{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "039c499c",
   "metadata": {},
   "source": [
    "# Mapping Movements: Proximity\n",
    "\n",
    "This notebook is part of the pressure cooker for _Mapping movements: exploring the structure, vision and transformative potential of collections of movements for justice and sustainability_ of the Utrecht University Copernicus Institute, and Creative Coding Utrecht.\n",
    "\n",
    "This notebook documents an exploration to rethink \"distance\" for maps of social movements, or initiatives. In the maps researched by the project, distance is often presented as geographical distance, and rendered by the placement of entries on a skewed world map (often using Mercator projection, which preserves angle, not distance). The experiment here however is interested in finding new links between entries by deploying an of-the-shelf text embedding model known as _doc2vec_. Possibly revealing new categorisations and clusters.\n",
    "\n",
    "Many thanks to the exploration of Doc2Vec done by [Marton Trencseni](https://bytepawn.com/similar-posts-recommendation-with-doc2vec.html), on which many of these aproaches are based."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af8da066",
   "metadata": {},
   "source": [
    "Contents: \n",
    "\n",
    "- [Embedding the text](#embedding)\n",
    "- [Similar initiatives](#similar)\n",
    "- [Find Clusters](#clusters)\n",
    "- [Alternative Maps: Rendering Embedding Space](#rendering)\n",
    "- [A situated map](#map)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaac4f97",
   "metadata": {},
   "source": [
    "## 1. Embedding the text <a name=\"embedding\"></a>\n",
    "\n",
    "In this first step, the descriptions of the initiatives are embedded using Doc2Vec. That is to say, in a series of steps the text of the descriptions is transformed  into a vector, a point in a (latent) multidimensional space: an embedding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "45d0504f-8bd2-46e0-83d1-2a3b0753ed98",
   "metadata": {},
   "outputs": [],
   "source": [
    "# some requirements to load for this project\n",
    "\n",
    "import csv\n",
    "from gensim.models.doc2vec import Doc2Vec, TaggedDocument\n",
    "import nltk\n",
    "from nltk.tokenize import word_tokenize\n",
    "import numpy as np\n",
    "\n",
    "import pandas as pd\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.cluster.vq import kmeans,vq\n",
    "from collections import defaultdict\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50b9a342-d32b-4595-97df-b63b427397d1",
   "metadata": {},
   "source": [
    "Then read the entries from CSV, this is an export of the spreadsheet prepred by other participants to the pressure cooker."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bf608f39-7984-4154-b2c0-bd2dc614cbab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fields: ['Title', 'Organisation', 'Location', 'Location - geographic', '', 'Category', 'Year', 'Website', 'Text', 'Population size']\n",
      "41 initiatives\n"
     ]
    }
   ],
   "source": [
    "with open('initiatives.csv') as fp:\n",
    "    initiatives = csv.DictReader(fp)\n",
    "    print(\"Fields:\", initiatives.fieldnames)\n",
    "    initiatives = [i for i in initiatives]\n",
    "print(f\"{len(initiatives)} initiatives\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3509fe59-bda2-4d3b-96dc-2b9a98b108f7",
   "metadata": {},
   "source": [
    "Then nltk's (a toolkit for natural language processing) \"punkt\" is used to parse inititatives into tokenized dict. Tokenization basically cuts the text into separate words and characters, a preparatory step before embedding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "31e2fe51-b6f2-4d93-81af-413f7ba8cc7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /home/ruben/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Punkt is required:\n",
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0628801e",
   "metadata": {},
   "source": [
    "Make `tagged_initiatives` a dict indexed by the document's ID (row in the csv), which contains a \"TaggedDocument\" of the initiatives' descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9a6dd962-c17d-4cbb-9b11-d3e8ff2e8103",
   "metadata": {},
   "outputs": [],
   "source": [
    "tagged_initiatives = {idx : TaggedDocument(word_tokenize(f\"{initiative['Title']} {initiative['Text']}\"), [idx]) for idx, initiative in enumerate(initiatives)}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20573321-cea2-4004-b5c2-8337f5b04532",
   "metadata": {},
   "source": [
    "This is then used to create the _doc2vec_ model, using a vector_size of 20 dimensions (we only have a small set of text, thus a small dimensionality should still give plenty of variety)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8e86ebe5-3290-447c-836f-565f8ed53654",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created a Doc2Vec model with 41 entries, and a total of 17278 words.\n"
     ]
    }
   ],
   "source": [
    "model = Doc2Vec(tagged_initiatives.values(), vector_size=20, alpha=0.025, min_count=1, workers=16, epochs=100)\n",
    "\n",
    "print(f\"Created a Doc2Vec model with {model.corpus_count} entries, and a total of {model.corpus_total_words} words.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e6b9b9d",
   "metadata": {},
   "source": [
    "## 2. Similar initiatives  <a name=\"similar\"></a>\n",
    "\n",
    "Now that we have a Doc2Vec model, we can use it to calculate some sort of similarity score between the initiative in our little dataset which is based on a mathematical similarity of words ocuring in their descriptions. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6e5531dd-b238-4f99-857d-75117556b59c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def similar_initiatives(which: int, n: int = 3) -> [tuple[int, str, float]]:\n",
    "    \"\"\"Based on the given index, return the `n` most similar inititives.\n",
    "    Returns a list of tuples: (idx, title, similarity)\n",
    "    \"\"\"\n",
    "    if n == 'all':\n",
    "        return model.dv.most_similar(positive=[model.infer_vector(tagged_initiatives[which][0])], topn=None)\n",
    "    results = model.dv.most_similar(positive=[model.infer_vector(tagged_initiatives[which][0])], topn=n+1)\n",
    "    results = [(idx, initiatives[idx]['Title'], score) for idx, score in results if idx != tagged_initiatives[which][1][0]]\n",
    "    return results[:n]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48c7cd7d",
   "metadata": {},
   "source": [
    "For example, we can now find similar initiatives to the first entry of our spreadsheet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "eef6cd37-d421-4c98-a638-f409d6c3403c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiatives similar to 'Keep water in public hands!'.\n",
      "- 'Observatorio del Agua de Terrassa ensures a democratic governance of water' (#24), has a similarity score of 0.62932288646698\n",
      "- '‘Our Water Our Right’ campaign mobilization against water privatisation' (#16), has a similarity score of 0.5763330459594727\n",
      "- 'Citizen participation and solidarity tariffs in remunicipalized water utility' (#35), has a similarity score of 0.5491517186164856\n",
      "- 'Million Wells Bengaluru' (#11), has a similarity score of 0.5210488438606262\n",
      "- 'Agua Para Todos tackles water privatization and the impact of climate change' (#12), has a similarity score of 0.48210036754608154\n"
     ]
    }
   ],
   "source": [
    "idx = 0\n",
    "print(f\"Initiatives similar to '{initiatives[idx]['Title']}'.\")\n",
    "for idx, title, score in similar_initiatives(idx, 5):\n",
    "    print(f\"- '{title}' (#{idx}), has a similarity score of {score}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c42f659",
   "metadata": {},
   "source": [
    "These seem to make sense, as they're all about water. But it will be hard to digest for all 41 initiatives. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f7d6725-a245-45fe-8f14-2d8ff7ef3cda",
   "metadata": {},
   "source": [
    "### Similarity matrix\n",
    "\n",
    "A similarity matrix visualises all similarities in a 2D matrix. I.e. a dark red means a score of 1, that is, completely similar. A white square means total dissimilarity.\n",
    "\n",
    "As the matrix plots entries against itself, the diagonal is 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "989e5e0e-8230-4881-bf4a-25fc7f6e3de4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_matrix(m):\n",
    "    plt.imshow(m, cmap='YlOrRd', interpolation='nearest')\n",
    "    plt.colorbar()\n",
    "    plt.show()\n",
    "    \n",
    "similarity_matrix = [similar_initiatives(idx, n='all') for idx in tagged_initiatives]\n",
    "plot_matrix(similarity_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6f1d9b7",
   "metadata": {},
   "source": [
    "While this plot renders all data, it is a bit hard to process. So, how can we understand these similarities, and how can we use it to find new aliances?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "562d4340-e4b0-4366-a917-ba91056c8ced",
   "metadata": {},
   "source": [
    "## 3. Find clusters  <a name=\"clusters\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f68a1c0",
   "metadata": {},
   "source": [
    "### k-means\n",
    "\n",
    "A common aproach to clustering entries is the kmeans algorithm. This algorithm starts by picking `k` random points, and iteratively moving these as to find `k` number of distinct clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "65e0b155-08c6-4f73-a031-d300a0e9ce6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "number_of_clusters = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9f109275-7aae-40b2-8c91-c469e26b07dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Cluster: 0\n",
      "- Keep water in public hands!\n",
      "- Million Wells Bengaluru\n",
      "- Agua Para Todos tackles water privatization and the impact of climate change\n",
      "- ‘Our Water Our Right’ campaign mobilization against water privatisation\n",
      "- Community-led response to water pollution crisis\n",
      "- Observatorio del Agua de Terrassa ensures a democratic governance of water\n",
      "- Eau de Paris delivers cheaper, cleaner water\n",
      "- Barcelona en Comú\n",
      "- Citizen's Initiative Referendum against forced demolitions of social housing\n",
      "- Citizen participation and solidarity tariffs in remunicipalized water utility\n",
      "- Refusing to Give Up: Civil Society’s Movement against Water Privatization in Jakarta\n",
      "\n",
      "Cluster: 1\n",
      "- Entrepatios Madrid\n",
      "- Social, cultural, and economic empowerment in Bukit Duri Urban Kampung reconstruction\n",
      "- Relocation of road construction project affected slum dwellers\n",
      "- Integrated social reconstruction homes in Isthmus of Tehuantepec\n",
      "\n",
      "Cluster: 2\n",
      "- Women Workers Association builds tens of thousands of homes\n",
      "- Dispossessed community finances and builds affordable homes\n",
      "\n",
      "Cluster: 3\n",
      "- 100% renewable energy for Gaza\n",
      "- PENGON empowers Palestinian women as sustainable energy leaders\n",
      "\n",
      "Cluster: 4\n",
      "- Valencia walks towards the future: the cycling revolution in Valencia\n",
      "- Rainwater harvesting in Mexico City’s marginalized neighborhoods\n",
      "- No Bicycle, No Planet\n",
      "- Women for Food Sovereignty in Cochabamba\n",
      "- The municipality of Burgas pioneers energy efficient housing in Bulgaria\n",
      "- Barcelona Energia\n",
      "- Energy transition built on democracy, renewables and jobs\n",
      "- Cargonomia Community Cargobike and Local Food Distribution Center\n",
      "\n",
      "Cluster: 5\n",
      "- Building the movement for agroecological urban gardening to ensure food sovereignty\n",
      "- Linking urban consumers to rural producers\n",
      "- CaSanAT is a micro-utopia serving as a space for exchange, learning and resistance\n",
      "- Waste management innovation for food security and climate change mitigation\n",
      "- Maison d’Éducation à l’Alimentation Durable supplies the community with organic food and educates future generations\n",
      "- Bronx Cooperative Development Initiative\n",
      "- Transforming a century-old, oil company town\n",
      "- Power Shift supports farmers with clean energy\n",
      "\n",
      "Cluster: 6\n",
      "- Penca de Sábila Corporation improves the lives of rural farmers and connects them with urban communities\n",
      "- EnergÉtica Cooperative challenges energy poverty by supplying clean energy\n",
      "- The Cloughjordan Ecovillage models the transition to a low-carbon society\n",
      "- The Jackson Just Transition Plan is transforming Jackson into a city of equity, solidarity and mutual aid\n",
      "- Earthworker Cooperative\n",
      "- People power drives social and ecological transition\n"
     ]
    }
   ],
   "source": [
    "vectors = [model.dv[i] for i in range(41)]\n",
    "centroids, _ = kmeans(vectors, number_of_clusters)\n",
    "\n",
    "# computes cluster Id for document vectors\n",
    "doc_ids,_ = vq(vectors,centroids)\n",
    "\n",
    "clusters = defaultdict(list)\n",
    "for initiative, cluster_id in zip(initiatives, doc_ids):\n",
    "    clusters[cluster_id].append(initiative)\n",
    "\n",
    "cluster_ids = sorted(list(clusters.keys()))\n",
    "\n",
    "for cluster_id in cluster_ids:\n",
    "    print('\\nCluster:', cluster_id)\n",
    "    for i in clusters[cluster_id]:\n",
    "        print(f\"- {i['Title']}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2014a13",
   "metadata": {},
   "source": [
    "While this is certainly a good first stab at clustering (i.e. the first cluster contains some water projects but also other entries and cluster 3 has projects on Palestinia & Gaza), it's major disadvantage is that one needs to specify a specific `k` number of clusters. Thus, it doesn't start from the data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6558ed13-6d43-4229-845e-ac515fafb1d8",
   "metadata": {},
   "source": [
    "### Truncated similiarity "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c48d8d18",
   "metadata": {},
   "source": [
    "Another way to find aliances would be not to directly use the embeddings to calculate clusters, but to start from the calculated similarities.\n",
    "\n",
    "A first step in that could be to treshhold the similarity matrix and link up those that are above the given threshold. This limits the number of matches between entries. A disadvantage of this approach becomes apparent in the network graph: the clusters that emerge are very uneven. In our case most items are in a single cluster, while some entries have _no_ matches. Increasing the threshold creates even more singular items, decreasing it merges everything into one web, which pretty much beats the purpose."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "19348a01",
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = .55"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "443ae02f-60d6-4716-b8d6-5f9253660b1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "similarity_matrix_truncated = [[y if y > threshold else 0 for y in x] for x in similarity_matrix]\n",
    "for i in range(len(similarity_matrix_truncated)):\n",
    "    similarity_matrix_truncated[i][i] = 0\n",
    "plot_matrix(similarity_matrix_truncated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "6a175908-e8c1-4b3b-b10d-cc1889a1e69d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_graph(m):\n",
    "    labels = list(range(len(m)))\n",
    "    df = pd.DataFrame(m, index=labels, columns=labels)\n",
    "    G = nx.from_pandas_adjacency(df)\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    nx.draw_networkx(G, nx.spring_layout(G), node_size=0, arrows=False, edge_color='lightgray', font_size=8)\n",
    "    plt.show()\n",
    "\n",
    "plot_graph(similarity_matrix_truncated)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d7a0663",
   "metadata": {},
   "source": [
    "### Similarity top-n\n",
    "\n",
    "Another approach, suggested by Trensceni in his blog-post, is to no simply truncate the similarity matrix, but to build a web by finding the `n` most similar entries for each initiative and using these as links. Then the linked-up entries act as clusters.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "3fbeb2e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# another approach, to avoid singletons:\n",
    "# for each initiative, get the top n=3 most similar\n",
    "def similarity_matrix_top_n(n=3):\n",
    "    m = np.zeros((len(initiatives), len(initiatives)))\n",
    "    for idx, initiative in enumerate(initiatives):\n",
    "        sp = similar_initiatives(idx, n)\n",
    "        idxs = [p[0] for p in sp]\n",
    "        # idxs = [tagged_initiatives[p[0]][1][0] for p in sp]\n",
    "        for k, j in enumerate(idxs):\n",
    "            m[idx][j] = 1 #sp[k][2]\n",
    "    return m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59e23d03",
   "metadata": {},
   "source": [
    "\n",
    "The question then is, which `n` should be used. In our case, when starting with $n=3$ all initiatives still merge into one giant cluster, the same happens with $n=2$. With $n=1$ however, clusters emerge. Some only of 2 items (each having the other as most similar entry). Yet some linking more items together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ad7deef9-0b81-4b44-ab10-044756782982",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "similarity_matrix_truncated = similarity_matrix_top_n(n=3)\n",
    "plot_matrix(similarity_matrix_truncated)\n",
    "plot_graph(similarity_matrix_truncated)\n",
    "\n",
    "\n",
    "similarity_matrix_truncated = similarity_matrix_top_n(n=2)\n",
    "plot_matrix(similarity_matrix_truncated)\n",
    "plot_graph(similarity_matrix_truncated)\n",
    "\n",
    "\n",
    "similarity_matrix_truncated = similarity_matrix_top_n(n=1)\n",
    "plot_matrix(similarity_matrix_truncated)\n",
    "plot_graph(similarity_matrix_truncated)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8152479b",
   "metadata": {},
   "source": [
    "Instead of a linked plot, this can be rendered as a list of clusters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "235496c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def matrix2clusters(m):\n",
    "    connected_subgraphs = set([frozenset([i]) for i in list(range(len(m)))])\n",
    "    def update_subgraphs(i, j):\n",
    "        join_targets = [g for g in connected_subgraphs if i in g or j in g]\n",
    "        new_subgraph = frozenset({i for g in join_targets for i in g})\n",
    "        for g in join_targets:\n",
    "            connected_subgraphs.remove(g)\n",
    "        connected_subgraphs.add(new_subgraph)\n",
    "    for i in range(len(m)):\n",
    "        for j in range(len(m)):\n",
    "            if m[i][j] > 0:\n",
    "                update_subgraphs(i, j)\n",
    "    return connected_subgraphs\n",
    "\n",
    "def print_clusters(connected_subgraphs):\n",
    "    for g in connected_subgraphs:\n",
    "        if len(g) == 1:\n",
    "            for i in g:\n",
    "                print(f'Singleton: {idx_lookup[i]}')\n",
    "    for idx, g in enumerate(connected_subgraphs):\n",
    "        if len(g) > 1:\n",
    "            print(f'\\nCluster {idx}:')\n",
    "            for i in g:\n",
    "                print(f\"- {initiatives[i]['Title']} (#{i})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "cd12ab56-df85-41e4-b7d0-4ccfb0916b4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Cluster 0:\n",
      "- PENGON empowers Palestinian women as sustainable energy leaders (#29)\n",
      "- 100% renewable energy for Gaza (#6)\n",
      "\n",
      "Cluster 1:\n",
      "- Linking urban consumers to rural producers (#9)\n",
      "- Building the movement for agroecological urban gardening to ensure food sovereignty (#2)\n",
      "- Waste management innovation for food security and climate change mitigation (#19)\n",
      "\n",
      "Cluster 2:\n",
      "- ‘Our Water Our Right’ campaign mobilization against water privatisation (#16)\n",
      "- Citizen's Initiative Referendum against forced demolitions of social housing (#34)\n",
      "- Million Wells Bengaluru (#11)\n",
      "\n",
      "Cluster 3:\n",
      "- The municipality of Burgas pioneers energy efficient housing in Bulgaria (#13)\n",
      "- Energy transition built on democracy, renewables and jobs (#21)\n",
      "\n",
      "Cluster 4:\n",
      "- Women for Food Sovereignty in Cochabamba (#8)\n",
      "- Valencia walks towards the future: the cycling revolution in Valencia (#1)\n",
      "- Cargonomia Community Cargobike and Local Food Distribution Center (#31)\n",
      "\n",
      "Cluster 5:\n",
      "- Maison d’Éducation à l’Alimentation Durable supplies the community with organic food and educates future generations (#23)\n",
      "- Penca de Sábila Corporation improves the lives of rural farmers and connects them with urban communities (#15)\n",
      "\n",
      "Cluster 6:\n",
      "- The Jackson Just Transition Plan is transforming Jackson into a city of equity, solidarity and mutual aid (#27)\n",
      "- People power drives social and ecological transition (#39)\n",
      "\n",
      "Cluster 7:\n",
      "- Rainwater harvesting in Mexico City’s marginalized neighborhoods (#3)\n",
      "- No Bicycle, No Planet (#7)\n",
      "\n",
      "Cluster 8:\n",
      "- Barcelona en Comú (#32)\n",
      "- Barcelona Energia (#17)\n",
      "\n",
      "Cluster 9:\n",
      "- Power Shift supports farmers with clean energy (#40)\n",
      "- Bronx Cooperative Development Initiative (#30)\n",
      "\n",
      "Cluster 10:\n",
      "- Keep water in public hands! (#0)\n",
      "- Citizen participation and solidarity tariffs in remunicipalized water utility (#35)\n",
      "- Refusing to Give Up: Civil Society’s Movement against Water Privatization in Jakarta (#37)\n",
      "- Transforming a century-old, oil company town (#38)\n",
      "- Agua Para Todos tackles water privatization and the impact of climate change (#12)\n",
      "- Community-led response to water pollution crisis (#20)\n",
      "- Observatorio del Agua de Terrassa ensures a democratic governance of water (#24)\n",
      "- Eau de Paris delivers cheaper, cleaner water (#28)\n",
      "\n",
      "Cluster 11:\n",
      "- EnergÉtica Cooperative challenges energy poverty by supplying clean energy (#25)\n",
      "- The Cloughjordan Ecovillage models the transition to a low-carbon society (#26)\n",
      "- Earthworker Cooperative (#33)\n",
      "\n",
      "Cluster 12:\n",
      "- Integrated social reconstruction homes in Isthmus of Tehuantepec (#18)\n",
      "- Entrepatios Madrid (#4)\n",
      "- Social, cultural, and economic empowerment in Bukit Duri Urban Kampung reconstruction (#5)\n",
      "- Dispossessed community finances and builds affordable homes (#36)\n",
      "- Women Workers Association builds tens of thousands of homes (#22)\n",
      "- Relocation of road construction project affected slum dwellers (#10)\n",
      "- CaSanAT is a micro-utopia serving as a space for exchange, learning and resistance (#14)\n"
     ]
    }
   ],
   "source": [
    "similarity_clusters = matrix2clusters(similarity_matrix_truncated)\n",
    "print_clusters(similarity_clusters)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9940e93e",
   "metadata": {},
   "source": [
    "What emerges is a variety of clusters -- which capture a heterogenity of characteristics. For example, cluster 8 contains two Barcelona related initiatives, whereas the last cluster, number 12, seems to capture housing/urban related project."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "05e6d518-9de5-463b-a9a2-244aa7168228",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"Prepare a list of colors for each initiative based on their cluster. This can be used in the next step.\"\"\"\n",
    "colors = np.zeros(len(initiatives))\n",
    "for cluster, entries in enumerate(similarity_clusters):\n",
    "    for entry in entries:\n",
    "        colors[entry-1] = cluster"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa10d87a-4435-4e8c-bde1-96861d4401ad",
   "metadata": {},
   "source": [
    "## 4. Rendering embedding space: alternative maps of movement  <a name=\"rendering\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "065ed897-aa53-409f-b3ac-f2fc357c9a45",
   "metadata": {},
   "source": [
    "It can be hard to make sense of the mathematical projections of the initiatives. The matrix rendering above is basically illegible, or at least hard to navigate. The network renderings are much more intuitive, but really only start from the calculated similarities. They are 'force' graphs, that discard any sense of the configuration of the embedding space. This becomes even more apparent when rendering it into a 2D.  \n",
    "\n",
    "One way to do this is to reduce the 20 dimensions into only 2 using PCA. If we run a PCA on the 41 embedded initiatives and plot the first 2 dimensions, it is clear that the clusters that emerged in the previous step (as indicated with the color of the point) is really different from their placement in this kind of visualisation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "ecd004a4-3c05-4b5d-b4f8-5bf426d4d561",
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "bf77c5ce-8cc3-4ba5-adb0-847a5d3052ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "projected = pca.fit_transform(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "1a0fdb3f-24ba-4408-884b-d2ae5e41e41a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VQ0ODBgwYoMGDBzd7b+vXr5fdbldKSoosFosWLFigsrIyrV+/XrW1tTIMQ/fff3+zlU6X7d27V0OHDvUEV5Lk5+eniRMnel4vWbJEs2bNUkNDg9avX68XX3zRs+/KVVTZ2dnavXu3HA6HZ2VafHz8rfkEAgAAAABMifAKuAWOV6Rpa9FvZcgit5ySpOK6fK05908yOv9S3RvvUV1dneLi4iRJa9as0ZgxYxQXFyeXy6X3339fx48f1+jRo1VSUnJDt7fV1dVp3759+vnPf+65NdEwjFaPra+v1/PPP69Lly7p97//vQYPHqygoCCtXr1a99xzj4YMGaKLFy/qjTfe0IABA1qcP23aNKWkpDRb0fXxxx9ryJAhGj58uEpLS7Vs2TKFh4erc+fOzc49f/68+vTpc0PXMSYmRk6nU4WFhYqIiFB5eblKSkrUq1cvlZeXa+fOnZozZ458fHxUVlamt99+Wy+99JInvAMAAAAAfPvwEx/wDZXU52hr0W8luT3BlSS55VLGpmId2fwPStQUPfbwLPn7+6uhoUG5ubmqra31HNvQ0KDS0tKbmtfHx0chISFavXq1EhMT1atXLwUFBbV67OVAqlOnTurSpYsqKirk4+OjoqIiDRo0SJLUrVs3xcTE3NDcdrtd58+f17x58yRJXbt2VUxMjM6ePdsivLra5s2blZOTo9raWs2ZM0dhYWHN9g8ePFiHDx9WRESEMjIyNHDgQFksFmVnZ6usrEzvvPOO51jDMFRZWamuXbveUN0AAAAAgDsP4RXwDR2pWNtsxdWVBk8OU3C3TupSGaCtW7YqPj5eXbp0kSQ9//zzN7RiyGKxyOVyeV43NjZ6tj///PM6d+6c8vLytGzZMs2cOVOxsbEtxrhynqvHu1XaWvUVHh6ugoICz+qrSZMmSWq6VbC1OgYPHqzXX39dkyZN0pEjR/T9739fkuR2u5WYmKiZM2detxZ/f39dunSp2bZLly7J39//pt4TAAAAAKDjWTq6AOBOl197uNXg6jK3nHKFntM999yj7du3y9vbW3Fxcc0alldXV6uqqqrV80NCQlRQUCBJKigoUElJiaSm1U+1tbWKjY3VuHHjFBMTo6Kiohuu28fHR+Hh4crMzJTU1P/q7NmzbR7rcDjkdDo9r3v06KHDh5v6e5WVlens2bOtBmejRo3SoUOHdPr0ac82p9PZZoAWGBioyMhIbdq0Sf7+/p6VWUlJScrJyVFxcbHn2MvX5WqJiYnKzMyUw+HwvLf8/PxW6wMAAAAAmBsrr4BvrPUVR1cfM3bsWP3P//yPCgsLNXPmTG3atEmvvfaaJMnb21vTpk1r9ba/CRMmaM2aNUpPT1d0dLQnzLHb7Vq1apUaGhpkGIZCQkI8twDeqMcee0yffPKJ9u3bp5CQEEVGRsrX17fFcX5+fho0aJBef/11eXt7a8GCBZo5c6bWr1+vgwcPyjAMzZgxQ8HBwS3ODQ8P1+zZs7V9+3Zt2LBB/v7+slgsGj58eJu3+w0ePFgffvihpk2b5tkWEhKimTNnat26dZ4grUePHq2uxBoyZIiqqqq0bNkyGYYhq9Wqxx57zHN9s7KylJWVpRkzZkiS1q5dq969e6t3796qrq7WihUrbvkTGwEAAAAAX4/hdrvdHV3EN1FVVaXg4GBVVla22e8HaE87i/6gzIr1ba6+MmTVwM7TdH/4j29zZdfX0NAgLy8vGYah8vJyvfXWW5o/f36rIRQAAAAA4NrIKNoHK6+Ab2hgl0eUWbHuGke4NbDLI7etnptx7tw5bd68WVJTT6nJkycTXAEAAAAATIWVV8AtkFW1Q5sK/1NNTxxs6uVk/K2l3OSIX6p30PgOrA4AAAAAcDuQUbQPVl4Bt0DvoPEK8+2pzPK1Old7SJIU7T9UA7vMUBfvqA6uDgAAAACAOxfhFXCLdPGO0rjuL3Z0GQAAAAAAfKtYOroAAAAAAAAAoC2EVwAAAAAAADAtwisAAAAAAACYFuEVAAAAAAAATIvwCgAAAAAAAKZFeAUAAAAAAADTIrwCAAAAAACAaRFeAQAAAAAAwLQIrwAAAAAAAGBahFcAAAC3wYoVK3Tw4MEW219//XWdOHGizfMyMjK0cuXKdqmpurpab7/9druMfS2pqak6cOCAJGnnzp3auHHj1x4rIyNDJSUlt6o0AABgQoRXAAAAt8GQIUN0+PDhZtsKCwtVU1OjXr16dUhNgYGBeu655zpk7luF8AoAgG8/W0cXAAAA8G3maGhU5oFsVZZd0pmsr1RUVKTw8HBJ0uHDhzVo0CDV1dXpo48+kt1uV2Njo+Lj4zV16lQZhtFivCNHjujgwYNyuVzy9vbW1KlTFR4eroyMDGVmZqpTp066cOGCbDabnnjiCXXp0sUz1+effy632y2r1aonn3xSkpSSkqKXX35ZkvTxxx+rtLRUTqdTQUFBeuSRRxQQENBs/oaGBv3ud7/TP/7jP8pqteqPf/yjQkJCNHPmTFVWVmr58uX66U9/qpycHG3fvl2NjY1yOp0aOXKkhg4des1rdfHiRX344YeaOHGi4uLilJqaqgsXLshisSggIEBz5sxpdvyhQ4dUWFiojRs3aufOnXrggQeUmJiorVu3Kjs7W5IUFxenyZMny+l03lDdAADAfAivAAAA2sn6P+/Vn3+bpqryWknSxbo8Hdv1v/R/3/wX9RoUraNHj2revHny9fXV97//fXl7e8vlcmnlypU6fvy4+vfv32y8s2fP6tixY3r22Wdls9n01Vdf6eOPP9aiRYskSQUFBVq4cKG6dOmirVu3as+ePZo+fbry8vK0a9cuzZs3T4GBgXI4HJKk2traZuNPmTJF/v7+kqQ9e/Zo586dmjZtWrNjvL29FRYWpvz8fIWFhcnpdKqgoEBut1tnzpxRQkKCJKlHjx567rnnZLFYVFdXp5SUFCUlJSkoKKjVa5WXl6cNGzbou9/9rnr06KETJ06ovr7e897q6upanDN06FBlZmZqxIgRSk5OliT99a9/VWFhoRYsWCCLxaK//OUv2r9/v0aPHn1DdQMAAPMhvAIAAGgHa5bt1Ju//qTZtmDvMOXkfql/mvWq5r8yWd26dVO3bt3kcDi0ZcsWnT17VlJTqBQWFtYivMrKylJRUZGWLVvm2VZXV+cJo6Kjoz0rraKiojw9tk6dOqVBgwYpMDBQkuTl5dVqzUePHlVmZqYaGxvV2NioTp06tXpcQkKCcnJyVFtbq8TERF28eFEXLlxQTk6OJ0Sqq6vT2rVrVVpa6gmwLly40Gp4lZubq+zsbM2ZM0fBwcGSpPDwcJWUlGjDhg2KjY1Vz549r3G1/y4nJ0eDBw+Wzdb0be7QoUP117/+VaNHj76hugEAgPkQXgEAANxitVV1euc3G1ps97Z2ks3wVWVdid74zXv699dfkiTt379ftbW1mj9/vmw2mzZt2qTGxsYW57vdbg0ePFgPPPBAq/NeDmwkyWKxyOVy3XDNZ8+e1eeff67nn39e/v7+ysrK0o4dO1o9NiEhQZs3b1Ztba369OmjwMBAnTlzRnl5eZo6daokaf369erZs6eefPJJGYahN954o9X3JEkhISEqKSlRfn6+J7zq0qWLFi1apNzcXOXk5GjLli1auHCh/Pz8bvg9SWp26+WN1A0AAMyHhu0AAAC32J60I3I0tB7UBHmHqbQuX6dPnVH3kEhJTauUAgICZLPZVFNTo+PHj7d6bu/evZWZmanKykpJTWFWYWHhdeu5fF51dbUkyeFweFZrXVZXVycfHx/5+fnJ6XQqPT29zfEiIyNVUlKinJwcxcTEKCEhQQcPHlRAQIDntsO6ujoFBwfLMAx99VVTr6+2BAcH6wc/+IF2797taWpfVVXlqX3SpEnNtl3Jx8dH9fX1ntcJCQk6cuSInE6nXC6XDh06pMTExBuuGwAAmA8rrwAAAG6xsgtVslotcja2XPkU6B2ikvo8BXh1VU1FU+gyYsQIrVq1SkuXLlVgYGCb/ZdiY2M1ceJErVy5Ui6XS06nU7169VJERMQ164mNjdW4ceP03nvvSVKzhu2XJSUlKTMzU6+++qr8/PyUkJDgCbuuZrFYFBMTo4aGBnl5eXl6SMXHx3uOefDBB7Vhwwbt3r1b4eHhioqKumaNgYGBeuaZZ/Tee++poaFBISEh2rZtm9xut1wulwYOHKju3bu3OG/YsGHatGmTDhw4oAceeEDDhg1TeXm53njjDUlNDdtHjBhxQ3UXFhZqx44dmj17tiRpx44dCgwM1PDhwyU1NbefPXu25/ZLAED7WLJkiaxWq7y8vNTY2KgePXpo+vTp8vb2vuZ5hYWF2rt3r5544glVVFQ0eyjJ1f77v/9bCxYsUOfOnbVixQpNnjxZoaGht+w9fPbZZ5o8ebJnVXRqaqrCw8M9/yfh5hhut9vd0UV8E1VVVQoODlZlZWWbDUABAABup40rD+j3v/xAus53We/u/VeFRXa5PUUBAHCHWLJkiWbNmqXw8HC53W69//776tmzp+69994bHuNmwqtb6XJG8fLLL+vf/u3f5OvrK4nw6pti5RUAAMAtNnrqIL32rx+3eeugxWKo7z3xBFcAAPxNjcOuvUV5qnU0qLC2SpfX2TidTjkcDk/Pw4yMDJ08eVKzZs2S1PRQkn379mnu3LnKy8vTxo0btXDhwhbjZ2VlacuWLbJarUpKSmq278qwbPny5YqIiFB+fr6qq6uVmJjoefJudXW1UlNTVVVVpaCgIPn5+Sk0NFT3339/q+/p7bfflsVi0Zw5cyRJFy9e1LvvvquqqiqFhYXp8ccfl9VqldPp1I4dO5Sbmyun06muXbtq2rRpLfo8Xg7k7r33Xp0+fVp2u12PPvqovvzyS+Xl5cnlcunxxx9XWFiYJGnv3r3KyMiQYRjq3r27Hn74YVmtVv32t7/VokWLFBAQIEnauXOn6uvrNWXKFJWWlmrjxo2qra2V0+nUsGHDPKHh4sWLNWHCBGVlZam2tlZTpkzRxYsXPU8InjFjhuLi4m72U39DCK8AAABusYBgP/3g51P11ivrWuwzLIYsVovmvTyjAyoDAMBcXG63fn/0M/3xy89V52z6pU/lyYNa/6uTeqLnYPk5XOrRo4f69ev3teeora1VamqqnnvuOXXr1k1ffPGFLl261ObxZWVlmjt3rpxOp5YuXapz584pOjpaaWlpioqK0vjx41VTU6OUlJRr3mr43HPPeVZeSVJRUZHmzp0rq9Wqd955R19++aUGDBigffv2ycvLS/Pnz5ck7dq1S9u3b9fDDz/cYsz6+npFRERowoQJOnTokN577z1973vf05QpU7R3717t3LlTTz75pE6fPq3Dhw/r+eefl6+vr9atW6etW7dq2rRp6tu3rzIzM/Wd73xHbrdbGRkZ+t73vieXy6WPP/5Y3/3udxUaGiqHw6Fly5YpMjJSkZFNfTq9vb01f/585eTkaOXKlXrooYe0YMECHT9+XJs3b9aCBQu+7qfpmjq8YfvixYtlGEazDx5VDAAA7nQzF4zXwsWPKSCo+W9NI+O66ZUVP1TykNgOqgwAAPP49y+26n+O7vUEV5fVDozXR1EWzXxhnjp37qwtW7Z87Tny8/PVvXt3devWTZI0ZMgQWa3WNo/v37+/LBaLvLy8FB4ervLycklSbm6uhgwZIkkKCAhQr169bqqOPn36yMvLSxaLRZGRkZ5xT548qczMTKWkpCglJUXHjh1TRUVFq2PYbDZPZhIRESFvb29P78bIyEiVlZVJknJyctS/f39PeDZ8+HDl5ORIkgYPHux5QEpeXp46deqk7t27q7S0VBcuXNBHH32klJQUvfXWW7Lb7bp48WKza3N57oaGBs/rK+duD6ZYedWvXz9t3brV8/rKxzwDAADciQzD0CNzx2rq976jjH2nVFtVp/DorkoeEivDMDq6PAAAOtzZ6nK9m9X6021dbrfszkb94fhe/bhvP23evFmTJ0+WxWKRy/X3B6I0NrZ+i/61XO//4Ssziavn+ybaGtftduuhhx7yPB33Zsa40VqvfM/R0dFyu90qKChQRkaGBg8e7KnDz8+v1dsur57fYrG0eH2rrlNrOnzlldT0ZsPDwz0ft7LDPwAAQEfy9rHp3vF9Nf6RYeozNI7gCgCAv0nNOy7LNf5fdLrd+vRslk5kn/LkBCEhISouLpbD4ZDL5dLRo0evO09UVJSKi4tVUlIiSTp8+LCcTudN1xsfH6+MjAxJUk1NjU6dOtXmsd7e3qqvr7+hcZOTk7V//345HA5JksPh0IULF266vislJCTo+PHjstvtkqT09PRm4diQIUP0+eef6/Tp0xowYIAkKTQ0VD4+Pp5VWVLTLZR1dXXfqJZbwRRLnE6fPq2IiAj5+vpq5MiReuWVVxQTE9PqsXa73XPxpaZO/gAAAAAA4M5ysa5Whgy19njeSwePSlar5HLr7NiumjPzCUlNQVTPnj312muvKTAwUNHR0SooKLjmPP7+/nrkkUe0cuVKT8P2Tp063XS9U6ZMUWpqqpYuXarAwEBFRUU162l1pXvvvVd//vOf5eXl5WnY3pbRo0dr165d+uMf/+j5JdeoUaM8jde/jp49e+rChQtatmxZs4btlw0cOFC/+93v1LdvX09jeIvFou9///vauHGjDhw4IJfLpU6dOmnmzJktmsdfz4oVKzR+/HhFRESosLBQO3bs0OzZsyVJO3bsUGBgoIYPH37D4xnuyy38O0haWppqamrUu3dvnT9/Xr/61a9UUFCgY8eOKTAwsMXxixcv1q9+9asW2ysrKxUUFHQ7SgYAAAAAAN/Qq8f26neZn8l1jVjCZliU+eTP5Gfzuo2Vtc7hcMhqtcpisejSpUtatmyZvvvd7yoqKspzTFVVlYKDg8kobrEOD6+uVlFRodjYWP32t7/VvHnzWuxvbeVVdHQ0XxgAAAAAANxB8msqNfaT11pZd9XEahiaHttXvxtljif0FhcXa82aNXK73XI6nRo2bJhGjhzZ7BjCq/ZhitsGr9S5c2f16tVL2dnZre738fGRj4/Pba4KAAAAAADcSlEBwXqh7wilfHmgxT6rYaiTzVs/HTi6AyprXffu3a/ZzBztxxQN269UU1OjM2fOqEePHh1dCgAAAAAAaEe/GHy/fjH4fgV6NV+kMqhrhD6e/APFBYZ0UGUwkw5fefWP//iPmj59umJjY1VYWKh/+7d/k9Vq1fe+972OLg0AAAAAALQjwzD0w34j9Wzv4fr8wjldamxQUnCoegaHdnRpMJEOD6/y8/P1ve99T6WlperWrZtGjx6tAwcOqFu3bh1dGgAAAAAAuA18bV4aF5HQ0WXApDr8tsGVK1eqsLBQdrtd+fn5WrlypRITEzu6LAC4KyxZskS/+c1v5HQ6Pdtyc3O1ePFibdy4UZKUlZXl+XNeXp5SUlIkNT1g4z//8z8956WkpDR7oMY30djYqF//+teqqqrybPvTn/6k5cuXe17X1NTo17/+tRwOR5vjXKveG5Gamqr/9//+n1JSUvTaa6/pnXfeUUlJyc29GQAAAADfSIevvAIAdKzg4GBlZWWpb9++kqTDhw8rIiLCs793797q3bv3dce5lc0rbTaboqOjlZeXp4EDB8rpdKq8vFwWi0WNjY2y2WzKzc1VZGSkvLza97HJo0aN0ogRIyRJe/bs0fbt2/Xkk0+265wAAAAA/o7wCgDuIrWNpTpekabi+ixZDC8V1RVoxoindfjwYfXt21f19fXKz89X//791dDQIEnKyMjQyZMnNWvWrGuOvXjxYr388svy9fVVYWGh0tLS1NDQIJvNpsmTJysmJkYVFRVKSUnRfffdp1OnTslut2vq1Knq2bNni/Hi4uI84VV+fr4iIyNltVqVn5/v2RcfHy9Jys7O1u7du+VwOGSxWPTggw969rXG4XAoNTVVFy5ckMViUUBAgObMmXPN9+d2u2W32+Xn5+fZ1ta8eXl5+vTTTxUbG6uzZ8/K5XLpscce84SC6enp2r9/v7y9vZWcnKwdO3Zo8eLF15wfAAAAuFsRXgHAXSKraoc2F/6n3HLLLZckQ1lVX2mf67ycJcNUXV3tWYFlsXz9u8qdTqc++OADTZ8+XUlJSTp79qxWrVqln/zkJ5Kk+vp6de/eXePHj1d2drbS0tJaDa/i4+O1Zs0aSU23/8XFxclisSg3N9cTXs2YMUPl5eXauXOn5syZIx8fH5WVlentt9/WSy+91GaN2dnZqq+v16JFiyRJdXV1bR67d+9eZWRkqLa2VhaLRc8++6wkXXfekpISzZgxQw8//LDS09O1bds2zZkzRxcuXNDOnTu1cOFCBQQEaMeOHV/nMgMAAAB3DcIrALgLFNdlaVPhf8gt9xVbm/5c76xUVdhOpR8apexTufrud7+ro0ePfu25SkpKZBiGkpKSJEkxMTHy9/dXUVGRgoKCZLPZ1KdPH0lSVFSUysvLWx0nMjJSNTU1qqysVF5enh5++GFZLBZ98sknqq6uVlVVlaKionTo0CGVlZXpnXfe8ZxrGIYqKyvbrDE8PFwlJSXasGGDYmNjWw3PLrvytsHDhw9r1apVWrBggbKzs685b0hIiKKiojzvc9++fZKaeoolJSUpICBAkjRs2DDt2rXr2hcVAAAAuIsRXgHAXeBQ2YdqekaHs8U+t1zq2svQhk//on5Ro9W1a9dbPr9hGJ4/22w2z2uLxSKXy9XqOVarVTExMcrOzlZFRYVCQ5sel1xVVaXTp08rOjpaVqtVbrdbiYmJmjlzZosxqqurWx27S5cuWrRokXJzc5WTk6MtW7Zo4cKFzW4JbE3//v31ySefqLa29rrz2mx//y/2Wu/TTC43t3c6nSopKVH37t0lSV27dtUTTzzRbvNeXq1XUVGh2NhYPfzww+0yT3p6uux2u0aNGtUu4wMAAKB9EF4BwF0gp+aA3K0EV5f5+nsp6h6LHuz34DeeKzQ0VG63W2fOnFFiYqLOnTunmpoahYeH69KlSzc1VlxcnPbt26fIyEjPtqioKO3du1eDBw+WJCUlJWnXrl0qLi72hC0FBQXNzrlaVVWVfH191bt3byUlJenkyZOqqqq6bniVk5OjTp06qVOnTl9r3svvac+ePaqtrZW/v78OHz58I5fitrjcdP9yb7LWmvC7XK5vdFtpa86fP6/S0lL9+Mc/vqnzbraW4cOH32xpAAAAMAHCKwC4C7jUeJ0j3Irt11XR0dHfeC6r1aqnnnpKaWlp2rx5s2w2m5588kl5e3vfdHgVHx+vbdu2aeTIkZ5tsbGxOnr0qKche0hIiGbOnKl169bJ4XDI6XSqR48era6Iuqy4uFjbtm2T2+2Wy+XSwIEDPQHU1S73vHK73Z73YhjG15pXkrp3766xY8fqrbfeko+Pj5KSkuTr6+vZv3btWs8THqurq7VixQpPiJSenq7q6mqNHz/+hq/hjTh2oVgbTmepym5XXOfOmhDePIBbsmSJ+vXrp7y8PIWEhGjy5Mn66KOPZLfb1djYqPj4eE2dOlWGYSgjI0OZmZnq1KmTLly4IJvNpieeeEJdunRRaWmpUlNT1dDQILfbreTkZA0YMECrV69WVVWVUlJSNHLkSPXp00dpaWkqKCiQJPXt21f333+/JGn58uXq3r27CgoK5OXlpUGDBnnmKy4ulq+vr2bMmKFt27appKREwcHBeuqpp+Tt7a2dO3eqvr5eU6ZMuWadkrRjxw4dPXpUvr6+SkpKUmZmZqt91I4ePaoDBw7I6XTK7XZrwoQJbT6d8/Dhw/r888/ldrtltVr15JNPqnPnzl+78T8AAMDdwnC73e7rH2ZeVVVVCg4OVmVlpYKCgjq6HAAwpZV5P9KF+lN/a9TekiGLhnedpe90e+42V3Z3stvt8vHxkSQdOHBA2dnZevrpp297HXUOh366cYO25p6R1TBkGIZcbrdcl+o0rLBIH/7+D5KawquEhARNnz5dhmGosbFRLpdL3t7ecrlcWrlypQYOHKj+/fsrIyNDaWlpWrhwobp06aKtW7eqrq5O06dPV1pamgICAjRmzJim+evq5Ofnp7y8PG3cuNET0m3ZskVVVVX67ne/K4fDobffflujR49W//79tXz5ctlsNn3ve9+T1Wr1zPfiiy8qODhYq1ev1rlz5zRv3jwFBATo/fffV1JSku69994W4VVbdZ46dUpbt27VvHnz5O3trU8++UR5eXmthleXLl2Sn5+fDMNQRUWFli1bppdeeqnZbaNS00MHUlNTNW/ePAUGBsrhcEiSampq9PHHH7fa+D8/P19/+tOf9NxzzykqKkrp6ek6ceLEdZ+MCQAAOg4ZRftg5RUA3AUGd3lMm86/cs1j+ndunz5DaGnr1q06d+6cnE6nAgMDNX369A6p4//bulHb83IkSU63W/rb77Ocbre25eRow6ksPdyraRXR4MGDPb3K3G63tmzZorNnz0qSamtrFRYWpv79+0uSoqOjPSuYoqKidPDgQUlNq+a2bNmihoYGxcXFKSEhodW6cnJyNHnyZBmGIW9vbw0aNEg5OTme8QcOHCir1eo5Pjo6WsHBwZKkiIgIuVwuT0P8iIgIlZWVtTpPW3Xm5uaqb9++noBx6NChysvLa3WMiooKz8oxi8Wiurq6Zj3aLjt16pQGDRqkwMBASZKXl5ckfe3G/wAAAHcTwisAuAv0Dpqgs7Vf6ETVZhkyPE8dNGSRWy49EP4zBXm1ftscbr32akh+M3LKy/Tp6VNt7jck/f7gfj3Us5ckydvb27Nv//79qq2t1fz582Wz2bRp0yY1Nv791tS2mtX37dtX0dHRysnJ0cGDB3XgwAHNnj37urVe2fD/6lpam+9Gm+Xfiqb6H330kR588EH17dtXkvRf//Vfza7F9XwbG/8DAADcare24yoAwJQMw9DEHv+oST3+Sd18e8qQRRbDpviAEXo85nfq13lKR5eI22xLTrYsV4VCV3JLyi4r1VeVFS321dXVKSAgQDabTTU1NTp+/PgNzVlaWqqAgAANGjRIEydOVH5+fqvHJSQk6NChQ3K73WpoaNCRI0eUmJh4Q3PcCvHx8Tpx4oSnN9e1murX1dWpc+fOkqTMzEzV1dW1elzv3r2VmZnpeQKmw+GQw+FQUlKScnJyVFxc7Dn2cq8vAAAANGHlFQDcJQzDoj7BE9UneKLcbneL1Sy4u1xyOGT5W4+ra6n7W2+mK40YMUKrVq3S0qVLFRgY2Obtf1f78ssvlZmZKavVKrfbrWnTprV63Lhx45SWlqbXX39dUtOKrX79+t3QHLdCr169lJ+fr5SUFPn6+io2NrZZU/0rTZ06VatWrZKvr6/i4+M9ty9eLTY2VuPGjdN7770nSZ6G7V+38b8krVixQuPHj1dERIQKCwu1Y8cOz0q2HTt2KDAwkCcsAgCAbwUatgMAcBdaf+qkfrJxwzWP8bJY9Nf5Lyrob72f7iaXm+q73W5t3rxZDoejzbANAADgMjKK9sHKKwAA7kITE5LUxddXFfX1au23WFbD0KPJfe7K4EqS1qxZo4qKCjU2NiosLIzgCgAAoAMRXgEAcBfysdn020kPaf76VLnd7qanDf6N1TAUERik/+87Yzuwwo41a9asji4BAAAAf0PDdgAA7lLj4uL14eOzNDY2Xpc7oHXy8tKcQUO05qnvK7RTpw6tDwAAAJDoeQUAACTVNDTokqNBnX395G21dnQ5AAAAdyQyivbBbYMAAEAB3t4K8Pbu6DIAAACAFrhtEAAAAAAAAKZFeAUAAAAAAADT4rZBAAAAANfkcrm0e/duHTt2TBaLRRaLRZGRkZo4caJ8fX07urxbIisrS7m5uZoyZcpNn3vw4EGlp6fL5XLJy8tLXbt21cSJExUcHNwOlbaPb/L+AaC90bAdAAAAwDWtWbNGdXV1euyxx+Tn5ye3260vv/xSERER6tKlyw2P43K5ZLF8u27+2LFjh86cOaMnn3zS8/NITk6OfHx8FBkZ2cHVAbjdyCjaByuvAAAAALTgcrtUVFep0rJSHTt+TD//2c/l5+cnSTIMQ/369ZMk1dTU6KOPPpLdbldjY6Pi4+M1depUGYahjIwMZWRkyM/PT6WlpZo+fbpqa2u1detWWa1WJSUl6fDhw1qwYIE6d+6swsJCpaWlqaGhQTabTZMnT1ZMTIwqKiqUkpKi++67T6dOnZLdbtfUqVPVs2dPSVJ2dra2bdsml8slX19fTZs2Td26dVNeXp4+/fRTxcTE6Ny5c3K73Zo5c6b279+vwsJCeXl56amnnlJQUJAyMjJ08uRJzZo165rv6UoNDQ3au3evXnjhhWY/pCYkJHj+fOTIEe3bt0+SFBQUpOnTp3vmy8zMVKdOnVRcXCxfX1/NmDFD27ZtU0lJiYKDg/XUU0/J29tbO3fu1MWLF+VwOFRaWqquXbvqwQcf1KZNm1RRUaEePXpo5syZMgxDqampCg8P14gRIyRJmzdvlre3t+6///5m45SXlysgIEBPPvmk/Pz8mr1/ADAbwisAAAAAHm63W6vPHdSfc3ersK5cdV9dlLOkWBHnD+iZ+HGyWazNjvf19dX3v/99eXt7y+VyaeXKlTp+/Lj69+8vSSooKNALL7yg0NBQ1dbW6v3339e8efMUGhqqw4cP69KlS5Ikp9OpDz74QNOnT1dSUpLOnj2rVatW6Sc/+Ykkqb6+Xt27d9f48eOVnZ2ttLQ09ezZU7W1tfr44481d+5cde/eXZmZmVq1apVefPFFSVJJSYkeffRRTZs2Tdu3b9e7776r5557TqGhodqwYYMOHDigSZMm3dR7uuzixYuyWq3q1q1bq9fywoUL2rJlixYsWKCgoCDt3r1ba9eu1dNPP+25Ni+++KKCg4O1evVqz7UJCAjQ+++/r4yMDN17772SpMLCQi1YsEC+vr5avny51q5dqzlz5sjLy0tvvvmmTp8+rV69el3381tQUKAFCxaoU6dO+uijj5Senq4xY8Zc9zwA6EiEVwAA4JZbsmSJrFarvLy85HA4NGTIEI0ePfq65+3YsUNdu3bVwIED27W+oqIilZSUtPhB9OtavHixXn75ZVP1/qmvr1d6enqz67527VoNGDBA8fHxHVgZzO7/nVivVWf368o1RpcaG/Tm6W06VnFOvxnydLMAy+12a8uWLTp79qwkqba2VmFhYZ6/X9HR0QoNDZUk5efnq3v37p7XgwcP1vr16yU1hUyGYSgpKUmSFBMTI39/fxUVFSkoKEg2m019+vSRJEVFRam8vLzZmN27d5ckDRw4UJ9++qmqq6slSSEhIYqIiJAkRUREKCQkxDN/ZGSkTp482eIaXO893ajc3FwlJSV5VmXdc8892rVrl1wul+faXO6LFRERIZfLpYCAAM/rsrIyz1iJiYmelW89evSQzWaTj4+PJCk8PLzZsdeSlJSkTp06SWq6jhcuXLip9wQAHYHwCgAAtIsnnnhC4eHhqqqq0tKlSxUfH3/d/i/jx4+/LbUVFRXp5MmTXyu8aq+ePbd63Pr6eu3Zs6dZeDVjxoxbNj6+nTLLv9Kqs/slSZcb43qFBKixuk6N9Q3aezFLm89n6qHIIZ5z9u/fr9raWs2fP182m02bNm1SY2OjZ7+3t/fXrufK2/RsNpvntcVi8QRA12Oz/f1HHovF0uJ1a+Nc7z1d1q1bNzmdTl28eLHN1VdtvZ+bre1Gj736vMbGxmafgxt5/wBgNoRXAADglnC7G6WGv0quUrkb83X5mTBBQUEKDQ1VRUWFIiMjlZOTo+3bt6uxsVFOp1MjR47U0KFDJalZr5Zr9WZ566239P+z9+eBVdV5nv//PPdm3xNCFkjIwpKwJWwqIqvsGnChBEpE2cWla6yame/YMz0z9Py6q6aru2uwSyS4IF0llloqO2ERQURAjBDCGoQkBBISsq83Nze59/dHmlOEJBBki8Xr8Y/ce87ncz7nBEPuK5/P+zNp0iSio6PZuXMnmZmZ/Of//J8BeOONN5g3bx5Wq7XNmjV1dXXs3r2b+vp6UlNTiYqKIiUlhfz8fL744gvsdjtOp5NRo0bRv39/s9bO0KFDyc7OJjk52awlc7XvvvuO06dPU1tby5gxYxg8uPnD/Y4dO8jNzcXpdOLp6cm0adPMWR/Lli1jzJgx/PDDD8TGxpKVlcWMGTPMWSLX1uBJS0ujoqICh8NBYmIijz76KC6Xi7S0NLKzs7FarVgsFhYuXMjmzZux2+2kpqZisVhYsmQJa9asYfjw4SQmJt7xvw/y0/T5hUNYDQtNrqtCE39vvHqEUnHwB7qMSODTvINM7TaIU6dOERkZic1mw8/PDzc3N2pqajhx4gT9+vVrs/+oqCiKioooKSkhNDSUzMxMmpqaAAgNDcXlcnHu3Dl69uzJhQsXqKmpISIiwlxaeL0+L1++TFhYGMePH8ff3x9/f/8Oz0a6VkfvycPDgxEjRrBx40aeeeYZc4ZVTk4OHh4exMXF8fXXX1NdXY2/vz/p6enEx8ff0aL1ISEh5OfnA1BXV8cPP/xAcnLyHbueiMjdoPBKREREbpnLtgFX9T+Bs6T5jbpyXKXf4gr5NaXVfbHZbMTGxgLNy10WLFiAxWLBZrORmpraYlnN1dqrzRIfH092djbR0dHk5OQQEBBg1p6xWCwEBgbS2NjYbs2acePGtShMXF9fz6ZNm5gzZw7+/v7U1dWxatUqoqOjzeNhYWFMnDix3WdgtVpZvHgxJSUlvP322yQnJ2OxWHjkkUfMejrHjx9n27ZtZr0bwAyWALNo8pXw6siRI4wYMQJo3u1t1KhRxMbG4nQ6+fDDDzlx4gQhISFkZ2fzyiuvYBgG9fX1WK1WUlJSSE1NZenSpbfwlZX7TW7N5RbB1RXBw3tTffwCRWlHqHQ7zorvm4iJiSE+Pp7hw4fzySefsGLFCvz9/VsUK7+Wr68v06dP56OPPsLNzY34+Hg8PDzw8vLCarUya9Ys0tLS2LFjB25ubsycORMPD4/rhle+vr7MmDGDdevWmQXbZ86c2WqW0824mXsaN24cPj4+fPDBBzidTgzDICIiggkTJhAYGMjEiRP54IMPgL8UbL+Thg4dyieffMKbb75JcHAwUVFRP6qf1NRU83tiVlYWWVlZ5uzNjRs3kpCQQEJCwu0cuohIuxReiYiIyC1x2T7HVfl6q/c/3ZCFYfyMUlsKUx5fjK+vL9A8o2Hjxo2UlpaaAdbly5fbDK/aq80SHx/Pl19+yQMPPIDFYqFfv37mzKMr9ZxupmbNhQsXKC8vZ+3atS3eLy0tJTg4GKvVesM6XFeOh4aGYrFYqKmpISAggOzsbL799lsaGhpwuVzYbLYW7a7M0AJITk4mNTWVSZMmUV1dTWlpKb1796ahoYGcnBxqa2vNcxsaGigtLaVnz544nU42bNhAbGwsffr0uaUP7XJ/83X3wsDAZS4abGZYLQQkxxCQHEOEVxCvjn3VPObl5cXixYvb7G/QoEEMGjSoxXvx8fFm7arTp09z5swZs15ct27dWLhwYat+goKCeP31v3yf8fDwYNmyZebrXr16mbWyrhYbG9siwO3Tp0+LouZJSUnm/7tXjzUwMLDde7qWYRgMHz68zRmZ0Pz/dVszn659NlcKs18xevRo889jx45tcezaAvNXLwn29vbmhRdeaHMs1/Zz9TWvHc/Vz+3aoEpLkEXkblN4JSIiIj+ay9WAq+o3bR772TQ/IsLcyb6QzZ+27SQuLo7w8HA2b95M7969zZkRq1atarOWDLRfm+VKkHX69Gni4uKIj49n9+7dWK1WM5zqaM2a5vtwERYW1uaH5oqKCtzd3W8YCLU11srKSrZu3crixYsJCQmhqKiI999/v0W7q2vRBAQE0K1bN7Kysrh8+TJJSUktlhctWrSoxXWuePnllzl//jw5OTns2rWL+fPn39FlSfLXa2JEEt+Vnmv3uAWDyZG3tgTt0KFDHD9+HJfLhaenJzNmzLil/kRE5K+ffqoRERGRH8++F1yV1znBRXx0Pg8MieDLL78EmmdeBQYGYhgG58+fp7Cw8KYva7VaiYqKYu/evcTHxxMeHk5xcTG5ubnmzKu2atZc4enpSX19vfk6Ojqa8vJysrOzzfcKCwvNWjw/Vn19PRaLBX9/f1wuF4cOHbphm8GDB3PkyBGOHj1qzsry8PAgNjaWffv2medVV1dTVVVFbW0tDoeDnj17Mn78eIKCgiguLsbT0xOHw3HL9yD3lyndkunmHYzVaP0xwWIY+Lh58rOYtmcYddSoUaN46aWXePnll1m4cCGRkZG31J+IiPz108wrERER+fGcHdtiffQjMfx+1REKCgqYMGECW7ZsYe/evURERPzoeizx8fHk5uYSHR2NYRh0796dkpIScyv569WsiYuLY//+/axcuZLo6GhSUlKYM2cOO3bsYPv27TidTgIDA82aWD9WeHg4AwYMYMWKFfj4+HSoUHpCQgKbN2+mS5cuLXYvmzFjBtu3b+ett94CmgOtlJQUXC4XGzduxOl04nQ66dGjB7169cJqtZKcnMzKlSvx8PAw62pdcb0aNtXV1axdu1b1su5DXlYPVj64iP/8/R84W1OE1bBgAI0uJ6EeAfzr0LmEewXe62GKiMh9xnBd2QroJ6qqqorAwEAqKyvbrJUhIiIid46rfieuildueJ7RZT2Ge9u7j4lI5+NyuUgvy+a70rM0uVwkBfXgka4JuFms93poIiKdmjKKO0Mzr0REROTH8xwDRgC4qto5wQBrT3Dre1eHJSK3xjAMHujSkwe69LzXQxEREVHNKxEREfnxDMMDw7/1ToP/cRQwMAL+u3a/ExEREZEfTeGViIiI3BLD52cYgf8XLF1aHrB2xwheheE58t4MTERERET+KmjZoIiIiNwyw/tp8JoODd+CswysEeA+FKONHctERERERG6GwisRERG5LQzDDTwfudfDEBEREZG/Mvp1qIiIiIiIiIiIdFoKr0REREREREREpNNSeCUiIiIiIiIiIp2WwisREREREREREem0FF6JiIiIiIiIiEinpfBKREREREREREQ6LYVXIiIiIiIiIiLSaSm8EhERERERERGRTsvtXg9ARERE5KfM6XSyd+9ejh8/jsViwWKx0L17dyZOnIiXl1e77ZqamtixYwfZ2dlYLBacTidDhgzh4YcfvuUx5eTk8O///u889dRTJCcnk56eTnp6OgCVlZW4ubnh6+sLwOTJk4mLizPbFhQU8M033/DMM8/c8jhuxe7du+nSpQtJSUn3dBwiIiJy7xkul8t1rwdxK6qqqggMDKSyspKAgIB7PRwRERG5z6xbtw6bzcZTTz2Ft7c3LpeLkydP0q1bN4KDg9ttt3//fi5evMjPfvYzLBYLjY2NlJWVERYWdstj+vzzz6mpqcHpdDJv3rwWx9avX09ERATDhw+/5et0Nk6nE4tFCwtEROTeUUZxZ2jmlYiIiMhNOp5fSObFIuqrqzid/j3L/sd/x9vbGwDDMOjfvz8ANTU1fPrpp9jtdhobG4mLi2Pq1KkYhkFVVRW+vr5m2OLm5mYGV9drl5GRQWZmJj4+Ply+fBk3NzeeeeYZMyirr6/nzJkzvPrqq6xcuZKysjJCQkI6fG+5ubls27aNpUuXUltby+eff051dTWGYRAZGcmTTz7Zqs2OHTvIzc3F6XTi6enJtGnTCA0NbXXenj17KC4uxuFwUFpaSpcuXZgwYQLbt2+noqKCyMhIZsyYgWEYLUK2pqYmdu3axdmzZzEMA39/f5577jkyMjLIyMjA29ub0tJSpk2bht1uZ9euXTidTry8vEhJSaFr16439fUVERGRzkXhlYiIiEgH5ZVV8KuPt3Ci4DIGUF9ciC3vHPUbdvGPT03C38uzxfleXl48++yzeHh44HQ6+eijjzhx4gQDBgxgyJAhfPDBB+Tk5NCjRw/i4+Pp168fFovluu0A8vPzWbp0KcHBwXzxxRfs27ePadOmAXDs2DF69eqFn58fSUlJHDlyhPHjx/+o+83MzCQoKIi5c+cCYLPZ2jzvkUceYdKkSQAcP36cbdu28dxzz7V5bkFBAUuWLMHLy4s1a9awceNG5s6di7u7O2+//TY//PADffr0adHm66+/prS0lCVLluDm5kZtba15LD8/nxdffJHQ0FBqa2t58803mTdvHuHh4WRmZvLJJ5/w8ssvYxjGj3oGIiIicu8pvBIRERHpgJKaWp5952Mq6poDnCt1F1zAl6fOsbjqcz5YNAs361+WrblcLnbu3EleXh4AtbW1hIWFMWDAAMLCwvhP/+k/kZeXx4ULF9i9ezdHjx5lzpw5120HEB0dbc60ioqK4tChQ+Y1Dx8+zIQJEwAYPHgwf/zjHxk3btyPWk4XFRXFwYMH2b59OzExMfTq1avN87Kzs/n2229paGjA5XK1G3IB9OzZ05ylFhkZiZubG56ezaFfREQEZWVlrdqcOXOGiRMn4ubW/KPrlXpd0PwsrszyunjxIuHh4YSHhwOQlJTE1q1bqa6u1tINERGRnzCFVyIiIiIdsPbgUcprbTivKhfq5udPk60OR4OdoxcL+epMDuP79jSPHzhwgNraWhYvXoybmxvbt2+nsbHRPG61WomLiyMuLo4hQ4bwL//yL9hsNr777rvrtrsS4gBmsXeAwsJCioqK2LhxoznTqK6ujrNnz7aazdQR0dHRLF26lOzsbE6dOsXu3bt58cUXWwRhlZWVbN26lcWLFxMSEkJRURHvv/9+u31eO/b27qWjPDw8bup8ERER+elRRUsRERGRDlh/5ESL4ArA6u2LZ2g4NWdOYDQ1sjHjlFmwvby8HJvNhp+fH25ubtTU1HDixAmz7fnz56murjZfFxQU4O3tjZeX13XbXc/hw4cZMWIEv/zlL3nttdd47bXXmDJlCocPH/5R91xeXo6Hhwf9+/fnscceo7S0lIaGhhbn1NfXY7FY8Pf3x+VytZgFdrskJCRw8OBBM8C7etng1aKioigqKuLy5ctA8xJGf39//P39b/uYRERE5O7RzCsRERGRDqioq2/zfb8+A6jLO0fp4QPszz3FitJcYmJiiI+PZ/jw4XzyySesWLECf39/4uPjzXaVlZVs27aNxsZGrFYrHh4e/PznP8cwjOu2a09jYyPHjh1rtbtg//792bFjBzU1Nfj5+d3UPefm5nLgwAFzRtTEiRPx8vJqcU54eDgDBgxgxYoV+Pj4kJiYeFPX6IiRI0eya9cuVq1ahdVqxd/fnzlz5rQ6z9fXlxkzZrBu3TqzYPvMmTMxDIOCggJ2795tttu9ezf+/v4MGzYMgNTUVObMmaOgS0REpBMyXK5rfoX4E6NtKEVERORumPrGGs6XlNPeD05Wi0FKUiL/d8aUuzouERER6TyUUdwZWjYoIiIi0gGzhg287vEmp4sZQwfcpdGIiIiI3D8UXomIiIh0wMwHkugdHor1PwqhX80Apg7ow7CY7nd/YCIiIiJ/5RReiYiIiHSAj4c7f1z4DNOS++J21W57vp4evDjmIX77s6nmDn8iIiIicvuo5pWIiIjITSqvtZFVVIzVYmFg9wi83LUHjoiIiCijuFP0k5aIiIjITQr29WZ4fI97PQwRERGR+4KWDYqIiIiIiIiISKel8EpERERERERERDothVciIiIiIiIiItJpKbwSEREREREREZFOS+GViIiIiIiIiIh0WgqvRERERERERESk01J4JSIiIiIiIiIinZbCKxERERERERER6bQUXomIiIiIiIiISKel8EpERERERERERDothVciIiIiIiIiItJpKbwSEREREREREZFOS+GViIiIiIiIiIh0WgqvRERERERERESk03K71wMQkfvb0aNHqa2tZcSIEQAUFxezY8cOSkpKAOjatSuTJk0iNDT0lq+1fPlynn76aXr06AHAxo0byc7O5rXXXgPA6XTyf//v/2Xp0qWEhIS02UdFRQVnz55l2LBhtzweAJfLxf79+zly5Ij53pAhQ3j44YcxDOOW+1+zZg0VFRV4eXnhcDjo3bs3kydPxjAMqqur+fOf/8yCBQtu+ToiIiIiIiJ3isIrEbmnvvnmG5544gkAqqurWbNmDVOmTGHgwIEAHDt2jDVr1rB06VL8/Pw63K/L5QJoEQDFxcWRm5trhld5eXl4e3tTUVFBUFAQ+fn5eHt7txtcQXN4lZ6e/qPCK6fTicXScsLrl19+yfnz51mwYAE+Pj7U1dXx0UcfUV9fz6OPPnrL/QNMmTKFxMRE7HY7qampREdH079/f/z9/RVciYiIiIhIp6fwSkTuuiqHjTJ7NUEevjidTvz9/QH47rvviI2NNYMrgIEDB3L69Gm+++47xo0bx/r164mIiGD48OEA7NixAw8PD8aOHcuePXsoKiqioaGBqqoq5s6dS0BAgNlXbGwsR48eZfTo0VRWVuLl5UXPnj3Jzc1l0KBB5ObmEhcXh9PpZO3atdhsNhwOBxEREUybNg0PDw82b95MRUUFqampBAYG8vOf/5zS0lK2bdtGbW0tTU1NDB06lAcffBCAZcuWMWbMGH744QdiY2OZNGmSOZ6GhgYOHDjAiy++iI+PDwA+Pj5MmzaNVatWMXLkSOrq6khNTeX111832/z6179m2bJlN+z/Wp6ennTr1o2KigoA8z6u9H369Gm++OILrFYrvXr14siRIyxZsoSgoKBb+GqLiIiIiIjcGoVXInLX5NRcZuWZHey9fAonLgzg4eF9KHBVE0AAly5dIj4+vlW7qKgosrOzO3SNixcv8uKLL7Y5SysuLo7NmzfT1NREbm4usbGxxMTEcPToUTO8SkpKwjAMZsyYgY+PDy6Xiy1btnDo0CFGjhxJSkoK27ZtY+nSpUDzbKfPPvuMp59+mtDQUBwOB++++y7du3ene/fuAFgsFpYsWdJqPMXFxVitVrp27dri/a5du2K1WikuLsbX1/eG99xe/9eqrq6mqKiIsWPHtjpWW1vLhg0bWLhwIaGhoRw5coS6urob9ikiIiIiInKnKbwSkbvibHUhiw6uwu504KR5SZ8LOFj6A+ll2bz1wMLbcp3evXu3u7wwICAAf39/Ll68SG5uLv379yc6OtoMtC5cuMD06dMBOHjwIGfOnMHpdGK324mOjm6zz9LSUi5fvsynn35qvme32ykuLjbDq8GDB7c73ttR1+p6/QNs27aNL7/8kpKSEh588MFWYRk0h37h4eFmbbFBgwaxefPmWx6biIiIiIjIrVJ4JSJ3xW9OrKO+qcEMrq5wulw0upr4P8c+46WIZC5evNiq7cWLF4mMjASaZxk5nU7zWGNjIx4eHubrq//clit1r/Ly8pg6dSru7u74+vpy/Phx/Pz8CAwMJDMzk5ycHObPn4+npyfffvstOTk5bfbncrnw9vY2Z2K1pb0xde3alcbGRoqLi1sESsXFxTQ1NdG1a1fq6+tb3W9H+7/iSs2roqIiVq9eTc+ePendu/d124iIiIiIiHQWrSv7iojcZjk1lzlWcaFVcHWFExd5dSV49gojJyeHY8eOmceOHTtGbm4uDzzwAAAhISHk5+cDUFdXxw8//HBTY4mNjSUzMxNvb28z9ImNjWXv3r3ExcUBYLPZ8PHxwdPTE7vdTkZGhtne09OT+vp683VoaCienp4tdgssKyvDZrPdcCweHh489NBDbNq0yVyiV1dXx6ZNm3j44Yfx8PAwZ5EVFxcDzbsz/ljh4eE8+uij7Nq1yyxof0VUVBRFRUXmLo+ZmZk0NTX96GvJ/SU9PZ3Kysp7PQwRERER+SulmVcicsfl1ZZ06Lwyq5158+axY8cOvvzyS6A5HJo3b55Z1H3o0KF88sknvPnmmwQHBxMVFXVTY4mNjaW0tJSRI0ea78XExPD1118zbtw4AJKTk8nKyuL3v/89vr6+9OjRw/xgHh4eTlhYGG+99RbBwcH8/Oc/59lnn2Xbtm0cPHgQp9OJj48PM2bMwNvb+4bjmTBhAt988w3vvfcehmHgcrkYMmQII0aMAJpnmk2dOpUPP/wQb29v+vXrd1P3e61hw4Zx6NAhTp06Rbdu3cz3fX19mT59Oh999BFubm7Ex8fj4eGBl5cXALt378bf39/cZTE1NZU5c+bg7+9PVlYWWVlZ5pLL22358uVYrVbc3d1pbGwkMjLSLKB/p11b1P6nora2lp07d3L+/Hk8PT0xDIN+/foxatSo236tzMxMLl++/KN24BQRERER6QjDde2v339iqqqqCAwMpLKyssWuYiLSeaSXnuPl79674Xm/GfRzxkcMvOF5cmfY7XY8PT2Bv+w8+Oqrr97jUTWHV7NnzyYiIgKXy8WHH35I7969zR0dO+LKP3U3W2PspxheORwOVq1axYABAxg9ejQWiwWHw8H3339v7tJ5u7hcLg4fPsyQIUNuS/02ERERkZ86ZRR3hmZeicgdNyg4liB3Hyoc7e9e52VxZ3hon7s4KrnWoUOHOH78OC6XC09PT2bMmHHXx+ByuSi37aSw6n1qGzIAK8U1wdTa+wMRNDU14XA4zFltRUVFbNmyBYfDQWNjIwMHDmT06NEA7Nmzh6KiIhoaGqiqqmLu3LkUFhayZ88empqaMAyDlJQUoqKiyM/P54svvsBut+N0Ohk1ahT9+/dvNb6zZ8+ya9cunE4nXl5epKSk0LVrV3Jzc9m6dSsxMTHk5eXhdDp56qmn6NatG06nk7Vr12Kz2XA4HERERLQ7c6ympoa0tDQqKipwOBwkJiby6KOPAs0hXnJyMufOnaOmpoYhQ4aY93q1Y8eO4enp2WJXSXd3dzO4amhoIC0tzVx+269fP/PcNWvWEBkZSUFBARUVFSQnJxMdHc3XX39NVVUVDz30EA8//LA5ntmzZzN06FAA3n77bSZNmkRsbOzNftlFRERERK5L4ZWI3HFuFitLek/gtyc3tnvO8/Gj8XVrnvXjdDrZu3cvx48fx2KxYLFY6N69OxMnTqSsrIxvvvmGZ555hvr6etLT01ssAdy4cSMDBw4061f9FGRkZBAVFWXu9JeVlUVOTg5Tpkxpt011dTV//vOfWbBgwY++7rXPb9SoUXdkWVlHuVwuzpf/A0XVqwEr0Fxzq66hkLfWzCYiaAZNtngiIyPNYCkoKIjnn38eNzc3HA4H7733HvHx8eZy0osXL/Liiy/i5+dHaWkpGzZsYP78+YSGhppBWH19PZs2bTKXQdbV1bFq1apWO0zW1tby2WefMW/ePMLDw8nMzOSTTz7h5ZdfBqCkpITp06fz+OOPk56ezq5du5g7dy6GYTBjxgx8fHxwuVxs2bKFQ4cOtfh7e8W6desYNWoUsbGxOJ1OPvzwQ06cOGHeb319PYsWLaKuro433niDQYMGtfqN3qVLl667nParr76isbGRl156CYfDwerVqwkNDWXAgAEAVFZW8sILL2C321m+fDn19fXMnz+f6upq3nzzTQYPHmwuJxURERERuRsUXonIXTEj+iFqHPWsOvsFTpcLq2HB6WreRW9O3CgW9BxnnrthwwZsNhsLFy7E29sbl8vFyZMnsdlsdOvWjWeeeQZo/iC/b9++FiHAnaq7dKc4nU4yMjLw8vIyw6uEhAQSEhKu287f3/+Wgito+/ndSxW2L/4juIIrwVUzJ+Mf86VL2JcMjPgf7NyWwc6dO5k8eTKNjY1s2bKFwsJCDMOgqqqKwsJCM7zp3bu3WfT+3Llz9OrVy3zOVqsVq9XKDz/8QHl5OWvXrm0xntLSUoKDg83XFy9eJDw8nPDwcACSkpLYunUr1dXVQPNmAleuGxUVxf79+822Bw8e5MyZMzidTux2e6tgDJpnROXk5FBbW9vivdLSUvP1wIHNy2p9fHwIDg6moqLipqejZ2dnM3nyZAzDwMPDg+TkZLKzs83wql+/flgsFry9vQkODqZPnz4YhkFAQAA+Pj5UVFQQERFxU9cUEREREbkVCq9E5Iaampr48ssvOXXqlDkTasSIEQwaNAiA3Nxctm3bxtKlS9vtwzAM5vUcyxPRw9hRkEmRvZIuHn5MjEyiq4cF6tbibPiWsnIbJzLK+eV/fdNcGmYYhjnz5Oprbd68GbvdTmpqKhaLhSVLlrBmzRqGDx9OYmIiv/71r2lsbCQsLIza2lq6dOnCvHnzOrw06+DBg0ycOJFZs2a1up8ry8QiIyO5dOkSVquVJ554goiICGpqavj000+x2+0UFBRQVVXF7373OwzDICMjg4yMDLy9vSktLaV///4UFBTw3nvvUVZWxuuvv05tbS2nT59m9uzZABw5coRvv/2W/fv309DQwMqVKzEMo0UtpmXLljF69GjOnDmDw+FgzJgxJCUlAfDZZ59RWlpKU1MTAQEBPPHEE/j5+bX5/O6lwqo1XD3jqi0ldR/Rr9/T7Nixg8mTJ7Nr1y58fHxYunQpFouFjz/+mMbGRvP8jhR1d7lchIWFsXDhwlbHKioqOjx+N7e//JNqsVhwOpvD2WPHjpGTk8P8+fPx9PTk22+/JScnp91+Fi1a1KKvjlzjapGRkXz//fcdHve1taquvUZ717z2+lc/dxERERGR20nhlYjc0Pr162lsbGTp0qV4eHhQUVHBBx98gNPpZMiQITfVV7CHH7NiR5ivXQ2HcRUvBlcNAJcu2An2seFdOxWX+1u43B/GYrG02VdKSgqpqanthmYjRoygvr6eRx55hPfff9+sD9SRpVkLFizg2Wef5Y033qCqqqrN2S2XL19mypQpPPXUU5w4cYJPP/2UV155BS8vL5599lk8PDw4ffo0/+///T9OnDhhzmzJz8/nxRdfNGcA5eTk0LdvX+x2O7179yYjI8O8Rm5uLl999RVPPvkktbW1uLu7U1JSQteuXdu856VLl1JeXs7bb79Njx49CAoKYsqUKfj6+gKwb98+9uzZQ0pKyg2f391W03CU6wVX0ESN/QgXcwabz85msxEaGorFYqGkpIRz584RExPTZutevXrx1VdfUVJS0mLZYHR0NOXl5WRnZxMfHw9AYWFhq2ccFRVFUVERly9fJiwsjOPHj+Pv74+/vz9lZWXtjtpms+Hj44Onpyd2u52MjAwCAwNbnefh4UFsbCz79u0za1BVV1fjcrluanbVwIED+eabb/jqq68YNWqUWbD98OHDPPTQQ8THx3P48GFiYmJwOBwcPXr0R82+CwkJIT8/n27dupGfn09JScd2FRURERERuVkKr0SklYbGQgqr11BS+zmlpRXsPuTkV7/8L7i5Nc+yCAoKYvLkyWzevNkMr5xOJ+vWrWs1C6m0tJT169fT0NCAy+UyZzk1NTXx5RfryD7+S5oaHXQJMUiZ4Au4OHqing1pJZRVzKTOeJHkwWOpqanhscceA5pnePzTP/0Tzz33HDU1Naxevdos2H3x4kWGDx9OYWEh6enpNDQ08Mc//pFHH32U+Ph40tPT+eSTT9i6dSve3t4MHDgQq9XKwYMH+e677zhy5Ai1tbUMGDCAXbt2YbfbqaiowGq1snnzZnMJV1RUFEFBQWbY0b9/fzZt2kR5eTlff/01W7dupaamhpCQECoqKigsLGTAgAFkZWVx7tw5PvvsMzw8PJg6dep1vxZnzpwhOTmZs2fPkpSUhJ+fH8eOHTNnil3tytciODiYmJgYzp8/T1BQEMeOHSMzM5PGxkYaGxvx8fG5HX9NbjsDa7vHdm2tw80NPK3ZJEQXk5KSAsDo0aNZt24dR48eJTg4+Lq1zkJCQnjyySf5/PPPaWpqwmKxkJKSQvfu3ZkzZw47duxg+/btOJ1OAgMDzZlvV/j6+jJjxgzWrVtnFmyfOXPmDXfZS05OJisri9///vf4+vrSo0cPKisr2zx3xowZbN++nbfeegtoDrRSUlJuKrxyd3dn/vz5fPHFF/zbv/0bHh4eGIZhLjkcM2YMaWlprFy5EmheJthWcfobefTRR1m3bh3p6elER0cTFhZmHktPT6e6uppx45qXA69du5Zx48bRrVs3CgoK2L17N3PmzLnpa4qIiIjI/UnhlYi0UNdwhlNFs2h0VgNNlFxuwMffTrH9t9QVbaNv+FqsFl+ioqKorKw06/O0Nwvp0KFD9OnTxywEbrPZANi/fz/urq9ZPMcXcPLV/jq+/MbGw0O9qKlxknuhgaXPh+AZ7E61K9ncyQyaC1InJSXh6+uLl5dXi4LdixYtorCwkMTERIYMGcK2bdt48cUXGT16NJcvX+aLL74gKSmJv//7v2f//v3k5eXx3HPPkZGRwZYtW+jduzcLFy40a/pcWRq1detWunTpwqxZs6itreU3v/lNm0u7MjIy+Pbbbxk3bhxPPfUUf/rTnzh27BiNjY3k5eVx7tw5xo8fz5w5czh//jyfffaZOSuqPU6nk6NHj/LCCy/g4+PDV199xYgRI67b5oq8vDy+/fZbFi1ahK+vL1lZWezevbtDbe+2IO9HKa3bxLWzr2YvvDJLyaBH8FIiA/4SekRGRpoF06919W57V/Tu3ZvevXu3ej8yMpIXXnih9ZiCgsylmdA8e6tXr16tzouNjW0xgy0sLIzXXnsNwPw72hG+vr48/fTTbR670t8V11vm6efnx5NPPtnmMQ8PD5544ok2j82bN++61/jFL35h/rlbt2688sorbfYzbNiwFq+vDqq6deum4EpEREREbkrba3FE5L7kcrn4ofglM7i66gjgorbhGBcqfttm22tnIdXU1FBVVUVMTAyHDx9m165dnDt3ztyl7PTp02Qe2U3qv5eR+u8VnMhqoKKyiZBgK1Hd3CivcOJyNYH9CwICAmhqauLQoUMAXLhwgcGDB5vLsNatW8dbb73Fu+++S11dnbl8af/+/fj4+JjLBXNyckhMTCQhIYF9+/bxwAMPkJOTQ2VlJTU1NURHR5vFva+VnZ1tfiD39fWlV69enD9/3qxddPLkSfz8/Lh8+TJRUVEEBATg6elJQkICBQUFQPMugiUlJXz55ZekpqaSlpaGzWbDarXS0NDQ5nUTEhL48ssvzYLu7u7u9OjRg5MnT7Y698pyw4qKCs6fP09MTAw2mw1PT0+8vb1pamoiPT3dPN/T0xOHw0FT0/WW6t09kQELaP671hYLVsOfrr4z7uaQRERERESkE9DMKxExVdkPUt+Y3eK9Ll2tVFU6qbc58fKG4ppPiA76r1y8eInAwEB8fX0pLi5ut89+/foRHR1NdnY2hw4d4uDBg8yZMweXy8XUCSH0jK5v1eaBwV4UXm7k3bVVWKy54LcCPz8/srKy8PX1pba2ll69epmzonbv3k1SUhJLly41l8dVVFRw9uxZ/Pz8SE1NBZrrB/Xu3dtcmvX2229z6NAhPv74Y+Lj4ztU3PsKwzAICgoiIyODtLQ0rFYrM2bMYO/evQwcOJDTp0+zYsUKKioqzNpJLpeLhISEVkvSzpw5w3vvvUdJSQlDhw5tcZ2YmBj8/f354osv2LNnD4ZhMGDAAC5fvtxqTE6nk9TUVBwOB1OnTiUoKAh/f38yMzN5883mAvjx8fHm7nje3t4kJyezcuVKPDw8WLJkyT1d7uXrOZCeof+PcyW/ojnEulIM3MBq8SMx7N9xs7auFSUiIiIiIn/dFF6JiKnWfpRrd3sLDLbSI86dr7+wMW6KD27u9VwqPsL27UfNGU3QPNsnJyeHuLg4cxZSQEAApaWlhISEkJycTPfu3XnvvfcASExM5MBhf3pEWHB3d+JwuCivbCIs1A2rxWBokhfDh/qB5zgswa/S2NjI7373O86fP2/uLAeQlJREdHQ0I0aMoKSkhOjoaGJjYwkKCuLFF1+kqKjIXD51+fJl/vCHPzB+/Hiefvpp9u3bR2hoKHPmzCEjI4OSkpJWS7NmzpxJbGws8fHxfP/994wfP57a2lrOnj1LWFgYTz31VIvz4+PjOXXqFAsWLADggw8+oHv37kyZMoXz589z4sQJM7hyuVxcunSJPn368POf/5zTp0+bS9qu7ORYU1OD0+nkT3/6kzlrzeVy8bvf/a7VEq8RI0a0qoVltVp55plnWrw3fvx488/Tp09vcexeL/cK9Z2Ov+cwims+otr+PQbuBHmPIdRvBm6Wjtd9EhERERGRvx4Kr0TEZBhW2lq2NWayD9/vr+ezP1ZjsUL3oB2MHfU0gwcPNs8JCwtrNQvJMAxOnjxJZmYmVqsVl8tlFtoeOXIkjfazvLv2dfiPetePPOBNWOjV35aaMHyaawW5ubnRv39/vvvuO1599VXzjOsV7E5MTOTo0aOkpqbSt29fxowZw8SJE/nggw8ACAgIYNq0aR16NlOnTmXLli1mIe0HHnjAXA54tSFDhnD58mVWrFiBt7c3PXr04NKlS0DzLKqJEyfy0Ucf4XQ6aWpqok+fPnTr1q3d6x49epSePXuawRVgzr46cuQII0eOZO3ateax682c+qnwdOtGVNCv7vUwRERERESkkzBcLld7BUZ+EqqqqggMDKSysvKmdmMSkdbqGk5z7NL1d79zs3RhcNQBLIb7bbmmq2YVrpp/peWMLwvgBN8lWPz/y225joiIiIiIyJ2mjOLOUMF2ETH5eCQS4PUIzUFS2yIDFt224ArA8HsRI/gd8HjoP65rBfchGEFvKrgSERERERERLRsUkZZ6hf6e00VzqXOcwJwB9R+zorr6ziIyYMltv6bhOQbDcwxXJoIahnHbryEiIiIiIiI/TQqvRKQFd2sw/SPXUV63k9LajTQ6y/Byi6Or/yz8PAbf0WBJoZWIiIiIiIhcS+GViLRiMdzp4vsYXXwfu9dDERERERERkfucal6JiIiIiIiIiEinpfBKREREREREREQ6LYVXIiIiIiIiIiLSaSm8EhERERERERGRTkvhlYiIiIiIiIiIdFoKr0REREREREREpNNSeCUiIiIiIiIiIp2W270egIiIiIhIZ7J8+XKsVivu7u40NjYSGRnJtGnT8PDwuCfjcTqd7N27l+PHj2OxWLBYLHTv3p2JEyfi5eV1T8bUEYWFhZSUlDBgwADzvdTUVObPn4+np+c9HJmIiPzUKLwSEREREbnGM888Q0REBC6Xiw8//JCMjAwefPDBVuc5nU4slju7mGHDhg3YbDYWLlyIt7c3LpeLkydPYrPZ7ml4daN7Lyws5PTp0y3Cq6VLl96NoYmIyF8ZhVciIiIicl8rraply7enuFhcib+PJ5crasxjTU1NOBwOvL29AcjIyCAjIwNvb29KS0uZNm0adrudXbt24XQ68fLyIiUlha5du5Kbm8vWrVuJiYkhLy8Pp9PJU089Rbdu3Th//jzr169nyZIleHt7s3XrVhobG5k+fXqLsZWVlXHy5El++ctfmmMwDIP+/fub53zzzTdkZGRgGAbh4eE8/vjjeHl50dDQQFpaGvn5+QD069ePsWPHArBmzRrCwsK4ePEi9fX1JCQkMGnSJAzDoKamhrS0NCoqKnA4HCQmJvLoo48CzbPS+vfvT25uLiEhIUyePJlPP/0Uu91OY2MjcXFxTJ06lbq6Onbv3k19fT2pqalERUWRkpLCsmXLeP311zlz5gzHjx/n2WefBcDlcvFv//ZvzJo1i4iICI4ePcqhQ4dwOp14eHgwdepUIiIi7sxfABER6fQUXomIiIjIfWvtrsMs/3wvThdYLQYul4tLGel8e/oCT45MorammsjIyBZhUX5+Pi+++CKhoaHU1tby5ptvMm/ePMLDw8nMzOSTTz7h5ZdfBqCkpITp06fz+OOPk56ezq5du5g7dy4xMTEMGTKE9evXk5SURF5eHosWLWo1vkuXLhESEoKPj0+b4//hhx84cuQIixYtwsvLi02bNvHFF1+QkpLCV199RWNjIy+99BIOh4PVq1cTGhpqzoQqLi5m4cKFOJ1O3n//fY4fP87AgQNZt24do0aNIjY2FqfTyYcffsiJEyfMZ2Cz2Vi0aBGGYdDY2Mizzz6Lh4cHTqeTjz76iBMnTjBgwADGjRvH6dOnmT17dqtx9+3bl23btlFTU4Ofnx+5ubl4eXkRERFBXl4ex48fZ/78+bi5uXH+/Hk+++wzXnnllVv+eouIyE+TwisRERERuS+lHTrNv376lfm6scll/rnEqzuFvvH8/16ezKZNm9i5cyeTJ08GIDo6mtDQUAAuXrxIeHg44eHhACQlJbF161aqq6sBCAkJISoqCoCoqCj2799vXmPkyJGsXbuWTZs2sXjxYtzcbv5H8+zsbAYMGGAuHxw2bBh//vOfzWOTJ0/GMAw8PDxITk42zwdITk7GarVitVpJSkoiOzubhIQEcnJyqK2tNa/R0NBAaWmp+XrQoEEYhgE0z5jauXMneXl5ANTW1hIWFtZiqWBb3N3d6du3L0ePHuWRRx4hIyODwYMHA5CVlUVhYSHvvvuueb7NZsPhcODu7n7Tz0hERH76FF6JiIiIyH3H5XKxassBDMDVxnGny8W2Q6d5edoI+vXrx44dO8zw6mYKt18dSFksFpxOp/m6oaGB8vJy3N3dqa2tpUuXLq3aR0ZGUlZWRl1dXbuzr652JVS62WPXWrRoUbth2tX3f+DAAWpra83wbfv27TQ2NnboGoMHD2bDhg088MADnDlzhilTpgDNX5tBgwYxfvz4Do9XRET+ut3Z6pIiIiIiIp1QTmEZeZcr2gyurjAMgz1Hz5GTk2POtLpWVFQURUVFXL58GYDjx4/j7++Pv7//DcewYcMGBg4cyDPPPMO6deuoq6trdU5ISAh9+/Zl48aN1NfXA5gF28vLy4mPj+fEiRPY7XYA0tPT6dmzJwDx8fEcPnwYl8tFQ0MDR48eNY8BZGZmmjW9jh07Rnx8PB4eHsTGxrJv3z7zvOrqaqqqqtq8B5vNhp+fH25ubtTU1HDixAnzmKenpznm9p4dwI4dO4iPjzdreiUkJJCZmUllZaV5vwUFBTd8niIi8tdLM69ERERE5L5T3+C47vGKc0exWN3YSj6PPTKIlJSUNs/z9fVlxowZrFu3zizYPnPmzBvOcjp06BA2m40xY8ZgGAbDhg1j3bp1PPvss63aPvHEE+zdu5d33nkHi8WCy+UiJiaG+Ph4evfuzeXLl3n33XdbFGwHGDNmDGlpaaxcuRJoLth+de2url27snr1amw2GwkJCeZSvxkzZrB9+3beeustoHmmVUpKCgEBAa3uY/jw4XzyySesWLECf39/4uPjzWNxcXHs37+flStXEh0d3eYzHDRoEDt37uS5554z34uJiWHixIl89NFHOJ1Ompqa6NOnD926dWvVfvfu3fj7+zNs2DAAUlNTmTNnDv7+/mRlZZGVldWqCL6IiPz0GC6X63q/cOr0qqqqCAwMpLKyss1/UEVERERErlVZW8+E/28VTVct42vLPy9JYfzg3ndpVHfPmjVrGD58OImJifd6KCIif1WUUdwZWjYoIiIiIvedQF8vJg9LwGppe4aUYUCwnzejk+LbPC4iIiJ3j5YNioiIiMh96bWnR3H47EWKK2pocv5lMYLVYmAYBv+4YCruVus9HOGdM2/evHs9BBERkQ7TzCsRERERuS+FBvrywX97lp+NTsbLo/l3uoYBI/rH8v5/mcXwvjH3eIQiIiICqnklIiIiIkKDo5HK2np8vDzw9fK418MREZGfKGUUd4aWDYqIiIjIfc/D3Y2uQX73ehgiIiLSBi0bFBERERERERGRTkvhlYiIiIiIiIiIdFoKr0REREREREREpNNSeCUiIiIiIiIiIp2WwisREREREREREem0FF6JiIiIiIiIiEinpfBKREREREREREQ6LYVXIiIiIiIiIiLSabnd6wEArFixgn/+53+msLCQ5ORkfv/73/Pggw/e62GJ/NWx2+3867/+K/379+eJJ564q9dev349586dw9fXl8bGRmJiYnjsscewWq23/Vq7d+8mKysLgLKyMnx8fPDy8gLgZz/7GaGhoTfs47e//S1LliwhKCjolsdz8OBBBgwYgJ+f3y33JSIiIiIicr+55+HVxx9/zK9+9StSU1N56KGHWL58OZMnTyYrK4uwsLB7PTyRvyonTpwgMjKSU6dOMXXqVDw8PO7q9R955BGGDx9OY2Mj77//Punp6Tz00EMdaut0OrFYOjZZdNy4cYwbNw6ANWvWMHz4cBITE3/0uG/VwYMHiY2NVXglIiIiIiLyI9zz8Op3v/sdixcvZv78+QCkpqayZcsWVq9ezeuvv36PRyfy0+Zyuci5UEJldT0RXQM4fPgwY8aMIT09nePHjzNkyBAAmpqa2LZtG9nZ2Xh7exMdHc2lS5eYN28eubm5bNu2jaVLlwJw+fJlPvzwQ1577TWcTidr167FZrPhcDiIiIhg2rRpNwzF3NzciI2NpbS0lOzsbL788ksaGxtpamri4YcfNse1fv16DMOgrKyM2tpaXn31VT777DNKS0tpamoiICCAJ554osOhUFlZGZs3b6a2thbDMBg7dqwZamVlZbFz506sViu9evVq0a6goIC0tDQaGhpwc3Nj8uTJ9OjRg9raWj7//HOqq6sxDIPIyEiefPLJFm2/+uorqqur+fOf/4y7uztPPvkkdXV17d6ziIiIiIiItHRPw6uGhga+//57/vZv/9Z8z2KxMGHCBA4cONBmG7vdjt1uN19XVVXd8XGK/BR9k36Ot/74FecvlgHgsNfg3nCOUY+mMGTIEPbt22cGJt9//z2lpaW8/PLLAKxdu7ZD1zAMgxkzZuDj44PL5WLLli0cOnSIkSNHXredzWbj7NmzDB8+nMjISBYsWIDFYsFms5GamkqvXr0ICAgAmoOjBQsW4OnpCcCUKVPw9fUFYN++fezZs4eUlJQOjfezzz5j8ODBDBs2jNLSUt59910iIiJwd3dn/fr1LFiwgK5du/L9999TV1cHNAd7H3/8MdOmTaNXr17k5eXxySef8Itf/ILMzEyCgoKYO3eueV/XGjNmDEeOHOGZZ54hIiLCPO969ywiIiIiIiJ/cU/Dq5KSEpqamggPD2/xfnh4OKdPn26zzW9+8xv+/u///m4MT+Qna9c3p/nfv9uMYfzlvZqKfCwWX175u49Y8Q+zKS8vp7i4mK5du5KTk0NSUpJZf2rQoEEcPny4Q9c6ePAgZ86cwel0YrfbiY6Obvfcb775hoyMDAzDoF+/fgwaNIjy8nI2btxIaWmpGeZcvnzZDHL69+9vBlcAx44dIzMzk8bGRhobG/Hx8enQOO12O5cuXWLhwoUAdOnShR49epCXl4enpyfh4eF07doVgMGDB7N161ag+fuUYRjmbKwePXrg6+tLYWEhUVFRHDx4kO3btxMTE9NqxlZ7bDbbde9ZREREOo89e/ZQVVXF9OnTAcjLy2P16tXMmzeP2NhYADZv3oyPjw+PPvroPRxpS1d+AVdRUUFMTAyPP/74j+5rz549HDp0qMXPKnPmzMHf3/+Wx9nQ0MCvf/1rli1b1upYfX09W7dupbCwEMMwcLlcjBo1ioEDB97ydUXkp+WeLxu8WX/7t3/Lr371K/N1VVXVdT8si9xvGhyN/MvbX2AALlfzey6Xk9rKSxiGQV3VJRa9dITHxiZy5MgRJk2adN3+LBYLTqfTfN3Y2Gj++dixY+Tk5DB//nw8PT359ttvycnJabevKzWvrrZ582Z69+7NzJkzMQyDVatWtbjG1UsQ8/Ly+Pbbb1m0aBG+vr5kZWWxe/fujjyWNhlXp3sdeP/a49HR0SxdupTs7GxOnTrF7t27efHFF29Ym+tG9ywiIiKdR1xcHBs2bDBf5+TkEBUVRW5urhle5eTkdHgm+N1y6dIlSktL+Zu/+ZubatdendGkpCSmTJlyu4bXIV9++SU+Pj689NJLGIaB3W6npqbmro5BRDqHexpehYaGYrVaKSoqavF+UVGRubzmWp6eni1mYYhIS/vTs6muqW/xnq26GDd3byLimouju4BpTzxF2pbPGT9+PHFxcRw7dsz8LdbRo0fNtsHBwVRWVlJbW4uvr2+LYzabDR8fHzw9PbHb7WRkZBAYGHhT47XZbAQGBmIYBufPn6ewsPC653p6euLt7U1TUxPp6ekdvo6npyeRkZEcOXKEoUOHUlZWRl5eHlOnTsXNzY2ioiJKSkoIDQ3lyJEjNDU1Ac3fp1wuF+fOnaNnz55cuHCBmpoaIiIiKC8vJyAggP79+9OrVy/++Z//mYaGBnNnw6uvXV//l6/JzdyziIiI3H1NTU4O783i3MmLWNwMLp6/RFVVFQEBAeTm5jJmzBi++eYbAKqrq6msrCQ6Opra2lo2b95MaWkpAA8++CDDhg0DYPny5SQlJZGTk0NlZSWjR4/GarXy/fffU1NTw4QJExgwYAAA+fn5fPHFF9jtdpxOJ6NGjaJ///5UVFSYG12dOXMGu93O1KlT6d27d4vxFxcX8/nnn1NVVUVqaioPP/wwffv2JS0tjfz8fAD69evH2LFjgeYNbsLDw8nPz8fd3Z0XXnihQ8/pevfbXs1QgPT0dPbv34+Hhwd9+/Ztt/8rExWu/OLw6s+CTqeTL774grNnzwIQGxvL5MmTqamp4e233+ZXv/qVuapg/fr1REREtPolqoj8dNzT8MrDw4OhQ4eya9cus8ix0+lk165dvPrqq/dyaCI/WZeKK7FYDJxOl/leTUU+voGRLc5zuDwICAjgzJkzDB06lKKiIlasWIG3tzfdunWjuroaAH9/fx555BHeeecd/Pz8WiyNS05OJisri9///vf4+vrSo0cPKisrb2q8EyZMYMuWLezdu5eIiAiioqLaPbdXr15kZmby5ptv4u3tTXx8vDnOjpgxYwabN2/m0KFDGIbB9OnTzbDtiSee4KOPPjILtl9Zjmi1Wpk1axZpaWns2LEDNzc3Zs6ciYeHBydOnODAgQPm7LSJEye2Cq4AHnroITZt2mQWbL/ePWdlZZGVlWUuTdi4cSMJCQkkJCRQXV3N2rVrzeL5IiIicvtlZZznH1/+d4oLyrFaLbhcLi5UnaAq+1/5p9X/lYqKCnr37k1aWhqNjY3k5uYSHR2Nm5sb69ato0uXLsyaNYva2lpWrVrV4t/6hoYGFi5cSFlZGW+99RajR49m0aJF5Ofns3btWgYMGEB9fT2bNm0yl+XV1dWxatUqc7VJfX094eHhjBs3jrNnz5KWltYqvOratSvTp09vsenOzp07aWxs5KWXXsLhcLB69WpCQ0PNwKy0tJT58+ebgc+1MjMzyc3NBSAiIoInn3ySrVu3tnm/kZGR7dYMraioYM+ePbz44ov4+/uza9eudr8WDz30EJ988gnHjx8nOjqaXr160adPH6C5ZmtBQQFLlizBYrHwpz/9iQMHDjBy5EgiIiLIysqiX79+NDQ0kJWVdcPVBiLSud3zZYO/+tWveOGFFxg2bBgPPvggy5cvp7a21tx9UERuTqCfd4vgCiCsR+ud7AL9vXjxxRfN15MmTcLT05OmpiY+//zzFoHK6NGjGT16tPn6ym/pvLy8eP755zs0rmt34buiZ8+e/OIXv+hQG6vVyjPPPNPivfHjx1/3uvPmzTP/HBIS0u54ExMTzZ0HASZOnGj+uVu3bmatrKsNHjyYwYMHX/f6AEOGDGm1m2B793wlqLriSogFzUGigisREZE7Jz+nmNeffYuGegfQPAMLwNstgPQDGfzXuf/KxBf6ARAVFcWFCxdaLB/Mzs42f77y9fWlb9++ZGdnmz9XXQmKQkJCcHNzo1+/5r66deuGzWajvr6eCxcuUF5e3moDndLSUoKDg3FzczNnK0VFRVFeXt6he8vOzmby5MkYhoGHhwfJyclkZ2ebY7q6/mlb2lo22N79uru7t1sz9NKlS/Tq1cuslzVs2DC+/vrrNq8ZFxfHL3/5S86fP8+FCxfYtGkTiYmJPP7442RnZzNo0CDc3Jo/0g4ZMoTvvvuOkSNHMmjQII4cOUK/fv04ceIEcXFxHa6TKiKd0z0Pr2bNmkVxcTH/63/9LwoLCxk0aBDbtm1rVcRdRDpm1EO9cF9lxdHY1OZxw4CY7l2Iiw5t8f4f/vAHmpqaaGxspEePHjz00EN3Y7giIiIincanq77EYW9s9YtAb7dAiurOkpF+jDFPNZdZiImJITc3l5ycnHZ/SXdtHc0rQQs01xW98towDAzDwOl04nK5CAsLa/MXZxUVFbi5uZn9Xlub9GZcO7ar64z+WNerG/pja416eHjQu3dvevfuTZ8+ffjjH//YZvH5q/u5skSyurqajIwMHnnkkQ7egYh0VtevKnyXvPrqq5w/fx673c63336rD80it8Df14vnZ7T9/9CVIu4vzR3d6geFxYsXs3TpUl599VWmT5+Ou7v7XRitiIiISOfgcrnYvf57c7bV1bysvjS5HNQ2lZGTUQI011g6fvw4NTU1dO/eHYD4+Hi+//57oLke1KlTp4iPj7+pcURHR1NeXk52drb5XmFhoVmP88eKj4/n8OHDuFwuGhoaOHr0KD179rzlPtu636trhgItaobGxcVx9uxZs/D69WqYnjt3DpvNZr4uKCggODjYvPbRo0dpamrC6XRy+PBh837c3Nzo378/e/bsoby8vMM7QotI53XPZ16JyO0375mHMQyDP3x2kAZHk1kDy9/Pi/+8ZAKPDLu1H1RERERE/to0NTqx/8dywWsZhgVvqz/2pjpwNP+Cr0uXLtjtdnr06GEut5s6dSpbtmzhrbfeAmDUqFHXrefZFm9vb+bMmcOOHTvYvn07TqeTwMBAZs+efQt3B2PGjCEtLY2VK1cCzQXb+/fvf0t9Xu9+26sZGhYWxtixY1m9evUNC7YXFRWxfft2oHlmlZ+fH08//TQAQ4cOpby8nFWrVgHNYeLVBdkHDRrEO++8w8iRI83dE3fv3o2/v79ZVD41NdWsLXZt3VER6VwMl8vluvFpnVdVVRWBgYFUVlYSEBBwr4cj0qlU19az79BZKqvriegawIhh8Xi4K7MWERERacucB/83ZZer2j1usVp4auEYFv13BRwi0jZlFHeGPsWK/BXz9/Vi6rgB93oYIiIiIj8Jj80ZwYdvbG9V8+oKZ5OTyTNV4kRE5G5TeCUiIiIicpXU1FQAmpqaKCkpMTcS6tKlCw888ADbtm27Lbu/Hj9+nP3792O32/Hw8MDf35/x48cTHh7OsmXLeP311/Hy8rrl67Rl+fLlzJ49m4iIiFbHNm7cyMCBA4mLi7ulaxw6dIiCgoJ2i5n/GGvWrKGioqLFc5kwYcJtq2n05IIx7N18hIvZxTjbqH31zNJHie6ljaVERO42hVciIiIiIle5EkxVVFSQmpraIqjKzc29Ldc4cuQI+/btY/bs2XTt2hVoLkZdXV19z3fd/jE1f5xOp1lX6E6bMmUKiYmJd6RvX38v/uXTX/D+/93EF5+n47A3AhAaGcSslyfw+HMj7sh1RUTk+hReiYiIiMh9r8xWx6cnT3Ck8BJuFoNRPWIZFdZ6VhI0BzVbtmwhLy8Pp9PJU089Rbdu3QA4e/Yse/fuxeFwYLFYmDBhQpszmPbs2UNKSooZXAFmH9cqKCggLS2NhoYG3NzcmDx5Mj169DDDtddffx2AhoYGfv3rX7Ns2TIATp8+zRdffIHVaqVXr14cOXKEJUuWEBQUBMCpU6fYvHkzNTU1DBkyhNGjRwPNs5uGDx9OYmIitbW1bN68mdLSUgAefPBBs9j18uXL6d+/P7m5uYSEhJCSksLGjRspLCzE19e3xb0VFRWxZcsWHA4HjY2NDBw40Lzenj17KC4uxuFwUF5ejp+fHzNnzsTb27tDX7vbzT/Qh1/8ZhYL//sT5OdcxsPTnehe4VitnWKjdhGR+5LCKxERERG5r+08d5ZfbNtMQ5MTcGEYBlt+OEOgC8bV1rQ6v6SkhOnTp/P444+Tnp7Orl27mDt3LuXl5ezZs4e5c+fi6elJWVkZq1ev5rXXXsPN7S8/dtfW1lJZWdmhXeiampr4+OOPmTZtGr169SIvL49PPvmEX/ziF9dtV1tby4YNG1i4cCGhoaEcOXKEurq6FufU19ezaNEi6urqeOONNxg0aFCr4sJbt26lS5cuzJo1i9raWlatWkVERIQ5dpvNxqJFizAMw9xV7tVXX8Vut/Puu++a5wUFBfH888/j5uaGw+HgvffeIz4+3jyen5/PkiVL8PHx4dNPPyU9PZ1Ro0a1eW/btm1jz5495uuZM2cSEhJyw2d5s3z9veiT1OO29ysiIjdP4ZWIiIiI3LdOlxTzStommpxOrpTovrIZd0V9PR+fOMYyu50AT0+zTUhIiBm6REVFsX//fqB51lVZWRnvv/++ea5hGFRWVtKlS5cfNb6SkhIMwzBrOvXo0QNfX18KCwuvu4vVxYsXCQ8PJzQ0FIBBgwaxefPmFucMHDgQAB8fH4KDg6moqGjVZ3Z2Ni+++CIAvr6+9O3bl+zsbPP+Bw0ahGEYAOTk5DB58mQMw8DLy4uBAwdSXl4OQGNjI1u2bKGwsBDDMKiqqqKwsNDsp1evXvj4+ADNz/Ty5cvt3tudXDbYnj179lBVVWUuqczLy2P16tXMmzeP2NhYADZv3oyPjw+PPvroTfVdX19Peno6I0eOvN3Dvq9lZGQQFRVl/j9wrbVr1zJ58uR2j4tI56LwSkRERETuW2syDuNyuWhrbzmny0W9o5H1p0/yfPJg8/2rZ1FZLBaczubC3i6Xi549ezJjxozrXtPX15eAgAAuXrxI7969b3rMV8Kiq68NzQHRzWjvPjpy7Ss8PDw6dO6uXbvw8fFh6dKlWCwWPv744xbj/TFjuZvi4uLYsGGD+TonJ4eoqChyc3PN8ConJ4eUlJSb7ru+vp59+/YpvLrNMjIy8PLyajecmjNnzl0ekYjcCoVXIiIiInLf2pl9liZXW9FVy3OuDq/a06tXL7766iuKiorMouv5+fl079691bljx45l+/btBAcHmx+uL126RF1dHT179jTPCw0NxeVyce7cOXr27MmFCxeoqakhIiLCDHyKi4vp2rUrR48eNdtFRUVRVFRESUkJoaGhZGZm0tTUdOMHco34+Hi+//57xo8fT21tLadOneKZZ55p99yMjAxiYmJoaGjg2LFj5r3bbDZCQ0OxWCyUlJRw7tw5YmJibno8d1ttYykFdSdoCmikpKKQqqoqAgICyM3NZcyYMXzzzTcAVFdXU1lZSXR0NAcOHODYsWNmEfupU6cSHR2Ny+UiLS2N7OxsrFYrFouFhQsXsnnzZux2O6mpqVgsFpYsWUJNTQ1paWlUVFTgcDhITExsc0ZXRkYGmZmZ+Pj4UFRUhJeXF9OnT2fXrl2UlJQQGBjIrFmz8PDwIDs7my+//JLGxkaampp4+OGHGTJkCADr16/HarVSVlZGVVUVYWFh/OxnP8NqtV63XXV1NevXrzefi7e3N6GhoYwdO5ampiZ2795NTk4OTU1NdOnShZSUFLy9vc3rlZeXU1ZWRlxcHMOGDWPnzp1UVlaSmJjI5MmTAa77LJYvX05ycjLnzp1rUbvt8OHDFBQUmEtMx48f3yoovt6OmyLS+Si8EhEREZH7VsMNAh0XYG/sWOgTEhLCjBkz2LRpEw6Hg6amJiIjI9uciTVkyBDc3d357LPPaGhowGKxEBISwvjx41ucZ7VamTVrFmlpaWZNqZkzZ5oznqZOncqHH36It7c3/fr1M9v5+voyffp0PvroI9zc3IiPj8fDwwMvL68O3csVU6dOZcuWLbz11lsAjBo1qt1aXaNHj2bjxo28+eab+Pr60qNHDzMwGz16NOvWrePo0aMEBwe3WcS+o66teTVixAiSkpLYvXs3/v7+ZkH51NRU5syZg7+/P1lZWWRlZXV4J0V7Uy27i/6NM1W7cdE8Cyzb4xL//m0F80f/IxUVFfTu3Zu0tDQaGxvJzc0lOjoaNzc3kpKSePjhh4Hm5Zvr16/n1VdfpbCwkOzsbF555RUMw6C+vh6r1UpKSkqrXS3XrVvHqFGjiI2Nxel08uGHH3LixAn69+/faqz5+fm8/PLLBAYG8vnnn/Phhx+ycOFC/Pz8+PDDD8nIyODBBx8kMjKSBQsWYLFYsNlspKam0qtXL3OpaGFhIfPmzcNqtfL+++9z8uRJBg4ceN12aWlpREVFMW7cOGpqakhNTTXD2P379+Pu7s7ixYsB+Oqrr/jyyy95/PHHgeYi/vPmzcMwDFasWIHNZmPu3Lk0NTXxxhtvMHjwYMLCwm74LNqq3TZkyBAyMzPNjQdE5KdP4ZWIiIiI3LcGhIXzXUE+zjZmX1l9vOkyaTzJV83MiI2NbREyhIWF8dprr5mv4+PjiY+P79C1Bw4caNadutaVHQOheRfChQsXtnne4MGDGTz4L7PCrl56Fh8fT9++fYHmnQfPnDljhldXjxlgyZIl5p9ra2vN+lN+fn7MmjWrzWtf24enp2e7s7IiIyN5+eWX2zw2duzYFq8ffPDBNs8DmDdvXrvHxo0b1+L11V+nhIQEEhIS2m17tSaXg3UX/huX68+YwRVASHcvMs/s5z3vV4iInAY0z3C7cOFCi+WDhYWF7N27F5vNZs40czgcBAcH43Q62bBhA7GxsfTp06fVMkxo3jUyJyeH2traFu9d2fHxWtHR0QQGBgLNf1ecTid+fn7m67KyMqB59tvGjRspLS01g6jLly+b4VXfvn1xd3cHoHv37ma9suu1y8nJYdKkSUDz35U+ffqY4zp9+jT19fWcOnWq+bk2NZk7XQIkJiaaswfDwsLo1asXVqsVq9VK165dKSsrIygo6IbPoiO120Tkp0/hlYiIiIjct55PHsy3+RfbPe50ufj5gKS7OKLb59ChQxw/fhyXy4Wnp+cNa3EB/P73v6dr164d2gnxr9UPVV9RVH+61fshUd5k7rzMD/5ZREQ3B2wxMTHk5uaSk5PDk08+ae4O+cILL9C9e3fsdju/+c1vaGpqwsvLi5dffpnz58+Tk5PDrl27mD9/PhaLpc1xLFq0qEUtsPZcWy+svfphmzdvpnfv3sycORPDMFi1alWH6o7dqF17XC4Xjz32WItlsD9m3HD9Z9HZ66WJyO3R9ndKEREREZH7wJSevZndv3nmhuWqWTDW//jz/x7zKPHBIfdkbLdq1KhRvPTSS7z88sssXLiQyMjIG7b5m7/5G2bPnt1uoHI/OFG5DaONj0mBYZ402JxcOlNDZeAxoHkm3vHjx6mpqaF79+5mXagrM6G+/fZbs31tbS0Oh4OePXsyfvx4goKCKC4uxtPT01xmCs1F8GNjY9m3b5/Ztrq6mqqqqlu6L5vNRmBgIIZhcP78eQoLC2+5XVxcHBkZGUBzbaozZ86YxxITEzlw4AAOhwMAh8Nx3V0k23Irz8LT05P6+vqbup6IdF6aeSUiIiIi9y3DMPjHRyfyYPco3s84zPHLRVgMg5E9Ylg0ZBiPRHf+ouJye9U4ilssF7zCYjUIjvSkqqQBa0DzMrYuXbpgt9vp0aOHueTt0Ucf5Z133sHHx4cBAwaY7auqqti4cSNOpxOn00mPHj3MpXLJycmsXLkSDw8PlixZwowZM9i+fbtZa8zDw4OUlJRbWg43YcIEtmzZwt69e4mIiOjw7LrrtZsyZQrr169nxYoV+Pv7ExUVZS5NHTlyJF999RXvvPOOuTzykUceISws7KbG/WOfxdChQ9m+fTsHDx5ss2D71dLT06murjaXnq5du5Zx48bRrVs3CgoK2L17t3YnFLnHDJfrBturdHJVVVUEBgZSWVmptc0iIiIickucLhcGtFmLSO4Pn+X9F/LrMtsMsJoZhHslMDv2zbs6rs7I4XCYOyfW1dXx7rvv8vTTT9/Xy05FlFHcGffvfGCRTmr58uXmdOzGxkb+9Kc/8cknn/yo7a3vtj179nSoBkJH7N69m8zMzNvSV0esWbOG06db17e40TEREfnrYjEMBVf3uf6BU64TXAG4GBA09a6NpzMrKyvj7bffZuXKlaxevZoHHnhAwZWI3BFaNijSSdntdv70pz/RpUsXUlJSfhI/SO/Zs4fhw4d3qLjo1ZxOZ6vaGtfuGCQiIiJyN/QOGENG+fpWuw0CGFjo4hlHYsCEezS6ziU8PLzFro4iIneKwiuRTqLB0Uit3UGT00VdXR0bN24kPj6eCRP+8sPR0aNHOXToEE6nEw8PD6ZOnUrEf2zfvX//fk6cOIHT6cTX15eUlBSCgoLYs2cPRUVF1NfXU11dTUhICE8++aS5BfYV33//PQUFBUybNo3i4mJWrFjB3Llz6dmzJ1999RUAY8aMYceOHeTm5uJ0OvH09GTatGmEhoayefNmAFavXo3FYmHu3Lm4ubmxfft2ioqKaGxsJCoqisceewyr1cqaNWsIDw8nPz8fd3d3XnjhhRbjWb9+PREREQwfPpw9e/ZQXFyMw+GgvLwcPz8/Zs6cibe3d6vnuHz5cvr160dOTg52u52hQ4fyyCOPmMdmz55tPrO3336bSZMmmVtbZ2dns3fvXurr60lISGDSpEk/idBQREREbh+r4c5T0f/E7qJ/40zVbjPAMjDo5T+KRyNew83ieY9HKSJyf1F4JXKPnSso4d20b/ni8A80OV2Un9jHl9+fZuHMaS2Cq7y8PI4fP878+fNxc3Pj/PnzfPbZZ7zyyiscO3aMkpISFi5ciMVi4ejRo2zZssUsLJmXl8dLL72En58fW7ZsYdeuXUybNq3FOOLj482dXM6dO0d0dDTZ2dn07NmTc+fOMXHiRKC50OakSZMAOH78ONu2beO5554jJSWF9PR0FixYYBbq3LRpEzExMUyfPh2Xy8WmTZs4ePCgGSaVlpYyf/58rFbrDZ9Tfn4+S5YswcfHh08//ZT09HRGjRrV5rm1tbUsWbIEm83GqlWr6NGjB9HR0Te8RnFxMQsXLsTpdPL+++9z/PhxBg4ceMN2IiIi8tfF0+rLlG5/y6iwJRTUnQBcRHj3w9+9670emojIfUnhlcg9dDS7gKXLP6OxqYkmZ/PeCY6mJrLKHPyPNz8gadBgesV0ByArK4vCwkLeffdds73NZsPhcHD69Gny8/N5++23geZleFfr3bs3fn5+QPPOKx9//HGrsQQHBwNQXl5OdnY248ePZ8eOHTQ0NFBcXEz37s3jyM7O5ttvv6WhoQGXy4XNZmv3/k6fPs2FCxc4cOBA8705HC1mMiUlJXUouALo1auXOVssKirqulstDx48GMMw8PHxoW/fvmRnZ3covEpOTjZ3CkpKSiI7O1vhlYiIyH3M160LvQNG3+thiIjc9xReidwjTqeL/7E6DUdjE85rNv30DouhsaacJf/f37Pu7X8mMDAQl8vFoEGDGD9+fKu+XC4Xo0aNYujQobc0pvj4eH744QfKysqIjY3F5XJx8uRJoqOjsVgsVFZWsnXrVhYvXkxISAhFRUW8//777fbncrmYNWsWXbp0afO4h4dHh8d2dR0ti8XSKqDriGvb3a7i8iIiIiIiInLnaLdBkXvkUFYeBaVVrYKrK7zDYihw+PDmylVUVFSQkJBAZmYmlZWVQHMwVFBQAEBiYiLp6enmLKimpiYuXbpk9vXDDz9QU1MDwOHDh4mPj2/zmvHx8ezfv9+cZRUXF8eePXvM8+vr67FYLPj7++NyuTh06FCL9p6entTX15uvExMT2bdvnxkY2Ww2ysrKbu5B/QgZGRnm9U6dOmWOPyQkhPz8fKB5GWJJSUmLdpmZmTQ1NeFwODh27Fi7z0lERERERETuHs28ErlHzhaUYjGMdsMrAJ/wGKJ69WLNmjW88MILTJw4kY8++gin00lTUxN9+vShW7duJCUlYbPZWLNmDdC8bHDw4MFERkYCEBMTw2effdaiYHtb4uLiqKysNEObnj17sn//fuLi4oDmHWUGDBjAihUr8PHxITExsUX7hx9+mD/+8Y+4u7szd+5cpkyZwhdffEFqaiqGYWCxWJg4cSIhISG3+PSuz9fXl1WrVmG323nwwQfNJYOPPvoo69atIz09nejoaMLCwlq069q1K6tXr8Zms5GQkMCAAQNa9Z2VlUVWVhbTp08HYOPGjSQkJJCQkEB1dTVr167VrjsiIiIiIiK3keFyXeeT809AVVUVgYGBVFZWEhAQcK+HI9Jhn36dya8/3HXD8z54/ef0i4n40dfZs2cP9fX1TJky5Uf38VNy7Y6CIiIiIiIid4syijtDywZF7pFRA+KwXFW8vC1dA31JiA677jkiIiIiIiIif820bFDkHgkP9mfaw/3YeOAk7U2AXPzYQ1gtt5Yxjx079pba/9S89tpr93oIIiIiIiIichtp5pXIPfS3sx9l/OBeAFgtBlaLgcViYBiw5PHhzBiVdI9HKCIiIiIiInJvaeaVyD3k4e7GbxenkHXhMmnfnaaipp5uXQJIGd6Pbl20PlpEROReWL58OVarFXd3d5qamnjggQd48MEH78i1li1bxuuvv46Xl9cd6f9e2rFjBx4eHu3OAl+7di2TJ08mNDT07g5MRER+chReiXQCCdFhqm0lIiLSiTzzzDNERERQUVHBypUriYmJITw8/F4Pq9NwOp1YfmRpgyvlEubMmXM7hyQiIn/FFF6JiIiIyH2vvqmefFsBVsNKk6vJfD8oKIjQ0FBKS0sJCgpi+/btFBUV0djYSFRUFI899hhWq5WysjI2b95MbW0thmEwduxYEhMTgebZVaNHj+bMmTM4HA7GjBlDUlLr0gClpaVs27aN2tpampqaGDp0aJszvvbs2UNRURH19fVUV1cTEhLCk08+iY+PDw0NDaSlpZGfnw9Av379GDt2LKWlpXz44Yf8zd/8DS6Xi3/5l39hyJAhjB8/nvPnz7Nnzx5eeOEF7HZ7u/e4Zs0awsPDyc/Px93dnRdeeKHFuKqrq1m/fj1VVVX4+/vj4+Njzqq6MuaGhgaqqqqYO3cuq1evZvbs2TQ0NLB582Zefvlls681a9YwfPhwEhMTOXv2LHv37sXhcGCxWJgwYQJxcXG3/kUXEZGfDIVXIiIiInLfsjfZ+fPFz/iq+GsanA0AnMv/ga6F4TwX/izFl4spKSkhPDycHTt2EBMTw/Tp03G5XGzatImDBw/yyCOP8NlnnzF48GCGDRtGaWkp7777LhEREQQFBZnXWrp0KeXl5bz99tv06NGjxTGn08lnn33G008/TWhoKA6Hg3fffZfu3bvTvXv3VuPOy8vjpZdews/Pjy1btrBr1y6mTZvGV199RWNjIy+99BIOh4PVq1cTGhrKgAEDaGxspLKyEpvNRnBwMNnZ2YwfP55z584RHx8PcN17hOaAbf78+Vit1lZjSktLo3v37sydO5eqqipSU1NbLAm8ePEiL774In5+fi3a9ejRg6amJgoKCujWrRvl5eWUlJTQp08fysvL2bNnD3PnzsXT05OysjJWr17Na6+9hpubPsqIiNwv9B1fRERERO5LDU4Hv836V87VZOPiLzv/2psaePODFezYvJ2xEWN44okn6NKlC6dPn+bChQv8wz/8A1arlREjRmAYBna7nU2bNjF+/HgAunTpQo8ePcjLyzMDqiFDhgAQHBxMTEwM58+fp6Kigr1799KlSxfq6+vZu3cvOTk5xMTEAPD999/To0ePNsOr3r17myHQ0KFD+fjjjwHIzs5m8uTJGIaBh4cHycnJZGdnM2DAAOLj48nOzubTTz9l0KBBlJaWUl9fT3Z2NlOmTAEw7/HAgQMAOBwODMMwr5uUlITVamX9+vUcO3aMV199leDgYAC2b9/OU089BUBAQAAJCQntjvlqy5Yto6qqin/4h39gwIABeHt7k5SURGZmJlu2bMHd3Z3333/fPN8wDCorK+nSpUuHvs4iIvLTp/BKROQOczqd7N27l+PHj2OxWLBYLHTv3p2JEydSVlbGN998wzPPPEN9fT3p6emMHDnSbLtx40YGDhx4R5ZHrF+/nkGDBhEbG9uh83Nzc9m2bRtLly694bmpqanMnz8fT09PDh48yIABA8wPLOnp6djtdvO3+Ne7XmNjI716Ne/IWV1dzZ///GcWLFjQofGKiNzI18X7OFtzrs1jseNjsXbxYGTiKBIDmkMYl8vFrFmzaGhonqE1YsQIhg0bht1ub9X+6sDnenx8fFi8eDFVVVU0NDTgdDrN75+3w9XjiI+P58yZMxQXFxMVFYW/vz+nTp2irKyMbt26AX+5x/aCIQ8PD/PP/v7+7Nq1i5/97Gc3vPa1ba/1t3/7t7z//vs8/vjjvPzyy6xYsYKKigpcLhc9e/ZkxowZHb5nERH566PwSkTkDtuwYQM2m42FCxfi7e2Ny+Xi5MmT2Gw2unXrxjPPPANAfX09+/btaxFeTZ8+/V4N+5ZcHXAdPHiQ2NhYM7waNmxYh/rIzc2lvr7eDK/8/f0VXInIbbX78p7rHrdg4avivSQGJNDY5CSgazc+Xr8Ze4ODyZMmsn37dqKjowkPDycwMJATJ04QHx/PhQsX2LRpE/n5+ezbt4+CggIyMjIYO3YsFRUVnD9/nilTplBRUWFeKzQ0FKvVSlFRkbkk780332TkyJEMGjSI+vp6duzYwcWLF/nhhx8oLy9n7NixvPvuu8TExJjL/iorK3n//fdZtmwZBQUFrFq1iqioKPLz8+nfvz/Z2dnU1dURHBxMly5d2LhxI5cvX+a9996jsbGRqqoq9u7dyxNPPIHFYsFms2Gz2QgJCWn1fIYOHUp6ejqXLl0iMjKSyMhIfvjhB3McmzZtwtfXl5MnT1JVVcXAgQPbfdb+/v50796dY8eO4e3tbQZdERERZGdnk52dzd69e7Hb7ZSUlDB48GCmTp3a4ZBQRER+2hReiYjcZvl1xzhc9ikXag9TW2En44Cd//lf/gFvb2+g+TfR/fv3B1rOZtq8eTN2u53U1FQsFgtLlixpUbD27bffxul0AlBbW0uXLl2YN28eNTU1pKWlUVFRgcPhIDExkUcffRRo3u49OTmZc+fOUVNTw5AhQxg9ejQAnp6e5gekw4cPc+DAAaxWK06nk+nTpxMVFdXuPVZUVJCamspDDz3EmTNnsNvtTJ06ld69ewN/2fr922+/NWdMubu78+STT3L69Gnq6+uZMmUKRUVFbNmyBYfDQWNjIwMHDmT06NEUFhaSnp6O0+kkNzeXvn37kpycTGpqKq+//vqd+cKJyH2n2F5y3eNOnBTWF/GHnen8Yef3lFRUUX3xDJU/fMfXmWeJ8Haxe/duZs+ezZAhQzhz5gwrV67k8OHDjB8/ngULFlBbW8uGDRsoKioiNTUVh8PB1KlTCQoKoqKigrq6Ot555x0sFguVlZWEh4fzzjvv4HQ6OXLkCMOHDwdg27ZtuLu789JLL/HVV1+Rl5fHhg0bOH/+PGVlZfzd3/0djY2NOJ1OEhISeOutt/jqq6+YMmWKGfzX1dVx4sQJM4iKjY3lyJEjTJ06leeeew6Xy8Xnn3/OuXPnSE1NxTAMLBYLEydObDO8cnd3Z8yYMezcuZPnn3+eYcOGcejQIVasWEFxcTEeHh5MmzaNcePG8T//5//k9OnTPP744+0+70GDBvH2228THh5OSEgIly9fxs/Pj0cffZSdO3fS0NCAYRj06dOHiooKTpw4wb59+5gzZw7+/v5kZWWRlZVl/uJn48aNJCQktFq+KCIiPz0Kr0REbqOj5evZU/QmBlZcNFF6uQaHdyXby/6eSss8Hgp9rt22KSkppKamtrssb8mSJUDz8rn333/fDKHWrVvHqFGjiI2Nxel08uGHH3LixAkzIKuvr2fRokXU1dXxxhtvMGjQIAICApg6darZ9/bt23n11Vfx9/enqamJpqam1gO4Rn19PeHh4YwbN46zZ8+SlpZmhldXjBkzhiNHjphbzkNzPZUrgoKCeP7553Fzc8PhcPDee+8RHx9PVFQUw4YNM0MuoMUMBRGR28HXzYf6hvpW7/f7efP3TwODwiI7Gz7/GgCL1Y3AmH7YK4u54Nad4Nhocs+fp66uDl9fXyZNmkRsbCz/9E//xNNPP918DV9fQkNDCQkJYdasWa2uNXPmTPP7flVVFe+99x5PPvkkkZGRrFmzxpy1eubMGRYvXmzONAoLC2PKlCk89dRTvPPOO3h4eHDy5EliYmL4+c9/zuXLl2loaGgxY9XHx4eXXnqJNWvWAM3L+AYNGmQWV4fmGlcJCQlMmzat1VjnzZvX6r1BgwZx4MABzp07h4+PD5MmTWLs2LF8/PHHPPnkkwwaNAiA5557ju+++65F29dee8388+rVq7FYLAwePJixY8fi5eVlHouPj2fBggXs2LGDvLw8SkpKqK2tJSwsrMW/mdcGVT/V2csiItKawisRkdukpD6bPUVvAuDiL+HPlSLAB0vWEOWTRHef1tujd5TdbufDDz9kzJgxxMfH09DQQE5ODrW1teY5DQ0NlJaWmq+vLNPw8fEhODiYiooKAgICWvQbHx/PunXr6NOnD7179+5QEVw3Nzf69u0LQFRUFOXl5Td9P42NjWzZsoXCwkIMw6CqqorCwsLrzvoSEbldRoQ+zJaCNJw42zzuwsXpdEubx5wuFycuVhDbK4C9e/de9zodXdoWEBBAVFQU2dnZREZGdrhNTEwMJ06c4LvvvmPcuHEdanfFjWpc3YjFYmH8+PF88cUX162heKNnsGDBghaB1bUOHDhAbW0tixcvxs3Nje3bt9PY2PijxiwiIj89bf9rLCIiNy2zYiMGLbcOD+jqSV2lgwZbEwZWMsrX/+j+nU4nf/7zn80ldFdbtGgRS5cuZenSpfziF78wZ2UBLbYSt1gs5tLDq82cOZMJEybgdDpZu3Ytx48fv+F43NzczA8j7fV7I7t27cLHx4elS5fy0ksvERsbqw8jInLXTAgbj6+bL5Y2fiS2YMG9PpCaC4HttjcMyKr2JDMzk+rqavP9+Ph4vv/+e6B5mffQoUPNsP966uvrKSgoIDQ0tNWxhIQE9u/fj8vlYuzYsYwaNco8Nnz4cHbt2kV9fb1Z+yo0NBR3d3eOHTtmnldXV9eq38TERPbt22d+D7fZbJSVlQFw6NAhvvjiixuOOzExETc3N06dOtXiGRw9epSmpiacTieHDx+mZ8+eN+yrPTabDT8/P9zc3KipqeHEiRM/ui8REfnpUXglInKbFNhOtJhxBeAb5E54vC/Hvyymwd7AJdsJs2D7tTOVPD09cTgc7S7Z27RpE4GBgS2CKQ8PD2JjY9m3b5/5XnV1NVVVVR0et9PppLy8nG7dujFixAj69etHfn5+h9vfiKenJ/X1rZflQPOHkYCAACwWCyUlJZw7d65D7UREbocgj0D+e9//RoRX87JmCxYMmkP5BP8+2NOTaWpsf8aQywWFVTYeeuihFuHV1KlTKSkp4a233uLf//3fGTVqVLszSktKSkhNTSU1NZV3332XpKSkNms0TZkyhcbGRt566y1SU1PZtWuXeSwqKgovLy8eeOCBFr9UmD17NhkZGbz11lusXLmSkydPttmvu7s7qamprFy5kj/84Q/mMu3i4mJ8fHxu8BSbTZgwocXy7qFDhxIZGcmqVatITU0lKCjIrN/1YwwfPpz8/HxWrFjB559/boZ00Pzv3pVlj9C8q+3u3bvN12vXrqWgoOBHX1tERO49LRsUEblNLO18Sx04vivn0ss58OcCvN1qqA9dYe4MVVlZaZ7n7e1NcnIyK1euxMPDw6xxBc31no4cOUJYWJj5A3q3bt2YPn06M2bMYPv27bz11ltAc6CVkpLSamlge5xOp7kjosViwcfHhyeffPJHPoXWHnroITZt2mQWbL/a6NGjWbduHUePHiU4OJi4uDjzWGJiIkePHiU1NbXN2WZXF+Ktrq5m7dq1Zu2T9PR0qqurb3r5jIjcf7p5R/Lrgf+HrOoznKs5h8Ww0j+wHz18ovmbXeuwGOU4Xa4WbcKSxph/9vP2ZMyYMYwZc9V7fn5t1re6VmxsLH/3d3/X7vGra0x5enryxBNPtHleVVUVdXV1Zn2pK0JDQ5k7d+51+/Xw8OCxxx5rs9+ioiImTJjQ5rFrv5/HxMSwbNky87XFYmHSpElMmjSpzfZXu7rd1QYNGmTeU2BgIIsXL27zPH9//xa1r67d1XbOnDk3HIOIiHRuhst1zb/GPzFVVVUEBgZSWVnZ4Q9qIiJ3woHiNXxX+iGudmqnGFhJCkphbMTf3OWRiYjIj7H525P8rzXb2z1uMQzmT36AV5545C6OqqXdu3dz5MgRHn300VbhlYiI3H3KKO4MLRsUEblNBgalYDXcgbaXmBgYJAc/eVfHJCIiP97EIX2IiwjBamn9fd1qMfD38WTm2OQ2Wt4948aN41e/+pWCKxER+aum8EpE5Dbxcw9letQ/4m54cnWAZWDBYrjxePf/RbBn9L0boIiI3BRPdzdWvfYzBsY17/xnsRhmkNU9NJD3/vNMugb63cshioiI3Be0bFBE5DazNVZyojKNvNrDgIvuPkkMCHoMX7cftw25iIjceyfPF/Lt6TyamlwMjI/kwYRoszi6iIjIFcoo7gyFVyIiIiIiIiJ3yfLly5k9ezYREREt3t+4cSMDBw5ssYFNW/bs2UN9fT1TpkxpdSw1NZX58+fj6el5W8fcURkZGZw+fZrZs2ffk+t3Bsoo7gztNigiIiIiIiJyj02fPv2W+7h65827zelse9MikdtB4ZWIiIiIiIjIHeRyVoL9a3DV4Wq8SFsLoNasWcPw4cNJTExk/fr1WK1WysrKqKqqIiwsjJ/97GdYrdYWbYqLi/nzn//MxIkT6d27N8uWLeP111/Hy8uL5cuXk5yczLlz56ipqWHIkCGMHj0agJKSEtavX4/dbic0NJSGhgYGDhzYavOHiooKUlNTef311wFoaGjg17/+NcuWLQNg2bJljBkzhh9++IHY2FjCwsKw2+386U9/oqysDB8fH5566imCgoIoKipiy5YtOBwOGhsbGThwoDmePXv2UFxcjMPhoLy8HD8/P2bOnIm3t3er51RcXMy2bduoqakB4IEHHmDYsGGUlZWxefNmamtrMQyDsWPHkpiYaI5z/PjxnD59mtraWsaMGcPgwYNxuVykpaWRnZ2N1WrFYrGwcOFC3NwUlXQ2+oqIiIiIiIiI3AEuVyOu6n+Fuj8CDc1v1pXjKj2CK/QNDPcB7bYtLCxk3rx5WK1W3n//fU6ePMnAgQPN47m5uWzZsoWnn36ayMjINvuor69n0aJF1NXV8cYbbzBo0CACAgL4/PPPeeCBBxg8eDDFxcWsWrWqRd83w2KxsGTJEqB52WBeXh5Lly6la9eufPPNN2zatIm5c+cSFBTE888/j5ubGw6Hg/fee4/4+HiioqIAyM/PZ8mSJfj4+PDpp5+Snp7OqFGjWlzL6XTy0UcfMXbsWHO8dXV1AHz22WcMHjyYYcOGUVpayrvvvktERARBQUEAWK1WFi9eTElJCW+//TbJyckUFRWRnZ3NK6+8gmEY1NfXtwoIpXNQeCUiIiIiIiJyB7iq/h5snwDXzLRynsdVNge6fIbh1qvNtn379sXd3R2A7t27U15ebh7Lycnh7NmzzJ07l8DAwHavfyXg8fHxITg4mIqKCjw9PSksLCQ5ORmArl270qNHjx99j4MHD27xOjo6mq5duwIwdOhQvvzyS5xOJ42NjWzZsoXCwkIMw6CqqorCwkIzvOrVqxc+Pj4AREVFcfny5VbXKikpMWdtXeHj44PdbufSpUssXLgQgC5dutCjRw/y8vLM8CopKQmA0NBQLBYLNTU1BAcH43Q62bBhA7GxsfTp00ebcXRSlns9ABEREREREZG/Nq7GbLB9TKvgCgAnuBpw1bzVbvurl65ZLJYWNaVCQkIwDIOLFy9edwzX66Mjrm3T2NjY6hwPD48O9bVr1y58fHxYunQpL730ErGxsS36u9WxXuvaEKqt/r28vHj55ZcZOHAgJSUlrFy5krKyslu6rtwZCq9EREREREREbjOXbRNwvSVoTVCfhstlu+m+AwMDef7559m7dy9Hjhy5qbaenp5ERESQmZkJNM9mysvLa/NcPz8/oLnOFMDRo0dv2P/FixcpKSkB4PDhw8TGxmKxWLDZbAQEBGCxWCgpKeHcuXM3NW5onjXl7u7OsWPHzPfq6urw9PQkMjLSfBZlZWXk5eURExNz3f5qa2txOBz07NmT8ePHExQUZN6rdC5aNigiIiIiIiJyuzlLgbaXoH3waTXWK1NJ/H7L4iW/vOnu/f39eeGFF/jggw9oaGjgoYce6nDbp556ig0bNrB//35CQkLo3r07Xl5erc6zWCxMnTqVDz/8EG9vb/r163fDvqOjo9m5c2eLgu0Ao0ePZt26dRw9epTg4GDi4uI6frNXjWf27NmkpaXx9ddfYxiGWbB9xowZbN68mUOHDmEYBtOnT7/ukkqAqqoqNm7ciNPpxOl00qNHD3r1al7GuXbtWsaNG0e3bt0oKChg9+7dzJkzB4Ddu3fj7+/PsGHDbvoe5McxXG1tc/ATUlVVRWBgIJWVlQQEBNzr4YiIiIiIiIjgqnkLV82/Addb/uaBEf49huF5t4YFNO8a6O7ujmEYlJeX895777F48eIbhj1yY8oo7gzNvBIRERERERG53byfgJo3rnOCFbym3/XgCuDChQvs2LEDAJfLxeTJkxVcSaemmVciIiIiIiIid4Cz+l+hdlUbR6xg+GOErsOwdr/r45I7RxnFnaGC7SIiIiIiIiJ3gOH3Kwz//wbGNbOaPB7A6PJnBVciHaRlgyIiIiIiIiJ3gGEY4LsQfOZCw2Fw2cCtJ4Zbj3s9NJGfFIVXIiIiIiIiIneQYXiA5/B7PQyRnywtGxQRERERERERkU5L4ZWIiIiIiIiIiHRaCq9ERERERERERKTTUnglIiIiIiIiIiKdlsIrERERERERERHptBReiYiIiIiIiIhIp6XwSkREREREREREOi2FVyIiIiIiIiIi0mkpvBIRERERERERkU5L4ZWIiIiIiIiIiHRaCq9ERERERERERKTTUnglIiIiIiIiIiKdlsIrERERERERERHptBReiYiIiIiIiIhIp6XwSkREREREREREOi2FVyIiIiIiIiIi0mkpvBIRERERERERkU5L4ZWIiIiIiIiIiHRaCq9ERERERERERKTTUnglIiIiIiIiIiKdlsIrERERERERERHptBReiYiIiIiIiIhIp6XwSkREREREREREOi2FVyIiIiIiIiIi0mkpvBIRERERERERkU5L4ZWIiIiIiIiIiHRaCq9ERERERERERKTTUnglIiIiIiIiIiKdlsIrERERERERERHptBReiYiIiIiIiIhIp6XwSkREREREREREOi2FVyIiIiIiIiIi0mkpvBIRERERERERkU5L4ZWIiIiIiIiIiHRaCq9ERERERERERKTTUnglIiIiIiIiIiKdlsIrERERERERERHptBReiYiIiIiIiIhIp6XwSkREREREREREOi2FVyIiIiIiIiIi0mkpvBIRERERERERkU5L4ZWIiIiIiIiIiHRaCq9ERERERERERKTTUnglIiIiIiIiIiKdlsIrERERERERERHptBReiYiIiIiItKOyspJ3332X+vr6ez0UEZH7lsIrERERERGRdhQVFfH000/j5eV1r4ciInLfUnglIiIiIiK3ZPny5fzzP/8zTU1N5ns5OTksW7aMbdu23bB9eno633zzzZ0cYpsuX77M8uXLzderV6/m2LFjAOzZs4ff/va3fPnll3zyySekpqayd+/eNvvZsWMHe/bsuSNjLCws5Pjx4y3eS01NxW6335HriYh0Rm73egAiIiIiIvLTFxgYSFZWFv369QPgyJEjdOvWrUNthw0bdieH1iGNjY3Y7Xb69u1rvpeUlMSUKVPu4aiaw6vTp08zYMAA872lS5fewxGJiNx9Cq9ERERERKTDXC4nubXfcbxiK1WOS/hYgymyVTFt+HMcOXKEfv36UV9fz8WLFxkwYAANDQ1A8/K7LVu24HA4aGxsZODAgYwePRponuVUX1/PlClTuHjxIlu2bMHlcuF0OnnggQd44IEHqK2tZfPmzZSWlgLw4IMPmqHX8uXLSU5O5ty5c9TU1DBkyBCz72vt2bOHzMxMPD096d27t/m+YRg8//zzuLnd+CNSdXU169evp6qqCn9/f3x8fAgNDW11LwCHDh2ioKCAJ598EoB9+/aRmZmJYRi4u7vzwgsvYLfb+fTTT7Hb7TQ2NhIXF8fUqVOpq6tj9+7d1NfXk5qaSlRUFCkpKSxbtozXX38dLy8vCgoKSEtLo6GhATc3NyZPnkyPHj2oqKggNTWVhx56iDNnzmC325k6dWqLexYR+alQeCUiIiIiIh3S5HKwNf//kF1zAAMLLpwYWDhdlUt3SxWO0sFUV1ebM7Aslr9UKQkKCjLDIYfDwXvvvUd8fDxRUVEtrvH1118zYsQIBg4cCIDNZgNg69atdOnShVmzZlFbW8uqVauIiIgw29fX17No0SLq6up44403GDRoEAEBAS36PnPmDCdOnODFF1/Ew8ODdevWmcesViu+vr4tzs/MzCQ3N9d8PXLkSAYMGEBaWhrdu3dn7ty5VFVVkZqaaoZX15ORkcGpU6dYsGABXl5e2Gw2rFYrXl5ePPvss3h4eOB0Ovnoo484ceIEAwYMYNy4cZw+fZrZs2e3/no0NfHxxx8zbdo0evXqRV5eHp988gm/+MUvzGcSHh7OuHHjOHv2LGlpaQqvROQnSeGViIiIiIh0yIHiNWTXHATAhbPFfyvsF7F0N8jIyOD06dM8/fTTZv0oaF6Wt2XLFgoLCzEMg6qqKgoLC1uFV3Fxcezdu5eysjLi4uLo0aMHANnZ2bz44osA+Pr60rdvX7Kzs832V8IuHx8fgoODqaioaBVe5eTk0L9/fzw9PQEYOnQoeXl57d5ve8sGc3JymDRpEgABAQEkJCR05PFx5swZhg0bZhZ/9/b2BppDqJ07d5pjqa2tJSwsrMVSwbaUlJRgGAa9evUCoEePHvj6+lJYWEhAQABubm7mMsioqCjKy8s7NE4Rkc5G4ZWIiIiIiNyQw2kjs3wj4GrzuAsn1tiL7N65jejwXnTp0qXF8V27duHj48PSpUuxWCx8/PHHNDY2tupn+PDhJCQkkJ2dza5duwgLC+Pxxx9vdZ5hGC1eX73cz2Kx4HQ6b3hP1/bxY13dz7XXbuser3XgwAFqa2tZvHgxbm5ubN++vUPtbjQWNzc383VHn4mISGek3QZFREREROSGLtefxeGyXfccL193Eh4OZcKECa2O2Ww2AgICsFgslJSUcO7cuTb7KCkpITg4mKFDhzJq1CguXrwIQHx8PN9//z3QPDPp1KlTxMfH39Q9xMfHc/LkSex2Oy6Xy+zvZsXHx3PkyBEAc5nkFSEhIRQUFOB0OnE4HJw8edI8lpCQQHp6OvX19UDzsj6n04nNZsPPzw83Nzdqamo4ceKE2cbT09M8/1qhoaG4XC7zWV64cIGamhoiIiJ+1H2JiHRWmnklIiIiIiId0PaMq2slJsURHRzd6v3Ro0ezbt06jh49SnBwMHFxcW22P3ToEDk5OVitViwWi7k8b+rUqWzZsoW33noLgFGjRrVacngj///27jw+qvru+//7zGTfSUI2EkJCkH3fC6jILghqytIiiguCpfWyy3Vf9v61vbS9rV3uuzdXKzUoKr3qigsRDJtAEJGtWCLIJmQBAiQh+0IySWbO74/cTIlZCArMQV/PxyMPM3O+55zPnByT4T3fpUePHjp79qxWrFjRYsL21nx5zqtu3bpp6tSpmjp1qtLT07V8+XIFBwc3ey29e/fW4cOHtXz5coWEhCg2NlYNDQ2SpIEDB6qqqkovvfSSbDabfHx8dP/992vUqFFavXq1+3iXh3JJSUnatWuXnn/+eSUkJGjGjBnubXa7XXPnztWGDRu0efNmeXl5ac6cOfLx8dHFixfbfW1r165Vz5491bNnT1VVVem1115zr2K4f/9+VVVVafz48R2+tgBwPRmmaXbsr5BFVVZWKjQ0VBUVFS3GtAMAAAC4NhzOar14cracZkO77b7X7XlF+TEpOIBvJzKK64NhgwAAAACuyNcepD4hU2S08U8IQ3bF+PUmuAIAXHOEVwAAAAA6ZGz0YkX7XVpZ7/LJzg0FeoVrWpdfeKIsAMA3HHNeAQAAAOgQH5u/Urv+Hx2r3KJD5R+osqFQ/vZQ9Qmdon5hd8rPHuzpEgEA30CEVwAAAAA6zMvmo35hd6pf2J2eLgUA8C3BsEEAAAAAAABYFuEVAAAAAAAALIvwCgAAAAAAAJZFeAUAAAAAAADLIrwCAAAAAACAZRFeAQAAAAAAwLIIrwAAAAAAAGBZhFcAAAAAAACwLMIrAAAAAAAAWJZHw6tu3brJMIxmX7/73e88WRIAAAAAAAAsxMvTBfz617/WokWL3I+Dg4M9WA0AAAAAAACsxOPhVXBwsGJiYjxdBgAAAAAAACzI43Ne/e53v1NERIQGDx6sP/7xj2psbGy3vcPhUGVlZbMvAAAAAAAAfDN5tOfV448/riFDhig8PFy7du3Sz3/+c50/f15/+tOf2tzn2Wef1dNPP30DqwQAAAAAAICnGKZpmtfygE8++aR+//vft9vm6NGj6tWrV4vnX375ZS1evFjV1dXy9fVtdV+HwyGHw+F+XFlZqYSEBFVUVCgkJOTrFQ8AAAAAAPAVVVZWKjQ0lIziGrvm4dWFCxdUUlLSbpvk5GT5+Pi0eP7w4cPq16+fjh07pp49e3bofNwYAAAAAADACsgoro9rPmywc+fO6ty581faNysrSzabTVFRUde4KgAAAAAAANyMPDbn1e7du7V3716NHz9ewcHB2r17t3784x/rvvvuU6dOnTxVFgAAlrFs2TLZ7XZ5e3ursbFRsbGxuuuuu1rtvXytlZeXKy0tTU8++eR1P5ckpaenKzs7W4GBge7nRo4cqcGDB9+Q8587d06ffPKJZs+efUPOBwAAgI7zWHjl6+urN998U0899ZQcDoeSkpL04x//WD/5yU88VRIAAJYze/ZsxcTEyDRNvf7668rKytKIESM6vP+l2QEMw7heJV4zY8aM0ahRo67LsV0ul2y2thdZjouLI7gCAACwKI+FV0OGDNGePXs8dXoAACzJNGslV7lkNJ8jwel0qqGhQf7+/pKkwsJCZWRkqKGhQY2Njerfv79uvfVWSdL27dtVWFio+vp6VVZWasGCBSooKND27dvldDplGIZmzJih+Ph4nT17Vlu2bJHD4ZDL5dK4cePUt2/fFnWdPHlSW7dulcvlkp+fn2bMmKHOnTsrLy9P69evV2Jiok6fPi2Xy6V77rlHcXFxcrlceu2111RbW6uGhgbFxMR8pZ5jq1atUlxcnPLz81VVVaXu3btrxowZkpoWctm0aZMKCwvV2Nio+Ph43XnnnbLb7Vq1apWio6N19uxZeXt767777tPGjRuVk5Mjf39/JSQk6Pz581q4cKHy8vK0ceNGLVmy5JrVDQAAgGvDY+EVAAD4F7PxjMzq56S6dZIaJdlkXuys1W+WyMevi8rLyxUbG+sOlsLCwnT//ffLy8tLDQ0Neumll5ScnKz4+HhJUn5+vhYvXqygoCCVlJTo/fff14MPPqjIyEh3EFZXV6d169Zp/vz5Cg4O1sWLF7VixQolJCQ0q62mpkbvvvuuFi5cqOjoaB08eFCrV6/WD37wA0lScXGxZs6cqenTp2v//v3aunWrFixYIMMwlJqaqoCAAJmmqYyMDO3bt09jx45t9Rp88sknysrKcj+eNm2aEhMTJUmlpaVauHChnE6nli9frjNnzighIUGbN29WYmKiZs6cKdM0tW7dOu3Zs0djxoyRJJWUlOjBBx+U3W7Xvn37VFJS4q77tddea7WOq60bAAAA1xfhFQAAHmY25sksmSOZVZKc/+9Zl9T4hb57R7Fie70p06u/1q1bpw8//FBTpkxRY2OjMjIyVFBQIMMwVFlZqYKCAnd41aNHDwUFBUmSsrOzlZKSosjISEmS3W6X3W7XiRMnVFZW1iLEKSkpaTb/ZH5+vqKjoxUdHS1JGjBggNavX6+qqipJUnh4uPu88fHx2rVrl3vfPXv26IsvvpDL5ZLD4WgRjF2uvWGD/fr1k81mk81mU0xMjMrKypSQkKBjx47pzJkz2r17tySpoaGh2RDJAQMGyG63S5Jyc3ObPR40aJD++c9/tnq+q6kbAAAA1xfhFQAAHmZW/upLwdUlLkkNMiv+h4zIjerTp482b96sKVOmaOvWrQoICNCSJUtks9n01ltvqbGx0b1nR4a4maapqKgoPfzwwy22lZeXd7h+L69/vZ2w2WxyuVySpEOHDik3N1cPPvigfH19tXfvXuXm5nb4uB05h2mamjt3riIiIlrd76sM9buWdQMAAODra3vmUgAAcN2Zjael+j1qGVxd4pKcuVLDp8rNzXX3nqqtrVVISIhsNpuKi4uVnZ3d5jlSUlJ08uRJFRcXS2qaP6uurk4JCQkqKytTTk6Ou21BQYGczua1xMfHq7CwUEVFRZKkzz//XMHBwQoODm73tdXW1iogIEC+vr5yOBzNhgReK7169dLOnTvdYVZtba1KS0tbbZuUlKRDhw7J6XTK6XTqs88+81jdAAAA6Dh6XgEA4EmNbYdOkvTOump5eUmm718V1nmCe6LyW2+9VWvWrNFnn32mTp06KSkpqc1jhIeH6+6779Z7770np9Mpm82mGTNmqEuXLpo/f742b96sTZs2yeVyKTQ0VPPmzWu2f2BgoFJTU7VmzRr3hO1z5sy54gqGAwcO1PHjx/WXv/xFgYGB6tq1qyoqKtps/+U5r/r37++eu6otU6dO1ZYtW5SWlibDMGSz2TRp0iSFh4e3aDt06FAVFhZq+fLl8vf3V1xcnHvo49XUnZaW5p4n7Pjx4zp+/LhmzpwpSVq7dq169uypnj17tls3AAAAOs4wL62hfZOqrKxUaGioKioqFBIScuUdAACwELN+n8zS+67Yzgj9PzL877oBFX2zORwO+fr6yul06r333lNsbCwTsQMAgGuGjOL6oOcVAACe5D1IMjpJZlk7jXwk31tvVEXfaP/93/8tp9OpxsZGde3aVSNHjvR0SQAAALgCwisAADzIMHykoB/IrHqmrRZSwP0ybKE3tK5vqkWLFnm6BAAAAFwlJmwHAMDTAu6XApeq6c+yTU2fLdmbtvnPlRH8U8/VBgAAAHgYPa8AAPAwwzBkBP+bzIC5Uu37Ml3nZdgiJL+ZMrwSPV0eAAAA4FGEVwAAWIRhj5GCFqv9NfwAAACAbxeGDQIAAAAAAMCyCK8AAAAAAABgWYRXAAAAAAAAsCzCKwAAAAAAAFgW4RUAAAAAAAAsi/AKAAAAAAAAlkV4BQAAAAAAAMsivAIAAAAAAIBlEV4BAAAAAADAsgivAAAAAAAAYFmEVwAAAAAAALAswisAAAAAAABYFuEVAAAAAAAALIvwCgAAAAAAAJZFeAUAAAAAAADLIrwCAAAAAACAZRFeAQAAAAAAwLIIrwAAAAAAAGBZhFcAAAAAAACwLMIrAAAAAAAAWBbhFQAAAAAAACyL8AoAAAAAAACWRXgFAAAAAAAAy/LydAFosmzZMtntdnl7e7ufu+eeexQdHX1dzrdv3z6dO3dOd99991Xtd3mdTqdTw4cP14gRI67qGOfOndMnn3yi2bNnX9V+l3vhhRc0efJkdevW7Yr1zps3TzExMVq7dq369++vpKSkr3xeAAC+irS0NEmS0+lUcXGx++97RESEhg8fro0bN2rJkiVf6xzp6emKiYnRqFGjvtL+27dvV11dnaZOnfq16rhaq1at0qhRo9SrV6+vtH9WVpbi4+MVGRnZYttrr72mqqoqSVJBQYGioqJks9nk4+Ojhx566GvVDQAAbhzCKwuZPXu2YmJiPF3GFV2qs7y8XM8//7wSExM7HLK5XC7FxcV9reDqq5o5c+YNPycAAJLcwVR5ebnS0tKaBVV5eXkequqbISsrS35+fq2GV/Pnz3d//9RTT+mhhx6Sn5/fjSwPAABcA4RXHlRaUKaP392r6rIanTieLccsR6vt3n33XZWUlMjpdCokJESzZs1SUFCQ+w3wk08+KUmqr6/Xb3/7Wz311FMtjuFwOLR27VoVFBQoMDBQnTt3brZ9165dOnz4sFwulwIDAzVjxgyFhYW1W39YWJgiIyNVUlKinJwcHTp0SC6XSzabTdOmTVNCQoKkpt5Pffv2VV5ensLDwzV06FD3J8w1NTV67733VFVVJcMwFBsb22pvsDNnzigjI8MdfrlcLve26upqbdiwQeXl5WpoaFCvXr10xx13tDjGpU92Y2Nj9cILL+gnP/mJ7Ha7pK//aTUAAF9W2VCoQ+Uf6GzNZ5JhqGvAEMVrbKttXS6XMjIydPr0ablcLt1zzz2Ki4uTJJ08eVI7duxQQ0ODbDabJk6ceMVexDk5Odq2bZsaGxvldDo1evRoDRkyRJJUV1enzZs3Kz8/X4ZhKC4uTrNmzWq2/4ULF/T2229r0qRJ6tatm9LT01VUVCSbzaagoCAtWLBAkvTJJ58oKytLhmEoOjpa06dPl5+fn7Zv364LFy6ooaFBZWVlCgoK0pw5c+Tv799u3V/+e7x582b5+Pjo9ttv1/Hjx7Vt2zYZhiGXy6U77rhDFy9e1Llz57Rx40Zt375dEyZMUI8ePa78wwEAADcVwisPcDqdWvkfr+q9P6+X6TRls9uU23BMH7+7VxO+d5t6Du8uSXr44Yfl7e2tqVOnKjAwUJK0c+dObd++XTNmzLiqc3700Ufy8vLSD3/4QzkcDq1cuVLx8fGSpEOHDqm4uFgPP/ywbDabPvvsM2VkZDT7tLI1hYWF7qEPiYmJGj16tCQpPz9f6enp+uEPf+huW1tbq0ceeUSGYTT7hPngwYMKCwtzvwmura1t9Xq9/fbbuvvuu5WcnKzs7GxlZWW5t69Zs0bjxo1Tt27d5HK59Prrr+vw4cPq27dvq3WHhoYqJiZGx48fV58+fVRfX6/jx49r8uTJHbqWAABcyYnKHdp47hmZMmWq6QOXgtqj2lH1qsoct7RoX1xcrJkzZ2r69Onav3+/tm7dqgULFqisrEzbt2/XggUL5Ovrq9LSUr388st64okn5OXV9tu42NhYPfTQQ7LZbKqtrVVaWppSUlIUEhKijRs3ytvbW4899pgMw1BNTU2zffPy8pSRkaF7771XsbGxOnr0qOrq6rR06VJJ//pbfeLECR04cECPPPKI/Pz8tG7dOm3ZssX9HuXs2bN69NFHFRAQoHfeeUf79+/XuHHjvvI13bZtm2bMmKGEhASZpimHwyE/Pz8dPHjwaw07BAAA1kd45QEr/+NVvfN/P5DMpsfORqckKawuWp+vytO8e+dp5PSh7vaHDh3SwYMH1djYqMbGRgUEBFz1OXNzczVlyhQZhiE/Pz/1799fZWVlkqRjx47p7NmzeuGFFySpWa+m1rz99tvy9vaWt7e3Zs2apYiICGVnZ2vHjh2qra2VzWZTcXGxGhoa3HN4DRo0SIZhtDhWfHy89uzZo02bNikxMVEpKSkt2hQXF8tmsyk5OVmS1L17d3Xq1ElSU2+z3NzcZm+86+vrVVJS0u5rGDRokA4cOKA+ffro8OHDSkpK+krXFQCALyt1nNKGc8/IlLPZ86ZccpqNOlq5RZUNhQrx/teQ+/DwcPeHSvHx8dq1a5ekpl5XpaWleuWVV9xtDcNQRUWFIiIi2qyhtrZWa9euVUlJiTvAKioqUkhIiL744gstWrTI/Xf50gdkUtP7hZMnT2rBggUKDQ2VJMXExKi4uFgZGRlKTEx092zKyclRv3793MPwhg0bprffftt9rJSUFPff1vj4eBUVFV3llWwuOTlZGzduVJ8+fdS9e/ebYqoFAABwbRBe3WClBWV678/r3cFVM6Zk2Ay9/P+9oRF3DpFhGDp9+rT27t2rRx55RIGBgTp+/LgyMzMlSTabrVnQ1NjY2OE6Lg+STNPUuHHjNHTo0Hb2+Jcvz83ldDr11ltv6YEHHlCXLl3kcDj07LPPyul0usMrHx+fVo+VkJCgJUuWKCcnR0ePHlVmZqYWL14sm639hTC/HIQ98sgj7X4C/WW9e/fWhg0bVFVVpaysLI0ZM6bD+wIA0J7Pyt5vZ2tTT6xD5R9oTOeH3c9e/jfs8r/vpmmqe/fuSk1NvaoaPvjgA/Xo0UNz5syRYRhasWJFh94nhIeHq7i4WPn5+e7wqlOnTlq6dKlyc3OVk5OjDz/8sNXJ5b/8t7mt19Se1t7bXHoPMWXKFBUVFSkvL09r1qzRgAED+PsNAMC3RPsJAa65ne/tk+lsLblqYrpM5Rw8pbMnCyQ1fXLq6+srf39/OZ1O7d+/3902KChIUtO8FJL02WeftXnc5ORkZWVlubvZHzp0yL2tV69e2r9/v3sYgNPp1Pnz5zv8mi7Np3HpTe7evXs7vG9ZWZl8fHzUt29f3XnnnSopKVF9fX2zNpGRkXK5XMrNzZXU9ElvaWmppKZQrFu3btq5c6e7fVVVlSorK9s9r5eXl/r27avt27errKys1R5fAGAly5Yt01/+8helpaW5vwoLCz1dVgsFBQX6/PPPb+g5MzMzf9rD8QAAUwRJREFUdfDgQUlNQ95Onjzp3lZVVaWXX375htaTW7O3Ra+r5kzlVe/r0LFSUlKUk5PT7Gd99uzZK+5XW1ur0NBQGYahU6dOqaCgwL2tZ8+e2rVrl0yz6f3I5b2XQ0NDdf/992vHjh06cOCAJLn/pvbs2dM9xL6yslLJyck6fPiwHI6mOTv379+v7t27d+h1tSU8PNz9+i5evKgTJ064txUXFysqKkojRozQ8OHDlZ+fL0ny9fVVXV3d1zovAACwNnpe3WBVZdWy2W3uoYKXK1S+bGbTp5YrX3pRDyxeoJSUFB08eFDPPfec/P39lZyc7F7y+dLE6K+//rr8/f3Vp0+fNs976623au3atXruuecUGBiorl27yulsqmHAgAGqra3VqlWrJDUNGxw8eLBiY2M79Jp8fX11xx136MUXX1RAQID69evX4euRl5en3bt3uz9pnTRpUotVgOx2u2bPnu2esL1Lly7Nen6lpqZq06ZN+utf/yqpKdCaMWOGQkJC2j33oEGD9OKLL2rs2LHunl6ZmZkKDg7WsGHDJDUtbT5//nwFBwfr+PHjOn78OKsWAvCY67kq7aUFN76ugoICHTt2rM2/BdfqPJcbP368+/u8vDzV1dW5P5QIDg7WQw89dE3PdyWmeeUeRi6zvXDrX8LDw5Wamqp169apoaFBTqdTsbGxrfbEcrlc7t5OEydOVEZGhnbs2KGYmBj3kERJmjp1qjZu3Ki//vWvstvtiouLa/a3LTg4WA888IBeffVV1dfXKzw8XFu3bpVpmnK5XBowYICio6MVHR2toqIirVy5stmE7Vfr8rqHDh2q1atX67nnnlOnTp2a1b1161YVFxfLbrfL29vbPbfW0KFDtWnTJu3Zs6fDE7afO3dOmZmZ7vk92/v7DwAAPM8wL33sdpOqrKxUaGioKioqrhhWWMG2N3bq2fn/1W4bwzD05tkVCo/pdIOqAgBYkWm6JGe+JKeW/eU9fe9781sNr5566ilNmDBBx44dU01NjW677TYNHjxYklRSUqKNGzeqpqZGTqdTQ4cO1YgRI9z73XbbbTpx4oS6deum0aNHKz09XZWVlQoJCZG/v78iIyM1duxYLVu2TIsWLXL3st26dav7Q4dLampq9MILL6iurs4dPMyYMaPFeQYOHKiMjAw1NDSosbFR/fv316233ipJ7a5Sl5+fr4yMDHeIMnz4cA0fPty9Ql23bt306quvyuVyKSQkRL1799bAgQObrcx78uRJd+1+fn6aMWOGOnfurLy8PK1fv16JiYmtrvh3NTacfUYnqna02fvKkF39w6ZrfMzjV33strhcLq1YsUJTp0694kqEVtLQ0KBly5bp4YcfVnh4uKfLAQDga7vZMoqbBT2vbrAxdw9XYGiAaiovtjrvlc1u04hpgwmuAOBbzDRN6eKrMmtWSq7/N4y7uk6r/75b3kG3yzCa/nxfWpVWauqlumjRIhUXF+uFF17QwIEDJUnvvvuu7r33XkVGRqqhoUErV65Uly5d1KVLF0lNvXgfffRRSdLq1asVHx+v8ePHq7q6WmlpaYqMjJSXl5cGDx6s/fv3a8KECWpsbHSvMne5wMBAjR8/XseOHdO8efOabbv8PA6HQ/fff7+8vLzU0NCgl156ScnJye5eNm2tUvfxxx/rO9/5jvr37y+p5Qq1MTExGjZsmOrq6jR16lRJUnl5uXt7TU2N3n33XS1cuFDR0dE6ePCgVq9erR/84AeS2l7x72oNCr9HX1RltrndlEsDOl27XrynTp3SunXrlJiYqG7dul2z415vn3/+uTIzMzV8+HCCKwAA0C7CqxvM199XT6Q9qme+v0yGzZDp+leCZbPbFBDir8X/+34PVggA8CTTNGVWPi3Vvv6lDbX67pQDiokPldFphTvAumTAgAGSmuYJtNlsqq6ulsPhUFFRkd555x13O4fDoQsXLrjDq0s9tKSmleYuzWkUFBSkW265xb1t+PDhevHFF3XbbbfpyJEj6tKli8LCwjr8ui4/T2NjozIyMlRQUCDDMFRZWamCggJ3eNXWKnVJSUnasWOHSktLlZSUpK5du3b4/JKUn5/vHu4mNV2z9evXu4fjt7Xi39WK9e+jsZ0f1c4LL8iQ3d0D69L3d8T8myJ8u32lY7cmMTFRP/zhD6/Z8W6Ufv36XdVUAwAA4NuL8MoDbp87RgEhAXr5f76m7M9OSWoaKjjizsFa/L8fUHyPjs01BQD4Bmr4Z8vgys2U6j+W6tZJ/vc029Laym6macrf37/VleEuaWs12C8LCQlRYmKiDh8+rH/84x/N5pnqiMvPs3XrVgUEBGjJkiWy2Wx66623mq2E19YqdaNGjVLPnj2Vk5OjrVu3Kioq6ivNsdSWr7I6XluGRsxRjH9vZZW+p/yLn0mGlBgwVIPCUxXj3+talAsAAPCtQXj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      "text/plain": [
       "<Figure size 1400x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = plt.figure(figsize=(14, 14))\n",
    "ax = plt.subplot(aspect='equal')\n",
    "ax.scatter(projected[:,0],projected[:,1], c=colors)\n",
    "\n",
    "\n",
    "for idx, ini in enumerate(initiatives):\n",
    "    x, y = projected[idx]\n",
    "    # add label to a point\n",
    "    ax.text(x, y, ini['Title'][:18]+'...', fontsize=8, alpha=.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3efa87f4",
   "metadata": {},
   "source": [
    "Another algorithm that can be used to transform the space is t-SNE, which unlike PCA is not deterministic. I.e. it tends to produce different output on each run. This algorithm is optimised to find render similar items close together and increase the distance between less similar items; thus providing _some_ similar clusters. Loooking at the output here however, it seems not very successful at that with the small dataset used here. Nevertheless, when looking at the image below, some clusters we saw earlier reappear. For example, the top of the image contains water related projects, and some Citizen participatory initiatives appear together in the center of the mapping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "f2b139e7-2781-4a03-acba-01e51f151276",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Random state.\n",
    "RS = 20150101\n",
    "tsne_projected = TSNE(random_state=RS, perplexity=30).fit_transform(np.vstack(vectors))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "fcedc397",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = plt.figure(figsize=(14,14))\n",
    "ax = plt.subplot(aspect='equal')\n",
    "ax.scatter(tsne_projected[:,0], tsne_projected[:,1], c=colors)\n",
    "ax.axis('off')\n",
    "ax.axis('tight')\n",
    "\n",
    "for idx, ini in enumerate(initiatives):\n",
    "    x, y = tsne_projected[idx]\n",
    "    # add label to a point\n",
    "    ax.text(x, y, ini['Title'][:15]+'...', fontsize=8, alpha=.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70b3afe8",
   "metadata": {},
   "source": [
    "## 5. A situated map  <a name=\"map\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c56057b4",
   "metadata": {},
   "source": [
    "What if we rethink a single rendition of similarity, and instead try to consider similarity for each project, and draw a 'map' of similar projects based on that. Such a map is open for possible coalitions for each initiative."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}