFEIY
zffdCgo<UMrDLe<McL-klc@$hKtgl~t4VPD~4OuZW%h~ltH}S8n#O=+Bl~s8reS0=I
z-~az`!(&s0wZ6E~bg^(QgD8ali^p6hCMJ=2aZDfAhYHlHtjlM%c|5M3yhilYFw9me
zz<&PzOH54ffJc5|;eZ$g|J~1Q|LW!$5>`_F!I%|xe2+~H^e#d|!f5yt71h%-!E5W|
z6%~b>$in(OOM}}U5FZh{rLDbvfqPzc^%N<u`Ig*lc6PR)&;9GgB2^-zWFvTohfhaL
z`jD75j^G(YhC17Zhf830;Kr@iAzs8L62QIT<C}-&G8^_jyn~^pMnsk(ZfR-hwioD4
zIL@Wp7Rc**GFFyNMmVQOO1itTK>+KOnVBiSc359O8R(=fO;1PXus2VCA>K>yfGJ06
z+thR?zo4L7{}{1FI_Rw{!mYqH+k(l})zv0tp3epj9-dSZmx7>Rs$7<oj*bqS`C-;8
zX>~cW8|U$v4Sdh>o`|*ci{nsON5G+O<GBiGPxZn{d5?~c^t*U&B=V9+cBQnn$u(B{
z9rxxbUE-)QQCfr_(TBY_U0Yc}5*x2OJ;9@2be@3|Wq*5f4;T<O_R{Zd+wjWDlfF1+
zd`8W-*jrzIeSLlFdWmSd=r3PlIc%N|oJ<yJEy!o5XXod)MI3Lb1au!D_aw4e%<Rlo
zL8Dk(U1eY#JQutuy0a`NDvDHsq)X^#{qZAIwNHVpz&~=;sx0%AkO$(J*V=-xJ34yl
z=#q&D=iB++tnIJM%_ha>?zH-&`Rq%_z7k|%XM?NEmX`b^Y_n=(cbAle*Y~nu{hAHq
zySu!stgVerP-rNQ!@M)g&m?XlQvLyp!I9c`W~h=-cj@VHVEf_Kr>Ccj<+!-G5T=oQ
zVAt;<qnnzTTrWQG#nKcQx16gkv6xj9L}HkelacvUoC$ml7=XR~n$7#7K)*9oT5VP&
zB&4_bfwaIjeZ8`O(HIY>wYT^^1iYtjK<%)t?3jB5fGvvF)ARhm05-s3durj&AM2Z|
z^Y&K}A$SXe(Cb=mp>Dnv7k^lp+#fG)K8uISiK87C92|`DQsxjAw65m5()E-S5!J)P
z!<$tWu)L<Grh|h!AblQv6pV#l>3hO*bssm<^76R#I{J_vu7(5!tw$jvK4uE~Q)H%8
z_{MudNk)b9<8s&6#>Ph01|QgMepIwbgCKww)_HXfI|s)}^6Kg%_0D$LFI5MzsinRn
zva_?78*p*W09>}QCmG38k~Z16$lST!srv2a=C-MVBG%U4jz8*^iHDEBWL{lc>+f&5
zWcwbSJv%2SDmt3*$yIQ=Y8-3S8_#`h3kwp`#@64zwGds4fCOiT5wR;OM78QmvM#JT
z%ypamJ5|tAx{ApV76RUkVR#XIPaW**>+9*^vexG3b9JFHpEq~hp5nM_MZOC1Lq;cV
zMpgctiuz^HWHhtFEbC-vmi_hX*MLoNX%*F*Jg%{my1J5>n3(R~wOd|Z9%dsTA{tC0
zvR>)IE&u2?CL=2=tD<r~Q(=a{yL-D2-;K|h924EBBxg2Tm;^8K=KcH7@2CMzYs<?=
z>%)gJ@5uYoa&UU1=`VlZ-cZM*k}DsbB(JaH^=|po(0EJ@wX_KRS8$)E-z7z09<8<C
z3c{vl(5M}opC`Rvo|`NC?j36XB9wO>g}=Cp+S6@6fBrpK8H=J-Dvrg-&WA!!X7{^0
zGV6OY0dwZo`ube0JuL@^(?BBU)<glf{iZzZd~Y<W#mozv^C4UYPBu1&vFr~B+}h8B
zgXb-$OPx1H4B+S-ZB1HrM^KS)eT?OG#cM$rD^n_(N3fyyLB?QX**4eH8_kIn%#!jy
zW-NaFk9QrR8*}8r68Y`S0I2u8y*@SQwLGkH?hK2Yt;9tq<MY0*{O_pzYnLL04@np%
z`JE4*B^m?q0mN;lDyFD7;D>%}1Qkd~NJw3sc<iF6=_VpFa%;YUsFCEAHu=n4ygc53
zvWAB8dB8MvVJb~%u2jOR^yh9t3k!>_C_3*GX#^b&jbFe<uG`X8%|_%2ukQ=TmfCMk
zxJWt5QInFA0#{*~ach)lUWLkOVj|@BMhGt3yL)vCjen1iHL9&C`tHWqHFb4$2?U9S
zKDoPAYd&52TCXE8gq_=+i!|i}`WP+!&L$8R1$p_{%TVpS3bV=2MC@U&?UU~OjN2Q{
zl7@>pmB$63)bxE=csPcsvVubUlgL&w6v|aVi=H=bXL|hnO(|A%V)XIvQh)qFYE@0~
z>ast8R;bR{=2lZ<78_&rdzTpN10MFMd3&%J5>i68-~4<*mQ=&h%{6+o(3`N(IF@e5
zjgcSE<Pg2~eMVl)(U5%~K0h4fSF1EP(I0c3Dc`8KEKE&Z5DR!?g$D4}dULEhFfj0?
zTqYoo=G2zC=4HVXe>9>>8@>HZNeTph-?6c==4L|IU|Bs|0V%10<!+CW5!uR0-byQs
zC2peo$GP?`z7I-EOV9S1sW1!W<OHFN-(GA<Iy={BXMHz%PD?AHpb+)rP@^{*KP2Ry
zt(_e<Ha09_qcuhUM5T;$k)DSKX{S&zC#v9wIsSSeU!Q}?6ckO4q@;_qnk;|SRwO4k
zmX$I8UJ*z|+h`tG7=$m+)jKmYFzlZG_9WwWcyC}}@0i7?)%b{X8`WqU>Wi0r@@0@2
z0C;Td!E^-Zm^*O7>CCmY|73_qp7qLM;o^$+kGrf7{ak1j+y5Y>=R+j<!`jyN5jwhN
zseaHGQ`_TB1;9asJ5LW=A|BU;;O9|uy?_7ScvkWAo4T(_NhCx>TYLNknYJ=0!B0!y
zkzaiulTak$8O=#doP(_{FE5AFtEW9APHq5PJ0U^skCyfy)2s81Q89uzJgeV$=a-jo
z$`N(%-`)M)MAnvLro^l)aB~uobd7TN?kRQf>*v&zl<p(XwB+v_y1@OUp`oeYC1kxd
z(X6m7%3-;XbHtAkY>6C?VZ6<d#Vq?0JEeQN`x8V<Nr^gDc^oC>w+(bfHh9mg6?BZa
zVNF|nq!o;L;-tpMXSEt!+Pk`*Tw07~es1oynpe-2CgTRi4h(O2-Q9;#v;GM-HZ!1!
z7)C8|35j$;M;ihT>+cd-QupTu%Uu@R9uN_k@onB~fZ~~-{X(l)Tk!H^2Y?)#<s8e$
zb(v&Tolw*9;bCW}Y8YI(QPhCIr8Pc$z$*OSJj%7Yy87nL8(&{@MOj%ww$N5oQc@e&
z6M245KKso8o^jA~T%DrFb8~5oAN489$jF#(;$9?V-0~ckRu#=O^7f6Dha@L^xVY4!
zbX2C-%+)y-)z-R*iwAxC_N}=$g_&A=bL?fAVSkHJc~{}b>>|)U29mh(@$rd>>r0A@
zWdsH9QX36@7X+p?IX0I6<9%0d_~5g~yl3?EK5vL`7nh_Z6WA=Eht1DpPZnWBL`AKX
zB5o>d0Z{N9s!??wmq$eu5ER@}DnQNmM8cdV=5aD!8%P2%GqCXfqh{8<a6cARibGQc
zg@DM2h>Me7f8qM(`y<&$hu-;m^9q>9)tCL}c`{f~naclwQkpruN=4PLrxlRA@ePk?
zmW8j8Yc$8Wv?G*&c@^~8S2{y%UXFJ5wzh5;N7K-!r^<eVCR06{dgFGoZQ^#dvD6vP
zs9ufffVo=(+drgjWMqU#O`jcPcK^|nKu=LotLy8m3iIj5VVo>1p_i{YzkdD7z`(#i
zm#28c5~Y}guUq5e!~47R;`*{mB8Gv|v`wKfJ6ix{Wo0EQHukN(k5B=8P;;p`05rt{
zRr>{ROXnI2-5lwZ&Bk?5gr|I)2p^;P-VX>kR|HB1QUw5>es{&n^>vEN(><}H{!Ur}
zz9(EC-zrXk>X3q3zYH5vq+F7iCEhZO_`A-Lkzu!OV>D~{kH^K4xUg{Rz<_1f7mDZ4
zJL2P2fjVKEQ`x*sPfNq2Q{D%0`O~LQq9J%T1Vb`*70^6*xVTh{6&~MrGowKo5Em5m
z$WsiSvl8N6;<f(M9D?s@YFrK#V!JJ9K2TIyvGrW+trC>o<e<@?soPi1g{04>W@FgQ
zCbqXGi}XLCLCtI_P`jpJO6q7MW@lyHnJ!!VArXV9c5t*Y%4UwTDz2EoVgizFsAmX1
zW9G25Hk@U3b-J<LpFYUSBRO)^XWB}W6cZDQj~_=I7d<1?W#mGkb8~m!(6cqKvihxQ
z<f*r*ke8~H)p46!ksObTIRVn$^B37+>i*k<POx&LWk%tunkh?HYRa(z{{E$oG=F44
zyYx|Sl|dPnM_B0eQ&aiDlyva=nuBuG#L)0p<oH+$;92N41EZsMlZ6@xbQ8c>N1pw@
z_;#nDG_}mb{Y%sBSW8P)w!Zncjg^&EHn}c3W%>XBR6Bc;xgQ}WyeWFZBv6!_+|D24
z;D~(gR;e(>^{tG4&AGU^I6WPXbe5~|q@iuAD5re$rnxsiKcBP5bZ5}1=I%&{9*>Rp
zZ7)71<|o(Kz5WNF^tX-+|JmN&c45OSEd0&HY!#Ae^=df-C?OztEb~k*C=^bTc6N95
zg(gS0p5RqBNT=|H!m()wHds<p^77?NXXhd{kYy^&l<-|JmcmH5Cr0b^^)oKdB?o$H
zd5wp(opNT#x;oq2(TLdc`HECIPaY2r4vMKOq-ZW849f?v_EY_%&>R@*d`l~jFAgI}
z-4MUCTo4Bi*$*RrM??^OYrUfAng2fPl_pRsfWQEDLlc{iJA2I#LRW{=5n_pmPsS!D
z{GG*nqYKFO9#Q$Ua@(!a;aGxU(ca!3_?V8K9!M!7cW*$r$P4SkRmrI$zlXP^k=VrQ
zOZO}~vL^uC9$e%qI5o5(Wy7i=dZioo$D3H~HIFiDG6;HEUl|%M0I1`!ctWy6h>d*?
zf~t$+CjoL6I{UhDRW4l?E02!OPNT!sP4UiWRMMwgli}~ezkK;3qiQ->pSjMhD-g%R
z!otjK1%>BfMl%RMroT0ppz|ElWo56^XOyHZQpRj8T>-XC<g(ucl}M%&gN#oA-}Pjh
z)2TQwJ>4hm>7ZQFQ0Mad0Edyz<@}f^gNA&T+9h_D?W2`mrCqHGCYK;Py)o@x;Qcjj
zOAIe04S1G5hj4ps1-@<X?KOkyjv#FmD0erU&vK4~y=qC_G9ra6_|Ng-+Ms@^0>Xk=
zmSt7X>(Q4^2hWT<9wCFgwmAso7YLAILH&N5sGJGf*A02e0u7f7R=Lr_BF%=!Z~65>
ztgx{ufwm^EWTlm2J4IcXLxT8}gxeue6xq|`@&qjl>x~150NBr+pkAm*Nc8^vIX`ZX
zQXWm@ceWRssF=h>VE(HXZI-F1bt`Y8r{|rz)~;)iuuDj=|GRhZCZ;9oZ{mAyLQi4I
z@87=<k_z64u?8^~qU=9qbvR**ycHwM+nB~{A6uqM4MZ|t;3nlJ_$tv_b!=9Bv9E!>
zO_l!OGC8YvCc%fAbaTzk&R+Em2R$91&8l+ichl{1H_yjsh5TaSH?KXetUy5>89}gq
z#!)^|fa~MKK9Th$RX6}>ILTV>&2j2*N?qoUAMG8a(r@279lfXnu5oeUGB7Z(UkdJu
zJz+mr=d$%-F0MUD5M*2*QHtyw@o{|5FQi;<8_P3Y4hnMQ`R4(aLIIN-baHpUj!pUN
z;_AB8goTC0gWHQeM)?=s@jepLLZuPL`<)$$ze_D90UbvA`YfyHQ~%oSrb8a90ar!2
zde-;-z1j3|GX56C^{uTclk{&%Np`1&480d<5gRzV`+t76R$7c}4@^aJ?!OagCg!f=
zJN`C4LtVIlTi(vQA>#?!hequ;+bgI1x;iz>-9x~&39(P$@OnbW?da&(=Jg`bvjy>t
z%OrwvqN<_-4deH~+hQK4eeJnBTwElk&f}_0nv3&OiF(u|nygU`WJTfO(y}AYVOZlM
zKO{g`@T1AAX5lE@-ZlrP5SoS@Np*ILtmeF#3v!_$iaWqik<qAd@Z0Wt^=k`zwyN?P
z>$LiRh9@E8Pj2N(VDp1|i}$&%x;nPnsSFB*;Nhw)6VnJ26a6PT5+o#NPEKc}D``@)
z<?LHsPQ@=@zou5Utg1^blz!ZhU3U*aCrRe*Em%v?prl-aYW;KS^<Z}o_MEhOD;bBx
z7_;W)U`tC2T!7Aw4u3zt>*GnSY_`w?P<B&G=_0Gl%x-y~8@2l1+V5Eo@H`h&sIZ_<
zSEV3&rGJ#Kc6H}<Sm2qzkaC8ftE7Qv$HUazGP0st7gu6J?+3&jo~&z+iIr4mDnJsl
zn60z`Z4e43M>nlfVcQ1oN(K(pHT|)I_r{+v)hBD>o0?Sj=BduUL`1aM#8-l%W6&Et
zJv%F`svSNQF<<XY3rgUhpZAE^5C`L!UEwYlzca>cZ)*efc4TBEjF_|3*{-YJ`EYJ-
zPUiWHirYi>N4FFV3}MfM3WpYl?x4KMQ!LO%`S`IMWIl5PgN^m|S0C3g9UUD#Z*zv^
zQG9}fd!ShZx3pX7i2~OBozvrRm67iD>YVxXLAVRRYqF5mtv1%<48U7@9ig0VXRoCA
z!u|r}0cF_N%cpwr8STrLXatM30N<~!nu-{uo(nx~Lj$n&tHv(NSA;pS)!Q2Zx+$P>
zeWKMUXZ+iv$7^J{F&u{xT&xvoX~g4YrKLjc<WfLLW*b}w0X%6B-Mgn`$H~?)I;wYm
zfP0+doCLTLm>kk`+~c<XaEw6PMvrTk4Ovw5&;Lq*oNSd^MP()WqkQfFQ)}yDFE75&
znRHZ96|nbhB4p9H+3&OL)&~6iY;A45j~`%Q80n9$V7y?_z3u7gfxf0FFYoqUPF3|J
z89kBeMom!>HT^y(kMqG8;E^xNEIrESOP$hDA7v1pA&Y+CLL;Ys{CGTBSydHPMk?Mi
zb_G5Jk5N-yLE!<jB>Tw0xWr0s5=)yVD8aI_2vW6~Zs;~PHgv*fA`hNE11V5G*pqk<
zyfEoxo(C$&r>C6{KFG<ns(25bZ0KRMy1*rXyUn0lUJR`tKAMRAK4tRv!SURFr}1E+
zk<n2gJdqJM%x9*T4o2#hiE1eNhMCVR_Isi@m7OQ@d+90;j*kydQ{E(bs`khK!;9a(
zNh~bP);M?cqJ`kmPmGOWIyH8Hz6O0rOk}&-dZ7g<1RO4}YHL7r)k)d7)~$)$F`w$f
z_EeAnE9hlv-ZP&nsbXBICcL~uRIPxFjGQh1{{166UBm^!A3>j_WJaUPgo9X~9l}Sh
ztl+M!koDwxNyRYfUjSuJO-+Sj+!j2vcW_|pcfYuPDwtwK-b*q;D69Piza+kiNwu|$
z(3RAfo(0_O3s2k|=XLtYG(WoIsL;?yI1SEr-Krw0pPDy+)!IMI1s{JJ0PE5^=IPX|
zlH;q&k`lOJ$$aiy_1|MA5v8T2*BPP&V&5?|nN4!9rm0reKf%QOl9(6~8~fx*wdq0&
zk@8fD-m&ZHe1mIQFHOM=2TfaNr?A*G>v7Yd6Kh8piCl_08r`47tRET$x9=OO?SR|X
zxVv&l{Q()C+n&ifuOms1+DPNqrX@0^SlIXHM_`Qd6WDk5R_JpXWIf+782kvihSP%;
z36UcpYf(`aUeA@CtcYKdTb-Yu%dqnDx_9(h_I-EhUvIuM9udsTd7c&!AeJPTn3f~@
z<Zi0ppOK`G=K&Z7kTC#?B&(qCL!Qt@LtXvq>fA1yU4+mrKXXR>p0S#N0q)^FQyZ?^
zKo)(aco%v!g3P8*ne)QEazm__dyXUYssb55KvSI0kK^bpR8vL?2=*M?W(a&-s9y6J
zAD`P|hNWY92V~(!=fjDCqz^LcPnaw$b{=3qAIf@lDb4uzKT6F%l$*6D^}m#QVO=>h
zC#NO>z0=N5s8F*Z7~@-}!*+I^-I~;@N4<B?c(ZraX&c}YVm`OnrhahEL`8RIs;so6
zq|hH-126cKyhTj?nH5W{P^0dCRy+^#b4(AuYL`b;_3yKcwZ1d#^J>(_5<YqI?AbFE
zJsR8l#h(~8d6bl_!cXG&Uec$s{QOC@`Awlb_8Y3u6V*y{(R7Sm-<Tx!@K$pd`<7=T
zDHJ2t-3GS;oEs4lO`?Q_=qDG#6{9zw#`#952-Sv9HIL!h-o*7iMQitaC+uyIOXl1=
zf?KPa0($iC(jN$@o={?212D9eDGo7J&BNU3p;5Ziu&7piubgUd-5*XDTR;j4UetCz
z-Qy>x_^@>6aT@`(RO0^WX_nzT%r0h4OXXs1ui#)B>4fi=91L&y7C%AvA|WARx0nI(
zvCEy`&i>c|#lO75J}oV+zP{e6h}BELc+7enuUSRtaB=DU-{Enr!DHTBT|Jq#YAR5z
zK<%eh&4yhXrgp<a&CRt)%>jcSBxGr~)pSHC<yu<v2O}T8Q}_=q=?N3&y{%d<!Zd{X
zh(N1u5zOzN!M(9*^b2S2HuIwY2)y+9rlOPKmGQi9!ag7F2C}du(;!!l|8C-RJ^zp5
ze-qAt0wX7zXsyDiQR{ZPn^b8rs@1gmMTrwq4n5QcW@gMbiz2`wQId=M)q%&^+Li)m
zDr{(a{WM4-=El9i46LLTRtmlwoK8dq`?S>5e`Xdi`RVCnihm-EoAsqUJtZaO)2C_Q
z$wMbeM8xXeh=}MO&L|1rtJUw0fY?h;PKA$xP%Ell=T>7iVl;}su&^+;VOV&-&W?6Y
zkyg=C;1nkuys|QEGFP1Y)=I@$GRAFqwY9Yz)D14jAomlnTh0NT)>-<K+Zjq=W;%nL
zhl_*5<93D_k36g(XSTJ-WId804oIZ92J9H^mo>SY`_pCPBopM3L)yFzVZ{bhA!)j_
zPxQj{A`cD^jrw8*)5Gihm^I4`KZDW*)nwOq_gCHdrS#{Zpzhw@B@avO-G3Tni7sbn
zQE6G(J%rWlygbVIzeh(vQX1X4v8xO~4*?nDAED=s7Qcjm1299(^k>x6hZ=SWUPBxU
zC*2Bg<pI2`P>ycgT#v^|)%213RFW=|Jbuh%yBr8m4R!@bmG)8ZBKUrnd$cwjKy}<c
zb|rEQ)4o{u6bmC>Fv;`v^(`*mso#}Agn-lU23L&dq~12rk|7VJDDT#G4mZlk*w|P{
z=kCsHCMI2;6s;zYUoCzi<R0kg=uoWnUlw@Y-UaMXYb{t+KerFE%EpH2w+I&}^=A5`
zvl0qdq-@Q_7tzVKOeD!SgZ#JhGBRC*o=MRT^i)*N{qf^KM{}@RQ4qkk(ms|cskE4#
zI6Of?iOtJC+jBjFG#vCc3iPg?9w8*_j{w(7D=YE-NCrCX9&fo3Hne)x)p0*ll%c{#
z@$I;ygx&fYJS2IUFQ+G~e4{4IV6~k|bW410^%Bp$<w%Tw!tdb*qPnWJCXr+{yQHL~
z=IAb1&7kn2=y%vQ=Ew=wIkFom%AE9bJF=P1ls`cA+8i5^nERO;+FMhn;t~W9z#YW9
z7tROzP4sG&rRszz7A`Iwus=}a-aVlIg}EhY?0ULuVPeuAFjQ$W>N1u+Jeab^<lpuO
z-H7xtr8204d&|pjKO=R<dG7ydES8gnEYgRTgb$HlzBt`Bj?K;S@LbX2$4N2%i^T0g
zv764Bvnm$3xw(PTQ&nZu|3^#uj|8OM?y~r2p<%sXv6umV7c;kJD)#M;AnuRMiJb4%
zZfDKzWUu|j4c_akNif<luts%ENbo#+rr#Eb1;?JtcKNOT@<42?UU5@sl!C%+?T8MY
zV4xki@F+Vo6<gL-uYB>8CI$uypQrx72&$>j6Fd96R3a+c4q_7k)aG48CR*X0?Ccjy
zVj}JxQgCs4w|2zHF$tM@_-}D+GUZH(rEG1PRAqHSTWefc(HiagVuyiYFPgLhSF)Tb
zw`uj)24BE&H*w!^FBJ!;fLTPI9JNQ2&p;N7xcFo2<2Q^pYHG8Ki@Nmm1z@!Z+XJrq
zBWae)<NGCj=sC5PKEA4G`$SDm4aWygPR<wBZGj7GgVc-njmO{F?5caX7$17o*9(DL
zc<eloct?aLkPief(K5$>nZL8XLm>k$(JqX0kw`JBa^}|?Pcz<UHMpMQjc^dlA5WKM
z8C%4RE_k%o*xkE0Dp}K1)YH{PWXf_WK%F6|EJ{Z0L9Y`xc=NWQje=QJRMf$t;o-yI
z9NgTLE)a+F$y$Dn#S$_E+^ImNjEl>~%GlUGfcx7%xJ@YZ>U1~0jWmk~RhI4>BUI7T
ze|-@T>)hl!dd<9JVkV($h!&f{BO+`@@u9_!`GtKqmE-PPvL+@b*3}Jrpf8gi8+*1j
z>AX*y#AQ#&Y5OcjjesaYU;{FEHHnA`;X!7>At6v~7~dfoq~b;Pynpk?zrH>(PNg~+
z)oLj$EnP!TH<y}u?Tmi6aC!L~_!&Y27^FPa?w1b4mmqn8QJ`tmy)CR8&7i?#*!Sek
zsRoB?qVlR(C(18OteGk0C7-A$h1p8e7NYrk2BHPoAN0ZeS1bPlUgT5kRxA{L<a&D*
z(`Rni7f8XSc1GU<0+3bJyp|P3xo4q~mzU@Ls!On|2}(-(^@XAk0u)7dlDTFWcDrxz
zHsxg=K9oqMdBI(gAdhE#a<)zt)_V%c6Rx#gkE3-8?<c@Su&G^6*L7$qM;B)*Si<ze
z$oM^o2?%T;Z~?&dLmaveV$B97qDoX`B)9GItF#ozo`On}K}rJI2UQi76OikRg=QhW
z0QaXO<h;@Sl90e29rYqb02M4Nv|fz3ZK4|{9=Fbp&k5N!9H0qmR+_8uCh*|mM)mcn
zWoBx?4%ci4;$XfqTJ4LQ>!LYqV@2B)-13!(?0Gam`oE&X*GtVs4?uACrZhv7>@R3(
zcZO11<Cu+7f9vSXf?yv`%xMdD0*WH&7wE)OWVjWy%*@y$9H4MsUt&y6P3?c=2fYjd
zUqe$<XEYPDL#SssGvk@?{*)h{7y9C>n_Vu^c14i7LTBl?TrgN%uP?|WdcO#qJvgI)
z{DZ|@j@)143#{!TfKCMkSy@Kzs4PrOVId(P;=iPE>Fw9Pg*QhdUPr)Cm7{U<_qLp`
zuPHCb!M%ahRl2N<gA-FuA4)|`b%ws(lOc!)LHGoOr%*EfLRUvS^Ld=b-x)y#1v@|n
z{n1Ih$DMMSnP2F%2jhl?g@sZD;@%(Cq0_;e0aCvie?U<V)Wq}VJnP2~s^hGPh|<Q!
z8@SNdS7+VxqEIn#S$k;Gxq<T2Ugcy?49v{bVoB9MlB{(;Tm>Z@08yrNisqmV2ZS(v
z)3S3b-A{Klk_MxPGt*gtcxB|}(S{(4rg!Im|92Mn+?3zG4NTKDYutKne)cMd4&H*p
zvTM4`sFhXrd668okIhmCTpd(u0!xgWsBlzfW|Ihv&A!-_FiK)SJf*9}_J`X-vvpNT
z5cUvDZ7<q5KU80(dNnsO!3GI9-;_J(J%87Sg{K;ijvnQzw0V}iqTPZ>gtmtVAJ4?@
zFIPk+r#GKIZcqJf58+2*LPxeZ1vtaXGSlP|)mh?a@ZyEj^#yB`T}rzT96Uos8I}sj
zk(l<y_f&}+1pJ6`QdV9E-__=De^P>nk<n_ha8pGWlk<bHuHiu9YY<taj)9Gow1DDX
zQC_a0e*flg=kP_nLClvgW5dHhZAepbPt^pCHP&B61KG!qD%M@<&?ZX}dz1?Qzqo8m
z_yOGfwZRnT7(H|Ir<9b?b^a`mDUYZ<MnSwelV+AzQF*}pHR<{V{9!#ty{4G=T)q1L
zoEi|w^|tD|c+ipgm?#z!BO;i{RzyTar)Oq9?#$pGT!9GjPH^v6UFV|Uunam8+sC=;
zzZFNKX$mRhgJ+Z3$wy3bo{>FRxiL;oPG@l3_o)Zwug(**Y7DZ{(w;(Eorwv7Jr!_C
zdb*zV{(Wj{BY)GDtoYcEKNY&Vofn~s@9y%s92u*}3=LU~J=?i@?YKJ!QHeEi#p$2)
zoga)NBN>@|72oH(;Ax7GeoU<}pOhlWG6Q)9#R%)on9&{tuz#LcQCmYwzp}Ej>Qtn#
zE>Wc3^)xwwfjSKt8OgQW?c8>^bD`M>mKvi3q0D<EmpW-z;AM7A4N?g54;e*8|Mu6+
zTZ(es`$G_Kg7$OF^FoJQAhHL2`PIvpLGi8uZ&F$-qN7y&+hXJ6rD9**J$Om2v?Q_n
z=@TcEOGv|_q2(Puf>3%3E3oTY+Z9w+1&$(ZHHhSb>uJr*Rmo>QRjdP{O}GL+37%*B
zR$~7oULvcDqmAOFZ$qdR=>KHzE0UYmEck@o`35xwdnWb-!GEe~Dq7FrAiiKDyQW}d
zxzpc8h<1R2pduwT-`|g>_-VnOgXYCApWJjWe{YBb;i3kkQN&Tc3H@$(QW*3An+II7
zTmzczH>@^j_bB4zQKuY1gao5!QK;PVm#VPv(nNt83f<IrnETtlo!L0`)h;wBpm|%E
z*w~R^zyl^#lPn;~pNDp0gLQedVFw1Ird}iH<@Rtd&i+2J^zWEJHZoe%eqx=e{?xi0
zbet4!$9aH$z;xDyXvb59kGW?w8(e0ml(AE(Fg<W`qwWjVdV9B2+vwGd$)kccEhXiu
zZ4G#Jl7lxdHkQLJ7DS^N^)Z<@Z|?W=iXjzj6i~;Tybbdbq@K!*KVfpecqA#=ubMlI
zLS2ZJD^5>K+q&Vm^erk13?U;ow=1|S;A0yNBszoJnE#2$@b<?2nE0`<R{``>o13M@
zMOoPhaEiDL`(nRRiq+QDwch^38i;2N$wI(qP!D|ZZmKlcdI#=$p9BCE<VR1Y0KOUa
zKZE%J@aj+(&=Hy*;xoXhKD)SJ@||dDnHwm?z*0p>9hRlf0}EB1@6td}v>k&8CQiP)
z;|Tq7O2@-6)zQg;A%sisOd1}yx~eLS7=w4>;tk;H@M(&P1-vHqMxxpAfXZ1-6-L`!
z4p(sBS>F3i_H$ewaA385-|?QQv`|B&f<PnW6@z_zt~bZ?0K%e8dYs#CLdPTzI3{~6
zd{>8ohQ^y$)ck0Bni(+=0`Fk|`Vf_uma0~mjsv#L$!eSXbk^P4njS4Ehj7>EW;82&
zyB7=Z?EKut$?54k<Izks-{^BuMym4e?rx}~$g_>^u20LsJQ`gFOmqA`YIpO3p82ry
z#pV6UbDXNo)9+&(P&yoWKDRob?R$Ow`g-hxu&~b(>c8`TWZM_vlZmPJS~icJPKY(<
z4@Aen;jBgkQ^{J7+rbxN4j^LX$-Lx{N5Ms?hT!3Yje?)6{S?56q~5)Qm&Di8F*n~{
zA5O=7oW$#j?uf#^@`Q+}Rde#dO^943Culmx6Qb7;&;(nBUHa1#p@evs70@@o4Vjv4
z4H@m3gbIbEuTmBep?fXWT;P%$ZHtKzmpIGFV1DkfV3c$yt_cWmh2ZgB#gMyY-cTp-
z=f7rURny5VSwl+bJ_acrC8gbsTbh?(7FSgZ7es1-ae~mhGUWq>{0=oWbyz9QSddw@
z*wk}eI;}?HXdFU3Y&&A5HHhwmdfHC<`LiV4hFXUmmp{!O9P$edK`Cq&wPki%l$7Z?
za#@JTRvG_TtWcWvUGUbt2pKf%s|Re02YRAted+VS=Yw|mEh0i!h2iDP=_;!xfU>cN
zyyJ*sVy@T!5f*|lJpO2O5-yn~<AQ<$B1Pj=Oe#K}-yZai-%!$-_z{;wuLA>x3uXUl
zh{^^P&WFr=e0&M)O>Ju@J66@zkDwA!&cyS%SC-~)Y;CPUc;dw7Xig@}`{MEvBxL2=
z;S_7;SJH5lm|1svRyc^^#@}8uW`owfue046Or8jI6c=}8TO&+QHw=xGCp#Ipkh+B}
z=R4%utF6K3hrm|bIUFc2$F|R2y^avW3Pf()oEfKsp%=tP$o2~5`X?uAs;CgiFCT3%
zpYHxj=gOg&$H4gQ)ml|qsRD^EAZDf;m1zC|0$q;Qp|+wtoBSyGRzhOQf9-6M9Ke%h
z7l7cue|<ny-Q)k{?62xS1ktGW!NG8fa`0=wD>AYESA+Q4z~`Kf?BjKQ%%bP-1F7NT
zwNH2NMMN+do0`VQ#eF7qU+GV{t$*3J`r;WaZHTMdo0rBe7ZstQTS5v$s=z#X(tMkn
zo564yY9!|Os6VMO*7gTB7|w>m7urBjT2b+<h8cC-P$fCu1&LIuSz(PZHGT}vj7FoI
zGazM9hRZh}bSS`_1~_Y*3k#6F4a||deu#<+8rTcr%=Gln5C0_v0Wu3OBdTE={yDMc
zUYG&wCiIJ-c04y~5u_m)R)dAm(bcuRag&vdA!0H&oUjKy9kPKfdC-7$Armd8BC4=Z
z17lBplC>LLIpWY!BRNqEqN1Yw{qIA~^0I0J>a1eR_X*S-A)))|SC?5Rk%IOPB%HQw
zWS+!2F80UlFA#TLim4Qc3JyEOCOG1Ic~7+QFInTgPvR2QOtvRR=N|Ie-qz%p0;#mj
z4Hw|_ME*2gDJpU}b52$k<F}bfzc24Mp&F#8Igs)=p~OJ+j=+K?UQgMRLsVVs1;N-6
zWQDSZvtmVwBrObdN03hM5PQ}+Yzjpw1cPJ%evPTIahh&%a_EYbloUwK5V3DwNoKd&
z%~kLsKGyrYNM*NnA4Neir@VP}6_2<{v;tfW222%$EQi!2CW9XM*Sb)io{o;VZ?wQ4
zTpJn#+K186TR1p3lF~DPi30;k7#MumtmbufbOspmtZ9rXAyzk1cES1vsQ~HqYY3<8
zfC#xzvYCiM&B-aMq~r*O+c#0Yp&~8MM6zhoj6Up1nZW0xrOlEwvtMHGf@}aw?DzdX
zvX!-+osz6<aCrFS<fL$)mxQ#1{rV7v2+f!g*rT92f~Vg4BlR4Jp5wKd0(W8IKeN@F
zP2d+Wix%ZDxdw>o_e3?FLOp->Y<aE*5r#NCW_<3W5i;oq%B%@kK&$}ly!b{|78c+A
z6h4wcI*%5g^r87`o2CB{aEMs|^K;D9B$+89$8TWG%t?_ro?JGb<dl?rP?<(fyzQ6G
z+Eh6k>`AgIfwC~^((rT5J5EVmT^({w)*TaW+_Gzxh{Mg}vy@lOFiU6zM!QA4C+y+p
z=;lUr4-arRt!Bz|K(_x_4*6Ig<T{Ac0v$rF9S{<P5)LCAV{RNELZUx>nAe@JZ)7Aa
z`p0mh2t${y&5QC(;6b1B6h%X5D(lnUa=I6h7tp0(gM9-6w5qMW+}}Q`CwF_)SXy2#
zBV$}+GWr~94~4M$<?&W0M{sCp=u)R%_8^!9Y9PV!<*V1|0+&l8`1&I)?Ew5Lms-yX
z7=d|piXmie4fPAgE9TOwtzn)`cQ^F@PXS^~EUeegOc<0k&O*ZJ*D%durb0oJ>%z6r
zbaNr`7B`y&#e$zJlnNyti$U19wM7VvjM*2@e|BIX3?sGwSdykA>5n|Ghti;dOr_Z|
zVh7Yax!Jkar{}7}8(YC!bq{ZvJ*?4V^Wzux_qI5%)~$)y<9?^Ml8Gs;@mMgW<nhoT
z>QE-foYoFR84f1<-67-ao1ee&yuH-YS$H0eOa92XAJ8sxca8lPp8na%PCmRYs9YxF
zd%>!3DI9j^2rR&Z(?EN4q*ft|(=$9qWXhMAm`Dt6P5BLct6uWUP;bH?sQAXlQ`5hG
zC6&0rR09#4`B_nZvOpbO>HFSSIpF@X)Q<ld%xHPPq*SXX=JdYL1}CkkXm58HkAR?i
z#NBZ?%@5p2VO)8I*+p8by&#VF>KA8cqh$Oyyx-R05M%0fL_T<n{{s`8f64e|HI;J}
zAt9W<(V%c7aXVt&`+2o6&?eb+1>MQQ+4&qM7XXg<eZfL*$MgsD^ZeohRay~P4FDRA
zUeqt;2L~9?0`zk1guNuXKN!o&MnKVm$;8Y|Lwcc*x`#HiYXqhvY6lVy-6O{Im=`eO
zG(MJdGdw)ZENY|7|Aek+4bWQ5g~Dx{wlWs0hv`r)){{WHB_ddwVY;V@RV5`1bmazG
zcm47~YL~2`B3UgOs)R|)17KrAGhiE9%o8I}+#YR2`uZXg6D6W8Bifpon|m8qebqM`
z86S85yC_P(WW7G>d6V=UL6W%w(-5bpr=IZHJB@}Uus(f_V7iHA2Ifwkx9fa{HaA;t
zSwDyG!31HaR;EEuMxiDNha*FP#+a1HjhT~yK>uTA^Qj@#4kQYwY|!R^4k|<VvdYpB
zI7SI^>OZB8TyM;D=n+JLIuyYLhD`tU$qo@O$5xr;uL~-P=zUe`MwKQ$<E}5M98Vpv
z!yWivS+h!!^i_q1vOJ}r`2sFz3-A8<Vb%q8{-40i%r{9Y$CCxZ*<5%{Bs%inZ>(RI
z&&<piW4}l>m?!oQzU}eHbJ*11?<n(ApPJ1?#?3B*uqhakCiX@LH!HExRXM>M$HXiZ
zPV@G(v}VG>7A%A!ibM|<U&UKXY$tg!GqYBipI??`EUy>8D$kOBjICCTuVbYZpYl7j
z2JLzfy{)}s{nac7;kEs*rOs*atGu~I@?sJa9-4(1;y*=nXJuj%a{X12N04tJ+z?_w
z8sL-tl!C%*x;#}83|<(P^Q~wf9$pXsii?YD!(nJ>$a2xf8c6DLT8ZtDX>jv?6C~D!
zc7n3Dso7bpseOK<wZ@90DIwpCyjej_&D7$3$;juDP^bNJ!AA6dbLx=&idBrX9g-)Y
zrvI$xETq%LQlA4rk?M#0BOd{*k2&p`8C7WA0Jep$<C;YGeI2e=`-vcj570az+Mxnq
z47dt&mGs{xj{?-w3JY&eEOd6Z-Y4@ITpSTp=YMv%pv2=q-GL7!2oF=4up&LE)u?m$
z`SWM_@=F<%IqfmCmxvbQO*!mO3$8HU<=Ou#(=aK^4b?Hv9B<$f#0mW0+?nm6Y<PO6
z_s%TD&Wf(_hq~eu)QXRMuP$&WPR5~)=vY9q)@r&G7wejTLQzzyN^i0-^IL^zF=KpI
zAYgTfqb;5ef}o*DREU1-ez=N;9-wHU%zJa%^c@6?;dMqulkx8Tv)=Oj;~V#v?9x8Y
zOgUp;V)ys0mAe6b$&|IhXk%%#itdx|KYShwaHOZF|IMnZI&BRI2dK9X@)OIeSH;=c
zfzIwu*OCc0hoyJWsJ6NFE8t#bi#s?}1{&?O>)_!v+FM(H(tjGNhauS4SG%C>0r_(_
zi*NM})B{OGuS`asQFP}92b+p_*Ue1+v@)Gx@tl*-l4^gLj{fwH(AN8ai^!U&?<}~d
z503xf!vy;11aC(FC?AYHig;JLs@)qq3uxJ{Z%G%MUXhE!`ntZpKGc=r{rTQs7zP_-
zcGeLPXog`PL|LNOuWcl``bHJJPxpSe&cIR9Z1T{9DHEthdX<&Mp@ttHJ$j_<GLMRg
zQ?32eyT)#<G`!WT`{9EJUQMa1MEj>H9kCe(Er^WegqD^i^}AuoCeyQXbM+@{hjR(?
zXB$b}lsOcy2?=)~1Bxc0aZR}#4`y~kyu*VB)7xuG*LP4)7GV+(Q*~25J(q)j++vYm
zUO_=H<puWO9U6}vRl?&TT|-vp7g@CLWEL_qGQh29zNLEhj9f}r3z?0usys4MPJWDm
z7^Rbr>=?O<f%Q;(Cts~fQ&#o>;x7E}Ci!;-n=f`Xg8bTld)cd~sBF#|!7vmVe-9yn
zIKeiaDE>NG($LT=cXxLJ0#<{S$$JbXe2>Uka2Bl}$)um1k-BBfWDQemj*r&m7g>?-
z$G`S@UI*&om0ohj1$2J^EVY2Q%Go$M2{H*LqLbfO#Fdu5gYL6oWl=|I{7GuENkNw&
zpbTbXpt+~V`Hw)jolFWwnzbYgF6^;#?=mU_SjD#6zC5LH+kQ9+CLtTYQkJ+Vd8y~^
zjYeJC_kMcSE?Hq+m!o0>=d*4!xT6Hz4(6t&G{+NHVEMs&GSaw6#BEGXDR&4c+^;6C
zttC<JDJg!%Z@Y}K$vlu;UVa4IdzLMI{rB`Vz>|rM4H6S8v6PsTrx0I)ZUZC8ArTP=
zWk%9leXZ@Z9IkWv7VV~mg+5r`-|ym@BM~OPZGZSx^VVN?&m9-nq};5*_+U0<zveFO
zM3+gWGGoK(?-Y97j=7J`1ij9Cv(<0tZx-d%3IP^5J99FZS)V;iW(x~*0OL?UZt<PI
zz#7Z?t2L1y3IPp2Ao`KX^~?&?HIOjCg)nXb+xUAC3@thAs9IRS{6||r#gC2!0r`uQ
zojSvQLQ~>_XnHl^&c+aT^`9CaXMLtW3Sn52qpGs*ZZ}d5$+&2<*EzQ&kL3(3ESO;?
z2$EJdak|NrV57}c(&H>VJT5%_=f(Ixa{jwmlW%@(w*=AsP-4!A*D_H*K~h%M{Bci2
z6bzyazVvt1n8U-aadomGk3}^0e#bbh4=rp@+l8_O(0$yU<Af+fdb%7q2`F^`2C%10
zEMPDw+v`_FQKg*`PW>^cL4?l`v3Nz~oc)YV_0nru1x2p5RSI)+Hvy#1&4t<382mRD
z|KH5u{1@jNfe<Uh3AEc->Q6ou?$=!5HxnnTaB{x$el%0_Issu*MN12#5i#N8hHl!A
z9|}fm(qJGJcY(VCF5@3M9aPU-cQ6jHeTi>4IM4aJt*WdX{T(43>&szaXgb17f6M#L
zwd+d*UEQBplek|Qw#1LIu}Xv$qJ*O{k_EcK1tQ~f^DPcKxZuzOY+2`V%|*E~4^f6V
z<Xk3>hb3H&VFo&#VYQyu$5xErzJI@!Oynp@)sH%{if{c3);Kt!<KyGglO+{99~2ah
zL5hcLuZTS0lRnOb&7kt~N4waY55(xnotRj69uwEwoNP~f&p;>ulT`9a8G34slFS#e
z!=L@5fBqZxfBQsmLGtZWLQvn6d7N#_;)&qbdJKJH%C`VWyP%X^RSCh$a+CD7;h7s|
zbg>IC`0gRsLQ35bCYFlHhc;Gv%bw&_m^;5FCnx9Rq=HGQSJvY#e(d!PxT%3qPP|S0
zg|wOm;z=h)<tX_0k_p#aUgdxmE6Ux=_pGDSDB@05k5{y@nc2dkp}u-n7$NmL_{AgP
z{5RTDLtqVnjuB2q`^3leMWg4fKUJXKl(Z7iT%DZ1TAR{sELQVZ<9~c&L3#VL0T(UA
ztn-FmC<Q#ELgf;K$*zu$H?p!|0-3S)7xZGoz!_M>-a+6dZ4+k2CpeaTCZ2nI)!*6D
zxopgj{7=fbnk9et_HDhVmZ_yBDd`RCix<WR%iY`QmfJfL5E-DrxPL!JN0%@`dgUIR
z6ge(ysZhU<W|tSB?La`F+Lj7NWEbJL3*0KJ{Xi%AxIq$8H(F4@#)@uqdvgsPd}M6Q
z7sDUT+i8fp@LWkz;@vib=9NI+u1wNUCH<qG&vSEYn6ao_+t|Ltu}t(!wsgwHcPgja
z+Vmkv1!g-IzEwy6mnSzbXk79N=RM}CZ8)q=AIK{zD6qbI_2qn+p%)4i{Eh?2_$)l}
zCRhF+roKBK3-*0Gn~)vJObA(JZ(5J+Es3OLW=HnOOq5X>86|sGLXnwGHl<-#MpTHb
z_wf6@@8|P=|NZt9_kCU0d7j5Q+dF;38uOI{Hy5Qxf3~&#*D#!6;-YJq(gZM!UC}3T
zW(-GPUS9r`v8Si!*P2@l2M^|CWy!)13(|h@PnVE@Q7*~sS>y6~DJL@w%Yc%Gug3vX
zCf>@u6r_oI))?mPU4?4)`234=ywv|MuOUmkyQ72tS1&mo4<BEScEl}Wj=Sly<iiiX
zaLZbcy(*TK)p=A@EaynwCBhgP&CqAMyYVeh?)Oo?Jynbt>rXI%XU@37&wTT{ON3J5
z8-~^`8kt?3n)?qQ=JL&csuE{;*fiiy_=(BA@?wMAH*I75(v3}C-abD18ZI(oKY?M`
zXlK_e=_U~zi3!;L=YHJ$+_`VV#hT$oC6;v-T3W>o*OJz}QkwMVZUp|G7I06rwy_B>
z1CDyzCt>lM$!DFzKaI`I1dluV`uG2u8r>6?&vfYNy`lY1dx4jhRawj4$GHB#{ky+s
zGG5O0%`b-CXWZf6_dF$o#=&>@-|D=WJzB}Is>$PzWt%ogiXVTLKXfSBAa_UdU&MjC
zA>EMOwmzTb42-!O9o-n#+uLhed1JBd{?psuEFO3}zfDZsPY<|z>ui6|W9qS&dau2I
zeZ76>*|TSm@2LIPp!Ycov(L}zN1A~!VTnBt4&LoaBs+8`_6y}V;kKqcGSn=}17Ez+
zfAR2Gw=@E>Z0anzw3$J<g1H?b0Os46?8>QlC*x5SjEs$Md}x#lcGUu#ctldtC@AjV
z868}*4R4t!O9tuMoWS#Khc@Z*^^7U}7+6_-fa%!{>?EvL7R>G8m|x$@`}`Hr)7O`C
z%kFruv(fi-;SMtsCWzUEg-<zmX*6V0rN=&unw~p%4(SXnrIgA{woISs9m~Zy>U18<
zkvt%`Z%7-+1%?Hl9-i4Qhq?LrI2Q4cYr51#hA{5NZ%>FtMvl5pw{b>AMaA%z6+j5f
zpf&3+0-w@+-%~R8x-zue0Ja-nJTI*QQ1HlvpFbC{&>tT?R0yB7g=%;J-Kv#(zJRd>
zP*gu)5kQ_v0Q?hg0uCeVYmvK;QKTks)VNNC15`cnm4}+V@pOIZ4EerSO1N9stp0x^
z%mgf$O8#?y-|OCRLQ}Jla(<J4;CBcKrN;U5=H{dpZys2f{R@CyQcMRAE0nD(e^QU%
z%l$=Oyvz{hr>`!|(g^`jtmRUw^sf4mR@Y3yPz=_v`^Ki6FHCRE+3ZN#{Xn}j)Y_V>
z_e{R*`Ex-5f#LrCmTRv;I$^lLmv648*B~C1`R2_gp5&G|PElT7Ci>@g9f|p$mi{v^
z__I3yn*a4>G1n*3CF`&mQuxt2g%XX#+7^{9J3(sMDosfo4Z4Q)&>>k_quk;zb%BAW
zOd{%&Ew3C+i^MCQb=^$ln#Cg+%-%)6!R`9^YEcq8qwP!^TT@e2V`F0#6;@yF70u2K
z!<-p(3^_R#!3#-A{`E_O$P7RV3Mvs{5X;w&4mW@ZwtqJY@kxDq<y2^y@iglC@L*Y4
z8N2)ui@F|bk5A9GPwH04QTtG{$$8{Gs5V?(k$c|d5#G4CxHwX5?Z59!8I(P$r?V3G
z>PhpJcI1)}5}CM~9}*{43?0hYLy11WUWEj<`qQ1)ujMq_^yLv|1uA_FO+fY6>2q1o
z#@%vP|73!9A^fnz_c;lD;}Y{Iv44<ma&V-tcMr=#i=i6{KYLBq{PK(7*(HEtQ1M^@
zR_HW&pI)5rPH{#pM9tNej%vSkR87rRqJTj-)u9uvS609CZM6VUrK6?g;^k$Bk928?
zlZ`Fy@#Es0a7*)xB9_5T|KNUTbe^c}s8Lr_3rS5qY@Q#}6-cj2b6DynB%KDi!{6IM
zV8^Dgu(<TR9x6(1etxa<a#ix*YkShSnTpE|gf|3_pU^#(MsVQ+(B{!G5a3l*AqGXy
z;vqQ$rUglun~O`0hrl(McRkk_T14`czI+-f@N$+n-wq0@R#xTrv)O?^6Wx3>?~flN
z+G#R-(D3WZjimLhjTi8S!ZA#{IZ1S+Z+UqUE$-ph7Q{WY7nt@d`mDgm_5G3fmNM1y
z@AES5vzqh6MLO(BiHTtA&;;JiA(NY%o*u*n`d@1@qi;>%?w2QL?m!~8*~)n?a~|FX
zwuqm)@NYKNXBrq94uVQceu$`+eQI#@Hk~+jC`HkIwg_md*rv(B%qkr4qGx?yt6X^u
z)2d4uVvmW5A>@jCfoyF2QEF<F@`Phk&Ys3>VBp1?9fh3d3G<h>dXN%bWxD>Qr6uP<
z5@wiR^G#t>Z<S>JpfRWe!I`NVTJ^Qy*B^)nQT~pI9Flb#+-nj)f6lKKA|FSh0V+03
z6XEkBP|4$=Z07V`J1y-|OD?I#K}Z=EctZG(?7xt7y9;#>G&`Y>5)=_RK>e9?dw6K5
zySw{YAH#1FGG_!^l@=9IQJMR%EnI-277-K2;CZCic&`$f5f(O6d{MeDT3j?D5GaJU
zme$bV;MEUyT0}<4mG9nj_!iCde*ZIiwfuM*nuVA{cRhyf(}rj`JMe8$sHZ9i20Wg(
zuE1bFA&3Kaz^TeTV)gPNm*j(w!cg54cN13sKw-(gYEFDm`N$E%KFw1jdFA8ZzByQ1
z14T%>&zQ1PbtH4Gn4FsO$Md7d=aTJ`t?LX9LeCQ$xN>WI1=e)b@>8q%s$&w54%}5b
zbL;f!Y?zj_O-`M%-dg{)UW3;FtwGs!nS#7yFt%C4sdwDHZ@`{CuVZ|)oTcUVQAyQq
z>!uT@`jAwBfs&i4Vtt&H_!a#@f~+neAb@JG#=I#eF^^13<Nx(5x2s$DwdYBV|Nfh1
zaT@o&^;m%YW;Nb&sOKCU<GSZhA<d<Qh)PH2Jvf@Fl5~aSh(k<)O0f6H-yCeRQ#EXT
zMEv6U?~@9J-*W?wEEC^1veJ96*~!Lm+J(3{E+d08k$!UyB665`?;PBHOKW80^d_+f
z)0)1%NZ9S$D(2;Ejp~69WFGyhUjzT?G*%#NUUg4#QMmPx(Fd3lXz%>J*4p1c`MuBj
zIAxX)s_vH;*J*gj&hQ*XI1}?30|OyBxz{~S*+`if2P_2Br5YtS(}JkE%QJAox3tD%
z?zPp|kAI6Fdh$Sc*MH6za(qlO4G*Ghv}ew?{TTSQ?xfF7_vqnN!~y~V5^68(ZrH}m
zj^`4r9Uwf!;2zVN+h9sfn4FREzBWf+!mgiKOUh3t;(#3B5S-%TqN1x8bMs+WMbinB
z*DnY<VNWkIEk|Jn8FCB66x^CfGQ_twzFrXLf7U40{LO=(b7rlly`i#F_G`;3UBCh0
zQmAkq8_&$DtgOtCXph)b<*Jf^!BFV<aRr|hnn>HTErD`+V0+?o#ibZwMSxXzPaEpl
zbhZ<TXT@gQ@}eXGGIiT)sR;@0M8^49>-e^z-U4#ty(N<h+t-i*yK_vW?RwGG+aI|v
zJ-B@b#pP4=A6Omm*rk?S8i`|NN=WVexH|IX?aIQ14GM-HNG`!q$1FA9hFv5~F$Gv2
zI2BYoOT(3e!NODJ_AvIE36VE7ghpgPdxo47t_ku8b~ZNfk-+Bljg3i@!v3M1kaSop
zEkOhObF5O7n>%Z*_Tj^ad)Pux)`?{&jqhd0NBa6MlwDRz^I9ymISg5wCgAo<#%oq!
zBrvF+cB)>X#s@0X1aRYC^yuhRq+Oot>*c@U;g22WWG+!6W#Q+~8<O3xHk*Ro_o6Ol
z&9gwHG;Yg6t;Okof+ii!nCPg-7BRq5My3l$V-TfNHcJ0jMaN1Ue@*?gZt?>JnaNx;
z>xpPvgia$U`9WvLc`G&peSKOfVY8RtF~r~@R^fr<!(}arj{R%3yEKqPK0ce)SeHlI
z>w+&G5Z59Ok)n_gF3@MWdD1_`TD7<S*gW>MPHqivxJ|)eJJjy{v`VRibe~lNkV3he
z3sts#jhHb%SGj&39lgET{mVU7Ui$J>i<bLr7nI41WmZj&PEO!u-dSqJ$M?7=<k$V0
z`uXz!We@#ihOD~{iVeC_Nyn8JbcYUs;62R2VPWvZPExW0#1~{cw65>SYt%j!MB09S
zEh$OWg3O9w*=&!IlFz8bJKKN1VyHrD1?~9H%i+C-8|&*T2DzHa&w=I@6~VkSR$fXG
z=e=Osg}bRI1my??LyfMw1eD)#I5rA_JA?pDF}grsU9s5~M#;RkI8Svy@5PN3ajB^f
zTGbU5l1JirHCR2xEKJvD2lKttI57vDJBJUBf`Z~kY|0aa1%miP0d1}hOPM?h&bPel
zdp&QND?|cofB$~79%~`JBEZ04{op`7rXPH=!pDw%$BS~xNK*p(#i5p#S@^u*p3nPX
zab(IqfGe^nn(<|UE%n{IchBBs-9|VKVgYb`(YjLDd5P_5ru|pG(@7kjbh5QYkmUOs
zH4hI7kIJ&LdoxZY5I33a1{0Cp`1+PTp6&2qd8d@!xgm$kJzzCRtQ*pAG`@fDjL~~g
zLbL)2QdUGnL^n5ukcZ{(TLl|!Z0rHc2%-J2Z%Uq`I<44z10OVI^|P^TVSlE6{Ak}k
z&PeVvuEEuXGmQuocti!Suv$0(rFw`#plNbMDRC`gpY(Oe4pD)-o^Mqm2FlenS=RmR
zRJ)Ua3-IjdvZ2A3oydw?rx<+sF_Nxn;&b3X@~Lk@9vA2(5uyrvJ;drbwya8iGLo{@
zE;m=Y2M1T+UIFeAB#Zcm_OY?U|9rsH+lRq<o~4JO(a0e62E^kOrw48Vu0RP=_FbcT
zLbyb^TacAi?)~eC{Y@TLe>Jqg`Xc;p!5rDSmQ(8p9xCKws^KjBzNah+*|VGJ2I|`#
z=wm(dF|(h|Ee=vb?NSKVMWX9=4J|BNRo;E;p$=O5W>?svZui4?%_K_VU+A9Ns^a?4
zdY08RPfV1og@&o|g$v1v9>Fz6+j?9?j;E=K5eZ@4e>4NCrKPb-9W5=VovmBP6Jm!l
z0IunCi&?v|xVzuM)70FWF*j1mslXfX1U<UX@_6u*Bi|z4FAy31;vX6#Cv@5PJp*0C
zAr_B<qAet*-0`n)w)|_Wy&qW_Yj{<E{`?7oz2?9Sqj=R#e8+K7QCT~u9UeV;L|!+P
zbGIMpuy@Mzfw$(`+6V974Gra4Sw-)!ph#;`euc!*{LGo^mmYUTzC~mf6~$EZi=A{B
zF8ciZnov&}Q1nO#Uc==ki1W{i!9|8Q;^JmU=Y#vMlFIa_jn8!ap6P@bk1UYrVou>0
zfd-(UBch_pj-z4(Yl^BTi=Pfyp_}PCnW|64B1T&`jbhwX-6+!8@oL;uZIQ@``zU;%
z4nIF1R`mL*Kwka)`EMMI?Jd5;tgOTOiYH&(SU9<*3kf=7cPkDv7mFw7bs}-+FMeyx
z6Bx|SzHvrI$z*dB>dn;iW2Xgqd6&4NaZhR?IL1)~-@RO&V;TXv{1<dWQ@58syoji@
zw!ND8&}1;aSPYdoe08cdnolbrKG$KS^g0*IW0}4?_vQ0%!n~hzBA+gRyzPxq-~F_-
zg{i4OBbFr4H%v@Sl=<lLoz8@2NX!Mdeb%!|@LVq`vgfv^;*|Mx(i>e#yc-bJ6&4nD
z6B#(;Di0}{<IOKclqrx&A#&{DOp9!TaB^y@^OqXnlt*f8e0=1N-bDIRuJ&Wc{%ju`
z<F!yVmU3_L2z<9THkT9?`H!Qyc+=#x&!yxQCaT;xcF8|9M9|CQo7GO0Liy?%8F`p$
zGAkn+^RoV)X_~a@dw>@JM>0^pr)RGfCnWqq%X(1QY*2>5(3Rpz9`vt6D>iiBpco|R
zYk7a4;=}v*UWjA_g7W1HTTbZJh?v5S39cJPrx_U;Wn^UFSh?q8@i5_!H=gc6lY5mU
zln0SaxSLTcM38Im`}IaB={0-W6AyH=+6NVA^2QW;vyYvc&3}??*g~G9FKDMt)NOZq
zK$!LRy<U}^e`gZ^)%CpHb$_qeq_jzOdSr9uQ>)_jrHYXczKcuSUn++G`fHvUSXV(B
znC8inCpkGSYe8VTE?kg3caH3dRBT~kYHF&`%aKHZ1RBm*-nOKgCxSu&J6i<X)JTLL
zt#FXuF)}g9kZ~nkAmko`TFms+#j)3US|R+G6``DqeK8tM<9+zZOOM@V&bth~IcOV|
z19ub#zCC&3<mPVKRD16pt&UEh`q7t12yBxC-iT)7E=)B?B`hDmVomdcI`YbCAc8K|
zSv#pOKNRQZ(=qUjT@RS)xF%kH0GdrLxtKj$J6ioK9p~DZZr&6ED}JGr-67ni@3!J6
zzT3boAZgz-r}f-){xV%yxN9&%@#S?)OxMDP7bMmDy;=Knv!{9ZwYN9^prKGi$E0rA
z5!OsWPF@6vx;Kl53NK^l@@#^M;k9>`f!n-7V|Vq;R2$XQ8s3rmE8Y5Ss;!MD@q(^1
zZ7Dzx5;8FK%#4g~_Pqds8yfEWkg;;$07HO2z2fBIvC{Xn6~Y}?j7lY1ef@+cCj<I(
zw8om7n+FH^QA17i^uq6)`a(F$?02eo>MkP-|8(Jxbty416%&)nhSx_ujvj5+P*-o@
z_TBi+>#5z{*(oHlW9#UsU+Ta2J1bCpqTQF<^GH0jd<VIs-)6ht#xP{#r8+4sJ<_YY
z^f~o<66w3A&xR^9x#}`AGo3ERCXJKQNZlrdLXCCc8&?f%?$xhf<HL!F%v@bvea0a&
zxwMp<m)C3;0!f|^XbM>1EiBR%ee&=I^}|~7{5icoP5PVY=>78x&oHH;RwZ{lmlCXZ
z4mx;FS=MP#A3yqYvsliZ<%v*P_ebu>Pd0x2`nA75Ui|LKVB};~z43i%`>Pf0k5wdY
zW`|u0^W3-kU|Tyxj*S^vd<|lne4SEK>RfiM^WcRGANc;BoaoWcQ0gA>((w65sc<g6
z$0@eZF4{JoxWtR)kQQOZ!pDl#U#F_RX$q;2zbY!yM09~JkIu<U;LY`Pb@yFMSLW1l
zdz7CqKs*VvqzrrS+gejy-Q^@9|I5`MU($tDS5|su_6MWqfHLRdywx74F`%^$t~yTi
z`0<yOm7N_v&oX=c@sd1v(E0t@cNH_S$3Ww!5^v;)*Z1`iT;0nW(<bv+6g1G&6L%R`
z0krt(leu=ggq&x5OY!(h^DpwEVy7If)Q>>IVZYIykl6ft?(pHm(tVc?%Y-p*=Yk}J
z?8p7*r)qPJW@!#aX6C~D{00;JlP62*=1!Yyx!0!fMa-&?{|n2=umszOv-xhF+d@oF
zPs$hK>NiaujV`*SIUE009UwD8OXa5h`K2AhAa{&>_4X5z0uJA;byuX%dV3Q;8V6ou
zz8PebpL^)YK36IeF0?DJUP<xIy1>Ti&G-rtruVC^XlZ$ZHvL$!@K-{Te)Pi!em)C+
zWm21!_5}V14-Ur1)2Hn(4e^JrO`X*a%_PUq&WAs6^nd?$TQRjdOMCw@G=Pb3zDDl*
zZ95cA|F!;C%86_HNp<|a)J;b*v!xkQ&1PpGReJtbqIF0@Ph!Ac@d(mK2HYhVxCT}(
zsj4ci2#pyW6fq~a7nhL8?pMmDms$T*?LIwbgea2Psi|!wKDcpai0dL5@fToo0fBaO
zjv$3bO5LYvXv?aqWJ>2$b#z1(x5LPVjmZ+(4*T9dSZ^YSu?%D|aL5}Vv{25JZ!R3u
z>6SV=?haJz{-;B7HMRbbX3Jl$SFyC56{I}k`8JU)X_UffhyyJX1l~`hqvsGr0|KPS
zL&en8l)<PlDakT#DHv(oqiEfL0L@isgb?lQQN5QgU4r1b^>4O@ipuzx+U`~R6pj?T
zinqG@zv*uO8nKL%zj?Jsm@H|y*4Im$KZLIVJ{?zeT7tt)j*e-`$>LUo7q*LVJTNo9
z4S0MmT|9`~@Y=`x?BZggr!K#z)m?<sZoKjlLQ33<tyF$^dsa!wf#IwFXr((^T1d?f
zU19eiiIqN?N)vZ=ygnE$SxED@Rl!wiNUQE17I-%@H#diJu3AxVbtNTQ7pbS6zFNPc
zA)y4C6DHk{PpPdfP*~_ua`Mbb@YK=3r|$q#s!I`zWkCXgxB7&H1Z~GN@z*=!?B>?V
z;KPvebBt$ziKZ64<kl)e-4BR9u2DF5sxRj39ljT*`(Ex7&&tkbgxDx$mNAp*_K$b}
zWC?02tE*-2y+H3V%XsyK)5pQ)=EIm{iY{Ja0mC5ey?hU9u97<yN12RZS~IY)2$*i8
zBMN=ZF4wz1#+8Tb5`uhxw_FImk<dK4&&=#2p7zC$MzeTf%R~{tAtm*SHWD5M7zcU@
z?pjGRr0rv7eh3ah{|D8AqpPd99~WSuN0;n=)VZ&sfZ&hn*V)1zsr|S>=<emqnM*%@
zB&DTk>SQg<%t$(?gXZ^IUl*>UWw|unC#i`5zE=?u5!g$B>KXK~<%Q727R5V~4B0my
z-uHWRpH!xG%Sbo#sccEkk0;5-^CY^~m<;hmU*CiaQEua=<#(wzN%qG9r>PBFN>Th>
zMHal()hRaYsf&^jzU1epaI1%h&OW%n-Hx2%L#z}Owm~)&SAy<{*~Qb{+H^!91iU#H
z>94abc6Qu+10AIT>uK9NRriX&pS7~$eqDYwY9pRkW5bvzgedOpnKOH$EJo^M=^t@x
zCXUo2Rd0gu{@u7&>UXV+==fnFVLbR2+;!jJAR9*9|K+I>>}}O6Zd1kA<X{-&)#ea^
ztH8xG-~{{7;zzxtYU-er6niJ9$L}))W_XUCb2ryYIQ!>l*)oAMYkbI28*w2a0}YKk
zHTOY%K+hYKKTdVr2CqM;i*1Y|Zrbk-i}3R^v$1I^ojI=GI`B20tl;CAyrGH7sk#uB
zm>53ATfbR`)9M<hpj3n{f?K&|Y^-%?HKS`&=G}-F<!zYIzb+48N+Y^yH}*>SsH2*i
z0^0$l*W6s@mp<2DRd{>_KO6+>uz(^qjqc-77bKwtnn<5KS%|{_srn>`DrDl}#7gC_
zUQL!(ScW}+u0I?`@8&T#c<aN7&a+H6f5SNr;dLylB>m6W@f&x;-sv|~c%KYlN*OA+
zM<5)JR3JS)RW~XF5pr#E>dyqc#BRJH?wGx}wQ6dmtKazE%UDNA`T3a%u|<xKj#U=d
zpkJiDI4G2N$}M<txb*8~Sg-Nun9|;3<4k3O2F^hL=l#toN<?nG_GpLSBH2wSM47LT
zOO5h!Wc0`Rg@yQJ*$WmHU%I+HHr#}wD?ErJ&>R;R3%5H;U4+veNkscSJ*lZetEx`Y
zO8a^3t0X*-R##VtvW;SN#o8J(G5CCh5}qi%xfkBX*m}D@jrQQd1NlC?JNU}C|9xlD
z2@-nY<!tEY)?XhSO6**WW1RoAy~bCI5aZUX7cWAy_#eiLJ>9=Qajq5!0Foh*h$j2;
z^xHs-w|>dd5heNg;<ml@5Fk`>P<&wI%+NJ5Qh#<bCWwvf!|v*c^_HorG#Qz%vT|U0
ze?OuD_Uvg}EJyyl1<u({><Rs*f`aknSD40;<aXppqo;?5ppXz;sZ^I_tXn+h4mqvw
z+oAx%fdc-Ub@uD)itj+ZfxC?$mtaLfL4l3^?E8(2Cx5~KgOpx#^G_Lp+6_yW${P>-
zWanJmqGx1cau>8bMR?_`|8$!kx(2#`YHvnkY2c{v)~S;fy2rVJZjqYWGtVjgH(mVR
zJ<fl6i{8}sn5gK;&`_<{632-Cm!fJe8C63=31ML;(7?Fho!#A8jrmBB*qer-Bet~M
zMcwriO2q@J<h{Jl9-9izeV@ZmmB&myG%%ortpYx1Ok8jdlSr*DMo=Ac`>xxCKfQc>
z_PumyxWm}1k`#ev;@mR5hH?a1&ut_GKNKB6HqyAaR`Q8w7|?VVdnW;;K;^kkYuPX|
zQOci*h>-#)Lf{X+<3o|@^O0JE9do$jonp6l5IJCb#wGK#upx%<2N8Nv>~(kvEY@Z^
zi@o>y>uy&`E%t7EBbmJ7VjzE?-YR;dhD@Jx>mX^M=;_g3zG!vpjn}tH86u!?KYoZ-
z+uY}^H`7bvSK+N!=DJA*6pMj5>`v{C&pzLeYWr5Opf>&b`B{E{M1E5U=7O~O7NN7?
zwyi!qpIMKn%Rr7P2Zt0uFdQtk1Cs}ZO~o=s-YL-c+7vu&-0yx3s445Z_@P6h+gn@c
zlzbOi|EVkx?1ZjccRg~J_d2_>^p!^X8(>bq?@TLujVTmz5u)^n2YK|U%~NH#^@eHs
z@-J(3REG`uzxd!Wc48)<nd{VVRaaErzG>(D<=)J9uHSSPuRUZ>o;+n#5m6>0tpD)E
zLQIik<!n_7-(8yuLALtuaR@^jzDY8|qwc0Emi21Q7onn1l3g+~3R|nbAsu!I7Yn#l
z<_Z25DcvM~1dxP2`@TyV9$p5D;Zj{dZB>=G8sUXu{`-Mf9IFa1B7gVXx$}06AD&=>
znV6u1Fvzmb_?EXfoBU0xznmr+5Wu76<aIh|+X7}m)6#c*!^%Y-pf`8u<fK_%{;gh_
zq(k`9C-$-NadRJFoh{YC$sz21s&Q}WULD$#b%$Ilc;JTf8Qv$<6Jr7yF1h4znJZ1q
zc>LP~6BnP5(8>f((u2FpS>z(mU1XU|%NwN>6wIrfq@D)%X%?#0gFbreUnuK2$Cwn_
z?ylNP@G*3CWMBZaitJHxaxNs7zvqZGI0cI7B690iIL}0#qR%@|2kH_+q$~euCr^lq
zE`fxAp=u6h_3h28FSYKJPjFnE{P{Cr@uTM)1-q=O;mdCHc#uaC$VF_yx*>V;q|=Az
z&tCh8T3T90(`N|VhB1sX+wkuTfeS1wR$6Kn7P;(_k6T}U3|xO{HxOQD@ndc-D*6?W
zHg>iX->qF;DbO1<ut)k3-Zd6Ta=K30I|oilrg*@_BoG5WqL_nQt6itg))e5XHZ!!g
zU6+3&cDX(XcP1=sQKfWQllSI>GN<9MUo-0bZcifx!2nMPo5{c+K9!J3V2z*|$S&wB
zq$@BJ2ScR}S@A7j=jglJ^1Py&Dv&_JlltGC)pg+CnyJQ>>*rmsE0;1EeVD`(g-^z6
zlj(Fn{tDz}Kr=Y-G{WA7Z!`5NC@as-Rkh2^ZC55rq|nlDtUCgj`vdqAh33(J$a3A&
zS{>4gj#IY0*qO$9j}3oW_}``<$IS`lm>5NbI{mGs*eRLQ;qE2<`zQATcQ2;Wl~&F`
z6>l(w;Im4sTMyhlX}6rK!vwW<^p>(iqiUMCb$CRCd_#)8y*;GIF2|RLBcnWlua+h!
zW9bJ=3wL;0dAaN6+7;RqU}{&LT$aA%0kduI=$QC)<MUP7OCybqA$125tlQ(C!Qimk
z=XR2nzT2UYkXv#49h#6#x_th3GbxmWY0}^=BL#D|RxjbQ`Tu(fFajs`kf@2Nsf=xJ
zCLVZQ^EhroqlTZ1@?8fr_kXwhE%QKmck9odWd7>(4J=dA>i%-COtU>*<w1M9z}d4c
z=AuYI+}CMqSFL$Z=>-XKD>3?@ayfL*Uaqc>6>jZs=8dEcph~)+BoXozk1JJ|+<Yb0
zOJSa2^c3WI?fIf5>Ru{dpV?J&g-O8Iu=q_LQcXrHim)pv1jNxUFGn=LYk%-yplcE=
z`-2mc8MYrYZ`=gJFaN|NW8{V|0ZZ(F_T@6ZtrybHzunOh+qHH2UNT)j7~8nJ^LJzO
zuh~6IG|u%MFpBBvZK4xcK8$dtth~J5YIo+Gt90nR-;Mb!jEa9^^JZCoV){^nlx_RX
z4TT%52TIB&6P7mi375>8A%i*eQu(3P+csu1oML2ha@&`)z0a>CBqhmSKj3?x3~Kii
z$BwbY8)AB29mCLus#9yJ%x=r$!+BX6Ez}1n45Hb`C3Ta8>;Ku?C%#G!qQr&p_w$3o
zQwdabRn@@Cq8e8W5EnhWt9#jG*=NphzP_0>Q8(}@=-c<RO{mEYN6_$pA1MvIcI{bk
zFu}U#a8dHnXRk((@8+{=Z*11x))vH5;VCrKPQ@1#!^0DpNvD)P5>7p@rS+}Bm3xQT
z;v+=X#-$b{2i#rC{{E%8{Dw5pv~|pN!IX*V+CTo8!kv!=Sp-aNBcfbHrZ4iyd%9Wy
zz^<>a@8OZR63&(JrAb|3W-)!C@v!G!98x65J7E^Ls(<mEZ%biI^mKLzVd`W5nA`hJ
z;smHtgws<EUGJ9AiKKuUI4m(Bm{BiZnw^c8<LnbYX3u-mAuQ52pfxpvkh9%^M*XO$
zDB0TT>Ssa&LcN*!dCE)w{hIS5D|qfPMZ0>Z(a-nREhvCGK73F=f1WkH0p8g$X!A--
zD?NoCMiY7jl_R$eVDHA_2^y6MYFpYYCvTweHUJNhQ4pV)m?Gtr0-ppdZ;!N-rJMw}
zn1;Jp@PDoS`NKeWL7-98MNUNP`nkFK#osF{gvxyt0s+k7cOQ<hx@3c_gP<akI65Xs
z4hw0jquRe3kkiX6&m9w5$_*Yl5Y$zl3;|1T3UqPnq75nQw4csi*OC!2DKQWJ1i+Tx
zJM3~d;23>wWjU8INV#Nj=^*(QTMaf*+cqL6C&%WojiFlGaN1tYLcc5ZK?J0v|2Q}l
zQZ-&xbG;2L9b3^Dvsh1ec$;2SWP-6ff$xy&DjvU)ckjZsyw8%e<ehKDfN|?_u|4Yh
z+9G#Az|LjX(UohR$8kC|cw55Zs=H`qe>mLuP;iNw3&WrH<EhY3^JzZXccpiD7=jgK
zEpe-wdD}13;{!YL#D|==;P2kQP*Tpxj|6yEen4<UUV^+~+vn4hk}4iQR(yARCuW}=
zK;TpL;*0t%qCUD2n=ocx`>c4~l4VP)KV_#5t=XL@*)FN0F+C|zH_@i-zE26$&4?*d
zx7E6K?V6F%(C&4uclcy_4`~}3u6(Iw{JmepFv#*X#1&{L=;AUd=nDRGH}75w!_^~`
zk{aga<*d$md5v<|oL1tA(Iatd(lb4_AmU*@PEY6XbC0iWD54e9O*-(%+m_Jy-C2^d
zER>)<iQ;R5)YzP3vr4zS!Zgu)g#?AE601VyqISw_ob#XGtfslCX%&2YdA5hGt*y-@
z51Y`?(3~}cj}JrpwZj@jZ5@2MIU={M_255#`n1-8dGpSsheSxudesDC+1TYG%WInu
z%uM?nc?HdR;~qXGLlvpeKXEFf9Ujxk$YEOlI>#ZGw&O&`TAzZ{!RYAo#14(}&DPhh
zYL(O<Rz2~ihk--MFE2Y=;#x-rz(B1qU5X-8t1<J^*-9`Gzhm&SoIbM{sy;boUNfzk
zn#vXQ@9$D2YRg&oE+$yPNUPP@bd|%%4TS})IK}E2AbJr+T&n7cmIk&{&s66#*|+YY
zsu`$T*4QOfrlyXGW*f=X>!X`*RHif2Z3bipZV}Xi$vop}N;h7q>kXS(#kXFRZoUfK
z4fuZP{_FFzpONJ9#7O($DIVKs8Z(loF|3k4-K?d;7e{qoAx`7LZR3XfdU|?CJo6Wy
zO(=>PabFdF*26h&Mj@pC4Cet%GHBpEE0ExA!G1QAKVw<4_2JU6uOXEYy%|}-ow$Kt
zJ7O*L^;yGxeZh?5Q3mX63*3pS376h<+*=5^5;7iK;K8QE#>03cG^cNPc<uLZs{Q*3
zs~fRKD4-!^L)0<{fyWd9cHC;Js(oW){L+6VZAsM@p=a-PV&OneZA?_ukB=2XxeSYo
z>@JfiSy=+EKilp<ON+g27WQPO)K^?QVr!ddoziT3B1hq0Jjsr*MGdm{FZFxv3-srD
z(;UaC*8Uw{ITNIN(eCzUotmg_Tyhjl`@g@?h2q~qkZHhA4`2r6`qv1dwFvq3>$%Iz
zk#I4UNVXgTQbKpAI=7~#2+_`QoV!EiPuF2uuIicJ&#Rjhi~fTCj3+Uf?P_aW23{4^
zNm7~%W+L)%+hXO<D92VSr?5**T%7dif5%LiMV3!PIazr%N*3&%T|0E<m|!hY+`U9L
zr%s;m$xuwKf(z@y3!8?fD%a5Wny03NmVhX89I8%zJwN<WWBW^6pnt!^QZ~=|1)77j
z0N4jZ2S!6YsU?+mkXI3!-^Cx?x6#&k>{Hhc=9s9ck;6(Qq)kaQ*D32REjJ&pQ%tc-
z5)>oGRl#mUBzZS^@thVRmmrx%PAddpmkac@V*wG#%gA5^q`Os%IXLVr^7nBw&(Tlw
zB&ryly?Xr{6{k|#rYj@TLR6YZF=Fh(1m|)AeAIDn?g02vU#SNX5rvXceg7(BXLS1@
z_E3glJJHYS$;tkbOY$kzSCuJ>@{<u~If?fg-vIU^2_5;Ztld4ip-+=}<sGCFkbATY
z#QYbU1#M+6<A<2>mjdmhqo=jCZzxhv3%gt)SE#~fB6&GESoi;oNYB+jMVPjEQ|r*y
zZ}Z+d@f7~xd_v;hH(t&JB$hyw5=DrGj*Cw7=%oEaq97F8U0s^$?Sat-g2#?6e121j
zKJ%zZwl1O3kG7s3Z1iB(wd&0(l#eWr?FK5(b;8fTl8Q}+)=OSFL-zA6lv%Tvwi_#U
zDY_*h9`z47CG8DuzklW3$V~q4glu-M11a(P)Pe6mekl5_M`mBxdwhN}9jgWk1)bs4
zo3MXPXzTD$w{BMjhAPbnsg0GofGE!q_zEf*T6w>B=N>}ymB|$vLYSXu%*Y0aG(Z`p
znYXIC8Zmcr;`eJ8GGp;WlaP@i$5z>UIVd+j`^gg;cu&>Uy|Nx9zr_#OhZ8Ro_MSet
z0I<^ZoA;WLckk{=s>{p<dV8}Mhc}pK-)GRgu>-B`MW9T5CHB`vWb2(f$8Y7S@*Qel
ze_dU%U(y_hZqGgvXS>d`z3mP*fb-zm&jzB{`%E(Icg2h)$B6)-TGTw!BF(dm1<);C
zzBU;5?R*~bxR0EytlHB*A31Agv6B$`5R6aS=)C5A>Vj-z3pa$p)pW5_Q2fful3(7T
ztjd9kJppM(4i1H7VqXLe4UGfz3=N^`yN7j}V?-)xXo`RR`GeRZ>wo7>@wTLaed+8p
zFfB$J$NfC(CLia=$j)GAM;A2oOv5B^FXmCrEvnbn6O%svr>5f}!brs~m-wI8zJWN-
zXQidg930vw3|v+PA4>FKSk9y)X#E1eF8VNt8r6PM_Q&?>nVFpzzb{$pnm6`p1OL!O
z%iY6+e@<Dk?OkN_kEbOS6=W#yJUeOAmF+FZ`M<wdk#RMb@@{vcK%m+mimLxv9tWjO
z2y;y3<6MRYIXAc8C<5u7cJq`@KgE#?gZWjHsVs~suOku%Lp$Z_(PmOrW#_LaD2)lL
zF74ex#jpYFDFarsgYYdqy*^Cz(zCZ-0M#KTC8ZBs`pVfoH@{4r_SX5UQiE>=sz!2h
z{`ev}Gk}fBN%Nbz28MZ>^%|~_cHzI#|N4mNJ<-ea8d4XS<A|@9ppr>TKb-tg^Q8RU
zP<HaWL!Y)rT09@$VgD-sdE02)?zOFP;nlp7or0X<d7%8~&l4_&zAP^fzlG))L+7;)
z64e8y#O5EHn~DF$Z2ec(1Ct#TC9u@JZw}|<CN1dKGh87kI-7UaN)^Pau<%`{16K*r
zCZadpPe~bS-G^tv#N;6)D8W|_f8$`IOOYnJsIG7Vx*5FA>+4qVU@_;XMwk|q1YA6I
z%3#?-R(^zJ5XofXMq4`-Z>+M6d3j~~3xbm4Ne{3|T&~|&<4;HTiD}}0GiN;~n_V?J
zudPrA?FpsGh%L9R?wn;ZX-cFtlgLxKR6Fv<>(jiHR47yT%MQAi#dU(9eo(^?X5UBq
zT6Ze}t6eRSS39rG$wJaQ2RCXSo5Gc5a(wM#NTK&kJ`;w{j%*?Jt<q+c?b|+xOmUA(
zg3GuJKjwUR-kzX^DiyG`P9Pn2J0_6Z!*jL%p!a0+>~oYfjsGHP*!JKKhmvn6FgoYw
zYA<4o0`2+Io%N?-NkhMRHM*d>wcbiww5i0rOvNgJL6@m{4d?IIR4cm@TW6Jtw&^iJ
zL7R(j&zk0w;U7Pc{Kj>P@3#+2Ma9=W$ZURC7&#rHqN4x4t@|RNTvBrAcA?;Dzs<E`
zy`e&@4iccibj-|H&#>#@J9K*QUeci<!q(vZ<mA(DNNVn)6<D4}J_GmfM{cSv?_Sy&
zWXUXjnX#hhQ&1pW8~FI~eAQmDSM+Hf^hkFZ8yp!4)y?!4OB@D5gGAKOYY3t|CdWn{
zCt$$0x#7gKgMe92ZS9``P!6y?I$Im&wbW>R<v?g^7>iGEgWqh|1s0FrP2}4C$U}qX
z7smwnCUmHB&~6|S5)a+<x8KqI{q#8xL+S)9wd<>)%K%`=tL%uFLO#BPUxm<$TzA@z
z`%9!e+Gb17)3=`z8tlVx%}wQ-SX;7meV58#U>mUhyKXs}0SwFRS{wpPpy^Q%h}wPr
zUQC502kq8>=g%KOc$_<a=K>=ks3?+>liTMVFJfQvms&mC`JmwO>VZ%9;@zC*3^}TT
z_h%MN@cr?KuJQYe2IA8pJg2U%ztCM!RD%4Pig2AQ-}^y_hVUTA#95x7@n9pJ+QF*|
z;SLP#aQ%lm5-%BH&xZ;<RN6;ddu1yy`yx&NxE$d8FK-ozw<FTg{*DZ>H?yucODhEs
z7vJRDIVh6VKQTGEx8D$$jf>nkAS2kbMsP&D7C%z($Jw11z&<D$?>FP0FNb7gAT~`;
z&H2F*;;2{l>u$_i2f7pL9bFL9gz#eM4u91Kt&BJLpK59V=8z`6#OZWyIwaFgj`Rjf
zLgIeT)JxoVFtJfiwHf^86I_Qr0D9G1f+89unbdQhj^BeE!{X@a=tTI2tzfuc{>MO1
zA4#2dm*C?^Ij->d_&ATAdiVUibz;sdBPC|a%F5t<hZ(o5Tl@$^UsqS#*?+;JkNUWe
zH6KRm>uFoDl7rCeOMic3LxbMEb3s|WJOk9vlNLv9rVS?(>g!cJBzbs<PW823e*qir
zo|yuJdEvv4SSUqI6D}ew9Cn~&$$l?Y1;Q^t>3s8onz%wOIyN?>H`?H~P$|(Q1J8*>
zQ@!?UXW8qdO8AameN!m3JN6yxBG#6^1|sULq~g`i3)>tc8|cPymw)y8`I!`a#7>N)
zq@k(SK#*l817fkW@n`qy3ch2c=rUe;s60hTxeh4--owT<CT3<z@jh@@H9>s|j(z1%
zy|ucfmG)=sNeYXVeAn1=Hm2Jd;Ji(E_^=M^%nIyjvb^GH0I{(59GW^pX!{%Arnd@a
zVaVw3A@K=YPBo?83Lf{nQ~IUWp}4d(BPHd0uF$6hWjosZi%)AS!AEYL6<Y!D@ac2I
z+fNY;3@U$EZcj{Dy?Q0|=<Ssm!~3th%X1KrjoXzJAD^?D8y3-e-ph;TWl%#<4{XkA
z_o#G1pI~lUTU%Q-b0S>|DKGCUx^OaiIO&Y7#^&1EO_r117hoV6&7q;Bi7P8J6+CUW
z9p)+tn8<})DPXJZZ^@nLXgAaUYF?phqJO=#<D1DlvSqO=(7Qj>OWu2#_G|mb@#Dw0
zwzs+PY9=PX{rLPH^DymX%=8MH0rC_ebRJ73^_FC?$WSCf>B-K_OqQ^>lxpXrRoKIa
z-yk;HATR$G9Tc?B{m(nbDdr!&{rzq(Wf5PgUlSU^ZlwkluO>cUsueOF`I31ev|(Vh
z_BM$Oe51Y2a&*}jjWE%{{QUgjy5~p+$Ai;P$Sdr!Z;X`t2KXoluTr340`G^Av<B!+
zczKiaY|eicXkbW__v)D&+TE{Y)0uxn!Xgmm6*?&vbrQ}iiIa0Luf--?S;>!69}_%b
zLdQqOC>XGclQ3>E4Gb-pLdcW(VrIs&4OEWgyFvR{!1{HfcVWseygU&^cg9;xQx`?&
zdt>3zM6HV(8_usBKe&z8t2U%gQZ%o%^XqV&lEq5E8#pjRWIIB2MxFEW$CHE(DT^m;
zjB?Ldo*cT!=?`F?h=YwoIwl+Hgg}xbfzA>Gb9I>o1t+Xqs90o_dfw&X*$f-pmm3}B
zd0BBEY2VP$GxzJUC%w@)l*Nfj`03b`T&xs9@i=~5^Y-imq$D&xW<0GaMo6!K6oNiM
z3QA}?%WTCg6dsdI?O+iD_!l_$H2koRkMiQ~+M+y5E242iDb|G~jxvs`I**opX>5$o
zPiH0Y;D{q-=Qwe-4R0$5h=|>1|J}vhiCjLGXQxAKV}!s+18HkW2=eWFLh>-b8guWB
zuN?g#vHnqiYtAQzc(oe76Z5bNUzvc_xgijtTxSA-;nCdZG88ihYQU8m%c0mI#QTTf
z)4~7rYd-({87L}zDkSdE$+gva^COq3YJ4XeNwmMPu>Hg$50xs)FAV0k5HmeJ_b0<F
zjV5!qs(slUthnlN;qrb#CiIfE<i-Dmqb>vCZ4kZi(l*PblSaZ*LML{Yi07&LIMt5*
z3qzB@unW!d6eH;aKi@uoeuAEQ|3w~t{yH?u+N&3<LdXrDEg6QexA*h_(7El^Wf>X+
zCA$2_(%cQBnkQRMW&5eFYJZ9zIb7=R=~)4w-<HzAU;tz?w`an2M2L-yrFPml{zq1_
zK`W!GrbcMb63ZB{6wP##OR9>FOBSoz_L#vm7N!a>_`90FPNxZ~r9NBwe35}C!N9@A
zvZJ#Ts20_5gQBu)$gNxP2ZpuOSrF6H7&m4`Nn8EMbTc!PYcdd#I<8M6-z`CATYrK3
z!prbCH{sT6Xr-q!c>(^4U~GZ{=@aXoSVCHVk?-`*{70i4n3#+TAFyz<v^3hUNvr(%
zIQO-l@<C#vxmic~EH4Gd$igR2?5|gb)O;a1PJVIXh(5EFi4Z?OLOG8`%6GBm?LX-X
z1qT>fu_r+%9idoV=zIEh_&69nF2;2kx{u_i;~zXIDBdnTW4S(s1T_+3Vl|rzXHgpm
z2L=|F!R7V?7$)z;X7L|w#Vv~;y!wpX+wG3+ItnA~2bE4^;rGGI5a@lMo-WF)U+6;U
zZ2e$PZe3nU3HLW_F`A$Q_)$?-#wBZmNB&+9ERyJ9dJq(?cIwnak?reaCv&ybF+YoS
zZ0+1g|Ft~9gSp?q0rLGCm%y~N9c__C>=ENQ6Dl9WSp@^THpzs*lZh#NpxzTI*uo3h
z5Jl}T<sDnsnT{bCt30u8CHA52;Ffa`v`ljFqZ~IC<2=C3DbEMn5mI5St!Xfh$Fq?d
z5Y9sHPCaiT7IyhKwo$=OV^OMo4r>QV{{mG^RvPK;^<G;LkVwG#lCO8~3_g21CUIFM
z(Da}x>qJb3*r(XotJ3$Tl9dBN;{Yjnv?}CHkH;<K1)7Wf=Yuko{MMJl(~1FH;<dM^
zav^A6yN7CXkjY={Bts9qOaOZe{U{@`N^0htD-I5KuK$Iz8-!HVjTIgwpgk0=4Egk}
zBR>fGa4M1;d?WP^Y(Ewj6mC6_s;yNN-paRL`r;1&HA=uTk2gosP~uLB6iatxR20*}
zgGeqy1Sg@PlIx}QH!$u&h=@f=oNzy(kNNPnaS$PR9;<Vb6MS~u1c~JcUWKN})F5NO
z3`JMuEQJ-HM4{1r^cDC#0R+x8IUJxIBZy$Gc_&%RrY;iM5K4_h4BdhNJ}|OdXNE>c
zd6s)?YZOQX4EE1k1|G7Kkd(|?-`E3c-wg~T9Q~ujArwQI=g@fjHT`#8J!ssBzaMuF
zdh^PvsYTIO#zw5C&AWa6$%!-dV?2=Ee%X`48<!$@_SEO@ZqNRsJXq<7cCC>;yK08`
zx7UZ~*I>QQbQ6>C0o{nf(d9im`(v(a=<7z^D30CD{T&&?bNskDOlR26k{+7iR3#`h
zJ<p|^-3@>QOJ+^^Y33+Sb7|SwoF!Vg%g=W^)r*{Ay>vkEi#?=$ZKq$IdC@M8l4#qE
z;4{HZBH5XcN7BwBMPo=<uCaJbXD(ELwc~JpYNkp(uItv-y$!8OUY&5DU+ZXO@1!c^
zGq9)LXqlENs(093|7AV;4`ZT?tZZv@bJ^!V0v_JCiuFvE&ZrfZT3pjfktny=<PsA4
zpZ=n-Xe%VWcW|1K&MZC}SEW0-sr)t(k4hngt`O{HJ*SLu?O+agAI<b?Spe7^mZv_7
z7MRGAUY>>wp(YA5P(<jN80l9N1&(wF50YlYIGZ6*{*1Sb^HAYBsp7q}=4rKNv_2xX
z>3p{l5U5&9OgJ^9zF$L{W2>RndGoPK*W2GIL`&b^bHdC43@a!(r^;q8D(idvsfa5q
z%8(vdL);twmWwh2AS--9APT34zH%t~T(z~;wXkS7_rx#F;mVc9bN!@q^__8>M1<p0
zpU}g>SVP&Y^J^VHV)7%+mQ9M)`h4wT+CB_`&|YZ^4WN^t-oKw!`i8l`S7<Dzv-&q7
z%x>5pFgW-UX!*FaudlqFod`os?-9h{PrGx(+-AjoM@u6C5s?;t91x3FU2dCev{%-c
z;`Z^>aZ}G=UZticGch(kz$#%2c_KiEENj{<7v^KHf-G-K$Hsj;j7|VqL~jF%|5AJ4
zNMNztjh_xXRFtC{v=+w%|MkAeWo=<m?;tmS;+V`hR{GyQ<xF+j;Xt!uwdsk~*(8Hs
z+9;D~YB^`4{#}4X<Fb#G^O}ILFq6wkx_8k9EHgkE?CljVbcVaXn`ja@H<+L#2b1;k
zW$sqr9P|;L9UXAu>bTCS>*&-$xyjAVp^Sq(hX4^Z0lFp%Ogq6nQxaXh4B!p^y^&*x
z^sie^h^!{Fww?lDqT1>;&qvva<5_a&j!<sOo}qHMw|D$>;dFAm$`@Ersvdw?#Zq2P
zEiE1%FPz2~7S=||x)(Ru(|mwOo3DWHz#EmGZlOD&@b2am@AER#{TEv1hYsghbmKz>
zB9X=XwWfX7$RVwpp>g-~zEtcH#Y6Tx<*t;nvL(cD9rhdO^1S7s!D2{>->IY3EIVFm
z`R&)^&ZvDlOh*2GQji!=y{@sCLG!MrDb#QflS_O1*7eKb&)hvdCw?&UJe50pp)SB5
zJQbj&b&F3k`>}`R9(ArW63nk%JKXlOtfe1bVcJSXk)IONtW^gy#`giZ0qYp*{V0)O
zp#srb4ssXfs{QchynihJ_lLo|N@qzZY=C^*{%6K6X}<yk@3>)9Zw~FU`FK2sj7v~n
z$$2{1;==;#9kR8Wnui7rxTra~_-<pyBMD(XUooB&wtK9&QLz%c7|#8ES>lcba0vX~
zvzeFwCF|i)<X*-UjF~PzB}Fikvz0OLJc(El3`z)$o%o^l0e-^V$4|&vWFGmx)%jZU
z;V=CDerdKhZde!@k>q0Cwul4Of3ZtSE`(`&`6=#h<4}BxWICLobDT1mu)(e+ViJ-&
zy-$+hAH1u&I??2dhfvmic6?DxLLx|K-{W&^I@#no89kP6ep_Gg3R}K4gw23eSY<dd
z=~qo#tB}}i6xK=VNI8xMNz?g{3$&h4><`Z^lvXj<($<y=h%7C2HXIb~9Dh%YZO4_)
zlrYl4Is`EigDC^k!JRuV_YY7M?(L7t@#&ccV+Zci9QbeGjLDB`E|*ng@xpeyT&^BX
z;b&+VCezmDEekRX>HN{Td(nJX2P+GDN4{0ZQt!DZnHXQUwq|^rGB@L8qiK^|$pRk&
zUlqgoYL>IdFWOM>^!$@$sWmDLA1yl-|A!mASLeKC6jeh-=3Ok?Dzz+pAX2fs_GR#O
z#j*dSj~#1kZf2Px2)(duf70pW%U^$Kg03UblykWOIPJXXvwc5Lw)i2?At4;|eG|=u
zr>pb{H=WCuX?1b|awkj=(6ZfYto6yatnn^a3Naud5a*@}3_0IHUe{x6MzOe==KQz6
zraUoghGtjR3|VvV==uKlAGwaeHp2C&UzqCuzQ1HjeuSA=FIZAW#&mg~?pvV(wFdx4
z3xOmv7E^TnM9!@D5|=Z=9vEFT7>Nt-Q0_XI0J;rY4BbZbJ5PEd#sZFHu5BygnhcQP
zMH!UwSEA(F{v2y)CyIOixSp2D2|<(hAFMG}B71jyj~|hZst;>!ktXP@#9Hk08XCb*
z3JMF)-DM49c87H8)-A%t=<9a^wmsO`7Lq45m!D=DQ&Ulmk}4*s0Ch7qJ}AodZVLCq
zq|{ZCo7=O`AUXLEfZdW@4RXSdx0jhp7#b~ymF`A={5zQUyIP&8R42Q9Lb>u91uI=*
zi_HBq2VAgS8`&Y$3LbBH2rm0avd7UDLESJ|+CwoNTwq@A@uMI2;}j>pZ&$^2V9=WO
zIZFFfscPFSW2l2M&WV_oWj_CXhs(XdrI3bArp*01@eR?@D>LV5WJE%k>j|BMl@L+e
zHQhBcJ?$~i$8&jVdORhSHmJO*m?ugm<h|9^tMI2jf*}bb1{=>I>HRe!@3A5Mk-oX!
zIXgRw38V4uMt>w$KF#<l<&9jRf@QVa6>-NUBwp6kgp?=J5*#s?6c?ux2`McVZHxCw
zrK6ibN0Ouc`25V}nx$1{lP1Y~Irr<kx*V~vUD3DT3?O_yi|dM)TVr*x0MO&qsWWH7
z67PO2B9q|WsvMky;;7Dl^Q_{py(L(H)Q}8>ZL+-od0YzEIqW?HK?kaprmW)z(TIvs
z$(|JU(^$QV&Bdnu_x@(9pY^khl!Io4ti6oT4^j=Pf#cpfDqYwt$IRrv*YN_q$|5Cp
z1}c~$sfd=vrq(7ow=w_7%eF&Qt1n*~YLoTm`k|7eZ&nu)W=_9<9}6{^U4+fg{*Q_B
z59^k$`4-(0$#!7W2k&DhWMmNpM5HL}3O>!dZt?_Tl?e$0cbFZAnX%RPrRTg9Sj=S+
z3(fSDummK0sGTvL`Yb9UGU+@M$yPNM9v+UFS^x?3(`n~}T-6?}UZl!}ogqy*@WvMf
zgH7DFrF7a~oKK9r)d9*iH$C;<!V~!{J9}9>UHSd{Xm%dpW)q^74kHI!%<6M&i?21e
z@{d=N_mgXy-n<!$tt}hW1Qqo^m+9s@$WVIp4P?!33I;u-rKcAx+WAkz>%6vhdrtrp
z2S?vq|2F{V$op9peyw}Y=2`{{JUD&KU623(n1R8`;rAa(vY_D`Xlgp8s>&@UMlMHT
z<3HJ~j-9P8imt-8mNKP=K9TM~AO1>TzS>BVUsMzlz%G6zyQpXZuwDMkmV+rNwLdmi
z4mFrwVtTl_Q~O|~Lgz?-_`KCBqe-azC+r2mL9Mx!@b%uCe3H|~!-a5hmTA#blptFA
z!C33#>yjCd0s36IPBC_HSz^9APOUzWm)`{*lNv06AYr`Y)3`c3G7`a_&HRs+7;`%2
zzpyapu;=rS^YR4OWBEs0(HkKupOHQ|;UK($Xe%5ZJ&Q$&Z;bqNss3DcEcvrv!-$L0
zi_CJv)FEVC^au&Hh&!mQtp(V>L3t9ppS4U)VJT>0NpM;mrL(!5S(=;6U-YHFfgv}#
zchWwSuDIyIfCKA^2hP?VGo6V?SYk&&eY(EJpHk?9o9gi4)V#b}-Fk3gM}<mZo1M6*
z&D{s!0;Eg$m};Tiw{wM8Ta_{&Fu;-G4ht63<?ZPF*HApWV-;GZ{gB{Xg1&cRrsi)0
zl>jj=93O@od;%;9Kp&p`Sze##xn~2+MQu6^1|G~{$bXF43mh2#yz-X@Vd=^SXD1IB
zC}Q)mm_~s}Pxq2~#U+ANEi0fg@XOo+bXUDGd2`WQ+xFAtb)CE+%<A*sS3=)wxboMQ
zmX=0EsT&(V&^^&fMof$Z3ewVYU5kC`ghtg@fNBC&OG#m4E<eB-D=GPyKheQ8?CskI
zgte16Ud7@<SZmdO(C~nIfxp5Fd>S&aRFv;`J&dnMWNW)wZNT<x6VaXPzh#3>w3)K(
zPJ`>-_`@8jOPR{8Pkhp!{L5oZ+(<!$;{NGV8hBAcy%1GyQdEZUh-<aqTjO|(<l-r~
zX!1a;#3iSSf;Grhx*p_vn31u|ZYNa09L5t@$ek3lhUo80%@5x{^KtN;xfTyqw$&Le
zt<@-oR@Xo=x7VHtFkz-)0i2N$FUL&QDRIY3->kkd1K?-*v{2x;(u%1^wgN(r$iI0S
z4@<^gQ5c@jv*^2OL$eNJy)tZqkdNzW8eqfN|FuP=MOXd04ZyyBUp`<bUUd$-JTv{q
z0H52+r%x{!>gfefSYNDL*xB}F9C)_>0J-XV7NOMS^mL8ej9`4%X2@lLtYwsC3#6ps
zEQWX#X9c1jBS4Lz812p5b2Qw!rjwxt6zl7b;n`ABQm;LJoEXzokKxjxql)KHC)x?v
zIN?7grTpJ1HY(>KyzKS$K{8a%7rynF+a~S%xdmklU@aht)Z3N*zGAm(Zv#<M`^+JK
zGiLE0$=F<h*k4)|h=nC2eP5(E9t4JrCk+a##vl8Xm3NUa7G12@0N@ZZprGIpa_Mb&
zpr(F)&W7{`OAI8Tt-!Eug~XiIvT>Q!m$4(!%3~gMvS(&H-n{W0|KZ@^5EdSeRjybX
zNcnWLv3W_SP)r2(v>{>K=cuDAq_b9Z%dZk1M(%Zfk*PH`HF$7sZOK&=m+8<TLR~EH
z@m<DY*pW{Zwpk6J*6ATLBm_5<IHQ=7_g&lP^QHP^<M7QeU7vT+)e_@L#s&t5WnA{f
zkejrhQ9-Q5*|W0{cCKtvDXUlIe_o$8JhGZeUVKDAHj6$;jAY2^N$}Qx)YRR_SP@5|
z8iD&yq<VnE@%!AIvEfSakz)FNoLDe%Yi;3>h0uQwx>Nlp^2;6*HxkW_=tK-;AHe6g
z+@#VJ9v+&XOML&~l8De4b;-#wtwFW8Lc6wTiNX8m7?>*l?)5ej`}cpIxW~);dB&I7
zi#=C=AK<nvLUQA_Vf?jukN$=?JHLHpZ*BcJC1t-x!)hDuW>Y;f1E5^Gc<e<5pz!f1
zbk8euL!AQy4EjOmf6&mo6yyoYU@@Ph!?5P)aoEgS1TU2_!|w(hL#^(}#qoXzJKE(P
z2YdTH?9^j_p|xXh7U94a61bowd4@YCY*v}G;y2MVFjBz1PMkm7O1vYJ<Vw9dn4b_3
z5Ku;8$kBkg3&2KuVc<zZi+4!+Fu!yO0uFnJK&bu{{Qn&n7uVA)QcR>?^_NEU3Q6u{
zKe9IDWJaF~<eYd7B{uQ))oZm^=GhVqO@?}VN3q)6k9|(|ozJTN3usqw-n7~NKP+8k
zR8?!Yrn|el8$>0P2I&y#?o>LJ?i4uEh=9^aNp~Y5AT3A=h@g}p4R><y{dK-E&iD?n
z_ge2e=aY`V=WD=l9O^u07Y@#&N20zgOD#iKh0;W>CPp?Ud`oph)Qxzj7J!Pq756As
z$ba^dR>+z|Arwxtyu2=j`h^Se@|pirKJ}{foP37ocHYuuU#;iJUuqIoPFRmw)=6TF
z2||TA%=5VPx>}D<P5?fN_>gB*0^M@Pb-9(F$>ib_f{|WqPvnE{3?9r)em6<4RfQ0e
zx&QToF!S+A`0Ta8-kr?<A!PsYqwg^X-$6jaxVN?uru~g=kY2<!ud|arl{`d|5TXyf
zOxao77@ep<%(9jU^yKK+SO@H<WMnFUzi^BtO4Y2f|KJ?Y5S&_ETpSwu3bvU&b}Og?
zU{BH0YY)1mLrH?Zz5Z=GD=XqQq4RSB$6Ks7&`C0=NTzIz+s=e*ea!#;*hpI&*Ub8K
z?=xTq*8rYCgO}^;gEOioV?JW4V(07U4y3B0c4NjkK9y90Ak+b~#a%Q{4GD_~NPyV5
zA&#A?C^FiZ0I7k~7d{!OW$6mlTxXfrNXn{hklCaeq-Tx#+u6`CYxQrzNSZ-QQ&a5{
z5|`)d+TKFFICP=GAagb{p#f^b95TW#4#-`(lQe4Mf8wril{FPj{ji|w{CjP={Zdm{
zgMw~?8|+3KRg2qbkIxCuoZ;Yt0;aa=J0!5Auy&3%7m^W(`lf&>JKzRi4oKbP#*4?v
zHfD5SDuTNJMvlHP^k=fRUuPhBS!iY%tT?6F*#zs3fzRcsy3<vt(T-;T<&uRu<%<zL
zqo8pm^KAr*sypK9%Wdt8C9#(;U%FN&;=RkX%s`lX3Jyyi3`154n35vq^pobHX#fWh
z;bM)c@Y;11qzpqRC+cJRSxT%$;9f-ZF)|5Cm^pvF&`FgNe1HN0S1k~%3NN2<1}lim
zY5^++NyIv?%anpABoaDTEw^};Ly(t1AMl~%a;XUkAA{4kVziZdY%#i6<P{XSI6Tpt
z-Jh#LAU)VK;hyX~Z-n~xE{52cnO`z~=Pfp(kAwh!haJhX>!rUx^jC$6baQWv*O;{a
zJJTYl08N4a&6Q|i7Nln^Iv{hX(9_eWlpS?}aELKW5QEcphvI>=h-nVs&r?1_gl_le
zDlw__v{yoebAo@$d<ctlfzn~p=*xqHgNX@E$o+u8k##@JK+JCT5Xulj;2?1*69(rR
zo>S{1NVjqz1j^Q9S@yo%hT;U^rjM8t;@OrugF5T#RHJ|4)zw}6gOG#Bm>VSp1vaY^
zCi*;mEgje32DA2Iz?118`+M5jvK0?6o}h!7NrKCu7F5$RN=k<Sbg*Ea?;tnrLF@{I
zWN2Ww>(dhwTD*8M=82;?H#SE1{uu{nT8Rgj-{WTrzZV<v2S;;6<925(cDwCd+3;vY
zx;*A~w@97zp9`BVPfXCBp+60|KZpxqQy|omjAtt+?uyp^Xb4FE_l^MU#&(cH!fByU
zl|gi&Sy~xOFQ5I5?qpMil~f2h2+Snj@b*GYM~p@|ksj>BAM^7m2?!<xzWvQV!>1Li
zb6E*wVkynbTZPdNuCkBpdUOwU9UqR{#5GCa87AVzneiC~$r?iDBtlKHi)J{9w%$G}
zdt*t7e)JEtf#b_l5Ua=y-~&aZ%#S&U9!^~{ObWuqt|M4Zd%4u!F68B~$Z!k5$nJV9
z=uBf=j#i|D<ZB8vFJOoi_<1?=^SuKDw=7n~FamcXT{HT|vc~2pztzO-DlJGg3xEnV
zhROg8JUs9Lf!$zBR(<V0i$P}C>)Kef=+60h{h***$Ti^L<TNlcGB8@K-tuBR`XyVm
zYW8eeLcEo<x(pN;V*ba`b)M|&6a>$~v^ba89SJecd8iFqb`@}hS7jM$h<(JO)0+|q
z5$<#U1@kFbWz=}m*I)cd?Zy!G<S4qS<d%thxp7R2MpR`WKq+0(aB+Tq-7_=0lAycv
z-58_=YNjC=rq!XLp#Z$O&MhA(_m0+>iamZzD?DzNeL@JIN}j9h4uHXQk9;SR=1B9O
zuaiC+h(vgU>p292Qn-*^Kl*Cc#^&Y{RL6K@RW1V2vW*?MdI?X_@Mlj*5Zh`E;K~{1
z&YvVCA+ff7@NT%Ew5h2nG7@Bk)02hY@0|-G&i*$n%xS$ML*;q}FNuYqUe!OKg1i2D
zxw)}2>1Q1M>h(c13Xh0*>D$z+Jv}uAk-*b1%<K2+h^~Qe=F9;i{qu+(M@WE*ks$d&
z=-|w>69aCIaSPxz0JB*(dwwmDuMSUm-uz7J%JAET(Z`Q$EPYV5PC^<0PV67YBVg2q
zy&KN&B?vPo;HQNZd$%>>Pa&j934tjigH9qVVx$d{4b{Ib?ckg1&If#s08Rb<4KIt+
z2qG(HnZJHe2e1ph?>`1G8Fk23z&Gsa<FgM1J~%I|tv@6uYr%GDJ_7qP2=g#4S6zzU
zau>Us$g)0x)YU^S1AU&tl;5A=`=cmqQxKM}at7T5Xk?}}y6^S>3AOFV=vG18>U}Q9
z42n^74G2gUXx2Qi%{zx-4UT)j0wBvpx`|x7NHyP`*VQlkK>;ugczAD8yib0Ao0^@S
z{r1hEt0~JL>%-9K==T<{xQGbW8e`C$AiN8kaxZoLkNgPB!sME~vf)O;@&5mb*I?VI
zbLjob`Z_KSxfh&kR@<5u%j+Ny{jtQ&#YIGFbMO5LM8My;OCOlP8Pnz1dx4IM3g~Ql
zaZg?7d$^@T2j>YeaBz@HofrS@LZhTMBN=%5kxvb@Kb?Y?WYu<aYwIZ8GA2j+T(=}1
zAq3Jj$KG|WLXea(KHNJZe6UdWPvv+64ay+C0c05dgr>eeg3er#8a1?)wasn+13)64
zTl|dL7UFtRDGVWG7{0_%_rlsQ^SxHA-}m8+f#LqY-ER0Fxu8Q|Ht6`_7*3}M-RDHK
zCO&Zx!<FBrrmDK*)m-Pcp8k1uC0w_>ytAzIM9hONk<&k(kXz3mN{Y}gu^#3e!qc6^
z078b8H*c(8N&$j#y7y=tW5y?sOB8mp5Qpl9hRM0Ps*)1>&mvAR!sLVb`i_-Oh1&y{
zMnv;q76sjOAIK{xknjZNPm-XmCyI%2?O8qn7cD%+;jhgA6|s?}S9Ai>NVOH~vzEcR
zd>0BQN@!RZY}?X1_5_L8D8m~=+Wx1r;l-`4YfKjlcSs)$Qz`#xGco%>K_q0sY{DGE
z;wFLui$`96d0CNGW`(zpPqySrd}kAt1?r@^=37w02nikCrmH+57%A+0&~iLium-m^
zdSgVxiC+KgY^0kN1~Et@h)L`5U*v)R&G9J!OPs&>Ofl6557My<5Rr70Tp<hzJ{0(&
z%}pZk-R50}03HtFEB1<6b8RS`2%n*%4;DHLLp)o7OBymD!ANiUJvJuhx*IR&7=>NE
zFoouwo|FKztqsnmJ-x!;`wL(O=WH1B0r=Ot#WDLe#*0@v+B4eQW#L9^sj=uqYuk54
zhlB^PE21wcJkul1|I-&)1>qQJki0hZ`Ll87SkZ?Ev@l~)LHq#BF%**4{zaa!zTF%Z
zy8pE`%grstc;1MvdJ9*yz|r~YH0)zip+6!3pd8QuZ%f2`Fs_?vYkNS5#hL!Cjd~$+
zZ9Rl12n&OCsH39d&F*1Nu8?SS@s)VVjMjSvkk5Se;TAxwn0+5rR_9p^>^eq=<sgRd
zU=yDzMa=k!86O7F-q31pPP;)5D7)Ov1G5!g@CAn9o34l>{}K?GAXkpZMTG6au&iw#
zmms%~Y;~;GW|URFIrRB&L?d<5N*S9TIN{Cr7!jKt>)}uD^;p8#D`>Mtq}S_OvTkYw
zVyoi(`0FC<{Ok01pj<mTJq1c0ZITz_|KMaZSEjl58ZG|$Srt>A<!FxWiy!MdWpe-t
zWbKJzA7;j45GW#ZBVs~Bsh~g!RMh2&eu8^9D3y7crRzUu(hbgse)U*-;C=rI<$lhc
z5qeCVoPvOBf>94UUAuese^sq7Q;JVV#)D+1KWt#)l9ddT`Hlm<@oTy3KXy<yz70im
z%qW*-f~ZRw{g2(>r$WCmhtI55A#oSaM#<R7fNo@M(|NfqbGREIqpi|DPk6%y6On9=
zS;mX`WsDf_#3H|@+(5Aup3T9vKy?boEC~*lA9`zyBtXl8Z6HW>Ww)}NKTGr_ggGcq
z?`cw{dk^f+u<5{0Ws+Ct<vgb#A(;lJR|yl4=)f1zKJq1K0OPXD;)70G^+F_58*Y00
zg*ty2K+Mcmz_B*}bPIrNpkW2DPX8>jf8Sk?c=q(Ekf5MJYg)xZ0ft#K1C@woD(OKG
zz}iZ;W*Mo+$LX-f_Hr*F=oQa^q0>N-HY7y4(|R$Tpu4XWSE|IbuaBn4_Y{=%(Inj@
zMj%onB>&k-Hg%_0g_#7>?YPh(;C>szvj_>rCBaVczg&vRy?ffx&|HWdy#!{=z_SBJ
z!NZpHbUV=EF)=Y^th15x8iqGA@HnHdwA;ibCH(<I;_&Dw1HSsl%1Q<H!3654VjMO_
zMMeF3cp7y`X+rN{0FyI~=h8%27~gibw=ur8cySN51ipHYsewe?><pbJ-`M&i7w&>R
zpH7-owi2Cz?FsqWvp0f8&2*TKKOJ6f@MAu+L0Y!Z7@vuM*A+G2>`@H86|hqTboL5-
z0ULsxkbk}~MlqD_VQJo1P0^%sHWzSrY*#<8MWt&Gl{tl;SiiqbdY^uB%DcK90wkWx
z{tZLwopfZ%#*`h3wwDeVX_=zSi;6C~Lc*4pv-A949&6Uu)ZF=OUmZhU56t|l_dUJ5
z3h{g3ob8rusIDfN6)S`_Hsc1cedoV2w}6;{6bYUxwgMHf%R`9D*`<8?jiFQnyf=;x
z4u9rrWShK<vdgk%opZ$9S<-kNM8(8-po=aqFBq%1C$!f+0@Rr*2lzp&K}wUafJi6Z
zh?3SQd<VIDtDNL=k9D4HV#0R^6OZM^L{E>5nVE+E48~{azIlwAZqR3Z;$1o^um0d`
zeLF%FFxGgv^;SBN<*hcTY^YT8g&4&y5c(5T04;~xr9i)mB%X<Li2b7_je6!0yZr0S
z=UzI=EpG^)3zSVw=FZLr;$vb${3_3KD<QLjdag6lAgWK38ueGukrJK<w|MQMS!N4_
z@Sur(;Tc=C)vLS?c^*>k18c^24mNc#AiDbagmF*R+LXf#`gv%Gjh+2HG9YW-?gfU6
z#gx;GoSYEn>Eg04CEp+<v9c$4zpwMf*VM}T(R*=fIv-(F%F5=qRWpiZ6o-1xJDna$
zgVu+5-*X{ai5~zntMIb6W1)`>&&rE`C@SjKf~s3uee2sB`=ZTQopRmfHov$Ue=5-l
z;+^`LK#M#s+B1iOf{)+S5sW)tMUahBJzII{1R5KuKQa~j?I30cM3aEDn&ES8lm5<D
zT6XqJxa+|sGvH>5$1Fm+6$oAm+)~X<0ncqseHa}{Aad}C`8KZ*qoJ{}IEAU{!-mz*
zu}3cA1o^3m18>2I@gOxU-wAH1CxHj_L3J5&$Tw&q0C7uqHrRi)1p7T$v>{vz5APok
z@PC$Ci(%Ch34YET<<&+zn5d(r#kP+R6XqVW+&w}QEN=YQ|6mOPP*}dI<f_XS1COgV
z_18IB#!P>t(r=y+rHb;hb+6dNRW_w^Aa{QQ&@9)dUNkOf4eua~a?<J>XyEl#Ff)^6
z{=sUR4_cKD${gZYjkw#}-94sQmuEhE@!Kn%?^;?00PBsZ_y$vsv~>4@U@3V~UM}|f
z94PGFE{-|XnGhO<+1b&3mSMT+vToP_&tM24xn(H3JrV~(#t*=ou*%gs@*C`cW?o{s
zP32A()RmW;2N{?)G<^!#48JjxFY$zOPpL=UPd5Bn+W07_xHv;$H3s$Nkdp>{@prwU
znVHgGWtplfhhxEqKrE`pXbIDaxwS*WZ#=x^4lwO~{=5Vuzw|3eH2B^Z&O>bj1XNqw
zqg-1#xjqoFI(#i`l(WC@n)O~Kh!^9VvNO@Y!^3|E`a_<<4rS@3e(2ZKw->H30Kw+;
zu|0$L)zteLNG0sqN=p;kUk#lq&dY-;npbVe8@$1ujNZJwyy`J@#G(vGTT*ztf((Yt
z$(Ra;#G$w{tSo(i8Nl8Pkr{>nCbI7;JSOj}!hKfw<6uo+TRXAbp5hh!yHKOkUsLS)
zeMg@nDl6|6;P6GZN6Ps4uLq>cr6P3Lv&V@wazr4UkEQmKY0*lmgsJY0FU*-25#h=R
zRMX(^#@Jwxd<t5;zzz6F3{*}95UT`?g-u_|Y)lpB@}#%5aA6*(AR{3i;^TdRYaE*7
z9I}oWirZ2DMRc#Qd>mSQla>a6p%`Qd?BUlK`)?@nq~`Q~v8R}@aZ*&|m<#LoeifZe
zaC=l(+ryRdtDH@teDwi;)qQi#qV7A)X?`7EJ3hm@=r+{tyM_>)-L<u_Qsb|J{gu}K
zoNbD}yYD1)s^8MGBK8{-bUp&_8mL;5v-2T|cU2cW9Z|8~YtS5lChm>lH@69jVNhRK
zFr6!Y>E;H92A^@0FHlqBJ|cWwQ9f-HYTU@0)?*!#eLI0XxF<7ObkgndOGH#nbY%4O
z8g4UbgmBxPJ-PPn9yt{%XlO{=_c&CAOAL@oSc-f^CK4=^3Mf^B-9dFdJu$K2zX7fq
zy$XFq^30R+BDr!H8Q^77QB$)i%cr2F#icz5Lcj8x6R?(%t#CvtCu?Im4;wy|@NY|<
zai4ggL0k0yZvjlpg+*J`b8iWglapcahCDnO*$CA@6nih{a7x(Ivb%GEaBA^#5-r3f
zL^=3dY256;rAqT=6Rw8t?-N;&0-lFE8@8`5>U!rIGAppKRysl=qBH`LjGKpt3(h}s
zPo$r<P(>eW7P=B~`sP((9&Bx(aQ$gWl9>pUP^F1YY^=mYd7B$5$v-$#!PCw`H%<m1
z2tFPjWby>T_ymMMGz@aG?b@NfFo$qDP^-v_7Z%!7%Y#n{28&$bp%T!*C9HAY4t6(9
zN$~T(zFGxR%gf2Td_GC$KLgUJ-(j3l(sski&#kO*q4POWS-}?o9S9UsGuZWOzo-_F
zg%X9Fu_*%*59zBTDIGDO+u#^2p@D?Y5x|JU<agdv3p@n8)ioOk_xNZ6b<=3TyJh2h
z98b6Nv5vGgH8HTTp6bns1WC|UE`l+Mh?w|v|1~UQ7LVsXe+G4!-^OG4_zjqi+*`ui
z+iCZZD?~~Dz#$_-J8O<WFSTc6V4x+Mp-8A2h_jbpCydXC3j`&c%_SaX7#~~ia$ZX5
z$D`}&reTBVmAtE?j_5B(B=&^y=Vo%7IC!zFaONTFCgfR<uN6sQUY-AZ10W(571ip$
z^%qd$F2Q2`($=<U0zK&7=WZ(Ov6DCJ>#uorYkX+3;|+BH@L9Jou4crN=sF2QSF?G`
z4}lVoAGg1FoXRg!G%s%}S3tNk^6r_tv~VPRK5!&*>={L_yv@3hQ&DM!Dc|8piX&K*
zn~yJ4jL<T>`ZXLu@AcniW6sQ&?Jui^(zSd3x-)V~6~b>s%ohJTQ6jIZO5?Y^6^a5|
z-2y}*#5}5tFR9+~ls1xkwElyAcZ^ApX3jq>tkJA97h@qYAt9n3^&QySN<+#q1rgO_
z!o%e}j{_^GxFBcCuru)SBb-@rSs=+$!%=3Ee{5|*n)?eEjZy__#3EN6uHd?UHOT+%
z^!v;9DhuqXwl+4yBid>|C+~csinYjKAnFH|6QE@%pQI}Ezb#aDNfKt=2b8lJ=5OeV
z2I~V1&A$x2fn=so`C{0R+ojEO)}DO(p>M7374zgXdoLiZKu#;Pw@_7D3K8*<fe_*H
zL1Y!&$HwW#2`{nG6T5!FR{|V&zVD+{V}b-mI9VX63=t8L1V7UM;P7zo>-*w~|9Imj
zES;ZfPlcQQ0loPY#6nsR{fDRcA5deVPhf(2lY0XOUqgZKU=;^EG7^tgrlSwSX3>a;
z3@364y>f<e;Z;Htq@bj{+k&g{D1}gRffLh<FoJI<FB{S$S^}@pDh18!NV?wxnf%as
zzUx;8Py?}el*t<OcpMt-n<SOPSZAu$yo-%dZN7&EFe(C>2d^2afSDjBLntgVbDxSA
z;QR&;l>*A-l{7c&$md#^BFXu#;%q=8X)h-W(^-~*uIsd!dn%h$`9U)L?)s2%b^D=Y
z8~HcXpRg{Y#3q<$EVugL|2zJYAN1$aEBQ3|kcjko0F<Wkc~2US-|8Y)mr-2jYTTyA
zeH$KL7#qv=KVzQzzYh=Z%37aq=OvH4Jt`+Ok3h!P#$8iN<2@KteNAPGb)ec(-{|V;
z?0pxG)Su(;V2gji$jHdcTMwOM($W@?QwaGzl#l&|i_3y46cwY<Ptwx$FkYMiLv?=P
z#m909%sTWq;L(Lz!8I!4IL&eJxT^JMcxXn3EEiW9K)ZWO$q*~VQfH{GEgR7i{px~U
zJtyz!yF@&$wK6!FeV;;FAP5*?GgyIU_vz9%SY4QSkEUW{@BAsfHNG%qIz>M~!(WzT
zOM{vD>*kLiQ=_#=1s$JK?|U1f{)B{qHPk%(Q*``2YAQT5?59IT3Qrsz%Rt7E-F>@0
zef0L0+l#Ax`9$dELB=Ct`SY<U39p*vVa~^QRbYJ}Bq^Z=OYMBxYg<%5zGwxA)ENZG
zV2%H;zb>e(o0`r*gs>WcQFBkgL*{i2VgBYr5G_DTz^6u^;L=d}Fj)lclhtn7CK7n{
z5JRLZ;%UXxI;}}yW6>_U%6$8lw}M>9uw@GTVD<H0AeQguKEQ;o44^(p$<qZMK3r+O
zR}j+JJT&41VWoHAZp&t_B4K>gXU==%8LyQy*pfBg&3)!bah-uL=<@OsL>E_=r!J7j
z0*B~U)>eT;ml&g}zboy?!URK4qRk=R&JJGBxPz^MyRhoTxPn?aAV-kojZgO|Ddj?Z
z$N-{UoSd=&zdHW2m|k22;>VrY!r0rB{0}-&0ZhrqPB9#}*Ub=jUu<w^Hs+Y*`v1=b
zefgkN`*!1`0^)dsbIhs0FrgGc8q0lrd@L2%<Cu_mb#(<SjhJ{V0kIP#R|}L*6^}y{
zWflC0;DjFu5GxJCXwIsdpd~o*AU@ullW7R^Y9u=PEh1vbL>0)`P7V*feNOEa?_s@$
zh7mVoFnl-ITiV#jr!Zxd3y0(5E`+K6tp87St!$OimwkI20N!pXY_icH;B%D{Hqek4
zF)b?1ZNA+(;oE$H9(%+*qMn745)tv$-qs*FlIa;zLb@(+*cQ2PFl;XhM`u4ZHtu_(
zzHxQ+5Ddqvb;^T%?mwWOG1Q`UMeBy)@TOUpYLPi#7aJR!!}JXcxg0a*vwm#ML)<5b
zl3WiSkg4LQgF-5*_>`ar1aHiaj_ndbH#`-hbrJy=8$Y$%$5}Y|_##<hy~25X96_ND
z?x!Sa8R3U=TFiEK>`dsnu4{k(cmTwPNz4ZOO6D2LFsUu%Fj%w$G^KeLW*!k}(l9YK
z6@}Gz&BAq*V%{B!>T8$($)I?mR4zzn3<NUqmJ$I9tNA}>WKSVhNT4h%Y<DN;$1i;&
zBU;J83JLFdOe7Gt8HZTlRE=bzB?r|wU%`D6?R;}<llJ@!i4;B(3w;Zr?Y()Z43P+|
zcxj~gkL)O_+a(em4UG!rwq3jqbSpwaJwpmADcI}j=w*|C8GE%5rdB(JgiIi|AJVu)
zH)Yuno&BAECxZ+qG&N%Kv41>n727H(96<#V-lwFhIyy4a%l+Z~`^OeNa*AS2*m7iq
zkcv#xHN}LaH_><_6p(o1QD&xwG;0<B;ds9PQIy2rM>Y@5Z-Hltkse}PU~mk6()Hx0
zAL=X3k{Qt39Q7V>cU9ow;lT={YPPoK&Z?4o^y?nd13=bHL10>4P4KX9X(?c~!l2Fl
z9%lH7DrLvIg-ph9L{lwK4Ii}79+&HrxiBda5Ek>Tc@!KW%45isgg)Aoq_PX124x$N
z#@X-+%e3AH*C@=yk@*`hQMw4ASv;KV9=qMwFAu^=UvzG~JIl#OW#04rso(dtGLATs
zS^D2bmo^OHk>}>uj)1(w?NF#Msj_W88s%(b^QCSXhl6cqQ`Q^o=c7@os2~dS{STg5
z{x^X=%)lFNQCVr5TtnDPtD9S~MaFhMKWutuf5%H9OUYRrUx$~K^#rWj7L+7DK8@Sk
z$j0}yurYjbD74~JM=9^jw~mgn4_O5d{gItXUo19!8A+!!{;35pJ8T4f{^csl640;o
zgLcjHE;0ceV+S8fRwm(}!3aT3KK5kHuRv~3(2Cndd3g8}Vp2h{ppw3Nx>vZpb42z-
zJ+EY2c0AW{_0bM-&npBTh)ym9YGkF==XJ78z70SSw|V&;eu(KDMgtz#Ob0amiGoCq
z08Swn-#W+tVpv_wh5j1m_m#G@kf^|D4A(!*Xt>hL1ksoch3s%d9-uis-hUl5%;^==
z85cJc>-C;cSbj4W74`g>6_Rg5$|xqL#rUkdj(-H=(M$Yp*3J4Ff>{B+qzzdK0Yvmw
z0ZdG{hFnA=*oK{#e>3xRV@3KxYwYgNJ0?;|3Cwz|at)vX%+N>o74`iFCxLmy*F~6T
zpD$hk1>7^lxIJG3A+$m$<(d~t&est_l`hzLf6-rlEG~|FH+1m_Z2iEj!lnpLWPrgg
z0g&<k6A!UL)gp7f+nk}95>R)1FQ$+gNVo`(_Cnu1*EnDW<m8Qd<3hFTZ4>lhO@u`f
z1{TvQ4U~?atou#}+@PEUB@$3)5OA1W5^7^^ezyHpR$_q#tP1sx-)i2A_ywmi1mCN3
z{&oZ(_}%DowHERAp4|hS-;fUi&VHrQc@TPiDDJe+DTt$~h@qvDDD-}xjWY1b7-UAb
z^*(F|nqK?J?~WC;8Y;fYd#6-5)PyTK95zg-Gp6|0E44mTR*thzRxI~smA7Zb^plTM
zj<7B+_;VY7c{wirWovBoE$h<$;GkU^B%t5(828Kl`P~lkTrYO3I=jrF=bpu$=C>UK
zJkFsKsVgPg7%6sax0&%(Jh{EMLO+Q7-v(3a&6H!c$apABY&vXdZUR~}a-OtSF6%LZ
zu1j_{w2B;>Fj=fY|KN#}wKYcEdx&5dy<*ph1^pXL0y_Fg<_iq@{N~4t^YhjJ)Ly_+
z4-3d|Grf$~8=-+d>uuQlW~QG>pTFn42c0I+BDW5Y^qC<@mIGF$aH3uaLu%LE`^d}t
z#bmkcd#leokX*`dT|;jo+SmIgTT|#Wcge%B?g4(ItQ@<%{1;lH3H{6+9AbowQ*D46
z5qHU*gUkHSZ)fRCxUs)ZPS(~?qW*;95jJ~C*Td{=qhP!~nRP;ISrJZ7B`qyMKEBG4
zSk&KPiUw!0xjn47Rl#piJ?Lv}q=V#{`~YV>Yc{5ZG@8k<&OWY^HHJE{$4jliuciSx
zl@-PIwRAq171CQ<ccE6)Dz28z|7B!cPhcvOX4vv!(4m#p{)ca1Vggz2lwV#{mzI88
z?+*z>bEy5{iXsLDtm9q(+FzXygOAxf682-Je11H<_kv38!fxvyIJJv<PSDc0N8Y-A
zK1mlGNv}dUDVR!+@_vdfAOeE?POB#yACzc3Nzqyf`Wn*HPr+_L*@*I`slFan82{+t
zBdoXnD_3ARr=rfbF9N5>i%8L?pdcKc>uSwlBt&n_bDJ18<5XI))0fu(_P{gm4qe|Y
z&5Hm;ukGGdCxm2d>qEf=FNFD5Vx_Ti=YL|j+Wz{FiYg0E%rB#(t3?8`e6|#lM<g9P
zyK__KY~YP*2M9p2kmnZT8Hxl^x%r!5(pvE6Ogw~z73e+$F40I`lUG+-8L?Ig`sC%%
z2n~uQnQs|l<R~u4I?1m-n+FTMWZ<M1YDXF)ab6^IJ6tb>Q?Q`aMy&t@X`o*>Phrxz
z1pzk*RLtwSIQ<Gfgg3Zi`RCbz{29Riq&XSJ(>ONI0ei^x|N1v>t7MnoO6Z<TNG`BR
zkw8mLI3c5HJMQSDlnY#u{m0&FB_0pry13YX?=y|Ukdk&`1V>j%JXV%P7Q_f|u?YxR
zg4{mIS0#)=HQ;s=a)0u4(v6_}zzvV?5!8gL{C#54(88rG#R~RY+Rvn#r$CHhyT3Ws
z_4V}yMLXwt3B=6;y9HPpV&oPe)SxLFt+l=m!nb&m_BdP+k<Z;_|NJ28QDIW8q7Ej+
z(flj?O;^YY=Y=$#kEdra*FR3Fj*<6gYI#ft$@&p06AS+HlD8<mh2Lgp7v|@q{~Ut{
zdh+YnnA&Jt={f}0Jl&`V{!^Lof#M_UH0R(`@_1#qfYH&-yU1vU5;Fkt?_+WC)}kV`
zh3t%srk0ky`5NRHI~TA=X;O4yX2yc%{X@|fgIvYaOL^jGPPtgHH*BBFPkCH#A{}f7
ze@ISBa&>hz&lwKh;Ckd=7xwzKi{Zlk*)-oQ3~X$8^TQ)6@$grAnrvVp0fnw#tocL+
zE31PqUDDC7uvsK5UAevo`rX|e;iaD7@bOJQjM1;GRK~BpHWknKN}^{4c?-Y^OJlS2
zr~cZdc3woY>R{pFNy+eyR~uSrX3QD;g1g3-pH!Qg>M}W58RnqEXY=;$U{@dd`%u&8
zhFNEN3KuU4KHh$^C1h7;@!`}y*M<)+P9Ng^Lu~HsL~#5a^d_zUt!91rP)}8Ln#Gnw
z-&~cJqO6&Zb&p2T|2Rr>BXsq79#{Hb#xRLv@IB(<CV(OLX{zmqO6<>HfnH0NF&l_?
zGi`Qf<#;-MkDzZLo&OI{-+UfQnxZ}`piH%p{ny724aVYqM*H>Qx9i!Yn8Pm7fnNs(
z!iKI3zFJ>zasY<|Pkt!tB|H))Y`Vh2!bts_Fw;Om6@VjX<yufB^`8Zecv?wCMV+6A
z$d8q1F?rXY)tvp{zEWBBz@-rAnw*4CQF0!4;IjzWIj{r%>(Mc|<RO{(zR!B+fX!nK
zt6;@12y>#tBP3x-v-@|P1IEdoB5T$IPuV6Fb0R;l&`0tgcwTvld&||b*}UBM?|h~X
zpr}>cJDm0hS3H`8XEGJJq8?P06iKBp=5=?E2y~vD{r&kGBzkZL@{5bBm<DzMg4jjV
z{9f*1Y-Ff&XRFeu*U;MazVtuYP%xmtL#VYSOQ!nE%FYg-E#m!qS=Sq)SoMrAQBXMn
zp>kBHsPg(|aH=LvkY^aGt0%$@dn{wdf$$Pz)~qNtNuVE`QC$*v7zgYNhnV3HF+Hye
zFcZhn61B*_=KXj7!GjR}*w_VBLnN2p9r%tR$q#eop1z7bSp{sUK>(Bs2@&BWCNn>=
zOi`n&u<$ww0sMf8x8fL7I|w)#EV>p;Z&EI*`lxvlLqg&bX=2ztb)!t{I0!uXg-daV
z5U=B}ak6m!y&Q4?X_~OTCM>Uz!+XAake`&JiH_ITHG}<nP5TqS!MQbjrkaWdRul5Z
z#sibP-E(t3Gi9kb)^}IdxdA+criai#-9KGA)zjOUk(G5P#1F{4xW4oez<o_4inLBV
z>t?Yg!7wW25Sy47iTxN>^ba3UbeZ&7zaFD~N%F5$9eUPN)y&{)q?P(YV#D83V#8@&
z&)6i!CR4f@!v8xM;pXH`Xd!+oVU5Nf`WmNYB$jj}d4gP@KIrNUNCStnEekwPPtUFk
zs5sL_%jYKvcF=hyC%!~_+2spY%0u8(-aJIj`v#RH<{zV6Fs->HRewR)0yF}7c(BQ^
zr1KacVHG4MHh_kcCkW;>D-Rq{8gEc?Z6i*S%OP=&{~dhoWgZ6Tb|^0g6yby+W@1rM
z#6zV91=;{~Q&j7jq)s%i>_R<bvBo|+zI!*?$BI`f8bv)=$XgQj39u}XxOmOxl5cO@
z?+feOF<H_jS8Q#ORmd+T`KxPap#PDB;BvBuX_sqk(Qn|6dIeHhJI*+wGj*x{V!b9q
zo}xXl_1s<&k2V>ZMtsSO8l2^__W*l<>wQ2|($mts4PY^z;8Rh#g*qQ~5YD`Ra&Dg5
zvyMkhic(g8BG6P3g?B$+-Ftp=5=rt;$mD!<GzOS9vN#FNzeH&L^4tdduweEAW}xq6
zf<><0Gx<z>O0qXFonxZR0j!Vo(d6OItIq;DQojLlz?}9@YPu`p(9)v2KO9MNfi(LZ
zG(f=m4jb}PL2epsNzivpmS}@B#Gh4~^)K42?)5lQ^|$~%k&|(AiWnsE+KhxYK97^~
zQ-s)rZoIhY`NSryFs4?^eylWJ7Z`su^Wj8;tPILVmO>1)U+yq+!8&pmFH@PB?B)UZ
zs*cWn>3@RxQ4u?3EG^&n3lV0?SaKq_T3t<GXQHdnPwB?G6|6D9ylQ9s&I<NUm|kHY
z{P0s4nTY&1{lI<VuOt*dMJeKRYy&vg;vzGX-o7=_J0(=BRBuvv_lR?Bs2MlvQJ^tG
zI)BA)*wR5*4;rMrHfl=Bf?w!;)^Lzf)WfWUg@YqUqZ6$Z7NflT(zm=!FBRanS7ft~
z;y-&xA3)X4@T<>xzp}Hko|7&r^BafTA9eUa*8!drQ}pE3)vKr5ah;u#_IuNDR9AZd
z#Rbnn1egKGYh+1ja0`BVk{{v}_%#R3&5VeY)XSY}s?eMn-Hr6-AU|@0E50`L@qNgy
z0NpFn)PK^{)dyV&5pn48qD^!tDE`6vGDPm6F#%<LNW`lP=%cSxM%oPIN8MNx7DjX;
zdWKF=&JuQ?l{Mnv_5t^0%8Ac6f}*0979i();VBv5XOLp{^VOZ@)f~j6zuCN*uSUIB
zGaSm#%E6`>DXCxKP-KrTj?X72APaf8pnC^-xVbv4cs+%p&^2=3Nyf|TWL`-e;YTwh
z&nl539Lh4-GEzV}4V&%M7i}qs8~+<yW-i?mi+S%=1kUDc?5i{))j)X3lS&H}Oi*sS
zkla8JhK(Huk~CHp8u=eZ*gL56wXluCaWG1C&Cm`O;PGij`_)=A;o@H~?LgQ)_(xQQ
zZNJ>te;*fX{(|(|;%l_HKRYwe$ZGdO`XP|mGxqbdaNr2QJkBBJkB>18)l=PNpqTWy
zxk616%u65?bD_bZwhe$w-23}YCaxZ8VbEAk^PTzq*UAV&tSePk*I@WQF=i{%Lw(G7
zC0&VQf;}REs-Iu7$?56GS8q;3(-)gWS;j&_^jXIR<CfEjri}<};ReVPV#e(@|1utg
zf;9pz^PB6&W4I(kL)%wl>BXk4p<^1No#tj|yC029<ZG|cf5(grV1i?jx<vUX9eMY^
zrsexu4}wLNa`7`sp7>7OK)2`ByxcH?nSMPa%*3<N3!$2S?lA`O7OaVOJ5mG#+q<aw
zQ6qt0jS=`7KqV29g5r&U{lX2N<h)N1hK}isDlcCM?KuKQKk!Kgf%SkETt*G))bI7&
zV3THM2&woO)jhYlzK$d&n8HLsVlYu7^^VPRYsv>81l}+{%;UAP57*19t3faw^i2E9
z(5lN4C%w%pWq?#(T_o?6)PqZB3=l5#&d&0I4+LTZI+LG&!TTMnlOYKnz2#+7)$^yI
zk~@QjU?_J4cLCTM3kx*}=?T2N?q`_iDFS93%F<OfOmQj=8a*z})E>lZcpj=t2m?*n
z!%}r0Y!UxuWY)0AR8iH)sUD?$gOkj&W@YxHv=v}}1o7N@#*hT;$$-Q4u96ay?bqva
z@wm#J+yCCL7@G_RoF7q=RiS3Sc~LofA@6}Wp)IWr==@_pnTMBbcm4z;qeUiWX6Z*D
zh6?4>TLaA-{GCFqo6gF^q682DdPN}__{wpI6l;i)jSX$U7<PIiqijHLfeex!sD4LM
zI^wD`3zuv@C44ZTiGCW(gp}H?-1V&X=r&T|e1LxiD{$08rJ^>+ij0LLT2+JwMM`sm
zNdG%12hQyxEZ>d2Wo6w1<STx=AQNA-K<H5qOV06eYQKkC=z?heSp6^Vgxt*GDAoTU
z<P|#1)N+4Af_B0U$EcO__Juq;;dQ}UO+@)gz|3M^^!Fqte>n~HcVZ_K!ZoO!7!)aH
z!VTFp&Y{0m!JNCdICwF3S15uM!-GT!^~0l}@Ey=)P@Jf%6Hd}UFo(|TI5JdFGj{iD
zR6$M8CAfsvWKf5&{O$bwD6@&*xivZ3*ldE~OMiZ!HOf>3R}JoD&`HSpD?hI$5=gDs
zpzgUVIl&)McbN~h{n2RD)1q&~K3D-)gXW4z&HEAdt~MAEwrruOo4{f3r)&{siMBaj
zsQC-~k|$=$RAg~raxThoqX?VizgTKLjTS#%32ME&b>JSkj9uW*qDL5F<l@?q34dX4
zo}OeJv9!eA8&L;IZ7{LNzUydz>pLC@WsSEtm-`U$4uu1WG@=ESl?^a94E$}mCodql
z0I|=a9QJ}?uP!+9$t$tg-gn;iz+_bYA#(}-DrxwuqzV~KWvn%+D^OHncl3~@h(wp{
ztFgiazl>_(!*!IP)d7CdilEDAepc;6Obiw?<ur{i@2;-SiMKEntCEs*@}zqgK2%nY
zMGPz3V=?v*(&OUoF;T?}x{6$Wb%)~(Qhh;ZiF`eWWJ$5e<bV4&uBi9+sz97p<Atxy
zzvc;-)4gpNTX)jTKf14X@Mi<ZDe+QQBCyR!XXfRDR%qfKhZrW<eWmom2J@JS#MF90
zm4EgdW^)L`zf0Gfc1qfmmX?OltLj>aCTknXP3JX2EBXUqzqI=&QAH%3Ca!q9lbxjH
z_6VuTUYFBNm6!VSw%)?N18c(5!N0En6*wnVr|VV5V>_&1fl^qw-&T$D^bQ4X$@4va
zkRNY#-t2svo<2h#eugwM>-g|*p*681zkT&6kn-Kuc|TDTFt`8nbrYo*LQWEQg(aSx
z&sb`TZn{d`$3ES$o2L9Bvtr=ayNn-fY@=H1p#pitzKf#$rh6zjnoplfxG_<BrUN|j
z?~`M%rOC5rb#@xZ5Gy4868WAzq-B6C@qK0-09hzaXCRLY$!M6!2)Q{vWd5_@eZYia
z@}`#=U$5V~Gd+~A*TEj?9^9eHZQq5|!cv3lzhKFNqEKuY*J7X(uRWlYFNpRHb?3xu
zIcLa&RZWOpF|WaD1D0%5(9uro_`{g0imK`cy_xbX!)YjJKngQ;nb>S4GyFG9Cw|NF
zX~Lfn&$fnPe`sl0ASj5gKNOWCGa5DOoXhF|>h{J2EN?~aU?WUVuvkJ#Mb%YORmTk$
zyz9g;Y5i~AYl=K=Bk*goZEM;FS`TtnhXk<n<fr+b&oGnl+`;qI&7URSmF|7%JqDAA
z!5*S+Bsfo+s--nU5I5EYO=M(<I<Np!h>y=cHjaP<B6B7NGwd4Eo>x@hu|+QDy^zNw
zD}aOl&N4s=7kFsctwH09$GV?*pkd|rD%8B&2Czd*2xxG@1^3x3=f0CJoQeQllq|wd
zPf3m6Emz9~l2|ZLxPB(ELZj}<xE1@5umb0i<dh<7_b{8lx{6YJ9*>Uxi_7lri$5hD
z=`qcn{Z&c{zAjeAwk^7G3e#+(j|KJv2Y3Fm!0!S4+>>|;Q%lW_oK;0$ZOmwL&roLJ
zU|WV6DV$G!Plb&-ghT4LHb<~B7W1=qzrIV%z!&``5-F5A;kUa72d_Yi&wfh-;>oe+
zS7BL*wj=doLoYD%Wd6#(kk?0X^K9QqL_}mE$TMsHurV?5LA@%g=Y_ni9t9qbk(kf#
zm%%YZze8MOLc1Za2S*Ze?9xAeRFjo`OhDUi2Z|1J7s$E;6c-?huFWR_A{ok{edt{$
z_Egi>X6BKDA_M#i`8?k4&);BMMaL}myZpzCeTc!Z_3n|M%%P>R@o)GQ?QPoy1O#|E
ze8Xp62!xPR_nh6G7{3X>9v5CU73WJdK|w7N-xHtHp(hyV7V8jojkeP{g`7@bii9*3
z^i6D4!%X?O`Zp>xlk_jx3<fTtiMYIc31$HOAQvU!)^6A#-8#?>K1apdvg8riJKzFA
zW83B&5`jWb)2m7LCh+S8${*^db5b2WRy*qRr*T_IP=-)l7OI5%&p16n+I#QYr-wi@
zy`d2JBqiL^+B)@J77q(c#yCQ{SPm;L<smXABNG#(SZ!@@M{h=*lTHTmkA~LP7H8<;
z%hAJCH-Q=#%kjxBEa~sT0g8N7QFpAOF3xk^q6gvMHeR2c6{2&`?%clO43Zx<W4ia3
zETm-9gkB(6-y4gE$Xeygie#{@yi;F#N(ABoO<H^2+J&~BURZCY80`od*L?;C=@c8g
zpW7r<#{b&T)<arw+b~?Dk?qmM_@g{EH1WEaXvFGvN#*pL#(@s65#t}?r&6=Z5=sq@
zFcT(6a5#l#D*azliW5#Sg?E4kD+vP5+(EWqjTHn85P%NgTfo^Hf#A^KL#%XYnBp~#
zg(I0|#aqnx08%M)hA)9S15<G!kWN`yco1TE3kaP+dg(#)MAXzo-^4`qhj0Zn2{bhB
z5ab8k`BSnKZxkoOVL^+zNxbhL2+f;Y+EP*o87EDutlhEtg+Em=od_y!w6t0QKQ3^0
zVQ|nela^kCxP|FI=TqrKxW<1&2Q>3iq>dQL$;jv=b5UM@TuH=A!dnm$LAqH*d=x>x
zCO3hQ<tB`=112cY=>V;b{KFPv-{)=1)`>gq`4G4WKQlgm{wFcfdoqpz>C>lA5M(4h
z7^*_J<p2&%pv3BE1T9hgO%VC|!5-0DhTF+Jq?0j`sauerfA~wAYHzCR`-0ZMT>q$x
zQtEhX>`hoO8x>J47Mkk9zDb)1hNnbDS$PV=N2F2lW7sdgPE8dzuP5W^`lGwc)C$!z
zI=joth@MklB{a=>W%0iHkxobPL?^OcKdA0cNp!U0%a@mpF1O{PVC|HezO)y83(?42
zOqSwT%fN@jRhAbH3RgIw@Muc#I{&K{Xgy&NMf7RQ6E!JI7o$Id14(+<T9RJKKS}Ni
zaspqx_<@W2>qSZE-n;blIE!tr+cSBO5KxNw`h5u#1wV;LQV`(n406&_Z$TCes<-Aw
zE~l<C(4qZ+|NB|U)irr&vYo9h9U0k!=L?=Y1EdlUcf&%lXrg0;>x~Cfo4uAK9XjWr
zX}gl_X#u8cS^3jmXBZA(jh0%>J13*45H<-_GVh>PHMf;*YH0ZPMOco*)8b&2x)aB|
z-%#i2Q#Q1b+u=^9;esf_hqLB|k=$rJdZ5{i5ia;4o*@C5{L|MAt;9fb0;vyCLeTOU
z@=o&p3051%J?N@II<}YYHicsu;PA0AD<ouc(0H<g>B)AkSmQZQJPq+px>g!)Qhe?4
z@@9C1GCm8vkUqlNnh}iM1BqTC#oxa#hQ9`-z&+0r&R359&mq>V2G<1D-NWO@`no&W
zvemyX%`f0yLKmdR{|WIq3T!;a@*q<EdwPnVN^Y%VZ_jZllo}2ZMrvxfJoOC5^>t_o
zphDO}3p0#g^5eBcG+Eo`ip{~CPTD{1$&eOEVt29p)WW5vk6oOvpsbv=tnQKyFUY+I
z+=%^=t|N{GQ=@88`UBLMX9F(j)l9k$7f(Yq+aSCy+}kI^95x&l&qxL6WsEOt*q<tX
z{oRs^^*HZ80KY?U(2Qos#_-5aVZ;YR7wAof;LV3%_0>ifM@NP5%JN;2rgf0LpruE^
z#oauCib@>*LMm7i!zAM+4QWe!d)`|r6UX<vO8f)jtQX1?)lu7i(jMA*PmvWE-F<RK
zy5y0th{K)&x?E(AWAXCo&0*XY0We_#%q-&IMS2vFl`&}n{;Y#!(Z-tnb)km(`sZss
z5fDKFakN$wlVGOr{_{Nc+SKvZ)Vr*F61h}8Y$%nDA(-S|@t=R=XL#I5Q7qi&kpd^J
z{ANUN&j4a=47f}bl=nQHJV;pKv#=q~DB@?$C?3Qdd`5@+>iK!-gx`v?`NivU%k*a|
z-;N5y>!m&tXVq7LS{3#dTy90^Sp8(T$>0fTFPbJM$k;0|2CX(ml|NBXfaYxj(8U-T
z8EJbEaCExf&l_h{M;wl?J;)mzGBv7igfhI?mb+<9-Q~OhvBN@B**8U7n91@I79flM
zVuQ~MT~eL3M3*lQTq%RQQ5+3!BOd*W8z9hp&dk&h@&YR?-09cY+ePqfd^U1fj)$CA
zWO?t2JZT!*-U9iMn;XQAjt-c(gsHcUNn+!TCAVf}{2y;@K4w|jFN_2<Ctlj%E!tz4
z_2D3ceucuoxEd7!O!ePr#5X~*pxL7o_Kj_fPt@=gh?P>zwB?hga6MO9$=RBX5So4r
z9ayUhTvqyo<v8x6L^eBBuG8r$ES?U_zR3CDaz^Hw2POm>)|DAOrQe3Dm_fx0UjRW1
zuvdr^Ghhp#z%a?8w2?M9Yxl4BCvp4rL}<8dnI2<lz(?j2{Zj>lK!OqsNREJ=m7r?O
z)Yus3-xnZelVwsj7z7{Wh;Z5yfeHY22y|sDW+tYtM+KP^$b4S<gI;2uQd2*B<z@k1
z6c4(&N~BGOz+o6K{vI7A#>MTfymJr2Fon*l$c_$)S6JR<B<~T~$VcyIS?c_#kkXyS
zjacfXq`}*j2=mGOSh>LJ962>%-GzWUapDlGgA^-XfkBf}(FK(^CH*^(8$ZCr$M_{G
z;(ht8a#{hWHllHnH)b54%HiRY?g<*FKL0dU{bGoZ>pNPr53ZN3C(e=~*LAG+v`|P*
zPY;=h$i$fwQ_C;Um-hUCL~CYZat#fSeOP}wV|C>6dM?V#%VobW#4<NEt0^jr@o^~n
zU`DC~g}yetg&q<sU>)sdW5ZfChPPe@SvlI;e|w{-l!k6d_OY-}OFw?>_nzW^c#4=q
z7^pe%#~c+pt8^jUE+vr2%`@n9F97xuohmL5kH26*2vn)VoWqIMXj<;7o|>7##W8-9
znaK(D$*W1=S>iPyLP-~-c={*?@2Kq4bLU4-xSpKNhLN_?2YBfSSKkdH+n-8GqD>F@
zl*3ZHl!lZOAa^J0e!jz>SbkR4m}Ys6W{+dfB?>bBFE3VAFfDNiTZB&?h9dYTI6Z%?
zrh;4#^tY8M#iPv3?+Q_>R&>VDG8ZVOvTXj_Tos@i&0AkDXsGi}_7f%(7jOlt{Y*NK
zsp}cKO~J>H37fR;4??`axMXM&U=H)6yaRM}7Q)?<)k!ikzxcYt^A{15Ny&8qW?wdK
zSo1IP1R~9Vf&y>4$5{v$E6^zjC*Plqjp&Y)O_0q@O}T)1tGGyra3z!!{nCymhkd}7
z-9%SU9-r;*ww;@^qalr)G-q|ys(o;NtU)hBuykAVO%E%*^mkXwKsxk)v#~i6-FuTt
z^U1A`<`d7mEbIy57DWXEEGN?BQaBO9oBN8_B?4ewQDu11suWtWv)H(=QASh*0)KPr
zLn8$P0%y31=9T%24o*%$)CXO)v=pWrRnR`)lNGww1$k!(l9c_pFZ=kjB&Py5e@cFD
z;6-xA&<tQx&&f!3`%hYt$ZC}xl2jqZXATa6dAt;Cfy&BZo{aFR36x6xiEK(?DVJ)Z
zCZ|tCHe7fwtNC;Z&6MG1f`~m~e74|G?6!*Nr7r{$N?ryCbPW%4@$keSIF-~vYEFt4
znV(^Wo_X600v(3}cbDF=2UbFkGE^m*W4Z;ljapb(Wab9Gjj|*~2;pL6tnt~;jljNE
z;)g|RxpmM}0OxVXt8*mF`i6hVy0q@mAa@IXd}r?#$ODbJB<ROLid3^7h#5+G0bEmU
zO-;xN)qnZ!xH!E!HCV;@F;LGNwxNr$jjM~~!^(}9UF{VV8st9ejw?)QqojzgxW_K1
z-8t4sY4bKG$9sSI%c5YHvYyuAQ$s@_Pz66w&E?h7Jfeu2;mpaQ0VI)|kugRmYX1MT
z(7W)pOid-A$O#m(FsEDWTC?!+1>X5l-tO-13La0bAwfN4#v4<q9tXJI=l5gTV6!(t
z+Y+*=CUPCRxa`_{9>g+Ok(v3;<&R1X9h&LH_S#~6EwciSS+zN0)e~vY>vs3e*vd*%
z6%}mv`t99a3sNhHP;duOA6nKcv)$9-zYEzxAbde`YKORR&^^Qa_)F)+lK$Skzkn`4
zP$E>$OSF+VgaUT31t<Y@3nWdB3I=nAr5?mt2S{o8;zb2@nNJ>RBpU2ZB-|T@-V&(p
zJ(8`Lc=BWrEKm?q!mPo{dTB*!bq``(0qu8JHx^XU(#pRJPby<r1K*;eT07DRgnj&j
zIZgDjB0)Joh7TUR7x5><>1Ht|#VqFJ=KfKax!l^QnNG)IUakIaPw?eG=i{ZDpdyUF
z0Jk>`MD+>^j9^|-pFgctdUz0O8w@X2h4?%gbv2qj9T(TIN*ap10+C80gsrz$?lF6b
zuxbBZZigj*`U|c+pP~8@fVQC80W8zb#-^KG0y0zdHz}<pS82e`Ykt+uvKhXJH|ifV
z&-XyaflmIfmuioWC<&ZJ4i1@jN#G9J1O5Fm(b0JTA5(m*n7<Jd*)Y#>eD^MZQ}6@z
zOKEtYY^|*iSmucC19*RZ5!2Fo``p0+qOy#Qufl14$^gLOGpIfOW0Xs(=IG+0p(xVg
zG`AOYd+h^ZbTG@q582QWAx2WwpC|x90WFO}c4ns4qG*`1wd*oSC1sE)DWU85Jvgox
zHvPW@HgOTDe}X2P(K{$4r4{0PRchE-P|$Wg1@txES{C@DU#6rId#$??2#}QrVJyvK
zFU-#V8%Xe!AS{=WX@@)p6hq()!a6!2#uM4QZwD-?-<Q}uB$FLr;ea2AM;8xuyx?fl
z?+kpKy@)clG-H(pu_0SOCBso$Dl64h<CpTD9@jMnK_@s8uN^p}pqC&+azz{#0A$v%
zYgZkX95nSob@tI5_2Q-`3^f%pfR_W`rM~X&=Zf>x<G0t`0IG3xSL+I0aSC=ZFoi>c
z#&YMl|565M=pYR(=w_6oQ?%ht+6}fll4=r2UTdsO#&SflA3TI$2$E{4CvtMI)<f-s
z$Dc}%@!X&g!A8$tDcjqR!SngZ?}!A$3o3U25_M$khEMFt-DkD3Q>a4zwa)sBIqPal
zs@WR(V8RMvAGVmd_><y^)!Lu;H(Ph6pRdaMVpB<dDk@^TsX8}zb{>ss`}doGimD8x
zU~k^^se2I$5O=c$7t-{GX#IuR1n_vMoq^&5v))L9xM&Q3S;F+yltc#`g-G*1QN5?+
z{FmkQd!8^eIr;E(MSFGnK>o{H@j+;Ag`Qe5v8-3=DPLT5aLT9h24U{B74*pJ>d#DZ
z{|Eo+(RZk)=Ii3FPN}>E{M##n?|B|exsefUclVM+k}#;dg7rQmf|PE5v2lEOIM#q&
z<b%Lig@LEj_gc))VW4Y+s8kBB`ByNYfC_kL?zO@n-as~9Ufk&p5b1|UxvXvZL1-fw
zsUh8!57L=4Gn-xWB~^1E8%=r=+(&mgO(5#{9bWFvm=nnco&z{GIH-N7D(GBegq+~8
z%1*uQ>gPh!d?_8~g*1HPvV;1upx^?cgMjHi@}|&umo}Dp?`L<Iv7A8&>A&GrZiu{x
zvt36guOb70RQdN60IGdiTr6+9qTFJ3wzmf*u!gfUPsLev4n*dSE-lfPlN@|U2Re<I
z*u$Nwchihs9V=yK!1fuObwFuiO8S^C_iDUbSmj1#C0z!ooi(p<D)EeiCNKez2N>HC
z@RL^8LO|a@@j66Bw`1MM1nG>xo!?$omKn^3Nl8g7>P19i#KNYXxdXB_SOfGKXErt(
zFbaZ*NLE!~GBeySyW4ghSw8fL`UFH(pq+qF0H_3_M3)T<{IR;KSS3e}-9<%9*~~0@
z-UlBv4J|EnBuC=Y--zE#Om~IeK*a)Nl7e>QfmLP(YDbq*W3BhzcTQH;RH(v+QWr?C
z1m&;7lYPYY9aw~b4F&%BE_eH4-seT+lx7&oz1xcu?qS4FR(JQqu*RxoDl@o2c{w>D
zV~#3b&-8VK0}TxgxQ|E5Kk4b|!Mqn1kjdm5n<VA?pHyaD+=K!8a^~u`^D2c6Auk&n
zfMIguggE}t8HR)1Siu4OhaE)XM4tn7pubYAmW{QZGj-DChxDohQs&?_dvO20+lq-O
z2Z#MA1^a|DGSZdL?`RfJg?>2q5rsd(t`b^?RXaE^z{bay_GUhX&KM6a*^-iNxQzjg
z)NHUD{NH!ZrOPBuq#xE2NUVixwSPB6;7f@XbGP-{P^rZU$`trDuQ{}zOWm~$bw9;k
z|IZe=+P@pYQnV3jq*p)-2{gNO7f71mQHAI>s1TwTAz0+K;pzbz17caJssFNF7#kTC
z7Zy_TJP^oQyJU}mqpYl`xEQn`Fe@2Dfi1|P0;$j_yPIg>ke8RY6!bX$qlCsiV%PUL
z;|%e;;U)?6E<mbzb6wpr@La9a73Ww_v1IvNoPn{?f!f(#tBdFW-R;*4XU-pcwa_6c
zqNvCg>o7AV1zr{+f-X-X9)cV}L5A;E&_?{++PV%DhQNXOgtcXFD=CQ<gPMZP%JZ0R
z@12QaiI2^u(b-t{0<w}UPwDk-S5<Z8e{iHgXv$cIVDI9h)8#)}5<2hi`0#;7M%uc$
z32JW%WutK;HX57<=emX*`Qt2+Wl)%J2Ol=RI>)+El8K81uN72L%ge}wX0y{momF29
zu`VgE-9M?+M}<{CIzO7y?)>;6>wgFjn`|Tnz+qAf3TQTxuyJGIn*90os~NU*2=Ka#
z$)%^q4*-c-Mo{fTSKOf62xv3tZK)_Njq&>lr}V!2W~Q(M(Y7~~j8Q-KuY>N<{#F=0
z@&vjWr2Vo4t=OVXn*z~r7{u11qN3PYSwocj{wkgBcix89i&^xb97hG4K(bsM#OO7(
zelk_0Q9XydC=%~J02$I9#56CC#6O;NGDBQ$ridF;#eN$dh6e=|)m@lKwq5v4ab4Y;
zdf}1qv87c2GdHMTz)1&L4?xM7(7n992{=peKP3Zx)y3%&L|%WuG}rC;!p?5)F-`LS
zH1*x#SoiPy_9kV9tP&n%uaZc#gfh#>N@SKTGVV}DWE2rXMr3AG$jC@Y_A0B$455hp
zPM<%%$FJl0<2f4K?)&wAUDtJ9=P**!(fNT71?jk}as#i4gpR_19$6Zs0#P=k7=Au{
z5NsheYmRiqdx_S;c|(;c$Xm~><NaX?l8=)4-^Sk7DUpqmO)0=U5!kszud3Sgno%cA
z>OHr8hF}0u>CuFV9#x8Q-{qgg42ae4!-GA36GT2}MfTs7$Hlh*7fNuRf;7o{zkd8U
zhZWbnA=jKu&Wjg^4<8OP9T*vDi>>85WCHZ5zQwjECT0R#19<ga_(GT8g?@Nk9H8%D
zall7AJU2=^s<5-f7~DR8(cukQY^^83o80N;EdrKAp`p$iiM(+<>=5Z3OC(ABj^C5`
zg?*Zk+0_?CBkKgh+VDj`@$iQ3a<v7m$Rq1K2S_ssImeclm;IJ_*_JJeOE@Te=+^ep
z1$kgsgD$+<hZ>qvr;g-7b0$4~{arHh^mz$?Dfd}DiSNMjU;E#<<ldWde8*?y8+8O(
z#6^n4n6c(HXvaJjIFzCvKZe$?v!|yLn;ZFN&A^fp8vFPzNl7DWYdL!`HIhun(<t9n
zw9>=ed12wS@s%s62J;nX*mw^f1XVQ*1WK1_H<;t0c}jNkQEHqMta+*=h-A$l4pFWt
zPNPkV2e@J%|6ckTch*q7YqgK#-sm5J$cx?2Lb^|U8X6p|YrPG!f|1!-XMF<$Cj^8v
zG>{gogN?wL-uys7)TEM8@6YJO^q3g0!9%i3lg+ySR743=UuSpyvE}){>$<tP6qS_)
zXJbcaU=XL}2$bM)Y^-s$kL*A$TtKkv32BBs1ud&+042&)c{z8-wxdPDANyk#>nfF^
zA3vsoI9lWy%AyMHPrKt5<e6yD(LfH)(^Jy_c~UO`A2c@6gu=YMUlZh!Dw=oH&fK$|
zmNdRZxVDJs9S4VqZ@#?KEz^W0|DBcrVrLdAajL|`3XZ4B`|hb*G_L&mrB6k}yznd*
zoFG&=;|i&9;a7v8_`(DSnGh;+*486n`%Tn0&)k7XRu9UH#zyb1%nu`q2is>~V0DsL
zSO_#HcvMDY&LE0=$FaPwt)#4sZ%_8j=Zxmjr&V{hhlYoZ0o%i|yOXTSlJ-&?6sF08
zq>%p!@pnBw@YsBx%isy0xD(d*&YGEV-%KBOVfST9xXoKkLrnY+&+>ohJIwdpnl=H6
zGWt|&&s{nbPL?uzfb~m%rsE2i-uX6swD0daoWgPX3wzu$isZepF#fkB<|R3Kd3cv;
zRtZp@n`D*H4funWlq7ZSzpYDn{nhYiob2oE4g50r?j3Wk)6MG&kt*N-JTXPinH#J4
z=1Cf_3+K*RGA@OQ;mQUwD9T0kVwbRA_ovC4{hl=(BpN*luZe1?+w_qhpfXxfR)%vj
zwPy5Y49JSRI}bW#3^7JG%blZ$>OieN{`RNlEQJTX9PtV*rL$Dv&eCehbQzY%o^d6%
z>yHlJp2h|qdRQ~FUs|ck^yT3QsQ4XQ=W$*oB{6}nxSX5eKia=<b4{H{-a>NU)bzPc
zo6JUtDoNSTXLxWB&9W45v<nLK5#BvH7y0<|9?rJ|ctL*#Q;Ko7XHB$h9U{WQ`#CsD
zT=K)iOS7jV#>UJwEwixUU;1Lc7+{=dqJHKK3@J|+vA!xRTlNt(9sBVk;o-v%_ft;z
z-GJLBU_X`temLyHs*kMnlA&Sfn`^5@el4Wd;+vg6{@~`ZY02!KgXZf7VC7vAVr6IQ
z_Dg9l8t@F!<r$w3pPYH#sb^^VN~j1WPNoM-{H%JrvFMVLlA)nJVqz~RCMNKsZEWl*
zW|wsY*#J>|myfX;V~abSKSF}X-4T{T7JNTMIrJOniX})`Wl^s4eg1CzI_=@1rP=mR
z#PAX{-PSfXatKCSU3EL8*s;r7H8G(Ii#rWMk$A>&CcWJNk=7((M^*+l)<r87-mhF&
zYJ6W$f6rxJuqYmQWyfS-)%46}=N~(oGO*jRxQKDRu6o&&B~Gu%L{%n;d>sv2R@Eoy
zcYr9RfMdwSL~8I8|6dzm_R4nel+y(;a&mJGjg+f?G32!X!nW05EhfTzL%TXQbew|g
z79Bl3{$pZ_^*YX|0ZVw?^-rJ1QQ@Fb?rEyqT-#jZWMTP^@`LDV-N#IU;f#+;F(&Q{
z?=1>jG2OL{FIF^9KC<y|8|3Ie7`<#dGK=k^_Wg-u&sTzT8a{U`u9cplA<(zHH&(8J
zQ>d*S1p_lkONE7Wa&3MP5xRzNW4NqIO5!XhE`$IQ<`SCMD6)uT=n^;vW+j)rZ+>W1
z#AqR}<fF&?-_V{OqwCk%&`BPFdK|CCraW^9n+eoG2IN-)j}jG~pP1m{@ppsQ<hMIX
z%(eXXPEHgeYeqp#A2Y~x*^ky;`!9QD@RxY!BY3lg!q3o!cipTk(?y@cQRqc?fDarC
zy;)c+SHg02g?~$Q63LCg_7?)USH6nH^?5NdQYMiY^F;4ZNKw#pyq~IJp88*xqe!<{
z@}9GnF<JRb1280B-hhcCyq6dby!wd=>6-Nj*>ScA2>@b?v=PWD2r><_>2qIPwkb4u
zZ3+JX7+h^(96@^sePJImAH7$s8QV-5U}Q56#A5YvMjKTicg6er0F2^e>PwHha2b8a
zPz1^vfk3!SyLD}><ka4Rb4&*gIO;rGpWi5?3&3^=g?nLPf&0V}YsEe$YA<?vQ_`5;
z{(iwjhoGI+cDYtkDos~<OhzUyxKn@M8M-;N0)tT&0+bl%xGKw9rE&4WH_P_Mjh?<c
zr!wL2{~QD!Z<N}CTZ}d>WoAZ3%&e>wG~)RO&DUW7c+>H2hQ?rKcDD2xi!;^Dv^2!_
z0vY432tPP=`Bdp6R(6J-*?{NqA)`zTf+$PCU1eO-HUS7q=>4$`$-AT?o~)szRgjxY
zefR-<mhi?6E?-Vk8a(jtKao+d+n*>oZ$iZjNq}{`4CO;n-cC|K%%LvzXximOnla%a
zc1maoblidhD~m{?wW|DiJNRlW413<IV7I5<d45{wkkGq}QTGR(9h8jDpFf6d&tvMX
zn1nzsKex<Jd%H>~kfHJYsSB1N45RiRdICWOxHQr6FrEEorP`_Y>)6)@y>!J%&fm;r
zD>%omq@*Mw5^knZiw**qu35RLk)|ecnNDwRZqCzboISe%az5`2M1v0I=AAgMaBsv|
zAd#nm3ZZXksOl^lmDw%eH3U+)#Bb&X0TIDk`9N>Ffgm%pulQzeo~gd`_Ek2|G`gQr
z%-SsRSC#4XRopNtgMG1!1Vu5ylwVA&+LBx{nD6iHD%${U8RwM8Wo2v47uU+yGIY4(
z7d+W^H70Uel)Mu<(%286tgg@X_qVl0<dV)fl1Nh-l0&WxSvZ!U?3|7nr;iN`4--;o
zDCVGsPT*jdB_Sa(e;IQ3E-2U~tV=%d!bM+L;?46$I;7VXS?vkg!|y!_l9a#6rX&$D
z3$9ub*`Xb!kd<hi_BGxvOf{JB6^@qU5;dY76Gg%!-IiA|c?}~*1f%1h=P6EKKGocK
z0O8I8+3#q$d{FEIHuYg}okhVz{UoIpo@uc0b0O|j`Ua9dW_wgnHE(h`d3lVFcJ|;#
zTbI6zKZ$kno$-@9P;LZnb8z0S?RjPIXF2hny05PRH0=7RT*dKynk2vJn;0=U2}qoM
z-`JR~xpCY1i__}qKmmE{U!9*b7F69EM{KrNbH(_^*%Nq`m6bt$4>GJhS?xN#KGCR(
zU8#wX14Am6a{p}av$+%po$b?Kl$!#Fd<|>zQhHL9{teuP&rzTz3lr1iYL3efV%Bk#
zGB|IkIHbvs*<Q&D3=HJWvpu}(?C6Mj6CT?%?D|65#6ve+mP$||C@GGZ0Xa38QB6xl
zidt|;0mV!6zWhN9S|Ln<#T~rO-LZlKpqcIxC4coKOB+#FwucFOJrXb@DMe7Y{bZ?o
z8@GaQp}>G^+hWz{NksqP%IVJ9OY3|;EG$rFcPZ`a%Jk#!F07ZTTrH`${<#xI4T$8F
z2zbDw9n{?Ce46|WrQ?1sV*e$gl=|=@lar*jO;3m06zGaxy)r>GAp1iHCqG1mIDB~%
zzv&L*>T19RU!<vI&R)fMcFZbc_Hu21e?@We^7=wD6tjWWaL(s98kXS%#ToZ#+;(it
zVo}K`%Y`K_O{2iKqRSDeyy$P3Rar$?#A|pM4OuCl7R_@;G)1womH^AhU;A`;={0cE
zsJonBs&C5+3+EOTIAJl0JO!}1>nC+LXe5qz0|8oCP>m?=BPF=#&(6wd!XOyUgRQOY
z*yJRv`ohb!eh{Zq6?EY<dTH`HU3yI4?o&!NrZzt3jEs!Gv%MmkTFrcD2M_JZf|_x6
zo@C1Y!?gQEhUDeVK}bT$VplXmxKgx<5N`NOcJiDoZiaNS%uaUz{nn3#<$4iZ?$^B4
zt#}wyq0+d2zZuFsIs~w3EHOXM^=-igkGeSac)wiRn~zOBNwur>`WSDo8XBg?x+Xm>
zUi&$ELcweQz+)^jUA{|ewSFQ&14(j`gX4|H#fuP0MDdT|;b2z=1|{@Ya5ln13~Pju
zZy%ChbP9@yfKFVA$Ftsl<XWJtOK~e_EmabBw?Hz4oVbqY8`Z3-pIYf>dT`U~RKfbg
zGqL3lIPO#`DxW{vyuf))Smy0E11;+x+(jY9399Q}AGW>5dq94+?{iydhT!%M+<1>@
z*C`_8Q_{L6x~eJ^dAVm;jJW=h6)=MJkMfROLSj<e#~TM#`3&GmL(#Q3(HPE5A`aTu
z1$Pda0F^5s-NC5|sXCIbQ=$xCqWXJ#$xXfCj1P4P+A~3EX;(xXU{=j%k<O;}t>)(D
z=6cf*M%2apIDbB1)c89+#wm$Gp-W?OO|Rfya2=+Ghwn7@#tWS~9aVnf)}eoEbMmAV
zLOnn2vwn~<gleUUJb|Dhhl=|0b5Maxr>{yh;1YT!kbf1cu;A?adVbp`YI}j0`snyQ
zALM}CpaO%JkKToenR(&^yGv&`F7B!-B{;}T*|gfnOUg9p!>L1+SyKOL)_DMav9a1Y
zxw!&@f>ynPvS(`TA)yD^9y}1(f8~&`E>=m=Uh1>K44Sa25ry336Ik*dn#1$1=#%b5
z?euab1T7J=ET*;JW!CEBPU-G0l})KUq^>tl6@9fb%hu2O+XLjSf)G6<=$pQnZEkLX
zmxq`7FuQGWIh{{dmc^R$xAQC5|Kqg74))=6PQ$pX$|urD$F9t?A0LrR4~(Z38RRzT
zs|o{+LS`jp;@t(RhccmQMan*UOTS0`f#fTG!_p>-`%8`Au^cKGfSf!z|KB|miQP-4
zl>+SmC#tZJkd9NFev}Wbf2(IN=nd-&2On{ePj=PS6_?6XWNK1GM#>sBqBDfwn%I*&
zRcQ$g?`^uHz(1FR*ybs>k@@dM(<1i38N9jgzw1sGeZXS{Hp<KV&MAwuf&v<jY;d)I
zxN_0NENZ$A&`EJljR6Hvyh(ElL?>B?0g0k2oM^HaVzxQ2U+)>1i9Ytf_Uke^3Xu4>
z(l{8J!^}o3{ob-SnADZ7(+oM)n0|3pBx@&}_G<x84$uE_zfGA(zm}zJ5FLR*+We~+
zX{`su>c~iFAid<Ti|2?qT|`C(V(v&&xvZRm)>{hnx~pJ8!N9aJ?7K@O7LhU%65mE%
zQ#~ysR`$DrP0mq|c_U1gvE2!15Ybp-S5Q*kNIxW<PYr^sYl}bv+1Zk=U-Tip_k(L+
zU`<{-5z<JsvDYMjg+f38e0V`-aegUT$cMZZcj{;BwjAv37y7kVAytL{RL?d541^O7
ze2QAD7dM3|&kFkUjx}wq)2IK|26CifTib87Sa82V*8Fomg0k7zAc%ZbzF04*z{fX^
zu_H4Z+kJ^f?0uV~Jf-EhOT1kNAZ=3g+_if|71(=})NK0GRU-e!Ms@UFSIb4cKzapv
zNJ^@0!9A9)@7p(~<ozrD5|8qEbvdV`{XEa|Khg;6b0R%r;7y2+-@TZ|`_n(B?Xvu$
zE$PD6XlnJyB@YS<Q%g~-b{h(&=&k}!DS}kv0Rzj$P<)ON`Y9Yfh|>m>(8s%dxb(XC
zY3;iW<T%2#v^)eBBjdk_@r*H(4s+4>>9tb`g%gyTTJ@7Bn;@}49-<Jpaq8+Q@6k;*
zHsU`vs1SR)Z@`%p1U2ZLcYPG}uTDLwJEvk%IuT6>*Z*p6ZA})EwZiFs>-yNe)+MS~
zmlYfHa%G*j8NP-Kk@}4ywC56E_!?HfFl2FSoca7BHy6@{hojr|$?(R%kRUM*gE~NQ
z$;W6J<niTUE}jZQN4QQ_zw8(r8$*L~FlxVH_Ba>zYf$wZRfwQizIt&vCU9S^6sRD`
z%t+aE*U`^N_oy31ugxlIMAQJ9^{%54$2(6aj(jqc5-HM}PfeUiYKFmh$R7cB>K45x
zh0X8hL$xXyFWzu+dYF>Z@%kSrDckF}ZyUlwKK3|;RQ&cuPBhd_Pk!?E>ihZmQ72Pp
ztM1WEUtQ(2ut>^;ebxond%&cIhlX0y>N3y9iinIN_qVF3s0bn&_-TuZi~lS!#$qm2
zdHefEwt0<Ksu2RUKqXd?;C86$U(cpg*aCaNC^D27+PTEUfkN54TB)K)t^+8FW~^8@
zdS9sXYa}AETbzH?x%A_3aGrsl9xOkyU<Ck3bA*TQKCr-@?cY}`hk(o%FYN!!q7rF7
zqIveLu<Y6mT$<I}w$T<S=-4{baRpUQp<#=(7F$tpekedty2Bamc;|fUw~)%|V<JwG
z4}Xs()hg{edBJ(Nm7n7Rxy+3*m6r^Th(T_n)M&?R-P)Ekv!!}E$PK#&C{D(6tKZ5$
z)ekxKG`UGf;Wxmvy%Azsp?Dx*6mrGbSVopIaCs9mH61BZq11uLtGIX!?$dhnCKf*d
z+#uVau7RiTF;9*4Il*&Z5|TWP_Okz^;E^ACHSiU5H5TvL*`w>9GlIB9D12%TDy2M<
zQt;;Yr1)UG<i=QK4aov*n?g7#^1itrA8euSHF+H8wuN&%GAK!4;X8DQY?wJD(_s(J
zmC@S$hSY%M1ZBTB!NJd=W7xYl{Wx5lHqpJ;7xFMM9fXx3KiMJ5!qANqKI>Z|LPA3F
z@}5m}pFmi&WcePS-~~8M)7139Hs3DEv4et)45kTouq+l976z6sBD6K}qa|3ht|$6>
z7^I!GG_gC$`=xiJM&9}FKnYr{e}Be4i@U1-`hj9bXANz?qBo&E-+9~1r~GG{(kTHb
z3!p9W*(kAu8_6zRnrC;?utq+}!OfLN4ndg`zP~6+B{-Fa8&X5wY}SI=6r{uFco#aC
zebz5iQjYZ3+a>Vx@ja7nf98Wsg~JDM0kE>L6uYFs>C4h`qQCF}Kmqe*xXOCM`xdaJ
zpzPSn0Rys__H)ad>7EyX(PU;%jH`|95bl5IFL=JK7<+&%Pl;l+1^{_nT<JyDoCrDF
zsku30<nulGm#Ztv8gE66dk%tRi>`RIbFitvN--ibQgViIx}vtB!D^&(8FO2UZnQC6
zhOip42*X=}F2<uSXoE@6vdBF*JKNC2q-|v!Mc&VE8-2{DWW|Gr4k=g!8ADhU$c7W4
zQX(hQ<2g8=@Xv=QmAuGW_V2ly7J6GmcbwyY2YiNh!NJDHBTYt*pTGXorzn2%6VId{
z*}#+p+Ww;lj-sZUPZeA#qv<h<&X;JelsJRTrq$IshetY#ZR-*`VBUXPU%Gw^0#$&2
z&d$y!uY06Gw6TbDOdd1ExQfJz4S>xMmzR#jKYMl&#?XJ&NUFcV?7=(<U-%N{0hnR^
z{CXT5%)e`MAKO9kl5zeWQ))W&dwsA}{HlS>#_DuO^dDlBC34=wv@|p--dGFllBwD(
z5<Z;i8bjaIV60#L0^CkG37u8{7<~6G1XXE?`S}j&jpyT7?2MY~>MW+(tman(tZy%^
zuczM&Z{Em&lQ0|8!GcDZ>w^$`P#b4}<g6?EzLImGAdELCML)=2%gD?7izQ;d2Kj`v
z)Gfg+z|W#cnai3YL`39=hBo8YEIvy9clGPq9cf$sdOu{vP-+9(;$HF)ETn9t_bH0*
z*c+NrD^4=;3-usA{{8L5bLUziu?1wfIud+RO%3jp=<fV{J_jZ&VWXJ9X{tfhNs70X
zva7wM@hkj~0UcrZHmUI?rwy$rFGn%)aC0kCq`ULi;Mw)Q7&Z^9&jjN<UrLiK!ZFoB
z?y1*FNlDM2lec-uB(`5B{b15^g{C2ZXs5E0V18-xVXi;(7g6K<;9zxAQ|u&mA7b2x
z?enG)K+H<=<72wpYkHli@A&5(Bl5r_WaZ$HUtBEtI-Gac*X7&vw6r@_%)&UZ9ItZ9
zWGAASDV<ZN$mX?Vz8+;p@sKheJ234@#+LVm3>#V~JY;3da8*3)C#_?|^_WFdh_z_l
zY(|;{viiiHaAhkfY-wMA(y$6=FxZ!lAoVQQ3j80K>ps25oP8`Xyw^z`KeDf{QbN3-
zmU*h*a9tgrG}B8FD?qu};9!Xcn;e$5(?Ns=W7uTDDbLg-d3&2J{lqzS^|H)wS34qU
zLbYpuzVwj)2T9a;!%Li1Shl$%K79Qb|3i};NT=X4Mt~2#q{lOUH=El=CDwMp-nkRQ
z)aqWO=)$UimYVu`_EomQ+QEr&F7hlRSJzTBhA~q`K)_77(=#%3_4E`Rhh*qNB`Z9b
za}d-}{ouecxgVVg6~u!ucZQZI>A?f1^m<b|?YjhSlY9@gZ{I1wqXtw7L)Wp!@M+QJ
zuS$Mbj$#&pwEAJd?x^e)jW>{$)j(hWnv)YNkAEEVlA0wj53F?ycH=MRIJG<{W_$C<
z8Q%X5pUk@Ot|jtrAJ-`zot*TEUJOpa`OlwE1qVaI2_6w%Fv_N*)ERdzRTjztUJ1#E
zscCgvB&DL4YPC%rPZ+Ixg%{Nk12C*_ulwSewzbUxZHTs59!Lr@2L8VdzxKuR0q=TO
zMDFcjhB-oymE}4o=bpZ<u8#J0bv^e(!)iPKF5!4^`G7-2wdgy%H&ckW^8zdM+EH35
zO8X18{`~Pm3@e2g94&Y4zsGX{tf*e#V<a8jxnWB**e4IcM2nsm)cB$&PNdRaySO3E
z5mqr~f7R0lJut5>kVci7^b;@Myy3XJd~a{VdAhJ<Cazpv<-PX=%&*oPLnjdUg2D0+
zSpG;_hVqKH<0d}MC{@BMporEFUU_8iqebro^6jtXW$Z~w2sT*Ioq400Z+kVLXjdLj
z85qgz{7>3-X@#@0Y^Yt;ayQOb-1H6Ekp1Jcjw&jkf)c(Sx8!-Tc`y7YWzU6twtf4s
zylnzNz3i|@flfh2=ukYPhD1Q9-*?US7uSnZXro7?A3k)10BNQ#aV<Z{=82l3;^j6{
z2cMrlh$4V0Q*o+qCpr7UOkvbk!>!$Ktp9l%-xw$q_}d$}i3W1Hxw|j6>fHrb5G_08
zVBKhd9QLqgA46lipYJ>Ap7)l@w-j%Sv8gOpfkt>gJRAUe*9{dJD~Yo-fdMT&xJ#m~
zXFcpjOP?xw4R2j5K1$0_I@ULvTECw^8#oX~NU(v<l|~|tOO!@5PM@cyziW7ylcAY5
zW>Uf&JqL!d!~;X_Lqn*A2Tg49Zjt(z0CNCaEtF1ju=3_X_qt=S?*Vrs>`AWZ<jl<A
zz<{}v(*q@PTKCd~0iFcH<I!4IlAX(XhKBaGbl3`JKBxw#O<GFoKUvFak9f0U3)MQS
z8>8mQCt^=18arUt#fOuXHHDt1#grb-J}_#rvbX<u>y!UV#pc@pXM8c<-~uyHTlRn~
z*D^|S9#dA((~j|_!P2+SwgU+bqUPf0f$Mi&T{ky(!bStr{8sL|x3f%F5V7U?bG01c
zMH~<{_5H1_(3bGD56WIkwWx^c%a?+`m-BEX?^5UQ@7Ec1xLs&SclagsR_}aze%#FD
z<liyXBL&QpV~j`JTd~~7#{OeV3#bzZ#b@W{5NBmsmP8me-d4MeGE;eT5(~=5Vzggh
z3Fj9TA=5gA|527?R+(~+GWwuer|}zpSJ&2qX{W)uaHuJjrjd&-(N^F(8d%Wzc(kr=
z=Ifu$&7%qmKW1jYhPpmlvyGj~<;!0LOQ=E*SC(x~ckRF3?E+iu=pZ}0{v0Oyu)nLv
zR}>k%NA^2twX{_U@bbDeh`6eh?`v0n7W>w7InGW&VMh`j*VI%NMlL%$dJYM56?O6y
z$9GAD@ZJ*~xWi#r2osg)=w83SUF|o2^!x}SO9FKJ8WcK&`@qJe`ct><p1xT)jwvcw
zawU&OcgTdY7#K8YL~(DAtBDnc5*jWqT`=deoR37+adP5TebV&Sz**yzhQ^gs^uf)B
zjYswt>>YD%ey{+eBqMEees89Z)TY#AF#{EqfWTPd>Q7XKo{6+e+W!pv*_Mbnx%kZ^
zpi<E2zohXxv8Jf4wRK;L$UP<U(z41wAKs1^s>$|8?w@oh8;(f#3vfd+m~`136GI0N
zIXA^GL6k~`Q)r>#j6?N~B9~I+r9<0}_`t5%QA!rU8Jyg|?U<Bdk(l>ITxe5RNN9KY
zWf&5H#YRKam?cZ-J!Hhd>h=F0+q$|9SwFc`Uy;x3iu<`Qsk$UBE_cZX1n(bV=Lu*&
z>c&sFJQm>M#{&ynO0}(+H+O9=aPmSy=@vBFh(F(m1;?*r=U&ta4lb@XtvxP(Km{w}
z*u$XZncgy4rT&O+rPA@jUM0ELe8n%OnZG`u31z~>p|JCRBgd0qy}v|UIla%Yh9PX!
zy13l&e8A~=#lg8SD=SQC4el|?$q2Pk!iFQO>N<&ttha(3SKID)_5U_Cg_w^g@97TI
z^vC3q;@x}x{wa3l-#T}{jJ@)mEhD5Tc;wTrywXnnnwXfFcDMZ1t2;aYNJpjTZN^Rr
zb@(G_Z|?iYFj&0@-zYfkuU9_$B{Or9R~OV|MR_@#iO1?c(*bgy)keGX2Fabfp$050
z!opPpUY?{C1~>1(2cn?58cWIicNK@8d>Io8|DiBSz+bD>Y^+ngpPPFbtX<pUfB$F^
zCi%Yg0vney1^%57F)^Ch<fl(FbZuP*e?3_-b)S{PVuGAL4e}2rDyzjPCdz4f^<DAo
zr<5h697c?UHO_F4_5H^{uM%|xql$<~(*OF&G(f1pIfLqnyyl?0UNZPUf_{~)A_GI|
zp~HvaW}68}3e7TDuosl=y^r&AiPpukO}G)8@bM}G1v9?9L6L&}A{>>GKQ+FbtDvx|
z5?iGsI%O66NnGAw`CIT8(vd5TGbBd56rS~Sfn#HCB0|>xX;l!vs|dpx!>|37M!RPM
zzvxWzCosrkDNS+2;3k}#TwEkbJulbq{#gR9|1<C9id>ilDF_YMT#EnquO)#pjjb`d
zcs1=1)6iT#Si>A4Mnpt(z)juAP1o7R&C}x6H6j%UcP9%M3p*z_aTllSVph)9*R0mm
T_H*Me5}j4oI#qDeJm~)cZxRAN

literal 0
HcmV?d00001