{ "cells": [ { "cell_type": "markdown", "id": "1c7b3ef1-7e79-4aaf-85d1-c9ba6b4c68b7", "metadata": {}, "source": [ "# Mean-centred ERP analysis\n", "\n", "This example will show how to use mean-centred PLS for analyzing ERP data. We will use the MNE example data, in which a single participant viewed visual stimuli presented to the left or right visual field, or heard auditory stimuli presented to the left or right ear. Following the MNE example [here](https://mne.tools/stable/auto_tutorials/evoked/30_eeg_erp.html), we will compare the left visual and auditory stimuli." ] }, { "cell_type": "markdown", "id": "a6b09ae1-3641-4e40-954c-5f79a4ae6d2f", "metadata": {}, "source": [ "## Loading the data\n", "\n", "We will begin by loading the necessary libraries and epoching the data. The details of creating epochs are covered in the MNE example." ] }, { "cell_type": "code", "execution_count": 19, "id": "524e3dd4-2042-41e5-88e5-b6105f3d9af4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opening raw data file C:\\Users\\isaac\\mne_data\\MNE-sample-data\\MEG\\sample\\sample_audvis_filt-0-40_raw.fif...\n", " Read a total of 4 projection items:\n", " PCA-v1 (1 x 102) idle\n", " PCA-v2 (1 x 102) idle\n", " PCA-v3 (1 x 102) idle\n", " Average EEG reference (1 x 60) idle\n", " Range : 6450 ... 48149 = 42.956 ... 320.665 secs\n", "Ready.\n", "Finding events on: STI 014\n", "319 events found on stim channel STI 014\n", "Event IDs: [ 1 2 3 4 5 32]\n", "Reading 0 ... 41699 = 0.000 ... 277.709 secs...\n", "Not setting metadata\n", "61 matching events found\n", "Setting baseline interval to [-0.19979521315838786, 0.0] s\n", "Applying baseline correction (mode: mean)\n", "Created an SSP operator (subspace dimension = 1)\n", "1 projection items activated\n", "Using data from preloaded Raw for 61 events and 106 original time points ...\n", "1 bad epochs dropped\n", " Rejecting epoch based on EOG : ['EOG 061']\n", " Rejecting epoch based on EOG : ['EOG 061']\n", " Rejecting epoch based on EOG : ['EOG 061']\n", "3 bad epochs dropped\n" ] } ], "source": [ "import mne\n", "import mne_plsc\n", "\n", "sample_data_folder = mne.datasets.sample.data_path()\n", "sample_data_raw_file = sample_data_folder / \"MEG\" / \"sample\" / \"sample_audvis_filt-0-40_raw.fif\"\n", "raw = mne.io.read_raw_fif(sample_data_raw_file)\n", "events = mne.find_events(raw, stim_channel=\"STI 014\")\n", "raw.pick([\"eeg\", \"eog\"]).load_data()\n", "raw.crop(tmax=90)\n", "events = events[events[:, 0] <= raw.last_samp]\n", "event_dict = {\n", " \"auditory/left\": 1,\n", " \"visual/left\": 3,\n", "}\n", "epochs = mne.Epochs(\n", " raw,\n", " events,\n", " event_id=event_dict,\n", " tmin=-0.2, tmax=0.5,\n", " preload=True\n", ")\n", "reject_criteria = dict(eog=200e-6)\n", "epochs = epochs.drop_bad(reject=reject_criteria)\n", "epochs = epochs.pick('eeg')" ] }, { "cell_type": "markdown", "id": "bda01877-63bf-4cde-a2ae-1c638c69af64", "metadata": {}, "source": [ "## Fitting the model\n", "\n", "To fit the model, we need to first determine which epochs are from which condition. To do so, we can use the `get_epoch_labels` function from `mne_plsc.utils`:" ] }, { "cell_type": "code", "execution_count": 20, "id": "ac9639c4-6442-4ca1-a5b4-1c7e67d36993", "metadata": {}, "outputs": [], "source": [ "labels = mne_plsc.utils.get_epoch_labels(epochs)" ] }, { "cell_type": "markdown", "id": "ecbd6ce7-f1b5-46c5-b0db-4c8978fca602", "metadata": {}, "source": [ "Next, we can fit a model to the data and visualize it. Although the labels are within-participant labels, we will provide them as the \"between\" argument since the unit of observation for a single-subject analysis is trials:" ] }, { "cell_type": "code", "execution_count": 21, "id": "56965892-a522-4805-a1dd-9d43cadf4476", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res = mne_plsc.fit_mc(epochs, between=labels, random_state=123)\n", "res.plot_lv(0)" ] }, { "cell_type": "markdown", "id": "1514e131-d0df-455e-9f96-5b778614d669", "metadata": {}, "source": [ "In the plot above, the right panel displays a multivariate pattern of activity that differentiates between the conditions. The left panel indicates how strongly the pattern is expressed in each condition." ] }, { "cell_type": "markdown", "id": "fffbcec3-e29e-4d24-86e9-c56b1d1ec7b7", "metadata": {}, "source": [ "## Assessing model significance\n", "\n", "To assess the significance of the model, we can run permutation testing. For speed, we will only do 100 permutations here. For real data, it is advisable to do many more." ] }, { "cell_type": "code", "execution_count": 22, "id": "e01aaa90-24e7-4d23-a7cb-850b482e1c87", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting permutations: 100%|████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 39595.05it/s]\n", "Permuting: 100%|█████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 284.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " LV index singular value variance explained p value\n", "0 0 0.000152 1.0 0.019802\n", "1 1 0.000000 0.0 NaN\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.permute(100)\n", "print(res.summary())\n", "res.plot_scree()" ] }, { "cell_type": "markdown", "id": "edcddd5c-a7f8-4d74-806a-a0bc397937de", "metadata": {}, "source": [ "Thus, the comparison between auditory and visual stimuli is significant. Note that although the decomposition yields 2 latent variable pairs, the second $p$ value is NA (corresponding to the \"x\" on the scree plot). This is because the rank of the decomposed matrix is one for this mean-centred analysis due to the mean-centering step." ] }, { "cell_type": "markdown", "id": "e8496e84-f6cb-48af-814e-531c9ecaa039", "metadata": {}, "source": [ "## Cluster analysis\n", "\n", "To characterize the latent variable pair, we can run bootstrap resampling and cluster the $z$ scores. For speed, we will run 100 resamples; for real data, it would be advisable to do many more." ] }, { "cell_type": "code", "execution_count": 23, "id": "34588048-554f-403c-8502-ef7a4a0e2db1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting resamples: 100%|████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 7807.57it/s]\n", "Resampling: 100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 151.43it/s]\n" ] } ], "source": [ "res.bootstrap(100)" ] }, { "cell_type": "markdown", "id": "481e3ab1-d2b3-46aa-adca-2395b30cf8e5", "metadata": {}, "source": [ "Before cluster analysis, it is necessary to add an adjacency matrix to the data. In the case of ERP analysis, it generally makes sense to treat all channels as adjacent in order to detect multi-channel patterns. This is the default behaviour of `.add_adjacency()` but can be changed with the `all_channels_adjacent` argument." ] }, { "cell_type": "code", "execution_count": 24, "id": "8a3ccba6-6e9e-4591-9b1b-e950dbb34019", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Defaulting to all channels adjacent for ERP/ERF analysis\n", "Defaulting to unsigned clustering\n", "Computing clusters for lv_idx 0...\n", "3 clusters\n" ] } ], "source": [ "res.add_adjacency()\n", "res.cluster(threshold=4, which='z-scores')" ] }, { "cell_type": "markdown", "id": "1f8a23b4-9d36-4d56-a0b7-8ddc5d1539c9", "metadata": {}, "source": [ "Plotting the cluster sizes shows us that, of the three clusters, only two account for a major proportion of the strong saliences:" ] }, { "cell_type": "code", "execution_count": 25, "id": "196b4955-3393-4cff-9cc1-9ecef8f49b48", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = res.plot_cluster_sizes(lv_idx=0)\n", "ax.axhline(y=10, c='k', ls=':')" ] }, { "cell_type": "markdown", "id": "40c19823-91dd-459b-98cd-10e478ef93df", "metadata": {}, "source": [ "We can plot both of them using the `.plot_clusters()` method. Note the similarity of the topomaps here to those in the [MNE tutorial](https://mne.tools/stable/auto_tutorials/evoked/30_eeg_erp.html#comparing-conditions)." ] }, { "cell_type": "code", "execution_count": 26, "id": "e8cecfdf-9625-457a-8051-4e525bcb82e5", "metadata": {}, "outputs": [ { "data": { "image/png": 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DuQvFoiAUyc1K3SooK9dVKGuXOklQP93KBgkcikV85513WEwgiUZbvY6Jt9wn4TPtj4g1xqGdsgVGqgbbXDeo6J8zVFc0wijFB7gdSOTRa0lxluQyf/bZZ5nVkTqJ2HpdSQBQcgtlepNgLC3k2vBxKi9UI5QS3vgPAA6Hw6mC2dAk5ASLH7ksqbvIfffdx/rrUucQ6r5BcW9U1y88PNy8HS0XrAhUDoVi+CZOnMimyfL28MMPs84RJDDIdUuZ0WfPnjX3360M2dBUKogELrnR33rrLSYYK1oNw9uByu1QLCNZSKmTCnUssQW9XSlBRtz3mMMhKASDSmPZsjhXhM8yh8PhVEYqjGWRYtlIHAoIfWJJRFAJHGolRkg7RpCVUWgRRlZDalcnQK3QKAmGOpeQOOzWrRsrxuysUKwIXLhwgcX3kWAkUUXjVY0BAwawHwL0g4BeI0pKotdNDhICJJRvRyyT4CTBQJB4KKuuMxwOh8PhVAUqjGWxonInrRFU6JosoyRuyapIbtjKSlLefsTl/gulQo3a/o/CX20dQ0nxg8899xwrr/Pxxx8zy3BZCDlyPfv6+pot2tKYT07VhFsWORwOp5JbFjmWbN26lQlFcslSPF9QkHMxhRWRzMILuJT5Y9GUAmdTP0XbarOhVgVYrEeJRWRVpJgz6jdNVmKK0+SWPw6Hw+Fw7hxcLFZQoUj9lckt/9tvv1X6jiXZ2itF5XbIiE1VGrXI092yEosECcNZs2axdoGTJ09m80pbMFISBGXO3i3tHzkcDofDuR34k7KCQR1YqpJQJHzcoouEIszFvL3c7NdnpN7fJBDpr5eXF4tbLS2EuEcOh8PhcDiO4WKxAhETE8Ncz9SRRSwUd2QfwR9ZuxCsCsALoUMR7FaxMjm1Bg1ydNnwcfODWmndgzrIszlq+T2KuNzNLGaxjv8weKiCHe6X+knn5eWxQunkmh47dmwZXQGHw+FwOBxb8ASXChIUTxnb1NuZBOKePXvMMYq7c45j9I0ZUBY122ngUQN/1V0AlcLUdUUgTpuBhakbkaDLRG+fphgV2A3KcsjyTdMkY2fyP9AaNXBTuKF76AMI83Cuq4szUP7VhAkTsHjxYtYisE+fPre9T3JBUwkiYvbs2byA810CT3DhcDicksFbV1SQgtsjR45kgpTK44iTWTZn/wcVlKwTC/2LKbyOWG2S5fZGI16KX469eRdxUZOIr9O347esw+Vy7kcz9kFr1LJxnVGHo+l7S3X/5DL+7LPPWA1NKqdTGu0XqcD7vHnz2EDjHA6Hw+FwbMPFYgXg/fffx6ZNm7BixQrUrl3bYlmEWwgMong/N6gQrPKzWCfTkIdYXZp5PSUUOFFwo1zOXaMvtIhHLDTQdOlCSSh0bygxhXp9C8kpJYXiFaksDw08dpHD4XA4HPtwsXiHOXDgAGbOnMm6svTr189q+diQgejs3YKNuyvc8HH1F+GvMtUIFPBXeiFI6c1EImGEEXXU5VN4vK5vY/aX+k8T9YqmSxtqA0jdXajNIYnr24E6/sydO5cNvIcwh8PhcDj24TGLdzDOiZI3qLUh7Z+yoG2VcaG4vTR9FnyUnvBUesiuc64wDjOS1iFZl437fJrg9bABUCvKPn+Jzu1m/lWkapIQpA5FTa96ZVoX8b333mMDFSy31xaQw5HCYxY5HA6nZHCxeAcfMJTlu3DhQtavunHjsrHIVTUoxrBz586s28uxY8dKVCdR6C9N2OslzKlacLHI4XA4JYO7oe9gz+f58+dj2rRpXCi6AMUYUmb0mTNn8OWXX5bYokvuZxponMPhcDgcjm24WLxDTJkyBdWrV8drr73GprN1ebiWFwe9UY+qil5XgJysm9AUZt/Wftq2bct6SFOcZ3JycqmdH4fD4XA4HGu4WLwD7N69Gxs2bMDHH3/MupP8nrgd9XY+hNb7hqHbf08jWZOOqkZ+XgrOHV+Cy+dW49zx75GeGnNb+6MkFyo59NFHH7m8LWVVp6ens4HGORwOh8Ph2IaLxTsAWcRatWqFRx99FFqDDv87MxuaolqFF3KvY+7VpS7tL01bgFPZycjRlaykjM5gwNWcXCTkF6CsSLi5D3q9cH5G3Lq6VXY9o16DrJifkLL/DWSc+gIGTZbsekLv6EWLFiE+Pt6lc6EYxcDAQDbweEUOh8PhcOzD2/3dAavijh07sH79eiiVSuTo8pEvqk1IZW+klkW90YAPLm/E+sQTiPIIwNzGQ9DY19QlZXfaTbx0bis0RgP83dRY0vwBNPYNcfp88nV6LDh3GXFFQrFPRCgG14yySgg5eCsB51PS4OPujvvq1ECIt5dL162X1GM0GHRsv1Kxln15DfJvbmPr6vMTkaHNQXDbN2T3+fLLL7OC3RT7SQW2ORwOh8PhlD7csljOfPLJJyyhZeDAgWza380HvYM7sDqF1MKPCms/Gt7bYpslN/fh6xu7EF+YieNZsXji+BLoDKbYxpmXqYOKgY3n6LSYf9W6c0uaRoOPzsdg8rHj+OVGLOv4IrAnORXxIoviloQUJBdYFtY+k5yKA7cSkFmoQXxOLtadvwS9wVC8/6ws/HfmNPafPoXkDHkXemh466IxkzgMjWgta9XTZpwvFpVGA7SZl2zeS7IMjh8/Ht999x1ycnLgLFTUe8aMGWy43QLfHA6Hw+FUdbhlsRy5fv06syh+8cUXFkJpWavZ+OrGKtwsSEL/sK7oF9rZYrsTWTeZmCSrox5GJGiykKrNRbiHP3M9C9KPhGYWs+BZMuPMWVzLzQXJu0u5ufBQKjEkujpbVqA3MPlWLB9N88Qk5OSa16EhT6tDjkaLAE8P5BcWYN+pE2bxSGLxvrbt4SeJBQwMbgC3Jo+xBBcPryAEBjeUvUdufrWhy6aWfrQ/Jdx8o+3eU+obTZbFpUuXsnFny+9QIXSCEox4YW4Oh8PhcGzDLYvlyA8//AAfHx+MGjXKYr63yhOv1BmFhU1etRKKRGv/aHMrPxUUiPDwR4i7D5seFmmqz6gqEp/DIizrNRbo9bhSJBQFTmdmmsc7hATCTSn0XwHq+HqjurenxT7CvL3NYpLW83RTwUftzqbTsrItrIzkWk7NzJC9fl//aEREd0JQSCObsYJ+DUbAI6wNFG7ecA+oh8Dm9gVgzZo18cgjj+Dbb7+Fs1BtxRdeeIENJanTyOFwOBzO3QR/UpYTJKKWL1+OoUOHMsHoCk9Hd0FiYTbWJx5HpGcg5jYaAjelii2bXKsdGnoH4WJeBtr5h6N7sKUljqyIoWo1c0WTpCOJVtOn2OoX7uWJN5o1xNG0DHipVOgSFgylRMi1DA9FtkZjjlnsXbcm3JSm3xk+XpbC0jTPtXhGMUo3LwS2fNGlbUh8Dxo0CKdOnUKLFqbWiPbw8PBgiTEcDofD4XAcwzu4lFPXh//++491Htm6dSt69eqF8uRKTg7mxlxAYmEh7gkKwpSGDeCpMonN0uDyrZs4d+0qE8QNa9ZCo5q1UJ5Q3GFkZCSeffZZzJkzp1yPzak88A4uHA6HUzK4WCynBwy19luyZAni4uKgKkWhVlEgoUjcqVI0zzzzDPbu3Ytz587dkeNzKj5cLHI4HE7J4DGL5cTff/+N/v37V0mhKIjEO1mzcMCAATh//jyuXLnicN3c3FzWNpAGGudwOBwOh2MbLhbLgVu3brF4ugcffLA8DndX0qdPHyb+Nm7c6NT6Op2ODRwOh8PhcOzDxWI5sGfPHva3Z8+e5XG4SoEmIwPph48g49hx6PPyb3t/fn5+aN++vfle24NaLN68eZMNNM7hcDgcDsc2PBu6HNi/fz/q1auHatWqoTKj1RlxLbYQFJ5Yu4YaaveS/dbQZmcj8Z/NMBaV3Mm9dh2RDz0IpbupHE9JoQSi3377zeF61DmnenVTnUkOh8PhcDj24ZbFcuDAgQPo1KmTefps2hUsPf8njiRXnmQMnc6I9RvTsW1vNrbvy8a6fzKg0VoW73aW/NhbMOr1lBXDBn1uHgpTUuSPe2EfCla/i4Lf3of+1jmHYvHatWtITEws0XlxOBwOh8OxhlsWy4CCggJ88803LDu3R48eOHv2LKsDSPx5bReGbnyN9XsmFvecjrFNHrHYPlerwTsH/sHBpBvoUK0mZnXsD293Ne4ksXEapGWYWgwSGVl6XL+pQYM61nUWHaHy9JCZZ70fffxFaHf+WDSlgGbj5/AcNhsK3yDZ/TZv3pz9Xbt2LXbt2oVatWqxdoB169a1KrXz6aefsvGXXnqJd3DhcDgcDscOXCyWAS+//DLrV1y7dm2sXr2azWvSpAn7+/7h7yx6M7978GsrsThlz3r8cvEYW+94ShxytBp8c99jJTqXnEIDNl/IgU5vRO8GPgjxKdlLLpfoXNLkZ+/atZB3Ixb5N2+xaf/mTaEOshaAhuSrRWXEixoNGnQwpN+EyoZYJFc/ZZtPnz6dJbvo9XomHCm5SBybSO3+pk6dysapiwtv98fhcDgcjm24WCxlDh48iK+//hoPTxmAYWOH4b2h7yPmfAwTMs6y/eYls6Ckv9tvXSrRuRRoDZi0LgGxGVo2/euJLHz7WBSCvV0v31MjSo3wMDckJpsyiEOD3VA72tpC6AwK6irToztzPytUSqhsJJkoQ2padq1WKKEIjLK5XxKIQk3MmJgYlu3csmVLfPDBB5g1a5Z5PWrxN3r0aPM4h8PhcDgc2/AnZSnz059LYXQ3YnPU39i06S+06NAGOF8sSt655zk8+s+r0Bn1oI7Mszo+b7WPpsHhSMzPYa5qlULJpkvCifhC3CgSikRGvgF7ruZhYDM/l/elUinwcJ9A3IzXMPkWHamGm6rkdRWpJqObr/22h6rqjeHeZTi0JzZBoXKHe6fHoPQLsbm+QadhrfwaNWpkFufk/t+xY4fFerTOjz8K7m0Oh8PhcDj24GKxlDmUcgDUhNmoMFnEjmUcYy7Qhg0bsukBtbrh2LBfcDjpLJoH10ebsEZW+/iq51CM/PdnHE++hTZh0fiyx6MlOhcvN2sx5ykzzxXBWKuE1sSS4tasFxvsYSzIhPH3F4HYg+hRXY84N0tLpadMPCSHw+FwOBzn4GKxlPHy9AJ0pkRfiulT5ikQVi3MortJk6A6bLBFlE8Atg164bbPpXmkB3rW88aOy3mm6Qiatm/Nq4wY93wK3DzMxsM8dTh1+ZxFshEXixwOh8PhlBwuFkuZgY0HYyf2MMEId6BbeA8k3LozpVyUCgWm9wnF46000BmMaFzNAyrlnWvJV2akXweKssu93YECjRZGgw4KpRsTi9Ke3tTiT6izSN11fHyqnoDmcDgcDqe04HUWS5maLCkDWPPg7zj1dAyaBDS9o5atfI0RNQPd0SzC87aF4qXTwMaVwM4/gdxsVBgUdbqbx4/cKsTlVC0TivYsi5QEQwOHw+FwOBz7cMtiKSOUYbknrAMigiJY+RbqGFLeGI1GfP5PFtYeyGPu8NE9fPH0ffKJLbHxwMo/gKwcoGNr4MH7qMuJ5TrXYoAta03jtL/468DjL1ivZzQYEX84D9mxGvhGuiOqkw8UZW3NbDfKVGDn6m6cSPrVYlFhYaFVaRyKIb1w4YJ5nMPhcDgcjm24WCxlsrNNJjfB9UmZtyRYSpt1JxLwz5lkRAZ4YPJ9dRBE/lcRBy4WMqFIUPzkjzty0LGBB5pGWwonrQ5YtBTIzTett3EnEBgAdGtvebzrF1jlGubtpfUyUoGcTMBfUvLwxo5s3NiRw8ojJp3IR0GmHvX6B8hegzYuA1kbTsCQp4H3PXXg07l+ie6Fgk6s/Rgo2o/BcycisXz5coue0cJrIkDivUGDBiU6FofD4XA4dxvcDV3KpKSkwNvbmw0EuUDJFVoSknJycDkllVkJxfx+MhGTVp1lYvHH/Tfx1NLjVuskZVm34kvKLO7AIpCRBeTkmQQgQZbCG6Za2RaQKCwKC2So3AAvmVC/pJP5ppGi/SUL0xIMhTqk/bAb2uup0CdlI/vvkyg4I3NgF5G6ncPCwthrwuFwOBwOp2RwsVjKJCcnIzQ01DxNFsaMjAyX9/Pprj2o9/4ctJq3EA8s/h55Go152eZzKSDPLukxvRE4fjMb6XnF9RSJ9nXVULtRkotp8PFQoEVN65aBgX6Ar3dxNxaDAahpyv2woEUnoHZRlR/qPNh3qOmvFA9/lanpCqEA1P7ybzF9Wg6M+drimttKBTQ3UnG7UBwiWRMF6LWg10QMdXBZtGgRG2icw+FwOByObbgbupQhK5ZYLEZERLB5JEqow4gzxGZk4K0NG83T+65ew/cHDmFS965sOjqw2HJGusxbrYKvh+VLGRXshi/GheK3A7lMLA7r4oMQP+vOLXRKE0Zbxix2aWt9TlRT/IHhgE5H9RZtt/qr/3AATi1NhSbLAHdvJRoOkm/NpwrygUKtglGrNwlGgxHuEYGy6xribsIYex2KqGgoa9SCPeLj4xEZGWmeptdCalmk3tATJ05k42PGjHH6deFwOBwO526Ei8VShqxY5PoUi0UiMTER0dHRTu0jLdcUayigVCqQkptrnp7YoxaOxmZi/9UM+Hio8OWw5lC7WVvwGkW5483B8gJMTI1I4LXxTp0aE4328A5zR4cp4dDkGODuq4TSRpcXpac7gp7qgszfj8GQb4pZ9Gxdw2o9w8lj0P30ndlPrhr2FFQdOts8fkJCAtq2bWvlhiY3vVDrkvpHDx061DzO4XA4HA6nErihd+3ahYcffhhRUVHsob5+/XqL5fSwf+edd5jViDJY+/Tpg4sXLzrcL7kaa9euzeLYOnbsyHo3l6dlkY5NXL161WrdhKxU/H5yB47fjLGY3zQiHE3Cq7E6iSqlkrUFHNyiuXm5n6cbVj/TFufevhdnpt+LXo1st8C7EyhUCngEqGwKRQF1nTCETe6H8Dcfgl+fZhaFywV0mzcUB1SS+3rTXzb3R++RK1euoFatYusjvRbUI1pcJofeC6tXr2YDL9jN4XA4HE4lEYtUKLlVq1ZM3Mnx8ccf47PPPsPXX3+NAwcOsELK999/v93kkV9//RUvv/wy3n33XRw9epTtn7ZJSkoqU7EotizWr1+fZd+eO1fcVYQ4HXcJLT94HMOXvIHO80ZjwbbiDF53lQqbxz+Lqb164tlOHbD1+efQunqU1bFINFbJItsirK7Olv+bkmuSkpCeno4mTZqY5wmvBU9y4XA4HA6nkovF/v374/3338fgwYNlLUaffPIJpk+fjkceeQQtW7bETz/9hLi4OCsLpJgFCxbg2WefxdNPP42mTZsyoUlZykuWLLG5DZW5ycrKshhcITU11aJjCJXOqVevnpVYnLf1J+QVFmcKv/vXV9Dqqe2LiSBvL0zv2xvzBj6EdjWcc19XRVT9Hy4u5kiW1v4Dba4r3OPGjRub5wUEBJhfFw6Hw+FwOJVYLNqDXLgUi0auZ7EIILfy/v37ZbehJIYjR45YbEMWPpq2tQ3x4Ycfsn0LQ40a1nF09qB4uU2bNlnMa9OmDQ4dOmQxT6vTmROBCYPRwAZnOXA+DU8vOIxxC4/gyKV0lDUk2E9uNGDNdB02zNUhI8GyVE9ZoWzWEu6vTofqiTFwe2UaVO062FyX7jFZnBs2bGiet3HjRha20KhRUSo3gLy8PNbujwYa53A4HA6HU8nFIglFIjw83GI+TQvLpJDbkbqnuLIN8eabb5pbwdEQGxvr0rmSJZPc5KdOnTLPq1mzJptHAlZgYs/hcFMWJ1e82PMJeLjJ1KKR4UpCLp78+BC2n0zBthPJGDHnEG6myNczLC0u7jVi3zIDUq4CsSeBP2frodfJC0ZdvgGXlyTixNs3cG1FMgxa50WwHIrwCCYSlZEyNX1E/PvvvyyJyK0oC8dgMOC7777DY489hsDAQAvhS1ZpGqT1KTkcDofD4VjCs6ElkNuYhpLy0EMPMUE6f/58fPXVV9i9eze+/PJLlmRBlq+uXU3lbzrXaYlDU5djx8XDqBUciX5NbGf4Sjl0IR1aKrBYVPu6UGvAkYvpiA4tbl2Xla3HF0szcOmaFu1aeODZJwKhdi95fGPcOWNxBxcDkJtmGvyrWa976ZsEpB7KAQxAzuUCGHRG1B0ls2JpkXAdxpR47N+3Dzm5uUzwz549G6tWrWIJL0uXLrVYnZJajh07Zh7ncDgcDodTycWiuPyMuIYeTbdu3Vp2G8qCpbIotI4Ymhb2VxZQzb7JkyczwbJmzRoWA9m3b1/m+t68ebNZLBINw2uxwVVqV/O2nhdu2U5l1mepOHSykBXZvnzDVHh6wmj5mofOEFxDwfo+MxSAuyfgbaMqT8apPCYUGdQa8GQZunq3rQZWzMOxlBwmFJ8f/STmzJmDb775hiW7dOrUyeKeE/S+sPW+4XA4HA6HUwnd0HXq1GECb+vWreZ5lHhCrt3OneUtcmq1Gu3atbPYhtySNG1rm9LitamvYdKXLyO4awRaDboHP6z4EQ888AA2bNhQKvvv2DgYU4c2YLUVPd2VmD6iEVrVtey/fPyshglFgjytR0/fXn/q5n0VaNpLATcPwC8MePBVFdzU8pZK7+rq4neWEvCW9KMuNahC+K8LmSLdEJsJP3clPulcG3/88QfGjh2Lbdu2McuuXEkeDofD4XA4lcyymJOTg0uXLlkktRw/fhzBwcEs5o+sdZQt3aBBAyYe3377bVaTcdCgQeZtevfuzbKphe4cVDZn9OjRaN++PTp06MAyqqlED2VHlyVz/lmIL44ugbGmEXHKdAz/dizGDRiOp556isVAupo0I8eEh+vh+QF1WSUZOTFUu4YbLl7VMsFIycT1at1elxKqmXjvOBXuHed43YYTInD+k3jkxRbCr4En6o5xzgVt1BuQv3Y7NEdjoIoMhc+YB6EM8LW3AaA39btefyMd/aoHQG3QsXqdNNiCuun8/PPPbPzJJ5/kHVw4HA6Hw6kMYvHw4cO47777zNMk9AgSez/++COmTp3KhN5zzz3Hei1369aNZbqKY84uX75sUU9v2LBhrKMKFfOmpBZyPdI20qSX0mbz2e0wFuU66w167Lq4F+ueXc7O9ZdffmHXUhpQZxdbzJwSihkLU3Dtpg6tmnpg0piSu6BdxTNcjdYfuu5ez/99F/JXb2Pj+qtxMCSlI2C2ndYy7h5AzyE4v345jqTk4c3W1YH7TJ1Z7EGJRsIPBkp+4e3+OJyqTXZ2NiufJTRJ4HCkUM1mcRKqM6jV6rsm7l1h5OmgdiF3N5XQocxocf1Ee0z4+VV8s+sHJhRVCiXqhNXGxdlHMXz4cJw5cwYnT57krlEZMt9bAt2pyxbzgle+B4W9lnwGA6Y/MxJfrPodCUf/g2fDFk59KTz66KNsfO3atXfNh/1upySfZU7l5/z588zTcOPGDSxevJgZIDgc6TMhxMsXeTB5qpwlIiKCeUEr2jNk2bJlrK40nRvlS1BXM/KskleWalVXastiVeKDwW/jSvI1bD2/A3VDa2P1/0zZuPQl9eCDD7IXr0uXLnf6NCscbtHVoDtzhYpOAkoFlGGB9oUiWQl1OizZuAPDRz7llFAk6IP9999/l9JZcziciso///zDfqRTSS3yNI0ZM4b9WKeOYLwvPEeALIokFEehOtROpnJoYMBPCbfYthVJLFIVFvKmUugeVQWhEoIElY8jwVhSsVgpElwqGwHeAfhn8hpovk7B+fcPo0V0MzafWg1SzOWnn356p0+xQuI9oi/c2zYC3N2gigqF32sjHW5DGefx8fHmOFUOh8Mhh9m8efMwYMAA9OjRg/1ApxJa1DKWvn+pxBmFM3E4YrwUKngpnRwU9g0Zd4rPP/8c3377Ld566y2LH0SUuyGu/+wq3LJYjlAHmUmTJmHKlCm4fv06Mw0LWdqL/16LnSeOoH71Gpg67Gn4eVuXxylLCnL12LcuA/nZBrTp64eo+q79UsqNLUDM4lvQZOpQc2AYovoEu3wOCi8P+L/+lNPrC20gKbGpefPmLh+Pw+FUTZfi+PHjWUtYKmFGiZH03UvQ9y/1jqdYZSqrRZUTxB2fOHc3lAagcrJ4hpL+q4A9Hcj1TF3jpFD9aMr7KCncsljOUGJFUFAQPvjgA/O8Rb//ije/+xwbD+3Dl3+sxrPzZ7q8XxJOy1ZcxJjndmLau4eQnFzc0UVTaMCOjSnY8lcScrKL+08LUCeWLyfE4q9Fydi2PBULn76OuEsFTh9bX6DH/gnnEb8jHalHsnHs3StIPpiJ8nAxUaFzVxOGqMUfWXhp4O3+OJyqA3kZevbsyQryU8UD+p4VhKIAtXw9ePAgixunKhlU/5bDIVQKhUtDRYTiEqmSjBRK7qUfSiWFWxbLGV9fX7z++uvsF+8bb7zBXth/Du41Lycr45ajB5j4c6U+4Jp1V/HpojNs/Oy5DFy+koWVP/WCTmfEG/87gwtnTL8oqkXewmfLWsDXv/ilT7haiNjzBeZqNFSY8ejmLCvrYlacBseXJkNXYEDTR4MR0dJUCDznegEKU4tFKFnnUw5nI6yDqfajJjEPqX9fh0KlQMjAOnAPKnmHHAG6PxSXQVnxVPTc1W2FMk08v4vDqRpQRQ0qpUaf6V27duGee+6xuS79UPzvv//wxBNPoH///qzj1ksvvcQTD+9yVC5YFlWomFAlmQkTJjALO30W6IcRVWH58MMPWfvbksLF4h3ghRdeYF9O06ZNYy9incjqOHj+NPQGA/sVHB0W7vKX1qEjKazmIhXgNhiMuHwlG9nZWlw+l2cWikRSfCH2bE3FA4OLywd5+Vq+7WkfXn6W8zQ5eqwbcwn56Tpmer/4TwaGrmiAkPqe8KymhsJNAWNRr2gSnD7RJkGoTS3AudFbocukkgRGJP92BU1/7guV7+3Vffz1119x5MgRVnjb1XtFwch79uwxj3M4nMrNypUrmdemZcuWWL9+vUWnL1tQZjy5oemHO4UGUeILJQfcTrtXTuXGFYuhilqZVUCeeeYZeHl5Yfr06cxzRj+IqCY1xepSsldJ4W7oO4C3tzdT+fQFt3PnTswc/Txa12vEllULCMKS12bY3DYlNQdPPL8UTbrNxqAx3yE2Lp3Nr1PL1yLuIjBQDR8fd6hkfiZRgW0xwZHueODZUPN0dCNPdB1i2csv6Uwe8lJ0TAia+kMbcWNPFlvmEeSONjPrwt1PxayKNR4JRY0Bpv1l7o2HLr3QlOFsADQJecg+koTbLeD+6quvMiuCuDans1DQL7UApIFnRHI4lRfyxFAg/4gRI1gcIn2fOiMUBejzT5nRFN+4YsUK9OrVy6pFLOfusyw6O1RUqNnExYsX2bOSakzfvHkT48Y50VHDDtyyeIcYNWoU619MWbxkIdsy7xvkFxbCU622ayl7d94/OHIyFnq9EecuJOCVGeuxavHTeHp0I1y/kYOdexJQLcwTs2e0Z0KxWWt/tO4YgOMHTDGEtep5oVvvEKv93j8uFPc8GID8HD0i6nhA5WZ5Dj5hlpZAEozieZE9gxDRI5BZHRWiYuEqH2sLolI0z6jVIXPFbmiuJMCzdR34Depo9/qNBQWYMf5ZpCYnY/7HH9tcj8PhVP1C2yNHjsSff/7JBB/9gCxpa0/qrkWJLvQDlNzXv//+u2ySAKdqUxUsi1LDFA2lAReLdwhyN5PLg76YZs2axQYvJ9wfFy4nM6FI6MndfM3UscbTQ4U573ewWp9E38yFjXH8UCZ0WgNadQiAp6d8tAVZGAF593BQXU90eikCBz5PYEKxQf9A1H/A0vrIvqgln5/AHlHw7xyOrP2mX+tB/WrAr22YeXnKx+uQ8+ch2hi5G4/BkJ2PwFHy1kJjfh52DBuIhX9uxVt1oxD+1TwYP14EhZtrb2OdTod169axcWoP6ebi9hwO585y5coVDBw4kLVP/euvv1j92tulY8eOLGGOBCN5HajUDlkrOXcPChfcrQpUTKhTEcXzb9++HUlJScz6LiYtLa1E++VPyTsItR+kF3XmzJmswwBl5jmiW4e6uB6bBoPRyNr9dW5fx+E2JBjbdbYUdiWhzehqaP5YCPRaIzwDnHvrKNyUqL+gG/IvZbIEF8+6/ha//nO3nDSVH6BASZrefNymWMzctAHjt+5BG39vTK4ZAf2JI9AfPwy39p1cuo7CwkI8/vjjbJzM9FwscjiVhx07dmDo0KGsqgQlqdxOhqcUKt69e/du5rKj7wj6fn733XetMqo5VZOqYFl86qmnWAInvYeptXFJre1SuFi8w1BGNLlRKPCU3NH0BWh3/Rf7wMPDDQePXUfzxpGYOqE3yhN3b5UN26NtyC3t3VBerKpC/aG7mWLu2qIKl1+PsrpeWvQVbhZosOuepnATXN1FItMV6IufCvUK4xwOp3JA3pgXX3yRlcehJLfgYNfruTqCkgOo7E6LFi1YPCQVMqaYRqpkwanaVIVs6N27d7MEzlatWpXqfrlYLCcKNAVQu6mtxIm7uzv70mvXrh37RUDZefYEjIfaDW9M6oOKhlCCxtVfMdVmDEPClCUwZObBLTIIIa/ItyKiivQ/bdmGb7q0RUNP0zGUjZtD1bp9iR4GZJ3gcDiVA61Wy0rbkFikwtoLFiwoU48AfY9RlnSzZs1YsgC5pSmOsXbt2mV2TE5FEYvOWhYrJo0bN0Z+fnGd5dKCm1XKmPzCfAx7eyDCB3ij1pAQbDpg3ZOYai3SL9kNGzawdHciNi4R46d+jMFj38TytZtQkbnw3Tmsb7IK65qswvmvzrq0rUezmqi54W3U2PA2oldPhXuUtaWAaqbRA+L555/Hs5t3wvONmfCa/gF8Fn4DhfvtleDhcDgVm5SUFPTr14/ViFu8eDFr2VdeoSMUF0mtAimZhuLLyWrDqbpUhWzoL7/8klnEqTIAxS9mZWVZDCWFWxbLmC/WzMemAxvYeHZuFkbPGoara5Ph5eFlsR4Vhp07dy7L6KO4mZ82HMet+GRWe/HAsbPw8/XGI/d3R0Uj7XgKTr5/zDx9+qPjCG0fitB7qjm9D4WbCm4hfrLLzp49yxqfU/Ftau2nUKuh7jugVM6dw+FUbE6fPs0EG8UWb926Fd27l/93ILUSpcQXipOk0jr0MH722WfL/Tw4ZU9ViFkMDAxkopDeq2KERh96PXXecB0uFsuYa/FXoKQXyEh5HEbkF+YhNTMF0dVqyFZep57RZEXzr9kWXoFRbL5KpcSegycrpFjMuZ5jPe9qtkti0RbXrl1jIrpGjRr47bffoFarURqQib5z585snKwG5JbmcDgVCwrJIRdw3bp1WWZnrVq1rNbRaDQs45NqyVGrP6qRSIWIqXuFdKCHJBXhlxtCQ0MRERHBajTSX2l8YkhICGsLSK7w5557jhXwJlc4hRFx7uLe0BUQ+szQ+5LqhvIEl0pEv44DsHzTj2xcpVShQY1GiAqtLrsuqf6FCxciKTkZv678FYraCngGRrLU93q15LcRk5KQhW1/nYanlzv6DWkFT6/SEVf2CGkbCqWHEgYtVeoGlG5KhNxTXBrndoQiBbHTm556QFO3hdKC7ueJEyfM4xwOp+JAFhBqWkAhOVTair4Tqajwli1bcP78eTZcvXqVCURys0mhH39ygpBiwakSglRE0o9HqbXFx8eHiUby8jRq1IhlXFMsGLVqpTjGyZMnM6/H6tWryyTJhnNnqAqWxdOnT+PYsWPsfVuacMtiGfNI90fx7RvL8NuOVQgPicC0UTPtJrBQR4Gfly9Halomtvy7EcGKtnjyyZEYN+Ihh0JxzP2LkJWexxKE/1hxGF+texbu6rJ9iX1q+OLeFb1xnvpSG4BGzzeFXx3/29onPQzuv/9+JhQpEaV6dcdC2RXowUFWAmGcw+FUDG7cuMES/ShOmZJJKEZQsCjSj2maR8KNOjeRFVCwBApDWFiYy/GMJE4zMjKY+BQPZKmk8zlw4ADLhiZhSVCRYzqPvXv3snP5/vvvWZ1HXlmh8lMVsqHbt2/P6o9ysVgJebz3k2xwFhKMGzf8ifHjx7MvogivIXBzK35rxt1MxGsTP8KFc1fRrGUDzP3idWz94zyy0vPNlWRiTsbhzNGbaN2p7LP3QtuFoduSnnbX0WXlM8ujW4B9ly89HChGkQQiWRTpl31pQ/e3b9++pb5fDofjmkijlmQUi0jhIPv27cPly5fNcVfUQYV6PQtWPeqwUhYhIyRCqWQZDbZqNpLlkYTjuXPn2I/ZM2fOsPIkFy5cYDVy6XwptKVLly4srpL+chd15aMqiMVJkyaxcInXXnuNlX+Svg/pM1USFEah5glHFgoUJRdoZmYm/P1vz2LmKvTSUGcXKgpL7QGpbAT9qn32ibdw/MhZ6PUGFs/YtWc79OjSFwum/2Wx/Td/jEfTNqUvtly9hmuz/sStr0ylaiLHdUfdWYNkS+wsWbIEL7zwAvuipRhF+gLmcKrCZ5ljgqxzlKX5999/s+oPJA7JEkjCkMQWdVGJiopidVBLq5hwWULucUE0kuClIuFkpaT3F2VwDxgwAA888ACzenIq/nfDl0EN4KVwTgbmG/V4If1ihfs+kbNw02eJJ7hUYegFpg4C9erVY9l3x48fx9q1a3HlEvWGNsXa0d8rF2PxwYLWzPV86WwCm993UEs0aV267tuSkPXfFbNQJOK/343gvk0R1KM4noJihujXEFlR6To///xzeDjR+rCkULu/TZtM5YjI3c07uHA4ZUd6ejr73qI6hWRFpM97zZo1mZAi9y25lClGsDShVqiFOj00evprQMz5c/D09EL1mjWLasKaHp4EJSCSLhX+0uCuVMJdRYOC/aVlcpDngxoqCFAMNMWLkRAmQTx27Fh2HKqjS9c7YsQIZiXlVExIJjptWTSiQkLxvGUBtyxWEmsEZd89+uijLJame8cHkHhdw1zO1B1l6PD78eZ7z0NTqMOpwzfg6e2Opq2jy/yX+bnF/+HMZ7uh8nTHPbP7I/p+64Da5HVHEfPCcot5DT4ZjvBhptaGhw8fZlZTeoOT5XTMmDEoa3Jzc83ZjlSSo7QfVJyKSUX5LN8NUCIJCably5ez3s30A43KX5FgoqFp06Yl/n7S6g3ILtQxEcgGvR4aYVxngM5gZGJRgNqi3rh8Eet/XoIp735omic6tpDQIDbIiJMcaF2aJuHo4aaEmyAilTRuEpNebip2HCnJycnYuHEjuxc00HuQYspGjhzJRCZlq3IqznfDt8EN4a10zrKYZ9Dj2bQLd833CU9wqSRQnAG1A3zllVdYcdqG9ZuiWYOu6H5vZ7zwsikeUu3hhnZd65q3Obz5FP7bcBJh0UF45IU+8PQuvezouB2XcHBqkdtbAWwf+TMGH30ZvjUsXccBXepD5ecJfZ6GTSs93RHYrQErb/HBBx9gzpw5rC0RiUbKMiwvMz19YQvjHA7n9iELGrliKRlk1apVzKJI7mXKbCZhRO7lkgjDrAIdsgq1yC76m0+VF+wgl81ao2591G5g36JHhRFsfR3ojUbodUZomQg1ZU6Lj0KHJCHp5a4yD55uKpZwQwk7NJALnqyNJKApnoy+yyl2moQjGQJ4sl0li1lUoEKVmaIycxSfSOP2oLqlJYFbFiuhNYJ+oVKtL+psQKUcaKBYRjH7/z6OD0Z+DaVKCaPBiDa9mmDmmhft7jcvLRf/vP0Xki8koWHfxuj5Sm+2vRynP92NIzM2W/Rm7rNmFKr3aWi93wuJiPtuFzuPyHHdsPncf6ymJGUbTps2jQ08GJxzN36Wq4oVceXKlfj000+ZC5ZczFTrjQZXfgBmZGXD4OaBnEKdWSAWaA1MqLmCVCwKFr+YU8dRq049+Pj5WVgXLayISnnLonnfIuuhVCwWr1887uGmYlZHT3clPElAuqvY/tLS0ljZHRKOFPNIdR4poZFitksiqjml892wNLSRS5bF0SkxFeL7hIwe5HWsVq2aXQPI7RTl5maVSgjF+VBGHgkussw1aNAAixYtYl/aArvWHmIuaoPewH7xH916FrmZ9vtFLh+5FIeXH8S1/VexedY/2Llwm811Q9tWLxaK9GvMww2BTeWDuL0bhqPeR0Nxo38I7n/mMfYrmh4iVA+Kkne4UORwKh/0Y49iqkkcUvgIuVSpggGFlJDXwJFQpO8lcidfS8vF0ZvpGDB4KE7GZ+FKWh6ScgqZUCwJtsTlhTMncWjPdpQGtoSiFHKPZxZokZhdiNj0PFxMysb1tFwYPXwwZtwzrPoDJcc88cQTTGxTmSAap0QZTvlTWdv9GQwGJhSFcVtDSYUiwcViJYVi7ugLmUo49O7dGy+++CITjfPmzWPZeIGhfhYxQWpPd3jYcUPTG+nqnsswUqsZwghc3Bpjc/2I7nXR5bNB8G8QiuAWkej160j4RFn/uqI357p161h2Y58+fVjHBXqgkDuGzpfD4VQuSNxQnDEJG+pi8thjj7Efr/S5psxfe5YNg9GI9DwNrqTk4lBsOk7GZeJWZgFyNXo0atHapfOg76xrF887LKxvKIpf7Hhvb+zfsdVquauWS3vIhC1aUaDVIzW3kInGq6k5CIyogTlz57PMavr+PnjwoDkznFyKvGBJ+RfldnaoiFAYiNhwJEDPXlpWUrgbuoq4rqj+F8UGkTuILHWPDx2GzCMKaG66wd3DHa8ufhpdH2lndx9zW36AtOupTDAqVAp0fLozBn0ytMQdWKjd0LfffsvGqRwOucupJtmdLolB2ZgkXAnqCsHb/d0dVJbPckXlypUreO+997Bs2TJWDJs8G5Tt66jEFcUdZuZrkZavQVaBFjq9pUgjAUmCKP7mDYRH17IQeOL1pKxbuhj/bd+MTvf1w+DRz1ktt3Qvm8bTU5MRGhrmMMnFkRvaGRe0QrSWVERabCM6jrfaDZ5uCuza+i8WLJjPygxRfDXddxLid/q7s6p/N/wa3sQlN/SwxHMV7vuE6giT1V+wNApQtyOax93QdzlUTJZ+NVDhWAqe3rLtX6w7swSnAzahzggP6INyodVq7e5j5IoxCKkTyoRi/Z4NcP+MAU4fn77sY2JiWGuue++9F3Xq1MHs2bNZgdpDhw6xbgcUWFsRvuzIEkEFgGng7f44HPtQv3oqaUUdIajk1CeffIJLly4xsWhLKFI2cnJOIWKSspn18Hp6HjLytRBpQAtyc7Lx3QJTprKz1G7YhFlL6K+z7PznT1w+f8YsUm0hFaiH9u3Gt598BK3GlKh3O9j6CqTzySnUIjVPi2ade2LF+g34859NUKvVLPSoa9eu7McttzSWHfTsc2WoiAj1FKWQ5fp22uZyy2IVtUaQCKKWWRRA/eeffyIpKYldB5WvIBdHp06d0Lx5c/ZLQ/rGsvVmk5afIdcTuUwoA5KCtClWieoj9urVi8XdDBo0yFyipiJBZTyonAfx0EMP8TqLdwmV9bN8p6AkjBkzZuDrr79movCNN97A888/b9cSn1/kYiVhqC0KaRFEmdmSaLC2LG5evxr5eXl4aMRopyyLUqFnqw6i1Lp44uA+nDy4D2MmvWqxnb3yObTO+OGPwNPDE8++9Cpate8ga1l0xqooPU05h730u5emjuzdibkfzMKhQwfZj3H6Ud62bVvZa+aU/LthTY1mLlkWh8aecfr75NatW8y7RuEaVA2kfv36+OGHH8yVOW4XqjxA750TJ06weGFx/WCyJtLzmazTVKmgJPDSOVUUihvq2bMnG0g4Hj16lL1JSdTNnTuXvcEJanFFbbQoA49cS5SVRw8DKuNA+6DYByr5QGUwhH6p5I4iCyYhdF8g9zJ1LKACu9LM7IoGnTMJWQ6HYw09WKib0ptvvsksd+QCnThxos0ffiTcsvK1SM3VIE+rp3BnM/l5ufjus/no3ud+NGt7j83b3bBZS4RGOddtSs4iKMyzJRoFmrfriHMnjrpcPuelaTNx9vgRNG9jP5THFZwRigRdWduuPbDir3uxf8cWzHnvHSYwqCIGeW9CQkJK7ZzuelRKKJwtp6ZwPtaVnp9kGabnIz2HqaQStbqk529pITzTqHkHNZsQf17JOk39zCm5tKRwy+JdaI0g8UhB6mfPnmXWQRonIUgDleMhcUgikR4aJBppoGsnMUltq+hNJ/Rrpd6TlS3mj66LshBJ+NI1kauc4jw4VZuq+FkubSgLl4Qh1XQdPXo0q7Zgq1UdZfqm52uQlqdhbmdBwwmPUJq3e+smrF+5nH3nfPztMlnL4pkTRxEfex09Hhzk0Kpoz3VsSyxKrYu3rl+Fr68PgkOrORW3aLY+Oiib46pl0VmxKOcZ+eXH77Dwo9lQKZVMMJJw5N9ht//dsLZuS/g4+SzI1evx6JWTTn2fkFWeQrHouVPWLF26FMOGDSv1up1cLDqAP2CqFtRzmmKtKA5LgMTv/PnzMWTIkDt6bpyyhX+WbUOdRqZOnYoff/yRuTe/+OILFq4iB8XVpedpWT1EI4zmOESxWBQ6qNCPzrU//4j2Xe9FnQaNZF3Qs1+ZgKcnT7VKbnFVKNoSjFKxeHDXNlyLOYsRz020WN+RWJRLcHGU3OJMYovlcufj4FKTkzH/g5lY9fNPaNWqNb78chFLJOSU/LthXYNWLonFwRdPIDY21kIsUiiWtF0tdSwiax/FDVLSUvXq1VlNTYoFrizw0jmcu0ooDh06lH1wBbZt28asozSflnM4dxv0vqcYJyrT8s0335hLt0jJ0+hwIy0HtzLymVB0Bne1GsOffo4JRTkK8vNQt1ET2SxosUh0VigK69ujTaduOLhnR5klioitihbzHehAV5P/QsLC8MHCL7B24zYYlUoWjz7l5ZeZZ4hTMsgF7cpA1KhRgwlNYaCqJFIodIva2VK5OEoSo9hfKndHVsDKArcsOoBbI6oG5HqmgGIShlTSh2qYEZSpTeZ6ivegIuEUR8LdOVUT/lm2jqOaNGkSfv75Z/b+J6EoLbdBFBYlrZBYJMOgoLFI15Fl0TwuY1m0l9xy4uB+pKYmo+cDD0Mo7yq1KroiEl2xLsqV0Ckty2JJk1tup1IEfb/98PUizP/wPdSuUxc/LV2KTh07lHh/d+t3wx9N27pkWRx49qhTlkWKGaQ4U6rAIUBikZ4/lCBaGeCWRc5dAcWKUL1Hai1Igb/bv9uGk0dOsGQcSuShYH7KFiuPmBIO505DQfZUDYGqAlDdRLIuSoUi1UdMysrHzYw8luVsC7ExUE7ayQnF9JRkfP/px+jQ7T6XhCKtKzdYn5N9kemu9sCCd6c6PE9H+5JbJAhoV7kdSyf9wB33wiT8/u8uqD080K1rF7zy+jTkcStjmZfO8ff3txikQpGg2HixR4uguH8hUbQywMUi566AklkIekAatAacmXcCCTtM84T54vU4nKoIFaT/3//+x+r2kZWdrOkjR460sGrpDQak5RTgVkYucjU6p7qSyCEv9kzzkpMS8OLbs+Hh4+uUULQlCu0tF+9DGv/o6+ePxFu3WLZ2SayXzm5hIaTLxutdtG/Tzhs0boLVG7bihZen4rMFc9H+ng44cOyUrHufY41JBCqdHBRO30LKhKY6xGIosZS6IJU29Jm2xfr160u8Xy4WOXcF9MtO+CBlxmTAoDMgYUec1QdMWI/DqWpQ3BQ9tChOiuKnyLoYHR0tKYFTiPiMPKdjEuUQXNBy1jrKip771ivwDwxGraJi2vaEoiORaHVsJ9YVjjdo5Fhm4SwtSkOPuWpdpPWl26jc3THx1Tew6p+tLH6x971d8dXSFUjLLeQFvR2gVClcGpxlypQprNIAteilgvYUCrV48WJMmDABpQ0l0pCXTMratWvx5JNPlni/XCxyGPSFc3LNBmx4fQ5Orv67yn2pUHkcynqmD2vcoZt4+/xMjP/heaRdS2UPMApKpq4ztB6HU9XYsGED2rVrx8p8UIwUWRfF1sS8Qi2SMnORXaC1sJo5G0Yn/boQCz6xW3fBu6+jaZv2qBYZ5ZRQvF3sWRc79OiNcyePsc+/NLbSGSF82+d2G9vKiUTpPpu2aI3VG7ejW89emDh2JF597TWcT0hn2ewceegzoVA6OSicF4v33HMP1q1bh19++YV5sWbNmsU6Id2OeLPFM888w9rZUik8gV9//ZX1c6dqByWFF+XmMHbN/xYbXvsQSjc3GHQ69J/zOnq+/r8qc3copofK41DWc7vrrbD/wn9s/t7FO7H0xFL89c9fWLNmDU9u4VQpKPFh5syZ7OFE3YqoJai4EDC5nLPyNSyJRU4H2dJO4uQW87o2rIrCeGZ6GitXExldkwlBW0JRNgbRjkgT+j4XH4uSU2yubt4fbZcYH4e9Wzaie78HJctNiS50bpToQudmq+A3nbZ0Ed0buaxo6boGGYtNSX6oS4WnsAtfXz8sWLwUPy3+EvNmvY3Tx4/i46+WoH6taET6e1nUjuSQZVHJBmdQGl2ztdHnj4ayhj7v1H2JBCN1cdu4cSMTkBSbfDtFubllkcPY/+Vy9peEomnaVEC3KkF1FFevWA3PDA+4wx3hqjAkfLcT9xxXY83KVbzOIqdKQVbEAQMGsKLNNPz+++8WQrFAo0V6Tj40OtvJK4Q9Y5o4C7p4ntHC/UzjG9b8gpXff+WyUKT1HMXbCetYFvO2PJ/i+Zb7emjYKOz+dwNcQRDEcmcld6qOjJG3Y2GU216crU4DWcBGjX8BP6z5E1cvX8Lj9/fAzj37cTEpm1mSOVWrNzTx+eefo1WrVqytL9VyJIvm7QhFglsWOQyvoABkXL8Fo8HA6kd5BQdWyTvTs8G9iB4Ugc2DuyHhcizC51xGWPe2CEwOvtOnxuGUGlTOg5JYqAgwWRb69u1rXkZu19wCDQp1lq357OHI2iW1KpqOY/p7JeYcDu3dibfmLXJaKJY0IUOwGAr7E57ncpZBWtfHzw+vzfkMSfFxzDVO65itiaVoXaTLEYx4cuvKWRgdXqvMOchnqJsm2nTsgtWbd2HKM6PwzGMP46OvvkfPfg8iwNMd0YHcyki4IgIVxoojFqlGqpxxhKp7jBgxgv1gENYZOHBg1a6zSPFm4q4bAlQFfdGiRVbzyTf/9NNPW8yjlHZXC5beLbXZru07giUPjEZhdi7Uvt4Yt3EpanctnQbnFYmLP8Swb9UGYxsj5a8TuP7dYfj37wDNzv2o/sJ9COzW4E6fIqeMuFs+y6dOnUL//v1ZSAUlsYhLdmi0OuQVaoqsTiYZIVgHraZJZhRZp+gxIVdjUVhXEItSq+K+nVvRqEVr+Pj5k49PVii6IhIF4eYIsWtaePbLt/ZTID83B9P/Nwpzl6w0lz0pSes/V2ouSte3OPcSWCEdCUVxl52C/HxMe3E8tm38C1Pf+wiPj36GWiKjVpAPArzccTd/N2zt2Q0+bs7Z0HJ1OvTesadCfJ9Q+TdnINFIoSklOgYqCVS8ksqaCMO///7L5j/22GM2t6EXULyNnNjkmKjdpR3evLEPkw79jmmx+6ukUCTST6XCv3kgez/tWP4nfLvWR0GmHjWn9sfNz7fCoCl5FiiHc6fZunUr6+RBNRMp+1IQiiTCcgsKkV+oKWEVwGKcFYr/7dqOv1YthzeVxymBUKT1pIOt+eLl0n2Z6zjKJYQYjPDy8cUDQ5/AuuVL7BYRF+9DLtHFUc1F6Sbs3sm5re0McttL3c7CceWEIuHh5YW53/yI4U+Px5zpr+HTD2awmNWY5GxcSc2BTrjouxFXXNCqimNZZElaTgwlFYqVyg0dFmaqti9ADe7r1auHHj162FXRERERLh2HepnSIP7FcbfgFeiP6PYtUVXR5miRcy0HnnW90CHM1N3g2vOXkfV7Ivxa14BHjWCkbz+PkPtNNRc5nMoEdWIhb0qvXr2wevVq+Pn5sfk6nQ6FGm2pZBcLSIWixbKiOMULZ09i2twvoHBztxCKUreznEgsKWLLo5xLWnAlSy2UvR8egrysDHav1O7OWdfousnCSGcr7ElwMVu4nSXuaKmVUbjckmaei/crHM9qnllECn8VeHXGBwivXh2fzHobCXG38Pa8z5FkADLydKgT4o0gbzXuNui9IU2Ysrfu3USlEYtiNBoNli9fjpdfftlu+npOTg4rekmKum3btqxsCvVAtQeVUKFsIk7VI+daNryjvOHu7Y7okAj2DeoT7Y/8pGtsediQtkj4cS+C+zW7rdZbHE558/3337OMRxKL1LbP3d0dWq2Wvcd1LloT7Lmg5bKgCcGqSELx7KnjOLRnJ54YP8kqRtGeUHQkEuWEliuCUXyulrGJtI4SSYkJWD9vNl6bPd/l2EWxYBSfr5xglC4z78NFjWxlqbRhxZQKRXErxiefeQFhEVF4d/L/kJuTgw++/IF60+FsYjZqBXmzWMa7CaHgtlPrGiquYzY3Nxc7d+5kHWJIL4mhNoMloeJerR2oCnlGRgbGjBljc51GjRphyZIlLAOQhCUJxi5durCAb3tQ2zeKQRAGChTnVA3y4/PgXd2HtfjbPOhDnNtxGMG1gqHN1kCXr0NAp7owaPTIPsrDFTiVTyhS/DaNk1DU63WYNes9l9xOQryiI2y5n0lUnT91HN/MfR8PD3/KwpJpTyhKXcjCMaSDvWXSdcT7LD6O/euq26gpvP38sXPTXzbd0VLEVlWjk/GD0utwxNaNf+OLeXPMr6V0O6nLWex2ticUhevrPeARfLR4OQ7u3o5pLzyNgiLP2tW0XBy5Egetg2z5qkRZFeUuT44dO4b69euzxJaJEyfi/fffx+TJk1mrW6rtWFIqpVikL0QK4I6KMhV2laNz586sCGXr1q2Zq5p6n5Irm35124MCnKW9HjlVg/yEPHhHerNxbXI2PKICoXRTwjPUky2jLPCwwW2QvO7onT5VDsdlofjFF18wi7hBr8ehAwfMdiyTNVAecXKLHI6siuI4RaqjGBIeiRmffwdv/0CzUHMkFMXn4qyAsoWcaLQ8XvF5yy0fN+VNNGjaAjqyysogWzzcQfyiLWEnPWdbw/eLPsOh//biyqVLdvdly5poTyiarh3o3KM35ixexgTj9AlPs1Cs1T98gwVzP8bJhGyWOX83UBVK50yZMgUPP/ww0tPT4eXlxWKXKV+DivLPmzevfMQiWee2b9+O9957D+PGjWPKlUyaP/zwQ7lZ4Oiit2zZwr4gXYF+bbdp04a12uHcneTF5cEr0hv6PA1LZHELMglHz2reKEjMZ+PBfZsh71w8Cq6n3uGz5XBcF4p6nRaagjycPHkKjRs3tiMS5ZzJ1i5oR0ktAglxcZg24WmoPb3g5etvrnsoFYrieojFwkteINpLZJFLarG8Psv9OCsY3dVqdv4kmLRFNWcdJbvYqr1oSzDaEo22mDrzAwx67AnUbdDQvJ1UJDqyJtoTisJ0h3t74YNvfsKh3TsweeRgxMfdwjOvvIXsQh0O3chAZn7Vr8nofF9opdPu6vLm+PHjeOWVV1hoBVVEIOFfo0YNfPzxx8y6WFKUzjafJ1MmHZBqd1E5BnID04mQ+Hr33XdZqzRaRiq2LCFhSpl+VGzWFciETyUleO/fu5e8uFx4R/kgOy4VL59aisFDhrBSSl4RXsgvEosqbzUTjFRWh8OpqFBpMLFQJHSF+dAW5LHxI0ePoEUL+WQ1+axduWxdy3I5wrZS97Neb8TCmdPw6vvz4UGZz0XICUVhvlgoinEkAuWwmRFdQsHoHxiE7vc/hB8/m+t0drSzgtGWaLT3r0Wbthj4+HCLoEipFVYqEuWsiY6uhWjXtQd6DxyC86dOIO76VWalpnui0Rtw7FYG4rNcKz1X2VCqXHFFo0JChjGhlA5pJYpbJKg00O0Y9ZxKcGnYsCFz63777besuCudjJzFj5pjDx8+HG+99RarGl7akGWTxOLo0aPhJqmFRC7n6tWrswQVgqyfVL2cfPckbOfOncvO0VWLJKdqQA8+ilkky2LmpWRsv3UCuHWC/YjwivBmbmiB0IdbIWbiz4h8uitU3qa6axxORYF+rNP32HPPPVcsFAtyzTFtlNh3/foN9t0nlVxy5VekLmh7VkVIhGLCrVu4fDEG7372relJa8P1LGdNLI3sZ4cJLqJEEsuEFoVVhrSYB4YMR0r8LaQkJaBaeKRke9sJL7YypAnhEOJrd7bbni3XvIWQF98D0QZyfa/lhGJubg4+nDoJnXrdjx79B+Kt8U9h4TtTMWXWPGa11hqMOJ2QhaxCLRqG+lbJJECh77Oz61ZEyINKpeEaNGjAQvDeeecdpKSksHZ/1Je6TC2LmzdvxqpVq5jlUE4oEpR1TMkhFy9eZKUbygJyP5NKHjt2rNUymk+1FAXIX0+CtUmTJuy8qQTOvn37LArUcu4etJkaGPVGeAR7QJGtwfsPPo/FixdDTW6ncC/kJ5gsi4RH9SD4NKuOtH/P3tFz5nCkHDlyhNWWJc/Kl19+CRgN0OZlw6ArchEqlFi6bDlGjBhuZTUU91+QWhLFhbilVkWp+1kQipkZmXjv1YmIrFGr1ISiuHVfSQbxfu0dTy7pRbosNLI6fv7qU2z+fa3NN6IjC6PUyijVxY7iFa2SWUS1FW1ZEu1ZE03XZ33uN65eZq/5ky+8jPsHD8M93XvjlfcX4O9Vy7Di608str+Rno9jtzKh1Ve9eoxkkRP6QzsclBXTDU1VXwQPKrX5pBafzz//PJKTk9kzr6RUmg4ud4q7petDVSfjbDrOLzqDTou6IWntERTcSEPNKaYWaBnn0nH+C9MygaxDV3Hrqx1o/N1olvjCqfxU9s/y1atXmYeHullt27YNnh5qaPNzmGowKkzv0YzMLDz51GjW2kupUpmTWwSxqJd0aiFhYR6n+Ubb42L3s1ZvxP5d2+DrH4gGLVpbCUVxIosjkVjS1n7Od3ARuq9AtoOLtMOLeJlep8OHr76A/73+LiKrR0uWy+xP3CVGYnmyZYeyahPoxO2QrmJV69KOSBTPp/X2bduMdcu+xxtzFyEwJNTi9Vj6xXz89NlHeHXOZ+g3eJjFMbzclWhfIwiebhXUH1uC74aDTzwAX7VzdTZzNFp0WLGx0n6fuEqJnoLUb3DkyJHsi+vWrVtsHpk49+zZU9rnx+GUCnlFZXMIbVou3INN4wRlSJMbWvy7ya9dLfY3+5gp3oPDuZOkpaWxChC+vr74888/4alWQ5ubZSEUyao4b8EneO3VV1g8uRjBUiggWArlx0U1FgVLo0goanQ6fDLrLTRv0x6NW7omFKUlbaRC0VlLmyMLnK1EGjnsxS+q3Nzw1sJvWCmig3t2SJbLW+nEXV6kpXXkTkHOWijdRjqYz11yDGesicJ8itfWFBYi5swpvPfVT1ZCkdZ78oUp6P/Yk1g4/WUc2bvTvH8acjV6HLqRjnxt1cmUrgoJLgQVlydPLFV/yc7OZvPi4uJYiEpJcflq165di/vvv5+lZFM9H6HbCalrMn9yOBWR/KJMaEKTko3LOfE4c+YMi4N1D1Czn/eajOLipWRNDOrdBJl7efY8585CRXUHDRqE1NRUbNy4ESFBgWahaEahZILy7Nmz6Hlfr2JropW7uTiP1mK8KANaLCrF7mdBKFIruI/eeg0Nm7eEp4+v2c0sForiTGjTcUz7syUSS6NkjnRf5mkbgtGVhBeKzQsMrYYNa37B+hVLLZab1rHcp3g/bL7kwmwJQGdEoXQQjiUViY4E7YnDBzB13AjcuhmLURNfgdrDQ7ZAOl37izM+RtuuPTBr0lhcu3DO4lrytHocvJGGvCrSJpW+910ZKiKUm9GiRQs88sgjmDBhAnM/Ex999BFeffXVEu/X5aulrOivv/6aJbuI4xe7du2Ko0d5fTpOxSQvPtdcYzE7KR3dJw5lwb6U6U9fiKa4xeIkF8KvTU1uWeTccegLnqpMUIOBurVrmoQiSQnJw+rLr7/BC88/b7U9CcC09HTk5xfYtCqKk1qEcbk4RU2hFg89/iT6PvKYTaEoFWdyBbKFZfayoV0dxIj3Lc3CFpaZp50QjB6eXnhz3pcICA5GdlYWSyaSijLxMWxZGaVCD04IQjkXsy2BaEskCvMpiYWsibs2/Y0ZXyxBzbr1raywUtGrUKkwbcFiVKteA7MmjUNujslSJVCgM+C/G+nIqQKC0el4RZVpqIi89NJLaN++vbnOosDgwYNZ7/iS4vLVxsTE4N5777WaT/5+yjrmcCoiLBM6qqggd3oeQoKCERoaal7OyueIklwI70YR0GXkQZN49/QH51QsfvnlF3z++edYuHAhOt3THtqcTIvlgguaXE0HDhxE7z59rKyKqSkpGDpkEJ56YriVVVFIahHcz6QvBPezOE6RBMSWv/7AT998hkYt2zgUimJBxo4nEiRSkViScjly2CufY88tLQhG0/UU3x+LdYtaAnbr9xBOHTmAGS89y0Sj5Trk2s1nBb2lgkss7Mzn68BKaGuQXqvUymnL5bx66bd487mnkJmZgf+9ORN+AYE22y1Kz9fLxwdvf/Y90lOTseDNyeaQHbpfNJBgPHA9HTmFlVwwuuKCVlVMsUhhgtOnT2fJm2Io1lkIGywJLl9tRESEbGFrilesW7duiU+Ewykr6IuNCnILlkV1thZx568y87yPjyl20TOcCnNbWhbpC8G3ZQ1kH+dxi5zyh8IkqETOk08+if899wy0uZZC0YxCiW+/X4JnnhlnVc6E3vvunp7sfU6lxSythcXuZ8Iq+1kUp3jl4gX8vWYFnniuuN+zRqvFlZiz0EmEmC1Xr1gk2rYIOhZLcuJJiq1saGfc0oIAstXl5Z4efTBkzHj8uuQr6IuUGa1DFrfnHx+Il58eYfManb0Wl6yoBtsiMb8gH3u3bUZWRjq8fP3w8Y+rERwW7tCaKEdErbp4ec7n2Pvv31hN1y5ZrVBvwMHYdORWYgsjcy87KxiVFVMsUmiVXJtPanXs5+dX4v26fLVUjobMnAeonZRCwYImf/75Z+YqofRsDqeioc3SwqA1wCPEE4ZCHfQ5hXALKk5wIZgbuqgwtxi/1jWQfZSLRU75Z2cOGTKE/QD/atEX0EksimIXNFmN/v13Cx5+eKBsrKKPjy9+++NvzP/sC3NdRXtJLdI4xdjr11gbv+kLv4bCzd1sUVz6+Vx8/eG72PbHGgsXr9i9ywYZkSjgjPBzhCPRZc8tLSyzmBa5pYX9Sa+pedsOGP3iVGxcuxKLPpyBwoJ85q5Ve3oWWeyss49dGcQC0NEg3b8Q57px/Wq8NX4U0tJSERgWzkriUOKTs9ZEQTQLA9G59wMY+sxE/LhgNk4d3Gf1WuRp9PjvelqlTXqpCjGL/fr1s+gBTTqNEluoeQqVESzTotxi3njjDaZce/fujby8POaSpn7KJBYnTZpU4hPhcMq0c0ukNyuiqknLgSrAC0p3y2xRKsyd/F+i1bZ+bWshceVB9jCtikVoORUPeq9RO9WEhAQc2L8PaiMlXtHTWsGsiOb1isZ/XvELnhgxgrlJxXLLMllFEEyW7mcqlVdcUsfS/SwIxfdffwnvfvot/IJCLFzP9Zu1wsmD+1C9bgN2DKnbWZhHOGO5YuuVIMtFWqJGfAwqZSMc21RA21RCp7gwt9FivqPC3dLl/R4dgYM7NuOb+R9gwpsz8cUvf1gV8C4pcm55eq20Gg37LnJzd2d/83JzkBh3C9Vr18X3Cz/EhTMn8ciIMawLTe+BQ4vviR2RaHlc++c16qU3cOHUMcx5ZTw+X7sFwdVMlkqBfK0B+6+loUvtYHhKvmcrOiaroXPnrFBVTEE8f/58loRMNaXph+QTTzzB6l9T2BWFtZRLnUUybe7duxctW7aEt7c3c0eTYqWTopIOVZHKXpuNA8Rvv4WkvYloNb0tcs7cwuWF/+Dj/O3m/rqenp7IvpqFk+8fRdfve1rcMvp4nBmxGPU+HAKvOmH8dlZiKstneenSpRgzZgxWr/oVA/v0MAlAUXkcBglDhRJanR4DBw1hdRVJPNiqq6gXrIUi65/ZeshEmkkomv6a5msNBsx9+3UMf3YCQiKjZWMUpW5nV0RiSYRhSQSkRe1DSc1FoR6jdL641qJp2nJf0uXEf9s24cDOrfjfa2/DV+b9JWzjSBRmZ2Xi4pmTuHn9Kh54dATenvA0ey279XkAteo2wKofvmbrjZvyJvZv/xfnTx5Dg2YtMPJ/L+Hi+bOoUac+63FNSEsTybn9i5fBadJTkjFxcC/2g+GdRT/J/pD2VavQpU4I1BU0tk/uu+HkS8Ph52EZ62eL7EINWn66skJ+n1DpnJUrV+LkyZNMo7Vt25aFs4gTXsrUskgmbDJxnjt3DoGBgbwbCqdSkB+fzxJYCF1aLpSBXljx/Qo2LVS09wz1QkFKIYxUKkP0AKAvQSErmotFTllDvVtffPFFjHrqKQzsex9g0FtXbS4SisSvq1ZhyJDBrDJFcfKKOFlFZEkUuZ/NLmcbcYo5eXnY9s9fmDxjDmvzZk8oOrIm2isjI6Y0tKO5tV/Rzkg0Sq2MtiyMJhROWxhNJy28JArWJo9E4qIP38WEae/h1o2rqFGrDrx9/ayEGr0+JAo1BflQqdzw56rluHj2FIY9MwHXL8YgIz0NjZq3gkLlhve/XmZxjTPadTSP16jX0DxO51i3UdNSE4n2iqUHBIdi0ox5mDVxNLasW4m+Q0xxmmJyNHocvZmBDjWDrNopVugOLk66l5W34YaeM2cO63hHIX1il3FpQe2QqRZ2qe7T1Q2o3MiVK1dQp06dUj0RDqesKEjOh29tP3NBbq+wAJZdSggZY26+blCqldBkFMIj2NNie9/WNZC55yKqDWnHXyROmUECglqZUhD6vPdnMKFotPOQ1ekN+HnFSqxfv94iVrF4f6a/5pI4MtnPcnGKOTnZmDbxOQwZNc4kMJ0Uiq6IxLIyKor3y0SfRDRaCD2hp0rROsWi0dzVuWi5aIei+VK3NNG8fWc2pCcnYOfGv3Dr+lUMGvk0Yq9cwp6tm9g6H3z9Ez5+czL0Oj3adumOLr36oUX7jhj01DPw8vFFo5ZtLa+phDfLnkA0LbfexpVjdbivH/oMHo5v57yDVp26oVpUDavjJ+YUsn7SLSMDUBlwpdi2ooQWU+rbTMWyyUNbVlDVGqqiQIY9gtoeT5w4EY0bNy4/sUh1Fik+cdasWWjXrp05m1SgopljOZyC5AKE3lPNLBa9wwLwVNvHEdAwlLnuBAuiZ6gnClIKrMQi9YmO+243j1vklClUv5a6Lmz4fS0CfCzfg6Y3qdIisWX12rV45JGBLGbckVXRXM5GVHxbiFMUXNKU1UzZvbdu3sSI5yYyAUNt/ewJRbE10ZFItKVDbrdkji1Xr3A8QTS6YmV0No5RemxhnaCwCDw95U3zMhKQ/R9/io3TVq/N+cxiW1rOzlmu/uJt3p/SFolinnl9Jo7v34VPp7+MWd/9Kvvj5mpaHgI83VEryFSN4m4Wizk5OcwdTHWqSUuVBdQ4Zfjw4azWInXZI6hOKxXqJtf0o48+WqL9uny1lE1z4sQJDBw4ENHR0axJNQ3klqa/HE5FtCx6VvM0u6FV/t44+ObfODlvh0WLPxKLhSmmwsViPKoHsieuJo7XEeWUDZcvX8Zrr72G8c+OQ++unSwXipJaCHJBk/hZtuxnjBnztJVVsdi1XJzUInY/C3GK4oQWEopUoP6VZ59CQGg1K6FI41q9gbmk2aA3WGQ6S4WiZe1A+ZI5pVFb0ZVai9J6hsL64nXkMqXlMrzFGcK2SuzYwpwlLjPYuj8lKSlkWZfRMqtZeh7O3Ec5PH39MGnWApw8sAd//fKDzfVOxmciNa+4Q1ZFRaFwIRtaoTTHO4oHoaudHNRRZcCAAejTp0+ZXcPUqVOZi3v//v1YsGABG/bt24dp06axZeVmWdy+3ZQYwOHcKTRaDYa+NQChAWFoXKsJxgx4DtWCwmXXJTFIlkXPMFPMojY1B7pAX6Src5Fx7BwCfwtH3UdbsWUeZFlMthaLZHX0bhyB3PMJ8KjOfxBxShd6j44fPx7VqoXhg2mvya8kEYxr1v6GAQMeZMlZUquiVXyilXWxOE5RSGih9d977UUMfnIsfP0DrISi1Jpoy+UsZ0m0JThKWirHEUJ8nDQL2paVsRhLt7RgSilptrQjXL0v9hJQhAQcR+vaOi97otCRYGzV+V70Hz4aSxe8z1zTYZHR1sc1gvWR7lEvFF4VOEO6JJbFGjUs3e9UombGjBlW65NVj7rckRu6LImPj8eoUaOs5lMM49y5c8tPLPbo0aPEB+NwSoO0rFQYDHq8+Pir+Oq3T3Hk/EH07/ywzRqLhLu/u9kNnaFKwZN/TGHT6/MXIbhZJAIbVzO5oWXEIuHTKBJ5MfEI7t2Ev4icUncbURuu31f+BF9fH1lxKM2A/nHpT/ht7RpZqyJRLCCL3c9iMSmIP1qvUKvDrdgbLCkjMDTMKaEoFom2XM2OYubKCvFxbJXOsRXL6Cj5xVEso2VMpOvnW+KkE5nyQY62KU2r7lOTp+G/Lf/gh3mzMHX+N7LrUNHuAzfS0K1OKNzsnG9lE4uxsbEW4XcUFiKF1qFkln///Zf9wCtLevbsybq41K9f36pxSvfu3ctPLBLU1o9KjgjBk82aNWOB2ZR6zuGUh1gMCQhD6wZt0ahWE2TkpNt3QYd5mks7MLGYqYOXpxfLeq41uDlu/HWWiUWyLOYeS5XdD1kWE5btL7Nr4tydUK3al19+GQMe6IcHet9nsYzFf8mIxh9+XIrHH38MXt4+JquhDasiCSLBqiiNUzS7Vw1GLJz1Nmo3bIL+Q0eYxaFlBjRMbmeRpVAsEqVaxFFNRbJmljXC895WjKKrVkZpLKMJayujIBht4azV0BWBd7uWzOJzs5x2Rc9Rxveol6fj02kv4uTjT6Flx26y62UW6HDsVgbuqVExPTSu9HxWFq1HQtFRrsaRI0eQlJTEStiISxHu2rULX3zxBXNdU7WZ0oBCBF9//XV2zE6dOpljFlevXo2ZM2eyMlvidctMLB4+fJgVfKR6PR06dGDzyCc+e/ZsbN682eJmcDhlJRaD/YPZeJBfMNKz02yuK3ZBG7R6aFJzYVAokJWaATdvNZIPxeL8dweKYxZT5S2L1Cc6/2oKDBodlOoS/cbicKz48MMP2UNk7toVti2KRYktZFXMys7B+t//wJ9//mnRpUUuqcVYJMxY7JkoTlFcY/Hwgf3w8Q+wKRSFcbNlUUYkyokQyyQX2y+8I2tjSUuuCMeUikYBC9HnQsa01DVtSzA6PD8nkkycF3euWwidyWdx1YjZ8+FHsXn1Mnz7wXQsXPOvOXlQSlxWAWKSs9EorOSt58oKMiA425lF4YKapiYmp06dspj39NNPs+xkEnalJRSJF154gf398ssv2SC3jCADilxbQFu4/NSbMmUKU6OUzUO1fIQCkNTDdPLkyUwpczhlLxZD2HigbxDikm/aXLewyLLI3qcZecjXKxHYKoIJRcK/QSiyr6bCoNPDI8yLWSLlcPP3gnuoL/KvJMOncWSZXBfn7oJKkFEM0csTnkO9OrWLFyhIGMo/iOYtWIiXp0xhDxexVRE2kloE97O48LaQ0HLs0H+IqlkbT7VuX5T8UJQU4UAoit3QrlgPS+KGvh3XNRN9MqLRkWtaEISORKM9wSiNIXTWgmjtund8nWVY29zp49H9I/Hx7LT38crjD2DDyh8x8Klnbe7jfFIOy5CO8Ctbl2xFyYb28/NjZQfFUCWZkJAQq/m3C3XYKwuUJbEskhIWhCJB45RlQ8s4nLImNSvFLBbJsmjfDV1sWdSl56FAA4S1Lw5I9gj0gjrACzk3MpioLEwvhNGGKYREYt75hFK/Hs7dyeTJLyE8LBRTX5okb1WUTN+IjcX5mBj06dvXplXRlvtZmtByKeYcFi/8GJ4+vjBAUeRmLo5RFAtF6uTCMqH1lsLRvD5ZLyUDYa9fc0kHW8gtt8gGljkv8XYWGdtFWdO21mP7KBLUpv3J95WWG+SykK0zn62zsEvzft3uvZZDON+6TVrg/sdHYeWiechISba7zfG4TGh05RCTUAKx6OxwN+Hy1ZJv/saNG7IBnKSeOZxytSz6BSE925FYNP161WbkIi9bC7+WYXj22WfZQLEiAQ1CkXUxBW5eblB5uqEwrdBm3GLe+fgyuirO3QQFm//551/44J1p8Pb2smjnZ2FVFLmgZ83+EO++/TabLSSnWGY3W7ufheXmwtv0OdAbsOPfjXhr3iKoPLwcCkWxNZGmTRZG0zEclWwhSrNUjiNh46jsjFjQ2hONguiWE43mdUSCUVjGjmfD1CctU+OMQBRv5+pg636V5F47Cx12xKSpzJW75lvLWpJSCnUGnErIRGUvnVNSduzYUSbdW8oKl6922LBhrMn9r7/+ygQiDZQSTm7oESOsW/5wOGWS4OIfWmxZtCsWi93QOdfS2JeZb90gfPfdd2ygEApyRWdeTGHrCIW55fBuHMnK53A4t8s7099Cy2ZN8egjDxXPFD98aFwkFI8cO86yLJs1b2G3VI7U/WyKVywWOXl5+fj+iwV4YvyL8AsJKxKF1kLRVE/RUigKYstkYRQKdbtmoRIEWFkP5uNZ1Vy0tjZaiEnRYEs0WuxPpj+2MF9OvEnPSa4GpXR78XrODrbOwRmBebvC0S8gCANHjcem1cuRkhBnd92bmQWIz5L/vr0TKFQqKJ0cFKUYZ1gZcDlmcd68eSw2ger40IOWoL6kzz//POt3yOGUNelZaRZuaEpwoYemXDN7six6hJrc0OlnE+Eb5Qe1h4e5ej69dwPqh+LKmpNsmoQlK58jUyHHq24YtMlZ0OUUwM23YsXacCoP27b+i+07d2H1T9+Z+suKRKJcBjS9t2d/8CEWfbFItlSO0F3FwroocT+zOEW9AXPeeR3d+vQ3xyYyQWi2GhZbFKXxiSQQ2fFEgsFen+c7jfjcKHFFLHJMsYaiczeIvjeUctdUHK9omTlt6iPNjlfUJlBci9HqnOzEI8pZJe1lmTvG+vjO5GOIj0/xl3II5yF3jQIDnhyHP5d9izXffo7/vf2h3WOeiM9EiLcaajflXdHu764Ri9RL99NPP2VZfNR1gKhXrx68vSt+Kx9O1bEsBhWJRV8vX/YwzMnPgZ+3ZRiEQaNnvZ7JWkhkXU6Df61A9h5+6623zOv5NwhjbmijwcCSXOS6uBBKdxXcw/ygSciCW30uFjklCz5/9+130LZVCzz8QD8L97MFIqviT8t+Rrdu3REZFSVbKkcQiHJJLYKlydShJQ+t7+mMjj37mDqyFAlFoTOLnOvZNG4tEp0ViiSuBMpbXArHticcrbArHBWygpHmiftKC4LR5iFkRCKbL1OKSLw8PzcH7h6ezKplD7laj5Ylf+S2kTlPUdkgOWyJYqGUzqCnn8fKL+ZiyLgJqBZlXahb6o5uF33ny+lwsWgbl6VxZmYm0tLSmDikXoM00DjNo1Y3HE5ZQg9IcYILWWYoI1ouyYViD9393KHyNH25Zt/IQEA903ZivMJ9oVApkBefDc8QD+TGJMOoky8poA4PgCaJv885JWPz339gz/7/8M7rr0KhVFkIRbNVUSQcr1y5indnvscyp+0ltQjWRbHbWex+jjl7Gn+uWYXejwwtXk9UP1Hqei4eLxaKNJ8SElxxBcu5hssK6TEcnY95sHA9W8c3SuMVpccR7p94HTkcuZyFdayWG41IiL2GD/83AovffdnhPZdv92ffjSx1YVsss+OitrfP/iOehre/P1Z94zgur6K4o52OV1SahooIVUqgclxSUlNTb6tEj8tXSw2qKUZRyqpVq9gyDqcsyS3IhU6vQ4BPcQF4W3GLFHsoZELrNTrkJeWy4tv0oE1OTmaD4L4OaBiGrEspUPu7IeOfU0j/ZrNsVrQ63A/aRC4WOa6j12ow471Z6NCuDR7o29siocXK/axUMjE35dXXEBYWhjNnzzpMarHlfqYf8fNmvIluffvLWxKF6SJBWDxuKRRdjRksr/jEUj2mRKSZ9ikvGOXiF8XryMURCsul20iFpHl50bi7hwer6+cTYN/6JifOXU04KqlolEJF4wePnYBt639F3I3rcAS5o+90dnRVyIY22hDvlMxJXrVyc0MfOHCAFeGWazEjdu1xOGWZCc1ivYoI9A2ULcxNyS0eRcktWZdS4aZWwisqkHXNqFatGpufk5PD6l351w9F5oVkBPh7QefmBX1aNjK+34LAZ/pY/IJUh/lDw8UipwRf4Hu3/YsDh49i/S8/ma2K5sxnsUWxyP286Kuv8NBDD+HBBwfAvehL3pmkFmn2c3paGp59dTp8g0PNCS1mS6JgWXRBKBLk1nYFsTu6NHDVUsncz65so5RxTystu7Ow/ZnXU9hoEWhyAVvFK9qITZQKVeE4/iHhmL5kvU0hZ3X64rqRooLjxcsVDmMQ2eXZcE/Luabl3NIPPD4Kv333Of5e8T3Gvf6e3bjJiuCOZkW5nY1ZVFasloWffWbKPifjByVv+vr6WnWLoSLg5SYWSZ0KiS1itFot8vPlCxpzOGVRNkcgyN+GZVFUYzHjXCI8vd2gCjBNS6HyOTc3X0BglAf07l4IeeVBpMxZi7ztp+HTu6V5PXWEPzL3m2J1ORxnMRTk4POvvkGDevVwf5/eDoXirfgEbN++k/WNRlG8mdFOpxapVVGwbu3btQPZObno1KufOU7R9FfUyk/kejZnPBfNkxOJrgo16gNsbxtbQrI0Xdf29kXLbIpZc/Fto1kwSpNb2D5E8YpSMSVnSTRP27EmWloHpceSRxBr4vWlvbDFxyDRuOfv37Bt7XI8Pe0D1Kjf2ELwCfuR3h57glF8Hh5e3uj32FPYsGIJRkx4jcUy2tNY5I6O8i9ApP+diQl3xb2sqGBu6IULF7K/9B3w9ddfW7icyaJYu3ZtNr+kuHy11OJv8eLFVvPpJNq1a1fiE+FwnCE1MwXBfqZWfwIUsyhvWSwwJ7dknEuC2t0IN39PZkk0PVSNbJwgy2L2lVQYr9+Enn5DubszkVh4xrKmqLoatyxyXMOo1+HapQtY99cGvPDsWFZywyI+USIUiVnvz8a777zDrAS23M+2rIr0wKZ1CgoK8f3n89GqQxeLOEXB/agrKpfjjFAkkXj93Ekc/HMlSwRz1h1M0LbCIIe9/cgh3l/8tcv498fPkJ2VaTHflcHeOQiu6eJzLba4it3RbJmkaLe90jSO3M7F8YfycYy2kHMvW+xDxkV99dxJuLm5I+mW6bvOlmvaap6TYp6KdBcW5GP77786tf7phKxS/aHgCmTxd2WoSFy9epUNPXr0wIkTJ8zTNMTExGDTpk3o2LFj+VkWqeRInz592MlQv0Ni69atOHToEOsNzeGUJSQKrSyLfsFIzkiSbfUX3NIkLNPPJcJLYYBbgHzWvk/1ABQkZkMX4gb3EG8W76huEIWsNfstyvK4h3OxyHENfX4Ovl6yFD7e3hg5YphppjQLWiQUf/5lJUJCQtGqdWurmoqm8WKhIpfUIojL+LhbGD7uBXj5+qJAZ4pL/OnTj1hW9BOTp1smuDgQivR38+KPoVJ7ILx+M1Sr19TltwFZtcSCkSyOzmJLaO5bswQFOZk4u+dftO43BLdLZnICtvz4KToPHIHazVrLtgAUwxYXuaOLs5BN68i6cCWX4Ugo2lrHHsI5Sq18Yiuh2NI47MVpSI6LRfXa9SzOyxm3tC0Lo5jQiCh07jsAG1b8gP4jxkJpx81LxyR39JXUXDQIK3ajlhskAJ0VgcqKJRYFtm/fXib7dVksdu3aFfv372c9TSmpxcvLCy1btsT333+PBg0alMlJcjgC6XJuaL9gXLwZY6PGoic0mQXIT8hCkI87jDb6plNZHA9PJQyRYfDx90HerVyEtA1hpgR9UibcwgPZeupQX+hzC6HP00BV1F+aw7GFQa9FTlYGlixdjjFPPQE/f38rkUgIQvHQkaP48+8N+Hn5z7I1FZ1NarkZewPnz5xEl74DzEW09XoDDu78FwqFCnn5+XDz8LQoj2NPKNLQZdh4xJ47hpBaDaC30X9WRYk5IiFia1xOAIrFo6OYSGFfnR8bh3O7N6FJ135Wy0rC+YO7UJibgyOb1qFGk1aWsY6CxhG5owVBpZcIRkelaqxrLrouFMX5d2L9JXYx2xKN5vqQBiPc3N0RWauu7HYlFYzSbR968hm8+dRAHN+zDe179JG9J+L1L6fmolawN9TlnURCn0dn3cvKiuWGFnPz5k388ccfrNueRqOxWCaXc1ImYpFo3bo1fv755xIdkMO53ZjFetENLeaZWv5Zu6ELUwvgGeKJjPNJ8K0eALe8TFybcQg1PmjP+psTH330EeuMQXgq9dD6+8M72Ae5sTkIbR8GdYNIaC7GmcWiwk0F9xBfaJOzoaplXYaHwxGjz8/DyrXrkZ6Rgf89O84q49ksFBVKJCQm4p13Z7JqExRvJLUqupLU8ukHMzFq4isW7mdaZ8KsT1BYqGFCUeja4oxQpKFm686o3rKjTUFmElZiEWm6PkFwSeseGrSFSLx6AdUbtWCWe2cFopjAyFro/PhzssudEY1SEdv8vofh5u6B+u27WYlbtk9BsMnELwqCUZOfB51WA9+izGWzoJR171omspjmWR7Lch3565DOJ41lT/xJBaP4Gmk7VwWjIxq2aof6zVvjz+XfyYpF6THovXApJQdNw4t+XJUTChc6sygqaAcX8vQOHDgQdevWxfnz59G8eXNcu3aNfYe0bdu2xPt1WRofPXoUp06dMk///vvvGDRoEKZNm2alYDmc0kZcY9GydE6GxTx9gQ66PB3UwR5IP5sA32h/KNzcoUsvZMlYVFieBiFZy6jRwV2Tj0KlGj41fJlYJMgVrblo2Q9azV3RHCcw6DRsWPrzL+jXpzfq1qlrYb0gkSgIRXpPPv/CRCxcMB8BAQE2O7U4Y1WkklB1GzVBzXoNrLKfKYGhVpMW5lg8s9XRgVBkn6kiIWhLlDlaXxovt/nbudi5fBHO7t5k9z7KxTDamye/zGA1yG2jcFOjea+H4ekfZHUP5MSnOH5R2N+8l8bg44mjUJCXa5pns0RNyYSio17cwrrS9aXnIo1ltHluLnWOkYd+DDwwbDRO7N+F5PibFstsFfa+kZGPfK0NV1BZu6GdHSogb775Jl599VWm0zw9PVmSHLVlpljGxx57rPzE4vjx43HhwgU2ToViqVc0FeVevXo1pk6dWuIT4XCcIU3U6s9egkthaiHUAWoo3ZRIOxkPfyYW3WDUG6HSK9mPGxqo3R+huZIA3yh/VouRxGJerOmL3mRZjJdJcsnkLxjHLrqCfFy+dh3/HTiIJylWUeTiEtzOJBSpq8srr03FqFFPoXGTphbFt9m6RWKQcGRVLNTqcObUCYx8fnJxG7+i7Ge5cjly5XFsCUW5BBZ708J24uXiZbVbdYROU4jQWg1t7kssYpydV3y+lsJQipxwlP6VE4xC8W6xGBMLxpCIaPgGBkHp5mZT2NkTigLSHtbieXLI79t6f2y+JAFGfB6lgZwA7NL3Qag9PbF7w3q76xHk1qbTuZhi+tFebrDPqLNiUYmKyLlz51g7ZsLNzY1VqaEyOu+99x7zpJUUl93QJBTJDU2QQCS1umLFCuzdu5cV5f7kE8fV2jkcW1CmJXKyofAvLrotdUOHBIRauaGzcjNZLSmhXEBBqile0aDVs57QtTpHQaswLVMVKjB79myLfegSM+FXLxTJVzLgU8MHuTdz2UNaXSccuqRMGHIKoCzqB80tixxH6HUaGI0GrFy9ln1RP/Rg/2KBKKBQMsv2pJemoH379hg8eIjZksg+C6IMaGHanlWR1v191c/MzdymSw9zse3i7iTFQlOIU3RFKDpy9YrdzGLXsyDGKJ5RvF3jrn3ZYGt/tubZEjVyotB5V7SwrdK52oyi+EUhrE5Ibhn77nybLl5b5yY+jO0uK/atfZYlb4pd0IJgFFzT9tzS4vN15I52Bdollc3peN/92PHnWlas201GbEljH29lFqBusA98PUoUMXdXlc4RoAofgpc3MjKStWVu1qwZm05JSUFJcflqWZ2vog/Wli1b8OCDD7LxGjVq3NaJcDiE/vRx5H8xV/Zm0PuOZUP7WVoWvTy84Kn2RGZupkW8okewBzJikuEV5guVwQijwSQW9Tlaq33rEjPg17Aa8uKzoA5Us77S2kwNFGo3uNcMs7AuulfzgyYpm79gHJvfkWQxM0CBX35djUEDH4aXjyizs8j1TA/m8c9PQM/77sO4ceMsYxSl7307sYpC3KFOb8CuLRsxYNhTZvey0KWF/pqFobjotkwNRWeEorDOpf3/4uJekxvZygJnwxIoNy7FnhXRkfXQtrXRfpkf0yDsz3J7RxZGsZVWeA3FFjt790ROKIqtihbTdsrnyJfNse3GFh+vrCyMUno8PBQ3LsXgRsxZq2VyWdU0q1yti2RQcNayqKiYbuhOnTphz549bJz02SuvvMKMI2PHjmXLyk0s0i9gKp+zbNky7Ny5EwMGDGDzqZZPeHh4iU+EwyEM+7bAcPIgjIe3Wd2QjJwMuKvc4e1pXf5G6oomN7RHiCfSTsYhuFUkdBl5MOqpth2gyy5Ebm4uG4RyJPrEDHjUDIFHsDcTjN7VKclF5Iq+FGfeN7cscuxh0GmZhfzQ4SO4dPkyRgwfZlVTkZ7HEye9iL79+mHY449bCEXzfiwsh/JWRXGpnLTUFMz5ehmUKpVVTUULoSkRNrbi8ewJRXZ+ej0u79+CvKwMFOTnQZNv+rxI1xfvT25f9oSU9PxsuZadEYhy2HOfO7WtDZe05X23bqEnN88ZoWjvvlmcmwPBaGu/Upwp1SNFaoEUa8DWne9FQHAItv+11qFQVBXNSsopREa+9Q/8MqEKxCwuWLDAXE9x5syZrMThr7/+yopyU9WachOL5GamJJeJEyey9n7169dn89esWYMuXbqU+EQ4HBzfBcPmVUBmGgyfvc6m5crmCDUPrZNcRGIxxeSGTjsRj5BWUdBl5cNYqIA6whvZyVnMNUgDtf4jyNVMGc++NQORcz3dlORyQ0hyiUShyLLIC3NzbEECTqvVMFH4y6+rEBERwUJ1zCiUSEpOwdhxz7Av9OHDhllZEcXTBgdWRSGppaBQgzcnjINGp3PKqkjYsyrajvMrPrvU6xfQ+6UP0fz+x5Gbmoi/50xG3IVTsuuLRZh0P7aQsyQ6WsdVy6KcCLa0Mjpy0VsKRrGVUc7aJycQbfWjtpiWiXF0eL8k+5XuW27/ZW1dpDI93fsPwq6/17GwITmhSCJREIoClBldnm5oZ4eKCGVBUzlDwSVNDVNOnjzJEl1q1apV4v26fLV0EpRlk5mZiXfffdc8n+ouLl26tMQnwuHg/GEYdAr2g43+IuaITLyifLmaIH+yLBa3/CtMK4Q6yANpp+IR3CIS2vR86PKMSLukZe5lK7dhYgbcIgLhWysI2UwsmsrnCBnR2iuJMOr0ZrFIlkqDxrrtJefuRs+y6xUwQoH1v/+BoY8+CpWbuymRxQgs+eEHjH3mWbz44osYM2aMpTCUsSqKkYtVFKyK/6xfg14DBjllVWTn6cCqKCwT/xUTe/I/nN/5l/mHW2BUbdz/yjxcO7jdHC9lb3tH8+XczdLl9iyQ0nnkos9KjmPnTSECR3//Ebt/+BjXj+5hy2y7p10TjHKiUU44yrmTnbHiuXLN9gt/y+xbIhhtLZdiryi3dBFZHXs8OAhpyYmIOXFEViha70OB9HwtUvPKodpKFbAslhWlJo0pRVvILOVwSoKxQRsYdUa4eStg0BiBRpbtIwtPHsHA6/JZyOSGlloWqcadm68aXhF+0KbkwAh36LRK6K/pkJOTwwbK5DdkmqyLSn9vJhbJsuhNlsWbJreaKsAbqiBfaK8nm9bzcINbgBePW+RYodeZ3GUnT55CQkICHuz/AIu1PXzkKB4d+hjyCwrx+/r1aNO2rYXr2dYDWux6ZutKMqBZH2iDEc3atsf9Q4aZ6ineZqyiM1bF05vXot3Q8RbLPXz90fGJSbi8b7MNN7TtefKWPnmRKLcPW65tTV4OUmMv4dqRXTiy9nukXL/Ekorqd+2Ppn0fh8rDC+nxsfh91vM4vPY7aLWmH4CuCEbzYJQXjVLhaC87Wi7zWSzsnblmufttTzDaEqnC9q64ou0lwQjLGrRoA/+gYBzZvVWy3FokijvmxKabvqfLlCqQDV1WlE+KEYfjBMbIBlDUaQxlw2hoDxwCfE2FsAUMly6gXmoujBpKPFFbuaHTc8SWxQLkJWQgpGUUs35oU3Kh0wXAv6kvci7kom5RT2hCl5DOXNC0nm/NINz486xFrcXiuMV4qOtFmKbD/aFNyoJntKnwLodDXRN2794NL09PrF+/nhV7X7psORZ+8imrIEGxRHXq1LFpTWSfAZFVUZBJYsugVV1FEm7Hj+LyxQvo/UidokLbZWtVJPq89AGSL5+FT2gEfIOrWSy7vH8zGt47wGY2MIkvaWa09fEtRaK9c7Q1fXDV10i4eAqtBoxEzbb3skHAvSjuOTDK5JYbMG0RLu7+m7UOLFQo4OUfJMnwpvORFwdWWdNyq1ERb4ttpNciWd1OPKEjF7H4ngvrsnO0yH42ZTrTccVZ0uLuM64W3pYi3l4sIqliRbtuvXBo11aMnjKtaLl0W+uDp+dpUaDVw9O97Cx6VaEod1lRaaTxjBkz2MNcPDRu3NjuNlTah9Yhq2eLFi2wYcOGcjtfjusY4m5C0bglVGOnweAVDOOm5WQaMS9XJcTBQ6GC/pJ1az/WxSUrlY0b9QYUphci61oKgltGsnmFiTlQBngjvGcI8uMLoM0tLvYqxCsSzLIYmwGvcE9oMjTQ5WqLxeIFyySXwgRea5FTzKVLl5i1mgrg7ti5E02bNsWcDz/E73/8gZnvvYfaDoSi7GeiSCxYWheLrZEkBn775Sc0atnaLBKFfUutiuL9ORuTZqvsC3mRPP0Dse3z6chKKv5c2MKVGDhHQtGW65UgIX35vy24df44GvcajAFvfoHolp0cxi3S5g3vfQhKd0/8++lbuLB7g013t4BNC6PE0ii2NspZHaUxhPbiFG25nB26ooXtXUxYKYvYRXI939OjD66eP4OUxHiHQpGEJg3GolI6ZYpQC9XZ4S6iUl0t1QqKj483D0J6uBz79u3DiBEjWEmKY8eOsS4zNJw+fbpcz5njmlhURkVD4ecPRbVIGFOSAUEAGo3wTklDYcOG0J89abVtgE8w4lMS2XhhugYqDxWyL6cisGk4iy3UZRbCt0kwPKp5Qumlw6vjp7IELYqvokxot3BTXUePIC+o1CoUpuXBO9Lb7IoWOrkIcWTqqEBo4rlY5BS9dw1GlrAycuRIDB4yhAnGZ599FuEREdbvcztuZzHCc13qgoYosYUIj6yO6Dr1Lbq1CMcRI05ssZxvWxDZE47BUbXQ8/l3kXTpNAqyM8yfjT6T5zjcl3yyirXb2Xod2/Po+P9++iZzNYfVaQKfIounI9En3o9S7YkHXv8E6fE3kJuWJNnecUtEZ4SjnHi0KqbtZEKLdNqetVUqGB0l07iqE8XWQ1tWRSFGsW3XHlAqlTi6a6tDoSgmIaegRBnadzpm8cMPP8Q999wDPz8/VKtWjWmRmBhro0eVckPv2rWLWevogsVQu6r9+/fj3nuLTf2lDVUjp+xCZ6BWbg888ABee+01Nj1r1iz8+++/+OKLL1h2EKdiikVVS1PvSmWN2tAnnYcyKx0IDIMxKxMoLIDi3l7Q795r3iYuNRnaAh2WrdiH4zE3cXVIPIILvKBx0+HC4YsIK+iMhknuMGgVCGoXDJWvO5S+Bny2xNRMnbq4UEFuj5YmdxRZrP3qhiDrSiq8i5JcAhoFwi0qCEatDvqULLiFBcAjKhBZB6/eoTvFqWhQHJzwcP13y1YWp0hlcVx54FpYHUXzBDcym5Yktlw4dwaPjnrGoge0dRasbRe0rX7MdgtSiwiKiIZ/teo4u+U3XD+8E2H1m0KvKUTHJ150uK3YHS1XCsfetHReyrUYGKFE17FvwNPX9MPP3vlLr9tNrG6Ubmg/dDxunjqAnLQkRDU0tUc0UeyOdvYe3Y6ZxmYMop3jSl3/sqEAZnezpTvaFuIC3RaXUUJftV9gEBq3bs9c0f0fH+mUUKRjUZhFco4G4X4eKAsUShUbnF3XWajM4IQJE5hgpO8Keu7069cPZ8+eZRnLpQV979CxKBzm+vXrrNpHWFgY2rRpgz59+rB62OVmWezZsydatWqF//77z2J+Wloa7rvvPpQlFy9eRFRUFEsNf/LJJ3Hjxg2b65JwpZsj5v7772fz7VFYWIisrCyLgVM+GOJvMcsioaxZG4ZCA1CU4WyIvYYbKh2CWnWEMTUFhjSTxfHFefMwasos9OjUFt4hWZj6/iJs/GM/Tsachy7AHXuPnkLKfylQuLvBu7Yv3PzU8FAr8XjLpzDhuYnsBwjLhK5W3DHGv24Is0r61w9AVozJekhlEtT1i1v/eUSSZdGyHzXnLi6Xo9eZxd7WLVtY2EtkZFSJ9wcrkWgaBBe0IAK++3w+dCKhJZfYYl5WQouMWGjQuFR40HSLfo+i18RZqFa/OVoNHI3bwVWhaNDrsHfZJ6yfsz2hSAJRGGwtE+8/pFYD/PfLIuiKqiAUL5PPnhb24cjKKOzfmUHuep0RqDbd0A62daVUjy0cWRVN84EO9/bGsX27WAUBsVAU3M4W+yzalj4bMbEJKDMULrigFc7Lp40bN7LqB+QdJf30448/Mv1y5IhlxY+SQi39qP41iUEqxP3PP/8gIyODxYdSeAxVrqF4aVom1W5l6oamtn5U6JEuWIy01ENpQi4eOh7d9K+++ooVAe/evTuys+U7aVAmorRIOE3TfEfm4oCAAPNwO0qc4zyUtGJIToSy6AHLxGJeIVCUtJJ76TxuqYHAwFCoGjWB/twppGZl4PTxawiu4YNxwx+Bf2ghnhn5IE4cjEHjelEIb1gD/60+jj8/+hMn0nOg8HNjlkW3QiXeHj0L7zz9PtRqtUksFsUsEoJlMah5MNJPF2dYq+tHmMWiOioAhXGZZfqe51QO9HpDscsYwH8H/kPXbt2s6icKy51B/LYy27QkLmiyUOTl5MDXP8DsgpY9Pyfeo5aCsNhyJrdcmJbO8/YPQJ223eDjH2gz1lH2/GxkXzvLrXPH0aDrA/AODLErFJ1BvJ7aNwgNuvVHZmKsXQFXUtFoTxzK7Vfu2uxtb+teOHJHi7EKZbDxXnLUClDOAtm8fUfk5+Wyji629kPbCdsmx8dh+vinkF2gQW4ZlS0TLIvODoTUuEQGJ0dQ6UEiODgYpUHDhg1ZLcVvv/2WnQMZxaiu4vLly1muBglTavtHmon0G61X5mKR3HRvvvkm6+BChblffvll8wNTrlhyadG/f3889thjrM4jWQjpBpByXrVqVakeh66NXkhhoNgjTtljSIiDMiQUCg9PsxvakJUDI7mhAeRdjkFucBCLczGq3FC4/Hv8t34VPJUeyDZkIzE9FdWCIlCrViDGPtgfvmoVrhyNg/eBXFxPTodWr8emt9cBnkr2fvWJUiP3egEMWXnsaawMLHYF+NcLQRZZFhv4oyApnyXLmOMWL5nEonuwD+vSQfUWOXc3hVqTC5oGanl6+dIldOjQsTgxRTQ4QvxwtkxqEeLyipdBocDrH5jCKQi5LGhHkPvVkSgUj9sSjbbEoTDfWfHorNVMgGonegeGolHPgbctFOXWb9TjYWQkxqEgO1MmftHawiiNZ5QTjhqd/HaW+3cs/JwVh84sE1NaMYG2BKSQ0NKgeSuo3Nxw9thh2fXFAjM3Oxvz35qCCdNmwj8wCPFZBRWmdE6NGjUsDExkcHLkKp48eTK6du2K5s2bl8ppb968mWkhshzaKmFIBblJ35CHtlevXuXTG5oYMmQI84tT5xYSciTcypPAwECmpsnEKgfFNiYmmhIeBGjaUcwjlbvw9/e3GDhlj3brPzAkJUK7byebVgQGsUQX/YXzbFoXew3a8Ai2XPPrT7h5+BR2Lf8BXnoj7m3TFjtPHkVkSCQSUuNZQe6cpEwUZuQiZHA11Hfzg6eHG+I2nsaWKWuYddErTIWc6wXQJZiSW8Q/dPxqByEvLouJwYAmQUg/ZbIuutcNh+5WGgwFGuaW9ogg6yJ3Rd/NkGDQFXWiIA4cOMD+ti8Si3KIH8XC81Aaryh+YItL5gjTxKqfvmfuJ3EWtJRil7X1MnsCjqyLYgujnGi0JxztCcjStCruX/4Za+FpC3tC0Z5VTtiO5rupPXB4zWIrQSc+f0cWQ7FwlLM6OrMPZ7EnKqXuaKl10WK7EhQNl3vJpe5nAS8vb9Rr3Bznjh+2u822v9chMzUJHy9ZiRp16rF5SdmFLv8IKKts6NjYWAsDEwkye1DsIiXarly5stROu0mTJk6vS2KyXj3TfSy3bGgKmjx48CATiuSWLk+oRAWZVSMjTaVRpHTu3Blbt1pmWlGCC83nVCyYAFz+PQyXLyD/7VfYNIk39x73QXv8FIz5+UBqCtyja0J//DCytQr8E5ODkwVK1PFQ4b7W7bHj+CGEB0ciMS0eBcn5yLyRCkW4L5oYveDhFYwrCgWaeisQsyUGibnpiOwTjpav10bm1TgLFzTh5m0q5J19LR1BLYKRUSQWlZ5qqML8oYszWTt5RjRHU1TE2ZR4YsTBgwdYuEvNmjVl+/8SzvpfBOugtGSO8LA/fnA/gsOKEw2FLGhnkBNyclZAcT1EZwSiq4j3XxK0BXkIjDQlp9kSfFKctdwJ20c2boPs1KSiXtyWwktsZZTu257FUBo/6ao4dHW5s2JT7keFK9s77ZYuWt60TXucPX7YZmzjlj/W4tDOrYiqWdv8g562pbNJznHs7i1pnUVnB0JqXCKDky3IG/vXX39h+/btiI42xeeXBWTIo8oMpHdu3brF5pE32F4FGUe4/EkdPXo0vLy8zNNkqaPsGxKL9AVZVrz66qvsONeuXWNlcQYPHsyCN6k8DjFq1CgLRf/SSy+x+Mb58+fj/PnzrE7j4cOH2YvFqViQAGTBwvRUVKqgP24K+nXr1B3GgnxoN/6ODC81gkOjoGrdHglZGhRAAa9MHerVq4MOTZrjemI8vDwDEJ8ah5ybmSgo0KBa2xpo36MDCt09QR+XQiPQZkgrnDt32XzsgqtpUEnEotkVLRO36BYZBF28aZoyogtvccvi3QqJB+aCFs07eOAg7unQ0WZIjniuM9pKGq9oOq7pb2R0TXh6+1jEK9p6ptvKdCWBJ7iibVkGBSuj1NIoJxLt78fW/iwFqSv0nfKRS+uX5BgklOg4eRmpFvOsrHQORKOciLSXeHO7VkZXBZ4rOLtrW1ZFgSZt2iPu+lWkpyZbra/TauHt5YXX53zKnvVsuehzlZRdUGlK5xiNRqY91q1bh23btrFkk7KCYhUpVI90GpUNFGIoyer5wQcflJ9Y/OGHH1itIDGsU8HSpSzppCy7I5AwbNSoER5//HGEhISwrB5KCycogJNqLwp06dIFK1aswOLFi1n2EbnLqatCacUIcEoPEoAwGkwfPoMeqtamNn+KgBC4V/ODZvPfSPBUIjw4Apv8FfjKYMAVHyW0uVrkVA+Ah7sanZu2QkJ6Hq4cu4TUo/HIyS9EtjYfixZswp744yjQZSItoBaa9moLvcaIHR9vxI53jkBxJRPuNUKtzsmcES2JWzSJxfRisSjjhk5btAEFp67zt0gVh3oKm8VcUfmco0cOo0OHDiVKfDJYdGexjlckTD1bTBbHx8Y8J78f0ZPcoiJMUZapnMgTSseIhZ0j4ehIQNra3hH24ial7P9pIQsXKQ3sHcdoNODfz6ZBk59r063rSDRar2ct/uxlbNvjzK5NWDv3TRTmFXedsoUtV7QYaRiEM9jT4GKhKBZ8Ldrcw/6eO27ZJ3rPvxuw7It56N7vQVmhSORo9Cz+szKIxQkTJrBkE9IkpJ8o0ZYGCiMpbSgrmsoDUhKLOH6RYiSPHj1atmLRXokaOQSzZ2lC/v24uDimkkk40rTY775jxw6r7GxKiKHCl7QNxQhQ8Cen4uHepQe8Zs2HevAw9pemGd7+cAv0gjI0DNdVOoQHReCnrX8hJ0WPo7V94J2pwclbpky6Tk1b4Mq5BFzaFoPslDRkF+pw4/RN9G3UFpFRYcjR5yFRqcK5DWfQpndLXN54GdGNI6G7kQz3WqYfHGKEjGilWmURtygVi9LyOczadP6WORGGU3XR6PQWWctXrl5ldc1atmrFpqWCUXjU0TPRWeOWnEWR/mRlZODLOTNv8wosXctiwaiyM25tTZQXkNbHsv24kS5z1vpXmJOJvMxii19pce3gNvw1fSSWjumK36c9iWuHdqD5/cNx7M9lbLmtDGXLcedEo9w0IY1ztMeRjWuQn5WO+MumGO+yxFF2veBSdlSDkdarFhXNai5evXDOPP/qhfPYuPYXjJn0qsOuLun5GpQmFIvuyuAsVMGFLHtUepBC54Th119/RWlDmkeu3jUl39xObolTV0uFJMePH49Dhw7ZXIduBClZstyRGZTDcQUSiJ4vvFwsFNm7UwmFXxA8xzyDfz0KUS04Am4pGqh1BlwN94JXoR6+RbkF9aKikZSYgTT3NBRoc5ClBPzdvZGoyEWedzyMqnzEaXJxypiIOu1qs6dwdnoc9DkauEXYcENfTmUPfHHcontkMLRxaeaYRallkbKradDdLP0HGKdiQS5oQnh2Xrxwgf1t2Mh2G1JnNJC0kLas8HSh8oRlZw1L6yJbLhKAJBjtiUZ785wVkLbiG+0JRlvjbQaPRVrsZRjIIyHZp0Whbatj2T53EorbP3kNretF48PZ76NVvWhsnv8qCnIy0KTXYPN6zghG07TtrjSuxBbaE4wDX5qJdv0fQ63mJq+MM+clxZkElpJkStuyKgrv45p16yP2iilRtSA/D1HR0Xh7/ldwK7KK2SvWTf2iSxWFC1ZFhWtuaLmBai+WNhQaKJf4S/GKVKO6TDu4UJXx2bNno2/fvqzPcrt27VhxbBpPT09ny8+cOYO2bdvi448/5hY8TunhHwSDQYukHCqNE44HQxpiRfC/0PkokOHpiYejTVlgNcIioPEyIleRB50hH7kqoG372lC4uSH5ejZyvFNxIj8efR++F4YsYHv6Luz9ZR8m+XVjJUikeEf6IT8xG/un/IGgJtHIOJ1ntizqEzNh1OmhDvODIV8DXXYB3PxMJX+0N1KgULtDy8VilYVKT6xf/zuu3riBqOrRePLJkQgIDMSFmPPw9fNDeFHSXXFAvgtJLU6u5+vvj36PDJVdRhYdg76o44YSonGyXokeuCXMLSHRUZJkFinSLiOmeZYdXcRdUuTGq9VpxB66G+e/hjaDnkZY3aYWokgQjK64dU//sYQ96zZt2sRewylTprDp43//jOZ9hsiev+1x2/GYzrjb7QleMYHhUWyQYq8s0p1ELPhq1m2Ay+fPsPFFs95CtagoaDVa9gOgU4/eaNGuI2ueIN2OyCzQltr7kUH7d7bYtqLi3E8x1GaUcjaWLFnC3r/kkaW6i5T38fbbb5etWKT4wAULFjDB+PfffzOFSq1kyN8eGhrKuqlQQCWPB+SUOn5BSE64Cl8vP3h5eCEqz4iQdg3xYMvGrDB3A4Up2cqdWkH6BkCREwKl0YhsfT6iawYg6UouWvRojtgDN+BzXYX2TZuh8EQilp8w1ed89uF+0GTo4BFkWZsqdmMMMmOSkXkxGTAcQni7e1jcokeQJxQ+Hqa2fxFBUIcHQBOXAbdGppJM2tgUeLapg4LDl2DU6KBQu9xRk1NBodJbFMpCcT/0Qzkyqjpuxt7AkUMH8f2PP+HChQusnJec1W/Fzz/j1q2bmDp1qk2roCtxjrSP3BzrhgT0zKRSOsJfYZ5ZrirJZGlq8yYVjKX60HUSsfiznFY6LRjpXtz3v3ew9Yu30WnkZARG1bayojkrGmm9zLhreGDCM+bXif7S67577/RSEYqORKItgShdr7QTWOTa+VFNwJ8/fhvB4REY9MyLzu9L5hrk9k/Uqt8Q2zesx76tm5CRloq/Vi1HWEQU6+zy89efISAoGG9+9Cl69LUOI6OPTFaBFkHeapQKJBSdFotKVETeeOMN9rpR0jGFxZBLmvJKSCxOmjSpxPt16Wopu2bo0KH45JNPWFYPZRtT0OYrr7zChSKnbPANRGLCNZbcQtw6choZ0V74X+/HENGyKeKOmX6REkGZagQWhOGKqhA6hQ7qhDzkJhRgwMO90WNAW7gb9bgakwiPAE8Mbf0wOge2hdEnGKfnX0fibkt3csLuq6bnq4G8DfRQ1RbXW4wSu6IDUBhvKthL6GJToG4QCVWwL7RFWdOcqgFZmOhH8m+//YaL12Nx4NgJfPLFl1j/21rs2rkDF2Ji0LBhI4tt2DPTaGSB7SQ63nnnHfa2+uWXX1hDA43GFHPlynNfeOT+s06+IYFgfaG/zO1MXTAU4mnTg1twSTuboCJ1VUsHR/uRPVc7RcGdEVvCuKevPx6cuhD+4dHY9e1sJF04AYXRsk0fYevcxddAYpOebYJ4p7/UPi0ouk6pCkW5JCOxUHR0/5y5t67MlyMvOwuxF8/i+K4tsssdlWuSy4CWlskhy2JBXh7CIyJx4cxJdOnVD+v2ncT6/05j8brNaNS8FT56cwoyM0yx4mLoNpdm3KJRoXRpqGjo9XpWNocSaqgFM+VqUCJwcnIyZs2adVv7rnhXy+GI8QtCUlIswoPCsWTB2zi+czvilBnIzShAZItGuHXkFNZPeAdn//gXAf4h8MsPxA03PbygxJa8ZKgLfNC4eSM0aFQPOoUW38/ZiJiYZHz04DQ8FToAiTEGJOzIwOE3LlkIxojudVgmAQlFo96IsI4RNpNcCovqLhLkfqbsarfoUOhiedxiVYHEAwk88rA88sgguHuYLNqPDRuOezp2wptTX8WFCzGo37Ch1bYkMBs2bMCsihRLRDViqaoEWSKvXLlSovMhoRddszauXYxhD1xNQT6O7t3Oyo2w5baEgkgwCvsRkgUcxSOWVETaE5Lm87KZVOO8YKSEA8r+bPPwU7h1+gBOb1qFTR+9iP0/fozMW1eQm5aErKRbrDaj2IpL7k69Touki6dwdtNK1L93AKvJS65ner379euHLVu2oP2QZ2yco3W2uP11LJOKbN0j6b1xJBztTZe0JqJvQCCeeGUmnp25ELeDnFVReI/WrNeA/V08731WQuelt2cXLVeiaau2eHveF9BqNFj04QzJ9qa/Gfna0mu7KlgWnR0qGJQ5Tu9XCg+kVrZNmzZl1Rl8fX1ve9/cR8apULy75y1suvYP7q/dHzO7zWYxi6evnMD2q1eRtVmLHF8V1Ptj8Xv2L6gbVAfJMVeQfPEa9n+5DNlDhsCzwBcpSh3yPTxw8WI66nrVhNrXHdm3VEgqTELOYXfMO5mAN7t3RJCbAhkFGoR5mT73qceyEd7dlOxS88EmuG/Fk0jccxXh3erAv04Ezn5yyiwWyd1MeEQGIu9SEhunOEZdXBrco0PhHh0C7S0uFqsC5Mp54YUXmFvnqaeeQkFRYgtDocCHH89D357d2QOrfoMG7Bc4WRGF5/WJE8dZ+S6hfAXVif38s89w+coVNG7cmFkVxW5jAVPxYWrfZ9ofTSmMCigUphVffGsmtEUb/fzlApYkEH/jOh4YPprZHw1sPcH9LDZfFsVSUqUqesgaJEJDpXCqn7QUsYu4JIjd4JYucfFDuTi72JYgCoyqhY6P/4+Nt35wBDITb8LNywdJl84g9vg+FGRnoPek2djx9Qw2HtG4Dep17oubJ/aiWv3miG7aFv6hkTi+/nvsfms6gqPrYMDUBajXqbeF4HO2l7bUeii9Z/amxfPE91Y+3tN+Qo8z8+TEXe2mLc3vZVuu5NsRpl4+JiFzZP9uPPHcJFSvVcdi/dBqEXj+9Xcwd/qr6D9kGNp17mKxPYUW5Gh08POQb3PnesyiolLHLDZv3pz9CC3tWo5cLHIqlFD86KCpaOjxpGPsb7/UaBy7dBSFlzXI9wzAtgeBhic0uHTmMmrXVJt+XhoMrJp+dHohTnhqkGNIgsajAWr6aiF0bo7Znogc71vwzwuHKj8dBTeTUa1WEM5eyEQ1qgduAELaWNYPJcFIA2HQGlgbwcLUArhFBSP/gCnz1btJJJLWHDb1iY5Ph9LPC0pfT2ZZzN9bXA6CU3kh6xIFiQsJDwVaS/dmq9atMXDQYPy+7jd4FvU2F6DHycmTJ/HwQw+x6R733otfV63C7PffR6PGllnTLEbOaLQQiYSSZKLCVH9RL3rQe3p4YNak5/DCtPfQuWdfXLtwHq06dil6IBtNlhuDRDAS4nlsvlDQ0cbDrxQMKHJCkrXSc2ABsxaQ5ouQXccKpQqBkaZmEb7t70Xd9sUlRfpMfM9i1U7DXzCPN+zShw3CuYuv43YEoiuxi87GLDoS6a5YGeUoizBWseXbU+0Od7UaarUHRr0wWXb9QSNGY+O6VZj/7utYsXm31XKyLpaKWBS18XNq3QoI1Vmk+ERyO1Myso+Pj8XykrYwrphXy7krIYui5fRG7L16Ei3cvZHroUdIqhpGvTfSqmcjQ+8FdUSYWSga9XoEekYj2TcXap0/sn1TUSMwF9kwIDMrH0HwRYb/daj0BcjVF+D+fc9jwJbXoQlIRa2h1dB+Tn2zVVEOpbsSgU0CmSuaxCIJQ7IkeTeKYEksOSdvMWujUOCbWRaLrI+cyg39SqfWpg0aNGCvuaZILIqfz4MGm7Jkq1Urbr8ncP7cOTRr1ozJM/rVT+LRlttMKTVySIwd9IwVsqtJVA54bDj+XPkTWnXojFnfLEedBo3Yg1hwLStF8YruSqVFDKM4jlFwTQuDMM/CTV00qFVKm65otZvtZTToCvJwcvtf0BbkWrlVnY19NA3isjy2XejO7cuVwfqY0uv2cFOar4XG5daR3idH903ODW1PeNrCsSBFuZKbnY1VS75GUEgYmrRqCy9vHxuxjUrc98DDiL8p3+yAxGJpUNljFglKxjpx4gQGDhzIWgoGBQWxITAwkP0tKdyyyKkwkOtZsCiaph9AqxptEHpkFz4KTcSGVknQKJvgat1keOwpxIJ/9+Pj919FQGo66vXsiGWv7kaOhx5KHy8otTGoE/8ANN4qbP3lPNq3aYflMWoo6LsoBygwmIKis68n4sTubWhdvz3CYVssEtT678b6a0jYqYb/jQykfPQbvLs0RnCvJkjfdhYB1X3gXtMkFql2oyErH4acAmZp5FReKPNZaJnFCnHL9HcWOjE0aWKyRAsUFBSwQegXSw+9IYMHY9jw4fjuu++sumFBEIcyWlLqiqYHf+fu90GvM0KJouxmhsmvTVUB2JmS+DMnI1hbGUkQ0iLa3ux+FqyN9NAGWa4sz8W0jbzgtefG3vfbT7h54QzSbl1H71ETb9tFbWltZBeE0kJqRbScZ/lX2gHH2XE2bcedKXef6d4K1kSxVVFqYXTFLS3nXnbU35lt54RIFfYtt7+9//6N6Np1Ub9JM4e1QzWaQqgllnuBfK2pmwuJ7rs9G3r79u1lst8SicXLly+zjOhz50xuNgqipLo+4o4qHI6rsBjFIosiCUU2bTQibdMKDK7fBD/fOAOlygMeN2qioME1eMTUxuaCW/hpwQc4vOwgDOkFMEYqkOeVgTo3GyLEKxhp+Xps+vEMegW2xlDFO/AI8UUNv1t4rfZLLIvu4E0jTm48yYZRv45F0wG220FSe0ESi/QdUcvXiJxVp+G37gAC3xiKhB9OQBHuBp9epu0Vbiq4RQayuEWPRtX5m6GSi0USfEShTo/MzAz2K11MYmIC/AMCWMUI8UNv8+ZNrKyYmKeffhrePj74deVKVhNN8Bazv7B0RRuFv8ZiV7SRVikqG0JCpnPP+zB90nN4/JkJqNekRdFR2EImEFm1HNqgSDQqDTRdFLdYpEoFQULLTNNSMWEpWFjpHRvVI0lYSsUHW1+lQJue9yPpxmW07vkAe7DbK4kjhsSYUPbGvkBSSaYti2I7g63i4I4Eory7WjRP4YRAk9EfcmLdtAN7cZ5y1+WcIJQ/L9vX4SpigZmdlYH+Q4bjxMH9uHTutN1jaJlYNP3okiNXo4Pa7TZL6FQBsdijh6ixRSni8tVS3A6Jw4MHD6Jly5ZsOHDgAHOzUAYZh3M7kED8b+QRs3AkM0uwbyDGG5To4h3AZnlcj4bRQwuF0ghteCrO/n0aa55fCUW+DjXzvKFSKxBdvRUCPQJQzeiDQr0bMpN0KFTl4brPMTT39URtDzUK84sf7AqVEld2X7Z7bjnXTX1XKb6xQOeBfK0ne8IX7j0LzZUEZJyMQ+Lnm5G7y1TOx2gwIv2bTeZpTuWEBKAgFud8+CGGD3kEW//dbLFOUmIiwquFm6eF5+G639Zh8ODBxbKK3jwAHhk4EH/99ZfdL2WzC7roLz1AmXWRzTP9pYe4m1KJqe9/jB8Wfoj465eLM57JqKhUwF2lhDv9LXJP07SbyuSKNs8rclGzddmgMA/CepaD0moQ3NbibQW3tmk/ClSv2xBjZ3yC6HqNrPpUO3JrO+PelZ9WsUGuq4x0MK1nvS/hr3AOwvHVMn/N4+SuL3Ldy90f8b0pvtfygzREgJDLYJdDvI699WTfi2WYw0HdWijW1i8gEMFh1ZCWkmT7PJSAprDApmVREIt3eza0ALX1mz9/Pp555hk2LFy4kHXZK1fLIhV8pHpjc+bMsZr/+uuvs3IDHE6pcXwXcOU02kGBrTDiMS9gU5MsuOX5Iaf7ETzZfzwuL75UZJYxwr/QAwjKR8sudYGtgK/CAwXKPCTr02GAHkk+F5F7T1MotgKRvkqcTNNDoaTyOAbU7W7fMh7eNQKXf7zAviMS8iJQL+gqO2buzUxoCumBbkBhAeD160G2ft62U+xJn7/3PKrNHQ2fe5vxN0YltywGBQdDp9NZuY9JLFYLLxaLRG5ODvLychEumU+C0dNDzbIVqftVk6ZNrY5pqpdtaV00CJYnSkRRGgXdycRdcFAwPvpmGfILCrD9zzXoNXAos0aSK1qw6imNCnNdPFNt7iKLlMSqKLUsylsVLSGrlrU1sdhCRMcwZ1+zhQorN6vYfW3LemhrXGx5lC6zN0+63Na0rRaIFn/NHXvEwqx4f/ba1jkLu/dF7wGhsLrULW0POQuhWXwqXbc4Ste1HLd/LYd3b0NachJq1KnHMp5Tk5NYLK8tdzSFggjhHHIUaG8/BIF91pwUgcYKmg19+PBh5s2gH7lUNocQmqps3ryZddorF7FIrudVq6yLwY4dO5a5pqsqubm57AEhvJGpmK5Wq2VtiMRvYFqPoBeK4pMIWo/WpxpI9OApybpUvoM+SDSPlhH00KIPEG1L+yjJuhRrRdXe6RqElkpU2JMejq6sS/fF29vbvC7No2VU64lqn7m6Lh2HxYEd3wsfKFhMlkGhxPjQuqjftzk0Xom4r25vPFRvIE53O4ntX2xlgtE/1xOJ6lS8deID/PDUe9Ds80Dw2QBcUqShlqE61usPYMi+1Xiy+lBEGwIw+KmBSM40IrpTTdTqWYfdezoPgu4h3UuCzjeqbzS6fHsv4vbchKd3LoJVngjo0Ag3l/5nuu/5BmiMeuQX6FBw5DITihq9HjqFAZkHYyzE4u2+9qXxPhFez9t9n0hfz9t9n5hfe8Aik8+Vdeka6FpoPfHreTtikYTWk6PH4qkx46yqZmRnZyMgwGT5Fvjzjz/wUFEWtBzP/2883pz2Fn799VfWB1fqirawLhYtE7ujhaxnGqcHuYenmu0nOSEer499HM+/+R68fQOY1YZMM2zfQocXWApHdi9FFyWOORSLSDkXtSNBqZeJixQLR7GbtbTEo5yAFNYxX6MdcSWXwSz+a0sgyolDa/ez5bFsnYOlsJWsI+nEIxaMtnDGlSwWhMLqcudXGhZHcj0PHjmWjVObTOrYQtZDb6/i7wcxmkJ5N7RwLaVqWXR23QoIGfMoueXbb781f//SdyFZGCdPnoxdu3aVaL8uX21YWBiOHz9uNZ/myWUCVhWoF3ZKSnF269y5c1mhy4kTLYO06R7Q/Bs3bpjnLVq0iM0bN26cxbq1a9dm84XYT+LHH39k84YPH26xLrn+aT61GhOghwzNozeGmHvuuYfNp0ruAuTyonl9+pjKQQhQKyCaT+EFAtu2bWPzOnfubLFu//792Xzq3iNA1eFpnlBHTuDRRx9l83/++WfzvFOnTrF5lFUqhmrX0fzFixdbxMXSvOqTqJQOPd1UUBoNWH4kHXMeeQsRx6OZUCSC2oZgYd4X+DR3EXY3uY4Cdx370pu16h0MW9YFmxN+YpaZPYo4FBSGIWcn8M26NXj79+/R/MXeeGjOI/h57wp2vLfeest8DvQBo3k0CCZ8Eox/KTaixRt9MPvqViYAQx/vyJb1TfwC/ZK+gL5XXXi2q8dO+8ekI2h+6BNM3fqTxTVXr16d7ZeuU4Cun+bR/RBD94vm0/0ToPtK8+g+i6HXgebT6yJArxfNo9dPDL2+NJ9ebwF6H9A8el+IofcNzRe7Tun9RfPo/SaG3o80n96fAvS+pXn0PhZD73OaT+97Afo80Dz6fIihzw/Np8+TAH3OaJ70u4c+lzSfPqcCqamptyUWtXq97MOUKCgsgIdItBO//75e1gUt0KhRIzz55BN4/Y03zPsT1jXVahSykk0PbHFmtOCONrkiTeKGXJ3kAh07cTI+XboGdes3xJHdW/H2+Cfx/dz3YNRpcf38GbjDyFzJ5Eol16cn+6s0TRe5mT1FrmvTesUDTTN3rEphHsTbit3Ugmubzl/s0pZzzUpd1mw+uYdlsrBtZRaL3cCC21jsvhYPcvOF9a1cyuJ5Re7l4utTWJx3sWvedC/YNVu45sXu/uJ7IB2E+ybNXje9V0zHtMpYd5BBbZVl7KRV0ZllrkA/8pLib+G3Zd+zacG9LCSSiRFCSB25oemHASW53BbFHzDnhgpqWSQvryAUCRqnpgC0rKS4bFmkgOznnnuOlZPo0sVUHHPv3r346KOPWPsqDqdUIYvXxHlAzBGgUTvgkyU2VyV38rXQDHNf2chgU2ZyGrKwT32OquwASlPcoSBUBIva7RByf3M0+XEsjA9+xpIxg3o2hk/16sz17DEvGbixE27h9jOtORUXQSxScostCgsKWd1DgYT4ePj4+FrXNJMIxkcHD2I/An5auhSjRlMx7WLrIrmQ6Yj0SGJWxSJ3tCnD2WRZ0hdlR6uYeZDlSkNJFjPKlla5Y8gTo9lQUFiI/Pw87Nr4O378dA6GjH6OHSspIR71GjdD7UZNTRZuZbFlz50sfkbb7d1My0WdUGQsk9KEGbJAClZHsetazmUtTaQRJ84IrnVhfXGSB2Fr2hlsZjEXCTPTfNM8cctEOUuchUvagYVRjHCbzRnqdmpkCvfF3O9bYhm2fXzra5Gem3At9jqwSK9FLkNaemwSfudOHEVS3C02LVgMab4tNA7c0ESe9jaTXKqAZdHf35/9iKaC/2JiY2Nlqy84i8Loom+GVid3MwVPUqFawer22muv4cUXX3SY/l7ZyMrKYu4lutaIiAjuhi5vN7QT7kXxujtPH8Pe08fRtXlr9G59D1t3139XcPRUPNy8E5GhP4p7GnbG/Z0GsHOQhhVI3ZZiN3RJQhBKI1yBu6FL531C1mHKYqa/rhSmXbZsGUaNGoX41ExT2xOz1c+0nP706dkdbdq0xSeffsbeJ2tXr2Kt90aOfNL0aBdEokQsCtcw7ImRrFB3g4YNmR4wFgkdWps1WSHhSPOpMDeNG0x/DaJpVsjbINpW9NUuiAchMZimk+LjcPrYIVyJOYenX5qK91+d+H/2rgM8iqqLni3phVQSCAm9V+m9dxQUBKRXaQqIiICFKlWKgv6CXQEr2FCQKl3pHem9lxBIL7v7f/fNvNm3s7PJJhQDzOEbZnb6zG52zp5777m4GxeL6vUbo1bjlti+YQ3CIvKh7FPVYPb2hoenl/LjynHf4rXYHI8nn5+4zGGeuB+BiIrRVAdC6rC+cFwNexmH1250lnFlaeOKVEnk0XFbrdBzVkTKFcT7xa+JfQ7Ye6ueJ2/jxuNcK6dSfd5czXa1TLwWh/sge3tK0/Z9K9vKy+gzP6pXB4yZMQ/5C8Rg19ZNeKVHe/ywcTeiYwppKouv9e/GigZnf/6Nw3LxXucL9Eb+PPb0mew+52+cPoJANwnV3fh4hBcpk+3vkwcN4mEUTZo1a5aDoEccjSJROU0XzLaySF+EFBOngfJ0CPfCVh8V0INIJML0AOIPIfV6atADiz/ccrquSK44iICIUnNO1hXz0jjogaB1btlZVyQ7OVmXCJTWukS41L8uxXVb16jLBnH9Vk3Ks0GCY4g3s/eT3m+tc8jOe38/Pida7+f9+JxovZ+54XPi6r2/189JTn/I8uMmJCbCP8DxocD3mEpeit724+3auRP9+vd33JELwkjXMGvmDAwdNhw//vgjU1l4iz9WoCIUu9CWlB6oFLoISqPFKimMRCRY0ZaiyAkKnpxbSKpgVIEoNuCZZxmJnDT3I/YDKTk1hak4BWIKMkKZmhSPnRvXYNOaFTCaTJj04Zd4f8JoBIflRcXqtVHmqWpM9aTz5U1gqJiGHU+27pGOLecraiiOkpoo5CsKBC+76iPfRiROXIV0BzkhU66IlLiNff9ZnwO7Vp6zqWrTyFs3ivdDqwuPmjg6Fdi4EMayk4/oqrjF1TFFG5zowsUQGRXNXvMUDvrcuQIt8/PPnGskpblW/91WC42PtrI4a9Ys9rdIP3DpBzOBnhWDBw92Kkx+aKbcTwJJ1KFDx5MNThZJ2VSTRVHJ9PHyVnpCHz9+DKVKlnBUFdXTjPhZGd0rGBONAS/2x+uvj8L7pE6qwtFWociF/pOKM5wJIxXAsDks3Csdg0iYnTcQiZTgISpu1DVTNvH2NPsCfr6o38TubFGkaFG07dRNed3/ldG4eO4Mewid/vcAvnhvBvyDgjFw1DgEBofalV+DM3EUiRA3CxcLYETyyLa7RwLJoelV6II0uVIItdQ2LaWNr++SMGowMjHEL72nBIOKNDoSRr6Ocs1G116Xrq43O0qpFhnWIpdZcXMvbx+MmDhDOW9SGglkn1O0eEmXZDE4VEotcoV7LnJ5DMLQnp6eeP/99zFt2jQlJ548sLWEhPtOFqnUet26daxVDLW9yuwXuliAoUNHbgSFgHnxxNmzZzWVKR06nMmipHqov/7ogUrpA1SJTIiNjUVwcIjj96RAEokgahHGp1u3ZN+fX335JXr27q1p1E0PVp6/KNqoUEcXGpP6SIflpFE5vEZLGLZ/+aku8TF5Wl7OdWuRUErb2RCZNxzh4fYHd8WvfsStWzfh6+ePT+ZMw+WL5/FMl154qma9TO172P5UeXacPPJzzIpA8nPU2kbcLyeSruBKAXSXIIqhWHGZNC/zY7N1lBxMsVpdIIQKQbQTRum65eUyRNKYGVxVa2cn/Oy0z2zIkm8M6onpHy9m07duXGPjY4f2o3LNug77Jh7JfRa9NApcWM6qvD4vcslxJ5fHgCzeuXOHpeuEhISgfHkeUZO+lyhqlNOQuVtksV27dkpIh6Yft7xEHU8exMp2HToyA1fJqN2YK9D3Y3qa1EJy69YtqFvPngqhwGZ1JIo8gdBolAijwYg3x45Gt159UK58eVSuUkUhjExYksPRnAxQYYuDwsiVRZbzKJFGO0R1UQJxE3WEUyqgyYxQyvtSKZMU3iYCSQ/uYW9MxO1bN3H+7Gn8u3c7tq1fg1YduyN/TCFFJRUJEe2eEUGuLgqFK0pdRyYEkt1CVQgbGiqkO8isOMVdgigSQ/U+yIj66qULSE1ORkzR4oi7dRNJCfHs3njKfZEly1i5ZaMDadQmjMpN0eioo5XD6KroxiG30gWRdN6X837c3QfxCAqTEoHJG5mfzStfWfIF1EJ6mpT7rQWRMN5TkctjQBZfeOEFPPPMMxgyZIjDfLI8/O2337BixYoHRxbHjx+vTE+YMCFHB9KhI7eAcuoOHTrkMr9Ohw51NwQCtfPjUAsoRBbJPoewZdNm9H/xRdc3UWw/R+TRan/2kH3LRx/MR9fuPVnuUZmyZaUcRFX+IlcY6T/GB4xSVTSjDAY7aRShJoIETmwE3VNa16ZaLnARvh9OJLkqyU6DcukMNuTNG47Q8DBYLDaYTWZ8u/A9DH5jMo4d2ItSFavAU/bS0yKOBJE8svPIBoFU1tOQ87LK45OuWZp37vgRBAYFITQiv9sEke8v4XYszp06jvJVa2Di0H6s2KleizYoUqIUNq5cDm9fX0RERuLEwb04ffxfJMTfxYDXx2HFj0tQs2FzhEdFO5BG6Q1yQRhd5DHye6gFVyTRtcVO1qqifTu4haZPt2e5i0QASQkjUDcXV38y/oF5kCDXSWRGGO/ZPucRx/bt25kJtxoNGzZ0sIZ74DmLRYoUwc6dOxEaGur0hUrharLU0aEjN4MKCqg9pQ4d7qrQRNak0LJ9vkEVqib7HMKJE8dRskRxe76iPDBVkRNFrTxGeRQclAdff/kF+vZ/EW++9RZq1JB8PFkRiaIacpImd3ZhDQCp2wscSKMjnJ/iCikU5ql5CBW9OJJK6diKMsl6VdsLa0TiSBY+T1WrjopVqrP9XL90Hj8v+pQRIiJPVGHt4e3jUJvByaM6j08kP6ICyZcp5++im4xrBcxpFu7cuo4vpr8Jk8GId776OUuCSNd24eQx+Pn74++/1uDffbtQvkp1VKlZG5Pnf6qkKBAqPlVVmY5o294h75Uqg798fwZad+qG8lVryTkP2oTR3uebX4iqjNxF726t63anmttVTqZW2N0dNHz6OSz/5gs83am7UtjCLXQUM3bhPPIEh+B2bOYRIdouzVVy6hPSwSVVdoJQg9w2uHPEQyGLlOPFfwWoT/DixYs5PhEdOnToyK1kkYhiZp6clEtFBTC3Y28hKCg481QdrapoekDJrw2WDISHheCbxV+jTz/J17ZZ8+YOOYxcZXQiiUTY5Ne8wCNT1xgHUuisDEnZlHa1ke6AQhBlEinZ+8g5kiriSBXZBosVb706CBkZ6Zg072M816UXMqxWHNqzE0sWzmfq2VtzF+DO7dsIj8zvQGJcEUjxHK9cuoDj+3ejdotn2H3UIpHuPP5FYkJtHSPyF0BU4WLMWNsVQYy9doV1H5kwtB9TDZ/t1gedevUHevW3kyhv1yFR+zUBvt7eqNe0JRvonswYOwLV6zdBrWatGUkUcz55oZDLsDTbafbsglzlKPJrV98jh+vQsMtxB1To8tPiz1CgYBH2Wt2hRQwvB4WE4NL5s0oOoyvcC1l8HMLQ1atXZw0e5s+f7zB/wYIFqFKlyoMnixTrFrs8iK2tiDxSAQz1OtWhI7eDfmHxjiG9e/fWtKDRoYPjxo0bCAkNVVRFrdwuss2hH8ya+Yoa3ooKMbRJvZ+dqqQtGQj088Hirz7Hi4NfYt1nXujSRZswyiqjmjRmFRZ0ymcTiSPfViSccu6kRBBlE3A6rqx2qokjr8im+RfOnmLkymi1wuRhYup+5eo1UKlqDSQlJzHS8M1Hc3Hi8EFUrd8Yjds8i+tXrqBIyTJMlaNrVc5bOE8ikZ9OewsmowmBQcF4qnYDYZnrMKwrcGJCiufoWR853D9lX1Yrtqxajj9+WIxS5Sti4Ki38d7XS2GWGQwnMlqdUugevDVsgGRBNPcjyW6IFf/wEDuRQWmbVyZMw6IP58JqtaB+y7Yy8XUzLM0O6vjSlUG5Vg5jVt6QmeUqZgdNn+2Ej2dMRHiElLNo9vSSUywcCT8dJygkDHGyspgZYUxXO8lnB3Rcd6/JkP1rp+5T1FXq6tWrrNsWETrev/l+4Z133mEdt/bv348mTZqwecTPKCJMvaEfOFl89tln2Zg+3L3kTgMc9LCl6lIy6tahI7eDKldJrSF07dpVJ4s6slYWQxzTbtTwZspiMrZt3YY+ffpIM3kImldA0xPOYZ7NYcwhBZalmK+Plye+/PRjTJg8BX379mU54zExMTIZk8PSElNUQtMsCMwUvsyhtpZxJUjZQ872/dK23DzcThLtxFGsyDaajViw6AemJvp4eykhanYsgw3+flL+4kuvj2Njaqt47fJFbFu7Aos+nIVBYyZi//ZtjDQVL1sRJctXEsgg0LZLb2xdswJlK1Vm7fSkZXbVLrtQk0MiKslJifjxs//h8J6d6DLgJVStVRdNWreFp1xwIRJEu4m3/fh8Kj09AxfOnmZEg/rdE2mWemPbq91JNqRzN/n4YsDIN9i8ee+8jXbd+iIiumCmhJH2kWGxwkqtKYViEKkoypm82q/ZddjZ1XJ1+FnrR0mWBTJGIwaNnYg5b410UBa1CGNQcAjiYmPZ552RbHt92COhLH7//fesyx0pfJRaQubYLVq0wLFjx+5rq+Q6derg77//ZqSUilooL79ChQr47LPPnFrtPhCyyH2QSD0khhoWlrnfkQ4duRUUTqSqfj6tQ0dmuH79BsLCJLIodm3hoGdanjyBuHjhIk6dOsm+kLOiKQpB1FAdJRphJ4ykWE2eMA7/Hj2O0aNfR4niJfDaqFHMoNik2OhIIWKez8h2nUOB5YP3ZuPG9euYOGWatC8VQeT7FkmpVnGNvSLbwJ4XErkUcxuhtCdklyrnWBqNJsQULIgho95SiEKAnx+OHdqHs8cPo2CRIpj0ykD45wnCMy/0RLFSZVCoaHEEBgQy8sFJpIjMOpu4Ik6Hdm/H2t+WIiU5GW/MnIfqdRug3/BR8JC/M4ikOHd5cbQsEnfNfBq9PPDh19+x+2o22797pJC9dI9ZkZBMGrmM2rnvQEwbPRxD3piMmOKlNAkj92N8f+RAFh4f/eFi+Ae6bjOamVl4doliZvdTBAuha2xDPZ/pnlw+dxaFS5TSJIyBIaHMPoeIO1k02fcpnjf92LiXnEVjNnIWjdnaNxWdULtk/mOSSOMff/yBzz//HGPk/vD3C5UqVcKSJUvu6z6znbN45syZ+3oCOnQ8bFAxwi+//KLfeB1uK4sly2ReEBUREYndu3bDP8AfHgIJ0FIVHYiimizKuYtqwkizS5cqge+WLMaatWvRp3dvRsA6v/AC6tevz8KwUlGyUAUt5xWqkZX12fJff2H7S06IZ+lGVpcKo6wuqvIk+Tx7q0JntZH7PqqJI8GJPNqA/FH5EZlPClUSZn/xPe7eiYPNasX5M6ew5telzJLmjdkL8N0n8+Hj64dyVaqjRLlKzMYnOCwcnp7OfYVvXb+GW9evsvsWEhqGT2a9g/i7ceg+aBh8fXzRfeBQRMUUYuSocvVaWRJEdaqCI3WUEJE3wkG9ZdXlcrEQu8cKCZQv3mpAvqhoTP3oK6aY7tu2CZVq13cgjNx+SCKNJvYei5Xbropd1LwtK5Konm+fB7ehRRipOpxaS1LKwYFd/7AWk3QdnOTTvQ4Kln6wxcbegpevn+Z50J9Zmky2s5uCkFNl8e7du1l2j6Jo1u7duzF27FhlHv2woXAxqYD3E+TVStFe7rH466+/4osvvkCZMmVYZEKro9gD6+BCpsYbN25kzarpJqj7EurQoUPH44IbN2+gdliY84NVeBjljYjA1atXUK9+vazzFfl89TJ13iInjGxdIwxyK7JmTRqjWdOmOHf+PH74YSlTLKILFEDZcuVQunRplC5dBmHh4Q7nSPmUVAlJofKkpGSmlpHVT3JyCmtVyKx5yO/RaMTgwUNYA4aQoDyM/XDqK5EZKX/M6qQuOhPHzNRGei1doyNxZPOyII9sng0IDQlm5CAkJBSVqlRXilm69BuMsyePs2dT0t04/PDpfNy+eQPPdu2Dm9ev4q+VUv79hPc/xsofF7FrKl6mPIqXLIVXJ05HoGzfYlfPsiaIanKovHbBVzi54rZDUi6q3M5RURplldEgFbRQIU16Rga2b1yDw3t2oOtLI9l+JEWRl6rb8PrshSys7VCtm0mxi5q4uSKJjvdEJJXCvtwkaGrCGHvjOiOL+QsVxYE9O1mu5rBxUxFduKh8+jYEBAez6Tuxt5CvQIxDBbyaOJK66KX60eZ+NbR712CT14uOlloWilaDaotB+sFJtR0REREO8+n10aNHcT8xcOBAplQSWSR3ms6dO6N9+/aslWhSUtLD6w29d+9etG7dmh2USCO5hNONoFYyFHfXyaIOHToeJ9y6edPBKkwrzEhf+vR9WKJECftCrRCzWunLijAytqVSGek/oxEFowtg1MhX8NrIEbhy9Sr+/fcYNm/ayIq3iBwqqqLNxnLBKHfJx9sb3j4+8PXxYQo7TXt5esg5YFb2EE9OTsLWzZvw+aefsM1Dw8LQuHFjNGrcBOHh4XLY2V7wIhJHrapsV6SR3z+ROMIN8qjV61rsCEMpAyEhtZT5oyfPciAWrdp3Vqb7DX/dgWj4+fg4Fai4QxDV5NDohpLLc02Z9ZGouvJ3W60ymmg9D4wYNxW//7gEqYnxyMiwsDaLDmFp1qfb8R4qLQNdIKv+1Q4E0k2imFW+okgYqc1fSLiUt9ey/QuoVKMOI4XbN65jhJFMy6nAha17y9k+R221Q0UuXjmQwmg37qZv2OT1Lly44NAVRa0qPmwcP36chaEJRBAbNGiAb775Blu3bmWG3Q+NLI4YMYK5g1O8nUIU//zzD5M8u3fvjuHDh+foJHToeJigHzokyROOHDlyzz0zdTy+IDuchIQERpgIBhcPRgpDi2MH0qcqbBG9F53WFUHz5VAXqYywWWAzyPMsVkVppDPJHxmB4DyBGD9RUjS2bNyQ9cW5Oq4Ig5ER0fXr12Ps6NdZVXb1GjWYWlGkaDFN70d3SSPbvYo4stMiexg55M1DtNrk0V6k49juT6ou5uBVxplBq3I5OwTRqCKGItlyxZkc7oFS2W4njRa6Qhdh6ac7dsOdO3GY/Npg1GnaCi2e7wYPs9nJ5NyxzCmLYpNMCKK2Ailum4OQr+CjGXv9GkpVrKzMj4yKZsOpo4fx6dwZiMifHz1flopg7tyOdQhPa5HG1Awr/HPA2VifajfZolVej4hiVi30KGWEwurXrkltDTnodWSk/J1xn8A+S3Ii59q1a/H0008rCui9dC7LNlnct28fFi5cKFVxmUzsFywZdc+cOZNVSZPcqUNHbgb9MZ07d06Z1qHDFfiXq7oJgQgiCjy8lEf10FD3gXb+MArV0uJsrfUMRoE0ynY7NplMGozwNptQpmRJ+Pv5wWB1NuXVrAjI7Lxkopo/bxi6v9AJ3bq8wB5C2/7ejvffm4vz5y+geYsW6NKlC6tUZZFQm0RW3CGN0CKOSmW3fBryMjV5ZLmO/FRtUucb+72zT4skMitoVS+7SxCdlUXHY6pPQU4vZBZECkEUSCP/icDth7TC0iFBwZj1+Xf4/YcliL99i1WQl6hQmflCOrcLFPMaM7kHWRBEvh93u+C4C1IWg0Ol1AkRRUuVxZtzPkJqSjKrIifLoQ0rf0Pdpq3gFxDgQOzE88hpRbSaXme1rrugPEHyOCQLG+4sQ39L9Prll1/G/UTVqlUV+xxKF/zoo4+UehN1GPyBkkVSEYkoEijsTHmLlCdDKiPJsTp05HZQ+G3Hjh3KtA4dmXksEkJDw5x0GfF5GJkvHxsnJiW51G9YCFpUFdVEUSCMChHi87lpt5yAz8PTRBzZKgYrIxiffDBX2jAjTTtR3wV5dQqPM8iklIU2JfpDHU3q1a7BhpS0dKxasw79+vZlD8KXhw5l+X700CaSlpXSKB3XNXGUrt9ZdXS8PwJr5AUzLkmkxnWrX3Oyp5GDKIaYMyOIWn6cWgeWKthlT0yDdpjeaqPjuAhLG23Muqddl56MZK799Qcs+mAW+r36JgqXLqe0C1RyGuVzFLviaMEdgihdn/YFZpcoUitEKkIKocIf3s9bdQ7kw0nEkXpImz08mb3SR9MnIiKqAOo0acEM1EXimNOKaDq8G17mDO6ux0G2OSSoEZkjb0UKB1PqimK1dZ9A++3WrRsr4qT2fsWKFWPzly5ditq1az88svjUU08x6xyyh6BY+Lhx49iv70WLFqFcuXI5PhEdOh4WSBGvVq2afsN15EhZ1HpIUhiKfkifPHHcPlOrpZ8KTkSRuw1zIsk3F/fDSaBABllI2gnOnbackIXyyY7P9m2RcicpDC6TR1Iy27VpiWfatMLa9X+hV8+eaNS4MYYOHcqqqe2khxM8Z9PwzIijQ0haI8ePL+fg6mNWJFINh5CxsJYWQRTnuyKHrlIVnO+tfI0ycWTdWUg1ZKmpVFjkXEFOHIgIo0mlMlqtBvQc/Aqe6dyDWcus+nEJogoVQdmqNRViy8mUSB5dQU0OU5IScencGVYI5HqbnIWir1w4x3whCxSSilkIakLLyWOekFDWI5p6SPccNgq7tmzErr+3oGjJMti86nfUbNgUZSpVcTuUrAZ9xtyNNtmyeQxK3aAfn8SZyJSb8gr//PPPe1L7tECeigcPHnSaT76L92IVl22yOHXqVMTLzbynTJmCnj17YvDgwYw8kl+QDh06dDxuyiJ1cBEJgLqQ4dTJEywviZLL3SWKTst5eNghTCyRR0YqOSG0WSWPN3W7wOwiCwLr4CPHFU1lmkieFAY3Goxo3rghmjZuhK8WLUHnTp3w/rx5yJc/SlYm5f7VKqVRInfSPKaAMc9Ifg6OipuaOEqvhXxGFcFxRSJdQSvHUIsgSvOpgMS+nZocuqUsiteIzIuBKHdR8tw2wGSUwtJcNVWHpsNCw2AJCUX9Zi3x45cLsWPTOvR4aSS7V54+9txskTy6vif2C5g/YTTLFezYbzCeqkW2Pfengwvh3CnpbyamiGvDaE4e8wSHsvMgePv4om6zVvJyK6s23r5hLYLDI2BK9EWhkNK5SlkkUMj5foed3cW9RtGyRRbpA0ehZ64g0jQxYx06HiVQk3Vy0+e/9sxCpwMdOtTKIn3J+vn5uVSKiFDs2L4dJUqWdLbBEImfKgTNSJlIFF2RSmW2vWWFZi6ku4QxM/IqnC/Z6Ij7VsgjJ44apLFPj66oXasWBg4YgCFDhqBl6zZSkYhDEYdAGtn+JJLETk1FHLVCtXw9MQ9AKIp2IJFsmZt8xlWRClcRXRFEV8oiX655m12QY5E0cpLI75RaZeRqqVY+Y968ERg06m1YrFacO3UCC2ZOZkbWA0ePZ4TLZDY7ED1XuYx8ncq162P98mWILlT0vhBEERdOn4RfQKBSDZ0Z8gSH4MrF807hakqNK1XhKTYQIgNyXpGsZ7HfJ7JI8e/Dhw/fU9sYHTr+S1BRFlXvEyjZWCeLOjJTFikEbRKIk5Y9ys6dO1CzRg3W69VqyZAIhZiDmJmKY818PcU2h+Ne2pllAqdjW+WcRbZQVhXpPnDiqEUaYUbJYoWx7Idv8db4SVi3fj3Lm2IFMC7aE7Ldq4ij1nw1cVROUy4ScakqZuMeqBVEscjFFUF0pSxK+3Bxr4UuO5KBtPRTgOUUKh1oMvepdGWzw9oGyqTRZDChSPGSmPnJYly/dgWBeYLx2XvTcPrYEWZa3r7nABw/tB+RBaIRmjcfI5FaIDsbGh4ESFkkVTErs3hCYHAIjh7Yq7zWyr8kAskr5nObsvjEkEVi70QSyT5BJ4s6HlVw53w+rUNHZspiaJi9SlP9POMPuEsXL6LtM89gxowZuHDxIvNAzMxLUVEVOVEUO7uothNVsweCTJRGey6knLPIq7JdkEapIMcIHw8zZs2Yir82bMKL/fujVOnSzHaNuqRwAsrJjxiidlIVVYSS7V6Viyj2uFYTSa5EOix3uD7H12qCKB03c4Ko/vEgkh5XnMVVT+/s+FRqKo1y20A1aaSPWb7I/ExBfGnMeHYOCfHxSE9Pw4nD+7F51XI0aPkMrl6+hA0rfmXLJ3zwGX78fAF7z4uWKodKNWrjzPGjjFgGh+XNlNxlVUSjVhYLFivhVqU2eS3yMHRmx6YCq9yWs/ioI9vxt+nTp2PUqFGsHFsvaNHxKILMidesWfNfn4aOR4QsBgUFZaoYkUkwdREpWbIke33s6DEULGBvTZclMZPnff7dMqYO9er4rHvbubMsC2Rl7eMQeiZCy1VELdJoNIOJi7ScZlsy0LhBXTRq1BCbN2/BgBdfZEn9g4cMYQSc97V2R21UE0cCJ5aO5+s+kdQkiyqCyNfJjCA6ha0B1i3n8uXLuHL5Ei5dusS8XakrDn2WaFy0WHH4+Uv9jXPqU5ld0sj9JvnvE7J5onldX3zJ4R606dCZha8Jzdq2Z91VTCYzMlJTsGfbRly7dBGNn+mAa1cuYtvaP1G0dDl0HzICyYkJrPiE3QuBJWdGHOl9v3D6BOo0a42sQOfqlycI8XduIy0jgxVr3O+QOF21u39NVuRObNq0CaVKlWJpgiLS09NZa0FqD/pQyCIVtNAHv2LFisw7iB68ImJjM2f9OnTo0PGogL50V6+eh6SkRJa3qKUgbd2yBXXr1UXBggVZVfTevXvQvGmjbBW6pKem4sMvFrNE/e7tn3Hw/NPaVpPkZWbunRMwix55W04IOUkUSaPJLBEV8nY0So8UlsYoh6UNyEC9urVRt24dpjS+9NJLiMqfn1ntFC5SVCGNUkWwveKZq3yK2sh2LJ0OJ4/KJWrwEXtttbyOK5VPmFYTRL5ciyAqb5HNhmPHjmH7P3+zJhXXrl6Fr58fChQowK4zKio/8kVGIO52HP69fAm3b9/GwUOHWfpLy5Yt0bJVa1ZA9SBJo1I9LRiWi2blautNImK0PCq6IBs4esnG2BxN27TD6eNH4Wk24f13J+PqxfN4vs8gVK/f2H5P5RulRRqpwjoxIR5FSmXee53j4M5tiCpYRIkIqdVI/plwJ6R9vzq45DY0bNiQVVj//PPPqFmzpgM3a9SoESsEeihkMaetYnTo0KHjUUPfvn2Zwe2vP/+Ert17OOWg0XNw8+ZNrJ8yPcCqVa2K7bKHp1Nxixbk+fTD+63hg6RmByJRdMh71Oj4kgkZzTRP0g1IZE+tKkrTipJI/astGRKBNJklwiguo9dyX2tSIRs3rIfGjRpg/4FDmD5tGut1TP5z5cpXcCCNzCpHCFGz87FpK4oiieRwh0wq98nghrKoUhDJ6uWf7f9g+fLlOHToEEqXKoU6dWpjwvhxrJtOliTdYETcnbtY+ecqjHhlOGsR9+rI11i4/kGQRrF6WjQrt9vpaBS5UDWSAEYuDc7+h6XlopJR78xCamoKYm/ewl9//ILd2zYxxZE6sbD7RmbhKsJ4ZO9ONha7t7jC3dux2LLqD/R6ZYxLMmi/BtsTnbP4wgsvoEmTJvjwww/Ru3fv+xI6zzZZJFPJ/wLTpk3DTz/9xKoNSc0kc0nKD+KhHy1Qj1S14SX9UVILLx1PLkgZ5z6L5Bmqt/vT4QqFCxdm3oFff/klunfvocwXH1anTp5E8WJF2WO4Zs0aWLBgIftSNrggbep8Rb78uVbNNFsAOpFE1Vjcv01QDWzWnCkICoySBGWQpSil1aBc7MKJIctVZFaMGYwQ2khdVC8jCC0KK5Yvg08/XoCzZ89i9tz3EHs7Dq+99hoqVKwkqIgSAYKTx2LWJNBdVVFaV7hkFUGEqCLabNi/by9zUqA2obVr1UT3rl1Rrmxp5XjsveLdczLrlGM0IijQH106dUCXzh1x8tRpzJo9B8kpKRg0eAiqVqsmeT6q+m8TuaNPFtU45UhpFMzKueLI8/tE8ijNcE0eOSkTWywSvLy8kS8qig2FipfCj59/hMFjJrJlZg8Pp9twZN8uxBQtwXwTs8K635ay62r2XKcs1xX9Mp+0nEWDwYCxY8eiXr16LBJ84MABzJ49W1mWUzwyniHUtobCF/SQJ+uTN954A82bN2d/tDw8pAUKC1GIgONebpaOxwP0R06fGz6tQ0dm6N2nL3r16I6jR/9FqVKlHRSmy5cvsd6ufF6N6jUwZeo0nDpxAsWLFrnnkLC7RFEhidYsyKKawGRW4GW1wGA0Sfshk20ijUJ/aoPRbDfR5p0HGYmRiCIjjfIyqVqax5BpHck/slDBGMx//z2cv3AB786ajWvXb6BDhw5o06YNfHz9HIijurJZbZGjnLabhJJDKxdVDDNfOH8eSxYvYvleFStUQLcuXVCxQjmhUMniUKjkMHYFUlvZgSTyXKxIISz43wc4e+48Pv3sc0x5ZzJ7vnXq/ALCwsOd1UZjDkmjql2i2OUmW+RRRRxFxZFvU6xkKbwybipOHT+GeRPHsPB07SYtpHXkYxzZuwtlnqrK3q/MClzovV7x42LUatxSsy2gGjl9zD8OOYv8mUatl+nHbrt27djz7v3337+n/T4yZFHt50iqISVw7t69O9OETfrjut+NunU82iDfvL/++kuZ1qEjMzzzzDOs3R+pi9NmzHRYtnbNWjRt1lx5XUQmiP/s2CmRxXsoPskKroiiA0lUk0M1gdQilLKiKO1L7ihD61lNCmlkAWJrhqwcqkgh2we9zlDC1dL5ctIoK5TcZ9xmRUyBKEYaSWH89bff0LtXL+QJCmKEiQSCQoUKOfzQ5wRSDS2rHN46z+V91KheTktNxYo/fmcqIhWl9OzeDW+MHmW3RCL1kHtjqhVed95z7hcpd8ThIf7C0fnxzsRxSM+wYNWatXh1xCusM9CAgYNQo2bN+0Ia2eFVxFGZJ6iO0g11PnVGDmVWTbeAE3NXamPREiUx/ZPF+OGLhahcux4LXVNIOuFuPLPwqdGwGVsvM8L4775dOHfiGAaOmZT1vXXOSnAbdHS3cxaR+0Ed96i1LVnEUVj6iSCLaty5c4eNQ0JCMl0vISGBJZ5T4njlypVZB5qyZctm6sFHA8fdu3fv41nryA2g5G1KAtahwx1Q6kqXrl3xzZIlmDBpMnvNScVf69dj9pw57OF05vQpPNe+Pbw8PfHPjh3o0aWz447uF3HU2o+aKIokUaU2Xrt1G7fuxLOQZ1JyKlLT0xEc6I+QPIEICwpEQlIyRs76GL3atUDLuva2mLyYmI05YWQk0VlJVAijEK7mpuEslxGcaMlhbZk0hgQFok+vnmy4dOUqNvy1AfPmvY9zZ8+xMCaRxpiYGFY8Eh0dzbrmEJnzDwhkBMqpOpodMHPqwJdeuXIZq1etwrp169hz48qVK6hfry5mzZgmK7xWyeNSTRBdqb9a75WqK45iTSSYm9M8T5MRT7dqgadbt8LFS5fw4UcLMXPGdPTt1w+tyOic2RTZSSOpfu7mNPJuN0pHHKbeStSHn627xJGrja5IIyeMpBL3eulV7Nu1HdvWrcKAUW/j2KG9TAX74dMPUbhEaTR++jmXhHHlj0sQERXNzMHdgdmUM0s0Ol93WwVac2lUilIFxcJjEssoMjtgwABWKZ1TGGyPYByOiF/btm0RFxeHLVu2uFyPwgYnTpxgvRKJXM6aNYvdLDIVpy8bLUyYMAETJ0o5FiJoewpp69Ch49EE/fDLkydPtv+WU1LTcOjwEVSr8hQ+++IrdOrUkc23ZGSgU8fn8csvv2D3rl0sfBoQGIDKlSrhwMGD2L99q90/katRao9F0V9R7OiikBENIiIQFVFVdCKK8uuM9DR8vXwtNu0+iFu37yBvaDDyhgTB19uLDZ5mI+LiE3Er7i5u3knA0bMXEHsnHkUKRGL1wumMkFA4WlEcqYMMKYwenlJoWfBaZISRT9Myk9nRj5GduLA+357Pl/fPLlU1Py0tDecvXMSFCxdw4cJFnL9wHjdv3UJc3B3mGUjPBY7QsDD2kAwPD2eEkoaAgAC2D8pZp4H8gqk94+nTp5GRns62adG8GWtbmJqahs5dusLb2wurfvtZmyBqviduFDXJ16PuiCPeB4f7SnmgBiPu3I1nn7+169ahV+8+7IeJ5H0pEUAKH9MniRe0SPmNwmuihHIBB3/s8zPk89k0J45KviifL4GHqTlZEskdfwvUhE8kVj98+TFu37zB7Hh++voTpixSPiJ1l+nYd4gTJ6Vq6RfqlkfnF4eh+0uvwh2UiwxEvkDvbH837Dt9EQEB7n03xMffRaUiBZ4YbnBPZJH+aAn0C+9hgnpRr1y5khFFV6RPC+QzVLp0aXTp0gWTJ092W1mk63tSPhBPAijn9ffff2fTTz/9tN7B5QlBTsliWnoGUtLS0ap5M5ajSAUIbdu1w5nTp/HPP3+jUsWK6NGjB/OdXfr9d9i6dQu6dO+Jf/ftROGY6P+ULNK8CR8tQkhgALq0bIDw4DyaoWe+H1IMiXR9/cd6HDl1HqcuXcOUob1QqkhBZ8Jo9pQURoHYiGTRgfRomHg7kSN52mEs5FQ69KoW11Ffi83GwtmkDJJP5o2bN9k4Pj6eFWB4eXmy9BOKSpUsUQJFChdioV71PScSmSfAH6HBQY4EUU0O1b29XVSlK9con/uf6zfi+q1Y9HxB+vHhdG9ckMbklFQs/OQzrFm7FgMHDWJKI4Wi6botWiQxE9LI7xc7fYeKc3kZKZH3iTSKhPHWzZsY2rkNChQuiqkfL8Gns6fimwXv4dnu/TDkzXdY9CchMQE7N63HqmXfYveWv7Dor90Ij3ThX6pClQJBCPH1RHa/G/acyh5ZrFw0d5DF8+fPM8XdXZD3Z1RU1IMli/SgJeVt3rx5TKon+Pv7Y+jQoRg/frz0R/cAQU24f/31V6YQUvJmdtGxY0dGDr799tsH+oDRkXuRmJjIPrME+gxnViCl4/FBTv+WKX8sOTUNhw8ewMSJE1jomRSq8Lx50bBBAyxbtgytW7fGV198Dl8fb8THxSKqcHG8O2USBvXvkyVZzCqc6UBI3CWL8nR8QgK6vD4Vy+dNdA5Ju+G3dvFmLAZMno85owahdFGBMMrqopLDqJBCsxPp0SSM7AKcSSM7LzVxVE9nUZjjRCqzgEGL7ImKsLqfN1/H1fvHl2d6UCOqt+kEs8mEX75agPCwMGdCza+b3VNn0hifkIj/LViIrdv+xuujx6BmrVqM2BFBs2WDNLJLF4hjVmqju6RRzIRQ5snj2JvX8WyNsiz83Gvoa2jQqi1+/eZLzJswGlXqNISXtzd2bv4LqSnJzIOxXfd+aNWxm9vvae1CIfDzNGefLJ68yFIa3EECkcViuYMskq8i5SX2799fcfpQg87zhx9+YIUuFJIeNmzYg81ZJFJIFjYzZ85ErVq1lHAvhW9J1qfOLg8C9CGmY5PR5IYNG3JEFMmM8uDBg+yLXceTC/KyI+slPq1DR6afF7kytnyFCli67CfcvXMHvy9fjrfeehNr167FoEGDMHP6NMkf0WZlD446tWrizzXrGFnUBHvocznH0c/Q5frurKfCouVr0eMZqbWlCAei6Kpq2mhEgbAQfDF+OHqNfw8Lxw1HoQL5lBw/zRxGKnoRqqQJ23buQ+GC0chHhYbMy1uqbFHWkV8rht9sh/Ra6E0tXntm/bGZrU82c0O1Ksy1SKJaDXZHCXZxjoQ3XuqPKzduIi9Xe+Ve3NxeSDRC5wUwNiLocl5joJ8PRr/2Km7euo2pM2bi44UL8Pa48ShcpAgjcO76NELJa6SPo0HyuCTSSFkE3LpHLowxkgWPct+kkeILas28CEasmt6+YR07v9lf/oDr16/h1NHDaP5sR+SNzI+ZY4YjX3RB9Bo2CvWat0H+GMdnvVZOo7qTi5c5Ox3B7SACTYO76+YWULXzlClT0KxZM6aaV6lSBfnz52fTZAJPyyn9juo2iLvlhANlW1kk9v3dd9+hVatWDvNXrFjBwru88OR+Y8iQIfjmm2+Yqih6K9L58GRO8hQiaZU8GQmTJk1iDubFihVj+Y3vvvuulF+0ezfKlCnj1nF1ZVGHjscDOf1bJpuPJNmblT+SRr8+ivUXb9GihTRPRSzee38+JkyZhssnj8CPvp/cIR98P+L+1AREmHaohtZQFimc3HLgGPw+fyI8zGZ7EYyGzY66apr2JSmHRFxMOH/1Bl585wN8PeV1ROYNzVxhlEPRRHT2/3sCY6fNZeTm9yWfSDsXyBA7ljr0rB5nFXa+Rzs0l2kA/H0i03ENpdHV++K0X63zdArDu6HGOuSGmpyUxhOnzmDSO1OQL18+jB4zlnkXcqWQK4sUpmbnoqE0ErRC1K6URjE87a7KSKFb8uKc+vowXLt8EQuWSS4nu//eiq8/mIWeQ19DpRp15G1yRsaIODYoFpaj74adJy5kS1msVjx3pahRm8k//viDpeidO3eOvaZ8XaqKpu+qe2nRnG1lkSoBqSJNDVL6qAvBgwJXLNVVrF988YXiUE5xe1EpIkb94osv4urVq6wfJ7Htbdu2uU0UdejQoUOJisq3giIblNesEEUNtGzeDGPeHo9NW7ehVdMsLCuYyiYQRmG+ZjWtm6ri8XMXUaFEYYkoynAiivJT3MmTkcincM0xkeGYOrQXZn75A+a8NtBhmWi1I+9MOlWyEorOj6DAADSqUxMGOoZ8rRIDkdRLrjTSdmJLQSc10UVlMTfuzhSu9qEOHatD/2Q0LpBEVvntlLfomA6g3ELVPWWkWrhnYvhe6Y4jk2dFSbSZnHtw8zaMLDxtr6AuXrQwFn35OTZt3oKePbqjfYcO6NGzl0PlNGd4Wkoj76Vty0Rp5E9XUhpJZZTfRbdURrIjeqVHBxhNRpw9cRyd+w1WKqar1KqDkuXK4+DunTiybzeOHtiDZu06Kmbd2SGOVLCVUzzqHVx8fHzw/PPPs+F+w5yTnEEqDiGSRsSRQF+cJIHSsgcFdwRQ+hIXMXfuXDbo0KFDR07BqoHlaVIR3p05Az/++KOdLInKkoySJYozw+nfV67WJIuMENAEC0UL22qQJbaumkDJSlVmLf3+PX0eZYvKP+wzMei2K5LOSqNICquULILxHy1Galo6vLyl736+vZalDoFCpd98MMPh3Mk6Rwkx81UVBxnna3e4t6K66A5p1iKJLqadilUYObRok8SMDOV+MVIoFBXF3U3AuctXWSEKKdJJKanw8vRAofyRKBgVCU/K6yezcxd5nwpRFN53TdJI58VUXMl2h61rMqN+3dqoXWspPv38C3R47lm88eZbqFa9OiPVzDJTVgM1w9Pc1NwVaZTfXW6CxPp5uwhN85aCHCazGUEhoUhKSGCqXJ1Gkr8iX4cUvVoNm7DK9FtXL2HWGyPw6juzsX/HNpQq/xTy5nevIMPbI+dk8XHoDf2gkO0w9HPPPcd8qIgoVqxYkc3bv38/S/hWmz5SbuOjDj0M/fiBpHlu5E6FUqInlY7HF/fyt5ycnMIUkMGDBrJIRm05X9tl2NhqxRtvj8dXS77F2cN7pahLZqFoeR+uCl0yC0XzMLQ0SyYuVgveWbgITWtURo1yJRxD0AK5kdbX8GYkyCFoMRz98c+rERoShOeb18+62IXdDBdFLXxaKzzLj61GNgpXMity0bS3Ub8HfBnlYArFSZwk2jLS2Zg8K9ds24VNuw7g6s1brM1cHn9fREeEwd/HGz6yPREVSJ29fA0Xrt9CWno6ovKG49Vez6N4kUKu759479SFLkYX1ec8PC2Hpm/GxuGdKVORkJiIcePHI39UAcU6h4eksyqEYeuobHeyG5oWw9JTR7+CnVs3YenG3YohuquqacK29auxYdXvKFysFGo2aoZ//lqDEuUqolTFp9j2Hp5eSkTxzu1YBJqtaFSpFHLy3bDt2PlshaFrl4zJVWHoB4lsK4tkgEp+YiIetnWODh33Asrl2rVrlzKtQ0dWoIfS8l9/YV2jqLCP+q1OnzEDb4wZ7TIPqGvnjpgz/0Os/msjnm4hqSjZUhfV62ZW4EIkQaUe/nv6Al5+oZ19HwKp1CKK6lC0upCF0KFxLQyb9TGeb1rXYb5msYuDmmhfz2VBi3SSEiESC1gU4pfJ36qKXDoQQjXEey0WtfDXTmReCkXb0tMYSSRfx/cWLcWOA/8yE/Om1Svird7tERUaJBWVZNKTm4eiD525wCxjiCQRaaxUqjg1T3bsksPbKiohaUFJVO6d1YEwSq/tRTDhwYF4b84sHDx0BK++8gqeqlwZw4a/Ah9fX8byJJVQCgWzCLKL8LSRDLwNNklRlHt2uwpNs1aC8ofBxkPT8i1PTUnBuhW/olPvATDJDupqQ29168DajZuzgZCUmIDiZcri6IHdrP/0PxvXYdeWjfDx88Pbcz7CJ+9OQru2bbNNFpWPg64s3j+ySOFnHToeZZAqzn0WeSqFDh2Z4dixo6zFKBX30aOMksgp/Lhy5Z8oV7aMczEKGQOXLYPyZcvg2x+WOpJFrdCoHB90yF3MRn6iFu7EJyCPn4ZqzomhFlEUyaRGXmJongCmkqlD0WowcqUijGy+sG8HcAIp5iAKBDLLghZX1dEuzs3huKqxQhKFkLM1I43dp03bd2PygsV4vcezeKt7WylYy+9ZeqpTnqKyTPGnlMZlC+bHZ2MH4fSVG5jz7XLcvBOPYd2eQ90qFewhasXHUiCNMjmUCKREGnmPaSWfUb6JSj4jgPJlS+HH77/F8j9WoHOnjujUqTO6dOsGEx1L6ATDSaNIIllFtFA9TSqjVMhvgFHuz81D00QYeUcYrVzGretXI+HuXbR+rqO9QtqN1oEcvn7+qFqnARsI7Xv0YwPH6GnvoXCIL3KKx6GDy4PCI9vuT4eOnIJ8Ntu0aaPfQB1u49ChQ1iyZAm85R8Xw4a+zDppNGvS2LVfH4AuHTtg0vR3cYfCXAH+GnmH8sM9s0KWLGxzGKFQeSZevRmL8BCpOICFTVXhZ5fEUXX+nNzwvER6Xb1sCew6chx1Kpd3vlG8MMZkshNGDTgVtfB74ConUZjvVkFLVsjM8kZRFmU10WqBJTWFKYFnLlzG0mmj4O9F1eUZSjhaCetrVZqL99Jksi83mlA4IgQfvNoXl2/H44MfV2DGZ9+h//Ot0bZRHWmfpDaqlUYeZpcJJLsdYj4jf80JJRMDpeVt27RCqxbN8fmXX7PPbpWqVTF9xkwn0qjOZ3QgkbLKKLYMNLpSGZX7LfHGlT//gLIVK6NIsRIyERUURQ3SyOGKPGohp7Y57DhyR0d3132SkKNM0KVLl6JTp07MloZ8e8RBhw4dOh430PedH4XuCDYrM3Jv98zT8KV5WuqfPK9Th+dYAeAvy1c4m0xr5dWJ3UzUu8xGzt6WPYdQr7J2eFwhhyJRZHmOVifSo+RAclgtqF+5HDbuOui4U1UYW+kIoxHedcrdlPMCDXxaHhzWo9f3cRCPY3BaZmFqIg87X758Fe1fGY+Y8BB8MmYg/D0MsKWlSEOqNFhTk9nA5qUk2perBmW9VGF+Rhry5fHF1AGd8fXEV3D01Fk8PeQNbN6xR1lO50LnxM5Ndd40j83nFj/i9fAiHZqmym5LBjxNBgzs34f98KFe2G2fboPTJ08w9Y9IGpFAx2mN1+Q9ShmaRBCJVLLXki+jMo+UR2U5cCc2FpvXr0GbDp3Y/iT/UumzLu1b9nI0Og7icncGP0/TPSuL7g4PAmfPnkW/fv2Ywwzl0xctWpQ1PKG6EHdx6tQp5ktN9l40kAE3zXuoZJE6t/Tp04c5hu/duxfVq1dHaGgoa42k9l7UoSM3gszZ16xZwwaa1qEjK1D7MVdhS1eqIqFAVH40rF8XS3740T5TRfrsBQzZL+pwRSw37zmIehrKn0uiKBM8PijXIoSnORmkqmhSFjVVSXldcX9EGPngRADVZFBNIrUGTizdHbIghw6ESyGJElFcuXEr+rw5HdOG9ECPFnVZqFkkiWw9TvpSklySRM2BjiOTRmSks30FepowqmtbfDl+OH5dtwUvvDYZ/x47wc6Fk0aF/KmuRSGMRAo1lqlJ4xtjRqFzx+cx7/338M7kSXj7zTeQGH9XIYYS6ZOcADjhc3otE0ZOKDlpFAkjJ42rlv8Em9WKVm3bs88HO45AGo0axE+LPIokUg06jo/HvZFFi5uD9QGRxaNHj7Jc+oULFzIjbXJ0WbBgAd544w23tl+1ahWzB9yxYwcqVKjAhu3bt6Ns2bLsmffQqqFLlSrFWC4ZcFNjdqqELlKkCMaNG4fY2Fh88MEHeJygV0M/ftDb/T2ZuNe/5ZSkRPeIomr598t+Rq8XB2Pv1g0oU7K46wpqXhktFl04efpp9Se2V0QTeaPplgNGYeUHk6WCByEE7YosaoVPDR6e9opoHg6Vxx1GT8eSqaPh4+vj3DNa5SeoBoVU3TLUzmbbvkyhDt2LhuYEVTW5JT0NE//3FW7dvoOZL3eHN7EhhbBJY/aaEcx0mRjzCnPHY1ktVuYtSGFgA+1HvrfsXpo9lNxE3m9bHFNO4/iPv2WWO28P7MEKU5T3QsME3T4tV02bnNsvulq+/q+NeHf2bPTs1RvPd+yo9JsWTb3d7Tktbscrots1qoXoQoUx74tvnFoG8nUc7psLaqLVwYXD39OMMpGBOf5uWH3gDPwCAtzaJjE+Hs0rFH4o1dDUUIS8pkmUywrcgHv69OkO88eMGYPVq1djz549OTqHbP81kvE1b5VGEik1Zyf06NHD7X7LOnT8lyCbBbJ9okFv96cjO58bTaLIw7cuiFz7p1sjX0QEPlgodzC5j1ATRVaEsWMv6lQqq9iScGRKFDUUQmm+igjL4waVy2HTnkP2ldVV1uJ81eCgYJIVDYVXBfVRGWQ17L4MRDDkYynqIYV2mQ2OpCKyIT0Nqzb9jWdeehOFI8Mwf2Q/Z6KohI/TpRB0WjoyUtKchvTEFDZYNJZZU5zD08q+M+zjIhGhWDR+GGqXK4m2L7+FtVu3O6qMjJ1pq4xcaXQVapeU1DSmMtLyxg3r4defluLihfPo+kJnnDl10iH87K7KqBWW3r5lA04e+xc9XhykrM8GoeiJK428GEZUHB38GjMJQbNc0nsAz1l0d+BEUxwo7eR+gwhpSEiIW+v++++/LIytRt++fVnbv5wi22QxMjKSKYiEmJgY/PPPP2z6zJkzbhln69DxX4N+5Ozbt48NuseiDnfBCggIQojTlZqohF2po4SHGQP79sQ3Py5DbOwtx/W1D+TePBdYsmI9uj8ted5qFbZoKoryfHFQoK6UtlrQsk4V/LlVsp9yXNfu3+hq0CSQMnlTBoFQZjqot8tksBNDqWiFE0Qigtb0VBZyJpL4z77DWDRxBHq1rO8QIraTOUlVJMLHyZ9FNRBJFMkhn58hkEdLSqpjGFoOTSvH4/mKGeloXb08ls0YjT83bUf/t2bgdmysQm5d5TIqpJBdYxoMjBjSfVCFrsV8Rg8zRr36Ct6dMR3jx73Nep5bMtIZ+csql1FNGMWw9KJPFqBkmXKoUbu+Uy6jSBq1iKMr8qg13Eu+Yk5zFqOjo5kqyQfebvh+4eTJk5g/fz4GDhzo1vrh4eHs2aYGzSPrr5wi2zS8cePG+O2335jUSbmLI0aMYAUv5FvXvr2Ui6BDhw4dj6OyaBENskWiqPbr4/Nl9O/ZDdPmzMPni7/Day8PdO0JyCx0cl5mmZqWhivXb6Fwvrzanopa+1aTQ2E+r96VekXbCWvxqEgcP3tByklUVfhqmns7kFWpzV+myMSr0C24uofCfokE7Tx0HD+v24IDx0+jdsXS+HrCKwjy87ardzKZ5MUunCgS0bOkZbBrsaZlwJKeYQ9DW6ywZFiQTuFsqxXpFiv8vD3h6ekhhaHTAZOF1F0rjBYrmzZ6WqTKZ36vWWjaqkzbjBb4e3pi5ss9sP3ISXQeOQkje3VEi/q1ACO9ryYW2rYR8RO9GeVrdbDaYeXGZs3WgVLFuxGFYgrg28Vf44dlP6Njh/aYOm06ypQtyyrRqd5d9GbkNjvMMEfDYodCpxvWrsLk2fMU4kfV0uxQYstApbOMHfz8lTaCWcDP8x6VRTkf0d11CRcuXHAIQ7uyY6Mw8IwZM5CVKkipfhyXLl1Cy5Yt0bFjR9a62B3QegMGDGD3nUeBt27dyo796quv4qHlLFLiJQ1kP0Ig3zHqt1y8eHHGfB9kf+j/AnrOog4djwfu9W+ZvvfSE+/wF5pqosu2cgAGDHsV6zdtxdGdm2GWc9ek7YT9ZDNnUR2GXrpiHa7djMWQTm0UxU4MO4tWL06dX/h18fPiuXFyezp13uKo979A92eaoVLpYtL6Ki/BLAmgq/Xc2TYb4Nd2Jz4R+46dwt4jJ7D32CnW3aRauRJoV686KpYorCjFjBDye5YJUbSmSwMjjRYrLsTewe8HT2LzqUtMbaMexR5GI0xGI+JSUpE3wBfPVSyBOkULwOxhhsnTDJO3J4weZpbTSGMll1G83+r7bzQhKcOKcQu/QXJaBma8+qL0eXbwZnTRBcZVziLPdeQdYGjaJM27cvU6RowciZo1a2EItfRlBuH2nESp2MN1HuPEN0bj16XfY9OeI/CUu2UpnWGYpY7YvUX13mXBTsTFdEnlIgOd0i+y893wy55T8PN3M2cxIR7PVi7q9vfJjRs3cOuWHFlwAar/4Bzq8uXLaNiwIXOdIY9Xd1Om6L157733MHv2bLYPQv78+TFq1ChWFZ2T+5NtspiRkYGpU6ey2HeBAgXwJEAni49nuz9eub9y5Uo9FP2E4H78LafejZXbPLhoD5cJWTxw6AiqNW6FJR/Px/PtnnYkiZm1nFN3FBGPw9vPyQTwmcFjsWT6aAR4eTgWtogESEUWnexxZIiFFKwQw+g4Pn7xCuYs/hUL3x6mKIUOxS0ayKy7Sabb2WzMCDwxOQUJSclITElFYlIyEhKTEJ+YjIRkmk5mfZgT5X7MNP/yjVvIYNdpg7+fDyqVKIJKxQvhqZJFEJInQLP1oQOhdoMoHr98AxNXbkOYrzdalYhB7egIeDjoY1TUY8TF+ET8dvQstp27itZli6BPnYowe3lIZFEmj5wwOhS7MMKomiePtxw8gXc++w5dWzdGj7bNYfLydm4dKL0xjsRRLIQhwsi7wIjzaVpuG2gzmPDJp58xb9H5H3yI4NAwzeIXEldFwkh/a7UqlEbP/gPx6hvjlPdSq10ge50JcbR/FrTn+3qYUDTc/56+G5btOpktstiharEHUuBCimKjRo1QpUoVLF682O7GkE3wmhIqRr5XZFtZ9Pf3Zwa1hQrJDeofc+hk8fGDXg39ZOJ+/C2nJcRJZEJLTcyCLBLadOqBK9euY/f6PxwLZlS5jw6qojw/K1Xxn72H8NPqDZgxvK+mquhAGrX6SashKFVOZFGuku40dibmvDYQ0fkjMr1v9Jg5dPIsNu86gMTkVKRnZCCNhvQMRv7iE5OQkJzC5lNOm0IaeDMbA+Dl4QE/H2/4+3qzMQ0Bvj6sBzMRQX8fH/h5ecLXmwYv+Pv6IDI0CJ6kzLF7rJ1b6dDJRrg/6opnkSiyIpW0DKw4cAKLdx3BjOY1Ee7jLYWlKcSscmwmssgrom1GA77Ydwz7Lt/EtGcbIjw4ACYijDJZlKa11VwtlTEdBnz221r8tnEHRvfrjEY1Kmv27GbXq1E9raiJbqiM+w8cwuixYzFp8mRUrlKVETpSFtWqIlU20/Ss6VPx0by5rHd23shIh2ppdstV5E/sM62GK/LIEeLrifx5NDoWZeO7YenOE/B1kywmJcTj+WrF7ztZJKJIimLBggXx1VdfORBFqhn5r5DtAH+TJk2wcePGJ4Ys6nj8QDklP/zwgzKtQ4e7MJrMsKSnaquJrix1BIx//RXUa/M8lv72Bzq1a+OaKIoQ8yQ1wMneh9/8jMkv9bR3bOEQK6BdbOsSPG9RyUeUxzImD+mBl6d9iBrlS2F4t2fh52dvtXY9No71T161bTfOXLqKMkVi0KhqeeTx94OH2cRSmTzNZgT4+TDS5+flAQ85vSlTuKtO8usici9er7gPVatDKmJR1FahQpqriJwoZqSk4901/yA2MRkL2zWA2WpT8hZpHcKqUxfx8cFTOB0XjyLBARhUqQRaFItmxLFvhRI4UiACA7/5E680qop6JQvCpMrrJOLIzlPOZWS5iYx4UnCXuBu1/rPAw+yJQc82wwvN6mH6V8sw9+tlaFm3Gp5rUgf58obb2wcqxNHGiCDv/qLkLMpFXEoHGDamdcGKX4h8VqxQDt8uWYyXhg5Dw0aN0KdvPxZyl/vE2HtMGw2sEPazjz5Ezz79EBmZT7rFcn9pOTtS6fzCrpk6wcjTPKdRuR+U/5hF9JSUxXuFhZFf99d9ECAvRCpqoUEdwXWl7VFDlHXr1iE4OJjVk2QWas6pdU62ySKF7yhR8+DBg0wipU4GItq2bZujE9Gh42GBHlKUMKxDR3ZhMJmd1UQ+1modp0KNyhXRqnEDTJ41Dx1aN5dUAzVJdLW9C1WRcO7yNfb4LRgZrk2E1HDVw5hDI5zMi1yU1n8ASkbnwy9z3sLyzbvQ8bUpiMkXjrsUFk5MYu0Gq5UtgeFd2qJYtEQW1G0JnY7tqu3gvYS2XexT05RcVhZ5OFqLKKYkpWL4j2tZuHl41TKMJFpkkkhkkYjeqjOXMGLjHjRr1gx9W7bEn3/+iaGr1+D9DAtaFC3A1isdFICP2zXApA27sf/SdbzUqKp8HlbYiCjSZ4KKX2TySGoiKw4i8kj3UVYZ2fkajcjjZcL0QV2QnJ6O1dsPYMzcT3H7bjzqPFUOHZrVR7GCBaT1xfQCkSiSJ6fNZO81LY+l9oJ0j8wwIAPBeQKw+Ouv8O6s2RgxfBjenT0HJrMHTCrCuPDDeciwZOCl4a+yymmpLaDUKlBpC8j7SzMiaX+bxOw82k4y6ckc3veBLOaG3tC9e/dmQ3bQrl07Rfig6ZzmJd7XMHRmSZZ0go9bRww9DK1Dx+OB+/G3TAQj/fY1TbLoMgfRcQfYvf8QarXpiC/en4FuHdpqV1AL5HPfoSMYOGYSOrVphtde7GYnirSaTG5GzvgQXVo1QJVSxRSbmKwKWxyKWrTIoipfTh3+VOYJYbLzV28gyN8Pgf52hdFJ5VSmrdkjflmQwgMnz+HLFRvxetenEcn7YmvtVyTTgim3oiYK+YoiUaQhNTEFQ39Yg9bFY9C0UH5GFNkyXhlNldBpVryw9h8UqFwFq1atlvst29C8WTNcObAXP7ap45CnaDCb8Mmeo7gcn4R3nm0ILx9PRsp5WFosflHnMjqEpvl7Ir9/9DrDasOm/Uex7K+/cf7KddSrWgEvPv80QsNClfeWh6ZZ3qIYgnYVlhYqqX/6dTm+//57LPzkU/j6+Sv5iNdv3EDl8mXRp/8AvDVhslPhC7vlsok3m+a/k4TwtPLeuWAoYlia1M3ief1zTJL4d8Piv49lKwzdvVbJh2LKnRuQbZ9FXg2tNTxuRFHH4wn6nJKVAA36Z1ZHdmAQFRmt4hMK17ky6ZYVwaoVyqJt88aYMvdDWCjsqbGeqFImJiaxH+k3b8c5noxMeuLuJuDkuYuMKLptl5MNOJI9sQWgrMAJvofR4SGMKDoYb/PzYISVVxxLpEwZZP9DB/9F2bZGGYT+1YqJtjB8+ts6XLx+C79v3W33UxT3q9jg8EFcR14mWOWoFcW0xFS8/vNfaFgovxNRpOn05AxkJNM2Fpy9m4CWLVsp5IXGrVq3ZiFpth73XaRxajperFQS1QqEY+DilbgTlyjtm/ZLyzlZTRH8GLl5N507bz2o0VLQZE1Ho4ol8OGrffHzjNGoVDQGPcdMxZzPvkFKwl1mBi4VSckejbIPo2jo7dBjWv6Ms7C0zYr27Z5hFbbdu3bBjatXFF/FD99/j02/PHy4k4E3qYyiJyP3ZeRm3nwffFC8GOWBg29DQ4C3+b6oabmhN/S9giqqtaqu4+Li2LKHRha//vprTYdyanJNy3ToyO1ISUlB3bp12UDTOnRkB0YPbweSyB6oou2NQAzVHUn4srdHDMHJs+fxxXfLXJBKOwGtW7UCVn/9AaaNGqLZsWX+4mUY1Plp+wlmhyDmcD2u1C1asQFNB7+Jo2cv2peJBJGfi6xycmJI89NSUxUTak0SqEEmMyOVozu3RJNKpfBCg6r2/SnEUG7JJ5pz83MTPBUZSZQ7shBJEwndhD82o0JEKNoWj3EiiqQmEkm0pFuRkZKBgn6++HPlSkUpo/HKFStQOMBPWo/Wl7dnpDQ9A60LF0DvyiXRb/EKnL1yUyqikY/DzoHWIyNvbtydptEFhkgjXWuqNnFsVrk0fn13DPIFBeDpIW/ipz/XS4QxLRUGC70PdoIoGXbLn2915xf6fMqEsU7N6pgzezb69euLk8eP4cqVy/j044UYNHgI8oaFK4bdSs9pVdeXzEijmjhqkUca7rVzizpn0d0hN+Ls2bOaIgjxtosX7X+n2UW27zAZcZNJpNoJnEq0aVnPnj1zfDI6dDwM0BdQsWKyN9wDyO3Q8XjD4OkDQ4LQicWV5Y0I1etKZUqg63NPY9y78/B86yYIziOFsZxC2TJhJLVOiyieu3gZOw8dxZv9OjkXthBc9YDODJn5JArLaL+7/j3JcoDPXLyCUjH5HI7L13HYXp5/9uoNdJv0ISoWjcaHI3q7yKPUJrKuroEI0Iut6torwcVt1D6S6kpw+d4xcibnHypEMDUdM1f/g7x+3uhcurBCFCXVz6KQRGbGnSaFontGReGNtWtZ6JkURSKKZDszo2I5RiZtVC1sMcJmsbHCFl49XTUiFO80r4G+S/5EYoYVNxKSUCxvCEY0rYZnKpdkuYxir2mqmraRy7eQFsDfI7GohRUp8ep2owWdG9dE23pVMOub3/HbX9sw783hyBMUJIWl5U4q6jxGFuZDWBkAAI0pSURBVKYm0mg0g1IYeeELVUqXKFYEX37+Ofq9+CLLw/Xz88fQYbKqyA275fCyaOhNi3guI3tbZJNuh5xFIV+RSLda4aKlfvdoxp2bchZzCmqWwrFq1SoWVucg8kgFMIULF87x/rN9h+nN0nrAEmMVT06HjtwKX19fnDhx4r8+DR2PKIwenrBQzhZTWzRMtAlZWOgQpo8djt9Wr8ekOf/DexNed1xXw8dRTRTpB/qACXOw4K2h0kNd9FUULWGyk/vnhk+i8u1vNGHmkG44c/UmShWMci6oURE0h0pkIhk2K1OaxGpl5Tqzcc6ui3hU913LgFwJo0uFKWJXlvTUdGw8ehabj5+Hj9mI/hVLuiSKfNqaboHVYkPdgCBMLlESS3buxJvkHuLriymlSqFecAhbz+W1WKw4dOkGjlyLRbOmTTGsVSus+vNP9PliOT632fBMpRKsmppIIxuT8sfyFNOl7jCMFDrmLopFLeyaadpqhbfZA2/3eg7bDp9Eh2FvY9qIF1G1YlkpJ9IsKdtEEBXi6KLwhY1NZkRGhOOlwYPRoWNHVgQbGhLMLHSocEW74wsc5rHTVZFGNk98CzUKXXw8TDC62eElK1jpfLPy6JHh7noPC88++ywbEz/r1auXwzIPDw/mYENG3Q+8wIWXY+/fvx9ly5ZVOrhw1kq9oUlx5JYkjwv0AhcdOh4P3M+/Zcud67Amxrk25c7EPkeBzYrZnyzC2BnzsWv5ElQoVdRhmbS9vZhFJIqW9DS8MOodvNL9OdSuUNquKqrJogsjbukQWYSr1T59vKBF6dQiEBL5/BRoEUR5Pr8eqiCmh7wiPriy9lEjK6ufzPYh5FyKJJF7I/KKZiKFv+4+iplrt8PHbMJvXVtpEkVSCe0haNqfjU2Tcuh0Oz1kr0WTASYPE0yeNFDxigkePlTsYmKFLB1+24SoCpXx56pVDsUx148dwqqXO0pFMfTesH1JCqPay1FaJr8vijemydk7kw2eiKXCnVkfo0bFchjeuxOMHl5kG+FQ+OJQ4CKYePMCmQyrFTXrNWIdSIJDQvDmW2+jWvXqTl6M7N6LXV5U86D2XhQ8F7XYSoifF/L4eN6X74aFG4/Ax80Cl+SEeAxsUCbXFbiQerhz506EhYXd1/2as8taqRl1ixYtmDk3B304iLV26NDhvp6cDh06dORGGLz8YIi/lTVJdEUW5flDe3bCFz/8iuETZ2L9kv/ZCyK01ESB7IyZ+wnaNartPlF0Orwl+72oOQHknVp4j2d1iFfD7Fq8Fg7KZZO64WiQQhc9rLVvpRuEUiCI0tiRJNI0J4ssDJ2WgV1nrzDSN6JmBSeiSEUqpCJyokikUQpfS/tMS7Ug3WZDhs2KDJsN/h5meFlMjCQSWVSDtFVSJMlR8fTtu8xuR10cM3rDBqw7chqNShSE0WxyIIdsPZMRVoEsKsSRrllWHJ3sd+TPSbCPBxZPGI73fliBQeNmYv5br8DLxxfwFELSLBTNmmo7hKUNRBitGfjk0y9x+MgRbNqwHiVKlETP3n3wsuzHSFtTIFoiv46KokmYR7eGh6uhUhvViiN7H233LwT9qIehOUi4exBw+y6PHz+ejYkUvvDCC7qZsY5HFlTUwn/YLFu2DN7e3v/1Kel4xGDwkq1hXPVu5tAii8I8Tw8T5r49Aq16D8f3y1ejyzPNJcWLryC247NaWOXzW/M/R/6wEHRr1dCJKLpEdiuiVRZpdAzRIocTNJH2OKiIGgQxSyWTb6u1T6f1rO5tL4S0eV4gJ4lsde6NKIShrRkWlqPo72HC2t7PZEoUyZxbVBbvpqXjkysXcSM9Db5GE8wGA3MnvJaRhiZBIWgRHAaPLIoxCufxZ76MI0aMUJTFlStXoER4MHafuYyFW/ahSYmCeKZ8MZanyRVGKXXRThbVxNHB5Fs0+xbexxGd22D5tr3oNGICFs14E4GUWqYijMyoWyGPEmGkPtsTp0xD7x7dUO2pimw+mXcPHDwEVy5fRpdu3RRPRXVYmr0PqtA0J418GXvfKLdR+MSR4uhlNjr0Wb9XkAJKg7vr5uYuZdQ85fz586z4WARVrz8Un8ULFy6wDzB3Ft+xYwe++eYblClTBgMGDMDjBj0M/fhBb/f3ZOJ+/y1bbp6HLemOs8diJqqiU3cWGc8PGYNtew9i//KvEUY9i1W5dRR2/vynlVi6ZhPG9u2MBpXLOoSnndrXqTqTqD0FHfZPasTlG1i6ZS9ebF0XQYJHoj3kLPgpqsPPHBrHcSCIWZlna4WM3VUXNfIcxZZ7TE1jm9uLSbiayMPONE5LScOY3zaiZFgQelUsoVQkq4miI2HMQEZqBjbE3cYft2+ge0BelDQ7tp2jFn8rkmKxKzUevcPzo3RggGYomsZ/Xb+BkVv3omnTJmjVqjUjimvXrsP/nq6LliUKIs1mw+bzV7Dy+HncSUlDo+LRaFqqEGJCJW9JTh5F4sh8GgXSKHo2slA0veZhaU9v/H3kFKZ/uRRL3n2bFb7A0yvTkHTPQcOwat0GHNy5FeF5I6We0kYzCyu/9vpo5M8fheEjRpC26NBTmr0nggcjVPPZa/7Wi3ak8nSgjweCfL3u23fDvHUHsxWGHtakfK4LQ+/duxetW7dGUlISe9aFhITg5s2bLFefCpNPnz79cMhivXr1GCns0aMHrl69ihIlSqBcuXKsYGDo0KEYN05qFv64QCeLjx/S09OxZMkSNt2tWzeW/Kvj8cf9/lu2JtyG7ebZTELRQq5VZlXIVguu3LiFim17o0mtKvhm1tsOBGvL7gOY8sk3aNewFvq1bQqz2eQY0nXV51j9OhOyOGLhUly7fReNK5VE/5Z1NMkie60mjMo1uCCJ6hC6CI19iPckO2TQYb6wH64g8vX5MlFN5AQyITEZw35ch2fKFEarogUcekCTgqgmitLYijvJqZhz6RwKmrzwnE8ITDaDk60KKWWUnxlvsuGruKsI9fREn/xR8PA0OxBGadqEDddv4PMT53D6TgKKBgdgYIXiaF6sgGLSLb03RqRardh8/ir+On0JF+8moExEKFqUKoRqhfLDJIeqxRxHThqV/tNyzqIWYdz+72lM/eJHfDNrnKwwahPGpX+sRtcBQ/HlR/PQpVNHe/9pmTASQaRuLzdv3cI7U6bCaDIp/aE5aeSEESrSKIZ6xVvK14kI9IGn2XTfvhvmEln0c5MsJsZjRC4ki9RXmnjZggUL2DVRnQk947p3747hw4ejffv2D4csUu/Bf/75ByVLlsS8efOYezuZG69evRqDBg3KMWvNrdDJog4djwfu99+yzZIB6/n98gtVVbRIcNys5P1h5V/oNmoylsx8E52a18fFazfw1rzPkcfPF+NefAEheQJck0TxOBqqoqvz4eudvHwD323chcFt6iM00M+ZLGoRRod74ViprZ52Ca3iGBfhY/s5a5NEkRiK24nra5FEGm7cTcSwpWsxpFYFVM8XphhySz6L6UpeopooXklMxswLZ9A7MAKFDV6MJKZRn2jVY5Xy8jyZzyDxMRNWJcXiQFoiRhYoBH9vT5i9zU6E0eQhETw236FwRbuohWK6R2/dwaoTF7D70nX4eHrgbFwCLsXFo1h4MF4h+51KJZTOMEQY2b68vDNVGGd+tQzfzh4PvzxBTkUvV2/dRqXGz6Be7Rr47vOFciGNoDzKhJGmFy/5BitWrsSH//sIAYGBToSRvYcq0qhWGdl7yD86BgPyBTm2G77X74bZaw9kiyyObFoh15HFoKAgbN++nXE0mv77779RunRpNo+qpI8ePZqj/ZpzosrwHoRr165VekGXKlUKV65cydFJ6NChQ8ej2Cca3gFA0u1MSaK7eXedmtXFL83r4+V33seug//i2NkLmPxSL5QvEm03lM6MJKr36eq4rDhFzjmUyVrxApF4u5tg7J2Jz6IraxulTZ7YX1muOFaD5dgR3Awf2w+j0SJQa56gIIrrifmKnCiuOXwKH/99EOObVkfxoACHzi2S4ba96lkkisfj4vG/qxcwLCgKYTYTI4kSUXTOZyOSSPOIMNL+mnkFIZ+HF8afO4XXCxRCBHxgtRhZgYt0bpIPI5FHOkeJFBpYcYwDcbQaYU2H8rpkHn+Uql4Wf54MxJDfNjH7nUGtWrEcyL5f/o7PerZG28qllOsn1dEIx8YEPD+R3utaZYpiRLd2rOvL9+9NhBk+jDUYZAI35PVxrLvQh9MnwmizwEbFKMyo3rGfNBHG7t26oljx4uja5QV88OH/ULBQIYc8RnZIOZeRTYuWOmKuorzc9z4WtjxOOYseHh5KW2YKO1PeIpFFIsOURphTZPtuk20OyZtt2rTBmjVrMHnyZDb/8uXLCA0NzfGJ6NDxsEBWTwcPHmTT5cuXZyayOnTkBMbAcNgSYzMniW7k3tG6+4+fhofZhKTkVGzZfRCbP58pWedkkyS6IqekCCrnmIWfotY5upzHjyn0Vab1qBOKSM54+DQrZBZGzmxdrfXU6qKoJlotFszfsBvnb8fjsw6N4WUwOPWCljqtWB2KWYgoHoy9gy+vX8Lo4Gh4WwxIltVEThbVZ0XLeBE0H5cz+SAsOD+mXzyDofljUCTAH+nIgImMuj3EYiKqaLbBxsiiETaTDQaT1amgRSSOH+44zOx2uP0OFcvQ6/fW7Uab8lJDAlIY6X4YjFYY6L3jB2T2SEbJ/9JoQv1KZXDs3GV8+sNvGNTteRhsJuaRueSnFVi+5i8s/eR9TJw5F3HxCfjqw7kwEuNl/ozkA5lhJ4wGI2pWq4KFCxeyKOSkyZNR6anKjDDS1TKVUTHxzqQ6Wl7u53X/04fIO5G8Id1dNzeCbA7JOqd48eJo0KABSw2knMVFixaxlMGcIttlRDNmzGBvNsXFu3TpgooVKyru4dWrV8/xiejQ8TCroekPiga93Z+Oe4JvEGwGsz0MK7eRYz2G5VZyjq3vhHWsFhw7cw6zv/gebV9+G1/89CfG9nke30wbhZ1HTuCzn1ZqtstTt9HLkigKuYFEGDUHDw+neWI3EC2I7fgUoii0zFOqi7l3IU2LxSUuBmZBI6+vhI0tGuuJlcycAArbsOWsOEg6Lju+vDw+OQVDf1wHX7MJU5vX0CSKUg9nSVnkLfroNSmKRBRfz1OAEUWuKCZbbEi3ASls2soGvoxsdGgZf83mWWyItJnxWlABfHD5PE7HJzAiyiureUENN/vmrQTtPait8jnK7Qnl/Eo699Oxd9FCw37n36s3cfrKLadWg/R+KWqwrAwrrRkz0tGvXVP8sm4Lbty4yd7fs+cu4JWJM9H9uTZo17wR9h8+itNnziMlJVnuaiT3k2aJh5J5PXcKiInKhyWLvsa0KVPw87KlUj6n3OJPbOdHYWbeU5qvw9sEennc3ypoDiKK2RlyI6ZOnYp8+aRuSlOmTGGpg4MHD8aNGzfw8ccf53i/2c5Z5MoMxfjpJMR+hH5+fggPD8fjBD1n8fEDVYnRry4CFWZRlZiOxx8P6m/ZSlXRN85qVv6K5C0lNQ1HTp3DgWOnsO/YaZw4fwnFY6LwdL1qqF+5LDw4qbNa8PK7H+PrFRvw1wfjUblkEddehi5Pyg3fQrHARJ07qLK+ycrLUCEYRBRlciaaXIu5dkoIWgOuQtBOeYtZqIxiqFkck5r4877j+HbPUbxSrxKqR+WVCKRAbCXSKBE1VukskMYr8UmYfuEMRgVGwRf20HOKSlnkIUrWoUYmOzRNYw95TCFpPsQbrZgddxFD8xdk/aO5gTfPY5TeIsnQWwpH8yIXx9c8VN35z7+Rv1IV1vaN2++0aN4MFw/tR7C3B957viliIoLlQhczzN6eSpU05Sry/EWa5jmMO0+cx6e/rMb8t0egfo9huBOfiB2/fY2goGBcvXUHaRYrCkTldzLtZl1fxKIXmm8wIsNixRtvvc0afIyfMBEms1Q9zd4vOZdRmnaujg708YIXWQHd5++GSX/sgbebOYspifEY16ZyrspZpPtGoWYKP99vS7hsk8XGjRvjp59+YomT6ptNxt3r16/H4wSdLOrQ8XjgQf0tE1GyHN0il29KpCo2Lg6r/96DwyfOstzD1LR0eHiYUbZINCoUL8yGogUinW1l5NekeDd+eSJuxN3FPx9PRohsZ5MpQeRwZx2xYEWlHophblu6pIy6NM0WcxXT0xQbGrV/oVZxhhZcEcTM8hil08h8O9rm5LVbmLTqH1SPiUTfaqXhQflxAlHkbf7UBS2cMN5JTMWE8yfxUp78CLGaHYhiWjbIolToYoCHmjB62DD71gUMz18QBQP8GBGkQheFILJ7aHAijuw9ZPfVThzXX76GEZv3ONnvLGjXAOWj82LU71uwoFsrRIYGShXWHjJh5BXSjDB6SoqzPE3zx/5vMfYfP4Ot+w5jy3cLUal8aXvBC+/oIneKcYcw0vDt9z8wv1sqfAmVu47w4hc2zd9LgakE+/toth2+1++G8cuJLNobjmSGlMQETHwmd5FFK7Vx9PbG4cOHFUHkfiHb1HzDhg1OJo/8y23z5s3367x06NCh45EAe6gGhMEWdxW3bsdh3je/YM/h43i+eX20b1wTJWI6wNdbKgp0KA4ReyKr7G/IbPib8S+h1sBx6DPlI/w0eZiStJ5ldXEW+Ygu2/Xx5VapqwszXvYAbJQHp5WD6WCLY3FJFInIZSdgqFYDM8tjVG+jtV1sfCI++fsgjl6LxTstayKfn6+Ss6gmiryghecpSl6KFmSkZWDupbPo6p8X4TYzy1EUiaJrsgiBLDq+lio47Awoj8WIkSHRmHX5HF7JXxDRvpJXI5FCGyOHNhjlShAqgKH5FoU42hhR5PmNjfNHYG69yvh0/168tXETioYE4sPWddC8aAGmJI5qVAX/27gHE9rVZzmLNhPvYmOxd+dhn0WTlFJBeYxWI4pERWDOop/w7muDUKlkESmnlrq4cINuXtzCCmWkwhYWhhZzGG10vmSpI6FL504oXaoUevXsgZdffhmtWreRzLopNYCMuDlplO+dNxHY+0gURWQnvGzJhWFo+o4gknjr1q3/jiweOHBAmT5y5AjzWBTD0lRtFRUVdV9PTocOHToeBWQERmDC5KnY9+9JDOv6LMb37yyF/5T2cqq2e1rhZBUZiwkPxldvDETbN+Zi2uJf8WZ3yXkiu3C0v3EkiJLViUDlWAs/EzsnAz3XGVmRiaNadVTZ8ogm1049l+UEeR4udeWRqF4mFqZoLdd8LW/DSeKhKzfRv2Z5vFqvEiNn6o4tnChKr+mcbQ55ipRHuPTaNZTw8EEJo7dD3qE4SJW0duscUg9F0uhEFuFIGKmwJQ+MGBFSAPMun0fbkHDUDQmB0WrUJIdSgYtBWaYQSnnnjSLC0TQ6Uuk5TQN/jyrnD8f8rQdwNzEFQYGSaq0Uu5h46oGRVavzYpc9x89g5JxP8XyTOlj/z2683PU5Vr1N4WoqeKGcREYGGWmUSpk1CSMtoJaB3FrHYESlCuVY/uLU6TPw888/Y8rUaSylTSSNvAjmfoafHzeySJg+fTpGjRqFjz766J4KWnIchibGytm81iY+Pj6YP38++vbti8cJehj68QOp4GQqT6AKMb3d35OBB/23vOXbj1C9aH4HkphdgujYwUSanrbkd0xe9BuWTXgJraqXdy/3MBOS6KAsip1ZVBXdTFGighUqyBHD0Ro+ilQgwVQ5ueOJQ6cUOWdRNIfm83NSDZ2Z7yKdwz/nrmDZ/hOITUpBn+plUTsmQiFkaiLLVVCep6gVfj51Jx6fX7mE0YFRSLVIhSxqVVFNFtXgYWjutchD0TwETSFpH5NRmjYZYPUw4NPbVxDg4YFeEflhNvOcRCncrBWO5mFqnusomW8bFd9G5q3o7ankKa4+fQmXE5IxqFEVJWeRWelo5C7eSEhG/WFTEBIYgL8WTsVPm3bi5MUrmDCsP/s8McLIPRbFcDTv8iKEnaV1DMJrx7D0nr378Pa4caytcOcXujC3CsVb0WiCr7cnHtR3w+hlO+HlZhg6NTEBMzpUy1VhaALVklBefkZGBjw9PRk3ExEbK7k3ZBfm7DSnJpJYpEgR1uJPLGShE6KESt2CRMejAFLCly5dyqa//PLL//p0dDwmqNWkFSyn90oPtqwKUrIy1haWje7cEntOnEWPaZ9g9cyRqFy8oOOBmRroGOhVE0JlnqgsGo3YceQkVv29Bw2qVkCdSmWZYbRyHqRCGSVvRaYuqs28RS9FQVUU7WmkdSWyqBWOzir/kK2jLlZRbZOelo5dF65hw8mL2HvpOqpHR2Bo3UqIziMZNrtSO/k5c3LLFEVV+DktLQMfXbmAoYFRyLDCobrZlbLIx44ei0QQaXu7qshfS2+TVFXNQYrdoDz58VdKHN4+dxKtg8JQ1S8Q3h5SDiO3zXFSFXmsNg0weQJWIpa0jqwa0rVK21nRrHg0eny7Gv3qVGQEkkLRorrIipaoIDA1Dc+//QGzdPpzzlh4mwzo2qwOBk77CH9t24lGtatJfplEACkkTWSQh6PpDScVUQg7K+vwbERSII2yt6PNisqVKuCXn5bhk88+x3PPtmO9jJs2a85W9RIshR4E2HtnfbR9Ft97770Hst8cVUM/SdCVxccPZCzPLQSodaXe7u/JwIP+W6aOLum7fmcPx6zUwkyXCcs5klLS0GLMbFy4HosNc0ajUKRUCJCVauhAEmUVce/xs/hu1UYcOH4G1cqVRPM61bF570Fs23MIkeEh6N22GepUKiOpiqkpkrKYlmIvYpHVRrWqaO+hLKl10vXJXW1kRZGriznJQVQriBtOXcQfh0/jWnwSqkbnRf0iBVAxf5hSCSGSzKyIIvNTlFVFXv1Mw0+Xr4BYYlOPPExRJDscssARbXFEM+6j1gTsMCbgtjUNwUZPVM7wR1GDr1LcIha5qAeqkhZf824vt5GBrUl3sDMlHvnMXmgWFIrSfn5MwbabdEvTTEGkeapOMDQ2e3s4dG8x+Xhiyb7jLJ/2hZrlNNVFq8GErrMXYf3+41g9axSqlimhVEcnZVjR/rWprH903rzh0udN7vDCClqUsQuFUR4yUxnj4+Mxe85cHPn3X0ycOJHZnT3I74YRP2yHl6+bymJSAuZ2qpHrlMUHhRyRxVOnTjH2+u+//7LXZcqUYT0HixYtiscNOlnUoePxwMP4W844vRfWyyeQkJQCP2+P7IWiVcvVuB53F41encn85f6aMxohAX6ucxA5ceSk0WjEpr1H8P63v6FQ/kj0eq4lKpYuDiN1oRHC1ecvXsaIqe/jjQHd8VSJghJZJKIohKMl4iiFqcUKaB6CzkgmH0mR7FlgZD6Ocn9iOQydpeG2Ru5iXEISvt97DOtOXEC9wvnxbLmiyJ/HX7OK2oEsahBF5bzT+LRVJopSH+hbCcl458wpjAuKYZ6IRBZ56FmLLB6zJuIP2w3WNaUldU1ZuRJr1q5FC4SjuIowiuFocfBWiKJ9HVIdebj5QnoK1ibexum0FNQNDELjwBD4MYJnciCMZOot9pz28DE75C4SIaSQdIbRgF7frcE3fdvCx9fLoTLa4GHGyK9X4tM1/+DHNwegde3K9laAcnX0/lPnMO2Lpfh+zgQYKXRN4Wi56tmhQpoTwuwQRukDzYbzFy7g8pWrzN/5QX43DPvun2yRxXkv1Hyg3yepqamoUaMG6++8d+9eVKpUCf8Vsu1qSb5NRA4pFF2hQgU2UM9B6uxCHV106NCh40mFKX8J/LppB5oOHY8PfljhqCQKaqKDubZqOYfUKk8aCHmDAvHr5KGIvZuI5yd8iJQMx24sRA7/+fcUftq0y4Eobtp3BO1efQdrd+zHwgkjMffNYXiqXGkYPbzkXsBmQB4XLBiNT6a+idFzP0ZcUqqUu2b2cFAq1SFvpxC01YqE1DT8b9MeNPvgB9xNkcijSP7ULffEaXUIm4bk9AxM+fNvDP95A6Lz+GNx1xYYXKs88gX4OhfWqAcXRFGalgpepPCzY1HL55cvoWtAXva2qCue1YoiDbtMCYworlq9Gq+++iobN23SBPvMCU6G3OJ24jRfTzwOdQrJkMPi+W0e6B0QiXHhBeFlNWDqpTP46tolpKdSgQ5dizwo5uZyJbHF5nAP+P0mNbND+WL4dsdhh+VEot/7dRM+XvU33uv/LFo+VVLqJMR+NMjKckY6KhYtiDoVy+Cjb3+RPtfpaZIRNwtDS8bcLOwsz2Mhad5HXRiU5Wx9Kwyq9WKiC7BuJA8aGXSvszE8aLz++uvInz8/cgOyTRbHjBnDWgcRQZwzZw4baPqVV17B6NGjH8xZ6tBxn72oyIybBprWoeN+weDth4CoIrBYrAjw89EmiW6oiZr9lwEUi4rA0gkvYe/J8+g1/ROkyw8sTg5HfbgEHyz9Exdv3kZKugWvz/8KS9f/ja9nvIl3Xh2IiIi8kirk6cUIos1ERFAOHZqk1yHhYZg+ZhgGTXqPhRAlwugpFTK4aI1pV/6SMXPNdgz4djUKh+TBgFrlseLwaeG6HHMaXZFDPhB2nb2MXotWoGqBvPi8czM0LxGjPLgyI5tiRxgtosjJFA1Shxl755Sjd+KRbrGipNlHIW50FDXRE6ufKfRMiqK6a8otaxpuIJVtb89pdCSNDp1dhNfiMlI3OXE0ptvQwCsPxocXQgjMmHnpLFJZxxqJFErXJIfjlQpwiUSq34NnyxXB8kOnWKoDX/7t1v14+4e1eL1dffRtXE0paFKq+uUOLzQ9tHMbrN++Fwf/Pa6sY6BlcoW0EyHMijAqJFPankinmT6DD8guJ7d2cFm5ciVWr16NWbNm4ZEkixR67tevn9N8qoImSx0dOnI7kpOTUaJECTbQtA4d9xMtuvTFji9moleLus4k0c2ws1PrPQ6jETXKFsPitwZj5fYD6D3tE0nhkJW/lzu2RpMalRCbkIznXp+GhjUq44O3RyCELFi8fBSSKBFDqmClwgZhWiaOVSuWR+Pa1TF38c8s3CgOjGyqLXdkzF23E2UiQ7G4e0u0LF0IzUrEsNxCLfKrRRDtyyywZmTgk6378cWOw/ioQ2M0LRHjoIqpSaJ6n9Ktdk0UuaooFbPw10SobEyt6xGQlxE0kbSJZI8PBJofZPBkoWee2UXjFStWINDggd24g+sOhNF5P+JAhFFNKB16T8ukkM63ZWAoynr5YeWtmxr3WL5GmRSLnXV4yz+jxYreVUph/rqdLN/0+78P4qWv/kDPepXw5rMNnCrfRaLIW1p+8PpAjJq1AGmpqVK6Ar3fiqqoav+nkEMNwkiWTWqVkRR7+uw9BPDe0O4MVpksUghbHCh0fK+4du0aXnzxRebWkVs6jGWbLFIV9L59+5zm0zyqiH7Q+PDDD1GoUCFmd0KxfAqHZ4Yff/wRpUqVYuuXL1+e/fHq0EH5KTTo0HG/QZYjpgKl2bRz5xM3u6uowcigPT+xTa1K+Gbcy1i+bQ96TV3AFEZS/l5o1QgFIsIx9cul+HraWDzdpJ7Uss3TSyo0EIihqCbyQVlu8sTAHp2w7/gZbD98UglHK+qifC5qpTE2KRm1C+VTVKAAL08kUt9hVbhaq2iFCMb5m3H4cc9RjPptE7ov/pMp/++3a4AgHy8HosjHWkUsYn9pkSjy43GSxaufOYniquLe23Eo4OGFPDApBI2qnx1Nt6WBwAljRYs/y1Fs1qwZi7g1b9YM69atQ1VLABohDDsQh7tIlwmjYxharSSKhFFcR6y2Vgij1YYmfkHYfPc2LBkWzVC0lroo3htSa0/euI1563fi5W9XoUv1spjduRmsGVIBk5KzKuepOoSjrVbkDQrAi+1b4e33PrWTygxZIdRSGK2uCaNaZTR5+T4UVZG/l9kZCNHR0crzhIZp06bhXkA/Mnr37o1BgwahatWq97Qvav1Hw39CFontUgXpjBkzWMcWGsgEcuDAgWzZg8T333/PckHGjx+PPXv2oGLFimjRogWuX7+uuf62bdvQpUsXpoRScii1I6Th0KFDD/Q8deRuUA/zuLg4NtC0Dh33G6aY0rCRAsch5icq86zZJom8cIWGZ+pVxTcTh2P51j3oNflDpFut+N/SlThw6jy+e/cte8hZrlBVSKJIEJlaSEqjmY3ptRKaNnngg8ljMOGjr2E1GOX8Ril/kZ+DGhT69pFNk3leIhG920kpTuty8ncnMRlf/3MQ3RatwPzN+2C0AcPrVsKiri3Qv0Y5ybdSgyhqkUTxuE5EURnbQ88KgRJUxR9uXEV73zAHVVEkcXbS6GiRUwS+aIZwbNu4CWNHvY6DG7ehOcJRGL7wghENEYqNiEUKLCplUR3SdiSMag9H8TURRjpvD4MRJb18cTA+3ikU7UpddAjRW6wszD9t9XZ0qlwKczo2lbqzKPfQ0V9TKxzdvlFNpKSm4ve/tirzJGIoq4o8vCwriO4QRqORinGk7kcPAzkJQ1+4cIEVufBh7NixLlP4WAV7JsPRo0eZXzVVgbvaT1Ygf8W3336bEVcS1mig6bfeeos5gTy0amhanSqhZ8+ejcuXL7N5lIBJjuHkh/QgfwGQklitWjV88MEH7DX96iRWP3ToUPZGqNG5c2ckJibi999/V+bVrFmTVRQtWLAgW1VSdK1PQnm8Dh2PK+hvmb6rHpbVRcaFI8j4d5vrFTIji+oQr7qPs1Dx/NvW3ej61hyUKhSFxjUq493XBip5hizkLISXWdUpEUNWgSpXn0o7dlKBDBnpMGSk4OPF3zMlqX+7prAlJ8KWkgQrjdOkSmkLGQBTJXRaBrot/AmfdWrKngOctH22/RBK5A1Bw5IFHfpC301KwfgVW3A7KRVtyxZBi5IF4WUWDMKdCn5cEEYNkijOV4efefUzESeyxxEtc3bduo0dcbfRwzcvEtOliucUufqZm3G78lXkZ/snrqMltKNsN5GGnYhjJJJ6U7uqilb3keZ3TbPHtFwBfQsWfBV3BW8WLqb0lebV0GobHVY1LZtzU/Xz8hMXMPLPbahcIC+eq1QS/Rs85bBcmranIXCzbofqaKMRaTYDnnttChaMG4GCMQWkdclUW7bPUSqkeRU0T2fgn0f+WZQHc2AoK8R60ODP+e6fbYKnm9XQaUkJWNyvvtvfJzdu3GBt+DID+Vh36tQJy5cvd+BS5A1MPtbdunXDV199lek+Bg8ejJ9++gmTJk1CrVq12Ly///4bEyZMYGIZdXbJCbLdN4cugApcaCD2SwgICMCDBvWj3r17twPbpq4yTZs2ZTdCCzSflEgRpET+8ssvLo9D+QZizgF9iAi5pSJJhw4djwZMUaVgOXsQtmTpe9IJGjl/zutokER5Pi9qadugJvo/2xwLf1qJApF5kZRhQ4C/j72jBlMUKQQt+N/xhzaRKV6QIYf+bEK+GKmQfV/ogDa9hqBLq0bwo6IYIpEeHlIIkqmM0sBOy2CExWBgDxayeyFyViI8GCdu3GZkkRl0yz6LU1b9jQ4ViqNmTGSmJt1sviuj7mwSRV70YQ/N2ljOIlcVf7p1DUODopCepg45un6LiLAxS2l5HWpq9w9uoyIC4cOa1AnnDRsSkIE4pCMcnkJbQDGXUVqTmuURKSXzbgs/jryMb8OmyZPdYkOYh5mpXRcTklDA31cy2LZQZxfpOokUK+fsaZL6QVus+OrQMUzZsg8dyxfFtKfrou8P69C2fFHkDQlkVkc23jta6RutagXI+kenMWLoafbA/DFD8NI77+OXD6bKBMNT7h1Nfcfl9n/KDZHaAhIb5tSI32qDB1n5PDxV8UG3+wsPD3doZuIK8+bNwzvvvKO8JqGKeAtFVkkwywrffPMNvvvuO7Rq1UqZR641JKxRpDWnZDHbYWiRJZP3Dw03bzon1t5v0DGIXUdERDjMp9din2oRND876xMo30DMP6AbrEOHDh3ZBT1IzcWqZP/GyeFmV2qi2kNx7c4DzINx+QfvYMvew2jSZwSuxsYJhStklixPm72d8xRZqFojd1GeZ/L0xsu9XsD8b351UJLsFdJGZahWOB9+PnDS4XLy+HjhTorUDYRAxO3MrTvMUicroijmJfLXWXZ80SiCsa/LQ6s8NGvPWTyTmIggoxn+Fqmnszo3kcPe51lS+KR53EMRTDWMgQ824BZ24DYLO6fBiq2IxSHEow0iEAp7ioKY++iYF+lcWKMukOHb89zFF4Ii8NX1y0IBjz13UR2OzsiwYMbfB/DOln3o+1RJTG1aA9RyemSDynh37Q67abnYvlHd8jHdnrfIQ89FIkLRsVk9vPvZNw5dflzmL/IfJjRmP1qkaZPvw88pt9issFjdHGwPxkkjJiaG9XTmAxViEsjHukCBAllu7+XlxULPahQuXJh128spsq0sUliXwr5ff/21YjtC8mjPnj1ZrD23VO7kFKRcimokKYtEGPUw9OMD+gzzHxFUdabnLT5ZYeiHCWNkURjOHoAt3s1+rFq9nTPp0LJk1Sb8+fdefDllNLx9fPDX4g/xzMBRqPt8fyz/eoH0oCEjZOr9xvv1qo2RpYMJFatEDKhFm6eiNLZp3gQLv1mG2IRWCPGW1UWTCVfuJKLLtM9QITovprdvhEH1n0Lvz5ejYv5wlAjLw9TFQC9PxKdKFbK8IGbu+p0Y0aCycq1aptrZ6ejC56tzG/l6alWRjzmhIl/FX25cQxu/EKkiViBnWq3dFDVR0sz4O8aPiAI2b0TBCxeQgvW4CQtsqIwgRMHb6drsyqVdLeSvHY8hjY1MVbSri0RQ6ZxJXYzx8IKvwchyFysG5VHURUmbhKQ0mmxISUvHuL8PY/X5K3izVgX0eqqkkqNYMV8oFu85ikMXr6N8wUilTaDyEZU/i7YMwEAMgpRFyk8ktdEqvb89WjdEz3FzsWP/YVR/qjw7c4ONejzLJJHfNTZtlObLCiN9Fo2ePszk+2GDV0O7u25uxMsvv4zJkyfjiy++YMSRQNHSKVOmsGUPjSwSkdq4cSOLqdepU4fN27JlC8tXHDlyZI4lzqwQFhbGSCk93EXQ68hI+69TETQ/O+sT6ObyGyyCCIVOKh4PUHu/mTNnsumgoKB7+rWl49EBRSYeNihtx1ysGtL3rso+SXQRdiYQ2Zu9+BdcvhWHr6eOhkmuVq5UvjS2/vQVnu4zDPWf64Fliz5B7Zo1laIVm8mMtAwrzp4/hzNnzuD0mTO4ffs2OjzfEcWKFgU1V2FhaE4iZfJosHrg9cF9MPPLpZj+cg92LCqGyWAEx4a4pBSmLHp4mDGrfSMM+X4NPu/aAn5mE/L4eiFeUBaPXL0FT7MJRUICsySKWsQxs/CzOK0VfhZVRVF1u5uWhmtpaSjk741Ui0VQ7exVrwRJSXQkb2JIWH4HleUxNh9Ew5vxIINCJp3BSZ90LHF/9n1xFZNdnRCulraVckQpF7FbngjMuH4e0/39WV4jCz+zDi8SMb6TnIrXdh/E4bg7mNugCloULaDcByKGdG9ea1AZb/z5N77u/bTSS1oMR1MOKxFFV+FoUgrnjRqAzmNm4Mc54xEUEkxNvKUOL/SjxEjBegjTjoTR5B+C/wJEFI0PKAydU5BKmJ3SEirmpSp8UiGpCJhAEWBK5WvSpAnat2+vrEu5jQ8sDL1s2TJ89tlnLB5OSZ00tG7dGp988gmWLl2KBwV6oFepUoXdBA5SNuk1T+JUg+aL6xOoy4yr9XU8GaDPEhVk0aATRR0PGqbwaBjDot0KNzsqh9phZ3rgzlj0CzONnjt6CExe3swehxUcmDwRHVMQf/3yLcqVKYmWz3fHkmW/sTBzfGoGZsx+D8+2fx6ffPoZTpw6jQLRMaheqzZmTJ+O/v3749jJU7Cwp7VUIS2FpaVwdL1aNXHu8jWcvHJTKqDx9EZM/kismDAInw7pIPUTNhqRN48/XmtSDa8s+wtpNmDt8fMI8/dRVMWvdhzGkDrSQ0xEVkRRK6zssDyL6nIefrVP2yuGN9++jQZ+Qc7vHQsv2wtR1C37xNZ8rqbNNKZCFOqCB/ugDmGLEItnXM0Tw9BiZXSAwYRavnmw+tZNp64uZ+4moN/WXTgVn4CF9aqiSVSEppVOhL8PKuUPw6rDpzWrp117L9rD0UF+Pnjn5V4YOm2+1ImIG3a78Frk840+eaSuQf8BMsg20u0OLsiVIAGkQ4cOePrpp1lUlAaaJpIopthl1zou28piUlKSUx4ggTwWadmDBKmavXr1Yt5D1atXZ1XZFFLs06cPW06h8KioKMXniPpVU4sgqtxu06YNS/rctWsXPv744wd6njp06NAhwqNsPaRuXQZkpDqoiC7VRJf5ikZM/3IZbscnYOZIoerZLFU8SybbHggKC8fvP36LIa+NRd9BL+HTr5fAw8MTg4YMwdBXXwMXRTgVqVG7Lk4eP4axY8bg8uVL+PLLr1CqeFEYWJGLTSl6mTb2Fbwx/T18O200DNQX2uyBgDx5YE2Kh9WWAqunGYb0DNQsWgCJqelo98nPqFEwH8a3rK1c3pU7CSgUEigRGY2wsTuvs1qW1fpqu5wDSfHokyeShaNFAkeEjAhfmpWqjx2LUByLU7KelvZrn5cZ/rUkYpshHjetqQg3eqGRMRCVPAIcVUaVukjzyWCbInAt/UMw7voZNAwOgZ+nByN5G67dwvSTJ5HX2wuf166KwsEBjCwbuKJoclQX+1UviwFL16FZmcKa6qJWsQs7OyEcXb1MMRSPzo9vf1+Lrs80k9Znpypcv5D7ZzB7wxgYiv8KuVFZzC4o/PwgkG1lkVQ58jlMSbH7ZlEXjIkTJz5wxY6scKj1zbhx45j9DRmB//nnnwp5PX/+PK5cuaKsX7t2bVYZROSQ5FhSPqkSmpJGdTy5IEX60qVLbNDb/el4GDB4+cKjVE0nouhSTRRa+PF5qRkW9Js0D36+3hJRNJkFk2w7UWRVzyZPZgEybtzbKFmyJGtekJCYgLLlKzJiQapImkVqIcf8BC02FC5WEpWrVkNycgrGjh3DFEZe5MKVxsKFiyAqXyQ2HzgGg5ePomiyohcqcjEaGbGg6SZlCuOL7q0xoVVtGI2O5Cgzi7UsiaMqBO1qXbUBNw9BK16D8nLC7YwM5GEJeI4gUkYPSbW1jdagVhVFexu7MsnniYUyjsc8YknAjxnXUKZBbUydOROlG9TGotSr2Jce71AMozb3ZvNkJZEKVZ7LE47vr19Fhs2K/507i3HHjqFmSDA+rfoUon18sjTq9jWb0KR4DH7Zd9wtdZGKXRSVkRe9WCwY07sDFi9fgwuXrzj6L2qoi6ZgMnTPcd3tY9XuL7ch2z6LZGhNZdyUMCnGw6lDyqpVq1C2bFk8TuD+Sw/Lm03Hgwep0f7+kpdWQkKCnov6hCA3/C2n7VsL680LmeYmKsuEeddu30X/yfMwtOuzaFmvhqIyUgs/KlphBSwULvbwkquevXDw2Am8NvoNvD//A9yMvY3ePbqx6M+Hn3yBOg0agX/zW2V9kUhNwt04/LL0B6xbvQoTJ01C5YoVYLCkwZCeAkNGKhvHXr+CnsPG4Pd5E2AjRTEpnvkv0pg8F9MTUxwqaMXiiLspqRj72yZ80KGxQti0vBOzIorsvFW5icq0i24trP9zutQDmjwVeceWS3cTsfjKZbwcHMVe2824tX0U1fMdw8F2mx31NF9HDbXSuATXULZhbaxavVoyJLfZWDeYY5v/xiueUQ5hcE5k1b6LjLCbDXj72hkkwYoTyUkYFB2DztFRMHuaNTwYjRq+imakGYA+36/Ft/3awtuHrGzk5fJ6/IcCq5KXUyT4NK+cp8/qics3MPr9z/HTvMkwms12/0W6bm7jlCcCpuD8/+l3Q9M5q+Hh416jhvTkRKx9tXmu5AYkjP3www9MQKNcRRHU0CQnyDaFJ1XuxIkTLNRL6h4N1MGF5j1uRFHH4wuz2cwGHToeJjxK14bB0yfT3ER1fiJ1ZOk5bg7eHTlAIYrcvsaBKLLuKxJRXL/lb4x9azw+//JrRBcqgnKVKmPF+k0oV6ESunZoh5lTJiMhOYW1CSRuxQabDf6BQejVbwDe/2gh3nrzDUk9EX0ZjUaEhoahYa0q+HXjdruqKOcwmrwFQkFkQlYb+UDV05GB7pkePyjwYheOSxlpyOfppRhZE9nSUg69jVLeoYfBHZURGrmOdkVRhEgUaRmFnlu2aqWorzRu1bo1rltSnQioK3WRsCspHidTk3AmJRmzipTA8+GRjPFmpw2gF/l4li2CH3b9m6W6KHZ24QoiVc3TuER0JFrVroL3Fy11sNNRFEazJ4x5XBeePizkpDd0bgP5NFJqHkVcqdiFUvZCQ0Nx+vRpB+/F7CJHei/Z41BrP8oFpIESo318fHJ8Ejp0PExQVTu1PaJBr3DX8bDD0ebi1Zzb+GmEnUl5+WXjdoxfuATfznwDZYoVVogi20Zu48dC0Jwomjzw0x8r8flXi7Dom+8QFBrGQsw0BASH4pNvluLlUWOxYN4cPN+qCYsUKQn7ZNwsE4/Q0HBUeqoytv39j0ISlU4wBiMG93gBnyz9g1VXs97TXEUye8Ds7QmTNylH9pA0DYQCQQG4GOfCpDwbeYc5AVcX1ajkH4A9SfGAh1EhjF6eJoX4+ZiM8FERSDVpFMPO2SGNauJICDN64c+VK5UKWBqvXLGC5S5yOJJG+zxCgsWC+bEXMf76GRTz8kElX39EUm/wHLYB7FC+KH7adxzpaRkahNKxyMXVmNZ78bnm2Lz7AI6fOWcnk7L/ojHMsbvPf4XHIQz9v//9j6XekZUhFXC+/vrrrLCXHGtIBc0psv3uiO1qqCci5Q9SVemmTZtyfBI6dOjQ8aTAlK8ojKFR2moiQZ6e9sVSrNuxH0vnTEAYWY+oiaLcjYVVLMs9n7fv2Y9vv1+KhZ9+DrOXt5SXKJNBmibLnUEjXsfi5WuRlp6Oji0bYsG8uUhJz5ByGRXCaEO3nr3x5Refs/nsOKR0yS3a/AMCULl8aWzef0xRFQ1yVbbR21sKY8rV0ZwoEvx9vJAkhKWzg8yqnbMiGpkRTw+TCXXyBGFx7BVGGE0eJhg9jPDwNjPS6EppPJCRgGnJFzEi4TRmpVzCYUuCQ7W0NlEUDb0lpqgmjjVs/lizdi0LPc+ZM4eN165bh/qGAM1Qt6guHkxNxIjY09iYHIeXgvJjUnhhdA2OxA/Xr2oadbujLhIpbl26EH7NMndR7BvtXB1N03NfG4CRMz+Chcy8ef5inkgYvP9btZmDiLlUeOXGYMudZJFCz1SvQSARj3fa69GjB7799tsHTxYPHjzI/H6o6rlUqVKsuIT6NM+dO5ex2MaNG2faRk+HDh06dEgwl6jJQm9a3VmS0zPQd+L7CAr0x/w3hsKDfF8ZSTQ6EEUlPCwXtJy5eAUT3pmGBR9/wtajIhYiilxZ5ISR5hcrWwFfL1+HLn0H4f1pE9GzXUuWSsTIiByWLhBTCHfu3sWt2Fj78QSVcWjvrvjg21+cu7qYPVgfYZbXRoNKXfQwGpntDyGnapJWcQuHSE6ldV0/1OncCO3zRqKAtzfGXTqFS7Y0uY+yRBpp2uzhSBr3psdjfsIlFK9XC1NnzkCJ+rXwSdIVHMpIcKku8jFUtjlqlDT64TlTXhzZ9DfGjnqdjTuZI1DS6O8yJzLZasWSxGuYfPc8wkxmzA4pihY+wSzsXNzDB9fSUnGbEbScqYudKhTHd7v/ZXmertRFh2IXVTiaz4/JG4pnG9XCvMXLpG3MXjCE5J4uaRRazs6QG0E+0rH0Nyt3g/nnn3/YNPmq3gvBdfsvlaTM8uXLMwWxYcOGzLeH7GhI1iRT14EDB7LcRR06cjuoOOull15ig9gHXIeOhwWqJDYXlVsBChXQV2Lj8PyoaejxTDMM6fIsq3iW+i+blKIApd+zkKcYl5CMQcNGYP7/PoK3X4BCEDlJlNRFqoC2IiXDgpQMK+u7O3j0eCz88Q/cjr2FDk3r4P2ZU5GUmMiKXqw2G9o/39HRuFfo+hIRHoqQPIE4c/m6ooZK58cVU3uuokgYi4YF4fitOwpRY7uVp0WipyZ9IsRtHe6rxnyjyeCwfzKupkGaL4WdaWiVNwKjChbBFzcu4etbl1lhiCvS+GtaHJo1bcqKUMjSjcZNmzTBassdpsSpCaLzWN0q0OBEGHsiAqPMBdHHEIlSJseiC04U6eG/Jy0e4+LPYn1qHLr45sVbgQURbvRQyAwRxOfy5MWyG1KDipyoi14mIxoWLYA/D51yqS4qRFEkiARRZbRY0OeZJtiy5yBOnj3P+qfnhvCzg7KYjSE3goS73377jU1T7uKIESPQrFkz5ibz3HPP5Xi/br9LO3fuZO1iqGsL2ddQ+7shQ4bASF8ERiNrAXj06NEcn4gOHQ8LGRkZLK+DBprWoeO/gCmiEAxyOJpI1uGzF9F7/Ht4b8xgNKlVxU7AOPmi6lGallU+bpidarGh30vDMGHSJOSPjhGIolWZTs2wIilNIok0TeQxxUJjK8pUro5FKzeg54CX8ekHc9GyXnWsXP4bI4sVKlbCMfpe54oih0wYSxaOwYUr1zWvT+wZLRKC1uWKYvnBU9m+X65IRWakUgSRQz4msskqgVk1sEQEaYjw88akoiVQITAP3rl6Givv3gTZBjKya+Qk04iL6dpFKJczUhkJVBfBiLY6arWRQ0tlzMyU+7o1Df9LuoSFSZcRYfTA+IBCaOkdonhn8p7RhDIePqwiOjEtnb3OibrY5akSWLzzMKwZrtTFLIpdBBI5c3g//H3qGgz/Qf/nzOB2CNoqDbkRFOl988032TQJIp9//jlKly6NSZMm3VOHPbfJIsmavE0e2Y5QYUBwcLCynKZ5bFyHjtze7o+8QmmgaR06/itQsYvBNxDrdx3EmHlfYsmMsShZuKA2UVRyBu09nin8PH7qTHTp2g0VKldVchSlQepGQaSRDLK3bt6Ad14fhsMHD2DdH78iMTmZ2cQQKTR7+WLQqDfxy1//oHipMhjSpzu6tm+HxKREXLx4USEgShtAeTosNAQ34+5Krx0KdKT1uKIoTj9VIC/2X76uKF85VZbU6qJ6P1zRdJwnqYzMNoarjGw9OxE0e5lRIzQYM4uXZuu+eekk9qclOKiM0Z7emkUoBcxeCiGUurSItjaZqY3S+bky6xYj6ak2K35PvYlZSecYYezvkx8v+UYh0uTpZNHDfReJzLYICMFKuasLO+dsqov+HmaUjQjFP6cuuSCUQlELO7jropeiJUuhx8sjkdvwqIehMzIy8M477+Dq1avKvBdeeIFVSJOgdy8dy7L1V6o2Us3MWFWHjtwK+oOZMGECG/R2fzr+S1BoOSG8BL5ZuRE/zHoLeUNDsiSKLHeQmWV7YvWGzUhKScPT7Z5TchL5QISRiknWrlrJDOgP7N6B5wcMR0zJsrDCgDdf7IojB/ZKxtyyr2CBQkXw0aIf8PHi73H+/Dk0a1APB/bvZ80OqDiGwMeE8JAg3Ii7q7TyY9fEi3bkeTvOXEb/r37H+duSmGA0m1CzUBT+uXAt26Fod4jl6jOX8Pzvm1F50Qp0/GMr1l66qoSi2VggjFxRFFVGhTSajWibNwITixTH7uR4TLlyBhdtqWz9znnCNYtQnvMKciCIHlmGo7POYxTb++3IuIP3Us5jW8YdNPYIweu+BVHO7MeexVKhi+j3KPtDymbkdfyDsC0+DumkDArsMzvqYp9qZfDptv0OJFL0udRWF1XFLh4+MBWtCvN/1NIvMwj+4G4NuQ1kBzdz5swHEjHLltFc79694UXJ1gDr4DJo0CDFekTP/dKhQ4eO7CM4XzQ+/3oRbOf2uyaKSnGJ3SbnauwdzJ73Ib5fukwJOXMbHCJ/cQkJmDJ6BEpVrILydZug44BXGIGg4pLqTVqhfPU6SEq4g+P/HkKpsuWVFDNC4+at0LBRY3z18f8wY8pk5qE7sH9fvPbyYEQE+SrrhQT6Y2/cHYkUaIDI3c+7/mWkZeOxc+hRsxwsZMdSqQRmrt2O2gWlaBVrFWe1MhJH5IOP2TJhWlyXQKSOtaiT11l95jKGrd3BcrT6tmzJOnyNWLMGc+tVRuP8ERJhhFU22LZPq6eIuRksBkaiAk0GDI4uiMvJKfjiygX4GEzoGZ4PbxsL4/u/d+DNDRuZ0jg2OBo1PHnFMpixN7Xgo3Z8RnmMTMaSObe0LSeMrNrZZsNBazy2WuIQhwyUM/qjhUcIwkyeitrD2/4ZWWtBe4tB2h8pYEaLDUajDTX88mBr3G00DAuT7pvFAM7HWes/au3ICKBBbusntvizIszXC6G+3jh86TrKxUQ6tQmU3h+pDaC8U+nqeF6uwQBzmToweNhtgHITspOLaMulOYtNmjTBxo0bWUHyf0IWqSeziO7duzutQ72ZdejI7aA/cu43Ra79ukKu47+GKSgC1rQSsN4445Io8vAzEUWLwYSXR47G9Jnvwuzlw3IRRVXxTkIiLly4hMbtOqJ8zfqMIBJ3EXPgvPwD4R+YBxMHdcWMz74HTI5/I9SVa+iIkfh7y2bUrFEdH3wwH598/gWG9O2JkS/2RHiAF+ITk+Hv6+ixy9QjAW882wAbDp1G8zKFaceMsBUMD4K3hxkHrt5ChchQmWxkThjZvoUqai3CuGDfcUYUqZsY/V1Tcn/z5s3w6f69aBodKRMi14SR7oFVJol8PvVaptdRJh+8WaQ4DsfHY/rls0ype79AMRisdvWObcfKye29pKmvdFZEUYswEkk8Yk3AZstt3EYGShv98IIpEvlMXg65jpwoEkFk5yvPE/tQS/fHgKb+wXjv5gXUDw5hCitTFBnZM7DrFKH0iTY5dsfpW60MPt52AHOi8joRSum9kvpFs6uiMSOPkqroUao2jH5ByK3ITnjZmgvD0AQy3h4zZgxzsKlSpYqTl3Dbtm0fLFl8UM2pdeh42KCWZzzfVm/3pyO3wJi3EPUQgy0h1iH0rA4/03j+x5+hcZOmKFGmLFIzpPZ0nCgePnIYs8aPxdsffomy+WKkghaZLDq0aCaxxwZ4evsgPS0NFrM3Mxo2M15mX5Hyet9+6y28PKAf3n//PXyw8DMs+GIR+r/wHAqEByNfmJy7riKJUoV3OvL4eqNtlVKs7R8RC9o90YoxLWphyLer8GW3lvDmhE+DMBK0VEYekqb1OWE8ffsuUxQdCk9atcZbGzdJ4WVFQXMmjMSuaBlfQu+BwSjn9QlkslxQIGb4l8Kv169h/OVTGBBRgCmLRLwsrKO2ER5USU3V51YbC0erlcbMxslWCw5aE/BPxh3cQjqKG3zR3hSBSKNEEiXCb1+fE0c7QXQkivSarpvOz89ohJ/BhCtpqYz8cnWRXScPRVOYnvpLC4yU1jPJ95uq2e8kp+JGfBLyBvk7qIu0DuvMIv/gUSqk6XNUvCpM4THIzchO4Yotl5JFKjwmUHqEGvT3YHERBcgKuadmXYcOHTqecBjylWAFLwpR5F1TuKpoNGPPoX+xfdce9Ok/wG6LIxPFpJRUvPfOOIx690PAw1uqeGZVz7QeH0sDU1FsQI9hox0URxFELjnxCgkJxqQ3x+D49vUY0qsLvlq6HKNmfIgPv/0VG3cdkMJyKuNs3sWFT4s5iOEBvni5QWWMWb6ZbetUjOIid1G9H04aafsiIYEs9OxQeLJyBYoGBygFLVI1tGMOI+UsKq9lOx1lfRf5jO0jIvFqTGF8ffMKFt+6ggyjzcFmx6hRDc0rpbVyF+/aMrAm4xbeTzuPFRk3mf1NH3MUOnlEMqLoClm1ACSINjotA0Kw4tYNZfvsFrrQuEeV0vjq74OauYtaRt2miMIwFXkKuR7ZqYS25k6yaKX30sWQU6JI0MmijicO1K6SmqvTQNM6dOQWsMKQfCUBs5ekKCqE0QSb2RPJaRaMHT8Zs+e+72C4TarVrdjbOHBgPyb872v4BYUphJCNiTzIYxpE3Im9hTPHjtjPgf4ZDIIKKffvJSJosyI8JBhTRg/H2S3L0bR2VVy9GYvmQyegev838eWqLUhKTXO+LsE+R/RdbFCyIMrmC8O8LfuZkidZ1AjrCsRQtOJxWiav/1LV0qy1GYWeWeFJ82ZYu3YdBpQrKhxX9FmUiZ1AGvlrXgAjVk2rrXYi/XwwoUhxFPbzxbjLp3DBKhXA8LaB5Mtor4Z2JIy8YvqMJQmLU67i3ZRz2JVxF1XMARjuGcNIYrTJThK1WgOKcNUCkP8Q4DY6pb39cCwpEWkZpPTyZdmz0aFc0x3nLiM1QyIf4jrSa3tBiyEgFB6VmjwS6T7878PdITfi66+/1qwhoecdLcspdLKo44kDfWlRaI2GR+ELTMeTVyFtjChGbEhpr0dEkWxy3pn9Pl56+WXkCQl1MN1OTknDm8MHMuNtq9GkqI2ORFHqfUsQH3RnT/yLhDu3JYVLZoicKJJZd1CeIM1SUD8fL/h4eWLft/OxYu6biM4biiHvL0bhXm/jxfnfYf2BE7BQSFmwsBF9FzlhHFj/KXZuk//8m5Fj5oGYCWlUvxb32bJEQfzv6bq4emg/3ho7BlcP7sMHLWqiedECDsfVUhnVpJErjSI51LLaMZqNaBQahrEFi+LzG5fx591bkrrI9mHQJIw3rGlYnnwTkxLP4oPkS7hqS0V7r3C86VsILT3CEGbycGoHmBVBFOc5ju3kUVILbajmlwfb79xROrqIcEddpNzTNqULY/l+qQWgtG9ndRFevvCq2VZqU/kI4HFo99enTx/NHtBkbUjLHko1tA4dOnToePCgXrmGsBjY4q5Jfopy+PnSlWto3qoNkqmgRVYNiTBuWL8OLZ/vhoJlKrAcRcl422onicqDjcpjbYwU8iga5SvmCQ5Vjs2JIo3+PXyYde5iEPxCDLLSmJaWDm8vTzSuXBaNyhXF6XMX8d26v/Hthp34ZuNuRAYFoGPNsuhUsxzK5g+HpKXZwV+91rwGFv19EIN+WIOJrWszxU4pXBFyE0XCqM5p5PmMRBhbFIt2JDEafaXZlqygxcry84gYUUYl1XkwskM5jFQEQtXEGkUwLM/PJOX80bbhJm+8U6wElly+hFnXzmFo3mh4eZhgNVrZg/ZuWho2ptzBhpQ4nMpIgQ+MqOIZgCoeAShi9GF5fTy3kRe68KIXLfDcRGnansfostDFKqUR0vU08g/C/25dQp2g4EwLXVh+p1DoohS9WKx4tmwRDFy2Hh0ql1KIP1cXWe6iDfCp9SyMvoF4VPA45CzaqIhMQwQhv1Qq6MwpdLKo44kDyfHc4Z66EuleizpyI4z+IeyL35qSyCpq35z4Dj79/Eu7TY6sLP6y9HtUqNUAHgFBSjELy0+U5SRuv6LsV/Ugad9nMCswIfAlrAjbYMC/Rw6jXLlyjCQa6CEkj+n16XMXUDgqwsE2p3BkGMZ0bIbR7Rth14lz+G7jbny79QDm//kPiuQNRvPyxdC0dCHUKhIFLw+zvTgFQI9a5VGtYD68/usmNCkRgx7VyiiKpEga1cRRJI3Ka1L/+HZZdHjhS4kOctJIjFEqdpFIouQbaQ/RujLdIfSIKoDdd+5gwuVTeD44AqeSk7Ej8Q6OpCQyC52nPP3xTEAoKnj4kWklI3TpQncWNUmUilTcJyaZFrowYmxCIEww2IDY9HSEE6F1UeiiKpBW7j0t9/GUTLrJR7Nm8WjFOodVRpsB77odYArPPX2f3QH9pjC4XQ2NXIWnnnqKkUQayD6HPBc5KFeRekO3bNkyx/vXyaKOJw7p6emsZSVBN+bWkZthCghl4ee5M99Ft+49EBQWzqqfmQG31YZDBw5g/Z9/oEaLdkxtZD6KpEzJ6hQhs9wqUhHnjxvJekT7h4cyksiIIstbBA4fPIjOHdrDYMmwK4tWaXrn/sOoUqa43JlDSJyn8LHVgKrFolG1SBSmdWuJdfuP44/dR/HbnqNYsG4n/Lw8UK9EDJqWKozGpQshKg/ZexhRKn8YFvV+Bku2H0LPxSsxsHYF1CkS5VD8oiaO7hFBO1xZ9DA1jBiArDZKyqOJVQYz8iTv0ZXKSJXQ9B7suRuHf+7E4XxqKt68eIrlJ1bxDcRLoQVQyzMA/jAyIs8VRLFKmkLUaqsdte+iO6D1MvNcJDWxiX8w1sTeRBfvKBYuZ0dlyqDkMenKc1ExZiS7vCqlMO2v3ahRJEpSWele2gDv+s/DI6Y0HjU8yj6Lzz77LBvv27cPLVq0YJ32OEgQId/FDh065Hj/OlnU8cSBchVfe+01ZVqHjtwMk28AChYphnbtn0eK0J2F8hN3/rMNQ8dPRwapU3KeopR8D02iKHYH4eHmW9euIihI6jxC82gsKYvA5cuXERmRl1n6MJIoF7nQsHHHXozs1s4usTgQRpPss2eFh9mEFpVKMFXRarHg0PlrWHPgJNYcPInRy9YxYhuZxw9VC+ZD1ZhINu5UrQxaliuKb3cexkdb96NYWBDalS+GygUiJEceAZwIqsPUWZHGzIijGKKWrH4Eex3WAcbGeiSfjU/CwVtx2H/7Dg7duYvTiYmM5hXw9kbD4FA85ReAVbE3UMs/CI19g6WK43Qrs9YhEDGUeBqFwHkYGRqWOo5m3a4ghqaz8lwkAvvL1VPobMmnhKL5xmobHVeh6Px5JEJyOfYuosKDGGn2b/Y8PIvIqQuPGLLTmcWWy5RFal9LIFJILf54A5X7BZ0s6njiQL+y3n333f/6NHTocBvU8CAhJRUZ6elKnuK3X3+OFh27w2YyM1NuIoqs4EFWrDJXFOVCFgC1m7ZkqhrNo38SYQTOnT6NokWLwGCzwEBEkELQVN1KpDEjA2cvXkHhfOGwJic6xOQoZKvkCPICFX5cAOULRqJsgbwY3qIm4hKSsPX4eew6cxk7Tl/CjFX/IDk9A54mI8pHhaNUZCgalSwIH5MJPx84iTl/7UKBoAA0LVEQ9YpGsfC5Eqp24z4qVFLOhxQhGn2LpJF0xPiMdJyKi8fpuAScvhOPU3cTcPj2XdxJS2fXVtjPD+XyBKBzgShUCAxAlOy7SMeoFRyMuefOIM1mRUs/e26oyWphSiJBVBPJzFvtySiadWtBNObmpJDP1/JcZNdotSHG0xunU5JQzOTvEIp2MGjPpKMLjbs8VQLf7v4XI5vVhF+LDvAqWQWPKkh5dT8MbXug5/LHH39g0qRJOHDgADPIb9CgAX755Zcst2vcuDFu3LiBAgUKsNc7duzAN998gzJlymDAgAE5Ph+dLOrQoUPHIwB/by8Wgr6bmoYtG/7C0UMH0bh9N6SxYhaJIHLzbakC2nF7tehGPoCXzp5CjfpNlEpoyVdRIpN/rZd6H7NiFkYU7aHo8xcvo0BEqFObP2YmTsRSIIlCaY392DK5C/L3RetKJdhA5IMKZo5cvsmI4+6zV3Dg0g38tPc4I5AEb7MJl4MTsffidYxbsRUB3p6oX7QAahbKh3Bfb4T7+8DbZGLrERFTF9RwEkghRIvRgJS0DKRmZOBWYgquJybjRkIybial4EZSMq4nJONKQjIjh7dTJDsguj9Rfr4oHOCHzkWiUT44D8oFBiDAwwOWNG4vozLyBjCiYGHMO38Wy2038Yx/mP3hm25RKqWJMLIws+y76EgUnfMWxeIW537S0vZZhaIb+gVjfWwsivlJCqFY6MJD0epSbF7EwtXFWjGR+GDLfqYo+pSvhUcZuaXAZdmyZXjxxRcxdepURv6o1/OhQ4fc2rZr166MFPbo0QNXr15F06ZNWd7xkiVL2Otx48bl6Jx0sqjjiQM9KHijdUoC1u1zdDwqCPX3RroVOLB3F/qPGqcy2Ha0TFGTRK4mEimUjKANWLN0MZ7u1I1xO64oSsQR2LxxI/p8shCgfEUegpYJ47q/d6JR9UraJyn2BlaByKSymoYa6OnpgUqF8qFidAT615OW0rVdiL2DE9dipeH6bVy4fZctu3o3EQu27meDFrxMJniZpYEun4h1SgYRRKmriBb8PT0Q7uuFMF9v5AvwRe0CeVEk0A+FA/0Q7efD9imphvaCFyIOJk8oldGWNLo+R8I4PKYQ/nfhHH6Ov4HnAsLZNmaS8NItTEm0k0bHULSdq4nUW3h/MwlNZxWKLunli69ir8CSQV1X6M2XtnPwXFSFop2KicwmzJk5Hf6V6+NRR07I4t270meRg8K/9xICpmfT8OHDWfSrX79+ynxSBt0Bkcrq1auz6R9++IG5GWzduhWrV6/GoEGDdLKoQ0d22v3x5F+93Z+ORw2Rgd4YOfI1nL6TxqqfpZCz5KGofs45qYmyasgURNiYGXfxkqXhQYbTciUlLbsbF8eIib+vNwxpyUxVZCFoUhYzMrBm606899qLTnmKPBzNQtFaFEdenxMOLcLIYS88AQqGBbGhadkiDuFjWp5hseJ6fCJ+3nscP+0/jmoxkagcnRdp6RIplNRDC/N85MSRCJ+n0cimiaCF+HghzNsL4X6kTNorsB18A0XzaTjmMqqLX8iTkdQ5ahItEsYh0QXxycXzCmGkohhOGAlqosjb+eW0MjqrUDQRnhLevjienITS5gAlFC1+buyei86haIOHB0KffxExFWvicQD94GLV/m6uS4iOjnbKHaTCyZxiz549uHTpEoxGI6twJjWwUqVKjDwyZwI3Cjg5WV27dq3SC7pUqVK4cuVKjs9LVxZ16NCh4xFD0YggGMyJOHj1LlPetAiE+MAngshDzayQxWiA2WjEuPc/ZWMegqZtaPnvv/2KDu3by36KcviZqYsZSElOQmJSMsIC/WFLV3VroUpop9IM1+Fotok8drdeQOS/tI2HyYio0Dx4qVEVDKhfCYv/OYyl+06gf63yaFQ8Gkbh3qjzFHmOogMZlKdFIivmM9qXZU4YOUHkldL89YsFYjDn3BlsTo5DPZ8gaRkRNJnU8ZxFrYIXdZGLnURmfs8yC0XX9Q3CprhYlA4I0AxFi/Y5SviZlsOIiK5D4FehGh4X5ERZvHDhAgID7V6S91pYcvr0aTYmwkldiKhgZfbs2WjYsCGOHz+OkJCQTLcvW7YsFixYgDZt2rBuRpMnT2bzqVgtNNSeM5td6B1cdDxxoBZ/t2/fZoPe7k/Ho4oioX6okE8y2RUroNVQ+yryiucl82ciNSUJHtSJRBWC/nPF73imTWspBE1EUbDOWf/3LjSqVjF7J0vV0aQ8sni3SQlJ864qYkcXcZ7Y4s9pmdCNhW9LYew+dSrgsx6tcfR6LLovWoEJq7dj7+Wb7NgmTw/Hbfh+PMzK/o2e8rS8f5Pw2rkDjXOfabHHNF+HtwnkHV9eKVgYm+LjcDA1QV5mYu8D7/JCg4fSN9qxh7SIrKqjRYgtANlnhqmkNhTz8mHKIoWiefs/glb7P+Xt9PVHvgGvP1ZEMacdXAIDAx0GV2RxzJgxig+iq+Ho0aOshzOBvIDJ6qZKlSr44osv2PIff/wxy2uYMWMGFi5cyMhlly5dULGi9Lf622+/KeHpnEBXFnU8caA/OrIK0aHjUUfhEF/4e5qw4fRNWKwWhTASQSQCqeQpyuFlCjeTqkik79iB3Yga9YZKdQSuXLyIsNBQ+Hp7OoagaWyz4dd1W/B6z/aOxS2CokhwUhfpAcjtdITzv1eVUWtbYruBJiOGNa7Ghn+v3mQh6jl/7WbXWDAkEMXDg1E9JhIlI0KU68jsmK7C5e4qjHyK5zUSxhQsgnFnTiAwzIxoo6dETFUV0qJJt5aVTmYQi1zs87RD0UW9fHAqJRklzPaqaK5Msy4ugueiR3QUooe/Bc+8+fC4gbU/fEAFLiNHjkTv3r0zXadIkSJKqFjMUSQCSsvOnz+f5XGIJN68eZPlUgYHByvzqejFz4/8THMGnSzq0KFDxyOMcH8vtC4VgXUnbyA2KV2poOUkkMCIIqlaskKVcvc2nu7UHZ5mI8xEEuXwM5GpRV99gZ49ekhG3BR65mMbkQULLl29gcJRkc4haC2IBFFNGIXXTpvJY6sqf1ENcb44bRTsccpE5WUDz288f/suK5L5asdhXLmbiO7VSqNRsRgp5TKT/d8vwkhTNpMRft4eeKNgUUw+exKjIgoi2MPkUCFt7wmtJop2K52cqowcpBySGlrbNwib426jhJzL7ar9n1+FqogZNhomH188jniQptzh4eFsyAqkJBI5PHbsGOrWravkIZ49exYFCxbMcnuqnv7pp58ciCKBwtdk3L1+/XrkBDpZ1PFEtvsjSwLCG2+8obf70/HIw8/TjNYlI7DlbCzO3k5SNDtuvC3mKnoYDTi4fzeaPfOcVNiiEEUgPTUFe3btwqS3xgAZqYwkKoUtNisS4uMR4OfjcGxXxSxsmlS7zAijuB838hMzI45Z5llRSNhiRdGIEDa0LF8UsfFJWPTPQXy87SB6VC2Np8sVZefsau9qwqiYect5fEizuEUYSamj16G+XhgRXQjvXTiHcZGFYfIwKoSRQ8xfdCSO7nV04RaOdqsdIW9R7hVdytsXS+KuyjmJ2lXRYe07IX/3vm53z3kUkRuscwIDA1nVMhXKUPEMEUTuC9yxY8cst9+wYQN7xqmRkpKCzZs35/i8dLKo44kD/UqbOHEimx41apROFnU8FjCbjGhYNAz7L9/B3st3FJJI4BXQRBTvxN7E+uXL0LzV05KqKBNFGv/08zJ0fL4DjEQQLemStyIfMjJw4NhJlC1W0KU1jgKel6hFGFXkUGse82u0WJzVwmyGqdXEUmnpJyMkwBfDm9XAwPrpmLd+J1b8uBYTWtZm1jmZEUauWqpJqxRmtjpY52gRRhNMStFLwQA/tM0bgU9iL2NIaAFGQsSCF7XnIjuO0vs5OzmLolm33UKHKYdWG/KaPXAlLRUFPHwdQtEGahX36msIbdQUjztYCDoXmHK/++67zNaNvBKTk5NRo0YNpgiq1UIRZN7NceTIEVZFLfaG/vPPPxEVFZXjc9LJoo4nDvRHOGTIEGVah47HCRXz50GIrye2nL3FnntKviLlxBkM2LryF7R5vgsrqJBIol1Z/Hnpj/j+m8V2gij2hAZw7PQ5lCocLZFBlSG3A0HkZJLnMoqEUTDt5uvDTaVROVQ2iGNmSiTfj7eXB0Y1r4nDl29i+E/r8XzFEniuXBGW36y1JRFOyjF0FZa2UTvALBRGo9WgvK4bHIJ/ExKwLuk2mvjKhCDNwkidaNhtD0uzs8g0b1GrQlpsB8jzFpVQtH8QtsXdRkcfH1aUQ/M9IkNRaspU+JcshScB9NlUPrturPugQG1oZ82axQZ3QfY6vFCGQtFq+Pj4YP78+Tk+J/1JqeOJA+WDfPjhh//1aejQ8cAQHeSDViUjsPnMLSSnW1j4mQhjenIi2nXthQAfH4U8mk1SaHrvrp3Mx82PF7YI7f2osIUejrfvJiAmb4xd/ZOP50AQxdC0TAzVhBGqsDStJ4azRWSlnd1rqFokfuWi82JJn7Z4f/1OjPljK6Y8XZcptq4IIz+Wej6rhHbDVof7MNL6fQtEY/yp4yjo4Y0iRi92Tp7U2lH2XnTMX1RP3zsqevnjjzs3QYFOIooBFcqgzIxp8AyVOs48CcgtZDEnOHPmDMujpEIYavEn5kdSi9u8efM65J9mF49v8oEOHTp0PMEI8vFA8xJ5EZXHh5FBIocfTx+HiyePwYuKKVSq4scf/Q9DBg8CMtLA4qiCqkhEjx6O4cF5cDPOsWMFh2SNI9vjiK8JzHaGrHLs8+xWOrKdjmyvwwenZfL2iuUOt7oh2xvZAsfkYXaw0tFaR7TJUVv3EDw8zRjZrAYaFo/BwO/WID49w26zo9qObyMSxmzZ6rB1Dcw6x2w2YlRMEXx68xISTVSBLOWYcvscyVYn69BzVsvFPEceSqXQN5mU0zuTmJ6OfM+2RYX/ffhEEUUCM2CXCWPWgxW5CZTbSJ6MZL1TtWpV9poP+fLluyeiSNCVRR06dOh4TOFlNqJOoRCcu52EpX+sQkBAAMo/VdlJVbxw9iy8PD0Qky+vk12OZMgtqSjRkeHYsf+w40E4IeQPT+G1k1rIVDdHRZKQmaKoLCPiKHSIySpv0kkJkfMM3dmG1nq6YnHky+OPF79bg9nPNkBUgK/ramhWGGLMdpW02OmFKqSDfDwxICoa/7t6Aa+Hy5Wvaby7i70TC+tdKBS6ZJc4iuFonrdI49r5CqDolIko2e4ZPIlgP4rU6RWZrJtbcerUKbz33nv4999/FRseaiFYtGjRHO9TVxZ1PHFITExkOSE00LQOHY87Cgb7YnDHp/HGuEmsAtpZVfwQL1Mer4Zdjtj+rGrZkth5+Lii+Im9npl6qCiJKoVRnKdWGTXVxKzURvtyl6qjYN6tNvHmSqCWWigahFcplA+zn2uIkT9vwJHrtzNVGHNq3M3Pg5t2l8kTiCI+vlidEMvWZf6LgpUOKYx09nazbuf3W5zn6iGvrqSO6tAWk7ZvQeknlCgSbDZ3VUULWzc3YtWqVYwcUii6QoUKbNi+fTvr7EIdXXIKXVnU8USCmrXr0PEkwdfLA5UK5UVsUhpuJaQoquKtG9dw8cJ5VK5QBob0VCVHkRe1iPDz9UF6hgUJScnw9xY6VQhKH1MTWa6iSmHk83iBi6wyEpyURlURDIfIi1xl66krqpX1ZfVPqzhFyjM0OqzHbXJiwoKwoEsLDP5uNSa2qo0SYXky8Vt0NV9bYaQiIelcHC11uuSPwlsnj6EcdUrx8FDsdLjRtkkRFrU9F9WqYmbtAL0j86LCuxMQ0aQ+nnQ8yjmLYqeYESNGYPr06U7zR48ejWbNmiEn0JVFHU8cqCrs4sWLbKBpHTqeJFCldKFQf/h6mJmq+N6sWXh91GtOqiL3VlSjY/MG+G7lBumFqC5mpSYq6qCQ28jXd6E0Zqom3qPi6JDbqGovKF2DfXlogC8+7NQUb6/Yiot3E++LwijdHse2gPw15S+OiC6M/12/CAvZ18j5i7wdIM9ftCuMjmzQXUud6M7PouFfv+hEUYb7+YqWXEsWKfTcr18/p/l9+/Zlljo5hU4WdTxxMBqNzG+KBprWoeNJA+Us5g30IRduJCbEo0blilKOoiXNMVdRLm4R0b5pXfy0bgtsAiHJkjCysX2+u6TxwRBHO4mTTk87LM1f8+Xhefwxt31jvPrzBtxMTs0xYVTumUbBi9HDxF7TdISfN54Jz4vFcVdZ/2jHcLS9ZzT/BrPPsx9D/HYT5/tE5kXdJR+h8vtT4JEn8F4/To8NHgeyGB4ejn379jnNp3lUEZ1T6GFoHTp06HhCER4agk8/+QSG9GSpApqriS5URYK3lycqliyGnYeOoXrZEnbrGx725eQwswIWOTStuUzcTtyfbK/jFKbm9jvurCOcpxJ2FsLSPATNoQ5JR4flwdS29TF06Tp80qkpfGWfVrV9jjokLdr4EBnMzFKHbGvI3BtpQIOQUGy/E4fDqYko7eEDo8UKtki201Hsc+SbKB7TTiLt82i6SJfnUOWdMfDUSaLLamh3YMtl1dAcL774IusDffr0adSuXZvN27p1K2bMmIFXX301x/vVyaKOJw7UCun9999n01QhRh5UOnQ8qfDy9ga8vWH18IDlznUHksj8FdUbGE0Y0LENxr73Kb6dMVbKb9QijGJuojqPMTPSKJA8VzmK2cld1Mp/5L6PIsnjBE+LMEqXLRHKkvnCMLJJdYxavgX/69CIbZkVceDHyapC2kIG2YzdSfmLND0kpiDePnEcEyOLwOxpYtXRvLuL2AKQm2y7Qni1Sqg87lVE1K6W6bk+ybDSZ8VNsmjNpcri22+/zVwPZs+ejbFjx7J5+fPnx4QJEzBs2LAc79dgy2437CcMd+/eRZ48eXDnzh3Ws1HHow+qgPb392fTCQkJ8PPz+69PScdDgP63nDXocWBLiIUt9gLrDc3IIpE/MexGxMhqwaSPFqF0kWg836ye3TZHXkcJXYvb8GMo84SHrdZyV9uLYXFhXcftBPLGz0m9L+FcOSEk0ie28WNKk/yaL5O2seKTzXuZT2H/GmWlbcR1hfX5tPN8G6xy32VLurRMek3zrbCmW9hrS5oF227GYv/dO+gVGAlruhUZcrELKYxU4ELTfKxWE4NKFUeVt15BTOsmrt/4Jxz8uyGk1SQYPbzd2saanoLYleNyNTeIj49nYyKP9wpdWdTxxIFa/PXq1UuZ1qFDhwTWLiwgFDa/YNjuXAVuX3Ju60cwmjCm/wt45uW30KBqBWbWrRXqdUtJdLVcS4nMrtoohKhddo7hFdmqkDMnjE7qozy/X60KGPz9GuyLiUClfGE5qpDm7I7yF7XC0fSa/BdrBQdj/e1bOG1NRREPL6U62rGri2NHF78C+fHUmJdR7IVnnTwgdTy+1dAcN27cwLFjx9h0qVKlEBZ2bwbrj8Qn6OzZs6y6p3Dhwqx6lYwlx48fz8KJmaFhw4ZKr0Q+DBo06KGdt47c2+7vyy+/ZANN69ChwxGMNAXnh6HgUzCERNEMe8GKDE/qX/vaIPQYOwM3bt+xh3o5OePFKsI8h2IWXpDCl6uLXbSWq/ehPobQHcah2EU8L3V3GGU/AilUFcFI6zgWsBjNJsxo1wBTV29HXHJqjj5CmfkvsoEVyUjTg6Ni8PnNS7Cx9cTuLqLnogG+ocGoMWUMOuz8E8W7tteJYnYgm3K7MyCXmnJT5Iwqn6lrS/369dlA08ShkpKSHm+yePToUdbCZuHChTh8+DDmzp2LBQsW4I033nAr2fPKlSvKMHPmzIdyzjp06NDxqMNgMsMYXgjGotVgCIqU1CuBfJUvXhizXx+MbqOn4fTFK07ETNpHFoRPTQqzWp4JaVy58yBmLl0Di42bXTtWYjsQRg6Hc9UmiE4FLDJhDPL3wVsta+Htldvuq2G3/RjScpoO8fJE89BwLLtzXWXWLRFFLz9fVHxtMJ7bvQZlBveGyUvPxX4STblfffVVbNy4EcuXL0dcXBwbfv31VzZv5MiROd7vIxGDa9myJRs4qFE2yasfffQRZs2alem2vr6+iIykLzkdOnTo0JETGDy8YMhXAoaQArDePAfb7atSIYzRhHLFCuHTSa9hwMQ5eOvFrqhbuZxzhbIS6nWsbharlTMrdHEZnlat8+6Pq+HtYUa7WpVQMjrSdUW2XDUthqTVRS9iyFkdxhULWioViEB0cCDWnLiAZsWj7ykc7VgxraqOBtA8NAzj4o7jKtIR6eHBqqM9AgJQoPOzKPFyP3jnfbJ6Od9vsPf1Ea+GXrZsGZYuXcoiqxytW7dmUdlOnTox3vTYKotaoKTSkJCQLNdbsmQJi9WXK1eOVQZlJcOmpqayZFdx0PF4gWT6oKAgNujt/nTocB8GL1+YokrDVKoujJHFAE8fRrQK5o/AsrkTsHDpCkz/7HukE8kS1TxXoenMlER3lUhhnSn9n0fnRtVRsmB+pxC4g8qoDknL64ntC0VV0OEeqBVDkxHDG1XFp38fRGJq+gMNRxvNRgyJKoiPb1xCYLnSqDRnEprvXY8Kk0brRPE+4HHwWUxKSkJERITTfPJYvJcw9CNZDX3y5ElUqVKFqYoUZnaFjz/+GAULFmRl4wcOHGCtbqpXr46ffvrJ5TZUXj5x4kSn+bm54klH9qBXQz+Z0KuhH1T19C3Ybl3C/9u7E/Coqrt/4N87+56VJIQAAUQIuyzKUkEQ4cUWS6u1WsVi1WofxVdtn9eltlrbv/Xv3rr+a62WKsXqW22lVtzQAoILiIKybwmEBBLINpktM/f//M4w40zIhAQCySTfz/PcJ3fOnJncuXMn88s553eOXlupbi/593L8+R/L8JuFCzBu2OktZia3ltV8zMzohDop70+s0ywzu3lWd7wsIUs6liEdaz1qLas5+jsiWL55N97fWopfzjrrhLOj1U/JdA6Gk7KjdaMZOWdPg3b22Rgyc0a73is69t8G99m3QDO1bRy73hRA/YqHu1xscO655yInJweLFi2CTabFAuDz+VRS56FDh/DOO++kX7AoaxXKRJHHWrpGMnli9u3bh2nTpqkm1j/+8Y/t+n3vvfeeOpESbEqSTKqWRdkSL6K+fft2uQuCjp+Mf92xY4fal+uAq7j0DAwWTy496EOkei/0Q3tRdbAK//PwH9CvIA+/uPYHyV1YHRwwtqVOuwLGZlPqtGU6ndjthX97B9dOGoGhvbI6JFiM7Zuy85D3zbnIm3M+zJmZ7XtjqM1/G1xT/rtdwWLDqt91udhg48aNmD17topjRo8erco+//xzFTguW7YMw4cPT79gUVK7q6urW60j4xNjkyaXl5erIHHixIkqk7W9X/KxFqU333xTncy24BcMUffAz/KpoQKh2kpEqsrwpxeXYNmqT/D/fvHfyHA7j93K2FEBY2tzNLYxYIwdU2uBXuz1xu4rP1SHO/75H/zx+zOjwd6JBIy6BveY8ej1X9+CZ+wEZjWfgr8Nzkk3tCtY9K5+vMsFi0K6m2UIniQHi5KSElx22WVq3GJaJrjIGoaytYW0KE6fPl11Pz/33HPH1RoUWy9R0siJiKjjqfF1Wb1hyOqNa+4YiW9t+xL/93e/xw/Pn4oh/ft8HbzFVnk5MpaxxeSXI3XjK8A0e1zzOuKoeolJMvJ7Ysd51JKACc+ZsMpLTGwFF6RYxk/0znChpCAH720rw/RBRW1aCjCxXDdb4Bo+Bp6xZ8Ez9kyYPBltOufUMWRVFlkbvS30LjpmMZbY29oQvW6bDS2BorQoyvhDGacoLZIxsUxnqSNdzNJPL+MSpZtx8eLFKgtI+u9lzOLNN9+s5hwaNWpUJ74a6myhUEiNZxWyhqbZbO7sQyLqljSLHYXDx+OBPyyCt74OFaXb0dtphF5TCYRDyYFfSxKCwbbWOVZgmRiYxgPGI3Vbut1S9mvz7OjEAPD6qWNx5Qtv4JzTilS9Y2XNmjKz4Rw5Hq7RE+AoGQUD/x51GhX8a20MFsNdMxtaemsl5hFlZWV45pln1JjFuXPnqvinWweLb7/9thpnKFtRUfS/tZhYL7oEADKdTizbR7quZSDno48+qrqfZdzhhRdeiDvvvLNTXgN1HTKZ+w033KD2FyxYwGCR6BRwuj1wDh+bvKxgTSUih/cDAe8xH58yCFS3v249jNVNOc1OYsAYe97YY2MBY8JzHb22c+uBgtNqxvnDB+Ll9dtw8ejBRz2HsPUphn3YGXCOGAdbv4HHfO10aqi5E9vasqh3rZbFDRs2qIBQAsTBgwdjyZIlaspBiX+kJ1bmp5YpdebNm9dzsqFPJY5z6n78fj/mz5+v9v/yl7/EM8aoe+NnuevSffWI1FdDrz8E3VsD3XtYvo3bPi4xqSw5kGttremjxjC2Mn6xrdnRsh8IhPCD51/Hi5fPgclsgSmvDyy9+8FcWAz7oGEwZUVbfqhr/W2wnHEltNiklsegh4MIfvZclxmzOGfOHLV8rSQOy/fa0qVLVW6GtCyKhQsXYu3atVizZs1xPT+DxWPgFwxR98DPcvpQ89h5a1XQqALIhsPQG+vUROAtjhU7RtB4PAFj8wSYlrKjjwoWNSNMOYUw5RVhlz+CwqEj0GvwMCanpMnfBvPoK9oVLIY+X9RlgkWZT1pmfJFhdg0NDeqYPvnkE5XnISTZRZKDZUWXbtsNTUREPYeaeNudDchWMCg5gKyvRsRbAwR8aroe2RDyA+Gm5CdJlSDTkqO6tZuNX2xWV7N7YLA6odndMLgyYMzpDVOvIhiz8+OB4ZgOORN0Kukhf9sTV8LHNwH7ySJzKMZyOGTWF6fTiaysrPj9sl9fX3/cz89gkYiI0iqATFjZWVGjqeSL/kgACQkiA41qU0FlUzAaTEq9iPyUJfaOBAVSpqlcZGiq51uDZrGq1WpgdUCzOY9sLhjsbmg2Rye8ejqZJMdBAq2Kr/7WrscVFBTEp/brCjRNa/X2iWCwSD2OJEHJAGCxbds2Nc0AEaUv9aVosavsa6L2knHru3btUsmP7WGxWLrUmHdJ2LRarfGx+dddd51qYRSJi40cDwaL1ONIK4RM8B7bJyKink2Cvq4U+LWXLOeX6PLLLz+qzhVXXIHjxWCRehz5g/DZZ5/F94mIiNLZc889d1Kfn8Ei9ThGoxFjxnD4ORERUVu0f808IiIiIuox2LJIPY6s9iOLrAtZXJ3L/REREaXGSbmPgRP5dj+y/JHMQyVk8tJYthh1b/wsExEdH7YsUo8cs3j++efH94mIiCg1BovU40gG9L/+9a/OPgwiIqK0wAQXIiIiIkqJwSIRERERpcRgkXrscn+yyT4RERGlxjGL1OPIEn/bt2+P7xMREVFqDBapRya4rFy5Mr5PREREqTFYpB5HpsuZMmVKZx8GERFRWuCYRSIiIiJKiS2L1OM0NTXh1VdfVfvf+c53YDLxY0BERJQKvyWpxwkEArj44ovjy/0xWCQiIkqNwSL1OAaDAdOmTYvvExERUWoMFtvI6/XC7XZD0zR1OxgMIhQKqVYpq9WaVE/Y7fZ4ICL1pL4kViRm37anrswHKNO8SFlsPWPpTpVWMnmsPMfx1PX5fIhEIuo1xFrYwuEw/H5/u+rKeXE4HPG6Uib3WSwWmM3mdteV3yO/T91fZkTNrgAyB1jhGqCp1yL1pH7zuk6nM/688nqlrnHrZphKd8Ew6HRow0eq+rLcnxxD8/cz8XnlHMbmYWypblve+464Tlp6PzviOom9nyd6nTR/P0/0Okn1franbuy9b/5+EhFR+7FZpY0KCwtRVVUVv/3AAw/A5XLhhhtuSKqXl5enyktLS+NlTzzxhCq76qqrkuoWFxer8k2bNsXLnn/+eVV2ySWXJNUdNmyYKl+3bl287KWXXlJlF1xwQVLdCRMmqPIVK1bEy5YuXarKZs6cmVR36tSpqnzZsmXxsvfee0+VTZo0KanunDlzVHlsvJ9Ys2aNKhs9enRS3QsvvFCVv/jii/GyDRs2qDKZDDvR/PnzVfkf/vCHeNmOHTtUWX5eH3y1+BDKV3vVzwWXXK3Kf/e736l6/yzbjzuWr1JlmZmZ8G8qR90bX6ifP7j6RlW+6NafIbJiOZqeexqHV0frqvPzUQ12lwXU8/z85z9XZfIzRoKNWN3a2tp4+b333qvKbrnllnhZ/fZXkJnhUeX79++Pl8txStm1116b9Jr79OmjyuV1xsjrlzI5H4nkfEm5nL8YOa9SJuc5kbwPUi7vS4y8X1Im718ieX+lXN7vGLkOpEyui0Ry3Ui5XEcxcn1JmVxvieR6lHK5PmPkupUyuY4TyXUu5XLdx8jnQcrk85FIPj9SLp+nGPmcSZl87hLJ51LK5XMaU11dnVSHiIjahi2L1CVt2g5MPvd+bFjzECKx/2o0INgQjteRQHHZ/oNo8PnVbWk4qnkxGiQ1frgduw9oMFjsGJKTFb3TYEBkVzQ4++Z3foYvt/iwaXsTZk/znNCxSqDYuOd1OQJ12/fRo4hkZUPre9YJPS8REVFXoOnsm2lVXV0dMjIyUF5ejoKCAnZDn6Ju6BdeiGDDlgj6NdVjlNmnwjDpBB50kRMZg0yq3kNbd2Nvox96JIKmgB8XbK3B+D3RbmMJMG/tNxSZ3n14oOzvgKapgNO44Fosq8zAtVd9Uz3jrXe/gbEjszF+lOW4u6GrP/oFmhpK4fWFYKmrQcHenTAYpFs3gtD5j6Kp/zfYDd0FuqGldVhan+Wnx3Ni/yAQEfUkbFlsI/kiigULQr6AYl9Czes1J19YsS+3462b+AUbf/NMphYzedtTN3FcWoyMX2vp2NpTt6WVUdpT12UwoNBogN+YhS26BX1Qhw88IVzgMWOyM/r6hme48dan1aisDCI/3wLP0L7Ani3qPgkMQw4jMvzAWudAmIp6YcKUsTCMGIX+5mrsLf1K1YuEIyjMN7f4fsr73dLxNq9ryRmtgkWn3QznwQZoBrlOIoBmhLnyM1iHze7w974jrpOW3s+ucJ3IeMkTrStBfOIYUZH4+SUiorZjsEhd0phxwI6t0rGrY707hINNOjRoWF/ux+TiaEC0aVMjtm2LtirV1fmwujAPZ142Ed4Pt6PWZUHEqmNc+W7s790fY3sNQNCYCwk3ThuQgdvvegV5uSZ8c2YeivsmBxXt5T7tIhj3bwJKP4Y5ZFAtoOpo9TC0vmd2yPkgIiLqLAwWqUsqHgIUDgCqD+jYZ/ShBk2Y4jNgdOHXrUvLtyYnLCzfVo1bZ50Jg80M0/pSjHDrKPFWIKvWA728DDXrypB52UREigswacq5mHteZoccq779Pdg+Wnyko1zHrmGzYfPVIGDPQE5Of2R0yG8hIiLqHMyGpi5r4DBARv4daoigHBocQQMi1V9PfzL99Jyk+tMH58DbGMaq3QY0lB/GoLKvUG7OBPRQtIKmIbirCsFQBBZzx3VJ6mUfHfkoSTuoBlNTAFVFo1GfU4yGur0d9nuIiIg6A4NF6rLy8gF/CHCHzYhEAJmMaM+X0cxnceusQVg4rT9GFLrUT7m9Z28Qh3wGhEI+nLF/JzbbC2HUAzCGq1RGtGVALhobQ1j7yVtqrkVJgjhR0azn6BhFDTqaTF+PZ3R5ik74+YmIiDoTu6Gpy8rwABEzkBswo6EpiJ0acE4keWJlCRBlE5GIjt17g5D8EpMhhIA1E0GtFwyRUmh5FrjPnwhbSSEadhzGz/+n45b7006bAcx7AnrZx2qMYm5OfxgObkLAV4X62uh8mxlZ0WMkIiJKNwwWqcvyuCTV2IDzBrrw/D4f5sxywv1VENsP1KDc14AijxsNlRnYtgsYPADIzZKpbzTYbUYY+xfBusWHIZEAgqhD3uzvwFBSqJ63KayhZNhYOB2GDlvuTwJGFTRKYHhk2p09215HwH8Y1ZXrUXz6BQwYiYgoLTFYpC5LGvysbsASMKMo24gmk4awR8d/Pt2LhpwQVn7uR/mnGSqtZPlqYNbZQQwbbEHVoSYEBw+Ge8dB2IM6qs6ZAau/CdayvXD0LYLBaMPiv63AmOFHTzPTUbz1iWMVNTV2ka2LRESUjhgsUpclS/EFwgaEDQac7rRjY2kQRZlBOKrNKlgMNVrhQggFCMBvNOBgdQj9pjngbYyg0WRFptuJrRErvJWH4Knei/rNW/BsXwvyTCMxPa/vST12l6cvqio+i2dIc+wiERGlKwaL1CXtKvXjrf/Uo8HrxP4IkGOwYEOND/mjnajdHlR1srNqkQ8HMhBEkx0IWe2wWAyw2wxoaAyjcOIgbNtag9O80TW9w9CRXduITw0HoFvCGIaSk3b80oooXc/SoiiBIlsViYgoXTEbmrqk8srodDcmYwR+UxjGOhP8Ph2ZvdzIMzkw2p2LXnU2GLQI7NARNgIZuizyBxUs+vw6PCOKYLHpyNBCkBWlJVf5C1sERl8TfvOjizFlypT4UnEngwSIffpPY6BIRERpjS2L1CX1KbBg4xY/zKYwfAETehcBhXts+KIsiEHFdrgjGUBlHdY7jejlDSBsMMGTF13+zm7T4PdH1PJuw/Va7LPlojbHixebDuAjRwRnHzKhcuNGVB5ZW5iIiIhSY8sidUmyBN/saR4M7GdS6wqfNhwo0m1YtysIT5EF+z/xImwy4HBOEPuGNaC6TwCh3KaElsUIvLv34DTfYXyKHMyYMQejTx+BEmcOhrkLsOiFV/Dqq68etX4wERERJWPLInXpgNHltGJnWRgNTQE4LEaUlQPucywIr2hAmccIo6URVX19MFVaURNsBJAFm9UAvzeAgys/RKPdjZ11RnhLy3Bj8Ti1/etQDabNmweXU9aHISIiom7RslhcXKy6FRO3++67r9XH+P1+XH/99cjJyYHL5cKFF16IykrpfKR04XED4bABFQdC8PRrgrHWBKPLgCEXZcFvcsHsCKp8Y0QMKMyMToVjNGowhYOIwIhquw0hGFCzP5rkIvMfBkN6hy73R0RE1J2lTbAo7rnnHuzfvz++LVy4sNX6N998M15//XW8/PLL+OCDD1BeXo7vfve7p+x46cRZzIDTAXh9QH6BBqduwsG6MBy5JgQbLZgzIh+jC3rBBgdW7orgw93SugjYXWZ4YUeTQYPVHEGjJ1fd99TKQ6j1hrBq1Qd4//33EQ5L6gsRERF1i25ot9uNgoKCNtWtra3Fs88+i8WLF2PGjOjKGs899xxKSkqwZs0aTJw48SQfLXWUDI8Gp8MMqykMm27GvuowMmwmBEPAyCIPVu8xorK2HssrGvG/mxrw6//qBXe2C7b8scgKHIDNa8QnPjee/eAgbBpwBsK48qIZ8eX+nE4n3ywiIqLu0LIo3c7SpXzGGWfggQceQFNTNKGhJWvXrkUoFMLMmTPjZUOHDkW/fv2wevXqlI8LBAKoq6tL2qhzZbqBiG5G0B9BkzGMffsjqDoMZGcCslrf52V+SE6ztBHKutDry/0qyUV356BgUDEsZh0rdkZbHM3Q1HyLBcVDMGzYMDWcgYiIiLpBy+KNN96IsWPHIjs7Gx9++CFuv/121RX98MMPt1i/oqICFosFmZmZSeX5+fnqvlR++9vf4le/+lWHHz8dv4ljgRdfMyE3CwiYwjh4QENVlqwFHb2/pJcV7+8MqbGLER0YU2iDvUlTGdHZeVbVDX3Yp6u6FoMG3eTA/y5fh8nFJ2+5PyIiou6iU1sWb7vttqOSVppvmzdvVnVvueUWnHPOORg1ahSuu+46PPTQQ3jsscdUS2BHkiBUurBjW1lZWYc+P7Vffi4w8xsaSvc50GQKo+aQjurDQG42sHMTEN5uRabViPF9baoLWoJA25Hpc1wWEwqzQ7hrVjau/4YTI/M1DOttYqBIRESUDi2LP/3pT7FgwYJW6wwcOLDF8rPOOkt1Q+/evRtDhgw56n4Z2xgMBlFTU5PUuijZ0K2Ne5R59zj3XtczaiiwbgOwY6cVjaEIqg7psOoa3npd3jTAm61hcn8PJhfbk+ZadBhNMJiAKl8d9nrLkeWwoz4YwM7DFgzMyujsl0VERNTldWqw2KtXL7Udj/Xr18NgMCAvL6/F+8eNGwez2Yx3331XTZkjtmzZgtLSUkyaNOmEjps6x7lTdJRWhGA55MDeSiBLLb6iA8YwgrqOxoNfN5THlvyTbmcZ2LizpjZ6R0RDMNSIiy+YiyybFf/85z9ht0cDTCIiIkrTMYuSkPLRRx9h+vTpKiNabsu0OJdffjmysqID1/bt24dzzz0XixYtwplnnomMjAxcddVVqvtaxjl6PB411Y4EisyETk8OuwHZ+X6E6m3IytPgi0QQ1I2AIQy/riNsCScFi/5ABLoOmAwG1AeCqlyLGBDRwli7coW6zeX+iIiIukGwKN3CS5Yswd13363GKA4YMEAFixIIxkjms7QcNjZGs17FI488olofpWVRHjd79mw8+eSTnfQq6ETZrBrMRiBsjaBPYQRbvtDxpd4ID5pQgyZURCQgjCatmE2ampw7ENRht1kxIsOFXKsVn21oRK/eGXjhhRdUPQ45ICIi6gbBomRBy9yIx1rhRVbnSGSz2fDEE0+ojdKf1WqAQd5iewSVlTo0rwkVaIDdEkajHsGEAcnrPDts0Yxoj9UKj92OgRluVDiMKOplwdTLLuu010FERJRO0iJYJBImWcbPCGj2CA7sNUD3AT/6pgOlu33QwzqmDksee+iwG+FtjMBhMqIxHMYXh2ux9bAfelYI/WDhSSUiImoDBouUViwWA2ALQ99vhqcggm+f6cRrdSHUBFS2SxK304B6bxgOtxFrq2uw/nAd+nkzsb7sAPbsXo/BHpdqtTYajZ3yWoiIiNIBg0VKK1arBs3WBItRw6Rx0ctXElkctqOnDHW5jDhYHUJurgX/qaxWk3YbIwaEmny47Dwu90dERNTtlvsjkqAwYAyjT44JgwYbEYnoCIZ0uOyGFlsWG7wRjMrKwHf79VaZ0caIhrAJKOzbF/379+dyf0RERMfAYJHSilOCxXAEc34A2B1Q2c7SAe22Hd2V7HIa0eANq8QnCRivHtgPHpMJPxl1OvaVlqoJ3R0OLvlHRETUGgaLlFY8DiNCIR02ezTzPRiMQNckWDS0ONUONA3+QLTu6U438lxWjM5OXi+ciIiIUmOwSGnF5TBAiwD+pmgAKC2LTZoOtyS+NCNri6skl4boZN21dWG4nUxmISIiag8Gi5RW7FYD7AYN9UeynyVYDKlu6JYvZemKrvdG6x481IReOSb4/X7MmzdPbbJPREREqTEbmtKKdC1bjwSLeS4gEIggENHhtrYcLEaTXKIti5v3e1Gb68XBAwb84x//UGXh8NdLBBIREdHRGCxS2q3iYgZQ7/+6ZdEXjqQMFqVlcc++AD6sqMLOQz6sMZfjtcMh3PbwwxjocsFi4eTcRERErWGwSGnFZjHApAN1/miLoD8YQaNqWWx5LKLbZUBDQwSl+71oMIcQNugwGUwY+O15uGbggFN89EREROmHYxYprZhMgMGgoa4xGix6fRGEdMBhkSm3j+ZyGNHojyA/6ESNxa8m5pY2yVEZnlN85EREROmJLYuUViTD2WLRUOeLdkMfrgvDbNVg0FoOFk0mTSXFBGs1ZGQaMC2nF6ZkZ8FVUYEvKypQUlICg4H/MxEREaXCYJHSjtViUMGizx/dbI7Wgz2Xy4CKqhB0Rxg3n14Cf2MjXCNGqPsaGhrgdDpP0ZETERGlHwaLlJYZ0RX+MA7VNMHiMMAtgxhbIXMrljf6MTjDDeORFsjc3NxTdLRERETpjcEipR2n3YBAnY7qw00wWjW4za23LBb1tuCT4EEMd7ujj3c6cfDgwVN0tEREROmNg7Uo7bjsBrXMnwSLYQtSZkLHbIvUYGXoABqbmk7ZMRIREXUXDBYp7WQ4jNCbgPKqEAKy1F+KORbFR9XV+D+bt6A6GMSj27er20RERNR2DBYp7ch0OIPdZlT6wliz1w9PiqX+xBe1tWq6HCG1vqitU0v8XXbZZWrjcn9EREStY7BIacdq0WDWNEwZ4sCs0504LTf1KiyjMjIg6S+J8yvKEn+LFy9WG5f7IyIiah0TXCgtl/wT+TlmnNXX2mrds3Jy8IuSoapFUQJFuR0KhfDII4+o+7ncHxERUesYLFLasR1ZrSUnq22XrwSIssWYzWbcdNNNJ+34iIiIuhN2Q1PakRVcRpXY4XLy8iUiIjrZ2LJIabnk3+ABtuN+fCQSQWlpqdrv168fl/sjIiJqBYNF6nF8Ph8GDBig9rncHxERUesYLFKP5HA4OvsQiIiI0gKDRepxZLk/r9fb2YdBRESUFpghQEREREQpMVgkIiIiopQYLFKPEwgEcM0116hN9omIiCg1Tdd1WQ2NUqirq0NGRgZqa2vh8Xh4nroBGa/ocrnUPrOhew5+lomIjg8TXKjHkRVcfvOb38T3iYiIKDW2LB4DWyOIugd+lomIjg/HLBIRERFRSuyGph5HhulWVVWp/dzcXLV8IBEREbWMwSL1OI2NjcjLy1P7THAhIiJqHYPFY4gli8t4J+oeEldvkfc1HA536vHQqRH7DHMCCCKi9mGweAz19fXqZ9++fdt5aikdFBYWdvYhUCd8pmU6LCIiahtmQx9DJBJBeXk53G43x7YltNBI8FxWVsa5JxPwvHTtcyItihIoyj8IBgNz+4iI2ooti8cgXypFRUVtPqE9iXz5d3YA0BXxvHTdc8IWRSKi9uO/10RERESUEoNFIiIiIkqJwSK1m9VqxV133aV+Es8LrxUiou6NCS5ERERElBJbFomIiIgoJQaLRERERJQSg0UiIiIiSonBIhERERGlxGCRWvTEE0+guLgYNpsNZ511Fj7++ONWz9TLL7+MoUOHqvojR47EG2+80aPPyTPPPIOzzz4bWVlZaps5c+Yxz2FPuVZilixZolZFmjdv3kk/RiIiOn4MFukoL730Em655RY1Pc66deswevRozJ49GwcOHGjxbH344Ye49NJLcdVVV+Gzzz5TX/6ybdy4sceek/fff1+dk+XLl2P16tVqybtZs2Zh37596E7ae15idu/ejZ/97GcqoCYioq6NU+fQUaR1aMKECXj88cfj62NLsLNw4ULcdtttR9X//ve/D6/Xi6VLl8bLJk6ciDFjxuDpp5/ukeekuXA4rFoY5fFXXHEFuovjOS9yLqZOnYof/ehHWLFiBWpqavDaa6+d4iMnIqK2YssiJQkGg1i7dq3qNo1fJAaDui0tZC2R8sT6QlqXUtXvCeekucbGRoRCIWRnZ6O7ON7zcs899yAvL0+1RBMRUddn6uwDoK6lqqpKtfzk5+cnlcvtzZs3t/iYioqKFutLeU89J83deuutKCwsPCqo7mnnZeXKlXj22Wexfv36U3SURER0ohgsEp1k9913n0rmkHGMkgTSU9XX12P+/Pkq+Sc3N7ezD4eIiNqIwSIlkS9xo9GIysrKpHK5XVBQ0OLZkvL21O8J5yTmwQcfVMHiO++8g1GjRqE7ae952bFjh0psmTt3brxMxjgKk8mELVu2YNCgQafgyImIqD04ZpGSWCwWjBs3Du+++27SF7rcnjRpUotnS8oT64u33347Zf2ecE7E/fffj1//+td48803MX78eHQ37T0vMrXShg0bVBd0bLvgggswffp0tS+JMURE1AXpRM0sWbJEt1qt+vPPP69/9dVX+o9//GM9MzNTr6ioUPfPnz9fv+222+L1V61apZtMJv3BBx/UN23apN9111262WzWN2zY0GPPyX333adbLBb9lVde0ffv3x/f6uvr9e6kveeluR/+8If6t7/97VN4xERE1F7shqYWp8I5ePAgfvnLX6okFZkCR1rHYokMpaWlKus1ZvLkyVi8eDHuvPNO3HHHHRg8eLCaCmXEiBE99pw89dRTKlv4oosuSnoemY/w7rvvRk89L0RElH44zyIRERERpcR/+YmIiIgoJQaLRERERJQSg0UiIiIiSonBIhERERGlxGCRiIiIiFJisEhEREREKTFYJCIiIqKUGCwSERERUUoMFiltLViwAPPmzeu03z9//nzce++9bap7ySWX4KGHHjrpx0RERNTRuIILdUmaprV6vyybd/PNN8va5sjMzMSp9vnnn2PGjBnYs2cPXC7XMetv3LgRU6dOxa5du5CRkXFKjpGIiKgjMFikLknWGY556aWX1NrDW7ZsiZdJgNaWIO1kufrqq2EymfD000+3+TETJkxQraHXX3/9ST02IiKijsRuaOqSCgoK4pu0xElLY2KZBIrNu6HPOeccLFy4EDfddBOysrKQn5+PZ555Bl6vF1deeSXcbjdOO+00/Pvf/z6q1W/OnDnqOeUx0r1cVVWV8tjC4TBeeeUVzJ07N6n8ySefxODBg2Gz2dTzXHTRRUn3S/0lS5Z02DkiIiI6FRgsUrfy5z//Gbm5ufj4449V4PiTn/wE3/ve9zB58mSsW7cOs2bNUsFgY2Ojql9TU6O6k8844wx8+umnePPNN1FZWYmLL7445e/44osvUFtbi/Hjx8fL5LE33ngj7rnnHtUCKs8j3c6JzjzzTHVcgUDgJJ4BIiKijsVgkbqV0aNH484771QtfLfffrtq5ZPg8ZprrlFl0p1dXV2tAj7x+OOPq0BRElWGDh2q9v/0pz9h+fLl2Lp1a4u/Q8YpGo1G5OXlxctKS0vhdDrxrW99C/3791fPI8FjosLCQgSDwaQudiIioq6OwSJ1K6NGjYrvS0CXk5ODkSNHxsuke1gcOHAgnqgigWFsDKRsEjSKHTt2tPg7fD4frFZrUhLOeeedp4LEgQMHqpbLF198Md56GWO329XP5uVERERdGYNF6lbMZnPSbQnoEstiAV4kElE/Gxoa1FjC9evXJ23btm07qhs5RloqJeCTVsIYGQ8p3dx//etf0bt3b9WCKa2c0s0dc+jQIfWzV69eHfyqiYiITh4Gi9SjjR07Fl9++SWKi4tV8kviJt3KLRkzZoz6+dVXXyWVS3b0zJkzcf/996tu7t27d+O9995LSqQpKipSwSYREVG6YLBIPZpMYyMtfpdeeik++eQT1fW8bNkylT0tWc8tkZZBCTJXrlwZL1u6dCl+//vfq1ZJGdO4aNEi1Xo5ZMiQeJ0VK1aoBBsiIqJ0wmCRejRJOlm1apUKDCWQk/GNMvWOTPRtMBhanWdRxiXGSP2///3vKrO6pKREzb8oXdLDhw9X9/v9frz22msq0YaIiCidcFJuouMgSS7SaigThk+aNOmY9Z966im8+uqreOutt3i+iYgorbBlkeg4SGazdDW3Nnl3Ikmyeeyxx3iuiYgo7bBlkYiIiIhSYssiEREREaXEYJGIiIiIUmKwSEREREQpMVgkIiIiopQYLBIRERFRSgwWiYiIiCglBotERERElBKDRSIiIiJKicEiERERESGV/w/u1pukUIIYJwAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cluster(lv_idx=0, cluster_idx=0)\n", "res.plot_cluster(lv_idx=0, cluster_idx=1)" ] }, { "cell_type": "markdown", "id": "ed1d28ab-a9f1-427d-8553-49382f52ef85", "metadata": {}, "source": [ "Note also that both positive and negative saliences can be included in the same cluster. This is the default setting for clustering ERP/ERF data, since positive and negative deflections are often considered part of the same component when they occur simultaneously. This can be adjusted using the `signed` argument to `cluster()`: with `signed=True`, positive and negative saliences cannot be part of the same cluster." ] } ], "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }