From a97b40fe0bb96a6a10e0786a743c29f3ff5f3802 Mon Sep 17 00:00:00 2001 From: Mathieu Guillame-Bert Date: Thu, 25 Jul 2024 09:19:34 +0200 Subject: [PATCH] Update anomaly_detection_unsupervised.ipynb --- .../anomaly_detection_unsupervised.ipynb | 2732 ++++++++++++++++- 1 file changed, 2700 insertions(+), 32 deletions(-) diff --git a/docs/src/tutorials/anomaly_detection_unsupervised.ipynb b/docs/src/tutorials/anomaly_detection_unsupervised.ipynb index c290a4e3..f8f85f2c 100644 --- a/docs/src/tutorials/anomaly_detection_unsupervised.ipynb +++ b/docs/src/tutorials/anomaly_detection_unsupervised.ipynb @@ -14,7 +14,6 @@ "Anomaly detection in time series, time sequences and other temporal data representations is critical in a variety of domains. For instance, it is used in manufacturing to detect equipment failure and production lines, in computer systems and by financial institutions to detect fraudulent activities, and in energy management to detect outages.\n", "\n", "We will use the Server Machine Dataset (SMD) dataset, published as part of the [OmniAnomaly](https://github.com/NetManAIOps/OmniAnomaly/) paper, which is available in CSV files in that same repository.\n", - "\n", "This dataset contains aggregated resource usage metrics (e.g., CPU and RAM utilization, network traffic) from 28 computers in 3 data centers over a period of 5 weeks. The timestamps and feature names have been anonymized and normalized. Therefore, calendar feature engineering or the use of expert knowledge is not possible.\n", "\n", "The dataset will be loaded, feature engineered and converted into a tabular dataset using Temporian.\n", @@ -36,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "d844ff1b-224d-4e36-b7d1-dae8ed4df263", "metadata": {}, "outputs": [], @@ -46,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "fe822a6c-048e-4f60-b8ec-be50d724726c", "metadata": {}, "outputs": [], @@ -77,10 +76,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "4e591261-9c5a-4b75-acc7-1dbe850f56d9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "28 machines\n" + ] + } + ], "source": [ "machines_per_group = [8, 9, 11] # Full dataset\n", "# machines_per_group = [3, 3, 3] # Subset of data\n", @@ -91,10 +98,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "c9edfc8c-d82b-46b2-a20e-6281383279b4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Download data of machine-1-1\n", + "Download data of machine-1-2\n", + "Download data of machine-1-3\n", + "Download data of machine-1-4\n", + "Download data of machine-1-5\n", + "Download data of machine-1-6\n", + "Download data of machine-1-7\n", + "Download data of machine-1-8\n", + "Download data of machine-2-1\n", + "Download data of machine-2-2\n", + "Download data of machine-2-3\n", + "Download data of machine-2-4\n", + "Download data of machine-2-5\n", + "Download data of machine-2-6\n", + "Download data of machine-2-7\n", + "Download data of machine-2-8\n", + "Download data of machine-2-9\n", + "Download data of machine-3-1\n", + "Download data of machine-3-2\n", + "Download data of machine-3-3\n", + "Download data of machine-3-4\n", + "Download data of machine-3-5\n", + "Download data of machine-3-6\n", + "Download data of machine-3-7\n", + "Download data of machine-3-8\n", + "Download data of machine-3-9\n", + "Download data of machine-3-10\n", + "Download data of machine-3-11\n" + ] + } + ], "source": [ "data_dir = Path(\"tmp/temporian_server_machine_dataset\")\n", "dataset_url = \"https://raw.githubusercontent.com/NetManAIOps/OmniAnomaly/master/ServerMachineDataset\"\n", @@ -125,16 +167,196 @@ "## Load data\n", "\n", "We use Pandas to load the data into a `DataFrame`.\n", - "Often, data requires cleaning before it can be used, and Pandas si great in this task.\n", - "However, in this dataset, the data is already cleansed, se we don't need to do any manipulation with Pandas." + "Often, data requires cleaning before it can be used, and Pandas is great for this task.\n", + "However, in this dataset, the data is already cleaned, so we don't need to do any manipulation with Pandas." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "fddbbdc9-5576-4fb8-9ed5-c319374d6ef6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Load data of machine-1-1...found 28479 events\n", + "Load data of machine-1-2...found 23694 events\n", + "Load data of machine-1-3...found 23703 events\n", + "Load data of machine-1-4...found 23707 events\n", + "Load data of machine-1-5...found 23706 events\n", + "Load data of machine-1-6...found 23689 events\n", + "Load data of machine-1-7...found 23697 events\n", + "Load data of machine-1-8...found 23699 events\n", + "Load data of machine-2-1...found 23694 events\n", + "Load data of machine-2-2...found 23700 events\n", + "Load data of machine-2-3...found 23689 events\n", + "Load data of machine-2-4...found 23689 events\n", + "Load data of machine-2-5...found 23689 events\n", + "Load data of machine-2-6...found 28743 events\n", + "Load data of machine-2-7...found 23696 events\n", + "Load data of machine-2-8...found 23703 events\n", + "Load data of machine-2-9...found 28722 events\n", + "Load data of machine-3-1...found 28700 events\n", + "Load data of machine-3-2...found 23703 events\n", + "Load data of machine-3-3...found 23703 events\n", + "Load data of machine-3-4...found 23687 events\n", + "Load data of machine-3-5...found 23691 events\n", + "Load data of machine-3-6...found 28726 events\n", + "Load data of machine-3-7...found 28705 events\n", + "Load data of machine-3-8...found 28704 events\n", + "Load data of machine-3-9...found 28713 events\n", + "Load data of machine-3-10...found 23693 events\n", + "Load data of machine-3-11...found 28696 events\n" + ] + }, + { + "data": { + "text/html": [ + "
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Temporian will help data visualization and feature computation.\n", - "\n", - "**Note:** Our anomaly detection model can operate directly on raw time series data, and that's how we'll begin. However, preprocessing and augmenting the temporal data (for example, calculating moving statistics or calendar events) before applying the anomaly detection model can significantly boost its performance. For example of feature engineering, check the [Feature engineering section](https://temporian.readthedocs.io/en/latest/tutorials/m5_competition/#feature-engineering) in the M5 Competition tutorial.\n" + "Next, we convert the dataset into a Temporian `EventSet`. Temporian will help data visualization and feature computation.\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "f4c08eb1-4eab-4a15-b27e-084170f42e48", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n", + "WARNING:root:Feature \"machine\" is an array of numpy.object_ and will be casted to numpy.string_ (Note: numpy.string_ is equivalent to numpy.bytes_).\n" + ] + }, + { + "data": { + "text/html": [ + "
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(showing 4 of 28 indexes)\n", + "memory usage: 116.3 MB" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_dataset = tp.combine(*[tp.from_pandas(x) for x in raw_dataset_df])\n", "\n", @@ -205,10 +2647,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "dff473e7-e477-4c92-bf27-6692f9df3059", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The number of plots (39) is larger than \"options.max_num_plots=3\". Only the first plots will be printed.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the first 3 features\n", "raw_dataset.plot(indexes=\"machine-1-1\", max_num_plots=3)\n", @@ -228,6 +2698,90 @@ "- Some features seem empty, and we could evaluate dropping them if needed." ] }, + { + "cell_type": "markdown", + "id": "d3ae5768-bf61-4629-9671-b0b171b8ad21", + "metadata": {}, + "source": [ + "## Feature augmentation\n", + "\n", + "Our anomaly detection model can operate directly on raw time series data (i.e., the time series values).\n", + "However, augmenting the temporal data (for example, calculating moving statistics or calendar events) before applying the anomaly detection model can significantly boost its performance.\n", + "Check the [Feature engineering section](https://temporian.readthedocs.io/en/latest/tutorials/m5_competition/#feature-engineering) in the M5 Competition tutorial for detailed example feature augmentation.\n", + "\n", + "For simplicity, this notebook will compute a moving average and moving standard deviation using two distinct time windows. These new signals, along with the raw time series data, will be fed into the anomaly detection model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2ae73c0a-2fe6-495a-8618-a6a93d68125b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Raw features: ['f0', 'f1', 'f2', 'f3', 'f4', 'f5', 'f6', 'f7', 'f8', 'f9', 'f10', 'f11', 'f12', 'f13', 'f14', 'f15', 'f16', 'f17', 'f18', 'f19', 'f20', 'f21', 'f22', 'f23', 'f24', 'f25', 'f26', 'f27', 'f28', 'f29', 'f30', 'f31', 'f32', 'f33', 'f34', 'f35', 'f36', 'f37']\n", + "Augmented features: ['sma_50_f0', 'sma_50_f1', 'sma_50_f2', 'sma_50_f3', 'sma_50_f4', 'sma_50_f5', 'sma_50_f6', 'sma_50_f7', 'sma_50_f8', 'sma_50_f9', 'sma_50_f10', 'sma_50_f11', 'sma_50_f12', 'sma_50_f13', 'sma_50_f14', 'sma_50_f15', 'sma_50_f16', 'sma_50_f17', 'sma_50_f18', 'sma_50_f19', 'sma_50_f20', 'sma_50_f21', 'sma_50_f22', 'sma_50_f23', 'sma_50_f24', 'sma_50_f25', 'sma_50_f26', 'sma_50_f27', 'sma_50_f28', 'sma_50_f29', 'sma_50_f30', 'sma_50_f31', 'sma_50_f32', 'sma_50_f33', 'sma_50_f34', 'sma_50_f35', 'sma_50_f36', 'sma_50_f37', 'sd_50_f0', 'sd_50_f1', 'sd_50_f2', 'sd_50_f3', 'sd_50_f4', 'sd_50_f5', 'sd_50_f6', 'sd_50_f7', 'sd_50_f8', 'sd_50_f9', 'sd_50_f10', 'sd_50_f11', 'sd_50_f12', 'sd_50_f13', 'sd_50_f14', 'sd_50_f15', 'sd_50_f16', 'sd_50_f17', 'sd_50_f18', 'sd_50_f19', 'sd_50_f20', 'sd_50_f21', 'sd_50_f22', 'sd_50_f23', 'sd_50_f24', 'sd_50_f25', 'sd_50_f26', 'sd_50_f27', 'sd_50_f28', 'sd_50_f29', 'sd_50_f30', 'sd_50_f31', 'sd_50_f32', 'sd_50_f33', 'sd_50_f34', 'sd_50_f35', 'sd_50_f36', 'sd_50_f37', 'sma_100_f0', 'sma_100_f1', 'sma_100_f2', 'sma_100_f3', 'sma_100_f4', 'sma_100_f5', 'sma_100_f6', 'sma_100_f7', 'sma_100_f8', 'sma_100_f9', 'sma_100_f10', 'sma_100_f11', 'sma_100_f12', 'sma_100_f13', 'sma_100_f14', 'sma_100_f15', 'sma_100_f16', 'sma_100_f17', 'sma_100_f18', 'sma_100_f19', 'sma_100_f20', 'sma_100_f21', 'sma_100_f22', 'sma_100_f23', 'sma_100_f24', 'sma_100_f25', 'sma_100_f26', 'sma_100_f27', 'sma_100_f28', 'sma_100_f29', 'sma_100_f30', 'sma_100_f31', 'sma_100_f32', 'sma_100_f33', 'sma_100_f34', 'sma_100_f35', 'sma_100_f36', 'sma_100_f37', 'sd_100_f0', 'sd_100_f1', 'sd_100_f2', 'sd_100_f3', 'sd_100_f4', 'sd_100_f5', 'sd_100_f6', 'sd_100_f7', 'sd_100_f8', 'sd_100_f9', 'sd_100_f10', 'sd_100_f11', 'sd_100_f12', 'sd_100_f13', 'sd_100_f14', 'sd_100_f15', 'sd_100_f16', 'sd_100_f17', 'sd_100_f18', 'sd_100_f19', 'sd_100_f20', 'sd_100_f21', 'sd_100_f22', 'sd_100_f23', 'sd_100_f24', 'sd_100_f25', 'sd_100_f26', 'sd_100_f27', 'sd_100_f28', 'sd_100_f29', 'sd_100_f30', 'sd_100_f31', 'sd_100_f32', 'sd_100_f33', 'sd_100_f34', 'sd_100_f35', 'sd_100_f36', 'sd_100_f37', 'f0', 'f1', 'f2', 'f3', 'f4', 'f5', 'f6', 'f7', 'f8', 'f9', 'f10', 'f11', 'f12', 'f13', 'f14', 'f15', 'f16', 'f17', 'f18', 'f19', 'f20', 'f21', 'f22', 'f23', 'f24', 'f25', 'f26', 'f27', 'f28', 'f29', 'f30', 'f31', 'f32', 'f33', 'f34', 'f35', 'f36', 'f37', 'label']\n" + ] + } + ], + "source": [ + "raw_features = raw_dataset.drop(\"label\")\n", + "print(\"Raw features:\", raw_features.schema.feature_names())\n", + "\n", + "new_features = []\n", + "for window in [50, 100]:\n", + " new_features.append(raw_features.simple_moving_average(window).prefix(f\"sma_{window}_\"))\n", + " new_features.append(raw_features.moving_standard_deviation(window).prefix(f\"sd_{window}_\"))\n", + "\n", + "augmented_dataset = tp.glue(*new_features, raw_dataset)\n", + "print(\"Augmented features:\", augmented_dataset.schema.feature_names())" + ] + }, + { + "cell_type": "markdown", + "id": "49faf397-572b-40ed-be1a-3c011c4ff7a7", + "metadata": {}, + "source": [ + "Let's plot some of the augmented features." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a632e157-04f6-4915-a1e2-dff1cda90b43", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The number of plots (8) is larger than \"options.max_num_plots=4\". Only the first plots will be printed.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tp.plot([\n", + " (augmented_dataset[[\"f0\", \"sma_50_f0\", \"sma_100_f0\"]],),\n", + " (augmented_dataset[[\"sd_50_f0\", \"sd_100_f0\"]],),\n", + "],\n", + " min_time = 1000,\n", + " max_time = 3000,\n", + " max_num_plots = 4)\n" + ] + }, { "cell_type": "markdown", "id": "4a0275b3-bc35-4ced-8156-88c187281fdb", @@ -247,18 +2801,38 @@ "\n", "Instead, we need to split the dataset based on time. We'll use the first 80% of the time series data from all machines for training, and the remaining 20% for testing.\n", "\n", - "Note: Remember that in unsupervised anomaly detection, unlike supervised learning, the training process doesn't rely on labeled data.\n", + "**Note:** Remember that in unsupervised anomaly detection, unlike supervised learning, the training process doesn't rely on labeled data.\n", "\n", + "**Warning:** When doing a time-split, the split need to be done **after** the feature augmentation.\n", "\n", "We'll be creating reusable functions for each step, since we'll do some iteration over the `feature engineering -> training -> evaluation` cycle." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "224975e6-0f5e-4ca8-8bf0-c8a2101aacfe", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train events: 560028\n", + "Test events: 148392\n" + ] + }, + { + "data": { + "image/png": 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Xrl3D+fPVp06GhoY6VZ/qjn1paSlOnDgh3z99+jSOHDmC9u3bo3PnzkhPT8cvv/yCDRs2AACefPJJvPnmm3j22Wfx+OOP49NPP8UHH3yAbdu2yXWkpaVhwoQJ6N+/PwYMGIDly5ejrKwMKSkpTq2cnnXr1k1ROYPsc01iMpncsn4mE2DSwUBkpRmTMTFf8ekp48Y+K0X+t8Kd9JQxuYcxM761QzvasZu0w4v5IWHMfJtfVVWV3Knv0KGD1s1RxZVD1fXI19cXAHD+/Hl06tTJqXVVPXnegQMH0K9fP/Tr1w9Adae8X79+yMjIAAAUFhaioKBALt+1a1ds27YNn3zyCfr27YvXXnsNa9aska9hDwBjxozB0qVLkZGRgZiYGBw5cgRZWVn1JtQTSe1t1BBRh1fWXi9XrmPtqzdqvemUZkzGxHzFp5eMlXyW6e3fiprPYr21qy69ZEzuY/yMORS/IcbPt3nUnFPv56fvKxDZU1FRoXUT3K4mF2fnPlB9xH7w4ME2nae61q1bZ/c5hw87mADkltTUVKGH3tdVWVmpdRPIzZix2Jiv+Jix+Jix+Jix2JivOkYZft/SuCoX8S6QbhCRkZFaN0FzJrhnyLwJ7hnirxYzFhvzFZ+RMtbDZ54RGSljahpDZizv0ByK3xhD5kuqGH3C9ObEjr1GTp06pXUTNCU5+Nul9Wo86qylZyw65is+3WSs9YdZE9Q02ZVXPXEH3WRMbmO4jN02K76YDJcvqcYJEpVjx14jVqtV6yZozlR9yN4t9erhd2lmLDbmKz49Zcwj8u6hp4zJPQydMXf8Rhk6X2p2ERERWL58ueLyOTk5MJlMhrlEoNsvd0f2RUVFad0EcjNmLDbmKz5mLD5mLD4hM2aHXyZkvmRj6NChiImJUdUhd2T//v1o3bq14vIDBw5EYWEhAgMDnX7t5sAj9hrJy8vTugmaktw1Zt5mtn1th6q19IxFx3zFp5eMjTjotqbNeh8xrJeMyX2Ml3HdnYZD8RtivHxJrcZGZUiSpHgSxY4dO6q6MoCXlxdCQkIMM+kgO/akGXcOmTfI/kdEpIg7JholIp1qbPI8ohYiOTkZX375JVasWAGTyQSTyYR169bBZDJhx44diI2Nhbe3N7766iucPHkSI0aMQHBwMPz9/XHPPfdg9+7dNvXVHYpvMpmwZs0aPPzww/Dz80OPHj2wdetW+fG6Q/HXrVuHtm3bYufOnejVqxf8/f2RlJSEwsJC+TmVlZV4+umn0bZtW3To0AHPPfccJkyYgJEjR7pzUwFgx14zHDokPmYsNuYrPmYsPmYsPiEz5tELmZD5kmzFihWIj4/H5MmTUVhYiMLCQoSHhwMAZs2ahVdeeQXHjx9Hnz59UFpaimHDhiE7OxuHDx9GUlIShg8fjoKCggZfY/78+Rg9ejSOHj2KYcOG4dFHH8WlS5cclr927RqWLl2Kd999F1988QUKCgowY8YM+fHFixdj48aNeOedd7Bnzx6UlJRgy5YtLtkejeE59hrJy8vDXXfdpXUzNFN7pmTXzorvnnqboqVnLDrmKz69ZGzEUbc1p0Lpvel6yZjcx3AZc1Z8VQyXrw698NG3KCq50SyvFRzgg5cfjlZcPjAwEK1atYKfnx9CQkIAAD/88AMA4MUXX8Qf/vAHuWz79u3Rt29f+f6CBQvw0UcfYevWrUhNTXX4GsnJyRg3bhwAYOHChXjjjTewb98+JCUl2S1/8+ZNZGZmonv37gCA1NRUvPjii/LjK1euRHp6Oh5++GEAwJtvvont27crXmdnsGNPmqm+3rwbrmNv4rBVIhILD9ARtSS3dnju+NQM1HS09aR///4290tLSzFv3jxs27YNhYWFqKysxPXr1xs9Yt+nTx/579atWyMgIADnz593WN7Pz0/u1ANAaGioXP7q1asoKirCgAED5MfNZjNiY2Ob5QoO7NhrhEOHxMeMxcZ8xceMxceMxSdkxuzwy4TMl2x4eNg/c7zu7PYzZszAJ598gqVLlyIyMhK+vr545JFHUFFR0WD9np6eNvdNJlODnXB75bWesLsGz7HXSEufxVOS7P+t13qboqVnLDrmKz69ZCzpfkB7fb/Niq/vtuslY3If42XMWfHVMF6+pFarVq1QVVXVaLk9e/YgOTkZDz/8MKKjoxESEoL8/Hz3N7CWwMBABAcHY//+/fKyqqoqHDp0qFlen0fsNeLo16cWxU2z4lcP8XdDxSoxY7ExX/HpKWM9fKaJSE8Zk3sYMmPOiq+YIfMlVTp37oy9e/ciPz8f/v7+Do+m9+jRA5s3b8bw4cNhMpkwZ86cZhn+Xte0adOwaNEiREZGomfPnli5ciUuX77cLJfMa9LesGrVKkRERMDHxwdxcXHYt2+fw7KDBw+WL09Q+/bQQw/JZZKTk+s97mjCAlF069ZN6yaQmzFjsTFf8TFj8TFj8QmZMX/pkwmZL9l49tlnYTab0bt3b3Ts2NHhOfPLli1Du3btMHDgQAwfPhyJiYm4++67m7m1wHPPPYdx48Zh/PjxiI+Ph7+/PxITE+Hj4+P211Z9xH7Tpk1IS0tDZmYm4uLisHz5ciQmJiIvLw+dOnWqV37z5s025zZcvHgRffv2xZ///GebcklJSXjnnXfk+97e3mqbZignTpxo0bN41h5E5sqhmjZD8TUevtrSMxZN3bcp8xWfXjI24qjbmjbrvel6yZjcx3AZc1Z8VQyXL6nWpUsX5Obm2ixLTk6uVy4iIgKffvqpzbKnnnrK5n7dofn2+iA116wHqg9Q1y6TnJxc77VHjhxpU6ZVq1ZYuXIlVq5cCQCwWq3o1asXRo8eXe+1XE11x37ZsmWYPHkyUlJSAACZmZnYtm0b1q5di1mzZtUr3759e5v777//Pvz8/Op17L29veXLGDSmvLwc5eXl8v2SkhK1q6G5Vq14FoQJ7vnRWS8/ZDNjsTFf8ekpY17pwz30lDG5hzEz5qz4ShkzXxLZmTNnsGvXLgwaNAjl5eV48803cfr0afzlL39x+2urGopfUVGBgwcPIiEh4bcKPDyQkJBQ75cUR95++22MHTu23kyGOTk56NSpE6KiojBlyhRcvHjRYR2LFi1CYGCgfAsPD1ezGrrQuXNnrZtAbsaMxcZ8xceMxceMxSdkxuzwy4TMl2x4eXlp3QRVPDw8sG7dOtxzzz2499578e2332L37t3o1auX+19bTeHi4mJUVVUhODjYZnlwcDAsFkujz9+3bx++++47TJo0yWZ5UlISNmzYgOzsbCxevBiff/45hg4d6nAGxPT0dFy9elW+nT17Vs1q6MKpU6e0boK2ag1ZceWAMpvh9xqPVGvxGQum7nAt5is+vWRsxEG3NZ/Feh8xrJeMyX2MlzFnxVfDePmSWo1drk5vwsPDsWfPHly9ehUlJSX4+uuv8cADDzTLazfr+JW3334b0dHRGDBggM3ysWPHyn9HR0ejT58+6N69O3JycvDggw/Wq8fb29vw5+Abvf2uYDKZ3DK81HSrbq0xY7ExX/HpKWMdfKQJSU8Zk3sYMmPOiq+YIfMlVfTwnd4oVB2xDwoKgtlsRlFRkc3yoqKiRs+PLysrw/vvv4+JEyc2+jrdunVDUFAQTpw4oaZ5hqJ0PgEyLmYsNuYrPmYsPmYsPiEzZkdHJmS+ZMPT01PrJhiGqo69l5cXYmNjkZ2dLS+zWq3Izs5GfHx8g8/98MMPUV5ejr/+9a+Nvs7PP/+MixcvIjQ0VE3zDOXMmTOKyok62sp2VnwX1qufkfiKMyZjqPt+Yr7i00vGRvx34Lc267vxesmY3MdwGXNWfFUMly+pZrSh+FpSfR37tLQ0rF69GuvXr8fx48cxZcoUlJWVybPkjx8/Hunp6fWe9/bbb2PkyJHo0KGDzfLS0lLMnDkT33zzDfLz85GdnY0RI0YgMjISiYmJTVwt/fP19dW6CZpz36z4+pg/mhmLjfmKT08Z6+EzTUR6ypjcw5gZc1Z8pYyZL6nBofjKqT7HfsyYMbhw4QIyMjJgsVgQExODrKwseUK9goICeHjY/l6Ql5eHr776Crt27apXn9lsxtGjR7F+/XpcuXIFYWFhGDJkCBYsWCD0eTNBQUFaN0FTLeHH5paesSoGfD/oPV8DblLdcZSxveveupPENN1G7/sxOc94GSuYPI9kxsuX1OIlDZVr0pZKTU1Famqq3cdycnLqLYuKinL4RcjX1xc7d+5sSjMM7ezZswgMDNS6Gbrg2lnxa/2t8b+FzFgsdd9PRsi3uTugojFCxnqn97cgMxYfMxYb8xXfzZs32blXSPVQfHINf39/rZugOZPJPcNL3TXEXy1mrIIO8lJL7/kacJPqjqOMtRgWqIfPNBHpfT8m5xkyY86Kr5gh8yVV6o4Ed4f8/HyYTCYcOXLE7a/lTuzYayQgIEDrJmiqJRxJbOkZi84I+fK8NOfoJmMDflwa5SNeNxmT2xguYyWT55HMcPmSakOGDMH06dNdVl9ycjJGjhxpsyw8PByFhYW46667XPY6WmDHXiPnzp3Tugm64cpOvu2s+Nr+Y8iMxVL3/WSEfFvCD2juZISM9U7v70BmLD5mLDbmK77m+C5jNpsREhJi+CH/7NhrhL8wAia4Zyy+u4b4q8WMxcZ8xaevjPXwqSYefWVM7mDMjDkrvlLGzJeUSk5OxpdffokVK1ZUX/XKZEJ+fj6+++47DB06FP7+/ggODsZjjz2G4uJi+Xn/+7//i+joaPj6+qJDhw5ISEhAWVkZ5s2bh/Xr1+Pjjz+W68vJyak3FD8nJwcmkwnZ2dno378//Pz8MHDgQOTl5dm076WXXkKnTp3Qpk0bTJo0CbNmzUJMTEwzbiFb7NhrxM/PT1E5rY86u4uYa2VLacZkTEbIl0PxnaOXjI34eWmUf7v0kjG5j/Ey5qz4ahgvX1JjxYoV+N3vfofJkyejsLAQhYWFaNOmDf7rv/4L/fr1w4EDB5CVlYWioiKMHj0aAFBYWIhx48bh8ccfx/Hjx5GTk4NRo0ZBkiTMmDEDo0ePRlJSklzfwIEDHb7+Cy+8gNdeew0HDhxAq1at8Pjjj8uPbdy4ES+//DIWL16MgwcPonPnznjrrbfcvk0aYuzxBgZmsVh4iQ63+O0fQK1HITNjwdR5PxkhX6MMxddrK42Qsd7p/S3IjMXHjMXGfF3g/54BSgqb57UCQoE/vq64eGBgIDw9PeHn54eQkBAA1UfJ+/Xrh4ULF8rl1q5di/DwcPz4448oLS1FZWUlRo0ahS5dugAAoqOj5bK+vr4oLy+X62vIyy+/jEGDBgEAZs2ahYceegg3btyAj48PVq5ciYkTJyIlJQUAkJGRgV27dqG0tFTx+rkaO/YaadeunaJyJoGHX1YPmXf9+tUMrdGa0ozJmJiv+PSUsQ4+0oSkp4zJPQyZMWfFV8yQ+eqNio62Fup+p//Pf/6Dzz77zO4VEU6ePIkhQ4bgwQcfRHR0NBITEzFkyBA88sgjTXqv9OnTR/47NDQUAHD+/Hl07twZeXl5mDp1qk35AQMG4NNPP1X9Oq7Cofga8fT0VFTOKMMZ1dL7URxXUJoxGZMR8tXDD1xGppeMjTLyojajNFkvGZP7GC5jzoqviuHyJaeVlpZi+PDhOHLkiM3tp59+wgMPPACz2YxPPvkEO3bsQO/evbFy5UpERUXh9OnTql+r9vur5juV1Wp12bq4Gjv2Gjl//rzWTdBczfXm3fFvlsmk/fBeZiyWuu8nI+RrlA6hXtupp4yN+hON3n+c1lPG5B7GzJiT5yllzHxJDU9PT1RVVcn37777bhw7dgwRERGIjIy0ubVu3RpAdSf83nvvxfz583H48GF4eXnho48+AgB4eXnZ1NdUUVFR2L9/v82yuvebGzv2GunQoYPWTSA3Y8ZiY77iY8biY8biY8ZiY77i69KlC/bu3Yv8/HwUFxfjqaeewqVLlzBu3Djs378fJ0+exM6dO5GSkoKqqirs3bsXCxcuxIEDB1BQUIDNmzfjwoUL6NWrFwAgIiICR48eRV5eHoqLi3Hz5s0mtWvatGl4++23sX79evz000946aWXcPToUU1HS7JjT5rQ9zEcIjFwKL4YdDqgoUEGbDKRTnBWfKLannnmGZjNZvTu3RsdO3ZERUUF9uzZg6qqKgwZMgTR0dGYPn062rZtCw8PDwQEBOCLL77AsGHDcMcdd2D27Nl47bXXMHToUADA5MmTERUVhf79+6Njx47Ys2dPk9r16KOPIj09HTNmzMDdd9+N06dPIzk5GT4+Pq5cfVU4eZ5GLl68KE/C0GLdut68O4ZqmqD98F5mLJa6bycj5Kv1PqCUXlupp4yN+iON3t+CesqY3MOQGXPyPMUMmS+p0r17d+Tm5tZbvnnzZrvle/XqhaysLIf1dezYEbt27aq3vPZ3psGDB9f7DhUTE1Nv2Zw5czBnzhz5/h/+8AdERkY6fG13a9IR+1WrViEiIgI+Pj6Ii4vDvn37HJZdt26dPEt5za3uLxmSJCEjIwOhoaHw9fVFQkICfvrpp6Y0zTA6deqkdRPIzZix2Jiv+Jix+Jix+Jix2Jiv+Fq10udx6GvXrmHZsmU4duwYfvjhB8ydOxe7d+/GhAkTNGuT6o79pk2bkJaWhrlz5+LQoUPo27cvEhMTG5y8IiAgAIWFhfLtzJkzNo+/+uqreOONN5CZmYm9e/eidevWSExMxI0bN9SvkUE09XwOURjlSKIzWnrGojNCvkY9yqsXesnYiJ+WRvmM10vG5D6Gy5iz4qtiuHxJNb3+e2IymbB9+3Y88MADiI2Nxb///W/861//QkJCgmZtUt2xX7ZsGSZPnoyUlBT07t0bmZmZ8PPzw9q1ax0+x2QyISQkRL4FBwfLj0mShOXLl2P27NkYMWIE+vTpgw0bNuDcuXPYsmWL3frKy8tRUlJiczOay5cva90EzZlQPYLDLfuryaT5l2FmLJa6p4wYIV+9/mNYj06bqaeMjfoTjd7fgnrKmNzDmBlzVnyljJkvqeGKGezdwdfXF7t378bFixdRVlaGQ4cOYdSoUZq2SVXHvqKiAgcPHrT5JcLDwwMJCQl2z32oUVpaii5duiA8PBwjRozAsWPH5MdOnz4Ni8ViU2dgYCDi4uIc1rlo0SIEBgbKt/DwcDWroQshISFaN4HcjBmLjfmKjxmLjxmLjxmLjfmKT69D8fVIVce+uLgYVVVVNkfcASA4OBgWi8Xuc6KiorB27Vp8/PHH+Mc//gGr1YqBAwfi559/BgD5eWrqTE9Px9WrV+Xb2bNn1ayGLly7dk1ROb0f7SDHlGZMxmSEfDkU3zl6ydiI/w4Ypcl6yZjcx3gZG2Xv0Qfj5astq9WqdRNUM2Kb1XLVOrr9J5D4+HjEx8fL9wcOHIhevXrh73//OxYsWNCkOr29veHt7e2qJmrCiKcPuJrJVH1zy0h8QPN/G5mxWOp2royQr1GG4rvjyhiuoKeMjfobjV6zraGnjMk9DJmxUXd4DRgyXw14eXnBw8MD586dQ8eOHeHl5WWYH/9v3LhhmO8zakmShIqKCly4cAEeHh7w8vJyqj5VHfugoCCYzWYUFRXZLC8qKlI8FMbT0xP9+vXDiRMnAPw2hKaoqMjmchVFRUWIiYlR0zxDCQsLU1TOIPsc2aE0YzIm5is+Ziw+Ziw+Ziw25quMh4cHunbtisLCQpw7d07r5qhitVrh4dGkC7kZhp+fHzp37uz0eqrq2Ht5eSE2NhbZ2dkYOXIkgOqNnZ2djdTUVEV1VFVV4dtvv8WwYcMAAF27dkVISAiys7PljnxJSQn27t2LKVOmqGmeoZSUlKB9+/aNlhP0Byph16s2pRmTMRkhX6P8Gq9XeslY70e97THKZ7xeMib3MVzGnBVfFcPlqyEvLy907twZlZWVup2Qzp5ffvkFt912m9bNcBuz2YxWrVq55Dub6qH4aWlpmDBhAvr3748BAwZg+fLlKCsrQ0pKCgBg/PjxuO2227Bo0SIAwIsvvojf/e53iIyMxJUrV7BkyRKcOXMGkyZNAlD9xXP69Ol46aWX0KNHD3Tt2hVz5sxBWFiY/OOBiEpLS7VuguZMt27u+Dereoi/tv8YMmOx1H03GSFfowxd02sz9ZSxyaDz4us12xp6ypjcw5gZ15oVX+87kcaMma92TCYTPD094enpqXVTFLt+/Tp8fHy0boYhqO7YjxkzBhcuXEBGRgYsFgtiYmKQlZUlT35XUFBgM4zg8uXLmDx5MiwWC9q1a4fY2Fh8/fXX6N27t1zm2WefRVlZGZ544glcuXIF9913H7KysoQOUelM/jzgZlxGvFoDKcd8xceMxceMxceMxcZ8xceMlWvS5HmpqakOh97n5OTY3H/99dfx+uuvN1ifyWTCiy++iBdffLEpzTGk4uJiBAYGNlpO1B9qtT6a3hyUZkzQfKLDpjBCvhyK7xy9ZGzIfwcM0ma9ZEzuY7yM6+48BtmZNGK8fEktZqyc2DMR6Nj169e1boLmTCaT24bMm2DS/MswMxZL3WHtRsiXQ/Gdo6eM+RuNe+gpY3IPQ2Ys7/Dc8RtjyHxJFWasHDv2GunSpYvWTSA3Y8ZiY77iY8biY8biY8ZiY77iY8bKsWOvEYvFonUTNKXXI3Su1NIzVsOIp2YYIV8OxXeOETLWK6Ps08xYfIbLmLPiq2K4fEk1ZqwcO/YaKS8v17oJmqvuc7hnyLweJpJlxmKp+3YyQr6GGYqvdQMcMELGvzHpMm8dNsmGsTKmpjBmxrVmxacGGTNfUoMZK8eOvUa6deumdRPIzZix2Jiv+Jix+Jix+Jix2Jiv+JixcuzYa6SgoEDrJmhK5wdxXKKlZ6yG3o/q2WOEfDkU3zl6yViPR+IbY5Qm6yVjch/jZ2yQnUkjxs+XGsOMlWPHXiOVlZVaN0FzJrhvlJkJ2v9TyIwFU+cNZYR8jdIh1Gs79ZRxY5+Vejj9yB69n2uvp4zJPQyZsaneH+SAIfMlVZixcuzYayQyMlJROX1/JWo6PX4BdTWlGZMx3+d6z9eI21RvHGXc3D9EGDFLo7RZ7/sxOc9wGXPyPFUMly+pxoyVY8deI6dOndK6CeRmzFhsRsiXQ/GdY4SMyTnMWHzMWGzMV3zMWDl27DVitVq1boLmTKZbQ+bd8Gt09bBUbX/lZsZiqTukWO/5umvfcge9ttJRxlr8YNLYa+rh9CN79P4W1Pt+TM4zZsacFV8pY+ZLajBj5dix10hUVJSickb5Yq6W3s+7dAWlGZP+v/zbo/d8DbhJdcdRxs0+FN+AYRrl3y6978fkPONlXHffMca+pBXj5UtqMWPlmtSxX7VqFSIiIuDj44O4uDjs27fPYdnVq1fj/vvvR7t27dCuXTskJCTUK5+cnAyTyWRzS0pKakrTDCMvL0/rJpCbMWNljHpAwgj5cii+c4yQMTmHGYuPGYuN+YqPGSunumO/adMmpKWlYe7cuTh06BD69u2LxMREnD9/3m75nJwcjBs3Dp999hlyc3MRHh6OIUOG4JdffrEpl5SUhMLCQvn2z3/+s2lrRAZS/SOOOw7smGDib9zkUgY5ACkz1FB8YzRTpslQ/MYe18HpR/bor0VEBiB/xvDHWSJSTnXHftmyZZg8eTJSUlLQu3dvZGZmws/PD2vXrrVbfuPGjZg6dSpiYmLQs2dPrFmzBlarFdnZ2TblvL29ERISIt/atWvXtDUyCMVD8d3cDq3o8Puny3HokDLV5wYb7w3BfMWnl4yNuH8YpcV6yZjcx3AZc1Z8VQyXL6nGjJVT1bGvqKjAwYMHkZCQ8FsFHh5ISEhAbm6uojquXbuGmzdvon379jbLc3Jy0KlTJ0RFRWHKlCm4ePGiwzrKy8tRUlJiczMaDisRHzNWxqjDxY2Qr1G3rV40lDG3rBiMsB+Tc5ix2Jiv+Jixcqo69sXFxaiqqkJwcLDN8uDgYFgsFkV1PPfccwgLC7P5cSApKQkbNmxAdnY2Fi9ejM8//xxDhw5FVVWV3ToWLVqEwMBA+RYeHq5mNUgn5Fnx3VI5f+Q2Cj0OH7bHIM20YZRta5zju79p7hY39huNXk8/Ms57kEhPOCs+EanXqjlf7JVXXsH777+PnJwc+Pj4yMvHjh0r/x0dHY0+ffqge/fuyMnJwYMPPlivnvT0dKSlpcn3S0pKDNe5Vz4rvpsbQm7DoUPKuGueBXdjvuLTS8ZG3D+M0ma9ZEzuY7yMOSu+GsbLl9RixsqpOmIfFBQEs9mMoqIim+VFRUUICQlp8LlLly7FK6+8gl27dqFPnz4Nlu3WrRuCgoJw4sQJu497e3sjICDA5mY0HFZS/Xu063+MNtX6r7aYsTJ6yKopjJAvh+I7R09D8U2NvCKjbhoj7MfkHENm7I7J8wT9kDBkvqQKM1ZOVcfey8sLsbGxNhPf1UyEFx8f7/B5r776KhYsWICsrCz079+/0df5+eefcfHiRYSGhqppnqF4eDTpSoNCcu2RHcnB382PGStjlGMRddtphHyNMgxar81sKGM9NlmP21GHTbJhhP2YnMOMb9HjB4QLMF/xMWPlVG+ptLQ0rF69GuvXr8fx48cxZcoUlJWVISUlBQAwfvx4pKeny+UXL16MOXPmYO3atYiIiIDFYoHFYkFpaSkAoLS0FDNnzsQ333yD/Px8ZGdnY8SIEYiMjERiYqKLVlN/unXrprCkmB/ERulwOEN5xi2b2+ZZcDPmKz69ZGzE/cMoM/nrJWNyH8NlzFnxVTFcvqQaM1ZOdcd+zJgxWLp0KTIyMhATE4MjR44gKytLnlCvoKAAhYWFcvm33noLFRUVeOSRRxAaGirfli5dCgAwm804evQo/vu//xt33HEHJk6ciNjYWHz55Zfw9vZ20Wrqj6PTDFoSk8nU6PDSJtQq1601ZqyMDqJqEiPkq4f9wMgayrjZh+I3Nnkeo24SI+zH5BxjZuyGyfME/ZAwZr6kBjNWrkmT56WmpiI1NdXuYzk5OTb38/PzG6zL19cXO3fubEozDK1Vq2adt1DXXHtk57e6tP6Rmxkro3VOStUdZWKEfI0yMkavrWwoYz22WY9HyfX+FjTCfkzOYca36H1nbCLmKz5mrBxPWtBI586dFZUT9HNY2PWqTWnGLZ3JBEO+IZiv+PSSsQF3D33+8mGHXjIm9zFexpwVXw3j5UtqMWPl2LHXyKlTp7RuguZEnxWfGSvj+tMxmocR8uVQfOc0lHHzz4rf2OPMuimMsB+TcwyZMWfFV8yQ+ZIqzFg5duw1IvL8AWq5a1Z8rX/jZsbK6HH4sD11W2mEfA0zFF+nzWwoYz02WZ/bUZeNkhlhPybnMONb9PkB4TTmKz5mrBw79hoJCQlRVE7Mj2Fx16s2pRm3dCaYDPl+YL7i00/GxttDjNJi/WRM7mK4jDkrviqGy5dUY8bKsWOvkTNnzmjdBM25Z1RYzaz47qhbHWaskA6yagoj5Muh+M5pKONm37KNj8WnJjDCfkzOMWbGnBVfKWPmS2owY+XYsdeIr6+v1k3QDdf+Fq2fWfGZsUIGORhR9/1khHwNMxRfp2+ChjLWZ4v1R+9vQSPsx+QcZnyL3nfGJmK+4mPGyrFjr5GgoCBF5QT9HBZ2vWpTmnGLZzLm+4H5ik8vGRtx/zBKm/WSMbmP8TLmrPhqGC9fUosZK8eOvUbOnj2rdRM0Z4LJfbPi62DEGTNWRgdRNYkR8uVQfOc0lHHzz4rf8Csy6aYxwn5MzjFkxpwVXzFD5kuqMGPl2LHXiL+/v9ZN0A+XHtqpPSu+tr9yM2NljHMswralRsjXMEPxddrMhjLWY5P1uB112CQbRtiPyTnM+BY9fkC4APMVHzNWjh17jQQEBCgqp3Xn1F1EXa/alGbc0plgnA5obcxXfHrJ2IC7h2E+4/WSMbmP4TLmrPiqGC5fUo0ZK8eOvUbOnTundRM0ZzI1Pry0CbXe+q/2Q86YsTJGHR1ohHw5FN85DWXc7EPxG3lBZt00RtiPyTnGzJiz4itlzHxJDWasHDv2GuGvT78RdVZ8ZqyM1jkpVbedRsjXKCMh9NrKhjLWY5v1eJRc729BI+zH5BxmfIved8YmYr7iY8bKNaljv2rVKkRERMDHxwdxcXHYt29fg+U//PBD9OzZEz4+PoiOjsb27dttHpckCRkZGQgNDYWvry8SEhLw008/NaVphuHn56eonKCfw8KuV21KM27pTCZ9dpIaw3zFp5eM9dhhb4xRPuP1kjG5j/Ey5qz4ahgvX1KLGSunumO/adMmpKWlYe7cuTh06BD69u2LxMREnD9/3m75r7/+GuPGjcPEiRNx+PBhjBw5EiNHjsR3330nl3n11VfxxhtvIDMzE3v37kXr1q2RmJiIGzduNH3NdM5isWjdBF0QeVZ8ZqyMHk6baAq958uh2c5rKOPmnxXfucfJPr3vx+Q8Q2bMWfEVM2S+pAozVq6V2icsW7YMkydPRkpKCgAgMzMT27Ztw9q1azFr1qx65VesWIGkpCTMnDkTALBgwQJ88sknePPNN5GZmQlJkrB8+XLMnj0bI0aMAABs2LABwcHB2LJlC8aOHVuvzvLycpSXl8v3S0pK1K6GpqqsEtoEtMXNKmujZSurJEXljMZa63BOldV16yi5qV4AqutSmnFLZ5Ukl2flDpXW6vdWTTv1nq9RtisAVFmr26i3tjrK2CpJqGzGbWtVeMDuZqWEm2Z9bMPKKunW/626y7U2ve/H5CRrJdoF+gNVN7VuiXLWqvr367W/CUfxJauxtgMAmDwAD3ODRdq1a9dMjSGtMGPlVHXsKyoqcPDgQaSnp8vLPDw8kJCQgNzcXLvPyc3NRVpams2yxMREbNmyBQBw+vRpWCwWJCQkyI8HBgYiLi4Oubm5djv2ixYtwvz589U0XVe2/ucXbD1YAG/vogbLBfi0wqrPTjRTq5qXyQT89XfeMJmA08VlmPbeYZfUGxzoAwDoGtQaf/vsJLK+c82vfAE+rVS3sby8vNGMCYgJb4sD+ZdxIP+y1k1pVN/bA+X3gd7z7RnSBocLrrhs33K32ttWLxxl3KWDH46cbb5ta/YwobV3w/9cx3Vrj+f+dbRZ2qPUqLtvw4bcM9iQe0brpjik9/2YnJN05X0kBeYD3t5aN0Wdu0ZV/79dF+DwBuD057aPd4xSX2fwXcD/pjjftubU9y9Az2ENFvH09GymxpBWmLFyqjr2xcXFqKqqQnBwsM3y4OBg/PDDD3afY7FY7JavGVZR8/+GytSVnp5u82NBSUkJwsPD1ayKph7udzt6eF7BXXfdpXVTdOGtv8a6vM4+t7dF5mOur1eN7777jhkLjPmKz0gZPxrXBY/GddG6GYZjpIypKWKNnXHHKGDMP1xT14NzXFOPzpw/fx6dOnXSuhnkRsxYOdVD8fXA29sb3kb79bWODh06aN0EcjNmLDbmKz5mLD5mLD5mLDbmKz5mrJyqyfOCgoJgNptRVGQ7bK2oqAghISF2nxMSEtJg+Zr/q6mTiIiIiIiIiKqpOmLv5eWF2NhYZGdnY+TIkQAAq9WK7OxspKam2n1OfHw8srOzMX36dHnZJ598gvj4eABA165dERISguzsbMTExACoHlq/d+9eTJkyRVG7aiZMM9IkemfOnEHr1q21bga5ETMWG/MVHzMWHzMWHzMWG/MVX0vPuKZ/Kym5jqyk0vvvvy95e3tL69atk77//nvpiSeekNq2bStZLBZJkiTpsccek2bNmiWX37Nnj9SqVStp6dKl0vHjx6W5c+dKnp6e0rfffiuXeeWVV6S2bdtKH3/8sXT06FFpxIgRUteuXaXr168ratPZs2clVE8RyhtvvPHGG2+88cYbb7zxxhtvwtzOnj3baJ9Y9Tn2Y8aMwYULF5CRkQGLxYKYmBhkZWXJk98VFBTAw+O3Ef4DBw7Ee++9h9mzZ+P5559Hjx49sGXLFpuJTJ599lmUlZXhiSeewJUrV3DfffchKysLPj4+itoUFhaGs2fPok2bNoa4dnPNZH9nz55FQECA1s0hN2DGYmO+4mPG4mPG4mPGYmO+4mPGgCRJ+PXXXxEWFtZoWZMkKTmuT65UUlKCwMBAXL16tcW+SUXHjMXGfMXHjMXHjMXHjMXGfMXHjNVRNXkeEREREREREekLO/ZEREREREREBsaOvQa8vb0xd+5ceHt7a90UchNmLDbmKz5mLD5mLD5mLDbmKz5mrA7PsSciIiIiIiIyMB6xJyIiIiIiIjIwduyJiIiIiIiIDIwdeyIiIiIiIiIDY8eeiIiIiIiIyMDYsSciIiIiIiIyMHbsiYiIiIiIiAyMHXsiIiIiIiIiA2PHnoiIiIiIiMjA2LEnIiIiIiIiMjB27ImIiIiIiIgMjB17IiIiIiIiIgNjx56IiIiIiIjIwNixJyIiIiIiIjIwduyJiIiIiIiIDIwdeyIiIhcymUzYsmWLw8dzcnJgMplw5cqVZmtTXfPmzUNMTIxmr6+GEbYnERGR1tixJyIiakYDBw5EYWEhAgMDtW5Kg+bNm4fk5GStm9Go5tqeFy9eRFJSEsLCwuDt7Y3w8HCkpqaipKSkwefdvHkTL774Irp37w4fHx/07dsXWVlZNmWSk5Mxb948N7aeiIhEx449ERFRM/Ly8kJISAhMJpPWTRFCc21PDw8PjBgxAlu3bsWPP/6IdevWYffu3XjyyScbfN7s2bPx97//HStXrsT333+PJ598Eg8//DAOHz7s1vYSEVHLwo49EREJa/DgwZg2bRqmT5+Odu3aITg4GKtXr0ZZWRlSUlLQpk0bREZGYseOHQCAqqoqTJw4EV27doWvry+ioqKwYsWKevWuXbsWd955J7y9vREaGorU1FSbx4uLi/Hwww/Dz88PPXr0wNatW+XH6g4dX7duHdq2bYudO3eiV69e8Pf3R1JSEgoLC23qXLNmDXr16gUfHx/07NkTf/vb35zePn//+98RHh4OPz8/jB49GlevXnVYVu22BMTanu3atcOUKVPQv39/dOnSBQ8++CCmTp2KL7/8ssHnvfvuu3j++ecxbNgwdOvWDVOmTMGwYcPw2muvNfg8IiIiNdixJyIioa1fvx5BQUHYt28fpk2bhilTpuDPf/4zBg4ciEOHDmHIkCF47LHHcO3aNVitVtx+++348MMP8f333yMjIwPPP/88PvjgA7m+t956C0899RSeeOIJfPvtt9i6dSsiIyNtXnP+/PkYPXo0jh49imHDhuHRRx/FpUuXHLbx2rVrWLp0Kd5991188cUXKCgowIwZM+THN27ciIyMDLz88ss4fvw4Fi5ciDlz5mD9+vVymTvvvBP+/v4Ob0OHDrV5zRMnTuCDDz7Av//9b2RlZeHw4cOYOnWqy7YlAENvz8acO3cOmzdvxqBBgxosV15eDh8fH5tlvr6++OqrrxS/FhERUaMkIiIiQQ0aNEi677775PuVlZVS69atpccee0xeVlhYKAGQcnNz7dbx1FNPSX/605/k+2FhYdILL7zg8DUBSLNnz5bvl5aWSgCkHTt2SJIkSZ999pkEQLp8+bIkSZL0zjvvSACkEydOyM9ZtWqVFBwcLN/v3r279N5779m8zoIFC6T4+Hj5fn5+vvTTTz85vP38889y2blz50pms9lm2Y4dOyQPDw+psLDQ7nq5YltKknG2pyNjx46VfH19JQDS8OHDpevXrzdYfty4cVLv3r2lH3/8UaqqqpJ27dol+fr6Sl5eXo2+FhERkVI8Yk9ERELr06eP/LfZbEaHDh0QHR0tLwsODgYAnD9/HgCwatUqxMbGomPHjvD398f/+3//DwUFBXKZc+fO4cEHH1T8mq1bt0ZAQIBcvz1+fn7o3r27fD80NFQuX1ZWhpMnT2LixIk2R+BfeuklnDx5Un5Oly5dEBkZ6fB222232bxm586dbZbFx8fDarUiLy9P0Xop2ZaAMbfn0KFD5eV33nmnTd2vv/46Dh06hI8//hgnT55EWloaAKCgoMCmvoULFwIAVqxYgR49eqBnz57w8vJCamoqUlJS4OHBr2BEROQ6rbRuABERkTt5enra3DeZTDbLaiZds1qteP/99zFjxgy89tpriI+PR5s2bbBkyRLs3bsXQPUQ6qa+ptVqVVVekiQAQGlpKQBg9erViIuLsylnNpvlv++8806cOXPG4Wvcf//9Nue/N4WabQnAsNtzzZo1uH79ut26QkJCEBISgp49e6J9+/a4//77MWfOHISFheHIkSNyufbt2wMAOnbsiC1btuDGjRu4ePEiwsLCMGvWLHTr1k3RuhMRESnBjj0REdEte/bswcCBA23ONa99VLxNmzaIiIhAdnY2fv/73zdLm4KDgxEWFoZTp07h0UcfdVhu+/btuHnzpsPH63aiCwoKcO7cOYSFhQEAvvnmG3h4eCAqKso1DYdxt2fd0Q2O1Py4UF5ejlatWtWbG6A2Hx8f3Hbbbbh58yb+9a9/YfTo0eobT0RE5AA79kRERLf06NEDGzZswM6dO9G1a1e8++672L9/P7p27SqXmTdvHp588kl06tQJQ4cOxa+//oo9e/Zg2rRpbmvX/Pnz8fTTTyMwMBBJSUkoLy/HgQMHcPnyZXkoeJcuXVTV6ePjgwkTJmDp0qUoKSnB008/jdGjRyMkJMRl7Tby9qxr+/btKCoqwj333AN/f38cO3YMM2fOxL333ouIiAiHr7V371788ssviImJwS+//IJ58+bBarXi2WefddPaERFRS8SOPRER0S3/8z//g8OHD2PMmDEwmUwYN24cpk6dajOEfcKECbhx4wZef/11zJgxA0FBQXjkkUfc2q5JkybBz88PS5YswcyZM9G6dWtER0dj+vTpTa4zMjISo0aNwrBhw3Dp0iX88Y9/dMkl9GoTaXv6+vpi9erVeOaZZ1BeXo7w8HCMGjUKs2bNavC1bty4gdmzZ+PUqVPw9/fHsGHD8O6776Jt27auXSkiImrRTFLNSWdEREREREREZDickpWIiIiIiIjIwNixJyIiIiIiIjIwduyJiIiIiIiIDIwdeyIiIiIiIiIDY8eeiIiIiIiIyMCEuNyd1WrFuXPn0KZNG5hMJq2bQ0REREREROQUSZLw66+/IiwsDB4eDR+TF6Jjf+7cOYSHh2vdDCIiIiIiIiKXOnv2LG6//fYGy6ju2H/xxRdYsmQJDh48iMLCQnz00UcYOXJkg8/JyclBWloajh07hvDwcMyePRvJyck2ZVatWoUlS5bAYrGgb9++WLlyJQYMGKCoTW3atAFQvcIBAQFqV0kTZ86cQZcuXbRuBrkRMxYb8xUfMxYfMxYfMxYb8xVfS8+4pKQE4eHhcn+3Iao79mVlZejbty8ef/xxjBo1qtHyp0+fxkMPPYQnn3wSGzduRHZ2NiZNmoTQ0FAkJiYCADZt2oS0tDRkZmYiLi4Oy5cvR2JiIvLy8tCpU6dGX6Nm+H1AQIBhOvYmk8kwbaWmYcZiY77iY8biY8biY8ZiY77iY8bVlJxubpIkSXLmBRo7Yv/cc89h27Zt+O677+RlY8eOxZUrV5CVlQUAiIuLwz333IM333wTQPU58+Hh4Zg2bRpmzZrVaDtKSkoQGBiIq1evGib4q1evIjAwUOtmkBsxY7ExX/ExY/ExY/ExY7ExX/G19IzV9HPdPit+bm4uEhISbJYlJiYiNzcXAFBRUYGDBw/alPHw8EBCQoJcpq7y8nKUlJTY3IymuLhY6ybITpwvxSNvfY0fLMbbjnqmp4ztWbfnNFLe2YdJ6/dj0vr9mPvxd40/iWR6z1fv/rmvAI+u+QZf/aTf7ciMxceMxceMxcZ8BfPla8B7Y4D3xlbfwIzVcPvkeRaLBcHBwTbLgoODUVJSguvXr+Py5cuoqqqyW+aHH36wW+eiRYswf/58t7W5OVy/fl3rJsiKS8thKbmB4l8rgBCtWyMOPWVsz4/nS/HKn/ogOMAHADBp/X6NW2Qses9X706eL8WgOzrilyvXtG6KQ8xYfMxYfMxYbMxXMJbvgD+vAzx95Y49M1bOkNexT09Px9WrV+Xb2bNntW6Sai15EoiWghmLjfmKjxmLjxmLjxmLjfmKjxkr5/aOfUhICIqKimyWFRUVISAgAL6+vggKCoLZbLZbJiTE/uFjb29veaI8I02YV5vFYtG6CTJJAkwmQEKTp1sgO/SUsT1Nn12DAP3nq3cSABNMun4fMmPxMWPxMWOxMV/R1P9SwIyVc3vHPj4+HtnZ2TbLPvnkE8THxwMAvLy8EBsba1PGarUiOztbLiOi8vJyrZtgw4TGZ1okdfSWsT1MvemMkK/eKZjgVVPMWHzMWHzMWGzMV0S2Xw6YsXKqO/alpaU4cuQIjhw5AqD6cnZHjhxBQUEBgOph8uPHj5fLP/nkkzh16hSeffZZ/PDDD/jb3/6GDz74AM8884xcJi0tDatXr8b69etx/PhxTJkyBWVlZUhJSXFy9fSrW7duWjeB3IwZi435io8Zi48Zi48Zi435io8ZK6e6Y3/gwAH069cP/fr1A1DdKe/Xrx8yMjIAAIWFhXInHwC6du2Kbdu24ZNPPkHfvn3x2muvYc2aNfI17AFgzJgxWLp0KTIyMhATE4MjR44gKyur3oR6Iqm9jbQmQaoeiq/jIbFGpKeM7WPgztB/vvpW83mj53chMxYfMxYfMxYb8xWMnc4IM1ZO9az4gwcPhtRAD3DdunV2n3P48OEG601NTUVqaqra5hhWZWWl1k2wofMRsYakt4ztYvBNZoh8dc6k87H4zFh8zFh8zFhszFdAdb4bMGPlDDkrvggiIyO1bgK5GTMWG/MVHzMWHzMWHzMWG/MVHzNWjh17jZw6dUrrJvxGqj5ypuchsUakq4zt4KkXztF7vnonQYIJ+n4fMmPxMWPxMWOxMV/R1P9SwIyVY8deI1arVesm2ND3gFhj0lvG9vBqCE1nhHz1Tucj8ZlxC8CMxceMxcZ8RWT75YAZK8eOvUaioqK0bgK5GTMWG/MVHzMWHzMWHzMWG/MVHzNWjh17jeTl5WndBJkEACY0OCkiqaenjO1h3M7Re756J0nVv8lLOj4JiBmLjxmLjxmLjfkKxs6XU2asHDv2BIBD8VsqvQ+FJrHpfVZ8IiIiamb8btBk7NhrhMNKxMeMxcZ8xceMxceMxceMxcZ8xceMlWPHXiN6GlYicVZ8t9BTxvboeQi0Eeg9XyMwmfR9SggzFh8zFh8zFhvzFQ2H4juDHXsCwKH4LRVzJy3x/UdERES2+O2gqdix1wiHlYiPGYuN+YqPGYuPGYuPGYuN+YqPGSvHjr1G9DSsRIJUPU+FjofEGpGeMrZHz0OgjUDv+eqdVH0OkK4/dpix+Jix+Jix2JivYDgrvlPYsdeIh4e+Nr2Jw15cTm8Z28NZyZvOCPnqnd7ffcxYfMxYfMxYbMxXQHW+mzJj5Zq0pVatWoWIiAj4+PggLi4O+/btc1h28ODBMJlM9W4PPfSQXCY5Obne40lJSU1pmmF069ZN6ybIan4c42RqrqWnjJXgEXx1jJav3shvNx2/8Zix+Jix+Jix2JivyKq/HzBj5VR37Ddt2oS0tDTMnTsXhw4dQt++fZGYmIjz58/bLb9582YUFhbKt++++w5msxl//vOfbcolJSXZlPvnP//ZtDUyiBMnTmjdBBs8cOt6esu4Lv12p4xB7/kagd4/d5ix+Jix+Jix2Jiv+Jixcq3UPmHZsmWYPHkyUlJSAACZmZnYtm0b1q5di1mzZtUr3759e5v777//Pvz8/Op17L29vRESEqKoDeXl5SgvL5fvl5SUqF0NzbVqpXrTk8EYIePa/Sq9d7L0xgj56l31KUD6/YmJGYuPGYuPGYuN+YrIZPN/ZqycqiP2FRUVOHjwIBISEn6rwMMDCQkJyM3NVVTH22+/jbFjx6J169Y2y3NyctCpUydERUVhypQpuHjxosM6Fi1ahMDAQPkWHh6uZjV0oXPnzlo3QVbztVrHI2INSU8ZK8H81TFavnrz2ylA+sWMxceMxceMxcZ8BWPzZbT6b2asnKqOfXFxMaqqqhAcHGyzPDg4GBaLpdHn79u3D9999x0mTZpkszwpKQkbNmxAdnY2Fi9ejM8//xxDhw5FVVWV3XrS09Nx9epV+Xb27Fk1q6ELp06d0roJNjiJmuvpLeO62JF3jt7zNQK9f+wwY/ExY/ExY7ExX/ExY+WadWzD22+/jejoaAwYMMBm+dixY+W/o6Oj0adPH3Tv3h05OTl48MEH69Xj7e0Nb29vt7fXnfTWfp1/vzYkvWVsT+2Old47WXpjhHz1Tu9vOWYsPmYsPmYsNuYrIJPtUHxmrJyqI/ZBQUEwm80oKiqyWV5UVNTo+fFlZWV4//33MXHixEZfp1u3bggKChJ6sgSl8wk0B+nWoVsewXUtPWWsBPNXx2j56k3NVTj0/L5jxuJjxuJjxmJjvqKp86VAkpixCqo69l5eXoiNjUV2dra8zGq1Ijs7G/Hx8Q0+98MPP0R5eTn++te/Nvo6P//8My5evIjQ0FA1zTOUM2fOaN0EGzxa63p6y7guXt7QOXrP1wj0/rnDjMXHjMXHjMXGfMXHjJVTfbm7tLQ0rF69GuvXr8fx48cxZcoUlJWVybPkjx8/Hunp6fWe9/bbb2PkyJHo0KGDzfLS0lLMnDkT33zzDfLz85GdnY0RI0YgMjISiYmJTVwt/fP19dW6CTb0/gXbiPSWsT2mWoOh+R5Qxwj56p1J54PxmbH4mLH4mLHYmK+Aar6Q3vo/M1ZO9Tn2Y8aMwYULF5CRkQGLxYKYmBhkZWXJE+oVFBTAw8P294K8vDx89dVX2LVrV736zGYzjh49ivXr1+PKlSsICwvDkCFDsGDBAqHPqQgKCtK6CTKpzv/JNfSUMbke83WOJAEw/XYqkB4xY/ExY/ExY7ExX8HU/U4gScxYhSZNnpeamorU1FS7j+Xk5NRbFhUV5fDLm6+vL3bu3NmUZhja2bNnERgYqHUzZHo/cmZEesu4nlsdK2oa3edrAHp/+zFj8TFj8TFjsTFfkVV/S2DGyqkeik+u4e/vr3UTbHAYtuvpLWNyLeYrPmYsPmYsPmYsNuYrGDsdEmasHDv2GgkICNC6Cb+5NZhCz0NijUhXGZPLMV/nSABMJpOuTwFixuJjxuJjxmJjvoKp1xeRmLEK7Nhr5Ny5c1o3wQYP2Lue3jKuq7pjpXUrjEvv+RqB3t9+zFh8zFh8zFhszFdgt76kMmPl2LHXiO5+fWIPz+V0lzG5FPMVHzMWHzMWHzMWG/MVjJ3+CDNWjh17jfj5+WndBFnN9cz1PCTWiPSUMbke83WOJFX/+63nM4CYsfiYsfiYsdiYr2DszIrPjJVjx14jFotF6ybY4PF619NbxnVJksTcnaD3fI1A7wOFmLH4mLH4mLHYmK/4mLFy7NhrpF27dlo3wYbev2Abkd4yJtdivuJjxuJjxuJjxmJjvoKx0yFhxsqxY68RT09PrZsgkyTb/5Nr6Cljcj3m6ywJJuh7VnxmLD5mLD5mLDbmKxg7s+IzY+XYsdfI+fPntW6CDR6wdz29ZVxXzeXGqGn0nq8R6P3tx4zFx4zFx4zFxnwFdutLAjNWjh17jXTo0EHrJthgB8/19JYxuRbzFR8zFh8zFh8zFhvzFYyd/ggzVo4de6o16kXPg2KJSCS/nQLEzx0iIiKC3VnxSblWTXnSqlWrsGTJElgsFvTt2xcrV67EgAED7JZdt24dUlJSbJZ5e3vjxo0b8n1JkjB37lysXr0aV65cwb333ou33noLPXr0aErzDOHixYsIDQ3VuhkyHq93Pb1lXJckMXdn6D1fI9D7SCFXZyxJEiorK1FVVeWyOsk5xcXFCAkJ0f17kZqOn9ViY74iq/5cZsbKqe7Yb9q0CWlpacjMzERcXByWL1+OxMRE5OXloVOnTnafExAQgLy8PPl+3X9AX331VbzxxhtYv349unbtijlz5iAxMRHff/89fHx81DbREBxtK63wO43r6S1jci3mKz5XZlxRUYHCwkJcu3bNZXWS80wmEwoKChAaGgovLy+tm0NuwM9qsTFfwdjpkDBj5VR37JctW4bJkyfLR+EzMzOxbds2rF27FrNmzbL7HJPJhJCQELuPSZKE5cuXY/bs2RgxYgQAYMOGDQgODsaWLVswduxYtU00hJs3b2rdBFnNIBeOdnEtPWVMrsd8nWOEESOuythqteL06dMwm80ICwuDl5cXjxDrgCRJuHbtGi5fvozTp0+jR48e8PDgGYqi4We12JivYOzMis+MlVPVsa+oqMDBgweRnp4uL/Pw8EBCQgJyc3MdPq+0tBRdunSB1WrF3XffjYULF+LOO+8EAJw+fRoWiwUJCQly+cDAQMTFxSE3N9dux768vBzl5eXy/ZKSEjWroQuXL1/GbbfdpnUzZCbdf8U2Hr1lXFf1rPhat8K49J6vEej9/eeqjCsqKmC1WhEeHg4/Pz8XtIxcydfXF2fOnEFFRYWwowRbMn5Wi435CuzWlwRmrJyqn6aLi4tRVVWF4OBgm+XBwcGwWCx2nxMVFYW1a9fi448/xj/+8Q9YrVYMHDgQP//8MwDIz1NT56JFixAYGCjfwsPD1ayGLjgawaAZnX/BNiLdZUwuxXzF5+qMeTRYf1q1asVcBMfParExX8HY+cWfGSvn9n/N4uPjMX78eMTExGDQoEHYvHkzOnbsiL///e9NrjM9PR1Xr16Vb2fPnnVhi5uHns6zrJmVmiPxXUtPGZPrMV/nSJBggknXpwAxY/FZrVatm0Buxv1YbMxXMHZmxWfGyqnq2AcFBcFsNqOoqMhmeVFRkeJfUzw9PdGvXz+cOHECwG+/wqip09vbGwEBATY3o9Hb6QM8YO96esu4LkmSeAqGE/SerxHofSg+MxYfO/bi434sNuYrsuovCcxYOVUdey8vL8TGxiI7O1teZrVakZ2djfj4eEV1VFVV4dtvv5UvW9C1a1eEhITY1FlSUoK9e/cqrtOIwsLCtG6CrOZcaz0fOTMiPWWsBPNXx2j56o18HXsdjxVixq4VERGB5cuXKy6fk5MDk8mEK1euuK1Nnp6ebqub9IH7sdiYr+gkZqyC6qH4aWlpWL16NdavX4/jx49jypQpKCsrk2fJHz9+vM3kei+++CJ27dqFU6dO4dChQ/jrX/+KM2fOYNKkSQCqZ8yfPn06XnrpJWzduhXffvstxo8fj7CwMIwcOdI1a6lD/PVJfMxYbMzXeTo/YM+MAQwePBjTp093SV379+/HE088obj8wIEDUVhYiMDAQJe8vj1VVVVuq5v0gfux2Jiv+JixcqovdzdmzBhcuHABGRkZsFgsiImJQVZWljz5XUFBgc1ENJcvX8bkyZNhsVjQrl07xMbG4uuvv0bv3r3lMs8++yzKysrwxBNP4MqVK7jvvvuQlZUl9Oy0paWlWjfBBodku57eMq6r7qz4eh8WrTd6z9cI9P6eY8aNkyQJVVVVaNWq8a8THTt2VFW3l5eX2ydNslqtvPSg4Lgfi435CuzWZzMzVq5Jk+elpqbizJkzKC8vx969exEXFyc/lpOTg3Xr1sn3X3/9dbmsxWLBtm3b0K9fP5v6TCYTXnzxRVgsFty4cQO7d+/GHXfc0bQ1Mgg9zeQvSbeG4ut4SKwR6SljJTgUXx2j5as3NW83Pb/vWnrGycnJ+Pzzz7FixQqYTCaYTCasW7cOJpMJO3bsQGxsLLy9vfHVV1/h5MmTGDFiBIKDg+Hv74977rkHu3fvtqmv7lB8k8mENWvW4OGHH4afnx969OiBrVu3yo/XHYq/bt06tG3bFjt37kSvXr3g7++PpKQkFBYWys+prKzE008/jbZt26JDhw547rnnMGHCBIcjADkUX3wtfT8WHfMVnCQxYxV4jReNFBcXa90EcjNmLDbm6wr6PlLa0jNesWIF4uPjMXnyZBQWFqKwsFD+gjVr1iy88sorOH78OPr06YPS0lIMGzYM2dnZOHz4MJKSkjB8+HAUFBQ0+Brz58/H6NGjcfToUQwbNgyPPvooLl265LD8tWvXsHTpUrz77rv44osvUFBQgBkzZsiPL168GBs3bsQ777yDPXv2oKSkBFu2bHFYX2VlpbqNQobT0vdj0TFf8TFj5VQPxSfXuH79utZNsMGRiK6nt4zrqXOklO8BdXSfrwHo/T3XHBm/8NG3KCq54fbXqREc4IOXH45WVDYwMBBeXl7w8/OTh8T/8MMPAKrnz/nDH/4gl23fvj369u0r31+wYAE++ugjbN26FampqQ5fIzk5GePGjQMALFy4EG+88Qb27duHpKQku+Vv3ryJzMxMdO/eHUD1CMIXX3xRfnzlypVIT0/Hww8/DAB48803sX37doevL0kSh+ILjp/VYmO+Iqv+bGbGyrFjr5EuXbpo3YRa9H89aSPSV8aNY/7qGC1fvfltVnz9ao6MlXay9aZ///4290tLSzFv3jxs27YNhYWFqKysxPXr1xs9Yt+nTx/579atWyMgIADnz593WN7Pz0/u1ANAaGioXP7q1asoKirCgAED5MfNZjNiY2MdXtbOy8sLN2/ebLCNZGz8rBYb8xWdxIxV4FB8jVgsFq2bQG7GjMXGfJ2n9+OkzNix1q1b29yfMWMGPvroIyxcuBBffvkljhw5gujoaFRUVDRYT91z3E0mU4PXlrdXXnLiV0l26sXH/VhszFd8zFg5duw1Ul5ernUTbHAkouvpLeO6JEicFd8Jes/XCPQ+BJoZVx/RVnJJuD179iA5ORkPP/wwoqOjERISgvz8fPc3sJbAwEAEBwdj//798rKqqiocOnTI4XOc+VGAjIH7sdiYr8BufUdgxspxKL5GunXrpnUTZEYYEmtEespYCX6/Vcdo+epNzVU49Py+Y8bVM9nv3bsX+fn58Pf3d3g0vUePHti8eTOGDx8Ok8mEOXPmNHjk3V2mTZuGRYsWITIyEj179sTKlStx+fJlhz8icSi++Lgfi435Ck6SmLEKPGKvkcbOOyTjY8ZiY77O0/fxemYMVA+xN5vN6N27Nzp27Ohwmyxbtgzt2rXDwIEDMXz4cCQmJuLuu+9u5tYCzz33HMaNG4fx48cjPj4e/v7+SExMhI+Pj93yjZ0qQMbH/VhszFd8zFg5HrHXCC+xIz69ZyxJgKlW10rno6J1R+/5GoHe33PMGLjjjjuQm5trsyw5ObleuYiICHz66ac2y5566imb+3WH5tsbBl9zzXoAGDx4sE2Z5OTkeq89cuRImzKtWrXCypUrsXLlSgCA1WpFr169MHr06HqvRS0D92OxMV+RVX9JYMbKsWOvkcjISK2bIJPg/AREVJ+eMibXY75Okqo79pKOTwJixsZz5swZ7Nq1C4MGDUJ5eTnefPNNnD59Gn/5y1/slvf29uZRe8FxPxYb8xWdxIxV4FB8jZw6dUrrJtjQ+YEzQ9Jbxvbo/YipnhkhX70z6fyThxkbj4eHB9atW4d77rkH9957L7799lvs3r0bvXr1sluekzKJj/ux2JivwG59SWXGyvGIvUa0mFSImpfeM+YADefoPV9yHjM2nvDwcOzZs0frZpCOcD8WG/MVHzNWjkfsNRIVFaV1E2SSxCO37qCnjMn1mK9zJAAw6fsHJmYsPm9vb62bQG7G/VhszFdwksSMVWhSx37VqlWIiIiAj48P4uLisG/fPodlV69ejfvvvx/t2rVDu3btkJCQUK98cnIyTCaTzS0pKakpTTOMvLw8rZtgg/1619NbxvYw96YzQr56p/f3HzMWH4fii4/7sdiYr8iqvyUwY+VUd+w3bdqEtLQ0zJ07F4cOHULfvn2RmJiI8+fP2y2fk5ODcePG4bPPPkNubi7Cw8MxZMgQ/PLLLzblkpKSUFhYKN/++c9/Nm2NiEgRPU9aRkREREREyqnu2C9btgyTJ09GSkoKevfujczMTPj5+WHt2rV2y2/cuBFTp05FTEwMevbsiTVr1sBqtSI7O9umnLe3N0JCQuRbu3btHLahvLwcJSUlNjej0dOwEgnSrVnxtW6JWPSUMbke83WOJFV/7ugZMxYfh+KLj/ux2Jiv6DgUXw1VHfuKigocPHgQCQkJv1Xg4YGEhIR617l15Nq1a7h58ybat29vszwnJwedOnVCVFQUpkyZgosXLzqsY9GiRQgMDJRv4eHhalZDF/Q2rETfX6+NSW8Z26P3jpWeGSFfvdP7u48Zi49D8cXH/VhszFdgJg7FV0tVx764uBhVVVUIDg62WR4cHAyLxaKojueeew5hYWE2Pw4kJSVhw4YNyM7OxuLFi/H5559j6NChqKqqsltHeno6rl69Kt/Onj2rZjWICPqetIyIiIiIiJRr1svdvfLKK3j//feRk5MDHx8fefnYsWPlv6Ojo9GnTx90794dOTk5ePDBB+vV4+3tbfjhc3oaVlIzKz7PuXYtPWVMrsd8nSPh1ueOjn9hYsbNIz8/H127dsXhw4cRExPTrK/t7e2NioqKZn1Nal7cj8XGfAXHWfFVUXXEPigoCGazGUVFRTbLi4qKEBIS0uBzly5dildeeQW7du1Cnz59GizbrVs3BAUF4cSJE2qaZyj6G1ai90GxxqO/jOtj6k1nhHz1zqTzdyAzBgYPHozp06e7rL7k5GSMHDnSZll4eDgKCwtx1113uex1lOJQfPFxPxYb8xUZh+Krpapj7+XlhdjYWJuJ72omwouPj3f4vFdffRULFixAVlYW+vfv3+jr/Pzzz7h48SJCQ0PVNM9QPDyadKVBMhC9Z6zf46TGoPd8yXnMuHmYzWaEhISgVatmHURILQT3Y7ExX/ExY+VUb6m0tDSsXr0a69evx/HjxzFlyhSUlZUhJSUFADB+/Hikp6fL5RcvXow5c+Zg7dq1iIiIgMVigcViQWlpKQCgtLQUM2fOxDfffIP8/HxkZ2djxIgRiIyMRGJiootWU3+6deumdRNkvw2J1bolYtFTxuR6zNc58ilAOv7caekZJycn4/PPP8eKFStgMplgMpmQn5+P7777DkOHDoW/vz+Cg4Px2GOPobi4WH7e//7v/yI6Ohq+vr7o0KEDEhISUFZWhnnz5mH9+vX4+OOP5fpycnKQn58Pk8mEI0eOAKieTNdkMiE7Oxv9+/eHn58fBg4cWO+ozUsvvYROnTqhTZs2mDRpEmbNmqV6KL/RT+ujxrX0/Vh0zFd0EjNWQXXHfsyYMVi6dCkyMjIQExODI0eOICsrS55Qr6CgAIWFhXL5t956CxUVFXjkkUcQGhoq35YuXQqg+pf6o0eP4r//+79xxx13YOLEiYiNjcWXX34p9D+4ejvNQN8DYo1Jbxnbw0nxm84I+eqd3t9+LT3jFStWID4+HpMnT0ZhYSEKCwvRpk0b/Nd//Rf69euHAwcOICsrC0VFRRg9ejQAoLCwEOPGjcPjjz+O48ePIycnB6NGjYIkSZgxYwZGjx6NpKQkub6BAwc6fP0XXngBr732Gg4cOIBWrVrh8ccflx/buHEjXn75ZSxevBgHDx5E586d8dZbb6leRw7FF19L349Fx3wFdutLKjNWrknj3lJTU5Gammr3sZycHJv7+fn5Ddbl6+uLnTt3NqUZhsYhh+LTe8Z6PlJqBHrPl5zXLBn/3zNASWHj5VwlIBT44+uKigYGBsLLywt+fn7yPDovvfQS+vXrh4ULF8rl1q5di/DwcPz4448oLS1FZWUlRo0ahS5dugConhS3hq+vL8rLyxudlwcAXn75ZQwaNAgAMGvWLDz00EO4ceMGfHx8sHLlSkycOFEeLZiRkYFdu3bJowGJavCzWmzMV3zMWDluKY107txZ6ybIJEnS/ZBYI9JTxuR6zNc5EgCY9D3XQ7NkrLCTrRf/+c9/8Nlnn8Hf37/eYydPnsSQIUPw4IMPIjo6GomJiRgyZAgeeeQRtGvXTvVr1Z5ot2bOnfPnz6Nz587Iy8vD1KlTbcoPGDAAn376qarX8PLyws2bN1W3jYyDn9ViY76CkyRmrAJnI9DIqVOntG6CDb3PTm1EesvYHhPH4jeZEfLVO71/7jDj+kpLSzF8+HAcOXLE5vbTTz/hgQcegNlsxieffIIdO3agd+/eWLlyJaKionD69GnVr+Xp6Sn/XfNZZbVaXbYuAHipuxaA+7HYmK/Iqj/3mbFy7NhrROT5A6ia/jPW87FS/dN/vuQsZlx9RLuqqkq+f/fdd+PYsWOIiIhAZGSkza1169YAqjvh9957L+bPn4/Dhw/Dy8sLH330kd36mioqKgr79++3WVb3vhL8cVN83I/FxnzFx4yVY8deI0rOL2xOJp0PiTUivWVMrsV8nWOEU4CYMRAREYG9e/ciPz8fxcXFeOqpp3Dp0iWMGzcO+/fvx8mTJ7Fz506kpKSgqqoKe/fuxcKFC3HgwAEUFBRg8+bNuHDhAnr16iXXd/ToUeTl5aG4uLjJw+CnTZuGt99+G+vXr8dPP/2El156CUePHlXdUa89KoDExP1YbMxXfMxYOXbsNXLmzBmtm2CDBy1cT28Z18fQnaH/fPVP7+9AZgzMmDEDZrMZvXv3RseOHVFRUYE9e/agqqoKQ4YMQXR0NKZPn462bdvCw8MDAQEB+OKLLzBs2DDccccdmD17Nl577TUMHToUADB58mRERUWhf//+6NixI/bs2dOkdj366KNIT0/HjBkzcPfdd+P06dNITk6Gj4+Pqno4FF983I/FxnwFdqtzwoyV4+R5GvH19dW6CbKaI2aSng+dGZCeMrbPNm/Gr47+89U3Sf6/ft94zBi44447kJubW2/55s2b7Zbv1asXsrKyHNbXsWNH7Nq1q97y2v/+DB48uN6/RzExMfWWzZkzB3PmzJHv/+EPf0BkZKTD17aHQ/HFx/1YbMxXNHW+E0gSM1aBHXuNBAUFad0EG3qfxMqI9JYxuRbzdZ7eO1XMWL+uXbuGzMxMJCYmwmw245///Cd2796NTz75RFU9rVq1QmVlpZtaSXrA/VhszFd8zFg5DsXXyNmzZ7Vugi19f782JN1lXI9t6DrvY+mO/vPVP72/55ixfplMJmzfvh0PPPAAYmNj8e9//xv/+te/kJCQoKoeXupOfNyPxcZ8RWOq9zczVo5H7DVi7xrAWqkZCqvfAbHGpKeM7eNQfGfoP1+dk08B0rYZDWHG+uXr64vdu3c7XY+HhwdPQxMc92OxMV/R1P08lpixCjxir5GAgACtm2BD5wfODElvGZNrMV/n6f1zhxmLz2w2a90EcjPux2JjvuJjxsqxY6+Rc+fOad0EG3o/19WI9JZxfRyK7wz956t/en/PuTpjHhnWn5s3bzIXwfGzWmzMVzSmen8yY+XYsdeInn59kn6bnppcSE8Z28eh+M7Qf776ZoRTgFyVcc210q9du+aS+sh1PDw85Fx4TXsx8bNabMxXNPVnxWfGyjXpHPtVq1ZhyZIlsFgs6Nu3L1auXIkBAwY4LP/hhx9izpw5yM/PR48ePbB48WIMGzZMflySJMydOxerV6/GlStXcO+99+Ktt95Cjx49mtI8Q/Dz89O6CTZ0fuDMkPSWMbkW83UFfX/yuCpjs9mMtm3b4vz583K9HCWlPUmS8Ouvv+LixYto27Yth+ULip/VYmO+4mPGyqnu2G/atAlpaWnIzMxEXFwcli9fjsTEROTl5aFTp071yn/99dcYN24cFi1ahD/+8Y947733MHLkSBw6dAh33XUXAODVV1/FG2+8gfXr16Nr166YM2cOEhMT8f3338PHx8f5tdQhi8Wiq8s38Dum6+kt4/o4FN8Z+s9X//T+nnNlxiEhIQAgd+5JH8rLyxEcHCznQ+LhZ7XYmK9o6s+Kz4yVM0kqTy6Li4vDPffcgzfffBMAYLVaER4ejmnTpmHWrFn1yo8ZMwZlZWX4v//7P3nZ7373O8TExCAzMxOSJCEsLAz/3//3/2HGjBkAgKtXryI4OBjr1q3D2LFj69VZXl6O8vJy+X5JSQnCw8Nx9epVQwzX+KnoVxz88Sw6dOigdVMAALknL+JiWTna+nrivh4dtW6OMC5evKibjO1Z9dkJbHnqXvn+Y2/vxfj4CO0aZDB6z1fvMj8/iRce6oW3vzqNkTG3ad0cu9ySsWSFh1Tl2jqpyYovX0X7DvzCKKrAi/9Bd3MROrTnZ7WoLl66yHxFsmcFMHFn9d8fpwJd7sXFa5XuyThqqP6PMKC6nxsYGKion6vqiH1FRQUOHjyI9PR0eZmHhwcSEhKQm5tr9zm5ublIS0uzWZaYmIgtW7YAAE6fPg2LxWJz7dnAwEDExcUhNzfXbsd+0aJFmD9/vpqm68q1iir8WiHBVFbeeOFmEBXijz63346jP1/BJZ20SQR6ytielHsjbO4/8UA3nLtyXZvGGJDe89W7R+M6Iyq4DQb16Kjbzx1mLL6SCgDMWFiepVfg6VsCXNPzbB7kDM+KX5mvSOKn/vb3PRMBy7fMWAVVHfvi4mJUVVUhODjYZnlwcDB++OEHu8+xWCx2y1ssFvnxmmWOytSVnp5u82NBzRF7o+gb3hbmqz/jrrs6a90UG71C9T/awUi+++473WXckPs5WkMVo+WrV6Pv0e9nNzMWHzMWXedbGd+ldUPITQqYr7jC+gFh/ZixCk2aPE9r3t7e8Pb21roZTuEQXvExY7ExX/ExY/ExY/ExY7ExX/ExY+VUXe4uKCgIZrMZRUVFNsuLioocTjwTEhLSYPma/6upk4iIiIiIiIiqqTpi7+XlhdjYWGRnZ2PkyJEAqifPy87ORmpqqt3nxMfHIzs7G9OnT5eXffLJJ4iPjwcAdO3aFSEhIcjOzkZMTAyA6qH1e/fuxZQpUxS1q2b+v5KSEjWro6kzZ86gdevWWjeD3IgZi435io8Zi48Zi48Zi435iq+lZ1zTv1U0372k0vvvvy95e3tL69atk77//nvpiSeekNq2bStZLBZJkiTpsccek2bNmiWX37Nnj9SqVStp6dKl0vHjx6W5c+dKnp6e0rfffiuXeeWVV6S2bdtKH3/8sXT06FFpxIgRUteuXaXr168ratPZs2clALzxxhtvvPHGG2+88cYbb7zxJtTt7NmzjfaJVZ9jP2bMGFy4cAEZGRmwWCyIiYlBVlaWPPldQUEBPDx+G+E/cOBAvPfee5g9ezaef/559OjRA1u2bLGZBOHZZ59FWVkZnnjiCVy5cgX33XcfsrKyFF/DPiwsDGfPnkWbNm1gMshlC8LDw3H27FlDXJ6P1GPGYmO+4mPG4mPG4mPGYmO+4mPGgCRJ+PXXXxEWFtZoWdXXsSfnqbkeIRkTMxYb8xUfMxYfMxYfMxYb8xUfM1ZH1eR5RERERERERKQv7NgTERERERERGRg79hrw9vbG3Llz4e3trXVTyE2YsdiYr/iYsfiYsfiYsdiYr/iYsTo8x56IiIiIiIjIwHjEnoiIiIiIiMjA2LEnIiIiIiIiMjB27ImIiIiIiIgMjB17IiIiIiIiIgNjx56IiIiIiIjIwNixJyIiIiIiIjIwduyJiIiIiIiIDIwdeyIiIiIiIiIDY8eeiIiIiIiIyMDYsSciIiIiIiIyMHbsiYiIiIiIiAyMHXsiIiIiIiIiA2PHnoiIiIiIiMjA2LEnIiJyIZPJhC1btjh8PCcnByaTCVeuXGm2NtU1b948xMTEaPb6ahhhexIREWmNHXsiIqJmNHDgQBQWFiIwMFDrpjRo3rx5SE5O1roZjWqu7Xnx4kUkJSUhLCwM3t7eCA8PR2pqKkpKShp97vLlyxEVFQVfX1+Eh4fjmWeewY0bN+THk5OTMW/ePDe2noiIRNdK6wYQERG1JF5eXggJCdG6GcJoru3p4eGBESNG4KWXXkLHjh1x4sQJPPXUU7h06RLee+89h8977733MGvWLKxduxYDBw7Ejz/+iOTkZJhMJixbtszt7SYiopaBR+yJiEhYgwcPxrRp0zB9+nS0a9cOwcHBWL16NcrKypCSkoI2bdogMjISO3bsAABUVVVh4sSJ6Nq1K3x9fREVFYUVK1bUq3ft2rW488474e3tjdDQUKSmpto8XlxcjIcffhh+fn7o0aMHtm7dKj9Wd+j4unXr0LZtW+zcuRO9evWCv78/kpKSUFhYaFPnmjVr0KtXL/j4+KBnz57429/+5vT2+fvf/47w8HD4+flh9OjRuHr1qsOyarclINb2bNeuHaZMmYL+/fujS5cuePDBBzF16lR8+eWXDT7v66+/xr333ou//OUviIiIwJAhQzBu3Djs27evwecRERGpwY49EREJbf369QgKCsK+ffswbdo0TJkyBX/+858xcOBAHDp0CEOGDMFjjz2Ga9euwWq14vbbb8eHH36I77//HhkZGXj++efxwQcfyPW99dZbeOqpp/DEE0/g22+/xdatWxEZGWnzmvPnz8fo0aNx9OhRDBs2DI8++iguXbrksI3Xrl3D0qVL8e677+KLL75AQUEBZsyYIT++ceNGZGRk4OWXX8bx48excOFCzJkzB+vXr5fL3HnnnfD393d4Gzp0qM1rnjhxAh988AH+/e9/IysrC4cPH8bUqVNdti0BGHp7NubcuXPYvHkzBg0a1GC5gQMH4uDBg3JH/tSpU9i+fTuGDRum+LWIiIgaJREREQlq0KBB0n333Sffr6yslFq3bi099thj8rLCwkIJgJSbm2u3jqeeekr605/+JN8PCwuTXnjhBYevCUCaPXu2fL+0tFQCIO3YsUOSJEn67LPPJADS5cuXJUmSpHfeeUcCIJ04cUJ+zqpVq6Tg4GD5fvfu3aX33nvP5nUWLFggxcfHy/fz8/Oln376yeHt559/lsvOnTtXMpvNNst27NgheXh4SIWFhXbXyxXbUpKMsz0dGTt2rOTr6ysBkIYPHy5dv3690eesWLFC8vT0lFq1aiUBkJ588slGn0NERKQGj9gTEZHQ+vTpI/9tNpvRoUMHREdHy8uCg4MBAOfPnwcArFq1CrGxsejYsSP8/f3x//7f/0NBQYFc5ty5c3jwwQcVv2br1q0REBAg12+Pn58funfvLt8PDQ2Vy5eVleHkyZOYOHGizRH4l156CSdPnpSf06VLF0RGRjq83XbbbTav2blzZ5tl8fHxsFqtyMvLU7ReSrYlYMztOXToUHn5nXfeaVP366+/jkOHDuHjjz/GyZMnkZaWBgAoKCiwqW/hwoUAqk8VWLhwIf72t7/h0KFD2Lx5M7Zt24YFCxY0uM5ERERqcPI8IiISmqenp819k8lks8xkMgGoHjb+/vvvY8aMGXjttdcQHx+PNm3aYMmSJdi7dy8AwNfXt8mvabVaVZWXJAkAUFpaCgBYvXo14uLibMqZzWb57zvvvBNnzpxx+Br333+/zfnvTaFmWwIw7PZcs2YNrl+/breukJAQhISEoGfPnmjfvj3uv/9+zJkzB2FhYThy5Ihcrn379gCAOXPm4LHHHsOkSZMAANHR0SgrK8MTTzyBF154AR4ePMZCRETOY8eeiIjolj179mDgwIE255rXPirepk0bREREIDs7G7///e+bpU3BwcEICwvDqVOn8Oijjzost337dty8edPh43U70QUFBTh37hzCwsIAAN988w08PDwQFRXlmobDuNuz7ugGR2p+XCgvL0erVq3qzQ0AVJ/vX7fzXvMDQs2PDURERM5ix56IiOiWHj16YMOGDdi5cye6du2Kd999F/v370fXrl3lMvPmzcOTTz6JTp06YejQofj111+xZ88eTJs2zW3tmj9/Pp5++mkEBgYiKSkJ5eXlOHDgAC5fviwPBe/SpYuqOn18fDBhwgQsXboUJSUlePrppzF69GiXXjrOyNuzru3bt6OoqAj33HMP/P39cezYMcycORP33nsvIiIiHL7W8OHDsWzZMvTr1w9xcXE4ceIE5syZg+HDh9uMuCAiInIGO/ZERES3/M///A8OHz6MMWPGwGQyYdy4cZg6darNEPYJEybgxo0beP311zFjxgwEBQXhkUcecWu7Jk2aBD8/PyxZsgQzZ85E69atER0djenTpze5zsjISIwaNQrDhg3DpUuX8Mc//tEll9CrTaTt6evri9WrV+OZZ55BeXk5wsPDMWrUKMyaNavB15o9ezZMJhNmz56NX375BR07dsTw4cPx8ssvu3itiIioJTNJHAdGREREREREZFicsYWIiIiIiIjIwNixJyIiIiIiIjIwduyJiIiIiIiIDIwdeyIiIiIiIiIDY8eeiIiIiIiIyMDYsSciIiIiIiIyMCGuY2+1WnHu3Dm0adMGJpNJ6+YQEREREREROUWSJPz6668ICwuDh0fDx+SF6NifO3cO4eHhWjeDiIiIiIiIyKXOnj2L22+/vcEyqjv2X3zxBZYsWYKDBw+isLAQH330EUaOHNngc3JycpCWloZjx44hPDwcs2fPRnJysk2ZVatWYcmSJbBYLOjbty9WrlyJAQMGKGpTmzZtAFSvcEBAgNpV0sT333+P3r17a90MciNmLDbmKz5mLD5mLD5mLDbmK76WnnFJSQnCw8Pl/m5DVHfsy8rK0LdvXzz++OMYNWpUo+VPnz6Nhx56CE8++SQ2btyI7OxsTJo0CaGhoUhMTAQAbNq0CWlpacjMzERcXByWL1+OxMRE5OXloVOnTo2+Rs3w+4CAAMN07Hv16mWYtlLTMGOxMV/xMWPxMWPxMWOxMV/xMeNqSk43V92xHzp0KIYOHaq4fGZmJrp27YrXXnsNQHU4X331FV5//XW5Y79s2TJMnjwZKSkp8nO2bduGtWvXYtasWfXqLC8vR3l5uXy/pKRE7Wporri4GIGBgVo3g9yIGYuN+YqPGWtDkiSU3KiU75s9TPD3du2ZgyU3bkKSgPxfihDh5dekOnw8PeDdytzkNtRdT1fWTb8xxH4sSUB5SfX/a3j6Aq28tWtTc6msAG5ea7iMyQPwsd+xM0S+5JQGM7ZWVd9aeTVvo3TK7efY5+bmIiEhwWZZYmIipk+fDgCoqKjAwYMHkZ6eLj/u4eGBhIQE5Obm2q1z0aJFmD9/vtva3ByuX7+udRPIzZix2Jiv+JixNo6cvYI5H3+HO4Krhx3uz7+E7LTB8Grlmgv5nLxQiqn/OIQ7bwvAlStX0Pa7RjoVDvx6oxKrx/dvcju++KkYr3/yI7p1bO3yuuk3htiPLd8CW6YCIXdV35ek6s7umHe1bVdz2D4DKP+14R8xft4PpGQB/h3rPWSIfMkpDWb8xVLgxx3AEznN1h49c3vH3mKxIDg42GZZcHAwSkpKcP36dVy+fBlVVVV2y/zwww9260xPT0daWpp8v+bcAyPp0qWL1k0gN2PGYmO+4mPG2qi0SvhjnzA8Oag7AGDqxoOQIDXyLBX1V0l4sFcnPJvUE7/++qui8xbtmbR+v5PtsGJ0/3D8Ja6zy+um3xhiP7beBHqPAAbNvHXfCmz6q7Ztai7WSuCh1wC/9o7L/N8z1eXsMES+5JQGM668AVy/3HyN0TlDzorv7e0Nb291w5MkSUJlZSWqqqrc1Cp1fvnlF0RERGjdDM15enrCbBZzuKHFYmnyF0bSP+YrPmYsPmYsPmYsNuYrPmasnNs79iEhISgqKrJZVlRUhICAAPj6+sJsNsNsNtstExIS4pI2VFRUoLCwENeuNW24nTtUVFTg9OnTWjdDcyaTCbfffjv8/f21borL1Z4HgsTDfMXHjLUh2Tk4b29Zk+uvdfRfy4xduU7kmCH2Y7vvhRbyBlG8I9gvZ4h8ySnMWDm3d+zj4+Oxfft2m2WffPIJ4uPjAQBeXl6IjY1Fdna2fNk8q9WK7OxspKamOv36VqsVp0+fhtlsRlhYGLy8vBTNKuhuVVVVwh6pVkqSJFy4cAE///wzevToIdz26Natm9ZNIDdivuJjxtox2fzt+n+za74GaJ2xDr6OCE/rjBWzedO3sDdGo+vr+HHD5EtNxoyVU92xLy0txYkTJ+T7p0+fxpEjR9C+fXt07twZ6enp+OWXX7BhwwYAwJNPPok333wTzz77LB5//HF8+umn+OCDD7Bt2za5jrS0NEyYMAH9+/fHgAEDsHz5cpSVlcmz5DujoqICVqsV4eHh8PNr2sy37nD9+nX4+Pho3QzNdezYEfn5+bh586ZwHfuCggL07NlT62aQmzBf8TFj8TFj8TFjsTFf8TFj5VR37A8cOIDf//738v2aSewmTJiAdevWobCwEAUFBfLjXbt2xbZt2/DMM89gxYoVuP3227FmzRr5UncAMGbMGFy4cAEZGRmwWCyIiYlBVlZWvQn1nOHh4ZrZdMm19DB6wl0qK+1P9EJiYL7iY8bakNw8Rr129Vpm3EIGWmvOGPuxm88/0TWF6+lgexgjX3IGM1ZOdcd+8ODBDf6ju27dOrvPOXz4cIP1pqamumTovVGonfyPjCcyMlLrJpAbMV/xMWPtmGzH4ru+/luVap2xuD9t64fWGStX690g8EEP+xpZ3wa2h3HypaZixsrxMLZGOBGE+E6dOqV1E8iNmK/4mLH4mLH4mLHYmK/4mLFy7Ni3EBEREVi+fLni8jk5OTCZTLhy5Yrb2iQ6q9WqdRPIjZiv+JixNuyNCXTprPi16tIyY3efckDVDLEft+T3gpOz4hsiX3IKM1bOkNexF4GSofiDBw9GTEyMqg65I/v370fr1q0Vlx84cCAKCwsRGBjo9Gu3VFFRUVo3gdyI+YqPGWun9kz47hiUXDOyV+uMW9yIaw1onbFiLfnN4MSs+IbJl5qMGSvHI/YaccVQfEmSFE8o0bFjR1VXBfDy8kJISIjQk9u5W15entZNIDdivuJjxtqwex17F041V7suLTNuaI1a8gFcVzPGfmx3nEqzt0Ibzk2eZ4x8yRnMWDl27HUqOTkZn3/+OVasWAGTyQSTyYR169bBZDJhx44diI2Nhbe3N7766iucPHkSI0aMQHBwMPz9/XHPPfdg9+7dNvXVHYpvMpmwZs0aPPzww/Dz80OPHj2wdetW+fG6Q/HXrVuHtm3bYufOnejVqxf8/f2RlJSEwsJC+TmVlZV4+umn0bZtW3To0AHPPfccJkyYgJEjR7pzUxEREREREbVo7NhrpLGh+CtWrEB8fDwmT56MwsJCFBYWIjw8HAAwa9YsvPLKKzh+/Dj69OmD0tJSDBs2DNnZ2Th8+DCSkpIwfPhwm8sO2jN//nyMHj0aR48exbBhw/Doo4/i0qVLDstfu3YNS5cuxbvvvosvvvgCBQUFmDFjhvz44sWLsXHjRrzzzjvYs2cPSkpKsGXLFuUbRTAcOiQ25is+Zqwdk80E4a4fOVZTo9YZmxwMMeZgOdfROmPl6obekt4ETZ8V3zj5UlMxY+Va9Dn2L3z0LYpKbjTb6wUH+ODlh6MBVA/F9/X1dVg2MDAQXl5e8PPzQ0hICADghx9+AAC8+OKL+MMf/iCXbd++Pfr27SvfX7BgAT766CNs3bq1wUsIJicnY9y4cQCAhQsX4o033sC+ffuQlJRkt/zNmzeRmZmJ7t27A6i+ROGLL74oP75y5Uqkp6fj4YcfBgC8+eab2L59u+MNIri8vDzcddddWjeD3IT5io8Za8PesHt3TZ6nZcYNrROH4ruOIfZju4G3kDeBk5PnGSJfcgozVq5Fd+xrOtlG079/f5v7paWlmDdvHrZt24bCwkJUVlbi+vXrjR6x79Onj/x369atERAQgPPnzzss7+fnJ3fqASA0NFQuf/XqVRQVFWHAgAHy42azGbGxsZzNkoiIiIiIyI1adMdeS0pmxXek7uz2M2bMwCeffIKlS5ciMjISvr6+eOSRR1BRUdFgPZ6enjb3TSZTg51we+V5uR7HOHRIbMxXfMxYH9wyIPnW0F7NM3awchyK7zqaZ6xUvdBb0JuAs+JTA5ixcjzHXiNKZsX38vJCVVVVo+X27NmD5ORkPPzww4iOjkZISAjy8/Nd0ErlAgMDERwcjP3798vLqqqqcOjQoWZth55wFk+xMV/xMWON2J0V3z20zdjxWvE3c9cxxn7cgofic1Z8agQzVo5H7HUsIiICe/fuRX5+Pvz9/R0eTe/Rowc2b96M4cOHw2QyYc6cOZoMf582bRoWLVqEyMhI9OzZEytXrsTly5db7CXzPDz4u5nImK/4mLH4mLH4mLHYmK/4mLFyTdpSq1atQkREBHx8fBAXF4d9+/Y5LDt48GD5cm21bw899JBcJjk5ud7jjiZwE4WSofgzZsyA2WxG79690bFjR4fnzC9btgzt2rXDwIEDMXz4cCQmJuLuu+92dZMb9dxzz2HcuHEYP3484uPj4e/vj8TERPj4+DR7W/SgW7duWjeB3Ij5io8Za6f2D8Lu+G24pkqtM3a0ai3093C30Dpj5VrwUHwnZsU3Tr7UVMxYOdVH7Ddt2oS0tDRkZmYiLi4Oy5cvR2JiIvLy8tCpU6d65Tdv3mxzrvfFixfRt29f/PnPf7Ypl5SUhHfeeUe+78w56EbQ2Kz4AHDHHXcgNzfXZllycnK9chEREfj0009tlj311FM29+sOzbd3bnzNNeuB6h9kapdJTk6u99ojR460KdOqVSusXLkSK1euBABYrVb06tULo0ePrvdaLcGJEyc4i6fAmK/4mLE27A5KduHY9NpVaZkxh9s3D0Psxy35zeDkrPiGyJecwoyVU92xX7ZsGSZPnoyUlBQAQGZmJrZt24a1a9di1qxZ9cq3b9/e5v77778PPz+/eh17b29v+bJuZExnzpzBrl27MGjQIJSXl+PNN9/E6dOn8Ze//EXrpmmiVSue6SIy5is+Zqwdk4O/XVb/rUq1zrilnqrWnLTOmFzB8X7CfMXHjJVTNRS/oqICBw8eREJCwm8VeHggISGh3pFlR95++22MHTu23szuOTk56NSpE6KiojBlyhRcvHjRYR3l5eUoKSmxuRmNl5eX1k1wOQ8PD6xbtw733HMP7r33Xnz77bfYvXs3evXqpXXTNNG5c2etm0BuxHzFx4zFx4zFZ5iMW/KPPE6su2HypSZjxsqp6tgXFxejqqoKwcHBNsuDg4NhsVgaff6+ffvw3XffYdKkSTbLk5KSsGHDBmRnZ2Px4sX4/PPPMXToUIczwi9atAiBgYHyLTw8XM1q6EJjl6IzovDwcOzZswdXr15FSUkJvv76azzwwANaN0szp06d0roJ5EbMV3zMWBv2Rua6cqCyVKs2LTNuwYOvm5Ux9uOW/G5wblZ8Y+RLzmDGyjXr2Ia3334b0dHRGDBggM3ysWPHyn9HR0ejT58+6N69O3JycvDggw/Wqyc9PR1paWny/ZKSEsN17jn8TnyizxPR0jFf8TFj7dT+J9Id/16abg3t1TpjfhNwP60zJhdo4DOA+YqPGSun6oh9UFAQzGYzioqKbJYXFRU1en58WVkZ3n//fUycOLHR1+nWrRuCgoJw4sQJu497e3sjICDA5mY0np6eWjeB3IxzRoiN+YqPGYuPGYvPOBm35J95mr7uxsmXmooZK6eqY+/l5YXY2FhkZ2fLy6xWK7KzsxEfH9/gcz/88EOUl5fjr3/9a6Ov8/PPP+PixYsIDQ1V0zxDEXEoPtk6c+aM1k0gN2K+4mPG2pDsDM115aThtevSMuOWPBF6czLEftyS3wxOzopviHzJKcxYOdXXsU9LS8Pq1auxfv16HD9+HFOmTEFZWZk8S/748eORnp5e73lvv/02Ro4ciQ4dOtgsLy0txcyZM/HNN98gPz8f2dnZGDFiBCIjI5GYmNjE1dI/DsUXX2OXMyRjY77iY8baaa5Z8bXOmF8F3E/rjMkVHO8ozFd8zFg51efYjxkzBhcuXEBGRgYsFgtiYmKQlZUlT6hXUFAADw/b3wvy8vLw1VdfYdeuXfXqM5vNOHr0KNavX48rV64gLCwMQ4YMwYIFC4Q+p4KXbhBfUFCQ1k0gN2K+4mPG4mPG4jNMxi35Vx4n1t0w+VKTMWPlmtS7TE1NRWpqqt3HcnJy6i2LioqC5GCoja+vL3bu3NmUZhjazZs32bkX3NmzZxEYGKh1M8hNmK/4mLE27H5dcOVQ/Fp/a5mxvVMOyPWMsR+35PeCc7PiGyNfcgYzVk71UHxyjbqjGrSSn58Pk8mEI0eOaN0U4fj7+2vdBHIj5is+Zqwdm9PV3HAgs6ZKrTNuyQdpm4vWGZMLNLCjMF/xMWPl9NG7bIHMZnOjZQYPHozp06e77DWTk5MxcuRIm2Xh4eEoLCzEXXfd5bLXoWpGvFoDKcd8xceMxceMxWecjFvyrzxNX3fj5EtNxYyVY8deIzdv3tS6CQCqf2AICQnhaQFucO7cOa2bQG7EfMXHjLVhfyS+64Yq1z41UMuMW/JE6M3JEPtxS34zOLnuhsiXnMKMlWPHXiONDcVPTk7G559/jhUrVsBkMsFkMiE/Px/fffcdhg4dCn9/fwQHB+Oxxx5DcXGx/Lz//d//RXR0NHx9fdGhQwckJCSgrKwM8+bNw/r16/Hxxx/L9eXk5NQbip+TkwOTyYTs7Gz0798ffn5+GDhwIPLy8mza99JLL6FTp05o06YNJk2ahFmzZiEmJsbVm8nQ+Auj2Jiv+JixdmxH4rv+SGZN/Vpn7I51I1taZ0zuxXzFx4yVY8deI4117FesWIH4+HhMnjwZhYWFKCwsRJs2bfBf//Vf6NevHw4cOICsrCwUFRVh9OjRAIDCwkKMGzcOjz/+OI4fP46cnByMGjUKkiRhxowZGD16NJKSkuT6Bg4c6PD1X3jhBbz22ms4cOAAWrVqhccff1x+bOPGjXj55ZexePFiHDx4EJ07d8Zbb73lmg0jED8/P62bQG7EfMXHjMXHjMVnmIxb8oQLTqy7YfKlJmPGyrXs8df/9wxQUth8rxcQCvzxdQBAZWUlPD09HRYNDAyEl5cX/Pz8EBISAqD6KHm/fv2wcOFCudzatWsRHh6OH3/8EaWlpaisrMSoUaPQpUsXAEB0dLRc1tfXF+Xl5XJ9DXn55ZcxaNAgAMCsWbPw0EMP4caNG/Dx8cHKlSsxceJEpKSkAAAyMjKwa9culJaWqtwgYrNYLLxEh8CYr/iYsTbsXUXHlSOVa1elZcYtePB1szLGftyS3w3OzYpvjHzJGcxYuZbdsb/VydaCksnz6vrPf/6Dzz77zO7skCdPnsSQIUPw4IMPIjo6GomJiRgyZAgeeeQRtGvXTvVr9enTR/47NDQUAHD+/Hl07twZeXl5mDp1qk35AQMG4NNPP1X9OiJrynYn42C+4mPG2ql9/M4dBzJrZt3XOuOWfJC2uWidMblAAzsK8xUfM1aOQ/E1YmrCv+alpaUYPnw4jhw5YnP76aef8MADD8BsNuOTTz7Bjh070Lt3b6xcuRJRUVE4ffq06teqPZqgpq1Wq1V1PS1ZQyMyyPiYr/iYsfiYsfiMk3FL/pWn6etunHypqZixcuzYa6SysrLRMl5eXqiqqpLv33333Th27BgiIiIQGRlpc2vdujWA6k74vffei/nz5+Pw4cPw8vLCRx99ZLe+poqKisL+/fttltW9T9UjHEhczFd8zFgb9mfFd2H9tSrTMmN7pxyQ6xliP27J7wXF626/nCHyJacwY+XYsdeIkqH4ERER2Lt3L/Lz81FcXIynnnoKly5dwrhx47B//36cPHkSO3fuREpKCqqqqrB3714sXLgQBw4cQEFBATZv3owLFy6gV69ecn1Hjx5FXl4eiouLm3zJvWnTpuHtt9/G+vXr8dNPP+Gll17C0aNHmzQKQWQdOnTQugnkRsxXfMxYQ7X+PXHnvyzMWHzMWASOPwWYr/iYsXLs2OvYjBkzYDab0bt3b3Ts2BEVFRXYs2cPqqqqMGTIEERHR2P69Olo27YtPDw8EBAQgC+++ALDhg3DHXfcgdmzZ+O1117D0KFDAQCTJ09GVFQU+vfvj44dO2LPnj1Natejjz6K9PR0zJgxA3fffTdOnz6N5ORk+Pj4uHL1iYioJbJzYM61R7f1f3S0JR/AbZkkO+eRt5Q3gb11t1espWwPUkfie6OWlj15noaUDIm/4447kJubW2/55s2b7Zbv1asXsrKyHNbXsWNH7Nq1q97y2l+YBg8eXO8LVExMTL1lc+bMwZw5c+T7f/jDHxAZGenwtVuiixcvyhMPkniYr/iYsfiYsfiYsdiYr/iYsXJNOmK/atUqREREwMfHB3Fxcdi3b5/DsuvWrYPJZLK51T2yK0kSMjIyEBoaCl9fXyQkJOCnn35qStMMo1Ur4/6mcu3aNSxbtgzHjh3DDz/8gLlz52L37t2YMGGC1k3TlU6dOmndBHIj5is+Zqwd98+KX/1/rTN2dAobz2xzHa0zbjq+CWQN7BDGzZeUajhjEz8wa1Hdsd+0aRPS0tIwd+5cHDp0CH379kViYmKDExsEBASgsLBQvp05c8bm8VdffRVvvPEGMjMzsXfvXrRu3RqJiYm4ceOG+jUyCCNPmmMymbB9+3Y88MADiI2Nxb///W/861//QkJCgtZN05WmzmFAxsB8xceMtSHZGYLsrsnztMy4oa8BBv6KoDuG2I8lCfU78i3kTWB33e0WtLvUEPmSUxrOmEPxa1PdsV+2bBkmT56MlJQU9O7dG5mZmfDz88PatWsdPsdkMiEkJES+BQcHy49JkoTly5dj9uzZGDFiBPr06YMNGzbg3Llz2LJlS5NWyghcMTu9Vnx9fbF7925cvHgRZWVlOHToEEaNGqV1s3Tn8uXLWjeB3Ij5io8Zi48Zi48Zi435io8ZK6eqY19RUYGDBw/aHJn18PBAQkKC3XPBa5SWlqJLly4IDw/HiBEjcOzYMfmx06dPw2Kx2NQZGBiIuLg4h3WWl5ejpKTE5mY0Rh6KT8qEhIRo3QRyI+YrPmasndojK01uGJJcU6fWGTtaM44sdR2tM246vgl+43hbGDdfUqrhjDkUvzZVHfvi4mJUVVXZHHEHgODgYFgsFrvPiYqKwtq1a/Hxxx/jH//4B6xWKwYOHIiff/4ZAOTnqalz0aJFCAwMlG/h4eGNtl1vQ9+tVqvWTdAFveXiSteuXdO6CeRGzFd8zFgb9v5ZcOU/FbWr0jJje6ccyI+J+09jszPGftySZ8WHU7PiGyNfcgYzVs7tl7uLj4/H+PHjERMTg0GDBmHz5s3o2LEj/v73vze5zvT0dFy9elW+nT171mFZT09PAPp7U7BjX62iogIAYDabNW6J6xlxJAkpx3zFx4zFx4zFx4zFxnzFx4yVUzUePCgoCGazGUVFRTbLi4qKFA+F8fT0RL9+/XDixAkAvw2vKCoqsrmUQVFREWJiYuzW4e3tDW9vb0WvZzab0bZtW3lyPz8/P4ez0DanqqoqoScHVMJqteLChQvw8/MT8tSEsLAwrZtAbsR8xceMtVN7+L07Z8XXOmNH66aDrynC0DrjpuObQNbADmHcfEkpZqycqt6Ul5cXYmNjkZ2djZEjRwKo7pxlZ2cjNTVVUR1VVVX49ttvMWzYMABA165dERISguzsbLkjX1JSgr1792LKlClqmudQzY8HDc3c39wqKyuF7Myq5eHhgc6dO+vixxZXKykpQfv27bVuBrkJ8xUfM9aG3aH4LhyWXLt+LTPmrPjNwxD7MWfFV1LQ7lJD5EtOaTjjFrKfKKS6Z5mWloYJEyagf//+GDBgAJYvX46ysjKkpKQAAMaPH4/bbrsNixYtAgC8+OKL+N3vfofIyEhcuXIFS5YswZkzZzBp0iQA1TPmT58+HS+99BJ69OiBrl27Ys6cOQgLC5N/PHCWyWRCaGgoOnXqpJvLYvz444/o2rWr1s3QnJeXFzw83H5GiCZKS0u1bgK5EfMVHzMWHzMWHzMWG/MVX+MZi3dwsKlUd+zHjBmDCxcuICMjAxaLBTExMcjKypInvysoKLDpqF2+fBmTJ0+GxWJBu3btEBsbi6+//hq9e/eWyzz77LMoKyvDE088gStXruC+++5DVlYWfHx8XLCKvzGbzbo5l7tLly4uXz/SFyWTOpJxMV/xMWPt2MyK746h+Lf+r3XGjmb8F3AQm2a0zrjp+Cb4jeNtYdx8SSlmrFyTxoKnpqY6HHqfk5Njc//111/H66+/3mB9JpMJL774Il588cWmNMeQiouLERgYqHUzyI2YsdiYr/iYsTbsDqx05az4tca5a5kxh9s3D2Psx/ZmxW8pFK67gx3GGPmSMxrMmB+kNsQcA20A169f17oJ5GbMWGzMV3zMWDumBu65pP5bVTqXsfPtarF9uWbE/VgADewozFd8jWbMD1IZO/Ya6dKli9ZNIDdjxmJjvuJjxuJzLmMeKTIC7sdiY77iY8bKsWOvEYvFonUTyM2YsdiYr/iYsTYkO0MrXdmFrl2XlhnzZ4HmYYj9uCW/GSSlpyHY30iGyJec0nDGLXnnqY8de42Ul5dr3QRyM2YsNuYrPmasHfdPnlddqXMZu2AovtM1UGO4H4vA8Z7CfMXXeMb8JK3Bjr1GunXrpnUTyM2YsdiYr/iYsficy5hHioyA+7HYmK/4mLFy7NhrpKCgQOsmkJsxY7ExX/ExY23Y6y67cuLj2nVpmbG9Uw7I9YyxH7fkWfEVcrC/GCNfckaDGfNz1AY79hqprKzUugnkZsxYbMxXfMxYO7Wv7+6O7k5NH8q5jDkrvhFwPxZAAzsK8xVfoxnzg1TGjr1GIiMjtW4CuRkzFhvzFR8zFp9zGfNIkRFwPxYb8xUfM1aOHXuNnDp1SusmkJsxY7ExX/ExY23YG1kpubATXbsuLTPmzwLNwxD7sSSBE4A1xv4eY4h8ySkNZ8xP0trYsdeI1WrVugnkZsxYbMxXfMxYQ26eFb+Gcxm7omHszLkb92MRON5PmK/4Gs+Yn6M12LHXSFRUlNZNIDdjxmJjvuJjxuJzLmMeKTIC7sdiY77iY8bKsWOvkby8PK2bQG7GjMXGfMXHjLVSv8Ps0omPa9Wlacb8XaBZGGM/5qz4jXLwIWCMfMkZDWbMWfFtNKljv2rVKkRERMDHxwdxcXHYt2+fw7KrV6/G/fffj3bt2qFdu3ZISEioVz45ORkmk8nmlpSU1JSmERERkcGZbP52fYfH5JJOFGfFJ2oW3FGoIXx/yFR37Ddt2oS0tDTMnTsXhw4dQt++fZGYmIjz58/bLZ+Tk4Nx48bhs88+Q25uLsLDwzFkyBD88ssvNuWSkpJQWFgo3/75z382bY0MgsNKxMeMxcZ8xceMxceh+OLjfiw25is+Zqyc6o79smXLMHnyZKSkpKB3797IzMyEn58f1q5da7f8xo0bMXXqVMTExKBnz55Ys2YNrFYrsrOzbcp5e3sjJCREvrVr185hG8rLy1FSUmJzMxoOHRIfMxYb8xUfM9aG/VnxXVh/rb+1zNiVM/2TY4bYjzkrvgIcit9SMWPlVHXsKyoqcPDgQSQkJPxWgYcHEhISkJubq6iOa9eu4ebNm2jfvr3N8pycHHTq1AlRUVGYMmUKLl686LCORYsWITAwUL6Fh4erWQ0iIiLSsdpD5d0xytI1VbpgKL4LWkEkPu4p1BC+P2qo6tgXFxejqqoKwcHBNsuDg4NhsVgU1fHcc88hLCzM5seBpKQkbNiwAdnZ2Vi8eDE+//xzDB06FFVVVXbrSE9Px9WrV+Xb2bNn1ayGLnBYifiYsdiYr/iYsfg4FF983I/FxnzFx4yVa9ZZ8V955RW8//77+Oijj+Dj4yMvHzt2LP77v/8b0dHRGDlyJP7v//4P+/fvR05Ojt16vL29ERAQYHMzGg4rER8zFhvzFR8z1oa97rLkwpmPJZ3Mis/JnJuHMfZjzorfKM6K32JxVnzlVHXsg4KCYDabUVRUZLO8qKgIISEhDT536dKleOWVV7Br1y706dOnwbLdunVDUFAQTpw4oaZ5huLhwSsNio4Zi435io8Za8fk4G+X1X+rUucydsWs+OzMuRv3YwE0sJ8wX/E1mjE/R2Wq9gYvLy/ExsbaTHxXMxFefHy8w+e9+uqrWLBgAbKystC/f/9GX+fnn3/GxYsXERoaqqZ5htKtWzetm0BuxozFxnzFx4y1YXfyPBcelKk9aZ1zGTvXqIaezYNQrmOI/dhu4HwT2LK/PQyRLzml4YwlfmDWovpnrrS0NKxevRrr16/H8ePHMWXKFJSVlSElJQUAMH78eKSnp8vlFy9ejDlz5mDt2rWIiIiAxWKBxWJBaWkpAKC0tBQzZ87EN998g/z8fGRnZ2PEiBGIjIxEYmKii1ZTf0QejUDVmLHYmK/4mLH4mLH4jJMxjzo2hXHypaZqNGMesZe1UvuEMWPG4MKFC8jIyIDFYkFMTAyysrLkCfUKCgpshky89dZbqKiowCOPPGJTz9y5czFv3jyYzWYcPXoU69evx5UrVxAWFoYhQ4ZgwYIF8Pb2dnL19KtVK9WbngyGGYuN+YqPGWun9vc0dwxXr6nRuYzdNys+v6e6jnH3Y74JfuN4Wxg3X1Kq8Yy5r9Ro0t6QmpqK1NRUu4/VnfAuPz+/wbp8fX2xc+fOpjTD0Dp37qx1E8jNmLHYmK/4mLE23H1999qjNp3L2Mmh+A08nSNLXccY+zGH4jfKwU5hjHzJGQ1mLEngvvIbzjihkVOnTmndBHIzZiw25is+Ziw+Ziw+w2TMYRpNYph8qckaz5j7Tg127DUi8mkGVI0Zi435io8Za8fdfZya4f3OZeyKWfHVLSf1jLsf800ga2CHMG6+pFSjGfMDU8aOvUYauzwgGR8zFhvzFR8z1ob7Z8X/jXMZOzsrvuPncyi+6xhiP+as+ArY3x6GyJec0nDGnBW/NnbsNXLmzBmtm0BuxozFxnzFx4zFx4zFZ5yMedSxKYyTLzVVoxnziL2MHXuN+Pr6at0EcjNmLDbmKz5mrB1TrU6OO76z1dTpXMYcim8Ext2P+Sb4jeNtYdx8SanGM+a+UoMde40EBQVp3QRyM2YsNuYrPmasDfuDkl031FKqNWzTuYw5K74RGGM/5lD8RjnYHMbIl5zRYMb8sLTBjr1Gzp49q3UTyM2YsdiYr/iYsfiYsfgMkzGHaTSJYfKlJms0Y+47MnbsNeLv7691E8jNmLHYmK/4mLF2an9PM7lhmGVNjc5l7IKh+A7q4PdU1zHufsw3gayBTWHcfEkpZqwcO/YaCQgI0LoJ5GbMWGzMV3zMWBuSnaGV7poVX8uMOYC0eRhiP+ZwYgXsbyND5EtOaThj7ju1sWOvkXPnzmndBHIzZiw25is+ZqwPbjl6fatSzTPmQVm30zxjxfhmcMzxtjFOvtRUjWfMfacGO/Ya4S+M4mPGYmO+4mPG4mPG4mPGYmO+4mPGyjWpY79q1SpERETAx8cHcXFx2LdvX4PlP/zwQ/Ts2RM+Pj6Ijo7G9u3bbR6XJAkZGRkIDQ2Fr68vEhIS8NNPPzWlaYbh5+endRPIzZix2Jiv+Jixfrh0sGWtyjTNmMOvm4Ux9mO+FxrlYH8xRr7kjAYz5ueoDdUd+02bNiEtLQ1z587FoUOH0LdvXyQmJuL8+fN2y3/99dcYN24cJk6ciMOHD2PkyJEYOXIkvvvuO7nMq6++ijfeeAOZmZnYu3cvWrdujcTERNy4caPpa6ZzFotF6yaQmzFjsTFf8TFj7Zhqjb93y0j8W//XOmMOIHU/rTNWjDMmOtbAtjFMvtRkjWbMXUemumO/bNkyTJ48GSkpKejduzcyMzPh5+eHtWvX2i2/YsUKJCUlYebMmejVqxcWLFiAu+++G2+++SaA6qP1y5cvx+zZszFixAj06dMHGzZswLlz57BlyxanVk7P2rVrp3UTyM2YsdiYr/iYsfiYsfiYsdiYr/iYsXKt1BSuqKjAwYMHkZ6eLi/z8PBAQkICcnNz7T4nNzcXaWlpNssSExPlTvvp06dhsViQkJAgPx4YGIi4uDjk5uZi7Nix9eosLy9HeXm5fL+kpETNamgu6zsLdh79Bb6+l7RuCrnR9evXmbHAmK/4mLE28ovL8GhcF/m+2cOE13blIcDX0yX1/3L5OpLuCgEAeHo2vc4LpeV4/qNvm/z8Hy2/4v+X0MNB3RVO1U3V4i5uwZCAnwFfX62b0rDL+UDfcbbLfj0H/Hu6Fq1pXpdONl7GZAb2LAdad6z3UPvr1/WfLzmlwYwLcoFfC9XvK0F3APFTnW6b3qjq2BcXF6OqqgrBwcE2y4ODg/HDDz/YfY7FYrFbvmZYRc3/GypT16JFizB//nw1TdeVeyM7wPeaBT172v8HncTwww8/MGOBMV/xMWPtdGjtJf/9zB/uwNXrN11af/tb9Z8/fx6dOnVqUh0bUgbgRmWVU+3o6O/ttroJMF2fhDMFP6BnVE+tm9K4up3Wx7YAleV2iwqllf19wMbvpgDXxth96EyeQfKlJmswY5MHYPZUv6+YvRovY0CqOvZ6kZ6ebjMKoKSkBOHh4Rq2SJ02Pp64IzwYwQE+WjeF3MjKjIXGfMXHjPXBx9MMH0+zW+ru0KFDk58b6OeJQLhmFEFz1t2iBISiylr9f8Pxa691C/SjlbfDDANvhzHzJcWYsXKqzrEPCgqC2WxGUVGRzfKioiKEhITYfU5ISEiD5Wv+//9v796Doir/MIA/wLLLRWEFgg2VxPBSiqKItKTZjBQSk3iZ0YzIqSbNcEasQS0v/OE0MubYlJFdJnWaSVEnxUaNCRe8hpgIAkJ4yYApVypbwMBA9/v7ozg/jwKisgu7Pp+Zd0bP+e7xPT57Lu/s7nnvZps6nQ4+Pj6qRkRERERERPQguqtP7LVaLSIjI2EymTBt2jQAgNVqhclkwsKFC9t9jdFohMlkQmpqqrIsNzcXRqMRABAaGgqDwQCTyYSIiAgA/34CX1hYiAULFnSpX/LfVAeO9Fv76upqeHt793Q3yIaYsXNjvs6PGTs/Zuz8mLFzY77O70HPuG18K12Z2k/uUlZWluh0OtmyZYtUVFTIvHnzRK/Xi9lsFhGR5ORkWbZsmVJ/7Ngx0Wg0sm7dOqmsrJT09HRxd3eXsrIypSYjI0P0er3s2bNHSktLJTExUUJDQ6W5ublLfaqtrRX8OwkoGxsbGxsbGxsbGxsbG5vTtNra2juOie/6N/azZ8/G77//jlWrVsFsNiMiIgI5OTnKw+9qamrg6vr/b/jHxMRg69atWLFiBd59910MGTIE2dnZGDlypFKzZMkS/P3335g3bx4sFgsmTJiAnJwceHh07beNwcHBqK2tRd++fVVz3/ZWbc8EqK2t5c8InBQzdm7M1/kxY+fHjJ0fM3ZuzNf5MWNARNDY2Ijg4OA71rqIdOVzfepODQ0N8PX1RX19/QP7JnV2zNi5MV/nx4ydHzN2fszYuTFf58eM785dPTyPiIiIiIiIiHoXDuyJiIiIiIiIHBgH9j1Ap9MhPT0dOp2up7tCNsKMnRvzdX7M2PkxY+fHjJ0b83V+zPju8Df2RERERERERA6Mn9gTEREREREROTAO7ImIiIiIiIgcGAf2RERERERERA6MA3siIiIiIiIiB8aBPREREREREZED48DezjIzMzFo0CB4eHggOjoaJ06c6OkuURdkZGTAxcUFqampyrJr164hJSUF/v7+6NOnD2bOnInLly+rXldTU4OEhAR4eXkhMDAQaWlpuH79uqrm4MGDGDt2LHQ6HcLCwrBlyxY77BHduHEDK1euRGhoKDw9PfHoo49i9erVuHmiEBHBqlWr8PDDD8PT0xOxsbE4d+6cajtXrlxBUlISfHx8oNfr8dprr+Hq1auqmtLSUkycOBEeHh4YOHAg1q5da5d9fNAcPnwYzz//PIKDg+Hi4oLs7GxlXWtrK5YuXYrw8HB4e3sjODgYL7/8Mn777TfVNrorz507d2L48OHw8PBAeHg49u/fb5N9fpB0lm+byspKTJ06Fb6+vvD29kZUVBRqamqU9Txv925r1qxBVFQU+vbti8DAQEybNg1VVVWqGntmyHu27teVjNuICOLj49s93plx79SVfM1mM5KTk2EwGODt7Y2xY8fim2++UdXwWnyPhOwmKytLtFqtbNq0Sc6cOSOvv/666PV6uXz5ck93jTpx4sQJGTRokIwaNUoWLVqkLH/jjTdk4MCBYjKZ5OTJk/LEE09ITEyMsv769esycuRIiY2NleLiYtm/f78EBATIO++8o9T8/PPP4uXlJW+99ZZUVFTIhg0bxM3NTXJycuy5iw+k9957T/z9/WXv3r1y8eJF2blzp/Tp00c+/PBDpSYjI0N8fX0lOztbTp8+LVOnTpXQ0FBpbm5WaqZMmSKjR4+W48ePy5EjRyQsLEzmzJmjrK+vr5egoCBJSkqS8vJy2bZtm3h6espnn31m1/19EOzfv1+WL18uu3btEgCye/duZZ3FYpHY2FjZvn27/PTTT1JQUCDjx4+XyMhI1Ta6I89jx46Jm5ubrF27VioqKmTFihXi7u4uZWVlNv8/cGad5Ssicv78efHz85O0tDQ5deqUnD9/Xvbs2aO6xvK83bvFxcXJ5s2bpby8XEpKSuS5556TkJAQuXr1qlJjrwx5z2YbXcm4zfr16yU+Pv62450Z915dyfeZZ56RqKgoKSwslAsXLsjq1avF1dVVTp06pdTwWnxvOLC3o/Hjx0tKSory9xs3bkhwcLCsWbOmB3tFnWlsbJQhQ4ZIbm6uTJo0SRnYWywWcXd3l507dyq1lZWVAkAKCgpE5N+bUFdXVzGbzUrNxo0bxcfHR/755x8REVmyZImMGDFC9W/Onj1b4uLibLxnlJCQIK+++qpq2YwZMyQpKUlERKxWqxgMBnn//feV9RaLRXQ6nWzbtk1ERCoqKgSA/Pjjj0rNd999Jy4uLvLrr7+KiMgnn3wi/fr1UzIXEVm6dKkMGzbMZvtG0u7A71YnTpwQAFJdXS0i3ZfnrFmzJCEhQfVvRUdHy/z58+93t+g/7eU7e/Zseemllzp8Dc/bjqeurk4AyKFDh0TEvhnyns0+bs24TXFxsfTv318uXbp02/HOjB1He/l6e3vLV199parz8/OTL774QkR4Lb4f/Cq+nbS0tKCoqAixsbHKMldXV8TGxqKgoKAHe0adSUlJQUJCgio3ACgqKkJra6tq+fDhwxESEqLkWVBQgPDwcAQFBSk1cXFxaGhowJkzZ5SaW7cdFxfH94QdxMTEwGQy4ezZswCA06dP4+jRo4iPjwcAXLx4EWazWZWPr68voqOjVRnr9XqMGzdOqYmNjYWrqysKCwuVmqeeegparVapiYuLQ1VVFf766y+b7yd1rL6+Hi4uLtDr9QC6L08e1/ZntVqxb98+DB06FHFxcQgMDER0dLTq67s8bzue+vp6AICfnx8A+2XIezb7uTVjAGhqasKLL76IzMxMGAyG217DjB1He/nGxMRg+/btuHLlCqxWK7KysnDt2jU8/fTTAHgtvh8c2NvJH3/8gRs3bqhOQgAQFBQEs9ncQ72izmRlZeHUqVNYs2bNbevMZjO0Wq0yIGhzc55ms7ndvNvWdVbT0NCA5ubm7toVaseyZcvwwgsvYPjw4XB3d8eYMWOQmpqKpKQkAP/PqLNj1mw2IzAwULVeo9HAz8/vrt4HZH/Xrl3D0qVLMWfOHPj4+ADovjw7qmHetlNXV4erV68iIyMDU6ZMwffff4/p06djxowZOHToEACetx2N1WpFamoqnnzySYwcORKA/TLkPZt9tJcxACxevBgxMTFITExs93XM2DF0lO+OHTvQ2toKf39/6HQ6zJ8/H7t370ZYWBgAXovvh6anO0DUG9XW1mLRokXIzc2Fh4dHT3eHbGDHjh34+uuvsXXrVowYMQIlJSVITU1FcHAw5s6d29PdIxtqbW3FrFmzICLYuHFjT3eHuoHVagUAJCYmYvHixQCAiIgI/PDDD/j0008xadKknuwe3YOUlBSUl5fj6NGjPd0VspH2Mv7222+Rl5eH4uLiHuwZdYeOjuGVK1fCYrHgwIEDCAgIQHZ2NmbNmoUjR44gPDy8h3rrHPiJvZ0EBATAzc3ttie3Xr58ud2vGVHPKioqQl1dHcaOHQuNRgONRoNDhw7ho48+gkajQVBQEFpaWmCxWFSvuzlPg8HQbt5t6zqr8fHxgaenp432jgAgLS1N+dQ+PDwcycnJWLx4sfINjbaMOjtmDQYD6urqVOuvX7+OK1eu3NX7gOynbVBfXV2N3Nxc5dN6oPvy7KiGedtOQEAANBoNHn/8cdXyxx57THkqvsFg4HnbQSxcuBB79+5Ffn4+BgwYoCy3V4a8Z7O9jjLOy8vDhQsXoNfrlfsvAJg5c6byVW1m3Pt1lO+FCxfw8ccfY9OmTZg8eTJGjx6N9PR0jBs3DpmZmQB4Lb4fHNjbiVarRWRkJEwmk7LMarXCZDLBaDT2YM+oPZMnT0ZZWRlKSkqUNm7cOCQlJSl/dnd3V+VZVVWFmpoaJU+j0YiysjLVyaltINF282k0GlXbaKvhe8L2mpqa4OqqPgW6ubkpn/yFhobCYDCo8mloaEBhYaEqY4vFgqKiIqUmLy8PVqsV0dHRSs3hw4fR2tqq1OTm5mLYsGHo16+fzfaPbtc2qD937hwOHDgAf39/1fruypPHtf1ptVpERUXdNq3S2bNn8cgjjwAAIiMjed7u5UQECxcuxO7du5GXl4fQ0FDVentlyHs227lTxsuWLUNpaanq/gsAPvjgA2zevBkAM+7N7pRvU1MTAHR6/8Vr8X3o2Wf3PViysrJEp9PJli1bpKKiQubNmyd6vV71VE/qvW5+Kr7Iv1PuhISESF5enpw8eVKMRqMYjUZlfdt0LM8++6yUlJRITk6OPPTQQ+1Ox5KWliaVlZWSmZnJaZPsZO7cudK/f39lurtdu3ZJQECALFmyRKnJyMgQvV4ve/bskdLSUklMTGx3ursxY8ZIYWGhHD16VIYMGaKaksVisUhQUJAkJydLeXm5ZGVliZeXF6e7s4HGxkYpLi6W4uJiASDr16+X4uJiqa6ulpaWFpk6daoMGDBASkpK5NKlS0q7+am63ZHnsWPHRKPRyLp166SyslLS09Odfoode+gsXxGRXbt2ibu7u3z++edy7tw5ZXqrI0eOKNvgebt3W7Bggfj6+srBgwdVx2hTU5NSY68Mec9mG13J+FboYLo7Ztz73CnflpYWCQsLk4kTJ0phYaGcP39e1q1bJy4uLrJv3z5lO7wW3xsO7O1sw4YNEhISIlqtVsaPHy/Hjx/v6S5RF906sG9ubpY333xT+vXrJ15eXjJ9+nS5dOmS6jW//PKLxMfHi6enpwQEBMjbb78tra2tqpr8/HyJiIgQrVYrgwcPls2bN9thb6ihoUEWLVokISEh4uHhIYMHD5bly5erBnlWq1VWrlwpQUFBotPpZPLkyVJVVaXazp9//ilz5syRPn36iI+Pj7zyyivS2Nioqjl9+rRMmDBBdDqd9O/fXzIyMuyyjw+a/Px8AXBbmzt3rly8eLHddQAkPz9f2UZ35bljxw4ZOnSoaLVaGTFihOqGhe5NZ/m2+fLLLyUsLEw8PDxk9OjRkp2drdoGz9u9W0fH6M3/v/bMkPds3a8rGbf3mlunt2TGvVNX8j179qzMmDFDAgMDxcvLS0aNGnXb9He8Ft8bFxERW34jgIiIiIiIiIhsh7+xJyIiIiIiInJgHNgTEREREREROTAO7ImIiIiIiIgcGAf2RERERERERA6MA3siIiIiIiIiB8aBPREREREREZED48CeiIiIiIiIyIFxYE9ERERERETkwDiwJyIiIiIiInJgHNgTEREREREROTAO7ImIiIiIiIgc2P8AnTadkB0qo1QAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "DROP_COLS = [\"machine\", \"timestamp\"]\n", "\n", @@ -279,7 +2853,7 @@ " return train_evset, test_evset\n", "\n", "# Split the data\n", - "train_dataset, test_dataset = split_train_test(raw_dataset)\n", + "train_dataset, test_dataset = split_train_test(augmented_dataset)\n", "\n", "# Plot the label of the training and testing set for the first 3 machines.\n", "tp.plot((\n", @@ -304,10 +2878,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "e55ba4d6-b875-427f-a649-c41aeb2df21a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "feature_names: ['sma_50_f0', 'sma_50_f1', 'sma_50_f2', 'sma_50_f3', 'sma_50_f4', 'sma_50_f5', 'sma_50_f6', 'sma_50_f7', 'sma_50_f8', 'sma_50_f9', 'sma_50_f10', 'sma_50_f11', 'sma_50_f12', 'sma_50_f13', 'sma_50_f14', 'sma_50_f15', 'sma_50_f16', 'sma_50_f17', 'sma_50_f18', 'sma_50_f19', 'sma_50_f20', 'sma_50_f21', 'sma_50_f22', 'sma_50_f23', 'sma_50_f24', 'sma_50_f25', 'sma_50_f26', 'sma_50_f27', 'sma_50_f28', 'sma_50_f29', 'sma_50_f30', 'sma_50_f31', 'sma_50_f32', 'sma_50_f33', 'sma_50_f34', 'sma_50_f35', 'sma_50_f36', 'sma_50_f37', 'sd_50_f0', 'sd_50_f1', 'sd_50_f2', 'sd_50_f3', 'sd_50_f4', 'sd_50_f5', 'sd_50_f6', 'sd_50_f7', 'sd_50_f8', 'sd_50_f9', 'sd_50_f10', 'sd_50_f11', 'sd_50_f12', 'sd_50_f13', 'sd_50_f14', 'sd_50_f15', 'sd_50_f16', 'sd_50_f17', 'sd_50_f18', 'sd_50_f19', 'sd_50_f20', 'sd_50_f21', 'sd_50_f22', 'sd_50_f23', 'sd_50_f24', 'sd_50_f25', 'sd_50_f26', 'sd_50_f27', 'sd_50_f28', 'sd_50_f29', 'sd_50_f30', 'sd_50_f31', 'sd_50_f32', 'sd_50_f33', 'sd_50_f34', 'sd_50_f35', 'sd_50_f36', 'sd_50_f37', 'sma_100_f0', 'sma_100_f1', 'sma_100_f2', 'sma_100_f3', 'sma_100_f4', 'sma_100_f5', 'sma_100_f6', 'sma_100_f7', 'sma_100_f8', 'sma_100_f9', 'sma_100_f10', 'sma_100_f11', 'sma_100_f12', 'sma_100_f13', 'sma_100_f14', 'sma_100_f15', 'sma_100_f16', 'sma_100_f17', 'sma_100_f18', 'sma_100_f19', 'sma_100_f20', 'sma_100_f21', 'sma_100_f22', 'sma_100_f23', 'sma_100_f24', 'sma_100_f25', 'sma_100_f26', 'sma_100_f27', 'sma_100_f28', 'sma_100_f29', 'sma_100_f30', 'sma_100_f31', 'sma_100_f32', 'sma_100_f33', 'sma_100_f34', 'sma_100_f35', 'sma_100_f36', 'sma_100_f37', 'sd_100_f0', 'sd_100_f1', 'sd_100_f2', 'sd_100_f3', 'sd_100_f4', 'sd_100_f5', 'sd_100_f6', 'sd_100_f7', 'sd_100_f8', 'sd_100_f9', 'sd_100_f10', 'sd_100_f11', 'sd_100_f12', 'sd_100_f13', 'sd_100_f14', 'sd_100_f15', 'sd_100_f16', 'sd_100_f17', 'sd_100_f18', 'sd_100_f19', 'sd_100_f20', 'sd_100_f21', 'sd_100_f22', 'sd_100_f23', 'sd_100_f24', 'sd_100_f25', 'sd_100_f26', 'sd_100_f27', 'sd_100_f28', 'sd_100_f29', 'sd_100_f30', 'sd_100_f31', 'sd_100_f32', 'sd_100_f33', 'sd_100_f34', 'sd_100_f35', 'sd_100_f36', 'sd_100_f37', 'f0', 'f1', 'f2', 'f3', 'f4', 'f5', 'f6', 'f7', 'f8', 'f9', 'f10', 'f11', 'f12', 'f13', 'f14', 'f15', 'f16', 'f17', 'f18', 'f19', 'f20', 'f21', 'f22', 'f23', 'f24', 'f25', 'f26', 'f27', 'f28', 'f29', 'f30', 'f31', 'f32', 'f33', 'f34', 'f35', 'f36', 'f37']\n", + "Train model on 560028 examples\n", + "Model trained in 0:00:00.459652\n" + ] + } + ], "source": [ "# Get the input feature names i.e. without the label.\n", "feature_names = train_dataset.schema.feature_names()\n", @@ -342,10 +2926,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "5b707ff8-251d-41f9-99cb-6e0d1ab34330", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results:\n", + " raw features\n", + "ROC AUC 0.839556\n", + "The number of plots (8) is larger than \"options.max_num_plots=4\". Only the first plots will be printed.\n" + ] + }, + { + "data": { + "image/png": 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Cm605XG3NMfJ/h4VuDq/aW5aGRvCinuintrZW6CYQnlCW7KAs2UFZsoOyZEd7zzL9XgVmD/HFkyEd8XhfT6R8NBb2lqaoqK4Fp2+VrYH6M/XK82X6PV57ypLjOMg5DmKxCEvHB6Kfj4PQTeJVe8rSEFFRb+T8/f2FbgLhCWXJDsqSHZQlOyhLdrT3LE+mFGB4gAtWPdUbrrbmEItFOH6zAIFL9+OHU61/tlQ1pp6HfbWnLG/mlsG/gzUAwFQihlzR+gdg2lJ7ytIQUVFv5FJSUoRuAuEJZckOypIdlCU7KEt2tPcsc0pk6GAjVbvu/LJRWD6hB979/VKrP/79vQH07RjQnrKMuZSNh7u7qH5ug04Vbao9ZWmIeCnqS0pKsHv3bly9epWP3REtsLpUX3tEWbKDsmQHZckOypId7TnL4ooabD52G/aW6muc21mYYkaYD0Z2c2ninvxRFaMi/cfUt6csk3NK0bujvepn5ZKA7FT27SlLQ6RTUT958mR88cUXAIDKykr069cPkydPRq9evfDrr7/y2kDSvICAAKGbQHhCWbKDsmQHZckOypId7TnLO0UVCPK0g5OVtOWNW8l/E+UB/1zNwaW7xfjpTIZO+2ovWVbXKvDXhSxYSf9beMze0gyFFTWqn+UKDsdv5httt/z2kqWh0qmoP3LkCIYMGQIA+P3338FxHIqKirBu3Tp88MEHvDaQNC85OVnoJhCeUJbsoCzZQVmyg7JkR3vO8l55NR7v6wmJuPER7aYSMWS18lZtQ/1EedW1ChSUV+PNn8/j7V8u6LSv9pLlxbtFmNrfS+06B0tTFFZUq36+mVuGZzYloM/yA23dPF60lywNlU5FfXFxMRwdHQEAMTExeOKJJ2BpaYlx48bhxo0bvDaQEEIIIYSQ9q60qgZXMkvgaNX02uYmEhFGrznaqu2o7zHe09MWH07qiVt5Za36eCx4fdd53C2qVLvOwcoMheXKol6h4HAq9R4ieriipKoWMZeyhWgmMWI6FfVeXl6Ij49HeXk5YmJiMGrUKABAYWEhzM3NeW0gaR51dWEHZckOypIdlCU7KEt2tNcsP9p3DdF/X2u2qO/ubovb+eWt2o76ceD7LmZjTE93PN6nI6zMJDrtq71kOdDPEZ9NCVa7ztvRCil5yqzWxN7Akt2X8FZEN5xcOBIHrmQb3Xj79pKlodKpqF+wYAGeeeYZdOzYER4eHhg+fDgAZbf8oKAgPttHWkBdXdhBWbKDsmQHZckOypId7TXL3JIqAICDZdNF/Ssj/PFE347ILa1qtXbUl5plslpIRCJ8/GQv9OnkgOxi7R+zvWR5r7ymQW79fRxwKvUeAODEzXzYmpvA19kKbnbmSMooQvDyg/gk5hrySmVCNFlr7SVLQ6VTUf/yyy8jPj4eW7ZswbFjxyAWK3fj5+dHY+oJIYQQQgjhmUgErJjQA16Ols1uN6anG35JvNNq7agfU79iQg/YWignfnt1ZBcMjI41urPLbYXjuAbzILjYmmPvhSzcyCmFg5UZLrwXodrm3zeG49ySR/Bl3C30//AfIZpMjIzOS9r169cPkyZNgrW1teq6cePG4aGHHuKlYUQz1NWFHZQlOyhLdlCW7KAs2dGes5we5gM7C9Nmt3nI3xmX7ha32oR5HAdMH+iN6WE+EImURegAX0eMC3JHebV2j9meswSAT57shUc+O9JopmKxCFsj+8PdzjiGNrf3LIWmU1Evl8uxefNmPP300wgPD8fDDz+sdiFth7q6sIOyZAdlyQ7Kkh2UJTvaY5a1coXGS51ZmElQWlWLgMUxrdIWBcdB1Mjk+1U1crzw7Wmt9tUesswpqYJ9E0MmHu3lDgB4bpBPo7ePCHBBVnEVfkhIb63m8aY9ZGnITFrepKHXXnsN27Ztw7hx49CzZ0/VUTrS9uqHPhDjR1myg7JkB2XJDsqSHe0xywt3ixHkaafx9mWy2lZrC8cp16h/UKifI76Ku6XVvtpDltnFVfB2anzIhEgkwu3osc3WUjPCvPH7uTt4OrRTazWRF+0hS0OmU1G/c+dO/PTTTxg7dizf7SFa8vPzE7oJhCeUJTsoS3ZQluygLNnRHrPMLZGho0PzY+nv5+tshXPpRa3WnsaK0DlDO+N0aiHkiobjx5vSHrIsl9XCspnVAVo6Obp8Qk9Ebj3Fd7N41x6yNGQ6HVIxMzODv78/b41Yv349fHx8YG5ujtDQUJw6pdkf7s6dOyESiTBx4sQmt3nppZcgEomwZs0afhprYG7evCl0EwhPKEt2UJbsoCzZQVmyoz1mmVdahQ62Uo23rx+HXVXD/7j6prrfA4CNuQnKqjTvJdAesiyvlsNKqtN5VBWxSGTwkxC2hywNmU5F/RtvvIG1a9fy8se1a9cuREVFYdmyZTh79ix69+6NiIgI5ObmNnu/1NRUvPnmmxgyZEiT2/z+++84efIkPDw89G6noTIx0e9NghgOypIdlCU7KEt2UJbsaI9Z5pbK4GKjeVH/SKAbAOi0zFxLOE5ZZDbGycoM+eWaL8HWHrIsl9XqXdQ7WJmhsKKGpxa1jvaQpSHTqag/duwYvv/+e3Tu3Bnjx4/H448/rnbRxurVqzF79mxERkYiMDAQGzZsgKWlJbZs2dLkfeRyOZ555hm8//77TXb1uHv3LubPn4/vv/8epqbNzxIqk8lQUlKidjEWnToZ9vgaojnKkh2UJTsoS3ZQluxoj1nmlsjQQYuiPtjLHkseDURGYQXvbVFwXKNj6gHAw94CdwsrNd5Xe8iyVFYLa2nT3e814W5njqxizX+vQmgPWRoynYp6e3t7TJo0CcOGDYOzszPs7OzULpqqrq5GYmIiwsPD/2uQWIzw8HDEx8c3eb/ly5fDxcUFs2bNavR2hUKB6dOn46233kKPHj1abEd0dLRa+728vDR+DkJLSUkRugmEJ5QlOyhLdlCW7KAs2dEesywor4aTleZFPQD093HAyr+vaTxrvqY4KJdba4ynvQXuFmlefLaHLAvLq+GoZXYPcrezaJVeF3xqD1kaMp36SWzdupWXB8/Pz4dcLoerq6va9a6urrh27Vqj9zl27Bg2b96MpKSkJvf78ccfw8TEBK+++qpG7Vi4cCGioqJUP5eUlBhNYS+V6vcmQQwHZckOypIdlCU7KEt2tLcs7xZV4p+rORpPPlevV0d7hPo6IbWgHJ07WPPWHq6FM/VzvktESl4Z3h0XiOpaBUzEoiYPArSHLO+VV8PJqvEl7TTlbmeu1cESIbSHLA2ZXoMf8vLyVGsSBgQEoEOHDrw0qimlpaWYPn06Nm7cCGdn50a3SUxMxNq1a3H27FmNl9qTSqVG+4fo5uYmdBMITyhLdlCW7KAs2UFZsqO9ZZmYVqhzUdjF1Ro3c8t4LuqbnrE9wM0Gv7wUhvWHbkJWK8dTG+IR5ueEhWO7N7p9e8gyObsUrrbmeu3Dzc4cZ9Lu8dSi1tEesjRkOnW/Ly8vx/PPPw93d3cMHToUQ4cOhYeHB2bNmoWKCs3H7jg7O0MikSAnJ0ft+pycnEb/MG7duoXU1FSMHz8eJiYmMDExwfbt27Fnzx6YmJjg1q1bOHr0KHJzc9GpUyfVNmlpaXjjjTfg4+Ojy9M1aGlpaUI3gfCEsmQHZckOypIdlCU72luWR6/n4a9XB+t0X38Xa1zPLuW1PQoOTc5+byoRo5+PIyYEe2LRb5dgbirB10ea7pbNepYcx8HSTAIzE/3WcFeOqTfs7vesZ2nodPoLi4qKwuHDh/Hnn3+iqKgIRUVF+OOPP3D48GG88cYbGu/HzMwMISEhiI2NVV2nUCgQGxuLsLCwBtt369YNFy9eRFJSkury2GOPYcSIEUhKSoKXlxemT5+OCxcuqG3j4eGBt956C/v379fl6Ro0CwsLoZtAeEJZsoOyZAdlyQ7Kkh3tKcviihr8nHgHrja6nent3dEeOxLScK+8usVtNV3VikPT3e/rTQj2wK9n72D6QG+Ed3dpcjvWs+RjOTsAsLMwRaEGGQqJ9SwNnU5/Zb/++it++eUXDB8+XHXd2LFjYWFhgcmTJ+Orr77SeF9RUVGYOXMm+vXrhwEDBmDNmjUoLy9HZGQkAGDGjBnw9PREdHQ0zM3N0bNnT7X729vbA4DqeicnJzg5OaltY2pqCjc3NwQEBOjwbA1bU8MQiPGhLNlBWbKDsmQHZcmO9pTl2YxCAE1PTNcSMxMxHvJ3Rt8VB5G6clyT2209fhvnM4qwZmqfFvepUDS9pF09kUiE0T3c8Ggvd/yRlAmFgmv0ObCeZX6pDM7W+g/xFYlE8Haywr6LWRgb5M5Dy/jHepaGTqcz9RUVFQ0mtwMAFxcXrbrfA8CUKVOwatUqLF26FMHBwUhKSkJMTIxq/+np6cjKytKlme1CRkaG0E0gPKEs2UFZsoOyZAdlyY72lGVJZQ3WTg3Wax/TB3o3uE6u4NB3xUFk1k2+djO3DDdyyzTaHweuye7399swPQQikQhmJiJUyxWNbiNklot3X9RoO5939mrci+FBeWXaLUXYnHkP++OfKzlIKyjnZX98a0+vS0OkU1EfFhaGZcuWoarqv7EdlZWVeP/99xvtNt+SefPmIS0tDTKZDAkJCQgNDVXdFhcXh23btjV5323btmH37t3N7j81NRULFizQul3GwNqav4lPiLAoS3ZQluygLNlBWbKjPWVZUlULWwtTvfbRp5MDhnRxhqxWrrouMa0Q98qrMWjlvwCAGrkCphLNyoLmJsprjJlE3GRRL2SWO06ma7xtRbW85Y0akV1cBReeinpnaykS0wsx7NM4XvbHt/b0ujREOnW/X7t2LSIiItCxY0f07t0bAHD+/HmYm5szOW7dkNna2grdBMITylJ/u8/dxcQ+nkI3g7JkCGXJDsqSHe0py7ySKvT00P/5BnvZ43xGMY7fzIelmQTRfyuXjna1lYLjOMgVQEV1LUqralBUUQMvR8sm98VxaHFM/f3MTMSoqW28qDekLDcdTUFaQQVWTOzZ4LbSqlqdxsb/ey0X08Ma9pTQVfSkIKz55wYA4NC1XIzo1vR8BW3NkLJsj3Q6U9+zZ0/cuHED0dHRCA4ORnBwMFauXIkbN26gR48efLeRNCMzM1PoJhCeUJb6W7ArSegmAKAsWUJZsoOyZEd7yvJyZgl6dbTXez/+LtaYsSUBa2NvqAr6i++NwqDOzvBduA/HbuZhUGdnBL13AFO/OdnsvjhwLY6pv59pM2fqhcqyvjt9bmkVPt1/DU9tOIEP9l7FdyfTcOxGPu4WVaKyWg65QrldaVWNTo9zO78cvTzteGv3IH9n3KuoRm5pFSK3ncbv5+7wtm99tafXpSHSeTpGS0tLzJ49m8+2EB3QUTF2UJbsoCzZQVmyg7JkR3vLUqLjJHn3G9/LA5ZmJsgqrsSTIR2xIe4WbMxNMWeoH2S1cuy7mI1l4wOx7UQqvJ2aPksPNL+kXWPMTMSoNrAz9WWyWgDA3B1ncTa9EBwHnHp3JCzNTDDtm5O4eLdYbfvcUhm6uNpo/ThOVmYw0XBYg6Zu5pbhia9OYMXEnvghIR0Tgz21Gg7RWtrb69LQaFzU79mzB2PGjIGpqSn27NnT7LaPPfaY3g0jmrG0bP6NlxgPypIdlCU7KEt2UJbsaC9Z6jo5W2PEYhEeCfxvkuuoUcoVobq72+L9x3risd7KwjDlo7EYteYI7pVXw9HKrMl2aXOcobmiXqgs7xQqJwh8vK8nbMxNEOxlD5e6ZQMXje2Od367gHFB7nC2luLw9Txcyy7FQ/7az+7eGrX2uml98OqP5/BQZyecun0PEWuOYOGY7oJ3xW8vr0tDpXFRP3HiRGRnZ8PFxQUTJ05scjuRSAS5XLfJJIj2srOzaQkJRlCW7KAs2UFZsoOyZEd7ybK5wppPHWykGN3TDYCy+H9pWGf0XXEQsW8MQ+cODSc/U2g5UZ6zlRT5ZdXo0nDhLMGyzC6uwpJHA/FMqDcm9/OCyX1HKcI6O+HwWyPUft57QfuVuPg8KHO/kd1c8Oe8wfDrYI0Bvo7483wmbueXY0TLd21V7eV1aag07g+iUCjg4uKi+n9TFyro25aDg4PQTSA8oSzZQVmyg7JkB2XJjvaSZVZxFdztzNv8cZ8M6Yi5wztj87HbTWyh2ZJ29bwcLXArr/Hl8oTKslqugE3dxHemEnGzBynsLU1RVFmt9WOUV8thaabzSOcmWUlNENRROU6/i4vyoMu9cu3bx7f28ro0VDoN8ti+fTtkMlmD66urq7F9+3a9G0U0Z2qq3zInxHBQluygLNlBWbKDsmRHe8kyq7gKbnYWgjz2W6MC8ENCOuKSc9Wuf2jlv8gtkUGkxfz3w7q64PD1vEZvEyrLGrkCpiaaPQc7C1MUVWg/UV5JZQ1szPkv6u830M8JCYtGoqC8Gj7v7G3mQEzray+vS0OlU1EfGRmJ4uLiBteXlpYiMjJS70YRzeXm5ra8ETEKlCU7KEt2UJbsoCzZ0V6yvFtYAQ/7tj9TDyi74X/yZC88t/U0bueX/9emokoUVdZodabewkyCWrkCCkXD7uhCZVkr52Ai1qwMsjCVoKqm8TkBmlNaVQtbi9YvdJ2szHC3SDlHwO5zd1v98ZrSXl6Xhkqnop7juEa7qdy5cwd2dvwt20Ba5uTkJHQTCE8oS3ZQluygLNlBWbKjvWT53p9XEOCm/YzrfJnczwsA8NtZ9WXTKqrlWk2UBwBudhY4mVLQ4HqhsqyRK2Aq0exJiEQincbH3yuvhl0bFPUmEjEUCg4RPVx5WSlBV+3ldWmotOoT0qdPH4hEIohEIowcORImJv/dXS6X4/bt2xg9ejTvjSSEEEIIIaS9uJJZgmcHdoK7QN3v6516dyTmfX8OcgWnKhhX/HUFH0zsqdV+7hZV4ulNCUhdOa41mqm1GjkHU56XmnvQpbvFCOJxjfrmDPB1hFgEiEUlkNXKITWRtMnjEsOhVVFfP+t9UlISIiIiYG3934yYZmZm8PHxwRNPPMFrA0nzCgoK4O7uLnQzCA8oS3ZQluygLNlBWSr9kXQXVzJLsHBsd6GborP2kGVyTglCfYU/8+liY45+Pg6Y9s1JlMpqYSoRYUKwJ8bUzZavqQ8n9sRXh281uF6oLGsVCq3Wj9dmuEHv9w8gaekjuFdRjQ42Uh1ap71XR3YBAPzfLxdwp7Cy0VULWlt7eF0aMq2K+mXLlgEAfHx8MHXqVEilbfOHSppWvyIBMX6UJT+aGh7UlihLdlCW7KAsla5mleLvS9lGXdS3hyzLqmrR0dEw1v1+KyIAvgv3qX5e9VRvrfdRP67+QUJlWSPnYNoKXdUT0wpRXFmDnBIZSiprYGvetpPHlVXX4stDt/C/ydpnpK/28Lo0ZDr1OwkMDERSUlKD6xMSEnDmzBl920S0UFOj/WycxDBRlvxoZB6eNkdZsoOyZAdlqWRuKkZljXEvP9wesiyV1cK2lWdO11T9gfJj/zcC55Y8otM+zEzEqJE3/IAWKssauXZn6jW1/tBNAEBOSRVKqmpbffb7B705KqBNxvE3pj28Lg2ZTn/Nr7zyCjIyMhpcf/fuXbzyyit6N4porrCwUOgmEJ5QlvyQG0BVT1myg7JkB2WppJzJ27iL+vaQ5ZeHbsFKahhFPQD8EzUMnvYWcLAy0+n+ZhIxqmsV2HzsNjLrZmoHhMuyVouJ8rRhaSbBO2O64V5FNUqramBp1rZj211spMgtrWrTx6zXHl6Xhkynov7KlSvo27dvg+v79OmDK1euaL2/9evXw8fHB+bm5ggNDcWpU6c0ut/OnTshEolUY/3rcRyHpUuXwt3dHRYWFggPD8eNGze0bpcxcHPTbkwTMVyUJT8UOsxQyzfKkh2UJTsoSyULMwlkOizPZUhYz7KqRg53O3NBxkU3xd/FWq+hbaYSMarlCqz46wou3ClSLW8nVJbaTpRnaWaC4srmz0RvOpqCvy5kwdPeAllFVTA3kbT5cEArqYlgB+1Yf10aOp2KeqlUipycnAbXZ2Vlqc2Ir4ldu3YhKioKy5Ytw9mzZ9G7d29ERES0uNZhamoq3nzzTQwZMqTBbZ988gnWrVuHDRs2ICEhAVZWVoiIiEBVlTBHrlpTRUWF0E0gPKEs+RH1U5LQTaAsGUJZsoOyVJKaKIsrY8Z6lnmlMgzq7NTqs7O3JYlYpCrkX9pxFt8cTcGjnx9FcWkZsoorW7g3/5QT5WlecLvaSlFQJmt2m5u5ZQAAB0szxKcUINDDVq826kqoDousvy4NnU7vFqNGjcLChQtRXFysuq6oqAiLFi3CI49oN9Zm9erVmD17NiIjIxEYGIgNGzbA0tISW7ZsafI+crkczzzzDN5//334+fmp3cZxHNasWYPFixdjwoQJ6NWrF7Zv347MzEzs3r270f3JZDKUlJSoXYyFMbWVNI+y5Me+i9mY8MUxQdtAWbKDsmQHZakk9ESifGA9y/wyGZyt2Z6MOi45F5fulmDbybsIi/63zR+/Rs7BRKx5GSQ1kUBW2/zBMKmJGEffHgEHK1OcTSuEXwcrfZupk06OlkhMa/uu8Ky/Lg2dTkX9qlWrkJGRAW9vb4wYMQIjRoyAr68vsrOz8b///U/j/VRXVyMxMRHh4eH/NUgsRnh4OOLj45u83/Lly+Hi4oJZs2Y1uO327dvIzs5W26ednR1CQ0Ob3Gd0dDTs7OxUFy8vL42fg9A8PDyEbgLzxn9+rE3eHClL/py/U9zyRq2IsmQHZckOylJJzEBRz3qWeaUyOLfRUmhCOZlyDwBwtVCYXiM1cgXMtOgJITURt1jU3y2qRAcbKRwszXC3qBK+zsIU9U+HdsL+y9lt/risvy4NnU5FvaenJy5cuIBPPvkEgYGBCAkJwdq1a3Hx4kWtCuL8/HzI5XK4urqqXe/q6ors7Mb/GI8dO4bNmzdj48aNjd5efz9t9lnf66D+0tgkgIaKjoq1vot3i/HT6QxVt7HWQlnqh9NiLP2+i1m4kVPaam2hLNlBWbKDslTS5r3SULGeZX5ZNToweKa+uLIG7nbm+CdqGAAgcXE4zqQLk2WtnNOq+73UVAxZM2PVC8pk+OdqLsxNJXC1NQcAweZE8LC3QE5J2w85Zv11aeh0HqxjZWWFOXPmYP369Vi1ahVmzJgBU9PWXUKhtLQU06dPx8aNG+Hs7MzbfqVSKWxtbdUuxqKsrEzoJjCtqKIaD3dzgYlEhP8dTG7VmdUpS/08mI2s9r8P33JZLf48nwmfd/aioroW8344i6/ibrVaWyhLdlCW7KAslQxhMlF9sZ5lfhmbZ+pfC++CrOIq+LtYI3XlODhZSzGhmw0A4NLdtu1hp1zSToui3kSCw9fzsGp/coPbOI5DyAf/QGqiLKskYhEuvR8Bc9O2nfm+npWZBH8kZaJMVtumj8v669LQaTyr3Z49ezBmzBiYmppiz549zW772GOPabRPZ2dnSCSSBpPu5eTkNDqD4q1bt5Camorx48errlMolF1hTExMkJycrLpfTk4O3N3d1fYZHBysUbuMiTENFTBGz209jaSMIqR8NBZ+i/ahu7stHu3VOt2LKEv9yB/4orp092W891gPmJuKMX1zAs6mFwEAFv12EQoOuFPUehPzUJbsoCzZQVkqGfkceQDYzzKvVAZna92WjjNkg/2d8U/UULXrlk/qDYt/0vBdfBo+frJXm7WlRs7BVIsx9TklVfgy7hZmhnnj+4Q0PBPqrbqtvlt+d/f/TgpaC7gcYf28GXcLKxHgZtNmj8v669LQafzXPHHiRNX6gxMnTmzyMmnSJI0f3MzMDCEhIYiNjVVdp1AoEBsbi7CwsAbbd+vWDRcvXkRSUpLq8thjj2HEiBFISkqCl5cXfH194ebmprbPkpISJCQkNLpPY5efny90E5ilUHCorJZj4ZhuEItFWDyuO+b9cE7tDDCfKEv9KO77ohr1SFfczi9H+OrDSMkvh4e9Ba4uH42fXwrD9RzlkWQ7C1PUtNK3W8qSHZQlOyhLJTnHQSI27nH1rGf53ck0JifKE4lE8HdRLzLz8/Ox8oleOJteiNT88jZrS61CAVMTzYv6/LqZ75eN74F/r6qv0FVaVQtnazM8GdKR1zbq44OJPXG3qG1no2f9dWnoND6MpLjvG/P9/9dXVFQUZs6ciX79+mHAgAFYs2YNysvLERkZCQCYMWMGPD09ER0dDXNzc/Ts2VPt/vb29gCgdv2CBQvwwQcfoEuXLvD19cWSJUvg4eHRYD17FlRWtv0yIO3FncJK9Payw4vDOgMApg3ohE/2J+NuYSX8OlijqkaOmVtOYYCvIzYeTYGnvQVi3xiu8+NRlvqpX6LJWmqC4QEd8OrILpi7IxFfH76FUT3cYGEmQX8fR+x7bQiKKqqx6kAycktl8LS34L0tlCU7KEt2UJZKHMdBYuST5bGcpaxWjsH+zoJ13W5r9Vl6OVpi+Ko4vDayCxaEd2n1VRpq5AqYaHFw68kQL4zv7QGxWAQFx6FGrlAtOVhaVYOJwZ54dqB3C3tpO54OFrhzr22LepZfl8ZAuL4hdaZMmYK8vDwsXboU2dnZCA4ORkxMjGqiu/T0dIi16B4DAG+//TbKy8sxZ84cFBUVYfDgwYiJiYG5uXlrPAVBeXsbzhsIa9LulaOr639HlK2kJnh3bHdk1BX1U745ifMZRci4VwFLMxOYiMVIyihCsJe9To9HWeqnRq7A4309sfLxXjCrO/rezc0Wn/1zHa+M8Ffb1t7SDNZSU1S00ngzypIdlCU7KEsluYKDll+rDA7LWRaUVcPH2VLoZrSZ+iy3PNcfH+27irWxNzBzkA8crVp3+EGNnFMV5ZoY4Ouo+n+fTg7ou+Iglj4aiFGBbiisqIatRevOK6at3h3t8dnB6whws1Vre2ti+XVpDDQu6tetW6fxTl999VWtGjFv3jzMmzev0dvi4uKave+2bdsaXCcSibB8+XIsX75cq3YYo+zsbNjYtN14mfZk1YHrWDMlWO26To6WOJdeiGFdO8C8rnAsrKjBqqd6w8bcBEnphToX9ZSlfmrkCliYSlQFPaCclCetoBydHBt+QTKViFRn9/lGWbKDsmQHZakkVzR+pj7jXgXyymTo28kBgHI2b1sLU60Kn7bCcpbp9yrQ0aH9FPX3Z/nKCH98cyQFN3JKEern1KqPq1DoPgxl/sP+8HayxGs7k/AWLsDDzhxfT+/Hcwv142hlhrciAjD563icXfIILM0krd77g+XXpTHQuKj/7LPP1H7Oy8tDRUWFqvt7UVERLC0t4eLionVRT3Qnk8mEbgKTPtp3FaVVNQ3WGB3SxRkr9l7B1P6d4GBphpsfjsGqA9cxtKsz0goqMGPLFTz3kK9Oj0lZ6qemtvGj7qsfODBTz0QsRq28dWaBpizZQVmyg7JUUnAcxI0UMwev5GD5X1eQ/MFoJKYV4umNCQCATTP6ITzQtcH2QmI5y9v55fATaH1zIdyfpZ2FKb5/IRQX7xa3elGvD5FIhPG9PGBrYYpz6UVYF3sDQR3thG5WA0O6dMCYnm74+O9rsLc0xVP9vODv0nrL7LH8ujQGGh9+vX37tury4YcfIjg4GFevXsW9e/dw7949XL16FX379sWKFStas73kAX5+fkI3gUnmJmJ8+mTvBtebSMR4PbwrBkbHwsHKDCYSMd4Z0w025qaqdUlrdTz7S1nqp1quUDtL3xJTExFqeZwf5H6UJTsoS3ZQlkpyBdTOUJbJanHkeh6O38xHfx8HBCyOwYKdSejnrTxjf/5OkUAtbRrLWd4rr2ZyObumPJilualENZu8IROLRRgR4IKoR7oi+YPRQjenSZP6eGLXmQx8fSQFY9YeQVVN60z2DLD9ujQGOvWpWrJkCT7//HMEBASorgsICMBnn32GxYsX89Y40rL09HShm8CkMpkcTk2M5xrf2wPnljyCZeMD1a7vYCPFtAFeuFderdNjUpb6Sc4uRbUWXwRMxWJU17bOmXrKkh2UJTsoSyUFx4HjgPf2XEZJVQ16LtuPN38+j9hruYh+PAhLHg3E368NwS9zB+G7WQNQWtW2a11rguUs75VXw9GSveXsmvJgllITsVEU9feTmhjupIajerjhkyd7obu7LWrkHHJKqlrtsVh+XRoDnSbKy8rKQm1twzd5uVzeYM150roay4Hor1xWC2vzpl8eDk0U/E5WUuSXVcPFVvtJGSlL/bzyw1k4WJrivcd6aLS9iaT1ztRTluygLNlBWSrJFRyKK2uw7UQqzqUrlyr+983hMJOIYWYiVltyrL+PI3aeyhCqqU1iOcvC8mo4tKOi/sEszU3FrbZ08P2MfAEIrUzu54XJ/bwwfXMCylppgmCA7delMdDpTP3IkSPx4osv4uzZs6rrEhMTMXfuXISHh/PWONIyf3//ljciWsstrYK1VPtjXo5WZjqfqacs9afN0X1TibjJdeq7L4lBUYVuOQKUJUsoS3ZQlkpyBYe1U4PxyZO9UFpVCwtTCaylJo0OX1KeNW39AktbLGdZUlUDm2ZOKrDmwSylJhLIalr/TD3XOh31DJqthSnGrTvWavtn+XVpDHQq6rds2QI3Nzf069cPUqkUUqkUAwYMgKurKzZt2sR3G0kzUlJSNN72TmEFfN7Zi+KKmlZsERs4QKdZQp2szVBQrttEIdpkSRqnVfd7iQg1TUyUV1kj16vLaUpKCjLuVaC4ogYlVfR6M2b0umQHZamk4Dj4u1hjcj8vxL4xDFdXND0euLXXCtcVy1lyHBqdyJBVD2ZpjN3vjYW7Dr1ItcHy69IY6HQosEOHDti3bx+uX7+Oa9euAQC6deuGrl278to40jKFht2HiytqMPjjQwCAJX9cwrppfQAoJ3WrlitgadZ+jgq3pKK6FlY6nKUHlN3vr+eU6nRfTbMkjQvytEN/H83XYm1p9vvyat2LeoVCgbHrjuKlYZ3x6f5kpK4cp/O+iLDodckOylKpRs7BrG6lEM2KdsMrMClLdjyYpdREgl/P3sHMQd7o5mYrUKvY9O647kjJL2+1/dPrUlh6LT7q4+ODgIAAjB07lgp6gdw/WWFz5v2oHCrxw+xQ7DmfiUdWH4asVo5fEu8gcOn+Vp04w9icSy9CB2vdZp717WCFS3eLdbqvplmSxvX3ccRzg3w03p6Dchx+U0oqdS/qAwICUFpVq/PfETEc9LpkB2WpVF2r3UohhqixLIsrqVeUMXowS3MzMaprFfjnSuvN0VUrV7Sr3hD1RCIRsoqr8Of5zFbZP73HCkund/WKigrMmjULlpaW6NGjh2q2w/nz52PlypW8NpA0Lzk5WaPtjt7Ix4Zn+2JQZ2ecfjccId4O6LP8IN757SKeG+SDZzYltHJLjcczmxLg10G3NWI97S10/mKhaZakcXKFAhKJ5h/SWUWVAACuiYF1t/PLcC27RKsu/fWSk5MhNRGrzvYrFO1w8B4j6HXJDspSqUbL5T8N0f1Zymrl2HshC73fP4AVf10RsFX6e+m7RJxOvSd0M9rUg69LqYkE2yL74/wd3U6QaKKgvBrO1u1nMsL73cotw/wfz7W4XfytApy4ma/Vvuk9Vlg6vasvXLgQ58+fR1xcHMzN/xufER4ejl27dvHWOMIPeV1BEdTRHoBy6bXox4NQUS3Hzy+FoU8ne9zMLROwhYZleEAHzAjz0fn+sddycfxmvkFOLsSyWgUHiRbjP18c1hkTgj2QUyJTvUYA4Jsjt+BuZ47/+/UiRq85iviUAp3aY2NugrjkPABARY28VdeGJYQQTVXXKmAq0ebrn+EelOQ4DsnZpapeV5uP3dZrklOhZRZXYvGjgS1vyLjhAS4wMxGjtJXmpMkrlcG5nfak2//6UPTtZN/iyYbNx25j07HbbdQqwgedBg7v3r0bu3btwsCBA9XGY/Xo0QO3bt3irXGkZZp0dbmcWYx5I/zhaW+huk4kEuHq8tGwMJOgXFYLHydLlFTVwNbctDWba/BS88v1fqP3c7bCM5sS8GRIR6x6qrfG96NuS/qRKzhItOhOZ2YiRkcHCwyMjgUA1bj3j/Zdg9REjAXhXdDNzRY/JqSju5uNVssUBgQEwM2uEIevK4v6nsv2K/c9KQhBnnYI6min8b4IfzLuVcDL0VKr+9Drkh2UpVI1A2fq67P89kQq3vvzClxspHh+sC+KKmow9ZuT+HP+YC0PXAivTFYLe0szTO7nJXRT2lRTr0tbcxNUVMth0wrfS8tltTqtcMQCX2crDPZ3Ruy1XHRzs2nyM1EkAjgtexnSe6ywdHrHy8vLg4uLS4Pry8vLDXamVFZp0tXl2M18POTv3OB6CzPl7O5WUhNMG9AJVzJLeG+fsYlPKcAjga567eO7F0IBALFXc8BxHLKKKzW6H3Vb0o9cwcFEyzFyQ7t0UP1/5pZTWBd7AwDwZEhHLAjviogerrAwk2DAR7G4U1ih8X6Tk5PhatPwIMCi3y/ii0M3kF+m2woJRD9DPjmk9X3odckOylKpWq5QTZSnGcP7XpecnAyFgsN7f17B4309ceTtEXhpWGdEPuSDa9mluJal24S1Qnp03VEcqTsQ3J409bq0MFUW9a2hokYOSzPtVzhixWPBHpi9/Uyzn4kiaN9Hh95jhaVTUd+vXz/s3btX9XN9Ib9p0yaEhYXx0zKilYdW/ovC8mpwHIdvjtxSGwd8Lr0Ifb3tm72/k7UUhTqur86Si3eLEeiu32yrnvYWmDbAC4UVNThyIx9h0f+26oQvREmu4LQaUw8AoX5OmD7QGwBw+HoeVh+8jpeGdcaHk4IAKN/bPpsSjPfGB+KvC1lat6mrqzWcrMxw+f0I/PRiGII87bD/cg76ffCP1vsi/JDT/AbECHEchzKZ7pN33q+6Vtui3jB9GXcTQZ52WD05WLUErautOWzMTTD+i9Zbi7u1dHSwxIwwb6GbYTAszSSoqK4Fx3G8z0tTVS3XadliVnTuYI2/5g/G+N4eyLin+QkLYth0elf/6KOPsGjRIsydOxe1tbVYu3YtRo0aha1bt+LDDz/Ual/r16+Hj48PzM3NERoailOnTjW57W+//YZ+/frB3t4eVlZWCA4Oxnfffddgu6tXr+Kxxx6DnZ0drKys0L9/f9Vkfqyp7+pyt6gSfVYcxEf7ruKjfdfQdfHfWPn3NXAchxq5AlKT5t+8HK1MUVBe3e7X1M4urtK6e25joh/vhb/mD8ZL3yUCAF7YfgZ7WygKqduSfrQdU1/v/cd64MDrQ1U/vzOmW4NtRnZ3RWaRZj0uAKCzfxdIxCL8MHsg4heOhJXUBAN8HfHn/MG4HT0WIhHweV2vANK2tJ3rgl6X7DDWLId/egh7zmei57L9OHpD/zO5HMdpNfO3rFaOQ9dyVfcFgN/P3UG/D/7Bb2fv4GZumdYTaunLz78LTtwqwJqpwQ1ue3GoH7wcLSCrlTe6Gk1Tk6PW++tCJn4/d4evpmrMy9ECr4zwb/PHFVpTr0szEzHGrTsG34X7sFmPsd1xybk4eiMPT3x1AgkpBXh4VRwqquXteilnkUiEnp52eDKkI1b8daXJgyYtvFQaeDDLkqoafBefqmMribZ0KuoHDx6M8+fPo7a2FkFBQThw4ABcXFwQHx+PkJAQjfeza9cuREVFYdmyZTh79ix69+6NiIgI5ObmNrq9o6Mj3n33XcTHx+PChQuIjIxEZGQk9u/fr9rm1q1bGDx4MLp164a4uDhcuHABS5YsUZvQjyXJyclqZ55ir/33u/v6yC3cKaxERweLxu6qpqeHHXacTEOv9w4AUM7WHXMpu8UPPz4YylFChYLjtZNhT087TOzjCQCIeqQrXvnhLGIuZTe5PXVb0o+c025MfT2xWISurjY4v2wU3hvf+ARFztZS3NOiJ8vFq8kwN5XA2VraYOyqSCSCvYUptp5IhaxWjphLWbQUUxMuZ/I/+3FVjXarGbTF67K4ogY/nmLzwLMhMdb32NSCCrz/p3JW9+mbT+HJr07gek7bdS+/eLcYkdtO49LdYvgu3Ae5gsNf57OQXybDDwnpCF99GL+evYsyWW2b9UL6/dgFnEkrhJdDw4Pwc4f7I+NeJQIWx+DRz4/B55298HlnL+JvFSDjXgV8F+5rdt9/X8rGb2fvAgB+PJWON38+3yrP4UGlVbWwMW9/hWZTr0tLMwk87S3wSKBrowdjf0hIR/S+q7h0txj/XMnBjUZeE2WyWqw+eB3TN5/CrbwyTPnmJFLyy/FGG2Vq6Hp52uHAlRz4LdqH8xlFareJRMCtPOUk2prWAg9meedeJZb8cZmXtpKWaV3U19TU4Pnnn4dIJMLGjRtx6tQpXLlyBTt27EBQUJBW+1q9ejVmz56NyMhIBAYGYsOGDbC0tMSWLVsa3X748OGYNGkSunfvjs6dO+O1115Dr169cOzYf92s3n33XYwdOxaffPIJ+vTpg86dO+Oxxx5rdA4AFojFYnRe9N8HVEpeOeaN8IeHnTk4Dhj5v8Po5Wnf4n5cbM1RUldYXLhThJUx1/DSjkSs/Pua2nYcxzVa3Gw9frvZgrUptXIFhnxyCFnFlaiVa790GJ9u5ZXpvJRdU8b3csfyCT1UXepe2pHYZBdKsdj4u0O2hsLyavx1oeU1VeVy7cfU38/OwhTPPeTb6G2mEhFqNPz7/HDvFdQoRDA3bTrPxMWPoI+XPd759SJe2nEWvd8/gPQCwzi4ZUjGrTvW7PuCLgcdtV2FoC1elzdyS7Hwt4ut/jjtnbG+x4Z3d8HZJY/g1Lsj8XRoJ5xJK8S4dUexar+uBym0e5+0tzDF5H4d8ejnyu9anRftQ3JOKYZ17YAzaYUAgF/P3kHPZfvbbL6Q89ky/PrSoEYn/JOIRTi35BEAwKi6OXI87MwxbeNJ1Rji5ua6MRX/935/JbME59IL+W5+oyqq5bBoh13Cm3pdvjDED8ffeRjLJ/RA+r0K5JWq/22l5JXh6yMpePTzY3hh+xk88tkRtc+E4ooavPjdGVy4U4xL70cgcfEjuB09FueXjcJrI7ugi6t1qz4vY+BgZYYds0JhJhHj2c0J+PZEKl787gwW/nYR+y/n4E5hJU6mFLR4IKzeg1lKm/keBADbjt/Got/ps48vWn/CmZqa4tdff9X7gaurq5GYmIjw8PD/GiMWIzw8HPHx8S3en+M4xMbGIjk5GUOHKrvOKhQK7N27F127dkVERARcXFwQGhqK3bt3N7svmUyGkpIStYux8PHxRZifEw6+PhRBnsoZtec97I+DUcMQ5ueEarkCAW42Gu3rl7mDsGlGP/yRlImCsmpsfa4/skuqsOt0Os6k3kPk1lN48+cL6LviIADl7KH1fjyVjpM6LP3l/+7fAICw6H+xNvaGoOt5ZxRWwNuJ36J+kL8zZoT5wN7SDLejxwIAXt+VhPWHbjbY1s/Pj9fHZkViWiHm/dDymqq1Ws5+rw0TiRia1PS/JN7BxqO3sT+dQ28v+ya3E4tFuFtUCXNTMdZMCcbU/l44fkvZfVXf3jGVrTSxkFBGrz3a6PXZxVXwXbgP3yekadWlPl3LnkGavi7vz03bwkabrtBEd8b4HnsjpxR3CpUFqIuNOT6aFISbH47BmXcfQYYWk3eq0+495t83huOTJ3tj6aOBeHNUV0zt74U7hZX49vkBAICnQzthRIBy0tF+3g5t8jmeVWWCHh5Nz3/jYKX8zP16eghSPhqL4+88jKdCOqraHLn1NJKzS/HRvqvILa1Su69ELEZRRQ2uZpXgTmEF3OzMIVdwqrOWraG4sgbVtYp2Odl0S69LFxtz/HTmDsZ/rj5PQmZxJRaEd1G7btWBZNwrr4ZCwaH38gNwsFSuRW8tNYFELIJIJIKdhSlef6Qrurpq9t2YdYO7OCNxSThKq2qxbM9l7L+co9ZzbOo3JwE0fyCs3oNZtjSHTXJOGS43MkSG6Eanw9YTJ05ssVBuSX5+PuRyOVxd1Wcad3V1RXZ202d8i4uLYW1tDTMzM4wbNw6ff/45HnlEeUQ2NzcXZWVlWLlyJUaPHo0DBw5g0qRJePzxx3H48OEm9xkdHQ07OzvVxcvLeJYTOXflOjwdLNDF1QZ/zh+M1JXjYG4qgZXUBIUV1RgR0KHZ4uJ+HvYWGNndBbvP3UX8rXwM6eKMPecz8X+/XsSMLadwLqMIv55VjjPLKq5Ej2X7VV3ny2WNzyT63p7LTZ4Zu3/90VmDffH5vzcxc2vTcyq0tqziKrjbtd4wDZFIhJgFQ3DwSg4+3Z/cYP3VmzcbFvpE2QVM821b8wtRy19U67tpbk/IwEOdG644cb9vpvfDsvE9MLGPJ+YM9cPC3y4it0RZqCZnN+xG2NJ6vW/9fB5XMkvQfWlMi+1szuZjt3U6QKerI9fzcOFOUYPrl+y+BAC4mVuGg1dy8NrOc2rjiY/U/f/d3y9hQ1wKEjRs89RvTuJKZgmyi//7In+3qBLVtQr8kXQXqfnlats39rosqqhWFfHFFTUoqqiG78J9KKmqwTu/XkC/D/7BzVzNu0fL6oYEnEsvxNn0wkbHARPN3cwtBcdxqKqRq/WAMcb32MS0wgaFi4lEDDtLU5TLapFTUtXEPflTf9Dp+cG+mPdwF6x8ohfOLx0FAPjjlYfw0aQgbI0cgJSPxsLVzhyyWv573d2/9vz5jCJYQNbiwTCRSFnEieuKuU+f6o3+Pg54bpByhvyINUfwzZEUjP/8GO7eN2eKmYkI17JLMWbtUUjEItTUcui6+G+M/N9h1dni6loF0grKm3porW0+moJQX0fe9mdMWnpd1h+sd7I2g6xWjui/r+KvC5lIK6jAgvCuOLfkERx8fSi2RvbH+kO30HfFQfgt2odubjaIfjwItz4a2xZPw6jZmJtixcSeAICYBUNw4b1R+OqZvri6fDR2zRmIh/ydVAcXm/NgltUtvBcoFNrN70Gap9PgnS5dumD58uU4fvw4QkJCYGWlfnbz1Vdf5aVxjbGxsUFSUhLKysoQGxuLqKgo+Pn5Yfjw4VAolH88EyZMwOuvvw4ACA4OxokTJ7BhwwYMGzas0X0uXLgQUVFRqp9LSkqMprAvrgY62DS+rnqItwMe6+2h1f5EIhGiRnWFg6UZTCTKs4judhaY/HU8Lr8fAVmtAt2WxGDHyTQAwJWsEnAcIBYDlzJL8GXcTbw83B8cx6GoogbbTqTi8b6e6NXRHoDyLKKpRAQTiRhbj6civLsrSqtqsOTRQHCcsgt8XqmswXM6diMfPydmYM2U4FYr3HKKq9C7rp2tpZubLWaGeaODjRT7L+fgyZCOqttMTNrfWDpNaB63sLOacxyH7u62CHS3xVNdJPBxbr7XRyen/8aCutUdTBrwUSwAYMfJNIzo1gEjAlxUf+9B7x3A8IAOiHqkq+r1BAAFZTLsv5yDnxPv6NydUK5QzqxtZ2GKLcduY1IfTwz0c9JpX9paffA6Alxt0OtJe7XrvzuZBg87c7w8wh+zt58BAPyRlInUleNQJqvF279cgJutOUQi4LN/rgMArq0YDQDIK5Vh78UsTOrjiUt3i7HnfCbGBbmjm5sNrmWXYuw65dn/P155CL297PHQyn/xRN+OqoOWW5/rjwNXsvF2RDesO3kPB3bsxcIx3VBdq8CLwzojePlB7JwzEF1crPHjqXRsO6F8Pxy79qjqi8/2+DRYmpngnTHdcCuvDLvP3cUbowJw8U4x/rmag7nDO8PcVIKqGrnqDOCkL0+onv8nT/TC5P7G8TlkaMJXH8HF90YhqG6OmLNLHoGjlZlRvsdeyy5F5EM+jd62ILwrQj+KxZnF4XC2bvx7QOP0/wy1s1SuHX7/SQOxWARLU+WM5RY8LxcWvPwgUleOg0LBYcL645gf1vxB06ZYmpngvcd64N1x3XEuvQhO1mZ4ZmMCHlr5L7ZG9seKP68goqcbwru74p+rORCLRPjppTBkFlXi45hr6P/hP3hxmB9EEGHD4VvYGtkfIwKUwzsPXM7Gw91cYKLDygKbj93G7lce0uk5GTtNXpdT+3th5+kMBCxueNDawcoMDlZm6OJqg3/fGIaH/3cYG57tC38X61ZZ455V0wd6q1YDAoAxQe4AlKsETS6pwombBejvo37g6cdT6Zg2oJPqZ4lEgjuFFehYN9dF/TCWV74/i/XP9G3wmLpOcEwap9Mn3ObNm2Fvb4/ExEQkJiaq3SYSiTQq6p2dnSGRSJCTo77UV05ODtzc3Jq8n1gshr+/cnbQ4OBgXL16FdHR0Rg+fDicnZ1hYmKCwED1ya66d++uNu7+QVKpFFKpNh+IhuNmuRn6dnJo9Lb6Zbm09Uzofy/qCcHKid5OvxsOkUgEc1MJ/po/GLO+PY1nB3bChsO3cC69CACQca8SR67nYWxPdwxfFQcAGOjniHWxNzHY3wnPPeSrOou4Y1Yo9l/OxtbI/nCpW8976fhA+LyzF/0//Af/vjEM9pZmcLRSdp3KKanCH0mZmBDsgYe76beOfGM4jsPNvDLMaMUz9fXen9ATNXIFnt92Wq2o79SpUzP3an9e+i4RwwM6wMW2+ddmmawWR67noUbe+kW9XMGhtKoG9pZmuHinGF1crVXL4qQVVCDYyx7RjwehokK7brH1s/D6OVvhpeGd8ef5TDy/La3BdnHJeYhLzkOguy32vTYEF+8UY/wXx2Bf9wX7o33KOTC0Pfr9+7m7+DjmWt3rHFC0wQSZ9UwlIiTcVj/LXj+EoFrO4dmB3njI3xkmYhGifkqCzzvK5VR7etrir/lDAChn5/7mcAqSMoqQlFGkmgsks6gS2+OVv8c/kjIxrGsHjOzugvWHbgEAJqw/jrdHK2fr/fXsHQR72WPZ+EA8uykB5dVy/HgqQ9Wm6Lp9Jty+BwC4W1iJqd+cxLCuHVTd7esL+tfDu+KLQzdQI+cQ6GGLClktPv/3JjgOWB+n/Hdt7A1snNEPc3ckwlQixkvDOoMDhz+TMtHZxRpv/3oBE/p4NFi55OKdYvi7WPNeNPFJ3opDYTR1tu5zCQD6rjiIS+9HoFOnThj/+TGsfCIIPTzshGuchqpq5Ei/V9HoZHCAcjLWEQEdcPxmPiYEe6JWrsC9imrVZ6oQLMwkqNRy3gpt+NXNIfR4aFe99mMqEWNA3ZnxTk6WmNLfC9+fTENKfjkOXM7GNzP64ZMne6mGGXrYW2Dt1D74IykTXx9OUe1n8e+X8MoIf3y6/xoKK2rwyojOeCui4QoqLRno54Qu7bQ7uCbffVY+0QvZJVWIS87DkkcD8XA3F/g4NXxd+HWwRurKca3RzHatg40Ur+1MwmvhXcBxHFb+fQ1Xskpw9EY+xga543Z+Obq52SClygqvfHxIlUH997K9F7PwaXUtFBwgNRHDtO7AV1WNnM7U80inov727f+Wlqjvgqjt2VMzMzOEhIQgNjYWEydOBKAcEx8bG4t58+ZpvB+FQgGZTKbaZ//+/RvMvnj9+nV4e7O59ufF1Bw8P7RLyxvq6f4z516OlsgpkWFEgAtu5ZbD094C/zemG8pltfj68C1VQf/e+EAM8HXC67uS8N6fORjcRTnm7qmQjvgy7ibejAho8OXjyvIIpBVU4OH/KYdLKJf/EuF43XI5V7NKW6Wov55Thn0Xs7H+6YZHEluDqUSMLi42uJJZgsC6cYEpKSno2bNnmzy+oTuTeg8xl7MRczkbn03pDQDweWcvNs3oh/DA//IvqarB41+ewM3cslYdOlHvwOVsvLrzHA6+PgzjvzgGU4kIySvGQCxWdtfUJ8v6v3UAmNzPCyVVNUhIuYfZ28/AWmoCfxdr7H7lIcz74Sxu5JTh+W2ncfh6Hj6f1gdDu3TAthOpqjPWfov2IczPCT/OGaj2GLJaOXq9dwDJH4xRu76ksgZlVcovryJR2/V54DgOVlITnE4txPcJaaoDiluOKz9j6otl37peDz+9GKaasKf+7BgASE0kmNjHE4t+v6iaWyTI005V0O9fMBRv/nwe2cVV2BbZHwFutnj1R+U8DZ/EJGP6QG/sSEhTnSmbP7ILHC3N0MXVGr8evwyJpT2+jU/DsK4dkFVcCQ87c9XsyYev52Hpo4E4nXoPg/ydMSKgAzztLbDxaAocrSR49cdzeG6QDwDgi7q5NKb298LZ9EJsOpqC9yf0wDOh3qrP0rcjukEiFuGjfVexan8y/m90N4hFIlTWyGElVa6//c30EIzq0fTBbyH9UzdU4tzSUY1OYtZWZm45BScrM/wx7yEcSs5D0Hv7seOJjrh4txg5JVVGUdQHL1f2NGjuS6+/izVe25mEUYFuOHIjDy9+lyhoUWNhJtF6MsqW1L82auUKDPBxxBMhnijPvwu4NX5CQ1s7Zw+EWCxCan45/rmaC7mCg5utOaykJqoTC/VOvxuO/DIZPOwtcOByNv65mqOa6Gtyv44oKNN8lZR6CgXXLsfS19P083Lrc/1V/2/Pvy8heNorV9HyeWcv/DpYISXvv6Envd8/oPq/j70pzEzEyLhXAS9HS7WJbv9IysQX/97EuF7umDXYF1cyS3A7v1w1N8aNnFK42JiregFp6pOYa3h7tPYH0likc1+0zZs347PPPsONG8q1lrt06YIFCxbghRde0HgfUVFRmDlzJvr164cBAwZgzZo1KC8vR2RkJABgxowZ8PT0RHR0NADl2Pd+/fqhc+fOkMlk2LdvH7777jt89dVXqn2+9dZbmDJlCoYOHYoRI0YgJiYGf/75J+Li4nR9qgbt7eGesJa2bZdCOwtThPo6wq+DNTzsLZBdUqXq5j9tQCf4vLMX258fgKFdlUX8/teHIvZqDpbsvoQ5Q/2waGz3JvdtaWaC7u62mDbACz+eysDPiXcwvGsH3Mgtw7klj+C5bacxa7AvTCXiZs8EjVgVh5WPByFUwy7EOSVVWDyue5t+UDwZ0hFj1x3Fr3MHIcTbwWh7i7SGvRezVP9fsvu/5VD2nM9EeKAriitqUKNQYNRnR3CvvBrO1lL06WTf6u2qrJGjRs7hSlYJlk/oga3HU+G3aB+Ovj0CL+1IxNZI5ZcOXbJ88G/P1twUjwS64tqK0ZCaiFW3f/F0X8zZfgYHruRgQrAHxte99l4L74InQjxRVFGDRz8/hviUAiz74xIWPxqIFX9dwfIJPfF/v1xoMN51x8k0VNUqh8UAgAgitbVp679Q38org7O1FPaW6l9ydXE2vRB9Ozlg2Z7LiEvOQ0QPV7z7+yV8/Pc1bJgegu1NrGsrEolUXXAfLHS8HC3hYmOO47cKcPG9UapZpEUiESRiEfbMewjVcuVEVI/19sDHf19TjaN9frCvajwhALw0rLPq/9YyV3Tp0gXvT+gJjuNQI+cgq5Uj6L0D8OtghZjXhsLMRIznB6uvnLBsfCCe6ueFpIwivPRdIg68PhSjPjuCaytGw9xUgvSCCgz99BC+mdFP1U4AqIsBr4zwx+Ldl1STiQLA+4/1AIA26ZWiLVmtHF8euoW1sTeweFx3/HgqHTPCvAX58l0/zGLD9BB0dLDE9IHeuJZVgvn7lMuUbY9Pa5WDw3yrlXOobWGiqUVju2Pj0duIuZwF87peHS9/n4hAd1u8OKwzSqtqGxSmrXnYzsJUggqeJ+usf88a8b84jAvywJT+nVTfPflQ/17i42zV4gGRDjZS1UmOp/p5YVwvd1zPKcMfSXfxzphueHTdMVTXKlBZI4etuQlEIhE4jsPdokp42ls0+nrIK5PBqUFG7Yemn5dUyAvH28kKsW8Mw8j/HVYV9A/5O2HzzP7491ougjztkJRRBFlxHt7cdwdj1x3FxfciUC1XYPpAb8hq5Vj420V4OVrgx4R0fHNE2dtFIhbBVCJCmawW0zefwtQBXlgQrnkvnFq5Al/G3VIV9T8kpGPaAK92+7eiUzW4dOlSrF69GvPnz0dYWBgAID4+Hq+//jrS09OxfPlyjfYzZcoU5OXlYenSpcjOzkZwcDBiYmJUk+elp6erLY9QXl6Ol19+GXfu3IGFhQW6deuGHTt2YMqUKaptJk2ahA0bNiA6OhqvvvoqAgIC8Ouvv2Lw4MG6PFWD19xQhda060Vl7vMf9m+wZEXcm8PRyVG9W1RPTzvEpxTg4yd6abT/6Md7QaEA3v7lAoZ0ccb7E3rAwcoME4M90G1JDEJ9HVVteJBcweF2fjkK7lt6b/2hm/CwN8ekPv91d69fmu9adgle35Wk83AFXdWf1Y2/lY8QbwfBsjREt/PLcfrdcPT/8B/VEoAPd3PBnvOZGODriP2Xs3Ejpwx9vOzx/GBf9Olkr+rC3lrSCipwOlW5tNHL35/F7lcewvIJPTB98yn8fUl5EKKvl/LMEZ9ZmjeyxNGGZ0PqusmrX9/RwRIdHYDUlePg885efBufhm/rzla/PNwfN3KVY7cv3S2GtdQEthamWFw3IZ2/i3I8vvJMvXLHslo5th5PVXVnH+jniB9nD9T7A/PxL08gdeU4HL+Zj8NvDYe3kxWi/76Krw+n4OmNCRjT0w1fNjL+rl5TZy77+TjgWnZJo+MoRSKRWlf2uLeGY9o3J3EmrRButk338rg/S5FIBDMTEcxMxIh+PAhdXKybPBv9VD/lePhgL3ucXDQSHMfh95cHqfLs5GSJS+9HNHlQ1s7CFM8N8saf5zPhaitFTokMa+p6YpS0MGmiEBJTC7E29gaCPO0wpb8X5mxPxLI9l3E7eix8F+5DzIIh6Opi0+pdLTmOg6e9BXa8EKo2zvzDSUF4dagXQj89rrZyiyHzd7FusQeSSCTCjlmheHZzguq6GjmHVQeuY9UB5d/LnnkPqc3D0ZoszSRar8Bx8U4xdifdxZJHAxu9vf7Mf8a9SlVPHEP5vLQ0M0Gwlz2C6+YWuJFbhq6L/zsQV3+ACQBOvPMwPOrOeN5v0Mp/Mahz28xhYogMJUvSvM4drDEuyB2D/J1QWF6NeQ8rewmPrRt77+VoidJSGwzr0w2Pfn4UY9cexbhe7ujhYYvJ/bzw8nB/+Dhb4dfEO5jYxxM1cgWkJmK8visJj31xDNklVdhxMk2tqM8trYKTlRSZRZXwcmw43KK87r0mvaACP53JwBeHbqK3l12DnliXM4vRydESCgW07glgTEScDusndejQAevWrcO0adPUrv/xxx8xf/585Ofn89ZAIZSUlMDOzg7FxcWwtW16yRRDcOnSJaPpsl0rV2g1gQzHcdhzPhOv7UxSO3reedE+yBUc1k3rA18nKwR1tEPGvQoUVlRj24lU/HZWeTbm82l9cOr2PTwS6Ir/HUhGd3dbrLzvoMKkL4/DTCKGjbkp/rmag99eHtTk/AStxeedvejd0Q67XgzDzeSrBpVluawWVm3cCwRQHmndHp+KmAVDIVdwCFwag+kDvTGprye++Pcm/r703+oYswb7NvlFkG9xyblYvPsSZg/xg425CcYGucPcVKIqRr96pq9qYhlDeF0evZEHsUiErcdvIyW/HK425oh+PAgRa46ona1/KyIAn9atd20jNUFpXcHzyojOqrHnXV2tMaizM86lF0JqKsFrI7vA3c4cfh20n5iP4zj4LtyHjyYFIT6lAJ9P66O6zeedvfji6T4Y3cNNp8mm5AoOCo5TjdfjgyFkCSgnGtp7MQurnuqND/dewZAuHTCosxOm9DeMsxLPbT2FMD8neDlaYmyQO9Yfuol/ruYgwNUGO08r5yYY2c0FNQoO30wPafRgFR8Ky6vxwd6r+N/k3g1uq89yxpZT2PZcf4Mfy/nCt6exaWb/ljcE8O7vF/F9gnIZqpgFQ3A1qwSv7zqPnp62mDHQRzXpIsdxmL39jMb71dZ38ano6GiJEQEukNXKkVVUhU6Olo3+rn86nYEQHwecun0PC3+7iNSV4/Denst4Z0w3tb+P7OIqDIyOxfSB3ljyaCDMTMQG87p8UGJaIZ746gTMTcWoqlvVor6wf7SXO/5vdLcGxcmsbaex6qnecGinZ+sNNUuivfosq2rk6LZEOYfW/43uhrnDOzd5n3JZLQZGx8LN1hw3csuQunIc/r2Wg8//vYlz6UV4YbAvNh1TDsk7szgcTlZmEIlEqKiuRXFlDcKi/8X43h7483wmxCLg4W6u+OLpPpArOBy8koOIHm5qqwJ98XQfHL9ZgP2Xs7HqqV5G0WtL07pUp2/sNTU16NevX4PrQ0JCUFtrHEfAWWFh0fCor6HS9ku6SCRCRA83/P7yILXrLywbhXX/3lCNiW1Kwu0C7DiZDk8HC0Ck3qX4v23uYVSgK14b2QXejRwFbG3nl45C7+UH8Py201jxcAfe9lsjV0BSt5RPvcLyao2/NHAchx7L9mPt1GCUVtXi2YFtMyeFrFauGp8IKLtmXV0+WvU8PpwUhE+e7IULd4phY26CLi5tN7HQ8AAX/BM1rEExsnBMd7zxSICq+zpgGK/LIXVzWDzk74xvjtyCrbkpfJytcPT/RiAlrxxVNXIUVdRgfG8PzK3rptu7bgxveHdXrD90C7OH+MLCVILXH+kKkUik+sL6zCblWcFRga54e3QAjt3IR3AnB9XZqsbcLarE57E3sPN0BqylJthxMg1bnlMvLFI+GqtXoSURiyDhYWbv+xlClgCw/pm+eDmzGI5WZiisqMGe85nYcz4TJ1MKsGZqn5Z30IqqaxWIS87Dp0/2VnVNfmWEP8I6O+HxL0/g9fCueHWkP3adzsDei1notiQG3z4/ABKRCAN8HZsde19QplzJYEaYj0ZtuV1Q3qCnWL36LPt42ePFHYnYOOO/7zEV1crvLq3d46e1fDgpCM8P9oWnvQXMTSXo5maLh/ydUVktx7BP47D/cjY+mxoMEdCqQ/bMTSXILKrE4et5yCmuwtu/XoDURIzDb42AlVQCG3NTXM0qQVJGERb+pnyvf+OR/87MbTuRiol9POFpb4HVB5Mx0M8JNubK9g70c1L9rRjK6/JBId4Oaich0gsq4GBlinPpRXj7lwsYsSoON+uWWPvnSo6qp2N7LegBw82SaK8+S3NTCVJXjsPN3NIWh+xZSU1w6M3hcLaW4oVvT+NeeTWe33ZGdXvc9f+Wsu33wT/YFtkfMZeyVQeLHSxN8ef5TCwbH4iBfk747ewddFsSA0crM9wrr0ZXV2u8OMwP3xxJQVR4V8z7QVk7jAtyx9bjqUZR1GtKpzP18+fPh6mpKVavXq12/ZtvvonKykqsX7+etwYKwZjO1BcXF8POzvAn/OHbmdR7eHJDvOrnYV074NvnB0Ch4JBaUK6aaA9Qnon88tBNPNzdFZ9P64P1h27iib4dsej3i/iorsu9WxtMstaUkqoaPLspAWseD4Cfh7IQU06c03AMGcdxKK6sgVgsQn6prMkzpS98exrn0ouQuOQRJGeXwsVGij4rDuLK8gisi1VO1jVzkDcsTU1gKZXApG4d33qHruUicttp1c/fPj8Aw7ryd9ChKfUzm698PAhTBxjvagDG+rq8cKcImUVViOjhWrdUZcMCOa2gHMM+jVP97GBpisIKZXfwLi7W+Hp6SKN/l8HLD6CoogY9PGwxM8zHaJZrM8Qsq2sVkCs4rPnnOk6mFOCPef8NL/tw7xXcK6/ByO4u6NXRTrW0UGs6m16IuGu5iBoV0OC24oqaBt0d61/n9W59NFZtjpT0ggoUlMswe3uiarLEJY8G4rlBPi3Oqr/zVDrsLc0wumfDLr31WRaUyRDywT+48eEYmErEqK5VYOaWUxCLAUcrKab298JD/rotmcanWdtOY/Nz+p9RX/7nFWyPT4W/izWq5QoM69oBy8b34KGFDe29kIUP915BZnFVo7cvGttNtUrHg4Z27YAj1/PwxdN98MFfV5Fd8t8+/JytsHPOQLjUDZUxxNelJl75/iw+nNQTWcVVmL39jLIXg0iEHS+ECt00wRhrlqQhfbN89cdzuHi3GNMGeGH2ED/IahUwN5Vg9YFkrPtX+d3VycoMBeXV2PBsX9zKUx7EfSTQVe2ES2JaIczqTiRy4NCroz047r8JKbOLq9DBRorD13ONoqjXtC7Vuajfvn07vLy8MHCgcnblhIQEpKenY8aMGTA1/e8D/MHC3xgYU1HfXrstyRUcskuq4GFn3mjX0xq5Ap//exPrYm+ojWkL83NCfEoBxgW5w8fZUqelZ1rD/B/P4c/zmVg3rQ/MJGK8tEO5VORHk4IwuV9HVNUqkJhWiK/ibuJkyj28OrILdp5Kx6l3wxvd39Rv4nEy5Z7Gj//swE54om9H9OnkgPMZRZiw/jgOvzUcT29MgKutFLfyypGwaGSrdZmtkSsgq1Wg57L9+OGFUAwygC/U+mD9dZmaXw43O3PklFRh2KdxeDq0E8QioKyqFhXVcnwzox9q5AqYSsR44qsTSExTzkVwcuFIQQ+g6cLQs4zcegrvjgtEcaXygMmEL44js7gSpVW1db1ZrPHbyw8hIaUAPT3teB9SI1dw6LxoH/6aPxg9PTX7Mrfsj0sI8XHE5bvF+PdaLlY91Vu13nlcci6e26o8oLhiQg88FuyJ2/nlmLj+OADgkyd6Iau4Cq+FN77qy/t/XsbMMB/41K2YcL/7s3zz5/MQi4DknDKczyjCi8P8IKtRIK9MBlOxspfYI4GuWvUwSysoB8eh0cfWBV9Ffb3ckio8seEEJvXpiKhH9FsSrikJKQWY8s1JpHw0FmXVtdh09DZmhHnj1O17KKyoxru/K+fwmDfCH8Fe9ujkZIlXfzyHUF9HfBufBjdbc2SXVKlm2O7mZoOXR/hjiL+z2tlsQ39dNuWHhHS13miAcgLMmXUrZLRHxpolaUjfLC/eKcZXh2/io0lBDc7wZxdXwdxUjODlB7H1uf4Y0c2lib2wp1WL+hEjRmi0nUgkwr///qvt7gVnTEV9amoqfHx8hG6GQeI4DkUVNeiz4iAA5ZeI+iWlAGBbZH8MDzCMN4WqGjmmfnUESZnK9c2ff8hXtazXgx7u5oKMexWqSc/8XazxT9Qw1e1r/7mBvy5kYv+CofjxdDoG+Dgit1QGW3NT+HawwrWsEvx9KRubjzXcf/0Ea/X/LyiTwcbcFF0X/w07C1N8Pq0PBvo5wVQiwqf7kyERizBzkA+spSZ6Ffwf/HUFx27mw93OHFsjB+i8H0PRnl6X17JL0M1N+T6pUHCY+s1JzB7qh9nbz+DNUV2x6sB1hHd3xSdP9mpkFm7DZ+hZ9vvgH9XZ7FdGdAbHAW+P7oYLd4rw2BfH4e9ijbxSGYora7Dh2RAM8ndCQVm1aplAfZ1JvYdfz95F9OO6TTQaf6sA0zcn4I1RAdhw+BYqq+X4vzHdsOKvKzi1aKTqzGx9se/vYo2buWWqs+z3W3/oJn46k4F/3xje6Bn9B7Osf697ZURnvDkqQHWA+Pltp3Hq9j3senGgVkvfzd5+BrVyBS/vYZXVcrz583msb2bCSF3IauUwFYtbbT4BhYJD+r2KJg9scByHarlCbdLKen9dyIS11ASrDiTDWmqCnXManwwXMPzXZXNO3MxHX28HzPvhLJ4Z6I3hXTsYxLwYQjHmLIk6yrJ1tGpRzzpjKurv3bsHR0dHoZth0JIyitDFxRqmEjHe+Pk8Dl7Jxh+vDIa/i3WLXTnb0qGLaSjnTDGymysszJRfeO7vphrq64gF4V2h4Dg8sykBz4R2wrMDvTFm7VG42ZpDJALeHh2A13cp18/WZK3i+qV2Zmw5hZS8cnjaW8DG3ARvjw5Q65JUfzbufv19HFSzwb8e3hWP9/XE1uOpiHzIp9FZSu9XK1egsKIGHWykqKiuReDS/QCA8O4urTaBU1tqz6/Ly5nFePTzY6o5LA68PhRdXdtu7gO+GXqWheXVePvXC6iRK8e1n343HB1spOA4DmfSCuHtaAkOQHFlDSLWHFHlUr+0Xkv+upCJft6O6GAjxcT1x7FjVihsLUxwPacMT288CVdbc7w9OkDnA6Qcx+GDvVdVBxnrl/g8fjO/0S7w7+25jG0nUnFmcbja7PYA8Mjqw/B2smzyPeTBLFPzy+FsI4WVmUStqDp6Iw/fHElBUUUN/pyv+co5s7efQY1cgW16FvWztp3GO2O64ZfEO1jYzBKwrHrl+7OwtTBB9ONNr5Zj6K9LojnKkh2UZeugol4PxlTUU7cl7d0/rsaQNJZlfpnyDLuC41RfwDmOQ16pTHUG63pOKUZ9dkR1nx4ettj6XH/V7Zo4diMfCbcL8Pm/N7H9+QEY2sj4+Xvl1fgk5ppqcpJ6Aa42sDY3gQhAPx9HXM4sxhdP94W11AQSsXKN3loFB7lC+Rx83tkLM4kY1XIF/okahrjkXHyw9yoAYEo/L3z8pGbLHhqy9v66lNXKcTO3DDdzyzAh2FPo5ujFGLJMzS9HBxsp8kplzZ4h/eFUOm7nlWPTsdsI7+6KTTMbTnj7IJ939mJyv44I8XbA//2q7DY8bYAXfjylfB/4+7Uh6O6u3+ckx3G4ll2KozfyMG1Ap0aXJKxXP6fDP1HDVMsw1mupu7o2WdbKFXhpx1lYSyWYHuaD9YduoourNRaOURbZEZ8dwf7Xh6JWrgAHwFQixpztZyCrVcBKKsGaKX3w69k7WPjbRfw6Nwwe9hZ1q1Gk4oUhvqoDEr8k3kGwlx3875v00+edvdjwbAjulVfj6VDjnVtEV1U1cphJmu9NYAyvS6IZypIdlGXraNXZ74nhMPSDDobIEAt6oPEsHzwTBSjbf3/B3tXVBl883QeF5dWwtTBFNzdbrQp6ABjcxRmDuzjjjUYmuqrnaGWGlU/0woeTgrDrdAbOZxRh15kM7H11MO6VVyM+pQATgj3x3ck09H7/ACb364ifztxR3d/B0hTvjgtEby97nM8owvjeHghffRhejhbo08keC8d0R6+ObEyW095fl1ITCXp4NFwr1hgZQ5b1hXxz4+VFIhGeCVWuYvHyCH+MWXsEm46mINjLHn07OaBargDHAR/svYLF4wJhYSbBN0eUSxr+dOYOfjpzBz/OHohTt+/hq8M38emTvdCnk0ODwloXIpEI3d1tNTo44O1khRUTeiA1v1zrx9YmSxOJGEO6OGPZnsvYnZQJAMi4V6Eq6pNzlPO0RP99DZuP3YanvQXuFlWq7l9ceQrHbxYAAJ74Kl5t3xsO38IjdauuLPvjEsqr5fjymb74+UwGZg/xAwBcySpBeHfDGB7W1jTpQWIMr0uiGcqSHZSlsKioN3KWlm2/DBtpHfpk+WgvDx5b0jyJWISnQzvh6dBOWPlEkOogQ/0Z2WF1S6ndK69W3cdUIkJhRQ1+O3sHnz7ZCyZiEbwcLfHn+UwceWuEwR5o0RW9LtnBYpaOVmY48c7IBkNq6n2fkI79C4aqZinf/cpDEIuAXh3tEdbZqclJ6tpKiLcj9pzPRHigKziOw7/XchHkaacattQUbbOc1NcTY3q6YcBHsQCA9HsV+CEhHZP7dQSgHOd/O78c30wPAQfgt7N3YCU1QaC7LbydrHD8ZgEuvR8Bk7ozzrfzy+HrbIXZ28/g4JUcmJtKUF4tBwAs+v0iiipqUCZTLq2XU1xldJNKtiUWX5ftFWXJDspSWFTUG7ns7Gw4Oxv3TOFEyRizbKwY7+RkqRqvWz/UobpWgf/79QI+mxKstm3yB6OZK+gB48ySNI7VLCViEQ69ORw+TpbIK5WhRsFh+4lU/JCQjlJZLV7+PhFdXa3x9fR+vE2qx5cANxv8tDkDTlZmOJlSgNhruQCATTOaH06gbZa25qawNTeFi40UuaUyyGoVWPT7RVy8WwwA+CruFib28cSoHsrl8yJ6qC+j9+C8JvU9Ed6KCEBeqQzlslo8FdIRnz7VG4ByKb/dSXdxOrUQu85k4CMdJx9sD1h9XbZHlCU7KEth0Zj6RhjTmPq7d+/C09O4x6wSJcqSHZQlO9prlrfyyrD3QhZeHSnsWfmmTPvmJBJuF0DBAV1crDFjkA+mD/Ru9j76ZDn/x3NYOKYbRqyKg6xWgV/nhiHEu3UmhCqqqIapRMz78oMsaa+vSxZRluygLFsHjalvJ0xNm55QiBgXypIdlCU72muWnTtYG2xBDwA/zhkIjuNwK69MbZK55uiT5efT+gAATrzzMGzMTWFmovn69dp6cH1m0lB7fV2yiLJkB2UprNb7VCJtIjc3V+gmEJ5QluygLNlBWRoukUikcUEP8JOlk7W0VQt6ohl6XbKDsmQHZSks+mQyck5OTkI3gfCEsmQHZckOypIdlCU7KEt2UJbsoCyFRUU9IYQQQgghhBBipGhMfSPq5w4sKSkRuCUtS0tLg5WVYc1MTHRDWbKDsmQHZckOypIdlCU7KEt2UJato74ebWlueyrqG1FaWgoA8PLyErglhBBCCCGEEELas9LSUtjZ2TV5Oy1p1wiFQoHMzEzY2NgY9BraJSUl8PLyQkZGhsEvvUeaR1myg7JkB2XJDsqSHZQlOyhLdlCWrYfjOJSWlsLDwwNicdMj5+lMfSPEYjE6duwodDM0ZmtrSy8gRlCW7KAs2UFZsoOyZAdlyQ7Kkh2UZeto7gx9PZoojxBCCCGEEEIIMVJU1BNCCCGEEEIIIUaKinojJpVKsWzZMkilUqGbQvREWbKDsmQHZckOypIdlCU7KEt2UJbCo4nyCCGEEEIIIYQQI0Vn6gkhhBBCCCGEECNFRT0hhBBCCCGEEGKkqKgnhBBCCCGEEEKMFBX1hBBCCCGEEEKIkaKinhBCCCGEEEIIMVJU1BNCCCGEEEIIIUaKinpCCCGEEEIIIcRIUVFPCCGEEEIIIYQYKSrqCSGEEEIIIYQQI0VFPSGEEEIIIYQQYqSoqCeEEEIIIYQQQowUFfWEEEIIIYQQQoiRoqKeEEIIIYQQQggxUlTUE0IIIYQQQgghRoqKekIIIYQQQgghxEhRUU8IIYQQQgghhBgpKuoJIYQQQgghhBAjRUU9IYQQQgghhBBipKioJ4QQQgghhBBCjBQV9YQQQgghhBBCiJGiop4QQgghhBBCCDFSVNQTQgghhBBCCCFGiop6QgghhBBCCCHESFFRTwghhBBCCCGEGCkq6gkhhBBCCCGEECNFRT0hhBBCCCGEEGKkqKgnhBBCCCGEEEKMFBX1hBBCCCGEEEKIkaKinhBCCCGEEEIIMVJU1BNCCCGEEEIIIUaKinpCCCGEEEIIIcRImQjdAEOkUCiQmZkJGxsbiEQioZtDCCGEEEIIIaSd4TgOpaWl8PDwgFjc9Pl4KuobkZmZCS8vL6GbQQghhBBCCCGkncvIyEDHjh2bvF3Qov7IkSP49NNPkZiYiKysLPz++++YOHFis/eJi4tDVFQULl++DC8vLyxevBjPPfec2jbr16/Hp59+iuzsbPTu3Ruff/45BgwYoHG7bGxsACh/eba2tto+rTZ15coVBAYGCt0MwgPKkh2UJTsoS3ZQluygLNlBWbKDsmwdJSUl8PLyUtWnTRG0qC8vL0fv3r3x/PPP4/HHH29x+9u3b2PcuHF46aWX8P333yM2NhYvvPAC3N3dERERAQDYtWsXoqKisGHDBoSGhmLNmjWIiIhAcnIyXFxcNGpXfZd7W1tbgy/qu3btavBtJJqhLNlBWbKDsmQHZckOypIdlCU7KMvW1dKQcEEnyhszZgw++OADTJo0SaPtN2zYAF9fX/zvf/9D9+7dMW/ePDz55JP47LPPVNusXr0as2fPRmRkJAIDA7FhwwZYWlpiy5YtrfU0BFVSUiJ0EwhPKEt2UJbsoCzZQVmyg7JkB2XJDspSWEY1+318fDzCw8PVrouIiEB8fDwAoLq6GomJiWrbiMVihIeHq7ZpjEwmQ0lJidrFWJSVlQndBMITylJP8hpgwxAg5bDQLaEsGUJZsoOyrJP4LfDNCKCyUOiW6IyyFJhCDkR7AaU5eu+KsmQHZSksoyrqs7Oz4erqqnadq6srSkpKUFlZifz8fMjl8ka3yc7ObnK/0dHRsLOzU12MaZI8Y2oraR5lqSd5DZB9ASjLFbollCVDKEt2UJZ1itIBiSlQUyl0S3RGWQqMUwCyEqBa/yKOsmQHZSksoyrqW8vChQtRXFysumRkZAjdJI3l5+cL3QTCE8pSX9wD/wqHsmQHZckOyrIeB0AEcMK/V+qKshQYj387lCU7KEthGdWSdm5ubsjJUe/qk5OTA1tbW1hYWEAikUAikTS6jZubW5P7lUqlkEqlrdLm1lZZabxH2ok6ylJPnOF8UaUs2UFZsoOyrMNxgEgEQzgAqivKUmh1fzs8fN5SluygLIVlVGfqw8LCEBsbq3bdwYMHERYWBgAwMzNDSEiI2jYKhQKxsbGqbVjj7e0tdBMITyhLHrQwM2hboSzZQVmyg7K8n2G8V+qKsmQHZckOylJYghb1ZWVlSEpKQlJSEgDlknVJSUlIT08HoOwWP2PGDNX2L730ElJSUvD222/j2rVr+PLLL/HTTz/h9ddfV20TFRWFjRs34ttvv8XVq1cxd+5clJeXIzIysk2fW1tpbq4AYlwoS31xgEgMQzj7RFmyg7JkB2VZr+690gB6NemKshQYx99wN8qSHZSlsATtfn/mzBmMGDFC9XNUVBQAYObMmdi2bRuysrJUBT4A+Pr6Yu/evXj99dexdu1adOzYEZs2bVKtUQ8AU6ZMQV5eHpYuXYrs7GwEBwcjJiamweR5rJDJZEI3gfCEstSTAXW/pyzZQVmyg7Ksw0D3e8pSaPx1v6cs2UFZCkvEcQbwDdjAlJSUwM7ODsXFxbC1tRW6Oc2qqKiApaWl0M0gPKAs9VRVAnzaGRi/DgieJmhTKEt2UJbsoCzrHFwG3E0EJn4J2HcSujU6oSwFVlMJfOgGvHIa6NBVr11RluygLFuHpnWpUY2pJw3d35OBGDfKUl+G0/2esmQHZckOyrKe8Xe/pywFxmP3e8qSHZSlsKioN3K1tbVCN4HwhLLkg2FM/kRZsoOyZAdleR8DmVRUV5QlOyhLdlCWwqKi3sj5+/sL3QTCE8pST/XjRA3g7BNlyQ7Kkh2UZZ36+UcMoFeTrihLofE3pp6yZAdlKSwq6o1cSkqK0E0gPKEs9WU43e8pS3ZQluygLOsZf/d7ylJgPHa/pyzZQVkKi4p6I6dQKIRuAuEJZckHw+hSSlmyg7JkB2V5HyPvfk9ZsoOyZAdlKSwq6o1cQECA0E0gPKEs9WRA3e8pS3ZQluygLOsw0P2eshQaf93vKUt2UJbCoqLeyCUnJwvdBMITypIPhvFFlbJkB2XJDsryPgZyAFRXlKXAeOx+T1myg7IUFhX1hBB2GHePUkIIaSP0ZkkIISyhot7IUVcXdlCWeuIMZ/InypIdlCU7KMs69e+VRoyyFBp1vycNUZbCMu53dUJdXRhCWfLBMM4+UZbsoCzZQVnex8gnyqMs2UFZsoOyFBYV9YQQRtRNlGcAY+oJIcRw1U2UZwC9moiR4nFMPSGEH1TUGznq6sIOylJP1P2etALKkh2UZR3O+A+AUpZCo+73pCHKUlgGUdSvX78ePj4+MDc3R2hoKE6dOtXktsOHD4dIJGpwGTdunGqb5557rsHto0ePboun0uaoqws7KEs+GEaXUsqSHZQlOyjL+1D3e2IgKEt2UJbCMhG6Abt27UJUVBQ2bNiA0NBQrFmzBhEREUhOToaLi0uD7X/77TdUV1erfi4oKEDv3r3x1FNPqW03evRobN26VfWzVCptvSchILHYII7LEB5QlvoynLNPlCU7KEt2UJb1jL/7PWUpMB6731OW7KAshSX4b3/16tWYPXs2IiMjERgYiA0bNsDS0hJbtmxpdHtHR0e4ubmpLgcPHoSlpWWDol4qlapt5+Dg0BZPp835+fkJ3QTCE8pSTwbU/Z6yZAdlyQ7Kso5q9nvh3yt1RVkaCB4+bylLdlCWwhK0qK+urkZiYiLCw8NV14nFYoSHhyM+Pl6jfWzevBlTp06FlZWV2vVxcXFwcXFBQEAA5s6di4KCgib3IZPJUFJSonYxFjdv3hS6CYQnlCUfDKNLKWXJDsqSHZTlfYy8+z1lyQ7Kkh2UpbAELerz8/Mhl8vh6uqqdr2rqyuys7NbvP+pU6dw6dIlvPDCC2rXjx49Gtu3b0dsbCw+/vhjHD58GGPGjIFcLm90P9HR0bCzs1NdvLy8dH9SbczERPARFIQnlKW+DKf7PWXJDsqSHZRlPePvfk9ZCozH7veUJTsoS2EZ9W9/8+bNCAoKwoABA9Sunzp1qur/QUFB6NWrFzp37oy4uDiMHDmywX4WLlyIqKgo1c8lJSVGU9h36tRJ6CYQnlCWfDCMs0+UJTsoS3ZQlvcx8jP1lCU7KEt2UJbCEvRMvbOzMyQSCXJyctSuz8nJgZubW7P3LS8vx86dOzFr1qwWH8fPzw/Ozs5NdguRSqWwtbVVuxiLlJQUoZtAeEJZ6ql+mSYDOPtEWbKDsmQHZVmHqztTbwC9mnRFWQqNvyXtKEt2UJbCErSoNzMzQ0hICGJjY1XXKRQKxMbGIiwsrNn7/vzzz5DJZHj22WdbfJw7d+6goKAA7u7uerfZ0LA6q397RFnqizOYs0+UJTsoS3ZQlvUMZ1JRXVGWAuOx+z1lyQ7KUliCz34fFRWFjRs34ttvv8XVq1cxd+5clJeXIzIyEgAwY8YMLFy4sMH9Nm/ejIkTJ8LJyUnt+rKyMrz11ls4efIkUlNTERsbiwkTJsDf3x8RERFt8pzaUks9GojxoCz5YBhFPWXJDsqSHZTlfQzkAKiuKEt2UJbsoCyFJXhRP2XKFKxatQpLly5FcHAwkpKSEBMTo5o8Lz09HVlZWWr3SU5OxrFjxxrtei+RSHDhwgU89thj6Nq1K2bNmoWQkBAcPXqUySNIaWlpQjeB8ISy1JMBdb+nLNlBWbKDsqzDQPd7ylJonNo/+qAs2UFZCssgJsqbN28e5s2b1+htcXFxDa4LCAgA18QXdwsLC+zfv5/P5hk0CwsLoZtAeEJZ6stw1l6mLNlBWbKDsqxn/N3vKUuB8dj9nrJkB2UpLMHP1BP9ODs7C90EwhPKkg+G0aWUsmQHZckOyvI+Rt79nrJkB2XJDspSWFTUG7mMjAyhm0B4QlnqyYC631OW7KAs2UFZ1mGg+z1lKTT+Zr+nLNlBWQqLinojZ21tLXQTCE8oSx6IDOMtjbJkB2XJDsryPkZ+pp6yZAdlyQ7KUliG8Q2Y6MzW1lboJhCeUJb6MpyzT5QlOyhLdlCW9QynV5OuKEuB8TimnrJkB2UpLI0nylu3bp3GO3311Vd1agzRXmZmJhwdHYVuBuEBZaknA+p+T1myg7JkB2VZh4Hu95Sl0Pjrfk9ZsoOyFJbGRf1nn32m0XYikYiK+jZER8XYQVnywTC6lFKW7KAs2UFZ3sfIu99TluygLNlBWQpL46L+9u3brdkOoiNLS0uhm0B4Qlnqq+5MvQGcfaIs2UFZsoOyrMcBMO4l7ShLgfHY/Z6yZAdlKSy9xtRXV1cjOTkZtbW1fLWHaCk7O1voJhCeUJZ64gxn7WXKkh2UJTsoyzr175UGcABUV5Sl0Pjrfk9ZsoOyFJZORX1FRQVmzZoFS0tL9OjRA+np6QCA+fPnY+XKlbw2kDTPwcFB6CYQnlCWfDCMLqWUJTsoS3ZQlvcx8u73lCU7KEt2UJbC0qmoX7hwIc6fP4+4uDiYm5urrg8PD8euXbt4axxpmampqdBNIDyhLPXF1dX0wp99oizZQVmyg7KsVzdRngH0atIVZSkwHrvfU5bsoCyFpVNRv3v3bnzxxRcYPHgwRPcd7e3Rowdu3brFW+NIy3Jzc4VuAuEJZckDA1mnnrJkB2XJDsryPgbyXqkrypIdlCU7KEth6fSunpeXBxcXlwbXl5eXqxX5pPU5OTkJ3QTCE8pST5zhnH2iLNlBWbKDsqzDwWAmFdUVZSk0/sbUU5bsoCyFpVNR369fP+zdu1f1c30hv2nTJoSFhfHTMkII0ZaRf1ElhJDWV38AVOh2EKPFY/d7Qgg/dCrqP/roIyxatAhz585FbW0t1q5di1GjRmHr1q348MMPtd7f+vXr4ePjA3Nzc4SGhuLUqVNNbrtt2zaIRCK1y/3j+gGA4zgsXboU7u7usLCwQHh4OG7cuKF1u4xBQUGB0E0gPKEseWAgXUopS3ZQluygLO9jIO+VuqIs2UFZsoOyFJZO7+qDBw9GUlISamtrERQUhAMHDsDFxQXx8fEICQnRal+7du1CVFQUli1bhrNnz6J3796IiIhodlyGra0tsrKyVJe0tDS12z/55BOsW7cOGzZsQEJCAqysrBAREYGqqipdnq5Ba2wYBDFOlKWeDKj7PWXJDsqSHZRlHY4z+l5NlKXQ+Ot+T1myg7IUlomud+zcuTM2btyodwNWr16N2bNnIzIyEgCwYcMG7N27F1u2bME777zT6H1EIhHc3NwavY3jOKxZswaLFy/GhAkTAADbt2+Hq6srdu/ejalTpza4j0wmg0wmU/1cUlKi79NqMzU1NUI3gfCEstSX4XxRpSzZQVmyg7Ksx19BJhTKUmA8dr+nLNlBWQpL5/5Xcrkcv/zyC1asWIEVK1bg119/RW1trVb7qK6uRmJiIsLDw/9rkFiM8PBwxMfHN3m/srIyeHt7w8vLCxMmTMDly5dVt92+fRvZ2dlq+7Szs0NoaGiT+4yOjoadnZ3q4uXlpdXzEFJhYaHQTSA8oSx5YCBdSilLdlCW7KAs72Mg75W6oizZQVmyg7IUlk7v6pcvX0bXrl0xc+ZM/P777/j9998xc+ZMdOnSBZcuXdJ4P/n5+ZDL5XB1dVW73tXVFdnZ2Y3eJyAgAFu2bMEff/yBHTt2QKFQYNCgQbhz5w4AqO6nzT4XLlyI4uJi1SUjI0Pj5yC0pnosEONDWerJgLrfU5bsoCzZQVnWYaD7PWUpNP56e1CW7KAshaVT9/sXXngBPXr0wJkzZ+Dg4ABAeXTmueeew5w5c3DixAleG3m/sLAwtRn2Bw0ahO7du+Prr7/GihUrdNqnVCqFVCrlq4ltqqKiQugmEJ5QljwwkCU1KUt2UJbsoCzvZxjvlbqiLA0BP39DlCU7KEth6VTUJyUlqRX0AODg4IAPP/wQ/fv313g/zs7OkEgkyMnJUbs+JydH46M9pqam6NOnD27evAngv6NEOTk5cHd3V9tncHCwxm0zFsY0/p80j7LUV92ZegM4+0RZsoOyZAdlWa/uTL0B9GrSFWUpMI6rG8Kh/98QZckOylJYOnW/79q1a4NCHAByc3Ph7++v8X7MzMwQEhKC2NhY1XUKhQKxsbEar3cvl8tx8eJFVQHv6+sLNzc3tX2WlJQgISFB430aEw8PD6GbQHhCWeqJM5wvqpQlOyhLdlCWdTjDOQCqK8rSAPD0eUtZsoOyFJbGRX1JSYnqEh0djVdffRW//PIL7ty5gzt37uCXX37BggUL8PHHH2vVgKioKGzcuBHffvstrl69irlz56K8vFw1G/6MGTOwcOFC1fbLly/HgQMHkJKSgrNnz+LZZ59FWloaXnjhBQDKmfEXLFiADz74AHv27MHFixcxY8YMeHh4YOLEiVq1zRjQUTF2UJY8MJDJnyhLdlCW7KAs72Mg75W6oiwNAT/d7ylLdlCWwtK4+729vT1E941X5TgOkydPVl3H1R2tGz9+PORyucYNmDJlCvLy8rB06VJkZ2cjODgYMTExqonu0tPTIRb/9+FTWFiI2bNnIzs7Gw4ODggJCcGJEycQGBio2ubtt99GeXk55syZg6KiIgwePBgxMTEwNzfXuF3GoqysTOgmEJ5Qlvrib4kdfVGW7KAs2UFZ1jOcXk26oiwFxuNki5QlOyhLYYk4TrN39cOHD2u802HDhuncIENQUlICOzs7FBcXw9bWVujmNKu4uBh2dnZCN4PwgLLUU84VIOb/AJ+hwLC3BG0KZckOypIdlGWdX2YBjn5A5xGA9yChW6MTylJg+TeArx4Cpv0I+I/Ua1eUJTsoy9ahaV2q8Zl6Yy/UWZWfn08vIEZQljwwkC6llCU7KEt2UJb3MZD3Sl1RlgaAp78hypIdlKWwdJr9vl5FRQXS09NRXV2tdn2vXr30ahTRXGVlpdBNIDyhLPVlOJM/UZbsoCzZQVnWM/7u95SlwHjsfk9ZsoOyFJZORX1eXh4iIyPx999/N3q7NmPqiX68vb2FbgLhCWXJAwNZp56yZAdlyQ7K8n6G8V6pK8rSEPDzN0RZsoOyFJZOfWcWLFiAoqIiJCQkwMLCAjExMfj222/RpUsX7Nmzh+82kmZkZ2cL3QTCE8pST/Xr5hrA2SfKkh2UJTsoyzo8rjEuFMpSaPWft/rvibJkB2UpLJ3O1P/777/4448/0K9fP4jFYnh7e+ORRx6Bra0toqOjMW7cOL7bSZogk8mEbgLhCWWpL8Ppfk9ZsoOyZAdlWY+re6sU/r1SV5SlwHjsfk9ZsoOyFJZOZ+rLy8vh4uICAHBwcEBeXh4AICgoCGfPnuWvdaRFfn5+QjeB8ISy5IGBdL+nLNlBWbKDsryfYbxX6oqyNAT8/A1RluygLIWlU1EfEBCA5ORkAEDv3r3x9ddf4+7du9iwYQPc3d15bSBpXnp6utBNIDyhLPXE1Z2pN4CzT5QlOyhLdlCWdXg8yyoUylJo/PX2oCzZQVkKS6fu96+99hqysrIAAMuWLcPo0aOxY8cOmJmZ4dtvv+W1gaR5tbW1QjeB8ISy1JfhfFGlLNlBWbKDsqxnOAdAdUVZCozjb7gbZckOylJYOhX1zz77rOr/ISEhSEtLw7Vr19CpUyc4Ozvz1jjSMn9/f6GbQHhCWfLAQNZepizZQVmyg7K8j4G8V+qKsjQAPP0NUZbsoCyFpXFRHxUVpfFOV69erVNjiPZSUlIQGBgodDMIDyhLPRlQ93vKkh2UJTsoyzoMdL+nLIVW9zfEw+ctZckOylJYGhf1586d02g7kYFMVNVeKBQKoZtAeEJZ8sBA3n8oS3ZQluygLO9nGO+VuqIsDQE/f0OUJTsoS2FpXNQfOnSoNdtBdBQQECB0EwhPKEt9Gc7ZJ8qSHZQlOyjLevVrjAv/XqkrylJgXN3fEA+ft5QlOyhLYRnEoKr169fDx8cH5ubmCA0NxalTp5rcduPGjRgyZAgcHBzg4OCA8PDwBts/99xzEIlEapfRo0e39tMQRP0qBMT4UZZ6MqDu95QlOyhLdlCWdRjofk9ZCo2/7veUJTsoS2EJXtTv2rULUVFRWLZsGc6ePYvevXsjIiICubm5jW4fFxeHadOm4dChQ4iPj4eXlxdGjRqFu3fvqm03evRoZGVlqS4//vhjWzwdQoiQDKT7PSGEGDZ6ryT6or8hQgyJ4EX96tWrMXv2bERGRiIwMBAbNmyApaUltmzZ0uj233//PV5++WUEBwejW7du2LRpExQKBWJjY9W2k0qlcHNzU10cHByabINMJkNJSYnaxVhQVxd2UJb64q87oL4oS3ZQluygLO9D3e+JPqj7PWkEZSksQYv66upqJCYmIjw8XHWdWCxGeHg44uPjNdpHRUUFampq4OjoqHZ9XFwcXFxcEBAQgLlz56KgoKDJfURHR8POzk518fLy0u0JCYC6urCDstQTB1D3e8I3ypIdlGUd6n5P9Ebd70lDlKWwBC3q8/PzIZfL4erqqna9q6srsrOzNdrH//3f/8HDw0PtwMDo0aOxfft2xMbG4uOPP8bhw4cxZswYyOXyRvexcOFCFBcXqy4ZGRm6PylCiHCo+z0hhGiA3iuJvuhviBBDovHs94Zo5cqV2LlzJ+Li4mBubq66furUqar/BwUFoVevXujcuTPi4uIwcuTIBvuRSqWQSqVt0ma+UVcXdlCW+qqbKM8Azj5RluygLNlBWdarP8sqdDt0R1kKjMfeHpQlOyhLYQl6pt7Z2RkSiQQ5OTlq1+fk5MDNza3Z+65atQorV67EgQMH0KtXr2a39fPzg7OzM27evKl3mw0NdXVhB2XJAwM5U09ZsoOyZAdlyQ7K0hDw83lLWbKDshSWoEW9mZkZQkJC1Ca5q5/0LiwsrMn7ffLJJ1ixYgViYmLQr1+/Fh/nzp07KCgogLu7Oy/tNiRiseBzHRKeUJZ64gxn7WXKkh2UJTsoy/sY+Zh6ylJo/I2ppyzZQVkKS/DfflRUFDZu3Ihvv/0WV69exdy5c1FeXo7IyEgAwIwZM7Bw4ULV9h9//DGWLFmCLVu2wMfHB9nZ2cjOzkZZWRkAoKysDG+99RZOnjyJ1NRUxMbGYsKECfD390dERIQgz7E1+fn5Cd0EwhPKUl+G0/2esmQHZckOyrIOV/deaQAHQHVFWQqMx+73lCU7KEthCV7UT5kyBatWrcLSpUsRHByMpKQkxMTEqCbPS09PR1ZWlmr7r776CtXV1XjyySfh7u6uuqxatQoAIJFIcOHCBTz22GPo2rUrZs2ahZCQEBw9etRox803h8UhBe0VZckDA+l+T1myg7JkB2XJDsrSEPDzeUtZsoOyFJZBTJQ3b948zJs3r9Hb4uLi1H5OTU1tdl8WFhbYv38/Ty0zfCYmBhEh4QFlqScD6n5PWbKDsmQHZVlHJDL67veUpdD4+7ylLNlBWQpL8DP1RD+dOnUSugmEJ5Slvgyn+z1lyQ7Kkh2UZR0Gut9TlgLjwNuBIcqSHZSlsKioN3IpKSlCN4HwhLLkgWH0vqcsGUJZsoOyZAdlaQj4+cClLNlBWQqLinojx+I8Ae0VZaknA+p+T1myg7JkB2VZh4Hu95Sl0Pj7vKUs2UFZCouKeiPn5uYmdBMITyhLPhjGqXrKkh2UJTsoy/sZxnulrihLA8DTxLSUJTsoS2FRUW/k0tLShG4C4QllqS/OYGa/pyzZQVmyg7J8gAH0atIVZSkwjr85bChLdlCWwqKi3shZWFgI3QTCE8pSTwY0+RNlyQ7Kkh2UZR0e1xgXCmUptLq/IR4+bylLdlCWwqKi3sg5OzsL3QTCE8qSBwZypp6yZAdlyQ7Kkh2UpSHg5/OWsmQHZSksKuqNXEZGhtBNIDyhLPVVN3GPAZx9oizZQVmyg7KsIxLBUHo16YqyFFj9xLQ8oCzZQVkKi4p6I2dtbS10EwhPKEs9GVD3e8qSHZQlOyjLOgx0v6cshcbVDanX/2+IsmQHZSksKuqNnK2trdBNIDyhLHlgIN3vKUt2UJbsoCzZQVkaAn4+bylLdlCWwqKi3shlZmYK3QTCE8pSX4bT/Z6yZAdlyQ7Ksg4D3e8pS4Fx/H3eUpbsoCyFRUW9kaOjYuygLPlAZ+oJvyhLdlCW9zGQXk26oiwNAE9/Q5QlOyhLYRlEUb9+/Xr4+PjA3NwcoaGhOHXqVLPb//zzz+jWrRvMzc0RFBSEffv2qd3OcRyWLl0Kd3d3WFhYIDw8HDdu3GjNpyAYS0tLoZtAeEJZ6onjb4kdfVGW7KAs2UFZPkj490pdUZZC428OG8qSHZSlsAQv6nft2oWoqCgsW7YMZ8+eRe/evREREYHc3NxGtz9x4gSmTZuGWbNm4dy5c5g4cSImTpyIS5cuqbb55JNPsG7dOmzYsAEJCQmwsrJCREQEqqqq2upptZns7Gyhm0B4Qlnqy3C631OW7KAs2UFZ3s8wDoDqirIUGI/d7ylLdlCWwhK8qF+9ejVmz56NyMhIBAYGYsOGDbC0tMSWLVsa3X7t2rUYPXo03nrrLXTv3h0rVqxA37598cUXXwBQnqVfs2YNFi9ejAkTJqBXr17Yvn07MjMzsXv37jZ8Zm3DwcFB6CYQnlCW7KAs2UFZsoOyvI+Rd7+nLA0AT39DlCU7KEthmQj54NXV1UhMTMTChQtV14nFYoSHhyM+Pr7R+8THxyMqKkrtuoiICFXBfvv2bWRnZyM8PFx1u52dHUJDQxEfH4+pU6c22KdMJoNMJlP9XFJSos/TalOOx98H5KVCN4PwwFkmA6RSoZthvKpKgO6PAkk/AD9OE7QplCU7KEt2UJZ1yvMBCwfg2GfAhV1Ct0YnlKXAZKWAkz9wZgtw5Q+9dkVZssPosrRwACZ+KXQreCNoUZ+fnw+5XA5XV1e1611dXXHt2rVG75Odnd3o9vVdPur/bW6bB0VHR+P999/X6TkI7Vbgq+jZs6fQzSA8uHHpEmXJh4FzhW4BZckQypIdlOUDukYI3QKdUZbsoCzZQVkKS/Du94Zg4cKFKC4uVl0yMjKEbpLGnJychG4C4QllyQ7Kkh2UJTsoS3ZQluygLNlBWQpL0KLe2dkZEokEOTk5atfn5OTAzc2t0fu4ubk1u339v9rsUyqVwtbWVu1CCCGEEEIIIYQYOkG735uZmSEkJASxsbGYOHEiAEChUCA2Nhbz5s1r9D5hYWGIjY3FggULVNcdPHgQYWFhAABfX1+4ubkhNjYWwcHBAJRj5BMSEjB3rmbdcrm6GWGNYWx9WloarKyshG4G4QFlyQ7Kkh2UJTsoS3ZQluygLNlBWbaO+nqUa2nFEk5gO3fu5KRSKbdt2zbuypUr3Jw5czh7e3suOzub4ziOmz59OvfOO++otj9+/DhnYmLCrVq1irt69Sq3bNkyztTUlLt48aJqm5UrV3L29vbcH3/8wV24cIGbMGEC5+vry1VWVmrUpoyMDA7KdTroQhe60IUudKELXehCF7rQhS50EeySkZHRbP0q6Jl6AJgyZQry8vKwdOlSZGdnIzg4GDExMaqJ7tLT0yEW/zdKYNCgQfjhhx+wePFiLFq0CF26dMHu3bvVJmZ4++23UV5ejjlz5qCoqAiDBw9GTEwMzM3NNWqTh4cHMjIyYGNjA5EBL/tSUlICLy8vZGRk0JABI0dZsoOyZAdlyQ7Kkh2UJTsoS3ZQlq2H4ziUlpbCw8Oj2e1EHNfSuXxiqEpKSmBnZ4fi4mJ6ARk5ypIdlCU7KEt2UJbsoCzZQVmyg7IUHs1+TwghhBBCCCGEGCkq6gkhhBBCCCGEECNFRb0Rk0qlWLZsGaRSqdBNIXqiLNlBWbKDsmQHZckOypIdlCU7KEvh0Zh6QgghhBBCCCHESNGZekIIIYQQQgghxEhRUU8IIYQQQgghhBgpKuoJIYQQQgghhBAjRUU9IYQQQgghhBBipKioJ4QQQgghhBBCjBQV9YQQQgghhBBCiJGiop4QQgghhBBCCDFSVNQTQgghhBBCCCFGiop6QgghhBBCCCHESFFRTwghhBBCCCGEGCkq6gkhhBBCCCGEECNFRT0hhBBCCCGEEGKkqKgnhBBCCCGEEEKMFBX1hBBCCCGEEEKIkaKinhBCCBGASCTC7t27m7w9Li4OIpEIRUVFbdamB7333nsIDg4W7PG1YQy/T0IIIaQ1UFFPCCGEGKBBgwYhKysLdnZ2QjelWe+99x6ee+45oZvRorb6fZ4/fx7Tpk2Dl5cXLCws0L17d6xdu7bF+23btg0ikUjtYm5urrbN8OHDsW3btlZqOSGEEGNlInQDCCGEENKQmZkZ3NzchG4GM9rq95mYmAgXFxfs2LEDXl5eOHHiBObMmQOJRIJ58+Y1e19bW1skJyerfhaJRK3dXEIIIQygM/WEEELaveHDh2P+/PlYsGABHBwc4Orqio0bN6K8vByRkZGwsbGBv78//v77bwCAXC7HrFmz4OvrCwsLCwQEBDR6NnbLli3o0aMHpFIp3N3dGxR1+fn5mDRpEiwtLdGlSxfs2bNHdduD3cW3bdsGe3t77N+/H927d4e1tTVGjx6NrKwstX1u2rQJ3bt3h7m5Obp164Yvv/xS79/P119/DS8vL1haWmLy5MkoLi5uclttf5cAW7/P559/HmvXrsWwYcPg5+eHZ599FpGRkfjtt9+avR+gLOLd3NxUF1dX1xbvQwghhFBRTwghhAD49ttv4ezsjP9n777Dm6r6OIB/k3Ske9JFC6UUCmW0UPYelTIUcKIiICIoCoh1vBQZAmoRERBEUaaICi4QBQpahowCUiizlFFKW7r3Tpvkvn+kDQ1daZrkJie/z/Pkgd7c3Jz025vk3LPOnz+PuXPnYvbs2Xj22WcxYMAAXLx4EaNGjcKUKVNQVlYGuVwOb29v/PLLL7hx4waWLFmChQsX4ueff1Ye7+uvv8abb76JWbNm4erVq9i/fz/8/f1VnnPZsmV47rnncOXKFYwdOxaTJ09GXl5eg2UsKyvD6tWr8f333+Pff/9FcnIy3n33XeX9P/zwA5YsWYKPP/4Y8fHx+OSTT7B48WJ89913yn26dOkCW1vbBm9jxoxRec47d+7g559/xp9//omoqChcunQJb7zxhtZ+lwCM+vepjsLCQjg7Oze5X0lJCdq2bQsfHx9MmDAB169fb9bzEEIIMVEcIYQQYuKGDh3KDRo0SPmzVCrlbGxsuClTpii3paencwC4mJiYeo/x5ptvck8//bTyZy8vL+6DDz5o8DkBcIsWLVL+XFJSwgHgDh06xHEcxx07dowDwOXn53Mcx3Hbt2/nAHB37txRPmbjxo2cu7u78uf27dtzP/74o8rzrFixguvfv7/y56SkJO727dsN3lJTU5X7Ll26lBOJRCrbDh06xAmFQi49Pb3e16WN3yXHGc/vsymnT5/mzMzMuMOHDze635kzZ7jvvvuOu3TpEnf8+HHu8ccf5+zt7bmUlBS1n4sQQohpojH1hBBCCIDu3bsr/y8SieDi4oJu3bopt9V0hc7KygIAbNy4Edu2bUNycjLKy8tRWVmpnCk+KysLaWlpGDlypNrPaWNjA3t7e+Xx62NtbY327dsrf/b09FTuX1pairt372LGjBmYOXOmch+pVKoyOVzbtm0bLdOj2rRpg9atWyt/7t+/P+RyORISEhoco97c3yVgnL/PMWPG4OTJkwAUv9dHW9avXbuGCRMmYOnSpRg1ahQAIDk5GYGBgcp9Fi5ciIULF6J///7o37+/cvuAAQPQuXNnfPPNN1ixYkWjr5sQQohpo0o9IYQQAsDc3FzlZ4FAoLKtZtIyuVyO3bt3491338Xnn3+O/v37w87ODp999hnOnTsHALCystL4OeVyebP25zgOgKLrNgBs3rwZffv2VdlPJBIp/9+lSxfcv3+/wecYPHiwynh3TTTndwnAaH+fW7ZsQXl5eb3HunHjBkaOHIlZs2Zh0aJFyu1eXl6Ii4tT/txQt3xzc3P06NEDd+7cabD8hBBCCECVekIIIaTZTp8+jQEDBqiMLb97967y/3Z2dvD19UV0dDSGDx+ulzK5u7vDy8sLiYmJmDx5coP7HTx4EFVVVQ3e/2gFOjk5GWlpafDy8gIAnD17FkKhEAEBAdopOIz391m7B0Nt169fx4gRIzBt2jR8/PHHKveZmZnVmQugPjKZDFevXsXYsWObX3hCCCEmhSr1hBBCSDN16NABO3fuxOHDh9GuXTt8//33+O+//9CuXTvlPh9++CFef/11uLm5YcyYMSguLsbp06cxd+5cnZVr2bJlmDdvHhwcHDB69GhIJBJcuHAB+fn5CA8PB9D87vdisRjTpk3D6tWrUVRUhHnz5uG5557T6vJwxvz7fNS1a9cwYsQIhIWFITw8HBkZGQAUrfutWrVq8LmWL1+Ofv36wd/fHwUFBfjss89w//59vPrqqzp5bYQQQthBlXpCCCGkmV577TVcunQJkyZNgkAgwAsvvIA33nhDpdv6tGnTUFFRgbVr1+Ldd9+Fq6srnnnmGZ2W69VXX4W1tTU+++wzvPfee7CxsUG3bt0wf/58jY/p7++Pp556CmPHjkVeXh4ef/xxrSyTVxtLv89ff/0V2dnZ2LVrF3bt2qXc3rZtWyQlJTX4uPz8fMycORMZGRlwcnJCSEgIzpw5ozL+nhBCCKmPgKsZPEYIIYQQQgghhBCjQuvUE0IIIYQQQgghRooq9YQQQgghhBBCiJGiSj0hhBBCCCGEEGKkqFJPCCGEEEIIIYQYKarUE0IIIYQQQgghRoqWtKuHXC5HWloa7OzsIBAI+C4OIYQQQgghhBATw3EciouL4eXlBaGw4fZ4qtTXIy0tDT4+PnwXgxBCCCGEEEKIiUtJSYG3t3eD91Olvh52dnYAFL88e3t7nkvTuJSUFLoAwQjKkh2UJTsoS3ZQluygLNlBWbKDstSNoqIi+Pj4KOunDaFKfT1qutzb29sbfKWe4ziDLyNRD2XJDsqSHZQlOyhLdlCW7KAs2UFZ6lZTQ8Jpojwj5+XlxXcRiJZQluygLNlBWbKDsmQHZckOypIdlCW/eK/Ub9y4Eb6+vhCLxejbty/Onz+v1uN2794NgUCAiRMnqmwvKSnBnDlz4O3tDSsrKwQGBmLTpk06KLlhKCoq4rsIREsoS3ZQluygLNlBWbLD1LOsqJIhq7iC72JohalnyRLKkl+8Vur37NmD8PBwLF26FBcvXkRQUBDCwsKQlZXV6OOSkpLw7rvvYvDgwXXuCw8PR1RUFHbt2oX4+HjMnz8fc+bMwf79+3X1MnhVUlLCdxGIllCW7KAs2UFZsoOyZIcpZ1lYXoXnvonBe79c4bsoWmHKWbKGsuQXr5X6NWvWYObMmZg+fbqyRd3a2hrbtm1r8DEymQyTJ0/GsmXL4OfnV+f+M2fOYNq0aRg2bBh8fX0xa9YsBAUFqd0DwNjQhBTsoCzZQVmyg7JkB2XJDlPNMqdEgqBlR3AltRAnbmXjzN0cvovUYqaaJYsoS37xVqmvrKxEbGwsQkNDHxZGKERoaChiYmIafNzy5cvh5uaGGTNm1Hv/gAEDsH//fjx48AAcx+HYsWO4desWRo0a1eAxJRIJioqKVG7GIifH+N/QiQJlyQ7Kkh2UJTsoS3aYapbJeWUAgBUTuwIA/rqSzmdxtMJUs2QRZckv3ir1OTk5kMlkcHd3V9nu7u6OjIyMeh9z6tQpbN26FZs3b27wuBs2bEBgYCC8vb1hYWGB0aNHY+PGjRgyZEiDj4mMjISDg4PyZkxXmsrLy/kuAtESypIdlCU7KEt2UJbsMNUsU/LK8MXzwZjSry2SVo5DeoHx/x5MNUsWUZb84n2iPHUVFxdjypQp2Lx5M1xdXRvcb8OGDTh79iz279+P2NhYfP7553jzzTfxzz//NPiYiIgIFBYWKm8pKSm6eAk60bZtW76LQLSEsmQHZckOypIdlCU7TDXLu9ml8HWxUf7MASgsq+KvQFpgqlmyiLLkF2/r1Lu6ukIkEiEzM1Nle2ZmJjw8POrsf/fuXSQlJeGJJ55QbpPL5QAAMzMzJCQkwMvLCwsXLsTevXsxbtw4AED37t0RFxeH1atXq3T1r83S0hKWlpbaeml6lZGRATs7O76LQbSAsmQHZckOypIdlCU7TDHLjMIK/HguGXNH+Cu3HU/IxlNfn0b0O8P4K1gLmWKWrKIs+cVbS72FhQVCQkIQHR2t3CaXyxEdHY3+/fvX2b9Tp064evUq4uLilLfx48dj+PDhiIuLg4+PD6qqqlBVVQWhUPVliUQi5QUA1kgkEr6LQLSEsmQHZckOypIdlCU7TDHLs4m5WDSuM8xFD7/jPt/bBxZmIh5L1XKmmCWrKEt+8dZSDyiWn5s2bRp69eqFPn36YN26dSgtLcX06dMBAFOnTkXr1q0RGRkJsViMrl27qjze0dERAJTbLSwsMHToULz33nuwsrJC27ZtceLECezcuRNr1qzR62vTl/pWACDGibJkB2XJDsqSHZQlO0wxy0vJ+Zg2wFdl28qnu2PaNuNe3cmUslz79y28/VhHvouhM6aUpSHidUz9pEmTsHr1aixZsgTBwcGIi4tDVFSUcvK85ORkpKc3b2bP3bt3o3fv3pg8eTICAwOxcuVKfPzxx3j99dd18RJ4l5yczHcRiJZQluygLNlBWbKDsmSHqWVZKpEiMacU7Vxt6tzX2skKqfllPJRKO0wpyy+ib/NdBJ0ypSwNEa8t9QAwZ84czJkzp977jh8/3uhjd+zYUWebh4cHtm/froWSGQepVMp3EYiWUJbsoCzZQVmyg7Jkh6llmV5Ygc6e9hAIBHXu69vOGefv5cHbyZqHkrWcqWS55WQiAKBKJlcZQsESU8nSULH5V2VC/P39m96JGAXKkh2UJTsoS3ZQluwwtSwLy6vgYGVe7329fRWVemNlClmWVUrx0YF4AEBxBbsVX1PI0pBRpd7IJSYm8l0EoiWUJTsoS3ZQluygLNlhalkWlVfBvoFKvZejFdIKK/RcIu0xhSwzauVzL6eUx5Lolilkaci0UqkvKirCvn37EB8fr43DkWZgdVZ/U0RZsoOyZAdlyQ7Kkh2mlmVjLfUAYGUuRKXUOH8nppBlTaV+0bjOOHw9g+fS6I4pZGnINKrUP/fcc/jyyy8BAOXl5ejVqxeee+45dO/eHb/99ptWC0gaFxAQwHcRiJZQluygLNlBWbKDsmSHqWXZVKVebC7CyDXH9VcgLTKFLFMLyvHliz0wY1A7xKcX8V0cnTGFLA2ZRpX6f//9F4MHDwYA7N27FxzHoaCgAOvXr8dHH32k1QKSxiUkJPBdBKIllCU7KEt2UJbsoCzZYWpZFpZXwV7c8NzWvi42SMkr12OJtIf1LK+nFeLwtQwM8neFQCCAtYUIp27n8F0snWA9S0OnUaW+sLAQzs7OAICoqCg8/fTTsLa2xrhx43D7NtvLNRBCCCGEEKIveaWVcLK2aPD++aEdENbFHRVVMj2Wiqhj3PpTiL6ZBcfq/K49KMJLW8/xXCrCIo0q9T4+PoiJiUFpaSmioqIwatQoAEB+fj7EYrFWC0gaR11d2EFZsoOyZAdlyQ7Kkh2mlCXHcbiTVYI2zg0vWScQCODraoPkPONbr571LDt52OGPNwcqf458qhs87BuuK6UXGmePC4D9LA2dRpX6+fPnY/LkyfD29oaXlxeGDRsGQNEtv1u3btosH2kCdXVhB2XJDsqSHZQlOyhLdphSliUSKZxtLCAU1l2jvra2zjb4I+6BnkqlPaxn2drRCkE+jsqfh3RshUAv+zr7SaQyxN7PR//Io3osnXaxnqWh06hS/8YbbyAmJgbbtm3DqVOnIBQqDuPn50dj6gkhhBBCCNGCgrIqONs03PW+xvhgL2w8dhdXUgt0XyiilqScUkTfzKqz3dbSDEUVVSrb/r2Vg6e/PqOvohEGabykXa9evfDkk0/C1tZWuW3cuHEYOHBgI48i2kZdXdhBWbKDsmQHZckOypIdppRlU+Ppa9haKibSO30nV9dF0iqWs7yRXgQ7y7oTHPq6WON+zsOhEhzH4ZcLKcp9vz97H1KZ8S0Px3KWxkCjSr1MJsPWrVvx4osvIjQ0FCNGjFC5Ef2hri7soCzZQVmyg7JkB2XJDlPKMq+sEs42DS9nV9uy8V1QZWSVQZazLKuU4dNnutfZ7u4gRlaxYu16uZxDu4iDkMk5XFgcimdCvLF43zVsPHYXqfnGNUcCy1kag4bXx2jEW2+9hR07dmDcuHHo2rUrBILGx/kQ3akZ+kCMH2XJDsqSHZQlOyhLdphSlgVllcqZ05sytpsnPjt8U8cl0i6Wsywoq4SXY93x8662lsgulgAAcksrAQCbp/aCUCjA4909UVYpxdp/buHM3Rzsea2/XsvcEixnaQw0qtTv3r0bP//8M8aOHavt8pBm8vPz47sIREsoS3ZQluygLNlBWbLDlLLMK61CJw87tfZ1tbVATomikiiRymBpJtJl0bSC5SzzSivrnQ+hlZ0lbmcWAwAKyyvx2hA/5USIwwLcMCzADTklEry9Jw4cxxlN4ynLWRoDjS6pWFhYwN/fX9tlIRq4c+cO30UgWkJZsoOyZAdlyQ7Kkh2mlGV2sQSutpZq7VtT+TuWkIUBRjKLOstZ5pdV1TsfQitbSyTmlGL2rlhM3nIODtZ1h1e42Fjg5O0cXEkt1EdRtYLlLI2BRpX6d955B1988QU4jtNKITZu3AhfX1+IxWL07dsX58+fV+txu3fvhkAgwMSJExvc5/XXX4dAIMC6deu0UlZDY2amUWcLYoAoS3ZQluygLNlBWbLDVLKUyTnEpeTD28lK7ceYiwRIzC5FYXlV0zsbAJazVAydqFthb2VniVO3c3DoWgYyiyTo2capzj4CgQBjunrg4LV0fRRVK1jO0hho9Ns/deoUjh07hkOHDqFLly4wN1f9g/3999/VPtaePXsQHh6OTZs2oW/fvli3bh3CwsKQkJAANze3Bh+XlJSEd999F4MHD25wn7179+Ls2bPw8vJSuzzGpk2bNnwXgWgJZckOypIdlCU7KEt2mEqWsffzcTYxDzb1zKDeEGsLM5xLzEXrZlwI4BPLWVZK5fUOgRCbi1BQXoXPnw3CUz1bN9i9fuVT3THks2OIGNNZ10XVCpazNAYatdQ7OjriySefxNChQ+Hq6goHBweVW3OsWbMGM2fOxPTp0xEYGIhNmzbB2toa27Zta/AxMpkMkydPxrJlyxocv/HgwQPMnTsXP/zwQ52LDo+SSCQoKipSuRmLxMREvotAtISyZAdlyQ7Kkh2UJTtMJUupXI55I5o33NXTQYwjNzLRztVGR6XSLlPJ8lFXlo7C0yHejY6Xd7A2R6+2dVvxDZWpZmkoNGqp3759u1aevLKyErGxsYiIiFBuEwqFCA0NRUxMTIOPW758Odzc3DBjxgycPHmyzv1yuRxTpkzBe++9hy5dujRZjsjISCxbtkyzF8EzS0v1xlkRw0dZsoOyZAdlyQ7Kkh2mkmVxhbTZLe5vP9YRgzq4YuvJezoqlXaZSpaPEpurN4mhkcyRB8B0szQULVp7IDs7G6dOncKpU6eQnZ3d7Mfn5ORAJpPB3d1dZbu7uzsyMjLqfcypU6ewdetWbN68ucHjfvrppzAzM8O8efPUKkdERAQKCwuVt5SUFPVfBM88PDz4LgLREsqSHZQlOyhLdlCW7DCVLEsqpLATq7dGfQ1zkRAD2rtCIBBAJtfO3Fe6xGqWx25m4WJyfouPYy82R0ZhhRZKpHusZmksNKrUl5aW4pVXXoGnpyeGDBmCIUOGwMvLCzNmzEBZWZm2y6hUXFyMKVOmYPPmzXB1da13n9jYWHzxxRfYsWOH2ktAWFpawt7eXuVmLO7fv893EYiWUJbsoCzZQVmyg7Jkh6lkmV9WCUer5lXqa3g7WSE5T3ffybWF1Sz/vJyGSqm8xcfp3c4ZVx8Yxwz4rGZpLDSq1IeHh+PEiRP4888/UVBQgIKCAvzxxx84ceIE3nnnHbWP4+rqCpFIhMzMTJXtmZmZ9V7tuXv3LpKSkvDEE0/AzMwMZmZm2LlzJ/bv3w8zMzPcvXsXJ0+eRFZWFtq0aaPc5/79+3jnnXfg6+urycs1aFZWxjERCmkaZdkyS/64ppWr4tpAWbKDsmQHZckOU8kyq1gCN3uxRo/t6G6HW5nFBt9az2qWAR522D69T4uP42Zniaxi42ipZzVLY6FRpf63337D1q1bMWbMGGXL9tixY7F582b8+uuvah/HwsICISEhiI6OVm6Ty+WIjo5G//796+zfqVMnXL16FXFxccrb+PHjMXz4cMTFxcHHxwdTpkzBlStXVPbx8vLCe++9h8OHD2vycg1aQz0WiPGhLFtm19n7uJlezHcxAFCWLKEs2UFZssNUsswqqoCbvWbjlLt7O+C172Ox+I9rWi6VdrGaZVmlDFZqjptvTAc3O9xIK0JcSgGqZC1v+dclVrM0FhpNlFdWVlZnHDwAuLm5Nbv7fXh4OKZNm4ZevXqhT58+WLduHUpLSzF9+nQAwNSpU9G6dWtERkZCLBaja9euKo93dHQEAOV2FxcXuLi4qOxjbm4ODw8PBAQENKtsxiAlJaXZKw4Qw0RZtoxQIAAHw2iRoCzZQVmyg7Jkh6lkWVwhhV0zlrOrrWtrB7w8wBcSqUzLpdIuVrOsqJLByqLllfo2LtY4m5iLH84l48jbQ9DR3U4LpdMNVrM0Fhq11Pfv3x9Lly5FRcXD7iDl5eVYtmxZvS3sjZk0aRJWr16NJUuWIDg4GHFxcYiKilJeNEhOTkZ6eromxTQJtra2fBeBaAll2TICAWAovQwpS3ZQluygLNlhClleTS1E9M0steeHqs+CMZ1QVC7VYqm0j9Usyyq1U6kHgLvZpQBg8BPmsZqlsdDo8t8XX3yBsLAweHt7IygoCABw+fJliMVijbq4z5kzB3PmzKn3vuPHjzf62B07djR5/KSkpGaXyVgY06R+pHGUZcsIIAA4w6jVU5bsoCzZQVkqTN5yFnOGd0D/9i5N72ygTCHL+PQifDW5Z4uOITYX4cDVdHxSVgUHa80m3NM1VrMsq5TBWgvd7wFAKAAin+qG3y6mYkjHVlo5pi6wmqWx0KilvmvXrrh9+zYiIyMRHByM4OBgrFy5Erdv31ZrXXiiPWlpaXwXgWgJZdlyhlGlpyxZQlmyg7JUOH0nFw8KyvkuRouYQpa5pZVoZaeddb8/ORivlePoAqtZFlVUwU6s2dCJRyVGjsOk3m1QKjHsXhesZmksNP5rs7a2xsyZM7VZFqIBuirGDsqyZQQNNNQXlFXCTmwOkVDzLozNRVmyg7JkB2X5EGcgvZo0ZQpZ5pZI4Gxj0eLj/DlnEBb/cQ0ZhRXwcNBsJn1dYjVLuZyDmUijtlOjxWqWxkLtSv3+/fsxZswYmJubY//+/Y3uO378+BYXjKjH2tqa7yIQLaEsW0ZRqa/7RbV/5FGseS4IY7p56q0slCU7KEt2UJbsMIUs04sq4KmFSnjX1vaISynA6C/+RdySUVoomXaxmqUuLptVyTh0/OAQbn08RgdHbzlWszQWalfqJ06ciIyMDLi5uWHixIkN7icQCCCTGfZMmyzJyMigJSQYQVm2jACCej9Ey6tkkEj1uwwMZckOypIdlOVDxt1ObxpZVlTKYG3R8u7bNRPtyeUcpmw9h+9n9G3xMbWJjyxrGgBaMglhY0olUojNtd9K/6CgHJUyOdILy+HpYHhrwpvCeWnI1P6Lk8vlcHNzU/6/oRtV6PXLycmJ7yIQLaEsW66hHqVyPXc1pSzZQVmyg7J8yNi737OeZc3M99rS2dMeFmZCnLydo7VjagsfWU7b/h92nUvW2fHTCyvg46T9Vuvne/sAUPRATMophcxQlvypxvp5aeg0uoy0c+dOSCSSOtsrKyuxc+fOFheKqM/c3DBnMyXNR1m2jFDQcOtT7c+9cetPIqtIt8vCUJbsoCzZQVk+ZOR1euazTMgs1urxDr01GDMH+8FebIbXvr+g1WO3FB9Z3sooRnZx3XqMtmQXS7Q2yWFtrw72wydPdgMADFt9HO0XHgQAHLmeYRDL3bF+Xho6jSr106dPR2FhYZ3txcXFmD59eosLRdSXlaW9K7mEX5RlywgEggZbn2pvv55WhNzSSp2WhbJkB2XJDsryISOv0zOfZWp+GbZO66XVY742tD0szUU4fD0TUpkcEqlh9KzlI0s5x0Gko673AJBVXKGTSj0A9PJ1wp5Z/TBjUDsEetqjqKIKs76PxZ+X+Z95nvXz0tBpVKnnOK7ecSipqalwcHBocaGI+lxcjHedWaKKsmwZARpufXp0c1mlbr/MUJbsoCzZQVkqNLRSiDFhPcuvj99FR3c7rR93+8u90dnTHv4fHELAoiitH18TfGQp5xS9+5rCcRyKK6rUPu6C367g5O1snbXUA0BHdzv09XPB4scD4WJrgYjfrgIAPjaAZQtZPy8NXbNm4OjRowcEAgEEAgFGjhwJM7OHD5fJZLh37x5Gjx6t9UISQog6uAbanziOg0zOYd5PlwAA+TpuqSeEEEMlQMPvlYR/cjmHgf6u8HHW/pjsrq0d0KutE+LTiwAoWpTd7B7OsF8ikaKwvAquthawNBOplElYqxbMcRxS88t1UkZ9kHOqr6cGx3H480o6xgd5AQDW/nMb66NvI2nlOLWO+/eNTKTkl+H0nVz8+95wrZa5PhFjOmPs+pPwdrKCVMahokoGsbmo6QcSJjWrpX7ixImYMGECOI5DWFgYJkyYoLw9//zz+Oabb7Br1y5dlZXUIzc3l+8iEC2hLFumsdYnjgMe5JfjwNV0AMB/SXk6LQtlqZk/L6ehUs8rFTSFsmQHZQkcS8gCB9V5RowRy1m+/9sVHNXiJHmPGh/shTeHt4edpRnWHLmlct+H+69j4MqjOJ6QrdyWVVQBv4UHcfh6BuLTi1BRJUOxRIrBq45hZ0xSi8vDR5ZyjoPwkR7HHMehRCJVXvy/lVmM9dG31T5mfmklOnva4/Qdxetp46L7Cx5+rWwQ4G6H1o5WGN3VA1lFupsnQB0sn5fGoFkt9UuXLgUA+Pr64vnnn4elpW66lhD11axIQIwfZdkyAkH9S9q52Vli7T+3sOzPG3h9aHtMG9AWG47e0WlZKEvNzP3pEk4vGIHWjoazVA9lyQ7KEpi+/T++i6AVLGd5P7dUp8fv7euM3r7OeHO4P8Z8cRJDVh3Dv+8rWpUlUjnmh3ZAdrEEuSUSnL6bi9aOipb8176PBQB8Nbkn3vjhIgBgyR/XseSP67i5YrTGLcR8ZCmTc8ru9zI5B5FQgL6fRGP1s0EAgI4fHMLzfXwwMdgLqfnlTR6vUirHGz9cRG9fJ5y6o78VBsTmIkTNHwyJVI5tp+8hq7hCLxcTGsLyeWkMNBpTHxgYiLi4uDrbz507hwsXDGtWTdZVVak/1ocYNsqy5TgOWHMkAWFr/8XNjCKcTcyFVM5h/5xBWDCmE+aM8Ie1hRnKdTymnrLUnKEttUVZsoOyrOWR8+zag0KDO/caw3KWHd3tMKarh86fx9rCDHkllUjOK1NeSCiVSBHa2R2ZRRU4fTcX8366hHP3HvZs6+Rhp6zQ1xaTqHkLLR9ZCgUC/H7xAV797gLaLzyIpJxSZBVL8E98JjzsxXCwNse1B4V4b3QnOFo3PaP71QeFiEnMRZfWinnFurXW3/xiAoEAYnMR3O3ESOd5BnyWz0tjoFGl/s0330RKSkqd7Q8ePMCbb77Z4kIR9eXn5/NdBKIllGXLCASKcaJHE7KQkFmMb/9NxPPfnoWDlTnc7cWYNsAXtpZmsLYQoaxSqtOyUJaaM7R6BWXJDsryoZrT7EFBOWLv5+HxDacw5ouTkMs5g1v7uj4sZ+lsY4E5I/z18lwbXuwBJ2tzTN+h6MEhAODhIMaJW9m4nFIAZxsLrIpKwF9zB2HvGwNw6K3BeKGPD/4JH4JF4zpj1TPdMW9kB0zf/h9S8so0KgMfWdpbmSEhsxj/xGcCUCwP18fXGTtj7uPdsAD890Eofn9joLLXWFMXvArKFPP0dHCzxePdPbH3jQG6fQH1CPJxRFxKgd6ftzaWz0tj0Kzu9zVu3LiBnj171tneo0cP3Lhxo8WFIurz8ND91VyiH5Sl5nbGJKGgrAqSKjk6utvh2oMi/H7xAXq0ccRPM/up7GsuEur8SytlqTlDq9RTluygLB9a8sd1ZBVJ4Ghtjo8OxOP1oe1x7UEh/KrXvW7fygZju3ninVEBPJe0fixnWVElg5WeJjsbFuCGS0tGYdCnR+G74ADGB3nB2doCV1ILcSX14dLVXbzslateRT7VHQDg7/Zwdn5XWwvM+j4W6yYFI8CjebP285Gln6stHuSXq8wt4WpngX1vDkTbRyb/E5uLUF4lg7VFw1WmwnJFC3UbZ2t8+WLd+pE+tHa0QmYRvy31LJ+XxkCjlnpLS0tkZmbW2Z6enq4yI766Nm7cCF9fX4jFYvTt2xfnz59X63G7d++GQCDAxIkTVbZzHIclS5bA09MTVlZWCA0Nxe3b6k92YUzKyjS7MkoMD2Wpue9j7gMAjt7Mwu8XH+DColCcWzgSe98YWO84v3/is1BRpbsu+JSl5gxtVm7Kkh2Upaovj93BRwfiMXtYe8wP7YBVz3RHzzaOmDvCH3ezS7Hh6B3IDbTVnuUsy3mYwXzRuM4AAAszIYRCAf4JH4KvJ/fElH5t4WxjUe8y1rX5OFkjPr1IOat+c/CRpblIgMTIcTj5/nCM6OSGVU93x1eTQxDs4wgnGwuVfW0tzVAiabx3X0FZFb57pQ/MRBpVq7TCykKk0+816mD5vDQGGv31jRo1ChERESgsfHgVr6CgAAsXLsRjjz3WrGPt2bMH4eHhWLp0KS5evIigoCCEhYUhK6vxmT+TkpLw7rvvYvDgwXXuW7VqFdavX49Nmzbh3LlzsLGxQVhYGCoq+L2CpQtFRc1/AyWGibJsuasPCuFqa6Hsct+Q98ICcOq27iazoSw1Z2hdfylLdlCWCk7W5kj8ZCxOvDcMjtbmeL63D8TmIng5WuH3NwbinVEBuP3xGPRt54xraYVNH5AHLGdZXinXW0t9jdFdPfHHmwPxysB2ABSt8GO6eWLJE4H4J3xok4+v+byVavD+zWeWPs7W2PZybzzX26fBfWwszVAqabyynJpfDh8n/id4/Sc+C1dSC3h7fpbPS2OgUaV+9erVSElJQdu2bTF8+HAMHz4c7dq1Q0ZGBj7//PNmHWvNmjWYOXMmpk+fjsDAQGzatAnW1tbYtm1bg4+RyWSYPHkyli1bBj8/P5X7OI7DunXrsGjRIkyYMAHdu3fHzp07kZaWhn379tV7PIlEgqKiIpWbsfDy8uK7CERLKEvN1TQivDzAF3/MGQTzJq6W9/NzQUJmsc7KQ1lqztAq9ZQlOyhLhbJKGYRCAdq62CBuySi0dbGps4+5SIgX+rTBvRzdzsSuKZazLJFUwVas0ejYFgnycUSgl73KNnOREM6PtFzXJ9DLHtte7oXSJlq068NHls0Z5qWo1Df+ulLzy+DjzN+s8zWWPB6oXFKPDyyfl8ZAo0p969atceXKFaxatQqBgYEICQnBF198gatXr8LHp+GrXY+qrKxEbGwsQkNDHxZIKERoaChiYmIafNzy5cvh5uaGGTNm1Lnv3r17yMjIUDmmg4MD+vbt2+AxIyMj4eDgoLw15zXwzZguQBij1YcTIJXpZ91syrLlljweqNZyaOYiAap0mCtlqTlNWnp0ibJkB2WpIJGq997nZGOBgjLDnM2a5Sxlcq7JC9OGyMHKArezilGp5t9XDX1nWVElg6W5+r9fW0tRo93vo+MzceJWtkFkNqm3D07ezubt+Vk+L42BxpcCbWxsMGvWrBY9eU5ODmQyGdzd3VW2u7u74+bNm/U+5tSpU9i6dWu9S+oBQEZGhvIYjx6z5r5HRUREIDw8XPlzUVGR0VTsS0pK+C4Cs4oqqvDlsTv48tidFq3Bqi7KUnMCKJrqhcLGx/3VMBMKIZXprvJYO8uknFJ4O1nxOtbOmBhaSz2dl+ygLJvHydocy84kYdoAX76LUgerWW6Ivo37ucY5LtnNzhK7ziZjkL8rRnf1VPtx+s4yu1gCN7uGh+c9qqmW+g1H76h9oUzXbKpX+OELq+elsVC7Ur9//36MGTMG5ubm2L9/f6P7jh8/vsUFq09xcTGmTJmCzZs3w9XVVWvHtbS0hKWlpdaOp0/GcvHB2EhlcnT/8Ijy57zSSnip0QLcEpSl/piLBKiS6+5DuHaWw1Yfx48z+2JAe+29Z7HM0Frq6bxkB2XZPIGe9rATm6GCh4nbmsJqlp//fYvvImhM0+9I+s6yUiaHuUi9BgCg6Ynyama+J+yel8ZC7Ur9xIkTkZGRATc3tzqzzdcmEAggk6k3+6KrqytEIlGdmfQzMzPrXRbh7t27SEpKwhNPPKHcJq/+Ym5mZoaEhATl4zIzM+Hp+fBKYWZmJoKDg9UqlzHJycmBg4MD38VgRmZRBfLLKvFofU8flXrKUn/MRLptqX80Sx1eP2COTI1fVk6JBM9tisHRd4fpvDx0XrKDsmweM5EQOSWVWHnoJj4c34Xv4qjQJMv+kdGIiRipoxJpRxtna0xqZNI2QyYSCrB1Wi+kFzZvUmp9n5dSGdesnnM2FmbIKpY0eH9Hd1v88np/bRRNK/hcFpbeY/ml9l+1XC6Hm5ub8v8N3dSt0AOAhYUFQkJCEB0drfI80dHR6N+/7gnSqVMnXL16FXFxccrb+PHjMXz4cMTFxcHHxwft2rWDh4eHyjGLiopw7ty5eo9p7MrLy/kuAlMuJRfgx3PJGLv+JPbM6odVTyvWY80pafgNXVsoS/0xEwp0OlfCo1nKDG3xdQOmzsWWjMIKJOppAi86L9lBWTbfg4Jy/HQ+me9i1KFJls2tbPKho7st3hjWnu9iaMzF1hJ5pZXNeoy+z8sqmRzmag7VAxrvfi+RynD4eiZcbQ2nt6+luZC3pe3oPZZf+p9e8xHh4eGYNm0aevXqhT59+mDdunUoLS3F9OnTAQBTp05F69atERkZCbFYjK5du6o83tHREQBUts+fPx8fffQROnTogHbt2mHx4sXw8vJqtIeBsWrbti3fRWBKWaUUP55TfIEJ8nFEXz8XZJdI6v2QOn0nBwPauzS5fqu6KEvNNTcCc5FQp928H81SF2s9f3n0NuaM6KD2/mfu5qC7tyNsLXl/22+UOmPqLyXnAwAKyirhaN30zMwtQeclOyhLhXaudWe7b8hL/dogu5FWSr7wkaWuhyFUyeT4Jz5La98p+OBiY4E1f9/C2G4e8HezU+sx+s5SKm9eS31j3e8N8dzwdrLGpeQC9G/vovfnpvdYfqn97W79+vVqH3TevHlq7ztp0iRkZ2djyZIlyMjIQHBwMKKiopQT3SUnJ0MobN4EU++//z5KS0sxa9YsFBQUYNCgQYiKioJYrP7EGMYiIyMDdnbqvXGSppVWyiCVc/ht9gDlh3fPNk64+qBAZb+fzidj938pWPV0dwR4aOf3T1nqj5lIoNPu949mqYvJ31YfuYU3h/ur/QXwxc3nsGVqL4QGuje9M49e3HIOADBjUDssfjywzv3pheVY/Md1AMDvFx/glUHtdFoeOi/ZQVkCoZ3d8PVLIWrvP31gO/z8X4oOS6SZmiynbD2H7S/31stEpJ0WR+HI20PQ0V03f0MFZVV43ki73teoabE+ejMLlmYi5JdVoru3Y6OP0fd5KZXJYdaMMfU2lqIGW+pzSyoxQ8efQc312hA/vLj5HHa80hueDrodNvooeo/ll9qV+rVr16r8nJ2djbKyMmVLeUFBAaytreHm5tasSj0AzJkzB3PmzKn3vuPHjzf62B07dtTZJhAIsHz5cixfvrxZ5TBGEonhXSU0ZmUSKba/3BshbZ2U29q3ssELm89i5mA/XE8rgo+zNZb+cR12YjMcvp4Bd3tLrbQWUpb6Yy4U1pkoj+M4SKRylZaYyEPxAICIMZ2bdfxHs8wra153xKaMXvev4nkeKW9TpAY8uL/gkd/R1lP38O6oAFjVmsl304m7OHw9A/vnDERqfjnKKnXfxZDOS3ZQlgAgaNbSW5Zmql15/7qSBpmcw4Tg1sptfEykV5Plyds5SMotg7+brV6eV5fdmvP10PNI16wsRLiwKBS9PvoHtzJLcO5eLr56MQTdvB+Osy6RSPH7xVRM7e8LQP/nZZWMg3kzGgttLc1QWilFWaUUZ+7kIjTQXdlCn1lUgQ56+ttTl4utJRIyizFw5VEM6tAKE4O98MnBeBx8a3CzZv3XBL3H8kvtv+p79+4pbx9//DGCg4MRHx+PvLw85OXlIT4+Hj179sSKFSt0WV7yCD8/P76LwIwrqQUoKK+Cu73qm56bvRhDOrbCjfQiPL7hFOJSCsCBg5ejFdb8fQtv/HBRK89PWeqPmUiAvZce4Mujt9Hhg4OolMox47sL6LQ4Cj//l4LyShkSs0twN6sUtzObv0TLo1m+/+sVZGhxPOfNjGIAQHkzK7WVOuyd0FJLqlvfaxvx+XEUlldhxV83UFYpxcpDN3EpuQDdvR1haSaERKr7Sj2dl+ygLJtPbC5SWa5r36UH+CMuDXI5h/u5pZi5U/G++fy3MToZZvSomrlQameZXlgOiVSGyykFOh9L3Ngs6C31y4UUlQYFY+Vio7gw8WtsKlLyyvHEl6eQnFuGozczsfSPa+j78T9Y8sd1+C44gINX0/V+XkrlzW2pN8NP51MQuOQwXt15AR/svYreH/+D2bti8fOF1GYNZ9GXeSP8IeeA8kopwn++jJySStxI0/0a8vQeyy+N+istXrwYGzZsQEBAgHJbQEAA1q5di0WLFmmtcKRpycmGN4GNsRr/5WmcvJ2N9m5136Cf7OGFA1fSAQDTtp3Hjul9sOe1fmhlZ4nyKhn+9+uVFj8/Zak/ZiIBOE7Rhb1KxuF/v13B0ZtZAIA72SXYe+kBRnx+AgIBINdgkrv6skzN1/7aw+WNfIG9nFKAzw7fVNmmy8kBNZVbPQllzRCF8x+MxDMh3ohfPhrphRUIWnYEW0/dQ+CSwwCAi4sfA6CobFRU6f710HnJDsqy+R5tqZdzijkt/BYexNDPjuPvG4rVi84m5uFutuZrVFdUycA18V6bml8G/w8OAVBkWXMRYdfZ+whYFIUJG09jffRtjcugjiIdLV8mlclxO6sEjxn48Ch1CAQCnFkwQmXbl8du45UdF/BdzH2UVsrQx9cZAHA3q0Tv52VzZ79/dN33H84lY/esfrhwPx//xGeivYG11APA+OqeNFYWDztkF1Xo7oJUDXqP5ZdGlfr09HRIpXX/OGQyWZ3l6Yhu1ZcD0VxheRUszep2Iwz0dMBf1ZX653v7YKC/K6wtzPDfB6GQVMmx50LLxxxSlvrzaNe7vZceAABO/W84HhSUY+HeqxCbCyEUKL7ENlftLPu0c8bixwNxXQdXyT8+GF9n28/Vf4tpBeXYeOyuyn1VBlap//NyGkI++kdlm5udGKufDYKVhQgbXuiBUYHuuLxkFL6ZEoK/3x4C5+pWIH211NN5yQ7KEk1WnB9lZS7Cvrg0LPnjGl749iyO3sxCfpmiYluzjNdL/dqgrYs1Hlv7r8blGvbZcRy6ltHoPjU9BqQyOS6mlsBv4UEAwOHrmcqy1u5VUFvtXgR3skpQUFap0fuhrtYkf33XRRxPyNbJsfngYGWu/L/iwpDq7/qdUR0BKNaM1/d52dzZ7wUCAfr4OsOvlaLBx8tBjH5+Dyehq+mZYEjat7LBfx+E4uOJXfFcL28AursgVRu9x/JLo2mQR44ciddeew1btmxBz549AQCxsbGYPXs2QkNDtVpA0jh/f3++i8CMnm0c8flzwfXe59fKBplFFfB1sUbrR9arH9PVAzfSW15hoyw119zZgoVCAW6uGI3c0kpYiITYfDIRrw3xg5WFSNkjo6JKjsPXM9HRvflX4WtnaS82R29fJ4z/8jSmDfBt9rEak10sQUpeGWwtzdBjxd94qkdr/H7pASYEe+HRr+4ioQCVMg4yOQfRI19ofBccwNUPR8FObA59mvvTJQDAmiMJ9d7/RJAXngjyAgCEdfFQuU9sLsL1B0XgOE6ns0XTeckOFrIsqqhCeaWszjAxdeSXVqpUttRhJhLi6oej0O3DI8ptFxaFwtbSDGJzEeaO8MfrQ9ujh08G3vnlcrPLVCOjqKLBycgeVdNaX2NisBeWT+wKoUCAKVvPIb+0Ek6PVLRqVjuRyuQIXXMCfq1s8HRPb7w5/OHfxLnEXIS0dWqwFdfO0gyF5VXIKKyAh4Pi919RJUNKXhk6tHDyvEcn4zV21hYiOFiZo7C8ClYWItzMUP2OFOTjCEDx+9P3ednc2e8B4OfX+6OiSlZ9MVlxgeLU/4Zj0KfHDHK1AoFAgFZ2ikkLVz0ThCn9fBGx9wpe6qfb2elZeI81Zhq11G/btg0eHh7o1asXLC0tYWlpiT59+sDd3R1btmzRdhlJIxITE/kuAjOcbSwaHBtlLhJiwws9cOTtoXj9kTVkaz6c1P1C0hDKUr/E5iK0drRCKztLLBzbGS62lrC2MMO2l3vh19f7I9jHEWcjRqKDu12zZ3+uyfKjv24AALp7O2JMVw+ttiyP6OQGK3MRpu/4Dz1W/A0A+L26x0FGYQWi47NU9newMkdReRXaLzwImZzD3kupKCx7eOVeH13Za6vp0vvnnEFYf/QODlxNb9bjLc2EOHA1HY9vOKWL4inReckOY82ypnV936UHmPTNWUzf/h9i7+c1u9U9q1gCd4fmXwywE5tj7aQgAMCGF3rA1dZSOTHeO6MCYGNphqdDvDGik1uzj11bU5WjR1vWzy8cib/mDsK653vAXmwOW0szSKrk2BlzHwt+Ux0SVzOMquaCQGJ2KW5nFmNDre76k749iwcF5eA4DsUVdVs17a3M8cnBm+gXGa3cdvBqOh5b+y9e3Hy2eS/2Efmlum9F1SeBQIDLS0chtLM7CsqqcKt6bpp7kWNxfVmY8u9n88l72HX8qnIYlj5UyeQwb8aY+hpicxEEAoGy7N5O1ri5YrS2i6cT3bwd4K7jSfIA432PZYVGlfpWrVrh4MGDuHnzJn755Rf88ssviI+Px8GDB+Hm1rI3ddI8cgOezdrYNPX9aFQXD1iYCevMHDykYyssfSIQ55PyWvT8lKXmLM20t5zRiE7u6OXrjH1vDoSHgxitHa3w/m/NmzMht7QKJRIptpy6p9x2OaUAb/5wqcXL29V8kRcKADOhAIGe9rCxEGHdpGC8MlCxtE5qfjl+u5gKAIi5mwsA8LAXK8eb5pZK8PaeywhafkR5PF1PMPWoToujMKKTG7p5O6BHG8dmP96vlS2OvjMUrraWLRrL2xQ6L9lhrFm2iziItIJyzN8Th/j0IkikMjz9dQxySpq3qkZeaSWcNZxd/cke3ri2LAzjunk2ul9zLzTU1lQ1q7K6hfSNYe3R2s4MbvZidG3toLLPJ091w9p/bmH3fym4k/XwfUFa63235vPiXm4ZPv/7lsrFguIKKS7cz1fpmVCjjbM1nuvlDbG5EHmllYg8GI9v/02Eo7U5LtzPb+7LVaqokmFQB1dcXjJK42MYqi3TemHDCz0AALGLQiEQCGBjqegkvGx8FwDAT5cL0PeT6AaPoW1VMq5ZK0A0Rt+rPrRE9M0sHLne+BCXljLW91hWaNT9voavry84jkP79u1hZtaiQxEN1Z6skGhOJufQkh5UAR52uJpaiOEBml/Uoiw15+tijWEBrXRy7OZWwssqpZjyWyr+bqOYBbamxSe9qAJphRW49qBQ2btDE1XVM9hzHHA+KQ/FFVLcixwLgUCACcFeCPJxwLI/ryPI2wGvDW2P62mFsBObwcvRSjlMpM/HD79AtYtQjEttbNI9bbuVqZi936m6grH3jYG4mJyPrx6ZA6AxIqEAfq1s4W5viZGfn0DSynE6KSudl+ww5iw3nbiLxY8HYkKwFwZEHgUAPCgoV3axVUdBWSUcrTUfYmNr2fj3PEVvICkcWvAcDXllx3/K4UvvjAqAt2P9r9vL8WFrZHx6kXKpu5r3cXuxGeKWjIJQKMCwz44BAFb8dUM5nOHtPXF4Y3h71MfaQoRVzwQhp6QSPat7RwFA4idjMXPnBY1fW6fFUejsaa+T35sheCLIC6O7etSpSE/p1xZn7ubgyI3MZi0x11ISqQzONmz+rhuz8cWeWPzHNYx6ZCibNhnzeywLNDqLysrKMGPGDFhbW6NLly7K2Q7nzp2LlStXarWApHEJCfWPRSXNk1VcgVYt6JrkamuJyEM3m96xEZSl5mQcMHOwbpZSeWdURwwPaKV25b5myaOvTygqqC62iopr7CLFrO3RN7Pqf6Caataal3Ec5od2xB9vDlR2WxUIBHiiuxdmDWmPD8d3QaCnPT46EK9civHOx2Pw46t98dvs/lj8eCBeG/rwd1YqkdYZ91iflvQ0qJTK4bvgAEZVT6jlavew1bBnGydsmdar2cf8+MluGOTvqrOZ/em8ND5r/74F3wUH8M2Ju+A4DnEpBQCML8uEjGL0+VgxkeTOmPsY09UDrraWiF0civDHOuJBfnmzjldeJVO2kupCa0crpBZovspHZSPn8NGbWfjvnqI3nEgoQHfb0nr3c7MT46eZ/dDJww7n7uXi2oNCAIr3Lb9WNri8VFGhB4AvX1TMCbXnvxR8dljxt3E7qwRv77kMBytzfHX8Tr3P4VFrCMPITm4QCgVwtrHAP9UrAWQXS5S9CtQ1rpvuKlqGoL6WcaFQgK8mh4DjAF9Xa72VpaJKXu+EyKwb280DXb0cmt6xBYztPZY1GlXqIyIicPnyZRw/fhxi8cM3t9DQUOzZs0drhSO61dwPHZY9yC+Ht5NV0zs2oKbFUd9dmImCpHoCG12wtjCDlYWo0ZmSc0okmPfTJZxNzEVJ9bIxv198AL9WNtjwguKLo7ONBdZOCsL66NtIztX8i29NN9LjCdmYMahdnVZ/oVCAZ0K80aONE9q6WKNXWye42logp0QCM5EQA/xdEdLWGTMGtcOC0Z1w/oORAIAnvzqD0etOIvJQPA430kWv/cKDyCis0KjsmUUPHzfQ3wXPhnhrdJzazEVCZBVXwP+DQ/SeZuJqLhp9UT3MZNvpe9jzXwombjyNiN+voFzP80a0RFmlFGHr/kVWsQSeDmLcXDEaXtWTtNqJzdG3nTPu59VfsW1IlUwOs2bM+t1c3b0dEKthN3RPBzFi7+djy8mGx+QeS8jCRxO7Nnms/u1dEDV/CB7kl+PxDadQWFaF3y+moo+vs8q4/S5e9ji3cGSdGfP/CR8CV1sLrIpKUHlPqXloh+rWfytzkfJC5OCOrfDqzguQyuQYuPIoBn16VDmnSlNCO7thzogOau3LGpFQgD9ebANrCzPEpxfp5TuURKq77wuGzBAn9CPapdEl23379mHPnj3o16+f6htkly64e1f97pOk5Zrb1SUlrwwcB+UV7GUTmv6ANAUp+WUtqtQ721jAz9UGWUUStHFRXHH+5GA8Fo7trPYxqNuS5uRc82ezbQ4zoVBlTOajHl9/ChlFFTibmIuB/q7VlehKHH1nmMp+NcMzhnx2DLGLQmFjaQaBAMpWg7OJuejsYY+g5Udw66MxsKjni4e0uvu9q23T3W4FAgF2z+qHE7eyMeO7ut1DBQIB3OzEOLdwJFYfTkBqfjm+OaH4Ur1lai+ENrBm8qNfvPJLFd16m/rSULtS/+pgP/i7tWzG6Br9/Fzg62KDnTFJ6OXrjG6tHSASCnA7sxibTyZi1TNBGh+bzkvtqJTK6/171qYzd3Pw5vD26NbaAXZic3TzdsBLW84BAH46n4IBfpr/HehbzRKq9yLHokrG1fnddfN2wLbT9+p7aIO0OZa4Pr19ndFjxd+4mVEMV1tLTOrtU2e1mIZ09rTHr7GKeUBerafXlbONBa6nFcG+evb+5pyXC/deRWJOaZ25OwQCAdztxdj+cm/8cO4+/onPwvoXesDfzQ5DOrbC3exSTPo2Br+9PkBleN4LfdpgQnBrmIsEyve88UFeuJFWhOk7/kOlTI6sYgmyitWb/K0F0xAwIbBzJ8T9eATjvzyFKplidZa7n4zV2fNJquRGNRZemypl8npXwNEW+rzkl0bv7tnZ2fVOiFdaWkpXgvRM3a4up27n4GZGEULXnMAr3/2H9369gvt5mrcWsubtPZfR2dNe48eLhAI819sHT3x5SvnF5Nt/mzcLKHVbMlzmImGd7t0cx2HatvMAHraeZxVLsPfSA0wMsKl3jLejtQVufTQGABDy0T/otDgKAYui8H1MEp7/NgbPf3sWUdcVX+Zrxp3L5Rye/zYGF5PzUV4pw2+xqXihjw8uLFJv+VAzkbDJMfzu9mJ89mwQvp0agpC2TgCA/DLFJFxnE3NVZslXvF65smwA0GPF37iYXH8LXVxKASIPxaOiSoY1f9/C588G4d1RHdHb11mt8qtj+YSu2PBiD5xNzMXEjaex9VQi4lIK8PL2//DzhVTkl1Yqy9vctanpvFRfWaUUQz87hvm7L6ls5zgOHRcdgu+CA/BdcAB/Xk7Dh/uva/35E7NL0d/PFaO7emKgvyvsxea4mVGMKf3a4tVB7fD7uTtG05sjIaMYR98ZCoFAUO/FEGsLM0ikcuXftjoUs37rrlLvZGOBHm0ckZhdgpvpRRi48qjajxUKgMtLRmFox1aQyzncz1XthdCzjSP+fnsInuiumKhPnfOyU/Vn+oGr6UgvLG+wl8LwTm7YMq037kWOxfjqJTQdrRS97y4lF+BWVjHaRRzEP9UriojNRXC2saizBKhAAJy8naP82VONlQaKK6pgKzbtOakSEhLwT/gQ5XwxLZ1MtikVJtpSDyguZG1v5sXA5qDPS35p9E7Sq1cvHDhwAHPnzgXwsEvHli1b0L9/f+2VjmjFk1+dxoP8csjkHD59ujueCPKCSCjAjB3/4dOom/jf6E58F5F3Qzq2QscWrjPr5WiFwvIqlFfJqBs+Y8xFAuUXjholEilO3MoGAAR62cPRyhz+braYO8If1683XGGxMBPi1kdjcPRmJjp72kPOAcNXH1feX1iuqEA/vuEU3gsLUI71fOqrM8p9Xh3UrlnlV6dVH1B06/1t9gDsOnsfWcUScByH5789iwVjOiHAw07Z06CsUoaknFI8tvYEjrw9FICiB0F9a8bfSCvCNycScTuzBGfu5mLOcH88rYVu94+yNBMpW8Y+OaiY3+Lt0I54UFCGs4m58Gtli+ibmYi5m4vvZ/TV+vMTID69GPdzy3A/twzrnlfMeJ1fWol/b2fDz9UGiTmKitrcnxSV/qVPBGq1ISAptxSPPdK7pOYiGgD4LriHqdvOYfcsw/+eklFYAU+Hxlu5n+zRGrO+v4CebZzwWKBi1Y7/kvLg62JT7wR6UhkHMw2W8moOHydrpOSXIaH6ouTnRxJwISkfq58LgouNBRIyilEqkSIxpxRP9/TG2cRc5Vh6B2tzlFfJsOHoHaz955bywuiP55LxT3wWtkzr3ayyvNC7DTgOeK6XN9788VKTQwNq/y3Wnkht9LqTsDATNnlB6K2RHfBinzawtTTDvdxS7I9LQ0WVDCKhoMGLKd0+PIKXqycANGX+bnaY2r8tdsbcB1AzqaNmKzU0RWKiY+oBYO4Ifzy7KQYv9Wur894K1x4U1lmdguiWRpX6Tz75BGPGjMGNGzcglUrxxRdf4MaNGzhz5gxOnDih7TKSRjTV1UUu53ApuQBP9WiNDyd0gX2tK8sbXuyB+bvjsGjfVSx+PNBk3+SkMrlWrtr29nWCQABs/jcRP51LbvbjqduS4TITCZSt0zWKqsfOA4C5UID11cv2AE1naWEmxOiuD5eGuv3xGFTJ5DiXmIfpO/6Dl4MY/dq7KCv0zjYWyCutxLwR/niqpzd8nJs/qVBzlo0b1cUdA1ceVT7/6sMJkMo5ZVfawvIqFFdIUSXjlBckpm0/j7dDO+K1oYqZo3efT8aC369iQrCi5SujsAKLHw/EAH/XZpddXcvGd4GVhQjpBRUY0rEVREIB7mSVIHSN4nNpZCc3pDdzPgA6L9WXXvhw4rbU/DLsv5yGVVGKv6E/3hyI7GIJ+vg5o3v1cmGZRRKVScdaKq2gXDnuvD7fvtQDs3ZdQlmlFNYWht06WlElg5VF45/J44O8sD8uDVtP3UNKfhl6tnHClK3n8H5YJ7xSz4W/Sh231AOAndgMUhmH+9Xzhhy5ngmJVKbSau/tpLgAvmjfNeU2i+pyxSUXoEomh6utJZJzy9DGxVrZa6g2dc7LNi7WWDBG0Wix5rkg7It7oPbrcLS2gJlQgNhFj2HZn9fRydOuyW7yYnOR8r05v6wSO84kYceZJABQrlACAOWVqtmaaqtxjZosl0/oirSCCvwTn4ng5X+r/M60qbxSBrGFaf7O27dSzAdx+HoGhAIBnqjumaIttc/LxzecwtmIkVp9jyeN0+ivetCgQbh8+TKkUim6deuGI0eOwM3NDTExMQgJCdF2GUkjmurqUlDd6vdsLx+VCj2g6L53MTkfu84mo+CR7rWmJK+0Eq62Lb8i7OlghejwocgqrlAuHRa65gRWH07A1lNNd3eibkuGy0woVI5lr1HTJb2wrEo5m3KN5mZpLhLC2sIMvXwVXd/TCiuw5rlg3Pl4DJJWjsPZiJE48vYQhI8KgK+rjUbj4fa+MVDtfVvZWip7Jiwa1xlSOYdAT3s8KFBU2qZsPY/J1WOVa1RUyZFTIsH3MUkolUix4PerAIA/4tLwv9GdcCO9SOdjqnu0cUInD3sM7+Sm/B35u9niyxcVF1yib2Y1uRb2o+i8bJpcziHmbi7m/KhogQ/yccSLm88pK/QH5w1GkI8jQgPdYS82x+2Px2D1s0H4NTZFq+VoaqxoK1kuACBwyWGdd/HVB4FAgFtZxZDKOdzMKIbfwoOoqJJDKFBM3nkjrQgnb2crh8lIZRzMddxS71jd2v7yAF/smN4bh98egkNvDcHcEf4q+8yqHjc/uW8bAA9nvv9vUSh+nz0AgV72GP3Fvxj/5Sl8djgBR94eovI8zT0vO3vaI2KM+nPcjO3miXMLR8LB2hxrJgVj1pD2yguW6nB6pJX5xc3nkJBRjIvJ+ei8JErlPl1faDF0tbPcPDUEVz4chR5tHNEu4iByStSbl6A5iiVVdb4PmwpnGws4WJnjrd1xmPvTJeUwP2159LxMyadhvvrU7HeSqqoqvPLKKxAIBNi8eTPOnz+PGzduYNeuXejWrVuzC7Bx40b4+vpCLBajb9++OH/+fIP7/v777+jVqxccHR1hY2OD4OBgfP/993X2i4+Px/jx4+Hg4AAbGxv07t1buewea4RNrO2ZWyJBaGd39POrf/zq77MHoouXPcoqTbe7eHaJRO3uyU3xdbFBRZUcXtVXJt3tLfHlsTuIvZ/X5GObypLUTyqT63yiIXORoM5yS3eySwAAQcuPwO6RZaI0zdJObI73Rz+80l0z+Z+FmbDFw0Oao6Z15LUhfnh1sB/uRY5VXqha9XR35X4LxnTCnY/HYOFYRWtYemEFFv9xHV2WHsac4f74bXZ/JHw0GrOHtcfXk3tiZKe6c7How+PdH7ZGNLfhh87LpoWuOYGNxxTLf518fzg2TwlBcl4Zdr7SBwfmDUKgl+p8JeYiIZ7u2VrjmdLrcyerGN5OjfdgsTQXIfqdofByEKP9woOoqJLh+W9jcCOt6aUc9SmzqELtrsfFFVJ89kx3bKxeng0A/richi/+uY2x609iytbz2Bf3ALcyi6tnv9ft33NXLwfcySrBh+O7YFj1cB0rCxHeGRWgvEj519zBmDuyA+KXj0bE2M74+bX+iKhuUXewUky4ufOVPiirlOFKqmJJOmcb1d+Hrs9LkVAAlxZ8L3CysUDSynE4MG9Q9TArDjczilAqedjDq0omR2tHK0zt31YbRTZatbMUCASwF5sjyNsRLjYW+O5MEjgtf8BXSk13ojwAKpNC154DAmj5qliPnpe1/96J7jW7/5m5uTl+++03LF68uMVPvmfPHoSHh2PTpk3o27cv1q1bh7CwMCQkJNQ7EZ+zszM++OADdOrUCRYWFvjrr78wffp0uLm5ISwsDABw9+5dDBo0CDNmzMCyZctgb2+P69evqyy9xxI/v8bX5l5/9A4CPe0a7MLUxsUaIzq5oazSdE+87GLtVeqFQgFOvDcMcSkFeGt3HLa/3AcdFx3CPzeycP5eHvq0a3hysKayJPXLKpbA01G357diojzFF4vbmcW4nVWCu1klyvs/eUr1gmZLsnxjmD/eGObf9I46dveTscpWbYFAgCsfjkKZRAYPBzHGdfeEtYVI+b4yc7AfXhnYDv4fHFI+/tXB7VQqJmO6eYJPz4R449fYVAhqtdWrMyO7plnml1bi0LUMvFjdEsmq8koZEnNKkVtaiYSPRiuHcZ363/BGK9kCgUCrXWsnbzmHJY93aXQfPz8/iMVipFUPwXh9VyzOJuZh7PqTSFo5DnmllbAyFzXZ7V3XbmeW1LkQ0pCT7w+HraUZBAIBfn29PzYeu4NjCdkwEwrw8gBfZJdIEP7zZQDAa0P9YGGm25b6Xr7ODU46++gKJTW/5z7tnOv9bIyJGAFXW0tIZVydTIzl87KLlwMOvTUY/97KxtRt5zGgvQsAYNbOC1j8eCBGdnaDmz2b30/VVV+WSx4PxOLHA9F+4UF4O1lhUm+230f16bfZAyCpkiO/rBLPfRODU7ezsX16H5RIpOi69DA+fbobtp9OQtT8IU0f7BGPZtlYg2F9c/CQltHoUufEiROxb9++Fj/5mjVrMHPmTEyfPh2BgYHYtGkTrK2tsW3btnr3HzZsGJ588kl07twZ7du3x1tvvYXu3bvj1KlTyn0++OADjB07FqtWrUKPHj3Qvn17jB8/vt6LBDUkEgmKiopUbsbizp07jd7/5+U0lDbRCm9tYWbSLfU5JZVaq9QDQFsXG/Rs44QX+7aBhZkQc4b7o1Imxzu/xKGwvKrOTOI1msqS1E8ilcNKx1fdxeYi/HIhBeO/PIUXNp/FGz9cxNcn7mLfmwNx5+Mxda76s5ClSChQGVZgLzZXjo2zqa5E1BAIBDATCXH83WE4OG8wfn29v84mOdLUWyMV60DLqlt9UvLK0HHRIdzJarz7obpZ5pZIMGHjaeXa1D1W/I1PDsajsLwK+y+n4doDRYuj74IDmr4Eg9R5SRRGBbrj3VEdVeZlaarVHFB8qXtlx3/KlrhyDT+H5HIOfq62GNPVo9H9arL8++0hOPW/4TiekK2ca+L5b2PQc8XfWH2E/+EWGUUV8FCzomcnfriUZC9fZ2yf3gcv9WsDTwcrfDi+C9ZNClbuW1hWpfOW+lZ2ljj01mCtHMvTwQrmImG9F1mM7T22nasNpvVvizN3c9HG2RpHbmTi94sPENiCVXdYUV+WQqEAIqEAR94eopxgs0ZKXhmO3szEwavpGj2fqS8hKDYXwcHaHG1drJFVLMGxhGyUSKTIqZ5o9n+/XcXNjGKMW38S35xo3jLlj2ZZ01JfX2+LdhEHUUIt+Vql0bt7hw4dsHz5cjzzzDOIjIzE+vXrVW7qqKysRGxsLEJDHy7LJBQKERoaipiYmCYfz3EcoqOjkZCQgCFDFFeT5HI5Dhw4gI4dOyIsLAxubm7o27dvkxcgIiMj4eDgoLz5+Pio9RoMgZlZ450thnRs1eTs9tYWIpPuIpNTItHKmPrafJyt8cmTitbbd8MU3Q5XPtUdQcuOIGj5EeUYx9qaypJ1c368iLiUAuW4bXVJpDKdT/JYXiXDllP3cCW1EDkllXhlYDtUSuXwdbGu0/oEmG6Wvq42CPSyRy8tLlenLT7O1hAIAA97Ma49KMTgVccAAK/suIARnx/Hs5vO4OcLdcd4q5tlQkYxLqcUYMupe7iZ8fDCcNCyI5j30yU8/+1ZxKcbzwVjddQsS/fyQF9M6e/b7Mf7OFvj6M0sZRfQzkuiUFBWCY7jlF8Ct566h6yixic3/P3SA3Txsq8zt8WjarLs4G6nvOhQMzTjqZ7eyuer7+9An87cyUHPto4aP/7DJ7pg9bNBABS9jBI+Go3nennjfFIeLM3ZGE5ibO+xPs7WWDahK26uGI0t03oBANb+cwttXJo/6SlrGsvSx8ka35xIRNjaf5Xbdv+XjP/9dhVv/HARQcuO4HhCFqKuKSr4d7KKkVZQ3mCFX9td+Y2ZQCBAwkejEeBuhyc3nsa6f24BAOzFZtg9qx+KKqoQeehms45ZO0sLMyHe+/UKHt9wEu0iDuLLo7fr7J/RzIlrSeM0elfcunUrHB0dERsbi9jYWJX7BAIB5s2b1+QxcnJyIJPJ4O6uuvyMu7s7bt5s+I+osLAQrVu3hkQigUgkwldffYXHHnsMAJCVlYWSkhKsXLkSH330ET799FNERUXhqaeewrFjxzB06NB6jxkREYHw8HDlz0VFRUZTsW/TpuEuSXI5BwuRsMnupd5OVljz9y20cbaGX/XMmKbkRloRJvXSbd5mIiEG+rsq3kAXRaGooqpOS2ZjWZqCv66k49jNLJiJhLi8dJTaj5NUNd2FuqWe6tEaQd6OCGnrhD8vp+GVQe1QKZPVWae4hqlnaajuRY7DvJ8u4fENpzCumyfmjPCHSCjAa9/H4nJKISqlcsSnF2HRuEB88+9dfHn0DsZ1dcMHbepfXin2fj78W9nCwVqxHnqN0etOAgBWPdMdb/xwEdeWheG32FTlagIXkvLg62oDFxsLlR4PFVUyoxnrmVlUgR1nktDZ0x4D2mu2osGy8V3Qwc0WU7edx6JxiknMgpf/DQAI9LTHrlf7YsVfN9DW2RqhgQ23XKfklWF8cNOzOD96Xt7+eAzMRUK8PMAXIqEA7/96BQDw/q9X8JyOPxMAoKxSCitzEeJSCvDtv4lY+XR3OFiZI7+sssnl7Brz6IVGSzMR+vm54OcLqWr3ADB0xvoeKzYXoaO7nXJFE1OdsK22xrK0shBhoL8LTt9RTHK5aN9V/HwhFZVSOTp72sOvlQ2+O5OEYwnZ+PHVvnhxyzk818sbP19IxbF3h8HXxRoVVXKM+eJfHHl7KA5dS4e9Ff3Oa1iaiXBg3iD4f3AIt7NK8NPMfujRxhFicxEOvTUEs3ZeaNbxamcZ7OMIXxdrHLqWAQBYfeQWfF1t4Okgxn9JivlUQtecwL43B6Kju63Br0hiDDT6Dd6793Am75qrXvoaF2FnZ4e4uDiUlJQgOjoa4eHh8PPzw7BhwyCvXnJqwoQJePvttwEAwcHBOHPmDDZt2tRgpd7S0hKWltrrfq1PiYmJ6Nq1a733Lf/rBrzUGGs80N8V35+9j08O3lReQTYlJRIpnGz001W4pkU5r7RuJaGxLFlXVKEYkqAYKiLDtlP36l2SCVC0zFuIhMr3HIlUO0sSNqaDux06VE9UV1OujyY2PDGoKWdp6MqrZAj2ccTqZ4OU3XqPvTsMgOJC6LTt59F+4UEAwOAOrvgvMQdPf30GoZ3d8c2/iQCAcwtHwsXGAk9/fQYfP9kVE4Nb4+TtbPz3QShi7+fj9V2xEAiA0V08sPHFnrC1NMO0Ab44dUfRIv3MJkVvtCd7tMbaWt2jOy2Ows0Vow2+Yr/v0gPM3xMHAOhTvWKDJgQCASb1boO1/9zGRwfi8cHYzohLKYC/my0OXE1HzxWKCv71tCKEVq8/v+KvG3h3VIBKl+z0wsaXsqvx6HlZM+t4zYz5e98YgEvJBYi6ngH/hQex782BOllnuWYsaeCSw5gxqJ1ydZTZw9qjo7udTvLv2toBH03syswYVmN/j5XJOTzf2wcBHvqbANVQNZXlD6/2w4wd/+HFzWdx5q6icv/nnEHo5u2gGHpT/X79YvWKLD9fSAUA5XKrNTouUsz58kyIt7ZfglEzEwnx0cSuGN7JTblsLQDYWprhVmaxysXmzKIKuDdyYbB2lvZiM6x6JkiZh5+rjXKFFF8Xa5yNGIl+kdGYuPE0evs64fsZfdV67yuVSCESCurdt6kVUFin8TfhrVu3omvXrhCLxRCLxejatSu2bNmi9uNdXV0hEomQmZmpsj0zMxMeHg2PixMKhfD390dwcDDeeecd5RCAmmOamZkhMDBQ5TGdO3dmdvb7azlSpNXTXTmjUNGK0lTXe0Bx5XjH9D4AgMjqMaBEdxaO7YSZ9Vz9NNYLS9rQ/cMjeKpHa5z/YCS6tXbA8r9uILtYgqrqGee3nbqHYwlZkMrkGPvFSey99AD5pYq1ixXd7w2rS6kpZ2noHu/uiRmD2tU7TlcoFODz54Lw48y++HFmX3z5Yk9sfrodbC3N8M2/iXhlYDu0c7VB30+ilZMCfrD3Gp7YcArHErLRys4So7t64F7kWNyLHAehUIBx3R9OEBgxphPG11oXeO+lB5iw8TR2nb2PEZ8fBwDcyixWeQ+Wylo2G3FzpOSVYcQjX4QfVVhWpRwis/rZICx6PLDR/ZtiYSbE2YiRWDGxK2YO8cPGyT3x9mMd8ffbQ7Bjem+snRSEbafv4b1fLiO3RIKtp+7hi+jbOHg1HX/EPcCwz47h5wupcFHjwmxT52WPNk54ZVA7PMgvh1TO4fENp5SfrzUXHjUlkSrmC4i9n4eRa07g6a/PAACO3MhQ7jP+y9PotDgKbnbaf//o6G6Hl/qxM8u6sb/HHnl7CJZP6Gryy9kB6mUpFAqUFfpnQ7zRzdtBuT1q/mD8Ez4EFxaFwsn6YSv8C30UrcbnF47EywN88doQxSRucuqCX8dL/dqqVOhrvDrYDyM/PwGZnENFlQx9P4lWzNX1yJDdC0l5KK6oeiRLReX6l9f742zESOx+rR8AoIObLTa80BMeDmL8+GpfPBHkhf+S8tFpsepSj4DiAmhVrc/AxOwSdFl6WGXf2sOlBn96FKfvqM7oP+jTo0wsYaoOjVrqlyxZgjVr1mDu3Lno378/ACAmJgZvv/02kpOTsXz58iaPYWFhgZCQEERHR2PixIkAFGPio6OjMWfOHLXLIpfLIZFIlMfs3bt3nXUSb926hbZt2fkwq+1KDocFK4/iq8k90b6VLazMRWjjYo0/4h4gtLM7bCzVj7i1oxjf/JuIxwLdDXJMrC4M++xYo1cddeGVge0Qez8f6YXlKl0sG7uYxbKaCcRe7NsGbnZi/Dl3EFZF3UTvj//B+6MDUFEpw/qjislX3g7tiLvZpZDKOfRY8TfORoyEpEoOSwNr2TTVLI3BhODWjd7vZieGm93D9wShhwf+mNNB2Vqx5IlAFFVU4UJSHn46nwIXGwvs/k91DHZDraF+rWyx/oUemNTbB5GH4nHtQREupxTgckoBAMUs4OO/PA0AmDeyA9ZHK8Yg3v1krF5aH4oqqupMSgUohgWk5JXhxS3nkF0sgY+z4n3Ly0GslUqJhZkQUx6pcAoEAuWSaG/vuYxfYlPxS6yixWfTibvo4mWPEZ3cYC4S4tkQb7VaoNU9L0/9bzjW/n0LF+7nIzo+Ey/1a4vuHx7BobcGNzizO8dxSM4rQ1sXGwCKCyQuthYoKpfCw0GMgEVRuPLhKNzJKkFidimA0ur9yrF8QhcM6dAKw6ovqOSUVKpVTlNm7O+x+v7eYcjUyfKZEG9cSMqDo7UFPnpStVW/k8fDc/Li4sdw9UEhPjkYjxf7tMFP55PhZi/Gh+O7QCqT4/dLD/BprWVZSeNeHdQOd7JK0H7hQXwwVjFEau5Pl7B7Vj90be0AW0szcByHZzbF4LNnumN0gAfkcg4ro24qe3L3rlWfSFo5TuX4A/xdMcDfFYM7uOL9X69AIpVBJBDgi+jbkMo5eDtZ4feLD/Db7AEAgBGfn1B5fFmlFB/9dQNhXTwgFABphRX483IaurZ2gEP1MIvU/HL8dSUNE4JbI7dEAnsrc3AcdD5skw8CToNZI1q1aoX169fjhRdeUNn+008/Ye7cucjJyWngkar27NmDadOm4ZtvvkGfPn2wbt06/Pzzz7h58ybc3d0xdepUtG7dWtkSHxkZiV69eqF9+/aQSCQ4ePAgFixYgK+//hqvvvoqAGDv3r2YNGkSNm7ciOHDhyMqKgrz58/H8ePHMWjQILXKVVRUBAcHBxQWFsLe3rBnJr127RpkDt6YsPG0clu31g64+qAQtz4a06w/2msPCvH4BsVKAj/N7If+1UuvAMDF5HwcuJKOxS1slTE0vgsOYFSgO76dqt9hB4evZyC7WKLScnLt2jXeuxOWSqTNuhCkDVtP3cOKv26ovNkfvJqON3642OBjZg9rj6+P38Xfbw9BQmYxKqVy5URXhsAQsiTaoU6W2cUStGpm62pZpRQpeeXo6G6LdhEHYW0hws5X+uCZTTEY3MFVZf3gL54PVrkYoaulgGLv5+Ppr88gbsljsBObKy8k+C44gJ5tHNHL1xkzB/uhokqxtKG+WhkvpxSofMYBdb8cqqO552XkoXh8cyIR44O8kFVcAWcbC7w8oB08HcTwdBAjraAC3k5WSC+qQH5pJR7fcApB3g5YOykYoWtOoFdbZ5xPysPxd4cpK+whbZ3weHdPWJgJMblvW0hlcuUY+PTCcry+6yLeGxWAQR00m6fAVNB7LDt0maVczjU5gSZp3N3sEox8pDLt6SCGr4sNfprVD8M+O4ak3DIAwCs9HXGjQIiziXkI9LTHQTVXwriUnI8nvzrT4P29fZ3QztUGP19IVX4+7pnVD16OVhjy2bE6Kxq8NbIDngjyxMX7BXj/N8VcKV287HE97eFktZp8hvBF3XqpRt/eq6qq0KtX3UpQSEgIpFL1Z1GfNGkSsrOzsWTJEmRkZCA4OBhRUVHKyfOSk5MhrLX8SmlpKd544w2kpqbCysoKnTp1wq5duzBp0iTlPk8++SQ2bdqEyMhIzJs3DwEBAfjtt9/UrtAbGysrK7T3ccSZBSPwv9+u4OTtHKyY2BXu9pbNvgrVtbUDzi0cib6fROOFzWdxL3IsJFI5Jn17VtmStGBMJ61+kXt5+3l4O1lhQHtX9PdzUXtse02X1PpmHldXYnYJOnnY6b1CDwDtW9kg9n6+yjYrK80nRtKGlLwyDF51TK9vdCl5ZTh8LQMJH41W2T62myf2vjEAT351BsMCWuF4QjYAxd9fSFsnPLspBs+GeONWZgl+i03F5L6G1ROH7yyJ9qiTZXMr9IBiKdGa8bS1z7k7H48BB6BKJsfpO7k4ejMLb+2OQztXGyzedw2jungoJ9y78/EYFFdIkZBZjH5+LvU9DYCHFwGSckqx+78ULBijGJYllclRWilDiUSK1o5WyuWFBqw8Cgcrc8wP7aCc0OhicgF+fX0AL1+Qg3wcseTxQETfzMTpO7mYN8Jfo+M097ycOdgP35xIxP7LaRjRyQ3llTI8943q6jytHa3woKAclmZCfD+jDzafvKdsTbryoAAAlBPwAYoLJ+smBcPHWTHree3PME8HK/zx5kBNXprJofdYdugyS6rQt1z7Vra48uEoSKrkyCyqQGp+OV7fFYv0wgr0XPE3uns7oGtrB/x1JR3bLhZgaMdWGOjvgoSMErWfo0cbJzzd0xu/XUzFxcWPwcnaHBKpHFO3nkfvdk7YeOyu8rPovbAALH2iC0LXnICTtTme6emNlPwynE3Mw85X+iDIxxFv/BCLL6JVZ9u3sTTDa0MV7+ms0qilfu7cuTA3N8eaNWtUtr/77rsoLy/Hxo0btVZAPhhTS31hYSEcHB5O5KONq5IVVTK8vP08zibmAQCszEUI8LBDXEoBxOZC3FwxpulylVXBwbrxGUaziirQ55No5c9fT+6J0V091GqBivj9CiqlHD5/LqjJfR9VM7GKjYViRuCtL/du9jFaqqJKhvm74/D1Sz2Vr/fRLPXtelohxq0/paxgVMnkEAkEOv1QnLjxNEolUvwdXncSS6lMjnX/3Ma7YQGQyTnM230JG1/siYoqGcZ/eQqRT3XD018rvmD/8np/lS5efOM7S6I9fGeZXliOJX9cx983MuFobY6Csodju0d2ckOfds6IPHSz0Qn2fBccQPQ7Q3HwSjo+//sWzi8cCbGFCLvO3sevsalIzC7Fc728kVEkQaCnPTaduItNL4Xg9V2K1W3audrg2ykhyski+cBxHGRyDv/EZ2F0E+vRN0STLDMKK+BmZ4lKmRy7zt5HUYUUl5LzlT0pLi5+DAVlldh36QHefqwj3vn5MooqqjCqiwf6+7mguEKKsetPYucrfRDcxhHv/HwZ304JYWbCOr7wfV4S7aEsjU9KXhle2noO93PL8N8HoWhlZ4mXt59HhaQKu2b2x/28MtzPLcWITu5NH6yWSmn9qxkl5ZRi++l7WDbhYY+OiioZnvrqDLa+3AueDlYqyxtviL4NsbkIrwxqB5FQoNK7raYO8Ovr/Y1mqLG69VKNK/U7d+6Ej48P+vVTTHxw7tw5JCcnY+rUqTA3f1iZe7TibwyMqVKvq25LO07fw4d/3gAALH0iENMHtsOZOzn4Ivo2tkzrpVzK62xiLvr5uSDqWgYcrc3x15U0rJjQFe0iDuLqh6MaXPILUHzRfFR3bwfsn1N/r4pVUTcxpX9bOFlb4J3qSZPOJubhvbAAvDm8/pabjcfu4I1h7VW+QH2w9yp+OKeYOJHPmaZ9FxzApF4+GN3NA0M7tMKNG9d56074+8VUJOWWYX30bfz73nCsjIqHj5M10gorsOGFHjp5zkqpHJO+jcHeNzRvmar5Gzry9hB05LHC8SjqGsoOQ8kyNb8MXg5WEAoFSMkrw7l7eXj3l8sq+9T3flYlk6ND9aR+HdxsETG2E6Ljs/DDuWQMaO+C1PxyJOeVKfe/sTwMX0TfRsSYzriTVYLd55MxL7QDE0tvaTPL8V+ewtpJwWj/yDKwWcUVEECg0ntjzo8XsfjxQBpHrUWGcl6SlqMsjde9nFK0c7VR/mwsWW45mYgX+rTR+3BTTem0Uj98+HC19hMIBDh69GhzD887Y6rUJyUlwdfXVyfHlsrk2HvpAUYFeihb3Tceu4Pevs7o084ZHMehXcRBJK0ch2e+PoM2LtbVE1r0V7agNtSVu+axlmZCbH+5N17ccg7junviwJV0uNlZ4vwHoei46BDOLxwJAQQQWwgRsEgx2+WwgFaQVMmRUyLB7awS2InNENrZHY8FumNsN09wHAeOA17fFYsjNzJx8v3hsLE0g4OVOT7YexWJ2aX49Jnu8HQQ87p01Lf/3sUnB28qfz7+ehdlltrocfHPjUycT8rDwurJTXp99A+OvzcM93NL0crOUjkZWO3xULV193aAQCDAkscD8eflNCx5PLDJMt3KLG6ycn08IQvX04ogECiuvq56pvm9LWqUSKQYv+EUDr412KCWAdPleUn0y5CzLKuUQirnsP6f2zA3E+Lr43fxzZQQOFlb4M/LaXC1tcTaf24BgMrFz/m7L2FfXFq9xzSmcYbNZchZkuahLNlBWbKDstQNnVbqWWdMlfq8vDw4O+uv+8ixhCzM+eEiDr01BI425uj+4RFcXjoKk76JQW5pJbKLJSr731geBmuLh1fCsoorUFQuxY30Imw9mYh9bw4ExwEp+YpZg30XHEArO0sUlVdBIpXDztIMxRL15mno2cYRX78UggcF5fjhbDJ+u6iYKbmPrzPyyyqxYEwnzPjuAkZ2cuOly319avdWODq3F6xtHdAvMhpeDmKc+t8IjSr2OSUS3MspxbObHl5YebRXhIWZECM7uaFKxuGf+IfLSr7Urw1i7xcgPr0IXg5ipFV3Pc2qzvXbKSEY1aXhrq++Cw7gXuRYlZ4Rtbs9BS07gvFBXjh1JwfFFVU4PH8IXGyNe2mi+uj7vCS6YyxZVlTJ8O2/iVjz9y20cbZWaX3/+MmuKvNOHL6egSupBQh/LADtFx6EhZkQlVI5Tv1vOLydrPkovl4YS5akaZQlOyhLdlCWuqHTifKI4UhLS9PrCdSrrROEQgFm/xCLG+mKWSQX7r2KmxnFAAC/VjbVy/UAAe52GL76ODKLJIiJGIGTt3KUs1ACwN43BkAgEEAggHIZoNXPBuHg1XQcvZmFp3q0xu+XHij3b9/KBnerjz2lX1ucuZuDu9mlcLI2R35ZFS4mF+C3i6n491a2sjwAkFZYjtT8csz4TrE2vCGNZZw3wl+5XNuIDRfQp50iy7TCCvgtPIhLix9Dflkl0goq0N7NBiM/P4GfX+uPnTFJWPVMEORyDgKBosV6yR/X8e+tbOSWqi6HtKDW7xxQtNh9djgBh649XB/57dCOmDfSH7mllTATCpRdbZPzyiASCjB41TEAQEp+OX6NTcUzIaozzZdXynA5tQAAUCyRwtJMiKJyKbadvofsYgn83Wzx+tD2KCyvQkJmMRaM6YSYu7lMVugB/Z+XRHeMJUuxuQhPh3hjzd+3MKVfWwzwd8G49aewZWovhAaqjmsM6+KBsOqLc0krx0Eu53D1QSHTFXrAeLIkTaMs2UFZsoOy5BdV6o2cvnsS2InNcfXDMNzPLcX7v15Bz7ZO+Pr4XXg7WaFXWyese74HJFIZLERCcBzwzi+X8UyIN57+6gzSCisAAJ087LBsfBcE+zjWOf4zId54umdrPPdNDGYN9UNcSgFC2jphWIAbAjzskJpfhn5+Lsqu1lUyOTZE31ZWjA9dzcDVB4X4YGxnJOaUoJOHPZbuv67yHCFtnXT7S2qGeSM7IC61EP/eUszufv6eYnLCF6rXV3115wXYWJop7wegXHbwpX5t8X3MfZRWSuHfyhZ7a10AAYAzC0bAylyEp79WLBPy2TPdYW9ljrAuHoi5m4tTd3LQ29cJnzzZTTkBlusjlWzf6rFS38/og4oqOWbuVFwYeSbEGyEr/saFRaEQCASIzyjC89+eBQCcup2Dezml2HEmCdnFEoR2dsfKQzdx+o5iYqm7WSUqlQoWGXoPH6I+Y8qytaOVSvf5N4a1x8jObk0+TigUIKie92PWGFOWpHGUJTsoS3ZQlvyi7vf1MKbu9zk5OXB15W8929j7eXj66xgkfjK2wa7ilVI5ApdEYd7IDpgz3B9yjmvRUnT12XIyEZ097TF5yzkAQNT8wejkocguKacUw1Yfh73YDC62lvhpZj94OBjOhEXhe+Lw+6UHcBCbobBCistLR+H0nZx612m3tTRTLjsFAM42Fsirbpkf2ckN0TezlPc1NTaW4zhUybhmLX24/M8b2HspFWcXjkTAoihEPtUNZkIBdp1LVi57+CiRUACZXPE2IzYXYkxXT6ydFKz2cxojvs9Loj2UJTsoS3ZQluygLNlBWeoGjalvAWOq1BvCTJO1x0zz7dTtHPTzc65z0aCmmzpgWN3vAcUY+CqZHNnJd+Do1R5tXKxRIpEi9n4+hnZshXs5pfjzchq6eztgaMdWWLTvGizNRNh2+p7yGKGd3TA/tCMEAkVrnaO1hc7K+9FfN7Dl1L165ztY9Ux3vP/rFdiJzfB4d08M7tAKwwPcsO30PbRztcHIzm7KJUdYZgjnJdEOypIdlCU7UKNyUQAAMYFJREFUKEt2UJbsoCx1g8bUmwgnJ/67khtSJXlQh/qvEOpyrfWWqunyLnd2RmsXxZhWW0szDO3YCoBijeh5Izso9//4yW4AgCVPBOq5pAo1vRwm9miN78/ex2OB7nCxscCH47tAbC6CpZkQE4JbqzymoSUHWWUI5yXRDsqSHZQlOyhLdlCW7KAs+UWVeiNnbm78awcTBWPJclJvHwzq4IpOHvZYPqFLnYs6j1boTZGxZEmaRlmyg7JkB2XJDsqSHZQlv7Q7sJnoXVZWVtM7EaNgLFnaic2V8xUYUi8NQ2IsWZKmUZbsoCzZQVmyg7JkB2XJL6rUGzkXFxe+i0C0hLJkB2XJDsqSHZQlOyhLdlCW7KAs+UWVekIIIYQQQgghxEjRmPp61CwIUFRUxHNJmnb//n3Y2NjwXQyiBZQlOyhLdlCW7KAs2UFZsoOyZAdlqRs19dGmFqyjSn09iouLAQA+Pj48l4QQQgghhBBCiCkrLi6Gg4NDg/fTOvX1kMvlSEtLg52dnUFPBFZUVAQfHx+kpKQ0um4hMXyUJTsoS3ZQluygLNlBWbKDsmQHZak7HMehuLgYXl5eEAobHjlPLfX1EAqF8Pb25rsYarO3t6cTiBGUJTsoS3ZQluygLNlBWbKDsmQHZakbjbXQ16CJ8gghhBBCCCGEECNFlXpCCCGEEEIIIcRIUaXeiFlaWmLp0qWwtLTkuyikhShLdlCW7KAs2UFZsoOyZAdlyQ7Kkn80UR4hhBBCCCGEEGKkqKWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNFlXpCCCGEEEIIIcRIUaWeEEIIIYQQQggxUlSpJ4QQQgghhBBCjBRV6gkhhBBCCCGEECNlxncBDJFcLkdaWhrs7OwgEAj4Lg4hhBBCCCGEEBPDcRyKi4vh5eUFobDh9niq1NcjLS0NPj4+fBeDEEIIIYQQQoiJS0lJgbe3d4P381qp//fff/HZZ58hNjYW6enp2Lt3LyZOnNjoY44fP47w8HBcv34dPj4+WLRoEV5++WWVfTZu3IjPPvsMGRkZCAoKwoYNG9CnTx+1y2VnZwdA8cuzt7dv7svSqxs3biAwMJDvYhAtoCzZQVmyg7JkB2XJDsqSHZQlOyhL3SgqKoKPj4+yftoQXiv1paWlCAoKwiuvvIKnnnqqyf3v3buHcePG4fXXX8cPP/yA6OhovPrqq/D09ERYWBgAYM+ePQgPD8emTZvQt29frFu3DmFhYUhISICbm5ta5arpcm9vb2/wlfqOHTsafBmJeihLdlCW7KAs2UFZsoOyZAdlyQ7KUreaGhLO60R5Y8aMwUcffYQnn3xSrf03bdqEdu3a4fPPP0fnzp0xZ84cPPPMM1i7dq1ynzVr1mDmzJmYPn06AgMDsWnTJlhbW2Pbtm26ehm8Kioq4rsIREsoS3ZQluygLNlBWbKDsmQHZckOypJfRjWmPiYmBqGhoSrbwsLCMH/+fABAZWUlYmNjERERobxfKBQiNDQUMTExDR5XIpFAIpEofzamP8qSkhK+i0C0hLJsgdNfAEmngTb9gMHhfJeGsmQIZckOk88y+SxwYhUgMgfaDgQGzuO7RBoz+SwZotcsd08G5LKHP8sqgeELAe9e+isDw+i85JdRLWmXkZEBd3d3lW3u7u4oKipCeXk5cnJyIJPJ6t0nIyOjweNGRkbCwcFBeTOmSfKMqaykcZRlC6RfASZ+DWRc4bskAChLllCW7DD5LAtSgB6Tgae3GMx7paZMPkuG6DVLuQx4cffDW7dngcJU/T0/4+i85JdRVep1JSIiAoWFhcpbSkoK30VSW05ODt9FIFpCWbYEBwgEAMfxXRAAlCVLKEt2UJa13h8N5L1SU5QlO/jP0rjPBUPCf5amzai633t4eCAzM1NlW2ZmJuzt7WFlZQWRSASRSFTvPh4eHg0e19LSEpaWljops66Vl5fzXQSiJZRlCyi/oBrGhzNlyQ7Kkh0mnyXHARBU3wzjvVJTJp8lQ/Sb5SN/9wbUGMACOi/5ZVQt9f3790d0dLTKtr///hv9+/cHAFhYWCAkJERlH7lcjujoaOU+rGnbti3fRSBaQlm2UBOzguoTZckOypIdlCU7KEt2UJbsoCz5xWulvqSkBHFxcYiLiwOgWLIuLi4OycnJABTd4qdOnarc//XXX0diYiLef/993Lx5E1999RV+/vlnvP3228p9wsPDsXnzZnz33XeIj4/H7NmzUVpaiunTp+v1telLY3MFEONCWbYEBwiEBnPFnbJkB2XJDsqyepgSA62TlCU79Jvloxf/jb/XiiGh85JfvHa/v3DhAoYPH678OTxcMWv1tGnTsGPHDqSnpysr+ADQrl07HDhwAG+//Ta++OILeHt7Y8uWLco16gFg0qRJyM7OxpIlS5CRkYHg4GBERUXVmTyPFbVn7SfGjbJsAWW3UsP4cKYs2UFZssPks2So+73JZ8kQ/WZJ3e91ic5LfvFaqR82bBi4Rk6mHTt21PuYS5cuNXrcOXPmYM6cOS0tnlHw8/PjuwhESyjLFjKg7veUJTsoS3ZQluygLNlBWbKDsuSXUY2pJ3XV7slAjBtl2RKG1f2esmQHZckOypKd7veUJTv0m2V93e+JttB5yS+q1Bs5qVTKdxGIllCWLWU4H86UJTsoS3ZQlsDD7vfGjbJkB69ZGlAPPxbQeckvqtQbOX9/f76LQLSEsmwBjjOoD2fKkh2UJTtMPkuV1nnjbqk3+SwZwnuWRt5rxZDwnqWJo0q9kUtMTOS7CERLKMuWqJ4AykA+nClLdlCW7KAs2el+T1myg/8sjftcMCT8Z2naqFJv5ORyOd9FIFpCWbaQAbXUU5bsoCzZQVnWMJz3Sk1RluzgNUsD+t7AAjov+UWVeiMXEBDAdxGIllCWLcBVT5RnIFfcKUt2UJbsMPkslUvaAYbyXqkpk8+SIbxnaeS9VgwJ71maOKrUG7mEhAS+i0C0hLJsKcPpUkpZsoOyZAdlyU73e8qSHXrLst6/eQGM/QKXIaHzkl9UqSeEEEIIIYQQQowUVeqNHHV1YQdl2QJcrRYoA0BZsoOyZIfJZ6nsfm8Y75MtYfJZMkRvWda3Sg4DvVYMCZ2X/KJKvZGjri7soCxbynA+nClLdlCW7KAsqfs9MTz6zfLRC1rGf4HLkNB5yS+q1BNCGGDcX1AJIYQQoksNfU+g7w+EDVSpN3LU1YUdlGUL1NetjkeUJTsoS3aYfJYq3e+NuyJj8lkyhLrfs4POS34ZRKV+48aN8PX1hVgsRt++fXH+/PkG9x02bBgEAkGd27hx45T7vPzyy3XuHz16tD5eit5RVxd2UJYtZECVesqSHZQlOyjLagb0XqkpypId/GZp/OeCIaHzkl9mfBdgz549CA8Px6ZNm9C3b1+sW7cOYWFhSEhIgJubW539f//9d1RWVip/zs3NRVBQEJ599lmV/UaPHo3t27crf7a0tNTdi+CRUGgQ12WIFlCWWmAgX1YpS3ZQluygLGu1VBp56yRlyQ79ZUnd73WNzkt+8f7bX7NmDWbOnInp06cjMDAQmzZtgrW1NbZt21bv/s7OzvDw8FDe/v77b1hbW9ep1FtaWqrs5+TkpI+Xo3d+fn58F4FoCWWpBQbyRZWyZAdlyQ6Tz7Km+72BXPxsCZPPkiF6y5K63+scnZf84rVSX1lZidjYWISGhiq3CYVChIaGIiYmRq1jbN26Fc8//zxsbGxUth8/fhxubm4ICAjA7NmzkZub2+AxJBIJioqKVG7G4s6dO3wXgWgJZckOypIdlCU7KEt2UJbs0G+WNPu9LtF5yS9eK/U5OTmQyWRwd3dX2e7u7o6MjIwmH3/+/Hlcu3YNr776qsr20aNHY+fOnYiOjsann36KEydOYMyYMZDJZPUeJzIyEg4ODsqbj4+P5i9Kz8zMeB9BQbSEstQCA2mBoizZQVmyg7I0rAlFW4KyZIf+sqTu97pG5yW/jPq3v3XrVnTr1g19+vRR2f78888r/9+tWzd0794d7du3x/HjxzFy5Mg6x4mIiEB4eLjy56KiIqOp2Ldp04bvIhAtoSy1wEC60VGW7KAs2WHyWSpnvweMvSJj8lkyRK9Z1tf9nmgNnZf84rWl3tXVFSKRCJmZmSrbMzMz4eHh0ehjS0tLsXv3bsyYMaPJ5/Hz84Orq2uD3UIsLS1hb2+vcjMWiYmJfBeBaAllyQ7Kkh2UJTsoS3ZQluzQW5YNXfQ3kMYAFtB5yS9eK/UWFhYICQlBdHS0cptcLkd0dDT69+/f6GN/+eUXSCQSvPTSS00+T2pqKnJzc+Hp6dniMhsaVmf1N0WUJTsoS3ZQluygLFFrCLFxt1BSluzQX5a1e6rUEMDYe60YEjov+cX77Pfh4eHYvHkzvvvuO8THx2P27NkoLS3F9OnTAQBTp05FREREncdt3boVEydOhIuLi8r2kpISvPfeezh79iySkpIQHR2NCRMmwN/fH2FhYXp5TfrUVI8GYjwoS3ZQluygLNlh8lmqtEgad0XG5LNkiF6zpO73OkXnJb94r9RPmjQJq1evxpIlSxAcHIy4uDhERUUpJ89LTk5Genq6ymMSEhJw6tSpervei0QiXLlyBePHj0fHjh0xY8YMhISE4OTJk0xeQbp//z7fRSBaQlmyg7JkB2XJDsoSMPYW+hqUJTv0liV1v9c5Oi/5ZRAT5c2ZMwdz5syp977jx4/X2RYQEACugZPQysoKhw8f1mbxDJqVlRXfRSBaQlmyg7JkB2XJDsqy9uz3xl25pyzZob8sqfu9rtF5yS/eW+pJy7i6uvJdBKIllCU7KEt2UJbsoCzZQVmyQ69ZUvd7naLzkl9UqTdyKSkpfBeBaAllqQUG8gFNWbKDsmSHyWfJ1ddSaZxMPkuG6C1L6n6vc3Re8osq9UbO1taW7yIQLaEstcBAPpwpS3ZQluygLDmDufDZUpQlO/SbZX3d74m20HnJL6rUGzl7e3u+i0C0hLJkB2XJDsqSHZQlOyhLdugvy3ouagloTL020XnJL7Unylu/fr3aB503b55GhSHNl5aWBmdnZ76LQbSAsmQHZckOypIdJp8lQ93vTT5LhugtS+p+r3N0XvJL7Ur92rVr1dpPIBBQpV6P6KoYOyhLdlCW7KAs2UFZsrNOPWXJDv1mSd3vdYnOS36pXam/d++eLstBNGRtbc13EYiWUJbsoCzZQVmyg7IEM2PqKUt26C9L476QZQzovORXi8bUV1ZWIiEhAVKpVFvlIc2UkZHBdxGIllCW7KAs2UFZssPks1Tpfm/clXuTz5IhesuSq29MPaj7vRbReckvjSr1ZWVlmDFjBqytrdGlSxckJycDAObOnYuVK1dqtYCkcU5OTnwXgWgJZckOypIdlCU7KEt2ut9TluzQb5bU/V6X6Lzkl0aV+oiICFy+fBnHjx+HWCxWbg8NDcWePXu0VjjSNHNzc76LQLSEsmQHZckOypIdlCWY6X5PWbJDf1k2dCHLuC9wGRI6L/mlUaV+3759+PLLLzFo0CAIan1AdOnSBXfv3tVa4UjTsrKy+C4C0RLKkh2UJTsoS3aYfJYMdb83+SwZotcs613SjmgLnZf80qhSn52dDTc3tzrbS0tLVSr5RPdcXFz4LgLREsqSHZQlOyhLdlCW7KAs2aG3LOtd0lFAY+q1iM5LfmlUqe/VqxcOHDig/LmmIr9lyxb0799fOyUjhBBCCCFaUs9EYYSYPKrUEzZoVKn/5JNPsHDhQsyePRtSqRRffPEFRo0ahe3bt+Pjjz9u9vE2btwIX19fiMVi9O3bF+fPn29w3x07dkAgEKjcao/rBwCO47BkyRJ4enrCysoKoaGhuH37drPLZQxyc3P5LgLREsqSHZQlOyhLdph8lgy1SJp8lgzRa5bU/V6n6Lzkl0aV+kGDBiEuLg5SqRTdunXDkSNH4ObmhpiYGISEhDTrWHv27EF4eDiWLl2KixcvIigoCGFhYY2Oy7C3t0d6errydv/+fZX7V61ahfXr12PTpk04d+4cbGxsEBYWhoqKCk1erkGrbxgEMU6UJTsoS3ZQluygLAFjH0tfg7Jkh96ypO73OkfnJb/MNH1g+/btsXnz5hYXYM2aNZg5cyamT58OANi0aRMOHDiAbdu2YcGCBfU+RiAQwMPDo977OI7DunXrsGjRIkyYMAEAsHPnTri7u2Pfvn14/vnn6zxGIpFAIpEofy4qKmrpy9KbqqoqvotAtISyZAdlyQ7Kkh2UJTvd7ylLdugvS5r9XtfovOSXRi31ACCTyfDrr79ixYoVWLFiBX777TdIpdJmHaOyshKxsbEIDQ19WCChEKGhoYiJiWnwcSUlJWjbti18fHwwYcIEXL9+XXnfvXv3kJGRoXJMBwcH9O3bt8FjRkZGwsHBQXnz8fFp1uvgU35+Pt9FIFpCWbKDsmQHZckOk8+SY2edepPPkiF6zbJOQz0bF7kMBZ2X/NKoUn/9+nV07NgR06ZNw969e7F3715MmzYNHTp0wLVr19Q+Tk5ODmQyGdzd3VW2u7u7IyMjo97HBAQEYNu2bfjjjz+wa9cuyOVyDBgwAKmpqQCgfFxzjhkREYHCwkLlLSUlRe3XwLeGeiwQ40NZsoOyZAdlyQ7KEmCl+z1lyQ69ZdlQN3vqfq81dF7yS6Pu96+++iq6dOmCCxcuwMnJCYDi6szLL7+MWbNm4cyZM1otZG39+/dXmWF/wIAB6Ny5M7755husWLFCo2NaWlrC0tJSW0XUq7KyMr6LQLSEsmQHZckOypIdlGXt7vfGXbmnLNmh3yzrGVNPtIbOS35pVKmPi4tTqdADgJOTEz7++GP07t1b7eO4urpCJBIhMzNTZXtmZqbaV3vMzc3Ro0cP3LlzB8DDq0SZmZnw9PRUOWZwcLDaZTMWxjT+nzSOsmQHZckOypIdJp8lQ93vTT5Lhugvy3rmlBAIYOzngiGh85JfGnW/79ixY52KOABkZWXB399f7eNYWFggJCQE0dHRym1yuRzR0dFqr3cvk8lw9epVZQW+Xbt28PDwUDlmUVERzp07p/YxjYmXlxffRSBaQlmyg7JkB2XJDsoSYKVlkrJkh96ypO73OkfnJb/UrtQXFRUpb5GRkZg3bx5+/fVXpKamIjU1Fb/++ivmz5+PTz/9tFkFCA8Px+bNm/Hdd98hPj4es2fPRmlpqXI2/KlTpyIiIkK5//Lly3HkyBEkJibi4sWLeOmll3D//n28+uqrABQz48+fPx8fffQR9u/fj6tXr2Lq1Knw8vLCxIkTm1U2Y0BXxdhBWbKDsmQHZckOyrJ25cW4K/eUJTv0myV1v9clOi/5pXb3e0dHRwhqdVvhOA7PPfecchtXfaXriSeegEwmU7sAkyZNQnZ2NpYsWYKMjAwEBwcjKipKOdFdcnIyhMKH1x7y8/Mxc+ZMZGRkwMnJCSEhIThz5gwCAwOV+7z//vsoLS3FrFmzUFBQgEGDBiEqKgpisVjtchmLkpISvotAtISyZAdlyQ7Kkh2UJZiZ7ZuyZIf+sqTu97pG5yW/1K7UHzt2TGeFmDNnDubMmVPvfcePH1f5ee3atVi7dm2jxxMIBFi+fDmWL1+urSIaLGNafo80jrJkB2XJDsqSHSafJQew0jJp8lkyRG9ZUvd7naPzkl9qV+qHDh2qy3IQDeXk5MDBwYHvYhAtoCzZQVmyg7JkB2XJTuWFsmSHfrOk7ve6ROclvzSa/b5GWVkZkpOTUVlZqbK9e/fuLSoUUV95eTnfRSBaQlmyg7JkB2XJDsoSzNRhKEt26C9L6n6va3Re8kujSn12djamT5+OQ4cO1Xt/c8bUk5Zp27Yt30UgWkJZsoOyZAdlyQ6Tz5LjwEqt3uSzZAhlyQ7Kkl8aLWk3f/58FBQU4Ny5c7CyskJUVBS+++47dOjQAfv379d2GUkjMjIy+C4C0RLKkh2UJTsoS3ZQluysU09ZskNvWdZ7UUtAY+q1iM5LfmnUUn/06FH88ccf6NWrF4RCIdq2bYvHHnsM9vb2iIyMxLhx47RdTtIAiUTCdxGIllCW7KAs2UFZsoOyBDOz31OW7NBflg1V3qlSry10XvJLo5b60tJSuLm5AQCcnJyQnZ0NAOjWrRsuXryovdKRJvn5+fFdBKIllCU7KEt2UJbsMPksVVokjbtyb/JZMkSvWdY7pp5oC52X/NKoUh8QEICEhAQAQFBQEL755hs8ePAAmzZtgqenp1YLSBqXnJzMdxGIllCW7KAs2UFZsoOyrN392LhbJylLdugtS+p+r3N0XvJLo+73b731FtLT0wEAS5cuxejRo7Fr1y5YWFjgu+++02oBSeOkUinfRSBaQlmyg7JkB2XJDsoSzLRMUpbs0F+W1P1e1+i85JdGlfqXXnpJ+f+QkBDcv38fN2/eRJs2beDq6qq1wpGm+fv7810EoiWUJTsoS3ZQluww+SwZ6n5v8lkyRK9ZUvd7naLzkl9qV+rDw8PVPuiaNWs0KgxpvsTERAQGBvJdDKIFlCU7KEt2UJbsoCzZ6X5PWbJDb1k22P1e909tKui85JfalfpLly6ptZ+ArnrplVwu57sIREsoS3ZQluygLNlBWYKZlknKkh2UJTsoS36pXak/duyYLstBNBQQEMB3EYiWUJYtYGBfVClLdlCW7DD5LBnqfm/yWTJEf1ly9XS/r95OtILOS35pNPu9tm3cuBG+vr4Qi8Xo27cvzp8/3+C+mzdvxuDBg+Hk5AQnJyeEhobW2f/ll1+GQCBQuY0ePVrXL4MXNasQEONHWbaAgc1eS1myg7JkB2UJGHtlvgZlyQ69ZUmz3+scnZf84r1Sv2fPHoSHh2Pp0qW4ePEigoKCEBYWhqysrHr3P378OF544QUcO3YMMTEx8PHxwahRo/DgwQOV/UaPHo309HTl7aefftLHyyGEEEIIMUBUeSGEEFbxXqlfs2YNZs6cienTpyMwMBCbNm2CtbU1tm3bVu/+P/zwA9544w0EBwejU6dO2LJlC+RyOaKjo1X2s7S0hIeHh/Lm5OTUYBkkEgmKiopUbsaCurqwg7JkB2XJDsqSHSafJVe7+7FxV/BNPkuG8Nv9XgBjPxcMCZ2X/OK1Ul9ZWYnY2FiEhoYqtwmFQoSGhiImJkatY5SVlaGqqgrOzs4q248fPw43NzcEBARg9uzZyM3NbfAYkZGRcHBwUN58fHw0e0E8oK4u7KAs2UFZsoOyZAdlCVD3e2Jo9Nv9vhnbSbPReckvXiv1OTk5kMlkcHd3V9nu7u6OjIwMtY7xv//9D15eXioXBkaPHo2dO3ciOjoan376KU6cOIExY8ZAJpPVe4yIiAgUFhYqbykpKZq/KEIIIYQQg8PORHmEaKaeMfWEMELt2e8N0cqVK7F7924cP34cYrFYuf35559X/r9bt27o3r072rdvj+PHj2PkyJF1jmNpaQlLS0u9lFnbqKsLOyhLdlCW7KAs2WHyWVL3e2KA9Joldb/XKTov+cVrS72rqytEIhEyMzNVtmdmZsLDw6PRx65evRorV67EkSNH0L1790b39fPzg6urK+7cudPiMhsa6urCDsqSHZQlOyhLdlCWACstk5QlOyhLdlCW/OK1Um9hYYGQkBCVSe5qJr3r379/g49btWoVVqxYgaioKPTq1avJ50lNTUVubi48PT21Um5DIhTyPtch0RLKsgUMbJ16ypIdlCU7KEt2ut9TluzQW5b1jp2nJe20ic5LfvH+2w8PD8fmzZvx3XffIT4+HrNnz0ZpaSmmT58OAJg6dSoiIiKU+3/66adYvHgxtm3bBl9fX2RkZCAjIwMlJSUAgJKSErz33ns4e/YskpKSEB0djQkTJsDf3x9hYWG8vEZd8vPz47sIREsoyxZQfigbxoczZckOypIdJp8lQ93vTT5LhugvS5r9XtfovOQX75X6SZMmYfXq1ViyZAmCg4MRFxeHqKgo5eR5ycnJSE9PV+7/9ddfo7KyEs888ww8PT2Vt9WrVwMARCIRrly5gvHjx6Njx46YMWMGQkJCcPLkSaMdN98YFocUmCrKkh2UJTsoS3ZQluygLNlBWbKDsuSXQUyUN2fOHMyZM6fe+44fP67yc1JSUqPHsrKywuHDh7VUMsNnZmYQERItoCxbQHn13TC6lFKW7KAs2UFZcnj4HmkY75WaoizZobcsudp//zWo+7020XnJL95b6knLtGnThu8iEC2hLFvAwD6UKUt2UJbsoCxhcPOPaIqyZIf+sqTu97pG5yW/qFJv5BITE/kuAtESypIdlCU7KEt2mHyWBnbxsyVMPkuGUJbsoCz5RZV6I8fiPAGmirJkB2XJDsqSHZQl8LD7sXFX8ClLdugtS+p+r3N0XvKLKvVGzsPDg+8iEC2hLNlBWbKDsmQHZQlmut9TluygLNlBWfKLKvVG7v79+3wXgWgJZdkCBvZFlbJkB2XJDpPPkmNnnXqTz5Ih+suSxtTrGp2X/KJKvZGzsrLiuwhESyjLFjCwdeopS3ZQluygLLkG/m98KEt26C1L6n6vc3Re8osq9UbO1dWV7yIQLaEs2UFZsoOyZAdlyQ7Kkh2UJTsoS35Rpd7IpaSk8F0EoiWUZQsY2Dr1lCU7KEt2mHyWHGdw75WaMvksGaK/LKn7va7ReckvqtQbOVtbW76LQLSEsmwBA+t+T1myg7JkB2VZu/uxYbxXaoqyZIfesqTu9zpH5yW/qFJv5Ozt7fkuAtESypIdlCU7KEt2UJbsoCzZQVmyg7LkF1XqjVxaWhrfRSBaQlm2gIF1KaUs2UFZssPks2So+73JZ8kQ/WVJ3e91jc5LflGl3sjRVTF2UJbsoCzZQVmyg7IEjL0yX4OyZId+s6yn+z3RGjov+WUQlfqNGzfC19cXYrEYffv2xfnz5xvd/5dffkGnTp0gFovRrVs3HDx4UOV+juOwZMkSeHp6wsrKCqGhobh9+7YuXwJvrK2t+S4C0RLKkh2UJTsoS3ZQluy0SFKW7NBblg2Nnacx9VpD5yW/eK/U79mzB+Hh4Vi6dCkuXryIoKAghIWFISsrq979z5w5gxdeeAEzZszApUuXMHHiREycOBHXrl1T7rNq1SqsX78emzZtwrlz52BjY4OwsDBUVFTo62XpTUZGBt9FIFpCWbaAgU2UR1myg7Jkh8lnqdL93jDeKzVl8lkyRH9ZNtT9nmgLnZf84r1Sv2bNGsycORPTp09HYGAgNm3aBGtra2zbtq3e/b/44guMHj0a7733Hjp37owVK1agZ8+e+PLLLwEoWunXrVuHRYsWYcKECejevTt27tyJtLQ07Nu3T4+vTD+cnJz4LgLREsqSHZQlOyhLdlCW7KAs2UFZsoOy5JcZn09eWVmJ2NhYREREKLcJhUKEhoYiJiam3sfExMQgPDxcZVtYWJiywn7v3j1kZGQgNDRUeb+DgwP69u2LmJgYPP/883WOKZFIIJFIlD8XFRW15GXplfOpDwFZMd/FIFrgWikBLCz5LoZxkpYr/pVVAT/WPcf1jbJkB2XJDpPPMvc2MPR9xf+lFQbxXqkpk8+SIXrLUlIMdAxT3WYmBm4fAXLv6v75TYBRnZfD/gd49eC7FFrFa6U+JycHMpkM7u7uKtvd3d1x8+bNeh+TkZFR7/41XT5q/m1sn0dFRkZi2bJlGr0Gvt3t8ha6du3KdzGIFty+do2ybKkpv/NdAgCUJUsoS3ZQlrVM/YPvErQIZckOXrN0aA3M+Y+f52YQnZf84r37vSGIiIhAYWGh8paSksJ3kdTm4uLCdxGIllCW7KAs2UFZsoOyZAdlyQ7Kkh2UJb94rdS7urpCJBIhMzNTZXtmZiY8PDzqfYyHh0ej+9f825xjWlpawt7eXuVGCCGEEEIIIYQYOl6731tYWCAkJATR0dGYOHEiAEAulyM6Ohpz5syp9zH9+/dHdHQ05s+fr9z2999/o3///gCAdu3awcPDA9HR0QgODgagGCN/7tw5zJ49W61ycdUzaRvD2Pr79+/DxsaG72IQLaAs2UFZsoOyZAdlyQ7Kkh2UJTsoS92oqY9yTS2/yPFs9+7dnKWlJbdjxw7uxo0b3KxZszhHR0cuIyOD4ziOmzJlCrdgwQLl/qdPn+bMzMy41atXc/Hx8dzSpUs5c3Nz7urVq8p9Vq5cyTk6OnJ//PEHd+XKFW7ChAlcu3btuPLycrXKlJKSwkGx3gvd6EY3utGNbnSjG93oRje60Y1uvN1SUlIarb/y2lIPAJMmTUJ2djaWLFmCjIwMBAcHIyoqSjnRXXJyMoTCh6MEBgwYgB9//BGLFi3CwoUL0aFDB+zbt09lYob3338fpaWlmDVrFgoKCjBo0CBERUVBLBarVSYvLy+kpKTAzs4OAgNew7KoqAg+Pj5ISUmhIQNGjrJkB2XJDsqSHZQlOyhLdlCW7KAsdYfjOBQXF8PLy6vR/QQc11RbPjFURUVFcHBwQGFhIZ1ARo6yZAdlyQ7Kkh2UJTsoS3ZQluygLPlHs98TQgghhBBCCCFGiir1hBBCCCGEEEKIkaJKvRGztLTE0qVLYWlpyXdRSAtRluygLNlBWbKDsmQHZckOypIdlCX/aEw9IYQQQgghhBBipKilnhBCCCGEEEIIMVJUqSeEEEIIIYQQQowUVeoJIYQQQgghhBAjRZV6QgghhBBCCCHESFGlnhBCCCGEEEIIMVJUqdejyMhI9O7dG3Z2dnBzc8PEiRORkJCgsk9FRQXefPNNuLi4wNbWFk8//TQyMzNV9klOTsa4ceNgbW0NNzc3vPfee5BKpSr7HD9+HD179oSlpSX8/f2xY8eOOuXZuHEjfH19IRaL0bdvX5w/f17rr5lV2spSIBDUue3evVtlH8pSt9TJ8ttvv8WwYcNgb28PgUCAgoKCOsfJy8vD5MmTYW9vD0dHR8yYMQMlJSUq+1y5cgWDBw+GWCyGj48PVq1aVec4v/zyCzp16gSxWIxu3brh4MGDWn29LNNWlr6+vnXOy5UrV6rsQ1nqVlNZ5uXlYe7cuQgICICVlRXatGmDefPmobCwUOU49HnJP21lSZ+X/FPnPfa1115D+/btYWVlhVatWmHChAm4efOmyj50XvJPW1nSeWlAOKI3YWFh3Pbt27lr165xcXFx3NixY7k2bdpwJSUlyn1ef/11zsfHh4uOjuYuXLjA9evXjxswYIDyfqlUynXt2pULDQ3lLl26xB08eJBzdXXlIiIilPskJiZy1tbWXHh4OHfjxg1uw4YNnEgk4qKiopT77N69m7OwsOC2bdvGXb9+nZs5cybn6OjIZWZm6ueXYeS0kSXHcRwAbvv27Vx6erryVl5erryfstQ9dbJcu3YtFxkZyUVGRnIAuPz8/DrHGT16NBcUFMSdPXuWO3nyJOfv78+98MILyvsLCws5d3d3bvLkydy1a9e4n376ibOysuK++eYb5T6nT5/mRCIRt2rVKu7GjRvcokWLOHNzc+7q1as6/R2wQltZtm3bllu+fLnKeVn7GJSl7jWV5dWrV7mnnnqK279/P3fnzh0uOjqa69ChA/f0008rj0Gfl4ZBG1lyHH1eGgJ13mO/+eYb7sSJE9y9e/e42NhY7oknnuB8fHw4qVTKcRydl4ZCG1lyHJ2XhoQq9TzKysriAHAnTpzgOI7jCgoKOHNzc+6XX35R7hMfH88B4GJiYjiO47iDBw9yQqGQy8jIUO7z9ddfc/b29pxEIuE4juPef/99rkuXLirPNWnSJC4sLEz5c58+fbg333xT+bNMJuO8vLy4yMhI7b9QE6BJlhyneDPcu3dvg8elLPXv0SxrO3bsWL0VwRs3bnAAuP/++0+57dChQ5xAIOAePHjAcRzHffXVV5yTk5PyPOU4jvvf//7HBQQEKH9+7rnnuHHjxqkcu+//27u7kCbfNw7g37/poy5Tt3yDTDAwy7I0wzEKD8J8ITroJKgo6ERLRaIo6KCMAhOUPIgkELKDDkICQYoi0UJ8SXA40VJJyaKYRabOzPLt+h/EHlwtt+bcZr/vBwR9not7z/h67ebW7bn1esnPz3fHU/vPcSVLkZ+L+srKyj+Oyyw9b6ksrWpra0VRFJmdnRURzpe+ypUsRThf+iJnsuzu7hYAMjg4KCLsS1/lSpYi7Etfwrffe5H1rWU6nQ4AYDQaMTs7i8zMTLVmy5YtiIuLQ3t7OwCgvb0dycnJiI6OVmuys7NhsVjw8uVLtWbxGNYa6xgzMzMwGo02NX5+fsjMzFRr6O+4kqVVYWEhIiIikJ6ejjt37kBE1HPM0vN+zdIZ7e3tCA8Px+7du9VjmZmZ8PPzQ0dHh1qTkZEBRVHUmuzsbAwMDGBsbEytWSpv+juuZGlVVlaG9evXIzU1FeXl5TZvDWWWnudMlhMTEwgNDYW/vz8Azpe+ypUsrThf+hZHWU5NTaGmpgbx8fHYuHEjAPalr3IlSyv2pW/wd1xCK2FhYQFnzpzBnj17sH37dgDAyMgIFEVBeHi4TW10dDRGRkbUmsUvhNbz1nNL1VgsFkxPT2NsbAzz8/N2a379rAw55mqWAHD16lXs27cPGo0GT58+RUFBAb5+/Yri4mJ1HGbpOfaydMbIyAiioqJsjvn7+0On09n0ZXx8vE3N4t7VarV/zHvx7ww5x9UsAaC4uBi7du2CTqdDW1sbLl68CLPZjBs3bgBglp7mTJafP3/GtWvXkJeXpx7jfOl7XM0S4Hzpa5bKsqqqChcuXMDU1BQSExPR0NCg/hGUfel7XM0SYF/6Ei7qvaSwsBC9vb1oaWnx9qXQMi0ny0uXLqnfp6amYmpqCuXl5eqLIXkW+/LfsZwsz549q36/Y8cOKIqC/Px8XL9+HYGBge68THKCoywtFgsOHDiApKQkXLlyxbMXR39lOVlyvvQtS2V57Ngx7N+/H2azGRUVFTh8+DBaW1sRFBTkhSslR5aTJfvSd/Dt915QVFSEhw8f4tmzZ4iNjVWPx8TEYGZm5re7MX/8+BExMTFqza93ULf+7KgmNDQUwcHBiIiIwJo1a+zWWMcg5ywnS3v0ej3ev3+PHz9+qOMwS8/4U5bOiImJwadPn2yOzc3N4cuXL27pXWb5d5aTpT16vR5zc3MYHh4GwCw9yVGWk5OTyMnJwbp161BXV4eAgAD1HOdL37KcLO3hfOk9jrIMCwtDQkICMjIy8ODBA/T396Ourg4A+9LXLCdLe9iX3sNFvQeJCIqKilBXV4empqbf3r6ZlpaGgIAANDY2qscGBgbw7t07GAwGAIDBYEBPT4/NAqKhoQGhoaFISkpSaxaPYa2xjqEoCtLS0mxqFhYW0NjYqNbQ0tyRpT0mkwlarVb9byCzXHmOsnSGwWDA+Pg4jEajeqypqQkLCwvQ6/VqTXNzM2ZnZ9WahoYGJCYmQqvVqjVL5U1Lc0eW9phMJvj5+akfsWCWK8+ZLC0WC7KysqAoCurr63/7LyDnS9/gjizt4Xzpea68xsrPm3Krizz2pW9wR5b2sC+9yAs35/vPOn36tISFhcnz589ttn749u2bWnPq1CmJi4uTpqYm6ezsFIPBIAaDQT1v3QokKytLTCaTPHnyRCIjI+1uBXL+/Hnp6+uTW7du2d0+IjAwUO7evSuvXr2SvLw8CQ8Pt7kbKf2ZO7Ksr6+X6upq6enpkdevX0tVVZVoNBq5fPmyWsMsV54zWZrNZunq6pLq6moBIM3NzdLV1SWjo6NqTU5OjqSmpkpHR4e0tLRIQkKCzZZ24+PjEh0dLcePH5fe3l65f/++aDSa37ZB8/f3l4qKCunr65OSkhJug/YX3JFlW1ubVFZWislkkqGhIbl3755ERkbKiRMn1DGY5cpzlOXExITo9XpJTk6WwcFBm5pft87ifOld7siS86VvcJTl0NCQlJaWSmdnp7x9+1ZaW1vl4MGDotPp1O3J2Je+wR1Zsi99Cxf1HgTA7ldNTY1aMz09LQUFBaLVakWj0cihQ4fEbDbbjDM8PCy5ubkSHBwsERERcu7cOZttX0R+bteUkpIiiqLIpk2bbB7D6ubNmxIXFyeKokh6erq8ePFiJZ72P8kdWT5+/FhSUlIkJCRE1q5dKzt37pTbt2/L/Py8zWMxy5XlTJYlJSUOa0ZHR+XIkSMSEhIioaGhcvLkSZmcnLR5rO7ubtm7d68EBgbKhg0bpKys7Lfrqa2tlc2bN4uiKLJt2zZ59OjRSj31f447sjQajaLX6yUsLEyCgoJk69atUlpaKt+/f7d5LGa5shxlad2S0N7Xmzdv1HE4X3qfO7LkfOkbHGX54cMHyc3NlaioKAkICJDY2Fg5evSo9Pf324zDvvQ+d2TJvvQt/xNZtO8AEREREREREa0a/Ew9ERERERER0SrFRT0RERERERHRKsVFPREREREREdEqxUU9ERERERER0SrFRT0RERERERHRKsVFPREREREREdEqxUU9ERERERER0SrFRT0RERERERHRKsVFPREREREREdEqxUU9ERERERER0SrFRT0RERERERHRKvV/aK8BUa8zxQIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "figsize=(20,3)\n", "\n", @@ -427,10 +3032,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "548cd648-245c-4d34-9f89-a98bb1d307f0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total_record_duration: 148364.0\n", + "num_machines: 28\n", + "num_anomalies: 399\n", + "total_record_duration: 148364.0\n", + "num_machines: 28\n", + "num_anomalies: 399\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# @title Define \"compute_detection_amoc\" and \"plot_detection_amoc\" to compute and plot amocs.\n", "\n", @@ -579,8 +3217,8 @@ " ax.legend()\n", " ax.grid(True)\n", "\n", - "amoc_f1 = compute_detection_amoc(raw_dataset[\"label\"], raw_dataset[\"f1\"])\n", - "amoc_f2 = compute_detection_amoc(raw_dataset[\"label\"], raw_dataset[\"f2\"], plot_first=False)\n", + "amoc_f1 = compute_detection_amoc(augmented_dataset[\"label\"], test_dataset[\"f1\"])\n", + "amoc_f2 = compute_detection_amoc(augmented_dataset[\"label\"], test_dataset[\"f2\"], plot_first=False)\n", "\n", "plot_detection_amoc({\n", " \"f1\":amoc_f1,\n", @@ -601,10 +3239,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "7f9b07f3-99e3-445c-8fd2-9c9a83ebf1cd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total_record_duration: 148364.0\n", + "num_machines: 28\n", + "num_anomalies: 78\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "test_dict = tp.to_numpy(test_dataset)\n", "pred_evset = tp.event_set(\n",