{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Open exploration\n", "In this second tuturial, I will showcase how to use the ema_workbench for performing open exploration. This tuturial will continue with the same example as used in the previous tuturial.\n", "\n", "## some background\n", "In exploratory modeling, we are interested in understanding how regions in the uncertainty space and/or the decision space map to the whole outcome space, or partitions thereof. There are two general approaches for investigating this mapping. The first one is through systematic sampling of the uncertainty or decision space. This is sometimes also known as open exploration. The second one is to search through the space in a directed manner using some type of optimization approach. This is sometimes also known as directed search. \n", "\n", "The workbench support both open exploration and directed search. Both can be applied to investigate the mapping of the uncertainty space and/or the decision space to the outcome space. In most applications, search is used for finding promising mappings from the decision space to the outcome space, while exploration is used to stress test these mappings under a whole range of possible resolutions to the various uncertainties. This need not be the case however. Optimization can be used to discover the worst possible scenario, while sampling can be used to get insight into the sensitivity of outcomes to the various decision levers. \n", "\n", "## open exploration\n", "To showcase the open exploration functionality, let's start with a basic example using the Direct Policy Search (DPS) version of the lake problem [(Quinn et al 2017)](https://doi.org/10.1016/j.envsoft.2017.02.017). This is the same model as we used in the general introduction. Note that for convenience, I have moved the code for the model to a module called dps_lake_model.py, which I import here for further use. \n", "\n", "We are going to simultaneously sample over uncertainties and decision levers. We are going to generate 1000 scenarios and 5 policies, and see how they jointly affect the outcomes. A *scenario* is understood as a point in the uncertainty space, while a *policy* is a point in the decision space. The combination of a scenario and a policy is called *experiment*. The uncertainty space is spanned by uncertainties, while the decision space is spanned by levers. \n", "\n", "Both uncertainties and levers are instances of *RealParameter* (a continuous range), *IntegerParameter* (a range of integers), or *CategoricalParameter* (an unorder set of things). By default, the workbench will use Latin Hypercube sampling for generating both the scenarios and the policies. Each policy will be always evaluated over all scenarios (i.e. a full factorial over scenarios and policies). \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "from ema_workbench import RealParameter, ScalarOutcome, Constant, Model\n", "from dps_lake_model import lake_model\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "model = Model(\"lakeproblem\", function=lake_model)\n", "\n", "# specify uncertainties\n", "model.uncertainties = [\n", " RealParameter(\"b\", 0.1, 0.45),\n", " RealParameter(\"q\", 2.0, 4.5),\n", " RealParameter(\"mean\", 0.01, 0.05),\n", " RealParameter(\"stdev\", 0.001, 0.005),\n", " RealParameter(\"delta\", 0.93, 0.99),\n", "]\n", "\n", "# set levers\n", "model.levers = [\n", " RealParameter(\"c1\", -2, 2),\n", " RealParameter(\"c2\", -2, 2),\n", " RealParameter(\"r1\", 0, 2),\n", " RealParameter(\"r2\", 0, 2),\n", " RealParameter(\"w1\", 0, 1),\n", "]\n", "\n", "# specify outcomes\n", "model.outcomes = [\n", " ScalarOutcome(\"max_P\"),\n", " ScalarOutcome(\"utility\"),\n", " ScalarOutcome(\"inertia\"),\n", " ScalarOutcome(\"reliability\"),\n", "]\n", "\n", "# override some of the defaults of the model\n", "model.constants = [\n", " Constant(\"alpha\", 0.41),\n", " Constant(\"nsamples\", 150),\n", " Constant(\"myears\", 100),\n", "]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] pool started with 7 workers\n", "[MainProcess/INFO] performing 1000 scenarios * 5 policies * 1 model(s) = 5000 experiments\n", "100%|██████████████████████████████████████| 5000/5000 [01:02<00:00, 80.06it/s]\n", "[MainProcess/INFO] experiments finished\n", "[MainProcess/INFO] terminating pool\n" ] } ], "source": [ "from ema_workbench import MultiprocessingEvaluator, ema_logging, perform_experiments\n", "\n", "ema_logging.log_to_stderr(ema_logging.INFO)\n", "\n", "# The n_processes=-1 ensures that all cores except 1 are used, which is kept free to keep using the computer\n", "with MultiprocessingEvaluator(model, n_processes=-1) as evaluator:\n", " # Run 1000 scenarios for 5 policies\n", " experiments, outcomes = evaluator.perform_experiments(scenarios=1000, policies=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visual analysis\n", "Having generated these results, the next step is to analyze them and see what we can learn from the results. The workbench comes with a variety of techniques for this analysis. A simple first step is to make a few quick visualizations of the results. The workbench has convenience functions for this, but it also possible to create your own visualizations using the scientific Python stack. \n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] no time dimension found in results\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import pairs_plotting\n", "\n", "fig, axes = pairs_plotting.pairs_scatter(experiments, outcomes, group_by=\"policy\", legend=False)\n", "fig.set_size_inches(8, 8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often, it is convenient to separate the process of performing the experiments from the analysis. To make this possible, the workbench offers convenience functions for storing results to disc and loading them from disc. The workbench will store the results in a tarbal with .csv files and separate metadata files. This is a convenient format that has proven sufficient over the years. \n", "\n", "```python\n", "from ema_workbench import save_results\n", "save_results(results, '1000 scenarios 5 policies.tar.gz')\n", "\n", "from ema_workbench import load_results\n", "results = load_results('1000 scenarios 5 policies.tar.gz')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## advanced analysis\n", "In addition to visual analysis, the workbench comes with a variety of techniques to perform a more in-depth analysis of the results. In addition, other analyses can simply be performed by utilizing the scientific python stack. The workbench comes with\n", "\n", "* [Scenario Discovery](https://waterprogramming.wordpress.com/2015/08/05/scenario-discovery-in-python/), a model driven approach to scenario development\n", "* [Feature Scoring](https://doi.org/10.1016/j.envsoft.2018.06.011), a poor man's alternative to global sensitivity analysis\n", "* [Dimensional stacking](https://www.onepetro.org/conference-paper/SPE-174774-MS), a quick visual approach drawing on feature scoring to enable scenario discovery. This approach has received limited attention in the literature. The implementation in the workbench replaces the rule mining approach with a feature scoring approach. \n", "* [Regional sensitivity analysis](https://doi.org/10.1016/j.envsoft.2016.02.008)\n", "\n", "### Scenario Discovery\n", "A detailed discussion on scenario discovery can be found in an [earlier blogpost](https://waterprogramming.wordpress.com/2015/08/05/scenario-discovery-in-python/). For completeness, I provide a code snippet here. Compared to the previous blog post, there is one small change. The library mpld3 is currently not being maintained and broken on Python 3.5. and higher. To still utilize the interactive exploration of the trade offs within the notebook, one could use the interactive back-end [(% matplotlib notebook)](http://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-matplotlib). " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] model dropped from analysis because only a single category\n", "[MainProcess/INFO] 5000 points remaining, containing 510 cases of interest\n", "[MainProcess/INFO] mean: 0.9807692307692307, mass: 0.052, coverage: 0.5, density: 0.9807692307692307 restricted_dimensions: 3\n" ] } ], "source": [ "from ema_workbench.analysis import prim\n", "\n", "x = experiments\n", "y = outcomes[\"max_P\"] < 0.8\n", "prim_alg = prim.Prim(x, y, threshold=0.8)\n", "box1 = prim_alg.find_box()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "box1.show_tradeoff()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can inspect any of the points on the trade off curve using the inspect method. As shown, we can show the results either in a table format or in a visual format." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "coverage 0.794118\n", "density 0.794118\n", "id 43\n", "mass 0.102\n", "mean 0.794118\n", "res_dim 2\n", "Name: 43, dtype: object\n", "\n", " box 43 \n", " min max qp values\n", "b 0.362596 0.449742 [1.5372285485377317e-164, -1.0]\n", "q 3.488834 4.498362 [1.3004137205191903e-88, -1.0]\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "box1.show_pairs_scatter(43)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### feature scoring\n", "Feature scoring is a family of techniques often used in machine learning to identify the most relevant features to include in a model. This is similar to one of the use cases for global sensitivity analysis, namely factor prioritisation. The main advantage of feature scoring techniques is that they impose no specific constraints on the experimental design, while they can handle real valued, integer valued, and categorical valued parameters. The workbench supports multiple techniques, the most useful of which generally is extra trees [(Geurts et al. 2006)](https://link.springer.com/article/10.1007/s10994-006-6226-1). \n", "\n", "For this example, we run feature scoring for each outcome of interest. We can also run it for a specific outcome if desired. Similarly, we can choose if we want to run in regression mode or classification mode. The later is applicable if the outcome is a categorical variable and the results should be interpreted similar to regional sensitivity analysis results. For more details, see the documentation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] model dropped from analysis because only a single category\n", "[MainProcess/INFO] model dropped from analysis because only a single category\n", "[MainProcess/INFO] model dropped from analysis because only a single category\n", "[MainProcess/INFO] model dropped from analysis because only a single category\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import feature_scoring\n", "\n", "x = experiments\n", "y = outcomes\n", "\n", "fs = feature_scoring.get_feature_scores_all(x, y)\n", "sns.heatmap(fs, cmap=\"viridis\", annot=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the results, we see that max_P is primarily influenced by b, while utility is driven by delta, for inertia and reliability the situation is a little bit less clear cut. \n", "\n", "The foregoing feature scoring was using the raw values of the outcomes. However, in scenario discovery applications, we are typically dealing with a binary clasification. This might produce slightly different results as demonstrated below" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] model dropped from analysis because only a single category\n" ] }, { "data": { "text/html": [ "
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1
0
b0.458094
q0.310989
mean0.107732
delta0.051212
stdev0.047653
policy0.005475
w10.004815
r20.003658
r10.003607
c10.003467
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" ], "text/plain": [ " 1\n", "0 \n", "b 0.458094\n", "q 0.310989\n", "mean 0.107732\n", "delta 0.051212\n", "stdev 0.047653\n", "policy 0.005475\n", "w1 0.004815\n", "r2 0.003658\n", "r1 0.003607\n", "c1 0.003467\n", "c2 0.003299" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from ema_workbench.analysis import RuleInductionType\n", "\n", "x = experiments\n", "y = outcomes[\"max_P\"] < 0.8\n", "\n", "fs, alg = feature_scoring.get_ex_feature_scores(x, y, mode=RuleInductionType.CLASSIFICATION)\n", "fs.sort_values(ascending=False, by=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we ran extra trees feature scoring on a binary vector for *max_P*. the *b* parameter is still important, similar to in the previous case, but the introduction of the binary classifiaction now also highlights some addtional parameters as being potentially relevant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### dimensional stacking\n", "Dimensional stacking was suggested as a more visual approach to scenario discovery. It involves two steps: identifying the most important uncertainties that affect system behavior, and creating a pivot table using the most influential uncertainties. In order to do this, we first need, as in scenario discovery, specify the outcomes that are of interest. The creating of the pivot table involves binning the uncertainties. More details can be found in [Suzuki et al. (2015)](https://www.onepetro.org/conference-paper/SPE-174774-MS) or by looking through the code in the workbench. Compared to Suzuki et al, the workbench uses feature scoring for determining the most influential uncertainties. The code is set up in a modular way so other approaches to global sensitivity analysis can easily be used as well if so desired. \n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] model dropped from analysis because only a single category\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import dimensional_stacking\n", "\n", "x = experiments\n", "y = outcomes[\"max_P\"] < 0.8\n", "dimensional_stacking.create_pivot_plot(x, y, 2, nbins=3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from this visual that if B is high, while Q is high, we have a high concentration of cases where pollution stays below 0.8. The mean and stdev have some limited additional influence. By playing around with an alternative number of bins, or different number of layers, patterns can be coarsened or refined. \n", "\n", "### regional sensitivity analysis\n", "\n", "A fourth approach for supporting scenario discovery is to perform a regional sensitivity analysis. The workbench implements a visual approach based on plotting the empirical CDF given a classification vector. Please look at section 3.4 in [Pianosi et al (2016)](http://www.sciencedirect.com/science/article/pii/S1364815216300287#sec3.4) for more details." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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tJO1WVLdbBtasrKyaqkOIKiVtV9RW0nZFbSTtVlQ36RIghBBCCCFMmgRWIYQQQghh0iSwCiGEEEIIkyaBVVSfjLPsXfOs2lUIUSmZxZmEnVitdhlCVFpSfhJHD6xQuwwhKq+0kH2b3rjlJhUOrGvXruXjjz++65pEPXAuDJaN5cyKuZzR9VC7mmpXUlJCYGDgDdft27ePuXPnArBt2zZSUlJqsjRxB6b9MYnQ2JNqlyFEpRgUA29tfIKY06VqlyJExSkKxP7M8W/u42x+21tuKmdYRdWJ/gHebYyybCzH8pw47DWJZSXL1K7KZPz444/k5+erXYa4hTU7XyfYMJKmBlu1SxGi4nSlrPx5Nn014zmr3ad2NUJUTO5l+KovxyI2Eu0xhh9Kfrjl5haV2XdsbCwPPvgg+fn5PPXUUwwZMuRuShV1ReoJ+H4YlORiwIz97d4k3dYXF39HkiOT1a6uWhQUFPDCCy+Qm5tLs2bNAIiLi2PhwoUAuLi48N5775VtHxISwokTJ3jppZdYuXIlixYt4ujRoxQUFODr68v777+vyvsQVygKpzfOI6mgOQVkMKtzZ7UrYu3atezatYvi4mLS0tJ44IEH2LFjB6dPn+bFF19Eq9WydOlSzMzM6N69Oy+88ALJycksWLCAkpISsrOzeeKJJwgKCmLs2LH06tWLuLg4NBoNX331FY6Ojmq/RVEVtMUcW/EvzOyGs0m7ge+nfKt2RRQUFPD888+Tm5tLq1atOHjwIBs2bFC7LGEq9FoI/RBDxOfENJzKBdfefFv8Lb2a9brlyyoVWG1tbfn222/JzMxk8uTJDBo0CDMzOUlbbxVkwPqnIG4TALp2E4j0mInOAEEDBvDGvlv3R6nN1q1bh5+fH3PnzuXQoUPs27eP+fPn895779GqVStWr17N4sWL6devHwBDhgzB39+fBQsWUFpaipOTEz/88AMGg4HRo0eTkpJCw4YNVX5X9ZTBQN76eUQVtSVBiaO9XzM8OkxQuyrA+IN/yZIlbNq0iaVLl/Lrr7+yb98+li5dyoULF1izZg22trbMmzePyMhINBoNDz30EL179yYmJoZFixYRFBREQUEBo0ePZv78+Tz//POEhYUxevRotd+euAs5JTl8c/BL9KdO09QukJ9Lf2J4++HYWav/i8jKlStp06YNc+fOJSYmhoiICLVLEqYiMx5+noEu/Qy7mz6G1rMLGY0zyTmSw8x2M2/50koF1u7du6PRaHB3d8fR0ZHs7Gzc3NzuqnZRSx35DdZcmdmkSS9KR35KRFwalhaWDOnXD3Nzc/Yl7cPD1kPdOqvJ6dOnGThwIACdO3fGwsKCs2fP8tZbbwGg1Wpp2bLlDV9rbW1NZmYmzz33HHZ2dhQWFqLVamusdnENg4HUNfOI0HXmArHE2Z7i4x6m01ff398fAEdHR3x9fdFoNDg7O1NYWEhmZiaPPvooYAy2Fy9epHv37nz99df89ttvaDQadDpd2b7atWsHQKNGjSgpKan5NyOqVOTJdVw6m0oP6wD2spGOLToyq8MstcsCIDExsezzsVu3blhZWalckTAJ+xfD5pcoxYrwDh9h7dmKIf36sTbkaZysnOjscesrW5UKrEeOHAEgLS2NwsJCXF1d77xwUTvlpcDyCZB6DMytYeoKCrz7ExoaSoMGDejRowdmZmYcSjtERnEGT3R5Qu2Kq4WPjw+xsbEEBQVx/PhxdDodLVu25MMPP6Rx48YcOHCAtLS0cq/RaDQoikJYWBhJSUl8/vnnZGZmsm3bNhRFUemd1GMFGcSsfIwTjmMINWxhn/4YfT36ql1VORqN5qbLGzVqxJIlS7C0tGTt2rX4+/vzxRdfMHnyZAYPHsyaNWtYt27dbfclag+9QU9eaR7Zl/ZzMfYEba3bMtQzg5kBpjWqRZs2bYiJiSEoKIi4uDhKS+VGsHpNUeDPebD/O4osnAnr8n/YuzSgb9++mJubE5saS1u3tphpbn3FvlKBtbi4mAceeIDCwkLefvtt+QCsTwx62L0Itr9pfN6kF0xZRobWmvBt22jdujXt2rUraxPx2fEABDQNUKvianXffffxyiuvMH36dHx8fLC0tGTBggW89NJL6PV6AN59911SU1PLXtO1a1defPFFvv76a7766iumTJmClZUVTZs2JTU1laZNm6r1duqfggzif3iUkx73sLL0F7q06Mxs+94ENQ9Su7IKsbCwYNasWcycORO9Xo+3tzcjR45kxIgRvPvuu3zzzTc0atRIpsusQ9KL0hm3bhzF2mImWU3CysqDv5RVPBYQonZp15k8eTKvvfYa9913H40bN1a7HKEmvQ5W3QentpDb7n7C7UbS0scHf39/NBoNuaW55Jbm0tWz6213pVFucWpn4sSJrF27tkprF7XQmR3wxxOQlwQWNjD9F/ANICUlhcjISLp06YKPj0+5l3wV+xVfH/qamPtjsDS3rPGSpe2Km1HSTnFi3Uccc+zHt9qVmNubs+XeLWqXVUbabv2WV5rHG5FvkF6UTrG+mCJdEUXaIlKLUrHBhqcs78dOl0uDjk3xaz2Mxg6mEQhv1m5LSkoYOXIkO3fuVKEqoarEA7BiIhRnk9zpSfbQnU6dO+Pr61u2yems00xcP5GF/RcyvtX4W+6uUmdYRT1zKQbWzIHMs8bn/Z+FwNfB3JLExET27t1Lv379bvgb9Nnss9iY26gSVoW4GSX1JOs3/o8kp26sLP2BLCWLdYHrbv9CIWrAxdyLfHfkO7Zf2I6VmRX9GvfD1sIWW0tbHHNy8M5qQ4uCU/QeNhWz5n3ULleIG7umCwDA5QEfsju7Ab1797zuSuKquFUANLJvdNvdSmAV1zPojUH12JXfljvcC8HvgLM3AKdOneLw4cMMHjwYD4/rb6o6l3OOree30tBO7noXJkJbTO4fT/FLUWP0tr4sK1nGs72fxdfFF18X39u/Xohqll2czX+i/0PoxVD83fz5v8D/w8veC4CcQxsJSUihdd5u/Ec+iqZZb5WrrThra2s5u1qf5CXDV32hKBOsHDkz8mcOxacyaNBAPD09y21aqi9lVdwqzDRm+Lj43GSHf5PAKsqL2wJrH4WSHHDyNl7+b9QJAEVROHz4MOfPnyc4OBhnZ+cb7uJ87nkAXun1So2VLcRNpZ+mdMlYdjR6mGwLheM2YTze6XGmtZ2mdmVCAKA1aLl/8/2czz1PxwYdWTl6Zdm6lH1riIzPp0teCD5TFoJrc/UKFeJWTv0F6/5tDKv9n+Go12TiTp1i6NChuLi4XLd5qd54M95z3Z+jgW2D2+5eAqswKsyETc//fVZ10DwIeA2u3ERlMBiIiooiJyeHoUOHYm9vf9NdJRUkAdDGrU21ly3ELWUlUPjDRHY1fpI821JW5C9l67itZWeuhFDTsmPLWHxkMdkl2QCM8x3H/D7zy9ZfjNnO/nOF9M5ch/fUjyWsCtO19XXjjdmAYfKPROU1JOPCBUaMGHHDvJBWmMYDmx8AwNaiYjMLSmCt7/Q62PgMHFxhfN5yEEz5EWz/HrJMq9USGRmJXq8nMDAQS8tb90vdn7wfM42ZhAKhrsx4sn58kIjGT9C0SRM2lm7CsdRR2qWocatOruJw+mGKdcabqIr1xRRpiziacRQ3Gzce7/w47rbuBDYLxMbCBoBTuzdx5EImg9OW0+CBJeDcROV3IcQNJB6AtY8Y73Vp1Bnd1F+IPHSakpJcgoKCsLa2vuHLYtNiScxPZGa7mYzxGVOhQ0lgrc+OroGdC40zT9g4w5jPjP1Vr1FSUkJoaCi2trYMHDgQc3PzW+6yWFfMrou78HbwxsJMmpdQScRnpO1dRWTjR2nv603r3sNJ+n0x7dzbqV2ZqAf0Bj27L+8mpTCF7JJsFh1chEEx4OPsg42FDTbmNjjbOBPULIghTYeUuztaURRiQ9aTkJxFUOr3OD+4UsKqMD26Egj9EMI/MT5vOYiSySuJ2BOFpaUlQ4cOvWVeOJZ+DIDHOj+GnaVdhQ4piaI+0hbDxrlw6Eo/qcD5MOiF6zYrLCxk165deHp60r179wpNw5uvzUdn0HG///1VXbUQt2cwwM/TuJSUTJT3Y/Rt3xyvTkPILc3lbM5ZujXspnaFoo5TFIWQxBCe3fVs2TJbC1vm95nPWN+xt3ytwWAgestKMjIyGJa2HPs568HJNIatEqLM5YOw4l4ozAAHL3hkB3lmzoTsCMHT05OePXveNi/ka/NxtHTE0ariUwlLYK1vEqNh8VDjY/fWMHsL2F/f2TkzM5Pw8HBatWpF+/btK7z7cznnACrVCIWoEooCqx8gPq2AmKaPMWjQIDwbGUe22Hh2IwADvAeoWaGoB5YdW8YnB4xnnZaOWEo793YV6qNXWlrKno0r0OalMrRwC1az10lYFaZFUYxXZcOvTF89+GUY/BLZubmE7txZ4bygM+jYfG4zbrZulTq8BNb6Qq+FP56Ew7+AlSOM/dx4+f8Gs5WlpqYSERFBp06daNWqVaUOcyTdOH1vxwYdq6JqISpGVwo/T+VorgPnG00iaPjIcnel7kvah7nGnL6NTWvqVVG3/H7md5YcXYKjlSOLh1W8C0pJcTHhG1bgkH2CAYYYzB9aDzZO1VytEJVw+SAsn2gcAcC9lfFel4btyyYQ6tq1Ky1btqzQrgp1heSW5jK97fRKlSCBtT4oyID/9TfOVOXYCB7cCA1uHEQvXLjAgQMH6NOnzx1NqXcs/Rj2lvY0cZQ+V6KGaIswrJzKgeLmXPLoQ/Co8dg7OHAk7QiRlyM5l3OOnRd30s2zW4XvRhWisraf387/Dv0PgAV9F1Q4rObn5hC2ZS0Nso/Q070IzYTtYHbrewWEqDGKYrz7f9t8QAPdZ8HoT8HMnAsXLhATE0Pv3r3x9vau4O4U1p4yjkbkaed5m63Lk8BalykKhHwAoR8Ynw97F/o+ccOzqgDHjx8nLi6Ofv360bDhnQ36fyT9CK1cWskNV6JmlOShWzGVPXSl2LMdI0dNwtramvO555nx5wwAPG09GdRkEC/3fFnlYkVtVKovJT4nnhJ9CVq9llJDadnXUn0pWoOWUn0p7+x9B0crR2a1n8WwFsMqtO+s9DR27thGu9QttPVtiWbk5zf9fBaixhVlwYpJcCkabN1g1iZoaPxF7PTp0xw9epQBAwbccAKhm0kuSOaTA5/g7eBNF88ulSpHUkVdZdDD74/B4VXGhjbyP9Bp8k03P3ToEAkJCQQGBt50QoDb0eq1pBWmMbTZ0DutWoiKKy2gdMV0dloGY+fqScDIqVhYGD/SQi6GAPD5kM8Z2lzao6g8RVEo0hXx3r73+OPsHxV6zVNdn6rwZc6kiwnsiwyjS/Kv+Pp3hmELJawK05F+GlZONQ5X1X4iTPgGLKzKTSA0dOhQnJwq13XlTPYZAOb1mIefq1+lXiuBtS7S6+DXByBuE/T6F4z4AG5yx57BYGD//v2kpaUxdOhQHBwc7viwlwsuo1N00h1AVL/iXPJXzibUegQN3ZzpPnIGmmt+2J/KOgVAQLMAtSoUtVRqYSoPbXmIpIIktAZt2fKvhn6FlbmV8Y+ZFRZmFmXPLc0ssTa3xtm6Yr/sJ5w6zoGDB+mTuBjv7iMhQGYFFCbk+B/Ge15KC2Dcl9BtJnBlFIvoaDIzMwkODsbWtvJdrFILUwFo6Vyx/q7XksBa1xRlw4/jISkWOs+AUf+56aZarZbdu3dTUlJCcHDwTQf4rajTWacBaOVSuRu1hKgUbRHZP80m1HYkLd0t6Tjs/nJhNaUghfVn19OxQUfMNLcfik2Ia+25vIcLeRcY2WIkbdza4GztTBePLrRyrZrPtROHYzh9/BBDz32My7B5xj6BQpgCg8E4Y9Xe/4KlvXEUoaa9AGNeCAsLQ1EUAgMDsbKyqvTuwxLDWHHCOEnRnUzgIoG1Lsm+AEtGQm4iDHoRAl696aYlJSXs2LEDV1dXBgwYcNsJASpiY/xGbC1sK32aX4gKKy0kZeUT7LEbTQcPM1oFPVC2qlBbSFJBEl/EfAEgIwKISksuSC67/L+g34IKD2heEQaDgaOxMVyMO0hg/Ac4jJgvYVWYDl2JsQtA/C7waAszfwenRgAUFxcTEhKCnZ0d/fv3v+O8sPLESpILkpnTcc4d/duSwFpXHF4NG54BbQGM/y90vfnA/bm5uYSFheHh4UGvXr3KnZ26qxLSDjOoySBcbVxvv7EQlVWSz6Uf/8V+hyB6eEGTgAfLVhXpihjy6xCKdEWA8Sz/U12fUqtSUUt9Ev0J+5P3M6TpkCoPq3t3R5B38ThD4v+D/Yg3ofuDt3+hEDWhJA+WT4DE/eA3Aqb9XNaN8Gpe8PLyolu3bhWaQOimh9GX4OviyzPdnrmj10tgrQu2vwURnxofP7QZmve76aaZmZlERETQunVr/P39q6yErOIs0orSpDuAqBaG9NMs+vM/uDoOZZdhI19l5FGyaikl+hJK9CXoDDoAJvlNYozPGGmH4o7sT95PZ4/OLApcVGX71Ol0RISFok8+RsCZ97Aa8Y6EVWE6zu+B1Q9CfgoMfqncldnMzExCQkJo3749bdq0uavD5JTkEJ0SfVeTt0hgre22vGrsb9KwI8zaCLYuN900KSmJffv20a1bN5o1a1alZfxy8hcAmatdVDnlYjRbN3+Dk3M/tuj/oLF3KxqbW2N97R8La+ws7BjvOx4XGxe1Sxa1zNKjS/nt9G9kFGcwrtW4KttvSUkJO7b9hUvGQfqc+wKzEe9Cr0eqbP9C3JV938LmeaAxg0lLjJMJXZGSksKePXvo0qULPj4+d3WYdafX8e3hbwHuahQhCay1laLAX6/C3q+gaW94cANY3PymqbNnz3Lo0KE7nhDgduJz4rG3tGeg98Aq37eovwzH/mB/5C6SHbuwuGQx3476lvYNKj5VsBC3kpCTwNrTa1l3Zh1W5lbM6TiHKX5TqmTfBQUF7Ni2lSbpoXRN/AHNmM+gx+wq2bcQdyU+FP54AnIuQgM/uO83cG1etvr8+fN3NYHQteIy4/juyHfka/N5vMvjjGgx4o73JYG1NtJr4bfZcGI9+AwxNjZzy5tufvLkSU6cOEFgYGC56SqrSk5JDjsv7KSde7sq6w8rhPbwWiIPHOW0QxP+V7qEdh7tJKyKKhGfE8+F3Av8dOIn9iXtw8fZh5ntZnKv3723f3EFZGRksHPHDtrl7KJ98m8w/RdoM7JK9i3EHdNrIfxTCHnP+LzL/TDm03Inu44fP87JkycZMGAAnp6Vm4nqRt6Pep+kgiSe6PIEczrOuat9SWCtbfRa4518Z3eA/1iY/ONNx1hVFIWDBw+SmJh4RwP8VtTOCzspNZTS1bNrtexf1B9fH/qagykH0eZm0Kt0ALnWCj9rV9DdqzvvDnhX7fJEHZCQk8D438eXPe/YoCMrR6+ssv0nJiYStXcPPTPW0CJ1K0xfBX4Vm/lKiGpTkg/fB0PqcXBpZhwFwN23bLWiKMTExJCUlERQUFCV5IUTGSc4kHKAtm5t7zqsggTW2kWvg58mQXwIDJgLQQtuvqlez+7duykoKGDYsGHY2NhUW1nxOfEAPNrp0Wo7hqj7FEXh20Pf4oADsy2nU2BIJLdRIZPtJzOh9YQ7GrdPiH/69IDxBtXXe7/O4KaDaWDboMr2ff78eQ7s30e/xG/xyjkA01ZKWBXq0xYbRwFIPW6cTCj4LbD8e9B/vV5PdHQ02dnZBAUFVVleuDqr1fM9nq+S/UlgrS20RfDjPXBxL/Scc8uwqtPpCA8PR6PREBQUVDZdZbWUZdByPOM47jbuOFjd+SxZQqQUJNOABsyxmkH77N20n/o6mmv6VQlxN5ILkvk0+lP2Ju2lsX1jJvlNwtzs7sefBuMvWydPnuTM8cMMOvshDYoT4NFQaNSpSvYvxB3LPAdLxxjHZw98HQbNK7dap9MRERGBRqMhMDAQS8ubdy+sjAu5F1h+fDkA7d2rpiuXBNbaIC8ZVkyClCMQ8DoMeuGmm5aUlBAREYGNjQ19+/a9qzHTKmJbwjaikqN4vPPj1XocUcfptSRseIcHrB/APm8nHaa9DS5N1a5K1CERlyLYnLCZvo368kD7B6o0rB46dIjks0cIOPkWDrZW8PgJcGxYJfsX4o7lJMKysZCfDIHzr8sORUVFhISE4OTkVOV5ITQxlBOZJ5jWZhqOVo5Vsk8JrKYu46zxVH72eRj6Jgx87qab5uXlERYWRuPGjencuXO1h1WA83nnAZjWdlq1H0vUTRtO/87OfevoYTmMNaWreX3kPAmr4q4VagvJLskmrzSPAm0BK44bp4T8PODzKpsUQKfTsXv3bopSzzHkxKvYNGgBc7aXu9wqhCpSjsH3w0FfAvevBZ/B5Vbn5uayc+dOGjduTM+ePav8hunkgmQszSx5udfLVbZPCaym7OxOWPWAscHNWH3LvlAZGRmEhITg7+9Pu3Y1NxbqqcxTOFo5yuxWolJSC1OJTo4mMzeRmKMxdLEMJMsshAf7PEjnRr3ULk/UcjklOQT/Flw289lVzZ2aV1lY1Wq1hIeHQ+ZZAo7Px8q7M8zaBObyY1Wo7HIsfD8MUGDKj9eF1YyMDCIiIvD397/rCQFuZm/SXlysXarsSgZIYDVdR36DtY+Aha1xjNVmfW666eXLl9m7dy89e/as8gkBbudk5kn83apuxixR9xkUA2/sfoPIS5EEWwbjb9GdEqvdPDnhO7VLE7Xcnst7+Dj6Y5IKkijSFdGvcT8m+U3C3tIeB0sHmjlWzedjUVERoaGhOBQk0Pfoq5i3HGA8iyVhVaht7/9gy0tgbg2P7ASvjuVWJycns3v3brp160aLFi2qpYSISxGcyjrFWJ+xVbpf+ddliiI+h+1vgoMXPPRnuaEn/ik+Pp5Dhw5V2ZhplaEoCon5iQxqMqhGjytqt7m75rL70m4etphAK4MHAX6O2Pf4Ru2yRC2UVpjGqrhVZJdkk1uSy+aEzQBMazMNbwdvJreZjL2lfZUe82rXK2/tOTofeQ2NzxBjWK3CM0lCVFpJHvz6oHHISzMLmLPturB67tw5oqOjCQgIoEGDqhsd45+2JmwFYE6nux/K6loSWE3N5pdh39fg4Q8PrgeHG4dQRVE4duwYZ86cISAgoFomBLid96PeB5DhhkSlnE0/yUOW99GxuJDBXT2x6DpV7ZJELbUpfhPfHP4GZ2tnnK2c6eDegS6eXXip10vVcrzMzExCQ0PpaHaaVrHvGsfCnrRUwqpQV3EOfDMYss6B71DjcGqW5YemOn78OGfPnmXo0KG4ublVWykXci8QlRxFG9c2+Djf3ZSu/ySB1ZRsfgn2/Q9aDIRpP4GN8w03UxSFAwcOkJaWRnBwMPb2VXsGoaJiUmJwsHRghv8MVY4vap/iLW8yQj8ae106Q7p3wLxz1UyDKeqn3NJcAMKmhmGmqd6bTC9fvkxUVBTdzU7Q7OCH4DfSGFalG4BQU1EW/DDKGFaHvwd9nyi32mAwEB0dTXJyMoGBgTg4VN/wk3qDnvF/jEdn0DGr/awq37/8SzMFigJbXzeGVb+RxrB6k9/YdTodUVFRFBQUEBgYiLW19Q23q24GxcCprFNMbD0Ra3N1ahC1iKKQu+VddmR5k8ApOrZqIGFV3JX80nwWH1mMrYVttYfVM2fOcPjQIfpZncTrwH+gzSiY+tNNZxkUokZcjDLOXgXGUYT+EVbLRrEoKqr2CYQA/nf4f+gMOh7v8jj/7vTvKt+/BFZTsPkliPrmylSry24aVktLSwkLC8PS0pKAgIBqnRDgdhJyElBQaO3aWrUaRC2hKMSsfpLDhu7sVvayR7eHkd6fq12VqOUu5V9CQWFam+obUk9RFE6cOMGZ06cJsD2Oa9TH0HqYhFWhvoRI48yX1k4w/ktoN77c6qtjsltZWTF06NAayQvH0o9hrjHnwXYPVvkwWSCBVV2KAr8/Bod+NnYDmPzjTT8ECwsL2blzJ25ubvTu3Rtzc/X6TGUXZ/Pw1ocBqryPiqhbsgpS+ev3lzBYDGWbbjPd23TlXo975UY9cVdOZ50um0VnSNMh1XKMq12vUlJSGEok9lHfQKtgmL5KwqpQ15kdsPoh0JgZb8z+x81VhYWFhISE4ObmRq9evWpkTHatXkt0SjR9GvepsqHj/kkCq5r+nGcMq52mwT1f3/RDMC8vj507d9K8eXM6d+5cLb+5VMaxjGOkF6VzT6t76NPo5sNtifqtMD+FH3+bh6ftSNaVrqZBo4Y83f1ZLMzkY0fcOUVReHrn0yTmJ+Lj7FMtvzTr9XrjpdTCQobmrcHm5BroOBkmfCthVajr1FZYORnQwJwd14XV3NxcwsPD8fX1pU2bNjWSFwyKgd/P/k6RroiWTi2r7Tjyk0MNigKbnofo76H9xFuG1fT0dCIjI2ndunWNTghwK9svbAfg8c6Pqx6ehWlScpN5Z/07+NsGsU63kl/vXy9tRVSJlSdXkpifyGif0Xww8IMq3//VrldWVpYEXv4vFudDocO9cM//JKwKdR1YBhvngnsrmPn7dTMCpqWlsXv3btq3b0+rVq1qrKwvD37Jd0e+Q4OG+9vdX23HkcBa0xTF2Gc1+ntoPRzuXXzTD8FLly6xZ88eevfuTdOmpjNVZXRyNK1dW9PIoZHapQgTpMT9xQ97t+Jr05Uz1uH8b/wyCauiyoQnhgPwZt83q3zfVy+luru70TPuQ8zOh0LPOTD6kyo/lhAVVloAf70GB34Aew94YD04e5fb5OLFi0RFRdGrV68azwsRlyLwtPNk6YileDt43/4Fd0gCa01SFGM3gP3f3fYu07i4OI4ePcqQIUOqdYDfytIZdCQXJDPWt2pnsBB1g37/UrYfOUWBXQtWlyzj1zGrcbOpvjH/RP2xL2kfm89t5kDKAfo17oethW2V7j87O5vw8HB8mjai3aG30ZwLhe6zYNTHVXocISolPxW+C4Sci8bL/7O3glX5PqJnzpwhNjaWgQMH0rBhwxotr0BbwInME4zxGUNTx+oNyhJYa4qiwB9PQOxPxqGrpq64YVhVFIXjx49z6tQphg4dqsqEALdyMe8ixfpi/Fz91C5FmJjSqB+IPJbIRRs3fij5gXcHvSuTSoi7ZlAM7E/ez8K9C0kqSKKNaxtmtK3asZ9TU1PZs2cP/k3c8Ns0DrQF0PdJGP5ulR5HiEopSIf/9oaiTBjxIfT+F1xzterqBELx8fEEBQWpkhdCLoYAENgssNqPJYG1pmx42hhWO0yCid/dMKwaDIayCQGGDx+OnV313Gl3pzKLM5mxyfiDoo1bG5WrEaakIPwbwuNzsbIyY7FhNa3cWjGy5Ui1yxJ1wPbz23k+9HkApraZyut9Xq/S/ScmJrJv3z56e+lpsmGM8c7ryUuh/YQqPY4QlVKQDt8PM4bVKcuh3bhyq69OCJCSksLQoUNVm0BIZ9AB0NatbbUfSwJrdbvaDSDmR+OQKDcJq1fvSi0oKGDo0KGqTQhwK2ezz5Kvzeeh9g/R1bOr2uUIU6Ao7Fr/POeK2nPE4jLbdcYb8ka1HKVyYaIu0Bl0vBrxKgC/jf2tyq/snDt3jtjYWAZ55OCxba6xf+D9a6FRpyo9jhCVkp92pRvABRj35XVhVafTsW/fPoqLixk+fDhWVlYqFQonM08CVHkXnRuRwFrd/nrN2Ge1/QSYeOMbrEpLS4mMjMTCwoLg4GBVx1i9lYTcBADG+Y679Yaifsg4y76N80myGUWEbid92ndjkMMg3Gzc6N2ot9rViTogoyiDEn0JI1uMrNKrOtdeSh3qloTTzlfA1g3+HQGO0o1FqCj9DHwfZJxydcK30HlqudUlJSWEhoZia2vLkCFDVM8LZ7LP0Mi+EQ1sq/9eGwms1UVR4M8XYP9i49BVk5aU63tyVX5+PiEhIXh6etKjR48aGeD3Th1LPwZAE8cmKlciVJd0mMSVT3PWezYbtJsI7BjAI50fVbsqUcecyDwBwGif0VW2z6sTAiQlJRFoEYPDrs+g+QC4fw1YVu/UlULc0vk98MMI4+N7v4eOk8qtzsvLY/fu3bi6utKzZ0/VR1/Zn7yfYxnH6NmwZ40cTwJrddnysjGsth1jHLrqBg0rKyuLsLAwfHx86Nix4w12YjpySnJYc3oNjlaO2FjIh3q9lnqCM2ve5nDjh/hJuwq9nV7CqqgSiqKQmJ9IbmkueaV5fHPoGwD83f2rZP/Xdr0aZhmN9d7PoVEXmP6zhFWhrtPb4KfJ4NDQ2Ge1WfmrVNnZ2YSFheHr60u7du1UD6sAL4a9iM6gY3DTwTVyPAmsVU1RYM0cOPqbcc7pKctv2A0gNTWViIgIunTpgo+P6U9vevVMxxNdnlC5EqEm5cxOjm77idPuY1GaFXPhzAXe7/q+2mWJOuKrQ1/xv0P/K7fM1doVTzvPu953aWkp4eHhWFlaEqTbgUX0t7e8+iVEjYleYpwQwK6Bcfaqf0wIkJKSQkREBJ06daJ169YqFVlegbaA9KJ0HurwEBNbT6yRY0pgrUpXJwU4+tuVafy+uWFYvXTpEvv27aN79+40b95chUIr73zOeQCZA74eU45vIDb8Ty47dmd495Z8nmkcwH14i+EqVyZqs/8d+h/rTq8jqySLIl0RAF8EfIGjlSNOVk5VMkHJ1QkBGrg60fPwq2iSDoHfiJte/RKiRlw766WtG/w7HJwal9vk6oQAffr0wdu7+gblr6yEnAQAWji1qLFjSmCtSn+9BlHfGEcDuMmc02fPnjXelTpoEB4eHioUWXmKohB5ORIAJysnlasRatCFfkJofD6ZDn4kNEpkV1I8+5P308KpBZZmlmqXJ2qxTfGb0Ck6JvtNxtXGlS4eXejh1aPK9p+VlUVoaCh+jV3w3/88mrQ44xirwxZKWBXq+nOeMaz6DDFejbUp//M1Li6O48ePM3jwYJOaQAhg8ZHFAPi6+NbYMSWwVgVFgW1vwN7/gv84mLzshmH14MGDXLx4kaCgIJydnVUo9M7EpsWy6+IubC1ssbdUZ6w3oRKDgeItbxKRZk+ytR2faH/EMsmShnYNaenckhEtRqhdoajFSvQlJOQmcJ//fczrOa/K95+enk5oaChdW7rjs368ceGoj6HXI1V+LCEqZcurxhGEfIYYh1Iz+/tuf0VROHr0KGfOnCEgIMDkJhAyKAa2X9iOi7ULrV1qrouCBNa7pSiw+UWI+hb8xxoHnP5HWDUYDERFRZGZmUlQUJDJTQhwO1fn7v5x5I9YmEmTqTcMBor+eJ6dBa0oNU/hP9rfsbe0J3J6JGYa0x3NQtQeB5IPANDGteonIklMTCQqKooezR1ovmECWDnCQ5ugUecqP5YQFaYosPFZOLDUOEX75KXlwqperycqKoqcnByTnEAIIDY1FjDe02JnWXP1Sfq4G4pi7Ch94AfjaACTl5VreABarZbdu3dTWlrKsGHDsLCofd/yi3kXcbR0rJGZLISJKM4l65d/E2IdTJ5ZPEstIlGKFFaMWiFhVVSZ5MJkADp7Vm2IPH36NMeOHWNg24Z4/D7FeOf1jFUSVoX6Ns41htUWA43dAMz/zgSlpaXs3r0bnU7HkCFDsLExvZErCrWFPLjlQQA6NOhQo8eufenJVCiKcbrVmB+NYfUGowEUFRURERGBjY0NgYGBqg/we6cu5V+itatp3JkoakBBOuk/3McujwfINkSxWNmLu4U78/vMr9H+SqJuK9YVs+jgIgA8be9+FAAwXkqNjY0lISGBgPZeuKyeCOaWMGsTuEvbFSpSFNg233iCy28kTFtZLjMUFRURHh6Oq6sr3bp1M9m8kFGcAcCEVhNo796+Ro8tgfVObXr+mrD643VhtaCggLCwMBo3bkzHjh1NekKAW9HqtRxJP1KlA3cLE5Z2iosrnmRv41ls0/9FlO4Qjewb8USXJ6QNiCr104mfSC9Kp3/j/jhYOdz1/gwGA/v37yc9PZ0RvubYrhwBaIzDBElYFWpSFNjwDMQsM96UPbX8Ca78/HzCwsJo3ry5yYyxejNXJxDq592vxuuUwFpZV4euiv4efAOvhNXyvwllZmaya9cu/Pz8TH5CgNv5b+x/AWjp1FLlSkS1SzzA6T8+5kij+7F0vciepBjG+Y7j3QHvql2ZqOVK9aUk5iWSr803/inN5/OYzwF4seeLd71/nU5HZGQkpaWlBDfTYrVujrEbwMx10LDdXe9fiDumKPDXq8aw2maU8czqNUEvOzub8PBw/P39adWqlYqFVsx3R74Dqqff+e1IYK2szS/9PXTVtJXXhdW0tDTCw8Pp0qULvr61/7f6zOJMbMxteKST3FVbp53ezpFtP3HKfTQ57vEsz9oFwLweVX/ntqh/ng95npDEkOuWz+8zHx+Xu5s45eqEAA4ODgwwj8V8zRvg3hpmbwF70xoKSNRDf84zjgbgGwhTfyoXVlNSUti7dy/dunWjadOmt9iJaQhLDONU1in6Ne5HS+eaP4klgbWirh3gt83oK6f0y4fVqwP89u7dmyZNmqhUaNXKKM6ggW0DudGmDjOcCycqZAupLr3Rt8xj0al1+Dj78Hqf13GxcVG7PFHLfRHzBRGXIrA0s+SLgC+wt7TH3tIeRytHGtnf3aQA+fn5RERE4OXlRefcnWh2vgUuzeHB9RJWhboUBf54EmJXXMkMK8p1A7hw4QLR0dH07duXRo3ufnKMmhCWGAbAq71fVeX4ElgrQlFg6+vGsOo38rpuAIqilN2VaooD/N6N01mn8XP1U7sMUU3yTmxk7979FNs2ZpdbLNtPRmJrYcucjnMY2myo2uWJWig6OZpN5zaRW5JLbmkue5P20sKpBV8EfHHXZ1OvlZWVRUhICH5+frTLCTGG1dbDjKO1WJneUECiHtEWw5JhkHTIOBrANWFVURROnjzJ8ePHCQwMxNXVVeViK+5I+hG8Hbxp7qTODJ0SWCti6+uw50todw/c+325YSgUReHIkSMkJiYydOhQnJzqzkxQBsVAUkGSBJc66EzWGV7d9ix9DIGU2tiyqnQ5uhQdrV1b89vY3+SMurhjiw4uIiY1hpbOLXG0cmSA9wAmtJpQpWE1JSWlrOtVq/RtsPVVaD7AGAwsrKvsOEJUml4Ha+cYw6r/WOMIQle6AVwdxeLChQsEBwfXqrygN+g5nnGc8b7jVatBAuutXD2zuudLaD/RGFavOaVvMBjYt28feXl5BAQEYGtrq2KxVe9AinFQ78YOjW+zpahNtiRsYX3UYoIN4zEvPYtLRx8+cf8EZ2tnfJ19JayKO5Zfmk9MagyDmgziv0P/Wy3HOH/+PLGxsfTt5If3tlmQcgSa9TWOsyphVahJVwLfBxvDat8nYfjfN6xenRAgPz+fYcOG1bq8sDlhMwCdPDqpVoME1pu5ts+qbyBM/K5cWNVqtYSHh6PX6wkICMDSsu7Np741YSsAAU0DVK5EVAWtQUvU5X18Ff4Fk62mk6qN4unRz2DpLmPsiqrxQtgLAAQ1C6qW/Z86dYpjx44xqGMz3DfNhKwE6DwDRn0E1nc/NJYQd0xbBEvHGMNqr0dh2MK/V2m1REZGoigKgwcPxsrKSsVCK+9C7gVeCX8FgCFNh6hWhwTWG1EU2PQcRC+B9hPg3iXlwmpxcTFhYWE4ODjQu3dvkx3g924k5iWyKm4VfRr1wdvBW+1yRBX45eQvrD6wmmlWM1EK/+L5+76Wvn7irhkUAwt2L+BYxjHis+Np6tiUsb5jq/QYVy+lJiYmEuSRgeOKWcYV01dBmxFVeiwhKq0kD1ZOhUvR0PvfMPLDslVFRUWEhITg5ORE3759a+WY7LFpsQA81/05PO2qZpKPOyGB9Z8UBdY/BQeXQ5f7YPx/yw1DkZubS3h4OB4eHvTo0aNWNr6KOJp+FAWFOR3nmPQgxqJifjm+gj9j/mSq1VS6KlH4P/jDdZNdCFFZuy7sYl/yPtadWYefqx/3+t3LON9xWJhV3Y+WqxMCZGdnE+xwCpvtb4PGDOZsB+/uVXYcIe5IST4sGweXY2DQPAh8vWxVbm4uISEheHl50bNnz1r7s3Td6XUAzPCfoWodElivdfXM6sHlxhusxi0qF1YzMzMJCwvD39+fNm1qftDcmhR+KRyALp5d1C1E3JXzuefZdPp3Dp04ykjLEbQy24//xI8krIq7klyQzLmcczwX8hwajQZfZ1/e7Ptmlfdvu/ZSakDhJqz2LIOGHeDhbXJ1QKivOBf+2wvykmDQixD4WtmqjIwMduzYQZcuXfDzq70j7STlJxGdEo2Psw/W5ur2EZfAepWiwMa5xnl+24yGSeXPQCUlJbF37146depUJyYEuJVCbSHrz67H19lX9QYq7s4nez9Ak2bFAMsBWFntpveEb9QuSdRyiXmJjFo7CgUFgPm95zOlzZQqP05xcTGhoaHY2drQN3MNFod+hCY94cENYFm7blgRdVBRNnw72BhWg9+B/k+XrUpOTiYyMpKePXvSsmXtniXytUhjCH+8y+MqVyKB9W9bXjaGVf+xxnH8rgmrCQkJZQP8envX/f6cc0PmAhDcIljlSsTdyDu9E5f0BrQwa8TE5mDfR8KquDtbE7ayYPcCFBTm9ZhHUPOgux78/0by8/MJDQ2lob2GbgefxSwrHjpOgXu/q/JjCVFpBenwZQ8oyoLA+eXCanx8PDExMXUiLyiKwtnss3Rq0InhLYarXY4EVhQFfn8cDq00zvM7eVm5SQHi4uI4duwYgYGBuLm5qVhozUkqSKKtW1v+3enfapci7pD26AZ+ij2Mo7kTNh4Xse/zvtoliVpOb9DzRcwXFOmLeLvf24zxGYOledWPjpKdnc3OnTvx97Kl7dZpaAD6PwtBC6r8WEJUWkE6fBdgDKsjPoQ+xp+TVycEOHbsGAEBAbi7u6tc6N1RFIXPYz4nsziTe1vfq3Y5QH0PrIoCf71mDKuthxvn+b1mNooDBw6QnJxMcHAwjo6OKhdbMwyKgfSidAKbBmJuVvdGP6gPLu/8DzuSrEkz0xNpvpU1g39XuyRRB1zMu8iFvAsMbjKYCa0nVMsxLl26xJ49e+ju407LTVPA1hVm/wUedfueAVFLFGXBDyMh+wJM+BY6TwWMeSEmJoakpCRGjBiBg0PtH2LtYOpBlhxdQlu3tiZxdhXqc2BVFPjjCYj96bpJAfR6PXv27KGwsJCgoCBsbGxULrbmxGfHk1eah69L3e6nWxfll+YTseM90rNbcEhzimSHRN7t/QH2lvZqlyZqqWJdMXmleeSV5nEs4xgAE1tPrJZjnT9/npiYGPq3tKPRhnuNYXXWRgmrwjTkJcOP4yH9FNzzdVlY1ev17N27t87lhQ+iPgDgpZ4v0cbNNP4N1t/AuuVlY1htPRwmLSkbDaC0tJSIiAg0Gk2dnRDgVkISQwDo0bCHuoWIylEUFv/+OC5KIBH6CM5ZxbNh5EbsLOVOalF5cZlxfBn7JSEXQ65b525b9Zc6T548SVxcHAGNi3HZ/G+wcTbeXOXpX+XHEqLSirJgyQjIPl/uzGpJSQlhYWFlecHCom5Eqg1nN3Ai8wQDvAfQw8t0skDd+O5W1u+PG8Nqm9HGuaevhNWrA/y6ubnRs2fPOjvG6q2EJ4Zjb2lPR4+OapciKuh0xgk+2zyfvpbjiSzdzCcTPsXJvmGtHfNPqCu9KJ1Poj9hT9IeZrSdga+LLw6WDjhaOeJh50Eb16o726IoCgcPHuTSpUsMbZSHw59PgKUdPLwVGsgMbMIEZJ2H/w2AklyY/gu0GQlAQUEBYWFhtXpCgBuJz47nq9ivAFjYf+Fttq5Z9SuwKgpseNoYVn0CYMrfowHk5eUREhKCt7c3Xbt2rZc/7Dec3UBMaoyqU6+JSspKIPSPhfSyH0Nx6VZeG/c+zg5ealclailFUXh8++OcyDxBL69evNL7lWo71tVLqQUFBQR7F2Gz/glwbwWP7DSeYRVCbeln4MdxoNfChG/KwmpOTg47duygefPmdOvWrU7lhT1Je0jMT+SFHi9Uy9WUu1F/Auu1fVY73AsTF5eF1YyMDEJDQ2nbti3t2rVTuVD1bIrfBMCjHR9VuRJRIXGbObFjBVbuwfyuXc3qGX9gbl5//kmLqpVdnM2E9RNIL0pnRIsRfDDwg2o7lk6nIywsDHMNDCnZitX678C5mXFCAAmrwhQkHYJlY0FXCvethpYDAUhLS2P37t106tSJVq1aqVxk1UouSCbyUiRWZlbMaKvurFY3Uj9+ul2dFCD2J2gVBBO/Kwurly5dYu/evfTq1YumTZuqXKi6Sg2ldPPsJt0BagEleimx+3dzyjWQH0qW0btlbwmr4o7pDXre3fcu6UXpzGg7g0c7PVpto4QUFRURERGBg4WeXvufxrwwBRwbw79Cwa5+DB0oTNz53bD8ykgYM9dB834AXLx4kaioKHr37k2TJk1ULLDqFeuKGbNuDCX6Ejp5dKqWIevuVt3/Cacof08K4DcSpq0sC6vx8fEcPnyYgQMH4unpqXKh6jqecZzo5GiCmgepXYq4DX3kl+w7cYEs5278Yf0X6aXpvNP/HbXLErXYmtNr2JKwhe4Nu/Pvzv/G1ca1Wo6Tm5vLrl278HYyo3vYLOOl1HGLoOvMctNgC6GatDj4aTLoimHGr2VhNS4ujqNHjzJ48GAaNGigcpFV63L+ZR7Y/AAl+hIe6/wYczrOUbukG6rbgVVRYPOLEPUttJ9gnG5Vo0FRFOLi4jh+/DiBgYG4uLioXanqYlNjUVB4tJN0BzBZBgParW8SkuKIhX0TstpacOTwCeb3mY+lmen9Nixqh6T8JN7Za/yFZ2H/hdUWVq92vWrf2J422x8AcwvjSABNe1XL8YSotKTDsGwM6Epgzg5oYrxD/vDhw8THxxMUFISzc93rsrLjwg5SClN4uMPDzGo/CytzK7VLuqG6HVi3LzCGVf9xZWHVYDAQHR1Namoqw4YNqxMD/FaFqOQoNGho5VK3+uTUGXotxWseY1dJJ5zMC+g78WEGrh2Gg6UDg5oMUrs6UYvFZcUB8HKvl2niWD2XOS9fvsyePXvo2sQWn60zwdYFHtoM7jLeszARidHwfTAoBpi9FZr0KJtAKCUlhaFDh9bJCYSyi7P5OvZrLMwseLzL4yYbVqGuBlZFgd8fg0M/X5ludSloNOXvSg0OxtraWu1KTUKhtpAdF3bgaeuJhVndbBK1WnEOOT/NJsI6kGybDP5Ps4eM39ZRpCvi8S6P42UvowKIyksvSmf35d2sOrkKgMCmgdVynISEBKKjo+nn50Hj9VPAwdM4e5Vz7Z5nXdQhlw7A4iCwcTKe9W/UGb1ez+7duyktLSU4OBgrK9MNcnfjuyPfkafN497W95p0WIW6Glg3zjWG1dbDYMqPYGaOVqslLCwMa2trAgMD68wAv1XhSPoRAP7V+V8qVyKuk5dMxi9PEuYwFj/bdOYUbsba3JrJfpPxsPVgjO8YtSsUtZBBMbBw70J2XNiBmcaMES1GVMsvPlcnBAhs7YDbH5PAxgUeXC9hVZiOSzHwwyiwdoQHN0KjThQXFxMREYGtrS2DBw+u03nhYt5FXK1dWdBvgdql3Fbd+ltQFPhznvEGK/+xMGU5aDQUFRURFhaGh4dHvR1j9VYOph4EoKdXT5UrEeWkxXH552fY6zEdX/d8whrakx+bz/hW45nXc57a1Yla7OWwl9lxYQedGnRi6YilVX5H8NUJAVJTUwlyvYT9ulfA2gnmbAfX5lV6LCHuWOIBWH4PmFvDnG3g0YaioiJCQ0PLJhCqy3lhzak17E3aS4cGHdQupULqVmDd9DxEfw/tJ8K9i0GjITc3l/DwcFq2bIm/v3+dbnx3Ki4zDkcrR1o4tVC7FHHVhb2cW/8RMZ7307+VK7MvrOJi0kVsLWyZ1maa2tWJWiwhJ4HNCZvp4N6BLwK/qPKwqtPp2LNnD/n5+QRYH8Fm57vg2c54qdW+bt1dLWqxSzHGcVY1GuMNVh5tyMzMJCIigpYtW9KhQ4c6nReSC5J5a89buNq48mSXJ9Uup0LqTmDdOBeil0CLgXDv92BmRkZGBpGRkXTs2JGWLVuqXaHJSshNwN9NwrzJSIjk2J/fcMZtJD6+Gt7MWs/FvItM8ZvCy71eNsnx8UTtsePCDgBm+M+ggW3VBsjS0lLCwsKwsLAg2GI/FmGfQONuxqlWpd0KU3ExCpZe6U41Zxt4tiU1NZXQ0FC6d++Oj4+PuvXVgHWn16GgMLPdTLo17KZ2ORVSNwLrX68Zw6rfSJi6HMzMSEpKIioqip49e9K4cWO1KzRpKYUpdGwgkwWYAkPcFmJCNnLZZRCtuzbnw4QVxKTG8EC7B5jTcY6EVXFXCrWFhCWGYWthy4gWI6p030VFRYSEhBgvpeZvwyzyE/DuYRwNQNqtMBWXDsCyccaRKu5bDY06k5CQQFRUFP369atzEwLczKX8SzhYOpjsmKs3UrsDq6LA9jdhz5fQbrxx6CozcxISEjh8+DD9+/evcwP8VqVCbSEvh79MXmkeHnYeapdT7+kS9rInIpQ8u9Y4tLNlatRzAAxpOkT6rIoq8Xrk68SkxjC02dAq/eUnLy+PHTt24NPMm46H30KTEG686XXqT2Bh2ncei3rkYhT8OB4srGHWJmjQmtOnT3P48GGGDBlSbyYQUhSFPZf30NSxds3uWXsDq6LA5pcg6puysKpozDh54gRnz55lyJAhODk5qV2lSTuVdYpdF3dxb+t7eaDdA2qXUy99GPUhm+I3oWh1jLEYR7GdDb+XLkV3SAfAR4M/YmizoSpXKeqKpPwkmjo25aPBH1XZPtPT0wkPD6ddqxa02TkLshKgaR/jrIJyZlWYilNbYeVksLCFhzajuLfi6JEjnDt3juDg4HqVF0r0JaQWpTLaZ7TapVRK7QysivL3DVZtx8CkH9ArEHswhrS0NAIDA7Gzs1O7SpNXrC8GYLTPaJyt697sHaasSFfEJ9GfsOHsBsx15jxuOR2d9iJaP3eec3oOGwsb3KzdGNJ0SLXN6S7ql+SCZI5mHGVki5FVNjPa5cuX2bt3Lz07taXppunGsDrmM+gxu0r2L0SViA+FXx8ABy+4fw0Gj7YciI4mIyODoKCgepcX8krzAGrdldXaGVi3vm4Mq/7jYPJS9ApERkZSWlrKkCFDsLGxUbvCWuFginE4Kw/b2tVoa7uUghR+ifuFVXGr6GPXnuGaIXTI20fbe1+DBjLTmKgeuy/vBqBv475Vsr/4+HgOHTpEv3ZN8fp9AuQnG2947TipSvYvRJU4FwYrp4JrC3hwAzobV8JDQwEICAiolxMIRVyKAKCZYzOVK6mc2hVYFcUYVvd8aTyzOnkZpTodoaGhWFhYEBAQgLm5nI2qqDPZZ3C0dKSFcwu1S6lXPtz/IdvOb6O9RWtG6EbSKW0tre//VKapFNVGURQSchMAGNZi2F3v68iRI5w9e5bA7m1w/mUMFOcaJ2lpN74KqhWiipwLh5+mlIXVEksnQnbswMbGhoEDB2JmZqZ2hTXuYOpB3tz9JmYaMzp5dFK7nEqpXYH16nSrPgEw5UcKi4vZtWsXLi4u9O3bt142vjsVnx3P1vNb6eZZO4azqCt0Bh2RlyIZYdWN3ppg+uRtxnv2t+DYUO3SRB218sRKvjn8DZnFmThaOWJvaX/H+zIYDOzfv5/MzEyG+dljv6SvcdD1B9dD835VWLUQdykhAlZOMU5U8eAG8rEldPt23N3d6d27d70cxtGgGHg1/FUUFL4N/hZXG1e1S6qU2hNYNz1/JawOgfvXkJ2bR2hoKM2bN6dz5871svHdjdWnVgNwT6t71C2kntAb9LwY9iLH0o/STmlHD00Ag/I34nn/12Bbuz40RO2yJWEL5hpz3uj7Bv0a33mo1Ov1REZGotVqCfCxxubniWDvAfevhUa160yNqOMSIuCnyeDSDB7cQJbWgrCwHbRu3bpeTyBUoC0gMT+RLh5d6Nmw9s1sWTsC66YXYP9iaDMKpvxIWkYm4eHhdO3aVSYEuEOns0/j7eDNhNYT1C6lXlh9ajVbz29lmnkQPuYd6aXdhuesZcbhVYSoJjqDjuMZxwlsFshkv8l3vJ+SkhIiIiKwtLRkiM0JzH9+DRwbGWcIcvauwoqFuEsJkcaw6twUHtxAUp6ePXsi6NKlS72YEOBW9AY9AMNbDK+VN/OafmDd8AwcWGrsszrlRy5eusz+/fvp3r07zZvLnNR3YseFHexL2kdvr95ql1Ln6Qw60grTeG/fe4y1HEtHvQeBXnk4BCxXuzRRx+kMOsauG0uJvuSuJgYpLCxk586deDZwp8elZZgd+dkYBh7ZCQ71Y9xKUUucCzfeYOXcBB7cwLm0Ag4cOED//v1p1KiR2tWp7nLBZQCcrGvnEF6mG1gVBf561RhWm/WDKcs5e+4cx44dY8CAAfVmgN/qEJsaC8D8vvPVLaQOyi3N5bMDn3Em6wxJBUmkFaVhppgxyWoSfnpHRjbXYDnoGbXLFPVAelE6ifmJDG4ymPv877ujfWRlZREREYFvi6a02zMXLsdA8/4w/WewkaHwhAk5sQF+fRDcfFAe2EDcpSzOnDlDUFAQLi4ualenqv+L+T/2XN7D+dzzADS2r52zf5pmYFUU2PIy7PsftJ+IMvE7jh47xvnz5wkMDMTBwUHtCmu1cznnaOrYlOZOcoa6KpXqS1l8eDG/nfqNLh5d6N2oN430VnhesMOupJBh7d2w7Pmg2mWKeuJ01mkAZvjPwExT+RtS09LSiIiIoLN/a3winzOG1eB3oP/TVV2qEHfnyG+w9hFwb4Xy4EYOnU0iOTm53o/Jvj95P9HJ0Sw+sphmTs0Y5TOKnl496dawdt5sbXqBVVFgw9MQ8yN0uBfDhG+JORhLcnIyAQEB2Nvf+R2uwqhEX4KLtYvaZdQ5C3YvYEP8BhytHFkyYgkl5w8Tsns/XsUn6T5mNhq5MUXUEEVRuJh3EYAGtpWfnvrSpUvs27ePXl070eSvWZB8BIa/D30fr+JKhbhLsT/D+iehQRsM960h+sR58vLy6u0Yq2C8uSo+O56ndj5FobYQTztPXuz5IoOaDFK7tLtiWoFVUWD9U3BwObS7B/34b4iM3I1Wq2XYsGFYWcmc1HdDURReCnuJvUl7Geg9UO1y6pzzuefxc/VjyfAlFJ6NIXx/LM3zD9Bh7BMSVkWN+vH4j3wc/TEWGgvcbdwr9drTp09z5MgR+vfqTsM/ZxnDavA7ElaF6Tm8Gv54HFxbUjp1FbtjT2NmZsbgwYOxsDCteFOTxv0+jtTCVACe7fYsD3d8WOWKqobp/I0qCvz+OBxaCe0nUDzmayLDwrC2tq73ja+qZBRnsDlhM/29+/NG3zfULqfOSC9K5+eTP3M6+zRDmg6h8OQBIk8k0SXtT1pNfRe8OqhdoqhH0ovS+W/sf7Ews2DzxM2421YssCqKwrFjxzh37hxB/XvitG66MayO/gR6zqnmqoWopEO/wLp/gWtLiu7bSPiBozg4ONC7d+96PYHQt4e/JbUwlbE+Y5nVYRatXOrO7ImmkQIVBTbONYZV/3HkDf8/wnftwsvLiy5dusiEAFXk6vzBI1uMxMveS+Vq6ob4nHju/eNedIqOjg06MkzbgoiTKfRJ+YmmU96XsCpq1KX8Syw5soQiXRH3+d9X4X/n104IENi5GfZL+kFJLoz6WMKqMD37FxvHZvdsT+6kVYRERtOsWTMZkx34K+EvAOZ2n4uHXd2adt00Auum5+HAD+A/jsyhnxCyfTtt2rShXbt29b7xVaWXw18GkP6rVWjLuS3oFB0fDfwPLY+f5WSKFYNSvqXhpP9Ao85qlyfqkaPpR5n912yKdEV42HrwZJcnK/Q6vV7P7t270ev1BHVoiOXy0cYV01dBmxHVWLEQdyDqO/jzBXDyJv2en4ncE0ObNm1o27at2pWpLqUghVNZp5jkN6nOhVUwhcD65zyI/h78RnJ5wAfsDgmjR48etGjRQu3K6pT80nyOZxynk0enWt/x2hTklOTw4/Ef+ePMH9hZ2NFofwxxOg8GZ/2Cy8MrwUnG/BM1a8/lPRTpivh9/O/4OPtU6Jf9kpISQkNDsbGxYYBrGhY/TAJrB7jvN2jSowaqFqIS9n5tHEHIuweXgv7Hvr0HZAKha7yx29jVrzbOYlUR6gXWa/ustgomoe97xOzbx4ABA/DyksvVVW3HhR0ATPabLGetq8Ca02v49vC3NHdoxmyzAC6XOhBssQfbx7eCdGERNUxRFA6mHsRCY4Gvi2+FXpOfn09oaCgNPT3pnvYbmp3/A6cmMHMdePhVc8VCVFLUd8aw2qwfCYM+52DsUfr16yd54Yr80nx2X95NT6+ejPIZpXY51UKdwHptWG13D3GdXuFozEECAgJwc3NTpaS6LLUwlfVn1wMQ0DRA5WpqN0VRyC3N5de4X7HCirl5fVA05gx2vYDl2CUgvwyIGhafHc+LYS8SlxVX4RssMjIyCA8Px7dFUzrGvgkJ4eDVCR74A+zkM1iYmP3fG7sBNOrMse7vcurIcQICAur9hAAAxzKOseTIEk5nG8ddDm4erHJF1afmA6uiGPusHlqJ0mYUsa2e4eKpUwQFBeHsLDOnVIcpG6aQUZxBf+/+OFvL9/hOzY+cz8azG9EpOmyx5RnLh7ApTKRP+xaY931Z7fJEPaQz6Hhrz1vEZcUxp+Mc/t3537d9TVJSEpGRkXTt6I9v+DOQuB8GzIXAN+TqgDA9V/qsKk17c6DDW1w+n8iwYcNkTPYrvjjwBXuS9jCk6RAGeg9kZIuRapdUbWo+sF7ps2roOJ39TR4iIzmZ4OBgbG1ta7yU+qBYV0xGcQbBzYP5cNCHapdTKyXlJ7H4yGK2nNtCC+cWTHTshk1yA7zy4+g3dDwaXzlrLdQRnRJNTGoMDWwb8HiXx7E0s7zl9hcvXiQqKop+ndvQeNN0yD4PQ9+Egc/VUMVCVMKVPqu6pv2JavMKhXkFDB8+vN5OCPBPBdoCDqQcoF/jfiwKXKR2OdWuZgPr5pdh/3do200i3HUKFBQQHByMpeWtP2TFnYvPiQegl1ev2/4wEze2+Mhifj31K4OaDGKadScyLljSJn8Pbcc+JRMCCFUtPrIYgP8O/e9t/31fnRBgQMMiGv40wLhwwrfQeWp1lylE5UV8BtsXoG3YhV1NnsbGoDBkyBAZkx14c/ebbEvYRp7WOFTlAO8BKldUM2rub37LK7Dva4pbjSHEaTLOtrb07t1bxlitZlFJUYAxsIo7U6AroIlDE950DCIsvpBueZvxmf4fcGqsdmmiHivSFRGTEkMXjy60c2930+0URSE2NpbExIsEsheXHd+BpR3cvxaa963BioWooH3fwvYFFDQLIrThQ7i7uNKzZ896nxdWn1pNRGIE4ZfCae7UnFktZ+Fh68GwFsPULq1GVH9gvdpnNfp78trNINRuNE28vGSA3xpyLvccNuY2NHNqpnYptVJGUQaxqbG01zYjLL6QfmkrafzAtxJWhWoMioGtCVvZen4rWoOWoOZBN9/WYCAqKorM9DSGxr+HXdYJaOAHc7aDjfRnFyYo8v9g23xyvYew0/V+WjZpSqdOnep9XjicdpiP93+MjYUNfRr14cH2D9K7UW+1y6pR1RtYFcU4ddrhVWS3m0mI5VDatmolA/zWEL1Bz7aEbTRxbIKFmVxGqaxiXTH/O/gl3kXe9LEYQED2L7jP/hHsKzc3uxBV6UDKAeaFzQNgcJPBDG8x/Ibb6XQ6IiMj0RfnE3z8BSwLk2H0p9BjtoxmIUxT6EewayHpLcYT7nQPHTp0oHXr1mpXpTqDYmDWllnoFT0v9HyByX6T1S5JFdWbYrbNh8OrSG43h71WA+natSvNmzev1kMKY0fsH47+QFxWHHnaPGY0m6F2SbXSt1Efk34umwEWfRlSuB732b+AldyZKtTzfzH/x9JjSwFYN24drVxvPIxVcXExoSEh2OsyGHjkNczMNDD9F2hTd+8gFrXcznch7D8k+sxgr20gvXr0oFkzuTIIkFWchdag5dluz9bbsArVFVgVBTY+CweWcq7tvzlk1Zc+ffrIAL815I8zf/DN4W/wdvBmeIvhzPCXwFpZR4/+SlpCCS3MmzPF1wr7nr+pXZKo5xRFYd2ZdTRxbMLjXR6/aVgtKCggZNcuvPIO0y3uQzSOjWH2FnCVkwXCRP35IkR9w+nGEzlkG8jAQYNo2LCh2lWZjOTCZAAa2dfvGRSrPrAqCvzxJMSu4FTbpzhs0YWgIUNkgN8aojVo+f7o9wAsHbEUL3v5JaGywiM+5ugFczzMPGjdXId9zwfULknUcyX6Ep7Y/gTpRenM6TiHES1G3HC7jIwMIsJCaJv8O21S1kOPh2H4u2ApwwYKE7XjHZSobzjq+xjnXfoRPGhwvR+TPas4izPZZ8gpySGnJIeY1BgAGjvU73snqjawKgr88QRK7Eqi275ConUbgmQ2ihqz68Iung99Hq1ByyS/SRJWK8tgoGDdMxzX+pNCEp5NrQnuLRMCCPVtPreZfcn7eKHHC0xvO/2G2yQlJbFvTyTdEpfSLHsPBL0FA56t2UKFqIzILzCEf8q+tm+Q6dCGgIAAmRAAeGz7YxzLOFZuWSePTrR0bqlSRaah6gKrosDml9Ad+pX9beeT59qBkYMHY2NjU2WHEDeXU5LD8hPL0Rq0vNP/HQKbBapdUu2i15L700NssRjMCeUYLk1sebz/O2pXJQQAF3IvAHBv63sx01w/tM/58+c5ELWXPue/pHHxaZi1CZr1qekyhai4Xe+hC/uUPW3mU+regeDBQ7CyslK7KlXllOTwSvgrHM84zqAmg3i669M4WzvjbO2MrYVcJamawKoosOFptAdXEdH2LTSe7QgYMEAmBKhB68+uZ3/yfsb5juOeVveoXU7tUpJP1s//Zpf1MPI1x9lRsoO9/faqXZUQZY5nHsfNxg0HK4dyyxVFIS4ujrgjBxkY/zEeZMDMtRJWhWnbOJeSmF+I9HsTK+9ODOk/AHNzc7WrUlXIxRC2n99O+KVw7m19L493eRxPO0+1yzIpdx9Yr4yzWnB4I2Ft38OlWXt69epV7xtfTTuQcgBrc2ve6veW2qXULkVZJP34KBHOYznNHrabxeFi7YK9pVyWEqbhUNohIi9FEtC0/BTAiqIQE72fpHMnCDjzLk4NvOGhCOmvKkzb1tcpjF3HLr+FuLdoR8+ekhcu5l7kqZ1PYaYxw8fZR8LqTdxdYFUU2DiX3CN/sqv12zTx9adb9+71foDfmqQ36DmcfpgdF3YwwHuAjLdaGdkXSVj9OtHO4/hDv5GTyll6NOzBwCYD1a5MCMDYFeD+P+8HYGa7mWXLDQYDe8J2kn35DEPj38PWpx9M+l7CqjBtf75IzqEN7Gj9Ln7tOtK+Q8d6nxcyijIY/8d4AD4Y+AEjW8rQczdz5+lGUWD9k2Sc3E14qzdo37W3DPBbg7ad38aWc1s4nH6Y5IJkzDXm0m+1EpT4UI79+R2n3IdyynY/h7KPM953PAsHLFS7NCHKLDu2DID3BrxHT6+eAGi1WsK2b0FJO0nw+U+xGv429HpEzTKFuL1d75N6dBfhPvPp3LU7rfzaqF1RtTqSdoQN8Rso1ZdSoi+hVF9a9vjq8wJdASkFKWgNWl7q+dJNR/8QRncWWK+MBnDpzFH2tnyR3n0H0KRp0youTdyI1qAluSCZd/a8g86go7tXd57r/hwDvAfgaOWodnm1ghK7ipi9IZx0H8S32qVkZmfSwLaBhFVhckITQ3GwdGBos6GAcUKAyO2bsEmOos+l7zGftQGa91W5SiFu4cqV2IunjxDd/Bn6DRhEI+8maldVLQyKgfjseM5kn2HpsaUcyziGh60HVuZWWJtbY21uXfbYztKORhaN6N+4P00cmzCh1YR6f7b5diofWBUF1j7C2YvJHG76CIOGDMXDU/paVCdFUXgl4hUOphwkpTAFvaIHYHaH2cztPlfl6moXfdRi9h0+TaJTG5Yqv4A1fNX/K/zd/dUuTYhyDqcdJqUwhRd7voidpR15eXns3LqZFilb6JQfiubhLdCkh9plCnFrW14m7lwiJ71nMXBIMA3qyIQARboiTmaeJDEvkUv5lziafpSDqQfJLc0t2ya4eTCfDvlUxSrrlsoF1iu/KR1J1nKu0WQCgkfj4uZWTaWJq9KL0tkUv4n27u0Z4zuGJg5NaOLYhG6e3dQurVYpDf2MsIQSsPPmQ+0yXGxdeL7789JnVZgcvUHP+rPrAQhsFkh6ejoRu7bTOmU97XND4Yl94Fw3z1KJOkJRUNY8wqE0OO91D4EjxuHo5KR2VXfkswOfEZ0STUFpAfnafAq0BRRoC1BQyrZp6dyS4ObBdPXsir+7P94O3nLzbhWreGBVFAzrHic63YpMj0EMHTkRe0e5BF3dLuZeZMWJFQA82/1Z+jSS4WruREHEN4RcsMDRLJe4NvaUHi3lme7PMM53nNqlCXGdP87+waq4VTR1bIrh4mVCD5+m56UfaOasgdlHwE5OFAgTpijo/3yJqCxXMt3aETx6Ana1ZEIArV5LWlEaKYUppBSmkJSfxLJjy9AreoKbB+Ng6YC9pT1O1k74u/nTwqkFXvZe2FjImPPVrWKBVVHQ/fkyUZlOlDg1Jeie+7Gwsq7m0kRuaS5jfx+LXtHjaOVIpwad1C6p9lEUlqx7FDNtPw6aHWenbiccNa4a3GSwurUJcQN6Rc+aU2sA+LjhHGIOHmZQ4td49JgAg+aBRf0eXF2YOEVB+8czRGY1QHFpSPD4+1SdEEBn0JWdEc0qziIuK460wjSyS7LJLc0luyS7bArUnJIcskqyrttHI/tGvNr7VYY0HVLzb0CUuX1gVRRKNrxAeJYHFk5ODLxnDhb1fDaKmnAs4xi/nfoNvaLngXYP8FTXp+Q3uEpKzk9iy59vYqkMZLc2jE7tOtPLthdOVk40c2qGs3X9nq9amKbcklzi0+N51mY0Jy4WMDjxaxpM+hh8hqhdmhC3piiU/DGX0Nzm2NtZ0GfCw5hbVN9Qi1q9lsziTDKKM4xfizI4n3ue01mnOZ19msziTIp0RTd8rb2lPc5WzmUzSXnZe+Fs5UwD2wY0tG+Ip50nDe2MX+VnhWm4bUsq2DSf8JymuFtr6X7vvzCr5wP81oT9yfuZ/ddszDXmDGk6hMe7PC5htbIUA0vWzKWpzWhCtZsZ3mM8k9tOVbsqIW5Lry9lmOUwGmqbMbhoNY7/+l36q4paIefXx4jQdqCRdQFdJj1bqbyQW5pLelE6hdpCCrWFFGgLKNQZvxbpiozPtYUU6Ao4n3uek5knySvNu24/5hpzWji1oGODjjS0a4i9lT0Olg44WDrgZOVEa9fWNLJvhKW5zMRZ29wysBpyLrMzZzjNbHPpNOE5NBJWq92WhC28tds4W9XPo3+Wu9fvUFH6eZrZPM9f2t9YPmMtmF0//7oQpkhfoqexpiGBDmewm/G7tF1RK+izEgnRj6atYzZ+Y+eBRkNuaS45xcbL7Nkl2cY/xdl/Py7JJqvYuO5czrmyEXBuxtbCFjsLOzzsPBjVchQNbBvgZuOGu6077jbGPw3tG2JlLleB66JbBtZcvTVtOUvrie+DmYTVmnAo9RCl+lI+HPghbd3aql1OrVVk4czSkqU81ucx+YEvahUFMzwbF2A3WIbDEbVHnmJLF5tLvGd7ibjVgeSU5KBTdDfc1lxjjrO1My7WLrhYu9DcqTkBTQNo5dIKe0t77CztsLO0w97C+Nje0h4bcxvMJYfUa7cMrA4WOlpPXShhtQaN8R1DC6cWjPIZpXYptZtFMdO6zmG0z2i1KxGiUtwdHJg5+C21yxCiUhwt9TSfMJ+2MZ/T2LFxWRh1sXbB1cb17+c2LjhYOmCmkRMJonJuGVgtnBrKHak1rL17e9q7t1e7jFrPzbExczrOUbsMISrN0spB7RKEqDRzR0/QaGQyG1Ft5FccIYQQQghh0iSwCiGEEEIIkyaBVQghhBBCmDQJrEIIIYQQwqRpFEVRbrayd+/eeHt712Q9og5ydXXl+++/r9FjStsVd0uNdgvSdsXdk89cUVvdqu3eMrAKIYQQQgihNukSIIQQQgghTJoEViGEEEIIYdIksAohhBBCCJMmgVUIIYQQQpg0CaxCCCGEEMKkSWAVQgghhBAmTQKrEEIIIYQwaRJYhRBCCCGESZPAKoQQQgghTJoEViGEEEIIYdIksAohhBBCCJMmgVUIIYQQQpg0CaxCCCGEEMKkSWAVQgghhBAmTQKrEEIIIYQwaRJYhRBCCCGESZPAKoQQQgghTJoEViGEEEIIYdIksAohhBBCCJMmgVUIIYQQQpg0CaxCCCGEEMKkSWAVQgghhBAmTQKrEEIIIYQwaRJYhRBCCCGESZPAKoQQQgghTJoEViGEEEIIYdIksAohhBBCCJN2y8D68MMP11QdQlQpabuitpK2K2ojabeiut0ysGZlZdVUHUJUKWm7oraStitqI2m3orpJlwAhhBBCCGHSJLAKIYQQQgiTJoFVCCGEEEKYNAmsQgghhBDCpElgFdVma8RH/LrsObXLEKLS0hP3q12CEHdk55a31S5BiDuy5Kcnb7n+jgPrihUrrltWUlJCYGDgne5S1CFJuz4h7qIVF8zt1S7lOocOHWLmzJlqlyFM2KHzYWqXUI5Wq2XevHnMmDGDSZMmsWPHDrVLEiYqJitJ7RKuU1RUxLRp0zh79qzapQgTlqLxuuV6izvd8ddff839999/py8XdVB8djxpRWlkH9nE5QxvLinn8GxurXZZ5Xz33XesX78eW1tbtUsRosLWr1+Pi4sLH330EVlZWUyYMIGhQ4eqXZYQt3XkyBHefPNNUlJS1C5F1HIVCqznzp3jlVdewcLCAnNzc/r06UNOTg4LFixg3rx5vPDCC+Tm5tKsWbOy18TFxbFw4UIAXFxceO+99/jyyy9p27YtEyZMIC0tjX/961+sXbu2et6ZqFFLjy7lkwOf4KHxYJrVNA4aDnLM/Cg7+u1Urabi4mJeeeUVLl++jFarZf78+TRr1oxFixbx4osvqlaXELfzz7b76quvMnz48LL15ubmKlYnxK2tXbuWNWvWYDAYGDRoEP/973/lM1fctQoF1t27d9O+fXtefvlloqOjcXd3Z8WKFSxYsIAVK1bg5+fH3LlzOXToEPv27QNg/vz5vPfee7Rq1YrVq1ezePFipkyZwltvvcWECRP4448/mDhxYrW+OVEzsoqz+OLgF3Sx9Gc8w/AqjmHs2Lm4uTTH0txStbp++eUXvL29+eyzzzh16hS7d+9m1qxZJCYmqlaTEBVxo7bbo0cP8vPzefrpp3n22WfVLlGIW3JycuLrr79WuwxRh1QosE6aNInvvvuOOXPm4OjoyNy5c8vWnT59moEDBwLQuXNnLCyMuzx79ixvvfUWYOx/1bJlS3x9fdHr9Vy6dIk///yTpUuXVvHbETVNq9fydexX+Gn8GGM+lj6Fu2gy43OwdlS7NOLj4xk0aBAAfn5++Pn5qVyREBVzo7ablJTEE088wYwZMxg7dqzKFQpxay1btlS7BFHHVOimqx07dtC9e3eWLVvGiBEjWLx4MYqiAODj40NsbCwAx48fR6fTAcbG+uGHH7J8+XLmzZvH4MGDAWP4/eijj2jVqhVOTk7V8JZETXopdB7nziYw1nIMQdoQmty3yCTCKoCvry9HjhwB4OLFizz//PMqVyRExfyz7c6ZM4fZs2czb948Jk2apHJ1QtyemZkMQiSqVoXOsHbo0IF58+axaNEizMzMeOWVV0hMTOSFF17ggw8+4JVXXmH69On4+PhgaWm8BLxgwQJeeukl9Ho9AO+++y4AI0aM4N1335VLBXWAknQY+8vQzWIAgx3P4j7yO9Bo1C6rzLRp03j11Ve5//770ev1vPrqq2qXJESF/LPtOjo6kpuby1dffcVXX30FGG8gtLGxUblSIYSoGRUKrM2aNWPVqlXlli1fvrzs8UcffXTdazp06FBum6tsbW2Jjo6ubJ3CxBgOr2ZD9AGa2rUj1SaCpqO+U7uk61hbW/PJJ59ct7xJkyb8+uuvKlQkRMXcrO0KURvc6P6UG+UBISrjjoe1EvWUXod29cOEF7Xmsm1DfihZzLeB36pdlRBCCCHqMOlkIipOW0TxsnsJKWmPxtqGxdoVDPMdRhfPLmpXJoQQQog6TM6wiorRFpP/82xCrEagcdDzYt736BQdHRp0ULsyIYQQQtRxcoZV3F5xLmk/3Md2iyBaeViz0+UcOoOO9wa8x72t71W7OiGEEELUcRJYxa2VFpL2y1OEOE+miyf4BN3P1vNbaevWlrG+Y1WdGEAIIYQQ9YN0CRA3lZ2fxOl1b3HBejAeTgkktOnDZ6HzAJjUWsaCFEIIIUTNkMAqbigj5QivbVtEX6v+/Fr6KxdSL8DOnwCwNLNkRMsRKlcohBBCiPpCAqu4jpIRz18bv6GnQ2/Omm3jpYCXsLWwxc7CDlsLW9xt3XG2dla7TCGEEELUExJYRTn5Jzayev8eiu3asKz4O8JnhmNpJv1UhRBCCKEeCawCvUFPdkk2aWd2EBV7mmyrBuwx38pjnR6TsCqEEEII1UlgFUzaMInL2ZeZYT2DQgszNulX88voX2ni2ETt0oQQQgghJLDWd6tPrSYtJ40nrGbjWByP98AAnmn2DHaWdmqXJoQQQggBSGCt13ac387v+1fwiPUj+GVupfeM/6Bx9la7LCGEEEKIcmTigPpKV8p3YV8z2mIqmqJd9Jn5uYRVIYQQQpgkOcNaHyVG89dfiwh2GIVe/ycPPLAMzMzVrkoIIYQQ4oYksNYzyu7/sv/gbi67DeTHkh9ZP3W9hFVRr+WU5JBRlEGRrohCXSFFuiIO519gqNqFiVqtUFtIVkkWBsVQ9kdRFONjrnl89c9Nll37OgUFvUFfftsrj/WKHkVRyFS0ar91UcsoikJKYQo6g87YrrhFe8UACjdsswpK+bZ+m/1c264VRUHR3LpOCaz1haKgbH+bg2eTOOfal29Ll3GP/z0yAYCo13JLcxm6eigl+pJyy62wYq5KNYm6YdTaUWQUZ9T4cTubd67xY4rabc3pNby15y21y2Cq1dRbrpfAWh8oCvr1zxCVakWxSwfiGqdRlFDE092eVrsyIVRVUJJHBzrQ16oZjTTWmGOGuaJBo1fULk3Ucl5aL8Zb9aeZmQ0aQIPx9JHmStPSXFmiKXt21ZXlCuXWXPdfBTTXnJHSKMa9lRhk7GxROZmppwmyCKK/hVtZm7xZe4Xr2+z1217/37KmesN2a9wmX3G5ZZ0SWOu6zHNo/3iG3Uo3LFw9GTT+EX7a+RjNnZpja2GrdnVCqCsvmb4WfXEvjKW9osVMo8FMA2aa21ybEuI2upl3w60kmY7aFODvH9LXtizNNf/RXLNQ84/15cLstT/sr1mp+eeLhaggs7Rk2pq3o0NuFGbcqF394/E/mplGc7X1KVe2Uq6002tCa7l2btxOc80ONYDGTAM8ctM6JbDWZVkJFC8ZT7jH/bg62tHtnn9zNOMo+5L3MajJILWrE8JkmHm74zt8odpliDqmxFGL372L1S5DiNvKU/JoNeu/WFjaqF3KTUlgrauSDpP/0wOEeT1Cs5ataN9vBIfTD/Np9KcAzGw3U+UChRBCCCEqRgJrXZQQScYfr7K70WO09W1Gw279Cb8UzqKDi4jPjmdky5H08uqldpVCCCGEEBUigbWuObuTpD/eZnfjR+jZxptmXQN4asdThCSGADCyxUj+M+g/6tYohBBCCFEJEljrktPbiP/z/4jxfpR+nVrT2L8nhdpCIi5F0L1hdz4a9BHutu5qVymEEEIIUSkSWOsCRYHVD3IipYQ4z3sZ3KM9Hr7GsfhSClPQKTqCmwfjYeehcqFCCCGEEJUngbW2Ky3AsHwisaUtuOgxlKCAQTg0bEl6UTqJeYnsubwHgAa2DVQuVAghhBDizkhgrc1yEjGsmMJu68EUNmhN8KhJ2NnbcyrrFJPWT0LBOIqvk5UTrVxaqVysEEIIIcSdkcBaWyVGo/1xEpGNZqN3aUHAmOl8eOBDdl7YSWZxJgoKL/V8iZ5ePWnu1BwbC9MdW00IIYQQ4lYksNZGl2IoXDmLkGYv4N7Ak57DJqFHz+pTq2nu1Jx7Wt1DU8emjPUdi4WZ/BULIYQQonaTNFPbJEaTveY5IryfpHlLHzr0DUaj0RCbEotBMXBf2/uY2naq2lUKIYQQQlQZCay1ycEVpG37nN1NHqNru1Y06zK4bFWxrhiA1q6t1apOCCGEEKJaSGCtLaKXcCl0GdFNH6dPz+40bGUctkpRFN7Y/QYb4zcC4GrjqmaVQgghhBBVTgJrbbB1PvHHYzja+EEGDh2Bm2djwBhWV8Wt4vczv9PJoxOz2s+ipXNLlYsVQgghhKhaElhNma4U5dcHOJGp4ZzXRAKGj8XR9e/B/49nHOfdfe/iaefJCz1eoKtnVxWLFUIIIYSoHmZqFyBu4vR2lE/bEZvjxEXPIALHTi0XVvNK85i1ZRYA7/R7R8KqEEIIIeosOcNqimJ+RLfxBaIazaLYoyMBo6ZiZWUFwBuRb7Dt/DbytfkAPN/9efp591OzWiGEEEKIaiWB1dSEfEhp2GeE+r6GTeMODBo4GAsL41+ToijsurgLL3svRrUchYedB8OaD1O5YCGEEEKI6iWB1VQoCqx/koKjmwlv9SbOLTrSu08/zMyMvTbSi9IJvRhKdkk29/nfxyOdHlG5YCGEEEKImiGB1RRoi2HZGLLTLhPaagHNWnegS9euaDQaAJILkhm9djSlhlJszG3o7NFZ5YKFEEIIIWqOBFa1FefC0lGk5xQS6vsGnbp0o7WfX9nq2NRY5kfOp9RQylNdn2J2h9ky3aoQQggh6hVJPmrKS4Elw0nUuRDt8wI9evWlefPmZatPZp7kswOfkZCbwONdHud+//slrIoqt/vSbg6lHUK5+j/l769A+WUoGP9fftkNt73yFbhu28psV3a8m217o9puV/OVryUleQxkqArfdXFVSkEK68+uR2fQYcBw0/ZR9rgCbamy2xgUQ7m2Y1AMQPk2ZuD6ba5tW/983oY2Kn9nhahbJP2oJT8NFgcRr2lKTNNZDBw0mIYNG5bb5IuYLzicfpjRPqP5d6d/l3UREKIqvRf1Hudzz5dbpkGDRqPh6v+M/9eUX36lPd5oWzONWbntb7nPa5bdcNsrX4Ebb/uPZTfa583eg7mZGdaKgr9d+X97ouasP7ue/zv4f+WWadCUtaGrf29lberK3/u1bayi29yoXV77mhu2nYq0rxts42Qw0N7arWa/mULUYRJY1ZCfhrJsLCcsO3LK6x6GDg3G1bX8lKqF2kL2Xt5LJ49OfDDwA5UKFfWB3qBntM9o3h/wfv37pSj7Ips2rqeplYvaldRbekUPwMGZB+vUFaRdP7xNa0sXtcsQpib7ApTkX3miGG+4Lvt6q2VXvsI/1t9oWSX3XZJbDW+06tWdT4faIicRw+JhRDsEkeY5gGHDx2BnZ3fdZudyzqFTdIxqOUqFIkV94qJ3pEGGBfF7NlL24Yfy9+fZledXPzCVaxZd+6BszTXLr9vH1Ufllv+9QLlug2uW//N41xdyg30r5R/988DaYkrN7REq0urobN6Zc3s3YYaGG/79Kv9sX5Voc8o/WsgN25pS4TZ2w2XlVwBQYOkBFN/oHYv66lIMF395gVJzO0CDUu4EgeZKi9JcWXf1sZFyZTlwzes0V5Zfs49y6/65v7/3ee3+rO0bgjWgMe25pCSw1qSs8+h/nMge5/EUenQhaMR4rK2tb7jppfxLAHTw6FCTFYp6qL22FW5aRzKP/AWU/4i8+jNZU/bDufwPZc0/nqMo1y+75mOz/D6uLL9BALjp8a5Pujc/3j/2qylXx9+v8Vd02HWXYeLUYpEYT6BlIFlHtl37I5mrX27UFsr9nSvK9ctu+Het3KKt3aqd/bONXdu+bt62fBUDLq2H3+Adi/pKX5DJniaP0tKuAKydyl3R0lwTNDXXhEvNtcH1SteXKy/g2gx6tdtL2euueV5+31e7Uv29L0N2HJEZu3jW7Nmqe7PVQAJrTcm+SPHiUUR4zsTKvQWBI+4tmxDgn3JLc4m8HAmAk5VTTVYp6iWFDM7Qc8y/rzz/+wOx3PMbLbvb57fc5g6PWdnXmFuCnfQ1VI2iI9OQSfeRMzE3t+DWf2fVsY47fN1t1pmZg32DW71zUQ+ZYaBn5w7QrLfapZQJP5TAmbQzapdxWxJYa0L6GQqWzyDU69+4N2pKz8BxZRMC3MjH+z9m3Zl1tHJphYetRw0WKuotjQV4d1e7ClGfNe4KFlZqVyGEMFESWKvbxf3kLr+fsGbP4tfCG78B426+ae5Fvjj4BWGJYfi5+rFm3JoaLFQIIYQQdZWiGIdfuzpEmwEDBsWA1qBVu7QKkcBanS7FkLb6OSJbvkwnn4b49L75DVRavZZvDn/DXwl/Md53PJPbTK7BQoUQQghRndJKctABU/a/jXLIzhger4z5e/Vx2bi/1z6+Eiyvjgt89XHZuMXXPr6y/kb7upWyYeRMmATW6rLrfS7GbGNfk8fo28EH7/Z9brqpVq9lxYkV/HH2D1o4teDt/m9jZuJ36wkhhBCi4s4WJaPghrWZJS72XmVjB187FrAZZsav1y67yTblXn/N85tuc4v9NXVqirmZudrfoluSwFrVFAXW/YtTiekc9X6IQT064unb8aabJ+QkMGXjFIp0RZhrzPllzC8SVoUQQog66vlWk+nS8T61y6h1JLBWJV0pyq8PcDjbjoSGExgaPApnN3fAODh7WlEaey7v4XLBZfJL8ynQFhCVHEWRrojJfpOZ0XYG9pYyJqQQQgghxLUksFaV9NMYvh9OjMtI0hr0IGjkPdg7OpJXmse80HnsS96HzqAr29ze0h57S3scLB3o37g/L/R4ATvL6ycQEEIIIYSo7ySwVoUzO9D99gjhDWejODdl6JjpWFpasil+E7sv7ybyciQ9GvZgZMuRtHRuSfeG3eWyvxBCCCFEBUlgvVshH1IS9jnhzZ/FyqstA4LHYmZmxsXci7wc/jIWZha0dm3NuwPepbFDY7WrFUIIIYSodSSw3o3QjyiI/B+hrd/Cs1lruvUdXDYhwPm88wB8PuRzBjcdrGaVQgghhBC1mgTWOxXxORl7fyKy1Zu07dQTP//2ZavySvOYu2suAM2cmqlVoRBCCCFEnSCB9U7sXEhq9HoiW7xA1+69aNHKr2zVmlNr2HZhG8X6YoKaBdHcqbmKhQohhBBC1H4SWCtDWwwrJ3Mho5io5nPp368fjZr+HUiT8pNYsGcBrtauDGk6hJd6vSQ3VwkhhBBC3CUJrBV1JayezrbgqPcsAoYMxr1h+ZuoHtjyAADPdHuGe/3uVaNKIYQQQog6RwJrRei1KD9P5XCBJ+e9gxg6bDROTk7lNrmYe5HkgmRmtZ8lYVUIIYQQogpJYL0dXSmGlVOJLm5JtlcPho2agI2NTblNDIqB5SeWAzDJb5IaVQohhBBC1FkSWG9FW4Tux3vZTXdKPfwIGDMVS0vL6zab/ddsDqQcwNvBW26yEkIIIYSoYnJH0M2U5FP8w3h2WA5F49aSIWOn3zCsag1aYlNjCWoWxNpxa1UoVAghhBCibpMzrDeSeY6CHyayw+sxGtkr9Bj/EBqNpmx1gbaApPwkskuyOZR2CL2ip2/jvthZ2qlYtBBCCCFE3SSB9Z9ST5Kx8l+ENX6ath4WtB16f7mwuvvybp7Z+QzF+uKyZVZmVnT17KpGtUIIIYQQdZ4E1mulnSLl5yeJ8JpDV18vfHoGX7fJ5nObKdYX807/d2ho1xAXaxcaOzTG2dpZhYKFEEIIIeo+CaxXnd/D+d/fZX/Dh+jv3wjndn3YdWEXBboCCrWFFOmKKNQV8vuZ32nl0op7Wt2jdsVCCCGEEPWCBFZAObuL05sWEddgLIM7NsWj/SAWHVzEt4e/vW5bM40Z433Hq1ClEEIIIUT9VO8Dq3I2hENbfyaxwXAGDxqMU5O2bE3YWhZWN07YiK2FbdkfC7N6/y0TKtHu+ZacI1tQFONz5coDxfiEK4v/Xo+C8f8a4zMF0HDd6x3d+1NKTg29C1Gb6PYvJfvg+itt5kp7u659XX3+93+UKw3NuE5Tvq1e3f7KMks7L5D7VcVdKA39lNy4iL/bo4ayhnpN0/37+T/abrl112179cnf7fnq2rLtNWWbXP/aKx+8ClBoYQ5uk+Ga+2JExdXr9GU4vp69uyPJcepM914d+SH1Lw4f+4hTWacA+GP8HzKuqjAZ8ecSOOUwEntzPWiufgT+/fGpufKfCj+/8qCwJJVS5/KTYQgBkBB/huMOo7A316HR3KC98Xe7utGyf25bvv0Zf5Ey0+VzrPQYmJlX07sQdd2pC6kkOIzA1twAlG+TV39lv9Z1zzW3WPePhZp/rrvmyfX7NbbxqxsUG4rZX7off/dpN3sr4hbqbWDVbX6dXcnmFFo3wLajC/9L/Yu1p9fi7+bPQO+BdPHsgo+Lj9plClHGgIZm+ng6z3i/Svf79pqRdHHsUqX7FHWDgoYm2rN0q+I2d61Dh/5HdGx0te1f1H0GNPgoCbSb+p7apdzS7ku72bb9ex4wf0DtUmql+hdYDQaKf/s3YUW+hFvnsl67AsNB429ljpaOLB2xVMZTFSZJj0IWBuIy49AregyK4e+vhn88v9FXw9/Pr12Xr81X+60JE6VXFLJRiMuMK2s317ada58rimL8ilLWHg2UX3ej1xxNP6r22xS1nA7IQc+prFMoioKCgkExoKAYnysKBgzl1115XG7dP7ZTlH/s58prDRhAoWydQTFmiGu3vdG6s9lnVfwu1X71K7DGh1Kw8xO22Y3HzfIyv2vX81D7hxjtMxpna2dcbVyxNrdWu0ohbmirks8FMzN2bJhU5fv2sveq8n2K2u8vQzYXLW34qxra3LU8bT3LjXctRGXs1BRzhiIi19+rdim3ZaGxwN3GXe0yaqX6E1ijfyBr+6fsaPEy5hZn+cHhHKSAn5sfbdzaqF2dELdVjAFHzPlsyGeYacww15j//dXsH881ZpibmV+/7AbbmGnMcLV2VfvtCRNUrBiwR1PW5v7552o7uvpYo9GU+2qmMcMMM8zMjF+vtlUzzMranwYNDlYOmGlkpnBxZ4pRaIA5nwz+BDONGRqNBg0a42M0N3x+w3X/2M7s/9u79/ioynvf499nzeRKIAECAYLc0bq1SMEQN5cWi7DVV9XqNmoPVrA95+hpaa3SemyrtO52175qd9vXtrt6era1lW21VelpKypFBUWq2BYsVooiFwEBY7iHhJCZ9Zw/Zs09GQJkZq2Ez1vzmrWe9aw1vzX5sfLNZCYxjmQkR8ltxphE/6Zuc+Stp+ybel9SbFtpqJSf4p6k0yOwLvu69qxfoZdHf1VVoyr03e0v6eiBo7p87OW6YOgFflcHdFmJlS4aeZHfZeA0UiR6DsFXLkdzRs3xuwzkUe8OrNZKz35V725cq9dH3Kzz6ybq8lXXKWRCuvm8m3XTeTf5XSEAAACOo3cH1t/foo3v7tbGYZ/WjI9frN3mfVlZff2Cr+vqM/P7miwAAAB0j975oqG2w7I/rtNfdrVr26DZuuiSyzVw0CDtat4lSRpXNc7nAgEAANBVvS+wfvC2ov92rlaXXqT3B16gj132KVX0q5Qkvdf8niSptqLWzwoBAABwAnrXSwJ2va5j/3mxVp/xedmB4zX7kn9WUVFRYvM7B95RWbhMA0oH+FgkAAAATkTvCax//pmOPnOXnh+zSP2HjlT9zIsVCiX/1J9rXa1rXKcz+p6hEH8CEAAAoMfo+S8JsFZ65g4d/sM9Wj7ubg0aMV7/+PFL08Lq+g/Wa+qjU7Xj8A5NrpnsY7EAAAA4UT37GVZrpWVf176/Pq2Xxi7Smf8wQWefO0HGGG0+sFn3//V+NbU2aefhnTrSfkQLJy/UJ8d90u+qAQAAcAJ6bmC1Vlp6m3ZvfE2vjvnfmjCpXmPHJd/9//vNv9eybcs0afAkTRg0QSP7jdQN59zAX1MBAADoYXpmYG1rlh6+QpuPlOkvI27R9OnTNWzYsMTmiBvR2sa1Glg6UD+/+Of8jWoAAIAerOc93Xhwp+z3xujNtiFaP+y/6aILZ6aFVUm6+5W7ta5xnSbVTCKsAgAA9HA96xnWfVtl/++FWltzrXZXz9DsOZeqoqIibcrjbz+uZduW6az+Z+nb077tU6EAAADoLj0nsL63VtGfX6FXa+bqwKA6zZpzqcrKytKmLN2yVA++8aDKwmW684I7VV5U7lOxAAAA6C49I7BuXqFjj3xKL4/8kkz1eM2Zc3naHwSIu+e1e3Sw7aAWTl6oiYMnFr5OAAAAdLvgB9Z3X1HLr2/SS2PvVGXtmZoyY1ba71iNOxo5qoNtB/W5iZ/T/HPnF75OAAAA5EWwA+uWF3X4Vzdp5civaOT4s/Xh86d1+CaqA0cP6NPPfFqSVFVSVeAiAQAAkE/BDaybnlPTktu1csxd+tC40Tp38tS0zU2tTVq2bZn2tu7VW/vf0rZD23TjOTfqqvFX+VQwAAAA8iGYgfWtZ7X7qe9o9agvq27C2Rp59keyptz7p3v19NanFTIhVZZU6tyB5+rGc29USajEh4IBAACQL8ELrC9+T5vXvaR1w2/WjLqJqhnzD1lT1uxeo6e3Pq2+RX318qde5q9XAQAA9GLBCazWSs99Uxveeluba67Ux6dN0YDh4zqYZvVfG/5LkvTA7AcIq+iQPfy+jq34fnJdivVYfM3a2JisJJPYZr1tacdK2y8xK7GcNpZ+hynzUufY7DHr1ZFWW6IASVKJW6JW43bxEUBPFevdf0vpxfR+s95YomcTfdjJvPjm5OSUYxvv6DZjv1gvFkeL1J79Hlcgi21uTFxz472XuHZam3ZtTR+P3SbmSF47ZvZk6lj69hKVql1H8n+S8FVgAqv9w11au3Wvdg26WBdecqUq+vVL2x51o3qj6Q293vi6Vu5cqfoh9fpw9Yd9qhZBdzBSpKV7qlNGYlc5I6UFV5OxPTYnJS7alP3SY2T6vM6OZTsY63S/3MeqChs1an3WbPQuB9vDWrpnoBJ94H3xT+3BRA910J/J/krZx2b2XUfzMvaRVBWu0Xt6o3tODL3agfawd83tWt/Gx7vSr8fr1aqQ0TaHPu3tAhFYo899S2t2tOvwgMmafVmDSsuyf+H/t9d8W0+8/YQkqSxcppvOu4k/u4pOtdtmbR7bqPj37Nb77t3a+PNJqesZy53dxpdPZp+TnZNyn9sObdPoytF+P7TIs7bwEb0z9n25Xg+41k30rGtdbz3WE/HltNuU8fiyq87HZSVXbof7bj20VTXlNX4/JOgBrD2mzWMbU3rRyuskRW002XMpvZrouYz+S+3XxEfGWGq/bzqwSRMHTvT7IUCe+RtYoxG1/eYLWt08XE7FcM264nqpKKxXd7+qxpZGNbU2aW/rXjW1NsVes1rcV0suX6LB5YN5KQByalZUv94U+wbHMY6M91/sf5Mc877pOaE5xpuXMSZJxhg5cjqdEz9+5hxjvPvrbI6RJpZO1KwRswr6OKLw9re36IlNS9J6yTFO4prnGKfzca/XUnuuo/F4r3U4L6UXzxt0nmbUzvDz4UAPcUzS45ueTOuhtD7N6Nl4H8bnh0wo0fOJY8jJ6lXHOAo74bTtk2sm6xNjPuH3Q4A88y+wRtrU+rNP6sXSf1JVaUR1V35WoZJS/WbTb7Toj4sS08rCZRpYOlDnDTpP886ZpyF9hvhWMnqOcoW0eu5rfpcBnLDakv5aPne132UAJ2zN3DV+l4BezJ/AeqRJB3/5Wa2oaNAZZa2adMUXZZzYswTrGtfJyOjJy59UbUWtyouyXx4AAACA00fhA2tzo5p++b/0Yr+rdU75Xq0/a5geXnmr9rft18G2g3qv+T2NrRqr8f3HF7w0AAAABE9hA2vLPr23+Ga90v+fVTfUqPnc2frWU9dJkuqH1Gts1VhNqpmkmcNnFrQsAAAABFfhAmvzB3r7sa/pzarLdPbwdv33PY9oz1N7JEkPX/KwPjI4+69ZAQAAAAUJrHv3rNevlv0fVfSZrLUlK7Vo81pJ0vVnX6/ZI2cTVgEAANCpvAfWv216Ri+/slLhkvO0uP1RDasaoZmVM1XTp0ZfnPRFlYXL8l0CAAAAerC8BtaDm1dq6Z/Wqrh4iFboST1xzf9TZUllPu8SAAAAvUzeAut7q3+iX20/IscUq2zYAf3uo8vydVcAAADoxfISWB9deptaD52lD+w+jRlZrvn/eGc+7gYAAACnge79+6ZuVDuWLFR780RtcP+u4eOrNXfKQhU5Rd16NwAAADh9dN8zrEcPqenJr2hVqF4vRl7UJ+sv02XjP9lthwcAAMDpqXueYX1/g7b95/VaHpqmJe1Pq6miibAKAACAbnHqgXXX69r8+CL9ufpqPdL+a/Wv6a/vf+z73VAaAAAAcIovCbA7/6L1T/1U7w64WNsGvKV3d7+rf5/y7xpTNaa76gMAAMBp7qQDq7t5pf684vd6v9/52j9iv36x+Xca0mcIYRUAAADd6qQCa+TlH2vJ5iYdLBusZ4t+py1bdqo8XK7HP/F4d9cHAACA09yJBVZrdWz5t/TcnjK9U1ys580zOm/QJH2030WqG1KnqtKq/FQJAACA01bXA6u1al56l17eN1Bvh5r06LHf6e6pd+uq8VflsTwAAACc7roWWCPHdGDJbXohOkUbwuv0q/bnNHHQRMIqAAAA8u74v9bqyF7t/tn1Wmanaq19RY9HXtD02un60YU/yn91AAAAOO3lfobVjWj7I7fo1cor9eSx32hHaIcazmzQtWddq4FlAwtUIgAAAE5nOQNr2/5d+nPfq/V45Ffa6G7W/R+/X9NrpxeqNgAAACD3SwKOmnJ9fGypPggfUMOZDYRV9BjG+F0BcHIcJ+R3CcBJsH4XgF4u5zOslf0qVDXlGj10Vp2qy6oLVRNwygb2q/G7BOCk9CnnWouep39Fhd8loJfL/RrWcKkkaXTl6ELUAnSbUKjE7xIA4LRRUtzX7xLQyx3/twQAAAAAPiKwAgAAINAIrAAAAAg0AisAAAACzVhrO/1dFPX19aqtrS1kPeiF+vfvrwcffLCg90nv4lT50bcSvYtTxzUXPVWu3s0ZWAEAAAC/8ZIAAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECg5Qysn/3sZwtVB9Ct6F30VPQueiL6FvmWM7Du37+/UHUA3YreRU9F76Inom+Rb7wkAAAAAIFGYAUAAECgEVgBAAAQaARW5Ne+LX5XAJw4a/2uADg5rQf8rgDICwIr8ur7zzzsdwnACfv7+sf8LgE4KQ/+/i6/SwDy4qQC61NPPaWGhgZdd911WrRokVzX7e660EtEnVK/S8hp3759mjNnjtra2vwuBQGyq3mX3yV02Zo1a3TrrbdKkhYsWOBzNfDb/mjE7xKAvDjhwHr06FH96Ec/0sMPP6zHHntMzc3NWrFiRT5qA/Jq1apV+sxnPqOmpia/SwG6xY9//GO/SwCAvOhyYF2yZInmzp2r+fPn67bbblNZWZkkKRKJqKSkJG8FAqfiyiuv1N69e9Xe3q5JkyZpw4YNiXFJeuihh1RVVeVjhUDHlixZos9//vOaN2+eLr/8ci1btkyrV69WQ0ODrr/+ei1YsECHDh1K22fatGmSpL/+9a+65ppr1NDQoAULFujw4cO66KKLFI1GJUn33nuvnnnmmYKfEwCcrPCJTO7Xr5/uv//+xPrixYvV0tKSuEgCQTNr1iytWrVKQ4YM0fDhw7V69WoVFxdr1KhRmjFjht/lATm1tLTooYce0r59+9TQ0CBjjB599FHV1NToF7/4he6//37NnDkza7+77rpLP/zhDzV27Fg98sgj2r59uyZPnqyXX35Z06dP10svvaRbbrml8CcEACfphALr6NGjJUmu6+ree+/V1q1bdd9998kYk5figFM1Z84cPfDAAxo6dKhuvfVWLV68WNZazZkzx+/SgOOqq6uT4ziqrq5WeXm5IpGIampqEtt+8IMfdBhY9+7dq7Fjx0qS5s6dK0lqaGjQ4sWL5bqupk6dquLi4oKdBwCcqhN6DavjxKYvWrRIbW1t+slPfpJ4aQAQRGeeeaZ27typ9evX62Mf+5haWlr0/PPP66Mf/ajfpQHH9eabb0qSmpqa1Nraqvb2djU2NkqSXnvtNY0aNarD/QYPHqxt27ZJkn76059q+fLlOv/887Vjxw498cQTuvrqqwtRPgB0mxN6hlWKXUCfeOIJnX/++Zo3b54k6YYbbtDs2bO7vTigO9TV1Wnnzp1yHEd1dXV655131KdPH7/LAo6rqalJ8+bN0+HDh/XNb35T4XBYX/jCF2SMUWVlpe655x5t2rQpa7+7775bX/va1+Q4jgYNGqT58+dLki677DI9++yzGj9+fIHPBABOTZcD61VXXZVY3rhxY16KAfLhK1/5SmJ54cKFWdtfeOGFQpYDdFldXZ2+/OUvp41NnTo1bb2+vl719fWSpNWrV0uSJkyYoF/+8pdZx4tEImpoaMhTtQCQPyf8DCsAoOe54447tH//ft13331+lwIAJ4zACgABlPpTre7w3e9+t1uPBwCFxJ9mBQAAQKARWAEAABBoBFYAAAAEGoEVAAAAgUZgBQAAQKARWAEAABBoBFYAAAAEGoEVAAAAgUZgBQAAQKARWAEAABBoBFYAAAAEGoEVAAAAgUZgBQAAQKCF/S4A+bH/6H4t3bJU7W67XOvKysq1bmzZWrlKLse3WevNUcpy5r45jtPR9lrV+v1QoBdZumWpGlsaEz2W+JCrqBtN67/Uj6iNylobu5VNzI3aaKJXU+fs37tNs7TQ79NFD/D89ue149COxLVQUtY1MvP6mHrdzTWedixlHyO+nnrtjrqtfj4cQN4QWHupp7Y8pe/96Xs55xgZOcaRMUaOnOSyceTIyBgnY9nIyKTMNzLebWLZ2x5SSI4xOsslsKJ7NLU26Y5Vd3S63Un0q5NcTv3w+j35YeR4fZpYllHIhFRsowU8M/RUETei21belgiXnUlca+PXT5O8fsaup+nXW3ljqddnY5RyvfWOJZN1zR2lAQU6e6CwCKy9lLv7HS0oWaAaN3ZRSzKSjGxiWZJJX7feHJn4siRrZG1H871lk/HqEuvGtoZzX8iBroq2Neua4mt0poao1MZHvV6V16tZveyk9LHXw1bevE761+td4HisG9Wl4Us1wYxRuc3c2tVrrbeeeb1Vaq8mjxfbT51ecxXOKgToFQisvZRpPqxjOqYZfXeprLgsFlpN7GJnTDyQpkRZ79nT7DnyxpWc721LP463n5Mck4zkhAp30ujd2g6p2lTLaV+h2YM/5PWl47WsSevP7G1eHzspc4yjtP41Xk/Hexc4HhtVtanW0fZVuqJmnJLXxZj0a6RV6rUxsU22S9fb5PU6s2eVdlwZehe9E4G1F4sqqrILb1V5xWC/SwG6z6BRKv+nRX5XASS4/aroSSDP+C0BAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAC/tdALqPtVYRN6J2t13HFPW7HKBLrLWysnKtm74sK2uTy83tR/wuFaeRzL505Wb16LH2Fr/LBE4bBNaA23Zwm7666qs6EjmiiBtR1I0q4kYUsbFgmrruWjex31AzVJcWjZZjeBIdXfeNP35D6z9YL0lyrZvoqfhyIkTK+8LdUcD0vrDLKrnsHSNtX2+/E/G5ks8pbEz3njR6jA17N+juV+7WseixtF7qqD+zvgHqpDdTvylKm9NF84vnK8QPK4G8I7AG3MZ9G/W3vX/TtGHTVFlSqbATjn2Y2G3ICSXWi5yixFjRljfV52BEpeFSv08BPciybcs0oHSAPjTgQzIyMsbIkSNjMpZl5Bgn8Q1RR8vx/eNz05bjxzaOHDmSkRw5OeeZo4dU/HdXUytG+fgIwU9vfPCGNuzdoBm1M1QaLk3vH2850Vep/ZNjPKvnUvryuOOyKlq7R1PKh/v90AC9HoG1h7i97naNqRrT5fn7PviJ/rK/OY8VobeaecZM3V53u99lZDu0S0+/+aTKnWK/K4HP/mXav6i6rNrvMqRou57/073q65T5XQnQ6xFYA862HFJDcYPe+sMz2m5Cslayin1Ixls3yTFvPWKLVGYjPlaOnugj+rBqthTpxW0PSIr3mZLLNmM9c7tMjrkp27L2i223tvNtktWR4oFyTPtxzwO9VPMBXVt8rdY99WsVy+lyf6b1X84eNtnbbCfjniOlI+WYpq6fA4CTQmANONv4tkY5ozSk6TENU9j70awkYxS7Md6Pt2zKWOxHViX9BknFfXw+A/QkIzRCbS0bdVbrHm8k/qXaeF/vrUx82fvKHXtJaWzAGBMb976+J+Ymh7xjpUQAr29TZ6W9TNXrccnKCYXVZ8w3uudk0fM0blGNGacRjb9VpXGU6CXrNaRRWn+m9lGyN71eTevN+ESb3KfTvkzpdcWutxXjF+bphAHEEVh7gIgiqrxkoWpGz/K7FJwG2vqENOTG3/pdBtChdrVr4LXfV3X1h/wuBUAB8dZGAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIFGYAUAAECgEVgBAAAQaARWAAAABBqBFQAAAIEWzvcdtLS36N1D78p6/8X+t5Ika21i3Fqb2Ce+njqeuU/mvLTjpo7Hj5lyvEQtsclZNZxqrVnjKcfIeQ6pc7zxdw5v0SgNO7VPArrVe83v6WDbwUSPuNbN6o3EWMrnNmvM66/4uJTsjcRYSn9mjVkrV25Wz7jWTVuP75t6/My+TR4PSGo+1qzth7en9VZqH8eXc42n9qlrXblyE/9u4uNpc1PHvX3j2za07tFwjfT7YQHgg7wH1jtX36nl7y7P9930Wn3URzeVTldVUV+/S4GkPUf26OInL/a7jLy5tvhaDXRK/C4DAfGlFV/Smj1r/C4jodpU69riKeoTLve7FAAFlvfAeujYIY2uHK1bJ90qY4wkycikLUuSMUbx/7yhxLzEf94+mdtS989aTp2XetyM/TNrSKvPJPfpqNaOxjurNec5pN6vN972xu+0+q1WDSipPKXPA7pH87FmSdKN59yojwz+iBzjZPW1IyfZM97n0TFO2py0sZS+cYyT1m+pfdPpWOa248yVFKtb2WN/eeReja+oKfTDioA6dOyQzhl4jm4+7+Zkz3g9bkysX+N9HF+O93Ha/Bzj8WN1dNzM+2t57VGt29amsnCpz48MgELLe2CVpKqSKl044sJC3FWvUxQqkdTqdxnIcE71Ob2ypwtyQUCPUl1WrZlnzPS7DEmScYpl1OZ3GQB8wJuuAAAAEGh5f0Klb1uZao6eoddX/lYp70lKZ1PfHpUcSyymb8gazLXd5phsOz9I9vac99n1ejt7COLHyNwebT0oo1CuvVBgU0JT1Pr3HVq39bfpG1I/f1n90Fkf2OxeTR4ktpjVhtmNmDbFpt5j7v6zGf8o95WM0Bg1CZCkgZFKjTkwVOtWeL2e0eOpPZvZ+zattzOWk7tl7NPB8ZTs0/YjbTK5r6IAeqm8B9bqQ476qkhl6xd7I8mLTccXntiYsdljiW0dzE9lrO18W877PMH5HSbY1PPLHOtgW9p9Zp5fbL3UbZHKruigDhTcoV2aXjRdZvuLKm9rVoe9kNXDVp19bmPzrDJ7tePjdfZvJ6MGmzqWowabPTZKrgafcZUASaptqVSZjaj8jcWSbErfWa+/U9aVXDdpvZW6T0c97B3XZh7HW7bp91FuW6Ti/9GdpwmgByjAS9ZcHbDv66wrb08ZS4mciTchmQ43J98pZbLHOt0/19ipHrOz/VM3d/P9F/eRyqo6vi8UVuSoJKl4eJXOmvA5b9Bkf84Sn87Mz3VHcztaz7XteHOVPberxzGO1HdI5lnjtGV1wO7xrt+ZvSJl9VZimzn+trRjdfbvpINjlfSLXRMBnFYK8x4LY6QzphTkroCC6DOYnsbpwXHodQC+401XAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0MJ+FwDkw56WPfrXV/9VrnUVtVG51k18xNejNiprbdr68ea1Hj2oK3Wt36eHXmxPyx59Z8135FpX1lq5it1a2URvpq7H57jWlaS0OfF9E7fWlZVNLKetp8yJH2ukajXAzwcDADwEVvRK+4/u17PbnpVjnMRHyIQ6XE5dzxwvdorT54XKVHzQ6sN9av0+RfRSB44e0NNbn5aRkWOc5K3JWPduHRP7QVl82RgjR10bDzvhxLgxJm2OMUbDDoY03inz7bEAgDgCK3qlyuJKrbpuVfcfuPHv+u1zf1R1cd/uPzYgqbaiVsuvW+53GZKk1x/+qspCIb/LAABewwoAAIBgI7ACAAAg0AisAAAACLScr2E9tvddbf7Z/5RkvHelxlhvwWYsx7dZmcTYwD5jtFe7u7tuIKeQG9LmzZslSdZr0szbTrd577CWtclbebdHmhRxigt5KjjNuBFXW7Zs6bBPcy13aV68p5XS38lJiT6XrKyVmkJDdYYau+fEAOAU5AysraZc+8rHyRjFImj8VkZGkomtxMKqkVxZyXih1UjWWH3Q9r72FO/L5zkAWcIRad+K/5Dxvvga68Zu41+QrZtYNnIluTJWyTmy3r7ytse2OdbqXLdNJRNu8OO0cBqwrc3a+8J/eCvJfkz2ZHp/KtHHNmVZkrye9/paUsqxYlKPYZSybGNzh8pqWHVF3s4VALoqZ2A9qoi+Fl6uqBtV1EYViUYSv5cy4iaXj6d+QH23FQx0RcS2qK62OPZdlfdrfJLLxvtuy1tPLHe0PXPZkYrKpXGz/Do19HIhc1R1tUXpfReXNWa6MGY62Nckph533riL8nWqANBlOQOrlXTB0AsUMiGFnXDi91SGnXDi91XGl0NOKHabuuzdThw8sTBnA8SZkHTJd/2uAjhxxRX0LgBkOO7vYf3WtG8Vog4AAACgQ/yWAAAAAAQagRUAAACBRmAFAABAoBFYAQAAEGgEVgAAAAQagRUAAACBRmAFAABAoBFYAQAAEGgEVgAAAAQagRUAAACBRmAFAABAoBFYAQAAEGgEVgAAAAQagRUAAACBRmAFAABAoBFYAQAAEGgEVgAAAAQagRUAAACBRmAFAABAoBFYAQAAEGgEVgAAAAQagRUAAACBljOwWh0rVB1Atwo7fC+Gnqm4qNzvEgAgcHJ+VR86YGSh6gC61cCq4X6XAJyUkpK+fpcAAIHD01AAAAAINAIrAAAAAo3ACgAAgEAjsAIAACDQCKwAAAAINGOttZ1trK+vV21tbSHrQS/Uv39/PfjggwW9T3oXp8qPvpXoXZw6rrnoqXL1bs7ACgAAAPiNlwQAAAAg0AisAAAACDQCKwAAAAKNwAoAAIBAI7ACAAAg0P4/UJzsIWV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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench.analysis import regional_sa\n", "from numpy.lib import recfunctions as rf\n", "\n", "sns.set_style(\"white\")\n", "\n", "# model is the same across experiments\n", "x = experiments.copy()\n", "x = x.drop(\"model\", axis=1)\n", "y = outcomes[\"max_P\"] < 0.8\n", "fig = regional_sa.plot_cdfs(x, y)\n", "sns.despine()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above results clearly show that both B and Q are important. to a lesser extend, the mean also is relevant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More advanced sampling techniques\n", "\n", "The workbench can also be used for more advanced sampling techniques. To achieve this, it relies on [SALib](http://salib.readthedocs.io/en/latest/). On the workbench side, the only change is to specify the sampler we want to use. Next, we can use SALib directly to perform the analysis. To help with this, the workbench provides a convenience function for generating the problem dict which SALib provides. The example below focusses on performing SOBOL on the uncertainties, but we could do the exact same thing with the levers instead. The only changes required would be to set `lever_sampling` instead of `uncertainty_sampling`, and get the SALib problem dict based on the levers.\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[MainProcess/INFO] pool started with 12 workers\n", "/Users/jhkwakkel/opt/anaconda3/lib/python3.9/site-packages/SALib/sample/saltelli.py:94: UserWarning: \n", " Convergence properties of the Sobol' sequence is only valid if\n", " `N` (1000) is equal to `2^n`.\n", " \n", " warnings.warn(msg)\n", "[MainProcess/INFO] performing 12000 scenarios * 1 policies * 1 model(s) = 12000 experiments\n", "100%|████████████████████████████████████| 12000/12000 [02:37<00:00, 76.17it/s]\n", "[MainProcess/INFO] experiments finished\n", "[MainProcess/INFO] terminating pool\n" ] } ], "source": [ "from SALib.analyze import sobol\n", "from ema_workbench import Samplers\n", "from ema_workbench.em_framework.salib_samplers import get_SALib_problem\n", "\n", "with MultiprocessingEvaluator(model) as evaluator:\n", " sa_results = evaluator.perform_experiments(scenarios=1000, uncertainty_sampling=Samplers.SOBOL)\n", "\n", "experiments, outcomes = sa_results\n", "\n", "problem = get_SALib_problem(model.uncertainties)\n", "Si = sobol.analyze(problem, outcomes[\"max_P\"], calc_second_order=True, print_to_console=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have now completed the sobol analysis and have calculated the metrics. What remains is to visualize the metrics. Which can be done as shown below, focussing on St and S1. The error bars indicate the confidence intervals. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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N9Em+rPg/Lka04b6Og8EGSVL9MF/zCXsdSyPutZyonxUSPy+uxbvXxa6vrzeeJPliRtjv96unpye6HIlElJ6e/r7renp6hkQ52bJ83oQ8ridRL3yX/ofC9Rlxr2NpxL2WE/VvLPHz4lrciPF9V8zd0cXFxWppaZEktbe3q7CwMLquoKBAXV1dunTpkvr7+3X48GEVFRUlbloAUfX19Tf0Dy/ADWJuCZeVlam1tVWVlZVyHEe1tbXat2+fent7FQgE9NBDD2nFihVyHEcVFRX62Mc+loy5AQAY8WJGOC0tTTU1NUNuKygoiH49d+5czZ07N/6TAQDgcnxYBwAARogwAABGiDAAAEaIMAAARogwAABGiDAAAEaIMAAARogwAABGiDAAAEZifmJWvJ09e1bl5eXJfloAAMycPXv2fW/3OI7jJHkWAAAgdkcDAGCGCAMAYIQIAwBghAgDAGCECAMAYIQIx3Dx4kXrEQAALpX09wmPFC+88IJqamqUnZ2ty5cvq6amRiUlJdZjAUhBCxYsUE9PjzIzM3XlyhVJkuM48ng8OnDggPF0SGVE+ANs3bpVv/zlL5WTk6Pu7m7df//9euaZZ6zHcp1z584pHA7LcRydO3dORUVF1iO5TigUUktLi/r7+6O33XvvvXYDuVBRUZHuvfdeFRUV6fjx4/rpT3+q9evXW4/lKuXl5aqoqNA999wjv99vPU7cEOEPMGbMGOXk5EiScnNzNWrUKOOJ3Ofhhx/WkSNHdPnyZV2+fFmTJ0/mF50E+Na3vqWPfvSj+sQnPiFJ8ng8xhO5T0dHR/QXyOnTp+tf//qXMjIyjKdyl6eeekq//vWvtXz5ck2bNk2LFi3S7Nmzrce6bkT4/2zZskWSNDg4qG9+85uaPXu2Xn31Vf5DJUBnZ6eee+45VVVVafXq1fr2t79tPZIrOY6jzZs3W4/hatnZ2Xr88cc1c+ZMtbW16ZOf/KT1SK4zfvx4rVixQl/+8pe1adMmrVy5Un/605+sx7puRPj/5OfnD/lbkubNm2c1jquNGTNGHo9Hvb29ysnJ0cDAgPVIrjR9+nQdOXJEt9xyS/Q2fqmMr8cee0w7d+5US0uLpk+frtWrV1uP5Dq/+tWvtGfPHkUiEVVUVGjDhg3WI8UFnx0NM1u2bNHYsWP15ptv6vXXX9fp06fV1NRkPZbrLFiwQKFQKLrMyUIYierq6vS1r31NU6dOtR4lrogwzITDYfX19SkrK0stLS267bbblJubaz0WgBQUCoW0fft2dXd364477tD06dOVl5dnPdZ1433CSLru7m51dnZqyZIlevPNN3X69Gnl5eVp5cqV1qO50oEDB7RixQotW7ZMwWBQX/nKV6xHAq7aI488okmTJunUqVMaP368Hn30UeuR4oJjwki6I0eOaMeOHers7NS6deskSWlpafr85z9vPJk7/fjHP9a6devU0NCgkpIStba2Wo8EXLVLly7pq1/9qvbu3avi4mK5ZScuEUbS3Xnnnbrzzjv1wgsv6Pbbb7cex/U+8pGPqKioSA0NDSovL9fu3butRwKuSUdHhyTp9ddfV1qaO3bkEmEk3YMPPhh9r+revXuHrHvssccsRnI1n8+nP//5zwqHw/rDH/6g7u5u65GAq/boo4/qkUceUUdHh1atWqXvfve71iPFBSdmIek+7L19n/nMZ5I4yY3hjTfe0MmTJ5Wbm6sf/ehHuuuuuzR//nzrsQCICMOQW892TEUvvviiTp8+rZkzZyo/P1+ZmZnWIwHDMnfu3CGf8paenq5wOKyMjAw9//zzhpPFhzt2qmNEcuvZjqlmy5Yt2rNnjxobG3Xs2DE9/PDD1iMBw7Z//3795je/UUlJiX74wx/qt7/9rZ544glXfGSlRIRh6N2zHdPT0111tmOqaWtr08aNGzV69GgtXLhQZ86csR4JGLaMjAxlZmZG9+RI0owZM9TZ2Wk8WXxwYhZMufFsx1QzODioK1euyOPxaHBwkH9njEj/+/nc7e3tmjBhgvVIccExYZg5ceKEqqqq1NHRofz8fFVXV2vGjBnWY7nO/v37tXXrVl24cEEf//jH9Y1vfIMP7MCI09vbqz179ujvf/+7pk6dqq9//euu+IWSCCPp/vdEC8dx5PP5NDAwoMzMTFecaJFqDhw4oKamJvX29srj8cjn82n79u3WYwFXpaamRlVVVdHltWvXauPGjYYTxQe7o5F0+/fvl+M4+t73vqfKykrNnDlTf/vb37Rz507r0Vxp48aN+v73v6+bbrrJehTgqj399NPatm2bLl26pN/97nfR2wsKCgynih8ijKR79zJ6bj3RItVMmzaN919jxFq6dKmWLl2qJ598UvPmzZPX69X27du1bNky69HiggjDjFtPtEg18+bNUyAQGHIJOLdcixU3jpdffllFRUV6+umn9aUvfUm1tbWqr6+3Huu6jfyj2hixNm/erNzcXLW0tGj8+PGEIUHq6+u1fPly3X333dE/wEgTDoc1Z84cvfXWW5o/f74ikYj1SHHBljDMjB49WkuXLrUew/XGjx9PeDHiDQwMaMOGDZozZ45eeuklDQ4OWo8UF5wdDbjcqlWr1NPToxkzZkTPSn/wwQeNpwKuzqlTp9Ta2qpFixapublZt912myZNmmQ91nUjwoDL7dmz5z23LVy40GASAP+PCAMAYIQTswAAMEKEAQAwQoQBADBChAEAMEKEAQAw8l+YU/f23adAkwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores_filtered = {k: Si[k] for k in [\"ST\", \"ST_conf\", \"S1\", \"S1_conf\"]}\n", "Si_df = pd.DataFrame(scores_filtered, index=problem[\"names\"])\n", "\n", "sns.set_style(\"white\")\n", "fig, ax = plt.subplots(1)\n", "\n", "indices = Si_df[[\"S1\", \"ST\"]]\n", "err = Si_df[[\"S1_conf\", \"ST_conf\"]]\n", "\n", "indices.plot.bar(yerr=err.values.T, ax=ax)\n", "fig.set_size_inches(8, 6)\n", "fig.subplots_adjust(bottom=0.3)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }