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-{
- "cells": [
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "# 0. Getting started with CapyMOA\n",
- "\n",
- "This notebook shows some basic usage of CapyMOA for supervised learning (classification and regression)\n",
- "* There are more detailed notebooks and documentation available, our goal here is just present some high-level functions and demonstrate a subset of CapyMOA's functionalities. \n",
- "* For simplicity, we simulate data streams in the following examples using datasets and employing synthetic generators. One could also read data directly from a CSV or ARFF (See [stream_from_file](https://capymoa.org/api/stream.html#capymoa.stream.stream_from_file) function)\n",
- "\n",
- "---\n",
- "\n",
- "*More information about CapyMOA can be found in* https://www.capymoa.org\n",
- "\n",
- "**last update on 25/07/2024**"
- ],
- "id": "a88608f92fc550b4"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 1. Classification\n",
- "\n",
- "* Classification for data streams tradicionally assumes instances are available to the classifier in an incremental fashion and labels become available before a new instance becomes available\n",
- "* It is common to simulate this behavior using a **while loop**, often referred to as a **test-then-train loop** which contains 4 distinct steps:\n",
- " 1. Fetches the next instance from the stream\n",
- " 2. Makes a prediction\n",
- " 3. Train the model with the instance\n",
- " 4. Update a mechanism to keep track of metrics\n",
- "\n",
- "**Some remarks about test-then-train loop**:\n",
- "* We must not train before testing, meaning that steps 2 and 3 should not be interchanged, as this would invalidate our interpretation concerning how the model performs on unseen data, leading to unreliable evaluations of its efficacy. \n",
- "* Steps 3 and 4 can be completed in any order without altering the result. \n",
- "* What if labels are not immediately available? Then you might want to read about delayed labeling and partially labeled data, see [A Survey on Semi-supervised Learning for Delayed Partially Labelled Data Streams](https://dl.acm.org/doi/full/10.1145/3523055)\n",
- "* More information on classification for data streams is available on section **2.2 Classification** from [Machine Learning for Data Streams](https://moa.cms.waikato.ac.nz/book-html/) book\n"
- ],
- "id": "810d24246a50bf60"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "82.06656073446328\n"
- ]
- }
- ],
- "execution_count": 1,
- "source": [
- "from capymoa.datasets import Electricity\n",
- "from capymoa.evaluation import ClassificationEvaluator\n",
- "from capymoa.classifier import OnlineBagging\n",
- "\n",
- "elec_stream = Electricity()\n",
- "ob_learner = OnlineBagging(schema=elec_stream.get_schema(), ensemble_size=5)\n",
- "ob_evaluator = ClassificationEvaluator(schema=elec_stream.get_schema())\n",
- "\n",
- "while elec_stream.has_more_instances():\n",
- " instance = elec_stream.next_instance()\n",
- " prediction = ob_learner.predict(instance)\n",
- " ob_learner.train(instance)\n",
- " ob_evaluator.update(instance.y_index, prediction)\n",
- "\n",
- "print(ob_evaluator.accuracy())"
- ],
- "id": "9af09682aab00b66"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "### 1.1 High-level evaluation functions\n",
- "\n",
- "* If our goal is just to evaluate learners it would be tedious to keep writing **test-then-train loops**. \n",
- "Thus, it makes sense to encapsulate that loop inside **high-level evaluation functions**. \n",
- "\n",
- "* Furthermore, sometimes we are interested in **cumulative metrics** and sometimes we care about metrics **windowed metrics**. For example, if we want to know how accurate our model is so far, considering all the instances it has seen, then we would look at its **cumulative metrics**. However, we might also be interested in how well the model is every **n** number of instances, so that we can, for example, identify periods in which our model was really struggling to produce correct predictions. \n",
- "\n",
- "* In this example, we use the ```prequential_evaluation``` function, which provides us with both the cumulative and the windowed metrics! \n",
- "\n",
- "* Some remarks:\n",
- " * If you want to know more about other **high-level evaluation functions**, **evaluators**, or which **metrics** are available, check the **01_evaluation** notebook\n",
- " * The **results** from evaluation functions such as **prequential_evaluation** follow a standard, also discussed thoroughly in the **Evaluation documentation** in http://www.capymoa.org\n",
- " * Sometimes authors refer to the **cumulative** metrics as **test-then-train** metrics, such as **test-then-train accuracy** (or TTT accuracy for short). They all refer to the same concept.\n",
- " * Shouldn't we recreate the stream object ```elec_stream```? No, `prequential_evaluation()`, by default, automatically ```restart()``` streams when they are reused.\n",
- "\n",
- "In the below example `prequential_evaluation` is used with a `HoeffdingTree` classifier on the `Electricity` data stream."
- ],
- "id": "791ae590e41387c9"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Cumulative accuracy = 81.6604872881356, wall-clock time: 0.25900697708129883\n"
- ]
- },
- {
- "data": {
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- "metadata": {},
- "output_type": "display_data"
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- "execution_count": 3,
- "source": [
- "from capymoa.evaluation.visualization import plot_windowed_results\n",
- "from capymoa.base import MOAClassifier\n",
- "from moa.classifiers.trees import HoeffdingAdaptiveTree\n",
- "from capymoa.classifier import HoeffdingTree\n",
- "from capymoa.classifier import AdaptiveRandomForestClassifier\n",
- "\n",
- "# Create the wrapper for HoeffdingAdaptiveTree (from MOA)\n",
- "HAT = MOAClassifier(schema=elec_stream.get_schema(), moa_learner=HoeffdingAdaptiveTree, CLI=\"-g 50\")\n",
- "HT = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n",
- "ARF = AdaptiveRandomForestClassifier(schema=elec_stream.get_schema(), ensemble_size=10, number_of_jobs=4)\n",
- "\n",
- "results_HAT = prequential_evaluation(stream=elec_stream, learner=HAT, window_size=4500)\n",
- "results_HT = prequential_evaluation(stream=elec_stream, learner=HT, window_size=4500)\n",
- "results_ARF = prequential_evaluation(stream=elec_stream, learner=ARF, window_size=4500)\n",
- "\n",
- "# Comparing models based on their cumulative accuracy\n",
- "print(f\"HAT accuracy = {results_HAT.cumulative.accuracy()}\")\n",
- "print(f\"HT accuracy = {results_HT.cumulative.accuracy()}\")\n",
- "print(f\"ARF accuracy = {results_ARF.cumulative.accuracy()}\")\n",
- "\n",
- "# Plotting the results. Note that we ovewrote the ylabel, but that doesn't change the metric. \n",
- "plot_windowed_results(results_HAT, results_HT, results_ARF, metric=\"accuracy\", xlabel=\"# Instances (window)\")"
- ],
- "id": "8678841e43e7ef69"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 2. Regression\n",
- "\n",
- "* Regression algorithms have its API usage very similar to classification algorithms. We can use the same high-level evaluation and visualization functions for regression and classification.\n",
- "* Similarly to classification, we can also use MOA objects through a generic API. "
- ],
- "id": "32eeae84088db0e7"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
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",
- "text/plain": [
- "
"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 4,
- "source": [
- "from capymoa.datasets import Fried\n",
- "from moa.classifiers.trees import FIMTDD\n",
- "from capymoa.base import MOARegressor\n",
- "from capymoa.regressor import KNNRegressor\n",
- "\n",
- "fried_stream = Fried() # Downloads the Fried dataset into the data dir in case it is not there yet. \n",
- "fimtdd = MOARegressor(schema=fried_stream.get_schema(), moa_learner=FIMTDD())\n",
- "knnreg = KNNRegressor(schema=fried_stream.get_schema(), k=3, window_size=1000)\n",
- "\n",
- "results_fimtdd = prequential_evaluation(stream=fried_stream, learner=fimtdd, window_size=5000)\n",
- "results_knnreg = prequential_evaluation(stream=fried_stream, learner=knnreg, window_size=5000)\n",
- "\n",
- "results_fimtdd.windowed.metrics_per_window()\n",
- "# Note that the metric is different from the ylabel parameter, which just overrides the y-axis label.\n",
- "plot_windowed_results(results_fimtdd, results_knnreg, metric=\"rmse\", ylabel=\"root mean squared error\")"
- ],
- "id": "b26bdc8a59d427d2"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 3. Concept Drift\n",
- "\n",
- "* One of the most challenging and defining aspects of data streams is the phenomenon known as **concept drifts**.\n",
- "* In CapyMOA, we designed the simplest and most complete API for simulating, visualizing and assessing concept drifts.\n",
- "* In the example below we focus on a simple way of simulating and visualizing a drifting stream. There is a tutorial focusing entirely on how Concept Drift can be simulated, detected and assessed in a separate notebook (See **Tutorial 4**: `Simulating Concept Drifts with the DriftStream API`)"
- ],
- "id": "370e7d2651c65580"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "### 3.1 Plotting Drift Detection results\n",
- "\n",
- "* This example uses the DriftStream building API, precisely the **positional version** where drifts are specified according to their exact location on the stream.\n",
- "* **Integration with the visualization function.** The DriftStream object carries meta-information about the drift which is passed along the stream and thus become available to ```plot_windowed_results```\n",
- "\n",
- "* The following plot contains two drifts: 1 abrupt and 1 gradual, such that the abrupt drift is located at instance 5000 and the gradual drift starts at instance 9000 and ends at 12000. This information is provided to the stream via ```GradualDrift(start=9000, end=12000)```\n",
- "\n",
- "* More details concerning Concept Drift in CapyMOA can be found in the documentation: http://www.capymoa.org"
- ],
- "id": "720f5f324e3cf3a5"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "None\n"
- ]
- },
- {
- "data": {
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HP/gBlixZgmuuuQa7du3CAw88gLa2Ntx444249tprAUjlu8i/+Xwemzdvxnve8x6Mjo6itbUVP/3pT3H99dfjvvvuw/XXX4+hoSGceeaZuOuuu9DV1UXb87//+7/4r//6LwwODqKvrw/XXXcdPvWpTxW0ubm5GfPmzQMALFiwAO9///vx4osv0jbs3r0bX/jCF/D8888jFovh2GOPxS233IJzzz2XnmN4eBjXXHMN/vSnP6GzsxM333wzvvKVr+Czn/0sPvvZzwIA3nzzTVx77bXYsmULlixZgu9+97u44IILsHHjRlx66aXYu3cvli5dihdffBEnnXQS7fOjjz6KL3/5y9i2bRtOOukk/PjHP8bKlSvpd99yyy24/fbbkUgksHbtWjQ1NWHz5s3429/+pnmNyD2VyWTgdrstX1tOdSDzgXpemDFkMvCS/81mgRnazxl/HRuIXz6/DwIEAGLR7wQA9z2/D188f3nR72bFNcxmpfVBPi/9NwPJyP3KVKN/+bwyv83gMa02GXkNO5PfGWaUOo/VE7NiTm0QrF6DmhnkTU1NOP3003HzzTfj2GOPxfz583Hffffh2WefxbJlywBI4eof/OAHsXjxYuzevRs33ngj3vve9+LZZ5/VNXBuvfVWfP3rXy/6/NFHHy2qNe7xeNDZ2YloNIp0Oo1EOofTv/OcI/3Li8BFtz9j+fhnr38Hgj5rRtv4+DgeffRRfOUrXynaaAiFQhgYGMD999+PW2+9Ffl8Ht/+9rdx44034rrrrsP//d//4Z/+6Z9w6qmnYvny5YhGowCAWCyGqakpxONxAFJ+v8vlQjKZRDwex2233YYf/OAHcLlc+Md//Ed87nOfw49+9CMAwIYNG3DTTTfhtttuw6pVq7B161Z89rOfhcvlwoc//GHatkQiQTdIdu3ahccffxwf+chH6GeHDh3Cu9/9btxwww3w+/345S9/iQ984AP461//it5eKUToYx/7GEZHR/H73/8eXq8X//qv/4ojR44gmUxiamoKuVwOl156KXp6erBp0yZEo1HceOONBd+v1+cbb7wRX//619He3o7rr78eV111FR555BHax//4j//At771LZx22mn49a9/je9///tYtGgRbb+adDqNRCKBp556Ctls1tK15VSfTZs21boJFcGdTOJi+f8feeop5FSbnzONmXodG4kXdriQFwVIy9ZC8qKIF7btxkPZnbp/PyuuYYnRa43EpkOHKv4dBfPb8PCMn9+qzaY//7nWTagZ5c5j9cSsmFPrHGJjmFHTmN177rkHV199NRYsWAC3241TTjkFH/7wh/Hiiy8CAK644gp67AknnIBVq1Zh6dKl1KOpxZe//GVcf/319OepqSn09vbi/PPPR3Nzc8GxyWQSQ0NDiEQiCAQC8KRrZzQ1NTch5LN2Od544w2IooiTTjqpqE8AsGrVKvzsZz9DKpWCy+XCRRddRMfkxBNPxJ133okXXngBp556KiKRCAAgHA6jubmZblo0NTWhubkZgUAAmUwG//M//4OlS5cCAK677jrcfPPN9Ltvu+02fOtb36LG9wknnIC9e/finnvuwT/+4z/Sdn3yk5+E2+1GNptFKpXC+973Ptx0003weqV97jPPPBNnnnkmPf7kk0/GH//4R2zevBn/9E//hDfffBObN2/G888/j/7+fgDAXXfdhZUrVyIQCKC5uRkPP/wwBgcHsXnzZnR2dgKQQtQvuOACBINBNDc36/b5P/7jP+h9deONN+KSSy6Bz+dDIBDAXXfdhauvvpp6/U8++WQ88cQTSCaTmtcAkO6vYDCIc845pygShFN7MpkMNm3ahPPOO4/egzOKmBJWd8E55wAzVDNhxl/HBmKbZydeeXovcmKxZ8klCFh93BJcpOMhn/HXMJEAnnkGiESAGfo+yOTz2HToEM7r7ITXVeGMyESC/u8FXV2AHCnIKY9MIoFN4+M47+yz4W1qqnVzakKp81g9MSvm1AZBz2mnpqYG+dKlS/Hkk09ST2VXVxcuv/xyLFmyRPP4JUuWoKOjA7t27dI1yP1+v6ZImNfrLbopc7kcBEGAy+WCy+VC2O/Ftn+/wHL7v7NpB36i89C6BQGfOKsP15+3ouh3+Xwe01PTaGpugkt+adkJWSd/Q9quhpyH/O7EE08sOK6zsxMjIyO03+RYvZ9DoRCWL1cmn+7ubhw5cgQulwuxWAy7d+/GNddcU2B8Z7NZtLS0FHzvf/3Xf+Hcc89FLpfDrl27cP311+PjH/84fvnLXwIAotEovva1r+EPf/gDhoeHkc1mkUgkMDQ0BJfLhZ07d8Lj8aC/v5+ed8WKFWhra6NjsXPnTvT29qK7u5t+7zve8Q7TPgLASSedRP+fiAqOjIxg4cKF2L59Oz796U/T3+fzeZx66ql45plnNK8BOb8gCJr3Hqd+mLHXh+mT1+Mp+HkmMmOvYwNxxWmL8KOnBzV/JwL48GmLDK/RjL6GmQwgCIDLJf03g/G6XJU3yJnze2fBmFYNef3o9Xhm7rNoQrnzWD0xo+fUBsHq+NeFqlU4HEY4HMb4+DgeeeQR3HbbbZrH7d+/H6OjowW5y04iCIJlLzUAfPS0RbhL96EV8bHTFmmeL5/PI+tzI+Tz6BpzRixbtgyCIOCNN97AZZddVvT7N954A21tbZg7dy6A4ptBEASat20Frb8X5U0IEv79ox/9CKeddlrBceq0gs7OTpqOsHLlSkxPT+PDH/4wvvGNb2DZsmX44he/iE2bNuFb3/oWli1bhmAwiA996ENIp9OW21oObD/JpoadceJwOJzZzOKOMNavWYV/eWArzb50yfvM69esQl8Vqo9wOBxOOZB5bB3RiJJxCXwe41SOmm4pPvLIIzTEeNOmTXj3u9+NY445Bp/4xCcQjUbxpS99Cc899xz27t2Lxx9/HB/4wAewbNkyXHCBdS92JSEPrUsA3C6h4N9KPrTt7e0477zz8IMf/AAJJmwLkPKw7733Xlx++eUVUUpXM3/+fHR3d2PPnj1YtmxZwX+LFy82/FtisJM+PPPMM7jqqqtw2WWX4YQTTkBnZyf27t1Lj1+5ciWy2Sxeeukl+tmuXbswPj5ecMzQ0BAOHz5MP2Nr25fKypUri86jJ+bG4XA4s5WB/l78v3cupT+ff1wnnvjCu3ipIA6H0zAM9PfiD585i/4c9Ln5PMapKDX1kE9OTuLLX/4y9u/fjzlz5mDNmjW45ZZb4PV6kc1msXXrVvzsZz/DxMQEuru7cf755+Pmm2+uq1rkA/29WN03B/czdcgv7++t+A7a97//fZxxxhm44IIL8I1vfAOLFy/G66+/ji996UtYsGABbrnllop+P8vXv/51fOYzn0FLSwsuvPBCpFIpbNmyBePj4wX5/BMTEzh06BDy+Tx27tyJf//3f8eKFStw7LHHAgCWL1+OX//617jkkksgCAK++tWvFniojznmGJx77rm49tprcccdd8Dr9eILX/gCgsEg3Xw477zzsHTpUnz84x/HbbfdhunpaXzlK18BgLI2KK677jpcc8016O/vxxlnnIFf/vKXeP3112lePYfD4XAkklmlWsmFx3dyjxKHw2k4vEyUZzqbx8I5xVWTOBynqKlBvnbtWqxdu1bzd8FgkCpc1zt9HWGsu/CYqn7n8uXLsWXLFtx0001Yu3YtxsbG0NnZiUsvvRQ33XQT5syZU7W2fPKTn0QoFMI3v/lNfOlLX0I4HMYJJ5yAz33ucwXHfeITnwAgGcadnZ0455xz8B//8R+0Hvh3vvMdXH311TjjjDPQ0dGBdevWFYkh3H333fiHf/gHnHPOOejs7MStt96K119/nYqmud1u/Pa3v8UnP/lJrF69GkuWLME3v/lNXHLJJWUJq330ox/Fnj178MUvfhHJZBIDAwP4yEc+gldeeaXkc3I4HM5MZHgiSf8/nrZeSpTD4XDqheFJJQI1lxcxlcygNeSrYYs4M5m6yCHnlMaiRYvw05/+1PAYNuSb8PLLL9P/7+vro/ngAPCud72r4OerrroKV111VcHfX3rppQXHAMBHPvIRfOQjH9Fth/p4Lfr6+vDEE08UfPZP//RPBT93dXXhoYceoj/v378fR44cobnpgORJZ2vZP/OMVH6OHGPWZ0ASeFN/9tWvfhVf/epXAUi55e95z3u4h5zD4XBUsAvZeA2rl3A4HE6psBuLADASTXODnFMxuEHOaSieeOIJRKNRnHDCCRgeHsa//Mu/oK+vD+eccw495je/+Q0ikQiWL1+OXbt24bOf/SzOPPPMsozneDyOO++8ExdccAHcbjd+8YtfYPPmzQ0TxcHhcDjV4uCkspBNcA85h8NpQA5OFmo0jUZTWDYvUqPWcGY63CDnNBSZTAY33ngj9uzZg6amJpxxxhm49957CxTSp6ensW7dOrz11lvo6OjAueeei29/+9tlfa8gCHjooYdwyy23IJlMYuXKlbj77rtx7rnnltslDofDmTGks3mMRFP050SGG+QcDqfxUHvIR2PVqfjDmZ1wg5zTUFxwwQWmKvtXXnklrrzySke/NxgM4rHHHqM/5/P5ovx2DofDme0cnkqCzfbhOeQcDqcR0fKQcziVoqZlzzgcDofD4cwcDk4ULmJ5yDqHw2lEhuXUm752SV2de8g5lYQb5LAmOMbh2IXfVxwOZ7YxPFkY5hnnIescDqfBEEURw/Lm4tsWtAAARqPcIOdUjlkdsk7yjuPxOILBYI1bw6klqUwOY/E0MlkRXo+AOSEf/F63+R8aEI/HAaAgv70aDI7EsGHLEPaPJ9DTFsTa/l4s1qkDbOdYDofDMYOEeboEIC8CCa6yzuFwGoypZBYxObrnhAUt+MPWYYzGeMg6p3LMaoPc7XajtbUVR44cAQCEQiEIglDx783n80in00gmk3C5eJBCrZmIp3FkKglAACACEHB0XMS85oBuiQujayiKIuLxOI4cOYLW1la43eUZ9nbYsGUIN2zcCkEQIIoiBEHAD5/cjfVrVmGgv7fkYzkcDscKRAipd04I+0bjPIecw+E0HKR0Y1vIi542yWE3wj3knAoyqw1yAOjs7AQAapRXA1EUkUgkEAwGq7IBwNEnm8vj8FQKWsHlRw4C85v98LiLN02sXMPW1lZ6f1WDwZEYbti4FXkRoKpK8r/rNm7F6r456JO933aO5XA4HKuQheySjjA3yDkcTkNCNha7WoJoD/sBAGM8h5xTQWa9QS4IArq6ujBv3jxkMpmqfGcmk8FTTz2Fc845p+rhzJxCfvTnPdiw5Sjy+WKT3OUSsLa/F9ecvbjod2bX0Ov1VtUzDkgeb0EQAI3cdUEQcP+WIay78Bjbx3I4HI5VDsoL2aVzI/jT9qNc1I3D4TQcJPWmuzWA9ogUKclV1jmVZNYb5AS32101A8rtdiObzSIQCHCDvMbsGEnhwFQWGvY4XIL0+0AgUPS7eryG+8cTukJyoihi/3iipGM5HA7HKmQhu3ReBAAQz/Accg6H01gUesglg3w8nkE2l9eMmuRwyoXfVZxZTU+bfsi5IAg0d6gRsNOXmdRvDodTHyTSOUzEpUizpXMj9DMOh8NpJMjGYlerpCXkkpdLY3Eets6pDNwg58xq1vb3GnqKL28gcTM7fZlJ/eZwOPUBWcSGfW7Mb5byLrlBzuFwGg3iIe9uCcLtEjAnTMLWuUHOqQzcIOfMahZ3hLF+zaqCz9yCAJcArF+zqqGEzUhfWL+3W4BmX7SOdekcy+FwOFagYZ6tQQR9UgpYPJPT3fzjcDiceoR6yFuklEVikHNhN06l4DnknFnPQH8v7n9hCFv2jQMArjx9ET5+Rl9DGqUD/b14dvcofv3SAQDA5asX4tpzlmj2ZaC/F0emk/jmIzsAAOcdNx9ffu+xDdlvDodTe9hFbMgnLS9EEUhl8wh4qytyyeFwOKUgiiKGJ2UPeauUvicprUcxwoXdOBWCe8g5HADpXJ7+/0ffsbChjVKPW/F7rzl1gUlflGPPP66zofvN4XBqCxvmGWQMcF76jMPhNAqjsTTS2TwEAZjfLHnIFaV17iHnVAZukHM4ACYTSsm7kQafcGMpZfFr1hf25RJLczVkDodTOsOMEJLbJcDvkZYYcT63cDicBoFsLHZE/PDJc1hHRNLEGI1xDzmnMnCDnMMBqDIw0Pg5QqxhbdaXMeblwhryHA6HY5eDk4qHHABCch45F3bjcDiNAq1B3qKUvG3nom6cCsMNcs6sJ58XMZVUDPLRBs8RiqUUg9ysL6OMwc7+HYfD4dhleELxkAOgYes8ZJ3D4TQKdB5rUcq/ziEh6w3usOHUL9wg58x6ppNZsCLAsylkfYSHrHM4HIcgQkhkIUuV1rlBzuFwGgQ6j7WyHnI5ZL3BHTac+oUb5JxZD5s/DjR+jhCbr2m2m8u+XOI8ZJ3D4ZTIVDKDqBxl0y0vZInSeiLDN/s4HE5joE69AYAO7iHnVBhukHNmPUUGeYN7yKOMYW20myuKYkGOeZR7yDkcTokQIaSWoJca4kGaQ57X/TsOh8OpJ0jIOil5BgDtRNStwdeHnPqFG+ScWc9EonCCbfQd0LhFUbepRBbZvBKrH+c55BwOp0TYGuSEEA1Z53MLh8NpDLRC1ufIom7RVBbJDI8m5DiPp9YN4HBqDfGQu10CcnmxoXOE8nmxIF/TKId8RBWaz1XWOfXA4EgMG7YMYf94Aj1tQazt78XijnCtm1UzGmU8aA1yxqtEVdZLWMBWst+NMqYcDqe65PIiDk0Vh6w3BzzwugVkclJkITvPcThOwA1yzqyHlDxbOCeEwZFYQ3vI46qF71gshXxehMslFB2rDr3iom6cWrNhyxBu2LgVgiBAFEUIgoAfPrkb69eswkB/b62bV3UaaTyGNTzkQa+0xLAr6lbJfjfSmHI4nOpydDqFXF6ExyVgbpOffi4IAtrDfhyaSmI0yg1yjvPwkHXOrId4yJfIHpKJeAaZXGPmPJLSZcT+zovAhCpHnkAiAdzywbzsGaeWDI7EcMPGrciLkpeC/Xfdxq3YOxKrdROrSqONxwGNvMtQCSrrlex3o40ph8OpLiT1Zn5zgK6NCO2ysJs6upDDcQJukHNmPcQgX9QepobseIN6yYlRHfZ70BL0ApC85FqQSACiiBzjpYk4NWTDliEIQnEkByB5J+7fMlTlFtWWRhsPJWS9OIc8YSP6ppL9brQx5XA41YXMY2ykD4ELu3EqCTfIObOeSTlkvS3kpcIdjRq2TvLAwz6Pspur8/IgL5WFc0Ly33IPOad27B9PQBRFzd+Jooj944kqt6i2NNp4KCHrioc84LXvIa9kvxttTDkcTnWh85hGSHq7vD7Uc3JwOOXADXLOrId4yFtDXrSHG3sHlOSBh/1udJj0hdRbXzhHCtWPp3PI57UXqxxOpelpCxp6L3vaZlfOXiONhyiKVJmYFUJSPOTWDfJK9ruRxpTD4VSfgyTSR8tDThw2Dbo+5NQ33CDnzHpI2bPmIOshb8wd0HhaCVk36wt5qfTOURahalE4DqdarO3vNfReXj7LBLcaaTzGYmmkspLuxvwWRQiplBzySva7kcaUw+FUHy1xSgIJWTeqXsPhlAo3yDmznsmEZMS2hnymYd71TlQOWQ/53KZ9GZFF3Ra0BmnuPK9FzqkVizvCWL9mVcFnbpcAlwCsX7MKfbOsLBUZD9afW6/jQbzjHRE//B43/Tzok1XWbWz00X4zHXcJcKTfmmPq0Lk5HE7jc5DWINcIWY80tsOGU9/wsmecWc9kXDJYW4JedMg7oI2aI0QM6ojfQ3dz9foyJufJz434EfZ5MJ3KcmE3Tk259OQF+NIDWwFImg5XvH0hLu/vnbWG0kB/L149MIm7n90HQQCuPWdJXY7HQaqwXuhVIh7ypM15hZQfI/fC6UvacctlJzjS74H+XrwyNIGfP/8WAOCKty/ENWcvqbsx5XA41YfOZS36OeQ8ZJ1TCbhBzpn10BzyoLfhJ9yobJCHfB50RIz7QoTr2iN+hPxuySDnHnJODTk8laT/v6AtiHUXHlPD1tQHQdmoFUXg8+eugM9Tf4FtxEOuDvMkbY9n7M8rfq/iaX/74nZHDWa2nNFHTlvIjXEOh4N0Nk8jB7ta9UPWxxpU9JdT39Tfm53DqSKZXJ56hVuC3obPESK5mmG/x1CgLpvLYzxODHIfwn5pb44b5JxaQgw7QFoccYBURhmHen0+D2oorANAqASVdQLZKAWAaCpjcKR9ppPKOEaT9TmmHA6nuhyeSkIUAZ/HRZ0zLOSzkWhKV4uCwykVbpBzZjXsom8miLrROuQ+N+3LiEZfxuMZiCIgCEBbyIewnOsZs1EvmMNxGhIuCACZHF/wAKBiaUD9Pp9aNcgBKVIHsKeyTphi5uZph43maWZjw+lzczicxoS8f7paAprVGEgOeSqb5+l9HMfhBjlnVkMM8qaAB26XYBrmXe/EGJV1o76QDYe2kA9ul4CwX/JkkTrmHE4t4B7yYlJZ5Zms1+dTqwY5wISsl7B4nYgr85bjBnmSMfYd9r5zOJzGRKt0I0vI56G6GKPRxnTacOoXbpBzZjUTcWkx1hL0Amj8HCGyYA/73bQvk4kMMrlC42ZMNtJJCBb1kNdpSCxndjDMeMhT3CAH0Bge8oO6HnL7dcgJbPTStMPzUjTFQ9Y5HE4hNPVGI3+cQCMPG9Rpw6lfuEHOmdWQsMjWEDHIpck2msoi2YA1uWnIut+D1qCXljMbV20wjMSU/HFyPAAehsWpKQcZD7l6E2m2Uu855Lm8SMX4ijzkcg55OpdH1ub1JJulQKFH2wlYj/sUN8g5HA6Y1BsdDznQ+E4bTv3CDXLOrGYioZQ8A4Amvwc+t/RYjDbghEtD1n0euFyC7m4uCbciwm9KyDpfnHJqBwl9BnjIOiGdYw3y+tswG4mmkM2LcAnAvCZ/we9IyDpgrxY5oBJ1c9hoZs8X5XMeh8MBk3pj4CHvoJV4eMg6x1l42TPOrGYyTkqeSZOsIEhG7KGpJEajKSxo1d8prUeUkHXp0W4P+zESTReJ1JG8cuoh56JunDqAhD4DhYbobCaVYXPI6+v5HByJ4fbHdwKQjO+h8QQWMyXE/B4XXAKQF6Ww9eaA1/K5Jysp6pZkRd14DjmnsRiczmLD3gT2x3LoCbuxti+IxU31sZwfHIlhw5Yh7B9PoKctiLX9vQVzQr0yOBLDS29NAACe2TWCM5Z2aLabrJka0WHDqW/q4wnmcGrEhLzoaw4qC8X2CDHIG2/CjacVlXVAfnkcLhZ2IwY68ZCHeNkzTo1JZnIFYYC5vIhcXiyoGT0bYXPI43W0YbZhyxBu2LiV/hxL5fCeb2/G+jWrMNDfC0Da4Az5PIimsrbzyAvLnjnX71Q2V7DZw3PIOY3EhsE4btgyBUEArZTywzdjWL+6GQN9odq2TZ4TBEGAKIoQBAE/fHJ3wZxQj5B25+XCHg+/dggPv3ZIs91KaVzuIec4Cw9Z58xqJlU55IAy4TbiDijxkBMDW68vxR5yWQ25DkNiObMDonDLGuA8j1wt6lYfz+fgSIwuYPNMdbq8CKzbuBV7R2L0s1KV1tUGeS7vTBk8tbedlz3jNAqD01ncsGUKeQA5EQX/rnthCnujtbuX2TkhlxcL/lXPCfUE224Cmde02t0ebuxKPJz6hRvknFkNWfS1MB7yRs4RIiHnETknvF2nL8RA7ygSdeOLU05tIArrrFI3V1pXlz2rj+dzw5YhzTq9gOQVv3/LEP2ZKq1nrLc9nc0XGfBOzU1qj7jTCu4cTqXYsDcBnccOggDcP5jQ/mUVsDMn1BN2202cGFzUjeM03CDnzGqUHHLFICdCaI3pIZcWlyEfySHX3s0lBvqcIlG3+vDAcWYfRGF94Rwl7JILu6lV1uvj+dw/noAoanusRVHE/nHFMCBK63Y85GSjVBAAr1taLDvlyeYeck6jsj+Wg85jB1GUfl8r7MwJ9YTddpM0Px6yznEabpBzZjVaHvJGzRFKZ/PI5KQXS7goZJ2LunHqG+ohbwnSSgc8ZF0Vsl4n3tyetqChV6mnTRHDDJUQsj4pV79oDnjRJAvBOZXrPZ0qFHGLprioG6cx6Am7DT3kPWG39i+rgJ05oZ6w224u6sapFNwg58xqJjQN8sbMEWIX6wWibigse5bK5miYZgf1kHNRN05tIR7y7tYgfB7p1cQ95KqQ9TrZMFvb32voVbqcEUIi0Tp2RN3YjdKmgPT3TqmhE4+4ct76GFMOx4y1fUFDD/nli2tn9NqZE+oJu+0mHvKxWBp5h3QtOByAG+ScWQ5d+DGibh0NmiNEFut+jwse2cOo1Rfy/x6XgOagtChVDPL6CInlzD5IDdju1oBikHMPeV16yBd3hLF+zSqwAvguQfpv/ZpV6GPKBQVKCFmfiCsGeUSem5zK9Sae9u6WIP1Zb0HO4dQTi5s8WL+6Gaw/1y1IC/n1q5vRF6ld4SQyJ7DOZgHac0I9QdvNfOZ2CbrtJimNubyIKV4ykeMgvOwZZ9YiiiLNIS/wkMs7oI0m6qauQQ5o94UNVyehWsSjXi8eOM7sY1iuQd7VEqR5w7PdQy6KYsEY1IvKOgAM9Pdidd8cXPDdp5DK5jHQ34tPvXNp0QJWCVm3Prew1S9I2oJzOeTSubtaA9h+eBrZvIhkJk/V4DmcemagL4Q3J7L48c44gm4BVy0P4fLFwZoa47Rt/b0Yi6Vx6x/fBAAsnx/B//x9f90a44SB/l5EU1l8/ffb0B72Ye3qXlze36vZbp/HheaAB1PJLEaiabSGfDVoMWcmUvsnmMOpEclMnnrg2EmV7ICOxNK0lmYjQIxpItAGAHNkD3ksnUMinUPQ56a58UTQTfobaSrgZc84teIg95AXoVaZrxcPOWHhnBA1mL9w3grMaw4UHUNV1ksIWW8OeqmonVM55KSm+fymAK3lPJ3KcIOc0zAEPdKapMkrYN0JTTVuTSHjccVrvGxepO6NcQJxyhzX3Yx1Fx5jeGxHxI+pZBaj0RSWzYtUo3mcWQAPWefMWsiiz+0SqIcYUPKu09k8Xbw1AsSYJgJtANDk91CBLCLsRjzkJJyd/Zt0Lj/rvZKc6hNNZakHtIsRdZvt96LaILdby7vSTKeytH5vMxNlxBKkZc/sh6y3Br1ormAOOQ2H53nknAYiKYu3pnL1l2qx4/A0/X87m3C1hmws+j3mZhEXduNUAm6Qc2YtE7KSb2vQW+AFD/k81KvTSMJuZPOADVkXBKGobib5l5REA4AQ41W3E1rK4TgBUVhvDngQ9nvg5QY5gEJBNwB1t0E4JW9qBrwumiuupjSVdSaHXDbIner7FDXIvWh2WMGdw6kGxCBP1+H0uP0QY5Db2ISrNeRdQ949RtDSuA2W1sipb7hBzpm1aOWPExpxB5QY0iFV6KVaNX5E9pSTkmiA9BIiYcL1tujnzHxYhXVA8VLM9rJn6g2JeJ09mxMGcyjBOZV1Z0PWuYec06iQzLJ0nal8R1NZHJhQ6nYnM40zf5NoJJ8lDzkpJ9s460NO/cMNcs6sZYLJU1QzpwGF3Uh+KRuyDih9IbnjxDCfEy4UIwmX4MnicJyAeMi7WqQcZF72TKIoZD2Tq6tSO5MaZSPVBInKug1vGSvqFvFL53Za1C0S8FBjn9ci5zQSxEOeE4FsHc0HO5lwdQBINpKHXN789VnwkHeEG7M0Lqe+4QY5Z9bCLvrU0Am3gXZAiQIzG7IOFPeFbDKwOeTs39WbcBRn5kM85F2yh5yGrM9yDzkRNGuSn01RrK8wUCXtR19pWBF1sz6vTMSl81aiDjkJT29mDPIp7iHnNBBJJne8nrzkOw9HATDPfB3NVWZkstI42vOQN47DhlP/cIOcM2uxFLLeiB5yv17Iuuwhpznk/oLjiGed1yLnVBviIe/mHvICSA55c9BL6/vWU2nCSYMoI0KwrBxyH+PFdspDLp0n4vciwnPIOQ1IqsAgr2FDVGyXPeTHL2gB0GgecqmtdnLIR7iHnOMg3CDnzFqoh1zTIG+8HCGtOuRAcV/YOuQsxJCvpwU/Z3YwPKnUIAeUsMFZ7yGXNyQCXlddbpgZRRkRSA65PYNcmoMqnUPu9Lk5nGpQ4CGvI6V1orB+Um8rgMZSWSebv7ZU1hvIYcOpf3gdco4pgyMxbNgyhP3jCfS0BbG2vxeLG6S2pBFG+Y/tDZgjpOSQqzzkTF9EUaRhVh0RlYfcJGR9pt4HnNpDapB3tXIPOUuKLhLdCPvdiKayhikles9opZ5doygjAskht7o4F0URkyQUPuSlBrRzKutMDrm/tjnkg9NZbNibwP5YDj1hN9b2BbG4yd6yzIlz1AuV7Eu1x7qSfWH35FJ1FLJODPJVPcRD3jjzdyZnPWSdpBK9NRbH+off5GshjiM05qzNqRobtgzhho1bIQgCRFGEIAj44ZO7sX7NKgz099a6eWVBRN1aQsX5j4rKeuPsgBLPdrGHXOlLPJ2jL8liUTfZINdYOM/k+4BTW0RRxEEasq7ykM92g1wO+fRTD3lK1yDXe0Y/dGoPHnhxf0WeXaMoIwINWc9YM6gTmRxdHLcEvfQ7nMghF0WxbjzkGwbjuGHLFARB0gYQBOCHb8awfnUzBvpCVTtHvVDJvlR7rCt9XVgPeb0EzEzGMzg8Ja2XVi1oBSBFOOXyItwuweAv64OUxbJnZJ4FJCP+f57cw9dCHEfgIescXQZHYrhh41bkRSCXFwv+XbdxK/aOxGrdxLIw9pATlfXG8ZCTkFC1yjrbF9KfgNdVVB6N1CJXL/hn+n3AqS0T8QzdJOpU5ZDP9rJnKSaMkmy0aYV+Gz2jG7bsr9izS8ueGYas2/OQk3N6XAJCPrejpcli6RxE2ZZp8nuVc1dZyHJwOosbtkwhD0kpm/133QtT2Bs1b48T56gXKtmXao91Na4L6xWvF1G3HUck73h3SwBzm5Tou0bJI09bKHvGzrOEnMjXQhxn4AY5R5cNW4YgCNo7m4Ig4P4tQ1VukbNMxolCsL6oWyOJdkRTJh7yaFqpQR72F11bsjhV1zqe6fcBp7aQcPX2sA8BObyZh6xLsCHrxLDVCt02ekb1cOLZtVL2zK5BzualC4KAZll4LZXNl30/EPE2j0tAwOtCU8DZkmpW2bA3Ab3LJQjA/YMJ7V86fI56oZJ9qfZYV+O61KPK+vZDkkG+orOpIA+7UZTWrZQ942shTiXhBjlHl/3jCYii9mQviiL2jzfOC18LupjUKnsm51ePx9N1VffXiLgcsh5Sq6zLHvJ0Lo+3RuMAikueAYr4UlQVAzfT7wNObRmeICXPAvQzEjaYmvUecjlk3eNSNsw0RBeNnlE9nHh2J6zUIfcpdcittJF4yIlyO1s1otywdbYGuSAIiDhcUs0q+2OKp16NKEq/r8Y56oVK9qXaY12N61KPIeukBvmK+U1wuQRqlDeKhzxDQtYNPOR8LcSpJNwg5+jS0xY03A3saQtWuUXOYrSYbJPzynN5kRru9Q5RX46oPORBn+JdI2VJ1Pnj0t+R8kSFC/6Zfh9wasswEXRrUe4jGrKebYzNsEpBxIP8XjdCfu0NM8D4GdXDiWd3ypKHXKmhnrLg4VbnpXvcLsPoADtMM/nj7L/VLnvWE3YbelF7wm7tXzp8jnqhkn2p9lhX47qwU0DdeMgZgxxQNuIaxSAnHnK/gYecr4U4lYQb5Bxd1vb3Gu4GXt7AAhb5vEgXk1oh6z6PC83yYq1RhN1I7rc6NxxQwtZ3yGFl7SqFdenvtEXdZvJ9wKk9B+WSZ6QGOcCWPWuMxVylYHPI6YaZhlFq9Izq4cSzq4SXF2/wEYjKOmCt9JmWke+U+BpbgxyQ8sidOK9d1vYFDb2oly82X9g7cY56oZJ9qfZYV/q6iKJYl2XPdh6OAgBWzI8AAAIekqrSGFFOVnLI+VqIU0m4Qc7RZXFHGOvXrCra7RUEYP2aVehr4DIP0XSWCnM063h3SNh6o+SRK2XPiosnkLB1soutrkEOMHXIVQt+ch+ohVJdM+A+4NSe4QlS8qzYQ85zyJWQdb0NM0B7rna7BLgEYG1/T8Gz6xYER57dTC5PPdZGHnI3E76qFW6vZoKWPFPmKKeE3YgnvMhDXmVRt8VNHqxf3Qx2SnUJ0oJs/epm9EXMC+CQc6gRbJyjXtAaD8CZvmid2+3AWOudQ+v7BNj7PiPSeUBU/VxrRqIpjMbSEARg2TzJIKce8mxjbKrSHHIDg5xdC5HrKwh8LcRxBm6QcwwZ6O/FrZedUPDZZSctaPjyDqR+bsDrokJSalgxtHonnxcRl0PD1KJugJIzTnKcOsLFHnKjOuQD/b34w2fOoj93tQTwxBfe1fD3Aaf2UA85a5C7icp6fXh/akW6oA65/vMJSM/o19//NgBAW8iLa89Zgie+8C7c9qET8ejnz6HHXXn6Ikee3SkmlYdEE+lhR9hNSyhOEV9zJoec1B+PMAZ5rsqhvwN9Ibx/oTIPX7YwgCfe22GrLNYHFwXhk1dxLV5BPm+g4UqeAdJ4fOa4QoPmwgV+R/oy0BfCRT3SWAfdwLUrw7bHeqAvhL/rVDaJ/mFFSPccA30h/OuJEfrzca0e29+nR1I1J6bqYI4kkXcL54ToxiFZV1kVc6w1aYtlzwb6e/HEF96FlZ1SaP7b++bwtRDHEbhBzjGlVRY988hulqd3jVR98eI0VtSBiVd5rAFC1hMZRUgm7NcIWVcZ4JoecuqB017wkzBPQPIs8d1gjhOQHPKCkHXuIQeghKz7PC6EZaNW7/kEQD3RJy9sw7oLj6HP6LJ5TdTLfOUZfY48u0SDo8nvgcdkEUvC1q2ErKtF3QDnPNnTOh5ywHhcKwU7HO9fGLTtPR2K5ZDOAz4XcGt/CwDg6cNp5G2mL9QLbjnEY0lEul+eOZJ2LEeanDvgFrDuhKbSPNVMCMo1K8KG5/AxYSldQbdjEQsp1XjUQw75Djnybvm8JvpZwCvNCQ2jsm4hZJ3Q1xHGGUs7AACnLGrjayGOI3CDnGMKWRSesrANzQEPjkyn8MLesRq3qjzIoq81qJ/7OKeBSp+RxaQgFOZsEuaoDHAtUTda51hHtnU0poxDowjdceqbfF7EoUmisl4csm5FBGwmUxCybuIhB4w3GslnTj27RlUq1FCldRse8tZK5JBTUTfp3H6Pm0ZjVDuPHABGU8r9PVlC7PGOSanNy5o9+LsuPyIeAQcTebw02pjzMxmDc7v9mBtwYSoj4unDzmyIJ2RPcqIMj/J0hr1exudhf38w4ZxRqvaIp+pgitwu54+v7FSiAsg6pFFE3TIWyp6x1KpCA2fmwg1yjilE6bcp4MEFb+sEADy49WAtm1Q2VjzkHbLR2giibkRhPezzaKqAtqsM8A5NUTdjJWM2UoBsaHA45TASSyGTE+ESgPlNyj3ppaJudbDarCGKyjoj6mZg1JLn0sggn4g7s8E4afBdakgYayJjbvRqzc0Rv1MecqXsGaFWSuuA2iC3byjumJLavLLZg4BbwHnd0jP0+6GkMw2sMhOyQd7qd+F9PVLEzIMO9SUhV2xI5lByBMF0Rvk7sw2UCeb3w3HnjNKk6lT1IOq2U6WwDjSeQa7kkFurVtFcw3mDMzPhBjnHFOql8bpw8YndAIA/vnoI2QZeLBPhID1BN0BRIm+EHHIq6KYRrg4UG+BaIetKnWPtFygbKZDK5hvmRcupX0gN8nlNgYKwZ6XsWePOMU6QYnLIiVFrZJTWxENuwSAP+qwrLivK7cU55FNleqPUom5AbT1dBQZ5xv69vl32kC9vkfpwca9kxD60P4lcA4atT8oGb6vPRfvy6IFUUd50KcSZc5TqJS/wkJtcr0nGeB9Pi3RDoFyKPeS1vc6iKBaVPAMaN4fc57ZWls4poUkOh8ANco4p7KLwjKXtaAt5MRpL49k9ozVuWeloLfrUNJKoGzGitRTWgWIDXCtkPeRXclS1Snuox4GHrXPKhdYgbw0UfO7jHnIAhSHrEZOUEkDJ69aa18hnThvkRnMoIURD1sv0kDtU9qzJX+whn66y0nomL2KC8YpPlBCyvpPxkAPA2Z1+NHsFHEnm8dej9f/eUkO8zi1eF05p96Ir6EI0K2LzofKj1OKMQRwv0TiOZtjrZXwO9fV0KmxdvTlRa3v30FQS08ks3C4BS+YqudTEIE82yKaqnRxygBGarPK8wZm5cIOcYwpbC9frduHC47sAAA++MlzLZpWFHVG3xghZJx5yHYOcEXVrCnjg9xTvApNFryhqC7GMRgvHgRvknHI5OEFqkBfW5iVhg1zUTZl7zVJKAO0a3gTqIXco3cQoPF4NVVm3EFVD9T1CzueQR1U55EDtPF3jquRfuyHrmbyI3bJBvkL2kPtcAi5c4GyodzUhY9DqE+ASBOold6IvrIe6FG+1KIqIZq2HrE+pfu9U2HqRQV5jD/kOOX+8rz1UsK4IyvL/DeMht1D2jCXi0JzE4RC4Qc4xJZVRvDQAcMkqySB/+PVDDbtgnowXCwepoR7yWP17GoioG1n4qmE95Op8ckLQ66YislqL/rEY95BznIV6yFvUHnLpPs7Mdg85zSF3Mykl5iHrWl7ryoWs6wtjEoJe43QYQj4v0rD0yqisyznkBR5y6XuqnQs6UmSQ27vX90VzyIhAyC1gQUiZ94kR+/CBFLJ1oMBtB+ohl425i3uljbrHD6YQL3OtwYasx0sIWU/kRLB/ZraBQjzopCzdwZlqkB8qDlcHgICnwXLIadkzaznkTVzUjeMw3CDnmEK9NHII0mlL2tER8WMykcEzu0Zq2bSSsaIQTAzXiXim7g0D4iGP6HjI20KMQa4h6AYAgiDQkHetsNgRlUHOhd045XJQQ2Ed4GXPCNoq6yWKuslz3YRDBjnR4bDjITczyKdTWVq+sSJ1yFPFOeRN/tosrMdUBrndkHU2f9zFCHmeMc+HOT4Bo6k8nm2wsPUJapBL/VnV5sHCsBuJnIgnhsuLVEuUGbLOCroB5teLbC6skNMJhhPOzGXqx99gOqgKOzTyxwFGN6IBDHJRFG17yJscEprkcAjOFEYskenpaXz1q1/Fb37zGxw5cgQnn3wyvve972H16tUApIfkpptuwo9+9CNMTEzgzDPPxB133IHly5fXstmzDjZsEgDcLgHvO6ETP3t2H2794xv49UsH0NMWxNr+XgDAhi1D2D+eoJ8trsMajVbCLccZg/MbD27DVWcursu+AMoiPaRjkB+YSMDvcSGVzWMsmsLgSEyzLyGfG9FUVrMmLwlZd7sE5PLijPSQD47E6uL+rZd2VJLBkRi2yOUT/7pnFH93zDzaR6tlzwZHYvjl8/vwwg4Xtnl24orTFumOUy3GtNzvZOfeiLxZls7lkc7mNReO1RR1myohhzxhkkNO2hb0ugvCX50KKyd/r6mybnNhXe61JYJubgHIicBUxp6RuH1KGiti8BE8LgEX9gTwiz0J/Mcr01jWnEBP2I21fUEsbqrpks+QZE6kJbyIh1wQBLyvN4A73ozh269F8ciBlNIXG10RRbHACC8lZF1tkE+ZirpJvz+m1YvXJrIzMmR9cCSGJ3ccBQC8MTxVsK4I1Fhl3c7zmcuLdCPQb1HUTdkklDR3tKrbcDh2qOns/MlPfhKvvfYa7rnnHnR3d+PnP/85zj33XGzbtg0LFizAbbfdhv/+7//Gz372MyxevBhf/epXccEFF2Dbtm0IBALmX8BxBNZLQyC5yjsOR7HrSBSCIODOzbsBAC6XQCeoHz65G+vXrMKAbKzXC2Y55Bu2DOGGjVvpz/c8tw/3PLevLvsCMDnkGiHrpC/kvb13NI73fHuzZl/Cfg8wndL0whFRt4VzQhgciTlWPqleIOMkCLW9f+ulHZVEfU9ueuMwNr1xmPaRhA0aibrRcYKAvCjglaf34kdPD2qOUy3G1InvZAU1g8yznUjnigxyNtxbK4y8Vf6sFjnkZHFu5iHXm5cdyyGX/76ZzSEv4dxOXNuRpHRtF4bdGIzmbHvId8oe8pUtxcu4iFd6ft6YzGL7ZBaCAPzwzRjWr27GQF/I1vdUC+JRdgGIMKWn/PJtPhjNYV80R/vyrRO8+KDFc6fyADu6pYSsT2fUEQ3650jmRFqe7Fj5+lQsZL1GZc/Uc/hjbxzGY8wcTlXWS6ge4FTbrD6f7HvGa7HsGZmTcnkRyUy+YH7mcEqhZiHriUQCGzduxG233YZzzjkHy5Ytw9e+9jUsW7YMd9xxB0RRxHe/+1185StfwQc+8AGsWrUKd999Nw4ePIjf/va3tWr2rITkMZIF4OBIDHc+uZv+Pi/KO4wAREj/Tz7Li8C6jVuxdyRWg5bro+RaFi9cB0diBS8aQOpjvfYFAGJEZV3lIdfqiwj9voQZpXUWURSpuN0SeZd5agZ5yNlxquX9Wy/tqCRWni+y+aeXKlIwTqIIEQJyovY41WJMnfpOtuSkz+Oi6vNRDU+z5KmR/r+aZc+MdDgIiofczCCX+qX2ujuRQ57J5Wn4rFYOuVWD3KlrSzzkS2SvtV1Rt+1E0E3lIR+czuJ/t8fpz3lIHvg8gHUvTGFvtD5DbCeZcHUSgj84ncV/b1PGk+3LV1+ctnxutUe8lJD1qOpvjHL+p5jNheUOh6wXe8gdOa0trMzhwRqVPSvl+WRTo3xua2ZRyOeGS7bdeR45xwlq5iHPZrPI5XJFnu5gMIinn34ag4ODOHToEM4991z6u5aWFpx22ml49tlnccUVV2ieN5VKIZVSco2mpqYAAJlMBplMfTw0pB310h4zSJihR5Da/Mvn90GAAMm0M0cAcN/z+/DF8+sn1YDkP4a9xdfBqH+kL599dx+A+rmG03J/Ah6hoE1W+sJeF/ISnYqlCs4zncwgIy8E+tqlfN8x1TGNBvsc2h2nSuFoOzIZELMmk80CdXKtrPRxbf8CANJCSeseszNOtbi2Tn0n2Qx1QxqHsN+NdDyPyVgS88KFr++j05IRFvK5IYg5ZFShomHZazoRTzvy3BKDPOQVTM8n7/MhmtJ+D5PPxqKSpkBTwFNwXID+fRbpdLqk8FBW88LvFun5g7JHbCphbVxKvrbZrFTCIp8H8nkclV2ofRFZjTonIprJwW9BVCqVE7EvKv394iYXMnnFoPjlYFwS59R4PQsCcN+eOL54fMT0O0qBtINtj1VG5KisZq/SH7O+FHyvwXdOq56FWCZvu43jcvtIcybS+ucgfWnxCZgXkBp6MJ4raVzUJFSblImc/b4YkZF39YzeGVaegeXzpI37RDpb1XVCKc9nLCmtn1wCIOZzyOStbSJE/B5MJbMYjybRFqwvD3mj2RkzGavXoGYGeVNTE04//XTcfPPNOPbYYzF//nzcd999ePbZZ7Fs2TIcOnQIADB//vyCv5s/fz79nRa33norvv71rxd9/uijjyIUqq9QrU2bNtW6CZYYOugC4MKON17HQ2Ov4YUdLuRFAdL0Zk5eFPHCtt14KLuzou20Si4PxFLSrf/Xp5/ENpWDx6h/pC+b5L7UyzXcMShdo6E9O/FQagf93Epf2OsSm5DO89yLLwFDygvtSAIAPPC7RYzs3wPAjTd278NDDw1WqktVY9OmTbbHqVI42Q53MomL5f9/5KmnkKuTNB8rfeyO7QTgQTKTxUMPPVTSOcg41eLaOvWd0YQbgIDnnnkae0OAkJN+3vSnp7CzUEMJb0UBwAMftMdsNCn9fiyW1Py9XcaiUlv+9tzT2Gdya+08IgBw460Dhwy/+7m/bQXgRnJytOA4yb7xIJcX8dsH/0gNfDuQ/ntdIjY98jD9fPeI1La9Jm0jlH1txyTdhDcmpbl2KhuFABdECPjN0DCazUXrcSAG5EQPgm4RL44dLjBOXxgxad9IFA8dnDL/kjLYZLBG0+PVMek6QMjioYMHAZj3hfDI8LDh/HZYfn8RtoxNIOwft9W+5+T7pNknYjIt4EhSaaea3VPS97ldeWydPALAg1hWxMa3DiJY5qr7Vfkd7XeLSOUEHIwnddtRDpv+/Gfd31l5BjKHRQBuHDwy4sh8Y5VSns+xFAB44IZoq63uvDQHPvLEk1jUZHp4TaiXNepsJh6Pmx+EGueQ33PPPbj66quxYMECuN1unHLKKfjwhz+MF198seRzfvnLX8b1119Pf56amkJvby/OP/98NDc3O9HssslkMti0aRPOO+88eL3m4X615ldHXwTGR9F/8om46KRubPPsxCtP70VOtOYhdwkCVh+3BBfViYd8NJYGnt8MAPjgxRfCowpRMuof6ct57+6rq2v4h/teBo4ewSknHo+L3q7kSFnpC3tdHp3eim0Th7Bk5XG46PRF9PMX940DL7+A+S0hvOOUJfi/fa8j0jYPF110SkX7VUnY53CbZ6+tcaoUdq+XITElNO+Cc84BOjqcamZZWOnjBWcuwk1/24y8KODCC98Ll0uwfQ4yTo6OqUWc+s4btjwGII/z3vMu9LaF8P/t/gvGjkRxUv9pOGNpe8GxT+8aBV59EZ1tTbjoojOKzjWVyODfX/oTMnkB7znvAlo1oxSSmRyyzz4OALj0ovMLVMu1EF47hHt3b0WkdQ4uuujtRb8nz+KCxcuBwT1YsbgHF110PP29KIr48pbHkMuLOOOdf4f5zfY3l94YngZeehatIT8uuuhd9PPQjqO4e+dL8EdacdFF7zA9T8nXNpEAnnkGiESAQAA/2T4GIIt3z5+DTQemMJEW0T9nHpY1my/LfvdWEsAUjmv14X0L2grbNxbFK2NxaKUWuwQBqzvCuKi7ch7yTYcO4bzOTnhd9jIik5kEgGksDPtxUXcrAPO+EC7o6gKCweKDZF4bzwBQDPDF4WZc1G1P0PFwLA4gimVNPrw4mkEyJ+C9XV2a0RqPIwVgEt1BLy7rnY9bXjqKyYyIE1rm0ZrxpfLqaBRAHHN8bgwn8mj2+nFRd5vp31klk0hg0/g4zjv7bHibtK1M6RkY1L/HjluC1X2tuGvHSwhGmnHRRac71j4zSnk+B0diwN+eQcDvxUUXXWD5u36w5y8YPxzFqv7TcKZqPq41jWZnzGRIpLYZNTXIly5diieffBKxWAxTU1Po6urC5ZdfjiVLlqCzsxMAcPjwYXR1ddG/OXz4ME466STdc/r9fvj9xWWdvF5v3d2U9dgmLYhoSCjgg9frxRWnLcKPnrbuGRUBfPi0RXXT13hGSmlo8nsQDBTfK0b9U/elXq4hEU5pCfkK2mOnLwDQJOeDprJiwecTsgBRe8SPORFpMTyZzNZF38vF7J6u5v3raDuY47weT8HPtcRKH8MBxU0outzwqoxHO+NUi2vrxHeKokhF3SIBP7xeL8Ky4ZvMoejvo2ntOYDQ5vbAJUh5nvEsELGgjq7HqCxQ5XYJaIsETEPIm0LSPJvM5g37PS2H+raF/EXHRfweTCYkQ6iU60XyiJsChXN2a1iaz2LpnKXzlnxtMxkpztrlAlwujKWk9swPutHidWEinUMsC0uG7O5paZxWtniKjr9icQg/2q7tkRFF4MNLQraNZbt4XS7b3zEtR3W2+ZS/NesL+30w+L50vvD+TOWtjTNLXE697w278eJoBpk8kBUFhDRyjkmafqvcl66QG5OTWRxJinhbW3ljT9KdW3wuDCfySJfQF0PkZ9nr8eg+D1ectgj/82fjZ+DQlJR+kjJ55p2mlOczL0jj5/e4bLWV6E8kMmLdroXqZY06m7E6/nVRhzwcDqOrqwvj4+N45JFH8IEPfACLFy9GZ2cnHn/8cXrc1NQUnn/+eZx+evV22zjFZc8Wd4Sxfs0quARpQUb+JUFCrDPLJQDr16xCXx2VbJowqUGu7h/7Kq+3vhCIynrIV7jHpnet9K4L+fuoSmWdCLq1h/1UxGkmibqx40Qg93I1r3m9tKOSkD4SBI17klUQ11JaJ+dQ24ECisdpcUcYX7pgZdFxlRzTxR1hfO39byv4zCXY+86sLEQEgJYAI2JkcQ1RN7PKES6XgGaHhN3Y77KSzx2yqLI+ldQWdQPY0meltT2qUYOc/dnqeem9x3xm99oCiqjbHL8LrXKZLyOhMJYdk9qCbgCwuMmD9aubC9rnFqTF3vrVzeiL1Gfpsykq6qY8+6Qv7EKV9OXmU63HCKtF3EqrQy61b37QDSLErSfER64jua7dIen+H06UL3BGRN2aZU2IWpQ9W9wRxrFd0vgL8r2vnsODtOxZdVXnSnmHZuT7waqgG4HOHbwWOccBajozP/LIIxBFEStXrsSuXbvwpS99Cccccww+8YlPQBAEfO5zn8M3vvENLF++nJY96+7uxqWXXlrLZs86UhlS9kzxUg3092J13xzcz9R5vFwuJ/GdTTvwu1cOoiXoxf/905l1Z0SYLVyBwv7tPDyNx944AgA4e/ncqrTRLqRMWUSjDrnetdK6LhE/WTgXvmDG5JJnHREf3ciYmEEGOSCN08rOJrz/+88AADpbArjvmndU/f4d6O9Fd2sAH/3fvwIAjl/Qgts/fHLdPUfl8MFTevCvv30V6ayId6+ch5WdTQX3JOvxyejUIh/o74VLEPCFX71CPztpYatmWZusKrbyuO5m/H8fOaWiY3pcV2GK1HuP78SXLjjG8neyNdj9Xmk8iFq5esMMYCtH6M9rrUEvJuKZsp9dUvLQSskzQNnoM1NcNiqlVq7SOlFRbwoUe97Z31thoL8Xb43FcfsTuwAAl528ANf93XLL1zaZExGTjYD2gAvNPllwz6LS+g6isK4T/jzQF0LYLeDTz00i6BZw1fIQLl8crFtjHFD63uIr3OAZ6Avh5DlenPvIKADg75eGcNXyEPrc1u/hhOr5L6UOOVFZb/IKaPG5MJrKYyKdR1eoOPVjUrW50BWU/nWiFrlikEvnrEXZs8lEBjuPRAEAa/t7EU/nitYVStmz6tchJ2uej/zvczg4kcSSuWH8+OOrdZ/PdE5qo9djzyCP2KzQwOEYUdPZeXJyEl/+8pexf/9+zJkzB2vWrMEtt9xC3fv/8i//glgshmuvvRYTExM466yz8PDDD/Ma5FWGlIQgi0JCX0cY6y48puj4L5y/Ar975SCSmRwWtdeXkB6g1OE1WrgChf1bc8df8OK+cfzh1WH8w1mLK95Gu5AyZSGdWph610pNyK+96B2NSQvw9ohPqWecyNAanzOFeU3K3OJxCzUzgtk60svmRWaUMQ4AQ2NxpLMi/B4XfnRlP9yqHHGXS4DXLSCTEw1rkZNnuMkrYjoj4JWhCRydTmFuU2EqyoNbhwEAy+dFsPNIFCs7myo+pjsORwt+Pmv5XFvfmWIWssRzQ8oaxjWMUisbjbT0WZm1yK18Fwup0WvuISfRS8XKZuXWIicecPWmJTHQU9k80tl8UX13Pdi6w5ec2G3r2hLvuM8FNHkExUNuwZsYz+bxVoyErOuP/wr5dz4XsO6EOlWcYiB9b/UVj/+yZi9afQIm0iI+skTeWLCxqVTkIS+jDrlkkAsYTQGTGR0PeaZwc4F4yJ2oRU4Nch/xkJd9Sts8+vohZHIiVsyPFEQ7sSge8uob5IC05pnfHMDBiSQWd4QNn0+y+VmqhzzKDXKOA9Q0ZH3t2rXYvXs3UqkUhoeH8f3vfx8tLS3094Ig4N///d9x6NAhJJNJPPbYY1ixYkUNWzw7UYesm9HZEqB/N17mwq8S2F1MAsDFqyQdgwe3Oq9m6gQkZF1dh9wuYbJwVnngRqJKyDoZt1xeLKsucD3CLh4OTSaRr0E4IFBodDhVN7qe2H5YqiG8bF6kyBgnkMVRWsdDDijhkPMCwKqeZuRF4I+vDRccs+PwNLYfnobXLeCyU6RyarEq3Lc7DhfWSR6eSNj6e3aRSETtwrKnWav9xGvdqmHMEkjIerkecrtzqN065NoecumzUhe/0zoh66yBbmc+Y/ti9xkdJZocfhcEQaCG24QF62rXVI7+bbtf/53cJIc0R7MiRIsCrLWE9J2EYqshfR1J2bdAnahDPi0b2RGPCy1e4xSDCVXIehcNWS/feiavZuIhT9XAQ/57eYPz4lXduscE5L4nMrma3X/k/ZAyeIcAoCVdrW7GEZrKTKPhcFjqIoecU9+kssUh60b4PW50RKRF4UGbi9BqUIpBftEJXRAE4KW3JrB/3FoJg2oSkxeHZRvk8t/HVCHro1HFQx7wuqixNNOMRfbFncmJGJFz56sN+4KfaWMMADtlY3XlfH3PHQkfNDLIydzkdYl43/GSEOiDrxQa5A++Im2ivXPFXHS3SErMZp5aJyAG+WLZM3NwMmnr77U2QpXnUz9kvdlgXiPGulM55GZRRgTiLUvn8sgaRDzQ82r0gRjOUyUufskmV0RlkLtdAt2ItLOwZu8hu3oaxENOjExi4E1ZCFnfPiV9l1b+OAsxyHNicch2PULysbU85IAyVqMlGOTEI07OXErIOjHIm7yCac7/pGpzoTIh67XJIR+LpfHMrhEAiqNCCxKyLormBnGlIO+HlEnkCXnHeEv1kM8wxwSnNnCDnGMKmcysesgBoLtVWvgO21yEVgMlT9FCwVeZ+c0BnLZ4DgDgD1uHTY6uLplcnr5Qwjoh61YJ6XjgxkjIetgveXRCzohD1Rvq8Lrhidrcv6yHnHg+ZxLb5XDuFZ36Bjn1kBsYcMQD4nFJOdoA8MK+MQxPShuBoijScPWLV3UzOdjV85C/c4WkO0HaZBW6EcqkCtEIFgNRNy1jltAiF0F2UtTNCmx4d9wghHXK4LzlhqxHdXLIAcVIt3Nu1iCfsBkJNiK7OefIRqYdUTcq6GZSPivoFuCWnc3TOqHV9YSWqBtLR0D6fKwMDzkZ71JC1qPyXBPxKhENeqJuE6rNBTZkvVxvsRKyLs+PVbZ1H37tEHJ5Ecd1NWPJXP3yeUGmMoaZQVwpUtRDbrwRQtZPdj3kpehPcDh6cIOcY0pKJ4fciC45bN3uIrQalOIhB5TwrAfrzCBnw8vVKut2UVScdVTW5cgHp3JR640ig7xG9y9rMJIw3pkE8ZCvmK+/oPNZ8JCT6+V1SXNO/6I2iKKyabZteAp7RmLwe1w497j5yv2tIYrmJKPRFEbkqJJzVkj13+1u7igbocrCVtF4KG6/kSAageo/lLnJY+W7WPweF1U91gtbz+UVz7/WeSNli7pJbW7SiCJqKkGcKZEuPa2EhKwTI7PFhqgbFXQz8ZALgoCILAfeCAa5EuatHbJOjGkydnYgEQJkvMvxkDd7FVV8vRQD9eZCZ1B6hlN5YNyicJ8eqbzKQ17l6AeStnfJifrh6oDkbfbID30thN0A5f1g5qEnom52nE4AM29wDznHAbhBzjEkn1dElayGrANAlxwaerBGHkYjJhMk19KeQf7e4zvhdgl49cAk9o3WT9g6CS/3uV22d3jVhPzFHsRcXlQ85LJB3upQ+aR6I6l6cdfq/i0MWU83RA6oVTK5PHYflT3kBiHrlgzyrGKQA6zWw3DBv+9eOQ8Rv0dXtNBpiKDbwjkhLOmQNh0OTiZsXUetkHVaBUGj/UbeZUJLBcqeWUEQBFOldTaaVyvsvpkazc6WPQNKK6lW4CG3OZ5j6pB1G6JuxEO+0sRDDkjeXEARJKtXRFFkhNCMQ9ZLySEnOePkHKWE8BOV9YhXoIJqetdLvbngdwvokL+7XGE3tcp6RgTyVXo/HJ1O4bk9ktq9Ubg6oZZK64B1g5yUPbMbsh6xWTKRwzGCG+QcQ9hwUTvGXnfrzPOQt0f8OGNpOwDgD68ecrxdpaIIupUXrg5oe8gn4mlaD3lOqNBDPtNKn6XqxEPO7rhncmLNFjSVYN9oDJmciLDPjQVyaosWJGQ9Y7B4Jl5kYpATrYeXhyYwNBan3pyLT5QWj0Yh306yg4kAICKXyUzeVmgzCbNk511i1GptKExYyOt2qmThRAlzqJnSelzuUlPAoyn0FylzM2VKJ4ecfKfdc7PPpN0NjhEdg9xM1G0qk6fCYMtNPOQA0CQ/GNESPMLVJJoVQR7zFp1IvA75/VZSDnm2cLztirrlRKVMXZNXEXXTimjQ21zoCsl55GXWIicibk2M+F21wtb/+Now8iJwYm8reueYV9AJ1FhpnRjiRpu6AJDKlaeyzkPWOU5Qv0UpOXUBm/tjJ5yHeMhrlYOrx+BIDLvk+pkPvzaMY7uaqeiSFS5e1YU/7xzBz57dh76gC9s8O3HFaYtsncNpSJhnueHq0jmKPeSk5FlryAuP/MKykkM+OBLDBqb2+dr+3pqOkxWKPOQ10kBQv+An4hnD66s51vq2btmUc223H5Kev+XzmwxL5lEPeU5/Maf2kM+TtR6e2zOGj//krxgaS8DjErBkrtQ2KopW4ZB1xSBvQsAriVyORNM4OJlAW9iadgUNWWdyMfVSStLZPP2smh5yI0V3NVRpPaO9eCUGud6GQiVzyEs5d4HKus3UHSrqFiA55NJzYCTqNjidxX9vk56dsEfysut5kwlN3sYIWSe52D4XENDZV24vJ4c8p9R8B+yHrEeZ8Yt4jEXdYjqbC11BN14dz5Yt7JYkKuvMtU/lRATclSs/Sub7+18YAgCcKTsmzAgySuvVJpvLIyt7EiqVQ97kt1b5oRHXQk60uRH7XUu4Qc4xhExkLgE0H8gKxEN+oI5U1jdsGcING7dSb++DW4fx4NZhrF+zCgP9vZbOQV4sY/EMxuMCXnl6L3709KCtczgN8ZCr6+uWAjlHOptHJpeH1+1SFNYZQ4J6yHUWomSsBUGgtcp/+OTumo6TFYpF3WqUQ656wU8mMlQoUY3eWH/romX4YAXaVu613W4hfxywVvZM7SEHFEHJPUdjAKSUi4v/+2msX7MK5x8nCb+lc/ZqTtuFGOQrZdG6rpYgRqJpDE8k8bbuFqM/pdBUITfrIZesFbXoIjGQBUHb4CQ4ZZBbCY9XQ0Se9D3kguE5yxVQmk5p1yEHmIW1DQ953KGyZwAYj2uePlMsGwbjuGHLFP05lgXe8/AI1q9uxkCfvqeSesjrPGR9gsm51tukay8jh5x4xDsYUTetcdaDbGj4XFL4eYvBBsqEzuaCIuxW3rXQ9pBXbsOFzvcA3Wi488ndWNwRNp3vA3KaY7IKVS3UsJvrZqJymVyJBrmFkPVGXAs50eZG7Het4SHrHEOUPEa35ZcXoHjID08lkatRLWeWwZFYgTEOAHlR+m/dxq3YOxKzdI5///02+rMIATlRtHWOSkAW5yEHQtZZLywRvlIE3fz0d0YLe3asc3mx4N9ajpMVyP2uiBLWPocc0N/4MBrrr/72Ncfb5cS13cl4j40g+XxG+X9s2TPSvt++dKDgGBHKc340qlxPs5rYpSKKIs0hXz6PGOT2U3g0VdZ1yhKS57DJrx3uTSDe53LFGJWa59YN8pDFkPVWneoXTeXmkMuGfLNWDnnAfkm1ckLWlRxyaUyIgZcVixXAB6ezuGHLFPIA2CchD2DdC1PYG9XfRCCiblN17iGfyhTW7dbCiRxyIgyXE+2FeZMcfJK3bSTqRvLK1ZsLXYzSejmQHPKAWwAZrkoF/BTM96q1k5X5PuirXQ45m35mKupWZtmzWDqnuc5txLWQE21uxH7XA9wg5xhSisI6AMxr8sMlANm8iJFobWo5s2zYMqS7oSAIAu7fMlSVc1QCsjh3wkPu8yg1xsl5iYec1JYHFFE3rfq79TpOViAvcRJWdXgqaVg3uVKoPXV6C36zsXYaJ67tdpX3WA/irTDKIU+qPORm7dv4twP0vNEK5ZEfmU5hMpGBmwmVJ177AzZSeLTKTeqF3FsNIWc30koVCsznxZJ0OMxE3UgxAb1zllPzVxRF3TrkBee2VfaMKU2YsK5aL4piUQ55kDGu1KW0NuxNQO9RFgTg/kH9TR7iRY3WuUFO+tzi1Z+zyFhNZUTbHmESst7mdxV9ZgVW0A0wFuGbTGtvLtBa5GXkkGfzIki0fcAtwO+qbC3ycud7JYe8+u9Q1kOezuWRNxijtIaAphXYuURrXmrEtdBMXivXO9wg5xhCvTQ2JyqP24X5zZJX6GAdhK3vH9dXOBZFEfvHzdvoxDkqAVmch8qsQU4gnnbieR+VN1TmsCHrVByqeCFar+NkBRKyvqA1CK9bQF4EDk9Xf0OJGA/EeNTa+ADMx9ppyr22yUyOVigw85DbLXtmtX1K6bPKGOTbD0kbDovaQ3RBWpqHvLi6BRFujKWzBf0klSPMDGTifc7mRao9YZdoOksjjewY5AGTkPWYfDm0FNaB8nLIU1kln1SzDnkJ4fBsP5KZvGXhqmhW8c4SI1MQBOp9VXtd98dy0HuURVH6vR4R+Zz1rrI+YVKDXPqdUlfdbh458ZA3ewUQm9+OsBsZvyZqkCt1yNUK53qbCwsc8JCnGKPS7xLgd1fWIC93vq+lyrr6eUwbbKynSwxZ93vcygavxvukEddCM3mtXO9wg5xjiNai0Cq1Dvtl6WkLGu7Y9bSZK2A5cY5KQFXWHRB1Y89DFuxE1K09rISs03rGGoZivY6TFchOfsjnphtKtcgjJ4ZBj+xZ1fPAmY2105R7bfccjSGXF9ES9GJek9/wWCWH3EDUTWWQW2mflnChk9D8cWbDoavVvsil1mYoeTZFUTtk2iyEPOBVImBKzSMn4e5+j4suuK0QMlG4T8g55Pqibl7577XDQ40goeiCAIQ02kxKqtlSWVdtLOhtmqkZlY3PsEdA0KPcq63UyCs0HHrCbkMPeU9Y/xqQWtX1rrI+SQ1y/TnLJQhKLXKbBjkJ8w4xY27PIJc95J7CnH8RxYJ5E3oectkgP5zII1fiZmmSueX8btCoikqlaJc73we9tRN1UxvkRnnkSsi6/Xdmk0HJxEZcC83ktXK9ww1yjiFaYZNWIYvQevCQr+3vNdyxu9yCyIQT56gExHAOOxCyLp2nsNaxVsh6s4GoW72OkxWIERTwutEt6yDUQmmdvNwXyC8uPePJbKydptxru/OIIuhmtmFgJWSdbBgSu8ZK+/SUyp1ih0aOfLe8OXnQjoc8U5wuFGSMSTZsnTyHet5lgiAISnRL3HqYNUupZSOpyrpJDrmZqBtgL7ScPT7i98ClVVLNZj3hNONxJzn7Vjc4RlOF+cwEGgatCllf2xc09JBfblBOoVHqkBMhNDPV+FKF3YjxHXILCMmThZ2QdWJ0Ew+53y1QwTb1Bgr5uVm1uTAv4IILkk7ASAnCdICyseBzSRsUPtmATFXIQ17ufE/mK3U50Wqgzhs3UlqnHnK3fceTUbpLI66FZvJaud7hBjnHEC1hIat015GHfHFHGOvXrAL7inS7BLgEYP2aVeizUIqBnINdz7kE2DpHJXBS1A0ornWsJerWalD2jIwTi1uwN9a1IslsQHW11sZDLooiHfueNklBWU/UTXOs5fv65kuPd7xtWs+RnWeAhHObhasDjIfcINRQ7SFnn1EyDurnvPIecknQbYWGh/zwVNIwl5FFKzrJ5RI0a6nbMZLLVVq36o1XYybwRCJ5W3X64PO46MYwUUy3yjQVdHMmHJ7dVOiUI2ms1nYflY3PdpVB3qqTl7y4yYP1q5sL312CtHhbv7oZfRH9jdgmGrJe5x5yC6JuAGOQlxiyHvQICMlGrJ3SZ0SlPsKEoSvXSxWyLv+s7ovHJWC+nEdeatg6MchJqDrNIbexuWCHxR1hfOmClfRnrfnUCBqyXguVdbWH3CD1qdSyZwC7mVc8d2i9n4HarxmN0HrHC7DXZq1+2z3HbISXPeMYUl7IuhymacMrVEkG+nvxl10j+M3LB7FsXgTnHTcfl/f32pocBvp7sbpvDj74g2cwFs/gwrd14l8uPKamEwxZmEccCllXexCNyp5NJ7PI5cUiZeeB/l78+Ok9eFOuOf33py/CVWf01f1ETF7ifq+buX+ru6EUT+dojm6PiYcckMb6W49sx+HpFOaEvbh89ULpvq5QVNhAfy/2jcbx/T/tAiDthv+/dy61dG21vMd6kMWR0UKKbKCwa1/yjN7P1D9ln/Mwvb+dN8hFUaQq8is7lbJu82WRy0xOErmcJxtxRujpd4T8HsTSuYINBbJho2fMsrQYCDJaoVwPeallzwDJcE5F07bzyKMmpSHt5pDH5VrqHpeAjogPByYSlpXriTHZUeQhl/o/oVFKa6AvhOlMHv/+chRzfAIuXxLC5YuDhsY4oKis171BTkLWDUTdALVBbs14yokiiP0e8riUkPUSPOTNjGOixevCoUS+yENulA/fFXJjOJHHcCKPky1/u0KKUVgHACIbY0cx3i5Z+Tt72oI4eWFb0XxqRC1zyNUh6kYeclL2rLSQdXktpLPBO9Dfi/98+E26jgKAB/7fGThlUZvt76oWA/29OBpN4baHtwOQ9FB++om3214rf/exHVTItKctiHv+4bS6XwPWEm6QcwxJlag+CSi1yA/ayJusNFF5MfjxM/rw9+9YVNI5+jrCWDI3jLF9E3jv8fNrPsFQUTeHQtbVHkSikt8eKTbIAWlh3xYuVncejSkL1L8/fVHNx8kK5H4PeN3Ua1btlAsy7m6XQL1vZt7MSTnUtqsliHUXHiN9GKtcaRF2A+bDb19o+dpqeY/1ICVoMgYecnXZM0JfR1gZBxVhGgHi/CLxwEQCsXQOXreARe3KmHjcLsxrCuDQVBIHJ5MWDXLtuTfi9+DodKrAsLVTF7zVIN3ECuTvWnTKk+lhprJuFrIOSHnkI9G07egGEorepKGwTs4LWI+aIGMf9LlpmoDdkPX2QOF1Jcae2sAjZPPSM3fmfD/WnWD+/ACsynp9h6yTMH1TD7k8ZlLIt7U1CesJLwhZt+MhV6msA+wGSuHYThkoxncF3QAyZXvIqUEuz8OpCnnIAeDBrcMAgM/83XKsXW0v1JhExdRCZV1tgBu1oVSVdcA83UUURTo/d7UEMDyZxOsHJ+vaIAeUGvKAVObO7votmckVpPtl82JDrAFrCQ9Z5xhCcn9KyiGvMw85oLSFhNOXSimqvJUiRr0/zoSsRxgPYjqbx5TcR1bUzet20dBZrVDNdDZfUO6u1PDYakM85AGvq2YectZ4MEoNIMTTWbrYqFZoINsedU1sPeLpLN4aIwrrEZOjraqsyznkNqankEojwUlIBMDSuZGimrZ2UyCUHPLC51or5N5OGLlTIet2PeQknzSu4y2jZc8M+hAxEFAyYsqg5BlQWFLNivYCec5CPjcdB6sh6yPpwpJnBKPa1oAS5twdsj7PN0zIugWVdUCJKrCjsk484QKAgFsqMQeUqrLOeMh1cv71RN0AoDsklz5z2iCvUA75zsPT2H54Gl63gAve1mn774M1VVlXe8grE7JuVjJxKpmlOigfk51Av5c3OeoZdm371ljcdkTZriNRiCLoOnF4Mtkw68BawQ1yjiFlhazLC9Aj0ylDL1c1ISrHxNgqFbIwrFQeqh2IQRRyKGSdGCzRVA7jsvCT2yUULcCNFvaHp5IFQkRWwzlrTZK530spVeUE04wAlRXjiQ2Fq5RQmZoCg9yip3nXEck73hHxFegR6GHFIFc85JaaAEB5dmMVMcilPi7XiACwKxKoF7JOQ+5ZUTc7OeQhewakGqL4bzeHXBF1Kx53URRp2TOzkHXA/kYoWSxrlTxjz5vLi5aMB3JM0Ou2tGnGoi/qppTS0oLUryb1rK3Q1CAq6yRMXy2EpqYUlXXiCQ+6BQiC4iEvJWQ9UqCKr72BYrS5QJTWS61FTh55cuv4ach6Za4vMRzPWT7XcKNMj4A8MVstCegkxTnkFkTdSjHITZwzpGxsk9+Dy05eAAB4Ye8YDk/VT+SoFlGVTsdO+d1mFaIXc/yCFrqWIulcHG24Qc4xJFXGzmFH2A+vW4Aooi4mn2QmR0t4kXD6UjHbFa0mxCDSy4+0S5ip0zzC1CBXqxO3hPRLn6nDvBtlZ5T1kHfLQlwj0bThy9xpphnjoTVkHl7MRiJUIi9aC/Z6Wv1OO4JuAKiCsBUPuR2DPKQq6+ckOw6RkmfFEQB0g8eqh1wnjJJ4HGIaHnIrYeTlesjthMezBA1yyJOZPHIiKXum34dSI5PYTS7NtnndNA3DyrmVkHVm08yiav2YbHyqc8iJgTelE1pLvKpdJXjIY1mx5FJb1cCuqNuIHQ85I+gGKB5yOyHrapV1QNlAmSoqeyYW/J6lO0hqkZfmoCjKIaeibiWdzhBRFPHg1oMAgItP7CrpHMRDXguDXO0RN3qPKGXPSvGQG6e70LKxER+6W4M4dVEbRBH4Q517ydXz4A6bxvSOI0RLpYm+83fYNOpnG9wg5xii56WxgssloLOOlNYPyW0Iet22F5Nq6tND7kzIulKHPKsp6EZoCUrHaZVPUl/vUkssVRuaQ+5xoy3kpff9oSrev+SeavJ7aH7qVDKjq87NesirlavHXk+rz8DOI9bzxwG27JnTHnLjetjlsN1AtI7WIrfsIdeOTiIbZmyqgJLXbSNkvewccrsecv1yc8Rb72ZU5LWwm+tNIN6eZp2QdUEQbBn7CWbObQ3qb0xqQby76hxyvZxkAjHi7ISssznP0ToNW8+JIjV4TUXdAvbLnhFPODHES6lDHtUKWdfJ+SebC4YecqdC1itY9uzNIzHsORqDz+PCucfOL+kctRR1s6WyTsuelZ5DPqWTRjMaLaxSc/EqaXODbHbUK0SkjoyJbYNc3pxePr+JpqjZPcdsgxvkHEO0auHagYSG10MtclIDuKs1YFoD2QwaOlkPBrncBufqkJOQ3hxT8qzYICcLUS21ZnW95clE7cfJClQzweuCIAjUS15NYUI2h5wYPaJoEBIXUzzk6Vwe2SqkhxR4yC2GrNv3kMsq6zr9yeVFmptXiofcaVG3XF6kYflafbRbi1wvr5FumMnPPSsaZCWs1G6ItZqSy54ZlEBSvO4ew7m5yWa9cIKZh9zuueNl5ZBrlz3Ty0kGJM8o8QrbCVn3uQQa3lyveeRTTH8rkUNOPOEkVN2JOuSAdsg6u7mg5e3vknPIjyTzyJRgRKvLnpGvqETZs4feGAEAvHvlXN1UDzNqW/asPnLIR+QN8zmyU+OiE7ogCMDf3prA/vG47e+rFmTOPKGnBYB97zY5fuV81kPODXIjuEHOMaScHHKgvmqRk/zx7jLzx4H6EnUjBpFjBjkTEqt4yItzflsM1JqHVQYsyTutd5SQdWkMapFHPs0IUPk9bmrI6BlQJCSOoCea5SRsW6x6K5WSZ+aCbgDgk+ccvVBD1gNSSg6506Jub43FkcrmEfC60DsnVPR76iG3uLljlkNOQu4TmRz18Ngpe1auQd5cash6pnjcSZWAFpOFf6mpQmTjVE9lHbAX9URD1r1uugliZTzzooixlHbIOvG4annID8s5xz5XsSFvhiLsVh86LmpIf8MeAV6XiYdc7ns8JyJuYGCxEMObeMZDJYi6kRx81iBv1sj5ZzcXmjW8/R1+F7wCIAI4nLB/PYgnnHjIiWHudNkzUQT+sO0oAODiVd0ln4eGrFu8Vk6SVKWZpQzei5lyPOQma8Ex+f3cITs15jcH8Pa+OQDqO2w9Ks/Jp8pq8HaM6WgqiwOyE27F/Ag3yC3CDXKOIeWUgwDYRWjtPeTEqOoqU2EdKFTlrSWiKNLQVaNQTzuEmJBYNv9JjdFClIz1QtkwaZwcciVkHUBNlNaVHHLpOigeOO1NDTZkHai8N0IURds55FPJDB1DLcEzLUhNWL2QddbjYctDTkULnX12yWJj2bxIQVk4AtmcPDKdtBTFQDdDvWqDvDCHnFwLj0uwlLZC8sxL3SSzU/OcRRF1K74/J+WaZ2ZGftk55AYGf7P8O2sh68Uecitz3EQGIFe+TUfUbTpTnO99MKGEq9uN7qp3YTclf9y8X2GPQL3CVr3kxPAOqULW7XnIpe+KMM+iloec9EVvc8ElCOgsQ9gtSUTd5MfcT3LIHQ5ZfysGDE0kEfS68Z5j55V8Hlr2rAYe8uI65JXxkDeb5ZCTkHXGqXHJidImx4N1bJCTefCUha0ApDWQXli+GiLeNq/Jj9aQD8vlTfiRaJqOB6cYXod8ljI4EsOGLUPYP55AT1sQa/t7sVijRqDipSnPQ25VWbiSkDaQTYJyqBcPeTKTB3kXO+UhV3Jsc3Ty7NBQxTYK1SQh3sd0NuGtsbhmWLvT6N3TVu91QLnfiTosEf+rZsqFEl4rjW9ryItDU/olQ9QvuFKV1q2OUyKTo6HigHno9+BIDP/9+A4A0qbRWCxtKf/YTGWdeMi9bgEmjrUCwga5zKUyOBLDj/+8B4DU3sGRWNHYdUQkkctMTsTh6RQWmMxDNF1INfdSUTp53NkQcivGWrk55KWKuukZ5IMjMdz/4n4AkjdJa+wIJHTWbqpQ1KQOOaDkglrxvmuLupmP55h8SIu32GAj4doiJKOcNVCpoFvQ/nuY5JHXykM+OJ3Fhr0J7I/l0BN2Y21fEIublOtAPMzNFnbVBEFAh9+Fg4k8xlJ59Fj4ft2QdYsbFKmcSD3Q2qJuyrgqJc/0n8M2n4ChGHDr1mmcNtdXNB5GFJc9U9roBIPTWfxyZxK/OSDdZ6ctmVNW9RbyHq1JDrnaQ17hkHW9VJcRDafGe4/vxL/932t49cAkrv7pC1jZ2WS4LtHDztrGLmSDYUFriNZP33l4GqcummP6tztUWiohnwe9c4IYGktgx+EoTrdQZcWMSva9VnCDfBayYcsQbti4FYIgQBRFCIKAHz65G+vXrMJAf2/BsXpeGqt0t9ZPLXLipS+3BjlQPx5yVtgp6HXIQ+5T+jaqyn9iMfIMket9bFczHt122FAl3An07ukPndqDB17cr3mvX3picV3VpMoIqoWHnAhQkXus2cQDVxSyXoJYmZ05QX0tjb6PnJcQS+fwnm9v1jyvGr9Fg1y6Vtbvr7DDZc9IH4lTc+eRqGYficjl0FgCwxMJc4NcJ2RdLUpHrofVEHKS+z2VzCKXFzW9+Xpkc3lqDBupoWuhhKzn6D1Gx04+Zv94wvD+iJSZQ95kIYfciheIhN2HfIVlz0i/9BiRT60WdAOkfO+QW0A8J2IynS/IQT5IFdZLMBhqWIt8w2AcN2yZgiBIYdCCAPzwzRjWr27GQJ8UPTVhsQY5oT0gGeRWS5/FVSHrduuQsxsZYabsmZJioJzHbHNhw2AcW8ele+el0QxeGcsUjYcRKXUOuYMh6+y1Ivb9k9uP4ldbhkznaj0CNVRZt1f2TOpwKQZ5xKQUo1rUDQAef/MIdaT86c0jeHLHUd33rR523tmlwKbOLZ/fhOHJJLYfiloyyLcfKtZSWTm/STbIp3H60vay2lbpvtcKHrI+yxgcieGGjVuRFyURIvbfdRu3Yu9IrOB4vdI7VqEGTRVFsfQgXlsnPeS1LntGBd187qKyZKUSYeoc05B1DYNcTxwqkc5hXDYSju1q0jzGSYzu6Q1b9uve6/tGCwVVRFGku+pkZ7+rhh5yYiC0GuTqA4poDMFuyLrdOUF9LfXqkLPnZSMq9c6rhpSgSeuEd9P0ApubhcRTG3NAZZ3tI+miKOr3sctGLXI9/Q52wwxgPOQWDXLWs23XsJ1i5js9xXI9SLtFUepbwdjJgyfC+P4ouQ45zSHXHyN7KuvFIevZvGhaSm9UflTV+eOEVp1a5CS82Y7COoHUzq62QT44ncUNW6aQh2Tgsf+ue2EKe6PSOJO8aysh64CSR241ZD2hCllX6pBb+3sS6h/xCHAzmy1kwySWFalAm+IhL76+ZDwIIrTHwwi1h5yGrJfpIVdfK0CgbbQyV+sRrKHKutojrg5hZ0mTah1llD3Ti9pRV6oh8x5BhPH7Vgu772y75PIiM2d6aBlPqzngO2nJM0Uvxqk88kr3vZZwg3yWsWHLkO4OviAIuH/LUMFnqQIvlH1IyO9oLF2TXVIWom7shIc8Ui8ectkYCjkUrg4wBksqy6is64esq0M1iXc87HOjp032glTQIDe6p/UQBAG/evFAwWeZnEgNA7+8kOiuiYdcO4dcb1NjTL5GZAjshmLbnRPUGwN6nma751VjFrJeaknGiL8w5Lsc7Pax20Ytcv0c8sKQ+0mbZci8bhd9xu1GrpByd01+Dzw2F69sBE88nSvp/mgqsdwk6+3Rw05JtQQNWZdEF4kYlNnG42hGW2Gd0KyRlwwAw3GisG7/PUxzyKscsr5hbwJ607IgAPcPSs+AXQ/5HJsGebzMkHWykRFRibQ1MxsIpBb5lEENcqvjYUSlyp4Zt818rtajlh5ysnYl833Fyp7J509n85pe+DFVyHq570WnzmEEu1kd8Xuo7otVY3o7U/KM4JRBXum+1xJukM8y9o8nIIrak7coitg/XvhSKNdD3hL00oVYLZXWo6ksXZQ56SGPpXPIVaAGqFXIxGlUzscuEUbUbWS6UCGURa/+7jCTq68O56wERve0HqIoYr/KKGJzzsj9Tjzkk4lMRepWazGlkUNO2qBGFEW6A9/VLLXVrkFud05Qt0NvXOyeV43Poofc7mYhEXWLpbNl35N2+2inFrmyGWpN1M1OTndriUrrpSqsA1KNcdKXeDpb0v3RZEN4jZBXeXv0sFX2LKOorAuCQMeDbFjoMSL/eo6uh1w27FXGMwlZL8VDXquQ9f2xHPQeL1GUfg+wom7W1hi09JnFOG2nQtabVBtjbkGgmx1kU8HIQ251PIygZc/k0ys55KZ/aohx28znaj3I2i+TE6tSjpOFvB9IJI9hyHoZ61x27aWOmMzlRYzFCyvVlPtedOocRpD51ed2IeB1YyU1ps1Ln03E0zgyLTkJls/T8pBHy3rvVrrvtYQb5LOMnrYg9HyJgiCgp63QWKVeqBJzyAVBoEZNLZXWyXc3BTyOGK8Fk3ANveRkUW5FXdkqxNueF5VQMyMPuVqtmYR3d7UE6DHpbL6oLqhT9LQFS/KQ96g2ZsguviAoL+bmgJde62rVIlcLUBmJRk0lssjKG0IkGiGhUVbKCKPx05oTJuXrTe45vfvf7nnVeM1yyFXpBVYh11MUyw+ltNtHKnJpx0Ou2nAIMxtmgPL82cnpNtMl0KMU45+FFXYr5f4opexZVOXt0cOOLggbsg5Yr+0+ZpBDDiie1QmdkPXScshro7LeE3YbeoR7wnKUBs27thiyHpD+bixpL2Q9WKLKOvWQe4rbR/LIJ2VDnGwuaHn7rY6HEcTwVkTdnFFZN26b+VytR5BZl1S79Bl5n5O5Ts9DTsKdgdJC1t0ugVa4UW8UjsfTVDuhTZ4jyn0vOnUOI6KqiCJFJT1FPf56EKN9QWuwIEVoydwwXII0RxKDvRQq3fdawg3yWcba/l7ozd2iKOJyPVG3EkPWASXst5ZK6+S7nahBDkgGm0eQBtJuHqaTxByuQQ4AIZU4nM/j0iypRsqeJTP5gpC0YWasI34PFY2qVB752v7ekjzkA6cuKPhMUbV2FUz41a5Frqism5c9G5HD1Zv8Hno9EjYVfozGT2tOINeRCDbqeeTtnlcN8ZDrlj2jOeT25ibJqyn9f7lh63b7aFUkMJvL042WIg+5jsq6Ha81MSDtppKwiu6lQDxm8XSupPuDLBDTubzlMNioytujh50cchIVEvQVPqNm1SRGZeNTP4dc+nyKeYYTWZEaraWprNemDvnavqChR/jyxdKzMGngVdaChPtbFnVTh6zb9JBHZYO8SWPDQJ3zP2mwuWB1PIxIqXPI3c4Y5MZtM5+r9WDnrkqX41RD1q7k2dTLIWc3fEsRdQP0011I9Fpr0EtTfMp9Lzp1DiOmVU4BopIOmIecKwrrkYLPA143+mQV9HLC1ivd91rCDfJZxuKOcNEOktsllQ1av2YVfWAIZBIrdaICGIOmDjzkxFvvBCT6saYecodrkAOSGjTrce8I+zR3JJv8HmrYsAtRWu+9NQBBEEzraJfL4o4w1q9ZVVD6itzTa/t7Cj8XlHt9UXuhqq1S8qxwLGmYcbU85PL9ROqbtoS0UwMARjAm4qPXzG5oPRk/FqM5QW2Q693/mtdFgO551ZiprJeaQy4IAlP6rLxnl/SRfTqMxs6qSCAbpm9eh1xWPbdhkNupnc1SroecKq2nc1jcEcZ/flC57wSIpvdHxGc/MkktkqiHnXB46iGX54oWE+FFwijxkPu15+sWVQg0AByUveNhj2DZi8zSRMueVddDvrjJg/Wrmws+c8n/rV/djL6IdD0maQ65TVG3tLX+EE+42kNebsg6oHjCJy2ErJPxcAEFc6J6PIzQK3tWrq3Lto22y8ZcrYcgCDSCqdp55OT7qEGuE7LuhEEe0anQoKXBw74XyW0gwN5Ya71bYfMcRhCBOjaiaKXFHHBqkHc2Ff2OnIPkmJeCer0iwPid20jwsmezjLdG4xhicixaQ158+O0LcXl/r+aNXOqil4UYNPXgIe9yyEMOAEE3EM3UthY5VVl30ENOzkc8n1rh6oBkuDcHvJhMZDCZyGBeMzE2CqMRWoJejMXSJdc9tsJAfy9aQ15cc/eL8HtcuPqsxfSe/vjpfXjf7U8DAK4+qw8fPW0R+jrCyGQK25NkPOQsC4gRVQUPeTaXp+MeKRJ1K77PxpgXvl6dZysM9Pfi/14+gKd3jQIArjl7Ma5YvVBzTiBGBwm/jqeVMlZa5z2uq5kZ/8V0/M2wWoe8lLkp5HMjmso6spk20N+LwZEYfrB5Nxa0BvH+k7p151PyTBCRSz2PLevNUQsNkc2EVDaPbC5P85bt5ZDLmzwmOc9qyLUv1UNOlNZJWgUZI59bwHGteZx23BJ82OD+cLkERPweqgnSYaGeLfH2GAm6AayH3EIOuTpk3eIGB8kh1w9ZJwaeYiwqNchdtlNzgNqprAPAQF8IfxxK4olDUsdPn+fDLacWGp+TVAjNnofctso6FXWT/j6VB3KiWKCcrgUJ9dfykCspBnLIusnmwkBfCKs7fLh/Txx3704glhXx5VURSyXPpDZrlz0rV9SNbdslm0YwnQXe/7Z5+NyFx5Vt4AS97qIoumpAUpqambQ5LdjNT0+JlWr0UmnUCuuEgf5erO6bgxs2bsVzg2NYPj+C//n7fltjPdDfi66WAD7247/Sz373z2fh+AUtJfWBRWsTc/n8Jjz2xhFTY5r8fsW8YoN8+fwm/PG1Q2ULu7HrleMXtOCs5R2679xGghvks4wHXz0IQFpIxNM5zGvyY92Fx+geX66oG8AoC9ewFrmTNcgJcipbTUufkYVh2OewQe5z46j8/+0agm6E1pBikBNYDzlQujfOLsSjvKAtWHBPH9OleGk+9a5lmjXVAcXAK/KQV7F0HxtCTQwEutjXMJ5GmDrxQa/s9S1x4cMu9q85e4nuRozaQ57Li0hl87rG5Rz5/vG4BNx40bGWjQovDVnXXmwmSwxZB+QNrOmUbQE8PUgLz3/bfMP5tDXkRcDrQjKTx6HJpO4Cgsy7HpdQpGYeYryrsXSORqfYMZJbLOY8qylH1A1QPOQkreLBrdL76H2ruvCuwFu46Pzl8HqNz90UkAxyq/PutAVBN/b3VjZp4ozKOqCMh1kKgOIhNzHImQ0ZpQZ5aVFQxLNbbZV1AluOszfsLvIE2xV1I5sZVnPI1aJuJGQdkDzOYY3ccBY9lXWAvV6FIetGfemLeLBuVTO8LgH//UYMzx/N4JqVlrpSsbJnbNu8LgGAiGve0eOIgSPNz5mqlz4jm5otJjnkVGHdU9qGF6Cf7kJqkGttHPZ1hPHBU3vw3OAYulqCJY212hFjJFxnh6hKWBZQvNs7DYTdRFGkxvZKAw+5FXE4M8gd/w9nLcalJy8wPLZR4CHrs4wHXxkGAFy8qguAuaiREznk1Q751YJV/naKgFsudVLTHHJZ1E0nBLJUQoyBr2fAAtqhmuQ6dzEecqCypc8AZldX9ZJyuwTqbTW638m9HvCoDfLqecjJveT3uGibjTY0yA58R8SHoLwILDVXj/27UQPhFtKOLmZzS6/0GVC4225nwUM95Lm8Zs5YOdE7JOzbqXSTMXodjD22giAwmhr69xPx5miFUPo9bnjlBXkslaXPlR0PudUQazXUQx60LiDHwqZV5PIiHnr1EADgfcfPt3wOO55s6ThrlSjs1Dgn8wiZJ62IumVyeUzKp9Y3yItD1ocT0v+XorAO1C5knZBkQsN3TBWPLS17ZlXUTR47q92Jq+qQB9xKqLCVsPUpo5B1G6Juai7ulebPJw+l6N+bkZSnaPK6J//alA0xJEbGy6E0OFqLvMo55HZD1v0lCLoRmvVyyFUlz9SQ6jUktN0u6vnGCUMXUObW5gIPuZQTvv3wtG4O90g0jfF4BoIALJ0bKfo9ySvfaXAO6220ttHaSHCDfBax52gU24an4HEJuOzkHgDmkyQtvVOiyjrAKAvX0EPuZA1yAvWQ14HKupNlz9TnMzIy1MbiVDJDPVKkBj1ZrJoJHpWLUtqo2DBRwrn1r1VS514nnmArytjlotUHMn6xdK5I4IzmqIX91DgoNS+a9RYTQ18Lcq0lr7ySE6yHlRrQWrDGqFbpM8VDXkrIujxWDtQiB5TrYLR5RVCqTuhvUJptNrDXuhShtVrlkNPnMJPD83tGMRJNoTXkxRlL2y2fgxrOFufdaFJ/Xig8r/T7uIVSluQZI/0xqoRAGJd/54IiBqamVSNknXrISxB0A2qnsk6IM97bHZOFpQaTOZEamVZD1gNuQVPxXA91yLogCDSf3Eot8qiBynqragNFySE3b9+KFi9WNHuQEYFHD1pzVhTnkDsj6kbI5kWQTACndGloLfJqq6xn1WXPjEXdytFJ0tskZCPYtCCl0MYM3rdGqOfvcnKzWcg6hH1nL50boSrpR3VU0nfK3vFFc0IFCvuEvo4wvG4BsXQOB8pcT0UtbrQ2Etwgn0U8uFXyjp+5rAMLTBSSCU6ErBOv9HTSmZxNu4iiSBe/3Q56yIPyPFDTHPJ0oafGKViPuzr/iUXt/Sbj3Bry0jaV6o2zC80V1ZigQxYMR2rg6XjIhyeTFaulTtDa9WUNCfULmBV1s2IcG8FGDxjt2JPr2BL0WvI0U8VWvz0jjs2d1sr/U3LIS1CeJqXDHJqPRnRyBbVQlNb1FyRmkUlsiGQpYeSlG+SkxFqpKutkIyGH38vvowvf1mmr3FDEZi1y5f6zlkMOGKch5fMinSuCNsqejcTkjSy/AJdOpIja4wqwNchLFJyqkco6gfVCR7MiDiaUdhA1eQHaOdp66EUYaH6/KmQdUIzzuIVQb0XUTT9kfSotFmwuNFvcJCRe8geHrBnkRGXdrzLIUw6FrMeYa+WUh5xsmFbTQ57Pi/SdQdJz9FTWySZ3KSXPCHqbhGMaom4sxFAfiaVLWluQ+YZMJzuPOGOQa61DWJX07To54NupwnpxuDogjTHxnJebRz5lcaO1keAG+Szi969I+XoXr+pScvkyOcMSAsQzVU7IesTvoQ92LZTWJxNK/lJnBTzktS17RnYJnQ1ZZ3OT9F4mQPFClEQisOJ51cohN8oVDfisGOTaHnLSl3g6hykNYTUniaYKy40AUsg92eVXb2qMOiTqBhR61q14yFtDXnqfGHnltXbbrcAa5Fp55DTFoCQPuaxUXqbKOkFLTVcPJWLIgodcp2+k/YenUrRckS1RtzJzyMv1kE8lMvjjayR9qtvWORQBJWttj1rMIfd5XHTjeTqlf+4kE/pa5CE3GE8Svtph4D1Vl9ECGFG3MkPW03nnDDc7qL3QOyaVZ47kXrf49DcptJhjwyBPqELWAXtK60rZs+LvJBENE+l8SZsLxCB/5nDakkhdUQ65wyHrZDzcgliWE4aFrDWrKerGRlSZhaynnPCQ66S70JQyPQ+5HLKezuZLclaR9cAxnZJOzvZDToWsaxu7RKhNzxO/w8QgByRhN+kc5bVVa63U6HCDfJaw/dA0dh6Jwud24fy3ddKFhCgqnkE1mZxIF3vlhKwDta1FTlS/28O+kgSg9KgHUbdKecjZcDUjUbcWleAYjURgNj6qnUOuZfhZMVYVA6/wHgn63GiTDZhKp13o5UXpiXCxKq5BC5sORhSGrGt7yPN5kea5NweVKIioQeg36VOzzRenyyVQ1VtjD7n9uclpDzmby2+Goqlh4CHXUfwnkI0QkkYR9LptbZrWOmT98TeOYCKeQXvYh3csmWPrHE026oWzx1nZELKSR84+JySaxkppx1F5jjTy7hKPazwnIp0Xpegu2aNcasg6K1pWCy858UIvaZLaz+aRU1Vym+sLPZV6NaIoUiOT9ZDbCVmfNqhDTnL+JzNiSZsLS5o8OK7Vg6wIPHzAfG2kG7LusIfcxn6HKSRyq5oGOftdpqJuDhjktA652iCnOeTaG7Uhn4fOiUab4HqQ+Xh1XxsAYCSawpiB/otV9KINSSkzPWE3ksOuVfKMsJLJIy+VTC5P7RZukHMaDqJme86KDrQEvXSSBPS9W+yOYrm7pUreZPU95GrVb6cgom4ztewZwUrIOnkxaI11tTzkRrmiISZUVg8jA89KmLET6AlQkTFU5+GzojFKSanKibpNJ7MFHlkSmRE3MGzLyfUyKn2mlKmzb6iQsYo5EEaZSOfofWUph5xJgdDDLGSdpAoQg9yugUxE2UoVdSvVICebXSS08b0ndBapyJthRw0d0Pf2aJ9bW5yJhTwnAa+LKoi30DJyRh5yOWTdwEPe5BWo4NhkOo+pjEiNpFJD1t2CknNdizxyYvSeNEca2x2TyhhN2KxBTuiwaDGm8gCZOYJaHnILhmw0qy/qRkLTJ9L5kjcXLrEYti6KIvWEk+47WfYMUAxyh6LVASjPfDVV1sm7we0SaJqMnkHuaMh6UQ65ubZIexnCbmQ+7moJoqdNWqOUGwoO6EcVrWCE3dSIoogdpOTZ/GJBNwL1kJfRTnbjw+m1by3hBvksQBRFmj9+yYlSeKDLJVDDQ89IYScwdS1cu3TV0kNegRrkAJNDXgeibmGnQ9YZj7thyDpZiJKQ9YnisW4NFR5TKYxyRYOMurMeJBRVK4qCCNQdrHClAD3jgRpQjAcum8tjnHjdwuWFrKezeWSZRZ3ebj25hsQjq3jILeSQl5DrRRZJWqJuqaxiGNmFbCQ44SEnCymfx2Vp08GKSKCZqBt5PknEht2cbmJQJzI5y6VykpkcfSe0lFyHvPDZusRmuDqglOKZsplDbuXaWFFwj2tEJdENs2RWVxCObp759Y1PlyCg2auErQ8npO9q9Qm0fnYpRGqktM56qKlBXuAht1eDnGA1h5z1gIfYHHK39ZD1KYOyZ4oIX54RdLPXFxK2/tyRNI4mDSK4mClQ8ZBLP6fzcETfJEaixBrcIKfvBo+LRnemdL7fEQ+5v/g9mMrm6PvcKHJqjizsVo6HvCXoZUqKlW+Q60XqKaXPilXSD00lMZ3KwuMSsKRD3yAn59h1JGoqnmnWvqDXXdZGSr0xc3rC0WRwJIYvPbAVgyMxuAVg2TzlQWEVb7VgBd1Krc9ICMqT3W/+th/rH34TgyOxss5nh0rUIAeql0M+OBLD+offxHX3vVQwdoMjMapU+Zu/HXB0TNnNmJ8+M6h7bnX9XeJB7tbykGvU0XYSo1xRs3sdUMKEtQw8YgD97C97K3r/krwoPQ8564Ebj2cgipKgS1vIq2w6ZOwbmWojXm+3nmwIkPZE/OaRB9Ml5pADFfSQ05D18heJbJ6glXkyLS8Wp5JZfOPBbZr3Ep17dTYbiFfggLxBZLcuuFSCTvp/9UaZ3nzz6oFJAFKO7B1/2lXSM8BWOQj53KZl4rQg4/fkjqOmz+LgSAyvH5TavXn7EdNjiQjTL55/S/dYsqnHRpmxEQNa74PBkRj+tGsUALBtMofBaf1ntIUx8obj5YWrE5pqJOzGeqhPmiMZJTunssjLi3nFQ25vKWo1hzwhe8C9AuT62hLEODcLWRdFkckh1w9ZT+eBw3JqQbNNb39v2INjWjzIA7j6z+NY/+q05v2RZLz5Sg658l1O5JHTkHUHDXIlZL16955SgcNNNzXN6pCXU/asSUNoclyOiPG4BFoWTQuSX25UalSPKUbPZbmDBrlexZq+jjA8Limy7JN3b6Hz7+BIDN94cBsA6T1vpKDeOycEr1tAKpvHNapzaL13tCAaH6WsKeqZmdUbTgEbtgzhho1baYhpXgQuuf1prF+zCgP9vQj5PBiPZ/Q95GXkaKrb8ZO/7AUADI0n8D9P7cEPn9xN21FpKlGDHKhO2TNyDQVBgCiKEAQBP3xyNz50ag8eeHE/yAbjb18+gN++fMCRMd2wZQj/++c99Oe7ntmLHz89qHlutTjUsEY0QqkCUnaZMsgVtZJfnaReycLVyIYtQ/idLIi480gUe0ZiFbt/9fKtiUeSzcMnuWKtQS88bldZHnK1EW/mISfXlHynsYe89Hqhvgp5yMMWIiasYkfQjTzPhLueGcRdzxQ/WymTzQZ1yHqrTYPcJS8SJxMZTCUymNcUKGif1nzzqxf3AwBEAP/z50H88Kk9tp6BDVuG8L3Hd9GfE+kczvuvJ7F+zSpcemKn5XP8YPNuAFLfjd4lpC9kjnzizSN44s0jhseSd+XjBscmqIdcuTY+j/T8xdM5TMQzNCpI69xbxnJ4z8MjWL+6GQN9oaI+tvoEvBWTaloTg7zUGuSEWtUiZw3elS0e+FxSLe2hWA6LIh5at9tKmTCWDos55Fr54+zPZiHrsawIckSTxjoo4hHgFoCcCLwVI9EM9uajDYNxbJeF7l6dyGLbZBY/fDNWdH8Qg9wjgGpr+FysQS4WGOilEKcGuXP3SS1E3dj0MzKHprJ5Oqex0JB1G6X01GiJurHh6i6X/rlpyLqObosR7Ab5yk5ZvdwBYTe9qKLfvHQAZF/jiTePYPP2o7hTno9Jrs1kPIP3fHuz7rth49/2U5HWP715BE/uUM7hchW+d/TOMRNrkAPcQz5jGRyJ0cUImVpFSEb5uo1bsXckZhrGq3hpSl8MkHaw03suLxa0o9KQRWuX4x7yyuaQs9eQjBn5d8MWxRgHpOvqxJjavV6s51YURTrW3Toq63mHct20MMwhtyLqpuEhr/b9qydApZWHT17gxBC0kievh3pcRnQWByRnjXhkLamsk+vieA556RuGYY0Qw1IZYUrPGcE+zwS959ZqyDqpB1tKTrf6njKbb9gIRbvPgNZzxL6P9o3GSzqHXjvsjLXmu9JgPo1rGOSAsinCPqNa587L/617YQp7o8X3XwtV7lZC1rtKzB8nkBzyahvkxOD1uSRv7vJm6b4lBigNWbcr6mbTQx5SGVshi6JuJOfeI2iHcQuCgBZ5s2OffC3t5MMPTmdxw5apwnta1L4/1CXPACVknf19OZBoACdF3QKe6pc9I++GgNddEGWkvbErh6w7nENuJuhGIL8fKTNkfbmsgL7jSHE4uV20DF4ylxFE+f0gQprbyFeq7QyWonOg8Bzq947e+6WcNUU9ww3yGcqGLUO64ZOCIOD+LUN0QaG3c+nERGWlHZWGeG2drEEOAGSuqpTKutHY6VHumNq9Xqz3ezyeoffM/BblJUQW/nkRiDpUZkqLaZ1wbwCWBM/oS5zxSlb7/tXPIS8OWR+JKQrrABCQV2dGpQz1IEYGMQCnkllNI5h6yKlBTnKxjULWS88hJ3NPxmAhVUrlBHI/lKpIz0IiFcwE3ezcS2y6kBbqqgqlGOTk2SWbLJWcb8z6/qsXD5R9DrYdlToWAOLyPBFUGeTNGga58bmB+weLQzvZkHVSg9ypkPVolUPWicFLBNVWyAb5zilikJeWd23VII9rlDwDmJB1EyN2mskf17uOpO37otK1srO5sGFvAnqPnPr+UCusA5LmAImkdyJkPV6BkPVADTzkrDOJnUO1wtadziEn7166YW7yXmgvI2SdFdlcNi8ClyB9RjZqSyGdzdNxavIr7xW77wetudOJcwDlrSnqGW6Qz1D2jycM64vvH0/Q3B7TkPUySp5ZaUclyedFRfm7YjnklTEyjcZOj3LH1O71IoZANi9i1xEpVKoj4i8ItWXzuIxUiMslqhPuDYC51/WvlZaBV+37Vy9UzMhDTvJwiZFmVMpQD7JR0dUSgFsOrxvXyPlXl70KWygfVjmV9fooe6a+DnrYuZesqqwT7Iq6AcX3VCXnG9O+W6i+YWf8KnUsoOTB622KsGklxucG9seK373E4zqRngEh67nCkPEVLToecpsh61bLnpmGrJt4yEnOvZbCOqFZNshLCVnfH8tB75FT3x9E703tqSce87QD0WdEUb4SOeTVVVlX0plYh5LWe0QxyEvvNDEM86Kynh61GDlFfj9mU2WdFdlsDXkR8LrR1x4GoJQfKwXWy89G6tl9P2jNnU6cAyhvTVHPcIN8htLTFjTc9e9pC1IPuZnKeimiSXbaUUlGYilkciIEAZjf7KxBTpwW6VzeslKxHYzGTo9yx9Tu9ZJULqXj3zw0BaBQ0I1Q6dJnoihaqkNuqewZs/iq9v2rJ0ynlYevfuFbKWWoB6scTTy9WmHrRQa5BU9zWTnkBoI8rHCPXULEs+9EDnm0MFJBDzv3EtkM1fPaqEu9lOIhp4KM8iZZJecb075biF6yM36VOhZQ7nW1h1zrGTU+N9ATLr53FQ85G7LujEFe7bJnag818ZATpXUi6tZs00PeZvH4ckPWqYfcIL+YbCYQQTQ7mws9Ybehh5y9P2jIuiofmSqtOxCyXhEPeS3qkKsEiY2E3ZSyZ6XnkAe8LrqRTd53NGQ9bBKyXqLKOpln3C6BGqbLDcqSWYWsQUI+N+0TYP/9oDV3OnEOQNEL4jnknIZgbX+v4a7/5bKoG6Cf22MWNulUOyrJsKxCPK/J73h5BPalVQkvudHY6VHumNq9XoIg0Bq8bwxLBrlWJEKlhd2SGaVsl1YYU9BCDrlWyHq1718941WtZg8oL3xiQLstlDLUQ/H6uZUQOo0FAolwsCPqZiS2ZwZZJGmHrDvhIS9/kThiMVfQzr2UyhnPvUUGeci8/rkadc5zJecbs74PnLqg7HOw7ajUsYDi6QupNoK0qkkYnxu4fHHxYrO1QGVd+q7uYJk55PIm41SVQ9bVHmriId8znUU2LzKibvb653UJlgxf8v0BlbFlVdTNSGGdoG67HcX4tX1BQw85e38kNXLIAbYWueWv1YVs2Phdzm3c1EJlPcXkkAPKPKpV+iztwDpXEAT6ziaVUhSNF2secrs55GTebg54qJHLliUrFb01iN33g9bc6cQ5AGW9MdNU1rlBPkNZ3BHG+jWr6M8CpAW7SwDWr1mFvo6wqfJ0OQtedTvYTV2XgIJ2VBIlXN15T7xLUEJHK5FHvrgjjH9937EF30eu4dr+noKf1de2nO8k18vquVvkguxvDEsvAa2xblF545yG5BQJQvFCGYBpegagXWpKPR4EoUL3r165ESuiboC18m5asF4/JYSueIGgX/bMIGQ9RRYOJeSQy5sjxmXP7M9PZJycDFk385Cz9xJxEgjQngupyrpe2TOftjFoB/U9tbgjjA+d0kN/7+R8YzavLGovVhs3OgfBrfMuIceyzhi9NrPnVb+ntPqX0PWQS9effUZpO+SfBdJmAOtXN6MvUrygJIbmYDRHjaz5ZeeQyx7yGoWsEw/1gpAbIbeAdB7YG80xom72vZNW8siJB1ztIQ9arENuJWRdnTNuxyBf3OTB+tXNcAEF94jW/aGVQw4oSuv17iGvasg6ST+T3x9EmFgzhzxXvlYSoLwLp4o85MbvBZLqNB5P2xK9VSqeKOcnpc/K8ZBP64SD683hAgrtC6N3g9k5zN6LShtnZg75zNpe4BQw0N+Le59/Cy8PTeCkha14x5J2XN7fS29wRXlaR2WdLgrLm50H+nuxum8Orrzrebw1lsA7V8zFTZe8reLGOAAcnCCCbs6GqxOa/B7EUrmK5ZG75BlqfrMfb1/cjp62IL2Gn37XMty/ZQj7xxMFn5cLuV5Wzy29EGLYfkh6CWiHrBcvVp2EfYlolRgxiwYB2JzkwvudHY8/bB3GW2NxvO+ETsdLnklh99o55HSxL6vZC4JAX/gdzAuflDKU+ml9gUENcq+bLqAMQ9bl9oSomI32uGZyeWo4l5RDblD2LKnygtiBtCWVzSOby8NTxmJsLGYtVxBQ7qV/f3AbnnjzCBa0BfHzfzit6NkyzyFX3R9liLqxz+TwlDRfvr2vDfNbgo7ON0bzSiZjbV4g57jgu08hlc1joL8X/++dSzXbMdDfC4/Lhc9veBkRvxt/f3qfbpvJeb/3+A785qWDaA548Lt/PkvzWL2Qdb1Nx4H+Xtz/whC27BvHqibgjPl+XL68SdMYBxSDjuRZd/hdZZezUlTWa+Qhl9vvEgQsb/HglbEMtk9mSxZ1A6zVIicecF1RN4sq68YecsHwZzMG+kJY3eHDN16exmPDKXSHXLj3nXOK7g89g9xPPeTlG+SVqENOqpZUU2VdrX9kFLKepiHr5RnkknGYoM4ZrQ1zLdrkd2kuL2IykUGbiQFPUFc8AYCVncRDHi1Zad3I2NWbwwFYfjcYneNff/sqntk1iiVzw/jxx1frnmOmqqzPrN5wipiQw+fWXXgM3rGkveB3pqJuDoTyEPo6wljd1463xvbj7Yvbq2KMA5X1kANkYZ+iHlqneXDrMADgH89ZiqvPWlzwu76OMNZdeExFvtfOuclCVBEGM/CQJ+wriVrBbIKmOeQZ/Y2TpEbZMwIZj7OWdeCj//s8nt41ikwu72gaRCqbp/U51eFiZPzSsoEb9Lk1X/iFUS/WjTS2tnKbgeorq+oKABG/sVgeGzlSSniZz6Mdsi6KIiPCV4qHXGlLLJ1DS4khwaIoMrn85nXIAele+uhpC/HEm0cwJ+zTnAutlj0jOOEhH42m8JfdowCA9R86EYtV7XJivnHqHF0tAewdjWPNqT2G7xLyPKzsbDb93r6OMP7p3cvwm5cOQhAE3fNSvQWvufAiYWhcKut20zIXTukJKiU6NCDeYuJd7i6z5BkANFOV9Sp7yDU81CubJYP85bE0iD1sV9QNANr95n+TKLMOOQnxjxgY5Or8d7sl3ACgL+LBR5eG8NhwCi0+l+ZmDTG41cYyzSF3YK8llnHeIA/WIodclX5mJWS9HJV1QFl7EOeA1XKYPo8LzQEPppJZjMZSlg1ydcUTAOhrD8PjEhBNZWl1Ibvo6djQ79CZw+3M63rn+NCpPXhm1yi6WoKG8zqvQ85pOERRVEp+aRhJdPGuM1GmHQhZZ+mIkNzU0ksy2OWg3H+nFdYJSv1J5z3kByYSeHHfOAQBeN+qLsfP7xRq71wtRN30yoURzNIzACCZNfe4nrZ4DjoiPkzEM3hm10ipzdWE9EEQig2usM8Nj+z5J5saWiquSsh6aaJuQZ+HhtBpPadTqkUAMWz1Qr9JnyTxP/vzCPWQqzwbrKejFNFJn8dF89PLCVufTmWph8UsNJHFTFPBbDNUrbJemkEutZds2j78+iHk8iLe1t1cZIzXG0q+tvF8MqlKsTCDeJumkhnd8FFWb0GzTaprOhnP4PCU9CwttzCsam9xuYJugGJQ1qoOOWuQkzzyv45I4+RzKR50O7RZCVk3EXUzC1lXcsj1v0t9vUrx9kt/J7VpUseyVlTWtUPWnahDXomQ9WANy54FqIfcIGTdKYNclUM+RiPYzDdqO0qoRU7mbXZu83lcWDJXVlo/UprSei2NXavrRLP1XqPCDfIZzFgsrVkXmhAyEbpyQmWdZU4Z9RZLZVgup+N0DXJCxF85g/wPWw8CAN7eN8dxhXgnaVYtdrU85NQAqVAOeZTWpTT2kCeNcsgtqHZ73C6893hpc4RELzgFFSrxFYfdS+J5yssqlc1hWj6eNQSt5MprQSIHQj638pxqibol1B5yY3E0Whu+xJe7nsp6KsMa5KW9xsIW8t/NIGMU8Xtshc6baSqYpQupQ9bVz6CdNpBr+uAr0v18yYndts9VbVo08rW1UN+vpueVjxNF0OdLjVnIurpNO45IqTwLWvxoMlDrpudRG+Rl5o8DTB1yDYOkksTl72MNbqK0/vq4HHLrddlW9wcshqyb1SF3UGUdkDYX1GXJrMKq62uR0sshJ9VenCx75qBlUJMccrWom9cgZD3rTMh6hHHOxNNZ2l8rqUztEf13rh50c1xV8nIFEXYr0SCn65AahIPTTWKTSMppLurGaTSId1xdF5oQtKqyXkYdcpZ2ugtYPQ/5cJU85NGk84YmMfgurvMFMrvYdQmSor3eMZXykJspeYdMokEA6yKGF8vRCo+8fsjRcnc0f1ynDy3MpgbZffe4hAKxNCuRAFokmZD1dp2Ns0wuj5h8XAv1kCuLrZzGgrDc3XavjoecRDO4hNLL1YR9xpsJViC1Y+fY8I4D5p5Ys3uR9c42BTwFgoNWYZ/JI1NJPDcohau/74T6jcYhaNX81kKdYmGG3+Omm1p6m4dUZd1C2TMA2CELLC2fay3qQB2+XW4NckDxkE9V2UNOvLpaHvJywtUBoMNnPi50Q0AnZD1hqrIul2WzKOpW6uYCoHjWo1mRVgxh0VNZ91NRt5K+tgBFld55lfXqGuSFEUYk0krrfZ0xqWhhFTZakhjWfo+raJ7QgpY+s1GLfEJns5Ea5CXWIp+qoWCa1cgnJc+dG+ScBuEg9Q5rG6NEjVrPSHFCZZ3FSL25EmRzeRyeIqJujeUh3zcaw9b9k3AJwHuP73T03E7D7tDObw5oCmSRYyqlsh41DVk3r5dtta716r45mN/sx3Qyiz/vcC5sPWpivLJGCHnhzwn7CrzpZlEvehSqrGsvDlhDgxiUrKdWy9NcrvgK8ZCrc8jZaIZSF8Ak7LuckHWreYJqCjyxGnOHWXQSmwOv9pBYhTUgH3p1GKIInNTbit455orntYZUdnDaQ84eq3fueFrbINeLetghi12utGiQh9wC2JTlLgdyyFmV9VLFnkpBXfYMAOYHXGhmOlhqiPecQPkh65Y95BZF3ewKurGwY6K1caLvIZcNckc85KJ8zrJPRQkwZc+qde/RtSv1kMsh6xqihlRlvcx1bsQvPf/TySx1OnVE/JbeT6V4yPXmNsVDHrN8Lpaojsp6NSB9mU5lNTf4CTTPfYaJunGDfAZj5h22rLLuUMg6yaWxM+mUw5HpFPKi5EXssCi4ZBclb8hZg5x4x89Y2lGxtjsF+0LQu9eaK+wh1yvVQSCbT+lsXneiT9EccuNp0eUS8L4TpKiF38tpBU4wZdIH1lAY0VFwDXrNNx60iDO1lTt0FgfE0GA9sn6Pi/6/1ndOp8rbbSeLJD0PeTmbhTT/vQzXEs3jt5AnyFLgidV4JsxyyN0ugf59Kfnj7N9lciI2bNkPQIn+qHdaSdWGuPG7ZEInrNPw3GTzUCdsktVb0GpTIpMr8MTtkD1Vy+dZM8gFQSgIW+92ImRdvo9EKEra1UArZF0QBBq2DtgrE8ZiJ2RdnaMeYkTdjIzEaQsq62z7S+0LIK1TSGj8hEYeua7KukM55KIoMh7ysk5VAPs+1QoZrwTqzXVDlXWSQ162yrqSQ66l72KEEpVmw0OuE/2zYn4EALDraBSl7NHUQw65tFGtvVaUqtHwHHJOg3HQRGHcvA65cyrrALMLGEtVZaeUKKzPbw6UFNJphbCq9qRT0HD1Blggs4vdLp1IhNYKG+RKrWvtlwib76nlyc3lRapwbmUD6uITpevy2LbDjonV6NUgJ7Qy4VyKIVj4wjfbZNNDUVn30PDreDpXMFaTGsaNIAi0JrbWplS5u+1+nbJn5ZQ8Iyj57+XkkBNPiD0POWBs+KnL9mhB5h5iCNol5HPTcP9tw1MA6ls8ksVqCsxUCR5ys83DpE7IelPAQ+vosn9LQtZXzo1YbgMbxu2EqFvADRAncbSKBrmeh5qErQOle5XnWDB+43p1yOWfc6KxOrmlOuRMO0r19ivn0hd2I+H/lVJZT+Wl8QAqk0MOVK/0mVLCVF32TENlXe50uTnkzUzI+pjFGuQEGpXmgId8UXsYPo8LyUweYyVkh5L3eHMNjF0fE+KvP/8qTpWZlkNeUm/+9Kc/4d3vfrfTbeE4zLBJDW6z2sxk8io3lIdAFvqZnIipZFZ3kTQ4EsMGpkbh2v5eQ9VfreMB4M7NewAAOVHE4EisIsrBpXrI9fo4OBLDD5/cjTeGpyAAOLaryfE2Ow1r0Owfi2uOdbVU1vUMP7/HBUGQdl4T6VyR0csa1VbKaJ3c24r5TX4cnk7hY//7PFYvnlPSfcoeb5pDrjGG6h34UIk55MTwDvjciPg98HlcSGfzGI2mEZpDwoO1FavDfqlkS1wjF3vKoRxydci61fQCI8hYxXQ2L6zMQyTP3m4OOSCN4/BkUvOZSJuErA+OxGgVjOHJREnz297RODwugW5EnbCguWLlIZ2mhW5mWAtZt+UhNxHcI89KUHXvuWQ9h8lEBlOJDOY1BTASTWE0loYgAMvmhoBd1trA5gn/bFcMVywOYXFT6YtPQRAQ8QqYSIuYzojorNJl1vNQtzMW387JLAans7b7F2O8nd98bQofOsZbdA6yIaD+fvbnRE7UrfMetRCyPhzPwQ0gB2AoVlpfCC0+Fw7E85jQEHYjHnC/yrngdyhknY2ccDJk3euWKlpkciKNbKo0yazaQ26ksu7MOjfCrAVHqLaItcip8kTdCt89bpeA3rYgdh+N4d5dLhx5dCeuOG0RXV+avdPM1iGVpjXoRTydw0Q8g0Xtxb8n7ZOq0Th4o9YBJY34hRdeiJ6eHnziE5/Axz/+cfT29jrdLo4DmNXgNlu8O+0hD3ilxX40lcVoNKVpkG/YMoQbNm6FIAgQRRGCIOCHT+7G+jWrMNBffJ9pHX/n5t3SL+X31uHJJN7z7c265ygHJYfcuqGp18cPndqDB17cD/JaFAFc9oO/VKTdTkH6Qth6YFJzrMlLI5rKOl6/G1BUN/UMP0EQEPK6EUvnNO/3AoPcgof8Vy/ux5Fp6aW7Zd84XhqasH2fqo8n3mQ9Lz9Rlp5IpJHJk1JbqpB1RmTNDtRDLudkd4R9ODiZxFgsTXOKlbqn2psAmh7yMtVQdVXWHQhZN/KQW52HiEFutQY5i9EmldHcS9pG1t97jsZsz2/qcwDAawem8KstQ3U717BY3eCzK+pm5dx6KuvkbycTGfq3xDu+cE6oyIDXY8NgHNsmlHvyf3fE8aPtcaxf3YyBvtLz+5u8Lkykc9TrWw20PNQbBuP4/htKfutrE1m85+ERW/3bMBjH1/8yjtfln3+2M4E79hafQyuHHQC8LilPPyNKx7Tq7KeRHPJmHYN8w2AcN2yZAhnRnVM5231hIR72KY1rpBey7qOibmUa5BmSXiCJZTpJwONGJpetmoc8RSOoZA85UVnXyiF3rA45EepURN2sRk6R9/iIA6JuG7YMYfdR6fnaMy3gf5/eix89PUjXl2bvtFrX+G4OenFQZ6MaYBTW/Z6S9WPqlZLuwAMHDuCf//mf8cADD2DJkiW44IILsGHDBqTT1StnxTHnoImHPEBLJJnkkJfhhVJjJOw2OBKji8RcXiz4d93Grdg7ErN0vAjJmCVR8SKge45yIaISUYsh60Z93LBlP/Ki0m5UsN1OwPaFIIrabWaNzKkKeMmph9wgzMpI2C3F5JGpS46pIf1mlz+l3Kfq46dNyo0ohkJWN0etXFE38vdawm6TOsZNxKB82HSZiq26OeQOzE0hKupWOFZ25qFyQtaNSp/pRSdpPnOwN09onYOcp17nGjVs+oYRpYi6EW+63jyV0BF1Y7+HXFMi6EaElswYnM7ihi1TBZ/lRCAPYN0LU9gbLT29guQnV7MWuTpknfSPbYEIe/0j52BnBL0xSuqEzAOKka5XizybF2n7IxrGmlY77PZFTYvXfg45uQ1TZe6zxHRKxDlBoMSN4lKhHnJPYQ55Oqelsk6E7Jwqe5ah7wWrOeQdNgWPRVHUjP4hc7uCgJxYuL40e6eZRRtWmlaT6KfpZO1C6itNSXdgR0cHPv/5z+Pll1/G888/jxUrVuDTn/40uru78ZnPfAavvPKK0+3k2CSXF6nCuJmHXG+SdFplHVByakY0QnM2bBnS3fESBAH3bxmyfLzVc5QLW3vSCnbbDFSm3U5g53p53C46wVcibD1qoQyGcr8XXyt1zpkRTt6n7PFmQiVsHr6eIWhFTV4LtdePLCTY55S8INU1r0nqi1EOealqqLplz4gHpIy5SSl7VthuO9e3VFE3oDQPud17TwsnzlFrWnRKjLHk8yIt4dNiI8/eaKMknc3TklQhb/E9rS59tkOuBUyElszYsDcBvdeDIAD3DyYsnUcLVmm9WqhD1p3on51z6NUhB5ha5DqeZTbXXitkvRLXqtWgFrlZ2bNyRd3IWIUrYIcFGaX1aqDW4KAh65X0kAcU5wyNnLL4XiApTxPxTFF6lhZRRoWc3Wx0Yn1ppmVTacwilGqpAl9pyra0TjnlFHz5y1/GP//zPyMajeKuu+7CqaeeirPPPhuvv/66+Qk4FWEkmkI2L8LtEjTrQgOKgZLJiZqTgNMh64C2542wfzyhK/YmiiL2jycsH2/1HOVCPeQWc8jtthmoTLudwO71slo7uBSmLRh+ivdYw/tgw+Pq5H3KHk9zt8w85PE0k7tc+GyblTLUQ6mt7JHPW5zTppePG/brbwKUG/6mW/ZMlSNYCqTdapV1O9eXzGN2y54B+nWrAWbuVfXP7r2nhRPnqDXsok2vL9PJLI02cipknY080QpZby7TQ74/loPe60EUpd+XChEmq2bIeoKGrEvf7UT/7JxDL2QdUIx0PQ85GaeAWwpxL6cdVmmmBrnGeiyvrYDuVNmzqI4AnhMoBnmVQtaLcsgNVNYdKnvWxJQ9s6uy3hry0TSBcQtecjI3+TyugndguetLURQZg7w2Bi+7ztFiptYgB8owyDOZDB544AFcdNFFWLRoER555BF8//vfx+HDh7Fr1y4sWrQIAwMDTraVY4MDcg3y+U1+zbrQQOGCQstLblYLtxTaNRb6hJ62oKHnpqctaPl4q+colwhVWbdmZNptM1CZdjuB3etVSWE3K7u6SlUBDQ+5xZJngLP3KXu8mfHKGnDmIeulqqxLf09K7Y1ZCFk3quc9XWYOuRJqqO0hL6/smXa7rV6vfF60rabL0qITdi2KIiPqVtg/u/eeFk6co9YQHYNsXtQtW0fU60M+t63FNqvVoCYuR9d4XILmOVtVGwUkh9yqQd4Tdht6XXvCpb+LiYe8miHrcVXIuBP9s3qOnCjSMO6QxrUyC1kn46SnsF6Ja0VU1rVD1qV/i3PIpX+d8pBHKhGyLo9htVXWacg6ySHXUll3uOxZIpPDkWkpOtWqh9ztEugmuFb0qBqy4deqeheXu76Mp3PU814rg5foDZnmkHODXOK6665DV1cX/vEf/xErVqzASy+9hGeffRaf/OQnEQ6H0dfXh29961t48803nW4vxyJEYV2vDBUgTUCkHJjWRElD1i0YKVZR1CSLPeRr+3sNPTeXq8SGjI63eo5yYVXWrbTFbpuByrTbCexeL7PczHJQcsithKxr3OsZ69EgTt6n7PFmO9NshAHxzHaoXviBElTW83mRjgkNWTfykGuorAPFudiAeRi+GT6zkHUHyp6pN2isXq+JRIbmYbeVYpDrGH6sF0d9P9q997Rw4hy1JuB10XtDb+FWSv44e/xkoniDyUjQrfBvMzg8lcJUMgu3S8CSudYU8Nf2BQ29rpcvLn2zhIRdT1epFjSgeMhJyLoT/bN6jgRjaBuFrCd1DFlqkOt4jCtxrWjIusamScpM1K3MyxqV74tQBewcMk9XTWVdL2TdwENertAsu/YYsekhBxTj3Uotcr1yjuWuL8kaxO0SLItQOo2Z42am1iAHSjTIt23bhttvvx0HDx7Ed7/7XRx//PFFx3R0dOBPf/pT2Q3klIaisK4t6AYoytOAjtCVDSPFKsqkU7wLuLgjjPVrVhUofAqQFD/Xr1mFPlV5BnI8e6zbJUBg/t8lKP9qnaNcyKJeFItDX7UgbWZfqaR9a/t7CtpbyXY7AXu9rLTZKDezHPJ5a2FWQa9+aLXiITd/Can7TbB6nwKSB0V9vJkAGjt+JMS+yEPutS/qxi6S1KJuI7HiHPIiD7lB5IFZGL4ZNIdctWhWQhLL8JDrbCRoXS+XxvUim4qtIW9Jizm9hUehQV54P9p95rRw4hy1RhAEpfSZTmhjqQZ5q0HIpJGgG1AYxUK8433tIctRZoubPFi/uhkuAG4BBf+uX92Mvkjp1pISsl4dD3mhh1qaJ53oH3sOFvU5iHdeQHGYN6BsEuh5yKMmNcgrca1avAYh63o55A6FrCs55BUIWS9RbLRUaFlMlahbJXPIvW5X0fvITjlMcqwVYbcJnfQx9dwuQJTuSWZ9SXALxXM++76ulYK52TpxJueQl9Sjxx9/3PzEHg/e+c53lnJ6jgMoCuvGu7RBnxvTqazmYprsHDoasm5Sb5GUX/jSA5JS5KqeFnzvipN1F4kD/b343csH8eddIzh+QTPOWj6X7vbdz9RbvLy/tyILzYDXBY9LQDYvIprMWpokBvp78be3JnDfX9/C4o4wLjy+k7bv0+9aVpV2O8VAfy9W982x1GajnNlyiDL3rtH4G5X5S9n0uLL9vufZvYimcvhPg7JTHzq1Bzf97nX63SvmNeGHf39qwThFTULW1WJqAa+ryDAIlSDqxh5LFjCKh5wJWScGjk4OuVHZM71SbmboqazbvV5aREiovcbcN9Dfi/UPv0k9Hacvacctl51QcL2oF6QE7zjAhjcXfj+JTBIEwKvh2bPzzOnhxDlqTUvQi6PTKd35pJSSZ+zxWudVqhGYVUJQDPKVndbC1QkDfSGs7vDh/sEE9sdy6Am7cfniYFnGOKCorFdL1I31ULN1v53o30BfCG8PtwP/Jf3c5hPwi/d2FJyD9c5rGRdkkyBu4iE3qkHu9LVqlUPWjUTd9ELWy7V1yX1REZV1T/VyyEVRpHMoLXtGc8j1Q9adcDxF/F4kM9I7s8nvsfV+0hJS1cNos5HM7fc9vw8vbNuN1cctwYdPW4S+jjCuPWcJzv3OUwCAj71jIT5x5uKCOb/WCuuAFQ+5LC47A0PWS+rRrbfeivnz5+Pqq68u+Pyuu+7C0aNHsW7dOkcaxykdKx5ywLhMUiU85B0Gom6EPBNyc2xXs+kikRz9D2ctwaUnL6Cfr7vwmNIbahFBENAU8GA8nsF0MoNOk/EmkA2QK1b34h/fuZR+3tcRrkq7ncRqm9WCR05BXiI+t8vwBRik3uNiA6wUjyvp977RGB569ZBhKP7ByWSB4ev3uorua7OXYcDrRsDrUrzjYX/RQtMoT14P8uwHvW5a8k1r40xvERDW2QQQRdFSKoERikFeeO6kA4uokI7KOgBkc/kCT8XC9lDR9aKCbiUorAP64jXsvKvnpXBinmjEuYbFrPRZyR5yecMpls4hk8sXRD/Q1A6deUbx7qSx3aagG0tfxIN1J9j/OyOaqyzqZuShdqJ/ixijNyuiyAg2EnQDlE2ChF4OeZbkkBsbqE5eqxbZurZT9ox4yFMN4CGvhsp6JifSVCIiiukzEHXLOBSyDkhG4oi8iT3HptAnXRtrpHOqUeY27e/o6wjji+cvx0PZnbjo/OXweqV5adm8JnQ2B3BoKonLTunRXYPUUjDNzHETNSkP28iUdAf+8Ic/xDHHFL/I3/a2t+HOO+8su1Gc8jk4aVzyjGBcm9m60JVVtNSb1RDvPmCtnFi5YbHlQoyNKYulzwBrOf4zjUqJukUtGn1BAw+5IhJm3+NKFtxkAa4FUVsm4d07D0eRZxZQ+bxIPf1GuVGtzAtYKz/NrJShFlp5se1U1C0NURSluqe6om7aHvJkJs8IxJSW70UWSRmVF8vJHHKt3PfD06mCOt1a15YKupWgsA6Yh6w7GZk0EzGbT/SqApjB3qvqc5PNPP0cckWQSCl55qxhXSrVLntm5qF2kumMSEPMCWRDIKjj8TUXdZPOF3Fw/WNGC/WQ64u6+VXNoTnkZYq6kTrkZegG6kLm6WrUIWdTsMiGrV4OeT4v0jKG5YasA4VrELuRU0aCx2pKjf4BgK5WyWk0PFFcTaPWCuuAnRxybpADAA4dOoSurq6iz+fOnYvh4eGyG8UpH/Kwdbda85BrG+SVC1kfi6fpYl0N8e4DiqKiEdM1nkRIuQurpc8A4KDcx26LHvWZQCtdrJq/cOxgtQyG0b1Oc85KWHyRBTdZgGuxXQ5fPWfFXPg8LiQyuYLyUrG0UqLJqB/sC1jrhW9WylAL4k1nvX7k3OlcHtOpLJKZPE1hISqoBKKyrvbKk+siCMpGhF38uiHr5Zc9oyrrGtEEZP4kGgE7D0eLxHJKEe5hUXtiCVRM08HIpJmIWS3yUj3kbpdAwyHV546b5JCz+Y87bSqsV5pIlVXW4xUso6XFcKJwjkiYfL9pHfKMNQ+5kxAPeSpfKDYniqKuqJs8/ZadQx6roIecqqxXwSAn7wZBYAxyHZV1tnqHEwY5++4mm9pWMSoJrKbUuQ0AumUnHXHasZjp2FQDsk7Ui6ScrnGd9EpS0h3Y29uLZ555pujzZ555Bt3d3WU3ilMe6WweR+WwF1MPOd251A/jdXJhOEdezIuivhjP8CTrITf3ppYbFlsu5HuttBWQdmUPT3EPuVNMWwxhMkrPUJdJsQNZcO88PF3g9WYh+aTHdTVj2dwIAMVIB5TNHK9bMHze2PxtrRe+WSlDLbSEqgJeNx3P0WiaKoG7XUKRcU1Cv6MqTzN7XUr1kPn0yp45YLQq6vDFFRLIYmVVTws8LgHTqWzBvAQooYWlhqzreWKVGuTcIDeCrTqgBXm/qDeQLJ07pBjWLHEmvUMLsskyGksjns7B53ahrz1k+/srARV1q5LKOvVQV8kgPxgvnH8SJt9vXofcWGW9EkQ8Al2Us17yjAiQn9Sibk6prMeoynpj1yFnS2KS946eqBvrMdfS67ALuwbpsLlRS6NHLdUhJ3NbCR7yFn0PeT3lkCcyOc2cfxoRyz3kEtdccw0+97nP4Sc/+Qn27duHffv24a677sLnP/95XHPNNU63kWOTw1NJiKKUU2sWNqMXxpvN/f/tvXucHFWZ//+pvk7P9FySTG5DJpkBAhFIAElAEFEJ1yDeIiDLsqj7dXVhf4KuGFyBVdSF8BUEUXHxu+vqqkAQRIUIhksI15ABkhACuU6SGTKTZJK59v1Svz+qTlV1T/W9erq65/N+vfKaTHdN96k6p06d5zzP83n0cFMrdg4FLqcDUwyLFjP2GyaKsTzCwMUxTRXaMRPelHzaCgADYxHEEjIcklInfrJQLlG3fEOYRHqGadmzEoygjmn18DgdCEYTeN/kIQfoBvn8mY04bqY/5TUg9UGYzXhN8ZCbPPBzlTI0I5PXb6pB2M1Y8iy9fZqHPJLuIS/9vnTnKHvmLcFDLgzypDw+lFEsVuZOrUenmmdn3EAB9NDCQhdeAqMn1mj46TnkDFnPRr4h6+liiIV8drouRC6V9XSP1dHTG+CyIDfVCibaQ655qMsgEmZGX5pBHszx/XrIurklm0tlvRw4JMk0bN3oLc9U9qzUOuQB7XqV9DGmTKRBrkcY6SeSKWTdGJlUah1yIHWTtdCN2tYcgsdGSvGQCydQ+gYzYI9w8MY6F8QSw2xuzyV+W80UdUY33ngjDh8+jGuvvRbRqDJ46urqsGLFCnz729+2tIGkcMSNNqu5ThNpykQmr2G20julMrXBg8FgDANjkXHhfLIsp3nIsxu5sURSM7AqlkPuFR7y/Axy4X2b0Vhnm8XaRFCusmd6GYzsD6fsIevF55C7nA4cPb0B7/WPYvuBUbRPTfWIJZIydqrh7MfPasTuAeX/ZgZ5rjCslhwh66KU4Wgknr9BnlaDXPt8vwf7jgRxOBDV8uzMFgCZRN2sKE+S0UOulbUpQdTNYMyPReIp4e99Bg2OeFLGjoNj2HFgFB8/foZ2jAgtnFqkhxxQPLEj4Xiah5wh6/mQr6hbSxGLVi1sMi29RtdbMB/T9R4n3E5J0zywS7g6ADRNcA55LlE1q9kfSvOQlxiyPlqBkHVACVsfjCYwZFBajxgE8jzpOeQWhawbRd2sjqGoK6IcZ7GYpZ9lUlnXSp45MwtoFoLRSCyk5BlgCFnPQ9RNyyEvwkMu0iT3D2fOIa+k99nhkNBU58ZwKIaRUAwzGlPTOrW1Uo71XjVS1BNfkiSsXLkShw4dwmuvvYZNmzbhyJEjuPXWW61uHymCfBXWgfwMcis95IBx4hm/EzgSiqcs7HOFgRsVkis1iQgjKp98d0D3vs3Okd9fa5QtZD3PMhi64Nn4fgqXmJMsShule1EBoOdIEOFYEl6XA3On1uO4GeNF4PIVJkzNITc3BOvExoPJeZoRzlDKSXz+4bFoxpJnQGZRt3xz+7PhMXjIjWHlkQLqxmfC4ZD0TZq0cPv9Bg0Ovb9SNQIOlyjqBpjrKkQsqotb6+TKIS9F+Kg5g7Ev7qlMHnJJklK+r9CSZ+XEr46nUEJGrETjLR+EoTthOeTBDKJuOVXWzT9PhPZnK3tWDkQe+XBsvIfc68Q4w9GrechL+16xUVOWHPIixEaLxezZIIzz9Egrq2qQCxoNz+9Cnwvi+EA0kTOSwBIP+VDmHPJKRZsKsq0V7SA8Vy5KGoV+vx9LlizBSSedBK938oTe2p18a5ADgM+terdi6Qa58rvbKWkhsFYhQnOOmISsi107l/qdgWgio/gboO+W1bkdlpStKIZCc8iFh7wtR35/rSEW0JF40tLQtXwnaBE2V46KAnoe+XhhN2GkHzvDD6dD0hbpuw8FEFc9v/meQ66QdUA3FsJ5h6ybK0frIXSRrAuAjKJuFuy2GxdKRqX1sEUlGfX899S2Gz3kx88an2IAlB6yDpgvPKysi1vLZPJiC0ZKWLTqxn7quMgVsg6khsjbyUNuNCwDGfKmrWSiQ9bH5ZDn+H69Drm5P1j3kE/sfdis9pOx9JkwttPD1QHA4xQ55BZ5yMsasl5+/QI9eir/kHUr8seB1Ai31gJF3Rq9Lm0DOlceeSnRP8JDfnA0rK0/BHYpKdaSQcMjkZRt4cUvF0WfUVdXF1atWoV9+/ZpYeuCxx57LK/PSCQS+O53v4vf/va36O/vR1tbG77whS/g5ptv1nYBv/CFL+DXv/51yt9deOGFeOqpp4ptes1jiYe8jHmMuudtfGiOaHtnawN2qGG+Y5F4xkVVvqG+5aSxwBzyfBXwaw2/xwWHpOTsDodieXk3uwcCWNXVg97BEOZM8eHyxe1aTq8gX1E/YXyZi7qVNt6zlT5LV1s+qsUHn9uJUCyBPYeDOHaGP+/crURSf4A+sbkP86Y1jLse2TYezBCbcfVp/aHVIg9Etb4yN8iVNscSMiLxhHYNrbg3jXl9sURSM9CtKHsGAH6vEwNj4zcTjHOomCN3HFRE+xwOCdF4UlsUFSvqBph7Yln2LD+ackTcCLG3YoSPdMG4TCHrmfvGmEaxdttBHDvDP+4erQRuh4Q6p1I+azSWRIsh9rl7NI5Ve0LoDSQwp8GJyzt86Gx0ZXw9HyZa1C1jDnmukHWTzYnu0Th6A8rnPb4vhLkNzrzPu1Q0D7khZF3zkJs4R0Q3WpZD7pKA/AvG5MVEqqzr+iJmIevmom5WeciNJdf+tPF9tLX48r73JUnC1AYP+kfCODwWwVEZHGqJpKw9W4vZbGz1e7W0mgOjqd9jhxxyILOH3FgRpdJtLAdFjcKHHnoIZ511Ft5991388Y9/RCwWwzvvvIPnnnsOzc3NeX/OypUrcf/99+OnP/0p3n33XaxcuRJ33nkn7rvvvpTjLrroIvT19Wn/HnzwwWKaPWnYX0CNa13ULXUGLofCukAs9AfMPORq2+dNa9AW49nKiWlhsRXc0WssMIe8L88a8bWGwyEVlEe+qqsHS+9aiwfW7caTm/fjgXW7sfSutXikqyfluHwNv6x1yEv2kCte1J2HxsZFdGw7kFqP2OGQtOOFsT6Wxzms6urBvc/u1H7/45u9ptdD32TLzxuRyesncqMH0kTd0jEa8sbQbytzyIHUcEPx/1INcrFJEzCMiUg8oZU0a2vxKXORy4FwLImewSAAYDCoq84XsygSaGrezCEvmExeFEAZH+I+L6Z/WjIsCLV7JcO4W9XVg619+qbcQxt6TO/RSqEprRvyyFd1B7H0qQE8sC2AJ3vCeGBbAEufGsC3NgyZvv7InmBe32WsQz4R7A8lUtJaghnKhAnqMqisi+sxol6jP+0LF3TepdKiGeRGD3nmc/EaVNbTq0UUQjnLnk2sqFtmD3kiKad4hYU2iRUG+aquHtz9t+3a74++8X7B9/60PITdjEKTxQhWOhwSZmVQWreDyjqQWW9ItM/jdNTkhnVRo/A//uM/8OMf/xh/+ctf4PF4cO+99+K9997D5Zdfjrlz5+b9Oa+88go+9alP4ZJLLkFHRwc+97nP4YILLsDrr7+ecpzX68WsWbO0f1OmTCmm2ZOGvgJqXGcSuirnonCaQb05Ha3tLXXaDli2UHA75JMIIyrfOuT7hyenhxzIP4+8eyCAmx7djKSsPESNP1c8uhl7BgLasfnmX2cNWS/R49o+pR51bgei8ST2Hg6kvCeMbhH6DBg86up7uc5BXA/jcishw/R6aJEA8fzGYyahKmNqifAUmhk3LqdD28gw3gP55vZnw+nQU2aMwm7G0jal4DeUPhP0qxtmXpdSEcLpkLRSddvVzZUBde6aUu/JKZyZDbP7QYtOKnGzodYR1240HB+3CSaupyQVF6GRKYdcePjS9RYA/R41kjJnHZkYgy4booSXMMi7R+O4qWsESajzieHnqj1h09dXbBjBnrHcc8tE1yEPJ5AihFaMqJvxegiSBZ53qegq6+M95KYGufqaDKDYTISELOs5/1Wusm7qITf83+glj8VFyHppzxHz57P5eiUbQl9pIIuwm9i89XtdRbd7doZa5HaoQw5kXifWssI6UGTI+q5du3DJJZcAADweDwKBACRJwte//nWce+65+N73vpfX55x11ll44IEHsH37dhx33HHYtGkTXnrpJdx9990px61duxYzZszAlClTcO655+IHP/gBpk2bZvqZkUgEkYg+mEdGRgAAsVgMsZi1YlLFItpRrvYIQaLpDe6c36GmfyIQSb0+gbCyAPe4HJa3s7lO+dKB0ci4z35fXbTM8HvQ4HXicAAYGgsjFjP3Jg+qSscNHueE9q+xD8XcMBKK5tWGQvqn1mjyqbWtR0NZz/2h9XshQQIwfoUhAXhw/V5884L5APSHSL1byvqZHofyWaFoPGU+iMVimufLJclF98mx0/3Ysn8E7+4fQnuL8mCNJZLYdUgx4jqn+rTPPma6osT+Xt8IYrGYJurV4DG/3wq5HnXqQjNgeJjF4nEgw3mNqdfP40ydk4z3qShV6Pea32f1HifCsSRGgmHEGkXJKOWcfO7S5hC3U0IiKSMYjiLmSxUHcknJkuZTn7pQGwnqc1HPYaW/ZjfXIa5uahw7vQFb+5S+/dj8qTiobqpNK/EebvQq3z84pn9/MKL8dDvK94ywG8X0Yb1h9XJkNJQSmn54VOmfRq8LyUQcyQLtgAbVSzkUTJ3TA1rfjJ8nct6jb7yPb3pkIJlU/lUAv5afnEAsmcRD3UGlxFABhpwkAQ/uDuKbJ/nHvRdTzyuWTGJMRNk59dctJZmE6PEpXgkhGdgXiMHvVjfIxfc7zL9fhHoH47L2frbrke28rURsmgyqfQQg67WUDI0NxBNoKGKTctSQ2y3WhNmeGYXikpQ2BqOJss9pAe15pq8HJMOG3Vgooq0FxFzrcWRfO+SikOdzNqaq66ODI5nXR2Jua6pzZW1ztjl1llput/fIWMr7wuD1uSr77GlUB+GRQKqNMDimnHtDhnWIXcm3rUUZ5FOmTMHoqOLZOeqoo7BlyxYsXLgQQ0NDCAbz3wW+6aabMDIyggULFsDpdCKRSOCHP/whrrrqKu2Yiy66CJ/97GfR2dmJXbt24d/+7d9w8cUX49VXX4XTOX4r7/bbbzfdEPjb3/6G+vr6ca9XkjVr1lj+mdEEMBhUunXL6y+iO8dG13sDEgAnevsOYvXq1drr24aU1yOhQMrrVrBzBABc6Dk4OO6zt3Q7ADhwoPs9JCMOABKee+k1HHjHfMXwWr/SzrGhAcvbmQ9r1qzRzqf/8HDONiRk4OCIE4CErV0vo3dz1sNrjuio0r8vrn8D0e7Mq8AN2x1IyhKUx1kqSVnGhq27sDq+AwDQe0C5nu+9vRHO3rcyfuZwFABcCEbjePLJ1VqtyzVr1qDvoNonb2+CZ//Gos6tPqac25MvvYn4HuXc+oNALOGC1yFj4yvPY7P6nUPq/fXW7n6sXv0+3t2p/G3vnp1YvXpHSddjcED5rLfefgdXqsc8vW4dEnXmERk79yjH7921HatD27TX3w8AgAv7B0fhiIwox2zfitVD74z7DCmuXL81a1/ETlXHarv6uT27tmF18L2s1y4bUlL97Oeex0x1Xy4QVl577eUXsVM9rWLm0+EjShs3vLUZvv5NAIANh5S+ccfGtPs5qfbX2re2Y17gPXSpx8jhkZLmnX0HlM/Zse99rF6thDZu6VFeO7C/F6tX7yv6s6uRQvvQ63AikpTwp7+uwXTDnm33KAC44JZjRfXPjmH1uXgo9RmlzRObN8KRNtfkvEe378Pq45LAkSMFt8cqwkllvL908AjCsowNA5nbrBgXGc5lYAyr949k/J41/f3YPqLe/8HRrMcWizMcxifU/9e7kkAMeKJ3AHuCyty7d0z5/l2BYazePzTu7w+HAcCFsVgSq/fvB4Cs1yOf87aCPUFl7O0cDWH1fsWzuvGw8logHtPaqrdLOQ8AePL9fviLcG4ORZTPcEDGC8NDkCRgzYsvlnAWqYhnyfBYsOzrtDf7lGt15NCBlO9ySk4kZAlP/e0ZqPvl2DKoHBscGy2pXYU8n7MxfFAZs2+8vQ2rR981PeZdtc1SLJRXm83m1KC6Rnht0zYcNaJ/z2BAmd/eeO0l7K1gAGfffuUc3925B6tX79Ze36qeezJS/nFkJfnaxUUZ5Oeccw7WrFmDhQsX4rLLLsP111+P5557DmvWrMHSpUvz/pxVq1bhd7/7HX7/+9/jxBNPxMaNG3HDDTegra0N11xzDQDg85//vHb8woULsWjRIhxzzDFYu3at6Xd9+9vfxje+8Q3t95GREbS3t+OCCy5AU1NTMadrObFYDGvWrMH5558Pt9va0JA9hwPA6y/D53bgc5+8OGdtRe+7B/GbHRvha2rBsmUf0l73bTsEvPsWpk9pTnndCnYdCuC+d15GGG4sW3Zhyns/eu9FACFc/NEPYftzO9HbPYgPLDwFyxbNNv2snnXdQPcOzO+Yg2XLTrK0ndkw9mHHQAj3vfMaZJcXy5Z9LOvf7R8KQX7tRbidEi7/5MUlhbtWI2vGNuO9t/vRcdwJWHbWvIzHbXXtwKaX9iBhkhPnkCQsOeFoLFN3nH+8/SUgEMTHz/4QFs/LnM4yGo7j1jeegwwJ511wIRxIan34y71vAKMjOPP0xfj48dOLOrf9L+3B609vh9R8FJYtWwQA+OuWfmDTZhzf1oxPXKLfR6cOh/GLd9dhIOLA0gvOx5PDm4FDB7H45JOw7PT2kq7HK396B28MvI+5R+s78heecw7Q2mra7id+vxEYOIgPLkr97oOjEdy5+QUE4xJcDc3A8Ag+8qHTsHTBjHGfcf/uV3D4wBhOPu0MnH2sEr30h0NvAIcP4/QPLsKyU4/K4wqa8/231yI0FsWZH/4IFqgK9d9YvwaAjAvPOxdTfc6i59MXI+9g4+H30XHs8Vj20aMBAHtf2A3s3ImTjtHnlLpth/DEb99C0NWEZcvOwoFX9gI7t+G4uW1aXxeD850DeGj3Jngbp2LZstMBAFv/tgPo7cb8ozuwbNmCoj+7mij2mXjH1nXoGw7j1DM+jEVzdP2a57cdAra8hdnTint+be0bwU+3voakM3VOv2/ny0AggI+cdTrOPDo1Si/nPXpcO5Z59gN+P5Bhc6zcPLl3GNuHIzjG34xlbfXYemQMm44EYa4HZv5sckgSlrQ2YFmbuYd8TX8/zp81C2t6RwFEcMoU5bssJ6Tnvx7X6MHOI8BRPv27Ht41CCCG06dNwbK28df7cCSJ294aQEyWcOHs2XBKUtbrke28rcSDCB7cNQyPw4NlbVMBANFYCMAoZvu8WNbWMu5vbpQOIi4D58yYiVm+wmPOd4/GARyB3+3ABVObsGZwEOd/5CNwN1pTJWDP4QDu3PwyZMf4NZ/V9KzrBvbsQOfc1DXhv735LAKRBD58zscwb5oyRhzvHADe24Tp06Zo828xFPJ8ztX25/t2oHnmUVi2bKHpMYnNfcB7b6N95lQsW7Yk42dlm1MH1+/DM/vfg3fKLCxbdoryuUkZ17+qGO+fuPC8guuoW0ngjV78ae9W+KfOwLJlH9ReT6rnftSM7OduN0Skdi6KMsh/+tOfIhxWcg++853vwO1245VXXsHy5ctx88035/05N954I2666SbN6F64cCH27t2L22+/XTPI0zn66KPR2tqKnTt3mhrkXq/XtASb2+223PgtlXK06ZCa4zS7xQePJ/cN1VivXKtwLJnSloSsPIzr3C7L2zirRZkMR8JxyJJTE9RIJmUcGFFC0Nun+dGklrUJxuWMbQiooVZNPk9F+tftdmOq+nweiyRytuFgQIksmdVcB6+3chNepZiiCoWN5rhWnz9jHn75UrfpezKAK8+Yp/29yFtuaajL+pnNTn26i8kO+FX9BLfbreUn++uKH0cL2hSDYMehMe0zdg4oi8YFs5pSPrd9mguNdS6MhuPoHY5oomIt9V7T7y/kejSo48pYBsftcgEZziushkM2pt1DM5qV65OUgb1qKsm0Rp9p+xrUnLNIAnq/iHPK0S+5EOItSTjgdrsRSyS1nGG/zwu3GoZbzHzqV9sdMswxB0aVUPs5U+q1105QF8G7B4KQHE4MquWwWhtLO7epjYqhMBKOa58jokd9Xvs9s8pNoX3YUu9B33AYY7HUZ4R4LrTUF3c/tzYpz6jhcBwul0vb2A7FxL0y/j7NeY+edhTcW/oAh0P5VwGa1DjtYAJwOxz4fGc9frmtsNx2WQauPLoe7izn4HY4EFbTBPxuR9Zji8bwmW0NLuCIjANhWfuuXN/fbCgDF09KqHNnvx75nLcVTFXDdUei+rnE1PWYzyWZfr/HISGekCHL5u/nIppUPr/BJcGtjnW3y7q1X6NPmefCsdxrpFLR5k9PavvrXE4EIgkk1OcIACTVTSev21lSuwp5PmdjhprbfSQYz3j8mCr2N6XBfK2QjtmcOkddtPaPRLT3gga9jCl+H9wVFBWd6leug/G5COi6FJVa7xdLvm0t+IrH43E88cQTWri4w+HATTfdhD//+c+46667ChJcCwaDcKRNHk6nE8ks+Ua9vb04fPgwZs8295hOdgqtcS2Up9PLUWgq62WowdlU59aEmoy1yA8HoogmkpAkxWAV6uXZyonlo05dboTARCiW0OpaZkLkj082hXVBvqJuna0NWLl8UYqPxiEp/1YuX4QOQymRfEt1OB2StvkTTBvvWtmzEsb78TP1+uJCBTy95JlAkiTt+G39oznFSsT1cEjKeRh/pl+PTKUMM5FJZd3tdGh5ubnKrDSYiKNp51SiYquoESvuLaMwUOllz5S2GYX+zKogHNXiQ73HiWgiiT2HgzhiQQ1yIIOoG1XW86ZZzblMn0+EOm9zESXPlM9V/i4aT6bUTs4m6pbzHp1a+ZS5RtUIHVNF3TobXfhEu+49dgBwSsrPyzvrUuZf8frKJU3o8Oe+pyeyDvmsOuVeMZY+C+b4/jqnHgMgFNk7G11YuUSPpJRQ+HmXii7qZhCxFGXPMpyLmLojRabqj6ljvFwCfEL0M56Uc66RSkWvmJL6bNBLn+ljJGpR2bNCns/ZaNVKjWYWdRNCk6VU95itCgoLEWUAGFFz770uh2Vl4Iolp6hbhVXgy0XBZ+VyufDVr34V775rnt9QCJdeeil++MMfYu7cuTjxxBPx1ltv4e6778aXvvQlAMDY2Bi+973vYfny5Zg1axZ27dqFb33rWzj22GNx4YXlDXupVvo0gy+/kLiMdcjLuCh0OJR6i4dGIxgYi+glGNTJYbrfC7fTYVBZt3fZswbDdwcicbTUZ16k92kbJpNPYR3IXqooncsWt2PL+8P49at7AQDnLpiJmy/5QMrDLRpPaptHjd7cD6h6jxPReBKhaBxo0PtNV+0u3sCbrW4ijUbi2HM4gONmNmoq6ukGOQDMn9mIrr2D2H5gNK9yI5ctbseSjql42FCX/YrF7eMe9tnKu5mRSWUdUCoiGPvKrOwZoIgqKp9lVFm3ZrNMLA7E4smokut1ORCPF7/Aq1e9UUZ1eLFpZqyC4HBImD/Dj029w9h+YFRbMAlV3GIRc8VwMAZZliFJEuuQF0CLT1y/1DJBYiFX7KK1weOEyyEhnpQxHIqNKw+avnklyHqPFqCvUy7SVdYBoEett/3hGR5M9Towp8GJKzp96PC78LGZIVz72jB8TuAL8xu01/MhNIF1yGfVOwEksN9gkOdSWZckCT6nhGBCRtggT35ZRz3ueWcM7weT+NB0N06Z5inovEtFK3sWk/U5IUcJN49DERQrtha52Lzwl8kQMxrH4ViiZFXzbIgqFeklTEXVCuPzQyt7ZkF78n0+Z2OaGkGYrexZqXMboDvsBsaiCMcSqHM7bVGxSCDWiekGuV3qpJeLos7q9NNPx8aNGzFvXuYc0Hy47777cMstt+Daa6/FwYMH0dbWhq985Su49dZbASje8s2bN+PXv/41hoaG0NbWhgsuuADf//73TcPSicFDnkcNcgCod4/3EAH6pFWunbJpqkFu9JCn10/3qzddtnJidphE3E4HfG4nQrEERsM5DHKxYZJn/9QaTXl6yAXG8bekY8q4h5txbPjzGAP1bieGEBs33sMllj0DlAXe/Jl+vLlvCNv6RzF3aj32HlYW4cfPGm+QHz9TL6U1kqfx2tHagBUXZc8rFiVm8vaQx8w95IBicO46pJdsyVT3VGxKjRnqkGul3Eq8N8UYiKR5yD0uR06NjFzoHnJ9HPVlmEOPm9mITb3D2NY/qtUpn1Zinp3miU0onlifx2kwyOkhz0UmT4rYRMq0gZQLSVLqyx9WS/7Naq5DMilr3nJfBoMcyO8erRR6HXLlPHoDCbx1JAYJwN2nN2NmWv7xcc3K9XM7JKxYWFg+8USWPZut1urqC+nGVjCPDYF6l2KQBw2GbDghY39Q+ZyffKgF0+smdmOsWe2jhAyMxWU0uiVD2TPzvxGe82iyOIN8rMx95XU5IElK2H8olihrRKNwJtW5MnjIDREvWtkzi+baUu99rQ55IKptxqQjyp4VG/0DKAZvnduBcCyJ/uEwOlobLNtAtwLjvG68DmK9V+qawq4UdVbXXnstvvGNb6CnpwennXYaGhpSF8mLFuUnctPY2Ih77rkH99xzj+n7Pp8PTz/9dDFNnLT0FVjj2hiybhz4Wi3cMnlpWv1eAKMpoTnp9dPFxDCSpQ65MGQqfYP661wIxRJZ2woYUwomqYdcnWiH8jTIjQZeX1rNTMBQ8szj1NIgspHJe2yVEXTczEa8uW8IOw6M4pjpfiSSMprqXJjROH4DUXjNtx8YxVhE1P8sfRzXZ0hDyYQwRn0mmxFGg7PO7ci4YZHuIU8kZS0vvtRzEt4UsXgSRlGdBYsoEXosxlkgEteMu/QoI9FfOw4aPeSlGeRGT+xQKAqfx4eIYcOBZKc5Q8TNiAVeJGGQixBR4/2UyUNud/xpIetP9ipz6hnTPeOMcSA1xD2TgZAJ4aH2TUjIutL2/mACSVmGQ5LyCpn3uSQgom8eAMDOkThkAFM9Elq9E38P1jmVkmzRpFKLvNGt58Nn9pArP6NFBguJ829wl6evJElCnUtxWoSLbWSeZEo/Mw1ZT4hycvaYa4WHPBpPYiwSNzWOrfCQS5KEtmYfdg8EsH84hI7WBm0Nki1Kb6IQ5xZLyAhGE9qG/4hN6qSXi6KuvBBh+9rXvqa9JkmSNmEnEgUW/SSW0Tc0Pv8xG2JhIcvQPDRA+fMYtZ1AQ2hOeu6mv0pyyJXvd+HQaCRrWwF902Gy55CP5GmQGz2X7w+Fxr1faAiTzyRFQ5ZlzSAvNSdZGG3bDozi6OmKB/z4WY2mC9njVK/5viNBCHFWKwxys3PMRjBDDjmQanBmWwDoHvJ4yk+g9HMS4YTRNA95qX0FKHXVASCotlfcn41e17g5RfTXtv5Rbd4SC6hiMXpih0MxzG720UNeAJk85FYsWjVjX/0s4yZeuvetWhAG9ohqtDzRo4x3Yx652fFJKB7nhgI8qPl4qK1ihs8BCUBMBgYiSUz3OjQjM9v3i82CkMEg3zaszAXzm10lR+AUgyRJaPY4cCicxFA0iTkNTi0U3Zth09mjvl5syHpAGORl7CufRzXI4+W1DzI9H4RzKWoMWS9zJGih+DxO1HucCEYTODwWNTfIteif0jaDZ7fUYfdAQLMZ7BQOXu9xwu2UEEsoKUMNabaAHdpYDoo6q+5uczVBUnn2F+ohN0xawWjcYJCXd1EoSioMjBlD1lPbnlcOuU129UQOe7a2AoYNkzz7p9bQcmbzNMgDKR7yzAZ5vv1vlqJhzClLzzsrFBGavuPAGI6Znjl/HFCiRKY1eHDYkLbRYME4Fl7fdOG6TIS0HHIzD7lucGZbAIh2B9X+Ega5x+koOcomUw65FQa5uFbCm78/y/0pRPi6BwIQkaGlesgBxfA7HIhqXt6oJqhZnUbfRJIxZF39vaWEsM70zxYLfZ/bWbXlKv3q/DYWl7FnLI63B+NwSsDFc8yfRz6nBKekhE+PxmSj7EZOJlLUze2QMKPOgQPhJPqCSTS5HRCzejYPvTDWjSHr20eUuev4pspt8reoBrnYOMmZQ15iyPqEGOQFplIVi/Z8SA9ZdztS3gf0ubacOe2FMs3vQfBICIcDEdP8cys2GwHdKSTWVYWupcqJ2KgeGFOeiyJ9zE5tLAdFnVWpueOkPIyGY9qAzdcD63BI8LociMSTCEYTEJVVI2VeFLaqYkhHUkLWUz3kmkEeyWy8iR2zpgrvmImdzGz57uFYQjO+8lXBrzUy5QZlwqjaLTYzjIwWGMKULs4EpIuElTbe56t54XsOB/D2+8MAMhvk4vjDu48obXM7LVkYCE93OI+FTzSeRFxdxInNCiOt+XrI1e8cU6+r3i+l35eah1wY5DHroncaVA95IM1DbjZ/zmzyaqXqAGWjwIqFQbrhR5X1/GmpN0+BEdcyk+ZBXp+dFs0TzLJxVS0Ij/doTMaTPcp8etYMD6ZlCM2WJAl+l4ThmKyEuef52JJleUJzyAElj1wxyBOY26D3UbbvF5sFxpD17aqH/Ljmyq0pREm2oajSrnAOg1x0X7G2rigTWE6DXBjE+aZSFYsm0JpXyLpyXe3iIQeUTfCeI6EUZ5WRoZDyeimbjYCeNinSKO2UQw5AM8iNm61ifd1kkzZaTVEzzm9+85us7//DP/xDUY0hpSEM2qY6V0GetnpVSMg4UVq56DVD5KamhKxrgmepOeSZwsBlWdZ3zCqdQ655yDNvHvSr/VPndpQ8mVYr4rwTSTljjpQRo+F8OKArggoKFfXTjFXDWBf/d0h6ia1ime73Ykq9G4PBGF7ddRhAdoP8+JmNeE01yK0aw1rIejx7tAaQ6q0w9ZAbVMSzGTf1modcDVm38L4UiyWt7FmGsjbF0JAm6iY85GYRRqJUXdfeQQBAa4PHkpDW8QY5Q9bzJVMKzJAFYZ3is8VnZdNaqBaEyvpYLIm/qAZ5pnB1gd+tGOQjsfxzf6NJ6B7qCTLIj6p3YuORGPaHEprCu1tSvOeZEMa6MWR9+4jS38c1VdAgF0rrar61XvbM/PhSRd10D3n55hxx34QnyiAfJ+pmorJus5B1QF8bGwWPjVjmIVe9zmLdbaWOjRWYRT9ZJRRrV4o6q+uvvz7l91gshmAwCI/Hg/r6ehrkFUIP+S7M+1rvcWEwGDMN4y1fDrmy0B9QJ51EUsaBUcVbflRLag55pjDwiMG7V+ldPd2bn9kI0tIJmn0VyU2zA3VuJzwuB6LxJIaCsZz9lh5xIBRBBcXmkBvHetgQAl1qvyhK6414vfuINjaPU73mZsw3GOtWPQgLqUMejCnXz2Wo0W5kqkHULdsmkrhXRei3lflomsq65iE3L2tTDA2aqFtuDzmgl6oDgKkWhKsDuidW5Aay7Fn+CIPbKOomy7Iu6lZKyHpaek0oi9ZCtSBU1gejMgajcbgk4MKjshvkyt8kNSG4fDB6nCciZB0AZtfrtcjzyR83vi9C1sdiSbyvKqxX1EPuER5ydc5TbcjsZc9snkM+QQa5ntKUwUNu2FiKqnpXdgtZB4DDY+NrkYdjCU20rpToH0AXLe0b5yG3h7GrpzfqGxN2qKpUTooahYODgyn/xsbGsG3bNpx99tl48MEHrW4jyRM95Luw/ORsYbzlWhSmTzoHR8NIJGW4HJIWzp7LyBWKi5KklLOqJP488t0ne/64IFPepxnpauj70/LItTIY+eaQmxjkEQtFwgA91xhQQr6z1ao2lkOzalNJhJ6H8lCzzZY/DuQfsi6uqwj9Hi2wX7IxTtQtbu4BKQbhIQ/Hkkgk5Zxz6PGGzZVSBd0EGUPWLdhwqHXM5pJwLKmNlWLLnhk/O13UrboN8lSD6yMzvVrd61x/M1qAQS481B6Hstk3EcxWVeL3B5Pa9+cKl69PE3XboeaPz6hz5Lwu5UT3kKeGrHtzqqyXaJCXSWUd0J+vExWyPk7UzT0+ZD2mnredopE0Z5VJyLrYaHRIum5RsQjHnXDkjdksP9tsbh+xWRutxrJROH/+fNxxxx3jvOdkYugeCOAPb/QAAA6MRNA9EMjxFzpmYbzlXhSmh6yLUNGZTXVa+SphoETjyZRJVGCcQCotspMrvB4wlnWbnPnjgDJO4+pi+T/X7co5ToXBLfKd0vPICy2DIUS8UtIzLI4GMQp9eVyOrOd43AzdIH9/MIiVT71X0L1rRp0n/1y9XEaGcTy/3TuUsW166LfwkFtXnkTUiBWLp7CFHnLjeQei8ZxRRo0GA69vOFRyXwG6J1bkBuolJ+2zSLQrwgMeiiW0Z4S4ji6HVJLx3JK2IBQiidWcQ34glDonfGhG7vuzUROCyz9kfSJLngnatFrkuoc8l3deGOzieE3QrYLecQDaZkB6yHrGHHItZL247wtOgIdcM8jTGtk9EMDKp97D//fgW9rzz+y1fAlnmD9NQ9bVtYjHRh5y0QN/23pg3LkbtTFKXfOKTeeRcByBSFwzdisdbSpITxmKxBNaioFd2mg1lo5Cl8uF/fv3W/mRJA9WdfVg6V1r8ebeIQDAu/0jWHrXWjzS1ZPX34tQolSv4cSErIdiCQSjcdP66cZdMDNDVwuxscFuWWMeOeRCPGN2gSkFtYIYp4PqBPvk5r6s41SWZW1MHjND8UymK60Xuqurj3V9POkGXukL7VVdPbj32R3a731D4azn+PTWfu3/A2NRPLBud0H3rhli00HOw1kijHbxN0ZWdfXgs/e/ov2+Ye9gxralh36PWXhv6h5ypa26aE/p/eV1OTQPXiASz+ohX9XVgxsf2aT9vuPAWMl9BRg9Aco1Y8h6/jR6XRBZJmKxasyxLCUFReuXoGLgh9Q5w+xeqQZWdQdx/tOHU15buXkMj+wJZv07v6t4D/lECboBpYWsi/aKkmeVzB8HdFG34TSV9cwe8tJC1scmQIDPZ+L4EWuCB9btxpOb9+OBdbtx7o/W4twfpb5WyDwbyaAx4k1LfQLsl0O+qqsH96/dBUDxXKefu1Y9osRwdUAxakUUat9wSK9DbpNw8HQPudEGoIfcwJ///OeUf3/605/wi1/8An//93+PD3/4w1a3kWSheyCAmx7djKQMiKlYloGkDKx4dDP25LGzaBbGK3YOy7UobPA4tQny8FjUtH660yFp6s1moeB6Pknld8vExJZNZV2IZ7QVmFJQCxjHqSCZY5xG4koYMQAcqxrkYlNDUGjek9lYD1ukai3O0WgIy8h8juJ4I4mkXNC9a0YholOacnTa35j1V7Z5pSGtnreV+WjeTGXPLJibJEn3ovYNh7XrkZ5Dbno9UNg8m4kWzROgesipsp43DoekKe6KcE7hUSklf9z498M1oLLePRrHTV0jSHegJgGs2DCCPWOZn1t6yHr+7td8DWIraVND1g+Eklpbiw1Zr2T+OGD0kOensi6GZKTIkPUJ8ZC7UiO3jHOqeO4lkjJkKHOr8bVC5tlIhg12TYvEJDrODjnk2vrB8Fr6uQudkVIF3QQiWnP/UNh2OeTpKUNibd3gcWpRtLVGUaPw05/+dMq/z372s/jud7+LRYsW4b//+7+tbiPJwqqunoxeAEmS8HAeu4paGO8EesglSc8VPxyIarnB6fnV/iyGrp0UF0UbRrKGrE9eD3kx49RY8kwY5GJTQ1CsyrpxrEfFWC/R41roOVpx75rhVEsZ5oPu9Us990Lb1mAQdUuqCvqANfemWCzFEiJk3dp0GrHbvvPAGABgSr17nNFVrr4CUpXCZVk2lJys/CKxGtBKnwXHe8hL+tz0kHWR3lGFKuur9oSQKVhAkoCHu0Pmb0IPWS/GQz6RIeutdQ64JWWTYe+Y6iXN8f3pom628ZCrBvnQuJB18+OFh7z0smdlVFlP85Bnm1PNyHeezbTBbuYhF5U77OAhz+cZM6SJVVojKCrW24qH3D4Rp4A+r4uNVrtUVConRZ1ZMllkogqxnN7BEOQMsamyLKN3MPODVmCmPD0RwkLT/B68PxTC4bGI5iFPz69urHPjwEhEyxU2YqcdvXxyyPdPYg95MePU6L0Vyvt94zzkheUq15mkZ2gq6yU+lAs9Ryvu3UzUe5wIZ49EBZDZ61do2xoMYbyhWKLg3P5spKusaykGFkXviJJtOw8pBrmZwno5+8roiY0lZC3CgiHr+ZEe2jgctCas0/i5yaSsGRLVKOrWG0hkTGGRZeX9TAgPeTEq6xMZsu6QJMz0OdEbTGDXaDyv7/cZ6pAPRZM4GFbmlvkVNsibVJV14SGPqN3jzeAZtK7s2cSprGebU83IZ55NJGVt43Z8yLq9y57l84wRTiyrPOSzTT3klY84BcbnkNutfeWg8qOQlMScKZlLaEmShDlTcntjda/heJV1j7N8i4+pBmE3zUOeZqwK71W2HHI75JNoJdoi5jnkYwbRjMnoIS9mnGohSl7nOEVQQeEh6+OjQTKpshZKoedoxb2biXzzXDOFrBfatjq3A2KtGIjELVVs9YwLWRf9Zc3jS6TF7DgwCsC8Bnk5+6rFEJpnFK9kyHp+pC/crPKQi7JCSRkYi8a1e6WuCg3yOQ3OrB7yOQ2Zz6mYkPVKeMgBoE3NI9cM8jxF3UJxGdtV7/hR9Q74Kxydki7qFskVsl6CyrosyxNikHvTVNbnTPFBQmEe8lzzrHH+HFf2zERlXRd1q3wIdD7PGKFn0eyzZs2rieUOh3TdFxs4uADdQz6secjViFgbrPfLRVGzzvLly7Fy5cpxr99555247LLLSm4UyZ/LF7dn3VW7YnF7zs8wFXWbgLBJUTbocCCqqaynqxs3ZiknZqcc8qa6zBsHgB5q3VjnqukJJRPFjFMhvNbgdY1TBBUUuimjbT7FTDzkJY71Qs/Rins3E/nmuWaqrVxo2yRJ0rzkgWjC2jrk6WXPtHQaawyjhjw85OXsK2PIunFc2kn5186M85AL4aMSwzrr3E5tThgOxgwh69U3f1/e4cvqIb+iM7Oh49dU1gsIWa+AhxwAZqtK67tH1Y3GAuqQb9MU1iu/nhCibqNxGfGknDuHXBN1K/y7oklAdG05y5750lTWL1/cjmSBHvJc82zYsGmU/nwwq0Nup5D1fJ4x2tzmsypkXbnv9xwOas9Xu4SEjxN1q/Ea5ECRBvm6deuwbNmyca9ffPHFWLduXcmNIvnT2dqAlcsXwRjJ5JSUOoUrly9CR2tDzs/QQtaNYhciT7OME5Wocdw3HMKAWo883UOeTSxND1eu/A0qNgVGw3HTSVWIkU3WkmfGcWocq9nG6VhEVwBvrHNruU1GpfVCN2X09Ax9PEUtUrU2nqPTIaX8NDvHQo8vhHzDavWQ9dR7qJi2aXnkkbilD0+97JnqLYpZ6yEX0QQiHDJdxwIob18ZPbGiDKTH6ah4KcdqQcshF6JuatmzJgvCOsXCdzgUy6i3UA10NrqwckkTHFDXB4afK5c0ocOf+T4VHvIRm4esA3ot8kCe319vCFnfoXrIKx2uDug55AAwGE1CXPrcZc8K95AHDBstuSIKSsGnztcix7uztQEnHdUEQCn1JeZUSf1dOIvFe/nMsyLaze2Uxgl/iee7MDwBQ8h6GSNB8yX9GSOQoJ+7VdE/AuEh365GhwGA3yZVJJrVuXckrKQM2SlFtVwUdWZjY2PweMbv0LjdboyMjJTcKFIYly1uxwdmN+ET970EAPjS2Z246ox5eS8SzYSuJqL0jqjX/M7+EfW7HFoYu6DRKwzd8aHgdhKhELuK8aSMcCw5zkMpPORmi/3JwmWL27GkYyp+8OS7eObdA5jdXIcHv/yhjONUKHb7VQXv2S11GD0whv1DYRw7oxGyLFsi6ha20MAT5/hwVw96B0OYM8WHKxa3ZzzHQo/Pl3yV1oOxzEZGoW2rV/spEIlbWofcm+4hz1DWpljE+BL7aJk2zcrVV8ITG44lcXBU2ZhkuHr+GCMMAL18nBWL1mafG/0jYQwZPOTVqLIOAJd11GNJqwcPd4fQG0hgToMTV3T6shrjgLHsWfWErAsKCVnfNqKMn0rXIAcAt0NCg0tCIC5ree0A4M0w9ERuebSIsmcBESHmBFwOCZkLt5aGmK/D6n00Foljuyqkufy0OYjEk9qcCgDfefxtvLzzMI6e3oD/umZJXvOs9iw3WbeaecjtlEMOpD5jnt7Sj90DAXx8wQxcpl4TXdTNohxy1UMu0n38XpdtNoLF/C3LiqNLX+9XPoKlXBQ18yxcuBAPP/wwbr311pTXH3roIZxwwgmWNIwUxvRGJfzbIQH/tuwDBalX+sxU1jWDvPwh61tVg3x2c924dgtDd9TEQz5iox2zBo+SoyfLSh55+qJNq0E+ST3kgo7WBlz1obl45t0DmNrgyfqQFROw8GDObvZh+4ExzUMeiiW0smgFlz0zhqxbWIccUM5xxUULynZ8PuTrxQtnCFkXFNI2kTYQNISslyWHPGZNioGgPq2NZjXIBeXoK0DxxPbHwjg4oswTVFjPn+a0snHipxW1eo1hk6EqFnUTdPhdWLGwsaC/ESrrhYm6KT8rFbIuKCRkfbtNFNYFLR7VIA/pBmSusmfRIvSW9fzx8s45vrR0sWffPYBIPInO1gb8388tGrf2+8SiNry88zA6Wxvy3vTUUy1NDPIsOeRuG+SQC8Qz5oITZuIzP38Fr+0+jFA0AZ/HabmHPFNEqh3wuBzwuZ0IxRIYCkU1oVi7hNSXg6LO7JZbbsFnP/tZ7Nq1C+eeey4A4Nlnn8WDDz6IRx55xNIGkvzQ8ts8roKMcUAv45ISsj4BKutTVQ+5mKDNjNWsOeRaGYTK75hJkgS/14XRcByj4ThmpK15JnMN8nRERINZnxoRY1oYdUJsS+gNiL93OqS8PcJi88m0ooBNdsmtIF8vnpVeP2GojEXi2gaaJSHrGTzkVkXvpG8apOtYTATCE6t7yKvX6JtojGHlgO4pt8RDroXDRw3P2MnVN7qoW/4Guch5nsg65IAesi7IN2T9cDiJJJTw4GNtYpA3uR14H0kcCCnjzuNQlOTN0HPIiw9ZL/fmSV2ayvpfNvUBAD6xaLbpmlVsuIYLiMwIZ0m1tLvKejqntLdgzhQfegdDeH7bQSxbONuyChKCOrcTUxs8OBJQNjHtpm/UUu9GaDiB4VDMdqJz5aCoUXjppZfi8ccfx86dO3HttdfiX//1X9Hb24tnnnkGn/70py1uIsmHUAkL63SVdWPpiHIuDFtVD7nALJzbn8V4s1MOOQA0ZSl9NplrkKejlYgziXowonvI1ZD1ZlH6TNncMHph892EEptP0XhS865H4tZ6yO2AL0/hKbEJZ0VtZSHqNhSMagsdK8LL0j3kYas95IY5U5KAmU0Tv2kmjMdDDFkvmKY08Z8hTdTNWg95Jr2FWkd4yEMJRWAsH0Rd73LmJJvRlu4hzzNkXZho8/zOnLXLJwqRR96vesi9WdpVSg55cAIU1gGDqFssieFQDOu2HwIAXHpym+nxugGdv1JdtmeDWR1ysclrx/lWkiRcsmg2AOAvm/YDMFSQsChkHUj1kttlLS0wVtCwU1WlclH0mV1yySW45JJLrGwLKYFQllzQXKTXIY8aJqyyhqz7U/PFzXI3dSM3Sx1ym9yg2TYPRFk3esgNaQjhGGRZzmhMG1XWAf3BITY3iimDYdywEuPd6pB1O5DvPBAyRNaUiuin/hG9VrwV4WWZyp6ZhSUWg3H8tPq9FfGWiAXWAfXa2dFjY1fSRd2sDOtsMYasV7GoWyn4DcrbY3EZLZ7chlulVNaneCR4HUBEXcLk8tCnG992CVcHoF3nA2F1vsuS2ys04CLFhKzHJsYgN3rI//ZOP6KJJI6b6cdxM81TKIrxkEey6ItoBr4hElQ8U9w2rWhx6aI2/OcLu/HcewcxFonrOeQWecgBxdEhdJzsEG1qxLghKhw0TTZro5UUNQo3bNiA9evXj3t9/fr16OrqKrlRpHAy1RPOh/TazBNVCzddwM3UQ14lZc8AoyJ86uaBLMvoG6KHXCCuUywhp+xWpxNQVdYbVCWb9Frkxahuel16vWyRKpEtzK1ayV9lXbmGVoSsi37qH1a8vA0e5zil22LIXPbMWpV1oHIbZmLhoYWs19DmULkxirolk7K1IetiQWgUdZtkfeNxKEYukL+wmzDIJ9rbLElSipc8X1E3gR0E3QTCQy5yyLNdSytC1ifKQx6OJfDEZhGubu4dB3RhtnCsGA95thxye5Y9M+PEtiZ0tjYgEk/iTxvf16L6rCp7BuipgIB9PeTDoZjtImLLQVGj8LrrrkNPT8+4199//31cd911JTeKFE4puaD1aR5yMWE5HRJcZdw5rHM7U7zbZh7y7GXPRA65PW5Q0Y6RtM0DoyBQNsGoyUKDwQDKlkceGCfqpueQF6OwDigLNr0eaup4ryUjqNA65FYYGaJfD44qm09W3ZcedaEY0wxya1XWGwzSxZUSXRSeWOEhr6XNoXKjeciDMYxG4hBRu5aUPauvLVG3YhFh6/nmkWsh6xPsIQdShd1yecjdDgnG0tt2KHkmaFENcpFDXpdl2HlKKnumzKtlN8jV8zkSiOLlnQMAlPzxTHjTyqTlQzY9mPSQ9aQhNdNjUw+5JEnaNfrda/sAKG21Kl0LSH3m2SXaVGCcf+223i8HRfXq1q1b8cEPfnDc66eeeiq2bt1acqNI4YRKEJwRC1vhLYtY7IHKxlRD2HohOeTJZHEGWTlpzJBDLkTIpjZ4aiosulicDknr12x55OmibuLBEYol0nZMC1t4a1UFYqkRIXU1ZAQVWofcCiNDqJX3qykFVkWuiBqx43LILdK3MG4QVaos4TgPeQ2NxXIjrl08KWv6EnVuhyVzbZMhh7EUnZZqRwi75au0XqmQdQCY7dPvnXy+32i028lD3uQWIet55JCrpxzN33bV0DzkZa7sYBRViydlnDC7CUdP9+c+vpCQ9Sweco9mkKupmYZ65G4bz7ciimBrnxJW3lzvLli4ORvV4yG3V0RsOShqFHq9Xhw4cGDc6319fXC57NWhkwU9nK7w61+fVo4impi4EN4Gw+Jm1YZedA8EUt4XN196HfKxqG7I2UXkQVYLGT+8oQcrn3oP3QMBdA8E8NPndgBQStKln99kRd9oyVz1NF3UzedxYoq6Y7p/KFy0yEd6LfJazCHPV3jKSpV1Uc9b5JBbdV9myiG3ykswbBiD2/pHK3KPCk9AVCs3WTtjsdz43E6tbNHew0EA1oV0igXhwFhEEzSrL+IZW+34NaX1/IyjYIXqkAOpRviDu4PoHs286ds9GkdCfW5L6j+7IDzkA+E8QtZL8pBPTMj6obFIyu9nHTst6/Hpquz5EM7ybBBzaiwhq8LF+li2q4ccAI6f1Yj5M/SNi1A0oa0vrWZjz5Ct1qjGkpbFaAZVG0WNwgsuuADf/va3MTw8rL02NDSEf/u3f8P5559vWeNI/gRLEJwRfxNLKJOUnqNZ3kXhqq4ebO0b1X7/9at7sPSutXikS0+HaDKErAuDF9C90Er4TuUXr6u6evCkmhe1/cAoHli3G+f+aC3O/dFa/PWdfgDA4bHouPObrGipCFlC1sWYNk7ARqX1YnLIgfG1yMM1WPYsX9V0PQy39Iec+Ixi+yUTwtgSHg0tgseC+35VVw+++cgm7ffXdh+uyD2aHl7NOuT5I0kSmlUDfJ9qkFsletRSr3yuiPoAJquHXK1FHi/UQz6x43hVdxC/3RXSfv/DnjCWPjWAR/YETY9d+tQAAuojSAZw0d8Omx5bCZpVUTdxxbMZ5F6b55Cv6urB5+5/JeW1/36pO+s8q4m6ZdGZSUfXgzETddPHYjSeTBEvtrNBDgCdhjrsY5E4Hli325Ln1KquHnz94Y3a7117B221Rm1W59+hoFHUjQZ5Cj/60Y/Q09ODefPm4eMf/zg+/vGPo7OzE/39/bjrrrusbiPJg1JC1o0LjFAsoeXYlFPoonsggJse3ZzyWiIpIykDKx7djD3qLp3IF0nKqbWj7ZRPIs5FPAplKOciq/8X+wgyMO78JiuZ8u2NjKmibvVGnQFRi3w4rE3QhY4BX5qHPFqDHvLCVdat8JCn9oNVBrnRQ55IypphXmqKgXbfGtawSbky92i6AVlLm0MTQbNPGWt7jyh9ZlVZINEvo+pc43JIthWAKid+1VgbyTdkvQI55N2jcdzUNQJjCxOyUtJsxYYR7BmLjzs23dQzO7ZSCFE3QXZRN+Vn1IYq62KeTXfe55pnhVEdjSdTnDHZyKfsGaBEWYnniNspwWGB+Gi56B4I4Jl3UyOSzdbKxXxuer/IFXr+ZULMv/0jYa2ddljzl4uinixHHXUUNm/ejDvvvBMnnHACTjvtNNx77714++230d7ebnUbSR4Ib18xu/cep0NTQw5FE1mFMaxiVVdPxjwYSZLwsLpD53PrSs3GPHKhZG6HnJds52KG8fwmK/nUItc95PqYFkrrfUMhLYSp0DIY6SKG4VqsQ57HPJBMypqH3AqvX7pRb0UNcsBgkCeSKRUgSu2vfOegiUB4YgU0yAtDXL99RxTvqGUe8rTPmYzeccCYQ16YyvpEhqyv2hNCpsewJAEPd4eKOrZStKQZ5N4sQ6+UOuTl9pAXO88ajeps1ViM6GvX8RfLZVjnRgwecruWPBOU6zllp+dfJsT82zuo3I9Oh1TTVS6KtmYaGhpw9tlnY+7cuYhGowCAv/71rwCAT37yk9a0juRNKZ4uSZJQ73ZiNBJHMJowqE6Xb6LqHQxl3PWUZVm7ASVJEQBT6hDGACge0pEi84fLQbZzMcN4fpOVxrrcOeTpKuuAMWQ9rD18Cx0DQmchFEugEUbVbns/mAshn4eWUb22HB5yy1TW1QWTLOul8IDSjdZ856CJYLyHvHYXHeVAXL99hwMpv5dKeirBZFRYBwpTWU/Kej3sifSQ9wYSyPQYlmXl/WKOrRTN7tRrl0/Zs4SsiBu6CvD4CpX1cvVVsfOsccM1HEvktQGbSw/G63IgGE0gGk/avuSZoFzPKTs9/zIh5vEjAcXG9Htdlgra2Y2iVky7d+/GZz7zGbz99tuQJAmyLKdcpESi8pPZZEM3yItbBPs8wiCPG1TWy7f4mDPFp4wZkwlBkiTMmWIoxVCnGOTG8OYxi/NUSyHbuZiRfn6TEVFeI1sOuTC+/GYh60Mh7UFadA55VDHIIzUopJXPPGBMAbFCsby+zCHrgL6B47KgJGMhc1C5SffE0kNeGOmelPTrWSxOh4TGOpcWnWWF1kI1UojKujFseiIN8jkNTsXrbdJESVLeL+bYSpEesp5NZd24TxQt0CAPah7y8sw5xc6zLocEh6Ru8OTpIddzyM3PRRjkkbghNdPmHvJyPafs9PzLREta6pEd1vvlpKiReP3116OzsxMHDx5EfX09tmzZghdeeAGLFy/G2rVrLW4iyQctZL3IcA6j8vREhKxfvrg96+7cFYv11Ae/ifGmK2xXvgRCtnMxI/38JiOahzxDyHrCEE5t9EoZPeRWqaxH4pnzzqqVfEJrjTXIrciha0j7TstU1g0LJrEpZ0V6QSFzULkZJ+pGg7wgmgylzwDrPOTpn1XL4ZLZ0D3kuQ0jsc8nQS/HNRFc3uHL6vW+otNX1LGVotEtpai+e7PM0R7De4Xmketlz8qzeVLsPCtJUsFK65Ec6Wdi0z0cq56Q9XI9p+z0/MtE+jxuh4jYclLUSHz11Vdx2223D8zMlQAATCtJREFUobW1FQ6HA06nE2effTZuv/12fO1rX7O6jSQPQmq+bbE5bqJMUkrIehkXhZ2tDVi5fBEckuKFMP5cuXwROgyqkk1a6bPxOeR2UFzMdC6ijEqu85uMiI2U9PrygqChrF1Disq64iHvHw5jpMg65OJhHYopYYt6yHrtLLbzCa21sgY5kNpPQOG5/ZlwOR0Q682RkNLnVmyeFDIHlRvhiRVYoSA/mUj3pKT/btVnT9aQda3sWR4q68Ig9DmlCQ0v7Wx0YeWSJjgAOCWk/Fy5pAkdfldRx1YKhyRpSutA9pB1l6Qv5qMFKq2XO4e8lHlWN8gL85Bnej6INMxIPImYep3svvlZrueUnZ5/mWisc6doPVi1prArRc06iUQCjY2NAIDW1lbs378fxx9/PObNm4dt27ZZ2kCSH6Uuro1hvBMVwnvZ4nYs6ZiKh7t60DsYwpwpPlyxuH3cRODXSp/p+cZ2UlkHMp8LgJznNxnJlUMuxrPTIaU8MGc110GSFIGvXlXAqdiQ9VAsoajwqusXuz+YCyE/g9w6bzMANHjKk0MOKF6MSDyp3fdWzU35zkETQbPPbTi/2hmLE0G6JyU94sCqz57som75eMiFzMNEhqsLLuuox5JWDx7uDqE3kMCcBieu6PSZGtiFHFspmt0ODKnPwmwGuSRJ8DiBcAKIFCjsNhFlz4qdZ0UljXw95LlK9op5NRJPIKkOZbvnkAPle07Z6flnhtMhodHr0jWjbLLeLxdFnd1JJ52ETZs2obOzE2eccQbuvPNOeDwePPDAAzj66KOtbiPJg2C0tJB1n+Y1jCMi8nAmIIS3o7UBKy5akPUY3XgbH7Jup5ySTOeS6/wmI35DfXkzxjRBN2eKl8XtdGC634uDoxGtbEnRBnk0gbhhiNeSh7yQkHWrvH71aTLAVt6bHpcwyJUNHCvnpnzmoImg2efWcqBpkBdGukGerlpv1WdP1pB1vzoeC8kh91XAIAeADr8LKxY2Wn5sJWj2SIBafaoux9DzOCSEEzIi+dmuGuUueyYoZp4VkUKFqqxn9JC79M8T4dp2D1kXlOs5ZZfnXyaa692aQW6n9X45KGok3nzzzUiq20u33XYburu78ZGPfASrV6/GT37yE0sbSPLDClE3YOJC1gtB5I2M2DSHnBROk8kmi5GgiaCbYHZLan5fwSrrhvQMY76dXca7FRhLGWbC6pB1t9OR4m2wMt9L9I1IU7BChM5uGEOja0lgcCJID1G3NodcN+4na8h6k+Yhz8MgTyjH1k9gybNaxSjslk3UDdDzyAspfZaUZQQTE2OQF4O3QA95JA+VdXFcVI0MqAYP+WSmxTD/1noOeVFnd+GFF2r/P/bYY/Hee+/hyJEjmDJlSk1L0tuZYKy0HPJUUTd7qU5rNattWoecFI6eQ24esm70kKfT1lyHTYYSmYXmkBtD1mPq8PG6HDU1d4lShtmwsga5wO914UhcKVFSaL9kQ3gxtJDuGhLgExiNyFo8v3KSboCXTdRtkqqs+wsIWa+0h7yWMBrk2ULWAb1OeSEGedCgCVAulfVSKFTULZzLQ+7WQ9bF897uKuuTHeP8a+Wawo5YNhKnTp1aUwvaaqPU8NOJVlkvBLN8YzuGrJP8Ef2WqeyZyG829ZA36x5yr8tR8A53Ssh6DeaPC+o82c+p1KgaM4zzj9Uh64B+39eih9zoia3F8VhOjNcOsK7sGUBRN0BXWR+LyTkrilQyh7zWaMlT1A3QVdijBYSsC4Pcgdwh8ZVAz/kutOyZ+ckI4zsS11XW6SG3N831RoO8ttf7HIk1QqkGuc+thvHGEnodcpt4aRpN8o3F/2v9Bq1V/DlC1nUP+fj+FbXIgeL6X+SBBmMJCIdPLeWPC3J5voMlVmYww7iBYqlBri6krFRZtxspHvIa3HAoJxMl6jZZDXLhIY/JQCSHbSTmVIasl06zu4CQdfX9QkTdxgyCbnZ0qBVf9ix3Dnm1lD2b7KR6yGt7vc+RWAPIsqzXIbfAQy7EsuyyKBSLfDNRN+aQVyfaJks0jqTJAkLkN6eX0gJSPeTFhDAJIz8UrW2DPJcXWcwZuULbC0HMI06HZKkAlic9h7wG+ys1h5yP5kJIX7Tl0k8ohBaqrMNv8HbnCluPMGTdMlpSQtazHysOLaTsWbDMNchLRRjWYYs85FrIeiyBWMJeWknEnBYa5KSaUBQjlf+XLuoW1zzkdgnlEUbXaMTeKuskfxrVjRRZBgLR8V7ygNrXDd7xD9bZBg95MSIfRgHDaFJZiNTiQzmXN89qlXVA30Dxe12WelyEF2OkhsuCMYe8eDwuhzaOrcwfT/88KzevqgmHJGlGeS5htyhD1i0j3zrkgO5Bj+ZnuwLQPeR27Sux8RopsOxZZg85Q9arDeP8W+sOOI7EGiBoSBoq1iuVWofcXjnkuofcmENOUbdqps7tgEv1YpmVPgtEMnvI21I85IX3v1HULV7DHvJcm3NaqUQLc8hFLXKr78txOeQ12F/GhYfHWXvnV27E9bPaIG9KCVmfvM8bUYs8V+kzscnpY8h6yTQVobIeKchDrjwA7aiwDlifQ54Ssp4QIev2PHeiwJB1UlWIXFCPK3epo0zYW2U9VQAsGk9qbWys8R2zWkWSpKx55GJMN5h4b8cicYhR3jcUQvdAoKDvFptWoZQc8tqbCuty5pCrBrmFxm1SDdUZDsWw8qn3Cu6bTGhlz0K1G7IeMmys/nb9Xsuu3WSgeyCgPROGglFLr51xI3jN1gOTtl/86hyZK2RdDGOGrJdOyKCC/uDuILpHzTVXgOLKngW0HHJ7Pv8KySGXZdmQQ56j7Fk8QQ95lSAchADwhzd6a3r+5UisAawIPRUTmB3rkDemGW5Gj6q/xnfMapn0fjUypoWsp/bvqq4eXPDjFyCWHHsOB7H0rrV4pKsH+WLcfKrlHPKcZc+imUvLFcOqrh78besBAEqfPrBud8F9kwm97JliHNVaSPeqrh588w+btN8f6eqx7NrVOqvUa3UkoJTb2z8UtuzarerqwVX/b732+7PvHZi0/SI85KPxXB5y5SdF3UpjVXcQ33h9WPv9sb1hLH1qAI/sCZoeL7K7conuGQnE7FuDHCjMIDd60XOVPYsaPOSMRrIvq7p68N2/bNV+f+zN3pqef2trVTNJEZ6uUvLbRCieorKuhv3YZNErcshDsQTiiaS2KK/3OC0V7yETS7Za5JqomyFEtHsggJse3QyjA0AGkJSBFY9uxp48d05FDnlSBkLqXoBdNp+sxJej7Jkesl76gkT0jZFEUi64bzIhVNbFRo1donesQFw7YzWppFz4uJ6MWDUn5PvZk7lfGvOsRR6hh7xkukfjuKlrBMatj6QMJAGs2DCCPWPjN7E1D3kBIeuBuM0N8gJC1iOGcZlXyDo95LZmMj4XORJrACsW1rrXMG67kHWjcNdYJE5BtxrBrJydQCt7ZhB1W9XVk1EoTJIkPJznrqkxDzQQV0XdatBDLkoZZiIUs07Uzaq+yYRYNAnjqJZSDMp97WqZcl479ksqfpdeizwbmofcpkZeNbBqTwiZNDElCXi4OzTu9WLKntndIPcW5CFXjnFImfPCtZD1mMEgZySHLZmM82/trGomMaFY5prN+eIzCF3ZLWTd43JobRkNxw0lz2iQVzNNeeSQG/u4dzAEWTZfbMiyjN7B8YsUM5wOSTPwAqpzPleJsGpkIlXWreqbTKTXiq2l/ir3tatlynnt2C+pNGkecoasl5veQAIZhh5kWXk/Hb3sWf7fE7B52TOx7gvniMowHlPndmY05Iw55KLsGT3k9mQyzr8ciTWAtR5y+6msA4bSZ+G45j0tpgY1sQ/C2B4zzSEXxqJukM+Z4su6Yzpnis/0PTPEeBeRf3ZJz7CSXHnxVqqsW9k3ZqQvmmqpv8p97WqZcl479ksqfk1lPZeom6qyblOvazUwp8GZ1UM+p2H83K6XPSvEQ670pV2jGQrJIQ/nsW4VHneGrNufyTj/ciTWAFZ4uurV8NZgNKHl4tgpjNcY3sySZ7WBvslikkNuUof88sXtWXdMr1jcnvd3C72FgGqQ15LHVZBLPd3KkHUr+8aM9EVWLfVXua9dLVPOa8d+SaVRU1lnyHq5ubzDl9VDfkXneGOkGJX1oOoh99vUKC2k7Jkw2rNtRBs/L6KVPbPnuU92JuP8y5FYA1ixsE4NWbejh1yvRa57yGmQVzNa2TOTHHIzUbfO1gasXL4IDkkJOzf+XLl8ETpaG/L+bjHeAzFlEVNLOcmCXBEzIi3AirJnVvaNGelejFpSxS/3tatlynnt2C+p+PNVWVedmQxZL57ORhdWLmmCA4BTQsrPlUua0OEfv/bxqlNkpICQdaEHYNfNk2JU1rMb5KqHPJZAjB5yWzMZ519aNDWAMF5KWaQKY16WlRrCgL0MchHezBzy2qGYsmeXLW7Hko6peLirB72DIcyZ4sMVi9sLnpxFKLzmIa8hA0+Q2yC3zkMOWNc3ZqSL9NTaBko5r12tU85rx37RyVdlXXjIGbJeGpd11GNJqwcPd4fQG0hgToMTV3T6TI1xQBcnK85Dbs++0gzyAjzkWUPWDR5yvexZbT1LaonJNv/SoqkBrFhYG71kMbVshh1D1kdTVNaZQ17NNGbJIRfeW2PIuqCjtQErLlpQ0ndrHvJaLnuWsw75+Dz9UrGib8xIrxVrlwoQVlKuazcZKOe1Y78oNOapsi7qYPvoIS+ZDr8LKxY25nWst4SyZ/b1kAtV9DxyyPNItfQYDXJ6yKuCyTT/ciTWAKFo6SrrDoc0ziixk5FirFktco7pIa9utBzySGoOuaKAqqq/lqmPhbEaS4qQ9doz8LJt0EXjScRVT4oVIevlZnzIun3mJkImA415qKzLsqyHrNvUyKtVxHQfze1M1rB92TND3fBciFTLurw85AaVdXrIiU3gSKwBNLXkEhfW6Qt4O+0caqJuKSrrNMirmUwq60FDElx9mYzF9LFeiwZetpD1kKE2TinVGSaK8SHr9m8zIbWE3y085JmNo2gSkEGV9UogRN0iBXnIlb60a9kz8VzOS2U9lkcOuVBZj9FDTuwHR2INYFU94XQPu5085MZ8Yz1knQZ5NZMph1xsuNS5HXCVafc63QitxRDobIZ2MKZcY5ehJrudsXP0DiGTgXw85EGD4BtF3SYWzSAvqOyZ8JDbcz4tqOxZgTnkERrkxGZwJNYAVokzpS/g7RTKYyx7NsYc8ppAqKyPpHvITRTWrWYyeMjrXZmvX0irQV4dGxG1rLJOSDWg1SGPy0hmKEcUUr2zboey2UcmDq8Wsl64qJt9Q9bLVfYsoYm6sewZsQsciTVAMCYW16UZMEYjxetyQJLsM0kbc8hHmENeEzSpGypjaTnkwkNebyLoZhXjokFq0MCrM9zP6fU8rVZYLzfpBrm3BjdQCLEzTeo9J0P3rKYjDDx6xycerQ55nmXPoklZyze3q0Fu9JBnqkkt0MueZfGQq58XjSf1HHJ6yIlN4EisAcJWecjdqQa5nTCGNzOHvDYQGyrhmP5wBAwK62X0kKfrLdTVeMh6etmYUMx6hfVyku7FoIeckInF6wCE3ZYpbD2sesiZPz7xiLJn+Yasp6QX2LS/xHM5KevVfzIR0ULW8/GQJxGJUdSN2AuOxBpA5IOWGn6a4iG32YLXzxzymsNv6D+jsFtAFXUrl8I6MH7zqhY9rsZNh2Ca28QqIciJIn3RZLcNQ0JqHUmStDzyTMJu9JBXDo86JeZb9kyUr/M4ALdN0wuMz2Whop6JcD4ecsNzI6A6dughJ3aBI9HGdA8EsPKp9/D/PfgWVj71HroHAqbHaeGnJaus6waQ3Ra8TVod8pjBQ84c8mrG7XRoD8/RFINc1CCfwBzyGvSQ9xwJav+/78W9KfOHXiqxOs7buGiSJHo1CKkEjWK+zuAhD9FDXjG86iZIvmXPdgzrqWIr3x5F92g8y9GVwbgODWdR9wd0D3n2HHL9vYC6buazhNgFjkSbsqqrB0vvWosH1u3Gk5v344F1u7H0rrV4pKtn3LFWCTT5PPYNWRc55IdGI0ioIVnMIa9+zGqR6yHr5TMW0/UWak3UbVVXDy75yYva749s7EuZP4LVJupmWDTVuZy20rcgZLIghN1Gc+SQ0yCfeLwihzyPkPVV3UF86eUh9XjggW0BLH1qAI/sCWb/wwlGkiRtLZpLaT2fsmdup4T0Rwc95MQucCTakO6BAG56dDOSMpBIyik/Vzy6GXvSPOVWCTSlirrZa6EuwtPFpOt0SFXj3SOZMSt9NjYBIevpodp2S9EoBeP8IUjKSJk/qi5k3bBoqsX0AkKqAb30mbm3UvOQM2R9whEh67nqkHePxnFT1wiMRyVkIAlgxYYR7A3k6WKfIISBnTtkPXfZM6OBL6DKOrELHIk2ZFVXT0YPkCRJeDjNS657yEszYFJE3Wy26PWn5Yv7vS56yWqARtXoNuaQT4SHfHzIur3GeynkM3+EqlhlvRbTCwipBhrV+3AsU8h6nAZ5pcg3ZH3VntA4L7FAkoBHeqIWt6w0dA959hPT6pDn2GROdzbRQ07sAkeiDekdDGUs8SDLMnoHQ9rv8URSq6dYag65rUPWPa6UhwjD1WsDs5D1sQnIIU8P1a4l1e585o+gRZt4E0WKQW6zzUJCJgu6hzxH2TOGrE84etmz7B7y3kACmSqIyTLQG6pOD7lW9izH2jV9bWu3tS6ZvHAk2pA5U3xZPVxzpvi034OGvBpLVdZt5oVyOCT4DcYDFdZrA7+Zh7wSKus19FDOZ/4QlRmqxUNuDCuspc0TQqoJv1t4yBmybjdE2bOYDCSz1Oye0+DM6iGf47PXs1BswFrlIU/3iDNkndgFjkQbcvni9qwerisWt2u/i9BTh1S6UWH0ltkxjMcYtk6DvDYQ/ThizCGf4JB1l0OCq4YeyvnMH+FqC1k39E8tbZ4QUk0ID/lIRg+58rOej+cJx2OYFrOFrV/e4UMm3TdZBi5r91jbsBLJO4c8VriH3OmQ4LRpyTcy+eDKxoZ0tjZg5fJFKa85JOXfyuWL0NHaoL2uC7qVnlNtDHm346K3McUgZ8mzWkBssogwdQAIqv+vL2vIuqHEX42FQIv5w2ydIeaPalNZ96aIulVHmwmpNYTK+lgGlfUwy55VDK8hKiGbsFtnowvzm5Q5VIJiBDgl5efKJU2Y12Cv52G+OeRayHoBOeQseUbsBPcxbcpli9vxm1f34O33RwAAnzqlDdcvPS7FGAesK3kG2DtkHUjNG2cOeW2g5ZCH9RxyUR+0oYz5zcbNp1oUCbtscTtOn+4F7tZf87ocuGTRbAB6qkupuhMTBUPWCak8eh1yc+MoyJD1iuE2XPJspc+ORJLYNarM/5/v9GEsLmNOgxNXdPrQ4XchFrRX6TMx3+cqe5ZPHXIgdQPejpGgZPJCq8bGHAnoRsolC9vGGeMAELIwFzRF1M2GXkOjV5wh67WBmcp6QBN1K2cdcntHg1jBPMN80T7Fi+2BJJ577yA+sajNoLJeHfdRStmzGu0vQuxOo+r5zqWyTlG3iUeSJHgcSrh6JIvt+tT7YSRk4MQWF25f3DxxDSwS4RwSHvBMaDnkBYSsM3+c2AmORpuSSMo4MBLWfh8OxUyPs7KesHFxbsdFrzGHPL0MGqlOzOqQizFdTlE3r8uhhXRPBtXuixZMBwA8sakPgF5arlpC1lNV1qujzYTUGjnrkLPsWUXxCqX1LB7yJ3qUdeUn2usmpE2l4tVE3XLVIS88ZN2O61wyeeFotCkDYxHEDZNqToN8EoSsNxmM8CbmkNcEYmNl1JBDrpU9K6P3VpIk7Z6x41i3mos+oBjkz287iLFIvOrqkLsMCfG1VDOekGpCV1nPIOqWoIe8kui1yM3752A4gdcOKnXGq8UgFyllOXPItZD1/D3kDFkndoKj0absHwql/D6UwSC3cmFdZ3NRN+aQ1x56Dvl4UbdyhqwDelTJZPCQf2CGH0e3NiAST+KZrQcsjayZCCRJ0hZP9JATUhlyqawLD3kdPeQVQSitRzM4k//aG0YSwMlT3WhvqI41VF2BHvJcG+xGUVA3xymxEbW/Eq1S+obDKb+P5AxZL31yrWcOOZlgtDrkEWV8J5OyLupW5k0XYYzacfPJaiRJwidUQbe/bNpfdSrrAOBV8/0mQ38RYkcaNZX17KJu9JBXBlGLPJLBQy7C1S+tEu84YCx7ltlDHkskkVDPmR5yUq1wNNqUcR7yYNT0OJELaoWH3O4h6/SQ1x5NaTnkIcMueDlD1gF9vE+WMlqfOLkNALBuxyEMqvNJtYi6AaCHnJAKI1TWwwkgZmL0MYe8snhEDrlJ2bO+YAIbBpSN72Vzqscg18ueZfaQG4313DnkBoOcom7ERnA02hThIW+pV7zCmXLIrQxZt7vyNOuQ1x5+g0Euy7KmsO6Qyh9KLsb7ZMlJPm5mI46b6UcsIWse8mrJIQd0RdzJkGJAiB3xGzzfZnnkIdYhrygiyytq4kx+sldZUy6e5kZbffXM+7qHPLNBbjTWc6usG+qQT5JnP6kOKjoaE4kEbrnlFnR2dsLn8+GYY47B97//fciyPtHLsoxbb70Vs2fPhs/nw3nnnYcdO3ZUsNUTg/CQf2BWE4DMOeSinrAVoafvD4YgHqPPvnsA3QOBkj/TSkQ0AAA8+mav7dpHCkdsrCSSMsKxZEoNckkq36KueyCAQ6MRAMCuQ4FJM5Y+sagt5ff/eqm7Ks69eyCg3f+v7DxcFW0mpNZwOSTN+52utN49GsdIVFm7/XZnEN2j8XF/T8pH92gch0JKnzzUrV//7tE4Vr49ip++OwYAOHOGp2JtLAaxARvJIuq248AoAGUj/86nt2V9PhjTMVn2jNiJio7GlStX4v7778dPf/pTvPvuu1i5ciXuvPNO3Hfffdoxd955J37yk5/gF7/4BdavX4+GhgZceOGFCIfDWT65+tmvesgXzG4EUH4P+aquHpx39wsQWyEvbD+EpXetxSNdPSV9rlWs6urBd/+yVfv9sTd7bdU+Uhz1bieE3T0ajhlqkJcvlHpVVw+W3rUW+4eUe2zXocCkGUtOR+omx/++utf25y76a0RNa3i1+7Dt20xIrWIm7LaqO4ilTw1AmEwP7wlj6VMDeGRPsAItnHyI698fVnpgzfsRLH1qAN/aMISlTw3ggW0BDKmbJT97N1BV/SI82uEMHvJVXT246v+tBwAkZeCBdbuzPh+MHnQ7RoKSyUtFR+Mrr7yCT33qU7jkkkvQ0dGBz33uc7jgggvw+uuvA1C84/fccw9uvvlmfOpTn8KiRYvwm9/8Bvv378fjjz9eyaaXnb40D3kmUTfdIC/egOkeCOCmRzfDmBKWlJV/Kx7djD0V9kaJ9sk2bR8pHodD0vQARiNxzSCvL5PCunGsi+EkY3KMpe6BAO7627aU1xKybOtzN5ubZN77hFQMvybsptyU3aNx3NQ1AqP/MiEDSQArNoxgzxg95eXE7Pon1X+r9iiq6saU8mrrF11lfbyH3Oz5kEhmf6Z5KOpGbEpFFX3OOussPPDAA9i+fTuOO+44bNq0CS+99BLuvvtuAEB3dzf6+/tx3nnnaX/T3NyMM844A6+++io+//nPj/vMSCSCSCSi/T4yMgIAiMViiMXMjdqJRrQjU3ui8SQOjSnnMH96PQBgKBhDNBodF8Yr1Kk9zsyfl4uH1u+FBAm6iaIjAXhw/V5884L5RX22Fdixfbn6kORPo9eF0XAcg2NhjIRUsTG3syzX1o5jqWzEYhBKC7F4HA+9WX3nnk9/Xf/xDgC8F6uZSTGfxuPqblJS+VeliDzyoUgCsWQSD3UHlSgnE2FvSQIe3B3EN0/yW9+QZFKf36r8mpZCtuufiWz9ElM9H7F4HLDB/SjkCELR+Lj5oZjnuVHewCnV7pwzKebUKiHfPqioQX7TTTdhZGQECxYsgNPpRCKRwA9/+ENcddVVAID+/n4AwMyZM1P+bubMmdp76dx+++343ve+N+71v/3tb6ivr7f4DEpjzZo1pq8fDgOy7IJTkrH9zZcAuBBPynj8ib8i3XG4t9cBwIGd723F6sF3imrHhu0OJGUJwPic3aQsY8PWXVgdr1zevp3bl6kPSf7IUScACc+tewWBOAA4ER4bwurVqy3/LjuPJatxhsP4hPr/p9etw4Z99VV37vn01xq1zbwXq59J0YdHjlS6BSURTiprjpcOHUEEMjYM5LhHB8awev+I5e1Imd/6+pCoqx7lcCvJdv0zkU+/rHnxRQtaVzrvHJYAONF/6PC4NUExz/Md/crnAcDBvv1Yvbq3TC23B5NiTrU5wWB+KSIVNchXrVqF3/3ud/j973+PE088ERs3bsQNN9yAtrY2XHPNNUV95re//W184xvf0H4fGRlBe3s7LrjgAjQ1NVnV9JKIxWJYs2YNzj//fLjd49XCN+wZBN7agKOm1OMznzgbN7/xDGIJGWd85ONoa/GlHPvQgS5g8AhO/+ApWHby7KLas9W1A5te2oOEPH6X0SFJWHLC0VhWQc+ZHduXqw9J/vzm/dfRt28IHzj5gxgNx4AdW9E+ewaWLfug5d9lx7FUNgJ6uN6F55yDt98crLpzz6e/zv94B+/FKmdSzKehEPDyy4DfD1Sx8bh63zC2D0dwjL8Zy9rqsfXIGDYdCcKk0pZyj7Y2YFlbGTzkIb007IWzZwM+X5aDa5ds1z8T2folFgphzeAgzv/IR+BubLSwpcXRsP0Q/nv7W/D5m7Bs2Zkp7xXzPA+9+T4e6VacV0d3zMWyZSeUr/EVZFLMqVWCiNTORUUN8htvvBE33XSTFnq+cOFC7N27F7fffjuuueYazJo1CwBw4MABzJ6tG5sHDhzAKaecYvqZXq8XXq933Otut9t2gzJTmw4FlPCGthYfPB4Pmn0eDIxFEIhh3PEhNa+m0ecp+vw+f8Y8/PKlbtP3ZABXnjGvotfOzu2z47iqNhp9yvULxWWE1LS2xrrix3M27DyWLMdwHm6XqyrPvZA2816sfmq6D2MxJVbY4VD+VSlNak5vMA64HQ58vrMev9xm7gGSZeDKo+vhLsf5Gj7TXeXXtBSyXf9MZO0XNS3S7XLZ4l5sqFPW85F4clx7inmm1dfpKvN1HnucYzmp6Tm1Ssj3+ld0BgsGg3CkTQhOpxNJNReos7MTs2bNwrPPPqu9PzIygvXr1+PMM1N3ymoJof7c1qzs+Db7lH2TITW/1ogVom6drQ1YuXwRHJKiwmz8uXL5InS0NhT92VZg9/aR0hClz0bDcQQ1lfXyiLqljyUJMpwSJsVYqsb7qBrbTEgtI1TWR1WV9c5GF645VvdOa3MqgJVLmtDhr6jfp+bpbHRh5ZImOADtuoufl3fWmb5eTf2ilT2Lj9cIEM8HY8B6rueDUVndw7JnxEZU9I689NJL8cMf/hBz587FiSeeiLfeegt33303vvSlLwEAJEnCDTfcgB/84AeYP38+Ojs7ccstt6CtrQ2f/vSnK9n0stI3rIRizW5RwtqaVQ+imdJ6MKYYMKXWIb9scTuWdEzFw1096B0MYc4UH65Y3G6bBa/d20eKR6isj4Xj2nhuKGGDKRdiLD24fi82bN2FJSccjSvPmDcpxlI13kfV2GZCahVdZV03kAbVklontbjgcUaxpLUBVx5dXzVGX7VzWUc9lrR68HB3CL2BBOY0OHFFpw8dfheuXRA3fb1a0MqeZahDftnidmzdP4JfvbIHc6fW45JFs7M+H7xUWSc2paJ35X333YdbbrkF1157LQ4ePIi2tjZ85Stfwa233qod861vfQuBQAD/9E//hKGhIZx99tl46qmnUFfFOVi5EB7y2aqHvKVeCbEZCo43yK2qQw4AHa0NWHHRgpI/p1zYvX2kOJrq1LJn4Zi2C15fxjrkgDKWvnnBfKyO78CyC+ZPqpCuaryPqrHNhNQiImRdeMjDCRlr9itVYW49pRF9kUNY1uYvT5g6yUiH34UVC8fnfGd6vVrQPOQx8zrkAOByKptEF500K+dzQhj4AD3kxF5U1CBvbGzEPffcg3vuuSfjMZIk4bbbbsNtt902cQ2rMMJD3pbmIR8285BbaJATUgk0D3kkjmgiqb7G8UwIIXZDlD0bUw3ytX0RBOIyjqp34JSpLvT1VbJ1pNaoc6se8nhmg3w0rETWNeaxke91G7QH6CEnNqJ64lYmEX3DqR7yTAa5LMsIqbuGpYasE1IpGjUPeRxxVT+iFE0EQggh5aFR85Arc/VfepT1yiVz6iBJ+ZfeIiQfhEEeS8hIJGU4HePH2KiqPeOvy8MgZw45sSkcjTYjHEvgSEARb2tLM8iH0gzySDwJUe2BBgypVvxC1C0S1yI+/GUOWSeEEFI4foOoWzCexHN9Srj6pXMnZ9kxUl6MBnQkg5dc85DX5U49SwlZp4ec2Aiuem2G8I7Xe5xoUtXVW+rNPeTCeAEAn5seclKdNBpyyAVMwSCEEPthVFl/ti+CUELGvAYnTmpxIW5SD5qQUqgzrG3DsSTqPeOPGVPXDvls5NNDTuwKDXKb0TekKqw36+FfWsh6MN0gV3YFPS6HaRgPIdVAo0Fl3aGOeXrICSHEfghRt7F4Ek+o4eqfaFfXKzTIicU4HRLcTgmxhJzTQ96UT8i6myrrxJ5w1Wsz9qse8rYWPfwrUw65lQrrhFQKYx1ysbFUbpV1QgghhSNC1keiMp5Xw9U/0V67VW9I5fG6nIgl4hlLn40VkkPuZMg6sSccjTbD6CEXiJD1oVA05VhNYZ3h6qSKEQ/RsUhci/po4CYTIYTYDhGyngQQTQLHNDqxoJkbqKR8iNJn4QylzwrKIXczZJ3YE45Gm7F/WBjkJh7ycSHrVFgn1U+jwSAXO90N9JATQojtOBBMNYrOnuGlujopK0KIzcwgTyZl3UOex7rh/cGQ9v8/bnwf3QMBi1pJSGnQILcZ+4dEyLruIW/2KSoWo5E4Ekk9RysUUyYhKqyTasb4EI0llPHdwDFNCCG2YlV3EOc9fTjltf/dFcQje4IVahGZDAgPeSQ+PmR9TI2qA/TN/Uys6urB+T9+Qfv9r2/3Yelda/FIV49FLSWkeGiQ24y+LB5yWU5VoqaHnNQCdW7nuNCxei/HNCGE2IXu0Thu6hpBukmUBLBiwwj2jMXN/oyQksnmIR9Tw9U9TkeKIns63QMB3PToZhh8WkjKyr8Vj27GHnrKSYWhQW4z+kw85B6XQxNuMwq7UdSN1ArGnW2PywE3c7sIIcQ2rNoTQqbIdEkCHu4Omb9JSInoOeTjPeQifzyXoNuqrp6MqRWSJOFheslJheGq10aMhmMYVXNhjB5yQPeSDxnyyEMxGuSkNjA+TFnyjBBC7EVvIJGxqpksK+8TUg6E59us7JmIGs0Vrt47GIKcYQDLsozeQW4okcpCg9xG9Kklz5rqXONErcxKn4mQ9WxhOoRUA8aHKTeYCCHEXsxpcGb1kM9p4LxNyoNXLU8WMfOQ5ynoNmeKL6uHfM4Un+l7hEwUNMhtxH615JmxBrlA85CbGOQ0YEi1Y3yY0kNOCCH24vIOX1YP+RWdNGhIeRBOp7Cph1yUPMu+brh8cXtWD/kVi9tLbCUhpUGD3EYID7mxBrnAzEMeilJlndQGxvqh3GAihBB70dnowsolTXAAcEpI+blySRM6/FyHkPKgGeRZRN383uw1yDtbG7By+SI4JMDpkFJ+rly+CB2tDdY3nJAC4AxqI/pUD/lsEw95S70y2YyYeMh9DFknVU6jwSvOGuSEEGI/Luuox5JWDx7uDqE3kMCcBieu6PTRGCdlRSt7ZirqpqyJm3J4yAHgssXtWNIxFQ939aB3MIQ5U3y4YnE7jXFiCziL2oj9qoe8LYuHfCgY1V6jyjqpFYzhZqxBTggh9qTD78KKhY2VbgaZRGhlz0xC1sci+amsCzpaG7DiogXWNY4Qi2DIuo0QNcjNcshb6j0AzEXdaJCTasf4MGUNckIIIYQAgDePsme5csgJsTs0yG2EqEGeXvIMAJpMyp4F1XwaHz2KpMox5pBT1I0QQgghAFDnylb2LL8cckLsDg1ymyDLMvZrHvLxIestJqJuYXrISY1gNMIpUkgIIYQQwCjqljmHnB5yUu3QILcJQ8GYNtnMylNlPRhTdgZ9NMhJlWN8mPoZsk4IIYQQ6HXITVXWIwxZJ7UBDXKbILzjrX6PJmBhxNQgFx5yqqyTKsf4MKWHnBBCCCGA7iGPxJlDTmoXGuQ2IVv+OKCXPUutQy5yyGmQk+qGOeSEEEIISafOndtDzhxyUu3QILcJQmF9tkm4OqB7yIPRBKLqLiFV1kmtkJJDzpB1QgghhEAve5atDjk95KTaoUFuA7oHAnjszfcBAH3DYXQPBMYd01jnhiQp/xdect1DzomIVDdDwaj2/9Vv95neA4QQQgiZXGge8qwq61wHk+qGBnmFWdXVg6V3rcXGniEAwJb9w1h611o80tWTcpzTIaFRnXCGQ1HEE0lEE8puIXPISTWzqqsHV/2/9drvT23pN70HCCGEEDK50HLI0zzk0XhSyytvqmPIOqluaJBXkD2HA7jp0c1IyoCsvibLQFIGVjy6GXvSvIQt9R4Aioc8aMilYQ45qVa6B/R7QJDMcg8QQgghZPKQyUMu8scBoIGpbqTKoUFeQf7wxn5IIg49DUmS8HCah1DkkQ8FY1q4ukPSS0IQUm2s6uop6B4ghBBCyORB5JCni7qJ/PF6jxMuJ9fBpLrhCK4gvUMhyLJs+p4sy+gdDKW8Zix9pgu6uTIaNITYnd7Bwu4BQgghhEwehIc8vewZS56RWoIGeQWZ0+LL6h2cMyW1BFqzofQZS56RWmDOlMLuAUIIIYRMHjJ7yCnoRmoHGuQV5HOntWX1Dl6xuD3ltZSQ9ZgyEbHkGalmLl/cXtA9QAghhJDJg1erQ55MWS/oJc8o6EaqHxrkFaRjWgNWLl8Eh6SoqBt/rly+CB2tDSnHt5iErPuosE6qmM7Wwu4BQgghhEwe6gzrXGPYuhB1Y8g6qQU4iivMZYvbsaRjKh7u6kHvYAhzpvhwxeJ2U0PELIecIeuk2inkHiCEEELI5KHOlWqQCwOdOeSkluAotgEdrQ1YcdGCnMe1mOSQM2Sd1AL53gOEEEIImTy4nUrUXFIGIrEEoDqnhIecOeSkFmDIehWh55BHDSHrnIgIIYQQQkjtIUmSQdhND1kfYQ45qSFokFcRTSkh6xR1I4QQQgghtY1e+kxXWh+jyjqpIWiQVxEtPg8AYDgUZ8g6IYQQQgipeUTeuNFDzhxyUkvQIK8i9DrkUQRjFHUjhBBCCCG1jdellj4zesipsk5qCBrkVYQoexZLyDgyFgVADzkhhBBCCKlddA+5bpCzDjmpJWiQVxH1HidcDgkA0DcSVl/jziAhhBBCCKlNvKpBHjEJWWcOOakFaJBXEZIkaaXP+oZCAPRdQ0IIIYQQQmqNOpOQdeaQk1qCBnmVIZTW+4eFh5wGOSGEEEIIqU28JqJuzCEntQQN8ipD1CIfjbDsGSGEEEIIqW2Eh1yUPZNl2WCQM4ecVD80yKsMIewm8DFknRBCCCGE1CjpZc+C0QQSSRkAc8hJbUCDvMpoTjPIKepGCCGEEEJqFa3smaqyLrzjTofESFFSE9AgrzJa6j0pv7MOOSGEEEIIqVXqNJV1xSAXJc/8XhckSapYuwixChrkVUbTOA85DXJCCCGEEFKb1LlFDrkSss6SZ6TWoEFeZaTnkNMgJ4QQQgghtYqeQy485FRYJ7UFDfIqIz2HnCHrhBBCCCGkVtFzyBUPOUuekVqDBnmVQVE3QgghhBAyWdByyOOpOeQseUZqBRrkVUZLPcueEUIIIYSQyYE3rewZc8hJrUGDvMowesg9LgecDqpLEkIIIYSQ2kQLWY8zh5zUJjTIq4xmg4ecgm6EEEIIIaSWSRd1EznkfhrkpEagQV5lGD3k9QxXJ4QQQgghNUydK73smZJD3sQcclIj0CCvMrwup5Y3ToV1QgghhBBSy9Sl5ZBrHnLmkJMagQZ5FSK85FRYJ4QQQgghtYzIIY+wDjmpUWiQVyHCIKeHnBBCCCGE1DJ62TOqrJPahAZ5FeJ1K922ZyCAlU+9h+6BQIVbRAghhBBCiPWki7qxDjmpNWiQVxmrunqwuXcYAHBwNIIH1u3G0rvW4pGungq3jBBCCCGEEGvRyp6lqawzZJ3UCjTIq4jugQBuenRzymuJpIykDKx4dDP20FNOCCGEEEJqCM1DnhayToOc1Ao0yKuIVV09kCTJ9D1JkvAwveSEEEIIIaSGqFNTNRNJGeFYAsGo4ilnDjmpFWiQVxG9gyHIsmz6nizL6B0MTXCLCCGEEEIIKR/CQw4AhwNR7f/MISe1Ag3yKmLOFF9WD/mcKb4JbhEhhBBCCCHlw+PUzZWB0QgAJa/c46IZQ2oDjuQq4vLF7Vk95Fcsbp/gFhFCCCGEEFI+HA5JM74HxhSDnPnjpJagQV5FdLY2YOXyRXBIgNMhpfxcuXwROlobKt1EQgghhBBCLKVunEHOcHVSO3B7qcq4bHE7lnRMxcNdPegdDGHOFB+uWNxOY5wQQgghhNQkXrcTCMdxSA1Zp6AbqSU4mquQjtYGrLhoQaWbQQghhBBCSNkRSusDY4qoG0PWSS3BkHVCCCGEEEKIbalzKUrrh8boISe1Bw1yQgghhBBCiG0Rpc+EyjpzyEktQYOcEEIIIYQQYlu8qqjbIaqskxqEBjkhhBBCCCHEtoz3kNMgJ7UDDXJCCCGEEEKIbRGibiPhOADmkJPaggY5IYQQQgghxLZ4VVE3AXPISS1Bg5wQQgghhBBiW7zuVJPFz5B1UkNU1CDv6OiAJEnj/l133XUAgI997GPj3vvqV79aySYTQgghhBBCJhCRQy5gDjmpJSo6mjds2IBEIqH9vmXLFpx//vm47LLLtNe+/OUv47bbbtN+r6+vn9A2EkIIIYQQQipHXXrIOnPISQ1R0dE8ffr0lN/vuOMOHHPMMfjoRz+qvVZfX49Zs2ZNdNMIIYQQQgghNiA9ZJ055KSWsM32UjQaxW9/+1t84xvfgCRJ2uu/+93v8Nvf/hazZs3CpZdeiltuuSWrlzwSiSASiWi/j4yMAABisRhisVj5TqAARDvs0h5SOOzD6qfm+zAWg1iuxOJxoEbPs+b7cRIwKfowHgdkGUgmlX81SEw9r9hEnF8yqc9vNXxNJ5qYLCs/bfjMSLPHUeeUa3vOKIFJMadWCfn2gSTL6t1XYVatWoW/+7u/w759+9DW1gYAeOCBBzBv3jy0tbVh8+bNWLFiBU4//XQ89thjGT/nu9/9Lr73ve+Ne/33v/89w90JIZMGZziMT3z+8wCAJx56CIm6ugq3iBBCrIHz2+Tj2fcl/HmfHrZ+x5I4fLZxKxJiTjAYxN/93d9heHgYTU1NGY+zjUF+4YUXwuPx4C9/+UvGY5577jksXboUO3fuxDHHHGN6jJmHvL29HQMDA1kvxEQSi8WwZs0anH/++XC7GXJTjbAPq5+a78NAAO4pUwAAsf37gdbWCjeoPNR8P04CJkUfhkLAyy8Dfj9Qo8ZjLJnEmv5+nD9rFtyOMmsGh0Jwq+mNsRdeAHy+8n7fJCEWCmHN4CDO/8hH4G5srHRzUvjf1/bhtiff035/73vnw+mQsvzF5GVSzKlVwsjICFpbW3Ma5LbYW9q7dy+eeeaZrJ5vADjjjDMAIKtB7vV64fV6x73udrttNyjt2CZSGOzD6qdm+9BwTm6XK+X3WqRm+3ESUdN9GIsBkgQ4HMq/GsbtcJTfIDd8vnsSXNMJQ00ZdbtctrsX6716e/xeF+q8ngq2pjqo6Tm1Ssj3+ttiBvvVr36FGTNm4JJLLsl63MaNGwEAs2fPnoBWEUIIIYQQQiqNsewZS56RWqPiIzqZTOJXv/oVrrnmGrhcenN27dqF3//+91i2bBmmTZuGzZs34+tf/zrOOeccLFq0qIItJoQQQgghhEwUdQZVNz9LnpEao+Ij+plnnsG+ffvwpS99KeV1j8eDZ555Bvfccw8CgQDa29uxfPly3HzzzRVqKSGEEEIIIWSi8broISe1S8VH9AUXXAAzXbn29na88MILFWgRIYQQQgghxC4Y65D7WYOc1Bi2yCEnhBBCCCGEEDOYQ05qGRrkhBBCCCGEENtSZwxZZw45qTFokBNCCCGEEEJsizFknR5yUmvQICeEEEIIIYTYFmPIut/LHHJSW9AgJ4QQQgghhNiWOhc95KR2oUFOCCGEEEIIsS39I2Ht/y/uOITugUAFW0OItdAgJ4QQQgghhNiSVV09uPS+l7TfX9h+CEvvWotHunoq2CpCrIMGOSGEEEIIIcR2dA8EcNOjm5GU9deSsvJvxaObsYeeclID0CAnhBBCCCGE2I5VXT2QJMn0PUmS8DC95KQGoEFOCCGEEEIIsR29gyHIsmz6nizL6B0MTXCLCLEeGuSEEEIIIYQQ2zFnii+rh3zOFN8Et4gQ66FBTgghhBBCCLEdly9uz+ohv2Jx+wS3iBDroUFOCCGEEEIIsR2drQ1YuXwRHBLgdEgpP1cuX4SO1oZKN5GQknFVugGEEEIIIYQQYsZli9uxpGMqHu7qQe9gCHOm+HDF4nYa46RmoEFOCCGEEEIIsS0drQ1YcdGCSjeDkLLAkHVCCCGEEEIIIaQC0CAnhBBCCCGEEEIqAA1yQgghhBBCCCGkAtAgJ4QQQgghhBBCKgANckIIIYQQQgghpALQICeEEEIIIYQQQioADXJCCCGEEEIIIaQC0CAnhBBCCCGEEEIqAA1yQgghhBBCCCGkAtAgJ4QQQgghhBBCKgANckIIIYQQQgghpAK4Kt2AciPLMgBgZGSkwi3RicViCAaDGBkZgdvtrnRzSBGwD6ufmu/DQED//+go4PVWri1lpOb7cRIwKfowGFTuyVisdu/FZFLpx8OH4XaU2d8TCun/P3wY8PnK+32ThFg4rN+LlW4MKZpJMadWCcL+FPZoJiQ51xFVTm9vL9rb2yvdDEIIIYQQQgghk4yenh7MmTMn4/s1b5Ank0ns378fjY2NkCSp0s0BoOyWtLe3o6enB01NTZVuDikC9mH1wz6sDdiP1Q/7sDZgP1Y/7MPagP1oH2RZxujoKNra2uDIEjlU8yHrDocj645EJWlqauKNUuWwD6sf9mFtwH6sftiHtQH7sfphH9YG7Ed70NzcnPMYiroRQgghhBBCCCEVgAY5IYQQQgghhBBSAWiQVwCv14t///d/h7dGlVYnA+zD6od9WBuwH6sf9mFtwH6sftiHtQH7sfqoeVE3QgghhBBCCCHEjtBDTgghhBBCCCGEVAAa5IQQQgghhBBCSAWgQU4IIYQQQgghhFQAGuSEEEIIIYQQQkgFoEE+wfzsZz9DR0cH6urqcMYZZ+D111+vdJMmJbfffjuWLFmCxsZGzJgxA5/+9Kexbdu2lGPC4TCuu+46TJs2DX6/H8uXL8eBAwdSjtm3bx8uueQS1NfXY8aMGbjxxhsRj8dTjlm7di0++MEPwuv14thjj8X//M//lPv0Ji133HEHJEnCDTfcoL3GfrQ/77//Pv7+7/8e06ZNg8/nw8KFC9HV1aW9L8sybr31VsyePRs+nw/nnXceduzYkfIZR44cwVVXXYWmpia0tLTgH//xHzE2NpZyzObNm/GRj3wEdXV1aG9vx5133jkh5zcZSCQSuOWWW9DZ2Qmfz4djjjkG3//+92HUjWU/2o9169bh0ksvRVtbGyRJwuOPP57y/kT22SOPPIIFCxagrq4OCxcuxOrVqy0/31okWx/GYjGsWLECCxcuRENDA9ra2vAP//AP2L9/f8pnsA8rT6570chXv/pVSJKEe+65J+V19mMVI5MJ46GHHpI9Ho/83//93/I777wjf/nLX5ZbWlrkAwcOVLppk44LL7xQ/tWvfiVv2bJF3rhxo7xs2TJ57ty58tjYmHbMV7/6Vbm9vV1+9tln5a6uLvlDH/qQfNZZZ2nvx+Nx+aSTTpLPO+88+a233pJXr14tt7a2yt/+9re1Y3bv3i3X19fL3/jGN+StW7fK9913n+x0OuWnnnpqQs93MvD666/LHR0d8qJFi+Trr79ee539aG+OHDkiz5s3T/7CF74gr1+/Xt69e7f89NNPyzt37tSOueOOO+Tm5mb58ccflzdt2iR/8pOflDs7O+VQKKQdc9FFF8knn3yy/Nprr8kvvviifOyxx8pXXnml9v7w8LA8c+ZM+aqrrpK3bNkiP/jgg7LP55P/8z//c0LPt1b54Q9/KE+bNk1+4okn5O7ubvmRRx6R/X6/fO+992rHsB/tx+rVq+XvfOc78mOPPSYDkP/4xz+mvD9Rffbyyy/LTqdTvvPOO+WtW7fKN998s+x2u+W333677Neg2snWh0NDQ/J5550nP/zww/J7770nv/rqq/Lpp58un3baaSmfwT6sPLnuRcFjjz0mn3zyyXJbW5v84x//OOU99mP1QoN8Ajn99NPl6667Tvs9kUjIbW1t8u23317BVhFZluWDBw/KAOQXXnhBlmXlIeZ2u+VHHnlEO+bdd9+VAcivvvqqLMvK5OlwOOT+/n7tmPvvv19uamqSI5GILMuy/K1vfUs+8cQTU77riiuukC+88MJyn9KkYnR0VJ4/f768Zs0a+aMf/ahmkLMf7c+KFSvks88+O+P7yWRSnjVrlvx//+//1V4bGhqSvV6v/OCDD8qyLMtbt26VAcgbNmzQjvnrX/8qS5Ikv//++7Isy/LPf/5zecqUKVqfiu8+/vjjrT6lSckll1wif+lLX0p57bOf/ax81VVXybLMfqwG0o2Aieyzyy+/XL7kkktS2nPGGWfIX/nKVyw9x1onmyEneP3112UA8t69e2VZZh/akUz92NvbKx911FHyli1b5Hnz5qUY5OzH6oYh6xNENBrFG2+8gfPOO097zeFw4LzzzsOrr75awZYRABgeHgYATJ06FQDwxhtvIBaLpfTXggULMHfuXK2/Xn31VSxcuBAzZ87UjrnwwgsxMjKCd955RzvG+BniGPa5tVx33XW45JJLxl1r9qP9+fOf/4zFixfjsssuw4wZM3Dqqafil7/8pfZ+d3c3+vv7U65/c3MzzjjjjJQ+bGlpweLFi7VjzjvvPDgcDqxfv1475pxzzoHH49GOufDCC7Ft2zYMDg6W+zRrnrPOOgvPPvsstm/fDgDYtGkTXnrpJVx88cUA2I/VyET2GefYiWN4eBiSJKGlpQUA+7BaSCaTuPrqq3HjjTfixBNPHPc++7G6oUE+QQwMDCCRSKQs+gFg5syZ6O/vr1CrCKBMcjfccAM+/OEP46STTgIA9Pf3w+PxaA8sgbG/+vv7TftTvJftmJGREYRCoXKczqTjoYcewptvvonbb7993HvsR/uze/du3H///Zg/fz6efvpp/PM//zO+9rWv4de//jUAvQ+yzZ39/f2YMWNGyvsulwtTp04tqJ9J8dx00034/Oc/jwULFsDtduPUU0/FDTfcgKuuugoA+7Eamcg+y3QM+9RawuEwVqxYgSuvvBJNTU0A2IfVwsqVK+FyufC1r33N9H32Y3XjqnQDCKk01113HbZs2YKXXnqp0k0hBdLT04Prr78ea9asQV1dXaWbQ4ogmUxi8eLF+I//+A8AwKmnnootW7bgF7/4Ba655poKt47ky6pVq/C73/0Ov//973HiiSdi48aNuOGGG9DW1sZ+JMQGxGIxXH755ZBlGffff3+lm0MK4I033sC9996LN998E5IkVbo5pAzQQz5BtLa2wul0jlN3PnDgAGbNmlWhVpF/+Zd/wRNPPIHnn38ec+bM0V6fNWsWotEohoaGUo439tesWbNM+1O8l+2YpqYm+Hw+q09n0vHGG2/g4MGD+OAHPwiXywWXy4UXXngBP/nJT+ByuTBz5kz2o82ZPXs2TjjhhJTXPvCBD2Dfvn0A9D7INnfOmjULBw8eTHk/Ho/jyJEjBfUzKZ4bb7xR85IvXLgQV199Nb7+9a9rkSvsx+pjIvss0zHsU2sQxvjevXuxZs0azTsOsA+rgRdffBEHDx7E3LlztbXO3r178a//+q/o6OgAwH6sdmiQTxAejwennXYann32We21ZDKJZ599FmeeeWYFWzY5kWUZ//Iv/4I//vGPeO6559DZ2Zny/mmnnQa3253SX9u2bcO+ffu0/jrzzDPx9ttvp0yA4kEnDIwzzzwz5TPEMexza1i6dCnefvttbNy4Ufu3ePFiXHXVVdr/2Y/25sMf/vC4koPbt2/HvHnzAACdnZ2YNWtWyvUfGRnB+vXrU/pwaGgIb7zxhnbMc889h2QyiTPOOEM7Zt26dYjFYtoxa9aswfHHH48pU6aU7fwmC8FgEA5H6pLC6XQimUwCYD9WIxPZZ5xjy4cwxnfs2IFnnnkG06ZNS3mffWh/rr76amzevDllrdPW1oYbb7wRTz/9NAD2Y9VTaVW5ycRDDz0ke71e+X/+53/krVu3yv/0T/8kt7S0pKg7k4nhn//5n+Xm5mZ57dq1cl9fn/YvGAxqx3z1q1+V586dKz/33HNyV1eXfOaZZ8pnnnmm9r4ol3XBBRfIGzdulJ966il5+vTppuWybrzxRvndd9+Vf/azn7FcVpkxqqzLMvvR7rz++uuyy+WSf/jDH8o7duyQf/e738n19fXyb3/7W+2YO+64Q25paZH/9Kc/yZs3b5Y/9alPmZZeOvXUU+X169fLL730kjx//vyUci9DQ0PyzJkz5auvvlresmWL/NBDD8n19fUsl2UR11xzjXzUUUdpZc8ee+wxubW1Vf7Wt76lHcN+tB+jo6PyW2+9Jb/11lsyAPnuu++W33rrLU2Be6L67OWXX5ZdLpf8ox/9SH733Xflf//3f2eppTzJ1ofRaFT+5Cc/Kc+ZM0feuHFjynrHqLTNPqw8ue7FdNJV1mWZ/VjN0CCfYO677z557ty5ssfjkU8//XT5tddeq3STJiUATP/96le/0o4JhULytddeK0+ZMkWur6+XP/OZz8h9fX0pn7Nnzx754osvln0+n9za2ir/67/+qxyLxVKOef755+VTTjlF9ng88tFHH53yHcR60g1y9qP9+ctf/iKfdNJJstfrlRcsWCA/8MADKe8nk0n5lltukWfOnCl7vV556dKl8rZt21KOOXz4sHzllVfKfr9fbmpqkr/4xS/Ko6OjKcds2rRJPvvss2Wv1ysfddRR8h133FH2c5ssjIyMyNdff708d+5cua6uTj766KPl73znOymLfvaj/Xj++edNn4XXXHONLMsT22erVq2SjzvuONnj8cgnnnii/OSTT5btvGuJbH3Y3d2dcb3z/PPPa5/BPqw8ue7FdMwMcvZj9SLJsixPhCeeEEIIIYQQQgghOswhJ4QQQgghhBBCKgANckIIIYQQQgghpALQICeEEEIIIYQQQioADXJCCCGEEEIIIaQC0CAnhBBCCCGEEEIqAA1yQgghhBBCCCGkAtAgJ4QQQgghhBBCKgANckIIIYQQQgghpALQICeEEEIIIYQQQioADXJCCCHEJhw6dAgejweBQACxWAwNDQ3Yt29f1r/57ne/i1NOOcWyNnzsYx/DDTfcYNnnEUIIISQzNMgJIYQQm/Dqq6/i5JNPRkNDA958801MnToVc+fOrXSzCCGEEFImaJATQgghNuGVV17Bhz/8YQDASy+9pP2/EL7whS/g05/+NH70ox9h9uzZmDZtGq677jrEYjHtmJ///OeYP38+6urqMHPmTHzuc5/T/vaFF17AvffeC0mSIEkS9uzZg0QigX/8x39EZ2cnfD4fjj/+eNx7770Ff28kEsGKFSvQ3t4Or9eLY489Fv/1X/+lvb9lyxZcfPHF8Pv9mDlzJq6++moMDAxo7//hD3/AwoUL4fP5MG3aNJx33nkIBAIFXyNCCCHELrgq3QBCCCFkMrNv3z4sWrQIABAMBuF0OvE///M/CIVCkCQJLS0t+Lu/+zv8/Oc/z/szn3/+ecyePRvPP/88du7ciSuuuAKnnHIKvvzlL6Orqwtf+9rX8L//+78466yzcOTIEbz44osAgHvvvRfbt2/HSSedhNtuuw0AMH36dCSTScyZMwePPPIIpk2bhldeeQX/9E//hNmzZ+Pyyy/P63sB4B/+4R/w6quv4ic/+QlOPvlkdHd3awb30NAQzj33XPyf//N/8OMf/xihUAgrVqzA5Zdfjueeew59fX248sorceedd+Izn/kMRkdH8eKLL0KWZUv6gRBCCKkEkswnGSGEEFIx4vE4ent7MTIygsWLF6OrqwsNDQ045ZRT8OSTT2Lu3Lnw+/1obW01/fvvfve7ePzxx7Fx40YAiqd67dq12LVrF5xOJwDg8ssvh8PhwEMPPYTHHnsMX/ziF9Hb24vGxsZxn/exj30Mp5xyCu65556s7f6Xf/kX9Pf34w9/+ENe37t9+3Ycf/zxWLNmDc4777xxn/eDH/wAL774Ip5++mnttd7eXrS3t2Pbtm0YGxvDaaedhj179mDevHk5ryshhBBSDTBknRBCCKkgLpcLHR0deO+997BkyRIsWrQI/f39mDlzJs455xx0dHRkNMYzceKJJ2pGMQDMnj0bBw8eBACcf/75mDdvHo4++mhcffXV+N3vfodgMJjzM3/2s5/htNNOw/Tp0+H3+/HAAw+ME5zL9r0bN26E0+nERz/6UdPP37RpE55//nn4/X7t34IFCwAAu3btwsknn4ylS5di4cKFuOyyy/DLX/4Sg4ODBV0XQgghxG7QICeEEEIqyIknngi/34+rr74ar7/+Ovx+P5YuXYo9e/bA7/fjxBNPLPgz3W53yu+SJCGZTAIAGhsb8eabb+LBBx/E7Nmzceutt+Lkk0/G0NBQxs976KGH8M1vfhP/+I//iL/97W/YuHEjvvjFLyIajeb9vT6fL2ubx8bGcOmll2Ljxo0p/3bs2IFzzjkHTqcTa9aswV//+leccMIJuO+++3D88ceju7s738tCCCGE2A4a5IQQQkgFWb16NTZu3IhZs2bht7/9LTZu3IiTTjoJ99xzDzZu3IjVq1db/p0ulwvnnXce7rzzTmzevBl79uzBc889BwDweDxIJBIpx7/88ss466yzcO211+LUU0/Fsccei127dhX0nQsXLkQymcQLL7xg+v4HP/hBvPPOO+jo6MCxxx6b8q+hoQGAYuB/+MMfxve+9z289dZb8Hg8+OMf/1jEFSCEEELsAQ1yQgghpILMmzcPfr8fBw4cwKc+9Sm0t7fjnXfewfLly3Hsscdani/9xBNP4Cc/+Qk2btyIvXv34je/+Q2SySSOP/54AEBHRwfWr1+PPXv2YGBgAMlkEvPnz0dXVxeefvppbN++Hbfccgs2bNhQ0Pd2dHTgmmuuwZe+9CU8/vjj6O7uxtq1a7Fq1SoAwHXXXYcjR47gyiuvxIYNG7Br1y48/fTT+OIXv4hEIoH169fjP/7jP9DV1YV9+/bhsccew6FDh/CBD3zA0utDCCGETCQ0yAkhhJAKs3btWixZsgR1dXV4/fXXMWfOHMyePbss39XS0oLHHnsM5557Lj7wgQ/gF7/4BR588EEtNP6b3/wmnE4nTjjhBEyfPh379u3DV77yFXz2s5/FFVdcgTPOOAOHDx/GtddeW/B333///fjc5z6Ha6+9FgsWLMCXv/xlrWxZW1sbXn75ZSQSCVxwwQVYuHAhbrjhBrS0tMDhcKCpqQnr1q3DsmXLcNxxx+Hmm2/GXXfdhYsvvtjS60MIIYRMJFRZJ4QQQgghhBBCKgA95IQQQgghhBBCSAWgQU4IIYQQQgghhFQAGuSEEEIIIYQQQkgFoEFOCCGEEEIIIYRUABrkhBBCCCGEEEJIBaBBTgghhBBCCCGEVAAa5IQQQgghhBBCSAWgQU4IIYQQQgghhFQAGuSEEEIIIYQQQkgFoEFOCCGEEEIIIYRUABrkhBBCCCGEEEJIBfj/Aa23GPQBGHKhAAAAAElFTkSuQmCC",
- "text/plain": [
- "
"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 5,
- "source": [
- "from capymoa.classifier import OnlineBagging\n",
- "from capymoa.stream.generator import SEA \n",
- "from capymoa.stream.drift import Drift, AbruptDrift, GradualDrift, DriftStream\n",
- "\n",
- "# Generating a synthetic stream with 1 abrupt drift and 1 gradual drift. \n",
- "stream_sea2drift = DriftStream(stream=[SEA(function=1), \n",
- " AbruptDrift(position=5000), \n",
- " SEA(function=3), \n",
- " GradualDrift(start=9000, end=12000),\n",
- " SEA(function=1)])\n",
- "\n",
- "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n",
- "\n",
- "# Since this is a synthetic stream, max_instances is needed to determine the amount of instances to be generated. \n",
- "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n",
- "\n",
- "# print(stream_sea2drift.drifts)\n",
- "plot_windowed_results(results_sea2drift_OB, metric=\"accuracy\")"
- ],
- "id": "fd1fff3b77c8c9f2"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "# 1. Evaluating supervised learners in CapyMOA\n",
- "\n",
- "This notebook further explores **high-level evaluation functions**, **Data Abstraction** and **Classifiers**\n",
- "\n",
- "* **High-level evaluation functions**\n",
- " * We demonstrate how to use ```prequential_evaluation()``` and how to further encapsulate prequential evaluation using ```prequential_evaluation_multiple_learners```\n",
- " * We also discuss particularities about how these evaluation functions relate to how research has developed in the field, and how evaluation is commonly performed and presented.\n",
- "\n",
- "* **Supervised Learning**\n",
- " * We clarify important information concerning the usage of **Classifiers** and their predictions\n",
- " * We added some examples using **Regressors**, which highlight the fact that the evaluation is identical to **Classifiers** (i.e. same high-level evaluation functions)\n",
- " \n",
- "---\n",
- "\n",
- "*More information about CapyMOA can be found in* https://www.capymoa.org\n",
- "\n",
- "**last update on 25/07/2024**"
- ],
- "id": "f0f2f09f09112f18"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 1. The difference between Evaluators\n",
- "\n",
- "* The following example implements an **while loop** that updates a ```ClassificationWindowedEvaluator``` and a ```ClassificationEvaluator``` for the same learner. \n",
- "* The ```ClassificationWindowedEvaluator``` update the metrics according to tumbling windows which 'forgets' old correct and incorrect predictions. This allows us to observe how well the learner performs on shorter windows. \n",
- "* The ```ClassificationEvaluator``` updates the metrics taking into account all the correct and incorrect predictions made. It is useful to observe the overall performance after processing hundreds of thousands of instances.\n",
- "\n",
- "* **Two important points**:\n",
- " 1. Regarding **window_size** in ```ClassificationEvaluator```: A ```ClassificationEvaluator``` also allow us to specify a window size, but it only controls the frequency at which cumulative metrics are calculated.\n",
- " 2. If we access metrics directly (not through ```metrics_per_window()```) in ```ClassificationWindowedEvaluator``` we will be looking at the metrics corresponding to the last window.\n",
- " \n",
- "For further insight into the specifics of the Evaluators, please refer to the documentation: https://www.capymoa.org"
- ],
- "id": "ac672673361cc390"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows\n",
- "[89.57777777777778, 89.46666666666667, 90.2, 89.71111111111111, 88.68888888888888, 88.48888888888888, 87.6888888888889, 88.88888888888889, 89.28888888888889, 91.06666666666666]\n",
- "[ClassificationEvaluator] Cumulative accuracy: 89.32953742937853\n"
- ]
- }
- ],
- "execution_count": 1,
- "source": [
- "from capymoa.datasets import Electricity\n",
- "from capymoa.evaluation import ClassificationWindowedEvaluator, ClassificationEvaluator\n",
- "from capymoa.classifier import AdaptiveRandomForestClassifier\n",
- "\n",
- "stream = Electricity()\n",
- "\n",
- "ARF = AdaptiveRandomForestClassifier(schema=stream.get_schema(), ensemble_size=10)\n",
- "\n",
- "# The window_size in ClassificationWindowedEvaluator specifies the amount of instances used per evaluation\n",
- "windowedEvaluatorARF = ClassificationWindowedEvaluator(schema=stream.get_schema(), window_size=4500)\n",
- "# The window_size ClassificationEvaluator just specifies the frequency at which the cumulative metrics are stored\n",
- "classificationEvaluatorARF = ClassificationEvaluator(schema=stream.get_schema(), window_size=4500)\n",
- "\n",
- "while stream.has_more_instances():\n",
- " instance = stream.next_instance()\n",
- " prediction = ARF.predict(instance)\n",
- " windowedEvaluatorARF.update(instance.y_index, prediction)\n",
- " classificationEvaluatorARF.update(instance.y_index, prediction)\n",
- " ARF.train(instance)\n",
- "\n",
- "# Showing only the 'classifications correct (percent)' (i.e. accuracy)\n",
- "print(f'[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows')\n",
- "print(windowedEvaluatorARF.accuracy())\n",
- "\n",
- "print(f'[ClassificationEvaluator] Cumulative accuracy: {classificationEvaluatorARF.accuracy()}')\n",
- "# We could report the cumulative accuracy every window_size instances with the following code, but that is normally not very insightful. \n",
- "# display(classificationEvaluatorARF.metrics_per_window())"
- ],
- "id": "cf6f1b83c38962c5"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 2. High-level evaluation functions\n",
- "\n",
- "In CapyMOA, for supervised learning, there is one primary evaluation function designed to handle the manipulation of Evaluators, i.e. the `prequential_evaluation()`. This function streamline the process, ensuring users need not directly update them. Essentially, this function execute the evaluation loop and update the relevant Evaluators:\n",
- "\n",
- "`prequential_evaluation()` utilises `ClassificationEvaluator` and `ClassificationWindowedEvaluator`\n",
- "\n",
- "Previously, CapyMOA included two other functions: `cumulative_evaluation()` and `windowed_evaluation()`. However, since `prequential_evaluation()` incorporates the functionality of both we decided to remove those functions and focus on `prequential_evaluation()`.\n",
- "It's important to note that `prequential_evaluation()` is applicable to both `Regression` and `Prediction Intervals` besides `Classification`. The functionality and interpretation remain the same across these cases, but the metrics differ.\n",
- "\n",
- "**Result of a high-level function**\n",
- "* The return from `prequential_evaluation()` is a `PrequentialResults` object which provides access to the `cumulative` and `windowed` metrics as well as some other metrics (like wall-clock and cpu time).\n",
- "\n",
- "**Common characteristics for all high-level evaluation functions**\n",
- "* `prequential_evaluation()` specify a `max_instances` parameter, which by default is `None`. Depending on the source of the data (e.g. a real stream or a synthetic stream) the function will never stop! The intuition behind this is that Streams are infinite, we process them as such. Therefore, it is a good idea to specify `max_instances` unless you are using a snapshot of a stream (i.e. a `Dataset` like `Electricity`)\n",
- "\n",
- "**Evaluation practices in the literature (and practice)**\n",
- "\n",
- "Interested readers might want to peruse section **6.1.1 Error Estimation** from [Machine Learning for Data Streams](https://moa.cms.waikato.ac.nz/book-html/) book. We further expand the relationships between the literature and our evaluation functions in the documentation: https://www.capymoa.org"
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- "### 2.1 prequential_evaluation()\n",
- "\n",
- "A `prequential_evaluation()` performs a windowed evaluation and a cumulative evaluation at once. Internally, it maintains a `ClassificationWindowedEvaluator` (for the windowed metrics) and ```ClassificationEvaluator``` (for the cumulative metrics). This allows us to have access to the **cumulative** and **windowed** results without running two separate evaluation functions. \n",
- "\n",
- "* The results returned from ```prequential_evaluation()``` allows accessing the Evaluator objects ```ClassificationWindowedEvaluator``` (attribute `windowed`) and ```ClassificationEvaluator``` (attribute `cumulative`) directly. \n",
- " \n",
- "* Notice that the computational overhead of training and assessing the same model twice outweighs the minimum overhead of updating the two Evaluators within the function. Thus, it is advisable to use the `prequential_evaluation()` function instead of creating separate `while` loops for evaluation\n",
- "\n",
- "* Advanced users might intuitively request metrics directly from the `results` object, which will return the `cumulative` metrics. For example, assuming `results = prequential_evaluation(...)`, `results.accuracy()` will return the `cumulative` accuracy. \n",
- "**IMPORTANT**: There are no IDE hints for these metrics as they are accessed dynamic via `__getattr__`. It is advisable that users access metrics explicitly through `results.cumulative` (or `results['cumulative']`) or `results.windowed` (or `results['windowed']`)\n",
- "\n",
- "* Invoking `results.metrics_per_window()` from a `results` object will return the dataframe with the `windowed` results.\n",
- "\n",
- "* `results.write_to_file()` will output the `cumulative` and `windowed` results to a directory.\n",
- "\n",
- "* `results.cumulative.metrics_dict()` will return all the cumulative metrics identifiers and their corresponding values in a dictionary structure\n",
- "\n",
- "* Invoking `plot_windowed_results()` with a `PrequentialResults` object will plot its `windowed` results\n",
- "\n",
- "* For plotting and analysis purposes, one might want to set `store_predictions=True` and `store_y=True` on the `prequential_evaluation()` function, which will include all the predictions and ground truth y in the PrequentialResults object. It is important to note that this can be costly in terms of memory depending on the size of the stream."
- ],
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- "\tDifferent ways of accessing metrics:\n",
- "results_ht['wallclock']: 0.014730691909790039 results_ht.wallclock(): 0.014730691909790039\n",
- "results_ht['cpu_time']: 0.05554199999999909 results_ht.cpu_time(): 0.05554199999999909\n",
- "results_ht.cumulative.accuracy() = 83.85000000000001\n",
- "results_ht.cumulative['accuracy'] = 83.85000000000001\n",
- "results_ht['cumulative'].accuracy() = 83.85000000000001\n",
- "results_ht.accuracy() = 83.85000000000001\n",
- "\n",
- "\tAll the cumulative results:\n",
- "{'instances': 2000.0, 'accuracy': 83.85000000000001, 'kappa': 66.04003700899992, 'kappa_t': -14.946619217081869, 'kappa_m': 59.010152284263974, 'f1_score': 83.03346476507683, 'f1_score_0': 86.77855096193205, 'f1_score_1': 79.25497752087348, 'precision': 83.24177714270593, 'precision_0': 85.82995951417004, 'precision_1': 80.65359477124183, 'recall': 82.82619238745067, 'recall_0': 87.74834437086093, 'recall_1': 77.90404040404042}\n",
- "\n",
- "\tAll the windowed results:\n"
- ]
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- "source": [
- "from capymoa.evaluation import prequential_evaluation_multiple_learners\n",
- "\n",
- "# Define the learners + an alias (dictionary key)\n",
- "learners = {\n",
- " 'kNNReg_k5': KNNRegressor(schema=stream.get_schema(), k=5),\n",
- " 'kNNReg_k2': KNNRegressor(schema=stream.get_schema(), k=2),\n",
- " 'kNNReg_k5_median': KNNRegressor(schema=stream.get_schema(), CLI='-k 5 -m'),\n",
- " 'ARFReg_s5': AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=5)\n",
- "}\n",
- "\n",
- "results = prequential_evaluation_multiple_learners(stream, learners)\n",
- "\n",
- "print('Cumulative results for each learner:')\n",
- "for learner_id in learners.keys():\n",
- " if learner_id in results:\n",
- " cumulative = results[learner_id]['cumulative']\n",
- " print(f\"{learner_id}, RMSE: {cumulative.rmse():.2f}, adjusted R2: {cumulative.adjusted_r2():.2f}\")\n",
- "\n",
- "# Tip: invoking metrics_header() from an Evaluator will show us all the metrics available, \n",
- "# e.g. results['kNNReg_k5']['cumulative'].metrics_header()\n",
- "plot_windowed_results(results['kNNReg_k5'], results['kNNReg_k2'], results['kNNReg_k5_median'], \n",
- " results['ARFReg_s5'], metric=\"rmse\")\n",
- "\n",
- "plot_windowed_results(results['kNNReg_k5'], results['kNNReg_k2'], results['kNNReg_k5_median'], \n",
- " results['ARFReg_s5'], metric=\"adjusted_r2\")"
- ],
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- "### 3.2 Plotting predictions vs. ground truth over time (Regression)\n",
- "\n",
- "* In Regression it is sometimes desirable to plot **predictions vs. ground truth** to observe what is happening with the Stream. If we create a custom loop and use the Evaluators directly it is trivial to store the ground truth and predictions, and then proceed to plot them. However, to make people's life easier ```plot_predictions_vs_ground_truth``` function can be used.\n",
- "\n",
- "* For massive streams with millions of instances it can be unbearable to plot all at once, thus we can specify a ```plot_interval``` (that we want to investigate) to ```plot_predictions_vs_ground_truth```. By default, the plot function will attempt to plot everything, i.e. if ```plot_interval=None```, which is seldom a good idea. "
- ],
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- "text/plain": [
- "
"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 10,
- "source": [
- "from capymoa.evaluation import prequential_evaluation\n",
- "from capymoa.evaluation.visualization import plot_predictions_vs_ground_truth\n",
- "from capymoa.regressor import KNNRegressor, AdaptiveRandomForestRegressor\n",
- "from capymoa.datasets import Fried\n",
- "\n",
- "stream = Fried()\n",
- "kNN_learner = KNNRegressor(schema=stream.get_schema(), k=5)\n",
- "ARF_learner = AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=10)\n",
- "\n",
- "# When we specify store_predictions and store_y, the results will also include all the predictions and all the ground truth y. \n",
- "# It is useful for debugging and outputting the predictions elsewhere. \n",
- "kNN_results = prequential_evaluation(stream=stream, learner=kNN_learner, window_size=5000, store_predictions=True, store_y=True)\n",
- "# We don't need to store the ground-truth for every experiment, since it is always the same for the same stream\n",
- "ARF_results = prequential_evaluation(stream=stream, learner=ARF_learner, window_size=5000, store_predictions=True)\n",
- "\n",
- "\n",
- "# Plot only 200 predictions (see plot_interval)\n",
- "plot_predictions_vs_ground_truth(kNN_results, ARF_results, ground_truth=kNN_results['ground_truth_y'], plot_interval=(0, 200))"
- ],
- "id": "367b0ae2ec0e4aa4"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "# 8. Prediction Intervals for data streams\n",
- "\n",
- "* How to utilise the prediction interval on regression tasks in CapyMOA\n",
- "* Two methods for obtaining prediction intervals are currently available in CapyMOA: MVE and AdaPI\n",
- "* \n",
- "\n",
- "More details about prediction intervals for streaming data can be found in the AdaPI paper: \n",
- "\n",
- "[Yibin Sun, Bernhard Pfahringer, Heitor Murilo Gomes & Albert Bifet. \"Adaptive Prediction Interval for Data Stream Regression.\" Pacific-Asia Conference on Knowledge Discovery and Data Mining. Springer, 2024.](https://link.springer.com/chapter/10.1007/978-981-97-2259-4_10)\n",
- "\n",
- "\n",
- "---\n",
- "\n",
- "*More information about CapyMOA can be found in* https://www.capymoa.org\n",
- "\n",
- "**notebook last updated on 25/07/2024**"
- ],
- "id": "77819b40fd4775c3"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [],
- "execution_count": 1,
- "source": [
- "from capymoa.datasets import Fried\n",
- "\n",
- "# load data\n",
- "fried_stream = Fried()"
- ],
- "id": "8b5ee3032f422836"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 1. Basic prediction interval learner build-up\n",
- "\n",
- "* An example of the use case of prediction interval in CapyMOA\n",
- "* Current available prediction interval learners require a regressive base model to work"
- ],
- "id": "23e1e7609e3dce34"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [],
- "execution_count": 2,
- "source": [
- "from capymoa.regressor import SOKNL\n",
- "from capymoa.prediction_interval import MVE\n",
- "\n",
- "# build prediction interval learner in regular manner\n",
- "soknl = SOKNL(schema=fried_stream.get_schema(), ensemble_size=10)\n",
- "mve = MVE(schema=fried_stream.get_schema(), base_learner=soknl)\n",
- "\n",
- "# build prediction interval learner in in-line manner\n",
- "mve_inline = MVE(schema=fried_stream.get_schema(), base_learner=SOKNL(schema=fried_stream.get_schema(), ensemble_size=10))"
- ],
- "id": "990e281b0a1432c"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 2. Creating evaluators\n",
- "\n",
- "* We involve two types of prediction interval evaluators so far: basic (cumulative) and windowed"
- ],
- "id": "b26f1b1bc09449b1"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [],
- "execution_count": 3,
- "source": [
- "from capymoa.evaluation.evaluation import PredictionIntervalEvaluator, PredictionIntervalWindowedEvaluator\n",
- "# build prediction interval (basic and windowed) evaluators\n",
- "mve_evaluator = PredictionIntervalEvaluator(schema=fried_stream.get_schema())\n",
- "mve_windowed_evaluator = PredictionIntervalWindowedEvaluator(schema=fried_stream.get_schema(), window_size=1000)"
- ],
- "id": "1c43908fad5a1b06"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 3. Running test-then-train/prequential tasks manually\n",
- "\n",
- "**don't forget to train the models (call .train() function) at the end!**"
- ],
- "id": "98d0e88923d50b8d"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [],
- "execution_count": 4,
- "source": [
- "# run test-then-train/prequential tasks\n",
- "while fried_stream.has_more_instances():\n",
- " instance = fried_stream.next_instance()\n",
- " prediction = mve.predict(instance)\n",
- " mve_evaluator.update(instance.y_value, prediction)\n",
- " mve_windowed_evaluator.update(instance.y_value, prediction)\n",
- " mve.train(instance)"
- ],
- "id": "c2d1bb02b7003fca"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": "## 4. Results from both evaluators",
- "id": "2fddc81fe74717e7"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "MVE basic evaluation:\n",
- "coverage: 97.28, NMPIW: 30.66\n",
- "MVE windowed evaluation in last window:\n",
- "coverage: [98.9, 98.1, 96.7, 97.7, 97.4, 97.7, 98.0, 97.8, 97.2, 96.8, 97.2, 97.9, 97.1, 97.5, 98.2, 97.8, 96.4, 97.4, 96.6, 97.3, 98.7, 96.4, 97.2, 97.0, 97.4, 96.0, 97.5, 97.1, 96.8, 96.7, 97.7, 97.2, 98.0, 96.1, 97.5, 97.2, 96.9, 97.2, 96.9, 96.7], NMPIW: [61.91, 46.44, 42.59, 43.82, 40.64, 40.08, 35.84, 38.32, 35.65, 39.25, 39.69, 36.09, 34.97, 34.95, 35.3, 34.79, 34.28, 33.46, 35.69, 35.64, 35.75, 35.03, 31.01, 33.91, 32.83, 33.54, 31.92, 31.31, 33.83, 32.07, 29.51, 33.25, 33.53, 31.93, 33.22, 29.3, 30.48, 29.39, 33.0, 32.14]\n"
- ]
- }
- ],
- "execution_count": 5,
- "source": [
- "# show results\n",
- "print(f'MVE basic evaluation:\\ncoverage: {mve_evaluator.coverage()}, NMPIW: {mve_evaluator.nmpiw()}')\n",
- "print(f'MVE windowed evaluation in last window:\\ncoverage: {mve_windowed_evaluator.coverage()}, NMPIW: {mve_windowed_evaluator.nmpiw()}')"
- ],
- "id": "88d386e444310496"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 5. Wrap things up with prequential evaluation\n",
- "\n",
- "* Prediction interval tasks also can be wrapped up with prequential evaluation in CapyMOA"
- ],
- "id": "bd068b0da83cedca"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "MVE coverage: 97.28, NMPIW: 30.66\n",
- "AdaPI coverage: 96.15, NMPIW: 28.53\n"
- ]
- }
- ],
- "execution_count": 6,
- "source": [
- "from capymoa.evaluation import prequential_evaluation\n",
- "from capymoa.prediction_interval import AdaPI\n",
- "\n",
- "# restart stream\n",
- "fried_stream.restart()\n",
- "# specify regressive model\n",
- "regressive_learner = SOKNL(schema=fried_stream.get_schema(), ensemble_size=10)\n",
- "# build prediction interval models\n",
- "mve_learner = MVE(schema=fried_stream.get_schema(), base_learner=regressive_learner)\n",
- "adapi_learner = AdaPI(schema=fried_stream.get_schema(), base_learner=regressive_learner, limit=0.001)\n",
- "# gather results\n",
- "mve_results = prequential_evaluation(stream=fried_stream, learner=mve_learner, window_size=1000)\n",
- "adapi_results = prequential_evaluation(stream=fried_stream, learner=adapi_learner, window_size=1000)\n",
- "\n",
- "# show overall results\n",
- "print(f\"MVE coverage: {mve_results.cumulative.coverage()}, NMPIW: {mve_results.cumulative.nmpiw()}\")\n",
- "print(f\"AdaPI coverage: {adapi_results.cumulative.coverage()}, NMPIW: {adapi_results.cumulative.nmpiw()}\")"
- ],
- "id": "431aa88023d683fe"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": "## 6. Plots are also supported",
- "id": "deea03d3e5d163e4"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "
"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 7,
- "source": [
- "from capymoa.evaluation.visualization import plot_windowed_results\n",
- "# plot over time comparison\n",
- "plot_windowed_results(mve_results,adapi_results, metric='coverage')\n",
- "plot_windowed_results(mve_results, adapi_results, metric='nmpiw')"
- ],
- "id": "94c257f4e351ed71"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "### Plotting prediction intervals over time\n",
- "\n",
- "* We should be able to plot prediction intervals from different learners against ground truths over time...\n",
- "* This part is still under construction...\n",
- "\n",
- "**Coming soon ;)**"
- ],
- "id": "941d4bedb9780c7d"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [],
- "execution_count": null,
- "source": "",
- "id": "91c62e62b628df7e"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "# 4. Simulating Concept Drifts with the DriftStream API\n",
- "\n",
- "This tutorial demonstrates how to use the DriftStream API in CapyMOA\n",
- "* We start by showing how one can use a synthetic generator without concept drift (RandomTreeGenerator)\n",
- "* We delve into the two API proposals for the DriftStream API, one of which has been implemented already\n",
- " * **DriftStream Position**: **```drift position``` + ```drift width```** (ready!)\n",
- " * **DriftStream Range**: **```concept num_instances``` + ```drift num_instances```** (_Under construction_)\n",
- "* More advanced examples can be found in **Tutorial 6**: `Exploring Advanced Features`, such as configuring and manipulating MOA streams directly\n",
- "\n",
- "---\n",
- "\n",
- "*More information about CapyMOA can be found in* https://www.capymoa.org\n",
- "\n",
- "**last update on 27/07/2024**"
- ],
- "id": "c388f464722d72d3"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 1. CapyMOA synthetic generators\n",
- "\n",
- "* In this example, we show how to use `RandomTreeGenerator` to generate a synthetic stream"
- ],
- "id": "914a051433b0f6af"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "data": {
- "text/plain": [
- "
"
- ],
- "image/png": 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"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 1,
- "source": [
- "from capymoa.stream.generator import RandomTreeGenerator\n",
- "from capymoa.evaluation import prequential_evaluation\n",
- "from capymoa.evaluation.visualization import plot_windowed_results\n",
- "from capymoa.classifier import HoeffdingTree\n",
- "\n",
- "rtg_stream = RandomTreeGenerator()\n",
- "\n",
- "ht = HoeffdingTree(schema=rtg_stream.get_schema())\n",
- "\n",
- "results_ht = prequential_evaluation(max_instances=10000, window_size=1000, stream=rtg_stream, learner=ht)\n",
- "\n",
- "plot_windowed_results(results_ht, metric='accuracy')"
- ],
- "id": "3f5b3f55b8d7f9f5"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 2. CapyMOA DriftStream Builder API\n",
- "\n",
- "* MOA uses a recursive approach to specify concept drift locations like ```CDS(CDS(SEA(1), SEA(2), 1000), SEA(3), 2000)``` where we specify the drift **position** and the **width** of a drift (if it is a Gradual Drift).\n",
- "\n",
- " \n",
- "In CapyMOA, the concepts and drifts are clearly outlined on a list format. There are two ways of specifying a DriftStream in this list format:\n",
- "\n",
- "1. **DriftStream Position**: **```drift position``` + ```drift width```**: the start and end of a concept is determined by the presence of an ```AbruptDrift``` or ```GradualDrift``` object.\n",
- " \n",
- " \n",
- " \n",
- " **DriftStream([**SEA(1), AbruptDrift(position=1000), SEA(2), GradualDrift(position=2000, width=500), SEA(3)**])**\n",
- "\n",
- " The ```GradualDrift``` can also be specified in terms of ```start``` and ```end```.\n",
- " \n",
- " \n",
- " **DriftStream([**SEA(1), AbruptDrift(position=1000), SEA(2), GradualDrift(start=1750, end=2250), SEA(3)**])**\n",
- "\n",
- "\n",
- "2. **DriftStream Range**: **```concept num_instances``` + ```drift num_instances```**: the start and end of a concept is determined by the amount of instances generated for it, the same thing can be said about ```GradualDrifts``` which do not have a ```start``` or ```end``` but the number of instances i.e. the ```width``` of that drifting region (or drifting window). Notice that we must prevent users from specifying a drift ```position``` or drift ```start``` and ```end``` when using this version because that would be confusing and error prone. The reason is that the specification of the DriftStream, in this version, doesn't explicitly tells us about the locations of the drifts on the stream, so it is less error prone if we don't allow the user to use this approach mixed with the ```drift position``` one. Example:\n",
- " \n",
- " \n",
- " **DriftStream([**Concept(SEA(1), num_instances=1000), AbruptDrift(), Concept(SEA(2), num_instances=500), GradualDrift(num_instances=500), Concept(SEA(3), num_instances=500)**])**\n",
- "\n",
- "\n",
- "* Why do we need the **```Concept()```** specification in the **```num_instances```**? The **Stream** class, i.e. base class for **SEA** and other synthetic generators do not implement the concept of a ```max_instances``` or ```num_instances```. If we were to implement that, we would lose compatibility with MOA (where such constraints doesn't exist) and would need to do some extra checks when generating streams. \n",
- "* The **```DriftStream```** specification in the ```position``` + ```width``` version does not specify the total ```size``` of the stream, i.e. notice how the SEA(3) at the end is unbounded, there is no Drift object signaling its end. That is intentional, the user specifying the DriftStream and manipulating it defines the end of the Stream externally. This is true for synthetic streams and also for limiting *snapshot* streams like **electricity** and others that are read from files. \n"
- ],
- "id": "f36fe4d8ed17b68b"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "### 2.1 DriftStream prelude: the raw MOA version\n",
- "\n",
- "* We first show how it is done using MOA's API, so that one can compare it with CapyMOA syntax\n",
- "* We simulate the following drifting stream using a traditional recursive MOA syntax\n",
- "\n",
- "```sh\n",
- "SEA(function=1), Drift(position=5000, width=1000), SEA(function=2), Drift(position=10000, width=2000), SEA(function=3)\n",
- "```\n",
- "\n",
- "* The CLI below is _easy_ to configure in the MOA GUI, but it can lead to issues when specified directly on the CLI"
- ],
- "id": "baad4a7d57e50f10"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "data": {
- "text/plain": [
- "
"
- ],
- "image/png": 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"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 2,
- "source": [
- "from capymoa.classifier import OnlineBagging\n",
- "from capymoa.stream import Stream\n",
- "from moa.streams import ConceptDriftStream\n",
- "\n",
- "stream_sea2drift = Stream(moa_stream=ConceptDriftStream(), \n",
- " CLI=\"-s (ConceptDriftStream -s (generators.SEAGenerator -f 1) -d (generators.SEAGenerator -f 2) -p 5000 -w 1) -d (generators.SEAGenerator -f 3) -p 10000 -w 2000\")\n",
- "\n",
- "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n",
- "\n",
- "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n",
- "\n",
- "plot_windowed_results(results_sea2drift_OB, metric='accuracy')"
- ],
- "id": "353efe4a31197841"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "### 2.2 DriftStream ```position``` + ```width```\n",
- "\n",
- "* Specifying drift location using the *first* version.\n",
- "* We can use either position + width or start + end to define GradualDrifts in this approach.\n",
- "\n",
- " ```sh\n",
- " GradualDrift(position=10000, width=2000)\n",
- " ```\n",
- " or\n",
- " ```sh\n",
- " GradualDrift(start=9000, end=12000)\n",
- " ```\n",
- "* **Important**: meta-data about the specified Drifts is accessible from the stream object\n",
- "\n",
- "```python\n",
- "print(f'The definition of the DriftStream is accessible through the object:\\n {stream_sea2drift}')\n",
- "```\n",
- "\n",
- "* Furthermore, this meta-data is interpreted by the `plot_windowed_results` function producing plots that automatically indicates drift locations. "
- ],
- "id": "6d0d3ae2e5587659"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The definition of the DriftStream is accessible through the object:\n",
- " SEA(function=1),AbruptDrift(position=5000),SEA(function=3),GradualDrift(position=10000, start=9000, end=11000, width=2000),SEA(function=1)\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "
"
- ],
- "image/png": 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"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 3,
- "source": [
- "from capymoa.stream.drift import DriftStream, Drift, AbruptDrift, GradualDrift\n",
- "from capymoa.stream.generator import SEA\n",
- "\n",
- "stream_sea2drift = DriftStream(stream=[SEA(function=1), \n",
- " AbruptDrift(position=5000), \n",
- " SEA(function=3), \n",
- " GradualDrift(position=10000, width=2000), \n",
- " # GradualDrift(start=9000, end=12000),\n",
- " SEA(function=1)])\n",
- "\n",
- "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n",
- "\n",
- "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n",
- "\n",
- "print(f'The definition of the DriftStream is accessible through the object:\\n {stream_sea2drift}')\n",
- "plot_windowed_results(results_sea2drift_OB, metric='accuracy')"
- ],
- "id": "b9c86e03022c2b06"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "#### 2.2.1 Obtaining meta-data about drift from a MOA Stream\n",
- "\n",
- "* Besides composing a drifting stream, the DriftStream object also holds information about the Drifts. \n",
- "* The meta-data about the drifts can be used for quickly investigating where and how many `Drifts` a particular `Stream` object has associated with it.\n",
- "\n",
- "* It is doable to extract drifting information from the MOA ConceptDriftStream objects, precisely the Stream objects that form the concepts for a proper printing. However, that has not been implemented yet as it is a bit cumbersome. So, for the moment, when a DriftStream is specified based on a MOA CLI, we just return the CLI used when we attempt to print the object (see below)\n",
- "\n",
- "```python\n",
- "print(stream_sea2drift)\n",
- "```\n",
- "\n",
- "* However, the information is available and can be accessed through the `get_drifts()` method as we exemplify below\n",
- "\n",
- "```python\n",
- "for drift in stream_sea2drift.get_drifts():\n",
- " print(f'\\t{drift}')\n",
- "```"
- ],
- "id": "2a8809b77b6a987e"
- },
- {
- "metadata": {},
- "cell_type": "code",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting to print a stream from a raw MOA ConceptDriftStream: ConceptDriftStream -s (ConceptDriftStream -s generators.SEAGenerator -d (generators.SEAGenerator -f 3) -p 5000 -w 1) -d generators.SEAGenerator -w 200 -p 10000 -r 1 -a 0.0\n",
- "\n",
- "Now, an example on how to access individual drifts from a DriftStream:\n",
- "\tAbruptDrift(position=5000)\n",
- "\tGradualDrift(position=10000, width=200)\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "
"
- ],
- "image/png": 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"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 4,
- "source": [
- "from moa.streams import ConceptDriftStream\n",
- "\n",
- "stream_sea2drift = DriftStream(moa_stream=ConceptDriftStream(), \n",
- " CLI='-s (ConceptDriftStream -s generators.SEAGenerator -d (generators.SEAGenerator -f 3) -p 5000 -w 1) \\\n",
- " -d generators.SEAGenerator -w 200 -p 10000 -r 1 -a 0.0')\n",
- "\n",
- "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n",
- "\n",
- "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=12000)\n",
- "\n",
- "print(f'Attempting to print a stream from a raw MOA ConceptDriftStream: {stream_sea2drift}')\n",
- "print('\\nNow, an example on how to access individual drifts from a DriftStream:')\n",
- "for drift in stream_sea2drift.get_drifts():\n",
- " print(f'\\t{drift}')\n",
- "# Notice it works just fine to plot and use the DriftStream created using a MOA object. \n",
- "plot_windowed_results(results_sea2drift_OB, metric='accuracy')"
- ],
- "id": "b990402212d94bd2"
- },
- {
- "metadata": {},
- "cell_type": "markdown",
- "source": [
- "## 2.3 DriftStream ```range``` \n",
- "\n",
- "* This version of the DriftStream builder uses the concept of specfying the number of instances in each concept and drift, i.e. ```concept num_instances``` and ```drift num_instances```\n",
- "\n",
- "* Still under development! Come back later :)\n",
- "