From 4e315f8820238aef64c974a22013d57bdae4c380 Mon Sep 17 00:00:00 2001 From: plazas Date: Wed, 6 Aug 2025 19:04:17 +0000 Subject: [PATCH 1/7] First draft of anomaly detection tutorial --- .../306_4_anomaly_detection.ipynb | 3615 +++++++++++++++++ 1 file changed, 3615 insertions(+) create mode 100644 DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb diff --git a/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb new file mode 100644 index 00000000..0e191b3d --- /dev/null +++ b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb @@ -0,0 +1,3615 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7630e27a-437b-490b-9eb9-e00cf7424aab", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T14:44:35.469068Z", + "iopub.status.busy": "2025-08-06T14:44:35.468323Z", + "iopub.status.idle": "2025-08-06T14:44:35.473160Z", + "shell.execute_reply": "2025-08-06T14:44:35.472434Z", + "shell.execute_reply.started": "2025-08-06T14:44:35.469039Z" + } + }, + "source": [ + "# 306_4 Anomaly Detection\n", + "\n", + "
\n", + "\n", + "
\n", + "For the Rubin Science Platform at data.lsst.cloud.
\n", + "Data Release: Data Preview 1
\n", + "Container Size: large
\n", + "LSST Science Pipelines version: r29.1.1
\n", + "Last verified to run: 2025-8-6
\n", + "Repository: github.com/lsst/tutorial-notebooks
" + ] + }, + { + "cell_type": "markdown", + "id": "6d77031f-c422-4003-b85d-bd0ac425d35b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T14:46:29.554897Z", + "iopub.status.busy": "2025-08-06T14:46:29.554100Z", + "iopub.status.idle": "2025-08-06T14:46:29.560096Z", + "shell.execute_reply": "2025-08-06T14:46:29.559339Z", + "shell.execute_reply.started": "2025-08-06T14:46:29.554859Z" + } + }, + "source": [ + "**Learning objective:** Illustrate the use of Machine Learning techniques for anomaly detection with DP1 data.\n", + "\n", + "**LSST data products:** \n", + "\n", + "**Packages:** `lsst`, `scikit-learn, pandas, matplotlib, numpy, astropy,\n", + "\n", + "**Credit:** Originally developed by the Rubin Community Science team.\n", + "Please consider acknowledging them if this notebook is used for the preparation of journal articles, software releases, or other notebooks.\n", + "\n", + "\n", + "Based on notebook prepared for Rubin Community Workshop 2025 by by Siddharth Chaini, Andres A. Plazas Malagón, Ryan Lau, Tatiana Acero Cuellar and input from Fed. Bianco. \n", + "\n", + "Gaia section: Tatiata, Sid\n", + "\n", + "\n", + "**Get Support:**\n", + "Everyone is encouraged to ask questions or raise issues in the \n", + "Support Category \n", + "of the Rubin Community Forum.\n", + "Rubin staff will respond to all questions posted there." + ] + }, + { + "cell_type": "markdown", + "id": "08ab15fb-62b1-4a0b-97d5-f70285dc2674", + "metadata": {}, + "source": [ + "## 1. Introduction\n", + "\n", + "1. apply the IsolationForest routine from [`scikit-learn`](https://scikit-learn.org/stable/)\n", + "2. Run custom code by Sid based on different metrics in latent space. " + ] + }, + { + "cell_type": "markdown", + "id": "5db5044d-f1f2-496f-a214-ac654245901e", + "metadata": {}, + "source": [ + "### 1.1. Import packages\n", + "\n", + "Import general python packages, the IsolationForest algorithm from `scikit-learn`, and the Rubin TAP service utilities.\n", + "\n", + "The [`matplotlib`](https://matplotlib.org/), [`numpy`](http://www.numpy.org/), and [`scikit-learn`](https://scikit-learn.org/stable/) libraries are widely used Python libraries for plotting, scientific computing, and conducting Machine-Learning data analysis. We will use these packages below, including the `lsst.rsp` package to access the TAP service and query the DP0 catalogs.\n", + "\n", + "We also use the `lsst.rsp` package to access the TAP service and query the DP1 catalogs." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b563d3b9-1103-42e6-a291-5b487d8a9af6", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T14:53:33.745319Z", + "iopub.status.busy": "2025-08-06T14:53:33.744234Z", + "iopub.status.idle": "2025-08-06T14:53:36.116122Z", + "shell.execute_reply": "2025-08-06T14:53:36.115038Z", + "shell.execute_reply.started": "2025-08-06T14:53:33.745277Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "from lsst.rsp import get_tap_service\n", + "from lsst.utils.plotting import (\n", + " get_multiband_plot_colors,\n", + " get_multiband_plot_symbols,\n", + ")\n", + "from sklearn.ensemble import IsolationForest" + ] + }, + { + "cell_type": "markdown", + "id": "28668876-e906-4088-9540-85cab096e626", + "metadata": {}, + "source": [ + "### 1.2. Define parameters and functions." + ] + }, + { + "cell_type": "markdown", + "id": "58ba8aff-8d3b-4f64-9822-889565eb624f", + "metadata": {}, + "source": [ + "Create an instance of the TAP service, and assert that it exists." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "d187cff7-78a9-49f9-8a79-2e6ebb69607e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:20:47.607321Z", + "iopub.status.busy": "2025-08-06T18:20:47.606370Z", + "iopub.status.idle": "2025-08-06T18:20:47.702456Z", + "shell.execute_reply": "2025-08-06T18:20:47.701704Z", + "shell.execute_reply.started": "2025-08-06T18:20:47.607292Z" + } + }, + "outputs": [], + "source": [ + "service = get_tap_service(\"tap\")\n", + "assert service is not None" + ] + }, + { + "cell_type": "markdown", + "id": "792672b9-5f50-466c-acb0-2454dab427a7", + "metadata": {}, + "source": [ + "Define parameters to use colorblind-friendly colors with `matplotlib`." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "703cbac4-b15e-4b9a-90e3-30ad06fd8032", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:21:36.447061Z", + "iopub.status.busy": "2025-08-06T18:21:36.446475Z", + "iopub.status.idle": "2025-08-06T18:21:36.450821Z", + "shell.execute_reply": "2025-08-06T18:21:36.450197Z", + "shell.execute_reply.started": "2025-08-06T18:21:36.447033Z" + } + }, + "outputs": [], + "source": [ + "plt.style.use('seaborn-v0_8-colorblind')\n", + "prop_cycle = plt.rcParams['axes.prop_cycle']\n", + "colors = prop_cycle.by_key()['color']" + ] + }, + { + "cell_type": "markdown", + "id": "91a3847f-597a-46bc-ac06-ddd768005952", + "metadata": {}, + "source": [ + "Define colors, symbols, and linestyles to represent the six LSST filters, $ugrizy$." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "38bf25ba-4133-4551-adc7-e2660f8e0854", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:21:43.749418Z", + "iopub.status.busy": "2025-08-06T18:21:43.748847Z", + "iopub.status.idle": "2025-08-06T18:21:43.752654Z", + "shell.execute_reply": "2025-08-06T18:21:43.752061Z", + "shell.execute_reply.started": "2025-08-06T18:21:43.749394Z" + } + }, + "outputs": [], + "source": [ + "filter_names = [\"u\", \"g\", \"r\", \"i\", \"z\", \"y\"]\n", + "filter_colors = get_multiband_plot_colors()\n", + "filter_symbols = get_multiband_plot_symbols()" + ] + }, + { + "cell_type": "markdown", + "id": "8a10026d-bd1f-499c-917c-a5b661923bf9", + "metadata": {}, + "source": [ + "## 2. Search for Anomalous DiaObjects using IsolationForest\n", + "\n", + "Apply the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) from `scikit-learn` on the DP1 `DiaObject` catalog to identify anomalous sources. \n", + "\n", + "Look for DiaObjects that are anomalously variable, and then inspect their light curves. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b67e2b49-ac40-4c08-97f9-e784238a536d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "525821bf-4484-48c5-a3e8-f75d5175d3ac", + "metadata": {}, + "source": [ + "To reduce spurious DiaObjects, we set a minimum number of DiaSource detections." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "cbe8cbc7-01f0-4533-b637-93a50bded7fe", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:31:28.256043Z", + "iopub.status.busy": "2025-08-06T18:31:28.255038Z", + "iopub.status.idle": "2025-08-06T18:31:28.259345Z", + "shell.execute_reply": "2025-08-06T18:31:28.258710Z", + "shell.execute_reply.started": "2025-08-06T18:31:28.256015Z" + } + }, + "outputs": [], + "source": [ + "ndiasources_min = 10" + ] + }, + { + "cell_type": "markdown", + "id": "3fd81b8a-e6be-425d-815f-fc58708fbd40", + "metadata": {}, + "source": [ + "Focus the search for anomalous behavior from DiaObjects in the r-band." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "16c2dedf-bb5c-491e-8bc5-b313026bdd41", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:31:29.296419Z", + "iopub.status.busy": "2025-08-06T18:31:29.295775Z", + "iopub.status.idle": "2025-08-06T18:31:29.299542Z", + "shell.execute_reply": "2025-08-06T18:31:29.298943Z", + "shell.execute_reply.started": "2025-08-06T18:31:29.296395Z" + } + }, + "outputs": [], + "source": [ + "band = 'r'" + ] + }, + { + "cell_type": "markdown", + "id": "06b96091-5efd-417f-91e2-d001e63adb9f", + "metadata": {}, + "source": [ + "set an additional threshold for number of detections in the r-band filter." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9bc52e6-17b4-4ff7-aeec-32a367eb101a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "23ded5f7-89cf-4b8f-b724-00c2b393ef01", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:37:46.281245Z", + "iopub.status.busy": "2025-08-06T18:37:46.280942Z", + "iopub.status.idle": "2025-08-06T18:37:46.284323Z", + "shell.execute_reply": "2025-08-06T18:37:46.283786Z", + "shell.execute_reply.started": "2025-08-06T18:37:46.281226Z" + } + }, + "outputs": [], + "source": [ + "ndata_thresh = 8" + ] + }, + { + "cell_type": "markdown", + "id": "7b07a4b3-f05c-459d-849e-4d40c1ed4c10", + "metadata": {}, + "source": [ + "Retrieve DiaObjects and the following statistics of their r-band light curve:\n", + "\n", + "**rPSFluxNdata:** The number of data points used to compute rPSFluxChi2.
\n", + "**rPSFluxSigma:** The standard deviation of the fluxes.
\n", + "**rPSFluxLinearSlope:** Slope of a linear model fit to diaSource PSF flux vs time.
\n", + "**rPSFluxMean:** The average flux.
\n", + "\n", + "Note that the statistics are all based on the _difference-image point source (PS) flux values_.\n", + "\n", + "An r-band total mean flux (`rTOTFluxMean`) threshold of $<1\\times10^5$ nJy is set to filter out saturated sources. Limits are also placed on the maximum r-band difference-image flux (`rPSFluxMax` $<1\\times10^5$ nJy) and the minimum r-band difference-image flux (`rPSFluxMin` $>-1\\times10^5$ nJy) to avoid artifacts from saturated sources." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "419d82f4-0422-4545-80fc-2d3c682f4896", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:37:47.147061Z", + "iopub.status.busy": "2025-08-06T18:37:47.146359Z", + "iopub.status.idle": "2025-08-06T18:37:47.150131Z", + "shell.execute_reply": "2025-08-06T18:37:47.149602Z", + "shell.execute_reply.started": "2025-08-06T18:37:47.147038Z" + } + }, + "outputs": [], + "source": [ + "diaobjid_features = [\n", + " f\"{band}_psfFluxChi2\",\n", + " f\"{band}_psfFluxLinearIntercept\",\n", + " f\"{band}_psfFluxSkew\",\n", + " f\"{band}_psfFluxStetsonJ\",\n", + " f\"{band}_psfFluxMean\",\n", + " f\"{band}_psfFluxLinearSlope\",\n", + " f\"{band}_psfFluxSigma\",\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e2360b09-f08a-4a90-918d-05a090872b5c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "ab4c467f-3874-45b0-a0f9-c15fa4db3ce2", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:39:10.381481Z", + "iopub.status.busy": "2025-08-06T18:39:10.380519Z", + "iopub.status.idle": "2025-08-06T18:39:10.385036Z", + "shell.execute_reply": "2025-08-06T18:39:10.384221Z", + "shell.execute_reply.started": "2025-08-06T18:39:10.381447Z" + } + }, + "outputs": [], + "source": [ + "query = f\"\"\"\n", + "SELECT\n", + " diaObjectId, ra, dec,\n", + " {', '.join(diaobjid_features)}\n", + "FROM\n", + " dp1.DiaObject\n", + "WHERE\n", + " nDiaSources > {ndiasources_min}\n", + " AND r_psfFluxNdata > {ndata_thresh}\n", + " AND r_scienceFluxMean < 1e5\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e69236f-67f6-4fb4-806f-35464b93489d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "c5cb78eb-d2de-4c65-a041-c3c6cd8af5a0", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:39:11.401352Z", + "iopub.status.busy": "2025-08-06T18:39:11.400438Z", + "iopub.status.idle": "2025-08-06T18:39:18.747219Z", + "shell.execute_reply": "2025-08-06T18:39:18.746438Z", + "shell.execute_reply.started": "2025-08-06T18:39:11.401323Z" + } + }, + "outputs": [], + "source": [ + "job = service.submit_job(query)\n", + "job.run()\n", + "job.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", + "if job.phase == \"ERROR\":\n", + " job.raise_if_error()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "3cd0fd81-0c6a-4ea5-be6b-eb2685ae3d6c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:39:20.493996Z", + "iopub.status.busy": "2025-08-06T18:39:20.493075Z", + "iopub.status.idle": "2025-08-06T18:39:20.916202Z", + "shell.execute_reply": "2025-08-06T18:39:20.915574Z", + "shell.execute_reply.started": "2025-08-06T18:39:20.493964Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Retrieved 8569 DiaObjects.\n" + ] + } + ], + "source": [ + "assert job.phase == \"COMPLETED\"\n", + "dia_objects = job.fetch_result().to_table().to_pandas().set_index(\"diaObjectId\")\n", + "\n", + "print(f\"Retrieved {len(dia_objects)} DiaObjects.\")" + ] + }, + { + "cell_type": "markdown", + "id": "26f5554b-28c6-4813-a14d-2067244c761e", + "metadata": {}, + "source": [ + "### 2.2. Run IsolationForest Algorithm\n", + "\n", + "We run the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) on the DiaObject sample and look for outliers based on the `rPSFluxMean`, `rPSFluxLinearSlope`, and `rPSFluxSigma`values. The algorithm outputs anomaly scores based on the input sample where negative scores represent outliers.\n", + "\n", + "The indices of the top 20 outliers are saved in the array `idx`.\n", + "\n", + "From [sklearn's documentation](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html),\n", + "> The IsolationForest ‘isolates’ observations by randomly selecting a feature and then randomly selecting a split value between the maximum and minimum values of the selected feature.\n", + "
\n", + "\"Animation\n", + "
\n", + "Fig: A simplified model of how an isolation forest makes cuts on the features randomly - anomalous points require less cuts to isolate.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "36eae8be-0c86-4f2a-ac17-c36aee596971", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:41:53.313683Z", + "iopub.status.busy": "2025-08-06T18:41:53.313089Z", + "iopub.status.idle": "2025-08-06T18:41:53.317513Z", + "shell.execute_reply": "2025-08-06T18:41:53.316914Z", + "shell.execute_reply.started": "2025-08-06T18:41:53.313654Z" + } + }, + "outputs": [], + "source": [ + "sample = dia_objects.to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "baecda2c-782b-4356-adff-bb39316883ab", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:41:54.118926Z", + "iopub.status.busy": "2025-08-06T18:41:54.118225Z", + "iopub.status.idle": "2025-08-06T18:41:54.340229Z", + "shell.execute_reply": "2025-08-06T18:41:54.339512Z", + "shell.execute_reply.started": "2025-08-06T18:41:54.118894Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
IsolationForest(max_samples=500,\n",
+       "                random_state=RandomState(MT19937) at 0x77FEB02F9B40)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" + ], + "text/plain": [ + "IsolationForest(max_samples=500,\n", + " random_state=RandomState(MT19937) at 0x77FEB02F9B40)" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rng = np.random.RandomState(42)\n", + "ifo = IsolationForest(max_samples=500, random_state=rng)\n", + "ifo.fit(sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "43597e1f-fdda-4250-b212-013f7ae44404", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:42:02.653539Z", + "iopub.status.busy": "2025-08-06T18:42:02.652980Z", + "iopub.status.idle": "2025-08-06T18:42:02.701076Z", + "shell.execute_reply": "2025-08-06T18:42:02.700426Z", + "shell.execute_reply.started": "2025-08-06T18:42:02.653514Z" + } + }, + "outputs": [], + "source": [ + "scores = ifo.score_samples(sample)\n", + "outlier_indices = np.argsort(scores)[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5e263bb4-1595-4dff-81cc-4dea81a51fbf", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a2f432a5-cfbe-44f4-9233-6aa856d6277c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "7c8765f3-5d15-4ad0-8325-349b11cda2da", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:42:07.039740Z", + "iopub.status.busy": "2025-08-06T18:42:07.039164Z", + "iopub.status.idle": "2025-08-06T18:42:07.368663Z", + "shell.execute_reply": "2025-08-06T18:42:07.368099Z", + "shell.execute_reply.started": "2025-08-06T18:42:07.039714Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.title(\"Histogram of Isolation Forest Scores\")\n", + "plt.hist(scores, bins=50, log=True)\n", + "plt.xlabel(\"Anomaly Score\")\n", + "plt.ylabel(\"Number of DiaObjects\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e080432d-5811-4f4b-9e65-4b6006aa7a53", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:18:28.889139Z", + "iopub.status.busy": "2025-08-06T15:18:28.888373Z", + "iopub.status.idle": "2025-08-06T15:18:28.893403Z", + "shell.execute_reply": "2025-08-06T15:18:28.892584Z", + "shell.execute_reply.started": "2025-08-06T15:18:28.889103Z" + } + }, + "outputs": [], + "source": [ + "outlier_diaobject_ids = dia_objects.index[outlier_indices]" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "68af63d7-30dc-4a8a-831e-585b84780b16", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T18:42:56.489981Z", + "iopub.status.busy": "2025-08-06T18:42:56.489207Z", + "iopub.status.idle": "2025-08-06T18:42:56.494239Z", + "shell.execute_reply": "2025-08-06T18:42:56.493645Z", + "shell.execute_reply.started": "2025-08-06T18:42:56.489954Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([628761153182368124, 604063373243449915, 579576699537065212,\n", + " 604062754768159284, 579576699537066732, 579576699537065765,\n", + " 579577249292878807, 579578005207126000, 611255210081255577,\n", + " 579577386731832906, 579577249292878245, 579578005207122694,\n", + " 579576630817588401, 579578005207122878, 648366338858811406,\n", + " 579577936487647676, 579578005207121996, 579578073926599605,\n", + " 579576630817587953, 611254522886488089],\n", + " dtype='int64', name='diaObjectId')" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outlier_diaobject_ids" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cc2b8dba-50a9-4619-a1c9-0d736468a07a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:18:36.025245Z", + "iopub.status.busy": "2025-08-06T15:18:36.024302Z", + "iopub.status.idle": "2025-08-06T15:18:36.028599Z", + "shell.execute_reply": "2025-08-06T15:18:36.027969Z", + "shell.execute_reply.started": "2025-08-06T15:18:36.025216Z" + } + }, + "outputs": [], + "source": [ + "query_lightcurves = f\"\"\"\n", + "SELECT\n", + " fsodo.diaObjectId,\n", + " fsodo.band,\n", + " fsodo.psfDiffFlux,\n", + " fsodo.psfDiffFluxErr,\n", + " vis.expMidptMJD\n", + "FROM\n", + " dp1.ForcedSourceOnDiaObject AS fsodo\n", + "JOIN\n", + " dp1.Visit AS vis ON vis.visit = fsodo.visit\n", + "WHERE\n", + " fsodo.diaObjectId IN ({','.join(map(str, outlier_diaobject_ids))})\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f531d90-985b-4b49-9247-b952f15ba62b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0073347-bdf1-456e-b649-ac62e44b7448", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a6d1b85e-3013-428f-aa2e-c9b2802ae546", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "59cedf57-1552-4247-aafb-85281e32ee0c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:24:32.767213Z", + "iopub.status.busy": "2025-08-06T15:24:32.766179Z", + "iopub.status.idle": "2025-08-06T15:24:36.266217Z", + "shell.execute_reply": "2025-08-06T15:24:36.265465Z", + "shell.execute_reply.started": "2025-08-06T15:24:32.767180Z" + } + }, + "outputs": [], + "source": [ + "\n", + "job_lightcurves = service.submit_job(query_lightcurves)\n", + "job_lightcurves.run()\n", + "job_lightcurves.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", + "if job_lightcurves.phase == \"ERROR\":\n", + " job_lightcurves.raise_if_error()\n", + "\n", + "assert job_lightcurves.phase == \"COMPLETED\"\n", + "forced_source_outliers = job_lightcurves.fetch_result().to_table().to_pandas()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5d6bd087-1e43-4ff7-9ea6-7565b80c3c40", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:24:37.472867Z", + "iopub.status.busy": "2025-08-06T15:24:37.471938Z", + "iopub.status.idle": "2025-08-06T15:24:40.368428Z", + "shell.execute_reply": "2025-08-06T15:24:40.367736Z", + "shell.execute_reply.started": "2025-08-06T15:24:37.472833Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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zDL/p2G+/Xv22WlleD8VdvHgRBw4cwMcff6zR36inJin+Zayu17jarFmzYGxsDFNTUzRr1kznlDXFldTHPEu/vX//flhbW+P8+fOoX78+DA0NYW9vj0GDBmlMvVPSPanXKXnynvLy8nR+EV3a/fv7+0Mul8Pa2hrdu3cvtW8rKChATk4OTp48iZCQENSuXbvU6ZiKioqwcuVK1KxZU2MKrZycHFy6dKnEPi4nJweXL18GoL/3QnU9HB0dIZfLUalSJQwdOlRr3n51e3h4eGiUOzk5wdbWVtpf0t9JXZadnY1Lly7prIcunBOeiIiIiIjeCmZmZmWa//qbb76R/l8IgaZNm8LNzQ2+vr44deoUPD09peRqtWrVSj1XtWrVtP6BnJeXh1GjRknJ0bZt28LIyAjjx4/HoUOH0LRpU53n+u6773Dq1CkcPXoU3t7eAIDWrVujYsWK+PDDDxEVFYUOHTrgwIEDWL16NcaPH4/p06dLxz85b2uDBg1gYmICS0tLNG7cuNR7+DfUo+Fu3bqFSpUqAXg82lIulz/1WPWo4M8++ww9e/bEtm3bkJycjG+++QbNmzfHqVOn4OTkpLe66zJ58mT8888/0ig5tRo1amDGjBlo0KABlEoljh07htmzZyM6Ohrx8fGoWLGixj2NHj0arVq1wqZNm/Dw4UNMmTIF77//Po4ePSolMFQqFUaMGIGWLVvCxsYG//zzD+bMmYOWLVti27ZtaNeunXT9kJAQmJiYYMiQIVLi29raGlu3btV6Pv3www84ffo0fv3111LvtaioCP369UP37t21RmuWprCwEKtWrcI777yjde20tDRYW1trHWNmZgZjY2OkpaWVeN6IiAjI5XKtUcZ16tRBYWEhYmNj0axZM6lcnaB58pxpaWmoXr261rnVdSrt+qUJCAhAp06dULlyZaSmpiIiIgL9+vXD5cuXNRZjLOn+/+3132Tst1+vfhso++uhOPVCo/3799cor1OnDoDHI8Kf/Nvpeo0rFAoEBwejbdu2cHJyQlJSEsLDw/HBBx9g2bJlWl8MFr++rj7mWfrtmzdvIjs7Gz179sS4ceOwcOFCxMXFYdKkSUhMTMSBAwcgk8k07unJec4PHz4MIYTGPdWpUwe7du1CUlKSxrz6uu7f0dER48ePR+PGjWFpaYnTp09j1qxZaNy4MQ4dOoR69epp3FtKSorG+2ijRo2wd+/eUr90jY6OxvXr1xEWFqZRnp6eDiFEmfo4fb0X1qtXD/Xq1ZPmio+JicGCBQuwe/duxMXFSfeVlpYGhUIBMzMznXVV19PBwQHW1tbSrzHU7t+/LyXqn6nffqbJa4iIiIiIiF5RZZkL1d7eXri5uUmP1XN5P+nSpUuid+/ewsHBQchkMgFA2jZs2CCEECI2NlYAEGPHji21Tu+9954wNTWVHvft21cAEHfv3tWIU89jO23aNKmsatWqom/fvtLjpk2bCk9PT5Gfn6+xPXjwQMhkMjFmzBghhBDjxo0TAMStW7dKrZs+5xZWGzNmjAAgjh49WubrqAUHBwsAol27dhrlJ0+eFADE+PHjdR73tDnhn1TanPDFLVu2TAAQo0aNKlP80aNHhYGBgRg+fLhUNmPGDAFA1KlTR2P+8Vu3bglTU1PxySeflHrO9PR0UalSJeHp6alRvnz5cqFQKMSoUaPErl27xPbt28XHH38sTE1NRVRUlBR39epVYW5urjHfckmvmzlz5ghra2uNufHLMif8H3/8UeKczG3bthXvvPOOzuOMjY3FwIEDde5LS0sTCoVC6/knhBB37twR1tbWws3NTcTGxor09HSxbt06oVKpBADRvn17KbZWrVoaj9Vu3bolAIiwsDCd13/anPC6+Pv7C0NDQ5GamiqVGRkZiUGDBmnFHj58WAAQ69evL/P53xTst9+sfrskul4PT8rPzxeOjo46+5fc3FxRs2ZN4ezsLKKjo0V6errYsWOHcHBwEHK5vMQ+RS0vL080aNBA2NjYiPz8fJ0xpfUxz9Jv16pVS2dfsnDhQgFA7Ny5Uypr0aKFsLS0FL/++qtIT08Xhw4dErVq1RJyuVwolUop7uzZs0KhUIhmzZqJxMREcffuXfH9998LY2NjAUBnn/KkK1euCHNzc53rg+Tn54u4uDhx8OBBsWzZMlGrVi1Ru3btUp+HH374oTA0NBTJycka5Tdv3hQAxKxZs7SOUc91f+TIESGE/t4Ldfn9998FADF//nypLDg4WKONn1S7dm2Nzx0TJkwQAMTUqVPF7du3xcWLF0WnTp2EXC4XAERsbOxT66DG6WiIiIiIiOit8PDhQ6SlpcHZ2bnEmKysLDRv3hxHjx7F9OnTsW/fPsTFxeE///kPgMc/cwYgjUa7cuVKqde8du0aKleurFFmaGgIGxsbjTL19Byljai6ffs2Tp06BSMjI43NwsICQgjcvXsXAHDnzh3I5XKtKT9ehmvXrgFAqW1eEnUbPTnKDQDq168PJycnnDhx4t9XsIxWrFiBgQMH4vPPPy/zXMnvvfceateujdjYWKlMfU9t2rTRGFXq5OSEevXqPfWeKlSoAH9/f5w6dUp6Lqanp0sj4OfOnYvWrVujQ4cOWL9+PRo2bIhBgwZJxw8ZMgTu7u7o0aMH7t+/j/v370tzWmdlZSEjIwMAkJSUhIkTJ2LSpEkwNjaWYgsKClBUVIT79+9L1y8uIiICRkZG+PTTT7X22djY6HyOP3z4EHl5eTpHUALAmjVrkJubq3MUq62trTQncuPGjWFlZYVhw4Zh/vz5ACD9CqG066unKijp+s+jT58+KCgowPHjx1/K9d8U7LfL37/pt0ui6/XwpO3btyMlJUXna9zY2Bg7duxAlSpV4OfnBysrK3z44Yf4+uuvYWVlpfEa18XIyAgfffQR0tLScPHiRZ0xpfUxz9Jvl/S+pV6z4snY3377DU2bNkWvXr1gZWWFVq1aoXv37qhfv77GPbm5uSEyMhLXrl2Du7s7bG1t8e2332LevHkA8NT7d3FxQbNmzTTei9QMDQ3h7e2Npk2bYsCAAdizZw8uX76MWbNm6TzX3bt3sWXLFnTq1EnruWplZQWZTFamPk4f74Ul6datG8zMzLTeix89eqS1poO6rk/2xRMnTsTIkSMxffp0ODg4oFatWgAgzSf/tPZ/EqejISIiIiKit8K2bdtQWFiIli1blhizZ88e3Lp1C/v27dOY6/T+/fsacU5OTqhbty6io6ORnZ2tc37hI0eO4Pbt21qLQBYUFCAtLU0joZOSkgIAWkmeJ9na2sLExATLly8vcT/weGG1wsJCrZ+Zl7ecnBzs2rULNWrUkKY0eBa65pVVE0LoZeFMXVasWIEBAwagb9+++PHHH59pXuTi9XwR9yT+fw5pdT0uXLiAnJwcNGzYUCvW29sbMTExyMrKgrm5ORITE3Ht2jWdC+G1atUKKpUK9+/fx+XLl5GTk4MRI0ZgxIgRWrFWVlYYMWIEFi5cqFGempqKP/74A126dNG5sK2Hhwc2bNiAlJQUjQTO6dOnAUCaQqC4iIgIODg4SIsWFtewYUOcPXsWV69excOHD1GrVi3Ex8cDAFq0aKFx/fXr16OgoEBjXvinXf95qP9OT/5NPTw8pGs9SR/Xf1Ow3y5f/7bfLomu18OTIiIiYGxsjMDAQJ37a9asiSNHjuDmzZu4d+8eatSogYyMDIwYMULjNf5vrl9SH/Ms/banp6fOZLeu69vb22P79u1ITU1FSkoKqlatChMTEyxevBgffvihxvEdOnTAtWvX8M8//6CgoAC1a9eWphQr6/2X5f2lUqVKcHZ2xt9//61z/+rVq5GXl6fzywoTExPUrFmzxD7OxMREmg5MH++FT4st3her69WoUSOpPCUlBXfv3tXoiw0NDTF//nxMnToVV65cga2tLZycnNCuXTtUq1btmV4nHAlPRERERERvvKSkJIwePRoqlQoDBw4sMU79j7nii3D99NNPWrHjx49Heno6Ro8erbXv4cOHGD58OExNTTFy5Eit/WvXrtV4vG7dOgAoNdHk7++PS5cuwcbGBt7e3lqbi4sLgP+NuFuyZEmJ51Lf49NGkD2vwsJCDB06FGlpafjqq6+e6xwdOnSAqakpduzYoVF+4sQJpKSk6HVOZLWVK1diwIAB6NOnD37++ednSsDHxsbi4sWLGvVs1KgRKlWqhOjoaBQWFkrlt27dwl9//fXUe0pPT8cff/yB+vXrQ6lUAvjfaNXiiR8hBGJjY2FlZSXNe7thwwbs3btXY1P/fX788Uf88ccfAB7/2qB43N69e1GvXj24uLhg7969GDp0qFb9fvnlF+Tn52vN6az2wQcfQCaTYdWqVRrlK1euhImJicb812rHjx/HqVOn0LdvX60FVYtzcXFB3bp1YWRkhHnz5sHZ2VkjmdqtWzdkZWVh06ZNGsetWrUKzs7OGsmYf2v16tUwMjKCl5eXxvXPnz+Po0ePSmUFBQVYs2YNGjVq9EJHHr8J2G9re9X77ZLoej2opaSkYPv27ejatWupX2gAj0cde3h4wNTUFHPmzIGZmVmJ/Y1afn4+Nm7cCFtbW9SsWVNr/9P6mGfpt3v06AEAWu9b27dvBwCdfby9vT08PT2hUqnw448/4uHDhzr7V5lMhlq1asHNzQ2FhYVYtGgR6tev/9Qk/JUrV3Do0KEyvWf+888/uHHjhs52Ah5/WeHs7Cw9X4vr1q0b9uzZg+vXr0tlDx48wH/+8x906dJFal99vBeW5Pfff0d2drbGOdu3bw+lUomVK1dqxK5cuRIymQxdu3bVOo+5uTk8PDykX+Lt3r1b55fUpeFIeCIiIiIieqMkJiaioKAABQUFSE1NxYEDB7BixQrI5XJERkbCzs6uxGObNGkCKysrDBo0CJMmTYKRkRHWrl2Lv/76Syu2d+/eOHHiBObOnYurV6+iX79+cHBwwIULF7BgwQJcunQJ69at01oI0tjYGPPmzUNWVhYaNmyIw4cPY/r06ejQoYPGwpLFhYSEYNOmTWjRogVGjhwJT09PFBUVISkpCdHR0Rg1ahQaNWqE5s2bIzAwENOnT8ft27fh7+8PhUKBkydPwtTUFMOGDQPwv1HJGzduRPXq1aFUKqXRYc/i9u3biI2NhRACDx48QGJiIn755Rf89ddfGDlyJIKDgzXiW7dujZiYGBQUFJR63goVKmDq1KkYPXo0goKC0Lt3b6SkpGDChAmoUqUKBg8erBH/+++/AwAuX74M4HFiRb0I25OjCq9du4a4uDgAwKVLlzSOdXFxkRZP/O2339C/f3/Ur18fAwcOxLFjxzSu16BBAynpV69ePfTp0wdubm7Swqxz5syBo6MjxowZIx1jYGCABQsWoFevXvjggw/wxRdf4OHDh5g2bRqMjY0xbtw4KTYgIABVqlSBt7c3bG1tcfHiRcybNw+3b9/WSBxUqVIF3bt3x9KlS6FQKNCxY0fk5uZi1apVOHToEKZNmyYlKXUlNq5evQoA8PLyku69QoUKOhOLFSpUQEFBQYlJx4iICFSuXFlrKga1unXron///pg0aRLkcjkaNmyI6OhoLF26FNOnT9c5HUtJizU+afz48VJyJCkpCcuXL8fRo0exbds2mJiYSHEdOnRA27Zt8cUXXyAzMxM1a9bE+vXrERUVhTVr1mhMi3Dnzh3ExMQA+N9I9R07dsDOzg52dnbSiOs5c+bg7NmzaN26NSpVqiQtRBkdHY3JkydLI50BoF+/fvjhhx/Qs2dPzJo1C/b29li8eDEuXLiAXbt2lXh/bwP2229Gv/0srwe1VatWoaCgoNRFU2fPng1HR0dUqVIFt2/fxq+//orNmzdj9erVGtOBhIaGIj8/H02bNoWjoyOuX7+O8PBwJCQkSM+n4p7WxzxLv+3n54fOnTtj6tSpKCoqQuPGjXH8+HFMmTIF/v7+Gs+VZcuWAXi8sPf9+/exY8cOREREYObMmXj33Xc16jBs2DBpYdLLly/ju+++w40bN6Q+Sq1NmzZo0aIFPD09pYVZZ8+eDZlMprEo7qlTpzBy5Eh8+OGHqF69OgwMDHD69GksWLAANjY2Or+kOnr0KM6cOYOvv/66xEV6R48ejdWrV6NTp06YOnUqFAoFZs2ahUePHmHy5MnP1aZlfS+8du0aAgIC8PHHH6NmzZqQyWSIiYnBwoULUbduXY3nl7W1Nb755htMmDAB1tbW8PPzQ1xcHCZPnowBAwZIC+cCkKa38vT0hBACx44dw7fffov27dvr/LKkVGWePZ6IiIiIiOgVpl7gT70ZGxsLe3t74evrK2bOnKlzQThdC/wdPnxY+Pj4CFNTU2FnZycGDBggTpw4UeJin9u3bxcdO3YUNjY2wsjISFSsWFEEBgaKM2fOaMX27dtXmJmZiVOnTomWLVsKExMTYW1tLb744guRlZWlEVu1alURFBSkUZaVlSW++eYb4erqKoyNjYVKpRIeHh5i5MiRIiUlRYorLCwUCxYsEO7u7lKcj4+P2Lp1qxRz9epV4efnJywsLAQAUbVq1VLbt6QF/tSbgYGBsLS0FB4eHuLzzz+XFmArztfXt8yLoQrxeEFU9X3Y2NiITz75RFy/fl0r7sm6FN+eVPx58uT25IKK6sUYS9qeXKTz448/FjVr1hRmZmbCyMhIVK1aVQwaNKjExe02b94sGjZsKJRKpVCpVKJLly5az5ewsDBRv359oVKphFwuF3Z2dqJbt27i2LFjWufLyckRc+bMEZ6ensLCwkJYW1uLxo0bizVr1oiioqJS27csC2OqlbYw66FDhwQAMXHixFLPkZeXJyZNmiSqVKkijI2NRe3atcV3332nMzY7O1uoVCrRokWLUs/5xRdfSOeztbUVPXr0EKdOndIZ++DBAzF8+HDh6OgojI2Nhaenp84FUffu3Vvi3/7JhTG3bNkimjVrJuzs7IShoaGwsLAQzZs3L3GR1ZSUFPHpp58Ka2troVQqRePGjTUWa3zbsN9+s/rtZ309CPF4IUwXF5dS+6opU6aIGjVqCIVCISpUqCDat28v9u/frxUXEREh3nvvPWFtbS0MDQ2FlZWVaNeunfjzzz91nresfYwQZeu31ef86quvROXKlYWhoaGoUqWKGDdunHj06JFG3E8//STc3NyEqampMDc3F82bNxebN2/Wee0PPvhAODk5CSMjI+Ho6CiCgoLE1atXteJCQkJEnTp1hIWFhTA0NBTOzs6iT58+4sKFCxpxKSkpok+fPqJGjRrC1NRUGBsbi+rVq4tBgwaJpKQknXUIDg4WMplMXLp0qdR2+ueff0TXrl2FpaWlMDU1Fa1btxbx8fE6Y1/ke+G9e/dEt27dhIuLizAxMRHGxsaiVq1aYsyYMeL+/fs6r79o0SJRu3ZtYWxsLKpUqSImTZok8vLyNGIOHTokGjVqJCwtLYVCoRDu7u5i7ty5WnFlIRPi/yfRISIiIiIioleGtbU1+vXrh7lz577sqhARURmw3yaiknA6GiIiIiIiolfIqVOnsH37dqSnp8PHx+dlV4eIiJ6C/TYRPQ1HwhMREREREb1CWrVqhfPnz6NPnz7SXK5ERPTqYr9NRE9j8LIr8LZQr7Cr3pRKJRwdHdGqVSuEhYUhNTVV65jJkyf/6447KioKnTp1gp2dHRQKBSpXroy+ffvi7NmzWrFBQUHSwkVP4+LigqCgoH9Vt9IsXrxYa5Xip9XH399fo+zJ9pbL5bCyskK9evUwcOBAxMbGvpB6Xrt2Df369YOzszMUCgUqVqyIbt26lXrMN998A5lMBnd3d619ubm5mDNnDtzd3WFmZgYHBwd06NABhw8f1oi7fv06unXrhurVq8PMzAwqlQoNGjTA999/r3OhFCEEVqxYgffeew9mZmawtLTEu+++i//+979SzL59+zTarPg2aNCgMsXqatsTJ06gTZs2MDc3R4UKFdC9e3dpwSy14q+R4tusWbM04lNTUxEUFARbW1uYmprCx8cHu3fvfu42BYC///4bPXr0gJWVFUxNTdGoUSNs2bJFKw4A1q5diwYNGkCpVMLW1hYBAQEaK4Cr/fLLL/j444/h6uoKAwMDuLi46Dzfs7SpEALfffcd3nnnHSgUCjg5OeGLL75Aenr6v2rTvXv3om3btrC3t4e5uTk8PT3x3XffaaxW/jZhv/1s2G+/uH7bxcWlxNetUqnUiB0wYADc3d1RoUIFmJiYoHbt2vjyyy9x9+7dUu/p559/hkwm0/n8EUJg2bJl8PLygqWlJWxsbODr64tt27ZpxZa1f1H773//C19fX1haWsLMzAx169bF0qVLn6tNi9u1a5d0/eL3v379erRo0QIODg5QKBRwdnZG586ddZ7zwYMHGD58OCpWrAiFQoHatWtj9uzZWn3hgwcPMGbMGPj5+cHOzg4ymUxjwakn6aPfvnHjBkJCQuDr64sKFSpAJpM902uQXm179+5FcnIy5syZw0QOEdFrgP02ET3VM88iT89FvdjIihUrxJEjR8T+/fvF77//LkJCQoRKpRLW1tZai7Fcv369xEUxyuLLL78UAET79u3Fr7/+KmJiYsSyZcuEm5ubUCgUYtOmTRrx6sVGyuLEiRPin3/+ee66PU3dunU1Frt5mpIWG/nwww/FkSNHxOHDh0VUVJSYO3eu8PT0FADE8OHD/1UdT58+LWxsbETDhg3F2rVrRUxMjNiwYYP47LPPSjzm5MmTQqFQCAcHB50LGgUGBgoDAwMxfvx4sXv3bvHbb78JLy8vYWhoKI4ePSrFnTt3Tnz66adi+fLlYteuXWL79u1i6NChAoDo37+/1nkHDhwoFAqFGDt2rNi1a5eIiooSc+bMEevWrZNiMjIyxJEjR7S2Tz/9VAAQUVFRUqx6kaKZM2dqxT948EDj2ufOnZMWY9m2bZvYtGmTqFu3rnB2dtZYZCc1NVXn9du2bSsAiPPnz0uxjx49Eu7u7qJSpUpizZo1Ijo6WnzwwQfC0NBQ7Nu377na9MqVK8La2lrUrVtXbNiwQfzxxx+iU6dOQiaTid9//13jnN99950AIAYMGCCioqLEzz//LJycnETVqlXFvXv3NGLbtGkj3N3dRZ8+fUTNmjVLXDjnWdo0NDRUGBgYiDFjxojo6GixcOFCYWlpKby8vDQWB3mWNt25c6cwMDAQLVu2FJs3bxY7d+4Uw4YNeyGvldcV++1nw377xfXbJ06c0Hrdbty4UQAQH3/8sUbsxx9/LBYtWiS2bdsmdu/eLb799lthaWkp6tSpI3Jzc3Xe040bN4RKpRLOzs46nz8TJkwQAMSgQYNEdHS02LJli9RvFH8OPvk3e3K7efOm1nnDwsKEgYGBGDx4sNixY4fYtWuX+P7770V4ePhztemTHjx4IFxcXISzs7MAIO7cuaOxPzw8XIwdO1b8/vvvYt++fWL9+vWiYcOGQi6Xa7xv5Ofni0aNGgkrKyvx/fffi+joaBEaGipkMpkYNmyYxjmvXLkiLeQ1YMAAAUBMmjRJZ/300W/v3btX2NraijZt2ojevXuXuPAcERERERG9fEzCl5PSVpy/du2aqFy5srCwsNBYGfvfWLdunQAgvvjiC619WVlZwsvLS5iammqsavwsyRx9e1HJnCFDhmjFFhQUiH79+gkAYvHixc9Vv6KiIlG/fn1Rv359rRWuS5Kfny/q168vhg8fLnx9fbWSOY8ePRJyuVz06dNHo/zWrVtlTj716tVLGBoaatQpMjJSABAbN24sUz2fVFRUJKpXry6qVq0qCgsLpXJ1wvi333576jl69uwpbG1tRUZGhlR29epVYWRkJMaMGVPqsVlZWcLc3Fw0a9ZMo/yHH34QAMThw4elsvz8fFGnTh3x3nvvSWXP0qYDBw4USqVS3LhxQyorKCgQbm5uonLlytL9P3r0SKhUKtG5c2eNcx4+fFgAEF9//bVG+ZPt1qlTp6cm4Z/Wpjdu3BByuVwrGaR+zS9durTU40tq008++UQoFAqRlZWlUe7n5ycsLS1LPeebiv32s2G//T//tt/WZfLkyQKA2LVr11PPuXjxYgFA7N69W+d+f39/0blz5xKfPxUrVtTqI3JycoRKpRJdunTRKC/pb1bc8ePHhYGBgfj2229LjXveNh0yZIho0KCB+Oabb3Qm4XW5f/++MDIyEoGBgVLZ+vXrdX7Z8PnnnwsDAwONJHhRUZEoKioSQghx586dEpPw+uq3n3x/iYuLYxKeiIiIiOgVxuloXgFVqlTBvHnz8ODBA/z0009Sua5pDTZu3Ag/Pz84OTnBxMQEbm5uGDt2LB4+fKgRN2PGDFhZWelckdvMzAzh4eHIzs7GggULtPafOXMGrVu3hpmZGezs7DB06FBkZ2drxOia1iAzMxOjR49GtWrVYGxsjIoVKyIkJESrbkVFRQgPD0f9+vVhYmKCChUqoHHjxtK0Hy4uLjhz5gxiYmKkn1+XNIXH85DL5fj+++9ha2uLOXPmPNc59u/fj4SEBISEhEChUJTpmFmzZuHevXuYMWOGzv0GBgYwMDCASqXSKLe0tISBgYHWFAS62NnZwcDAAHK5XCpbtGgRXFxc0KtXrzLV80l79+7F5cuX8dlnn8HA4Nm7i4KCAvzxxx/o0aMHLC0tpfKqVauiVatWiIyMLPX4jRs3IisrCwMGDNAoj4yMhKurq8aCN4aGhujTpw+OHTuGmzdvAni2Nj106BDq1auHihUrSmVyuRwdOnTA9evXcezYMQBAYmIiMjIy0LFjR41z+vj4wNraGps2bdIof552K01sbCwKCwu1rq+e1qP49YsrqU2NjIxgbGwMExMTjfIKFSqU6bn3tmG/zX4b0F+/XZz4/ynFqlevjvfff79M5wQe94vFrVmzBjExMVi8eHGJxxsZGWndk1KplLbn8f3330OhUGDYsGGlxj1Pmx44cABLly7Fzz//XGo7FmdhYQGlUqnRTocOHYJMJkOHDh00Yv39/VFUVKTxvqV+rj+NvvrtF/3+QkRERERE+sNP76+Ijh07Qi6XY//+/aXGXbx4ER07dkRERASioqIQEhKCX3/9FZ07d5ZikpOTcebMGfj5+cHU1FTneXx8fGBvb4+dO3dqlOfn56Njx45o3bo1Nm/ejKFDh+Knn37CRx99VGq9srOz4evri1WrVmH48OHYsWMHvvrqK6xcuRJdunSBeGL936CgIIwYMQINGzbExo0bsWHDBnTp0gVXr14F8DjBWr16dTRo0ABHjhzBkSNHnpqsfVYmJiZo06YNrly5ghs3bkjlLVu2LNM/qNV/JwsLC3Ts2BFKpRLm5ubw9/fH+fPnteLPnj2L6dOnY8mSJSXO32xkZITBgwdj1apV2Lx5MzIzM3H16lUEBwdDpVIhODhY6xghBAoKCpCeno6NGzdi5cqVGDVqlJRQKCgowJEjR9CgQQPMnz8fVatWhVwuR/Xq1TF37lyNv4suERERMDAwwGeffaZz/5AhQ2BoaAhLS0u0a9cOBw8e1Nh/6dIl5OTkwNPTU+tYT09P/PPPP3j06FGp17e0tETPnj01yhMTE0s8J/A4IQk8W5vm5eXpTMypy06dOiXFPVlePPbixYul3tPTPK1NS7q+kZERZDKZVM+SlNSmgwYNQl5eHoYPH45bt27h/v37WL16NSIjIzFmzJjnvp83Gftt9tv66Ld12bVrlzSXfUn3WlBQgIcPH+LQoUOYMGECmjVrhqZNm2rEpKamIiQkBLNmzUKlSpVKvN6IESMQFRWFiIgIpKenIzk5GaGhocjIyMDw4cO14tetWwcTExMoFAp4eXlhxYoVWjH79++Hm5sbNm3aBFdXV8jlclSqVAljx46V+rXnadOcnBz0798fISEhePfdd0u8J7XCwkLk5+fj6tWr+OKLLyCEwJAhQ6T9eXl5MDAwgJGRkcZxxd8LnoW++m0iIiIiInqNvMRR+G+V0qY1UHNwcBBubm7S40mTJonS/kRFRUUiPz9fxMTECADir7/+EkIIERsbKwCIsWPHllqnRo0aCRMTE+lx3759BQCxaNEijbgZM2YIAOLgwYNSWdWqVUXfvn2lx+p5Xovf3++//y4AiO3btwshhNi/f78AIMaPH19q3fQ5rYHaV199JQBozC/7/vvvC7lc/tTrDRw4UAAQlpaWon///mLXrl1i9erVomrVqsLW1lbcunVLii0sLBSNGjUSvXv3lsp0TWsgxOO/6cSJE4WBgYEAIACIKlWqiJMnT+qsR1hYmBQnk8m02jU5OVmqZ6VKlcSqVavE7t27xaBBg3ROnfKk9PR0oVQqRbt27bT2nThxQowYMUJERkaK/fv3i+XLlws3Nzchl8s15o4/dOiQACDWr1+vdY6ZM2cKABpt9aRz584JAGLgwIFa+4yMjHSWq6eEeXKu+7K2adeuXUWFChW05l9v3ry5NFe7EEKkpaUJAwMDrTmc//nnH+n8Jd1TadPRlLVNExISBAAxbdo0jeN3794tAAhjY2Od5xei9DYV4vHfSz2fMgAhl8vF7NmzSzzfm479Nvvtl9Fv6/LRRx8JuVyuMV3Wk44cOSKdE4Do2LGjyMzM1Irr0aOHaNKkiTSFSmnTGf34449CoVBI59S1BoIQQgQEBIi1a9dKayZ06NBBABDffPONRpxCoRAWFhbSXOt79uwR48ePF3K5XAQEBGjEPkubjho1SlSvXl1kZ2cLIf73GixpOhpXV1fpnE5OThqvESGEWLhwoQAgDhw4oFGuniffz89P53lLm45Gn/22GqejISIiIiJ6tTEJX07Kksyxt7d/ajLn0qVLonfv3sLBwUHIZDKNf3Rv2LBBCFH2ZM57770nTE1NpcfqZM7du3c14q5cuaL1j8fiyZymTZsKT09PkZ+fr7E9ePBAyGQyae7vcePGlZqkVCuPZM6YMWO0kjllFRwcLABoJahPnjyplayaM2eOsLa2Frdv35bKSkrmTJs2TZiamoqpU6eKvXv3iv/+97+ibdu2wtbWVpw4cUIrPjk5WcTFxYk///xTfPXVV8LY2FgMHTpU2n/z5k3p+VF8sciuXbsKpVKplXRW+/7778s877sQj5P2lSpVEp6enlKZOgmvfm4+SZ2ET05O1nm+0aNHl/iaMTIyEoMGDdIqVyfhn0z6l7VNd+3aJWQymejWrZu4dOmSSElJEd98842Qy+UCgJg1a5YUGxgYKIyMjMSPP/4o0tLSxF9//SUaNWokxZY0R3hpSXhddLWpEEK0aNFCWFpail9//VWkp6eLQ4cOiVq1agm5XC6USmWJ5yutTY8fPy7s7e1F586dxdatW8WePXvEN998I4yNjcXUqVPLXOc3Cftt9tsvo98uLi0tTSgUCq22elJWVpaIi4sTMTExYtGiRcLJyUk0atRIPHz4UIr5/fffhbGxsThz5oxUVlISfvny5UKhUIhRo0ZJi8h+/PHHwtTUVONLwZL4+/sLQ0NDjcW3jYyMdH4pGxISIgCIixcvSmVlbdOjR48KuVyu8eXA05LwiYmJ4ujRo+K3334TrVu3FhYWFmLv3r3S/jt37ghra2vh5uYmYmNjRXp6uli3bp1QqVQCeLxosi6lJeGF0E+//SQm4V+MmJgY4e/vL5ycnAQAERkZ+cznKCoqEnPmzBG1atUSxsbGolKlSmLGjBkvvrJERCSEYN9NRK8PJuHLydOSOVlZWUIul4vWrVtLZcWTOQ8ePBDOzs6ievXqYtmyZSImJkbExcWJ//znPxr/8FIvXvbRRx+VWicHBwfh6uoqPe7bt68wNDTUisvJyREAREhIiFRWPJlTs2ZNjcRS8a1fv35CCCEGDBgg5HK5NAqvJOWRzPnoo48EAHH9+vUyX0dt7NixAoCYP3++1j4nJyfRoUMHIcTjxRtNTEzEokWLRHp6urQ1bdpUuLm5ifT0dGn03tmzZ4VMJhNz5szROF9eXp6oWbOmaNmy5VPrNWvWLAFASlJkZ2cLmUymc2HNn376qdRkVoMGDYSdnZ3Iy8t76nXV1CPs1fd0/vx5AUD88MMPWrGjR48WMplM5OTkaO3Ly8sT9vb2ol69ejqv4+joKHr27KlV/scffwgA4s8//xRCPHubrly5UtjY2EjP2zp16khfFqxevVqKy8rKEn369JFGaRoYGIi+ffuKLl26CIVCIfLz83XW+1mT8EJot6kQQty+fVsabaoeRfnVV18JLy8vUaNGDZ3neVqbNmrUSHh4eIiCggKNcvVo1CcXA31bsN9mv/0y+u3iFi1a9Mz/oFR/qaO+1wcPHggHBwcxatQojXvq3bu3MDMzE+np6dKizPfu3RMmJiY6/w6+vr7CxcXlqdffsGGDxq8phHjcbwMQ9+7d04j9888/BfC/xcOfpU3r1q0revbsqXFP6l9LXLp0SeevAZ6Un58v3N3dtb7oPHbsmHBzc5NeCzY2NiIiIkIA0PoVlNrTkvD66LefxCT8i7F9+3Yxfvx4sWnTpudO5AwbNky4urqK//73v+Ly5cvi5MmTOn9FQkRELwb7biJ6XZQ8ASmVq23btqGwsBAtW7YsMWbPnj24desW9u3bB19fX6n8/v37GnFOTk6oW7cuoqOjkZ2drXN+4SNHjuD27dta84sWFBQgLS0NNjY2UllKSgoAaJQVZ2trCxMTEyxfvrzE/cDjxeIKCwuRkpICJyenEs+nbzk5Odi1axdq1KhR6ry4JdE1H7maEEJaLO3y5cvIycnBiBEjMGLECK1YKysrjBgxAgsXLsRff/0FIQQaNmyoEWNkZIR69eohJibmqfV67733AAB///03GjRoABMTE9SqVUv6GxavJ6B7YbeTJ0/i5MmTGDVqlNa8uKVRn1M9Z3GNGjVgYmKC06dPa8WePn0aNWvW1LnI3h9//IHU1FRMmDBB53U8PDxKPCcAuLu7A8Azt2nfvn3xySef4OLFizAyMkLNmjURFhYGmUyG5s2bS3FmZmZYvXo1vvvuO1y/fh3Ozs6wtbXFO++8gyZNmpQ6t/OzKt6mAGBvb4/t27cjNTUVKSkpqFq1KkxMTLB48WJ8+OGHOs/ztDZNSEhA7969tRY1bNiwIYqKinDu3DlUr179Bd3Vm4H9dvl6W/rt4iIiIuDg4CAt4lkW3t7eMDAwwN9//w0AuHv3Lm7fvo158+Zh3rx5Ou/pgw8+wObNm3HhwgXk5ORo3ZP6vDExMcjKyipxnnxA9/uLp6dnmd6LnqVNz5w5gzNnzuC3337TOm+NGjVQr149JCQklFhPQ0NDvPvuu/j11181yhs2bIizZ8/i6tWrePjwIWrVqoX4+HgAQIsWLUo8X2n00W/Ti9ehQwetRXmflJeXh2+++QZr167F/fv34e7ujm+//VZ6Hzh37hyWLFmCxMREuLq6llOtiYjebuy7ieh1wYVZXwFJSUkYPXo0VCoVBg4cWGKcOglXfGGvn376SSt2/PjxSE9Px+jRo7X2PXz4EMOHD4epqSlGjhyptX/t2rUaj9etWwcApSaa/P39cenSJdjY2MDb21trc3FxAQDpzXHJkiUlnkt9jzk5OaXGPK/CwkIMHToUaWlp+Oqrr57rHB06dICpqSl27NihUX7ixAmkpKSgcePGAID69etj7969Wlu9evXg4uKCvXv3YujQoQAAZ2dnAEBsbKzGOXNzc3HixIkyJZ327t0LAKhZs6ZU1qNHD2RmZuLw4cMasdu3b4e5uTnq1q2rdZ6IiAgAQP/+/Z96TbX09HT88ccfqF+/vpRYNzQ0ROfOnfGf//wHDx48kGKTkpKwd+9edO/eXee5IiIioFQq8cknn+jc361bN5w/fx5Hjx6VygoKCrBmzRo0atRIasvnaVNDQ0O4ubmhZs2ayMjIwNKlS/HBBx+gatWqWrFWVlbw9PSEra0ttmzZggsXLuhM2j0vXW36JHt7e3h6ekKlUuHHH3/Ew4cPpedTcU9rU2dnZxw/fhyFhYUa5UeOHAGA50p6vsnYb2tjv/0//7bfVjt+/DhOnTqFvn37PtOXezExMSgqKpLO6ejoqPOe2rVrB6VSib1792L69Oml3pMQArGxsbCysoKZmVmp11+9ejWMjIzg5eUllfXo0QMAtNp/+/btMDAwkJLuz9Kmuu6pb9++AIDNmzfj559/LrWejx49QmxsrM62BwAXFxfUrVsXRkZGmDdvHpydnf/14qgvst+m8vfZZ5/h0KFD2LBhA06dOoWePXuiffv2uHjxIgBg69atqF69Ov744w9Uq1YNLi4uGDBgAO7du/eSa05E9PZi301ErwqOhC9niYmJKCgoQEFBAVJTU3HgwAGsWLECcrkckZGRsLOzK/HYJk2awMrKCoMGDcKkSZNgZGSEtWvX4q+//tKK7d27N06cOIG5c+fi6tWr6NevHxwcHHDhwgUsWLAAly5dwrp167RGthobG2PevHnIyspCw4YNcfjwYUyfPh0dOnRAs2bNSqxbSEgINm3ahBYtWmDkyJHw9PREUVERkpKSEB0djVGjRqFRo0Zo3rw5AgMDMX36dNy+fRv+/v5QKBQ4efIkTE1NMWzYMACPRzpv2LABGzduRPXq1aFUKuHh4fHM7X379m3ExsZCCIEHDx4gMTERv/zyC/766y+MHDkSwcHBGvGtW7dGTEwMCgoKSj1vhQoVMHXqVIwePRpBQUHo3bs3UlJSMGHCBFSpUgWDBw+W4nQlwSpUqICCggKNfc2aNUPDhg0xefJkZGdno0WLFsjIyEB4eDiuXLmC1atXS7GTJk3C7du30aJFC1SsWBH3799HVFQUli1bhp49e2okPkaPHo21a9eiZ8+emDZtGipVqoTff/8dW7Zswdy5c2FiYqJRt0ePHmHdunVo0qQJ3NzcdN5/QEAAqlSpAm9vb9ja2uLixYuYN28ebt++jZUrV2rETpkyBQ0bNoS/vz/Gjh2LR48eYeLEibC1tcWoUaO0zn3r1i1ERUXho48+gpWVlc7r9+vXDz/88AN69uyJWbNmwd7eHosXL8aFCxewa9eu52rT1NRUzJs3D02bNoWFhQXOnz+P2bNnw8DAAD/88IPG9Tdt2oRbt27Bzc0Njx49wr59+7Bo0SIMGjQIH3zwgUbs2bNncfbsWQCPRydnZ2fj999/BwDUqVMHderUeeY2XbZsGYDHIz3v37+PHTt2ICIiAjNnzsS77777XG06cuRIDB8+HJ07d8bAgQNhamqK3bt3Y968eWjTpg3q1aun87i3Aftt9tvq8vLqt9We9oXoH3/8gWXLlqFLly6oWrUq8vPzcfz4cSxcuBA1a9bEgAEDAABKpVLnPa1cuRJyuVxjX5UqVdC9e3csXboUCoUCHTt2RG5uLlatWoVDhw5h2rRp0pdLc+bMwdmzZ9G6dWtUqlQJqampiIiIQHR0NCZPniz9mgJ4/A/gn376CYMHD8bdu3dRp04d7Nq1Cz/88AMGDx4sfdH5LG2q65727dsHAGjatKnG9Zs0aYIuXbrAzc0NKpUKV69exZIlS3Dp0iVERkZqnGP8+PHw8PCAk5MTkpKSsHz5chw9ehTbtm3Tes/csWMHHj58KH3RfPbsWamP79ixo/SrFn302wCka12+fBnA4y9u1L9SKGmEPT2fS5cuYf369bhx44b0ZdHo0aMRFRWFFStWYObMmbh8+TKuXbuG3377Db/88gsKCwsxcuRIfPjhh9izZ89LvgMiorcP+24ieqW8jDlw3kbquYXxxFyg9vb2wtfXV8ycOVNj8TI1XQv8HT58WPj4+AhTU1NhZ2cnBgwYIE6cOFHiPKDbt28XHTt2FDY2NsLIyEhUrFhRBAYGaizMpqZeoO3UqVOiZcuWwsTERFhbW4svvvhCmitWrWrVqiIoKEijLCsrS3zzzTfC1dVVGBsbC5VKJTw8PMTIkSM1FqosLCwUCxYsEO7u7lKcj4+P2Lp1qxRz9epV4efnJywsLASAp86jXdLcwurNwMBAWFpaCg8PD/H5559rLVKq5uvrq9XmpVm2bJl0HzY2NuKTTz4p01zFJS3wd//+fTF+/Hjh5uYmTE1Nhb29vWjZsqXGvLpCCLFlyxbRpk0b4eDgIAwNDYW5ubl47733xHfffadzPvKkpCTx8ccfCysrK2FsbCw8PT3F8uXLddZt7dq1AkCJ+4UQIiwsTNSvX1+oVCohl8uFnZ2d6Natmzh27JjO+OPHj4vWrVsLU1NTYWlpKbp27Sr++ecfnbEzZswQAMSePXtKvL4QQqSkpIhPP/1UWFtbC6VSKRo3bqxz3r6ytmlaWprw8/MTdnZ2wsjISFSpUkUMGzZM5+J+kZGRon79+sLMzEyYmJgIb29vERERoXPObPXrWNf25NzBz9KmP/30k3Q/5ubmonnz5mLz5s0ltlVZ23TTpk2iWbNmwtbWVpiZmYm6deuKadOmab3+3xbst9lvF79Oefbb2dnZQqVSiRYtWpRYp3PnzokPP/xQVK1aVSiVSqFUKsU777wjvvzyS5GWlvbUeyppYdacnBwxZ84c4enpKSwsLIS1tbVo3LixWLNmjUY/t2XLFtGsWTNhZ2cnDA0NhYWFhWjevLnW4qtqaWlpYuDAgcLBwUEYGRmJ2rVrizlz5ojCwkKNuLK2qS4lLcw6atQoUa9ePaFSqYShoaFwdHQU3bp1E4cOHdI6xxdffCGqVKkijI2Nha2trejRo4c4deqUzutVrVq1xD7+ypUrUpy++u2Srs2P+P8eis0r/OuvvwoAwszMTGMzNDQUvXr1EkL8bwHoCxcuSMfFx8cLAOL8+fPlfQtERG8d9t1E9CqTCfH/k3ESPQNra2v069cPc+fOfdlVISKiMmC/TURUdjKZDJGRkejatSsAYOPGjfjkk09w5swZrfVTzM3N4ejoiEmTJmHmzJnIz8+X9uXk5MDU1BTR0dFo27Zted4CEdFbh303Eb3KOB0NPZNTp05h+/btSE9Ph4+Pz8uuDhERPQX7bSKif69BgwYoLCxEamqqxmLtT2ratCkKCgpw6dIl1KhRAwCkBZJ1rS1DRET6xb6biF4lHAlPz6RVq1Y4f/48+vTpg9mzZ0vzwhIR0auJ/TYRUdlkZWXhn3/+AfA4cTN//ny0atUK1tbWqFKlCvr06YNDhw5h3rx5aNCgAe7evYs9e/bAw8MDHTt2RFFRERo2bAhzc3MsXLgQRUVFGDJkCCwtLREdHf2S746I6M3EvpuIXhdMwhMRERER0Vtv3759aNWqlVZ53759sXLlSuTn52P69On45ZdfcPPmTdjY2MDHxwdTpkyRFqK+desWhg0bhujoaJiZmaFDhw6YN28erK2ty/t2iIjeCuy7ieh1wSQ8EREREREREREREZGeGLzsChARERERERERERERvamYhCciIr0pKCjAN998g2rVqsHExATVq1fH1KlTUVRUJMUIITB58mQ4OzvDxMQELVu2xJkzZzTOk5ubi2HDhsHW1hZmZmbo0qULbty4oRGTnp6OwMBAqFQqqFQqBAYG4v79+xoxSUlJ6Ny5M8zMzGBra4vhw4cjLy9PI+b06dPw9fWFiYkJKlasiKlTp4I/GiMiIiIiIiKi58UkPBER6c23336LH3/8Ed9//z3OnTuH2bNnY86cOQgPD5diZs+ejfnz5+P7779HXFwcHB0d0bZtWzx48ECKCQkJQWRkJDZs2ICDBw8iKysL/v7+KCwslGICAgKQkJCAqKgoREVFISEhAYGBgdL+wsJCdOrUCQ8fPsTBgwexYcMGbNq0CaNGjZJiMjMz0bZtWzg7OyMuLg7h4eGYO3cu5s+fr+eWIiIiIiKishBCIDMzkwNliOiFKK8+hXPCv8KKiopw69YtWFhYQCaTvezqENFrTgiBBw8ewNnZGQYG5fMdrL+/PxwcHBARESGV9ejRA6ampli9ejWEEHB2dkZISAi++uorAI9HvTs4OODbb7/FwIEDkZGRATs7O6xevRofffQRgMeLJ1WuXBnbt29Hu3btcO7cOdSpUwexsbFo1KgRACA2NhY+Pj44f/48XF1dsWPHDvj7++P69etwdnYGAGzYsAFBQUFITU2FpaUllixZgnHjxuH27dtQKBQAgFmzZiE8PBw3btwoU1/MvpuIXpSX0W+/jdhvE9GLxL5b/zIyMlChQgVcv34dlpaWL7s6RPSay8zMROXKlXH//n2oVCq9XcdQb2emf02dZCIiepGuX7+OSpUqlcu1mjVrhh9//BF///03ateujb/++gsHDx7EwoULAQBXrlxBSkoK/Pz8pGMUCgV8fX1x+PBhDBw4EPHx8cjPz9eIcXZ2hru7Ow4fPox27drhyJEjUKlUUgIeABo3bgyVSoXDhw/D1dUVR44cgbu7u5SAB4B27dohNzcX8fHxaNWqFY4cOQJfX18pAa+OGTduHK5evYpq1ao99Z7ZdxPRi1ae/fbbiP02EekD+279Uf9iln03Eb1IDx48YBL+bWVhYQEA/HaXiF4I9be76r6lPHz11VfIyMjAO++8A7lcjsLCQsyYMQO9e/cGAKSkpAAAHBwcNI5zcHDAtWvXpBhjY2NYWVlpxaiPT0lJgb29vdb17e3tNWKKX8fKygrGxsYaMS4uLlrXUe/TlYTPzc1Fbm6u9Fj9AzP23UT0b72MfvttxM/cRPQise/WP/bbRPQilVe//dok4SdPnowpU6ZolD2ZgBFCYMqUKVi6dCnS09PRqFEj/PDDD6hbt64Un5ubi9GjR2P9+vXIyclB69atsXjxYo1vp9PT0zF8+HBs2bIFANClSxeEh4ejQoUKUkxSUhKGDBmCPXv2wMTEBAEBAZg7dy6MjY2lmNOnT2Po0KE4duwYrK2tMXDgQEyYMOGZfuKqjrW0tOQbCxG9MOX5U/uNGzdizZo1WLduHerWrYuEhASEhITA2dkZffv2LbFOQoin1rN4jK74FxGjTqqXVJ+wsDCt9yeAfTcRvTicIkW/+JmbiPSBfbf+sN8mIn3Qd7/9Wk1QVrduXSQnJ0vb6dOnpX1c2I+I6NXz5ZdfYuzYsfj444/h4eGBwMBAjBw5EmFhYQAAR0dHAP8bEa+WmpoqjUB3dHREXl4e0tPTS425ffu21vXv3LmjEVP8Ounp6cjPzy81JjU1FYD2aH21cePGISMjQ9quX7/+lFYhIiIiIiIiorfJa5WENzQ0hKOjo7TZ2dkBeDxKceHChRg/fjy6d+8Od3d3rFq1CtnZ2Vi3bh2Axwt3REREYN68eWjTpg0aNGiANWvW4PTp09i1axcA4Ny5c4iKisLPP/8MHx8f+Pj4YNmyZfjjjz9w4cIFAEB0dDTOnj2LNWvWoEGDBmjTpg3mzZuHZcuWITMzEwCwdu1aPHr0CCtXroS7uzu6d++Or7/+GvPnz+fq3UT0VsnOztZakEoul6OoqAgAUK1aNTg6OmLnzp3S/ry8PMTExKBJkyYAAC8vLxgZGWnEJCcnIzExUYrx8fFBRkYGjh07JsUcPXoUGRkZGjGJiYlITk6WYqKjo6FQKODl5SXF7N+/H3l5eRoxzs7OWtPUqCkUCmkUDkfjEBEREREREVFxr810NABw8eJFODs7Q6FQoFGjRpg5cyaqV6/+Ri7sR0Svnrx795CflVXifiNzcxhbW5djjV59nTt3xowZM1ClShXUrVsXJ0+exPz589GvXz8Aj3/uFRISgpkzZ6JWrVqoVasWZs6cCVNTUwQEBAAAVCoV+vfvj1GjRsHGxgbW1tYYPXo0PDw80KZNGwCAm5sb2rdvj+DgYPz0008AgM8//xz+/v5wdXUFAPj5+aFOnToIDAzEnDlzcO/ePYwePRrBwcFS4jwgIABTpkxBUFAQvv76a1y8eBEzZ87ExIkT+ZNiotcQ+216Ue7eKUJWZsmDacwtZbC1e63GNxEREb2x+L5Nr6LXJgnfqFEj/PLLL6hduzZu376N6dOno0mTJjhz5swbsbAfoL24n3pkPRG9fEX5+UicPBnZSUklxphWqYL68+bBwMioHGv2agsPD8eECRMwePBgpKamwtnZGQMHDsTEiROlmDFjxiAnJweDBw+W1vSIjo7WWBRlwYIFMDQ0RK9evaQ1PVauXAm5XC7FrF27FsOHD5e+bO3SpQu+//57ab9cLse2bdswePBgNG3aVGNNDzWVSoWdO3diyJAh8Pb2hpWVFUJDQxEaGqrPZiIiPWC/TS/K3TtF+CIgE/fSikqMsbYxwJJ1lvwHPRER0UvG9216Vb02SfgOHTpI/+/h4QEfHx/UqFEDq1atQuPGjQG83gv7ASUv7kdEL5/M0BAKe3tknD0LE2dn4MnXshDIuXULCnt7yAxfm261XFhYWGDhwoVYuHBhiTEymQyTJ0/G5MmTS4xRKpUIDw9HeHh4iTHW1tZYs2ZNqfWpUqUK/vjjj1JjPDw8sH///lJjiOjVx36bXpSsTIF7aUVQKGRQmmh/ln+U83h/VqaArd1LqCARERFJ+L5Nr6rX9isfMzMzeHh44OLFi2/Ewn4AF/cjepXJZDJU6tYNRubmEIWFMDQxkTZRWAgjc3NU6taNU5YQEb0i2G/Ti6Y0kcHUTHvT9Q98IiIiern4vk2vmtc2CZ+bm4tz587BycnpjVjYD+DifkSvOqWjIyxcXfEoJQX52dkoyMlBfnY2HqWkwMLVFcr//0KQiIheDZZ16sDK2xt5aWnSrxKFEMhLS4OVtzcs69R5yTUkIiIiIqK3wWuThB89ejRiYmJw5coVHD16FB9++CEyMzPRt29fjYX9IiMjkZiYiKCgoBIX9tu9ezdOnjyJPn36lLiwX2xsLGJjYxEcHFziwn4nT57E7t27dS7sp1AoEBQUhMTERERGRmLmzJkIDQ3laCui11RRfj7OTJmC+wkJyL1zB+lxcUiPi0PGX38h984d3E9IwJkpU1CUn/+yq0pERP9PPRreQKFA+smTuH/qFPIzMiBXKjkKnoiIiIiIys1rk4S/ceMGevfuDVdXV3Tv3h3GxsaIjY1F1apVATxe2C8kJASDBw+Gt7c3bt68qXNhv65du6JXr15o2rQpTE1NsXXrVq2F/Tw8PODn5wc/Pz94enpi9erV0n71wn5KpRJNmzZFr1690LVrV50L+924cQPe3t4YPHgwF/Yjes2p5xYuLCiAUYUKMDA2htzcHABgVKECCgsKOLcwEdEryLJOHVg3bAiFtTVUHh7Iv3+fo+BfYfv370fnzp3h7OwMmUyGzZs3P/WYmJgYeHl5QalUonr16vjxxx/1X1EiInpuYWFhaNiwISwsLGBvb4+uXbviwoULL7taRER69dpkizZs2FDqfi7sR0T6pB5NmX78OASAwocPIQoKYGBoCGNra8gAjqokInoFPdl/P0pO5ij4V9zDhw9Rr149fPbZZ+jRo8dT469cuYKOHTsiODgYa9aswaFDhzB48GDY2dmV6XgiIip/MTExGDJkCBo2bIiCggKMHz8efn5+OHv2LMzMzF529YiI9OK1ScITEb1s6rmF7xw4ACOVCrl378LY1haFOTmwa96coyqJiF5R6v779s6dcGjblv31K6xDhw7o0KFDmeN//PFHVKlSBQsXLgTweHrJ48ePY+7cuS88Cf8oRzxTORER6RYVFaXxeMWKFbC3t0d8fDxatGjxkmpFbxq+b9Orhkl4IqIy0hgNb2oKUVQEQ5UKMiE4qpKI6BUmk8lQuUcPFObkoHKPHuyv3yBHjhyBn5+fRlm7du0QERGB/Px8GBkZaR2Tm5uL3Nxc6XFmZmap1zC3lMHaxgD30oqQm6v7H+7WNgYwt+TziojoeWRkZAB4PDOBLs/ab9Pbje/b9KpiEp6I6BmoR1PePXgQFq6uyL52DbbNmnFUJRHRK87SzQ2eM2a87GrQC5aSkgIHBweNMgcHBxQUFODu3btwcnLSOiYsLAxTpkwp8zVs7QywZJ0lsjJLHjlnbimDrd1rs9wWEdErQwiB0NBQNGvWDO7u7jpjnrXfprcb37fpVcUkPBHRM+DcwkRERK+W4u/BQgid5Wrjxo1DaGio9DgzMxOVK1cu9Rq2dgawtfuXFSUiIi1Dhw7FqVOncPDgwRJjnqffprcb37fpVcQkPBHRM+LcwkRERK8GR0dHpKSkaJSlpqbC0NAQNjY2Oo9RKBRQKBTlUT0iIirFsGHDsGXLFuzfvx+VKlUqMY79NhG9CZiEJyJ6RpxbmIiI6NXg4+ODrVu3apRFR0fD29tb53zwRET08gkhMGzYMERGRmLfvn2oVq3ay64SEZHecQIkIqLnoJ5b2NLN7WVXhYiI6I2RlZWFhIQEJCQkAACuXLmChIQEJCUlAXg8JcGnn34qxQ8aNAjXrl1DaGgozp07h+XLlyMiIgKjR49+GdUnIqIyGDJkCNasWYN169bBwsICKSkpSElJQU5OzsuuGhGR3jAJT0REREREr4Tjx4+jQYMGaNCgAQAgNDQUDRo0wMSJEwEAycnJUkIeAKpVq4bt27dj3759qF+/PqZNm4bvvvsOPXr0eCn1JyKip1uyZAkyMjLQsmVLODk5SdvGjRtfdtWIiPSG09EQEREREdEroWXLltLCqrqsXLlSq8zX1xcnTpzQY62IiOhFKq2fJyJ6U3EkPBERERERERERERGRnjAJT0RERERERERERESkJ0zCExERERERERERERHpCZPwRERERERERERERER6wiQ8EREREREREREREZGeMAlPRERERERERERERKQnTMITEREREREREREREekJk/BERERERERERERERHrCJDwRERERERERERERkZ4wCU9EREREREREREREpCdMwhMRERERERERERER6QmT8EREREREREREREREesIkPBERERERERERERGRnjAJT0RERERERERERESkJ0zCExERERERERERERHpCZPwRERERERERERERER6wiQ8EREREREREREREZGeMAlPRERERERERERERKQnTMITEREREdErY/HixahWrRqUSiW8vLxw4MCBUuPXrl2LevXqwdTUFE5OTvjss8+QlpZWTrUlIiIiInq61zYJHxYWBplMhpCQEKlMCIHJkyfD2dkZJiYmaNmyJc6cOaNxXG5uLoYNGwZbW1uYmZmhS5cuuHHjhkZMeno6AgMDoVKpoFKpEBgYiPv372vEJCUloXPnzjAzM4OtrS2GDx+OvLw8jZjTp0/D19cXJiYmqFixIqZOnQohxAttByIiIiKiN8XGjRsREhKC8ePH4+TJk2jevDk6dOiApKQknfEHDx7Ep59+iv79++PMmTP47bffEBcXhwEDBpRzzYmIiIiISvZaJuHj4uKwdOlSeHp6apTPnj0b8+fPx/fff4+4uDg4Ojqibdu2ePDggRQTEhKCyMhIbNiwAQcPHkRWVhb8/f1RWFgoxQQEBCAhIQFRUVGIiopCQkICAgMDpf2FhYXo1KkTHj58iIMHD2LDhg3YtGkTRo0aJcVkZmaibdu2cHZ2RlxcHMLDwzF37lzMnz9fjy1DRERERPT6mj9/Pvr3748BAwbAzc0NCxcuROXKlbFkyRKd8bGxsXBxccHw4cNRrVo1NGvWDAMHDsTx48dfaL3y7t3Dw6SkEre8e/de6PWIiIiI6M1i+LIr8KyysrLwySefYNmyZZg+fbpULoTAwoULMX78eHTv3h0AsGrVKjg4OGDdunUYOHAgMjIyEBERgdWrV6NNmzYAgDVr1qBy5crYtWsX2rVrh3PnziEqKgqxsbFo1KgRAGDZsmXw8fHBhQsX4OrqiujoaJw9exbXr1+Hs7MzAGDevHkICgrCjBkzYGlpibVr1+LRo0dYuXIlFAoF3N3d8ffff2P+/PkIDQ2FTCYr55YjIiIiInp15eXlIT4+HmPHjtUo9/Pzw+HDh3Ue06RJE4wfPx7bt29Hhw4dkJqait9//x2dOnV6YfUqys9H4uTJyC5hND4AmFapgvrz5sHAyOiFXZeIiIiI3hyv3Uj4IUOGoFOnTlISXe3KlStISUmBn5+fVKZQKODr6yt9aI+Pj0d+fr5GjLOzM9zd3aWYI0eOQKVSSQl4AGjcuDFUKpVGjLu7u5SAB4B27dohNzcX8fHxUoyvry8UCoVGzK1bt3D16lWd95abm4vMzEyNjYiIiIjobXD37l0UFhbCwcFBo9zBwQEpKSk6j2nSpAnWrl2Ljz76CMbGxnB0dESFChUQHh5e4nWe9TO3zNAQCnt75GdlwdDSEoYq1f82S0vkZ2VBYW8PmeFrN76JiIiIiMrJa5WE37BhA06cOIGwsDCtfeoP5qV9aE9JSYGxsTGsrKxKjbG3t9c6v729vUZM8etYWVnB2Ni41Bj145L+EREWFibNQ69SqVC5cmWdcUREREREb6rivxgVQpT4K9KzZ89i+PDhmDhxIuLj4xEVFYUrV65g0KBBJZ7/WT9zy2QyVOrWDUbm5hCFhTA0MZE2UVgII3NzVOrWjb90JSIiIqISvTZJ+OvXr2PEiBFYs2YNlEpliXHP8qG9pBhd8S8iRr0oa0n1GTduHDIyMqTt+vXrpdabiIiIiOhNYWtrC7lcrjVgJTU1VWtwi1pYWBiaNm2KL7/8Ep6enmjXrh0WL16M5cuXIzk5Wecxz/OZ27JOHVh5eyMvLU36TC+EQF5aGqy8vWFZp84z3i0RERERvU3KJQl//fp1HDhwAH/++SdOnDiB3NzcZz5HfHw8UlNT4eXlBUNDQxgaGiImJgbfffcdDA0NSxxl/uSHdkdHR+Tl5SE9Pb3UmNu3b2td/86dOxoxxa+Tnp6O/Pz8UmNSU1MBaI/WV1MoFLC0tNTYiIiIiIjeBsbGxvDy8sLOnTs1ynfu3IkmTZroPCY7OxsGBpr/pJHL5QD+NwCmuOf5zK0eDS9XKlGQlQUAKMjKglyp5Ch4IiIiInoqvSXhr127hnHjxsHFxQUuLi7w9fVFhw4d4O3tDZVKhbZt2+K3335DUVFRmc7XunVrnD59GgkJCdLm7e2NTz75BAkJCahevTocHR01PrTn5eUhJiZG+tDu5eUFIyMjjZjk5GQkJiZKMT4+PsjIyMCxY8ekmKNHjyIjI0MjJjExUWN0TXR0NBQKBby8vKSY/fv3Iy8vTyPG2dkZLi4uz9iaRERERERvvtDQUPz8889Yvnw5zp07h5EjRyIpKUmaXmbcuHH49NNPpfjOnTvjP//5D5YsWYLLly/j0KFDGD58ON577z2N9ZtehOKj4TkKnoiIiIjKSi9J+BEjRsDDwwMXL17E1KlTcebMGWRkZCAvLw8pKSnYvn07mjVrhgkTJsDT0xNxcXFPPaeFhQXc3d01NjMzM9jY2MDd3R0ymQwhISGYOXMmIiMjkZiYiKCgIJiamiIgIAAAoFKp0L9/f4waNQq7d+/GyZMn0adPH3h4eEgLvbq5uaF9+/YIDg5GbGwsYmNjERwcDH9/f7i6ugIA/Pz8UKdOHQQGBuLkyZPYvXs3Ro8ejeDgYGkkTUBAABQKBYKCgpCYmIjIyEjMnDkToaGhHClDRERERKTDRx99hIULF2Lq1KmoX78+9u/fj+3bt6Nq1aoAHg+gSUpKkuKDgoIwf/58fP/993B3d0fPnj3h6uqK//znPy+8bk+Ohn+UnMxR8ERERERUZob6OKmxsTEuXboEOzs7rX329vZ4//338f7772PSpEnYvn07rl27hoYNG/7r644ZMwY5OTkYPHgw0tPT0ahRI0RHR8PCwkKKWbBgAQwNDdGrVy/k5OSgdevWWLlypfSzVQBYu3Ythg8fDj8/PwBAly5d8P3330v75XI5tm3bhsGDB6Np06YwMTFBQEAA5s6dK8WoVCrs3LkTQ4YMgbe3N6ysrBAaGorQ0NB/fZ9ERERERG+qwYMHY/DgwTr3rVy5Uqts2LBhGDZsmJ5r9Zh6NPztnTvh0LYtR8ETERERUZnIREmTJdJLl5mZCZVKhYyMDM4PT0T/2svqU27evImvvvoKO3bsQE5ODmrXro2IiAhp+i4hBKZMmYKlS5dKX6D+8MMPqFu3rnSO3NxcjB49GuvXr5e+QF28eDEqVaokxaSnp2P48OHYsmULgMdfoIaHh6NChQpSTFJSEoYMGYI9e/ZofIFqbGwsxZw+fRpDhw7FsWPHYG1tjYEDB2LChAllHunIvpuIXhT2J+XjWds589w5XF2zBi59+sDSza0cakhErxP23frHNiaiF6m8+hS9L8w6efJkXLt2Td+XISKiV1B6ejqaNm0KIyMj7NixA2fPnsW8efM0EuOzZ8+WphKIi4uDo6Mj2rZtiwcPHkgxISEhiIyMxIYNG3Dw4EFkZWXB398fhYWFUkxAQAASEhIQFRWFqKgoJCQkIDAwUNpfWFiITp064eHDhzh48CA2bNiATZs2YdSoUVJMZmYm2rZtC2dnZ8TFxSE8PBxz587F/Pnz9dtQRET02rB0c4PnjBlMwBMRERFRmel9JLyXlxf++usv+Pr6on///ujevTuUSqU+L/nG4Le7RPQivYw+ZezYsTh06BAOHDigc78QAs7OzggJCcFXX30F4PGodwcHB3z77bcYOHAgMjIyYGdnh9WrV+Ojjz4CANy6dQuVK1fG9u3b0a5dO5w7dw516tRBbGwsGjVqBACIjY2Fj48Pzp8/D1dXV+zYsQP+/v64fv26tFjfhg0bEBQUhNTUVFhaWmLJkiUYN24cbt++DYVCAQCYNWsWwsPDcePGjTKNhmffTUQvCvuT8sF2JqIXiX2K/rGNiehFemNGwsfHx+PEiRPw9PTEyJEj4eTkhC+++KJMi7ESEdHrbcuWLfD29kbPnj1hb2+PBg0aYNmyZdL+K1euICUlRVqDAwAUCgV8fX1x+PBhAI/fR/Lz8zVinJ2d4e7uLsUcOXIEKpVKSsADQOPGjaFSqTRi3N3dpQQ8ALRr1w65ubmIj4+XYnx9faUEvDrm1q1buHr16gtsGSIiIiIiIiJ6W+g9CQ8Anp6eWLBgAW7evInly5fj5s2baNq0KTw8PLBo0SJkZGSURzWIiKicXb58GUuWLEGtWrXw559/YtCgQRg+fDh++eUXAEBKSgoAwMHBQeM4BwcHaV9KSgqMjY1hZWVVaoy9vb3W9e3t7TViil/HysoKxsbGpcaoH6tjisvNzUVmZqbGRkRERERERESkVi5JeLWioiLk5eUhNzcXQghYW1tjyZIlqFy5MjZu3FieVSEionJQVFSEd999FzNnzkSDBg0wcOBABAcHY8mSJRpxxad5EUI8deqX4jG64l9EjHrWtpLqExYWBpVKJW2VK1cutd5ERERERERE9HYplyR8fHw8hg4dCicnJ4wcORINGjTAuXPnEBMTg/Pnz2PSpEkYPnx4eVSFiIjKkZOTE+rUqaNR5ubmhqSkJACAo6MjAO1R5qmpqdIIdEdHR+Tl5SE9Pb3UmNu3b2td/86dOxoxxa+Tnp6O/Pz8UmNSU1MBaI/WVxs3bhwyMjKk7fr16zrjiIiIiIiIiOjtpPckvKenJxo3bowrV64gIiIC169fx6xZs1CzZk0p5tNPP8WdO3f0XRUiIipnTZs2xYULFzTK/v77b1StWhUAUK1aNTg6OmLnzp3S/ry8PMTExKBJkyYAHi/wbWRkpBGTnJyMxMREKcbHxwcZGRk4duyYFHP06FFkZGRoxCQmJiI5OVmKiY6OhkKhgJeXlxSzf/9+5OXlacQ4OzvDxcVF5z0qFApYWlpqbEREREREREREanpPwvfs2RNXr17Ftm3b0LVrV8jlcq0YOzs7FBUV6bsqRERUzkaOHInY2FjMnDkT//zzD9atW4elS5diyJAhAB5P8RISEoKZM2ciMjISiYmJCAoKgqmpKQICAgAAKpUK/fv3x6hRo7B7926cPHkSffr0gYeHB9q0aQPg8ej69u3bIzg4GLGxsYiNjUVwcDD8/f3h6uoKAPDz80OdOnUQGBiIkydPYvfu3Rg9ejSCg4OlxHlAQAAUCgWCgoKQmJiIyMhIzJw5E6GhoU+dHoeIiIiIiIiISBe9J+EnTJiAihUr6vsyRET0CmrYsCEiIyOxfv16uLu7Y9q0aVi4cCE++eQTKWbMmDEICQnB4MGD4e3tjZs3byI6OhoWFhZSzIIFC9C1a1f06tULTZs2hampKbZu3arxxe7atWvh4eEBPz8/+Pn5wdPTE6tXr5b2y+VybNu2DUqlEk2bNkWvXr3QtWtXzJ07V4pRqVTYuXMnbty4AW9vbwwePBihoaEIDQ3Vc0sREREREb0d9u/fj86dO8PZ2RkymQybN29+2VUiItI7mVCvOPeClSVhYWhoCEdHR7Ru3Rr16tXTRzVea5mZmVCpVMjIyOD0BkT0r7FPKR9sZyJ6UdiflA+2MxG9SOxTnm7Hjh04dOgQ3n33XfTo0QORkZHo2rVrmY9nGxPRi1RefYqhvk588uTJp8YUFRUhNTUVX375JcLDwzF48GB9VYeIiIiIiIiIiF6yDh06oEOHDi+7GvQGu3unCFmZJY85NreUwdZO75ODEGnQWxJ+7969ZY5dtWoVpk6dyiQ8ERERERERERERPZe7d4rwRUAm7qWVvPaktY0BlqyzZCKeytUr8Wzr2LEjKlSo8LKrQUREREREREREr5Dc3FxkZmZqbEQlycoUuJdWBIVCBlUFA61NoZDhXlrpI+WJ9EFvI+HVCgsLsXLlSuzevRupqakoKtL8JmrPnj2ws7NDfHy8vqtCRERERERERESvkbCwMEyZMuVlV4NeM0oTGUzNZDr35eYyAU/lT+9J+BEjRmDlypXo1KkT3N3dIZPpfgEQERERERERERE9ady4cQgNDZUeZ2ZmonLlyi+xRkREz07vSfgNGzbg119/RceOHfV9KSIiIiIiIiIieoMoFAooFIqXXQ0ion9F70l4Y2Nj1KxZU9+XISIiIiIiIiKiV1xWVhb++ecf6fGVK1eQkJAAa2trVKlS5SXWjIhIf/S+MOuoUaOwaNEiCMH5loiIiIiIiIiI3mbHjx9HgwYN0KBBAwBAaGgoGjRogIkTJ77kmhER6Y/ek/AHDx7E2rVrUaNGDXTu3Bndu3fX2IiIiIiIiNQWL16MatWqQalUwsvLCwcOHCg1Pjc3F+PHj0fVqlWhUChQo0YNLF++vJxqS0REz6ply5YQQmhtK1eufNlVozfIoxyB7Ifa26McDhKml0Pv09FUqFAB3bp10/dliIiIiIjoNbdx40aEhIRg8eLFaNq0KX766Sd06NABZ8+eLXGKgl69euH27duIiIhAzZo1kZqaioKCgnKuOREREb0KzC1lsLYxwL20IuTm6k64W9sYwNxSVs41o7ed3pPwK1as0PcliIiIiIjoDTB//nz0798fAwYMAAAsXLgQf/75J5YsWYKwsDCt+KioKMTExODy5cuwtrYGALi4uJRnlYmIiOgVYmtngCXrLJGVWfKId3NLGWzt9D45CJEGvSfhiYiIiIiIniYvLw/x8fEYO3asRrmfnx8OHz6s85gtW7bA29sbs2fPxurVq2FmZoYuXbpg2rRpMDEx0XlMbm4ucnNzpceZmZkv7iaIiIjopbO1M4Ct3cuuBZEmvXzt0759+xI/KD/pwYMH+Pbbb/HDDz/ooxpERERERPSauHv3LgoLC+Hg4KBR7uDggJSUFJ3HXL58GQcPHkRiYiIiIyOxcOFC/P777xgyZEiJ1wkLC4NKpZK2ypUrv9D7ICIiIiIqTi8j4Xv27IlevXrBwsICXbp0gbe3N5ydnaFUKpGeno6zZ8/i4MGD2L59O/z9/TFnzhx9VIOIiIiIiF4zMpnmHK1CCK0ytaKiIshkMqxduxYqlQrA4yltPvzwQ/zwww86R8OPGzcOoaGh0uPMzEwm4omIiIhIr/SShO/fvz8CAwPx+++/Y+PGjVi2bBnu378P4PGH6jp16qBdu3aIj4+Hq6urPqpARERERESvEVtbW8jlcq1R76mpqVqj49WcnJxQsWJFKQEPAG5ubhBC4MaNG6hVq5bWMQqFAgqF4sVWnoiIiIioFHqbE97Y2BgBAQEICAgAAGRkZCAnJwc2NjYwMjLS12WJiIiIiOg1ZGxsDC8vL+zcuRPdunWTynfu3IkPPvhA5zFNmzbFb7/9hqysLJibmwMA/v77bxgYGKBSpUrlUm8iIiIioqcpt6WAVSoVHB0dmYAnIiIiIiKdQkND8fPPP2P58uU4d+4cRo4ciaSkJAwaNAjA46lkPv30Uyk+ICAANjY2+Oyzz3D27Fns378fX375Jfr161fiwqxEREREROWt3JLw/9aSJUvg6ekJS0tLWFpawsfHBzt27JD2CyEwefJkODs7w8TEBC1btsSZM2c0zpGbm4thw4bB1tYWZmZm6NKlC27cuKERk56ejsDAQGmhpsDAQGkqHbWkpCR07twZZmZmsLW1xfDhw5GXl6cRc/r0afj6+sLExAQVK1bE1KlTIYR4sY1CRERERPQG+eijj7Bw4UJMnToV9evXx/79+7F9+3ZUrVoVAJCcnIykpCQp3tzcHDt37sT9+/fh7e2NTz75BJ07d8Z33333sm6BiIiIiEiL3qajedEqVaqEWbNmoWbNmgCAVatW4YMPPsDJkydRt25dzJ49G/Pnz8fKlStRu3ZtTJ8+HW3btsWFCxdgYWEBAAgJCcHWrVuxYcMG2NjYYNSoUfD390d8fDzkcjmAx6Npbty4gaioKADA559/jsDAQGzduhUAUFhYiE6dOsHOzg4HDx5EWloa+vbtCyEEwsPDATxe3Klt27Zo1aoV4uLi8PfffyMoKAhmZmYYNWpUeTcdEREREdFrY/DgwRg8eLDOfStXrtQqe+edd7Bz504914qIiIjo7XT3ThGyMkseWGxuKYOt3WszzvulkYnXeHi2tbU15syZg379+sHZ2RkhISH46quvADwe9e7g4IBvv/0WAwcOREZGBuzs7LB69Wp89NFHAIBbt26hcuXK2L59O9q1a4dz586hTp06iI2NRaNGjQAAsbGx8PHxwfnz5+Hq6oodO3bA398f169fh7OzMwBgw4YNCAoKQmpqKiwtLbFkyRKMGzcOt2/flhZ9mjVrFsLDw3Hjxg3IZLIy3V9mZiZUKhUyMjJgaWn5opuPiN4y7FPKB9uZiF4U9iflg+1MRC8S+xT9YxsTlZ+7d4rwRUAm7qUVlRhjbWOAJessX9tEfHn1Ka9l6xQWFmLDhg14+PAhfHx8cOXKFaSkpMDPz0+KUSgU8PX1xeHDhwEA8fHxyM/P14hxdnaGu7u7FHPkyBGoVCopAQ8AjRs3hkql0ohxd3eXEvAA0K5dO+Tm5iI+Pl6K8fX1lRLw6phbt27h6tWrJd5Xbm4uMjMzNTYiIiIiIiIiIiKi8paVKXAvrQgKhQyqCgZam0Ihw7200kfK02N6T8Lv2rWrxH0//fTTM53r9OnTMDc3h0KhwKBBgxAZGYk6deogJSUFAODg4KAR7+DgIO1LSUmBsbExrKysSo2xt7fXuq69vb1GTPHrWFlZwdjYuNQY9WN1jC5hYWHSXPQqlQqVK1cuvUGIiIiIiIiIiIiI9EhpIoOpmfamNCnbbB9UDkn4Tp06YdSoURoLl965cwedO3fGuHHjnulcrq6uSEhIQGxsLL744gv07dsXZ8+elfYXn+ZFCPHUqV+Kx+iKfxEx6ll/SqvPuHHjkJGRIW3Xr18vte5ERERERERERERvm7t3inD1UmGJ2907JU+fQvQy6H1h1v379yMwMBC7du3CunXrcPXqVfTr1w916tTBX3/99UznMjY2lhZm9fb2RlxcHBYtWiTNA5+SkgInJycpPjU1VRqB7ujoiLy8PKSnp2uMhk9NTUWTJk2kmNu3b2td986dOxrnOXr0qMb+9PR05Ofna8QUH/GempoKQHu0/pMUCoXGFDZERERERERERET0P2/DPOX05tH7M7FRo0Y4efIkPD094eXlhW7dumHUqFHYs2fPv55uRQiB3NxcVKtWDY6Ojti5c6e0Ly8vDzExMVKC3cvLC0ZGRhoxycnJSExMlGJ8fHyQkZGBY8eOSTFHjx5FRkaGRkxiYiKSk5OlmOjoaCgUCnh5eUkx+/fv1xj9Hx0dDWdnZ7i4uPyreyYiIiIiIiIiInpbcZ5yeh2Vy9dBFy5cQFxcHCpVqgRDQ0OcP38e2dnZz3SOr7/+GgcOHMDVq1dx+vRpjB8/Hvv27cMnn3wCmUyGkJAQzJw5E5GRkUhMTERQUBBMTU0REBAAAFCpVOjfvz9GjRqF3bt34+TJk+jTpw88PDzQpk0bAICbmxvat2+P4OBgxMbGIjY2FsHBwfD394erqysAwM/PD3Xq1EFgYCBOnjyJ3bt3Y/To0QgODpZW0A0ICIBCoUBQUBASExMRGRmJmTNnIjQ09KnT4xAREREREREREVHpOE85vU70noSfNWsWfHx80LZtWyQmJiIuLk4aGX/kyJEyn+f27dsIDAyEq6srWrdujaNHjyIqKgpt27YFAIwZMwYhISEYPHgwvL29cfPmTURHR8PCwkI6x4IFC9C1a1f06tULTZs2hampKbZu3Qq5XC7FrF27Fh4eHvDz84Ofnx88PT2xevVqab9cLse2bdugVCrRtGlT9OrVC127dsXcuXOlGJVKhZ07d+LGjRvw9vbG4MGDERoaitDQ0H/TlERERERERERERETl6lGOQPZD7e1RDn9tUFYyoV4xVE+cnJywfPlydOjQQSrLz8/H119/je+++w65ubn6vPxrLTMzEyqVChkZGdIoeyKi58U+pXywnYnoRWF/Uj7YzkT0IrFP0T+2MV29VIj+PTOgqmAApQnw1/ECAEA9b0MYGMiQ/VAg434RIn5TwaWG/Clno9K8DfPvl1efoveFWU+fPg1bW1uNMiMjI8yZMwf+/v76vjwRERERERERERG9gQwMZGjwntHLrsYby9bucYK9tPn1zS1lr20CvjzpPQlfPAH/JF9fX31fnoiIiIiIiIiIiIieg62dAWztXnYtXn96T8K3atWq1MVI9+zZo+8qEBERERERERER0RukpPnIOU85vYr0noSvX7++xuP8/HwkJCQgMTERffv21ffliYiIiIiIiIiI6A1hbimDtY0B7qUVITdXd8Ld2sYA5pYlDwomKm96T8IvWLBAZ/nkyZORlZWl78sTERERERERERHRG4LzlNPrSO9J+JL06dMH7733HubOnfuyqkBERERERERERESvGc5TTq+bl5aEP3LkCJRK5cu6PBEREREREREREb2G7t4p4kj4csK2fjH0noTv3r27xmMhBJKTk3H8+HFMmDBB35cnIiIiIiIiIiKiN8TdO0X4IiAT99KKSoyxtnk8ZQ2Tw/8O2/rF0XsSXqVSaTw2MDCAq6srpk6dCj8/P31fnoiIiIiIiIiIiN4QWZkC99KKoFDIoDTRXnz1Uc7j/VmZglPW/Ets6xdH70n4FStW6PsSRERERET0hli8eDHmzJmD5ORk1K1bFwsXLkTz5s2fetyhQ4fg6+sLd3d3JCQk6L+iRERE9FIpTWQwNdNODANAbm7J06fQs2Nb/3v8nQAREREREb0SNm7ciJCQEIwfPx4nT55E8+bN0aFDByQlJZV6XEZGBj799FO0bt26nGpKRERERFR2ehkJb2VlBZlM97cjxd27d08fVSAiIiIiotfM/Pnz0b9/fwwYMAAAsHDhQvz5559YsmQJwsLCSjxu4MCBCAgIgFwux+bNm8uptkRERPSyFRUJ/HW8AABQz9sQBgZly0cSlTe9JOEXLlyoj9MSEREREdEbKi8vD/Hx8Rg7dqxGuZ+fHw4fPlzicStWrMClS5ewZs0aTJ8+Xd/VJCIioleIgYEMDd4z0ijLzxPIzRW4ca1Q5zHmljIuIkrlTi9J+L59++rjtERERERE9Ia6e/cuCgsL4eDgoFHu4OCAlJQUncdcvHgRY8eOxYEDB2BoWLZ/2uTm5iI3N1d6nJmZ+fyVJiIioldKXq7AhTMFyH0k8NWgdBgba8dY2xrgp99smIincqW3Z9vEiRORnZ0tPU5PT9fXpYiIiIiI6A1RfFpLIYTOqS4LCwsREBCAKVOmoHbt2mU+f1hYGFQqlbRVrlz5X9eZiIiIyt+jHIHsh5rbg4xCPMrKQ1FeLmR3L8Mg5YLGVnDrMpLPJCMzLe9lV/+1oqutsx8KPMrhoqxlpbck/IwZM5CVlSU9rlq1Ki5fvqyvyxERERER0WvM1tYWcrlca9R7amqq1uh4AHjw4AGOHz+OoUOHwtDQEIaGhpg6dSr++usvGBoaYs+ePTqvM27cOGRkZEjb9evX9XI/REREpB/mljJY2xggN1cg436RxvYgCxCQwcggH2bKQpiYiP9tyiIYIQcyI0PIyvgLurddaW2dcb8IubkC1jYGMLfkXPxPo7ckvBCi1MdERPR2CQsLg0wmQ0hIiFQmhMDkyZPh7OwMExMTtGzZEmfOnNE4Ljc3F8OGDYOtrS3MzMzQpUsX3LhxQyMmPT0dgYGB0qjGwMBA3L9/XyMmKSkJnTt3hpmZGWxtbTF8+HDk5WmOfjh9+jR8fX1hYmKCihUrYurUqXz/IiIqJ8bGxvDy8sLOnTs1ynfu3IkmTZpoxVtaWuL06dNISEiQtkGDBsHV1RUJCQlo1KiRzusoFApYWlpqbERERPT6sLUzwORpBRg7JltrG/R5Dhzsi+BkdhuGsnzIDAyQn3caMgODx7+uMzCEcYUKOn9lR9ps7QywZJ0lIn5TlbgtWWfJqX3KgF/7EBGR3sXFxWHp0qXw9PTUKJ89ezbmz5+PlStXonbt2pg+fTratm2LCxcuwMLCAgAQEhKCrVu3YsOGDbCxscGoUaPg7++P+Ph4yOVyAEBAQABu3LiBqKgoAMDnn3+OwMBAbN26FcDjKQs6deoEOzs7HDx4EGlpaejbty+EEAgPDwfweE7gtm3bolWrVoiLi8Pff/+NoKAgmJmZYdSoUeXVVET0AuXdu4f8J36ZWZyRuTmMra3LsUb0NKGhoQgMDIS3tzd8fHywdOlSJCUlYdCgQQAej2K/efMmfvnlFxgYGMDd3V3jeHt7eyiVSq1yIiIienOk3spF6IcXcf+Bdlozv8gQqdl2MDZwgNLgNPIezUV+bhyMFO/B1HQkDC2roUCpfAm1fn1Zyu/DxKiUz9RycwD8TP00ekvCy2QyPHjwAEqlUprHMSsrS2vhI448ISJ6s2VlZeGTTz7BsmXLMH36dKlcCIGFCxdi/Pjx6N69OwBg1apVcHBwwLp16zBw4EBkZGQgIiICq1evRps2bQAAa9asQeXKlbFr1y60a9cO586dQ1RUFGJjY6VRj8uWLYOPjw8uXLgAV1dXREdH4+zZs7h+/TqcnZ0BAPPmzUNQUBBmzJgBS0tLrF27Fo8ePcLKlSuhUCjg7u6Ov//+G/Pnz0doaChHShC9Zory85E4eTKyk5JKjDGtUgX1582DgZFROdaMSvPRRx8hLS0NU6dORXJyMtzd3bF9+3ZUrVoVAJCcnIykUv6mRERE9OZ7kFGE+/cNIC/MgpFc89fNBkXGgLABChPxMGMIgFsAgPzcg8jIvQyzCj+isKDKS6j166koPx8Jo0cju9iv0Z9kWqkSvH/6iZ+pn0Kv09HUrl0bVlZWsLa2RlZWFho0aAArKytYWVmhQoUKsLKy0tfliYjoFTFkyBB06tRJSqKrXblyBSkpKfDz85PKFAoFfH19cfjwYQBAfHw88vPzNWKcnZ3h7u4uxRw5cgQqlUpj2oHGjRtDpVJpxLi7u0sJeABo164dcnNzER8fL8X4+vpCoVBoxNy6dQtXr14t8f5yc3ORmZmpsRHRyyczNITC3h75WVkwtLSEoUr1v83SEvlZWVDY23M+0FfQ4MGDcfXqVamPbtGihbRv5cqV2LdvX4nHTp48GQkJCfqvJBER/WuLFy9GtWrVoFQq4eXlhQMHDrzsKtFroqigAEWFBTCS5UKBHI1NLgphKn6GDfpA4BYE8MR2Cw+uBODO3+G4l1b0Uuqedfky7sbGlrhlvWLraRbm5SHt+HFkX7tW4pZ2/DgK87jQ7dPo7V8de/fu1depiYjoNbFhwwacOHECcXFxWvvUC+8VX2zPwcEB165dk2KMjY21vrR1cHCQjk9JSYG9vb3W+e3t7TViil/HysoKxsbGGjEuLi5a11Hvq1atms57DAsLw5QpU3TuI6KXRyaToVK3bkg/fhyisBBG/z/FFQDkP3gAI3NzVOrWjb9yISIiegk2btyIkJAQLF68GE2bNsVPP/2EDh064OzZs6hShaOUqXRF+fmAEICOj3EFhQlQyWbDALqTwjJkwSw/DH/tb4R332uv55oWq1t2No4GBSH//9cvK4JAoSiAXGYIg/+/GaMKFeAbFQVDU9NyrVtJCvPyIHJzNcoENJte5OaiMC8PRmZm5Vq3143ekvC+vr76OjUREb0Grl+/jhEjRiA6OhrKUubcK54AU09hVpriMbriX0SMelHW0uozbtw4hIaGSo8zMzNRuXLlUutPROXDsk4dWHl74+7BgzA0N4dMJoMQAnlpabBt1gyWdeq87CoSERG9lebPn4/+/ftjwIABAICFCxfizz//xJIlSxAWFvaSa0evvP9fG0wnUQgDFJR6uAwFMDLMf8GVejoDpRLGFSog7+5dyE1NkSceoQBFEBBQyhQozM6GcYUKMHiF5qw3srSEgYkJinJyADxOwKv/q/5XsoGJCYw43fhTcelaIiLSi/j4eKSmpsLLywuGhoYwNDRETEwMvvvuOxgaGmqMMn9SamqqtM/R0RF5eXlIT08vNeb27dta179z545GTPHrpKenIz8/v9SY1NRUANqj9Z+kUChgaWmpsRHRq0E9Gl6uVKLg/xdoLcjKglyp5Ch4IiKilyQvLw/x8fEaU04CgJ+fnzSdJFFp5EbGQAmf44zlHiiAI4DHSWKdm8wBPh3blU9ln2BgYIDqAwZAZmiIwqIC5BsWQhgaIN+wEIVFBZAZGqL6gAEwMHh10rVyuRzVg4OLlQqNR9WDgyEv7YsRAsAkPBER6Unr1q1x+vRpJCQkSJu3tzc++eQTJCQkoHr16nB0dMTOnTulY/Ly8hATE4MmTZoAALy8vGBkZKQRk5ycjMTERCnGx8cHGRkZOHbsmBRz9OhRZGRkaMQkJiYiOTlZiomOjoZCoYCXl5cUs3//fuQ9MZdddHQ0nJ2dtaapIaLXh3o0fF5amjQK3srbm6PgiYiIXpK7d++isLBQ57SUxQfFAFyDibTJjY1gaKp76hMDAwPkoLPOqWqkmAo9XlrS2MnfH2YuLijMfQQhBAxkcgghUJj7CGYuLnDy938p9SpNjUGDYGBi8v+p9/+NhRd4PAq+xqBBL61urxMm4YmISC8sLCzg7u6usZmZmcHGxgbu7u6QyWQICQnBzJkzERkZicTERAQFBcHU1BQBAQEAAJVKhf79+2PUqFHYvXs3Tp48iT59+sDDw0Na6NXNzQ3t27dHcHAwYmNjERsbi+DgYPj7+8PV1RXA41E1derUQWBgIE6ePIndu3dj9OjRCA4OlkauBwQEQKFQICgoCImJiYiMjMTMmTMRGhrK0bJEr7EnR8M/Sk7mKHgiIqJXRFmnpQwLC4NKpZI2Tv1IMpkMCnt75Atj5BYpNbfCO1DgBARKSrLLgdzjSLn2T7nWWc3AwACKoPYoMhBQz4hjmA8UGQgogtq/UqPg1eRyOSw+66Jzn8VnXTgKvoxevb8sERG9NcaMGYOQkBAMHjwY3t7euHnzJqKjo2HxxAKKCxYsQNeuXdGrVy80bdoUpqam2Lp1q8Yb/dq1a+Hh4QE/Pz/4+fnB09MTq1evlvbL5XJs27YNSqUSTZs2Ra9evdC1a1fMnTtXilGpVNi5cydu3LgBb29vDB48GKGhoRrzvRPR60k9Gj4/I4Oj4ImIiF4yW1tbyOXyUqelfNK4ceOQkZEhbdevXy+vqtIrytxSBrtKphCm1sguMtfYHhXVQr7MAwI20DUZjczQBgamnnCoUuOl1F0IgZjmKbhfyRDyPABFRZDnAfcrGSKmeYq0LtmrRAiBrT3vIlepWbdc5ePyV7HOryK9Lcxa3D///INLly6hRYsWMDExKdPCe0RE9GbZt2+fxmOZTIbJkydj8uTJJR6jVCoRHh6O8PDwEmOsra2xZs2aUq9dpUoV/PHHH6XGeHh4YP/+/aXGENHrRyaToXKPHijMyUHlHj34GZSIiOglMjY2hpeXF3bu3Ilu3bpJ5Tt37sQHH3ygFa9QKKBQKMqzivSKs7UzwJJ1lrgZZ4yTwyYBRUXSvrRCJ/xe1Bey9GNAgQpCGEImM4AQRZDJ8gEjExhaffzSPg+ezzuDE3nxcO3tiHfn3IRBTiGEgQz/x959x0dRrQ0c/83WbHojgdBRqQFBQMUGXKWK2K4NRVFAERAQee1XQAW8NFEURUUQpV0LiIgIUkWKCCJSRQUCBAgkIcmmbZnz/rFkZdlNSCAhCTxfPvsJe+bMzJmT3cnuM8+c8/cDVdnj2Mxuxw4aWRPLpW2F2ZW/nZ+dG8i/180tM/9JhvvxXje/OTewK387jYOalmMLK4cyz4RPTU3llltuoX79+nTt2tU7Hm+fPn145plnir2dMWPG0Lp1a8LCwoiLi+OOO+5gz549PnWUUowYMYKEhARsNhvt2rVjx44dPnXy8/N56qmniI2NJSQkhO7du3Po0CGfOunp6fTs2dN7q1PPnj05efKkT52kpCRuu+02QkJCiI2NZdCgQT7jCAP8/vvvtG3bFpvNRvXq1Xn11Vfl6pAQQgghRDkIb9SIZqNGEd6oUXk3RQghhLjkDR06lI8++oiPP/6YXbt28fTTT5OUlEQ/GVtaFFNsFQPNujSiUdvaxFmSvY+mN8RQveHVGELaoDQdpYLR9SCUCkZpOoaQNsTWuJLQ8AsfhFdKscj+BXY9i8PtY0irAQaXIq0GHG4fg13PYpH9iwoVO1RK8cFfn5G2L4wV11bjkKE6KY7qHDJUZ8W11UjbF8YHf31WodpcUZV5JvzTTz+NyWQiKSmJRqd96bnvvvt4+umnmTBhQrG2s3r1agYMGEDr1q1xuVy89NJLdOzYkZ07dxIS4pmMYezYsUycOJEZM2ZQv359Xn/9dTp06MCePXu8QxsMGTKEb775hrlz5xITE8MzzzxDt27d2Lx5s3dogx49enDo0CGWLFkCwOOPP07Pnj355ptvAHC73dx6661UqVKFtWvXkpqayiOPPIJSypupmZmZSYcOHWjfvj2bNm3ijz/+oFevXoSEhJTo4oMQQgghhBBCCCHExeS+++4jNTWVV199lSNHjpCYmMjixYupXbt2eTdNVCKaplH/6adZv2EDuN1gNNL6hce5qmoEv6/vw/TXdpB18AAuezam0BDCatbm0Vf60PTaCGKrXPgRul24SHEdI9QQxgn9BKvuddL+UwOr7nWSwQlCDWGkuI7hwoUZ8wVvXyBHU/L5tl8HctM8E8ZOzISwdI2sKEX2IE+db6Pzee6LfKrFB5VjSys+TZXxpYqqVavy/fffc+WVVxIWFsZvv/1GvXr12LdvH02bNsVut5/Tdo8fP05cXByrV6/mpptuQilFQkICQ4YM4bnnngM8We/x8fH897//5YknniAjI4MqVarw6aefct999wGQnJxMzZo1Wbx4MZ06dWLXrl00btyYDRs2cM011wCwYcMG2rRpw+7du2nQoAHfffcd3bp14+DBgyQkJAAwd+5cevXqRUpKCuHh4bz33nu88MILHDt2zHvb1BtvvMHkyZM5dOhQsW57yczMJCIigoyMDO/EgUIIca7knHJhSD8LIUqLnE8uDOlnIURpknNK2ZM+FqdTSrGpTx9OrF9PbJs2tP7oIzRNQylF8r59ZO3dy6Gvv6bG7bcTdsUVJNStW65DE6a708hyZzIh7VXW5/6ICRMuXLSx3cgz0a8QZgwnyhhdbu07094/8+hy227yDHY0q4PTe04BKt9CkB7Kd9805IrLK2cQ/kKdU8r8sk92djbBwcF+5SdOnDivMb0yMjIAzzjAAPv27ePo0aN07NjRW8dqtdK2bVvWrVsHwObNm3E6nT51EhISSExM9NZZv349ERER3gA8wLXXXktERIRPncTERG8AHqBTp07k5+ezefNmb522bdv6HGOnTp1ITk5m//7953zcQgghhBBCCCGEEEIITzZ8w2HDqHHnnTQcNswbYNc0jer16tGwUydumTKFhp06Ub1evXKfGyjKGI1dz2J7/laMGLEZgjFiZHv+Vux6VoUKwANkphnIOxiLa39N3H9ejuu0h/vPy3Htr0newVgy0y78nQWVTZn30E033cTMmTO9zzVNQ9d1xo0bR/v27c9pm0ophg4dyg033EBiomeygoJZtc+cSTs+Pt677OjRo1gsFqKiooqsExcX57fPuLg4nzpn7icqKgqLxVJknYLnZ84AXiA/P5/MzEyfhxBCCCGEEEIIIYQQIrDKNPePUoqZGR9g1+1YNAsaGhbNgl23MzPjgwo3tnpWlgvdrWEwgGZyoZmcKJMDzeREM7kwGEB3a2Rlucq7qRVemY8JP27cONq1a8cvv/yCw+Hg2WefZceOHaSlpfHTTz+d0zYHDhzItm3bWLt2rd+yM69oKaXOepXrzDqB6pdGnYI3UmHtGTNmDCNHjiyyrUIIIYQQQgghhBBCiMpnV/52NuX9hAEDJs0z7rtJM2NQDjbl/cSu/O00Dmpazq38h0kzYdIsmI1mzGZFrp6LCwcmLNgMNpy6htOtYdLKPMRc6ZV5Jnzjxo3Ztm0bV199NR06dCA7O5u77rqLX3/9lcsuu6zE23vqqadYuHAhK1eupEaNGt7yqlWrAv5Z5ikpKd4M9KpVq+JwOEhPTy+yzrFjx/z2e/z4cZ86Z+4nPT0dp9NZZJ2UlBTAP1u/wAsvvEBGRob3cfDgwSJ6QgghhBBCCCGEEEIIURn8kwWfhVkzoSsdt3KjKx2zZsKuZ1XIbHgNMGgaoHDjRCnPT1AYNI3yHeCn8rggA/ZUrVqVkSNHsmjRIhYvXszrr79OtWrVSrQNpRQDBw7kq6++YsWKFdStW9dned26dalatSrLli3zljkcDlavXs11110HQMuWLTGbzT51jhw5wvbt27112rRpQ0ZGBj///LO3zsaNG8nIyPCps337do4cOeKts3TpUqxWKy1btvTWWbNmDQ6Hw6dOQkICderUCXiMVquV8PBwn4cQQgghhBBCCCGEEKJycyonuxzbAHCj4yDf+3CjA7DLsQ2ncpZnMwuVr+ejKx0F6EonX88v7yZVKmV+r8D06dMJDQ3lnnvu8Sn//PPPycnJ4ZFHHinWdgYMGMDs2bP5+uuvCQsL82aZR0REYLPZ0DSNIUOGMHr0aK644gquuOIKRo8eTXBwMD169PDW7d27N8888wwxMTFER0czbNgwmjZtyi233AJAo0aN6Ny5M3379mXq1KkAPP7443Tr1o0GDRoA0LFjRxo3bkzPnj0ZN24caWlpDBs2jL59+3oD5z169GDkyJH06tWLF198kb179zJ69GheeeWVcp8EQgghhBBCCCGEEEIIceFomkYd8+WYNEuhdWqYalXIuKHL7cahudCVAQ3QAYfmArcbMJZz6yqHMg/Cv/HGG7z//vt+5XFxcTz++OPFDsK/9957ALRr186nfPr06fTq1QuAZ599ltzcXPr37096ejrXXHMNS5cuJSwszFv/zTffxGQyce+995Kbm8vNN9/MjBkzMBr/ecHMmjWLQYMG0bFjRwC6d+/OO++8411uNBr59ttv6d+/P9dffz02m40ePXowfvx4b52IiAiWLVvGgAEDaNWqFVFRUQwdOpShQ4cW63iFEEIIIYQQQgghhBAXB7NmZkSVcdj1rELrhBrCMJ8aK74iCAnVMJrAobvRnQbAQMFgOTrgVG4sJiMhoRXvwkFFo6kyHmgoKCiI3bt3+w3Bsn//fho1akRubm5Z7r5Sy8zMJCIigoyMDBmaRghx3uSccmFIPwshSoucTy4M6WchRGmSc0rZkz4WACeO69gzCw9phoZrxFa5IKNwX9T2/+Xm/tuPcYyDuMzZp8aAN6DQ0ZXC5AwhnprM/TqeOpdVzoz4C3VOKfNM+Li4OLZt2+YXhP/tt9+IiYkp690LIYQQQgghhBBCCCEuEieO6zzZI5O0VL3QOtExBt6bHV6hA/F78ncwL3Mm94U/TANrk/JuTkAhYeAIP4brhIbKD0HX/ulPpXRcmoYj9hghYfHl2MrKocxfiffffz+DBg1i5cqVuN1u3G43K1asYPDgwdx///1lvXshhBBCCCFEJTJlyhTq1q1LUFAQLVu25Mcffyy07ldffUWHDh2oUqUK4eHhtGnThu+///4CtlYIIYQQF5o9U5GWqmO1akREGvweVqtGWmrRmfLlTSnFQvvnrM9dw0L755TxQCXnzI2LPJWLUoCmoU77h6ahFOSpXNy4yrupFV6ZB+Fff/11rrnmGm6++WZsNhs2m42OHTvyr3/9i9GjR5f17oUQQgghhBCVxLx58xgyZAgvvfQSv/76KzfeeCNdunQhKSkpYP01a9bQoUMHFi9ezObNm2nfvj233XYbv/766wVuuRBCCCEutCCbRnCI/yPIVvHHJ9/t2MGWvE2EGyLYkreJ3Y4d5d2kgHIzjWjZ4ZjD8wir4v8wh+ehZYeTm1k5h6K5kMp8OBqLxcK8efN47bXX+O2337DZbDRt2pTatWuX9a6FEEIIIYQQlcjEiRPp3bs3ffr0AWDSpEl8//33vPfee4wZM8av/qRJk3yejx49mq+//ppvvvmGFi1aXIgmCyGEEEKUiFKKRfYvyNNzqWmqw0HXfhbZv6ChpQmaVrEuILhw4VZuLEEKLdjht9yCBbfDjQsXFyDMXKldsN6pX78+9evXv1C7E0IIIYQQQlQiDoeDzZs38/zzz/uUd+zYkXXr1hVrG7quk5WVRXR0dFk0UQghhBAVhMupyM0NPIRLbq7C5ayYw7vAP1nw0cYYNE0j2hjjzYZvZE0s7+b5MGtmqpoSCDHHY7P4L891QrbJiFkzX/jGVTJlHoR3u93MmDGD5cuXk5KSgq77TpqwYsWKsm6CEEIIIYQQooI7ceIEbreb+Hjfib3i4+M5evRosbYxYcIEsrOzuffeewutk5+fT35+vvd5ZmbmuTVYCCGEEOUiPVXn4AEdlI4hwEDbug5onnp1LqtYw6ScngVfxeT5zBOihZHmTq2w2fBGzYjVYCbI4N8u3aDI0wqfIFf8o8yD8IMHD2bGjBnceuutJCYmVrgXkhBCCCGEEKLiOPP7glKqWN8h5syZw4gRI/j666+Ji4srtN6YMWMYOXLkebdTCCGEEOUj265wu8BkBlOAyKbTBS6np15Fc2YWPFDhs+FF6SjzIPzcuXP53//+R9euXct6V0IIIYQQQohKKjY2FqPR6Jf1npKS4pcdf6Z58+bRu3dvPv/8c2655ZYi677wwgsMHTrU+zwzM5OaNWuee8OFEEIIUT4UEOhCvap4wXf4JwvermcRZgwnV8/xLjNiwq5nVchs+Mo89E9FckEmZr388svLejdCCCGEEEKISsxisdCyZUuWLVvGnXfe6S1ftmwZt99+e6HrzZkzh8cee4w5c+Zw6623nnU/VqsVq9VaKm0WQgghxIUXHKphNHli7YECwEqB0eSpV5G4cJHiOkaoIYws5T8cXqghjBTXMVy4MFMxxlgvGPpHdxc+9I/BWDGH/qloyjwI/8wzz/DWW2/xzjvvVKirOEIIcT725O9gXuZM7gt/mAbWJuXdHCGEEOKiMHToUHr27EmrVq1o06YNH3zwAUlJSfTr1w/wZLEfPnyYmTNnAp4A/MMPP8xbb73Ftdde682it9lsRERElNtxCCGEEKLsRMcYqFXHSHCIhs3mH2vMzVXkZCuiYwJEjcuRWTPzYuwo7HpWoXVCDWEVapLT4ua4Sy782ZV5EH7t2rWsXLmS7777jiZNmmA2+76Qvvrqq7JughBClCqlFAvtn7M+dw02g41hlsZykVEIIYQoBffddx+pqam8+uqrHDlyhMTERBYvXkzt2rUBOHLkCElJSd76U6dOxeVyMWDAAAYMGOAtf+SRR5gxY8aFbr4QQgghLhCjCYJsGrYQ/+/iCsjPr5hh4ShjNFHG6PJuRrFV1gseFVGZB+EjIyN9bicVQojKrmAilXBDhEycIoQQQpSy/v37079//4DLzgysr1q1quwbJIQQQghxCausFzwqmjIPwk+fPr2sdyGEEBdMwUQqeXouNU11OOjaXyEnThFCCCGEEEIIIS5meYVMFlpYuRDl6YLcK+Byufjhhx+YOnUqWVmecY+Sk5Ox2+0XYvdCCFFqCrLgo40xaJpGtDHGmw0vhBBCCCGEEEKIshUarhEdYyA/X5FxUvd75Od7hkcJDZdEOVFxlHkm/IEDB+jcuTNJSUnk5+fToUMHwsLCGDt2LHl5ebz//vtl3QQhhCgVp2fBVzHFAxCihZHmTpVseCGEEEIIIYQQ4gKIrWLgvdnh2DMLz3gPDdeIrSLjlJcGt8tzd0GgaEdersLtuuBNqpTKPAg/ePBgWrVqxW+//UZMTIy3/M4776RPnz5lvXshhCg1Z2bBA37Z8DI2vBBCCCGEEEIIIS4Gaak6Sfvd6G4wBLimoetgMHrq1bnMeOEbWImUeRB+7dq1/PTTT1gsFp/y2rVrc/jw4bLevRBClIqCLHi7nkWYMZxcPce7zIgJu54l2fBCCCGEEEIIIUQZO3Fc58kemaSl6oXWiY7xZMtLNvz5KW50Q6IgZ1fmQXhd13G73X7lhw4dIiwsrKx3L4QQpcKFixTXMUINYWSpTL/loYYwUlzHcOHCjLkcWiiEEEIIIYQQQlz87JmKtFQdq1UjyOYf/s3L9Sy3Zypiq5RDAy8iUTEGatY2EBxqwBagr3NzFTl2nagYudhxNmUehO/QoQOTJk3igw8+ADxDN9jtdoYPH07Xrl3LevdCCFEqzJqZF2NHYdezCq0TagjDrEkAXgghhBBCCCGEKGtBNo3gkMA52Pn5hY8XL0rGZNawFdHXjnzJgy+OMg/CT5w4kX/96180btyYvLw8evTowd69e4mNjWXOnDllvXshhCg1UcZooozR5d0MIYQQQgghhBBCCFGJlHkQvnr16mzdupW5c+eyefNmdF2nd+/ePPjgg9hstrLevRBCCCGEEEIIIYQQQghRbso0CO90OmnQoAGLFi3i0Ucf5dFHHy3L3QkhhBBCCCGEEEIIIYQQFUqZBuHNZjP5+flomowNJIQQQgghhBBCCCGEEJVNXm7gMfYLKxf+ynzq2qeeeor//ve/uFyust6VEEIIIYQQQgghhBDiEpCXq8jJ9n9IYLj0hIZrRMcYyM9XZJzU/R75+YroGAOh4ZKAfTZlPib8xo0bWb58OUuXLqVp06aEhIT4LP/qq6/KuglCCCGEEEIIIYQQQoiLQEFgOC3VEwQORALDpSO2ioH3Zodjzyz8wkZouEZslTLP8670yjwIHxkZyd13313WuxFCCCGEEEIIIYQQQlzkJDB8YcVWMRBbpbxbUfmVeRB++vTpZb0LIYS44Pbk72Be5kzuC3+YBtYm5d0cIYQQQgghhBDikiGBYVHZXJBLQi6Xix9++IGpU6eSlZUFQHJyMna7vUTbWbNmDbfddhsJCQlomsaCBQt8liulGDFiBAkJCdhsNtq1a8eOHTt86uTn5/PUU08RGxtLSEgI3bt359ChQz510tPT6dmzJxEREURERNCzZ09OnjzpUycpKYnbbruNkJAQYmNjGTRoEA6Hw6fO77//Ttu2bbHZbFSvXp1XX30VpWRcKiEqO6UUC+2fsz53DQvtn8v7WgghhBBCCCGEEEIUqsyD8AcOHKBp06bcfvvtDBgwgOPHjwMwduxYhg0bVqJtZWdnc+WVV/LOO+8EXD527FgmTpzIO++8w6ZNm6hatSodOnTwBv4BhgwZwvz585k7dy5r167FbrfTrVs33G63t06PHj3YunUrS5YsYcmSJWzdupWePXt6l7vdbm699Vays7NZu3Ytc+fO5csvv+SZZ57x1snMzKRDhw4kJCSwadMmJk+ezPjx45k4cWKJjlkIUfHsduxgS94mwg0RbMnbxG7HjrOvJIQQQgghhBBCCCEuSWU+HM3gwYNp1aoVv/32GzExMd7yO++8kz59+pRoW126dKFLly4BlymlmDRpEi+99BJ33XUXAJ988gnx8fHMnj2bJ554goyMDKZNm8ann37KLbfcAsBnn31GzZo1+eGHH+jUqRO7du1iyZIlbNiwgWuuuQaADz/8kDZt2rBnzx4aNGjA0qVL2blzJwcPHiQhIQGACRMm0KtXL0aNGkV4eDizZs0iLy+PGTNmYLVaSUxM5I8//mDixIkMHToUTZPJIYSojJRSLLJ/QZ6eS01THQ669rPI/gUNLU3kfS2EEEIIIYQQQggh/JR5JvzatWt5+eWXsVgsPuW1a9fm8OHDpbafffv2cfToUTp27Ogts1qttG3blnXr1gGwefNmnE6nT52EhAQSExO9ddavX09ERIQ3AA9w7bXXEhER4VMnMTHRG4AH6NSpE/n5+WzevNlbp23btlitVp86ycnJ7N+/v9SOWwhxYRVkwUcbY9A0jWhjjGTDCyGEEAKAPJeLeb/sYPzS9by/ejN/H09Dl2HrztuyefPKuwmVmq4Uh9Iz2XMslUPpmfKaFOVu1KhRXHfddQQHBxMZGVnezRFCiAuizIPwuq77DPVS4NChQ4SFhZXafo4ePQpAfHy8T3l8fLx32dGjR7FYLERFRRVZJy4uzm/7cXFxPnXO3E9UVBQWi6XIOgXPC+qcKT8/n8zMTJ+HEKLiOD0LPkTznL9CtDDy9FwW2b+QseGFEEKIUjBlyhTq1q1LUFAQLVu25Mcffyyy/urVq2nZsiVBQUHUq1eP999/v8zbOODIw1y1rw4DjjzsLZu6ZgsD5izh+1372HkslZ+TjvD6knU8+9Vy/kxJK5X97p4Oy+7x/CxN2cnwx6een4UtO7E1cJ0TW2Hj856fpe3E0aM80Kwpwx96kB5XNiPt1NCmldn39oXcebA939sX+i3bk7+DV48/x578wpM7pp+cwk37E5l+ckqx1v8zJY0P1/7Ks7tf56HMG3h29+t8uPbXEr8mx54YztX7LmfsieElWq+gzdfva8yDh27zO7Y9+Tt4PPl+uiZdH7BPfvn+EN8+ZGd5v/yAr7F5i5bzZa9jzFu0POC+t27az1fPHGDrpv0Bl5/PcYlz53A4uOeee3jyySfLuylCCHHBlHkQvkOHDkyaNMn7XNM07HY7w4cPp2vXrqW+vzOHg1BKnXWIiDPrBKpfGnUKAnSFtWfMmDHeyWAjIiKoWbNmke0WQlxYZ2bBA5INfxZjxoyhdevWhIWFERcXxx133MGePXt86sik2kIIIQrMmzePIUOG8NJLL/Hrr79y44030qVLF5KSkgLW37dvH127duXGG2/k119/5cUXX2TQoEF8+eWXZdZGh8PB+rw1AKzPW4PD4WDqmi1sPJBMoL8WaTl5vLXy51IJxB9ZBeinfpai9O1wfJPnZ2HLjqwKXOfIKsjaV/ptWrNwIfc2asi+HTvQleLv7du5p/4VrFnoH6itLHRdZ/rJ9zjoOsD0k++h67p3mVKKhfbPWZ+7hoX2zwN+9nC73Xx68kPsys6nJz/0SXYLtP6fKWnM27yLv9PS+Dt2MW5jLn/HLmZfmqe8uK9Jl8vFV1lzcXHqp8tV7GN2u93MPPkhueSwy7md+RlzvcemlGJB5v/Ymv8LR92H+fjkFL8+ObRMYc4Nxn3cwpFVym/bucurEJZVhdzlVfyS/5RS7FmZge1gNfaszPDr0/M5LnF+Ro4cydNPP03Tpk3LuylCCHHBlHkQ/s0332T16tU0btyYvLw8evToQZ06dTh8+DD//e9/S20/VatWBfyzzFNSUrwZ6FWrVsXhcJCenl5knWPHjvlt//jx4z51ztxPeno6TqezyDopKSmAf7Z+gRdeeIGMjAzv4+DBg2c/cCHEBVGQBW/XszBiIlfP8T6MmLDrWZINH8Dq1asZMGAAGzZsYNmyZbhcLjp27Eh2dra3jkyqLYQQosDEiRPp3bs3ffr0oVGjRkyaNImaNWvy3nvvBaz//vvvU6tWLSZNmkSjRo3o06cPjz32GOPHjy+zNg460cvn+cDjj/DzgQAp5KfJdrhYuvPvcxoG5PBK2DMT/vgMXHZPmcvueb5npmf5uXBkQM4RyDkKqb+BK9vzM+coZPwBJ/+Ak3vh2EZwZkL6Ds/PlI1wZC0cXgXHNnjKldvzM/V3SN0G9vP8GjOm3xO8cM+/ycnMxGA0YTabMRhNZGdm8sI9/+aNSpo9uyR7IQec+zBh4oBzH0uy/7mgUJDsEW6IKDS5Y3rmFDLUSQAy1EmmZ04pdP1d+dtZvmc/2Q4Hx6svxWH0vHgcRjsp1ZeS43CwfM/+Yr0mx6WPwEG+Z33yGZc+otjH7GlzwfdvxfLcJd5j2+3YwercH3DhBjT2O/9mSfZC0nfCX1/ChpnHsRyIAzzJL8e2uPnjM9j5Iez7EuZ9/wNVkq8ANKokX8G873/g8CrPeyJ1G2z9dT+W3dUxuk1Ydldn66/7fV6f53NcQgghREmV+cSsCQkJbN26lblz57J582Z0Xad37948+OCD2Gy2UttP3bp1qVq1KsuWLaNFixaAJ0tl9erV3mB/y5YtMZvNLFu2jHvvvReAI0eOsH37dsaOHQtAmzZtyMjI4Oeff+bqq68GYOPGjWRkZHDdddd564waNYojR45QrVo1AJYuXYrVaqVly5beOi+++CIOh8M7Hv7SpUtJSEigTp06AY/BarX6jCEvhKg4XLhIcR0j1BBGlvIfKirUEEaK6xguXJgxl0MLK6YlS5b4PJ8+fTpxcXFs3ryZm266SSbVFkII4eVwONi8eTPPP/+8T3nHjh29czOdaf369T7zPYFnHqZp06bhdDoxm/3/Jufn55Ofn+99XpIhIB0OBz/n+7bll/z1NOYeLFgKWctjT0oqySezqBEVXuz9Aex8J3D5gfn//L96+xJtEoDtkz1BdaWDOx+CYsCeBNvGewLxBXQXaBq4ckEznAq2b6UgLopmBIMFHJmwdbSn3GiBdjNK3iaAb2fO5JuPP0Z3uzGaTBgMnrwxo9GApplwu1wsnPYRTdu04daHHz7L1ioOXdeZmTEVNy5CtXDsKpOZGVPpHNIdTdO8Qx7WNNXhoGs/i+xf0NDSxPvZw+12MzvjYxQKIybcuJid8TGPhvfHYDD4rT83dQ5kdCI0yMSuiO8A0DCg0NkV8R2Xp95Gcob9rK9Jl8vF1/bPfcq+tn/O/0WNwGQqOpzgdruZlfGxT1mafoKvM+bRILYxCzM/J9Wdcqpt4MLJJxnvYxlxO8oNiio+AQs928iB+epUbUUMHdAAHR2zy0rMtA7s1BQoDYNV4dSrY9M1XGYHNnsEx8aGk2ZQGC0aN3x07sclLrzzOW8LIURFUSaZ8FdddZU327zgNv5HH32Ud955hylTptCnT59zCsDb7Xa2bt3K1q1bAc/tp1u3biUpKQlN0xgyZAijR49m/vz5bN++nV69ehEcHEyPHj0AiIiIoHfv3jzzzDMsX76cX3/9lYceeoimTZt6AzuNGjWic+fO9O3blw0bNrBhwwb69u1Lt27daNCgAeD5ItC4cWN69uzJr7/+yvLlyxk2bBh9+/YlPNzzAaZHjx5YrVZ69erF9u3bmT9/PqNHj5YgjhCVlFkz82LsKMbGTSn08WLsKMyaBOCLkpGRAUB0dDRwcUyqLfN5CCFE6Thx4gRut7vIOZ7OVNg8TC6XixMnTgRc53yGgDwzC75AUuOpZ13X4dbJdjiLva8C4Q3Ob3lh6twBlkhPAN4S4fm/JcLzPKSm52EKBqMV0MBgPvXTCsZgT/C9oNwY5Pmp3J76de8+tzYBdH7wQcIKJmo883vTqedhUVF0fvDBc99JOSjIgrdqQRg0A1YtyJsNf+aQh4GGOizIgjdgwICGAYM3Gz7Q+tudm0mz7GNvzDfkG7MADQ0DoJFvzGJvzDe4ivGaPD1bXDt15aW4WeOnZ8EXrKtOZcMvyV54KgvehREDRowA7Hf+javtPtCKyNDXQGnKE4DX3CijG11ze54b3J73hNUFuobb7EAPysdtdoCugdVF3bt9j6uAZMOfnxEjRqBpWpGPX3755Zy2LUP3CiEuBmUShN+1a5d3qIGRI0dit9tLZbu//PILLVq08Ga6Dx06lBYtWvDKK68A8OyzzzJkyBD69+9Pq1atOHz4MEuXLvWZAPbNN9/kjjvu4N577+X6668nODiYb775BqPR6K0za9YsmjZtSseOHenYsSPNmjXj008/9S43Go18++23BAUFcf3113Pvvfdyxx13+Nz2GhERwbJlyzh06BCtWrWif//+DB06lKFDh5ZKXwghLrwoYzQ1zbULfUQZo8u7iRWaUoqhQ4dyww03kJiYCFwck2rLlwIhhChdJZ3jqaTzMJ3rEJCBsuAL2KP24MARcFkBi9FAiKXkF+uvGQ217wy8rPadnuXnIjoRGjzmCZprhlMZ7wbP86aDPQ9LOARX88S+NQ3QPM+D46FxfzCYPOXKfaqOEZoOhdq3nVubwPNd674hQ9A0DeXWfZYpt46mafQY8rTP97eK7vQsePOpOybMWHDj4pOT7/NN1ufk6bmEaJ7vrSFaGHl6rneow9Oz4LVTX+E9We2KWRkf83XGPL/1nVo+h6J/ZFfE4lP1NZ+fuyIWoxlVka/JQFnwBb62f17kGOqBsuALpOknmJb6LifcKahTbSpolwsn07v3Z1+vL1EBZlnQjW6av+xi4f0v/7P01MtEAd/c+wotX3Wxp/csdIMbpSlwG1CaQje42dN7FgmdnT7HVbDv4hyXKNzAgQPZtWtXkY+C7wAlJUP3CiEuBmVyn1Xz5s159NFHueGGG1BKMX78eEJDQwPWLQigF0e7du2KHG9Z0zRGjBjBiBEjCq0TFBTE5MmTmTx5cqF1oqOj+eyzz4psS61atVi0aFGRdZo2bcqaNWuKrCOEEJeKgQMHsm3bNtauXeu3rDJPqv3CCy/4XGDNzMyUQLwQQpyD2NhYjEZjkXM8namweZhMJhMxMTEB1znXISALy4I/NTIGSY2ncvnOpwpdv0FcDAmRYYUuL095JzxDyugOT/b76fLTPEF23eEJsueng+W0w3Dn4Unt0kErpW+Xjzz3PPMmTSIjNRVOm2tT191ExMby0LPPls6OLpAzs+ABTzY8Qex3/Y09J4uqpgTvZ40zs+F/ylnpkwUPYEBDYSBDpbM8dwm1zHV81o8zV2F3+OZTY8FrfsH7grHhEyLbFdruQFnwGppn/VNZ4y9UeT3guoGy4AvWVSj2qz9RgBGDd7kRI27c7HP9xS7HTurgf0uFQjHPPpMc5Un6MygTnArlKxQ5Kptx6SNIcbioi4Y5P8iTNa80dKObvY7dvJQ66JyPSxQuNjaW2NjYMtm2DN0rhLgYlEkm/IwZM4iJiWHRokVomsZ3333H/Pnz/R4LFiwoi90LIYSoYJ566ikWLlzIypUrqVGjhrf8YphU22q1Eh4e7vMQQghRchaLhZYtW7Js2TKf8mXLlnnnZjpTmzZt/OovXbqUVq1aBRwP/lwVlQVfoKhs+BCLiY6N62E4x2Epw+qc+o8GoXXwjsfuLT9HpmCwxUNsS6j/iOenLd5TXrAspgWEXeYZnibsMoht7ikPrgrmUE95vXs8P82hEFQKNwYWZMMbDAaUrnsfBoOh0mbBu3CiYcChHN4HSsOJgxPuFIwYydVzvA8jJux6Fgsz/8esU1nwoOFG9z4KpOknwK35rK/pGrlmzzCAKNDVqbU8g60DsCfyO5Su+zca/yx4ddq/AoVljZ+ZBR9oXc//PWUFx6OfKnXhZH/Ub7gNThQ6DpsdlzkfUOQFZfGd+X+ciN2Py5RPdnAaW66aT3ZwGi5TPidi9/O1/XOOhyXhCLaTUe0QOzt/RUa1QziC7RwPS2JF7vfndFyi9CQlJXmHFna73d5hh0trFAUhhKiIyiQTvkGDBsydOxcAg8HA8uXLAw4TIIQQ4uKmlOKpp55i/vz5rFq1irp16/osvxgm1RZCCFF6hg4dSs+ePWnVqhVt2rThgw8+ICkpiX79+gGeu48OHz7MzJkzAejXrx/vvPMOQ4cOpW/fvqxfv55p06YxZ86cUm1XKilFVziVDa9Z7ODwjULHBAfxxI1XcXncuUenq90AEQ3BHAFmMzid4MyA4PNMOrWEQ9OnPRnumgYxzT1Z74ZT3xILlik3/2S7G/+pc91kTwa9wQB17jqVSR90fm0q8Mhzz1O9Tl109U+Q2KAZuOW++0pnBxdIPnmk62mYMONUvhdpFAoDBnQUmXoGmuabIxdqCOOI6zC5KudUpnbggLkCslQmRvXPxQm3fuoWAq2gBqc9BzSNfHLJwU4YEX7bzOIkTooeL96JkyxOEoXvCzEHO7kqp8h1C+gotNPad+qtxKE6v/HpqAfQDArd6gAFxjwbLoODo8a9gOL14VfjsNjBCLjB4ggl35aFhgFntTT+958+6CYHGGBTh5kYXBac5hx0Z+B+PNtxidLzyiuv8Mknn3ifF3wPWLlyJe3atSunVonKxpGWhrOICzfm0FAs0TJkrKg4yiQIf9VVV7F8+XKioqIYPnx4oUPRCCGEuLgNGDCA2bNn8/XXXxMWFubNMo+IiMBms/lMqn3FFVdwxRVXMHr06EIn1Y6JiSE6Opphw4YVOqn21KmeyfEef/zxQifVHjduHGlpaQEn1R45ciS9evXixRdfZO/evYwePZpXXnlFJtUWQogL4L777iM1NZVXX32VI0eOkJiYyOLFi6lduzbguQiblJTkrV+3bl0WL17M008/zbvvvktCQgJvv/02d999HjODBlDNUoOXo8ewy7G90DqNLIl0vfsevt66h4NpmYRaLXRsXJc6sVHnnAF/utMD7mYzmEspPmg47RuhpvkOKVOwzFtm8H1+esDdYABDKQXgwZMN3+nUZ4HKzGYIZmrV2aS4/e/YA7DrmQRrIVQ31wq4PNQQxkHHfg66DgRcnq3biTbG0MDaxG/ZnvwdpLlTCdZCSM/JI9/lwmoyERUchKZp1DTVJszoH4AHiDLF8nbcx/zt3FvosdUzX0GUyf+FGGaM4IOqc9jt2EG+yvNbnqPn4NKdVDHHE2LwjxXoyk0VU3yhfZLk2MdJPT3gMoBIQxS1LHULXb4zbxsp7sBz/UDhxyVKz4wZM5gxY0Z5N0NUYrrTyfYRI8g57TPBmYJr1aL5hAkYSvHOOCHOh6aKGmT9HNlsNvbu3UuNGjUwGo0cOXJEMuHPQWZmJhEREWRkZMjwBkKI81Ye55TCAtfTp0+nV69egCdbfuTIkUydOpX09HSuueYa3n33XZ+Jm/Ly8vi///s/Zs+eTW5uLjfffDNTpkzxGXs9LS2NQYMGsXDhQgC6d+/OO++8Q2RkpLdOUlIS/fv3Z8WKFdhsNnr06MH48eN9xpj8/fffGTBgAD///DNRUVH069evREF4OXcLIUqLnE8uDOlnIURpknNK2ZM+Fkopdo4aRcqqVdgSEk7NHu5dSG5yMnHt2tH4pZckmUqc1YU6p5RJEL5NmzaEhoZyww03MHLkSIYNG1YqE7NeauQPixCiNMk55cKQfhZClBY5n1wY0s9CiNIk55SyJ30sADJ27OD3l17CGBKCOeyfGcOdWVm4s7NpOmoUEU387xIS4kwX6pxSJsPRzJgxg+HDh/tMzGoy+e9K0zQJwgshhBBCCCGEEEIIIYotvHFjolq14sTatZhCQ9E0DaUUjtRUYm+4gfDGjcu7iUL4kIlZhRBCCCGEEEIIIYQQlYamadS4807Sf/kFl92OOSwMl92OMSiIGnfeKcPQiArHcPYq50fXdQnACyGEEEIIIYQQQgghSk1BNrwjNdWbBR/VqpVkwYsKqUwy4RcuXEiXLl0wm83eCfIK071797JoghBCCCGEEEIIIYQQ4iJ1ejZ83pEjkgUvKrQyCcLfcccdHD16lLi4OO64445C62mahtvtLosmCCGEEEIIIYQQQgghLmIF2fDHli0jvkMHwhs3xpGWhtNuL3Qdc2golujoC9hKIcooCK/resD/CyGEEEIIIYQQQgghRGnQNI2ad9+NOzeXmnffjXK52D5iBDlJSYWuE1yrFs0nTMBgNl/AlopLXZkE4YUQQgghhBBCCCGEEKKshTdqRLNRowBQSmGNiyNj505sCQlw+tA0SpGbnIw1Lg7NJCFRcWGV6cSsuq7z8ccf061bNxITE2natCndu3dn5syZKKXKctdCCCGEEEIIIYQQQohLSME48ebQUJTbjclm8z6U2405NFTGjRflosyC8EopunfvTp8+fTh8+DBNmzalSZMmHDhwgF69enHnnXeW1a6FEEIIIYQQQgghhBCXoIJx4h2pqd4kYKUUjtRUolq1Irxx43JuobgUldm9FzNmzGDNmjUsX76c9u3b+yxbsWIFd9xxBzNnzuThhx8uqyYIIYQQQgghhBBCCCEuIQXZ8Om//ILLbsccFobLbscYFCRZ8KLclFkm/Jw5c3jxxRf9AvAA//rXv3j++eeZNWtWWe1eCCGEEEIIIYQQQghxCTozG16y4EV5K7Mg/LZt2+jcuXOhy7t06cJvv/1WVrsXQgghhBBCCCGEEEJcggqy4Y1BQeQdOSJZ8KLclVkQPi0tjfj4+EKXx8fHk56eXla7F0IIIYQQQgghhBBCXKIKsuGdGRmSBS/KXZmNCe92uzGZCt+80WjE5XKV1e6FEEIIIYQQQgghhBCXKE3TqHn33bhzc6l5992SBS/KVZkF4ZVS9OrVC6vVGnB5fn5+We1aCCGEEEIIIYQQQghxiQtv1Ihmo0aVdzOEKLsg/COPPHLWOg8//HBZ7V4IIYQQQgghhBBCCCGEKHdlFoSfPn16WW1aCCGEEEKIEtmTv4N5mTO5L/xhGliblHdzhBBCCCGEEJeQMpuYVQghhBBCiIpAKcVC++esz13DQvvnKKXKu0kigPT0dHr27ElERAQRERH07NmTkydPFlrf6XTy3HPP0bRpU0JCQkhISODhhx8mOTn5wjVaCCGEEEKIYiizTHghhBBCCCEqgt2OHWzJ20S4IYIteZvY7dhBI2tieTdLnKFHjx4cOnSIJUuWAPD444/Ts2dPvvnmm4D1c3Jy2LJlC//5z3+48sorSU9PZ8iQIXTv3p1ffvnlQjZdCHGGE8d17JmFX/AMDdeIrSI5gUIIIS4dEoQXQohzkJ0Mh5dD9ZshJKG8WyOEEKIwSikW2b8gT8+lpqkOB137WWT/goaWJmiaVt7NE6fs2rWLJUuWsGHDBq655hoAPvzwQ9q0acOePXto0KCB3zoREREsW7bMp2zy5MlcffXVJCUlUatWrVJrnwQUhSi+E8d1nuyRSVqqXmid6BgD780Ol/eNEEKIS4YE4YUQ4hykb4fjmyA4XoLwQghRkRVkwUcbY9A0jWhjjGTDV0Dr168nIiLCG4AHuPbaa4mIiGDdunUBg/CBZGRkoGkakZGRpdY2CSgKUTL2TEVaqo7VqhFk87/YmZfrWW7PVMRWKYcGCiGEEOVAgvBCCFFMjgxw5QAapP4GrmzPz+hmgAJTMFgiyruVQgghCpyeBV/FFA9AiBZGmjtVsuErmKNHjxIXF+dXHhcXx9GjR4u1jby8PJ5//nl69OhBeHh4ofXy8/PJz8/3Ps/MzCxyuwUBRaMRTCb/10t+nuJosk7SPrcE4YU4TZBNIzgk8Dk2P1/m5hBCCHFpkSC8EBXAF7Ny2LPdXejyBolG/v1gcIm3e7Zbpx0OhcVSePDh2FE3zvxCFxNXzUD9RpfOaWT7ZHBmgtLBnQ9BMWBPgm3jQTOAORyuerm8WymEEKLAmVnwgGTDX2AjRoxg5MiRRdbZtGkTQMALIkqpYl0ocTqd3H///ei6zpQpU4qsO2bMmLO26UxuFxzc70YP8HFN18HthleetjNjQYQE4kWJyFBHQgghxKXh0omelZMpU6Ywbtw4jhw5QpMmTZg0aRI33nhjeTdLVCBfzMphwEPZxapbkkD8mbdOZ+kZnHClEGuKI8wQgdsFRw7rVE3QMJk1v+X5eYp9e3WMJlDouHFjxIhB++dLQJBN45u1kZdMIL7OHXBgIeQcAaMNHHYwh4I7F4KrQe3u5d1CIYQQBQqy4O16FmHGcHL1HO8yIybsepZkw18AAwcO5P777y+yTp06ddi2bRvHjh3zW3b8+HHi4+OLXN/pdHLvvfeyb98+VqxYUWQWPMALL7zA0KFDvc8zMzOpWbNmkeu43eByejLhDcYzlyl0HU6elOE1ikOCzv8o7lBHo94OLTJx5lLqMyGEEKKyujQiZ+Vk3rx5DBkyhClTpnD99dczdepUunTpws6dO0t1oihRuRWVAX8u9Qr4jMUYBIccB3DqOWQYcqlhuZKMk4q8XIXJZCAiQvNbnpKncLvBbAG3yYHCCZixGIIAcDs94zmmHNGp36ikR105RSdCUKwn892ZBfmpgAJzCDR4DIKrlncLhRBCFHDhIsV1jFBDGFnKf7iRUEMYKa5juHBhxlwOLbw0xMbGEhsbe9Z6bdq0ISMjg59//pmrr74agI0bN5KRkcF1111X6HoFAfi9e/eycuVKYmJizrovq9WK1Wot/kGcoitQKOynXk6hYRqcFhd1O2V4jbOR8fV9FWfs9JSjbob2zSI3p/DX16XUZ0IIUcCRlobTbi90uTk0FEt09AVskRBFkyB8GZo4cSK9e/emT58+AEyaNInvv/+e9957jzFjxpRz68SlIsimYbcew2E4iRGFAwd2SwrWIM+4q5YgDXtQiv9yqyeNSzO6UZZ8jIAiH6PBjBETDhTuIoaquRg5MiA3BXSnJwCv3J6fRoun3GSTMeGFEKKiMGtmXowdhV3PKrROqCEMsyYB+IqgUaNGdO7cmb59+zJ16lQAHn/8cbp16+YzKWvDhg0ZM2YMd955Jy6Xi3//+99s2bKFRYsW4Xa7vePHR0dHY7FYSq19bpciLwfyNbyB94wMT1BUKUBB8mFFeqpOncuMhW7nUlfcCTsP7nNfUtnyRY2dnpkJGemKsHCZ5FQIIQroTifbR4wgJymp0DrBtWrRfMIEDGb5rCcqBgnClxGHw8HmzZt5/vnnfco7duzIunXrAq5T0kmihCgWpTjkOoBCYcSEGxeHXAeoTZUil1fFk7XmUi5AYcCIjpt8PZ9gw6V56tj2JjjSIC/t1BduPD/zUmHPR2CJhlYjyrWJQgghThNljCbKKBlQlcWsWbMYNGgQHTt2BKB79+688847PnX27NlDRkYGAIcOHWLhwoUANG/e3KfeypUradeuXam1zelUKPXP3/9A8nMh+ZCbFlfLl/2zKSronG3X+c9Qu2R+n6GyTXLqcioy0nVyc/3b7MhTuFwVr81CiMpDM5kwh4fjOHkSa4Bh6/KPHSMiMRHNdGnGLkTFJK/GMnLixAncbrffGJbx8fHeDJ0zncskUUKcTap+glw9BwMGNE3DoAzk6jlkuNOBcE7q6QGXZ7kzUITiwoUJzxccDQNOnLhxAZdelpczyxNw151AwfcGBbrDUy7JlEIIIcS5i46O5rPPPiuyjjotCl6nTh2f52VJL3z0FC+lKDJwLIrHrUvmd2XncCiOJivycgO/cZQCqxX2/ekKuPxiu9NBCFH6lMtFzqFDniFpTp5EM/4Tn1BuN0rXyTl0COVyoUkmvKggJAhfxs6c6EspVejkX+cySZQQRVJw1HUYZfJksoMnkK7jIsV9DAjnuPsoCv/lqfoJIORUmeb9qdDJ1/MxUfxJYi8WBpMn9q4KhufXAOV5rsye5UIIIYS4uISGa5gMp8acKZTns9KRw8WI1otiqWyZ3xejc51E12LRqFbdgNEI1iDf36HTqfhrj5v8fPjPUDtWq//v+FK800EIUTKayUTIZZdx8vffPYF2oxFN01BKeQPvIZddJpnwokKRV2MZiY2NxWg0+mW9p6Sk+GXHFzjXSaKEKEymnkGenofxVJY74M12z1d5uJUTXc/HHGC5Qzk8z/H9YFyQDW9Qbi61bPgresLezyBzL57v2gVdoyC0JlzxUDk2TgghhBBlIjrSTQPbJvbTqohaCtA4muwuoo4Qlcf5TqJrNEFEpMHvQkputgLcaBpYLZpfED4/T3E0WSdpn1uC8EKIQmmaRs277iJ17Vryjh3zlBmNngC8phEUG0vNu+4qNAlWiPIgQfgyYrFYaNmyJcuWLePOO+/0li9btozbb7+9HFsmLhW6rpPmPoE734KGhu/HZzMq34wbN5rDgp4T5L/c4Tk9KJcRt8M3A0ZHJ9/txniJBeGjE6HOHbBtvOe5ZgTlAjRPeXRiOTZOCCGEEGVCM5kwBdmKVVeGoxHnIi838OumsPILwZ6pOH5MD5jNDp5g+fFjhQ8LpFxu3HkO3GfE0d35oLsNOPI19v3pxnDGcl0HtxteedrOjAUREogXQhQqvHFjYm64geSFC1EOB8poRDkcaGYzMTfcQHjjxuXdRCF8SBC+DA0dOpSePXvSqlUr2rRpwwcffEBSUhL9+vUr76aJCqRBYvEC2cWtV8AS7oCodLS0YNz5Fv8KbiOaNQ/NZcSdGeK3WCkNDG5QGrrD/1ShAyHBEFft0vpgHBQLxiDPWJaWUHDYQdM85UIIIYS4+GiaRkjN6rDl7HWNl1Z+wjk7W9DZ7VLk5SoC5S/m5SrcgYcSr3RCwzWiYwykpeqFDrETGWnAnqUueKA+LVUnab8bFH6Bcjg1T4LmqVfnMt8Xvu50knfkCJo6idPk8FmW77bgzq+L0i1omgGT2fe37HYrdB1OnpRx/4UQRTszG17PzwfAGh0tWfCiQpIgfBm67777SE1N5dVXX+XIkSMkJiayePFiateuXd5NExXIvx/0jK2+Z3vhty83SDR66xVXjfgQvph7OUknUwutk5t3HFuQmUCnghx3FrnHDxPprhpwXZshiMuqR1K/0aV1GrHFQXQzCIqB2KvgxBbPpKy2uPJumRBCCCHKgu50krprH9DiLDUVebkXokXl61zHCS9Ydragc0iIxh873RxN1ksc/K1sYqt4hnMpqj8dDsVLg+xF9ll0jIHQ8NINNuXYPRc7TCb8AuUATofC5fLUO5NmMqGZTag8FwaTyZOxUrAMk3d6BYMxwIUrhV/2vBBCFOb0bHg9Px+D1SpZ8KLCurSiZ+Wgf//+9O/fv7ybISq4kgbYi6tF9Xq0qF6vTLZ9qbKEQ7OhnqFoNA1imnsmZpVJWYUQQoiLk2YyYbAFFa+yfnFPzHq+44QXJ+i8/TcnAx7KwmgALVAw1u0ZriRQ8LeicqSl4bTbAy6zAeFRoViiowtdf9TboaQcKbzP46oZymzYloCBcsBtBAq5I0HTNCyRkWgpJ1DKjcFnA+rUvEqSoSqEOH/ebPiffiI/LU2y4EWFJmEjIYQoodMD7poGmpxJhRBCiIuWpmlUS6wFv529bnhU5c7MPht7piItVcdq1Qiy+Qc48nI9y4saRiS2iqHIIUbSU3WMJkCBChR31jyTfoaEVo4Ai+50sn3ECHKSkgqtE1yrFs0nTMBgNvstO3Fc92bCF6aoCx/lxRAUhDs4itzsVAxWMxqeBPi8PDcYjGh65fj9CSEqvvDGjYm94QaOLVtGrGTBiwpMQkdCCCGEEEIIUYSIGrHA2ceaCQ4pWWDxfIZ2KU9BNq3QYy1syJTiiooxULO2geBQA7YAgf7cXEWOXScqpuL1SyCayYQ1Lo6MnTuxJST4DM2CUuQmJ2ONi0MzBf5qXhoXPi60gmGHTuTFkJOZD3kGDAYjuu7GqRvAYELp4HaCQ/m+XnTd83C5Ks+dDkKI8qVpGjXvvht3bi41775bsuBFhSVBeCGEEEIIIYQoQkRUcQK+GuGRxQ8Mn+/QLhczk1nDVkSg35FfeQIsmqZR4847Sf/lF5TbjTkszLvMmZWFOTSUGnfeedagUVle+CiKrnsmyg1UXpiCYYeyMkLZO+UL0n/5BVv16uQePoyp8fVMXvdvdm3XyS3supYGxw4r0i+Ccf+Fv/379/Paa6+xYsUKjh49SkJCAg899BAvvfQSFoulvJsnKqnwRo1oNmpUeTdDiCJJEF4IIYQQQgghilDvioJAoI53VkkfhjPqnV1lzHA+na4rfvvFMyj4la1MGAyVJzB+oYU3bkxUq1acWLsWU2gomqahlMKRmkpUq1YYQ0PJLmS4GsfJEMpj/PSQUA2jyTMkkCvA2O9KL3pYIM+wQwaie9/M73+vQGWfJDraQNOnbiCoYwj9HvSM+x9wvPlT2fDZlWjcf1F8u3fvRtd1pk6dyuWXX8727dvp27cv2dnZjB8/vrybJ4QQZUaC8EIIIYQQ4qK3J38H8zJncl/4wzSwNinv5ohKJjYsC6uWi0JDwz8FWGFAQxEbpgHFnMT1lPLKcD5fBoNGi6v9xzAX/k7PhnfZ7ZjDwnDZ7RisVnIPHmTr4MGFrnsy4kpQgy5gaz0KhgUymTQsQf6vT0eewuVSZx0WqOACxLFly4jv0IHwxo2plu3CbMYzR2uAl75BA0wQXEnG/Rcl07lzZzp37ux9Xq9ePfbs2cN7770nQXghxEVNgvBCCCGEEOKippRiof1z1ueuwWawMczSWMYLFSUSUyucWMtfGJULk+bwW+5SFtyaiZhaLcqhdReecjlx57r9yt15oDs0HCdPAjHntY+83MAXIAorr+jOzIZ3pKYSc/31aJpGyqpVhY4Xb6kXEzhSXcZCwzXiqhpJS9VxBLoYpEFcVSOh4UW3LdBYzdExBmrVMRIcohU+7n+2IrqSjPsvzl9GRgbR0dHl3QwhhChTEoQXQgghhBAXtd2OHWzJ20S4IYIteZvY7dhBI2tieTdLVCKR0Wbiq5s5cdiFiwBjFmsQX91MZPQlkBmuFGl/HMTksvstcuhmnLqZP97+hss/ehmDueT9UTCpZ1qqXuidANExhrMGfysSR1oaTrudmDZtSF23jpwDB9AMBmKvuw6AtI0bCx0vPrZDR1h14dtcMK57aUwcHGisZgNuzJobS4DVXW4XOA3kJGeTbfbfvzk0FIsEbC8af/31F5MnT2bChAmF1snPzyc/P9/7PDMz80I0TQghSpUE4YUQQgghxEVLKcUi+xfk6bnUNNXhoGs/i+xf0NDSRLLhRbHFVjEwY21TlrS9DeX0z4TXzBY6r/7mop9ANTRcIzrWSPKxIPLyXQGD7KGGNKISwtBM5/ZVszSDvxWB7nSyfcQIck6N+Z6floYrKwtTWBh/Tp6M2+nElZ2NMzsbzWj0ZL0rRd7Ro0S1aoUlzjMhQHncGeAZ1730t6s7neQdOYKmTuI0+b+fcrIVOe5QdoycRlroCb/lwbVq0XzChHO6yCPKzogRIxg5cmSRdTZt2kSrVq28z5OTk+ncuTP33HMPffr0KXS9MWPGnHXbQghR0UkQXgghhBCikjhxXC8yMOVwKCyWwgPLlSlwVVoKsuBrpTah4YYuaNd+xxaDZMOLkouvZuGqHm04OGeOp+BUsBSg5gMPEF8tQIb8RaYgQH7kl6PsmfghBpsNc0iId7kzOxurM43Eh144r4tcZRX8LQ+ayYQ1Lo6MnTuxJSRgMxrJO3aMoPh4jDYb9u3bMZjN6Pn5ONPS0IxGlNuN0nUyfvuNtLRxRIYNJS1VkZsVeB/RsZXrzgDNZEIzm1B5Lgwmk98wPOAJzBtDQzFFOH2W5SYnY42LO+eLPKLsDBw4kPvvv7/IOnXq1PH+Pzk5mfbt29OmTRs++OCDItd74YUXGDp0qPd5ZmYmNWvWPK/2isqv4C6jwshdM6Kikb9cQgghxBmmTJnCuHHjOHLkCE2aNGHSpEnceOON5d0sUYFMfy+bnb+5Cl3e+EoTjz4ZUujyomz8ycHBfW6OOA6zIe9Hrg26kWqW6mRlKj58OwdHHgQFmMTR5VKcOKqIq2rAYAKHnk+mnkG4IQKLwQpATKyBaV9EXDKB+NOz4C/f0p5aP92Ey5JHUocdkg0vzkmjl1/m0JdfohwObwBes1ho9PLL57zNyjb2eWwVAzGdG2DYXJsTa9cSXK02mqahlCIn/QCxN9xAeOPG5d3MCuP0SVmV201QlSoEVfFcYXBkZmIMCsJgsWC02XCePInBakV3OjFHRqK7XMTVDGaAmkCaJa3QfUTXiSE68jWgcpzbNU3DEhmJ82gGuU4dg9HoXaa73biMFjTNCLqOyWbzLisYoqfGnXfKubsCio2NJTY2tlh1Dx8+TPv27WnZsiXTp0/HYCj6tWu1WrFaraXRTHGROPMuo0DkrhlR0UgQXogKQK7gClFxzJs3jyFDhjBlyhSuv/56pk6dSpcuXdi5cye1atUq7+aJCmD6e9k83z/nLLU8WXwlDcRv/MnBXe0ycLtBEQZ05QdAw14Q7wMgyKbQDU6cyoFZs2DWzDid4MgHh0PHZIJ8peNWNrI0Haumo+uQfFDn4D73JROE33F8N3uTD1FLa0yNjddhzgmhxsbrqNVyBXtTD7HDvZvEuEbl3UxRiZhMJmrcffc/2fBAjbvvxnQOWbmh4RqR4W7STuiVLsP59MCyy27HHBaGy27HGBQkAdIAzpyUteCihTMtjZg2bcjZtw8FuLOz0Z1ODGYzluhoNKDGXXehLViAtn9zoZO3xtWuXakyw0PDNWKrB5N8MgK7PRuDxYIGKEB3ODCFhhAdnIcpK5n03w6jaRrhjRvjSE2VizwXgeTkZNq1a0etWrUYP348x48f9y6rWrVqObZMVCZn3mUU6Nwod82IikZejUKUs7K8gns+wX25MCAuVRMnTqR3797ecSknTZrE999/z3vvvceYMWPKuXWiIigqA/5c6p3u4D43bjegKdB0T6atpqGhga55A/EGIzhMOYCOCxchhgjc+qllBjBa3OgqD5RC11wYNROay4jLCdn2ipldW9qUUvwxyUr7zBcw6xZsqZ7sPFtaLDd+8BxOzcEf4RpNRikJGIoSOT0b/nyy4KMj3Qy4YgJp5tTC61TgDOczA8sSIC1cURct6vXuzeEFCzz9GB6OIzUVc0wMel4esTfcQEQTzx07BZn0gSZvrWwXPnyHNfrAO6yRMzsbPTeXBkOfITQ0iMMTXBgT6mEOC8OZlVVqF3nke075Wrp0KX/++Sd//vknNWrU8Fmm1KXxGUWcvzPvMroYzo3i4idBeCHKmWYyYbBayTtxAkuA2/ccJ04QesUVJb6Cez7Bfbm1S1yqHA4Hmzdv5vnnn/cp79ixI+vWrSunVomKqWy+JHqCAgqFjmbQffZlwIjb7fki4dYcYHTheabjMORi0Dy37BsM4DDkgnJjOLW2Q8vFYggtkzZXVC5cqCwL4akxGF0mDMoTxDToBkJTquI2ucjTUnHhwoz8LRPFZzKZqHnffSTNmUPN++47pyx48HwGjK8dirbvl0qZ4Xx6ACTvyBHJgj+Lwi5anB5kNwQFgVKYIyI8WfCn+rOwTPrKfOEj0LBGOekHiG17A5dfXQWn3U5mgwak/fILGI3kHT1KdKtWGENDcaSlnXOQXL7nlL9evXrRq1ev8m6GuAhcjOdGcXGreCkVQlxi3Lm5HP/xRxzHj2Pfvdvv4Th+nOM//og7N7dE2y24Pctpt2MKD8cUEfHPIzwcp91e6O1Z57OuEJXZiRMncLvdxMfH+5THx8dz9OjRgOvk5+eTmZnp8xAXN93tLtV63vpOJwfn/Q+lFJquY3DhfWguHeV2URCQdyrHqbU8wa48Pc+7Hbfuwu12oOmAGww6uN0OdLerrK4dVEhmzUxkegIWZxBG3URBX2loGHUTFmcQkekJmDUJslQU6enp9OzZk4iICCIiIujZsycnT54s9vpPPPEEmqYxadKkMmtjgcSXX6brjh0knsdY8AVBbHNoKMrtxmSzeR/K7a4UWXwFARBnRgZRrVpJwKMIBb9vY1CQ30WLgn7U8/IIa9AAPS/Ppz9PX9d1KoP7Yhj+J1CfJNx2G7+/9BJbnnyStE2byEtJ4eSvv5KXkkLapk1sefJJtr34IrrTefYdBNqnfM8R4qLhTE8npk0bMBrJT03FlZtLfmoqGI3EtGmDMz29vJsohA8JwgtR3ozGfz5EKuX/wBOY4bQJi4rjfL7YXQxfCoU4H2e+tpUqfLiKMWPGeANGERER1KxZ80I0UZSr4p77SnaOVEqRezzltIIzHt4IuvKLpSt0nCrf87+8fCzZEJQNQTlgzQZLtueir+50oLtKPkxOZXX5fQZMNg1P6P3UsD6nHiabxuX3yUfhiqRHjx5s3bqVJUuWsGTJErZu3UrPnj2Lte6CBQvYuHEjCQkJZdzK0lUQfHWkpnqHYSjI4qsMQW1N06h5993E3nADNe++Wz4bnkVhFy2KCtCfuW7Ba6WyvEbO5sw+CWvYkKy//iI7KQlHejroumciZF3HkZ5OdlISWX/9dc7Dlsj3HCEuDgV3tex9+20cqalk7dlDxu+/k7VnD47UVPa+/TbbR4w45wt2QpQF+eYhRDkzWixENW/uW3jGh76o5s0xWiwl3vb5fLGr7F8KhTgXsbGxGI1Gv6z3lJQUv+z4Ai+88AIZGRnex8GDBy9EU0U5MhiK9/GpuPW89c1mtISYfwo034d/uEHz+elULt9FZ65fML58CS/qVma1b4PLegRedlkPz3JRMezatYslS5bw0Ucf0aZNG9q0acOHH37IokWL2LNnT5HrHj58mIEDBzJr1izMlWz4iIshwzm8USOajRpFeCOZ5Phsirpocba7CooTqK+MzuwTo8VCZNOmnmUGA8agIDSLxfPz1N/VyKZNz2uoGPmeI0TlV3BXiys7G1v16hhMJtB1DCYTturVcWVny10tosKRILwQ5UzTNK4YMgTNav2n8LTMDs1q9Sw/hw/Y5/PF7mL4UihESVksFlq2bMmyZct8ypctW8Z1110XcB2r1Up4eLjPQ1zkyiYRHoA/ri5kCJszI/C6Bm6D96HcRm8dhYauG9DVaQ/dgI6G23AJjUdzijWaf34XBdcftFPlosJYv349ERERXHPNNd6ya6+9loiIiCLn5NB1nZ49e/J///d/NGnSpFj7qmjDiF2sGc4isMIuWhTnroKLdfif0/tE0zTqPvYYptBQdKcTg9WKOSwMg9WK7nRiCg2l7mOPndd3kYLvOQarlfRff+Xktm04MzLke44Qlcjpd7UYrFYs0dEoXccSHe05b8hdLaICkiC8EBVAZGIiMa1bB1wW07o1kYmJ57zt8/liJ18KxaVo6NChfPTRR3z88cfs2rWLp59+mqSkJPr161feTRMVytk+0Jf8A79TOfmryvFTzwzoSvvngYY6bZvKZUJ3mL0P5TCD7okwuzUDbrcZl/7Pw+0249ZMKLMLa2jJxqqv7EJrgCUSQmrDZfd6floiPeWi4jh69ChxcXF+5XFxcYXOyQHw3//+F5PJxKBBg4q9r4o2jNjFmuEsSu5sdxVcKsP/RDRpQux116GU8g4loTudKKWIve46Iop5wa0o4Y0bE926NdboaCKaNsV58qR8zxGikvFemExLIyg+Hkt0NEHx8TjT0uT9LCokuS9DiAqgIBs+ddMmVH7+P+XnkQV/+rZr3Hkn6b/8UuIvduezrhCV1X333UdqaiqvvvoqR44cITExkcWLF1O7du3ybpqoIBpfaQIcxaxXfJqmUaeulX1GHeU28E/a9pkUxrgTaEF5vqVuA/qJWGwRGYSmO1EGUAYNTVdoOuTEGgmq5qJW3aolaldlF1Idrn8HDBYwGKDOXaA7wBRU3i27NIwYMYKRI0cWWWfTpk2A/3wcUPScHJs3b+att95iy5YtJfps8sILLzB06FDv88zMzHIPxBcEEo4tW0Z8hw4SOBCFKgjUX8wKsuFPrFuHOycHg9mMnp+PKSTkvLPgT9+HfM8RonI7/X2MphHesCHOrCx5P4sKS4LwQlQQBdnwJ9au9ZadbxZ8gfP5YidfCsWlqH///vTv37+8myEqqEefDAFg51YXx1atIv/IUU/iuwJrtarEt2tH4+Ymb73iMmtmptz6FGt/yOT30d+Ss+MPNJMB5dIJblKf6Ae6cygjFWNUBnWa5wTchs3lolZwdVKmziJ783bMCXE4k1MIaZlI3BMPEh8VStU4a8B1L2anB9wNBjBIAP6CGThwIPfff3+RderUqcO2bds4duyY37Ljx48XOifHjz/+SEpKCrVq1fKWud1unnnmGSZNmsT+/fsDrme1WrFaK9b7oCDD2Z2be1FnOAtRXAXZ8EeXLcOVm1uqWfAF5HuOEJVfwfv4xNq1mEJDcaSmEnvDDfJ+FhWSBOGFqCDOzIYvjSz407d9rl/s5EuhEEL4Kwiwp/9ejw0P/sd73r521iyimkac83ajjNHc1i6aG2PbsqnPp7iysjCFhdF6Yl8iE2sCxcvWzeh7O7/v/xmV+zdajIGmfW8nopHczSEuvNjYWGJjY89ar02bNmRkZPDzzz9z9dVXA7Bx40YyMjIKnZOjZ8+e3HLLLT5lnTp1omfPnjz66KPn3/gL7FLIcBaiuE7Phi/4W1haWfCn70O+5whRucldLaIykTHhhahAvGPDG42llgVf4GxjTJbVukIIcTErq/N2QQagZjafU+bfxTp5n7h4NWrUiM6dO9O3b182bNjAhg0b6Nu3L926daNBgwbeeg0bNmT+/PkAxMTEkJiY6PMwm81UrVrVZx0hROV0vn8Li0O+5whR+cnnXlFZSCa8EBWIpmk0HDaM/Z99Rp2HHpKrt0IIUcGV1Xlb0zQu69sXo812TtuV7D5RGc2aNYtBgwbRsWNHALp3784777zjU2fPnj1kZGSUR/OEEBfY+f4tFEJcGuRzr6gsNKWUKu9GiMAyMzOJiIggIyOD8PDw8m6OEKKSk3PKhSH9LIQoLXI+uTCkn4UQpUnOKWVP+lgIUZou1DlFhqMRQgghhBBCCCGEEEIIIcqIBOGFEEIIIYQQQgghhBBCiDIiQXghhBBCCCGEEEIIIYQQoozIxKwVWMFw/ZmZmeXcEiHExaDgXCJTgZQtOXcLIUqLnLcvDDlvCyFKk5y7y56ct4UQpelCnbclCF+BZWVlAVCzZs1ybokQ4mKSlZVFREREeTfjoiXnbiFEaZPzdtmS87YQoizIubvsyHlbCFEWyvq8rSm5PFth6bpOcnIyYWFhaJpW3s254DIzM6lZsyYHDx6UGc+LQfqrZC7F/lJKkZWVRUJCAgaDjEZWVi7lc/el+L46H9JfJXMp9pecty+MS/m8DZfme+t8SH+VzKXYX3LuLnty3r703lfnQ/qrZC7F/rpQ523JhK/ADAYDNWrUKO9mlLvw8PBL5o1fGqS/SuZS6y/Jxil7cu6+9N5X50v6q2Qutf6S83bZk/O2x6X23jpf0l8lc6n1l5y7y5actz0utffV+ZL+KplLrb8uxHlbLssKIYQQQgghhBBCCCGEEGVEgvBCCCGEEEIIIYQQQgghRBmRILyosKxWK8OHD8dqtZZ3UyoF6a+Skf4SovTJ+6pkpL9KRvpLiLIh762Skf4qGekvIUqfvK9KRvqrZKS/yo5MzCqEEEIIIYQQQgghhBBClBHJhBdCCCGEEEIIIYQQQgghyogE4YUQQgghhBBCCCGEEEKIMiJBeCGEEEIIIYQQQgghhBCijEgQXgghhBBCCCGEEEIIIYQoIxKEF0IIIYQQQgghhBBCCCHKiAThhRBCCCGEEEIIIYQQQogyIkF4IYQQQgghhBBCCCGEEKKMSBBeCCGEEEIIIYQQQgghhCgjEoQXQgghhBBCCCGEEEIIIcqIBOGFEEIIIYQQQgghhBBCiDIiQXghhBBCCCGEEEIIIYQQooxIEF4IIYQQQgghhBBCCCGEKCMShBdCCCGEEEIIIYQQQgghyogE4YUQQgghhBBCCCHEBTdjxgw0TfM+goKCqFq1Ku3bt2fMmDGkpKT4rTNixAg0TTuv/S5ZsoRbb72VKlWqYLVaqVmzJo888gg7d+70q9urVy9CQ0OLtd06derQq1ev82pbUaZMmcKMGTOKXb9OnTp069bNp+z0/jYajURFRXHllVfyxBNPsGHDhlJp54EDB3jsscdISEjAarVSvXp17rzzTp86hw4dYsiQIbRt25bIyEg0TSv02BYtWsTDDz9M06ZNMZvNhf7+N2/ezIABA2jatClhYWHEx8dzyy23sGLFCr+6Ba+jMx9BQUEBt33ixAkGDx5MnTp1sFqtxMfH06VLF9LS0rx1Vq1aFXCbmqb59a1Sig8//JCWLVsSHh5OTEwMbdu25dtvvy2qa9m5cydWqxVN0/jll1+KrPvyyy+jaRqJiYk+5fv37y+0nZqm0blzZ5/6TqeTkSNHeo+9YcOGTJ482W9/derUKXSbZ/ZrVlYWgwYNonr16litVurXr8/YsWNxu91+27Xb7QwZMoSEhASCgoJo3rw5c+fO9au3du1a+vTpQ8uWLb19tH///oB9c+TIEXr16kVcXBxBQUE0a9aMadOmFdmfUHifFoepxGsIIYQQQgghhBBCCFFKpk+fTsOGDXE6naSkpLB27Vr++9//Mn78eObNm8ctt9zirdunTx+/IGFJPPvss4wbN47OnTszZcoU4uPj+eOPP5g4cSJXXXUVs2fP5q677jqnbc+fP5/w8PBzbtvZTJkyhdjY2PMO9P/73//mmWeeQSlFZmYm27dvZ+bMmXzwwQcMGjSIt95665y3vX37dtq1a0e9evUYP348NWrU4MiRI3z//fc+9f78809mzZpF8+bN6dq1K3PmzCl0m/Pnz2fDhg20aNECq9XK5s2bA9abM2cOP//8M4899hhXXnkl2dnZvP/++9x888188sknPPzww37rLFmyhIiICO9zg8E/Xzk5OZkbb7wRk8nEf/7zH6644gpOnDjBypUrcTgcfvVHjx5N+/btfcrODNoOHz6c1157jX79+vHGG2+Ql5fH5MmT6datG19++WXA16Db7eaxxx4jNjaW5OTkwJ11ytatWxk/fjzx8fF+y6pVq8b69ev9yhcsWMB///tfvwsm/fv359NPP+W1116jdevWfP/99wwePJisrCxefPFFb7358+eTn5/vs25SUhL33XefzzZdLhcdOnTgjz/+4LXXXqN+/fosWbKE559/nkOHDvH222/7bOOuu+5i06ZNvPHGG9SvX5/Zs2fzwAMPoOs6PXr08NZbvnw5P/zwAy1atCA8PJxVq1YF7JuMjAxuuOEGHA4HY8eOpVq1asyZM4c+ffqQkZHB0KFDS9ynxaKEEEIIIYQQQgghhLjApk+frgC1adMmv2UHDhxQNWvWVGFhYero0aOlsr/Zs2crQD355JN+y+x2u2rZsqUKDg5Wf/31l7f8kUceUSEhIaWy//PVpEkT1bZt22LXr127trr11lt9ygA1YMAAv7oul0s99thjClBTpkw5p/bpuq6aN2+umjdvrvLy8oqs63a7vf/ftGmTAtT06dPPWnfAgAGqsHDmsWPH/MpcLpdq1qyZuuyyy3zKhw8frgB1/PjxItuplFK33367ql69ukpLSyuy3sqVKxWgPv/887Nus3r16uqGG27wKcvNzVURERGqe/fuAdcZN26cql69unrrrbcKfd8opZTT6VTNmzdXgwYNUm3btlVNmjQ5a3uUUqpdu3YqODhYZWRkeMu2b9+uNE1To0eP9qnbt29fZbPZVGpqapHbHDFihALUDz/84C2bM2eOAtSXX37pU/fxxx9XBoNB7d6921v27bffKkDNnj3bp26HDh1UQkKCcrlc3rLTXyfjxo1TgNq3b59fm8aMGaMA9csvv/iUd+zYUYWEhKj09HS/dc61T08nw9EIIYQQQgghhBBCiAqlVq1aTJgwgaysLKZOneotDzQczbx58+jYsSPVqlXDZrPRqFEjnn/+ebKzs33qjRo1iqioKMaPH++3v5CQECZPnkxOTg5vvvmm3/IdO3Zw8803ExISQpUqVRg4cCA5OTk+dQINR5OZmcmwYcOoW7cuFouF6tWrM2TIEL+26brO5MmTad68OTabjcjISK699loWLlzo3faOHTtYvXq1d4iPOnXqnLUfi8toNPLOO+8QGxvLuHHjzmkba9asYevWrQwZMgSr1Vpk3UAZ5+dbNy4uzq/MaDTSsmVLDh48WOz9nW7//v0sXLiQvn37EhUVdU7bCMRsNvtk4AMEBQV5H2fau3cvr7zyClOmTDnr3RZvvPEGaWlpjBo1qtjt+euvv1i9ejX33nuvz/YXLFiAUopHH33Up/6jjz5Kbm4uS5YsKXSbSimmT59OvXr1+Ne//uUt/+mnn9A0jS5duvjU79atG7quM3/+fG/Z/PnzCQ0N5Z577vHbf3JyMhs3bvSWFfd18tNPPxEfH0/Lli399p+dnR3wmM6lT88kQXghhBBCCCGEEEIIUeF07doVo9HImjVriqy3d+9eunbtyrRp01iyZAlDhgzhf//7H7fddpu3zpEjR9ixYwcdO3YkODg44HbatGlDXFwcy5Yt8yl3Op107dqVm2++mQULFjBw4ECmTp3KfffdV2S7cnJyaNu2LZ988gmDBg3iu+++47nnnmPGjBl0794dpZS3bq9evRg8eDCtW7dm3rx5zJ07l+7du3vHtJ4/fz716tWjRYsWrF+/nvXr1/sEK0uDzWbjlltuYd++fRw6dMhb3q5du2KNw1/wewoLC6Nr164EBQURGhpKt27d2L17d6m2tbhcLhc//vgjTZo0Cbi8adOmGI1G4uPjefjhh0lKSvJZ/uOPP6KUIiEhgQceeIDQ0FCCgoJo165dwCFdAAYMGIDJZCI8PJxOnTqxdu1avzqDBw9myZIlTJs2jfT0dI4cOcLQoUPJyMhg0KBBPnWVUvTp04du3brRvXv3Io93586dvP7667z33nvFnssA4OOPP/bu53Tbt2+nSpUqVK1a1ae8WbNm3uWF+eGHH7zzA5z++nE4HBgMBsxms0/9ggs327Zt89l/o0aNMJl8R1Qvzv4L43A4Al4kCrR/OPc+PZOMCS+EEEIIIYQQQgghKpyQkJBijX/98ssve/+vlOL666+nUaNGtG3blm3bttGsWTNvcLVu3bpFbqtu3bp+QTiHw8EzzzzjDY526NABs9nMSy+9xE8//cT1118fcFtvv/0227ZtY+PGjbRq1QqAm2++merVq/Pvf/+bJUuW0KVLF3788Uc+/fRTXnrpJV5//XXv+qePfd+iRQtsNhvh4eFce+21RR7D+ahduzbgGQe9Ro0agCeb3Gg0nnXdw4cPA54s5XvuuYdvv/2WI0eO8PLLL3PjjTeybds2qlWrVmZtD2TEiBH8+eefLFiwwKf8sssuY9SoUbRo0YKgoCB+/vlnxo4dy9KlS9m8eTPVq1f3OaZhw4bRvn17vvzyS7Kzsxk5ciT/+te/2LhxozcgHBERweDBg2nXrh0xMTH8+eefjBs3jnbt2vHtt9/SqVMn7/6HDBmCzWZjwIAB3sB3dHQ033zzjd/r6d133+X333/nf//7X5HHqus6jz32GHfddRddu3Ytdh+53W4++eQTGjZs6Lfv1NRUoqOj/dYJCQnBYrGQmppa6HanTZuG0Wj0uzukcePGuN1uNmzYwA033OAtL7hYcfo2U1NTqVevnt+2C9pU1P4L07hxY3744QeSkpKoVatWkfs/1z4NRDLhhRBCCCGEEEIIIUSFdHq2eGH+/vtvevToQdWqVTEajZjNZtq2bQvArl27Sry/QFnfDz74oM/zggkhV65cWei2Fi1aRGJiIs2bN8flcnkfnTp1QtM078SR3333HeDJoC5vgfp7+fLluFyus66r6zrguaPgo48+4uabb+ahhx5iwYIFnDhxgnfffbfU21uUjz76iFGjRvHMM89w++23+yzr2bMnL774Il26dKF9+/Y899xzfPfddxw/fpyxY8f6HVONGjX48ssv6dSpE3fddRdLlizBYDD41G3RogWTJk3ijjvu4MYbb+TRRx9l3bp1VKtWjWeffdZn/9OnT2fw4MEMHDiQH374gcWLF9OxY0duv/12n0lsDxw4wAsvvMC4cePOOiHoxIkT2bt3L5MmTSpRPy1ZsoTDhw/Tu3fvgMuLuguisGVpaWksWLCAzp07ey9oFHjwwQeJjo7m8ccfZ+PGjZw8eZI5c+Z4J2Q9c1iZc9l/UR5//HHMZjMPPvggO3bsIDU1lXfffZd58+b57f9c+zQQCcILIYQQQgghhBBCiAonOzub1NRUEhISCq1jt9u58cYb2bhxI6+//jqrVq1i06ZNfPXVVwDk5uYCeDNe9+3bV+Q+Dxw4QM2aNX3KTCYTMTExPmUFw3MUlYl77Ngxtm3bhtls9nmEhYWhlOLEiRMAHD9+HKPR6DfkR3k4cOAAQJF9XpiCPjo94xugefPmVKtWjS1btpx/A4tp+vTpPPHEEzz++OPFHuP+6quvpn79+mzYsMFbVnBMt9xyi8/dANWqVePKK6886zFFRkbSrVs3tm3b5n0tpqenezPgx48fz80330yXLl2YM2cOrVu3pl+/ft71BwwYQGJiInfffTcnT57k5MmT3rkI7HY7GRkZACQlJfHKK68wfPhwLBaLt67L5ULXdU6ePOnd/5mmTZuG2Wzm4Ycf9lsWExMT8DWenZ2Nw+EImCUP8Nlnn5Gfn+83vA1AbGysd9z1a6+9lqioKJ566ikmTpwI4BO0L2z/aWlpAIXuvyiNGjVi/vz5HDhwgMTERGJjY/nvf//LhAkTfPZ/Pn0aiAxHI4QQQgghhBBCCCEqnG+//Ra32027du0KrbNixQqSk5NZtWqVN/sd4OTJkz71qlWrRpMmTVi6dCk5OTkBx4Vfv349x44d85sE0uVykZqa6hOIP3r0KIBfcP50sbGx2Gw2Pv7440KXA1SpUgW3283Ro0cv+HAtp8vNzeWHH37gsssu8w5FUxIFw7IEopQq0WSs52P69On06dOHRx55hPfff79E2dJntrM0jqng7oKCduzZs4fc3Fxat27tV7dVq1asXr0au91OaGgo27dv58CBAwEnhW3fvj0RERGcPHmSv//+m9zcXAYPHszgwYP96kZFRTF48GC/jO6UlBQWLVpE9+7dA05s27RpU+bOncvRo0d9LhL9/vvvACQmJgY85mnTphEfH0+3bt0CLm/dujU7d+5k//79ZGdnc8UVV7B582YAbrrpJp/9z5kzB5fL5TMu/Nn2fzZdunThwIED/Pnnn7hcLurXr+8d7qdg/+fap4WRTHghhBBCCCGEEEIIUaEkJSUxbNgwIiIieOKJJwqtVxDYPHOixalTp/rVfemll0hPT2fYsGF+y7Kzsxk0aBDBwcE8/fTTfstnzZrl83z27NkARV4g6NatG3/99RcxMTG0atXK71GnTh3AExAEeO+99wrdVsExliTztiTcbjcDBw4kNTWV55577py20aVLF4KDg73D6xTYsmULR48eLdOx7AvMmDGDPn368NBDD/HRRx+VKAC/YcMG9u7d69POa665hho1arB06VLcbre3PDk5md9+++2sx5Sens6iRYto3rw5QUFBwD93GZyecQ+eYP2GDRuIiooiJCQEgLlz57Jy5UqfR8Hv5/3332fRokWA526DM+utXLmSK6+8kjp16rBy5UoGDhzo176ZM2fidDoLHYrm9ttvR9M0PvnkE5/yGTNmYLPZfOYtKPDLL7+wbds2HnnkEb8JVc9Up04dmjRpgtlsZsKECSQkJPhcBLvzzjux2+18+eWXPut98sknJCQkcM011xS5/aJomsYVV1xBo0aNcLvdvPXWWzRv3twbhD/XPi2MZMILIYQQQgghhBBCiHKzfft273jpKSkp/Pjjj0yfPh2j0cj8+fOpUqVKoeted911REVF0a9fP4YPH47ZbGbWrFn89ttvfnUfeOABtmzZwvjx49m/fz+PPfYY8fHx7NmzhzfffJO//vqL2bNn+00EabFYmDBhAna7ndatW7Nu3Tpef/11unTp4jOx5JmGDBnCl19+yU033cTTTz9Ns2bN0HWdpKQkli5dyjPPPMM111zDjTfeSM+ePXn99dc5duwY3bp1w2q18uuvvxIcHMxTTz0F/JOVPG/ePOrVq0dQUBBNmzYtcX8fO3aMDRs2oJQiKyuL7du3M3PmTH777Teefvpp+vbt61P/5ptvZvXq1WcdFz4yMpJXX32VYcOG0atXLx544AGOHj3Kf/7zH2rVqkX//v196n/xxReAJ+MYPMHb0NBQAP7973976x04cIBNmzYB8Ndff/msW6dOHe+kt59//jm9e/emefPmPPHEE/z8888++2vRooX3Ys2VV17JQw89RKNGjbwTs44bN46qVav6jN9uMBh48803uffee7n99tt58sknyc7O5rXXXsNisfDCCy946/bo0YNatWrRqlUrYmNj2bt3LxMmTODYsWPMmDHDW69WrVrcddddfPDBB1itVrp27Up+fj6ffPIJP/30E6+99pr34kGgIP/+/fsBaNmypffYIyMjA14QioyMxOVyFXqxaNq0adSsWdNvCKECTZo0oXfv3gwfPhyj0Ujr1q1ZunQpH3zwAa+//nrA4WCmTZsGUGhgHzwXxJo2bUq1atVISkri448/ZuPGjXz77bfYbDZvvS5dutChQweefPJJMjMzufzyy5kzZw5Llizhs88+8xki6Pjx46xevRr4J1P+u+++o0qVKlSpUsXnTpmnnnrKO4Hu33//zdtvv82hQ4e86xf03bn0aaGUEEIIIYQQQgghhBAX2PTp0xXgfVgsFhUXF6fatm2rRo8erVJSUvzWGT58uDoznLVu3TrVpk0bFRwcrKpUqaL69OmjtmzZogA1ffp0v20sXrxYde3aVcXExCiz2ayqV6+uevbsqXbs2OFX95FHHlEhISFq27Ztql27dspms6no6Gj15JNPKrvd7lO3du3aqlevXj5ldrtdvfzyy6pBgwbKYrGoiIgI1bRpU/X000+ro0ePeuu53W715ptvqsTERG+9Nm3aqG+++cZbZ//+/apjx44qLCxMAap27dpF9m/t2rXVrbfe6lN2en8bDAYVHh6umjZtqh5//HG1fv36gNtp27atX58X5cMPP/QeR0xMjHrwwQfVwYMH/eqd3pYzH6c783Vy+uORRx7x1nvkkUeK3Oa+ffu8de+//351+eWXq5CQEGU2m1Xt2rVVv379VHJycsBjWrBggWrdurUKCgpSERERqnv37n6vlzFjxqjmzZuriIgIZTQaVZUqVdSdd96pfv75Z7/t5ebmqnHjxqlmzZqpsLAwFR0dra699lr12WefKV3Xi+zfgv7YtGlTkfWU8vzumjRpEnDZTz/9pAD1yiuvFLkNh8Ohhg8frmrVqqUsFouqX7++evvttwPWzcnJUREREeqmm24qcptPPvmkd3uxsbHq7rvvVtu2bQtYNysrSw0aNEhVrVpVWSwW1axZMzVnzhy/eitXriz0d9+2bVufurfffruqVq2aMpvNqmrVqqpXr15q//79Rba5QFF9WhRNqWJMMy2EEEIIIYQQQgghhChUdHQ0jz32GOPHjy/vpgghKhgZjkYIIYQQQgghhBBCiHO0bds2Fi9eTHp6Om3atCnv5gghKiDJhBdCCCGEEEIIIYQQ4hy1b9+e3bt389BDDzF27NgSTQYqhLg0SBBeCCGEEEIIIYQQQgghhCgjhvJuwKVixowZaJrmfQQFBVG1alXat2/PmDFjSElJ8VtnxIgR5331dMmSJdx6661UqVIFq9VKzZo1eeSRR9i5c6df3V69enlnoT6bOnXq0KtXr/NqW1GmTJniM3N0cdrTrVs3n7LT+9toNBIVFcWVV17JE088wYYNG0qlnQcOHOCxxx4jISEBq9VK9erVufPOO33qfPXVVzzwwANcfvnl2Gw26tSpw4MPPsjevXv9tpefn8+4ceNITEwkJCSE+Ph4unTpwrp163zqFbw2CnvMnTvXp75SiunTp3P11VcTEhJCeHg4V111FV9//bW3zqpVq4rcZr9+/Xy2+euvv3LHHXeQkJBAcHAwDRs25NVXXyUnJ8en3tq1a+nTpw8tW7bEarWiaZp3Ju8zHT16lIEDB1KvXj1sNhu1a9emd+/eJCUl+dX9/vvvuf7667HZbERERHDbbbexY8cOnzr79+8v8pg6d+7sU//ll1+mW7duVK9eHU3TinyNF6dPAWbOnMn9999PgwYNMBgM1KlTJ+D2srKyePbZZ+nYsSNVqlRB0zRGjBgRsG6vXr0CHk/Dhg196v3xxx8MGzaMli1bEhkZSXR0NNdff713FvnT/fDDD3To0MH7Wo6Li+Nf//oXixcvLrQPLnZy3i6Zi+m8fejQIYYMGULbtm2JjIxE07RiHVtubi7169dH07SzjgP6ww8/eI/1xIkTPsvmzJnDTTfdRHx8PFarlYSEBG677Ta/vwUlPW+D55zctWtXoqKisNlsXHHFFbz22mt+9bZs2cItt9xCaGgokZGR3HXXXfz9999+9Y4cOUKvXr2Ii4sjKCiIZs2aMW3atIDHnJKSQq9evYiNjSU4OJg2bdqwfPnyIvvpbH36559/0rNnT2rVqoXNZuOyyy5j6NChpKam+tX98ssvuf7664mOjiYyMpKrr76aTz/91K9eVlYWgwYNonr16litVurXr8/YsWNxu91+dX/++Wc6depEWFgYoaGhtG/fnp9++ingsTidTiZOnEjTpk2x2WxERkZy3XXX+f1eC/t9vvHGG37bXLlyJR06dCAuLo7Q0FCaNWvG22+/HbCtlwo5d5fMxXTuriyfuQEyMzN56aWXqF+/PsHBwVSvXp177rnH77NsUef5QH1b3HN3cfu0pH8Ps7OzeeWVV6hfvz5Wq5WYmBjat28f8Hewfft27rnnHu97pk6dOvTv39+nTnH/HpakTwHsdjtDhgwhISGBoKAgmjdv7ve7LFCSPp08eTINGzbEarVSt25dRo4cidPpLLS/wPP9Q9M0EhMTi6wnhBDiIlDiqVzFOSmYuXj69Olq/fr1as2aNeqLL75QQ4YMURERESo6OlotW7bMZ52DBw8WOjN1cfzf//2fAlTnzp3V//73P7V69Wr14YcfqkaNGimr1aq+/PJLn/oFM34Xx5YtW9Sff/55zm07myZNmvjNXFyUwmb8/ve//63Wr1+v1q1bp5YsWaLGjx+vmjVrpgA1aNCg82rj77//rmJiYlTr1q3VrFmz1OrVq9XcuXPVo48+6lPv6quvVt27d1cff/yxWrVqlfr0009Vo0aNVGhoqNq+fbtP3Z49eyqDwaBeeukltXz5cvX555+rli1bKpPJpDZu3OitV/DaOPORmJiobDabSk9P99nuE088oaxWq3r++efVDz/8oJYsWaLGjRunZs+e7a2TkZERcJsPP/ywAtSSJUu8dXfs2KGCgoLUlVdeqebNm6eWL1+uhg8froxGo+revbvPvkeMGKFq166t7rjjDtWuXTu/GckL5OXlqSuuuELFxsaqd999V61cuVK9//77Kj4+XlWvXl1lZmZ66y5YsEBpmqbuuOMO9e2336rZs2erBg0aqKioKJ/XZV5eXsBjeu655xSg3n//fZ82BAcHq2uvvVb169dPWSwWn1nWz1ScPlVKqVtuuUUlJiaqhx56SF1++eWFzl6/b98+7wziffr0UYAaPnx4wLqPPPKIstlsfse1detWn3qTJ09WDRs2VKNGjVJLly5Vixcv9s4WP3LkSJ+6c+fOVYMHD1Zz585Vq1atUl999ZXq2LGjAtSnn35aaD9czOS8XTIX03l75cqVKjY2Vt1yyy3qgQce8L4OzuaZZ55RCQkJClDjxo0rtF5WVpaqU6eOt+7x48d9lk+ePFk9//zz6osvvlCrVq1Sc+bMUa1bt1ZGo1GtWrXKW68k522llJo1a5YyGAzq/vvvVwsXLlQrVqxQH374od/5YNeuXSosLEzdeOON6ttvv1VffvmlatKkiUpISFApKSneeidPnlT16tVTNWrUUNOnT1dLlizxnmMmTJjgs828vDyVmJioatSooT777DO1dOlSdfvttyuTyeRzTCXp05SUFBUTE6Pq1q2rZsyYoVasWKEmTJigQkNDVfPmzZXb7fbWnTZtmgLU3XffrRYvXqy+++47df/99ytATZw40VvP6XSqa665RkVFRal33nlHLV26VA0dOlRpmqaeeuopn/3//PPPymq1qhtvvFHNnz9fffXVV+raa69VVqtVrVu3zqeuy+VSt956q4qIiFCjRo1SK1euVIsWLVIjR45US5cu9al7+vvg9Mfhw4d96i1btkwZDAbVrl07tWDBArVs2TL11FNPlcp7pTKTc3fJXEzn7srymVsppW666SYVHBysxo4dq1asWKFmzpypLr/8chUWFqb279/vrbdy5UoFqNGjR/u1ISsry2ebxT13l6RPS/L3MCsrS7Vq1UolJCSot99+W61atUp9/fXX6rnnnvP7jLpixQpls9lUx44dvX/rZs6cqZ5++mmfesX9e1iSPlVKqQ4dOqjIyEj1/vvvqxUrVng/e8+aNeuc+/T1119XmqapF154Qa1cuVKNHTtWWSwW1bdv34D9pZRSv/76q7JarSo+Pl41adKk0HpCCCEuDhKEv0AKvhBs2rTJb9mBAwdUzZo1VVhYmDp69Gip7G/27NkKUE8++aTfMrvdrlq2bKmCg4PVX3/95S0vyReCslZaXwgGDBjgV9flcqnHHntMAWrKlCnn1D5d11Xz5s1V8+bNVV5eXpF1jx075ld2+PBhZTabVe/evb1leXl5ymg0qoceesinbnJycrG+wOzbt09pmua3/vz58xWg5s2bd7bD8qPruqpXr56qXbu2TzDjpZdeUoDfl8LHH39cASotLc1bdvp648aNKzQIv2zZMgWojz76yKe84LX81VdfecsaNGigmjVrpnRd95bt379fWSwW1aNHj7MeV7t27VRwcLDKyMjwKT+9rSEhIYUG4UvSp6dv89Zbby00CK/ruvd4jh8/ftYgfHHeq8ePH/fpo9PbERwcfNbXrsPhUNWrV1c33njjWfd1MZLzdslcTOft09+3mzZtKlYQfuPGjcpisajPP//8rEH4AQMGqBYtWqiXX345YBA+kJMnTyqz2ax69uxZZL3CztuHDh1SISEhAV9fZ7rnnntUbGyszzly//79ymw2q2effdZbNmbMGAWoX375xWf9jh07qpCQEJ/g1LvvvqsAn+C00+lUjRs3VldffXXAdpytTz/88EMFqB9++MGnfPTo0QpQW7Zs8ZZdf/31fn2i67pq2LChatasmbdszpw5CvALmj7++OPKYDCo3bt3e8s6deqk4uPjVXZ2trcsMzNTxcbGquuuu85n/TfffFMZDIZiBXoLex+c6cEHH1RWq1XZ7Xaf8o4dO6rw8PCzrn+xknN3yVxM5+7K8pl77969ClAvv/yyT/m6dev8LgwWBOE///zzIrepVPHP3WX193Dw4MEqJCTE57UeSHZ2tqpWrZq69dZbA35OPZtAfw9L0qfffvutAvwujHTo0EElJCQol8vlLStun544cUIFBQWpxx9/3Gebo0aNUpqmqR07dvgdh9PpVM2bN1eDBg1Sbdu2lSC8EEJcAmQ4mgqgVq1aTJgwgaysLKZOneotD3Rr7Lx58+jYsSPVqlXDZrPRqFEjnn/+ebKzs33qjRo1iqioqIC3boeEhDB58mRycnJ48803/Zbv2LGDm2++mZCQEKpUqcLAgQP9hhgJdGtsZmYmw4YNo27dulgsFqpXr86QIUP82qbrOpMnT6Z58+be27GvvfZaFi5c6N32jh07WL16tfd2y8KG8DgXRqORd955h9jYWMaNG3dO21izZg1bt25lyJAhWK3WIuvGxcX5lSUkJFCjRg0OHjzoLTMYDBgMBiIiInzqhoeHYzAYCAoKKnI/H3/8MUop+vTp41P+1ltvUadOHe69996zHZaflStX8vfff/Poo49iMPxzujCbzQB+bY2MjMRgMGCxWHyOqziK2ibgPf7U1FT27NlDly5dfN4ftWvXJjExkQULFhR5G/5ff/3F6tWruffeewkPD/dZVty2lqRPi7vNgtd6aYqNjQ24zauvvpqcnBzS0tKKXN9sNhMZGYnJZCrVdl0M5Lx9cZ+3i/u+LeBwOHjssccYMGAArVq1KrLujz/+yAcffMBHH32E0Wgs9j7CwsIICgo66/uxsPP2Rx99RHZ2Ns8991yR67tcLhYtWsTdd9/tc46sXbs27du3Z/78+d6yn376ifj4eFq2bOmzjW7dupGdnc2SJUu8ZfPnz6dBgwa0adPGW2YymXjooYf4+eefOXz4sM82itOnxf27UVA3NDTUp080TSM8PNyn3k8//YSmaXTp0sXvmHRd9zv+du3aERwc7C0LCwvjpptuYt26dRw5csRb/tZbb3HTTTdx7bXXBjyWc2E2m7FYLNhsNp/yyMjIs35muFTJufviPndXls/cJTl3FVdJzt1l8fcwJyeHjz76iHvuuYd69eoVWffzzz/nyJEj/N///d85ffYN9PewJH06f/58QkNDueeee3zqPvroo/U0mBUAAQAASURBVCQnJ7Nx40agZH26ZMkS8vLyePTRR/22qZRiwYIFfsfxxhtvkJaWxqhRo0pw9EIIISozCcJXEF27dsVoNLJmzZoi6+3du5euXbsybdo0lixZwpAhQ/jf//7Hbbfd5q1z5MgRduzYQceOHX2+GJ6uTZs2xMXFsWzZMp9yp9NJ165dufnmm1mwYAEDBw5k6tSp3HfffUW2Kycnh7Zt2/LJJ58waNAgvvvuO5577jlmzJhB9+7dUafN/9urVy8GDx5M69atmTdvHnPnzqV79+7eccLnz59PvXr1aNGiBevXr2f9+vU+H3JKg81m45ZbbmHfvn0cOnTIW96uXbtifRgs+D2FhYXRtWtXgoKCCA0NpVu3buzevfus6//9998cOHCAJk2aeMvMZjP9+/fnk08+YcGCBWRmZrJ//3769u1LREQEffv2LXR7uq4zY8YMLr/8ctq2bestd7lcrF+/nhYtWjBx4kRq166N0WikXr16jB8/3uf3Esi0adMwGAx+HygfeeQRIiMjefLJJ/n777/Jyspi0aJFTJ06lQEDBhASEnLWPjjT9ddfT8uWLRkxYgSbNm3CbrezZcsWXnzxRa666ipuueUWwBOYAQJ+abBareTk5PDXX38Vup/CvjgV1/n2aWnJzc2latWqGI1GatSowcCBA88aVC+wcuVKqlSpEvDLqq7ruFwukpOTGT58OH/88QfPPPNMaTf/oiDn7UvrvF2UV199lezs7IBjq58uNzeX3r17M2TIEK666qqzbtftduN0Otm/fz9PPvkkSikGDBhQ5DqFnbfXrFlDdHQ0u3fvpnnz5phMJuLi4ujXrx+ZmZneen/99Re5ubk0a9bMb9vNmjXjzz//JC8vD/Ccjws7FwNs27bNW7Z9+/ZCtwn4jdlbnD694447qFWrFs888ww7duzAbrezZs0a3njjDW677TYaNWrkrfvUU0+xa9cuRo0axfHjxzlx4gTjx49n8+bNDBs2zFvP4XBgMBi8AZ2ijulsx//7778DcPDgQfbv30/Tpk158cUXiY+Px2Qy0aRJEz755JOAxzZ79mxsNhtWq5WWLVsyffp0vzr9+vXD4XAwaNAgkpOTOXnyJJ9++inz58/n2WefLbTfLnVy7r60zt0V8TN37dq1uf3223nzzTdZuXIldrud3bt3M2jQIGrVqsX999/vt98BAwZgMpkIDw+nU6dOrF271md5Sc7dZfH3cPPmzWRnZ3PFFVfw5JNPEhUVhcVioVWrVnz77bc+dQv273a7ueGGG7BYLERFRfHAAw+QnJwccPtn+3tYkj7dvn07jRo18ruoXdB327dvB0rWpwXrNG3a1KdetWrViI2N9S4vsHPnTl5//XXee++9Ys8PIYQQ4iJQPgn4l56ibo0tEB8frxo1auR9Pnz4cFXUr0jXdeV0OtXq1asVoH777TellFIbNmxQgHr++eeLbNM111yjbDab93nBOK5vvfWWT71Ro0YpQK1du9ZbVrt2bZ+hOsaMGaMMBoPf8X3xxRcKUIsXL1ZKKbVmzRoFqJdeeqnItpXlrbEFCsYFP33cx3/961/KaDSedX9PPPGEAlR4eLjq3bu3+uGHH9Snn36qateurWJjY1VycnKh6zqdTtWuXTsVHh6ukpKSfJbpuq5eeeUVZTAYFKAAVatWLfXrr78W2Z7vvvtOAWrMmDE+5UeOHPG2s0aNGuqTTz5Ry5cvV/369VOAevHFFwvdZnp6ugoKClKdOnUKuHzXrl2qYcOG3nZy6vbdom4rLWo4GqU8t/HfdtttPtts166dSk1N9dZxu90qOjpa3XzzzX7tDQsL8xvu4HQul0tVr15dNWzYsNA2FihsOJrz6dOihqM53dmGo5k4caKaOHGiWrp0qVq6dKl66aWXVHBwsGrYsKHf+KBnKhi+4cz3eYFOnTp5+z48PNxnGKBLjZy35byt1Nlvv//111+V2Wz2jr++b9++QoejeeaZZ1S9evVUTk6OUuqf10thw9E0aNDA+36sVq2az+8zkKLO2w0aNFBBQUEqLCxMjR492jterc1mU9dff7333P3TTz8pQM2ZM8dvGwXDvBT01ZAhQ5TBYFAHDhzwqdezZ08F+NyWbzab1RNPPOG3zYKhAk4fFqAkfZqcnKzatGnj83fjnnvuCTjEwoIFC1RERIS3ns1mU5999plPnUmTJilA/fjjjz7l//nPfxSgOnbs6C1r3ry5ql+/vs9wDU6nU9WrV8/nmNavX+997TVu3Fj973//U99//73697//rQD1wQcf+OyrR48eatasWd6xzLt06RJwmAWlPL+vgjHzAWU0GtXYsWP96l1K5Nwt5+4CFfkzt8PhUH379vU5dzVr1szvM/KWLVvU4MGD1fz589WaNWvUxx9/rBo1aqSMRqPPvB8lOXeXxd/DgqG8wsPD1fXXX68WLlyoFi1apNq3b680TfNpa8FnzcjISPXss8+qFStWqPfff1/FxMSoyy+/3GeIrwLF+XtY3D694oorAv6dLBiOaPTo0SXu0759+yqr1Rqw3+rXr+/zt8PtdqtrrrlGPfDAA94yGY5GCCEuDZIJX4GoYmTQ/v333/To0cObAWs2m71ZGLt27Srx/gJloDz44IM+z3v06AF4smcLs2jRIhITE2nevDkul8v76NSpE5qmsWrVKgC+++47gLNm8l0Igfp7+fLluFyus66r6zrgyW766KOPuPnmm3nooYdYsGABJ06c4N133y10n7179+bHH39k5syZ1KxZ02f5qFGjGD9+PCNGjGDlypV8/fXXNGjQgA4dOvDrr78W2p5p06ZhMpn8blcuaGdmZiaff/45Dz/8MP/617947733uOOOO5g4cSJ2uz3gNmfNmkVeXl7AjPH9+/dz2223ERMTwxdffMHq1asZO3YsM2bMOOcMc6fTyX333cfWrVv58MMPWbNmDZ988gmHDx+mQ4cOZGRkAJ7bYgcMGMDy5ct57bXXSElJ4c8//+Shhx7y3sJd2K2zS5Ys4fDhw/Tu3fuc2gjn16el5emnn+bpp5+mQ4cOdOjQgddff53/Z+/O46Kq1z+AfwaGGfaRRZZRXDMTcQu6hhuairkmWtqPIimjTM0FvRVWipaaiUpqLplJpYm3S1augRtG4gKCiltaKqggijg4CAwzfH9/GOc6sgjKIvB539d53eacZ848c9TvzDzzzPf73Xff4cyZM1izZk2Z99uxYwcmTJiAF198Ee+++26pMcuWLcPhw4fxyy+/YMCAARg9ejQ2btxYXU+lzuO4XbNqY9wuj16vxxtvvIHRo0djwIAB5cYePnwY4eHhWL16dYnpQ8oSFRWFQ4cO4ccff4S7uzsGDhwo/bmUprxxu6ioCPn5+ZgxYwZCQkLQu3dv/Pvf/8b8+fPxxx9/YPfu3Ubx5XWoFh976623YGZmhldeeQUnT55EVlYWvvzyS2zatAlAybG4IueszDXNzs7GCy+8gJycHGzYsAH79+/HihUrEBcXh2HDhhn9vdi5cydeffVVjBgxAjt27EBMTAzefPNNBAYGGnWZv/LKK7C3t8dbb72FQ4cO4datW9i4cSOWLl1a4jm9++67+PPPPzFx4kRcuXIFaWlpGDduHC5dumQUW/x3Lz8/H9u3b8dLL70EX19f/Oc//8HTTz+NOXPmGD2vDRs2wN/fHz179sTIkSOxfft2DBkyBJ999hmuX78uxSUmJsLPzw+enp7YsmUL9uzZg5CQEHz00UcP/FVGQ8exu2bxPXfJ94fvvPMOoqKisGTJEsTGxmLTpk1QKBR47rnnpDEEALp06YLw8HAMHz4cPXv2xOuvv44DBw7A1dW11F+8VGScrY7Xw+JzKhQK7NixA0OHDsXgwYOxdetWuLq6Go1JxbGjR4/GggUL0KdPH7z99ttYu3Ytzp8/jx9++KHE+SvyeljRa1rR61TZ2IrGLV68GOfOnUN4eHiZ8VQ5+/fvx9ChQ6FWqyGTyUqd/udBhBAICwvDk08+CaVSCTc3N8ybN6/qkyWiBo0T/T4mcnNzkZWVVeInbPfSarXo2bMnzM3N8emnn+LJJ5+EpaUl0tLSMGLECOTl5QG4O98lAFy4cKHcx7x06VKJN6RyuRwODg5G+1xcXADcnYu7LNeuXcP58+dL/Hy72I0bNwAA169fh6mpqXTO2lT8ZkytVlf6vsXX6P4CQefOneHq6oqjR4+WuI/4ZwqU9evX49tvv8ULL7xgdPz06dOYOXMmPv/8c6Ofxg8cOBDu7u4IDg4u9UPZjRs38Ouvv2Lw4MElrqudnR1kMhlsbGxKzEM7cOBA/Pzzzzh16hT+9a9/lTjv2rVr0bhx4xJ5AsAHH3yAnJwcJCcnS1PP9OrVC46OjnjjjTfw2muvGf1EtyLWrl2LHTt24MiRI9L8vz179kSPHj3QunVrhIeHY9asWQCAmTNnQqvV4tNPP8XMmTMBAIMHD8brr7+Or7/+Gk2aNCnzMczMzPDaa69VKrd7Pco1rU5+fn6wsrLCwYMHSz3+22+/YcSIEejfvz82bNhQ5geFNm3aSP89bNgwDBw4EBMmTMDo0aMrPU92fcdxu+bV9Lj9IOHh4fj777/xn//8B7du3QIAaWqX/Px83Lp1CzY2NjA1NcUbb7yBESNGwMvLS4ot/hl7Tk4OlEolbGxsjM5fPH3Cv/71LwwfPhxdunTB5MmTcezYsVLzKW/cdnBwwLlz50o8/4EDB2LKlCk4evQo+vXrJ12n0v7u3Lx5EzKZTJpjt127dti8eTPefvtteHh4AADc3NywaNEivPvuu0ZjsYODQ5nnBAB7e/tKX9MFCxYgOTkZly5dgqurK4C7rxtPPfUUnnvuOWzYsAFjxoyBEAJvvPEGevXqhW+++UZ67H79+kGj0eDdd9/FqFGjYGVlBUdHR+zcuRNjxoyRxngHBwcsXrwYY8eONXpOb7zxBq5fvy5NKQDcLWpNnz4dCxYskGKLr+lTTz2F5s2bS/eXyWQYMGAA5s+fj8zMzFKnCCv26quvYuvWrUhISJDmq58wYQKcnZ2xefNmaX2BPn36wMTEBKGhoXjllVceODdzQ8Sxu+bxPbfx+8OdO3di7dq1+PHHH/Hiiy9Kcb6+vmjRogVCQ0NLnYKqWKNGjTBkyBCsWrUKeXl5sLCwqNTYXR2vh8Xn7Natm9FrmaWlJXx8fIyKomU9fvEXSaU9/oNeDytzTSv6elTZa5qfn487d+6UmJrq5s2b0topqampmDlzJj777DMoFArpdU6v16OoqAi3bt2CUqms8Jf1dFdubi46deqE119/HSNHjnyoc0yePBnR0dEICwtDhw4doNFopPGUiKiqsAj/mNi2bRsMBgN69+5dZsyePXtw9epV7Nu3z6jAWfziXczV1RXt27dHdHR0qW8EACA+Ph7Xrl0rsSCNXq9HVlaW0YeCjIwMACjxQeFejo6OsLCwMPpwe/9xAGjcuDEMBgMyMjKkD8y1IS8vD7t27ULr1q3RtGnTSt+/tLkBiwkhShQriz8MrFu3DmvXrsWrr75a4n7Hjh2DEALPPPOM0X4zMzN06tQJsbGxpT7e999/D51OV2rno4WFBdq0aSP9Gd6fE1B613hSUhKSkpIwbdq0Uj/kJScnw93dvcTc78W5p6SkVLoIn5ycDFNT0xLzJLdq1QoODg5GcynK5XIsXrwYc+bMwYULF+Do6AhXV1cMGDAALVu2LPXPNDMzE1u3bsWwYcPKLXQ8yMNe05pQ2t894G4Bfvjw4fDx8UFUVJTRwrkPUvxh8fr163B2dq7KdOs8jts1q6bH7YpISUmBRqMx+vKq2Mcff4yPP/4YSUlJ6Ny5M06ePImTJ0/ixx9/LBHbunVrdOrUCcnJyWU+llwux9NPP43//Oc/pR5/0LjdsWPHUr+ku3/cat26NSwsLKT5zO914sQJPPHEE0YL3A0cOBCXLl3C+fPnodfr8eSTT0o59urVS4rr0KFDmecEIBXxK3NNk5OT0aRJkxJ/L+99LQLuFi3T09Px9ttvlzjnM888g++++w4XL16UijzPPPMMTp06hYsXL0pzHCcmJpZ4TgDw/vvvY8qUKTh37hxsbGzQvHlzvP3227CyspKKLq1bty5zvvCKvm6UFpecnIz/+7//K7HA7zPPPIOioiKcPn2aRfhScOyuWXzPXfLfb/FYf//jN2rUCE888USJ+cNLU3zO4qaKyozd1fF6WJlzduzYEZGRkWXGP+jxS3s9rMw17dChAzZu3Ai9Xm80L/z9r0eVuabFX+qdOHECXbt2leIyMjJw48YN6Zx///038vLyMHnyZEyePLnEee3s7DB58mR2yVfSwIEDSyyofi+dToePPvoIGzZswK1bt+Dh4YEFCxZIrwOnT5/GypUrkZKSgrZt29ZQ1kTUELGt8TGQmpqK6dOnQ6VSlfoBsVjxm6z7FwFbvXp1idgPP/wQ2dnZRt0dxXJzczFp0iRYWlpi6tSpJY5v2LDB6HbxTwLL+7AyZMgQ/PXXX3BwcICXl1eJrUWLFgAgvTgWd4yVRalUSl1GVc1gMGDixInIysrC+++//1DnGDhwICwtLaWf+hY7evQoMjIyjDpghBAICgrCunXrsHr16hKL5RUr7g66v0hSUFCAo0ePlvnBZe3atVCr1WW+8Rg5ciRycnJw4MABo/3bt2+HtbW10UJV954TQJnTtqjVamkRvHvFx8cDwEN9yFKr1TAYDDhy5IjR/j///BNZWVmlntPa2hodOnSQunZ2795d6htaAPjuu+9QWFj4SFPRFHuYa1rd/vvf/+LOnTsluq+io6MxfPhw9OjRAz///HOpiwiWRQiB2NhYNGrUqNyCQEPEcbuk+jRuV9QHH3yAvXv3Gm3F0zeNGzcOe/fuxRNPPAEAJeL27t2LMWPGAAB+/vlnfP311+U+Vn5+Pg4ePCid734PGreLO8Puf/7bt28HAOn5y+VyDB06FD/99BNu374txaWmpmLv3r0YMWJEiXPLZDK0adMG7dq1g8FgwBdffIHOnTsbFaz9/Pxw5swZHDp0SNqn1+uxfv16dO3aVXoNrMw1VavVuHz5Mq5cuWKUz/2vRXZ2djA3Ny/1S4j4+HiYmJiUWqRs0aIF2rdvDzMzMyxatAhqtbpEIRW4+3ffw8MDzZs3R2pqKjZt2oSgoCCpk1Eul+OFF17A6dOnpQUxgbtj7M6dO9G6dWupcFqW77//HmZmZlJhv/j5JyQkwGAwlPv86X84dpdUn8buuvKeu6zHz8rKwp9//vnAf7vZ2dnYunUrOnfuLBWBKzN2V8froaurK7y9vfHHH38YLfZ9584dxMbGGp3Tz88PMpmsxOPv2LEDQogHPn5pr4eVuaZ+fn7QarWIiooyiv3222+hVqulInplrunzzz8Pc3NzREREGJ0zIiICMpkMw4cPB3D31walvR/o1KkTWrRogb1792LixInlPn+qvNdffx1//PEHIiMjcfz4cbz00kt4/vnnce7cOQDAli1b0KpVK2zduhUtW7ZEixYt8Oabb0q/jiAiqjLVOuM8SYoXiVq3bp2Ij48Xv//+u4iKihJTpkwRKpVK2Nvbiz179hjd5/5Fom7cuCHs7OxEp06dxE8//SS2bNkiXn75ZdGmTZtSF8mZPn26ACAGDhwofvzxR7F//36xZs0a4e7uLpRKpYiKijKKHzNmjFAoFKJZs2Zi7ty5Ijo6WoSGhgq5XC4GDhxoFHv/IlFarVZ06dJFNG3aVCxatEjExMSI3377TaxZs0a89NJL4uDBg1JsQECAkMlk4q233hK//vqr+O2338Rnn30mli5dapSLUqkUkZGR4vDhw+L48ePlXt+yFol68cUXRXx8vDhw4ID47bffxKJFi0SnTp0EADF16tQS56noIlFCCBEWFiYAiDFjxoidO3eKiIgI4ebmJpo1a2a0kOjEiRMFAPHGG2+I+Ph4o+3o0aNSnMFgEM8884wwNzcXM2fOFLt27RJRUVGid+/eAoD4/vvvS+RQvCBYeYuBZmVliWbNmgm1Wi3Wrl0rfvvtN2nRorCwsBLxeXl5ws7OTnTr1q3Mc/7yyy9CJpOJZ599VmzatEns3r1bzJ07V1hbWwt3d3dRUFAgxWZmZooff/xR/Pjjj+K1114TAMSKFSvEjz/+KPbt2yfFpaamikaNGokmTZqIlStXij179oivv/5atGrVSlhZWYkzZ85IscULCu7cuVPs2LFDzJ49W1haWorBgwcLvV5fas5PPfWUcHNzM1pA73779u2TcjU3Nxe9e/eWbmdmZj7UNT158qR0Dk9PT9G4cWPp9smTJ41it2/fLn788UfxzTffSIsLFscWL1J18eJF0a1bN7F06VKxfft2sWPHDvHBBx8Ic3Nz0b59e6HVaqXz/f7778LCwkK0aNFC7Nmzp8TfP41GI8UOGzZMfPzxxyIqKkrs27dP/PDDD8LX11cAEF9++WWZ16w+47jdcMdtIYT0b2/BggXSooPF+8pT3iKi9ytrYVZvb28xf/588fPPP4u9e/eKdevWiX/961/C1NRU/PrrryXOU5FxWwghhg4dKpRKpfjkk09ETEyMmD9/vjA3NxdDhgwxijt9+rSwtrYWvXr1Etu3bxc//fST8PDwEGq12mgsFOLua9x///tfsXfvXrF27VrRqVMn4eDgIFJSUozi8vPzRfv27YWbm5vYsGGDiImJEX5+fkIulxu9FpSmrGuakJAgFAqFaNeunfj222/Fnj17xNKlS4WTk5NwdnY2uq7BwcECgAgICBBbt24VO3bskBYnHDt2rNF5Z8yYITZu3Cj27dsnvvvuO9G7d29hYWFR4t/7iRMnRGhoqNi6dauIiYkRYWFhwtHRUXh5eZVYJPv8+fOiUaNGom3btmLjxo1i27Ztws/PT8hkMqO/U59//rkIDAwU33//vdi7d6/YtGmTNBaHhoYanXPp0qXSePHzzz+L6Oho8f777wu5XC769etX7jWtzzh2N9yxu6685759+7Zo3ry5sLOzE2FhYWLPnj1iw4YNonPnzsLU1FTs3btXiv2///s/8f7774sff/xR7N27V3z11Veibdu2Qi6Xi5iYGKPHr8zYXR2vh3/88YdQKBTi2WefFZs3bxY///yz6NmzpzAzMxMHDhwwip04caIwMTERwcHBIiYmRnz55ZfCzs5OdOnSxehzREVfDytzTYUQon///sLOzk589dVXYs+ePdKf0/2LdVfmmn766adCJpOJGTNmiH379omFCxcKpVIpgoKCxINwYdaqA0Bs3rxZun3+/Hkhk8nElStXjOL69u0rQkJChBB3FytWKpWia9euYv/+/WLv3r2ic+fOok+fPjWZOhE1ACzC15DiDwTFm0KhEE5OTsLHx0fMmzevxIu4ECU/EAghxIEDB4S3t7ewtLQUjRs3Fm+++aY4evRomSvVb9++XQwaNEg4ODgIMzMz0aRJExEQEFCi+CfE3TfhVlZW4vjx49IHTnt7e/HOO+8YFfaEuPsGPDAw0GifVqsVH330kWjbtq1QKBRCpVKJDh06iKlTp4qMjAwpzmAwiCVLlggPDw8pztvbW2zZskWKuXjxovD19RU2NjYCgGjevHm517esDwTFm4mJibC1tRUdOnQQb731loiPjy/1PD4+PiWueXnWrFkjPQ8HBwfxyiuviLS0tBK53ZvLvdv9z+vWrVviww8/FO3atROWlpbCyclJ9O7dW2zfvr3Uxw8KChIymUz89ddf5eaZmpoqXn75ZWFnZycUCoXo2LGj+Oabb0qN3bBhgwBQ5vFie/bsEb6+vsLFxUVYWFiIJ598UkybNk3cuHHDKG7v3r1lPn8fHx+j2HPnzomAgADRokULoVQqRbNmzcTo0aNL/H39448/RNeuXYWtra1QKpXCw8NDhIWFCZ1OV2quf/zxhwAgZs6cWe5zKv7zL227/817Ra9p8b/j0rZZs2YZxZb3d+XChQtCCCFu3rwp/Pz8RIsWLYSFhYVQKBSiTZs24r333hO3bt2q8GPf/5wWLFggnnnmGWFnZydMTU2Fg4ODGDBggNi6dWu516w+47jdcMft+3O5fytPVRThp02bJjp16iRUKpWQy+XCxcVF+Pn5iT/++KPU81R03L5z5454//33hZubm5DL5aJZs2YiJCRE5Ofnl4hNSEgQffv2FZaWlsLW1lYMHz5cnD9/vkTcCy+8IFxdXYWZmZlwcXERgYGB4uLFi6U+fkZGhnjttdeEvb29MDc3F88++2yJIlJpyrumR48eFX5+fqJp06ZCqVSKVq1aiTfffFOkpqYaxRkMBrFmzRrh5eUlGjVqJGxtbUWXLl3E8uXLS7x2vPPOO6JZs2ZCoVAIR0dHMXLkyFILk2fPnhW9evUS9vb2QqFQiCeeeEJ89NFHJf7tFTtx4oQYPHiwsLGxkZ7/vf+GhBDi119/FT169BCNGzcWcrlc2NjYiJ49e4qNGzeWes6oqCjRo0cP4ejoKKysrET79u3FJ598UmYODQHH7oY7dtel99zp6eli4sSJ4oknnhDm5uZCrVaLwYMHl7he8+fPF507dxYqlUqYmpqKxo0bCz8/P3H48OFSH7+iY7cQ1fN6+PvvvwsfHx9haWkpLC0txXPPPVfqa5derxefffaZeOKJJ4SZmZlwdXUV77zzjsjOzjaKq8zrYUWvqRB3i/aTJk0SLi4u0p9TWeNsZa7pF198IZ588knpS7ZZs2aV+fnkXizCV537i/D/+c9/BABhZWVltMnlcjFq1CghhJC+hDl79qx0v8TERAHAqBGMiOhRyYQoZbl6ogewt7fHG2+8gbCwsNpOhYiIKoDjNhFR3cOxm4io4mQyGTZv3ixNAbRp0ya88sorOHnyZIk1VKytreHi4oJZs2Zh3rx5KCwslI7l5eXB0tIS0dHR6N+/f00+BSKqx7gwK1XK8ePHsX37dmRnZ8Pb27u20yEiogfguE1EVPdw7CYienRdunSBwWBAZmYmevbsWWpM9+7dodfr8ddff6F169YA7q5LBgDNmzevsVyJqP5jJzxVSp8+fXDmzBm8+uqr+Pzzz6WFq4iI6PHEcZuIqO7h2E1EVDFarRbnz58HcLfovnjxYvTp0wf29vZo1qwZXn31Vfzxxx9YtGgRunTpghs3bmDPnj3o0KEDBg0ahKKiIjzzzDOwtrZGeHg4ioqKMGHCBNja2iI6OrqWnx0R1ScswhMRERERERERUZ2zb98+9OnTp8T+MWPGICIiAoWFhfj000/x3Xff4cqVK3BwcIC3tzdmz56NDh06AACuXr2Kd999F9HR0bCyssLAgQOxaNEi2Nvb1/TTIaJ6jEV4IiIiIiIiIiIiIqJqYlLbCRARERERERERERER1VcswhMRERERERERERERVRN5bSdAZSsqKsLVq1dhY2PDxZiI6JEJIXD79m2o1WqYmPA72OrCsZuIqgrH7ZrBcZuIqhLH7urHcZuIqlJNjdsswj/Grl69Cjc3t9pOg4jqmbS0NDRt2rS206i3OHYTUVXjuF29OG4TUXXg2F19OG4TUXWo7nGbRfjHmI2NDYC7fwlsbW1rORsiqutycnLg5uYmjS1UPTh2E1FV4bhdMzhuE1FV4thd/ThuE1FVqqlxm0X4x1jxz6psbW35wkJEVYY/2axeHLuJqKpx3K5eHLeJqDpw7K4+HLeJqDpU97jNCcqIiIiIiIiIiIiIiKoJi/BERERERERERERERNWERXgiIiIiIiIiIiIiomrCOeGJiIiIiIiIiIiIqoDu5k0UarVlHjeztobC3r4GM6LHATvhiYjqoLMFJzHn+vs4W3CytlMhIqoUjl913/z58/HMM8/AxsYGTk5OGD58OM6ePWsUI4RAaGgo1Go1LCws0Lt3b5w8afxnXlBQgHfffReOjo6wsrLCsGHDcPnyZaOY7OxsBAQEQKVSQaVSISAgALdu3TKKSU1NxdChQ2FlZQVHR0dMmjQJOp2uWp47ERERUXmKCguREhqKpEmTytxSQkNRVFhY26lSDWMRnoiojhFC4Fftj4jP249ftT9CCFHbKRERVQjHr/ohNjYWEyZMwMGDBxETEwO9Xg9fX1/k5uZKMZ9//jkWL16M5cuX48iRI3BxcUH//v1x+/ZtKWbKlCnYvHkzIiMjERcXB61WiyFDhsBgMEgx/v7+SE5Oxs6dO7Fz504kJycjICBAOm4wGDB48GDk5uYiLi4OkZGRiIqKwrRp02rmYhBRncUvhYmoOsjkciidnFCo1UJuawu5SvW/zdYWhVotlE5OkMk5OUlDwz9xIqI65ozuJI7mH4GtiQpH84/gjO4k2ik9ajstIqIH4vhVP+zcudPo9rp16+Dk5ITExET06tULQgiEh4fjww8/xIgRIwAA3377LZydnfHDDz/g7bffhkajwdq1a/H999+jX79+AID169fDzc0Nu3btwoABA3D69Gns3LkTBw8eRNeuXQEAa9asgbe3N86ePYu2bdsiOjoap06dQlpaGtRqNQBg0aJFCAwMxNy5c2Fra1uDV4aI6op7vxS2MLHAdIU7ZDJZbadFRPWATCZDUz8/ZCckQBgMMLOxkY4V3r4NM2trNPXz45jTALETnoioDhFC4Ofbm5Ba+Ddu6K8jr+gOtmr/y25SInrscfyqvzQaDQDA/p+5TS9cuICMjAz4+vpKMUqlEj4+Pjhw4AAAIDExEYWFhUYxarUaHh4eUkx8fDxUKpVUgAeAZ599FiqVyijGw8NDKsADwIABA1BQUIDExMRS8y0oKEBOTo7RRkQNy4n8o/j19n9xu+g2EvMO4YyO3fBEVHVs3d1h5+WFghs3kH3sGG4dP44ivR66rCzYeXnB1t29tlOkWsAiPBFRHXJGdxLHC47iKYUHPMw7w8HUUeomJSJ6nHH8qp+EEAgODkaPHj3g4XH3Vw0ZGRkAAGdnZ6NYZ2dn6VhGRgYUCgXs7OzKjXFycirxmE5OTkYx9z+OnZ0dFAqFFHO/+fPnS3PMq1QquLm5VfZpE1EdJoTAttyfUQQDlFAiX+TzS2EiqlLF3fByCwtYt2qFRh07wpCXB1Nzc3bBN2AswhMR1RFCCGzV/hf5RXmwkt39SZuVzAb5RXn84EBEjzWOX/XXxIkTcfz4cWzcuLHEsfs/YAohHvih8/6Y0uIfJuZeISEh0Gg00paWllZuTkRUv5zRncSx/ASYQQmZTAY7U3t+KUxEVa64G16XlQUhBLvgiUV4IqK6onguZXtTB6mwIJPJYG/qwA8ORPRY4/hVP7377rv49ddfsXfvXjRt2lTa7+LiAgAlOtEzMzOlrnUXFxfodDpkZ2eXG3Pt2rUSj3v9+nWjmPsfJzs7G4WFhSU65IsplUrY2toabUTUMBR/KVwgCtBR+TTaKzvBRqbil8JEVOWKu+FNzc2Rn57OLnhiEZ6IqC4o/sCgLboNU8iRV3RH2kwhh7boNj84ENFjieNX/SOEwMSJE/HTTz9hz549aNmypdHxli1bwsXFBTExMdI+nU6H2NhYdOvWDQDg6ekJMzMzo5j09HSkpKRIMd7e3tBoNDh8+LAUc+jQIWg0GqOYlJQUpKenSzHR0dFQKpXw9PSs+idPRHUavxQmoppU3A1fqNGwC55YhCciqgv00CNTfw3WJja4LXJKbNYmNsjUX4Me+tpO1UhoaChkMpnRVtwhCdwt5ISGhkKtVsPCwgK9e/fGyZPGH34KCgrw7rvvwtHREVZWVhg2bBguX75sFJOdnY2AgABpft+AgADcunXLKCY1NRVDhw6FlZUVHB0dMWnSJOh0OqOYEydOwMfHBxYWFmjSpAnmzJnDwiDRI6qr4xeVbcKECVi/fj1++OEH2NjYICMjAxkZGcjLywNwt6A1ZcoUzJs3D5s3b0ZKSgoCAwNhaWkJf39/AIBKpcLYsWMxbdo07N69G0lJSXj11VfRoUMH9OvXDwDQrl07PP/88wgKCsLBgwdx8OBBBAUFYciQIWjbti0AwNfXF+7u7ggICEBSUhJ2796N6dOnIygoiB3uRGSEXwoTUU2TyWRwGzkSjj16wG3kSHbBN3Dy2k6AiIgezExmhhmOc6Etul1mjLWJDcxkZjWYVcW0b98eu3btkm6bmppK//35559j8eLFiIiIwJNPPolPP/0U/fv3x9mzZ2Fjc3fe6ClTpmDLli2IjIyEg4MDpk2bhiFDhiAxMVE6l7+/Py5fvoydO3cCAN566y0EBARgy5YtAACDwYDBgwejcePGiIuLQ1ZWFsaMGQMhBJYtWwYAyMnJQf/+/dGnTx8cOXIEf/75JwIDA2FlZYVp06bVyLUiqo/q8vhFpVu5ciUAoHfv3kb7161bh8DAQADAe++9h7y8PIwfPx7Z2dno2rUroqOjpbEdAJYsWQK5XI5Ro0YhLy8Pffv2RUREhNHrxIYNGzBp0iT4+voCAIYNG4bly5dLx01NTbFt2zaMHz8e3bt3h4WFBfz9/REWFlZNz56I6qr7vxS+371fCpuBr0lEVDVs27VDx7lzazsNegzIBL/mfWzl5ORApVJBo9Gwk4eIHlltjCmhoaH4+eefkZycXOKYEAJqtRpTpkzB+++/D+Bu17uzszMWLFiAt99+GxqNBo0bN8b333+P0aNHAwCuXr0KNzc3bN++HQMGDMDp06fh7u6OgwcPomvXrgCAgwcPwtvbG2fOnEHbtm2xY8cODBkyBGlpaVCr1QCAyMhIBAYGIjMzE7a2tli5ciVCQkJw7do1KJVKAMBnn32GZcuW4fLlyxXuWuDYTURVheNJzeB1Jmo4sg03H/ilsJ2p/SM9BseU6sdrTERVqabGFE5HQ0RE1ercuXNQq9Vo2bIlXn75Zfz9998AgAsXLiAjI0PqbgTuLpbn4+ODAwcOAAASExNRWFhoFKNWq+Hh4SHFxMfHQ6VSSQV4AHj22WehUqmMYjw8PKQCPAAMGDAABQUFSExMlGJ8fHykAnxxzNWrV3Hx4sUyn19BQQFycnKMNiIiIiJ6/NiZ2sPNrHmZ26MW4ImIiMrCIjwREVWbrl274rvvvsNvv/2GNWvWICMjA926dUNWVhYyMjIAAM7Ozkb3cXZ2lo5lZGRAoVDAzs6u3BgnJ6cSj+3k5GQUc//j2NnZQaFQlBtTfLs4pjTz58+X5qJXqVRwc3Mr/6IQERERERERUYPCIjwREVWbgQMHYuTIkdJCe9u2bQMAfPvtt1LM/dO8CCEeOPXL/TGlxVdFTPGMbeXlExISAo1GI21paWnl5k5EREREREREDQuL8EREVGOsrKzQoUMHnDt3Di4uLgBKdplnZmZKHeguLi7Q6XTIzs4uN+batWslHuv69etGMfc/TnZ2NgoLC8uNyczMBFCyW/9eSqUStra2RhsRERERERERUTEW4YmIqMYUFBTg9OnTcHV1RcuWLeHi4oKYmBjpuE6nQ2xsLLp16wYA8PT0hJmZmVFMeno6UlJSpBhvb29oNBocPnxYijl06BA0Go1RTEpKCtLT06WY6OhoKJVKeHp6SjH79++HTqczilGr1WjRokXVXwwiIiIiIiIiahBYhCciomozffp0xMbG4sKFCzh06BBefPFF5OTkYMyYMZDJZJgyZQrmzZuHzZs3IyUlBYGBgbC0tIS/vz8AQKVSYezYsZg2bRp2796NpKQkvPrqq9L0NgDQrl07PP/88wgKCsLBgwdx8OBBBAUFYciQIWjbti0AwNfXF+7u7ggICEBSUhJ2796N6dOnIygoSOpc9/f3h1KpRGBgIFJSUrB582bMmzcPwcHBD5weh4iIiIiIiIioLPLaToCIiOqvy5cv4//+7/9w48YNNG7cGM8++ywOHjyI5s2bAwDee+895OXlYfz48cjOzkbXrl0RHR0NGxsb6RxLliyBXC7HqFGjkJeXh759+yIiIgKmpqZSzIYNGzBp0iT4+voCAIYNG4bly5dLx01NTbFt2zaMHz8e3bt3h4WFBfz9/REWFibFqFQqxMTEYMKECfDy8oKdnR2Cg4MRHBxc3ZeJiIiIiIiIiOoxmShedY4eOzk5OVCpVNBoNJxjmIgeGceUmsHrTERVheNJzeB1JqKqxDGl+vEaE1FVqqkxhdPREBERERERERHd52zBScy5/j7OFpys7VSIiKiO43Q0RERERERERET3EELgsxsf45juKC7ozuEbdRTXCSIioofGTngiIiIiIiIionuczDuO47okAMBxXRJO5h2v5YyIiKguYxGeiIiIiIiIiOgfQgh8fnMWBO4uoSfwz20uqUdERA+JRXgiIiIiIiIion+czDuOlMJjRvtSCo+xG56IiB4ai/BERERERERE1KCsu7UCvS56YN2tFUb7i7vggfu73tkNT0RED48LsxIRERERERFRg2EwGLAueyW00GJd9kq8ZvM2TE1NAQBJp3cg9+wxtCzlfrk4hqScHXjafVDNJkxERHUei/BERERERERE1GB8o/kSWtwGAGhxG99ovkSQ/SQU5ubir8BpCMg1K/O+f1lNQ4e9PjCzsqqpdImIqB7gdDREREREREREDViRELicnYOz17JwOTsHRfV4yhWDwYDvNF8Z7fteswYGgwF5hfkwv22AmR5lbua378YRERFVBovwRERERERERA3U+cybWBWbgLDdh7B07xGE7T6EVbEJOJ95s7ZTqxbfaL5ELrRG+4q74fVyPQym5d/fYAro5fpqzLDumD9/Pp555hnY2NjAyckJw4cPx9mzZx94v9jYWHh6esLc3BytWrXCqlWraiBbIqLaxSI8ERERERHVaStWrEDLli1hbm4OT09P/P7777WdElGdcD7zJr6MTURC2jXk5BUgr1CPnLwCJKRdw5exifWuEG8wGPC9Zk2px77XrIGpzAw6M1m559CZyaCQK6sjvTonNjYWEyZMwMGDBxETEwO9Xg9fX1/k5uaWeZ8LFy5g0KBB6NmzJ5KSkjBjxgxMmjQJUVFRNZg5EVHN45zwRERERERUZ23atAlTpkzBihUr0L17d6xevRoDBw7EqVOn0KxZs9pOj+ixVSQEvjlwDJr8glKPa/IL8M2BY/j0hd4wkZVfmH5c5V4FruwGmvQFrNTGc8HfT4vb+M+NNWhyBwDuPt/iSXnuffbWdwCzfADm1Zh4HbFz506j2+vWrYOTkxMSExPRq1evUu+zatUqNGvWDOHh4QCAdu3aISEhAWFhYRg5cmR1p0xEVGvYCU9ERERERHXW4sWLMXbsWLz55pto164dwsPD4ebmhpUrV9Z2akSPtUtZt5Bxu+yOZQDIuJ2LS1m3aiahapCdAlw/cvf/y+uCL7Yp+xuj2zIYF+CL1ec58x+FRqMBANjb25cZEx8fD19fX6N9AwYMQEJCAgoLC0u9T0FBAXJycow2IqK6hp3wRER1hO7mTRRqtWUeN7O2hqKcN7xERET1jU6nQ2JiIj744AOj/b6+vjhw4EAtZUVUN8SdT6twXEtHu2rOpuroNID+DgAZcDUWuJMOXN0PKNxzobxhD6FUINcmq9T73jIvAGTmQHlFdhMTyC0sqif5OkwIgeDgYPTo0QMeHh5lxmVkZMDZ2dlon7OzM/R6PW7cuAFXV9cS95k/fz5mz55d5TkTEdUkFuGJiOqAosJCpISG4k5qapkxls2aofOiRTAxM6vBzIiIiGrPjRs3YDAYSi3oZGRklHqfgoICFBT8b/oNdlRSQ3U9p/wu+MrGPS5SlgGFOUCRAdBevLtPcw44v8QK/6dfilyrm1gX9Hqp9y1SANbt20ObklLm+W3at4dcyTnh7zdx4kQcP34ccXFxD4yV3Te9kfjnS4/79xcLCQlBcHCwdDsnJwdubm6PkC0RUc3jdDRERHWATC6H0skJhVot5La20Fmb4rJFJnTWppDb2qJQq4XSyQkyOb9bJSKihqe0gk5ZxZz58+dDpVJJGws51FCJCk7zXtG4x4VzNwAyQHfv92t6QJcjUGRiwLFOW8u+swxo8uHEcs/ffubMMseXhurdd9/Fr7/+ir1796Jp06blxrq4uJT4kjQzMxNyuRwODg6l3kepVMLW1tZoIyKqa1iEJyKqA2QyGZr6+cHM2hpFej2uK24iS5GD64qbKNLrYWZtjaZ+fvxAQEREDYqjoyNMTU1LLejc3x1fLCQkBBqNRtrS0io2JQdRfdPUrmKFzIrGPS7OfAPkXAB0N433F96Uo9nlTnjh19mwhi0UUEIJc6hNmsIGKrQz88A8h6Vo1aU3bDp0KPXcNh06wK6MYw2REAITJ07ETz/9hD179qBly5YPvI+3tzdiYmKM9kVHR8PLywtm/EUvEdVjLMITEdURtu7usPPygjYrHRp9NuSQQ6PPhjYrHXZeXrB1d6/tFImIiGqUQqGAp6dniYJOTEwMunXrVup92FFJdFerCs7zXtG4x0VRPgBD6cdkRSZQFFigjbItulr0wL8suqO1si2eUD6JIplAc2UryGQytJ85s9T7swve2IQJE7B+/Xr88MMPsLGxQUZGBjIyMpCXlyfFhISE4LXXXpNujxs3DpcuXUJwcDBOnz6Nb775BmvXrsX06dNr4ykQEdUYFuGr2YoVK9CyZUuYm5vD09MTv//+e22nRER1lEwmQ5Phw3Hb7A5kt/JgotXB9I4etxV5aDJ8OD8QEBFRgxQcHIyvv/4a33zzDU6fPo2pU6ciNTUV48aNq+3UiB5rXZq5wNZcUW6MrbkSXZq51FBGVUPRqKwjAgJArs0NmEKOvKI70mYKObRFt7FV+18IIWDXoUOJbnh2wZe0cuVKaDQa9O7dG66urtK2adMmKSY9PR2p96xr1bJlS2zfvh379u1D586d8cknn2Dp0qUYOXJkbTwFIqIaw8mDq9GmTZswZcoUrFixAt27d8fq1asxcOBAnDp1Cs2aNavt9IioDrr6hMBFD4EmCQrkN7GE+ZU7uOhVhKtPCDSq7eSIiIhqwejRo5GVlYU5c+YgPT0dHh4e2L59O5o3b17bqRE91uQmJhje8UlsTDwFvaEI4p5jMgBmpiYY3rEN5CZ1q3fP3AHQ3QagL3nMYKpDXqNs3BYlF2S2NrFBpv4a9NDDTGaG9jNn4uBLL0nH2QVfUvGCquWJiIgosc/HxwdHjx6thoyIiB5fLMJXo8WLF2Ps2LF48803AQDh4eH47bffsHLlSsyfP7+WsyOiukYIgW25UTjrq4A6RQ/zTB2EuRlO+ypQlBuFdkoPfjAgIqIGafz48Rg/fnxtp0FU5/Ru2wIAsPXkeeTkFaBIACYyQGWhxOD2T0jH65I2AUDKl0BB5v1HZLCwN4HnmEbo5bSi1Ptam9jATHZ3XnK7Dh3QqHNn3EpORqPOndkFT0REj+ShivBpaWm4ePEi7ty5g8aNG6N9+/ZQKpVVnVudptPpkJiYiA8++MBov6+vLw4cOFDqfQoKClBQUCDdzskp+e08ETVcZ3QncTT/CCzbuuBWxxtw+j0LmT0dINo64mj+EZzRnUQ7pUdtp0lEREREdUjvti3Qo00zHEu7huw7+bCzNEcnN+c61wFfzN4DaD4U+HPtPztMABTd/c+Ww8zQvHPFpteRyWTwCA3FxfXr0eLVV9nsQkREj6TCRfhLly5h1apV2LhxI9LS0ox+dqRQKNCzZ0+89dZbGDlyJEzq6It1Vbpx4wYMBgOcnZ2N9js7OyMjI6PU+8yfPx+zZ8+uifSI6DGQexW4shto0hewUhsfW3drBdbdWoHXG43H643GQwiBrdr/Qlt0Gzamtvj7eRVEng4XnlfBVGYGrSETW7X/xVOK9vyAQERERESVIjcxgWdz19pOo8o0ehKQmQMQgMLmn+lpZHf3V4Ztu3boOHdudaRIREQNTIWq5ZMnT0aHDh1w7tw5zJkzBydPnoRGo4FOp0NGRga2b9+OHj164OOPP0bHjh1x5MiR6s67zri/GCaEKLNAFhISAo1GI21paWk1kSLRY+837a/wS+uD37S/1nYqVepM8lWcPngNZ5KvGu03GAxYd2sVtEKLdbdWwWAwQA89MvXXYG1ig9siB5db6/H7dDtcbq3HbZFjNIclEREREVFDZuEEOHYEmjwHuI+7+/+OHQG5WTZyU1PL3HQ3b9Z26kREVE9VqBNeoVDgr7/+QuPGjUscc3JywnPPPYfnnnsOs2bNwvbt23Hp0iU888wzVZ5sXeLo6AhTU9MSXe+ZmZkluuOLKZVKTutDdJ+ioiKszF6CVP0FrMxegv6WQ+r0r210GkB/BxAQOHP0Giy0TXHm6FU81cUVMsggtwS+LfoS2n8Wi9KKHHyT8yWC7CZhhuNcaItul3nue+ewfBzNnz8fM2bMwOTJkxEeHg7g7heTs2fPxldffYXs7Gx07doVX375Jdq3by/dr6CgANOnT8fGjRuRl5eHvn37YsWKFWjatKkUk52djUmTJuHXX+9+UTNs2DAsW7YMjRo1kmJSU1MxYcIE7NmzBxYWFvD390dYWBgUCoUUc+LECUycOBGHDx+Gvb093n77bXz88cf8dQERERFRHaKwBTpOA2SmgEwGOHQGDPmFOP7+LNxJTS3zfpbNmqHzokUwMXt831MTEVHdVKEi/MKFCyt8wkGDBj10MvWJQqGAp6cnYmJi4OfnJ+2PiYnBCy+8UIuZEdUtO7S/IE1/CQCQpr+EHdpfMNjW7wH3enylLAMKc4A7hfkwudMItxpdheXlRjiyMB8WcgvIbQS+e/Uro/t8f2sN3rCdADtTe9iZ2tdS5o/myJEj+Oqrr9CxY0ej/Z9//jkWL16MiIgIPPnkk/j000/Rv39/nD17FjY2NgCAKVOmYMuWLYiMjISDgwOmTZuGIUOGIDExEaampgAAf39/XL58GTt37gQAvPXWWwgICMCWLVsA3P11weDBg9G4cWPExcUhKysLY8aMgRACy5YtA3B3HY7+/fujT58+OHLkCP78808EBgbCysoK06ZNq6lLRURERERVwOSeaodMBpiay6F0coLm1ClYqNV3dxYTAnlXr0Lp5ASZ/KGWziMiIipXpdtJQ0NDcenSperIpd4JDg7G119/jW+++QanT5/G1KlTkZqainHjxtV2akR1QlFREVbfWgLxz0pKAkX46tYXKCoqquXMHl6L4YCikYAmX4Mcm0zkWt9EjnUmbuXnQNFI4FS/n5ALrdF9tLiNb3K+hO7mzTr581mtVotXXnkFa9asgZ2dnbRfCIHw8HB8+OGHGDFiBDw8PPDtt9/izp07+OGHHwAAGo0Ga9euxaJFi9CvXz906dIF69evx4kTJ7Br1y4AwOnTp7Fz5058/fXX8Pb2hre3N9asWYOtW7fi7NmzAIDo6GicOnUK69evR5cuXdCvXz8sWrQIa9askRbB3rBhA/Lz8xEREQEPDw+MGDECM2bMwOLFi43WQSEiIiKiukcmk6Gpnx/MrK0hDAbILSykTRgMMLO2RlM/P/4CkoiIqkWli/BbtmxB69at0bdvX/zwww/Iz8+vjrzqhdGjRyM8PBxz5sxB586dsX//fmzfvh3Nmzev7dSI6oQd2l9wxXDZaN9lQyp2aH+ppYwenb0HYPrKn7htlg2YCCiKlBAmArflNyF7+TTWuISWer8NN77CiZkzkTRpUplbSmgoigoLa/YJVcCECRMwePBg9OvXz2j/hQsXkJGRAV9fX2mfUqmEj48PDhw4AABITExEYWGhUYxarYaHh4cUEx8fD5VKha5du0oxzz77LFQqlVGMh4cH1Or/rYA7YMAAFBQUIDExUYrx8fExmhZswIABuHr1Ki5evFhFV4OIiIiIaoutuzvsvLxQcOMGso8dw63jx1Gk10OXlQU7Ly/YurvXdopERFRPVboIn5iYiKNHj6Jjx46YOnUqXF1d8c4773Ax1jKMHz8eFy9elAo9vXr1qu2UiOqEoqK7Xe/FXfDF6no3vBACP2sjUSSK0OhWE9honNHoVhMUiSIs03wOLUqf8z3HVIu/7K6hUKuF3NYWcpXqf5utLQq12sfy57ORkZE4evQo5s+fX+JY8ZoZ96+T4ezsLB3LyMiAQqEw6qAvLcbJyanE+Z2cnIxi7n8cOzs7KBSKcmOKb9+/vse9CgoKkJOTY7QRERER0eOnuBve1NwcwmAAAOi1Wpiam7MLnoiIqtVDrW7YsWNHLFmyBFeuXME333yDK1euoHv37ujQoQO++OILaDSaqs6TiBqYHdpfcNlQ+qJJdbkb/nRBCg4hFtkOafi73e/YOywcf7f7HdkOaThrdqzsO8qAH3uegrwO/Xw2LS0NkydPxvr162Fubl5m3P05CyEe+DzujyktvipiiqehKS+f+fPnQ6VSSZubm1u5uRMRERFR7bF1d4f9M89AaW8PVYcOKLx1i13wRERU7R6qCF+sqKgIOp0OBQUFEELA3t4eK1euhJubGzZt2lRVORJRA1N6F/z/iqB1tRteCIHvc77CDcs0/BwQgmi/hTjfLg7Rfgux+dUPcMcqu9z7X3giD9ZPd4AuK0sqDgshHtufzyYmJiIzMxOenp6Qy+WQy+WIjY3F0qVLIZfLy+wyz8zMlI65uLhAp9MhOzu73Jhr166VePzr168bxdz/ONnZ2SgsLCw3JjMzE0DJbv17hYSEQKPRSFtaWlr5F4aIiIiIaoX277+RdegQrJ94AkVFRbj9118oKiqC9RNPIOvQIWj//ru2UyQionrqoYrwiYmJmDhxIlxdXTF16lR06dIFp0+fRmxsLM6cOYNZs2Zh0qRJVZ0rETUQ+SIP1wzp9+01XhjzmiEd+SKv5pKqAoWiECcLjt/9b5MC6EQBdEV3/19vqpPiTCGHGRRGmwlM4GDSGG5+I2GiVCI7KQm3jh9HoUbz2P58tm/fvjhx4gSSk5OlzcvLC6+88gqSk5PRqlUruLi4ICYmRrqPTqdDbGwsunXrBgDw9PSEmZmZUUx6ejpSUlKkGG9vb2g0Ghw+fFiKOXToEDQajVFMSkoK0tP/9/cqOjoaSqUSnp6eUsz+/fuh0+mMYtRqNVq0aFHm81QqlbC1tTXaiIiIiOjxor9zBwdfew1HgoJwau5c5KWlIT8tDXlpaTg1dy6OBAXh4GuvQX/nTm2nSkRE9VClJw/u2LEjTp8+DV9fX6xduxZDhw6FqampUcxrr72Gf//731WWJBE1LHKZGexNHXDdkAl5KcOUHnrYmzpALjOrhewenkwmQ0uzJ6CQKUocExDI0F8FALiYqkstqDeRN4Nts7s/n70RFwfL5s1x59IlOPbo8dh1wQOAjY0NPDw8jPZZWVnBwcFB2j9lyhTMmzcPbdq0QZs2bTBv3jxYWlrC398fAKBSqTB27FhMmzYNDg4OsLe3x/Tp09GhQwdpodd27drh+eefR1BQEFavXg0AeOuttzBkyBC0bdsWAODr6wt3d3cEBARg4cKFuHnzJqZPn46goCCpaO7v74/Zs2cjMDAQM2bMwLlz5zBv3jzMnDnzsfuCg4iIiIgqydQURXl5EDodYGLcjyj0eqCoCEV5ecB99Q0iIqKqUOki/EsvvYQ33ngDTZo0KTOmcePGdW6aCCJ6fMhkMrRRtIOF3qrMmKbyZnWuMGomM0No44XQFpWx+KrhFgDA1rRRqcetTWygMFGgqZ8fshMSkJ+e/th2wVfUe++9h7y8PIwfPx7Z2dno2rUroqOjYWNjI8UsWbIEcrkco0aNQl5eHvr27YuIiAijL4A3bNiASZMmwdfXFwAwbNgwLF++XDpuamqKbdu2Yfz48ejevTssLCzg7++PsLAwKUalUiEmJgYTJkyAl5cX7OzsEBwcjODg4Bq4EkRERERUnUwVCqg6d0ZWXNzdHSYm/yvG/1O/UHXuDFNFyYYZIiKiRyUTxRML02MnJycHKpUKGo2G0xtQg5NtuFlmsRq4W5C2M7WvwYweH0IInJo7F9diYuDcvz/cP/ywQkV4jik1g9eZiKoKx5OawetM1HBknziBQ6+8gqKCAmmfTC6H0OtholSi64YNsOvQ4ZEeg2NK9eM1JqKqVFNjSoU74SvSCSiXy+Hi4oK+ffuiU6dOj5QYETVsdqb2DbbI/iAymQxuI0fCkJcHt5Ej62wXPBERERFRTbJUq6Hy8EB2YqK0TxgMAACVhwcs1eraSo2IiOq5Chfhk5KSHhhTVFSEzMxM/Pvf/8ayZcswfvz4R0qOiIhKZ9uuHTrOnVvbaRARERERPbZ+0/6KVdlLMM5uKvorB+LYv/+NO5cvGwf9MznAncuXcezf/4bX6tUwMatba08REdHjr8JF+L1791b4pN9++y3mzJnDIjwRERERERER1biioiKEZX2CrKLrCMv6BL3t++DGoUOAXl9qfMG1ayjIyoJBp2MRnoiIqpzJg0Mqb9CgQWjUqFF1nJqIiIiIiIiIqFzbbm9GVtF1AEBW0XVEX/6hzAK8RK9H3s2bNZAdERE1NJUuwhsMBqxduxb+/v7o168fnnvuOaMNABo3bozEe+ZYIyIiIiKiuu/ixYsYO3YsWrZsCQsLC7Ru3RqzZs2CTqcziktNTcXQoUNhZWUFR0dHTJo0qUTMiRMn4OPjAwsLCzRp0gRz5syB+GdaiGKxsbHw9PSEubk5WrVqhVWrVpXIKSoqCu7u7lAqlXB3d8fmzZur/okTUZ1SVFSEJTeNp25cYrKsQvc1d3aujpSIiKiBq/B0NMUmT56MiIgIDB48GB4eHlwQkIiIiIiogThz5gyKioqwevVqPPHEE0hJSUFQUBByc3MRFhYG4G7TzuDBg9G4cWPExcUhKysLY8aMgRACy5bdLYLl5OSgf//+6NOnD44cOYI///wTgYGBsLKywrRp0wAAFy5cwKBBgxAUFIT169fjjz/+wPjx49G4cWOMHDkSABAfH4/Ro0fjk08+gZ+fHzZv3oxRo0YhLi4OXbt2rZ2LRES1btvtzbgF4472WwotDF5PwTThQpn3a9S1KxQKRXWnR0REDZBM3N9u8gCOjo747rvvMGjQoOrKif6Rk5MDlUoFjUYDW1vb2k6HiOo4jik1g9eZiKpKXRlPFi5ciJUrV+Lvv/8GAOzYsQNDhgxBWloa1Go1ACAyMhKBgYHIzMyEra0tVq5ciZCQEFy7dg1KpRIA8Nlnn2HZsmW4fPkyZDIZ3n//ffz66684ffq09Fjjxo3DsWPHEB8fDwAYPXo0cnJysGPHDinm+eefh52dHTZu3Fih/OvKdSaiiikqKkK/S14livAA0EhnjenDCsu8b78TJx65CM8xpfrxGhNRVaqpMaXS09EoFAo88cQT1ZELERERERHVMRqNBvb29tLt+Ph4eHh4SAV4ABgwYAAKCgqkKSvj4+Ph4+MjFeCLY65evYqLFy9KMb6+vkaPNWDAACQkJKCwsLDcmAMHDlTpcyRqCM4WnMSc6+/jbMHJ2k7lkZTWBV/sbjd8y1KPsQueiIiqU6WL8NOmTcMXX3xRYr5GIiIiIiJqWP766y8sW7YM48aNk/ZlZGTA+b45le3s7KBQKJCRkVFmTPHtB8Xo9XrcuHGj3Jjic5SmoKAAOTk5RhtRQyeEwNKbn2OL9r9YevPzOvt5v7S54O+3ZOblUvd7ff11daREREQE4CGK8HFxcdiwYQNat26NoUOHYsSIEUYbERERERHVLaGhoZDJZOVuCQkJRve5evUqnn/+ebz00kt48803jY6Vtm6UEMJo//0xxUW/qogpb92q+fPnQ6VSSZubm1uZsUQNxan8EziS/wcMMOBI/h84lX+itlN6KHcMuWV2wRe7pdDC9l9eRvvYBU9ERNWt0guzNmrUCH5+ftWRCxERERER1YKJEyfi5ZdfLjemRYsW0n9fvXoVffr0gbe3N7766iujOBcXFxw6dMhoX3Z2NgoLC6WudRcXlxLd6pmZmQDwwBi5XA4HB4dyY+7vjr9XSEgIgoODpds5OTksxFODJoTA8uyF0EMPANBDj+XZC7HC/Ltyv9B6HOlF2fO93+vJlYuQ4Okj3WYXPBERVbdKF+HXrVtXHXkQEREREVEtcXR0hKOjY4Vir1y5gj59+sDT0xPr1q2DiYnxj2u9vb0xd+5cpKenw9XVFQAQHR0NpVIJT09PKWbGjBnQ6XRS92l0dDTUarVU7Pf29saWLVuMzh0dHQ0vLy+YmZlJMTExMZg6dapRTLdu3crMX6lUGs1FT9TQnco/gcSCeKN9iQXxOJV/Au0tOtZSVg/H1NQUcphBj7KL8XKYwcLCAg49eiArLg4OPXqwC56IiKpdpYvwRERERETUMF29ehW9e/dGs2bNEBYWhuvXr0vHXFxcAAC+vr5wd3dHQEAAFi5ciJs3b2L69OkICgqCra0tAMDf3x+zZ89GYGAgZsyYgXPnzmHevHmYOXOm1Hk7btw4LF++HMHBwQgKCkJ8fDzWrl2LjRs3So85efJk9OrVCwsWLMALL7yAX375Bbt27UJcXFwNXhWiuuv+LvhidbUb3sZUha9dNiFNf6nMGDd5c9iYqtB17doazIyIiBq6ChXhn3/+ecycObPcjhIAuH37NlasWAFra2tMmDChShIkIiIiIqLHQ3R0NM6fP4/z58+jadOmRseK52s3NTXFtm3bMH78eHTv3h0WFhbw9/dHWFiYFKtSqRATE4MJEybAy8sLdnZ2CA4ONpompmXLlti+fTumTp2KL7/8Emq1GkuXLsXIkSOlmG7duiEyMhIfffQRPv74Y7Ru3RqbNm1C165dq/lKENUPpXXBF6ur3fAdLZ5GRzxd22kQEREZkYkKLHu+du1azJo1CzY2Nhg2bBi8vLygVqthbm6O7OxsnDp1CnFxcdi+fTuGDBmChQsXcl7FKpCTkwOVSgWNRiN1DRERPSyOKTWD15mIqgrHk5rB60wNlRAC49Nfw6GC38uM6arsiRWudasbvrY1tDFl//79WLhwIRITE5Geno7Nmzdj+PDhZcbv27cPffr0KbH/9OnTeOqppyr0mA3tGhNR9aqpMaVCnfBjx45FQEAA/vvf/2LTpk1Ys2YNbt26BQCQyWRwd3fHgAEDkJiYiLZt21ZbskRERERERET06HRFOiQXHCk3JrngCHRFOihNuY4ClS43NxedOnXC66+/bvRLpQc5e/asUbGrcePG1ZEeEdFjo8JzwisUCvj7+8Pf3x8AoNFokJeXBwcHB2lhJCIiIiIiIiJ6/OlFYbkLmAKAHoXQi0IowSI8lW7gwIEYOHBgpe/n5OSERo0aVX1CRESPKZOHvaNKpYKLiwsL8ERERERERER1jImJCWxljWBWzv9sZY1gYvLQZQOiMnXp0gWurq7o27cv9u7dW9vpEBFVuwp3whMRERERERFR/WBhYom16v8g03CtzBgnU2dYmFjWYFZU37m6uuKrr76Cp6cnCgoK8P3336Nv377Yt28fevXqVep9CgoKUFBQIN3OycmpqXSJiKoMi/BEREREREREDVALRWu0QOvaToMakLZt2xqtJejt7Y20tDSEhYWVWYSfP38+Zs+eXVMpEhFVC/6ujIiIiIiIiIiIasWzzz6Lc+fOlXk8JCQEGo1G2tLS0mowOyKiqsFOeCIiIiIiIiIiqhVJSUlwdXUt87hSqYRSycWBiahuq3Qn/K5du8o8tnr16kdKhoiIiIiIiIiI6gatVovk5GQkJycDAC5cuIDk5GSkpqYCuNvF/tprr0nx4eHh+Pnnn3Hu3DmcPHkSISEhiIqKwsSJE2sjfSKiGlPpIvzgwYMxbdo06HQ6ad/169cxdOhQhISEVGlyRERERERERET0eEpISECXLl3QpUsXAEBwcDC6dOmCmTNnAgDS09OlgjwA6HQ6TJ8+HR07dkTPnj0RFxeHbdu2YcSIEbWSPxFRTal0EX7//v3YsmULnnnmGZw8eRLbtm2Dh4cHtFotjh07Vh05EhFRHbVy5Up07NgRtra2sLW1hbe3N3bs2CEdF0IgNDQUarUaFhYW6N27N06ePGl0joKCArz77rtwdHSElZUVhg0bhsuXLxvFZGdnIyAgACqVCiqVCgEBAbh165ZRTGpqKoYOHQorKys4Ojpi0qRJRl8oA8CJEyfg4+MDCwsLNGnSBHPmzIEQomovChERERFRPdG7d28IIUpsERERAICIiAjs27dPin/vvfdw/vx55OXl4ebNm/j9998xaNCg2kmeiKgGVboI37VrVyQlJaFjx47w9PSEn58fpk2bhj179sDNza06ciQiojqqadOm+Oyzz5CQkICEhAQ899xzeOGFF6RC++eff47Fixdj+fLlOHLkCFxcXNC/f3/cvn1bOseUKVOwefNmREZGIi4uDlqtFkOGDIHBYJBi/P39kZycjJ07d2Lnzp1ITk5GQECAdNxgMGDw4MHIzc1FXFwcIiMjERUVhWnTpkkxOTk56N+/P9RqNY4cOYJly5YhLCwMixcvroErRURERERERET11UMtzHr27FkcOXIETZs2xdWrV3HmzBncuXMHVlZWVZ0fERHVYUOHDjW6PXfuXKxcuRIHDx6Eu7s7wsPD8eGHH0o/P/3222/h7OyMH374AW+//TY0Gg3Wrl2L77//Hv369QMArF+/Hm5ubti1axcGDBiA06dPY+fOnTh48CC6du0KAFizZg28vb1x9uxZtG3bFtHR0Th16hTS0tKgVqsBAIsWLUJgYCDmzp0LW1tbbNiwAfn5+YiIiIBSqYSHhwf+/PNPLF68GMHBwZDJZDV45YjqF93NmyjUass8bmZtDYW9fQ1mREREREREVHMq3Qn/2WefwdvbG/3790dKSgqOHDkidcbHx8dXR45ERFQPGAwGREZGIjc3F97e3rhw4QIyMjLg6+srxSiVSvj4+ODAgQMAgMTERBQWFhrFqNVqeHh4SDHx8fFQqVRSAR4Ann32WahUKqMYDw8PqQAPAAMGDEBBQQESExOlGB8fHyiVSqOYq1ev4uLFi1V/QYgaiKLCQqSEhiJp0qQyt5TQUBQVFtZ2qkRERERERNWi0kX4L774Aj///DOWLVsGc3NztG/fHocPH8aIESPQu3fvakiRiIjqshMnTsDa2hpKpRLjxo3D5s2b4e7ujoyMDACAs7OzUbyzs7N0LCMjAwqFAnZ2duXGODk5lXhcJycno5j7H8fOzg4KhaLcmOLbxTGlKSgoQE5OjtFGRP8jk8uhdHJCoVYLua0t5CrV/zZbWxRqtVA6OUEmf6gfaBIRERERET32Kv1p58SJE3B0dDTaZ2ZmhoULF2LIkCFVlhgREdUPbdu2RXJyMm7duoWoqCiMGTMGsbGx0vH7p3kRQjxw6pf7Y0qLr4qY4kVZy8tn/vz5mD17drn5EjVkMpkMTf38kJ2QAGEwwMzGRjpWePs2zKyt0dTPj1M+ERERERFRvVXpTvj7C/D38vHxeaRkiIio/lEoFHjiiSfg5eWF+fPno1OnTvjiiy/g4uICoGSXeWZmptSB7uLiAp1Oh+zs7HJjrl27VuJxr1+/bhRz/+NkZ2ejsLCw3JjMzEwAJbv17xUSEgKNRiNtaWlp5V8QogbI1t0ddl5e0GVlSV9uCSGgy8qCnZcXbN3dazlDIiIiIiKi6lPpInyfPn3w3HPPlbkRERGVRwiBgoICtGzZEi4uLoiJiZGO6XQ6xMbGolu3bgAAT09PmJmZGcWkp6cjJSVFivH29oZGo8Hhw4elmEOHDkGj0RjFpKSkID09XYqJjo6GUqmEp6enFLN//37odDqjGLVajRYtWpT5fJRKJWxtbY02IjJW3A1vam4O/T8LtOq1Wpiam7MLnoiIiIiI6r1KT0fTuXNno9uFhYVITk5GSkoKxowZU1V5ERFRPTBjxgwMHDgQbm5uuH37NiIjI7Fv3z7s3LkTMpkMU6ZMwbx589CmTRu0adMG8+bNg6WlJfz9/QEAKpUKY8eOxbRp0+Dg4AB7e3tMnz4dHTp0QL9+/QAA7dq1w/PPP4+goCCsXr0aAPDWW29hyJAhaNu2LQDA19cX7u7uCAgIwMKFC3Hz5k1Mnz4dQUFBUtHc398fs2fPRmBgIGbMmIFz585h3rx5mDlzJguERFWguBv+Rlwc5NbW0GVlwbFHD3bBExERERFRvVfpIvySJUtK3R8aGgrtP51NREREAHDt2jUEBAQgPT0dKpUKHTt2xM6dO9G/f38AwHvvvYe8vDyMHz8e2dnZ6Nq1K6Kjo2Fzz5zRS5YsgVwux6hRo5CXl4e+ffsiIiICpqamUsyGDRswadIk+Pr6AgCGDRuG5cuXS8dNTU2xbds2jB8/Ht27d4eFhQX8/f0RFhYmxahUKsTExGDChAnw8vKCnZ0dgoODERwcXN2XiahBuHdu+Pz0dHbBExERERFRgyETxRNzPqLz58/jX//6F27evFkVpyMAOTk5UKlU0Gg0nN6AiB4Zx5SawetMVDYhBE7NnYtrMTFw7t8f7h9+yCJ8OR738aSgoABdu3bFsWPHkJSUZPSL2dTUVEyYMAF79uwx+uJToVBIMSdOnMDEiRNx+PBh2Nvb4+2338bHH39s9HciNjYWwcHBOHnyJNRqNd577z2MGzfOKI+oqCh8/PHH+Ouvv9C6dWvMnTsXfn5+FX4ej/t1JqK6hWNK9eM1JqKqVFNjSqXnhC9LfHw8zM3Nq+p0RERERFTPyGQyuI0cCccePeA2ciQL8HXce++9B7VaXWK/wWDA4MGDkZubi7i4OERGRiIqKgrTpk2TYnJyctC/f3+o1WocOXIEy5YtQ1hYGBYvXizFXLhwAYMGDULPnj2RlJSEGTNmYNKkSYiKipJi4uPjMXr0aAQEBODYsWMICAjAqFGjcOjQoep98kRERERElVDp6WhGjBhhdFsIgfT0dCQkJODjjz+ussSIiIiIqP6xbdcOHefOre006BHt2LED0dHRiIqKwo4dO4yORUdH49SpU0hLS5OK9IsWLUJgYCDmzp0LW1tbbNiwAfn5+YiIiIBSqYSHhwf+/PNPLF68GMHBwZDJZFi1ahWaNWuG8PBwAHfXAElISEBYWBhGjhwJAAgPD0f//v0REhICAAgJCUFsbCzCw8OxcePGmrsgRERERETlqHQnvEqlMtrs7e3Ru3dvbN++HbNmzaqOHImIiIiI6DFx7do1BAUF4fvvv4elpWWJ4/Hx8fDw8DDqkh8wYAAKCgqQmJgoxfj4+ECpVBrFXL16FRcvXpRiitf6uDcmISEBhYWF5cYcOHCgzPwLCgqQk5NjtBERERERVadKd8KvW7euOvIgIiIiIqLHnBACgYGBGDduHLy8vKSC+b0yMjLg7OxstM/Ozg4KhQIZGRlSTIsWLYxiiu+TkZGBli1blnoeZ2dn6PV63LhxA66urmXGFD9OaebPn4/Zs2dX9CkTERERET2yKpsT/nHQokULyGQyo+2DDz4wiklNTcXQoUNhZWUFR0dHTJo0CTqdzijmxIkT8PHxgYWFBZo0aYI5c+bg/vVrY2Nj4enpCXNzc7Rq1QqrVq0qkU9UVBTc3d2hVCrh7u6OzZs3V/2TJiIiIiJ6RKGhoSXeR9+/JSQkYNmyZcjJyZGmfylLafP9CyGM9t8fU/x+uypiyltvICQkBBqNRtrS0tLKfS5ERERERI+qQp3wdnZ2FV446+bNm4+U0KOaM2cOgoKCpNvW1tbSfxcvEtW4cWPExcUhKysLY8aMgRACy5YtA/C/RaL69OmDI0eO4M8//0RgYCCsrKykxaSKF4kKCgrC+vXr8ccff2D8+PFo3LixND9l8SJRn3zyCfz8/LB582aMGjUKcXFx6Nq1aw1eESIiIiKi8k2cOBEvv/xyuTEtWrTAp59+ioMHDxpNIwMAXl5eeOWVV/Dtt9/CxcWlxMKo2dnZKCwslLrWXVxcSnSrZ2ZmAsADY+RyORwcHMqNub87/l5KpbJE/kRERERE1alCRfjixZDqAhsbG7i4uJR6jItEERERERGV5OjoCEdHxwfGLV26FJ9++ql0++rVqxgwYAA2bdokNZp4e3tj7ty5SE9Ph6urK4C778OVSiU8PT2lmBkzZkCn00GhUEgxarVamqbG29sbW7ZsMXr86OhoeHl5wczMTIqJiYnB1KlTjWK6dev2kFeCiIiIiKjqVagIP2bMmOrOo8osWLAAn3zyCdzc3PDSSy/h3//+t/TG/kGLRPXp06fMRaJCQkJw8eJFtGzZsswFoNauXYvCwkKYmZkhPj7e6MNAcUxd+kKDiIiIiOhezZo1M7pd/KvT1q1bo2nTpgAAX19fuLu7IyAgAAsXLsTNmzcxffp0BAUFwdbWFgDg7++P2bNnIzAwEDNmzMC5c+cwb948zJw5U/oF7rhx47B8+XIEBwcjKCgI8fHxWLt2rVFDy+TJk9GrVy8sWLAAL7zwAn755Rfs2rULcXFxNXE5iIiIiIgqpMJzws+cORN37tyRbmdnZ1dLQo9i8uTJiIyMxN69ezFx4kSEh4dj/Pjx0vGKLhJV2uJOxcfKiyleJKq8mPIWiSooKEBOTo7RRkRERERUl5iammLbtm0wNzdH9+7dMWrUKAwfPhxhYWFSjEqlQkxMDC5fvgwvLy+MHz8ewcHBCA4OlmJatmyJ7du3Y9++fejcuTM++eQTLF26VPrlKQB069YNkZGRWLduHTp27IiIiAijrnwiIiIiosdBhTrhAWDu3LmYOHEiLC0tAQDNmzdHcnIyWrVqVW3JAXcXiZo9e3a5MUeOHIGXl5dR53nHjh1hZ2eHF198EQsWLJDmjXycF4maP3/+A58rEREREdHjokWLFtL74Hs1a9YMW7duLfe+HTp0wP79+8uN8fHxwdGjR8uNefHFF/Hiiy8+OFkiIiIiolpS4SL8/W+uS3uzXR0qukhUaZ599lkAwPnz5+Hg4PDYLxIVEhJi1P2Tk5MDNze3MuOJiIiIiIiIiIiI6PFW4SJ8banoIlGlSUpKAgBpQajHfZEopVJpNBc9EREREREREREREdVtFZ4TXiaT4fbt28jJyYFGo4FMJoNWq31s5jCPj4/HkiVLkJycjAsXLuA///kP3n77bQwbNkxaQOreRaKSkpKwe/fuUheJUiqVCAwMREpKCjZv3ox58+YhODjYaJGoS5cuITg4GKdPn8Y333yDtWvXYvr06VI+kydPRnR0NBYsWIAzZ85gwYIF2LVrF6ZMmVLj14aIiIiIiIiIiIiIakelpqN58sknjW536dLF6LZMJoPBYKjaDCtIqVRi06ZNmD17NgoKCtC8eXMEBQXhvffek2KKF4kaP348unfvDgsLC/j7+5e6SNSECRPg5eUFOzu7MheJmjp1Kr788kuo1eoyF4n66KOP8PHHH6N169ZcJIqIiIiIiIiIiIiogZGJCk7uHhsbW6ET+vj4PFJC9D85OTlQqVTQaDRSpz4R0cPimFIzeJ2JStLdvIlCrbbM42bW1lDY29dgRnUDx5OawetMRFWJY0r14zUmoqpUU2NKhTvhWVwnIiIiosoqKixESmgo7qSmlhlj2awZOi9aBJN/1tYhIiIiIiKqTyo8JzwRERERUWXJ5HIonZxQqNVCbmsLuUr1v83WFoVaLZROTpDJK9wbQkREREREVKewCE9ERERE1UYmk6Gpnx/MrK0hDAbILSykTRgMMLO2RlM/P8hkstpOlYiIiIiIqFqwCE9ERERE1crW3R12Xl7QZWWheDkiIQR0WVmw8/KCrbt7LWdIRERERERUfViEJyIiIqJqVdwNb2puDv0/C7TqtVqYmpuzC56IiIiIiOq9hy7Cnz9/Hr/99hvy8vIAQOpqIiIiIiK63/3d8OyCJyIiqvv279+PoUOHQq1WQyaT4eeff37gfWJjY+Hp6Qlzc3O0atUKq1atqv5EiYhqWaWL8FlZWejXrx+efPJJDBo0COnp6QCAN998E9OmTavyBImIiIio7ru3Gz4/PZ1d8ERERPVAbm4uOnXqhOXLl1co/sKFCxg0aBB69uyJpKQkzJgxA5MmTUJUVFQ1Z0pEVLsqXYSfOnUq5HI5UlNTYWlpKe0fPXo0du7cWaXJEREREVH9UdwNX6jRsAueiIioHhg4cCA+/fRTjBgxokLxq1atQrNmzRAeHo527drhzTffxBtvvIGwsLBqzpSIqHbJK3uH6Oho/Pbbb2jatKnR/jZt2uDSpUtVlhgRERER1S8ymQxuI0fCkJcHt5Ej2QVPRETUwMTHx8PX19do34ABA7B27VoUFhbCzMysxH0KCgpQUFAg3c7Jyan2PImIqlqlO+Fzc3ONOuCL3bhxA0qlskqSIiKi+mH+/Pl45plnYGNjAycnJwwfPhxnz541ihFCIDQ0FGq1GhYWFujduzdOnjxpFFNQUIB3330Xjo6OsLKywrBhw3D58mWjmOzsbAQEBEClUkGlUiEgIAC3bt0yiklNTcXQoUNhZWUFR0dHTJo0CTqdzijmxIkT8PHxgYWFBZo0aYI5c+Zw3ROiKmTbrh06zp0L23btajsVIiIiqmEZGRlwdnY22ufs7Ay9Xo8bN26Uep/58+dL7/FVKhXc3NxqIlUioipV6SJ8r1698N1330m3ZTIZioqKsHDhQvTp06dKkyMiorotNjYWEyZMwMGDBxETEwO9Xg9fX1/k5uZKMZ9//jkWL16M5cuX48iRI3BxcUH//v1x+/ZtKWbKlCnYvHkzIiMjERcXB61WiyFDhsBgMEgx/v7+SE5Oxs6dO7Fz504kJycjICBAOm4wGDB48GDk5uYiLi4OkZGRiIqKMlrPJCcnB/3794darcaRI0ewbNkyhIWFYfHixdV8pYiIiIiIGob7fwlX3PBS1i/kQkJCoNFopC0tLa3acyQiqmqVno5m4cKF6N27NxISEqDT6fDee+/h5MmTuHnzJv7444/qyJGIiOqo+9cKWbduHZycnJCYmIhevXpBCIHw8HB8+OGH0jyS3377LZydnfHDDz/g7bffhkajwdq1a/H999+jX79+AID169fDzc0Nu3btwoABA3D69Gns3LkTBw8eRNeuXQEAa9asgbe3N86ePYu2bdsiOjoap06dQlpaGtRqNQBg0aJFCAwMxNy5c2Fra4sNGzYgPz8fERERUCqV8PDwwJ9//onFixcjODiYU2cQERERET0CFxcXZGRkGO3LzMyEXC6Hg4NDqfdRKpWceYGI6rxKd8K7u7vj+PHj+Ne//oX+/fsjNzcXI0aMQFJSElq3bl0dORIRUT2h0WgAAPb29gCACxcuICMjw2heSKVSCR8fHxw4cAAAkJiYiMLCQqMYtVoNDw8PKSY+Ph4qlUoqwAPAs88+C5VKZRTj4eEhFeCBu/NPFhQUIDExUYrx8fExepM/YMAAXL16FRcvXqzKS0FERERE1OB4e3sjJibGaF90dDS8vLxKnQ+eiKi+qHQRHrj7zeXs2bOxdetWbN++HZ9++ilcXV2rOjciIqpHhBAIDg5Gjx494OHhAQBSF0xp80IWH8vIyIBCoYCdnV25MU5OTiUe08nJySjm/sexs7ODQqEoN6b49v0dO8UKCgqQk5NjtBGRMd3Nm8hNTS1z0928WdspUiVt27YNXbt2hYWFBRwdHaVfMxWrqjU4YmNj4enpCXNzc7Rq1QqrVq0qkUtUVBTc3d2hVCrh7u6OzZs3V/0TJiKiUmm1WiQnJyM5ORnA3Sab5ORkpKamArg7lcxrr70mxY8bNw6XLl1CcHAwTp8+jW+++QZr167F9OnTayN9IqIaU+npaNatWwdra2u89NJLRvt//PFH3LlzB2PGjKmy5IiIqP6YOHEijh8/jri4uBLHSpsX8kFTv9wfU1p8VcQ8aI7K+fPnY/bs2eXmStSQFRUWIiU0FHf++TBeGstmzdB50SKYsAOuToiKikJQUBDmzZuH5557DkIInDhxQjpevAZH48aNERcXh6ysLIwZMwZCCCxbtgzA/9bg6NOnD44cOYI///wTgYGBsLKyktbquHDhAgYNGoSgoCCsX78ef/zxB8aPH4/GjRtj5MiRAO7+gmn06NH45JNP4Ofnh82bN2PUqFGIi4sz+nUUERFVj4SEBKP1AYODgwEAY8aMQUREBNLT06WCPAC0bNkS27dvx9SpU/Hll19CrVZj6dKl0rhORFRfVboI/9lnn5XageLk5IS33nqLRXgiIirh3Xffxa+//or9+/ejadOm0n4XFxcAd7vM7/1FVWZmptSB7uLiAp1Oh+zsbKNu+MzMTHTr1k2KuXbtWonHvX79utF5Dh06ZHQ8OzsbhYWFRjGlzVEJlOzWLxYSEiJ92ADuFpbc3NzKuxxEDYpMLofSyQmaU6dgoVYD936hJQTyrl6F0skJMnml35ZSLdDr9Zg8eTIWLlyIsWPHSvvbtm0r/XdVrcGxatUqNGvWDOHh4QCAdu3aISEhAWFhYVKxJjw8HP3790dISAiAu2NybGwswsPDsXHjxhq6KkREDVfv3r1L/IrpXhERESX2+fj44OjRo9WYFRHR46fS09FcunQJLVu2LLG/efPmRt9uEhERCSEwceJE/PTTT9izZ0+J14+WLVvCxcXFaF5InU6H2NhYqcDu6ekJMzMzo5j09HSkpKRIMd7e3tBoNDh8+LAUc+jQIWg0GqOYlJQUpKenSzHR0dFQKpXw9PSUYvbv3280ZUJ0dDTUajVatGhR6nNUKpWwtbU12ojof2QyGZr6+cHM2hrCYIDcwkLahMEAM2trNPXz48LHdcTRo0dx5coVmJiYoEuXLnB1dcXAgQNx8uRJKaaq1uCIj483Wg+kOCYhIQGFhYXlxhSvB1IaTiNGRERERDWt0kV4JycnHD9+vMT+Y8eOlbmSNRERNUwTJkzA+vXr8cMPP8DGxgYZGRnIyMhAXl4egLvFuSlTpmDevHnYvHkzUlJSEBgYCEtLS/j7+wMAVCoVxo4di2nTpmH37t1ISkrCq6++ig4dOqBfv34A7nZHPv/88wgKCsLBgwdx8OBBBAUFYciQIVJ3pq+vL9zd3REQEICkpCTs3r0b06dPR1BQkFQ49/f3h1KpRGBgIFJSUrB582bMmzdP6sokoodj6+4OOy8v6LKypG45IQR0WVmw8/KCrbt7LWdIFfX3338DAEJDQ/HRRx9h69atsLOzg4+PD27+M7d/Va3BUVaMXq/HjRs3yo0pax0P4O40YiqVStr46yUiIiIiqm6VLsK//PLLmDRpEvbu3QuDwQCDwYA9e/Zg8uTJePnll6sjRyIiqqNWrlwJjUaD3r17w9XVVdo2bdokxbz33nuYMmUKxo8fDy8vL1y5cgXR0dGwsbGRYpYsWYLhw4dj1KhR6N69OywtLbFlyxaYmppKMRs2bECHDh3g6+sLX19fdOzYEd9//7103NTUFNu2bYO5uTm6d++OUaNGYfjw4QgLC5NiVCoVYmJicPnyZXh5eWH8+PEIDg42mm6GiCqvuBve1Nwceq0WAKDXamFqbs4u+MdEaGgoZDJZuVtCQgKKiooAAB9++CFGjhwJT09PrFu3DjKZDD/++KN0vqpag+NhY8r7OxUSEgKNRiNtaWlpZcYSEREREVWFSk+++emnn+LSpUvo27cv5P/M3VlUVITXXnsN8+bNq/IEiYio7ipvfshiMpkMoaGhCA0NLTPG3Nwcy5Ytkxb0K429vT3Wr19f7mM1a9YMW7duLTemQ4cO2L9/f7kxRFR5xd3wN+LiILe2hi4rC449erAL/jExceLEBzbUtGjRArdv3wYAuN/z56ZUKtGqVStpasqqWoOjrBi5XC79AresmLLW8SjO995pcIiIiIiIqluli/AKhQKbNm3CJ598gmPHjsHCwgIdOnRA8+bNqyM/IiIiIqoHirvhsxMSkJ+ezi74x4yjoyMcHR0fGOfp6QmlUomzZ8+iR48eAIDCwkJcvHhR+jzg7e2NuXPnIj09XVp0u7Q1OGbMmAGdTgeFQiHF3LsGh7e3N7Zs2WL0+NHR0fDy8oKZmZkUExMTg6lTpxrFFK8HQkRERET0OKj0dDTFnnzySbz00ksYMmQIC/BERERE9EDF3fCFGg3ngq+jbG1tMW7cOMyaNQvR0dE4e/Ys3nnnHQDASy+9BKDq1uAYN24cLl26hODgYJw+fRrffPMN1q5di+nTp0v5TJ48GdHR0ViwYAHOnDmDBQsWYNeuXZgyZUrNXhgiIiIionJUuhPeYDAgIiICu3fvRmZmpjQvZLE9e/ZUWXJEREREVH/IZDK4jRwJQ14e3EaOZBd8HbVw4ULI5XIEBAQgLy8PXbt2xZ49e2BnZwfgf2twjB8/Ht27d4eFhQX8/f1LXYNjwoQJ8PLygp2dXYk1OFq2bInt27dj6tSp+PLLL6FWq7F06VKMHDlSiunWrRsiIyPx0Ucf4eOPP0br1q2xadMmdO3ateYuCBERERHRA8hERSbsvcfEiRMRERGBwYMHw9XVtcSHpyVLllRpgg1ZTk4OVCoVNBqN1DVERPSwOKbUDF5nIqoqHE9qBq8zEVUljinVj9eYiKpSTY0ple6Ej4yMxH/+8x8MGjSoOvIhIiIiIiIiIiIiIqo3Kj0nvEKhwBNPPFEduRARERERERERERER1SuVLsJPmzYNX3zxBSo5iw0RERERERERERERUYNT6elo4uLisHfvXuzYsQPt27eHmZmZ0fGffvqpypIjIiIiIiIiIiIiIqrLKl2Eb9SoEfz8/KojFyIiIiIiIiIiIiKieqXSRfh169ZVRx5ERERERERERERERPVOpeeEBwC9Xo9du3Zh9erVuH37NgDg6tWr0Gq1VZocEREREREREREREVFdVulO+EuXLuH5559HamoqCgoK0L9/f9jY2ODzzz9Hfn4+Vq1aVR15EhERERERERERERHVOZXuhJ88eTK8vLyQnZ0NCwsLab+fnx92795dpckREREREREREREREdVlle6Ej4uLwx9//AGFQmG0v3nz5rhy5UqVJUZEREREREREREREVNdVuhO+qKgIBoOhxP7Lly/DxsamSpIiIiIiIiIiIiIiIqoPKl2E79+/P8LDw6XbMpkMWq0Ws2bNwqBBg6oyNyIiIiIiIiIiIiKiOq3S09EsXrwYzz33HNzd3ZGfnw9/f3+cO3cOjo6O2LhxY3XkSERERERERERERERUJ1W6CN+kSRMkJycjMjISiYmJKCoqwtixY/HKK68YLdRKRERERERERERERNTQVaoIX1hYiLZt22Lr1q14/fXX8frrr1dXXkREREREREREREREdV6l5oQ3MzNDQUEBZDJZdeVDRERERERERERERFRvVHph1nfffRcLFiyAXq+vjnyIiIiIiIiIiIiIiOqNSs8Jf+jQIezevRvR0dHo0KEDrKysjI7/9NNPVZYcEREREREREREREVFdVulO+EaNGmHkyJEYMGAA1Go1VCqV0UZERERERPXXn3/+iRdeeAGOjo6wtbVF9+7dsXfvXqOY1NRUDB06FFZWVnB0dMSkSZOg0+mMYk6cOAEfHx9YWFigSZMmmDNnDoQQRjGxsbHw9PSEubk5WrVqhVWrVpXIJyoqCu7u7lAqlXB3d8fmzZur/kkTERERET2CSnfCr1u3rjryICIiIqJ6SnfzJgq12jKPm1lbQ2FvX4MZ0aMYPHgwnnzySezZswcWFhYIDw/HkCFD8Ndff8HFxQUGgwGDBw9G48aNERcXh6ysLIwZMwZCCCxbtgwAkJOTg/79+6NPnz44cuQI/vzzTwQGBsLKygrTpk0DAFy4cAGDBg1CUFAQ1q9fjz/++APjx49H48aNMXLkSABAfHw8Ro8ejU8++QR+fn7YvHkzRo0ahbi4OHTt2rXWrhERERER0b0q3QkPAHq9Hrt27cLq1atx+/ZtAMDVq1ehLefDFRERNTz79+/H0KFDoVarIZPJ8PPPPxsdF0IgNDQUarUaFhYW6N27N06ePGkUU1BQgHfffReOjo6wsrLCsGHDcPnyZaOY7OxsBAQESL/KCggIwK1bt4xiqqork4gqp6iwECmhoUiaNKnMLSU0FEWFhbWdKlXAjRs3cP78eXzwwQfo2LEj2rRpg88++wx37tyRxu/o6GicOnUK69evR5cuXdCvXz8sWrQIa9asQU5ODgBgw4YNyM/PR0REBDw8PDBixAjMmDEDixcvlsbdVatWoVmzZggPD0e7du3w5ptv4o033kBYWJiUT3h4OPr374+QkBA89dRTCAkJQd++fREeHl7j14aIiIiIqCyVLsJfunQJHTp0wAsvvIAJEybg+vXrAIDPP/8c06dPr/IEiYio7srNzUWnTp2wfPnyUo9//vnnWLx4MZYvX44jR47AxcUF/fv3l77gBYApU6Zg8+bNiIyMRFxcHLRaLYYMGQKDwSDF+Pv7Izk5GTt37sTOnTuRnJyMgIAA6XhxV2Zubi7i4uIQGRmJqKgoqdsS+F9XplqtxpEjR7Bs2TKEhYVh8eLF1XBliBoOmVwOpZMTCrVayG1tIVep/rfZ2qJQq4XSyQkyeaV/oEm1wMHBAe3atcN3332H3Nxc6PV6rF69Gs7OzvD09ARwtzvdw8MDarVaut+AAQNQUFCAxMREKcbHxwdKpdIo5urVq7h48aIU4+vra/T4AwYMQEJCAgr/+dKmrJgDBw5U+XMnIqLSrVixAi1btoS5uTk8PT3x+++/lxm7b98+yGSyEtuZM2dqMGMioppX6SL85MmT4eXlhezsbFhYWEj7/fz8sHv37ipN7l5z585Ft27dYGlpiUaNGpUa87jNPVmZFyIiovpo4MCB+PTTTzFixIgSx4QQCA8Px4cffogRI0bAw8MD3377Le7cuYMffvgBAKDRaLB27VosWrQI/fr1Q5cuXbB+/XqcOHECu3btAgCcPn0aO3fuxNdffw1vb294e3tjzZo12Lp1K86ePQug6royiajyZDIZmvr5wczaGsJggNzCQtqEwQAza2s09fODTCar7VSpAmQyGWJiYpCUlAQbGxuYm5tjyZIl2Llzp/QePSMjA87Ozkb3s7Ozg0KhQEZGRpkxxbcfFKPX63Hjxo1yY4rPUZqCggLk5OQYbURE9HA2bdqEKVOm4MMPP0RSUhJ69uyJgQMHIjU1tdz7nT17Funp6dLWpk2bGsqYiKh2VLoIHxcXh48++ggKhcJof/PmzXHlypUqS+x+Op0OL730Et55551Sj1dVl2Px3JM9e/ZEUlISZsyYgUmTJiEqKkqKKZ57MiAgAMeOHUNAQABGjRqFQ4cOSTEP+0JERNRQXLhwARkZGUYdjEqlEj4+PlIHY2JiIgoLC41i1Go1PDw8pJj4+HioVCqjuX+fffZZqFQqo5iq6Mokoodj6+4OOy8v6LKypC+1hBDQZWXBzssLtu7utZwhhYaGltqZeO+WkJAAIQTGjx8PJycn/P777zh8+DBeeOEFDBkyBOnp6dL5SvtSRQhhtP/+mOK/G1URU96XOvPnz5emL1OpVHBzcyszloiIyrd48WKMHTsWb775Jtq1a4fw8HC4ublh5cqV5d7PyckJLi4u0mZqalpDGRMR1Y5KF+GLioqMpgAodvnyZdjY2FRJUqWZPXs2pk6dig4dOpR6/HGbe/JhX4iIiBqK4i7F8joYMzIyoFAoYGdnV26Mk5NTifM7OTmV2035MF2ZpWFHJdGDFXfDm5qbQ//PGkJ6rRam5ubsgn9MTJw4EadPny538/DwwJ49e7B161ZERkaie/fuePrpp7FixQpYWFjg22+/BQC4uLiUGDezs7NRWFgojaulxWRmZgLAA2PkcjkcHBzKjbl/PL9XSEgINBqNtKWlpVX2chEREe42SyYmJpaYFszX1/eB04J16dIFrq6u6Nu3L/bu3VudaRIRPRYqXYTv37+/UbFZJpNBq9Vi1qxZGDRoUFXmVimP09yTj/JCRETU0FS2g7G0mIfpuKxITGkdl/djRyVRxdzfDc8u+MeLo6MjnnrqqXI3c3Nz3LlzBwBgYmL8McLExARFRUUAAG9vb6SkpBh1xkdHR0OpVErzxnt7e2P//v1GU0dGR0dDrVajRYsWUkxMTIzR40RHR8PLywtmZmblxnTr1q3M56pUKmFra2u0ERFR5d24cQMGg6FS04K5urriq6++QlRUFH766Se0bdsWffv2xf79+8t8HDa9EFF9UOki/JIlSxAbGwt3d3fk5+fD398fLVq0wJUrV7BgwYLqyLFCHqe5Jx/mhQjgCwsRNSwuLi4ASnaZ39vB6OLiAp1Oh+zs7HJjrl27VuL8169fL7eb8mG6MkvDjkqiB9PdvIk7aWlw8PYGTE2Rm5oKmJrCwdsbd9LSoLt5s7ZTpAry9vaGnZ0dxowZg2PHjuHPP//Ev//9b1y4cAGDBw8GcLfxxN3dHQEBAUhKSsLu3bsxffp0BAUFSQVvf39/KJVKBAYGIiUlBZs3b8a8efMQHBwsffE5btw4XLp0CcHBwTh9+jS++eYbrF27FtOnT5fymTx5MqKjo7FgwQKcOXMGCxYswK5duzBlypQavzZERA1VZZpq2rZti6CgIDz99NPw9vbGihUrMHjwYKPZB+7Hphciqg8qXYRXq9VITk7Gv//9b7z99tvo0qULPvvsMyQlJZU6HUB5Kjr3ZEU9bnNPcn5KIqKytWzZEi4uLkYdjDqdDrGxsVIHo6enJ8zMzIxi0tPTkZKSIsV4e3tDo9Hg8OHDUsyhQ4eg0WiMYqqiK7M07KgkKl9RYSFSQkORNGkSzi1dCl1WFvJSU6HLysK5pUuRNGkSUkJDUfTPLw7p8ebo6IidO3dCq9Xiueeeg5eXF+Li4vDLL7+gU6dOAABTU1Ns27YN5ubm6N69O0aNGoXhw4cbFVhUKhViYmJw+fJleHl5Yfz48QgODkZwcLAU07JlS2zfvh379u1D586d8cknn2Dp0qUYOXKkFNOtWzdERkZi3bp16NixIyIiIrBp0yajdUKIiKh6ODo6wtTUtNLTgt3v2Wefxblz58o8zqYXIqoP5BUJevrpp7F7927Y2dlhzpw5mD59Ol5//XW8/vrrj/TgEydOxMsvv1xuTHmFj3u5uLgYLYwK1N7ckw/7QhQSEmL0wSMnJ4eFeCKq07RaLc6fPy/dvnDhApKTk2Fvb49mzZphypQpmDdvHtq0aYM2bdpg3rx5sLS0hL+/P4C7RZqxY8di2rRpcHBwgL29PaZPn44OHTqgX79+AIB27drh+eefR1BQEFavXg0AeOuttzBkyBC0bdsWgHFX5sKFC3Hz5s1SuzJnz56NwMBAzJgxA+fOncO8efMwc+ZMzldN9AhkcjmUTk7QnDoFC7UaMjMz5GdkwNzFBXJLS+RdvQqlkxNk8gq9LaXHgJeXF3777bdyY5o1a4atW7eWG9OhQ4dypx8AAB8fHxw9erTcmBdffBEvvvhiuTFERFT1FAoFPD09ERMTAz8/P2l/TEwMXnjhhQqfJykpCa6urmUeVyqVRtMKExHVRRX6tHP69Gnk5ubCzs4Os2fPxrhx42BpafnID+7o6AhHR8dHPg9wt4Nx7ty5SE9Plwbv0rocZ8yYAZ1OB4VCIcXcP/fkli1bjM5d1tyTU6dONYop7rh82BcivrAQUX2TkJCAPn36SLeLv2gcM2YMIiIi8N577yEvLw/jx49HdnY2unbtiujoaKOFvpcsWQK5XI5Ro0YhLy8Pffv2RUREBExNTaWYDRs2YNKkSdJaHMOGDcPy5cul48VdmePHj0f37t1hYWEBf3//UrsyJ0yYAC8vL9jZ2ZXoyiSiypPJZHDu2xc34uOhv3MHcisrWLduDQDQ5+bCRKmEc9++/LKLiIioDgoODkZAQAC8vLzg7e2Nr776CqmpqRg3bhyAu82GV65cwXfffQcACA8PR4sWLdC+fXvodDqsX78eUVFRiIqKqs2nQURU7SpUhO/cuTNef/119OjRA0IIhIWFwdrautTYmTNnVmmCxVJTU3Hz5k2kpqbCYDAgOTkZAPDEE0/A2tq6yrocx40bh+XLlyM4OBhBQUGIj4/H2rVrsXHjRimXyZMno1evXliwYAFeeOEF/PLLL9i1axfi4uKkmAe9EBERNQS9e/eWpvQqjUwmQ2hoKEJDQ8uMMTc3x7Jly7Bs2bIyY+zt7bF+/fpyc6mqrkwiqpyiwkJc+uEH6LKyoNdqIQyGu9MOKpUQej3kVla49MMPsPfygsk/DQ9ERERUN4wePRpZWVmYM2cO0tPT4eHhge3bt6N58+YA7k4lmZqaKsXrdDpMnz4dV65cgYWFBdq3b49t27Zh0KBBtfUUiIhqhEyUVx35x9mzZzFr1iz89ddfOHr0KNzd3SEv5SfDMpnsgT8XfViBgYH49ttvS+zfu3cvevfuDeBuoX78+PHYs2ePUZfjvd3lJ06cwIQJE3D48GHY2dlh3LhxJaYaiI2NxdSpU3Hy5Emo1Wq8//77JYrn//3vf/HRRx/h77//RuvWrTF37lyMGDHCKGbFihX4/PPPpReiJUuWoFevXhV+zjk5OVCpVNBoNJxjmIgeGceUmsHrTGRMCIFTc+ciIzoa+tu3ITMxgUwuh9DrIYqKILexgYuvL9w//JDd8PfheFIzeJ2JqCpxTKl+vMZEVJVqakypUBH+XiYmJsjIyKj0IqxUeXxhIaKqxDGlZvA6E5WkOXkSx2fMgO7mTehv34aJhQWK8vIgt7GBwt4eHefNg6p9+9pO87HD8aRm8DoTUVXimFL9eI2JqCrV1JhiUpGgp59+GtnZ2QCAWbNmlTkVDRERERHR/cxdXWHz1FMQAIRMBkNeHoRMBgHA5qmnYF7OYmxERERERER1XYWK8MULswLAnDlzoNVqqzUpIiIiIqofigoLcTI0FJpjx6DXaCB0OhTl50PodNBrNNAcO4aToaEoKiys7VSJiIiIiIiqRZ1ZmJWIiIiI6h6ZXA6lkxM0p07BrFEj6LKzITO52wdi1qgRivR6KJ2cICtlvSEiIiIiIqL6oEKfdiIiIjBr1ixs3boVMpkMO3bsKHNhVhbhiYiIiKiYTCZDUz8/ZCckQAAw5OZCCAGZTAaFvT1kAJr6+XFRViIiIiIiqrcqVIRv27YtIiMjAdxdmHX37t1cmJWIiIiIKsTW3R12Xl64ERcHua0tdFlZMHNwQFF+Phx79ICtu3ttp0hERERERFRtKv2736KiourIg4iIiIjqqXu74U3MzQEhYKZSsQueiIiIiIgahAoV4X/99VcMHDgQZmZm+PXXX8uNHTZsWJUkRkRERET1x73d8DZt2+LOpUvsgiciIiIiogahQkX44cOHIyMjA05OThg+fHiZcTKZDAaDoapyIyIiIqJ64t5u+Pz0dJiam7MLnoiIiIiIGgSTigQVFRVJc8AXFRWVubEAT0RERERlKe6GL9RoYOflxS54IiIiIiJqECo9JzwRERER0cOQyWRwGzkShrw8uI0cyS54IiIiIiJqECpVhC8qKkJERAR++uknXLx4ETKZDC1btsSLL76IgIAAfpAiIiIionLZtmuHjnPn1nYaRERERERENaZC09EAgBACw4YNw5tvvokrV66gQ4cOaN++PS5duoTAwED4+flVZ55ERERERERERERERHVOhTvhIyIisH//fuzevRt9+vQxOrZnzx4MHz4c3333HV577bUqT5KIiIiIiIiIiIiIqC6qcBF+48aNmDFjRokCPAA899xz+OCDD7BhwwYW4YmIiIioTGcLTmJTzncYbfsa2irb13Y6RERUz+hu3kShVlvmcTNrayjs7WswIyIiokoU4Y8fP47PP/+8zOMDBw7E0qVLqyQpIiIiIqp/hBD4Vfsj4vP2w8LEAtMV7lxTiIiIqkxRYSFSQkNxJzW1zBjLZs3QedEimJiZ1WBmRETU0FV4TvibN2/C2dm5zOPOzs7Izs6ukqSIiIiIqP45ozuJo/lHYGuiwtH8IzijO1nbKdF95s6di27dusHS0hKNGjUqNSY1NRVDhw6FlZUVHB0dMWnSJOh0OqOYEydOwMfHBxYWFmjSpAnmzJkDIYRRTGxsLDw9PWFubo5WrVph1apVJR4rKioK7u7uUCqVcHd3x+bNm0vErFixAi1btoS5uTk8PT3x+++/P/wFIKI6TSaXQ+nkhEKtFnJbW8hVqv9ttrYo1GqhdHKCTF7hfkQiIqIqUeEivMFggLycFypTU1Po9foqSYqIiIiI6hchBLZq/4v8ojw4m6qRX5SHrdr/lijMUu3S6XR46aWX8M4775R63GAwYPDgwcjNzUVcXBwiIyMRFRWFadOmSTE5OTno378/1Go1jhw5gmXLliEsLAyLFy+WYi5cuIBBgwahZ8+eSEpKwowZMzBp0iRERUVJMfHx8Rg9ejQCAgJw7NgxBAQEYNSoUTh06JAUs2nTJkyZMgUffvghkpKS0LNnTwwcOBCp5XTBElH9JZPJ4Ny3L0yUSujv3DE6pr9zByZKJZz79uWvsIiIqMbJRAU/+ZiYmGDgwIFQKpWlHi8oKMDOnTthMBiqNMGGLCcnByqVChqNBra2trWdDhHVcRxTagavM1HpThekYM6N92Eps4S1iS20RTm4I+5gpuMCtFN61HZ6j6XaHE8iIiIwZcoU3Lp1y2j/jh07MGTIEKSlpUGtVgMAIiMjERgYiMzMTNja2mLlypUICQnBtWvXpM8On332GZYtW4bLly9DJpPh/fffx6+//orTp09L5x43bhyOHTuG+Ph4AMDo0aORk5ODHTt2SDHPP/887OzssHHjRgBA165d8fTTT2PlypVSTLt27TB8+HDMnz+/Qs+V4zZR/VFUWIjEiRORffQoDHl5kMnlkMlkEEJA6PUwtbCA3dNPw3P58mqbjoZjSvXjNSaiqlRTY0qFO+HHjBkDJycnqFSqUjcnJycuykpERES17uqFC7WdAt3n3i54K5kNAMBKZsNu+DooPj4eHh4eUgEeAAYMGICCggIkJiZKMT4+PkbNOwMGDMDVq1dx8eJFKcbX19fo3AMGDEBCQgIKCwvLjTlw4ACAu137iYmJJWJ8fX2lmNIUFBQgJyfHaCOi+kEIAe3ff0N/5w6EXo+ivDwY7txBUX4+hF4P/Z070P79N193iIioxlV4IrR169ZVZx5EREREj6QgPx8/rVqFvT9F4bmRL2LEuHFQlPELPqpZxXPB25s6SFMAyGQy2Js6SHPDsxu+bsjIyCixTpSdnR0UCgUyMjKkmBYtWhjFFN8nIyMDLVu2LPU8zs7O0Ov1uHHjBlxdXcuMKX6cGzduwGAwlBtTmvnz52P27NkVf9JEVGeYmJnBtm1b5F25ApiaAgYDIJMBQty9LQRs27bloqxERFTjKtwJT0RERPS4upaWhoUTJ+Dnr1YjN+c2Nq9ehYUTJ+BaWlptp9bgFXfBa4tuwxRy5BXdkTZTyKEtus1u+GoWGhoKmUxW7paQkFDh85U2l7IQwmj//THFf75VEXP/vorE3CskJAQajUba0jhOENUbQq9HXmYmUFQE6PV3i+9FRXf/X68HioqQl5kJwfXsiIiohv0/e/cdH0XRP3D8s1fTOwRCCV26IDV0RECK0sSOIoICIk1+jwIqiCIq1QY2BAsC8iCIj4iAIogEpVcp0kILkISQnlyZ3x/hzhx3FxJqAt/367ViZr87Ozt3N7c3OzsrjwQXQgghRLEWu3QpX02bytlTpyhROgpQQCDb1qzhtf376fPCC8R0636TS1l82JXiVHIq6TkW/E1GokIC0RXwAXY5SUlY0tJQSnEmJZ1MiwWTAVKsRyhl9SEn4DzZwXqXbQJ0gZy1nsGKFSPXZ2Sio1zeGAMCMIWFFbm8r5UhQ4bw8MMP5xtz6ch1b0qVKuXyYFSA8+fPY7FYnCPSS5Uq5TYS/ezZswCXjTEYDISHh+cb48gjIiICvV6fb4wnZrPZ63OuhBDFmy0nh9T9+3M73T1RitT9+7Hl5MhoeCGEEDeUdMILIYQQl5g5cyaTJ0/m9OnT1KpVixkzZtCyZcubXSzhQdy+v5nSfwgp6RkEGAM5eHwX2bZMfE0B+BsCOHhyD1OeHsL0O+6gfPUaN7u4Bfbbt0c4vMd7x26lWgG0ebDiNd/vP2eTWL3/KHFJF7DYbBj1esqHBXPPHRWoUjLMYye7r9FIZJA/ymZj+8iRpMfHk2O1YbMrFKABoanVUDm10fn7orWtTZz1KNHGigTpQwCoUjcU49PXpzPEbrGw8cknyXJ01JobQ/CzcOFjyP4LAJ9SpWjx3XceO2Ty62RXFgtbhg8n52IHs1VZyVbZmDUzBi33NFvn50epzp3R6XQk2c7xd/ZuaphrE6YvAUDQHXdQpmvXa33YLiIiIoiIiLgmecXExDBx4kROnz5N6dKlAVi5ciVms5kGDRo4Y8aMGUNOTg4mk8kZExUV5ezsj4mJ4YcffnDJe+XKlTRs2BDjxdchJiaGVatWMWLECJeYZs2aAWAymWjQoAGrVq2iR48ezphVq1bRrVu3a3K8Qojixfkg1vxiNA3NIF0hQgghbiz55hFCCCHyWLhwIcOHD2fmzJk0b96cjz/+mE6dOrF3717Kly9/s4snLnEhuSQHz9+DUa3lfHY2OqyAieysbJLwQRFEfE4bLiSXvNlFLbDYX1J55CEf7Ph5jdFh57vwVGLaBV6z/f5zNokvNu4kMT0LOyp3FKGmkZyRzcnzKTzRsCapb73B+cNHSM3OIcueSabhPHadlQBbGEEEoI4dRQH6iwsoDmbUZvKJKdgvpvC3p+OxEV42ieYdr/2I8dSTJ0k7cODffd3xBjpDCPawN7DvbwpAWkoKqSdPEnzJaHC7xcLu8ePJiIvL/ZvSWLV7MKjV6DiNzWIh/Z9/nPEKMKKwY8HiSExO5thnnznXl0aRzEEu5NlPaKNG+OUzcvtGiouLIykpibi4OGw2G9u3bwegSpUqBAQE0KFDB2rWrEmfPn2YPHkySUlJjBo1igEDBhAUFATAo48+ymuvvUbfvn0ZM2YMBw8e5M033+TVV191ThMzcOBAPvjgA0aOHMmAAQOIjY1l9uzZzJ8/31mWYcOG0apVK95++226devG999/z+rVq1m/fr0zZuTIkfTp04eGDRsSExPDJ598QlxcHAMHDrxxlSaEKDL0JhNBNWqQvHWr15igGjXQX7xAKIQQQtwoMie8EEIIkce0adN4+umn6d+/PzVq1GDGjBmUK1eOWbNm3eyiCQ+S0vzIVtXQk4CO8yjMKHxQmNGRhJ5EclR1ktK8d2gXNcdP6bGjQ0OhYUfDlmexo6Gwo+P4Kf3lMysgu1Is3XGAs2kZ2JUdo06H2WDAqNNhV3bOpmXw/e5DZAYGkZJ0nnSjibTgLNKCssgIsJAUeIHM5ORLRh7m/nXOEoUd/cXjsXlYFHb0nDhzfaYH8SldGkyVwb8p+DdGZwgByP3Xv3FuuqlybtwlNIMBc8mSWNLSMAQFgV9j7Pqm4NcYQ1AQ9qysS7ZQl/xbADodxps8XU1er776KvXr12fcuHGkpaVRv3596tev75wzXq/X8+OPP+Lj40Pz5s158MEH6d69O1OmTHHmERwczKpVqzhx4gQNGzZk8ODBjBw5kpEjRzpjKlasyPLly/ntt9+oV68er7/+Ou+99x69evVyxjRr1owFCxYwZ84c6taty9y5c1m4cCFNmjRxxjz00EPMmDGDCRMmUK9ePdatW8fy5cuJjo6+AbUlhChqbJmZpB0+nG9M2uHD2DIzb1CJhBBCiFwyEl4IIYS4KCcnhy1btvDSSy+5pHfo0IENGzbcpFKJ/Jw/fRQ/7XuU0qNpuR3UYLu4VkMpPX7aEs6f7gYUj+lodJqGhgbY0Wn2S9Yq7EqHhq7A87QXxInzKRxNTAbAbDDgyFqvaeg0A1lWK0cSk/GtUocSGzai07JI90vDpuV2NuvTc8gICuB8SGVKHTvkZS929CiX7mkNsGEHDOh112dsiNlsxlhtCUq5n/YaKszNLYdm9ThHuKZpRLZ/gMTNJ7BZfLFzJxCAXd2JzbITfaAfAbWjSdv9h1u3u2MqHkNoKNbz5y+u/7eTXl18lSPbt3dOv1IUzJ07l7lz5+YbU758ef73v//lG1OnTh3WrVuXb0zr1q3Zms9oVYAHHniABx54IN+YwYMHM3jw4HxjhBC3B52PDz4lS5KWnOw1xqdkSXQ+PjeuUEIIIQQyEl4IIYRwSkhIwGazuT3QLzIy0u3Bfw7Z2dmkpKS4LOLGCY+qhFV3J0oLBIyANc9iQmkBWHX1CI+qdFPLWWhabgetp55d7eL6ayku6QI5ttwR8AAZORYyciyOGWkw6nTk2OwcCQwjs8odkH4OG9aLZdLwv6A4VDeT3x/qh91R0ALTnFOUXD8mck97Lz31daR5n5YgbtUd2ANeJSPzOSyZUShLEjZrFBmZz2EPeBW/Oz+9GOmpGx6a//IL6DQP6wGdRt2pU6/kgIQQQnig0+moPGAAeJvz3WCg8oAB6K7ThV8hhBDCG/nmEUIUSTlJSaTHxXldcpKSbnYRxS3s0g5BpZTXTsJJkyYRHBzsXMqVK3cjiigu0jSNDP1DKIKxUR4rtZyLjfIoQsjQP3QDOnmvPeWlzN7SrwUNDU0DP5MRP5MxT19/7v/YFJxqXYlM32zMGXZAw5wBFjNs6pBOctQuDjT0L+C+Lv2f6+lyO/G+vkJ3Db9yAWg6H3SG8xj9UkGdR9P54FcugIo9dJyo77kT/0R9E76+vpxsEexhreJki2AM8nBAIYS4pkp37UpAJc8X3wMqVaL0dX4YthBC3O7ST8GBr3L/Ff+Ss34hRJFz6YPwPPErX556U6eiK0K38IviLyIiAr1e7zbq/ezZs26j4x1Gjx7tMs9xSkqKdMTfYFatDlZjM4yWX1D82wGskY7FeA9WrfZNLN2VUxenenHOa3LxX6UptMIMNC+A8mHBmPQ6LHYbOp3e5aKFUgqr3YZRr8PHpGdbpX3cUdtKla0aOX4QcEHjYAM7p6paMWasYN4rSbzWzeQ20kPpLj7rVeWZlEXLTcd+jQ/oEjqzwpaN5wH6Wu56bx3xYbWh1tBA/vq/dKypWWh6E3ZLFobAEGoNDeRw0A4+ei2VCfebXHJQwEevpRKZvJjP/y+ZMb+DLs/+7Rp8/n/JNMvaRS3futfuYIUQ4jbnGA2/Y/RosFr/XSGj4G87z/dNZs92q9f1teoZeH9uCBkWC/P/2sO51AxKBPrxSONa+Hn5nZlwzk5aivfzloAgjYgSRe89djXlLsi2SQl2zp7+dxrFbWu+pX7bB51/lyyto1qNW6MLsiD1ceiAleNHbF5jylXU06S59zsx7UpxKjmV9BwL/iYjUSGBBZqK8sDfVpfX4VKXex28bX/8mI0Df1vRgBKR7u+TkDAdDZoanXmf3w3nNoFfJPhHXbbYt41b4xMghLilOB6Ed2HvXnyjolynXVCKzFOnMJcsiSajB8U1ZjKZaNCgAatWraJHjx7O9FWrVtGtWzeP25jNZo9zSYsbSNPINj6E0bYdnT3PdEC6cLJND4G1GI6CRwEKuw50Npydx3YdoNQlM6tfvbKhQVQID+HguSRybHYMOh06Lbdv3Gq3o4CK4SFkB53gRMBW0ttbid5jIPichsUM29vlzltj8TsDGuxpbqXOH+5ttNKBZvu3u1vpnP+Huo798GH/d5STb0Rh8jDtTA45lPm/U0BFr9trmoYpJARbRu6FYk1vxBQSAsDrSS+CCQ7daaXKjn+P+dCdVjDB2xfGkW3MZk9zHXXW/7t+T3Mr2UY7HyZP5kOfL4vl3RpCCFFUle7alUOffkragQPONBkFf/3MnDmTyZMnc/r0aWrVqsWMGTNo2bKl1/i1a9cycuRI9uzZQ1RUFP/5z38YOHDgNS3T832T+fYLS56US59KA3t2WNh1aj+V+hx0rjlwLok/Dp+gZmQEozo0dckz4ZydQY+mkJTovZMzLFzHrG+CnB3a++bA8eVQrjNUf+qqD8tF+ik4+QuUaefe0Zl+Co5+n/v/wS3tjBjxb7mjfQy0CvVl3flMjmVZPZbboSDHbDbDP/tsZGcDtjOEW3tj5CBz3nyTRMN/QV8CH1+NH9aHFMuO+J/TlvHR+ekMDB1Bg8yuLvWRar9AgvUsEYaSBOpy73zU6RR7dtixX+yDd5zX58p99pNeD9/9FkxIw4MsTPmSh4Ke4A5zLQD+OZvEL/uPstawgIMRP1A14T5aWx+m3R0VqFIyzGs5D/xt5b4WyWRl5u7LqixYsWFAj0HLvaiU3+vgbXu9MmDLzht/6Ul77ucpKkLj6yUhVKxiYO9/0yDRn73/TSesbgAoMPiBKRh+nnEUfi/H4cZruHt4aedxO2zfdJTDCzQqPayo16iCWznfSRjHf1Pn8UDgY/wn4jWv9VEUFb3Lc0KI256maZTt0QNjQADKZsPg6+tclM2GMSCAsj16SIeFuC5GjhzJZ599xueff87ff//NiBEjiIuLu+Y/DMS1lWOrQ6rfhyTzAefV+yTzAal+H5JjK36j4G12O6BA6VBKw86/i3IOHVcX464NnabR/c5qlAzwRwOsNjs5NjtWmx0NKBngT/c7q5ERtYVsQzKnKyuO1lL4pMHRWnZOVb5Y5ovN8rcv2nGUTsHFkfw67ErDxr+LHS13SDhgw/tooauhlGJ1+S9ICTnlPthdg5SQU6wu/wUqn6sABj/wj/bBt8RxtJT38S1xHP9oH2ymLA5Zczt4vnjdnuexq7l/A2SRAcCiF5XjULFruX8D7M7eTo4951odrhBCCP4dDa8ZjaDToRmNMgr+Olm4cCHDhw9n7NixbNu2jZYtW9KpUyfivNzVfOTIETp37kzLli3Ztm0bY8aMYejQoSxevPialiu/EfD/Uhzf53nE+94zCUxZudElLS1FkZRox2zWCA7RuS1ms0ZSouso6dO/AfaL/15jjtHG53d7XpewOXdJ3IFLue8KM1PKbOCuMLPXchfmmBMS7GRlga99BZHWZhjZDyiM7CPSGoOvfQVZmSrfEdpFld1uZ07yLI5bjzEneRYpybZ/6yNY44L/MSyBiVzwP0ZwsOasD7stdyyhTkfuiBrt4qKzo2lgs0HcYRvL0hYRm7mOZWmLUErxz9kkFm75m8NJSRyOWI5Nn8nhiOUcScpN/+es92l5z562k5Wp0OvAZAabMROMOdiMmZjMoNeR7+vgdXt9todolWfJ9Xj1QE5/rWPHZIVK9M2NSvRlx2TFrumw+/3c+rT+WRINHWW3N2Vpyrcu5+BKKfavuYDv8dLsX3PB7fzcarXyXeoCrFz811qQz3nRUfwuQQkhbgtBNWsS2rAh537/nbTDh9E0jaCaNclJTCSiRQuCata82UUUt6iHHnqIxMREJkyYwOnTp6lduzbLly8nOjr6ZhdNeFCytA4fX42sTLBZKqD0VuxWKzq9Ac2Se5rj46tRsnTx+dFdskJ27sm6XQ9K7zrWxPGHzpYbR8HmXy+IKiXDeLJpHVbvO8Kx8ylYrHaMBh3RoUHcU70i0SUCyTqTiM6WOzf81g42TNmKrR3sufOs/DuoHYywq7WVumsNXGgcB8s9HY+GdvE3gE6vUbGS91tyr4YVK2etZ8hutoaI5blD0JTdgqbL/dF9uNkaLljPYMWKEc8/xE1BUHeERuqBQI7NMxH9WCCB1TQukA6Omy9McLCBlWpbDBxsYHV51qsRE5oRdreCOmtz/zVevM3drPlg167PBQghhLidle7alcOffUbqwYMyCv46mjZtGk8//TT9+/cHYMaMGfz888/MmjWLSZMmucV/9NFHlC9fnhkzZgBQo0YNNm/ezJQpU+jVq9d1KqWnh6dffkDX3jMJZFgsblPT+Phq+Pl73j47W5G8Gfb/AZoOrGm56dY0OPA1KDsElIMyba/gMICcC2DNyC1+4g6wpuf+G1YXLCmQkwY6A5z5Eyzpuduk7oba/iaC/DSsJkVZgwEdUNZooJK/gSyD4qwt/3OR/I4ZIMjyAv5qAWAF9OSO+bWjkUqw5WkMukeBT67soG+iFenLOGY5ggEDxyxHWJfxC9AYH1+NNPMZcnTJ6FHkkEOa6SwB2r9TmGoaaHp77ovuSMOee2ur0jhlOcHWrE0E6YLZmrWJv7N38/t+C+k5OZwrs5Icfe6bJ0efxtkyK9Gf7MQv+49SqURovlPT6I1gMaSj6S3Od7lFS8eIf+70jJdx6fbK4hjN75gfU13y8VG5x5NqpW6GkdTUHLSLJ8IaOlLjc9A0Mz5ZsOLDIxhzcp/ZYc7xR/viTjaYkygRGk54XYizHsW0rwx6mwHTvjJs33aU8oaKmENzPzeTz48nh9yDyCGbyefHM7rEG5c/qCJCOuGFEEWSYzT8+c2bMUdEYAwMxJKait7HR0bBi+tu8ODBDB48+GYXQxRAtRoGflgfclVzHxY1bVuFMX3lbvYcSvYaU6tyCG1bXftR/lVKhlGpRKjXOShfKfE2+7P3kGA9x3m/LLJrWHnEYCDUzwdN09ifuZt00gnSQjgzOp1fR1oJNht4/JmfSDkeTClDae70vcttv5ebF/NqGDUjYyImktw9nbgTGRgjbIQ2zuT8X75YEvQ81r09ISHdMWr5P2NEZ4DgmjWoO3GiMy2UCN4rOYfDlou3sc+EJCACGHExxl8LoKzp4kW8d3P/aXdxASipj8RX53eNjlYIIYSDTqej8rPPcuC996j87LMyCv46yMnJYcuWLbz00ksu6R06dGDDhg0et4mNjaVDhw4uaR07dmT27NlYLBbnReq8srOzyc7+t/cwJSXFLabwCjYP3vy/9vB083qFyvnct57fa8eW/Pv/V9oJv/v93M52ZQdbNviEQ1oc7JwCGfG5aTpD7npNy30eT+ZhjS4lcgduOMYuW1H4aDraGf1RRsjxcx3VXCgpC/BX3wB2crsZHb/VdRf/34q//Ws2r2xFi7v7Xdk+bgK73c6XFz7GhpUALYg0lcKS1PmgGoNSnLAeQ6HQY8CGlRPWY1RXJV3ysCnXixu5k0ra0dCzPfsvsuyZlDNU4Lj1KAsS58OFjgT4GPg7+CcgtxNbYefv4J+okngfpy6kcSo5lbKhQfmWPVtlu/1tLMTgnUu3z19uB33HSn6QDlw6/WOWCVBknQTDSdeHZteL7UE6kIHi+HKw2Mvga9ewGnPwTQvmzDtBJOkUepNGi8+sfJ+2yGX779MW8X+h4zEUk6mKi0cphRC3Jcdo+IT16zEEBMgoeCGER9VqGKhW42aX4tp69O7acPfN2bdO07ye2Ifqw2jqd3GOVw8hXQL/fZYCJfKs8D7d+g0Rqg8jNDyM6LGg6UHTglANQdlAZ7i6uwma+7ehOW2uTUGFEOIGy0lKwpKW5nW9MSAAU5j3OYiLuqguXYjq0uVmF+OWlZCQgM1mIzIy0iU9MjKS+Ph4j9vEx8d7jLdarSQkJFC6dGm3bSZNmsRrr13p3M9X99CZc6kZhd7GHG0n+5je6/qgO668PBW6w7FlkHE6d35tgx/oTLkj5P3L5Y6SzzqXOwpfd7Ev1JoFNqWcA9msKOyADoUBjRyliE3OpB4+V1Yo/97YE8ajw/tUKXZCqN/ukSvL/yZxjII3az7oNB1mfDhpPY5mv4DVbiXTnoEOHZqmoVM6Mu0ZJNoTgBAA7Ni9PMcptyv+iOUwlfXhaJpGmD6c3TlbiDJVIz1sL9n6VHLnj9ehUGTrUzkY/gNRJzuTnmPxkOe/suxZoHe/+yPLnoWuAK+x5+1z8/BI5f7neIqVcsGeu5kv9ynUgiyABukaNmMOymhFWQzoLSbwtVKxp9FlFLyGhkIVu9Hw0gkvhCiy8o6Gzzp9+pYfBX+r/wgSQoibTZfnzFfTQJMzYSHEbcxusbB7/HgyvMzdDeBXvjz1pk5F52F0shAOl/4+U3k6fAsa7yndYfTo0YwcOdL5d0pKCuXKlbvS4hZKicDC361W/jnIiXUd+e4Q3QOqPX7l5QmrDT4RuSPfNR3Yrbn/6s1QZ1huzPZJkJVwcQMF6OC81c72nCza+rsOPlDAqvR0/k6xwJV2wuv1pOueIdD+Nrmj4fNegLADGun6gej13i9MFDV5R8H7kvseMGIiDRsXbOdIsWagDArdxWPV0GHHSrz1JH4qBODipQ4PVO5dBxaVg78WCIC/FshZ7Rwnwn4nPvjPi3lqzn8Vir+Dl1MmvhP+pvzbY4vK8TjZkkXlYC7Aa+xt+8sZ93syw5/7h7rHmrqt29fwZ2zGHGrF3ue2bmOTrzH1PUjggUpU/OBhlKbApkNpCrvOxv6nF9CqyWN8f2KR27ZQvEbDF/0SCiFua47R8GdWrSKyfftbdhS83WJhx5gxZBw/7jXGr1w5Grz/vvwIEkIIIYQQV00zGDCXLMmFvXvxjYrKvTrpoBSZp05hLlkSrRh0bIibIyIiAr1e7zbq/ezZs26j3R1KlSrlMd5gMBAeHu5xG7PZjNlsvoISXt0oeIBHGte66jyul6yE3NHu9pzcEfF52a2AlwHTRjTnDN/X6lGpadpQ/Pnk4mj4vF24duyEka4NuUZ7ujEuHQUPoNN0mDQzOSoHqz0Tw8VR8IBzNHyWPQudPROFz8XOdu+MmFy2L2kswb6gLRfngs8dBQ84R8M75oaPCmnjNU+Lsnh94oG6uD4/+W1/OTZlJQ3PU0Ul6895fbMp7PyS+RPVsltSiUcwZvugNIWmNOx6Gwdz9jE2cajLKHjHv8VtNLx8mwohijRN0yjXqxe2zEzK9ep1y46CV0qRdugQWadPe+xkt1ss2HNy3J4OLoQQQgghxJXIe9epstkwBgY611lSUzEGBNzSd6GKq2cymWjQoAGrVq2iR49/p6RbtWoV3bp187hNTEwMP/zwg0vaypUradiwocf54K9UQX832fPphq4ZGeH2UFaArEzPeedND6xw8X80CIiGtGOAypN+FQx+4BsJ5jCIuAsStkJ20r8d8b6RuZ3w/hdvFkg+BMkpds5l2MnytZOpFIdzLFQyGfHVNJIyLt8Vf9lj1uvJ0J4hwPoOrr2tOjIMA6GYjYJfGDeTwGQLPpoRyDM/+hmF3qIgw4Qd3SXvHiO2bCNp9lRQZkAHNg91q3I719NsKWTY0v/tiLdrZBovOCfut2P791moABrsD/kJZX/DY31abTZs2MCmx57j4cBsemzYsHp5CK/X7W0eXjuXt0Nu+e3YORZ6kGbHOqCwkxx6kpDzZdDQEVd2OwBN/3wchZ2k0OOEnS+Hho7jZXeSZE/gRMB+cvzSyA5I5US9Pym7vQnmtEDOBcaxL3Njnl27vxeLy2j4ol06IYQAgmq4PgjvVqQzGgmsVo2sU6dA09DyfKkqmw2UIrBaNRkFL4QQQgghrplLn8GkaRpKKXkWkyiwkSNH0qdPHxo2bEhMTAyffPIJcXFxDBw4EMidSubkyZN8+eWXAAwcOJAPPviAkSNHMmDAAGJjY5k9ezbz58+/puWqXDebvTsv/9D3MtXTPabXjIxgVAfXaTUCgjTCwnUkJdrJzvbcKR0WriMgSCOiMgRXB2MwGI1gsYDlAvhFFP5YLmUKgjojHM+5gfB6jufc5K6/8z+5g7Adf5+LV8x6IoPEdDsfpV/AejGfNWRiAKx5yn2pghxzRISO5AQbaRlDsRjKXxxnn0uhkU13fHw1SpYuHg9HzrSkctf0kwScMgCuvdlp2RdYmJRCqgomuZT73RkaoA9PgjNhYNeB8nLxQWfDXu4oqSrdObLbZrf9m0nejmbHy6JpZJNJBmkEEuyWZUDpNDRzFirbB+ye96uZswgonQb4Fnx7+6XvC88XZjWfbHY0/Z4TnReSFnAu9/msOeCfVoKksNw7/g/csZ70gLPOdQFpkaSGxQMaSZFxLHz5aZTRAjrY1P5LdFYTFmMGdkv+F4osWEglmVCuwQfsOpJOeCGEKAKU1Yo1NRVlt2PLyPj31jWdLvf/NS13vdWKJh3xQgghhBDiGnCMhk/atInz27ahMxjwK1/+ln8Wk7h2HnroIRITE5kwYQKnT5+mdu3aLF++nOjoaABOnz5NXJ7nDlSsWJHly5czYsQIPvzwQ6Kionjvvffo1avXNS3XZ1+V5X77Fg7u8P7bqeqdFpbNa0CGpSbz/9rDudQMSgT68UjjWh5HwEeU0DHrmyDSUryPsg8I0ogokdvZnLfD3WgE4zXsH8zvOTe6S3r6SpbWMbMQ5c6roMeclGDn7Gk70M9jTMnSOqrVKB5dkH6mIJqU60zykVh0pd2nSHo++10y69UhbOBDHtvI8iHhxB3MYvs/Z8nxMP1LtsqkTEU7HVq+TJA+xGXd/uw9JNkS8dP8OZ+RRbbVitlgINTPJ3eWAEM0gXr3DniAhrVLMOOXg+w96fmhyAA1y5SiYe2qhd7+bJyeI3/rMOpMVCwV4rY+LAxqNLZRqabnByifsZwi3Z5OYESQx/VmzUxpQxm3+nDYm7WTszbvx1XJWJVQQ9HugAfQlMxtUGSlpKQQHBzMhQsXCAry/EYVQtwalFLsnTiR4//9L/asrH874fV6sNvR+fhQ7oEHqDl27BX/GJI25caQehZCXCvSntwYUs/iduc4D01Yvx6/6Ggyjh0jokWLqzrvvJ1Jm3L9SR2L6+3Cnj3sGjsWvb+/21RdtvR06kycSHCtovu8AFE4N6pNKR73ggghxC1O0zQi27XDFBbm+lAsmw00DVNYGJHt2skPISGEEEIIcU05RsPrfXzIOn1aRsELIW57jqm6chITnc8XcEzVFdqwoUzVJa6IdMILIUQRYLdYOPbNN65T0eRhy8jg2DffYLfk/zRzIYQQQgghCsvR4WS5cEE6mIQQt728FyetaWkAWNPS5CKluCrSCS+EEEWAZjDgExmJzmRCM7k+QEgzGtGZTPhERqIV8ad9CyGEEEKI4kfTNMr16kVEixaU69VLOpiEELe9S0fDyyh4cbWkE14IIYoAx5V2c1gYpqCg3LngAfR6TEFBmMPC5Iq7EEIIIYS4pnKSkkiPiyM9Lg69vz+Vn30Wvb+/My0nKelmF1EIIW4KmapLXGvSCS+EEEWE40q7ZjCA3Q6aljsK3miUK+5CCCFuiIkTJ9KsWTP8/PwICQlxW79jxw4eeeQRypUrh6+vLzVq1ODdd991i9u1axetW7fG19eXMmXKMGHCBOecqg5r166lQYMG+Pj4UKlSJT766CO3fBYvXkzNmjUxm83UrFmTJUuWuMXMnDmTihUr4uPjQ4MGDfj999+vvAKEuI3YLRZ2jx/PtqFDvS67x4+X6RCFELctmapLXEvSCS+EEEWE40q7KSQEc0QEOpMJU2AgxuBgueIuhBDihsjJyaF3794MGjTI4/otW7ZQokQJvv76a/bs2cPYsWMZPXo0H3zwgTMmJSWF9u3bExUVxaZNm3j//feZMmUK06ZNc8YcOXKEzp0707JlS7Zt28aYMWMYOnQoixcvdsbExsby0EMP0adPH3bs2EGfPn148MEH+fPPP50xCxcuZPjw4YwdO5Zt27bRsmVLOnXqRFxc3HWoHSFuLZrBgCEoiOzkZDSTCc1s/ncxmchOTsYQFCTTIQohblsyVZe4lopNJ/zlRuVA7ofj0uXSETUyKkcIcTOlHT5MwsaNXhedry+hDRuiM5kwhoaiM5nkirsQQogb5rXXXmPEiBHUqVPH4/p+/frx3nvv0bp1aypVqsTjjz/OU089xXfffeeMmTdvHllZWcydO5fatWvTs2dPxowZw7Rp05zn3R999BHly5dnxowZ1KhRg/79+9OvXz+mTJnizGfGjBm0b9+e0aNHU716dUaPHk27du2YMWOGM2batGk8/fTT9O/fnxo1ajBjxgzKlSvHrFmzrk8FCXELUVYrmcePY0lKIu3AAdL/+ce5pB04gCUpiczjx1FW680uqhBC3DRBNWpQd+JEgmrUuNlFEcVcsbmk7RiVExMTw+zZs73GzZkzh3vvvdf5d3BwsPP/HaNy2rZty6ZNmzhw4AB9+/bF39+fF154Afh3VM6AAQP4+uuv+eOPPxg8eDAlSpSgV69ewL+jcl5//XV69OjBkiVLePDBB1m/fj1NmjQB/h2VM3PmTJo3b87HH39Mp06d2Lt3L+XLl78eVSSEKOKsGRn82bcvluRkrzHGkBDqTZ/O+c2bUXY7mk4no+CFEEIUaRcuXCAsLMz5d2xsLK1bt8ZsNjvTOnbsyOjRozl69CgVK1YkNjaWDh06uOTTsWNHZs+ejcViwWg0Ehsby4gRI9xiHJ3wOTk5bNmyhZdeesklpkOHDmzYsMFrebOzs8nOznb+nZKSUuhjFuJWoBkMBFStSvLu3SiLBV2ez6zdYkEzGgmoWlVGwgtxC8hJSsKSluZ1vTEgAFOe7/Lb3e1aX/kdtyU5GTQNY55+1rxu1Tq5lorNt+lrr70GwNy5c/ONCwkJoVSpUh7X5R2VYzabqV27NgcOHGDatGmMHDnSOXLeMSoHoEaNGmzevJkpU6Y4O+HzjsoBGD16NGvXrmXGjBnMnz8fcB2V49jm559/ZtasWUyaNOlqq0OIW96t+KWn8/HBFBJCTkICej8/t/W2jAxMISGE1KtHaMOGnFm1isj27WUUvBBCiCIrNjaWb7/9lh9//NGZFh8fT4UKFVziIiMjnesqVqxIfHy8My1vjNVqJSEhgdKlS3uNiY+PByAhIQGbzZZvjCeTJk1y/rYQ4nbmmAoxYf16suLjQSk0gwFltaLpdPiUKCGDQUSxdnbtWlIPHfK6PrByZUq2bl2oPIvj71TH8x8y8pmqza98eepNnYrOaLyBJSua7BYLO8eM8Vpf9pwcjOHhVHv+eY8XKX1KliSgUqVi917J732igMwTJwDwLVPG4/eCITCQqB490On1HvP3L1+e0Pr1r2mZi5ti0wlfUEOGDKF///5UrFiRp59+mmeeeQadLnfWnaI+KkcIketWPUnQ6XRU6t+fXS+/DEq5jjbKzkYzGKjUvz96vZ5yvXphy8yUeeeEEEJctfHjx1+203nTpk00bNiwUPnu2bOHbt268eqrr9K+fXuXdZd+dzmmocmbfqUxl6YVJCav0aNHM3LkSOffKSkplCtXzmu8ELcyn1KlCL7zTrLPncOalYXB1xdrVhZ6o5HgO+/Ex8sANyGKuqzERDY/+yxcMv2wC03j7j/+wCc8vEB5FtffqZrBgLlkSS7s3YtvVBTk/Y5UisxTpzCXLCl3vVyklCL10CGyTp92ex3tdjsqKwuOH2fL4MEetzeGhNDyhx+K3Xsl3/eJ3U7Gxc+SISgITZdndnOlyDh+nJT9+0n66y/X7fLQmUzc/fvvmLyMpM9Pcbug4c0t9Ql7/fXXadeuHb6+vvzyyy+88MILJCQk8PLLLwNFf1SO3BorRC7NYMAYFEROcjLmSz5HANlnzhBcu3axPEko3bUrhz/7jLRDh3IfgKVpKKWwZWURULkypbt2Bf6dd04IIYS4WkOGDOHhhx/ON+bSc+TL2bt3L3fffTcDBgxwnms7lCpVyu2c9+zZs8C/597eYgwGA+EXO0O8xTjyiIiIQK/X5xvjidlsdhmUI8Ttym6xsGvsWFIPHsSWnY2yWLBc/D1qs9s5v3kzu8aO5a733y8ynURCFJQd8u+Av7jeXog8i2tntuOul/ObN6NsNoyBgc51ltRUjAEBctdLHjqjkZA6dYg/fRpNp3N5PVVODgpA09CZTG7bOu5u1wcEFLv3yuXeJz4lSuR+pux2DP7+LusMQUEYUlOxpqZ67oS329H7+qIPCCh0uYrrxS9PbuqDWcePH+/xYap5l82bNxc4v5dffpmYmBjq1avHCy+8wIQJE5g8ebJLTFEelTNp0iSCg4Odi4zIEbcrZbWSceIEOUlJpO3f7/qQqP37yUlKIuPEiWL5kCjHaHhNr8dy4QKWlJTcUfB6PZX693feuSOEEOL6SD8FB77K/fd2ERERQfXq1fNdfHx8Cpzfnj17aNu2LU8++SQTPVwwjomJYd26deTk5DjTVq5cSVRUlLOzPyYmhlWrVrlst3LlSho2bIjx4g8obzHNmjUDwGQy0aBBA7eYVatWOWOEEN45Rntmxsc7f/PmXZcZH0/qoUNu64QoDvQeOkivJg7+7aQ0BgSgbDYMvr7ORdlsRbozO6hmTUIbNiQnMdH5mVZKkZOYSGjDhjIFah6aplGxXz8MAQHYLBas6elY09NBpwObDb2fX25nr1LoTCbn4pjSy3F3e3F8r+T3Polo0YLwFi08rgtv1IgKTz3l7IDX9HrnkpugUeHJJ9F7maomP46LX5a0tNzO/uDgf5egICxpaUXugoY3N7W3Z8iQIfz999/5LrVr177i/Js2bUpKSgpnzpwBiv6onNGjR3PhwgXncvz48cIeshC3BM1gwL9yZTSjEaUU1sxMbFlZoNPlXswyGnPXF4NG1pPSXbviX6ECmqZhCAzEnp2Nf4UKzlHwQgghrp/zu+Hcptx/hbu4uDi2b99OXFwcNpuN7du3s337dtIu3gLs6IBv3749I0eOJD4+nvj4eM6dO+fM49FHH8VsNtO3b192797NkiVLePPNN53PYAIYOHAgx44dY+TIkfz99998/vnnzJ49m1GjRjnzGTZsGCtXruTtt99m3759vP3226xevZrhw4c7Y0aOHMlnn33G559/zt9//82IESOIi4tj4MCBN6bChCjGHKM9NU1DbzTmdjAB6HTojUY0TSOkTp0iP7JQCE+M/v4YLzPNjDE8HGOeEb0FUVw7sx0XEPQ+Plgvfqdb09LQ+/gUyc7gmy24Vi0imjUDpdD7+mIMCkJZrSiliGjdGv+KFbFlZbm8B2xZWS6/64vje+Vy75NyPXt6XVd54MDch7ba7S7Hi92OMTiYSs8+e1VlKm4XNDy5qZ3w13pUzqW2bduGj48PISEhQNEflWM2mwkKCnJZhLgdaZpGuZ498YmIyO2oDgjIbcwv3iHjExFBuZ49i0Uj60ne0fDWtDQZBS+EENdZzgXIOA0Z8ZC4A6zpuf9mxOem51y42SUsOl599VXq16/PuHHjSEtLo379+tSvX995d+qiRYs4d+4c8+bNo3Tp0s6lUaNGzjyCg4NZtWoVJ06coGHDhgwePJiRI0e6zMNesWJFli9fzm+//Ua9evV4/fXXee+99+jVq5czplmzZixYsIA5c+ZQt25d5s6dy8KFC2nSpIkz5qGHHmLGjBlMmDCBevXqsW7dOpYvX050dPQNqC0hire8oz3tNlvuSE6dDp3JhN1mwxAQQMV+/YrtObe4vel0Oqq/+GK+MdVffLHQv8GKc2f2pZ3CRbkz+GZzto/+/tgvTtNlz87G4O9P5f79nb/n1cX+RZWT4/a7vri+V/J7n+S3Tq/XU+HJJ3NHw9svTvRkt1/VKHhvZYKif0HDk2LT43O5UTk//PADn376Kbt37+bQoUN89tlnjB07lmeeecY556OMyhGi+AiqWZPwFi3QDAasqankXLiAPScHzWgkvEWLYtPIeuMYDa+sVhkFL4QQ19nu92HXdNgxGRK3gS0H0o7Bzim56bvfv9klLDrmzp2LUsptadOmDZA7naSn9UePHnXJp06dOqxbt46srCxOnz7NuHHj3H5stm7dmq1bt5Kdnc2RI0c8nic/8MAD7Nu3j5ycHP7++2969uzpFjN48GCOHj1KdnY2W7ZsoVWrVtesPoS41eUd7WnPycmd7/diB1JEs2YE16p1k0soxJUrc999XkfDG8PDKXPffVeUb3HtzM7bKZx1+nSR7wy+2Rzto+PufKWUs110/J53jIa/dBS8Q3F8r+T3Prnce6jSs8+6joa/ylHwnspUnC5oXKrYdMJfblSO0Whk5syZxMTEULduXd59910mTJjA1KlTnXnIqBwhig/HaHhzeDh6sxm92YwGmMPCivUoeAedTkflZ5/Fr3x5Kj/7rIyCF0KI66hCdzCFgD0HAitBaI3cv23Zuf9W6H5TiyeEEDdN3tHwOqMRU1gY2GwY/P1lFLwo9vIbDX8lo+AdinNntqNT2HLhQpHvDL7Z8o6GVzk5Lu1iQe9uL67vlfzeJ/mtcxkNb7Vek1Hwl+63OF3QuJSm5CkrRVZKSgrBwcFcuHBBpqYRtyWlFHveeINTy5Zhz85GZzYTdf/91Hr55SL/pVUUSZtyY0g9C1E0ZcTnjnw3+IFmAGUFawbUHQV+pW526TyT9uTGkHoWtzulFNtfeIH4VavQDAaU1Uqp9u2pN3WqnHNfAWlTrr/C1LHdbueXFi2wJCY604zh4bRbv/6qBkIppdg7cSJnVq0isn17ao4dW2w+Lyl//83Rr7+mwuOPE1Sjxs0uTpHmaB/P/PorkXff7dIu2u12/ujendSDBwmsWpXmS5d6fE8V1/dKfu+T/NbZbDZ+bdYMS3IyxpAQ7t6w4Zp0wgNc2LOHXWPHoux2NJ2OOhMnXpM7tm5Uuy1DL4UQRVbe0fA6Hx/M4eG3xCj428XEiRNp1qwZfn5+zmdzXCouLo777rsPf39/IiIiGDp0qMtzOwB27dpF69at8fX1pUyZMkyYMIFLrx+vXbuWBg0a4OPjQ6VKlfjoo4/c9rV48WJq1qyJ2WymZs2aLFmyxC1m5syZVKxYER8fHxo0aMDvv/9+5RUghCiSshIgOyn3XyGEEPmP9hSiuPM0Gv5qRsE7aJpGuV69iGjRgnK9ehWrz0tQjRrUnThROuALQNM0Kg8YQFSXLlQeMMDldS7o3e3F9b2S3/skv3V6vZ6KTz+NPiAg999r1AEPxf9ODumEF0IUaUE1axLRogUGX18iboG54G8nOTk59O7dm0GDBnlcb7PZ6NKlC+np6axfv54FCxawePFiXnjhBWdMSkoK7du3Jyoqik2bNvH+++8zZcoUpk2b5ow5cuQInTt3pmXLlmzbto0xY8YwdOhQFi9e7IyJjY3loYceok+fPuzYsYM+ffrw4IMP8ueffzpjFi5cyPDhwxk7dizbtm2jZcuWdOrUibi4uOtQO0KIG83gB76RENEAqj2Z+69vZG66EELc7hxzH2tGo8wFL245Ze67D1NEBACmiIgrngv+UtKZfXvI73WO6tKFNj//TFSXLlecx62oyjPP0HHLFqo888w1zbe4XtBwkOloijC5jU2IXHK73LVxs9qUuXPnMnz4cJKTk13Sf/rpJ7p27crx48eJiooCYMGCBfTt25ezZ88SFBTErFmzGD16NGfOnHE+ZPutt97i/fff58SJE2iaxosvvsiyZcv4+++/nXkPHDiQHTt2EBsbC+Q+pyMlJYWffvrJGXPvvfcSGhrK/PnzAWjSpAl33XUXs2bNcsbUqFGD7t27M2nSpAIfr7TdQhRddito+txpKpUCZQOd4WaXyjtpT24MqWchcsk597Uhbcr1dyV1fOrHHznw3ntUGzr0sh2mQojbi0xHI4QQF91uV41vF7GxsdSuXdvZAQ/QsWNHsrOz2bJlizOmdevWzg54R8ypU6c4evSoM6ZDhw4ueXfs2JHNmzdjsVjyjdmwYQOQO2p/y5YtbjEdOnRwxgghij+dIbcDHnL/Lcod8EIIcaPJObe4lRV0xLIQQlwv0gkvhBDipoiPjycyMtIlLTQ0FJPJRHx8vNcYx9+Xi7FarSQkJOQb48gjISEBm82Wb4w32dnZpKSkuCxCCCGEEEIIIYQQDtIJL4QQosDGjx+Ppmn5Lps3by5wfp7mcFNKuaRfGuOYRe1axFyaVpCYS02aNIng4GDnUq5cuXzjhRBCCCGEEEIIcXuRm3CFEEIU2JAhQ3j44YfzjalQoUKB8ipVqpTLg1EBzp8/j8VicY5IL1WqlNtI9LNnzwJcNsZgMBAeHp5vjCOPiIgI9Hp9vjHejB49mpEjRzr/TklJkY54IYQQQgghhBBCOMlIeCGEEAUWERFB9erV8118fHwKlFdMTAy7d+/m9OnTzrSVK1diNptp0KCBM2bdunXk5OS4xERFRTk7+2NiYli1apVL3itXrqRhw4YYjcZ8Y5o1awaAyWSiQYMGbjGrVq1yxnhjNpsJCgpyWYQQQgghhBBCCCEcZCR8EeaYTkHmFxZCXAuOtsTRtlxvcXFxJCUlERcXh81mY/v27QBUqVKFgIAAOnToQM2aNenTpw+TJ08mKSmJUaNGMWDAAGdH9qOPPsprr71G3759GTNmDAcPHuTNN9/k1VdfdU4TM3DgQD744ANGjhzJgAEDiI2NZfbs2cyfP99ZlmHDhtGqVSvefvttunXrxvfff8/q1atZv369M2bkyJH06dOHhg0bEhMTwyeffEJcXBwDBw4s1HFL2y2EuFZudLt9u5J2WwhxLUnbff1Juy2EuJZuWLutRJF1/PhxBcgiiyyyXNPl+PHjN6QNe/LJJz3uf82aNc6YY8eOqS5duihfX18VFhamhgwZorKyslzy2blzp2rZsqUym82qVKlSavz48cput7vE/Pbbb6p+/frKZDKpChUqqFmzZrmVZ9GiReqOO+5QRqNRVa9eXS1evNgt5sMPP1TR0dHKZDKpu+66S61du7bQxy1ttyyyyHKtlxvVbt+upN2WRRZZrscibff1I+22LLLIcj2W691ua0rJ5dmiym63c+rUKQIDAy/7YMBbkWNe5ePHj8v0DgUg9VU4t2N9KaVITU0lKioKnU5mI7tebue2+3b8XF0Nqa/CuR3rS9rtG+N2brfh9vxsXQ2pr8K5HetL2u7rT9rt2+9zdTWkvgrndqyvG9Vuy3Q0RZhOp6Ns2bI3uxg3ncyxXDhSX4Vzu9VXcHDwzS7CLU/a7tvvc3W1pL4K53arL2m3rz9pt3Pdbp+tqyX1VTi3W31J2319Sbud63b7XF0tqa/Cud3q60a023JZVgghhBBCCCGEEEIIIYS4TqQTXgghhBBCCCGEEEIIIYS4TqQTXhRZZrOZcePGYTabb3ZRigWpr8KR+hLi2pPPVeFIfRWO1JcQ14d8tgpH6qtwpL6EuPbkc1U4Ul+FI/V1/ciDWYUQQgghhBBCCCGEEEKI60RGwgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wgshhBBCCCGEEEIIIYQQ14l0wt8gc+fORdM05+Lj40OpUqVo27YtkyZN4uzZs27bjB8/Hk3Trmq/K1asoEuXLpQoUQKz2Uy5cuV48skn2bt3r1ts3759CQgIKFC+FSpUoG/fvldVtvzMnDmTuXPnFji+QoUKdO3a1SUtb33r9XpCQ0O58847efbZZ9m4ceNVlzFv/nmXt956yyWuTZs2XmM1TSM+Pt4Zm5OTw6uvvkrFihUxmUxER0czevRoMjMzXfI8evSo1/wWLFjgVjfeYn18fFxiU1JSGDt2LNWqVcPPz48yZcrQu3dv9uzZ43b8aWlpDB8+nKioKHx8fKhXr57bvh22bt3KPffcQ0BAACEhIfTs2ZPDhw9fcZ1+9913PPLII1SpUgVfX18qVKjAY489xsGDBz3uf/Xq1cTExODn50dERAR9+/Z1+8w5Pm8Fqdc9e/YwePBgYmJi8Pf3R9M0fvvtN7f9nj59mpdffpmYmBgiIiIICgqiQYMGfPLJJ9hsNpfY7du306VLF8qXL4+vry9hYWHExMTw9ddfu+W7fv16+vfvT4MGDTCbzWiaxtGjRz0e+4wZM+jZsycVK1ZE0zTatGnjMc7h+++/p3Xr1gQFBeHv70+tWrX45JNP8t3mViXtduFIu31z2m2AhIQEhg0bRoUKFTCbzURGRtKpUyeSkpLcYtevX0/nzp0JDQ3F19eXqlWr8vrrr7vEKKV47733qF69OmazmdKlSzNo0CDOnz/vlt/p06fp27cvJUuWxMfHh7p16zJ79my3uEs/T97qE2Ds2LHUr1+fsLAwfHx8qFSpEs888wzHjh1ziStMuw1w+PBhevbsSUhICAEBAbRv356tW7e6lbWgdfrbb7953fel79fC1GlB2+0TJ04wfPhwWrduTUhICJqmFeozKIQQQhQFcs5dOMXhnBvg2LFj9OvXj6ioKMxmM2XKlKFHjx5ucWfPnqVv375ERETg5+dHTEwMv/zyS755Z2ZmUq1aNTRNY8qUKW7rLRYLr732mvM8rnr16rz//vse81JKMWfOHBo3boy/vz9BQUHcddddfP/99y5x/fv3p3bt2oSEhODr60u1atX4v//7PxISElziCvO7Pr/z2OrVqzvj0tPTefjhh7njjjsIDAx0/k5/4403SE9Pd8mzsH0lBanT48eP06NHDypVqoS/vz/BwcHUr1+fDz74AKvVmm++jz/+OJqmub0HwftvnoEDB7rFFrT/qaB1CgU/5169ejXt27d3vpdLlizJ3XffzfLly/M9dk8Mhd5CXJU5c+ZQvXp1LBYLZ8+eZf369bz99ttMmTKFhQsXcs899zhj+/fvz7333nvF+/rPf/7D5MmTuffee5k5cyaRkZEcOHCAadOmcdddd/HNN9/Qs2fPK8p7yZIlBAUFXXHZLmfmzJnOztKr8cADD/DCCy+glCIlJYXdu3fz5Zdf8sknnzB06FDefffda5J/XuXLl3f5e+bMmaSkpLikZWRkcO+999KgQQNKlSrlTH/kkUdYvnw5r776Ko0aNSI2NpY33niDPXv2sGzZMrf9P//88zz66KMuaVWrVnX5e8mSJWRnZ7ukxcXF8dBDD7l9Cd53331s3ryZ8ePH07BhQ06cOMGECROIiYlh165dREdHO2N79uzJpk2beOutt6hWrRrffPMNjzzyCHa73aVM+/bto02bNtSrV49vv/2WrKwsXn31VVq2bMn27dspUaJEoev07bffplSpUowdO5ZKlSpx/Phx3nzzTe666y42btxIrVq1nLFr166lU6dOdOnShe+//56zZ8/y4osv0q5dOzZv3ozZbAa8f94GDBjAoUOHXNZt3ryZpUuXUr9+fdq1a8cPP/zgth3Ali1b+PLLL3niiSd45ZVXMBqN/PTTTwwaNIiNGzfy+eefO2OTk5MpV64cjzzyCGXKlCE9PZ158+bRp08fjh49yssvv+yM/eWXX1i9ejX169cnKCjI4wUAh48++gh/f3/uvvtur+V0eOuttxg7diwDBw5k9OjRGI1G9u3bR05OTr7b3eqk3S4YabdvTrt96tQpWrZsicFg4JVXXqFq1aokJCSwZs0at8/uN998Q58+fXjwwQf58ssvCQgI4NChQ5w6dcolbtSoUcyYMYNRo0Zxzz33sHfvXl599VU2bdpEbGwsRqMRgAsXLtCiRQtycnJ45513KF26NPPnz6d///5cuHCBkSNHuh2/4/OUV3h4uMvfycnJPPLII9SoUYPAwED27t3LG2+8wbJly9izZ48zvjDt9rlz52jZsiWhoaF8/vnn+Pj4MGnSJNq0acOmTZu44447rqhOAd58803atm3rkla7du0rqlMoeLv9zz//MG/ePOrVq0fnzp2ZP3++11ghhBCiqJNz7oIpDufcu3fvpk2bNlSqVIkpU6ZQtmxZTp8+zc8//+wSl52dTbt27UhOTubdd9+lZMmSfPjhh9x7772sXr2a1q1be8z/lVdecet8zmvw4MF89dVXvP766zRq1Iiff/6ZYcOGkZqaypgxY1xiBw0axNy5cxkxYgSTJk3CarWya9cuMjIyXOLS09N55plnqFKlCj4+PmzevJmJEyeyfPlytm3bhslkAgr3uz42Ntat7H/++SfDhw93Oee3WCwopRg5ciQVK1ZEp9Oxbt06JkyYwG+//cbq1audsYXpKylonaanpxMUFMQrr7xC+fLlycnJYfny5Tz//PNs376dzz77zON2P/74I0uXLs3389C8eXO3Tv/IyEi3uIL2PxW0TqHg59yJiYnUqlWL/v37U6pUKZKSkvjoo4/o0qULX331FY8//rjXbd0ocUPMmTNHAWrTpk1u644dO6bKlSunAgMDVXx8/DXZ3zfffKMANWjQILd1aWlpqkGDBsrPz08dOnTImf7kk08qf3//a7L/q1WrVi3VunXrAsdHR0erLl26uKQB6rnnnnOLtVqtql+/fgpQM2fOvOIyesu/IObOnasA9dlnnznTYmNjFaCmTp3qEvvmm28qQK1cudKZduTIEQWoyZMnX9H+x48frwC1evVqZ9rBgwcVoF5++WWX2A0bNihATZs2zZn2448/KkB98803LrHt27dXUVFRymq1OtN69+6tIiIi1IULF5xpR48eVUajUf3nP/9x2b6gdXrmzBm3tJMnTyqj0aiefvppl/RGjRqpmjVrKovF4kz7448/CvT6HzlyRGmaph5//HGXdJvN5vz/RYsWKUCtWbPGbfukpCSVk5Pjlv7cc88pQMXFxeW7f6WUatKkiSpXrpzX/U+ePFkB6siRIx63zxub3+dq8+bNSqfTqbfffvuyZbpdSLtdONJu/+tGtdtKKdWtWzdVpkwZlZSUlO/2J06cUP7+/h7fX5fG6fV69fzzz7ukO96fn3zyiTNt0qRJClCbN292ie3QoYPy9/dX58+fd6bl93kqiOXLlytAzZ49O984b+32//3f/ymj0aiOHj3qTLtw4YKKiIhQDz74oEtsQet0zZo1ClCLFi3KN64wdapUwdvtvHGbNm1SgJozZ06+ZRFCCCGKGjnnLpyifs5tt9tVvXr1VL169VRWVla+sR9++KEC1IYNG5xpFotF1axZUzVu3NjjNn/++acymUzO3+GXnlvv3r1baZqm3nzzTZf0AQMGKF9fX5WYmOhMW7JkiQLUwoULC3uYSimlZs6cqQD1yy+/XDbW0+96T/r27as0TVMHDx68bOx//vMfBbi8VwvTV+JwuTr15sEHH1QGg8Hj65ycnKzKlCmjpk2b5vE9qJTn96Ynhel/8sRbnRb0nNuTnJwcVaZMGdWyZcsCb6OUUjIdTRFQvnx5pk6dSmpqKh9//LEz3dMtVgsXLqRDhw6ULl0aX19fatSowUsvveR2xWrixImEhoZ6vDXH39+f999/n4yMDKZPn+62fs+ePbRr1w5/f39KlCjBkCFD3K4CerrFKiUlhVGjRjlvyS9TpgzDhw93K5vdbuf999+nXr16+Pr6EhISQtOmTZ0jBitUqMCePXtYu3at87aRChUqXLYeC0qv1/PBBx8QERHB5MmTr1m+hTF79mwCAgJ46KGHnGl//PEHAJ07d3aJddy2s3jx4muyb3XxdqtKlSpx9913O9Mdo/CCg4Nd4kNCQgBcpkBYsmQJAQEB9O7d2yX2qaee4tSpU/z5558AWK1W/ve//9GrVy+Xq5/R0dG0bduWJUuWXNExlCxZ0i0tKiqKsmXLcvz4cWfayZMn2bRpE3369MFg+PfGn2bNmlGtWrXL7v/zzz9HKUX//v1d0nW6gjWdoaGhLqMbHRo3bgzkTiVwORERES5lL8z+CxP7wQcfYDabef755wuc9+1M2m1pt+Hmt9tHjx5l2bJlDBgwgNDQ0Hzz+Oyzz0hPT+fFF1/MN27jxo3YbLYCHdMff/xBZGQkDRo0cItNT09nxYoVBTq+gnDcNXVpe3gpb+32kiVLuPvuu13u6AoKCqJnz5788MMPzltpC1OnBVWYOoWCt9uF+S4QQgghiiM55y5+59zr1q1j+/btDB8+3HnXuTdLlizhjjvuICYmxplmMBh4/PHH+euvvzh58qRLfE5ODv369eO5556jYcOGHvNcunQpSimeeuopl/SnnnqKzMxMl/PTd999lwoVKvDggw8W9jCBgp+fguff9ZdKTU1l0aJFtG7dmipVqlzR/gvaV+JQkDrNb/86nQ69Xu+27oUXXqB06dIMHTq0UHl6UtD+J0/yq9OrOZc2Go2EhIQU6LV32ecV71FcU507d0av17Nu3bp84w4ePEjnzp2ZPXs2K1asYPjw4Xz77bfcd999zpjTp0+zZ88eOnTogJ+fn8d8YmJiKFmyJKtWrXJJt1gsdO7cmXbt2rF06VKGDBnCxx9/7NLp4ElGRgatW7fmiy++YOjQofz000+8+OKLzJ07l/vvvx+llDO2b9++DBs2jEaNGrFw4UIWLFjA/fff75zTesmSJVSqVIn69esTGxtLbGzsFXfWeuPr68s999zDkSNHXDpCHfMAF9Q333yDr68vZrOZBg0aMGfOnMtuc/DgQX7//Xcefvhhl3nlHLe4X/pF5fh7586dbnm99dZbmEwm/Pz8aNGihcepDy61evVq5/xseY81Ojqabt26MX36dNasWUNaWhr79u1j6NChlC9fnocfftgZu3v3bmrUqOHW4NStW9e5HuDQoUNkZmY60y+N/eeff8jKynJJv5I6hdy5fo8dO+Zye5WjHN7271jvid1uZ+7cuVSpUsXrbXBX6tdff8VgMFCtWjWP+7VarZw7d46ZM2fy888/X7bT7FpYt24dNWrUYPHixdxxxx3o9XrKli3LSy+9dNtPR+ONtNvSbt/sdvv3339HKUVUVBSPPPIIAQEB+Pj40KZNG7dbMdetW0dYWBj79u2jXr16GAwGSpYsycCBA12m3vF2TEajEU3TXI4pJyfH44+r/I6/a9eu6PV6wsLC6NmzZ77tsNVqJTMzk23btjF8+HCqVauW763h3trtzMxMDh065PW7IDMz0/mcksLUqcNzzz2HwWAgKCiIjh07sn79epf1halTIYQQQriSc+7idc7teJ0CAwPp3LkzPj4+BAQE0LVrV/bt2+cSu3v3bq/nZ4Dbs+kmTJhAenq62/OMLs2zRIkSLtNH5s3Tce5ptVqJjY2lfv36TJs2jejoaPR6vXMKnbyvS15Wq5X09HT++OMPXnnlFVq0aEHz5s3d4q7kd/2CBQtIT093G0zioJTCarWSkpLCihUrmDp1Ko888ojb1JqX8tRX4lCQOr10/+fPn2fhwoXMnTuXF154wa1faPXq1Xz55Zd89tlnHjvo81q3bh2BgYEYjUZq1qzJ1KlT3Z6fV9D+J08uV6eF4XhNT506xbhx4zhw4IDbNKeXVahx8+KKFeQ27MjISFWjRg3n3+PGjVP5vUR2u11ZLBa1du1aBagdO3YopZTauHGjAtRLL72Ub5maNGmifH19nX8/+eSTClDvvvuuS9zEiRMVoNavX+9Mi46OVk8++aTz70mTJimdTud2fP/9738VoJYvX66UUmrdunUKUGPHjs23bNfzFiuHF198UQHqzz//dKbdfffdSq/XF2ifjz76qJo3b55at26d+u9//6s6derkcToXb/uNjY11SV+6dKkC1FdffeWSPnv2bAWoatWqOdNOnTqlBgwYoL799lv1+++/q3nz5qmmTZsqQH366af57v+hhx5Ser1enThxwm1dTk6OGjBggAKcS926dd2mOqlatarq2LGj2/anTp1SgPPWL8e0L/Pnz3eLdUzXcOrUKWfaldapxWJRbdq0UUFBQS5TvMybN89jXSul1DPPPKNMJpPXPH/66ScFqEmTJuW77/ymo/Hk559/VjqdTo0YMcLj+meffdZZ9yaT6bK3AV5uOpq88vtcmc1mFRgYqEJDQ9UHH3ygfv31VzV27Fil1+vVo48+etm8b0XSbku7fel+i1q77ZgOJigoSHXr1k2tWLFCLV68WNWtW1f5+Pg4319KKXXHHXcoHx8fFRgYqN588021Zs0a9c477yhfX1/VvHlzZbfblVJKbd++XQHq9ddfd9nXL7/84myXHIYPH650Op06duyYS2yfPn0UoJ555hln2k8//aTGjh2rfvjhB7V27Vr1wQcfqLJlyyp/f3+1fft2t2M+ffq0y3dRkyZN1MmTJ/OtJ2/t9smTJ722545b0h23QRemTrdu3aqGDRumlixZotatW6c+//xzVaNGDaXX69WKFSuccYWp00sV9HMl09EIIYQoruSc+9Y653b8ng0KClJPP/20Wr16tfrqq69UdHS0ioiIcPn9bzQa1bPPPuuWh2NK3LzTj2zbtk0ZjUbnOZa3qR7bt2+v7rjjDo9lM5lMzvNTx7lmUFCQKlu2rPriiy/UL7/8ogYOHKgANWbMGLftHVNROpbOnTurlJSUfOuhoL/rlcp934WEhKjMzEyP6+fPn++y/6eeespl2l1PvPWVKFXwOnVwnCcDStM0j+/V1NRUVaFCBTV69GhnmrdpZwYPHqw+//xztXbtWrV06VL12GOPKcBtWsmC9j95crk6dSjI56pjx47O4w8KClLfffddvvGeSCf8DVKQL5aSJUte9ovl0KFD6pFHHlGRkZFK0zSXD+CCBQuUUgX/YmncuLHy8/Nz/u34YklISHCJc3wQ8/54vPSLpXnz5qpu3brKYrG4LKmpqUrTNOfc36NHj3brePXkRnyxOObPyvvFcrW6du2qDAaDOnv2rMf1FotFlSpVStWqVcttXXZ2tqpSpYqKiopSK1euVOfPn1c//fSTioyMVHq9XlWvXj3ffefk5Kj69eur8PBwrw1xYmKiMpvNXufdevrpp1VYWJiaPn26Wrt2rVq4cKFq2LChqlixoss8ulWrVlX33nuv2/aORtDR0eHohHe8N/NydMKfPn063+O6XJ3a7Xb1xBNPKL1er5YuXeqyztEJv3HjRrftnnnmGWU2m73u94EHHlAGg+Gy5StMJ/yWLVtUcHCwatasmdf58Y4dO6Y2bdqkfvzxRzVw4ECl0+nynZPtWnXCG41GjxdMhg8froACzUl3q5F2W9ptpYp2u+344VezZk2XuRBPnTql/Pz81GOPPeZMq1q1qseO6BkzZihArVq1ypnWqlUrFRQUpL799lt1/vx59ccff6iqVasqvV6vfHx8nHF79+5VZrNZtWjRQu3evVslJCSoDz74QJlMJgWogQMH5nv8R44cUQEBAer+++93W2exWNSmTZvU+vXr1aeffqqqVq2qqlWrlu/70Fu77eiEf+utt9y2cXTCOy6wFKZOPTl//rwqW7asqlu3rkt6Qev0UtIJL4QQ4lYn59y31jm3Y1DfpZ2m27Ztc7vIYDQaPZ4vOjrhHb9NLRaLql+/vkvnbH6d8N7OwU0mk7PT33F+6GmgTffu3ZWPj49KTU11SU9LS1ObNm1Sa9euVe+++64qXbq0atKkiUpPT3fbV2F/1+/evfuyr0tSUpLatGmT+vXXX9XEiRNVUFCQuv/++13mNs8rv76SwtSpw+nTp9WmTZvUzz//rF588UVlMpnUkCFDXGKee+45VbVqVZdO74LO/a6UUkOGDFGA2rp1qzOtoP1PlypInToU5HN14MAB9ddff6nvv/9e9e7dWxmNRrd56i9HpqMpItLT00lMTCQqKsprTFpaGi1btuTPP//kjTfe4LfffmPTpk189913QO7t1oDzVpQjR47ku89jx45Rrlw5lzSDwUB4eLhLmuM2nsTERK95nTlzhp07d2I0Gl2WwMBAlFIkJCQAcO7cOfR6vdutQTfDsWPHAPKt88J6/PHHsVqtbN682eP65cuXEx8f7/FWGJPJxE8//UT58uXp0KEDoaGhPPDAA4wZM4bQ0FDKlCmT776NRiMPPfQQiYmJHDx40GPM119/TXZ2tsf9r1ixgtmzZ/Pxxx8zfPhwWrVqxYMPPsiqVatISkpi/Pjxztjw8HCP74ekpCQAwsLCnHHg+b2TlJSEpmnOOee9ya9O1cV5f7/++mvmzp1Lt27dXNZfbv+Ocl4qISGBZcuW0aVLl2v2Xt22bRvt27enatWqLF++3Ov8eOXLl6dhw4Z07tyZWbNm8cwzzzB69GjOnTt3TcrhjaOuOnbs6JLeqVMnALZu3Xpd918cSbt940m77crxut9zzz0ut3qWLl2aO++80+VzW5jP+KJFi2jevDkPPvggoaGhtG3blp49e1KvXj2XY6pRowZLlizh2LFj1K5dm4iICN5++22mTp0KcNnjr1ChAi1atGDjxo1u6wwGAw0bNqR58+b079+fX3/9lcOHD/PWW295zCu/djs0NBRN0wr1vVWQOvUkJCSErl27snPnTufnGwpep0IIIYRwJefcN97VnHN7O+esV68epUuXdjs/Lcj52YwZMzh8+DDjxo0jOTmZ5ORk53SKWVlZJCcnO6cw8ZZneno6OTk5zjwd54dBQUE0bdrUJbZTp05kZWWxd+9el3R/f38aNmxIq1atGDp0KEuWLOHPP/90eV6BQ2F/18+ePRsg32lTQkNDadiwIW3btmXMmDF88sknLFu2jO+//94t9nJ9JYWpU4dSpUrRsGFDOnTowFtvvcWECRP44IMP2LZtGwB//fUXM2fO5J133nHmkZyc7JzGJTk5mezsbK/HB7m/zQCX3wcFfZ9cqiB1WhhVq1alUaNG3H///Xz77be0a9eO5557DrvdXuA8CjeDvLhufvzxR2w2G23atPEa8+uvv3Lq1Cl+++03l7lOk5OTXeJKly5NrVq1WLlyJRkZGR7nOouNjeXMmTNuDzawWq0kJia6fLnEx8cDuH3h5BUREYGvry+ff/651/WQ++AGm81GfHw8pUuX9prf9ZaZmcnq1aupXLkyZcuWvWb5qovzhnl7wMPs2bMxmUz06dPH4/oqVaoQGxvLyZMnSUpKonLlyly4cIFhw4bRqlWra7L/yMhI58Pg8tq+fTsAjRo1ckkPCQmhSpUqLvNs1alTh/nz52O1Wl3m5dq1axcAtWvXBqBy5cr4+vo60/PatWsXVapUcXnga2GOyfGlMmfOHGbPnu1srPNylGPXrl1uD8TbtWuXc/2lvvrqK3Jycq5ZY71t2zbuueceoqOjWblypdvDb/PTuHFjPvroIw4fPux88Mr1ULduXednPa/LvaduZ9Ju31jSbru3257m0Mybb94869at67Gz29P+S5YsyfLlyzl79izx8fFER0fj6+vLzJkzeeCBB1y279SpE8eOHeOff/7BarVSrVo1vv32W4ACH39B2peyZcsSFRXFgQMHPK7Pr9329fWlSpUqXr+LfH19qVSpElC4Os0vDnCZN7UwdSqEEEKIf8k59411tefchTmXqlOnjtfzM/j39/zu3bu5cOECVatWdYt95ZVXeOWVV9i2bRv16tWjTp06LFiwgPj4eJcLGpfm6evrS9WqVa/qN3DDhg3R6XRez0/zyu93fU5ODl999RUNGjSgXr16l80rb56A2/4L0ldSmDotyP7r16/P3r17UUrRo0cPt9jjx48TGhrK9OnTGT58uNc8PdV9Qfuf8rrSOi2Mxo0bs2LFCs6dO0dkZGSBtpFelSIgLi6OUaNGERwczLPPPus1zvFj7tIRtJ6uuo0dO5bz588zatQot3Xp6ekMHToUPz8/RowY4bZ+3rx5Ln9/8803APl+6XXt2pVDhw4RHh5Ow4YN3RbHE7sdI+5mzZrlNS/HMeYdQXYt2Ww2hgwZQmJi4jV/4OVXX32F0WikQYMGbuvi4+NZvnw53bt3z/dLGnJHD9apUwc/Pz8mT56Mv78/Tz/9dL7bWCwWFi5cSEREhMcnaW/evJmdO3fy5JNPenyCs+Mq96WdNImJiRw4cMDlC7hHjx6kpaWxePFil9gvvviCqKgomjRpAuSOFrjvvvv47rvvSE1NdcbFxcWxZs2afB+w5+CpTpVSDBgwgDlz5vDxxx+7PfncoUyZMjRu3Jivv/7a5Sruxo0b2b9/v9f9z549m6ioKOf79Wps376de+65h7Jly7Jq1SpCQ0MLtf2aNWvQ6XTODqLrpVevXgD89NNPLunLly9Hp9O5XZy53Um77U7a7Rvfbjdp0oSyZcuycuVKlzbu1KlT7Nixw2VUT36fccBtBBDkdhzXrVuX4OBgPvroI9LT0xkyZIhbnKZpVK1alRo1amCz2Xj33XepV6/eZTvhjxw5wh9//OFx35f6559/OHHihMd6gsu32z169ODXX3/l+PHjzrTU1FS+++477r//fmf9FqZOPTl//jz/+9//qFevnseLzAWtUyGEEELIObcnRf2cu1OnTvj5+bmdc27dupX4+HiXc6kePXqwb98+/vzzT2ea1Wrl66+/pkmTJs4+ipdeeok1a9a4LPPnzwdg4MCBrFmzxnmO2K1bNzRN44svvnDZ/9y5c/H19eXee+91pvXq1YuUlBQ2bNjgErt8+XICAgI8Psg0r7Vr12K3272en+aV3+/6ZcuWkZCQcNnfDp7yBFz2X9C+ksLUaUH3f++997rluWbNGiIjI2natClr1qy57OCTL7/8EsDtfVKQ/qe8rrROC0opxdq1awkJCbns78S8ZCT8DbZ7926sVitWq5WzZ8/y+++/M2fOHPR6PUuWLMl3pGuzZs0IDQ1l4MCBjBs3DqPRyLx589ixY4db7COPPMLWrVuZMmUKR48epV+/fkRGRrJ//36mT5/OoUOH+Oabb9waAJPJxNSpU0lLS6NRo0Zs2LCBN954g06dOtGiRQuvZRs+fDiLFy+mVatWjBgxgrp162K324mLi2PlypW88MILNGnShJYtW9KnTx/eeOMNzpw5Q9euXTGbzWzbtg0/Pz+ef/55AOfVy4ULF1KpUiV8fHyoU6dOoev7zJkzbNy4EaUUqamp7N69my+//JIdO3YwYsQIBgwY4BLfrl071q5di9VqzTffyZMns3fvXtq1a0fZsmU5e/Yss2fPZuXKlYwfP955NTuvL774AqvVmu/o6nfeeYdSpUpRvnx5zpw5w7fffsvSpUv56quvXG5XHzlyJBaLhebNm1OqVCmOHz/O+++/z/bt253vp0s5bsXx1gj17NmTV199lUGDBnHixAnuuusuTp8+zeTJk8nIyGDYsGHO2E6dOtG+fXsGDRpESkoKVapUYf78+axYsYKvv/7aZf+vvfYajRo1omvXrrz00ktkZWXx6quvEhER4fIk6cLU6dChQ5k9ezb9+vWjTp06LhcOzGYz9evXd/799ttv0759e3r37s3gwYM5e/YsL730ErVr1/b4hfTnn3+yZ88exowZ4/VJ3hkZGc6OK8e+165dS0JCAv7+/s4TqP3793PPPfcAMHHiRA4ePOgy5UTlypWdn/lnnnmGoKAgGjduTGRkJAkJCSxatIiFCxfyf//3fy5tw7lz51i7di3w79Xfn376iRIlSlCiRAmX0R+bN2/m6NGjAKSkpKCU4r///S+Qe9dDdHQ0AE899RQff/wxgwcPJiEhgZo1a7J69Wo+/PBDBg8e7Iy7HUm7Le12UW23dTod06dP58EHH6Rbt24MGjSI9PR0Xn/9dUwmE6NHj3bGdujQgfvuu48JEyZgt9tp2rQpmzdv5rXXXqNr164u75VPP/0UyG2jkpOT+emnn5g9ezZvvvkmd911l0sZnn/+edq0aUN4eDiHDx/mvffe48SJE842yuGee+6hVatW1K1bl6CgIHbt2sU777yDpmm8/vrrzridO3cyYsQIHnjgASpVqoROp2PXrl1Mnz6d8PBwjz+YC9Jujxo1iq+++oouXbowYcIEzGYzb731FllZWS7TrRWmTh999FHnrcYREREcPHiQqVOncubMGebOneuy/8LUaUHbbcCZfvjwYee2AQEBADLCXgghRLEi59y3xjl3SEgIEyZMYNSoUfTt25dHHnmE+Ph4XnnlFcqXL8/gwYOdsf369ePDDz+kd+/evPXWW5QsWZKZM2eyf/9+Vq9e7YyrXr061atXd9mP41ypcuXKLhdBatWqxdNPP824cePQ6/U0atSIlStX8sknn/DGG2+4TF0yatQo5s2bR+/evXn99dcpW7Ys//3vf1m2bBlTpkzB19cXgP/97398+umn3H///URHR2OxWNi8eTMzZsygSpUqLr8VCvO73mH27Nn4+vry6KOPeqzTjz/+mN9//50OHTpQrlw50tPT+f3333n//fdp1qyZy1QzBe0rKUydjhs3jjNnztCqVSvKlClDcnIyK1as4NNPP6V3797OwUylSpXyOJ2Sj48P4eHhLnl+8803fPfdd3Tp0oXo6GiSk5NZtGgRCxYsoG/fvtx5553O2ML0PxW0TqHg59zdunXjzjvvpF69eoSHh3Pq1Cnmzp3L2rVr+fDDDz0OlvKqUDPIiyvmeNiIYzGZTKpkyZKqdevW6s033/T4QDhPDxvZsGGDiomJUX5+fqpEiRKqf//+auvWrV4fxrV8+XLVuXNnFR4eroxGoypTpozq06eP2rNnj1vsk08+qfz9/dXOnTtVmzZtlK+vrwoLC1ODBg1SaWlpLrHR0dGqb9++LmlpaWnq5ZdfVnfccYcymUwqODhY1alTR40YMULFx8c742w2m5o+fbqqXbu2My4mJkb98MMPzpijR4+qDh06qMDAQAWo6OjofOvX28NGHItOp1NBQUGqTp066plnnnF78IZD69at833KusOyZctUixYtVIkSJZTBYFCBgYGqZcuWbg+1zKtatWqqQoUKym63e4157bXXVOXKlZXZbFYhISHq3nvvVevWrXOLmz17tmrcuLEKCwtTBoNBhYaGqo4dO6qff/7ZY74ZGRkqODhYtWrVKt/jOn36tBoyZIiqUqWK8vHxUVFRUapLly4e6ys1NVUNHTpUlSpVSplMJlW3bl2vx79582bVrl075efnp4KCglT37t3VP//84xJTmDqNjo52eX3zLp7eKytXrlRNmzZVPj4+KiwsTD3xxBPqzJkzHss6YMAApWmaOnTokNd6cjyw5HL7v/Rzf+mS9zP7+eefq5YtW6qIiAhlMBhUSEiIat26tfrqq6/c9r9mzRqveV76MBHHQ4Qut3+lch8A+eyzz6rIyEhlNBpVtWrV1OTJk70+6OVWJ+22tNvFod1WSqmlS5eqRo0aKR8fHxUcHKzuv/9+j++XjIwM9eKLL6py5copg8Ggypcvr0aPHu32oOiPP/5Y1ahRQ/n5+amAgADVsmVLt4c5OXTr1k2VLl1aGY1GVapUKdW3b1+XB3k7DB8+XNWsWVMFBgYqg8GgoqKi1OOPP67279/vEhcfH68ef/xxVblyZeXn56dMJpOqVKmSGjhwoIqLi/NYhoK020op9c8//6ju3buroKAg5efnp9q1a6e2bNniMbYgdTpp0iRVr149FRwcrPR6vSpRooTq0aOH+uuvv9zyK0ydFqbdzu87RgghhCgO5Jz71jrndvj000+dxxEeHq4ee+wxdfz4cbe4+Ph49cQTT6iwsDDl4+OjmjZtqlatWnXZ/PN7iGhOTo4aN26cKl++vDKZTKpatWrqvffe85hPXFycevjhh1VoaKizX+Pzzz93ifn777/VAw88oKKjo5WPj4/y8fFR1atXV//3f/+nEhMTXWIL87vesX+dTqeeeOIJr8f6xx9/qK5du6qoqChlMpmUn5+fuvPOO9Xrr7/u9lDYwvaV5OWtTpctW6buueceFRkZqQwGgwoICFCNGzdW7733nrJYLPnm6SjTpe/B2NhY1a5dO1WqVCllNBqVn5+fatSokZo5c6bH/ofC9D8VpE6VKvg599tvv60aNWqkQkNDlV6vV+Hh4apjx47qf//732WP/VKaUhcn3BGiEMLCwujXrx9Tpky52UURQghRANJuCyGEEEIIcX3JObcQwhuZjkYUys6dO1m+fDnnz58nJibmZhdHCCHEZUi7LYQQQgghxPUl59xCiMuRkfCiUNq2bcu+fft4/PHHnXO5CiGEKLqk3RZCCCGEEOL6knNuIcTl6G52AUTxsmbNGufDOuVLRQghij5pt4UQt5O5c+eiaZpz8fHxoVSpUrRt25ZJkyZx9uxZt23Gjx9/1e3jihUr6NKlCyVKlMBsNlOuXDmefPJJ9u7d6xbbt29f5wN0L6dChQr07dv3qsqWn5kzZ7o9SPhy5enatatLWt761uv1hIaGcuedd/Lss8+6PBDuahw7dox+/foRFRWF2WymTJky9OjRI99tXn75ZTRNo3bt2m7rsrOzmTx5MrVr18bf35/IyEg6derEhg0bXOKOHz9Ojx49qFSpEv7+/gQHB1O/fn0++OADjw8nVEoxZ84cGjdujL+/P0FBQdx11118//33brEJCQkMGzaMChUqYDabnWVISkpyxqSmpvKf//yHDh06UKJECTRNc3mYdF7vvfceTZs2JSIiArPZTPny5Xn44YfZs2ePS9yBAwcYNWoUDRo0ICQkhLCwMJo3b+58GF1ebdq0cXl9L13i4+Nd4levXk1MTAx+fn5ERETQt29fj585i8XCa6+95jz26tWr8/7777vFzZ8/n1atWhEZGYnZbCYqKor77rvP7XWC3IfqjR07lmrVquHn50eZMmXo3bu32/EXtE5tNhvTpk3j3nvvpWzZsvj5+VGjRg1eeuklkpOTr7hOAc6ePUvfvn2JiIjAz8+PmJgYfvnlF4+xoviQc24hxOVIJ7wQQgghhBDiljJnzhxiY2NZtWoVH374IfXq1ePtt9+mRo0arF692iW2f//+xMbGXvG+/vOf/9CpUyfsdjszZ85k1apVjBs3jk2bNnHXXXfx3XffXXHeS5Ys4ZVXXrni7S+nsJ3w3jzwwAPExsayfv16FixYwBNPPMHGjRuJiYlh2LBhV5X37t27adCgAbt372bKlCmsWrWKadOmERoa6nWb7du3M2XKFCIjIz2uHzBgAC+99BLdu3fnhx9+4MMPP+TcuXO0bt2av/76yxmXnp5OUFAQr7zyCsuWLWPBggW0aNGC559/noEDB7rlO2jQIAYNGkS7du1YtmwZixYt4tFHHyUjI8Ml7tSpUzRp0oQVK1bwyiuvsGrVKmbNmkWVKlXIyclxxiUmJvLJJ5+QnZ1N9+7d862nxMREOnXqxGeffcbKlSt57bXX2LZtG02aNGH//v3OuJUrV/Ljjz/Sq1cvFi1axLx586hatSq9e/dmwoQJLnnOnDmT2NhYl+WXX37BaDTStGlTSpUq5Yxdu3YtnTp1IjIyku+//553332X1atX065dO7Kzs13yHTx4MJMmTeK5557j559/pkePHgwbNow333zT7ZiaN2/OzJkzWblyJdOmTePMmTO0atWKtWvXusTed999zJgxgwEDBvDjjz/y1ltvsX37dmJiYjh27Fih6zQzM5Px48cTHR3NjBkzWL58OQMGDOCTTz6hefPmZGZmXlGdZmdn065dO3755Rfeffddvv/+eyIjI7n33nvdjkkIIcQtptCPchVCCCGEEEKIImjOnDkKUJs2bXJbd+zYMVWuXDkVGBio4uPjr8n+vvnmGwWoQYMGua1LS0tTDRo0UH5+furQoUPO9CeffFL5+/tfk/1frVq1aqnWrVsXOD46Olp16dLFJQ1Qzz33nFus1WpV/fr1U4CaOXPmFZXPbrerevXqqXr16qmsrKwCbWOxWFS9evXU0KFDVevWrVWtWrVc1mdlZSm9Xq8ef/xxl/RTp04pQA0dOvSy+3jwwQeVwWBwKdOSJUsUoBYuXHjZ7bt166bKlCmjkpKS8o2z2+3KbrcrpZQ6d+6cAtS4ceMum7/D3r17FaBeeeUVZ9q5c+eceebVpUsX5efnd9l6njt3rgLUZ5995pLeqFEjVbNmTWWxWJxpf/zxh9vrv3v3bqVpmnrzzTddth8wYIDy9fVViYmJ+e4/OTlZGY1G1adPH2fawYMHFaBefvlll9gNGzYoQE2bNs2ZVtA6tVqtKiEhwS190aJFClBfffWVM60wdfrhhx8qQG3YsMGZZrFYVM2aNVXjxo3zPXYhhBDFm4yEF0IIIYQQQtzyypcvz9SpU0lNTeXjjz92pnuajmbhwoV06NCB0qVL4+vr65yGIj093SVu4sSJhIaGMmXKFLf9+fv78/7775ORkcH06dPd1u/Zs4d27drh7+9PiRIlGDJkiNuIaU/T0aSkpDBq1CgqVqyIyWSiTJkyDB8+3K1sdrud999/n3r16uHr60tISAhNmzZl2bJlzrz37NnD2rVrndOLVKhQ4bL1WFB6vZ4PPviAiIgIJk+efEV5rFu3ju3btzN8+HDMZnOBtnnrrbdISkpi4sSJHtfrdDp0Oh3BwcEu6UFBQeh0Onx8fC67jxIlSqDT6dDr9c60d999lwoVKvDggw/mu+3Ro0dZtmwZAwYMyHc0P/w71c+VKlGiBAAGg8GZFhER4THPxo0bk5GR4TIdjiezZ88mICCAhx56yJl28uRJNm3aRJ8+fVz21axZM6pVq8aSJUucaUuXLkUpxVNPPeWS71NPPUVmZiYrVqzId/+BgYH4+Pi47MdoNAK4vaYhISEALq9pQetUr9cTHh7ult64cWMgd6oih8LU6ZIlS7jjjjtcHtxpMBh4/PHH+euvvzh58uRlyyaEEKJ4kk54IYQQQgghxG2hc+fO6PV61q1bl2/cwYMH6dy5M7Nnz2bFihUMHz6cb7/9lvvuu88Zc/r0afbs2UOHDh3w8/PzmE9MTAwlS5Zk1apVLukWi4XOnTvTrl07li5dypAhQ/j4449dOjY9ycjIoHXr1nzxxRcMHTqUn376iRdffJG5c+dy//33o5Ryxvbt25dhw4bRqFEjFi5cyIIFC7j//vs5evQokNsZWKlSJerXr++caiRvZ+m14Ovryz333MORI0c4ceKEM90x1/jlOF6nwMBAOnfujI+PDwEBAXTt2pV9+/a5xe/du5c33niDWbNmeZ1332g0MnjwYL744guWLl1KSkoKR48eZcCAAQQHBzNgwAC3bZRSWK1Wzp8/z8KFC5k7dy4vvPCCsyPYarUSGxtL/fr1mTZtGtHR0ej1eipVqsSUKVNcXpfff/8dpRRRUVE88sgjBAQE4OPjQ5s2ba5qWiQHm81GdnY2+/bto3///pQsWdKtw9uTNWvWUKJECUqWLOk15uDBg/z+++88/PDDLvW7e/duAOrWreu2Td26dZ3rHbElSpRwmcom77Z5Y/Mek8Vi4ejRowwaNAilFM8995xzfXR0NN26dWP69OmsWbOGtLQ09u3bx9ChQ51z418rv/76KwC1atW6bKynOt29e7fXegLc5rAXQghx6zBcPkQIIYQQQgghij9/f38iIiI4depUvnEvv/yy8/+VUjRv3pwaNWrQunVrdu7cSd26dYmLiwOgYsWK+eZVsWJFdu7c6ZKWk5PDCy+8wNChQwFo3749RqORsWPH8scff9C8eXOPeb333nvs3LmTP//8k4YNGwLQrl07ypQpwwMPPMCKFSvo1KkTv//+O1999RVjx47ljTfecG5/7733Ov+/fv36+Pr6EhQURNOmTfM9hqsRHR0N5M6DXrZsWSB3lHHeUeTeOEYFP/XUU/Tu3Zsff/yR06dP8/LLL9OyZUt27txJ6dKlgdyR//369aNnz5507tw533ynT59OcHAwvXr1wm63A7l3Svz6669UqVLFLf7tt99m9OjRQO5I6jFjxrjUa0JCAtnZ2fzyyy9s2rSJiRMnUrZsWRYtWsT//d//cf78eefIfMcxjRo1irZt27J48WLS09N57bXXuPvuu/nzzz89dtIWlL+/v3MO9mrVqvHbb79Rrly5fLf57LPP+O2333j33XfzfV1mz54NwNNPP+2SnpiYCEBYWJjbNmFhYc71jlhPcf7+/phMJpdYh1q1ajnntS9dujQrVqygQYMGLjGLFi3iueee4+6773am1a1bl7Vr1172joOCOnnyJC+99BINGzZ0e0DxpbzVqbfjd6R5On4hhBC3BhkJX0ysW7eO++67j6ioKDRNY+nSpYXOQynFlClTqFatGmazmXLlyrk9/EYIIcS1Ie22EEIUTXlHJXtz+PBhHn30UUqVKoVer8doNNK6dWsA/v7770Lvz9Oo78cee8zl70cffRTIHT3rzf/+9z9q165NvXr1sFqtzqVjx45omsZvv/0GwE8//QTgMlr4ZvFU37/88gtWq/Wy2zo6yGNiYvjss89o164djz/+OEuXLiUhIYEPP/zQGTtt2jQOHjzIjBkzLpvvxIkTmTJlCuPHj2fNmjV8//333HHHHbRv355t27a5xfft25dNmzbx888/85///IfJkyfz/PPPu5UzJSWFRYsW8cQTT3D33Xcza9YsunfvzrRp00hLS3OJLVu2LIsXL6Zjx4707NmTFStWoNPpeOeddy5b/vxs2LCB2NhYvv76awIDA2nbtm2+o6t/+uknnnvuOR544AGXY7qU1Wrliy++oFatWl4v2ni7u+HS9PzugvC0bvHixfz5558sWrSImjVr0qlTJ+d73WHQoEEsXryY6dOns3btWhYuXIjJZOLuu+92eTDrlUpKSqJz584opVi4cCE6nfeulMvVaWGPX+RPzrmFEMWFjIQvJtLT07nzzjt56qmn6NWr1xXlMWzYMFauXMmUKVOoU6cOFy5cICEh4RqXVAghBEi7LYQQRVF6ejqJiYnUqVPHa0xaWhotW7bEx8eHN954g2rVquHn58fx48fp2bMnmZmZQO7IaYAjR47ku89jx465jUQ2GAxu8007pufIbyTsmTNn+Oeff5xzYF/K8R1x7tw59Hq925QfN4OjAzQqKqrQ2zrqqGPHji7p9erVo3Tp0mzduhWAuLg4Xn31Vd566y1MJhPJyclAbsex3W4nOTkZs9mMr68vf//9N6+++irvvPMOo0aNcubZqVMnatasyciRI90uhJQqVcpZlx06dCA0NJSXXnqJfv36Ub9+fUJDQ9E0jcDAQLcO6k6dOrF06VL27t1L48aNncd0zz33uIyQLl26NHfeeafzmK7UXXfdBUDTpk25//77qVKlCmPGjOH77793i/3555/p2bMn7du3Z968efl2AC9fvpz4+HhefPFFt3WOY/L03k1KSnIZ+R0eHs727dvd4tLT08nJyfE4Stwx9Uvjxo3p3r079evXZ9iwYezYsQOAFStWMHv2bBYtWsQDDzzg3K5Dhw5UqFCB8ePHM2fOHK/Hdjnnz5+nffv2nDx5kl9//ZVKlSp5jb1cnYaHh3utJ/B8N4HIn5xzCyGKC+mELyY6depEp06dvK7Pycnh5ZdfZt68eSQnJ1O7dm3efvtt2rRpA+SO2Jk1axa7d+/mjjvuuEGlFkKI25e020IIUfT8+OOP2Gw2Z1vrya+//sqpU6f47bffnKPfAWfHrkPp0qWpVasWK1euJCMjw+O88LGxsZw5c4bevXu7pFutVhITE1064uPj4wE8PgzSISIiAl9fXz7//HOv6yH3gZw2m434+HjndC03Q2ZmJqtXr6Zy5crOqWgKI79pWZRSztHIhw8fJjMzk2HDhjFs2DC32NDQUIYNG8aMGTPYsWMHSikaNWrkEmM0GrnzzjtZu3btZcvleDjngQMHnNP6VK1a1fkaXlpOwFnWgh7TtRAYGEj16tU5cOCA27qff/6Z7t2707p1axYvXozJZMo3r9mzZ2MymejTp4/butq1awOwa9cut6mAdu3a5VwPUKdOHRYsWEB8fLzLRaJdu3a55OWNwWDgrrvu4ttvv3WmOTr1L31NQ0JCqFKlisd55gvq/Pnzzuca/PLLL/m+fgWp0zp16jiPNa+CHr9wJ+fcQojiQqajuUU89dRT/PHHHyxYsICdO3fSu3dv7r33Xg4ePAjADz+AxiwZAAEAAElEQVT8QKVKlfjf//5HxYoVqVChAv3793d5UrsQQogbR9ptIYS4seLi4hg1ahTBwcE8++yzXuMcI1fNZrNL+scff+wWO3bsWM6fP+8yotohPT2doUOH4ufnx4gRI9zWz5s3z+Xvb775BiDfCwRdu3bl0KFDhIeH07BhQ7elQoUKAM4OqVmzZnnNy3GMjpH915rNZmPIkCEkJiZ6HD1dEJ06dcLPz885vY7D1q1biY+Pd446r1evHmvWrHFb7rzzTipUqMCaNWsYMmQI8O+I/I0bN7rkmZ2dzdatWwt0scAxUj7v/PG9evUiJSWFDRs2uMQuX76cgIAA52juJk2aULZsWVauXInNZnPGnTp1ih07dlzT+fkTEhLYtWuX2zz3K1eupHv37rRo0YKlS5e6vdcvFR8fz/Lly+nevbvHi0RlypShcePGfP311y7HtHHjRvbv30/Pnj2dad26dUPTNL744guXPObOnYuvr6/Lcws8ycrKYuPGjS7H5O01TUxM5MCBA1d0AQj+7YA/fPgwK1eupH79+l5jC1qnPXr0YN++ffz555/ONKvVytdff02TJk2u6I4RkT855xZCFBUyEv4WcOjQIebPn8+JEyecX9qjRo1ixYoVzJkzhzfffJPDhw9z7NgxFi1axJdffonNZmPEiBE88MADzie8CyGEuDGk3RZCiOtr9+7dzvnSz549y++//86cOXPQ6/UsWbKEEiVKeN22WbNmhIaGMnDgQMaNG4fRaGTevHnOqS/yeuSRR9i6dStTpkzh6NGj9OvXj8jISPbv38/06dM5dOgQ33zzjdv0FSaTialTp5KWlkajRo3YsGEDb7zxBp06daJFixZeyzZ8+HAWL15Mq1atGDFiBHXr1sVutxMXF8fKlSt54YUXaNKkCS1btqRPnz688cYbnDlzhq5du2I2m9m2bRt+fn7Oeaodo5IXLlxIpUqV8PHxyXeqHm/OnDnDxo0bUUqRmprK7t27+fLLL9mxYwcjRoxgwIABLvHt2rVj7dq1l50XPiQkhAkTJjBq1Cj69u3LI488Qnx8PK+88grly5dn8ODBzjhPFy9CQkKwWq0u61q0aEGjRo0YP348GRkZtGrVigsXLvD+++9z5MgRvvrqK2fsuHHjOHPmDK1ataJMmTIkJyezYsUKPv30U3r37u3ycNBRo0Yxb948evfuzeuvv07ZsmX573//y7Jly5gyZQq+vr5A7oj46dOn8+CDD9KtWzcGDRpEeno6r7/+OiaTyfkAWIeffvqJ9PR0UlNTAdi7dy///e9/AejcuTN+fn5cuHCB9u3b8+ijj1K1alV8fX05cOAA7777LtnZ2YwbN86Z3/r16+nevTulSpVizJgxblPD1KxZk6CgIJe0L774AqvVSv/+/b2+Vm+//Tbt27end+/eDB48mLNnz/LSSy9Ru3ZtnnrqKWdcrVq1ePrppxk3bhx6vZ5GjRqxcuVKPvnkE9544w2X6ViaNWvG/fffT40aNQgODubo0aPMmjWLQ4cOsWTJEmdcz549efXVVxk0aBAnTpzgrrvu4vTp00yePJmMjAy3uyMKUqeZmZl07NiRbdu2MWPGDKxWq0snf4kSJahcuXKh67Rfv358+OGH9O7dm7feeouSJUsyc+ZM9u/fz+rVq73Wr7gycs4thChSlCh2ALVkyRLn399++60ClL+/v8tiMBjUgw8+qJRSasCAAQpQ+/fvd263ZcsWBah9+/bd6EMQQojbirTbQghxY8yZM0cBzsVkMqmSJUuq1q1bqzfffFOdPXvWbZtx48apS38WbdiwQcXExCg/Pz9VokQJ1b9/f7V161YFqDlz5rjlsXz5ctW5c2cVHh6ujEajKlOmjOrTp4/as2ePW+yTTz6p/P391c6dO1WbNm2Ur6+vCgsLU4MGDVJpaWkusdHR0apv374uaWlpaerll19Wd9xxhzKZTCo4OFjVqVNHjRgxQsXHxzvjbDabmj59uqpdu7YzLiYmRv3www/OmKNHj6oOHTqowMBABajo6Oh86zc6Olp16dLFJS1vfet0OhUUFKTq1KmjnnnmGRUbG+sxn9atW7vVeX4+/fRT53GEh4erxx57TB0/fvyy27Vu3VrVqlXLLT05OVmNHTtW1ahRQ/n5+amSJUuqNm3aqOXLl7vELVu2TN1zzz0qMjJSGQwGFRAQoBo3bqzee+89ZbFY3PKNi4tTDz/8sAoNDVUmk0nVrVtXff755x7LtnTpUtWoUSPl4+OjgoOD1f333+/x/RIdHe1Sx3mXI0eOKKWUysrKUv3791c1atRQAQEBymAwqLJly6rHH3/cLU/H+93bsmbNGrcyVKtWTVWoUEHZ7XZvVa2UUmrlypWqadOmysfHR4WFhaknnnhCnTlzxi0uJydHjRs3TpUvX16ZTCZVrVo19d5777nFvfDCC+rOO+9UwcHBymAwqFKlSqkePXqoP/74wy329OnTasiQIapKlSrKx8dHRUVFqS5dunh8DxakTo8cOZJvPT355JNXXKfx8fHqiSeeUGFhYcrHx0c1bdpUrVq1Kt+6FQUj59xCiKJMU8rD4+pFkaZpGkuWLKF79+4ALFy4kMcee4w9e/a4PNwHICAggFKlSjFu3DjefPNNLBaLc11mZiZ+fn6sXLmS9u3b38hDEEKI24q020IIIa5EWFgY/fr1Y8qUKTe7KEIIUeTJObcQoiiT6WhuAfXr18dms3H27FlatmzpMaZ58+ZYrVYOHTrkvG3O8YCe6OjoG1ZWIYQQ0m4LIYTI386dO1m+fDnnz58nJibmZhdHCCGKJTnnFkIUJTISvphIS0vjn3/+AXK/SKZNm0bbtm0JCwujfPnyPP744/zxxx9MnTqV+vXrk5CQwK+//kqdOnXo3LkzdrudRo0aERAQwIwZM7Db7Tz33HMEBQWxcuXKm3x0Qghx65F2WwghxJVq27Yt+/bt4/HHH+edd95xPixWCCGEKznnFkIUF9IJX0z89ttvtG3b1i39ySefZO7cuVgsFt544w2+/PJLTp48SXh4ODExMbz22mvOhyudOnWK559/npUrV+Lv70+nTp2YOnWqy8NvhBBCXBvSbgshhBBCCHF9yTm3EKK4kE54IYQQQgghhBBCCCGEEOI60d3sAgghhBBCCCGEEEIIIYQQtyrphBdCCCGEEEIIIYQQQgghrhPDzS6A8M5ut3Pq1CkCAwPlYUxCiKumlCI1NZWoqCh0OrkGe71I2y2EuFak3b4xpN0WQlxL0nZff9JuCyGupRvVbksnfBF26tQpypUrd7OLIYS4xRw/fpyyZcve7GLcsqTtFkJca9JuX1/Sbgshrgdpu68fabeFENfD9W63pRO+CAsMDARy3wRBQUE3uTRCiOIuJSWFcuXKOdsWcX1I2y2EuFak3b4xpN0WQlxL0nZff9JuCyGupRvVbksnfBHmuK0qKChIvliEENeM3LJ5fUnbLYS41qTdvr6k3RZCXA/Sdl8/0m4LIa6H691uywRlQgghhBBCCCGEEEIIIcR1Ip3wQgghhBBCCCGEEEIIIcR1Ip3wQgghhBBCCCGEEEIIIcR1InPCC1HEJZyzk5aivK4PCNKIKCHX04QQoriQdl0IIW4tOUlJWNLSvK43BgRgCgu7gSUSQgghCk9+p1xf0gkvRBGWcM7OoEdTSEq0e40JC9cx65sgaQiFEKIYkHZdCCFuLXaLhd3jx5MRF+c1xq98eepNnYrOaLyBJRPi2pg5cyaTJ0/m9OnT1KpVixkzZtCyZUuPsd999x2zZs1i+/btZGdnU6tWLcaPH0/Hjh2dMXPnzuWpp55y2zYzMxMfH5/rdhxCiPzJ75TrT2pNiCIsLUWRlGjHbNYIDtG5LWazRlJi/lcqhRBCFB3SrgshxK1FMxgwlyyJJS0NQ1AQhuDgf5egICxpaZhLlkQzyPg3UfwsXLiQ4cOHM3bsWLZt20bLli3p1KkTcV4uOq1bt4727duzfPlytmzZQtu2bbnvvvvYtm2bS1xQUBCnT592WaQDXoibS36nXH9yJiBEMeDjq+Hnr3lcl50tDaAQQhQ30q4LIcStQdM0yvbowfnNm1E2G8bAQOc6S2oqxoAAyvbogaZ5bvOFKMqmTZvG008/Tf/+/QGYMWMGP//8M7NmzWLSpElu8TNmzHD5+8033+T777/nhx9+oH79+s50TdMoVarUdS27EKLwbFbADN6+sWzWG1maW4+MhC+ASZMm0ahRIwIDAylZsiTdu3dn//79l91u7dq1NGjQAB8fHypVqsRHH310A0orhBBCCCGEEOJGCapZk9CGDclJTESp3AupSilyEhMJbdiQoJo1b3IJhSi8nJwctmzZQocOHVzSO3TowIYNGwqUh91uJzU1lbBLnomQlpZGdHQ0ZcuWpWvXrm4j5YUQN15Sop24ozb27bayY4vFbdm320rcUVu+09WI/EknfAGsXbuW5557jo0bN7Jq1SqsVisdOnQgPT3d6zZHjhyhc+fOtGzZkm3btjFmzBiGDh3K4sWLb2DJhRBCCCGEEEJcT47R8DqzmfPbtpG8cyeWCxfQ+/jIKHhRbCUkJGCz2YiMjHRJj4yMJD4+vkB5TJ06lfT0dB588EFnWvXq1Zk7dy7Lli1j/vz5+Pj40Lx5cw4ePOg1n+zsbFJSUlwWIcS1lZGmsFpy/1/TaW4LgNWSGyeujExHUwArVqxw+XvOnDmULFmSLVu20KpVK4/bfPTRR5QvX955O1aNGjXYvHkzU6ZMoVevXte7yEIIIYQQQgghbpCgmjUJa9SIhPXr8YuOJuPYMSJatJBR8KLYu/QiklKqQBeW5s+fz/jx4/n+++8pWbKkM71p06Y0bdrU+Xfz5s256667eP/993nvvfc85jVp0iRee+21KzwCIURBXEi2k50F2YCmuXe0X7zRiwvJMhL+SslI+Ctw4cIFALdbqvKKjY11u22rY8eObN68GYvF4nEbuborhBBCCCGEEMWPYzS83seHrNOnZRS8KPYiIiLQ6/Vuo97Pnj3rNjr+UgsXLuTpp5/m22+/5Z577sk3VqfT0ahRo3xHwo8ePZoLFy44l+PHjxf8QIQQBbJr278TvivlvniKE4UjnfCFpJRi5MiRtGjRgtq1a3uNi4+P93jbltVqJSEhweM2kyZNIjg42LmUK1fumpZdFF9ZmYqMdPclK1NuAxJCiOJI2nUhhLj1OOaGt1y4IHPBi2LPZDLRoEEDVq1a5ZK+atUqmjVr5nW7+fPn07dvX7755hu6dOly2f0opdi+fTulS5f2GmM2mwkKCnJZhBDXVuI52zWNE+5kOppCGjJkCDt37mT9+vWXjfV025andIfRo0czcuRI598pKSnSEX+bCwjSCAvXkZRoJzvbc8dMWLiOgCAZYSOEEMWBtOtCCHHr0jSNcr16YcvMpFyvXjIKXhR7I0eOpE+fPjRs2JCYmBg++eQT4uLiGDhwIJDbh3Hy5Em+/PJLILcD/oknnuDdd9+ladOmzlH0vr6+BAcHA/Daa6/RtGlTqlatSkpKCu+99x7bt2/nww8/vDkHKYQAwGQu2HdWQeOEO+mEL4Tnn3+eZcuWsW7dOsqWLZtvbKlSpTzetmUwGAgPD/e4jdlsxmw2X7PyiuIvooSOWd8EkZbifWRkQJBGRAm5qUUIIYoDadeFEOLWFlSjBnUnTrzZxRDimnjooYdITExkwoQJnD59mtq1a7N8+XKio6MBOH36NHFxcc74jz/+GKvVynPPPcdzzz3nTH/yySeZO3cuAMnJyTzzzDPEx8cTHBxM/fr1WbduHY0bN76hxyaEcOXnV7DO9YLGCXfSCV8ASimef/55lixZwm+//UbFihUvu01MTAw//PCDS9rKlStp2LAhRqPxehVV3IIiSuiIKHGzSyGEEOJakXZdCCGEEMXF4MGD/5+9O4+Pqr73P/46s2YfyJ5IWFREIKhIrhC1BWURFGiRKl5aKhZBS1uLwPVXbKtgRVpXLBS3i0YLCvdW26tCUdywCCqgqAgiVSSACYEkJEyWWc/vj5CRkIWgJDND3s/H4xTnnO8585lTcph8zud8vkyfPr3JbfWJ9XpvvfXWCY/30EMP8dBDD52CyEREoovKrFrhF7/4BcuWLePZZ58lMTGR4uJiiouLqampCY2ZM2cOP/3pT0Ovb775Zvbs2cPMmTPZsWMHTz75JEuXLmX27Nnh+AgiIiIiIiIiIiIijThjWlfh3tpx0piS8K3wyCOPUFFRwZAhQ8jKygotK1euDI05/jGsHj16sHr1at566y0uuOAC/vCHP/DnP/+Z8ePHh+MjiIiIiIiIiIiIiDQSn/BNct0wGi9NjZOTo3Y0rVA/oWpLjn8MC2Dw4MF88MEHbRCRiIiIiIiIiIiIyHcXE/tNcr2lNOix4+TkqBJeREREREREREREpIM6o2vrUsStHSeNqRJeREREREREREREpIM6p7edHj0tmEETu6NxtbvPa2JYDM7pbQ9DdKcHJeFFREREREREREREOrD4BANXJytx8Y2T8NVVJhWHg2GI6vShJLyIiIiIiIiIiIiIEAyafLTZD8D5eTYsFvWBPxWUhBcRERERERERERERLBaD/hep7cyppm76IiIiIiIiIiIiIiJtREl4EREREREREREREZE2oiS8iIiIiIgA8PbbbzNmzBiys7MxDIN//OMfDbZPnjwZwzAaLIMGDWowxuPx8Ktf/YrU1FTi4+MZO3Ys+/btazCmvLycSZMm4XK5cLlcTJo0icOHDzcYU1hYyJgxY4iPjyc1NZVbbrkFr9fbYMwnn3zC4MGDiY2N5YwzzuCuu+7CNM1Tdj5EREREOpLaGpPqqsZLbY2+X31X6gkvIiIiIiIAVFVVcf7553PDDTcwfvz4JseMHDmSp556KvTa4XA02D5jxgxeeuklVqxYQUpKCrNmzWL06NFs2bIFq9UKwMSJE9m3bx9r1qwBYNq0aUyaNImXXnoJgEAgwFVXXUVaWhrr16+ntLSU66+/HtM0WbRoEQCVlZUMHz6cyy67jE2bNvH5558zefJk4uPjmTVr1ik/NyIiIhJZvGVl+NzuZrfbExJwJCe3Y0TRKyHJIDnFQllpEI+n6YR7coqFhCRN0vptKQkvIiIiIiIAjBo1ilGjRrU4xul0kpmZ2eS2iooKli5dyl//+leGDRsGwLJly8jJyeG1117jiiuuYMeOHaxZs4Z3332XgQMHAvDEE0+Qn5/Pzp076dWrF6+++irbt29n7969ZGdnA/DAAw8wefJk5s+fT1JSEsuXL6e2tpaCggKcTie5ubl8/vnnPPjgg8ycORPD0C+JIiIip6ugz8e2uXOpLixsdkxc165c8MADWOyaZPREUtMsPPJsEu7K5iveE5IMUtPUVOXb0pkTEREREZFWe+utt0hPT+ecc85h6tSplJSUhLZt2bIFn8/HiBEjQuuys7PJzc1lw4YNAGzcuBGXyxVKwAMMGjQIl8vVYExubm4oAQ9wxRVX4PF42LJlS2jM4MGDcTqdDcZ8/fXXfPXVV23y2UVERCQyGDYbzvR0fG43tqQkbC7XN0tSEj63G2d6OoZN9cetlZpmoftZ1mYXJeC/G509ERERERFplVGjRrF8+XLeeOMNHnjgATZt2sTll1+Ox+MBoLi4GIfDQefOnRvsl5GRQXFxcWhMenp6o2Onp6c3GJORkdFge+fOnXE4HC2OqX9dP6YpHo+HysrKBouIiIhEF8Mw6DJuHPaEBMxAAFtsbGgxAwHsCQl0GTdOT8ZJxFASXkREREREWmXChAlcddVV5ObmMmbMGP75z3/y+eefs2rVqhb3M02zwS/BTf1CfCrG1E/K2tIv3AsWLAhNCOtyucjJyWkxdhEREYlMSX360DkvD29paeg7gGmaeEtL6ZyXR1KfPmGOUOQbSsKLiMhp6e2332bMmDFkZ2djGAb/+Mc/TrjPunXrGDBgADExMZx55pk8+uijbR+oiEgUy8rKolu3buzatQuAzMxMvF4v5eXlDcaVlJSEqtQzMzM5cOBAo2MdPHiwwZjjq9nLy8vx+XwtjqlvjXN8hfyx5syZQ0VFRWjZu3fvyXxkERERiRD11fDWmBj8Rydo9bvdWGNiVAUvEUdJeBEROS1VVVVx/vnns3jx4laN3717N1deeSXf+973+PDDD7n99tu55ZZbeP7559s4UhGR6FVaWsrevXvJysoCYMCAAdjtdtauXRsaU1RUxLZt27j44osByM/Pp6Kigvfffz805r333qOioqLBmG3btlFUVBQa8+qrr+J0OhkwYEBozNtvv43X620wJjs7m+7duzcbs9PpJCkpqcEiIiIi0cf95Zd4KyuJ6dKF6n378JSVUb1vHzFduuCtrMT95ZfhDlEkRLMTiIjIaWnUqFGMGjWq1eMfffRRunbtysKFCwHo3bs3mzdv5v7772f8+PFtFKWISGRxu938+9//Dr3evXs3W7duJTk5meTkZObOncv48ePJysriq6++4vbbbyc1NZVx48YB4HK5mDJlCrNmzSIlJYXk5GRmz55Nv379GDZsGFB3fR05ciRTp07lscceA2DatGmMHj2aXr16ATBixAj69OnDpEmTuO+++ygrK2P27NlMnTo1lDSfOHEi8+bNY/Lkydx+++3s2rWLe+65hzvuuEOVbyIiIqc5f3U1G667rq4C3jQhGMRz9Am5kpISSt54A2tcHN978UXijpnoXZrm/vJLao8+UdiUmPR0Es48sx0jOv2oEl5ERATYuHEjI0aMaLDuiiuuYPPmzfh8vjBFJSLSvjZv3kz//v3p378/ADNnzqR///7ccccdWK1WPvnkE37wgx9wzjnncP3113POOeewceNGEhMTQ8d46KGH+OEPf8i1117LJZdcQlxcHC+99BJWqzU0Zvny5fTr148RI0YwYsQIzjvvPP7617+GtlutVlatWkVMTAyXXHIJ1157LT/84Q+5//77Q2NcLhdr165l37595OXlMX36dGbOnMnMmTPb4UyJiHQMS5YsoUePHsTExDBgwAD+9a9/tTi+Ne0dn3/+efr06YPT6aRPnz78/e9/b6vw5TTmrarCX1EBgQAEgw03BoMQCBA4coSP77iDoH6fa5G/upqNP/kJm268sdll409+gr+6OtyhRjVVwouIiADFxcWNeghnZGTg9/s5dOhQqNXC8TweDx6PJ/S6srKyTeMUEWlLQ4YMCU1s1pRXXnnlhMeIiYlh0aJFLFq0qNkxycnJLFu2rMXjdO3alZdffrnFMf369ePtt98+YUwiInLyVq5cyYwZM1iyZAmXXHIJjz32GKNGjWL79u107dq10fj69o5Tp05l2bJlvPPOO0yfPp20tLTQk6UbN25kwoQJ/OEPf2DcuHH8/e9/59prr2X9+vUMHDiwvT+iRDGL09mqcc7MTAyb0p8tCQaD+A4frruhcZQJHPtcoe/wYYLH3+yQk6JKeBERkaOOb19Qn4hqqa3BggULcLlcoSUnJ6dNYxQRERERaQ8PPvggU6ZM4cYbb6R3794sXLiQnJwcHnnkkSbHH9vesXfv3tx444387Gc/a/AU08KFCxk+fDhz5szh3HPPZc6cOQwdOjTUElKktWxOJxzzlF1zuo4frzZ1J2CLiyMmPT302gRMTI4ty4hJT8cWF9fusZ1OlIRvpbfffpsxY8aQnZ2NYRj84x//aHH8W2+9hWEYjZbPPvusfQIWEZGTkpmZSfHRHoL1SkpKsNlspKSkNLvfnDlzqKioCC179+5t61BFRERERNqU1+tly5Ytjdo1jhgxgg0bNjS5T2vaOzY3prljijTHMAysx7TDa5LNhqtPn/YJKIpZLBZ63norGEYoAY9xTCLeMOh5661YLEojfxc6e61UVVXF+eefz+LFi09qv507d1JUVBRaevbs2UYRiojId5Gfn8/atWsbrHv11VfJy8vDbrc3u5/T6SQpKanBIiIiIiISzQ4dOkQgEGiyXePxhSv1TtTesaUxzR0T6to/VlZWNlhELHY7qfn5LY5JvugirA5HO0UU3c4YM4aYoz+b9c8N1P8Zk5HBGWPGhCWu04mS8K00atQo7r77bq6++uqT2i89PZ3MzMzQYm3FozIiIvLdud1utm7dytatW4G6HpVbt26lsLAQqKtg/+lPfxoaf/PNN7Nnzx5mzpzJjh07ePLJJ1m6dCmzZ88OR/giIiIiImHXVLvGllp7tKa948keU+0fpSmGYXDWjTdCTExzA+g1c6Za0bSSxWKh5uff/6YJTegPk5qff19V8KeAzmAb69+/P1lZWQwdOpQ333wz3OGIiHQYmzdvpn///vTv3x+AmTNn0r9/f+644w4AioqKQgl5gB49erB69WreeustLrjgAv7whz/w5z//OTSJlIiIiIhIR5GamorVam2yXePxlez1WtPesbkxzR0T1P5Rmufq25eMyy5rcltyfj6dcnPbOaLoFQwGeSJ/HRVpR2+cHV1fkWbyRP46Tcp6CigJ30aysrJ4/PHHef7553nhhRfo1asXQ4cO5e233252Hz1iJSJy6gwZMgTTNBstBQUFABQUFPDWW2812Gfw4MF88MEHeDwedu/ezc0339z+gYuIiIiIhJnD4WDAgAGN2jWuXbuWiy++uMl9WtPesbkxzR0T1P5RmtdsNbyq4E/aP93/x77gftZeHwhNyGoCa68PsC+4n3+6/y+c4Z0WlIRvI7169WLq1KlceOGF5Ofns2TJEq666qoGs4IfT49YiYiIiIiIiEgkmDlzJv/93//Nk08+yY4dO7j11lspLCwMFap8m/aOv/71r3n11Vf505/+xGeffcaf/vQnXnvtNWbMmNHeH09OE01Vw6sK/uQEg0GeqHiYIAG2XW5wOK1u/eE02Ha5QZBA3XZVw38nSsK3o0GDBrFr165mt+sRKxERERERERGJBBMmTGDhwoXcddddXHDBBbz99tusXr2abt26Ad+uvePFF1/MihUreOqppzjvvPMoKChg5cqVDBw4sN0/n0Q/b1kZ1Xv3csbo0ViOVsNbYmLo/uMfU713L96ysjBHGB1qzRoO+g8AYFqCrJ3i59AZJmun+DEtdYn3g/4D1Jo14Qwz6tnCHUBH8uGHH5KVldXsdqfTidPpbMeIRERERERERESaNn36dKZPn97ktvo2j8eqb+/Ykh/96Ef86Ec/OhXhSQcW9PnYNncu1UdvBFkcDoIeDxaHg38vXgxAXNeuXPDAA1iOtkOSptktDs6PyWO/v64Y+PAweGFY3bYuR8ecYcvBbnGEJ8DTRNQl4ffu3ctXX31FdXU1aWlp9O3bt10S1263m3//+9+h17t372br1q0kJyfTtWtX5syZw/79+3nmmWcAWLhwId27d6dv3754vV6WLVvG888/z/PPP9/msYqIiIiIiIiIiJyuDJsNZ3o6Fdu3E5udTZzVSu2BA8RkZGCLj6fm669xpqdj2KIu9dnu7Iad+ekP4w4eaXZMgiURu6GbGd9FVPxN3LNnD48++ijPPfcce/fuxTTN0DaHw8H3vvc9pk2bxvjx47FY2qbDzubNm7nsmB5TM2fOBOD666+noKCg0WNYXq+X2bNns3//fmJjY+nbty+rVq3iyiuvbJP4REREREREREREOgLDMOgybhzlmzdjBgLEpKURk1bXzNx35Aj2hAS6jBunyVlbqbM1mc7W5HCHcVqL+J7wv/71r+nXrx+7du3irrvu4tNPP6WiogKv10txcTGrV6/m0ksv5fe//z3nnXcemzZtapM4hgwZgmmajZb6x68KCgp46623QuNvu+02/v3vf1NTU0NZWRn/+te/lIAXERERERERERE5BZL69KFzXh7e0tJQwa5pmnhLS+mcl0dSnz5hjlDkGxFfCe9wOPjiiy9IO3o361jp6elcfvnlXH755dx5552sXr2aPXv28B//8R9hiFRERERERERERETaw7HV8H63G3tiIn63G2tMjKrgJeJEfBL+vvvua/VYVZqLiIiIiIiIiIh0DPXV8IfWr8eWkIC3tJTUSy9VFbxEnIhvR3OsuXPnsmfPnnCHISIiIiIiIiIiImFWXw1vjYmhtqhIVfASsaIqCf/SSy9x1llnMXToUJ599llqa2vDHZKIiIiIiIiIiIiESX01vK+iQr3gJWJFVRJ+y5YtfPDBB5x33nnceuutZGVl8fOf/7zNJmMVERERERERERGRyGUYBjnjx5N66aXkjB+vKniJSFGVhAc477zzeOihh9i/fz9PPvkk+/fv55JLLqFfv348/PDDVFRUhDtEERERERERERERaSdJvXtz3vz5JPXuHe5QRJoUdUn4esFgEK/Xi8fjwTRNkpOTeeSRR8jJyWHlypXhDk9EREREREREREREJPqS8Fu2bOGXv/wlWVlZ3HrrrfTv358dO3awbt06PvvsM+68805uueWWcIcpIiIiIiIiIiIiIhJdSfjzzjuPQYMGsXv3bpYuXcrevXv54x//yNlnnx0a89Of/pSDBw+GMUoRERERERERERERkTq2cAdwMq655hp+9rOfccYZZzQ7Ji0tjWAw2I5RiYiIiIiIiIiISHvylpXhc7ub3W5PSMCRnNyOEYk0L6qS8L///e/DHYKIiIiIiIiIiIiEUdDnY9vcuVQXFjY7Jq5rVy544AEsdns7RibStKhIws+cOfOEY2w2G5mZmQwdOpTzzz+/HaISERERERERERGR9mbYbDjT06nYvp3Y7GwwjG82miY1X3+NMz0dwxYVqU/pAKLib+KHH354wjHBYJCSkhL+67/+i0WLFjF9+vR2iExERERERERERETak2EYdBk3jvLNmzEDAeyJiaFtviNHsCck0GXcOIxjk/MiYRQVSfg333yz1WOffvpp7rrrLiXhpUM4dDCIu9JsdntCkkFqWlTNvywiIiIiIiIickJJffrQOS+PQ+vXY0tIwDAMTNPEW1pK6qWXktSnT7hDFAmJiiT8ybjyyiv585//HO4wRNrcoYNBfj6xkrLS5iciTk6x8MizSUrEi4iIiIiIiMhp5dhqeL/bjT0xEb/bjTUmRlXwEnGiKgkfCAQoKCjg9ddfp6SkhGCwYfLxjTfeIC0tjS1btoQpQpH24640KSsN4nQaxMQ2/oeltqZuu7vSJDUtDAGKiIiIiIiIiLSh46vhVQUvkSqqkvC//vWvKSgo4KqrriI3N1d3tESAmFiDuPimfxY8nuZb1YiIiIiIiIiIRLNjq+Fri4pUBS8RK6qS8CtWrOB//ud/uPLKK8MdioiIiIiIiIjIaam8vJxbbrmFF198EYCxY8eyaNEiOnXq1OR4n8/H7373O1avXs2XX36Jy+Vi2LBh/PGPfyQ7Ozs0bsiQIaxbt67BvhMmTGDFihVt9lnk9FdfDX9g7Voyhg9XFbxEpKhqFO1wODj77LPDHYZIxAkGTT5838eH7/sIBlX9LiIiIiIiIt/exIkT2bp1K2vWrGHNmjVs3bqVSZMmNTu+urqaDz74gN///vd88MEHvPDCC3z++eeMHTu20dipU6dSVFQUWh577LG2/CjSARiGQc748aReeik548erCl4iUlRVws+aNYuHH36YxYsX6wdK5BgWi0H/i+zhDkNERERERESi3I4dO1izZg3vvvsuAwcOBOCJJ54gPz+fnTt30qtXr0b7uFwu1q5d22DdokWLuOiiiygsLKRr166h9XFxcWRmZrbth5AOJ6l3b86bPz/cYYg0K6oq4devX8/y5cs566yzGDNmDFdffXWDpS29/fbbjBkzhuzsbAzD4B//+McJ91m3bh0DBgwgJiaGM888k0cffbRNYxQRERERERER+S42btyIy+UKJeABBg0ahMvlYsOGDa0+TkVFBYZhNGphs3z5clJTU+nbty+zZ8/myJEjLR7H4/FQWVnZYBERiTZRVQnfqVMnxo0bF5b3rqqq4vzzz+eGG25g/PjxJxy/e/durrzySqZOncqyZct45513mD59Omlpaa3aX6S1amuabj/T3HoRERERERGR5hQXF5Oent5ofXp6OsXFxa06Rm1tLb/5zW+YOHEiSUlJofU//vGP6dGjB5mZmWzbto05c+bw0UcfNaqiP9aCBQuYN2/eyX8QEZEIElVJ+Keeeips7z1q1ChGjRrV6vGPPvooXbt2ZeHChQD07t2bzZs3c//99ysJL6dEQpJBcoqFstIgHk/TCffkFAsJSWrdJCIiIiIi0tHNnTv3hMnsTZs2ATTZAtg0zVa1Bvb5fFx33XUEg0GWLFnSYNvUqVND/52bm0vPnj3Jy8vjgw8+4MILL2zyeHPmzGHmzJmh15WVleTk5JwwDhGRSBJVSfhosnHjRkaMGNFg3RVXXMHSpUvx+XzY7Y37d3s8HjweT+i1HrGSlqSmWXjk2STclc1XvCckGaSmRVXXKREREREREWkDv/zlL7nuuutaHNO9e3c+/vhjDhw40GjbwYMHycjIaHF/n8/Htddey+7du3njjTcaVME35cILL8Rut7Nr165mk/BOpxOn09nicUREIl3EJ+FHjhzJHXfcwcUXX9ziuCNHjrBkyRISEhL4xS9+0U7RNa+4uLjRP04ZGRn4/X4OHTpEVlZWo330iJWcrNQ0C6lp4Y5CREREREREIl1qaiqpqaknHJefn09FRQXvv/8+F110EQDvvfceFRUVLeZm6hPwu3bt4s033yQlJeWE7/Xpp5/i8/mazJGIiJxOIj4Jf80113DttdeSmJjI2LFjycvLIzs7m5iYGMrLy9m+fTvr169n9erVjB49mvvuuy/cIYcc/5iWaZpNrq+nR6xEREREREREJJx69+7NyJEjmTp1Ko899hgA06ZNY/To0fTq1Ss07txzz2XBggWMGzcOv9/Pj370Iz744ANefvllAoFAqH98cnIyDoeDL774guXLl3PllVeSmprK9u3bmTVrFv379+eSSy4Jy2cVEWkvEZ+EnzJlCpMmTeJvf/sbK1eu5IknnuDw4cNAXTK7T58+XHHFFWzZsqXBPwbhlpmZ2WjCkpKSEmw2W7N3g/WIlYiIiIiIiIiE2/Lly7nllltCbXbHjh3L4sWLG4zZuXMnFRUVAOzbt48XX3wRgAsuuKDBuDfffJMhQ4bgcDh4/fXXefjhh3G73eTk5HDVVVdx5513YrVa2/5DiYiEUcQn4QEcDgcTJ05k4sSJAFRUVFBTU0NKSkqTvdUjQX5+Pi+99FKDda+++ip5eXkRG7OIiIiIiIiISHJyMsuWLWtxTP3T/lDXS/7Y103Jyclh3bp1pyQ+EZFoE5UzNrpcLjIzM9s1me12u9m6dStbt24FYPfu3WzdupXCwkKgrpXMT3/609D4m2++mT179jBz5kx27NjBk08+ydKlS5k9e3a7xSwiIiIiIiIiIiIi4RUVlfCRYPPmzVx22WWh1/W926+//noKCgooKioKJeQBevTowerVq7n11lv5y1/+QnZ2Nn/+858ZP358u8cuIiIikePQwSDuyuYrxRKSDFLTorJOQkRERERERJqgJHwrDRkypMVHqwoKChqtGzx4MB988EEbRiUiIiLR5NDBID+fWElZabDZMckpFh55NkmJeBERERERkdOEkvAiIiIi7cRdaVJWGsTpNIiJNRptr62p2+6uNElNC0OAIiIiIiIicsopCS8SxdTSQEQkOsXEGsTFN07CA3g8LU9qJiIiIiIiItElqpLwr732GsOGDWty22OPPcZNN93UzhGJhI9aGoiIiIiIiIiIiES+qMrMXXXVVcyaNQuv1xtad/DgQcaMGcOcOXPCGJlI+zu2pYGrk6XR4nQaoZYGIh3ZkiVL6NGjBzExMQwYMIB//etfzY596623MAyj0fLZZ5+1Y8QiIuHz9ttvM2bMGLKzszEMg3/84x8Ntpumydy5c8nOziY2NpYhQ4bw6aefNhjj8Xj41a9+RWpqKvHx8YwdO5Z9+/Y1GFNeXs6kSZNwuVy4XC4mTZrE4cOHG4wpLCxkzJgxxMfHk5qayi233NLg9wCATz75hMGDBxMbG8sZZ5zBXXfd1eI8TiIiIiIi4RBVSfi3336bl156if/4j//g008/ZdWqVeTm5uJ2u/noo4/CHZ5IWNS3NDh+aarXsEhHs3LlSmbMmMFvf/tbPvzwQ773ve8xatQoCgsLW9xv586dFBUVhZaePXu2U8QiIuFVVVXF+eefz+LFi5vcfu+99/Lggw+yePFiNm3aRGZmJsOHD+fIkSOhMTNmzODvf/87K1asYP369bjdbkaPHk0gEAiNmThxIlu3bmXNmjWsWbOGrVu3MmnSpND2QCDAVVddRVVVFevXr2fFihU8//zzzJo1KzSmsrKS4cOHk52dzaZNm1i0aBH3338/Dz74YBucGRERERGRby+q2tEMHDiQDz/8kJtvvpkBAwYQDAa5++67+a//+i8MQwlHERFp6MEHH2TKlCnceOONACxcuJBXXnmFRx55hAULFjS7X3p6Op06dWqnKEVEIseoUaMYNWpUk9tM02ThwoX89re/5eqrrwbg6aefJiMjg2effZabbrqJiooKli5dyl//+tdQG8lly5aRk5PDa6+9xhVXXMGOHTtYs2YN7777LgMHDgTgiSeeID8/n507d9KrVy9effVVtm/fzt69e8nOzgbggQceYPLkycyfP5+kpCSWL19ObW0tBQUFOJ1OcnNz+fzzz3nwwQeZOXOmfj8QERERkYgRVZXwUFeduGnTJrp06YLNZuOzzz6juro63GGJiEiE8Xq9bNmyhREjRjRYP2LECDZs2NDivv379ycrK4uhQ4fy5ptvtmWY0kHV1phUVzVeamvURkMi1+7duykuLm5wXXU6nQwePDh0Xd2yZQs+n6/BmOzsbHJzc0NjNm7ciMvlCiXgAQYNGoTL5WowJjc3N5SAB7jiiivweDxs2bIlNGbw4ME4nc4GY77++mu++uqrZj+Hx+OhsrKywSIiIiIi0paiKgn/xz/+kfz8fIYPH862bdvYtGkTH374Ieeddx4bN24Md3giIhJBDh06RCAQICMjo8H6jIwMiouLm9wnKyuLxx9/nOeff54XXniBXr16MXToUN5+++1m30fJHDkZCUkGySkWPB6TisPBRovHY5KcYiEhSRW8Ennqr50tXVeLi4txOBx07ty5xTHp6emNjp+ent5gzPHv07lzZxwOR4tj6l83d50HWLBgQagXvcvlIicnp+UPLiIiIiLyHUVVO5qHH36Yf/zjH6FHZPv27cv777/P7bffzpAhQ/B4PGGOUEREIs3x7QhM02y2RUGvXr3o1atX6HV+fj579+7l/vvv5/vf/36T+yxYsIB58+aduoDltJaaZuGRZ5NanDQ7IckgNS2q6iSkgzmZ62pzY5oafyrG1E/K2lI8c+bMYebMmaHXlZWVSsSLiIiISJuKqiT8J598QmpqaoN1drud++67j9GjR4cpKpG2dehgsMlkzb49ATwekyOVQZp6qEUtDaSjS01NxWq1NqqGLCkpaVQ52ZJBgwaxbNmyZrcrmSMnKzXNQmpauKMQOXmZmZlAXZV5VlZWaP2x19XMzEy8Xi/l5eUNquFLSkq4+OKLQ2MOHDjQ6PgHDx5scJz33nuvwfby8nJ8Pl+DMU1d46Fxtf6xnE5ngxY2IiIiIiJtLarKrI5PwB9r8ODB7RiJSPs4dDDIzydWMuWaikbL72a4+XpvkC8+D1B6MKCWBiLHcTgcDBgwgLVr1zZYv3bt2lAiqDU+/PDDBsmm4zmdTpKSkhosIiKnox49epCZmdnguur1elm3bl3oujpgwADsdnuDMUVFRWzbti00Jj8/n4qKCt5///3QmPfee4+KiooGY7Zt20ZRUVFozKuvvorT6WTAgAGhMW+//TZer7fBmOzsbLp3737qT4CIiIiIyLcUVZXwl112WYuPlr7xxhvtGI1I23NXmpSVBnE6DWJiG//ddzihphrmP5xAl27WRtvV0kA6upkzZzJp0iTy8vLIz8/n8ccfp7CwkJtvvhmoq2Lfv38/zzzzDAALFy6ke/fu9O3bF6/Xy7Jly3j++ed5/vnnw/kxRETajdvt5t///nfo9e7du9m6dSvJycl07dqVGTNmcM8999CzZ0969uzJPffcQ1xcHBMnTgTA5XIxZcoUZs2aRUpKCsnJycyePZt+/foxbNgwAHr37s3IkSOZOnUqjz32GADTpk1j9OjRoZZgI0aMoE+fPkyaNIn77ruPsrIyZs+ezdSpU0M3OydOnMi8efOYPHkyt99+O7t27eKee+7hjjvuOGF7HBERERGR9hRVSfgLLrigwWufz8fWrVvZtm0b119/fXiCEmkHMbEGcfFN/TJpIRAI0qWble5nNU7Ci3R0EyZMoLS0lLvuuouioiJyc3NZvXo13bp1A+qqMwsLC0PjvV4vs2fPZv/+/cTGxtK3b19WrVrFlVdeGa6PICLSrjZv3sxll10Wel3fbuv666+noKCA2267jZqaGqZPn055eTkDBw7k1VdfJTExMbTPQw89hM1m49prr6WmpoahQ4dSUFCA1frNd5Xly5dzyy23MGLECADGjh3L4sWLQ9utViurVq1i+vTpXHLJJcTGxjJx4kTuv//+0BiXy8XatWv5xS9+QV5eHp07d2bmzJkNWoSJiIiIiEQCw6yfvSiKzZ07F7fb3eBL+emgsrISl8tFRUWF2ht0UF99EWDKNRW4OlmaTMJXV5lUHA6y9H9dSsLLCema0j50nkXkVNH1pH3oPIvIqaRrStvTORaRU6m9rimnRZ+Kn/zkJzz55JPhDkNEREREREREREREpIHTIgm/ceNGYmJiwh2GiIiIiIiIiIiIiEgDUZWEv/rqqxss48aNY9CgQdxwww3cdNNN4Q5PRERERERERCTqlZeXM2nSJFwuFy6Xi0mTJnH48OEW95k8eTKGYTRYBg0a1GCMx+PhV7/6FampqcTHxzN27Fj27dvXhp9ERCQyRNXErC6Xq8Fri8VCr169uOuuu0KTOomcjmprmp66obn1IiIiIiIiIt/WxIkT2bdvH2vWrAFg2rRpTJo0iZdeeqnF/UaOHMlTTz0Veu1wOBpsnzFjBi+99BIrVqwgJSWFWbNmMXr0aLZs2dJgAm8RkdNNVCXhj72Qi3QECUkGySkWykqDeDxNJ9yTUywkJDWetFVERERERETkZO3YsYM1a9bw7rvvMnDgQACeeOIJ8vPz2blzJ7169Wp2X6fTSWZmZpPbKioqWLp0KX/9618ZNmwYAMuWLSMnJ4fXXnuNK6644tR/GBGRCBFVSfhwW7JkCffddx9FRUX07duXhQsX8r3vfa/JsW+99RaXXXZZo/U7duzg3HPPbetQ5TSRmmbhkWeTcFc2X/GekGSQmhZVnaVEREROmc93+CkpCja7PT3Lwjm99ZVXRESktTZu3IjL5Qol4AEGDRqEy+Viw4YNLSbh33rrLdLT0+nUqRODBw9m/vz5pKenA7BlyxZ8Pl+DTgbZ2dnk5uayYcOGZpPwHo8Hj8cTel1ZWfldP6KISLuL+N9IOnfujGG0rsq3rKyszeJYuXIlM2bMYMmSJVxyySU89thjjBo1iu3bt9O1a9dm99u5cydJSUmh12lpaW0Wo5yeUtMspOqvjYiISCOf7/Az5tLDLbZni4k1eGl9JyXiRUREWqm4uDiUOD9Weno6xcXFze43atQorrnmGrp168bu3bv5/e9/z+WXX86WLVtwOp0UFxfjcDjo3Llzg/0yMjJaPO6CBQuYN2/et/9AIiIRIOJ/G1m4cGG4QwDgwQcfZMqUKdx4441AXVyvvPIKjzzyCAsWLGh2v/o7wCIiIiJyapUUBamtMbFawGpvvD3gq5s/paQoyDm92z8+ERGRSDJ37twTJrM3bdoE0GQxpGmaLRZJTpgwIfTfubm55OXl0a1bN1atWsXVV1/d7H4nOu6cOXOYOXNm6HVlZSU5OTktfg4RkUgT8Un466+/Ptwh4PV62bJlC7/5zW8arB8xYgQbNmxocd/+/ftTW1tLnz59+N3vftdki5p6esRKRERE5ORZ7eBwNP7l3YtJwNPEDiIiIh3QL3/5S6677roWx3Tv3p2PP/6YAwcONNp28OBBMjIyWv1+WVlZdOvWjV27dgGQmZmJ1+ulvLy8QTV8SUkJF198cbPHcTqdOJ3OVr+viEgkiopG0nfccQfV1dWh1+Xl5e36/ocOHSIQCDT6x6alR6aysrJ4/PHHef7553nhhRfo1asXQ4cO5e233272fRYsWIDL5QoturMrIiIiIiIiIqdCamoq5557botLTEwM+fn5VFRU8P7774f2fe+996ioqGgxWX680tJS9u7dS1ZWFgADBgzAbrezdu3a0JiioiK2bdt2UscVEYlGUZGEnz9/Pm63O/S6W7dufPnll+0ex/GPR7X0yFSvXr2YOnUqF154Ifn5+SxZsoSrrrqK+++/v9njz5kzh4qKitCyd+/eUxq/iIiIiIiIiEhLevfuzciRI5k6dSrvvvsu7777LlOnTmX06NENJmU999xz+fvf/w6A2+1m9uzZbNy4ka+++oq33nqLMWPGkJqayrhx4wBwuVxMmTKFWbNm8frrr/Phhx/yk5/8hH79+jFs2LCwfFYRkfYS8e1ooC7Z3dLrtpaamorVam1U9V5SUnJSj2INGjSIZcuWNbtdj1iJiIiIiIiISLgtX76cW265hREjRgAwduxYFi9e3GDMzp07qaioAMBqtfLJJ5/wzDPPcPjwYbKysrjssstYuXIliYmJoX0eeughbDYb1157LTU1NQwdOpSCggKsVmv7fTgRkTCIiiR8uDkcDgYMGMDatWtDd3AB1q5dyw9+8INWH+fDDz8MPYYl0lqHDgZxVzZ/4ykhySA1LSoeahEREREREZEokJyc3GIRITQskIyNjeWVV1454XFjYmJYtGgRixYt+s4xiohEk6hIwhuGwZEjR4iJiQm1gHG73Y0mLk1KSmqzGGbOnMmkSZPIy8sjPz+fxx9/nMLCQm6++WagrpXM/v37eeaZZwBYuHAh3bt3p2/fvni9XpYtW8bzzz/P888/32Yxyunn0MEgP59YSVlpsNkxySkWHnk2SYl4ERHpsAK+uklYm1ovIiIiIiISblGRhDdNk3POOafB6/79+zd4bRgGgUCgzWKYMGECpaWl3HXXXRQVFZGbm8vq1avp1q0bUDeZSGFhYWi81+tl9uzZ7N+/n9jYWPr27cuqVau48sor2yxGOf24K03KSoM4nQYxsY3nH6itqdvurjRJTQtDgCIiImGUnmUhJtagtsYk4Gl6TEysQXqWblSLiIiIiEj4REUS/s033wx3CABMnz6d6dOnN7mtoKCgwevbbruN2267rR2iko4gJtYgLr7pSYA9nvadI0FERCRSnNPbxkvrO1FS1PwTY+lZFs7pHRVfeUVERERE5DQVFb+RDB48ONwhiIiIiEgEOqe3jXN6hzsKERERERGR5unZXBERERERERERERGRNqIkvIiIiIiIiIiIiIhIG1ESXkRERERERERERESkjURFT3iRjq62punJV5tbLyIi4XPoYBB3ZfPX54Qkg9Q01UGcKjrfIiIiIiIS6aIyCf/vf/+bL774gu9///vExsZimiaGYYQ7LJFTLiHJIDnFQllpEI+n6QRDcoqFhCT9/RcRiQSHDgb5+cRKykqDzY5JTrHwyLNJSgyfAjrfIiIiIiISDaIqCV9aWsqECRN44403MAyDXbt2ceaZZ3LjjTfSqVMnHnjggXCHKHJKpabVJQ5U4SciEh3clSZlpUGcToOY2MY3SGtr6ra7K01S08IQ4GlG51tERERERKJBVCXhb731Vmw2G4WFhfTu3Tu0fsKECdx6661KwstpKTXNosSBiEgUCfgBJzT3jFLA357RdAwxsQZx8U2f8eaeJBMREREREWkvUZWEf/XVV3nllVfo0qVLg/U9e/Zkz549YYpKREREpE5ZaZDCrwJggqWJh5SCQcCoG9f9LGu7x3c68vtMapqZI6WmxsTvUxJeRERERETCK6qS8FVVVcTFxTVaf+jQIZxOZxgiEhEREflGtdsk4AebDWz2xpXZPq+J3183Tr678tIge/cEwQy2eNOjXDc9REREREQkjKKqkfT3v/99nnnmmdBrwzAIBoPcd999XHbZZWGMTEREROQbFitYm1gsygOfUlVHb3oYlqM3Po5bDEtd+58q3fQQEREREZEwiqpK+Pvuu48hQ4awefNmvF4vt912G59++illZWW888474Q5PRERERMLAYgGrrfGTB4Ggku8iIiIiIhJ+UVUJ36dPHz7++GMuuugihg8fTlVVFVdffTUffvghZ511VrjDExEREQHq2qAE/GajJRgMd2Snp2CgruK9otykoryuOj4QqFsvIiIiIiISblFVCQ+QmZnJvHnzwh2GSLvxlpXhc7ub3W5PSMCRnNyOEYmISHPiEwysNjCD4Pc33m4GwWqrGyffXVz9+TbB7zeJia1b7/fXVcCbZt35jtP5FhERERGRMIqqJPxTTz1FQkIC11xzTYP1//u//0t1dTXXX399mCITaRtBn49tc+dSXVjY7Ji4rl254IEHsNjt7RiZiIg0pXOKhZxuFuISLMTGNk781tSYVB4OUOU2+eqLpsu0E5IMUtOi6mHFsElOsdC1u5W4eKPZ811dZZKcovMpIiIiIiLhE1VJ+D/+8Y88+uijjdanp6czbdo0JeHltGPYbByuiadoj4EtydVou7+ygqy0eAxbVP0oRyw9dSAip4LNbtBc3bXfZ1K032TOr9w4nE2PSU6x8MizSUrEt5LVBjGxBrHxjc+6CXg86gsvIiIiIiLhFVWZuz179tCjR49G67t160ZhC5XCItGq+MsK5j57OUd8P2x2TOLnlfT+TQVZZ3Vqt7hOR3rqQEROhYQkg+QUC2WlwSaTv/XrYuMgIbEuye6v2YMtthsAtTUmZaVB3JUmqWntF3c08/tMKsqD1NQ0TsJ7a81QaxoRERFpvfLycm655RZefPFFAMaOHcuiRYvo1KlTs/sYRtNlCPfeey//9V//BcCQIUNYt25dg+0TJkxgxYoVpyZwEZEIFVVJ+PT0dD7++GO6d+/eYP1HH31ESkpKeIISaUNfH4xhT+05BEwDg8az+ZlYKAtk8vXBGLIiaG7iaKwoN2w27ElJeA8fxpmRQU2witLAIVKsqcRa4vEcOIArN1dPHYhIi1LTLPz5LwHKD1Q3uX3/foO773KSkGghJsZDxZ4nqTrwIvGZP6BT158BDlVunwSv16T4a5PamuZnvI2JNfB6dU5FREROxsSJE9m3bx9r1qwBYNq0aUyaNImXXnqp2X2KiooavP7nP//JlClTGD9+fIP1U6dO5a677gq9jo2NPYWRi4hEpqjKJl133XXccsstJCYm8v3vfx+AdevW8etf/5rrrrsuzNGJnHpVlUECWLHixWo07h0cMK0EcFBVWZd8+Hr3brKbeFqkPQV9Pj66/Xaq9+5tdkxcTg4DFi2KqIpy0+/HvXs33tJSvOXl+Aw/TvzUcAS/aYNgEPfu3Zh+P0YExS0ikSXo81G0eF6zT9VUVKXhLfkl3hgflQcepLZyE4bhoGLPUjyHPyEmYyamv2s7Rx29HA6DrDMsWK3gjGlcfeepNQkE6saJiIhI6+zYsYM1a9bw7rvvMnDgQACeeOIJ8vPz2blzJ7169Wpyv8zMzAav/+///o/LLruMM888s8H6uLi4RmNFRE53UdVs9O6772bgwIEMHTqU2NhYYmNjGTFiBJdffjn33HNPm7//kiVL6NGjBzExMQwYMIB//etfLY5ft24dAwYMICYmhjPPPLPJfvYiLfHX1oJpYmBiNYKNFgAzCB88s5q7x/yUWy8fxd1jruf1u//Kuj+u4LP/W9/uMZumifuLL6jes4far79utFTv2YP7iy8wzciqSjRNk5qvvybo8xGsrcWo9WPzgFHrJ1hbS9Dno+brryMubhGJLIbNhjM9HZ/bjS0pCZvL9c2SlITPXUWwZj1ln/6c6pJ/gS8RfEngS6T6wNuUbbuZmsL/I+jzhfujRBVnTN3ErMcvTSXmRUREpGUbN27E5XKFEvAAgwYNwuVysWHDhlYd48CBA6xatYopU6Y02rZ8+XJSU1Pp27cvs2fP5siRIy0ey+PxUFlZ2WAREYk2UVUJ73A4WLlyJX/4wx/46KOPiI2NpV+/fnTr1q3N33vlypXMmDGDJUuWcMkll/DYY48xatQotm/fTteujSvWdu/ezZVXXsnUqVNZtmwZ77zzDtOnTyctLa3Ro1gizbHGxQJVTW4LmgYeMwYLxfz1uWXY2ArY+apwHS/+swzTOpkEWyXLPjjEGb1S2y1mi92OKzeX2qIiDIulQfsW0+8HwJWbG1FV8CGBAJgmJmCY1M3od/QPwzTrtouItMAwDJIvuoiSt9/GW16ONS4utC1QXc1hr4HhexLTPITVdgaGYT26XywW4wwC/q8xax/lwP5LOfPcc8P1MaJGWWmQwq8CYIKlidKSYBAw6sZ1P8va7vGJiIhEo+LiYtLT0xutT09Pp7i4uFXHePrpp0lMTOTqq69usP7HP/4xPXr0IDMzk23btjFnzhw++ugj1q5d2+yxFixYwLx5807uQ4iIRJioSsLXO+ecczjnnHPa9T0ffPBBpkyZwo033gjAwoULeeWVV3jkkUdYsGBBo/GPPvooXbt2ZeHChQD07t2bzZs3c//99ysJL61mtVjrkth+b6NtJgYxrMdl/AUbX2ExvumxbpofQqAINz+lhqHtGTKGYXDmlCmUbtxIoLq6rqrcMLAlJBD0+bAlJHDmlCnNTtoTLha7HXp/j5J9G2iq2N0woGvviyPz5oGIRAx/dTWfzpuHt6ysLgN87LXONInxnYHJ2RgcAhMCgbqKd6vNBqYBGFjjLiCz29nh+QBRptptEvCBzWZibSLHbgbB7zOoduspJhERkblz554wmb1p0yag6UlWTdNs9e9xTz75JD/+8Y+JiYlpsH7q1Kmh/87NzaVnz57k5eXxwQcfcOGFFzZ5rDlz5jBz5szQ68rKSnJycloVh4hIpIiqJHwgEKCgoIDXX3+dkpISgsGGk3C98cYbbfK+Xq+XLVu28Jvf/KbB+hEjRjT7KNbGjRsZMWJEg3VXXHEFS5cuxefzYVciT1rJYrNhBBp/0bGyhyTjQSyUYpCBwQGCZhkWIxnDSMfkAJbgU5R8NZSze/Vt15hdffuSkp/PgWOqGcyjVeYp+fm4+rZvPK1Resjkzx//nH3FV2IEGydrTItBl4+7cd4hk9S0yLqBICIRxGql/IiTqtqm+5yW+dLxciUO8yNMfw0QD0DQZ4BZhUksweAVR58ciqqvaWHhPXy4ro2Y30vQ2/hpJTNoJWg6CPr9gKP9AxQREYkgv/zlL084n1737t35+OOPOXDgQKNtBw8eJCMj44Tv869//YudO3eycuXKE4698MILsdvt7Nq1q9kkvNPpxOl0nvBYIiKRLKp+u/v1r39NQUEBV111Fbm5ue1WSXvo0CECgUCjf2wyMjKafRSruLi4yfF+v59Dhw6RlZXVaB+Px4PH4wm9Vp8zCXE4GyUXAmZ3PPQjlteArwiabsAgaB4EqgE7Rkw/Ms9s36dGoHE1vDU+nkBVFdb4+IisggdwV5ocrLEQTPSTeKSm0fYjibEcrLHgrjRJTQtDgCISFcorbDxRMo/yw01f57xBOyW+HJKNdcSwjgAJoW1Wqqg1huDxDMQXVOuUEwn6fHz55JOYwR9jEgSziSS8aQGLgdFUmbyIiEgHk5qaSmrqiVuV5ufnU1FRwfvvv89FF10EwHvvvUdFRQUXX3zxCfdfunQpAwYM4Pzzzz/h2E8//RSfz9dkjkRE5HQSVUn4FStW8D//8z9ceeWVYXn/4xOHJ3oUq6nxTa2vpz5ncrz4BAOrDYIBBz78HNsnxcSCj3NIZAXgA5wYWOoSEVQCNmyJuViaapLbDuqr4Utee42gxxPRVfBQ9/NZGTyMP9tH8pe1WI7J5QStUJNtwxc4jGk27o0okW3JkiXcd999FBUV0bdvXxYuXMj3vve9ZsevW7eOmTNn8umnn5Kdnc1tt93GzTff3I4RSzSrKKmhvNKG3ajBbjRuJYaZgIUAMbFDsXs3YTcPglkDRiwYcdicQ0jOtuF0tv+121tWhs/tbna7PSEBR3Jys9vbm2ma1BR9XfffWAiajc9Z0DQwDEtE3vwVERGJVL1792bkyJFMnTqVxx57DIBp06YxevRoevXqFRp37rnnsmDBAsaNGxdaV1lZyf/+7//ywAMPNDruF198wfLly7nyyitJTU1l+/btzJo1i/79+3PJJZe0/QcTEQmjqErCOxwOzj67/XukpqamYrVaG1W9l5SUNPsoVmZmZpPjbTYbKSkpTe6jPmdyvJweVvr1t1F6KIi3zIe3rDS0zYivgornASvgB0xM6jPHFjBsBNx/p3jPD+h+Vq8mjt626qvhSzaux1d5BFtSYsRWwQP48eMzfZhxNmo7WYkrDXB0SlZqO1kJxtnwVfrwoxYR0USTakt7C3i9EAxgt3hxWmobbfcFHRgGxLv64KyaRpX7CYLsxcK5xMdPw+jcl0BCTBNHbltBn49tc+dSXVgIQK1ZS3mgjM7WZGKMunjiunblggceiJi5MSx2OylnZWL5MICJgb+Ja7OJAf5a7FShdjQiIiKtt3z5cm655ZZQm92xY8eyePHiBmN27txJRUVFg3UrVqzANE3+8z//s9ExHQ4Hr7/+Og8//DBut5ucnByuuuoq7rzzTqx6ak1ETnNRlUmaNWsWDz/8MIsXL27XRJ7D4WDAgAGsXbu2wR3etWvX8oMf/KDJffLz83nppZcarHv11VfJy8trth+8+pzJ8VLTLCz9mwt3pUkgkMiG8bcScLuxJiSQ8+BK5vzn+eD+GtNXDhz7GL4Niy0JS9z5ZHQ9K1zhk9SnD2V5nYj7VyWVeZ1I6tMnbLGciN2wk2nLJt6eQaDrQXyHv8AaMAhYIaFrd1zWNKpsVuxGZCSfpHU0qba0N0tMDHDi7yjW2L1UHfwTQQ5Q10rsU6qq7sF1xhICdGvzOI9n2GzYkpLwHD5MTFoa5YEDVBhusFjJtiZSe/AgSbm5dZOFRwjDMOhz/Q9I/b8inEYNDkv9kwd1N1ABvEEHXks8qV2ywxaniIhINEpOTmbZsmUtjjHNxnNpTZs2jWnTpjU5Picnh3Xr1p2S+EREok3k/CbVCuvXr+fNN9/kn//8J3379m2UzH7hhRfa7L1nzpzJpEmTyMvLIz8/n8cff5zCwsJQi4I5c+awf/9+nnnmGQBuvvlmFi9ezMyZM5k6dSobN25k6dKlPPfcc20Wo5yeUtMsR3uQWzF/NYYvHnuMs276T2xnOnGmXoe3diMGSZj+b36cDZsfbBZsna8La+X5Tt921l9jco4tgc/HmfT3bae3Mzds8ZyI1bDitNgoctZAJ4gvh+pOQFwNWT4ntUbjL5kSuTSptoSDzeHAGhsDniPNjkk0Hqdm718g6AZiMAwbpuknGDzA4X9fjy3tVuD2dosZwPT7qdm7F19ZGd7DZdgNL3UdY8upNKswglCzdy+m348RQT8Hrl69sMdsxfDWz+XR8DptGBCb0lnVdSIiIiIiElZRlYTv1KlTg0r09jRhwgRKS0u56667KCoqIjc3l9WrV9OtW121WlFREYVHH+EG6NGjB6tXr+bWW2/lL3/5C9nZ2fz5z39WJaV8J2dPm8bZR6sKDh0MktrlAorL8glUvkGQmFDxnwU31vhhpHY5n4Sk8CThTdPkZfffKDoziO3/nU+R/ytedv+Ncx19I7YlDUB1sIryQBlkQ9ACFZlAoAxXsAqIC3d4chI0qbaEg2EYxGRmYu452OT2YPADEvkzBGsxrEmYgQCmGcAwbGBNwgwcwXfgfj7ZMJDuZ41o8hhtErfNRkLPnhzetg2ft5qAEyyGlaAZwO/x4XDEkdCzZ0RVwgMkuixk9clk/4e1+MzG7WYMq5WuvdLC9m+hiIiIiIgIRFkS/qmnngrr+0+fPp3p06c3ua2goKDRusGDB/PBBx+0cVTSUaWmWXj0ORefbLyRp/7wKUf27sHvrsKWEE9iTjduuONG+g1ykZoWnolZP/N+yge1m0i2pmAYBsnWFD6o3cRn3k8juhq+uKqMWpuBSQzeTAsBghhVBsX+MlKUhI9KmlRb2ps1NhYSEqC6cU94S/wl+CpzsJi7jtZs1wI+TNMJxAJgOLrRd9Bl7Rhx3d/vLuPGsf9frxMsdmPBAlYDi98gaAlipCbRZdy4iLuJmppm4Yn/y+KNCb+n+quvGmwzgR7XX0+/XwwM27+Fp6u5c+c2uu4de4PTNE3mzZvH448/Tnl5OQMHDuQvf/kLfY+ZnN3j8TB79myee+45ampqGDp0KEuWLKFLly6hMeXl5dxyyy28+OKLQF0/4kWLFtGpU6fQmMLCQn7xi1/wxhtvEBsby8SJE7n//vtxODQHgIiIiIhEjqj7jcTv9/Paa6/x2GOPceRI3aPeX3/9NW63O8yRibS/1DQLQ8bksWDlMyx4+r/59U+vY8HT/82Clc8wZPSAsCUd6qvga4M1xBuJAMQbidQGa3jZ/bcmeweGW0KSgbNzNZU1tQSOJGAeSSJwJPHonwlU1tTi7Fytasoo0p6TaldUVISWvXv3npoPIFHNmtUDTzCm0eLI6Irb9kvAAoFKwAsEgVrwV4JpwZ72KyyW9r9+J/buzYH/iCdgM7B6TTBNrF6TgM3gwH/Ek9i7d7vH1Bpp6VZq/5BFmmM/6ccsian7+eKXh5WAbyN9+/alqKgotHzyySehbffeey8PPvggixcvZtOmTWRmZjJ8+PDQd3eAGTNm8Pe//50VK1awfv163G43o0ePJhD4Zo6biRMnsnXrVtasWcOaNWvYunUrkyZNCm0PBAJcddVVVFVVsX79elasWMHzzz/PrFmz2uckiIiIiIi0UlRVwu/Zs4eRI0dSWFiIx+Nh+PDhJCYmcu+991JbW8ujjz4a7hBF2p1hGJxx5plw5pmce8UV4Q4HaFwFD0R8NXxKqkG/P/wvxV9tIWgGsBsODMPANE18pheLYaVf9wGkpM4Id6jSSppUW8IhIckgOcVCWWksHmcagZqa0DZrbCwx9lhsjjQIWMH0HLOnCfjBcJCUHJ72KTt923l3aA3fe9eO9aAfizeIaRh4O9t4d2gNeRE6r0cgEODpM1bz4+5BMr+qS7ibwDs/9POx+2lu6Pwr9YRvAzabjczMzEbrTdNk4cKF/Pa3v+Xqq68G4OmnnyYjI4Nnn32Wm266iYqKCpYuXcpf//pXhg0bBsCyZcvIycnhtdde44orrmDHjh2sWbOGd999l4EDBwLwxBNPkJ+fz86dO+nVqxevvvoq27dvZ+/evWRn102++8ADDzB58mTmz59PUlJSO50NEREREZGWRVUS/te//jV5eXl89NFHDSoSx40bx4033hjGyESkXn0VvDt4hERrEjXB6tA2KzbcwSMR2Rv+wEEvq36TR0XpfwAGx4ZWV7hvsirF5Na/eclMV8I1WmhSbWlvqWkWHnk2CXelyeHPYtj6q/+qu4gYBhcsWkRt7EHunz6P4q/8+H2N97fZ/MR776CmIhfSzm63uOuv3YVneTmYl0TO2nKsngABp5WDeUkUnuWNyGs3wFOVS6iggr/PNJg6y4LNBzVJsH4CmOZhnqpcwo2dfxXuME87u3btIjs7G6fTycCBA7nnnns488wz2b17N8XFxQ0muXY6nQwePJgNGzZw0003sWXLFnw+X4Mx2dnZ5ObmsmHDBq644go2btyIy+UKJeABBg0ahMvlYsOGDfTq1YuNGzeSm5sbSsBD3WTaHo+HLVu2cNllTbd10lweIiIiItLeoioJv379et55551GPR67devG/v37wxSViBzLj58S/wESLIkcMRv/UptgSaTEfwA/fuw0XVkcDjWVVszDnbHFlBET03h7bS2Yh5OpqbRCevvHJ9+OJtWWcEhNs5CaBuaZfah+Jo3DW7fS6YILOP/KPuz997+pcZcCJvEuF5ZjEtpB08RTXU3V4dJ2b9sVunZbk/jsilpSN1twHg7i6WThsytiSLDGROS1OxAI8GzFk5iYFJ9j4Y2fBPj+SivrxwfAamAS5NmKJ7khabqq4U+hgQMH8swzz3DOOedw4MAB7r77bi6++GI+/fTTUEuvpia53rNnD1A3CbbD4aBz586NxtTvX1xcTHp6439w09PTG4w5/n06d+6Mw+FodgJu0FweIiIiItL+oioJHwwGG/SJrLdv3z4SExPDEJGIHM9u2Lk9dT7u4JFmxyRYErEbkZPEgboElN9vYrXbCNK4PNWKHb/fxI+fKLt0dniaVFvCxTAMcufO5atly+j+k59gGAY5Z5/Nhd//Pm/94x9YLBZsx7Q58vt8GBYLFw4eTM7Z7VcFDw2v3WaayWeXLsD9+kZSLs3n/10yB8MwIvLaXY2barMag7qE+/oJsH5CMLTdwKDarKYaN4m4whjp6WXUqFGh/+7Xrx/5+fmcddZZPP300wwaNAg4+UmxmxrT1PhvM+Z4c+bMYebMmaHXlZWV5OTktBibiIiIiMh3EVWZpOHDh7Nw4UIef/xxoO5Lt9vt5s477+TKK68Mc3QiUq+zNZnO1uRwh3FSjpRZ8e7NxCSDYBNz+AWDEMDgSJkqKUWk9ZJ69+a8+fNDrw3DYOKs2Wx6/XVqqqoaJAq9NTXEJyYycdbssLR8qb92m6bJM8M8GOUezGEehtu7RVwLmnqJVhePZz7HXv+eZsfk2LqRaFUCvi3Fx8fTr18/du3axQ9/+EOgrko9KysrNObYSbEzMzPxer2Ul5c3qIYvKSnh4osvDo05cOBAo/c6ePBgg+O89957DbaXl5fj8/manYAbNJeHiIiIiLS/JlJNkevBBx9k3bp19OnTh9raWiZOnEj37t3Zv38/f/rTn8IdnohEsWq3STAAVsPAYbc0WqyGQTBQN05E5Ls498IL+Y+hQ+smfvZ6Q4sJXDRsGL369w9rfDs823gz52P+MSPAmzkfs8OzLazxnEi2+wL6loylb8lYYvf25o0dO4jd2zu0Ltt9QbhDPO15PB527NhBVlYWPXr0IDMzk7Vr14a2e71e1q1bF0qwDxgwALvd3mBMUVER27ZtC43Jz8+noqKC999/PzTmvffeo6KiosGYbdu2UVRUFBrz6quv4nQ6GTBgQJt+ZhERERGRkxFVlfBnnHEGW7duZcWKFWzZsoVgMMiUKVP48Y9/TGxsbLjDE5HTgMUKTbUNDlgBf7uHIyKnofpq+MJ//xtPdU1ovTMuNmxV8PVM0+SZisdxB904ceAOunmm4nEWOP8ckdXwhw4G+fnESspK61rQfO3z4jYHs9rwkm2vACA5pW6y3NS0qKo9iWizZ89mzJgxdO3alZKSEu6++24qKyu5/vrrMQyDGTNmcM8999CzZ0969uzJPffcQ1xcHBMnTgTA5XIxZcoUZs2aRUpKCsnJycyePZt+/foxbNgwAHr37s3IkSOZOnUqjz32GADTpk1j9OjR9OrVC4ARI0bQp08fJk2axH333UdZWRmzZ89m6tSpJCUlhefkiIiIiIg0IWqS8D6fj169evHyyy9zww03cMMNN4Q7JBEREZFv5dwLL+SeFSsbTMBqGAbZPXqEMaq6KvhNte9gwYLTEksgWMWm2nfY4dlGn5h+YY2tKe5Kk7LSIE6nQdBZhcdbDGYAj1GF3ZGMxRNPWWkQd6VJalq4oz197Nu3j//8z//k0KFDpKWlMWjQIN59993QpNe33XYbNTU1TJ8+nfLycgYOHMirr77aYA6nhx56CJvNxrXXXktNTQ1Dhw6loKCgwQS6y5cv55ZbbmHEiBEAjB07lsWLF4e2W61WVq1axfTp07nkkkuIjY1l4sSJ3H///e10JkREREREWidqkvB2ux2PxxORVVgicvoIBiHgb9xyJhhsYrCISBMOHaxL+jYnIckgNc3CGWee2Y5RndixVfBBAriDlcQYsRFfDQ8QEwuFtj0ErVXYsRAkyCHrHrpa+uDxhDu608+KFSta3G4YBnPnzmXu3LnNjomJiWHRokUsWrSo2THJycksW7asxffq2rUrL7/8cotjRERERETCLWqS8AC/+tWv+NOf/sR///d/Y7NFVegiEuHiEwysNjCD4G+i7YwZBKutbpyISHOOb4/SlEhtj3JsFXyCJREDAxMTi+mN6Gp4gOpgFYeDZRgYWAwLpmlyOFhGarAKiAt3eCIiIiLSBrxlZfjc7ma32xMScCQnt2NEIs2Lqkz2e++9x+uvv86rr75Kv379iI+Pb7D9hRdeCFNkIhLtOqdYyOlmIS7BQmxs40R7TY1JtTtI55TISpqJSGQ5tj1KTBPXktoaMyLbo3xTBX8Ep+EkaH5zE8Fu2HAHj0R0NXyx/2v8Vj8WrFCXisdv+in2f00KZ4c7PBERERE5xYI+H9vmzqW6sLDZMXFdu3LBAw9gsdvbMTKRpkVVEr5Tp06MHz8+3GGIyGnKZjdoLrVkHN0uItIaMbEGcfFNXzM8nuZb1YSLz/Sxw/sxAAGC+M0afPixY8Mw6m4+7vB+jM/04TAc4Qy1kdpgLZXBw0er4OvOucUwME2DyuBh4oO1gCu8QYqIiIjIKWXYbDjT06nYvp3Y7Gw4tlDENKn5+muc6ekY6qQhESKq/iY+9dRT4Q5BRE5TCUkGCYkGpYeCVFY2PSYl1UJCkhLxInL6MQyD7vazsRkOMKE0UHI04e4kxZoOBnSxdY24KnjTNCkLHMJvBrBhUDfPbd1NDgMDvxmgLHAI00wPa5wiIiIicmoZhkGXceMo37wZMxDAfswE8L4jR7AnJNBl3LiI+/4qHVdUJeEB/H4/b731Fl988QUTJ04kMTGRr7/+mqSkJBISEsIdnohEMYO6pE1L20VETkd2w87ctPtwB4/whfdzFpXfS2czBYth5Vedb+MsxzkkWBKxG5H1KK/P9FFr1mB6nASauEqbHge1Zg0+00cUfu0VERERkRYk9elD57w8Dq1fjy0hAcMwME0Tb2kpqZdeSlKfPuEOUSQkqn4b2bNnDyNHjqSwsBCPx8Pw4cNJTEzk3nvvpba2lkcffTTcIYpIlHJXmhw5YpKY1Hwf5yNHzIjr4ywikcfvM6mpabrlTE2Nid8Xee1oADpbk+lk6cyKyqcImgFybN3Z6/+KTbXvMDhuWERWESW5LCSmBHCXJoC38XYrkJDiJ8ml+TxERERETjfHVsP73W7siYn43W6sMTGqgpeIE1VJ+F//+tfk5eXx0UcfkZKSElo/btw4brzxxjBGJiKni2jr4ywikaW8NMjePUEwg1iayPsGg4BRN677WdZ2j+9EPvN+yge1m0i2pmAYBsnWFD6o3cRn3k/p7cwNd3iNZKY7+fvKXpQcrmp2THqneDLTne0YlYiISPSbP38+q1atYuvWrTgcDg4fPnzCfUzTZN68eTz++OOUl5czcOBA/vKXv9C3b9/QGI/Hw+zZs3nuueeoqalh6NChLFmyhC5durThp5HT2fHV8KqCl0gVVUn49evX88477+BwNJwQrFu3buzfvz9MUYmIiIjUqXKbBPxgtYDRVPF1AAKBunGRxjRNXnb/jdpgDWm2DADijUTKAqW87P4b5zr6RmQ10VmZKZyVmXLigSIiItJqXq+Xa665hvz8fJYuXdqqfe69914efPBBCgoKOOecc7j77rsZPnw4O3fuJPFov+4ZM2bw0ksvsWLFClJSUpg1axajR49my5YtWK2RV6Agke/YavjaoiJVwUvEiqpnc4PBIIFAoNH6ffv2hS7oIiLfVsBf13ampqrxUltTl1gTEWlJXIKB1QYYYAYbLxhgtdWNizTHV8EDjarhRUREpGOYN28et956K/369WvVeNM0WbhwIb/97W+5+uqryc3N5emnn6a6uppnn30WgIqKCpYuXcoDDzzAsGHD6N+/P8uWLeOTTz7htddea8uPI6e5+mp4X0UFnfPyVAUvESmqKuGHDx/OwoULefzxx4G6Xwzdbjd33nknV155ZZijE5FoVlYapPCrAJi02EKiLEJbSIhIZEhOsdC1u5W4eIPYJuaXqKkxqa4ySU6JrDqI+ip4d/AIidYkaoLVoW1WbLiDRyK6Gl5ERETCa/fu3RQXFzNixIjQOqfTyeDBg9mwYQM33XQTW7ZswefzNRiTnZ1Nbm4uGzZs4Iorrmjy2B6PB4/HE3pdWVnZdh9EopJhGOSMH0+gpoac8eP1fVUiUmT9BngCDz30EOvWraNPnz7U1tYyceJEunfvzv79+/nTn/7UZu9bXl7OpEmTcLlcuFwuJk2adMJ+aJMnT8YwjAbLoEGD2ixGEfluqo+2kDAMsNmNRoth1FXKV0dgCwkRiSymaWJC84sZedcRP35K/AdIsCRyxKxstCRYEinxH8CPHgkSERGRxoqLiwHIyMhosD4jIyO0rbi4GIfDQefOnZsd05QFCxaE8jEul4ucnJxTHL2cDpJ69+a8+fNJ6t073KGINCmqKuGzs7PZunUrK1asYMuWLQSDQaZMmcKPf/xjYmNj2+x9J06cyL59+1izZg0A06ZNY9KkSbz00kst7jdy5Eieeuqp0Ovje9mLSAQygKYSZLqRLiKtEK0Ts9oNO7enzscdPNLsmARLInbD3o5RiYiIyKk0d+5c5s2b1+KYTZs2kZeX963f4/gKZNM0T1iVfKIxc+bMYebMmaHXlZWVSsSLSNSJ+CT8hRdeyOuvv07nzp256667mD17NjfccAM33HBDu7z/jh07WLNmDe+++y4DBw4E4IknniA/P5+dO3fSq1evZvd1Op1kZma2S5wi8t3EH+3jbAbB30Shpxms6+McH4F9nEUkctRPzGqzg62Jb1k+P/h9kTkxa2drMp2tyeEOQ0RERNrIL3/5S6677roWx3Tv3v1bHbs+91FcXExWVlZofUlJSag6PjMzE6/XS3l5eYNq+JKSEi6++OJmj+10OnE6nd8qLhGRSBHxSfgdO3ZQVVVF586dmTdvHjfffDNxcXHt9v4bN27E5XKFEvAAgwYNwuVysWHDhhaT8G+99Rbp6el06tSJwYMHM3/+fNLT05sdrz5nIuHTOcVCTjcLcQmW5vs4u4N0jrA+ziISoUzq+ls1Wh95yXcRERHpGFJTU0lNTW2TY/fo0YPMzEzWrl1L//79AfB6vaxbty7UPnjAgAHY7XbWrl3LtddeC0BRURHbtm3j3nvvbZO4REQiRcQn4S+44AJuuOEGLr30UkzT5P777ychIaHJsXfccccpf//i4uImE+fp6ekt9iwbNWoU11xzDd26dWP37t38/ve/5/LLL2fLli3N3sFdsGDBCR8NE5G2Y7PXTaQYF990tbvXoyp4EWlZXP1TNSb4fY0T7qZZ91RNnJ6qERERkQhWWFhIWVkZhYWFBAIBtm7dCsDZZ58dysmce+65LFiwgHHjxmEYBjNmzOCee+6hZ8+e9OzZk3vuuYe4uDgmTpwIgMvlYsqUKcyaNYuUlBSSk5OZPXs2/fr1Y9iwYeH6qCIi7SLik/AFBQXceeedvPzyyxiGwT//+U9sTTzfbRjGSSXhW9sLrf7YxztRz7IJEyaE/js3N5e8vDy6devGqlWruPrqq5vcR33OREREoltyioWu3a3ExRvNP1VTZZKsp2pEREQkgt1xxx08/fTTodf11e1vvvkmQ4YMAWDnzp1UVFSExtx2223U1NQwffp0ysvLGThwIK+++iqJiYmhMQ899BA2m41rr72Wmpoahg4dSkFBAVZr5MyVIyLSFiI+Cd+rVy9WrFgBgMVi4fXXX2+xpUtrtbYX2scff8yBAwcabTt48GCjWb9bkpWVRbdu3di1a1ezY9TnTJriLSvD53Y3u92ekIAjWT18T5XamqZbRTS3XkTkeFYbxMQaxDbxVI0JeDy6noiIiEhkKygooKCgoMUx5nFt9gzDYO7cucydO7fZfWJiYli0aBGLFi06BVGKiESPiE/CHzsx65133tlsK5qT1dpeaPn5+VRUVPD+++9z0UUXAfDee+9RUVHR4sQhxystLWXv3r0NJigROZGgz8e2uXOpLixsdkxc165c8MADWOz2dozs9JOQZJCcYqGsNNhsgiw5xUJCklpIiIiIiIiIiIhI60V8Ev7YiVnvuusufv7zn7frxKy9e/dm5MiRTJ06lcceewyAadOmMXr06AaTsh7bC83tdjN37lzGjx9PVlYWX331FbfffjupqamMGzeu3WKX6GfYbDjT06nYvp3Y7OyGk/yZJjVff40zPR2jiRZNcnJS0yw88mwS7srmK1QTkgxS09RCQkROTE/ViIiIiIiISL2Iz9yFe2JWgOXLl3PLLbcwYsQIAMaOHcvixYsbjDm2F5rVauWTTz7hmWee4fDhw2RlZXHZZZexcuXKBr3QRE7EMAy6jBtH+ebNmIEA9mP+/viOHMGekECXo5PgyHeXmmYhNS3cUYhINNNTNSIiIiIiInK8iE/Ct9XErCcjOTmZZcuWtTjm2F5osbGxvPLKK20Si3Q8SX360Dkvj0Pr12NLSMAwDEzTxFtaSuqll5LUp0+4QxQRkaP0VI2IiIiIiIgcL+KT8G01MatItPCVl5OSn0/phg14Dh3ClpCA3+3GsFhIyc/HV16uiVlFRCKInqoRERERERGRY0V8Ev5YwWAw3CGItKtjJ2b1lJURqKrCcDgwvV6s8fH8e9EiTcwqIiIiIiIiIiISwSI+Cf/iiy8yatQo7HY7L774Yotjx44d205RibSPBhOznnEGVV9+iRkIYNhsxJ5xBr6KCk3MKiIiIiIiIiIi35q3rAyf293sdntCgrowfEcRn7n74Q9/SHFxMenp6fzwhz9sdpxhGAQCgfYLTKQdHDsxq8XpxNG5M55Dh3CkpmJxOjUxq4iIiIiIiIiIfGvHdmFojrowfHcRn4Q/tgWN2tFIR3TsxKzOzEzMYBBnZia+sjJNzCoiIiIiIiIiIt9agy4M2dlwbKGnaVLz9dfqwnAKWMIdgIi0rL4a3hoTg2EYJJ17LoZhYI2JURW8iIiIiIiIiIh8a/V5J3tCAmYggC02NrSYgYC6MJwiUXMLIxgMUlBQwAsvvMBXX32FYRj06NGDH/3oR0yaNEl/EeS0dmw1vC0hAW9pqargRUQilPopioiIiIhINDk+72QYBqZpKv90CkVFEt40TcaOHcvq1as5//zz6devH6ZpsmPHDiZPnswLL7zAP/7xj3CHKdJmju0NX1tUpCp4EZEIpX6KIiIiIiISbY7NO/ndbuyJifjdbuWfTqGoaEdTUFDA22+/zeuvv86HH37Ic889x4oVK/joo4947bXXeOONN3jmmWfCHaZIm6q/K+mrqKBzXp7uQoqIRKD6foo+txtbUhI2l+ubJSkJn9utfooiIiIiIhJx6vNO3tLSUBW88k+nTlQk4Z977jluv/12LrvsskbbLr/8cn7zm9+wfPnyMEQm0n4MwyBn/HhSL72UnPHjdRdSRCQCqZ+iiIiIiIhEo2PnJFQXhlMvKpLwH3/8MSNHjmx2+6hRo/joo4/aMSKR8Ejq3Zvz5s8nqXfvcIciIiLNOL6CBFAliYiIiIiIRDx1YWg7UZGELysrIyMjo9ntGRkZlJeXt2NEIiIiIk07toLEf3SCVvVTFBERERGRSKcuDG0nKpLwgUAAWwu9U61WK36/vx0jEhEREWme+imKiIiIiEg0UheGthEVs4KZpsnkyZNxOp1Nbvd4PO0ckYiIiEjz6qvhyzdvVj9FERERERGRDi4qkvDXX3/9Ccf89Kc/bYdIRKSj2On5lJWVzzAh6af0cvYNdzgiEoXqq+EPrF1LxvDhqoIXERERERHpoKIiCf/UU0+FOwQR6QC8ZWX43G5M0+Sfh5/k05p/8c9YP2d0ugXDMLAnJOBITg53mNJK5eXl3HLLLbz44osAjB07lkWLFtGpU6dm95k8eTJPP/10g3UDBw7k3XffbctQ5TRV308xUFOjfooiIiISVebPn8+qVavYunUrDoeDw4cPtzje5/Pxu9/9jtWrV/Pll1/icrkYNmwYf/zjH8nOzg6NGzJkCOvWrWuw74QJE1ixYkVbfAwRkYgRFUl4EZG2FvT52DZ3LtWFhdSataT49zMagFd51/YpMUYMcV27csEDD2Cx28McrbTGxIkT2bdvH2vWrAFg2rRpTJo0iZdeeqnF/UaOHNng5q/D4WjTOOX0Vt9PUURERCSaeL1errnmGvLz81m6dOkJx1dXV/PBBx/w+9//nvPPP5/y8nJmzJjB2LFj2bx5c4OxU6dO5a677gq9jo2NPeXxi4hEGiXhRUQAw2bDmZ5OxfbtlKV5qA1CjBFDrVlLmaWKtIN+nOnpGC1MEi2RY8eOHaxZs4Z3332XgQMHAvDEE0+Qn5/Pzp076dWrV7P7Op1OMjMz2ytUEREREZGIM2/ePAAKCgpaNd7lcrF27doG6xYtWsRFF11EYWEhXbt2Da2Pi4vT920R6XCUTRIR4ZtJFIs2rafKdxBLgpMAViw4qXJXkhyfpUkVo8jGjRtxuVyhBDzAoEGDcLlcbNiwocUk/FtvvUV6ejqdOnVi8ODBzJ8/n/T09GbHezyeBhOEV1ZWnpoPIaet+tZXzVHrKxERETkdVFRUYBhGo3aQy5cvZ9myZWRkZDBq1CjuvPNOEhMTmz2Ovm9Lc/S9WqKJkvCtcLK90ABM02TevHk8/vjjlJeXM3DgQP7yl7/Qt68meJSTo39U2k9i794U9bPj3OjHGx8DBlhNK47yGory7ST27h3uEKWViouLm0ycp6enU1xc3Ox+o0aN4pprrqFbt27s3r2b3//+91x++eVs2bIFp9PZ5D4LFiwIVQqJQMvXbdPn47P77qO2hb+Han0lIiIi0a62tpbf/OY3TJw4kaSkpND6H//4x/To0YPMzEy2bdvGnDlz+OijjxpV0R9L37elKfUtZYt2lVHjb7qlUUx2NhctuJ307KZ/lxNpT0rCt8LJ9kIDuPfee3nwwQcpKCjgnHPO4e6772b48OHs3LmzxTu8Isc6tk95c5SsOXV2+rbz7tBqLv7Qhq0qgD+h7k8zxsa7Q6vJ822ntzM33GF2aHPnzj3hF/BNmzYBNPnUgmmaLT7NMGHChNB/5+bmkpeXR7du3Vi1ahVXX311k/vMmTOHmTNnhl5XVlaSk5PTYoxy+gr6fHx8++0tXrf9tbVgGMSdcQYc+/fRNKn5+mu1vhIREZE20drv0nl5ed/pfXw+H9dddx3BYJAlS5Y02DZ16tTQf+fm5tKzZ0/y8vL44IMPuPDCC5s8nr5vS1MMm42a+K489N4PqKJxYWLQ58OWmED21zU88qyd1DRLGKIU+YZ+w2uFk+2FZpomCxcu5Le//W0oafP000+TkZHBs88+y0033dRWocpp5tg+5bHZ2UrWtCHTNHnZ/TcKz/Jy7nmJpG+qxBsP9sNeSv4jicKzvLzs/hvnOvqqJU0Y/fKXv+S6665rcUz37t35+OOPOXDgQKNtBw8eJCMjo9Xvl5WVRbdu3di1a1ezY5xOZ7NV8tLxmKbJkS++oLaoqMmbo0GfD0dKCnaXCzMQwH7MjXnfkSPYExLU+kpERETaRGu/S38XPp+Pa6+9lt27d/PGG280qIJvyoUXXojdbmfXrl3NJuH1fVuaYhgGSd8fjfsRN3abjxhHMLQtGAiAJYAt/QzKSoO4K01S08IYrAhKwreJ3bt3U1xczIgRI0LrnE4ngwcPZsOGDc0m4dXnTI5X36e8fPNmJWvamB8/Jf4DJFiT+GxELZ0+NnGUePA64bMRThKsMZT4D+DHjx09dRAuqamppKamnnBcfn4+FRUVvP/++1x00UUAvPfee1RUVHDxxRe3+v1KS0vZu3cvWVlZ3zpm6Vgsdjud+vWjuKgIw2JpcJPU9PsB6HzhhTiSkzm0fj3uL7+s+wWiTx+8paWkXnopSX36hCt8EREROY219rv0t1WfgN+1axdvvvkmKSkpJ9zn008/xefz6fu2fCsJPc/GGvc5dk8JTrsVAzCBgL8GR2oy1uQ4Kg6b4Q5TBFASvk3U9xs+vtoyIyODPXv2NLuf+pxJU5L69KFzXh4H//UvJWvakN2wc3vqfNzBI5hpJkX/eoTK198haeglDL7k5xiGQYIlEbuhBHw06N27NyNHjmTq1Kk89thjAEybNo3Ro0c3mJT13HPPZcGCBYwbNw63283cuXMZP348WVlZfPXVV9x+++2kpqYybty4cH0UiTKGYdDjZz/j0IYNBKqrsR1TtRWoqcGWkMCZU6ZgGAaHt2zBmZqKPTER35EjWGNidGNVRKQNHTpYVw3ZnIQko93bFURiTCIAhYWFlJWVUVhYSCAQYOvWrQCcffbZJCQkAA2/S/v9fn70ox/xwQcf8PLLLxMIBEK5keTkZBwOB1988QXLly/nyiuvJDU1le3btzNr1iz69+/PJZdcEq6PKlHMV1GBLT4BPAcJer1YbDaCfj8YBo7OnfH7/YA13GGKAB04Cd8evdCO/yX6RL2I1edMmnJsNbySNW2rszWZzta6XnKdrpnMVx4b3a/5CUmO7uENTL6V5cuXc8stt4SeSho7diyLFy9uMGbnzp1UVFQAYLVa+eSTT3jmmWc4fPgwWVlZXHbZZaxcuVJzechJcfXtS+rFF1O8di1Bnw+L3U7Q58M0TVIvvhjX0UnaO+flcWj9emwJCbqxKvIdLVmyhPvuu4+ioiL69u3LwoUL+d73vhfusCSCHDoY5Pqxhzl0qPmEd2qqwdMvdjrppPd773jZuzvQ5Lav9weJjYHe/ezs9X7Fm9WvcFncFeQ4unP4cJCH76mipqZubFXwCOWBUjpbU4i31H33SEm1sPRvrg6biD+0Fb5YAWddB6kXhDuajuWOO+7g6aefDr3u378/AG+++SZDhgwBGn6X3rdvHy+++CIAF1xwQYNj1e/jcDh4/fXXefjhh3G73eTk5HDVVVdx5513YrUqUSonJ+jz8fmf/4ynZAyxpg+/rxrDMDBNE4vVStXu3fhsSZB2VrhDFQE6cBK+LXuhZWZmAnUV8cc+UlVSUtJiL2L1OZPm1FfDK1nTfpJ69+a8+fPDHYZ8B8nJySxbtqzFMab5zS/isbGxvPLKK20dlnQAx1fDW+x2gh4Ptvh4evzsZ6Gbp/U3WGuLinRjVeQ7WLlyJTNmzGDJkiVccsklPPbYY4waNYrt27fTtWvXcIcnEeLjD3x88H6AoAlNXWlNoPDLunGXX9H638nee8fL1UMqCATqj2MePZoB5jfv5HCA3xJPkB/yEhYcRgXBIHg94IwBmw1qghaCpODBQqwlSDAIX+8Nsnd3oMMm4bc/f4TaXfFsf76K71+gooj2VFBQcMJ58Y79Lt29e/cGr5uSk5PDunXrTkV4Ihg2G7aEBMxAAIvTjuEHTBPDAIvDUVcME2MlqO/XEiE65r/k1PVCO/fcc1tcYmJivtWxe/ToQWZmJmvXrg2t83q9rFu37qR6EYvUq6+Gt8bEKFkjIhIF6qvhTdPEX1PTqAoevrnB6quooHNenm6sinxLDz74IFOmTOHGG2+kd+/eLFy4kJycHB555JFwhyYR5NOtfoJBwASziQUTgsG6cSdj7+4AgQB1SR8LYAmAUTch4LFf1Q1rANNeC3Yvpr0WmyOA5eh2wwKGw4vp8DT402qDgB+q3B2rn7F7L5R+DKUfm1R/HgMYVH8eQ+nHJqUf120XETH9fmqLijADAQKeWsygiRkMYgZNAjU1mD4fAY/n6EVeJPw6bCX8yTjZXmiGYTBjxgzuueceevbsSc+ePbnnnnuIi4tj4sSJYfwkEs3qkzUH1q4lY/hwJWtERCLYsdXw/iNHsCUmNqiCrx+TM348gZoacsaP141VkW/B6/WyZcsWfvOb3zRYP2LECDZs2BCmqCQSVR4OntJxxzMMMKxBMOv3NzGMIKa/ru4tYPViOHyhKnyfUY0tUFfZbTHAY6nGML5paeMxqom1OL5VLNFu028h4K2rsrb461IWFr+ND+bXtXe1OuCyZ8IcpIiEnWGzEde9OxgG3qATrAYmJgYGdY89GWBPxKrv2BIhlIRvhZPthQZw2223UVNTw/Tp0ykvL2fgwIG8+uqr6iss35qSNSIi0aW+Gv7AG280qoKvp9ZXIt/NoUOHCAQCjVo+ZmRkhCYEPJ7H48Hj8YReV1ZWtmmM0nEEzIZ94YMEqXv43CRAoEEbHJ/pwzDrtvtN3zH7GnXjzSA+0wfY2yP0iBL0gumrS6Udy/TXnZtgkw2FRKSjMQyDnuOGkfR0MZXVMfiDTupagZkQNDHsduISUkhOsZCQpOuGhJ+S8K1wsr3QoO5iMHfuXObOndt2gUmHo2SNiEj0MAyDs6ZOxRobS/ef/EQ3T0Xa0PE/X6ZpNvszt2DBAubNm9ceYUkHEiR4tB/8ser7wx/LCK33mV4gBh/eo2llo8EYr1mLvQMm4WPSoLqIxqcOwKjbLiIC0P3S3sybtpovX15H0OfDFheH/+icTBnDh9Nz+nQSXZYOO6+GRBb9LRQRERFpI/U3T5N69w53KCKnpdTUVKxWa6Oq95KSkkbV8fXmzJlDRUVFaNm7Vw2m5bszaU0bG6PBnwECgNnsZJYB02xUXd8RnDvNpDqjpMlt1RklnDtN/Z1FpI5hGOT+ZBRdz/CRGVNMKl+RGVNM1zN8DJwylB5n25SAl4ihv4kiIiIiIhKVHA4HAwYMYO3atQ3Wr127losvvrjJfZxOJ0lJSQ0Wke/CrJ/t9dsKWAh67QS9tmMWOwQs+Ew/QfPb9amPViXnfMrHF714zJpvzu3HF71IyTmftn9QIhKxkvr0IfXSSzHsdoI+H4bdTuqll2oePYk4akcjIiIiIiJRa+bMmUyaNIm8vDzy8/N5/PHHKSws5Oabbw53aBJBnDGtawnW2nH1gubRljOmBQLHJeKPeWn6LZjGcb9+B47WxHljwNdM7xUjSLXXA8ScVFzRyjRNXnb/jf3ZFQSNABgmvrgq7NXxYBrsz97Oy+79nOvoqzZvIgLUVcN3GTeOQ+vX4ykrw5mcTJdx43SNkIijJLyIiIiIiEStCRMmUFpayl133UVRURG5ubmsXr2abt26hTs0iSBndG3dQ+CtHVcvq3sArMG6hLp5XMLn2Lx6wEqjB9Hrx9t9GLYmkvCmgcVikpLiOKmYopkfPyX+A9R2PUxh7vtUdzrIvr5b6PLpAOIOp1HbtZgSfy1+/B2yX76INOQtK6N4j5sjRxKp6vp9yg9uoXPXAewrTWT/v/Zii4sjuWtntaSRiKAkvIiIiIiIRLXp06czffr0cIchEWzAIAeJSVXU1jY/JiambtzJ+N73Enl87SF2fHmkye2Fe6uwxQTpd15co22lRVb+554UOqfaiIltvG9tDXirrKR1oCS83bBze+p83MlHMP8fYD0Dw7gAczAQgFG2P5JgScRuKAEv0tEFfT7W/797+cPfR1PpScA0R2EGhmPstGE8VwaAxV5Jdq7B0uc7KREvYackvIiIiIiIiJzWzultY/W7nSkpar6/enqWhXN6n/yvyD8Y0oMfDDn5mL76IsDaxRW44izExMJHm/0AnJ9nw2IxqDZMKrwdqx88QGdrMp2tyajQXURaYthslFl78GV5DqZhxTCOPlHkPzrANDE9Nkq3Bti7O6AkvISdkvAiIiIiIiJy2junt41zeoc7iqZZLAb9L1LWWUSktQzDIPGiywg+YcVqBLFZvrlpaRKsm67D4SDghyr3d5g8W+QU0W0gERERERERERERiSpx3bqBxYJBAIvFxGoxsVhMLASxOaxY7dZwhygSoiS8iIiIiIiIiIiIRBXDMLBYrRgA5tFKeDOIAVidzjBGJtKY2tGIiBzlLSvD53Y3u92ekIAjObkdIxIRERGR011tTdNtEppbLyIi3zANC6bFTiDoBcMA08Cw2QliJRgAU5dSiRBKwouIUDez+ra5c6kuLGx2TFzXrlzwwANY7OrXKSIiIiLfTUKSQXKKhbLSIB5P01mi5BQLCUlGO0cmIhIdKg4H8XrBwAHBb1KcRtACvrriePPoOJFwUxJeRIS6mdWd6elUbN9ObHZ23R30eqZJzddf40xPx7DpsikiIiIi311qmoVHnk3CXdl8mWZCkkFqmrrIiog0pabarMuyG0ZdEbwZxDAsGEd/nzeP/k9NtcrhJfyUTRKJcGqR0j4Mw6DLuHGUb96MGQhgT0wMbfMdOYI9IYEu48aF/jEXEREREfmukqyHibW38F3fmgDou76ISFNi4uqT74BRd8PSNCxHs+916w2jbpxIuCkJLxLB1CKlfSX16UPnvDwOrV+PLSEBwzAwTRNvaSmpl15KUp8+4Q5RRERERE4TQZ+Pj2+//YTf9S9ctKhDfddXEZKItFZ2FysxsXXJdovFAKwNtgeDdUn47C7Wpg8g0o6UhBeJYGqR0r6OrYb3u93YExPxu91YY2JUBS8irabkgYhIx/Jtr/umaXLkiy+oLSpqMske9PkI+HyYHWhWQRUhicjJSE6x0O1MK3HxBrGxjX9fr6kxqa4ySU5RWy8JP2XuRCKYYRhkDB1K6YYN+KuqsCUkhLb5q6qwOhxkDB2q5PApdHw1vKrgReRkBH0+Prr9dqr37m12TFxODgM6WFWjiEi4laxbx5Evvmh2e+JZZ5E+ePBJH/e7JI0tdjud+vWjuKgIw2JpUFhj+v0AdOrXr0P9e6EipMgxf/58Vq1axdatW3E4HBw+fPiE+0yePJmnn366wbqBAwfy7rvvhl57PB5mz57Nc889R01NDUOHDmXJkiV06dLlVH8EEZGIon+5RCJY0Odjz7PP4ikrI1BVheFwYFDX3sz0erHGx7Pn2WdJzsvrUF/O29Kx1fC1RUWqgheRk2KaJu4TVDUGvd4OVdUoIhJutaWlbL755rq+BM2xWLh8/XpiUlJO6tjfJWlsGAY9fvYzDm3YgL+6GjweAGyJiQR9PmwJCfT42c861PdQzdMUObxeL9dccw35+fksXbq01fuNHDmSp556KvTa4XA02D5jxgxeeuklVqxYQUpKCrNmzWL06NFs2bIFq1UtQ+TklJUGKfwqACZYmih2DwYBo25c97P090vCS89jiEQww2YjJiMDi8OBYbNhHF1X/6fF4SAmI0OVIKdYfTW8r6KCznl5qoIXkVaz2O24cnMBMCwWLA5HaDGO/mbgys3VjVMRkXZkc7lO+H3ZsNmwuVwnfez6pLE9IQEzEMAWGxtazEDghEljV9++pF58MQSDmEdvEgSPtqBJvfhiXH37nnRM0a7+u7jn0CHKP/qIwx9/TNDvx1taqu/m7WjevHnceuut9OvX76T2czqdZGZmhpbkY1oxVVRUsHTpUh544AGGDRtG//79WbZsGZ988gmvvfbaqf4I0gFUu00CfsCsm5f1+AUTAv66cSLhpiS8SASr/1LvTE7GFh+PGQhgWK11X/Dj43EmJ6sSpA0YhkHO+PGkXnopOePH6/yKSKsZhsGZU6ZgS0gg6POBxYJhtYLFEqpqPHPKFF1XRETakc1mo8v48d+sMIxvlqO6jB+P7VsWttQnjb2lpaEnnUzTbFXSuL4a3paQgMVmw56UhOn1YouP73BV8PXqfweyxcaScOaZdDrvPAI1NXpCNUq89dZbpKenc8455zB16lRKSkpC27Zs2YLP52PEiBGhddnZ2eTm5rJhw4ZwhCtRLj7BwGoDDDCDjRcMsNrqxomEm5LwrTB//nwuvvhi4uLi6NSpU6v2mTx5MoZhNFgGDRrUtoHKaan+S73FbgeLhUBtLVgsWOx2VYK0oaTevTlv/nySevcOdygiEmVcffuSkp8PpokZCADU/WmapOTnd8iqRhGRcOv9u99h1LfFMM1vFsBwOOj9u99962PXJ42tMTH4j07Q6ne7W500rq+GN00Tf01Nh66Cr3f8jQ1VwUeHUaNGsXz5ct544w0eeOABNm3axOWXX47naKul4uJiHA4HnTt3brBfRkYGxcXFzR7X4/FQWVnZYBEB6JxiIaebhV65Ns4bYG+09Mq1kdPNQmdNzCoRQH8LW6G+F9rPf/7zk9pv5MiRFBUVhZbVq1e3UYRyOgs94upyYYuLw/T7scXFYXe5VAkiIhKB6qvhrfHxBGtrMU2TYG0t1vh4VcGLiIRJk9XwR32XKvh63yVpHKqGj4/v8FXw9Y69saF5mk6duXPnNioWPH7ZvHnztz7+hAkTuOqqq8jNzWXMmDH885//5PPPP2fVqlUt7meaZov/3y5YsACXyxVacnJyvnWMcvqx2Q1iYw3i4hsvsbEGNruuGxIZlIRvhbbohSZyMkLV8A4H9s6dsTgcqgQREYlgx1bDBz0eVcGLiESARtXwfPcq+HrfNWlcXw1v2O0dvgq+nuZpOvV++ctfsmPHjhaX3KNz25wKWVlZdOvWjV27dgGQmZmJ1+ulvLy8wbiSkhIyMjKaPc6cOXOoqKgILXv37j1lMYqItBfN5tiG6nuhderUicGDBzN//nzS09PDHZZEofov9eWbN2MGgxgWiypBREQiWH01fOnGjfiPHMGWmKgqeBGRMKuvht/73HOhdaeiCr5efdL4wNq1ZAwfflJJY8MwOGvqVKyxsXT/yU/07wXfzNMUqKnRPE2nSGpqKqmpqe32fqWlpezdu5esrCwABgwYgN1uZ+3atVx77bUAFBUVsW3bNu69995mj+N0OnE6ne0Ss4hIW1ElfBs5US+0pqjPmbRElSAiItGlvqrRoqpGEZGIcWw1/Kmqgq9XnzROvfTSb5U01pxEjemchE9hYSFbt26lsLCQQCDA1q1b2bp1K+6j8x4AnHvuufz9738HwO12M3v2bDZu3MhXX33FW2+9xZgxY0hNTWXcuHEAuFwupkyZwqxZs3j99df58MMP+clPfkK/fv0YNmxYWD6nnB5qa0yqqxovtTVmuEMTCemwlfBz585l3rx5LY7ZtGkTeXl53+r4EyZMCP13bm4ueXl5dOvWjVWrVnH11Vc3uc+CBQtOGJN0XKoEERGJLqpqFBGJPDabjZwJEyh87jlyJkw4ZVXw9eqTxiLR7o477uDpp58Ove7fvz8Ab775JkOGDAFg586dVFRUAGC1Wvnkk0945plnOHz4MFlZWVx22WWsXLmSxMTE0HEeeughbDYb1157LTU1NQwdOpSCggKsVmv7fTg5bSQkGSSnWCgrDeLxNJ1wT06xkJCk7+ESfoZpmh3yttChQ4c4dOhQi2O6d+9OTExM6HVBQQEzZszg8OHD3+o9e/bsyY033sj/+3//r8ntHo+nQaV8ZWUlOTk5VFRUkJSU9K3eU0SkXmVlJS6XS9eUNqbzLCKniq4n7UPnWUROJV1T2p7OsRzr0MEg7srmU5sJSQapaWoEIs1rr2tKh62ED3cvtKaoz5mIiIiIiIiIiEjrpKZZSE0LdxQiJ6ZbQa3QFr3QREREREREREREROT012Er4U9GW/VCExEREREREREREZHTm5LwrVBQUEBBQUGLY45trR8bG8srr7zSxlGJiIiIiIiIiIiISKRTEj6C1Sf2KysrwxyJiJwO6q8lHXQ+7naja7eInCq6brcPXbdF5FTStbvt6botIqdSe123lYSPYEeOHAEgJycnzJGIyOnkyJEjuFyucIdx2tK1W0RONV2325au2yLSFnTtbju6botIW2jr67Zh6vZsxAoGg3z99dckJiZiGEa4w2l3lZWV5OTksHfvXpKSksIdTsTT+To5HfF8mabJkSNHyM7OxmLRvNxtpSNfuzviz9V3ofN1cjri+dJ1u3105Os2dMyfre9C5+vkdMTzpWt329N1u+P9XH0XOl8npyOer/a6bqsSPoJZLBa6dOkS7jDCLikpqcP84J8KOl8np6OdL1XjtD1duzvez9V3pfN1cjra+dJ1u+3pul2no/1sfVc6Xyeno50vXbvblq7bdTraz9V3pfN1cjra+WqP67Zuy4qIiIiIiIiIiIiItBEl4UVERERERERERERE2oiS8BKxnE4nd955J06nM9yhRAWdr5Oj8yVy6unn6uTofJ0cnS+RtqGfrZOj83VydL5ETj39XJ0cna+To/PVdjQxq4iIiIiIiIiIiIhIG1ElvIiIiIiIiIiIiIhIG1ESXkRERERERERERESkjSgJLyIiIiIiIiIiIiLSRpSEFxERERERERERERFpI0rCi4iIiIiIiIiIiIi0ESXhRURERERERERERETaiJLwIiIiIiIiIiIiIiJtREl4EREREREREREREZE2oiS8iIiIiIiIiIiIiEgbURJeRERERERERERERKSNKAkvIiIiIiIiIiIiItJGlIQXEREREREREREREWkjSsKLiIiIiIiIiIiIiLQRJeFFRERERERERERERNqIkvAiIiIiIiIiIiIiIm1ESXgRERERERERERERkTaiJLyIiIiIiIiIiIiISBtREl5EREREREREREREpI0oCS8iIiIiIiIiIiIi0kaUhBcRERERERERERERaSNKwouIiIiIiIiIiIiItBEl4UVERERERERERERE2oiS8CIiIiIiIiIiIiIibURJeBERERERERERERGRNqIkvIiIiIiIiIiIiIhIG1ESXkRERERERERERESkjSgJLyIiIiIiIiIiIiLSRpSEFxERERERERERERFpI0rCt5OCggIMwwgtMTExZGZmctlll7FgwQJKSkoa7TN37lwMw/hO77tmzRquuuoq0tLScDqd5OTkcP3117N9+/ZGYydPnkxCQkKrjtu9e3cmT578nWJryZIlSygoKGj1+O7duzN69OgG644931arlc6dO3P++edz00038e67756SOPfs2cPPfvYzsrOzcTqdnHHGGYwbN67FfX73u99hGAa5ubmNtnk8Hu677z5yc3OJj48nIyODUaNGsWHDhgbj9u7dy7hx4zjzzDOJj4/H5XLRv39/Fi9ejN/vb3Rc0zR56qmnuOiii4iPjycpKYkLL7yQ//u//2s09tChQ/z617+me/fuOJ3OUAxlZWUNxn344Yf88Ic/JDs7m7i4OM4991zuuusuqqurG4xbv349N9544/9n787joiq/P4B/ZmfYhn1T3FIRRNRwIyssFTOX1MpKI/3mmisuaWoLWrhvpWlllpb2xa+a5haBipgKiqgluJa7gijCsAgzzMz5/WFzfw4zbCYM4Hn3ui/j3jN3nnsZzr1z5pnnQXBwMBQKBUQiEa5cuWLx3KSnp2Po0KHw8PCAjY0NgoKCsHbtWoux8fHx6N69Ozw8PGBvb4+goCB88cUX0Ov1JnFarRYff/wxGjduDLlcjoYNG2LGjBkoLCw0ibty5YrJa+bhJTo62iQ2LS0NY8aMQUhICOzs7CASiXDgwAGL7XzY7du34erqCpFIhC1btphtr+g5HTp0qMV2tmjRwiSuZN4pucyfP1+I3bt3L7p37y68lj08PPDiiy9iz5495R5XXcV5u3LqWt7OzMzE0KFD4ebmBltbW4SEhGDfvn1l7ruwsBDNmzeHSCTC4sWLzbYXFxdj9uzZQn5t0aIFVqxYYXFfFcnb6enp+PDDDxESEgI3Nzc4OjoiODgY33zzjVkuNDp06BBefvllODs7Q6lUolmzZvj000/NnnvNmjUIDg6Go6MjXF1dERoait27d1vcpzXP6V9//YXw8HA0aNAASqUSTz31FCZPnoysrKxHOqcAkJubi1mzZqF58+awtbVFvXr18PrrryMtLc0kbv/+/Xj33XfRokUL2NnZoV69enjllVeQkpJS5jEREZ5//nmIRCKMGzfObPvy5csxYMAANG7cGCKRCF26dClzf0Zl3V88STh3V05dyt2VvZfZu3cvQkJCYGtrCzc3NwwdOtTi66PkY4zHevfuXbPtly5dwoABA+Dk5AR7e3t0794dJ06cMItr1KiRxXuz0aNHm8VW9P6wMrm7IveGAHDjxg1EREQgNDQUTk5OEIlEpb5eZs2ahbZt28LFxQU2NjZo0qQJRo4ciatXr5rFVjR3G/82Sy42NjYW21CR9zGl3Ucbl4dfs1988QU6deoENzc3KBQKNGjQAG+++abZ9aCkM2fOCO97jh8/brb9Ua6HdRnn7cqpDXm7ojkGAH777Td07twZSqUSKpUKffr0Mfsby83NRVRUFLp06QIvLy/Y29ujVatWWLBgAYqKisz2eeHCBbz66qtwdnaGra0tOnbsiB07dpjFVcX7+gMHDlQovwCVyzFVcX9Y0VqJUWpqKl5//XXhb6ZRo0YYM2aMScy3336Lfv36oVGjRlAqlWjatCnee+89pKenm+1v+PDhCAwMhJOTE5RKJZo3b47333/f7Ppa2XvuEydOoFu3brC3t4eTkxMGDBiAS5cumcRcuHABU6dORXBwMJycnODi4oLOnTtbrNMY/fLLLwgNDYWjoyPs7OzQsmVLfPPNN6XGW0SsWnz//fcEgL7//ntKTEykgwcP0pYtWygiIoJUKhW5uLhQXFycyWOuX79OiYmJj/yc77//PgGgl156if73v/9RQkICrVmzhvz9/UmhUNDWrVtN4ocMGUJ2dnYV2veJEyfor7/+euS2ladly5YUGhpa4fiGDRtSr169TNYBoNdee40SExPpyJEjFBMTQ4sXL6agoCACQBMmTPhXbTx9+jS5urpS+/btaePGjZSQkEDR0dH0n//8p9THnDx5khQKBXl6elLLli3NtoeHh5NYLKZZs2bRvn37aPPmzRQcHExSqZSOHj0qxJ09e5beeecd+u6772jv3r20Z88eGjduHAGgYcOGme131KhRpFAo6IMPPqC9e/dSTEwMLVq0iH766SeTuJs3b1KTJk2oefPm9O2331JCQgJt3bqVxo0bR+np6UJcWloa2djYUOvWrWnTpk20b98++uSTT0gikVDfvn1N9hkZGUkNGzakfv36UZcuXQgAXb582ayNOTk51KRJE6pfvz59//33FBMTQ0OGDCEAtGTJEpPYuLg4EovF1KVLF9q+fTvFxcXR+PHjLf5eBwwYQDY2NjR37lyKi4ujOXPmkFwupz59+pjEXb58mQDQ+PHjKTEx0WS5e/euSey6devI29ubXn75ZerTpw8BoPj4eLNjKunVV18lHx8fAkCbN2822VaZczpkyBBSKpVm7Tx16pRJXGZmpllMYmIide/enQDQuXPnhNjo6GiaOHEiRUdH04EDB+jnn3+msLAwAkA//vhjucdWF3Herpy6lLeLioooMDCQ6tevTxs2bKDY2Fh65ZVXSCqV0oEDB0rd/5QpU4S/8UWLFpltHz58OCkUClq4cCHFx8fTBx98QCKRiKKiosxiK5K3d+7cSb6+vjRr1izavXs3xcbG0qRJk0gsFlu8Fm3cuJHEYjG9+eabtGPHDtq/fz+tWbOGZs+ebRL30UcfEQAaPXo0xcbG0o4dO4S8UfI1aM1zmpmZSa6urtS4cWNat24d7d+/n5YsWUL29vbUpk0b0uv1lT6nRETPP/882dra0sKFC2n//v30ww8/UNOmTcnBwYGuXLkixL322mv0wgsv0KpVq+jAgQO0efNm6tSpE0mlUtq3b1+px7RixQry9vYmADR27Fiz7X5+fvT000/Tu+++S+7u7hX6uyrv/uJJwrm7cupS7q7MvcyBAwdIKpXSK6+8QrGxsbRhwwaqV68eBQYGUlFRkcV25OXlUaNGjYScdOfOHZPtmZmZ5OPjQy1btqStW7fS7t276dlnnyUHBweTey6iB+exc+fOZvdoly5dMomrzP1hZXL3w7+zh5ebN2+axMXHx5Obmxt169aN3nrrLeFvy5IxY8bQggULaMeOHRQfH09ffvkleXt7k6enp8m9dGVy9yeffEIAKCYmxqSdD78vMqro+5i//vrL4v2xm5sb1atXj3Q6nRD78ccfU2RkJG3bto0OHDhA3333HTVv3pzs7OzMfqdGOp2OOnbsKLxOkpOTTbY/6vWwLuO8XTm1IW9XNMds376dRCIR9evXj3bv3k0//fQT+fn5kbOzs8k5PH36NLm5udGkSZPol19+oX379lFkZCTZ2NhQ165dyWAwCLGXL18mFxcXatmyJUVHR9OuXbuoV69eJBKJaMuWLSbPXxXv6+Pj4wkAzZ071+z48/LyTGIrk2Oq4v6worUSIqL9+/eTUqmksLAw2rJlCx04cIB++OEHmjRpkkmcj48PDR48mDZu3EgHDhygr7/+murXr0/e3t6UkZFhEvvmm2/S559/Trt376Z9+/bRggULyNHRkQICAkij0QhxlbnnPnv2LDk4ONBzzz1Hu3fvpq1bt1LLli3Jx8eHMjMzhbgVK1ZQixYtKCoqimJjY2nPnj1C/ankeyMionnz5pFYLKYxY8bQr7/+Snv37qWVK1fSihUryv09PIyL8NXEeGEpeREmIrp69Sr5+vqSg4OD2YvyUf30008EgN577z2zbfn5+RQcHEy2trb0999/C+src2Gpao/rwmLpza1Op6N3332XANCqVaseqX0Gg4HatGlDbdq0KfVGvaTi4mJq06YNTZgwgUJDQ82SYFFREUkkEnr77bdN1t+6davCF8KBAweSVCo1adO2bdsIAG3atKncx7/yyitUr149unfvXplxs2bNIgBmNxcjR44kACaPf/hGetGiRaUW4efNm0cA6Pjx4ybrw8LCyM7OjrKzs4V1gwcPJoVCQfn5+Waxjo6Ows+JiYkWi/hz584lABQbGyusMxbhLRXOSnr4mDZv3lyhi/WWLVvI3t6e1q9fb/FiXZlz+m/+VvPz88ne3p6effbZcmO1Wi3Vq1ePnnvuuUd6rtqO83bl1KW8/eWXXxIAOnLkiLCuuLiYAgICqEOHDhYfc/ToUZLL5UJOKJlLUlNTSSQS0dy5c03WjxgxgpRKJWVlZQnrKpq37927R1qt1mz92LFjCQBdu3ZNWHfjxg2ys7Oz+PoqqV69emY5orCwkFQqlUnRx9rndM2aNQSA9u7da7LemONPnDghrKvoOb148SIBoA8//NBk/ZEjRwgALV26VFh3+/Zts8fn5eWRp6cnde3a1eL+L1++TPb29vTzzz+X+np/+BpTkb+r8u4vnjScuyunLuVuS0q7l2nfvj0FBARQcXGxsO7w4cNltnXs2LHUtm1b+vDDDy0W4d9//32SyWQmH9ap1Wpyc3OjgQMHmsRaOo+WVOb+sKK5m6j031lJD+ej5OTkMovwluzZs4cA0Nq1a4V1lcndxiJ8yXNtSUXfx1hy4MABi7nfkjNnzhAA+uijjyxuX7RoEdWrV48+//xzi7noUa6HdR3n7cqp6Xm7rP2X5OfnR0FBQSZF9CtXrpBcLqdBgwYJ6/Lz883e+xP9f33h999/F9aNGjWKbGxs6MaNG8I6nU5H/v7+5Ovra5LXquJ9vbEIX3J9RZWWYx73/WFlaiUFBQXk7e1NvXr1MvldWWLp/th4/fj000/LfCwR0apVqwiASXG9Mvfcr7/+Orm5uZFarRbWXblyhWQyGU2bNk1Yd+fOHYvH0qtXL7K1tTW55zh+/DiJxWJasGBBue0vDw9HUwM0aNAAS5YsQV5eHr7++mthvaWvWG3atAlhYWHw9vaGUqmEv78/PvjgAxQUFJjERUVFwdnZ2eJXt+3s7LBixQrcv38fy5YtM9uelpaGrl27ws7ODu7u7hg3bpzZ1x0tfcUqNzcXU6dOFb7KUq9ePURERJi1zWAwYMWKFWjTpg2USiWcnJzQqVMn4etBjRo1QlpaGhISEoSv7TRq1Kjc81hREokEK1euhJubGxYtWvRI+zh48CBOnTqFiIgIKBSKCj1m/vz5uHfvHqKioixuF4vFEIvFUKlUJusdHR0hFotL/drlw9zd3SEWiyGRSIR1n3/+ORo1aoSBAweW+dgrV65gx44dGDFiBJydncuMlclkAGDWVicnJ4jFYsjlcpPjqojDhw/D09MTwcHBJut79+6NgoICxMTEmDy/XC6HUqk0e/6Hz9Phw4cBAC+//LLZPgFg69atFWpbSRU9JqN79+5h7NixiIqKQoMGDSzGVOac/hubNm1Cfn4+hg8fXm6sTCaDk5MTpFLpY3nuuoTzdt3O29u2bYOfnx9CQkKEdVKpFG+//TaOHTuGmzdvmsRrtVq8++67GDt2LNq1a2dxn9u3bwcR4T//+Y/J+v/85z8oLCw0yXEVzdvOzs5C7nhYhw4dADwYRsDo22+/RUFBAaZPn17mPoEHf/slc5GNjY2wGFn7nJaVN41tNqroOa3MPj08PMweb29vj4CAAFy/ft3i/keOHInu3buXOXRdZa8x5d1fsP/Hubtu525LLN3L3Lx5E8nJyQgPDzdZ/8wzz6B58+bYtm2b2X5+//13fPPNN/j2229N7rMftm3bNrz44oto2LChsM7R0REDBgzAzp07LQ4ZWZH2AxW7P6xo7q6Myuajktzd3QHA5DxXJs9WVGXex1iydu1aiEQivPvuu+XGWjomo4sXL+Ljjz/GqlWr4OjoaPHxlb0ePuk4b9e+vF1RWVlZOH/+PHr27Gnyu2zYsCECAwOxfft2YXhFOzs72NnZme3DeM/78H3X4cOH0bp1a9SrV09YJ5FI0LNnT1y/fh3Hjh0T1lfF+/p/q7Qc87jvDytTK9m8eTPS09Px/vvvlzsMlKX74+DgYEgkklLvjx9m6fgres+t0+mwa9cuvPrqqyY5uGHDhnjhhRdMru9ubm4Wj6VDhw64f/++yTBmK1euhEKhwPjx48ttf3m4CF9DvPzyy5BIJDh48GCZcRcvXsTLL7+MtWvXIiYmBhEREfjf//6HPn36CDHp6elIS0tDWFgYbG1tLe4nJCQEHh4eiIuLM1lfXFyMl19+GV27dsX27dsxbtw4fP3113jjjTfKbNf9+/cRGhqK9evXY8KECfj1118xffp0rFu3Dn379gURCbFDhw7FxIkT0b59e2zatAnR0dHo27evME74tm3b0KRJE7Rt2xaJiYlITEy0eDP8byiVSnTr1g2XL182KVJ06dKlQmPLGX9PDg4OePnll2FjYwN7e3v07t0b586dM4s/c+YMPvvsM6xevbrUseRkMhnGjBmD9evXY/v27cjNzcWVK1cwYsQIqFQqjBgxwuwxRASdTofs7Gxs2rQJ69atw5QpU4SEpdPpkJiYiLZt22Lp0qVo2LAhJBIJmjRpgsWLF5v8Xn7//XcQEXx8fPDWW2/B3t4eNjY26NKlCxITE02ed8iQIXBycsJ7772HS5cuIS8vD7t27cLXX3+NsWPHWrxAlker1Vp8c2Vc9+effwrrRo8eDa1WiwkTJuDWrVvIycnBjz/+iG3btmHatGkm+3x4H2Xt02j+/PmQy+WwtbXFs88+a3HsuMqaMGECGjdubHHsX6PKntPCwkJ4eXlBIpGgfv36GDdunNm4/ZasXbsWjo6OeP311y1uNxgM0Ol0uHXrFj755BNcuHABU6ZMqdwBPyE4b9fdvJ2amoqgoCCzfRjXlRyncc6cOSgoKDAbW73kPt3d3eHl5WVxn6mpqQAql7dLs3//fkilUjRv3tzk+F1cXHDu3Dm0adMGUqkUHh4eGD16NHJzc00eP3HiRMTExGDt2rXIzs5Geno6Jk+eDLVajQkTJpjsE7DeOe3Xrx8aNGiAKVOmIC0tDfn5+Th48CDmz5+PPn36wN/fv9LntGHDhnjllVewbNkyxMfHIz8/H+fOncOECROEcTrLolarceLECbRs2dJs27fffotjx45h5cqVZe6jMipyf8FMce6uu7nbqLx7GWO+LS0nGbcbFRYWYtiwYYiIiMDTTz9t8TkLCwvx999/l7rPwsJCs/FoDx48CAcHB8hkMgQEBGDJkiVm83lU5v6wornb6KeffoJSqYRCoUBwcDC+//57i8dWWTqdDoWFhTh58iQiIiLQvHlzDBgwQNhe0dz9sFatWkEikcDT0xPvvPMOrl27ZrK9Mu9jSlKr1diyZQu6du2Kxo0bW4zR6/XQaDQ4d+4chg8fDg8PD7MP1YkIw4cPR+/evdG3b99Sn6+y10PGebu25W2j8nJMae/Vjevu37+Pv//+u8zn2L9/PwCY3HdVpq5QWRV5X280duxYSKVSODo6okePHjh06FCpsRXJMZVRkfvDytRKjH97er0ezz77LORyOZydnfHWW2/h1q1b5bYnISEBer3e4v0x8OC6UVBQgMOHD+Ojjz7Cs88+i86dO5e5T0v33H///TcKCwtLzbF//fWXxTkEHhYfHw93d3eTwv/Bgwfh7++PrVu3ws/PT6jBfPDBB8J5rLB/3ZeeVUhZX7Ey8vT0JH9/f+Fn49fvSmMwGKi4uJgSEhIIAP3xxx9ERJSUlEQA6IMPPiizTR07diSlUin8bBz/6PPPPzeJi4qKIgB06NAhYV3Dhg1pyJAhws/G8ZFKHt+WLVsIAO3Zs4eIiA4ePEgAaNasWWW2rSq/YmU0ffp0AmAypuCLL75IEomk3OcbNWoUASBHR0caNmwY7d27l3788Udq2LAhubm50a1bt4RYvV5PHTt2pLfeektYV9rXxQ0GA3388cckFosJAAGgBg0a0MmTJy22wziECwASiURm5zU9PV1oZ/369Wn9+vW0b98+Gj16NAGgmTNnmu3L0dGRXnnlFYqJiaGtW7dSUFAQ2djYCK8vo7Nnz1KLFi2E58c/Q+aU9fWksoajiYiIILFYTFevXjVZHx4eTgBo5MiRJusPHz4sjMMGgCQSCS1cuNAkZvv27QQL44CuXbuWAFDz5s2Fdbdu3aIRI0bQ//73P/r9999p48aN1KlTJwJAa9asKfWYyvva2q5du0gmk9Hp06eJqOyvp1X0nC5dupSWLl1KsbGxFBsbS7NmzSJbW1tq0aKF2ThzJfcPgEaNGlVqTI8ePYTndnR0pJ9//rnU2LqO8/aTm7dlMpnFvxPjkCQPjyF+8uRJkslkFBMTQ0SlD23VvXt38vPzs9g2uVwu5LjK5G1LfvvtNxKLxWbjM/r5+ZGNjQ05ODjQ3LlzKT4+nhYuXEhKpZI6d+5slme++uorUigUQj6wNB6rtc8p0YPcHRISYpI3X3/9dZOvkFb2nGq1WhoxYoTJPoOCgixeu0oaPHgwSaVSs6HVbty4QSqVir7++mthXXmvd6Ky/64qc3/xJOHc/eTmbqPy7mU2btxIACyOJz1y5EiSy+Um66ZMmUJNmjSh+/fvE5HlIVJu3rxJAGjevHlm+zQOffHw8CNjxoyh7777jhISEmj79u00ePBgAmA2LCVR5e65K5K7iYgGDRpEGzduFMbe7tmzJ6Gc4VgqMhyNMd8al44dO5qNAU1UsdxNRPTDDz9QVFQU7dmzh/bv30/z588nFxcX8vT0NBlqorLvYx62evVqAkD//e9/S415+Jw2b96czpw5YxazYsUKcnZ2FoZMKS0XVeZ6+KTgvF238jZRxXKMXq8nFxcXs+FEsrOzycHBwSxvlvTHH3+QUqmk/v37m6zv168fOTk5mb0vfu655wiA2dCQRo/rff2JEydo4sSJtG3bNjp48CB999135O/vTxKJRLi3LakiOeZhj+P+sDK1EuN11cnJiaZNm0b79++nr776ilxdXalp06ZUUFBQaltzc3OFoYAs1SqMw+IYl5dffplyc3PLPH4iy/fcxmHlLOVz4zA7lu4bjIzDpZX8O1coFOTg4EDOzs60cuVK2r9/P82aNYskEonJsEkVwUX4alKRC4uHh0e5F5a///6b3nrrLfL09CSRSGTyYo2Ojiaiil9YOnToQLa2tsLPxgtLyUkojW9+Hx6/qeSFpXPnzhQUFETFxcUmS15eHolEImHspRkzZpT7wieqngvLtGnTzC4sFWV8c96jRw+T9SdPnjS7cC5atIhcXFxMxrEq7U3yp59+Sra2tjRnzhyKj4+nX375hbp3705ubm4m4yMapaenU3JyMv322280ffp0ksvlNG7cOGG78Q2BpTca/fr1IxsbGyERGm8gAgICTCYkunXrFtna2tLgwYOFdZcvX6amTZtS586dacuWLZSQkEALFy4kR0dHevfdd0s9b2UV4c+cOUMKhYKeffZZSk1Npbt379LKlStJLpcT8GCSKaPjx4+Th4cH9enTh3bu3En79++nDz/8kORyOc2ZM0eI02g01LRpU/Lx8aHY2FjKzs6mX3/9lTw9PUkikVCLFi1KbSvRg0JM27ZtydXV1WTM0IeVdbHOycmhevXqmdxslHaxftRzamS8iXt4vOKSpk6dWm4eunDhAh07dox++eUXev3110kmkz2RbwaIOG8/yXlbJpOZ5Bwj4xtk441dcXExtW3b1qRoUlYRvrScI5fLhTfklcnbJaWkpJBKpaJnnnnGrJDRrFkziwWi5cuXEwCTIs13331HCoWCpkyZIkz+/eabb5Ktra3Jmwdrn9N79+5R+/btqWXLlsIbvVWrVpG3tzeFhYUJebuy53TYsGHk4uJCy5Yto4SEBNq0aRO1a9eOGjdubDLWc0nGcaItTdDUu3dvev75502KZv+2CF+Z+4snCefuJzd3G5V3L2MswiclJZk9duTIkaRQKISfjx49ShKJxCRHllWEnz9/vtk+jUX48iaRHDduHAGmY6JX5v6worm7NL179yapVGoycd3DKlKELy4upuTkZDp06BCtWbOGmjVrRs2bNzd5HVY0d5fm6NGjJBaLTebLqsz7mJLatWtHrq6uZc45kJKSQomJibRhwwYKDg4mT09PSk1NFbZfuXKF7O3t6dtvvxXWlVWEr8j18EnCebtu5e3SWMoxxgml58yZQ7dv36aLFy9Sr169SCKRlJqniR6cd19fX2revLnJvEpERHv37iWRSET9+/env//+mzIyMujDDz8U9mkpTxM9vvf1lmRnZ1P9+vUpKCjI4vbyckxJj+P+sDK1EuMk3yU/QDQW8kvrtFhYWEjdunUjW1vbUn+X+fn5lJycTAkJCfT555+Tt7c3dezYsczCfmn33MYivPHv/WHGIvzDE3U/bM+ePSSXy+m1114z+5BbJpNZzM8REREEgC5evFhqW0vigX5riIKCAmRlZaFVq1alxuTn5+O5556DjY0NPvvsMzRv3hy2tra4fv06BgwYgMLCQgAQxqa6fPlymc959epV+Pr6mqyTSqVwdXU1WWf86nxWVlap+7p9+zb++usvi2PTAsDdu3cBAHfu3IFEIjH7Or41XL16FQDg4+NT6ccaz1GPHj1M1rdp0wbe3t44ceIEAODatWv4+OOPhSFOcnJyADz4uo3BYEBOTg4UCgWUSiXOnj2Ljz/+GAsXLsTUqVOFffbs2RMBAQGYPHky4uPjTZ7Py8tLOJdhYWFwdnbGBx98gHfffRdt27aFs7MzRCIRHBwc0KlTJ5PH9uzZE9u3b8eZM2fQoUMH4Zi6detmMtalt7c3WrduLRwTAHzwwQfIzc3FqVOnhK/BPv/883Bzc8O7776Ld955B6GhoZU6p/7+/ti2bRtGjRqFwMBAAICvry+WLFmC8ePHm4zpNnbsWHh6emLbtm1CW1944QWIxWJERkZi8ODBaNKkCeRyOX799VeEh4cjLCwMwIPx5ObOnYtPP/3UZJ+WyGQyvPHGG/jggw9w8eJFi1+PLcusWbMgk8kwbtw44Xefn58P4MHXEnNycqBSqSASif71Oe3fvz/s7OyQlJRkcXtxcTF++OEHtG7dutTxlQGgWbNmwv/37dsXPXv2xNixY/HGG2/863FB6xrO29WvOvK2MdbSuTMO+eTi4gIAWL58OS5duoT//e9/wt+4cWiXoqIi5OTkwMHBARKJBK6urjh16pTZPgsKCqDVaoV9ViZvP+zkyZPo3r07mjVrhj179ph9tdTV1RUXL140O/6ePXsiIiICJ06cQLdu3ZCdnY2xY8di+PDhJmOl9uzZE126dMHo0aOF16m1z+mCBQtw6tQpXL16Fd7e3gCA5557Di1atMCLL76IjRs3YsiQIZU6p8ahHDZv3ozXXntNiAsLC0OjRo0QGRlpcciG2bNn47PPPkNUVJTZV5S3bNmCmJgYHDp0CGq12mSbVqtFTk4O7OzsSv1btKQy9xfMFOfu6ldduduovHsZ4z5Ly0nGfAQA7777LgYMGIB27doJf2fGr7Ln5uZCoVDAwcFByDMVyXOlefvtt7Fy5UokJSWhbdu2ACp+z12Z3F3W8+/atQvHjx9Hz549y4wtjVQqFe4zO3fujJdeegmNGzfG/Pnz8fnnnwNAhXN3aTp06IDmzZub3PNW5n3Mw/78808cP34cEydOLHPOAeMwRJ06dULfvn3RtGlTzJw5E7/88guAB+9NAgMD8eqrrwqvE+M44fn5+VCr1cIY+BW9HrL/x3m7+v2bvF0aSznm448/Rn5+Pj777DN8/PHHAIBevXrhP//5D7799luL79evXr2KF154AVKpFPv27TP7m+natSu+//57TJkyBU899RQAICAgAJ9++ilmzpxZbg3Aksq8r7fEyckJvXv3xldffYXCwkKz+7PyckxFVeb+sDK1ktKuxT169IBIJLKYYzUaDfr3749Dhw5h165d6Nixo8U229nZCdeN559/Hh07dkSnTp3w9ddfY9KkSWbxZd1zl3d9F4lEwvwjD/vtt98wYMAAdO/eHRs3bjT7Pbq6uiIjI8Pi+6jly5fjxIkTaNq0qcXjK4mL8DXE7t27odfr0aVLl1Jj9u/fj1u3buHAgQMmxTjjH5aRt7c3WrZsidjYWNy/f9/iWGeJiYm4ffu22bjQOp0OWVlZJheXjIwMADC74DzMzc0NSqUS3333XanbgQeTLOj1emRkZAg3XdZQWFiIvXv34qmnnkL9+vUr/XhLY0wZEZFQrLx06RIKCwsxceJETJw40SzW2dkZEydOxPLly/HHH3+AiNC+fXuTGJlMhtatWyMhIaHcdhmLMhcuXEDbtm2hVCrRrFkz4XdYsp3A/0/wUdFjAoBTp04hICDAbJxyY9tTU1MrXYQHHiSxq1ev4q+//oJOp0Pz5s3xv//9D8CDhPzw87/11ltmE2O1b98eBoMBZ8+eRZMmTQAATZs2RWJiIm7evIl79+7hqaeeglqtxsSJE032WdaxA482MVVqaiquXLli8UbK+OYiOzsbTk5Oj+Wclvw9PWzXrl3IzMzERx99VKljMBal7ty5A09Pz0o9tq7jvF29qitvAw/Gnj19+rRZnHGd8YPC1NRUqNVqk4KP0UcffYSPPvoIJ0+eRJs2bdCqVStER0cjIyPDJCeU3Gdl8rbRyZMn0a1bNzRs2BCxsbFmk90Zj9/Sh3Ql93n+/HkUFhaaXYsAoF27dkhISEB+fj7s7e2tfk5PnTqFevXqmb0uH86bQOXOqfGDkpLH7+TkhKZNm5qNFQ08eDMQGRmJyMhIzJw502x7amoqdDqd2QcAALBmzRqsWbMG27ZtQ79+/cy2l6Yy9xfMFOfu6lWdubs0Je9ljPnm9OnTZhPSnT59WtgOPBifOy0tDZs3bzbb71NPPYXWrVvj1KlTUCqVaNq0aal5TqlUCvemZR0PgEe6565M7q7M8/9b9evXh4+PDy5cuCCsq2juLkvJ3/2jvk7Wrl0LABg+fHi5z2nk4OCAFi1amBxTamoqrl69anFS2BdeeAEqlUrIHxW9HrL/x3m7ev3bvF0aSzlGKpVi6dKlmDNnDi5fvgw3Nzd4e3ujR48eaNy4sdnzX716FV26dAER4cCBA6W2b8iQIRg8eDAuXrwImUyGpk2bYt68eRCJRHjuuecq3fbKvK8vjfH4yxtX31KOqajK3h9WtFYSFBSE6OjoUp+3ZI7VaDTo168f4uPj8csvv6Br164VPoZ27dpBLBZbPP7y7rmfeuopKJXKUnNs06ZNzSb//u2339CvXz+EhoZi69atJhOeGwUFBVXqvVlZuFtjDXDt2jVMnToVKpUKo0aNKjXO+Mda8lP6h2cJN5o1axays7NNelQbFRQUYMKECbC1tbX4ydLGjRtNfv7pp58AoMyLXu/evfH333/D1dUV7dq1M1uMM3YbP/FcvXp1qfsyHqPx0+rHTa/XY9y4ccjKysL06dMfaR89e/aEra0tfv31V5P1J06cQEZGhvBGu02bNoiPjzdbWrdujUaNGiE+Pl749M74KXPJIolGo8GJEycqdAE09pR/+FO4V199Fbm5uThy5IhJ7J49e2Bvby9MZNGxY0fUr18fsbGxJpNC3bp1C3/88YdJ8cDHx0eYSOlhxomP/s3FWiQSoVmzZvD394der8fnn3+ONm3amFwEfHx8cPz4cbPJq8p6/nr16qFVq1awtbXFokWLYGdnh2HDhpXZluLiYmzatAlubm4V/mTzYcuXLzf73S9btgwAEBkZifj4eOHN0L89p1u2bMH9+/ctFnmAB28ybGxsMHjw4Aq3n4iQkJAAJyenMm8sn0Sct83VlbwNPPhmyblz53D06FFhnU6nw4YNG9CxY0chX3/wwQdmf+P//e9/ATyYQDo+Pl7IHa+88gpEIhHWr19v8vzr1q2DUqnESy+9JKyraN4GHhQzunXrhvr16yMuLs5iAcC4TwBmx79nzx4AEI6/tGsRESEpKQnOzs5CMcja59THxwc3btzAzZs3TZ7fUt6s6Dkt7fizsrJw4cIFs1z86aefIjIyEh9++CE++eQTWDJ06FCL9wIAhDcozz77rMXHlqYy9xfs/3HuNleXcrcllu5l6tWrhw4dOmDDhg0m95JJSUk4f/68ySSilv7OjAWX7du349tvvxVi+/fvj/379+P69evCury8PPz888/o27cvpNKy+7/98MMPAPBI99yVyd2l+fHHHyGTyRAcHFxmXGX89ddfuHHjhsl9dGVytyVJSUm4ePGiyXmqzPsYI41Ggw0bNqBDhw6VKnzfvXtXKOYYRUdHm71OjK/5r776Crt27RJiK3o9ZA9w3jZX0/N2acrKMfb29mjVqpXwDad9+/aZFZGvXbuGLl26QK/XY//+/WjYsGGZzyeVSuHv74+mTZtCrVbjm2++wSuvvFLu4yypzPt6S7Kzs7Fr1y60adPGrAhckqUcU1GPen9YXq2kf//+EIlEZtfiX3/9FURkkmONPeD379+PrVu3mvUeL09CQgIMBoPZ8VfknlsqlaJPnz74+eefkZeXJ6y/du0a4uPjTa7vABAbG4t+/frh2Wefxfbt20v9RlRZ76PEYrHFD8BLVeGBa9i/Yhzn7Pvvv6fExET6/fffaevWrRQREUEqlYpcXFxo//79Jo8pOc7Z3bt3ydnZmVq3bk0///wz7dy5k958801hnNeS4/MZx3/u2bMnbd68mQ4ePEhr1qyhgIAAUigUtHXrVpP4IUOGkFwupwYNGlBUVBTFxsZSZGQkSaVS6tmzp0lsyXHO8vPzqW3btlS/fn1asmQJxcXF0W+//UZr1qyh119/3WT8p/DwcBKJRDRy5EjasWMH/fbbbzR//nz64osvTNqiUCgoOjqajh07Rn/++WeZ57e0cc5ee+01SkxMpCNHjtBvv/1GS5YsodatWxMAs0nriCo32cjixYsJAA0ZMoRiYmJo3bp15OvrSw0aNDAbl6wkS2Ny6fV6at++PdnY2NDHH39Me/fupa1bt1KXLl0IMJ0w4+OPP6ZRo0bRxo0b6cCBA7R9+3YaPXo0SSQSev311032m5WVRQ0aNCAfHx9au3Yt/fbbb8L4mosXLzaJ3bx5M4lEIurVqxft2rWLNm3aRIGBgaRSqeivv/4S4n755RcSiUTUqVMn2rRpE+3bt4+ioqLI3t6eAgICSKPRCLGZmZm0efNm2rx5M73zzjsEgFatWkWbN2+mAwcOmDz/uHHjaMuWLRQfH09r166l1q1bk6urq9l4aF988YXw2t6+fTvFxsbS9OnTSSqVUrdu3UxiFyxYQOvXr6f4+HiKjo6mAQMGkFgspo0bN5rETZo0icaNG0f//e9/KT4+nn744Qdq3769xb+tgoIC4ZimTJlCACgyMpI2b94sTKxTmtLGjqvoOb1y5Qo988wz9MUXX9CePXvo119/pQ8++IBsbGyoZcuWlJ+fb/acN2/eLHfSkL59+9JHH31EW7dupQMHDtBPP/1EYWFhBIC+/PLLMo+pruK8/eTm7aKiImrZsiX5+vrSxo0bKS4ujvr3709SqdQsb5VU1iSiw4cPJ4VCQYsWLaIDBw7QzJkzSSQSUVRUlElcRfP2uXPnyNXVlVxcXGjnzp2UmJhospQc17dPnz6kUCjo008/pbi4OJo3bx7Z2NhQ7969TeKMeXLixIn022+/0Y4dO+jVV181G/PU2uf0+PHjJJfLyd/fn9avX0/79++nL774gjw8PMjT09NkvOaKntO8vDxq2LAhOTs70+LFi2n//v20ceNGatOmDUkkEpNxQo3H/tJLL5md+/LGfiYqfTzW5ORk4Rrj6+tLAQEBws9ljUlPxGPCE3HufpJzd2XuZeLj40kqlVL//v0pLi6ONm7cSL6+vhQYGFjm2OBElseEJ3pwz+vt7U2tWrWibdu20Z49e+j5558nBwcHOnv2rBC3ceNGevXVV+m7776jffv20datW+nNN98kADR06FCTfVbmnruiuXvhwoU0dOhQ+vHHHyk+Pp42bdoknKfIyEiz4zXmnwULFgh5y7jO6I8//qAXX3yRVq1aRTExMRQbG0tLliyh+vXrk7u7u0nuqkzuDgoKooULF9LOnTspLi6OoqKiyMnJiXx8fMzGza7o+xij6OhoAkDffPONxd9zTk4OtW/fnpYtW0a7du2iffv20erVq6lFixZka2tb5vjlRKWPc/5vrod1FeftupW3K5Nj4uPjaeHChRQTE0O//vorzZ49m2xtbalXr14m8zvcvn2bmjRpQgqFgjZs2GB2z3X9+nWT2GnTptEvv/xC+/fvp1WrVlGjRo2oSZMmZhNFV8X7+rfeeoumT59Omzdvpvj4ePrmm2/Iz8+PpFKpyfwilc0xVXF/WNFaCdGDWo1YLKbJkydTXFwcffnll+Ts7Ext27Y1uRb17t2b8M+cLSV/T2lpaULczp07qW/fvvTtt99SXFwc7dmzh+bMmUMuLi7UtGlTysnJEWIrc8999uxZsre3p+eff5727NlDP//8MwUGBpKPj4/Je6Pff/+dlEolNWrUiPbv32+2T7VaLcRqtVp6+umnSaVS0eeff05xcXE0ffp0kkgkJnMyVgQX4auJ8cJiXORyOXl4eFBoaCjNnTvX4gQ4liYbOXLkCIWEhJCtrS25u7vT8OHD6cSJExYvLEQPJhd4+eWXydXVlWQyGdWrV4/Cw8NNXvxGQ4YMITs7O/rzzz+pS5cupFQqycXFhd577z2zwl7Dhg3NbhLz8/Ppww8/JD8/P5LL5aRSqahVq1Y0adIkYZZ4ogfF5mXLllFgYKAQFxISQjt37hRirly5QmFhYcKs2A0bNizz/JZ2YTEuYrGYHB0dqVWrVjRy5MhS3xyHhoaanfOyrFmzRjgOV1dXGjx4sMkFoDSlJcGcnByaNWsW+fv7k62tLXl4eFCXLl3MLgA7duygbt26kaenJ0mlUrK3t6cOHTrQF198YXEyo2vXrtGbb75Jzs7OJJfLKSgoiL777juLbdu+fbvwYYBKpaK+fftafL3s37+fwsLCyMvLi5RKJTVv3pymTJliNlmN8eJkaSk5mcgrr7xC3t7eJJPJyMvLi4YOHVrqBWXr1q307LPPkpubG9nZ2VHLli3p008/NXutzp49m5566ilSKBTk5OREL730Eh08eNBsf2vXrqUOHTqQi4sLSaVScnZ2ph49etBvv/1mFmssCFlaynutljWBS0XO6b1796h///7UqFEjUiqVJJfLqVmzZjRt2jSTC9XDjJNVlbx5fdiCBQuoffv25OzsTBKJhFxdXalHjx60a9euMo+nLuO8/WTn7YyMDHrnnXfIxcWFbGxsqFOnTiY3zqUpqwiv1Wrpk08+oQYNGpBcLqfmzZubvKl6WEXydsnXaMml5Ovr/v37NH36dPL19SWpVEoNGjSgGTNmmBWcCgsLadGiRRQUFEQODg7k4uJCnTp1og0bNphNVERk3XN64sQJ6t+/P9WvX58UCgU1adKEhg8fTteuXXukc0r0YNLzcePGUdOmTcnGxoZ8fHyoV69eZq9B42uvtKU8pRXhjZO/VeR3WhIX4Tl3P8m5u7L3MrGxsdSpUyeysbEhFxcXeuedd0wmsitNaUV4IqK//vqL+vXrR46OjmRra0tdu3allJQUk5jExETq2rUreXl5kUwmI1tbW2rfvj2tWrWK9Hq92T4res9d0dy9Y8cOevbZZ8nd3Z2kUik5ODjQc889V+qEoBXJcxkZGfT222/TU089Rba2tiSXy6lJkyY0evRoi/m4orn7zTffpKZNm5KdnR3JZDJq2LAhjR49utSJKyv6PobowUSDdnZ2lJuba3F7UVERDR8+nPz9/cne3p6kUinVr1+f3n777VL3+bCyJht91OthXcV5u27l7crkmMOHD1PHjh3J0dGRFAoFBQYG0uLFi0mr1ZrElVVTAECffPKJEJuVlUVhYWHk7u5OMpmMGjRoQOPHj7eYs6viff28efOoTZs2pFKpSCKRkLu7O/Xv35+OHTtmElfZHFMV94cVrZUQEel0Opo/fz41bdqUZDIZeXt703vvvUfZ2dkmcWX9nh6u/5w9e5Zee+01atiwIdnY2JCNjQ21aNGC3n//fbNOrZW95z5+/Dh17dqVbG1tydHRkfr162f2Yawxh5S2lJygNysri0aNGkWenp4kk8moefPmtGjRIovX7bKI/jlJjFWKi4sL3n33XZOJfxhjjNVcnLcZY6z24dzNGGO1C+dtxlhpeGJWVil//vkn9uzZg+zsbISEhFi7OYwxxsrBeZsxxmofzt2MMVa7cN5mjJWHe8KzSnnhhRdw7tw5vP3221i4cGG5MzszxhizLs7bjDFW+3DuZoyx2oXzNmOsPFyEZ4wxxhhjjDHGGGOMMcaqiNjaDWCMMcYYY4wxxhhjjDHG6iouwjPGGGOMMcYYY4wxxhhjVYSL8IwxxhhjjDHGGGOMMcZYFeEiPGOMMcYYY4wxxhhjjDFWRaTWbgArncFgwK1bt+Dg4MAzazPG/jUiQl5eHnx8fCAW82ewVYVzN2PsceG8XT04bzPGHifO3VWP8zZj7HGqrrzNRfga7NatW/D19bV2Mxhjdcz169dRv359azejzuLczRh73DhvVy3O24yxqsC5u+pw3maMVYWqzttchK/BHBwcADx4ETg6Olq5NYyx2i43Nxe+vr5CbmFVg3M3Y+xx4bxdPThvM8YeJ87dVY/zNmPscaquvM1F+BrM+LUqR0dHvrAwxh4b/spm1eLczRh73DhvVy3O24yxqsC5u+pw3maMVYWqzts8QBljjDHGGGOMMcYYY4wxVkW4CM8YY4wxxhhjjDHGGGOMVREuwjPGGGOMMcYYY4wxxhhjVYTHhGeMWaS9dw/F+fmlbpfZ20Pu4lKNLWKMsdqF8yhjjDHGGGOsNOc1adiU+wPecHwHfoqW1m4Oq2JchGeMmTEUFyM1MhL3r10rNca2QQO0WbIEYpmsGlvGGGO1A+dRxhhjrHbKPnkSBf9cv3fnbcWxoiPoYPMMejm8CgCwa9AAzm3bWrOJjLE6gIiwI38zEgsPQilWYqo8gCd0ruO4CM8YMyOSSqHw8ID6zBkofXyAhy8ERCi8dQsKDw+IpJxCGGPMEs6jjDHGWO2jVauR9M47IK0WAFAPhP4QA0jCnzgKABDJ5eh66BDkKpUVW8oYq+3OadNwoigZjmIVThQl45w2Df6KQGs3i1UhHhOeMWZGJBKhfv/+kNnbg/R6SJVKYSG9HjJ7e9Tv358/pWWMsVJwHmWMMVabGIhwIzsX529n4UZ2LgxE1m7SY1FwC7jw44N/K0KkUAAGAwCAAIgeWoQzYjA8iGOMsUdERNiVvwVFhkJ4SnxQZCjErvwtoDqSe5llXIRnjFnkGBAA53btoLl7F9l//IGcP/+EQaeDNisLzu3awTEgwNpNZIyxGo3zKGOMsdrgr8x7WJVwHPNijmDx3iTMizmCVQnH8VfmPWs37V+7fRi4uffBvxUhFoshtrH556eSxbAHP4ttbCAW15xSyurVqxEUFARHR0c4OjoiJCQEv/76q7CdiBAZGQkfHx8olUp06dIFaWlpJvvQaDQYP3483NzcYGdnh759++LGjRsmMdnZ2QgPD4dKpYJKpUJ4eDhycnJMYq5du4Y+ffrAzs4Obm5umDBhArT/fKvA6PTp0wgNDYVSqUS9evUwZ84cLjyyJ845bRpSCo8iW38PZ7R/wkniLPSGZ3VXzblyMMZqFGMvTomNDUivBwDo8vMhsbHh3puMMVYBnEcZqz6rVq1C48aNYWNjg+DgYPz+++/WbhJjtcJfmfeweO9RnLh+G4U6HfQGQqFOhxPXb2Px3qO1shCvVQP304H7GcD1OECX/+Df+xkP1mvVpT/WUFwMfVGRWfndiADoi4pgKC6uiqY/kvr162P+/Pk4fvw4jh8/jhdffBGvvPKKUGhfuHAhli5dipUrVyI5ORleXl7o3r078vLyhH1ERERg27ZtiI6OxqFDh5Cfn4/evXtD/8/9CwAMGjQIp06dQkxMDGJiYnDq1CmEh4cL2/V6PXr16oWCggIcOnQI0dHR2Lp1K6ZMmSLE5Obmonv37vDx8UFycjJWrFiBxYsXY+nSpdVwphirGYy94DWkQZDiabRUtIaDSMW94Z8APBApY8wi7b17kNjbw7FFC+jy82FTrx6Kbt6ES7t2kNjbQ3vvHuQuLtZuJmOM1WiOAQFwad8edw8dgm3Dhrh/9Srcnn2We8Ez9hht2rQJERERWLVqFTp37oyvv/4aPXv2xJkzZ9CgQQNrN4+xGstAhOX7j0H7UKH1YVq9Hsv3J+OLN8IgrkUfHP+5FCjOBQx6QJv1YJ02Czg1DxCJAZkj0G625ccSEaDTwbwXvBAB6HQ1qkjWp08fk5+joqKwevVqJCUlISAgAMuXL8esWbMwYMAAAMD69evh6emJn376CaNGjYJarcbatWvx448/olu3bgCADRs2wNfXF3v37kWPHj1w9uxZxMTEICkpCR07dgQArFmzBiEhITh//jz8/PwQGxuLM2fO4Pr16/Dx8QEALFmyBEOHDkVUVBQcHR2xceNGFBUVYd26dVAoFAgMDMSFCxewdOlSTJ48mTsosCeCcSx4F4mr8JoXiURwkbjy2PB1HPeEZ4yZMRQXIzUyEqcmTkTOqVPQ3LkD9T//5pw6hVMTJyI1MrJG9QBhjLGa6OHe8EXp6dwLnrEqsHTpUgwbNgzDhw+Hv78/li9fDl9fX6xevdraTWOsRvvrzj3cL9aVGXO/uBh/3aldveE12UBBOnC/xDjwBbcerNdkl/14Qzn7L2+7Nen1ekRHR6OgoAAhISG4fPkyMjIyEBYWJsQoFAqEhobiyJEjAICUlBQUFxebxPj4+CAwMFCISUxMhEqlEgrwANCpUyeoVCqTmMDAQKEADwA9evSARqNBSkqKEBMaGgrFQ2Pq9+jRA7du3cKVK1ce/wlhrIYx9oLPN+RBAikKDfeFRQIp8g153Bu+DuMiPGPMjEgqhcLDA8X5+ZB7eEDm5AQigszJCfJ/1is8PCCS8pdpGGOsPMax4YvVah4LnrHHTKvVIiUlxaR4BABhYWFCYagkjUaD3Nxck4WxJ9H/ks881ria4v5NgIph3pnd8GD9/ZtlPFguh9qp7OKX2okAufzfNvOxOn36NOzt7aFQKDB69Ghs27YNAQEByMjIAAB4enqaxHt6egrbMjIyIJfL4ezsXGaMh4eH2fN6eHiYxJR8HmdnZ8jl8jJjjD8bYyzhvM3qCh10yNTdhr3YAXmUa7bYix2QqbsNHcr+gJTVTlxBY4yZMfbczD5+HDAYYOvrC5FYDGW9eoDBAJm9PffkZIyxChKJRPB99VXoCwvh++qrnDsZe4zu3r0LvV5fZoGppHnz5mH27FLGomDsCXL3fuFjjaspRLJ/ivBlbC9Nri4L+e4Ep5zSr9X57oRcXRbc5N7/opWPl5+fH06dOoWcnBxs3boVQ4YMQUJCgrC95L0HEZV7P1IyxlL844gx9vgtqz2ct1ldIRPJMNMtCvmGvFJj7MUOkJWVqFitxT3hGWMWGXtuau7eRf6lSzBotZAoldBmZXFPTsYYqyRHf38ERUXB0d/f2k1hrE6qTIFpxowZUKvVwnL9+vXqaCJjNY59BXtzVzSuplC6P/p2W6kK1/0NsDxKPqAHcN3fAFup6lGbVyXkcjmaNm2Kdu3aYd68eWjdujU+//xzeHl5ATDvZZ6ZmSl8eOnl5QWtVovs7OwyY27fvm32vHfu3DGJKfk82dnZKC4uLjMmMzMTgHlv/Ydx3mZ1ibPEBb6yhqUuzhKee6+u4iI8Y8yih8cxpn8ma9Ll5/N4xowxxhirMdzc3CCRSMosMJWkUCjg6OhosjD2JHopsMljjaspmg4GZKXUsGQuD7aXpkhUgJPdDch1tzwkTa474WR3A4pEBY+hpVWHiKDRaNC4cWN4eXkhLi5O2KbVapGQkIBnnnkGABAcHAyZTGYSk56ejtTUVCEmJCQEarUax44dE2KOHj0KtVptEpOamor09HQhJjY2FgqFAsHBwULMwYMHodVqTWJ8fHzQqFGjUo+H8zZjrC7gIjxjrFSOAQFwad8eChcXqFq1QnFODveCZ4wxxliNIZfLERwcbFI8AoC4uDihMMQYs6xT4/qQlNOxRiISoVPj+tXUosfj5l5AVMrsqSLDg+2lcZA6wbPl07jaWQG9SATg/xe9SISrnRXwbPk0HKROj7/hj2jmzJn4/fffceXKFZw+fRqzZs3CgQMHMHjwYIhEIkRERGDu3LnYtm0bUlNTMXToUNja2mLQoEEAAJVKhWHDhmHKlCnYt28fTp48ibfffhutWrVCt27dAAD+/v546aWXMGLECCQlJSEpKQkjRoxA79694efnB+DBXBwBAQEIDw/HyZMnsW/fPkydOhUjRowQiuaDBg2CQqHA0KFDkZqaim3btmHu3LmYPHkyd/JijNV5PCY8Y6xUD48NX5Sezr3gGWOMMVbjTJ48GeHh4WjXrh1CQkLwzTff4Nq1axg9erS1m8ZYjSYVizG4fUv8eCzVbA5T4EHpeXD7lpCKa1ffvUb9gAs/AtqcBz+LJAD9M76Mwu3B9tLIRDIs8VqDO4NO4MrRSOjS7wjbbLzc8fqgSLh7PV2jxmu+ffs2wsPDkZ6eDpVKhaCgIMTExKB79+4AgGnTpqGwsBBjxoxBdnY2OnbsiNjYWDg4OAj7WLZsGaRSKQYOHIjCwkJ07doV69atg0QiEWI2btyICRMmCBNh9+3bFytXrhS2SyQS7N69G2PGjEHnzp2hVCoxaNAgLF68WIhRqVSIi4vD2LFj0a5dOzg7O2Py5MmYPHlyVZ8mxhizOhEZZ8FgNU5ubi5UKhXUajV/3YpZDRHhTFQUbsfFwbN7dwTMmsVF+FqKc0r14PPMGHtcOJ9U3KpVq7Bw4UKkp6cjMDAQy5Ytw/PPP1+hx/J5Zk+6A+evYGfqReTc14DwoPjuZKtAn8Bm6OLXyMqtezTqv4DjnwBiG8DGBSi6BxiKgHazAVXT8h9PREj77DNc++9/Ab0ekEjQ4K230PLDD8t9L8Q5perxOWaMPU7VlVO4JzxjrEwikQi+r74KfWEhfF99lQvwjDHGGKtxxowZgzFjxli7GYzVSl38GuHZZg3wx/XbyL5fBGdbG7T29ax1PeAfJrMHbL0AfSFAxYBMAUicHqyvCJFIBN8BA3AnPh5FmZmw8fCA74AB/F6IMcbYI+MiPGOsXI7+/giKirJ2MxhjjDHGGGNVQCoWI7iht7Wb8dhIbR8U4RUugNvTwN0TgObeg/UV5RgQAI8XX8TtuDh4vPgiz4vFGGPsX+EiPGOMMcYYY4wxxuoMuSPQahJwQZeGVXk/YKD/O2glbQlxJSog/I1gxhhjj1Pt/X6ZBZGRkRCJRCaLl5eXsJ2IEBkZCR8fHyiVSnTp0gVpaWkm+9BoNBg/fjzc3NxgZ2eHvn374saNGyYx2dnZCA8Ph0qlgkqlQnh4OHJyckxirl27hj59+sDOzg5ubm6YMGECtFptlR07Y4wxxhhjjDHGHhBJCJF3pmB7/iZE3pkCkaTy0+EZvxHs6O9fBS1kjDH2JKlTRXgAaNmyJdLT04Xl9OnTwraFCxdi6dKlWLlyJZKTk+Hl5YXu3bsjLy9PiImIiMC2bdsQHR2NQ4cOIT8/H71794ZerxdiBg0ahFOnTiEmJgYxMTE4deoUwsPDhe16vR69evVCQUEBDh06hOjoaGzduhVTpkypnpPAGGOMMcYYY4w9wVLv/4ELunMAgAu6c0i9/4eVW8QYY+xJVueGo5FKpSa9342ICMuXL8esWbMwYMAAAMD69evh6emJn376CaNGjYJarcbatWvx448/olu3bgCADRs2wNfXF3v37kWPHj1w9uxZxMTEICkpCR07dgQArFmzBiEhITh//jz8/PwQGxuLM2fO4Pr16/Dx8QEALFmyBEOHDkVUVBTP3s0YY4wxxhhjjFURIsLsrPdN1s3Oeh+bbWN5WBnGGGNWUed6wl+8eBE+Pj5o3Lgx3nzzTVy6dAkAcPnyZWRkZCAsLEyIVSgUCA0NxZEjRwAAKSkpKC4uNonx8fFBYGCgEJOYmAiVSiUU4AGgU6dOUKlUJjGBgYFCAR4AevToAY1Gg5SUlKo7eMYYY4wxxhhj7AmXev8PXNJfNFl3SX/RpDf8eU0a5tyZjvOatJIPZ4wxxh67OlWE79ixI3744Qf89ttvWLNmDTIyMvDMM88gKysLGRkZAABPT0+Tx3h6egrbMjIyIJfL4ezsXGaMh4eH2XN7eHiYxJR8HmdnZ8jlciHGEo1Gg9zcXJOFMcYYY4wxxhhjFWOpF7zR7Kz3QUQgIqxXf4Xf8ndgvforEFV+vHjGGGOsMurUcDQ9e/YU/r9Vq1YICQnBU089hfXr16NTp04AYPbVMyIq9+toJWMsxT9KTEnz5s3D7Nmzy2wLY4wxxhhjjDHGLLPUC97I2BteIpFgf0EstNBgf0EszjqmIsCmVTW3lDHG2JOkTvWEL8nOzg6tWrXCxYsXhXHiS/ZEz8zMFHqte3l5QavVIjs7u8yY27dvmz3XnTt3TGJKPk92djaKi4vNesg/bMaMGVCr1cJy/fr1Sh4xY4wxxhhjjDH2ZCqrF7xR5N2p+Cbrc2ihAQBoocG6e6u4NzxjjLEqVaeL8BqNBmfPnoW3tzcaN24MLy8vxMXFCdu1Wi0SEhLwzDPPAACCg4Mhk8lMYtLT05GamirEhISEQK1W49ixY0LM0aNHoVarTWJSU1ORnp4uxMTGxkKhUCA4OLjU9ioUCjg6OposjDHGGGOMMcYYK1+RrqjUXvBGlw1/4bA23mTdAc1enNWkVmXTGGOMPeHqVBF+6tSpSEhIwOXLl3H06FG89tpryM3NxZAhQyASiRAREYG5c+di27ZtSE1NxdChQ2Fra4tBgwYBAFQqFYYNG4YpU6Zg3759OHnyJN5++220atUK3bp1AwD4+/vjpZdewogRI5CUlISkpCSMGDECvXv3hp+fHwAgLCwMAQEBCA8Px8mTJ7Fv3z5MnToVI0aM4MI6Y4wxxhhjjDFWBe5TXoXi9NCb/KxDMfeGZ4wxVqXq1JjwN27cwFtvvYW7d+/C3d0dnTp1QlJSEho2bAgAmDZtGgoLCzFmzBhkZ2ejY8eOiI2NhYODg7CPZcuWQSqVYuDAgSgsLETXrl2xbt06SCQSIWbjxo2YMGECwsLCAAB9+/bFypUrhe0SiQS7d+/GmDFj0LlzZyiVSgwaNAiLFy+upjPBGGOMMcYYY4w9WRQi5SM/1tgbnseGZ4wxVhXqVE/46Oho3Lp1C1qtFjdv3sTWrVsREBAgbBeJRIiMjER6ejqKioqQkJCAwMBAk33Y2NhgxYoVyMrKwv3797Fz5074+vqaxLi4uGDDhg3Izc1Fbm4uNmzYACcnJ5OYBg0aYNeuXbh//z6ysrKwYsUKKBSKKjt2xhirC+bNmyd8c8mIiBAZGQkfHx8olUp06dIFaWlpJo/TaDQYP3483NzcYGdnh759++LGjRsmMdnZ2QgPD4dKpYJKpUJ4eDhycnJMYq5du4Y+ffrAzs4Obm5umDBhArRabVUdLmOMMcYYe4xIbIAM8kd6LPeGZ4wxVpXqVE94xhhjtVdycjK++eYbBAUFmaxfuHAhli5dinXr1qF58+b47LPP0L17d5w/f174JlNERAR27tyJ6OhouLq6YsqUKejduzdSUlKEbzINGjQIN27cQExMDABg5MiRCA8Px86dOwEAer0evXr1gru7Ow4dOoSsrCwMGTIERIQVK1ZU45lgjDHGGGOPwkGiwhqvaFzXXTXbpjPoMPfeLBSj9A4WhzUJKKZiyEWPVshnjDHGSsNFeMYYY1aXn5+PwYMHY82aNfjss8+E9USE5cuXY9asWRgwYAAAYP369fD09MRPP/2EUaNGQa1WY+3atfjxxx+F+Ts2bNgAX19f7N27Fz169MDZs2cRExODpKQkdOzYEQCwZs0ahISE4Pz58/Dz80NsbCzOnDmD69evw8fHBwCwZMkSDB06FFFRUTynB2OMMcZYLRCkfBpBeNpsfVFxIWbfe7/MxxbiPgx6fR0bM4AxxlhNwJcWxhhjVjd27Fj06tVLKKIbXb58GRkZGcIcHACgUCgQGhqKI0eOAABSUlJQXFxsEuPj44PAwEAhJjExESqVSijAA0CnTp2gUqlMYgIDA4UCPAD06NEDGo0GKSkpj/+gGWOMMcZYtSmo4KStFY1jjDHGKoN7wjPGGLOq6OhonDhxAsnJyWbbMjIyAACenp4m6z09PXH16lUhRi6Xw9nZ2SzG+PiMjAx4eHiY7d/Dw8MkpuTzODs7Qy6XCzGWaDQaaDQa4efc3NxSYxljjDHGmHVUdNLWfzO5K2OMMVYa7gnPGGPMaq5fv46JEydiw4YNsLGxKTVOJBKZ/ExEZutKKhljKf5RYkqaN2+eMNmrSqUym8ybMcYYY4xZX0UmbZVBDhIbqqlFjDH26M5r0jDnznSc16RZuymsgrgnPGOMMatJSUlBZmYmgoODhXV6vR4HDx7EypUrcf78eQAPeql7e3sLMZmZmUKvdS8vL2i1WmRnZ5v0hs/MzMQzzzwjxNy+fdvs+e/cuWOyn6NHj5psz87ORnFxsVkP+YfNmDEDkydPFn7Ozc3lQjxjjDHGWA1T1qStRr7ShnCQqKqxVYwxVnlEhB35m5FYeBBKsRJT5QHldlJj1sdFeMYYY1bTtWtXnD592mTdf/7zH7Ro0QLTp09HkyZN4OXlhbi4OLRt2xYAoNVqkZCQgAULFgAAgoODIZPJEBcXh4EDBwIA0tPTkZqaioULFwIAQkJCoFarcezYMXTo0AEAcPToUajVaqFQHxISgqioKKSnpwsF/9jYWCgUCpMPCUpSKBRQKBSP8awwxhhjjLGqUNqkrYwxVpuc06bhRFEyHMUqnChKxjltGvwVgdZuFisHF+EZY4xZjYODAwIDTW8W7Ozs4OrqKqyPiIjA3Llz0axZMzRr1gxz586Fra0tBg0aBABQqVQYNmwYpkyZAldXV7i4uGDq1Klo1aqVMNGrv78/XnrpJYwYMQJff/01AGDkyJHo3bs3/Pz8AABhYWEICAhAeHg4Fi1ahHv37mHq1KkYMWIEHB0dq+uUMMYYY4wxxhhjFhERduVvQZGhEL7SRriuu4Jd+VvQQt6Se8PXcFyEZ4wxVqNNmzYNhYWFGDNmDLKzs9GxY0fExsbCwcFBiFm2bBmkUikGDhyIwsJCdO3aFevWrYNEIhFiNm7ciAkTJiAsLAwA0LdvX6xcuVLYLpFIsHv3bowZMwadO3eGUqnEoEGDsHjx4uo7WMYYY4wxxhhjrBTGXvAuEleIRCK4SFy5N3wtISIisnYjmGW5ublQqVRQq9XcC5Mx9q9xTqkefJ4ZY48L55PqweeZMfY4cU6penyO2ZOKiLD43mwcuX8QzmJXpOtvwltSD9mGLDxj+zymunzCveEfQXXlFO4JzxhjjDHGGGOMsTpBe+8eivPzS90us7eH3MWlGlvEGGOPh7EXvLPYBZn6dGTrsyCBGB4SL+4NXwtwEZ4xxhhjjDHGGGO1nqG4GCcmTsT9GzdKjbGtXx8dvvsOYpmsGlvGGGP/jnEs+HxDHsQiMbIN9yARSZBtuAeV2Bn5lMdjw9dwNaIIf/36dVy5cgX379+Hu7s7WrZsCYVCYe1mMcYYY4wxxhhjrJYoLijAveRkoIxRd4vS01FcUACFk1P1NYwxxiw4r0nDptwf8IbjO/BTtCwzVgcdMnW3YSeyR7ruBoqoECKIIIEU6fqb8JB4IVN3GzroIAN/yFgTWa0If/XqVXz11Vf473//i+vXr+Phoenlcjmee+45jBw5Eq+++irEYrG1mskYY4wxxhhjjLHaQCIpswAP4MF2iaR62sMYY6UgIuzI34zEwoNQipWYKg8oswe7TCTDTLco/FGUgpXZC+Ejqg87sT0KDPkooiKMdp6E1jbBkIm4AF9TWaW6PXHiRLRq1QoXL17EnDlzkJaWBrVaDa1Wi4yMDOzZswfPPvssPvroIwQFBSE5OdkazWSMMcYYY4wxxlgtUdEhGO4dP467SUlmS/6lS1XcQsYYe8A4vrujWCWM514eJ7EzkosOQ096uIjdYSOyhYvYHXrSI7noMJzEztXQcvaorNITXi6X4++//4a7u7vZNg8PD7z44ot48cUX8cknn2DPnj24evUq2rdvb4WWMsYYY4wxxhhjdV9lhkWoqaS2tpB7eUGbkVFm3MkxYyyul9jZoevBg5Da2lZF8xhjDMD/j+9eZCiEr7QRruuuVGg8d2Ph3kXiKsSJRCK4SFx5YtZawCo94RctWmSxAG/Jyy+/jNdee62KW8QYY4wxxhhjjD2ZiAgr7i3AzvwtWHFvgclwsbWJWCyG36RJ5QcaDBYXfV4e7mdlVX1DGWNPtJLF9IeL6KV5eGJWCaQoNNwXFgmkyDc8mJi1tubvJ4HVB1uPjIzE1atXrd0MxhhjjDHGGGPsiXSm6DSOFR2BHnocKzqCM0Wnrd2kR1avb1/Ivbwe+fFSB4fH2BrGGDP1cC94IuCC9iyIgCJDYZlFdOPErPZiB+RRrtliL3YQJmZlNZPVJmY12rlzJz777DOEhoZi2LBhGDBgAGxsbKzdLMYYY4wxxhhjrM4jIqzMXigUbnTQYWX2Qqyy+bHCY6zXJMbe8KenT3+kx0ulVi+TMMbqMGMveGexCzL16cjWZ0ECMTwkXmUOKWOcmDXfkFfqvu3FDjwxaw1m9Z7wKSkpOHHiBIKCgjBp0iR4e3vjvffe48lYGWOMMcYYY4yxKnam6DSOa5JM1qVokupcb3iJm5uVWsMYYw88PKSMhjTINtyDRCRBtuEeNKQpd0gZZ4kLfGUN4StriPuGfHyfswr3DfnCOmeJSzUfEasMqxfhASAoKAjLli3DzZs38d133+HmzZvo3LkzWrVqhc8//xxqtdraTWSMMcYYY4wxxuoUYy94fYnhC4y94Wvr2MKWxoZvMWUKFOUMU6Pw8uJJWRljVcY4pIydyB7p+pvQkQ4iEkFHOqTrb8JOZF+hIWWICOtyvkZMwQ6sy/m61ubqJ02NKMIbGQwGaLVaaDQaEBFcXFywevVq+Pr6YtOmTdZuHmOMMcYYY4wxVmecKTqNlBK94I3qQm94G29vAICNtzd8+/VD88mTy3xM88mTIRbXqDIJY6wOMQ4pM9p5Elwkrmgm90NLmyA0k/vBReKK0c6TMNMtqtwhZc5qUnGs6BCKqRjHig7hrCa1mo6A/Rs14uqSkpKCcePGwdvbG5MmTULbtm1x9uxZJCQk4Ny5c/jkk08wYcIEazeTMcYYY4wxxhirE0qOBV9SXegN3+L992HbqBFavP8+xGIx6vXpU2pveIWXF+r16VPNrWSMPWmcxM5ILjoMPenhInaHjcgWLmJ36EmP5KLDcBI7l/l4IsIP6m+Qb8iHAnLkG/Lxg/qbWpurnyRWL8IHBQWhU6dOuHz5MtauXYvr169j/vz5aNq0qRDzzjvv4M6dO1ZsJWOMMcYYY4wxVndoDVqc0hwvM+aU5ji0Bm01tejx8+nVC11++w0+vXoBeFCYL603PPeCZ4xVB+PErC4SV2Hya5FIBBeJqzAxa1nOalKRXHQYYoihECshhhjJRYe5N3wtYPUrzOuvv44rV65g9+7d6NevHyQSiVmMu7s7DAaDFVrHGGOMMcYYY4zVPToqhg7FZcegGDoqO6a2sdQbnnvBM8aqw8MTs0ogRaHhvrBIIC13YtaHe8HLRXKIIIJcxL3hawurF+E/+ugj1KtXr0r2PW/ePIhEIkRERAjriAiRkZHw8fGBUqlEly5dkJZm+imTRqPB+PHj4ebmBjs7O/Tt2xc3btwwicnOzkZ4eDhUKhVUKhXCw8ORk5NjEnPt2jX06dMHdnZ2cHNzw4QJE6DV1t5eBIwxxhhjjDHG6gaxWAxHkRNkZfznKHKqc73DLfWGr8294OfNm4f27dvDwcEBHh4e6NevH86fP28SU9PqIKdPn0ZoaCiUSiXq1auHOXPmcPGQPRGME7Paix2QR7lmi73YocyJWR/uBQ+IkG/IAyDi3vC1hNRaTzy5nAlRAEAqlcLLywtdu3ZF69atK7X/5ORkfPPNNwgKCjJZv3DhQixduhTr1q1D8+bN8dlnn6F79+44f/48HBwcAAARERHYuXMnoqOj4erqiilTpqB3795ISUkReuoPGjQIN27cQExMDABg5MiRCA8Px86dOwEAer0evXr1gru7Ow4dOoSsrCwMGTIERIQVK1ZU6lgYY4wxxhirKRo1aoSrV6+arJs+fTrmz58v/Hzt2jWMHTsW+/fvh1KpxKBBg7B48WLI5XIh5vTp0xg3bhyOHTsGFxcXjBo1Ch999JHw1WwASEhIwOTJk5GWlgYfHx9MmzYNo0ePNnnurVu34qOPPsLff/+Np556ClFRUejfv38VHT1jdYdSbIu1Pv9Dpv52qTEeEk8oxbbV2KrqUa9PH1xctgxF6emw8fau1b3gExISMHbsWLRv3x46nQ6zZs1CWFgYzpw5Azs7OwA1qw6Sm5uL7t2744UXXkBycjIuXLiAoUOHws7ODlOmTKnu08dYtTJOzPqgeG6ZvdjB4sSs/98LPg9yyKGhIhRDCxAg+6cX/Q/qbzBP8YXJvRSrQchKunTpUu7y/PPPU4sWLUgsFtOXX35Z4X3n5eVRs2bNKC4ujkJDQ2nixIlERGQwGMjLy4vmz58vxBYVFZFKpaKvvvqKiIhycnJIJpNRdHS0EHPz5k0Si8UUExNDRERnzpwhAJSUlCTEJCYmEgA6d+4cERHt2bOHxGIx3bx5U4j573//SwqFgtRqdYWOQ61WE4AKxzPGWFk4p1QPPs+MscelpuaThg0b0pw5cyg9PV1Y8vLyhO06nY4CAwPphRdeoBMnTlBcXBz5+PjQuHHjhBi1Wk2enp705ptv0unTp2nr1q3k4OBAixcvFmIuXbpEtra2NHHiRDpz5gytWbOGZDIZbdmyRYg5cuQISSQSmjt3Lp09e5bmzp1LUqnU5D69PDX1PDPGqtbNXbsoPiyMbu7a9Vj3a+2ckpmZSQAoISGBiGpeHWTVqlWkUqmoqKhIiJk3bx75+PiQwWCo0DFa+xwzZg0avYb6XnueOlxqSp0u+dHTlxoJS6dLftThUlPqe+150ug11m5qrVNdOcVq37eKj48vd0lISMDZs2fx3XffYcmSJRXe99ixY9GrVy9069bNZP3ly5eRkZGBsLAwYZ1CoUBoaCiOHDkCAEhJSUFxcbFJjI+PDwIDA4WYxMREqFQqdOzYUYjp1KkTVCqVSUxgYCB8fHyEmB49ekCj0SAlJaUSZ4oxxhhjjLGaxcHBAV5eXsJib28vbIuNjcWZM2ewYcMGtG3bFt26dcOSJUuwZs0a5ObmAgA2btyIoqIirFu3DoGBgRgwYABmzpyJpUuXCkMSfPXVV2jQoAGWL18Of39/DB8+HO+++y4WL14sPNfy5cvRvXt3zJgxAy1atMCMGTPQtWtXLF++vFrPB2Os9ik5aWtdoVarAQAuLi4Aal4dJDExEaGhoVAoFCYxt27dwpUrVx7nqWCsThGJRGgka4p60oZQiBSQQAoFlA/+FSlQT9oQjWRNuRd8DVYrBj17+eWX4eTkVKHY6OhonDhxAvPmzTPblpGRAQDw9PQ0We/p6Slsy8jIgFwuh7Ozc5kxHh4eZvv38PAwiSn5PM7OzpDL5UJMSRqNBrm5uSYLY4wxxhhjNc2CBQvg6uqKNm3aICoqymS838dVhElMTDQpCBljjh8/juLi4jJjjAUhS/iemzFWVxERJk+ejGeffRaBgYEAal4dxFKM8WeulTBWOplIhkj3RZjgMh1uUg80l7dAK5vWaC5vATepBya4TEek+yKLQ9mwmsFqY8Ib6fV6rFu3Dvv27UNmZiYMBoPJ9v3798Pd3b1CvcevX7+OiRMnIjY2FjY2NqXGlfxUiIjK/aSoZIyl+EeJedi8efMwe/bsMtvBGGOMMcaYNU2cOBFPP/00nJ2dcezYMcyYMQOXL1/Gt99+C6DiRZhGjRqZxDxchGncuHGphRqdToe7d+/C29u71JjSCjkA33MzxuqucePG4c8//8ShQ4fMttWkOoiltpT2WIDzNmNGTmJnJBcdhp70cJG4QyQSQSFW4rruCpKLDiPUtlv5O2FWY/We8BMnTsTEiROh1+sRGBiI1q1bmyyVkZKSgszMTAQHB0MqlUIqlSIhIQFffPEFpFJpqZ+uZmZmCtu8vLyg1WqRnZ1dZszt2+aT19y5c8ckpuTzZGdno7i42OyNgtGMGTOgVquF5fr165U6fsYYY4wxxh5FZGQkRCJRmcvx48cBAJMmTUJoaCiCgoIwfPhwfPXVV1i7di2ysrKE/T2uIsyjxpRVWOJ7bsZYXTR+/Hjs2LED8fHxqF+/vrDey8sLQM2pg1iKyczMBGDeW9+I8zZjD5zTpuFEUTJcJK7CvY5IJIKLxBUnipJxTptm5Raysli9J3x0dDT+97//4eWXX/7X++ratStOnz5tsu4///kPWrRogenTp6NJkybw8vJCXFwc2rZtCwDQarVISEjAggULAADBwcGQyWSIi4vDwIEDAQDp6elITU3FwoULAQAhISFQq9U4duwYOnToAAA4evQo1Go1nnnmGSEmKioK6enp8Pb2BvBgfEyFQoHg4GCL7VcoFCZfyWWMMcYYY6w6jBs3Dm+++WaZMSV7rht16tQJAPDXX3/B1dUVXl5eOHr0qEnMoxRhSouRSqVwdXUtM6a0Qg7A99yMsbqFiDB+/Hhs27YNBw4cQOPGjU22N27cuEbVQUJCQjBz5kxotVrI5XIhxsfHp9TrDOdtxh78re/K34J8Qx4cJI4oNNwXtkkgRb4hD7vyt6CFvGWdHhf+vCYNm3J/wBuO78BP0dLazakUqxfh5XI5mjZt+lj25eDgIIx7ZmRnZwdXV1dhfUREBObOnYtmzZqhWbNmmDt3LmxtbTFo0CAAgEqlwrBhwzBlyhS4urrCxcUFU6dORatWrYSJXv39/fHSSy9hxIgR+PrrrwEAI0eORO/eveHn5wcACAsLQ0BAAMLDw7Fo0SLcu3cPU6dOxYgRI+Do6PhYjpcxxhhjjLHHwc3NDW5ubo/02JMnTwKAUHB5XEWYkJAQ7Ny50+S5YmNj0a5dO8hkMiEmLi4OkyZNMokxFoQYY6yuGzt2LH766Sf88ssvcHBwED6YVKlUUCqVEIlENaoOMmjQIMyePRtDhw7FzJkzcfHiRcydOxcff/xxnS4cMvZv6aBDpu427MUOyCPzeRHsxQ7I1N2GDjrIUDfHhScirMv5GgmFcSg0FGKux+e1K2+QlS1evJjGjBlDBoOhSvYfGhpKEydOFH42GAz0ySefkJeXFykUCnr++efp9OnTJo8pLCykcePGkYuLCymVSurduzddu3bNJCYrK4sGDx5MDg4O5ODgQIMHD6bs7GyTmKtXr1KvXr1IqVSSi4sLjRs3joqKiircdrVaTQBIrVZX+rgZY6wkzinVg88zY+xxqYn55MiRI7R06VI6efIkXbp0iTZt2kQ+Pj7Ut29fIUan01FgYCB17dqVTpw4QXv37qX69evTuHHjhJicnBzy9PSkt956i06fPk0///wzOTo60uLFi4WYS5cuka2tLU2aNInOnDlDa9euJZlMRlu2bBFiDh8+TBKJhObPn09nz56l+fPnk1QqpaSkpAofU008z4yx2qu6cwoAi8v3338vxNS0Osiff/5Jzz33HCkUCvLy8qLIyMhK1YQ4b7Mn1T1dFl3TXil1uafLsnYTq1Ra4Z/04pW21O7SU/TilbaUVvjnY9lvdeUUEdE/AytaSf/+/REfHw8XFxe0bNlS6NVi9PPPP1upZdaXm5sLlUoFtVrNvecZY/8a55TqweeZMfa41MR8cuLECYwZMwbnzp2DRqNBw4YN8eabb2LatGmwtbUV4q5du4YxY8Zg//79UCqVGDRoEBYvXmwynMDp06cxduxYHDt2DM7Ozhg9erRZT8iEhARMmjQJaWlp8PHxwfTp0zF69GiTNm3ZsgUffvghLl26hKeeegpRUVEYMGBAhY+pJp5nxljtxTml6vE5ZuzJQ0SYkTkB8fd/gwxSFEOHF2x7YJ7HF/+6N3x15RSrD0fj5OSE/v37W7sZjDHGGGOMsXI8/fTTSEpKKjeuQYMG2LVrV5kxrVq1wsGDB8uMCQ0NxYkTJ8qMee211/Daa6+V2ybGGGOMMVY7ndWk4ljRIehQDIAgghjJRYdxVpOKAJtW1m5ehVi9CP/9999buwmMMcYYY4wxxhhjjDHGahgiwg/qb1BgKIC9yAEykRzFpEW+IR8/qL/BPMW/7w1fHcTWbgBjjDHGGGOMMcYYY4wxVtJZTSqSiw5DDDGkogfDmEtFMogf6g1fG1ilCP/SSy/hyJEj5cbl5eVhwYIF+PLLL6uhVYwxxqrb6tWrERQUBEdHRzg6OiIkJAS//vqrsJ2IEBkZCR8fHyiVSnTp0gVpaWkm+9BoNBg/fjzc3NxgZ2eHvn374saNGyYx2dnZCA8Ph0qlgkqlQnh4OHJyckxirl27hj59+sDOzg5ubm6YMGECtFptlR07Y4wxxhhjjDHGSmfsBZ9vyINMJIWBDNCTHgYyQCaSIt+Qhx/U38DKU55WiFWK8K+//joGDhwIf39/TJ8+HZs3b8bhw4eRkpKCvXv34osvvsDAgQPh7e2NkydPom/fvtZoJmOMsSpWv359zJ8/H8ePH8fx48fx4osv4pVXXhEK7QsXLsTSpUuxcuVKJCcnw8vLC927d0deXp6wj4iICGzbtg3R0dE4dOgQ8vPz0bt3b+j1eiFm0KBBOHXqFGJiYhATE4NTp04hPDxc2K7X69GrVy8UFBTg0KFDiI6OxtatWzFlypTqOxmMMcYYY4wxxhgTFFMxzmr/BADoYYAWGmHRwwAAOKv9E8VUbM1mVoiIrPRRgVarxZYtW7Bp0yb8/vvvQo9EkUiEgIAA9OjRAyNGjICfn581mlcj8IzfjLHHqbbkFBcXFyxatAjvvvsufHx8EBERgenTpwN40Ovd09MTCxYswKhRo6BWq+Hu7o4ff/wRb7zxBgDg1q1b8PX1xZ49e9CjRw+cPXsWAQEBSEpKQseOHQEASUlJCAkJwblz5+Dn54dff/0VvXv3xvXr1+Hj4wMAiI6OxtChQ5GZmVmp81VbzjNjrObjfFI9+Dwzxh4nzilVj88xY0+OYirG1NujcUN3rdSY+tIGWOz5FWT/DFVTWdWVU6w2MatcLsegQYMwaNAgAIBarUZhYSFcXV0hkz3aSWOMMVZ76fV6bN68GQUFBQgJCcHly5eRkZGBsLAwIUahUCA0NBRHjhzBqFGjkJKSguLiYpMYHx8fBAYG4siRI+jRowcSExOhUqmEAjwAdOrUCSqVCkeOHIGfnx8SExMRGBgoFOABoEePHtBoNEhJScELL7xQars1Gg00Go3wc25u7uM6JYwxxhhjjDHG2BNLJpIh0n0R8g0Pvg1/SXsRe/K34WX7/mgibwYAsBc7PHIBvjpZrQhfknGcXsYYY0+W06dPIyQkBEVFRbC3t8e2bdsQEBAgzB3i6elpEu/p6YmrV68CADIyMiCXy+Hs7GwWk5GRIcR4eHiYPa+Hh4dJTMnncXZ2hlwuF2JKM2/ePMyePbsSR8wYY4wxxhhjjLGKcJa4wFniAiJCdO73+FNzAm5Sdzxv2xUikcjazaswq4wJzxhjjBn5+fnh1KlTSEpKwnvvvYchQ4bgzJkzwvaSF1UiKvdCWzLGUvyjxFgyY8YMqNVqYbl+/XqZ8YwxxhhjjDHGGKucc9o0HCjYiyz9XRwo2Itz2jRrN6lSuAjPGGPMquRyOZo2bYp27dph3rx5aN26NT7//HN4eXkBgFlP9MzMTKHXupeXF7RaLbKzs8uMuX37ttnz3rlzxySm5PNkZ2ejuLjYrId8SQqFAo6OjiYLY4wxxhhjjDHGHg8iwo7czbirvw0dinFXfxs7cjfDSlOdPhIuwjPGGKtRiAgajQaNGzeGl5cX4uLihG1arRYJCQl45plnAADBwcGQyWQmMenp6UhNTRViQkJCoFarcezYMSHm6NGjUKvVJjGpqalIT08XYmJjY6FQKBAcHFylx8sYY4wxxhhjjLHSndOmIaEwDsUoBgDooENCYe3qDV9jxoRnjDH25Jk5cyZ69uwJX19f5OXlITo6GgcOHEBMTAxEIhEiIiIwd+5cNGvWDM2aNcPcuXNha2srTOqtUqkwbNgwTJkyBa6urnBxccHUqVPRqlUrdOvWDQDg7++Pl156CSNGjMDXX38NABg5ciR69+4NPz8/AEBYWBgCAgIQHh6ORYsW4d69e5g6dSpGjBjBPdsZY4wxxhhjjDErMfaCz9Lf+f91IGTpM7EjdzNauLWsFWPDW70n/N69e0vdZiyWMMYYq5tu376N8PBw+Pn5oWvXrjh69ChiYmLQvXt3AMC0adMQERGBMWPGoF27drh58yZiY2Ph4OAg7GPZsmXo168fBg4ciM6dO8PW1hY7d+6ERCIRYjZu3IhWrVohLCwMYWFhCAoKwo8//ihsl0gk2L17N2xsbNC5c2cMHDgQ/fr1w+LFi6vvZDDGGGOMMcYYY8zEg17we6GDDhJIIIMMEkhqXW94EVl58ByFQoFx48Zh3rx5kMvlAB6M0/vuu+/i8OHDuHfvnjWbZ1W5ublQqVRQq9XcE5Mx9q9xTqkefJ4ZY48L55PqweeZMfY4cU6penyOGXtyEBEW3o3E1vyNQhFeBDEIBuihhxRSvGo/GNPcIh+5N3x15RSr94Q/ePAgdu7cifbt2yMtLQ27d+9GYGAg8vPz8ccff1i7eYwxxhhjjDHGGGOMMcaqmQ46pGpPQg89RHhQZCcYAAAiiKCHHqnak9BBZ81mVojVx4Tv2LEjTp48idGjRyM4OBgGgwGfffYZ3n///Voxng9jjDHGGGOMMcYYY4yxx0tCEhQZCiGCGEoozbYXohBFhkJISALU8DKy1XvCA8D58+eRnJyM+vXrQyqV4ty5c7h//761m8UYY4wxxhhjjDHGGGPMCjQoQi7lQgYZdBb+k0GGXMqFBkXWbmq5rN4Tfv78+fjkk08wcuRILFq0CH///TfefvttBAUFYcOGDQgJCbF2ExljjDHGGGOMMcYYY4xVI6XYFl97/YRM/e1SYzwknlCKbauxVY/G6kX4zz//HNu3b0fPnj0BAC1btsSxY8cwc+ZMdOnSBRqNxsotZIwxxhhjjDHGGGOMMVbdGsmfQiM8Ze1m/GtWL8KfPn0abm5uJutkMhkWLVqE3r17W6lVjDHGGGOMMcYYY4wxxti/Z/Ux4UsW4B8WGhpajS1hjDHGGGOMMcYYY4wxxh4vq/eEf+GFFyASlT597f79+6uxNYwxxhhjjDHG2JMh++RJFFy7Vup2uwYN4Ny2bTW2iDHGGKubrF6Eb9OmjcnPxcXFOHXqFFJTUzFkyBDrNIoxxhhjjDHGGKvDtGo1jr7zDgxabakxYrkcLx46BLlKVY0tY4wxxuoeqxfhly1bZnF9ZGQk8vPzq7k1jDHGGGOMMcZY3SdSKGAwGMqMMRgMECkU1dQixhhjrGznNWnYlPsD3nB8B36KltZuTqVYfUz40rz99tv47rvvrN0MxhhjjDHGGGOszpEqFHAKDPz/FSLR/y//cAoMhJSL8IwxxmoAIsKO/M1ILDyIHfmbQUTWblKl1NgifGJiImxsbCr1mNWrVyMoKAiOjo5wdHRESEgIfv31V2E7ESEyMhI+Pj5QKpXo0qUL0tLSTPah0Wgwfvx4uLm5wc7ODn379sWNGzdMYrKzsxEeHg6VSgWVSoXw8HDk5OSYxFy7dg19+vSBnZ0d3NzcMGHCBGjL+JofY4wxxhhjjDFWXUQiEVrMmgWI/ykLEP3/AgBiMVrMmlXmHG6MMcZYdTmnTcOJomQ4ilU4UZSMc9q08h9Ug1h9OJoBAwaY/ExESE9Px/Hjx/HRRx9Val/169fH/Pnz0bRpUwDA+vXr8corr+DkyZNo2bIlFi5ciKVLl2LdunVo3rw5PvvsM3Tv3h3nz5+Hg4MDACAiIgI7d+5EdHQ0XF1dMWXKFPTu3RspKSmQSCQAgEGDBuHGjRuIiYkBAIwcORLh4eHYuXMnAECv16NXr15wd3fHoUOHkJWVhSFDhoCIsGLFin91vhhjjDHGGGOMscfBuVUrOAUFIefUqQcrRCKhCO8UFATnVq2s1zjGGGN10qMMKUNE2JW/BUWGQvhKG+G67gp25W9BC3nLWvNhsdWL8KoSE7yIxWL4+flhzpw5CAsLq9S++vTpY/JzVFQUVq9ejaSkJAQEBGD58uWYNWuWUPhfv349PD098dNPP2HUqFFQq9VYu3YtfvzxR3Tr1g0AsGHDBvj6+mLv3r3o0aMHzp49i5iYGCQlJaFjx44AgDVr1iAkJATnz5+Hn58fYmNjcebMGVy/fh0+Pj4AgCVLlmDo0KGIioqCo6PjI50rxhhjjDHGGGPscTH2hk964w3AYOBe8IwxxqrUw0PKKMVKTJUHVOhaY+wF7yJxhUgkgovEVegN768ILPfxNYHVi/Dff/99lexXr9dj8+bNKCgoQEhICC5fvoyMjAyTwr5CoUBoaCiOHDmCUaNGISUlBcXFxSYxPj4+CAwMxJEjR9CjRw8kJiZCpVIJBXgA6NSpE1QqY+JCSwABAABJREFUFY4cOQI/Pz8kJiYiMDBQKMADQI8ePaDRaJCSkoIXXnihSo6ZMcYYY4wxxhirDLPe8OBe8IwxxqqGpSFlyiuiP9wL3l3qCQCwEzngnj6rVvWGr7Fjwj+q06dPw97eHgqFAqNHj8a2bdsQEBCAjIwMAICnp6dJvKenp7AtIyMDcrkczs7OZcZ4eHiYPa+Hh4dJTMnncXZ2hlwuF2Is0Wg0yM3NNVkYY4wxxhhjjLGqYjY2PPeCZ4wxVgUeLqZ7SnxQZCjErvwt5U6wWrIXPACz3vC1gVV6wjs7O1f4gn7v3r1K7dvPzw+nTp1CTk4Otm7diiFDhiAhIUHYXvJ5iajctpSMsRT/KDElzZs3D7Nnzy6zLYwxxhhjjDHG2OP0cG947gXPGGOsKpzTpiGl8Ciy9feQZ8iFr6xhub3hjYX7fEMeHCSOuKe/gwxdBrykXlCK7JBvyKs1veGtUoRfvnx5le1bLpcLE7O2a9cOycnJ+PzzzzF9+nQAD3qpe3t7C/GZmZlCr3UvLy9otVpkZ2eb9IbPzMzEM888I8Tcvn3b7Hnv3Lljsp+jR4+abM/OzkZxcbFZD/mHzZgxA5MnTxZ+zs3Nha+vb6WOnzHGGGOMMcYYqwyRSITAyEhc2bABjd5+u8YXMhhjjNUuxmK6hjQIUjwNkUgEIkKOPrvMIroOOmTqbsNe7IA8Qy4y9enIM+TCoNPBQ+INe7EDMnW3oYMOMsiscGQVZ5Ui/JAhQ6rtuYgIGo0GjRs3hpeXF+Li4tC2bVsAgFarRUJCAhYsWAAACA4OhkwmQ1xcHAYOHAgASE9PR2pqKhYuXAgACAkJgVqtxrFjx9ChQwcAwNGjR6FWq4VCfUhICKKiopCeni4U/GNjY6FQKBAcHFxqWxUKBRQKRdWcCMYYY4wxxhhjrBSO/v4IioqydjMYY4zVQRUZUsZSb3iZSIaZblHIN+Thb+0FrMheCEexE8QiCUY5R+ApeXPYix0gE9XsAjxgxTHhP/74Y9y/f1/4OTs7+1/vc+bMmfj9999x5coVnD59GrNmzcKBAwcwePBgiEQiREREYO7cudi2bRtSU1MxdOhQ2NraYtCgQQAAlUqFYcOGYcqUKdi3bx9OnjyJt99+G61atUK3bt0AAP7+/njppZcwYsQIJCUlISkpCSNGjEDv3r3h5+cHAAgLC0NAQADCw8Nx8uRJ7Nu3D1OnTsWIESPg6Oj4r4+TMcYYY4wxxhhjjDHGarqHh5SRQIpCw31hkUAqDClT2tjwzhIX1Jc2QHLRYRhID19pIxhIj+Siw6gvbQBniUs1H9GjsUpPeACIiorCuHHjYGtrCwBo2LAhTp06hSZNmjzyPm/fvo3w8HCkp6dDpVIhKCgIMTEx6N69OwBg2rRpKCwsxJgxY5CdnY2OHTsiNjYWDg4Owj6WLVsGqVSKgQMHorCwEF27dsW6desgkUiEmI0bN2LChAkICwsDAPTt2xcrV64UtkskEuzevRtjxoxB586doVQqMWjQICxevPiRj40xxhhjjDHGGGOMMcZqE5MhZSjXbHtFhpQp2ZO+vB70NZGIypuCtoqIxWJkZGTAw8MDAODg4IA//vjjXxXh65rc3FyoVCqo1WruQc8Y+9c4p1QPPs+MsceF80n14PPMGHucOKdUPT7HjNU+2fp7yDfklbrdXuxQao92IsLie7Nx5P5B+EobCePJX9ddwTO2z2Oqyyf/ai6T6sopVusJzxhjjDHGGGOMMcYYY6xuc5a4PPKwMQ/3gi+gfNwqvgEfaf1a1xveakV4kUiEvLw82NjYgIggEomQn5+P3FzTryXwp5qMMcYYY4wxxhhjjDH2ZHl4PHl7sQOu664g23APRAb4ShsJ48m3kLf8V73hq4PVivBEhObNm5v83LZtW5OfRSIR9Hq9NZrHGGOMMcYYY4wxxhhjzEoeHk/+riETakMORBBBbciB0pBZofHkawqxtZ44Pj4e+/fvF5bSfmaMMcYYY4wxxhhjlh08eBB9+vSBj48PRCIRtm/fbrKdiBAZGQkfHx8olUp06dIFaWlpJjEajQbjx4+Hm5sb7Ozs0LdvX9y4ccMkJjs7G+Hh4VCpVFCpVAgPD0dOTo5JzLVr19CnTx/Y2dnBzc0NEyZMgFarNYk5ffo0QkNDoVQqUa9ePcyZMwdWmq6QMVbDyUQyzHSLwgL3L9FK0RYqiQoOIkeoJCq0UrTFAvcvMdMtCjJRzS7AA1YswoeGhlZoYYwxxhhjjFWPqKgoPPPMM7C1tYWTk5PFmMdVYElISEBwcDBsbGzQpEkTfPXVV2bPtXXrVgQEBEChUCAgIADbtm0zi1m1ahUaN24MGxsbBAcH4/fff3/0E8AYY7VQQUEBWrdujZUrV1rcvnDhQixduhQrV65EcnIyvLy80L17d+Tl/f8kiREREdi2bRuio6Nx6NAh5Ofno3fv3iajEwwaNAinTp1CTEwMYmJicOrUKYSHhwvb9Xo9evXqhYKCAhw6dAjR0dHYunUrpkyZIsTk5uaie/fu8PHxQXJyMlasWIHFixdj6dKlVXBmGGN1gbPEBQWUj4vaczCAkEe5MIBwUXsOBZT/yGPNVzeemJUxxhhjjDEGANBqtXj99dcREhKCtWvXmm03Fljc3d1x6NAhZGVlYciQISAirFixAsD/F1heeOEFJCcn48KFCxg6dCjs7OyEQszly5fx8ssvY8SIEdiwYQMOHz6MMWPGwN3dHa+++ioAIDExEW+88QY+/fRT9O/fH9u2bcPAgQNx6NAhdOzYEQCwadMmREREYNWqVejcuTO+/vpr9OzZE2fOnEGDBg2q6awxxph19ezZEz179rS4jYiwfPlyzJo1CwMGDAAArF+/Hp6envjpp58watQoqNVqrF27Fj/++CO6desGANiwYQN8fX2xd+9e9OjRA2fPnkVMTAySkpKEHLxmzRqEhITg/Pnz8PPzQ2xsLM6cOYPr16/Dx8cHALBkyRIMHToUUVFRcHR0xMaNG1FUVIR169ZBoVAgMDAQFy5cwNKlSzF58uQaP6YzY6z6GceFzzXk4L6+ADKR9MG/kNWa8eABK/aEZ4wxxubNm4f27dvDwcEBHh4e6NevH86fP28SU9O+PssYY3XZ7NmzMWnSJLRq1cridmOBZcOGDWjbti26deuGJUuWYM2aNcjNzQUAkwJLYGAgBgwYgJkzZ2Lp0qVCb/ivvvoKDRo0wPLly+Hv74/hw4fj3XffxeLFi4XnWr58Obp3744ZM2agRYsWmDFjBrp27Yrly5cLMUuXLsWwYcMwfPhw+Pv7Y/ny5fD19cXq1aur7iQxxlgtcvnyZWRkZCAsLExYp1AoEBoaiiNHjgAAUlJSUFxcbBLj4+ODwMBAISYxMREqlUoowANAp06doFKpTGICAwOFAjwA9OjRAxqNBikpKUJMaGgoFAqFScytW7dw5cqVx38CGGO13jltGk4UJqMYxdBDj2LSPfgXxThRmIxz2rTyd1IDcBGeMcaY1SQkJGDs2LFISkpCXFwcdDodwsLCUFBQIMTUpK/PMsbYk+5xFVgSExNNij3GmOPHj6O4uLjMGGOxR6vVIiUlxSwmLCxMiLFEo9EgNzfXZGGMsboqIyMDAODp6Wmy3tPTU9iWkZEBuVwOZ2fnMmM8PDzM9u/h4WESU/J5nJ2dIZfLy4wx/myMKYnzNmNPLmMv+GxDFgr0+dBBBy000EGHAn0+sg1Z2JW/pVbMK8HD0TDGGLOamJgYk5+///57eHh4ICUlBc8//3yN+/osY4w96SpaYGnUqJFJzMMFlsaNG5dahNHpdLh79y68vb1LjTE+z927d6HX68uMsWTevHmYPXt2xQ+aMcbqgJJDNRBRucM3lIyxFP84YozFs9Law3mbsSeXDjrc1mWgmLT/9ITXAQD00KEYIhSTFrd1GdBBBxlq9uSsNaYn/F9//YXffvsNhYWFAFArPsFgjDH2eKnVagCAi8uDiVVq2tdnGWOsNoqMjIRIJCpzOX78eIX397gKLI8aU3JdZQtLM2bMgFqtFpbr16+XGssYY7Wdl5cXAPNe5pmZmcKHmF5eXtBqtcjOzi4z5vbt22b7v3PnjklMyefJzs5GcXFxmTGZmZkAzHvrG3HeZqxuOa9Jw5w703FeU/4wMjKRDAMdwuEkdoVSZAsAEP1TzlaKbOEkdsVAh3DIRDW7AA/UgCJ8VlYWunXrhubNm+Pll19Geno6AGD48OE8BABjjD1BiAiTJ0/Gs88+i8DAQAA17+uzlvDXYxljNd24ceNw9uzZMhdj3i3P4yqwlBYjlUrh6upaZoxxH25ubpBIJGXGWKJQKODo6GiyMMZYXdW4cWN4eXkhLi5OWKfVapGQkIBnnnkGABAcHAyZTGYSk56ejtTUVCEmJCQEarUax44dE2KOHj0KtVptEpOamirUdYAHc4koFAoEBwcLMQcPHjSZdyk2NhY+Pj5m36Iy4rzNWN1BRNiRvxmJhQexI39zuZ2wiQgJhXEooDzcpwfD1hIMAID7VIACykNCYVyt6Mxt9SL8pEmTIJVKce3aNdja2grr33jjDbNhChhjjNVd48aNw59//on//ve/Zttq0tdnS5o3b54w2atKpYKvr2+Z7WKMserm5uaGFi1alLnY2NhUaF+Pq8ASEhJiUuwxxrRr1w4ymazMGGOxRy6XIzg42CwmLi5OiGGMsSdBfn4+Tp06hVOnTgF48G3SU6dO4dq1axCJRIiIiMDcuXOxbds2pKamYujQobC1tcWgQYMAACqVCsOGDcOUKVOwb98+nDx5Em+//TZatWolDPfo7++Pl156CSNGjEBSUhKSkpIwYsQI9O7dG35+fgAezMkREBCA8PBwnDx5Evv27cPUqVMxYsQIoXA+aNAgKBQKDB06FKmpqdi2bRvmzp2LyZMnl3t/zxir/c5p05B4/3fcN9xH4v3fy51U1TgcTSHdF4aiMdJDh0K6LwxHU9NZvQgfGxuLBQsWoH79+ibrmzVrhqtXr1qpVYwxxqrT+PHjsWPHDsTHx5tcD2ra12ct4a/HMsbqkmvXrgmFG71eLxR18vPzATy+Asvo0aNx9epVTJ48GWfPnsV3332HtWvXYurUqUJbJk6cKLxXOHfuHBYsWIC9e/ciIiJCiJk8eTK+/fZbfPfddzh79iwmTZqEa9euYfTo0dV30hhjzMqOHz+Otm3bom3btgAe5Ma2bdvi448/BgBMmzYNERERGDNmDNq1a4ebN28iNjYWDg4Owj6WLVuGfv36YeDAgejcuTNsbW2xc+dOSCQSIWbjxo1o1aoVwsLCEBYWhqCgIPz444/CdolEgt27d8PGxgadO3fGwIED0a9fPyxevFiIUalUiIuLw40bN9CuXTuMGTMGkydPxuTJk6v6NDHGrIyIsD03Gtd1V5FHucjS38HOvLInVZWJZHjd4W2ARJBCCjHEEEMCMcSQQgqQCK87vF0rhqMBWZm9vT1duHBB+P+///6biIiOHTtGLi4u1mya1anVagJAarXa2k1hjNUBNTGnGAwGGjt2LPn4+AjXgpLbvby8aMGCBcI6jUZDKpWKvvrqKyIiysnJIZlMRps2bRJibt26RWKxmGJiYoiI6MyZMwSAjh49KsQkJSURADp37hwREe3Zs4fEYjHdunVLiImOjiaFQlGpc1YTzzNjrHayRj4ZMmQIATBb4uPjhZirV69Sr169SKlUkouLC40bN46KiopM9vPnn3/Sc889RwqFgry8vCgyMpIMBoNJzIEDB6ht27Ykl8upUaNGtHr1arP2bN68mfz8/Egmk1GLFi1o69atZjFffvklNWzYkORyOT399NOUkJBQqWPmvM0Ye5w4p1Q9PseM1U5nik5Tv2svUMilFvTs5QAKudSC+l17gc4UnS71MQaDgT64PY7aX3qK2l9qSsGXGlO7S09R8KXG1P5SU2p/6Sn64PY4s/vMyqiunCIisu6gOb169cLTTz+NTz/9FA4ODvjzzz/RsGFDvPnmmzAYDNiyZYs1m2dVubm5UKlUUKvVPOYZY+xfq4k5ZcyYMfjpp5/wyy+/CF9jBR70kFEqlQCABQsWYN68efj+++/RrFkzzJ07FwcOHMD58+eF3jvvvfcedu3ahXXr1sHFxQVTp05FVlYWUlJShN47PXv2xK1bt/D1118DAEaOHImGDRti586dAAC9Xo82bdrA09MTixYtwr179zB06FD069cPK1asqPAx1cTzzBirnTifVA8+z4yxx4lzStXjc8zYg8lNN+X+gDcc34GfoqW1m1MuIsKirNnYnf8ziqkYSrEtCg33IRPJ0Mt+AN53/cTikFRagxav3eyODN1N6KEH4UEZW4QHsRJI4CWthy314iAXyx+pbdWVU6RVtucKWrRoEbp06YLjx49Dq9Vi2rRpSEtLw71793D48GFrN48xxlgVWr16NQCgS5cuJuu///57DB06FMCDr88WFhZizJgxyM7ORseOHS1+fVYqlWLgwIEoLCxE165dsW7dOrOvz06YMAFhYWEAgL59+2LlypXCduPXZ8eMGYPOnTtDqVRi0KBBJl+fZYwxxhhjjDHGrIkemtxUKVZiqjygxs+pcE6bhsTCgyimYsjFcoggglwsh9agRWLhQZzTpsFfEWj2OJFIhEbSp5Crz8F9ug8ZZBCJRCAiFKMYtiJbNJI+VeOPHwCs3hMeeDDW7+rVq5GSkgKDwYCnn34aY8eOhbe3t7WbZlX86S5j7HHinFI9+Dwzxh4XzifVg88zY+xx4pxS9fgcsyfdWU0q5tydDgPpIRZJ8LHbAosF7JrC2At+Z/4W6EgHhcgGIohAIGioCFKRFH3sXyu1N/zRwsNYlBUJG5EN7MT2wvoCQz6KqAjvu0aio7LzI7fviekJDzyYDG/27NnWbgZjjDHGGGOMMcYYY4zVSESEXflbUGQohK+0Ea7rrmBX/ha0kLessb3BddDhUvEF6EgHsUgMPXTCNrFIDB39sx06yGA6wSoR4eD9OGhIAxexGx7uSm4rsofaoMbB+3HoYPNMjT1+I6sX4b///nvY29vj9ddfN1m/efNm3L9/H0OGDLFSyxhjjDHGGGOMMcYYY6xmOKdNw4miZLhIXCESieAiccWJouRSh3OpCaSQor60Aa5KLsNd4mW2/Y4+A/WlDSC1UKbWQYdM3W3Yix2QR7lm2+3FDsjU3bZYwK9prF6Enz9/Pr766iuz9R4eHhg5ciQX4RljjDHGGGOMMcYYY0+0h3vBu0s9AQB2Igfc02fV6N7wOuigNqjhJHFBMbRm250kLlAb1BYL6TKRDDPdopBvyCt1//ZiB8hENbsAD9SAIvzVq1fRuHFjs/UNGzbEtWvXrNAixhhjjDHGGGOMMcYYqzrnNWnYlPsD3nB8B//H3n3HR1HmDxz/zGxP2VQSCB1LpNnAU7AAIiCKCmI7lBMVy6ECoucJNizI2fmJZ0exoHAWPCtHBAURVESKFFEUCJDQ0jfJ1nl+fyy7ZEmHhE3g++a1r7Azz84+M9k8u/ud73yfTFvXWtsfmAUPNIts+AMD6X96f+cL11wuiBtGJ+txQM2B9CRTMkmm5MPW38aiR7sDaWlprFmzptLy1atXk5KSEoUeCSGEEEIIIYQQQgghRONQSvGJ632WlS/mE9f7qIrFzqtp/5nrA1xGCSbMlBtl4ZsJMy6jhM9cH9S6nWhJMiXT1tKeNuZ2/OhewhrPz/zoXkIbczvaWtofEUH22kQ9CH/VVVcxduxYvv76awKBAIFAgIULFzJu3DiuuuqqaHdPCCGEEEIIIYQQQgghGkwoq92pJ4Sz2GtyYG30A28Va6M3ZfXd7wNt9Kzj4T3/ZKOnfo9rCqJejubRRx9l69at9O/fH7M52B3DMPjb3/7GY489FuXeCSGEEEIIIYQQQgghRMOoWNu9rbkD2/xbaq3pfiTURj+Y/T7w8TMLX2ZReRblRjmPpf1fk6yBX52oB+GtVitz5szhkUceYfXq1TgcDrp370779u2j3TUhhBBCCCGEEEIIIYRoMAfWdq9rTffmXhv9YPc7ZINnLT+6l+BTPn50L2GDZy1d7N0PQ88bRtTL0YQcf/zxXH755QwZMuSgA/BTp07ltNNOIz4+nrS0NIYOHcrGjRsj2iilmDx5MhkZGTgcDvr27cu6dZGXMHg8Hm6//XZSU1OJjY3l4osvZvv27RFtCgoKGDlyJAkJCSQkJDBy5EgKCwsj2mRnZ3PRRRcRGxtLamoqY8eOxeutPAuwEEIIIYQQQgghhBDiyFYxGzxWiwcgVovHbZTXuaa7Nz+f0uzsam/e/PzG3o16O9T9VkrxVtEruAwXNqy4DBdvFb3SZGvgVyXqmfCBQICZM2eyYMECdu/ejWEYEesXLlxY520tWrSIW2+9ldNOOw2/38+9997LwIEDWb9+PbGxsQA88cQTPPPMM8ycOZPjjz+eRx99lAEDBrBx40bi44MvgvHjx/Ppp58ye/ZsUlJSuPPOOxkyZAgrVqzAZDIBMGLECLZv3868efMAuOmmmxg5ciSffvppeL8uvPBCWrRowZIlS8jLy+Paa69FKcX06dMP+bgJIYQQQgghhBBCCCGajwOzwYF6ZYUbPh9rJ0+mLDu72jYx7dpx8tNPo1uaTmmaQ93vUBa8Hx+g0NBZ7v6uWWXDRz0IP27cOGbOnMmFF15It27dDqmWTyggHvLGG2+QlpbGihUrOOecc1BKMW3aNO69914uvfRSAN58803S09N59913ufnmmykqKmLGjBm8/fbbnHfeeQC88847tG3blq+++opBgwaxYcMG5s2bx/fff8/pp58OwKuvvkqvXr3YuHEjmZmZzJ8/n/Xr17Nt2zYyMjIAePrppxk1ahRTpkzB6XQe9H4KIYQQQgghhBCHypufj8/lqna9JS4Oa3LzLX0ghBBNSSgb3GWUEG+Kp9BbjGEodF3DZjbhMkpqrZGumc3Y0tIoWr8eR0YGVGynFOU5OdjS0tDMUQ/5hkXut5Nyoyy8zoS51v0OZcGXGqU4iMGPHzPmcDb8VNtzzaI2fNR/I7Nnz+Y///kPF1xwQYNvu6ioCIDkfR8aNm/ezM6dOxk4cGC4jc1mo0+fPixdupSbb76ZFStW4PP5ItpkZGTQrVs3li5dyqBBg1i2bBkJCQnhADzAGWecQUJCAkuXLiUzM5Nly5bRrVu3cAAeYNCgQXg8HlasWEG/fv0q9dfj8eDxeML3i4uLG+5gCCGEEEIIIYQQ+zTXbEohxKErzYEdC6B1f4jNqL29aBh+/Oz278JiONhctgtfwAAUoGEx6cTbHez278KPHwtVj7uaptFm2DAKfvoJFQhg2VfVA8BXUoIlLo42w4Y1qaB0aL/j9HhKVOVYZ5weX+N+b/CsZbn7O3R0AgTw4UNDQ29m2fBRD8JbrVaOPfbYBt+uUooJEyZw1lln0a1b8HKGnTt3ApCenh7RNj09na1bt4bbWK1WkpKSKrUJPX7nzp2kpaVVes60tLSINgc+T1JSElarNdzmQFOnTuWhhx6q764KIYQQQgghhBD10hyzKYUQB2/vHgNXcbB+dtH3GgXfaZTrioQzgsvinBqpLXQJ0Dcii2bhr9zF+7+vptznI95mxWLS8QUMSjxeHBYLl3c/CYtW84lPZ5cucEoncpYsItmRSbzZiVIKb14eqWedFVzfhFg0C5NSp+AySqptE6fHV7nf+2vBl2DGggc3GuDDiw07LqOk2WTDR/3d9M477+T//u//eP755xv0YN12222sWbOGJUuWVFp34PMopWp97gPbVHd5RH3bVDRx4kQmTJgQvl9cXEzbtm1r7JcQQgghhBBCCFFfzTGbUghxcPbuMbjj6hLKCoMB975JMbSxm/nlLT/f/F+wNEhMosazs+Jxr9XZsxxi0iUI39AMpVj+WxFaaRId4mLQ0CAQXJdiVexxlbH8tyJOTlPotYy9Kwf4if+xHKN4K3FJ3fC7XJjs9iY7bieZkkky1b+8mU/52OBdA4AXLwb75xL14UVDY4N3DT7lw6pZG6y/jSHqQfglS5bw9ddf8+WXX9K1a1csB1zm9tFHH9V7m7fffjuffPIJixcvpk2bNuHlLVu2BIJZ6q1atQov3717dzhrvWXLlni9XgoKCiKy4Xfv3k3v3r3DbXbt2lXpeffs2ROxnR9++CFifUFBAT6fr1KGfIjNZsNms9V7f4UQQgghhBBCiPpydulCUs+e7F2yBHNcHJqmNelsSiHEwXEVK840OYhN1zHpYNY0Sg2DdIeJ4fY4lAHlAYP8zYry1eAvhbzVkHwioMAcA9aEaO9F85dTWEJOkYsEuw0FbMkrBKB9cgK6puG028gpcpFTWEKbpOrnkvzVu46l7TbRo3sstp+KKHEWY8orOCLHbU3T6GA5loAy2BvYhcKEQQAdEzo6qaZ0OliObZInHg6kR7sDiYmJDBs2jD59+pCamkpCQkLErT6UUtx222189NFHLFy4kI4dO0as79ixIy1btiQrKyu8zOv1smjRonCAvUePHlgslog2ubm5rF27NtymV69eFBUV8eOPP4bb/PDDDxQVFUW0Wbt2Lbm5ueE28+fPx2az0aNHj3rtlxBCCCGEEEII0dBC2fAmux3/vglam3o2pRDi4PxQ5MaNwqprlLoNytwKDwZWXSPOrBNnMpH7to4rG+wp4MqGNU/BL8/C2unBbPotfwSqve3dY9TeiaNcqdeHP2BgNZvQNY2OKYl0TEkMZ71bzSb8AYNSr6/abYQmOXUrN4WDO+KzQWHOH0fsuG3RLEwyTaJXfhfa7XSSnmOhVY6d9BwL7XY66ZXfhUmmSbWW8GkKop4J/8YbbzTYtm699Vbeffdd/vvf/xIfHx+uvZ6QkIDD4UDTNMaPH89jjz3Gcccdx3HHHcdjjz1GTEwMI0aMCLe94YYbuPPOO0lJSSE5OZm77rqL7t27c9555wHQuXNnzj//fG688UZefvllAG666SaGDBlCZmYmAAMHDqRLly6MHDmSJ598kvz8fO666y5uvPFGnM7qz2YJIYQQQgghhBCHy4HZ8JIFL8SRKdvtR5WXc358DGU+RUCBDQ0/8GNZOR11Cy29Ol43+EohphX4ioM/E88x+PuIYvLzqg+0J6fovPiuk9QWUc/3bbJirRbMJh2vP4DdUjkk6/UHMJt0Yq3VB5R/9a7jZ/dykk0plBwfR8GJThzfFsKAjkfkuG34fGyY/DDttvxMa/wYSqGhozDQtVJMLGVDh4dpMe21Jj+JeNSD8AB+v59vvvmGP/74gxEjRhAfH09OTg5Op5O4uLg6b+fFF18EoG/fvhHL33jjDUaNGgXA3XffTXl5OWPGjKGgoIDTTz+d+fPnE1+h/t2zzz6L2WzmiiuuoLy8nP79+zNz5kxMJlO4zaxZsxg7diwDBw4E4OKLL+b5558PrzeZTHz++eeMGTOGM888E4fDwYgRI3jqqafqe3iEEEIIIYQQQohGUbE2vDs394jNphTiaOdxK0qKDPwOSIsz4VdgVuAJKH7b42WN28Nx7RKxp4Omg9cXLFcee55BIQb5eQY2m4bdUXlscJcr8vOCE7+mtjj8+9ZcZCTGk5EQR3Z+ETazKWKcVUpR7PbQLjmBjMT4Kh8fzoI3ymlhTgdNY/fgNgTKy9k50ODMw7Ujh5PJxLakfEzrfJSkqX0LQz8NEnf72JaUDxVitk1V1IPwW7du5fzzzyc7OxuPx8OAAQOIj4/niSeewO1289JLL9V5W0qpWttomsbkyZOZPHlytW3sdjvTp09n+vTp1bZJTk7mnXfeqfG52rVrx2effVZrn4QQQgghhBBCiGgJZcPvysoifcCAIzKbUoij2Z+b/GzaaLDTojjV5Keg3GD1Li8npVtJtOv8si5AjEVjR7aBw6LhVwqzpuExFM/d5sJjVfh9ioREnZjYqk/QeTy1x+SOdrqm0T+zA3NWbGCPqwyn3YbVbMLrD1Ds9hBjtdI/s0O1k7JWzIIPBfBdx8ez8+5jKVObOM+7js62bodzlxpdQAvwx0An7X/WIGDgiw1daaFhKTXwxOhsHegkoAXQo191vUZRD8KPGzeOnj17snr1alJSUsLLhw0bxujRo6PYMyGEEEIIIYQQ4sinaRpthw8nUF5O2+HDJQteiCPM1j8CKANKPIp//1hCYF+8fM0uHyaN8P08jx+fAVs8PjrYLMSZdDwBRf4eAz3qEcQjw7FpyVzZozMLNm4hp8hFsduL2aTTLjmB/pkdODYtucrHhbLgXUYJ8SYn5UZZeJ0JMy6jhM9cH3CCtesRNYZbNAuDe/ydxSeOo81yDyUEQNMwxcQQU+Rme08bg3v8XWrC18WSJUv47rvvsFqtEcvbt2/Pjh07otQrIYQQQgghhBDi6OHs3JkTp0yJdjeEEI3AXb4/Sz1wQMJ66L7Lq3huWQnmcHjOja6BPwBKQcuMIyewG23HpiXTqUUSOYUllHp9xFotZCTGV5sBD+DHz27/LuL0eEpUcaX1cXo8u/278OPHQtMPSNeVUorF7q9YP9BK618CWNwBfA4wlxkom5n1A63g/oq/xJzZ5E8+RD0IbxgGgUCg0vLt27dH1GkXQgghhBBCCCGEEELUz/467jWVjNHABGZLZCBTMxR+f+XgvTg0uqbRJslZ5/YWzcKk1Cm4jJJq28Tp8c0iI7w+Qicf3Mcnkds9QMZPfnwpZqw5XnJ6xuA+PqnZnHyIehB+wIABTJs2jVdeeQUIXgbncrl48MEHueCCC6LcOyGEEEIIIYQQQgghmq/YGAMw0FDoWmQ0XSkwMAEKk66RHqtzRrqd73e52es2CJgAHyh/MKO+qlxjd7ki4D8MO3KUSzIlk2SqulzNkariyYfyv/7O9l+fIa3AQIvT6fHXCVyRflyzOfkQ9SD8M888w7nnnkuXLl1wu92MGDGC33//ndTUVN57771od08IIYQQQgghhBBCiGZLM5kADTD2LYhYG5Egf1yChW4pVvLcAfa6PUAwUL9rl2LPbj96FXNfGgboJsjPM+hwjKmR9qL+9u4xcBVXn8If59RIbdG0J/MU+08+qBPb4ev5fXgS8eNO7N/kS9BUFPUgfOvWrVm1ahWzZ89mxYoVGIbBDTfcwNVXX43D4Yh294QQQgghhBBCCCGEaLZcJcFAtMIULCtzQFzaadNwmHXsdugUa8Gua2QmWfmtyIffpCgMKFz+2uvRNKVw6N49BjdcVkTeXqPaNimpOjM+SJBA/GFWmgM7FkDr/hCbUffHNfdJxKMahPf5fGRmZvLZZ59x3XXXcd1110WzO0IIIYQQQgghhBBCHFGCE7NqBKPvof+HKG7qkUC8Vcdsglirhga0iTUxKjOegAHFHoM3NhUTE6thtVYOfHq9CmUoklKaTjB72+YAv6z0YwSoNns/Z5vBts0BCcIfZgVrYc9yiEmvXxAemvck4lENwlssFjweT7M7cyGEEEIIIYQQQgghRHOQmFwxyHxgDE7j89/KuOC4GFrGmwgYEGfTcHsUFl2jwB1g3p/l7NkJ+4P4VVv9k5cOxzSNqhalrmCderMFLFVEP31+8PuC7UTj8xaBvwzQIG81+EuDP5NPBBSYY8CaEO1eNq6on+q5/fbbefzxx/H7ZQYHIYQQQgghhBBCCCEaUnqGjq4Hy3loKNJjda7sGkt6rA4odpQE+PL3MkxmcNp1rCYNp13HbNVY6/Pg0usWs8vZXn3pl2jRdTCZtUq3qrLjReNZOx1+eRZWPwl5KyHgBddWWPNUcPna6dHuYeOLek34H374gQULFjB//ny6d+9ObGxsxPqPPvooSj0TQgghhBBCCCGEEKJ5s1o0LFYwmcCkK05Jg54ZForc5SzZpbj5xHgS7TqJVhNmLZgrb9M1zJrGeSkx9Iyz8/D2IgCqKmahmmgyuVJgBCAQqLzOCDTdfh+JOgyFrZ9AWS7EdwpmvvvLghnyMa2g/cXR7mHji/p5n8TERIYPH86gQYPIyMggISEh4iaEEOLItnjxYi666CIyMjLQNI2PP/44Yr1SismTJ5ORkYHD4aBv376sW7cuoo3H4+H2228nNTWV2NhYLr74YrZv3x7RpqCggJEjR4bfX0aOHElhYWFEm+zsbC666CJiY2NJTU1l7NixeL3exthtIYQQQgghhDhsnDaNVk6djCQrXdMdxFh0uqY7aJ1sZW2BF59hYLaAbgHNFPxptUHbTBOW7lVEsZu4okIDrwdKXVBUqCrdSl3g9QTbicaX3A0yrweTDTQdDH/wp8kWXJ7cLdo9bHxRz4R/4403ot0FIYQQUVRaWspJJ53Eddddx/Dhwyutf+KJJ3jmmWeYOXMmxx9/PI8++igDBgxg48aNxMfHAzB+/Hg+/fRTZs+eTUpKCnfeeSdDhgxhxYoVmEwmAEaMGMH27duZN28eADfddBMjR47k008/BSAQCHDhhRfSokULlixZQl5eHtdeey1KKaZPPwqujRNCCCGEEEIcsa7rHo/TpmPSNRzmYGX3tgk2RsXaSLHraICuQNM1dFswSApgNiCt2BLNrh+U3TuNcKa7quEcwu6dEoQ/3Mp2BsvRmKxgdUa7N4dP1IPwAH6/n2+++YY//viDESNGEB8fT05ODk6nk7i4uGh3TwghRCMaPHgwgwcPrnKdUopp06Zx7733cumllwLw5ptvkp6ezrvvvsvNN99MUVERM2bM4O233+a8884D4J133qFt27Z89dVXDBo0iA0bNjBv3jy+//57Tj/9dABeffVVevXqxcaNG8nMzGT+/PmsX7+ebdu2kZERnKL96aefZtSoUUyZMgWn8yj6dCCEEEIIIYQ4YhQVGnz2m5vBxzpIjzXh80OsXafcbWACdhQHsJigvc2MFpp7dV8A2+qE0tT9NeFrquBic1RRqyZKNq7zNWi7hmYoRU5hCaVeH7FWCxmJ8ehV1fo5gphjwJEO5thgWZqYVmCJCy6vievPP3Hv3l3tentaGnGdOjVwbxte1IPwW7du5fzzzyc7OxuPx8OAAQOIj4/niSeewO1289JLL0W7i0IIIaJk8+bN7Ny5k4EDB4aX2Ww2+vTpw9KlS7n55ptZsWIFPp8vok1GRgbdunVj6dKlDBo0iGXLlpGQkBAOwAOcccYZJCQksHTpUjIzM1m2bBndunULB+ABBg0ahMfjYcWKFfTr16/KPno8HjweT/h+cXFxQx4CIYQQQgghhDhkO4r9zNtUxsgT43HaNMy6RqxFo9ireH+9Cx34R99EzDEKUxzgAuWFuH4G3vUGmhasB7/vQmNMaisBrT0QrLmuFDidTSeInLe3bgXf69quIW3anc+CjVvIKXLhDxiYTToZCXH0z+zAsWnJh70/h4O3KFgD/pi/wh/vBq9OsMQF7/tLAQXWKqqS+8vK+GHUKHwHlJKtyJKYSJ958zDH1BLNj7KoB+HHjRtHz549Wb16NSkpKeHlw4YNY/To0VHsmRBCiGjbuXMnAOnp6RHL09PT2bp1a7iN1WolKSmpUpvQ43fu3ElaWlql7aelpUW0OfB5kpKSsFqt4TZVmTp1Kg899FA990wIIYQQQgghDo+ERJ2be8aT7NBJi9HRNQ1DQYxVx25RXHNiHKVeg12uAA63hn+vwqxpeAzFC3e72FMWQKlgEN4IuInnTRx8RjkXUcK1gC3au1iJ3V75hICZrfhpX2u7xrRpdz5zVmyg1OslwW7D6jDh9QfIzi9izooNXNmjc62B+OaYRb92OviKQRkQ8IA9BVzZsHZasDa8xQmn3lf5cbrdjsnhwLN7N7rdXmm94XZjcjiqXNfURD0Iv2TJEr777jusVmvE8vbt27Njx44o9UoIIURToh3wgUIpVWnZgQ5sU1X7g2lzoIkTJzJhwoTw/eLiYtq2bVtj34QQQgghhBDicPrf5nIuOMZBqsNEqdeg0GOQaNdxmDUK3QZf/enmgu529mqKbJ+fdhYzsbqOsoDPG8yA14wdJPIkNpYDEMubmNlAIXeBqTVtO5qivJf72R37/68RPHEQp72LS11NcYUTBxXbNTZDKRZs3EKp10uLWAeegEGZ14dJ10mNdbC3tJwFG7fQqUVStUH15ppF32EobP0ESnPAVwK+0mA5Gl9x8Gf7i6t+nOF2483PB6UwysurbOPNz8dwu9ElE75mhmEQCFSeIWH79u3hCfeEEEIcnVq2bAkEs9RbtWoVXr579+5w1nrLli3xer0UFBREZMPv3r2b3r17h9vs2rWr0vb37NkTsZ0ffvghYn1BQQE+n69ShnxFNpsNm63pZX4IIYQQQgghBEBMnMamYh/vbghw80lOynwGAQWeUoMYi85bq13sLjOwHmMQn6iDDfIIoAHYgo+/e9Jyls59muK8bECjJH878cltgB/olnInQ268m9PPHBTdHa2CiR0kaVOI4Ut03CRqU7GymgI1iQCtD2tfcgpLyClyYTXpZBeUULKvrKnVZMJuMeO0W8kpcpFTWEKbpMpzklXMojdpGqAwDIOt9ciij5bkbmBPhTVPgW4F927wl4PJBpnXQ0zLqh+n2+3YW7XCVUPZV3urVs0iE16PdgcGDBjAtGnTwvc1TcPlcvHggw9ywQUXRK9jQgghoq5jx460bNmSrKys8DKv18uiRYvCAfYePXpgsVgi2uTm5rJ27dpwm169elFUVMSPP/4YbvPDDz9QVFQU0Wbt2rXk5uaG28yfPx+bzUaPHj0adT+FEEIIIYQ42rzwwgt07NgRu91Ojx49+Pbbb6PdpSNWcopOuw4mjjnejCNGo1WimVZJZlolmrHZNcxWMFugpFjxw7defvjWy97dAfbuNSgsMCgv2sSq/00l4N6KhovCXZsI+NwU7tqErpXic29lyYdT2LZpU7R3NYKdxaRp1xHLf9EpBxQ65cTyMWnaddj5lo152+j/7XBGLL2Nhet/ZcsfAfbuMRqlP6VeH2UeH3td5bj9fhwWC7FWCyZdp9znZ6+rnDKPj1Jv5cliQ1n0e1ylFO/eTdHmLRRv2UrR5i2UZWfj2rqFb779AdfWrcHM8SasbAcEyoM/a6PrOseMHo1mrjqPXDObOWb0aHQ96iHuWkW9h88++yyLFi2iS5cuuN1uRowYQYcOHdixYwePP/54tLsnhBCikblcLlatWsWqVauA4GSsq1atIjs7G03TGD9+PI899hhz585l7dq1jBo1ipiYGEaMGAFAQkICN9xwA3feeScLFixg5cqVXHPNNXTv3p3zzjsPgM6dO3P++edz44038v333/P9999z4403MmTIEDIzMwEYOHAgXbp0YeTIkaxcuZIFCxZw1113ceONN+J0Vs5CEEKII9GUKVPo3bs3MTExJCYmVtlG07RKt5deeimizS+//EKfPn1wOBy0bt2ahx9+GKUiJz5btGgRPXr0wG6306lTp0rbAPjwww/p0qULNpuNLl26MHfu3EptJIgjhBDNz5w5cxg/fjz33nsvK1eu5Oyzz2bw4MFkZ2dHu2tHLJMZNBuUagY78LPCcLMDP0X+AIUuhdcD638JEGuYuKBtLDs3wKof/axfHWDzlg7olhR2bttGwQFXGOfv3MmubdtJatGCNsccE6W9q8xfvpkUbQI2fkEjAKjwTSOAjV9I0e5gVVYuG28Zz+Ibr+S6ywu44fIi/j6iuFEC8Q6LmXKfD79hYNkXNA4Ywc9HFl3HbxiU+3w4LJUDzjmFJfy2Ox9XaTknfvYBp3/4Fmd8+Banf/gWp73/Jt3enUHc9Kf48bbbWTt5MoavciA/mlzboGQzmOyg/MFlyh+8X7I5uL46rYYMIbbia6tCqZ7YY46h1ZAhjdTrhhX1IHxGRgarVq3iH//4BzfffDOnnHIK//rXv1i5cmWVk+gJIYQ4svz000+ccsopnHLKKQBMmDCBU045hQceeACAu+++m/HjxzNmzBh69uzJjh07mD9/fkTJsmeffZahQ4dyxRVXcOaZZxITE8Onn36KybS/JuGsWbPo3r07AwcOZODAgZx44om8/fbb4fUmk4nPP/8cu93OmWeeyRVXXMHQoUN56qmnDtOREEKI6PN6vVx++eX8/e9/r7HdG2+8QW5ubvh27bXXhtcVFxczYMAAMjIyWL58OdOnT+epp57imWeeCbfZvHkzF1xwAWeffTYrV65k0qRJjB07lg8//DDcZtmyZVx55ZWMHDmS1atXM3LkSK644oqI0mESxBFCiObpmWee4YYbbmD06NF07tyZadOm0bZtW1588cVod+2IVlhm8L/iMla5PKT4TaxyeZj1RwkubzAQrBSc28HOwE4Ozu1gxzCCy3RjC7/9vJBANYHdgM/Lj199xfY//jicu1Mjf3k2ZnYCBsHge0UKMDCzE827HcNrwfBa8Hk18grL2fqnn+zNlUtnNxTDULj9fsp8Psp9wZ9uvx/DOLCf+xW7vRSVezB0nfJ4JxaPG6/dEXFzW+34SkqwpaVVmzkeLT9Ogl+mQeFvkcsLfwsu/3FS9Y+tlA2/L7GjOWXBA2jqwJSUw+DUU09lwYIFJCUl8fDDD3PXXXcR08SL50dDcXExCQkJFBUVSRamEOKQyZhyeMhxFkI0lGiOJzNnzmT8+PEUFhZWWqdpGnPnzmXo0KFVPvbFF19k4sSJ7Nq1Kzxnxr/+9S+mT5/O9u3b0TSNf/7zn3zyySds2LAh/LhbbrmF1atXs2zZMgCuvPJKiouL+fLLL8Ntzj//fJKSknjvvfcAOP300zn11FMjgjadO3dm6NChTJ06tU77KuO2EKIhyZhSO6/XS0xMDO+//z7Dhg0LLx83bhyrVq1i0aJFNT5ejnH97d1j8PcRxeTnBbO7T4q3cZrTzvJiN1mbynDnaTjMGmgw8axEUhw6eeUGU5cUggKj/DnieKTW57l16r8Yeffdjbw3dfPysyW8emdHTFRfmiVACtvUL1TOUdY4oZvGhwuTSW3RcAHejbvyeHHxCord3mrbOO1W/n5ODzLTUyKWz1//J7NXrAcgMXc7PT77D36rFV+FmWUt7nJamHXOfPpJErp2bbB+N4Ss4bW3GfBh9esMw2DJ0KG4Nm4ML4vLzOSsjz8+5CD84RpTonKqYMOGDZSWlgLw0EMP4XK5otENIYQQQgghxEG47bbbSE1N5bTTTuOll17CMPZfsr1s2TL69OkTMWn1oEGDyMnJYcuWLeE2AwcOjNjmoEGD+Omnn/Dty7Krrs3SpUuBYBBnxYoVldoMHDgw3EYIIUTTs3fvXgKBAOnp6RHL09PT2blzZ6X2Ho+H4uLiiJuon9QWOs+95OTFFxN48aUELuvrID1Z57J+Dq69ysFdvZz848wE/tE7gUR7MFSYaNf5R+8E7uydwIWZf6nT8xx30kmNuRv1Emf9Dl0rBI3gLaTC/3UKsLOkikcrNm1UbGvgbHiHxYzHX/M2Pf5AleVoKmbzF7Zszd52HbGVusJZ4SiFrdSF1qUrzi5dGrDXDUOrJTG/tvXhbHiLJdjeYmlWWfAAUbk24eSTT+a6667jrLPOQinFU089RVxcXJVtQ+UIhBBCCCGEENH3yCOP0L9/fxwOBwsWLODOO+9k79693HfffQDs3LmTDh06RDwmFGjZuXMnHTt2ZOfOnVUGX/x+P3v37qVVq1bVtgkFaOobxAnxeDx4PJ7wfQnmCCFEdGiaFnFfKVVpGcDUqVN56KGHDle3jli57+n4isEIgDsXMIHaq9G5xIEpUUfX9od5DQW6BmmxJpSC+I4DWbYtCW9ZQbXbT0hJ4S8DBhyWfakLb2kOOvuTBFTllxYaBiZyqny83wc/LfNyyl8sDdYnQyn8gZprzfsDBkYVRUsiHqdpbD3xNFKzN2Nxl+OzO7B43AQsVlSfc6v8O4o2RxqUVX2ow+tr02rIEP587TVKfv+duE6dmk0t+JConC6YOXMmKSkpfPbZZ2iaxpdffsncuXMr3T7++ONodE8IIYQQQogjxuTJk6ucTLXi7aeffqrz9u677z569erFySefzJ133snDDz/Mk08+GdGmqsDKgcsPts2By+oaxAmZOnUqCQkJ4Vvbtm2rbSuEEKLhpaamYjKZKp0w3b17d6UTqwATJ06kqKgofNu2rYYZHEW1OgwFayIYXohpC9Z4MMWCCY3cEj9lPoVGMLHaUMGfGlDmM/j4Nw/9Rjxe4/bHPfNsk8pKPmfoNaDF7l8Qmpe1AoNYSrm8mi0odu9s2MlZtxcUV5qovtKzKsX2gsoJAntLyyLuh7Phy4KVRmylLva268jetFYN1+EG1PlmsKRUvc6SElxfG13XOebmm4lp145jbr65Sb3e6iIqmfCZmZnMnj0bCB7ABQsWyCSsQgghhBBCNILbbruNq666qsY2B2au18cZZ5xBcXExu3btIj09nZYtW1YZWIH9GfHVtTGbzaSkpNTYJrSN+gZxQiZOnMiECRPC94uLiyUQL4QQh5HVaqVHjx5kZWVF1ITPysrikksuqdTeZrNFlDgTBye5G9hTYc1T4CsCdx7YDcAEz/5QzHHJZm7q4UQDTDqggjHrWb+4+G6blzsvbYluMmEEKpdT0U0mUlu2PMx7VDOTyYQp9TYCe4InDyqenw+FwYvU7YCp2m009Cyahqo8RWyl59zX7kDlXn/kggrZ8DHFhQQsVraeeBp2X+NNKHso4tpC+l9g+5eV16X/Jbi+LjIuvJCMCy9s2M4dJlE5ZXDqqadSUBC8hOXBBx+sthTNwVi8eDEXXXQRGRkZaJpWKZteKcXkyZPJyMjA4XDQt29f1q1bF9HG4/Fw++23k5qaSmxsLBdffDHbt2+PaFNQUMDIkSPDGTQjR46sNHFVdnY2F110EbGxsaSmpjJ27Fi83uonXxBCCCGEEKKhpaamcsIJJ9R4s9vtB739lStXYrfbSUxMBKBXr14sXrw44nPv/PnzycjICAf7e/XqRVZWVsR25s+fT8+ePbHsq/VZXZvevXsDkUGcirKyssJtqmKz2XA6nRE3IYQQh9eECRN47bXXeP3119mwYQN33HEH2dnZ3HLLLdHu2hHLtaWAgrW78Jd58eQbYCg8+QbK5yfFEQwPKgVo+8qma8H7bp/CzGa+mX1PjdufducEtm3a1Oj7UR+W9Amgx1a5ziCWIm6v8fG+gK9B++OwmOsUhK+qJnxiTOXPaqFseKu7nL3tOlLYsnWV7ZqCtdMhb3XV6/JWB9cf6aI+MevDDz/coBOzlpaWctJJJ/H8889Xuf6JJ57gmWee4fnnn2f58uW0bNmSAQMGUFJSEm4zfvx45s6dy+zZs1myZAkul4shQ4YQqHC2b8SIEaxatYp58+Yxb948Vq1axciRI8PrA4EAF154IaWlpSxZsoTZs2fz4YcfcueddzbYvgohhBBCCNGQsrOzWbVqFdnZ2QQCAVatWsWqVavCn9c//fRTXn31VdauXcsff/zBa6+9xr333stNN90UzlIcMWIENpuNUaNGsXbtWubOnctjjz3GhAkTwmVibrnlFrZu3cqECRPYsGEDr7/+OjNmzOCuu+4K92XcuHHMnz+fxx9/nF9//ZXHH3+cr776ivHjx4fbSBBHCCGapyuvvJJp06bx8MMPc/LJJ7N48WK++OIL2rdvH+2uHZEMn4/lE3ez/gU35Tt9KL8BSqH8BlpJgFEnxXJ+JzslHgOPXxEwwONXlHgMyv2KOCt4ywrQdZ0YpzOYVq5pxCYkEJuQgK7rFOfn11pq5XAzmUzY0m+n4mys+4rf1ZoFD1BOaYP2J9Zat4IkVbXrntGickNNY8tJf2Fnp+PZctJfQNOqbtcEtBkAVifo1uAkrJop+FO3Bpe3aTrTCTSaI25i1sGDBzN48OAq1ymlmDZtGvfeey+XXnopAG+++Sbp6em8++673HzzzRQVFTFjxgzefvttzjvvPADeeecd2rZty1dffcWgQYPYsGED8+bN4/vvv+f0008H4NVXX6VXr15s3LiRzMxM5s+fz/r169m2bRsZGRkAPP3004waNYopU6ZIxo0QQgghhGhyHnjgAd58883w/VNOOQWAr7/+mr59+2KxWHjhhReYMGEChmHQqVMnHn74YW699dbwYxISEsjKyuLWW2+lZ8+eJCUlMWHChIgSMB07duSLL77gjjvu4N///jcZGRk899xzDB8+PNymd+/ezJ49m/vuu4/777+fY445hjlz5oQ/f0MwiJOXl8fDDz9Mbm4u3bp1kyCOEEI0E2PGjGHMmDHR7sZRQTOb0cxx4E4A3bIv5V2BptBNZtLjTPiVIs+rsKChaWAAZShG9ojDq53EJsc5fP/lx5h0E0kt9gd6/V4fmq5z6jl9aHvssVHbxwPFOTUSnQH2lN+GRWsLKljf3VVqUFhooYzKpY8OFGtquModANsL65aEvL3QRZeMyLLdToedeJuFEk9kdn5Ry9b8PORKAOJtFpyOppkJvz0LAmUEz4LooJuCkwSjgsu3Z0Ha6bVspJmLShB+5syZPPjggxETs5rNlbuiaVq9g/A12bx5Mzt37mTgwIHhZTabjT59+rB06VJuvvlmVqxYgc/ni2iTkZFBt27dWLp0KYMGDWLZsmUkJCREfAE444wzSEhIYOnSpWRmZrJs2TK6desWDsADDBo0CI/Hw4oVK+jXr1+l/nk8HjweT/h+cXHliRiEEEIIIYRoLDNnzmTmzJnVrj///PM5//zza91O9+7dWbx4cY1t+vTpw88//1xjm8suu4zLLrusxjYSxBFCCCFqpmka7S8O8Md721Ecs69AevCmodDUTmJSk4nVbARKQPkgzqaREG/CkgjpAxR9Uu7ilyULKHO50Ez7C2t43OXEOp2MuPPOGidGP9ySEwPcetzT5FvyIpav29OJFwqvp2J2fHXsDRw11faV+qnpegGNyPr1IRmJ8XSLs/F73h7cXn/ENjTAbjVzXEobMhLjG7TPDaXDUPjzfVA5oPwQ8Aez4ZUCizO4vjre/Hx8NVRRscTFYU1ObvA+N7SjamLW0KRNB07UlJ6eztatW8NtrFYrSUlJldqEHr9z584q+5uWlhbR5sDnSUpKwmq1Vpo8KmTq1Kk89NBDB7FnQgghhBBCCCGEEEJULW9tSzRrAcpboQSLpoMC3ZSCUWpBUxpq3/yfyg9GCWCDoqUaPR48ldP6n8eiT/6Lr0ICKcBf+p9H5r6r55oKzWwmvX0c2uafcGRkhCPb8cnb+M9ve9hbXnscMrWVtUH7lBzjQNc1jH0zrwZPWgQL8YdK+ei6RnKMo/KD/X4yP55N0qY/CITK/uyr4Q9g0jTSjj0GBpwJ++bXaUqSu4HJDj8/FPxpSQhOEBxww3EjIaGaiygMn4+1kydTlp1d7bZj2rXj5KefRm+C+11RVGrCV2QYxmEJwFd04Jk5pVStZ+sObFNV+4NpU9HEiRMpKioK37Zt21Zjn4QQQgghhBBCCCGEqInh8xHY+RJG+W5U+J+BUsH/YQRQXh+GT+0P7CowfOAtgEB5MMZ19Z130qlzF1q2axe+derStcllwUOwv22GDcMSF4cKBDA7HJgdDpIT/FzdajqwrxZKtbcAXbs17D6d1DadRIcNTdPQtYo58Qpd09A0jUSHjZPapld6rGY2k9KuDQkqgCU+HiMmhkCMAyMmBkt8PAkqQEq7NmhVVBppKixxYE8L1oJX/uBPe1pweXU0sxlbWho+lwuz04k5IWH/zenE53JhS0tr0vsdEpUefvLJJwwePBiLxcInn3xSY9uLL764wZ63ZcuWQDBLvVWrVuHlu3fvDmett2zZEq/XS0FBQUQ2/O7du+ndu3e4za5duyptf8+ePRHb+eGHHyLWFxQU4PP5KmXIh9hstvCEVkIIIYQQQgghhBBCHCrNbCaubTElm/8NsU+iDAN0GxgeNF2H8lexpA3HV9YOTMGy8YYPCEBcBzj2r8HtZJ56KlPmzImYgFXTNDI6dozKftXG2aULST17sufbb3H9+SeaphGXmUkn0690sP1GSSCp2scmp8IxnRs2adis61zQtgWf/biGgGFg0nV0gvX3Q/cvyDwRs145Zzp0UqHgp5+IjXEQsDsIKIVJ0zC5yzF0RZthw5rcyZCKzDEQ0xJsyZB6Kuz9GTz5weXVqbjfKhA8ARHiKynBEhfX5Pc7JCpB+KFDh4ZLugwdOrTadpqmEQgEGux5O3bsSMuWLcnKygpPMuX1elm0aBGPP/44AD169MBisZCVlcUVV1wBQG5uLmvXruWJJ54AoFevXhQVFfHjjz/yl7/8BYAffviBoqKicKC+V69eTJkyhdzc3HDAf/78+dhsNnr06NFg+ySEEEIIIYQQQgghRHU0TSN9wGXs/WkWXi0f9BbBNGTdAG0PFvNeWp1ZyLaFbYMB9n1J4poJ2py7h7gMC5CMpmm07tQp2rtTZxUDuLbUVCzx8XiLi/FaUzAwkWjei0XzVnqcT1kJeJIoyffRIs1UxZYPjuHzkfD2DM77fRPFbg8BY//JDJOu4bTbSNi4HOPkqkurhE4q7F2yhJj27dG0YBmbspx8Us86C2eXLg3W18ZgdUL3O4KvK02DlJNBBUCvJTpdcb/NcXHh/fbm5TWL/Q6JShDeMIwq/98QXC4XmzZtCt/fvHkzq1atIjk5mXbt2jF+/Hgee+wxjjvuOI477jgee+wxYmJiGDFiBAAJCQnccMMN3HnnnaSkpJCcnMxdd91F9+7dOe+88wDo3Lkz559/PjfeeCMvv/wyADfddBNDhgwhMzMTgIEDB9KlSxdGjhzJk08+SX5+PnfddRc33ngjTqezQfdZCCGEEEIIIYQQQojqZGdlYsTdCqVxoAIo7zZ0ayqoZHzm68n+nxcoAzQMfykQi0Lx+/Qn2NnO1yxqbh/I9eefeIuLcbRpQ+Evv2BLT8ezaxcx7bvBJg2L5sWmuys9TkPDZ7c1eImTUGkV+/r1JLbJwOXx4QsYWEw6cTYL7tzcGkurVDyp4He5sMTH43e5MNntzSYbvGLAXdOC54JqE9rv/OXLKVi5Et1sJqZdu2a13xClIHxj+umnn+jXr1/4/oQJEwC49tprmTlzJnfffTfl5eWMGTOGgoICTj/9dObPn098hcsZnn32WcxmM1dccQXl5eX079+fmTNnYjLtP/s1a9Ysxo4dy8CBA4Fg2Zznn38+vN5kMvH5558zZswYzjzzTBwOByNGjOCpp55q7EMghBBCCCGEEEIIIURYh6Eam2bFULyxCE0rQOnFaFopiiQssR78e+agOy9C0/KxWH7B5+uOUskESjZjSzu1WdTcrshfVsYPo0bhKywEw8Dw+/Hs2gVK4fLq7K/HXgVNw5KQ0ODB3YpBdAyDpOTE8Lq6llY5MCu8uWWDHyxnly4kn3Za+CqAsq1bm91+R/UvyDAMZs6cyUcffcSWLVvQNI2OHTty2WWXMXLkyIN6sfft2zeiNtWBNE1j8uTJTJ48udo2drud6dOnM3369GrbJCcn884779TYl3bt2vHZZ5/V2mchhBBCCCGEEEIIIRpLcjfoOjaeH/9Rir/EhykmgYDbizlWo8OwQra+vgLd2Ig51o6mgcn0C/5SN9h9zSrbOMRfXo4pNhbP3r2Y7HZQCvx+MJmglhMKJpsN7I5G6dehllapGMh35+Y2u2zwg3Uk7HflSv+HiVKKiy++mNGjR7Njxw66d+9O165d2bp1K6NGjWLYsGHR6poQQgghhBBCCCGEEEcMb34+7txczLGxoKcT8AR/Gh4Pm195BfeuXbg2rqNozWqK1qyhaM1qXBvX4XO5sKamRrv79WL4fKx/6CGMsjIIBAiUlUGoHHYoGA+gVxHA1TTsGRnQSLHdUDDZZLfjd7kA6l1SJhTI9xUVkdSzZ7PKBj8UzX2/o5YJP3PmTBYvXsyCBQsiyscALFy4kKFDh/LWW2/xt7/9LUo9FEIIIYQQQgghhBCieTN8PtZOnkxpdgFe7e9Qto1AwUJMSedi6C3wbN8IARcohfL7g8W6lQKl8BYWsvqee/jLK680m5rwmtmMNTUVT2FhxL4A+4Px1TDHxmBLScVdVEO5mkN0qCVlNE2j7fDhBMrLaTt8eLPKBj8Y3vx8fPtOWHhOa8OOHSYST2tD2bZtAFji4rAmJ0ezi3UStSD8e++9x6RJkyoF4AHOPfdc7rnnHmbNmiVBeCGEEEIIIYQQQgghDpJmNmNxOvEVrsGW9jwBawk+014s1hyUoeHzF+xvXDFgDRhlZRSuXEnA620+QXhNo82ll5Lz6af4vd6I/dnfSMeHHU3TUYHAvmVgSeuAu/JcrQ3fv0MsreLs3JkTp0xpxF42DaETSGXZ2QDsCuwkYBSz+fmXKDN9DEBMu3bNYuLgqAXh16xZwxNPPFHt+sGDB/Pcc88dxh4JIYQQQgghhBBCCHFkUX4/Zdu3BzOKCwvRTCYAPDk5GKHSLDWwpaZicjROjfTGEtuxIwGPp8rMd7teRpxegCuQRMBkR6kASilMNhtmUwp4FMkpOnHOxsswD2XD78rKIn3AgDplwVfMCK9Kc8kIrw/NbMaWlkbR+vUYLZ0U+spRmCmknESLjr6zGFtaWrOYODhqPczPzyc9Pb3a9enp6RQUFFS7XgghhBBCCCGEEEIIUTPNbCb2mGMo/OUXlN+PZjKFJwSlDkF4S0ICBAKgR21qyXrTzGY0XaeqojJOcyE3t3wYjzWZmNatCbjd+IuLOfb222l5bgIAcU6N1BaNt7/1LSlzYEZ4VZpLRnh9aJpGev/+5C1dSl5JDobdwK7ZcSs3BSU5pFmTSe/fv1mU5InaX08gEMBcw1kKk8mEvw4DgRBCCCGEEEIIIYQQomqaptH20kuxp6aCpuEvLcVfWhos06JpaDEx1T9Y14k/4YRmkWlckclqJfGUU6pd7zQXcuzJiRzXI4VUtZlugzvTbeDxtLDsoIVlB05TYaP3MVRSxtm5c61tNbMZs9OJp7AQzWpFs9n236xWPIWFmJ3OZvd7qo3h87H13Xcpy9+D7Y8CWvzmx7mxlBa/+bH9UUBZ/h62vvsuhs8X7a7WKmq/GaUUo0aNwmazVbne4/Ec5h4JIYQQQgghhBBCCHHkcXbpQspZZ5HzySdogO5wYJSXo5vN6DExeD2eYLb7ATRdx719ezCDvhllWGuaRuaECSxbvhyqCtDqOr6CAooKClB+P0WrV7Nq3Ljw6qaWVa78fko3b8aXl4evoACtwlUJyjDAMCjdvLnZ/Z5qo5nN2NPTcZt9YAI0MEwaWkARMEHA7MOent4sTj5ErYfXXnttrW1kUlYhhBBCCCGEEEIIIQ5NKBt+75IllGVnBydatVqxpaQQd+yx7PnuO1R5eeXHWa042rZtFkHOA8W0bk1C9+4U/fxzpXXWlBQMr5eYNm2wVSyXrRTlOTlNrs64Ugr3rl3BjG+lIksDGQZoGu5du4Ilho4gmqbhOacTZYv92HwmLOUKw6TQ/eBzmPDE+PGc06lZlKOJ2qvpjTfeiNZTCyGEEEIIIYQQQghx1PDm52OKiyPhpJPw7NmD4fOh6TrO7t0p37at+trwfj/l27Y1uwxrw+dj3eTJePPyqlyvmUz4i4sxfD6sCQnh5b6SEixxcbQZNqxJBXZ1i4XYTp0oz8kJXrEQmnBW10HTQNeJ7dSpyWTuH+hgJ5UNeL1sfGcG1kI/1lKF5geTN3gewhoApQw2vjODk864DJPV2pi7cMiazikdIYQQQgghhBBCCCFEgzJ8PlZPmkTZtm0YHg+Gx4MyDAzDoGjlSnzFxahAIBjMrZhJretoZnOzzITXzGZsaWmwfj1mpxN/cXF4Xah2uiMjA19BARanMzxRrTcvj9SzzsLZpUsUe19ZoLycglWrKpcMCgXjAwEKVq0iUF6OuaYa/1FwKJPKBsxQnArJFp2AxUBHoQfAMINh0VAWneLUYDtTY+/IIWpef0FCCCGEEEIIIYQQQog6U0rh+uMP3Lm5aGYzCsAwULqOJy8Pw+2ODL6HGAbK76d8+3Y8e/YQcLurfY7qMpmjRdM02gwbRsFPP6HHxOAvKQlPRGtr1QqTrtPx+uvZ/Prr+F0uLPHx+F0uTHZ7k8uCB8Bkqv5qhRC/P9iuiQmdEClavx5HRkbwZE9ILeV/rLqVC/76KL+te5iAVkig2IXSFSZNwxQXhyklkTP++gBWvWlnwYME4YUQQgghGsXePQau4uprMsY5NVJb6NWuF0IIIYQQoiHoFgsJ3brhzs1FN5nQzWYCHg8mmw2UwthXzgSIzLQ2mdCsVmI6dmTdI48Ey9ZUo6lNZArByWiTevZk75IlmBMT8RcUYE5MBK+XpLPOotWQIRSuWRNcHxfXZLPgAUxWK4mnnELekiXVtkk85ZQmWZKl4gkRFQhgiY8Pr6tL+Z823c6g+LQz2bVgAcriDZ9MMVvspJ92Jm26nXG4duWQSBBeCCGEEKKB7d1jMPqyIvL2Vh+ET0nVeO2DBAnE10HFExp/en7nc9dHXBh3KZ1sxwFyQkMIIYQQoiaaptHphhvIW7aMQFkZpthYLFYrSikCpaWYY2MxxcXhy8/HCJU3AXSzGXtqKm2HD2fHxx9TvGFDvTOZo6li8NfRsiU+ux1LYiIa0GbYMHRdD6935+Yeliz4g62Nrmkax48fz/c//ojyeiuvt1o5fvz4ppfBv4+9ZUviMzPJ/+mn4MmdfeV/3Dt3ktyzJ/aWLat9bOj3mL98Ocrvx1dUhCUhAYvT2TSvWqhG0/rrEEI0SRs965hT/BZXOv9Gpq1rtLsjRKN74YUXePLJJ8nNzaVr165MmzaNs88+O9rdEs1I9uYAq37yEyqteSClYNuWYDsJHtds7x6DKwYWkrc7+IWw2LDgUZfwkWbBqRcAkJKm85/5iXIshRBCCCGqkdC1Kym9erErKwtfcTGapmFyOEApUs86C2tKCjmffILh9wfrjOs6us1GyllnkdC1K5qmHXQmczRVzIaPz8ykbOvWiGz30PpdWVmkDxjQqFnwh1IbHSCmdWsSunencMWKSusSuncnpnXrBu1vQzF8PtY99BAlGzfi2bMHb14emsmECgRQhkHhqlWse+ihGq+kcHbpQvJpp7FrwQKsSUmg6ySfdlqTvGqhOvJNRQhRI6UUn7jeZ1n5Yj5xvY+qqk6cEEeQOXPmMH78eO69915WrlzJ2WefzeDBg8mu4YOSEAfauM5PeRl4PeBxV755PVBeFmwnavblx27WrQqwM0exM8egbGc8gV0tKNsZz84cg505inWrAnz5cfU1SoUQQgghjnahbHhzXBy6yYQ5Ph7D48EUG0un0aNpe+mlwQzsfd/5dbMZW3IybS+9FE3TwpnM7p078ZWV4S8vx1dWhnvnTuIzM2vMZI6mUBa1yW6vMttd0zTaDh9O6lln0Xb48EY9kRCqje5zuTA7nZgTEvbfnE58Lle1VxQYPh9rJk3Cs2tXldv27NrFmkmTMHy+Ruv/wQrtd8Dvx5KYGIwrmUwopbAkJhLw+2u9kiL0e7QmJGBJSMCakNBkT/xUR4LwQoga/epdx8/u5Tj1BH52L+dX77pod0mIRvXMM89www03MHr0aDp37sy0adNo27YtL774YrS7JpqRwvz9l/FW/FyoaZH3K7YTVcv+M1B7o3q0E0IIIYQ4Gnnz8zHHx5Nw4okowyBQXo4yDBJOPBFzfDz2Vq1IPeusYJDeag1nwTu7dAlnMheuWoVnzx4Kli+nYPlyilavxrNnTziTuSkGgGF/truvqIiknj0rZU87O3fmxClTcHbu3Kj9CAWSLXFxqEAAs8MRvqlAoMYrCsKT6+7atb9+f4iu4961C9cffzTJxElN00jv3x+zzYY5Lg5N11FeL5quY46Lw2yzkd6/f60B9dp+j02dlKMRQlRLKcXHJXPI9v2JnRjiTU4+c33ACdauzepsoxB15fV6WbFiBffcc0/E8oEDB7J06dIqH+PxePB4POH7xcXFjdpHIY5e1X2hUIC8JwkhhBBCVKdiGZSA240yDFR5OZhMlGdns2rcOGLataPjDTeQ9913ePLzI7Lg2ZfJXLhuHZbERHxFReg2G4bHU+dM5mgKZbsHyssbPdu9NqFA8p5vv8X1559omoazS5daJ4WtOLmuyWYjUF4eXmey2TD8fhK6dWtSE+OGGD4fW999F09+Pn6XK3iiIBAAk4my7GzMcXFsffddknv2rLL/Fevop/bujWfPHlJ796Zs30TB1dXRb2qa5l+HEKJJ+NW7jjWenznB2o043YnLKA5nw3e2dYt294RocHv37iUQCJCenh6xPD09nZ07d1b5mKlTp/LQQw8dju4JIYQQQgghRL2FyoEUrV+Po1UrfEVFeAsKsCYkYGvRgvLcXGxpaSR0707qWWexKysrIiBccYJTBQRKS1F+P7rZjDU5OTzRaVNO1gtlu0dbxWNpS03FEh+Pr6Sk1klhD5xcN8xsRhkG5rg4Ot1wQ5P8HWhmM/b09OAVFhYLKIWh6+gmE2gautWKPT292jI8VdXR//2558L/r6mOflMi5WiEEFVSSvGZ6wPcRjmxWnDSlVgtHrdRzmeuD5rkJU5CNJQDP7gopar9MDNx4kSKiorCt237zsYLIRpSbe858p4khBBCCFGdiDIohkFsp07YW7YktlMnlGGEy6Doul5tffRQBnegvBxLQgLK78eSkECgvLzJlgbx5udTmp1d7c2bnx+VfoWOpTcvD6UU3ry8Oh3D0OS6yjDAZAJdx2SzgVKk9OpFQteuh2kP6if0+rMlJ2OOjQUIT+5rjo3Flpxc7QmIQ6mj39Q0/R4KIaIiVAs+2ZQSMWFJsilFsuHFESs1NRWTyVQp63337t2VsuNDbDYbNpvtcHRPNFMVz1nK+cv6q+sxk2MrhBBCCFG9UOB375IlxLRvj/OEE1BKUbZ1a0TWe3UZ46FAav7y5ZTt3QuAKS4OXdebZBZ8dRnUFUUrg7piNnxVk8XW9LiK2fCm2FgCpaXByXWbaBZ8SOj1t3vBAtB1Am436Dq6xVLjCYiIqzACgXDwHsBXUlJjHf2mRjLhhRCVhLLgXUYJJsyUG2XhmwkzLqNEsuHFEclqtdKjRw+ysrIilmdlZdG7d+8o9Uo0R3ZH3T4E1rXd0SxA3SZcrWs7IYQQQoijUSiYqdtsFKxcSeGaNfiKiuocAIZgIDX5tNOwt2gRzMj2eptsFnxTz6A+2ElGQ9nwKIXh8TT5LPiQ8NUYCQmYY2JQfj/mmBgsCQm1vv7srVoRl5mJe+dO/GVl+MvL8ZeV4d65k7jMTOytWh3GPTl4EoQXQlTix89u/y7i9HhKVHGlW5wez27/Lvz4o93VqCnNgd/eDv4UR5YJEybw2muv8frrr7NhwwbuuOMOsrOzueWWW6LdNdGMpLXUQQOthhvavnaiRnW90EQuSBFCCCGEqFkoiG5LTiahe3d8hYX1CgCHAqkmu71eGdzREFGCJxDA7HCEbyoQiHoGdWiy2KpK/9T2uE433IApNhbD42kWWfAhoRMPutWKJSkJ3Wqt9fVn+HysmzyZotWr8ezZQ9GaNRSvXUvRmjXB+6tXs27yZAyf7zDuycGRcjRCiEosmoVJqVNwGSXVtonT47FoTXvSi8YS8MKaJ6FsN9hTITYj2j0SDenKK68kLy+Phx9+mNzcXLp168YXX3xB+/bto9010Ywc19mMMwHc5dW3sTuC7UTNuvXUCdZ8r+mLhdrXTgghhBBCVOdgy6BUFAqk7srKIn3AgCaZBR9SsQSPOS4OTdPCNdgrluCJWv8OcrLYhK5dSe3dm90LF5Lau3eTz4IPiSgtYxhodShlVHFSYUtiIr7CQnSbDcPnw5KYiOH3S014IUT07d1j4CquvmSM16uwWqsb7BKIcyaS2kKCGiHeIvCXQcAPngIwPLD7R0g9BVBgjgFrQrR7KRrCmDFjGDNmTLS7IZqx4zub+XxpErtzjWrbpLXSOV6C8LUacpGTp+fmsfbXsmrbdDshhiEXVT1vgxBCCCGE2O9Qg+ihDO5AeXm9MrijoWLQ1+9yYYmPx+9yNekM/rrQNI1jbrwRk8NBh2uuaVb7Ud/XX0TgHgiUlmL4fOgWC9bkZDRoNr9L+eYnRBNQW7A8zqnVOxi+d4/B30cUk59XdQAo4IfcHQYtMzTMlqoHq/h4jQefjKMg7g8+d33EhXGX0sl23CH1qzlbOx18xWAEwL8vu7V0K6x5CjQdLE449b7o9lEI0XQc39nM8Z2j3YsjwzVDO0a7C0IIIYQQR4SGCKIfbAZ3NByYDR/tLHhvfj4+l6va9Za4OKzJybVupzn9Dio6mNdfqCZ8wU8/ocfE4CssxJKYiL+khKSePZtNTXgJwjeyF154gSeffJLc3Fy6du3KtGnTOPvss6PdLdGE7N1jcO3FhezdW30QPjVV481P6peV7ipW7NllYDKBza7hNsrYG9hDqqkFdj2GErdBeZnCbNZJSNQpN1zsCuwk3dQShx6Hq8Rg9Qo/N19dRIkOpWogX2iQYi4MP0dKqs6MDxKOmkB86/Ng2xfg2QVqXzn8gA98peBoEVwvhBBCCCGEEEI0Zc01gHswGqIET0MxfD7WTp5MWXZ2tW1i2rXj5KefRrccueV/6/P6C9WEL/ntNzx79uxbaOAvKsIP4ZrwzeGYSRC+Ec2ZM4fx48fzwgsvcOaZZ/Lyyy8zePBg1q9fT7t27aLdPdFErPnZx88/BlDVx+DJ/jPY7txBdZ91Lj/PIHtLABToOriVgV8lkK8Z2DU/fj/4vMF1MbGQ7dlKQWAPusnDCbauuIqDtYxztwfwm2KAGAqBcvzomo5hQM42g22bA0dNEH7HV+AtAV/R/mWGB7x+MNmD69PPiF7/hBBCCCGEEEKIxtBQGdzR0FTq2Fesb+7IyICKJwKUojwnp9nUNz9cqqoJb46LI1BeLjXhxX7PPPMMN9xwA6NHjwZg2rRp/O9//+PFF19k6tSpUe6daCq2/BHAqL5kMABKBdvVR5lLEfCD2QyaOYA/4AFNESCAplvQDRNKQcCAYn8Jezz5YFIUBPJxGSUEArEoBYbmRzP50dExMAigYdHtKB/4fVDqquHswRGmzQDYPBeUAYp9+x0ANA2TLbheCCGEEEIIIYQ4kjT3DO6mUsc+or55IIAlPj68zldSgiUurtnUN6+vgz2JIzXhRa28Xi8rVqzgnnvuiVg+cOBAli5dWuVjPB4PHo8nfL+4uLhR+yiaBk/5/iC2phHOiA+NH6H7FdvVh24Cr16OpgWz4tHAq5Vj1uL2tVDs8GeDyQ+GTsDkZ7svm1j/CSil8LtN4HUQUMEOBTTwawqM4P2iwlrOIBxBtmcFJ2ZVhkJhoDQDDR09oOMv09ieBWmnR7uXQgghhBBCCCFEwzkSMribSgmeA2vUa5qGUqpOteqb69UIh3oSJ3TM9nz7LQGfD+XzYUtPx3C7o1rfv76a7l9HM7d3714CgQDp6ekRy9PT09m5c2eVj5k6dSoPPfTQ4eieOIoYKoBP+SKW+fChEwBMeIxyClU+aApMAUCn0MhH87sBC6DQ9GDgGQA9dJbAhDKgvOzoyYTvMBT+fB/KdilUQKErE0ozwKSwJWl0GBrtHgohhBBCCCGEEA3raM7gbmgVj6Xf5cISH4/f5aq1Vn1zvhrhUE/iVDxmcZ06hSdmbU5Z8ABHRyHnKDrwhaCUqvbFMXHiRIqKisK3bdu2HY4uiiOcV3mDpVMUgIZG8HUYCsznB/IIKD8mzFg0Kzo6fuUnP5AX3IAG2r6fof8rDODoCb6HxLWFtucr/CZvMPgOGJqB3+Sl7fmKuLZR7qAQQgghhBBCCNEIQtnI3rw81L5L9kMZ3Ek9ezabbOSm4MBjWZdjGApk+1wuzE4n5oSE/TenE5/L1WSvRggF0S1xcahAALPDEb6pQKBOJ3FCx8xwu4nPzMRwu5vd606C8I0kNTUVk8lUKet99+7dlbLjQ2w2G06nM+ImxKEwlIHPCKACOhgmUDoqYEIFdPyGgULh8npRZQ4ot2OU2fb9dOD27s+eD9Y/D932bZujpwxNyJpnYN0sD/g1dMMM7Pvp11g3y8OaZ6LdQyFEU+LNz6c0O7vamzc/P9pdFEIIIUQzN2XKFHr37k1MTAyJiYlVtsnOzuaiiy4iNjaW1NRUxo4di9frjWjzyy+/0KdPHxwOB61bt+bhhx8OB1pDFi1aRI8ePbDb7XTq1ImXXnqp0nN9+OGHdOnSBZvNRpcuXZg7d26lNi+88AIdO3bEbrfTo0cPvv3224M/AOKwCQVSdZuNgpUrKVyzBl9RUa0Z3KKy0LE02e24c3PrdAwbIpAdTYd6EudgjllTI0H4RmK1WunRowdZWVkRy7Oysujdu3eUeiWOJjGxYJh8YGhofjP4TeAzgd+E5jcHa81rBgE/qJJ4AsVxBIpjCRTHQXE8yr/v7KnalwJ/4O3oS4Qn4FZ4ChR6wIzSAngtZSgtgB4w4ylQBNxH4UERQlQpdLnoyrFjq72tnTwZw+erfWNCHCZbtmzhhhtuoGPHjjgcDo455hgefPDBSoEaCeYIIUTT4fV6ufzyy/n73/9e5fpAIMCFF15IaWkpS5YsYfbs2Xz44Yfceeed4TbFxcUMGDCAjIwMli9fzvTp03nqqad45pn9WUabN2/mggsu4Oyzz2blypVMmjSJsWPH8uGHH4bbLFu2jCuvvJKRI0eyevVqRo4cyRVXXMEPP/wQbjNnzhzGjx/Pvffey8qVKzn77LMZPHgw2TWU2BBNgzc/H1NcHPEnnIAlPp64Y4/Fs2cPcZmZmOLiJMGknkJBaV9RUZ0zupvz1QgVg+j+fXXt61KGp6KDOWZNSdO7RuEIMmHCBEaOHEnPnj3p1asXr7zyCtnZ2dxyyy3R7ppoQuyO/QNNxe+mB3xPjWhXF3HJASxtctFMHjSrt9J65bWiPBaSHnqamDaV3yyLF51MweS70DQdzdhXkgYqBN81NA3sMc3nrOOhsl61hZ2zC0n/sws+swdl9mPoASw+Gzvb/ErLqxKBjtHuphCiCdDMZjyFhZRu3YopNrbS+kBpKSans0leLiqOXr/++iuGYfDyyy9z7LHHsnbtWm688UZKS0t56qmngP3BnBYtWrBkyRLy8vK49tprUUoxffp0YH8wp1+/fixfvpzffvuNUaNGERsbGw76hII5N954I++88w7fffcdY8aMoUWLFgwfPhzYH8x55JFHGDZsGHPnzuWKK65gyZIlnH56cCb0UDDnhRde4Mwzz+Tll19m8ODBrF+/nnbt2kXhKAohxOEVmldu5syZVa6fP38+69evZ9u2bWRkZADw9NNPM2rUKKZMmYLT6WTWrFm43W5mzpyJzWajW7du/PbbbzzzzDNMmDABTdN46aWXaNeuHdOmTQOgc+fO/PTTTzz11FPhcXvatGkMGDCAiRMnAsGSu4sWLWLatGm89957ADzzzDPccMMNjB49OvyY//3vf7z44otMnTq1sQ6T4NAm9axYjzzgduPZswfPnj0AFK1ezapx45psPfKmStM02g4fTqC8nLbDh9cpCH2w9eSbigMnpa3LZLQVHcwxa0rkm18juvLKK8nLy+Phhx8mNzeXbt268cUXX9C+fftod000IR2OMaHrlYPuFWlasF19OBN0nOk+XHlW8Fmr2ChorQro2NWHNbXywFVcXEyxw48VG3oV18wYBmg6tG5Tv341V0opstrOZM152/jra//GbFhRPhOaMmHoBgvOm86etm05WU1udm8EQoiGV5qTQ8G+rK9AWVmVbQp++IHSnBziWrc+nF0Tolrnn38+559/fvh+p06d2LhxIy+++GI4CC/BHCGEaF6WLVtGt27dwmM2wKBBg/B4PKxYsYJ+/fqxbNky+vTpg81mi2gzceJEtmzZQseOHVm2bBkDBw6M2PagQYOYMWMGPp8Pi8XCsmXLuOOOOyq1CY31Xq+XFStWcM8990S0GThwIEuXLm3gPRcVHeqknhETa7Zqhb+sDG9BAdakJGwtWlCem9tk65E3Zc7OnTlxypT6PeYQA9nRVPEkwsGWlDmYY9ZUyF9HIxszZgxjxoyJdjdEE9b9VAsnnwp5e6qvsZ7SQqf7qfU7m9wyzcbcOZnsLiytto09PpXUtGlVrtt+nMY/OtmwmU1Y7ZUHRK9b4fcrklKOjqpWfvz84fudcpuHgNmHpjTcjhLs5fEoTVFuK+IPnxs/fizImX8hjnbmamqyHmy7o53rzz9x795d7Xp7WhpxnTodxh4dPYqKikiukBUnwRwhhGhedu7cWWleuqSkJKxWa3gOu507d9KhQ4eINqHH7Ny5k44dO1a5nfT0dPx+P3v37qVVq1bVtgk9z969ewkEAjW2qYrH48Hj8YTvFxcX12HPRUURQfSMjGCmX4hSlOfk1BhErxg8VYZBTNu2aLqOo3VrlGE0+XrkR5KGCGRHU+gkwq6sLNIHDGgWJw8aigThhYiy5MQAd3WZSt6W6uunpXRIJjnxceo7jUNbq0bLmOrXWxyJWC1VX27mSDFo1bKY/DwDr6eKNH0N0lqaiHM2j4H+UJkx02lHMqbcDRSlrcYTs5e9bZaTuv00bGWppOcW0j6mM+aWMqwKIcBXUFDndvYqytWI/fxlZXz/t7/hKyqqto0lIYG+8+djjqnhTU/U2x9//MH06dN5+umnw8skmCOEEI1v8uTJ4TIz1Vm+fDk9e/as0/aqCs4ppSKWH9gmVG+6IdocuKwubSqaOnVqrcdD1EzTNNL79ydv6VL8paWY4+LC6/ylpZisVtL796/x91AxAzumfXucJ5yAUoqyrVubTSb2kaI5B7Kbe0mZQyHRIiGiTCmFnvML8Xm5VV72Zfh86NZWlSYzq82hXm6W2kLnxXeduIqrf944p0Zqi6MjE95dVsxx4xbRudgL3AL4SQPgQ8DM+V/58Tt3455fjCM2IZpdFUI0AZakpAZtd1QzmTDKy1FeL9XVRzPKy8F0dJRHOxgHE8zJycnh/PPP5/LLLw+XegmRYI4QQjSu2267jauuuqrGNgee7KxOy5YtIyZGBSgoKMDn84VPYrZs2bLSycvd+65Aq62N2WwmJSWlxjahbaSmpmIymWpsU5WJEycyYcKE8P3i4mLatm1b846LCIbPx9Z338WTn0+gtBTNakUjOOWb8noxxcay9d13Se7Zs9qa7s29HvmRpLkHsptzSZlDIUF4IaJMt1hwZmbizskBTUOrEGBQhgFK4czMrPfkJod6uRkEA/GpLeq9S0ckmyOexITWuPO3ojmsQGSdfVVuEJfQGpsjPjodFEI0KSYIjru1TPghYePamaxWnF27kv/DD8HjWTEQbwRLuTm7dsVkrWL+EwHUP5iTk5NDv3796NWrF6+88kpEOwnmCCFE40tNTSU1NbVBttWrVy+mTJlCbm4urVq1AoLze9hsNnr06BFuM2nSJLxeL9Z976fz588nIyMj/P7Qq1cvPv3004htz58/n549e2LZ9121V69eZGVlRZQSmz9/Pr179wbAarXSo0cPsrKyGDZsWLhNVlYWl1xySbX7YLPZIkqcifrTzGbs6enoViuGx4O2bxl+P5jN6FYr9vT0Wmu6N+d65EeaozWQ3ZwdHSmsQjRhyu/HV1KCUopAaSn+kpLgrbSUQGkpSqnger+/XtsNnaW2xMWhAgHMDkf4pgIBqdlWX4EAtpg4UApV7ka5Pftv5W5QKrg+EIh2T4UQTYDJ4cCy74tudSytWmFyOA5Tj5ov5fejYP9JjUBg/00p0LRgFlc93yePJqmpqZxwwgk13ux2OwA7duygb9++nHrqqbzxxhvoB1x90KtXL9auXUtubm54WVXBnMWLF+P1eiPaHBjMycrKith2dcGcA9tUFcypKCsrK9ymKjabDafTGXETQhyZSnPgt7eDP49U2dnZrFq1iuzsbAKBAKtWrWLVqlW4XC4gOE9Gly5dGDlyJCtXrmTBggXcdddd3HjjjeHxb8SIEdhsNkaNGsXatWuZO3cujz32WHgybYBbbrmFrVu3MmHCBDZs2MDrr7/OjBkzuOuuu8J9GTduHPPnz+fxxx/n119/5fHHH+err75i/Pjx4TYTJkzgtdde4/XXX2fDhg3ccccdZGdnc8sttxy+g3YUCsUHbMnJmGNjUYEAmskUjBXExmJLTq5TfCC0HZPd3izrkTcF3vx8SrOzq71586svVSyaN8mEFyLKNLOZuGOPpXD1agy3OzJrUtPQrVbijj32oGYZD52l3vPtt7j+/BNN03B26SJnqw+CZjaTcNJJFP/6K8rn27/CZALDQLNYSDjpJJkNXggBgK7rdB4/njV3311tm87jx1cKcIrKNLOZ+OOOo3DVKlSFOt7h9VYr8ccdJ+NvA8jJyaFv3760a9eOp556ij179oTXtWzZEogM5jz55JPk5+dXGcx56KGHGDVqFJMmTeL333/nscce44EHHogI5jz//PNMmDCBG2+8kWXLljFjxgzee++98HOOGzeOc845h8cff5xLLrmE//73v3z11VcsWbIk3GbChAmMHDmSnj17hjP3JZgjhAgpWAt7lkNMOsRm1N6+OXrggQd48803w/dPOeUUAL7++mv69u2LyWTi888/Z8yYMZx55pk4HA5GjBjBU089FX5MQkICWVlZ3HrrrfTs2ZOkpCQmTJgQcdVQx44d+eKLL7jjjjv497//TUZGBs899xzDhw8Pt+nduzezZ8/mvvvu4/777+eYY45hzpw5nH766eE2V155JXl5eTz88MPk5ubSrVs3vvjiC9q3b9+Yh0lQoY74V18R8HgIeL3oNhu6xUJSz551jg8053rk0XaoZYNF8ybfVoSIMk3TaHvppexdsoSybduCmX37sv00kwl7ejptL730oM4sh85S5y9fjregAM1slpptByn0e9q9cCHu3Nxw9uW+ldhatDjo35MQ4siUcdFFbJg2DV9O5fQ7S0YGGRddFIVeNT+h8XfPt99Snp1d6WS1vWVLGX8byPz589m0aRObNm2iTZs2EetC9dolmCOEaOq8ReAvAzTIWw3+0uDP5BMBBeYYsB5BUzjNnDmTmTNn1timXbt2fPbZZzW26d69O4sXL66xTZ8+ffj5559rbHPZZZdx2WWX1dhmzJgxjBkzpsY2ouFVrOmu/H58xcVYYmOxJCTUKz7Q3OuRR1NDlA0WzZem6jvbozhsiouLSUhIoKioSC6TPcIppVj36KPs+OgjAmVlwYWahsnhoPWll9L1vvsO+o1NKcX6KVPCM5iHZi7vcu+98mZZT6Hf07Y5c4LZ8KGTJRYLba+88pB+T4eDjCmHhxxnUdH2//63ymz4E594gjY11D4VkULj7/YPPgheNbaPbrfT5rLLmvz4e7BkPDk85DgLcWT5+VHwFYMRgPJcwAS2BDDZQdPB4oRT72u855cxpfHJMT54ofjA7oULMQIBdJOJtHPPlfjAYVS0bh2/3HsvpthYLPH755TzlZQQKC2l+5QpJHTtGsUeHn0O15gi10AL0QSEsvysLSrMgqrr2NLSDjm7T2q2NZzQ78kW+j3ty4aXLHghRHUyLroIS0bk9e+SBV9/4ffJtLSKC7EdwtViQgghjkwdhoI1EQIe0CygW8CSELxvTQyuF+JoFZ47zunEmpCAxemU+MBhFirn49m7l4LVqylcswbD78ebl1evskCi+ZEgvBBNhLNLF1qcfTammBjQdUw2W4PVbQ8N8r6iIhnUD5GzSxfSzj0XbV99Ns1sJu3cc+WYCiGqFKoNX5HUgj84zi5dSDvnHPR9k9nqdjstzj5bxl8hhBARkrtB5vVgtkN8e4jvALoJTLbg8uRu0e6hENEl8YHoCp0IMTscxHXqROKJJxIoL5eEyaOAfAMUookIZfnZ09Mxx8cfUi34Krc9fDipZ50lNdsOUfj3lJaGZrFgb4CrFYQQR7aMiy4iZl996pj27SUL/iCFxl9Hy5aYExJwSC14IYQQtXDvBU9+8KcQIkjiA9EXOhHizctDKSVZ8EcJCcIL0YQ4u3Qh9ayzMDscDZYFH952586cOGUKzs6dG2ybR6tQNrwtJUWy4IUQtdJ1nePHjSOmQweOHzdOsuAPQWO+TwohhDhymGPAkQ6pPeD4a4M/HenB5UIIiQ9Em5QNPjrJdLtCNCEyy3jzIL8nIUR9ZVx4IRkXXhjtbjR7Mv4KIYSoC6sTut8Bmgk0DVJOBhUAXSIgQogmIpQNvysri/QBAyS55Cggb0FCNDGhM9KiaZPfkxBCRIeMv0IIIeqiYsBd00CT6IcQogmR5JKjj7wNCSGEEEIIIYQQQgghxGEkySVHFylKKoQQQgghhBBCCCGEEEI0EgnCCyGEEEIIIYQQQgghhBCNRILwQgghhBBCCCGEEEIIIUQjkZrwTZhSCoDi4uIo90QIcSQIjSWhsUU0Dhm7hRANRcbtw0PGbSFEQ5Kxu/HJuC2EaEiHa9yWIHwTVlJSAkDbtm2j3BMhxJGkpKSEhISEaHfjiCVjtxCiocm43bhk3BZCNAYZuxuPjNtCiMbQ2OO2puT0bJNlGAY5OTnEx8ejaVq0u3PYFRcX07ZtW7Zt24bT6Yx2d5o8OV71czQeL6UUJSUlZGRkoOtSjayxHM1j99H4d3Uo5HjVz9F4vGTcPjyO5nEbjs6/rUMhx6t+jsbjJWN345Nx++j7uzoUcrzq52g8Xodr3JZM+CZM13XatGkT7W5EndPpPGr+8BuCHK/6OdqOl2TjND4Zu4++v6tDJcerfo624yXjduOTcTvoaPvbOlRyvOrnaDteMnY3Lhm3g462v6tDJcerfo6243U4xm05LSuEEEIIIYQQQgghhBBCNBIJwgshhBBCCCGEEEIIIYQQjUSC8KLJstlsPPjgg9hstmh3pVmQ41U/cryEaHjyd1U/crzqR46XEI1D/rbqR45X/cjxEqLhyd9V/cjxqh85Xo1HJmYVQgghhBBCCCGEEEIIIRqJZMILIYQQQgghhBBCCCGEEI1EgvBCCCGEEEIIIYQQQgghRCORILwQQgghhBBCCCGEEEII0UgkCC+EEEIIIYQQQgghhBBCNBIJwgshhBBCCCGEEEIIIYQQjUSC8EIIIYQQQgghhBBCCCFEI5EgvBBCCCGEEEIIIYQQQgjRSCQIL4QQQgghhBBCCCGEEEI0EgnCCyGEEEIIIYQQQgghhBCNRILwQgghhBBCCCGEEEIIIUQjkSC8EEIIIYQQQgghhBBCCNFIJAgvhBBCCCGEEEIIIYQQQjQSCcILIYQQQgghhBBCCCGEEI1EgvBCCCGEEEIIIYQQQgghRCORILwQQgghhBBCCCGEEEII0UgkCC+EEEIIIYQQQgghhBBCNBIJwgshhBBCCCGEEEIIIYQQjUSC8EIIIYQQQgghhBBCCCFEI5EgvBBCCCGEEEIIIYQQQgjRSCQIL4QQQgghhBBCCCGEEEI0EgnCCyGEEEIIIYQQQgghhBCNRILwQgghhBBCCCGEEEIIIUQjkSC8EEIIIYQQQgghhBBCCNFIJAgvhBBCCCGEEEIIIYQQQjQSCcILIYQQQgghhBBCCCGEEI1EgvBCCCGEEEIIIYQQQgghRCORILwQQgghhBBCCCGEEEII0UgkCC+EEEIIIYQQQgghhBBCNBIJwgshhBBCCCGEEEIIIYQQjUSC8IfJzJkz0TQtfLPb7bRs2ZJ+/foxdepUdu/eXekxkydPRtO0Q3reefPmceGFF9KiRQtsNhtt27bl2muvZf369ZXajho1iri4uDptt0OHDowaNeqQ+laTF154gZkzZ9a5fYcOHRgyZEjEsorH22QykZSUxEknncTNN9/M999/f8h9rLj9ird//etfldr+73//48wzz8ThcJCQkMBFF13EunXrItoUFxczZcoU+vbtS8uWLYmLi6N79+48/vjjuN3uStv87bffGD58OElJScTExHD66afzySefVGq3bt06xowZQ69evYiNjUXTNL755pta92/Xrl2kpKSgaRoffPBBlW2WLFnCBRdcQFJSEg6Hg+OOO45HHnmkUruff/6Z8847j7i4OBITE7n00kv5888/q9zm9OnTOeGEE7DZbHTs2JGHHnoIn88X0eajjz7ir3/9K8ceeywOh4MOHTpw9dVX8/vvv1fa3meffcbf/vY3unfvjsViqfZvasuWLdX+TmfPnh3RtkOHDtW2tdvtlbY9e/ZsTj75ZOx2OxkZGYwfPx6XyxXRZtSoUdVuU9O0iNdsTe1OOOGEcLvS0lKuuuoqMjMziY+PJzY2lq5du/Loo49SWlpa5XH473//S58+fXA6neH2r7zySpVtj3QybtePjNvRGbdHjx5Nt27dSExMxOFwcPzxx/OPf/yDvXv3Vmr7448/MmjQIOLj44mLi6Nfv3589913ldotWbKE0aNH06NHD2w2G5qmsWXLlkrt6jvG7N69m1GjRpGamkpMTAy9evViwYIFh3RMfT4fDz30EB06dMBms3HCCScwffr0Ko/VrFmzOOWUU7Db7aSmpjJixAi2bdtWZduQmt4LS0pKuPvuuxk4cCAtWrRA0zQmT55c7bbq8l544LhTl9eqjNuRZOyuHxm7ozN2V/dZ8pZbbolot3DhQq6//npOOOEEYmNjad26NZdccgkrVqyotE2lFK+++io9evTA6XSSkpJCnz59+PzzzyPaHcw4E3LfffehaRrdunWrtK6un7mhfmN3Rddccw2aplV6DX7zzTc17lPF41pT26perz6fj2eeeYbu3bvjcDhITEykd+/eLF26NKJdbm4uo0aNIi0tDbvdzoknnsiMGTMqba8+32OOFjJu14+M2007VlKfMea5557jjDPOIDU1FZvNRrt27bjqqqsq7T/AtGnTuPTSS+nYsSOaptG3b99a+wk1j9ter5cHHniAjh07YrVaad++PRMnTqS8vLzKba1du5bLL788/DfToUMHxowZE9HmtddeY+jQoXTo0AGHw8Gxxx7L3//+d3Jzcyttr67fY+r6mTsQCPDMM89w/vnn06ZNG2JiYujcuTP33HMPhYWFVe5TXeJPAF9//TUDBgwgLS2NuLg4TjzxRJ577jkCgUCV262WEofFG2+8oQD1xhtvqGXLlqnFixerDz74QI0fP14lJCSo5ORklZWVFfGYbdu2qWXLlh30c/7jH/9QgDr//PPVf/7zH7Vo0SL16quvqs6dOyubzaY+/PDDiPbXXnutio2NrdO2f/75Z7Vp06aD7lttunbtqvr06VPn9u3bt1cXXnhhxDJAXXbZZWrZsmVq6dKlat68eeqpp55SJ554ogLU2LFjD6mPFbdf8bZjx46Idh9//LHSNE0NHTpUff755+rdd99VmZmZKikpKeIY/vLLLyo1NVXdcccd6r///a9asGCBmjx5srLb7ap///7KMIxw282bN6vk5GTVtWtXNXv2bPXZZ5+pCy+8UGmapj744IOI5585c6Zq1aqVuuCCC9RFF12kAPX111/Xun/Dhw9XGRkZClDvv/9+pfWzZs1Suq6rq666Sn3yySdq4cKF6tVXX1UPPfRQRLsNGzao+Ph4dfbZZ6vPP/9cffjhh6pr164qIyND7d69O6Lto48+qjRNUxMnTlRff/21euKJJ5TValU33nhjRLu//OUv6uKLL1avv/66+uabb9Tbb7+tOnfurOLi4tTatWsj2l5//fXquOOOU1dccYXq0aOHqm7Y27x5swLU7bffXul3unfv3oi2P//8c6U2c+bMUYC66qqrItq+8847ClCjR49WCxcuVC+99JJKSEhQAwYMiGi3adOmSttctmyZSk1NVa1bt1Z+vz/ctqp206ZNU4C65557wu0KCgrUFVdcoV566SX1v//9T2VlZan7779fWSwW1b9//0rHYOrUqUrXdTVmzBj15Zdfqq+++ko9//zzavr06VUesyOdjNv1I+N2dMbtq666Sv3f//2f+vzzz9WCBQvU448/rpxOp+rSpYvyeDzhdj/++KOy2Wzq7LPPVnPnzlUfffSROuOMM5TNZlNLly6N2ObkyZNV+/bt1dChQ1Xfvn0VoDZv3lzpueszxrjdbtWtWzfVpk0b9c4776j58+erSy65RJnNZvXNN98c1DFVSqnRo0crm82mnnjiCfX111+re+65R2mapqZMmRLR7rnnnguPxfPmzVOvvfaaatWqlWrfvr3Kz8+v8tgqVfN74ebNm1VCQoI655xz1OjRoxWgHnzwwSq3U9f3wt27d1c5xg8YMEAB6tdff43YrozblcnYXT8ydkdn7G7fvr0688wzK+3Tn3/+GdHusssuU/369VMvvPCC+uabb9T777+vzjjjDGU2m9WCBQsi2t5///0KULfccouaP3+++uSTT8JjR8XXYH3HmZCVK1cqm82m0tPTVdeuXSutr+tnbqXqPnZX9Nlnn6nY2FjldDorvQaLioqq3Ke//e1vClDz5s0Lt/36668VoB577LFK7UtKSiK26/f71YUXXqgSEhLUlClT1Ndff60+++wz9dBDD6n58+eH2xUWFqpOnTqpNm3aqDfeeEPNmzdPXXvttQpQTz/9dMQ26/M95mgh43b9yLjdtGMl9RljHnjgATV58mQ1d+5c9c0336jXX39dHX/88So2NrbSWJyZmalOPfVUdf3116sWLVrU6TVQ27h96aWXKrvdrh577DGVlZWlHn74YWW1WtVFF11Uqe3ChQuVw+FQAwcOVB988IH65ptv1FtvvaXuuOOOiHYZGRnq6quvVrNmzVLffPONevnll1WbNm1Uq1at1M6dOyPa1vV7TF0/c5eUlKj4+Hh10003qffff199/fXX6umnn1ZJSUmqS5cuqqysLKJ9XeNPWVlZStd11bdvX/Xxxx+rrKwsdfvttx/U34oE4Q+T0BvL8uXLK63bunWratu2rYqPj6/0ojxY7777rgLU3//+90rrXC6X6tGjh4qJiVF//PFHeHl93lgaW0O9sdx6662V2vr9fnX99dcrQL3wwgsH3cfqtn+gzMxMdeKJJ0a8MWzZskVZrVY1YsSI8DKXy6VcLlelxz/55JMKUN9++2142c0336zsdrvavn17eJnf71edO3dWbdu2VYFAILy84v/ff//9Or2xfPDBByouLk69+eabVb6xbN++XcXGxlb5+jrQ5ZdfrlJTU1VRUVHE/lssFnX33XeHl+3du1fZ7XZ10003RTx+ypQpStM0tW7duvCyXbt2VXqeHTt2KIvFom644YaI5RX3/9Zbb601CP/kk0/Wuk9VmTx5sgLUV199FV7m9/tVq1at1MCBAyPazpo1SwHqiy++qHGb33zzjQLUfffdV+vzjxo1Smmapn7//fda2959990KiPj7/+mnn5Su6+rxxx+v9fFHCxm360fG7f2iMW5X9MILLyggIkAzaNAglZ6erkpLS8PLiouLVWpqqurdu3fE4ys+f2hfqgrCV6eqMebf//63AiIC/j6fT3Xp0kX95S9/CS+rzzFdu3at0jRNPfbYYxFtb7zxRuVwOFReXp5SKngCICEhodIXiqVLlypATZo0qcr9qO290DCM8Gtkz549NQbh6/peWBWXy6Xi4uLUWWedFbFcxu2qydhdPzJ273c4x+6qjmNVqvrMW1JSotLT0yud7GzdunWlcaK8vFwlJCSoiy++uMbnqW6cCfH5fOrkk09WY8eOVX369KkymFPXz9x1HbsrKiwsVK1bt1bPPPNMnY+dYRiqU6dOqn379hF9CwXIqkoyOtCzzz6rdF2vNdg7depUBaiffvopYvnAgQNVbGysKigoCC+rz/eYo4WM2/Uj4/Z+TTFWUp8xpirr169XgLr//vsjllfsa11eA7WN28uWLavyROFjjz2mgIgTjaWlpapVq1bqwgsvrJQQc6Cqxrjly5crQD3yyCM1Plapqr/H1PUzt9/vr5RAqdT+3+3bb78dXlaf+NPVV1+tbDZbpdfgwIEDldPprHWfKpJyNE1Au3btePrppykpKeHll18OL6/qEqs5c+YwcOBAWrVqhcPhCF9aceBl31OmTCEpKYmnnnqq0vPFxsYyffp0ysrKePbZZyutX7duHf379yc2NpYWLVpw2223UVZWFtGmqkusiouLueuuu8KXsrRu3Zrx48dX6pthGEyfPp2TTz45fEnfGWecEb48qEOHDqxbt45FixaFL9vp0KFDrcexrkwmE88//zypqak8+eSTDbbdquTl5bFx40YGDx4c8bts37493bp14+OPPw5fvhIbG0tsbGylbfzlL38BiLhk/rvvvuOkk06idevW4WUmk4nBgwezbds2fvzxx/ByXa/fn3l+fj633norU6ZMoV27dlW2ee211ygtLeWf//xnjdvy+/189tlnDB8+HKfTGV7evn17+vXrx9y5c8PL5s2bh9vt5rrrrovYxnXXXYdSio8//ji8LC0trdJzZWRk0KZNm0qlBeq7/wdDKcUbb7xBp06dOPfcc8PLv//+e3Jzcyvt0+WXX05cXFzE/ldlxowZaJrG9ddfX2O7kpIS3n//ffr06cOxxx5ba39btGgBgNlsDi97/vnnsdls3H777bU+Xsi4LeN20xq3D1TV3/h3331H3759iYmJCS+Lj4/nnHPOYenSpRGXiDbG88+dO5fMzEx69eoVXmY2m7nmmmv48ccf2bFjB1C/Y/rxxx+jlKryfaO8vJx58+YBwUtni4qKuOCCCyLa9erVi+TkZD788MNKz1eX98LQa7029XkvrMqcOXNwuVyMHj06YrmM2/UnY7eM3dB0x+6qVPWZNy4uji5dulT6zGuxWEhISIhYZrfbw7eaVDfOhPzrX/8iPz+fKVOmVLuNuu5/Xcfuiu68805atWrF2LFj6/QcECwd8Oeff3Ldddcd9O/m//7v/zjnnHM444wzamz33XffkZ6eTo8ePSKWDxkyhNLS0oh9qs/3GCHjtozbTWvcrsvnw0NV1edoqH9faxu3QyUpD/x8HCpdVPHz8fvvv09ubi7/+Mc/av3sW9UY16NHD0wmU53GuKr2v66fuU0mEykpKZWWV/U6qU/8yWKxYLVacTgcEW0TExNrfX89kAThm4gLLrgAk8nE4sWLa2z3+++/c8EFFzBjxgzmzZvH+PHj+c9//sNFF10UbpObm8u6desYOHBgxJftinr16kVaWhpZWVkRy30+HxdccAH9+/fn448/5rbbbuPll1/myiuvrLFfZWVl9OnThzfffJOxY8fy5Zdf8s9//pOZM2dy8cUXo5QKtx01ahTjxo3jtNNOY86cOcyePZuLL744XG927ty5dOrUiVNOOYVly5axbNmyWr+g1pfD4eC8885j8+bNbN++Pby8b9++9aot9+677+JwOLDZbPTo0YM33ngjYr3X6wXAZrNVeqzNZqOsrIw//vijxudYuHAhAF27do3YbnXbBFizZk2d9+FAY8eOpWPHjtx2223Vtlm8eDHJycn8+uuvnHzyyZjNZtLS0rjlllsoLi4Ot/vjjz8oLy/nxBNPrLSNE088kU2bNoVruK1duxaA7t27R7Rr1aoVqamp4fXV+fPPP9m6dWvEcToY//rXv7BarcTExHDWWWdVWTvuQF999RVbt27l+uuvj3j9hPp84P5bLBZOOOGEGvepqKiIDz74gP79+9OxY8can3/27NmUlpZW+8VJKYXf76e4uJh58+bx9NNP89e//jXig8PixYvp3LkzH374IZmZmZhMJtq0acM999wTfh2LSDJuy7hdncM9bkMw0FtaWsp3333H/fffz1lnncWZZ55Z5+f/5ZdfDvq56zLGrF27ttr3AqDK2pcVVXVM165dS4sWLWjZsmWV2wyNsbX9Tn///fdK9UTr8l5YV/V5L6zKjBkzcDqdXH755RHLZdw+ODJ2y9hdncM9di9evJj4+HgsFgtdunTh6aefrlNt2aKiIn7++edKn3nHjRvHvHnzmDFjBgUFBeTm5jJhwgSKiopqDV5XN84ArF+/nkcffZQXX3yxzjWxa1LXsTvkq6++4q233uK1117DZDLV+XlmzJiBruuVAiwht956K2azGafTyaBBg1iyZEnE+m3btrFlyxa6d+/OpEmTSE9Px2w207VrV958882Itof6Ommo7zFHKhm3ZdyuTlOMlYTUNsZUFAgE8Hg8/Prrr4wePZq0tLRqx666qMu4Xd3xr+o4hf72AoEAZ511FlarlaSkJP7617+Sk5NTa38WLVpEIBCodoyr7XvMoaruewTULf50yy234PV6GTt2LDk5ORQWFvL2228zd+5c7r777vp1pl558+Kg1XSJVUh6errq3Llz+P6DDz5YYy09wzCUz+dTixYtUoBavXq1Ukqp77//vlJt6KqcfvrpyuFwhO+H6tb93//9X0S7KVOmKEAtWbIkvKx9+/bq2muvDd8P1SQ9cP8++OCDiLIbixcvVoC69957a+xbY15iFfLPf/5TAeqHH34ILzv33HOVyWSq03OOGDFCzZo1K1yzbvDgwZVKhwQCAZWcnFzpctGCggIVHx9f6dL8A61evVo5HA41bNiwiOVDhw5ViYmJlWqKnX322eH6Y1Wp7RKrzz77TFksFvXLL78opaq/lCozM1PZ7XYVHx+vHnvssXD9LIfDoc4888zwpULfffedAtR7771X6blClznl5OQopYKXoNpstir7dfzxx1cq6VKRz+dTffv2VU6nU2VnZ1fbrqZLY3NyctSNN96o/vOf/6hvv/1WzZo1S51xxhkKUK+++mq121RKqSuvvFKZTKaIS96U2v+3k5ubW+kxAwcOVMcff3y123zxxRerPXYHOv3001ViYqIqLy+vcv17772ngPDtuuuuUz6fL6KNzWZT8fHxKikpST3//PNq4cKF6t5771UmkyniUsCjiYzbMm5X1FTHbaX2X04aul1wwQWquLg4os3JJ5+sjj/++IhLWX0+n+rUqZMC1LvvvlvltutSjqYuY4zFYlE333xzpceGSsJU9/xKVX9MBwwYoDIzM6t8jNVqDV9empeXp3Rdr3SZ/6ZNm8J9Dr0XKVX398KKaro0tj7vhQfasGGDAqo8djJuV03Gbhm7K2qqY/eYMWPU66+/rhYtWqQ+/vhjdfXVVytAXXPNNTUdCqVU8LJ4s9lcqfSJUkq99NJLymazhce2qmppH6imcSYQCKjTTz9d/fWvfw0vq64cTUU1feau69itVLD0TocOHdTEiRPDy+pSjqagoEDZ7XY1aNCgSut+/vlnNW7cODV37ly1ePFi9frrr6vOnTsrk8kUUTs+9N4aqk/8n//8R/3vf/9Tl112mQLUK6+8Em47fvx4peu62rp1a8RzjRw5UgGVyh1UVNfvMUcyGbdl3K6oqY7bdf18WNcxpqKK4/bxxx+v1q9fX+1+K1Xza6Cu4/bHH39cqUSLUkrNmDEj3I+QQYMGKUAlJiaqu+++OzzXXUpKijr22GMjyl0eqLi4OFwK6MDfiVJ1+x5TUW0lIA+0fft2lZ6ernr27BnxPai+8afvvvsuPA8AoEwmk3riiSfq1IeKJBO+CVEVzoBW588//2TEiBG0bNkSk8mExWKhT58+AGzYsKHez1fVmcyrr7464v6IESOA4CV91fnss8/o1q0bJ598Mn6/P3wbNGhQxAzTX375JRA8KxhtVR3vBQsW4Pf76/T4WbNmMWLECM4++2yGDx/OF198wZAhQ/jXv/7Fnj17gOAlQ7feeisLFizgkUceYffu3WzatIlrrrkmfNladZcVbdmyhSFDhtC2bVtee+21iHW33XYbRUVF/O1vf+PPP/9k165d3H///SxdurTGbdakqKiIm2++mX/+859VzpxdkWEYuN1uJk2axMSJE+nbty//+Mc/mDp1Kt999x0LFiyIaF/TGfOK6+rariKlFDfccAPffvstb731Fm3btq2x79Vp1aoVr7zyCpdffjlnnXUWI0aMYPHixZxyyincc8891b4u8vPz+fjjjzn//PMjLnmrS99r2t8ZM2aQkpLCsGHDauz3unXr+OGHH7j66qurvRRq0KBBLF++nIULFzJlyhQ+/PBDhg8fjmEY4TaGYVBSUsILL7zArbfeSr9+/Xj00Ue5/fbbeffdd9m0aVON/Thaybh9eMm4XbXu3buzfPlyFi1axP/93/+xcuVKBgwYEHF59O23385vv/3Gbbfdxo4dO9i2bRu33HILW7duPeTnr8sYAwc3xtd0TOu6zeTkZK6++mreeustXn75ZfLz81mzZg1XX311OKsytP/1eS+sr4PZ/xkzZgBUeaWTjNsHT8buw0vG7sr+/e9/c91113HOOedwySWX8M4773DbbbfxzjvvsHLlymofd//99zNr1iyeffbZSqVP3njjDcaNG8dtt93GV199xRdffMHAgQO55JJL+N///lftNmsaZ5555hl+//13pk2bdlD7WZ26jof33HMPFouFBx54oF7bnzVrFm63u8p9OuWUU5g2bRpDhw7l7LPP5rrrrmPp0qW0atUqIqMx9B7mdrv54osvuPzyyxk4cCD/+c9/OPXUU3n44YfDbW+66SYsFgtXX30169atIy8vj3//+9/MmTMHqP510lDfY44GMm4fXjJuR6rP58O6jjEVLV26lGXLlvHOO+8QHx9Pv379ar1KtDp1HbcHDx7Mscceyz//+U+ysrIoLCxk3rx5TJo0CZPJFHGcQuPhlVdeyeOPP06/fv24+eabmTFjBps2beLdd9+t8jncbjeXXnopW7du5f33368yK78u32MOVn5+PhdccAFKKebMmVPpd1/X96IVK1YwbNgwevTowaeffsrChQuZOHEi9913H4888ki9+iRB+CaitLSUvLw8MjIyqm3jcrk4++yz+eGHH3j00Uf55ptvWL58OR999BEA5eXlAOHLvzdv3lzjc27durXSG73ZbK5UQyl0qWBeXl6129q1axdr1qzBYrFE3OLj41FKsXfvXgD27NmDyWSqdPlhNIQCDzUd8/q65ppr8Pv9/PTTT+FlDzzwAHfccQePPvoo6enpHHfccQDhy4uqCtxu3bqVfv36YTabWbBgAcnJyRHr+/fvzxtvvMHixYs55phjaNmyJR999FF4AKguGFyTe++9F4vFwm233UZhYSGFhYW4XC4geAldYWFh+M049BoZNGhQxDYGDx4MwM8//xzRrqrXTn5+PpqmkZiYGG7rdrurHGzz8/MrHQMIfjgYPXo077zzDjNnzuSSSy6p937XxGKxcOWVV5KXl8fvv/9eZZt33nkHj8dT5Yf82va/qn2C4KVfP/30E9dcc02Vl9JVVNMXp5CkpCR69uxJv379mDRpEq+88gqffPIJ//3vfyv1tbbfqdhPxu3DT8btqsXGxtKzZ0/OOeccxo4dy9y5c/nhhx8iaqdef/31/Otf/+Ltt9+mTZs2tGvXjvXr13PXXXcd8vPXdYypbiwEqhwPazum1W2ztLQUr9cb0f7FF1/kyiuvZMyYMaSkpHDKKadwwgkncOGFF2Kz2cJ/Q/V5L6yr+rwXVuTz+Xjrrbc46aST6NmzZ7XblXG7fmTsPvxk7K77PkFwTqGqPPTQQzz66KNMmTKlUimEgoICbr31VkaPHs1TTz1F//79GTx4MO+99x6nnXYat9xyS5XbrGmcyc7O5oEHHuDBBx/EarWGx0S/349hGBQWFob/FuqjrmP3jz/+yAsvvMATTzyB2+0OP79hGPj9fgoLC/F4PFU+x4wZM2jRokWdvxskJiYyZMgQ1qxZE96n0N/nCSecQPv27cNtNU1j0KBBbN++nd27dwPQuXNn5s6dy9atW+nWrRupqak8/vjjPP3000DVr5PG/h5zJJFx+/CTcTvSoX4+rGqMqejUU0/ljDPO4Oqrr+brr79GKcWkSZPq3c/6jNtWq5Uvv/ySdu3aMXDgQJKSkrjsssuYNGkSSUlJEcepus+coRNJVX3m9Hg8DBs2jCVLlvDJJ59w+umnV9nnunyPORgFBQUMGDCAHTt2kJWVRadOnSLW1yf+dOutt5Kens7cuXMZMmQI/fr145FHHuGee+5h8uTJ/Pnnn3Xul7n2JuJw+PzzzwkEAvTt27faNgsXLiQnJ4dvvvl/9u48PqrqfPz4586ahWTIvrCLgECCUFA2W0AhgIJF+y3+So3kq0VaVIpAF7RWtAqK4lJcqpaCigqtFr/igiAqiIRFBCXsKkuALBCSSSbLbPf8/ggzZrKRQEK2593XfdHMfebOuWNy5s45z33O5/4ZXYCCgoKAuISEBPr27cu6desoKSmpttZZeno6OTk5Ver+eTwe8vLyAj5csrOzAapd4MAnOjqa4OBg/vWvf9W4H8oXWfB6vWRnZ5OQkFDj8RpbaWkpn3zyCd27d6djx44Ndlxfx1txhs1kMvHUU0/x8MMPc+TIEaKjo0lISGDs2LF069atyusfO3aMkSNHopTi888/r7F9U6dO5de//jWHDx/GbDZz+eWXs3DhQjRN46c//Wm9256RkcHRo0er/dCfOnUqUN6RtW/fnn79+lX7BaHy+Xfv3p3g4OBqaw3v2bOHyy+/3J+97avFtWfPnoAOOjs7mzNnzlSZcfZduC5btoylS5f6v7g0tOr+m1a0dOlS4uLi/AuYVFTxnPr06eN/3OPxcODAAX71q1/VeEyofWAdyuu4vf766wwcOJD+/fuf91x8fAuTHDp0yP9Yv379/H/rFZ3v/Nsy6bcvLem3627QoEEYDIaAv3GAP/3pT8yaNYvDhw8TFhZGly5dmD59OqGhoVUyKi9GdX1McnJyjZ8FQJU+vi7vaXJyMitXriQ7Ozvgs6u6Y4aGhvL666/z97//nczMTBITE4mOjuaKK65g2LBh/sWf6vNZWFf1+Sys6P333yc3N5cHHnig2uNKv31hpO++tKTvvrhz8nnooYeYP38+8+fPr3Zg5uDBg5SWlnLVVVdV2Tdo0CA2btyIw+GokoVYWz/zww8/UFpayu9//3t+//vfV9kfERHB73//+3pnyde17963bx9KqWrvCs3MzCQiIoKnn36aWbNmBezbtWsXu3btYs6cOZjN5jq3y/f++7Ifu3fvXmPN8Or+W40fP55jx47x3Xff4fF46NmzJ//+978B+NnPflbl+Zfie0xrIf32pSX9dlUNcX1YuY+pSVhYGFdccUWV6/i6qG+/ffnll5Oens7Jkyc5e/Ys3bt3x2638/vf/z6g3+rXrx8rV66s8XUrf245nU4mTZrEZ599xv/93/9x3XXX1fkcavoeUx/5+fn+dQ02bNhQ7bpM9Rl/2r17N7/61a+qrEty1VVXoes6+/fvrzLIXxO5Om8Gjh8/zty5c7HZbEyfPr3GON8fa+XM2OpmiO6//37y8/P9GW4VFRcXM3PmTEJCQrj33nur7H/jjTcCfvbdWlLbh96ECRP4/vvviYqKYtCgQVU234rdvuysF198scZj+c7xQjIr6sLr9XL33XeTl5fHn/70pwY99uuvv47ZbK52MKNdu3YkJyeTkJDA119/zYYNG6p0jMePH2fkyJF4vV4+/fTTgKyL6phMJnr37s3ll1+O3W7n5Zdf5uc///l5n1edZ555hs8++yxg860IP3/+fD777DP/hfsvfvEL4Mdb5nw+/PBDAIYMGeJv38SJE/nvf/9LUVFRwHl+9tln3Hzzzf7Hxo0bR1BQEMuXLw845vLly9E0jUmTJvkfU0oxbdo0li1bxksvvXRRi5bUxu12s2rVKqKjo7n88sur7P/qq6/49ttvmTp1apXVywEGDx5MQkJClXN6++23cTgcAefv43Q6WbFiBVdfffV5b3V77733OHPmDHfccUe9zst3u2TFc6rtv6nBYKj2S11bJv12VdJvX/p+uyYbN25E1/Vq+y2r1UpSUhJdunTh+PHjrFq1imnTphEcHNxgr19dH3PTTTdx4MABtm3b5n/M4/GwYsUKBg8eHJBpVdf39Oc//zmaplVZIG/58uUEBwczbty4Ks+JiIigX79+REdH895773Hw4MGA/6b1+Sysq/p8Fla0dOlSgoKCqtz67iP9dv1J312V9N3Np+9+7bXXgB+vo33+9re/MX/+fP7yl7/w4IMPVvtcXx9aOUlGKcXWrVuJiIggNDS0yvNq62f69+9fpT/87LPPuPLKK+natSufffbZBS1eXde+e9y4cdW+flxcHEOGDOGzzz7jf/7nf6o9J6Be18f5+fm8//779O/f3z8pajKZ+PnPf87+/fv9i2JC+Xu6du1aunfv7h889dE0jR49etC7d2+8Xi/PPvss/fv3DxjMulTfY1oL6berkn67eY+VVKe6PqYmZ86c8Sdp1NeF9tsdOnQgOTmZkJAQnnjiCUJDQwP60JtuuglN06pcc3700UcopQI+t3wZ8J9++invvPNOlez586nte0xd+Abgf/jhB9atW8eAAQOqjavP+FNiYiJfffVVlcXT09PTAeo1WSWZ8JdYRkaGvwZYbm4uX3zxBcuWLcNoNLJ69WpiYmJqfO6wYcOIiIjgt7/9LQ8++CBms5k33niDb775pkrsr371K77++muefPJJjh49yu23305cXBwHDx7k6aef5vvvv+fNN9+sMltjsVhYvHgxDoeDq666ii1btvDII48wfvx4rrnmmhrbNmvWLN555x1+9rOfce+999KvXz90Xef48eOsW7eOOXPmMHjwYH7605+SmprKI488Qk5ODhMmTMBqtbJr1y5CQkK45557gB8zJFatWsVll11GUFBQlVWL6yInJ4etW7eilKKoqIiMjAxee+01vvnmG+69916mTZsWEH/dddexcePG89Y6e+KJJ9i3bx/XXXcdHTt2JDc3l6VLl7Ju3Trmz58fcEHmuxWuX79+KKXYvn07jz/+OOPGjQvoAHNzcxk1ahRZWVksXbqU3Nxc/y2OUP6H7fvjzs3NZfHixQwfPpywsDAOHDjAokWLMBgMPP/88wFtLSkp8Q+O+y7MN27cyJkzZwgNDfV/2NeWSd23b9+AC4uUlBQmTpzIww8/jK7rDBkyhK+++oqHHnqICRMmBPyuPPTQQ1x11VVMmDCBP//5z5SVlfHXv/6V6Oho5syZ44+LjIzkL3/5Cw888ACRkZGkpKSwY8cO5s+fz29+85uATPKZM2eydOlSbr/9dpKTkwO+cFit1oCO9tixY+zYsQPAv7r622+/DUDXrl39t97Onj0bt9vN8OHDiY+PJzMzkyVLlrB7927/32hl57vINxqNLFq0iNTUVKZPn86vfvUrDh8+zB//+EfGjBlT7QDRu+++y9mzZ8+bBe97/eDgYH8twspeeuklvvjiC1JSUujUqRPFxcV88cUXLFmyhGHDhgXc9vq///u/vPTSS8yYMYMzZ87Qp08fPvnkE55//nlmzJjRoF8yWxrpt6Xfbq799vvvv88rr7zCjTfeSJcuXXC73Xz11Vc888wzXH755QH9SEZGBu+88w6DBg3CarXyzTff8Nhjj9GjR48qtQxPnz7Nxo0bgR8zEz/66CNiYmKIiYnxZ5jVp4+5/fbbef755/nlL3/JY489RmxsLC+88AIHDx7kk08+uaD3tG/fvtxxxx08+OCDGI1GrrrqKtatW8fLL7/MI488EnAb6TvvvMOpU6fo3bs3ZWVlfP755zz77LP89re/DWhnfT4Lfe9LcXGxf3B93759/s+Y66+/3p9hV9fPQp9Tp06xdu1abrnlFiIiIqptj/TbtZO+W/ru5tp3v/nmm/z3v//lhhtuoEuXLhQUFPCf//yHlStXkpaWxpVXXuk/5uLFi/nrX//KuHHjuOGGG6oMsvsGPjp37szNN9/Myy+/jNVq5frrr8fpdPLqq6/y5Zdf8re//a1K9uX5+pn27dtXO7DYvn17PB5PlX11veaua98dHx9fbdZpUFAQUVFR1batrKyMN998k2HDhtG7d+8q+6G8hnfnzp0ZNGgQ0dHRHD58mMWLF5OTk1NlMOZvf/sbH330EePGjWP+/PmEh4fzz3/+k2+++caf5e5zzz33MHLkSKKiovjhhx/4+9//zokTJ/yfpz71+R7T1ki/Lf12c+2363N9WNc+xm63M2bMGKZMmUKPHj0IDg7m0KFDPPvsszidziqTrl999ZV/QrCwsBCllL+Pveqqq+jSpUu9++1FixYRHx9P586dycnJ4d///jfvvvsur7/+ekA5miuuuIK77rqLF154gbCwMMaPH8+hQ4f4y1/+woABA5g8ebI/9n/+53/46KOPuP/++4mKigro48LDw/3jOvX5HgN1u+YuLS1l7Nix7Nq1i2eeeQaPxxPw+jExMXTv3h2o3/jTvffey8yZM5k4cSLTp08nJCSEDRs2sHjxYkaPHh3wuX1e9V7KVVwQ34rfvs1isajY2Fg1YsQItWDBApWbm1vlOdWt+L1lyxY1dOhQFRISomJiYtRvfvMb9fXXXytALVu2rMoxPvzwQ3X99derqKgoZTabVYcOHVRqaqrau3dvldipU6eq0NBQ9e2336qRI0eq4OBgFRkZqX73u98ph8MRENulSxeVlpYW8JjD4VB/+ctfVK9evZTFYlE2m00lJyere++9V2VnZ/vjvF6vevrpp1VSUpI/bujQoWrNmjX+mKNHj6qUlBT/qthdunSp9f2tacVv32YwGFR4eLhKTk5Wd955p0pPT6/2OCNGjKh1lXWf9957T11zzTUqJiZGmUwmFRYWpn7605+qt956q0rsl19+qQYPHqzCw8OV1WpVSUlJ6sknn1Qulysgzre6dk1bxdWf8/LyVEpKioqJiVFms1l17txZ3XPPPer06dNVXv/IkSM1HvN872tNK34rpVRJSYn605/+pDp16qRMJpPq3LmzmjdvniorK6sS+9VXX6nrrrtOhYSEqPDwcDVp0iT13XffVfuazz77rOrZs6eyWCyqc+fO6sEHH6zyXnXp0qXO51T5b6/iVnHV+qVLl6qrr75aRUZGKpPJpCIiItTYsWPVxx9/XG07S0pKlM1mUz/72c9qfQ+VUurNN99U/fr1UxaLRcXHx6uZM2dWuzK4UkqNGTNGhYaG1roiuFJKHT9+XBkMBnXbbbfVGPPll1+qCRMmqMTERGWxWFRISIi68sor1d/+9rdqVzDPy8tT06dPV3FxccpsNquePXuqJ554ImAV8bZE+m3pt5t7v71//371P//zP6pLly4qKChIBQUFqSuuuEL94Q9/UHl5eQHHPHjwoPrZz36mIiMjlcViUZdffrn6y1/+UuX35HznNWLEiID3qT59THZ2trrttttUZGSkCgoKUkOGDFHr16+/4PdUKaVcLpd68MEHVefOnZXFYlE9e/ZUf//736u89urVq1X//v1VaGioCg4OVoMGDVJLly5Vuq5Xia3p/ajus7C2z6MjR44ExNbns/DRRx9VgPr0009rbZv021VJ3y19d3Pvu9PT09V1112n4uPjldlsViEhIeqqq65SL7zwQpW/Xd/7VNNWUWlpqXriiSdUv379VFhYmIqMjFRDhgxRK1asqLavq2s/U9mIESNU3759qzxe12tupered1enut9BnzfeeEMB6l//+leNz1+4cKHq37+/stlsymg0qpiYGHXTTTep7du3Vxu/Z88edcMNN6iwsDD/Z1fFvyGfn//85yohIUGZzWYVHx+v0tLS1NGjR6tt/4V+N2utpN+Wfru599vVqen6sK59TFlZmfrNb36jevfurdq1a6dMJpPq2LGjuvXWW2v8HayprdX9fldUU7/90EMPqe7duyur1arat2+vxo0bpzZt2lTtMTwej3rsscfU5Zdfrsxms0pISFC/+93vVH5+fkBcbf+dKn6PqM/3GKXqds1d23/P6j6LlKrb+JNSSr3zzjvqmmuuUdHR0So0NFT17dtX/e1vf6v2u1RttHNvkhD1EhkZye23386TTz7Z1E0RQghRB9JvCyFEyyN9txBCtCzSbwshaiLlaES9fPvtt3z44Yfk5+czdOjQpm6OEEKI85B+WwghWh7pu4UQomWRflsIcT6SCS/qZdSoURw4cIBbb72VRYsWnXdlZyGEEE1L+m0hhGh5pO8WQoiWRfptIcT5yCC8EEIIIYQQQgghhBBCCNFIDE3dACGEEEIIIYQQQgghhBCitZJBeCGEEEIIIYQQQgghhBCikcggvBBCCCGEEAKAhQsXctVVVxEWFkZsbCyTJk3i4MGDATFKKebPn09iYiLBwcGMHDmSvXv3BsQ4nU7uueceoqOjCQ0N5cYbb+TEiRMBMfn5+aSmpmKz2bDZbKSmplJQUBAQc/z4cSZOnEhoaCjR0dHMnDkTl8sVELNnzx5GjBhBcHAwHTp04OGHH0YqbgohhBBCiObE1NQNEDXTdZ1Tp04RFhYmi3oIIS6aUoqioiISExMxGGQOtrFI3y2EaChN0W9v3LiRu+66i6uuugqPx8P9999PSkoK+/btIzQ0FIBFixbx1FNPsXz5cnr27MkjjzzCmDFjOHjwIGFhYQDMmjWLNWvWsHLlSqKiopgzZw4TJkxg586dGI1GAKZMmcKJEydYu3YtAHfeeSepqamsWbMGAK/Xyw033EBMTAybN28mLy+PqVOnopRiyZIlABQWFjJmzBhGjRrFjh07OHToEGlpaYSGhjJnzpw6nbP020KIhiTX3I1P+m0hREO6ZP22Es1WZmamAmSTTTbZGnTLzMxs6u6tVZO+WzbZZGvorSn77dzcXAWojRs3KqWU0nVdxcfHq8cee8wfU1ZWpmw2m/rHP/6hlFKqoKBAmc1mtXLlSn/MyZMnlcFgUGvXrlVKKbVv3z4FqK1bt/pj0tPTFaAOHDiglFLqww8/VAaDQZ08edIf89Zbbymr1arsdrtSSqkXXnhB2Ww2VVZW5o9ZuHChSkxMVLqu1+kcpd+WTTbZGmOTa+7GI/22bLLJ1hhbY/fbkgnfjPkyiTIzMwkPD2/i1gghWrrCwkI6derk71tE45C+WwjRUJpDv2232wGIjIwE4MiRI2RnZ5OSkuKPsVqtjBgxgi1btjB9+nR27tyJ2+0OiElMTCQpKYktW7YwduxY0tPTsdlsDB482B8zZMgQbDYbW7ZsoVevXqSnp5OUlERiYqI/ZuzYsTidTnbu3MmoUaNIT09nxIgRWK3WgJh58+Zx9OhRunXrVuWcnE4nTqfT/7M6V7pG+m0hRENoDn13ayfX20KIhnSp+m0ZhG/GfLdVhYeHyweLEKLByC2bjUv6biFEQ2uqflspxezZs7nmmmtISkoCIDs7G4C4uLiA2Li4OI4dO+aPsVgsREREVInxPT87O5vY2NgqrxkbGxsQU/l1IiIisFgsATFdu3at8jq+fdUNwi9cuJCHHnqoyuPSbwshGpJcczceud4WQjSGxu63pUCZEEIIIYQQooq7776bb7/9lrfeeqvKvspfUpRS5/3iUjmmuviGiPFlttfUnnnz5mG32/1bZmZmre0WQgghhBDiYskgvBBCCCGEECLAPffcw3vvvcdnn31Gx44d/Y/Hx8cDP2bE++Tm5voz0OPj43G5XOTn59cak5OTU+V1T58+HRBT+XXy8/Nxu921xuTm5gJVs/V9rFarP3tSsiiFEEIIIcSlIIPwQgghhBBCCKA8i/zuu+/mv//9L59++mmVci7dunUjPj6e9evX+x9zuVxs3LiRYcOGATBw4EDMZnNATFZWFhkZGf6YoUOHYrfb2b59uz9m27Zt2O32gJiMjAyysrL8MevWrcNqtTJw4EB/zKZNm3C5XAExiYmJVcrUCCGEEEII0VRkEF4IIYQQQggBwF133cWKFSt48803CQsLIzs7m+zsbEpLS4HyEi+zZs1iwYIFrF69moyMDNLS0ggJCWHKlCkA2Gw27rjjDubMmcOGDRvYtWsXt956K8nJyYwePRqA3r17M27cOKZNm8bWrVvZunUr06ZNY8KECfTq1QuAlJQU+vTpQ2pqKrt27WLDhg3MnTuXadOm+bPXp0yZgtVqJS0tjYyMDFavXs2CBQuYPXu21GMWQgghhBDNhgzCCyEa3UHnXh4+/ScOOvc2dVOEEEI0MunzW7YXX3wRu93OyJEjSUhI8G+rVq3yx/zxj39k1qxZzJgxg0GDBnHy5EnWrVtHWFiYP+bpp59m0qRJTJ48meHDhxMSEsKaNWswGo3+mDfeeIPk5GRSUlJISUmhX79+vP766/79RqORDz74gKCgIIYPH87kyZOZNGkSTz75pD/GZrOxfv16Tpw4waBBg5gxYwazZ89m9uzZjfxOCdH8SP8rhBAti/TbbYupqRsghGjdlFK85/gP6aWbCDYEM9fSRzLThBCilZI+v+XzLWpaG03TmD9/PvPnz68xJigoiCVLlrBkyZIaYyIjI1mxYkWtr9W5c2fef//9WmOSk5PZtGlTrTFCtHbS/wohRMsi/XbbI5nwQohGdcC1l6/LdhBusPF12Q4OuGSGVwghWivp84UQomlI/yuEEC2L9NttjwzCCyEajVKK9x1vU6aXEmdMpEwv5X3H23XKshNCCNGySJ8vhBBNQ/pfIYRoWaTfbptkEF4I0Wh8M7uRxig0TSPSGCUzvEII0UpJny+EEE1D+l8hhGhZpN9um2QQXgjRKCrO7IZq5Qu1hWphMsMrhBCtkPT5QgjRNKT/FUKIlkX67bZLBuGFEI2i8swuIDO8QgjRSkmfL4QQTaNi/1uiHBxy7adEOaT/FUKIZkqum9suGYQXQjQ438yuQy/CiIlSvcS/GTHh0ItkhlcIIVoJ6fOFEKJpBPa/Rk54jnPWe4YTnuMYMUr/K4QQzYxcN7dtpqZugBCi9fHgIdeTQztDGEWqsMr+doYwcj05ePBgxtwELRRCCNFQpM8XQoimUbH/Pe3Nxe4tQEPD7i3gtJYr/a8QQjQzct3ctskgvBCiwZk1M/dFP4pDL6oxpp0hDLMmHypCCNHSSZ8vhBBNw9f/FnkL+af977hL3SQYO5DlPUlyUH9+Y5tJmDFc+l8hhGgm5Lq5bZNBeCFEo4gwRhJhjGzqZgghhLgEpM8XQoimEWGMJNtzikPO/dj1fM54c+lqvozDroMUKwedjV2buolCCCEqkOvmtktqwgshhBBCCCGEEC2Qr76wUzkJN9gAKNILKdNLpa6wEEII0YzIILwQQgghhBBCCNECHXDt5euyHQRpQRTqdsyaiULdTpAWxNdlOzjg2lun4xx07uXh03/ioLNu8UIIIYSoHxmEF0IIIYQQQgghWhhfFrzDW0S+fhaP8mDEjEd5yNfP4vAW1SkbXinFe47/kF66ifcc/5HseSGEuERkArRtkUF4IYQQQgghhBCihfHgIdeTg0kzYfcWYNAMePFg0AzYvQWYNBO5nhw8eGo9zgHXXtJLvqBELyG95Is6Z88LIYS4cDIB2vbIILwQQgghhBBCCNHCmDUz86IeITmoP1HGGPqY+9Hbkkwfcz+ijDEkB/VnXtQjmDVzjcdQSrGm6G3yvKcpU6XkeU+zpkhqyQshRGPzlRMLN9jqVT5MtFwtahB+06ZNTJw4kcTERDRN49133w3Yn5aWhqZpAduQIUMCYpxOJ/fccw/R0dGEhoZy4403cuLEiYCY/Px8UlNTsdls2Gw2UlNTKSgoCIg5fvw4EydOJDQ0lOjoaGbOnInL5QqI2bNnDyNGjCA4OJgOHTrw8MMPy8WMEEIIIYQQQogGkePN4rDrIHGmeEKMoQQbQggxhhJniuew6yA53qxan3/AtZf00k24lRuLZsat3KSXbpLBICGEaERKKd4tWsVx9w+c8ZymVC+RxbTbgBY1CF9cXMyVV17Jc889V2PMuHHjyMrK8m8ffvhhwP5Zs2axevVqVq5cyebNm3E4HEyYMAGv1+uPmTJlCrt372bt2rWsXbuW3bt3k5qa6t/v9Xq54YYbKC4uZvPmzaxcuZJ33nmHOXPm+GMKCwsZM2YMiYmJ7NixgyVLlvDkk0/y1FNPNeA7IoQQzdvChQu56qqrCAsLIzY2lkmTJnHw4MGAGJlAFUIIIYSoP39NeL0IIyZK9RL/ZsSEQ6+9JrwvC/6s9wwAFi0IgLPeM5INL4QQjeiAay/fOr/mCksSSUH9iTJGSzZ8G2Bq6gbUx/jx4xk/fnytMVarlfj4+Gr32e12li5dyuuvv87o0aMBWLFiBZ06deKTTz5h7Nix7N+/n7Vr17J161YGDx4MwCuvvMLQoUM5ePAgvXr1Yt26dezbt4/MzEwSExMBWLx4MWlpaTz66KOEh4fzxhtvUFZWxvLly7FarSQlJXHo0CGeeuopZs+ejaZpDfjOCCFE87Rx40buuusurrrqKjweD/fffz8pKSns27eP0NBQf9y4ceNYtmyZ/2eLxRJwnFmzZrFmzRpWrlxJVFQUc+bMYcKECezcuROj0QiUT6CeOHGCtWvXAnDnnXeSmprKmjVrgB8nUGNiYti8eTN5eXlMnToVpRRLliwBfpxAHTVqFDt27ODQoUOkpaURGhoaMNEqhBBCCNHUfDXh2xnCKFKFVfa3M4T5a8KbqVqSJiAL3mBBQ8NisODSXf5s+N7WpEtxKkII0Wb4JlDL9FJiTHEAhGphnPXm8b7jba6w9JUxw1aqRWXC18Xnn39ObGwsPXv2ZNq0aeTm5vr37dy5E7fbTUpKiv+xxMREkpKS2LJlCwDp6enYbDb/ADzAkCFDsNlsATFJSUn+AXiAsWPH4nQ62blzpz9mxIgRWK3WgJhTp05x9OjRatvudDopLCwM2IQQoiVbu3YtaWlp9O3blyuvvJJly5Zx/Phxf1/p45tA9W2RkZH+fb4J1MWLFzN69GgGDBjAihUr2LNnD5988gmAfwL1n//8J0OHDmXo0KG88sorvP/++/7Me98E6ooVKxgwYACjR49m8eLFvPLKK/7+tuIEalJSEjfffDP33XcfTz31lGSDCSGEEKJZMWtm7ot+lEWxL9S43Rf9aLU14X1Z8Ge8uSgUKA2v8oLSUCjOeHMlG74FOV/pXqUU8+fPJzExkeDgYEaOHMnevYEZt3LnqRCXhq8WfKQxyj/YrmkakcYoyYZv5VrVIPz48eN54403+PTTT1m8eDE7duzg2muvxel0ApCdnY3FYiEiIiLgeXFxcWRnZ/tjYmNjqxw7NjY2ICYuLi5gf0REBBaLpdYY38++mMoWLlzo/zCz2Wx06tSpvm+BEEI0a3a7HSBgkB1kAlUIIYQQ4kJEGCPpZO5S4xZhjKz2eR48/OA+hEd5MGgGvHjw4MZL+c8edW4/nkt8RuJCnK9076JFi3jqqad47rnn2LFjB/Hx8YwZM4aioiJ/jJTuFaLxXWwZsYoOOvfy8Ok/cdApg/YtRYsqR3M+t9xyi///JyUlMWjQILp06cIHH3zAzTffXOPzlFIBt3pUd9tHQ8T4/ohquq1k3rx5zJ492/9zYWGhDMQLIVoNpRSzZ8/mmmuuISnpx1ubx48fzy9/+Uu6dOnCkSNHeOCBB7j22mvZuXMnVqv1kk+gdu3atcrr+PZ169atymssXLiQhx56qJ7vhhBCCCFEwzro3Muqwte4Jfw2eln71hprwkRHU2eOGY8QY6xazvW0N5uOps6YWteQQatVW+lepRTPPPMM999/v39c5NVXXyUuLo4333yT6dOnS+leIS6Riy0j5qOU4j3Hf0gv3USwIZi5lj7yt9MCtOpP1ISEBLp06cLhw4cBiI+Px+VykZ+fHzCYk5uby7Bhw/wxOTk5VY51+vRp/0BMfHw827ZtC9ifn5+P2+0OiKmc8e7L7Kw8CORjtVoDsi+FEKI1ufvuu/n222/ZvHlzwOMygSqEEEIIcXHqOyDjwYNdt9PeGIkbV5X97Y2R2HX7eQeCRPN35MgRsrOzA+4qtVqtjBgxgi1btjB9+vTz3nk6duzY89552qtXr/PeeTpq1Kga7zydN28eR48erTbpRYjWwldGzKEX1RjTzhBWbRmxinwlbcINNn8JG1nDo/lr1YPweXl5ZGZmkpCQAMDAgQMxm82sX7+eyZMnA5CVlUVGRgaLFi0CYOjQodjtdrZv387VV18NwLZt27Db7f6B+qFDh/Loo4+SlZXlP/a6deuwWq0MHDjQH3Pffffhcrn8CwyuW7eOxMTEKlmWQgjR2t1zzz289957bNq0iY4dO9YaKxOoQgghhBD1U98BmYYaCBLNn+/atrpyuceOHfPHNOc7T51Op7/MMCDlH0WLFmGMrLFUWF0opXi3aBXH3T8QRAhhxnBZ0LWFaFE14R0OB7t372b37t1A+Yzu7t27OX78OA6Hg7lz55Kens7Ro0f5/PPPmThxItHR0dx0000A2Gw27rjjDubMmcOGDRvYtWsXt956K8nJyf5brnr37s24ceOYNm0aW7duZevWrUybNo0JEybQq1cvAFJSUujTpw+pqans2rWLDRs2MHfuXKZNm0Z4eDhQXivNarWSlpZGRkYGq1evZsGCBXJ7lRCiTVFKcffdd/Pf//6XTz/9tE6ZLbVNoPr4JlArTo76JlB9qptAzcjIICsryx9T3QTqpk2bAhaPkglUIYQQQjRnvhrDZXopccZEyvTSOtUUvtB68qJlqu5uz/ONTTSXO09l/TwhfnTAtZdvnV/TxXQZFoOVEC1EFnRtIVrUIPxXX33FgAEDGDBgAACzZ89mwIAB/PWvf8VoNLJnzx5+/vOf07NnT6ZOnUrPnj1JT08nLCzMf4ynn36aSZMmMXnyZIYPH05ISAhr1qzBaDT6Y9544w2Sk5NJSUkhJSWFfv368frrr/v3G41GPvjgA4KCghg+fDiTJ09m0qRJPPnkk/4Ym83G+vXrOXHiBIMGDWLGjBnMnj07oGSBEG2FLBjSdt11112sWLGCN998k7CwMLKzs8nOzqa0tBRAJlCFEKKZ2bRpExMnTiQxMRFN03j33XcD9qelpaFpWsA2ZMiQgBin08k999xDdHQ0oaGh3HjjjZw4cSIgJj8/n9TUVP+ASmpqKgUFBQExx48fZ+LEiYSGhhIdHc3MmTMDJkkB9uzZw4gRIwgODqZDhw48/PDDdVrMTIjW5IBrLztLt5HvPcs+17e0N0bIgIzwi48vr/lf3d2eFe8G9d15WltMXe48rfw6DXHn6bx587Db7f4tMzPz/CcuRCtUcdL1jOc0p73ZnPGcrvPkq2haLaoczciRI2v9hfr444/Pe4ygoCCWLFnCkiVLaoyJjIxkxYoVtR6nc+fOvP/++7XGJCcns2nTpvO2SYjWTBYMadtefPFFoLz/rmjZsmWkpaX5J1Bfe+01CgoKSEhIYNSoUaxatarKBKrJZGLy5MmUlpZy3XXXsXz58ioTqDNnzvTXsrzxxht57rnn/Pt9E6gzZsxg+PDhBAcHM2XKlGonUO+66y4GDRpERESETKAKIdqU4uJirrzySv73f/+XX/ziF9XGjBs3jmXLlvl/9pVe9Jk1axZr1qxh5cqVREVFMWfOHCZMmMDOnTv9/faUKVM4ceIEa9euBeDOO+8kNTWVNWvWAOD1ernhhhuIiYlh8+bN5OXlMXXqVJRS/uv4wsJCxowZw6hRo9ixYweHDh0iLS2N0NBQ5syZ0+DvjRDNkW9Axqmc9LP+BE3TUEpR4M2X8gQCgG7duhEfH8/69ev9CY0ul4uNGzfy+OOPA82/dK+UfxSinK/0WJAWxCmViY7CrvKJ0qKlNnwLoCmZJmm2CgsLsdls2O12f5amEC3NfmcGD5/5E7ryYtCM/DX6cflQaCLSp1wa8j4LIRpKU/cnmqaxevVqJk2a5H8sLS2NgoKCKhnyPna7nZiYGF5//XX/wtunTp2iU6dOfPjhh4wdO5b9+/fTp08ftm7d6l/gb+vWrQwdOpQDBw7Qq1cvPvroIyZMmEBmZqZ/gb+VK1eSlpZGbm4u4eHhvPjii8ybN4+cnBz/4Mxjjz3GkiVLOHHiRJ0HHpv6fRbiYviutUO0ENoZfvz9deiFlKgSufZuAk3RpzgcDr777jsABgwYwFNPPcWoUaOIjIykc+fOPP744yxcuJBly5bRo0cPFixYwOeff87Bgwf9iS+/+93veP/991m+fDmRkZHMnTuXvLy8gAnU8ePHc+rUKV566SWgfAK1S5cuAROo/fv3Jy4ujieeeIKzZ8+SlpbGpEmT/BOodrudXr16ce2113Lfffdx+PBh0tLS+Otf/1rnCVTpt0VrcdC5l1WFr3FL+G30svatNVYpxZNnH2JT8aeU6MXkqzw0NBSKCC2KEEMoPwu9lrmRD8rkaz1dqj6lRZWjEUK0LBdan1IIIYQQzdfnn39ObGwsPXv2ZNq0af4yAgA7d+7E7Xb770oCSExMJCkpiS1btgCQnp6OzWbzD8ADDBkyBJvNFhCTlJTkH4AHGDt2LE6nk507d/pjRowYEZAdOXbsWE6dOsXRo0cb5dyFaE5819oOvQgjJkr1Ev9mxIRDL5Jr7zaittK9AH/84x+ZNWsWM2bMYNCgQZw8eZJ169ZJ6V4hmlDFqgHvOf5z3r7ag4dcTw4mzUShKkBDw4ABDY1CVYBJM5HrycGD5xKdgaivFlWORgjRsvhulYo0RqFpGpHGKLlFSgghhGjBxo8fzy9/+Uu6dOnCkSNHeOCBB7j22mvZuXMnVquV7OxsLBYLERERAc+Li4vz1wDOzs4mNja2yrFjY2MDYirXBo6IiMBisQTEVC5d4HtOdnZ2jYuBO51OnE6n/+fCwsJ6vANCNB++AZl2hjCKVNXf43aGMP+AjBlzE7RQXCrnK92raRrz589n/vz5NcZI6V4hLi3feEm4wVancRKzZmZe1CPMP/0HTnoysWLBixczFjx46GTqyryoRzBr0t83VzIIL4RoFBWz4GNM5V+IQ7UwznrzpD6lEEK0APW5PVa0Hb4SMwBJSUkMGjSILl268MEHH3DzzTfX+DylVMDnfnXXAA0R4xuEqu0aY+HChTz00EM17heipTBrZu6LfhSHXlRjTDtDmAzICCFEM6OU4t2iVRx3/0AQIYQZw+s0TpLtOcVe124MGFAoPHgwnPvfXtdusj2niDRFXcIzEfUh5WiEEI2ichY8UCUbvi4OOvfy8Ok/cdBZt3ghhBAXr763x4q2KyEhgS5dunD48GEA4uPjcblc5OfnB8Tl5ub6s9Tj4+PJycmpcqzTp08HxPgy3n3y8/Nxu921xvhK41TOoq9o3rx52O12/5aZmVmfUxaiWYkwRtLJ3KXGLcIY2dRNFEIIUckB116+dX7NFZYkkoL6E2WMPu84iVKK1+wvnytBZsSNCwA3LowYcehFvGZ/Wa7bmzEZhBdCNLiGqk8pg0BCCNE0qrs9Vojq5OXlkZmZSUJCAgADBw7EbDazfv16f0xWVhYZGRkMGzYMgKFDh2K329m+fbs/Ztu2bdjt9oCYjIwMsrKy/DHr1q3DarUycOBAf8ymTZtwuVwBMYmJiVXK1FRktVoJDw8P2IQQQgghLoWKVQNCtfJ1GUK1sPOuoedWbva7vkVRPvCuUGiAQp37Gfa7vsWt3JfsXET9yCC8EKLBVa5PWXmrWJ+yNjIIJIQQl54sqt22ORwOdu/eze7duwE4cuQIu3fv5vjx4zgcDubOnUt6ejpHjx7l888/Z+LEiURHR3PTTTcB5Qvu3XHHHcyZM4cNGzawa9cubr31VpKTkxk9ejQAvXv3Zty4cUybNo2tW7eydetWpk2bxoQJE+jVqxcAKSkp9OnTh9TUVHbt2sWGDRuYO3cu06ZN8w+aT5kyBavVSlpaGhkZGaxevZoFCxYwe/ZsKXknRD211btP2+p5CyGazoVWDdA0ja7my4k1xmPAgBkLVoIwY8GAgVhjPF3Nl7f6a6CW3G9LTXghRINriPqUvkGgQm8BOjoGDFJLXgghLgFZVLtt++qrrxg1apT/59mzZwMwdepUXnzxRfbs2cNrr71GQUEBCQkJjBo1ilWrVhEWFuZ/ztNPP43JZGLy5MmUlpZy3XXXsXz5coxGoz/mjTfeYObMmaSkpABw44038txzz/n3G41GPvjgA2bMmMHw4cMJDg5mypQpPPnkk/4Ym83G+vXrueuuuxg0aBARERHMnj3b32YhRN1UvPs02BDMXEufNnG93VbPWwjRdCpWDQgzhlOql/j3VawaUN24h1kz82D0Ip45u4Bdzu0kGDugaRpKKbK8JxlgvZpZkfe16nVAWnq/LYPwQohGEWGM9NegvJDF/Q649rKzdDtleil2VYBNa8/O0u0yCCSEEI1IFtUWI0eOrPWuh48//vi8xwgKCmLJkiUsWbKkxpjIyEhWrFhR63E6d+7M+++/X2tMcnIymzZtOm+bhBA1q+7u07Zwvd1Wz1sI0XQqVw2orGLVADNVB9NzvFkcdh8g1hhPsCG0/EENYonnsPsAOd6sVr0wa0vvt2UQXgjRqJRSLC94iY2l6ynVS1kQ++x5B3D8WfC6nSJVhI6iSBVh1YNlEEgIIRpRXW6PbUkXukIIIWpXcfK1k6krmZ6jbeJ6u62etxCiaV1M1YCLyaJvDVpDvy2D8EKIRrXfmcH2ss24lZvtZZvZ78ygT1Byrc+pmAXvxYMBDS8eyvRSyYYXQohG0tYv7IUQoi1qqyXI2up5CyGaXsWqAfVxsVn0LV35ONE28r1nKdIL6WTu0uL6bRmEF0I0GqUUr9lfxqE7sGLBoTt4zf4yC61/r3EAxzcIlO89S5EqRFF+S7wCHKoQs9cig0BCCNEI2vqFvRBCtDVttQRZWz1vIUTL1hBr77VUvn7bqZz0s/7EXwu/wJvfovptGYQXQjSa/c4MtpVtxo0LD27MWNhR9mWt2fAePOS4sylTJXjxAKBQaGh48FCmSshxZ8sgkBBCNLC2fGEvhBBtUVstQdZWz1sI0fJdaBZ9S9da+m1DUzdACNE6+bLgS/RiwrRwIgxRWDWrPxu+pkXfzJqZX4bfiqZpmLFg09pjM0QQrtkwY0HTNH4ZfqsMAgkhRCOIMEbSydylxq0tXvQLIURrVLEEmRETpXqJf6tYgqy2hZpborZ63kII0VK1pn77gjLhMzMzOXr0KCUlJcTExNC3b1+sVmtDt00I0YLtd2awo+xLDBgwnRswN2lmDMpVaza8UorVRaso1UuwalZAK69Fg4ZVs1Cql7C6aBVXBw9vEbcbCSGEEEII0dy01RJkbfW8hRCtz0HnXlYVvsYt4bfRy9q3qZvTaCr322V6KQX6WdobIgkyBLeofrvOg/DHjh3jH//4B2+99RaZmZkBMwwWi4Wf/vSn3HnnnfziF7/AYJAEeyHash9rwRdh1azoSvfvM2vlM5U11YZ3Kzf7Xd8C4EXHi7PK8fe7vsWt3Fg0S+OeiBBCCCGEEK1QWy1B1lbPWwjRuiileM/xH9JLNxFsCGaupU+rTVKs2G8rpfhnwRK2ln5BsnUAv2l/D5qmtZh+u06j5b///e9JTk7m8OHDPPzww+zduxe73Y7L5SI7O5sPP/yQa665hgceeIB+/fqxY8eOxm63EKIZqzyQ7sLp37yUD8j7BtIr0zSNrubL6WjuSrypQ5Wto7krXc2Xt9oPGCGEEEIIIS6FtlqCrOJ5l+gOlhW8QInuaPXnLYRoPXw10sMNNn9N9NbM128XKweH3QeIMEZy2H2AYuVoUf12nTLhLRYL33//PTExMVX2xcbGcu2113Lttdfy4IMP8uGHH3Ls2DGuuuqqBm+sEKJl8A2km2rJVO9o6lztQLpZMzM/5gnJThFCCCGEEEI0mraUSSqEaD2UUrxbtIrj7h8IIoQwYzjvO97mCkvfVt2HtYbzrtMg/BNPPFHnA15//fUX3BghROtwsQPpbXXFbyGEEEIIIcSlUV0maW9rUlM3SwghanXAtZdvnV9zhSWJdoZwHHphm+jDWsN517t4+/z58zl27FhjtEUI0Yq01dtbhRBCCCGEEM1bxYzKM57TlOolvO94O2DtOyGEaG6UUrzveJsyvZRQLQyAUC2MMr20VfdhreW86z0Iv2bNGrp37851113Hm2++SVlZWWO0SwghRCuwcOFCrrrqKsLCwoiNjWXSpEkcPHgwIEYpxfz580lMTCQ4OJiRI0eyd29gTTun08k999xDdHQ0oaGh3HjjjZw4cSIgJj8/n9TUVGw2GzabjdTUVAoKCgJijh8/zsSJEwkNDSU6OpqZM2ficrkCYvbs2cOIESMIDg6mQ4cOPPzwwy3mQ10IIYQQQpxfxYzKpKD+RBmj20RdZSFE83LQuZeHT/+Jg8669T2+O3gijVH+EiyaphFpjGrVfVjF8y5RDg659lOiHC3uvOs9CL9z506+/vpr+vXrx7333ktCQgK/+93vZDFWIYQQVWzcuJG77rqLrVu3sn79ejweDykpKRQXF/tjFi1axFNPPcVzzz3Hjh07iI+PZ8yYMRQV/VjOaNasWaxevZqVK1eyefNmHA4HEyZMwOv1+mOmTJnC7t27Wbt2LWvXrmX37t2kpqb693u9Xm644QaKi4vZvHkzK1eu5J133mHOnDn+mMLCQsaMGUNiYiI7duxgyZIlPPnkkzz11FON/E4JIYQQQohLobVkVAohWraK61K85/jPefseX9/l0IswYqJUL/FvRkw49KJW2YcFnreRo67vyfVmcdT1PUaMLeq86z0ID9CvXz+efvppTp48yb/+9S9OnjzJ8OHDSU5O5tlnn8Vutzd0O4UQQrRAa9euJS0tjb59+3LllVeybNkyjh8/zs6dO4HyD9RnnnmG+++/n5tvvpmkpCReffVVSkpKePPNNwGw2+0sXbqUxYsXM3r0aAYMGMCKFSvYs2cPn3zyCQD79+9n7dq1/POf/2To0KEMHTqUV155hffff9+feb9u3Tr27dvHihUrGDBgAKNHj2bx4sW88sorFBYWAvDGG29QVlbG8uXLSUpK4uabb+a+++7jqaeeahEf6kIIIYQQonZtNZNUCNG8VLcuRW08eMj15NDOEEaRKqyytTOEkevJwYPnEp3BpVHxvE97c7GrAhQKuyrgtDe3RZ33BQ3C++i6jsvlwul0opQiMjKSF198kU6dOrFq1aqGaqPfpk2bmDhxIomJiWiaxrvvvhuwX0oaCCFE8+abpI2MLF8T4MiRI2RnZ5OSkuKPsVqtjBgxgi1btgDld2C53e6AmMTERJKSkvwx6enp2Gw2Bg8e7I8ZMmQINpstICYpKYnExER/zNixY3E6nf5JgfT0dEaMGIHVag2IOXXqFEePHm3It0IIIYQQQlxibTWTVAjRvFS8IyfOmFinO3HMmpn7oh9lUewLNW73RT+KWTNfwjNpfL7zfjzmeTqZuqJhIIggNAx0MnXl8ZjnW8x5X9Ag/M6dO7n77rtJSEjg3nvvZcCAAezfv5+NGzdy4MABHnzwQWbOnNnQbaW4uJgrr7yS5557rtr9UtJACNFa1Lc2XEuglGL27Nlcc801JCWVr16enZ0NQFxcXEBsXFycf192djYWi4WIiIhaY2JjY6u8ZmxsbEBM5deJiIjAYrHUGuP72RdTmdPppLCwMGATQgghhBDNT+VM0tPeHA6793Pam9OqM0mFEM1L5Tty6nonToQxkk7mLjVuEcbIS3QGl1aEMRKHXsRe1240NHQUGhp7Xbtx6EUt5rzrPQjfr18/hgwZwpEjR1i6dCmZmZk89thjXH755f6Y2267jdOnTzdoQwHGjx/PI488ws0331xln5Q0EEK0FvWtDddS3H333Xz77be89dZbVfb5bgX2UUpVeayyyjHVxTdEjO/9r6k9Cxcu9N85ZbPZ6NSpU63tFkIIIYQQTaNiJunjMc+TbB2AGQvJ1gE8HvN8q80knT9/PpqmBWzx8fH+/c2tqoAQrZmsS1F/Siles79MkV6EQseFE4VOkV7Ea/aXW8x7Vu9B+F/+8pccPXqUDz74gEmTJmE0GqvExMTEoOt6gzSwrqSkgRCitahvbbiW4J577uG9997js88+o2PHjv7HfRf/lbPMc3Nz/Rno8fHxuFwu8vPza43Jycmp8rqnT58OiKn8Ovn5+bjd7lpjcnNzgarZ+j7z5s3Dbrf7t8zMzFreCSGEEEII0ZR8maTFysFh9wEijJEcdh+gWDladSZp3759ycrK8m979uzx72tOVQWEaO1kXYr62+/MYEfZlwB48Qb8u6PsS/Y7M5qsbfVR70H4Bx54gA4dOjRGWy6KlDQQQrQGF1IbrjlTSnH33Xfz3//+l08//ZRu3boF7O/WrRvx8fGsX7/e/5jL5WLjxo0MGzYMgIEDB2I2mwNisrKyyMjI8McMHToUu93O9u3b/THbtm3DbrcHxGRkZJCVleWPWbduHVarlYEDB/pjNm3aFJCNs27dOhITE+natWu152i1WgkPDw/YhBBCCCFE89XarrnrwmQyER8f799iYmKA5ldVQIjWTNalqL8fs+ALUegoyt8bhTqXDV/YYrLhTXUNnD179vkPdq5Tv+6667jyyisvqmEXqqWXNHjooYdqbasQonWrrTZcb2tSUzev3u666y7efPNN/u///o+wsDD/JKTNZiM4OBhN05g1axYLFiygR48e9OjRgwULFhASEsKUKVP8sXfccQdz5swhKiqKyMhI5s6dS3JyMqNHjwagd+/ejBs3jmnTpvHSSy8BcOeddzJhwgR69eoFQEpKCn369CE1NZUnnniCs2fPMnfuXKZNm+YfOJ8yZQoPPfQQaWlp3HfffRw+fJgFCxbw17/+9byfJUIIIYQQomVobdfcdXH48GESExOxWq0MHjyYBQsWcNlll523qsD06dPPW1Vg7Nix560q0KtXr/NWFRg1atSleTOEaCKV16WorOK6FGZaV1msig4697Kq8DVuCb+NXta+tca6lZv9rm9RKH/2u48XL0aM7Hd9i1u5sWiWxmz2RavzIPyuXbvOG6PrOrm5ufzhD39gyZIlzJgx46IaVx8VSxokJCT4H6+ppEHFbPjc3Fx/pmRdSxps27YtYH9DlTSoONlRWFgotYWFaEMqZuTEmMr7iVAtjLPePN53vM0Vlr4tbiD4xRdfBGDkyJEBjy9btoy0tDQA/vjHP1JaWsqMGTPIz89n8ODBrFu3jrCwMH/8008/jclkYvLkyZSWlnLdddexfPnygJJob7zxBjNnzvR/ObjxxhsDFvI2Go188MEHzJgxg+HDhxMcHMyUKVN48skn/TE2m43169dz1113MWjQICIiIpg9e3adJqKFEEIIIUTz1xqvuc9n8ODBvPbaa/Ts2ZOcnBweeeQRhg0bxt69e2utKnDs2DHg0lYVqI7T6cTpdPp/lqx50VL51qVw6EU1xrQzhLW6dSkqqrgGXrAhmLmWPrX2uZqm0cXUnTxvHiXKUWW/VQumi6l7i+i36zwI/9lnn9X5oK+++ioPP/zwJR2Er1jSYMCAAcCPJQ0ef/xxILCkweTJk4EfSxosWrQICCxpcPXVVwPVlzR49NFHycrK8g/4V1fS4L777sPlcmGxWPwx5ytpULGGvBCifjOkLV1dasO1tMycutwSpmka8+fPZ/78+TXGBAUFsWTJEpYsWVJjTGRkJCtWrKj1tTp37sz7779fa0xycjKbNm2qNUYIIYQQQrRMrfGa+3zGjx/v///JyckMHTqU7t278+qrrzJkyBCgeVUVqEyqBojWJMIY2WrXnqiL6tbAq63PNWtmfm27nW9P78SszCjAgxsTZjTApBn5te32FjFxUe+a8HVx/fXX0759+wY/rsPhYPfu3ezevRsoX4x19+7dHD9+PKCkwerVq8nIyCAtLa3GkgYbNmxg165d3HrrrTWWNNi6dStbt25l2rRpNZY02LVrFxs2bKi2pIHVaiUtLY2MjAxWr17NggULmD17douYnRGiOag4Q/qe4z8tosbXhZLacEIIIYQQQjQuueYuFxoaSnJyMocPHw6oKlBRTVUFaoupS1WByq9TuapAdebNm4fdbvdvmZmZ9TxjIURzcCHrcSilWF20ilK9BBMmPLgB30B8eT++umhVi+i36z0I7/V6Wbp0KVOmTGH06NFce+21ARtATEwMO3fubPDGfvXVVwwYMMCf6T579mwGDBjAX//6V6C8pMGsWbOYMWMGgwYN4uTJk9WWNJg0aRKTJ09m+PDhhISEsGbNmiolDZKTk0lJSSElJYV+/frx+uuv+/f7ShoEBQUxfPhwJk+ezKRJk6otaXDixAkGDRrEjBkzpKSBEPVU3Qxpa1W5NlzlrWJtOCGEEEIIIUT9yTV3OafTyf79+0lISAioKuDjqyrgqwZQsaqAj6+qQMWKAb6qAj7VVRXIyMggKyvLH1O5qkB1rFYr4eHhAZsQouWpbT2OmlSsCe/CFbDPhQuF8teEb+40Vc+pgrvvvpvly5dzww03kJCQUCWr++mnn27QBrZlhYWF2Gw27Ha7fMiINkcpxZNnH2JLySY6mbqS6TnKsJCfMTfywVZ7N0m+9+x5a8NdzG1r0qdcGvI+CyEaSlP0J5s2beKJJ55g586dZGVlsXr1aiZNmuTfr5TioYce4uWXX/av4/H888/Tt++PJeOcTidz587lrbfe8q/j8cILL9CxY0d/TH5+PjNnzuS9994DytfxWLJkScDdtMePH+euu+7i008/DVjHw1fqEWDPnj3cfffdbN++ncjISKZPn84DDzxQr2sF6beFaFva4jX33LlzmThxIp07dyY3N5dHHnmEjRs3smfPHrp06cLjjz/OwoULWbZsGT169GDBggV8/vnnHDx40J/U+Lvf/Y7333+f5cuXExkZydy5c8nLy2Pnzp3+pMbx48dz6tQpXnrpJQDuvPNOunTpwpo1a4DypM7+/fsTFxfHE088wdmzZ0lLS2PSpEm1lp2srDm+x0KI2lUe49E0DaXUecd63MrN3Jzf8r3rENnek+jo/n0GDMQbO9Dd0pMn4/5xwSVpLlWfUuea8D4rV67k3//+N9dff31jtEcIIYDaZ0hbW41Gn7ZeG04IIUTTKy4u5sorr+R///d/+cUvflFl/6JFi3jqqadYvnw5PXv25JFHHmHMmDEBAzWzZs1izZo1rFy5kqioKObMmcOECRMCBmqmTJnCiRMnWLt2LVA+UJOamhowUHPDDTcQExPD5s2bycvLY+rUqSil/AM1hYWFjBkzhlGjRrFjxw4OHTpEWloaoaGhzJkz51K8XUKIFqgtXnOfOHGCX/3qV5w5c4aYmBiGDBnC1q1b6dKlC1BeVaC0tJQZM2b4J1irqypgMpmYPHmyf4J1+fLlVaoKzJw5k5SUFKB8gvW5557z7/dVFZgxYwbDhw8PmGAVQrRuFcd4ipWDU+4TJJo6nnesx6yZeTB6EQ+d+QO5pdmAho4XA0YMGOhu6cGD0YtaRE34emfCJyYm8vnnn9OzZ8/GapM4R2Z3RVt1oTOkonbSp1wa8j4LIRpKU/cnmqYFZMIrpUhMTGTWrFn86U9/Asqz3uPi4nj88ceZPn06drudmJgYXn/9dW655RYATp06RadOnfjwww8ZO3Ys+/fvp0+fPmzdupXBgwcDsHXrVoYOHcqBAwfo1asXH330ERMmTCAzM5PExESgPBkoLS2N3NxcwsPDefHFF5k3bx45OTlYrVYAHnvsMZYsWcKJEyfqfK3Q1O+zEKJ1kT6l8cl7LETL4hvj2VTyKfGGRDI9R8nXzxJhiKSTqSvZ+il+FnJtjWM9+8r2cE/OVBx6EW5+LDtjxkw7QxhL4l6lT1DyBbfvUvUp9a4JP2fOHJ599tkWUfBeCNEyVc6CB+pcL0wIIYQQjePIkSNkZ2f7MxyhvE7viBEj2LJlCwA7d+7E7XYHxCQmJpKUlOSPSU9Px2az+QfgAYYMGYLNZguISUpK8g/AA4wdOxan0+lfeyo9PZ0RI0b4B+B9MadOneLo0aM1nofT6aSwsDBgE0IIIYQQjaPiehxn9FzsegEaGna9gDN6bq3rcSileM3+Mg69CJ3AsWgdhUMv4jX7yy1inLre5Wg2b97MZ599xkcffUTfvn0xmwPT/f/73/82WOOEEG2Pb7Vsh15EmDGcUr3Ev8+ICYdexPuOt7nC0ley4YUQQohLKDs7G4C4uLiAx+Pi4jh27Jg/xmKxEBERUSXG9/zs7GxiY2OrHD82NjYgpvLrREREYLFYAmK6du1a5XV8+7p161bteSxcuJCHHnrovOcrhBBCCNFcHXTuZVXha9wSfhu9rH3P/4QmZNbM3Bf9KEXeQv5ZsAQPbhKMHcjyniTZOoDftL+HMGN4tSVlfAuz6ii8lQbpy382+RdmtWiWKs9vTuo9CN++fXtuuummxmiLEEIEzJAWqaqZaRVnSM00/5pfF6olfaAKIYRoWypPgiulzjsxXjmmuviGiPFlQdXWnnnz5jF79mz/z4WFhXTq1KnW9gshhBBCNBfOs2f5KPNf7C39go+CPXRoPzPg2sfcrh2WyOa19kWEMZJszykOufZR5C2iVP+OTuYuHHYfoFg56GzsWu3zNE2ji7k7eZ48SnBU2W8liC7m7i0iSbPeg/DLli1rjHYIIQTw4wypQy+qMaadIaxFLLpxoZRSvOf4D+mlmwg2BDPX0qdFfKAIIYRo3eLj44HyLPOEhAT/47m5uf4M9Pj4eFwuF/n5+QHZ8Lm5uQwbNswfk5OTU+X4p0+fDjjOtm3bAvbn5+fjdrsDYnxZ8RVfB6pm61dktVoDStgIIYQQQrQUuttN+gP3EnX0ayYAsI6tpr0EaUH+mJDOnem/eDEGc/MZN/FVPXAqJ93NPTjlPYlBGSjTS2utdmDWzPw67Ha+Lt1e47F/HXZ7ixgjqndNeCGEaGwRxkg6mbvUuEUYm9eMbkPz1cQPN9ikBr4QQohmo1u3bsTHx7N+/Xr/Yy6Xi40bN/oH2AcOHIjZbA6IycrKIiMjwx8zdOhQ7HY727f/+GVq27Zt2O32gJiMjAyysrL8MevWrcNqtTJw4EB/zKZNm3C5XAExiYmJVcrUCCFEdQ469/Lw6T9x0CnX20KIFsJo5FhEHlqxC0eoh7J2cDakGFN4OKbwcNwOB9bYWDRTvfOuG1XFtf9y9CzyvXnk6FnnXftPKcVqxyrKKKl2fxklrHasahE14es0CD9u3Dj/Ikm1KSoq4vHHH+f555+/6IYJIURb5JsdLtNLiTMm+meFW8IHihBCiJbP4XCwe/dudu/eDZQvxrp7926OHz+OpmnMmjWLBQsWsHr1ajIyMkhLSyMkJIQpU6YAYLPZuOOOO5gzZw4bNmxg165d3HrrrSQnJzN69GgAevfuzbhx45g2bRpbt25l69atTJs2jQkTJtCrVy8AUlJS6NOnD6mpqezatYsNGzYwd+5cpk2bRnh4OABTpkzBarWSlpZGRkYGq1evZsGCBcyePVvuIBNCnFfFu0/fc/xHrreFEC3CQfc+tl9XihYaRJgeiiHYSoHFQanVg/J6MbdrR8ebbmpW10IV1/5zqjLyPGfw4iHPcwanKvOv/VddP+xWbr5x7kBHr/bYOjrfOHfgVu7GPo2LVqdpkV/+8pdMnjyZsLAwbrzxRgYNGkRiYiJBQUHk5+ezb98+Nm/ezIcffsiECRN44oknGrvdQgjRKh1w7WVn6TbOeHPJ8pykq/ky/6xwb2tSUzdPCCFEK/fVV18xatQo/8++2ulTp05l+fLl/PGPf6S0tJQZM2aQn5/P4MGDWbduHWFhYf7nPP3005hMJiZPnkxpaSnXXXcdy5cvx2g0+mPeeOMNZs6cSUpKCgA33ngjzz33nH+/0Wjkgw8+YMaMGQwfPpzg4GCmTJnCk08+6Y+x2WysX7+eu+66i0GDBhEREcHs2bMD6r0LIURNqrv7VK63hRDNmW8w+1R3HXu/CKJ3FOAJteLCTa7nFPF5QURfcw3hffo0dVMD+Nf+08I45T6BCxegcOHilPsEcabEWtf+M2LCiNE/EK+hoSgfsDdgwFj/autNQlN1nO51uVy8/fbbrFq1ii+++IKCgoLyA2gaffr0YezYsUybNs2fvSIuXmFhITabDbvd7s/4EUK0Xkopnjz7EFtKNuFSTvK8Z4gyRmPRrAwL+RlzIx+8qNls6VMuDXmfhRANRfqTS0PeZyHanorX3Z1MXcn0HG2Q622QPuVSkPdYtFX7nRk8fOZPhGghJHxnIGnRYTxBBpztwOBw08mdwFULFmPr27epm1pFvvcs35Tt5Im8h8jxngI0zJiJMsUwN/KvXBk0sNrSw27lZk72dL517qRElWDAgBcPRkzo6IRoIfSzDmRx/EsXXBf+UvUpdZ4qsFgsTJkyxX+rqd1up7S0lKioKMzNqNC/EEK0VL5snCAtiDPeXMyaiULdTkdTZ8nOEUIIIYQQooH8eN0dzGH3AdobIuR6W7R6Z07rOAprzsNtF64RHSNLRzZXFUu6hBnDOdrNQXBfN5d9pdBCg7Dku8kaaiasd++mbmq12hsi2F66GYdeiBUrQVoIZaqEIq+d7aWbGREyutrnmTUzv25/B6fyMrFqQZz0ZFKoFxBqCKODqRNOVcav29/RIhZmveB8fZvNhs1ma8i2CCFEm+X/QPUW4caFR3mwakE4VRn5+lnMWGpdMVwIIYQQQghxfr7r7lJvCW7c5HvzMGDAjFmut0Wrdea0zu+mFHI2r/q62gCRUQZefDNcBuKbKX9JF0MYhbqdXD2boutKSdxjxpLrRA8y8kOKDa/mxVC3JUAvqQOuvaSXflFeckazomkaZqy4cZFe+kWNk6BKKTaVrMepnFi1IIp0O8C5fzvhVE42lazn6qBhzb7vbn7/VYQQog3yfaCaNBN2bwEGrfwWK4NmwO4twKSZ/DXShBBCCCGEEBfGlwUfbAimUC/ApJkp1AsINgT7s+GFaG0chYrTOToosFq1KhsKTufUnikvmpZZM3Nf9KMsin2B30bcS6QxCuMVnTjTL4TI4lB6Dr6ee4Y92ywzwpVSrCn6D2e8ueiqfCLIixcAXemc8eaypqj6BbIr1pM/5v7BXwteoTjm/oF2WliLGStpGZXrhRCilTNrZuZFPcIz+Y/iLnVjM7Qn15tDrDEOu15AclB/ZkXc3yw/UIUQQgghhGgJfFnwRd5CPModePep9ywmTbLhRet0Nk/n2A9elAJDNem4ug6aVh7XtbuxaoBoFiKMkbQ3RLCycBle5aWTuRsHxh4iwRPG8P+Zis0U1dRNrJYHD9+7D+NRHjQ0vHg4N5aOhoZHndtfzcKsvsmHXSU7mHfmnoB9buVmmm0mA0KuahFjJTIIL4QQzUSON4vDroPEGuPI9WZTpNuxahZijfEcdh0kx5tFZDP9UBVCCCGEEKK582VUmjUzed7T6OgUKTsmzNj1AuJNif6MysoDQUK0ZFknvJSWgkb5YHtlenmSPN985aadbsC+XcN2tcISU76/tdSLP3XkCIndujV1My6K726eSGNU+WRhrwQ+6FnCwGid5lo03ISJjqYuHDceJdYYS/lvoo8i15tLR1MXTDUMU7c3RPC2YwVuXAGPu3HxtmMFo9qlNF7jG5AMwgshRDNQcZEVg2YgXz+LUTOSr5/FZojAoYokK0cIIYQQQoiL4L/79OwCPMpNnvcMblwYMRJljCbZOoBZkfe1iIxKIeqjtESVj7JroBkgymJkZNcgNp8sI9tRniEP8MyjJezuohgcGcS2lWV8bXcCEBWtsegfYVgsNX8Xbc4D9c6yMv77j3/w2X/f4dpf/A83//a3WKzWJm2TrhSnCooodrkJtZhJbB+G4Tzf9X3jBmV6KTGmOABCtTDOevOa9XiBBw+FegHtjRG4cFfZ394YQaFeUOME6L6yPXxdtt3/s4bmL0vzddl29pXtoW9wv8Y7gQZS70H4Tz75hNGjq1+x9qWXXmL69OkX3SghhGhrfFk5oVo7srwn8ajyDx83brK8J4k1xktWjhBCCCGEEBcpx5vFYfcBTJoZF040NFw4MWlmDrsPyN2notXTgL6xZn6SYCGvzEt2kZdwq0awScNYCgkGIxYgQTPiPK1QCn7I0rlnaiGeWspuN9eFXXMyM3nlofns2bIFk8XK6pf+wfcZe7ht5u+JtNWcO25u1w5LZGSjtOm73LNsOHiUU3YHHq+OyWgg0daO63p15fLYml+zShY8oGkakcYo/5oW1S1u2tR8JWUcelGNMe0MYdVOgCqlWPbtw3Q45azhmU6WJT7ME1f/p1lOQFRU70H4G264gbvvvpuFCxdisVgAOH36NLfffjtffvmlDMILIcQF8H0ofVO2k+fyF5Fo6kCooR3FuoMyVcZvI+7lyqCBLS4rZ9OmTTzxxBPs3LmTrKwsVq9ezaRJk/z709LSePXVVwOeM3jwYLZu3er/2el0MnfuXN566y1KS0u57rrreOGFF+jYsaM/Jj8/n5kzZ/Lee+8BcOONN7JkyRLat2/vjzl+/Dh33XUXn376KcHBwUyZMoUnn3zS/1kGsGfPHu6++262b99OZGQk06dP54EHHmj2H+ZCCCGEEOL8/Hefeos46z2Djo4RE1485HqyiTRGN+tsUiEuVFGhIsxSPtCuNEiKMRNq0egdbebbbBfTfhJGsFnDYACLQSO/VKdjmInf9rfh1RWFTp0VxwsJDTWUL+RaidOpyDrpxVGoiI5pghOswSf/Xc/Kpx4nLyuTqIROWIKCcZWVsmPDJjI+/IzhHbrRP7Fdtc8N6dyZ/osXYzA37Hfwg4d+4L1t31DqdtPeYsFsMuD26OTmZrP66DFuHHwlvXpeVuV5Fe+eDzOGU6qX+PcZMeHQm/fd8xHGSCKM9Z/UKHEUMOjePVxTZKkxpixsDyUfFxAaFnExTWx09R6E37RpE6mpqXzyySe8+eabHD16lNtvv50+ffrwzTffNEYbhRCiTWhviGBH2Zd4lZdIYwyapmE1BJPpOcqOsi8ZEVL9XUjNWXFxMVdeeSX/+7//yy9+8YtqY8aNG8eyZcv8P1ccFAeYNWsWa9asYeXKlURFRTFnzhwmTJjAzp07MRrLFw2aMmUKJ06cYO3atQDceeedpKamsmbNGgC8Xi833HADMTExbN68mby8PKZOnYpSiiVLlgBQWFjImDFjGDVqFDt27ODQoUOkpaURGhrKnDlzGvy9EUIIIYQQF+egcy+rCl/jlvDb6GXte954392nOl5KKQXAiwcNA2WUouOVu09Fq1RWqrhzYBhhFgNGA1iMGnklOp3CTdxzdTgWo0Y7i0apR1Hg1CnzKNyagXCzRq5T58PvSzmVBZqm1/wiGvzwnafZLOz67fZDPPybB3GXnQFzV45nloEqxBoaCXRBL/meY6dziYyO5bKYCn/vSlF66hTW2Fg0U8NW8fa4XOyZ/yBdsrIwGaveMeDx6uz5KIHuy5diqvS92Nd/tTOEUaQKqzy3nSGsdfZfwWac7SA0H1zVVBCyOMHZrjyuuav3b9PgwYPZtWsXv/3tbxk4cCC6rvPII4/whz/8oVnOtAghWrb6Xli3ZC311rLajB8/nvHjx9caY7VaiY+Pr3af3W5n6dKlvP766/5SaCtWrKBTp0588sknjB07lv3797N27Vq2bt3K4MGDAXjllVcYOnQoBw8epFevXqxbt459+/aRmZlJYmIiAIsXLyYtLY1HH32U8PBw3njjDcrKyli+fDlWq5WkpCQOHTrEU089xezZs+UzTgghhBCiGVFK8Z7jP6SXbiLYEMxcS5/zXq+ZNTPzIv/Gb7JvwYiBENph0AzoSqcEB1YtiHmRf2txd58KcT5BwRqrDpVyfY9g4toZKXHrtLMYcLh0QswGchxe3j3gZOIVwZg0SGxnotjrxaVr/Oewg+NnygfffbXjq6Xg2PfeS3NCdRAWeRm6KRlN+wyjSeFVmWj6WTRPIsagTniMBnSVhNUYhSn4xzrl7qIizO3a0fGmmxr8O2CWo5TC4HZEOMvwREZTdq6+T5DJBBqY886QH9yOLEcpnSIDB+ErlnRRSpFTWEyp202w2UxceCiaptVY0qUlC9ItBIXY0HQ71jIqr+kKCoJCbATpNWfKNxcXVKjp4MGD7Nixg44dO2IymThw4AAlJSXnf6IQ4pI4deRIUzehQVS8sH7P8R9UrZ/4zc9B514ePv0nDjr3nje24q1lRkzkeU6z37mHPM/pgFvLWtp7UBeff/45sbGx9OzZk2nTppGbm+vft3PnTtxuNykpP652npiYSFJSElu2bAEgPT0dm83mH4AHGDJkCDabLSAmKSnJPwAPMHbsWJxOJzt37vTHjBgxAmuFBXrGjh3LqVOnOHr0aI3tdzqdFBYWBmxCCCGEEKJx+RJYwg02f8JKXWwt20yW5yRBWjCaQaNUlaAZNIK0YLI8J9latrmRWy7Epad7vOw/4+L1bx04PYoQk0b7IAMhJg2nR/H6tw6+zy8fiI5rZyIiyEB0kAkU6N7zDL5XkHe6lkz5S0zTNEyR/w+DwYS35FuM2hkMRh3ddQJP8TcYTBYMYb/AY7f7v2crpXDl5RExaBDhffo0eJtK3B6yfzIUFRKCpnvxmi14zBY8Fgua7kWFhJD9k6GUuKsvvh9hjMSZH8YHW/P496Zs/rs5l39vyuaDrXk488MuqNxLUyg+BYdeL//3fLwmKOjdDmUCTYFCobTyZVk1Bercfm/D3rTQKOo9CP/YY48xdOhQxowZQ0ZGBjt27GDXrl3069eP9PT0xmijEKKOnGVlvPXMM8yfehsrn30Wl7OmhStahgu9sG4O6juBUPHWskLdznHPUfL00xz3HKVQtwfcWtaajB8/njfeeINPP/2UxYsXs2PHDq699lqc5353s7OzsVgsREQE1naLi4sjOzvbHxMbG1vl2LGxsQExcXFxAfsjIiKwWCy1xvh+9sVUZ+HChdhsNv/WqVOn+rwFQrRK9ZmEFEII0fRaWr/tS2Ap00uJMyZSppfWKWFF13Ves7+EBzea0ijRHbhwUqI70JSGBzev2V9C15vPQKIQDUEzGQi3akSHGDAZICrEiMWoERVixGSAzjYjcaEG8kt0il06Tm/5v/klXgxujVBj3TLCnWXNK2nMU5aP112E7spH6V6Utwyle9Fd5Y9j8WK0WvE4HOXxDgfGoKBGyYIHCLWY8UZFUhSbAGfPoDnLMDiduBwOyDtDUWwC3qhIQi3VZ7N/l3uWlzfvYufxbPKKSyksc5FXXMrO49m8vHkX3+WebfA2N4b8DDi9o/zf87EYLFw74m4s4e3RAIOuYfBqGJWGBljC25fvN7TCTPhnn32Wd999lyVLlhAUFETfvn3Zvn07N998MyNHjmyEJgoh6iInM5Mn7r6Ld19+ieLCIla/9A+euPsucjIzm7ppF+RCL6ybi/pOIPhuLVsU+wLT289Cce52P3Smt5/FotgXuC/60VZ3a9ktt9zCDTfcQFJSEhMnTuSjjz7i0KFDfPDBB7U+TykVcFFU3QVSQ8T4ft9quwCbN28edrvdv2W20L85IRpKS7+LSQgh2pqW2G9XLuNYsXxjbZyUka+fxYQZJ05/gosHD06cmDCTr5/FSdmlOA0hLpngYAN3DgxnSnI7IoPLa7Z7z801RQYbuXNgOHdfbSPcasCkgVHTMGkQZjEw9cow7hwY1oStvzAHdx+i+MQTuNxedDSUcpZnUSsnOhout05pztPkR3fGlZfX6FnwAPGhQfRY/RZBR7/HUlRE+1OZ2LJO0P5UJpaiIoKOfk+P1W8RHxpU5bm6Ury5Yy9nikvRK/XTulKcKS7lzR17q+xrLlx2KMmCkmzI+wY8xeX/lmSXP+6yV/88T0kJxx99Gm9B+R3n2rnNd3uGt6CQ448+jacFVGip9yD8nj17qtT3NZvNPPHEE6xbt67BGiaEqLsdGzbwyB238+3mL4np0JH4zp2J6dCR3V9s5pE77uCrTz9t6ibW24VeWDcHFzqBEGGMpKOpMx8Xr6FYFaNQFKtiPi5eQ0dT5xZza9nFSEhIoEuXLhw+fBiA+Ph4XC4X+fn5AXG5ubn+LPX4+HhycnKqHOv06dMBMZWz2fPz83G73bXG+ErjVM6Qr8hqtRIeHh6wCdGWteS7mIQQoi1qaf12xWttpeCQaz9KUadr7mBDCC/Fv8kzcUu50vITTJiwYsWEiSstP+GZuKW8FP8mwYaQS3hGQjQ+sxk+P1JGsUun2K3j1RVGA3h1RbFLJ9fhJcfhwWrSsBg1gs79azVpFDp1PjhU2tSnUG/79nfErUdiVAWgjOgqDF3Z0FUYKANGlY9bj+JwRAq5prPYTx5p1Cx4AM1koig0DM2r4wwKBqVQBgMohTMoGM2r4wgNq3ZB2ONn7RzPr2Gk2heTb+f42dpjmkrGEtjzNHz7JBT+UP5Y4Q/lP+95unx/dQxBQVgq3RlfmSUiAkNQ1YmL5qbeg/DR0dE17hsxYsRFNeZizZ8/H03TAraKi/0ppZg/fz6JiYkEBwczcuRI9u4NvMBwOp3cc889REdHExoayo033siJEycCYvLz80lNTfWXHkhNTaWgoCAg5vjx40ycOJHQ0FCio6OZOXMmLper0c5dtF2Z333HPx9+iJzMEyR068r3GXvYt2M7ZquFjt27k5OZySsPzSfzu++auql1djEX1s3BxUwg7Hdm8GXJ55SvMAKg2FLyOfuddbhPqxXIy8sjMzOThIQEAAYOHIjZbGb9+vX+mKysLDIyMhg2bBgAQ4cOxW63s337dn/Mtm3bsNvtATEZGRlkZWX5Y9atW4fVamXgwIH+mE2bNgX01evWrSMxMZGuXbs22jkL0Zq09LuYhBCirWmJ/bbvWjvCEEmuN4t8bx653iwiDJF1uubuaulOmCGc79wH8eLFiQsNA995DhFmCKerpfslOhPxwgsv0K1bN4KCghg4cCBffPFFUzepVRvVLYgwqwGb1YDVZEADrCYDtiADFiMYtPJVLkMs5UOF5f8qtp4ow+6suuCqiWNVHrMGNc7g9YXY9/V3mMkEdBRWwFeuxIIiCNAxc5zVa4/w1tnR/Pvbwfz77Hj+9ZaN5U+eYO/WMw3epsz8Qg72HoDbGoQrtB3KYMSge1EGI67QdritQRzoPYDM/KrrjH1zIgf9PF2zrsrjmqOuk8DSHrxOUDq4isr/9TrLH+86qfrnGQwGLvvNbzCYzWA0Bu40GjGYzeX7DRe07OklVe8Wjho1imuvvbbGran17duXrKws/7Znzx7/vkWLFvHUU0/x3HPPsWPHDuLj4xkzZgxFRUX+mFmzZrF69WpWrlzJ5s2bcTgcTJgwAa/3xw5nypQp7N69m7Vr17J27Vp2795Namqqf7/X6+WGG26guLiYzZs3s3LlSt555x3mzJlzad4E0aZ07N6dXgMGoGmgVep0fD9f8ZOf0LF7y7mYvNgL66ZU8YtMqFZ+y16oFlanLzRKKV6zv0wxjoDHHTh4zf5ys/4yVBOHw8Hu3bvZvXs3AEeOHGH37t0cP34ch8PB3LlzSU9P5+jRo3z++edMnDiR6OhobrrpJgBsNht33HEHc+bMYcOGDezatYtbb72V5ORkRo8eDUDv3r0ZN24c06ZNY+vWrWzdupVp06YxYcIEevXqBUBKSgp9+vQhNTWVXbt2sWHDBubOncu0adP8metTpkzBarWSlpZGRkYGq1evZsGCBcyePbvRMiGEaG1a8l1MQgjRFh1w7WVn6TbyvWfZ5/qW9saIZt1v+661HXoRTuUkXz+LUTOWl5BRThx6UZ2uuV8vfPncnadQnvyiKNYdvF7YMq+5W6JVq1Yxa9Ys7r//fnbt2sVPf/pTxo8fz/Hjx5u6aa2Su8xLemYZuq5j1DQM577eGM6VnoltZ6JjuIX4diZ85d+NGsS3M3HHT8J44Gft/cfSKCOcl4jVphHOy8CPa9GFtms+35scZV0oYzCKYDScaDgwYEejGA0nimDKGELhkVF8mT6L/8u8h1Vf3MRjj1r40x8s3PCzUg7sadg7APacyOVsXCJnOnfD6HbjCgrCoHtxBQVhdLs507kbZ+MS2XMit8pzzzhKaZeXQ8yRwzVu7fJyOONonncttOsEnSeAZgBnAeAt/1czlD/erpal1RImTCC0msQ4DQjt2pWECRMap9ENrN5rx/bv3z/gZ7fbze7du8nIyGDq1KkN1a4LZjKZArLffZRSPPPMM9x///3cfPPNALz66qvExcXx5ptvMn36dOx2O0uXLuX111/3D+6sWLGCTp068cknnzB27Fj279/P2rVr2bp1K4MHDwbglVdeYejQoRw8eJBevXqxbt069u3bR2ZmJomJiQAsXryYtLQ0Hn30USlVIBqUpmlcf9tUdn+xmVJHMX2uutq/z2G3ExQSwvW3TW0xg4gVL6wNmiHgwtpmiMChyi+sr7D0bZbnVHkACqgyENXbmlTtc/c7M9gSkAXv82M2fJ+g5EZtf0P76quvGDVqlP/n2bNnAzB16lRefPFF9uzZw2uvvUZBQQEJCQmMGjWKVatWERb2Y83Bp59+GpPJxOTJkyktLeW6665j+fLlGCvMgr/xxhvMnDmTlJQUAG688Uaee+45/36j0cgHH3zAjBkzGD58OMHBwUyZMoUnn3zSH2Oz2Vi/fj133XUXgwYNIiIigtmzZ/vbLISoXcVJyBhTeQmnUC2Ms968Zt1vCyFEW+Xrt53KST/rT9A0DaUUBd78Zttve/CQ68khVGtHlvckHuXBjBk3brK8J4k1xpPrycFD+ePV2e/MYFvpl0D5AI46d1wTZraVftkir7lboqeeeoo77riD3/zmNwA888wzfPzxx7z44ossXLiwiVvX+pisRn7dLxirScNYKR3XaCj/O6juz10DDJpG4blMeCMnidAeI5gNGLBj005gIYN89Se8dKB9ZPPJRvZ6NBzq/xGsfYKJE2iUn4NGKQojXuJwqFs4V2G8ilK3he8OwxUN2B2UuT2gaRzrdxXRx4/gNVvQAHdwKADH+l0FmlYeV4nF7WTE6y9iKa15kN0VHExJ/+cbrsEN6NunwJkHpWcA3+l5oCQHDrwM1igY9FD1z/UUFNBh0iQOPv10+WiJroPBAEYjHSZNwlNQgCWy+Zfvrfcg/NNPP13t4/Pnz8fhcFS771I6fPgwiYmJWK1WBg8ezIIFC7jssss4cuQI2dnZ/gEaKK/jO2LECLZs2cL06dPZuXMnbrc7ICYxMZGkpCS2bNnC2LFjSU9Px2az+QfgAYYMGYLNZmPLli306tWL9PR0kpKS/APwAGPHjsXpdLJz586AAamKnE4nTuePM4iFhVVvPxGiOr0GDKD/T69h68frMFaoHZafm8PQcePoWWnyrDlriAvrplJxAiHMGE6p/uPCIEZM/syc6r7Q+LLgHRRVPiwADop4zf4yC61/b3ZfhmozcuTIWrOJPv744/MeIygoiCVLlrBkSQ1F4oDIyEhWrFhR63E6d+7M+++/X2tMcnIymzZtOm+bhGjtDjr3sqrwNW4Jv41e1r51es7FTEIKIYS49Fpiv23WzNwX/SjflO3kufxFJJo6EGpoR7HuoEyV8duIe7kyaCBmrfrvCf4seL0IvXyJxvLHUejoFOtFvF74Mgta2DV3S+Nyudi5cyd//vOfAx5PSUlhy5YtTdSq1k3ToNCpE2eufhhQKXB7FWbTub6AH1PDfsh38Z+9JYQaNxGunsBMBgbKv+saySOENZi1I5SY/8gVfSdegrOpG5Gx7zUAAO4aSURBVIsFDBSgUeYfgPfR8KJRhoGCWo6gkbHLw4SbG65NodbyvqkgvgNnOncj7vuD2GMTaHf2DDnde1EQ3yEgrqIOUe0pdLsxeD1V0vbKWwtGt5sOUe0brsENyJkPJWcAd+Djyn3u8Rrmb3S3m2/uu48S310yvkolXi8YjWS+/TZ527czcMmS8pI1zViDTVHdeuut/Otf/2qow12QwYMH89prr/Hxxx/zyiuvkJ2dzbBhw8jLy/Mvtld5cb24uDj/vuzsbCwWCxGVCv5XjomNja3y2rGxsQExlV8nIiICi8VSZdG/ihYuXOivM2+z2ejUqZZ7MYSowJcN3z4mGkdBAfm5OTgKCmgfE9OisuDhxwvr30bcS6Qxih6WXvQN6kcPSy8ijVH8NuJe7ot+tMYL66bkm0BoZwijSBVy2pvDYfd+TntzKFKFtDOE+ScQKnMrN7tKt1dz1B/tKt2OW7lrjRFCiIullOI9x39IL93Ee47/1Om2/IqTkEZMlOol/q3iJKTc4i+EEM1DS+632xsi2FH2JV7lJdIQQ5AWQqQhBq/ysqPsS9obal7Az63c7HV+i47CW+ma3IsHHcVe57dyzd3Izpw5g9frrXV8piKn00lhYWHAJuonOETj3/uKOVVY/VqF2Q4Xu7LLgB/zwn3/7jvtwl56mBjTAwSxCyM/JptpgJESgviaGPMDGDnSeCdRT67iH4jUHsBIfrX7jeQTqT2AqZY2553WG7ZN3nPHO5cN7zVbCCkswGu2+LPgA+IqCAkNJS+x87mfNJTB4N987DHxWO12XGfPNmi7G0LJKaoMwPu5z+2vhlIKx+HDlBw7VuUzSSlFybFjOA4fbpafV5XVOxO+Junp6QQ18Uq048eP9///5ORkhg4dSvfu3Xn11VcZMmQIQLXZp+cboKwcU138hcRUNm/evICyB4WFhTIQL+qs14ABzHvpZda+8QZbP17L0HHjGffrX9PlXE3sliTgwtoYg6ZpWA3BZHqOsqPsS0aEjG7qJlbLN4Hg0ItQSvHPgiVsLf2CZOsAftP+HjRNo50hrMYJBDe1L958vv1CCNEQfJmR4QZbnTMhK09CVlZxErK53cUkhBBtUUvuty8mg1/TNLqZu2P35uNQRf5MeAANjRAthG7m7i0qiaklq+v4zMKFC3nooRrqVIg6CQ12kXKZlVBz9b/bCWEWEtpVLcyiATf0aMdPYsJZuuUH9BpHUT0YPD/QPqIZ/e0oHRPZaDV8j9ZwYSKHquVgKx6iYQd2PRUG133Z8B0OZnCyV5I/C75ynI/T6+XQkJHEHPseo+5Fq6ZtQUWFFD06n4wel9N/8eLmlRleYZDc938D/twV1FQaSPd4UB5P1ZpJHg9KKXRP1UTH5qjeg/C+euo+SimysrL46quveOCBBxqsYQ0hNDSU5ORkDh8+zKRJk4DyLPWEhAR/TG5urn/2NT4+HpfLRX5+fkA2fG5uLsOGDfPH5ORUXWn49OnTAcfZtm1bwP78/HzcbneVmd6KrFYrVqv1wk5WtHm5J07wxuIn2bNlCyaLlc/eeZu87Cx+89cHiWthkzkVL6xLlIOT7hN0MHVs1rfG+kQYI4kwRrLfmcFh9wEijJEcdh+gWDnobam5zUopnMpZ434Ap3K2iNldIUTLVbGueydTVzI9R+tUF7jiJGRNapuEFEIIcWm11H77Yso/Qvl5/zr8Dr53H8blceGkPPPXdO5/YUYbvw6/o9mdd2sTHR2N0WiskvVecXymIklYvHhhkVaCTRBq+XEYUFEp672GSz2TAQ7nvIvu/XEwu7pQt8vJ56tXc9sf/9hArb44JrMG501kq/07eENPyHWNsv1Y6kfTOHrl1RjdLo5eebV/gFk7F1eZvdBBjx1foIwG0L1V9is0zK4yvA4H1thYNFOD5V1fNN3tBhSoSn1rxeENzY3u1qpMHBjMZmxJSeRmZwcM5Jc/v/xnW1JS85pwqEG9y9FULJdis9mIjIxk5MiRfPjhhzz44ION0cYL5nQ62b9/PwkJCXTr1o34+HjWr1/v3+9yudi4caN/gH3gwIGYzeaAmKysLDIyMvwxQ4cOxW63s337j2Ujtm3bht1uD4jJyMggKyvLH7Nu3TqsVisDBw5s1HMWbdOODRt45I7b+Xbzl8R06Eh8587EdOjI7i8288gdd/DVp582dRPrLPDWWCMnPMc56z3DCc9xjBib9a2xPhUHseKMiZTppedts655sWiWWo9r0SzoWtUPWyGEaCiVswsrTn6eT4Qxkk7mLjVuEcbmv1iSEEK0JRX77RLdwbKCFyjRHc26366cwV95q638I5Rfp39esg67Nx+FjoaGAQNevOjo2L35fF6yrll/12gNLBYLAwcODBh7AVi/fr1/XKUiq9VKeHh4wCbqxxbq5pND35NdWIhS4NF1XB4PHl1HKThT4sXpqf73vsStc9R+eZ1ep8eVVzZksy9K+/BTNWbB+5Rnw5+ocX9D9wT9O8cT6XURevYM7c6ewWuxcmjYdXgtVtqdPUPo2TNEel307xxf5bm2YCthebkYPdWPCWgoTC4XhpBQOt50U7O6o0czmTCY8wEdtPKJBv/EjwagYzDnVztxoDwenKdPV79yMICm4Tx9ujxTvpmr97TIsmXLGqMdDWLu3LlMnDiRzp07k5ubyyOPPEJhYSFTp5bXxJ41axYLFiygR48e9OjRgwULFhASEsKUKVOA8gmGO+64gzlz5hAVFUVkZCRz584lOTmZ0aPLy1/07t2bcePGMW3aNF566SUA7rzzTiZMmECvc2U/UlJS6NOnD6mpqTzxxBOcPXuWuXPnMm3aNPmwEA0u87vv+OfDD5Gfe5qEbl05tHs3AFcMHEjH7t05+cMPvPLQfOI6d6bT5XX74GxKFS+sT3tzsXsL0NCwews4reU261tjfWobxKopgz9IC+aakFFsK/0St3JjVwUY0DBiIlRrh0kzMTh4OEFa8CU+GyFEW1FxAjHGVJ6FFqqFcdabV6dseCGEEC1TxbVAgg3BzLX0abb9feUM/iOuw3zgWM0N7W6im6UHUHsGvwcP37sP41EevP6lWRUaGjo6HnVufzP+rtFazJ49m9TUVAYNGsTQoUN5+eWXOX78OL/97W+bummtksFq5bijmM8O/8CtV12JUuVZ3kqBB50ipwcNA1ZT1d97l9vNz3pcS7YjjLLimu+eCQ0PZ/CYMY15GvUy9uafsnV1J8y11Hz30Jkyrqlxv8tde6Z8fRm8XkZv/IC8H45USeqG8nHmqMu6Yfj1RDAE5k13jYvmYGJnQuwFKDQM1RxAGY1EXDWI8D59GrTdF0t5PASZllHsuA0sCRV2nPvXlUNQyGsozxy0ShntXpeLokOHqmbB+4+hKDp0CK/L1eyz4RtsYdbm4MSJE/zqV7+iV69e3HzzzVgsFrZu3UqXLl0A+OMf/8isWbOYMWMGgwYN4uTJk6xbt46wsDD/MZ5++mkmTZrE5MmTGT58OCEhIaxZswaj0eiPeeONN0hOTiYlJYWUlBT69evH66+/7t9vNBr54IMPCAoKYvjw4UyePJlJkybx5JNPXro3Q7QZHbt3p9eAAWgaaJU6ad/PV/zkJ3Ts3r0pmldvvgvrx2OeJzmoP1HGGJItA8r/DerP4zHPN9uFWSFwECtUK+9bQrWw82bDe/BQpsoINbSjTJVixuyvUVmqSs49XlZjVo8QQlysutTYFQJg/vz5aJoWsMXH/5ixpZRi/vz5JCYmEhwczMiRI9m7N/D3x+l0cs899xAdHU1oaCg33ngjJ04EZqLl5+eTmprqvwM3NTWVgoKCgJjjx48zceJEQkNDiY6OZubMmbhcsoaKEPVxwLWX9JIvKNFLSC/5otn3974M/o6mzmwr28y3zq/ZVraZjqbO583gN2Gio6kL7QxhmDATQijttHCCCcGImXaGMDqaumBquOXzRA1uueUWnnnmGR5++GH69+/Ppk2b+PDDD/3jN6JhtQvVCQ8qpcSt4fHqeJWixOXBqxRer86uzJO43GUVnvHj99YQMun182+Ijomq9TUiIqM4+cMPjXQG9derfygl2t3UPPRpoEDNrWU/GNuXNmibNJOJjt27EYGOCg3BExSMOygYT1AwKjSECHQ6du9WbUZ4p0gbrht+jtsaVGWAXgG6ZkBv355e/++WZjeRqplMhHUpQhW9W+HRCjXii94lrEtRtedtDA4mKDa21uMHxcZiDG7+CYt1+mSJiIio83/As024Au/KlStr3a9pGvPnz2f+/Pk1xgQFBbFkyRKWLFlSY0xkZCQrVqyo9bU6d+7M+++/X2uMEA1B0zSuv20qu7/YTKmjmD5XXe3f57DbCQoJ4frbpja7Trg2EcZIsj2nOOw6SJwpnhBDKHFaPIddBylWDjobuzZ1E2t0ofXszZqZeVGP8Ez+o7hKXOTrebhxYcRIhCGK5KD+zIq4v9lOPgghWrbKNXbzPKfJ9WYTayzvg89XY1e0PX379uWTTz7x/1wxYWXRokU89dRTLF++nJ49e/LII48wZswYDh486E9+mTVrFmvWrGHlypVERUUxZ84cJkyYwM6dO/3HmjJlCidOnGDt2rVA+d2nqamprFmzBgCv18sNN9xATEwMmzdvJi8vj6lTp6KUqvVaXgjxI6UUa4reJs97mjJVRp73NGuKWkZ/f8C1ly0lmyjVS9hSsokD7eq2kLhdz0fHi44XAxplqgQzFv9jdj1fMuEvkRkzZjBjxoymbkabEJNg4YEpX3Dsw52o4lno7tN4C7fhDR+MwRzDMOMzhJX1hPCHQblR7tNo5hjQzISH/5uf/PI21iwuq6VwC3QqKyO+whqMTe3ybh7+0Osz3jwcTLFeHLBPKXDTlWIm1XqM5MtjGrRNmqbR8aabyP/qK2whIZSYLLi9OmajgRCPC91qqrGUjEHTGH3N1exYcxntD+5F58fpAw3wmk1EXz2Y9n37NmibG4LyeCg9eRK9JAdjpAfQwVsExjDAgF7yNaUnyxdfrZwJbzAYuPyuu/j2z38GveqCtZzbbzA0/zzzOg3CP/PMM43cDCHExeg1YAD9f3oNWz9eh7HCzGF+bg5Dx42jZ//+Tde4C9BSSyIEDmKFcdxzlHzvWRQ6nU1dzzuIlePN4rDrIBaDGZfuREPDhROLwcxh10FyvFlEmmrPPhBCiAtRsRRYoW4n15uNQy/Eg4dY4ltEKTBxaZlMpoDsdx+lFM888wz3338/N998MwCvvvoqcXFxvPnmm0yfPh273c7SpUt5/fXX/SUfV6xYQadOnfjkk08YO3Ys+/fvZ+3atWzdupXBgwcD8MorrzB06FAOHjxIr169WLduHfv27SMzM5PExEQAFi9eTFpaGo8++qiUgRSiDg649rKldCPFygFouJWb9NJNtZZRbA7KJw/+w1nvGZzKyVnvGdYU/adOC4lPDkvliPt74o2J5HnPkK+fJcwQTpQxmjKcTA5LlcQX0eoojwdz7j6ijAfg5O8AD1aAsv8DTETjQSsrQzm/QzO0Q8MNnjyU7sBbepiDixaREBWNMTub6iqSG4HE6OhmlY1sCAqiR3fFmLOhfHCmBL3CXelKM3Fanw0/LpNaiYbRpNH3yoa/Kya8Tx8iBg3i9ObNWBISMRkNGABX7llirrmmxlIyuttNyfPPEu+wV1vp3qwUljO51Q5kNzXNZCK0e3fyMz5DOT5HubNQxZvRQq9BMyegqR8I7T6qxsVkEydO5Lvnn6fk2LEq+0I6dSJx4sTGPoUGUaffpqlTpzZ2O4QQF8GXDX/g669xVLhNu31MTIvLgoe6lURojl8KKtezz/eexYuHfO9ZgrWQWgexfAP4RZ5C8vUz6JTP8CoUuZ5sIgzRzXoCQgjRslWssfu96xDP5S+ivaE9Bs3IbyPupbulZ601dkXbc/jwYRITE7FarQwePJgFCxZw2WWXceTIEbKzs0lJSfHHWq1WRowYwZYtW5g+fTo7d+7E7XYHxCQmJpKUlMSWLVsYO3Ys6enp2Gw2/wA8wJAhQ7DZbGzZsoVevXqRnp5OUlKSfwAeYOzYsTidTnbu3MmoUaOqbbvT6cTp/LHGa2FhYUO+NaIOzpzWcRTWvNxdu3CN6Jjmn9HW0vmy4PO9eViwEmwIoVQvOTeg3byvOw+49pJe+gUePJg0Mx48pJd+cd7vCUopNpaux6WcBGlB2PWCc9nvBUQZY3ApJxtL13NV8LBme+5CXAilFGU5OefqalceRi8veaqc+eA9iV58CuX4Aq3dTzEEd0B35lPgDWG/14NJ09AUGHx/HpqGVylMwF6Pm5M//NBs1qIzGAx0+PnPSTp8mHDzj+VeATQ0nKynwHIM3elEec+9JwYNS2QUXX/9a3r9tDODh1savF2apqFGXEfBxi8oy8rBExSMqayUIK8iesR1NfY9msmENTYW0759aO3b4zp7tryIfHmBf4xWK+169KhxILspaZpGp5tvJm/zZkqz/oTuLgVNQzm+wGAOJjghhk4331zjudeYDd+CsuChHguz/vWvf+XPf/4zISEhQHmNxoiIiEZrmBCifnoNGMCDy18NqDmuaRqJ3bo1Yavqr3JJhFK9xL/PiKlZl0TwDWIVeQt5peBZznhycQEWLCRZr2Ra+98TZgyvdhDLN4CvazpllAXsK6MMXdMlC1UI0agijJG0N0SwsnAZXuWlk6krmZ6j7Cj7khEho5tdnyuazuDBg3nttdfo2bMnOTk5PPLIIwwbNoy9e/eSnZ0NQFxcXMBz4uLiOHYueyk7OxuLxVLlu0RcXJz/+dnZ2cRWU/8zNjY2IKby60RERGCxWPwx1Vm4cCEPPfRQPc9aNJQzp3V+N6WQs3nV3FJ+TmSUgRffDJeB+EZWPpC9CbdyYzFY0NCwGCy4dFezzoavmAWPUlg1K2WqpE7Z8L5r7lCtHac8J3DhQqHQcXHKc4I4U4Jcc4tWyWA2075fP8pOnao27xsATz7eE3PBU/59VDm+QDcHo2te2he3J+naa8k+epQylwtfD64BZk0jyGKh35gxzWotOk9JCUdffRWDUnQ9N5YZaB9YvsMYbkL3eFBuN8agIOLGjuXyX5mxhDmAmteYuFDf5Z7l/4q8xHbqRtTh/RhCQjEVOzjTozd7i7wE5Z7l8tiqr1uxlI2pXTvcRUXlWe8mE8bQUKyRkTWWsmkOwvv0Ieqaazj5f/8HHq18MN1gQLMYiKrlDgCf6rLhW1IWPNRjYdZHH30Uh8Ph/7lLly780IwWXBCirdM0jQ6XXUbH7t39W4fLLmu2HXBNKmaTF6nCKlvFbPLmKMIYSbFykOH8Bl3TMWsWdE0nw/kNxcpR40JRZs3MnyP/RpAWhFapa9YwEKQF8efIv0kWqhCiUR1w7WVn6TbyvWfZ5/qW9sYIWZRVVDF+/Hh+8YtfkJyczOjRo/nggw+A8rIzPpWvP5RS570mqRxTXfyFxFQ2b9487Ha7f8vMzKy1XaJhOQoVZ/N0rFYNW3tDlc1q1TibV3umvLh4viz4M97c8uxQpeFVXlAaCsUZby5rit4OSPBpLipmwZs1K5qmYdasAdnwNfElzfw24l7aGdthxUKwFowVC+2M7fhtxL3cF/2oXHOLVkfTNLrdfjum8HCosI5LAKXA6wx8zFOG7vUSetlljL35ZmzRMUSazSQGh9AhJISE4BAizWZs0TGkTGpeA8CGoCCMoaHl2eI10HQd3e1Gud0AKK8X++7d7P7978mYPx/93OMNRVeKDQePUux24/npKLBaMRWcBasV909HUeJ2s+Hg0YDSORX5StnoZWWY27cHTcMcEYE1MpLoOgxkNyV3fj7Rw4ZhsdnQjMbyAXijEYvNRvSwYbjz82t9vi8b3r8obQvLgod6ZMJX/vBtjh/GQoiWr2JJhJo055IIF5OZs61sM1mek2gE7tfQyPKcZFvZZq43T7oEZyGEaIt8dyI5lZN+1p+U3yqrFAXe/GZ7B5JoHkJDQ0lOTubw4cNMmjQJKM9ST6iwOFtubq4/az0+Ph6Xy1Xlztrc3FyGDRvmj8nJyanyWqdPnw44zrZt2wL25+fn43a7q2TIV2S1WrFarRd2sqLBBAVrhIRW36c4nfJds7F58PCD+xAe5cGgGfBWSHAxaAY86tz+ZpYR7rvWPuPNRVc6aOA9V1pDV/q5yYPar7nbGyLYXrqZQq8dDY0ggimjhEKvne2lmxkRMvpSnpIQl4ytb1+ihw0j++OPA7PhNQ3NUl52RbndASVO0HVMISF0+PnPObJ0KZ3MJvYrhdnrRZ0rp+5UisvMJpzvvIM+fDiGZlKPXC8rw5WXd64ET/WU14s5Ohp3Xh4A5ogILLGxlGVlYY2NbfDSLqcKijhld2ALslLWqQs5HboSu+8bSn9yNa7OXQn3eDlld3CqoIiOEVXXtnHn5xM1dChn0tPLB7MBs82GAqKGDsWdn48lsuGz9y+W7naTMX8+JceP43Y4UB4PKIVSCrfDwXdLlhDSuTP9Fy+u9fenYjZ8S8uCh3oMwgvRUhza7yE3q+bbW2MTDPTsbaL4FJzcAB2ug9DEGsNFE4gwRtaYMd7cVZuZgxU3rlrrVOq6zmv2l3Dj8teD9/HiQVG+f1zojS1qplcI0XK01PU4RNNzOp3s37+fn/70p3Tr1o34+HjWr1/PgAEDAHC5XGzcuJHHH38cgIEDB2I2m1m/fj2TJ08GICsri4yMDBYtWgTA0KFDsdvtbN++nauvvhqAbdu2Ybfb/QP1Q4cO5dFHHyUrK8s/4L9u3TqsVisDBw68pO9BWyR13Vs2EyY6mjpzzHiEGGPVRZZPe7PpaOqMqZkNGXjw8L37MB7lQUMrnzw492uooeFR5/bXMnlwodfrQrR07vx84q+/ntObN+MpKvqxlnhwMKawMLylpXjODY5iMJSXC9E02v/kJ4R06kRQXBz9o6I5kZ9PWUkp5X98GmEhIQyIiiYoLq5Z1SM3BAVhjY/HU8vaLwaLhaDoaLRzA/UhnTqBrmNu165RSrsUu9xQWEioQcegaZgH/ASPq5Sy3n0xn8nFqBQluqE8rhLfQHbxsWO48vLwFBdjMJtx2e2YQkM5/Pe/E9qly3kHspuCr569fd8+Qjp2xPHdd+huNwazmZCOHXHb7XWa9DAYDPT8/e859Pe/03PmzBY3NlLnvw5N0ygqKiIoKMh/i6fD4aiykFF4eNWZGiEulUP7PdwwLJ+y0ppjgoLhgy0RhGSaOL0DQuJkEL45O+jcy6rC17gl/DZ6Wfs2dXNqdTGZOU7KyPeerfX4+d6zOCkjmOrq2QkhxIVryetxiEtv7ty5TJw4kc6dO5Obm8sjjzxCYWEhU6eWLwY/a9YsFixYQI8ePejRowcLFiz4/+ydeXxU1d3/3+feO2smmewJgYRNQFbZXEAtWgXq2rpUW54fLkWqD21F0foU21pQ0VrRUumirW3RaqttrW1d2oLWqggqUkE22UkCJGRfJrPd5fz+mMyQHVCSTOJ987qvIfece+ecyc3cc7/ncz5fvF4vc+bMAcDv9zNv3jzuuOMOsrKyyMzM5M4770zY2wCMHj2aL3zhC8yfP58nnngCgK9//etceumljBo1CoBZs2YxZswY5s6dy8MPP0xNTQ133nkn8+fPt59Juhnb173vY2BQb9WTrmaiEyViham1qslQsnApbtLVTOqt+qRTwscmDwZToh4gV82FVitIJRVmBYO0wZ1OHpwMJb2NTV+kZQAXyzqa3LI54B6pqgLTbK8aF4LggQNsX7qUofPmUbNhA/+Tl0dg717MUBDV48U3fDjpzX7lyfR3Y9TVUXjllXy8fDkYHdjZqioZp59O+NAh/OPGJVaBBouLu83axasITnnxWbw1Va0+q8yX/wLEvqP8mdl4Z05vd2zLQLZn4ECa9u0Dy0LRNDwDBx53ILs3aOlnr7hcuLKyiFRV4crKQnG5TmjSo+CSSyi45JIeaPXJ54TsaEaOHNnq57i6Jf6zEALTbJtl2cam59i9w6CxATr7s011CtymYPf7JoMqNIwmqN4MmRMACZoXnP6ebLFNV0gp+XvgT6wPvYVH8XCnc0xS3dTb8mmUOR7Fy11ZS7in8g5CBNud24Wbu7KW4FHsALyNjc3Jp20+jra0zMeRTMEYm97h4MGDfPWrX6WqqoqcnBzOOuss3n33XQYPHgzAXXfdRSgUYsGCBdTW1nLmmWeyevVqUlNTE+f48Y9/jKZpXHPNNYRCIS644AJWrVqF2sKn9tlnn+XWW29l1qxZAFx++eX89Kc/TZSrqsorr7zCggULOPvss/F4PMyZM4fly5f30Cfx2SXQIKk8YqGq4HK3H5tFwrHyQIMkO6cXGmhzTFpaQEopebL+MdYH32ac+zRu8t+KECIpLSANDBqsOtLVDKK0V4qmqxk0WHWd3q9OhpLexqYv0iqAW1REYOfORFJPT2Ehwf37sZoTZdIirqelp2OZJq7cXPzjx5N5+ulYa9eSPmIETQcOkDJkCFY4TGaS+ZG3mnToRC2tuN2M+OY32b50KUYggCM1FSMQQHW7u21CoSArHWdODhwswczKaTuPiFJdiXNUDgVZ6e2OFUKQd8EFVK9bh5QSLTWVaG0tzowMpJSoTid5F1yQtDGTuJ991dq1uPLzkZaFKz8fvabmmJMe0Zoa9BZ5Stvi8PmS0oanLccdhH/jjTe6sx02NieFUFDGV0ShdJBr5OuTU0l1KahvqgRSwJ0FgRL4aDkIBRxpMPl7rY85vH8/BUOH9kj7bVoTt0ZIU/x9wgrh0yhzpJSsaXqVMOEOzx0mzJqmV/l8yheS9qZqY2PTd+nr+Thsepbnnnuuy3IhBEuWLGHJkiWd1nG73axcuZKVK1d2WiczM5Nnnnmmy/cqKiri5Zdf7rKOzcmnptqi5IAZCxh0ENuwLEDE6g0Z3kkCQJteJ24BuSOyld3RnWSqWeyO7qRJBhjtTM4x96e9X7Udr4esENVWJVlKDh7Fc0wlvY1NX6WVEtntxpmZSaSqCmdmJprHgzs3l2htLWY4jLSsmCJeVXHn5aE0H6soSuIcakoK2Wedhd7YiAlJp4JvOemQUlhI09697epkTppE+mmnJQLDms9HtLq6WxOcqorC2K9+lY8/3oGh64iUFBQhsKRENjXh8HgZ+9WvonZwc7V0neLf/55ITQ1mU1Mswa5loTc0oNfWoqakUPz735M5dWrS2dFA62tQCEHaqaeiNzYec9KjpZ98ZxyPn3wycNx3lhkzZnRnO2xsTipCxDajWRyhNf8dvronxBeGe8BUcfpjynfFCdF68A6AwZcfPUckHOYvjz/OG395gc9fdTVX3nILTjuJV48Rt0YIWyEKtSGUGgeS3grh0yhzdKmzKbIBScfLuiUWmyIb0KWOUzi7pf02NjafbfpyPg4bG5ueJRiQmAZoGmiaINAYkxL7UgUI0KMSw4jV64xwqOOyzvbbdA99ccz9ae5XLcfrERnliFlGQDZiSIMBYtAxlfQ2Nn2Zlkpkb2EhQlXxFBQQrakh+9xzidbUcGTNGoSqIk0TV2YmVjhM1rnnJoLSLc/RE0HrT0qrgK/Hg+L1YgVbrDh3Ohlx222tJhbCZWXdqoKPM/acs2iYdiaVb6+lHpCKguZ04gs1kXPuOYw956yO+6RpsUkRpxMrEkEoCsLlQhoGUoiYv32S+fK35ZNcP61WcRQUxIJ9caQkdPhw0trwtCX5W2hj8wmQElql+27+/44qnaqgyY9OzUAoYBkxBbzqglFfA29zTqIjpaX8aukStqxbh+Z08eITj7N36xZuuucH5BUW9nR3PpO0TRDYFxIDngxljoLSLjErgIJiK3JsbGxsbGxskoajtsESX+rR/8fH3W1theP40gSZWQo11RaRSMeVMrMUfGnJGQDub/TFMfenoeV4fU9kJ0urv40iFYQQ3Jx+G6e4Rtkrv2z6LS0D07RRIhdeeSVSSqrXr8dobET1eHBkZ6NwVOUetwTJmjaNqvXraSopQagqWdOmESwtTTpLkFaTDoMHE9ixI1GWfcYZpI8b16rekTVryJs5s9snFIQQjJ3zVT7athW/0wUpKdDUhJqZztg5X+10AqDV78+yMAIBFJcLKxJB8/lwZWYm3YqElrS8fqrXrSNYXIxQlGNePy37LU0TRwt7Q72xsduS6HYHdkTHpl/R0CCRMjbotyTkeVXOG+LmP8VhjjTFlsxKCaYpCVfFVPBWNKaIj/PaX9bw3KMPUXW4hMb6JhRVo/CU4Wz499vs//hrfHXR/3HBFRf2Xic/A7RU5ORoeQCkiFRqzOp+q8wRQjDcOYpoVKfKPIJAIFCQWEgkmWoOw52jkrbfNjY2NjY2Np8d6ussohHQozFBWtw+OG7pHx+P19e1FxZk5yjcucRL6f7Oc4kVDlXthK49QF8ec38aMtRM0pUMflaznJAVwoWLkBXiX00vcV7KzH7ZZxubOMdSImdPn07lm2+SOmoU0ZoaMprLWlqCSCmJVldjNDaipaay+7HHEEIknSVIWzW8mpKC2dSEcLkYcdttib91IQSFV12FGQpReNVVPfIdkDZmDJnxCYKMdIJl9cflqx///VW8/jooCmY4DIqC4nCQMXVq0q1IiNPWUiZSU5O4fvY0WxN2df20vW7jSXSTdSVGZ9hBeJt+RaTF8lUBnDXIxXlD3IQNyd93BZFAUJdEnJLsKZA9Gar+C5GaWCD+o/d3ce9NP0APV4FjCNFQzJ+7absTKOJI2QGWzruHnIFFTDhjZIdtSAb6uo99W0UO0O+VOQ7h4J6sh5hffi11VOMVKQihIKVFUDbhEz7uyXrIVuXY2NjY2NjY9DpHyq1EoL0lptm+Xlt27TC47vKGLm1n3B7BS2vTGTnaflztTj6LY+44OyJbeT+8FgMdkAgUNoTfYUdkK2Pc43u7eTY23UbLwHRH9ivD5s2jad++9glK21iCCIeDcHk57vx8NK83aS1BWgZvPUVFNO3eTdbppydU8Il6o0czYdmyHmvXsX4Px3OcpevoDQ040tJw+P1JrQZvaynjUVXCR47gzstDS0k55vUT73fNhg3UfvghiqbhLSrqEfugk4ktL7DpVzQFJGkuQV6KQo5XYWqBE69DMLXASY5XIS9FQRGwb2CYUV+D7EkxG5rxt4MzDVIzh2Fp4xECHA6BopgoionDAZqmIoTAckwgNXNYb3e1QyLhMH9YsYIl11/Hcz/5CdFIpLebhCUlB2sb2HmkmoO1DVidrU1uJq7ICViNqGiErGBiU9EIWI28HPgz8hjn6Yu8V/4vwiUHyStzkVWmknlYkFWmklfmIlxykPfK/9XbTTxh3nrrLS677DIKCgoQQvDXv/61VbmUkiVLllBQUIDH4+G8885j27ZtrepEIhG+9a1vkZ2dTUpKCpdffjkHDx5sVae2tpa5c+fi9/vx+/3MnTuXurq6VnVKSkq47LLLSElJITs7m1tvvZVoNNqqzpYtW5gxYwYej4eBAwdy77339strzcbGxsbG5tPQSvgi2m8d1YtTUWYRDklUBZyu9puqxHzhK8o6zpPTm+zaYbD239FOt107jN5u4nHzWR5zR2pq+OP2FTgPNjGozMeg8lTyypw4Dgb44/YVRGpqeruJNjbdSjwwrdfXt1NPd1YWD4I6fD6kaeLOziZ93Djc2dkxi5AktQSJt1t1uxGWReqIEYxatCgp2tnV76EzojU1qD4fvlGjQFHQUlNBUfCNGoXq8xFN0u+vdtdPTk7s+snJOe7rJ23MGDJPPx1XZib+8ePR6+qSWv3fEZ94imrPnj3s3buXz33uc3g8HqSUSXER23y2cblhwelppLkEihBkeRSkhHyfyqJpfiwpaYhISg+FeOeNaLvjdV2iZX4FI/weCgFSM9ISZZbegKJ60TK+kpTXejL62O+pqOG1nQcoqalHN00cqkpRpp8LRw3hlNyOLVsMDCqMI/iUVBplQ7tyn5JKhXGk3yVLMiIRipcu58rDEgUTCLYqt5AUFyzH+NnVaH0oQXBTUxOnnXYaN954I1dddVW78h/96Ec8+uijrFq1ipEjR3L//fczc+ZMdu7cSWqz19ttt93GSy+9xHPPPUdWVhZ33HEHl156KRs3bkRtXvc+Z84cDh48yD//+U8Avv71rzN37lxeeuklAEzT5JJLLiEnJ4e1a9dSXV3N9ddfj5SSlc3L3xoaGpg5cybnn38+GzZsYNeuXdxwww2kpKRwxx139MTHZWPTb9gZ2cbzDU9zbdp1jHKN7e3m2NjYnGTcnqNj4a5CtC3rtUV1gNPZvjyKxOx9HUk7du0wuGR6LeFQ53XcHnhlXUafUPB/Vsfclq6z/vu3M3j/+xQiUDCA2OSJhUBhHeuH3s7nVjyZNJYaNjYnm67sV7oq66uWID3t+X68nKgNTktLFzMcRm8hOqvfvJlNCxcmnSVQSz7t9fNJVw8kEyc8Oqiurubaa6/l3//+N0IIdu/ezbBhw7jppptIT0/nkUce6Y522tgcF8NGaJRokOVRcaixP+iIKdEUyE1R0U1J1DT449NRXni2fRDe4YTsnPG4fGdhNPwbxdKQVhihuLGilahpFyAdybc8ccPrr/P0Qz/kSEkpuYWFuDweIqEQm95ey/3z5nH9d77D1M9/vkfbtKeihqfe/YjqpjBW3IxfCOqCEQ7VNnD9WRM6DMR/2uSmfZWoZlCTZTB4j6A+t/3jrL9CcCTLIKoZaPSdIPxFF13ERRdd1GGZlJIVK1bw3e9+lyuvvBKAp556iry8PH7/+99z8803U19fz69//Wt+97vfceGFsVwMzzzzDIWFhbz22mvMnj2bHTt28M9//pN3332XM888E4Bf/epXTJs2jZ07dzJq1ChWr17N9u3bKS0tpaCgAIBHHnmEG264gWXLlpGWlsazzz5LOBxm1apVuFwuxo0bx65du3j00UdZlCRqCRubvoCUkr8H/sT60Ft4FA93OsfYfz82Nv2M1DQRU7yLmHK9LaYFyFi9Y1FfFxv3+NOT+3ti9w6DxoaY5WVnNOqxen0hCP9ZHXOjquzyH8IbNGnMFUha25mmVpjs8h/ic/EEBzY2/ZSu7Fc6K2sZBDUCARypqe1ta5KQ3vB8P15OxAanlaXLgAEYwSDR2lqcGRm4cnIIlZUlpSVQnJNx/STrhMrxcsJ2NLfffjuaplFSUoLXezSb5bXXXptQINrY9Bb+dIW/7ApS2qgjAMMC05IYVmxQdaBO5/mtQZzOjpe+RkJw+KDkUO2XCYbTCdbvJtK4jVD9boLhdA7VfpmS/RY11cmzPLZ0zx6evHcpR0oPMmDoEPZu3cL2De/jcDkZNHx4QiFfumdPj7XJkpK/bt5FRSCIJS0cioJL03AoCpa0qAgE+evmXZ1a02SomRQ6BjNQK0IEMgjW+BCBDAZqRRQ6Bn+ixKfJjldN4cqvLifHX8QIZQQj/aclthHKCHL8RVz51eV41ZTebupJY//+/ZSXlzNr1qzEPpfLxYwZM1i3bh0AGzduRNf1VnUKCgoYN25cos769evx+/2JADzAWWedhd/vb1Vn3LhxiQA8wOzZs4lEImzcuDFRZ8aMGbharDSYPXs2hw8f5sCBA532IxKJ0NDQ0GqzsfksE/cYTlP8CU9hGxub/oXHGwvCC2JKeMOMbZJYAF5aMf3Fgb1mO8uW0mITKcEyYx7yvlSBL1VgNv9sme295pOBUFAmZP+K2n4DQDbX6yPEx9ydbf1xzG1g8N6FQSJeECbobpnYhAkRL7x3YRCDvmMtZGPTk8SDoNHq6oSKuS9YgsSD3WmjR/d2Uz4xrSxdLAtvYSGurCy8hYVIy0paS6CWfNrrJz6hkn3OOUk3oXI8nPD0yOrVq/nXv/7FoEGDWu0fMWIExcXFJ61hNjaflJ01Oq/ul3xzkgOHCqoiUARIJH/9OMiOKgN/usDhbH1cFEk0CtEImCITDwNwUolBAQIdXQ4gFM3AlFB20IQzkkMV4k4byoBhE6k4tIZwWMEwYwHEUDD2BWWaklMnT2bQ8OE91qaDtQ0cqK4DwKVpCW9QVQgUoRE2DA5U13GwtoGiTH+746M1NewpPsi6fYeoaGzCtCSqIshNTWH6sIGcMngQzsz+91Bw6mmzsE7fQOXbb6MXlyKEIG3MGEJ1DWSfM4NTT5t17JP0IcrLywHIy8trtT8vLy9xPykvL8fpdJKRkdGuTvz48vJycnNz250/Nze3VZ2275ORkYHT6WxVZ8iQIe3eJ142tJNkxw8++CBLly49Zn9tbPoSn9ROJu4xHLZCFGpDKDUO8HLgz5zqHNvnBsk2Njad409X0BzENu3o37ZpSJoCR+v95IEQK9XW/i2KEhtv61EQHXjGy2atS11d8oheWtLW977l/mScPLBpjRAC3+hTqZmwmYEbwjSkqIlfXlqdyaHT3fhGn2rfs2xsOqE/WIL0ZVpaungHDybt1FORUhIsLk5qS6A4J+P66ekkuieTEw7CNzU1tVLAx6mqqmqlHrSx6Q3q6yyiUahrlOhmbF9Ql3gdsT/osCEBiWXKxAA/jrTAkgK3fIt0VqJyCIMiJG4EYZxsI4vbqZe3UlH+hZ7tWCdUVVrcck0NVaWXES37D+XltQj1VAA+2mggzQZU4WTyGbMIlpZ2eA6Hz3fSA9olNfVETQunqgCSxrAOgM/lQAiBQ1GImhYlNfXtgvCWrvPud+6mYs9e0qQkrc25twtB1SnDOednK5PS56wlTYfh0Osw8AJIKTh2fb22lqxp06havx7PwIFoKSlE6+pAVcmaNg29trZfTj60veEeT46RtnU6qn8y6sSTkXXVnsWLF7No0aLEzw0NDRT2Uh4GG5uTwaexk4mr4N3Cw279Y9KVjIQafrRrXDe33MbGpqeor7PQo7FAOuJo5Lnt+Fp1QMvhmqlDNJpwKUTp4KvFJFYeTnJFud7sbNlW2GOT3DiEgyW5y6n86n85uP0R0vdUgEPDM6AAmRph6lcXkZM7uf/Z8NjYnET6uiVIXyYexK7ZsIHaDz9E0TS8RUV9ajLks3z9nHAQ/nOf+xxPP/009913HxC7ACzL4uGHH+b8888/6Q20sTkRJLFlsVUhi+2VUWrCFh9VRJmQ6yTDrVAZjEXm9WAYwq2XGBqWimoeIl0sR6UKgyHEHZskbnSGoFFMuniYitJTgAk92bUOaaiOUratDMVIQWUkZmQDKFGkjCCEC2lVo4uzOPLrv/Dh87/s8BzdmbhDEDML9TodSCmxZPwT7fzGIFWVMs2JGmwilJZBbNqE5jNBSkMtZZoT2Qd8Go+8A4deA80Nw77cdV1L1/no7rtpKi4mUlWFGQohNA1pGKgeDzuXLydl8GAmr0z+yYfjJT8/H4ipzAcMGJDYX1FRkVCg5+fnE41Gqa2tbaWGr6ioYPr06Yk6R44caXf+ysrKVud57733WpXX1tai63qrOnFVfMv3gfZq/Za4XC57EtqmX9GRnczxBNDjKviQGSQom6ixqjClgVek2Gp4G5t+RkO9dVT13UWsXFVbJ1+NIqFFWqa+rBy3g+99lww1k/QJF6Cf8W5CTRpXkY6YcIF9r7KxOQbJ7LH+WSBtzBgyTz+93fdXXwlmf5avnxP2hH/44Yd54oknuOiii4hGo9x1112MGzeOt956i4ceeqg72mhjc9ykNy+N1RXJb3c0UhYyuGlSKmUhgyc3NxKIxkb6EdNFk+FttYVMF1GGEWU8R0O+LYn9uUSZQM6gnrN26QqhaQiHhiJ1HJ6LQUnDMkuR5j4ssxRkKobjS9TXC7S0NDS//+iWloYeCHRL4o6iTD9OVSFimgSjOqGoTkg3CEV1glGdqGniVJUOrWjK6gPsOHUiEacbLBPD6cR0OjGcTrBMIk43O06dSFl9oIN37n2i9RAsg2A5HP4PGIHYa7A8tj9a3/FxUkoa9+4lWFqKFY0iDQMrHI69RqMES0tp3Ls3oczuDwwdOpT8/HzWrFmT2BeNRnnzzTcTAfYpU6bgcDha1SkrK2Pr1q2JOtOmTaO+vp73338/Uee9996jvr6+VZ2tW7dSVlaWqLN69WpcLhdTpkxJ1HnrrbeIRqOt6hQUFLSzqbGx6a/EA+kNZj31Zj0NZj0vB/58XN898eC9R/FQZ9ViIamzavEoHtsb3samn5HqVxBKs5pdObq1pSOlOwJEc13Lar9BrDwr54QfVW0+gzQdhl2/i72eCHE1qep225YaNjafgP7gsd5X6Q/fX5/V6+eEI29jxozho48+4he/+AWqqtLU1MSVV17JN77xjVZKRhub3iCqSwwDDB0iwHkDPaS7FM4f5OG13ZFEPYlAyo6/oALyWtzKuyg0YsmYGUos8VQjEg9N8lrS/MnxUCCEQPGlc7DSA5aTNIag0Qj4QeroDKE+egq/21fE3UWryG7xMKM3NnZb4o5BGWnkpqZwoKZ1xFlCTPIkJYPSUxmU0dZsBhrDEUrTc8goGkre3p3oTlfCeNPVFODI8FGUpufQGI60OzYZ+OhR0BtiScVCzaLqUAVsejD2QOlIg6kd2IcrDgfp48dTXlaGUFWEw4HUdYTDgVBVpGmSPn58n1PBBwIB9rRICrx//342bdpEZmYmRUVF3HbbbTzwwAOMGDGCESNG8MADD+D1epkzZw4Afr+fefPmcccdd5CVlUVmZiZ33nkn48eP58ILLwRg9OjRfOELX2D+/Pk88cQTAHz961/n0ksvZdSoUQDMmjWLMWPGMHfuXB5++GFqamq48847mT9/Pmlpsetwzpw5LF26lBtuuIG7776b3bt388ADD3DPPff0qQGNjc2n4ePoNv4b2oBOlAarnjTVz39Dx1bDx4P3jWYDYRnExEAAJgaV5hHcwmur4W1s+hHp6QpOZ8xqxuEQBBpjE3VeLwRa6CSCTRAKSfzpR//uFQXyB0FmporL3f77IBKWRMIWQ085uSKRT0tjg4wllLU6Fv+3teKx6Rlqt0LlBvDmHZ/9I8TyT+mBAKrPh2/UKKrWriX7nHNQfT6aSkq6xa7TxsbG5mTyWbZ06ct8okhifn4+S5cu5eWXX+bVV1/l/vvvtwPwNkmB0yEYnaNy3jAn553iZJA/NngfmKZx7mAnZxe6GJHZkY1JfCgtiDKeCGehUoUigigiiCCIShURphEluTxtpcOFYr1PmrwLVW7HkIUYDMFgEBrbSbfupD68h8rDteyp+4iGpkr0YJBweTmpo0bhbrYE6Wk6i8EU1zQghaB4wumYDieOaASEwBEJYzqcFE84PVZe09CzDT5Oog0QPBJTviewoKkstj/aSbOFEAz92tfQfL6EBY3idKJ6PEjDQPP5GPq1r/W54NUHH3zApEmTmDRpEgCLFi1i0qRJ3HPPPQDcdddd3HbbbSxYsICpU6dy6NAhVq9eTWpqauIcP/7xj/nSl77ENddcw9lnn43X6+Wll15CbWFJ9OyzzzJ+/HhmzZrFrFmzmDBhAr/73e8S5aqq8sorr+B2uzn77LO55ppr+NKXvsTy5csTdfx+P2vWrOHgwYNMnTqVBQsWsGjRolZ+7zY2/ZmECt6qI2A2YmISMBtpsOqOqYY3MKgwjuAQDuqsOmSLf/VWHQ7hoMI4goHR6TlsbGz6FkKAooKqgT9D4M8QKG2G2Sk+0SoAH8fpFKRnKGRlt9/SMxTcnuQQvMSpqrRY9YtYglkpY2KLtluzzgTNtqnpdlquPK3eDEZT7PVYK08hZgG5dckSPrz1VjYtXEj95s1Iw6B+82Y2LVzIh7feytYlS7B0vec61AMMGTIEIUSr7Tvf+U6rOiUlJVx22WWkpKSQnZ3Nrbfe2mqFKMCWLVuYMWMGHo+HgQMHcu+997YbH7z55ptMmTIFt9vNsGHDePzxx9u154UXXmDMmDG4XC7GjBnDiy++ePI7bWPTj4lbumSfc85nztKlL3PC8oLf/va3+Hw+vvzl1gbHf/rTnwgGg1x//fUnrXH9gZ///Oc8/PDDlJWVMXbsWFasWMG5557b283q13z7zIzEctj415AqYP6kmNrVsuCGv1WSl6Jy3hA3/zkQ5kiT2eIMgkbrWpziIwRHR3AmWTTKa5EIGhuSxxIkXLeXFLkChSp0hgFK85xCChZD0SjGDP2CDw8UcW6winqlGl16kJZF3aZNbFu69KR7wh+sbaCsoWu7mMP1AQ7WNrSzpKkPhQGoyx9IVVwN73InVPB1+QNb1Us2QhVgdSTSb35AC1V0fqx/7Fiyp0+nfPVqjPp6EALhdCKlJHv6dPxjx3Zbu7uL8847r8vAnRCCJUuWsGTJkk7ruN1uVq5cycqVKzutk5mZyTPPPNNlW4qKinj55Ze7rDN+/HjeeuutLuvY2PRXEip4GSVMmPgEtS71Y6rhHcLB4qz7WVr1bQ4ZpXjwoCkODEsnQoQixxAWZ91vJ7qzsbHpkwQaJJGoTIhI2sY6pIx9Y7rdMHhIcin4+yNbV8ZWnkoL9KbYvoZ98NHyoytPJ3+v42OFpuHKzaV++3Y8BQVofj+ueO4fKQkdPtwtdp3JwL333sv8+fMTP/t8vsT/TdPkkksuIScnh7Vr11JdXc3111+PlDIxBm9oaGDmzJmcf/75bNiwgV27dnHDDTeQkpLCHXfcAcRWvV588cXMnz+fZ555hnfeeYcFCxaQk5PDVVddBcD69eu59tprue+++7jiiit48cUXueaaa1i7di1nnnlmD34iNjZ9m7ili03f4YTvLD/84Q87nMnMzc3l61//uh2Eb8Hzzz/Pbbfdxs9//nPOPvvshJf+9u3bKSoq6u3m9VsaohYZ7vbqmfhYuT5iARZnDXJz3hA3EcPkb7t0pFRRlFiQPsp4KmX7gJ/BYKDL/FM9TjA6BMl4PPyHzn3sx7Ou8XLCciSWCk5TRXN7KKCci87NOumDzAPV9UQMs8s6EcPkQHV9uyB8bVNzcL1ZDZ9dsh9vQ11CBR9/6knUSzKcqRDuomnO1M7L4mr4qnXr0OvqEJqGFY2ipaT0SRW8jY1N3yGugq+1qmm0GpszoyhYmDRaDShCOaadTLlxmK2RTaioOBUXAoGiKBiWwdbIJsqNw2RqWT3bMRsbm17FMGSrcbPZQlwcDnU8ou5sf2+jaQK3R6KqtFP8WyboOuQPEGRkJZeKvz8y5EtQ/PeYD3y0DiwDPDlgRsA7AAZf3vmxcS/l2g8+iOVdKikBYmIYIxjsNrvOZCA1NZX8TlZBr169mu3bt1NaWkpBQczX55FHHuGGG25g2bJlpKWl8eyzzxIOh1m1ahUul4tx48axa9cuHn30URYtWoQQgscff5yioiJWrFgBxGwjP/jgA5YvX54Iwq9YsYKZM2eyePFiABYvXsybb77JihUr+MMf/tD9H4SNjY1NL3HCI4Ti4mKGDh3abv/gwYMpab6B2cR49NFHmTdvHjfddBOjR49mxYoVFBYW8otf/KK3m9ZvqauzqAmZRI2OB+8RQxKImgxIdTBtkIcUp8JZgzzkpzrIT1Xwu0VzgimBpQxptylKrDwvP3kG16YlCMhrkbgRNLYqi/vYB+S17G86gxeOfIsXD3+L548s4NniG3l4y2J2Z375pA8ya4KhT1wvw+NK/D+uhneGQ1QVDU2o4NvWSyaix8gX21V5tKYGLTWV9NNOA00DVUVaFumnnYaWmkq0pubkNtbGxsamGQODI0Y5URlFJ7b0XDRP7OpEicooR4zyTu1kpJQ8Xf9LAlYjDqFhSQtTmljSwiE0AlYjT9f/sl8ll7axsYkFn80WW9u/8GgkJk6Ib7oJThdkZytEIpL6OqvdFolIMrMUfGnJFQS1DIiEYz73TY2tt2BTrK9HyiU11bY5fHfjK4SiS5vtkFyAACMYU8EXXRor74q4l3K0tjZxX5JSEq2uJmPq1H7rrfzQQw+RlZXFxIkTWbZsWSurmfXr1zNu3LhEAB5g9uzZRCIRNm7cmKgzY8YMXC5XqzqHDx/mwIEDiTqzZs1q9b6zZ8/mgw8+QG+2+Omszrp1605qf21sbGySjROWv+bm5vLRRx8xZMiQVvs3b95MVpatbooTjUbZuHFjO5+1WbNmdXpziUQiRCJHfSwaGpLT8zqZEcDr+8J86VQ3uVr7Je9CgM+pctf0dLK8CgLI86ncdoYfU0oCUckjG+pRFBKWNi2xrNg5CgZ15Cvf8/jSBC431DGeMGfh4Q3MFn/WKlWEOL9LH/t/rs3jSwtObrsajjMI31G99BTP0R+E4MBpZ6DqUQ6cdkartb+t6iUR7kwIHqbj5RIiVt4RcX/KYEkJZjgMloXUdVBVgsXFbFq4EG9R0Um3DrKxsbGBmJ3MNalz+TiyjSBNzYlVBSkihajU8YoUrkmd26mdjC51dkQ/AsCQBiHCONAQ4ujNdEf0I3Sp4xT90zB5Z2Qbzzc8zbVp1zHK1ffsw2xsTgSvT6BqzYH3yNFBj5Sx4ZqUgIDsPNEu+Wp2tuDHv0nD6ew8yO5LE2TnJI/oBUCPSqxjxNfDYTh80GTyGT0/VrOk5HBdI01RnRSng4L0VJR+qOaGmB1NpBpCR8BqXl2hN8WU8Lt+C66szu1o4KgavmbDBqK1tQhNwwgEUN3ufquCX7hwIZMnTyYjI4P333+fxYsXs3//fp588kkAysvLyYvb8jSTkZGB0+mkvLw8UadtHCh+THl5OUOHDu3wPHl5eRiGQVVVFQMGDOi0Tvx9OsKOldjY2PQHTjgI/5WvfIVbb72V1NRUPve5zwGxxBsLFy7kK1/5yklvYF+lqqoK0zRP6Oby4IMPsnTp0p5oXr/Fn67w1fEpuLWOB04OVZDpETQ/FwCgKoLcFBXdkljSJGcA5OZpuFzw8RYDxSxm5MThKIogFJIEA1bSLDPNzlGYcaGTPz4dJSCvxSU+QmnhY2+RRUBeS3ubmqNUlJ18tY5uHZ/SsaN6hZl+FAHxovr8gfz30mtb1VFErF4yMuRLsPe52INBW1yZsfKOaOVPOWAAen090dpanH4/rpwcQmVl/daf0sbGpveRUvKf4Brqrdrm4HsqAoFEIjCot2r5T3ANp3umdxicEEIwxHEKGk6qzYrmYLuLLDU3cQsapBX1y8AGxD6/vwf+xPrQW3gUD3c6x/TbvtrYABQNVZkwSaO6qvVYLhqVlB20EMQU74VDVByOo38L4ZAkHJE4nYIhw1uLWj586y0mNT9fJiMth60decJDzKM8HOz5FT97Kmp4fecBDtcHMEwLTVUo8Pu4YNQQTsntRAHSgr4WwB/yJdj/l1iuJdUBUgfhACxwZnQ+3m5J2pgxZJ5+OlVr1+IdPJhgcTHZ55zTp1TwS5YsOWb8YMOGDUydOpXbb789sW/ChAlkZGRw9dVXJ9TxQIf3LSllq/1t68RXEpyMOl3dN+1YiY2NTX/ghKM5999/P8XFxVxwwQVozcEgy7K47rrreOCBB056A/s6J3JzWbx4MYsWLUr83NDQQGHhMdbS2bTCMgxe3hXk8pGpOJrVNZaMBW0hNjA2Aa1FDF00/2xZoCgSh0Pg8Qjc7gjD839D4+E/olddS3rR1wAn0UhyDUjdzYLwlj72KocxiS0lNOj5/APZPu8nrpfmduL3uKkNdm6s7ve4SXMnp5Jy11NgdLIQIFIXKx/4+fZlLf0ppWWRMmwYyqFDeAYORFpWv/antLGx6X0MDPbpuzCkgSIUzBa2M4pQMGRzOQYO2is8HcLBkpyH2RzeyMraH5Ehs1CEyrcy7mK4cyQAPiW13yZm/Ti6jf+GN5Cm+PlvuOsktjY2/YHsHIUn/+wn0NA64Hyw2GTxtwKkpgl8aaJDtXsk0vqYhro67rvxRja+8W+mfv4C7lm1Cl9aWre2/5Ngtkh31JWzVmNDzwbh91TU8PzGHTRFo/jdLpwelahhUlJTz/Mbd3DtlNFdBuI/bQC/N/AVxgLtHz8ZS9BqREFVwdEcgD+WHQ20HnuHy8r6pAr+m9/85jGFkG2V63HOOussAPbs2UNWVhb5+fm89957rerU1tai63pCWJifn99OUFhRUQFwzDqapiWC/Z3VaStgbIkdK7GxsekPnHAQ3ul08vzzz3PfffexefNmPB4P48ePZ/Dgwd3Rvj5LdnY2qqqe0M3F5XK18lezOXF8fo03imupadL53zOyMaXEMCWaKnAoImYz08mxTk2Qm6LhcgrM8EEq9jxIsGIN0myids+jRBq2kDJoMVDQyRl6B6crPlAUmOSTylP4xAsE5NU0cB1dqeABpDz5SvjTBuXx0pbddCWIV4TgtEHt/xYK0lMZmZvJjvIqghEdU8rEygVVCLwuByNzMylI7yLDaS/iTAOjqZNCK1beGXF/ysq330ZvaEAIgerxEDp4sM8pc2xsbPoWGhqDtCKK1f3kqO2TtlWa5QzSitC6GDqmKxlsCL+DJU0KtSGUGgfYEH6HGd4L+1RQ40SJJ7UNW6FEv4+VxNbGpj+QnaOQndN+v9MFbk8sAJ+PyiTNzYdGmHLMdnW3vvceS66/jvIDB0AI1r36CjeecTo/eOppxp15Zvd34gToaMisUYxB6+fgnkwsa0nJ6zsP0BSNkpPiIWJaBKM6qqKQneKhqinE6zsPMCwno0Nl+6cN4PcWW1dCuBrClSDNmBe8EYzZ0ez8LbiPYUcTJz72PrJmDXkzZ/a5sXZ2djbZ2dmf6NgPP/wQgAEDBgAwbdo0li1bRllZWWLf6tWrcblcTJkyJVHn7rvvJhqN4nQ6E3UKCgoSwf5p06bx0ksvtXqv1atXM3XqVBzNlprTpk1jzZo1rdT5q1evZvr06Z22146V2NjY9Ac+safGyJEj+fKXv8yll15qB+A7wOl0MmXKFNasWdNq/5o1a7q8udh8OjKzVQYNskh1lGNJC1XEguuqiFl0dxUUloA4LYgIv03VtvkEyl/GMptAqFhmE4Hyl6naNh+z8a2e6s5x4fXGBtQqh8gS38YvHsPBLvziJ2SLu1A51OXxpnnyg/BFmX6KMrq2ixmcmUZRB5YyihBcMGoIOb4UslO9DPD7GJCWwgC/j+xULzm+FC4YNSRpl8ie8j/gHdRxmXdQrLwz4ooczePBN2wY6RMmYIZCfVKZY2Nj07cwMKi36klXM9GJttvS1UzqrfpOE7PCUTV4ppqFEIJMNSuhCu/PfFb7bWPTkqbDsOt3EK08us+yJJm1GpmoDFfar4J5ZvnDLLrkYsoPHEBVNSzTRFU1yvYfYNElF/PsI4/0YA+6xpcmSGmh/xCESeMJcsQ3SeOXwFGvaren58Zrh+saOVwfwKkqlNQ2sruihn1VdRyorqOkrhGHqnC4PsDhusZ2x7YK4Pu8SCAYNZDEVqsGo1Fe33kAKwkTag/5ErgyYsF3hx98Q2KvQontP5YdTbSmhqaSEoKlpWRPn076xIlkT59OsLSUppISojU1PdCLnmP9+vX8+Mc/ZtOmTezfv58//vGP3HzzzVx++eUUFcVWTc+aNYsxY8Ywd+5cPvzwQ15//XXuvPNO5s+fT1rzypQ5c+bgcrm44YYb2Lp1Ky+++CIPPPAAixYtSjyn3HLLLRQXF7No0SJ27NjBb37zG379619z5513JtqzcOFCVq9ezUMPPcTHH3/MQw89xGuvvcZtt93W45+NjY2NTU9ywkp40zRZtWoVr7/+OhUVFVhtstP8+9//PmmN6+ssWrSIuXPnMnXqVKZNm8Yvf/lLSkpKuOWWW3q7af0WS9exGmoJqo2E9SjBaJRdFYcZmVuAz5lCo26S63N2qA3fUnaYzMj9GEfewgweAASWdAISRXGAFcZs+ghx5Ls0VI+B4SN7tnOdkJuv4OYt0sXDONmBQEeioRDAy6toYj918i7CnNPh8RE9AOSe1DYpQjDn9LH8cu2H1ATDrQbvihBkprj56tSxnQbST8nN5Nopo1stjVUVhcIkXxoLcOg1sCIdl1mRWHneWZ0fH1fkVK1di+bzEa2utlXwNjY23Y5DOLg7exkBq32gJk5XdjIt1eA5WmyVU4pIpcas7teq8Jb99ipedkV3UKAOJGyF+nW/bWzaUrsVKjeATxFkaQq5mopbEYzJcaAKGKBo5FsqYU2iabBl3ev8dtkywqGYh18k3PxqhtCcTpoCAX5z/32MmDiRMy64oDe7BsRU//Nv9fKdbzShiUNkiIdxsQGJgzTxFE52UGvdiclAShrKueP957jEdyXDXCOA7ks02xTVCUZ0AtEoerOwRgK6aWGEo4R1A5/TSVNUb3fs0QC+yoHqOhojsTqaKvBqGuleTyKAPygjueyBMseBOxs2PwyOFBAapDhjyVlHfx287Rd0JbB0na1LlhAsKWm1f/djjyX+7y0qYuIjj6A4+oeFmsvl4vnnn2fp0qVEIhEGDx7M/PnzueuuuxJ1VFXllVdeYcGCBZx99tl4PB7mzJnD8uXLE3X8fj9r1qzhG9/4BlOnTiUjI4NFixa1sokZOnQor776Krfffjs/+9nPKCgo4LHHHuOqq65K1Jk+fTrPPfcc3/ve9/j+97/P8OHDef755zkzyVa/2NjY2JxsTjgIv3DhQlatWsUll1zCuHHj7AeLLrj22muprq7m3nvvpaysjHHjxvHqq6/aKwe6EaFpCIfGkYDk52vXohuxZa9v7SvlthnnkeXVOjVnGZ+XTkPFZlJ9dTREDdzeVJrqawGJ05WC051CKFBPmq+e9Izkue5PPbWUbPX7qLIYACljJvESJ4IQTraQKb5PhfwNBkPbHa+XHMLSC0/6IPOU3Ey+fs4kXvt4P/uq6oiaJk5VZVh2Bhee2nUgPVpTw4BwgP8pyuJIg5uQruNxOMhLS0GEA0RrwJmZnIH4QTNh7/Mdl2meWHlX9Ad/Shsbm75JhppJhvrJvlvbqsGBdqrw/uiR3rLfR8wyas1qVKGQpw7o1/1ORn7+85/z8MMPU1ZWxtixY1mxYgXnnntubzerXxOtj1mAIKB6c8yOr2k3/L+CNDRFIAAhQbckbkXhAkcK0gFRr2TsWeeTnp3NoX372p3XiEYBSC8qYur55/dsp7ogNU3gEW/hFyvROIRJARI3gjBu+S7Z4jbq5a386pEJWI/P5i/CIE+rAyArR+Gpv/lPeiDe49AIRKNEjNZWP5LYJGFsfxSPo/1jf1NUJxjVqQ9FMFoI6wxT0mDqBHUTv8fVYQA/WRACmg7Frj0tJaaCP+YxmoYrN5f67dvxFBS0zrIrJaHDh3Hl5iK0Ew6VJC2TJ0/m3XffPWa9oqIiXn755S7rjB8/nrfe6npl+IwZM/jvf//bZZ2rr76aq6+++phtsrGxselPnPCd5bnnnuOPf/wjF198cXe0p9+xYMECFixY0NvN+MyQ6lfIGZRC2c4mGgytOduqAEPSpBu4OxiAxhFmNcPPPJOpQwbzxosvEgk2EhvCghENIw0dIQRTz59B4Smn9FCPjk1ausCh1iINA/CBCCOIInEjpQdBIwo1xPvSlox00W2DzFNyMxmWk8HhukaaojopTgcF6aldWsl0pk6pA8qa/5/M6pSDa8AySFjxCwfI5mcXy4iV5x5D5NHX/SltbGw+W8TV4AGrkVQ1jZAVTJSpaASsxn6pCm/Zb1VRqDVqUIm9pisZ/bbfycjzzz/Pbbfdxs9//nPOPvtsnnjiCS666CK2b9+esFqwOflsXRlLimmZECoDVJBlAt2ycCoCBYhYElOCJSQOIYhYkvV1IfJLD9LU0NDl+Zvq6zm0b1/SjLtD9ftIF8tRZBWGGELc2dWSbiyGoFFMuniYqqofY1YNIQjsb/bBP7DXYst/dc6ffXI9rS0p0c32Xvst0U2rQ0sZj0OjoU0AviWGZdEQinQYwE8GNC948iBSD5YOKLGfNW/Xx7UUvEjTxJF61GdIb2zE4fPZAhgbGxsbm27hEyVmPSVJBkI2Nm3JTDe5dcLPORzdidnU1ByYBoRAOTIJs+BmFPcIwIJEuk8FwjsQgZ8ybN4CJr39Nm/85S8Y+lHVh7QsdNNEcziY+LnPJdWgzJdWBGIigteBRgTxgXQIiCmJwkzrUAUP8KXrc7u1P4oQJ7SEta+rU4Z8Cfb9CUJHAAGKApYGyGN7VEZratADAQCyp08nUlmZ8KcEcPh8SbsCwMbG5rOLgUGFcQSfkkqjbB9U8ympVBhHMDBwkHyTp5+URL9FKmXGIfTmey5AmXGIXHVAv+x3MvLoo48yb948brrpJgBWrFjBv/71L37xi1/w4IMP9nLr+i9DvgTFf4dgGaQOiwU/Q/VgHYGyiE6+04EUgAApY6Pvvx0JEPBZNNYW01Bb2+X5G2prKTtwIGmC8GOmjsBUx6Oa/0ERAqs5U6sQClLGAvJRxjePuVuPraWUbNkYPulB+JKahi5zXkEsUF9S08CQrPRW+03LQu8kAB9HtyzMY9TpDQKlEKmFgTOhcmNsn94Y+7nxQGzM7Svs/Pi44KXy7bcJ7NuHEIK0MWNsG0gbGxsbm27lhKNYd9xxBz/5yU/46U9/mlSBSBsbiAVws/MdWN4KDNmEpetgmqCqKPI1lGAKwr0EmRgYC0Bi1j5F9gST6lCIfz33BzSns3UQvlk9ojmd/Ov3z3L6BRckzQOB4nCA63TQXwNMQAUEAokQMX94mMB5vr+Sorbw+tVUJszI5f/dNad3Gt4JQgjyLriAqvXriTY0oLqOPqyYwSAoCv7x4wmWliZlUNpXUEPhzCgNe3JQXBKHz0QPqFgRQeHMSnwFTqB9my1d56O77263AmBnCx9Gb1ERk1euTMoVADY2Np9dPq2ffF8l3u/N4Y08VvMQAkGj1UiqkkqaksHNGbdxmntKv+t3shGNRtm4cSPf+c53Wu2fNWsW69at66VWfTaI+3J/tDy22i9QAs50wYAhCqlnQ8WfQbNEfLgNCty5JIW8yYKm2iFoDgfRLlTcmsNBXhKtZMjKVskY/FWMw++haE0ILSYyCTZZGNFGJB4C8lraBuDj7N978oPZdcGYl378I25LfH+8Xku2HKo4rvfYcqiCodnH4fPSg7x/N5g6sc41a66kDh8+CAhQHfD533V+fEs1vCs7G0dqKnpjo20DaWNjY2PTrZxwEH7t2rW88cYb/OMf/2Ds2LE42gSD/vKXv5y0xtnYnCjSMGjcvRu9oQFpmjE7GgDTxJISq7EELcMEJFgNoKQBAhmtJHjgEMrTT+PPzMQyTYQQieC7UJTYIaZJRk4Og4YP77U+tuXg1g8R+r+QOIEwzS6QzaUCgQOf+CvT09yMSDmqOHIPGsSEO+7vtkFmS1V3R3QWQLd0neLf/55IVRVGfX1rJbxlgaqy/b778AwaREqS2dJYus7mu++m6aCO6ViMGfSi1+qAAwiy44cPkjLIwZQOAulSShr37iVcVtZhfyxdx9T1xDVpY2Njk0x8Gj/5vky6ksGG8DuEZYiIjOAQTiIyQliG2BB+hxneC3u7if2eqqoqTNMkLy+v1f68vDzKy8s7PCYSiRCJHM2i3nAMWxSbYxM8HPOHN4LgyRUMHKlSnwaKB5ypEG0EKwRDxqmk5EBW9giGjRnDx134Rg8fO5aiESN6sBdd40sT5A6eSHn9WZiBNxCoAEhTolJFiPOJ0nkOiFDw5I+5M7zuTgPwcHTdb4bX3a4sbHRtY3Oi9XoSaQIdWdXHA/LHYb0fV8NXrV2L5vPZKngbGxsbm27nhIPw6enpXHHFFd3RFhubT40ZjdL48cdIvYNRmWVB6GNk438Qogqz5nVE6ucQ2gAc7sOYhkG9plFeUoKUEo/PRzQcBsCbmoppGEQjEQ7vP8DBvXuTQglv6Tp1f3kJaQ4DimkdgIfYsNuHFKNI0460OtYIBCj+/e/JnDr1pAexO/N1b0lnvu5C03Dn5aE4naCqsZUMihJbxywEQlFQvV6MQCDpbGmklAT27iVcEULN3w9mJTL4DsJ7Nqg5hMp3IiOeDgPpisOBb+hQQocOIS0LoapHz2uaSMvCN3Ro0kw42NjY2NjEErNuDL2PLqOEZBAFBYdwYEidjaH37cSsPUhbUYGUslOhwYMPPsjSpUt7oln9mmh9zALE6YdwdWyfUGM/O7ww9X6o+hBKX4Wii6HgPNCaY8EH9+7FPIaXuWEYSTPmBsjOUXj8D362rL+JVfdtIxKOiU0OHzRpqM/qUgXfXQzOSkdRBGYXnjSKIhjcxooGwOdyHtd7HG+9niRuhWS2F/ijemDw5cc+R0s1fLiszFbB29jY2Nh0Oyccvfrtb3/bHe2wsTkpSCmxotHOK5i1mKW3kTJqOMHIPqymtQjNjeeUISi4GTdvHh9aFmUHDhBtcx7DMHB7PEw899ykUcILTcOVnY3UTkGR/0VYaQjhianHpUTKYGz1r/uLCOXJo8e5XKguF+68vG4JYn8aX/e4HU3lunVYkQhGC3Wa0DSEw4EjLQ1F05JuoKw4HPjHjSO8Zg1UfQ+hNT+KNX6ANACzCf+40zsMpJuhEHVbtsRWbXTyUFq3ZQtmKITmPUbGKRsbGxubbieemLXWqiEom/CKFFShYUqDJhlAWIqdmLUHyM7ORlXVdqr3ioqKdur4OIsXL2bRokWJnxsaGigs7MJA2qZDPvpxLBBvGbEErQBGGILlsOUn4EgFdyYYTVC7BbInQlTGvOMHDR/OxHM/R+nu3YSDwXbndnu9TPrcjKQZc8fJzlE477KpjBz3NFJKKkpLWfmIn9UvGxj0vHVOvt93zLC/aK7XFp/z+J4BjrdeT1K/K3YddRSE17yx8uMhroY/smYNeTNn2ip4GxsbG5tu5TgWarXHMAxee+01nnjiCRobY/6fhw8fJtCF9YSNTU+geb04s7K6rCNcKlazwh0pcfhTsEIhMqZOxT92LJdcfz0ZeXmoqorL48HhcmEaBqqqkpmXxyXXX580D9NCCAbMnAXqaFRtAohmOxoZV8SHYvvVkTgzMuMH4UhLw5mR0W1B7LiyxOHzIU0TzeNJbNI0cfh8nb533I5Gr6nBCARifWm2FpKGgRWNEjp0iPTJk5NuoCyEYNi8eWg+H5YeAkWJKdoVBUsPofl8DJs3r8N+K2437pyc1hMWrU+OOycHxd1+ObGNjY2NTc9jYHBEL0eXUQxpYEkLQ+rNrwa6jHJEL8eI+yPYdAtOp5MpU6awZs2aVvvXrFnD9OnTOzzG5XKRlpbWarM5ccwQRKogXEE8JRHShFB5bAsciPnEu7Nirx8thy0/hq0rY2OmS66/npyBg3B6vbhabE6vl5xBg5JqzN0SIQTZBQW8/dJLPH7P96k9/A8M8jmWCt7k5HvCbzlY0akVTRzZXK8d4jhDAcdbrwcZNBPUTobEqjtWfjwIISi86iqyzzmHwquuSsrrzcbGxsam/3DC09rFxcV84QtfoKSkhEgkwsyZM0lNTeVHP/oR4XCYxx9/vDvaaWNzfJgm7rw8opWVnVbxDhoUs/4YMQK9thZHRgZCykRQeNSkSZw5cxZrX34ZKS3qq6tJzchACMGZs2YzcuLEnuvPceAdMhjYgmnNBHYgZQtJiEjHVC7CikRxZGXicGTEvCGFIPXUU1F9PqI1Nd2S3LStz2LcY/9YfotC03D4/aCqCE2LPVjEleHNNi6K08mgK69MyoGyp6AA/2mnUf3OO8hoFDQNaRhIy8J/2mmxlQEdoCgKw266iS3f/e7R1RzNKxogprIfdtNNKEryPQjZ2NjYfBZxCAdf9s/lQPVeCrSBpChHlaZNVoCwDPNl/1w7MWsPsGjRIubOncvUqVOZNm0av/zlLykpKeGWW27p7ab1a4ZeCftfhMb9HHVEbE7AqrlBcUG4CqwoePLBjIB3wFGrkFGTJnHW7Nm888rLZLZYtVBz5AjTZn8h6cbccY6UlvKrpUvYsm4dmtNFzYHfki22UyvvwGRg5weKSOdln5DaYExY5NFUdMvClDJhBK8KgUNRiFpWol5LPA6tSz95YqfB40g+JXzJq7HrqSPMSKw898zjO1fa6NFMWLbs5DXOxsbGxsamE044mrNw4UKmTp1KbW0tHo8nsf+KK67g9ddfP6mNs7E5UYSmkT5xYsxDvCMUBf+4caSOGoXR0ICnqAijoYHUUaMSAWkhBNO+MJtwsInq8nJMw6C6vJxwMMi02bOTLvCbluUkIwMMxmBqSzC0ZRjq/RjaMizPMkxrNClKHfLwTqSuI8Nh9Pp66jdvZtPChWxdsgSrIw/9T0lcDa+4XNR++CF1H32EXl9/TL9FaRg07duHXl8f8/Zva81iGCgOB6kjR570Nn9aLF1n25IlBA8cQJomRlMTekMDRlMT0jQJHjjAti4+7wGXXkrK0KFH1fBx73ghSBk6lAGXXtpDPbGxsbGxORZSSt4KriEiI3iFD9m8EE1K8AofERnhreAaO6F2D3DttdeyYsUK7r33XiZOnMhbb73Fq6++yuDBg3u7af2aklejROoiSEOC1RyBt2Kb4o5ghixEc4qbaD2oLhj1NchsTpMQV8NnFxQQDUcSW3ZBQdKq4De8/jr3z/saH619h5yBg8gvKsLjz8fNu2SL23GzttNj03NP/qqYDK8bBQFC4HE48DoceBxa86sDhEBBdJiYNdXtxKGq7fT7osWrQ1VJdSefJ7zRdNQCqS16Q6zcxsbGxsYm2Tjhae21a9fyzjvv4HS2vhkPHjyYQ4cOnbSG2dh8EoQQFF55JRX//jfhw4fblStOJ/WbNwMQqawk0qyYr9u0iU0LF+ItKsK45BJ+/+ijeLxeBg4bTlxOUl1exrOPPorD5WLq5z/fg73qmpxclZ/8XPL+dx7CikRRnI6Yb3haGs6cHCJlZbhkA2lKLULzYOk6jvR0XDk5hMrKujW5adqYMWSefjpVa9fiHTyYYHFxlyp4iAU1wuXlYBhHg9B9hLgXvty+HUd6OnptbaLMkZ6ONM0uP+8O1fDYKngbGxubZMTAoMI4gk9JpVG2jwb5lFQqjCMYGDiw1fDdzYIFC1iwYEFvN+Mzg6XrmOWPE6m8ADiV1lYskmh1DShekGmAwAxBtBGOvAvpIyGjeSg4atIkfrDqqVaTVUIICoYO7cHeHB+le/bw5L1Lqa2oZMDQIezatAkAf+5plJUOQaOYdPEwVXIgBu3bP2Fs6klv02mFeaR5nNSFIqhCoCqC+O/CsiRR0yTd4+K0wvb5EXwuJ+leF3XBCIZltfodKEKgKQrpXldSJmaNT3ieaJmNjY2NjU1vcsIRHcuyOsxkf/DgQVJTT/7AwsbmREkbM4bcz38eVLV1gariHTwY0zBw5ubGgqJS4khPx5mbix4IUKeq/PqBZVQcPMTA4cPZs+UjdmzcSGNdLUUjR1Jx8CC/WrqE0j17eqdzHWDpOg1//w25zsPkiANk6btxcIAscy+ph9eR6zhEmlbf7EuuozgceAsLkZbVpTf7pyVaU0OwtJSsadMQikKwuBihKGRNm0awtJRoTU2nx8pjBeCTUBkFR5PKKi4XjvT02DVoWaCqONLTUVwu8i64oNPPO1pTg3/CBDwDWy9l9gwciH/ChC4/s77KkiVLEEK02vLz8xPlUkqWLFlCQUEBHo+H8847j23btrU6RyQS4Vvf+hbZ2dmkpKRw+eWXc/DgwVZ1amtrmTt3Ln6/H7/fz9y5c6mrq2tVp6SkhMsuu4yUlBSys7O59dZb2yVotrGxsYnjEA7uzl7Gj3J/3ul2d/Yy247Gpl8iNA1PvoFoej5msyJ0EFbzqwLkNQfgjxKpgj3PwMYlLc4jBAOHDWPQ8OGJbeCwYUmpgh80fDijJk1CCBAthBF+v0DBQiDRGYukAJVoq80jAkyZrHZx9k+GpihcMvYUNEUhZBjopoVlSXTTImQYrcrbUpCeytCsdFJdDlJdTpyqiqYoOFWVVJeTVJeDoVnpFKQn3zO+onVuVS+UWLmNjY2NjU2yccK3p5kzZ7JixQp++ctfArGBUyAQ4Ac/+AEXX3zxSW+gjc2JotfWkj19OuX/+lcrb3hXVhb5s2dT9ve/YwaDMcWyZeHKzcUMBlGdTkZ/+ctskhbvvPIKBz7+mGg4jCDm/RgKNKE5HJw6eTKDhg/vvQ62QUpJYN8+rHAYw7L4oL6eHU0BRvtSmer3o1kWqseDEAIzEsGdk4OakkKopOSYqvRPiqXrbL77boKlpSAlkaoqjEAAzedj5yOPgBB4CwuZsnIliqN1cEJxOEifMoXyf/4zFsBuixBkTJ3a7rhkIJ5UNlpdjdHUdHQiQUpCBw+ipaRQ/Pvfk9lB+y1dZ+uSJQRLSjAjrU0uzUiETbfdhreoiImPPJKUff80jB07ltdeey3xs9piAu1HP/oRjz76KKtWrWLkyJHcf//9zJw5k507dyYmfm+77TZeeuklnnvuObKysrjjjju49NJL2bhxY+Jcc+bM4eDBg/zzn/8E4Otf/zpz587lpZdeAsA0TS655BJycnJYu3Yt1dXVXH/99UgpWblyZU99FDY2Nn2MDDWTDPVoXpWdkW083/A016ZdxyjX2F5smY1N9yKEIByZDynVxLKyNmdmRQXM5ldol6xUgfzP9WBDTyJCCC6+7no2vb2WUKCJMaef0VwiGZr6IaGwztT0UtId3z56TPNrXpGLUyf9tlvadd6oIQC8sm0PDaEoUSQKgnSPi0vGnpIob4siBOflpdNwoJhQNIpLUxM5nCIhE4/TyXl5w1CScEJk6JWw5w/QVNq+zJMbK++KaE0NeiDQabnD5+uWnFk2NjY2Np9tTjgI/+ijj/L5z3+eMWPGEA6HmTNnDrt37yY7O5s//OEP3dFGG5vjJh7IbCoujqmp25Tt+/WvkZFIbLllc4DUCASQhoHq8XDgqacYPGECL1f8FtMwSU1PR1FVLNOkvqoKVdMYMnp0UqlzjMZGfMOGcaS4mP9UVVEaCqIKwcb6Oir0KOfl5DJs4kRChw6hNzbiHjAAs6npmN7snwYpJYG9ewmXlaE4HMjm1TNWOEy4rAxL17Gi0Q59coUQFH75y1S++SZmU3tDR9XrpfDLX06q30EcoWm48/JQnE6USAQ0DcswUJrtZxSnE3deXod2NHErm/rt2/EOGkS0thYrFELxePAOGtTt1kG9iaZprdTvcaSUrFixgu9+97tceWXsaeqpp54iLy+P3//+99x8883U19fz61//mt/97ndceOGFADzzzDMUFhby2muvMXv2bHbs2ME///lP3n33Xc48M5al61e/+hXTpk1j586djBo1itWrV7N9+3ZKS0spaE6e+8gjj3DDDTewbNky0tLS2rXPxsam//Fpguj/bPwbD1Z/H0UoeBQPdzrHJOW9ysbmZDH8f3xsfaSCaIMJwgRcQBSkC0QUaG9j4sqEaF0PN/QkMmrSJCaeew7v/ms1assxWZqDkarOWf79CHGg1TFCCCb830Pdait43qghnDOiiM2lR6gNhsnwujmtMK9DBXwcS9dp+ukKJu/bT2Mkim6aSBlbcOpoVsM3bRiKlYQCkINrYgl/O8KKxso7S8zaUvjSGf1V+GJjY2Nj07uc8Ehg4MCBbNq0iW9/+9vcfPPNTJo0iR/+8Id8+OGH5ObmdkcbbWyOm3gg02hqwjNwIIrTGUtI5HTiKShAhsOxgHALSyUrEkEaBmYwyIGtW/nnM880D5IlwYYGArW1WKYJAhRF8I+nnkoaOxpL19m2dCmb/7uRv5UdpiQUJFXV8GsOUlWNkmCQvx8+TODMM8g+5xwcqaloPh/R6moypk7tFhU8xNTs/nGxrFtCUVA9HhypqTFFfvPDgH/cuA4Htpauc+Dppzu3nBGCA08/3S3JZD8t8WS0zowMNJ8PpGz16szI6HTiI36sw+dDWha+oUNRPB58Q4d2u3VQb7N7924KCgoYOnQoX/nKV9i3bx8A+/fvp7y8nFmzZiXqulwuZsyYwbp16wDYuHEjuq63qlNQUMC4ceMSddavX4/f708E4AHOOuss/H5/qzrjxo1LBOABZs+eTSQSYePGjd3XeRsbm6RBSsnfA39ifegt/h740wklVLUsi8frfkyjbCBkhfhv6H0+jm479oE2Nn2Y1CLB0KsUoAppSZDxxPLVaClxMYxstQkRIe+sxl5p78kgroZPz8kmUFeX2HKGDGHKyKEdjtO0wjwKLrus29umKQpTBg/gwtFDmTJ4QJcBeDj63KSEQ+Tn55Kbl0t2fg65ebnk58f2J6sAZMiXwJlBbKmBAMVx9P/OjFh5Z8T7rQcCaGlpaH7/0S0tDT0QSNp+29jY2Nj0bU7ozqLrOqNGjeLll1/mxhtv5MYbb+yudtnYfCLigczaDz5Acblw5eYSqazElZODcLlQvV6MYDAW4DVNUJSEZzfAkAkTyFq/noO6jmEYiGY7lGgggAAcQFYwSEFRUe91sgVC06hTVV7bu5dGyyLD4UBpXvjqUBQyhIN6JM8/8ywLFy9G/eADwmVl3aqCh9jvYdi8eVSvX48ZDGKFwwgh0Hw+LF1H8/kYNm9eh+8vpSSwezdmMNjhuc1gkMDu3ScUHOlJ4sloj7z+OqgqViQCqorQNDJPP73LiY+0MWPImDo1kcjWnZeHlPK4Etr2Vc4880yefvppRo4cyZEjR7j//vuZPn0627Zto7y8HIC8vNbJxPLy8iguLgagvLwcp9NJRkZGuzrx48vLyzucJM7NzW1Vp+37ZGRk4HQ6E3U6IxKJEGlhIdTQ0D5Bo42NTfLzcXQb64JvEbKCrAu+xce+bYx2jTuuY/8R+BsHjZgvgk6UarOKlwN/5lTn2H45eWpjA/DRoxCuHgJCR6DFxtfSDcKFEYiNoSWA1BHNuRHCR2rY/ZtaBswY0U6McXj//qRMyNqWjpLJ6vX1vL72h8ifbW6TohZKL89Hr6vDlWT2Ji2fm6RlkeI/uupPb2xMagFI5jgYdSNsXAqqG5x+iNaDGY7t95/S+bGt+m2aOFrktUv2ftvY2NjY9G1OSAnvcDiIRCL2DckmqXHn55M6ahSRI0fQ0tNjCof0dKIVFSguVyzoHk/8aZqxV8NASonR1MTZkyfjVhRyfD6KsrIoysqiMCODbJ8Pt6Jw9pTk8SMXQjB53jwGZWaiqGoiAH+0HJwZGZw6ZTKnzp5NxtSp6PX13aqCj+MfO5asadNiKvCUFBxpaUjLAinJmjYN/9jOl/lbhtGxHzyAZWGGw8dM7tpbJBTtaWloXi/SMNC8Xhxpaccc0MePVVwuaj/8kLqPPkKvr+/2SZPe5KKLLuKqq65i/PjxXHjhhbzyyitAzHYmTtt+SymP+Vm0rdPZhM+J1umIBx98MJHw1e/3U1hY2GV9Gxub5ENKyUuNf6LGrCIsw9SYVbzUeHxqeMuy+FX9T7CIrbKTSAJWg62Gt+n3mGGI1sVlKhbIcOxVNEuShUQIHaGYzQlbDTDKSSvc2EplHAmH+cOKFSy5/jqe+8lPiLbJjZMsRGtqaCopIVhaSrqmkeFwEC4vxy8EB1Y+hOflbVhtJG6WBs5Xt7L++7cn5SrOuAAkWl2d+L6TUnb7qtmTgcMX839XNJBG7NWTG9t/LPpyv21sbGxs+i4nbEfzrW99i4ceegijjd+2jU0yELdnqdu0iUhlJcG9e7FCIYJ79xKprMQMh2MPBm2Das2WNb7hw8nWdYpcLoLBIEYolNhCwSBFLjfZ0Wg7v/nexD92LJ+fNRuHUIjI5sB1c/cMpxNfTg4XX3c9iqJQeNVVZJ9zDoVXXdXtAd24Gl5NScFobCRaX48VDqOmpHSqgofmxKyTJnV5bisaZfMdd7B1yZKke6CJ1tSg+nyknnoqAFqzl3jqqaei+nzHnDiIK+ldmZn4x49Hr6v7TD0MpKSkMH78eHbv3p3wiW+rRK+oqEio1vPz84lGo9TW1nZZ58iRI+3eq7KyslWdtu9TW1uLruvtFPJtWbx4MfX19YmttLSDLGE2NjZJzcfRbawPvY2BgSYcGBisD719XEH0mAq+tbdwmHBCDZ+sK7dsbD4tI+ZC2nAQGoCONMOg6ggVYB8QQYhGFLUCIRqBKE7lGYZfNzkxDjxSWsrD3/wGf/3lEzQ1NPLiE4/z8De/wZEku5fGfcQ/vPVWPrz1Vt7/xjf4ySWX8L0vXs7KL15O7aYt+A4bhNPVVseFM1RcdSaH1PLEyttkIi4AUd1ujOZEpUYg0CcEIJoXvPmQMxVGXh979ebH9h+Lz6LwxcbGxsam9znhIPx7773HX/7yF4qKipg9ezZXXnllq83GpjeJe/yZhoEjPT324KuqSClxpKejer2oXm/MhiYejBcCoaq48/IovOoq0kaNYmJ2Dl5VI2Jaic2rakzKziZ15Mik8ggUQnD6//t/DM3MICgEUSmJmhZRaRFxuRg3aRJDmu1z0kaPZsKyZaSNHt3t7YrW1KClpuKfMAGhqrEErZaFf8IEtNTUToPRQgiG33QTqq8TGYui4C0sTEq/xvgD2qaFC6nfvBm9vh6joQG9vp76zZvZtHBhlxMH0ZoagqWlsRUEqkpTSQmoKlnTpiWt8v9kE4lE2LFjBwMGDGDo0KHk5+ezZs2aRHk0GuXNN99k+vTpAEyZMgWHw9GqTllZGVu3bk3UmTZtGvX19bz//vuJOu+99x719fWt6mzdupWysrJEndWrV+NyuZgyZUqXbXa5XKSlpbXabGxs+g5xFXy1WUVEhonKMFLK41LDH1XBt1+9Zavhbfo7meNg6NUgFIFwuBCaF6G4EKrAP2QbmIeaE7Y6Yq9mGenjhyWEBRtef537532Nj9a+Q87AQeQXFZEzcBCb3l7L/fPm8cG//927HWxB/BkjWl9PnWHw4vZtrC8tIWJZrC8p4V/7D9MU1PFWma2O81aapNRIvO8dJBJKTi/8tqrwvqIGd6bB+Nth1Ncge1Lsdfztsf3Hw2dd+GJjY2Nj0/OccPQqPT2dq666qjvaYmPzqWnl8QeYTU1Iw0DRNJyZmQjAM2UKVW++iRkKNXtXShSnk+xzzsE/NubdWvn221wpYqpsVA1MA0vXGVBYlHTqCEvXKfnDH5jgS6WkspJIs+ULQsEdjTJ47z62LV3KxEce6TEbnXgwOlhSghkOIy0LGQqBqhIqKWHTwoV4i4o6bZN/7Fiyzz2XI//8Z6wvLXBmZaG43TgsK+l+F/EHtPrt2/EMGIARDBKtrcWZkYErJ4dQWVmnEweWrvPR3XcTLClBSkmkqgqzqQk1JYWdy5cjhMBbVMTklSuTxg7pZHDnnXdy2WWXUVRUREVFBffffz8NDQ1cf/31CCG47bbbeOCBBxgxYgQjRozggQcewOv1MmfOHAD8fj/z5s3jjjvuICsri8zMTO68886EvQ3A6NGj+cIXvsD8+fN54oknAPj617/OpZdeyqhRowCYNWsWY8aMYe7cuTz88MPU1NRw5513Mn/+fDuobmPTz4mr4E0MPMKLLnVUobZSw3fmDd+RCj5OmDAV5hHbG96mX6N5mu1ApIIj3YXeBGCRMX4wDfvKEVYpQvWCFQQcZJ05Hr22liM1NTx571JqKyoZMHQIuzZtAuDUKVMYNHw4h/bt41dLl5BXVEThKV0YfPcQQghyZszgraee4u0j5dTrBmkOBw4kupSURkK8VHGEczIyGeptlmILEM3LU9PzhuDypHbxDr1Hy+ennsgddTJRWgyphYivyjg++nK/bWxsbGz6JicchP/tb3/bHe2wsTlpxNUcFW+9hanrSF3HnZ+PGQqRc+65DPzSl2jYvp1QcXEswKuquHJzKbzySoQQpI0ZQ8655xL929+wolE0txujqQklxUfOuecmnTpCaBruvDwGpqdzZdFgLMtEGiYphYNwpGfgbWjoccV422C0Xl8fC0b7/ccMRsNRNXzV229jNi+NBRCqGlPB19QkZaLStgmuvIWFCEXBM3Ag0rK6TPQkpaRx717CZWWJVQOSmPVOuLwcS9dj13M/szU4ePAgX/3qV6mqqiInJ4ezzjqLd999l8GDBwNw1113EQqFWLBgAbW1tZx55pmsXr2a1BZJtH784x+jaRrXXHMNoVCICy64gFWrVqG2WPb97LPPcuuttzJr1iwALr/8cn76058mylVV5ZVXXmHBggWcffbZeDwe5syZw/Lly3vok7Cx6V/sjGzj+YanuTbtOka5Os8B0tvEVfBVZgWWtDAwMIh91yooVJkVvNT4pw6D6JZl8XT9Ex2q4OM0WQGO6OUYGDjoPxOoNjZxPLmQMR7cWZA9GSo3mJS/sZlDf3wIq6oYy/kFlMzrsGqeRon+k70/y6D85cFMeuwxRk2axHurVyOU1ouz4z+fOnkyg4YP741utcPSdTb+8pe8UV5Gk66TrjlQpIU0JRqQ4XBQp+v8p6Yav8tFltsNUiJNE0XTGHnTzSjKCS9C7zHiz09H1qwhb+bMpBtjdxef1X7b2NjY2PQOnygqZxgG//nPf9i7dy9z5swhNTWVw4cPk5aWhq8zCwkbmx6iZSBUGz4cvbYWR3o6QkoGXXFFIsh+qNkjXnW5WgV09dpasqZNo+I//yFSWYkRCgHg8PvJmjYNvbYWZ2Zmb3axFS37myslekMDroJsfCNGYAQCmM397klVR9tgdMqwYSiHDh1XMDpOR2p4R2YmCJHUSpX4YL5q7Vq8gweTduqpSCkJFhd3OXGgOBykjx9PeVkZQlFQnE5UtxsgkYMgffz4fqWCB3juuee6LBdCsGTJEpYsWdJpHbfbzcqVK1m5cmWndTIzM3nmmWe6fK+ioiJefvnlLuvY2NgcGyklfw/8ifWht/AoHu50jknK72sAA4O9+m4MGfueNTEAgYmBghNDNpd3EESPEKbWqiGWiKXjCVIXLu7I+j4O0b++u21s4jjTYMIiEGpMiZw+xuTQ8w8SrQ4glAwUzzQQqQjPWZih92gqAyNaAcDF113PprfXEgo0Meb0MxLnDNTX4/Z6ufi665Pmu0NoGgOLiijw+dhdW9ucXqq5bQKEjP1/gMtFhqomAvAA7kGDyDr77N5p+HEihKDwqqswQ6EeyR2VLHxW+21jY2Nj0zuc8HR8cXEx48eP54tf/CLf+MY3qKysBOBHP/oRd95550lvoI3NJyEeCLVCIVJHjcIKhRIef0IICq+8EndeHlpqaswLvlkFH7dR2f3YYxiBAFY0ihUMYkWjGIEAux97LCmTgcb7qzidODIycA8YANCrno7u/HxSR40iXF5O4+7dCfufcHk5qaNG4W5OutkZCW/4lJT4joQKPpn9Gj9pgishBEO/9jU0nw9L1xGqmtgsXUfz+Rj6ta/ZDwc2NjZJz8fRbfw3vIE0xc9/wxuS2hNdQ2OQNph0NYMUxYeGRopIib0qPtLVDAZpg9E60K14FC93ZS7BJzoXoIxzTiJfK+jGHtjY9D6KBvHhiRAgPYtQB/wIJX85wjUCqR9GuEai5C9HHfAjLM+3ARg1aRITzz2H2ooKQk1Nia224giTPncuIydO7L1OtUEaBqFDh5iQ4sMhlJj9Y6IQIpaJQ1E4LS0tNi1nGDERiZRYkQjbly5NuueHtvRk7qhk4rPabxsbGxubnueEg/ALFy5k6tSp1NbW4vF4EvuvuOIKXn/99ZPaOBubT0rLQGhHHn9pY8aQfc45aB5PK3Vy3EbFaGrCM3AgitMJqoridOIZOBCjqSnpkoHC0f460tLwDhqEIzX1uAK/3YWl62xbupS6TZuIVFYio1GkYdCwdSuRykrqNm1i23E8jPjHjiV3xgwUlwutl/t0InzSBFf+sWPJnj4daVlE6+rQGxowo1GklGRPn45/bPJaOtjY2NhATAX/18bnKdH3UWVUErKCvBz4c9JaaRkYNFh1uIWHJiuAKjQkElVoNFkB3MJDg1WHgdHuWCklr4f+QViGOj3/h9EN7Ihs7c4u2NgkHSL0BzCqEIoHaVSCUY00KhGKJ7Y/9IdYPSG4+LrrSc/JJlBXl9jSc3KSSgUPsWeElOHDKUhNpSjFS9A0iVpWYguaJoNTfBSk+Vsdp3g8oChJ+fxg039YtmwZ06dPx+v1kp6e3mGdkpISLrvsMlJSUsjOzubWW28lGo22qrNlyxZmzJiBx+Nh4MCB3Hvvve3u32+++SZTpkzB7XYzbNgwHn/88Xbv9cILLzBmzBhcLhdjxozhxRdfbFfn5z//OUOHDsXtdjNlyhTefvvtT/4B2NjY2PQRTngksHbtWt555x2cTmer/YMHD+bQoUMnrWE2Np+Wrjz+Olt62NJGRXG5cGVnE6msxJWdjeJyHZeNSk8TralBDwRQfT5SR42i5oMPQFUJl5eTOXXqMRXn3UF8MqNu2zYc6eno9fUIVUUaBo70dEzDOK6HESEEw+fPR3G7scJhajdu7BN+jZ800VNcDV+1bh1mMIjm82EEAmgpKbYK3sbGpk/wcXQb74fewSNSGOwYBsiEGr6z5Ka9iUM4WJx1Pytql6GHdAaoAxFCIKWkzDzEePdEbsv4bod2MrrU2RbZ3GGAPk6YIH9reJ7RrnH2d7hNvyM+Bm2JlJK0UyJUrXsAtXAFSCuWLVNaSCuEWf4AOReOS9jrjZo0iR+seqpVoE8IQcHQoT3ZlWMihGDg5Zdz6IUXOC3FR1koRMQyE+VeVWVCWhqKomAKEVPBCxFbeevxJN3zw2edwL59hCsqOi135+biGzasB1v06YhGo3z5y19m2rRp/PrXv25Xbpoml1xyCTk5Oaxdu5bq6mquv/56pJQJO8eGhgZmzpzJ+eefz4YNG9i1axc33HADKSkp3HHHHQDs37+fiy++mPnz5/PMM8/wzjvvsGDBAnJycrjqqqsAWL9+Pddeey333XcfV1xxBS+++CLXXHMNa9eu5cwzzwTg+eef57bbbuPnP/85Z599Nk888QQXXXQR27dvp6ioqIc+NRsbG5ue54SD8JZlYZpmu/0HDx5slSivNxgyZAjFxcWt9v3f//0fP/zhDxM/l5SU8I1vfIN///vfrRLvtZxU2LJlC9/85jd5//33yczM5Oabb+b73/9+q4HTm2++yaJFi9i2bRsFBQXcdddd3HLLLa3e+4UXXuD73/8+e/fuZfjw4Sxbtowrrriim3pv05ZjefzFlx62paWntzsvD2mauPPyiCZhMtC4fU6wpAQAMxQiUllJpNkmKq44n/jIIz3qJd7KEx4wm5qQhoGiaTgzMxFw3A8jaaNHc9oDD9CwYwcHPJ4+49f4SRM9xdXw5WvWYIRCtgrexsamzxBPclpjVhGREY4YhxmqjaDGqublwJ87TG6aDBwxy9gd3Umelo/E4qBxkIHaIPK0fHZHd3LELCNTy2p3nBCCIY7hHDHK0Yl2cOYYe6Mde8rb2PRl2o5BW2IEg4n/C+dAkBEQLqTViOZLYdi8ea0EMAP7SLAz9dRTkYpCvsvFl/LykUgadIM0h4YQgnRNw4xGUTwerGAQtXnVeDLbKH4WMYJB3rvhBvS6uk7rONLTmfHPf6J5vT3XsE/B0qVLAVi1alWH5atXr2b79u2UlpZSUBCzSHvkkUe44YYbWLZsGWlpaTz77LOEw2FWrVqFy+Vi3Lhx7Nq1i0cffZRFixYhhODxxx+nqKiIFStWADB69Gg++OADli9fngjCr1ixgpkzZ7J48WIAFi9ezJtvvsmKFSv4wx9iq2AeffRR5s2bx0033ZQ45l//+he/+MUvePDBB7vrY7KxsbHpdU7YjmbmzJmJL12IDZwCgQA/+MEPuPjii09m2z4R9957L2VlZYnte9/7XqIsPgPc1NTE2rVree6553jhhRcSM7twdAa4oKCADRs2sHLlSpYvX86jjz6aqBOfAT733HP58MMPufvuu7n11lt54YUXEnXiM8Bz585l8+bNzJ07l2uuuYb33nuvZz4IG+CTefzFE7MiBA07d2KGQhihEEJREolZk4W44lwPBNDS0nDm5eFIT0dKeUKK8+4gHoQ2QyEcfn9MBe/3Y7bw5z+h8/Uxv8b4JFD2Oecc98RBtKaGYGkp+RdfjObxICMRNI+H/IsvJlhaSrSmpgdabmNjY/PJ+Di6jfWht4nKKCYmtVYNQQJkqllJ6w0vpeTlwJ8JWI2oqBw0SqgxqzholKCiErAaO7XTcQgHP8h6GCeuLt9DqKJDT3kbm75M2zGo5vcnNldeHooWhWgpVuMbmOUPYTW+AfpBMk8f12eFBarTSeakSQghSFVVdgWaeKOmml2BJvzeFISmoaWk4M7LQ/V4cPUBFXy0poamkpJOt/449lTcbpzp6TGBkNPZbpOGgTM9HcXt7u2mnjTWr1/PuHHjEgF4gNmzZxOJRNi4cWOizowZM3C5XK3qHD58mAMHDiTqzJo1q9W5Z8+ezQcffIDebDPaWZ1169YBMdX+xo0b29WZNWtWoo6NjY1Nf+WEnwh+/OMfc/755zNmzBjC4TBz5sxh9+7dZGdnJ2Y2e5PU1FTyO7HfSLYZYJvko6WqJ1pbi4xGsYCmPXtQU1LYs3Il3qKiHleWd0Yrxblp4khNxVtYiFAUHBkZCCl7beDfqm1eL9Ky0Pz+Xm1TT9PZaouOaHntSSljm2UhpWTPypUIIZLq2rOxSSaqKi0CDZ17jvvSBNk5J6w7sDkB4ir4SqMCAx0Tk6iUHNRLKNKGJoLZyaaGNzCoMI7gU1KpNCuoN+sQCOrNOipFBT4llQrjSKdK9tLoAZpo7PI9dka2oVtRnGrXwXobm76EEIK8Cy6gav16jGAQLSUlUWaGQjgyVIyq72GFYn8fMvA2WloGp3z9yaT6DjgRhBCMuO029r7zDm9WVlIaDqEKwcbGBipNg88XFTH8nHNo3LGDzDPPJFhcnNQq+K5WM8Tpj2NPRVEYdtNNbPne90BKlBZBZysSQWgaw266CUXpP+OG8vJy8vLyWu3LyMjA6XRSXl6eqDNkyJBWdeLHlJeXM3To0A7Pk5eXh2EYVFVVMWDAgE7rxN+nqqoK0zS7rNMRkUiESCSS+LmhoeE4em5jY2OTXJzwnaWgoIBNmzbx7W9/m5tvvplJkybxwx/+kA8//JDc3NzuaOMJ8dBDD5GVlcXEiRNZtmxZq2QjyTQDbJOctFT1eAYORGga0jQRmoZn4ED0QCDpEiu1TQLqSE0lddQorE+oOO+OtlmhUNK0KVlpee05/H68gwfjzM7GO3gwDr8/Ka89G5tkoKrS4n/nNDDvy/Wdbv87p4GqSqu3m9qvMTDYq+9GJ4JJzLbQwqLOqqXKah3MTiYcwsHd2ct4KOdnjHdPZHjNJOb840cMr5nEePdEHsr5GXdnL+vQE15KyW9KfkTmYTrdvPXgxIUp2ls52tj0ZSxdZ9+qVUQqK2n8+GPqNm+m/qOPqNu8mcaPP8ZobET1uSEeyFQUss+Z1mdV8HF2HznCPwKNlIRDpKoafs1BmsNJSTDIK7W1NIwbh+p2n1BOoN6iq9UMWlpavx57po4Zgys3FyMUwoxGsXQdMxrFCIVw5eaSmgTPKkuWLEEI0eX2wQcfHPf5OroOpZSt9retE18FdjLqtN13PHVa8uCDD+L3+xNbYWFhp3VtbGxskpXjuqNOnjyZ119/nYyMDO69917uvPNObrzxRm688cbubt8JsXDhQiZPnkxGRgbvv/8+ixcvZv/+/Tz55JNAcs0Ad4Q9u9v7tE3M6szIIFJVhTOJE7O2bLMRCOBITcUIBJJi4P9JE5R+Fmm7qsGdnY07OxsAvbExKa89G5tkINAgqam2cLkEbk/7v49wKFYeaJBk5/RCA4+Tw/v3J10iwhNBQ2OgVsT+hs1oAQWX4iJiRVCFxhTPCK5Nux6f4kPWNkJmZm83txUZaiblxmF2R3cyft/lDNp6OoGccrbk/50mGaBIHdLhcZFIE8Mf/IhJZZ0rROsHKFz001V4lL7hK2xjc7xIKWnatw+jqQlME2kYEE9ICpjNnuhaSkosybzP18oLvi8mxizds4df33cvQZeLTKcLISUS0ARkuj00Kgp/ePoprp08Bf773xPKCdQbdLSiNk5/HnsawSDv33BDzGrHNDEbW69mCh0+zPs33MB5q1f3qif8N7/5Tb7yla90Wadt3KIz8vPz29ni1tbWout6ImaRn5/fLlZR0fw3eqw6mqaRlZXVZZ34ObKzs1FVtcs6HbF48WIWLVqU+LmhocEOxNt8JukoKXpLHD4fziQba9sc5biC8Dt27KCpqYmMjAyWLl3KLbfcgreHbkhLlixJJBrpjA0bNjB16lRuv/32xL4JEyaQkZHB1VdfnVDHQ/LNALfkwQcfPGZfbbqflolZXfn5SMvClZ+PnoSJWeO0bLPm8xGtrk6atn7SBKWfRdr+HoUQSCmT6vdpY5OsuD0Cb0rH99hIpHOrmt4mEg7zl8cf542/vMDnr7qaK2+5Baer79mWfBzdxqbAe8x+zCCjTAA6IJAYOMQ7FGvFuIWbsiS0NojUSVaX/RtnOIOBH0/BEfQy8OPJ7DzlbVY3/JthA8biSm9/bRkYZJdAaqXA7GBErRrg1AUDnYN6oBc2Nj2L4nCQNnIkoUOHQFXBNI8G4RUFLAvfsGGoLhfV69eTMXkyWmoqTSUlCFXtk4kxczMyGHbKKdQcPowj1YfREAveCgmOtDTCDgenTp7MlPnzKX722ePOCdSbfCbHnqqKGQzGrtmOMM1Yuar2bLvakJ2dTXazIOfTMm3aNJYtW0ZZWRkDBgwAYla9LpeLKVOmJOrcfffdRKNRnE5nok5BQUEi2D9t2jReeumlVudevXo1U6dOxdF8X582bRpr1qxpFZtZvXo106dPB8DpdDJlyhTWrFnDFVdckaizZs0avvjFL3baB5fL1cqtwMbms8hn1UasP3FcQfiJEydy4403cs455yClZPny5fh8vg7r3nPPPSe1gZ9mBviss84CYM+ePWRlZSXVDHBH2LO7yUFcFVKzYQOBPXtQNA0sK6lV3MmsOI8nKDVDoT7xMNKbJPOqBhsbm5PPkdJSfrV0CVvWrUNzunjxicfZu3ULN93zA/L60P0/5gf/Z47II9RlSvL2QF1O88SHkESETrXaRG5l7yUL74r3HguQU/MFLpaX4oh6CGXUkHp4EBevuhdTGLyXGeBz96S2Oy7F5WfwaefS8Po7SBV01SSmiwXFBM0QFJ12Likuf093ycam25GGEVPiSXk0mNnmtX7z5kSS0mBxMZsWLgTAU1iIw+8nWlWF2kGQ3QwGky4xpqXrbFu6lMF79/FeVRVhRUETsQC8RNIUaIRwiC/M+R/8Y8Ycd06g3kavrSVr2jSq1q2j9oMPEhacqCpZ06ah19b2O0WlEALF7cZsauq0juJ296lxd0lJCTU1NZSUlGCaJps2bQLglFNOwefzMWvWLMaMGcPcuXN5+OGHqamp4c4772T+/PmkpaUBMGfOHJYuXcoNN9zA3Xffze7du3nggQe45557Ep/FLbfcwk9/+lMWLVrE/PnzWb9+Pb/+9a9b5bxbuHAhn/vc53jooYf44he/yN/+9jdee+011q5dm6izaNEi5s6dy9SpU5k2bRq//OUvKSkp4ZZbbum5D83Gpg8StxGr374dT0FBbPI7jpSEDh9OyrG2zVGO6zezatUqfvCDH/Dyyy8jhOAf//gHWge/VCHESQ/Cf5oZ4A8//BAgMdubTDPAHWHP7iYPaWPGkHn66VStXYt38GCCxcVJrwZJZsX5iSQo/ayTzKsabGy6i5OVWNWyJJs/MBBmMRPOHI6iJO8D9IbXX+fph37IkZJScgsLcXk8REIhNr29lvvnzeP673yHqZ//fG8387gwMNjatJ2I1Nl0gWDwNhCWRTQl/juThIJNaL6spJtQlFKy7cIXUP4xkuyqIYTSajHcITRnGHdDOnXZB9h24TrOldd36Gc7bv5C3n1vEzQ1YGkSBCBB1SHshZTrL0mq/trYnCyEpuE75RTqNm/GCoU6qCBQU1Nx5ebiiouQmgMEGXl55F14IVu///0+kxgzHvjIVVWGDxjAzrIyUhQFyzBQVI1AJMLEU09lVPMzZV8grqhsKi4mWlODGY2iSEnj7t1oKSnsfuwxUgYP7neKSsXhIPOMMzjyj390WifzjDP6VJ/vuecennrqqcTPkyZNAuCNN97gvPPOQ1VVXnnlFRYsWMDZZ5+Nx+Nhzpw5LF++PHGM3+9nzZo1fOMb32Dq1KlkZGSwaNGiViLBoUOH8uqrr3L77bfzs5/9jIKCAh577DGuuuqqRJ3p06fz3HPP8b3vfY/vf//7DB8+nOeff54zzzwzUefaa6+lurqae++9l7KyMsaNG8err77K4MGDu/NjsrHp83xWbcT6E8cVhB81ahTPPfccEMsm/vrrrydFEtaWrF+/nnfffZfzzz8fv9/Phg0buP3227n88sspKioCSLoZYJvkJZmV5Z1hK877B33x2rOx+TTEE6vWVHeeODUzS+EXv0/rNBBvGjHvd6wIA9N+S7jq71Tt/iK+ghsJR5yYyZULlNI9e3jy3qXUVlQyYOgQdjUr1k6dMoVBw4dzaN8+frV0CXlFRRSeckrvNvY4UKSKetBLbjQFlyONysGVDNouaRAgLAdSMXFXmmTMnJJ0E4oGBvuGv0f9VW9z/m8XYxDF0sEgStQZZONVv8Y/wInB/+CgfUAmbcwYqqekk/pmA4oJlhZTwQsJeyYZfDBgNZPkF+3vcJt+hxCCwiuvpOrttwkePAiW1bIQoaq4MjNb2cm0DBCkjh7N/l//msDevRjhMEIIVJ8PMxzGN3w4Ay69tBd61Tktx2enO4dwqK6OSCSKZVkIoeBzu7ni9kVJNXFwLFopKgcOpGnfPrAslGY1vF5fn7SKyk/jiSyEoOiaa6h84w2scLhdueJ2U3TNNX3qe3vVqlWsWrWqyzpFRUW8/PLLXdYZP348b731Vpd1ZsyYwX//+98u61x99dVcffXVXdZZsGABCxYs6LKOjY1Nez6TNmL9iOMaJUyePJna2loAfvCDH3RqRdObuFwunn/+ec477zzGjBnDPffcw/z581sFxuMzwG63m7PPPptrrrmGL33pSx3OAB88eJCpU6eyYMGCTmeA//Of/zBx4kTuu+++TmeAf/vb3zJhwgRWrVrVbgbYJrmJf7np9fVkTJ3aJ77M4orztNGje7spNp+Cvnjt2dh8UlomVvWnK+02l0skEqt2RE21RfE+k483F7N33R3U7P8twcZqavb9hr3r7uDjzcUU7zO7DPL3NIOGD2fUpEkIAaJNwCb+86mTJzNo+PDeaN4JU1JVyaQntvHlh3QuXl5FwS6T1Boo2CPJP2AwcLfE2RhFOW9G0gU1HMLB3dnL+L+sexmoFTK4YSzDmsYzuGEsA7VC/i/rXu7OXoZDdKyI3Klv540rg4Q9Ei0KSNCiEPHA2qss3gm/yY7I1p7tVA8wZMgQhBCttu985zut6pSUlHDZZZeRkpJCdnY2t956K9FotFWdLVu2MGPGDDweDwMHDuTee+9N5FmK8+abbzJlyhTcbjfDhg3j8ccfb9eeF154gTFjxuByuRgzZgwvvvjiye+0TTvSxowh+9xzUeO2Mc3fX4rbTcqwYVjhcOL3GQ8QxMc1iqIw7KabEKqK5nbjSEsDXUeoatKp4OPEx2e5lsXcGedx0+zZXD3jPP7f+PHcct31TLryyt5u4gkhhCDzjDMQQmCGw6heL5ZhoHq9mM0TI/HyZCKu4P/w1ls73bYuWYKl650eX/KHP6A0r3pvi+J0UvKHP3R6vI2NjU1vEp8UVt1ujObJSNvCtu9wwolZ7733Xv73f/+3xxKzHi+TJ0/m3XffPWa9ZJsBtklebGW5TW9hX3s2nzUiYWK+wh2WSSKRzo8tO2gig2+RxmOoHMQCVGoxyUCz1pNq3EY9t1J28GI4IzmWlgshuPi669n09lpCgSbGnH5GoixQX4/b6+Xi69rbn/QklpQcrmukKaqT4nRQkJ6K0kl7IpaKyzEBf+N2anJ1Qt4mXEFwByykpqKFJU2ZeYhTknOCOEPNJMUPgXxwZUL2ZKj6L0RqoNA/EGcnufniXvg7htUwfJLJmHUqWjSmgt87yaRshASaeKrucX6Y99N+911+7733Mn/+/MTPLUU6pmlyySWXkJOTw9q1a6murub6669HSsnKlSuBWO6jmTNncv7557NhwwZ27drFDTfcQEpKCnfccQcA+/fv5+KLL2b+/Pk888wzvPPOOyxYsICcnJyE+GX9+vVce+213HfffVxxxRW8+OKLXHPNNaxdu9YWv3Qzem0t2dOnU/HGG5jhcMwLXlVxZmQw6IorOPSXv3SZ42bApZey78knCezdi3A6k1YFH6elGj5FSt4tKebDPXsYn5vH/Llzk3LioCuMYJDt991HpLq6VWLdaHU10aoqUFW233cfOeeck1QJcj+tJ7LQtESuAqOxsfX4QwhUjwd3Xl5SrgCwsbGxAdvCti+T9IlZbWx6E9vL3Ka3sK89m88K+/cY7NlpIq3E8z9w9JlaShBKrN6Q4e2joQe27cDPclTKUYiiUI9EQeMIFn5UivHzMAe2DYUrJ/Vgz7pm1KRJTDz3HN7912rUFg/6tRVHmPaFLzBy4sRea9ueihpe33mAw/UBDNNCUxUK/D4uGDWEU3LbL+/3uZzUnX4e/gO7MWUDptNJfS44QxEU3USqGuXnX8zZ7uTNe+NMg/G3Q/UW2Ps8DLsWssaD0sVI2cCgpqoYX7XOR5+zOGWjijsY84L/6HMWmWUQToFNygfoUscpOlZd9lVSU1PJz8/vsGz16tVs376d0tJSCgoKAHjkkUe44YYbWLZsGWlpaTz77LOEw2FWrVqFy+Vi3Lhx7Nq1i0cffZRFixYhhODxxx+nqKiIFStWADB69Gg++OADli9fngjCr1ixgpkzZ7J48WIAFi9ezJtvvsmKFStarYi1ObnE1cjBkhKMpqajdjSWhdHUxKG//hUjHMaMRjsNEMTV8Fu+9z2MQCCpVfBx3AMGEB0wgL/8/W+UBIMopsl7ZWVEf/QQ1y+8jYEjR/aZRKaK242Wlkakqqr1DRgSP2tpaUmVIBc+vSdyy+PNSASjri5Rpvn9uDIzbTWpjY1NUmNb2PZdjmuEs2rVKrKyslolZn3xxRfbbX/961+7ubk2NjY2NjY2/YkDe2MBeGj9/C/l0Z+lFavXEdmDR2KRiUYFCnVIXICJxIVCLRoVWGSRPXhk93bkBImr4dNzsgnU1SW29JycXlXB76mo4bkPtrOnshakxOdy4NFUSmrqeX7jDvZU1LQ7piA9FWXYcPadKvDUWwipEPWqhFMUVB1q8h1EzzqbgvTUDt4xeVA0KH8TGvfHXrsKwAOoBlzyUJTrvqtx0ZMaqgHCiu2/6EmN677r4OqHNFxm/1RTPvTQQ2RlZTFx4kSWLVvWympm/fr1jBs3LhGAB5g9ezaRSISNGzcm6syYMQNXi6Scs2fP5vDhwxw4cCBRZ9asWa3ed/bs2XzwwQfozVYRndVZt27dSe2vTWviamQ9EMA7aFAsuaqqorhceAcNwmhqwj9uHJrH02WAYMCll5IyZAjSMEgZMiRpVfAQm3h4Yd48fvPnP7G/poYUwyRNKKQi+eCVV7jni5fzwk039R0bE9NE83ha33Dh6M9SxsrNju+/vUlcBRqtru7U8uh4jte83qOz/kKgeb22FaSNjU2fwLaw7Zv0m8SsNjY2NjY2Nn2PcKhjG5q2HC41OwzEH9q9G5VSYoF3Jwq1zSUhLHwIoqiUUFe2BzjtpLX701JVaeFKm8C8pb9BcvQzEAicqUOpqrQ6TUTbXVhS8tfNuzhU14AEGsIRhACPppHt8xKMRnl95wGG5WS0s6apdRezc1aE/D0qzpAVC8L7VJxhi7VXauR4SoDpPdqf4yVQCpFaQED1RyCN2Gv1FkCCKwN8he2PM6NRmj7cRnpIIoUAKRCAMwyZ5QIhIbVGkivz+p0yaeHChUyePJmMjAzef/99Fi9ezP79+3nyyScBKC8vJy8vr9UxGRkZOJ1OysvLE3WGDBnSqk78mPLycoYOHdrhefLy8jAMg6qqKgYMGNBpnfj7dEQkEiHSwueqoaHhxD4Am1YqPMXlwpWVRaSqCldWForLhcPnY9i8eRz66185smYNeTNndhggUBSF4TffzK7HHmP4zTcntQr+4IED/GPTJupCYTK9XmRUx5QWLo+HHI+Hyto6Xv3wQ84+cICiESN6u7nHRGga/tNOo37HDjA6yGCuqvhPOy0pbVlaXn9dWR4dz/FmKIReX4/D78fp99tqUhsbmz6BbWHbNznhO6plJU9iMxsbGxsbG5v+gqSjsWNM4CZ45jdh/vH3aLtySx9IhDNwsBuFQKsyhQAWLiKcScaA5AmIVFVa3HR1PdVVEsjqoEYDWdmCJ//s79FA/Lv7DrKrogazeawXnxowzChh3SQvzcvh+gCH6xoZlJGWOO5QbQM7vW9QnmNw8FQXQzeHiXgkjojF9nNS2H4+5De9waHaiynM9PdYf46XD74PZnNSVatZwKo3wKYHAAGqE85b1f441ePBlZtLsLgYiUAoRz+z+H/C6QrDjCK0Ex9y9zhLlixh6dKlXdbZsGEDU6dO5fbbb0/smzBhAhkZGVx99dUJdTzQ4cOglLLV/rZ14orWk1Gnq4fRBx988Jh9tTk2ituNZ9Ag6j76CL2xEWlZKB4P4UOH8I8fj+rxHFeAoOCSSyi45JIebv2JU3jKKYw952ze+dvfUB1OdN3AVARCVZGGgVAEY889h8JTTuntph4XQggKr7ySin//m3BZWTs7GnduLoVXXpm0gZ1P64mcUJH++98oLheKqtpqUhsbmz6FbWHb9ziuJ4K///3vXHTRRTgcDv7+9793Wffyyy8/KQ2zsekOojU16IFAp+UOn6/P+Dja2NjY9AcC9QbxiGUnuVkBSUOtIBJsLQSwrNgq+Wz5DoroOHurQgS3fOeoX3ESULLf5L/vG5jG0YkHVRZjisH/v717j4uqzv8H/jpzHy7DbZSLgiJuCoGJ0AW01FpvWVlpWf4y2cRyzVUhN0OtUNdbq8ZXN7XNW7u16rbmtpZtoJXJSqYGlqmZVzBBFJCbMNfz+wPnyMhdB5iR1/PxONnM+cyZz/nIvHE+533eHwA143DutIDcM5Y2m4S3iiIyjp+B2WqFAEBWe507AEaLBUWV1fBUq1BptC+1UGasQoWsCIJZi8MPGtH1ZxGexWaYNMDhBxUQzCpUyIpQZqwC4HyT8MEPA7mfAearqDWLDogWQK6t2V8fmUyG7pMn4WjKXMhE+9dKbawCgpYfhPEvVVCrnGdhw/pMnToVzzzzTKNtbsxct7nvvvsAACdPnoSfnx8CAgKwf/9+uzYlJSUwmUxS1npAQECdbPXCwkIAaLKNQqGQJvsbanNjdnxtKSkpSE5Olh6XlZUhOLie2x2oQearV/Hd734HY3ExRFsWtSCg8tQpAIChqAhXfvgBA//739tmgkAQBDw+Iwnff/kVDNVVcPf1BQQAIlBVVQWtpw6Pz0hy2knr+ugiItD5wQeRt3UrRJNJqgUvKBTo/OCDTjshbftO5xcXh8tZWajMzYUgl8MvLg5X8/Ka9Z3Orra81QpBJmMWPBERtapmTcI//vjjKCgoQOfOnfH444832E4QBFicsGYcEWC/gFRD3EJC0Hf5csiUyjbsGRFRx3W1unlfdmUyQHXDupYmM6Ctng+V8HOjr1UJx/HNv97E0wnLb7abDrXniyoYqq9l86IanngfHsI2VIhjUIYJANQwm0Xs+aIK/e5pm99H50vKcLGs8lqfav4rSv9f09cqownuaiXcVfZ98lRpEXzyGVQJFYAo4or/LgQfPYG8iDugMfwW3Y4L0Ioe8OyubZNzaamSn2om2821r9GL1yfhS35q+LUho57Ez4sWw1peKc3BSz/RahW8lT74TfADUCmd89xr0+v10Ov1N/Xa7OxsAEBgYCAAIC4uDgsXLkR+fr70XHp6OtRqNWJiYqQ2s2fPhtFohOrahzs9PR1BQUHSZH9cXBx27Nhh917p6emIjY2F8tq/1eLi4pCRkWGXnZ+eno74+IbLH6nVarta9NRyMo0GKm9vGC5dgqBQXJ+IR02ZE9Figcrb2+kW9bxVvfr1Q78HB+N/n3wCsaQYgiBArtGg0mRC/5Ej0SvaeRYAbw4pG3737uvZ8IIAdadOTpsFX/s7na0OvLm8HApPT/yyciUEQWj2dzpbNnxjJZOIiIgcpVnpVVarVaoBb7VaG9w4AU/OrPYCUgqdDgovr+ubTgdTRQXUnTs7Zd1DImpbq1evRmhoKDQaDWJiYrB379727tJty1h/AnsdVgtgMtlvZhNQgcYzd22ifzv+FnrpWPv/VzNZJcev8BNehZewEkochZewEnrhVcjxKwDgn3834K45f0LP2Sm4a86fsGZ5JdYsr0T6p9UO71NucSnMVitkAKwALKIIqyjCIorSHQpWAO4qZZ0FVq2iCNGghd+vVnQ9XooK31CUduqCCt9QdD1eiq7HrsDv+HlUXVts09lYqgFTaf37TKU1+xsil8vR43cTAdRMvteertIGBsHdyxdhTz7rlBNZNysrKwtvv/02cnJycObMGfzzn//ESy+9hMceewwhISEAgKFDhyIiIgLjx49HdnY2du/ejZkzZ2LSpEnQ6WpKGY0bNw5qtRoJCQk4cuQItm/fjkWLFiE5OVkar8mTJ+PcuXNITk7GsWPHsGHDBqxfvx4zZ86U+jN9+nSkp6dj6dKlOH78OJYuXYpdu3ZhxowZbT42HYlMJkOPxETIlErIFIqaK6WCAMhkkCkUkCmVNfuduMb7zbBlw3v5+sEoCKiSy3G1uhpevn4ulwVvowkMhM899wC270ByOXzuvhtyDw9U5ubCWFx3Qe72VPs7ndLLC9quXaH08an508urRd/pbDWV9QMGsKYyERG1Os42Uodhd8uhxQKl5/VJBFN5OZQeHrwFkYiwdetWzJgxA6tXr0b//v3x7rvvYsSIETh69Kg0wUSOU3bFlm/d+AKtZrOIivL69vSESdYNSvFcw68VuuOuu52nJnzpFSs02Atv4c9Q4UcIqKopAYPLcMN/oBDO4Ir4Kk7/MgBY9CIAoBxAKiqvHUHA33cAQx9xbIapiJqJ9vqet4kI0NdZlDW3qBSC0YiBf1sDVXWV9Lz/2ZN27U7t3IqwL7+Ews25yrKEPgmc3ApU1vMjpA2s2d8QY3ExAh5+GGfWr4elslJ6XlCrYTUaobv77tsus1KtVmPr1q2YN28eDAYDunXrhkmTJuHVV1+V2sjlcnz22WeYMmUK+vfvD61Wi3HjxmHZsmVSGy8vL2RkZODll19GbGwsfHx8kJycbFcmJjQ0FDt37kRSUhLeeecdBAUFYeXKlRg9erTUJj4+Hlu2bMHcuXPx+uuvIywsDFu3bsW9997bNgPSgQU+8ghOr1uH8pMna7LfTSYISiUsBgPcu3WDV58+qKznDlRXL//Yq18/vLpqJbbM/CN+LryI3v4BeGb5snbLgr+VcptWkwk/paai/MQJ6TexAKDshx+QM306AOe7U/jG73QavR6aa3fxNPc7Xe0xk7u7I+yllwBA+nl19Z9RIiJyTi2ahLdardi0aRM+/vhjnD17FoIgIDQ0FGPGjMH48eM5eUlOz3bL4aW9e1Fx+jQEQYAuIqLFC/kQ0e1rxYoVmDhxIhITEwEAaWlp+OKLL7BmzRosXry4nXt3+1HeUGLG312OQd01+PpsNS5WNucOOwEW4XkosaDBFmrPsej2G+cpiWCpOg1f4XUocRICapVwACCgCip8D1/hdRSKG2BGaD1HELHtg0qHTsJ39dHBam38QogAIKZbYJ3nc4vLoKy6CoXRAJnFXO/lFAGA9WoVjGVlTjcJf3YHYKr3Ak/N82d3AJ3rmc+1mkz4YfZsXM3NhXDD5JRoscB4+TIqT5+uWbDRSSavHKFfv3749ttvm2wXEhKCTz/9tNE2UVFR+OabbxptM3DgQHz//feNthkzZgzGjBnTZJ/IsWzZ8D/OnQurodZtTaIIU2Ulvp8ypd7XuYWEoN+qVU4zqdtShefP4z+ffIKjJSWA2YyfSkrwn39/gs539YV/G68tcKvlNk1lZZBrtbBUV9dkkZeVQanTQaHTAYIA46VLTnmnsCYwEB69eqHk4EEIcrlUy766oAA+sbHQBNb9XWXDEqVERNRemn1/oCiKeOyxx5CYmIhff/0VUVFRuPPOO3Hu3DkkJCTgiSeeaM1+EjmELXNCodXCo0cPePfpA0tVFeQaDbPgiQhGoxGHDh3C0KFD7Z4fOnQo9u3bV+9rDAYDysrK7DZqvqCucrvH93VVY1B3Le7r2rx6zQqcQWe/nZDhejmQ2psMwG+6Z6C67IxD+30rRAAKnLKbgK9NBjMUOInG7g4ozHfsQrOiKDZxL0JNb8R6Vs9VwYqYzz8CxJo+1ff3YNtxbOFCWE2mOsdoT+WnAWMD1RaMxTX76yOKIspPnUJlbq79BCQAmM0QzWZUX7pU75gR3S4CH3kE7t27Q1AooPT1rcmGl8thKilBVX5+na0yNxflp0657OfiwO7d+NPEF/BD5v8Q0DMMnQODENAzDDmZmfjTxIk4+OWXbdqfWym3aTWZ8NO8ebiSkwNjcTHMFTXreliuXkXlqVOo+PlnmMrKEPToo071Hcl2AbTk0CEYCgtx5fBhlP7wA64cPgxDYSFKDh3CD7NnN/i7hiVKiYiovTR7En7Tpk345ptvsHv3bmRnZ2Pz5s3YsmULDh8+jF27duHLL7/E3/72t9bsK5FD2LLhjUVF0mI+PrGxzIInIly+fBkWiwX+/v52z/v7+6OgoKDe1yxevBheXl7SFtzGWXCuTqu1QqcG/N1l6OwuQ2yQGm5KAbFBanR2l8PfXQ6duubLv7+7HGPvdIe/+/WJezO6wzc4Bl4eHnYT8bJrm87DA3cNGoCuYWHtcHb1MxZ/Bhkan4iWwQQ3fN7gfkdPX/3wa2Gz2n39c92aLR4aNXSXLkJmrv+igo2o1kDj7+90ExvWJtYlaGi/TKmErlcvQBQhyGQQaq8cLAg1d9v16sVMSrqt2bLhBbkc5ooKCAoFdHfeCQAQZDLIVCppE67Vh/eOinLJz0XeyZNYN38eLuadR5ewMLjrO8Gzd2+46zuha1gYLubl4b15qcg7ebLpgzmILcFI6eEB0WKBQquVNtFiabQ0i20y2mI2Q+ntDQgC5O7ukKnVgFwOq8kEbVAQvKKi2ux8mkMURVScOoXqgoKatemqq2Gproa1uhpWqxXVBQWoaORCz62MGRER0a1o9iT85s2bMXv2bAwePLjOvgcffBCvvfYaPvzwQ4d2jqg12P7hJddoUJ2fzyx4IqrjxnggimKDMSIlJQWlpaXSlpeX1xZdvG0IMjmm3K3D9Pu8kBznjQAPOUQRCPCQIznOC9Pv02HK3TULOUZ0UqJfoBoRnWpP3ggIi/l/8OvaFUFeXgjV6dDN3R3ddToEeXlB37UrRk6Y4FQxXuUzrFntrmJo040cpKiyqulGAI5dLIL1homNYF8dZBZLo/+oFAGY1Bp0fughp/q7qCE2Y6vnVWYzTOXlEEURlspKiBZLTUkEALh2Z4GpvBxiExcniFyVsbgYlbm50PXpA22XLhDNZrh17YrQxEQo3NxgMRohyOXSZjWZoPDwQOgLLzhhHGha17Aw9IqOrql8AhFHD3yHowe+g9VqkS4w9O7Xr80v+t6YYASgWYlGgiDA9557IMjlNRPvggDRbIZotdbc3SMICBo1yukW15UplfCKjAQAyFWqmkWBAUAmq3kMwCsystELPTc7ZkRERLei2b9Rf/jhBwwfPrzB/SNGjMDhw4cd0imi1mb7h5eptJT/0CIiiV6vh1wur5P1XlhYWCc73katVkOn09lt1HxaNwEahQA/rRyd3eWQCYDBIkImAJ3d5dC7yeGpkqGzuxxRnVVwVwmI7Kyyy5IP7R2Jfr8dApNCAQgCZPKaP00KBWKGDMUdffu292na0el7woBejbYxoDfM6NngfkdPYPm5aaC6WgH34ssNbqqrFTCYzLhwxb6AerXRfH3yuaH+ApCVXcHxTe87VTmamr6YpLl28dpmP/9uqrfPgkIBj549IVOpas7fYrn24hoylQoePXs6XeY/kSPY6mpnT5uGwzNmwFJdDUEuh6W6GqfeeQei1QrRZILxyhWYyspgMRohiiL08fHwupYp72oEQcDDz0+AWuuGqopKRNx9DyLuvgcymRyVZWXQuLnh4efb/qKvLcFIplajJDsbV374AabS0iYTjcxXr+LoggWoOn8eVbm5sFZVwVJZCXNZGazV1RBNJpzZuBHmq1fb9HyaIggCekycCMW1THbbmhuCUlmT2e7hgR4TJzb691A7Kct8bYFWc0UFk7OIiKhVNftbQXFxcYMTEEDNrfolJSUO6RRRaxMEAcGjR8NSVYXg0aP5Dy0iAgCoVCrExMQgIyPDbq2TjIwMjBo1qh17dvvqFCDDsqNX8fgdWvzGTwWLFZDLAIsVUMgBi1WEQibgD/fooFMJUMsF9PRR4A/36GAVgXKjFXKVGSMnTMDRzEyUnD5Vc2AR0AeHOF0WPAB0CVHgqBgPtfBzg22qxXjUqqZeh8XB9ZT7BOpx6T9b4V5S1GCbSh8//Pz8S6g02k9Ie7hrUdwlBF2O/9joeyiqqyF4ezvVpLTFaIRovAgou6F2bsr10bUCxvOwGP3rZFUKgoDgJ5/E5cxMVJ0/XzMZpFDULMQql0Pj74/gJ590up8/IkewlTIpPXoU2qAgKLy84BYSUrNTFGEoLobMaAQAKDw8YK6ogMLd3WWz4G16RUej7/0D8O0X6ZDXimUlhRcRN3x4u1301UVEwPfuu3E5MxNu3brh6rlz0A8Y0GiikUyjgcrHB4ZLlxpso/TwgLmqyukW1Pa68074xcWhcNcuyFQqiLg2CW80wi8urlkXemxJWZczM6Hw8ICxqKjJMSMiIroVzc6Et1gsUDTypUkul8PM223JhejCw9Fn4ULowsPbuytE5ESSk5Oxbt06bNiwAceOHUNSUhJyc3MxefLk9u7abalLVznOVRjx2ckKiKIIlaJmol2lECCKIv59/CoKKy1QKwQoFTVZ80qFALVCQJnBis9OXIWhumZiZN4//4k//O4FPPubO/CH372Aef/8p9NlwQNA7x7/g4fwr0bbeAofQYNvGtxfJVY6tE9dvT3hU3IJHiWX4VZWUmfzKLkMXdFFuKmUcFfZT0Z7atS4MGhY0wu7yhXoNOpxp5qAk2u1kJtX10zE10M0XoTcvBpyrbbe/ZrAQHjddVdNJqYoQryWMS8olfC66y5oAgNbre9E7amputpqX1/43H03RFGEuarK5bPgbWzZ8N6d9Ki4ckXavDt1apcseKCmLNDVvDz4xcUBcjkqc3MBuRx+cXG4mpcHY3H9K0/LZDIEP/203R08NzKVl+PInDlOdQcTcD0bXu7uDtFksvuzqSz42sdgiVIiImpLzU5FEkURCQkJUKvV9e43GJpY1YqIiMgFjB07FkVFRZg/fz7y8/MRGRmJnTt3olu3bu3dtdtSkL8RvbUn4Kf0hyh6QSbULLoqEwCTKMIqisgpqMbwnu5wV9bkDrgrZag0WvBtXjVKDRb4dzbXfJkOC4Nu0iSc1WrR/bnnoHOixVhre2nOw9ixwhMl5eV19okAIAowIwTVGNDgMfz1Gof2SaFSQd/3LpR9/RWsggDIry9+C4sFMgGoCO6OID9vBHl72r02yNsTATH9UNKlG3x/rbtwq42hVzh63nePQ/t9q2QyGXr9/gH88Na/oOj8hzr7LVf+hTtffaDemshWkwk/paai/MQJ+wkqUYTVZELZDz/gp9RU9F2+3CUXoSRqii2T+NLevag4fbpmMeKICCmjOGjUKBycNAnm8nIoPD1dPgvepld0NN7c9L7dwp+CICAoNLTN+2IrC3Q1N1eqaW4b719WroQgCHALCak3DllNJlzat6/R4xuLilB+8mSDi5y2p9rZ8FaDARDFZmfB29h+hi9mZMB/yBBmwRMRUatq9iT8hAkTmmzz/PPP31JniIiInMGUKVMwZcqU9u5Gh9ApWIvpcTpYLAooZAYI0ACQQYAVKsGA5/p41hRlEa4XZ5EJgL+HHIkxHjCYrYiKuX4nnu0uJ2cml8vxuxmJWPmnBRAAKGpNShmsMpihQKk4FY3dsPj4k45de0AQBNw15ffYd+AAxKuVMCuUNQMuAgqrERa1Fld+OxKP9Q6F7IZJNJkg4Le9Q/GvJ56Fz1+W1FtExypX4I6kJMidbIE/AAh65BEcX/0arKIJgAhYygF5zfiqPM4j6JGp9b6udjkOla8vjJcu1WSUCgJUvr6wms1Qd+7sVOV3iBzJlklccvAg1Ho9lJ6eMJWXSxnFuogI6OPjcfHLL2+LLHgbQRDQpUeP9u4GgLplgQSlEtUFBdAEBEDh5oaqCxcajEOCQgFtYGBNGZdGMt29oqKc8kKiLRu+KCtLuvDQ3Cz42sdgiVIiImorzf5WsHHjxtbsBxEREXVA1upqyEQFZEo9IChwfapdgCBTQIRY75diATWTv9VmM+Qq55scaIzVZELopUvwU6txqbr6hql2M3QKL4S7lUIQ/mY3oS0CEGWAPuwSnnh6gcP75XXnnQi8fwDy09Mhmk2wKhQQrFYIImC6MwqPPj4cPTv71vvanp19Mfrpx5Dz6UdwO3uqzn6PfjGIuj/e4X12BJlMhp4vPIif39sD0XgBYuVeCB4PQFAGouekB+vNggfsJyAVHh6wlJfDYjJBrlRC7ecHAWBpA7rtNVZXWxAEhE2aBPm1u5P4WXC82nFItFig0euh0esB1JSSUXp4NBiHbOtaXMrMRNXZs/Ue/2YmttuS1513Qh8fj8JbuNDjChfviYjo9sDUHCIiImo3Mo0GglILUVQAghJ2k/CCAkIji5MKggBPtQqi2QRX+ieNoFDALTAQD3QNxienTtotsqoQBPxWr0CU5/qaheZqvU5EzRPVbhqYxDcgh8qx/RIEhL7wAi7v2wfh6lXI1CpYKish9/TAgFmvwMffr9HX/8bfDz5vLcZ3Y8fa1RiWqdXoO+uPTjuJYywuhv6e3ji5JhHGgjxAECCW74UqKBj6e9bBWFwMlW/9Fx80AQHw7NULxQcOwGo2AxYL5L6+MJeXwzc2FpqAgDY+G6K2VXsSuL662pzgbH1NlQVqrMSKLiICnQYMQN6FCxCvLaQrkcmgHzDAqe9g4IUeIiJyJa7zjZWIiIhuOzKZDFB2AcxyoM6Ee+NfpgUAKrnM5cp9CIIA/4ceQkxmJtxEEdaqq9I+mdYN3dy0sFZX15ygtdYLZQAEILjvAKhVbq3SN1tWYUFGBkSDAQKAzv37wzsyssnXGouLofH2hkfv3qg4duz6MSMjodTpGp3Mbi+16ynLYKl58toFBBksyJkxo9F6yj/Nm4fyn3+G4fJlCDIZIJfDXFoKM4ArOTn4ad481oSn2x7rarevpsoCNTYx3Vg2vMLDw6mz4G14oYeIiFyF8xXmJCIiog7DajIB1is3/XoRcPoJghtZTSac+8c/YLpyBd2VSoS6uUtbd6USgkIOq6xmLli8dmqiUHOuBncBqglDW+2cbdnwCnd3iEYjFO7uzVpM0TaZnTN9OixXrwK2Ei4yGaovX0bO9Ok4kppqv4CpE7DVUzZVVMCta1cIanXN82o13Lp2hamiotF6yoJaDWNFBeRaLaxWKwSVClarFXKtFsaKCghqtctdJCJqKVtdbf2AAayr3U5sF0KMRUXSAq0+sbHNuiBiy4YXVLXurnKBLHi6buHChYiPj4ebmxu8vb3rbSMIQp1t7dq1dm1+/PFHDBw4EFqtFl26dMH8+fPrLMq7Z88exMTEQKPRoEePHnWOAQDbtm1DREQE1Go1IiIisH379jptVq9ejdDQUGg0GsTExGDv3r03PwBERC6Ck/BERETUbkRRBCzam359pdUKD51rTfgICgU0/v6QqVSQqVSAbZJWoYCgUsGgsaI8UCZlvou2mwRkQF6MCruCv6/zpdiRbNnwglLZ7Bq7tSeztQEBcO/RAzKNBu49ekAbENDoZHZ7smWQKj08IFqt8AwLg0yrhWdYGESrtdF6ypaqKhRlZsJUVARTaSlgMsF69SpgMsFUWgpTURGKMjNhqapqhzMjalu2bGRdeHh7d6VDssUyuUZTb1mgpl4b/OST0AYFSRdQXSULnmoYjUY89dRT+P3vf99ou40bNyI/P1/aJkyYIO0rKyvDkCFDEBQUhAMHDmDVqlVYtmwZVqxYIbU5c+YMHn74Ydx///3Izs7G7NmzMW3aNGzbtk1qk5WVhbFjx2L8+PE4fPgwxo8fj6effhr79++X2mzduhUzZszAnDlzkJ2djfvvvx8jRoxAbm6uA0eFiMj5cBKeiIiI2pVwdSNguVrvPtFaDau1uv7Xqc2InilA38m1/jljmyxR+/pC4e4OmUIBmVoNmUIBhbs7DN5yHBmvh9FdqKkDb63Jgje6Cfjl6U4otBTCDLPD+2UsLkZlbi6u5uUh6JFH0HngQAQ98giu5uWhMjcXxuLiJs9J6eEB0WKBe3Aw9HFxcA8OhmixNDqZ3d5sGaSGy5dRVVAAhZsbVH5+TWaSyjQaqDt1avTY6k6dINNoWqPbREQArsduuYcHPHr1gqGoCB69ekHu4dFk7LbRRURAP2AAZCoVBLkcne6/n1nwLmTevHlISkpCVFRUo+28vb0REBAgbVrt9SSIDz/8ENXV1di0aRMiIyPx5JNPYvbs2VixYoV04X/t2rUICQlBWloawsPDkZiYiBdeeAHLli2TjpOWloYhQ4YgJSUFvXv3RkpKCh566CGkpaVJbVasWIGJEyciMTER4eHhSEtLQ3BwMNasWePYgSEicjLOlY5EREREHYpMqYRvxBkUfPsOFIGzrj17fUlSy8X/g7bHIJir76291icEAeh8jwKhA5xvUrc5bBO/hbt3Q5DLpeflSiV+c+8g3PfsRJzPWYLSjMyaujSCgID+AzBrQAo85TooBcfWGK9dG722X1aulP6/odroN57T5cxMKDw8IAiCVBahqcUB29PN1lOWyWTokZiIH+fMqSmzI5dLf1ewWiFTKtEjMbFm3QMiolZwY+y2VFdDNJtRevgwcqZPB9B07AZq4mDImDGoLiiAACBs0iSnvGhKt2bq1KlITExEaGgoJk6ciBdffFH6HZWVlYWBAwdCfa0sGwAMGzYMKSkpOHv2LEJDQ5GVlYWhQ4faHXPYsGFYv349TCYTlEolsrKykJSUVKeNbRLeaDTi0KFDeO211+zaDB06FPv27Wuw7waDAQaDQXpcVlZ2U2NARNSeXOZbQXPqnOXm5uLRRx+Fu7s79Ho9pk2bBuMNq7yzzhkREZHzEAQBPSZOhEJ5CTWrkIqAaKn5E1YolJcQ8mhgTVtYAWtFzZ8AAu513QkCKXPcywsKNzeIZjMUbm5Qenkh7Mln0U0dijsT/wClpycEQYDS0xN3Jv4BIaru8JE7fnHT2uVkFDodFF5e1zedrlnlZGznJFOrUZKdjSs//ABTaWmLyiK0l5utpxz4yCNwDw2teWC11lxQsdb8fLqHhiLwkUdau+tE1IHdGLvV/v7w7N0ban//ZsduG114OGLfeQcx77zDskK3oQULFuCjjz7Crl278Mwzz+CVV17BokWLpP0FBQXw9/e3e43tcUFBQaNtzGYzLl++3Ggb2zEuX74Mi8XSaJv6LF68GF5eXtIWHBzcktMnInIKLjMJ31SdM4vFgpEjR6KyshKZmZnYsmULtm3bhldeeUVqwzpnREREzsfrzjvhHeUHmC9BrDoO66W/QKw6DpgvwTvKD11HhMAvBtD4HYK8Yj40fofgFwP4RLZ3z2+NbeJXplJB6eMDmUplN/F7M7XZb9aN5WQUWq20taScjC4iAr533w21ry+8oqJgunKl2YsDtqebradsy4a3ZZiK1ybgmQVPRG3BUbGbnE9qamq9i6nW3g4ePNjs482dOxdxcXHo27cvXnnlFcyfPx9//vOf7drc+HNiS1as/fzNtrnxuea0qS0lJQWlpaXSlpeX12BbIiJn5TLlaObNmwcA2LRpU73709PTcfToUeTl5SEoKAgAsHz5ciQkJGDhwoXQ6XR2dc7UajUiIyNx4sQJrFixAsnJydIK4bY6ZwAQHh6OgwcPYtmyZRg9ejQA+zpnQM0vhD179iAtLQ2bN28GYF/nzPaaL774AmvWrMHixYtba5iIiIhcjiAIuOP3j+G7342GpbyoppzH5Xeh8PTDHYvehdpLQN9XgfITnjj3oQrd/p8nPO8QIHOZf8XUr3YZFNFqhSCT2U2WCIKAsEmTINdq0f2551p9EsV2UeDS3r2oOH0agiBAFxHRonIytc+ppYsDtjfb+V/MyID/kCHNvnAQ+MgjOL1uHcpPnAAsFkAQmAVPRG3GVUuBtSdjcTFMFRUN7ld6eEDl6/i7zlpi6tSpeOaZZxpt071795s+/n333YeysjJcvHgR/v7+CAgIqJOJXlhYCOB6RnxDbRQKBfz8/BptYzuGXq+HXC5vtE191Gq1XakcIiJX5OJfX6/LyspCZGSkNAEP1NQeMxgMOHToEAYPHsw6Z0RERE7K6847oR9wDwr++9+ach4yGfQD7pGyv2UKwCsiHH0WLmznnjpWUxO/uvC2O+ebrY1+o5udzG5vgiAgePRoWKqqEDx6dLPP1642vNkMmULBLHgiajO1Y7e5ogJKT0+YKypc6iJoW2poDZTamlNHv7Xp9Xro9fpWO352djY0Go1U6jcuLg6zZ8+G0WiESqUCUJPoGBQUJE32x8XFYceOHXbHSU9PR2xsLJTXxiouLg4ZGRl28yXp6emIj48HAKhUKsTExCAjIwNPPPGE1CYjIwOjRo1qrdMlInIKt823g/pqj/n4+EClUjVZw8y2r7E2rHNGRETUOi5fsuLcaSsUQ19EkaInCk1dUKToCcXQF3HutBWXL1nbu4utxjbxqx8woEUTv63lZmuj1+Zs59QStoseLa2HXLs2PLPgiagtGYuLIffwgGevXqguKIDp6lVUFxTAs1cvyD08YCwubu8uOhVHrIHibHJzc5GTk4Pc3FxYLBbk5OQgJycHFdey/Xfs2IH33nsPR44cwalTp7Bu3TrMmTMHL774opSgOG7cOKjVaiQkJODIkSPYvn07Fi1aJFUMAIDJkyfj3LlzSE5OxrFjx7BhwwasX78eM2fOlPoyffp0pKenY+nSpTh+/DiWLl2KXbt2YcaMGVKb5ORkrFu3Dhs2bMCxY8eQlJSE3NxcTJ48ue0GjYioHbTrb5bU1FSpzExDDhw4gNjY2GYdr74veTfWFnP2OmfJycnS47KyMk7EExHRbe3yJSt+P64MxUVWAP6ourgI5vJyKDw9oZ3jD6AUvn4yrPmHDvpOt03ugJ22zHZviqPKyTjTObUFmUyGsJdewomVKxH20kvMgieiNlE7q9tSVQXDpUswXLoEALiSk4Oc6dOdIqvbmdiVgrNYoPT0lPaZystdso7+G2+8gffff196HB0dDQD46quvMGjQICiVSqxevRrJycmwWq3o0aMH5s+fj5dffll6jZeXFzIyMvDyyy8jNjYWPj4+SE5OtpufCA0Nxc6dO5GUlIR33nkHQUFBWLlypVS2FwDi4+OxZcsWzJ07F6+//jrCwsKwdetW3HvvvVKbsWPHoqioCPPnz0d+fj4iIyOxc+dOdOvWrTWHiYio3bXrJLwj65wFBATYLYwKACUlJTCZTE3WMANY54yIiKg9VJSJKC6yQq0WoNEK8FD5orrACE2AL+RuMlRVmHA534TC479CWyXWeb0z1G29Xdhq5Mo9PODRqxcuZ2ZCP2AA5B4eqMzNvW3H2lG1gYNGjkTQyJGO7BoRUaNsWd2lR49CExgIc1UVjCUlUPn4QNW5M6rz810uq7st3G519Ddt2tTg2nkAMHz4cAwfPrzJ40RFReGbb75ptM3AgQPx/fffN9pmzJgxGDNmTKNtpkyZgilTpjTZJyKi20m7/jZ2ZJ2zuLg4LFy4EPn5+QgMDARQU3tMrVYjJiZGasM6Z0RERM5HoxXg5i4A7h7w7NSz5kmrFeUnzqCqQoaj899FsfulOq9jhp9j3Fgj11JdDdFsRunhw8iZPh3A7TnWrlIbmIioPrWzumG1wi04GIJMBm2XLoDV6pJZ3W2BdfSJiKg9uMy9sk3VORs6dCgiIiIwfvx4ZGdnY/fu3Zg5cyYmTZoEnU4HgHXOiIiIXIpMgEylgmixQu7hcVvUbXVWN9bIVfv7w7N3b6j9/W/rsb4dawMTUcdSey0PhYcHdL17Q+HhcVNrenQkjlgDhYiIqCVcZhL+jTfeQHR0NN58801UVFQgOjoa0dHROHjwIABALpfjs88+g0ajQf/+/fH000/j8ccfx7Jly6Rj2OqcnT9/HrGxsZgyZUqDdc6+/vpr9O3bFwsWLGiwztnGjRvRp08fbNq0qd46Z2lpaZg/fz769u2Lb775hnXOiIiIGmG1isj+zoTs70ywWkUAAjSd9BDkMogWCxRarbSJFgsz/BzIlhWo9PDoUGPdUc+7MQsXLkR8fDzc3Nzg7e1db5vc3Fw8+uijcHd3h16vx7Rp02A0Gu3a/Pjjjxg4cCC0Wi26dOmC+fPnS+ss2ezZswcxMTHQaDTo0aMH1q5dW+e9tm3bhoiICKjVakRERGD79u112qxevRqhoaHQaDSIiYnB3r17b34AiFyMLY7JNRqYryWoMau7abXH7VbWQCEiImoul0nraarOGQCEhITg008/bbQN65wRERE5J5lMQPQ99iU/5O7ukLu5wXTlCsRArcvXbXVmt1uN3ObqqOfdEKPRiKeeegpxcXFYv359nf0WiwUjR45Ep06dkJmZiaKiIkyYMAGiKGLVqlUAgLKyMgwZMgSDBw/GgQMHcOLECSQkJMDd3R2vvPIKAODMmTN4+OGHMWnSJHzwwQf43//+hylTpqBTp05S8ktWVhbGjh2LBQsW4IknnsD27dvx9NNPIzMzU0p+2bp1K2bMmIHVq1ejf//+ePfddzFixAgcPXoUISEhbTRqRO3rxjjWUeNXS9nG7WJGBvyHDOF4ERFRq3KZTHgiIiLqiASovL0hU6lQkp2NKz/8AFNpKTPWWkFHzabsqOfdkHnz5iEpKQlRUVH17k9PT8fRo0fxwQcfIDo6Gr/97W+xfPlyvPfeeygrKwMAfPjhh6iursamTZsQGRmJJ598ErNnz8aKFSukbPi1a9ciJCQEaWlpCA8PR2JiIl544QW7u1jT0tIwZMgQpKSkoHfv3khJScFDDz2EtLQ0qc2KFSswceJEJCYmIjw8HGlpaQgODsaaNWtab5CInAyzum+OIAgIHj0a+gEDEDx6NMeLiIhaFSfhiYio3XTv3h2CINhtr732ml0bZyt7QK2jukrE1cq6W3WVCJlGA68+faD29YVXVBRMV66wbmsr6ag1cjvqed+MrKwsREZGIigoSHpu2LBhMBgMOHTokNRm4MCBUKvVdm0uXLiAs2fPSm2GDh1qd+xhw4bh4MGDMJlMjbbZt28fgJqs/UOHDtVpM3ToUKlNfQwGA8rKyuw2Ildni2Om0lLGrxbQhYejz8KF0IWHt3dXiIjoNsdJeCIialfz589Hfn6+tM2dO1faZyt7UFlZiczMTGzZsgXbtm2TyhkA18seBAUF4cCBA1i1ahWWLVuGFStWSG1sZQ/uv/9+ZGdnY/bs2Zg2bRq2bdsmtbGVPRg/fjwOHz6M8ePH4+mnn8b+/fvbZiA6KA+dAF8/GQwGEaVXrHU2g0GEr58Mv3nit8zwawMdNZuyo573zSgoKIC/v7/dcz4+PlCpVCgoKGiwje1xU23MZjMuX77caBvbMS5fvgyLxdJom/osXrwYXl5e0hYcHNyscydyZszqJiIicm4uUxOeiIhuT56enggICKh3n63sQV5enpR1uXz5ciQkJGDhwoXQ6XR2ZQ/UajUiIyNx4sQJrFixAsnJyRAEwa7sAQCEh4fj4MGDWLZsmVR7uHbZAwBISUnBnj17kJaWhs2bN7f+QHRQ+k4yrPmHDhVlYoNtPHQC/PReuLqHdVvbQketkXs7n3dqairmzZvXaJsDBw4gNja2Wcerb3JPFEW7529sY7s7yRFtbnyuOW1qS0lJQXJysvS4rKyME/F0W7BldRMREZHz4SQ8ERG1q6VLl2LBggUIDg7GU089hT/+8Y9QqVQAmi57MHjw4AbLHqSkpODs2bMIDQ1tsKTB+vXrYTKZoFQqkZWVhaSkpDptatceptah7ySDvlPT7YJHj4alqooZfq3Mlk3Z0cb6dj7vqVOn4plnnmm0Tffu3Zt1rICAgDp3CJWUlMBkMkkZ6QEBAXUy0QsLCwGgyTYKhQJ+fn6NtrEdQ6/XQy6XN9qmPmq12u53BhERERFRa+MkPBERtZvp06ejX79+8PHxwXfffYeUlBScOXMG69atA9D8sgc3Th7VLnsQGhraZNmDwMDAJsseNMRgMMBgMEiPWVu49TDDr+101LG+Xc9br9dDr9c75FhxcXFYuHAh8vPzERgYCKDmriW1Wo2YmBipzezZs2E0GqWLqunp6QgKCpLidVxcHHbs2GF37PT0dMTGxkKpVEptMjIy7C6QpqenIz4+HgCgUqkQExODjIwMPPHEE1KbjIwMjBo1yiHnS9SYC2fOICg0tL27QURERC6ANeGJiMihUlNT6yy2euN28OBBAEBSUhIGDhyIPn36IDExEWvXrsX69etRVFQkHc/Zyh7ciLWFieh2kpubi5ycHOTm5sJisSAnJwc5OTmoqKgAULPoaUREBMaPH4/s7Gzs3r0bM2fOxKRJk6DT6QAA48aNg1qtRkJCAo4cOYLt27dj0aJFUokwAJg8eTLOnTuH5ORkHDt2DBs2bMD69esxc+ZMqS/Tp09Heno6li5diuPHj2Pp0qXYtWsXZsyYIbVJTk7GunXrsGHDBhw7dgxJSUnIzc3F5MmT227QqMMxVFdjc1oaUic8jy3/938w1roYT0RERFQfZsITEZFD3UrZg/vuuw8AcPLkSfj5+TlV2YOGsLYwEd1O3njjDbz//vvS4+joaADAV199hUGDBkEul+Ozzz7DlClT0L9/f2i1WowbNw7Lli2TXuPl5YWMjAy8/PLLiI2NhY+PD5KTk+1iZWhoKHbu3ImkpCS88847CAoKwsqVK6V1OgAgPj4eW7Zswdy5c/H6668jLCwMW7duxb333iu1GTt2LIqKiqRFviMjI7Fz505069atNYeJOrCLeXl4b14qfty3DwqVGtvfXYtTR35E4htvwp+//4mIiKgBgmhLBSSnU1ZWBi8vL5SWlkqZRUREN8sVYsqnn36KRx99FOfOnUNISAg+//xzPPLIIzh//rxU9mDr1q2YMGECCgsLodPpsGbNGsyePRsXL16Uyh4sXboUK1euxPnz5yEIAmbNmoUdO3bg6NGj0nv9/ve/R05ODrKysgDUTOSUl5dj586dUpsRI0bA29u7RQuzusI4E9XHWFwM07Vs5/ooPTyg8vVtwx4R40nb4DhTcx3YvRt/W7oEF3Pz0Dk4GGqtFoaqKlzMy0NASAgmvPYaYh98sL27Se2MMaX1cYyJyJHaKqYwE56IiNpFVlYWvv32WwwePBheXl44cOAAkpKS8NhjjyEkJASAfdmDP//5zyguLq637MG8efOQkJCA2bNn45dffsGiRYvwxhtv2JU9+Mtf/oLk5GRMmjQJWVlZWL9+vd3k+vTp0/HAAw9g6dKlGDVqFD755BPs2rULmZmZbT84RG3MajLhSGoqrubmNtjGLSQEfZcvh+xavW4ioo4k7+RJrJs/DyWFlxAY2h0ncnIAAL1jYtA1LAy/nj6N9+alwj8kBME9e7ZvZ4mIiMjpsCY8ERG1C7Vaja1bt2LQoEGIiIjAG2+8gUmTJtlNjNvKHmg0GvTv3x9PP/00Hn/88XrLHpw/fx6xsbGYMmVKg2UPvv76a/Tt2xcLFixosOzBxo0b0adPH2zatKlO2QOi25WgUEDduTNMFRVQ6HRQeHld33Q6mCoqoO7cGYKC+RtE1DF1DQtDr+hoCAIgyOy/Rtse9+7XD13Dwtqje0REROTk+E2KiIjaRb9+/fDtt9822S4kJASffvppo22ioqLwzTffNNpm4MCB+P777xttM2bMGIwZM6bJPhHdbgRBQNcnnkDJwYMQLRYoPT2lfabycig9PND1iSeaXKiYiOhmXThzBkGhoe3djQYJgoCHn5+AnL2ZqKqoRMTd90j7KkpLoXFzw8PPT2CcJCIionpxEp6InBbrExN1DPysOwddRAR8YmNxOTMTCg8PCIIAURRhLCqCfsAA6CIi2ruLRHQbMlRX4+O1a/HVx9vw4OgxeHLyZKjU6vbuVr16RUej7/0D8O0X6ZDXujOopPAi4oYPxx19+7Zf54iIyCXwu0/HxUl4InJKrE9M1DHws+48amfDmysqoPT0hLmiAnKNhlnwRNQqLubl4b15qfhx3z4oVGpsf3ctTh35EYlvvAn/4OD27l4dtmz4499/j4orV6TnvTt1YhY8ERE1id99OjZOwhORU7LVJy49ehTaoCCg9pcaUUTVhQusT0x0G+Bn3bncmA3PLHgiai0Hdu/G35YuwcXcPHQODoZaq4Whqgo5ezPxp4kTMeG11xD74IPt3c06ekVH481N70MURek5QRCcupQOERE5B3736di4MCsROSVbRqbSwwOixQKFVittosXC+sREtwl+1p2L7e9DrtGgOj+fWfBE1CryTp7EuvnzcDHvPAJDu+PUkR9x9MB3UKpV6BoWJmXI55082d5drUMQBHTp0QNdw8KkrUuPHoyTRETUJH736dg4CU9ETsuWkWm4fBklhw/jyg8/wGo2w1hUBJ/YWGZmEt0mbJ91Y1GRlFloq0XOz3rbs/19mEpLOf5E1Cq6hoWhV3Q0BAEQZPZfSW2Pe/frh65hYe3RPSIiolbD7z4dFyfhichp2a4SK7RaePToAe8+fWCpqmJmJtFtpnb2tfnaIkWsRd5+BEFA8OjR0A8YgODRozn+RORwttrqaq0bqioqEXH3PYi4+x7IZHJUlpVB4+bGGutERHRb4nefjouT8ETk1G68Ssyrw0S3J37WnYsuPBx9Fi6ELjy8vbtCRLepXtHR6Hv/AJQUFqKqslLaSgovIvqB+3FH377t3UUip3f27FlMnDgRoaGh0Gq1CAsLw5tvvgmj0WjXLjc3F48++ijc3d2h1+sxbdq0Om1+/PFHDBw4EFqtFl26dMH8+fPt1j4AgD179iAmJgYajQY9evTA2rVr6/Rp27ZtiIiIgFqtRkREBLZv316nzerVqxEaGgqNRoOYmBjs3bvXAaNB5Dr43adj4iQ8ETk11icm6hj4WSci6lhs2fDenfSouHJF2rw7dWIWPFEzHT9+HFarFe+++y5++uknvP3221i7di1mz54ttbFYLBg5ciQqKyuRmZmJLVu2YNu2bXjllVekNmVlZRgyZAiCgoJw4MABrFq1CsuWLcOKFSukNmfOnMHDDz+M+++/H9nZ2Zg9ezamTZuGbdu2SW2ysrIwduxYjB8/HocPH8b48ePx9NNPY//+/VKbrVu3YsaMGZgzZw6ys7Nx//33Y8SIEcjNzW3l0SJyHvzu0zEJ4o2XNslplJWVwcvLC6WlpdDpdO3dHaJ2I4oiji5ciIsZGfAfMgQRc+bwl9NNYExpGxznm8fPOpE9xpO2wXFuP6Io4sKZM3bZtoIgICg0lPGfXFZ7x5Q///nPWLNmDU6fPg0A+Pzzz/HII48gLy8PQUFBAIAtW7YgISEBhYWF0Ol0WLNmDVJSUnDx4kWo1WoAwJIlS7Bq1SqcP38egiBg1qxZ+M9//oNjx45J7zV58mQcPnwYWVlZAICxY8eirKwMn3/+udRm+PDh8PHxwebNmwEA9957L/r164c1a9ZIbcLDw/H4449j8eLFzTrH9h5jIkfgdx/n0VYxhZnwROT0WJ+YqGPgZ52IqGMRBAFdevRA17AwaevSowfjP9EtKC0tha+vr/Q4KysLkZGR0gQ8AAwbNgwGgwGHDh2S2gwcOFCagLe1uXDhAs6ePSu1GTp0qN17DRs2DAcPHoTJZGq0zb59+wAARqMRhw4dqtNm6NChUpv6GAwGlJWV2W1Ero7ffToeTsITkUtgfWKijoGfdSIiIqKbc+rUKaxatQqTJ0+WnisoKIC/v79dOx8fH6hUKhQUFDTYxva4qTZmsxmXL19utI3tGJcvX4bFYmm0TX0WL14MLy8vaQsODm58IIhcBL/7dCwuMwm/cOFCxMfHw83NDd7e3vW2EQShznbjQiFcbISIiIiIiIiInFVqamq98xu1t4MHD9q95sKFCxg+fDieeuopJCYm2u2rL8NWFEW7529sY5sncUSbG59rTpvaUlJSUFpaKm15eXkNtiUiclaK9u5AcxmNRjz11FOIi4vD+vXrG2y3ceNGDB8+XHrs5eUl/b9tsZHBgwfjwIEDOHHiBBISEuDu7i4tSmJbbGTSpEn44IMP8L///Q9TpkxBp06dMHr0aADXFxtZsGABnnjiCWzfvh1PP/00MjMzce+99wK4vtjI6tWr0b9/f7z77rsYMWIEjh49ipCQkNYYIiIiIiIiIiJycVOnTsUzzzzTaJvu3btL/3/hwgUMHjwYcXFx+Otf/2rXLiAgwG5hVAAoKSmByWSSMtIDAgLqZKIXFhYCQJNtFAoF/Pz8Gm1jO4Zer4dcLm+0TX3UarVdqRwiIlfkMpnw8+bNQ1JSEqKiohpt5+3tjYCAAGnTarXSvg8//BDV1dXYtGkTIiMj8eSTT2L27NlYsWKFdAV37dq1CAkJQVpaGsLDw5GYmIgXXngBy5Ytk46TlpaGIUOGICUlBb1790ZKSgoeeughpKWlSW1WrFiBiRMnIjExEeHh4UhLS0NwcLDd4iNERERERERERLXp9Xr07t270U2j0QAAfv31VwwaNAj9+vXDxo0bIZPZT/PExcXhyJEjyM/Pl55LT0+HWq1GTEyM1Oabb76B0Wi0axMUFCRN9sfFxSEjI8Pu2Onp6YiNjYVSqWy0TXx8PABApVIhJiamTpuMjAypDRHR7cplJuGba+rUqdDr9bj77ruxdu1aWK1WaZ+zLzZCRERERERERNQcFy5cwKBBgxAcHIxly5bh0qVLKCgosMs0Hzp0KCIiIjB+/HhkZ2dj9+7dmDlzJiZNmgSdTgcAGDduHNRqNRISEnDkyBFs374dixYtQnJyslQmZvLkyTh37hySk5Nx7NgxbNiwAevXr8fMmTOl95o+fTrS09OxdOlSHD9+HEuXLsWuXbswY8YMqU1ycjLWrVuHDRs24NixY0hKSkJubq5dHXsiotuRy5SjaY4FCxbgoYceglarxe7du/HKK6/g8uXLmDt3LoCaRUJq37IF2C82Ehoa2uRiI4GBga222IjBYIDBYJAel5aWAgBX/iYih7DFkhvXwSDHso0vYzcR3SrG7bbBuE1EjtSWsTs9PR0nT57EyZMn0bVrV7t9tveXy+X47LPPMGXKFPTv3x9arRbjxo2zu9vfy8sLGRkZePnllxEbGwsfHx8kJycjOTlZahMaGoqdO3ciKSkJ77zzDoKCgrBy5UqpbC8AxMfHY8uWLZg7dy5ef/11hIWFYevWrVLZXgAYO3YsioqKMH/+fOTn5yMyMhI7d+5Et27dmn3ejNtE5EhtFbfbdRI+NTUV8+bNa7TNgQMHEBsb26zj2SbbAaBv374AgPnz59s978yLjSxevLje8eDK30TkSOXl5XbrZZBjlZeXA2DsJiLHYdxuXYzbRNQa2iJ2JyQkICEhocl2ISEh+PTTTxttExUVhW+++abRNgMHDsT333/faJsxY8ZgzJgxjbaZMmUKpkyZ0mibxjBuE1FraO243a6T8C1dbKSl7rvvPpSVleHixYvw9/d3+sVGUlJS7K40W61WFBcXw8/Pr9HJ+9tVWVkZgoODkZeXJ90mRw3jeLVMRxwvURRRXl6OoKCg9u7KbS0oKAh5eXnw9PTscLG7I36ubgXHq2U64ngxbreNjhy3gY752boVHK+W6Yjjxdjd+hi3O97n6lZwvFqmI45XW8Xtdp2E1+v10Ov1rXb87OxsaDQaeHt7A6hZJGT27NkwGo1QqVQA6l9sZMeOHXbHaWixkaSkJLs29S028sQTT0htMjIyMGrUqAb7W9+K37a+d2Q6na7DfPAdgePVMh1tvJhJ2fpkMlmd24E7mo72ubpVHK+W6Wjjxbjd+hi3a3S0z9at4ni1TEcbL8bu1sW4XaOjfa5uFcerZTraeLVF3HaZmvC5ubkoLi5Gbm4uLBYLcnJyAAA9e/aEh4cHduzYgYKCAsTFxUGr1eKrr77CnDlz8OKLL0oT2+PGjcO8efOQkJCA2bNn45dffsGiRYvwxhtv2C028pe//AXJycmYNGkSsrKysH79emzevFnqy/Tp0/HAAw9g6dKlGDVqFD755BPs2rULmZmZUpvk5GSMHz8esbGxiIuLw1//+lcuNkJERERERERERETUwbjMJPwbb7yB999/X3ocHR0NAPjqq68waNAgKJVKrF69GsnJybBarejRowfmz5+Pl19+WXqNqy02QkRERERERERERESuzWUm4Tdt2oRNmzY1uH/48OEYPnx4k8dxpcVGOjq1Wo0333yzTokeqh/Hq2U4XkSOx89Vy3C8WobjRdQ6+NlqGY5Xy3C8iByPn6uW4Xi1DMer9QiiKIrt3QkiIiIiIiIiIiIiotuRrL07QERERERERERERER0u+IkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPDnUr7/+iueeew5+fn5wc3ND3759cejQIWm/KIpITU1FUFAQtFotBg0ahJ9++qnOcbKysvDggw/C3d0d3t7eGDRoEKqqqqT9jz32GEJCQqDRaBAYGIjx48fjwoULdsfIzc3Fo48+Cnd3d+j1ekybNg1Go7H1Tv4mtNV42RgMBvTt2xeCICAnJ8duH8fr+nh1794dgiDYba+99prdMVxhvIiag3G7ZRi3W4Zxm6h1MHa3DGN3yzB2Ezke43bLMG63DOO2ixCJHKS4uFjs1q2bmJCQIO7fv188c+aMuGvXLvHkyZNSmyVLloienp7itm3bxB9//FEcO3asGBgYKJaVlUlt9u3bJ+p0OnHx4sXikSNHxBMnTogfffSRWF1dLbVZsWKFmJWVJZ49e1b83//+J8bFxYlxcXHSfrPZLEZGRoqDBw8Wv//+ezEjI0MMCgoSp06d2jaD0QxtOV4206ZNE0eMGCECELOzs6XnOV7249WtWzdx/vz5Yn5+vrSVl5dL+11hvIiag3G7ZRi3W4Zxm6h1MHa3DGN3yzB2Ezke43bLMG63DOO26+AkPDnMrFmzxAEDBjS432q1igEBAeKSJUuk56qrq0UvLy9x7dq10nP33nuvOHfu3Ba99yeffCIKgiAajUZRFEVx586dokwmE3/99VepzebNm0W1Wi2Wlpa26Nitpa3Ha+fOnWLv3r3Fn376qc4vFo6XvW7duolvv/12g/tdYbyImoNxu2UYt1uGcZuodTB2twxjd8swdhM5HuN2yzButwzjtutgORpymP/85z+IjY3FU089hc6dOyM6OhrvvfeetP/MmTMoKCjA0KFDpefUajUGDhyIffv2AQAKCwuxf/9+dO7cGfHx8fD398fAgQORmZnZ4PsWFxfjww8/RHx8PJRKJYCaW2giIyMRFBQktRs2bBgMBoPdLTntqS3H6+LFi5g0aRL+/ve/w83NrU5fOF51f76WLl0KPz8/9O3bFwsXLrS7fcoVxouoORi3W4Zxu2UYt4laB2N3yzB2twxjN5HjMW63DON2yzBuuw5OwpPDnD59GmvWrMFvfvMbfPHFF5g8eTKmTZuGv/3tbwCAgoICAIC/v7/d6/z9/aV9p0+fBgCkpqZi0qRJ+O9//4t+/frhoYcewi+//GL3ulmzZsHd3R1+fn7Izc3FJ598Iu0rKCio8z4+Pj5QqVTSe7W3thovURSRkJCAyZMnIzY2tt6+cLzsf76mT5+OLVu24KuvvsLUqVORlpaGKVOmSPtdYbyImoNxu2UYt1uGcZuodTB2twxjd8swdhM5HuN2yzButwzjtutQtHcH6PZhtVoRGxuLRYsWAQCio6Px008/Yc2aNXj++eeldoIg2L1OFEXpOavVCgB46aWX8Lvf/U46zu7du7FhwwYsXrxYet0f//hHTJw4EefOncO8efPw/PPP49NPP5WOdeP73Phe7a2txmvVqlUoKytDSkpKo/3heF3/+UpKSpJe36dPH/j4+GDMmDHSFd/63ufG9yJyBYzbLcO43TKM20Stg7G7ZRi7W4axm8jxGLdbhnG7ZRi3XQcz4clhAgMDERERYfdceHg4cnNzAQABAQEAUOfqV2FhoXSlLDAwEAAaPY6NXq/HHXfcgSFDhmDLli3YuXMnvv32W+m9bnyfkpISmEymOlfl2ktbjdeXX36Jb7/9Fmq1GgqFAj179gQAxMbGYsKECdJ7cbzsf75qu++++wAAJ0+elN7L2ceLqDkYt1uGcbtlGLeJWgdjd8swdrcMYzeR4zFutwzjdsswbrsOTsKTw/Tv3x8///yz3XMnTpxAt27dAAChoaEICAhARkaGtN9oNGLPnj2Ij48HAHTv3h1BQUGNHqc+oigCAAwGAwAgLi4OR44cQX5+vtQmPT0darUaMTExt3CWjtNW47Vy5UocPnwYOTk5yMnJwc6dOwEAW7duxcKFCwFwvJr6+crOzgZw/ReTK4wXUXMwbrcM43bLMG4TtQ7G7pZh7G4Zxm4ix2PcbhnG7ZZh3HYhrb/2K3UU3333nahQKMSFCxeKv/zyi/jhhx+Kbm5u4gcffCC1WbJkiejl5SV+/PHH4o8//ig+++yzYmBgoFhWVia1efvtt0WdTid+9NFH4i+//CLOnTtX1Gg04smTJ0VRFMX9+/eLq1atErOzs8WzZ8+KX375pThgwAAxLCxMrK6uFkVRFM1msxgZGSk+9NBD4vfffy/u2rVL7Nq1qzh16tS2HZRGtNV43ejMmTN1VvzmeF0fr3379okrVqwQs7OzxdOnT4tbt24Vg4KCxMcee0w6hiuMF1FzMG63DON2yzBuE7UOxu6WYexuGcZuIsdj3G4Zxu2WYdx2HZyEJ4fasWOHGBkZKarVarF3797iX//6V7v9VqtVfPPNN8WAgABRrVaLDzzwgPjjjz/WOc7ixYvFrl27im5ubmJcXJy4d+9ead8PP/wgDh48WPT19RXVarXYvXt3cfLkyeL58+ftjnHu3Dlx5MiRolarFX19fcWpU6dKv3icRVuM143q+8Uiihwvm0OHDon33nuv6OXlJWo0GrFXr17im2++KVZWVtodwxXGi6g5GLdbhnG7ZRi3iVoHY3fLMHa3DGM3keMxbrcM43bLMG67BkEUr92bQkREREREREREREREDsWa8ERERERERERERERErYST8ERERERERERERERErYST8ERERERERERERERErYST8ERERERERERERERErYST8ERERERERERERERErYST8ERERERERERERERErYST8ERERERERERERERErYST8ERERERERERERERErYST8EQN+PrrryEIAq5cuQIA2LRpE7y9ve3a/PWvf0VwcDBkMhnS0tKQmpqKvn373tL7nj17FoIgICcn55aO09gxbzw3IqLbAeM2EZHrYewmInItjNtEN4eT8OSSEhISIAgCJk+eXGfflClTIAgCEhISHPqeY8eOxYkTJ6THZWVlmDp1KmbNmoVff/0VL774ImbOnIndu3c79H3rM2jQIMyYMeOmXx8fH4/8/Hx4eXk5rlP1SE1NhSAIEAQBCoUCer0eDzzwANLS0mAwGFp0LP4yJHJtjNuM20Tkehi7GbuJyLUwbjNuk/PiJDy5rODgYGzZsgVVVVXSc9XV1di8eTNCQkIc/n5arRadO3eWHufm5sJkMmHkyJEIDAyEm5sbPDw84Ofn5/D3djSVSoWAgAAIgtDq73XnnXciPz8fubm5+Oqrr/DUU09h8eLFiI+PR3l5eau/PxE5D8btm8e4TUTthbH75jF2E1F7YNy+eYzb1Jo4CU8uq1+/fggJCcHHH38sPffxxx8jODgY0dHRdm0NBgOmTZuGzp07Q6PRYMCAAThw4IBdm507d+KOO+6AVqvF4MGDcfbsWbv9tW+x2rRpE6KiogAAPXr0gCAIOHv2bL23WG3cuBHh4eHQaDTo3bs3Vq9ebbf/u+++Q3R0NDQaDWJjY5Gdnd3isRAEAf/+97/tnvP29samTZvqbX/jldKioiI8++yz6Nq1K9zc3BAVFYXNmzfbvWbQoEGYNm0aXn31Vfj6+iIgIACpqalN9k2hUCAgIABBQUGIiorCH/7wB+zZswdHjhzB0qVLpXYffPABYmNj4enpiYCAAIwbNw6FhYUAam4RGzx4MADAx8fH7uq9KIp466230KNHD2i1Wtx1113417/+1fSgEVGbY9y+jnGbcZvIVTB2X8fYzdhN5AoYt69j3GbcdiachCeX9rvf/Q4bN26UHm/YsAEvvPBCnXavvvoqtm3bhvfffx/ff/89evbsiWHDhqG4uBgAkJeXhyeffBIPP/wwcnJykJiYiNdee63B9x07dix27doFoOYXQ35+PoKDg+u0e++99zBnzhwsXLgQx44dw6JFi/D666/j/fffBwBUVlbikUceQa9evXDo0CGkpqZi5syZtzQmN6O6uhoxMTH49NNPceTIEbz44osYP3489u/fb9fu/fffh7u7O/bv34+33noL8+fPR0ZGRovfr3fv3hgxYoTdPwqMRiMWLFiAw4cP49///jfOnDkj/fIIDg7Gtm3bAAA///wz8vPz8X//938AgLlz52Ljxo1Ys2YNfvrpJyQlJeG5557Dnj17bnI0iKg1MW47BuM2EbUlxm7HYOwmorbCuO0YjNvkUCKRC5owYYI4atQo8dKlS6JarRbPnDkjnj17VtRoNOKlS5fEUaNGiRMmTBBFURQrKipEpVIpfvjhh9LrjUajGBQUJL711luiKIpiSkqKGB4eLlqtVqnNrFmzRABiSUmJKIqiuHHjRtHLy0van52dLQIQz5w5Iz335ptvinfddZf0ODg4WPzHP/5h1/cFCxaIcXFxoiiK4rvvviv6+vqKlZWV0v41a9aIAMTs7OwGz3/gwIHi9OnTpccAxO3bt9u18fLyEjdu3CiKoiieOXPG7phfffWV3bnV5+GHHxZfeeUVu/ccMGCAXZu7775bnDVrVoPHuHE8aps1a5ao1WobfO13330nAhDLy8sb7HNFRYWo0WjEffv22b124sSJ4rPPPtvgsYmo7TFuM26LIuM2kath7GbsFkXGbiJXwrjNuC2KjNvOStH60/xErUev12PkyJF4//33IYoiRo4cCb1eb9fm1KlTMJlM6N+/v/ScUqnEPffcg2PHjgEAjh07hvvuu8+u7ldcXNwt9e3SpUvIy8vDxIkTMWnSJOl5s9ksLfJx7Ngx3HXXXXBzc3PY+94Mi8WCJUuWYOvWrfj1119hMBhgMBjg7u5u165Pnz52jwMDA6XboFpKFEW78c7OzkZqaipycnJQXFwMq9UKoKaeXERERL3HOHr0KKqrqzFkyBC7541GY53b7IjIOTBuOwbjNhG1JcZux2DsJqK2wrjtGIzb5EichCeX98ILL2Dq1KkAgHfeeafOflEUAaDOwhq1A5utjSPZAuN7772He++9126fXC536PsKglDnWCaTqdmvX758Od5++22kpaUhKioK7u7umDFjBoxGo107pVJZ531t59lSx44dQ2hoKICaW82GDh2KoUOH4oMPPkCnTp2Qm5uLYcOG1elDbbb3/uyzz9ClSxe7fWq1+qb6RUStj3GbcZtxm8j1MHYzdjN2E7kWxm3GbcZt58JJeHJ5w4cPl4LPsGHD6uzv2bMnVCoVMjMzMW7cOAA1QffgwYOYMWMGACAiIqLOYh3ffvvtLfXL398fXbp0wenTp/H//t//q7dNREQE/v73v6Oqqgparfam37dTp07Iz8+XHv/yyy+4evVqs1+/d+9ejBo1Cs899xyAmoD9yy+/IDw8vMV9aY7jx4/jv//9L1JSUqTHly9fxpIlS6R6cQcPHrR7jUqlAlBzJdomIiICarUaubm5GDhwYKv0lYgcj3GbcZtxm8j1MHYzdjN2E7kWxm3GbcZt58JJeHJ5crlculXKdtW0Nnd3d/z+97/HH//4R/j6+iIkJARvvfUWrl69iokTJwIAJk+ejOXLlyM5ORkvvfQSDh061OBq2S2RmpqKadOmQafTYcSIETAYDDh48CBKSkqQnJyMcePGYc6cOZg4cSLmzp2Ls2fPYtmyZS1+nwcffBB/+ctfcN9998FqtWLWrFl1rsQ2pmfPnti2bRv27dsHHx8frFixAgUFBQ75xWI2m1FQUACr1YqioiJ8/fXX+NOf/oS+ffvij3/8IwAgJCQEKpUKq1atwuTJk3HkyBEsWLDA7jjdunWDIAj49NNP8fDDD0Or1cLT0xMzZ85EUlISrFYrBgwYgLKyMuzbtw8eHh6YMGHCLfefiByPcZtxm3GbyPUwdjN2M3YTuRbGbcZtxm3nImvvDhA5gk6ng06na3D/kiVLMHr0aIwfPx79+vXDyZMn8cUXX8DHxwdATWDbtm0bduzYgbvuugtr167FokWLbrlfiYmJWLduHTZt2oSoqCgMHDgQmzZtkm4t8vDwwI4dO3D06FFER0djzpw5WLp0aZPHtVqtUCiuX0Nbvnw5goOD8cADD2DcuHGYOXOmXe20prz++uvo168fhg0bhkGDBiEgIACPP/54i8+3Pj/99BMCAwMREhKCQYMG4Z///CdSUlKwd+9eeHh4AKi5Or1p0yZ89NFHiIiIwJIlS+r8gu3SpQvmzZuH1157Df7+/tJtdQsWLMAbb7yBxYsXIzw8HMOGDcOOHTukMSYi58S4zbjNuE3kehi7GbsZu4lcC+M24zbjtvMQxNYo8ERErap3795ITEzEzJkz27srRETUDIzbRESuh7GbiMi1MG6TM2M5GiIXUlhYiM8//xw///wzHnroofbuDhERNYFxm4jI9TB2ExG5FsZtcgWchCdyIcOHD0dJSQlWrlyJ6Ojo9u4OERE1gXGbiMj1MHYTEbkWxm1yBSxHQ0RERERERERERETUSrgwKxERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK+EkPBERERERERERERFRK/n/b4zQgAqzg7YAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(5, 4, figsize=(15, 15), sharex=True)\n", + "axes = axes.flatten()\n", + "\n", + "for i, diaobject_id in enumerate(outlier_diaobject_ids):\n", + " ax = axes[i]\n", + " object_data = forced_source_outliers[\n", + " forced_source_outliers[\"diaObjectId\"] == diaobject_id\n", + " ]\n", + " for band in filter_names:\n", + " band_data = object_data[object_data[\"band\"] == band]\n", + " if len(band_data) > 0:\n", + " ax.errorbar(\n", + " band_data[\"expMidptMJD\"],\n", + " band_data[\"psfDiffFlux\"],\n", + " yerr=band_data[\"psfDiffFluxErr\"],\n", + " fmt=filter_symbols[band],\n", + " color=filter_colors[band],\n", + " label=band,\n", + " alpha=0.7,\n", + " )\n", + " ax.set_title(f\"DiaObject ID: {diaobject_id}\")\n", + " if i >= 16:\n", + " ax.set_xlabel(\"Modified Julian Date\")\n", + " if i % 4 == 0:\n", + " ax.set_ylabel(\"Difference Flux (nJy)\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "92e5186c-da61-444a-9a03-f430e41428ff", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:24:47.095389Z", + "iopub.status.busy": "2025-08-06T15:24:47.095076Z", + "iopub.status.idle": "2025-08-06T15:24:47.118967Z", + "shell.execute_reply": "2025-08-06T15:24:47.118282Z", + "shell.execute_reply.started": "2025-08-06T15:24:47.095366Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top Outlier\n", + " DiaObject ID: ra\n", + " RA: 37.99417473077787\n", + " Dec: 7.2739802663929956\n", + " r-band PSF Flux Mean: -44337.1875\n", + " r-band PSF Flux Sigma: 282457.5359111508\n", + " r-band PSF Flux Linear Slope: 25423.938938181407\n" + ] + } + ], + "source": [ + "top_outlier_id = outlier_diaobject_ids[0]\n", + "top_outlier_data = dia_objects.loc[top_outlier_id]\n", + "print(\"Top Outlier\")\n", + "print(f\" DiaObject ID: {top_outlier_data.index[0]}\")\n", + "print(f\" RA: {top_outlier_data['ra']}\")\n", + "print(f\" Dec: {top_outlier_data['dec']}\")\n", + "print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", + "print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", + "print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")" + ] + }, + { + "cell_type": "markdown", + "id": "900f2fcf-8917-4d4a-b4c5-98e080f6201f", + "metadata": {}, + "source": [ + "Add comments about analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7b409863-d1f7-4dd7-aff6-b9f7f717be94", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:25:11.511500Z", + "iopub.status.busy": "2025-08-06T15:25:11.511187Z", + "iopub.status.idle": "2025-08-06T15:25:11.514673Z", + "shell.execute_reply": "2025-08-06T15:25:11.514161Z", + "shell.execute_reply.started": "2025-08-06T15:25:11.511479Z" + } + }, + "outputs": [], + "source": [ + "# for top_outlier_id in outlier_diaobject_ids:\n", + "# top_outlier_data = dia_objects.loc[top_outlier_id]\n", + "# print(f\" DiaObject ID: {top_outlier_id}\")\n", + "# print(f\" RA, DEC: {top_outlier_data['ra']} {top_outlier_data['dec']}\")\n", + "# print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", + "# print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", + "# print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")\n", + "# print(\"*\"*20)" + ] + }, + { + "cell_type": "markdown", + "id": "0e45426d-fd16-49dc-bbd0-b10da6fc31cb", + "metadata": {}, + "source": [ + "## 3. Run DistClassiPy: Anomalies\n", + "\n", + "
\n", + "\"Animation\n", + "
\n", + "Fig: A simplified model of how multiple distance metrics can be used to flag points which are far away from known classes.\n", + "
\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "267bb64f-0135-47db-ab45-aa9d31c1e4b5", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:27:26.769922Z", + "iopub.status.busy": "2025-08-06T15:27:26.769420Z", + "iopub.status.idle": "2025-08-06T15:27:35.462052Z", + "shell.execute_reply": "2025-08-06T15:27:35.461108Z", + "shell.execute_reply.started": "2025-08-06T15:27:26.769886Z" + }, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Collecting git+http://github.com/sidchaini/distclassipy\n", + " Cloning http://github.com/sidchaini/distclassipy to /tmp/pip-req-build-1cmb8a05\n", + " Running command git clone --filter=blob:none --quiet http://github.com/sidchaini/distclassipy /tmp/pip-req-build-1cmb8a05\n", + " warning: redirecting to https://github.com/sidchaini/distclassipy/\n", + " Resolved http://github.com/sidchaini/distclassipy to commit dbd4d98dc1a8aad8f02bfa622dc3c46766fa211a\n", + " Installing build dependencies ... \u001b[?25ldone\n", + "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n", + "\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n", + "\u001b[?25hRequirement already satisfied: joblib>=1.3.2 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (1.5.1)\n", + "Requirement already satisfied: numpy>=1.25.2 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (2.0.2)\n", + "Requirement already satisfied: pandas>=2.0.3 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (2.3.1)\n", + "Requirement already satisfied: scikit-learn>=1.6.0 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (1.7.1)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from pandas>=2.0.3->distclassipy==0.2.2a3) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from pandas>=2.0.3->distclassipy==0.2.2a3) (2025.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from pandas>=2.0.3->distclassipy==0.2.2a3) (2025.2)\n", + "Requirement already satisfied: six>=1.5 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas>=2.0.3->distclassipy==0.2.2a3) (1.17.0)\n", + "Requirement already satisfied: scipy>=1.8.0 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from scikit-learn>=1.6.0->distclassipy==0.2.2a3) (1.13.1)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from scikit-learn>=1.6.0->distclassipy==0.2.2a3) (3.6.0)\n", + "Building wheels for collected packages: distclassipy\n", + " Building wheel for distclassipy (pyproject.toml) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for distclassipy: filename=distclassipy-0.2.2a3-py3-none-any.whl size=46265 sha256=64bf14ddffd3d80272411201d61c8ecd61e61262f7bdb9b57ae1ca9fe0b59744\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-n_gei31t/wheels/07/e2/ba/21dcc370b4b76344af8717cc5b1e3d0c7799c450f26e7085a2\n", + "Successfully built distclassipy\n", + "\u001b[33mWARNING: Error parsing dependencies of lsst-display-firefly: Invalid version: 'gf67bdafdda+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of astshim: Invalid version: 'g78460c75b0+2f9a1b4bcd'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-log: Invalid version: 'ge278dab8ac+50e2446c94'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sphgeom: Invalid version: 'gf5e32f922b+fcb1d3bbc8'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-geom: Invalid version: 'gd6cbbdb0b4+11317e7a17'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pex-config: Invalid version: 'g86c591e316+1a75853d69'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pex-exceptions: Invalid version: 'g786e29fd12+cf7ec2a62a'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-base: Invalid version: 'g53246c7159+fcb1d3bbc8'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cpputils: Invalid version: 'gabe3b4be73+1e0a283bba'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sconsutils: Invalid version: 'ga067d4dfce'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-utils: Invalid version: 'g8fa50ef3f3+fcb1d3bbc8'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-daf-base: Invalid version: 'g4e0f332c67+abab7ee1ee'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-afw: Invalid version: 'g88f4e072da+7005418d1d'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-dax-images-cutout: Invalid version: 'gbef2fa0fcc+48e5204a8d'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-analysis-ap: Invalid version: 'g7299995a7b+58f24552be'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-display-astrowidgets: Invalid version: 'ge410e46f29+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-drp-pipe: Invalid version: 'gfa42cc74b2+343056192f'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-atmospec: Invalid version: 'g3c80eed8fa+df5e3066e9'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cp-verify: Invalid version: 'gaea975da16+4da1145561'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-faro: Invalid version: 'gd4712f2518+2c603da911'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-display-matplotlib: Invalid version: 'g67b6fd64d1+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ap-verify: Invalid version: 'g331b20b0e8+dd6a182a8c'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-jointcal: Invalid version: 'gde0f65d7ad+b4f50ea554'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cbp: Invalid version: 'g7a6b8c32e4+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-fiberspectrograph: Invalid version: 'g49223bffc5+7f52fdb6e5'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-rubingenericcamera: Invalid version: 'gedca799cae+7f52fdb6e5'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-cfht: Invalid version: 'g8219804093+ac5339ab80'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-multiprofit: Invalid version: 'gb1c7dd4777+d5b686731f'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-multiprofit: Invalid version: 'gbe240aa677+81b3ea5d1a'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-rucio-register: Invalid version: 'g695499c308+97a7091c7b'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps-parsl: Invalid version: 'gc6d400860b+5e2edbe481'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps-panda: Invalid version: 'g3bba544870+5e2edbe481'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-lsst-bps-plugins: Invalid version: 'g7de033f5be+d5cdbfeba5'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-platform-s3df: Invalid version: 'ge69077b642+0a44bd24fe'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps: Invalid version: 'g27700a907c+1a337c0e5a'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps-htcondor: Invalid version: 'g994f7ef3af+5e2edbe481'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-execute: Invalid version: 'ga8b749554a+c94ff11f50'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-display-ds9: Invalid version: 'gb89ab40317+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-simpleshape: Invalid version: 'gcf25f946ba+8220ab3cb6'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-transinet: Invalid version: 'gd42b450c19+8220ab3cb6'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-source-injection: Invalid version: 'g373392b20a+4da1145561'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cell-coadds: Invalid version: 'g2f0d04db28+d5443fe7fe'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-drp-tasks: Invalid version: 'g105374b87b+adfe0bcd98'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-fgcmcal: Invalid version: 'g21d47ad084+bae5d1592d'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-lsst: Invalid version: 'gf7d08d6357+937c6d2832'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-mpexec: Invalid version: 'ge10c2aeecd+008d53b8ad'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-decam: Invalid version: 'g0fba68d861+94d977d4f8'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-subaru: Invalid version: 'ge43c9703ef+7f8118466d'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cp-pipe: Invalid version: 'gd43047442e+ee1447e442'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-analysis-tools: Invalid version: 'g8cf3414d9b+0a4862afce'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ap-association: Invalid version: 'g5873b1ba15+74a0aa004d'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ap-pipe: Invalid version: 'gf4de327013+475e18886e'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-scarlet-lite: Invalid version: 'gd9a9a58781+fcb1d3bbc8'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-scarlet: Invalid version: 'g051bbdaec3+cdadf9aff7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-psfex: Invalid version: 'gce29eb0867+05ed69485a'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-piff: Invalid version: 'g36ff55ed5b+4036fd6440'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-gaap: Invalid version: 'g3170eb2703+57dcdf1846'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-photometrykron: Invalid version: 'g60b5630c4e+4036fd6440'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-convolved: Invalid version: 'g7da95dfc27+3c402b7f97'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ip-isr: Invalid version: 'g9f1445be69+4036fd6440'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-verify-metrics: Invalid version: 'g05f563eca1+fcb1d3bbc8'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sdm-tools: Invalid version: 'g313cd81ece+1a91586fa4'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sdm-schemas: Invalid version: 'ge56a158fd1+4dc8b35b08'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-felis: Invalid version: 'g73e563b5c8+e14f1d7a60'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-dax-apdb: Invalid version: 'ga9e4eb89a6+a41a34c2ba'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-verify: Invalid version: 'g34ae5fe508+e7a73328e3'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-shapehsm: Invalid version: 'gfcd60083fb+4036fd6440'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-trailedsources: Invalid version: 'g8852436030+8220ab3cb6'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-astrom: Invalid version: 'ga9baa6287d+4036fd6440'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ip-diffim: Invalid version: 'g8b8da53e10+8f7b08dc1c'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-coadd-utils: Invalid version: 'g89139ef638+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pipe-tasks: Invalid version: 'gb0b61e0e8e+d456af7c26'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-shapelet: Invalid version: 'g989de1cb63+31de10a2f7'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-modelfit: Invalid version: 'g9f33ca652e+fcef3ba435'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of astro-metadata-translator: Invalid version: 'g8cbe06beb2+1a75853d69'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-base: Invalid version: 'gdab83eb0e6+25504249a2'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pipe-base: Invalid version: 'g6f1feb8048+3bea57cb9d'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-daf-relation: Invalid version: 'gfe93c110ed+50e2446c94'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-resources: Invalid version: 'gdd63cb302e+50e2446c94'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-daf-butler: Invalid version: 'g6dd59efbe6+dc2c386a65'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-skymap: Invalid version: 'g1fd858c14a+0a42b1a450'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-base: Invalid version: 'ge80e9994a3+32bb9bc1c9'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-algorithms: Invalid version: 'g72a202582f+7a25662ef1'\u001b[0m\u001b[33m\n", + "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-deblender: Invalid version: 'gb1101e3267+f17a9d70ea'\u001b[0m\u001b[33m\n", + "\u001b[0mInstalling collected packages: distclassipy\n", + "Successfully installed distclassipy-0.2.2a3\n" + ] + } + ], + "source": [ + "!pip install git+http://github.com/sidchaini/distclassipy\n", + "# pip install distclassipy" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "79fda017-b2b7-4dd7-b5ba-b428b641e0ce", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:28:21.604451Z", + "iopub.status.busy": "2025-08-06T15:28:21.603557Z", + "iopub.status.idle": "2025-08-06T15:28:21.638958Z", + "shell.execute_reply": "2025-08-06T15:28:21.638321Z", + "shell.execute_reply.started": "2025-08-06T15:28:21.604413Z" + } + }, + "outputs": [], + "source": [ + "from distclassipy.anomaly import DistanceAnomaly" + ] + }, + { + "cell_type": "markdown", + "id": "b54af5bc-8bb8-4b0d-8fad-e62abfdd82a0", + "metadata": {}, + "source": [ + "Now, we also need some labels for DistClassiPy to find an anchor to \"known\" classes. We can do this by cross matching DP1 with Gaia data (see ```2. gaia dp1 xmatch.ipynb```).\n", + "\n", + "Here, let's load the cross match table generated in the other notebook." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f972f80-3bb2-41f5-a089-9d6e72765def", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "87c99985-df46-424c-a43f-f325e517ea97", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:48:15.176565Z", + "iopub.status.busy": "2025-08-06T15:48:15.176116Z", + "iopub.status.idle": "2025-08-06T15:48:15.180332Z", + "shell.execute_reply": "2025-08-06T15:48:15.179820Z", + "shell.execute_reply.started": "2025-08-06T15:48:15.176542Z" + } + }, + "outputs": [], + "source": [ + "from lsst.daf.butler import Butler\n", + "\n", + "import astropy.units as u\n", + "from astropy.coordinates import SkyCoord\n", + "from astroquery.gaia import Gaia\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import astropy\n", + "import numpy as np\n", + "import os\n", + "import pandas as pd\n", + "import gc\n", + "\n", + "import pandas as pd\n", + "import getpass\n", + "import matplotlib\n", + "from astropy.time import Time\n", + "from tqdm.auto import tqdm\n", + "\n", + "import io\n", + "import re" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "037fa054-852b-46f1-a3a8-59a694bd5db5", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:42:24.391309Z", + "iopub.status.busy": "2025-08-06T15:42:24.390567Z", + "iopub.status.idle": "2025-08-06T15:42:24.871736Z", + "shell.execute_reply": "2025-08-06T15:42:24.870991Z", + "shell.execute_reply.started": "2025-08-06T15:42:24.391272Z" + } + }, + "outputs": [], + "source": [ + "butler = Butler(\"dp1\", collections=\"LSSTComCam/DP1\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "599367cd-ad6d-4f0b-9504-1e9e8bd7eca2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "74982f29-0121-42fe-bde0-596594542fed", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:42:40.608774Z", + "iopub.status.busy": "2025-08-06T15:42:40.608411Z", + "iopub.status.idle": "2025-08-06T15:42:40.686271Z", + "shell.execute_reply": "2025-08-06T15:42:40.685594Z", + "shell.execute_reply.started": "2025-08-06T15:42:40.608749Z" + } + }, + "outputs": [], + "source": [ + "obj_refs = butler.query_datasets(\"dia_source\", limit=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "f72f3300-b769-4393-bd84-13dfbc624d17", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:48:36.335857Z", + "iopub.status.busy": "2025-08-06T15:48:36.335478Z", + "iopub.status.idle": "2025-08-06T15:49:30.633617Z", + "shell.execute_reply": "2025-08-06T15:49:30.632945Z", + "shell.execute_reply.started": "2025-08-06T15:48:36.335831Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f7066863dced4cf68bf7a4cd7aec8ba0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/25 [00:00astroquery INFO: Query finished." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1594 of 611489 matched after applying spatial threshold\n", + "INFO: Query finished. 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+ " job = Gaia.launch_job_async(query=query)\n", + " results = job.get_results()\n", + "\n", + " results = results.to_pandas()\n", + "\n", + " catalog = SkyCoord(ra=results[\"ra\"], dec=results[\"dec\"], unit=u.deg)\n", + " detections_cat = SkyCoord(ra=diasource.ra, dec=diasource.dec, unit=u.deg)\n", + "\n", + " idx, sep2d, dist3d = detections_cat.match_to_catalog_sky(catalog)\n", + " space_match_threshold = 1 * u.arcsec\n", + " diasource_mask = sep2d < space_match_threshold\n", + " print(\n", + " f\"{np.sum(diasource_mask)} of {len(detections_cat)} matched after applying spatial threshold\"\n", + " )\n", + "\n", + " total_sources = total_sources + np.sum(diasource_mask)\n", + " if np.sum(diasource_mask) > 0:\n", + " # Get all matched\n", + " matched_diasource_idx = idx[\n", + " diasource_mask\n", + " ] # index in stars of matched dia_detections\n", + " dia_idx_diasource = diasource.index[diasource_mask]\n", + "\n", + " diasource.loc[dia_idx_diasource, \"id_match\"] = results.loc[\n", + " matched_diasource_idx, \"source_id\"\n", + " ].to_numpy()\n", + " diasource.loc[dia_idx_diasource, \"best_class_name\"] = results.loc[\n", + " matched_diasource_idx, \"best_class_name\"\n", + " ].to_numpy()\n", + "\n", + " matches = pd.concat([matches, diasource[~diasource[\"id_match\"].isna()]])\n", + "\n", + " except Exception as e:\n", + " print(e)\n", + "print(f\"Total of matches {total_sources}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "762180cd-8506-4347-b612-f28cd1166ac4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "8e31cd4d-21bf-460a-a09c-867c9d7bcbd2", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:03.004842Z", + "iopub.status.busy": "2025-08-06T15:52:03.004188Z", + "iopub.status.idle": "2025-08-06T15:52:03.022153Z", + "shell.execute_reply": "2025-08-06T15:52:03.021463Z", + "shell.execute_reply.started": "2025-08-06T15:52:03.004808Z" + } + }, + "outputs": [], + "source": [ + "gaia_xmatch = matches.set_index(\"diaObjectId\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b8763cd0-0c11-4587-9512-91325e88895e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea649036-11a6-4932-a501-eb2b5950beec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "39d8d03a-9b87-4ec4-974f-8ea3afbd3bff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7dbb47d8-3985-472d-8d52-ba34cede1464", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8ccd3ee4-48f6-4b85-99f5-651d6c4f34f4", + "metadata": {}, + "outputs": [], + "source": [ + "# features = pd.read_parquet(\"../dp1anom/data/dp1_features_sc.parquet\")\n", + "#gaia_xmatch = pd.read_csv(\"gaia_matches.csv\").set_index(\"diaObjectId\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2441aa1f-68b0-4e88-902a-6adac18edb58", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "128529b2-4a63-454e-b194-97a7bcb936a5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "9faa400c-8962-4847-9ee1-351072b5aeb4", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:06.410489Z", + "iopub.status.busy": "2025-08-06T15:52:06.409914Z", + "iopub.status.idle": "2025-08-06T15:52:06.426825Z", + "shell.execute_reply": "2025-08-06T15:52:06.426090Z", + "shell.execute_reply.started": "2025-08-06T15:52:06.410464Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 160 objects common in Gaia DR3 and DP1\n" + ] + } + ], + "source": [ + "common_objs = np.intersect1d(gaia_xmatch.index, dia_objects.index)\n", + "print(f\"Found {len(common_objs)} objects common in Gaia DR3 and DP1\")\n", + "gaia_classes = (\n", + " gaia_xmatch.loc[common_objs, [\"best_class_name\"]]\n", + " .reset_index(drop=False)\n", + " .drop_duplicates()\n", + " .set_index(\"diaObjectId\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "db08ee89-8d4b-408d-8b7e-893dd45158de", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:12.817938Z", + "iopub.status.busy": "2025-08-06T15:52:12.817126Z", + "iopub.status.idle": "2025-08-06T15:52:12.825088Z", + "shell.execute_reply": "2025-08-06T15:52:12.824493Z", + "shell.execute_reply.started": "2025-08-06T15:52:12.817913Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "best_class_name\n", + "RR 43\n", + "AGN 38\n", + "LPV 38\n", + "SOLAR_LIKE 17\n", + "ECL 11\n", + "RS 5\n", + "YSO 5\n", + "S 3\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gaia_classes.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "d6428708-f2fa-4541-bced-d3bee73f99de", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:15.907650Z", + "iopub.status.busy": "2025-08-06T15:52:15.907058Z", + "iopub.status.idle": "2025-08-06T15:52:15.912630Z", + "shell.execute_reply": "2025-08-06T15:52:15.911965Z", + "shell.execute_reply.started": "2025-08-06T15:52:15.907625Z" + } + }, + "outputs": [], + "source": [ + "y_knowns_df = gaia_classes[\"best_class_name\"]\n", + "X_knowns_df = dia_objects.loc[y_knowns_df.index,]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "6c45e5f7-6de5-41f7-85a5-660a27593f51", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:18.045105Z", + "iopub.status.busy": "2025-08-06T15:52:18.044789Z", + "iopub.status.idle": "2025-08-06T15:52:18.051208Z", + "shell.execute_reply": "2025-08-06T15:52:18.050473Z", + "shell.execute_reply.started": "2025-08-06T15:52:18.045085Z" + } + }, + "outputs": [], + "source": [ + "X_unknowns_df = dia_objects.loc[:, X_knowns_df.columns].drop(X_knowns_df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "589d12f1-5b42-401f-8009-805e0647a0be", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:19.947752Z", + "iopub.status.busy": "2025-08-06T15:52:19.946985Z", + "iopub.status.idle": "2025-08-06T15:52:19.951019Z", + "shell.execute_reply": "2025-08-06T15:52:19.950401Z", + "shell.execute_reply.started": "2025-08-06T15:52:19.947728Z" + } + }, + "outputs": [], + "source": [ + "model = DistanceAnomaly(cluster_agg=\"min\", metric_agg=\"median\", normalize_scores=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "bea51fa2-2bcb-4148-b016-d9052b44c7cc", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:21.225916Z", + "iopub.status.busy": "2025-08-06T15:52:21.225054Z", + "iopub.status.idle": "2025-08-06T15:52:21.235637Z", + "shell.execute_reply": "2025-08-06T15:52:21.235007Z", + "shell.execute_reply.started": "2025-08-06T15:52:21.225891Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
DistanceAnomaly()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "DistanceAnomaly()" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(X_knowns_df.to_numpy(), y_knowns_df.to_numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "9cf765a0-aaa5-492a-baf8-881049bc5a79", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:22.346030Z", + "iopub.status.busy": "2025-08-06T15:52:22.345695Z", + "iopub.status.idle": "2025-08-06T15:52:39.437870Z", + "shell.execute_reply": "2025-08-06T15:52:39.436890Z", + "shell.execute_reply.started": "2025-08-06T15:52:22.346008Z" + } + }, + "outputs": [], + "source": [ + "scores = -model.decision_function(X_unknowns_df.to_numpy())\n", + "outlier_indices = np.argsort(scores)[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "c0ab6a56-edc6-44a1-a48d-6dc4496cfc9c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:39.439204Z", + "iopub.status.busy": "2025-08-06T15:52:39.438979Z", + "iopub.status.idle": "2025-08-06T15:52:39.442625Z", + "shell.execute_reply": "2025-08-06T15:52:39.442061Z", + "shell.execute_reply.started": "2025-08-06T15:52:39.439187Z" + } + }, + "outputs": [], + "source": [ + "outlier_indices = np.argsort(scores)[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "18af7213-fb21-4863-9a0a-e736cb4baf5d", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:39.443604Z", + "iopub.status.busy": "2025-08-06T15:52:39.443393Z", + "iopub.status.idle": "2025-08-06T15:52:40.071472Z", + "shell.execute_reply": "2025-08-06T15:52:40.070744Z", + "shell.execute_reply.started": "2025-08-06T15:52:39.443588Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.title(\"Histogram of DistClassiPy Scores\")\n", + "plt.hist(scores, bins=50, log=True)\n", + "plt.xlabel(\"Anomaly Score\")\n", + "plt.ylabel(\"Number of DiaObjects\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "92509ccb-acca-48b8-a508-b657b5a9d877", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:52:44.270451Z", + "iopub.status.busy": "2025-08-06T15:52:44.269740Z", + "iopub.status.idle": "2025-08-06T15:52:44.274080Z", + "shell.execute_reply": "2025-08-06T15:52:44.273181Z", + "shell.execute_reply.started": "2025-08-06T15:52:44.270425Z" + } + }, + "outputs": [], + "source": [ + "outlier_diaobject_ids = dia_objects.index[outlier_indices]" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "c7c2d5e6-3cc5-41cc-84ae-0526c7854f83", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:53:01.212906Z", + "iopub.status.busy": "2025-08-06T15:53:01.212057Z", + "iopub.status.idle": "2025-08-06T15:53:04.817650Z", + "shell.execute_reply": "2025-08-06T15:53:04.816889Z", + "shell.execute_reply.started": "2025-08-06T15:53:01.212860Z" + } + }, + "outputs": [], + "source": [ + "query_lightcurves = f\"\"\"\n", + "SELECT\n", + " fsodo.diaObjectId,\n", + " fsodo.band,\n", + " fsodo.psfDiffFlux,\n", + " fsodo.psfDiffFluxErr,\n", + " vis.expMidptMJD\n", + "FROM\n", + " dp1.ForcedSourceOnDiaObject AS fsodo\n", + "JOIN\n", + " dp1.Visit AS vis ON vis.visit = fsodo.visit\n", + "WHERE\n", + " fsodo.diaObjectId IN ({','.join(map(str, outlier_diaobject_ids))})\n", + "\"\"\"\n", + "\n", + "job_lightcurves = service.submit_job(query_lightcurves)\n", + "job_lightcurves.run()\n", + "job_lightcurves.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", + "if job_lightcurves.phase == \"ERROR\":\n", + " job_lightcurves.raise_if_error()\n", + "\n", + "assert job_lightcurves.phase == \"COMPLETED\"\n", + "forced_source_outliers = job_lightcurves.fetch_result().to_table().to_pandas()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "ff3318c7-edb9-4b33-9b6c-79a3bb23b96b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:53:07.979691Z", + "iopub.status.busy": "2025-08-06T15:53:07.978746Z", + "iopub.status.idle": "2025-08-06T15:53:10.820373Z", + "shell.execute_reply": "2025-08-06T15:53:10.819645Z", + "shell.execute_reply.started": "2025-08-06T15:53:07.979659Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(5, 4, figsize=(15, 15), sharex=True)\n", + "axes = axes.flatten()\n", + "\n", + "for i, diaobject_id in enumerate(outlier_diaobject_ids):\n", + " ax = axes[i]\n", + " object_data = forced_source_outliers[\n", + " forced_source_outliers[\"diaObjectId\"] == diaobject_id\n", + " ]\n", + " for band in filter_names:\n", + " band_data = object_data[object_data[\"band\"] == band]\n", + " if len(band_data) > 0:\n", + " ax.errorbar(\n", + " band_data[\"expMidptMJD\"],\n", + " band_data[\"psfDiffFlux\"],\n", + " yerr=band_data[\"psfDiffFluxErr\"],\n", + " fmt=filter_symbols[band],\n", + " color=filter_colors[band],\n", + " label=band,\n", + " alpha=0.7,\n", + " )\n", + " ax.set_title(f\"DiaObject ID: {diaobject_id}\")\n", + " if i >= 16:\n", + " ax.set_xlabel(\"Modified Julian Date\")\n", + " if i % 4 == 0:\n", + " ax.set_ylabel(\"Difference Flux (nJy)\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "1d828aec-b20a-43fc-b42e-a3ce91073e8b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T15:53:15.880990Z", + "iopub.status.busy": "2025-08-06T15:53:15.880292Z", + "iopub.status.idle": "2025-08-06T15:53:15.886384Z", + "shell.execute_reply": "2025-08-06T15:53:15.885688Z", + "shell.execute_reply.started": "2025-08-06T15:53:15.880961Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top Outlier\n", + " DiaObject ID: ra\n", + " RA: 105.96561702372843\n", + " Dec: -10.687113965156492\n", + " r-band PSF Flux Mean: -2420.23779296875\n", + " r-band PSF Flux Sigma: 755.0641227099654\n", + " r-band PSF Flux Linear Slope: -73.90625336213405\n" + ] + } + ], + "source": [ + "top_outlier_id = outlier_diaobject_ids[0]\n", + "top_outlier_data = dia_objects.loc[top_outlier_id]\n", + "print(\"Top Outlier\")\n", + "print(f\" DiaObject ID: {top_outlier_data.index[0]}\")\n", + "print(f\" RA: {top_outlier_data['ra']}\")\n", + "print(f\" Dec: {top_outlier_data['dec']}\")\n", + "print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", + "print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", + "print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82814916-172d-4844-bbdf-774f07ab7842", + "metadata": {}, + "outputs": [], + "source": [ + "# for top_outlier_id in outlier_diaobject_ids:\n", + "# top_outlier_data = dia_objects.loc[top_outlier_id]\n", + "# # print(\"Top Outlier\")\n", + "# print(f\" DiaObject ID: {top_outlier_id}\")\n", + "# print(f\" RA, DED: {top_outlier_data['ra']} {top_outlier_data['dec']}\")\n", + "# print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", + "# print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", + "# print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")\n", + "# print(\"*\"*20)" + ] + }, + { + "cell_type": "markdown", + "id": "cf04da00-c5a0-4ba6-a779-1da06f227bdc", + "metadata": {}, + "source": [ + "## 4. Going further\n", + "\n", + "Now, in this tutorial we only used photometric data available from the catalogs. For more detailed analysis, you could use a feature extractor on every light curve. For example: [ALeRCE](https://github.com/alercebroker/pipeline)([Sánchez-Sáez+21](https://ui.adsabs.harvard.edu/abs/2021AJ....161..141S/abstract)) or [```light-curve```]((https://github.com/light-curve/light-curve-python))[(Malanchev+21)](https://ui.adsabs.harvard.edu/abs/2021MNRAS.502.5147M/abstract).\n", + "\n", + "After obtaining these features for your light curve sample, you can perform anomaly detection very similarly to above." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "LSST", + "language": "python", + "name": "lsst" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 9b26954afedb1f992cf4a047b32522fc6625e660 Mon Sep 17 00:00:00 2001 From: plazas Date: Tue, 12 Aug 2025 17:43:19 +0000 Subject: [PATCH 2/7] Update anomaly notebook Update notebook --- .../306_4_Anomaly_detection.ipynb | 1582 ++++++++ .../306_4_anomaly_detection.ipynb | 3615 ----------------- 2 files changed, 1582 insertions(+), 3615 deletions(-) create mode 100644 DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb delete mode 100644 DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb diff --git a/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb new file mode 100644 index 00000000..c3f27f0b --- /dev/null +++ b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb @@ -0,0 +1,1582 @@ +{ + "cells": [ + { + "attachments": { + "ddf25cef-e75d-4e0f-81cf-cc260489a3f7.png": { + "image/png": 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ogUBYDHru/Hl35u25wOUnLTFIIpAyQFVz/ZLbF5Y/LQxmBx9aTTAam7uyIpbRsekZd2Rm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FVQu7UAlzv7v/u7vztjcWtBkx/84AfQAvfqq69GTU3NIGgiGvPnz8cXvvAFY2cl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\nrkJggg==\n" + } + }, + "cell_type": "markdown", + "id": "7630e27a-437b-490b-9eb9-e00cf7424aab", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T14:44:35.469068Z", + "iopub.status.busy": "2025-08-06T14:44:35.468323Z", + "iopub.status.idle": "2025-08-06T14:44:35.473160Z", + "shell.execute_reply": "2025-08-06T14:44:35.472434Z", + "shell.execute_reply.started": "2025-08-06T14:44:35.469039Z" + } + }, + "source": [ + "# 306_4 Anomaly Detection\n", + "\n", + "
\n", + "\n", + "
\n", + "For the Rubin Science Platform at data.lsst.cloud.
\n", + "Data Release: Data Preview 1
\n", + "Container Size: large
\n", + "LSST Science Pipelines version: r29.1.1
\n", + "Last verified to run: 2025-8-6
\n", + "Repository: github.com/lsst/tutorial-notebooks
" + ] + }, + { + "cell_type": "markdown", + "id": "6d77031f-c422-4003-b85d-bd0ac425d35b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-06T14:46:29.554897Z", + "iopub.status.busy": "2025-08-06T14:46:29.554100Z", + "iopub.status.idle": "2025-08-06T14:46:29.560096Z", + "shell.execute_reply": "2025-08-06T14:46:29.559339Z", + "shell.execute_reply.started": "2025-08-06T14:46:29.554859Z" + } + }, + "source": [ + "**Learning objective:** To illustrate the use of Machine Learning techniques for anomaly detection with DP1 data.\n", + "\n", + "**LSST data products:** Table Access Protocol (TAP) `dp1.DiaObject`, `dp1.ForcedSourceOnDiaObject`, and `dp1.visit` tables. \n", + "\n", + "**Packages:** `lsst`, `scikit-learn`, `pandas`, `matplotlib`, `numpy`, `astropy`.\n", + "\n", + "**Credit:** Originally developed by Andrés A. Plazas Malagón and the Rubin Community Science team.\n", + "Please consider acknowledging them if this notebook is used for the preparation of journal articles, software releases, or other notebooks.\n", + "\n", + "Based on a [notebook prepared for the Rubin Community Workshop 2025](https://github.com/sidchaini/RubinCW25-Anomalies) by Siddharth Chaini, Andrés A. Plazas Malagón, Ryan Lau, Tatiana Acero Cuellar, with input from Federica Bianco. \n", + "\n", + "**Get Support:**\n", + "Everyone is encouraged to ask questions or raise issues in the \n", + "Support Category \n", + "of the Rubin Community Forum.\n", + "Rubin staff will respond to all questions posted there." + ] + }, + { + "cell_type": "markdown", + "id": "08ab15fb-62b1-4a0b-97d5-f70285dc2674", + "metadata": {}, + "source": [ + "## 1. Introduction\n", + "\n", + "This notebook illustrates the use of anomaly detection techniques on objects from the Rubin Observatory's [Data Preview 1 (DP1)](https://rtn-095.lsst.io/), focusing on difference-image analysis (DIA) data products.\n", + "\n", + "- **Section 2** applies the `IsolationForest` routine from [`scikit-learn`](https://scikit-learn.org/stable/) to identify outliers among DIA objects in DP1 data." + ] + }, + { + "cell_type": "markdown", + "id": "5db5044d-f1f2-496f-a214-ac654245901e", + "metadata": {}, + "source": [ + "### 1.1. Import packages\n", + "\n", + "Import general packages (`numpy`, `matplotlib`, `astropy`), the LSST packages for bulter, Table Access Protocol (TAP), display, color pallettes, and the `IsolationForest` algorithm from `scikit-learn`. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b563d3b9-1103-42e6-a291-5b487d8a9af6", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:23.321575Z", + "iopub.status.busy": "2025-08-12T18:06:23.321421Z", + "iopub.status.idle": "2025-08-12T18:06:25.001276Z", + "shell.execute_reply": "2025-08-12T18:06:25.000725Z", + "shell.execute_reply.started": "2025-08-12T18:06:23.321558Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from lsst.rsp import get_tap_service\n", + "from lsst.utils.plotting import (\n", + " get_multiband_plot_colors,\n", + " get_multiband_plot_symbols,\n", + ")\n", + "from sklearn.ensemble import IsolationForest" + ] + }, + { + "cell_type": "markdown", + "id": "28668876-e906-4088-9540-85cab096e626", + "metadata": {}, + "source": [ + "### 1.2. Define parameters and functions." + ] + }, + { + "cell_type": "markdown", + "id": "58ba8aff-8d3b-4f64-9822-889565eb624f", + "metadata": {}, + "source": [ + "Create an instance of the TAP service, and assert that it exists." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d187cff7-78a9-49f9-8a79-2e6ebb69607e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.002279Z", + "iopub.status.busy": "2025-08-12T18:06:25.001884Z", + "iopub.status.idle": "2025-08-12T18:06:25.038433Z", + "shell.execute_reply": "2025-08-12T18:06:25.037955Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.002260Z" + } + }, + "outputs": [], + "source": [ + "service = get_tap_service(\"tap\")\n", + "assert service is not None" + ] + }, + { + "cell_type": "markdown", + "id": "792672b9-5f50-466c-acb0-2454dab427a7", + "metadata": {}, + "source": [ + "Define parameters to use colorblind-friendly colors with `matplotlib`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "703cbac4-b15e-4b9a-90e3-30ad06fd8032", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.039085Z", + "iopub.status.busy": "2025-08-12T18:06:25.038937Z", + "iopub.status.idle": "2025-08-12T18:06:25.041627Z", + "shell.execute_reply": "2025-08-12T18:06:25.041260Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.039072Z" + } + }, + "outputs": [], + "source": [ + "plt.style.use('seaborn-v0_8-colorblind')\n", + "prop_cycle = plt.rcParams['axes.prop_cycle']\n", + "colors = prop_cycle.by_key()['color']" + ] + }, + { + "cell_type": "markdown", + "id": "91a3847f-597a-46bc-ac06-ddd768005952", + "metadata": {}, + "source": [ + "Define colors, symbols, and linestyles to represent the six LSST filters, $ugrizy$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "38bf25ba-4133-4551-adc7-e2660f8e0854", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.042392Z", + "iopub.status.busy": "2025-08-12T18:06:25.042189Z", + "iopub.status.idle": "2025-08-12T18:06:25.061594Z", + "shell.execute_reply": "2025-08-12T18:06:25.061107Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.042375Z" + } + }, + "outputs": [], + "source": [ + "filter_names = [\"u\", \"g\", \"r\", \"i\", \"z\", \"y\"]\n", + "filter_colors = get_multiband_plot_colors()\n", + "filter_symbols = get_multiband_plot_symbols()" + ] + }, + { + "cell_type": "markdown", + "id": "8a10026d-bd1f-499c-917c-a5b661923bf9", + "metadata": {}, + "source": [ + "## 2. Anomalies via isolation forest.\n", + "\n", + "Apply the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) from `scikit-learn` on the DP1 `DiaObject` catalog to identify anomalous sources. \n", + "\n", + "Look for `DiaObjects` that are anomalously variable, and then inspect their light curves. " + ] + }, + { + "cell_type": "markdown", + "id": "525821bf-4484-48c5-a3e8-f75d5175d3ac", + "metadata": {}, + "source": [ + "To reduce spurious DiaObjects, set a minimum number of `DiaSource` detections." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "cbe8cbc7-01f0-4533-b637-93a50bded7fe", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.062303Z", + "iopub.status.busy": "2025-08-12T18:06:25.062099Z", + "iopub.status.idle": "2025-08-12T18:06:25.082086Z", + "shell.execute_reply": "2025-08-12T18:06:25.081616Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.062288Z" + } + }, + "outputs": [], + "source": [ + "ndiasources_min = 10" + ] + }, + { + "cell_type": "markdown", + "id": "3fd81b8a-e6be-425d-815f-fc58708fbd40", + "metadata": {}, + "source": [ + "Focus the search for anomalous behavior from `DiaObjects` in the `r`-band." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "16c2dedf-bb5c-491e-8bc5-b313026bdd41", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.082892Z", + "iopub.status.busy": "2025-08-12T18:06:25.082735Z", + "iopub.status.idle": "2025-08-12T18:06:25.101769Z", + "shell.execute_reply": "2025-08-12T18:06:25.101342Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.082878Z" + } + }, + "outputs": [], + "source": [ + "band = 'r'" + ] + }, + { + "cell_type": "markdown", + "id": "06b96091-5efd-417f-91e2-d001e63adb9f", + "metadata": {}, + "source": [ + "Set an additional threshold for number of detections in the `r`-band filter." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "23ded5f7-89cf-4b8f-b724-00c2b393ef01", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.102413Z", + "iopub.status.busy": "2025-08-12T18:06:25.102263Z", + "iopub.status.idle": "2025-08-12T18:06:25.122167Z", + "shell.execute_reply": "2025-08-12T18:06:25.121777Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.102400Z" + } + }, + "outputs": [], + "source": [ + "ndata_thresh = 8" + ] + }, + { + "cell_type": "markdown", + "id": "7b07a4b3-f05c-459d-849e-4d40c1ed4c10", + "metadata": {}, + "source": [ + "Retrieve `DiaObject`s and the following statistics of their `r`-band light curve (see the `DiaObject` table in the [DP1 schema browser](https://sdm-schemas.lsst.io/dp1.html)):\n", + "\n", + "**r_psfFluxMean:** Weighted mean of the diaSource PSF flux.
\n", + "**r_psfFluxSigma:** The standard deviation of the fluxes.
\n", + "**r_psfFluxLinearSlope:** Slope of a linear model fit to diaSource PSF flux vs time.
\n", + "\n", + "Place constraints on the following quantities: \n", + "\n", + "**r_psfFluxMax:** Maximum diaSource PSF flux.
\n", + "**r_psfFluxMin:** Minimum diaSource PSF flux.
\n", + "**r_psfFluxNdata:** The number of data points used to compute `r_psfFluxChi2`.
\n", + "**r_scienceFluxMean:** Weighted mean of the PSF flux forced photometered at the diaSource position on the calibrated image.
\n", + "**nDiaSources:** Number of diaSources associated with this diaObject.
\n", + "\n", + "Note that the statistics are all based on the _difference-image point source (PS) flux values_.\n", + "\n", + "An `r`-band total mean flux (`r_scienceFluxMean`) threshold of $<5\\times10^5$ nJy is set to filter out saturated sources.\n", + "Limits are also placed on the maximum `r`-band difference-image flux (`r_psfFluxMax` $<1\\times10^5$ nJy) and the minimum r-band difference-image flux (`r_psfFluxMin` $>-1\\times10^5$ nJy) to avoid artifacts from saturated sources." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "419d82f4-0422-4545-80fc-2d3c682f4896", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.122838Z", + "iopub.status.busy": "2025-08-12T18:06:25.122691Z", + "iopub.status.idle": "2025-08-12T18:06:25.143067Z", + "shell.execute_reply": "2025-08-12T18:06:25.142618Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.122824Z" + } + }, + "outputs": [], + "source": [ + "diaobjid_features = [\n", + " f\"{band}_psfFluxMean\",\n", + " f\"{band}_psfFluxLinearSlope\",\n", + " f\"{band}_psfFluxSigma\"\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d035a2c6-f0cd-40d2-bc6d-7d2eac6c63ec", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.143689Z", + "iopub.status.busy": "2025-08-12T18:06:25.143549Z", + "iopub.status.idle": "2025-08-12T18:06:25.163317Z", + "shell.execute_reply": "2025-08-12T18:06:25.162911Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.143676Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['r_psfFluxMean', 'r_psfFluxLinearSlope', 'r_psfFluxSigma']" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diaobjid_features" + ] + }, + { + "cell_type": "markdown", + "id": "13b5adbe-f0df-42ac-97ba-13b94b13086c", + "metadata": {}, + "source": [ + "Define and run the query. It may take a few seconds." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ab4c467f-3874-45b0-a0f9-c15fa4db3ce2", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.163953Z", + "iopub.status.busy": "2025-08-12T18:06:25.163797Z", + "iopub.status.idle": "2025-08-12T18:06:25.182854Z", + "shell.execute_reply": "2025-08-12T18:06:25.182381Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.163939Z" + } + }, + "outputs": [], + "source": [ + "query = f\"\"\"\n", + "SELECT\n", + " diaObjectId, ra, dec, \n", + " {', '.join(diaobjid_features)} \n", + "FROM\n", + " dp1.DiaObject\n", + "WHERE\n", + " nDiaSources > {ndiasources_min}\n", + " AND {band}_psfFluxNdata > {ndata_thresh}\n", + " AND {band}_scienceFluxMean < 5e5\n", + " AND {band}_psfFluxMax < 1e5\n", + " AND {band}_psfFluxMin > -1e5 \n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c5cb78eb-d2de-4c65-a041-c3c6cd8af5a0", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:25.183536Z", + "iopub.status.busy": "2025-08-12T18:06:25.183382Z", + "iopub.status.idle": "2025-08-12T18:06:32.516096Z", + "shell.execute_reply": "2025-08-12T18:06:32.515607Z", + "shell.execute_reply.started": "2025-08-12T18:06:25.183522Z" + } + }, + "outputs": [], + "source": [ + "job = service.submit_job(query)\n", + "job.run()\n", + "job.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", + "if job.phase == \"ERROR\":\n", + " job.raise_if_error()" + ] + }, + { + "cell_type": "markdown", + "id": "200b4c8d-9b59-4c22-96ed-8f4964001431", + "metadata": {}, + "source": [ + "Assert that the job finished successfully and retrieve the DIA objects as a `pandas` dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3cd0fd81-0c6a-4ea5-be6b-eb2685ae3d6c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:32.516749Z", + "iopub.status.busy": "2025-08-12T18:06:32.516598Z", + "iopub.status.idle": "2025-08-12T18:06:33.107734Z", + "shell.execute_reply": "2025-08-12T18:06:33.107090Z", + "shell.execute_reply.started": "2025-08-12T18:06:32.516735Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Retrieved 20926 DiaObjects.\n" + ] + } + ], + "source": [ + "assert job.phase == \"COMPLETED\"\n", + "dia_objects = job.fetch_result().to_table().to_pandas().set_index(\"diaObjectId\")\n", + "\n", + "print(f\"Retrieved {len(dia_objects)} DiaObjects.\")" + ] + }, + { + "cell_type": "markdown", + "id": "529a2a9c-4991-4754-b9c2-e8faef9fec58", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-07T14:48:26.647623Z", + "iopub.status.busy": "2025-08-07T14:48:26.647353Z", + "iopub.status.idle": "2025-08-07T14:48:26.659949Z", + "shell.execute_reply": "2025-08-07T14:48:26.659136Z", + "shell.execute_reply.started": "2025-08-07T14:48:26.647607Z" + } + }, + "source": [ + "Uncomment to see the table (optional)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "437c03f7-c327-48a7-9eb1-0fbd7f6efa06", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.108533Z", + "iopub.status.busy": "2025-08-12T18:06:33.108364Z", + "iopub.status.idle": "2025-08-12T18:06:33.111110Z", + "shell.execute_reply": "2025-08-12T18:06:33.110640Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.108518Z" + } + }, + "outputs": [], + "source": [ + "# dia_objects" + ] + }, + { + "cell_type": "markdown", + "id": "26f5554b-28c6-4813-a14d-2067244c761e", + "metadata": {}, + "source": [ + "### 2.2. Run the isolation forest algorithm.\n", + "\n", + "The **Isolation Forest** algorithm detects anomalies by randomly partitioning the data using decision trees and identifying points that require fewer splits to isolate, as these are more likely to be outliers.\n", + "\n", + "Run the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) on the `DiaObject` sample and look for outliers based on the `r_psfFluxMean`, `r_psfFluxLinearSlope`, and `rpsfFluxSigma`values.\n", + "The algorithm outputs anomaly scores based on the input samples where negative scores represent outliers." + ] + }, + { + "cell_type": "markdown", + "id": "7874f054-0c5a-4977-8d49-3352a3458ce9", + "metadata": {}, + "source": [ + "Define the sample." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fecf3276-1281-46dd-a1e7-a4aa3e86983f", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.111747Z", + "iopub.status.busy": "2025-08-12T18:06:33.111606Z", + "iopub.status.idle": "2025-08-12T18:06:33.135814Z", + "shell.execute_reply": "2025-08-12T18:06:33.135242Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.111735Z" + } + }, + "outputs": [], + "source": [ + "sample = dia_objects[[\n", + " f'{band}_psfFluxMean',\n", + " f'{band}_psfFluxLinearSlope',\n", + " f'{band}_psfFluxSigma',\n", + "]].values" + ] + }, + { + "cell_type": "markdown", + "id": "73c390d9-5ec2-4693-9853-98d89274bbbf", + "metadata": {}, + "source": [ + "Make an instance of an `IsolationForest` object, with a deterministic state, and call the fit estimator. \n", + "Relevant parameters for configuring `IsolationForest` include `max_samples` (number of training points per tree), `contamination` (expected outlier fraction), and `random_state` (for reproducibility).\n", + "For a full list of parameters and their descriptions, see the [scikit-learn documentation](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d481d60f-a5ef-4499-a70e-2a18174178ac", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.136526Z", + "iopub.status.busy": "2025-08-12T18:06:33.136372Z", + "iopub.status.idle": "2025-08-12T18:06:33.350772Z", + "shell.execute_reply": "2025-08-12T18:06:33.350166Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.136512Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
IsolationForest(max_samples=1000, n_jobs=1,\n",
+       "                random_state=RandomState(MT19937) at 0x7E75CC80E440)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "IsolationForest(max_samples=1000, n_jobs=1,\n", + " random_state=RandomState(MT19937) at 0x7E75CC80E440)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rng = np.random.RandomState(42)\n", + "ifo = IsolationForest(max_samples=1000,\n", + " random_state=rng, n_jobs=1)\n", + "ifo.fit(sample)" + ] + }, + { + "cell_type": "markdown", + "id": "d16831f0-d9f9-4f7b-9562-515767a6813d", + "metadata": {}, + "source": [ + "Get the Isolation Forest scores from the input sample, and show them in a histogram. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "43597e1f-fdda-4250-b212-013f7ae44404", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.351541Z", + "iopub.status.busy": "2025-08-12T18:06:33.351379Z", + "iopub.status.idle": "2025-08-12T18:06:33.432834Z", + "shell.execute_reply": "2025-08-12T18:06:33.432298Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.351527Z" + } + }, + "outputs": [], + "source": [ + "scores = ifo.score_samples(sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7c8765f3-5d15-4ad0-8325-349b11cda2da", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.433578Z", + "iopub.status.busy": "2025-08-12T18:06:33.433412Z", + "iopub.status.idle": "2025-08-12T18:06:33.712980Z", + "shell.execute_reply": "2025-08-12T18:06:33.712373Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.433563Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.title(\"Histogram of Isolation Forest Scores\")\n", + "plt.hist(scores, bins=50, log=True)\n", + "plt.xlabel(\"Anomaly Score\")\n", + "plt.ylabel(\"Number of DiaObjects\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9db0544d-e547-496a-be9d-f72d815634a2", + "metadata": {}, + "source": [ + "> Figure 1: Histogram of Isolation Forest scores from the input sample. Scores with the most negative values indicate outliers." + ] + }, + { + "cell_type": "markdown", + "id": "2364895f-6f66-4dfb-87c4-10631b225486", + "metadata": {}, + "source": [ + "### 2.3. Visualize the Identified Anomalies\n", + "\n", + "Plot the distribution of DiaObjects with the properties used to identify outliers: `{band}_psfFluxMean`, `{band}_psfFluxLinearSlope`, and `{band}_psfFluxSigma`." + ] + }, + { + "cell_type": "markdown", + "id": "5241a8da-3e38-4ced-a8c1-4ddf08053767", + "metadata": {}, + "source": [ + "Get the top 20 outliers, based on their scores." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "217ca87e-8040-4424-ad7f-57f99d717f72", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.713677Z", + "iopub.status.busy": "2025-08-12T18:06:33.713518Z", + "iopub.status.idle": "2025-08-12T18:06:33.796927Z", + "shell.execute_reply": "2025-08-12T18:06:33.796347Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.713663Z" + } + }, + "outputs": [], + "source": [ + "idx = np.argsort(ifo.score_samples(sample))[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "60192e78-9553-4db5-8f97-74faf7e8ae98", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.799443Z", + "iopub.status.busy": "2025-08-12T18:06:33.799263Z", + "iopub.status.idle": "2025-08-12T18:06:33.802263Z", + "shell.execute_reply": "2025-08-12T18:06:33.801721Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.799428Z" + } + }, + "outputs": [], + "source": [ + "outlier_diaobject_ids = dia_objects.index[idx]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1c7117fc-5413-4715-bd2c-1238749028f3", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:33.802922Z", + "iopub.status.busy": "2025-08-12T18:06:33.802768Z", + "iopub.status.idle": "2025-08-12T18:06:34.165534Z", + "shell.execute_reply": "2025-08-12T18:06:34.164843Z", + "shell.execute_reply.started": "2025-08-12T18:06:33.802908Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(12, 5), sharey=False, sharex=False)\n", + "\n", + "params = [\n", + " (f'{band}_psfFluxMean', f'{band}_psfFluxLinearSlope'),\n", + " (f'{band}_psfFluxMean', f'{band}_psfFluxSigma'),\n", + "]\n", + "\n", + "for j, (px, py) in enumerate(params):\n", + " ax[j].plot(dia_objects[px], dia_objects[py], 'o', ms=1, color='grey', alpha=0.1)\n", + " ax[j].set_xlabel(px)\n", + " ax[j].set_ylabel(py)\n", + " for i in outlier_diaobject_ids:\n", + " ax[j].plot(dia_objects[px][i], dia_objects[py][i], '*', ms=12, color='red', mec='black')\n", + "\n", + "ax[0].set_ylim([-11000, 10000])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d6030886-afd1-4f50-b05f-7387d21b2350", + "metadata": {}, + "source": [ + "> Figure 2: Distribution of `DiaObject`s showing (Left) ``r_psfFluxLinearSlope`` vs ``r_psfFluxMean`` and (Right) ``r_psfFluxSigma`` vs ``r_psfFluxMean``. The anomalies identified from the `IsolationForest` algorithm (red star) indeed appear to be outliers in the distribution of other `DiaObject`s (grey points)." + ] + }, + { + "cell_type": "markdown", + "id": "1c60f7f6-d651-4d93-bf2d-5c01f5d70ed6", + "metadata": {}, + "source": [ + "Query and plot the light curves of the top 20 `DiaObject` outliers, in all bands with available data." + ] + }, + { + "cell_type": "markdown", + "id": "f1ccecbb-a32b-4b0e-8e34-93f23509df6f", + "metadata": {}, + "source": [ + "First, retrieve the **forced photometry light curves** for a selected set of outlier `diaObjectId`s from the `ForcedSourceOnDiaObject` table in the DP1 dataset. \n", + " \n", + "The query includes:\n", + "\n", + "- The photometric **band**s.\n", + "- The **PSF-fit difference flux** and its **error**\n", + "- The **exposure midpoint time** (`expMidptMJD`)\n", + "\n", + "Perform a joint query with the `Visit` table to obtain the observation time for each measurement." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "cc2b8dba-50a9-4619-a1c9-0d736468a07a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:34.166306Z", + "iopub.status.busy": "2025-08-12T18:06:34.166120Z", + "iopub.status.idle": "2025-08-12T18:06:34.169315Z", + "shell.execute_reply": "2025-08-12T18:06:34.168788Z", + "shell.execute_reply.started": "2025-08-12T18:06:34.166291Z" + } + }, + "outputs": [], + "source": [ + "query_lightcurves = f\"\"\"\n", + "SELECT\n", + " fsodo.diaObjectId,\n", + " fsodo.band,\n", + " fsodo.psfDiffFlux,\n", + " fsodo.psfDiffFluxErr,\n", + " vis.expMidptMJD\n", + "FROM\n", + " dp1.ForcedSourceOnDiaObject AS fsodo\n", + "JOIN\n", + " dp1.Visit AS vis ON vis.visit = fsodo.visit\n", + "WHERE\n", + " fsodo.diaObjectId IN ({', '.join(map(str, outlier_diaobject_ids))})\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "59cedf57-1552-4247-aafb-85281e32ee0c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:34.170467Z", + "iopub.status.busy": "2025-08-12T18:06:34.169954Z", + "iopub.status.idle": "2025-08-12T18:06:35.532959Z", + "shell.execute_reply": "2025-08-12T18:06:35.532377Z", + "shell.execute_reply.started": "2025-08-12T18:06:34.170452Z" + } + }, + "outputs": [], + "source": [ + "job_lightcurves = service.submit_job(query_lightcurves)\n", + "job_lightcurves.run()\n", + "job_lightcurves.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", + "if job_lightcurves.phase == \"ERROR\":\n", + " job_lightcurves.raise_if_error()\n", + "\n", + "assert job_lightcurves.phase == \"COMPLETED\"\n", + "forced_source_outliers = job_lightcurves.fetch_result().to_table().to_pandas()" + ] + }, + { + "cell_type": "markdown", + "id": "4cb5b041-a3d4-48fd-83ff-6ad960d362a8", + "metadata": {}, + "source": [ + "Plot the light curves." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "98f770c9-420b-457f-9ec3-be8e16f6e639", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T18:06:35.533777Z", + "iopub.status.busy": "2025-08-12T18:06:35.533601Z", + "iopub.status.idle": "2025-08-12T18:06:37.798626Z", + "shell.execute_reply": "2025-08-12T18:06:37.798053Z", + "shell.execute_reply.started": "2025-08-12T18:06:35.533756Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(5, 4, figsize=(15, 15), sharex=True)\n", + "axes = axes.flatten()\n", + "\n", + "for i, diaobject_id in enumerate(outlier_diaobject_ids):\n", + " ax = axes[i]\n", + " object_data = forced_source_outliers[\n", + " forced_source_outliers[\"diaObjectId\"] == diaobject_id\n", + " ]\n", + " for this_band in filter_names:\n", + " band_data = object_data[object_data[\"band\"] == this_band]\n", + " if len(band_data) > 0:\n", + " ax.errorbar(\n", + " band_data[\"expMidptMJD\"],\n", + " band_data[\"psfDiffFlux\"],\n", + " yerr=band_data[\"psfDiffFluxErr\"],\n", + " fmt=filter_symbols[this_band],\n", + " color=filter_colors[this_band],\n", + " label=this_band,\n", + " alpha=0.7,\n", + " )\n", + " ax.set_title(f\"DiaObject ID: {diaobject_id}\")\n", + " if i >= 16:\n", + " ax.set_xlabel(\"Modified Julian Date\")\n", + " if i % 4 == 0:\n", + " ax.set_ylabel(\"Difference Flux (nJy)\")\n", + "\n", + " if i not in [12]:\n", + " ax.legend(title=\"Filter\", loc='lower left')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "52c8e494-c4ce-4178-ba40-5cc9dbd7b912", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-12T16:46:58.216781Z", + "iopub.status.busy": "2025-08-12T16:46:58.216350Z", + "iopub.status.idle": "2025-08-12T16:46:58.223410Z", + "shell.execute_reply": "2025-08-12T16:46:58.222420Z", + "shell.execute_reply.started": "2025-08-12T16:46:58.216752Z" + } + }, + "source": [ + "> Figure 3: Multi-band light curves of the top 20 `DiaObject` outliers." + ] + }, + { + "cell_type": "markdown", + "id": "cf04da00-c5a0-4ba6-a779-1da06f227bdc", + "metadata": {}, + "source": [ + "## 4. Exercisesfor the learner.\n", + "\n", + "- Use a different algorithm for classification, e.g., `DistClassiPy` (see the package [documentation](https://sidchaini.github.io/DistClassiPy/)), a Python package for distance-based classification that supports multiple distance metrics, to explore alternative anomaly detection strategies on the same dataset. See the notebook examples in https://github.com/sidchaini/RubinCW25-Anomalies.\n", + "\n", + "- Use a feature extractor on every light curve and then perform anomaly detection as discussed in this tutorial. Example sof feature-extraction algorithms include [ALeRCE](https://github.com/alercebroker/pipeline)([Sánchez-Sáez+21](https://ui.adsabs.harvard.edu/abs/2021AJ....161..141S/abstract)) or [```light-curve```]((https://github.com/light-curve/light-curve-python))[(Malanchev+21)](https://ui.adsabs.harvard.edu/abs/2021MNRAS.502.5147M/abstract)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "LSST", + "language": "python", + "name": "lsst" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb deleted file mode 100644 index 0e191b3d..00000000 --- a/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_anomaly_detection.ipynb +++ /dev/null @@ -1,3615 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7630e27a-437b-490b-9eb9-e00cf7424aab", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T14:44:35.469068Z", - "iopub.status.busy": "2025-08-06T14:44:35.468323Z", - "iopub.status.idle": "2025-08-06T14:44:35.473160Z", - "shell.execute_reply": "2025-08-06T14:44:35.472434Z", - "shell.execute_reply.started": "2025-08-06T14:44:35.469039Z" - } - }, - "source": [ - "# 306_4 Anomaly Detection\n", - "\n", - "
\n", - "\n", - "
\n", - "For the Rubin Science Platform at data.lsst.cloud.
\n", - "Data Release: Data Preview 1
\n", - "Container Size: large
\n", - "LSST Science Pipelines version: r29.1.1
\n", - "Last verified to run: 2025-8-6
\n", - "Repository: github.com/lsst/tutorial-notebooks
" - ] - }, - { - "cell_type": "markdown", - "id": "6d77031f-c422-4003-b85d-bd0ac425d35b", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T14:46:29.554897Z", - "iopub.status.busy": "2025-08-06T14:46:29.554100Z", - "iopub.status.idle": "2025-08-06T14:46:29.560096Z", - "shell.execute_reply": "2025-08-06T14:46:29.559339Z", - "shell.execute_reply.started": "2025-08-06T14:46:29.554859Z" - } - }, - "source": [ - "**Learning objective:** Illustrate the use of Machine Learning techniques for anomaly detection with DP1 data.\n", - "\n", - "**LSST data products:** \n", - "\n", - "**Packages:** `lsst`, `scikit-learn, pandas, matplotlib, numpy, astropy,\n", - "\n", - "**Credit:** Originally developed by the Rubin Community Science team.\n", - "Please consider acknowledging them if this notebook is used for the preparation of journal articles, software releases, or other notebooks.\n", - "\n", - "\n", - "Based on notebook prepared for Rubin Community Workshop 2025 by by Siddharth Chaini, Andres A. Plazas Malagón, Ryan Lau, Tatiana Acero Cuellar and input from Fed. Bianco. \n", - "\n", - "Gaia section: Tatiata, Sid\n", - "\n", - "\n", - "**Get Support:**\n", - "Everyone is encouraged to ask questions or raise issues in the \n", - "Support Category \n", - "of the Rubin Community Forum.\n", - "Rubin staff will respond to all questions posted there." - ] - }, - { - "cell_type": "markdown", - "id": "08ab15fb-62b1-4a0b-97d5-f70285dc2674", - "metadata": {}, - "source": [ - "## 1. Introduction\n", - "\n", - "1. apply the IsolationForest routine from [`scikit-learn`](https://scikit-learn.org/stable/)\n", - "2. Run custom code by Sid based on different metrics in latent space. " - ] - }, - { - "cell_type": "markdown", - "id": "5db5044d-f1f2-496f-a214-ac654245901e", - "metadata": {}, - "source": [ - "### 1.1. Import packages\n", - "\n", - "Import general python packages, the IsolationForest algorithm from `scikit-learn`, and the Rubin TAP service utilities.\n", - "\n", - "The [`matplotlib`](https://matplotlib.org/), [`numpy`](http://www.numpy.org/), and [`scikit-learn`](https://scikit-learn.org/stable/) libraries are widely used Python libraries for plotting, scientific computing, and conducting Machine-Learning data analysis. We will use these packages below, including the `lsst.rsp` package to access the TAP service and query the DP0 catalogs.\n", - "\n", - "We also use the `lsst.rsp` package to access the TAP service and query the DP1 catalogs." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "b563d3b9-1103-42e6-a291-5b487d8a9af6", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T14:53:33.745319Z", - "iopub.status.busy": "2025-08-06T14:53:33.744234Z", - "iopub.status.idle": "2025-08-06T14:53:36.116122Z", - "shell.execute_reply": "2025-08-06T14:53:36.115038Z", - "shell.execute_reply.started": "2025-08-06T14:53:33.745277Z" - } - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "from lsst.rsp import get_tap_service\n", - "from lsst.utils.plotting import (\n", - " get_multiband_plot_colors,\n", - " get_multiband_plot_symbols,\n", - ")\n", - "from sklearn.ensemble import IsolationForest" - ] - }, - { - "cell_type": "markdown", - "id": "28668876-e906-4088-9540-85cab096e626", - "metadata": {}, - "source": [ - "### 1.2. Define parameters and functions." - ] - }, - { - "cell_type": "markdown", - "id": "58ba8aff-8d3b-4f64-9822-889565eb624f", - "metadata": {}, - "source": [ - "Create an instance of the TAP service, and assert that it exists." - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "d187cff7-78a9-49f9-8a79-2e6ebb69607e", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:20:47.607321Z", - "iopub.status.busy": "2025-08-06T18:20:47.606370Z", - "iopub.status.idle": "2025-08-06T18:20:47.702456Z", - "shell.execute_reply": "2025-08-06T18:20:47.701704Z", - "shell.execute_reply.started": "2025-08-06T18:20:47.607292Z" - } - }, - "outputs": [], - "source": [ - "service = get_tap_service(\"tap\")\n", - "assert service is not None" - ] - }, - { - "cell_type": "markdown", - "id": "792672b9-5f50-466c-acb0-2454dab427a7", - "metadata": {}, - "source": [ - "Define parameters to use colorblind-friendly colors with `matplotlib`." - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "id": "703cbac4-b15e-4b9a-90e3-30ad06fd8032", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:21:36.447061Z", - "iopub.status.busy": "2025-08-06T18:21:36.446475Z", - "iopub.status.idle": "2025-08-06T18:21:36.450821Z", - "shell.execute_reply": "2025-08-06T18:21:36.450197Z", - "shell.execute_reply.started": "2025-08-06T18:21:36.447033Z" - } - }, - "outputs": [], - "source": [ - "plt.style.use('seaborn-v0_8-colorblind')\n", - "prop_cycle = plt.rcParams['axes.prop_cycle']\n", - "colors = prop_cycle.by_key()['color']" - ] - }, - { - "cell_type": "markdown", - "id": "91a3847f-597a-46bc-ac06-ddd768005952", - "metadata": {}, - "source": [ - "Define colors, symbols, and linestyles to represent the six LSST filters, $ugrizy$." - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "id": "38bf25ba-4133-4551-adc7-e2660f8e0854", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:21:43.749418Z", - "iopub.status.busy": "2025-08-06T18:21:43.748847Z", - "iopub.status.idle": "2025-08-06T18:21:43.752654Z", - "shell.execute_reply": "2025-08-06T18:21:43.752061Z", - "shell.execute_reply.started": "2025-08-06T18:21:43.749394Z" - } - }, - "outputs": [], - "source": [ - "filter_names = [\"u\", \"g\", \"r\", \"i\", \"z\", \"y\"]\n", - "filter_colors = get_multiband_plot_colors()\n", - "filter_symbols = get_multiband_plot_symbols()" - ] - }, - { - "cell_type": "markdown", - "id": "8a10026d-bd1f-499c-917c-a5b661923bf9", - "metadata": {}, - "source": [ - "## 2. Search for Anomalous DiaObjects using IsolationForest\n", - "\n", - "Apply the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) from `scikit-learn` on the DP1 `DiaObject` catalog to identify anomalous sources. \n", - "\n", - "Look for DiaObjects that are anomalously variable, and then inspect their light curves. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b67e2b49-ac40-4c08-97f9-e784238a536d", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "525821bf-4484-48c5-a3e8-f75d5175d3ac", - "metadata": {}, - "source": [ - "To reduce spurious DiaObjects, we set a minimum number of DiaSource detections." - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "id": "cbe8cbc7-01f0-4533-b637-93a50bded7fe", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:31:28.256043Z", - "iopub.status.busy": "2025-08-06T18:31:28.255038Z", - "iopub.status.idle": "2025-08-06T18:31:28.259345Z", - "shell.execute_reply": "2025-08-06T18:31:28.258710Z", - "shell.execute_reply.started": "2025-08-06T18:31:28.256015Z" - } - }, - "outputs": [], - "source": [ - "ndiasources_min = 10" - ] - }, - { - "cell_type": "markdown", - "id": "3fd81b8a-e6be-425d-815f-fc58708fbd40", - "metadata": {}, - "source": [ - "Focus the search for anomalous behavior from DiaObjects in the r-band." - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "id": "16c2dedf-bb5c-491e-8bc5-b313026bdd41", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:31:29.296419Z", - "iopub.status.busy": "2025-08-06T18:31:29.295775Z", - "iopub.status.idle": "2025-08-06T18:31:29.299542Z", - "shell.execute_reply": "2025-08-06T18:31:29.298943Z", - "shell.execute_reply.started": "2025-08-06T18:31:29.296395Z" - } - }, - "outputs": [], - "source": [ - "band = 'r'" - ] - }, - { - "cell_type": "markdown", - "id": "06b96091-5efd-417f-91e2-d001e63adb9f", - "metadata": {}, - "source": [ - "set an additional threshold for number of detections in the r-band filter." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d9bc52e6-17b4-4ff7-aeec-32a367eb101a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "23ded5f7-89cf-4b8f-b724-00c2b393ef01", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:37:46.281245Z", - "iopub.status.busy": "2025-08-06T18:37:46.280942Z", - "iopub.status.idle": "2025-08-06T18:37:46.284323Z", - "shell.execute_reply": "2025-08-06T18:37:46.283786Z", - "shell.execute_reply.started": "2025-08-06T18:37:46.281226Z" - } - }, - "outputs": [], - "source": [ - "ndata_thresh = 8" - ] - }, - { - "cell_type": "markdown", - "id": "7b07a4b3-f05c-459d-849e-4d40c1ed4c10", - "metadata": {}, - "source": [ - "Retrieve DiaObjects and the following statistics of their r-band light curve:\n", - "\n", - "**rPSFluxNdata:** The number of data points used to compute rPSFluxChi2.
\n", - "**rPSFluxSigma:** The standard deviation of the fluxes.
\n", - "**rPSFluxLinearSlope:** Slope of a linear model fit to diaSource PSF flux vs time.
\n", - "**rPSFluxMean:** The average flux.
\n", - "\n", - "Note that the statistics are all based on the _difference-image point source (PS) flux values_.\n", - "\n", - "An r-band total mean flux (`rTOTFluxMean`) threshold of $<1\\times10^5$ nJy is set to filter out saturated sources. Limits are also placed on the maximum r-band difference-image flux (`rPSFluxMax` $<1\\times10^5$ nJy) and the minimum r-band difference-image flux (`rPSFluxMin` $>-1\\times10^5$ nJy) to avoid artifacts from saturated sources." - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "id": "419d82f4-0422-4545-80fc-2d3c682f4896", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:37:47.147061Z", - "iopub.status.busy": "2025-08-06T18:37:47.146359Z", - "iopub.status.idle": "2025-08-06T18:37:47.150131Z", - "shell.execute_reply": "2025-08-06T18:37:47.149602Z", - "shell.execute_reply.started": "2025-08-06T18:37:47.147038Z" - } - }, - "outputs": [], - "source": [ - "diaobjid_features = [\n", - " f\"{band}_psfFluxChi2\",\n", - " f\"{band}_psfFluxLinearIntercept\",\n", - " f\"{band}_psfFluxSkew\",\n", - " f\"{band}_psfFluxStetsonJ\",\n", - " f\"{band}_psfFluxMean\",\n", - " f\"{band}_psfFluxLinearSlope\",\n", - " f\"{band}_psfFluxSigma\",\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e2360b09-f08a-4a90-918d-05a090872b5c", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "ab4c467f-3874-45b0-a0f9-c15fa4db3ce2", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:39:10.381481Z", - "iopub.status.busy": "2025-08-06T18:39:10.380519Z", - "iopub.status.idle": "2025-08-06T18:39:10.385036Z", - "shell.execute_reply": "2025-08-06T18:39:10.384221Z", - "shell.execute_reply.started": "2025-08-06T18:39:10.381447Z" - } - }, - "outputs": [], - "source": [ - "query = f\"\"\"\n", - "SELECT\n", - " diaObjectId, ra, dec,\n", - " {', '.join(diaobjid_features)}\n", - "FROM\n", - " dp1.DiaObject\n", - "WHERE\n", - " nDiaSources > {ndiasources_min}\n", - " AND r_psfFluxNdata > {ndata_thresh}\n", - " AND r_scienceFluxMean < 1e5\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3e69236f-67f6-4fb4-806f-35464b93489d", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "c5cb78eb-d2de-4c65-a041-c3c6cd8af5a0", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:39:11.401352Z", - "iopub.status.busy": "2025-08-06T18:39:11.400438Z", - "iopub.status.idle": "2025-08-06T18:39:18.747219Z", - "shell.execute_reply": "2025-08-06T18:39:18.746438Z", - "shell.execute_reply.started": "2025-08-06T18:39:11.401323Z" - } - }, - "outputs": [], - "source": [ - "job = service.submit_job(query)\n", - "job.run()\n", - "job.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", - "if job.phase == \"ERROR\":\n", - " job.raise_if_error()" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "3cd0fd81-0c6a-4ea5-be6b-eb2685ae3d6c", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:39:20.493996Z", - "iopub.status.busy": "2025-08-06T18:39:20.493075Z", - "iopub.status.idle": "2025-08-06T18:39:20.916202Z", - "shell.execute_reply": "2025-08-06T18:39:20.915574Z", - "shell.execute_reply.started": "2025-08-06T18:39:20.493964Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Retrieved 8569 DiaObjects.\n" - ] - } - ], - "source": [ - "assert job.phase == \"COMPLETED\"\n", - "dia_objects = job.fetch_result().to_table().to_pandas().set_index(\"diaObjectId\")\n", - "\n", - "print(f\"Retrieved {len(dia_objects)} DiaObjects.\")" - ] - }, - { - "cell_type": "markdown", - "id": "26f5554b-28c6-4813-a14d-2067244c761e", - "metadata": {}, - "source": [ - "### 2.2. Run IsolationForest Algorithm\n", - "\n", - "We run the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) on the DiaObject sample and look for outliers based on the `rPSFluxMean`, `rPSFluxLinearSlope`, and `rPSFluxSigma`values. The algorithm outputs anomaly scores based on the input sample where negative scores represent outliers.\n", - "\n", - "The indices of the top 20 outliers are saved in the array `idx`.\n", - "\n", - "From [sklearn's documentation](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html),\n", - "> The IsolationForest ‘isolates’ observations by randomly selecting a feature and then randomly selecting a split value between the maximum and minimum values of the selected feature.\n", - "
\n", - "\"Animation\n", - "
\n", - "Fig: A simplified model of how an isolation forest makes cuts on the features randomly - anomalous points require less cuts to isolate.\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "36eae8be-0c86-4f2a-ac17-c36aee596971", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:41:53.313683Z", - "iopub.status.busy": "2025-08-06T18:41:53.313089Z", - "iopub.status.idle": "2025-08-06T18:41:53.317513Z", - "shell.execute_reply": "2025-08-06T18:41:53.316914Z", - "shell.execute_reply.started": "2025-08-06T18:41:53.313654Z" - } - }, - "outputs": [], - "source": [ - "sample = dia_objects.to_numpy()" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "baecda2c-782b-4356-adff-bb39316883ab", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:41:54.118926Z", - "iopub.status.busy": "2025-08-06T18:41:54.118225Z", - "iopub.status.idle": "2025-08-06T18:41:54.340229Z", - "shell.execute_reply": "2025-08-06T18:41:54.339512Z", - "shell.execute_reply.started": "2025-08-06T18:41:54.118894Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
IsolationForest(max_samples=500,\n",
-       "                random_state=RandomState(MT19937) at 0x77FEB02F9B40)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" - ], - "text/plain": [ - "IsolationForest(max_samples=500,\n", - " random_state=RandomState(MT19937) at 0x77FEB02F9B40)" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rng = np.random.RandomState(42)\n", - "ifo = IsolationForest(max_samples=500, random_state=rng)\n", - "ifo.fit(sample)" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "id": "43597e1f-fdda-4250-b212-013f7ae44404", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:42:02.653539Z", - "iopub.status.busy": "2025-08-06T18:42:02.652980Z", - "iopub.status.idle": "2025-08-06T18:42:02.701076Z", - "shell.execute_reply": "2025-08-06T18:42:02.700426Z", - "shell.execute_reply.started": "2025-08-06T18:42:02.653514Z" - } - }, - "outputs": [], - "source": [ - "scores = ifo.score_samples(sample)\n", - "outlier_indices = np.argsort(scores)[:20]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5e263bb4-1595-4dff-81cc-4dea81a51fbf", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a2f432a5-cfbe-44f4-9233-6aa856d6277c", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "7c8765f3-5d15-4ad0-8325-349b11cda2da", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:42:07.039740Z", - "iopub.status.busy": "2025-08-06T18:42:07.039164Z", - "iopub.status.idle": "2025-08-06T18:42:07.368663Z", - "shell.execute_reply": "2025-08-06T18:42:07.368099Z", - "shell.execute_reply.started": "2025-08-06T18:42:07.039714Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 6))\n", - "plt.title(\"Histogram of Isolation Forest Scores\")\n", - "plt.hist(scores, bins=50, log=True)\n", - "plt.xlabel(\"Anomaly Score\")\n", - "plt.ylabel(\"Number of DiaObjects\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "e080432d-5811-4f4b-9e65-4b6006aa7a53", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:18:28.889139Z", - "iopub.status.busy": "2025-08-06T15:18:28.888373Z", - "iopub.status.idle": "2025-08-06T15:18:28.893403Z", - "shell.execute_reply": "2025-08-06T15:18:28.892584Z", - "shell.execute_reply.started": "2025-08-06T15:18:28.889103Z" - } - }, - "outputs": [], - "source": [ - "outlier_diaobject_ids = dia_objects.index[outlier_indices]" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "68af63d7-30dc-4a8a-831e-585b84780b16", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T18:42:56.489981Z", - "iopub.status.busy": "2025-08-06T18:42:56.489207Z", - "iopub.status.idle": "2025-08-06T18:42:56.494239Z", - "shell.execute_reply": "2025-08-06T18:42:56.493645Z", - "shell.execute_reply.started": "2025-08-06T18:42:56.489954Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index([628761153182368124, 604063373243449915, 579576699537065212,\n", - " 604062754768159284, 579576699537066732, 579576699537065765,\n", - " 579577249292878807, 579578005207126000, 611255210081255577,\n", - " 579577386731832906, 579577249292878245, 579578005207122694,\n", - " 579576630817588401, 579578005207122878, 648366338858811406,\n", - " 579577936487647676, 579578005207121996, 579578073926599605,\n", - " 579576630817587953, 611254522886488089],\n", - " dtype='int64', name='diaObjectId')" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "outlier_diaobject_ids" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "cc2b8dba-50a9-4619-a1c9-0d736468a07a", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:18:36.025245Z", - "iopub.status.busy": "2025-08-06T15:18:36.024302Z", - "iopub.status.idle": "2025-08-06T15:18:36.028599Z", - "shell.execute_reply": "2025-08-06T15:18:36.027969Z", - "shell.execute_reply.started": "2025-08-06T15:18:36.025216Z" - } - }, - "outputs": [], - "source": [ - "query_lightcurves = f\"\"\"\n", - "SELECT\n", - " fsodo.diaObjectId,\n", - " fsodo.band,\n", - " fsodo.psfDiffFlux,\n", - " fsodo.psfDiffFluxErr,\n", - " vis.expMidptMJD\n", - "FROM\n", - " dp1.ForcedSourceOnDiaObject AS fsodo\n", - "JOIN\n", - " dp1.Visit AS vis ON vis.visit = fsodo.visit\n", - "WHERE\n", - " fsodo.diaObjectId IN ({','.join(map(str, outlier_diaobject_ids))})\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2f531d90-985b-4b49-9247-b952f15ba62b", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b0073347-bdf1-456e-b649-ac62e44b7448", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a6d1b85e-3013-428f-aa2e-c9b2802ae546", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "59cedf57-1552-4247-aafb-85281e32ee0c", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:24:32.767213Z", - "iopub.status.busy": "2025-08-06T15:24:32.766179Z", - "iopub.status.idle": "2025-08-06T15:24:36.266217Z", - "shell.execute_reply": "2025-08-06T15:24:36.265465Z", - "shell.execute_reply.started": "2025-08-06T15:24:32.767180Z" - } - }, - "outputs": [], - "source": [ - "\n", - "job_lightcurves = service.submit_job(query_lightcurves)\n", - "job_lightcurves.run()\n", - "job_lightcurves.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", - "if job_lightcurves.phase == \"ERROR\":\n", - " job_lightcurves.raise_if_error()\n", - "\n", - "assert job_lightcurves.phase == \"COMPLETED\"\n", - "forced_source_outliers = job_lightcurves.fetch_result().to_table().to_pandas()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "5d6bd087-1e43-4ff7-9ea6-7565b80c3c40", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:24:37.472867Z", - "iopub.status.busy": "2025-08-06T15:24:37.471938Z", - "iopub.status.idle": "2025-08-06T15:24:40.368428Z", - "shell.execute_reply": "2025-08-06T15:24:40.367736Z", - "shell.execute_reply.started": "2025-08-06T15:24:37.472833Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(5, 4, figsize=(15, 15), sharex=True)\n", - "axes = axes.flatten()\n", - "\n", - "for i, diaobject_id in enumerate(outlier_diaobject_ids):\n", - " ax = axes[i]\n", - " object_data = forced_source_outliers[\n", - " forced_source_outliers[\"diaObjectId\"] == diaobject_id\n", - " ]\n", - " for band in filter_names:\n", - " band_data = object_data[object_data[\"band\"] == band]\n", - " if len(band_data) > 0:\n", - " ax.errorbar(\n", - " band_data[\"expMidptMJD\"],\n", - " band_data[\"psfDiffFlux\"],\n", - " yerr=band_data[\"psfDiffFluxErr\"],\n", - " fmt=filter_symbols[band],\n", - " color=filter_colors[band],\n", - " label=band,\n", - " alpha=0.7,\n", - " )\n", - " ax.set_title(f\"DiaObject ID: {diaobject_id}\")\n", - " if i >= 16:\n", - " ax.set_xlabel(\"Modified Julian Date\")\n", - " if i % 4 == 0:\n", - " ax.set_ylabel(\"Difference Flux (nJy)\")\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "92e5186c-da61-444a-9a03-f430e41428ff", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:24:47.095389Z", - "iopub.status.busy": "2025-08-06T15:24:47.095076Z", - "iopub.status.idle": "2025-08-06T15:24:47.118967Z", - "shell.execute_reply": "2025-08-06T15:24:47.118282Z", - "shell.execute_reply.started": "2025-08-06T15:24:47.095366Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top Outlier\n", - " DiaObject ID: ra\n", - " RA: 37.99417473077787\n", - " Dec: 7.2739802663929956\n", - " r-band PSF Flux Mean: -44337.1875\n", - " r-band PSF Flux Sigma: 282457.5359111508\n", - " r-band PSF Flux Linear Slope: 25423.938938181407\n" - ] - } - ], - "source": [ - "top_outlier_id = outlier_diaobject_ids[0]\n", - "top_outlier_data = dia_objects.loc[top_outlier_id]\n", - "print(\"Top Outlier\")\n", - "print(f\" DiaObject ID: {top_outlier_data.index[0]}\")\n", - "print(f\" RA: {top_outlier_data['ra']}\")\n", - "print(f\" Dec: {top_outlier_data['dec']}\")\n", - "print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", - "print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", - "print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")" - ] - }, - { - "cell_type": "markdown", - "id": "900f2fcf-8917-4d4a-b4c5-98e080f6201f", - "metadata": {}, - "source": [ - "Add comments about analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "7b409863-d1f7-4dd7-aff6-b9f7f717be94", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:25:11.511500Z", - "iopub.status.busy": "2025-08-06T15:25:11.511187Z", - "iopub.status.idle": "2025-08-06T15:25:11.514673Z", - "shell.execute_reply": "2025-08-06T15:25:11.514161Z", - "shell.execute_reply.started": "2025-08-06T15:25:11.511479Z" - } - }, - "outputs": [], - "source": [ - "# for top_outlier_id in outlier_diaobject_ids:\n", - "# top_outlier_data = dia_objects.loc[top_outlier_id]\n", - "# print(f\" DiaObject ID: {top_outlier_id}\")\n", - "# print(f\" RA, DEC: {top_outlier_data['ra']} {top_outlier_data['dec']}\")\n", - "# print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", - "# print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", - "# print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")\n", - "# print(\"*\"*20)" - ] - }, - { - "cell_type": "markdown", - "id": "0e45426d-fd16-49dc-bbd0-b10da6fc31cb", - "metadata": {}, - "source": [ - "## 3. Run DistClassiPy: Anomalies\n", - "\n", - "
\n", - "\"Animation\n", - "
\n", - "Fig: A simplified model of how multiple distance metrics can be used to flag points which are far away from known classes.\n", - "
\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "267bb64f-0135-47db-ab45-aa9d31c1e4b5", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:27:26.769922Z", - "iopub.status.busy": "2025-08-06T15:27:26.769420Z", - "iopub.status.idle": "2025-08-06T15:27:35.462052Z", - "shell.execute_reply": "2025-08-06T15:27:35.461108Z", - "shell.execute_reply.started": "2025-08-06T15:27:26.769886Z" - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Collecting git+http://github.com/sidchaini/distclassipy\n", - " Cloning http://github.com/sidchaini/distclassipy to /tmp/pip-req-build-1cmb8a05\n", - " Running command git clone --filter=blob:none --quiet http://github.com/sidchaini/distclassipy /tmp/pip-req-build-1cmb8a05\n", - " warning: redirecting to https://github.com/sidchaini/distclassipy/\n", - " Resolved http://github.com/sidchaini/distclassipy to commit dbd4d98dc1a8aad8f02bfa622dc3c46766fa211a\n", - " Installing build dependencies ... \u001b[?25ldone\n", - "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n", - "\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n", - "\u001b[?25hRequirement already satisfied: joblib>=1.3.2 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (1.5.1)\n", - "Requirement already satisfied: numpy>=1.25.2 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (2.0.2)\n", - "Requirement already satisfied: pandas>=2.0.3 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (2.3.1)\n", - "Requirement already satisfied: scikit-learn>=1.6.0 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from distclassipy==0.2.2a3) (1.7.1)\n", - "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from pandas>=2.0.3->distclassipy==0.2.2a3) (2.9.0.post0)\n", - "Requirement already satisfied: pytz>=2020.1 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from pandas>=2.0.3->distclassipy==0.2.2a3) (2025.2)\n", - "Requirement already satisfied: tzdata>=2022.7 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from pandas>=2.0.3->distclassipy==0.2.2a3) (2025.2)\n", - "Requirement already satisfied: six>=1.5 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas>=2.0.3->distclassipy==0.2.2a3) (1.17.0)\n", - "Requirement already satisfied: scipy>=1.8.0 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from scikit-learn>=1.6.0->distclassipy==0.2.2a3) (1.13.1)\n", - "Requirement already satisfied: threadpoolctl>=3.1.0 in /opt/lsst/software/stack/conda/envs/lsst-scipipe-10.0.0/lib/python3.12/site-packages (from scikit-learn>=1.6.0->distclassipy==0.2.2a3) (3.6.0)\n", - "Building wheels for collected packages: distclassipy\n", - " Building wheel for distclassipy (pyproject.toml) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for distclassipy: filename=distclassipy-0.2.2a3-py3-none-any.whl size=46265 sha256=64bf14ddffd3d80272411201d61c8ecd61e61262f7bdb9b57ae1ca9fe0b59744\n", - " Stored in directory: /tmp/pip-ephem-wheel-cache-n_gei31t/wheels/07/e2/ba/21dcc370b4b76344af8717cc5b1e3d0c7799c450f26e7085a2\n", - "Successfully built distclassipy\n", - "\u001b[33mWARNING: Error parsing dependencies of lsst-display-firefly: Invalid version: 'gf67bdafdda+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of astshim: Invalid version: 'g78460c75b0+2f9a1b4bcd'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-log: Invalid version: 'ge278dab8ac+50e2446c94'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sphgeom: Invalid version: 'gf5e32f922b+fcb1d3bbc8'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-geom: Invalid version: 'gd6cbbdb0b4+11317e7a17'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pex-config: Invalid version: 'g86c591e316+1a75853d69'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pex-exceptions: Invalid version: 'g786e29fd12+cf7ec2a62a'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-base: Invalid version: 'g53246c7159+fcb1d3bbc8'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cpputils: Invalid version: 'gabe3b4be73+1e0a283bba'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sconsutils: Invalid version: 'ga067d4dfce'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-utils: Invalid version: 'g8fa50ef3f3+fcb1d3bbc8'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-daf-base: Invalid version: 'g4e0f332c67+abab7ee1ee'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-afw: Invalid version: 'g88f4e072da+7005418d1d'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-dax-images-cutout: Invalid version: 'gbef2fa0fcc+48e5204a8d'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-analysis-ap: Invalid version: 'g7299995a7b+58f24552be'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-display-astrowidgets: Invalid version: 'ge410e46f29+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-drp-pipe: Invalid version: 'gfa42cc74b2+343056192f'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-atmospec: Invalid version: 'g3c80eed8fa+df5e3066e9'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cp-verify: Invalid version: 'gaea975da16+4da1145561'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-faro: Invalid version: 'gd4712f2518+2c603da911'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-display-matplotlib: Invalid version: 'g67b6fd64d1+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ap-verify: Invalid version: 'g331b20b0e8+dd6a182a8c'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-jointcal: Invalid version: 'gde0f65d7ad+b4f50ea554'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cbp: Invalid version: 'g7a6b8c32e4+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-fiberspectrograph: Invalid version: 'g49223bffc5+7f52fdb6e5'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-rubingenericcamera: Invalid version: 'gedca799cae+7f52fdb6e5'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-cfht: Invalid version: 'g8219804093+ac5339ab80'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-multiprofit: Invalid version: 'gb1c7dd4777+d5b686731f'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-multiprofit: Invalid version: 'gbe240aa677+81b3ea5d1a'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-rucio-register: Invalid version: 'g695499c308+97a7091c7b'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps-parsl: Invalid version: 'gc6d400860b+5e2edbe481'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps-panda: Invalid version: 'g3bba544870+5e2edbe481'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-lsst-bps-plugins: Invalid version: 'g7de033f5be+d5cdbfeba5'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-platform-s3df: Invalid version: 'ge69077b642+0a44bd24fe'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps: Invalid version: 'g27700a907c+1a337c0e5a'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-bps-htcondor: Invalid version: 'g994f7ef3af+5e2edbe481'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-execute: Invalid version: 'ga8b749554a+c94ff11f50'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-display-ds9: Invalid version: 'gb89ab40317+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-simpleshape: Invalid version: 'gcf25f946ba+8220ab3cb6'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-transinet: Invalid version: 'gd42b450c19+8220ab3cb6'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-source-injection: Invalid version: 'g373392b20a+4da1145561'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cell-coadds: Invalid version: 'g2f0d04db28+d5443fe7fe'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-drp-tasks: Invalid version: 'g105374b87b+adfe0bcd98'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-fgcmcal: Invalid version: 'g21d47ad084+bae5d1592d'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-lsst: Invalid version: 'gf7d08d6357+937c6d2832'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ctrl-mpexec: Invalid version: 'ge10c2aeecd+008d53b8ad'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-decam: Invalid version: 'g0fba68d861+94d977d4f8'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-subaru: Invalid version: 'ge43c9703ef+7f8118466d'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-cp-pipe: Invalid version: 'gd43047442e+ee1447e442'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-analysis-tools: Invalid version: 'g8cf3414d9b+0a4862afce'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ap-association: Invalid version: 'g5873b1ba15+74a0aa004d'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ap-pipe: Invalid version: 'gf4de327013+475e18886e'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-scarlet-lite: Invalid version: 'gd9a9a58781+fcb1d3bbc8'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-scarlet: Invalid version: 'g051bbdaec3+cdadf9aff7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-psfex: Invalid version: 'gce29eb0867+05ed69485a'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-piff: Invalid version: 'g36ff55ed5b+4036fd6440'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-gaap: Invalid version: 'g3170eb2703+57dcdf1846'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-photometrykron: Invalid version: 'g60b5630c4e+4036fd6440'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-convolved: Invalid version: 'g7da95dfc27+3c402b7f97'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ip-isr: Invalid version: 'g9f1445be69+4036fd6440'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-verify-metrics: Invalid version: 'g05f563eca1+fcb1d3bbc8'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sdm-tools: Invalid version: 'g313cd81ece+1a91586fa4'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-sdm-schemas: Invalid version: 'ge56a158fd1+4dc8b35b08'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-felis: Invalid version: 'g73e563b5c8+e14f1d7a60'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-dax-apdb: Invalid version: 'ga9e4eb89a6+a41a34c2ba'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-verify: Invalid version: 'g34ae5fe508+e7a73328e3'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-shapehsm: Invalid version: 'gfcd60083fb+4036fd6440'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-extensions-trailedsources: Invalid version: 'g8852436030+8220ab3cb6'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-astrom: Invalid version: 'ga9baa6287d+4036fd6440'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-ip-diffim: Invalid version: 'g8b8da53e10+8f7b08dc1c'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-coadd-utils: Invalid version: 'g89139ef638+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pipe-tasks: Invalid version: 'gb0b61e0e8e+d456af7c26'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-shapelet: Invalid version: 'g989de1cb63+31de10a2f7'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-modelfit: Invalid version: 'g9f33ca652e+fcef3ba435'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of astro-metadata-translator: Invalid version: 'g8cbe06beb2+1a75853d69'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-obs-base: Invalid version: 'gdab83eb0e6+25504249a2'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-pipe-base: Invalid version: 'g6f1feb8048+3bea57cb9d'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-daf-relation: Invalid version: 'gfe93c110ed+50e2446c94'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-resources: Invalid version: 'gdd63cb302e+50e2446c94'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-daf-butler: Invalid version: 'g6dd59efbe6+dc2c386a65'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-skymap: Invalid version: 'g1fd858c14a+0a42b1a450'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-base: Invalid version: 'ge80e9994a3+32bb9bc1c9'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-algorithms: Invalid version: 'g72a202582f+7a25662ef1'\u001b[0m\u001b[33m\n", - "\u001b[0m\u001b[33mWARNING: Error parsing dependencies of lsst-meas-deblender: Invalid version: 'gb1101e3267+f17a9d70ea'\u001b[0m\u001b[33m\n", - "\u001b[0mInstalling collected packages: distclassipy\n", - "Successfully installed distclassipy-0.2.2a3\n" - ] - } - ], - "source": [ - "!pip install git+http://github.com/sidchaini/distclassipy\n", - "# pip install distclassipy" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "79fda017-b2b7-4dd7-b5ba-b428b641e0ce", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:28:21.604451Z", - "iopub.status.busy": "2025-08-06T15:28:21.603557Z", - "iopub.status.idle": "2025-08-06T15:28:21.638958Z", - "shell.execute_reply": "2025-08-06T15:28:21.638321Z", - "shell.execute_reply.started": "2025-08-06T15:28:21.604413Z" - } - }, - "outputs": [], - "source": [ - "from distclassipy.anomaly import DistanceAnomaly" - ] - }, - { - "cell_type": "markdown", - "id": "b54af5bc-8bb8-4b0d-8fad-e62abfdd82a0", - "metadata": {}, - "source": [ - "Now, we also need some labels for DistClassiPy to find an anchor to \"known\" classes. We can do this by cross matching DP1 with Gaia data (see ```2. gaia dp1 xmatch.ipynb```).\n", - "\n", - "Here, let's load the cross match table generated in the other notebook." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0f972f80-3bb2-41f5-a089-9d6e72765def", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "87c99985-df46-424c-a43f-f325e517ea97", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:48:15.176565Z", - "iopub.status.busy": "2025-08-06T15:48:15.176116Z", - "iopub.status.idle": "2025-08-06T15:48:15.180332Z", - "shell.execute_reply": "2025-08-06T15:48:15.179820Z", - "shell.execute_reply.started": "2025-08-06T15:48:15.176542Z" - } - }, - "outputs": [], - "source": [ - "from lsst.daf.butler import Butler\n", - "\n", - "import astropy.units as u\n", - "from astropy.coordinates import SkyCoord\n", - "from astroquery.gaia import Gaia\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import astropy\n", - "import numpy as np\n", - "import os\n", - "import pandas as pd\n", - "import gc\n", - "\n", - "import pandas as pd\n", - "import getpass\n", - "import matplotlib\n", - "from astropy.time import Time\n", - "from tqdm.auto import tqdm\n", - "\n", - "import io\n", - "import re" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "037fa054-852b-46f1-a3a8-59a694bd5db5", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:42:24.391309Z", - "iopub.status.busy": "2025-08-06T15:42:24.390567Z", - "iopub.status.idle": "2025-08-06T15:42:24.871736Z", - "shell.execute_reply": "2025-08-06T15:42:24.870991Z", - "shell.execute_reply.started": "2025-08-06T15:42:24.391272Z" - } - }, - "outputs": [], - "source": [ - "butler = Butler(\"dp1\", collections=\"LSSTComCam/DP1\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "599367cd-ad6d-4f0b-9504-1e9e8bd7eca2", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "74982f29-0121-42fe-bde0-596594542fed", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:42:40.608774Z", - "iopub.status.busy": "2025-08-06T15:42:40.608411Z", - "iopub.status.idle": "2025-08-06T15:42:40.686271Z", - "shell.execute_reply": "2025-08-06T15:42:40.685594Z", - "shell.execute_reply.started": "2025-08-06T15:42:40.608749Z" - } - }, - "outputs": [], - "source": [ - "obj_refs = butler.query_datasets(\"dia_source\", limit=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "f72f3300-b769-4393-bd84-13dfbc624d17", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:48:36.335857Z", - "iopub.status.busy": "2025-08-06T15:48:36.335478Z", - "iopub.status.idle": "2025-08-06T15:49:30.633617Z", - "shell.execute_reply": "2025-08-06T15:49:30.632945Z", - "shell.execute_reply.started": "2025-08-06T15:48:36.335831Z" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f7066863dced4cf68bf7a4cd7aec8ba0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/25 [00:00astroquery INFO: Query finished." - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1594 of 611489 matched after applying spatial threshold\n", - "INFO: Query finished. 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" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8 of 2773 matched after applying spatial threshold\n", - "Total of matches 31531\n" - ] - } - ], - "source": [ - "matches = pd.DataFrame()\n", - "total_sources = 0\n", - "\n", - "for i in tqdm(range(len(obj_refs))):\n", - " try:\n", - " diasource = butler.get(obj_refs[i]).to_pandas()\n", - " max_exp_ra, min_exp_ra = diasource.ra.max(), diasource.ra.min()\n", - " max_exp_dec, min_exp_dec = diasource.dec.max(), diasource.dec.min()\n", - "\n", - " query = (\n", - " \"SELECT cls.source_id, best_class_name, s.ref_epoch, s.ra, s.dec FROM gaiadr3.vari_classifier_result AS cls \"\n", - " \"LEFT OUTER JOIN gaiadr3.gaia_source AS s ON s.source_id=cls.source_id \"\n", - " f\"WHERE ra BETWEEN {min_exp_ra} AND {max_exp_ra} \"\n", - " f\"AND dec BETWEEN {min_exp_dec} AND {max_exp_dec}\"\n", - " )\n", - " # Launch the query asynchronously\n", - " job = Gaia.launch_job_async(query=query)\n", - " results = job.get_results()\n", - "\n", - " results = results.to_pandas()\n", - "\n", - " catalog = SkyCoord(ra=results[\"ra\"], dec=results[\"dec\"], unit=u.deg)\n", - " detections_cat = SkyCoord(ra=diasource.ra, dec=diasource.dec, unit=u.deg)\n", - "\n", - " idx, sep2d, dist3d = detections_cat.match_to_catalog_sky(catalog)\n", - " space_match_threshold = 1 * u.arcsec\n", - " diasource_mask = sep2d < space_match_threshold\n", - " print(\n", - " f\"{np.sum(diasource_mask)} of {len(detections_cat)} matched after applying spatial threshold\"\n", - " )\n", - "\n", - " total_sources = total_sources + np.sum(diasource_mask)\n", - " if np.sum(diasource_mask) > 0:\n", - " # Get all matched\n", - " matched_diasource_idx = idx[\n", - " diasource_mask\n", - " ] # index in stars of matched dia_detections\n", - " dia_idx_diasource = diasource.index[diasource_mask]\n", - "\n", - " diasource.loc[dia_idx_diasource, \"id_match\"] = results.loc[\n", - " matched_diasource_idx, \"source_id\"\n", - " ].to_numpy()\n", - " diasource.loc[dia_idx_diasource, \"best_class_name\"] = results.loc[\n", - " matched_diasource_idx, \"best_class_name\"\n", - " ].to_numpy()\n", - "\n", - " matches = pd.concat([matches, diasource[~diasource[\"id_match\"].isna()]])\n", - "\n", - " except Exception as e:\n", - " print(e)\n", - "print(f\"Total of matches {total_sources}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "762180cd-8506-4347-b612-f28cd1166ac4", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "8e31cd4d-21bf-460a-a09c-867c9d7bcbd2", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:03.004842Z", - "iopub.status.busy": "2025-08-06T15:52:03.004188Z", - "iopub.status.idle": "2025-08-06T15:52:03.022153Z", - "shell.execute_reply": "2025-08-06T15:52:03.021463Z", - "shell.execute_reply.started": "2025-08-06T15:52:03.004808Z" - } - }, - "outputs": [], - "source": [ - "gaia_xmatch = matches.set_index(\"diaObjectId\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b8763cd0-0c11-4587-9512-91325e88895e", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ea649036-11a6-4932-a501-eb2b5950beec", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "39d8d03a-9b87-4ec4-974f-8ea3afbd3bff", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7dbb47d8-3985-472d-8d52-ba34cede1464", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8ccd3ee4-48f6-4b85-99f5-651d6c4f34f4", - "metadata": {}, - "outputs": [], - "source": [ - "# features = pd.read_parquet(\"../dp1anom/data/dp1_features_sc.parquet\")\n", - "#gaia_xmatch = pd.read_csv(\"gaia_matches.csv\").set_index(\"diaObjectId\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2441aa1f-68b0-4e88-902a-6adac18edb58", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "128529b2-4a63-454e-b194-97a7bcb936a5", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "9faa400c-8962-4847-9ee1-351072b5aeb4", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:06.410489Z", - "iopub.status.busy": "2025-08-06T15:52:06.409914Z", - "iopub.status.idle": "2025-08-06T15:52:06.426825Z", - "shell.execute_reply": "2025-08-06T15:52:06.426090Z", - "shell.execute_reply.started": "2025-08-06T15:52:06.410464Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 160 objects common in Gaia DR3 and DP1\n" - ] - } - ], - "source": [ - "common_objs = np.intersect1d(gaia_xmatch.index, dia_objects.index)\n", - "print(f\"Found {len(common_objs)} objects common in Gaia DR3 and DP1\")\n", - "gaia_classes = (\n", - " gaia_xmatch.loc[common_objs, [\"best_class_name\"]]\n", - " .reset_index(drop=False)\n", - " .drop_duplicates()\n", - " .set_index(\"diaObjectId\")\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "db08ee89-8d4b-408d-8b7e-893dd45158de", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:12.817938Z", - "iopub.status.busy": "2025-08-06T15:52:12.817126Z", - "iopub.status.idle": "2025-08-06T15:52:12.825088Z", - "shell.execute_reply": "2025-08-06T15:52:12.824493Z", - "shell.execute_reply.started": "2025-08-06T15:52:12.817913Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "best_class_name\n", - "RR 43\n", - "AGN 38\n", - "LPV 38\n", - "SOLAR_LIKE 17\n", - "ECL 11\n", - "RS 5\n", - "YSO 5\n", - "S 3\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gaia_classes.value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "d6428708-f2fa-4541-bced-d3bee73f99de", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:15.907650Z", - "iopub.status.busy": "2025-08-06T15:52:15.907058Z", - "iopub.status.idle": "2025-08-06T15:52:15.912630Z", - "shell.execute_reply": "2025-08-06T15:52:15.911965Z", - "shell.execute_reply.started": "2025-08-06T15:52:15.907625Z" - } - }, - "outputs": [], - "source": [ - "y_knowns_df = gaia_classes[\"best_class_name\"]\n", - "X_knowns_df = dia_objects.loc[y_knowns_df.index,]" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "6c45e5f7-6de5-41f7-85a5-660a27593f51", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:18.045105Z", - "iopub.status.busy": "2025-08-06T15:52:18.044789Z", - "iopub.status.idle": "2025-08-06T15:52:18.051208Z", - "shell.execute_reply": "2025-08-06T15:52:18.050473Z", - "shell.execute_reply.started": "2025-08-06T15:52:18.045085Z" - } - }, - "outputs": [], - "source": [ - "X_unknowns_df = dia_objects.loc[:, X_knowns_df.columns].drop(X_knowns_df.index)" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "589d12f1-5b42-401f-8009-805e0647a0be", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:19.947752Z", - "iopub.status.busy": "2025-08-06T15:52:19.946985Z", - "iopub.status.idle": "2025-08-06T15:52:19.951019Z", - "shell.execute_reply": "2025-08-06T15:52:19.950401Z", - "shell.execute_reply.started": "2025-08-06T15:52:19.947728Z" - } - }, - "outputs": [], - "source": [ - "model = DistanceAnomaly(cluster_agg=\"min\", metric_agg=\"median\", normalize_scores=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "bea51fa2-2bcb-4148-b016-d9052b44c7cc", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:21.225916Z", - "iopub.status.busy": "2025-08-06T15:52:21.225054Z", - "iopub.status.idle": "2025-08-06T15:52:21.235637Z", - "shell.execute_reply": "2025-08-06T15:52:21.235007Z", - "shell.execute_reply.started": "2025-08-06T15:52:21.225891Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
DistanceAnomaly()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "DistanceAnomaly()" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.fit(X_knowns_df.to_numpy(), y_knowns_df.to_numpy())" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "9cf765a0-aaa5-492a-baf8-881049bc5a79", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:22.346030Z", - "iopub.status.busy": "2025-08-06T15:52:22.345695Z", - "iopub.status.idle": "2025-08-06T15:52:39.437870Z", - "shell.execute_reply": "2025-08-06T15:52:39.436890Z", - "shell.execute_reply.started": "2025-08-06T15:52:22.346008Z" - } - }, - "outputs": [], - "source": [ - "scores = -model.decision_function(X_unknowns_df.to_numpy())\n", - "outlier_indices = np.argsort(scores)[:20]" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "id": "c0ab6a56-edc6-44a1-a48d-6dc4496cfc9c", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:39.439204Z", - "iopub.status.busy": "2025-08-06T15:52:39.438979Z", - "iopub.status.idle": "2025-08-06T15:52:39.442625Z", - "shell.execute_reply": "2025-08-06T15:52:39.442061Z", - "shell.execute_reply.started": "2025-08-06T15:52:39.439187Z" - } - }, - "outputs": [], - "source": [ - "outlier_indices = np.argsort(scores)[:20]" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "18af7213-fb21-4863-9a0a-e736cb4baf5d", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:39.443604Z", - "iopub.status.busy": "2025-08-06T15:52:39.443393Z", - "iopub.status.idle": "2025-08-06T15:52:40.071472Z", - "shell.execute_reply": "2025-08-06T15:52:40.070744Z", - "shell.execute_reply.started": "2025-08-06T15:52:39.443588Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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iY/t//vMfp+97VkJDQ7Vw4UJJf82Uffrpp5oyZYquXLmiBQsW5HgsgMKDmSgAyINSpUqpX79+ioqK0rlz5xyrv/n5+UlSptmejh07Svqr3FwrLi5O+/fvV6dOnSRJzZs3l5+fn5YtW+a039atW7P8MNns2Gw2R5YMe/fudVodL7/UqlVLlStX1r/+9S+n2+suX76szz77zLFinyudO3dOI0aMkI+Pj8aMGZOrY2w2mxo0aKA5c+aoVKlS2rVrl2Obn59fljN2Y8aMUUBAgCIjI5WUlJRpuzEmxyXOM365v/ZnY4zRe++9l6ec1+Zt166dZsyYIUku+5wqf39/PfbYY/rggw80e/ZsNWzYMNNsVVayKjySdOnSJR07dswxg1SzZk1Vr15dixYtcqyg93cBAQFq3ry5li9f7vQzSU9P1z//+U+FhIRc97PFunbtKm9vbx06dCjLmejsymTNmjX13HPPqV69ell+3wEUXsxEAUAu9ezZ0/HZOuXLl9fPP/+suXPnKjQ0VLfffrskOT6f6I033tCQIUPk4+OjWrVqqVatWnrsscf01ltvqUiRIoqIiHCszlelShXHL/5lypTR2LFjNX36dJUuXVp9+vTR8ePHNXXqVFWqVCnT0tDZ6dGjh1588UW98MILateunQ4cOKBp06apWrVqWa5O6EpFihTRzJkz9eCDD6pHjx56/PHHlZKSolmzZunChQt69dVXb+j8P/30k7Zu3ar09HTHh+0uXLhQycnJ+vDDD1WnTp1sj12xYoXmzZun3r1767bbbpMxRsuXL9eFCxfUuXNnx3716tXThg0b9OWXX6pSpUoqUaKEatWqpWrVqumTTz7RgAED1LBhQ8eH7UpSQkKCFi1aJGNMtivXde7cWb6+vvrHP/6hZ555Rn/++afmz5+f6fbG3OR8/vnndfz4cXXq1EkhISG6cOGC3njjDfn4+OT6M7dyIzIyUjNnztTOnTv1/vvv5+qYl19+Wd99953j+1S0aFEdOXJEb7/9ts6ePatZs2Y59rXb7erZs6datGihMWPGqGrVqkpMTNTq1av18ccfS5KmT5+uzp07q0OHDnr66afl6+urefPmad++fVq6dOl1PwMqLCxM06ZN06RJk3T48GF169ZNpUuX1q+//qrt27crICBAU6dO1d69ezVy5Ejdf//9uv322+Xr66tvvvlGe/fuve4sJYBCxl0rWgDAzZSxaldcXFyW27t3737d1flef/1106pVK1OuXDnj6+trqlataoYNG2aOHj3qdNyECRNMcHCwY2Wy9evXG2P+WoltxowZpmbNmsbHx8eUK1fOPPTQQ+bYsWNOx6enp5uXXnrJhISEGF9fX1O/fn2zYsUK06BBA6eV9XJarS4lJcU8/fTTpnLlysbf3980atTIxMTEZFotLmP1tlmzZjkdn925r/d9vFZMTIxp3ry58ff3NwEBAaZTp07mu+++y9XzZCVj34wvb29vU7ZsWdOyZUszceLETD+Ha/NmrAj3ww8/mH/84x+mevXqpmjRoiYwMNA0a9bMLFmyxOm4+Ph4c9ddd5lixYplWhXRGGMOHTpkIiMjTY0aNYyfn58pWrSoCQ8PN2PHjnVafS6r1fm+/PJL06BBA+Pv728qV65sxo8fb/773/86XSu5yblixQoTERFhKleubHx9fU2FChXMPffcYzZv3uzYJ6fV+XLzM8zQvn17U6ZMGfP777/nav+tW7eaqKgo06BBA1OmTBnj5eVlypcvb7p162ZWrVqVaf/Y2FgTERFhAgMDjZ+fn6levboZM2aM0z6bN282HTt2NAEBAaZo0aKmRYsW5ssvv3Ta53qvLSYmxnTo0MGULFnS+Pn5mdDQUNOvXz+zdu1aY4wxv/76qxk6dKi54447TEBAgClevLipX7++mTNnjrl69WquXjuAwsFmTC4+HAUA4FZHjhzRHXfcoRdeeEETJ050dxwUIqdPn1ZoaKiefPJJzZw5091xAMAjUKIAwMPs2bNHS5cuVatWrVSyZEkdOHBAM2fOVHJysvbt25ftKn2AKx0/flyHDx/WrFmz9M033+jHH39U5cqV3R0LADwC74kCAA8TEBCgHTt2aOHChbpw4YICAwPVvn17vfzyyxQo3DTvv/++pk2bprCwMH388ccUKAC4BjNRAAAAAGABS5wDAAAAgAWUKAAAAACwgBIFAAAAABYU+oUl0tPTdeLECZUoUeK6H9YHAAAA4NZljNHFixcVHByc4wfcF/oSdeLECVWpUsXdMQAAAAB4iGPHjikkJCTb7YW+RJUoUULSX9+okiVLujkNAAAAAHdJTk5WlSpVHB0hO4W+RGXcwleyZElKFAAAAIDrvs2HhSUAAAAAwAJKFAAAAABYQIkCAAAAAAsoUQAAAABgASUKAAAAACwotCXKbrcrPDxcTZs2dXcUAAAAAAWIzRhj3B3CnZKTkxUYGKikpCSWOAcAAAAKsdx2g0I7EwUAAAAAeUGJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAAkoUAAAAAFhAiQIAAAAACyhRAAAAAGCBt7sDAAAAACj4wqJX5um4o692d3GS/MdMFAAAAABYUGhLlN1uV3h4uJo2beruKAAAAAAKkEJboqKiopSQkKC4uDh3RwEAAABQgBTaEgUAAAAAeUGJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAAkoUAAAAAFhAiQIAAAAACyhRAAAAAGABJQoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJvdwcAAAAA4DnCole6O4LHo0QBAACgUMprWTj6ancXJ0FBw+18AAAAAGABJQoAAAAALCi0t/PZ7XbZ7XalpaW5OwoAAAAKkJt9GyC3HXqeQjsTFRUVpYSEBMXFxbk7CgAAAIACpNCWKAAAAADIC0oUAAAAAFhAiQIAAAAACyhRAAAAAGABJQoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJKFAAAAABYQIkCAAAAAAsoUQAAAABgASUKAAAAACygRAEAAACABZQoAAAAALCAEgUAAAAAFlCiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAAkoUAAAAAFjg7e4AAAAAwI0Ii17p7ggoZChRAAAAwE1A2bt1FPjb+S5evKimTZuqYcOGqlevnt577z13RwIAAABwCyvwM1HFihXTxo0bVaxYMf3++++qW7eu+vbtq7Jly7o7GgAAAIBbUIGfifLy8lKxYsUkSX/++afS0tJkjHFzKgAAAAC3KreXqE2bNqlnz54KDg6WzWZTTExMpn3mzZunatWqyd/fX40bN9bmzZudtl+4cEENGjRQSEiInnnmGZUrV+4mpQcAAABQ2Li9RF2+fFkNGjTQ22+/neX2ZcuWafTo0Zo0aZJ2796tNm3aKCIiQomJiY59SpUqpT179ujIkSP617/+pV9//fVmxQcAAABQyLi9REVEROill15S3759s9w+e/ZsDRs2TMOHD1ft2rU1d+5cValSRfPnz8+0b1BQkOrXr69NmzZl+3wpKSlKTk52+gIAAACA3HJ7icrJlStXtHPnTnXp0sVpvEuXLtqyZYsk6ddff3UUoeTkZG3atEm1atXK9pzTp09XYGCg46tKlSr59wIAAAAA3HI8ukSdOXNGaWlpCgoKchoPCgrSqVOnJEnHjx9X27Zt1aBBA7Vu3VojR45U/fr1sz3nhAkTlJSU5Pg6duxYvr4GAAAAALeWArHEuc1mc3psjHGMNW7cWPHx8bk+l5+fn/z8/FwZDwAAAEAh4tEzUeXKlZOXl5dj1inD6dOnM81OAQAAAMDN4NElytfXV40bN9aaNWucxtesWaNWrVq5KRUAAACAwsztt/NdunRJBw8edDw+cuSI4uPjVaZMGVWtWlVjx47VoEGD1KRJE7Vs2VLvvvuuEhMTNWLEiBt6XrvdLrvdrrS0tBt9CQAAAAAKEbeXqB07dqhDhw6Ox2PHjpUkDRkyREuWLNGAAQN09uxZTZs2TSdPnlTdunW1atUqhYaG3tDzRkVFKSoqSsnJyQoMDLyhcwEAAAAoPNxeotq3by9jTI77REZGKjIy8iYlAgAAAIDsefR7ogAAAADA01CiAAAAAMACShQAAAAAWFBoS5Tdbld4eLiaNm3q7igAAAAACpBCW6KioqKUkJCguLg4d0cBAAAAUIAU2hIFAAAAAHlBiQIAAAAACyhRAAAAAGCB2z9sFwAAAJCksOiV7o4A5AozUQAAAABgQaEtUSxxDgAAACAvCm2JYolzAAAAAHlRaEsUAAAAAOQFJQoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJvdwdwF7vdLrvdrrS0NHdHAQAAAFwuLHqluyPcsgrtTBSfEwUAAAAgLwptiQIAAACAvKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJKFAAAAABYQIkCAAAAAAsoUQAAAABgQaEtUXa7XeHh4WratKm7owAAAAAoQAptiYqKilJCQoLi4uLcHQUAAABAAVJoSxQAAAAA5AUlCgAAAAAsoEQBAAAAgAWUKAAAAACwwNvdAQAAAHDrCIte6e4IQL5jJgoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWFNoSZbfbFR4erqZNm7o7CgAAAIACpNCWqKioKCUkJCguLs7dUQAAAAAUIIW2RAEAAABAXlCiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAAkoUAAAAAFhAiQIAAAAACyhRAAAAAGBBoS1Rdrtd4eHhatq0qbujAAAAAChACm2JioqKUkJCguLi4twdBQAAAEABUmhLFAAAAADkBSUKAAAAACzwdncAAAAAeJ6w6JXujgB4LGaiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwwCUl6sKFC644DQAAAAB4PMslasaMGVq2bJnjcf/+/VW2bFlVrlxZe/bscWk4AAAAAPA0lkvUO++8oypVqkiS1qxZozVr1ui///2vIiIiNH78eJcHBAAAAABP4m31gJMnTzpK1IoVK9S/f3916dJFYWFhat68ucsDAgAAAIAnsTwTVbp0aR07dkyS9NVXX+nuu++WJBljlJaW5tp0AAAAAOBhLM9E9e3bVw888IBuv/12nT17VhEREZKk+Ph41ahRw+UBAQAAAMCTWC5Rc+bMUVhYmI4dO6aZM2eqePHikv66zS8yMtLlAQEAAADAk1guUbGxsRo9erS8vZ0PHTlypLZs2eKyYAAAAADgiSyXqA4dOujkyZOqUKGC03hSUpI6dOjA+6IAAAA8SFj0SndHAG45lheWMMbIZrNlGj979qwCAgJcEgoAAAAAPFWuZ6L69u0rSbLZbBo6dKj8/Pwc29LS0rR37161atXK9Qnzid1ul91uZ+YMAAAAgCW5LlGBgYGS/pqJKlGihIoWLerY5uvrqxYtWujRRx91fcJ8EhUVpaioKCUnJzteGwAAAABcT65L1OLFiyVJYWFhGj9+vIoVK5ZvoQAAAADAU1l+T9TgwYP1yy+/ZBr/6aefdPToUVdkAgAAAACPZblEDR06NMulzLdt26ahQ4e6IhMAAAAAeCzLJWr37t266667Mo23aNFC8fHxrsgEAAAAAB7Lcomy2Wy6ePFipvGkpCRWugMAAABwy7Ncotq0aaPp06c7Faa0tDRNnz5drVu3dmk4AAAAAPA0uV6dL8PMmTPVtm1b1apVS23atJEkbd68WcnJyfrmm29cHhAAAAAAPInlmajw8HDt3btX/fv31+nTp3Xx4kUNHjxYP/zwg+rWrZsfGQEAAADAY1ieiZKk4OBgvfLKK67OAgAAAAAez/JMlPTX7XsPPfSQWrVq5fjMqI8++kjffvutS8MBAAAAgKexXKI+++wzde3aVUWLFtWuXbuUkpIiSbp48SKzUwAAAABueZZL1EsvvaQFCxbovffek4+Pj2O8VatW2rVrl0vDAQAAAICnsVyiDhw4oLZt22YaL1mypC5cuOCKTAAAAADgsSyXqEqVKungwYOZxr/99lvddtttLgkFAAAAAJ7Kcol6/PHH9dRTT2nbtm2y2Ww6ceKEPv74Yz399NOKjIzMj4wAAAAA4DEsL3H+zDPPKCkpSR06dNCff/6ptm3bys/PT08//bRGjhyZHxkBAAAKvbDole6OAOD/ydPnRL388suaNGmSEhISlJ6ervDwcBUvXtzV2QAAAADA4+SpRElSsWLF1KRJE1dmAQAAAACPl6sS1bdvXy1ZskQlS5ZU3759c9y3ePHiqlOnjkaMGKHAwECXhAQAAAAAT5GrEhUYGCibzeb4c05SUlK0YMECfffdd/riiy9uPCEAAAAAeJBclajFixdn+efsJCQkqGnTpnlPBQAAAAAeyvIS59c6duyYjh8/nmm8Vq1a2rJly42cGgAAAAA8kuUSdfXqVU2ePFmBgYEKCwtTaGioAgMD9dxzzyk1NVWS5OXlpQYNGrg8LAAAAAC4m+XV+UaOHKnPP/9cM2fOVMuWLSVJsbGxmjJlis6cOaMFCxa4PCQAAAAAeArLJWrp0qX65JNPFBER4RirX7++qlatqoEDB1KiAAAAANzSLN/O5+/vr7CwsEzjYWFh8vX1dUUmAAAAAPBYlktUVFSUXnzxRaWkpDjGUlJS9PLLL2vkyJEuDQcAAAAAnibXH7Z7rbVr1yokJMSxeMSePXt05coVderUyfUJAQAAAMCD5PrDdq913333OT2uUqWK6xJZdOzYMQ0aNEinT5+Wt7e3Jk+erPvvv99teQAAAADc2ix/2K6n8fb21ty5c9WwYUOdPn1ajRo10j333KOAgAB3RwMAAABwC7K8Op8k7d27Vz/++KNsNptq1qypevXquTpXrlWqVEmVKlWSJFWoUEFlypTRuXPnKFEAAAAA8oWlhSW2b9+uevXq6c4771T//v11//33q2HDhqpfv77i4uLyFGDTpk3q2bOngoODZbPZFBMTk2mfefPmqVq1avL391fjxo21efPmLM+1Y8cOpaenu/X2QgAAAAC3tlyXqISEBHXq1ElFixbVP//5T+3atUs7d+7URx99JD8/P3Xq1EkJCQmWA1y+fFkNGjTQ22+/neX2ZcuWafTo0Zo0aZJ2796tNm3aKCIiQomJiU77nT17VoMHD9a7775rOQMAAAAA5JbNGGNys+P999+vtLQ0ffbZZ7LZbE7bjDHq27evfHx89Omnn+Y9jM2mzz//XL1793aMNW/eXI0aNdL8+fMdY7Vr11bv3r01ffp0SX8tsd65c2c9+uijGjRoUI7PkZKS4rQ8e3JysqpUqaKkpCSVLFkyz9kBAADyU1j0SndHAPLF0Ve7uzuCQ3JysgIDA6/bDXI9E7VhwwZNnDgxU4GS/io/EydO1Pr16/OWNhtXrlzRzp071aVLF6fxLl26aMuWLZL+KnBDhw5Vx44dr1ugJGn69OkKDAx0fHHrHwAAAAArcl2iLl68qKCgoGy3V6xYURcvXnRJqAxnzpxRWlpapucNCgrSqVOnJEnfffedli1bppiYGDVs2FANGzbU999/n+05J0yYoKSkJMfXsWPHXJoZAAAAwK0t16vzhYWFafv27dnO3Gzbtk2hoaEuC3atrG4fzBhr3bq10tPTc30uPz8/+fn5uTQfAAAAgMIj1zNRAwYM0NixY7Vv375M277//ns9/fTTGjhwoEvDlStXTl5eXo5ZpwynT5/OcVYMAAAAAPJLrmeiJkyYoLVr16phw4bq3LmzateuLemvVfvWrl2rZs2aacKECS4N5+vrq8aNG2vNmjXq06ePY3zNmjW69957XfpcAAAAAJAbuS5R/v7+Wr9+vebMmaOlS5dq48aNkqSaNWvqpZde0pgxY/J0m9ylS5d08OBBx+MjR44oPj5eZcqUUdWqVTV27FgNGjRITZo0UcuWLfXuu+8qMTFRI0aMsPxc17Lb7bLb7UpLS7uh8wAAAAAoXHK9xHl+2bBhgzp06JBpfMiQIVqyZImkvz5sd+bMmTp58qTq1q2rOXPmqG3bti55/twuYwgAAOBOLHGOW1VBXOLc7SXK3ShRAACgIKBE4VZVEEtUrm/ny5CWlqY5c+bo008/VWJioq5cueK0/dy5c9bTAgAAAEABYblETZ06Ve+//77Gjh2ryZMna9KkSTp69KhiYmL0/PPP50dGAACAWwYzSkDBl+slzjN8/PHHeu+99/T000/L29tb//jHP/T+++/r+eef19atW/MjIwAAAAB4DMsl6tSpU6pXr54kqXjx4kpKSpIk9ejRQytXFpx/WbHb7QoPD1fTpk3dHQUAAABAAWK5RIWEhOjkyZOSpBo1aujrr7+WJMXFxeVpiXN3iYqKUkJCguLi4twdBQAAAEABYrlE9enTR+vWrZMkPfXUU5o8ebJuv/12DR48WI888ojLAwIAAACAJ7G8sMSrr77q+HO/fv0UEhKiLVu2qEaNGurVq5dLwwEAAACAp7Fcov6uRYsWatGihSuyAAAAAIDHy1WJ+uKLLxQRESEfHx998cUXOe7LbBQAAACAW1muSlTv3r116tQpVahQQb179852P5vNprS0NFdlAwAAAACPk6sSlZ6enuWfCzK73S673U7pAwAAAGCJ5dX5bhUscQ4AAAAgLywtLJGenq4lS5Zo+fLlOnr0qGw2m6pVq6Z+/fpp0KBBstls+ZUTAAAAADxCrkuUMUa9evXSqlWr1KBBA9WrV0/GGO3fv19Dhw7V8uXLFRMTk49RAQAAXC8semWejjv6ancXJwFQUOS6RC1ZskSbNm3SunXr1KFDB6dt33zzjXr37q0PP/xQgwcPdnlIAAAAAPAUuX5P1NKlSzVx4sRMBUqSOnbsqOjoaH388ccuDQcAAAAAnibXJWrv3r3q1q1bttsjIiK0Z88el4QCAAAAAE+V6xJ17tw5BQUFZbs9KChI58+fd0koAAAAAPBUuS5RaWlp8vbO/i1UXl5eunr1qktC3Qx2u13h4eFq2rSpu6MAAAAAKEAsrc43dOhQ+fn5Zbk9JSXFZaFuhqioKEVFRSk5OVmBgYHujgMAAACggMh1iRoyZMh192FlPgAA4C55XaocAKzKdYlavHhxfuYAAAAAgAIh1yUKAAAA/4eZL6DwyvXCEgAAAAAAShQAAAAAWEKJAgAAAAALclWiGjVq5Pgg3WnTpun333/P11AAAAAA4KlyVaL279+vy5cvS5KmTp2qS5cu5WsoAAAAAPBUuVqdr2HDhnr44YfVunVrGWP02muvqXjx4lnu+/zzz7s0YH6x2+2y2+1KS0tzdxQAAAAABYjNGGOut9OBAwf0wgsv6NChQ9q1a5fCw8Pl7Z25f9lsNu3atStfguaX5ORkBQYGKikpSSVLlnR3HAAAkEcsOQ4UTEdf7e7uCA657Qa5momqVauWPvnkE0lSkSJFtG7dOlWoUME1SQEAAACgALH8Ybvp6en5kQMAAAAACgTLJUqSDh06pLlz52r//v2y2WyqXbu2nnrqKVWvXt3V+QAAAADAo1j+nKjVq1crPDxc27dvV/369VW3bl1t27ZNderU0Zo1a/IjIwAAAAB4DMszUdHR0RozZoxeffXVTOPPPvusOnfu7LJwAAAAAOBpLM9E7d+/X8OGDcs0/sgjjyghIcEloQAAAADAU1kuUeXLl1d8fHym8fj4eFbsAwAAAHDLs3w736OPPqrHHntMhw8fVqtWrWSz2fTtt99qxowZGjduXH5kBAAAAACPYblETZ48WSVKlNDrr7+uCRMmSJKCg4M1ZcoUjRo1yuUBAQAAAMCTWC5RNptNY8aM0ZgxY3Tx4kVJUokSJVweLL/Z7XbZ7XalpaW5OwoAAACAAsTye6KuVaJEiQJZoCQpKipKCQkJiouLc3cUAAAAAAXIDZUoAAAAAChsKFEAAAAAYAElCgAAAAAssFSiUlNT1aFDB/3444/5lQcAAAAAPJqlEuXj46N9+/bJZrPlVx4AAAAA8GiWb+cbPHiwFi5cmB9ZAAAAAMDjWf6cqCtXruj999/XmjVr1KRJEwUEBDhtnz17tsvCAQAAAICnsVyi9u3bp0aNGklSpvdGcZsfAAAAgFud5RK1fv36/MgBAAAAAAVCnpc4P3jwoFavXq0//vhDkmSMcVkoAAAAAPBUlkvU2bNn1alTJ9WsWVP33HOPTp48KUkaPny4xo0b5/KAAAAAAOBJLJeoMWPGyMfHR4mJiSpWrJhjfMCAAfrqq69cGg4AAAAAPI3l90R9/fXXWr16tUJCQpzGb7/9dv38888uCwYAAAAAnsjyTNTly5edZqAynDlzRn5+fi4JdTPY7XaFh4eradOm7o4CAAAAoACxXKLatm2rDz/80PHYZrMpPT1ds2bNUocOHVwaLj9FRUUpISFBcXFx7o4CAAAAoACxfDvfrFmz1L59e+3YsUNXrlzRM888o//97386d+6cvvvuu/zICAAAAAAew/JMVHh4uPbu3atmzZqpc+fOunz5svr27avdu3erevXq+ZERAAAAADyG5ZkoSapYsaKmTp3q6iwAAAAA4PHyVKLOnz+vhQsXav/+/bLZbKpdu7YefvhhlSlTxtX5AAAAAMCjWL6db+PGjapWrZrefPNNnT9/XufOndObb76patWqaePGjfmREQAAAAA8huWZqKioKPXv31/z58+Xl5eXJCktLU2RkZGKiorSvn37XB4SAAAAADyF5ZmoQ4cOady4cY4CJUleXl4aO3asDh065NJwAAAAAOBpLJeoRo0aaf/+/ZnG9+/fr4YNG7oiEwAAAAB4rFzdzrd3717Hn0eNGqWnnnpKBw8eVIsWLSRJW7duld1u16uvvpo/KQEAAADAQ9iMMeZ6OxUpUkQ2m03X29VmsyktLc1l4W6G5ORkBQYGKikpSSVLlnR3HAAAkEdh0SvdHQFAHhx9tbu7IzjkthvkaibqyJEjLgsGAAAAAAVZrkpUaGhofucAAAAAgAIhTx+2+8svv+i7777T6dOnlZ6e7rRt1KhRLgkGAAAAAJ7IcolavHixRowYIV9fX5UtW1Y2m82xzWazUaIAAAAA3NIsl6jnn39ezz//vCZMmKAiRSyvkA4AAAAABZrlFvT7779r4MCBFCgAAAAAhZLlJjRs2DD9+9//zo8sAAAAAODxLN/ON336dPXo0UNfffWV6tWrJx8fH6fts2fPdlk4AAAAAPA0lkvUK6+8otWrV6tWrVqSlGlhCQAAAAC4lVkuUbNnz9aiRYs0dOjQfIgDAAAAAJ7N8nui/Pz8dNddd+VHlpvKbrcrPDxcTZs2dXcUAAAAAAWI5RL11FNP6a233sqPLDdVVFSUEhISFBcX5+4oAAAAAAoQy7fzbd++Xd98841WrFihOnXqZFpYYvny5S4LBwAAAACexnKJKlWqlPr27ZsfWQAAAADA41kuUYsXL86PHAAAAABQIFh+TxQAAAAAFGaWZ6KqVauW4+dBHT58+IYCAQAAAIAns1yiRo8e7fQ4NTVVu3fv1ldffaXx48e7KhcAAAAAeCTLJeqpp57Kctxut2vHjh03HAgA4JnColfm6bijr3Z3cRLPktfvS17d6t9PACgIXPaeqIiICH322WeuOh0AAAAAeCSXlaj//Oc/KlOmjKtOBwAAAAAeyfLtfHfeeafTwhLGGJ06dUq//fab5s2b59JwAAAAAOBpLJeo3r17Oz0uUqSIypcvr/bt2+uOO+5wVS4AAAAA8EiWS9QLL7yQHzkAAAAAoEDgw3YBAAAAwIJcz0QVKVIkxw/ZlSSbzaarV6/ecCgAAFhSHQDgqXJdoj7//PNst23ZskVvvfWWjDEuCQUAAAAAnirXJeree+/NNPbDDz9owoQJ+vLLL/Xggw/qxRdfdGk4AAAAAPA0lheWkKQTJ07ohRde0AcffKCuXbsqPj5edevWdXU2AADwNwXpNseClBUArLC0sERSUpKeffZZ1ahRQ//73/+0bt06ffnllxQoAAAAAIVGrmeiZs6cqRkzZqhixYpaunRplrf3AQAAAMCtLtclKjo6WkWLFlWNGjX0wQcf6IMPPshyv+XLl7ssHAAAAAB4mlyXqMGDB193iXMAAAqqvL5/BwBQ+OS6RC1ZsiQfYwAAAABAwWBpYQkAAAAAKOwoUQAAAABgASUKAAAAACygRAEAAACABZQoAAAAALCAEgUAAAAAFtwSJapPnz4qXbq0+vXr5+4oAAAAAG5xt0SJGjVqlD788EN3xwAAAABQCNwSJapDhw4qUaKEu2MAAAAAKATcXqI2bdqknj17Kjg4WDabTTExMZn2mTdvnqpVqyZ/f381btxYmzdvvvlBAQAAAEAeUKIuX76sBg0a6O23385y+7JlyzR69GhNmjRJu3fvVps2bRQREaHExMSbnBQAAAAAJG93B4iIiFBERES222fPnq1hw4Zp+PDhkqS5c+dq9erVmj9/vqZPn275+VJSUpSSkuJ4nJycbD00AAAAgELL7SUqJ1euXNHOnTsVHR3tNN6lSxdt2bIlT+ecPn26pk6d6op4AIBcCIteeUs/X0FxI9+Xo692d2GS6+NnCMDTuf12vpycOXNGaWlpCgoKchoPCgrSqVOnHI+7du2q+++/X6tWrVJISIji4uKyPeeECROUlJTk+Dp27Fi+5QcAAABw6/HomagMNpvN6bExxmls9erVuT6Xn5+f/Pz8XJYNAAAAQOHi0TNR5cqVk5eXl9OskySdPn060+wUAAAAANwMHl2ifH191bhxY61Zs8ZpfM2aNWrVqpWbUgEAAAAozNx+O9+lS5d08OBBx+MjR44oPj5eZcqUUdWqVTV27FgNGjRITZo0UcuWLfXuu+8qMTFRI0aMuKHntdvtstvtSktLu9GXAAAAAKAQcXuJ2rFjhzp06OB4PHbsWEnSkCFDtGTJEg0YMEBnz57VtGnTdPLkSdWtW1erVq1SaGjoDT1vVFSUoqKilJycrMDAwBs6FwAAAIDCw+0lqn379jLG5LhPZGSkIiMjb1IiAAAAAMieR78nCgAAAAA8DSUKAAAAACygRAEAAACABW5/T5S7sDofAAC5Exa90t0RAMCjFNqZqKioKCUkJCguLs7dUQAAAAAUIIW2RAEAAABAXlCiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAFLnLPEOYACKq/LTh99tbuLkwAAULgU2pkoljgHAAAAkBeFtkQBAAAAQF5QogAAAADAAkoUAAAAAFhAiQIAAAAACyhRAAAAAGABJQoAAAAALOBzovicKBRSfMYQAABA3hTamSg+JwoAAABAXhTaEgUAAAAAeUGJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAgkJboux2u8LDw9W0aVN3RwEAAABQgBTaEhUVFaWEhATFxcW5OwoAAACAAqTQligAAAAAyAtKFAAAAABYQIkCAAAAAAsoUQAAAABgASUKAAAAACygRAEAAACABZQoAAAAALCAEgUAAAAAFlCiAAAAAMACb3cHcBe73S673a60tDR3RwEkSWHRK90dATeAnx8AAIVHoZ2JioqKUkJCguLi4twdBQAAAEABUmhLFAAAAADkBSUKAAAAACygRAEAAACABZQoAAAAALCAEgUAAAAAFlCiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZ4uzuAu9jtdtntdqWlpbk7CgDcVGHRK90dAQCAAq3QzkRFRUUpISFBcXFx7o4CAAAAoAAptCUKAAAAAPKCEgUAAAAAFlCiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAAkoUAAAAAFhAiQIAAAAACyhRAAAAAGABJQoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJKFAAAAABY4O3uAO5it9tlt9uVlpbm7ihAgRIWvfKmPt/RV7vf1Oe72a8PAAAUPIV2JioqKkoJCQmKi4tzdxQAAAAABUihLVEAAAAAkBeUKAAAAACwgBIFAAAAABZQogAAAADAAkoUAAAAAFhAiQIAAAAACyhRAAAAAGABJQoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJKFAAAAABYQIkCAAAAAAsoUQAAAABgASUKAAAAACygRAEAAACABZQoAAAAALCAEgUAAAAAFlCiAAAAAMACShQAAAAAWECJAgAAAAALKFEAAAAAYAElCgAAAAAsoEQBAAAAgAWUKAAAAACwgBIFAAAAABZQogAAAADAgluiRK1YsUK1atXS7bffrvfff9/dcQAAAADcwrzdHeBGXb16VWPHjtX69etVsmRJNWrUSH379lWZMmXcHQ0AAADALajAz0Rt375dderUUeXKlVWiRAndc889Wr16tbtjAQAAALhFub1Ebdq0ST179lRwcLBsNptiYmIy7TNv3jxVq1ZN/v7+aty4sTZv3uzYduLECVWuXNnxOCQkRL/88svNiA4AAACgEHJ7ibp8+bIaNGigt99+O8vty5Yt0+jRozVp0iTt3r1bbdq0UUREhBITEyVJxphMx9hstnzNDAAAAKDwcvt7oiIiIhQREZHt9tmzZ2vYsGEaPny4JGnu3LlavXq15s+fr+nTp6ty5cpOM0/Hjx9X8+bNsz1fSkqKUlJSHI+Tk5Nd8CoAAAAAFBZuL1E5uXLlinbu3Kno6Gin8S5dumjLli2SpGbNmmnfvn365ZdfVLJkSa1atUrPP/98tuecPn26pk6dmq+5b0RY9Mo8HXf01e4uTpKzWz0nPAc/QwAA4GncfjtfTs6cOaO0tDQFBQU5jQcFBenUqVOSJG9vb73++uvq0KGD7rzzTo0fP15ly5bN9pwTJkxQUlKS4+vYsWP5+hoAAAAA3Fo8eiYqw9/f42SMcRrr1auXevXqlatz+fn5yc/Pz6X5AAAAABQeHj0TVa5cOXl5eTlmnTKcPn060+wUAAAAANwMHl2ifH191bhxY61Zs8ZpfM2aNWrVqpWbUgEAAAAozNx+O9+lS5d08OBBx+MjR44oPj5eZcqUUdWqVTV27FgNGjRITZo0UcuWLfXuu+8qMTFRI0aMuKHntdvtstvtSktLu9GXAAAAAKAQcXuJ2rFjhzp06OB4PHbsWEnSkCFDtGTJEg0YMEBnz57VtGnTdPLkSdWtW1erVq1SaGjoDT1vVFSUoqKilJycrMDAwBs6FwAAAIDCw+0lqn379ll+YO61IiMjFRkZeZMSAQAAAED2PPo9UQAAAADgaShRAAAAAGABJQoAAAAALCi0Jcputys8PFxNmzZ1dxQAAAAABUihLVFRUVFKSEhQXFycu6MAAAAAKEAKbYkCAAAAgLygRAEAAACABZQoAAAAALCAEgUAAAAAFlCiAAAAAMCCQluiWOIcAAAAQF4U2hLFEucAAAAA8sLb3QHczRgjSUpOTnZzkr+kp/yep+Nudv5bPScAAABuDk/5PVz6vywZHSE7NnO9PW5xx48fV5UqVdwdAwAAAICHOHbsmEJCQrLdXuhLVHp6uk6cOKESJUrIZrO5Ow48VHJysqpUqaJjx46pZMmS7o6DWwjXFvID1xXyC9cW8ounXFvGGF28eFHBwcEqUiT7dz4V+tv5ihQpkmPLBK5VsmRJ/k8D+YJrC/mB6wr5hWsL+cUTrq3AwMDr7lNoF5YAAAAAgLygRAEAAACABZQoIBf8/Pz0wgsvyM/Pz91RcIvh2kJ+4LpCfuHaQn4paNdWoV9YAgAAAACsYCYKAAAAACygRAEAAACABZQoAAAAALCAEgUAAAAAFlCigGycP39egwYNUmBgoAIDAzVo0CBduHAhx2MuXbqkkSNHKiQkREWLFlXt2rU1f/78mxMYBUZeri1J2r9/v3r16qXAwECVKFFCLVq0UGJiYv4HRoGQ1+sqw+OPPy6bzaa5c+fmW0YUTFavrdTUVD377LOqV6+eAgICFBwcrMGDB+vEiRM3LzQ8zrx581StWjX5+/urcePG2rx5c477b9y4UY0bN5a/v79uu+02LViw4CYlzR1KFJCNBx54QPHx8frqq6/01VdfKT4+XoMGDcrxmDFjxuirr77SP//5T+3fv19jxozRk08+qf/v//v/blJqFAR5ubYOHTqk1q1b64477tCGDRu0Z88eTZ48Wf7+/jcpNTxdXq6rDDExMdq2bZuCg4PzOSUKIqvX1u+//65du3Zp8uTJ2rVrl5YvX64ff/xRvXr1uomp4UmWLVum0aNHa9KkSdq9e7fatGmjiIiIbP8h8MiRI7rnnnvUpk0b7d69WxMnTtSoUaP02Wef3eTkOTAAMklISDCSzNatWx1jsbGxRpL54Ycfsj2uTp06Ztq0aU5jjRo1Ms8991y+ZUXBktdra8CAAeahhx66GRFRAOX1ujLGmOPHj5vKlSubffv2mdDQUDNnzpx8TouC5EaurWtt377dSDI///xzfsSEh2vWrJkZMWKE09gdd9xhoqOjs9z/mWeeMXfccYfT2OOPP25atGiRbxmtYiYKyEJsbKwCAwPVvHlzx1iLFi0UGBioLVu2ZHtc69at9cUXX+iXX36RMUbr16/Xjz/+qK5du96M2CgA8nJtpaena+XKlapZs6a6du2qChUqqHnz5oqJiblJqeHp8vrfrPT0dA0aNEjjx49XnTp1bkZUFDB5vbb+LikpSTabTaVKlcqHlPBkV65c0c6dO9WlSxen8S5dumR7DcXGxmbav2vXrtqxY4dSU1PzLasVlCggC6dOnVKFChUyjVeoUEGnTp3K9rg333xT4eHhCgkJka+vr7p166Z58+apdevW+RkXBUherq3Tp0/r0qVLevXVV9WtWzd9/fXX6tOnj/r27auNGzfmd2QUAHn9b9aMGTPk7e2tUaNG5Wc8FGB5vbau9eeffyo6OloPPPCASpYs6eqI8HBnzpxRWlqagoKCnMaDgoKyvYZOnTqV5f5Xr17VmTNn8i2rFZQoFCpTpkyRzWbL8WvHjh2SJJvNlul4Y0yW4xnefPNNbd26VV988YV27typ119/XZGRkVq7dm2+vSZ4hvy8ttLT0yVJ9957r8aMGaOGDRsqOjpaPXr08Lg32sK18vO62rlzp9544w0tWbIkx/+u4daU3/9/mCE1NVUDBw5Uenq65s2b5/LXgYLj79fL9a6hrPbPatxdvN0dALiZRo4cqYEDB+a4T1hYmPbu3atff/0107bffvst07+MZPjjjz80ceJEff755+revbskqX79+oqPj9drr72mu++++8ZfADxWfl5b5cqVk7e3t8LDw53Ga9eurW+//TbvoeHx8vO62rx5s06fPq2qVas6xtLS0jRu3DjNnTtXR48evaHs8Gz5eW1lSE1NVf/+/XXkyBF98803zEIVUuXKlZOXl1emWafTp09new1VrFgxy/29vb1VtmzZfMtqBSUKhUq5cuVUrly56+7XsmVLJSUlafv27WrWrJkkadu2bUpKSlKrVq2yPCY1NVWpqakqUsR5gtfLy8sxk4BbV35eW76+vmratKkOHDjgNP7jjz8qNDT0xsPDY+XndTVo0KBM/7jTtWtXDRo0SA8//PCNh4dHy89rS/q/AvXTTz9p/fr1HvOLL24+X19fNW7cWGvWrFGfPn0c42vWrNG9996b5TEtW7bUl19+6TT29ddfq0mTJvLx8cnXvLnmxkUtAI/WrVs3U79+fRMbG2tiY2NNvXr1TI8ePZz2qVWrllm+fLnjcbt27UydOnXM+vXrzeHDh83ixYuNv7+/mTdv3s2ODw+Wl2tr+fLlxsfHx7z77rvmp59+Mm+99Zbx8vIymzdvvtnx4aHycl39HavzIStWr63U1FTTq1cvExISYuLj483JkycdXykpKe54CXCzTz75xPj4+JiFCxeahIQEM3r0aBMQEGCOHj1qjDEmOjraDBo0yLH/4cOHTbFixcyYMWNMQkKCWbhwofHx8TH/+c9/3PUSMqFEAdk4e/asefDBB02JEiVMiRIlzIMPPmjOnz/vtI8ks3jxYsfjkydPmqFDh5rg4GDj7+9vatWqZV5//XWTnp5+c8PDo+Xl2jLGmIULF5oaNWoYf39/06BBAxMTE3PzQsPj5fW6uhYlClmxem0dOXLESMrya/369Tc9PzyD3W43oaGhxtfX1zRq1Mhs3LjRsW3IkCGmXbt2Tvtv2LDB3HnnncbX19eEhYWZ+fPn3+TEObMZ8//epQUAAAAAuC5W5wMAAAAACyhRAAAAAGABJQoAAAAALKBEAQAAAIAFlCgAAAAAsIASBQAAAAAWUKIAAAAAwAJKFAAAAABYQIkCABRqYWFhmjt3rrtjAAAKEEoUAOCGbdmyRV5eXurWrZu7o7jFO++8owYNGiggIEClSpXSnXfeqRkzZrg7FgAgn3i7OwAAoOBbtGiRnnzySb3//vtKTExU1apV3R3pplm4cKHGjh2rN998U+3atVNKSor27t2rhISEfHvO1NRU+fj45Nv5AQA5YyYKAHBDLl++rE8//VRPPPGEevTooSVLljht37Bhg2w2m9atW6cmTZqoWLFiatWqlQ4cOOC03/z581W9enX5+vqqVq1a+uijj5y222w2vfPOO+rRo4eKFSum2rVrKzY2VgcPHlT79u0VEBCgli1b6tChQ45jDh06pHvvvVdBQUEqXry4mjZtqrVr12b7Wh555BH16NHDaezq1auqWLGiFi1alOUxX375pfr3769hw4apRo0aqlOnjv7xj3/oxRdfdNpv0aJFqlOnjvz8/FSpUiWNHDnSsS0xMVH33nuvihcvrpIlS6p///769ddfHdunTJmihg0batGiRbrtttvk5+cnY4ySkpL02GOPqUKFCipZsqQ6duyoPXv2ZPv6AACuQYkCANyQZcuWqVatWqpVq5YeeughLV68WMaYTPtNmjRJr7/+unbs2CFvb2898sgjjm2ff/65nnrqKY0bN0779u3T448/rocffljr1693OseLL76owYMHKz4+XnfccYceeOABPf7445owYYJ27NghSU7l5NKlS7rnnnu0du1a7d69W127dlXPnj2VmJiY5WsZPny4vvrqK508edIxtmrVKl26dEn9+/fP8piKFStq69at+vnnn7P9Hs2fP19RUVF67LHH9P333+uLL75QjRo1JEnGGPXu3Vvnzp3Txo0btWbNGh06dEgDBgxwOsfBgwf16aef6rPPPlN8fLwkqXv37jp16pRWrVqlnTt3qlGjRurUqZPOnTuXbRYAgAsYAABuQKtWrczcuXONMcakpqaacuXKmTVr1ji2r1+/3kgya9eudYytXLnSSDJ//PGH4xyPPvqo03nvv/9+c8899zgeSzLPPfec43FsbKyRZBYuXOgYW7p0qfH3988xb3h4uHnrrbccj0NDQ82cOXOcts+YMcPxuHfv3mbo0KHZnu/EiROmRYsWRpKpWbOmGTJkiFm2bJlJS0tz7BMcHGwmTZqU5fFff/218fLyMomJiY6x//3vf0aS2b59uzHGmBdeeMH4+PiY06dPO/ZZt26dKVmypPnzzz+dzle9enXzzjvv5Pg9AADcGGaiAAB5duDAAW3fvl0DBw6UJHl7e2vAgAFZ3vpWv359x58rVaokSTp9+rQkaf/+/brrrruc9r/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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 6))\n", - "plt.title(\"Histogram of DistClassiPy Scores\")\n", - "plt.hist(scores, bins=50, log=True)\n", - "plt.xlabel(\"Anomaly Score\")\n", - "plt.ylabel(\"Number of DiaObjects\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "id": "92509ccb-acca-48b8-a508-b657b5a9d877", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:52:44.270451Z", - "iopub.status.busy": "2025-08-06T15:52:44.269740Z", - "iopub.status.idle": "2025-08-06T15:52:44.274080Z", - "shell.execute_reply": "2025-08-06T15:52:44.273181Z", - "shell.execute_reply.started": "2025-08-06T15:52:44.270425Z" - } - }, - "outputs": [], - "source": [ - "outlier_diaobject_ids = dia_objects.index[outlier_indices]" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "c7c2d5e6-3cc5-41cc-84ae-0526c7854f83", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:53:01.212906Z", - "iopub.status.busy": "2025-08-06T15:53:01.212057Z", - "iopub.status.idle": "2025-08-06T15:53:04.817650Z", - "shell.execute_reply": "2025-08-06T15:53:04.816889Z", - "shell.execute_reply.started": "2025-08-06T15:53:01.212860Z" - } - }, - "outputs": [], - "source": [ - "query_lightcurves = f\"\"\"\n", - "SELECT\n", - " fsodo.diaObjectId,\n", - " fsodo.band,\n", - " fsodo.psfDiffFlux,\n", - " fsodo.psfDiffFluxErr,\n", - " vis.expMidptMJD\n", - "FROM\n", - " dp1.ForcedSourceOnDiaObject AS fsodo\n", - "JOIN\n", - " dp1.Visit AS vis ON vis.visit = fsodo.visit\n", - "WHERE\n", - " fsodo.diaObjectId IN ({','.join(map(str, outlier_diaobject_ids))})\n", - "\"\"\"\n", - "\n", - "job_lightcurves = service.submit_job(query_lightcurves)\n", - "job_lightcurves.run()\n", - "job_lightcurves.wait(phases=[\"COMPLETED\", \"ERROR\"])\n", - "if job_lightcurves.phase == \"ERROR\":\n", - " job_lightcurves.raise_if_error()\n", - "\n", - "assert job_lightcurves.phase == \"COMPLETED\"\n", - "forced_source_outliers = job_lightcurves.fetch_result().to_table().to_pandas()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "id": "ff3318c7-edb9-4b33-9b6c-79a3bb23b96b", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:53:07.979691Z", - "iopub.status.busy": "2025-08-06T15:53:07.978746Z", - "iopub.status.idle": "2025-08-06T15:53:10.820373Z", - "shell.execute_reply": "2025-08-06T15:53:10.819645Z", - "shell.execute_reply.started": "2025-08-06T15:53:07.979659Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(5, 4, figsize=(15, 15), sharex=True)\n", - "axes = axes.flatten()\n", - "\n", - "for i, diaobject_id in enumerate(outlier_diaobject_ids):\n", - " ax = axes[i]\n", - " object_data = forced_source_outliers[\n", - " forced_source_outliers[\"diaObjectId\"] == diaobject_id\n", - " ]\n", - " for band in filter_names:\n", - " band_data = object_data[object_data[\"band\"] == band]\n", - " if len(band_data) > 0:\n", - " ax.errorbar(\n", - " band_data[\"expMidptMJD\"],\n", - " band_data[\"psfDiffFlux\"],\n", - " yerr=band_data[\"psfDiffFluxErr\"],\n", - " fmt=filter_symbols[band],\n", - " color=filter_colors[band],\n", - " label=band,\n", - " alpha=0.7,\n", - " )\n", - " ax.set_title(f\"DiaObject ID: {diaobject_id}\")\n", - " if i >= 16:\n", - " ax.set_xlabel(\"Modified Julian Date\")\n", - " if i % 4 == 0:\n", - " ax.set_ylabel(\"Difference Flux (nJy)\")\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "id": "1d828aec-b20a-43fc-b42e-a3ce91073e8b", - "metadata": { - "execution": { - "iopub.execute_input": "2025-08-06T15:53:15.880990Z", - "iopub.status.busy": "2025-08-06T15:53:15.880292Z", - "iopub.status.idle": "2025-08-06T15:53:15.886384Z", - "shell.execute_reply": "2025-08-06T15:53:15.885688Z", - "shell.execute_reply.started": "2025-08-06T15:53:15.880961Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top Outlier\n", - " DiaObject ID: ra\n", - " RA: 105.96561702372843\n", - " Dec: -10.687113965156492\n", - " r-band PSF Flux Mean: -2420.23779296875\n", - " r-band PSF Flux Sigma: 755.0641227099654\n", - " r-band PSF Flux Linear Slope: -73.90625336213405\n" - ] - } - ], - "source": [ - "top_outlier_id = outlier_diaobject_ids[0]\n", - "top_outlier_data = dia_objects.loc[top_outlier_id]\n", - "print(\"Top Outlier\")\n", - "print(f\" DiaObject ID: {top_outlier_data.index[0]}\")\n", - "print(f\" RA: {top_outlier_data['ra']}\")\n", - "print(f\" Dec: {top_outlier_data['dec']}\")\n", - "print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", - "print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", - "print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "82814916-172d-4844-bbdf-774f07ab7842", - "metadata": {}, - "outputs": [], - "source": [ - "# for top_outlier_id in outlier_diaobject_ids:\n", - "# top_outlier_data = dia_objects.loc[top_outlier_id]\n", - "# # print(\"Top Outlier\")\n", - "# print(f\" DiaObject ID: {top_outlier_id}\")\n", - "# print(f\" RA, DED: {top_outlier_data['ra']} {top_outlier_data['dec']}\")\n", - "# print(f\" r-band PSF Flux Mean: {top_outlier_data['r_psfFluxMean']}\")\n", - "# print(f\" r-band PSF Flux Sigma: {top_outlier_data['r_psfFluxSigma']}\")\n", - "# print(f\" r-band PSF Flux Linear Slope: {top_outlier_data['r_psfFluxLinearSlope']}\")\n", - "# print(\"*\"*20)" - ] - }, - { - "cell_type": "markdown", - "id": "cf04da00-c5a0-4ba6-a779-1da06f227bdc", - "metadata": {}, - "source": [ - "## 4. Going further\n", - "\n", - "Now, in this tutorial we only used photometric data available from the catalogs. For more detailed analysis, you could use a feature extractor on every light curve. For example: [ALeRCE](https://github.com/alercebroker/pipeline)([Sánchez-Sáez+21](https://ui.adsabs.harvard.edu/abs/2021AJ....161..141S/abstract)) or [```light-curve```]((https://github.com/light-curve/light-curve-python))[(Malanchev+21)](https://ui.adsabs.harvard.edu/abs/2021MNRAS.502.5147M/abstract).\n", - "\n", - "After obtaining these features for your light curve sample, you can perform anomaly detection very similarly to above." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "LSST", - "language": "python", - "name": "lsst" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.11" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 8430df5adbeb97ea10027f11cab412c4a3126cde Mon Sep 17 00:00:00 2001 From: plazas Date: Wed, 3 Sep 2025 13:13:30 +0000 Subject: [PATCH 3/7] Update intro and other explanatory text --- .../306_4_Anomaly_detection.ipynb | 294 ++++++++++-------- 1 file changed, 163 insertions(+), 131 deletions(-) diff --git a/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb index c3f27f0b..8e9d815b 100644 --- a/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb +++ b/DP1/300_Science_Demos/306_Extragalactic_transients/306_4_Anomaly_detection.ipynb @@ -50,7 +50,7 @@ "\n", "**Packages:** `lsst`, `scikit-learn`, `pandas`, `matplotlib`, `numpy`, `astropy`.\n", "\n", - "**Credit:** Originally developed by Andrés A. Plazas Malagón and the Rubin Community Science team.\n", + "**Credit:** Originally developed by Andrés A. Plazas Malagón, Brian Nord, and the Rubin Community Science team.\n", "Please consider acknowledging them if this notebook is used for the preparation of journal articles, software releases, or other notebooks.\n", "\n", "Based on a [notebook prepared for the Rubin Community Workshop 2025](https://github.com/sidchaini/RubinCW25-Anomalies) by Siddharth Chaini, Andrés A. Plazas Malagón, Ryan Lau, Tatiana Acero Cuellar, with input from Federica Bianco. \n", @@ -71,7 +71,15 @@ "\n", "This notebook illustrates the use of anomaly detection techniques on objects from the Rubin Observatory's [Data Preview 1 (DP1)](https://rtn-095.lsst.io/), focusing on difference-image analysis (DIA) data products.\n", "\n", - "- **Section 2** applies the `IsolationForest` routine from [`scikit-learn`](https://scikit-learn.org/stable/) to identify outliers among DIA objects in DP1 data." + "Anomaly detection refers to identifying rare items, events, or observations which differ significantly from the majority of the data - and may correspond to errors, rare astrophysical phenomena, or artifacts. There are many anomaly detection techniques available, including statistical methods like Principal Component Analysis (PCA), distance-based methods, clustering-based approaches, and machine learning models such as Support Vector Machines or neural networks. Several of these techniques are implemented in [`scikit-learn`](https://scikit-learn.org/stable/modules/outlier_detection.html) and other libraries.\n", + "\n", + "In this notebook:\n", + "\n", + "- **Section 2** applies the `IsolationForest` algorithm from [`scikit-learn`](https://scikit-learn.org/stable/), a tree-based, unsupervised anomaly detection method that works by randomly partitioning data and identifying points that are easier to isolate — typically, the outliers.\n", + "\n", + "Compared to PCA, which reduces dimensionality and may detect outliers based on reconstruction error or projection distance in lower-dimensional space, Isolation Forest is more flexible and better suited to high-dimensional, non-linear feature distributions.\n", + "\n", + "**References**\n" ] }, { @@ -90,11 +98,11 @@ "id": "b563d3b9-1103-42e6-a291-5b487d8a9af6", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:23.321575Z", - "iopub.status.busy": "2025-08-12T18:06:23.321421Z", - "iopub.status.idle": "2025-08-12T18:06:25.001276Z", - "shell.execute_reply": "2025-08-12T18:06:25.000725Z", - "shell.execute_reply.started": "2025-08-12T18:06:23.321558Z" + "iopub.execute_input": "2025-09-02T16:22:48.801511Z", + "iopub.status.busy": "2025-09-02T16:22:48.801239Z", + "iopub.status.idle": "2025-09-02T16:22:50.556904Z", + "shell.execute_reply": "2025-09-02T16:22:50.556352Z", + "shell.execute_reply.started": "2025-09-02T16:22:48.801484Z" } }, "outputs": [], @@ -114,7 +122,7 @@ "id": "28668876-e906-4088-9540-85cab096e626", "metadata": {}, "source": [ - "### 1.2. Define parameters and functions." + "### 1.2. Define parameters and functions" ] }, { @@ -131,11 +139,11 @@ "id": "d187cff7-78a9-49f9-8a79-2e6ebb69607e", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.002279Z", - "iopub.status.busy": "2025-08-12T18:06:25.001884Z", - "iopub.status.idle": "2025-08-12T18:06:25.038433Z", - "shell.execute_reply": "2025-08-12T18:06:25.037955Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.002260Z" + "iopub.execute_input": "2025-09-02T16:22:50.575546Z", + "iopub.status.busy": "2025-09-02T16:22:50.574702Z", + "iopub.status.idle": "2025-09-02T16:22:50.616660Z", + "shell.execute_reply": "2025-09-02T16:22:50.616135Z", + "shell.execute_reply.started": "2025-09-02T16:22:50.575521Z" } }, "outputs": [], @@ -158,11 +166,11 @@ "id": "703cbac4-b15e-4b9a-90e3-30ad06fd8032", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.039085Z", - "iopub.status.busy": "2025-08-12T18:06:25.038937Z", - "iopub.status.idle": "2025-08-12T18:06:25.041627Z", - "shell.execute_reply": "2025-08-12T18:06:25.041260Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.039072Z" + "iopub.execute_input": "2025-09-02T16:22:51.437082Z", + "iopub.status.busy": "2025-09-02T16:22:51.436513Z", + "iopub.status.idle": "2025-09-02T16:22:51.440018Z", + "shell.execute_reply": "2025-09-02T16:22:51.439446Z", + "shell.execute_reply.started": "2025-09-02T16:22:51.437055Z" } }, "outputs": [], @@ -186,11 +194,11 @@ "id": "38bf25ba-4133-4551-adc7-e2660f8e0854", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.042392Z", - "iopub.status.busy": "2025-08-12T18:06:25.042189Z", - "iopub.status.idle": "2025-08-12T18:06:25.061594Z", - "shell.execute_reply": "2025-08-12T18:06:25.061107Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.042375Z" + "iopub.execute_input": "2025-09-02T16:22:52.332872Z", + "iopub.status.busy": "2025-09-02T16:22:52.332337Z", + "iopub.status.idle": "2025-09-02T16:22:52.335542Z", + "shell.execute_reply": "2025-09-02T16:22:52.335051Z", + "shell.execute_reply.started": "2025-09-02T16:22:52.332849Z" } }, "outputs": [], @@ -205,7 +213,7 @@ "id": "8a10026d-bd1f-499c-917c-a5b661923bf9", "metadata": {}, "source": [ - "## 2. Anomalies via isolation forest.\n", + "## 2. Anomalies via isolation forest\n", "\n", "Apply the [Isolation Forest Algorithm](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html) from `scikit-learn` on the DP1 `DiaObject` catalog to identify anomalous sources. \n", "\n", @@ -222,15 +230,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "cbe8cbc7-01f0-4533-b637-93a50bded7fe", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.062303Z", - "iopub.status.busy": "2025-08-12T18:06:25.062099Z", - "iopub.status.idle": "2025-08-12T18:06:25.082086Z", - "shell.execute_reply": "2025-08-12T18:06:25.081616Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.062288Z" + "iopub.execute_input": "2025-09-02T19:51:52.615762Z", + "iopub.status.busy": "2025-09-02T19:51:52.615515Z", + "iopub.status.idle": "2025-09-02T19:51:52.618602Z", + "shell.execute_reply": "2025-09-02T19:51:52.618097Z", + "shell.execute_reply.started": "2025-09-02T19:51:52.615746Z" } }, "outputs": [], @@ -248,15 +256,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "16c2dedf-bb5c-491e-8bc5-b313026bdd41", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.082892Z", - "iopub.status.busy": "2025-08-12T18:06:25.082735Z", - "iopub.status.idle": "2025-08-12T18:06:25.101769Z", - "shell.execute_reply": "2025-08-12T18:06:25.101342Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.082878Z" + "iopub.execute_input": "2025-09-02T19:51:53.683967Z", + "iopub.status.busy": "2025-09-02T19:51:53.683375Z", + "iopub.status.idle": "2025-09-02T19:51:53.686321Z", + "shell.execute_reply": "2025-09-02T19:51:53.685881Z", + "shell.execute_reply.started": "2025-09-02T19:51:53.683948Z" } }, "outputs": [], @@ -274,15 +282,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "23ded5f7-89cf-4b8f-b724-00c2b393ef01", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.102413Z", - "iopub.status.busy": "2025-08-12T18:06:25.102263Z", - "iopub.status.idle": "2025-08-12T18:06:25.122167Z", - "shell.execute_reply": "2025-08-12T18:06:25.121777Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.102400Z" + "iopub.execute_input": "2025-09-02T19:51:54.621453Z", + "iopub.status.busy": "2025-09-02T19:51:54.620837Z", + "iopub.status.idle": "2025-09-02T19:51:54.623705Z", + "shell.execute_reply": "2025-09-02T19:51:54.623288Z", + "shell.execute_reply.started": "2025-09-02T19:51:54.621432Z" } }, "outputs": [], @@ -317,15 +325,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "419d82f4-0422-4545-80fc-2d3c682f4896", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.122838Z", - "iopub.status.busy": "2025-08-12T18:06:25.122691Z", - "iopub.status.idle": "2025-08-12T18:06:25.143067Z", - "shell.execute_reply": "2025-08-12T18:06:25.142618Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.122824Z" + "iopub.execute_input": "2025-09-02T19:51:55.517434Z", + "iopub.status.busy": "2025-09-02T19:51:55.516854Z", + "iopub.status.idle": "2025-09-02T19:51:55.519937Z", + "shell.execute_reply": "2025-09-02T19:51:55.519479Z", + "shell.execute_reply.started": "2025-09-02T19:51:55.517414Z" } }, "outputs": [], @@ -339,15 +347,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "d035a2c6-f0cd-40d2-bc6d-7d2eac6c63ec", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.143689Z", - "iopub.status.busy": "2025-08-12T18:06:25.143549Z", - "iopub.status.idle": "2025-08-12T18:06:25.163317Z", - "shell.execute_reply": "2025-08-12T18:06:25.162911Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.143676Z" + "iopub.execute_input": "2025-09-02T19:51:56.018180Z", + "iopub.status.busy": "2025-09-02T19:51:56.017583Z", + "iopub.status.idle": "2025-09-02T19:51:56.021402Z", + "shell.execute_reply": "2025-09-02T19:51:56.020884Z", + "shell.execute_reply.started": "2025-09-02T19:51:56.018160Z" } }, "outputs": [ @@ -357,7 +365,7 @@ "['r_psfFluxMean', 'r_psfFluxLinearSlope', 'r_psfFluxSigma']" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -376,15 +384,15 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "ab4c467f-3874-45b0-a0f9-c15fa4db3ce2", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.163953Z", - "iopub.status.busy": "2025-08-12T18:06:25.163797Z", - "iopub.status.idle": "2025-08-12T18:06:25.182854Z", - "shell.execute_reply": "2025-08-12T18:06:25.182381Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.163939Z" + "iopub.execute_input": "2025-09-02T19:51:56.950298Z", + "iopub.status.busy": "2025-09-02T19:51:56.949676Z", + "iopub.status.idle": "2025-09-02T19:51:56.952957Z", + "shell.execute_reply": "2025-09-02T19:51:56.952448Z", + "shell.execute_reply.started": "2025-09-02T19:51:56.950273Z" } }, "outputs": [], @@ -406,15 +414,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "c5cb78eb-d2de-4c65-a041-c3c6cd8af5a0", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:25.183536Z", - "iopub.status.busy": "2025-08-12T18:06:25.183382Z", - "iopub.status.idle": "2025-08-12T18:06:32.516096Z", - "shell.execute_reply": "2025-08-12T18:06:32.515607Z", - "shell.execute_reply.started": "2025-08-12T18:06:25.183522Z" + "iopub.execute_input": "2025-09-02T19:51:57.485392Z", + "iopub.status.busy": "2025-09-02T19:51:57.484754Z", + "iopub.status.idle": "2025-09-02T19:52:00.849577Z", + "shell.execute_reply": "2025-09-02T19:52:00.849010Z", + "shell.execute_reply.started": "2025-09-02T19:51:57.485368Z" } }, "outputs": [], @@ -436,15 +444,15 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "3cd0fd81-0c6a-4ea5-be6b-eb2685ae3d6c", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:32.516749Z", - "iopub.status.busy": "2025-08-12T18:06:32.516598Z", - "iopub.status.idle": "2025-08-12T18:06:33.107734Z", - "shell.execute_reply": "2025-08-12T18:06:33.107090Z", - "shell.execute_reply.started": "2025-08-12T18:06:32.516735Z" + "iopub.execute_input": "2025-09-02T19:52:00.850695Z", + "iopub.status.busy": "2025-09-02T19:52:00.850485Z", + "iopub.status.idle": "2025-09-02T19:52:01.373316Z", + "shell.execute_reply": "2025-09-02T19:52:01.372811Z", + "shell.execute_reply.started": "2025-09-02T19:52:00.850680Z" } }, "outputs": [ @@ -481,15 +489,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "437c03f7-c327-48a7-9eb1-0fbd7f6efa06", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:33.108533Z", - "iopub.status.busy": "2025-08-12T18:06:33.108364Z", - "iopub.status.idle": "2025-08-12T18:06:33.111110Z", - "shell.execute_reply": "2025-08-12T18:06:33.110640Z", - "shell.execute_reply.started": "2025-08-12T18:06:33.108518Z" + "iopub.execute_input": "2025-09-02T19:52:01.374020Z", + "iopub.status.busy": "2025-09-02T19:52:01.373844Z", + "iopub.status.idle": "2025-09-02T19:52:01.376359Z", + "shell.execute_reply": "2025-09-02T19:52:01.375942Z", + "shell.execute_reply.started": "2025-09-02T19:52:01.374006Z" } }, "outputs": [], @@ -502,7 +510,7 @@ "id": "26f5554b-28c6-4813-a14d-2067244c761e", "metadata": {}, "source": [ - "### 2.2. Run the isolation forest algorithm.\n", + "### 2.2. Run the isolation forest algorithm\n", "\n", "The **Isolation Forest** algorithm detects anomalies by randomly partitioning the data using decision trees and identifying points that require fewer splits to isolate, as these are more likely to be outliers.\n", "\n", @@ -520,15 +528,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "fecf3276-1281-46dd-a1e7-a4aa3e86983f", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:33.111747Z", - "iopub.status.busy": "2025-08-12T18:06:33.111606Z", - "iopub.status.idle": "2025-08-12T18:06:33.135814Z", - "shell.execute_reply": "2025-08-12T18:06:33.135242Z", - "shell.execute_reply.started": "2025-08-12T18:06:33.111735Z" + "iopub.execute_input": "2025-09-02T19:52:01.377245Z", + "iopub.status.busy": "2025-09-02T19:52:01.377087Z", + "iopub.status.idle": "2025-09-02T19:52:01.399401Z", + "shell.execute_reply": "2025-09-02T19:52:01.398920Z", + "shell.execute_reply.started": "2025-09-02T19:52:01.377231Z" } }, "outputs": [], @@ -552,15 +560,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "d481d60f-a5ef-4499-a70e-2a18174178ac", "metadata": { "execution": { - "iopub.execute_input": "2025-08-12T18:06:33.136526Z", - "iopub.status.busy": "2025-08-12T18:06:33.136372Z", - "iopub.status.idle": "2025-08-12T18:06:33.350772Z", - "shell.execute_reply": "2025-08-12T18:06:33.350166Z", - "shell.execute_reply.started": "2025-08-12T18:06:33.136512Z" + "iopub.execute_input": "2025-09-02T19:52:02.037233Z", + "iopub.status.busy": "2025-09-02T19:52:02.036945Z", + "iopub.status.idle": "2025-09-02T19:52:02.254090Z", + "shell.execute_reply": "2025-09-02T19:52:02.253550Z", + "shell.execute_reply.started": "2025-09-02T19:52:02.037215Z" } }, "outputs": [ @@ -1045,7 +1053,7 @@ " cursor: pointer;\n", "}\n", "
IsolationForest(max_samples=1000, n_jobs=1,\n",
-       "                random_state=RandomState(MT19937) at 0x7E75CC80E440)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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