diff --git a/.gitignore b/.gitignore index e6dd22b..25ad656 100644 --- a/.gitignore +++ b/.gitignore @@ -64,3 +64,6 @@ target/ # Editor .vscode + +# other +analysis/show*ipynb diff --git a/DSC291.md b/DSC291.md deleted file mode 100644 index f3e5a42..0000000 --- a/DSC291.md +++ /dev/null @@ -1,78 +0,0 @@ -# Readme file for homework 4 of DSC291 - -The data files are uploaded to `s3://bathymetry`. -There are six directories, five of them are named after the regions that collected the data, the last one is `test/`, -which contains testing examples without labels given. - -* Each of training data directories (except JAMSTEC2, which contains less) contain 500 files. -* The files in each directory are in the tsv format (tab-seperated values). -* Each file contains 100K consecutive measurements from a single cruise. -* The `test/` directory contains 108 files. The labels of these examples have been removed. -Specifically, they have been set to -1 regardless of the true labels. - -## Data labels - -Each row in the TSV file correponds to one measurement. The descriptions of the columns could be found at -[README.md](README.md). - -The learning task is binary classification, specifically, to decide if a depth measurement is correct or not. -The label is 0 if it is wrong (or corrupted), and 1 if it is accurate. -The human annotators put a label "9999" in the column 5, `sigd`, if they think the measurement is wrong, -and put other values otherwise. -The program we provide get the data label using a function in the form of `lambda row: row[4] != "9999"`. - - - -## Scripts in this repository - -The scripts in this repository read the TSV files, and parse them to generate the features and labels, -and train a boosted tree using `lightgbm`. - -* `__main__.py`: main function, also parse commandline arguments -* `booster.py`: actual code to call LightGBM -* `common.py`: common miscellaneous functions, e.g. logging -* `load_data.py`: loading the tsv/pickle training and testing data. -If the input format is tsv, it will be written to disk in pickle files so that next time the data loading would be faster. -* `test.py`: template code to be called by "__main__.py" proper functions for testing. It outputs a pickle file that -contains scores in addition to some meta information about examples, e.g. cruise ID, longitute, latitude -* `train.py`: template code to be called by "__main__.py" proper functions for training. -* `config.json`: config such as the input data path, and the directory to write the models - -## Typical usage - -Let's assume the data is downloaded into a directory at `/home/user/data'. - -### To train a model on each region, and test on each region - -1. Do the random train/test split - -* For each region, read all the filenames under this region, shuffle them, and split the files for training and testing, -by generating two files per region: `training-files.txt` that list all files that will be used for training, -and `testing-files.txt` that lists all files that will be for testing. -* Updated `config.json` with the path to `training-files.txt` and `testing-files.txt` -* Run the following command: -``` -$ python -m bathymetry tsv train -``` -* Test the models -``` -$ python -m bathymetry tsv cross-test -``` - -## Where to find the predicted scores - -A directory named `runtime_scores` should be generated under the `base_dir` specified in the config `config.json`. -The files under the directory are named in the following format: -`model_{RegionUsedForTraining}_test_{RegionUsedForTesting}_scores.pkl`. -The pickle files can be read as follows: -```python -with open(pickle_filename, "rb") as f: - (features, label, scores, weights) = pickle.load(f) -``` -where -* `features` is the a vector of Nx4 array, each row with 4 values, longitude, latitude, depth1, depth2 (you should not worry about the meanings of these features); -* "label" is an array of size N, which are the true labels of all examples; -* "scores" is an array of size N, which are the model predictions on all examples; -* "weights" is not being used. - -(features[:, :4], label, scores, weights) diff --git a/README.md b/README.md index 72f9ed6..37771bb 100644 --- a/README.md +++ b/README.md @@ -11,6 +11,7 @@ If the input format is tsv, it will be written to disk in pickle files so that n * `test.py`: template code to be called by "__main__.py" proper functions for testing. It outputs a pickle file that contains scores in addition to some meta information about examples, e.g. cruise ID, longitute, latitude * `train.py`: template code to be called by "__main__.py" proper functions for training. +* `clean_CM.py`: for applying model predictions to CM files. * `config.json`: config such as the input data path, and the directory to write the models ## Typical usage @@ -49,7 +50,7 @@ Then specify these three files to the training program in `config.json`. 2. Run training with bootstrap -The bathymetry module is implemented to train the models in different conditions (see `task_type` below). Note that +The bathymetry module is implemented to train the models in different conditions (see `task_type` below). Note that bootstrap is NOT implemented in this module. ``` @@ -64,7 +65,7 @@ python bathymetry * "test-all": test the model trained on all data on the dataset from research institutions (test n times) * "train-instances": training a model using a data that is splitted on the instance level (ignore for now) * "test-instances": testing a model using a test set that was splitted on the instance level (ignore for now) - + 3. Run testing Testing is implemented in this module (see above). @@ -79,11 +80,18 @@ Testing is implemented in this module (see above). ### Label -The label is derived from the column 04 (see below), `sigd`: the example is labeled 0 if sigd == “9999”, and labeled 1 otherwise. +Each row in the TSV file correponds to one measurement. The descriptions of the columns could be found at +[README.md](README.md). + +The learning task is binary classification, specifically, to decide if a depth measurement is correct or not. +The label is 0 if it is wrong (or corrupted), and 1 if it is accurate. +The human annotators put a label "9999" in the column 5, `sigd`, if they think the measurement is wrong, +and put other values otherwise. +The program we provide get the data label using a function in the form of `lambda row: row[4] != "9999"`. ### Description of all columns -Each line in the `.tsv` data files should contain 35 columns. The meaning of the columns are as follows. +Each line in the `.tsv` data files should contain 37 columns. The meaning of the columns are as follows. ``` index name Example Description @@ -91,7 +99,7 @@ index name Example Description 01 lat -43.99727 latitude of the location 02 depth -4637 the depth measured by the crew 03 sigh 0 not sure what it means -04 sigd -1 state according to human editor: 9999 = bad (do not incorporate into atlas), all other values = Good (incorporate into atlas), +04 sigd -1 state according to human editor: 9999 = bad (do not incorporate into atlas), all other values = Good (incorporate into atlas), 05 SID 10088 Cruise ID, should not be used as features 06 pred -4633 the predicted depth with the gravity model 07 ID 1 not sure what it means @@ -123,6 +131,7 @@ index name Example Description 33 D-MED30m/STD30m 0.0102018 34 year 2000 The year of the measurement 35 kind G Device type used for measurements +36 PRED-ABS(VGG_5m) ``` ## Program output diff --git a/__init__.py b/__init__.py index 95b68ec..8b13789 100644 --- a/__init__.py +++ b/__init__.py @@ -1,4 +1 @@ -from .common import TRAINING_FILES_DESC -from .common import VALIDATION_FILES_DESC -from .common import TESTING_FILES_DESC diff --git a/__main__.py b/__main__.py index ab68570..17de2bf 100644 --- a/__main__.py +++ b/__main__.py @@ -8,16 +8,20 @@ from .train import run_training from .train import run_training_all from .train import run_training_specific_file +from .train import run_training_n_times from .test import get_all_data from .test import run_testing from .test import run_testing_specific_file -regions = ['AGSO', 'JAMSTEC', 'JAMSTEC2', 'NGA', 'NGA2', 'NGDC', 'NOAA_geodas', 'SIO', 'US_multi'] +regions = ['AGSO', 'JAMSTEC', 'JAMSTEC2', 'NGA', 'NGA2', 'NGDC', 'NOAA_geodas', + 'SIO', 'US_multi', 'US_multi2'] +#regions = ['NGDC','US_multi','US_multi2'] +#regions = ['TEST-ATL','TEST-PAC'] param1 = ["tsv", "pickle"] param2 = ["train", "train-all", "test-self", "test-cross", "test-all", - "train-instances", "test-instances"] -usage_msg = "Usage: ./lgb.py <{}> <{}> ".format("|".join(param1), "|".join(param2)) + "train-instances", "test-instances", "train-random"] +usage_msg = "Usage: python -m bathymetry <{}> <{}> ".format("|".join(param1), "|".join(param2)) @ray.remote @@ -70,6 +74,12 @@ def run_testing_instances(model_name, regions): run_testing_specific_file(model_name, [filename], test_region_name, config, logger) run_testing_specific_file(model_name, filenames, "all", config, logger) +@ray.remote +def run_training_random(regions): + logger = Logger() + logfile = os.path.join(config["base_dir"], "training_log_all.log") + logger.set_file_handle(logfile) + run_training_n_times(config, regions, is_read_text, logger) def get_data(): logger = Logger() @@ -98,6 +108,7 @@ def get_data(): init_setup(config["base_dir"]) task = sys.argv[2].lower() + ray.init(num_cpus=10) result_ids = [] if task == "train": @@ -105,6 +116,8 @@ def get_data(): result_ids.append(run_training_one_region.remote(region)) elif task == "train-all": run_training_all_regions(regions) + elif task == "train-random": + result_ids.append(run_training_random.remote(regions)) elif task == "test-cross": for region in regions: result_ids.append(run_test.remote(region, regions, task)) @@ -121,6 +134,10 @@ def get_data(): elif task == "test-self": for region in regions: result_ids.append(run_test.remote(region, [region], task)) + elif task == "test-usm2": + for region in regions: + #result_ids.append(run_test(region, ['US_multi2'], "test-cross")) + result_ids.append(run_test.remote(region, ['US_multi2'], "test-cross")) else: assert(False) results = ray.get(result_ids) diff --git a/analysis/01_feature_removal/PRC-ROC.ipynb b/analysis/01_feature_removal/PRC-ROC.ipynb new file mode 100644 index 0000000..c99a1ad --- /dev/null +++ b/analysis/01_feature_removal/PRC-ROC.ipynb @@ -0,0 +1,446 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3838e460", + "metadata": {}, + "source": [ + "All models in this notebook are trained on the 'train-test-split' data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0bc507a3-51c6-4239-9bfe-85872adcbc39", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import sys\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import plot_PRCROC" + ] + }, + { + "cell_type": "markdown", + "id": "2eb98bd2-33fe-42ea-8bef-3f4f31fb714c", + "metadata": {}, + "source": [ + "# Feature Removal\n", + "\n", + "## Precision Recall Curve\n", + "\n", + "A description yanked off the sklearn website: Intuitively, precision is the ability of the classifier not to label as positive a sample that is negative, and recall is the ability of the classifier to find all the positive samples.\n", + "\n", + "So a 1.0 precision means that the classifier will have no false negatives (it will label all bad pings as bad). However, if this is the case, then not all good points will be recalled by the classifier (some good will be called bad). Hence this trade-off curve. As the threshold of precision decreases, we improve our ability to recover all the good pings.\n", + "\n", + "## Receiver Operating Characteristic\n", + "From wikipedia: \"a graphical plot which illustrates the performance of a binary classifier system as its discrimination threshold is varied. It is created by plotting the fraction of true positives out of the positives (TPR = true positive rate) vs. the fraction of false positives out of the negatives (FPR = false positive rate), at various threshold settings. TPR is also known as sensitivity, and FPR is one minus the specificity or true negative rate.\"\n", + "\n", + "This is similar to the pr curve. As the true positive rate increases (we're recovering more and more of the good pings), the false positive rate will increase, too (we'll call some bad pings \"good\").\n", + "\n", + "## Base Model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c201bd99-2a2f-4f97-8872-76796db1bb91", + "metadata": {}, + "outputs": [], + "source": [ + "sources = ['NGDC', 'US_multi']\n", + "scores_dir = \"/swot2/features/MODEL_RUNS/00_ALL_FEATURES/train-test-split/runtime_scores/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "38c0448d-f065-4683-bc48-4ac1d1211fe7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "40c6f173", + "metadata": {}, + "source": [ + "# No lat, lon, year models" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "72777184", + "metadata": {}, + "outputs": [], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split/runtime_scores/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "96847340", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "9dcd1774", + "metadata": {}, + "source": [ + "## Remove d10 feature" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "36047a6e", + "metadata": {}, + "outputs": [], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/04_NO_d10/train-test-split/runtime_scores/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "94f04a83", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "3269ac3f-ce96-4dbd-9e81-54e790870327", + "metadata": {}, + "source": [ + "## Remove d20 and NDP2.5 features" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "026e2cce-a552-470c-a77b-5a68fadc0b53", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/05_NO_d20/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "1fef0261-f9e5-4990-a41e-aed5b1a5d1c4", + "metadata": {}, + "source": [ + "## Removed NDP5 feature" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a011583d-802e-44d2-ac59-0d09884c0818", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/06_NO_NDP5/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "9a8b3d97-dd43-4a9d-b742-efaa5e6ec29c", + "metadata": {}, + "source": [ + "## Continue Removing Features... Remove d60, NDP10" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fb383ea9-7e5b-47c1-a2af-c6f8c08426c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/12_NO_NDP10/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "84a8aab7-45d8-4259-9c8c-411db779dcf2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_PRCROC(sources,scores_dir,all_model=True)" + ] + }, + { + "cell_type": "markdown", + "id": "48435135-1832-40ac-81f1-058c95be58ea", + "metadata": {}, + "source": [ + "# NDP30 + a few parameters\n", + "Here's a little mini-test I needed to run, there are three model runs. First, I removed NDP30 which is sort of the last of the \"spatial\" features that I think would bias the model in favor of lat/lon it has already seen.\n", + "\n", + "The next test is to increase the learning rate to 0.05. Initially, this was set at 0.01 and there were 1000 iterations. When I decreased the number of iterations to 500, I should've increased the learning rate.\n", + "\n", + "Finally, I added L2 regularization to the cost function with lambda_l2 = 1.0" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "55dfc45b-0640-4a62-96e1-c2a195504a86", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d971a28d-9f19-44b6-9eed-46dc3a7a6517", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/analysis/01_feature_removal/__init__.py b/analysis/01_feature_removal/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/analysis/01_feature_removal/feature-importance.ipynb b/analysis/01_feature_removal/feature-importance.ipynb new file mode 100644 index 0000000..86502a4 --- /dev/null +++ b/analysis/01_feature_removal/feature-importance.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import sys\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import make_feature_list, remove_feature_from_list, get_models, plot_ftr_importance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Importance -- Removing Features\n", + "We'll start by looking at classifiers trained with the full list of features. Boosting parameters are all defaults.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "features = make_feature_list()\n", + "base_path = \"/swot2/features/MODEL_RUNS/00_ALL_FEATURES/train-test-split\"\n", + "models = get_models(base_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove features -- Lat, Lon, Year\n", + "We see that some of the most important features between the two models are lon, lat, and year. Those features might be biasing our model. What happens when we remove them?" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "features = remove_feature_from_list(features,['lon','lat','year'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split\"\n", + "models = get_models(base_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove d10 feature\n", + "Now, we start removing features again. First, we remove d10, the track density within 10 km.\n", + "Note at this point the number of model iterations has been reduced, and number of leaves + min data per leaf have been changed." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "features = remove_feature_from_list(features,['d10'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/04_NO_d10/train-test-split\"\n", + "models = get_models(base_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2KENBLpW0ea18Y+AEYKvS5oFUvcVHAV+p1dsVmEQ1pdp6ku6SdLKknTu4XoeaeA/1a42X1Cqp9anZWZU6IiIiho/+nsWio97jNhcA+wNvAT7VcKyzIRadXkfSSOB84HO2n2+n/hRgA9uzJe1JNWfwJuXYfbanl3ZmAFfZtqTpwOhSvjbwtO0Xy/52wNupkuaJko62fUY3Y2/KPTSyPQGYALD1+mu6h7FHREREDFr91oMsaUNgPvC4pNNLL/AlDdXOpVou+UrbCxbxOksCW1INRUDS0lSJ5dm2L2jvHNvP255dti8Blm57ORCYW6u6oLa/gFd/wdgDuLzW3nzbk2wfCxwB7DMI7iEiIiIi6KfkSNIo4FTgJNsGDmmvnu1/SjoG+PMiXmdp4FvAg7anlfHOvwRut/2jTs57PfBY6VXdnuoXh6eAkd289O7A/5S2NgUW2J5Zjo0FHhgE9xARERER9G2CPELSVGBpqpftfgV0mOC1sf2zLtprc5nto8v22ZLmAstSJdd7l/IdgY8D02vnfsX2JZIOK9c7FdgX+LSkecAcYP+SaHZ5k6W3dxPbd5SikcCJZZq2eVSzc4zvsqEm3kNEREREvEpVh24sKkk7AR+zfVizY+krLS0tbm1tbXYYEREREb1K0mTbLY3lGX+6mGz/Dfhbs+OIiIiIiN6RpaYjIiIiImrSgxxd+vcTd3PbyR9odhjDzmaHX9TsECIiIoal9CBHRERERNQkQY6IiIiIqBnSCbKkXSRd3MNzJkl6zduMndRfS9LFkl4n6SlJKzUc/72kj5bt3SXdJOmOslDKREnr1+p+oRybXpaM/lGZF7mzWO+sLb/d0TLeHZ3/57K0d0REREQUgzJBLnMPDxRfAH5u+wXgCuCDbQdKsrwTcLGkLYATgYNsjynLZp/Nq8tVHwa8B3ir7S2BNwOPAyO6uP4422PL5/Eexv4r4PAenhMRERExpA24BFnS6NKLeqakaZJ+J2l5SfdL+pqkvwEfkfQeSddLmiLpt5JGlvN3L+f/DfhwJ9f5mqR/SLpV0gQtvKLGxyT9vRzbvtTfudZTe7OkFUrdfYDLyvY5wP61dj5EtaDJi8CXgG/bvr3toO2LbF9Tdo8BPm372XLsJdvftf38IjzDMySdIulqSfeW2E+TdLukM2pVLwIO6KCN8ZJaJbU+PfulnoYQERERMWgNuAS52BSYYHsr4Hle7eX8t+2dqFaa+yqwm+1tgVbgC5KWA34OvB94O/D6Tq5xku03296Cqpd2r9qx19l+W7nuaaXsKOAzpef37cAcSW8AnrE9t9S5DNhO0mplf3+qpBlgc2BKe4GUZHuk7fs6eygdOL0k7f/TkOSvArwT+DzwR+D4EsOWksYC2H4GWLYW7ytsT7DdYrtl1ZHLLEJYEREREYPTQE2QH7R9Xdn+NdUwBYCJ5etbgc2A68ryywcBGwBjgPtsz3S1ROCvO7nGrpJulDSdKpHcvHbsHIDSu7tiWTb6OuBHko4EVrY9D1gLeKLtJNsvUfXK7itpdWAs1bCLhUharSS1d0k6ChDg2vH3luP3S3pbJ/cwrgzHeHv5fLx27I/lGUwHHrM93fYCYAZlWEfxOLB2J9eIiIiIGFYGaoLcuP512/4L5auAK2tjbzezfWgH51YnSJeXpPMXpaf5ZGDfkmD+HFius+vb/i7wSare5hskjQHmNJwHrw6z2Bf4g+2XS/kMYNvS2FOlJ3oCVc/x88ALpUca25eX47cCHXbf2n64fJ0F/AbYvna4rVd7QW27bb8+//Vy5T4iIiIigoGbIK8vaYeyfQCvXcr5BmBHSRsDlDHKbwTuAN4gaaPauQDYfm9Jpj/Jq0ntk2Xs8r4N7e9X2t0JeM72c5I2Kr2w/0c1pGMMcBcL98YCXA1sAnyGV4dXAHwPOEbSm2ply9e2vwOcUnqrKcMlGpPvV0haqvRSU2a62Isqoe62co3XA/f35LyIiIiIoWygrqR3O3CQpJ8BM4FTgM+2HbT9hKSDgXMkLVuKv2r7LknjgT9JepIqsd6isXHbz0r6OdXwg/uBfzRUeUbS34EVgf8oZZ+TtCswH7gNuNT2XEn3SNrY9t2l7QWSzgc+ArS9gIft6ZL+CzirjDl+CvgncGypcgpVwnyjpLnAbKphHTd38IyWBS4vyfGSVOOyf95B3Y5sB9xQhot0aLlRG2dVt4iIiBg2VA1THTgkjQYuLi/PDXiSPgRsZ/urzY6lpySdAFxk+6rO6rW0tLi1tbWfooqIiIjoH5Im237N+hcDtQd50LB9YXuzQAwSt3aVHEdEREQMNwOuBzleS9KNVEMq6j5ue3p/XH/MBiv7l8fs1HXF6JEdx/dokceIiIjoZR31IA+4l/QkjZD0195eLU/SwZJO6q16HZw7WtKB3WlL7SzzLOlnknZsbJNqXuaxDZ9uJceSvtIQX49e5IuIiIgYbgZcgkz1UtwFtud3p3JvJ9KLaTRwYFeVivaWeX4L1QwdvekrXVeJiIiIiDYDMUEeB/xB0i6SrpF0oaTbJJ0qaQkASbMlfb0MPdhB0sck3VTmOf5ZW9Is6ZCyGMdfgR07umBH9SSNknS+qiWp/9HWuyvpOEm/kvQXSTMl/Wc55bvA20scny9la0u6rNT7Xu2yCy3zXKZ/u8v2fEnbSbpF0vVU08W11VlS0vdLLNMkfaqUt/usJH0XGFHiObs0s6Skn0uaIekKSSN6/C8UERERMYQNqARZ0jLAhrbvL0XbA/8NbAlsBHy4lL+O6gWzt1BNl7YfsGNZXGM+ME7SWsD/UiW876Zaea+9a3ZW7wTgeNtvBvYBflE7thXwPmAH4GuS1gaOBq4tQyCOL/XGlvi2BPaTtB60u8zzHlRLVQOcDhxpu20u6DaHUs3L/GbgzcB/qiwu0t6zsn00MKfEM67U2wT4qe3NgWfLfUVEREREMaASZGB1qqStzU227y3DLc7h1SWn5wPnl+13Uc3n+w9Vy06/C9iQarjCJNtPlCWgJ9K+zurtBpxU2r2IatnpFcqxP9ieY/tJqsVB6qvY1V1l+znb/6aaP3mD2rH6Ms/vBS6TtBLVUtZ/LeW/qtV/D/CJEs+NwGpUCW9nz6rRfbanlu3JvHahEwAkjZfUKqn12dkvddBURERExNAz0KZ5a1y6uaMlp/9dG6Ms4EzbX65XlPTBds5vG7M8uexeBExpr16xBLCD7YWWYq4WoOswtkb1ZZ7n084yz5KWp0qKH1G1kl5HbQn4rO3LG+LZZTHiaXeIhe0JVEthM2aDlTPVSURERAwbA6oHuQw7WFJSW5K8vaQ3lLHH+/HaJacBrgL2lbQGgKRVJW1A1cO6i6TVympzHynXmF+bCeJrHdUrrgCOaNuRNLZ2bG9Jy5UhErtQrcY3C1iBbpAWWuZ5V6peaGw/CzynaplrqMZkt7kc+HSJE0lvlPS6Lp7Vy231IyIiIqJrAypBLq7g1eEB11O9+HYrcB9wYWNl27cBXwWukDQNuBJYy/ajwHGljT9T9RS/Rhf1jgRaygtxtwGH1Y7dBPyJataJb9h+BJgGzCsv2H2eztWXea6PPwY4BPhpeUmv3nv9C6phGlPKdG0/49Ue6Y6e1QRgWu0lvYiIiIjoxIBbKETSNsAXgF8CR9neq8khvYak44DZtn+wGG28ssyzpCnAW2y/vIht7UIfPqssFNI3slBIREREc2mwLDVt+2ZJVwMDaX7jvvDKMs+2t212MJ0ZOWrjJHMRERExbAy4HuQYeFpaWtza2trsMCIiIiJ61aDpQY6B57knZ3LpL/dsdhh9ao9DL2l2CBERETFADMSX9CIiIiIimiY9yENI28uDwJrA+4GXgHuAQ8r0cUj6MtWKfPOpVuu7vN3GIiIiIoap9CAPTVcCW9jeCrgL+DKApM2A/YHNgd2Bk8vCKRERERFRJEEe5CQdI+lOSX8GNgWwfUWZXxmqeZrXLdt7A+fanmv7PuBuOl4iOyIiImJYSoI8iEnajqpHeBvgw8Cb26n2H8ClZXsd4MHasYdKWXttj5fUKqn1+Vkv9V7QEREREQNcEuTB7e3AhbZftP08cFH9oKRjgHlA2yp6aqeNduf5sz3BdovtlhVXWKY3Y46IiIgY0PKS3uDXboIr6SBgL+BdfnWy64eA9WrV1gUe6dvwIiIiIgaX9CAPbtcAH5I0QtIKVDNXIGl34EvAB2y/WKt/EbC/pGUlvQHYBLipv4OOiIiIGMjSgzyI2Z4iaSIwFXgAuLYcOglYFrhSEsANtg+zPUPSecBtVEMvPmN7fv9HHhERETFwZanp6FKWmo6IiIihqKOlpjPEIiIiIiKiJglyRERERERNxiBHl555cibnnb57s8NYJB895LJmhxARERGDTHqQIyIiIiJqkiAPcZI+J2n5ZscRERERMVgkQR4CVOno3/JzQBLkiIiIiG5KgjxISRot6XZJJwNTgF9KapU0Q9L/ljpHAmsDV0u6upS9R9L1kqZI+q2kkc27i4iIiIiBJwny4LYpcJbtbYD/LvP4bQXsLGkr2z+hWkp6V9u7Slod+Cqwm+1tgVbgC+01LGl8Sbhbn5/9Uv/cTURERMQAkFksBrcHbN9Qtj8qaTzVv+lawGbAtIb6by3l15UV9pYBrm+vYdsTgAkAG41eKavJRERExLCRBHlwewFA0huAo4A3235G0hnAcu3UF3Cl7QP6L8SIiIiIwSVDLIaGFamS5eckrQnsUTs2C1ihbN8A7ChpYwBJy0t6Y79GGhERETHApQd5CLB9i6SbgRnAvcB1tcMTgEslPVrGIR8MnCNp2XL8q8Bd/RpwRERExAAmO8NLo3MtLS1ubW1tdhgRERERvUrS5DLJwUIyxCIiIiIioiYJckRERERETcYgR5eefGomvzjrvc0Oo8c++YnLmx1CREREDELpQY6IiIiIqEmCPIxJ2kXSxc2OIyIiImIgSYI8BElastkxRERERAxWSZAHGUmjJd0h6UxJ0yT9riz4cb+kr0n6G/ARSe+RdL2kKZJ+K2lkOX/3cv7fgA83924iIiIiBp4kyIPTpsAE21sBzwOHl/J/294J+DPVAiC72d4WaAW+IGk54OfA+4G3A6/v6AKSxktqldQ6a9ZLfXgrEREREQNLEuTB6UHbbavl/RrYqWxPLF/fCmwGXCdpKnAQsAEwBrjP9kxXK8T8uqML2J5gu8V2yworLNMX9xARERExIGWat8GpcfnDtv0XylcBV9o+oF5J0th2zo2IiIiImvQgD07rS9qhbB8A/K3h+A3AjpI2BihjlN8I3AG8QdJGtXMjIiIioiYJ8uB0O3CQpGnAqsAp9YO2nwAOBs4pdW4Axtj+NzAe+FN5Se+Bfo06IiIiYhBQNRQ1BgtJo4GLbW/RX9dsaWlxa2trf10uIiIiol9Immy7pbE8PcgRERERETV5SW+QsX0/0G+9xwCPPT2TH/3mvf15yW77woGXNzuEiIiIGGLSgxwRERERUZMEeRgrq/Ld2uw4IiIiIgaSJMgRERERETUZgzwESHodcB6wLrAk8A3gbuBHwEjgSeBg249K2g44DXiR186fHBERETHspQd5aNgdeMT21mX6t8uAE4F9bbclxN8qdU8HjrS9Q/tNVSSNl9QqqfWFWS/1ZewRERERA0p6kIeG6cAPJP0fcDHwDNVMF1dKgqpX+VFJKwEr2/5rOe9XwB7tNWh7AjABYL0NV8pk2RERETFsJEEeAmzfVYZO7Al8B7gSmNHYSyxpZSDJbkREREQnMsRiCJC0NvCi7V8DPwDeAoyStEM5vrSkzW0/Czwnaady6rimBBwRERExgKUHeWjYEvi+pAXAy8CngXnAT8qwiqWAHwMzgEOA0yS9CGSVjYiIiIgGSZCHANuX036y+4526k4Gtq4VHddHYUVEREQMSkmQo0trrrpJlnSOiIiIYSNjkCMiIiIiatKDHF16+JmZfPm3u/dJ29/5yGV90m5ERETEokoPckRERERETRLkXiTJkn5V219K0hOSLi77B5f9qbXPZpJGS5oj6WZJt0u6SdJBtXbGSZpWPn+XtHUH1z9D0n21tsf2+U1HREREDDEZYtG7XgC2kDTC9hzg3cDDDXUm2j6iXiBpNHCP7W3K/obABZKWsH06cB+ws+1nJO1BtcLdWzqI4f/Z/l3v3VJERETE8JIe5N53KfC+sn0AcE5PG7B9L/AF4Miy/3fbz5TDNwDr9qQ9ScdJOlPSFZLul/RhSd+TNF3SZZKW7mmMEREREUNVEuTedy6wv6TlgK2AGxuO79cwxGJEB+1MAca0U34oVRLekW+VoRjHS1q2Vr4RVeK+N/Br4GrbWwJzeDWhf4Wk8ZJaJbW++PxLnVwuIiIiYmhJgtzLbE8DRlP1Hl/STpWJtsfWPnM6aEqvKZB2pUqQv9TBOV+mSqrfDKzaUO9S2y8D04ElgbbpI6aXeBvvY4LtFtsty6+4TAeXi4iIiBh6kiD3jYuAH7AIwytqtgFub9uRtBXwC2Bv20+1d4LtR12ZC5wObF87PLfUWQC8bNulfAEZix4RERHxiiRGfeM04Dnb0yXt0tOTy0t7PwBOLPvrAxcAH7d9VyfnrWX7UUkCPgjc2uPIIyIiIoa5JMh9wPZDwAkdHN5P0k61/cOBR4CNJN0MLAfMAk4sM1gAfA1YDTi5yn2ZZ7sFQNIlwCdtPwKcLWkU1fCMqcBhvXpjEREREcOAXv1Le0T7Wlpa3Nra2uwwIiIiInqVpMltnY51GYMcEREREVGTBDkiIiIioiZjkKNLM5+dyfsu2n2x2vjTBy7rulJERETEAJAe5IiIiIiImiTIA1BZGvqoZscRERERMRwlQe4lquR5RkRERAxySegWg6TRkm6XdDIwBfilpFslTZe0X6mzi6SLa+ecJOngsr2npDsk/U3ST+r1gM0kTZJ0r6QjG673c0kzJF0haUQ5tpGkyyRNlnStpDGl/CMlplskXVPKNpd0k6SpkqZJ2qQ/nldERETEYJAEefFtCpwFfBNYF9ga2A34vqS1OjpJ0nLAz4A9bO8EjGqoMgZ4L9Vy0cdKWrqUbwL81PbmwLPAPqV8AvBZ29sBRwEnl/KvAe+1vTXwgVJ2GHCC7bFAC/BQO/GNl9QqqfWl51/qznOIiIiIGBKSIC++B2zfAOwEnGN7vu3HgL8Cb+7kvDHAvbbvK/vnNBz/k+25tp8EHgfWLOX32Z5aticDoyWNBN4G/FbSVKrEuy05vw44Q9J/AkuWsuuBr0j6ErCB7TmNwdmeYLvFdssyKy7TjccQERERMTQkQV58L5Sv6uD4PBZ+zst1Ub/N3Nr2fF6dkq+98iWAZ22PrX3eBGD7MOCrwHrAVEmr2f4NVW/yHOBySe/sIpaIiIiIYSMJcu+5BthP0pKSRgHvAG4CHqAaT7yspJWAd5X6dwAbShpd9vdb1Avbfh64T9JH4JUXBrcu2xvZvtH214AngfUkbUjVe/0T4CJgq0W9dkRERMRQk4VCes+FwA7ALYCBL9r+F4Ck84BpwEzgZgDbcyQdDlwm6UmqZHpxjANOkfRVYGng3BLL98tLeAKuKmVHAx+T9DLwL+Dri3ntiIiIiCFDtpsdw7AlaaTt2ZIE/BSYafv4ZsfVqKWlxa2trc0OIyIiIqJXSZpsu6WxPEMsmus/y0t1M4CVqF6ui4iIiIgmyhCLJiq9xQOuxzgiIiJiOEuCHF2a+exD7Pn7Ly3SuZd88P96OZqIiIiIvpUhFkOIpOMkHVW2PyvpzrLi3vdqdb4s6e5y7L3NizYiIiJiYEoP8hAkaVdgb2Ar23MlrVHKNwP2BzYH1gb+LOmNtuc3L9qIiIiIgSU9yIOcpGNKb/CfqZa9Bvg08F3bcwFsP17K9wbOLSv03QfcTbWUdUREREQUSZAHMUnbUfUIbwN8mFeXtn4j8HZJN0r6q6S28nWAB2tNPFTKIiIiIqLIEIvB7e3AhbZfBJB0USlfClgFeCtV0nxeWT2vveWt250IW9J4YDzAcqNW7OWwIyIiIgau9CAPfu0luA8BF7hyE7AAWL2Ur1erty7wSLuN2hNst9huWWbFEb0dc0RERMSAlQR5cLsG+JCkEZJWAN5fyn8PvBNA0huBZYAngYuA/SUtK+kNwCYs/hLXEREREUNKhlgMYranSJoITAUeAK4th04DTpN0K/AScJCrNcVnSDoPuA2YB3wmM1hERERELCwJ8iBn+1vAt9o59LEe1o+IiIgIkiBHN2yy8rpZES8iIiKGjYxBjoiIiIioSQ9ydGnms//ifRd+r+uKwJ8+9MU+jiYiIiKib6UHOSIiIiKiJgnyICDpOElHLcJ5YyXtubjtRERERAwnSZCHtrHAnl1VioiIiIhXJUEeoCQdI+lOSX8GNi1lG0m6TNJkSddKGlPKz5B0aim7S9JekpYBvg7sJ2mqpP1K05tJmiTpXklHNufuIiIiIgauvKQ3AEnaDtgf2Ibq32gKMBmYABxme6aktwAnU1bMA0YDOwMbAVcDGwNfA1psH1HaPQ4YA+wKrADcKekU2y+3E8N4YDzAcqNW7ovbjIiIiBiQkiAPTG8HLrT9IoCki4DlgLcBv5XUVm/Z2jnn2V4AzJR0L1Ui3J4/2Z4LzJX0OLAm8FBjJdsTqBJyVtp4XS/+LUVEREQMDkmQB67GpHQJ4FnbY7tZv6Okdm5tez75HoiIiIhYSMYgD0zXAB+SNELSCsD7gReB+yR9BECVrWvnfETSEpI2AjYE7gRmUQ2liIiIiIhuSoI8ANmeAkwEpgLnA9eWQ+OAQyXdAswA9q6ddifwV+BSqnHK/6Yai7xZw0t6EREREdEJ2RleOthJOgO42Pbv+qL9lpYWt7a29kXTEREREU0jabLtlsby9CBHRERERNTkBa0hwPbBzY4hIiIiYqhIghxdmvnsE7zvglM6PP6nD3+6H6OJiIiI6FvdHmJRZlTYtC+DiYiIiIhotm4lyJLeTzWjwmVlf2xZvCKaQNJoSbc2lLVI+kkP2zlO0lG9G11ERETE4NbdIRbHAdsDkwBsT5U0um9CikVhuxXIVBMRERERi6m7Qyzm2X6uTyOJRSJpQ0k3S/p/ki4uZcdJOk3SJEn3SjqyVv8YSXdK+jOQITMRERERDbrbg3yrpAOBJSVtAhwJ/L3vworuKGPCzwUOAVYGdq4dHgPsSrWS3p2STgG2AvYHtqH6t58CTO6g7fHAeIDlVl+1b24gIiIiYgDqbg/yZ4HNgbnAb4DngM/1UUzRPaOAPwAfsz21neN/sj3X9pPA48CawNuBC22/aPt5oMNx5LYn2G6x3bLMSiP7IPyIiIiIganLHmRJSwIX2d4NOKbvQ4pueg54ENiRatnpRnNr2/N59d86SydGREREdKLLHmTb84EXJa3UD/FE970EfBD4RBn+0h3XAB8qU/atALy/r4KLiIiIGKy6Owb538B0SVcCL7QV2j6y41Oir9l+QdJewJXAN7tRf4qkiVRT9j0AXNu3EUZEREQMPrK7/ou7pIPaK7d9Zq9HFANOS0uLW1szg1xEREQMLZIm225pLO9WD3IS4YiIiIgYLrqVIEu6j3Ze7rK9Ya9HFBERERHRRN0dg1zvel4O+AiQyXGHibufeYq9zu/4jwgX79PuCJyIiIiIQalb8yDbfqr2edj2j4F39m1oERERERH9r1sJsqRta58WSYdRrdAWHZBkSb+q7S8l6YnactAHl/2ptc9mkkZLmlOWj75d0k31lyQl7S1pWqnfKmmn2rHdyzLSd0s6un/vOCIiImJo6O4Qix/WtucB9wEf7f1whpQXgC0kjbA9B3g38HBDnYm2j6gXSBoN3GN7m7K/IXCBpCVsnw5cRbVwiyVtBZwHjCkLuvy0XOch4B+SLrJ9Wx/eY0RERMSQ092lpg+1vWv5vNv2eKqFKqJzlwLvK9sHAOf0tAHb9wJfAI4s+7P96tx8r+PVlye3B+62fa/tl4Bzgb0BJE2SdLyka0qv9JslXSBppqQu50+OiIiIGE66myD/rptlsbBzgf0lLQdsBdzYcHy/hiEWIzpoZwowpm1H0ock3QH8CfiPUrwO1dLTbR4qZW1esv0O4FTgD8BngC2AgyWt1nhBSePLEI7Wl56f1d37jYiIiBj0Oh1iIWkMsDmwkqQP1w6tSDWbRXTC9rQyZOIA4JJ2qrQ3xKK9phYqtH0hcKGkdwDfAHZrrNNWtbZ9Ufk6HZhh+9FyvXuB9YCnGq4xAZgAsPJGb+h6NZmIiIiIIaKrMcibAnsBKwPvr5XPAv6zj2Iaai4CfgDsArymp7abtgFubyy0fY2kjSStTtVjvF7t8LrAI7X9ueXrgtp22353x6JHREREDHmdJka2/wD8QdIOtq/vp5iGmtOA52xPl7RLT08uPdA/AE4s+xtTvcRnSdsCy1D1/j4LbCLpDVQvA+4PHNgL8UdEREQMK93tObxZ0meohlu8MrTC9n90fEoA2H4IOKGDw/vVp2kDDqfq9d1I0s1Uz3oWcGKZwQJgH+ATkl4G5gD7lZf25kk6ArgcWBI4zfaM3r+jiIiIiKFNr06I0Ekl6bfAHVQ9kl8HxgG32/6vvg0vBoKWlha3trY2O4yIiIiIXiVpsu2WxvLuzmKxse3/AV6wfSbV1GVb9maAEREREREDQXeHWLxcvj4raQvgX8DoPokoBpy7n3mGvX438ZX9i/fdr4nRRERERPSt7ibIEyStAvwP1awMI4Gv9VlUERERERFN0q0hFrZ/YfsZ23+1vaHtNWyf2tfBDXaSLOmHtf2jJB1Xto+T9HBZIGRmWdlus1rdSZLulHSLpOskbVrKj5B0d2l79Vp9SfpJOTatzHARERERET3UrQRZ0pqSfinp0rK/maRD+za0IWEu8OF6ItvgeNtjbW8CTAT+ImlU7fg421sDZwLfL2XXUS0M8kBDW3sAm5TPeOCUXrqHiIiIiGGluy/pnUE1fdjaZf8u4HN9EM9QM49qNbrPd1XR9kTgCtqfu/gaYONS72bb97dTZ2/gLFduAFaWtJak0ZLukPQLSbdKOlvSbqVXeqak7Rf15iIiIiKGou4myKvbPo9q1TVszwPm91lUQ8tPgXGSVupG3SnAmHbK30+1RHRn1gEerO0/VMqgSq5PALYq7R8I7AQcBXylG3FFREREDBvdfUnvBUmrAQaQ9FbguT6Lagix/byks4AjqRb26Iwa9s+WNAe4H/hsD8+F8u8F3Gd7OoCkGcBVZSW+6XQwG4mk8VRDNRixekcjRCIiIiKGnu4myF+gmr1iI0nXAaOAffssqqHnx1S9w6d3UW8boL4ixzjb3V2h4yFgvdr+ulSr8i1LNRa6zYLa/gI6+B6wPYFqeAgrb7RR16vJRERERAwRnQ6xkLQ+gO0pwM7A24BPAZvbntb34Q0Ntp8GzgM6fLFR0j7Ae4BzFvEyF1EtQa22Hn7bjy5iWxERERHDVldjkH9f255oe4btW22/3NEJ0aEfAo1jFT7fNs0b8DHgnbaf6KwRSUdKeoiqh3iapF+UQ5cA9wJ3Az8HDu/V6CMiIiKGCdkd//Vc0s22t2ncjuFl5Y028k7/9+1X9rOSXkRERAwFkibbbmks72oMsjvYjmFk41VWSVIcERERw0ZXCfLWkp6nmiFhRNmm7Nv2in0aXUREREREP+s0Qba9ZH8FEgPX3c88xwd+98dX9i/a9/1NjCYiIiKib3V3oZCIiIiIiGGhu/MgxwAnaU3geOCtwDPAS8D3bF9Yjq8GXFWqv55qJcS2GTO2t/1S/0YcERERMTAlQR4CJIlqSr4zbR9YyjYAPtBWx/ZTwNhy7Dhgtu0f9HesEREREQNdEuSh4Z3AS7ZPbSuw/QBwYvNCioiIiBicMgZ5aNicainr15C0tqRLetqgpPGSWiW1vvT8c4sdYERERMRgkQR5CJL0U0m3SPqH7Uds79nTNmxPsN1iu2WZFVfqizAjIiIiBqQkyEPDDGDbth3bnwHeBYxqWkQRERERg1QS5KHhL8Bykj5dK1u+WcFEREREDGZJkIcA2wY+COws6T5JNwFnAl9a1DHIEREREcOVqtwqomMtLS1ubW1tdhgRERERvUrSZNstjeXpQY6IiIiIqEmCHBERERFRk4VCokt3PzOLD57/l1f2f7/PO5sYTURERETfSg9yRERERETNoEiQJc2XNFXSjLIAxhcktRu7pDMkvShphVrZCZIsafWG9to+R5fySZLulDRN0h2STpK0cq2d+yVNL+cs0ltrkn4maUdJb5V0Y2nrdknHSTqkFtNLtWt9V9LBkp6QdLOkmZIul/S2WrvHSXq4dn6PFweJiIiIiMEzxGKO7bEAktYAfgOsBBzbQf27gb2BX5dEelfg4fbaa8c4262SlgG+A/wB2Ll2fFfbTy7qjQBvAQ4HbgM+avsWSUsCm9q+DTgdqmS8fi1JBwMTbR9R9ncFLpC0q+3bS9vH2/7BYsQWERERMewNih7kOtuPA+OBIySpg2rnAPuV7V2A64B5PbzOS8AXgfUlbd1Z3dLzfLyka0pv8JslXVB6er9Zq/cm4C7b84E1gEfLteaX5Lgn8V0NTKB6Fp3FdrCk30v6Y5kj+YjSA3+zpBskrdqT60ZEREQMdYMuQQawfS9V7Gt0UGUmMErSKsABwLkNx0c0DLHY77VNVIkrcAswpq0IuELSZEmNielLtt8BnErV6/wZYAvgYEmrlTp7AJeV7eOBOyVdKOlTkpbrxq03mlKLDapfGqZJOq3ce5stgAOB7YFvAS/a3ga4HvhEew1LGi+pVVLrS88/uwihRURERAxOgzJBLjrqPW5zAbA/1ZCGaxuOzbE9tvaZ2M3r7Gh7W6pE9zOS3lE7dlH5Oh2YYftR23OBe4H1yrH3UhJk218HWoArqJLXy+i5emynABsBY6l6pn9YO3a17Vm2nwCeA/5Yi3V0ew3bnmC7xXbLMiuuvAihRURERAxOgzJBlrQhMB94XNLppRe4cTnlc4FvAFfaXrCI11kS2BK4HcD2I+Xr48CFVD2ybeaWrwtq2237S0laHli5rY3Szj22TwHeBWxd62nurm1qsT1WhmosAH7eQWyN8S1g8IxDj4iIiOgXgy45kjSKahjDSa7WyT6kvXq2/ynpGODPi3idpamGIzxoe5qk1wFL2J5Vtt8DfL0HTe4KXF1r/33AJeUeNqFK+J/tQXw7U40/3rXsr2X70XL4Q8CtPYgtIiIiIorBkiCPkDQVWJrqZbtfAT/q6iTbP+uivTaX2T66bJ8taS6wLFVyvXcpXxO4sLwXuBTwG9s9GRaxB/C72v7HgeMlvUh1T+PKmOfO7CdpJ2B54D5gn9oMFt+TNJZqnPT9wKd6EFtEREREFKo6MKOvSZoCvMX2y82OpadaWlrc2rpI0z5HREREDFiSJttuaSwfLD3Ig155uS8iIiIiBrhB+ZJeRERERERfSYIcXbrnmRfZ5/xW9jk/wywiIiJi6EuC3CSSLOmHtf2jJB1Xto+T9HCZvm5mWZVvs1rdSZLulHSLpOskbVrKzyir5bUtgDK2v+8rIiIiYrBLgtw8c4EPS1q9g+PHl0VMNgEmAn8pU9y1GWd7a+BM4Pu18v9XWwBlap9EHhERETGEJUFunnnABODzXVUsK/21rbjX6Bpg487OLz3SZ0q6QtL9kj4s6XuSpku6rMz5HBEREREkQW62nwLjJK3UjbpTgDHtlL+fasnoNt+SNE3S8ZKWrZVvBLyPal7nX1MtP70lMKeUR0RERARJkJvK9vPAWcCR3aiuhv2zy2InOwJHlbIvUyXRbwZWBb5Uq39pmYN5OrAk0LbIyXRg9GsuJo2X1Cqpde7zz3TrfiIiIiKGgiTIzfdj4FDgdV3U2wa4vbY/rowz/qDtBwFsP+rKXOB0YPta/bmlzgLgZb+6QswC2pkP2/YE2y22W5ZdcZVFua+IiIiIQSkJcpPZfho4jypJbpekfYD3AOd01paktcpXAR8Ebu21QCMiIiKGiaykNzD8EDiioezzkj5G1bN8K/BO20900c7ZZaYLAVOBw3o70IiIiIihTq/+pT2ifatstJnf+b2zADh/n9csVx4RERExKEmabPs1yU16kKNLG62yfBLjiIiIGDYyBjkiIiIioiYJcnTp3mdfYv8L7m92GBERERH9IglyRERERERNxiD3A0nHUC0TPZ9q3uFngFWAkcAo4L5S9XDg28BaVPMWLwP8Gfiq7WclLUe1tPSyVP92v7N9bLnGqsBEqkU/7gc+ajsrfERERET0UHqQ+5ikHYC9gG1tbwXsRlnkA/gkcG1Z8GOs7b+X08aVultRJcp/KOVzqaZ72xoYC+wu6a3l2NHAVbY3Aa4q+xERERHRQ+lB7ntrAU+W1e2w/WR3T7T9kqQvAndL2tr2LcDscnjp8mmbp29vYJeyfSYwCfiSpIOpFg1ZEtiCas7lZYCPUyXce5bFSiIiIiKC9CD3hyuA9STdJelkSTv35GTb84FbgDEAkpaUNBV4HLjS9o2l6pq2Hy3nPAqsUWtmC6ohHtsD3wJetL0NcD3wifauK2m8pFZJrXOfe6onIUdEREQMakmQ+5jt2cB2wHjgCWBi6dXtCdXam1+GZ6wLbC9pi26cf7XtWWUlvueAP5by6VRjltuLe4LtFtsty660Wg/DjYiIiBi8kiD3g5LUTiov1B0B7NPdcyUtCWwJ3N7Q5rNUwyh2L0WPSVqrnLMWVQ9zm7m17QW1/QVkmE1ERETEQpIg9zFJm0rapFY0Fnigm+cuDXwHeND2NEmjJK1cjo2geuHvjlL9IuCgsn0Qr77YFxERERE9kN7DvjcSOLEktvOAu6mGW3TmbElzqaZz+zPVC3hQvfB3ZulVXgI4z/bF5dh3gfMkHQr8E/hIr95FRERExDAh213XimGtpaXFra2tzQ4jIiIioldJmmy7pbE8QywiIiIiImqSIEdERERE1CRBji7969mXmx1CRERERL9JghwRERERUdOUBFnSfElTJc2QdIukL0hqNxZJZ0h6UdIKtbITJFnS6g3ttX2OLuWTJN0paZqkOySdVJsmbTlJN5Xrz5D0v7X2V5V0paSZ5esqi3CPO0j6uaTlJZ0tabqkWyX9TdIGtVj/Jenh2v4ynT0fSdvX6t4i6UO1a25XrnO3pJ9IUscRRkRERER7mjXN25yyGhyS1gB+A6wEHNtB/buppjr7dUkUdwUebq+9doyz3SppGao5hf8A7Ey1WMY7bc8u8w3/TdKltm8Ajgausv3dkmwfDXyph/e4O3AZ8F/AY7a3LPe7KfCv2v0fB8y2/YO2EyV19nxuBVpszysLgtwi6Y+25wGnUE0hdwNwSYnh0h7GHRERETGsNX2Ihe3HqZK6Izrp8TwH2K9s7wJcRzWncE+u8xLwRWB9SVu7MrscXrp82ua82xs4s2yfCXwQQNLBkn4v6Y+S7pN0ROndvVnSDZJWrV3yXVRzGK9FLZm3faft+sp2XcW90POx/WJJhgGWa4u5JMsr2r7e1dx9Z9XiPkPSKZKulnSvpJ0lnSbpdklndDeWiIiIiOGg6QkygO17qWJZo4MqM4FRZajDAcC5DcdHNAyx2O+1TVRLPgO3AGOgWsZZ0lSqZZmvtH1jqbqm7UfLOY82xLUFcCCwPfAt4EXb2wDXA58o7a4OvGz7OeA04EuSrpf0zYZV9bql8flIeoukGcB04LCSMK8DPFQ77aFS1mYV4J3A54E/AscDmwNbShrbeE1J4yW1Smp94fmnehpyRERExKA1IBLkoqvxshcA+wNvAa5tODbH9tjaZ2J3rmN7fhnKsC6wvaQtuhHn1bZn2X4CeI4q2YQqWR1dtt8DXFGuMRXYEPg+sCrwD0lv6sZ1Oov7RtubA28GvixpOdp/fvVVYP5YepanUw35mG57ATCjFverJ9oTbLfYbnndiqstQrgRERERg9OASJAlbQjMBx6XdHrpBb6kodq5wDeoenoXLOJ1lgS2BG6vl9t+FphENWYX4LEyZKFt6MLjter14RELavsLeHVM9x5U44/b2p9t+wLbhwO/BvbsYdyvPJ+GuG8HXqDq1X6IKtFvsy7wSDtx12NujDsiIiJi2Gt6gixpFHAqcFIZF3xI6QVeKIm0/U/gGODkRbzO0lQv6T1oe5qkUbUZLUYAuwF3lOoXAQeV7YOoXuzr7nUEbAVMLfs7ts2CUV4U3Ax4oAftLfR8JL1B0lLl2AbApsD9ZSjILElvLTF8oidxR0RERESlWT2HI8rY36WpXrb7FfCjrk6y/bMu2mtzme2jy/bZkuYCy1K9NLd3KV8LOLP0Ki8BnGf74nLsu8B5kg4F/gl8pLs3BmwH3FyGMwBsBJxSktYlgD8B53fRRmfPZyfgaEkvU/X+Hm77yXLs08AZwAiq2Ssyg0VERERED+nVPC56g6SvAnfbbnyRcNBqaWlxa2trs8OIiIiI6FWSJttuaSzP2NNeZvubzY4hIiIiIhZd08cgR0REREQMJEmQo0tPP9OjNVkiIiIiBrUkyBERERERNRmD3A8kHUO1+t58qpknnqFa2W4kMAq4r1Q9HPg21Qwbc4FlqGbe+GqZqxlJpwF7AY/b3qJ2jVWBiVSLftwPfNT2M317ZxERERFDT3qQ+5ikHagS2m1tb0U13/K4soLfJ4FraysA/r2cNq7U3YoqUa7PZ3wGry5oUnc0cJXtTYCryn5ERERE9FAS5L63FvCk7bkAtp+0/UgX51DqvgR8EVhf0tal7Brg6Xaq7w2cWbbPBD4IIOlgSb+X9EdJ90k6QtIXJN0s6YbS8xwRERERRRLkvncFsJ6kuySdLGnnnpxsez5wCzCmi6prltX0KF/XqB3bgmqIx/bAt4AXbW8DXE+14t5rSBovqVVS66znn+pJyBERERGDWhLkPmZ7NtXqeuOBJ4CJkg7uYTNazDCutj3L9hPAc8AfS/l0qjHLr2F7gu0W2y0rrLjaYl4+IiIiYvBIgtwPbM+3Pcn2scARwD7dPbcshb0lcHsXVR+TtFY5Zy3g8dqxubXtBbX9BeRFzYiIiIiFJEHuY5I2lbRJrWgs8EA3z10a+A7woO1pXVS/CDiobB/Ewi/2RUREREQ3JUHueyOBMyXdJmkasBlwXBfnnF3q3gq8juoFPAAknUM1dnhTSQ9JOrQc+i7wbkkzgXeX/YiIiIjoIdludgwxwLW0tLi1tbXZYURERET0KkmTbbc0lqcHOSIiIiKiJglydOn5p+c1O4SIiIiIfpMEOSIiIiKipikJsqT5kqZKmiHplrKyW7uxSDpD0ouSVqiVnSDJklZvaK/tc3QpnyTpTknTJN0h6SRJK9faOU3S45JubbjmqpKulDSzfF1lEe5xB0k/l7S8pLMlTZd0q6S/SdqgFuu/JD1c21+ms+cjaTVJV0uaLemkhmtuV65zt6SfSFrc+ZMjIiIihp1m9SDPsT3W9uZUMy7sCRzbSf27KTM5lERxV+Dhdtpr+9RncBhneytgK6r5f+vTn50B7N7O9Y4GrrK9CXBV2e+p3YHLgP8CHrO9pe0tgEOBf7XFCpwKHF+L/SU6fz7/Bv4HOKqda55CtSDJJuXT3r1FRERERCeaPsTC9uNUSd0RnfR4ngPsV7Z3Aa4DejQwtiSeXwTWl7R1KbsGeLqd6nsDZ5btM4EPAkg6WNLvJf1R0n2Sjii9uzdLukHSqrU23gX8GViLWjJv+07b9YU7uop7oedj+wXbf6NKlF9RFgdZ0fb1rqYmOasW9xmSTik9z/dK2rn0nt8u6YzuxhIRERExHDQ9QQawfS9VLGt0UGUmMKoMdTgAOLfh+IiGIRb7vbaJakU74BZgTBchrWn70XLOow1xbQEcCGwPfAt40fY2VHMTfwKgDP142fZzwGnAlyRdL+mbDYuGdEs3ng/AOsBDtf2HSlmbVYB3Ap+nWmr6eGBzYEtJY3saU0RERMRQNZCWGe5qvOwFwP7AW4BPNRybU4Yr9MZ1unK17VnALEnPUSWbANOphnEAvAe4AsD2VEkblrLdgH9I2sF2V0tH9zTu9o7XJ7n+o21Lmk415GM6gKQZwGhg6kKNSeOpeq5ZY/V1exhqRERExOA1IHqQSwI5H3hc0umlF/iShmrnAt8ArrS9YBGvsySwJdBVcvpYGbLQNnTh8dqx+vCIBbX9Bbz6C8ceVOOPAbA92/YFtg8Hfk01prgncb/yfDqp9hBQz2TXBR5pJ+56zI1xv8L2BNsttltWWmG1noQbERERMag1PUGWNIrqRbWTXDmkvKC2UBJp+5/AMcDJi3idpYHvAA/antZF9YuAg8r2QSz8Yl9X1xFVT/LUsr9j2ywYkpahWmr6gR60t9Dz6aheGQoyS9JbSwyf6EncEREREVFp1hCLEZKmAktTvWz3K+BHXZ1k+2ddtNfmMtttM0+cLWkusCzVS3N7t1WSdA7VS3+rS3oIONb2L4HvAudJOhT4J/CR7t8a2wE315LZjYBTStK6BPAn4Pwu2uj0+Ui6H1gRWEbSB4H32L4N+DTVzBwjgEvLJyIiIiJ6QJ10SsYikPRV4G7bjS8SDlpv3HCs77p3arPDiIiIiOhVkibbbmksH0gv6Q0Jtr/Z7Bh624qr5tskIiIiho+mj0GOiIiIiBhIkiBHl158skdrskREREQMakmQIyIiIiJqMri0j0g6hmrFvflUcw0/Q7Wa3UhgFHBfqXo48G2qJannAstQzbbxVdvPSlqPatno15d2Jtg+oZ3r7UI1rVtbuxfY/npf3FtERETEUJYEuQ9I2gHYC9jW9tyy9PQyth8piexRtveq1QcYZ7u1zJX8Hapkd2eqad7+2/YUSSsAkyVdWaZ1a3Rtvd2IiIiI6LkMsegbawFP2p4LYPtJ2490cQ6l7kvAF4H1JW1t+1HbU8qxWVSrAK7T3UAkjZZ0h6RfSLpV0tmSdpN0naSZkrbv8d1FREREDGFJkPvGFcB6ku6SdLKknXtysu35wC3AmHq5pNHANsCNHZy6g6RbJF0qafNa+cbACVQr/I2hGvqxE3AU8JX2GpI0XlKrpNZnZj/Vk/AjIiIiBrUkyH3A9myqFfXGA08AEyUd3MNmtNCONJJqBb7P2X6+nfpTgA1sbw2cCPy+duw+29NtLwBmAFeVlf6mA6M7uIcJtltst6wycrUehh4RERExeCVB7iO259ueZPtY4Ahgn+6eK2lJYEuq4RRIWpoqOT7b9gUdXO/5kphj+xJg6TL2GaqX/9osqO0vIOPQIyIiIhaSBLkPSNpU0ia1orHAA908d2mql/QetD1N1Rt8vwRut/2jTs57falLGVe8BJCxERERERE9lN7DvjESOFHSylSzUNxNNdyiM2dLmgssSzXN296lfEfg48B0SVNL2VdsXyLpMADbpwL7Ap+WNA+YA+xv2yVnjoiIiIhuUjUUNaJjLS0tbm1tbXYYEREREb1K0mTbLY3lGWIREREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiazGLRRJKOoVrVbj7VnMTPAKtQzYIxCrivVD0c+DbVEtZzgWWoZrr4qu1nS1v3A7NKW/PaG3AeEREREV1LgtwkknYA9gK2tT23LOqxjO1HJO0CHGV7r1p9gHG2WyUtQzVX8h+A+jLWu9p+sr/uISIiImIoyhCL5lkLeNL2XADbT9p+pDsn2n4J+CKwvqStO6sraZKk4yVdI+l2SW+WdIGkmZK+udh3ERERETHEJEFuniuA9STdJelkSTt3eUaN7fnALcCYtiLgCkmTJTUuSvKS7XcAp1L1On8G2AI4WNJq7bUvabykVkmtTzzxRE9Ci4iIiBjUkiA3ie3ZwHZUK+w9AUyUdHAPm6kvk7ej7W2BPYDPSHpH7dhF5et0YIbtR0vP9b3Aeh3EN8F2i+2WUaNG9TCsiIiIiMErCXIT2Z5ve5LtY4EjgH26e66kJYEtgdtLW4+Ur48DFwLb16rPLV8X1Lbb9jMOPSIiIqImCXKTSNpU0ia1orHAA908d2mql/QetD1N0uskrVCOvQ54D3BrL4ccERERMSyk97B5RgInSloZmAfcTTXcojNnS5oLLEs1zdvepXxN4MIy08VSwG9sX9YXQUdEREQMdbLd7BhigGtpaXFra2uzw4iIiIjoVZImt7d2RIZYRERERETUJEGOiIiIiKhJghwRERERUZMEuZ9JsqRf1faXkvSEpIvL/sFlf2rts5mk0ZLmSLq5rIh3k6SDau3sIum52jlfa8b9RURERAx2mcWi/70AbCFphO05wLuBhxvqTLR9RL1A0mjgHtvblP0NgQskLWH79FLtWtt79W34EREREUNbepCb41LgfWX7AOCcnjZg+17gC8CRndUrPc93SPqFpFslnS1pN0nXSZopafvOzo+IiIgYbpIgN8e5wP6SlgO2Am5sOL5fwxCLER20MwUYU9vfQdItki6VtHmtfGPghHKtMcCBwE7AUcBXeuF+IiIiIoaMDLFogrL63Wiq3uNL2qnS3hCL9pqqF04BNrA9W9KewO+BtpX67rM9vbQzA7jKtiVNB0a327A0nrJwyfrrr9+9G4uIiIgYAtKD3DwXAT9gEYZX1GwD3A5g+3nbs8v2JcDSklYv9ebWzllQ219AB78k2Z5gu8V2y6hRoxYjxIiIiIjBJT3IzXMa8Jzt6ZJ26enJpQf6B8CJZf/1wGOlZ3h7ql9+nqJa0joiIiIiuikJcpPYfohqXHB79pO0U23/cOARYCNJNwPLAbOAE2szWOwLfFrSPGAOsH9JlvvmBiIiIiKGKNludgwxwLW0tLi1tbXZYURERET0KkmTbbc0lmcMckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgDzKSJkl6b0PZ5ySdLGkTSRdLukfSZElXS3pHrd7ukm4qS09PlTRRUlYBiYiIiKhJgjz4nAPs31C2fyn/EzDB9ka2twM+C2wIIGkLqjmTD7I9xvZY4Gw6WEkvIiIiYrjKPMiDz++Ab0pa1vbcsmDI2sAbgettX9RW0fatwK1l90vAt23fXjt+ERERERGxkPQgDzK2nwJuAnYvRfsDE4HNgSmdnNrV8YVIGi+pVVLrE088sajhRkRERAw6SZAHp/owi7bhFQuRdKGkWyVd0M6x1coY5LskHdXeBWxPsN1iu2XUqFG9GnxERETEQJYEeXD6PfAuSdsCI2xPAWYA27ZVsP0h4GBg1VL0ynHbT5UxyBOAkf0WdURERMQgkAR5ELI9G5gEnMarvce/AXaU9IFa1eVr298DjpH0pg6OR0RERAR5SW8wOwe4gDLUwvYcSXsBP5L0Y+AxYBbwzXJ8uqT/As6StALwFPBP4NgmxB4RERExYCVBHqRsXwiooewOYM9OzvkT1VRwEREREdGBDLGIiIiIiKhJghwRERERUZMEOSIiIiKiJglyRERERERNEuQ+JMmSfljbP0rScWX7OEkPlwU7Zkq6QNJmtbqTJN0p6RZJ10natJT/spRNk/Q7SSNLuST9RNLd5di2RERERESPJUHuW3OBD0tavYPjx9sea3sTquWi/yKpvmzdONtbA2cC3y9ln7e9te2tqKZpO6KU7wFsUj7jgVN6+V4iIiIihoUkyH1rHtVqdZ/vqqLticAVwIHtHL4G2LjUex6qHmNgBOBSZ2/gLFduAFaWtJak0ZLukPSLsvT02ZJ2K73SMyVtv9h3GRERETGEJEHuez8FxklaqRt1pwBj2il/PzC9bUfS6cC/St0TS/E6wIO1cx4qZVAl1ycAW5VzDgR2Ao4CvtJeIJLGS2qV1PrEE090I/SIiIiIoSEJch8rPb5nAUd2o7oa9s+WNBXYkSqZbWvzEGBt4HZgvw7OhVd7l++zPd32AmAGcJVtUyXdozuIe4LtFtsto0aNaq9KRERExJCUBLl//Bg4FHhdF/W2oUp624wrY5Q/aLveO4zt+VTjlvcpRQ8B69WqrAs8Urbn1soX1PYXkNUUIyIiIhaSBLkf2H4aOI8qSW6XpH2A9wDndFJHkjZu26YaenFHOXwR8IlS563Ac7Yf7aVbiIiIiBg20nvYf37IqzNOtPm8pI9R9SzfCrzTdmcDfgWcKWnFsn0L8Oly7BJgT+Bu4EXgkF6MPSIiImLYUDUUNaJjLS0tbm1tbXYYEREREb1K0mTbLY3lGWIREREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMh9RJIl/aq2v5SkJyRdXPYPLvtTa5/NytLQcyTdLOl2STdJOqjWzhhJ10uaK+mohmvuLulOSXdLOrr/7jYiIiJi6Mg0b33nBWALSSNszwHeDTzcUGei7YWmfpM0GrjH9jZlf0PgAklL2D4deJpqVb4PNpy3JNWy1u+mWjTkH5Iusn1br99ZRERExBCWHuS+dSnwvrJ9AJ0sAtIR2/cCX6AsVW37cdv/AF5uqLo9cLfte22/BJwL7A0gaZKk4yVdU3ql3yzpAkkzJX1z0W4tIiIiYmhKgty3zgX2l7QcsBVwY8Px/RqGWIzooJ0pwJgurrUOUF+O+qFS1uYl2+8ATgX+AHwG2AI4WNJqjY1JGi+pVVLrE090tnZJRERExNCSBLkP2Z4GjKbqPb6knSoTbY+tfeZ00JS6cbn26tRXgbmofJ0OzLD9qO25wL3Aeu3EPsF2i+2WUaNGdePyEREREUNDxiD3vYuAHwC7AK/pqe2mbYDbu6jzEAsnuusCj9T255avC2rbbfv5PoiIiIgokhj1vdOA52xPl7RLT08uL+39ADixi6r/ADaR9AaqlwH3Bw7s6fUiIiIihrskyH3M9kPACR0c3k/STrX9w6l6fTeSdDOwHDALOLHMYIGk1wOtwIrAAkmfAzaz/bykI4DLgSWB02zP6It7ioiIiBjKZLvrWjGstbS0uLW1tdlhRERERPQqSZNtt7ymPAlydEXSLODOZsfRZKsDTzY7iCbLM8gzgDwDyDOAPAPIM4Ch8Qw2sP2a2QgyxCK64872frsaTiS15hnkGeQZ5BlAngHkGUCeAQztZ5Bp3iIiIiIiapIgR0RERETUJEGO7pjQ7AAGgDyDPAPIM4A8A8gzgDwDyDOAIfwM8pJeRERERERNepAjIiIiImqSIEdERERE1CRBDgAk7S7pTkl3Szq6neOS9JNyfJqkbZsRZ1/qxjMYV+59mqS/S9q6GXH2pa6eQa3emyXNl7Rvf8bXH7rzDCTtImmqpBmS/trfMfa1bvy3sJKkP0q6pTyDQ5oRZ1+SdJqkxyXd2sHx4fAzsatnMBx+Jnb6DGr1hvLPxC6fwZD8mWg7n2H+oVqa+h5gQ2AZ4Baq5avrdfYELgUEvBW4sdlxN+EZvA1YpWzvMRyfQa3eX4BLgH2bHXcTvg9WBm4D1i/7azQ77iY8g68A/1e2RwFPA8s0O/Zefg7vALYFbu3g+JD+mdjNZzCkfyZ25xmUOkP2Z2I3vw+G5M/E9CAHwPbA3bbvtf0ScC6wd0OdvYGzXLkBWFnSWv0daB/q8hnY/rvtZ8ruDcC6/RxjX+vO9wHAZ4Hzgcf7M7h+0p1ncCBwge1/Atgeas+hO8/AwAqSBIykSpDn9W+Yfcv2NVT31ZGh/jOxy2cwDH4mduf7AIb2z8TuPIMh+TMxCXIArAM8WNt/qJT1tM5g1tP7O5Sq92go6fIZSFoH+BBwaj/G1Z+6833wRmAVSZMkTZb0iX6Lrn905xmcBLwJeASYDvyX7QX9E96AMdR/JvbUUPyZ2KVh8DOxO4bkz8QsNR1Q/YmwUeP8f92pM5h1+/4k7Ur1P4Od+jSi/tedZ/Bj4Eu251edh0NOd57BUsB2wLuAEcD1km6wfVdfB9dPuvMM3gtMBd4JbARcKela28/3cWwDyVD/mdhtQ/hnYnf8mKH9M7E7huTPxCTIAVXPx3q1/XWpeoZ6Wmcw69b9SdoK+AWwh+2n+im2/tKdZ9ACnFv+R7A6sKekebZ/3y8R9r3u/rfwpO0XgBckXQNsDQzq/xnUdOcZHAJ819WAw7sl3QeMAW7qnxAHhKH+M7FbhvjPxO4Y6j8Tu2NI/kzMEIsA+AewiaQ3SFoG2B+4qKHORcAnypvbbwWes/1ofwfah7p8BpLWBy4APj7YfzPuQJfPwPYbbI+2PRr4HXD4EPsfQXf+W/gD8HZJS0laHngLcHs/x9mXuvMM/knVW4SkNYFNgXv7NcrmG+o/E7s0DH4mdmkY/EzsjiH5MzE9yIHteZKOAC6nehv3NNszJB1Wjp9K9XbunsDdwItUPUhDRjefwdeA1YCTS2/BPNstzYq5t3XzGQxp3XkGtm+XdBkwDVgA/MJ2p1NADSbd/D74BnCGpOlUQw2+ZPvJpgXdBySdA+wCrC7pIeBYYGkYHj8ToVvPYEj/TIRuPYMhr6tnMFR/Jmap6YiIiIiImgyxiIiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiBhUJJ0m6XFJXc6YIWkDSVdJmlZW/OtyWfQkyBER0evK/4Te21D2OUknd1J/SE0RFhF96gxg927W/QFwlu2tgK8D3+nqhCTIERHRF86hWmSkbv9SHhGxWGxfAzxdL5O0kaTLJE2WdK2kMeXQZsBVZftqYO+u2k+CHBERfeF3wF6SlgWQNBpYGzhQUqukGZL+t70TJc2ube8r6YyyPUrS+ZL+UT479vldRMRgMgH4rO3tgKOAtr9Y3QLsU7Y/BKwgabXOGspKehER0etsPyXpJqo/gf6Bqvd4IvAd209LWhK4StJWtqd1s9kTgONt/60sc3w58Ka+iD8iBhdJI4G3Ab8tKzsCLFu+HgWcJOlg4BrgYWBeZ+0lQY6IiL7SNsyiLUH+D+CjksZT/f9nLao/fXY3Qd4N2Kz2P78VJa1ge1avRh0Rg9ESwLO2xzYesP0I8GF4JZHex/ZzXTUWERHRF34PvEvStsAI4Bmqnpx3lZdl/gQs1855rm3Xjy8B7GB7bPmsk+Q4IgBsPw/cJ+kjAKpsXbZXl9SW834ZOK2r9pIgR0REn7A9G5hE9T+jc4AVgReA5yStCezRwamPSXpT+R/ah2rlVwBHtO1IGtsHYUfEICDpHOB6YFNJD0k6FBgHHCrpFmAGr76Mtwtwp6S7gDWBb3XVfoZYREREXzoHuADY3/Ydkm6m+h/XvcB1HZxzNHAx8CBwKzCylB8J/FTSNKr/f10DHNaHsUfEAGX7gA4OvWbqN9u/o3pxuNtku+taERERERHDRIZYRERERETUJEGOiIiIiKhJghwRERERUZMEOSIiIiKiJglyRERERERNEuSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJExAAh6WBJf+vk+Nsl3dmfMbUTwxmSvtnNuvdL2m0RrjFb0obdrGtJG/f0GhERnUmCHBHDQnuJlKTjJP26tv8VSfeVBO0hSRP7P9KF4lsoZtvX2t60mTH1ls4Sbdsjbd/bC9do9xcOSS2SLpb0jKRnJd0m6VuSVqmdN798H8yWdK+kT9fOH13+baY0tLu6pJck3d9JTJb0Qq3tZ3vhPvNLQkQvS4IcEQFIOgj4OLCb7ZFAC3BVc6OK3ibpbcAk4DpgjO2Vgd2BecDWtarXl0R9JLAv8D1J2zQ09zpJW9T2DwTu60YYW7e1Xa7fVJKWbHYMEQNNEuSIiMqbgctt3wNg+1+2J3R1kqRJkr4p6e+lR/CPklaTdLak5yX9Q9LoUret53GphvM/2U6715TNW0q7+0naRdJD3Yjpfkn/T9K00lv5S0lrSrpU0ixJf27rLS31PyBpRulNnSTpTbVj20iaUs6bCCzXcK29JE0t5/5d0lZdxdeN+F/pES3P8o+1Z/nNdnqFd5M0s/QI/1SVNwGnAjs09NR+Dzjd9ndsPwZg+5+2j7U9qb14bE8Bbgfe1HDoV8BBtf1PAGct4j2vLel8SU+Uv2IcWTu2vaTryzN+VNJJkpYpx9r7PnlNz3nDMz1D0imSLpH0ArBrN67fWv4NHpP0o0W5x4jBJAlyRETlBuATJbFs6WGv2v5Uvc/rABsB1wOnA6tSJVbH9jQY2+8om229jT0d7rEP8G7gjcD7gUuBrwCrU/3sPxJA0huBc4DPAaOAS4A/SlqmJGG/p0oEVwV+W9qlnLstcBrwKWA14GfARZKW7WGsnfkp8ALweqpk9KB26uxF9QvO1sBHgffavh04jFd7gleW9DpgB+D8ngQg6c1Uz7G14dCvgf0lLVkS8hWAG3vSdml/CeCPwC1U30PvAj4n6b2lynzg81T/djuU44fDYn2fHAh8q8T89y6ufwJwgu0Vqb6/z+vpPUYMNkmQIyIA278GPgu8F/gr8Liko7t5+um277H9HFUieo/tP9ueR5VUNv5pvj+caPsx2w8D1wI32r7Z9lzgwlpM+wF/sn2l7ZeBHwAjgLcBbwWWBn5s+2XbvwP+UbvGfwI/s32j7fm2zwTmlvMWW/klZR/gWNsv2r4NOLOdqt+1/aztfwJXA2M7aHIVqv/v/at2je+VntkXJH21VvetpXw2cBPVLwkzG9p7CLgT2I0qce9u7/GU0vazkn5CldyPsv112y+V8dc/p/rFC9uTbd9ge57t+6l+Edm5m9fqyB9sX2d7AbBlZ9cHXgY2lrS67dm2b1jMa0cMeEmQI2K4mE+V7NUtTfU/fwBsn217N2Blqt7Hr9d60TrzWG17Tjv7Ixcl4MXU3ZjWBh5oO1ASpgepehLXBh627dq5D9S2NwD+u5bsPQusV87rDaOApUo8bR5sp96/atsv0vHzfgZYAKzVVmD7i2Uc8IXlWm1usL1yGYP8emBz4NvttHkWcDBwAFWPcndsW9pe2faRVM9x7Ybn+BVgTah6+VW9VPgvSc+XOFbv5rU6Un+OnV4fOJSqB/2OMsxlr8W8dsSAlwQ5IoaLfwKjG8rewMIJHwClt/S3wDRgi8bji+GF8nX5Wtnre7H9RfEIVYIEgCRRJbkPA48C65SyNuvXth8EvlVL9la2vbztc3optieoXp5bt1a2Xg/O90I79gtUQyA+3JMgyljl86mGqjQ6H3gfcK/t13wvddODwH0Nz3EF23uW46cAdwCblGEOXwHUUWNU32evfI9Jau97rP5sOr2+7Zm2DwDWAP4P+F0ZrhIxZCVBjojhYiLwVUnrSlpC1fy87wd+B69M7fU+SSuU43tQ9Rr2eExpR2w/QZV4fqyMW/0PqjGdHXkM6NZ8wIvhPOB9kt4laWngv6mGSfydaiz1POBISUtJ+jCwfe3cnwOHSXpLeTHudW3PsJvXXlLScrXPMvWDtucDFwDHSVpe0hiqF+G66zFg3YZ2vwj8h6SjJa0BIGldql+W2iVpNeBDwIzGYyXpfifwmhcte+Am4HlJX5I0onxvbFHGPkM1Tvh5YHZ5Bp9uOL/x++QWYHNJYyUtBxy3ONeX9DFJo8pfF54t58xf1JuNGAySIEfEcPF1qqTvb1R/av8eMM72reX481Q9c/+kSgK+B3zadocLdyyi/wT+H/AUVQL+907qHgecWf7s/dFejgMA23cCHwNOBJ6k+qXh/WUs6ktUva0HUz2z/agS1rZzW6nu56Ry/O5St7uOphru0fb5Szt1jgBWohpG8SuqFwrndrP9v1Altf+S9GSJ+W9UCe07gLvKcILLqKZ+O7F2btvsF7OpXrR8gmqM+mvYbm2b/WRRlF8E3k81dvo+qn+HX1DdN8BRVC/VzaL6paTxRbzjqH2f2L6L6vv9z1Tjpjv9Hu7G9XcHZpRncQKwv+1/L9rdRgwOWnhoWURExMAl6f+A19tubzaLiIhekR7kiIgYsCSNkbRVGcKxPdULYxc2O66IGNqW6rpKRMTwVv603J49bF/br8EAktYHbuvg8GZlurOhYgWqYRVrA48DPwT+0NSIImLIyxCLiIiIiIiaDLGIiIiIiKjJEIvo0uqrr+7Ro0c3O4yIiIiIXjV58uQnbY9qLE+CHF1a93Urcumhn2t2GBERETEMjPr0x/rtWpLaXeAnQywiIiIiImrSgzyESDoOmA2sSTXp+0vAPcAhtp8tdb5MNU3SfOBI25c3JdiIiIiIASo9yEPTlcAWtrcC7gK+DCBpM2B/qtW7dgdOlrRk06KMiIiIGICSIA9yko6RdKekPwObAti+wva8UuUGYN2yvTdwru25tu+jWhZ2+34POiIiImIAS4I8iEnajqpHeBvgw8Cb26n2H8ClZXsd4MHasYdKWXttj5fUKqn1qdnP917QEREREQNcEuTB7e3AhbZftP08cFH9oKRjgHnA2W1F7bTR7koxtifYbrHdstrIFXsz5oiIiIgBLS/pDX7tJriSDgL2At7lV5dLfAhYr1ZtXeCRvg0vIiIiYnBJD/Lgdg3wIUkjJK1ANXMFknYHvgR8wPaLtfoXAftLWlbSG4BNgJv6O+iIiIiIgSw9yIOY7SmSJgJTgQeAa8uhk4BlgSslAdxg+zDbMySdB9xGNfTiM7bn93/kEREREQOXXv3re0T7Wlpa3Nra2uwwIiIiInqVpMm2WxrLM8QiIiIiIqImCXJERERERE3GIEeX5j3xOI+fekKzw4iIAWSNw/6r2SFERPSZ9CBHRERERNQkQe5lkizph7X9oyQdV7aPk/SwpKmSZkq6QNJmtbqTyrLRt0i6TtKmpfzsUn6rpNMkLd3BteeXtqdKuqi9OhERERHRuSTIvW8u8GFJq3dw/HjbY21vAkwE/iJpVO34ONtbA2cC3y9lZwNjgC2BEcAnO2h7Tml7rO0PLPadRERERAxDSZB73zxgAvD5riranghcARzYzuFrgI1LvUtcUC3ssW5PApJ0v6RvS7peUqukbSVdLukeSYf1pK2IiIiIoS4Jct/4KTBO0krdqDuFqne40fuB6fWCMrTi48BlHbS1XEmAb5D0wYZjD9regWoxkTOAfYG3Al9vryFJ40tbrU/Nnt2N24iIiIgYGjKLRR+w/byks4AjgTldVFfD/tmS5gD3A59tOHYycI3ta2nf+rYfkbQh1dCN6bbvKcfaxiRPB0bangXMkvRvSSvbfrbhHiZQ9YQzdoP1s5pMREREDBtJkPvOj6l6h0/vot42QH2ZunG2X7NsnaRjgVHApzpqyPYj5eu9kiaVttsS5Lnl64Ladtt+vg8iIiIiigyx6CO2nwbOAw7tqI6kfYD3AOd01pakTwLvBQ6wvaCDOqtIWrZsrw7sCNy2aNFHREREDF9JkPvWD4HG2Sw+3zbNG/Ax4J22n+iinVOBNYHry7lfA5DUIukXpc6bgFZJtwBXA9+1nQQ5IiIioodUTYwQ0bGWlha3tr5m1EdERETEoCZpsu2WxvL0IEdERERE1CRBjoiIiIioyewF0aWXH3+Qh396ZLPDiBhS1vnMT5odQkREdCA9yBERERERNUmQhzFJoyXd2uw4IiIiIgaSJMgRERERETUZgzwESHod1aIk6wJLAt8A7gZ+BIwEngQOtv2opO2A04AXgb81J+KIiIiIgSs9yEPD7sAjtre2vQVwGXAisK/ttoT4W6Xu6cCRtnforEFJ4yW1Smp9avacvow9IiIiYkBJgjw0TAd2k/R/kt4OrAdsAVwpaSrwVWBdSSsBK9v+aznvVx01aHuC7RbbLauNHNHH4UdEREQMHBliMQTYvqsMndgT+A5wJTCjsZdY0spAlk6MiIiI6ER6kIcASWsDL9r+NfAD4C3AKEk7lONLS9rc9rPAc5J2KqeOa0rAEREREQNYepCHhi2B70taALwMfBqYB/ykDKtYCvgxMAM4BDhN0ovA5c0JNyIiImLgkp2/uEfnWlpa3Nra2uwwIiIiInqVpMm2WxrLM8QiIiIiIqImQyyiS/9+4m5uO/kDzQ4jYrFtdvhFzQ4hIiIGgfQgR0RERETU9FmCLGm+pKmSZki6RdIXJLV7PUlnSHpR0gq1shMkWdLqDe21fY4u5ZMk3SlpmqQ7JJ1UpjND0nqSrpZ0e4njvzq4/i6Snqu1/bVFuN+lJU0u28eU600r7b1F0oVl++6Ga71toNxDRERERPTtEIs5tscCSFoD+A2wEnBsB/XvBvYGfl0S6V2Bh9trrx3jbLdKWoZqHuA/ADtTzeTw37anlOR7sqQrbd/WThvX2t6rR3e4sJ2Av5ep1fYCtrU9tyT4y9j+EFSJLHBU/VqSBso9RERERAx7/TLEwvbjwHjgCJVssB3nAPuV7V2A66iSw55c5yXgi8D6kra2/ajtKeXYLOB2YJ3utidpdOnR/YWkWyWdLWk3SddJmilp+1r13YFLgbWAJ23PLdd90vYjg+QeIiIiIoa9fhuDbPvecr01Oqgyk2pxi1WAA4BzG46PaBhisd9rmwDb84FbgDH1ckmjgW2AGzu4/g5lKMilkjavlW8MnABsVdo8kKq3+CjgK7V6uwKTgCuA9STdJelkSTt3cL0ONfEeIiIiIoa9/p7FoqPe4zYXAPtTrQT3qYZjnQ2x6PQ6kkYC5wOfs/18O/WnABvYni1pT+D3wCbl2H22p5d2ZgBX2bak6cDoUr428LTtF8v+dsDbqZLmiZKOtn1GN2Nvyj285uLSeKpef9ZadUQPQ4+IiIgYvPqtB1nShsB84HFJp5de4Esaqp0LfAO40vaCRbzOklQry91e9pemSizPtn1Be+fYft727LJ9CbB028uBwNxa1QW1/QW8+gvGHtRWpbM93/Yk28cCRwD7DIJ7aGxvgu0W2y2rjlymJ+FHREREDGr90oMsaRRwKnCSq6X7Dmmvnu1/SjoG+PMiXmdp4FvAg7anlfHOvwRut/2jTs57PfBY6VXdnuoXh6eAkd289O7A/5S2NgUW2J5Zjo0FHhgE9xARERER9G2CPELSVGBpqpftfgV0mOC1sf2zLtprc5nto8v22ZLmAstSJdd7l/IdgY8D02vnfsX2JZIOK9c7FdgX+LSkecAcYP+SaHZ5k6W3dxPbd5SikcCJZZq2eVSzc4zvsqEm3kNEREREvEpVh24sKkk7AR+zfVizY+krW2ywss/70juaHUbEYstKehERUSdpsu2WxvIsNb2YbP8N+Fuz4+hLy43aOIlFREREDBtZajoiIiIioiY9yNGl2U/czXUTskBfLLodx1/c7BAiIiK6LT3IERERERE1SZCHOEmfk7R8s+OIiIiIGCySIA8BqnT0b/k5IAlyRERERDclQR6kJI2WdLukk6mWmf6lpFZJMyT9b6lzJLA2cLWkq0vZeyRdL2mKpN+WJawjIiIiokiCPLhtCpxlexvgv8s8flsBO0vayvZPgEeAXW3vWpae/iqwm+1tgVbgC+01LGl8Sbhbn539Uv/cTURERMQAkFksBrcHbN9Qtj8qaTzVv+lawGbAtIb6by3l15UV9pYBrm+vYdsTgAkAYzZYOavJRERExLCRBHlwewFA0huAo4A3235G0hnAcu3UF3Cl7QP6L8SIiIiIwSVDLIaGFamS5eckrQnsUTs2C1ihbN8A7ChpYwBJy0t6Y79GGhERETHApQd5CLB9i6SbgRnAvcB1tcMTgEslPVrGIR8MnCNp2XL8q8Bd/RpwRERExAAmO8NLo3MtLS1ubW1tdhgRERERvUrS5DLJwUIyxCIiIiIioiYJckRERERETcYgR5eee3Iml/5yz2aHEQ32OPSSZocQERExJKUHOSIiIiKiJglyRERERERNEuSIiIiIiJokyEOApN9LmixpRlluGkmHSrpL0iRJP5d0UikfJel8Sf8onx2bG31ERETEwJKX9IaG/7D9tKQRwD8k/Qn4H2BbqpX0/gLcUuqeABxv+2+S1gcuB97U2GBJtMcDrLFqe6tWR0RERAxNSZCHhiMlfahsrwd8HPir7acBJP0WaFtSejdgM0lt564oaQXbs+oN2p5AtQofm4xeKavJRERExLCRBHmQk7QLVdK7g+0XJU0C7qSdXuFiiVJ3Tr8EGBERETHIZAzy4LcS8ExJjscAbwWWB3aWtIqkpYB9avWvAI5o25E0tj+DjYiIiBjokiAPfpcBS0maBnwDuAF4GPg2cCPwZ+A24LlS/0igRdI0SbcBh/V/yBEREREDl+wMLx2KJI20Pbv0IF8InGb7wkVpq6Wlxa2trb0bYERERESTSZpsu6WxPD3IQ9dxkqYCtwL3Ab9vajQRERERg0Re0huibB/V7BgiIiIiBqMkyNGlZ56cyXmn797sMHrFRw+5rNkhRERExACXIRa9SJIl/aq2v5SkJyRdXPYPLvtTa5/NJI2WNEfSzZJul3STpINq7YwrL9VNk/R3SVt3cP0zJN1Xa3tsn990RERExBCTHuTe9QKwhaQRZZ7hd1PNKFE30fYR9QJJo4F7bG9T9jcELpC0hO3TqcYQ72z7GUl7UC3g8ZYOYvh/tn/Xe7cUERERMbykB7n3XQq8r2wfAJzT0wZs3wt8gWpKNmz/3fYz5fANwLo9aU/ScZLOlHSFpPslfVjS9yRNl3SZpKV7GmNERETEUJUEufedC+wvaTlgK6q5iOv2axhiMaKDdqYAY9opP5QqCe/It8pQjOMlLVsr34gqcd8b+DVwte0tgTm8mtBHREREDHtJkHuZ7WnAaKre40vaqTLR9tjap6Mln/WaAmlXqgT5Sx2c82WqpPrNwKoN9S61/TIwHViSaoERyv7odq41XlKrpNbnZ7/UweUiIiIihp4kyH3jIuAHLMLwipr/396dx9tV1ecf/zxEIJEZuWqUIQKRyBjggCIo4IiIBaeCRAVLmyoiKuWnVKjSVqt1ooiKRkVQEUIVJAwiQkGGMt2EjARICigRJAGZiQkkz++Pva7ZuZw7hXtz7vC8X6/zunuvtfba332ubb6su/ZauwPzO04k7Qr8EDjU9iPNLrD9oCvLgB8De9eql5U2K4FnvWqHmJU0mYtue4rthu3Gxhuu9wIeIyIiImJoyUt6A+Ms4HHbcyQd0NeLy0t7XwfOKOdbAxcCH7J9dzfXjbX9oCQBh1FtEhIRERERfZAEeQDYXgSc3kX14ZL2q50fCzwAbCfpdmA08CRwRlnBAuDzwEuA71a5L891bIso6XLg720/AJwrqY1qesZM4KP9+mARERERI4BW/aU9orntxm3iL39hn1aH0S+yUUhERER0kDS9Y9CxLiPI0aPNthifxDIiIiJGjLykFxERERFRkxHk6NHDjyzghz95e6vDWM3ff/g3rQ4hIiIihqmMIEdERERE1CRBHoTK1tAntjqOiIiIiJEoCXI/USXfZ0RERMQQl4TuBZA0TtJ8Sd8FZgA/kjRX0hxJh5c2B0i6tHbNtyUdXY4PlnSnpBskfaveDthR0rWS7pF0fKf7/UDSPElXShpT6raTdIWk6ZKulzShlL+/xDRL0nWlbCdJt0qaKWm2pPFr4/uKiIiIGAqSIL9wOwA/Ab4IbAnsBrwF+JqksV1dJGk08H3gHbb3A9o6NZkAvJ1qu+gvSFq3lI8HvmN7J+Ax4L2lfArwCdt7AicC3y3lnwfebns34G9K2UeB021PBBrAoibxTZbULqn9ySeX9+Z7iIiIiBgWkiC/cL+3fTOwH3Ce7RW2HwJ+B+zVzXUTgHts31vOz+tUf5ntZbYfBhYDLyvl99qeWY6nA+MkbQi8HvhvSTOpEu+O5PxG4GxJ/wCMKmU3AZ+T9FlgG9tLOwdne4rthu3GRhut14uvISIiImJ4SIL8wj1dfqqL+udY/Xse3UP7DstqxytYtSRfs/J1gMdsT6x9XgNg+6PAKcBWwExJL7H9c6rR5KXAbyS9qYdYIiIiIkaMJMj95zrgcEmjJLUBbwRuBX5PNZ94fUmbAG8u7e8EtpU0rpwfvqY3tv0EcK+k98NfXxjcrRxvZ/sW258HHga2krQt1ej1t4BpwK5reu+IiIiI4SYbhfSfi4B9gFmAgc/Y/hOApAuA2cAC4HYA20slHQtcIelhqmT6hZgEnCnpFGBd4PwSy9fKS3gCri5lJwEflPQs8Cfg317gvSMiIiKGDdludQwjlqQNbT8lScB3gAW2T2t1XJ01Gg23t7e3OoyIiIiIfiVpuu1G5/JMsWitfygv1c0DNqF6uS4iIiIiWihTLFqojBYPuhHjiIiIiJEsCXL06KE/L+CbP397q8NYzQlH/qbVIURERMQwlSkWERERERE1SZCHEUmnSjqxHH9C0l1lS+qv1tr8s6SFpW5wDQtHREREDAKZYjEMSToQOBTY1fYySS8t5TsCRwA7Aa8ArpL0atsrWhdtRERExOCSEeQhTtLJZTT4KmCHUvwx4Cu2lwHYXlzKDwXOL1tY3wssBPZe60FHREREDGJJkIcwSXtSjQjvDrwH2KtUvRp4g6RbJP1OUkf5K4H7a10sKmXN+p4sqV1S+9NPLh+YB4iIiIgYhDLFYmh7A3CR7WcAJE0r5S8CNgNeR5U0X1C2l1aTPpruFGN7CjAFYKttN8luMhERETFiZAR56GuWvC4CLnTlVmAlsEUp36rWbkvggYEPMSIiImLoSII8tF0HvFvSGEkbAe8q5b8C3gQg6dXAesDDwDTgCEnrS3oVMB64da1HHRERETGIZYrFEGZ7hqSpwEzg98D1peos4CxJc4HlwFG2DcyTdAFwB/Ac8PGsYBERERGxOlV5U0TXGo2G29vbWx1GRERERL+SNN12o3N5plhERERERNQkQY6IiIiIqMkc5OjRHx9dwD//90H91t+X339Fv/UVERER0d8yghwRERERUZMEeQiQdKqkE9fguomSDn6h/URERESMJEmQh7eJwME9NYqIiIiIVZIgD1KSTpZ0l6SrgB1K2XaSrpA0XdL1kiaU8rMlfa+U3S3pEEnrAf8GHC5ppqTDS9c7SrpW0j2Sjm/N00VEREQMXnlJbxCStCdwBLA71e9oBjAdmAJ81PYCSa8FvkvZMQ8YB+wPbAdcA2wPfB5o2D6u9HsqMAE4ENgIuEvSmbafbRLDZGAywMZbjB6Q54yIiIgYjJIgD05vAC6y/QyApGnAaOD1wH9L6mi3fu2aC2yvBBZIuocqEW7mMtvLgGWSFgMvAxZ1bmR7ClVCztjtNsluMhERETFiJEEevDonpesAj9me2Mv2XSW1y2rHK8j/BiIiIiJWkznIg9N1wLsljZG0EfAu4BngXknvB1Blt9o175e0jqTtgG2Bu4AnqaZSREREREQvJUEehGzPAKYCM4FfAteXqknAMZJmAfOAQ2uX3QX8Dvg11Tzlv1DNRd6x00t6EREREdEN2ZleOtRJOhu41PYvBqL/RqPh9vb2geg6IiIiomUkTbfd6FyeEeSIiIiIiJqMIEePNtl+E+/3zX1ecD+X/c0V/RBNRERERP/ICHJERERERC9kia9hQtLLgNOA1wGPAsuBr9q+qNS/BLi6NH851RJvS8r53raXr92IIyIiIganJMjDgKqdQ34FnGP7yFK2DfA3HW1sPwJMLHWnAk/Z/vrajjUiIiJisEuCPDy8CVhu+3sdBbZ/D5zRupAiIiIihqbMQR4edgJmNKuQ9ApJl6/leCIiIiKGrIwgD0OSvgPsRzWqvBdw8Br0MRmYDDC6bXT/BhgRERExiGUEeXiYB+zRcWL748CbgbY17dD2FNsN2431Nl6vH0KMiIiIGBqSIA8P/wOMlvSxWtmLWxVMRERExFCWBHkYcLXby2HA/pLulXQrcA7w2cxBjoiIiOibzEEeJmw/CBzRRfXBndqeOuABRURERAxRSZCjR+M3HZ9toiMiImLEyBSLiIiIiIiajCBHjxY8toiDf/XZF9TH5Yf9Zz9FExERETGwMoIcEREREVGTBHkEk3SApEtbHUdERETEYJIEeRiSNKrVMUREREQMVUmQhxhJ4yTdKekcSbMl/ULSiyXdJ+nzkm4A3i/pbZJukjRD0n9L2rBcf1C5/gbgPa19moiIiIjBJwny0LQDMMX2rsATwLGl/C+29wOuAk4B3mJ7D6AdOEHSaOAHwLuANwAv7+oGkiZLapfUvvyJpQP4KBERERGDSxLkoel+2zeW458B+5XjqeXn64AdgRslzQSOArYBJgD32l5Qdt/7WVc3sD3FdsN2Y72NxwzEM0REREQMSlnmbWhyF+dPl58Cfmv7A/VGkiY2uTYiIiIiajKCPDRtLWmfcvwB4IZO9TcD+0raHqDMUX41cCfwKknb1a6NiIiIiJokyEPTfOAoSbOBzYEz65W2lwBHA+eVNjcDE2z/BZgMXFZe0vv9Wo06IiIiYghQNRU1hgpJ44BLbe+8tu7ZaDTc3t6+tm4XERERsVZImm670bk8I8gRERERETV5SW+IsX0fsNZGjyMiIiJGmiTI0aMFj/2Jd1701T5dc9m7PzNA0UREREQMrEyxiIiIiIioSYI8gCRZ0jdq5ydKOrUcnyrpj5JmSlog6UJJO9baXivpLkmzJN0oaYdS/qNS1rHNdMcW0pL0LUkLS90ea/lxIyIiIoaFJMgDaxnwHklbdFF/mu2JtsdT7YL3P5LaavWTbO8GnAN8rZR92vZuZZvpPwDHlfJ3AOPLZzKdln6LiIiIiN5JgjywngOmAJ/uqaHtqcCVwJFNqq8Dti/tnoBqxBgYw6qd8Q4FfuLKzcCmksZKGifpTkk/lDRX0rmS3lJGpRdI2vsFP2VERETEMJIEeeB9B5gkaZNetJ0BTGhS/i5gTseJpB8DfyptzyjFrwTur12zqJRBlVyfDuxarjkS2A84Efhcs0AkTZbULql9+RNPN2sSERERMSwlQR5gZcT3J8DxvWiuTufnSpoJ7EuVzHb0+RHgFVQ76h3exbWwanT5XttzbK8E5gFXu9ohZg4wrou4p9hu2G6st/EGvQg9IiIiYnhIgrx2/BdwDNBTprk7VdLbYVKZo3yY7froMLZXUM1bfm8pWgRsVWuyJfBAOV5WK19ZO19JlvqLiIiIWE0S5LXA9p+BC6iS5KYkvRd4G3BeN20kafuOY6qpF3eW6mnAh0ub1wGP236wnx4hIiIiYsTI6OHa8w1WrTjR4dOSPkg1sjwXeJPtJd30IeAcSRuX41nAx0rd5cDBwELgGeAj/Rh7RERExIihaipqRNcajYbb29tbHUZEREREv5I03Xajc3mmWERERERE1CRBjoiIiIioyRzk6NGCx5bwzgu735jvsvd8rNv6iIiIiKGi1yPIksZI2mEgg6nd53eSRvVzv0dL+nZ/tevi2nGSjqydd9mXpKskbdap7PuS9m3S59w1iadc/7na8QvqKyIiImIk6FWCLOldwEzginI+UdK0AYrp74ALyzq/vYmtXxPpF2gczbeKbuanwLGdyl4L3NyfAdHFTnkRERER0VxvR5BPBfYGHgOwPZMudmDrB5OAiyUdIOk6SRdJukPS9yStAyDpKUn/JukWYB9JH5R0q6SZZRR2VGn3EUl3S/od1W50TXXVTlKbpF9Kuq189i3lp0r6qaT/kbRA0j+US74CvKHE8elS9gpJV5R2X63ddhrwgdq9XgPcbXuFpD0lzZJ0E/DxWptRkr5WYpkt6R9LedPvStJXgDElnnNLN6Mk/UDSPElXShrT599QRERExDDW2wT5OduPD2gkgKT1gG1t31eK9gb+CdgF2A54TynfAJhr+7XAI1TbLe9reyKwApgkaSzwr1QJ71uBHbu4Z3ftTgdOs70X1Y51P6zV7Qq8E9gH+LykVwAnAdeX3e9OK+0mlvh2AQ6XtBWA7UeB9SW9pLR7B2WEHvgxcLztfTqFewzVBiB7AXsB/yDpVV19V7ZPApaWeCaVduOB79jeieo/eN5LRERERPxVb1/Sm1vm1o6SNB44HvjfAYhnC8oodXGr7XsAJJ0H7Af8gioJ/mVp82ZgT+C2anM5xgCLqaYrXNux8YakqcCrm9yzu3ZvAXYs/QJsLGmjcnyx7aXAUknXUBth7+Tqjv+4kHQHsA3QsW30YuAVVEn+24GPSNoE2NT270qbn1Ilz1DttLerpPeV802oEt7l3XxXnd1b/gIAMJ0u/hIgaTIwGWD0Fps3axIRERExLPU2Qf4EcDKwDPg58BvgiwMQz1JgdO288y4mHed/qc1RFnCO7X+uN5R0WJPrO+YsTy+n04AZzdoV6wD7lES43kd3sXW2rHa8gtW/89FUCfaLqZLiByRt2k1fAj5h+zed4jngBcTTdIqF7SnAFIBNtt8mu8lERETEiNHjFIuSUE6zfbLtvcrnFNt/6e9gyrSDUZI6kuS9Jb2qzD0+HLihyWVXA++T9NIS7+aStgFuAQ6Q9BJJ6wLvL/dYUaYcTLT9+a7aFVdS2x5a0sRa3aGSRpcpEgcAtwFPAhvRC6qy7JcD9wEHAteU+B4DHpe0X2k6qXbZb4CPlTiR9GpJG/TwXT3b0T4iIiIietZjglxGap8pf/pfG66kmh4AcBPVi29zgXuBi5rEdwdwCnClpNnAb4Gxth+kernwJuAqqpHi5+mh3fFAo7wQdwfw0VrdrcBlVKtO/LvtB4DZwHPlBbtP0709gZttP8fq848BPgJ8p7ykVx+9/iFwBzCjLNf2fVaNSHf1XU0BZtde0ouIiIiIbsju+a/nki4AXkeVfD7dUW77+H4PSNodOAH4EXCi7UP6+x4vlKRTgadsf/0F9HE61cj81ZJmAK+1/ewa9nUAA/hdbbL9Nt7vqyd12yYbhURERMRQI2m67Ubn8t7OQb6sfAac7dvLS2+DaX3jgTDX9tUAtvdodTDdGb9pWxLgiIiIGDF6NYIcI1uj0XB7e3urw4iIiIjoVy9oBFnSvTRZFcH2tv0QWwxyCx99hEN+ec5qZZe+96gWRRMRERExsHo7xaKeWY+mWukhi+NGRERExLDTq530bD9S+/zR9n8BbxrY0IY2SSeX7Zxnl62eryk/F0p6vBzPlPR6SddKuqu0vVPSt8t6yEjaqlw7v/T3yS7ud0Cnfj+/Vh84IiIiYpjo7RSL+ktk61CNKPdqvd+RSNI+wCHAHraXSdoCWK9sBHIAnVacKBuPTLLdXrbb/jJwMbA/8BzwT7ZnlF38pkv6bVnerrPrB+OqHxERERFDSW+nWHyjdvwc1Tq7f9v/4QwbY4GHbS8DsP1wby+0vVzSZ4CFknazPQt4sNQ9KWk+8Eqq9ZB7JGkc1RrLN1At1TcL+DHwr8BLqRLzW3sbX0RERMRw16spFsAxtg8sn7fangwsH8jAhrgrga0k3S3pu5L278vFZXOWWcCEenlJdnen2v2vmX3KJiW/lrRTrXx74HRg19LnkVSbsZwIfK5ZR5ImS2qX1L78iSf7En5ERETEkNbbBPkXvSwLwPZTVDvlTQaWAFMlHd3HbrTaibQh8EvgU7afaNJ+BrCN7d2AM4Bf1erutT3H9kpgHnC1q/X95gDjuniGKbYbthvrbZzZNBERETFydDvFQtIEYCdgE0nvqVVtTLWaRXShjAJfC1wraQ5wFHB2b66VNArYBZhfztelSo7PtX1hF/d7onZ8eRm53qIULas1XVk7X0nvp9lEREREjAg9JUc7UL1stinwrlr5k8A/DFBMQ56kHYCVtheUoonA73t57brAl4D7bc9W9Qbfj4D5tr/ZzXUvBx6ybUl7U/114BFgwzV/koiIiIiRp9sE2fbFwMWS9rF901qKaTjYEDijLNX2HLCQarpFd86VtAxYH7gKOLSU7wt8CJgjaWYp+1wZJf4ogO3vAe8DPibpOWApcERJlvvvqSIiIiJGgF5tNS1pNHAM1XSLv06tsP13AxdaDBbZajoiIiKGo662mu7tS3o/BV4OvB34HbAl1TSLiIiIiIhhpbcJ8va2/wV42vY5wDupXiKLiIiIiBhWeruCwbPl52OSdgb+RBfLg8Xws/DRRznkF1NXK7v0fYe3KJqIiIiIgdXbBHmKpM2AfwGmUb2E9vkBiyoiIiIiokV6lSDb/mE5/B2w7cCFExERERHRWr2agyzpZZJ+JOnX5XxHSccMbGgvnKQDJF3ax2uulfS8txm7aT9W0qWSNpD0iKRNOtX/StLfluODJN0q6U5JMyVNlbR1re0JpW5O2TL6m2Vd5O5ivav0NVPSS/v4rFeVvwxERERERNHbl/TOBn4DvKKc3w18agDi6ZWy09xgcQLwA9tPA1cCh3VUlGR5P+DSMnf7DOAo2xNsTwTOpczlLmsavw14ne1dgL2AxcCYHu4/yfbE8lncx9h/Chzbx2siIiIihrXeJshb2L6AamtibD8HrBiIgCSNK6Oo50iaLekXkl4s6T5Jn5d0A/B+SW+TdJOkGZL+W9KG5fqDyvU3AO/p5j6fl3SbpLmSpmj1HTU+KOl/S93epf3+tZHa2yVtVNq+F7iiHJ8HHFHr593AFbafAT4L/Ift+R2VtqfZvq6cngx8zPZjpW657a/Ut5Duw3d4tqQzJV0j6Z4S+1mS5ks6u9Z0GvCBLvqYLKldUvvyJ/ocQkRERMSQ1dsE+WlJLwEMIOl1wOMDFlW1xfUU27sCT7BqlPMvtvej2mnuFOAttvcA2oETyoYmP6DaFvsNVGs3d+XbtveyvTPVKO0htboNbL++3PesUnYi8PEy8vsGYKmkVwGP2l5W2lwB7Fm+K6iS5fPK8U7AjGaBlGR7Q9v3dveldOHHJWn/l05J/mbAm4BPA5cAp5UYdpE0EcD2o8D6tXj/yvYU2w3bjfU23ngNwoqIiIgYmnqbIJ9ANdq4naQbgZ8AnxiwqOB+2zeW459RTVMA6Fhr7HXAjsCNZfvlo4BtgAnAvbYXuNoi8Gfd3ONASbdImkOVSO5UqzsPoIzubly2jL4R+Kak44FNyyj6WGBJx0W2l1N9T++TtAUwkWraxWokvaQktXdLOhEQ5T8+Sv3bS/19kl7fzTNMKtMx3lA+H6rVXVK+gznAQ7bn2F4JzGP1JfoWs2rqTERERMSI122C3PECme0ZwP7A64F/BHayPXsA4+q8/3XH+dMdoQG/rc293dH2MV1cW10g/aYknT8sI83fBd5XEswfUNtCu9n9bX8F+Huq0eabJU0Alna6DlZNs3gfcLHtjjWk5wF7lM4eKSPRU6hGjp+gGqV/Van/TamfC6zX7HlKuz+Wn08CPwf2rlV3jGqvrB13nNdXLxldniMiIiIi6HkE+Ve146m259meW0v6BsrWkvYpxx8AbuhUfzOwr6TtAcoc5VcDdwKvkrRd7VoAbL+9JNN/z6qk9uEyd/l9nfo/vPS7H/C47cclbVdGYf+TakrHBKqXFcd1uvYaYDzwcVZNrwD4KnCypNfUyl5cO/4ycGYZraZMl+icfP+VpBeVUWrKSheHUCXUvVbu8XLgvr5cFxERETGc9bQOcn1O69pc/3g+cJSk7wMLgDOpTemwvUTS0cB5ktYvxafYvlvSZOAySQ9TJdY7d+7c9mOSfkA1/eA+4LZOTR6V9L/AxsDflbJPSTqQ6uXEO4Bf214m6f8kbW97Yel7paRfAu8HOl7Aw/YcSZ8EflLmHD8C/AH4QmlyJlXCfIukZcBTVNM6bu/iO1of+E1JjkdRzcv+QRdtu7IncHOZLtKl7TfbLDvnRURExIihappqF5XSjPIS3GrHAxqQNA64tLw8N+hJejewp+1TWh1LX0k6HZhm++ru2jUaDbe3t6+lqCIiIiLWDknTbT9v/4ueRpB3k/QE1UjymHJMObftEb+8ge2Lmq0CMUTM7Sk5joiIiBhpuh1BjsFB0i1UUyrqPmR7ztq4/6bbjfcb//Obfz2f9r53rY3bRkRERAyoNR1BjkHA9mtbHUNERETESNHbdZBbStKKskTbPEmzJJ0gqWnsZRe5Z2o73SHpdEmurfrQ0V/H56RSfq2ku1Tt4HenpG93rCpR6u+TNKdcs0aTciV9X9K+kl5X1mGeWXa4O1XSR2oxLa/d6yuSjpa0RNUufgvKsnWvr/V7qqQ/1q4/eE3ii4iIiBjphsoI8tKyLjCSXkq15u8mrFoBorOFwKHAz0oifSDwx2b9NTHJdruk9aiWXruYag3oDgfafnhNHwR4LdUOfXcAf2t7lqRRwA627wB+DFUyXr9XWbVjqu3jyvmBwIWSDqxtX32a7a+/gNgiIiIiRrwhMYJcZ3sxMBk4rqzj28x5lLWMgQOolkvrdimzJvdZDnyGak3m3bprW0aeT5N0XRkN3kvShWWk94u1dq8B7ra9Angp8GC514qSHPclvmuoNhqZ3ENsR0v6laRLJN0r6bgyAn+7pJslbd6X+0ZEREQMd0MuQQawfQ9V7C/toskCoE3SZlSbhZzfqX5MpykWTRf5LYnsLKpNQaDaYe9KSdPLest1y22/Efge1ajzx6nWYD66tsrFO4AryvFpwF2SLpL0j6p29+urGbXYoPqPhtmSzirP3mFn4Eiqnfa+BDxje3fgJuDDzTqWNFlSu6T25U88vgahRURERAxNQzJBLroaPe5wIdWWz68Fru9Ut7S2TfVE21N7eZ99y1rQ7wA+LumNtbpp5eccYJ7tB20vA+4Btip1b6ckyLb/DWgAV1Ilr1fQd/XYzgS2AyZSjUx/o1Z3je0nbS8BHgcuqcU6rlnHtqfYbthurLfxJmsQWkRERMTQNCQTZEnbUu1ot1jSj8so8OWdmp0P/DvwW9sr1/A+o4BdqHb2w/YD5edi4CKqEdkOy8rPlbXjjvMXSXoxsGlHH6Wf/7N9JvBmqjWn+7qe8u612B4qUzVWUu2o1yy2zvGtZOjMQ4+IiIhYK4ZcciSpjWoaw7ddLeL8kWbtbP9B0slUWzCvyX3WpZqOcL/t2ZI2ANax/WQ5fhvwb33o8kDgmlr/7wQuL88wnirhf6wP8e1PNf/4wHI+1vaDpfrdwNw+xBYRERERxVBJkMdImgmsS/Wy3U+Bb3Z7BWD7+z301+EK2yeV43MlLaPamOMqqtUwAF4GXFTeC3wR8HPbfZkW8Q7gF7XzDwGnSXqG6pkmlTnP3Tlc0n7Ai4F7gffWVrD4qqSJVPOk7wP+sQ+xRURERESRnfTWEkkzgNfafrbVsfRVo9Fwe/saLfscERERMWhlJ70WKy/3RURERMQgNyRf0ouIiIiIGChJkCMiIiIiapIgDyBJlvSN2vmJkk4tx6dK+mNZom5B2Xlvx1rbayXdJWmWpBsl7VDKj5O0sPS9Ra29JH2r1M2WlCkdEREREWsgCfLAWga8p57IdnJa2ahkPDAV+J+yjF2HSbZ3A84BvlbKbgTeAvy+U1/voFoubjzV8m9n9tMzRERERIwoSZAH1nPAFODTPTUsu/l17KrX2XXA9qXd7bbva9LmUOAnrtwMbCpprKRxku6U9ENJcyWdK+ktZVR6gaS9m/QVERERMWIlQR543wEmSerNfs0zgAlNyt9FtS10d14J3F87X1TKoEquTwd2Lf0fCewHnAh8rhdxRURERIwYWeZtgNl+QtJPgOOBpT00V6fzcyUtpdr44xN9vBaqTUMA7rU9B0DSPOBq25Y0BxjXtDNpMtVUDbbeeusebh0RERExfGQEee34L+AYYIMe2u0OzK+dTypzlA+zfX9XFxWLgK1q51sCD5TjZbXylbXzlXTxH0m2p9hu2G60tbU1axIRERExLCVBXgts/xm4gCpJbkrSe4G3Aeet4W2mAR8uq1m8Dnjc9oNr2FdERETEiJUEee35BtB5NYtPdyzzBnwQeJPtJd11Iul4SYuoRohnS/phqbocuAdYCPwAOLZfo4+IiIgYIWS751YxojUaDbe3t7c6jIiIiIh+JWm67Ubn8owgR0RERETUJEGOiIiIiKhJghwRERERUZMEOSIiIiKiJhuFrAWSTqbavW4F1drDjwKbARsCbcC9pemxwH8AY6nWKl4PuAo4xfZjpa+zgEOAxbZ3rt1jc2Aq1cYf9wF/a/vRgX2yiIiIiOEnI8gDTNI+VAntHrZ3Bd5C2QAE+Hvg+rIZyETb/1sum1Ta7kqVKF9c6/Js4KAmtzqJaoe88cDV5TwiIiIi+igJ8sAbCzxsexmA7YdtP9DDNZS2y4HPAFtL2q2UXQf8uUnzQ4FzyvE5wGEAko6W9CtJl0i6V9Jxkk6QdLukm8vIc0REREQUSZAH3pXAVpLulvRdSfv35WLbK4BZwIQemr6sY+e88vOltbqdqaZ47A18CXjG9u7ATcCHm3UmabKkdkntS5Z0u3dJRERExLCSBHmA2X4K2BOYDCwBpko6uo/d6AWGcY3tJ8sufY8Dl5TyOVRzlp/H9hTbDduNtra2F3j7iIiIiKEjCfJaYHuF7WttfwE4Dnhvb6+VNArYBZjfQ9OHJI0t14wFFtfqltWOV9bOV5IXNSMiIiJWkwR5gEnaQdL4WtFE4Pe9vHZd4MvA/bZn99B8GnBUOT6K1V/si4iIiIheSoI88DYEzpF0h6TZwI7AqT1cc25pOxfYgOoFPAAknUc1d3gHSYskHVOqvgK8VdIC4K3lPCIiIiL6SLZbHUMMco1Gw+3t7a0OIyIiIqJfSZpuu9G5PCPIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioaUmCLGmFpJmS5kmaVbY+bhqLpLMlPSNpo1rZ6ZIsaYtO/XV8Tirl10q6S9JsSXdK+rakTUvdaEm3lvvPk/Svtf43l/RbSQvKz83W4Bn3kfQDSS+WdK6kOZLmSrpB0ja1WP8k6Y+18/W6+34k7V1rO0vSu2v33LPcZ6Gkb0l6oRuMRERERIw4rdokYqntiQCSXgr8HNgE+EIX7RdSLXX2s5IoHgj8sVl/TUyy3S5pPao1hS8G9qfaLONNtp8q6w3fIOnXtm8GTgKutv2VkmyfBHy2j894EHAF8EngIdu7lOfdAfhT7flPBZ6y/fWOCyV19/3MBRq2nysbgsySdInt54AzqXbsuxm4vMTw6z7GHRERETGitXyKhe3FVEndcd2MeJ4HHF6ODwBuBJ7r432WA58Btpa0mytPlep1y6djzbtDgXPK8TnAYQCSjpb0K0mXSLpX0nFldPd2STdL2rx2yzcDVwFjqSXztu+yXd/Zrqe4V/t+bD9TkmGA0R0xl2R5Y9s3uVq77ye1uM+WdKakayTdI2l/SWdJmi/p7N7GEhERETEStDxBBrB9D1UsL+2iyQKgrUx1+ABwfqf6MZ2mWBz+/C6qLZ+BWcAEqLZxljSTalvm39q+pTR9me0HyzUPdoprZ+BIYG/gS8Aztnen2rzjw6XfLYBnbT8OnAV8VtJNkr7YaVe9Xun8/Uh6raR5wBzgoyVhfiWwqHbZolLWYTPgTcCngUuA04CdgF0kTex8T0mTJbVLal+yZElfQ46IiIgYsgZFglz0NF/2QuAI4LXA9Z3qltqeWPtM7c19bK8oUxm2BPaWtHMv4rzG9pO2lwCPUyWbUCWr48rx24Aryz1mAtsCXwM2B26T9Jpe3Ke7uG+xvROwF/DPkkbT/Pur7wJzSRlZnkM15WOO7ZXAvFrcqy60p9hu2G60tbWtQbgRERERQ9OgSJAlbQusABZL+nEZBb68U7PzgX+nGulduYb3GQXsAsyvl9t+DLiWas4uwENlykLH1IXFteb16REra+crWTWn+x1U8487+n/K9oW2jwV+Bhzcx7j/+v10ins+8DTVqPYiqkS/w5bAA03irsfcOe6IiIiIEa/lCbKkNuB7wLfLvOCPlFHg1ZJI238ATga+u4b3WZfqJb37bc+W1FZb0WIM8BbgztJ8GnBUOT6K6sW+3t5HwK7AzHK+b8cqGOVFwR2B3/ehv9W+H0mvkvSiUrcNsANwX5kK8qSk15UYPtyXuCMiIiKi0qqRwzFl7u+6VC/b/RT4Zk8X2f5+D/11uML2SeX4XEnLgPWpXpo7tJSPBc4po8rrABfYvrTUfQW4QNIxwB+A9/f2wYA9gdvLdAaA7YAzS9K6DnAZ8Mse+uju+9kPOEnSs1Sjv8fafrjUfQw4GxhDtXpFVrCIiIiI6COtyuOiP0g6BVhou/OLhENWo9Fwe3t7q8OIiIiI6FeSpttudC7P3NN+ZvuLrY4hIiIiItZcy+cgR0REREQMJkmQIyIiIiJqkiBHRERERNQkQR6CJI2TNLdTWUPSt/rYz6mSTuzf6CIiIiKGtrykN0zYbgey1ERERETEC5QR5CFO0raSbpf0/yRdWspOlXSWpGsl3SPp+Fr7kyXdJekqqk1GIiIiIqImI8hDmKQdqLbg/giwKbB/rXoCcCCwEXCXpDOpdvg7Atid6nc/A5jeRd+TgckAW2+99cA8QERERMQglBHkoauNaivpD9qe2aT+MtvLyi57i4GXAW8ALrL9jO0nqLbUbsr2FNsN2422trYBCD8iIiJicEqCPHQ9DtwP7NtF/bLa8QpW/bUgWydGREREdCMJ8tC1HDgM+LCkI3t5zXXAuyWNkbQR8K6BCi4iIiJiqEqCPITZfho4BPg0sEkv2s8ApgIzgV8C1w9kfBERERFDkez8xT2612g03N6eFeQiIiJieJE03Xajc3lGkCMiIiIiapIgR0RERETUJEGOiIiIiKhJgjzElN3x3t6p7FOSvitpvKRLJf2fpOmSrpH0xlq7gyTdKulOSTMlTZWUXUAiIiIiapIgDz3nUe2GV3dEKb8MmGJ7O9t7Ap8AtgWQtDNwBnCU7Qm2JwLnAuPWUtwRERERQ0K2mh56fgF8UdL6tpdJGge8Ang1cJPtv+6OZ3suMLecfhb4D9vza/Vd7qQXERERMVJlBHmIsf0IcCtwUCk6gmpt452AGd1c2lP9aiRNltQuqX3JkiVrGm5ERETEkJMEeWiqT7PomF6xGkkXSZor6cImdS8pc5DvlnRisxvYnmK7YbvR1tbWr8FHREREDGZJkIemXwFvlrQHMKbskDcP2KOjge13A0cDm5eiv9bbfqTMQZ4CbLjWoo6IiIgYApIgD0G2nwKuBc5i1ejxz4F9Jf1NremLa8dfBU6W9Jou6iMiIiKCvKQ3lJ0HXEiZamF7qaRDgG9K+i/gIeBJ4Iulfo6kTwI/kbQR8AjwB+ALLYg9IiIiYtBKgjxE2b4IUKeyO4GDu7nmMqql4CIiIiKiC5liERERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImryk10KSTgaOBFYAK4FHgc2o1iZuA+4tTY8F/gMYCywD1gOuAk6x/Vjp6z6qVStWAM/Zbqyt54iIiIgYTpIgt4ikfYBDgD1sL5O0BbCe7QckHQCcaPuQWnuASbbbJa0HfBm4GNi/1u2Bth9eW88QERERMRxlikXrjAUetr0MwPbDth/ozYW2lwOfAbaWtFt3bSVdK+k0SddJmi9pL0kXSlog6Ysv+CkiIiIihpkkyK1zJbCVpLslfVfS/j1eUWN7BTALmNBRBFwpabqkyZ2aL7f9RuB7VKPOHwd2Bo6W9JJm/UuaLKldUvuSJUv6ElpERETEkJYEuUXKdtF7ApOBJcBUSUf3sZv6RiH72t4DeAfwcUlvrNVNKz/nAPNsP1hGru8Btuoivim2G7YbbW1tfQwrIiIiYuhKgtxCtlfYvtb2F4DjgPf29lpJo4BdgPmlrwfKz8XARcDetebLys+VteOO88xDj4iIiKhJgtwiknaQNL5WNBH4fS+vXZfqJb37bc+WtIGkjUrdBsDbgLn9HHJERETEiJDRw9bZEDhD0qbAc8BCqukW3TlX0jJgfapl3g4t5S8DLiorXbwI+LntKwYi6IiIiIjhTrZbHUMMco1Gw+3t7a0OIyIiIqJfSZrebO+ITLGIiIiIiKhJghwRERERUZMEOSIiIiKiJglyRERERERNVrFYCySdDBwJrKBae/hRYDOqlSzagHtL02OB/6DahnoZsB7VahWn2H5M0mjgOqpVLF4E/KKsoYykzYGpwDjgPuBvbT+6Fh4vIiIiYljJCPIAk7QPcAiwh+1dgbcAk2xPBP4euN72xPL533LZpNJ2V6pE+eJSvgx4k+3dqNZNPkjS60rdScDVtscDV5fziIiIiOijjCAPvLHAw2VrZ2w/3NsLbS+X9BlgoaTdbM8CnirV65ZPxzp9hwIHlONzgGuBz5btqw8DRgE7A9+gGpn+EFXCfbDtP6/hs0VEREQMOxlBHnhXAltJulvSdyXt35eLba8AZgEToNpiWtJMYDHwW9u3lKYvs/1gueZB4KW1bnammuKxN/Al4BnbuwM3AR9udl9JkyW1S2pfsmRJX0KOiIiIGNKSIA8w208Be1LtkrcEmFpGdftCtf5WlOkZWwJ7S9q5F9dfY/tJ20uAx4FLSvkcqjnLzeKeYrthu9HW1tbHcCMiIiKGriTIa0FJaq8tL9QdB7y3t9dKGgXsAszv1OdjVNMoDipFD0kaW64ZSzXC3GFZ7Xhl7XwlmWYTERERsZokyANM0g6SxteKJgK/7+W16wJfBu63PVtSm6RNS90Yqhf+7izNpwFHleOjWPViX0RERET0QUYPB96GwBklsX0OWEg13aI750paRrWc21VUL+BB9cLfOWVUeR3gAtuXlrqvABdIOgb4A/D+fn2KiIiIiBFCtntuFSNao9Fwe3t7q8OIiIiI6FeSpttudC7PFIuIiIiIiJokyBERERERNUmQIyIiIiJqkiC3iCRL+kbt/ERJp5bjUyX9UdJMSQskXShpx1rbayXdJWmWpBsl7VDKz5Z0b7lupqSJa/u5IiIiIoa6JMitswx4j6Qtuqg/zfZE2+OBqcD/SKrv2DHJ9m5U20p/rVb+/8p1E23PHJDIIyIiIoaxJMit8xwwBfh0Tw1tT6XasvrIJtXXAdt3d30ZkT5H0pWS7pP0HklflTRH0hVlveWIiIiIIAlyq30HmCRpk160nQFMaFL+Lqotozt8SdJsSadJWr9Wvh3wTqo1lX9Gtf30LsDSUh4RERERJEFuKdtPAD8Bju9Fc3U6P1fSTGBf4MRS9s9USfRewObAZ2vtf237WapkehRwRSmfA4x73s2kyZLaJbUvWbKkV88TERERMRwkQW69/wKOATbood3uwPza+aQyz/gw2/cD2H7QlWXAj4G9a+2XlTYrgWe9aoeYlTTZUdH2FNsN2422trbO1RERERHDVhLkFrP9Z+ACqiS5KUnvBd4GnNddX5LGlp8CDgPm9lugERERESPE80YOoyW+ARzXqezTkj5INbI8F3iT7Z7mOpxbVroQMBP4aH8HGhERETHcadVf2iOaazQabm9vb3UYEREREf1K0nTbjc7lmWIREREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMhrmSRL+mnt/EWSlki6tJwfXc5n1j47Shonaamk2yXNl3SrpKNq/Rwg6fHaNZ9vxfNFREREDHVZ5m3texrYWdIY20uBtwJ/7NRmqu3Vln2TNA74P9u7l/NtgQslrWP7x6XZ9bYPGdjwIyIiIoa3jCC3xq+Bd5bjD9DDBiDN2L4HOIEetqkuI893SvqhpLmSzpX0Fkk3Slogae/uro+IiIgYaZIgt8b5wBGSRgO7Ard0qj+80xSLMV30MwOYUDvfR9IsSb+WtFOtfHvg9HKvCcCRwH7AicDnmnUsabKkdkntS5b0tD9JRERExPCRBLkFbM8GxlGNHl/epMlU2xNrn6VddKXa8QxgG9u7AWcAv6rV3Wt7ju2VwDzgalc7xMwpcTSLcYrthu1GW1tbH54uIiIiYmhLgtw604CvswbTK2p2B+YD2H7C9lPl+HJgXUlblHbLatesrJ2vJPPQIyIiIlaT5Kh1zgIetz1H0gF9vbi8tPd1qtFiJL0ceMi2y7zidYBHgA37K+CIiIiIkSAJcovYXkQ1L7iZwyXtVzs/FngA2E7S7cBo4EngjNoKFu8DPibpOWApcERJlgfmASIiIiKGKVVTUSO61mg03N7e3uowIiIiIvqVpOm2G53LMwc5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAHiCRL+mnt/EWSlki6tJwfXc7rO+btWLaGXirpdknzJd0q6ahaP4dKml3at9dXu5B0kKS7JC2UdNLafeKIiIiI4SHLvA2cp4GdJY0pO+G9FfhjpzZTbR9XLyjrG/+f7d3L+bbAhZLWKUu6XQ1MK0u47QpcAEyQNAr4TrnPIuA2SdNs3zGAzxgREREx7GQEeWD9GnhnOf4Aa7Brnu17gBOA48v5U161Nt8GQMfx3sBC2/fYXg6cDxwKIOlaSadJuq6MSu8l6UJJCyR9cY2fLiIiImIYSoI8sM4HjpA0GtgVuKVT/eGdpliM6aKfGcCEjhNJ75Z0J3AZ8Hel+JXA/bVrFpWyDsttvxH4HnAx8HFgZ+BoSS/pfENJk8sUjvYlS5b09nkjIiIihrwkyAPI9mxgHNXo8eVNmky1PbH2WdpFV6tth2f7ItsTgMOAf2/WpqNp7Xha+TkHmGf7QdvLgHuArZrEPsV2w3ajra2ti7AiIiIihp/MQR5404CvAwcAzxup7aXdgfmdC21fJ2k7SVtQjRjXE90tqban7rCs/FxZO+44z/8OIiIiIookRgPvLOBx23MkHdDXi8tLe18Hzijn21O9xGdJewDrAY8AjwHjJb2K6mXAI4Aj+yH+iIiIiBElCfIAs70IOL2L6sPry7QBx1KN+m4n6XZgNPAkcEZZwQLgvcCHJT0LLAUOLy/tPSfpOOA3wCjgLNvz+v+JIiIiIoY3rVoQIaK5RqPh9vb2VocRERER0a8kTbfd6Fyel/QiIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBHmASLKkn9bOXyRpiaRLy/nR5by+k96OksZJWirp9rIt9K2Sjqr1M0HSTZKWSTqx0z0PknSXpIWSTlp7TxsRERExfGSZt4HzNLCzpDFlh7y3Uq1PXDfV9nH1grLu8f/Z3r2cbwtcKGmdstTbn4HjqXbRq183CvhOuc8i4DZJ02zf0e9PFhERETGMZQR5YP0aeGc5/gBwXl87sH0PcAJVUoztxbZvA57t1HRvYKHte2wvB84HDgWQdK2k0yRdV0al95J0oaQFkr64Zo8WERERMTwlQR5Y5wNHSBoN7Arc0qn+8E5TLMZ00c8MYEIP93olcH/tfFEp67Dc9huB7wEXAx8HdgaOlvS8LbAlTZbULql9yZIlPdw6IiIiYvhIgjyAbM8GxlGNHl/epMlU2xNrn6VddKVe3K5Zm/ouMNPKzznAPNsP2l4G3ANs1ST2KbYbthttbW29uH1ERETE8JA5yANvGvB14ADgeSO1vbQ7ML+HNotYPdHdkmrb6g7Lys+VteOO8/zvICIiIqJIYjTwzgIetz1H0gF9vbi8tPd14Iwemt4GjJf0KqqXAY8Ajuzr/SIiIiJGuiTIA8z2IuD0LqoPl7Rf7fxYqlHf7STdDowGngTOKCtYIOnlQDuwMbBS0qeAHW0/Iek44DfAKOAs2/MG4pkiIiIihjPZ7rlVjGiNRsPt7e2tDiMiIiKiX0mabrvRuTwv6UVERERE1CRBjoiIiIioSYIcEREREVHTkgRZ0oqyMcY8SbMknSCpaSySzpb0jKSNamWnS7KkLTr11/E5qZRfK+kuSbMl3Snp25I2rfVzlqTFkuZ2uufmkn5bdpr7raTN1uAZ95H0A0kvlnSupDmS5kq6QdI2tVj/JOmPtfP1uvt+JL1E0jWSnpL07U733LPcZ6Gkb0nqzfrJEREREVHTqhHkpWVjjJ2AtwIHA1/opv1CVm2bvA5wINVSZp376/h8pVY3yfauVDvZLaPaRa7D2cBBTe53EnC17fHA1eW8rw4CrgA+CTxkexfbOwPHAH/qiJVqZ7vTarEvp/vv5y/AvwAnNrnnmcBkYHz5NHu2iIiIiOhGy6dY2F5MldQd182I53nA4eX4AOBG4Lk+3mc58Blga0m7lbLrgD83aX4ocE45Pgc4DEDS0ZJ+JekSSfdKOq6M7t4u6WZJm9f6eDNwFTCWWjJv+66yg11v417t+7H9tO0bqBLlv5I0FtjY9k2ulib5SS3usyWdWUae75G0fxk9ny/p7N7GEhERETEStDxBBrB9D1UsL+2iyQKgrUx1+ABwfqf6MZ2mWBz+/C7A9gpgFjChh5BeZvvBcs2DneLamWoDjr2BLwHP2N4duAn4MECZ+vGs7cepNgr5rKSbJH1R0vge7t0s7p6+H4BXUu2m12FRKeuwGfAm4NPAJcBpwE7ALpImdu5M0mRJ7ZLalyxZ0teQIyIiIoasQZEgFz3Nl72Qane41wLXd6rrPMVi6gu4T0+usf2k7SXA41TJJsAcYFw5fhtwJYDtmcC2wNeAzYHbJL1mDe7bU9zN6uuLXF9SRpbnUE35mGN7JTCvFveqC+0pthu2G21tbWsQbkRERMTQNCh20pO0LbACWCzpx8DuwAO2D641Ox+YAZxje+WavH8maRSwCzC/h6YPSRpr+8EydWFxra4+PWJl7Xwlq77PdwDf7Ghk+ymqBP9CSSup5hT3FEM97r9+P900WwRsWTvfkmpXvs5x12PuHHdERETEiNfyEWRJbVQvqn3blY+UUeB6coztPwAnA99dw/usC3wZuN/27B6aTwOOKsdHsfqLfT3dR1QvBM4s5/t2rIIhaT1gR+D3fehvte+nq3ZlKsiTkl5XYvhwX+KOiIiIiEqrRg7HSJoJrEv1st1PqY24dsX293vor8MVtjtWnjhX0jJgfaqX5g7taCTpPKqX/raQtAj4gu0fAV8BLpB0DPAH4P29fzT2BG6vJbPbAWeWpHUd4DLglz300e33I+k+YGNgPUmHAW+zfQfwMaqVOcYAvy6fiIiIiOgDdTMoGWtA0inAQtudXyQcshqNhtvb21sdRkRERES/kjTddqNzeeae9jPbX2x1DBERERGx5jKCHD2S9CRwV6vjiOfZAni41UHEavI7GZzyexmc8nsZnEba72Ub289brisjyNEbdzX780O0lqT2/F4Gl/xOBqf8Xgan/F4Gp/xeKi1fxSIiIiIiYjBJghwRERERUZMEOXpjSqsDiKbyexl88jsZnPJ7GZzyexmc8nshL+lFRERERKwmI8gRERERETVJkCMiIiIiapIgR5ckHSTpLkkLJZ3U8xWxNkg6S9JiSXNbHUtUJG0l6RpJ8yXNk/TJVscUIGm0pFslzSq/l39tdUxRkTRK0u2SLm11LLGKpPskzZE0U9KI3kI3c5CjKUmjgLuBtwKLgNuAD9i+o6WBBZLeCDwF/MT2zq2OJ0DSWGCs7RmSNgKmA4fl/15aS5KADWw/JWld4Abgk7ZvbnFoI56kE4AGsLHtQ1odT1Qk3Qc0bI+kjUKayghydGVvYKHte2wvB84HDm1xTAHYvg74c6vjiFVsP2h7Rjl+EpgPvLK1UYUrT5XTdcsno0ItJmlL4J3AD1sdS0RXkiBHV14J3F87X0T+wY/okaRxwO7ALS0OJfjrn/JnAouB39rO76X1/gv4DLCyxXHE8xm4UtJ0SZNbHUwrJUGOrqhJWUZeIrohaUPgl8CnbD/R6ngCbK+wPRHYEthbUqYltZCkQ4DFtqe3OpZoal/bewDvAD5epvSNSEmQoyuLgK1q51sCD7QolohBr8xx/SVwru0LWx1PrM72Y8C1wEGtjWTE2xf4mzLX9XzgTZJ+1tqQooPtB8rPxcBFVNMtR6QkyNGV24Dxkl4laT3gCGBai2OKGJTKy2A/Aubb/mar44mKpDZJm5bjMcBbgDtbGtQIZ/ufbW9pexzVvyv/Y/uDLQ4rAEkblJeMkbQB8DZgxK6WlAQ5mrL9HHAc8BuqF44usD2vtVEFgKTzgJuAHSQtknRMq2MK9gU+RDUaNrN8Dm51UMFY4BpJs6n+o/+3trOsWERzLwNukDQLuBW4zPYVLY6pZbLMW0RERERETUaQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIoYUSWdJWiypx6XoJG0t6RpJt0ua3ZtVhpIgR0REv5N0raS3dyr7lKTvdtO+sXaii4hh4Gx6v/HPKVTL1e5Otf520/8/VJcEOSIiBsJ5VP8Q1R1RyiMiXhDb1wF/rpdJ2k7SFZKmS7pe0oSO5sDG5XgTerEzcBLkiIgYCL8ADpG0PoCkccArgCMltUuaJ+lfm10o6ana8fsknV2O2yT9UtJt5bPvgD9FRAwlU4BP2N4TOJFVI8WnAh+UtAi4HPhETx29aKAijIiIkcv2I5JupfoT6MVUo8dTgS/b/rOkUcDVkna1PbuX3Z4OnGb7BklbU+30+ZqBiD8ihhZJGwKvB/5bUkfx+uXnB4CzbX9D0j7ATyXtbHtlV/0lQY6IiIHSMc2iI0H+O+BvJU2m+vdnLLAj0NsE+S3AjrV//DaWtJHtJ/s16ogYitYBHrM9sUndMZT5yrZvkjQa2AJY3F1nERERA+FXwJsl7QGMAR6l+rPnm23vClwGjG5ynWvH9fp1gH1sTyyfVyY5jggA208A90p6P4Aqu5XqPwBvLuWvofr/K0u66y8JckREDAjbTwHXAmdRjSZvDDwNPC7pZcA7urj0IUmvkbQO8O5a+ZXAcR0nkiYOQNgRMQRIOg+4CdhB0iJJxwCTgGMkzQLmAYeW5v8E/EMpPw842rab9dshUywiImIgnQdcCBxh+05Jt1P9w3UPcGMX15wEXArcD8wFNizlxwPfkTSb6t+v64CPDmDsETFI2f5AF1XPW/rN9h1An17qVQ8JdERERETEiJIpFhERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERM3/BzX0pAzcaaiRAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove d20 and NDP2.5\n", + "Remove two more features. D20 is the track density within 20 km. NDP2.5m is the number of data points in a 2.5 min (~5km) grid cell." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "features = remove_feature_from_list(features,['d20','NDP2.5m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/05_NO_d20/train-test-split\"\n", + "models = get_models(base_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove NDP5m\n", + "Remove NDP5m, number of data points in a 5 min (~10 km) grid cell." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','NDP2.5m','NDP5m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/06_NO_NDP5/train-test-split\"\n", + "models = get_models(base_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove NDP10m and d60\n", + "Remove NDP10m, number of data points in a 10 min (~20 km) grid cell. Note the additional model \"all_model,\" which is trained on both US_multi and NGDC data." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/12_NO_NDP10/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# NDP30\n", + "Here's a little mini-test I needed to run, there are three model runs. First, I removed NDP30 which is sort of the last of the \"spatial\" features that I think would bias the model in favor of lat/lon it has already seen." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m','NDP30m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/01_feature_removal/plot_trees.ipynb b/analysis/01_feature_removal/plot_trees.ipynb new file mode 100644 index 0000000..31f5ce5 --- /dev/null +++ b/analysis/01_feature_removal/plot_trees.ipynb @@ -0,0 +1,2197 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Binary trees\n", + "It's a little hard to make perfect sense of these because they are so complex, but maybe there will be some enlightening info." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import lightgbm\n", + "import pickle\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train-test split model\n", + "Model trees for the US_multi train-test split. This model includes all features." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/MODEL_RUNS/00_ALL_FEATURES/train-test-split/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "gbm.save_model('model.temp') # I put this step in there to manually edit the feature labels, couldn't figure out how to change them" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "split0\n", + "\n", + "d10\n", + "\n", + "0.291\n", + "\n", + "\n", + "\n", + "split15\n", + "\n", + "d10\n", + "\n", + "0.165\n", + "\n", + "\n", + "\n", + "split0->split15\n", + "\n", + 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"\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymodel = lightgbm.Booster(model_file='model.temp')\n", + "lightgbm.create_tree_digraph(mymodel,tree_index=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the exact same tree for the model that omits lat,lon,year" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "gbm.save_model('model.temp')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ 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"leaf24\n", + "\n", + "leaf 24: \n", + "3.012\n", + "\n", + "\n", + "\n", + "split23->leaf24\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "split13\n", + "\n", + "D-MED2.5m/STD2.5m\n", + "\n", + "-2.041\n", + "\n", + "\n", + "\n", + "split7->split13\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split14\n", + "\n", + "sed\n", + "\n", + "7808.396\n", + "\n", + "\n", + "\n", + "split7->split14\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf2\n", + "\n", + "leaf 2: \n", + "2.891\n", + "\n", + "\n", + "\n", + "split13->leaf2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf14\n", + "\n", + "leaf 14: \n", + "3.005\n", + "\n", + "\n", + "\n", + "split13->leaf14\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "split16\n", + "\n", + "rate\n", + "\n", + "1878.869\n", + "\n", + "\n", + "\n", + "split14->split16\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf15\n", + "\n", + "leaf 15: \n", + "3.053\n", + "\n", + "\n", + "\n", + "split14->leaf15\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf8\n", + "\n", + "leaf 8: \n", + "3.028\n", + "\n", + "\n", + "\n", + "split16->leaf8\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf17\n", + "\n", + "leaf 17: \n", + "2.887\n", + "\n", + "\n", + "\n", + "split16->leaf17\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymodel = lightgbm.Booster(model_file='model.temp')\n", + "lightgbm.create_tree_digraph(mymodel,tree_index=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adjusted boosting parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "split0\n", + "\n", + "Column_3\n", + "\n", + "0.341\n", + "\n", + "\n", + "\n", + "split6\n", + "\n", + "Column_3\n", + "\n", + "0.191\n", + "\n", + "\n", + "\n", + "split0->split6\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split1\n", + "\n", + "Column_9\n", + "\n", + "1510.028\n", + "\n", + "\n", + "\n", + "split0->split1\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf0\n", + "\n", + "leaf 0: \n", + "-0.183\n", + "\n", + "\n", + "\n", + "split6->leaf0\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf7\n", + "\n", + "leaf 7: \n", + "-0.134\n", + "\n", + "\n", + "\n", + "split6->leaf7\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "split2\n", + "\n", + "Column_9\n", + "\n", + "13.196\n", + "\n", + "\n", + "\n", + "split1->split2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split5\n", + "\n", + "Column_6\n", + "\n", + "47.973\n", + "\n", + "\n", + "\n", + "split1->split5\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf1\n", + "\n", + "leaf 1: \n", + "-0.151\n", + "\n", + "\n", + "\n", + "split2->leaf1\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split3\n", + "\n", + "Column_5\n", + "\n", + "0.335\n", + "\n", + "\n", + "\n", + "split2->split3\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf3\n", + "\n", + "leaf 3: \n", + "-0.086\n", + "\n", + "\n", + "\n", + "split3->leaf3\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split4\n", + "\n", + "Column_2\n", + "\n", + "0.177\n", + "\n", + "\n", + "\n", + "split3->split4\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf4\n", + "\n", + "leaf 4: \n", + "-0.038\n", + "\n", + "\n", + "\n", + "split4->leaf4\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf5\n", + "\n", + "leaf 5: \n", + "-0.121\n", + "\n", + "\n", + "\n", + "split4->leaf5\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf2\n", + "\n", + "leaf 2: \n", + "-0.029\n", + "\n", + "\n", + "\n", + "split5->leaf2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf6\n", + "\n", + "leaf 6: \n", + "-0.132\n", + "\n", + "\n", + "\n", + "split5->leaf6\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/tsv_all/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "\n", + "lightgbm.create_tree_digraph(gbm,tree_index=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3.8.8 64-bit ('boosting': conda)" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/analysis/01_feature_removal/score_distribution.ipynb b/analysis/01_feature_removal/score_distribution.ipynb new file mode 100644 index 0000000..5063a91 --- /dev/null +++ b/analysis/01_feature_removal/score_distribution.ipynb @@ -0,0 +1,376 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import sys,os\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import plot_scores, plt_score_distribution\n", + "import pickle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Score distribution -- Feature removal\n", + "What follows are the cumulative distributions of the scores for each run. For \"bad\" samples, the score is plotted in blue from 1 to 0. For \"good\" samples, the score is plotted in red from 0 to 1. So, for a perfect classifier, you would basically have a blue peak at 0, a red peak at 1.\n", + "\n", + "## Base Model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sources = [\"NGDC\", \"US_multi\"]\n", + "base_dir = \"/swot2/features/MODEL_RUNS/00_ALL_FEATURES/train-test-split/runtime_scores\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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eHoWFhZhZ2OHElXOOjRs3smrVKnr27Bl2OCLSyNQdKSIJpby8nIKCgmafgAGYGQUFBUnT6icie1ISJiIJJxkSsBrJ9FlFZE9KwkREaikuLmbIkCGN/loRSS5KwkRERERCELckzMzuNLN1ZvbxXvabmd1oZkvMbK6ZjYxXLCIi9VVVVcUFF1zAIYccwtlnn01paSm///3vGTNmDEOGDOHiiy/GOQfArFmzGDZsGOPHj+fmm28OOXIRaSriOTvybuBfwL172X8i0De4jQNuDe5FRAC44gqYPbthzzl8ONxww/6PW7RoEXfccQeHHXYY3/rWt7jlllu47LLLuPrqqwE4//zzmTZtGqeccgoXXXQRN910E5MmTeLKK69s2IBFpNmKW0uYc+5NYNM+DjkNuNd57wKtzKxTvOKJ1dat8O67bfjii7AjEZEwdevWjcMOOwyAb3zjG0yfPp3XX3+dcePGMXToUF577TXmz5/P1q1b2bJlC5MmTQJ8ciYiCco5WLECXn4Znn8e5s8PNZww64R1AVZGPV8VbPu89oFmdjFwMUCnTp0oKiqKW1CfftqCX/xiNNu3f8yxx26I2/tI/RUXF8f12suBaejrkp+fz/bt2wG49toGO+0egtPv1Y4dO4Lj/IGlpaVUV1dz6aWX8sYbb9C1a1f++Mc/snXrVrZt27bHsSUlJUQikV3PY1FeXt6gP0P9X0lMui4hco4e991H10ceIT34/w2w+qSTKJ4yJbTrEmYSVte8bFfXgc6524HbAUaPHu3iudp5+/b+Pjd3CFrsPrHEe6V7OTANfV0WLFhAXl5eg53vQLRo0YKVK1fy8ccfM378eJ5++mkmT57M+++/T2FhIdXV1UydOpWzzz6bbt260apVK+bMmcPEiRN56qmnSElJqddnyMrKYsSIEQ0Wv/6vJCZdlxD9859w550wfjwMHAgdO0J6Ol369aOwc+fQrkuYSdgqoFvU867AmpBi2SUz099XVIQbh4iEa+DAgdxzzz1873vfo2/fvlx66aVs3ryZoUOHUlhYyJgxY3Yde9ddd/Gtb32LnJwcjj/++BCjFpEv2bIFfvMbGDsWLr0UBg3y23fu9Pch/sEPMwl7BrjMzB7CD8jf6pz7UldkY1MSJiKFhYV88sknX9p+3XXXcd11131p+6hRo5gzZ86u59dcc008wxOR+njgAT8G4bTTdidgCSJuSZiZPQhMBtqa2Srgt0A6gHPuNuA54CRgCVAKXBSvWOpDSZiIiEgz8vDD0KcPDBgQdiRfErckzDl37n72O+AH8Xr/A6UkTEREpJnYvBmmT4ezz4YWLcKO5ktUMb+WrCx/X9NVLCIiIk3UK69AJOIH4xcUhB3NlygJqyU93d9XVoYbh4iIiBykF17wLWA9e4YdSZ2UhNViBunpEXVHioiINGXOwbRpMGIEpKaGHU2dlITVIT09Qnl52FGIiIjIAVuyBNat8zMiBw4MO5o6KQmrQ3Z2NWVlYUchIs1FcXExQ4YMCTsMkeTy1lv+vlevcOPYByVhdcjKqqakJOwoRERE5IDNmOHHg3XsGHYkexVmsdaElZ9fwebNOWGHISIhufbaa7n//vvp1q0bbdu2ZdSoURxzzDFccskllJaW0rt3b+68805at27N7Nmz69w+a9asXVX0J06cGPZHEkk+r73ma4OlJG57k5KwOhQUVLB0qR/TZ3WtcCkijeOKK2D27IY95/DhcMMNe909c+ZMHn/8cT766COqqqoYOXIko0aN4pvf/CY33XQTkyZN4uqrr+Z3v/sdN9xww163X3TRRbu2X3nllQ37GURk37ZuhWXL/FJFCToeDNQdWac2bXaycaNPwkQkuUyfPp3TTjuN7Oxs8vLyOOWUUygpKWHLli1MmjQJgAsuuIA333yTrVu3xrT9/PPPD+3ziCSl997zf8QLC8OOZJ/UElaHgoKdlJfDqlXQvXvY0YgksX20WMWLa4BvX845TM3oIuGZMcN3ZSXwoHxQS1idhg/fDMB//hNyICLS6CZOnMjUqVMpLy9nx44dPPvss+Tm5tK6dWveCmZb/e9//2PSpEnk5+fXub1Vq1bk5+czffp0AO6///7QPo9IUioqgh49IDs77Ej2SS1hdejVq4QePeCJJ+Daa8OORkQa05gxYzj11FMZNmwYPXr0YPTo0eTn53PPPffsGoDfq1cv7rrrLoC9br/rrrt2Dcw//vjjw/xIIsklEoGZM2HChIQeDwZKwvbq6KPhzjt9mZHDDw87GhFpTD/96U+55pprKC0t5YgjjuAnP/kJw4cP59133/3SsXvbPmrUKObMmbPr+TXXXBPPkEWkxsKFsGNHwndFgroj9yoYT8sjj4Qbh4g0vosvvpjhw4czcuRIzjrrLEaOHBl2SCISqxkz/H0TSMLUErYX7dv75aaeecaPDU7QZadEJA4eeOCBsEMQkQM1Ywa0bJnQRVprqCVsH048EVasgGBsrYiIiCS611+H/v2bRKFPJWH7cNRRvtDugw+GHYlIcmmIMhFNRTJ9VpG427IFli6FPn0SflA+KAnbp1atfLHdJ5+EqqqwoxFJDllZWWzcuDEpkhPnHBs3biQrKyvsUESah/fe8/c9eoQbR4w0Jmw/TjsNfvELX67iq18NOxqR5q9r166sWrWK9evXhx1Ko8jKyqJr165hhyHSPMyY4buwmsCgfFAStl9HHgmtW8OttyoJE2kM6enp9OzZM+wwRKQpeucdv1RRghdpraHuyP1IS4PTT4c334SVK8OORkREROoUifiWsH79oG/fsKOJiZKwGJx6qr+2d9wRdiQiIiJSpwULdhdpTWsaHX1KwmLQrZtPqh9/3CdjIiIikmBqirQWFoYaRn0oCYvRscfCxx/DRx+FHYmIiIh8yYwZkJ/fJIq01lASFqOjj/b3Tz8dbhwiIiJShyZUpLWGkrAY9egBvXv7JCwJyheJiIg0HZs2wbJlTaZIaw0lYfVwzDEwb54vxisiIiIJoqZIaxMrb6MkrB6OPtq3gj36aNiRiIiIyC41RVqb0KB8UBJWL716+fF+L78cdiQiIiKyy4wZvhWsiS0BpiSsnkaMgNmzNS5MREQkIVRX7y7Smp8fdjT1oiSsng45xI//W7Ag7EhERESETz6BkhI/e65z57CjqRclYfU0dKi/f+ONcOMQERERmmSR1hpKwuqpTx/IyICZM8OORERERHYVaW3fPuxI6k1JWD2lpfmxf/PmhR2JiIiI8OabMGBAkyrSWkNJ2AHo1w8+/VSD80VEREK1aZMv3tnEirTWUBJ2APr2hS1bYMWKsCMRERFJYu++6+979Qo3jgOkJOwA9Ovn7zUuTEREJEQ1RVq7dw87kgOiJOwA9Onj72fNCjcOERGRpDZjhm8Fa2JFWmsoCTsArVpBu3Ywd27YkYiIiCSpmiKt/ftDZmbY0RwQJWEHqG9fX7BVg/NFRERCMH8+lJb6Iq0aE5Zc+vTxA/MrK8OOREREJAnVFGnt0SPcOA6CkrAD1K8fVFXBBx+EHYmIiEgSmjFj9/igJkpJ2AGqmSGpwfkiIiIhePNNXxusCRZpraEk7AD16OHHASoJExERaWQbN8KyZU22SGsNJWEHKDXVD86fMyfsSERERJJMTZHWnj3DjeMgKQk7CAMHwuLFfmyYiIiINJIZM3xrSLduYUdyUJSEHYTBg6GsDD78MOxIREREksg77zTpIq01lIQdhKFD/f2bb4Ybh4iISNKoqvLdkf37N+lB+aAk7KB07w4tW/qEXERERBrBxx/7bqhevWDAgLCjOShKwg6CGRxyiF/IW5XzRUREGkFNkdbCwlDDaAhxTcLM7AQzW2RmS8zs53XszzezqWY2x8zmm9lF8YwnHoYPh5Ur4fPPw45EREQkCcyYAa1bQ9u2YUdy0OKWhJlZKnAzcCIwCDjXzAbVOuwHwCfOuWHAZOBvZpYRr5jiYeRIf//CC+HGISIikhTeeMN3Qzbx8WAQ35awscAS59xS51wF8BBwWq1jHJBnZga0ADYBTargw6BBkJMDL70UdiQiIiLN3IYNfuHmvn2bdJHWGvFMwroAK6Oerwq2RfsXMBBYA8wDLnfOReIYU4NLS4NRo+CttyDSpCIXERFpYprBot3R0uJ47rraCWsPXz8emA0cBfQGXjazt5xz2/Y4kdnFwMUAnTp1oqioqMGDjbZ6dTEpKUVs2hTb8YWFXXjrrb489NC7dO5cHtfYkllxcXHcr73Un65L4tE1SUy6Lgev1wMP0DU1lektWxJZtOjgTlZdDUBxdXVo1yWeSdgqILqUbVd8i1e0i4A/OeccsMTMlgEDgPejD3LO3Q7cDjB69Gg3efLkeMUMQElJEampk2NemD09Hf73P/jii0P5+tfjGlpSKyoqIt7XXupP1yXx6JokJl2XBvCb30DfvhzRsaOvE3Ywdu4EoKiiIrTrEs/uyA+AvmbWMxhsfw7wTK1jVgBHA5hZB6A/sDSOMcVFz57Qrh08/3zYkYiIiDRTO3fC++/7QfnNoDwFxLElzDlXZWaXAS8CqcCdzrn5ZnZJsP824FrgbjObh+++vMo5tyFeMcWLGUyYAK+84gv5psWzfVFERCQZzZoFFRXQuzdkZ4cdTYOIa7rgnHsOeK7WttuiHq8BjotnDI1l/Hh4+ml4/XU49tiwoxEREWlmpk/39z17hhtHA1LF/AYybhykpPhETERERBrY9OnQrRvk54cdSYNREtZA8vJgyBDfJSkiIiINKBKBN99s8mtF1qYkrAFNnAiLFsGyZWFHIiIi0owsWgRbt0KfPs2iSGsNJWENaMIEf6/WMBERkQZUMx6sV69w42hgSsIaUL9+vqt62rSwIxEREWlG3nrLL9rdoUPYkTQoJWENKCXFD9B/+20tYSQiItJgXn0VBg9uFot2R1MS1sDGjoWNG2HOnLAjERERaQZWrYI1a3x3UzMaDwZKwhrcuHH+/pnaawOIiIhI/b35pr/v3TvcOOJASVgD69TJlzF56aWwIxEREWkG3ngDcnOha9ewI2lwSsLi4NBD4cMPoaws7EhERESauJde8oU4U5pfytL8PlECGDcOysvhtdfCjkRERKQJW7MGiov9WLBmNh4MlITFxejRPmF/9tmwIxEREWnC3njD3/fpE24ccaIkLA5atIBBg3b/2xEREZEDUFTkx4N16xZ2JHGhJCxOJkyABQtg5cqwIxEREWmiXnml2Y4HAyVhcTNuHDjn68uJiIhIPa1ZA0uXNtvxYKAkLG4GD4acHHjhhbAjERERaYKa+XgwUBIWN2lpMGrU7jVHRUREpB6a+XgwUBIWV+PGwerVsHhx2JGIiIg0MS++2KzHg4GSsLgaO9bfT5sWbhwiIiJNyurVsHx5sx4PBkrC4qpnTygo8Mm8iIiIxKhmVlvfvuHGEWdKwuLIzHdJvvceVFaGHY2IiEgT8eqrkJ/fLNeLjKYkLM7GjoWtW+GDD8KOREREpAlwzpcWOOSQZj0eDJSExV3NuLDnngs3DhERkSZh4UJYt84vPdOMx4OBkrC4a98eCgu1mLeIiEhMXn7Z3/fvH24cjUBJWCMYNw4+/BDKysKOREREJMG9+CJ06QLt2oUdSdwpCWsE48bBzp2+7pyIiIjsxc6dvuto+HBf9byZUxLWCEaO9GMLn3027EhEREQS2NtvQ3m5Hw/WzMtTgJKwRtGihV9LUi1hIiIi+/DCC74FLAkSMFAS1mgOPRQWLIC1a8OOREREJEE9+6xfqig7O+xIGoWSsEYydixEIvDKK2FHIiIikoBWr4ZPPvH1wZp5aYoaSsIayZAhkJXlW1pFRESklpqCmoMGhRtHI1IS1kjS0/0A/TffDDsSERGRBDR1KnTsCJ07hx1Jo1ES1ojGjYMVK/zC8CIiIhIoK4OXXoLRo/3Cy0lCSVgjGjfO3z/5ZLhxiIiIJJTXXvM1wpJoPBgoCWtUvXtD69Z+cXgREREJTJ0KOTnQp0/YkTQqJWGNyAzGjPG16CKRsKMRERFJAM7B00/7gdPp6WFH06iUhDWyQw+FzZth9uywIxEREUkAs2fDF1/4pYqSqCsSlIQ1urFj/f20aeHGISIikhCmTvVdRUmWgIGSsEbXsSN0766irSIiIoBvlRg4EFq2DDuSRqckLATjxsEHH0BFRdiRiIiIhOjzz/0fxBEjoGvXsKNpdErCQjBunF8k/vXXw45EREQkRDVjc4YMgby8cGMJgZKwEIwaBSkp8PLLYUciIiISoqeegk6doEuXsCMJhZKwEOTlQf/+qhcmIiJJbOtW3xpx6KGQmxt2NKFQEhaS8eNh7lz/b1BERCTpPPssVFb60hQ9eoQdTSiUhIVk7FhfsFWtYSIikpQeewzatoXCwrAjCY2SsJAccghkZqpemIiIJKHt2+G553y3UEZG2NGERklYSDIyfAusZkiKiEjSmTbNL9g9ciT07Rt2NKFREhaiceOguBhWrgw7EhERkUb0yCNQUAC9eoUdSaiUhIVo3Dh/P3VquHGIiIg0mq1b/aD8iRMhNTXsaEJVryTMzHqb2dB4BZNs+vaF/Hx46aWwIxEREWkkTz7pZ0WOGgUDBoQdTajSYj3QzH4JDAUiZhZxzp0fv7CSQ0qKnyU5fbqfKZmidkkREWnuHngAOndO6lmRNfb6Z9/Mfmhm0e2Ew5xz5zrnzgOGxXJyMzvBzBaZ2RIz+/lejplsZrPNbL6ZvVG/8Ju+ceNg40aYNSvsSEREROJs7Vpfm+mww3xXUJLbV9vLZuAFMzsleP6Smb1hZm8BL+7vxEECdzNwIjAIONfMBtU6phVwC3Cqc24wMKX+H6FpGz/e3z/5ZLhxiIiIxN1DD/mun9Gjk3apomh7TcKcc/cBpwDDzexpYCY+ofqKc+7KGM49FljinFvqnKsAHgJOq3XM14EnnHMrgvdcdwCfoUnr0AH69fNjFEVERJq1e+/1A6I7dw47koSwvzFhvYGHgf8A1wIOuBqIZbGdLkB08YVVwLhax/QD0s2sCMgD/umcu7f2iczsYuBigE6dOlFUVBTD2x+41auLSUkpYtOmuL7NLiNGdOfhh3vxv/+9S7du5Y3zpk1QcXFx3K+91J+uS+LRNUlMyX5dcoqLGfvhhyw5+2xWRSKwaFG4AVVXA1BcXR3addlrEmZmdwf7s4HPnHPfNbMRwH/M7H3n3LX7ObfVsc3V8f6jgKOD95lhZu865xbv8SLnbgduBxg9erSbPHnyft764JSUFJGaOpl27eL6Nrucdx48/DAsXnwo52u6w14VFRUR72sv9afrknh0TRJT0l+Xq66C1FT6HHkkfQYPDjsaXywWKKqoCO267GtM2Ajn3Decc2cBxwI45z5yzp0CzI3h3KuAblHPuwJr6jjmBedciXNuA/AmMQ76b046d4YhQ3wiJiIi0uxUVcE998CYMdCyZdjRJIx9JWHPBwPxZwAPRO9wzj0dw7k/APqaWU8zywDOAZ6pdczTwOFmlmZmOfjuygWxh998nHgifPopzJsXdiQiIiIN7KWX/MzIiRNh4MCwo0kY+xqY/3P8wPxjnXPX1/fEzrkq4DL8TMoFwCPOuflmdomZXRIcswB4Ad+y9j7wX+fcx/X/GE3fMcf4OmG33x52JCIiIg3sjjugVStIhG7IBLLPgfnOuW0Hc3Ln3HPAc7W23Vbr+fVAvZO85qagwLfSPvEE3HgjWF0j6kRERJqaL76Ap5+GU06BvLywo0koqtGeQI4/HtasgbfeCjsSERGRBnL33X4m4sSJqpJfi5KwBHLUUZCe7suoiIiINHmRCNx2G4wY4Qtjyh72m4SZ2RQzywse/9rMnjCzkfEPLfm0aOFXcnjyST+RREREpEl79VVYvhwmTdKA/DrE0hL2G+fcdjObCBwP3APcGt+wkteJJ8KmTTBtWtiRiIiIHKTbb/drRB5ySNiRJKRYkrDq4P5k4NagPEVG/EJKbocf7ieQ3Hhj2JGIiIgchDVrfNfO0UdD27ZhR5OQYknCVpvZv4GvAs+ZWWaMr5MDkJEBZ54JRUXw4YdhRyMiInKAbr/dD8g/7DCtFbkXsSRTX8XX+jrBObcFaAPEsoC3HKApUyA1Ff71r7AjEREROQDl5f6P2Nix0L592NEkrP0mYc65UmAdMDHYVAV8Gs+gkl27dnDccfDAA741V0REpEm5/37YuNHXXtKA/L2KZXbkb4GrgF8Em9KB++IZlMB3vgOVlfCrX4UdiYiISD1EIvDXv0KfPtC3b9jRJLRYuiPPAE4FSgCcc2sAlbyNs+7d4Stf8V8mli4NOxoREZEYPfccLFwI558P3bqFHU1CiyUJq3DOOcABmFlufEOSGhdf7O+vuircOERERGL217/6wqzdu2uZov2IJQl7JJgd2crMvgu8AvwnvmEJQMeOcNZZfj3JBQvCjkZERGQ/PvgA3njDd+Wk7XN5amE/SZiZGfAw8BjwONAfuNo5d1MjxCbARRf5shW/+MX+jxUREQnV3/4GubkwYYIG5Mdgn2mqc86Z2VPOuVHAy40Uk0QpKICvftWvJ/nOO/7ftYiISMJZtgwefdQXu8xQTfdYxNId+a6ZjYl7JLJXF17o15W88kpwLuxoRERE6nDDDZCSApMnqxUsRrEkYUcCM8zsMzOba2bzzGxuvAOT3Vq2hEsu8S1hDz8cdjQiIiK1bNoE//0vHHusXytSYhLLqLkT4x6F7NeUKfDUU3D55XDSST4xExERSQg33wylpWoFq6dYWsLcXm7SiFJT/eD8devgt78NOxoREZHAtm2+LMX48Vojsp5iaQl7Fp90GZAF9AQWAYPjGJfUYdgwOPlkvxzXt78NQ4aEHZGIiCS9f/7TJ2KnnqpWsHqKZe3Ioc65Q4L7vsBYYHr8Q5O6XHEF5OT4QsQapC8iIqHasgWuvx6OOgq6dg07miYnlu7IPTjnPgQ0WzIkrVvDD34As2fDTarWJiIiYfrHP2D7djjuOLWCHYD9dkea2Y+jnqYAo4D1cYtI9uuMM2DaNL+490kn+TVSRUREGtWGDb446wknQJcuYUfTJMXSEpYXdcsEpgGnxTMo2beUFLj2WqishAsuULekiIiE4M9/9jMijzpKrWAHaL8tYc6539U8NrMUoIVzrjyuUcl+de0KP/qR74r/9799HTEREZFGsWIF3Hij74bs1CnsaJqs/baEmdkDZtbSzHKBT4BFZnZl/EOT/ZkyBYYPh5/8xK8WISIi0iiuucbfX3ihWsEOQizdkYOcc9uA04HngO7A+fEMSmKTkgK//73vjjznHKiuDjsiERFp9ubPh3vugdNPh6qqsKNp0mJJwtLNLB2fhD3tnKtExVoTRufO8OMfw/vv7/5iIiIiEjdXXeUXND7ySLWCHaRYkrB/A8VALvCmmfUAtsUzKKmf00/34yL/8Ad45pmwoxERkWbr1Vfh2WfhvPN8IiYHJZZirTc657o4505y3nL8ot6SIMzgd7+DwkI/W1Ljw0REpMFVV/tByJ07w+jRagVrALEsW4SZnYxfpigravPv4xKRHJDsbD9T8vzzfcvY++9DZmbYUYmISLNx990wZ46vkaS6YA0iltmRtwFfA36IXz9yCtAjznHJASgshF/+EubOhYsuUv0wERFpINu2+bFgY8ZAjx7Qtm3YETULsYwJm+Cc+yawOagZNh7oFt+w5ECdeCJ84xvw4IN+5qSIiMhBu/Za2LgRLr0UBg0KO5pmI5YkrCy4LzWzzkAl0DN+IcnB+tGPYNIkP07swQfDjkZERJq0RYvghhvgtNMgPT3saJqVWJKwaWbWCrge+BA/U/KhOMYkByklxc+U7N/f19F7442wIxIRkSbJOfjhD/3A4zPP1GD8BhbL7MhrnXNbnHOP48eCDXDO/Sb+ocnByMqCm26C9u3hK1+BmTPDjkhERJqcJ56Al1+Giy+GNm3CjqbZiWVgfo6Z/cbM/uOc2wm0N7OvNEJscpBat4bbbvOzJE84AZYsCTsiERFpMkpK4PLL/RiwoUO1RmQcxNIdeRewEz8gH2AVcF3cIpIG1bEj3HILVFT44sYrVoQdkYiINAm//z2sXu2n2w8YEHY0zVIsSVhv59xf8APycc6V4UtVSBPRu7fvmty0CcaNgwULwo5IREQS2uzZ8Le/wde+5v+IpMVUVlTqKZYkrMLMsgnWizSz3viWMWlChgzxiVhpqU/ENFhfRETqVF0N3/2uHwN24YXQvXvYETVbsSRhvwVeALqZ2f3Aq8DP4hqVxMWwYX7h+7w8OPZYX/xYRERkDzfd5GdzXXWVXxdP4iaW2ZEvA2cCFwIPAqOdc0XxDUvipVs3uPde6NvXd/P/4Af+S4+IiAjLl8Ovfw1HHaXK+I1gr0mYmY2sueFLU3wOrAG6B9ukiWrVCu64A44/3g/aP+ooXwhZRESSmHO+Ij74wqw9VZc93vY10m4mMB9YHzyPbpN0wFHxCkriLz3dF3Tt3Rtuv93PPp46FUaNCjsyEREJxT33wPPP+y4SjQNrFPvqjvwJsBW/bNFdwCnOuSODmxKwZuJb34K//92XsJgwwT/Wwt8iIklm5Uq44go/c2vsWD92ReJur0mYc+4fzrmJwGX4BbtfNbNHzGx4YwUnjWPCBL/G5MCB8JOf+O7JNWvCjkpERBqFc/Cd7/hv4xdcAIMHhx1R0ohlYP4y4GngJWAs0C/eQUnja9MG/vMf+Pa34Z13fEL25JNhRyUiInF3yy3w0kvw/e/DSA35bkz7Gpjfy8x+aWbvAb8D5uDXjXyk0aKTRpWS4sdk3nWXT8rOPBO+/nVYty7syEREJC4WLvRdIJMmwdlnqyhrI9tXS9gS4Kv4GmEzgO7A983sx2b248YITsLRvz/cfz+ccQY8+ij06QM33qhSFiIizUpFBXzjG5CVBVOm+Blb0qj2lYT9HngSiAAtgLxaN2nGMjPhV7+Cf//bl4q5/HI/g3LGjLAjExGRBnHNNTBrFvzf/6kbMiR7bXd0zl3TiHFIgho2zHdPPvmkT8gmTIBzz4Xrr4cuXcKOTkREDkhREfzpT75gZO/ekJERdkRJKZZliw6YmZ1gZovMbImZ/Xwfx40xs2ozOzue8ciBMfPjwx591Nfvq+mi/OlPYcuWsKMTEZF62bABzjsPCgt9N+TAgWFHlLTiloSZWSpwM3AiMAg418wG7eW4PwMvxisWaRgtW8JvfgP33edbrv/2N99V+ZvfwLZtYUcnIiL7FYn4MhQbNsDFF8OQIWFHlNTi2RI2FljinFvqnKsAHgJOq+O4HwKPA5qD10TUDNS/+Wb/+LrrfF2/q69WMiYiktD+/nd47jlfqXvcOM2GDJm5/ZRHN7NfO+euCx5nOud2xnRi37V4gnPuO8Hz84FxzrnLoo7pAjyAXwLpDmCac+6xOs51MXAxQKdOnUY98MADsYRwwBYvLiYlpZCcnLi+TbPx8cd5TJ3ag48/bktubiVTpqzi7LNXkZvbsNMpi4uLKSwsbNBzysHTdUk8uiaJKezrkj9vHsOvuIINI0Yw/7vfhbwkn2MXTPkvrq6O63U58sgjZznnRte1b68psJn9DHgLOBu4Ltg8A4h1CoXVsa12xncDcJVzrtqsrsODFzl3O3A7wOjRo93kyZNjDOHAlJQUkZo6mXbt4vo2zUb//nDWWb7I6z33pHP33T154omeXH65n3TTunXDvE9RURHxvvZSf7ouiUfXJDGFel3WrfOFH7t2pd2Pf8zk/v3DiSOR7PRtSkUVFaFdl311Ry4CpgC9zOwtM7sdKDCzWK/cKvxyRzW6ArUXwxkNPGRmxfhk7xYzOz3G80uCmTDBz6C8/nro2xeuvdbPoLzsMli1KuzoRESSVFUVfO1rsHmzr4rfu3fYEUlgX0nYZuCX+KKtk4Ebg+0/N7N3Yjj3B0BfM+tpZhnAOcAz0Qc453o65wqdc4XAY8D3nXNP1esTSMI58kifjP31rzBqFNx6K/Ts6WsCLlkSdnQiIknmZz/zJSm+9z04/HCNA0sg+0rCTgCeBXoDf8cPtC9xzl3knJuwvxM756rwi3+/CCwAHnHOzTezS8zskoMPXRLd5Mlwww1+TcpjjoFHHvFdl2efDfPmhR2diEgSuO8++Mc/4NRT/TfkzMywI5Io+yrW+ksAM5sD3AeMANqZ2XRgs3PulP2d3Dn3HPBcrW237eXYC2MPW5qSYcP87aKL4N57/cScxx+HE0/0BZvHjg07QhGRZuiDD+A73/G/gM84A7p2DTsiqSWWEhUvOuc+CAbHr3LOTQQuinNc0gz17g2/+50v9nrmmfDWW36G9Pjx8OqrsJ+JuiIiEqs1a+D006FNG/9td+jQsCOSOuw3CXPO/Szq6YXBtg3xCkiav44d4Ze/hKlT/RJIixb57spBg/zC4ZWVYUcoItKElZb65U02b/ZT1LOzw45I9qJexVqdc3PiFYgkn7w8+MlP/LqUF10E27f7wfvdusGf/wxbt4YdoYhIE1NTEX/WLLj8chg+HNq2DTsq2Yu4rh0pEosWLeAHP4AnnvBJWdu28POf+/IWV1wBxcVhRygi0kT84hfw2GO+Iv5XvuK7IyVhKQmThJGa6rsn77nHr6xxyCFw001+LNlJJ8G8efkaNyYisje33QZ/+YtPviZNgqyssCOS/VASJgnpiCN8AvbIIz4Be+st+NGPRjBkCNxxhx/yICIigSee8F0K48b5VrBBg8KOSGKgJEwSWmGhn9jz+OMwZcpitm/3M647dPB1B+dolKKIJLsXX4RzzvGJ13e/C927hx2RxEhJmDQJBQVw+ulreOIJ+MMf/FjTu+7y9+PGwcMPa1aliCSh6dN9DbDCQvjRj/wvRWkylIRJk2IGxx/vK/E/9JAfQ7Z8uf8S2LWrbzVbty7sKEVEGsGHH8LJJ0O7dn5W04gRYUck9aQkTJqsHj38752pU/19p06+GGzXrjBlip+hLSLSLH3yCRx3HOTk+OnkAwb4b6nSpCgJkyYvJcW3iN1xB9x9t18e7dlnYfRoGDnS1yGLRMKOUkSkgSxbBsce6x//8pe+BaxFi3BjkgOiJEyalSFD4I9/9GVyvvENv3LHmWf6Mhe33OILwoqINFmrV8PRR0NJCfz619CrF6Snhx2VHCAlYdIsdejgC70+9RRcdhmkpfnZ2x07+lmVCxaEHaGISD1t2OBbwNauhV/9yle27tgx7KjkICgJk2YtPR0uvBAefNC3kI0a5WdVDhrkFw5/8kmoqgo7ShGR/di6FU44AZYu9V2QvXrBwIFhRyUHSUmYJAUzP4b1H//wi4R/7Wvw2We+q7JmVuXatWFHKSJSh9JSXwV/9my46io/K6mwMOyopAEoCZOk06sXXHmlbwW74grfdVkzq/KMM+Dtt9HySCKSGHbu9N8W33nHTwPv21ctYM2IkjBJWllZfvD+nXfCzTf7sa4vvwwTJ/rZ3rff7se+ioiEoqLCT/1+8UU/uHXoUCVgzYySMBF81f0//AGmTYOLLoLycj+Av2NHuPRS+PTTsCMUkaRSXg5nneWb7L/7XRgzRglYM6QkTCRKXp6fRfn44/Db3/ovnv/5D/Tr5xcVf/VVdVWKSJzt2OHHgE2bBpdc4n/5KAFrlpSEidTBDE45BW66yReAPfNMmDsXjjnGz6y86y51VYpIHGzc6MtQvP46XH45HHaYErBmTEmYyH4MHOhnhD/zDHznO/5L6re+5ZdJ+r//gyVLwo5QRJqFlSvh8MP9mpA//alf9kMJWLOmJEwkRrm5vmfg8cd9ncTBg+HGG31X5eTJfntFRdhRikiTtGCBL164YoX/BaNB+ElBSZhIPaWm+lIW//qXLwJ7+ukwbx6cfbYvd/GjH/muSxGRmLz3nu92LCuDq69WIdYkoiRM5CD07u2/tD79tO89GDAAbr0Vhg3zX2RvuQU2bw47ShFJWM8845vSc3J8AjZunBKwJKIkTKQBZGfDOef41rH77oNvftMP3P/BD/zYsa99Dd59VzMrRSTKrbf6ZvUePfy3ubFjoUWLsKOSRqQkTKSB9enjuyQffRT+/Gdf/PWZZ/xwj759/TiyTZvCjlJEQlNd7ZvOv/99n3hdeaW/z8gIOzJpZErCROLo6KN9IvbYY35GJfhZ5506+ZazN95Q65hIUikpgSlT4G9/83VwLrkEhg8POyoJiZIwkUbQsaP/0vvww3D99X4IyLRp/r5XL/jTn2DVqrCjFJF4yli/3v+nf+opX+/mq1+FIUPCDktCpCRMpJEdeST88Y9w//1w8cV+Dctf/AK6d4cJE+C222DdurCjFJEG9d57jLr4YvjkE7jqKpg0SQPwRUmYSFi6dvVJ2H33+VmUp5/uSwRdeqnvrpw82S8ivn592JGKyEG58044/HAi6enwu9/5IoNKwARICzsAEfFjcseOhUgEXn7Zlw364AO/iPill/p955/vx5G1aRN2tCISk4oKv6zGLbfAqFHMOussJh5xhC82KIKSMJGEkpICxx/vb5WV8M478PbbPiH7wQ/8rMsjjvAlME4/HVq1CjtiEanT6tV+AP6MGXDWWXDKKVSlpysBkz0oCRNJUOnpftjIpEl+BuVbb/k1fd9/Hy66yLeSnXiiT8hOOsmPLRORBPDqq744YGmpL0UxbJjvfly0KOzIJMEoCRNpAsx8C9gRR0BVFbz2GhQV+RIXTz8NeXlw7rlw3nm+LlmKRnuKNL5IxM+6ufpqP9Pml7+E9u01/kv2SkmYSBOTlgbHHedvO3f6JOydd+Duu/1A/i5dfCvZ177mFxcXkUawbp1vln7xRTjqKPj6130LmFnYkUkC0/dlkSYsM9OXGrrhBnj8cV/3sXVr/0W8f3//BfyPf4QlS8KOVKQZe/VVn3C9/rqfSXPhhb4AqxIw2Q8lYSLNRKdOvv7j3XfDf/8L3/iG3/6rX/nlkgYOhGuvhYULQw1TpPmoqICf/xyOPdZ/I7r2Wl/sb9CgsCOTJkLdkSLN0PDhu1dCmTvXf1GfOdO3kF19ta/Sf+aZ/jZunMaQidTbwoX+m86sWXDCCXD22ep+lHpTEibSzB1yiL8BzJ/vE7I5c3wX5l//CgUFfpblqaf6L/QqeyGyD5EI3Hor/OQnfkryz34GQ4dq8L0cECVhIklk8GB/A1+d//XX4cMP/VJ2993nSxiNH+/HmZ12mp/gJSKB4mL41rf8f5wxY+CCCyA/XwmYHDAlYSJJqnt3/zfkggtgx47dLWQffuiLwv7oR/4L/hlnwFe+AqNGqdtSkpRz8O9/+9Yv8JWTx43T2C85aErCRIQWLXzL12mn+TpkM2f6Sv2zZ8N118Hvfw9t28LJJ/tK/cceC7m5YUct0giWL/czXl55xX8TufBC32ev1i9pAErCRGQPaWlw6KH+BvDZZ7447Lx58OijcM89kJHhi8KecQa0bZsZbsAi8eAc/Oc/8OMf+8ff/77/T6HWL2lASsJEZJ969/Y32N1tOWuWbyX74Q8BxnP11X5g/8knw2GH+SRNpMlavNgX3Xv9dT/N+Fvf8gX41PolDUxJmIjELLrbMhLx3ZYvvriEpUv7cOON8Le/QXY2TJ7sjznlFOjcOeyoRWJUUuKrG//lL77u16WX+tavmtksIg1MSZiIHJCUFBg7FvLzV9G/fx9WrPBrWX7yiW8pe/5535gwYIBPxo47zreSZWeHHblILc7Bk0/CFVfAypV+0OPpp0PLlmr9krhSEiYiDaJ7dzj/fP+4qgpmzIB33/VJ2Q03wPXX+8aFI47wf99OPhl69AgzYhF81+MPfwgvveT73X//e+jZU8mXNAolYSLS4NLS4PDD/Q3g88+hqMgXi509G15+2c/y79nTd1uefLJPzjSWTBpN7a7H733PLznUq5eaa6XRKAkTkbjr1AnOPdc/jkTgvff8bf58uPlm31KWmwtHH+1rkh1/vArFSpzU1fV45pl+wKNav6SRKQkTkUaVkuKr8o8f75+vW+dbxubNg3fegWee8dt79dqdkE2eDDk5oYUszcXChXD55bu7Hq+9FgoLlXxJaOKahJnZCcA/gVTgv865P9Xafx5wVfB0B3Cpc25OPGMSkcTSvj2cd55/XFkJH3zgx5LNn++X6LvxRt9bdOSRfoD/McdA375aJ1nqYcMGP9brllv8eo/f/a6fJdKnj38uEpK4JWFmlgrcDBwLrAI+MLNnnHOfRB22DJjknNtsZicCtwPj4hWTiCS29HQ/LGfCBP987Vo/43LuXPjoI3jhBb+9Sxffi3Tkkb4Ls0uX8GKWBFZW5rP4666D0lK/Uv1JJ2nWoySMeLaEjQWWOOeWApjZQ8BpwK4kzDn3TtTx7wJd4xiPiDQxHTr4xcS/+tXdY8lmzYIFC+Dxx+Huu/1xvXrBCSfAUUf5xKxNm1DDlrBVVvqlHX7zG/jiC1/r68wz/eBEJV+SQOKZhHUBVkY9X8W+W7m+DTwfx3hEpAmrPZastBTeesuXwFi4EO680/c2mcGwYb6l7Kij/AxNrXOZJKqr4cEH4Zpr/HpbAwf6WY99+ij5koRkzrn4nNhsCnC8c+47wfPzgbHOuR/WceyRwC3AROfcxjr2XwxcDNCpU6dRDzzwQFxirrF4cTEpKYUaCJxgNm4spqCgMOwwpJZEuS7btxsLFuSxZElrPv20NUuXtqSqKoXU1AgDB25j9OjNjBy5hQEDtpGeHp/fe4miuLiYwsLCsMNoPJEI7d58k8K77yZ3+XJ2dOvGspNPZuOAAdCuXdjR7VK8cSOFBQVhhyE1qqsBKK6ujuv/lyOPPHKWc250XfvimYSNB65xzh0fPP8FgHPu/9U67hDgSeBE59zi/Z139OjRbubMmXGIeLdnny0iNXVyIv3fFWDRoiL6958cdhhSSyJel0gEVqyA99+HRYt8a9mSJb46QU6Obx075hg/nmzYMN/K1pwUFRUxefLksMOIP+dg2jTf7Thnjp/pOGUKDBniW74S7MIWLVrE5P79ww5DauzcCUBRRUVc/7+Y2V6TsHh2R34A9DWznsBq4Bzg67UC6w48AZwfSwImIhKLlBT/97jmy21VlR/cP3++L5A+fz68+KLfl5/vuy2PPdYnZZp52QQ45+ua/OY3PtPu0sXX/RoxAgoKoGPHsCMUiUnckjDnXJWZXQa8iC9Rcadzbr6ZXRLsvw24GigAbjH/W69qb9miiMiBSkuDkSP9DaC83NclmzPHt5RNn+7rd4L/+33MMf52+OG+qr+SsgThnF964be/9QMCO3SAyy6DUaP8Rda4L2li4lonzDn3HPBcrW23RT3+DvCdeMYgIlJbVhaMGeNvABUVMHOmL4OxcCFMnQr33ef3tW/vW8omTPBJ2dChkJoaXuxJyTm/Ivwf/whvv+1buy6+2M96TE9X8iVNlirmi0jSy8jYsz5ZSYkvGvvxx/Dpp77n66GH/L7c3N1jyiZP9mPK0vSbND6qquCxx+BPf/LNlh06+ORr3Dho3VprW0mTp18dIiK15Ob6BKtmrG5lpa9N9v77vvLBvHm7C8fm5vqyGUcd5RchHz3aV/iXg7Bjh6858ve/w/LlPtmq6Xbs3t0P5BNpBpSEiYjsR3o6HHKIv4GffTlzpk/Glizx48peecXvy8z0ucLRR/ukbPx41SmL2eefw003wb/+Bdu3+1mOV17p7wcMUD+wNDtKwkRE6iklBcaO9bcan33mFyBfssTPwPzDH/z60KmpMHy4r+R/xBEwcaLvSZMoH3/sW73uu893QU6c6Ker9uyp8V7SrCkJExFpAL17+1uN4mK/zFJNS9k//wl//aufaTlokO/qPOIIP76sU6ewog5RdTU895z/wbz6qm9CPP5436/brp2SL0kKSsJEROIguk4Z+J62efNg9mzfUnbHHXDzzbuPPfJI3wA0frzveWu2ZTE2bYK77vJdjsXFPuE6/3w/K6JFCyVfklSUhImINIJOnfztuOP887Vr/biyxYv9DMzHHvO5CUCrVj4ZmzBhd7dnq1ZhRd5APvwQbr0V/vc/X6l8yBD48Y99zY9OnaBt27AjFGl0SsJERELQoQOcfLK/gS+L8eGHvpr/Z5/5YVLPP7/7+L59ffflhAlw2GHQr18TaC0rKfG1Pf79b1/zIzPTN/lNnuyr3KvVS5KckjARkQRQU3/s8MP9c+dg6VJfQHbpUj+27OGHfTcmQMuWfhbmuHG7C8927ZogidnHH/vE6667fCLWsyd897u+fkdOjpIvkYCSMBGRBGT25cH+5eV+sP+nn/rWsqVL4c03/Rh38D1648ZBu3Y9KCvzyzR16NBIAW/f7rPEO++EGTN8XY/DD4dJk3wS1rMnZGc3UjAiTYOSMBGRJiIry+c0kyb5587B6tW765UtX+4XKl+1qpC77/bHdOzox5SNGeNbzsaMacDhV5EIvPEG3H03PPKIzxJ79IALL/TZoAbai+yTkjARkSbKzHdBdu26e1skAu++O50vvjic5cthxQo/1mzqVJ+0gW+UqunCHD3aJ2d5efV440WL4N574Z57fBZYs8TAhAl+queAAb6Ymojsk5IwEZFmJCUFCgqqd62DWWPlSj8b87PPYNkyKCryjVfgk7m+fX1CNm6cvx8+3A/f2mXtWt/deP/9fv2mlBSfvU2Z4mc4ZmSo1UuknpSEiYgkgW7d/K1GdbVv0Fq40JfJWL7cr4f5wAN+f2oqjO27me+1f5Kj1z1Il0WvYS7iB6lddJEfcNaqlRIvkYOgJExEJAmlpvrK/YMG7d5WXQ3LPtiAe+pp+s57gkMWvkz6wkqW0Js/8AsesXNIrejEmM3VjFxdxoi8Ug4pLyM7y4X3QUSaMCVhIiJJLm3DF7QqepLWrz7GmFlvYJFqKgo6suPIr7Ctzyg+3jmQyu19GLy5gE9Xp/PQS/n85yn/5yM1xdG/RxljB5cycoC/De9fRm52JORPJZL4lISJiCSh9C9W0Pq1J2j12uO0mPM25hw7O3Zn89FnUdp3OJUdulLVsg1VbTvSH+hPJbAG8JMgP1mSweLVOXz2eQ5LVufw9Bv53D3NT7s0c/TrXs6ogT4pG9G/jDGDSsjLVWImEk1JmIhIkshc8SmtXnuC1q89Tu4nHwBQ3rU3m47/OqX9hlFV0JHq3JZUdui6z/NkZcHIIRWMHFIBbAGgsgo+W57OJ8tzWLTCJ2cvv5vHAy8UAD4xG9CjnHFDSzh0SAljB5cwpE8Z6forJElM//xFRJqrqipazJtB/ptTyX9rKtnFCwEo6zGADSd/k9J+w6hu3Z6K9l2J5NanRsWXpafBgN6VDOi9FdgK+HIZxWvSmPVJDkvW5LJ4dS5PvZ7P3VN9i1lmRoQhvcoYPaiUEf39bWgfjTGT5KEkTESkGUnduoke77xK4X3/Jf+taaTt2IpLTaO07yGsP+3blPYZSiS/gPKe8Z/VmJICvbpW0avrNmAbABUV8PGnGcz7LJcln+ey9Its7n++Nf9+op2PP8UxoLCMMYNKGTXQ34b3K1ViJs2SkjARkaYsEiFn4Ye0fOd58t95gdx572IuQlVeK0oHjaa07zDKewzAZWU3SuK1PxkZMHJwBSMHVwCbAT/GbP6SDJZ+kcPC5b4rM3qMWWqKY1DPMsYOKWX80B0cOrSEAYXlpKaG+EFEGoCSMBGRJiZ93WpavvcyLd99iZbvPE/a9i04M8q792PTMVOYV9iFHl2GQUpKQiRe+5OVBaOGVDAqaoxZRQUsWZnOnMU5fLoml8/W5PDoy62442mfmOVmVTNqYCnjhpQwelApYweX0KNTRWIsYC4SIyVhIiIJLmXHNvI+epO891+l5Xsvk710PgBVLdtQ2n8kpX2GsLN7PyIt8inv0Z/1Wz6lQ5v+IUd9cDIyYFDvSgZFjTErLYPFyzP5aHEui1b5MWY3PNieyiq/RFLb/EpGDSxl9KBSRg8qYezgUjq1rVRiJglLSZiISIKx8jJazJtB3gevkffBq+TO/wCLVBNJz6Cs9xA2nPxNygsHUNmuS5Np7WoIOdkwfMBOhg/YCWwCYPNWY86ibOYX+8H/S1bk8Mr7HamO+MyrfesKxg0pZczgEsYEyVnbVtUhfgqR3ZSEiYiELKV0B7lzZ9Bi9lvkffgGufPeJaWyApeSSnmPfmw+6izKevSnsnMhLj0jaZKuWLTOd0weW8rksaXABgDWrjc+WpTD4lU5fPZ5LnMX5TBtej7O+cSsW4edjB1Swthg8P+I/qW0yVdiJo1PSZiISCNL27SOFrOn0+Kjt2gx+y1yFs3GItU4S2Fntz5sPewkyrv3ZWfXvn5AfeEA1KcWuw7tHCe0K+EESoD1OAcr1qQwf2mO78ZclcM7H+Xy+Kttdr2ma7udjA6SsprK/x3bVoX3ISQpKAkTEYmnSITMFYtpMXcGLea8TYuP3iRrxad+V3oG5YUD2HT0Wezs2puKzj1xmYkxi7E5MYMeXSL06LKDk9gBQFU1LF+dyifLfIvZ0i9ymLUgh6feaL3rdR3aVOwqk1GTmHXroDFm0nCUhImINKDUbZvJnf8+uR+/R+68GbSY8w6pJb5GVnVOHmW9BrHh5G+ys0svKjr2gLQ0JV0hSEuF3t2r6d19O7Ad8InZuvUpLFiew8dLc1i2NoeFS3N44Z18IkFXZpuWlQzvV8aIAaUM71fG8H6l9C8sV+V/OSD6ZyMicoDSNq0jZ9FHZC+aTc6ij8hZ9BFZKxYD4Myo6NSDHUPHU961FxWdCqkq6JhUA+mbmrRU6NwxQueOOzh6nG8xq66GL9YZcz/NoXhdDkvW5PDZ59lMn92eimBWZkZahEG9yjmkbxlD++y+aWam7I+SMBGR/XGOjNVLyYlKtrIXzyZj/Zpdh1QUdKSiSy82DB5DRadCKjr28OO5evT3peOlSUpNhS6dHF06lQAlu7Zv2w4Li7P4ZFkOy9Zms+yLHJ59qyX3Pluw65jWeVUM6V3GsH4+KavM2MiorilayFx2URImIhKtqpLspZ/sSrR80jV7V5eiS0llZ6fulPccyNbxJ1DRvgtV7boQyc4FUCtXkmiZB2OHljN2aPmubVXVULwqlfmfZbN8XTYr12dTvDabO58uoHRnKtCDy66BHh137mo1G9K7jAGF5fQvLCdHSzMlHSVhIpK0Ukq2k/3p3D1at7I/+5iUygoAIhlZlHftzfaRR7CzYw8q23ehqk0HXHoGoIRL9pSWCn16VNOnxw4IJgAAlJXBkpUZTP9sE9vW92HF+mzmfZrNc2/n76pnBr50xqBe5QzqWc7AnuUM7OkTNNU1a76UhIlIUkjbuHaPZCtn0UdkrlyCOd/6UNWiFTu79WHLpNPY2aEble26UN2q7a6uRCVccqCys2Fovwqs7WqGtGkBQCQCGzYZS1dnsnRNFivXZ7NyQxZLV2RRNDOPnZW7u7DbtKyslZz5BK1r+0r1dDdxSsJEpFlJKSshq3ghWZ99TPZn88n+bB45C2aRvnn9rmMq2nZiZ9felAwe6xOu9l2I5OaDGRXtOhNpkR/iJ5BkkJIC7ds62rct59Bh5dSsmekclJTA0tUZLF2dRfHaLFZt8EnaQy+1ZlvJ7j/bOVnV9OtezpDe5QzqVc7gXr57s7BzhZKzJkJJmIg0SanbNpO1bAFZyz4hu+Z+yTwy1q3edUwkLZ2KDt0o63MIWzr1+PL4LRVBlQRjBi1awCH9KzikfwWwbde+igr4fH0a8z/LYsW6IDnbkMVLM/K47/ndEwJysqrp36OcoX18Yja4dxmDepbTo5OSs0SjJExEElckQvq6VWQVLyJr+SLfwrXsE3I+nUva1o27D0vPoKJDd8q79WXbyElUtelAVdtOVLZuD6mpmqEozUJGBvToUkWPLnuOOaupb7ZoRTZLVmexfF02K9Zl89z0vD1ma2Zn7pmcDepVzqBeZfRUy1lolISJSOhSt28hc8WnZK1YTOaKxXskXSkVu2efVWfnUtGxOyX9R1LZvjOVbTpQVdCBqnw/dkvJliSj3fXNSjgyqoxGVTWsWZfK4uVZLFmVzeqNWaxYn8UL7+Txv+d2J2dZGRH6dS9naF/fYjaoVxmDe5XTq8tOUlPD+ETJQ0mYiMSfc6Ru3UTmqiVkrvps1y1rxadkLfuEtO1bdh9qRmVBRyrbd2XrocdRWdCRqtbtqCroSHULP25LyZbI/qWlQvdO1XTvVMIxtZKztetTWLwim6Vrsihem83K9Vm88m4L7o/q1sxMj9A3GHPmuzXLGdSzjN5dd5Km7KFB6McoIg0jEiF9/RqfYK1cQubqz3Y9zlqxmNTSHXscXtmqLZVtO1My5FAq27SnsnV7qlsVUNmmA6SlU9m6nZ+dKCINKi0VunSM0KWOlrNNW1JYuDyLpWuyKf4ii+Vrs3ljZi4PvbR7sfOM9Ah9u5UzuHc5Q4NitCMHlNK5nVYIqC8lYSISs5QdW8lcU0zGmmIy1ywjc/VSOi6eSZstW8lc9RkplTt3HetSU6ls05HKth3ZPnISla3bU9WqgOr8Aqpat1etLZEEk5YK7QsitC8o5YiRpbu2Owerv0hh6eosPgvKaRSvzeKtWbk88vLu5Kxdq0pGDyph7OBSxgz29+1aV4XxUZoMJWEi4jlH6rbNZHyxgozPl5P5uU+2Mj4vJnNNMZmrPiO1dPseL6nOzGZ76wKq23dj62En7mq9qspvS1V+AaSmUp2dS2XH7iF9KBE5WGbQtVOErp1KOYLdyVkkAus2pvDxZ9ksWJ7Dks9zWbA0hxdn7F7wvLBTOUeMLOHwEds5dtx2enSqCOtjJCQlYSJJwiorSF+7ioy1K32i9cWK3Y8/X07G58tJLS/Z4zWRzGwq23Sgsk17to88gqr8AqpatqEqvw3V+W2J5LRgttvMgN6HhfSpRCQsKSnQsV2Eju1KOObQEmA9zsH6TSnMnJ/DghW5LFqdy9Q3d6+p2atLOccduo0Txm/jyNHbadkiudfRVBIm0hxUV5O+aS3pa1eS8cVKn1zV3L5YQcbqpaRt3birOnyNqhb5ftB763Zs63oU1fltfJLVsjXV+QVEcvJ8AdOO3XfV1qqtatOixviEItIEmPkuzZOO2MFJQRmNyiqYOS+LmYtbMmtJS+6ZWsBtj7cnNcUxckAJJx22jeMO3cbYwSVJN+A/yT6uSBPjHCkl20nfsIb0DZ+TsX4N6TW3DWvIWLuKjDXLSN+8Dqvec325SEZmMA6rLaX9R1CVX0B1Xiuq81pT3bI1VS3b4DIyAY3LEpH4SU+D8SPKGT+iHFhHSanx5oe5fLCwJXOWteTa/3bid//pTF5ONccduo2vHL6Vkw7bSvs2zX88mZIwkZCklO6ISqg+90lVVIKVvv5zMtatImVn2ZdeG8nMpiq/DVWt2lHecyA7hk2kOi/fJ1h5+VS1LPAtV2ZUdOxGJLtFCJ9QROTLcnMcJ07cwYkTdwBrWL02lXfmteTdT/IompnP46+1xswxbtAOzjtpM1OO2UyHguaZkCkJE2lgVl4alUx9HpVUBUnWhs9JX7vqS+OvwLdeVeUXUJVfQGW7TpT1GkR1i3x/y21JpEU+VXmtcJnZAFS27UR1XqtG/oQiIg2nS4dqpnTwyVZ1NUz/MJvpH7fi7U9a88Pru3PF37px/KFb+PE31nPUmO3NqgyGkjCR/amuJm3bJtK2bNjztmkd6ZvWkrZpLekb15K+8QvS16/+Uj0sgEhaBlWtCqjKb0Nlm/aU9ehPdYtWvvUqt6W/1SRXwW+Y8h79IEXlqkUkeaSmwqQxZUwaU4Zzn/P2h1m8PKuAlz4s4Ll3WjO8bwl/vnw1x45rHsmYkjBJLs6RumOrT6I2r/9yYlX7tnk9qTu2fGlAe43q7Fyq81pRldeKylZtKe/Wx4+7imq9qs5rTSQrZ3dy1a0PpKU35qcWEWlyzGDiqHImjlrNz8rWcN/zBTxU1JHjL+vHhCHbuPe65fTu2rRLXigJk6bLOVLKSvafSNW6WaS6ztNF0tJ3J04t8qks6Eh5975U5+QRyc4lktOCSGYOkexcvy2nxa6Co5UFHalu2boxP72ISNLIzXZ878wNXHDyRv79RFvuf70zI84dyJ2/Xc7Zx2wJO7wDpiRMEkNVJak7tpG6YyupO7aQtm3zl5KngpWf0Kb6D6RtWU/a5g2kbVlPSmXd34KcpexujWrRkqq81lR07E51bh7V2S12J1VZuVRn5xDJboHLyCK6fVvrE4qIJJasTMfl567n1CO2csVNvZjy895cetZa/v7j1WRl1t1jkciUhMmBq6oitXQ7KaXbfQJVup3Ukm2klGwjtSR4HGyr2Z9SEhy3w+9L27aZlLIde02malTn5JGdk0NaXgHVuXl+wHrQGlWdnUskaK2qzs7FZbcgkpm9RwJV2aY91S3b0CwGEYiIJLmeXSp49LpF/Pq2rtz6eAdeeb8ld1+znAnDvjzhKZHFNQkzsxOAfwKpwH+dc3+qtd+C/ScBpcCFzrkP4xlTUnIOq6wgZWcZtrOMlPIyUspL/W1nGSllJaSUl5JatiPmBCq1ZFudpRPqEknPIJKVSyQ7h0hmNpEsf1+V14qd3fpSnZmFy8wmkpGFy8jctT+Sk0d1TgtfXiE1ldmRTQxPaaMxVSIiQkaa4y+XrWTCoK3844keHPbtAYwdtIMLTtnEV4/dRNtWdQ89SSRxS8LMLBW4GTgWWAV8YGbPOOc+iTrsRKBvcBsH3BrcNy/OYVWVWMVOUirKsYqdWOVOUip2+m2VO3dv21nu78vLgmPL93y8s8wfs7fHO8tILS/FahKsip1YZQXm6rc0RCQt3SdDNbfMHCKZWVS27czOLr18kpSRTSQri0h6Fi4zM0iisoikZ0JmFpGMLCKZWZC65z+zyjbtfVmFes78q9q0iPI2/ev1GhERad5OP2obR46dz+1PtqNoXgE/+HN3Lv9rN447dCtfP2EzR43ZRqe2iVlnLJ4tYWOBJc65pQBm9hBwGhCdhJ0G3Oucc8C7ZtbKzDo55z6PY1z7Nf5nPySlOpf01GqIOIhEfBITqfaz5FzEb4tU797nwKqrwPntVlnpk5+qiv12tcUqkpaBS0/HpWcQSc/ERT13aRm4tHSqc1tSlV+AS0v3t/QMIsFj0tKJpGfgUmtek77rdZGMTFx6pk+uMrO+1NJU2bYT1UGLVIOJ1LP/3oGr72sk/nRdEo+uSWLSdYmbljnV/PS8L/hRxRe8Mzub1+cWUDS3Dc+93QqA1nmVFHauYPzQEm6+aoV/kXOhD1GJZxLWBVgZ9XwVX27lquuYLsAeSZiZXQxcDNCpUyeKiooaOtY99DZIcWVQbTgzXGoKWCrO0nFmYMF2M7AUHH4gOLb7PpKaRnVqmp9xl5pGJM3fqlPTqE5L989T06hOSfWtTmmpVKcEx6SlUxUkT9Vp6VSn+3Pse5B4Q/5DigA799y0sbgBz39gNka2Urktti5QaTy6LolH1yQx6bo0jlYd4Ixj4dSjYdnnbfl0RQdWr2/Nlu05rF6/maI5c/yBzkGLFhSXl8c9r9ibeCZhdWUFtb8CxHIMzrnbgdsBRo8e7SZPnnzQwe1L0b9uIt7vIfVXVFSk65KAdF0Sj65JYtJ1SQTdgEP22BLmdYnn/PtV+E9boyuw5gCOEREREWl24pmEfQD0NbOeZpYBnAM8U+uYZ4BvmncosDXs8WAiIiIijSFu3ZHOuSozuwx4EV+i4k7n3HwzuyTYfxvwHL48xRJ8iYqL4hWPiIiISCKJa50w59xz+EQretttUY8d8IN4xiAiIiKSiLQmi4iIiEgIlISJiIiIhEBJmIiIiEgIlISJiIiIhEBJmIiIiEgIlISJiIiIhEBJmIiIiEgIlISJiIiIhEBJmIiIiEgIzBetbzrMbD2wPM5v0xbYEOf3kPrTdUlMui6JR9ckMem6JKZ4X5cezrl2de1ocklYYzCzmc650WHHIXvSdUlMui6JR9ckMem6JKYwr4u6I0VERERCoCRMREREJARKwup2e9gBSJ10XRKTrkvi0TVJTLouiSm066IxYSIiIiIhUEuYiIiISAiSOgkzsxPMbJGZLTGzn9ex38zsxmD/XDMbGUacySaG63JecD3mmtk7ZjYsjDiTyf6uSdRxY8ys2szObsz4klUs18XMJpvZbDObb2ZvNHaMySiG32H5ZjbVzOYE1+WiMOJMJmZ2p5mtM7OP97I/lL/3SZuEmVkqcDNwIjAIONfMBtU67ESgb3C7GLi1UYNMQjFel2XAJOfcIcC1aJxFXMV4TWqO+zPwYuNGmJxiuS5m1gq4BTjVOTcYmNLYcSabGP+//AD4xDk3DJgM/M3MMho10ORzN3DCPvaH8vc+aZMwYCywxDm31DlXATwEnFbrmNOAe533LtDKzDo1dqBJZr/XxTn3jnNuc/D0XaBrI8eYbGL5vwLwQ+BxYF1jBpfEYrkuXweecM6tAHDO6drEXyzXxQF5ZmZAC2ATUNW4YSYX59yb+J/z3oTy9z6Zk7AuwMqo56uCbfU9RhpWfX/m3waej2tEst9rYmZdgDOA2xoxrmQXy/+VfkBrMysys1lm9s1Giy55xXJd/gUMBNYA84DLnXORxglP9iKUv/dp8X6DBGZ1bKs9VTSWY6RhxfwzN7Mj8UnYxLhGJLFckxuAq5xz1f7LvTSCWK5LGjAKOBrIBmaY2bvOucXxDi6JxXJdjgdmA0cBvYGXzewt59y2OMcmexfK3/tkTsJWAd2innfFfyup7zHSsGL6mZvZIcB/gROdcxsbKbZkFcs1GQ08FCRgbYGTzKzKOfdUo0SYnGL9HbbBOVcClJjZm8AwQElY/MRyXS4C/uR8jaglZrYMGAC83zghSh1C+XufzN2RHwB9zaxnMCDyHOCZWsc8A3wzmDVxKLDVOfd5YweaZPZ7XcysO/AEcL6+0TeK/V4T51xP51yhc64QeAz4vhKwuIvld9jTwOFmlmZmOcA4YEEjx5lsYrkuK/Ctk5hZB6A/sLRRo5TaQvl7n7QtYc65KjO7DD+TKxW40zk338wuCfbfBjwHnAQsAUrx314kjmK8LlcDBcAtQctLlRbFjZ8Yr4k0sliui3NugZm9AMwFIsB/nXN1TtGXhhHj/5drgbvNbB6+G+wq59yG0IJOAmb2IH4malszWwX8FkiHcP/eq2K+iIiISAiSuTtSREREJDRKwkRERERCoCRMREREJARKwkRERERCoCRMREREJARKwkQkYZiZM7P/RT1PM7P1ZjatAd/juWBh61iP7x8s+zPbzBaYmRaMF5EGkbR1wkQkIZUAQ8ws2zlXBhwLrK7PCcwszTm318WQnXMn1TOmG4F/OOeeDs4/tJ6v/xIzS3XOVR/seUSkaVNLmIgkmueBk4PH5wIP1uwws7Fm9o6ZfRTc9w+2X2hmj5rZVOAlM8sxs0fMbK6ZPWxm75nZ6ODYYjNra2aFQcvWf8xsvpm9ZGbZdcTTCb+kCQDOuXnBeVLN7K9mNi94nx8G248O4ptnZneaWWbU+15tZtOBKWZ2nJnNMLMPg9hbNPhPUkQSmpIwEUk0DwHnmFkWcAjwXtS+hcARzrkR+JUT/hi1bzxwgXPuKOD7wGbn3CH46uSj9vJefYGbnXODgS3AWXUc8w/gNTN73sz+L6or82KgJzAieJ/7g5jvBr7mnBuK7224NOpc5c65icArwK+BY5xzI4GZwI/3/WMRkeZGSZiIJBTn3FygEN8K9lyt3fnAo2b2MT45Ghy172Xn3Kbg8UR8MkewTM/cvbzdMufc7ODxrOB9a8dzFzAQeBS/7Mm7QevWMcBtNV2fwXv3D85Zs6bpPcARUad7OLg/FBgEvG1ms4ELgB57iVFEmimNCRORRPQM8Fd80lMQtf1a4HXn3BlmVggURe0riXpsMb7PzqjH1UBd3ZE459YAdwJ3BgngkOA9aq/7tr/3rYnR8EnjuTHGKSLNkFrCRCQR3Qn8vmb8VZR8dg/Uv3Afr58OfBXAzAYBBzyY3sxOMLP04HFHfFK4GngJuMTM0oJ9bfDdpYVm1id4+fnAG3Wc9l3gsJrjgjFs/Q40RhFpmpSEiUjCcc6tcs79s45dfwH+n5m9DaTu4xS3AO3MbC5wFb47cusBhnMc8LGZzQFeBK50zn0B/BdYAcwN9n3dOVcOXITvMp0HRIDb6vh86/FJ5INBjO8CAw4wPhFposy52q3pIiJNm5mlAunOuXIz6w28CvRzzlWEHJqIyC4aEyYizVEO8HrQjWjApUrARCTRqCVMREREJAQaEyYiIiISAiVhIiIiIiFQEiYiIiISAiVhIiIiIiFQEiYiIiISAiVhIiIiIiH4/29eAKIgT4rGAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove d10" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/04_NO_d10/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove d20 and NDP2.5" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/05_NO_d20/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove NDP5" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/06_NO_NDP5/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Removing d60 and NDP10" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/12_NO_NDP10/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NDP30\n", + "Here's a little mini-test I needed to run, there are three model runs. First, I removed NDP30 which is sort of the last of the \"spatial\" features that I think would bias the model in favor of lat/lon it has already seen." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ItLQ0mjdvjpkFXU5EOedYuXIlixYtokWLFkGXIyLlTN2RIhJVcnJyqF27doUPYABmRu3atStNq5+IbE4hTESiTmUIYJtUpq9VRDanECYiUsy8efPo1KlTub9XRCoXhTARERGRAEQshJnZk2a23Mx+3cp2M7N7zWyOmU03s+6RqkVEpLTy8/M5/vjj6dKlCyNGjCA7O5vrrruO3XbbjU6dOjF69GiccwD88MMPdO3alT59+vDAAw8EXLmIxIpI3h35NHA/8OxWtg8G2oQeuwMPhT6KiABw3nnw009le8xdd4W7797+frNnz+aJJ56gX79+nHTSSTz44IOcddZZjB07FoDjjjuOd999l4MOOogTTzyR++67j4EDB3LxxReXbcEiUmFFLIQ55z43s+bb2GU48Kzzf0pOMbN0M8twzi2NVE3hKCiA//s/GDoUkpKCrEREgtSkSRP69esHwLHHHsu9995LixYtuPXWW8nOzmbVqlXssssuDBgwgNWrVzNw4EDAh7P3338/yNJFKreCAsjMhA0bICdn80d+PhQW+n0KCqBJEwhwDGeQ84Q1AhYWeb4o9NoWIczMRgOjATIyMpg0aVKZFDBv3rwtjvXzzzU477xunHvuTA4+eHmZnEfKTknXTKJfaa5bjRo1WLduHQDjx0emntDhtyorKyu0n98xOzubgoICTj/9dCZPnkzjxo258cYbWbNmDWvXrt1s3/Xr11NYWPjv83Dk5ORE3b9r/azFnop8zSwvj6Rly6i6YgVVVq4kafly//mqVSSuWUPCunXEZ2WRsGEDCevXY6GhAtuzeL/9+OPyyyNc/dYFGcJKui+7xO+ac+5R4FGAnj17urJaJb6kFed79PBdIIWFHRk0qGOZnEfKTknXTKJfaa7brFmzSEtLi2xB25GamsrChQv59ddf6dOnD2+99RaDBg3iu+++o3nz5hQUFPDOO+8wYsQImjRpQnp6Oj///DP9+/dnwoQJxMXFleprSEpKolu3bhH8ikpPP2uxp8Jcs1WrYMoU+PVX//G772DJEigerKpXh1q1IC0N6teH5s19F1ZqKqSkQJUqkJgICQn+kZgIcXH+YQZxcTRq145GAX7Pggxhi4AmRZ43BpYEVMu/NnVBau5EkcqtQ4cOPPPMM5x22mm0adOG008/nczMTDp37kzz5s3Zbbfd/t33qaee4qSTTqJatWrsv//+AVYtEoMyM2HyZPjf/3zo+vFH31UI0LAhtG4N/ftDnTpQo4Z/1Kr13y/s6tWhUaPSnzc3t+y+hh0UZAh7GzjLzF7GD8hfE/R4MPBhGeCNN6BxYxg+HLp2DbYmESlfzZs3Z+bMmVu8fv3113P99ddv8XqPHj34+eef/30+bty4SJYnEttyc+Grr+D99334mjbNh67kZGjbFg47DNq18wEsNdW/p0OHYGuOkIiFMDN7CRgE1DGzRcA1QCKAc+5hYCJwIDAHyAZOjFQtpWEGQ4b4fxfXXAO33AJffglR1lMgIiISO5yDb76BRx/1d7+tXeu7B9u396GrQwffnZiQUGEDV0kieXfk0dvZ7oAzI3X+nfHkkz54/f47XH45PP44aOofERGRHfD993DOOb6rsVo16NMHunf3rV5JSZUqdBUXZHdkVKtWDfbdF158ER56CGbN8iE9PR0GD/bbREREZCvWroVrr/UT86Wnw+jRsNtulT54FaUQth233ur/Dc2d62/UWLEC7roLbrgBrrgi6OpERESi0G+/wZ57wt9/+5aLQw7xY74UvjajELYddevC/ffDxo3/zf92zjlw9dVQuzacdlrQFYqIiESR77+HAw7wk6Jeey20bKnwtRVawDtMiYm+BTUjw48rbNDAt4TNmBF0ZSIiIlFiyhQYNMjP0XX11Qpg26EQtgNq1vTdlBs2wF57wVtvbTmHnIjIJvPmzaNTgEujiJSLuXP9mn/p6XDllVCvngLYdiiE7aD27f2/sfh4OPhgP5fcvff6iX5FREQqlTVrfKvExo1w/vl+TUYFsO1SCNsJBxwAr74Kp5ziV0E491w/oW/r1nDjjbBcS0+KxKTx48fTvn179t13X44++mhuv/12fvrpJ3r37k2XLl045JBDyMzMBNjq6z/88ANdu3alT58+PKA5bqQiKyiAkSNh0SK44AI/Xqdx46CrigkamL+TkpNhzBj/eP99mD4dZs70rWTjxsGAAXDbbZrsVWSHnHce/PRT2R5z1139LfNbMXXqVN544w1+/PFH8vPz6d69Oz169GDUqFHcd999DBw4kLFjx3Lttddy9913b/X1E0888d/XL7744rL9GkSiyfnnw8SJ/hdhq1ZqASsFtYSVocGD4dJL4Zln/DQWe+3lJ33t3h0OOsjfWSki0e3LL79k+PDhJCcnk5aWxkEHHcT69etZvXo1AwcOBOD444/n888/Z82aNWG9ftxxxwX29YhE1HPPwX33+XE5/fopgJWSWsIiZI89/GP6dHj9df9HQuvW8PTTPpCJSBi20WIVKa4M7rJxzmFmZVCNSBT7+ms4+WTfujx8uALYDlBLWIR16QLXXQeXXOKnuRg2DM4+W3dTikSr/v37884775CTk0NWVhbvvfceKSkp1KxZky+++AKA5557joEDB1KjRo0SX09PT6dGjRp8+eWXALzwwguBfT0iEfHnn3DggVC/vp8ws3PnoCuKSWoJKycjRvg7d0891U/+Ons2vPSSn/BVRKLHbrvtxrBhw+jatSvNmjWjZ8+e1KhRg2eeeYYxY8aQnZ1Ny5YteeqppwC2+vpTTz3FSSedRLVq1dh///2D/JJEylZ2tl+7zzk/ED81NeiKYpZCWDlKSvLjxW65BSZMgDZt4KKL/CLh6rkQiR4XXXQR48aNIzs7mwEDBnDhhRey6667MmXKlC323drrPXr04Oeff/73+bhx4yJZskj5Ofts+OsvPxlr3brqhtwJ6o4sZ3FxPnRddx3UqOHvohwyxE/8KiLRYfTo0ey66650796dww47jO7duwddkkh0ePddePJJOOIIaNtWAWwnqSUsIPvv7++evOEG/2+6eXM/Bvnoo4OuTERefPHFoEsQiT4rVsCoUf4X1uDBCmBlQC1hAUpM9HOJXXGF/3zkSL/Q/KJFQVcmIiJSzHnnwdq1cMYZfiFl2WkKYVHg0EPhhRdg7719q1inTnDzzX4SYpHKqCymiYgVlelrlRj2/vvw4otw+OE+gNWpE3RFFYJCWJRITfUD9q+/3q/4cPnl0LcvrFsXdGUi5SspKYmVK1dWinDinGPlypUkJSUFXYrI1mVl+fnAmjXzd0WqG7LMaExYlNlnH98i9vDD8NRT0KcP/O9/fioWkcqgcePGLFq0iBUrVgRdSrlISkqisdbZk2h27bWwdKn/2LBh0NVUKAphUcgMTj/dB6/bbvMtYl9+qS54qRwSExNp0aJF0GWICMCUKXDnnX4gfsuWfkoKKTPqjoxihx4Kd9wBCxfCfvv5FmEREZFykZcHRx3lx38dcoi6ISNAISzK9e0LF18MM2dC//7+xhQREZGIu+kmmD8fTjkFkpODrqZCUgiLAYceCmPHwq+/+lC2enXQFYmISIU2e7YPYQMH+hYwtYJFhEJYjBg61M8pNnu2H6y/alXQFYmISIV17rlQpYqfkkIBLGIUwmLI4MF+rck//4Tdd4fly4OuSEREKpwvvoAPP/TdMDVqBF1NhaYQFmNGjPBdkwsW+BaxlSuDrkhERCoM5/yixnXrwoABagWLMIWwGDR4sF+8fv58f8OKZtYXEZEy8b//+Zawgw/23ZESUQphMWrwYL+O6hdfwJlnBl2NiIjEvE2tYPXqQe/eagUrBwphMeyMM6B7d3j2Wfjtt6CrERGRmDZxInz3nR+Mr1awcqEQFsPM4KqrfHfkMceoW1JERHaQc3Dzzb4VrGdPtYKVE4WwGNe0KZxzDkybBmedFXQ1IiISkz780K+Pd8ghkKAVDcuLQlgFcOSR/k7Jxx7zP0MiIiJhcw7Gj9dYsAAohFUAZn7aiqpV/eoSWtpIRETCNnEifP21nxdMrWDlSiGsgqhb18+o/8cfsO++kJ8fdEUiIhL18vP9mJbGjf0s4GoFK1cKYRXIXnv5Oya/+w5OOinoakREJOo99BDMnQsjR6oVLAAKYRXMCSfAPvvAc8/BAw8EXY2IiEStNWv8zN/du0OnTmoFC4BCWAU0fjy0bu3XmZw+PehqREQkKt1wgw9ihx8OHTsGXU2lpBBWASUmwr33+rn2DjoI1q0LuiIREYkqv/8Od90F++3nx4NJIBTCKqh69eD662HhQjj2WH8HsoiICACXXur/Yh8+XN2QAVIIq8D69vWtzG+/DZdcEnQ1IiISFT77DCZMgMMOg+rVg66mUtOtEBXcRRfBggVw++1QuzZcdlnQFYmISGAKCvyUFBkZsOeeagULmFrCKri4OLjzTmjf3t8E8/rrQVckIiKBeewx+PVXPyWFFukOnEJYJVClCjz4oB8nduKJMHVq0BWJiEi5W73ad4d06QJdu6oVLAoohFUS1avDI4/4z0eOhLy8YOsREZFydvPNfl27kSM1JUWUUAirRDIy4Ior/NJGY8YEXY2IiJSbJUv8lBR77QWNGgVdjYQohFUy++3nZ9R/6il4442gqxERkXIxbhwUFsLQoeqGjCIKYZXQ2LH+TslLL4WNG4OuRkREIurPP+GJJ2DIEKhTJ+hqpAiFsEqoWjW4+GL/c3nGGUFXIyIiEXX11X5i1n32UStYlFEIq6T22ccPDXjiCXj++aCrERGRiPjuO3jpJT8zfnp60NVIMQphldh110HTpnDmmX6wvoiIVCDO+YlZa9eGffdVK1gUimgIM7MDzGy2mc0xsy3majezGmb2jpn9bGYzzOzESNYjm0tKgjvugNxcOOWUoKsREZEy9fLL8O23cPTR/j98iToRC2FmFg88AAwGOgJHm1nxiUnOBGY657oCg4A7zExT+Jaj5s3hhBPg88/hgQeCrkZERMpEXh5ceCG0bg277aZWsCgVyZawXsAc59xc51we8DIwvNg+DkgzMwNSgVVAfgRrkhKceCI0bgzjx8O6dUFXIyIiO+2hh2DpUjjySE3MGsUiGcIaAQuLPF8Ueq2o+4EOwBLgF+Bc51xhBGuSEiQk+Clkli2Ds84KuhoREdkp2dl+0G+3btCuHZgFXZFsRUIEj13SVXfFnu8P/ATsBbQCPjazL5xzazc7kNloYDRARkYGkyZNKpMC582bV+Kx1q/3f0CsWlUmp4kJycnQr187XnihPt27/0DXruuDLqlEW7tmEt103WKPrlns2XTNmrz8Mq1WrWLa8cezNj4eZs8OurToVFDgPwa4jp85VzwXldGBzfoA45xz+4eeXw7gnLupyD7vATc7574IPf8UuMw5993WjtuzZ083tYxWoJ40aRKDBg3a4vXly2HaNKhbt0xOEzNWr4aDD/Z/OH3/fXT+8bS1aybRTdct9uiaxZ5JkyYxqGdPf9t7y5Zw3nkaC7Ytubn+Y9++ET2Nmf3gnOtZ0rZIdkd+D7QxsxahwfZHAW8X22cBsHeoyPpAO2BuBGuSbUhP92tK/vAD3Hln0NWIiEip3X03ZGb6ecEUwKJexEKYcy4fOAv4EJgFvOqcm2FmY8xs0/LR44G+ZvYL8D/gUufcP5GqSbbv8MOhRQu48UZYsSLoakREJFyJq1fDTTdBv37+P3KJepEcE4ZzbiIwsdhrDxf5fAmwXyRrkNKJj/fjOUeN8oP0X3kl6IpERCQcTV98EXJy4JBD1AoWIzRjvmyhQwcYOhRefRU+/jjoakREZLuWLaPhW2/59ejq1w+6GgmTQpiU6MILITUVrroq6EpERGS7br6ZuPx8GDxYrWAxRCFMSpSa6idx/e473yImIiJRauVKePhhlvXqBfXqBV2NlIJCmGzVUUf5dV9vvDHoSkREZKseeQRycli4555qBYsxCmGyVVWrwsiR8PPP8P77QVcjIiJbyMnxcwr16MH6Bg2CrkZKSSFMtumww6B6dbj22qArERGRLTz/vO+OHDwY6tQJuhopJYUw2abUVDj2WPj2W3jzzaCrERGRfxUW+vEibdpA27ZBVyM7QCFMtuvIIyEtzf+sR2iVKxERKa0JE+Cvv/ycQhoLFpMUwmS7UlLg1FP9ckbPPBN0NSIignNw883QqBF07Rqdi/3KdimESViOOAIyMvzYsI0bg65GRKSS++wz+P57GDbML3UiMUkhTMKSkAAXXQTz5sEttwRdjYhIJXfzzVCrFvTsqa7IGKYQJmEbMAA6dYJbb/XDEEREJABTp/o15Q46CKpUCboa2QkKYRI2Mxg7FrKz4dxzg65GRKSSuuUWf+t6v35qBYtxCmFSKi1b+pn033lHi3uLiJS7GTPgjTdgyBBITg66GtlJCmFSaqNHQ82acMYZkJcXdDUiIpXI+PE+fA0apFawCkAhTEotJQWuuALmzIErrwy6GhGRSmLmTHj1VT8vWGpq0NVIGVAIkx2y557Quzc8+CDMnh10NSIilcC4cb4VTAt1VxgKYbLDLrsM8vPhtNM0k76ISETNmAGvvebviFQrWIWhECY7rHFjOP54mDwZbrop6GpERCqwa66BatU0FqyCUQiTnXLKKdCunR8r+tNPQVcjIlIB/fKLvyNy+HC1glUwCmGyU+Lj4c47ITERRoyADRuCrkhEpIK57jrfCjZwoFrBKhiFMNlp9ev7lvI//4QTTwy6GhGRCuS333wr2IEH+lvTpUJRCJMyMWgQHHIIvPIKPP540NWIiFQQl1+uOyIrMIUwKTMXXwytWsE558A33wRdjYhIjPvmG5gwAQ49FKpXD7oaiQCFMCkzVarAvff6cWKjRml8mIjIDnMOLrwQatXSHZEVmEKYlKlN48PmzPF3ToqIyA54/XXfEnbUUVC1atDVSIQohEmZ23NPP5/gyy/Dp58GXY2ISIzJyoKzz4bWraFXL7WCVWAKYRIR55/v76i+6qqgKxERiTE33ADLlsFxx8EuuwRdjUSQQphERPXqcOSRMGUKfP550NWIiMSIP/+EO+6AvfeGli3BLOiKJIIUwiRiRo6EhAR45JGgKxERiRHnnednvz7kEHVDVgIKYRIxNWpAx46+JaygIOhqRESi3Hvvwbvv+m6EGjWCrkbKgUKYRNSwYbBoEXz8cdCViIhEsZwcOO00aNoUBgxQK1gloRAmEdWrl//4wQfB1iEiEtVuvRUWL/aTLLZqFXQ1Uk4UwiSiMjKgRw94/nlYuzboakREotDcuXDjjX6B7nbt/K3lUikohEnEHXccrFwJzz4bdCUiIlHo3HP9UiMjRqgbspJRCJOI693bz6R/112Qnx90NSIiUeSdd/4bjJ+eHnQ1Us4UwiTiEhL8H3pz58J11wVdjYhIlNiwAcaMgebNNRi/klIIk3Kx777QpQvceSf89VfQ1YiIRIGbb4YlS+D446FevaCrkQAohEm5MINrr/XdkSNGqFtSRCq5GTP8YPw99/RrRNavH3RFEgCFMCk3TZrAJZfAtGlw8slBVyMiEhDn/JxgKSkajF/JKYRJuRo+3C+J9uyzcN99QVcjIhKA11+Hr76CY47xC+1KpaUQJuXuuuv8XISXXw4//hh0NSIi5WjdOjjjDGjTxs9mrVawSk0hTMpd1apw993+8yOP9DcIiYhUCuPHwz//+MH4nToFXY0ETCFMApGR4VvE/vgDTjkl6GpERMrBjBn+FvH99oNmzYKuRqKAQpgEZuBAOPBAeOklmDAh6GpERCLIOTjzTD8Y/5BD1A0pgEKYBOzSS6FWLTjvPMjJCboaEZEIefFFmDwZRo6E1NSgq5EooRAmgUpJgbFjYf58P3G0iEiFs2aNXzakfXvo00etYPIvhTAJXL9+MGgQPPcc/N//BV2NiEgZu+wyyMyEY4+FXXYJuhqJIgphEhXGjYMaNeDCC3W3pIhUIF9/DQ8/7CdJ1GB8KaZUIczMWplZ50gVI5VXaipcdRXMmwdHHBF0NSIiZSA3F0aN8ksSHXiguiFlC2GHMDO7ArgeuMzMnotcSVJZDRzo5w17912/pJqISEy77Tb480849VRISgq6GolCWw1hZna2mcUXeamrc+5o59wxQNdwDm5mB5jZbDObY2aXbWWfQWb2k5nNMLPJpStfKprzz4eOHf1i35P1r0FEYtXvv/uJWQcMgHbt1AomJdpWS1gm8IGZHRR6/pGZTTazL4APt3fgUIB7ABgMdASONrOOxfZJBx4EhjnndgEOL/2XIBVJfDzcdRckJ8Nxx8GqVUFXJCJSSoWFcPLJUKWKH1+hACZbsdUQ5px7HjgI2NXM3gKm4gPVUOfcxWEcuxcwxzk31zmXB7wMDC+2z0jgTefcgtA5l+/A1yAVTO3acMstsHixv5lIRCSmPP44fPklnHCCv+NIZCsStrO9FfAK8BgwHnDAWGBNGMduBCws8nwRsHuxfdoCiWY2CUgD7nHOPVv8QGY2GhgNkJGRwaRJk8I4/fbNmzevxGOtXw9Ll6oVJkhpaTB4cHPee685F100k6FDfT7f2jWT6KbrFnt0zXZMYmYmvS64gKz27fm5dWuIi4PZs8vl3PNWrmRSOZ2rQigo8B/z8gIrYashzMyeDm1PBv50zp1qZt2Ax8zsO+fc+O0c20p4zZVw/h7A3qHzfGNmU5xzv2/2JuceBR4F6Nmzpxs0aNB2Th2eSZMmUdKxli+HadOgbt0yOY3soKuv9v93PfxwRw45pCP9+m39mkl003WLPbpmO+iEEyA3l5qnnMKg/v3L9dSTZs9mULt25XrOmJab6z/27RtYCdsaE9bNOXesc+4wYF8A59yPzrmDgOlhHHsR0KTI88bAkhL2+cA5t9459w/wOWEO+peKLyEB7r7bjxM77jjIzg66IhGRbfj8c3jmGb82ZP36QVcjMWBbIez90ED8b4AXi25wzr0VxrG/B9qYWQszqwIcBbxdbJ+3gD3MLMHMquG7K2eFX75UdA0a+BuM/voLjj8+6GpERLYiLw9Gj4aMDDjgAA3Gl7BstTvSOXeZmVUHCp1zWaU9sHMu38zOwt9JGQ886ZybYWZjQtsfds7NMrMP8C1rhcDjzrlfd+grkQqrXz//f9rrr0Pz5nVQD4mIRJ077vDjJy67zN8VKRKGbQ7Md86t3ZmDO+cmAhOLvfZwsee3AbftzHmk4rvmGvjtN7j//vYceST07Bl0RSIiIfPn+8kN+/f3a0OqFUzCpLUjJSYkJsL99/vPjz0WcnKCrUdEBADn4LzzwAwOP1wBTEpFIUxiRoMGcOqps5g9G047LehqRESACRP846ijoFatoKuRGLPdEGZmh5tZWujzq8zsTTPrHvnSRLbUu/dK9t8fnn0Wnngi6GpEpFJbuxbOOANatIBBg9QKJqUWTkvY1c65dWbWH9gfeAZ4KLJliWzd1VdDo0Zw4YUwY0bQ1YhIpXXeeX5iyZNOUgCTHRJOCAtNKcsQ4KHQ9BS69UMCk5QE99333x3hIiLl7q234Kmn/Diw5s39hIYipRROCFtsZo8ARwATzaxqmO8TiZimTf3E1F9/DTfeGHQ1IlKp/P23/w+oTRvNCSY7JZwwdQR+rq8DnHOrgVpAOAt4i0TU8cdD69Z+Mtd33w26GhGpFJzzTfAbNsCYMdCpU9AVSQzbbghzzmUDy4FNi2DlA39EsiiRcCQk+GkrkpP9/4mZmUFXJCIV3gsvwDvvwMiRUK+en5pCZAeFc3fkNcClwOWhlxKB5yNZlEi46tSBG27wvQMjRwZdjYhUaAsW/Nf6pbshpQyE0x15CDAMWA/gnFsCpEWyKJHS6NXLj4394AO/YoiISJlzDk4/HQoK4OST/cz4IjspnBCW55xzgAMws5TIliRSehdeCN26we23wzPPBF2NiFQ4zz4LEyfCMcf4JniRMhBOCHs1dHdkupmdCnwCPBbZskRKJz4e7roLGjb0s+m//XbQFYlIhTF/Ppx5JnTuDAMGqBtSysw2Q5iZGfAK8DrwBtAOGOucu68cahMpldRUePxxv3LI4YfDzTf7HgQRkR1WWOhvxXZO3ZBS5rYZwkLdkBOccx875y52zl3knPu4nGoTKbXateHpp6FdO7j8chg4EJYtC7oqEYlZd90Fkyf7AFa7dtDVSAUTTnfkFDPbLeKViJSR2rV9i9jIkTBliv/D9b33gq5KRGLOr7/6v+b69YPddlM3pJS5cELYnsA3ZvanmU03s1/MbHqkCxPZGfHxcMEFvksyORmGDoWDD4bVq4OuTERiQk4OHHusH+dw7LHQsWPQFUkFlBDGPoMjXoVIhAwc6KewuOUWP79iu3bw2GMwbFjQlYlIVLv6avj5Zz/vTWpq0NVIBRVOS5jbykMkJiQnw7hxMHYsVK0Kw4fDIYfA4sVBVyYiUenbb+HOO2HwYD+eQd2QEiHhhLD3gHdDH/8HzAXej2RRIpEwdCi8/DLsv79fa7JVKz/59dq1QVcmIlEjJ8ffDVm3rv9rTQFMIiictSM7O+e6hD62AXoBX0a+NJGyV7WqX+bottugZ0945BFo2tS3kmVnB12diATu6qth9mw49VTfjC4SQeG0hG3GOTcN0N2SEtP22APuuQeuuw5atoTx46FZMz/jfl5e0NWJSCA++MD/JzB0qB9AqlYwibDtDsw3swuKPI0DegArIlaRSDk68ED/mDAB3ngDLr4Y7r4bbrrJT3ERHx90hSJSLv7+23dDtmoFhx6qACblIpyWsLQij6r48WHDI1mUSHk7+GC/NNzFF0NCAowaBW3awKuvatZ9kQqvsBCOOw7WrIGzzoLExKArkkoinDFh1256ADcB7zjnciJfmkj5MoMjj4TXXoOzz4b8fP+8Sxf4/POgqxORiLntNvjkE7/wbJ06agWTcrPdEGZmL5pZdTNLAWYCs83s4siXJhKMuDjfK/Haa3DKKbBkiZ9vrF8/mDUr6OpEpEx9+y1ceSUMGuTv1lEAk3IUTndkR+fcWuBgYCLQFDgukkWJRIOEBD+FxWuvwVFHwfTp0LUrjB4NublBVyciO23NGv/DXbeuZsWXQIQTwhLNLBEfwt5yzm1Ek7VKJVKjBlx0ETz5pF8+7rHHoG1beP11jRcTiVnO+e7HhQvh3HP9/DUi5SycEPYIMA9IAT43s2aApreUSqdlS7j3Xh/ICgvh8MP9eLHPPgu6MhEptSefhFde8QPyGzdWN6QEIpyB+fc65xo55w503nz8ot4ildJRR8GLL8LJJ/u72vfaC/r29X9Qi0gMmDULzjwTevTwP8AKYBKQsCZrNbMhZnaJmY01s7HAFRGuSySqVasGp5/+33ixH37wcztecw0UFARdnYhs1YYN/oe2WjV/502tWkFXJJVYOHdHPgwcCZwNGHA40CzCdYnEhLQ03z15550+hF13nR/bO3Fi0JWJyBac8+O/pk/3LWGpqdCgQdBVSSUWTktYX+fcKCAzNFdYH6BJZMsSiS29e/sB+2ecAatXw5AhMHgw/PFH0JWJyL/uvdf/oB5xhJYlkqgQTgjbEPqYbWYNgY1Ai8iVJBKbzOCkk/zyR0OHwqRJsMsucP756qIUCdxHH8EFF/gJ/4YMUQCTqBBOCHvXzNKB24Bp+DslX45gTSIxLTkZxo3zf3B36uTXomzb1ocyEQnAH3/AiBHQvDmceKL/60gkCoRzd+R459xq59wb+LFg7Z1zV0e+NJHY1qEDPPoonHMOrFsHe+4JvXrBjz8GXZlIJbJpfEBcnB8P1qVL0BWJ/CucgfnVzOxqM3vMOZcL1DOzoeVQm0jMM/OLgb/yCowcCbNn+7viBw+GX38NujqRCi4/398J+ddfflxArVo+jIlEiXD+NT4F5OIH5AMsAq6PWEUiFVD16n44yksvwYEHwuTJ0Lmzn6JILWMiEXLBBfDhh35m/FatNA5Mok44IayVc+5W/IB8nHMb8FNViEgp1a8P117rx4sdfDB89x107w4DBsBXX2kZJJEy88QTcN99/getd28FMIlK4YSwPDNLJrRepJm1wreMicgOat8errrKjxk7/HD46Sfo3x923RXefdcviyQiO+iLL2DMGN/3f/DBCmAStcIJYdcAHwBNzOwF4H/AJRGtSqSSaNcOLr0Unn7ajx1buhQOOsj3nFx7Lfz+e9AVisSYP//0P0QNG8Lo0f4WZZEoFc7dkR8DhwInAC8BPZ1zkyJblkjl0qyZv4vytdf88JXkZB/C2rXzf8w/9JBfp1JEtmH1athvP9+vf/750LJl0BWJbNNWQ5iZdd/0wE9NsRRYAjQNvSYiZSw1FU49FZ57Du65x0/svXy5n4m/YUM/fuyee2DRoqArFYkyublw6KEwfz5ceCHUqQM1awZdlcg2JWxj21RgBrAi9LzoYHwH7BWpokQE+vb1j4IC+PRT+P57v1D4eef5R+fOcMIJfu5J/a6RSq2w0P8gfPaZnwusZUuNA5OYsK0QdiFwGH7ZopeB/3POZZVLVSLyr/h42Hdf/4DNA9mFF8IVV/i5KM89F/bYw89NJlKpXH65n//l+OOhZ08FMIkZWw1hzrm7gLvMrAVwNPA/M5sP3Oic+6mc6hORYvbayz8APvjA//H/3nvw5pu+y/LYY/0gf63MIpXC/ffDrbf6BVv33lsBTGJKOAPz/wLeAj4CegFtI12UiITngAPgllv8lEinnQb16sHtt/sbwtq0gfHj/bJ5IhXSq6/6O1r69PFzvXTsGHRFIqWyrYH5Lc3sCjP7FrgW+Bm/buSr5VadiISlfXs/oP/xx+Hee31LWGIijB3rFw/fdVc/J1lmZtCVipSRL7/0zb6dOsEpp6jpV2LStsaEzQGm41vB1gJNgTMsNODEOXdnxKsTkVLr3ds/wP+emjLFz1152mlw1lm+9ezCC/0s/Ro/JjFp1iw/ELJBA3/rcNeuQVckskO2FcKuIzRLPpBaDrWISBnr398/zjsPPvrIL430ySfwzjvQvDmceaafWDxVP+ESKxYsgD33hIQEuOgi/w9ZJEZta2D+uHKsQ0QiKCHBLxx+4IHw119+TeOvvoKLL/aTwh5xhG8d05AaiWpr1vgWsPXr4eqroVYtqFs36KpEdlg4yxbtMDM7wMxmm9kcM7tsG/vtZmYFZjYikvWICLRo4Vu/nnvOjxnr1AmefdYPqWnb1g/mnz076CpFitmwwS9HNGuWnw2/YUPdCSkxL2IhzMzigQeAwUBH4Ggz2+Lv7NB+twAfRqoWESnZsGH+Dv+774bjjvNzko0d6wf6t2oFN94I8+YFXaVUehs3+ubaL7/0E+K1basAJhXCtsaE7axewBzn3FwAM3sZGA7MLLbf2cAbwG4RrEVEtqHoYP6vvvITwX73HVx5pX907uxD2ogRviVNpNwUFPjbfd991w/C79ZNAUwqDHPObXsHs6ucc9eHPq/qnMsN68C+a/EA59wpoefHAbs7584qsk8j4EX8EkhPAO86514v4VijgdEAGRkZPV588cVwStiuefPm0byEQZ3r18PSpVCtWpmcRsrQypXzqF27edBlVBq//ZbEtGn1mD69LgsXpgHQsuVa9tlnBX37rqRZs+ywjrO1nzWJXlFxzZyj7R130PC99/hzxAgW7rGHXxNSSjRv5Uqa164ddBmxo6DAf2zSJKKn2XPPPX9wzvUsadtWQ5iZXQJ8ATzknNs19No051xYi3eb2eHA/sVCWC/n3NlF9nkNuMM5N8XMnmYrIayonj17uqlTp4ZTwnZNmjSJQYMGbfH68uUwbZrGe0aj2bMn0a7doKDLqJQmT/bLJX33Hcyd619r0cKPkz74YH/DWtxWBjhs7WdNolfg18w5f/fjnXfC0Uf7u0rUArZNk2bPZlC7dkGXETtyQ21KfftG9DRmttUQtq3uyNnA4UBLM/sCmAXUNrN2zrlwhu0uAorGy8bAkmL79AReDs09Vgc40MzynXMTwji+iJSjgQP9A3yX5dSp8Msv8NhjflxZnTp+3PQRR/hAVrVqsPVKjBs/3gew4cNh8GAFMKmQthXCMoErgEGhRwdgf+CyUBDbXnT8HmgTWntyMXAUMLLoDs65f0eXFGkJm1Cqr0BEyl2/fv4BMHOmnxB22jS/hvJTT/mZA44+2t+F2alTsLVKDLrrLrjmGr9q/aGHau4UqbC2FcIOAK4BWgF34pctWu+cOzGcAzvn8s3sLPxdj/HAk865GWY2JrT94Z2qXESiQseO/nHSSfDnn//N0P/II/DAA34y8/79G9GyJTRtGnS1EvUefxwuuMAv6XDMMVqOSCq0bU3WegWAmf0MPA90A+qa2ZdApnPuoO0d3Dk3EZhY7LUSw5dz7oTwyxaRaNSqlX8cc4wfOzZ5sg9lDzzQhgce8GFt5EjfStayZdDVStR55RUYPRp69YITT1QzqlR44UxR8aFz7nvgezM73TnX38x0e4qIbFOvXv7hHEyY8C1//LE7P/0EV13lHx07wgkn+DFkzZoFXa0E7v33fXrv3NkvdNq5c9AViUTcdidrdc5dUuTpCaHX/olUQSJSsZhBx44buOQSePFFP9znqKMgLw8uucQv/depEzz0EKxaFXS1EoiPPvK32LZs6VeZ14LcUkmUarJW59zPkSpERCqHPfbwD/Bjx775xnddnnGGX43mgAN8Q8jee0OVKsHWKuXg44/9bbVNm/oFTLuHNQuSSIUQyRnzRUS2aVMgcw4++AAmTYJPPoG33oIaNfwM/aecArvv7lvUpIL55BMfwJo08QGsR4+gKxIpVxFdwFtEJBxmfiqoW26BV1/1LWKdOvlFxvv08VNEvfCCX0JQKoiPP4ahQ6FxY7j4YujZU0lbKh2FMBGJKvXr+/HZ99wDTzzhb5LLyoJjj4WMDLjsMsjMDLpK2SkffeRbwDYFsB49FMCkUlIIE5Go1aEDnHkmvPGG761q1sy3ljVp4n93r1kTdIVSau+951vAmjTxyxJ1764AJpWWQpiIRL2EBD+32KOPwvXXQ9u2cPvt0KiRn+Zi+fKgK5SwfPDBf3dBXnSR74Lc2oKjIpWA/vWLSEw54AC/XuX48dCtmx831qwZjBoFK1YEXZ1s1Zdf+gDWvLmfEV9jwEQUwkQkNg0eDHffDTff7IcUvfACtGjhuy3Xrw+6OtnMjz/6C1avng9g3boFXZFIVFAIE5GYttdefhD/jTf6MWR33ulbxq64AgoKgq5O+PVX2HNPSEnxXZBNm6oLUiREPwkiUiHssw88/DBcfTXUqgU33eRXvvnyy6Arq8RmzYKBAyExES6/3F+YBg2CrkokaiiEiUiFMny4Xx7p9NP9gP099vCvLV4cdGWVzC+/QP/+/vPLL4fatX1TpYj8SyFMRCocMzj5ZHj5ZT+Qf+JEaN3aD+iXcvDbbzBgAMTH+9Xa69VTABMpgUKYiFRYNWv6KS3uuMP3hJ1xBjzySNBVVXB//+0H6pn5FrC6dRXARLZCIUxEKrx+/eCZZ6BOHb8k0tVXa9B+ROTm+mkoMjP9bLoKYCLbpBAmIpVCzZp+stc2bXzrWJcu8O23QVdVgTgHp57qv6lnneVnxFcAE9kmhTARqTQaNvTrUY4ZA0uXQu/evudswYKgK6sArrnGz5x7zDHQtasCmEgYFMJEpFIxg1NOgVdegcMOg6++glatYORIWLYs6Opi1KYlDPbf3z8UwETCohAmIpVSrVp+3Pidd/oxYy+/7Lsqr7wSsrODri6GvPeenw9k9939Ap8dOwZdkUjMUAgTkUqtd29/9+RNN/kWsRtv9DPu33wzrF0bdHVRbupUGDHCf+NOPRU6dQq6IpGYohAmIoKfcf/xx/20VvXr+1aypk19S5nupCzB3Lm+67FmTX/LaYsWQVckEnMUwkREijj4YD+dxbXXQkaGXxC8e3f4/fegK4si//wD++0H+flwySWQmgo1agRdlUjMUQgTESnBkCH+Zr/TTvONPp06+clec3KCrixgGzb4daAWLvRzgdWpo4H4IjtIIUxEZCvM/FCnRx6BXr3goYegXTv4+GM/LValU1AAxx0H33wD55wDzZsrgInsBIUwEZHtaNcO7rnH97ytW+d74jp1gs8/D7qycjZuHLzxBpx4ouYCEykDCmEiImE64gh49VU44QRYsQIGDvSTvc6ZE3Rl5eCFF/xSA/vtB4MGKYCJlAGFMBGRUqhZ06/K89JLfrLXr7+G9u1h2DA/C3+F9MMPcNJJfq0nzQUmUmYUwkREdkB6up/G4p57YN994f33/RCpUaNg/vygqytDixbB4ME+fY4ZA507B12RSIWhECYishN69vS9dDff7Cd+feEFP3fp8OGweHHQ1e2krCz/haxfDxdcAGlpQVckUqEohImIlIFBg/zErnfe6VvGJk6E1q1912VWVtDVlZ7l5/vZ8H/+Gc47z69+rnFgImVKIUxEpAz17+9bxm691Q+heuAB3015881+iq2Y4Bztbr8dPvzQd0F26KAAJhIBCmEiIhEwYAA8+CCMHfvfMkgtW/qlkaJ6GSTn4PzzafDhh3DMMb6PVQFMJCIUwkREImjYMHj2WbjsMkhO9pO/duwYxRO+Xn013HMPC/fZx68NqQAmEjEKYSIi5WDECHjlFb/00apVfrqt3XeH778PurIibr4ZbrgBBg/mzyFDNBWFSIQphImIlJO4OD/d1uuvw7HH+kXBe/XyDU4LFgRc3K23+j7TvfaCo46CevUCLkik4lMIExEpZ6mp/obD55/3M0BMnux7/W67LaAuyhtvhEsv9bd4jhoFu+wSQBEilY9CmIhIQDIy/BCsO+7wg/YvuQT22KMcW8Wcg2uvhSuvhL339usxdepUTicXEYUwEZGA9e4NTz7pb0b84YdyahVzzrd+jRvnB6iNGqUAJlLOFMJERKJAXBycfz48/LCf5PWSS/ycY8uXR+BkBQVw+uk+6R10kE9/6oIUKXcKYSIiUaRTJz+X2KhRMHWqz0avvVaGJ9i40R/8kUfgyCPh8MMVwEQCohAmIhJl4uLgnHPg7rshMdHfrHjmmVBYuJMHzsmBww6DF1+EE0+EoUM1DYVIgBTCRESiVK9e8PLL/uODD/rFwufO3cGDZWXBkCHwzju+K3KvvTQRq0jAFMJERKJYSgrcd5+faX/2bN9zeM01pVz6KDPTryo+eTJccAH07asAJhIFFMJERKKcGZx2Gtx/P7RvD9dd5++o/PvvMN68bJmf/+uHH+Dii6FbNwUwkSihECYiEiO6dIHHHoOTT4bp06FrV3jvvW28YcECf4vl77/72fB32UUBTCSKKISJiMQQMz+k6447ID7ej60/8kjIyyu246Y1kf7+G666Ctq0UQATiTIKYSIiMahPH3j1Vb/u5Kuvwq67Fplp/9df/bivvDwfwJo1UwATiUIKYSIiMSo5GW64wU9nMX8+dO4M74/9Bvr1801mV14JjRopgIlEqYSgCxARkZ0zapQfb//ZpR8wYPxhLKlan+TLLqZm/TQFMJEoFtGWMDM7wMxmm9kcM7ushO3HmNn00ONrM+sayXpERCqqAYtf4umVQ1mR0pzd8r6k3Y0n8NL8PkGXJSLbELEQZmbxwAPAYKAjcLSZFZ+a+S9goHOuCzAeeDRS9YiIVFR1X3uQlleNZEPLTrjzzmPceaupUd0x8qpWnHJNo9LNKSYi5SaSLWG9gDnOubnOuTzgZWB40R2cc1875zJDT6cAjSNYj4hIxeIcDR6/nqa3nElW5z4sO/pcctp3p3/3DbxxwywG91zBE+81oO8JbVmRqdEnItEmkiGsEbCwyPNFode25mTg/QjWIyJSceTn0/SG0TR6+GrW9tqHFYeOJqdNl383JybAHecu4PxD/mLa7yl0PrIDn/+QEmDBIlJcJP80shJecyXuaLYnPoT138r20cBogIyMDCZNmlQmBc6bN6/EY61fD0uXwqpVZXIaKUMrV85j9uxJQZchpaTrVrYSstfT/77rqDv9O34bNJhZA/cnv1YVWDV7i337DIJq9Wbz6Kv92PP0tgzfeyanH/sriQnbXg183sqVTJq95fEkeumaldKmfvotJtkrP+Zciblo5w9s1gcY55zbP/T8cgDn3E3F9usC/B8w2Dn3+/aO27NnTzd16tQyqXHSpEkMGjRoi9eXL4dp06Bu3TI5jZSh2bMn0a7doKDLkFLSdSs7VZbMo9UFw0ieO5Plh44mu0tfclps/w7INVlxXP1oEz75sQ6tGm3gyWsWMKB71lb3nzR7NoPatSvL0iXCdM1KKTfXf+zbN6KnMbMfnHM9S9oWye7I74E2ZtbCzKoARwFvFyusKfAmcFw4AUxEpDJL+elLOhzTjaqL/2LJiVeEHcAAaqQWcu8F87nmmD/Iyo5j4Oh2HHJeM40VEwlQxEKYcy4fOAv4EJgFvOqcm2FmY8xsTGi3sUBt4EEz+8nMyqaJS0SkInGO2hMep+2YvSiolsri068jr1nbsANYUUcesJb/u34GR+yxlHe/qUW7QzvyxP/VJEKdIiKyDRH9E8g5NxGYWOy1h4t8fgpwSiRrEBGJafn5NL31LOq++QjrO/ZkxfBTyGvSmoK09B0+ZHp1x7jRS9iz6yrumtCcU25oydNvr+Hp8Qto1Ti48TEilY2WLRIRiVIJq5bT9ox9qPvmI6zaewTLjzibDR177lQAK2rg7jm8ccNvnHrAQn78I4XOR3bkhkfrqFVMpJwohImIRKG0KR+xy+EdSZn+DcuOPpc1A4eT02qXMj9PfBycf8xynr9iJu0areeqR5sx4OTWrFiZXObnEpHNKYSJiEQRy8mmya1n0/as/SlISWPx6ePJ7tBzh8Z/lUa7Fht5/po/GDNkAVN/S+X4S4ZwxzNqFROJJN0WIyISJarNnEqLK48maeEcMgcdwuoBB5HXsDmFKdXL5fxxcXDOUSvYo8saxr9cl4vua8Zrn9TkhZvma6yYSASoJUxEJGCWs4GGD1xB+xN6E5+1hsWnjmX1XoeS06ZLuQWworp1zOPacz/l7GHz+fWvFDodsQvjHqqnNShFyphCmIhIgFKnfc4uR3Qk46mbWNtrbxaffj15TdpEvPtxe8zg9MP/4elLZtC15VqufaIJ3Y5uz4w/kwKtS6QiUQgTEQlA3Pp1NLnlTNqNHojl5bLk5KtYdeBxbOjQI/AAVtQubTby5BV/csnhc1mwrAq7juzApfdkkLexpJXpRKQ0NCZMRKQ8OUeNz9+h2fWnkrB6BZmDDmb1HkMhsWpUha+izOCEYZnsses67nilCbc+15AJk9J5/vr57LZLdtDlicQstYSJiJSTqvNm0/q8obS+cDiFySksHnMdq/c6jJy2u0ZtACuqVdN8Hrz4L8aOnMOqtQn0PqE9J49tRHaOWsVEdoRawkREIix+zSoynrieeq/cS2FiVVYMO5GsbgPIbdoWV6Vq0OWV2lGD17BP7xnc+GxjnpzYgE9+SOfZ6+YzsMfWFwQXkS0phImIRIjl5lDvlfvIeHw8cRuyWNt7PzIHDMOlVI+Jlq9tqVOzkDvPXcCA/2Vy/zvNGHRaO0buu4L7L19Mzeq6jVIkHAphIiJlraCA2u8+Q6P7LycxczlZu/Qic+/Dya/TIObDV3EH772O3TrO5IEJDXnpk3q8/WUtTh2+nCtOWUaddIUxkW1RCBMRKSvOkf6/N2j0wBUkLfyDDS06sHzE6eQ1aV3hwldRjTIKufH0Rey960pe/bwBd72cwUNv1ueQASsZO2YZ7ZvnBl2iSFRSCBMR2VnOUf2riTR8dBwpM6eSm9GcpcdcSE7bruS07Bh0deVm7z4b2LvPX0z+dilvTanHG5Nr89Inddlvt0xuu2ApXdpsCLpEkaiiECYisqMKCkif/BYZj4+n2u8/kVcng2VHnEV2x918y1dc5bwBfeDuOQzcfQG/zl7CG1/U450p9eh6dE326r6am85ZSq9OmtZCBBTCRERKzfJyqfX+C2Q8di1V/15AXr3GPnx16AHxCRW667E0OrXLp1O7JYzafxkvfFSPd76rx+4ndKDPLmu54eylDOqRhWl2C6nEFMJERMIUvzaTOm8+Qv3n7yBx9T/kNGnN3yMvYEPbrriEBHKbtQu6xKjUokkBV528lFMPXsZzE+sy4Zv67DWmHV1aZTH+jL8ZuseaytpoKJWcQpiIyHZUnf879V66mzpvP0VcXg7r23dnxWFjyG3atlKN+dpZ9WsXctFxyxg1eDmvfVqbN75qwPALW9O2STY3nb2UgwetVhiTSkUhTESkJM6RNvUz6r56P+mTJuDiE1jXYxDreu3NxrqN1OW4E+rVcZx5xD8cP/QfXvmoFq9MzuCwS1rRpvEGxp+xlCP2zVQ3pVQKCmEiIkXEZa2h9rvPUvf1B0me9xv5KdXJ3Odw1nUfSGEFmGQ1mqRWg5MPXsVxQ1bxwsSavPJ5Bkdd0ZIrH9jARaOWc9yBq0hJLgy6TJGIUQgTEQGS/5hO3dcfova7zxCXu4ENzduz7Miz2dB2V1xiFYWvCKqSCCcOz+TYIZk8+24t3ppSn9Nvasbl9zXixINWcOkJy6lfOz/oMkXKnEKYiFRacdlZ1PzkNepMeJzU6V9TmFCFdT0Gsq7HIDY2aEpu41a4xCpBl1lpJCb4lrGThq/i3UmpTJhSn7teyuDeVxowYNc1XDRqBfv1XkuCfnNJBaF/yiJSuThHyi9TqP3OU9R6/wXic7LJrd+EFQedyPpOvXDJqWr1CpgZHLRnFgftmcXk75L49OdafDKtDkPOSyejdi6nHLyS4w9aSavGeUGXKrJTFMJEpFKIX7OKWu8/T93XHiJ5/m8UVkliXbc9yOraj7xGLSlISWNj/SZBlynFDOyVw8BeS7ho/VLe+qwGE6fW5fonMxj/REO6tcni5ENWcehemWTUUXelxB6FMBGpsCwvlxpfTaTWBy+SPmkCVpDPhmbtWHb4mX5ur6rJavWKEWkpjmOHrubYoav59scqfDGjJp/+XJuzbm3KWbc2pWe7dZxy6CqO2n8VNVI1mF9ig0KYiFQs+Rup/t3/qPnRy9T89A3is7PIT6vJ6n4Hsr5TbzY2aKLgFeN275bH7t2WceExy5j0bRLfzKrJ5F9qMeamZpx/Z2OG7bGaYw7MZJ9ea0lOckGXK7JVCmEiEvucI3n2j9T6+FXqvPkoCesyKUhOIatzH9bvshu5TdtBfLzCVwVjBnv2zmHP3ku5rHAp73+ewkc/1uG9r9J55ZPaJFUpZMCuaxl1UCbDB64mtZpayCS6KISJSGwqLKTazO+p+dn/UWvi81RZsRgXF8/6jj1Z130guc3aaWqJSiQuDoYMWs+QQev5Z+UCJk9L5fvf05nyWzofXZ1O1cRC9th1LScMy2TYgNWkpSiQSfAUwkQkZljOBtKmfkb652+T/ukbJK7+BxcXT3a7bmQOHEZOq84UpqQpeFVydWo7Dtt3HYftu47c3IV89HUqX8+qyTez0jk2FMj27L6Gkw9ZxdA91pBUVV2WEgyFMBGJagmZK6j5yWvUmPwWaT9MJm5jLoVVk1nfsScr23Yjt0UHCqtpWgkpWdWq/013kZOzkI+/SeWrmTX5amY6H3xbk7Rq+QzbI5NTD13FHt2ytHallCuFMBGJLgUFpPz6LdW/+YAaX39AtVlTMefIrd+ENX0PYEOLjuQ1aa2uRim1pKT/AlnW+oV89HUak36pzZuf1eKFD+uSUTuXE4at4tjBq+jYMifocqUSUAgTkcBVWfwX1b/9mOrffkzatx+TkLUGZ3HkNG/Pqv2OYkOrzmxs4OfwUvCSspCaAofuu45D913HrNlxTPmtBpN/qc0tTzfgpqcyaNckm1MPW8mhe66mRSNNCiuRoRAmIuUufs0q0qZ+RvVvP6bGl+9SZfliADbWrMv6TruzoeUu5DZrR2FyikKXRFyHdoV0aJfJCcMymfZLAl/MqMWnP9XmorubcNHdTejQLJuRgzPZZ/d19OywXssmSZnRPyURiSznSFnxNzX/eonUn78k7YfJJP01E3OOgqRqbGjdhTV9B5PTtC35tRuAmYKXBMIMenTJp0eX5Zx71HK+mVaFKb+l8+WMWlz9cCOufhiqJRXQvd169uqVxcDuWfTtkqWB/bLDFMJEpEzFbVhPtZlTSfllCim/TiHtxy/osWYlAIVVk9nQvD2r9j2KnGZtyWvYHOITFLok6phB3x559O2xnAtYzk+/xjP9r+rMWJDKbwtTuf7xDK5zRtXEQnq2z+Lw/dYwpP8aWjfJDbp0iSEKYSKy4/I3kjznV1JmTaXajO9Inf4NSX/NwpyfgymvbiOy23ZlboO61GnciY31mmjSVIlJu3YqYNdOmUAmzsHM3+L4ZV4av8xPY+rvNTjvjiacd0cTmtTL5cD+axjcdy377L6OlGTNRyZbpxAmImGxnA0kz5lOtd+mUW32j1T7bRrJc34hbqMftFxQLY2c5u1YtfcI8ho2Jy+jOYUpaQD8USOOqrXaBVm+SJkxg106FLJLhzUcxRoKCxfx7U9V+P73Gvz8V3Wefbc2j7xZj+SqBezZYy0HDVjLfr3X0rKxBvjL5hTCRGRzzpG4YglJc2eSPOcXqv3+E9Vmfk/S/N//beEqqJZGbuNWrOk/hLz6Tcht0JSCmvW2Pp5r1exy/iJEyk9cHPTpnkef7iuAFSxcZHz/m58g9odZ1Zn4dU0AmtTLZcgea9l397Xstds60tMKgi1cAqcQJlJJWW4OVRfPperCOVRd+AfJf80iae4Mkuf8QvyG9f/ut7FGbXIbt2LVPiPYWL8JG+s1Jr9GbQ2gF9mKJo0dTRqv49B91rF+Pfw4syo/zq3O9HnVefbdWjz8Rl3izNGheTb79M7igD5r6b9rlta2rIQUwkQqMMvLpcqSv0ha8AdVF/xB0sI/qLpwDknzfyNx+WLM/XdXV35aOnn1m7KuxyDy6mSQX6sBG+tmUJhSHdD8XCI7IiUF+u+WS//dVuDcCub8Cb8tTOXnv9KYuSCNh1+vyz0v1ScxoZBdW6/n0H38eLIubTZgFnT1EmkKYSIxzjbmUWXxXz5gLfiDqgv/IGnhHKrOn02VZYv+7UIE342YV68ROU3asK5rfzbWqkdBjdrk16xHYbVUQGFLJFLMoE1raNPaz9oPS/njT+PnP9OYPi+Nn+dW5/L7G3P5/dCwTi4HD1rNiH1W03/XLBL127pC0mUViQG2MY8qS+b5gLXgj/+6EP+cQeI/S4sFrVTy6jYit3Ersrr0ZWPNehSk1yG/Zh0Kq6X9u5/Clkjw2rRytGm1lhGsxbnFTPslge9/T+f732vw+IS6PPh6fapXy+eAPqs55ZBV7NlznSaLrUB0KUWiRf5Gqi6Zt1m3YdUFf5A891cS//kbK/xvEG9Bcgob6zYit0lr1nXtR36teuTXrEN+eqhFywwXF0duM92RKBIr/pss9h/G8A+zZsfx459pfDs7nXe+rMmr/6tDzbSNHLnvKs45+h86tND6lrFOIUykHFlONlUXzaXqojlUXfTnv4/kuTO2DFpJKWys25DcRi3J6tyHjTXrkV+zLvm16vkWLTNymrdHA0dEKia/nNIaRh64hoWLF/D5TzX4cmZNHn+rLg+/WZ9+ndfw4BWL6dJmQ9Clyg5SCBMpI7Yxj8R/lpK4bCFVli2iyvJFJC5fRJVl/mPVRX+SuPqfzd5TUC2NvDoZ5DZuTVbnvuTXqsvG9Dp+jFZKdd2BKCIANGnkOKbRao4Zspoff0ngo2l1eOOr+nQb2YHTDv6bm8/9O+gSZQcohImEwfJySVy++L9g9ffC/z4PBa2EVcs2u9sQ/DI9G2vWJb9GbTa03ZW1teqRn16Hjel1KKhZj8LkFABymrRBAz1EJBzdOufTrfPfDN/jH257uSkP/V8Gr35ahyF7xtH4+HgtnRRD9L++VHqWk02V5Yv/bbWqsnzRFq1ZiZkrtnhfQXKq7x5Mr0N2267kV69FfvVaFKSlU5BSnYK0dFzV5H+7C9WiJSJlqX3LfJ64Yi7vTkrh2f814tkJXXl2AnRplcXh+66h/65Z9O68XguMRzGFMKnQ4rKzioWrTS1XC/9txUpYs2qL9+WnVP83YK3vuBsF1WuxsXpNCtJqUpBag4LU6lAlabP3KGSJSBCGDlrP0EG/8/a0hfw+sydf/FqLsY80xDmjSmiB8f36ZNG1bTY9O2TTuP7GoEuWEIUwiVlxWWu2CFdFuwerLJ1HfHbWFu/LT0snP90HrKzOfcmvUYv8tJoUVK9JQUp1ClOq46pU3ew9ClgiEu1aNs9mWPdlXOiW8cvMeGYtTOXX+Wn8NDeNax/LwDnfKt+sQQ6H7bWagwb41jKNhAiOvvUSdeI2rPcD3Fcs2fzjP0toNH8mNTNXkZC5gvic7M3e58woSKvpx1ul12Fdj0Hkp9Uiv3r6vy1Yhak1cIlVNnufApaIVCRm0GWXArrssoYjWYNzMGt2HPOXJzFrYSo/zq3Bfa/W484XG9CwTi7HDVnFycNX0rpJrm62LmcKYRJRtjGP+HWriV+bSXzWahLWrSZ+zSoS1qwkYfU/occKEjJX+LsIVy4tsfWqMKEK+em1WZtSjbx6jclu3cW3XKWmk59Wg8LqtchPTf93cLvmyBIR8cygY/tCOrbPZjDZwHJmzY7ju9k1+HBaHW55JoNbnsmgcd1cBvdfywF9tMB4eYloCDOzA4B7gHjgcefczcW2W2j7gUA2cIJzbloka5Lw2cY84jasJy4nm7gN64nPWuMDVdaa/wLVpkfW6n+3Ja5aHtpnDXF5255MsKBaWmiMVQ3y0+uQ06yt7xpMrUFhSnUKUqtTkFaTwqRqYMZPhato36pfOX0HREQqJj8HWSbHD8vk6x+q8OOf1flxbg1eeL8Wj/2fX2C8W7v1DNljLZ1abaB141yaZeRRs3qBWsvKUMRCmJnFAw8A+wKLgO/N7G3n3Mwiuw0G2oQeuwMPhT5WXs5BQT6Wn48VhB75G7GC/P9eDz3f9GDTPvn/7R+Xu+Hf8PTfR/95fAmvxW1YT1x2FvHr1/r35uVgBdv/K8hZHIXVUilITqEwOYXCpBTy02uT26AphUnV/GtVk/0jqRquShKFySkUpKRRmJQC8fH/HiucbsH8VbN36tsrIiKb69sjj749/gH+YfkK+G5GCj/Nrc7Pf1Xn+sczKHT/pa4qiYXUq7mRRvU20qjuRjLqbKRhXf9oUHsjtarnU7dmPnXS80mtVqjAth2RbAnrBcxxzs0FMLOXgeFA0RA2HHjWOeeAKWaWbmYZzrmlEawrLFX/nk+bq08kLjsLw0Gh8wHJOb9OnysMfe7+/RznsMKi20KvFxb61wsLQvs7/3lhQShIFfjnBQWbzZhe1lx8AoVVkiismuTDUJWqFFZJwlWpSkFSCvnVa1GYWBWXWBVXpQqFiVVwCVVwoY+b3leQVM0HrFCoKvpTltegiQ9XO6IwjNuoHbhw9pPoousWe3TNYk8ZXLO6tWHIgCyGDMgiK2sJCxbFsTSzKn9nJrFyXSKZWVXIzEpk1bpEps1MYuXaNNZtKDlKmDmSqhSSXLWQ5KqO5Ko+lMXFOcz8r444c6HXIM7AcMTFEdr+335v3T6H+rXzd+pr24Jzga84EskQ1ghYWOT5IrZs5Sppn0bAZiHMzEYDowEyMjKYNGlSmRQ4b968Eo+1YQPk//YLcX/+SkFCIlm16uLMwIA4w1k8kIAz86/7InEAFof/o8H/y9m0/b+PcWDg4uIpjIvzH+NDn1vcf6/HJ4S2+0dhkf1dXByFFkdhfHxoezwuziiMi8eZURifQEFCAgVVqpKfWJX8xCrkV6mCi9/e5d6Rf4x5mz9dNmcHjhG+lYVr2LhWS3TEGl232KNrFnsics2SoXYy1G5Y8mYH5G2MJ3NdNdZmJZO1oSpr1/uPuXmJbMyPJ3djAnkbE8jLjwfnf1c6Z2ya27rQmX/dgcNCbReh585wGJ9Pn0HdWmW8VqZzkJoKeXnb3zdCIhnCSvqNXjyih7MPzrlHgUcBevbs6QYNGrTTxQFMmjSJrR5r8CC4+WwAapTJ2aQsbPOaSdTSdYs9umaxp2Jfs2OCLiAi4iJ47EVAkyLPGwNLdmAfERERkQonkiHse6CNmbUwsyrAUcDbxfZ5GxhlXm9gTTSMBxMRERGJtIh1Rzrn8s3sLOBD/BQVTzrnZpjZmND2h4GJ+Okp5uCnqDgxUvWIiIiIRJOIzhPmnJuID1pFX3u4yOcOODOSNYiIiIhEo0h2R4qIiIjIViiEiYiIiARAIUxEREQkAAphIiIiIgFQCBMREREJgEKYiIiISAAUwkREREQCoBAmIiIiEgCFMBEREZEAmJ+0PnaY2Qpgfhkdrg7wTxkdS8qHrlls0nWLPbpmsUfXLDo1c87VLWlDzIWwsmRmU51zPYOuQ8KnaxabdN1ij65Z7NE1iz3qjhQREREJgEKYiIiISAAqewh7NOgCpNR0zWKTrlvs0TWLPbpmMaZSjwkTERERCUplbwkTERERCUSlCGFmdoCZzTazOWZ2WQnbzczuDW2fbmbdg6hT/hPGNTsmdK2mm9nXZtY1iDrlP9u7ZkX2283MCsxsRHnWJyUL57qZ2SAz+8nMZpjZ5PKuUTYXxv+PNczsHTP7OXTNTgyiTtm+Ct8daWbxwO/AvsAi4HvgaOfczCL7HAicDRwI7A7c45zbPYByhbCvWV9glnMu08wGA+N0zYITzjUrst/HQA7wpHPu9fKuVf4T5s9aOvA1cIBzboGZ1XPOLQ+iXgn7ml0B1HDOXWpmdYHZQAPnXF4QNcvWVYaWsF7AHOfc3NA/wJeB4cX2GQ4867wpQLqZZZR3ofKv7V4z59zXzrnM0NMpQONyrlE2F87PGfg/dt4A9Es8OoRz3UYCbzrnFgAogAUunGvmgDQzMyAVWAXkl2+ZEo7KEMIaAQuLPF8Ueq20+0j5Ke31OBl4P6IVyfZs95qZWSPgEODhcqxLti2cn7W2QE0zm2RmP5jZqHKrTkoSzjW7H+gALAF+Ac51zhWWT3lSGglBF1AOrITXivfBhrOPlJ+wr4eZ7YkPYf0jWpFsTzjX7G7gUudcgf8DXaJAONctAegB7A0kA9+Y2RTn3O+RLk5KFM412x/4CdgLaAV8bGZfOOfWRrg2KaXKEMIWAU2KPG+M/+ugtPtI+QnrephZF+BxYLBzbmU51SYlC+ea9QReDgWwOsCBZpbvnJtQLhVKScL9//Ef59x6YL2ZfQ50xY9LkvIXzjU7EbjZ+UHfc8zsL6A98F35lCjhqgzdkd8DbcyshZlVAY4C3i62z9vAqNBdkr2BNc65peVdqPxru9fMzJoCbwLH6S/yqLDda+aca+Gca+6caw68DpyhABa4cP5/fAvYw8wSzKwa/ualWeVcp/wnnGu2AN9yiZnVB9oBc8u1SglLhW8Jc87lm9lZwIdAPP6OrBlmNia0/WFgIv7OyDlANv6vCAlImNdsLFAbeDDUspKvhWuDE+Y1kygTznVzzs0ysw+A6UAh8Lhz7tfgqq7cwvxZGw88bWa/4LsvL3XO/RNY0bJVFX6KChEREZFoVBm6I0VERESijkKYiIiISAAUwkREREQCoBAmIiIiEgCFMBEREZEAKISJSNQwM2dmzxV5nmBmK8zs3TI8x8TQotTh7t8utGTPT2Y2y8weLataRKRyq/DzhIlITFkPdDKzZOfcBmBfYHFpDmBmCc65rS5W7Jw7sJQ13Qvc5Zx7K3T8zqV8/xbMLN45V7CzxxGR2KaWMBGJNu8DQ0KfHw28tGmDmfUys6/N7MfQx3ah108ws9fM7B3gIzOrZmavmtl0M3vFzL41s56hfeeZWR0zax5q2XrMzGaY2UdmllxCPRn4pWIAcM79EjpOvJndbma/hM5zduj1vUP1/WJmT5pZ1SLnHWtmXwKHm9l+ZvaNmU0L1Z5a5t9JEYlqCmEiEm1eBo4ysySgC/BtkW2/AQOcc93wqybcWGRbH+B459xewBlApnOuC3728B5bOVcb4AHn3C7AauCwEva5C/jUzN43s/OLdGWOBloA3ULneSFU89PAkc65zvjehtOLHCvHOdcf+AS4CtjHOdcdmApcsO1vi4hUNAphIhJVnHPTgeb4VrCJxTbXAF4zs1/x4WiXIts+ds6tCn3eHx/mCC2xM30rp/vLOfdT6PMfQuctXs9TQAfgNWAQMCXUurUP8PCmrs/QuduFjrlpPdNngAFFDvdK6GNvoCPwlZn9BBwPNNtKjSJSQWlMmIhEo7eB2/Ghp3aR18cDnznnDjGz5sCkItvWF/ncwjxPbpHPC4CSuiNxzi0BngSeDAXATqFzFF/3bXvn3VSj4UPj0WHWKSIVkFrCRCQaPQlct2n8VRE1+G+g/gnbeP+XwBEAZtYR2OHB9GZ2gJklhj5vgA+Fi4GPgDFmlhDaVgvfXdrczFqH3n4cMLmEw04B+m3aLzSGre2O1igisUkhTESijnNukXPunhI23QrcZGZfAfHbOMSDQF0zmw5ciu+OXLOD5ewH/GpmPwMfAhc75/4GHgcWANND20Y653KAE/Fdpr8AhcDDJXx9K/Ah8qVQjVOA9jtYn4jEKHOueGu6iEhsM7N4INE5l2NmrYD/AW2dc3kBlyYi8i+NCRORiqga8FmoG9GA0xXARCTaqCVMREREJAAaEyYiIiISAIUwERERkQAohImIiIgEQCFMREREJAAKYSIiIiIBUAgTERERCcD/A7WQRtLkQntKAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sources = [\"NGDC\", \"US_multi\"]\n", + "base_dir = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/02_parameter_tweaks/PRC-ROC.ipynb b/analysis/02_parameter_tweaks/PRC-ROC.ipynb new file mode 100644 index 0000000..710a3d0 --- /dev/null +++ b/analysis/02_parameter_tweaks/PRC-ROC.ipynb @@ -0,0 +1,422 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3838e460", + "metadata": {}, + "source": [ + "All models in this notebook are trained on the 'train-test-split' data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0bc507a3-51c6-4239-9bfe-85872adcbc39", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import sys\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import plot_PRCROC" + ] + }, + { + "cell_type": "markdown", + "id": "f479049c-0e80-4f71-a8fc-39f73b6f2173", + "metadata": {}, + "source": [ + "## Adjusted boosting parameters\n", + "\n", + " 1. iterations 1000 -> 200\n", + " 2. num leaves 31 -> 7\n", + " 3. n data per leaf 1 -> 5000" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bf4b3e77-e7c4-447b-95d2-16fdad795193", + "metadata": {}, + "outputs": [], + "source": [ + "sources = ['NGDC','US_multi']\n", + "scores_dir = \"/swot2/features/MODEL_RUNS/03_CHANGE_PARAMS/train-test-split/runtime_scores/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d9b1a909-40f7-46d7-9d80-b8ee5afb1302", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "1d59417b-c2b5-45cc-9dca-90de5181873a", + "metadata": {}, + "source": [ + "## 500 rounds\n", + "Change the configuration to 500 iterations" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8cb3c16a-97ce-4e8c-a6b8-da24c2dfc693", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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3npNjMJ8rHkVHR7Ny5UqnY5Rqc+fOpUePHk7HKLX0+jtP74Hz9B44q6hff2PM7iI7uZw2jcGcp3/7nKXX33l6D5yl1995To7BtGxNRERERERERESOS8UjERERERERERE5LhWPRERERERERETkuFQ8EhERERERERGR41LxSEREREREREREjkvFIxEREREREREROS4Vj0RERERERERE5LhUPBIRERERERERkeNS8UhERERERERERI5LxSMRERERERERETkuFY9EREREREREROS4VDwSEREREREREZHjUvFIRERERERERESOS8UjERERERERERE5LhWPRERERERERETkuIqseGSM+cgYc9gYs/44jxtjzJvGmG3GmHXGmDZFlUVERERERERERE5PUc48mgBccoLHLwUaej5uBsYVYRYRERERERERETkNAUV1YmvtfGNMnRMccjkw0VprgaXGmAhjTFVr7YGiyiQiIlKSWGvJc1ly8ix51mKtxf71GOTfsFispcBj/zzOYgsc63nu8Z5nITbDRZ7L4u9nivpbFBERER9hrcVl3Z/h32MKCtzmOI8VHHMcfY6jxzUF7vr3GKjAefnHeY99jvwxjvHyoU1Spsuxr11kxaNCqA7sLXA7xnOfikciIqWctZZclyU3z5LjcpGT6yLPUyjJzbMcTHex7XAq2bmW7DwXBsh1eR53ucjNy/+zxWUtLpf96/nu25BX4H6Xyz3YcZ/D5f6cZ8kpcPvvc7r+ypGX/3wLLk/xxuVy/zl/8OSylrwCf/77cc/zPefIzXPfl/995Ln+znV01vw82XnODSAu6pFL+dBAx76+iIiIFE5unouMnDwysvLIyM4l+UgOOXmW9Kxc0rNzSc/KJS0rjyPZuWRk55GelUtqZi6pWblk5uSRleMiMzePuKQMDv/0AxGhQVhryclz/TXeyslz4bInzyJnpmZZyxUnWt9VhJwsHh2rpnfMv27GmJtxL20jKiqKuXPnFmEsOZm0tDS9Bw7S6+88b3gPXNaS44Lcvz4suS7IynNfY8lzQZ51P5aWYwn0w1OEKPjZXdRwuY5zf/5tF7jAU7w4wXms++v+Vez413GQ57LEZ1rKBhqs/fvYgsflZz+pBfOL+FV28zPujwDPZ38/8Dfmr/v9jfsXmjHuDz/AGPPXfX75nwseV+C8fsbgbyDQcy4/f/ALcN/vV+B5Bf/s72cIMH4E+Pl78riPh7+/Rj5T8LP55y/f/OPM0cce/XwDebl5BAT4Y4BDhw6xfOlCAjXzqMTTGMy7eMPvn9JMr7/zSut7YK3lSK57TJeRY8nIhYPpLnJdkOq5L/92Zh5k5LjHidl5lmzPWLGw/A2EBECIv6FMAAT5G4L9IdDPEB3sok65QFKzc4kqYzzjIoO/8cPP+AOQk2cJDTTHH4t4/nCs+9yf/n7icccl/D0++cc5Chz/r/uOOs+xzpGWbQkP8r6xTa5nDOaylrS4g479DDhZPIoBaha4XQPYf6wDrbXjgfEAjRs3tj169CjycHJ8c+fORe+Bc/T6F6/cPBfZeS6yc11k5bo/L1i8lHqN2pDjeSwn1/05//Hs3L+f848/e47Nf96ehAwqlQ0mu8B9+celHMkhJTOXskH+5ORZsvKP8TyeV4yXdgL9jbtY4efn+Wz+/ux/1P2B7s/BnmP8/QyB/kc/z4/YtCxqVChDoJ+f5xz554EAfz8C/f0I9DOePxtSjuQQVS6EQM85tm7ZTItmTQnwM6Rn51GxbCD+fn7/zOY5p5+fp0DjZ/767G/cg5r8jPmFmgD/f5/DePv85WLw559/0r9/f15++WWuuOIK/TtUimgM5l30s+csvf7OK8nvQU6ei0MpmeyITSc+PYs1e5JIyMhh4/5ktsdmHPd5xkB4cAARoSHkuFw0rhpORJlAQgL9CQn0JzjQj7JBAYQG+RPq+QxQsWwQ4SEBlA32fHgeDwo4/rbIJfn191ZffvklDz72IHPnzqV27dqOvgdOFo++BW43xkwBOgLJ2u9IRE7GWuueTpudS0aW+3NOniUzJ889rfaoAk5mTh5HcvLIzHZ/PpKTR2aO61/3Hcn++/kHkjMJCfRz7yNzvCLNwgWnnD3AzxAU4EdQgLs4YoDVWUnuIoqnYBIU4EdYcAAVQoM4kp1H2WB/ypcJcj/P3/384AD/f5yn4GPWugsi4SEBf50zf1+aMoH+BPjnF0WOXWjx9//7tr8x+HnpzJK5advp0aqa0zFKhd9++42BAwcSHBxM1apVnY4jIiLi0+LSsvgjJpntsWn8sS+Z5CM5bI9NY2/CkX8dGxLoR6d6lWhfpyJVyodQo0Io5UICKFcmkAqhQVQOD6Z8mUCvHa/J6bPW8uKLL/Lwww/TpUsXQkNDnY5UdMUjY8xkoAcQaYyJAcYCgQDW2veAH4A+wDYgA7iuqLKIiPew1pJ8JIeE9GwOpWSRmZtHypEc9iZkkOtyr71OOZJLWpZ7nXVapnsGTlqm+760rNzT+rrGuIsnZTxXYcoE+RMS6EeZQH/CggOIDAumTKA/wQF+hAT6k3Qkh1oVyxAc4L4vv1gT5O/H9i2bad2y2V/Fm/yP4AC/fx37V5HHz0+/2MXnfPzxx9x88800atSImTNnUqdOHacjiYiIeD1rLfuSjrB2bzJbDqVyODWLbYdTWbU78V/7AlUrH0LrWhFc3LQKVcqH0KByGNHlQqgbWZaQQH9nvgFxVE5ODqNHj+bDDz/kqquu4qOPPiIkJMTpWEXabe2qkzxugduK6uuLSPHJzMkjNjWLw6lZJGVkE5+eTXxaNpsOprj3uEnLZuOBFLJz3TN+TiQk0I9yIYGEhwQQFhxAeEgg0eVC/ppWGxYcQJC/e4ZMdHgIuS4XUeHBhAT4E+wp/hQs4OQXi4ID/M7a8qO5advp0VwzMKRkW7RoEddffz0XXnghX375JeXLl3c6koiIiFeLSczg/Xk7+HTp7n/cH+TvR6ua5RnYpgaVw4M5p2o5WtWIoEaFMrq4KP/y7LPP8uGHH/LYY4/x5JNPes0WCk4uWxMRL+ZyWRIysolJPEJsahZbDqWSlZNHbFoWsalZbD6USmxqFpk5x9+Br0ygPxZLs2rl6VSvIrl5lqoRIVQtX4bQIH+qlAuhcrkQypdxT78tFxKoKywiXqJLly5MnjyZQYMGERiormoiIiLHsuVQKl+v3se0VTEcTs0CoGPdinRrGEnz6uVpUb08lcKCHU4pvuT++++nVatWDBgwwOko/6DikUgplJvnIibxCLsTMtiXeIT4tCwSM3JYF5PEgeRM9ie711zbY2z3ExkWRGRYMFXKhVCzQigVywZRpVwIdaPKEuTvR/WIMtSoEEpkeBChQfonRsSXxMbGMnLkSF566SVatGjBsGHDnI4kIiLiVZIyslmwNY5v1+5n9Z4k4tLcBaPalUK5pmMtBrapQZtaEV4zW0R8w7Jly3jyySf58ssvCQsL87rCEah4JFKiJaRns+WQe331weRM1sYksfVQ2jGXjgX5+1Etwr08rEd0FNHlQmhSJZzwkEDqVw6jSrkQIsOCCPA/fgcGEfFdmzZt4rLLLmP//v3s2rWLFi1aOB1JRETEUfl7Fy3YGseyHfH8uukwqZl/779ZqWwQt/WsT/9W1WlcJdzBpOLLpk2bxogRI6hWrRqHDx+mbt26Tkc6JhWPREoAay3bDqexdGcCv+9OZNvhNDYdTCEn759Th5pVK0frmhHUiQylVY0IypcJpE5kWapFlKF8GS1LESmt5syZw8CBAwkKCmLu3Ll07NjR6UgiIiLF7kDyEX7eeIh1Mcms3JXArviMfzzevk4F6keFcX6jKHqdE33CtvYiJ2Ot5aWXXuKhhx6iS5cufP3110RFRTkd67hUPBLxMS5rWb0nkZ1x6SzcGsfqvUnsjEv/xzGVw4PpUj+SVjXK06Z2BRpXCadKuRBNnxWRf5k/fz4XXXSROqqJiEipciglkzV7k9h8MJXNh1KZue7APx6vVDaIDnUqcn7jKLo3jKJptXL4a3NrOYuefvppxo4d61Ud1U5ExSMRL5eQns38LbEs2hZHTOIRlu3MwGUXA+7OZJXDQ7i0eRUaRYfTo3EULaqX19IyESm0Tp06cf/99/PQQw+po5qIiJRYienZLN0Rz6LtcSzeHs+O2L8vvtaqGMolzapQLaIMvZtWpk2tCmriIkVu+PDhBAYG8tBDD/nERX4Vj0S8TGJ6Nst2xvPj+oMs2R7/V9cGgOoRZehRI4Be7ZrQqkYETaqEq1AkIqcsMzOTRx55hIcffpjIyEief/55pyOJiIicVelZuSzfmcBiT7Fo44EUrIWyQf50qFuRq9rXom2dCjSpEq4mL1Jsdu7cyfjx43n22WepV68eDz/8sNORCk0/JSIOc7ksy3YmMHXFHpbtTOBAciYAwQF+NIoOp2/LavRpUYUWNcoTHODP3Llz6dGxtsOpRcRXxcbGcvnll7NkyRLatm3L1Vdf7XQkERGRM5aVm8fvu5NYsj2ORdvjWbs3iVyXJcjfjza1I7i3dyO6NKhEyxoRBOriqzhg6dKl9O/fn5ycHG644QYaNGjgdKRTouKRiAOOZOfx1ep9fL16H6v2JJLncm9sHRkWxKgudbigSWU61aukTfhE5Kwq2FHtyy+/ZPDgwU5HEhEROW0ul+W7dfuZumIvi7fHA+BnoGWNCG7uXo/zGkTStraWoInzCnZUmzlzps8VjkDFI5Ficzglk5l/HGDy8j1sOZT21/1takUwtH1NLmxahYplgxxMKCIl2dKlS7n00kvVUU1ERHxafpfhSUt388XKGI7k5FE2yJ8B51ana4NILmwWTbkQdREW7/Hmm29y1113+URHtRNR8UikCMWmZjF5+R7mbYll1e5EwL0crUPdilzVoSZ9WlQlOEBXQkSk6NWrV4/zzjuPt99+Wx3VRETEp2TnuvhqdQyTV2UyatYPf91/bq0IhraryeC2NbQPqHitli1bMmLECMaPH+/1HdVORMUjkbMsz2WZumIvE5fsYtPBVAAqhwfznx716dogks71K/nEbvoi4vtcLheffPIJw4cPp3Llynz//fdORxIRETmpPJdlXUwS87bE8u3a/exNyCAnz73NQ4e6FenaIJLBbWtQLaKMw0lFji0pKYlZs2YxbNgwevToQY8ePZyOdMZUPBI5S1buSuDjRbuY+ceBv+67tHkV7uzVkHOqlnMwmYiURpmZmYwaNYqpU6cSGBjI8OHDnY4kIiJyXAeTM/l540G+XBXD1kNpHMnJwxhoWb08g9vWoGfjyvgd+pPeF3R2OqrICe3cuZO+ffuybds2unTpQq1atZyOdFaoeCRyBvJclumrYvhg4Y6/9jGqUaEMIzvXZlSXutrwWkQcUbCj2osvvsg111zjdCQREZF/2Z90hOmrYpi6ci8xiUcACPQ39GtZjZ5NKtOlfiUqhQX/dfzc2E1ORRUplGXLltG/f3+ys7OZNWtWiSkcgYpHIqflSHYeny7dxdu/bSMlMxc/A3f1asg1nWpROdx317GKiO8r2FFt2rRpDBo0yOlIIiIiAOTkufhmzX5++OMAv206/Nf9QQF+9GtVjaHtatK+bgXtCSo+6eiOak2aNHE60lml4pHIKYhLy+J/C3bw8cJdZOe5aFA5jIf71GWINukTES+RmZmJMUYd1URExHGZOXl8tXofK3Yl8EdMMlsP/91xuFm1cnSsW4k+LarQtnYF7QkqPi82NpY2bdr4dEe1E1HxSKQQdsSm8czMP/+6QtKkSjgPXNyYC5pU1i86EfEKy5cvp0OHDrRu3ZpNmzYREKBf8SIi4oylO+L56vd9TF25F4DyZQKpF1WWgedW58Km0fRsUpmQQM0uEt+Xk5PD+vXrOffccxk9ejQ33XRTiR2DlczvSuQsWb8vmf/+vIVfPUWjrg0iuf2CBnSqV8nhZCIibi6Xi8cff5xnn32WGTNmMGDAgBI7aBEREe9lreWbNft55afNf+1flF8suqR5FV1wlRInKSmJIUOGsGTJErZt20aVKlVK9Bis5H5nIqfJWsvCbXH8b8FO5m+JBaBvy6rcfkEDmlRR1zQR8R4FO6rdeOON9O3b1+lIIiJSCm0+mMpjX69n+a4EKpUNYkjbGjx6WVPKhwY6HU2kSOR3VNu6dSvjx4+nSpUqTkcqcioeiXjk5Ln4YuVeXpm9mcSMHAAubV6Fx/o2pVpEGYfTiYj809Ed1R544AFd1RURkWK1My6dJ77dwDzPBddbutfjvosaq+OwlGgFO6rNnj2bnj17Oh2pWKh4JKVeSmYOb/yylW/W7CMuLZuw4AD+06M+t5xfn/JldLVERLzTkiVLWLt2LV9++SWDBw92Oo6IiJQi22PTeOe3bcxYvQ9joH+rajxwcWNqVgx1OppIkfvss88ICwsrkR3VTkTFIym1th5K5fVft/LjHwdwWYgMC+a/Q1txeavq+Pnp6r2IeKfY2FiioqLo378/O3bsIDo62ulIIiJSSsQkZnDDhJVsPpQKQO9zonn0snOoE1nW4WQiRctaS1xcHFFRUbz66quMHTuWSpVK1z64Kh5JqbNkezwvzNrE2r1JALSrXYGHLm1CuzoVnQ0mInISEyZM4LbbbmP27Nl07dpVhSMRESkWs9Yf5M1ft7LpYAouCyM61eaOXg2oHB7idDSRIpeTk8Po0aP59ddfWbVqFRUrVix1hSNQ8UhKCZfL8t26/bz561a2x6YD0KNxFM9c0ZwaFTS9VkS8W8GOar169aJ58+ZORxIRkVIgIT2bx75ez8w/DhAa5M/Q9jW5pXt9zTSSUiMpKYnBgwfz66+/8sgjjxAREeF0JMeoeCQlWnxaFlNW7GXS0t0cSM4k0N9w6/n1uaV7PSqUDXI6nojISWVmZnLdddcxZcoUbrjhBsaNG0dgoPZjExGRorM/6Qj/W7CDjxftws/AnRc04PYLGmojbClVdu3axWWXXcaWLVv4+OOPGTVqlNORHKXikZRIy3cm8MpPm1m+MwGARtFh3NmrBYPb1iDQX7/0RMR3fPrpp0yZMoUXXniBBx98UB3VRESkyMSnZfHSrM1MXbkXgE71KvLAxY1pW1vbO0jp88ADD7B//35mz57NBRdc4HQcx6l4JCVGTp6LjxftZMryveyIcy9Nu6xFVW45vx4ta0Q4G05E5BTl5eXh7+/PjTfeSPPmzencubPTkUREpISKS8vifwt28P68HQAMbVeTEZ1r07x6eYeTiRS//DHYe++9R2xsbKnqqHYiKh6Jz0vJzOGTRbuYvHwP+5MzMQbuuKAB13apQ2RYsNPxRERO2Zw5c7j11lv58ccfqVevngpHIiJSJP48kMLzP25i4dZYXBYuaVaF0T3q06pmhNPRRIqdtZaXX36ZH3/8kVmzZlGpUqVSuTH28ah4JD5rZ1w64+dvZ/Jy97Ta6hFleGNYa/q1rIafn5Z1iIhvmjBhAjfddBONGjXCz0/LbEVE5Ow6kp3Hi7M28f26/cSlZQPQp0UV7rigIedULedwOhFn5OTk8J///IcPPviAYcOGYa11OpLXUfFIfM78LbFMWLyL3zYdBqBbw0hGn1+fzvUraS8QEfFZBTuq9e7dmy+//LJUd/QQEZGzb/nOBO6cvJqDKZl0qFuRG7pW5vLW1agWUcbpaCKOSU5OZvDgwfzyyy88+uijPPnkk7qAdwwqHonP+H1PIm/9upU5m2MBuLpjLUafX5+aFUMdTiYicubefPNNnn32WW688UbeffdddVQTEZGzZl/SEZ774U9mrjtAgJ9hwnXt6dG4stOxRLzC1Vdfzdy5c9VR7SRUPBKv9/ueRP778xYWbI0jwM/wwMWNGdG5NuVC9B8rESk5brrpJsqXL8+oUaM0i1JERM6K2NQsnp25kZl/HABgSNsajLm0ifYFFSngpZde4r777lNHtZNQ8Ui81u97Enl25p+s2p1IUIAfN3Wry+09G1I+VEUjESkZNm/ezMMPP8wnn3xCeHg41113ndORRESkBIhPy+Ll2ZuZssK9N+iw9jW5rWcDzdgX8Zg+fTqLFi3i1VdfpVmzZjRr1szpSF5PxSPxOmv2JvHCj3+ydEcCIYF+3NC1Lndc0ICI0CCno4mInDVz585l4MCBBAYGsnv3bpo3b+50JBER8XEpmTm89tMWvly5l/TsPHqfE81/etanTa0KTkcT8Qr5HdXGjBlD586dOXLkCKGhKqoWhopH4jWWbI/nvz9vYcXuBMKCAxjdoz7/6VGfcC1PE5ES5pNPPuGmm26iQYMGzJw5k7p16zodSUREfNjehAw+WLCDT5fuxmWhdqVQPh3aWkUjkQJycnK47bbb+N///sfQoUOZMGECISEhTsfyGSoeiePmb4nllZ82sy4mmQA/w6XNq/D8gJZaniYiJdK7777LbbfdRq9evZg2bZo6qomIyGnJc1n2JGTw6ZLdfLp0Fzl5lq4NIvlPz/p0qR/pdDwRrzN06FC++uorHnnkEZ566il1VDtFKh6JYzYdTOHp7zeyaFs8AFe2q8FjfZtqppGIlGiXXXYZO3fu5LnnnlNHNREROS2r9yRy86eriE3NAqBNrQjeGHau9jQSOYFRo0bRv39/dVQ7TSoeSbFbtTuRcXO388ufhwgN8uee3o0YdV4dypfRf6JEpGSKjY3lnXfe4fHHH6d27dq8/PLLTkcSEREflJvn4q6pa5i57gAVQgN56NImtKoRQad6FdWpU+QYli1bxqZNm7j22mvp37+/03F8mopHUmz2JmTw8Iw/WLgtjpBAP+7q1ZBru9ShYllthC0iJdfmzZvp06cP+/fvZ8CAAbRq1crpSCIi4oMOp2Zy08RVrN2bxKA2Nfi/Pk2oFBbsdCwRrzV9+nSGDx9OzZo1GTZsGMHB+nk5EyoeSZHLznXx2s9b+GDBDnJdluGdavHgJU0op+VpIlLCFeyoNmfOHBWORETklGXm5DFh8S5e+HETAA9d2oRbz6/vcCoR73V0R7VvvvlGhaOzQMUjKVJzNx/mka/Wsy/pCD0aR/HsgBZUjyjjdCwRkSL3+eefM2rUKHVUExGR07YnPoNRE5azIzadjnUrclfvhtoMW+QErLXceuutjB8/Xh3VzjIVj6RIHE7JZMz0dczZHEtUeDAfjGxH76bRTscSESk2NWvW5KKLLmLSpEnqqCYiIqfsq9UxPDT9Dyzw/oi2XNysitORRLyeMYZatWqpo1oRUPFIziprLZOW7ual2ZvJynUxqksdHrq0CSGB/k5HExEpcpmZmfz4448MGDCAbt260a1bN6cjiYiIj8nKzePZmX8yccluGlQO491r2tAoOtzpWCJebdeuXRw4cIDOnTvzyCOPOB2nRFLxSM6axPRs7p66hnlbYjmvQSWeuaIFdSPLOh1LRKRYxMbGMmDAABYvXsz69etp2rSp05FERMTHHE7N5K7Ja1iyI54r29XgmStaEBSgmRMiJ7J8+XL69etHWFgYmzZtIjBQe+sWBRWP5KxYvSeRe6auISbxCE9f3ozhnWqrXaiIlBoFO6pNnTpVhSMRETllczcfZtTHKwAY268p152nvfJETia/o1rVqlWZOXOmCkdFSMUjOSM5eS7Gzd3OG79upUq5EKbe0om2tSs6HUtEpNgc3VGtU6dOTkcSEREf88WKvTw4fR1Nq5bjjWGtaahlaiIndKyOalFRUU7HKtFUPJLTFpuaxW2f/87ynQn0bVmV5wa2oFyIKr0iUrps27aNKlWqqKOaiIiclm/X7mfMjHV0qFuRD69tR7jG0yKF8vvvv6ujWjFS8UhOy4pdCdz66SqO5OTx+tDWXHFudacjiYgUG2stGzdupFmzZtx4440MHz5cgxYRETkl2bkuxkxfx1er99GudgUmXNee0CD990zkRJKTk0lJSaFmzZp88sknBAYGqqNaMdG/TnJKrLX8sDObabOXULtSWT69oSNNq5VzOpaISLHJzMzkuuuu45tvvmH9+vXUq1dPhSMRESm02NQs3p+3nR/XH2Rf0hF1JxYppF27dnHZZZcRGBjIqlWrCA4OdjpSqaLikRRadq6Lp7/fyBebc7i0eRVeHNxSy9REpFSJjY3liiuuYPHixTz//PNapiYiIoWWm+fix/UHeer7jcSmZlGzYhleGtySK9vVdDqaiNfL76iWnZ3N9OnT8fdXsbW4qXgkhZKQns2Nn6zg9z1JXFInkHevaaNuaiJSquR3VNu3bx9ffPEFQ4YMcTqSiIj4iF1x6fzns9/ZeCCF6hFl+Oa282hVM8LpWCI+oWBHtblz53LOOec4HalUUvFITmp3fDrDP1zG4ZQs3hjWmvJJW1U4EpFS56OPPiI1NZW5c+eqo5qIiBRKYno2r/28hU+X7iY4wI9Xh7Ti4uZVCAvWf8NECiMvL4/nn3+ec889l6+//prKlSs7HanU0r9ackJbDqUy6qPlpGfnMfnmTrSpVYG5c7c6HUtEpNgkJydTvnx5nn32We644w5q1KjhdCQREfEBO+PSGfnRMvYnZXJJsyrcf3EjGlQOdzqWiE/IyckhJyeH0NBQZs6cSbly5ShTpozTsUo1FY/kuH7fk8iNn6zEAFNu7sQ5VbUxtoiUHtZaxo4dy4QJE1ixYgXR0dEqHImIyElZaxk3bztv/roVP2OYcnMn2tep6HQsEZ+RnJzMkCFDCAkJ4ZtvviE6OtrpSIKKR3Icv/55iP989jvR5UL47MaO1KwY6nQkEZFik5mZyfXXX8/kyZO5/vrrqVChgtORRETEB2w5lMp9X6zlj33J9GwcxbMDWlAtQrMlRApr165d9O3bl82bN/P+++9ruxQvouKR/MucTYe5+dNVNK1ajg9HtaNyuFpQi0jpERcXxxVXXMGiRYt4/vnnGTNmjAYuIiJyUgu3xjH6s1X4+xmeHdCcqzvU0u8PkVOwfPly+vfvT2ZmJrNmzaJXr15OR5ICVDySf5i1/iCjP1tFy+rl+fTGjpQLCXQ6kohIsXrwwQdZuXKlOqqJiEihWGt54tsNfLJkNzUrlmHSDR2pXams07FEfEpOTg5Dhw4lNDSUOXPmqKOaF1LxSP4yfVUMY6av49yaEXw8qoMKRyJSqlhrMcbw6quvMnr0aNq3b+90JBER8XJ7EzJ49Ov1zNsSy8A21XnmiuaEBum/WCKFZa0FIDAwkK+++opq1aqpo5qX8nM6gHiHL1bu5f5pa+lUrxITru9A+VAVjkSk9Jg4cSK9e/cmMzOTChUqqHAkIiInlJ6Vyz1T13D+y3NYsj2eOy5owCuDW6lwJHIKcnJyuPXWW3n00UcBaN26tQpHXkzFI2HG7zE8OG0d59WP5INr22nGkYiUGtZaHn/8ca699lqMMWRlZTkdSUREvFxCejaDxi3mu7X7Gdq+JvMe7MF9FzXGz0/7G4kUVnJyMpdddhnjx48H/p6BJN5LpfFSzFrLJ4t38eT3G+lcrxIfXNuOkEB/p2OJiBSLgh3VbrjhBsaNG0dgoIrnIiJyfDti0xjx4XJi07J4++pzuaR5Vacjificgh3VPvroI6677jqnI0khqHhUir328xbenrON8xtF8d7wtiociUipctNNNzF58mR1VBMRkZPKyXPx5eZsZs6aR5lAf94c1lqFI5HTkJmZSffu3UlJSWH27NlccMEFTkeSQlLxqJR6Z8423vptG0Pa1uCFQS3x1zRbESllHnnkEfr376+OaiIickJJGdlc8c4idsXn0K1hJC8NbknV8mWcjiXik0JCQvjvf/9L06ZN1VHNx2jPo1Jo1voDvDx7MwPPra7CkYiUKnPnzuW+++7DWkuTJk1UOBIRkRNKysjmhk9Wsis+g5tbBjPx+g4qHImcImstL7/8MlOnTgVg0KBBKhz5IBWPSpl1MUncOWUN59aK4LmBLVQ4EpFSY+LEiVx00UX88MMPJCUlOR1HRES83LbDqVz25kLWxSTx/oi2dKkWoCXOIqcov6Pagw8+yA8//OB0HDkDKh6VIjGJGVz38QoqhwczfoQ2xxaR0qFgR7Vu3bqxePFiKlSo4HQsERHxUtZa3pmzjd6vzSf5SA6TbujIxc2qOB1LxOcU7Kj28MMP8/HHHzsdSc6A9jwqJeLTsrhhwkqyc11MvaUTUeHBTkcSESkWt956K+PHj+f6669n3LhxBAUFOR1JRES81KGUTIa+v4Rd8Rl0rleJZwY0p35UmNOxRHxOWloa5513Hps3b+bDDz/k+uuvdzqSnCEVj0qB7FwXN3+6ip1x6Uy4vj0NKoc7HUlEpNhcfvnl1KlTh4ceekjLDURE5LhW70nk9s9XE5uWxQMXN2b0+fXx0xYPIqclLCyMQYMG0b17d3r16uV0HDkLVDwq4ay1jP12A6t2J/LGsNZ0qR/pdCQRkSK3efNmli1bxsiRI+nTpw99+vRxOpKIiHixr1fvY8z0dVQsG8TkmzrRtraWN4ucjhkzZlC7dm3atm3Lk08+6XQcOYu051EJ9/GiXUxevofRPepzeevqTscRESly8+bNo3PnzowZM4bU1FSn44iIiJdbvy+ZB6eto1bFUL67o6sKRyKnIb+j2uDBg3nuueecjiNFQMWjEuznjYd46vuNXNq8Cg9c1NjpOCIiRW7ixIlceOGFVKlShcWLFxMermW6IiJyfNsOp3LjJyupUDaQL27pTGSY9gUVOVUFO6oNGTKESZMmOR1JioCKRyXUmr1J3Dl5Na1qlOfVK1tpvbaIlHhPPPHEPzqq1a1b1+lIIiLixVbtTuCaD5aRnpXLxOs7UqGsGiqInKq0tDT69u3L+PHj+b//+z8mT55MmTJlnI4lRUB7HpVAexMyuGHCCiqFBfG/ke0IDdLbLCIlX2hoqDqqiYhIoRxOzeT6CSsJ8DN8flMnGlfRTFWR0xESEkJwcLA6qpUCqiqUMOlZuYz8aDm5Lssn13egcrkQpyOJiBSZuLg4tm3bRqdOnXjggQcA1FFNREROKD0rl5EfLudIdh4/3NVVnYhFTsPKlSupUaMGVapU4ZtvvtH4qxQo0mVrxphLjDGbjTHbjDEPHePx8saY74wxa40xG4wx1xVlnpLOWsv9X65ld3w644a3oX5UmNORRESKzObNm+nUqRMDBgzgyJEjGGM0cBERkROy1nLXlNVsO5zG+yPaqnAkchqmT59O9+7dufPOOwFduCstiqx4ZIzxB94BLgWaAlcZY5oeddhtwEZrbSugB/CqMUZrDU7TtFUx/Lj+IA9c3IQu9SOdjiMiUmTWrFlD586dSUlJYcaMGVpbLyIiJ5WVm8eD09bxy5+HGXNJE3o2qex0JBGfkt9RbciQIbRq1Yq3337b6UhSjIpy2VoHYJu1dgeAMWYKcDmwscAxFgg37lJlGJAA5BZhphLrQPIRnpn5J+1qV+CW7vWcjiMiUmQmTpzIAw88QIMGDZg5cyb16unfPBERObFDKZncPHEla2OSGdWlDjd2U1MFkVORk5PDa6+9xvfff8+VV17JhAkTdPGulDHW2qI5sTGDgUustTd6bo8AOlprby9wTDjwLdAECAeGWmtnHuNcNwM3A0RFRbX94osviiSzr7LW8ubqLNbH5fFs1zJUDi3aJnppaWmEhWlJnFP0+jtP74FzrLU899xzHD58mGeeeYbwcC03cEJR/wz07NlzlbW2XZF9ASk0jcG8i37/nJ5NCXm8uDwTgFHNgji/ZuBpnUevv/P0HjgnLS2NW2+9lfPPP58bbrgBPz81bneCk2Owopx5dKyFj0dXqi4G1gAXAPWBn40xC6y1Kf94krXjgfEAjRs3tj169DjrYX3Zlyv3svrwOh697Byu7Fb0V+Dnzp2L3gPn6PV3nt6D4peZmUlcXBw1atSgS5cuzJ8/nwsvvNDpWKWWfgZKD43BvIt+9k7dO3O28fLyzTSoHMbrQ1vTvHr50z6XXn/n6T0ofjExMURFRREcHMz//vc/Lr30UqcjlWpO/gwUZbkwBqhZ4HYNYP9Rx1wHzLBu24CduGchSSHtjk/nsW/W06FuRa47T9NvRaTkiYuLo3fv3lx44YVkZ2cTHBxMYODpXTUWEZHSY/LyPbw8ezO9mlRmys2dzqhwJFIaLV++nHbt2nH33XcDaJlaKVeUxaMVQENjTF3PJtjDcC9RK2gP0AvAGBMNNAZ2FGGmEufRr9cT6OfHf4e2xt9Pu9yLSMmyZcsWOnXqxMqVK3niiScIClJPBRERObmZ6w7w8Iw/OK9BJd6+ug2RYcFORxLxKTNmzKBHjx6UKVOGO+64w+k44gWKrHhkrc0FbgdmA38CX1hrNxhjbjXG3Oo57GmgizHmD+BXYIy1Nq6oMpU0v206xIKtcdxzYSOqR6gKLCIly7x58+jUqRMpKSnMmTOHoUOHOh1JRER8wNId8dzzxRpa1ijP+BHtKBPk73QkEZ9hreWVV15h8ODBtGrVimXLltG06dFN06U0Kso9j7DW/gD8cNR97xX4837goqLMUFLl5Ll47odN1KkUyvBOtZ2OIyJyVllreeSRR4iOjlZHNRERKbRfNh7ixokrqVQ2iHevaUPZ4CL9745IiXPgwAGefvpphgwZoo5q8g/619RHTVyym22H0xg/oi1BAdrpXkRKBmstmZmZlClThunTpxMUFESFChWcjiUiIj7gi5V7eXDaOqqUC+HzmzpSo0Ko05FEfEZGRgZlypShWrVqrFixggYNGqijmvyD/jb4oPi0LN78dStdG0RyYdNop+OIiJwVWVlZDB8+nIEDB5KXl0d0dLQKRyIiUihzNh3mwWnraFe7AjPv7Eq9KLVzFyms3bt306FDB1599VUAGjVqpMKR/Iv+Rvig/y3YSWpmDmP7NcUYbZItIr4vv6Pa559/Tvfu3TVgERGRQjuYnMmY6esIDw7gzavOpZI2xxYptBUrVtCxY0diYmI499xznY4jXkzL1nzM4dRMPlm8i74tq9EwOtzpOCIiZ2zLli306dOHmJgYpkyZoo2xRUSk0BLSsxny/mLSs3L59MaOVFMTGZFCmzFjBsOHDyc6OprffvtNG2PLCal45GPenbOd7DwX917YyOkoIiJnzOVyMXDgwL86qnXu3NnpSCIi4iOstTw0fR0xiUeYfFMn2tTSUmeRwtq5cydDhw6lXbt2fPPNN1SuXNnpSOLlVDzyIfuTjvDZst0MaVuDOpFlnY4jInJGrLX4+fnx6aefUr58eXVUExGRUzJ+/g5+2niIMZc0oVO9Sk7HEfEJ1lqMMdStW5dvvvmGnj17qqOaFIo2lfAh/1uwA2vh9gsaOB1FROS0WWsZO3YsY8aMAeDcc89V4UhERE7JJ4t38dLszVzQpDI3d9fvEJHCSE5Opm/fvvz4448A9OnTR4UjKTQVj3xEamYO01bG0KdFVbUdFRGfld9R7amnniI2NhaXy+V0JBER8TGz1h/k6e830rVBJO8Nb4u/nxrIiJzM7t27Oe+88/jpp584fPiw03HEB2nZmo/4bNkeUrNyuaFrXaejiIiclri4OAYMGMDChQt59tlnefjhh9UxUkRETsmkpbt57Jv1NKwcxhvDWhMUoGvhIiezYsUK+vXrR2ZmJrNmzaJXr15ORxIfpOKRD0jLyuXdOdvo2iCSVjUjnI4jInLKcnNz6dmzJ1u3blVHNREROS1frtzLo1+vp1r5ECbf1ImI0CCnI4l4vc2bN3P++eero5qcMRWPfMBHC3eSkpnLvRepw5qI+KaAgADGjh1LtWrV6NKli9NxRETEx/y+J5EHpq2jU72KfHhte8oG678xIoXRqFEjxo4dy6hRo4iOjnY6jvgwzfP0cpk5eUxYvIve51RW+1ER8Tmffvopn332GQCDBw9W4UhERE5ZZk4et366iqjwYN69pq0KRyInkZuby3333cemTZswxjBmzBgVjuSMqXjk5b5evY+E9Gyu115HIuJD8juqjRw5kkmTJmGtdTqSiIj4mMycPKYs30OPl+dyODWLV4a0omJZLVUTOZGUlBT69u3La6+9xg8//OB0HClBVLb3Ynkuy/j5Ozinajk616vkdBwRkULJysrihhtu4LPPPuO6667jvffe08bYIiJySo5k53HzpytZsDWOIH8/XhzUgvMbRTkdS8Sr7d69m759+7Jp0yY++OADbrjhBqcjSQmi4pEXm7PpMDvi0nnrqnP1Hy8R8QnZ2dlceOGFLFiwgOeee46HHnpI/36JiMgpsdZy7xdrWLw9nucHtmBQmxrqqiZyEps3b6ZHjx4cOXKEH3/8kd69ezsdSUoY/SvsxSYv30NkWDCXNK/idBQRkUIJCgqiZ8+eTJkyhYcffliFIxEROWXvz9/Bj+sPcm3nOlzVoZYKRyKFULt2bXr27MnixYtVOJIioZlHXmpf0hHmbD7M6B71CfTXL0wR8W7z588nJCSEDh068OSTTzodR0REfNS3a/fzwo+baFe7Ao9edo7TcUS8mrWWjz76iEGDBhEREcHnn3/udCQpwVSV8FLTV8XgsjCsfS2no4iInNCnn35K7969GTNmjDbGFhGR07ZyVwL3fbGGljXK88G17fDz0+xVkePJzc1l9OjR3HjjjYwbN87pOFIKqHjkhay1TFsVQ+d6lahZMdTpOCIix2St5YknnmDkyJF07dqVGTNmaJmaiIiclq2HUrnmg2VUDg/ho1HtiQhVVzWR48nvqPb+++/z8MMPM2bMGKcjSSmgZWte6Pc9iexJyOCOCxo4HUVE5JiO1VEtKEgDfREROXUrdyUw4sPlRIYFM35kWyLDgp2OJOK19uzZw2WXXaaOalLsVDzyQt+tPUBQgJ82yhYRrxUQEEBKSgrPPvusNsYWEZHTtmJXAiM/XE50uWA+vaGjZt2LnERAgPu/8LNmzaJXr14Op5HSRMUjL5Ob5+Lbtfvp1aQy4SGBTscREfmHLVu2EBYWRrVq1fj666/x89PqZxEROT1zNx9m9KTfiS4XzKQbO1KjggpHIsezcOFCOnfuTLVq1Vi7dq3GYFLs9DfOyyzdkUBCejb9W1VzOoqIyD/Mnz+fzp07c/311wNo0CIiIqfti5V7GfXxCupElmXKzZ1VOBI5Dmstr7zyCt27d+eNN94ANAYTZ+hvnZeZ8XsM4SEB9GxS2ekoIiJ/ye+oVrlyZd59912n44iIiA8bP387Y6avo1O9iky6oQNVyoc4HUnEK+V3VHvggQcYNGgQo0ePdjqSlGIqHnmRzJw8Zm04SN+WVQkJ9Hc6jojIvzqqLV68mHr16jkdS0REfNSkpbt57odNtKwRwXvD21JJm2OLHFPBjmoPPfQQU6dOpUyZMk7HklJMex55kflbYsnIzuPiZtooW0S8Q3p6Ol988YU6qomIyBn7du1+Hv16Pd0aRvLRqPYE+us6tsjxbNu2jSVLlqijmngNFY+8yDdr91MhNJCuDSKdjiIipVx8fDxly5YlLCyMRYsWERERoY5qIiJyWqy1vP7LVt6Zs40OdSvyv5HtVDgSOY79+/dTrVo12rRpw86dO6lYsaLTkUQALVvzGulZufyy8RD9WlUjQL9MRcRBW7ZsoVOnTtx6660AVKhQQYUjERE5LXkuy5jp63jj1610qleJ94e31fYMIsfx1Vdf0aBBAz777DMAFY7Eq6hK4SV+2niQrFwXfVuqy5qIOCe/o1pSUhI333yz03FERMSHJWfkcP2EFXyxMoZrOtbi0xs6UKGslj+LHM1ay6uvvsqgQYNo2bIlvXv3djqSyL+oeOQlpq2KoWbFMrSrXcHpKCJSSk2aNOmvjmrLli2jS5cuTkcSEREfdSglk35vL2Tellhu6FqXZwe00CxWkWPIzc3lP//5D/fffz+DBg1izpw5REdHOx1L5F9UPPICMYkZLNoWz6A2NfDz0y9VESl+CQkJ3HnnneqoJiIiZ2zN3iQueX0+B5Mz+fDadjzWt6nTkUS81pw5c3jvvffUUU28njbM9gLfrt0PwKA2NRxOIiKlTXZ2NoGBgVSsWJH58+fTqFEjdVQTEZHTtiM2jSvfW0J4SACTb+5EW82qFzmm7OxsgoKCuPDCC/n9998599xznY4kckKaeeQway1fr95H29oVqFkx1Ok4IlKKxMXF0atXL1544QUAmjdvrsKRiIictu2xadw0cSUhgX58fdt5KhyJHMeKFSto1KgRCxcuBFDhSHyCikcO23Y4jS2H0ujfShtli0jx2bJlC507d2bFihVaoiYiImdsy6FUhry3hO2x6Ywb3lYXRUWO46uvvuL888/HGKNuauJTVDxy2Kz1BwG4uFkVh5OISGlRsKPab7/9xtChQ52OJCIiPiw718Wdk1eTnevip3u6c16DSKcjiXgday2vvPLKXx3Vli5dStOm2g9MfIeKRw77Yf1B2tauQJXyIU5HEZFS4NChQ1xyySVERUWxdOlSdVQTEZEzYq3l3i/WsOlgKi8Pbkmj6HCnI4l4pa+++ooHHnhAHdXEZ6l45KBdcen8eSCFS5tr1pGIFI/o6Gg+//xzlixZQv369Z2OIyIiPu75Hzfx/boD3NazPpe2qOp0HBGvdcUVVzBx4kR1VBOfpeKRgyav2ANoyZqIFK2srCyuvfZavvvuO8A9eKlQQZuYiojImVm6I57x83cwtF1N7r+osdNxRLzOnj17uPjii9mzZw9+fn6MGDECPz/9F1x8k/7mOmj5zgRqViyjDQVFpMjEx8dz4YUXMnHiRDZv3ux0HBERKSHW7E3i+gkrqBtZlrH9m2KMcTqSiFdZuXIlHTt2ZOnSpezevdvpOCJnTMUjh8SmZrF6TxJD2tZ0OoqIlFBbt26lc+fOLF++nMmTJ3P//fc7HUlERHxcZk4ek5bu5sr3llClXAgfXtuO0KAAp2OJeJWvv/6a7t27ExwczOLFi+nWrZvTkUTOmP6ld8hvmw4B0PscbZQmImdfTEwMnTp1ws/Pj99++00bY4uIyBn7du1+HpnxB6lZuTSpEs6E6zqo6YvIUb766isGDRpEhw4d+Oabb7QxtpQYKh45ZP7WOKLLBXNOVXWkEJGzr3r16txzzz1cddVV2hhbRETO2Ou/bOH1X7bSODqcey5sSK9zogn01yIGkaP16tWLBx98kLFjx2pjbClR9C++A/JclsXb4jivQaTWh4vIWWOt5fnnn2fDhg0YY3j00UdVOBIRkTOSmZPHLZ+u5PVftnJluxp8e8d5XNK8qgpHIgWkpKRw//33k5GRQbly5XjhhRdUOJISR//qO2DTwRQSM3Lo1jDS6SgiUkJkZWUxcuRI/u///o9JkyY5HUdEREqAPfEZDB2/lNkbDnFj17q8OKglwQH+TscS8Sp79uyha9euvP766yxcuNDpOCJFRsvWHLBoWxwAneupeCQiZy4+Pp4BAwawYMECnnnmGf7v//7P6UgiIuLjlu6IZ/SkVeTkWV67shUD29RwOpKI11m5ciX9+vUjIyODWbNm0bt3b6cjiRQZFY8csHRHAvWiymqDQRE5YzExMVxwwQXs2bOHyZMnM2zYMKcjiYiIj5u6Yg9jpv9BvaiyfDCyHfWiwpyOJOJ1Zs+ezYABA6hcuTK//PILzZo1czqSSJHSsrVilpPnYvnOBDrWreR0FBEpAaKiomjZsiW//fabCkciInJG8lyWl2ZtYsz0P2hXuwJf3tJZhSOR42jQoAEXXHABy5YtU+FISgUVj4rZmr1JpGXlcn4jLVkTkdM3Y8YM4uPjCQ4OZtq0aXTp0sXpSCIi4sNcLssD09by7tztXNmuBhNv6EClsGCnY4l4ldzcXCZMmIC1lvr16/P9998THR3tdCyRYqHiUTFbsCUWPwOd66t4JCKnzlrLE088waBBg3jhhRecjiMiIiVARnYu13ywjBm/7+PGrnV5aXArQoO0u4VIQSkpKfTt25frrruOX375xek4IsVOvxWK2dIdCbSoXp7yZQKdjiIiPiYrK4sbb7yRSZMmce211/Lss886HUlERHzc7vh0rvlgGTGJR7izV0Pu6d3Q6UgiXmfPnj307duXjRs3Mn78eC688EKnI4kUOxWPilF2ros/9iUzrENNp6OIiI85Vkc1Y4zTsURExIdtPZTK1R8sI/lIDp/f1JEumhkv8i8FO6r9+OOPKhxJqaXiUTFaG5PEkZw8Otat6HQUEfExOTk5HDp0iM8//5yrrrrK6TgiIuLj9sRncM0Hy8jNc/HRte1VOBI5juTkZMLCwtRRTUo9FY+KkfY7EpFTtWbNGpo3b06VKlVYv349gYFa8ioiImcmNTOHaz9ezpGcPD6/sRMtapR3OpKIV7HWsmrVKtq1a0evXr3YuHGjxmBS6mnD7GK0eHs8LWpEaL8jESmUSZMm0bFjR5577jkADVpEROSseP7HTeyMS2f8iHYqHIkcJTc3l9tuu4327duzaNEiQGMwEVDxqNikZ+WyNiaJLvUrOR1FRLyctZYnn3ySESNGcN5553HHHXc4HUlEREqAxdviuPydRXy+bA/XnVeHzhqXivxDSkoK/fr1Y9y4cYwZM4bOnTs7HUnEa2jZWjH5fU8iOXmWTvX0S1pEjq9gR7VRo0bx/vvvExQU5HQsERHxYdZaxn67gYlLdgNwRetqPHpZU4dTiXiXvXv3ctlll/3VUe2mm25yOpKIV1HxqJisi0kG4NxaEc4GERGvtm3bNr766it1VBMRkbMiN8/FA9PW8dXqffRtWZXH+jYlulyI07FEvM6sWbPYvXs3s2bNonfv3k7HEfE6Kh4Vk9V7EqkXWZZyIVovKyL/Fh8fT6VKlWjWrBlbt26latWqTkcSEREftyc+g6v+t5R9SUf4T4/63H9RY/z8dFFCpKD8MdhNN91E3759NQYTOQ7teVQMMnPyWLw9ni4NtGRNRP5twYIFNGrUiA8//BBAgxYRETkjh1Myeezr9XR/eQ4HUzJ5eXBLHrykiQpHIgVYa/nvf/9LvXr12LBhA6AxmMiJaOZRMVizN4mM7Dx6Nq7sdBQR8TKfffYZ119/PXXr1qVHjx5OxxERER+XlpXLtR+v4M8DKZxTtRwPXtyYnk00BhUpKDc3lzvvvJNx48YxaNAg6tat63QkEa+n4lExWLU7EYB2tSs6nEREvIW1lqeeeoonnniCHj16MH36dCpW1L8RIiJy+rYdTuOS1+eT67K8dmUrBrap4XQkEa+TkpLC0KFDmTVrFg8++CDPP/88fn5akCNyMioeFYO1e5OoUymU8qHa70hE3JYuXcoTTzzBtddey/jx49VRTUREzsjG/Slc+/FywkIC+O+VrTXbSOQ4Xn/9dX7++Wd1VBM5RSoeFYMN+1NoW7uC0zFExAvk5eXh7+9P586dWbBgAeedd546qomIyBnJzMnjts9/J89lmXRDR5pXL+90JBGvkz8Ge/jhh7n44ovp2LGj05FEfIrm5xWxpIxs9iUdoUnVcKejiIjDtm7dSqtWrZg3bx4AXbt2VeFIRETOiMtlGT1pFTvj0nn2iuYqHIkcw9dff03r1q2JjY0lMDBQhSOR06DiURFbscu931HbWpp5JFKaLViwgE6dOnHo0CECAjTpU0REzo6PF+9izuZYbutZn0tbqFOUSEH5HdUGDhxIaGgoLpfL6UgiPkvFoyK2fl8yxkCLGroKJFJaffbZZ/Tu3ZuoqCiWLl3Keeed53QkEREpATJz8njtp820rhnB/Rc1djqOiFfJzc3ltttu495772XgwIHMmTOH6Ohop2OJ+KxCFY+MMWWMMfqNdBrWxiTRqHI4oUGaaSBSGv32228MHz6cLl26sGTJEurXr+90JBERQOM7X2et5ZGv1pOenccDFzfWMmiRozz++OOMGzeOBx98kC+++ILQ0FCnI4n4tJMWj4wx/YA1wCzP7dbGmG+LOFeJ4HJZVu1OpI02yxYptXr06MF7773H7NmzqVBB/xaIiHfQ+M63/b4nkf5vL2L67zHc2ash5zWIdDqSiNe59957mTRpEi+++CJ+flpwI3KmCvNT9ATQAUgCsNauAeoUVaCSZOOBFFIzc2lfR/9hFClN4uPjGTJkCLt27cLPz49bbrmFoKAgp2OJiBT0BBrf+Zy0bMtT321k0LjFbNifzGN9m3JP74ZOxxLxGqtWreKaa64hOzubyMhIrrnmGqcjiZQYhVlLlWutTdZU2FO3eo97s+wOdSs6nEREisu2bdvo06cPe/bsYeTIkdSpU8fpSCIix6LxnY9JPpLD44uPkJC5k9qVQvny1s5UDg9xOpaI1/jmm2+4+uqriYqK4sCBA9SuXdvpSCIlSmFmHq03xlwN+BtjGhpj3gIWF3GuEmHN3mQiw4KoHlHG6SgiUgwWLlxIp06dSExM5Ndff6Vfv35ORxIROR6N73yItZYHp60lIdPy0qCWzLmvhwpHIh7WWl5//XUGDBhA8+bNWbZsmQpHIkWgMMWjO4BmQBbwOZAM3FWUoUqK1XsTaV2zgjYwFCkFfvvtN3r16kVkZKQ6qomIL9D4zoe89vMWZm84RJ+6gVzZviZ+fhpbiuR76qmnuOeeexgwYIA6qokUocIsW7vMWvsI8Ej+HcaYIcCXRZaqBEjKyGZHbDoDWld3OoqIFIMOHTpw44038vTTT1OxopaqiojX0/jOR3y7dj9v/baN3udUZnCtNKfjiHidgQMHkpOTw1NPPaWNsUWKUGF+uh4u5H1SwO+e/Y7aa78jkRIrKyuLsWPHkpaWRlhYGO+8844KRyLiKzS+8wEfLtzJnZNXExkWzNNXNMdPs9lFANi7dy8vvfQS1lpatGjBM888o8KRSBE77swjY8ylQB+gujHmzQIPlQNyC3NyY8wlwBuAP/CBtfaFYxzTA3gdCATirLXnFzK7V1uzJwl/P0PLGuWdjiIiRSA+Pp6BAwcyf/58mjVrxpVXXul0JBGRkzob4zspHl+tjuHp7zfSo3EU40e0IyjAj81OhxLxAqtWraJfv36kp6czbNgwatWq5XQkkVLhROXZ/cBKIBNYVeDjW+Dik53YGOMPvANcCjQFrjLGND3qmAjgXaC/tbYZMOTUvwXv9Me+ZBpWDiM0qDArA0XEl8TExNC5c2eWLl3K559/rsKRiPiSMxrfSfGYsnwP932xltY1I3hj2LkEBWhGhQi4m5N0796doKAgFi1apMKRSDE6bmXDWrsWWGuM+dxam3Ma5+4AbLPW7gAwxkwBLgc2FjjmamCGtXaP52sePo2v45U27E+ha4NIp2OIyFm2dOlSbrvtNgIDA/ntt9+0MbaI+JSzML6TIvbThoM8NOMPujaI5N3hbSgXEuh0JBGv8Pbbb/P444/Trl07vv32W6pUqeJ0JJFSpTDTYuoYY57HPXvor56g1tp6J3ledWBvgdsxQMejjmkEBBpj5gLhwBvW2olHn8gYczNwM0BUVBRz584tRGznJGa6OJyaRciRWK/PejrS0tJK5PflK/T6O+vAgQPUrFmThx9+mJycHL0XDtHPgbP0+pcIhRrf+doYzNfNi8lh4oZsaob7MaxWBr8vXfSPx/Wz5yy9/s5KTEykS5cuPProo2zatIlNmzY5HanU0c+A85x8DwpTPPoYGAv8F+gJXAcUZre+Yx1jj/H12wK9gDLAEmPMUmvtln88ydrxwHiAxo0b2x49ehTiyzvnxz8OAL8z5IJ2nFurgtNxzrq5c+fi7e9BSabXv/hZa5k+fToDBw7Ez8+PKlWq0LNnT6djlWr6OXCWXv8SoVDjO18bg/myxdvimPjTcppULcfbV7ehbmTZfx2jnz1n6fUvfikpKSxatIhLL72UHj160LVrV43BHKSfAec5+R4UZgF1GWvtr4Cx1u621j4BXFCI58UANQvcroF7nf3Rx8yy1qZba+OA+UCrQpzbq208kIK/n+GcquWcjiIiZygrK4trr72WIUOGMH36dACMut2IiO873fGdFIHE9GwenL6OsOAA/jey3TELRyKlzd69e+natSsDBw7k4MGDgMZgIk4qzMyjTGOMH7DVGHM7sA+oXIjnrQAaGmPqep4zDPceRwV9A7xtjAkAgnAva/tvYcN7q80HU6lTKZSQQH+no4jIGUhISGDAgAHMnz+fp556isGDBzsdSUTkbDnd8Z2cZS6X5e6paziUksnkmzpRLaKM05FEHFewo9o333yj/Y1EvEBhikd3A6HAncDTuKc2X3uyJ1lrcz2DkdmAP/CRtXaDMeZWz+PvWWv/NMbMAtYBLuADa+360/pOvMiWQ6k0raZZRyK+bNu2bfTp04fdu3fz+eefc9VVVzkdSUTkbLqb0xjfydnlcllemr2ZeVtiGXNJE9rVqeh0JBHHffPNN1x99dVERUXx008/0bx5c6cjiQgnKR4ZY/yBK621DwBpuNfDF5q19gfgh6Pue++o2y8DL5/Keb1ZelYuuxMyuOLc6k5HEZEzsG/fPtLT09VRTURKnDMd38nZkZSRzQ2frGTV7kQub12NW88/WS8akdJh7dq1NGvWTB3VRLzMCfc8stbmAW2NFpcW2p8HUrAWWlQv73QUETkNGzduBOD8889n+/btKhyJSImj8Z3z9iZkcNX/lrFhfzKP9W3Ka1e21l4uUqrl5uayZYu7Z9Jjjz3G/PnzVTgS8TKF2TB7NfCNMWaEMWZg/kdRB/NVmw+lAtAoOtzhJCJyKqy1PPXUUzRv3pzZs2cDEBIScpJniYj4LI3vHPLrn4fo/do8dsSm8d8rW3ND17r4+6lwJKVXSkoK/fv3p0uXLsTHx2OM0RhMxAsVZs+jikA8/+zAYYEZRZLIx23cn0J4cAA1KmizQxFfkZWVxU033cSnn37KyJEj1QJWREoDje8csC/pCHdMXk39qDDeH9GWmhVDnY4k4qi9e/fSt29fNmzYwLvvvkulSpWcjiQix3HS4pG1VuvgT8GfB1JoWq2cph6L+IijO6o9+uij+vkVkRJP47vit3BrHI9/sx4/Yxg3vI0KR1LqFeyo9sMPP3DRRRc5HUlETqAwM4+kkKy1bDmUxsA22ixbxFf88MMPLF26VB3VRESkSFhreXfudl6evRmA90e0pXalsg6nEnHeG2+8QVBQkDqqifgIFY/Oon1JR0jLytV+RyI+ICUlhXLlyjF8+HC6du1KnTp1nI4kIiIljLWW2yevZua6A1zeuhpj+zWjYtkgp2OJOMZaS2pqKuXKleO9994jNTWV6Ohop2OJSCEUZsNsKaRNB9ybZTepouKRiDf7/PPPqVu3LqtXrwZQ4UhERM46ay1jv93AzHUHuO68Orw+tLUKR1Kq5ebmcvvtt3PeeeeRmppKaGioCkciPuSkxSNjTLQx5kNjzI+e202NMTcUfTTfs+lgCgCNVTwS8UrWWp5++mmuueYamjdvTq1atZyOJCLiCI3vipa1lke/Xs/EJbsZ0ak2j/dtqv30pFRLTU2lf//+vPvuu1xyySWULaulmyK+pjAzjyYAs4FqnttbgLuLKI9P23gghTqVQgkPCXQ6iogcJSsri1GjRvH4448zYsQIfvrpJ3X0EJHSbAIa3xUJay2PfL2ez5btYWTn2jx1eTMVjqRU27t3L127duWnn37ivffe4+WXX8bPTwtgRHxNYX5qI621XwAuAGttLpBXpKl81JZDaTSorFlHIt5o3LhxTJw4kSeffJJPPvmE4OBgpyOJiDhJ47siYK1lzPR1fL5sD7eeX58n+6twJHLLLbewc+dOZs6cyS233OJ0HBE5TYXZMDvdGFMJsADGmE5AcpGm8kGZOXnsiE2jT/MqTkcRkQKstRhjuP3222nWrBkXXnih05FERLyBxndnWXaui9s+/52fNx7iPz3q88DFjVU4klItfww2fvx4kpKS1FFNxMcVZubRfcC3QH1jzCJgInBHkabyQdsOp+Gy0LhKOaejiIjHwoULad++PQcPHiQgIECFIxGRv2l8d5Zk5eYxe8NBho5fws8bDzFahSMp5ay1vPHGGwwaNIi8vDxq1KihwpFICXDSmUfW2lXGmPOBxoABNltrc4o8mY/ZHpsGQIPKYQ4nERGAyZMnM2rUKOrUqUNGRobTcUREvIrGd2fHwq1xjJm+jn1JRygT6M9TlzdjZOc6TscScUxubi53330377zzDgMGDCAnJwd/f3+nY4nIWVCYbmtrgQeBTGvteg0sjm17bDp+BmpXCnU6ikiplt9R7eqrr6Zz584sWbKEevXqOR1LRMSraHx35j5btpvhHy4jKMCPV4a0YunDvVQ4klItv6PaO++8w/3338+0adMICQlxOpaInCWF2fOoPzAU+MIY4wKmAl9Ya/cUaTIfs+VgKrUrlSUkUJV1ESe98sorPP7444wcOZL//e9/BAUFOR1JRMQbaXx3mtKzcrn3izX88udhGkWHMW10F8qp064IAwcOZM6cObz//vvcfPPNTscRkbOsMMvWdgMvAS8ZYxoCjwEvAqqSFLDlUCqNo9VpTcRpN9xwAyEhIdx+++3ab0JE5Dg0vjs9R7LzGDZ+KRv2J9PrnGheu7IV4SociQDw1FNPkZqaykUXXeR0FBEpAoXZMBtjTB1jzIPAFKAJ7mnO4pGT52J3Qgb1K5d1OopIqbRt2zauv/56srKyqFixInfccYcKRyIiJ6HxXeFZa/ly5V4ueHUuf+xL5q2r2vC/ke1UOJJS77vvvuO5554DoHPnziociZRghdnzaBkwA/eVqCHW2g7W2leLPJkP2R2fQZ7LUi9Sm2WLFLdFixbRqVMnvv32W7Zv3+50HBERn6DxXeHtTcig71sLeWDaOuLSsnhuQAsua1nV6VgijsrvqHb55Zfz9ddfk5WV5XQkESlihdnz6Fpr7aYiT+LD8jut1VenNZFild9RrXbt2vzwww80aNDA6UgiIr5C47tCmL3hIPd/sZZcl+WGrnV5pM85+PlpZquUbkd3VJs0aRLBwcFOxxKRInbc4pExZri1dhLQxxjT5+jHrbWvFWkyH7L1UCoADVQ8Eik277zzDrfffjvdu3dnxowZVKpUyelIIiJeT+O7wrHW8vovW3nj1600qRLOi4Na0qpmhNOxRBxnrWXw4MF888033H///bz44ov4+RVqJxQR8XEnmnmUv4HPsXaBtkWQxWdtOphKzYplCAsuzEQuETkbevbsya233srrr7+uq10iIoWn8d1JZOe6eHjGH0z/PYaLmkbz36GtKasxnggAxhiuuOIKLr30Um655Ran44hIMTrub0Jr7fueP/5irV1U8DFjzHlFmsrH7I7PoK72OxIpcgkJCXz66afceeedNG3alHHjxjkdSUTEp2h8d2Krdidwz9S17EnIYOC51XlpcEsC/DWrQuT3339n7969XH755YwaNcrpOCLigML8NnyrkPeVStZadsenU6tiGaejiJRo27Zto3Pnzjz44INs2qRtOkREzpDGdwX8EZPMle8tYdC4JSRmZPPala149cpWKhyJAN9++y3dunVjzJgx5OTkOB1HRBxyoj2POgNdgChjzL0FHiqHuzOHAPuSjpCSmUuj6GPN/haRs2HRokVcfvnlAPz666+cc845DicSEfFNGt/92/fr9nP756sJCvDjkmZVeLTvOdSoEOp0LBHHWWt58803ueeee2jbti3fffcdgYGBTscSEYecaAF3EBDmOaZgZSQFGFyUoXzJnwfcm2U3q1be4SQiJdMXX3zBiBEjqFOnDjNnzlRHNRGRM6PxnUdOnou7p65h5roDNIoOY8rNnalYNsjpWCJeweVycdddd/H222//1VEtNFRFVZHS7ER7Hs0D5hljJlhrdxdjJp+y6UAKAI2iteeRSFEoU6YMXbt25csvv6RixYpOxxER8Wka37kdTs3kpk9W8se+ZC5rUZVXhrSiTFCpnHglckx+fn4EBASoo5qI/OVEy9Zet9beDbxtjPlX9w1rbf+iDOYrNh1MpVbFUMJDNIVT5GzJzs5mwYIF9OrVi379+tG3b1+MMU7HEhHxeRrfwW+bDnHvF2tJz8rlhUEtubJdTacjiXiNmJgYEhMTadGiBa+99prGXyLylxMtW/vU8/mV4gjiqzYfStV+RyJnUUJCAgMHDmThwoVs2bKFevXqaeAiInL2lOrx3cKtcdzwyUoaVQ7nsaua0rVhpNORRLzG77//Tr9+/YiIiGDdunX4+2s2noj87UTL1lZ5Ps/Lv88YUwGoaa1dVwzZvF5OnovtsWlc1DTa6SgiJcL27dvp06cPu3btYuLEidSrV8/pSCIiJUppHt+9N287L87aRN3Iskwb3VmzxkUK+O677xg2bBiRkZFMnTpVhSMR+ZcTzTwCwBgzF+jvOXYNEGuMmWetvfdEzysNftpwCGuhcRXNPBI5U0d3VOvatavDiURESq7SNL7LzMljxIfLWLErkba1K/D60NYqHIkU8Oabb3L33Xf/1VGtSpUqTkcSES9UmJ3PyltrU4CBwMfW2rZA76KN5RvWxSQBcHEz/QMrcqYWLFhAxYoVWbp0qQpHIiJFr1SM73bHp3Phf+exYlcio3vUZ/JNnahZUR2jRPLl5eXx/fffc8UVVzBv3jwVjkTkuE468wgIMMZUBa4EHiniPD5ly6FUzqlajpBATesUOR3WWnbt2kXdunUZM2YMt912G+HhmsknIlIMSvz4btvhVK75YBmZOS5eHNSCoe1rOR1JxGukpqaSmZlJVFQUX331FSEhIVqqJiInVJiZR08Bs4Ht1toVxph6wNaijeUbdsalUy+yrNMxRHxSdnY2o0aNok2bNsTExGCMUeFIRKT4lOjx3YpdCfR5YyFZuS6+uKWzCkciBcTExNC1a1cGDhyItZayZcuqcCQiJ3XSmUfW2i+BLwvc3gEMKspQviArN489CRn0a1XN6SgiPie/o9q8efN48sknqV69utORRERKlZI6vrPW8t68Hbz561aqRYTw9tVttDelSAG///47ffv2JS0tjS+//FIdbUWk0E4688gYU8MY85Ux5rAx5pAxZroxpkZxhPNmWw+l4bLQKFoDEpFTsW3bNjp37sySJUuYNGkSjz/+uAYuIiLFrCSO73LyXNw0cSUvztpEcKAfH1/XgebVyzsdS8RrfPvtt3Tr1o3AwEAWLVrExRdf7HQkEfEhhVm29jHwLVANqA5857mvVPvzQAoAzaqVcziJiG955ZVXiI+P55dffuGaa65xOo6ISGlV4sZ3j3z1B7/8eZi7ezdkxSO9qautBUT+kpOTwwMPPEDTpk1ZtmwZLVq0cDqSiPiYwhSPoqy1H1trcz0fE4CoIs7l9TYdTCUk0I/alTQwESmMI0eOAPD666+zfPlyunXr5nAiEZFSrcSM76y1vPbzFr5YGcN159Xh7t6NCPQvzBBXpOTLzc0lOzubwMBAfvrpJ3VUE5HTVpjfrHHGmOHGGH/Px3AgvqiDebvNB1NpFB2Ov5+W24iciLWWZ555hnbt2pGUlERISAj16tVzOpaISGlXYsZ3P/xxkDd/3cq5tSL4vz7nOB1HxGukpqZy+eWXc/PNN2OtpXbt2oSGhjodS0R8VGGKR9fjbuN60PMx2HNfqbbtcBoNosKcjiHi1bKzs7nuuut47LHHaNOmDWXKlHE6koiIuJWI8V1mTh4vzPqTOpVCmXpzZ804EvGIiYmhW7duzJ49m06dOml/SRE5Y4XptrYH6F8MWXxGelYuB1MyqV9ZxSOR40lISGDQoEHMnTuXJ554Qhtji4h4kZIwvsvNc3HNB8vYm3CED69tR1CACkci4O6o1q9fP1JTU5k5c6Y2xhaRs6Iw3dbqGWO+M8bEejpyfGOMKdVrTvYkZABQu5KmfYocz2233cbixYuZNGkSY8eOVeFIRMSL+Pr4Li4ti8vfWcSq3Yk80uccep0T7XQkEa+QmZlJ3759CQgIUEc1ETmrCnOJ5nPgC6Aq7o4cXwKTizKUt9sd7ykeVdRm2SJHs9YC8Oqrr/Lbb7+po5qIiHfy6fHdfV+sZcP+FB64uDE3dfeZmpdIkbLWEhISwtSpU1m6dKk6qonIWVWY4pGx1n5aoBvHJMAWdTBvtiMuDYA6kZp5JFLQ5MmTGTJkCHl5eVSrVo3zzjvP6UgiInJsPjm+S8/K5aaJK5m3JZYxlzThtp4NnI4k4rjc3FzuuOMO3njjDQC6detG1apVHU4lIiVNYYpHc4wxDxlj6hhjahtjHgRmGmMqGmMqFnVAb7T9cDrR5YIJDwl0OoqIV8jvqHb11Vdz+PBh0tPTnY4kIiIn5nPjO2std09dw88bD9GrSWVu6lbX6UgijsvvqPb222+zf/9+p+OISAl20g2zgaGez7ccdf/1uK9Qlbq5wrvj06ldSUvWRMDdUe3mm2/mk08+Yfjw4XzwwQcEBwc7HUtERE7M58Z3b/22jZ83HmJgm+q8dmVrp+OIOC4mJoa+ffuyfv16xo0bx6233up0JBEpwQrTbU2XdY6yIy6di5tpY0YRgJEjRzJ16lR1VBMR8SG+Nr47nJLJ+Pk76FK/Eq8OaeV0HBHHpaWl0blzZ5KTk9VRTUSKRWFmHkkBSRnZJKRnUzdSM49EAO6991769eunjbFFRKRIWGsZ++0GsvNcPDughS5SiABhYWGMHTuWjh07amNsESkWhdnzSArYHuveLLth5XCHk4g4Z9GiRTz33HMAdOjQQYUjEREpMvO3xvHj+oNceE60Lt5Jqffmm28ye/ZsAG688UYVjkSk2Kh4dIr2JWUCUC2ijMNJRJwxefJkevXqxYQJE0hNTXU6joiIlHBTlu8hKMCPFwe3dDqKiGPyO6rdddddfP75507HEZFS6KTFI+M23BjzuOd2LWNMh6KP5p0Op7iLR1XKhTicRKR4WWt59tlnufrqq+nQoQNLliwhPFwz8EREfJGvjO8OJmfy65+HubpDLcKCtduClE4FO6rdd999fPTRR05HEpFSqDAzj94FOgNXeW6nAu8UWSIvtzchg7DgAMqV0QBGSpfRo0fz6KOPcs011/Dzzz9TqVIlpyOJiMjp8/rxnctl6fvWQnJcLkZ2ru10HBFHJCcn061bN2bPns24ceN45ZVX8Pf3dzqWiJRChamAdLTWtjHGrAaw1iYaY4KKOJfX2pt4hJoVQ7VZo5Q6Xbt2pUqVKowdO1Z//0VEfJ/Xj+9+2niQuLQsrmxXg3pRYU7HEXFEuXLl6Nq1Ky+88AKXXHKJ03FEpBQrTPEoxxjjD1gAY0wU4CrSVF5sn6d4JFIabN++nQ0bNtC/f3+GDx/udBwRETl7vHp8l5vn4vkfN1E3sizPD9ReR1L6zJw5k4YNG9KoUSPefvttp+OIiBRq2dqbwFdAZWPMs8BC4LkiTeWlcvNc7IpPp26kikdS8i1atIhOnToxevRojhw54nQcERE5u7x6fPfbpsPsjs/gjgsa4O+n2a5Surz55pv079+fxx57zOkoIiJ/OenMI2vtZ8aYVUAvwABXWGv/LPJkXuhAciZZuS7qa+q0lHBTpkxh1KhR1KpVi5kzZ1KmjLoLioiUJN48vks+ksMD09YRGRZEnxZVnY4jUmzy8vK45557eOutt7jiiiu0MbaIeJXCdFurBWQA3wHfAume+0qdHXHpANSNLOtwEpGiYa3lueee46qrrvqro1rDhg2djiUiImeZN4/vpq+KIflIDmMuaUJIoDYGltIhLS2Nyy+/nLfeeov77ruPadOmUbas/s8hIt6jMHsezcS9Ht4AIUBdYDPQrAhzeaU9CRkA1KqkZWtSMhljSEpKYvjw4XzwwQcEBwc7HUlERIqGV47vrLVMWxVDvaiyDGlX08koIsXK39+fpKQkxo0bx6233up0HBGRfynMsrUWBW8bY9oAtxRZIi+2NyGDoAA/osNDnI4iclYlJiayb98+mjdvzgsvvIAxRh3VRERKMG8d383dEsvGAynceUEDp6OIFIt169ZRu3Ztypcvz7x58/D312w7EfFOhdkw+x+stb8D7Ysgi9eLScygRkQZ/LRxo5Qg27dvp3PnzvTt25fs7Gz8/PxUOBIRKWW8ZXz37Zr9BAf48Z+eKh5Jyff999/TpUsX7rrrLgAVjkTEq5105pEx5t4CN/2ANkBskSXyYvuSMqleQRsHS8mxePFiLr/8clwuF1999RVBQUFORxIRkWLgjeO7vQkZzFx3gCHtamivIynx3nzzTe655x7OPfdcnn/+eafjiIicVGFmHoUX+AjGvUb+8qIM5a32JmRQQ8UjKSGmTJnCBRdcQEREBEuXLqV79+5ORxIRkeLjdeO7e6auwWUt13et62QMkSKVl5fHnXfeyV133UX//v2ZN28eVauqq6CIeL8TzjwyxvgDYdbaB4opj9dKTM8mIT2bepFhTkcROWPWWj799FPat2/P119/TaVKlZyOJCIixcQbx3dbD6WycnciD1zcmPpRGmtJyRUXF8eMGTO47777ePHFF7VUTUR8xnGLR8aYAGttrmcDxVJve2waAA0qa0Ajvis7O5uUlBQiIyOZOnUqgYGB6qgmIlKKeOv4bvLyvRgDg9vWcDqKSJE4dOgQkZGRREdHs3btWl24ExGfc6Jla8s9n9cYY741xowwxgzM/yiOcN5kR1w6AHUiyzqcROT0JCYmcvHFF9OnTx9yc3MJCwtT4UhEpPTxuvFd8pEcPlq0kwZRYUSXU0dbKXlWr15NmzZtePTRRwFUOBIRn3TSDbOBikA8cAFgAeP5PKMIc3mdvQkZ+Bm055H4pB07dtCnTx927tzJhx9+SEBAYX70RUSkBPOa8d19X6wB4NkBLYr7S4sUue+//55hw4ZRsWJFrr76aqfjiIicthP9D7KypxPHev4eVOSzRZrKCx1IziQqPJhA/8LsMS7iPQp2VPvll1/o1q2b05FERMQ5XjW+O5icya+bDnNeg0p0qFuxuL+8SJEq2FHtu+++08bYIuLTTlQ88gfC+OegIl+pKx7tSzxC9QjNOhLf4nK5+M9//kOFChWYOXMmDRs2dDqSiIg4y6vGd79tOoy18EifpsX9pUWK1K5duxgzZgz9+/dn0qRJlC2rrS9ExLedqHh0wFr7VLEl8XK74tPpVE/rk8U3WGvJzc0lMDCQr7/+mvDwcK2vFxER8LLx3cw/9lM5PJgmVcKdjiJyVuTk5BAYGEidOnVYvHgxLVu2VEc1ESkRTrQG61hXpEql5IwcDiRn0ihaAxvxftnZ2Vx//fWMGjUKay116tRR4UhERPJ5zfguLi2LRdviGdy2Bn5+XhNL5LTt27ePDh06MGHCBADOPfdcFY5EpMQ4UfGoV7Gl8HJ7EzMAqFMp1OEkIieWmJjIJZdcwoQJE7RETUREjsVrxncz1x0AoHujKIeTiJy5NWvW0LFjR7Zv306VKlWcjiMictYdd9matTahOIN4s0MpmQBEl1f7WPFeO3bs4LLLLmPHjh18+umnDB8+3OlIIiLiZbxpfLdsZzwBfoa2tSs4HUXkjBTsqLZo0SJatFDnQBEpedSvuxD2JrhnHtWsoJlH4p1yc3O55JJLiI+P5+eff6Z79+5ORxIRETmh5TsT6duyqjrZik/bvHkzl19+uTqqiUiJp+JRIeyMSycsOIDIsCCno4gcU0BAAB988AFVq1bVcjUREfF66/clE5eWRRvNOhIf17hxYz777DP69eunjmoiUqIV6aUeY8wlxpjNxphtxpiHTnBce2NMnjFmcFHmOV37ko5Qo0IZjNFmjuI9rLU899xzvPzyywB0795dhSMREfEJS3fEA3BxM+0NI74nLS2NIUOGsGTJEgCGDRumwpGIlHhFVjwyxvgD7wCXAk2Bq4wxTY9z3IvA7KLKcqb2JWVSPaKM0zFE/pLfUe2RRx5h3bp1WGudjiQiIlJoszccJCo8mOhy2k9SfEtMTAzdunVjxowZbNq0yek4IiLFpihnHnUAtllrd1hrs4EpwOXHOO4OYDpwuAiznJF9iRlUU/FIvERqaupfHdXGjh3LxIkTNStORER8xv6kI6zYlchlLbQ3jPiWrVu30rFjR7Zt28b333/Pdddd53QkEZFiU5R7HlUH9ha4HQN0LHiAMaY6MAC4AGhfhFlOW/KRHFIyc6lZUcUjcV52djZ33nkn+/btY+LEiYwYMcLpSCIiIqfk103u64WXtVTxSHzH+vXrufPOO4mKimLRokW0bNnS6UgiIsWqKItHx5oKcfTamteBMdbavBPNnDDG3AzcDBAVFcXcuXPPUsST25OSB0DS/p3Mnbv3JEeXDmlpacX6Hsg/9e3blwYNGlCzZk29Dw7Rz4Dz9B44S69/6VEUY7AvV2USVcaQtnMtc3dp5uyp0M+ec/Ly8ujbty/Dhg0jISFB74ND9DPgLL3+znPyPSjK4lEMULPA7RrA/qOOaQdM8RSOIoE+xphca+3XBQ+y1o4HxgM0btzY9ujRo4gi/9vsDQdh8SouPq8drWpGFNvX9WZz586lON8DgalTpxIeHk6fPn0A9Po7TD8DztN74Cy9/qXH2R6DWWu5c+5P9GlRg549NXPjVOlnr3jl5eXx5JNPcvPNN1OjRg38/f31+jtMPwPO0uvvPCffg6Lc82gF0NAYU9cYEwQMA74teIC1tq61to61tg4wDfjP0YUjp+2ITQegXpQ6KEjxy++oNmzYMN5++21tjC0iIj7tYEomKZm5NK1WzukoIieUlpbGFVdcwdNPP820adOcjiMi4rgim3lkrc01xtyOu4uaP/CRtXaDMeZWz+PvFdXXPptW7U6kYtkgwkMCnY4ipUx2dja33HILEyZM4Oqrr+ajjz7SxtgiIuLT/jyQAkCTKioeiffat28fffv2Zd26dbz77ruMHj3a6UgiIo4rymVrWGt/AH446r5jFo2staOKMsvpOpKTS5lAf6djSClz5MgRLrvsMubMmcPYsWMZO3asCkciIuLzlu9MBKBRdJjDSUSO7c8//+TCCy8kOTmZ77//nksvvdTpSCIiXqEol62VCPuTMmldK8LpGFLKhISEcM455zBx4kSeeOIJFY5ERKREmLX+AO3rVCAiNMjpKCLHVK1aNVq2bMmiRYtUOBIRKaBIZx75upw8FzGJGVzSvIrTUaSUWLJkCREREZxzzjm88847TscRERE5aw4mZ7IrPoPhnWo7HUXkX6ZMmUL//v0pX748P/zww8mfICJSymjm0QnsScggJ89SP0pTq6XoTZ06lZ49e3L33Xc7HUVEROSs+2NfMoC614pXycvL48477+Sqq65i3LhxTscREfFaKh6dwLbDaQA0qKzikRSdgh3V2rdvz2effeZ0JBERkbNu7d4k/Ay0qF7e6SgiwN8d1d566y3uvfdeXcATETkBLVs7ge2x7uJR/aiyDieRkupYHdWCg4OdjiUiInJWuVyWH9YfoGbFUELUiES8gDqqiYicGs08OoHdcRlEhgUTHhLodBQpoVwuF9u2bWPs2LFMmjRJhSMRESmRnvp+Izti07n1/PpORxEBICMjg6SkJL7//nsVjkRECkEzj05gR1wadSNDnY4hJdDOnTuJiIigQoUK/PrrrwQFqeuMiIiUXL/vSSS6XDCD29ZwOoqUcqtXr6Z169Y0bNiQzZs3awwmIlJImnl0Ajti07XfkZx1S5YsoWPHjtx4440AGrSIiEiJlpWbx58HUhhwbg0C/TX0FOe89dZbtGvXjvHjxwMag4mInAr9Bj+OlMwc4tOzqV1J+x3J2ZPfUa1cuXI899xzTscREREpcnvi3d1rz6ka7nQUKaXy8vK46667uPPOO+nbty/Dhw93OpKIiM9R8eg4dsamA1A3UsUjOXMFO6q1a9eOpUuX0rhxY6djiYiIFLn8BiTVI8o4nERKo/yOam+++Sb33HMPM2bMoGxZje9FRE6VikfHsflgKgANtWxNzoKkpCTee+89rr76an755RciIyOdjiQiIlIsfvjjIAD1ozSmkuK3evVqfv75Z9555x1ee+01/P3V7U9E5HRow+zj2BabRlCAH3W0bE3OQHJyMmXLlqVChQosW7aMKlWqYIxxOpaIiEixWbw9jvMaVKJCWe0vI8UnISGBihUr0q1bN3bs2EG1atWcjiQi4tM08+g4dsSmU6dSKH5++o++nJ4dO3bQqVMn7r//fgCqVq2qwpGIiJQqcWlZxKVl07NxZaejSCkyc+ZM6taty3fffQegwpGIyFmg4tFxbDucqunVctqWLFlCp06dOHz4MAMHDnQ6joiIiCM27E8BoGnVcg4nkdLi7bffpn///jRo0IC2bds6HUdEpMRQ8egYsnLz2JOQQcNodQWRU/fFF1/Qs2dPypcvz5IlS+jevbvTkURERByxancixkDLmhFOR5ESLr+j2h133EHfvn2ZP3++ZhyJiJxFKh4dw9ZDabgsNNBm2XKKDh8+zPXXX0/79u1ZsmQJjRo1cjqSiIiIYxZvi6NljQjCgrXNphSt7777Th3VRESKkH6TH8OG/ckANKumKdZSOC6XCz8/PypXrsyvv/5Kq1atCAkJcTqWiIiIY6y1/LEvmYFtqjsdRUqw/DHY5Zdfzrx58zTjW0SkiGjm0TFsPZRGcIAfddVpTQohMTGRCy+8kA8++ACAjh07qnAkIiKl3k8bD5GV66J59fJOR5ESau3atbRo0YI//vgDY4wKRyIiRUjFo2PYm5hBjQpl1GlNTmrHjh106dKFBQsWEBwc7HQcERERrzF382EC/Q1XtqvpdBQpgX744Qe6du1KSkoK1lqn44iIlHgqHh3D7vgMamvWkZxEfke1Q4cO8fPPPzNixAinI4mIiHiFPJfl+7UHaF+nIoH+Gm7K2fX222/Tr18/GjVqxLJly2jZsqXTkURESjz9Nj+Ky2XZFZ9OvUgVj+T4YmJiuOCCCyhXrhxLlizh/PPPdzqSiIiI11i1O5HUrFyuaK39juTsmjJlijqqiYg4QMWjo8SlZZGZ46J2pVCno4gXq1GjBu+99x5Lly6lcePGTscRERHxKo9+/QcRoYH0aVnV6ShSwgwcOJC3335bHdVERIqZikdH2Z2QAUCNiioeyT9lZ2dz6623smDBAgCuvfZaIiMjHU4lIiLiXfJclj0JGXRvGEVYsBr7ypnbt28fQ4YMIS4ujqCgIG677Tb8/f2djiUiUqqoeHSUrYfSAGgQFeZwEvEmiYmJXHrppbz//vssXbrU6TgiIiJea1d8Opk5Lro11AUWOXNr1qyhY8eOzJo1iz///NPpOCIipZYuBx1lV3w6QQF+VI8o43QU8RI7duzgsssuY/v27XzyySeMHDnS6UgiIiJea9th94W4htHhDicRXzdz5kyGDh1KhQoVWLhwIa1atXI6kohIqaXi0VF2xKZTq2Iofn7G6SjiBXbu3EmnTp3Izc3l559/1sbYIiIiJ5FfPKofpf1o5PRNmzaNoUOH0rp1a7777jttjC0i4jAtWztKTGIGdbRZtnjUrl2b4cOHs3TpUhWORERECmF7bBrR5YIJDwl0Oor4sPPPP59bb71VHdVERLyEikcFuFyWXfHp1K6kK2WlmbWW119/nd27d+Pn58drr71Go0aNnI4lIiLiE7YfTqO+9o6U05CWlsZTTz1FTk4OUVFRvPPOO+qoJiLiJVQ8KuBQaiaZOS7qROqXVGmVnZ3NjTfeyD333MP//vc/p+OIiIj4nB1x6SoeySnbt28f3bt358knn2ThwoVOxxERkaNoz6MCdsalA1BXM49KpcTERAYPHsxvv/3G448/zhNPPOF0JBEREZ+SnJFDamYu1Suo8YgU3tq1a7nssstITk7mu+++o2fPnk5HEhGRo6h4VMCOWHfxqJ42eCx19u7dy0UXXaSOaiIiImdgZ7x7LFVHF+KkkH766ScGDRpERESEOqqJiHgxLVsrYGdcOiGBflQpF+J0FClmERERVK1alZ9//lmFIxERkdO0L/EIADU080gKKTo6mrZt27Js2TIVjkREvJiKRwXsSzxC9Ygy+PkZp6NIMfnxxx9JT08nPDycX3/9VR3VREREzsD+JHfxqGp5XYiT48vLy+Orr74CoFWrVsyZM0cd1UREvJyKRwXsTz5CtQhdKSsNrLU8//zz9OnThxdeeAEAY1Q0FBERORMb9idTLiSAimWDnI4iXiotLY0BAwYwcOBAFixYAGgMJiLiC7TnUQH7Eo/QrFp5p2NIEcvOzmb06NF89NFHXHXVVTzyyCNORxIRESkRthxKo2WNCBUD5Jj27dtHv379WLt2LW+//TbdunVzOpKIiBSSikce6Vm5xKdna41+CVewo9pjjz3Gk08+qQGuiIjIWbIrPp0OdSs6HUO80Jo1a+jbt+9fHdX69OnjdCQRETkFKh557E3MAKBWxVCHk0hRSkxMZPPmzeqoJiIicpYlH8khIzuPahHa70j+bdu2bfj7+6ujmoiIj1LxyGNvgrqDlGSbN2+mUaNG1KtXjy1bthAaqiKhiIjI2XQoJROAKuU1lpK/bdq0iSZNmjB48GD69OmjMZiIiI/ShtkeO+PSAKgXGeZwEjnbvvzyS1q3bs1///tfAA1aREREisDhlCwAKocHO5xEvEFeXh533303LVq04Pfffwc0BhMR8WUqHnnsjs8gIjSQ8qGBTkeRs8RaywsvvMCVV15JmzZtGDFihNORRERESqz4dHfxqEKoOq2Vdvkd1d544w1uu+02LVMTESkBtGzNY2/iEWpW0NWQkiInJ4fRo0fz4YcfctVVV/HRRx8REqI9GERERIrKzHUHAKiuLQBKtf3799O3b9+/OqrddtttTkcSEZGzQDOPPGISMrTfUQmyZs0aJk6cyGOPPcZnn32mwpGIiEgR23QwlS71KxEWrGuTpdlnn33G1q1b+e6771Q4EhEpQfTbHchzWWISj3Bh02ino8gZSk1NJTw8nPbt27Np0ybq1avndCQREZESz1rLoZRMLmlexeko4pD8Mdj999/P4MGDqVu3rtORRETkLNLMI2B/0hGy81zUiSzrdBQ5A0uXLqVhw4ZMmzYNQIUjERGRYpKWlUtWrotKZbXfUWn0zjvv0LBhQ3bs2IExRoUjEZESSMUj3JtlA9SupD2PfNWXX35Jz549KVu2LC1atHA6joiISKmyMy4dgMrl1GmtNMnvqHb77bfToUMHKleu7HQkEREpIioeATvj0gCoHxXmcBI5VdZann/++b86qi1dupTGjRs7HUtERKRUyb8Q1zi6nMNJpLgU7Kh211138dVXXxEWprG0iEhJpeIRsCs+g5BAPyqH62qZr5kzZw7/93//x1VXXcWvv/5KVFSU05FERERKnQ37UwB1WitNnnnmGWbOnMnbb7/N66+/jv//t3fn0VWW597HfxeZE0KYQQmoICqoiGINRSRBqEzBnipoHYpDLUVBWgcUrT3t+/b0rVasw1JBisqpy6lVKtQioUex0CLghAFbBCQgCIgJEMhOQnaS+/0jO5yIIAlk597D97NWFsneT/b+8TwL9rWu5x4SEnxHAgCEEQtmq+5uWY/26TIz31HQSM45mZkuvvhiLVy4UCNHjuT6AQDgyWe7A+rWNk1ZaUm+oyDM6muwn//85xo5cqTy8vJ8RwIAtABGHknatqeueYToUFRUpJycHK1evVqSNGrUKBpHAAB4tP6LMnVvz6ijWLdw4UJddNFF2r9/vzIyMmgcAUAcifvmkXNOW3eXK7sdzaNosGLFCuXk5Gjjxo3at2+f7zgAAEBSRVWNTNzIiWVPPPGExo4dq/LycgUCAd9xAAAtLO6bR3vKgwpU1ag7I48iXv2OapmZmXrnnXc0ZMgQ35EAAICkksABnXkii2XHopqaGt12222aMmWKxowZo6VLl6pr166+YwEAWljcN4+27q7bHaQ7CzxGtEWLFrGjGgAAEai8qlqVwVq1b53sOwrC4O6779YjjzzCjmoAEOfifsHsouK6Ybcnd8zwnATfZNiwYbr//vv1k5/8RKmpqb7jAACAkB2llZKkTq3ZtTYWTZ06VaeddpomTpzoOwoAwKO4H3m06csytTLp5A40jyLN3r17dcMNN2jXrl1KSkrS3XffTeMIAIAIs31vhSSx+UgMKSws1JQpU1RbW6sePXrQOAIA0DzaVBxQdrt0JSfG/amIKEVFRRo0aJCef/55rVq1ynccAABwBCVlVZKkjpmMPIoFb7zxhi688EK99tpr+vzzz33HAQBEiLjvmGwuCTBlLcLU76i2c+dOLV68WPn5+b4jAQCAI9gdqGsetUtnzaNo9+STTyo/P1+9e/fWypUr1b17d9+RAAARIu6bR5/vqVC3tiyWHSnefPPNr+yolpeX5zsSAAD4Bjv3VSo5sZXapSf5joLj8Mtf/lKTJ08+uKNat27dfEcCAESQuF4wu7jsgPaUB9WrEyOPIsU555yjcePG6Xe/+506derkOw4AADiKDz/boxOyUmVmvqPgOAwfPlxlZWV64IEHlJCQ4DsOACDCxPXIoy0l5ZKkTszR9yoYDOqhhx5SVVWVOnbsqOeee47GEQAAUaIVTaOotX37ds2ZM0eSNHjwYM2YMYPGEQDgsOK6ebR1d13z6MwT23hOEr/27t2rUaNG6c4779Rf//pX33EAAEAT1NQ6rSzarXO7t/UdBU300UcfKScnR7fddpt27tzpOw4AIMLFdfOoqDigViZlt2NrWR/qd1RbunSp5s6dq+9973u+IwEAgCZYsm6XJKlXp9aek6ApFi5cqMGDB8s5p2XLlqlr166+IwEAIlxcN482FQfUrV2aUpMYntvSVq1apZycHO3YsUOLFy/Wdddd5zsSAABoon/t2CdJmjDoZL9B0GizZs3S2LFjD+6o1r9/f9+RAABRIK6bR9v2lKs7o468SE9PV3Z2NjuqAQAQxXYHqpSZkqisNHZaixaJiYkaPXo0O6oBAJokrptHW3eXq0d7mkctxTmnxYsXyzmns846S++//77OOOMM37EAAMAx2rBrPxuPRIFAIKB//vOfkqSbbrpJCxYsUOvWTDUEADRe3DaPyg5Uq7isSj060DxqCcFgUD/60Y80YsQILVy4UJLY0hcAgChXUVWj5MS4LSejwvbt2zVkyBCNHDlSJSUlkqjBAABNl+g7gC+fldTttMbIo/Dbu3evxo0bpzfffFP33XefRo0a5TsSAABoBvsqq9W7MyNYIlVhYaHGjBmjPXv26OWXX1aHDh18RwIARKn4bR7tDkiSTmqf4TlJbCsqKlJ+fr42bNiguXPnsjA2AAAxZHegSu0zkn3HwGG88cYbuuKKK5SVlaV//OMfLIwNADgucds8KiquG3l0ckdGHoXT2rVr9cUXX2jx4sUsjA0AQAypqXXaHahSx9aseRSJCgoK1Lt3b/3lL39hYWwAwHGL2+bR1j3lapeepMxUdgcJhy1btuikk07S2LFjtWnTJrVp08Z3JAAA0IzKKqslSW3YaS1i1NTUaPv27erevbseeughVVZWKiODUfYAgOMXtyscbttToe6sd9TsnHN64IEH1Lt374O7etA4AgAg9uyrDEqSMlPj9l5kRAkEArrssss0aNAglZaWKiEhgcYRAKDZxO2n/ZaSgM7qluU7RkwJBoO6+eab9fTTT+v73/++BgwY4DsSAAAIk/rmURtGcXu3fft2jR07VqtXr9ajjz6qrCxqXABA84rLkUfVNbXatqdCJ3dg5FFz2bt3r0aNGqWnn35a9913n55//nmlpqb6jgUAAMKktLyueZTFtDWvCgsLlZOTo/Xr12vBggWaMmWK70gAgBgUlyOPiooDqql1OpWtZZvNCy+8oKVLl7KjGgAAcWJ3eZUkqW06zSOffvGLX8g5p2XLlrGjGgAgbOKyebS5JLTTWgfmgR+vyspKpaam6uabb1Zubq7OPPNM35EAAEAL2BsaedQ+I9lzkvhUX4M988wzKi8vZ0c1AEBYhXXampmNNLNPzGyjmU0/zPPXmFlh6Gu5mZ0Tzjz1iorLJEmndKR5dDxeeeUVnXrqqdqwYYPMjMYRAABxZH9ot7XWKXF5L9Kbmpoa3X777Ro2bJgqKyvVrl07GkcAgLALW/PIzBIkPSFplKS+kq4ys76HHFYkKdc510/SryTNDleehj7dFVDH1slqm86dsmNRv6Pa+PHj1aNHD7Vt29Z3JAAA0MJ2llYoIzlB6ckJvqPEjYqKCl122WV6+OGHdf755yspiSmDAICWEc5bRRdI2uic2yRJZvaSpO9K+lf9Ac655Q2OXyEpO4x5DtpUXMaoo2MUDAY1Y8YMLVy4UFdeeaXmzp3LwtgAAMSh4rIqdc1KlZn5jhIXtm/frp/85Cf69NNP9dhjj+nWW2/1HQkAEEfCOW2tm6StDX7eFnrsSH4o6Y0w5pFUN2pmw64y9e6SGe63ikkPPvigFi5cqJ/97Gd64YUXaBwBABCnSiuCasNOay3m6quv1tatW7VgwQIaRwCAFmfOufC8sNl4SSOcczeFfv6BpAucc1/7tDOzoZKelDTYOVdymOcnSpooSZ06dRrwxz/+8Zhz7atymvpWua46I1kjTqbgaaoDBw5o2bJlGj58uO8ocausrEytW7NToE9cA/+4Bn6F+/wPHTr0fefc+WF7AzTaN9Vg05eVq2t6K/10ADeSWsJnn32mvXv3ql+/fr6jxC0+e/zjGvjF+ffPZw0Wzmlr2yR1b/BztqTthx5kZv0kzZE06nCNI0lyzs1WaD2k008/3eXl5R1zqHc375beekeXDDxHeWd0PubXiScrV67Uvffeq3nz5ikrK0spKSk6nmuA4/P2229z/j3jGvjHNfCL8x8/jlSDOedU8rc3lH9uD+XlHbqkJZrLzJkztXr1as2aNUtmxr89zzj//nEN/OL8++fzGoRz2tq7knqb2Slmlizp+5IWNDzAzHpImifpB8659WHMclDRlwFJUq9OdEwb45VXXlFeXp6KiopUXFzsOw4AAIgAu/YfULDGKbtdmu8oMal+R7VbbrlFn3/+uaqqqnxHAgDEubA1j5xz1ZKmSCqQ9G9Jf3TOfWxmk8xsUuiw/5TUQdKTZrbazN4LV55667/Yr5TEVjqxLUOsv4lzTr/97W81fvx4nXvuuVq5cqV69erlOxYAAIgApRVBSVKH1imek8SeQCCgyy+/XA8//LCmTp2q+fPnKyWF8wwA8Cuc09bknFsoaeEhj81q8P1Nkm4KZ4ZDbfyyTD07tVZiQjgHXUW/+++/X/feey87qgEAgK/ZWVopSerShvqgOTnnlJ+fr6VLl7KjGgAgooS1eRSJtu4uV+/O7LR2NBMmTJCZ6a677lKrVjTaAADA/yo7UC1JapMWd6VkWNXXXnfeeafGjBnjOw4AAAfFVVegptZp6+4KndQh3XeUiLR582bdfvvtqqmpUbdu3TR9+nQaRwAA4GsqqmokSWlJCZ6TxIZFixZp1qy6wfmjRo2icQQAiDhx1RnYUhJQVU2tenVmsexDrVy5Ujk5OXr22We1YcMG33EAAEAE27X/gCQpI4WRR8dr5syZGjNmjObMmaNgMOg7DgAAhxVXzaP1X5RJkk7vwrS1hup3VMvIyNA777yjM844w3ckAAAQwTbuKlOb1ER1ZMHsY9ZwR7VRo0bp7bffVlJSku9YAAAcVlw1jzaXBCRJPTtleE4SOZ544omv7KhG4wgAABzNp1+W6VRGch8z55zGjx//lR3VWrfmfAIAIldcjTXeUhJQu/QkZaZyV6fegAEDNGHCBD311FPsqAYAABqluOyAvnVye98xopaZ6cILL1ReXp6mTp3qOw4AAEcVV82jf+/Yr9OYsqbS0lLNnz9fEyZM0MCBAzVw4EDfkQAAQBTZVxFUVho345qqsLBQJSUlGjp0qO644w7fcQAAaLS4mbZWU+v0rx371PfENr6jeLV582YNGjRIN910kz799FPfcQAAQBSqqqlVSlLclJHNYtGiRRo8eLCmTJmimpoa33EAAGiSuPnU37anXFXVtTqja/yOPFq1apVycnK0fft2FRQUqFevXr4jAQCAKOOc04HqWqUkxE0Zedxmzpyp/Px89erVSwUFBUpISPAdCQCAJombT/2Nu+p2WovXxR3nzZun3NzcgzuqDR061HckAAAQhapqauWclJJEA+Roamtrdccdd+iWW27RyJEjtWzZMmVnZ/uOBQBAk8VN82jDweZRfI482r9/v8477zx2VAMAAMeltCIoSWqTGldLZx4TM9OuXbvYUQ0AEPXi5lN/S0m52mckx9XijsFgUB9++KEuuOACXXfddbr22msZJg0AAI5L8f4qSVK7jGTPSSLXjh07VFFRoZ49e2ru3LnUXwCAqBc3I4+Kist0Uod03zFaTGlpqUaPHq3c3Fxt27ZNkihcAADAcSsJHJAkdWmT6jlJZFqzZo1ycnI0fvx4OeeovwAAMSFumkeffhnQqZ3iY6hw/Y5qb7/9tmbOnMncegAA0GxKykIjj9IZeXSoRYsW6cILL1RNTY3mzJkjM/MdCQCAZhEXzaO95VX6cv8B9e4S+82jQ3dUu/76631HAgAAMaS4rG7kUafMFM9JIkvDHdVWrlypc88913ckAACaTVysebSpOCBJ6tkx9ptH8+bNU0ZGhv7+97+zMDYAAGh2pRVBmUmZKXFRRjZKMBjUs88+q5EjR+qll15iYWwAQMyJi0/9jV/U7bTWq3NsfpA75/TFF1+oa9eu+vWvf6277rpL7du39x0LAADEoMCBGmUkJ6pVK6ZkBQIB1dbWKjMzUwUFBWrTpg1rHAEAYlJcTFtbt3O/UpNaqUf72FswOxgMauLEiRowYIB27dqlhIQEGkcAACBsyg4ElZFCg2T79u3Kzc3VVVddJeec2rVrR+MIABCz4qJ5tGHXfvXunKmEGLtDVr+j2pw5c3T99derY8eOviMBAIAYV1JWFfeLZRcWFmrgwIFat26dJk2axMLYAICYF/PT1pxz+nj7Pg3v09l3lGa1efNmjRkzRuvXr9czzzyjG264wXckAAAQB4rLDsT1YtmLFi3SFVdcoczMTC1btoyFsQEAcSHmm0e79h/Q7kCV+p7QxneUZvXzn/9cn3/+uQoKCnTxxRf7jgMAAOJEcVmVenWKzXUkj6ayslITJ05Uz5499frrrys7O9t3JAAAWkTMN48+2rpXknR2dpbfIM0kGAwqKSlJjz/+uH72s5+xoxoAAGgxzjntKa9S2zibtlZTUyMzU2pqqgoKCpSdna3MzEzfsQAAaDExv+ZR4bZSmUmnd43ukUfOOT344IPKzc1VRUWFsrKyaBwBAIAWta+iWuVVNTohK9V3lBYTCAR0+eWX6+6775Yk9enTh8YRACDuxHzzaN3O/erVqbVap0TvIKtgMKhJkybprrvuUvfu3X3HAQAAceqz3eWSpB4dYm8H28PZsWOHcnNztWDBAqaoAQDiWvR2VBpp/Rf7o3rKWmlpqcaPH6+//e1vuvfee/WrX/1KrVrFfM8PAABEoOLAAUlSx9axP21tzZo1GjNmjHbv3q358+dr7NixviMBAOBNTDePAgeq9dnuco0bEL13im644QYtWbKEHdUAAIB3+yqCkhTzax4FAgENGzZMSUlJ7KgGAIBivHlUVByQJPXuHL07gjzwwAO69dZbNXToUN9RAABAnCs7UC1JUb0cQGNkZGRo7ty56tevH9PVAABQjK95tCnUPDq5Y4bnJE3z6quvatKkSXLOqXfv3jSOAABARNhXUdc8apOa5DlJ86upqdGdd96p5557TpI0evRoGkcAAITEdPPo489LlZzQSj07RUfzqH5HtXHjxqmwsFBlZWW+IwEAABy0t6JKyQmtlJoUWyVkIBDQuHHj9NBDD2n16tW+4wAAEHFieszxx9v3qXeX1kpJTPAd5aiCwaAmT56s3//+97ryyiv17LPPKi0tzXcsAACAg/ZVBNUmLUlm5jtKs9mxY4fGjh2rDz/8UI8++qimTp3qOxIAABEnpptHm74s08CeHXzHaJSrr75ar7zyCjuqAQCAiFVSVqX2GbEzZa20tFQDBw5USUmJ5s+fr/z8fN+RAACISDHbPKoM1mjHvkp1b5/uO0qjTJw4UaNGjdKNN97oOwoAAMBh7SmvUrsY2mktKytLU6ZM0fDhw9lRDQCAbxCzzaNPvyyTc1LvLpG709qqVav0wQcfaNKkSfrOd77jOw4AAMA32l9ZrR5RcmPumzz11FPq37+/cnJyNG3aNN9xAACIeDE7N+rfO/ZLks7omuk5yeG9+uqrys3N1YwZM1RRUeE7DgAAwFEFqqqVkRK99x5ramp0xx13aNKkSZo1a5bvOAAARI0Ybh7tU3JCK53cIbJ2Wmu4o1r//v21fPlyFsYGAABRoayyWhkpkb8RyeHU76j2u9/9TlOmTNHvf/9735EAAIga0Xvr6Cg+2rpXfU9so8SEyOmPOed0yy23aNasWbriiis0d+5cGkcAACBqlB2oVmZq9C2YvXv3bl1yySX64IMP2FENAIBjEDmdlWZUW+v0rx371L97W99RvsLMdPrpp+uee+7Riy++SOMIAABEDScpWOOUkRx9I4+ysrLUu3dvzZ8/n8YRAADHICZHHm3dU67yqhr1OSEy1jvasmWLioqKlJeXp5/+9Ke+4wAAADSZc3V/piVHT/n4P//zP+rTp4+6deumF1980XccAACiVkyOPKpfLPv0rm08J6nbUS0nJ0cTJkzQgQMHfMcBAAA4JqHekdKSomPk0axZszRy5Ejdc889vqMAABD1YrJ5tKm4TJLUq5PfxbLnzZunvLw8paenq6CgQCkpKV7zAAAAHKvagyOPIrt8rK2t1Z133qmbb75ZI0eO1BNPPOE7EgAAUS+yP/2P0cZdZerSJsXbgo7OOc2YMePgjmorVqxQnz59vGQBAABoDvXT1tIjeNpaeXm5xo0bp4ceeki33nqrXnvtNWVmRsYyBgAARLOYbB59snO/Tuvit1D4+OOPNX78eL355pvq3Lmz1ywAAADHq37kUeuUyG0eVVVVacOGDXr00Uf12GOPKTExcrMCABBNYu4TNVhTq0927tePhvRs8fcuLS1VSUmJevbsqdmzZyshIUGtWsVkfw4AAMSZWjklSMpK8zOy+5usW7dOJ510ktq2bav3339fycnJviMBABBTYq6zsbk4oOpap1M7tW7R992yZYsuvPBCjRkzRtXV1UpKSqJxBAAAYkb9yKOMCBt5VFBQoAsuuEDTpk2TJBpHAACEQcx1N9Z8XipJOjs7q8Xes35HtW3btunxxx9niDQAAIg57mDzKHJ2W5s1a5bGjBmjnj17avr06b7jAAAQs2KuebRhV5mSEkyndGyZndZeffVV5eXlKS0tTcuXL9ewYcNa5H0BAABa0oGauj8zU/xPW6upqTm4o9qIESO0bNkyZWdn+44FAEDMirnm0b+279OpnTOVlBD+v1ptba0efvhhnXPOOVq5cqX69u0b9vcEAADwIRiat5aa5L98/Pzzz/XMM89oypQpmj9/PjuqAQAQZjE3v2rdzn26sFfHsL5HMBhUZWWlMjMzNX/+fKWnpystLS2s7wkAAOBTTa2U3+8EmZm3DHv27FHbtm3Vo0cPFRYWMtoIAIAW4v/WUTPaE6jSF/sO6IwTwnf3qbS0VPn5+brssstUW1urDh060DgCAAAxr9pJ2e3Svb3/2rVr1b9/f/32t7+VJBpHAAC0oJhqHn3yxX5J0mldwtM8qt9R7a233tJVV13FbmoAACCudGztZyezgoICDRo0SMFgUMOHD/eSAQCAeBZT3Y+1oZ3W+pzQptlf+9133z24o9qiRYt04403Nvt7AAAARLI2qS2/WPZTTz2lMWPG6JRTTtHKlSs1YMCAFs8AAEC8i6k1jz78bK+6tU1Tlzapzfq61dXVuvbaa5WWlqYlS5aoT58+zfr6AAAA0SClhRfL/uSTTzR58mSNGDFCL730EgtjAwDgSUw1j/69Y5/OPLH5Rh055+ScU2JioubNm6dOnTqpc+fOzfb6AAAA0SQlMaFF3qe2tlatWrXS6aefriVLlujb3/62EhNjqmwFACCqxMy0tbID1dpUHNDZ3bKa5fWCwaAmTZqk22+/XZJ05pln0jgCAABxLSUx/KXjzp07NWjQIM2fP1+SdNFFF9E4AgDAs5hpHq3bsU+SdEYzrHdUv6Pa7NmzlZ6eLufccb8mAABAtAt382jt2rXKycnRmjVr2JgEAIAIEjO3cQq31S2WfU728Y082rJli/Lz87Vu3To9/fTTLIwNAAAQkhzG5tHixYs1fvx4ZWRkaNmyZTrvvPPC9l4AAKBpYqZ59MFne9SlTYo6H8di2VVVVRo6dKh2796tRYsWadiwYc2YEAAAILqFq3lUWFio0aNH68wzz9Trr7+u7t27h+V9AADAsYmZ5tH7W/ZoYM8Ox/UaycnJeuyxx9SzZ0/17du3mZIBAADEhnA1j84++2w9/vjjuuaaa9hRDQCACBQTk8m/3H9AO0orddaJTZ+y5pzTjBkz9Oyzz0qS8vPzaRwBAAAcRlpS8+22Vl5eruuuu04ff/yxzEyTJk2icQQAQISKiebR6q17JUnnndS2Sb9Xv6PatGnT9Oabb7IwNgAAwDdondI8g9Z37typ3NxcPffcc1q1alWzvCYAAAifmJi29v6WPUpKMPVpwk5rpaWluuKKK7R48WLdc889+q//+i+ZWRhTAgAARLf05OMvHdeuXasxY8aouLhYr732mi699NJmSAYAAMIpJppHC9fs0Nndshpd0FRUVGjw4MFat26d5syZox/+8IdhTggAABD9Uo5zzaPVq1dryJAhat26tZYuXaoBAwY0UzIAABBOUT9tbX9lUNv3Vuj0ro0fdZSWlqZrr71Wb7zxBo0jAACARmrV6vhGaffp00fXXHONVq5cSeMIAIAoEvXNo5Wbdqu61im/3wlHPfbPf/6zli9fLkm6++67NXz48HDHAwAAiAnH2jaqra3VAw88oJKSEqWkpGjmzJnq3r17s2YDAADhFfXNozfX7VLrlER96+T2Rzymfke1yy+/XL/5zW9aMB0AAEBsOJalIcvLyzVu3DhNnz5dL7zwQvOHAgAALSKq1zyqqKrRwjU7lHd6JyUfYQ5+MBjUrbfeqqeeekrjx4/Xf//3f7dwSgAAgOjX1N7Rzp07demll+q9997TI488oilTpoQlFwAACL+obh69+sE2lVYEdU3OSYd9PhAI6LLLLvvKjmqtWkX9YCsAAIAW15Tm0bp16zRixAh2VAMAIEZEbfNod6BKDxZ8onN7tNXAnoefspaamqqsrCw9/fTTuvHGG1s4IQAAQAxpQveoXbt2ys7O1rx581gYGwCAGBC1zaNf//Xfqqiq0f+99CzZIZPw33vvPXXp0kXdu3fXyy+//LXnAQAA0DSNqaZef/11jRw5Ul26dNE//vEPajAAAGJEVM7hWrdzn/784Tb94Nsn6ezsrK889+c//1lDhgw5OK+eogUAAOD4fVNFVVtbq2nTpmns2LF66qmn6o6nBgMAIGZEZfPomX8UKS0pQVOGnnrwsYY7qvXr10+zZ8/2mBAAACC2JLQ6fDOovLxc48eP14wZMzR58mT9+Mc/buFkAAAg3KJu2pqTtHDNTo086wS1y0iWdPgd1dLS0vwGBQAAiHGH7qg2depURhwBABCDoq55dKBaqjpQrRFndjn4WGVlpZYvX86OagAAAC1o586d2rJlCzuqAQAQ46KueVRe7dQ+sZUG9+6orVu3qkOHDsrMzNSKFSuUnp7uOx4AAEBMajieaP369TrttNPUv39/FRUVUYMBABDjwjpEx8xGmtknZrbRzKYf5nkzs8dCzxea2XlHe81A0GnwqR318Ucf6lvf+pYmT54sSRQtAAAALWD27Nnq27evXnjhBUnUYAAAxIOwNY/MLEHSE5JGSeor6Soz63vIYaMk9Q59TZQ082ivW+OkE4LblZubq7S0NE2bNq2ZkwMAAODrnKZNm6Yf//jHuuSSSzR27FjfgQAAQAsJ58ijCyRtdM5tcs5VSXpJ0ncPOea7kv7g6qyQ1NbMTjjaCz9w54/Ur18/rVixQn37HtqPAgAAQHOrrKzUjBkzdMstt2jBggXKzMz0HQkAALSQcDaPukna2uDnbaHHmnrMVzmn/xiRpyVLlqhLly7feCgAAACaR3V1tR5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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/07_500_ROUNDS/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "4e3f6e23", + "metadata": {}, + "source": [ + "## Feature Fraction = 0.8" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8cb9b551", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/08_FEATURE_FRACTION/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "618271a4-5c45-4edf-8371-7d3063650660", + "metadata": {}, + "source": [ + "## Bagging fraction and frequency" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a3c7d3a5-8035-4dd8-a8ca-570f5f5c0921", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/09_BAGGING_FRACTION/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "a52782e7-5324-44a4-bb84-4a37d867c3bd", + "metadata": {}, + "source": [ + "## Extra Trees" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2d9fe102-f035-491f-8a9c-491035facd5c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/10_EXTRA_TREES/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "cbcada73-011c-4e94-8263-1c0300bbdb14", + "metadata": {}, + "source": [ + "## Lower Max Bins\n", + "max bins = 127" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c05cafaa-524d-4995-b460-3c83b336c7c6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/11_MAX_BINS/train-test-split/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "48435135-1832-40ac-81f1-058c95be58ea", + "metadata": {}, + "source": [ + "# NDP30 + a few parameters\n", + "Here's a little mini-test I needed to run, there are three model runs. First, I removed NDP30 which is sort of the last of the \"spatial\" features that I think would bias the model in favor of lat/lon it has already seen.\n", + "\n", + "The next test is to increase the learning rate to 0.05. Initially, this was set at 0.01 and there were 1000 iterations. When I decreased the number of iterations to 500, I should've increased the learning rate.\n", + "\n", + "Finally, I added L2 regularization to the cost function with lambda_l2 = 1.0" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "57b509d2-b8ca-41b9-9abb-a1e620dd8574", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4443KCl1EREREREREpBgllSrIoUOHymwfN24cY8aMYcuWLYSEhDBt2rRixyQkJPDTTz+xZs0afvzxRyZPnsyRI0cAmDFjBjt37mTTpk1s3LiRoUOHuuU6RERERERERETKQ0mlChIdHc2wYcNITEyk6Ip61loSExMZNGgQAMOHD2fevHnF+tiwYQNdu3bFx8eHmjVr0r59exYuXAjAm2++yVNPPYWXl+OvrEGDBu69IBERERERERGRMiipVEFSUlIYNmwYU6ZMISoqihdffJFdu3YBkJGRQXBwMD4+jhJWYWFhpKenF+ujffv2LFiwgBMnTnDgwAGWLFnCzp07Adi2bRuzZ88mOjqa3r17s2XLlsq7OBERERERERGRIpRUqiDe3t707duXuXPnsnz5crZv307Tpk1ZsWJFsZFLAMaYYvt69OhBnz59uPbaa7njjjvo0qWLKxGVnZ2Nv78/SUlJ3Hfffdx7771uvyYRERERERERkdIoqVSBDh8+zDvvvEO/fv1ISUlh2rRptGvXjnr16pGZmUlubi4AaWlphIaGltjHhAkTWLNmDV999RXWWiIjIwHH6KbbbrsNgIEDB5KcnFw5FyUiIiIiIiIiUgIllSrIXXfdRadOndi+fTuzZs1i+fLlDB8+HH9/f4wxxMTEMGfOHABmzpxJ//79i/WRl5dHRkYGAMnJySQnJ9OjRw8ABgwYQGJiIgDLli2jZcuWlXRlIiIiIiIiIiLF+Xg6gOpi8ODBzJgxwzVdrahJkyYxdOhQJk6cSMeOHRk1ahQASUlJvPXWW0ydOpWcnByuv/56AGrXrs0HH3zg6i8uLo4777yT1157jaCgIKZOnVo5FyYiIiIiIiIiUgIllSpIv379ymxv3rw5K1asKLY/OjralSDy9/dnw4YNJZ4fHBxMQkLC+QcqIiIiIiIiIlIBNP1NyrRjxw46d+5MZGQkQ4YM4dSpUyUeN27cONq0aUObNm2YPXu2a/+dd95Jq1ataNOmDffeey85OTmVFbqIiIiIiIiIuJGSShe5Q4cOldk+btw4xowZw5YtWwgJCWHatGnFjklISOCnn35izZo1/Pjjj0yePJkjR44AjqTSpk2bWLduHVlZWZq2JyIiIiIiIlJNKKl0kYuOjmbYsGEkJiZirS3UZq0lMTGRQYMGATB8+HDmzZtXrI8NGzbQtWtXfHx8qFmzJu3bt2fhwoUA9OnTB2MMxhiuvvpq0tLS3H5NIiIiIiIiIuJ+Sipd5FJSUhg2bBhTpkwhKiqKF198kV27dgGQkZFBcHCwq1h4WFgY6enpxfpo3749CxYs4MSJExw4cIAlS5awc+fOQsfk5OTw/vvv06tXL/dflIiIiIiIiIi4nQp1X+S8vb3p27cvffv2Zf/+/YwfP56mTZvy3Xff0axZs2LHG2OK7evRowcrV67k2muvpX79+nTp0qXYKnh/+MMfuOGGG1yr24mIiIiIiIjIhc1tI5WMMe8ZY/YZY34upd0YY94wxmw1xiQbYzoVaOtljNnsbItzV4zicPjwYd555x369etHSkoK06ZNo127dtSrV4/MzExyc3MBSEtLIzQ0tMQ+JkyYwJo1a/jqq6+w1hIZGelqe/bZZ9m/fz+vvvpqpVyPiIiIiIiIiLifO6e/zQDKmuvUG4h0ft0PvAlgjPEG/uFsjwLuMMZEuTFOj5m3Op3r4hNpFpfAdfGJzFtdfGqZu91111106tSJ7du3M2vWLJYvX87w4cPx9/fHGENMTAxz5swBYObMmfTv379YH3l5eWRkZACQnJxMcnIyPXr0AGDq1KksWrSIjz76CC8vzbYUERERERERqS7cNv3NWrvcGBNexiH9gVnWUR36B2NMsDGmMRAObLXWbgcwxnzsPHaDu2ItS36+5Wh2LsdzLIezcnDEBF7G4GXAYDCm4D6DcR5T0lSx0+atTmf83HVk5eQBkJ6Zxfi56wAY0LGJ26/rtMGDBzNjxoxi09VOmzRpEkOHDmXixIl07NiRUaNGAZCUlMRbb73F1KlTycnJcU1rq127Nh988IGrvwceeIDLLruMLl26AHDrrbfy1FNPVcKViYiIyIUsOzeP4zmWkzl5+Pt6ezocERERKYEnayo1AQpWc05z7itpf+dKjKuQ3UdOcl18omNj8ZdndW6Arze+3gYvL0eyyVpLZlYOl10SSNqhLHLzC6+2lpWTx4TPHYmlpnUDiWwQRC1/3wq5jtL069evzPbmzZuzYsWKYvujo6OZOnUqAP7+/mzYUHLO7/TUOU/YsWMHQ4cO5eDBg3Tq1In333+fGjVqFDvu8ccfJyEhgfz8fLp3787rr7+OMYbFixczduxY8vPzCQoKYsaMGURERHjgSkRERC4+n/+UTtziE7B4IfG3tmXo1U09HZKIiIgUYYouI1+hnTtGKv3XWtumhLYE4CVr7f+c24uBx4HmQE9r7Wjn/ruBq621j5TyGffjmD5Hw4YNr/z4448r9Bqyci3L03I5lZ1NDT8/AKwFC1jsb98X+PPoKUuuhRpejn35zrb9Jyx1/Ay5+Zbth3IJ8rXkWcjJN5zIhcxTxUc2BfqAl4FODX1oGGio42doWsuLJkFeeHuVPhLqQnfs2DGCgoLKPObo0aPUqlWr1PZnnnmGG264gRtvvJFXX32VFi1aFJu+9/PPP/PWW2/x+uuvA/Doo49y33330aFDB+6++26ef/55LrvsMubNm8emTZuIi6ueJb7Kc7+l4uh+Vz7d88rlzvsdExOzylob7ZbOpdzc/fwFkHY0n0XbTvDNHsfzzps3BxLgU32ffaoK/XtZuXS/K5fud+XS/a58nngG8+RIpTTg0gLbYcAuoEYp+0tkrX0HeAcgOjraduvWrcID7Q0sXbqUiuz7uvhEtmdmFdsfWsefd4dHs+fwSTbsOsKmPUfZfyyb9fuOsTztVKFj+7RtxLUt6tG1ZX0uvSSwwmKrCspzv1u0aEHnzp0ZPXo0MTExhaYbWmv5+eef+frrr/Hx8cHPz49nnnmG1157rVAffn5++Pn5ce2112KtJSAggJ49e9K6dWsCAwO5/PLL6dy5M99//z2BgYEV+t9AVVLR/31L2XS/K5/ueeXS/a7+KuP5CyBs6VI2/i+XA8eyefDrE6yccDP1a/m55bPEQf//Vi7d78ql+125dL8rnyfuuSeTSl8ADztrJnUGDltrdxtj9gORxphmQDowFBjmwTjdYmzPVoVqKoFjutzjvS7nitA6XBFah5taNyx0zpGTOWzff5wlm/bx06+H+OmXTOav2wNAs3o16dzsEjo2DaZVo9q0aliLgBrVu/5ASkoKCxYsYMqUKTz00EPcfffdjBgxgtDQUDIyMggODnbVdgoLCyM9vXgh9C5duhATE0Pjxo2x1vLwww/TunVrwFFkvE+fPgQEBFC7dm1++OGHSr0+ERERgR/G30jEhAUAXPXC18x5oAvR4Zd4OCoREREBNyaVjDEfAd2AesaYNOBpwBfAWvsWMB/oA2wFTgAjnW25xpiHgUWAN/CetXa9u+L0lNPFuCcv2syuzCxCgwMY27NVmUW6a/v70uHSYDpcGuzat3nPUZal7OP7bRkkrNvNxyt/K0d1RWhtLqsbSHjdmoTXq0mT4ABCgwMIrxtYZhHxC4W3tzd9+/alb9++7N+/n/Hjx9O0aVO+++47mjVrVuz4kq5569atbNy4kbS0NAC6d+/O8uXLueGGG3jttdeYP38+nTt3ZvLkyTz22GOuOlIiIiJSOXy8vVjzVHc6PPcVAIPe+p7U+FgPRyUiIiLg3tXf7jhDuwUeKqVtPo6kU7U2oGOT817prVWjWrRqVIv7b2hBfr7l14MnWLp5H19v3Ie3l2HDriMsWr+XvAJFwYP8fKgbVIPQOo4kU2iwP02CA2hQ248Ol4ZwSc3ixayrqsOHDzN79mymT5+Or68v06ZNo127dvj5+ZGZmUlubi4+Pj6kpaURGhpa7PzPP/+ca665xjXvtHfv3vzwww+0bt2atWvX0rmzo0b8kCFD6NWrV6Vem4iIiDgEB9YgNT6W8LgEAP65dCt/6KbFM0RERDzNk9PfpIJ5eRnC69VkRL1mjLjut5E6OXn57M48yea9R5m/bjd1Anw5cCyb3YdP8s2W/WQcP1Uo6QRwXURdWjeqTUjNGgy7uikhBRJN81ann9UIK3e56667+P7777n99tuZNWsWkZGRhdpjYmKYM2cOQ4cOZebMmcWKdAM0bdqUd999l/Hjx2OtZdmyZfzpT38iJCSEw4cPk5KSQsuWLfnqq69c0+JERETEM8b1upxJCzfx8sLNSiqJiIhUAUoqXQR8vb1oWjeQpnUD6R7VsFh7Tl4+63cdYV1aJj/sOMi2fcc4nJXD1P/tABxT9MDxIFe3Zg2e/mK9qxZUemYW4+euA6j0xNLgwYOZMWOGq25SUZMmTWLo0KFMnDiRjh07MmrUKACSkpJ46623mDp1KoMGDSIxMZG2bdtijKFXr17ccsstALz77rvcdttteHl5ERISwnvvvVcp17Vjxw6GDh3KwYMH6dSpE++//z41ahQfPfb444+TkJBAfn4+3bt35/XXXy80xe+RRx5h+vTpHDt2rFLiFhERcbcHu7Vg0sJNANw/K4l37jnzQoDl/bk6btw4EhIcI6GefPJJhgwZAsDixYsZO3Ys+fn5BAUFMWPGDCIilNASEREBJZUER9LpdK2mu7uEu/bn5uWzemcmLy/cxMrUQ66HuKKycvKYvGhzpSeV+vXrV2Z78+bNWbFiRbH90dHRrtpI3t7evP322yWeP3DgQAYOHHj+gRZx6NAhQkJCSm0fN24cY8aMYejQoTzwwANMmzaNBx98sNAx3333Hd9++y3JyckA/O53v2PZsmWuSv9JSUlkZmZWeOwiIiKe9uadnXjwXz/x5Ya9QMX8XE1ISOCnn35izZo1ZGdn07VrV3r37k3t2rV58MEH+fe//03r1q355z//yfPPP8+MGTPceYkiIiIXDC9PByBVl4+3F1eFX8KnD1xLanwsb97ZqdRj0zOz+NePv7B137FiU+mksOjoaIYNG0ZiYiKO0mK/sdaSmJjIoEGDABg+fDjz5s0r1ocxhpMnT3Lq1Cmys7PJycmhYUPHKLS8vDzGjh3Lyy+/7PZrERERqWy92zZ2fb/n8MkK+bm6YcMGunbtio+PDzVr1qR9+/YsXLgQcPzMPXLkCOCo5VhSjUYREZGLlZJKUm692zamSXBAqe0TPv+Zm19dRosn5hMel8AXa3exfb+mXhWVkpLCsGHDmDJlClFRUbz44ovs2rULgIyMDIKDg11T+sLCwkhPTy/WR5cuXYiJiaFx48Y0btyYnj17umo+TZkyhX79+tG4ceNi54mIiFQHg6PDALjmpcUV8nO1ffv2LFiwgBMnTnDgwAGWLFnCzp2OFXWnTp1Knz59CAsL4/333ycuLq6SrlJERKTq0/Q3OStje7Zi/Nx1rppKAAG+3vy1/xW0CavDyh0HefLf6wF49KPVrmM6NQ3msro1uaxuIJfUrMGllwTSPiyYkEDfQnWALgbe3t707duXvn37sn//fsaPH0/Tpk357rvvaNasWbHjS7o/W7duZePGjaSlpQHQvXt3li9fTkREBJ9++ilLly5192WIiIh4zMuD2vNJkuNnYEX8XO3RowcrV67k2muvpX79+nTp0sWViHrttdeYP38+nTt3ZvLkyTz22GOuafQiIiIXOyWV5KycrptU2upvlzeqzd1dwsnLtyxav4fPVqXRoLYfOw4c58ftGXy+uvjbwdNG/64Z7S8N5rK6gRzOrt5T6A4fPszs2bOZPn06vr6+TJs2jXbt2uHn50dmZia5ubn4+PiQlpZW4jD7zz//nGuuuYagoCAAevfuzQ8//MDRo0fZunWrq4DoiRMniIiIYOvWrW6/pvMtMF7e80VERApauzOT8NrmvH6uAkyYMIEJEyYAMGzYMCIjI9m/fz9r166lc+fOAAwZMoRevXpV2rWJiIhUdUoqyVkb0LHJGYtye3sZ+rRtTJ+2hadgZefm8WvGCeb8lEaDWv58tWEPP2w/COBabe60Py5JcH3/yI0RhNetSZcWdWlU2x8vrwt3dNNdd93F999/z+23386sWbOIjIws1B4TE8OcOXMYOnQoM2fOpH///sX6aNq0Ke+++y7jx4/HWsuyZcv405/+RGxsLHv27HEdFxQUVGEJJXcXGC/P+SIiIqe1C6tDctphrus1kIYnfz2vn6t5eXlkZmZSt25dkpOTSU5OpkePHoDjRVBKSgotW7bkq6++ck03FxERESWVpJL5+XgT2bAW43s7HshG/e63Yeknc/LYvv84W/Yd5e/zk+nWtinz1+1m75Fs/i+x5MRIzRre3HnNZXRpXpfWjWvToJZfqQmneavTSx1hVZkGDx7MjBkzXMPqi5o0aRJDhw5l4sSJdOzYkVGjRgGOFd3eeustpk6dyqBBg0hMTKRt27YYY+jVqxe33HKLW+OOjo6mc+fOjB49mpiYmELTB04XQv3www8BRyHUZ555plhSqGCBcWutq8B4ec8XERE57YuHf0d4XAKBl1/P5tlPndfP1ZycHK6//noAateuzQcffODq79133+W2227Dy8uLkJAQ3nvvvcq5QBERkQuAkkpSZfj7ehMVWpuo0NrUydxCt25X8PQtVwCQeeIU/0neTU5uPs/9d4PrnOOn8nhn+XbeWb69UF8xrepTO8CXBrX8GHTlpWzcfaRQLaj0zCzGz10HUOmJpX79+pXZ3rx5c1asWFFsf3R0tKuGg7e3N2+//fYZP+vYsYorlJ6SksKCBQuYMmUKDz30EHfffTcjRowgNDT0nAqMW2t5+OGHad26NQcOHCjX+SIiIkUFRnYuNaEE5fu56u/vz4YNG4odAzBw4EAGDhxYMcGKiIhUM0oqyQUhOLAGd19zGQD3FhjddCo3n5WpB1m/6zA/bD9I4qZ9+Pl4sfdINks27wfg3W92lNhnVk4ekxdt9shopQuROwuMlzSV4GIr4C4iImcvvG4gqRknPB2GiIjIRUtJJbmg1fDx4rqIelwXUY/7b2hRqC03L5/ZSTvZvOcos77/pcTz0zOzGD1zJV1b1ie8Xk3CQgIJCwnA19urMsK/4LirwPj1119f7kKqFa08BcKXLFnCmDFjXNubNm3i448/ZsCAAVhrmThxIp9++ine3t48+OCDPProo5USu4jIxa5Vo1qkZpwgL9/ifQHXWxQREblQKakk1ZaPtxd3dnaMblq8cR/pmVnFjqnh7cWP2w/y9cZ9hfaH1vGnfi0/1qYd5oGuLYhoEEST4ADCQhxfF+MoGncWGDfGlOv8c1ERBcZjYmJYs2YNAAcPHiQiIsJVwHXGjBns3LmTTZs24eXlxb59+4p+hIiIuMmmPUcBiPssmcm3t/dwNCIiIhcfJZXkojC2Z6tCNZUAAny9eenWtvTvEMqeIyfZuu8Y/9tyAD8fL349eILFmxzJgbeWbSvWXw1vL07l5dO6cW1i2zaiT9vGhIUEUsOn+o5wcneB8dLOP18VUWC8oDlz5tC7d28CAwMBePPNN/nwww/x8nL83Tdo0KBC4hYRkTN7bUgHbv3nd3y6Kk1JJREREQ9QUkkuCqfrJpW2+lvjOgE0rhPA9ZH1i517KjefXZlZpGdm8dlPafy4/aBr1NPG3UfYuPsIr3yZ4jq+S/O65Obn0/MKR7IpNDigEq7Q/dxdYLy0889XRRQYL+jjjz/msccec21v27aN2bNn8/nnn1O/fn3eeOONYqO4RETEPTo1LX0kakXIzs3j260H2LbvONm5eeTlQ8q+oyQk76ZF/Zr8LqIefdo2pnPzum6NQ0REpKpSUkkuGgM6Njmnotw1fLwIr1eT8Ho1uS6iXqG2PYdPknboBDsOHGfVL4f4eOVOfj14gvTMLFamHuL5hI2uYwdHhxF92SVcVjeQpnUDaVyneiSbqrqKKDB+2u7du1m3bh09e/Z07cvOzsbf35+kpCTmzp3LvffeyzfffOOWaxEREffKyctn/rrd/PHjNWc8dtv+42zbf5yZzrqN9YL8WP54NwJr6PFaREQuHvqpJ3IeGtXxp1Edf6LDL+H26EuJv60dAMezc1mRepC1OzP5+9dbAPgkKY1PktKK9XHT5Q3YkXGcO65qSuvGtYkOD8Hf19vVPm91eqkjrKR8zrfA+GmffPIJAwcOxNfX17UvLCyM2267DXAsOz1y5Ei3X4+IiPymZg1vjp/KI/aNb0h49PozHl/05+oDXZvz2U/prNmZWWLf/r7etG5cmxsvb0Dz+jVp3bg2DWr5sX7XEf7+dQo/bj/I0excDhzLJuqpRa5zL70kgOVjY865DmN5FpIAR23AhIQEAJ588kmGDBkCwIgRI1i2bBl16tQBHDUAO3TocE6xiIiIlEZJJRE3qOnnQ0yrBsS0asCfbm4JQF6+Je3QCVamHuLg8WxenL8JwFW76YX5v41qCgsJILxuTfYfzWbz3qOu/emZWYyfuw5AiaVyqogC46d99NFHvPTSS4X2DRgwgMTERO69916WLVtGy5Yt3XIdRZ3vqnXl/WVFRKSq+9d91zDgH9+yftcR/vLpWl4po7bSvNXphWospmdm8eS/1xc6ZvTvmvGXnq0KveApSZsmdZg6/CrA8TKp59+Xk3bot0VBdh7Motn4+Sz44/W0bly72PkVsZBEQkICP/30E2vWrCE7O5uuXbvSu3dvatd2fN7kyZMZNGhQmdchIiJyPpRUEqkk3l6Gy+rW5LK6NQG4/4YWgKNY9M6DWew8dIIv1+/B19uLPUdO8kvGiUIJpdOycvL40+w1rPrlEH4+XrRqVIvQ4AACa3jTqI4/DWv546VllV0qosA4QGpqKjt37qRr166Fzo+Li+POO+/ktddeIygoyHX8+XL3qnXlOV9E5ELQ4dJg1/dzVqVxc+uG9GrTyLXPWsvCn/fwx9lrOJWbX2If9YP8WDnx5nOOoaafD/8bd6NrO+tUHq2fWghA79e/4c/dW/LITYVfalTEQhIbNmyga9eu+Pj44OPjQ/v27Vm4cCGDBw8+52sRERE5G0oqiXiYMYamzjpLRWs2hccllHre+z/8Uma/NXy8OJXrWKFu4+4jDOvclEtDAmlcx5+Gtf1pVq8mNf28CfKr3v8MVESBcYDw8PASi3gHBwe7ph1UJHeuWncu54uIVGWp8bGun5kPfLDqrM8/cCy7QuMJqOFNanwsUxK38MqXKfztK8dXwVFLFbGQRPv27Xn22Wd57LHHOHHiBEuWLCEqKsrVPmHCBJ577jluuukm4uPj8fPzq9DrFBERqd6/TYpc4JoEB7hWmiu6/9u4G8k6lcfeIyfZc+Qk7/1vB1k5ju20Q1k0r1+Tn9Mdq9MBfPjjr2V+Vruf/0dy2mF6t2lE68a1Sdy0j1YNazEoOozgAF/q1/IjOFDToyqLO1etO5fzRUSquoKJpdIE+Hq7pr4V5K6VWh++MZLYdqHEvLIUcIxaatOkNv995PoKWUiiR48erFy5kmuvvZb69evTpUsX17/tL730Eo0aNeLUqVPcf//9TJo0iaeeesot1ykiIhcvJZVEqrCxPVsVqv0AjgfisT1bOb6v4e1ame6aMyxnnJ9v2Xv0JMlphzl8Iofs3DxeX7yFA8dO0TLEixreXgAs+HkPC37eA8CanZnMTtrp6qNBLT/2HXW8ze3asj51Anzp07YxEQ0c0/p8nX2ACoyfL3euWmetPavzRUQuFKnxsQCs+uUQt735HR/ddw1dWvz287FoTSUo/HPVHZrVq0lqfCzLUvYz/L0V/Jx+hDmr0hh0ZViFLCQxYcIEJkyYAMCwYcNctQMbN24MgJ+fHyNHjuSVV15x2zWKiMjFS0klkSrsdBKmIpIzXl6GxnUCaFznt7exd3cJB2Dp0qV063ata39OXj77j2az+3AWx7PzSPrlEImb9hLVuLZrBbtlKfsB+GLtLgB8vAxNQgJoekkgB4+fYv2uI67+VGD83Lhr1bp69eqd1fkiIheaKy8LcSWYCqrIn6tnq2vL+iz+c1du+tsyR0Hx8Q+zf9u681pIIi8vj8zMTOrWrUtycjLJycmu2nm7d++mcePGWGuZN28ebdq0cfs1iojIxUdJJZEqbkDHJpWeiPH19iI0OMA1HeCGlvV5rLtjVbOXBzlW1cnPtxw4ls2eIydJ2XuM7fuP8evBE/yScaJQQum00wXGJy3cxHUR9bjp8gZENqxFWEjAGVfYuRi5c9U6Y8xZnV+Ryrvq3K+//sro0aPZuXMnxhjmz59PeHg4o0aNIikpCWstLVu2ZMaMGQQFBVVK7CJSPXji5+ppLer/9u/V9lrtCLjtXnqNvIbIyAbFji3PQhI5OTlcf/31ANSuXZsPPvjANf3tzjvvZP/+/Vhr6dChA2+99VYlXKGIiFxslFQSkXPi5WVoUNufBrX9aRcWXKitWVwCxSdYOew+fJI5q9KYsyqt0P72YXVoEhJActph0g5l8Wy/K2hQy48mIQG0qB9EzWpeULwod69aV9r556siVq0DuOeee5gwYQLdu3fn2LFjeHk5pla+9tprrqWyH3vsMaZMmUJcXFyFxC4iUhlS42NJSj3IIGeOZ8T0lQDFpuqVZyEJf39/NmzYUOLnJCYmVnDkIiIixV1cv6WJSKUILaPA+P/GxbDnyEl+yTjBrO9Tmb9uD1eE1qZ2gC+b9hwl7ZDjvKe/WF/mZzzYrQUdLw2mUR1/GtTyp2Ftv2pVF8jdq9aVdv75qqglsnNzc+nevTtAoZFIpxNK1lqysrKq1d+5iFw8osMvYcdLfXhr2XYmLdwEwB3v/sDljWox/9Hr8fLSv20iInJhUFJJRCpcWQXGjfmttlNpxcWPZ+ey+/BJ9h/N5tOknbRoEMTkRZvx9Tbk5DnGQL25dFuJ517boi7N6tWkSUgATYIdU+vqBPjSon4QdWvWOOODugqMn5+KWLUuJSWF4OBgbr31Vnbs2MHNN99MfHw83t6OaZIjR45k/vz5REVF8be//a1Sr09EpKIYY3iwWwse7NaCe95bwfKU/Wzac5TmT8znD91a8Hivyz0dooiIyBkpqSQiFe58C6HW9PMhokEQEQ2CXFMBHoqJKHTM0ZM5bN9/nE17jvDBD7+yLv0w4EhI/Td5N4ezcsr8jKFXXUpYSAANa/tTy9+Ha5rXZcmmfTzx+c+uZJgKjJ+9ili1Ljc3l2+++YbVq1fTtGlThgwZwowZM1xT9KZPn05eXh6PPPIIs2fPZuTIkW6/LhERd5p179Vk5+bRauJCAP65dBv/XLqN9c/2vOimf4uIyIVFP6VExC3cXQi1lr8v7S8Npv2lwQy5qmmxdsdopyw27j7KkZM55OZZXv0qxZVsWrh+D5knyk48gaPA+LP/WY+/rzddmteldoCPplydwfmuWhcWFkbHjh1p3rw5AAMGDOCHH34oVPfJ29ubIUOGMHnyZCWVRKRa8PPxJjU+tlBy6YqnF/HWXZ3o1aaxh6MTEREpmZJKIlItOUY71SKiQS3XvuHXhhc65mROHj/9cojlWw5Qw8eLNxZvKbGvQydyeOCDVY5+a3jTODiArfuO0bC2H0OuasqlIQFcekkgl9UNpGEt/4u6FkZFrFp31VVXcejQIfbv30/9+vVJTEwkOjoaay3btm0jIiICay3/+c9/uPxyTQ8RkerldHIpPC4BgAc++IlNf+2llVJFRKRKUlJJRC5a/r7eXBtRj2sj6gHw2aq0EguMBwf6MqBDE5o4C5DvOXySrfuOsfdIdqmJqHpBfhw4lu2qJdW4jj8BNby5rG5NcvNLWxvvwlcRq9Z5e3vzyiuvcNNNN2Gt5corr+S+++7DWsvw4cM5cuQI1lrat2/Pm2++WZmXJyJSaVLjY/nHkq1MXrSZy59cyPxHrycqtLanwxIRESlESSUREafSCow/c8sVpU7ly83LZ+ehLHYePMG732xnxY6D1PD24sCxbMAxfe65/5aw3POXCVzeqBYhgTVoWNuPhs5V7IIDfDl+KpeuLetTv5YfgTXK9890VSkwXlGr1nXv3p3k5ORix3377bfnH+Q52LFjB0OHDuXgwYN06tSJ999/nxo1ahQ7ztvbm7Zt2wLQtGlTvvjii0LtjzzyCNOnT+fYsWOVEreIXNgeiolg8qLNAPR54xseu7kls5N2evzfehERkdOUVBIRcTqXAuM+3l40q1eTZvVqckPL+sXa8/MtGcdPsf9oNt9tO0B6Zhb//ekXols0JDffcvD4KVb9eoi9h7M5lZdf4meE1vEnKrQO+daSuGkft3ZswnUR9bipdQPqBPjy7zW7CiXDVGD87B06dIiQkJBS28eNG8eYMWMYOnQoDzzwANOmTePBBx8sdlxAQABr1qwpsY+kpCQyMzMrKGIRuVikxsfS+/Vv2Lj7CK9+neLar3/rRUSkKlBSSUSkgIouMO7lZahfy4/6tfxc0xa61tpPt25XFjrOWsvhrBwyT+SweuchcvMsv2ScYMqSrYTXq0naoRNs2nMUgLmr05m7Or3Mz83KyWPSgk307xCqwuLlEB0dTefOnRk9ejQxMTGF7pm1lsTERD788EMAhg8fzjPPPFNiUqk0eXl5jB07lg8//JDPP/+8wuMXkeptwR+vp8NzXxZbYCIrJ4/JizYrqSQiIh6jpJKISBVgjCE4sAbBgTUIr1fTtf8vPVsVOi7rVB4rUg/y0y+H2Lj7CNv2H2Pb/uMl9rn7yElaP7WQkzm/jYB6oGsLGtfxJ8jPh/q1/OjQNJja/r7uuagLSEpKCgsWLGDKlCk89NBD3H333YwYMYLQ0FAyMjIIDg521YkKCwsjPb3kpN7JkyeJjo7Gx8eHuLg4BgwYAMCUKVPo168fjRtrBScROTeHS1mxdFcJtQBFREQqi5JKIiIXkIAa3nRtWZ+uBabaXRefWGKB8Tr+vtweHcYXa3ex76ijxtPUb7afsVB4n7aN6NQ0hA6XBtOwtj+N6/jj4+1VsRdSxXh7e9O3b1/69u3L/v37GT9+PE2bNuW7776jWbNmxY4vbfTXr7/+SmhoKNu3b+fGG2+kbdu2BAQE8Omnn7J06VI3X4WIVGehzsUiStovIiLiKUoqiYhc4EorMP5sf0eB8Yl9o1z78/ItGcey2XHgOF9v3Iu/rzf/l7i1UH/z1+1h/ro9rm0fL+NKRF3boi7dWtXHx8uL5vVrck3zutVmmevDhw8ze/Zspk+fjq+vL9OmTaNdu3b4+fmRmZlJbm4uPj4+pKWlERoaWmIfp/c3b96cbt26sXr1agICAti6dSsREREAnDhxgoiICLZu3VpiHyIiJSnp33qANk20IpyIiHiOkkoiIhe4sykw7u1laFDbnwa1/encvC4Af+7x2xQ7ay17j2Rz6MQpfsk4wf5j2aQdOsHby7YDsGH3Eb7bllFqLA90bQFA96gGtG5cu1yr11WFlevuuusuvv/+e26//XZmzZpFZGRkofaYmBjmzJnD0KFDmTlzJv379y/Wx6FDhwgMDMTPz48DBw7w7bff8vjjjxMVFcWePb8l6YKCgpRQEpGzVvTf+ktq1iDj+CkWrd/Lk/N+5q8D2ng4QhERuRgpqSQiUg1UVIFxYwyN6vjTqI4/rRv/9vZ7fO/Wru8zT5zi6437+GrDHkKDA/g5/TArUw8B8NaybYX+bFavJkdP5nLgWDYT+rQmokEQEQ2CaBIcgJeXYd7q9Cqxct3gwYOZMWOGq25SUZMmTWLo0KFMnDiRjh07MmrUKMCxottbb73F1KlT2bhxI7///e/x8vIiPz+fuLg4oqKiSuxPRORcFP23fvbKXxn32Tre/+EXbry8ATGXN/BgdCIicjFSUklERM5KcGANBl0ZxqArwwrtt9ZyJCuXrfuP8u3WDL7Zsp/6tfxcU+lemL/RdWyQnw8t6tdk056jZOfmF+rHE6sZ9evXr8z25s2bs2LFimL7o6OjmTp1KgDXXnst69atO+NnHTt27NyCFBEpYshVTakX5MeomUmMnLGSRX+6gVaNank6LBERuYgoqSQiIhXCGEOdQF+uvOwSrrzsEh69qfAUskPHT5Gy9yjb9h9n854jbN1/rFhC6bT0zCzC4xIYcW04J07l0vOKRlzboh4BNapH/SYRkYpyU+uG3HH1pXy0Yic9/76ct+++kp5XNPJ0WCIicpFQUklERCpFSM0adG5e11XLCUpfue50cfAZ36UC8ElSWqH2sJAAfhdRj4PHT3FdRD1ujmpIw1p+1X6VOhGRkrx0azuaBAfwypcp/P79Vbx115X0aqPEkoiIuJ+SSiIi4jGlrVz30q1tGdCxCcezc1myeR+7M0+S9MtBFq3fC0DaoSw+XrkTgC837OXpL9YX67tVw1rE9bmc8Lo1ybe2ci5IRMRDHr4xkj1HTvLBD7/ywAermBjbmtHXN/d0WCIiUs0pqSQiIh5zppXravr50LddKAD3UfiXo5y8fDbvOUrK3qOcys1nRepB5v6U7mrfvPcoI6evdG1HrF7G3iMnOXoyl993bU67JsHc1LoB/r6aUici1cPzA9rSqlFtnpz3M88nbKR5/ZrceHlDT4clIiLVmJJKIiLiUee6cp2vtxdtmtShTZM6AAy9uimvDu7gat99OIudB7PYvOcI3yenkBtQk637HEWy3162HQAvA+H1atImtA7twuoQ1bg2jYMDaFav5vlfmIiIB9x9zWXk5uXz7H82cO+MJFZMuIkGtfw9HZaIiFRTSiqJiEi11LhOAI3rBHB1s0u4NDuVbt2iAccIp3Xph9m4+wh7j2SzYdcRklIP8sXaXcX6GHNzS/p3COWyuoEYYwq1zVudXuoIKxERTxp5XTOe/c8GAK5+YTGp8bEejkhERKortyaVjDG9gNcBb2CqtTa+SHsI8B7QAjgJ3Gut/dnZ9kfgPsAA71pr/+7OWEVE5OLg6+1Fp6YhdGoaUmj//qPZ/LA9g3+vSefrjfsAeO3rFF77OgWAri3rc1V4CJc3qs3hrBwmzvvZVQsqPTOL8XPXASixJCJVQmp8LOFxCQC8sXhLsRU5RUREKoLbkkrGGG/gH0B3IA1YaYz5wlq7ocBhTwBrrLUDjTGXO4+/yRjTBkdC6WrgFLDQGJNgrd3irnhFROTiVr+WH7e0D+WW9o4aTtZatuw7xuKN+/j14AlWph5k2Zf7Sz0/KyePyYs2K6kkIlXGR/ddwx3v/sCrX6VwXUQ9rrws5MwniYiInAV3rr18NbDVWrvdWnsK+BjoX+SYKGAxgLV2ExBujGkItAZ+sNaesNbmAsuAgW6MVUREpBBjDC0b1uLBbi146da2fP1YV5Im3sw/hnUq9Zz0zCz+m7yLU7n5lRipiEjJurSoyxN9Lgfgtje/83A0IiJSHRnrpmWWjTGDgF7W2tHO7buBztbahwsc8yLgb619zBhzNfAd0Bk4Afwb6AJk4Ug8JVlrHynhc+4H7gdo2LDhlR9//LFbrufYsWMEBQW5pW8pTve7cul+Vy7d78pX0fd8856jnMrLJysXvtvnhbWwJ8uwN8tRd8nLQPM6XlzVyIerGnlzib873+GUbvfu3Tz33HMcPXqUyMhInnjiCXx9fQsds2fPHp566iny8/PJzc3l1ltvpV+/foBjtNa0adNYtmwZXl5e9OvXj9tuu+2Mn+vO/8ZjYmJWWWuj3dK5lJuevy4sIxYeB6BZHS+e7hJQ5rG655VL97ty6X5XLt3vyueJZzB31lQyJewrmsGKB143xqwB1gGrgVxr7UZjzCTgK+AYsBbILelDrLXvAO8AREdH227dulVI8EUtXboUd/Utxel+Vy7d78ql+135KvqeZ65OZ/zcda6aSgABvt5MujUK/xrefLv1AKt+OcRHm47z0SZHe/1afswYeRVRjWsXK/p9rg4dOkRISOnTWQYPHszTTz/N0KFDeeCBB9i6dSsPPvhgoWNOnTrFwIED8fPz49ixY7Rp04a//OUvhIaGMn36dLy8vPjll1/w8vJi3759NGjQ4Ixx6b/x6k/PXxeWLyIy6TflW3YczueyNleVucKl7nnl0v2uXLrflUv3u/J54p67M6mUBlxaYDsMKLS0jrX2CDASwDiesHc4v7DWTgOmOdtedPYnIiLicafrJpW2+lv/Do4/t+47ypcb9vLyws3sP5pN7Bv/I8jPh1vah9Kglh9/iGmBn4/3OccRHR1N586dGT16NDExMYWSVdZaEhMT+fDDDwEYPnw4zzzzTLGkUo0aNVzfZ2dnk5//29S9N998kw8//BAvL8dIq/IklESk6mkXFuz6PuaVpWx5oTe+3p4ZQSkiItWLO5NKK4FIY0wzIB0YCgwreIAxJhg44ay5NBpY7kw0YYxpYK3dZ4xpCtyKYyqciIhIlTCgY5MzFuWOaFCLiAa1+EO3CA4dP8WcVWn8b+sBPlrxKwCvL97C9ZH1iGpcm4dvjKCWv2+Z/RWVkpLCggULmDJlCg899BB33303I0aMIDQ0lIyMDIKDg/HxcfyoDwsLIz09vcR+du7cSWxsLFu3bmXy5MmEhjqKlW/bto3Zs2fz+eefU79+fd544w0iI7WClMiFqOBqcJETFpAaH+vhiEREpDpw2ysKZ4Hth4FFwEbgE2vtemPMA8aYB5yHtQbWG2M2Ab2BPxbo4jNjzAbgP8BD1tpD7opVRETE3UJq1uC+G5oz896rWf9sTyb0ac0dV1/KN1sO8Pby7bR95kv+8ulaFm/cW+4+vb296du3L3PnzmX58uVs376dpk2bsmLFCkqqmVjatLtLL72U5ORktm7dysyZM9m71xFDdnY2/v7+JCUlcd9993Hvvfee28WLSJVQMJG06peDHoxERESqC3eOVMJaOx+YX2TfWwW+/x4o8ZWntfZ6d8YmIiLiKTX9fLjvhuYAPNX3Cl6Yv4EVOw4yZ1Uac1Y5ZntHXxbCk32jaH9pcJl9HT58mNmzZzN9+nR8fX2ZNm0a7dq1w8/Pj8zMTHJzc/Hx8SEtLc01Aqk0oaGhXHHFFXzzzTcMGjSIsLAwV2HugQMHMnLkyPO/eBHxqHfviea+WUnc9ub3Gq0kIiLnTZOpRUREPCighjfPD2jLl2O68tOT3V37k345RP9/fEvbZxbxSdJOsk7lFTv3rrvuolOnTmzfvp1Zs2axfPlyhg8fjr+/P8YYYmJimDNnDgAzZ86kf//+xfpIS0sjKysLcBT+/vbbb2nVqhUAAwYMIDExEYBly5bRsmXLCr9+Ealc3aMaur7v/fo3HoxERESqAyWVREREqohLatYgNT6W1PhYEv/clcd7taJRbX8en5NMm2cWMfy9FWzZe9R1/ODBg9m8eTPx8fEl1jqaNGkSr776KhEREWRkZDBq1CgAkpKSGD16NAAbN26kc+fOtG/fnq5du/KXv/yFtm3bAhAXF8dnn31G27ZtGT9+PFOnTq2EuyAi7rbhuZ4AbNx9hD9+vNrD0YiIyIXMrdPfRERE5Nw0rx/EH7pF8GDXFixN2c87y7bz7dYDdH9tOVc3u4S7rrmMXn364uNT+vuh5s2bs2LFimL7o6OjXQmi7t27k5ycXOL5wcHBJCQkVMwFiUiVEVjDh5n3Xs3w91bw7zW7+EO3CFo1quXpsERE5AKkkUoiIiJVmDGGmFYN+Oj+a/g27kbG9mzF3iMnefSj1bScuIBXv9zM3iMnPR2miFxgurasz8TY1gD0/Pty8vOLF/cXERE5EyWVRERELhANa/vzUEwEix/ryl/7XwHAG4lbuealxfz5k7Ws3Znp2QBF5IIy+vrmru9ve+u7EleNFBERKYuSSiIiIhcYH28v7u4STmp8LF8/1pW7Ol/Gwp930/8f39L/H9/y7zXpGnUgIuWy46U+AKz+NZN73is+XVZERKQsSiqJiIhcwCIaBPHXAW344YmbmBjbmgNHs/njx2u4Zcr/WLxxr0YeiEiZjDGsfboHAN9sOcDa/bkejkhERC4kSiqJiIhUA7X8fRl9fXOWPx7Dq4Pbk3kih1Ezk2g2fj6b9xw9cwcictGqE+BL7zaNAHhtVTaZJ055OCIREblQKKkkIiJSjXh7GW7tFMbSsd1oWNsPcBThjV+wiTxNiRORUrx515UMjg4DoMNzX7ErM8vDEYmIyIXAx9MBiIiISMXz9fbixyduZt+Rk4ydk8xby7Yxb3U6se0as/DnPezKzCI0OICxPVsxoGMTT4crIlXAy4Pa8+W6dDKzLdfGJzL7/mvo3Lyup8MSEZEqTCOVREREqrEGtf2ZMfIqnh/Qhj1HTjLtfztIz8zCAumZWYyfu455q9M9HaaIVBF/jwmkhrfjV4Qh7/ygumwiIlImJZVERESqOWMMd11zGQ1q+RVry8rJY/KizR6ISkSqqpQXeru+Hz0zyYORiIhIVaekkoiIyEVi/9HsEvenq3aKiBTx87M9AVi8aR9LNu0r93k7duygc+fOREZGMmTIEE6dKrno97hx42jTpg1t2rRh9uzZZ32+iIhUDUoqiYiIXCRCgwNKbdt58EQlRiIiVV2Qnw+vD+0AwMgZK/ly/R4ADh06VOZ548aNY8yYMWzZsoWQkBCmTZtW7JiEhAR++ukn1qxZw48//sjkyZM5cuRIuc8XEZGqQ0klERGRi8TYnq0I8PUutM/bGAB6/X05/03e5YmwRKSK6t+hCWN7tgLg/vdXsWXvUaKjoxk2bBiJiYnF6i1Za0lMTGTQoEEADB8+nHnz5hXrd8OGDXTt2hUfHx9q1qxJ+/btWbhwYbnPFxGRqkNJJRERkYvEgI5NeOnWtjQJDsAATYID+Nvg9iz5SzfC69Xk4Q9X0/f/vuF4dq6nQxWRKuKhmAj8fR2/MnR/bTnJ6zcybNgwpkyZQlRUFC+++CK7djkS0hkZGQQHB+Pj41hgOiwsjPT04gsBtG/fngULFnDixAkOHDjAkiVL2LlzZ7nPFxGRqsPH0wGIiIhI5RnQsQkDOjYptv/fD13He9/u4OWFm2n37Jcs/Us3Lr0k0AMRikhVs+mvvQmPSwDgime+4ofxN9O3b1/279/P+PHjadq0Kd999x3NmjUrdq5xjoYsqEePHqxcuZJrr72W+vXr06VLF3x8fEpcaa6k80VEpOrQSCURERHBx9uL+29owfSRV5GXb7n+5SW8u3y7p8MSkSoiNT7W9f3Vz3zBa//3T/r160dKSgrTpk2jXbt21KtXj8zMTHJzHaMd09LSCA0NLbG/CRMmsGbNGr766iustURGRp7V+SIiUjUoqSQiIiIu10fW59XB7QF4Yf5G3v/hFw9HJCJVRWp8LAf+8wq7Z/yRZ/61hLemvsfy5csZPnw4/v7+GGOIiYlhzpw5AMycOZP+/fsX6ycvL4+MjAwAkpOTSU5OpkePHuU+X0REqg4llURERKSQWzuFsfapHtQL8uPJeT/z2ao0T4ckIlXEhy+NIfS+twnpNoL+7xcfzThp0iReffVVIiIiyMjIYNSoUQAkJSUxevRoAHJycrj++uuJiori/vvv54MPPnDVUSrtfBERqZpUU0lERESKqRPoy38f+R19/+8b/vzpWpqEBHBN87qeDktEPKxfv37064erxlJ4XAJL/tKNZvVqAtC8eXNWrFhR7Lzo6GimTp0KgL+/Pxs2bCix/9LOFxGRqkkjlURERKREjer4M234VQAMfecH9h/N9nBEIlJVJE282fV9zCtLXUkmERG5uCipJCIiIqVqf2kw43pdDsBVL3xNXn7x1ZlE5OJTL8iP1PhYel7R0LVPiSURkYuPkkoiIiJSpge7tSCmVX0A/vzJGs8GIyJVytt3R7P6ye6u7fC4BFL2HvVgRCIiUpmUVBIREZEzem/EVVx6SQDz1uwiOS3T0+GISBUSUrMGKc/3dm33eG05UxK3eDAiERGpLEoqiYiIyBkZY3j/3s4APPrRag9HIyJVTQ0fL1LjY3k4JgKAV75MYeo3xVeHExGR6kVJJRERESmX8Ho16R7VkNSME3yycqenwxGRKugvPVsx4tpwAJ5P2Eh4XAKf/5TGdfGJNItL4Lr4ROatTvdskCIiUmGUVBIREZFye21IBwAe/yzZs4GISJX1TL8reH1oB9f2mE/Wkp6ZhQXSM7MYP3edEksiItWEkkoiIiJSbkF+Pq7vF/68x4ORiEhV1r9DE7a+0LvEtqycPCYv2lzJEYmIiDsoqSQiIiJnZc1TjpWeHvhglYcjEZGqzMfbC1NK267MrEqNRURE3ENJJRERETkrwYE1XN+fzMnzYCQiUtWFBgeUuL9RHf9KjkRERNxBSSURERE5a52aBgPwf1o2XETKMLZnKwJ8vYvt3334JP/bcsADEYmISEVSUklERETO2vujOgPwjyXbPByJiFRlAzo24aVb29IkOAADhBYYoXTXtB8Jj0vgoxW/ei5Apx07dtC5c2ciIyMZMmQIp06dKvG4xx9/nCuuuILWrVvz6KOPYq0t1P7II48QFBRUGSGLiFQJSiqJiIjIWatZoGC3iEhZBnRswrdxN7IjPpbvxt9EanwsX425wdU+fu46wuMSWL/rsNtiOHToUJnt48aNY8yYMWzZsoWQkBCmTZtW7JjvvvuOb7/9luTkZH7++WdWrlzJsmXLXO1JSUlkZmZWdOgiIlWakkoiIiJyXjbvOerpEETkAhPZsBap8bG8PrSDa1/sG/8jPC6BfUdOVvjnRUdHM2zYMBITE4uNLrLWkpiYyKBBgwAYPnw48+bNK9aHMYaTJ09y6tQpsrOzycnJoWHDhgDk5eUxduxYXn755QqPXUSkKlNSSURERM7JXwe0AeDPn67xbCAicsHq36EJqfGxXBdR17Xv6hcXEx6XwPHs3Ar7nJSUFIYNG8aUKVOIiorixRdfZNeuXQBkZGQQHByMj49jBGZYWBjp6enF+ujSpQsxMTE0btyYxo0b07NnT1q3bg3AlClT6NevH40bN66wmEVELgRKKomIiMg5GXZ1UwB+Tj/i4UhE5EL3r9HXkBofW2jfFU8vIjwugfC4hGKji86Wt7c3ffv2Ze7cuSxfvpzt27fTtGlTVqxYUWLfxphi+7Zu3crGjRtJS0sjPT2dxMREli9fzq5du/j000955JFHzitGEZELkZJKIiIick68vYr/0iUicj5S42P537iYYvubjZ/PgnW7z6vvw4cP884779CvXz9SUlKYNm0a7dq1o169emRmZpKb6xgZlZaWRmhoaLHzP//8c6655hqCgoIICgqid+/e/PDDD6xevZqtW7cSERFBeHg4J06cICIi4rxiFRG5UCipJCIiIues1xWNAMjNy/dwJCJSXYSFBJIaH0tqfCxrn+rh2v/gv34iPC6B6Oe/4uf0syvqfdddd9GpUye2b9/OrFmzWL58OcOHD8ff3x9jDDExMcyZMweAmTNn0r9//2J9NG3alGXLlpGbm0tOTg7Lli2jdevWxMbGsmfPHlJTU0lNTSUwMJCtW7ee300QEblAKKkkIiIi56x149oAbNt/3MORiEh1VCfQl9T4WGaMvIomwQEAHDh2ir7/9z/X1LiTOXln7Gfw4MFs3ryZ+Ph4IiMji7VPmjSJV199lYiICDIyMhg1ahTgWNFt9OjRAAwaNIgWLVrQtm1b2rdvT/v27bnlllsq8GpFRC48Wg9YREREztl1EXV57WvYvv8YrRrV8nQ4IlJNdWvVgG/jbgRg8ca9/PHjNRxzFvK+/MmFACz80/Vc3qh2ief369evzP6bN2/OihUriu2Pjo5m6tSpgKMu09tvv33GWI8dO3bGY0REqgsllUREROScXe4cqfTjjoP0bqtVj0TE/W5q3ZCfn+1Jdm4ef/jgJxZv2gdAr79/4zrm1cHtubVTmKdCFBG5aCipJCIiIucsyM/xKLFtv97Mi0jl8vPxZtqIqwB49cvNvJH4Wx2jxz5Zy2OfrAXAy8C2F/uUuKKbiIicH9VUEhERkfNSt2YN8vLPb7lvEZHz8ViPVq7i3o/cWHjltXzrWD3u89VpHopORKT6UlJJREREzss1Lery3bYMT4chIgLAnwskmDY819O1f8zstYTHJfDNlv0ejE5EpHpxa1LJGNPLGLPZGLPVGBNXQnuIMeZzY0yyMWaFMaZNgbYxxpj1xpifjTEfGWP83RmriIiInJvdmVkAWKvRSiJStQTW8CE1PpZn+13h2nf3tBWExyXQbHwC+46e9GB0IiIXPrcllYwx3sA/gN5AFHCHMSaqyGFPAGuste2Ae4DXnec2AR4Foq21bQBvYKi7YhUREZFzF9suFIDMEzkejkREpGTDrw0nNT6WD0Z1du2zFq5+YTHhcQk88tFqTubkeTBCEZELkzsLdV8NbLXWbgcwxnwM9Ac2FDgmCngJwFq7yRgTboxpWCC2AGNMDhAI7HJjrCIiInKOgvy8Adh1OIuQmjU8HI2ISOl+F1mP1PhYcvPy6fHacrYfOA7Af9bu4j9rHb9u9GsfyutDO/DvNbuYvGgzuzKzCA0OYGzPVgzo2MST4YuIVDnuTCo1AXYW2E4DOhc5Zi1wK/A/Y8zVwGVAmLV2lTHmFeBXIAv40lr7pRtjFRERkXPUvH4QAKkHTnBFaB0PRyMicmY+3l4k/qUbAIezcnj+vxv4dJWjkPcXa3fxxdrC77PTM7MYP3cdgBJLIiIFGHfVPzDG3A70tNaOdm7fDVxtrX2kwDG1cUx56wisAy4HRuNIJn0GDAEygU+BOdbaD0r4nPuB+wEaNmx45ccff+yW6zl27BhBQUFu6VuK0/2uXLrflUv3u/LpnrtXRlY+f16WxW2RvtzSooZb73dMTMwqa220WzqXctPzV/V1sd/zY6csDyeeKLHtptA8rm5gaNWoVsV93kV+vyub7nfl0v2ufJ54BnPnSKU04NIC22EUmcJmrT0CjAQwxhhgh/OrJ7DDWrvf2TYXuBYollSy1r4DvAMQHR1tu3XrVtHXAcDSpUtxV99SnO535dL9rly635VP99y9cvLy+fOyBYQ1Dadbt5a63xcBPX9VX7rn0LcHNItLoOir98W7vFm8C14c2JxhnZtWyGdVxP3esWMHQ4cO5eDBg3Tq1In333+fGjUKT0VesmQJY8aMcW1v2rSJjz/+mAEDBrB48WLGjh1Lfn4+QUFBzJgxg4iIiPOKqarSf9+VS/e78nninrtz9beVQKQxppkxpgaOQttfFDzAGBPsbAPHCKXlzkTTr8A1xphAZ7LpJmCjG2MVERGRc+Tr7UXdmjXYdzTb06GIiFSI0OCAUtue+Hwdf/l0baXFcujQoTLbx40bx5gxY9iyZQshISFMmzat2DExMTGsWbOGNWvWkJiYSGBgID169ADgwQcf5F//+hdr1qxh2LBhPP/88265DhGpntyWVLLW5gIPA4twJIQ+sdauN8Y8YIx5wHlYa2C9MWYTjlXi/ug890dgDvATjmlxXjjfhomIiEjVUy/Ij817jng6DBGRCjG2ZysCfL0L7Qvw9ebBri0AmLMqjfC4BN5etg13lRM5LTo6mmHDhpGYmFjss6y1JCYmMmjQIACGDx/OvHnzyuxvzpw59O7dm8DAQACMMRw54vj3+/Dhw4SGhlb8RYhIteXO6W9Ya+cD84vse6vA998DkaWc+zTwtDvjExERkYphsRw5mevpMEREKsTpYtwlrf52/w3N6fjXrwB4acEmXlqwCYDpI64i5vIGFR5LSkoKCxYsYMqUKTz00EPcfffdjBgxgtDQUDIyMggODsbHx/FrXVhYGOnp6WX29/HHH/PYY4+5tqdOnUqfPn0ICAigdu3a/PDDDxV+DSJSfblz+puIiIhcJC6rW5Ot+455OgwRkQozoGMTvo27kR3xsXwbd6Mr0RRSswap8bF88vsuhY4fOWMl4XEJ/OXTtRU6esnb25u+ffsyd+5cli9fzvbt22natCkrVqwo8XMc1UNKtnv3btatW0fPnj1d+1577TXmz59PWloaI0eOLJRwEhE5E7eOVBIREZGLg7UWX+/Sf5EREalurm52CanxsQDM+j6Vp/69HnBMjZuzKg2Azc/3ws/Hu9Q+yuvw4cPMnj2b6dOn4+vry7Rp02jXrh1+fn5kZmaSm5uLj48PaWlpZU5f++STTxg4cCC+vr4A7N+/n7Vr19K5c2cAhgwZQq9evc47XhG5eGikkoiIiJy3ZvVqkpNnyct3b20REZGq6J4u4Wx/sQ+TbmtbaH+riQsJj0tg03nUnLvrrrvo1KkT27dvZ9asWSxfvpzhw4fj7++PMYaYmBjmzJkDwMyZM+nfv3+pfX300Ufccccdru2QkBAOHz5MSkoKAF999RWtW7c+51hF5OKjkUoiIiJy3k4XtD2WrbpKInJx8vIyDLmqKUOuaoq1li4vJbLnyEkAev39GwBm3ns1XVvWP6t+Bw8ezIwZM1x1k4qaNGkSQ4cOZeLEiXTs2JFRo0YBkJSUxFtvvcXUqVMBSE1NZefOnXTt2tV1ro+PD++++y633XYbXl5ehISE8N577531tYvIxUtJJRERETlvwYE1AMg8ccrDkYiIeJ4xhh+euAlrLY/PSeZT53S44e+tAGDkdeE81TeqXH3169evzPbmzZuzYsWKYvujo6NdCSWA8PDwEot4Dxw4kIEDB5YrFhGRojT9TURERM5bg9p+ABzVCnAiIi7GGCbf3p7U+FjG977ctX/6t6k0Gz+fEQuPk52b58EIRUTOj0YqiYiIyHmrWcPxSLH/WDYq1y0iUtzvu7bg911bcOBYNtHPf+3a32riQgD6tmvM/93RsczV20REqhollUREROS81QtyjFTKzbP4ejgWEZGqrF6QH6nxseTk5RM5YYFr/3+Td/Pf5N0AfPbgtVx5WYinQhQRKTcllUREROS81fQ7Xag7B/0aJCJyZr7eXszoVZNu3bqReuA43V5Z6mq77c3vXN8P73IZT91yBd5eGsEkIlWPkkoiIiJy3mr6OR4pTpzKU1JJROQshderSWp8LADz1+3mD//6ydU28/tfmPn9LwC0bBjEIzdGckv7UI/EKSJSlJJKIiIict4CazhGKqUeOE6Tmh4ORkTkAtanbWNXgunoyRx+//4qvtuWAUDK3mM88tFqHvloNXdcfSmDrgzjyssu8WS4InKRU1JJREREzlugs1B3QA09WoiIVJRa/r58eN81ABw+kcP7P6TyypcpAHy0YicfrdjpOvbZfldwT5fL+PeaXUxetJldmVmEBgcwtmcrBnRs4pH4RaT68/J0ACIiInLh8/Yy+Pl4kZ2jpbFFRNyhTqAvD98YSWp8LDte6sP0kVcVan/6i/U0Gz+fP81eQ3pmFhZIz8xi/Nx1zFud7pmgy7Bjxw46d+5MZGQkQ4YM4dSpU8WOWbJkCR06dHB9+fv7M2/ePADuvPNOWrVqRZs2bbj33nvJycmp5CsQEVBSSURERCpIvrVs3HPU02GIiFR7xhhiWjUgNT6W1PhY3r77ylKPzcrJ4/E5yXy9YW8lRgiHDh0qs33cuHGMGTOGLVu2EBISwrRp04odExMTw5o1a1izZg2JiYkEBgbSo0cPwJFU2rRpE+vWrSMrK4upU6e65TpEpGxKKomIiEiFyMmzNKjl5+kwREQuOj2vaERqfCylrQ93Ki+f0bOSCI9LIDwugejnv+bL9Xuw1rotpujoaIYNG0ZiYmKxz7HWkpiYyKBBgwAYPny4awRSaebMmUPv3r0JDAwEoE+fPhhjMMZw9dVXk5aW5pbrEJGyKakkIiIiFaJZvZqcys33dBgiIhet0OCAEvcH+RWud3fgWDb3v7+KZuPnuxJN/1iylaxTFTeFOSUlhWHDhjFlyhSioqJ48cUX2bVrFwAZGRkEBwfj4+OIKywsjPT0sqfoffzxx9xxxx3F9ufk5PD+++/Tq1evCotdRMpP1TRFRESkQngZSNl7FBp7OhIRkYvT2J6tGD93HVkF6tsF+Hrz/IA2rmLdOXn5PPbJWv6zdlehcycv2szkRZtd2xENgpjzQBeCA2ucUyze3t707duXvn37sn//fsaPH0/Tpk357rvvaNasWbHjjSltnBXs3r2bdevW0bNnz2Jtf/jDH7jhhhu4/vrrzylOETk/SiqJiIhIhdh9+CTtw4KBk54ORUTkonQ6cVTW6m++3l783x0d+b87Orr2LVq/h6Wb9/PRil9d+7buO0aH574C4LUh7bm5dUNq+fueVTyHDx9m9uzZTJ8+HV9fX6ZNm0a7du3w8/MjMzOT3NxcfHx8SEtLIzQ0tNR+PvnkEwYOHIivb+HPf/bZZ9m/fz9vv/32WcUlIhVHSSURERGpEG1C62BxX30OERE5swEdmxRKIpVHzysa0fOKRrx0a1sAjmXn8tjsNXzpLO49ZvZa17E3Xt6A14Z0oE5A2Qmmu+66i++//57bb7+dWbNmERkZWag9JiaGOXPmMHToUGbOnEn//v1L7eujjz7ipZdeKrRv6tSpLFq0iMWLF+PlpaouIp6i//tERESkQvj5eqmmkohINRDk58M790STGh/L/Eevp02T2q62xE37aP/sl4THJdBsfAJ5+SW/TBg8eDCbN28mPj6+WEIJYNKkSbz66qtERESQkZHBqFGjAEhKSmL06NGu41JTU9m5cyddu3YtdP4DDzzA3r176dKlCx06dOC5556riEsXkbOkkUoiIiJSIfx8vMg4pqSSiEh1EhVam/8+4qhXdORkDu8u387/JW4FwFpo8cR8ABb/uSst6ge5zuvXr1+Z/TZv3pwVK1YU2x8dHc3UqVNd2+Hh4SUW8c7NzT37ixGRCqekkoiIiFQIPx9vTuUpqSQiUl3V9vflzz1a8ecerUhOy6TflG9dbTf9bZnr++kjrqJbq/plFt8WkepBSSURERGpEDV8vDiZk4dm14uIVH/twoJJjY8FYF3aYZ764mdW/5oJwMgZK13HffpAF6IvC1GCSaSaUlJJREREKkQN79M1lZRUEhG5mLQNq8Pnf7gOcKwa9+x/1vPNlgMA3P7W9wB0uDSYGSOvIjiwhsfiFJGKp6c+ERERqRB+vl6a/iYicpGLaBDE+6M6kxofy5t3dnLtX7Mzkw7PfcUnK3eSo58VItWGkkoiIiJSIWp4e5F5IsfTYYiISBXRu21jUuNj2fhcL3pENQTg8c+SiZywgAmfr/NwdCJSEZRUEhERkQqxZmemp0MQEZEqKKCGN+/cE82mv/YiyM9RgeVfP/5KeFwCG3cfAWDe6nSui0+kWVwC18UnMm918RXfRKTqUU0lERERqRDXR9Yn6ZdD5Fvr6VBERKQK8vf15udne3IqN5+WExcA0Pv1bxxtPl6czHVMi0vPzGL8XMdIpgEdm3gmWBEpF41UEhERkQrh5+t4rMhRqQwRESlDDR8vUuNj+dvt7V37TieUTsvKyWPyos2VHZqInCUllURERKRC+Hg5lovOzvNwICIickG47cowdrzUp9T2XZlZlRiNiJwLJZVERESkQqQdcjz85+Vr+puIiJSPMYYmwQEltlngneXbKjcgETkrSiqJiIhIhWh/aR1AI5VEROTsjO3ZigBf7xLbXpy/ieHvrcCqXp9IlaSkkoiIiFQIfx/HLwQnc/XgLyIi5TegYxNeurUtTYIDMECT4AD+PqQDM0ZeBcCylP00Gz+f/ybv8mygIlKMVn8TERGRCpHrnPamnJKIiJytAR2blLjS27pnetD2mS8BePjD1Tz84Wr+2v8K7u4SXskRikhJNFJJREREKkTdmjUAyNPqbyIiUkFq+fuSGh/L+md7UifAF4An/72e8LgEVv1y0MPRiYiSSiIiIlIhavg4HityVKhbREQqWE0/H9Y+3YNvHo9x7bvtze8Jj0sg41i2ByMTubgpqSQiIiIV4nRS6XC2kkoiIuIel14SSGp8LK8Obu/ad+XzX3PrP78lXy81RCqdkkoiIiJSIbyMAaCGt/FwJCIiUt3d2imMHS/14Z4ulwHw06+ZNH9iPq9+udmtn7tjxw46d+5MZGQkQ4YM4dSpUyUe9+uvv9KjRw9at25NVFQUqampAIwYMYJmzZrRoUMHOnTowJo1a9war4i7KakkIiIiFSKghmP1N9VUEhGRymCM4bn+bdj8fC/XvjcSt9Lr78vJPccfRocOHSqzfdy4cYwZM4YtW7YQEhLCtGnTSjzunnvuYezYsWzcuJEVK1bQoEEDV9vkyZNZs2YNa9asoUOHDucUp0hVoaSSiIiIVAhfL8djRa7V9AMREak8fj7epMbHuuotbdpzlIgJCxg5fQU5Z5lcio6OZtiwYSQmJmKL/Dyz1pKYmMigQYMAGD58OPPmzSvWx4YNG8jNzaV79+4ABAUFERgYeA5XJlL1KakkIiIiFcLXxzHtTSOVRETEEy69JJDkZ3q4tpds3k/khAU8PmdtsQRRaVJSUhg2bBhTpkwhKiqKF198kV27dgGQkZFBcHAwPj4+AISFhZGenl5iH8HBwdx666107NiRsWPHkpeX52qfMGEC7dq1Y8yYMWRnq8i4XNiUVBIREZEK4eMcqXRIhbpFRMRDavv7khofy9YXetMjqiEAnySl0Wz8fDZm5J3hbPD29qZv377MnTuX5cuXs337dpo2bcqKFStKTEwZU7yOYG5uLt988w2vvPIKK1euZPv27cyYMQOAl156iU2bNrFy5UoOHjzIpEmTzu+CRTxMSSURERGpED5ejgdrPxXqFhERD/Px9uKde6JZOeFm175JK08SHpfAP5duLfPcw4cP884779CvXz9SUlKYNm0a7dq1o169emRmZpKbmwtAWloaoaGhxc4PCwujY8eONG/eHB8fHwYMGMBPP/0EQOPGjTHG4Ofnx8iRI1mxYkUFXrVI5VNSSURERCqElzOp5KWckoiIVBH1a/mRGh/Lfx7+nWvfyws3Ex6XUOLIo7vuuotOnTqxfft2Zs2axfLlyxk+fDj+/v4YY4iJiWHOnDkAzJw5k/79+xfr46qrruLQoUPs378fgMTERKKiogDYvXs34KjPNG/ePNq0aVPh1yxSmZRUEhERkQpxegaA6nSLiEhV0zasDjN61eSDUZ1d+5qNn094XAKncn8rBjh48GA2b95MfHw8kZGRxfqZNGkSr776KhEREWRkZDBq1CgAkpKSGD16NOCYQvfKK69w00030bZtW6y13HfffQDceeedtG3blrZt23LgwAEmTpzozssWcTsfTwcgIiIi1YOXM6uknJKIiFRVv4usx5YXetP91WWkZpwAoOXEBfS6ohFv3X0l/fr1K/P85s2blzhlLTo6mqlTp7q2u3fvTnJycrHjEhMTz/MKRKoWt45UMsb0MsZsNsZsNcbEldAeYoz53BiTbIxZYYxp49zfyhizpsDXEWPMn9wZq4iIiJyf09PerNJKIiJShfl6e7F0bAw7Xurj2rdw/R5ue/M78vP1M0zkbLgtqWSM8Qb+AfQGooA7jDFRRQ57AlhjrW0H3AO8DmCt3Wyt7WCt7QBcCZwAPndXrCIiInL+XCOV9DwuIiIXAGMMqfGxTL0nGoBVvxyi+RPzefXLzR6OTOTC4c6RSlcDW6212621p4CPgaJVzKKAxQDW2k1AuDGmYZFjbgK2WWt/cWOsIiIicp5UU0lERC5EN0c1ZMsLvV3bbyRuJTwugcdmr/FcUCIXCHcmlZoAOwtspzn3FbQWuBXAGHM1cBkQVuSYocBHbopRREREKojBkVXKP8NxIiIiVY2vtxep8bFs+msv1765q9MJj0vg260HPBiZSNVmSlpGsUI6NuZ2oKe1drRz+27gamvtIwWOqY1jyltHYB1wOTDaWrvW2V4D2AVcYa3dW8rn3A/cD9CwYcMrP/74Y7dcz7FjxwgKCnJL31Kc7nfl0v2uXLrflU/3vHLk5VtGfXmCvk0tg6Lcc79jYmJWWWuj3dK5lJuev6ov3fPKpftduc7mfqcezuOZ708W2je9ZyDm9LBcOSP991353HnPS3sGc+fqb2nApQW2w3AkiFystUeAkQDG8X/nDufXab2Bn0pLKDn7eAd4ByA6Otp269atImIvZunSpbirbylO97ty6X5XLt3vyqd7Xjny8y18OR/fGjV0v6s5PX9VX7rnlUv3u3Kd7f0e0R+WbN7HyOkrARi56ASvD+1A/w5FJ+BISfTfd+XzxD135/S3lUCkMaaZc8TRUOCLggcYY4KdbQCjgeXORNNpd6CpbyIiIheE0y9vtXCOiIhUFzGtGrD1hd60D6sDwB8/XkN4XALhcQkcy85l3up0rotPpFlcAtfFJzJvdbqHIxapXG4bqWStzTXGPAwsAryB96y1640xDzjb3wJaA7OMMXnABmDU6fONMYFAd+D37opRREREKs7pKQHKKYmISHXi4+3Fvx/+HUs27WPkjJWu/W2eXlTouPTMLMbPXQfAgI4azSQXB3dOf8NaOx+YX2TfWwW+/x6ILOXcE0Bdd8YnIiIiFcvLKKkkIiLVU8zlDUiNj+VkTh7PfLGej1fuLHZMVk4ekxdtVlJJLhrunP4mIiIiFxkvY3DTGiAiIiJVgr+vN/G3taO0kt3pmVmVGo+IJympJCIiIhVGSSUREblYhAYHlNoWHpfA5EWbHItYiFRjSiqJiIhIhTmVl8+6A3meDkNERMTtxvZsRYCvd6F9Nbx/+xX7H0u20fyJ+Vz+5ILKDk2k0iipJCIiIhXm1k5NuKqR95kPFBERucAN6NiEl25tS5PgAAzQJDiAlwe1IzU+li0v9HYddzInn/C4BD4poQaTyIXOrYW6RURE5OLy6uAOLF261NNhiIiIVIoBHZuUWJTb19uL1PhYsnPzuPqFxRzOyuHxz5IdX71a8YduER6IVqTiaaSSiIiIiIiIiBv4+Xiz9ukeTLqtrWvfyws3Ex6XQOaJUx6MTKRiKKkkIiIiIiIi4kZDrmpKanwsq5/s7trX4bmvePCDVR6MSuT8KakkIiIiIiIiUglCatYgNT6WG1rWB2DBz3sIj0sg7dAJD0cmcm6UVBIRERERERGpRLPuvZpvHo9xbf9u0hKWbNrnwYhEzk25kkrGmOuMMV8ZY1KMMduNMTuMMdvdHZyIiIiIVC4994mIVI5LLwkkNT6WUb9rBsDIGSsJj0sgNy/fw5GJlF95RypNA14FfgdcBUQ7/xQRERGR6kXPfSIilejJvlF8F3ejaztiwgLGz03GWuvBqETKp7xJpcPW2gXW2n3W2ozTX26NTEREREQ8Qc99IiKVLDQ4gB0v9SG2bWMAPlqxk2bj53s4KpEzK29SaYkxZrIxposxptPpL7dGJiIiIiKeoOc+EREPMMbwjzs7se6ZHq594XEJnDiV68GoRMpW3qRSZxxDn18E/ub8esVdQYmIiIiIx+i5T0TEg2r5+7Lpr71c21FPLeIP/1p1Xn3u2LGDzp07ExkZyZAhQzh16lSJx3l7e9OhQwc6dOhAv379XPuttUyYMIGWLVvSunVr3njjjfOKR6oPn/IcZK2NOfNRIiIiInKh03OfiIjn+ft6kxofy+er0xgzey3z1+2h2+QlLB1b8j/Rhw4dIiQkpNT+xo0bx5gxYxg6dCgPPPAA06ZN48EHHyx2XEBAAGvWrCm2f8aMGezcuZNNmzbh5eXFvn1aqU4cyrv6Wx1jzKvGmCTn19+MMXXcHZyIiIiIVC4994mIVB0DO4Yx+/5rAEjNOMGI6StKPC46Opphw4aRmJhYrMC3tZbExEQGDRoEwPDhw5k3b95ZxfHmm2/y1FNP4eXlSCE0aNDgLK9EqqvyTn97DzgKDHZ+HQGmuysoEREREfEYPfeJiFQhnZvX5bn+VwCwdPN+4j5LLnZMSkoKw4YNY8qUKURFRfHiiy+ya9cuADIyMggODsbHxzFRKSwsjPT09BI/6+TJk0RHR3PNNdcUSjxt27aN2bNnEx0dTe/evdmyZUsFX6VcqMqbVGphrX3aWrvd+fUs0NydgYmIiIiIR+i5T0SkirmnSzjzH70egI9X7iQ8LqFQu7e3N3379mXu3LksX76c7du307RpU1asWFFs5BI4ioKX5NdffyUpKYkPP/yQP/3pT2zbtg2A7Oxs/P39SUpK4r777uPee++t4CuUC1V5k0pZxpjfnd4wxlwHZLknJBERERHxID33iYhUQVGhtZl179Wu7aKJpcOHD/POO+/Qr18/UlJSmDZtGu3ataNevXpkZmaSm+tYRS4tLY3Q0NASP+P0/ubNm9OtWzdWr14NOEY33XbbbQAMHDiQ5OTio6Xk4lTepNKDwD+MManGmF+AKcAD7gtLRERERDxEz30iIlXUDS3rk/J8b9f26cTSXXfdRadOndi+fTuzZs1i+fLlDB8+HH9/f4wxxMTEMGfOHABmzpxJ//79i/V96NAhsrOzAThw4ADffvstUVFRAAwYMIDExEQAli1bRsuWLd16nXLhKO/qb2uA9saY2s7tI+4MSkREREQ8Q899IiJVWw0fL9Y/25Mrnl4EOBJL8QNuZcaMGa66SUVNmjSJoUOHMnHiRDp27MioUaMASEpK4q233mLq1Kls3LiR3//+93h5eZGfn09cXJwrqRQXF8edd97Ja6+9RlBQEFOnTq2ci5Uqr8ykkjHmLmvtB8aYx4rsB8Ba+6obYxMRERGRSqLnPhGRC0dNPx82PteL1k8tBCAuyQ//FnsZ0LFJicc3b96cFSuKrxwXHR3tShBde+21rFu3rsTzg4ODSUhIKLFNLm5nmv5W0/lnrVK+RERERKR60HOfiMgFJKCGN6nxsa7tP81eQ+/Xv/FgRHIxKnOkkrX2beefz1ZOOCIiIiLiCXruExG5MKXGx5Kclkm/Kd+ycfcRwuMS2PFSn1JXeBOpSOUq1G2MedkYU9sY42uMWWyMOWCMucvdwYmIiIhI5dJzn4jIhaddWDCbn+/l2m42fj5rd2Z6LiC5aJR39bceziKNfYE0oCUw1m1RiYiIiIin6LlPROQC5OfjzZYXflsZrv8/vnWtDifiLuVNKvk6/+wDfGStPeimeERERETEs/TcJyJygfL19iI1PpbJg9q59oXHJZB1Ks+DUUl1Vt6k0n+MMZuAaGCxMaY+cNJ9YYmIiIiIh+i5T0TkAnd79KWsfbqHa7v1UwuZ9X2q5wKSaqtcSSVrbRzQBYi21uYAx4H+7gxMRERERCqfnvtERKqHOgG+pMbH0ry+Y3HPp/69nvC4BKZ/u4PPf0rjuvhEmsUlcF18IvNWp3s4WrlQlbn6mzHmRmttojHm1gL7Ch4y112BiYiIiEjl0XOfiEj1lPjnbuw5fJJrXloMwLP/2VCoPT0zi/Fz1wEwoGOTSo9PLmxlJpWArkAicEsJbRY9XIiIiIhUF3ruExGpphrV8Sc1PpadB09w/ctLirVn5eQxedFmJZXkrJWZVLLWPu38c2TlhCMiIiIinqDnPhGR6u/SSwIxON4UFJWemVXZ4Ug1UK6aSsaYF40xwQW2Q4wxz7stKhERERHxCD33iYhUb6HBAaW2hcclcN+spEqMRi505V39rbe1NvP0hrX2EI5lZkVERESketFzn4hINTa2ZysCfL0L7fPz+S018NWGvYTHJTDtfzsqOzS5AJU3qeRtjPE7vWGMCQD8yjheRERERC5Meu4TEanGBnRswku3tqVJcAAGaBIcwKTb2pEaH8vXj3V1HffX/24gPC6BA8eyPResVHlnKtR92gfAYmPMdBzTL+8FZrotKhERERHxFD33iYhUcwM6NimxKHdEgyBS42NZvHEvo2Y6psFFP/8193S5jOf6t6nsMOUCUK6RStbal4HngdbAFcBfnftEREREpBrRc5+IiNzUuiGp8bFMjG0NwKzvfyE8LoGZ36V6NjCpcso7/Q1gI7DQWvtn4BtjTC03xSQiIiIinqXnPhERYfT1zVn/bE/X9tNfrCc8LoEft2d4MCqpSsq7+tt9wBzgbeeuJsA8N8UkIiIiIh6i5z4RESmopp8PqfGxPHpTpGvfkHd+IDwugcUb93owMqkKyjtS6SHgOuAIgLV2C9DAXUGJiIiIiMfouU9ERIp5rHtLUuNj+ebxGNe+UTOTCI9LwFrrwcjEk8qbVMq21p46vWGM8cFRuFFEREREqhc994mISKkuvSSQ1PhYZt17tWtfs/HzycnL92BU4inlTSotM8Y8AQQYY7oDnwL/cV9YIiIiIuIheu4TEZEzuqFlfba80Nu1HTlhASdz8jwYkXhCeZNK44D9wDrg98B8YKK7ghIRERERj9Fzn4iIlIuvtxep8bGu7cufXEhC8m4PRiSVzedMBxhjvIBka20b4F33hyQiIiIinqDnPhERORep8bGExyUA8NCHP/HpqvqMaObhoKRSnHGkkrU2H1hrjGlaCfGIiIiIiIfouU9ERM5VanwsU++JBmDp5v2MWHhcBbwvAuWd/tYYWG+MWWyM+eL0lzsDExERERGP0HOfiIick5ujGvLjEze5tpuNn6/EUjVX3qTSs0Bf4DngbwW+ymSM6WWM2WyM2WqMiSuhPcQY87kxJtkYs8IY06ZAW7AxZo4xZpMxZqMxpks5YxURERGRc3dOz30iIiIADWv7s+OlPvg6sw3Nxs9n/9Hsc+prx44ddO7cmcjISIYMGcKpU6dKPfbIkSM0adKEhx9+uFjbI488QlBQ0DnFIGUrM6lkjPE3xvwJuB24HPjWWrvs9NcZzvUG/gH0BqKAO4wxUUUOewJYY61tB9wDvF6g7XVgobX2cqA9sLH8lyUiIiIiZ+N8nvtEREQKMsbwbo+aru2rXviabfuPFTvu0KFDZfYzbtw4xowZw5YtWwgJCWHatGmlHvvkk0/StWvXYvuTkpLIzMwsf/ByVs40UmkmEI1j9Y/enN1bqquBrdba7dbaU8DHQP8ix0QBiwGstZuAcGNMQ2NMbeAGYJqz7ZS1NvMsPltEREREzs75PPeJiIgUkxofy18HOCYk3fS3Zdz25neF2qOjoxk2bBiJiYnFpslZa0lMTGTQoEEADB8+nHnz5pX4OatWrWLv3r306NGj0P68vDzGjh3Lyy+/XEFXJEWdKakUZa29y1r7NjAIuP4s+m4C7CywnebcV9Ba4FYAY8zVwGVAGNAcx1K2040xq40xU40xNRERERERdzmf5z4REZES3X3NZXx03zUArPrlEOFxCZzMyQMgJSWFYcOGMWXKFKKionjxxRfZtWsXABkZGQQHB+Pj41i0PiwsjPT09GL95+fn8+c//5nJkycXa5syZQr9+vWjcePG7rq8i57PGdpzTn9jrc01xpxN3yUdXLRCVzzwujFmDY63YquBXMAX6AQ8Yq390RjzOhAHPFnsQ4y5H7gfoGHDhixduvRsYiy3Y8eOua1vKU73u3Lpflcu3e/Kp3teuXS/L1jlfu7T81f1pXteuXS/K5fud+Uqer+n3BjIw4knALj8yYVEBHsx8ZoAgoKCePTRR8nMzOTdd9/lySefZMqUKTRu3JisrCxXH/v27ePEiRPF/g4///xzWrVqxbZt29i0aRPp6eksXbqUAwcOMHXqVP7+97+zdOlS8vLyqv3fvyf+GzdlVWI3xuQBx09vAgHACef31lpbu4xzuwDPWGt7OrfH4zjppVKON8AOoB0QCPxgrQ13tl0PxFlrY8u6mOjoaJuUlFTWIeds6dKldOvWzS19S3G635VL97ty6X5XPt3zyuXO+22MWWWtjXZL5xe5c33u0/NX9aJ7Xrl0vyuX7nflKul+W2u5b1YSX2/c99txj17Nl//9nOnTp+Pr68uoUaMYMmQIfn5+1K9fnz179uDj48P333/PM888w6JFiwr1eeedd/LNN9/g5eXFsWPHOHXqFH/4wx+4/vrrGTVqFP7+/gD8+uuvNG/enK1bt7r92j3FE89gZY5UstZ6n8dnrgQijTHNgHRgKDCsSFDBwAlnzaXRwHJr7RHgiDFmpzGmlbV2M3ATsOE8YhERERGRMpznc5+IiMgZGWOYOvwqTpzKJeqpRRz4zytEvr2JDjf04sNZs4iMjCx0fExMDHPmzGHo0KHMnDmT/v2LlmmGf/3rX67vZ8yYQVJSEvHx8QDs2bPH1RYUFFStE0qecqaaSufMWpsLPAwswrFy2yfW2vXGmAeMMQ84D2sNrDfGbMJREPKPBbp4BPiXMSYZ6AC86K5YRURERERERKRyBNbwITU+lt/1uIXQ+95mf+tBdJ+Wwk+/Fl4NbtKkSbz66qtERESQkZHBqFGjAMeKbqNHj/ZE6FLEmWoqnRdr7XxgfpF9bxX4/nsgsuh5zrY1OFYgEREREREREZFqZuFrj7H/aDZXvfA1ALf+8zueviWKkdc1A6B58+asWLGi2HnR0dFMnTq12P4RI0YwYsSIEj/r2LFjFRe4uLhtpJKIiIiIiIiISFnq1/IjNT6Wzs0uAeDZ/2zgu20HPByVlJeSSiIiIiIiIiLiUbN/34XRv3OMUBr27o/c+s9vPRyRlIeSSiIiIiIiIiLicRP7RnFVeAgAP/2aSXhcAmWtWC+ep6SSiIiIiIiIiFQJnz5wLSsn3OzabjZ+PrsPZ3kwIimLkkoiIiIiIiIiUmXUr+XH9hf7uLa7vJTIk/N+9mBEUhollURERERERESkSvHyMqTGx/LoTY4F49//4RemfrPdw1FJUT6eDkBEREREREREpCSPdW9J/aAaPPnv9TyfsJE3Fm/h6MlcQoMDGNuzFQM6NvF0iBc1jVQSERERERERkSrr7i7hDOoUBsCRk7lYID0zi/Fz1zFvdbpng7vIKakkIiIiIiIiIlXa99sziu3Lyslj8qLNHohGTlNSSURERERERESqtF2ZJa8AV9p+qRxKKomIiIiIiIhIlRYaHFDiflvJcUhhSiqJiIiIiIiISJU2tmcrAny9S2wLj0uo5GjkNCWVRERERERERKRKG9CxCS/d2pYmwQEYoElwAJMHtXO1h8clkJ+vcUuVzcfTAYiIiIiIiIiInMmAjk0Y0LFJoX192jbmiqcXAdD8iflsf7EPXl7GE+FdlDRSSUREREREREQuSDX9fNjxUh/XdvMn5mOtRixVFiWVREREREREROSCZYwplFhqNn4+eZoKVymUVBIRERERERGRC5oxhm0v/pZYavGEEkuVQUklEREREREREbngeXsZUuNjXdstnphP5olTHoyo+lNSSURERERERESqjYJT4To895VGLLmRkkoiIiIiIiIiUm0YU3zEkriHkkoiIiIiIiIiUu0UTCzNXvmrByOpvpRUEhEREREREZFqadGfbgBg3GfrGDcn2cPRVD9KKomIiIiIiIhItdSqUS2mDY8GYHbSTv78yVoPR1S9KKkkIiIiIiIiItXWTa0b8vkfrgXgs5/SmPD5Og9HVH0oqSQiIiIiIiIi1VrHpiH87fb2APzrx1/595p0D0dUPSipJCIiIiIiIiLV3m1XhjH0qksB+OPHa/jHkq0ejujCp6SSiIiIiIiIiFwU4m9rx7v3OGosTV60mWtfWuzhiC5sSiqJiIiIiIiIyEWje1RD/j6kAwC7Dp9k6DvfezagC5iSSiIiIiIiIiJyURnQsYmrePcP2w/y5tJtHo7owqSkkoiIiIiIiIhcdDo2DeG9EY6pcJMWbmL8XK0Kd7aUVBIRERERERGRi9KNlzfkw9GdAfhohVaFO1tKKomIiIiIiIjIRevaiHr85+HfAf/f3r1H3VXWdwL//ki4GiCUSxDCTYxi5BIgBfGaaCtgHa0OKCKgjCwWtVqlq1bHdk1n7EUstRVrO5aiUqezJjhToGoZGMpFvGBBNICRawkiF+VuCCAh4Zk/3kOMSZD3hZy93/Py+ax1Vs7Z+3n38zu/vCvnWd/svc/Yt8KddeVtPVc0OoRKAAAAwHPaPrO3zmlHzUuSfPifrs2P7n+k34JGhFAJAAAAeM5787yd84HXzUmSvOrPL8mnL7qp54omP6ESAAAAQJKTf/1F+bWXzEqS/OWFN+aSG+7uuaLJTagEAAAAMHDGu+Znrx23TJIc/4Ur8/07ftpzRZOXUAkAAABgDed/8NX5iyP3S5K88a+/kRt/8lDPFU1OQiUAAACAtRxx4OzVl8K9/q8uy3nX3tVzRZOPUAkAAABgPc541/y8aNaMJMl7/+d38xcX3NBzRZOLUAkAAADgKfy/k1+Tv3zb2KVwn7nk5vzVhTf2XNHkIVQCAAAA+CXeesDsfP7d85Mkp110U87/vkvhEqESAAAAwNN67V6z8snBzbtP+sfv5uSzFvdb0CQgVAIAAAAYh/944Oz86Vv2TpKc87078rGv/KDnivolVAIAAAAYp3cevFv+w347JUk+/82luWLp/T1X1B+hEgAAAMAE/PU79s+Jr35BkuRtf3d5Vj3RVu9bunRpDj744MyZMydvf/vbs2LFinV+fvHixTnkkEPy0pe+NPvuu2/OOuus1fve/e53Z4899si8efMyb968LF68eOjv55kSKgEAAACM0wMPPJAk+egbXrJ6254fPW/18w9/+MM5+eSTc9NNN2WbbbbJ5z73uXWOscUWW+SLX/xilixZkvPPPz8f/OAH8+CDD67ef+qpp2bx4sVZvHhx5s2bN7T38mwNNVSqqsOq6oaqurmqPrKe/dtU1TlVdU1VXVFVe6+x79aquraqFlfVd4ZZJwAAAMB4zJ8/P0cffXQuvvji3Pynh6/e/uAjK9Jay8UXX5wjjjgiSfKud70r55577jrHeNGLXpQ5c+YkSXbaaafssMMOueeeezqpf0MaWqhUVdOS/E2Sw5PMTfKOqpq71rCPJlncWts3yXFJTltr/8LW2rzW2vxh1QkAAAAwXjfeeGOOPvrofOYzn8k+e780m1x7blY+dF/mfezC3HfffZk5c2amT5+eJJk9e3buuOOOX3q8K664IitWrMiee+65etsf/MEfZN99983JJ5+cxx57bKjv59kY5plKByW5ubV2S2ttRZJFSd681pi5SS5Kktba9Ul2r6pZQ6wJAAAA4BmbNm1a3vjGN+bss8/OZZddllft+ETu+O/H57E7b8g9D/1snfFV9ZTHuuuuu3LsscfmC1/4QjbaaCyi+fjHP57rr78+V155Ze6///584hOfGNp7ebaqtfb0o57JgauOSHJYa+2EwetjkxzcWnvfGmP+LMlmrbXfraqDknxrMOaqqlqa5IEkLcnftdZOf4p5TkxyYpLMmjXrwEWLFg3l/SxfvjwzZswYyrFZl353S7+7pd/d0/NuDbPfCxcuvMoZzP2z/pq69Lxb+t0t/e7WVO/38uXLc8kll+T888/P9OnTs9fLD823n3dIMm3jPPjZd+bss8/OtGnTsmTJkpx55pk59dRT1znGww8/nJNPPjlHH310FixYsN55Fi9enLPOOisf//jHx1VT12uw6UOZbcz6ori1E6xTkpxWVYuTXJvke0lWDva9orV2Z1XtkOTCqrq+tXbZOgccC5tOT5L58+e3p/qLeLYuvfTSp/xLZsPT727pd7f0u3t63i39nvqsv6YuPe+WfndLv7s1lft9zDHH5PLLL8+RRx6Zc889d/W9kXb/yL8kSfaa/8rcc889Oeqoo7Jo0aIcf/zx6/RixYoVOfzww/Pe9743H/zgB39h31133ZXnP//5aa3l3HPPzWte85px9bKPng/z8rfbk+yyxuvZSe5cc0BrbVlr7fjW2ryM3VNp+yRLB/vuHPx5d5JzMnY5HQAAAEBv3va2t+WGG27IKaecsjpQSpJ//u1XJElun/PW/MUnP5kXvvCFue+++/Ke97wnSfKd73wnJ5xwQpLkS1/6Ui677LKceeaZmTdvXubNm5fFixcnSd75zndmn332yT777JN77703f/iHf9jtG5yAYZ6pdGWSOVW1R5I7khyV5Og1B1TVzCSPDO65dEKSy1pry6rqeUk2aq09NHj++iQfG2KtAAAAAE/rTW9603q377fLzOy27Rb5YXbMva/7r7n1lN/4hf3z58/PGWeckWTsbKdjjjlmvce5+OKLN2zBQzS0M5VaayuTvC/JBUmuS/Kl1tqSqjqpqk4aDHtJkiVVdX3GviXuA4Pts5J8o6quTnJFkn9prZ0/rFoBAAAAnq2vfWjh6ueHn/b1HivpxjDPVEpr7bwk56217bNrPL88yZz1/NwtSfYbZm0AAAAAG9plH1qYV596Sa67a1nuXvaz7LDVZn2XNDTDvKcSAAAAwHPKrttukWNetmuS5KA/uyhPPLH2d5ZNHUIlAAAAgA3oT35zn9XPX/DR837JyNEmVAIAAADYwG78k8NXP7/tvkd6rGR4hnpPJQAAAIDnok2mb5T3vHKPfO4bS/PqUy9JJdlp5ub50KEvzm/uv3Pf5W0QzlQCAAAAGIJ9dt569fOW5I4HH81/PvvanPu9O/oragMSKgEAAAAMwakX3LDOtkcfX7Xe7aNIqAQAAAAwBHc++OiEto8aoRIAAADAEOw0c/MJbR81QiUAAACAIfjQoS/O5htPW+/2qcC3vwEAAAAMwZPf8nbqBTfkzgcfTRts33f21k/9QyNEqAQAAAAwJL+5/86rw6Xrf7wsh33q63ntJ7+WW0/5jZ4re/Zc/gYAAADQgb123Gr183+/Z3mPlWwYQiUAAACAjlz6ewuSJK/75Nf6LWQDECoBAAAAdGT37Z63+vkdDz7aYyXPnlAJAAAAoEOnH3tgkuQVp1zccyXPjlAJAAAAoEOvf+mOq58vf2xlj5U8O0IlAAAAgI594d2/miTZ+48u6LmSZ06oBAAAANCxhXvtsPr5ipVP9FjJMydUAgAAAOjBexfsmST5H9/+Yc+VPDNCJQAAAIAe/O6vvyhJ8sdf/UHPlTwzQiUAAACAHkyftlEO2HVmkuRjXxm9YEmoBAAAANCTT719/yTJ57+5tOdKJk6oBAAAANCTXbfdYvXzW+99uMdKJk6oBAAAANCj837nVUmST154Y8+VTIxQCQAAAKBHc3faKi/cYUa+cvWd+dH9j/RdzrgJlQAAAAB69udH7JskOfRTl/VcyfgJlQAAAAB6dsCu2yRJHlmxKj999PGeqxkfoRIAAADAJPB3xx6YJPnMxTf1XMn4CJUAAAAAJoFDX7pjkuTvv740yx9b2XM1T0+oBAAAADBJvH7urCTJ3n90Qc+VPD2hEgAAAMAk8eQlcEnSWuuxkqcnVAIAAACYJKoqh7xg2yTJpy+6uedqfjmhEgAAAMAk8ul37J8k+at/vbHnSn45oRIAAADAJLL9lpuufv7YylU9VvLLCZUAAAAAJpljX7ZbkuRff3B3z5U8NaESAAAAwCTz4cP3SpL847d/2HMlT02oBAAAADDJzNh0epLk8lvu67mSpyZUAgAAAJiEnrwE7oYfP9RzJesnVAIAAACYhI6cPztJcs737ui5kvUTKgEAAABMQvvsvHWS5Kwrb+u5kvUTKgEAAABMQlWV3bbdIg888nhWPdH6LmcdQiUAAACASeqVL9wuSXLVDx/ouZJ1CZUAAAAAJqnfWrBnkuSLl9/abyHrIVQCAAAAmKRmb7NFkuSr19zVcyXrEioBAAAATGIvef5WSZJlP3u850p+0VBDpao6rKpuqKqbq+oj69m/TVWdU1XXVNUVVbX3WvunVdX3quqrw6wTAAAAYLI67pDdkiT/MsnOVhpaqFRV05L8TZLDk8xN8o6qmrvWsI8mWdxa2zfJcUlOW2v/B5JcN6waAQAAACa7N+77/CTJP3zr1n4LWcswz1Q6KMnNrbVbWmsrkixK8ua1xsxNclGStNauT7J7Vc1KkqqaneQ3kpwxxBoBAAAAJrUtN9s4SXL9jx/quZJfNMxQaeckP1rj9e2DbWu6Oslbk6SqDkqyW5LZg32fSvL7SZ4YYo0AAAAAk972W26aJLn/4RU9V/Jz1VobzoGrjkxyaGvthMHrY5Mc1Fp7/xpjtsrYJW/7J7k2yV5JTkiyS5I3tNbeW1ULkvxea+2NTzHPiUlOTJJZs2YduGjRoqG8n+XLl2fGjBlDOTbr0u9u6Xe39Lt7et6tYfZ74cKFV7XW5g/l4Iyb9dfUpefd0u9u6Xe39HvD++Ydj+fvr12R4+ZuktfuuvE6+/tYg00fymxjbs9YOPSk2UnuXHNAa21ZkuOTpKoqydLB46gkb6qqNyTZLMlWVfWPrbVj1p6ktXZ6ktOTZP78+W3BggUb/p0kufTSSzOsY7Mu/e6WfndLv7un593S76nP+mvq0vNu6Xe39Ltb+r3hvezxVfn7a8/Pxr+ycxYsWPuW1f30fJiXv12ZZE5V7VFVm2QsKPrymgOqauZgXzJ2htJlrbVlrbX/3Fqb3VrbffBzF68vUAIAAAB4Lths42lJks99Y2nPlfzc0EKl1trKJO9LckHGvsHtS621JVV1UlWdNBj2kiRLqur6jH1L3AeGVQ8AAADAKHvBds9LkqxcNTluPz3My9/SWjsvyXlrbfvsGs8vTzLnaY5xaZJLh1AeAAAAwMhYuNcOueUbS/ODu5Zl39kz+y5nqJe/AQAAALCBvPWAnZMkN/5kec+VjBEqAQAAAIyAF8/aMkny6Ytu6rmSMUIlAAAAgBEwfdpYjHPb/Y/0XMkYoRIAAADAiHjybKXWWs+VCJUAAAAARsYBu22TJLnl3od7rkSoBAAAADAyfn3uDkmSs797e8+VCJUAAAAARsar52yfJPnJssd6rkSoBAAAADAypk/bKPN2mZnv3vZA36UIlQAAAABGyd47b5Vb7nk4j65Y1WsdQiUAAACAEbLXjlslSa6946e91iFUAgAAABghh+y5bZLkwh/8uNc6hEoAAAAAI2TP7WckSb5+07291iFUAgAAABgxu2+7Ra7/8UO91iBUAgAAABgxO2y5WZLkkRUre6tBqAQAAAAwYt6wz45JkuvuWtZbDUIlAAAAgBGz7y4zkyRX3vpAbzUIlQAAAABGzF47bpkk+c6t9/dWg1AJAAAAYMRsscn0JMlGVb3VIFQCAAAAGEHTN6pcfst9vc0vVAIAAAAYQdvN2DQP/cy3vwEAAAAwATtstWmv8wuVAAAAAEbQxtPGYp2Vq57oZX6hEgAAAMAI2mfnrZMk9y5f0cv8QiUAAACAEbT/rjOTJD964JFe5hcqAQAAAIyg520yPUny00ce72V+oRIAAADACNpx682SJHf+9NFe5hcqAQAAAIygHbYc+/a36+5a1sv8QiUAAACAETRzi02SJDtsuVkv8wuVAAAAAEbQJtPHYp2rb3+wl/mFSgAAAAAjbOvNN+5lXqESAAAAwIiasen0fPPme3uZW6gEAAAAMKKWP7Yys7fZope5p/cyKwAAAADP2sF7/Epa62duZyoBAAAAjKjHVz2RK269v5e5hUoAAAAAI+q2+x/NzC3cqBsAAACACXjVnO2y1WZCJQAAAAAmoCq57f5HeplbqAQAAAAwou588NHe5hYqAQAAAIyoA3bdJhtPq17mFioBAAAAjKhNpm+Ux1e1rHyidT63UAkAAABgRN3z0GNJksef6H5uoRIAAADAiHrxjlsmSR5f1f3cQiUAAACAEbXZ9GlJkhUufwMAAABgvJb97PEkyaMru59bqAQAAAAworbfctMkSR9fACdUAgAAABhR0zYaS5Na91e/DTdUqqrDquqGqrq5qj6ynv3bVNU5VXVNVV1RVXsPtm82eH11VS2pqv82zDoBAAAARtFGNQiV+ph7WAeuqmlJ/ibJ4UnmJnlHVc1da9hHkyxure2b5Lgkpw22P5bkta21/ZLMS3JYVb1sWLUCAAAAjKLBiUpTK1RKclCSm1trt7TWViRZlOTNa42Zm+SiJGmtXZ9k96qa1cYsH4zZePDooz8AAAAAk9hYqvRED9e/DTNU2jnJj9Z4fftg25quTvLWJKmqg5LslmT24PW0qlqc5O4kF7bW/m2ItQIAAACMnI16uEH3k6oNKcmqqiOTHNpaO2Hw+tgkB7XW3r/GmK0ydsnb/kmuTbJXkhNaa1evMWZmknOSvL+19v31zHNikhOTZNasWQcuWrRoKO9n+fLlmTFjxlCOzbr0u1v63S397p6ed2uY/V64cOFVrbX5Qzk442b9NXXpebf0u1v63S397s737l6Z0777WH5/XsvcHbtdg00fymxjbk+yyxqvZye5c80BrbVlSY5PkqqqJEsHjzXHPFhVlyY5LMk6oVJr7fQkpyfJ/Pnz24IFCzbYG1jTpZdemmEdm3Xpd7f0u1v63T0975Z+T33WX1OXnndLv7ul393S7+6suu4nyXe/k80337zzng/z8rcrk8ypqj2qapMkRyX58poDqmrmYF+SnJDkstbasqrafnCGUqpq8yS/luT6IdYKAAAAMHJWf/tbD3eiHtqZSq21lVX1viQXJJmW5POttSVVddJg/2eTvCTJF6tqVZIfJHnP4Mefn+QfBt8gt1GSL7XWvjqsWgEAAABG0uCeSk/0MPUwL39La+28JOette2zazy/PMmc9fzcNRm7zxIAAAAAT+HJM5XSw5lKw7z8DQAAAIAhevLL33rIlIRKAAAAAKNq9T2V+pi7hzkBAAAA2AA2evLqN5e/AQAAADBuT96oW6gEAAAAwHitvlF3H3P3NjMAAAAAz4obdQMAAAAwYfXkjbpd/gYAAADAeM3YdHrm7TIzm0/vfm6hEgAAAMCImrvTVjn3t1+RF8yc1vncQiUAAAAAJkyoBAAAAMCECZUAAAAAmDChEgAAAAATJlQCAAAAYMKESgAAAABMmFAJAAAAgAkTKgEAAAAwYUIlAAAAACZMqAQAAADAhAmVAAAAAJgwoRIAAAAAEyZUAgAAAGDChEoAAAAATJhQCQAAAIAJEyoBAAAAMGFCJQAAAAAmTKgEAAAAwIRVa63vGjaYqronyQ+HdPjtktw7pGOzLv3uln53S7+7p+fdGma/d2utbT+kY/MMWH9NOXreLf3uln53S7+71/kabEqFSsNUVd9prc3vu47nCv3uln53S7+7p+fd0m82FL9L3dPzbul3t/S7W/rdvT567vI3AAAAACZMqAQAAADAhAmVxu/0vgt4jtHvbul3t/S7e3reLf1mQ/G71D0975Z+d0u/u6Xf3eu85+6pBAAAAMCEOVMJAAAAgAkTKq2hqg6rqhuq6uaq+sh69ldVfXqw/5qqOqCPOqeKcfT7nYM+X1NV36qq/fqocyp5up6vMe5Xq2pVVR3RZX1TzXj6XVULqmpxVS2pqq91XeNUMo5/U7auqq9U1dWDfh/fR51TRVV9vqrurqrvP8V+n5mMmzVYt6zBumX91T1rsG5Zg3Vr0q3BWmseY5cATkvy70lekGSTJFcnmbvWmDck+b9JKsnLkvxb33WP6mOc/X55km0Gzw/X7+H3fI1xFyc5L8kRfdc9qo9x/o7PTPKDJLsOXu/Qd92j+hhnvz+a5BOD59snuT/JJn3XPqqPJK9OckCS7z/Ffp+ZHuN6WINNyn5bg3XY7zXGWX911HNrsM77bQ22YXs+qdZgzlT6uYOS3Nxau6W1tiLJoiRvXmvMm5N8sY35dpKZVfX8rgudIp623621b7XWHhi8/HaS2R3XONWM53c8Sd6f5J+S3N1lcVPQePp9dJKzW2u3JUlrTc+fufH0uyXZsqoqyYyMLWhWdlvm1NFauyxjPXwqPjMZL2uwblmDdcv6q3vWYN2yBuvYZFuDCZV+buckP1rj9e2DbRMdw/hMtJfvyVjayjP3tD2vqp2TvCXJZzusa6oaz+/4i5JsU1WXVtVVVXVcZ9VNPePp92eSvCTJnUmuTfKB1toT3ZT3nOQzk/GyBuuWNVi3rL+6Zw3WLWuwyafTz8zpwzrwCKr1bFv7q/HGM4bxGXcvq2phxhY0rxxqRVPfeHr+qSQfbq2tGvuPBJ6F8fR7epIDk7wuyeZJLq+qb7fWbhx2cVPQePp9aJLFSV6bZM8kF1bV11try4Zc23OVz0zGyxqsW9Zg3bL+6p41WLeswSafTj8zhUo/d3uSXdZ4PTtjSepExzA+4+plVe2b5Iwkh7fW7uuotqlqPD2fn2TRYEGzXZI3VNXK1tq5nVQ4tYz335R7W2sPJ3m4qi5Lsl8SC5qJG0+/j09yShu72PzmqlqaZK8kV3RT4nOOz0zGyxqsW9Zg3bL+6p41WLeswSafTj8zXf72c1cmmVNVe1TVJkmOSvLltcZ8Oclxg7upvyzJT1trd3Vd6BTxtP2uql2TnJ3kWP9rsEE8bc9ba3u01nZvre2e5P8kea8FzTM2nn9T/jnJq6pqelVtkeTgJNd1XOdUMZ5+35ax/5FMVc1K8uIkt3Ra5XOLz0zGyxqsW9Zg3bL+6p41WLeswSafTj8znak00FpbWVXvS3JBxu5g//nW2pKqOmmw/7MZ+zaGNyS5OckjGUtceQbG2e//kmTbJH87+J+bla21+X3VPOrG2XM2kPH0u7V2XVWdn+SaJE8kOaO1tt6vBuWXG+fv9x8nObOqrs3YacEfbq3d21vRI66q/leSBUm2q6rbk/xRko0Tn5lMjDVYt6zBumX91T1rsG5Zg3Vvsq3BauwMNAAAAAAYP5e/AQAAADBhQiUAAAAAJkyoBAAAAMCECZUAAAAAmDChEgAAAAATJlQCeldVq6pqcVV9v6q+UlUzN/Dxb62q7QbPl2/IYwMAjCprMODZEioBk8GjrbV5rbW9k9yf5Lf7LggA4DnAGgx4VoRKwGRzeZKdk6Sq9qyq86vqqqr6elXtNdg+q6rOqaqrB4+XD7afOxi7pKpO7PE9AACMGmswYMKm910AwJOqalqS1yX53GDT6UlOaq3dVFUHJ/nbJK9N8ukkX2utvWXwMzMG4/9Ta+3+qto8yZVV9U+ttfs6fhsAACPFGgx4poRKwGSweVUtTrJ7kquSXFhVM5K8PMn/rqonx206+PO1SY5LktbaqiQ/HWz/nap6y+D5LknmJLGgAQBYP2sw4FkRKgGTwaOttXlVtXWSr2bsev4zkzzYWps3ngNU1YIkv5bkkNbaI1V1aZLNhlEsAMAUYQ0GPCvuqQRMGq21nyb5nSS/l+TRJEur6sgkqTH7DYZelOS3BtunVdVWSbZO8sBgMbNXkpd1/gYAAEaQNRjwTAmVgEmltfa9JFcnOSrJO5O8p6quTrIkyZsHwz6QZGFVXZuxU7VfmuT8JNOr6pokf5zk213XDgAwqqzBgGeiWmt91wAAAADAiHGmEgAAAAATJlQCAAAAYMKESgAAAABMmFAJAAAAgAkTKgEAAAAwYUIlAAAAACZMqAQAAADAhAmVAAAAAJiw/w8iqH7heI7vSgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scores_dir = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/lambda_l2/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d971a28d-9f19-44b6-9eed-46dc3a7a6517", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/analysis/02_parameter_tweaks/__init__.py b/analysis/02_parameter_tweaks/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/analysis/02_parameter_tweaks/feature-importance.ipynb b/analysis/02_parameter_tweaks/feature-importance.ipynb new file mode 100644 index 0000000..3177b95 --- /dev/null +++ b/analysis/02_parameter_tweaks/feature-importance.ipynb @@ -0,0 +1,329 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import sys\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import make_feature_list, remove_feature_from_list, get_models, plot_ftr_importance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Importance -- Adjusting Boosting parameters\n", + "\n", + "There are some important parameters in the boosting routine that were set by default to inappropriate values. So, in the following runs, we changed:\n", + "\n", + " 1. iterations 1000 -> 200\n", + " 2. num leaves 31 -> 7\n", + " 3. n data per leaf 1 -> 5000" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/03_CHANGE_PARAMS/train-test-split\"\n", + "models = get_models(base_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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N5b6f7NfXYUR0i1GfuqSvQ4iIiH6ux4ZYSJonaUJZ3e1uScdKavN6ks6S9IqklWtlp0iypLWa2mt9HV/Kb5B0f3no7D5Jp0larRzbQNL1kqaUOP6nnevvLumlWttfWYz7XVbS+LJ9QrnexNLeWyRdXLanNl3rrf3lHiIiIiKiZ3uQZ9keDSDpdcDvqKYk+2o79acC+wG/LYn0HlSzMbymvTYcartF0nLAt4FLgN2AucDnbN9Zku/xkq6xfW8bbdxke98u3eHCdgX+KmlnYF9gO9uzS4K/nO394d/zFh9Xv1ZZtKM/3ENERETEkNcrD+nZnka1bPHRqi3h1uRc4KCyvTtwC1Vy2JXrzAE+D2woaRvbT9m+sxybAUwB1utse5JGlh7dX0q6R9I5kvaUdIukByXtWKu+N3AlsA7wrO3Z5brP2n5ygNxDRERExJDXa7NY2H6oXO917VR5EBghaXXgw8B5TceHNQ2xOOi1TYDtecDdwKh6uaSRwLZUcwO3ZecyFORKSVvUyt8EnAJsXdo8hKq3+DjgS7V6ewA3UC3EsYGkByT9VNJu7VyvXX14D/VrjZHUIqnlhZlzunoLEREREQNWbz+k117vcauLgIOBtwD/3XRsUUMsFnkdScOBC4HP2J7eRv07gTeUeYPfQzUl2ibl2MO2J5V2JgPX2bakScDIUr4u8LztV8r+9sDbqJLmcZKOt31WJ2Pvk3toZnssMBZgyw1Xy2TZERERMWT0Wg+ypI2AecA0SWeWXuArmqqdR7Ua3DW25y/mdZYGtqIaioCkZakSy3NsX9TWOban255Ztq8Alm19OBCYXas6v7Y/nwVfMPYB/lRrb57tG2x/lWpZ5/pSz/31HiIiIiKCXkqOJI0ATgdOc7V03xFt1bP9D0knUC2PvDjXWRb4JvCY7YllvPOvgCm2f7iI814PPF16VXek+uLwHDC8k5feG/hyaWszYL7tB8ux0cCjA+AeIiIiIoKeTZCHqVrJbVmqh+1+A7Sb4LWy/fMO2mt1le3jy/Y5kmYDy1Ml162T9u4CfBSYVDv3S7avkHRUud7pwIHAJyTNBWYBB5dEs8ObLL29m9i+rxQNB04t07TNpZqdY0yHDfXhPURERETEAqo6dGNxSdoV+Ijto/o6lp7SaDTc0tLS12FEREREdCtJ4203mssz/nQJ2b4ZuLmv44iIiIiI7tFrD+lFRERERAwE6UGODr38zFRuHZsF+uK1dh5zWV+HEBER0e3SgxwRERERUTOoE2RJu0vqUheXpBskvWaw9iLqryPpMkkrSXpO0qpNx/8g6UNle29Jd5SlnydIGidpw1rdY8uxSWVFvB+Wad8WFev9tdUF21ulsL3zry0rF0ZEREREMSAT5DK1Wn9xLPAL2y9TLTP9/tYDJVneFbhM0pbAqcBhtkeVVQHPYcFqfEcB7wZ2sr0VsAMwDRjWwfUPtT26vKZ1MfbfAJ/s4jkRERERg1q/S5AljSy9qGdLmijpAkkrSnpE0lck3Qx8UNK7Jd0q6U5Jvy9LMbf20t5X6n1gEdf5iqS/SbpH0lgtPGHwRyT9tRzbsdTfrdZTe5eklUvdA4Cryva5VEtlt9qfar7mV4AvAN+yPaX1oO1Lbd9Ydk8APmH7xXJsju3vtLOsdEfv4VmSfibpekkPldjPkDRF0lm1qpcCH+5q+xERERGDWb9LkIvNgLG2twams6CX81+2d6VaSONEYE/b2wEtwLGSVgB+AbwPeBvw+kVc4zTbO9jekqqXtv4U2kq231que0YpOw74VOn5fRswS9IbgRdsty7dfBWwvaQ1y/7BVEkzwBbAnW0FUpLt4bYfXtSb0o7WZbu/3JTkrw68A/gs8Efg5BLDVpJGA9h+AVi+Fm89pjGSWiS1vDBzzmKEFRERETEw9dcE+THbt5Tt31INUwAYV37uBGwO3FJWlzsMeAMwCnjY9oNlSevfLuIae0i6XdIkqkRyi9qxcwFK7+4qZVW8W4AfSjoGWM32XGAd4JnWk2zPoeqVPVDSWlTLTF/dfGFJa5ak9gFJxwECXDu+Vzn+iKS3LuIeDi3DMd5WXh+tHftjeQ8mUS1BPcn2fGAyZVhHMQ1Yt7lh22NtN2w3Vh++3CJCiIiIiBhc+muC3Ly8X+v+y+WngGtqY283t31kO+dWJ0h/KknnL0tP80+BA0uC+QtghUVd3/Z3gI9T9TbfJmkU1ZLOKzTVbR1mcSBwie1XS/lkYLvS2HOlJ3osVc/xdODl0iON7T+V4/cA7Wantp8oP2cAvwN2rB1u7dWeX9tu3a9P77dCuY+IiIiIoP8myBtK2rlsf5jXrlR3G7CLpDcBlDHKmwL3AW+UtHHtXABs71WS6Y+zIKl9toxdPrCp/YNKu7sCL9l+SdLGpRf2/6iGdIwCHmDh3liA64FNgE+xYHgFwHeBEyS9uVa2Ym3728DPSm81ZbhEc/L9b5KWKb3UlJku9qVKqDutXOP1wCNdOS8iIiJiMOuvCfIU4DBJE4E1gJ/VD9p+BjgcOLfUuQ0YZftfwBjg8vKQ3qNtNV4ehPsF1fCDPwB/a6rygqS/AqcDrT3TnykP7d1N1eN6ZZm54u+tiXppez5wIbAmcGOtfBLwP8Cvy0OEtwBvpur5pdzjtcDt5Z5uAe4qr7YsD/yp1J0APFHuqSu2B24rw0UiIiIiAlA1TLX/kDQSuKw8PNfvSdof2N72iX0dS1dJOgW41PZ1i6rXaDTc0tLSS1FFRERE9A5J422/Zv2LLDW9hGxf3NYsEAPEPR0lxxERERFDTb/rQY7XknQ71ZCKuo+WYRs9btORq/rUL+/SG5eKAWCvI6/o6xAiIiK6RXqQBzDbb+nrGCIiIiKGin73kJ6kYZL+0t3LSUs6XNJp3VWvnXNHSjqkM21JulbS6k1lP5e0S1PZSEldmp2i6fwvdVdbEREREUNBv0uQgf8ELrI9rzOVuzuRXkIjgUM6qlT8hgUrBLZ6C9WMHN3pSx1XiYiIiIhW/TFBPhS4RNLukm6UdLGkeyWdLmkpAEkzJX2tjM3dWdJHJN1RFgL5eWvSLOmIslrdX4B2B9G2V0/SCEkXSvpbee1Syk+S9BtJf5b0oKT/Kqd8B3hbieOzpWxdSVeVet+tXfZSavM0l/mRH7A9T9L2ku6WdCvVfMqtdZaW9L0Sy0RJ/13K23yvJH0HGFbiOac0s7SkX0iaLOlqScO6/AlFREREDGL9KkGWtBywke1HStGOwOeArYCNgQ+U8pWoZmB4C/Ac1cIeu5TV5+YBh0paB/hfqoT3XVRLU7d1zUXVOwU42fYOwAHAL2vHtgbeC+wMfEXSusDxwE1lQZKTS73RJb6tgIMkbQBg+wVg+doMGPsAV5XtM4FjbLcultLqSKqFS3YAdgD+q3X1vbbeK9vHA7NKPIeWepsAP7G9BfBiua+23pcxkloktbw0Y05bVSIiIiIGpX6VIANrUSVtre6w/VAZbnEusGspn0e1GAfAO6kWvPibpAllfyOq4Qo32H7G9hxgXDvXXFS9PYHTSruXAqtIWrkcu8T2LNvPUq2eV1/mue462y+VRUzuBd5QOzYNWLds7wVcJWlVYDXbfynlv6nVfzfwsRLP7VSLkWzSwXvV7GHbE8r2eF67EiAAtsfabthurLpyu6tdR0RERAw6/W0Wi1ksvLxy8xx0rfv/qo1RFnC27S/WK0p6fxvnt45ZHl92LwXubKtesRSws+1ZTW0sKrZms2vb81j4PV8BmCVpRaqk+Mmy1HR7bQn4tO0/NcWz+xLEkyEWERERETX9qge5DDtYWlJrkryjpDeWsccHATe3cdp1wIGSXgcgaQ1Jb6DqYd1d0pqSlgU+WK4xrww5GG37K+3VK64Gjm7dkTS6dmw/SSuUIRK7Uy1XPQNYmU5QlWW/HngE2IOqF7p1GeyXJLX2AB9aO+1PwCdKnEjaVNJKHbxXr7bWj4iIiIiO9asEubiaBcMDbqV68O0e4GHg4ubKtu8FTgSuljQRuAZYx/ZTwEmljWupeopfo4N6xwCN8kDcvcBRtWN3AJdTzTrxddtPAhOBueUBu8+yaNsDt9mey8LjjwGOAH5SHtKr917/kmqYxp1lurafs6BHur33aiwwsfaQXkREREQsQr9bSU/StsCxwK+A42zv28chvYakk4CZtr+/BG2cAlxq+zpJdwJvsf3qYra1Oz34XjUaDbe0tPRE0xERERF9RgNlJT3bd0m6HuhP8xv3hHtsXwdge7u+DiYiIiIiKv2uBzn6n41Hrur/+2rzjHPRGQcecVXHlSIiIqJPtNeD3B/HIEdERERE9JkkyENYWYHvsr6OIyIiIqI/SYI8CLUutR0RERERXZcEeYCRNFLSfZLOLtPPXSBpRUmPSPqKpJuBD0p6t6RbJd0p6feShpfz9y7n38yCpbsjIiIiokiCPDBtBoy1vTUwHfhkKf+X7V2p5nM+EdizzJDRAhxbFmD5BfA+4G1UC5W0SdIYSS2SWqbPnNODtxIRERHRvyRBHpges31L2f4tCxZWGVd+7gRsDtwiaQJwGPAGYBTwsO0HXU1f8tv2LmB7rO2G7cYqw5friXuIiIiI6Jf63TzI0SnNc/O17r9cfgq4xvaH65XKUtmZ1y8iIiJiEdKDPDBtKKl1YuIPAzc3Hb8N2EXSmwDKGOVNgfuAN0rauHZuRERERNQkQR6YpgCHSZoIrAH8rH7Q9jPA4cC5pc5twCjb/wLGAJeXh/Qe7dWoIyIiIgaArKQ3wEgaCVxme8veumaj0XBLS0tvXS4iIiKiV2QlvYiIiIiITshDegOM7UeAXus9joiIiBhqkiBHh5597gHOPPvdfR1Gv3PEYVf3dQgRERHRAzLEYpCT9BlJK/Z1HBEREREDRRLkQUCV9j7LzwBJkCMiIiI6KQnyACVppKQpkn4K3An8qiwNPVnS/5Y6xwDrAtdLur6UvVvSrZLulPR7ScP77i4iIiIi+p8kyAPbZsCvbW8LfK5MU7I1sJukrW3/GHgS2MP2HpLWAk4E9rS9HdACHNtXwUdERET0R3lIb2B71PZtZftDksZQfabrAJsDE5vq71TKb5EEsBxwa1sNl7bGAKy55grdH3lEREREP5UEeWB7GUDSG4HjgB1svyDpLKCtrFbANbY7XGLa9lhgLMDIN66S1WQiIiJiyMgQi8FhFapk+SVJawP71I7NAFYu27cBu0h6E4CkFSVt2quRRkRERPRz6UEeBGzfLekuYDLwEHBL7fBY4EpJT5VxyIcD50pavhw/EXigVwOOiIiI6MeSIA9QzSvq2T68nXqnAqfW9v8M7NDD4UVEREQMWEmQo0NrrblpVo2LiIiIISNjkCMiIiIiatKDHB2a9vyD/Picvfo6jB53zKF/6usQIiIioh9ID3JERERERE0S5CGsLFd9T1/HEREREdGfJEGOiIiIiKjJGORBQNJKwPnA+sDSwNeBqcAPgeHAs8Dhtp+StD1wBvAKcHPfRBwRERHRf6UHeXDYG3jS9ja2twSuopr7+EDbrQnxN0vdM4FjbO+8qAYljZHUIqll5vQ5PRl7RERERL+SHuTBYRLwfUn/B1wGvEC1iMg1kqDqVX5K0qrAarb/Us77DQsvS/1vtsdSrcLHhhut6p4NPyIiIqL/SII8CNh+oAydeA/wbeAaYHJzL7Gk1YAkuxERERGLkCEWg4CkdYFXbP8W+D7wFmCEpJ3L8WUlbWH7ReAlSbuWUw/tk4AjIiIi+rH0IA8OWwHfkzQfeBX4BDAX+HEZVrEM8CNgMnAEcIakV4CsjBERERHRRHb+4h6L1mg03NLS0tdhRERERHQrSeNtN5rLM8QiIiIiIqImQyyiQ0++8CAnnb9Xr1/3pA9lBEhERET0vvQgR0RERETUJEHuRpIs6Te1/WUkPSPpsrJ/eNmfUHttLmmkpFmS7pI0RdIdkg6rtXOopInl9VdJ27Rz/bMkPVxre3SP33RERETEIJMhFt3rZWBLScNszwLeBTzRVGec7aPrBZJGAn+3vW3Z3wi4SNJSts8EHgZ2s/2CpH2oFvB4Szsx/D/bF3TfLUVEREQMLelB7n5XAu8t2x8Gzu1qA7YfAo4Fjin7f7X9Qjl8G7B+V9qTdJKksyVdLekRSR+Q9F1JkyRdJWnZrsYYERERMVglQe5+5wEHS1oB2Bq4ven4QU1DLIa1086dwKg2yo+kSsLb880yFONkScvXyjemStz3A34LXG97K2AWCxL6f5M0RlKLpJZXps9ZxOUiIiIiBpckyN3M9kRgJFXv8RVtVBlne3TtNaudpvSaAmkPqgT5C+2c80WqpHoHYI2melfafhWYBCwNXFXKJ5V4m+9jrO2G7caKqyzXzuUiIiIiBp8kyD3jUqoln7s8vKJmW2BK646krYFfAvvZfq6tE2w/5cps4Exgx9rh2aXOfOBVL1ghZj4Zix4RERHxb0mMesYZwEu2J0navasnl4f2vg+cWvY3BC4CPmr7gUWct47tpyQJeD9wT5cjj4iIiBjikiD3ANuPA6e0c/ggSbvW9j8JPAlsLOkuYAVgBnBqmcEC4CvAmsBPq9yXua3LIkq6Avi47SeBcySNoBqeMQE4qltvLCIiImII0IK/tEe0rdFouKWlpa/DiIiIiOhWksa3djrWZQxyRERERERNEuSIiIiIiJqMQY4OPfLigxxx8d69cq0z97+q40oRERERPSg9yINIWTHvuLL9aUn3S5os6bu1Ol+UNLUc26vvoo2IiIjon9KDPAiVBUX2A7a2PVvS60r55sDBwBbAusC1kja1Pa/voo2IiIjoX9KDPMBJOqH0Bl8LbFaKPwF8pywYgu1ppXw/4Dzbs20/DExl4cVEIiIiIoa8JMgDmKTtqXqEtwU+QLXENMCmwNsk3S7pL5Jay9cDHqs18Xgpa6vtMZJaJLX8a/qcnrmBiIiIiH4oQywGtrcBF9t+BUDSpaV8GWB1YCeqpPl8SRtRLSDSrM2JsG2PBcYCrPWmVTNZdkRERAwZ6UEe+NpKXh8HLnLlDmA+sFYp36BWb32qVfwiIiIiokiCPLDdCOwvaZiklYH3lfI/AO8AkLQpsBzwLHApcLCk5SW9EdgEuKPXo46IiIjoxzLEYgCzfaekccAE4FHgpnLoDOAMSfcAc4DDXK0pPlnS+cC9wFzgU5nBIiIiImJhqvKmiPY1Gg23tLT0dRgRERER3UrSeNuN5vIMsYiIiIiIqEmCHBERERFRkzHI0aEHX/wH+1zyqR6/zpX7/aTHrxERERHRkfQgR0RERETUJEHuhySdJOm4vo4jIiIiYihKgtxNVMn7GRERETHAJaFbApJGSpoi6afAncCvJN0jaZKkg0qd3SVdVjvnNEmHl+33SLpP0s2SflyvB2wu6QZJD0k6pul6v5A0WdLVkoaVYxtLukrSeEk3SRpVyj9YYrpb0o2lbAtJd0iaIGmipE164/2KiIiIGAiSIC+5zYBfA9+gWrp5G2BP4HuS1mnvJEkrAD8H9rG9KzCiqcooYC9gR+CrkpYt5ZsAP7G9BfAicEApHwt82vb2wHHAT0v5V4C9bG8D/EcpOwo4xfZooEG1BHVzfGMktUhqmTN9Vmfeh4iIiIhBIQnyknvU9m3ArsC5tufZfhr4C7DDIs4bBTxk++Gyf27T8cttz7b9LDANWLuUP2x7QtkeD4yUNBx4K/B7SROoEu/W5PwW4CxJ/wUsXcpuBb4k6QvAG2y/JgO2PdZ2w3ZjuVWGdeJtiIiIiBgckiAvuZfLT7VzfC4Lv88rdFC/1eza9jwWTMnXVvlSwIu2R9debwawfRRwIrABMEHSmrZ/R9WbPAv4k6R3dBBLRERExJCRBLn73AgcJGlpSSOAtwN3AI9SjSdeXtKqwDtL/fuAjSSNLPsHLe6FbU8HHpb0Qfj3A4PblO2Nbd9u+yvAs8AGkjai6r3+MXApsPXiXjsiIiJisMlCId3nYmBn4G7AwOdt/xNA0vnAROBB4C4A27MkfRK4StKzVMn0kjgU+JmkE4FlgfNKLN8rD+EJuK6UHQ98RNKrwD+Bry3htSMiIiIGDdnu6xiGLEnDbc+UJOAnwIO2T+7ruJo1Gg23tLT0dRgRERER3UrSeNuN5vIMsehb/1UeqpsMrEr1cF1ERERE9KH0IEeHVn3Tet7le59Yojau2P/EboomIiIionukBzkiIiIiohOSIA8Akk6SdNxinDda0nuWtJ2IiIiIoSQJ8uA2GnhPR5UiIiIiYoEkyP2UpBMk3S/pWqrlrJG0saSrJI2XdJOkUaX8LEmnl7IHJO0raTmq6dsOkjRBUus8y5tLukHSQ5KO6Zu7i4iIiOi/Mg9yPyRpe+BgYFuqz+hOqmWlxwJH2X5Q0luAnwKtq+CNBHYDNgauB94EfAVo2D66tHsS1RLXewArA/dL+pntV9uIYQwwBmCFEav2yH1GRERE9EdJkPuntwEX234FQNKlVEtUvxX4fTVtMgDL18453/Z84EFJD1Elwm253PZsYLakacDawOPNlWyPpUrIWfVN62Wqk4iIiBgykiD3X81J6VLAi7ZHd7J+e0nt7Nr2PPI7EBEREbGQjEHun24E9pc0TNLKwPuAV4CHJX0QQJVtaud8UNJSkjYGNgLuB2ZQDaWIiIiIiE5KgtwP2b4TGAdMAC4EbiqHDgWOlHQ31ep7+9VOux/4C3Al1Tjlf1GNRd686SG9iIiIiFiErKQ3CEg6C7jM9gU90X6j0XBLS0tPNB0RERHRZ7KSXkREREREJ+QBrUHA9uE92f6DL07jvRf9uNP1L/9ApleOiIiIgSs9yBERERERNUmQByBJIyXd01TWkNT5bt7qnJMkHde90UVEREQMbBliMUjYbgHyJF1ERETEEkoP8gAnaSNJd0n6f5IuK2UnSTpD0g2SHpJ0TK3+CZLul3QtsFmfBR4RERHRT6UHeQCTtBlwHnAEsBqwW+3wKGAPqoVC7pf0M2Br4GBgW6rP/k5gfDttjwHGAKyw1uo9cwMRERER/VB6kAeuEcAlwEdsT2jj+OW2Z9t+FpgGrA28DbjY9iu2pwOXtte47bG2G7Yby606vAfCj4iIiOifOp0gl2WP8yf5/uMl4DFgl3aOz65tz2PBXwuyMkxERETEInQqQZb0Pqplj68q+6Mltdv7GL1iDvB+4GOSDunkOTcC+5cvOysD7+up4CIiIiIGqs72IJ8E7Ai8CFD+pD+yJwKKzrP9MrAv8Flg1U7UvxMYR/Vl50Lgpp6MLyIiImIgkt3xX9wl3W77LZLusr1tKZtoe+sejzD6XKPRcEtLZpCLiIiIwUXSeNuN5vLOzmJxT/kz/tKSNgGOAf7anQFGRERERPQHnR1i8WlgC6oHv35H9YDYZ3oopoiIiIiIPtNhD7KkpYFLbe8JnNDzIUV/8+ALz/LeC3/Z6fqXH/DxHowmIiIiomd12INsex7wiqQOHwKLBSRZ0m9q+8tIeqa22t3hZX9C7bW5pJGSZpXV8aZIukPSYbV29pM0sdRvkbRr7djeZZW8qZKO7907joiIiBgcOjsG+V/AJEnXAC+3Fto+pv1ThryXgS0lDbM9C3gX8ERTnXG2j64XSBoJ/L32MORGwEWSlrJ9JnAdVY++JW0NnA+MKj39PynXeRz4m6RLbd/bg/cYERERMeh0dgzy5cCXqebRHV97xaJdCby3bH8YOLerDdh+CDiW6sFIbM/0gqlHVmLBwh87AlNtP2R7DtUS1PsBSLpB0smSbiy90jtIukjSg5K+sdh3FxERETEIdaoH2fbZPR3IIHUe8JUyrGJr4Ayq5Z5bHVQfIgHs3E47dwKjWnck7Q98G3gdCxLw9ahW1mv1OPCW2v4c22+X9D9US1RvDzwP/F3Sybaf6+rNRURERAxGnUqQJT1MG0sU296o2yMaRGxPLEMmPgxc0UaVtoZYtNXUQoW2LwYulvR24OvAns11WqvWtltXPpwETLb9VLneQ8AGwEIJsqQxwBiAFdZao62YIiIiIgalzo5Brk+gvALwQSBZU+dcCnwf2B1YczHb2BaY0lxo+0ZJG0tai6rHeIPa4fWBJ2v7s8vP+bXt1v3X/B7YHguMBVh145EdryYTERERMUh0agyy7edqryds/wh4R8+GNmicAXzN9qTFObn0QH8fOLXsv0mlm1nSdsByVL2/fwM2kfRGScsBB7Og1zgiIiIiOqmzQyy2q+0uRdWjvHKPRDTI2H4cOKWdw81jkD9J1eu7saS7qHrrZwCnlhksAA4APibpVWAWcFB5aG+upKOBPwFLA2fYntz9dxQRERExuGnBhAiLqCRdX9udCzwM/MD2/T0VWPQfq2480rt+98RO189CIRERETEQSBpvu9Fc3tkxyEeW6cbqDb6xWyKLfm+T1ddK0hsRERFDRmfnQb6gk2UREREREQPaInuQJY0CtgBWlfSB2qFVqMbHxhAw9YXn2feCczqsd9mBh/ZCNBERERE9q6MhFpsB+wKrAe+rlc8A/quHYoqIiIiI6DOLTJBtXwJcImln27f2UkyxmCSdBMwE1qb6QjMH+DtwhO0XS50vAkcC84BjbP+pT4KNiIiI6Kc6+5DeXZI+RTXc4t9DK2z/Z49EFUvqGuCLtudK+j/gi8AXJG1ONT/yFsC6wLWSNrU9rw9jjYiIiOhXOvuQ3m+A1wN7AX+hWqVtRk8FFZ0n6QRJ90u6lmpIDLavtj23VLmN6vMC2A84z/Zs2w8DU4Edez3oiIiIiH6sswnym2x/GXjZ9tnAe4Gtei6s6AxJ21P1CG8LfADYoY1q/wlcWbbXAx6rHXu8lLXV9hhJLZJa5kyf3n1BR0RERPRznU2QXy0/X5S0JbAqMLJHIoqueBtwse1XbE+naWlpSSdQLezSOgWF2mijzZVibI+13bDdWG6VVboz5oiIiIh+rbNjkMdKWh34MlUSNhz4So9FFV3RZoIr6TCqGUje6QXLJT4ObFCrtj7V0tYRERERUXSqB9n2L22/YPsvtjey/Trbp/d0cNGhG4H9JQ2TtDJlKj5JewNfAP7D9iu1+pcCB0tavqyEuAlwR28HHREREdGfdaoHWdLawLeAdW3vU2ZD2Nn2r3o0ulgk23dKGgdMAB4FbiqHTgOWB66RBHCb7aNsT5Z0PnAv1dCLT2UGi4iIiIiFacFf3xdRSboSOBM4wfY2kpYB7rKdB/WGgEaj4ZaWlr4OIyIiIqJbSRpvu9Fc3tmH9NayfT4wH6BMIZaex4iIiIgYdDr7kN7LktakPBAmaSfgpR6LKvqVqS+8yPsuuKjNY3888AO9HE1EREREz+psgnws1QNeG0u6BRgBHNhjUUVERERE9JFFDrGQtCFUD4MBuwFvBf4b2ML2xJ4Pb/CSZEk/qO0fJ+mksn2SpCckTZD0oKSLyoORrXVvKKvn3S3pFkmblfKzJD1czpsgaXRv31dERETEQNfRGOQ/1LbH2Z5s+x7br7Z3QnTabOADktZq5/jJtkfb3gQYB/xZ0oja8UNtbwOcDXyvVv7/ynmjbU/okcgjIiIiBrGOEuT6ymsb9WQgQ9BcYCzw2Y4q2h4HXA0c0sbhG4E3Ler80iN9tqSrJT0i6QOSvitpkqSrJC27ODcQERERMRh1lCC7ne3oHj8BDpW0aifq3gmMaqP8fcCk2v43JU2UdLKk5WvlGwPvBfYDfgtcX6bpm1XKFyJpjKQWSS1zpud5zIiIiBg6OkqQt5E0XdIMYOuyPV3SDEnTeyPAwcz2dODXwDGdqK6m/XMkTQB2AY4rZV+kSqJ3ANagWk2v1ZVlaMwkYGngqlI+CRjZRmxjbTdsN5ZbpTP5e0RERMTgsMhZLGwv3VuBDGE/ouodPrODetsC9dU6DrW90Oodtp8qm7MlncmCxBmqMc/Yni/pVS9YIWY+nZ/NJCIiImLQ6+xCIdFDbD8PnA8c2V4dSQcA7wbOXVRbktYpPwW8H7in2wKNiIiIGCLSc9g//AA4uqnss5I+AqxElei+w/YzHbRzTpnpQsAE4KjuDjQiIiJisNOCv7RHtK3RaLilpaXjihEREREDiKTxthvN5RliERERERFRkwQ5IiIiIqImY5CjQ1NfmM5+F1zV5rFLDty7l6OJiIiI6FlJkAcJSWsDJwM7AS8Ac4Dv2r64HF8TuK5Ufz0wD2h96G9H23N6N+KIiIiI/ikJ8iBQpnX7A3C27UNK2RuA/2itY/s5YHQ5dhIw0/b3ezvWiIiIiP4uCfLg8A5gju3TWwtsPwqc2nchRURERAxMeUhvcNiCajW+15C0rqQrejmeiIiIiAErPciDkKSfALtS9SrvALxnMdoYA4wBGLbW67o3wIiIiIh+LD3Ig8NkYLvWHdufAt4JjFjcBm2Ptd2w3VhulVW7IcSIiIiIgSEJ8uDwZ2AFSZ+ola3YV8FEREREDGRJkAcBV+uFvx/YTdLDku4Azga+kDHIEREREV2jKreKaF+j0XBLS0tfhxERERHRrSSNt91oLk8PckRERERETRLkiIiIiIiaTPMWHfr7CzPZ/8KbX1N+8QG79kE0ERERET0rPcgRERERETUDIkGWNE/SBEmTJd0t6VhJbcYu6SxJr0hauVZ2iiRLWqupvdbX8aX8Bkn3S5oo6T5Jp0lardbOI5ImlXMW66k1ST+XtIuknSTdXtqaIukkSUfUYppTu9Z3JB0u6RlJd0l6UNKfJL211u5Jkp6ond/lxUEiIiIiYuAMsZhlezSApNcBvwNWBb7aTv2pwH7Ab0sivQfwRFvtteFQ2y2SlgO+DVwC7FY7voftZxf3RoC3AJ8E7gU+ZPtuSUsDm9m+FzgTqmS8fi1JhwPjbB9d9vcALpK0h+0ppe2TbX9/CWKLiIiIGPIGRA9yne1pVEsgHy1J7VQ7FziobO8O3ALM7eJ15gCfBzaUtM2i6pae55Ml3Vh6g3eQdFHp6f1Grd6bgQdszwNeBzxVrjWvJMddie96YCxlOehFxHa4pD9I+mOZI/no0gN/l6TbJK3RletGREREDHYDLkEGsP0QVeyva6fKg8AISasDHwbOazo+rGmIxUGvbaJKXIG7gVGtRcDVksZLak5M59h+O3A6Va/zp4AtgcMlrVnq7ANcVbZPBu6XdLGk/5a0Qiduvdmdtdig+tIwUdIZ5d5bbQkcAuwIfBN4xfa2wK3Ax9pqWNIYSS2SWmZPf3ExQouIiIgYmAZkgly013vc6iLgYKohDTc1HZtle3TtNa6T19nF9nZUie6nJL29duzS8nMSMNn2U7ZnAw8BG5Rje1ESZNtfAxrA1VTJ61V0XT22nwEbA6OpeqZ/UDt2ve0Ztp8BXgL+WIt1ZFsN2x5ru2G7sfwqqy1GaBERERED04BMkCVtBMwDpkk6s/QCNy+nfB7wdeAa2/MX8zpLA1sBUwBsP1l+TgMupuqRbTW7/Jxf227dX0bSisBqrW2Udv5u+2fAO4Ftaj3NnbVtLbany1CN+cAv2omtOb75DJxx6BERERG9YsAlR5JGUA1jOM3VOtlHtFXP9j8knQBcu5jXWZZqOMJjtidKWglYyvaMsv1u4GtdaHIP4Ppa++8Frij3sAlVwv9iF+LbjWr88R5lfx3bT5XD+wP3dCG2iIiIiCgGSoI8TNIEYFmqh+1+A/ywo5Ns/7yD9lpdZfv4sn2OpNnA8lTJ9X6lfG3g4vJc4DLA72x3ZVjEPsAFtf2PAidLeoXqng4tY54X5SBJuwIrAg8DB9RmsPiupNFU46QfAf67C7FFRERERKGqAzN6mqQ7gbfYfrWvY+mqRqPhlpbFmvY5IiIiot+SNN52o7l8oPQgD3jl4b6IiIiI6OcG5EN60bseemEWH7xwIh+8cGJfhxIRERHR45IgR0RERETUZIhFLyizaRxCNVPFfOAFYHVgODCC6oE7qJag/hawDtVUbMtRPSh4ou0Xy2IiN1I9QLgMcIHtr5ZrrAGMo5rX+BGqZaxf6IXbi4iIiBhU0oPcwyTtDOwLbGd7a2BPqhkrRgMfB26qLVjy13LaoaXu1lSJ8iWlfDbwDtvbUC0Isrekncqx44HrbG8CXFf2IyIiIqKL0oPc89YBni2r6mH72c6eaHuOpM8DUyVtY/tuYGY5vGx5tU5Dsh+we9k+G7gB+IKkw4H3A0tTLTn9A6qe6Y9SJdzvsf38Yt5bRERExKCTHuSedzWwgaQHJP20LPDRaWVu5LuBUVCt7lfmcJ5GtUrg7aXq2q0LhZSfr6s1syXVEI8dqRY/ecX2tsCtwMfauq6kMZJaJLXMnp6RGhERETF0JEHuYbZnAttTrXr3DDCu9Op2hWrtzSvDM9YHdpS0ZSfOv972DNvPAC8Bfyzlk6jGLLcV91jbDduN5VdZvYvhRkRERAxcSZB7QUlqbygP1B0NHNDZcyUtDWwFTKmX236RahjF3qXoaUnrlHPWoephbjW7tj2/tj+fDLOJiIiIWEgS5B4maTNJm9SKRgOPdvLcZYFvA4/ZnihphKTVyrFhVA/83VeqXwocVrYPY8GDfRERERHRBek97HnDgVNLYjsXmEo13GJRzpE0m2o6t2upHsCD6oG/s0uv8lLA+bYvK8e+A5wv6UjgH8AHu/UuIiIiIoYI2e64VgxpjUbDLS0tfR1GRERERLeSNN52o7k8QywiIiIiImqSIEeHHntxDsdc/BjHXPxYX4cSERER0eOSIEdERERE1OQhvV4g6QSqhTrmUU2t9gKwOtUDfCOAh0vVTwLfonoYbzbVinfXAieWad2QdAbV0tXTbG9Zu8YawDiqeY0fAT5kOyt8RERERHRRepB7mKSdqRLa7WxvTTU126FlsY+PAzfZHl1efy2nHVrqbk2VKNenbDuLBXMf1x0PXGd7E+C6sh8RERERXZQEueetAzxrezaA7WdtP9mZE23PAT4PbChpm1J2I/B8G9X3A84u22cD7weQdLikP0j6o6SHJR0t6VhJd0m6rfQ8R0RERESRBLnnXQ1sIOkBST+VtFtXTrY9D7gbGNVB1bVtP1XOeQp4Xe3YllRDPHYEvgm8Yntb4FbgY201JmmMpBZJLbOmt5WPR0RERAxOSZB7mO2ZwPZUi4M8A4yTdHgXm9EShnG97Rm2nwFeAv5YyidRjVl+DdtjbTdsN4atkk7miIiIGDqSIPcC2/Ns32D7q8DRwAGdPbesmrcVMKWDqk9LWqecsw4wrXZsdm17fm1/PnlQMyIiImIhSZB7mKTNJG1SKxoNPNrJc5cFvg08ZntiB9UvBQ4r24ex8IN9EREREdFJSZB73nDgbEn3SpoIbA6c1ME555S69wArUT2AB4Ckc6nGDm8m6XFJR5ZD3wHeJelB4F1lPyIiIiK6SLb7Oobo5xqNhltaWvo6jIiIiIhuJWm87UZzeXqQIyIiIiJqkiBHRERERNQkQY4OTXvxVX5y8dN9HUZEREREr0iCHBERERFR0ycJsqR5kiZImizp7rL0cZuxSDpL0iuSVq6VnSLJktZqaq/1dXwpv0HS/ZImSrpP0mmSVqu1c4akaZLuabrmGpKukfRg+bn6YtzjzpJ+IWlFSedImiTpHkk3S3pDLdZ/Snqitr/cot4fSWtKul7STEmnNV1z+3KdqZJ+LGlJFxiJiIiIGHL6qgd5lu3RtregmpLsPcBXF1F/KmWqs5Io7gE80UZ7ra/6FGeH2t4a2JpqgYz6/MBnAXu3cb3jgetsbwJcV/a7am/gKuB/gKdtb2V7S+BI4J+tsQKnAyfXYp/Dot+ffwFfBo5r45o/o1qxb5PyauveIiIiImIR+nyIhe1pVEnd0Yvo8TwXOKhs7w7cAszt4nXmAJ8HNpS0TSm7EXi+jer7AWeX7bOB9wNIOlzSHyT9UdLDko4uvbt3SbpNUn1N5ncC1wLrUEvmbd9vu76yXUdxL/T+2H7Z9s1UifK/ldXzVrF9q6u5+35di/ssST8rPc8PSdqt9J5PkXRWZ2OJiIiIGAr6PEEGsP0QVSyva6fKg8CIMtThw8B5TceHNQ2xOOi1TVRLPgN3A6M6CGlt20+Vc55qimtL4BBgR+CbwCu2t6VavONjAGXox6u2XwLOAL4g6VZJ32haVa9TOvH+AKwHPF7bf7yUtVodeAfwWeCPwMnAFsBWkkY3NyZpjKQWSS0zp7f1HSIiIiJicOoXCXLR0XjZi4CDgbcANzUdax5iMW4JrtOR623PsP0M8BJVsgkwCRhZtt8NXA1gewKwEfA9YA3gb5LevBjX7Sjuto7XV4H5Y+lZnkQ15GOS7fnA5FrcC060x9pu2G4MX2WN5sMRERERg9YyfR0AgKSNgHnANElnAtsCT9p+T63aecCdwNm25y/O82eSlga2AqZ0UPVpSevYfqoMXZhWO1YfHjG/tj+fBe/nPsAPWyvZnkmV4F8kaT7VmOKOYqjH/e/3ZxHVHgfWr+2vDzzZRtz1mJvjjoiIiBjy+rwHWdIIqgfVTnPliNILXE+Osf0P4ATgp4t5nWWBbwOP2Z7YQfVLgcPK9mEs/GBfR9cR1QOBE8r+Lq2zYEhaDtgceLQL7S30/rRXrwwFmSFppxLDx7oSd0RERERU+qrncJikCcCyVA/b/YZaj2t7bP+8g/ZaXWW7deaJcyTNBpanemhuv9ZKks6leuhvLUmPA1+1/SvgO8D5ko4E/gF8sPO3xvbAXbVkdmPgZyVpXQq4HLiwgzYW+f5IegRYBVhO0vuBd9u+F/gE1cwcw4AryysiIiIiukCL6JSMxSDpRGCq7eYHCQesRqPhlpaWvg4jIiIioltJGm+70VyesafdzPY3+jqGiIiIiFh8fT4GOfq/F1+Yy0UXPNvXYURERET0iiTIERERERE1fZIgS5pXFvSYLOnushpdm7GUVeBekbRyrewUSS4LctTba30dX8pvkHS/pImS7pN0mqTVyrEVJN1Rrj9Z0v/W2l9D0jWSHiw/V1+Me9xZ0i8krSjpHEmTJN0j6WZJb6jF+k9JT9T2l1vU+yNpx1rduyXtX7vm9uU6UyX9WIszF15ERETEENdXY5Bn2R4NIOl1wO+AVYGvtlN/KtXsE78tieIe1JZvrrfXhkNtt5Qp1r5NNfXZblRzAb/D9swyBdzNkq60fRtwPHCd7e+UZPt44AtdvMe9gauA/6FamGOrcr+bAf+s3f9JwEzb3289UdKi3p97gIbtuWWO5rsl/dH2XOBnVMtS3wZcUWLITBYRERERXdDnQyxsT6NK6o5eRI/nuUDr8tG7A7dQTX/WlevMAT4PbChpmzLn8sxyeNnyap3SYz/g7LJ9NvB+AEmHS/qDpD9KeljS0aV39y5Jt0mqLzn3Tqpp5dahlszbvt92faGOjuJe6P2x/UpJhgFWaI25JMur2L61TDH361rcZ0n6maTrJT0kaTdJZ0iaIumszsYSERERMRT0eYIMYPshqlhe106VB4ERZajDh6lW1asb1jTE4qDXNgG25wF3A6OgWlmvzDc8DbjG9u2l6tpl4Y3WBTjqcW0JHALsCHwTeMX2tsCtVItzUIZ+vGr7JeAM4AuSbpX0DUmbdO5dWSjuhd4fSW+RNJlq2eijSsK8HtVqeq0eL2WtVgfeAXyWannsk4EtgK0kjW6+pqQxkloktbw0/bmuhhwRERExYPWLBLnoaLzsRcDBwFuAm5qOzSqr77W+xnXmOrbnlaEM6wM7StqyE3Feb3uG7WeAl6iSTaiS1ZFl+93A1eUaE4CNgO8BawB/k/TmTlxnUXHfbnsLYAfgi5JWoO33rz7J9R9Lz/IkqiEfk2zPBybX4l5woj3WdsN2Y9VV1lyMcCMiIiIGpn6RIEvaCJgHTJN0ZukFvqKp2nnA16l6eucv5nWWBrYCptTLbb8I3EA1Zhfg6TJkoXXowrRa9frwiPm1/fksGNO9D9X449b2Z9q+yPYngd8CCy2j3Ym4//3+NMU9BXiZqlf7capEv9X6wJNtxF2PuTnuiIiIiCGvzxNkSSOA04HTyrjgI0ov8EJJpO1/ACcAP13M6yxL9ZDeY7YnShpRm9FiGLAncF+pfilwWNk+jOrBvs5eR8DWwISyv0vrLBjlQcHNgUe70N5C74+kN0paphx7A7AZ8EgZCjJD0k4lho91Je6IiIiIqPRVz+GwMvZ3WaqH7X4D/LCjk2z/vIP2Wl1l+/iyfY6k2cDyVA/N7VfK1wHOLr3KSwHn276sHPsOcL6kI4F/AB/s7I0B2wN3ecEa3hsDPytJ61LA5cCFHbSxqPdnV+B4Sa9S9f5+0nbrKh6fAM4ChlHNXpEZLCIiIiK6SAvyuOgOkk4EptpufpBwwGo0Gm5paenrMCIiIiK6laTxthvN5Rl72s1sf6OvY4iIiIiIxdfnY5Cj/5vxfJemnI6IiIgY0JIgR0RERETUZIhFD5F0AtWCIvOoHqZ7gWqxjuHACODhUvWTwLeoHhqcDSxH9TDhibZflLQB1ap4ry/tjLV9ShvX251q1orWdi+y/bWeuLeIiIiIwSwJcg+QtDOwL7Cd7dllZb3lbD9ZEtnjbO9bqw9wqO2WMhXct6mS3d2oZrH4nO07Ja0MjJd0je1727j0TfV2IyIiIqLrMsSiZ6wDPGt7NoDtZ20/2cE5lLpzgM8DG0raxvZTtu8sx2ZQLXKy3qLaqJM0UtJ9kn4p6R5J50jaU9Itkh6UtGOX7y4iIiJiEEuC3DOuBjaQ9ICkn0rarSsn254H3A2MqpdLGglsC9zezqk7S7pb0pWStqiVvwk4hWoBk1FUQz92BY4DvtRWQ5LGSGqR1PLS9Oe6En5ERETEgJYEuQfYnkm1YMgY4BlgnKTDu9iMFtqRhlMtMPIZ29PbqH8n8Abb2wCnAn+oHXvY9qSyRPdk4LqykMkkYGQ79zDWdsN2Y9VV1uxi6BEREREDVxLkHmJ7nu0bbH8VOBo4oLPnltX9tqIaTtG6TPaFwDm2L2rnetNLYo7tK4Bly9hnqB7+azW/tj+fjEOPiIiIWEgS5B4gaTNJm9SKRgOPdvLcZake0nvM9sSyRPWvgCm2212OW9LrS13KuOKlgIyNiIiIiOii9B72jOHAqZJWo5qFYirVcItFOUfSbGB5qmne9ivluwAfBSZJmlDKvmT7CklHAdg+HTgQ+ISkucAs4GDbLjlzRERERHSSqqGoEe1rNBpuaWnp6zAiIiIiupWk8bYbzeUZYhERERERUZMEOSIiIiKiJglydOiVZ+f2dQgRERERvSYJcg+SZEk/qO0fJ+mksn2SpCckTSgr2l0kafNa3Rsk3V8W/rhF0mal/FelbKKkC8r8yKjyY0lTy7Htevl2IyIiIgaFJMg9azbwgdp8xM1Otj3a9ibAOODPkkbUjh9aFv44G/heKfus7W1sbw38g2qOZYB9gE3Kawzws26+l4iIiIghIQlyz5oLjAU+21FF2+Oolqg+pI3DN1ItF03rKnplzuNhQOs0JPsBv3blNmA1SetIGinpPkm/lHSPpHMk7Vl6pR8scyZHRERERJEEuef9BDhU0qqdqHsnMKqN8vdRLQsNgKQzgX+WuqeW4vWAx2rnPF7KoEquTwG2LuccAuwKHAd8qbM3EhERETEUJEHuYaXH99fAMZ2o3ryqxzllcZBdqJLZ1jaPANalWor6oHbOhQW9yw/bnmR7PjAZuM7VBNiTgJFtBiKNkdQiqeWFGVmQLyIiIoaOJMi940fAkcBKHdTblirpbXVoGaP8ftv13mFsz6Mat3xAKXoc2KBWZX3gybI9u1Y+v7Y/n3ZWU7Q91nbDdmP1ldfsIOyIiIiIwSMJci+w/TxwPlWS3CZJBwDvBs5dRB1JelPrNtXQi/vK4UuBj5U6OwEv2X6qm24hIiIiYshos/cwesQPWDDjRKvPSvoIVc/yPcA7bD+ziDYEnC1plbJ9N/CJcuwK4D3AVOAV4IhujD0iIiJiyFA1FDWifZuPHO17H5nQ12FEREREdCtJ4203msszxCI6tOJa+UNDREREDB1JkCMiIiIiapIgR4fmPP1qX4cQERER0WuSIEdERERE1GRwaR+SdALVqnbzqOYkfgFYHRgOjAAeLlU/CXwLWIdqDuPlgGuBE22/WNp6BJhR2prb1oDziIiIiOhYEuQ+ImlnYF9gO9uzJa0FLGf7SUm7A8fZ3rdWH6qFQ1okLQd8G7gE2K3W7B62n+2te4iIiIgYjDLEou+sAzxrezaA7WdtP9nBOZS6c4DPAxtK2mZRdSXdIOlkSTdKmiJpB0kXSXpQ0jeW+C4iIiIiBpkkyH3namADSQ9I+qmk3To8o6YsNX03MKq1CLha0nhJY5qqz7H9duB0ql7nTwFbAodLanMdaUljJLVIannu5ee6ElpERETEgJYEuY/YnglsD4wBngHGSTq8i82otr2L7e2AfYBPSXp77dil5eckYLLtp0rP9UPABu3EN9Z2w3ZjzZXazKEjIiIiBqUkyH3I9jzbN9j+KtUy1Ad09lxJSwNbAVNKW0+Wn9OAi4Eda9Vnl5/za9ut+xmHHhEREVGTBLmPSNpM0ia1otHAo508d1mqh/Qesz1R0kqSVi7HVgLeDdzTzSFHREREDAnpPew7w4FTJa0GzAWmUg23WJRzJM0Glqea5m2/Ur42cHGZ6WIZ4He2r+qJoCMiIiIGO9nu6xiin2s0Gm5paenrMCIiIiK6laTxba0dkSEWERERERE1SZAjIiIiImqSIEdERERE1CRB7mWSLOk3tf1lJD0j6bKyf3jZn1B7bS5ppKRZku4qK+LdIemwWju7S3qpds5X+uL+IiIiIga6zGLR+14GtpQ0zPYs4F3AE011xtk+ul4gaSTwd9vblv2NgIskLWX7zFLtJtv79mz4EREREYNbepD7xpXAe8v2h4Fzu9qA7YeAY4FjFlWv9DzfJ+mXku6RdI6kPSXdIulBSTsu6vyIiIiIoSYJct84DzhY0grA1sDtTccPahpiMayddu4ERtX2d5Z0t6QrJW1RK38TcEq51ijgEGBX4DjgS201LGmMpBZJLc8880yXbzAiIiJioEqC3AdsTwRGUvUeX9FGlXG2R9des9ppSrXtO4E32N4GOBX4Q+3Yw7Yn2Z4PTAauczUB9qQSR1sxjrXdsN0YMWJEF+4uIiIiYmBLgtx3LgW+z2IMr6jZFpgCYHu67Zll+wpgWUlrlXqza+fMr+3PJ+PQIyIiIhaS5KjvnAG8ZHuSpN27enJ5aO/7VL3FSHo98LRtl3HFSwHPUS1pHRERERGdlAS5j9h+nGpccFsOkrRrbf+TwJPAxpLuAlYAZgCn1mawOBD4hKS5wCzg4JIs98wNRERERAxSqoaiRrSv0Wi4paWlr8OIiIiI6FaSxttuNJdnDHJERERERE0S5IiIiIiImiTIERERERE1SZAHGEk3SNqrqewzkn4qaRNJl0n6u6Txkq6X9PZavb0l3VFW1psgaZykDXv/LiIiIiL6ryTIA8+5wMFNZQeX8suBsbY3tr098GlgIwBJW1JNCXeY7VG2RwPn0M5CIRERERFDVaZ5G3guAL4haXnbs8t8yOsCmwK32r60taLte4B7yu4XgG/ZnlI7fikRERERsZD0IA8wtp8D7gD2LkUHA+OALaiWm25PR8cXImmMpBZJLc8888zihhsREREx4CRBHpjqwyxah1csRNLFku6RdFEbx9YsY5AfkHRcWxewPdZ2w3ZjxIgR3Rp8RERERH+WBHlg+gPwTknbAcNs3wlMBrZrrWB7f+BwYI1S9O/jtp8rY5DHkqWoIyIiIhaSBHkAsj0TuAE4gwW9x78DdpH0H7WqK9a2vwucIOnN7RyPiIiICPKQ3kB2LnARZaiF7VmS9gV+KOlHwNPADOAb5fgkSf8D/FrSysBzwD+Ar/ZB7BERERH9VhLkAcr2xYCayu4D3rOIcy6nmgouIiIiItqRIRYRERERETVJkCMiIiIiapIgR0RERETUJEGOiIiIiKhJgtyDJFnSD2r7x0k6qWyfJOmJsmDHg5IukrR5re4Nku6XdLekWyRtVsqPljS1tL1Wrb4k/bgcm1jmSI6IiIiILkqC3LNmAx+oJ7JNTrY92vYmVMtF/1lSfdm6Q21vA5wNfK+U3QLsCTza1NY+wCblNQb4WTfdQ0RERMSQkgS5Z82lWq3usx1VtD0OuBo4pI3DNwJvKvXusv1IG3X2A37tym3AapLWkTRS0n2SflmWnj5H0p6lV/pBSTsu7s1FREREDEZJkHveT4BDJa3aibp3AqPaKH8fMKmDc9cDHqvtP17KoEquTwG2Lu0fAuwKHAd8qa3GJI2R1CKp5ZlnnulE6BERERGDQxLkHmZ7OvBr4JhOVFfT/jmSJgC7UCWzXTkXwOXnw7Yn2Z4PTAaus22qpHtkO3GPtd2w3RgxYkRbVSIiIiIGpayk1zt+RNU7fGYH9bYFWmr7h9puaa9yk8eBDWr76wNPAstTjYVuNb+2P5/8DkREREQsJD3IvcD288D5wJHt1ZF0APBu4NzFvMylwMfKbBY7AS/Zfmox24qIiIgYspIg954fAM2zWXy2dZo34CPAO2wvcsCvpGMkPU7VQzxR0i/LoSuAh4CpwC+AT3Zr9BERERFDhKqhqBHtazQabmnp7EiPiIiIiIFB0njbjeby9CBHRERERNQkQY6IiIiIqEmCHBERERFRkwS5h0iypN/U9peR9Iyky8r+4WV/Qu21eVn5bpakuyRNkXSHpMNq7YySdKuk2ZKOa7rm3pLulzRV0vG9d7cRERERg0fmwO05LwNbShpmexbwLuCJpjrjbB9dL5A0Evi77W3L/kbARZKWsn0m8DzVoiPvbzpvaapV+95FNSfy3yRdavvebr+ziIiIiEEsPcg960rgvWX7wyzGHMe2HwKOpazEZ3ua7b8BrzZV3RGYavsh23OA84D9ACTdIOlkSTeWXukdJF0k6UFJ31i8W4uIiIgYnJIg96zzgIMlrQBsDdzedPygpiEWw9pp505gVAfXWg94rLb/eClrNcf224HTgUuATwFbAodLWrO5MUljJLVIannmmUVOzRwRERExqCRB7kG2JwIjqXqPr2ijyjjbo2uvWe00pU5crq069UmuLy0/JwGTbT9lezbV4iIbvOZEe6zthu3GiBEjOnH5iIiIiMEhY5B73qXA94Hdgdf01HbStsCUDuo8zsKJ7vrAk7X92eXn/Np2635+DyIiIiKKJEY97wzgJduTJO3e1ZPLQ3vfB07toOrfgE0kvZHqYcCDgUO6er2IiIiIoS4Jcg+z/ThwSjuHD5K0a23/k1S9vhtLugtYAZgBnFpmsEDS64EWYBVgvqTPAJvbni7paOBPwNLAGbYn98Q9RURERAxmst1xrRjSGo2GW1pa+jqMiIiIiG4labztxmvKkyBHRyTNAO7v6ziCtYBn+zqIAPJZ9Bf5HPqHfA79Rz6LrnuD7dfMRpAhFtEZ97f17Sp6l6SWfA79Qz6L/iGfQ/+Qz6H/yGfRfTLNW0RERERETRLkiIiIiIiaJMjRGWP7OoAA8jn0J/ks+od8Dv1DPof+I59FN8lDehERERERNelBjoiIiIioSYIcEREREVGTBDkAkLS3pPslTZV0fBvHJenH5fhESdv1RZxDQSc+i0PLZzBR0l8lbdMXcQ52HX0OtXo7SJon6cDejG8o6cxnIWl3SRMkTZb0l96OcSjoxP+bVpX0R0l3l8/hiL6Ic7CTdIakaZLuaed4/r3uBkmQA0lLAz8B9gE2Bz4safOmavsAm5TXGOBnvRrkENHJz+JhYDfbWwNfJw9ldLtOfg6t9f6Paon36AGd+SwkrQb8FPgP21sAH+ztOAe7Tv438SngXtvbALsDP5C0XK8GOjScBey9iOP597obJEEOgB2BqbYfsj0HOA/Yr6nOfsCvXbkNWE3SOr0d6BDQ4Wdh+6+2Xyi7twHr93KMQ0Fn/psA+DRwITCtN4MbYjrzWRwCXGT7HwC283l0v858DgZWliRgOPA8MLd3wxz8bN9I9d62J/9ed4MkyAGwHvBYbf/xUtbVOrHkuvo+Hwlc2aMRDU0dfg6S1gP2B07vxbiGos78N7EpsLqkGySNl/SxXotu6OjM53Aa8GbgSWAS8D+25/dOeFGTf6+7QZaaDgC1UdY8/19n6sSS6/T7LGkPqgR51x6NaGjqzOfwI+ALtudVHWbRQzrzWSwDbA+8ExgG3CrpNtsP9HRwQ0hnPoe9gAnAO4CNgWsk3WR7eg/HFgvLv9fdIAlyQPXtcoPa/vpUPQBdrRNLrlPvs6StgV8C+9h+rpdiG0o68zk0gPNKcrwW8B5Jc23/oVciHDo6+/+nZ22/DLws6UZgGyAJcvfpzOdwBPAdVwssTJX0MDAKuKN3Qowi/153gwyxCIC/AZtIemN5oOJg4NKmOpcCHytPx+4EvGT7qd4OdAjo8LOQtCFwEfDR9JD1mA4/B9tvtD3S9kjgAuCTSY57RGf+/3QJ8DZJy0haEXgLMKWX4xzsOvM5/IOqFx9JawObAQ/1apQB+fe6W6QHObA9V9LRVE/iLw2cYXuypKPK8dOBK4D3AFOBV6h6CqKbdfKz+AqwJvDT0ns513ajr2IejDr5OUQv6MxnYXuKpKuAicB84Je225wCKxZPJ/+b+DpwlqRJVH/m/4LtZ/ss6EFK0rlUs4SsJelx4KvAspB/r7tTlpqOiIiIiKjJEIuIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIAUXSGZKmSepwxhpJb5B0naSJZcXN9Ts6JwlyRER0u/KP0F5NZZ+R9NNF1M90hRHRWWcBe3ey7veBX9veGvga8O2OTkiCHBERPeFcqsUk6g4u5RERS8T2jcDz9TJJG0u6StJ4STdJGlUObQ5cV7avB/brqP0kyBER0RMuAPaVtDyApJHAusAhklokTZb0v22dKGlmbftASWeV7RGSLpT0t/LapcfvIiIGkrHAp21vDxwHtP7F6m7ggLK9P7CypDUX1VBW0ouIiG5n+zlJd1D9CfQSqt7jccC3bT8vaWngOklb257YyWZPAU62fXNZcv1PwJt7Iv6IGFgkDQfeCvy+rDILsHz5eRxwmqTDgRuBJ4C5i2ovCXJERPSU1mEWrQnyfwIfkjSG6t+fdaj+9NnZBHlPYPPaP36rSFrZ9oxujToiBqKlgBdtj24+YPtJ4APw70T6ANsvddRYRERET/gD8E5J2wHDgBeoenLeWR6WuRxYoY3zXNuuH18K2Nn26PJaL8lxRADYng48LOmDAKpsU7bXktSa834ROKOj9pIgR0REj7A9E7iB6h+jc4FVgJeBlyStDezTzqlPS3pz+Qdt/1r51cDRrTuSRvdA2BExAEg6F7gV2EzS45KOBA4FjpR0NzCZBQ/j7Q7cL+kBYG3gmx21nyEWERHRk84FLgIOtn2fpLuo/uF6CLilnXOOBy4DHgPuAYaX8mOAn0iaSPXv143AUT0Ye0T0U7Y/3M6h10z9ZvsCqgeHO022O64VERERETFEZIhFRERERERNEuSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdE9BOSDpd08yKOv03S/b0ZUxsxnCXpG52s+4ikPRfjGjMlbdTJupb0pq5eIyJiUZIgR8SQ0FYiJekkSb+t7X9J0sMlQXtc0rjej3Sh+BaK2fZNtjfry5i6y6ISbdvDbT/UDddo8wuHpIakyyS9IOlFSfdK+qak1WvnzSu/BzMlPSTpE7XzR5bP5s6mdteSNEfSI4uIyZJerrX9YjfcZ74kRHSzJMgREYCkw4CPAnvaHg40gOv6NqrobpLeCtwA3AKMsr0asDcwF9imVvXWkqgPBw4Evitp26bmVpK0ZW3/EODhToSxTWvb5fp9StLSfR1DRH+TBDkiorID8Cfbfwew/U/bYzs6SdINkr4h6a+lR/CPktaUdI6k6ZL+Jmlkqdva87hM0/kfb6PdG8vm3aXdgyTtLunxTsT0iKT/J2li6a38laS1JV0paYaka1t7S0v9/5A0ufSm3iDpzbVj20q6s5w3Dlih6Vr7SppQzv2rpK07iq8T8f+7R7S8l3+svZffaKNXeE9JD5Ye4Z+o8mbgdGDnpp7a7wJn2v627acBbP/D9ldt39BWPLbvBKYAb2469BvgsNr+x4BfL+Y9ryvpQknPlL9iHFM7tqOkW8t7/JSk0yQtV4619Xvymp7zpvf0LEk/k3SFpJeBPTpx/ZbyGTwt6YeLc48RA0kS5IiIym3Ax0pi2ehir9rBVL3P6wEbA7cCZwJrUCVWX+1qMLbfXjZbexu7OtzjAOBdwKbA+4ArgS8Ba1H9v/8YAEmbAucCnwFGAFcAf5S0XEnC/kCVCK4B/L60Szl3O+AM4L+BNYGfA5dKWr6LsS7KT4CXgddTJaOHtVFnX6ovONsAHwL2sj0FOIoFPcGrSVoJ2Bm4sCsBSNqB6n1saTr0W+BgSUuXhHxl4PautF3aXwr4I3A31e/QO4HPSNqrVJkHfJbqs9u5HP8kLNHvySHAN0vMf+3g+qcAp9heher3+/yu3mPEQJMEOSICsP1b4NPAXsBfgGmSju/k6Wfa/rvtl6gS0b/bvtb2XKqksvlP873hVNtP234CuAm43fZdtmcDF9diOgi43PY1tl8Fvg8MA94K7AQsC/zI9qu2LwD+VrvGfwE/t3277Xm2zwZml/OWWPmScgDwVduv2L4XOLuNqt+x/aLtfwDXA6PbaXJ1qn/3/lm7xndLz+zLkk6s1d2plM8E7qD6kvBgU3uPA/cDe1Il7p3tPb6ztP2ipB9TJfcjbH/N9pwy/voXVF+8sD3e9m2259p+hOqLyG6dvFZ7LrF9i+35wFaLuj7wKvAmSWvZnmn7tiW8dkS/lwQ5IoaKeVTJXt2yVP/4A2D7HNt7AqtR9T5+rdaLtihP17ZntbE/fHECXkKdjWld4NHWAyVheoyqJ3Fd4Anbrp37aG37DcDnasnei8AG5bzuMAJYpsTT6rE26v2ztv0K7b/fLwDzgXVaC2x/vowDvrhcq9VttlcrY5BfD2wBfKuNNn8NHA58mKpHuTO2K22vZvsYqvdx3ab38UvA2lD18qt6qPCfkqaXONbq5LXaU38fF3l94EiqHvT7yjCXfZfw2hH9XhLkiBgq/gGMbCp7IwsnfACU3tLfAxOBLZuPL4GXy88Va2Wv78b2F8eTVAkSAJJEleQ+ATwFrFfKWm1Y234M+GYt2VvN9oq2z+2m2J6henhu/VrZBl043wvt2C9TDYH4QFeCKGOVL6QaqtLsQuC9wEO2X/O71EmPAQ83vY8r235POf4z4D5gkzLM4UuA2muM6vfs379jktr6Hau/N4u8vu0HbX8YeB3wf8AFZbhKxKCVBDkihopxwImS1pe0lKr5ed8HXAD/ntrrvZJWLsf3oeo17PKY0vbYfoYq8fxIGbf6n1RjOtvzNNCp+YCXwPnAeyW9U9KywOeohkn8lWos9VzgGEnLSPoAsGPt3F8AR0l6S3kwbqXW97CT115a0gq113L1g7bnARcBJ0laUdIoqgfhOutpYP2mdj8P/Kek4yW9DkDS+lRfltokaU1gf2By87GSdL8DeM2Dll1wBzBd0hckDSu/G1uWsc9QjROeDsws78Enms5v/j25G9hC0mhJKwAnLcn1JX1E0ojy14UXyznzFvdmIwaCJMgRMVR8jSrpu5nqT+3fBQ61fU85Pp2qZ+4fVEnAd4FP2G534Y7F9F/A/wOeo0rA/7qIuicBZ5c/e3+om+MAwPb9wEeAU4Fnqb40vK+MRZ1D1dt6ONV7dhBVwtp6bgvV/ZxWjk8tdTvreKrhHq2vP7dR52hgVaphFL+heqBwdifb/zNVUvtPSc+WmG+mSmjfDjxQhhNcRTX126m1c1tnv5hJ9aDlM1Rj1F/Ddkvr7CeLo3wReB/V2OmHqT6HX1LdN8BxVA/VzaD6UtL8IN5J1H5PbD9A9ft+LdW46UX+Dnfi+nsDk8t7cQpwsO1/Ld7dRgwMWnhoWURERP8l6f+A19tuazaLiIhukR7kiIjotySNkrR1GcKxI9UDYxf3dVwRMbgt03GViIihrfxpuS372L6pV4MBJG0I3NvO4c3LdGeDxcpUwyrWBaYBPwAu6dOIImLQyxCLiIiIiIiaDLGIiIiIiKjJEIvo0FprreWRI0f2dRgRERER3Wr8+PHP2h7RXJ4EOTq0/kqrcOWRn+nrMCIiImIIGPGJj/TatSS1ucBPhlhERERERNQkQR5EJJ0k6ThJH5Q0WdJ8SY2mOl+UNFXS/ZL26qtYIyIiIvqrDLEYnO6hWv3q5/VCSZsDB1Ot3rUucK2kTcsqShERERFBepAHPEknlN7ga4HNAGxPKcvHNtsPOM/2bNsPUy0Lu2MvhhsRERHR7yVBHsAkbU/VI7wtVY/xDh2csh7wWG3/8VLWVttjJLVIanlu5vTuCDciIiJiQEiCPLC9DbjY9iu2pwOXdlBfbZS1uVKM7bG2G7Ybaw5fZUnjjIiIiBgwkiAPfF1ZCvFxYIPa/vrAk90bTkRERMTAlgR5YLsR2F/SMEkrA+/roP6lwMGSlpf0RmAT4I6eDjIiIiJiIMksFgOY7TsljQMmAI8CNwFI2h84FRgBXC5pgu29bE+WdD5wLzAX+FRmsIiIiIhYmOyu/IU+hqJGo+GWlpa+DiMiIiKiW0kab7vRXJ4hFhERERERNUmQIyIiIiJqMgY5OjT3mWlMO/3HfR1G9HOvO+qYvg4hIiKiW6QHeQiTNFLSPX0dR0RERER/kgQ5IiIiIqImQywGAUkrAedTLfyxNPB1YCrwQ2A48CxwuO2nyvLUZwCvADf3TcQRERER/Vd6kAeHvYEnbW9je0vgKqp5kA+03ZoQf7PUPRM4xvbOi2pQ0hhJLZJanps5sydjj4iIiOhXkiAPDpOAPSX9n6S3US0nvSVwjaQJwInA+pJWBVaz/Zdy3m/aa9D2WNsN2401hw/v4fAjIiIi+o8MsRgEbD9Qhk68B/g2cA0wubmXWNJqQFaGiYiIiFiE9CAPApLWBV6x/Vvg+8BbgBGSdi7Hl5W0he0XgZck7VpOPbRPAo6IiIjox9KDPDhsBXxP0nzgVeATwFzgx2VYxTLAj4DJwBHAGZJeAf7UN+FGRERE9F+y8xf3WLRGo+GWlpa+DiMiIiKiW0kab7vRXJ4hFhERERERNUmQIyIiIiJqMgY5OvTqtMd48ifH9nUY0QnrfuqHfR1CRETEgJce5IiIiIiImh5LkCXNkzRB0mRJd0s6VlKb15N0lqRXJK1cKztFkiWt1dRe6+v4Un6DpPslTZR0n6TTyny/SNpA0vWSppQ4/qed6+8u6aVa219ZjPtdVtL4sn1Cud7E0t5bJF1ctqc2Xeut/eUeIiIiIqJnh1jMsj0aQNLrgN8BqwJfbaf+VGA/4Lclkd4DeKKt9tpwqO0WSctRLZRxCbAb1VRnn7N9Z0m+x0u6xva9bbRxk+19u3SHC9sV+GuZe3hfYDvbs0uCv5zt/aFKZIHj6teS1F/uISIiImLI65UhFranAWOAo1WywTacCxxUtncHbqFKDrtynTnA54ENJW1j+ynbd5ZjM4ApwHqdbU/SyNKj+0tJ90g6R9Kekm6R9KCkHWvV9wauBNYBnrU9u1z3WdtPDpB7iIiIiBjyem0Msu2HyvVe106VB6lWf1sd+DBwXtPxYU1DLA56bRNgex5wNzCqXi5pJLAtcHs719+5DAW5UtIWtfI3AacAW5c2D6HqLT4O+FKt3h7ADcDVwAaSHpD0U0m7tXO9dvXhPdSvNUZSi6SW52bO6uotRERERAxYvT2LRXu9x60uAg6mWir5v5uOLWqIxSKvI2k4cCHwGdvT26h/J/AG2zMlvQf4A7BJOfaw7UmlncnAdbYtaRIwspSvCzxv+5Wyvz3wNqqkeZyk422f1cnY++QemtkeC4wF2GbDtbOaTERERAwZvdaDLGkjYB4wTdKZpRf4iqZq5wFfB66xPX8xr7M01dLLU8r+slSJ5Tm2L2rrHNvTbc8s21cAy7Y+HAjMrlWdX9ufz4IvGPtQW7bZ9jzbN9j+KnA0cMAAuIeIiIiIoJeSI0kjgNOB01ytbX1EW/Vs/0PSCcC1i3mdZYFvAo/ZnljGO/8KmGK73QliJb0eeLr0qu5I9cXhOWB4Jy+9N/Dl0tZmwHzbD5Zjo4FHB8A9RERERAQ9myAPkzQBWJbqYbvfAB2uYmD75x201+oq28eX7XMkzQaWp0qu9yvluwAfBSbVzv2S7SskHVWudzpwIPAJSXOBWcDBJdHs8CZLb+8mtu8rRcOBU8s0bXOpZucY02FDfXgPEREREbGAqg7dWFySdgU+Yvuovo6lpzQaDbe0tPR1GBERERHdStJ4243m8ow/XUK2bwZu7us4IiIiIqJ7JEGODv1r2lTu+8l+HVeMxTbqU5f0dQgRERFR9NosFhERERERA0ES5EFO0mckrdjXcUREREQMFEmQBwFV2vssPwMkQY6IiIjopCTIA5SkkZKmSPop1Sp6vypLQ0+W9L+lzjHAusD1kq4vZe+WdKukOyX9vqzQFxERERFFEuSBbTPg17a3BT5XpinZGthN0ta2fww8Cexhe4+yst6JwJ62twNagGPbaljSmJJwt7wwc07v3E1EREREP5BZLAa2R23fVrY/JGkM1We6DrA5MLGp/k6l/JaygMhywK1tNWx7LDAWYMsNV8tk2RERETFkJEEe2F4GkPRG4DhgB9svSDoLWKGN+gKusf3h3gsxIiIiYmDJEIvBYRWqZPklSWsD+9SOzQBWLtu3AbtIehOApBUlbdqrkUZERET0c+lBHgRs3y3pLmAy8BBwS+3wWOBKSU+VcciHA+dKWr4cPxF4oFcDjoiIiOjHZGd4aSxao9FwS0tLX4cRERER0a0kjS+THCwkQywiIiIiImoyxCI69PIzU7l17L59HUa/svOYy/o6hIiIiOgh6UGOiIiIiKhJghwRERERUZMEOSIiIiKiJgnyICDpD5LGS5pcVtND0pGSHpB0g6RfSDqtlI+QdKGkv5XXLn0bfURERET/kof0Bof/tP28pGHA3yRdDnwZ2I5qoZA/A3eXuqcAJ9u+WdKGwJ+ANzc3WBLtMQBrrzGsF24hIiIion9Igjw4HCNp/7K9AfBR4C+2nweQ9HugdcW8PYHNJbWeu4qklW3PqDdoeyzVIiO8+Q2rZbLsiIiIGDKSIA9wknanSnp3tv2KpBuA+2mjV7hYqtSd1SsBRkRERAwwGYM88K0KvFCS41HATsCKwG6SVpe0DHBArf7VwNGtO5JG92awEREREf1dEuSB7ypgGUkTga8DtwFPAN8CbgeuBe4FXir1jwEakiZKuhc4qvdDjoiIiOi/ZGd46WAkabjtmaUH+WLgDNsXL05bjUbDLS0t3RtgRERERB+TNN52o7k8PciD10mSJgD3AA8Df+jTaCIiIiIGiDykN0jZPq6vY4iIiIgYiJIgR4emP/sgf/rVe/rs+nsdeUWfXTsiIiKGngyx6EaSLOk3tf1lJD0j6bKyf3jZn1B7bS5ppKRZku6SNEXSHZIOq7VzaHmobqKkv0rapp3rnyXp4Vrbo3v8piMiIiIGmfQgd6+XgS0lDSvzDL+LakaJunG2j64XSBoJ/N32tmV/I+AiSUvZPpNqDPFutl+QtA/VAh5vaSeG/2f7gu67pYiIiIihJT3I3e9K4L1l+8PAuV1twPZDwLFUU7Jh+6+2XyiHbwPW70p7kk6SdLakqyU9IukDkr4raZKkqyQt29UYIyIiIgarJMjd7zzgYEkrAFtTzUVcd1DTEIth7bRzJzCqjfIjqZLw9nyzDMU4WdLytfKNqRL3/YDfAtfb3gqYxYKEPiIiImLIS4LczWxPBEZS9R639XTZONuja6/2lnzWawqkPagS5C+0c84XqZLqHYA1mupdaftVYBKwNNUCI5T9kW1ca4ykFkktL82Y087lIiIiIgafJMg941Lg+yzG8IqabYEprTuStgZ+Cexn+7m2TrD9lCuzgTOBHWuHZ5c684FXvWCFmPm0MRbd9ljbDduNVVdebgluIyIiImJgyUN6PeMM4CXbkyTt3tWTy0N73wdOLfsbAhcBH7X9wCLOW8f2U5IEvJ9qkZCIiIiI6IIkyD3A9uPAKe0cPkjSrrX9TwJPAhtLugtYAZgBnFpmsAD4CrAm8NMq92Vu67KIkq4APm77SeAcSSOohmdMAI7q1huLiIiIGAK04C/tEW3bdOSqPvXLu/TZ9bNQSERERPQESeNbOx3r0oMcHVplrU2SpEZERMSQkYf0IiIiIiJq0oMcHXrh2Qe54My9e/WaBx5xVceVIiIiInpAepAjIiIiImqSIA8iZUnp48r2pyXdL2mypO/W6nxR0tRybK++izYiIiKif8oQi0GorLi3H7C17dmSXlfKNwcOBrYA1gWulbSp7Xl9F21ERERE/5Ie5AFO0gmlN/haYLNS/AngO2VFPWxPK+X7AefZnm37YWAqC6+2FxERETHkJUEewCRtT9UjvC3wAWCHcmhT4G2Sbpf0F0mt5esBj9WaeLyUtdX2GEktklqmz5zTMzcQERER0Q9liMXA9jbgYtuvAEi6tJQvA6wO7ESVNJ8vaSOqFfaatblSjO2xwFiAjUeumtVkIiIiYshID/LA11by+jhwkSt3APOBtUr5BrV661Mtcx0RERH/v707D7ejqtM9/n0JQ8IMcsQoYGRoEBkCbFEEBRERFAVFmyEq0HSnFZAWL1dRbKVttb3tgIiKRmRQEUMjSBhkFGRoppMQMjAYBIQAmqDMxESS9/5Ra0tlc8aQk32G9/M8+9lVq1at+lUlT84v66xaK6JIgjy0XQ+8X9IYSWsB7y3lvwL2BJD0D8CqwOPAFOBgSatJeh2wBXDbCo86IiIiYhDLEIshzPY0SZOB6cAfgBvKoTOAMyTNAhYBh9k2MFvSecBdwAvA0ZnBIiIiImJpqvKmiO41Gg13dna2O4yIiIiI5UrSVNuN1vIMsYiIiIiIqMkQi+jV43/+HWeevfdybfOIw65cru1FRERELC/pQY6IiIiIqEmCPAhJOknS8e2OIyIiImIkSoK8nKiS5xkRERExxCWhexkkjZN0t6TvA9OAH0uaJWmmpINKnT0kXVI757uSDi/b75Z0j6QbJX2nXg/YWtJ1ku6XdGzL9X4kabakKyWNKcc2k3S5pKmSbpC0VSn/UInpTknXl7I3SLpN0nRJMyRtsSKeV0RERMRQkAT55dsS+AnwZaqV6bYH9gK+LmlsdydJGg38ENjX9m5AR0uVrYB3ATsDX5S0SinfAvie7TcATwIHlvJJwCds7wQcD3y/lH8BeJft7YH3lbKPAafYHg80qFbYa41voqROSZ3PPvO3vjyHiIiIiGEhCfLL9wfbtwC7AefaXmz7T8BvgTf2cN5WwP22Hyj757Ycv9T2QtuPA/OADUv5A7anl+2pwDhJawJvAf5H0nSqxLuZnN8EnCXpX4BRpexm4HOSPgO81vaC1uBsT7LdsN1Yc61VWg9HREREDFtJkF++58q3ujn+Aks/59G91G9aWNtezItT8nVVvhLwpO3xtc/rAWx/DPg8sDEwXdIrbP+cqjd5AXCFpD17iSUiIiJixEiCvPxcDxwkaZSkDuBtwG1US0BvLWk1SesA7yj17wE2lTSu7B+0rBe2/TTwgKQPwd9fGNy+bG9m+1bbXwAeBzaWtClV7/V3gCnAdst67YiIiIjhJguFLD8XArsAdwIGPm37jwCSzgNmAHOAOwBsL5B0FHC5pMepkumXYwJwmqTPA6sAvyixfL28hCfgmlJ2AvBhSX8D/gh86WVeOyIiImLYkO12xzBiSVrT9rOSBHwPmGP75HbH1arRaLizs7PdYUREREQsV5Km2m60lmeIRXv9S3mpbjawDtXLdRERERHRRhli0Ualt3jQ9RhHREREjGRJkKNX8/4yh++c864+1z92whUDGE1ERETEwEqCPExI2pCqN/rNwBPAIuC/bV9Yjr+C6iU9gFdRTRE3v+zvbHvRio04IiIiYnBKgjwMlJf8fgWcbfvQUvZaXlw5D9t/BsaXYycBz9r+xoqONSIiImKwS4I8POwJLLL9g2aB7T8Ap7YvpIiIiIihKbNYDA9vAKZ1dUDSqyVd1t8GJU2U1Cmp89mnM/oiIiIiRo4kyMOQpO9JulPS7bYftf3u/rZhe5Lthu3GmmuvOhBhRkRERAxKSZCHh9nAjs0d20dTLWnd0baIIiIiIoaoJMjDw2+A0ZI+XitbvV3BRERERAxlSZCHAVfrhR8A7C7pAUm3AWcDn1nWMcgRERERI5Wq3Cqie41Gw52dne0OIyIiImK5kjTVdqO1PD3IERERERE1SZAjIiIiImqyUEj06tEn5nDSee/qU92T/vGKAY4mIiIiYmClBzkiIiIiombQJciSxkj6raRRy7ndwyV9d3nV6+bccZIO7Utbkq6WtF5L2Q8l7dpFm7OWJZ5y/ueWV1sRERERI8GgS5CBfwIusL24L5WXdyL9Mo0DDu2tUvFT4KiWsjcBtyzPgIDP9V4lIiIiIpoGY4I8AbhI0h6Srpd0oaS7JP1A0koAkp6V9CVJtwK7SPqwpNskTS+9sKNKvSMk/U7Sb4Fdu7tgd/UkdUj6paTby2fXUn6SpJ9K+o2kOZL+pZzyNeCtJY7jStmrJV1e6v137bJTgENq13o98DvbiyXtVJaKvhk4ulZnlKSvl1hmSPrXUt7ls5L0NWBMieec0swoST+SNFvSlZLG9PtPKCIiImIYG1QJsqRVgU1tP1iKdgb+D7AtsBnwgVK+BjDL9puAPwMHAbvaHg8sBiZIGgv8B1XC+05g626u2VO9U4CTbb8ROBA4vXZsO+A9wC7AFyS9GjgBuMH2eNsnl3rjS3zbAgdJ2hjA9hPAapJeUertC1xets8EjrW9S0u4RwJPlXjeCPyLpNd196xsnwAsKPFMKPW2AL5n+w3Ak+W+unouEyV1Sup8/ulFXVWJiIiIGJYGVYIMbECVtDXdZvv+MtziXGC3Ur4Y+GXZfgewE3C7pOllf1Oq4QrX2Z5vexEwuZtr9lRvL+C7pd0pwNqS1irHLrK9wPbjwLVUCWpXrrH9lO2/AncBr60dmwe8umy/C7hc0jrAurZ/W8p/Wqu/N/DREs+twCuoEt6enlWrB2xPL9tTqYaFvITtSbYbthurr71qN01FREREDD+DbZq3BcDo2n7rMn/N/b/WxigLONv2Z+sVJR3QxfnNMctTy+4UYFpX9YqVgF1sL2hpo6fYWi2sbS9m6Wc+GlggaXWqpPhRSev20JaAT9heai41SXu8jHgyxCIiIiKiZlD1IJdhB6MkNZPknSW9row9Pgi4sYvTrgE+KOmVAJLWl/Raqh7WPSS9QtIqwIfKNRaXIQfjbX+hu3rFlcAxzR1J42vH9pc0ugyR2AO4HXgGWIs+UJVlvwp4EHg7VS80tp8EnpLU7AGeUDvtCuDjJU4k/YOkNXp5Vn9r1o+IiIiI3g2qBLm4kheHB9xM9eLbLOAB4MLWyrbvAj4PXClpBnAVMNb2Y8BJpY2rqXqKX6KXescCjfJC3F3Ax2rHbgMupZp14j9tPwrMAF4oL9gdR892Am6x/QJLjz8GOAL4XnlJr957fTrVMI1pZbq2H/Jij3R3z2oSMKP2kl5ERERE9EB2d7+Jbw9JOwCfAn4MHG97vzaH9BKSTgKetf2Nl9HGKcAU29dImga8yfbflrGtPRjAZ9VoNNzZ2TkQTUdERES0jaSpthut5YNtDDK275B0LTCY5jceCLNsXwNge8d2BxMRERERlUHXgxyDzwabr+P3fr11xrmunfn+y3uvFBERETEIdNeDPBjHIEdEREREtE0S5CGgrNx3/DKcN17Su19uOxEREREjSRLk4W088O7eKkVERETEi5IgD1KSTpR0r6SrgS1L2WaSLpc0VdINkrYq5WdJ+kEp+52k/cqy3V+iWt56uqSDStNbS7pO0v2Sjm3P3UVEREQMXoNuFosASTsBBwM7UP0ZTaNa/W8S8DHbcyS9Cfg+sGc5bRywO7AZ1aIjmwNfABq2jyntngRsRbUwyVrAvZJO62p6OUkTgYkAa3SMbj0cERERMWwlQR6c3gpcaPt5AElTqJalfgvwP2Wpa4DVauecZ3sJMEfS/VSJcFcutb0QWChpHrAhMLe1ku1JVAk5G2y+TqY6iYiIiBEjCfLg1ZqUrgQ8aXt8H+t3l9QurG0vJn8HIiIiIpaSMciD0/XA+yWNkbQW8F7geeABSR8CUGX72jkfkrSSpM2ATYF7gWeohlJERERERB8lQR6EbE8DJgPTgV8CN5RDE4AjJd0JzAb2r512L/Bb4NdU45T/SjUWeeuWl/QiIiIiogdZSW8YkHQWcInt8wei/Uaj4c7OzoFoOiIiIqJtspJeREREREQf5AWtYcD24QPZ/pwnH2Lfi47uU91f7/+9gQwlIiIiYsClBzkiIiIioiYJ8ggmaQ9Jl7Q7joiIiIjBJAnyMCRpVLtjiIiIiBiqkiAPMZLGSbpH0tmSZkg6X9Lqkh6U9AVJN1LNiby3pJslTZP0P5LWLOfvU86/EfhAe+8mIiIiYvBJgjw0bQlMsr0d8DRwVCn/q+3dgKuBzwN72d4R6AQ+JWk08COqhUfeCryquwtImiipU1LnoqcXDOCtRERERAwuSZCHpodt31S2fwbsVrYnl+83A1sDN0maDhwGvBbYCnjA9hxXE2D/rLsL2J5ku2G7seraYwbiHiIiIiIGpUzzNjS1ru7S3H+ufAu4yvYh9UqSxndxbkRERETUpAd5aNpE0i5l+xDgxpbjtwC7StocoIxR/gfgHuB1kjarnRsRERERNUmQh6a7gcMkzQDWB06rH7Q9HzgcOLfUuQXYyvZfgYnApeUlvT+s0KgjIiIihgBVQ1FjqJA0DrjE9jYr6pqNRsOdnZ0r6nIRERERK4SkqbYbreXpQY6IiIiIqMlLekOM7QeBFdZ7HBERETHSJEGOXs158jHefeGXuzx22fs/v4KjiYiIiBhYGWIxgCRZ0jdr+8dLOqlsnyTpEUnTJc2RdIGkrWt1r5N0r6Q7Jd0kactS/uNS1lxFr7lCniR9R9J95diOK/h2IyIiIoaFJMgDayHwAUkbdHP8ZNvjbW9BtcjHbyR11I5PsL09cDbw9VJ2nO3tyyp6DwHHlPJ9gS3KZyItM1tERERERN8kQR5YLwCTgON6q2h7MnAlcGgXh68HNi/1noaqxxgYw4sLf+wP/MSVW4B1JY2VNE7SPZJOlzRL0jmS9iq90nMk7fyy7zIiIiJiGEmCPPC+B0yQtE4f6k6jWg661XuBmc0dSWcCfyx1Ty3FrwEerp0zt5RBlVyfAmxXzjmUannq44HP9fVGIiIiIkaCJMgDrPT4/gQ4tg/V1bJ/jqTpwK5UyWyzzSOAV1MtGHJQN+fCi73LD9ieaXsJMBu4xtUE2DOBcV0GIk2U1Cmpc9HTz3VVJSIiImJYSoK8YnwbOBJYo5d6O1AlvU0TyhjlA2zXe4exvZhq3PKBpWgusHGtykbAo2V7Ya18SW1/Cd3MZGJ7ku2G7caqa/cWdkRERMTwkQR5BbD9F+A8qiS5S5IOBPYGzu2hjiRt3tymGnpxTzk8BfhoqfNm4Cnbjy2nW4iIiIgYMTIP8orzTV6ccaLpOEkfpupZngXsaXt+D20IOFvS2mX7TuDj5dhlwLuB+4DngSOWY+wRERERI4aqoagR3Vtn89d4169/vMtjWSgkIiIihipJU203WsvTgxy92mLdsUmEIyIiYsTIGOSIiIiIiJr0IEev5jw5j/dc8J2/71/6gb7MWBcRERExNKUHOSIiIiKiJgnycibJkr5Z2z9e0kll+yRJj0iaXpZ5vkDS1rW610m6V9KdZSnoLUv5OaV8lqQzJK3SzbUXl7anS5oywLcaERERMSwlQV7+FgIfkLRBN8dPLot/bEG10MdvJHXUjk+wvT1wNvD1UnYO1RLR2wJjgH/upu0Fpe3xtt/3su8kIiIiYgRKgrz8vQBMAo7rraLtycCVwKFdHL4e2LzUu8wFcBvVKnl9JulBSV+VdHNZPnpHSVdI+r2kj/WnrYiIiIjhLgnywPgeMEHSOn2oO42qd7jVe4GZ9YIytOIjwOXdtDW6JMC3SDqg5djDtncBbgDOAj4IvBn4UlcNSZpY2upc9NSzfbiNiIiIiOEhs1gMANtPS/oJcCywoJfqatk/R9IC4EHgEy3Hvg9cb/uGbtraxPajkjalGrox0/bvy7HmmOSZwJq2nwGekfRXSevafrLlHiZR9YSzzuabZDWZiIiIGDH6nCBLGkOVgN07gPEMJ9+m6h0+s5d6OwCdtf0JtjtbK0n6ItAB/Gt3Ddl+tHzfL+m60nYzQV5YvpfUtpv7+Y9SRERERNGnIRaS3gtMp/xqX9L4zJLQM9t/Ac4DjuyujqQDgb2Bc3tqS9I/A+8CDrG9pJs660larWxvAOwK3LVs0UdERESMXH0dg3wSsDPwJIDt6cC4gQhomPkm0DqbxXHNad6ADwN72p7fSzs/ADYEbi7nfgFAUkPS6aXO64FOSXcC1wJfs50EOSIiIqKfVE2M0Esl6Vbbb5J0h+0dStkM29sNeITRdo1Gw52dLxn1ERERETGkSZpqu9Fa3texp7MkHQqMkrQF1ctn/7s8A4yIiIiIGAz6miB/AjiR6uWunwNXAF8eqKBicJnzxOO855en/33/0gO7W6ckIiIiYujrNUGWNAqYYnsvqiQ5IiIiImLY6jVBtr1Y0vOS1rH91IoIKpaNpJOAZ6le6HsvsIhqmrcjmvMcS/os1cwai4FjbV/RlmAjIiIiBqm+DrH4KzBT0lXAc81C28cOSFTxcl0FfNb2C5L+H/BZ4DOStgYOBt4AvBq4WtI/2F7cxlgjIiIiBpW+JsiXlk8MMpJOBD4KPAzMB6bavrJW5RaqZaUB9gd+YXsh8ICk+6im77t5BYYcERERMaj1KUG2ffZABxL9J2knqh7hHaj+LKcBU1uq/RMwuWy/hiphbppbyrpqeyIwEWD0Busvv6AjIiIiBrk+JciSHgBeMmGy7U2Xe0TRH28FLrT9PEDr6oald/kF4JxmURdtdDkRtu1JwCSAdTYb1/tk2RERERHDRF+HWNQnUB4NfAhIt+Lg0GXyKukwYD/gHX5xNZi5wMa1ahsBjw5seBERERFDS5+Wmrb959rnEdvfBvYc2NCiD64H3i9pjKS1qGauQNI+wGeA9zV7l4spwMGSVpP0OmAL4LYVHXRERETEYNbXIRY71nZXoupRXmtAIoo+sz1N0mRgOvAH4IZy6LvAasBVkgBusf0x27MlnQfcRTX04ujMYBERERGxNL342/ceKknX1nZfAB4Avmn73oEKLAaPRqPhzs7OdocRERERsVxJmmq70Vre1zHIR9q+v6XB1y2XyCIiIiIiBpE+jUEGzu9jWURERETEkNZjD7KkrahWXVtH0gdqh9amms0iRoD7nvgL+51fzRR3yQcntDmaiIiIiIHV2xCLLammCluXMkNC8QzwLwMUU0RERERE2/Q4xML2RbaPAPazfUTtc6zt/11BMS4zSXtIuqSf51wn6SWDtXuoP1bSJZLWkPRnSeu0HP+VpH8s2/tIuk3SPZKmS5osaZNa3U+VYzMl3SnpW5JW6SXWe0tb0yW9sp/3erWk9fpzTkRERMRw19eX9O6QdDTVcIu/D62w/U8DElUvJI0aRNOTfQr4ke3nJF0JHACcDVCS5d2AQyVtA5xKNTfx3eX4+4BxwEOSPgbsDbzZ9pOSVi1tjwH+1sP1J9he1ikmfgocBXxlGc+PiIiIGHb6+pLeT4FXAe8Cfku1AtszAxGQpHGlF/VsSTMknS9pdUkPSvqCpBuBD0naW9LNkqZJ+h9Ja5bz9ynn3wh8oIfrfEHS7ZJmSZqkMmFw8WFJ/1uO7Vzq717rqb2jLMwBcCBwedk+Fzi41s77gcvLYh2fAb7aTI4BbE+xfX3ZPRH4uO0ny7FFtr9m++lleIZnSTpN0rWS7i+xnyHpbkln1apOAQ7pb/sRERERw1lfE+TNbf878Jzts4H3ANsOXFhsCUyyvR3wNFUvJ8Bfbe8GXA18HtjL9o5AJ/ApSaOBH1GNl34rVVLfne/afqPtbah6aferHVvD9lvKdc8oZcdTLawxvrS9oEx194TthaXO5cBOkl5R9g+mSpqh6n2f1lUgJdle0/YDPT2UbpxZkvZ/b0ny16Na7fA44GLg5BLDtpLGA9h+AlitFm89pomSOiV1Lnq63zl6RERExJDV1wS5+Sv+J8tQgXWohgYMlIdt31S2f0Y1TAFgcvl+M7A1cJOk6cBhwGuBrYAHbM9xtQLKz3q4xtsl3SppJlUi+YbasXMBSu/u2pLWBW4CviXpWGBd2y8AY4H5zZNsL6Lqlf2gpA2A8cCVrReW9IqS1P5O0vGAANeOv6scf1DSW3q4hwm2t6VK2N8KfKR27OLyDGYCf7I90/YSYDZL/9nNA17d2rDtSbYbthurrr12DyFEREREDC99TZAnlZe5/p0qAbwL+O8Bi6qWLLbsP1e+BVxle3z5bG37yG7OrU6QrihJ5+mlp/n7wAdLgvkjlp627iXXt/014J+peptvKVPgLeCl0901h1l8ELjIdvM/F7OBHUtjfy490ZOoeo6fBp5rLr5i+4pyfBawalf3U+o9Ur6fAX4O7Fw73OzVXlLbbu7Xx56PLvcREREREfQxQbZ9uu0nbP/W9qa2X2n7BwMY1yaSdinbhwA3thy/BdhV0uYAZYzyPwD3AK+TtFnt3OY9vKsk0//Mi0nt42Xs8gdb2j+otLsb8JTtpyRtVnph/x/VkI6tgN/x0p70a4EtgKN5cXgFVP+hOFHS62tlq9e2/ws4rfRWU4ZLdDvXtKSVSy81ZaaL/agS6j4r13gV8GB/zouIiIgYzvo0i4WkDYGvAq+2va+krYFdbP94gOK6GzhM0g+BOcBpwCeaB23Pl3Q4cK6k1Urx523/TtJE4FJJj1Ml1tu0Nl5mifgR1fCDB4HbW6o8Iel/qRZEac7U8UlJbwcWU/Wg/9r2Qkm/l7S57ftK20sk/RL4ENB8AQ/bMyX9G/CTMub4z8BDwBdLldOoEuZbJS0EnqUa1nFHN89oNeCKkhyPohqX/aNu6nZnJ+CWMlykW5uvt34WCImIiIgRQ9Uw1V4qSb8GzgROtL29pJWBO8rwhOUbkDQOuKS8PDfoSXo/sJPtz7c7lv6SdAowxfY1PdVrNBru7FzWmeQiIiIiBidJU22/ZP2Lvo5B3sD2eVTjVyk9joNlHuK2sn0hQ3eIwqzekuOIiIiIkaavC4U8V6YCM4CkNwNPDURAth+ki2ERg5nt0weyfUm3Ug2pqPuI7Zkvp13bfRqScd8TT/Le8y8A4OIPdju1dERERMSw0NcE+VNUs1dsJukmoIOXvtgWA8T2m9odQ0RERMRI0WOCLGkT2w/ZniZpd6oFPATcW5u+LLog6UTgUKqhKEuAJ6gW71iT6j8YzUVBjqJ6AXIs1XRsq1IWQikvE24M/IRqtoklVAuonNLF9fYALqq1e4HtLw3EvUVEREQMZ731IP+KMncvMNn2gQMbzvBQpqjbD9ixzHSxAbCq7UdLInu87f1q9aFa9KNT0qpUU75dBOwOvAD8n/KflLWAqZKusn1XF5e+od5uRERERPRfby/p1Zcu3nQgAxlmxgKPN5egtv247Uf7cmJZje/TVHNBb2/7MdvTyrFnqKbAe01fA5E0TtI9ZYGUWZLOkbSXpJskzZG0c++tRERERIwcvSXI7mY7enYlsHFZSvr7ZXhKn9leDNxJtRjJ35Up8HYAbu3m1F0k3Snp15LqS2dvDpwCbFfaPJRq+e7jgc911ZCkiZI6JXUuenpA3seMiIiIGJR6S5C3l/S0pGeA7cr205KekfT0ighwKLL9LNUiHBOB+cDksrBJf2ipnWrFv18CnyxLU7eaBrzW9vbAqVTDY5oeKKsALqFa8voaVxNgz+SlKwE272GS7Ybtxqprr9PP0CMiIiKGrh7HINsetaICGW5KL/B1wHWSZgKHAWf15VxJo4BtqYZTNJeS/iVwju0Lurne07Xty0rP9QalaGGt6pLa/hL6PpNJRERExIjQ14VCoh8kbSlpi1rReOAPfTx3FaqX9B62PUPVG3w/Bu62/a0ezntVqUsZV7wS1XLWEREREdEP6T0cGGsCp0pal2oWivuohlv05BxJC6kWBLka2L+U7wp8BJgpaXop+1zpJf4YgO0fUM1L/XFJLwALgINtu+TMEREREdFHqoaiRnSv0Wi4s7Oz3WFERERELFeSptputJZniEVERERERE0S5OjVfU88zf7nX97uMCIiIiJWiCTIERERERE1QyJBlrRY0nRJs8tCGJ+S1GXsks6S9HxZlrlZdookN6c9q7XX/JxQyq+TdK+kGWX1ue+WF+2a7TwoaWY5Z5kG5Ur6oaRdJb1Z0q2lrbslnSTpiFpMi2rX+pqkwyXNl3RHWQHvCklvqbV7kqRHaue/e1nii4iIiBjphsosFgtsjweQ9Erg58A6wBe7qX8f1SwQPyuJ9NuBR7pqrwsTbHdKWpVqurWLgPpKeG+3/fiy3gjwJuAo4C7gH23fWeY93tL2XcCZUCXj9WuVhUYm2z6m7L8duEDS223fXdo+2fY3XkZsERERESPekOhBrrM9j2rKtGOa8/524VzgoLK9B3AT1XRr/bnOIuDTwCaStu+pbul5PlnS9aU3+I2SLig9vV+u1Xs98LuyiMgrgcfKtRaX5Lg/8V0LTKKX6eNKz/OvJF0s6QFJx5Qe+Dsk3SJp/f5cNyIiImK4G3IJMoDt+6lif2U3VeYAHZLWAw4BftFyfEzLEIuDXtrE31fDuxPYqlkEXClpqqTWxHSR7bcBP6DqdT4a2AY4XNIrSp19gebbbicD90q6UNK/Shrdh1tvNa0WG1T/aZgh6Yxy703bAIcCOwNfAZ63vQNwM/DRrhqWNFFSp6TORU8/tQyhRURERAxNQzJBLnpbAeMC4GCqIQ03tBxbYHt87TO5j9fZ1faOVInu0ZLeVjs2pXzPBGbbfsz2QuB+YONy7F2UBNn2l4AGcCVV8ros00TUYzsN2Ixq1b7HgG/Wjl1r+xnb84GngItrsY7rqmHbk2w3bDdWXXudZQgtIiIiYmgakgmypE2BxcA8SWeWXuDLWqr9AvhP4CrbS5bxOqOAbYG7AWw/Wr7nARdS9cg2LSzfS2rbzf2VJa0OrNtso7Tze9unAe8Atq/1NPfVDrXY/lSGaiwBftRNbK3xLWHojEOPiIiIWCGGXHIkqYNqGMN3XS0DeERX9Ww/JOlEqmWbl+U6q1ANR3jY9gxJawAr2X6mbO8NfKkfTb4duLbW/nuAy8o9bEGV8D/Zj/h2pxp//PayP9b2Y+Xw+4FZ/YgtIiIiIoqhkiCPkTQdWIXqZbufAt/q7STbP+ylvabLbZ9Qts+RtBBYjSq53r+UbwhcWN4LXBn4ue3+DIvYFzi/tv8R4GRJz1Pd04Qy5rknB0naDVgdeAA4sDaDxX9LGk81TvpB4F/7EVtEREREFKo6MGOgSZoGvMn239odS381Gg13di7TtM8RERERg5akqbYbreVDpQd5yCsv90VERETEIDckX9KLiIiIiBgoSZAjIiIiImqSILeJJEv6Zm3/eEknle2TJD1Spq+bU1bl27pW9zpJ90q6U9JNkrYs5WeV1fKaC6CMX9H3FRERETHUJUFun4XAByRt0M3xk8siJlsAk4HflCnumibY3h44G/h6rfz/1hZAmT4gkUdEREQMY0mQ2+cFYBJwXG8Vy0p/zRX3Wl0PbN7T+aVH+mxJV0p6UNIHJP23pJmSLi9zPkdEREQESZDb7XvABEl9Wct5GrBVF+XvpVoyuukrkmZIOlnSarXyzYD3UM3r/DOq5ae3BRaU8qVImiipU1Ln/Pnz+3g7EREREUNfEuQ2sv008BPg2D5UV8v+OWWxk12B40vZZ6mS6DcC6wOfqdX/dZmDeSYwCmgucjITGNdFbJNsN2w3Ojo6Wg9HREREDFuZB7n9vk3VO3xmL/V2AOqrdUywvdTqHbWlphdKOpMXE2eoxjxje4mkv/nFFWKWkL8HEREREX+XHuQ2s/0X4DzgyO7qSDoQ2Bs4t6e2JI0t3wIOAGYtt0AjIiIiRoj0HA4O3wSOaSk7TtKHgTWoEt09bfc2GPicMtOFgOnAx5Z3oBERERHDnV78TXtE1xqNhjs7O3uvGBERETGESJpqu9FaniEWERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioySwWK4CkE6mWiV5MNe/wE8B6wJpAB/BAqXoU8FVgLNW8xasCVwOft/1kaesMYD9gnu1tatdYH5hMtejHg8A/2n5iYO8sIiIiYvhJD/IAk7QLVUK7o+3tgL2oFvkYD/wzcIPt8eXzv+W0CaXudlSJ8kW1Js8C9uniUicA19jeArim7EdEREREPyVBHnhjgcdtN1eye9z2o3050fYi4NPAJpK2L2XXA3/povr+wNll+2yqhUKQdLikX0m6WNIDko6R9ClJd0i6pfQ8R0RERESRBHngXQlsLOl3kr4vaff+nGx7MXAnsFUvVTdsLjVdvl9ZO7YN1RCPnYGvAM/b3gG4GfhoV41JmiipU1Ln/Pm9rU8SERERMXwkQR5gtp8FdgImAvOByZIO72czeplhXGv7mbIS31PAxaV8JtWY5ZewPcl2w3ajo6PjZV4+IiIiYuhIgrwC2F5s+zrbX6RaUvrAvp4raRSwLXB3L1X/JGlsOWcsMK92bGFte0ltfwl5UTMiIiJiKUmQB5ikLSVtUSsaD/yhj+euAvwX8LDtGb1UnwIcVrYPY+kX+yIiIiKij5IgD7w1gbMl3SVpBrA1cFIv55xT6s4C1qB6AQ8ASedSjR3eUtJcSUeWQ18D3ilpDvDOsh8RERER/STb7Y4hBrlGo+HOzs52hxERERGxXEmaarvRWp4e5IiIiIiImiTIERERERE1SZAjIiIiImrakiBLWixpuqTZku4sK7t1GYuksyQ9L2mtWtkpkixpg5b2mp8TSvl1ku6VNEPSPZK+K2ndcmy0pNvK9WdL+o9a++tLukrSnPK93jLc4y6SfiRpdUnnSJopaZakGyW9thbrHyU9UttftafnI2nnWt07Jb2/ds2dynXuk/QdSS93/uSIiIiIEaddc+AusD0eQNIrgZ8D6wBf7Kb+fVQzOfysJIpvBx7pqr0uTLDdKWlVqinTLgJ2p5oLeE/bz5bp1G6U9GvbtwAnANfY/lpJtk8APtPPe9wHuBz4N+BPtrct97sl8Mfa/Z8EPGv7G80TJfX0fGYBDdsvlPmO75R0se0XgNOoFiS5BbisxPDrfsYdERERMaK1fYiF7XlUSd0xPfR4ngscVLb3AG4CXujndRYBnwY2kbS9K8+Ww6uUT3NKj/2Bs8v22cABAJIOl/QrSRdLekDSMaV39w5Jt0hav3bJdwBXA2OpJfO277VdX7ijt7iXej62ny/JMMDoZswlWV7b9s2upib5SS3usySdJulaSfdL2l3SGZLulnRWX2OJiIiIGAnaniAD2L6fKpZXdlNlDtBRhjocAvyi5fiYliEWB720iWpFO+BOYCuoVqmTNJ1q1bmrbN9aqm5o+7FyzmMtcW0DHArsDHwFeN72DlRzE3+0tLsB8DfbTwFnAJ+RdLOkL7csGtInrc9H0pskzaZaKvpjJWF+DTC3dtrcUta0HrAncBzVUtMnA28AtpU0vvWakiZK6pTUOX/+/P6GHBERETFkDYoEuehtvOwFwMHAm4AbWo4tsD2+9pncl+uUJaDHAxsBO0vapg9xXmv7Gdvzgaeokk2oktVxZXtv4MpyjenApsDXgfWB2yW9vg/X6SnuW22/AXgj8FlJo+n6+dUnub649CzPpBryMdP2EmB2Le4XT7Qn2W7YbnR0dCxDuBERERFD06BIkCVtCiwG5kk6s/QCX9ZS7RfAf1L19C5ZxuuMArYF7q6X234SuI5qzC7An8qQhebQhXm16vXhEUtq+0t4cUz3vlTjj5vtP2v7AttHAT8D3t3PuP/+fFrivht4jqpXey5Vot+0EfBoF3HXY26NOyIiImLEa3uCLKkD+AHw3TIu+IjSC7xUEmn7IeBE4PvLeJ1VqF7Se9j2DEkdtRktxgB7AfeU6lOAw8r2YVQv9vX1OgK2A6aX/V2bs2CUFwW3Bv7Qj/aWej6SXidp5XLstcCWwINlKMgzkt5cYvhof+KOiIiIiEq7eg7HlLG/q1C9bPdT4Fu9nWT7h72013S57RPK9jmSFgKrUb00t38pHwucXXqVVwLOs31JOfY14DxJRwIPAR/q640BOwF3+MU1vDcDTitJ60rApcAve2mjp+ezG3CCpL9R9f4eZfvxcuzjwFnAGKrZKzKDRUREREQ/6cU8LpYHSZ8H7rPd+iLhkNVoNNzZ2dnuMCIiIiKWK0lTbTdayzP2dDmz/eV2xxARERERy67tY5AjIiIiIgaTJMgRERERETVJkIcgSeMkzWopa0j6Tj/bOUnS8cs3uoiIiIihLWOQhwnbnUDepIuIiIh4mdKDPMRJ2lTSHZL+r6RLStlJks6QdJ2k+yUdW6t/oqR7JV1NNYdyRERERNSkB3kIk7Ql1QqDRwDrArvXDm8FvB1YC7hX0mlUC5gcDOxA9Wc/DZjaTdsTgYkAm2yyycDcQERERMQglB7koauDaqW8D9ue3sXxS20vLIuIzAM2BN4KXGj7edtPU60Y2CXbk2w3bDc6OjoGIPyIiIiIwSkJ8tD1FPAwsGs3xxfWthfz4m8LsjJMRERERA+SIA9di4ADgI9KOrSP51wPvF/SGElrAe8dqOAiIiIihqokyEOY7eeA/YDjgHX6UH8aMBmYDvwSuGEg44uIiIgYimTnN+7Rs0aj4c7OzCAXERERw4ukqbYbreXpQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCfIQU1bHe1dL2SclfV/SFpIukfR7SVMlXSvpbbV6+0i6TdI9kqZLmiwpq4BERERE1CRBHnrOpVoNr+7gUn4pMMn2ZrZ3Aj4BbAogaRvgVOAw21vZHg+cA4xbQXFHREREDAlZanroOR/4sqTVbC+UNA54NfAPwM22/746nu1ZwKyy+xngq7bvrh3vdiW9iIiIiJEqPchDjO0/A7cB+5Sig6nmNn4DMK2HU3s7HhEREREkQR6q6sMsmsMrliLpQkmzJF3QxbFXlDHIv5N0fFcXkDRRUqekzvnz5y/X4CMiIiIGsyTIQ9OvgHdI2hEYU1bImw3s2Kxg+/3A4cD6pejvx23/uYxBngSs2dUFbE+y3bDd6OjoGKDbiIiIiBh8kiAPQbafBa4DzuDF3uOfA7tKel+t6uq17f8GTpT0+m6OR0RERAR5SW8oOxe4gDLUwvYCSfsB35L0beBPwDPAl8vxmZL+DfiJpLWAPwMPAV9sQ+wRERERg1YS5CHK9oWAWsruAd7dwzmXUk0FFxERERHdyBCLiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0RERETU5CW9NpJ0InAosBhYAjwBrEc1N3EH8ECpehTwVWAssBBYFbga+LztJ0tbD1LNWrEYeMF2Y0XdR0RERMRwkgS5TSTtAuwH7Gh7oaQNgFVtPyppD+B42/vV6gNMsN0paVXgv4CLgN1rzb7d9uMr6h4iIiIihqMMsWifscDjthcC2H7c9qN9OdH2IuDTwCaStu+prqTrJJ0s6XpJd0t6o6QLJM2R9OWXfRcRERERw0wS5Pa5EthY0u8kfV/S7r2eUWN7MXAnsFWzCLhS0lRJE1uqL7L9NuAHVL3ORwPbAIdLekVX7UuaKKlTUuf8+fP7E1pERETEkJYEuU3KctE7AROB+cBkSYf3s5n6QiG72t4R2Bc4WtLbasemlO+ZwGzbj5We6/uBjbuJb5Lthu1GR0dHP8OKiIiIGLqSILeR7cW2r7P9ReAY4MC+nitpFLAtcHdp69HyPQ+4ENi5Vn1h+V5S227uZxx6RERERE0S5DaRtKWkLWpF44E/9PHcVahe0nvY9gxJa0haqxxbA9gbmLWcQ46IiIgYEdJ72D5rAqdKWhd4AbiParhFT86RtBBYjWqat/1L+YbAhWWmi5WBn9u+fCCCjoiIiBjuZLvdMcQg12g03NnZ2e4wIiIiIpYrSVO7WjsiQywiIiIiImqSIEdERERE1CRBjoiIiIioyUt6K4CkE4FDgcVUU6s9AaxH9aJeB/BAqXoU8FWqVfYWAqtSvYz3edtPShoNXE/1kt7KwPllijgkrQ9MBsYBDwL/aPuJFXB7EREREcNKepAHmKRdgP2AHW1vB+wFTLA9Hvhn4Abb48vnf8tpE0rd7agS5YtK+UJgT9vbU00Lt4+kN5djJwDX2N4CuKbsR0REREQ/pQd54I0FHi8r12H78b6eaHuRpE8D90na3vadwLPl8Crl05yGZH9gj7J9NnAd8JmyOt8BwCiq5aW/SdUz/RGqhPvdtv+yjPcWERERMeykB3ngXQlsLOl3kr4vaff+nGx7MXAnsBVUK+hJmg7MA66yfWupuqHtx8o5jwGvrDWzDdUQj52BrwDP294BuBn4aFfXlTRRUqekzvnz5/cn5IiIiIghLQnyALP9LLAT1SIg84HJpVe3P1Rrb3EZnrERsLOkbfpw/rW2n7E9H3gKuLiUz6Qas9xV3JNsN2w3Ojo6+hluRERExNCVBHkFKEntdeWFumOAA/t6rqRRwLbA3S1tPkk1jGKfUvQnSWPLOWOpepibFta2l9T2l5BhNhERERFLSYI8wCRtKWmLWtF44A99PHcV4L+Ah23PkNRRlqZG0hiqF/7uKdWnAIeV7cN48cW+iIiIiOiH9B4OvDWBU0ti+wJwH9Vwi56cI2kh1XRuV1O9gAfVC39nl17llYDzbF9Sjn0NOE/SkcBDwIeW611EREREjBCy3XutGNEajYY7OzvbHUZERETEciVpqu1Ga3mGWERERERE1CRBjoiIiIioSYIcEREREVGTBHkASbKkb9b2j5d0Utk+SdIjkqZLmiPpAklb1+peJ+leSXdKuknSlqX8GEn3lbY3qNWXpO+UYzMk7bgCbzUiIiJi2EiCPLAWAh+oJ7ItTrY93vYWwGTgN5Lqq3JMsL091dLRXy9lN1FN79Y6Vdy+wBblMxE4bTndQ0RERMSIkgR5YL0ATAKO662i7clUy1If2sXh64HNS707bD/YRZ39gZ+4cguwrqSxksZJukfS6ZJmSTpH0l6lV3qOpJ2X9eYiIiIihqMkyAPve8AESev0oe40YKsuyt9LtSx0T14DPFzbn1vKoEquTwG2K+0fCuwGHA98rqvGJE2U1Cmpc/78+X0IPSIiImJ4SII8wGw/DfwEOLYP1dWyf46k6cCuVMlsf84FaE5y/YDtmbaXALOBa1xNgD0TGNdN3JNsN2w3Ojo6uqoSERERMSxlJb0V49tUvcNn9lJvB6C+IscE231doWMusHFtfyPgUarV+BbWypfU9peQvwMRERERS0kP8gpg+y/AecCR3dWRdCCwN3DuMl5mCvDRMpvFm4GnbD+2jG1FREREjFhJkFecbwKts1kc15zmDfgwsKftHgf8SjpW0lyqHuIZkk4vhy4D7gfuA34EHLVco4+IiIgYIVQNRY3oXqPRcGdnX0d6RERERAwNkqbabrSWpwc5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZBXMEmW9NPa/sqS5ku6pOwfXvan1z5blyWjF0i6Q9Ldkm6TdFitnT0kPVU75wvtuL+IiIiIoS6LRKx4zwHbSBpjewHwTuCRljqTbR9TL5A0Dvi97R3K/qbABZJWst1cgOQG2/sNbPgRERERw1t6kNvj18B7yvYhLMPiILbvBz5FL0tYl57neySdLmmWpHMk7SXpJklzJO3c7+gjIiIihrEkyO3xC+BgSaOB7YBbW44f1DLEYkw37UwDtqrt7yLpTkm/lvSGWvnmwCnlWlsBhwK7AccDn+uqYUkTJXVK6pw/v8e1SyIiIiKGlSTIbWB7BjCOqvf4si6qTLY9vvZZ0E1Tqm1PA15re3vgVOBXtWMP2J5pewkwG7jG1QoxM0scXcU4yXbDdqOjo6MfdxcRERExtCVBbp8pwDdYhuEVNTsAdwPYftr2s2X7MmAVSc2lrRfWzllS219CxqFHRERELCXJUfucATxle6akPfp7cnlp7xtUvcVIehXwJ9su44pXAv4MrLm8Ao6IiIgYCZIgt4ntuVTjgrtykKTdavtHAY8Cm0m6AxgNPAOcWpvB4oPAxyW9ACwADi7J8sDcQERERMQwpWooakT3Go2GOzs72x1GRERExHIlaartRmt5xiBHRERERNQkQY6IiIiIqEmCHBERERFRkwR5gEiypJ/W9leWNF/SJWX/8LJfXxBk67Ly3QJJd0i6W9Jtkg6rtbO/pBmlfmf9ZT5J+0i6V9J9kk5YsXccERERMTxkFouB8xywjaQxZaGPdwKPtNSZbPuYekGZvu33tnco+5sCF0haqcxYcQ0wpcxQsR1wHrCVpFHA98p15gK3S5pi+64BvMeIiIiIYSc9yAPr18B7yvYhLMOiILbvBz4FHFv2n/WLU4+sATS3dwbus32/7UVUy1nvDyDpOkknS7q+9Eq/UdIFkuZI+vIy311ERETEMJQEeWD9AjhY0mhgO+DWluMHtQyxGNNNO9OArZo7kt4v6R7gUuCfSvFrgIdr58wtZU2LbL8N+AFwEXA0sA1wuKRXtF5Q0sQyhKNz/vz5fb3fiIiIiCEvCfIAsj0DGEfVe3xZF1Um2x5f+yzopqmlVvuwfaHtrYADgP/sqk6zam17SvmeCcy2/ZjthcD9wMZdxD7JdsN2o6Ojo5uwIiIiIoafjEEeeFOoloTeA3hJT20f7QDc3Vpo+3pJm0nagKrHuJ7obkS1+l7TwvK9pLbd3M/fg4iIiIgiidHAOwN4yvZMSXv09+Ty0t43gFPL/uZUL/FZ0o7AqsCfgSeBLSS9juplwIOBQ5dD/BEREREjShLkAWZ7LnBKN4cPqk/TBhxF1eu7maQ7gNHAM8CpZQYLgAOBj0r6G7AAOKi8tPeCpGOAK4BRwBm2Zy//O4qIiIgY3vTihAgRXWs0Gu7s7Gx3GBERERHLlaSpthut5XlJLyIiIiKiJglyRERERERNEuSIiIiIiJokyANEkiX9tLa/sqT5ki4p+4eX/fpCIVtLGidpgaQ7yqp3t0k6rNbOVpJulrRQ0vEt19xH0r2S7pN0woq724iIiIjhI7NYDJzngG0kjSkLgLyTavq1usm2j6kXlGndfm97h7K/KXCBpJXKTBZ/oVp2+oCW80YB3yvXmQvcLmmK7buW+51FREREDGPpQR5YvwbeU7YPAc7tbwO27wc+RZUUY3ue7duBv7VU3Rm4z/b9thdRLXO9P4Ck6ySdLOn60iv9RkkXSJoj6cvLdmsRERERw1MS5IH1C+BgSaOB7YBbW44f1DLEYkw37UwDturlWq8BHq7tzy1lTYtsvw34AXARcDSwDXC4pJes8CdpoqROSZ3z58/v5dIRERERw0cS5AFkewYwjqr3+LIuqky2Pb72WdBNU+rD5bqqU5/kekr5ngnMtv2Y7YXA/Sy9RHUz9km2G7YbHR0dfbh8RERExPCQMcgDbwrVUtF7AC/pqe2jHYC7e6kzl6UT3Y2oVuVrWli+l9S2m/v5exARERFRJDEaeGcAT9meKWmP/p5cXtr7BnBqL1VvB7aQ9DqqlwEPBg7t7/UiIiIiRrokyAPM9lzglG4OHyRpt9r+UVS9vptJugMYDTwDnFpmsEDSq4BOYG1giaRPAlvbflrSMcAVwCjgDNuzB+KeIiIiIoYz2e69VoxojUbDnZ2d7Q4jIiIiYrmSNNV2o7U8L+lFRERERNQkQY6IiIiIqEmCHBERERFR05YEWdLisjDGbEl3SvqUpC5jkXSWpOclrVUrO0WSJW3Q0l7zc0Ipv07SvZJmSLpH0nclrVtr5wxJ8yTNarnm+pKuKivNXSVpvWW4x10k/UjS6pLOkTRT0ixJN0p6bS3WP0p6pLa/ak/PR9IrJF0r6VlJ32255k7lOvdJ+o6kvsyfHBERERE17epBXlAWxngD8E7g3cAXe6h/Hy8um7wS8Haqqcxa22t+vlY7NsH2dlQr2S2kWkWu6Sxgny6udwJwje0tgGvKfn/tA1wO/BvwJ9vb2t4GOBL4YzNWqpXtTq7Fvoien89fgX8Hju/imqcBE4Etyqere4uIiIiIHrR9iIXteVRJ3TE99HieCxxUtvcAbgJe6Od1FgGfBjaRtH0pux74SxfV9wfOLttnAwcASDpc0q8kXSzpAUnHlN7dOyTdImn9WhvvAK4GxlJL5m3fW1aw62vcSz0f28/ZvpEqUf47SWOBtW3f7Gpqkp/U4j5L0mml5/l+SbuX3vO7JZ3V11giIiIiRoK2J8gAtu+niuWV3VSZA3SUoQ6HAL9oOT6mZYjFQS9tAmwvBu4EtuolpA1tP1bOeawlrm2oFuDYGfgK8LztHYCbgY8ClKEff7P9FNVCIZ+RdLOkL0vaopdrdxV3b88H4DVUq+k1zS1lTesBewLHARcDJwNvALaVNL6/MUVEREQMV4NpoZDexsteQLU63JuAf205tqAMV1ge1+nNtbafAZ6R9BRVsgkwk2oYB8DewJUAtqdL2rSU7QXcLmkX270tHd3fuLs6Xp/k+mLbljSTasjHTABJs4FxwPSlGpMmUvVcs8kmm/Qz1IiIiIiha1D0IJcEcjEwT9KZpRf4spZqvwD+E7jK9pJlvM4oYFugt+T0T2XIQnPowrzasfrwiCW1/SW8+B+OfanGHwNg+1nbF9g+CvgZ1Zji/sT99+fTQ7W5wEa1/Y2oVuVrjbsec2vcf2d7ku2G7UZHR0d/wo2IiIgY0tqeIEvqoHpR7buuHFFeUFsqibT9EHAi8P1lvM4qwH8BD9ue0Uv1KcBhZfswln6xr7friKoneXrZ37U5C4akVYGtgT/0o72lnk939cpQkGckvbnE8NH+xB0RERERlXYNsRgjaTqwCtXLdj8FvtXbSbZ/2Et7TZfbbs48cY6khcBqVC/N7d+sJOlcqpf+NpA0F/ii7R8DXwPOk3Qk8BDwob7fGjsBd9SS2c2A00rSuhJwKfDLXtro8flIehBYG1hV0gHA3rbvAj5ONTPHGODX5RMRERER/aAeOiVjGUj6PHCf7dYXCYesRqPhzs7OdocRERERsVxJmmq70Vo+mF7SGxZsf7ndMURERETEsksPcvRK0jPAve2Oo802AB5vdxCDQJ5DnkFTnkOeQVOeQ54BDN1n8FrbL5mNID3I0Rf3dvXrh5FEUudIfwaQ5wB5Bk15DnkGTXkOeQYw/J5B22exiIiIiIgYTJIgR0RERETUJEGOvpjU7gAGgTyDSp5DnkFTnkOeQVOeQ54BDLNnkJf0IiIiIiJq0oMcEREREVGTBDkiIiIioiYJcnRL0j6S7pV0n6QTej9j+JF0hqR5kma1O5Z2kbSxpGsl3S1ptqR/a3dM7SBptKTbJN1ZnsN/tDumdpE0StIdki5pdyztIulBSTMlTZc0IpcalbSupPMl3VP+fdil3TGtaJK2LH8Hmp+nJX2y3XGtaJKOK/8uzpJ0rqTR7Y7p5coY5OiSpFHA74B3AnOB24FDbN/V1sBWMElvA54FfmJ7m3bH0w6SxgJjbU+TtBYwFThgBP5dELCG7WclrQLcCPyb7VvaHNoKJ+lTQANY2/Z+7Y6nHSQ9CDRsD8WFEZYLSWcDN9g+XdKqwOq2n2xzWG1Tfm4+ArzJ9h/aHc+KIuk1VP8ebm17gaTzgMtsn9XeyF6e9CBHd3YG7rN9v+1FwC+A/dsc0wpn+3rgL+2Oo51sP2Z7Wtl+BrgbeE17o1rxXHm27K5SPiOuh0HSRsB7gNPbHUu0j6S1gbcBPwawvWgkJ8fFO4Dfj6TkuGZlYIyklYHVgUfbHM/LlgQ5uvMa4OHa/lxGYFIUS5M0DtgBuLXNobRFGVowHZgHXGV7JD6HbwOfBpa0OY52M3ClpKmSJrY7mDbYFJgPnFmG25wuaY12B9VmBwPntjuIFc32I8A3gIeAx4CnbF/Z3qheviTI0R11UTbiesviRZLWBH4JfNL20+2Opx1sL7Y9HtgI2FnSiBp2I2k/YJ7tqe2OZRDY1faOwL7A0WU41kiyMrAjcJrtHYDngBH5rgpAGWLyPuB/2h3LiiZpParfML8OeDWwhqQPtzeqly8JcnRnLrBxbX8jhsGvTGLZlDG3vwTOsX1Bu+Npt/Kr5OuAfdobyQq3K/C+Mv72F8Cekn7W3pDaw/aj5XsecCHVsLSRZC4wt/ZblPOpEuaRal9gmu0/tTuQNtgLeMD2fNt/Ay4A3tLmmF62JMjRnduBLSS9rvzP+GBgSptjijYoL6f9GLjb9rfaHU+7SOqQtG7ZHkP1Q+Getga1gtn+rO2NbI+j+jfhN7aHfE9Rf0lao7ywShlWsDcwoma6sf1H4GFJW5aidwAj6sXdFocwAodXFA8Bb5a0evl58Q6qd1WGtJXbHUAMTrZfkHQMcAUwCjjD9uw2h7XCSToX2APYQNJc4Iu2f9zeqFa4XYGPADPL+FuAz9m+rH0htcVY4OzypvpKwHm2R+w0ZyPchsCFVS7AysDPbV/e3pDa4hPAOaUT5X7giDbH0xaSVqea8elf2x1LO9i+VdL5wDTgBeAOhsGy05nmLSIiIiKiJkMsIiIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIoYUSWdImiep1ykWJW0i6dqy6uMMSe/u7ZwkyBERsdxJuk7Su1rKPinp+z3Ub6yY6CJiGDiLvi/W9HmqqTl3oJrDvct/h+qSIEdExEA4l+oHUd3BjNzFFCJiObJ9PfCXepmkzSRdLmmqpBskbdWsDqxdttehDysDJ0GOiIiBcD6wn6TVACSNA14NHCqpU9JsSf/R1YmSnq1tf1DSWWW7Q9IvJd1ePrsO+F1ExFAyCfiE7Z2A43mxp/gk4MNlwa/LqBa56VFW0ouIiOXO9p8l3Ub1K9CLqHqPJwP/ZfsvZUXCayRtZ3tGH5s9BTjZ9o2SNqFa6fP1AxF/RAwtktYE3gL8T1nlEmC18n0IcJbtb0raBfippG1sL+muvSTIERExUJrDLJoJ8j8B/yhpItXPn7HA1kBfE+S9gK1rP/zWlrSW7WeWa9QRMRStBDxpe3wXx46kjFe2fbOk0cAGwLyeGouIiBgIvwLeIWlHYAzwBNWvPd9hezvgUmB0F+e5tl0/vhKwi+3x5fOaJMcRAWD7aeABSR8CUGX7cvgh4B2l/PVU/67M76m9JMgRETEgbD8LXAecQdWbvDbwHPCUpA2Bfbs59U+SXi9pJeD9tfIrgWOaO5LGD0DYETEESDoXuBnYUtJcSUcCE4AjJd0JzAb2L9X/D/Avpfxc4HDb7qrdpgyxiIiIgXQucAFwsO17JN1B9YPrfuCmbs45AbgEeBiYBaxZyo8FvidpBtXPr+uBjw1g7BExSNk+pJtDL5n6zfZdQL9e6lUvCXRERERExIiSIRYRERERETVJkCMiIiIiapIgR0RERETUJEGOiIiIiKhJghwRERERUZMEOSIiIiKiJglyRERERETN/wdzTTyqHIPEIwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 500 rounds\n", + "I increased the number of iterations up to 500. I don't know what is ideal, but if you perform more iterations, you can always choose to use a smaller number when testing data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','NDP2.5m','NDP5m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/07_500_ROUNDS/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overfitting Parameters tuning\n", + "We'll start adjusting some important parameters one at a time. The lightgbm docs suggest tinkering with some of the following parameters to deal with overfitting:\n", + "\n", + " 1. feature_fraction\n", + " 2. bagging_fraction and bagging_freq\n", + " 3. extra_trees (True/False)\n", + " 4. max_bins\n", + "\n", + "In all following models, 7 features have been removed.\n", + "\n", + "## Feature fraction = 0.8" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','NDP2.5m','NDP5m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/08_FEATURE_FRACTION/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bagging fraction and frequency\n", + "Bagging fraction = 0.8, frequency = 25" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_path = \"/swot2/features/MODEL_RUNS/09_BAGGING_FRACTION/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extra trees = true" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_path = \"/swot2/features/MODEL_RUNS/10_EXTRA_TREES/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Max bins = 127\n", + "default is max bins = 255, so basically halving the number of bins" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_path = \"/swot2/features/MODEL_RUNS/11_MAX_BINS/train-test-split\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Learning rate and L2 regularization\n", + "Here's a little mini-test I needed to run, there are three model runs. First, I removed NDP30 which is sort of the last of the \"spatial\" features that I think would bias the model in favor of lat/lon it has already seen.\n", + "\n", + "The next test is to increase the learning rate to 0.05. Initially, this was set at 0.01 and there were 1000 iterations. When I decreased the number of iterations to 500, I should've increased the learning rate.\n", + "\n", + "Finally, I added L2 regularization to the cost function with lambda_l2 = 1.0\n", + "\n", + "I'm not sure how these latter two tests will affect the feature importance." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m','NDP30m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/learning_rate\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_path = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/lambda_l2\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/02_parameter_tweaks/plot_trees.ipynb b/analysis/02_parameter_tweaks/plot_trees.ipynb new file mode 100644 index 0000000..31f5ce5 --- /dev/null +++ b/analysis/02_parameter_tweaks/plot_trees.ipynb @@ -0,0 +1,2197 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Binary trees\n", + "It's a little hard to make perfect sense of these because they are so complex, but maybe there will be some enlightening info." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import lightgbm\n", + "import pickle\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train-test split model\n", + "Model trees for the US_multi train-test split. This model includes all features." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/MODEL_RUNS/00_ALL_FEATURES/train-test-split/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "gbm.save_model('model.temp') # I put this step in there to manually edit the feature labels, couldn't figure out how to change them" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "split0\n", + "\n", + "d10\n", + "\n", + "0.291\n", + "\n", + "\n", + "\n", + "split15\n", + "\n", + "d10\n", + "\n", + "0.165\n", + "\n", + "\n", + "\n", + "split0->split15\n", + "\n", + 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"\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymodel = lightgbm.Booster(model_file='model.temp')\n", + "lightgbm.create_tree_digraph(mymodel,tree_index=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the exact same tree for the model that omits lat,lon,year" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "gbm.save_model('model.temp')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ 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+ "split14->leaf15\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf8\n", + "\n", + "leaf 8: \n", + "3.028\n", + "\n", + "\n", + "\n", + "split16->leaf8\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf17\n", + "\n", + "leaf 17: \n", + "2.887\n", + "\n", + "\n", + "\n", + "split16->leaf17\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymodel = lightgbm.Booster(model_file='model.temp')\n", + "lightgbm.create_tree_digraph(mymodel,tree_index=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adjusted boosting parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "split0\n", + "\n", + "Column_3\n", + "\n", + "0.341\n", + 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+ "\n", + "\n", + "split2->leaf1\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split3\n", + "\n", + "Column_5\n", + "\n", + "0.335\n", + "\n", + "\n", + "\n", + "split2->split3\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf3\n", + "\n", + "leaf 3: \n", + "-0.086\n", + "\n", + "\n", + "\n", + "split3->leaf3\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split4\n", + "\n", + "Column_2\n", + "\n", + "0.177\n", + "\n", + "\n", + "\n", + "split3->split4\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf4\n", + "\n", + "leaf 4: \n", + "-0.038\n", + "\n", + "\n", + "\n", + "split4->leaf4\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf5\n", + "\n", + "leaf 5: \n", + "-0.121\n", + "\n", + "\n", + "\n", + "split4->leaf5\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf2\n", + "\n", + "leaf 2: \n", + "-0.029\n", + "\n", + "\n", + "\n", + "split5->leaf2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf6\n", + "\n", + "leaf 6: \n", + "-0.132\n", + "\n", + "\n", + "\n", + "split5->leaf6\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/tsv_all/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "\n", + "lightgbm.create_tree_digraph(gbm,tree_index=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3.8.8 64-bit ('boosting': conda)" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/analysis/02_parameter_tweaks/score_distribution.ipynb b/analysis/02_parameter_tweaks/score_distribution.ipynb new file mode 100644 index 0000000..f1e41f6 --- /dev/null +++ b/analysis/02_parameter_tweaks/score_distribution.ipynb @@ -0,0 +1,476 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys,os\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import plot_scores, plt_score_distribution\n", + "import pickle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Score distribution -- Adjusting boosting parameters\n", + "\n", + "What follows are the cumulative distributions of the scores for each run. For \"bad\" samples, the score is plotted in blue from 1 to 0. For \"good\" samples, the score is plotted in red from 0 to 1. So, for a perfect classifier, you would basically have a blue peak at 0, a red peak at 1.\n", + "\n", + "## Base Model\n", + "For reference, here are models trained with the \"default\" boosting parameters with lat,lon,yr removed" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sources = [\"NGDC\", \"US_multi\"]\n", + "base_dir = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split/runtime_scores\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adjusted base parameters\n", + "\n", + " 1. iterations 1000 -> 200\n", + " 2. num leaves 31 -> 7\n", + " 3. n data per leaf 1 -> 5000" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NOhQRqWVKwkSkTlm4cCFNmzYlIyMDM9vm66xdu5amTZvWYGQ1zzlHTk4OCxcupEuXLkGHIyK1TMORIlKnFBYW0rx58+1KwOoLM6N58+bb3esnIvWTkjARqXMaQwJWoTF9VhH5MyVhIiJVZGdn07dv31p/rYg0LkrCRERERAIQsSTMzB4ys+VmNmsTx83M7jSzeWY208wGRSoWEZGtVVpayqRJk+jfvz+HHXYYBQUFXH311QwdOpS+ffsyZcoUnHMATJs2jZ122okRI0Zwzz33BBy5iNQXkVwd+QhwN/DYJo6PAbqHbsOBf4fuRUQAOOccmD59215bVpZIdPRfnx8wAG6/fcuvnzNnDg8++CC77rorJ5xwAvfeey9nnnkml19+OQATJkzg9ddfZ9y4cUyePJm77rqL0aNHc8EFF2xbwCLS6EQsCXPOfWJmGZs5ZTzwmPN/Sn5lZqlm1tY5tyRSMYUjLw8++wxiY/9669ABWla7BaeINDQdO3Zk1113BeC4447jzjvvpEuXLtx0000UFBSQm5tLnz59GDVqFKtXr2b06NGAT87eeuutIEMXkS3Jzydt2jRo3hz69QssjCDrhLUHFlR6vDD03F+SMDObAkwBaNu2LVlZWWRnZ5OVlVXjQc2dm8yUKUOqPZacXMLLL39e7V/XQYlUO9Q3aoeN6ntbpKSksHbtWgCuuWbbr1NUVER8fHy1x0KX36R169aFzvMnFhQUUFZWxmmnncbHH39Mhw4duP7661mzZg15eXl/Ojc/P5/y8vINj8NRWFgYsX+z+v79UFPUDp7aAdK++Ybe113HTnl5LNp7b+ZecklgsQSZhFW3LttVd6Jz7n7gfoAhQ4a4zMzMiO1+PnSo7/H6/nuIiYHSUn/78EP4+ONYhg3LpC7Vf6ytXeDrOrXDRvW9LWbPnl1jRVa39TrJycksWLCAWbNmMWLECF555RUyMzP55ptvyMjIoKysjNdee43DDjuMjh07kpqayowZMxg5ciQvv/wyUVFRW/XeCQkJDBw4cJti3ZL6/v1QU9QOXqNvh1mz4IorAPjxhBPos/fetA+wPYJMwhYCHSs97gAsDiiWDZo0gcGDwezPQ48LF8LHHwcXl4jUrl69evHoo49yyimn0L17d0477TRWrVpFv379yMjIYOjQoRvOffjhhznhhBNISkpi3333DTBqEdmknBy44AIoLISbbmJFq1bQqVOgIQWZhL0KnGlmT+Mn5K8Jej6YiAhARkYGP/3001+ev/baa7n22mv/8vzgwYOZMWPGhsdXXnllJMMTka21Zg3stBMsWgQHHwxt24KrdvCtVkUsCTOzp4BMoIWZLQSuAGIBnHP3AW8C+wPzgAJgcqRiERERkUaquBjGjvUJ2IUX+on4vXpBNX9o1bZIro48egvHHXBGpN5fREREhJ9+gs8/h8MP35iA1RGqmC8iIiIN15o1/r5r1zqVgIGSMBEREWnIKlbVBTwJvzpKwkRERKRh+ugjuPpq6N+fOlVfKkRJmIiIiDRMd94Jyclwxhl1bigSlISJiERcdnY2ffv2DToMkcYlP9/3hA0aBElJQUdTLSVhIiIi0vD84x9+Uv6uu9bJXjAItliriEiddM011/DEE0/QsWNHWrRoweDBg9lrr7049dRTKSgooGvXrjz00EOkpaUxffr0ap+fNm3ahir6I0eODPojiTQus2fD3XfDPvtAz55BR7NJSsJEpO465xyYPn2bXppYVgbR0X89MGAA3H77Jl83depUXnjhBb7//ntKS0sZNGgQgwcPZuLEidx1112MHj2ayy+/nKuuuorbb799k89Pnjx5w/MXXHDBNn0GEdkGpaVw+ukQFwfjx9fZXjDQcKSIyJ989tlnjB8/nsTERJo2bcq4cePIz89n9erVjB49GoBJkybxySefsGbNmrCenzBhQmCfR6TRufFGyMqCSZOgWbOgo9ks9YSJSN21mR6rLVm/di1Nt2FJuquB/eScc5jZdl9HRLbBgw/6Hu9ddqnTvWCgnjARkT8ZOXIkr732GoWFhaxbt4433niDJk2akJaWxqeffgrA448/zujRo0lJSan2+dTUVFJSUvjss88AeOKJJwL7PCKNyuzZkJ3ttyfq3TvoaLZIPWEiIpUMHTqUAw88kJ122onOnTszZMgQUlJSePTRRzdMwN9hhx14+OGHATb5/MMPP7xhYv6+++4b5EcSaTz+8Q+Ij4dhw4KOJCxKwkREqjj//PO58sorKSgoYNSoUZx33nkMGDCAr7766i/nbur5wYMHM2PGjA2Pr7zyykiGLCIzZ8JLL8Ehh0BqatDRhEVJmIhIFVOmTOGnn36isLCQSZMmMWjQoKBDEpEteeYZiIqC3Xev83PBKigJExGp4sknnww6BBHZWnPnQqtW9aYXDDQxX0REROq78nL44IM6XZi1OkrCRKTOqYkyEfVFY/qsIhHzwguQmwsDB9aboUhQEiYidUxCQgI5OTmNIjlxzpGTk0NCQkLQoYjUb/ffD23a+CSsHtGcMBGpUzp06MDChQtZsWLFdl2nsLCwXiQ3CQkJdOjQIegwROqvX3/1Q5FHHukn5tcjSsJEpE6JjY2lS5cu232drKwsBtazv4pFZBvcf79PvnbdtV4NRYKGI0VERKS+ys+HRx6BnXaqV6siKygJExERkfrpP/+B5cth3Lh61wsGSsJERESkPiothZtvhr59oVu3oKPZJkrCREREpP554QVYuhT22ade9oKBkjARERGpb9avh/POgy5d/HywekpJmIiIiNQvd90FixbBccdBPS7xoiRMRERE6o85c+Dyy2HECOjRA1JSgo5omykJExERkfrjoosgNhaOPbbezgWroCRMRERE6oe334ZXXoGDDqrXPWAVlISJiIhI3VdcDP/3f9CqFeyxR73vBQMlYSIiIlIf3HADTJ8Okyb54cgGQEmYiIiI1G2//+6TsN12g/79G0QvGCgJExERkbruvPP8Jt2HH95gEjBQEiYiIiJ12aefwksvwSGHQFpa0NHUKCVhIiIiUjeVl8OFF0KLFrD77g2qFwyUhImIiEhd9dhj8NVXcOSREB8fdDQ1LiboAOqbffeFJk3ADFq2hIEDoV8/n6DHxQUdnYiISANRXu7ngvXuDcOGNbheMFASFrbddoPvv4f8fFi2DHJyYM0aePJJfzwxEXbeGdLTfa9pWhq0awdt2/qSJq1a+aQtLc3PLRQREZHNmDkTcnP9XLA+fYKOJiKUhIWpd2+4776Nj8vKfEL2zTfw88/w00+wdCnMmwdr1/pbWdlfrxMdDR07wvDh0L27/77KzIQ2bWrto4iIiNRt5eVw7rmQnAyDBwcdTcQoCdtG0dHQrBnstZe/VSgp8cnZ2rV+g/c1a/xt3Tp/W7sW5s+HrCx47jn/fQY+yRszBnbd1Sdobdv6IU8REZFG56674KOP4LTTfCLWQCkJq2GxsZCa6m8dO276vMJC+OUXWLAAvvvObwp/551w663+ePPmfoP48eNh8mSf9ImIiDR48+b5TbqHD/e/CBvgXLAKSsICkpDgi/727w9jx/rnZs70RYHnz/f3U6fC66/DddfBbbf5yf+pqYGGLSIiEjnOwemn+x6N447zw0QNmJKwOqQiKatQUgKPPOKHLQ85xE/o79HDLxLp29ffl5RozFJERBqIF16A996DE09sFL0OSsLqsNhYOPlkOPpoeOcdP2Q5bx688YYvnQLQtOkIDj8cRo70cxd33FGlMkREpJ56/HFfSmDUqAY9DFlBSVg9kJwMhx668XF+Psya5ZOy999fy7PPNuehh/yx+Hi/4vLgg2HKFF8aQ0REpM4rKIC33/Zzbxr4MGQFJWH1UJMmfr6iv/1ASkomP/4If/zh55PNnQuXXQbXXgt77w3nnOP/qIiNDTpyERGRTbj6aigu9kU3G0l5ACVhDUCbNn+tM/buu35170cf+cn9rVvDGWfA3//eoFf7iohIffTHH3DHHb5wZrduQUdTa1S7vYHaZx+44QZ49VU480w/xH755dC5M1xxhf9jQ0REJHDl5TBxol99dvDBjWIuWAUlYQ1cSgocf7xfZXnFFb4I7NVX++HJ3NygoxMRkUbvqafgk0/8isj09KCjqVVKwhqRcePg0Udh0iRfg2z4cFi1KuioRESkUXvvPd9jMHRoo+oFgwgnYWa2n5nNMbN5ZnZxNcdTzOw1M5thZj+a2eRIxiPeWWf5Icrff/eLUCq2ThIREalVK1f6YpiDBjWayfiVRSwJM7No4B5gDNAbONrMqq45PQP4yTm3E5AJ3GpmqnJVCyZMgAMOgBkzfDV+ERGRWnfBBVBUBPvv3+h6wSCyPWHDgHnOud+cc8XA08D4Kuc4oKmZGZAM5AKlEYxJKpkyxW9CfsEFviL/smVBRyQiIo3G1Kl+wvJBB/11iX8jEckkrD2woNLjhaHnKrsb6AUsBn4AznbOaXCslrRu7eeI7bMPvPaa3xLpvvuCjkpERBqFm2/2hS/32adR9oJBZOuEVTe466o83heYDuwBdAXeM7NPnXN5f7qQ2RRgCkDbtm3JysoiOzubrKysGg8afEX6JUvqx+rBnJxs5szJ2q5rTJoEQ4Yk8eSTPTnttBS++GIuJ5ywqGYCrCWR/H6ob9QWntrBUzt4agevzrRDWRm7vfQSy4YP55fCQr8FTC3Lzs0lCwKt2RTJJGwh0LHS4w74Hq/KJgM3OuccMM/Mfgd2BL6pfJJz7n7gfoAhQ4a4zMxMsrKyyMzMjEjgy5fDd9/52lp13Zw5WfTsmbnd1+nZE8aO9QVdH3+8O506defaa7c/vtoSye+H+kZt4akdPLWDp3bw6kw7vP46lJTQbtgw2u26ayAhZJWVkdm1K+yySyDvD5EdjvwW6G5mXUKT7Y8CXq1yznxgTwAzaw30BH6LYEyyGfHxcOedfsuu666Dq64KOiIREWlwnPO/ZJo395sdN2IRS8Kcc6XAmcA7wGzgWefcj2Z2qpmdGjrtGmAXM/sB+AC4yDm3MlIxyZYlJcH99/tE7Jpr4L//DToiERFpUN56C776Cg4/HOIad0GEiO4d6Zx7E3izynP3Vfp6MbBPJGOQrZeQ4HvEjj/e1xNLTfX/V0RERLbbVVdB+/YwbFijnZBfQRXzpVqpqfDQQ5CW5rf0euGFoCMSEZF6b+5c+OYbvyIyNjboaAKnJEw2KT3dl3BJSYFjjvFD+CIiItvs2Wf9/YABjb4XDJSEyRa0bAmPPw477ACXXw6XXRZ0RCIiUi8VFcG//gX9+ze6jbo3RUmYbFF6OvznP34Ry3XX+fp6IiIiW+Vf/4KcHL9nnnrBACVhEqYmTeDf/97YI/bll0FHJCIi9cbMmX4oZbfdYMcdg46mzlASJmFLSPA9YYWFmqgvIiJhKi+Hk0+G5GQ/wbh376AjqjOUhMlWyciAVq3gwQdhxoygoxERkTrvgQf8isgJE3wiJhsoCZOtEhMDd9wB69fD0UdDWVnQEYmISJ1VWurrgvXuDUOGaC5YFUrCZKt17+6LuM6eDeefH3Q0IiJSZz32GCxeDPvv3+i3KKqOkjDZJkceCYMHw113wcMPBx2NiIjUOdnZcPrpviRFv35BR1MnKQmTbRIVBTfdBC1a+P9jr70WdEQiIlKnnHwyREfDiSeqF2wTlITJNktJ8RP0k5L8/7WV2npdREQAvvgC3n8fDjlEhVk3Q0mYbJc2beD662H5cth3XygoCDoiEREJVEkJnHUWNG8Oo0drMv5mKAmT7TZkiP//9v33MHasVkyKiDRq11wD330Hkyf7ApOySUrCpEZMnOhLwGRl+YRMREQaoWnTfFXvvfeGnXZSL9gWKAmTGnPWWTB8ONx/P7zxRtDRiIhIrbv+er/P3WGHKQELg5IwqTFm/v9fXJy/FxGRRuTTT+HFF2GPPfyKLdkiJWFSo1JS4Ljj/MKYu+4KOhoREakVeXm+gGTbtjBunHrBwqQkTGrc8cf7VZO33uoXyYiISAM3ZYpfJn/66RAfH3Q09YaSMKlx8fFw1FHwxx/w7bdBRyMiIhH10kvwzDP+B39GhnrBtoKSMImIkSP9/UMPBRuHiIhE0MKFcNJJ0K0b7LWXErCtpCRMIiIjAwYMgHfegaKioKMREZEaV1oKxx4L69fDKadof8htoCRMIqZ/f1i6FObPDzoSERGpcQ89BJ98Aiec4CcCy1ZTEiYRM26c/0PpttuCjkRERGrUokVwzjl+Y+5hwzQMuY2UhEnEdOkCvXvDyy9rlaSISIPhHJx6qv8r+6STfCIm20RJmETUhAl+SPKBB4KOREREasQrr8Drr/uikC1aBB1NvaYkTCJq1ChfQV/bGImINABr1sDf/gatW8Po0RqG3E5KwiSi4uP9Dhbvvgu//BJ0NCIisl3OP9/PBzvjDIiODjqaek9JmETcvvv6OWGffhp0JCIiss2efdbPLTnoID/pV71g201JmERc27b+Pjc32DhERGQbZWfD5Ml+Er72hqwxSsIk4jp0gKgo+PHHoCMREZGtVlYGJ5/s76dMUVHWGqQkTCIuIQG6dvXV8wsLg45GRES2yjXXwPvvw4knQnp60NE0KErCpFYcfLAvVaENvUVE6pFPP/VJ2F57wYgRGoasYUrCpFZU/PHkXLBxiIhImHJz/d6Q7drBUUcpAYsAJWFSKzp29PdPPx1sHCIiEgbn/DywxYvhrLN8vSGpcUrCpFb07AmdO8MLL8CKFUFHIyIim3XHHfDiizBxou8JUy9YRCgJk1pzxRWwciWceWbQkYiIyCbNnQsXXwxDh0JmphKwCFISJrWmf3////mFF7SNkYhInVRWBpMmQWys7wXT5twRpSRMatX//Z+fWnDZZf7/uoiI1CHPPANffukn5KemBh1Ng6ckTGpVWhqceip8/72GJUVE6pT58/0P6J49YeedNQxZC5SESa07+mhfbub+++HVV4OORkREKC/3xViLi30ipqr4tUJJmNQ6M7j6aoiLgxtvDDoaERHh7rt9VfwTToAWLYKOptFQEiaBSEuDY47xUw8efDDoaEREGrEVK+DCC/1qSFXFr1VKwiQwkyf7eZ933KFK+iIigXn1VSgq8lsT9e4ddDSNipIwCUxioi/I/MMPGpYUEQnEr7/C2Wf73q8ePYKOptFREiaBOvRQyMiAW26BhQuDjkZEpBEpKICDD4aoKE3GD4iSMAlUTAxcey2sXg1//3vQ0YiINBIVe0POmuX3hkxPDzqiRklJmARuxx1hjz3g+efh2WeDjkZEpBG4/3548km/QqpXL03GD4iSMKkTLrjAV9K/4YagIxERaeA++ADOOAOGDYO991YCFqCtSsLMrKuZadBYalzz5n6XjOnT4amngo5GRKRhSvr9dxg/Hjp1gpNOgr59gw6pUQs7CTOzS4BrgYvN7PHIhSSN1cSJ0KyZrxkoIiI1bOVK+p9/vh92OPdc6No16IgavU0mYWZ2lplFV3pqJ+fc0c65Y4Gdwrm4me1nZnPMbJ6ZXbyJczLNbLqZ/WhmH29d+NKQJCfD6NEwY4ZftCMiIjXEOTjlFOLy8vz8j9RUSEkJOqpGb3M9YauAt81sXOjxu2b2sZl9CryzpQuHErh7gDFAb+BoM+td5ZxU4F7gQOdcH+Dwrf8I0pDsuivk58M//hF0JCIiDcgbb8CLL5J9wAHQoYPmgdURm0zCnHP/A8YBA8zsFWAqPqE6wDl3QRjXHgbMc8795pwrBp4Gxlc55xjgRefc/NB7Lt+GzyANyF57QceO8N57QUciItJAOAfXXQetWrFg1CglYHVIzBaOdwWeAf4LXAM44HJgTRjXbg8sqPR4ITC8yjk9gFgzywKaAnc45x6reiEzmwJMAWjbti1ZWVlkZ2eTlZUVRhhbLz8fliyB3NyIXL5G5eRkM2dOVtBh1KjdduvAk09247zzfmDcuJywXhPJ74f6Rm3hqR08tYPXmNuh5Ycf0uerr/j52GP5vbgYN2dO0CHVCdm5uWQBFBcHFsMmkzAzeyR0PBH41Tl3spkNBP5rZt84567ZwrWtmueq7hAYAwwG9gy9z5dm9pVz7pc/vci5+4H7AYYMGeIyMzPJysoiMzNzCyFsm+XL4bvvoGXLiFy+Rs2Zk0XPnplBh1GjunaFt9+GadP6ceut4b0mkt8P9Y3awlM7eGoHr9G2w/r1vhZY167suM8+LI2JIbNnz6CjqhOyysrI7NoVdtklsBg2NydsoHPuOOfcocDeAM65751z44CZYVx7IdCx0uMOwOJqznnbOZfvnFsJfEKYk/6l4YqJgUGD4Jtv4Oefg45GRKQe+9e//NDO0UdDnz5BRyNVbC4Jeys0Ef9L4MnKB5xzr4Rx7W+B7mbWxczigKOAV6uc8wqwm5nFmFkSfrhydvjhS0N10klQWAgXV7umVkREtmjJEj8XbMQIUO9XnbTJ4Ujn3MVm1gwod86t29oLO+dKzexM/ErKaOAh59yPZnZq6Ph9zrnZZvY2vmetHHjAOTdrmz6JNCjdusHYsfDKK3D11XD55UFHJCJSz1x6qZ/vdNhhmoxfR212Yr5zLm97Lu6cexN4s8pz91V5fDNw8/a8jzRMl1wCc+f6rYx23hn22SfoiERE6olvv4WHH/bV8Vu1Cjoa2QTtHSl1Vlycn84QEwMXXhh0NCIi9UR5OZx2GqSnw/77qxesDlMSJnVaq1Z+WHLWLJg2LehoRETqgeef9z8wjzoKEhODjkY2Y4tJmJkdbmZNQ19famYvmtmgyIcm4h12mL+/IJwSwSIijdnatXD22X6D7mHD1AtWx4XTE3aZc26tmY0E9gUeBf4d2bBENurSxZe5+egjePTRoKMREanDLrwQli3zS8zbtAk6GtmCcJKwstD9WODfofIUcZELSeSvJk4EM3jmGb8Dh4iIVPHRR3DffXDwwf6v1+bNg45ItiCcJGyRmf0HOAJ408ziw3ydSI1JS/Nzw956i7Cr6IuINBr5+TBhgt+ce+xYDUPWE+EkU0fga33t55xbDaQDmp0jte788/39cm3zLiLyZxddBIsWwYkn+qXlUi9sMQlzzhUAy4GRoadKgbmRDEqkOklJfkhy3rygIxERqUOeew7uuQcOOshXulYvWL0RzurIK4CLgP8LPRUL/C+SQYlUJyoKRo6E117zdQhFRBq91ath8mSfeI0frwSsnglnOPJg4EAgH8A5txhoGsmgRDbl73/3ydjf/64J+iIi3Huvnw927LHQr1/Q0chWCicJK3bOOcABmFmTyIYksmmdOsGkSfD553DjjUFHIyISoPx8+Pe//RBk585BRyPbIJwk7NnQ6shUMzsZeB/4b2TDEtm0ivI3Dz7od+cQEWmULrkEFi70hRRbtw46GtkGm03CzMyAZ4DngReAnsDlzrm7aiE2kWpFR8ORR8Kvv8KddwYdjYhIAObM8ZPxx4yB7t39PpFS78Rs7qBzzpnZy865wcB7tRSTyBYdfDA8+6z/Q7B7d2iiQXIRaUwuvRRiY1UTrJ4LZzjyKzMbGvFIRLZCcrIfjkxKghNOgJyczf49ISLScCxc6Dfp3msvSEkJOhrZDuEkYbsDX5rZr2Y208x+MLOZkQ5MZEtatfKT83Nz4ZJL+ml+mIg0Dpdd5udljB6tXrB6LpwkbAzQFdgDGAccELoXCdzAgX615C+/pPCPfwQdjYhIhM2YAY884guzaoPuei+cJMxt4iZSJ0yZAh07ruX22/0QpYhIg3XHHRAfD/vso16wBiCcJOwN4PXQ/QfAb8BbkQxKZGtER8P//d9MUlPhnHP8Jt8iIg3O99/Do4/6FZFJSUFHIzUgnL0j+znn+ofuuwPDgM8iH5pI+FJSSvjPf3ztwuuug/Xrg45IRKQGOQcXXuiXgo8Zo16wBiKcnrA/cc59B2i1pNQ57dvDxInwxRcwbBisXBl0RCIiNeTJJ+H99+GII9QL1oBscV2/mZ1b6WEUMBhYEbGIRLbDWWdBs2Zw111+9fabb0K7dkFHJSKyHfLy/A+3Pn1gt93UC9aAhNMT1rTSLR4/P2x8JIMS2R6TJsHkyTB7NvTsCQ89FHREIiLb4corYdUqOOoo6Ns36GikBm2xJ8w5d1XF12YWBSQ75wojGpXIdjrjDOjXz/eInXgivP66781PSAg6MhGRrfDJJ3D77XDAAZCREXQ0UsO22BNmZk+aWTMzawL8BMwxswsiH5rI9hk1yideY8fCSy/BkCGwfHnQUYmIhGntWr9Rbvv2MH68hiEboHCGI3s75/KAg4A3gU7AhEgGJVJTYmPhqqvg7LNh7lzfk//110FHJSIShhtvhKVL4ZRTIC0t6GgkAsJJwmLNLBafhL3inCtBxVqlnpkwAW66CUpLYY89fM+YiEid5Rzcey/07++HITUU2SCFk4T9B8gGmgCfmFlnIC+SQYlEwsiRfpJ+TIzf9Hvq1KAjEhHZhM8/h9WrYdAgDUM2YOEUa73TOdfeObe/8/7Ab+otUu907Ah33umLup59NpSVBR2RiEgVy5f7vSHbt4fhw4OORiJoi6sjAcxsLNAHqLy27OqIRCQSYX37wqGHwtNPw+67w9tvq/ahiNQRpaVw7LF+Uv4FF0ByctARSQSFszryPuBI4CzAgMOBzhGOSySizjvPzxP79FNfymLJkqAjEhHBzwN7/304+WTfE6ahyAYtnDlhuzjnJgKrQjXDRgAdIxuWSGSZ+eHI886D+fNh7739EKWISGAWL4brr4du3fwwpBKwBi+cJKxiK+QCM2sHlABdIheSSO05+mhf2PWnn/x+k8uWBR2RiDRKzvlhyLw8X2F6hx2CjkhqQThJ2OtmlgrcDHyHXyn5dARjEqlVEyb4XrF582DoUMjODjoiEWl0HnwQsrLg+OOhQwdt79FIhLM68hrn3Grn3Av4uWA7Oucui3xoIrXnuOPgH/+AFStg5539XDERkVoxdSqcfjoMHOh/AGkYstEIZ2J+kpldZmb/dc4VAa3M7IBaiE2kVo0d6wtUO+dXTV6t9b8iEmmrVvktidLTYcoU6NMn6IikFoUzHPkwUISfkA+wELg2YhGJBGjkSPjvf/2KySuugLPOCjoiEWnQzj3X1wU76yyVo2iEwknCujrnbsJPyMc5tx5fqkKkQWrfHu67zxeqvvtuv1K8pCToqESkwZk5Ex59FPbfHzp31jBkIxROElZsZomE9os0s674njGRBismBu64w0/PeOAB6NHD7yIiIlIj8vP9HIi0NNhvPyVgjVQ4SdgVwNtARzN7AvgAuDCiUYnUAYmJcNdd8Pe/+1Xjo0f7chbqFROR7XbTTbBwoZ+Q37Rp0NFIQMJZHfkecAhwPPAUMMQ5lxXZsETqBjNfuueJJ2DwYF/MevRoKC8POjIRqbd++w1uuQVGjICePdUL1ohtMgkzs0EVN3xpiiXAYqBT6DmRRqNlS5+AHX44fPkl7LEHFBcHHZWI1DtlZTBxIkRFwVFHKQFr5Da3gfdU4EdgRehx5cn4DtgjUkGJ1FUXXgjR0X7z71128Vu8paYGHZWI1Bu33OInmJ59ti9LIY3a5pKw84BD8dsWPQ285JxbVytRidRRZnD++T7xeuABX2H/5ZdV2kdEwjBnjq99s+uufn6DesEavU0ORzrn/uWcGwmcid+w+wMze9bMBtRWcCJ11Ukn+Qn7y5f7PSdvuMEXeRURqVZpqS/GGh3thyF79w46IqkDwpmY/zvwCvAuMAzoEemgROqDI4+Ef/8bMjLgkkt8r9js2UFHJSJ10uWXwyefwAknaA6DbLC5ifk7mNklZvY1cBUwA79v5LO1Fp1IHdezJzz8sN9zd84cX2n/+ON9CSAREQDefdd3l++3HwwfrmFI2WBzPWHzgCPwNcK+BDoBp5vZuWZ2bm0EJ1IfREfDmWf6OWK77uoLYHftCo89piFKkUZv2TI4+mjYYQc44gglYPInm0vCrgZeAsqBZKBplZuIVNKtG9x2G1x6KcTFwaRJsNtuviSQiDRCzvl9z9atg9NOg9jYoCOSOmaTqyOdc1fWYhwiDcZBB8EBB8Cdd8KLL/o/fE88EW691VfhF5FG4rbb4LXX/EqeNm3UCyZ/Ec62RdvMzPYzszlmNs/MLt7MeUPNrMzMDotkPCK1JSYGzj3XD03utJOfwN+tm0/KRKQR+PRTX1hw5EgYNUoJmFQrYkmYmUUD9wBjgN7A0Wb2lzW5ofP+CbwTqVhEgtK1q0/ALr7Y1xg79FDIzITffw86MhGJmJUrfZd4u3a+Or7KUcgmRLInbBgwzzn3m3OuGF/wdXw1550FvAAsj2AsIoE67DB47jlf1uLrr/2qymOOgZycoCMTkRpVXu6XSOflwVlnaXNu2azNVcwHwMwudc5dG/o63jlXFOa12wMLKj1eCAyvcu32wMH4LZCGbiaGKcAUgLZt25KVlUV2djZZWVlhhrJ18vNhyRLIzY3I5WtUTk42c+ZkBR1G4OpLOxx4IPTpE88bb2TwzDNteO21Uk455VfGjl2K2ZZfH45I/t+oT9QOntrBq612aP3ee/R64w3mHX44CxMSfFI2Z07E3zdc2Tk5ZNWheIKUnZtLFgS6EfAmkzAzuxD4FDgMuDb09JdAuJt3V/crpeqC/duBi5xzZbaZ30DOufuB+wGGDBniMjMzycrKIjMzM8xQts7y5fDdd37T5rpuzpwsevbMDDqMwNWndujZE/bf35cOeuSRWG69dUfefXdHHn0UBg7c/utH8v9GfaJ28NQOXq20w4IFfhhyxx3pNnYs3fr2jez7bYOsOXPI7Nkz6DDqhKyyMjK7dvUbAQdkc8ORc4DDgR3M7FMzux9obmbh/ustxG93VKEDsLjKOUOAp80sG5/s3WtmB4V5fZF6bZ994H//8yvYf/8dBg2CvfeGhQuDjkxEtsnFF0Nhod+eqA4mYFL3bC4JWwVcgi/amgncGXr+YjP7Ioxrfwt0N7MuZhYHHAW8WvkE51wX51yGcy4DeB443Tn38lZ9ApF6LCoKTjnFJ2MHHeR3NenZE6680m81JyL1xNtvw5NP+v/I9WEYReqEzSVh+wFvAF2B2/AT7fOdc5Odc1vsu3POleI3/34HmA0865z70cxONbNTtz90kYajQwdf5PVf/4JOneCqq3wy9uKLqrovUuetXg3HHgudO/vubJWjkDBtrljrJQBmNgP4HzAQaGlmnwGrnHPjtnRx59ybwJtVnrtvE+ceH37YIg3T8OEwbJjvGXvuOV/SYpddfL3H9PSgoxORal19NaxaBeedB2lpQUcj9Ug4JSrecc59G5ocv9A5NxKYHOG4RBotM5gwAZ5/Hg45BL74wpcbOuEEzRcTqXPeew9uv91vzt2pk+8NEwnTFpMw59yFlR4eH3puZaQCEhEvLg4uuQSuvx6GDt24MfiJJ8KaNUFHJyKUl/tirB07+mKAGoaUrbRVxVqdczMiFYiIVG+fffwf2jff7FdQPvKI/2P72muhpCTo6EQasYcegqVL/WT8uLigo5F6KKJ7R4pIzRk9Gu6+G664widhl13me8b+859Aaw2KNE7ffQdnnun/Mho8WL1gsk2UhInUM2PHwoMPwjnnQGwsnHqqT8oeeQTKyoKOTqQRWLXKb3/RrBmcdBL06RN0RFJPKQkTqYfM4Ljj4Jln4IILID4eJk+Gfv1g+vSUoMMTabjKy/0qmaVL4eyztTekbBclYSL1mJnfFPy553yP2PLl8Pe/D2TPPevUdnUiDcfll8PLL/u/ejp31jCkbBclYSINQFSUHxV57jnYd99svvjC/2445BBYXHWzMBHZNq+9Bjfc4AuyjhqlBEy2m5IwkQakWTOYODGbW27xqypffRV69PBDloWFQUcnUo998w0ccQR07+67n3v3DjoiaQCUhIk0QDvvDNddBzfe6H9n3HKL30/45Ze1DZLIVpszB/bd11fD/9vfYMCAoCOSBkJJmEgDtvvu8MADfiX92rVw8MF+Rf377wcdmUg9kZcHhx/uJ+RfcIHvbhapIUrCRBqB44+Hl17yc4kXLPBTWgYPhqeeUsFXkU0qKfFDkD/95GvCtGypeWBSo5SEiTQS8fFwxhnwwgtw1FF+wv4xx/jfKY89BuvXBx2hSB3iHJx1Frzzjl963L27EjCpcUrCRBqZ5GQ4/3zfM3bWWVBQAJMm+e3vrroKfv896AhF6oBbbvHbURx2mJ9kqQRMIkBJmEgjFRvrk6+XXoKLLoLWreHKK2GHHWDHHeFf//L1KEUaneeegwsvhMxMGDdOCZhEjJIwkUYuJsbPO37sMf/H/7HH+u2Pzj0XOnTwnQCvvqr9KaWRmDkTJk70WxFV3ItESEzQAYhI3ZGZ6W/gV1B+8YW/jR8P7dv7OpUTJgQZoUgE5eTAnnv6rYhOPRX69w86ImnglISJSLX22svf1q719cWee853DAwf7gvAijQ4l18OK1fCFVdAamrQ0UgjoOFIEdmspk1979fll/u9Knv18tX433pL5S2kAbn2Wrj3Xl9Mr1s3zQOTWqEkTETCMmQI3HyzLxz++eew//6Qnu73rPzjj6CjE9kO99wDl13mhyIPOkgJmNQaDUeKSNgq5owtWACffOK303v4YXjkEdhtNzjvPN9LFhcXcKAi4XrqKV+rZZddfJevJuJLLVISJiJbrWNHv4ry2GPh44/hww9979i4cb4O2Z57+hWXY8b43jKROum113zi1b+/79Lt2zfoiKSRURImIttl9Gh/W70a3ngDvvsOsrLglVcgOtp3MPztbz5Bi48POlqRkKws/5dCt25+KwmthJQAKAkTkRqRmrqxd2zNGvj0U5g61Ze4OPxwv+/xYYf5rZJ23x2iNCNVgvLuu3DggdC2LZx9tt/VXiQASsJEpMalpMABB/jb+vV+1Ofzz+GJJ+Chh3zNsYkT/cbiKnchter11+HQQ6FTJz+JUT1gEiD9LSoiEZWYCEccAXfc4avyn3aanyf2z39Cz56w007+WG5u0JFKg/fKK74ERZcuPgEbMkRj5BIoJWEiUmu6doUTT/QrKu+4A4480g9dnnMOtGvnqwO89x6UlwcdqTQ0rd95x/eAde/uE7ChQ33hO5EAaThSRAIxYoS/lZX5xOuDD/xUnVde8cOVRx4JRx8Ngwfrd6VsB+fg5pvpdeONfu7XaafBwIFBRyUCqCdMRAIWHQ377ecLwT75JJx+OjRv7nvKhg71vWfXXgvZ2UFHKvVOeTlceCFcdBHLhw6FM89UAiZ1ipIwEakzOnaEE07wk/fvuQcmT/Zzyi67zE/jGTgQHnjA77MsslklJf4b6JZb4IAD+OmYYzQJX+ocJWEiUicNGeLLNz32GNx2my9zsXIlnHwytG4No0bB229r/0qpxurVMHas/+Y59li/MqRVq6CjEvkLzQkTkTpv1Ch/Kyvzide33/o6ZGPG+A3Gx4zxSdrYsb7nTBqxP/7w3wg//+yHH4cP93tBzpkTdGQif6EkTETqjeho//t17Fg/JPnWWzBtmr9/9llo0sRvmfS3v6kYbKP0xRe+CGtREfzjH34lpDbjljpMSZiI1EvNm8Nxx/nbihV+F5qvv/b3r74K7dsP5W9/86ssO3cOOlqJuBdf9MtpW7aEiy+GNm2UgEmdp78VRaTea9nSD0fecgs8/7yvxB8TU8ZFF0FGhp9f9tRTvoNEGqDbbvN7YnXrBpdeqgRM6g31hIlIg5Ke7qcC7b33dyxdmslXX8HHH/s9K1u39qUwJkwIOkqpEWVlcNFFcOutftLgpEl+CwaRekI9YSLSYI0e7X9Hv/ginHsuxMX5PSsHDPDPFRcHHaFsszVr/BZEt94K48b5rRiUgEk9oyRMRBq8hATfE/bUU/5+0SK/g03Llj4p+/bboCOUrfLbbzBsGLz5JkyZ4sei+/QJOiqRraYkTEQajYQE3yP20ktwwQW+dudzz/nf5336wP33w9q1QUcpm/XRR34vq6VL/fyv3XaD3r2DjkpkmygJE5FGJzHRr5q8/XZ48EG/wrKgAE45Bdq29YXWf/456CjlL959Fw44wNciufJKPxFfE/ClHlMSJiKNWs+ecM45vkfsssv8tKInnvCdKyNGwOOPa1Vl4MrL4Zpr/CajrVv7bsyRI5WASb2nJExEBDCD8ePhzjt9xYODDvJTjyZOhA4d4JJLIC8v6CgbodxcX4D18sth9919EdaRI1WNVxoEfReLiFQxYoT/Xf/KK351Zdu2cMMN0L6932B82bKgI2wkvvnGT9Z75x0/Af/44/3SVpEGQkmYiMgmxMb6hXcPPwxXXeWHKB95xFfgP+II31MmEeAc/OtfsMsu/uurrtIEfGmQlISJiIRh7Fi491745z99T9lLL0GPHn6kbMaMoKNrQFau9GPB557rN9+++mro1Enzv6RBUsV8EZGtsMce/vbll/Daa37B3muv+aoJ//ynP2YWdJT11Lff+qx25Uo46SRfBV+9X9KAqSdMRGQbjBgB118P99wDRx0F2dmw117QvbsfsiwoCDrCeqS83G/8OWKEH3688kq/3YESMGnglISJiGyHAQPg/PP9xuGTJ0Nhob9v3hzOOssv7pPNWLDAdx9ecIFPwq6+2k+60/CjNAJKwkREakDTpnDGGfDCC76cRcuWcPfd0KoVZGb6BX7OBR1lHfPMM3714zff+F3Xp0zx47pKwKSR0JwwEZEaFBMDhxzi55a/9ZbPLz7/3NcZ7dDB95KddJKfa95oFRXBxRf7LQt69fJbFTRvruRLGp2I9oSZ2X5mNsfM5pnZxdUcP9bMZoZuX5jZTpGMR0SktkRF+RWVV13lO3xOOQVSU+Haa2GHHfwI3AcfQGlp0JHWsi+/9L1dt98Oe+/tC7Gp+r00UhFLwswsGrgHGAP0Bo42s6qzLH8HRjvn+gPXAPdHKh4RkaA0bw4nn+wn7N92G4wZA1995Sfyp6X5fSzfew9KSoKONILWrYOzz4Zdd4UVK3xP2MSJ0Ldv0JGJBCaSw5HDgHnOud8AzOxpYDzwU8UJzrkvKp3/FdAhgvGIiARut9387cQT4cMPYeZMX+Li2Wf9vLI994Sjj/aJWtOmQUdbQ95911e7X7IExo3zZSgSEtT7JY1eJJOw9sCCSo8XAsM3c/6JwFsRjEdEpM7o2BEmTfJfZ2fDZ5/B9Onw0Ufw8ssQF+drlZ56qs9ZkpMDDHZbLV3qi64+9ZRf8Xj11dCli5IvkRBzEVquY2aHA/s6504KPZ4ADHPOnVXNubsD9wIjnXM51RyfAkwBaNu27eAnn3yS7OxsMjIyIhJ7fr7/gy0pKSKXr1E5Odk0b54RdBiBUztspLbw6ms7FBTAzJkp/PBDS6ZPb8nq1fEkJJQybFgO++23nMGDc4mLC//ndiR/Vm5SWRntX32VLg88QFRxMfP33Zf5u+9OeXo6xMfXbiwh2Tk5ZDRvHsh71yVqh42yV6wgIz3d/0UUQbvvvvs059yQ6o5FsidsIVD5k3UAFlc9ycz6Aw8AY6pLwACcc/cTmi82ZMgQl5mZSVZWFpmZmTUeNMDy5fDdd36JeV03Z04WPXtmBh1G4NQOG6ktvPrcDgMH+vuCAj+S98UXMXzzTWs++aQ1TZrAYYfBaafBsGFbrs4fyZ+V1fr4Y7jwQv9DdNAgOPZYMlq1IiPg3q+sOXPI7Nkz0BjqArXDRlllZWR27er3KA1IJJOwb4HuZtYFWAQcBRxT+QQz6wS8CExwzv0SwVhEROqdpCRf6uKgg/xc9g8+8IsLn3wSHn0U2rf3c9uPOgr69Qt4u6TsbF9w9fnnoXVr+PvffTapqvcimxSxJMw5V2pmZwLvANHAQ865H83s1NDx+4DLgebAveZ/epRuqstORKQxa9nSJ1tHHeU7maZO9Sss//lPuOEGaNcODj4YDj3UT/yPqa0qkKtX+/2b7rjD1+U49li/uiA2VnO/RLYgov9NnXNvAm9Wee6+Sl+fBJwUyRhERBqaQYP8bcoUn4h9/72f1H///X4vy5QUv/ry5JMjGERREdx1F1xzDaxd6+ttjBvna24o+RIJiyrmi4jUYzvv7G8Ac+f64covvvC1UG+7DTp1GsLEiXD44TU0ZOmc35vp7LNh8WIYOtR3v7Vvr+RLZCspCRMRaSC6d/e3iRN9Mvb11/DVV6Vcf72v1J+R4YczJ0zYxqlaWVl+Y8wvv/Rl/y+9FHr2VPIlso2UhImINEAjRvjbnDnTWbUqk6lT4dtv/RyyG2+Erl3h5pv9pP8t9o59+SVcdplfGdCypV+aOXw47LhjLU4+E2l49L9HRKSBqzxkOXWqH6588UW/0XiXLn7bpClT/Nd/MnOm7+167TU/1+vEE/1y/rg49X6J1AAlYSIijciQIf523HHwxBMwbZrvEbvpJv/8lClwaL9fSL39Snj6aWjSxI9fjhqlrYZEapiSMBGRRig9Hc4K7V/y+ed+H8t1X8ykyUnX05TnKIhK5Nchx9PhqN1Ia6VyEyKRoCRMRKQxc459kz5j4upbSVn5KsWxSbzZ4kQuXXcxM7/dgbjp5ezcey2nHp7DkfusIioq6IBFGg4lYSIijVFZGakfvUibx26iyU9TKW3SjNy9j2TtkN3pm5DEYx1W8cGXP/PZj2l8/EM6x1yawlk3l3D4nquYNC6X4X3zg63QL9IAKAkTEWlMSktIe/852j58PYm//khxqw4sP+RUCnoPwcXFU9jFDzvGAWNG5TNmVD7rixby1FvpfDUnlYdebcF9L7aifYsiTjo4h8P3WkWfroXBfiaRekpJmIhIIxCVv5YWrzxIm0f/SWzOUoradGLpMX9nfY8BEBW1IfmqTmI8nHBQLieQy89zo/j0h1Q+mN6Cq/7bjqv+246MNoUcMCqPvYblscfQtTRtUl57H0ykHlMSJiLSgCWszqXtfZfT+qk7iM7Po6B7f1aMO56ijF5bTL6qs2P3cnbsnsvJh+TyzfRYvpmTytS5Kfz3pRbc/Wwr4mLL2bVfHseNXc1he66iWbISMpFNURImItLQOEeTWV/T8tm7Gfju01h5Ofn9d2H1LvtR0jZjqxOvTRk2oIRhA1YAK8ieb8yY14Sv56Ty9ZxUTrwmlVOu78zOffI44aBVHLLHKlKUkIn8iZIwEZEGwkqKSc16mVZP3U7yzC8pS0jit+GjiRs2lrL0VjWWfFUno5Mjo9M6xu+xjqKihXz4dRO++jmVT2alccLVGZx2Qyf2HrqKs47JYfcha4nVbx8RJWEiIvVd7NL5tHjlIVo9fScxa1dR3KItyw+eQkHvIfwQu54du+5aq/HEx2+c1F9Suoj3v0jio5nNyfounde/aE6zJqWM3WU1h++zhr2H55GcpB4yaZyUhImI1EelJaR89iYtXnmAlM/exFw56/oMY+2wPSnsvOOG+V6luXMCDTM2BsaMKmDMqAKWrVjIB98246uf03jts1Seeq8FifFl7D9iFUfut4a9h68ltWlZoPGK1CYlYSIi9UjMyiW0fP7ftHruXmLW5FCa0pxVex3Gun4jKEttEdEhx+3VuqXjmP3XcMz+a8hbCx9+05RPZqXz1pdpvJDVgphox7Bea7n4hOWMHblGhWGlwVMSJiJS15WXk/zdJ7R4+b+kv/cMlJeT32c4a8efSGGX3hAdXaeTr+o0awoH7bmWg/Zcy9JlfzBtdhO++SWVj2amc+C53ejafj33/2M+mUPWKRmTBktJmIhIHRW7dAHN33iMli/+h7hlCyhLbMLqkQewdtBoytJa1rvEa1PatIaxrfMZm5nPuWuX8MRb6Tz0bgf2PL0n6U1L2GtYHuNG5zFmlzU0T9VwpTQcSsJEROqQ6DW5pH34AmnvPEXTaVmYcxR0609u5sEUdu//p6r2DVFK03JOP2Il+++SywdTU5n+WzPe/boZz37QnChz9N0hn2PGrOaA3dbQe4dCbZ0k9ZqSMBGRgEWvySU162XS3nuGZt98gJWXUdS6I7l7H0l+32GUpTacXq9wZXQo58QOuUAu69bBF9OT+PaXFL6dm8LFd3fg4rs70KZ5MYfvtYpD91jNyAHriI4OOmqRraMkTEQkAFZYQOrHr5L+9hOkfPEWVlZGcYt2rNr9YAp6DKCkTSdcdAxFnXsEHWrgkpNhn5EF7DOyAFjCt9Nj+XZuCtPmpvDv51ty1zOtaZFSwrFjcjjxoBz6ddNellI/KAkTEaklVlxEs6/fI+29Z0n98AWiCwsoSWvJ6lEHUtBzEMVtO4NZo+v12lpDB5QwdMBKYCU/zYni659T+PiH5tz5TGvueLoNo3Zaw5TDctlvhOaQSd2mJExEJJLKy2ky80uav/k46e88RXR+HmVJyawbsBvr+gyjuGO3bdrDUbzePcvp3XMVk8evYvqsaN74phVvT2vBcZd1Icocg3uu44yjVtK0VULQoYr8hZIwEZEIiP/jF5q/9jDN33icuBWLKI9LYF3/EeT3GU5h554QE6PEq4YN6FvGgL5LOPvIJXz+vZ9DljUzneOv7IJZZ0btlMfRY9YwZtc1dGpTEnS4IkrCRERqihUWkPLZG6S/9yxpHzyPsygKdhzIqt0PZn33/rj4RCVetSC5Cew7soB9RxZwYckSsr5O4s1Zjlk/d+XUG1IB6NW5gAkHrOLwvVbRrWNRsAFLo6UkTERke5SW0Oyr90h/5ylSP3qR6MICSpuls3rX/VkzYgzlzVKVeAUoLtZP6m/Xew49m63n82kJTJubwpc/p3LJPe255J729M4o4Jgxq8gcvJbBvQpIiHdBhy2NhJIwEZGtZIXrafbtB6R88ipp7z1LzLo1lCU1Zd3AUazrPVTzvOqo2BjIHF5I5vBCSkuXMe2HWL78OY3Pf0zj0n+3ByAmupyduuUzefwqjtonVxP7JaKUhImIhCFm1Qqaff4maR88T7Ov3yequJCy+ETy+w5nXd+dKdI8r3olJgaGDyxh+MDl/K18OTN+jGH2gibMXZzM5z+lcuZNnTjzpk5ktClk9JB1ZA5exy7919G9U5EKxEqNURImIlKd0lKSfp5Gs28/pNmX75D8/SeYc5Q0b0PesD0p6N6foo7dISZWiVc9FxUFA/uVMrDfGmAN5eWLeD0rmTmLmjBnUTIvfZjKo6+3ACAluZRd+q9j5IB8BvQoYEjvAlqllwb7AaTeUhImIgJQXk7iLzNoOi2LplM/pOm3HxFdmA9AUfsdyN3rCAq79lUtr0YgKgoO3GMdsA5YRk4OzJybwC+LmvDLomR+mJvMW1+kbji/TXoxg3sXMKxPAbv0X8fO/fJJTioPKnypR5SEiUjj5BwJv88m+buPSfnyHZpO/Yjo/DwAilt1YN2gUazP2JGiDl0pT06huE0nyhObBBy0BKF5c9i9eSG7UwjkUFoKP8+N4rclScxd0oTsZYnMmpvEm5+n4Jwfq2zXooid++Wzc78Cdu6Xz9De+ZrwL3+hJExEGo3YZQtJnvE5qVkv0+zLd4hZuwqA4uZtWNdvZwo796SoQzfKUtIB1Nsl1YqJgb69yunbq6K3DErLYM4vUfw4P5nfliaRvTyJz6c34cWP/PdSTHQ5fboUcGBmHofsvpp+3dZrr0tREiYiDVNUaQlJs6eR9OM3NJn1Nc2+eZ+45YsAKI+LJ7/PcAp26ENRx66UpbXSEKNsl5ho6NOrnD698gDfo1pUBLPnxvDT/CbMWZjMT/OTue7BtlzzQDviYsvp3zWfI/ddzehB6+jbdT2JCeopa2yUhIlI/VdeTvyCeST9/B1NZn1Fk1lfM2D2NKJLfVX00qapFGbsyJqd96Wo/Q6UtGoP0VrJKJEVHw8D+pYyoK+f8A/w/awYvp/XjN+XJfH9r0254I6OACQllDFxbA7D+hQwuFcBvbusJ0a/oRs8/ROLSL1iRYUk/jqLpDnfk/jLDJLmfE/SnO+JKloP+F6uwk49+HVEJs069qWkTSdKU5qrp0vqhIF9SxnYNxfIBeDr72OZ/lszPv8pjYdeacF9L0QBkBhfxqCe+ewxbB277pTPzv3WkZKsyf4NjZIwEambnCMmZ5lPtub9QOK8H0j6+TsS/piDlfsCmmUJSRS360LesD0pat2RkpbtN/RyzUiJom96z4A/hMjm+VplOZxyaA7LVsCc3+P5dUkTflnUhJ8W+OHL8tBk/9ZpxfTvvp7+PdbTu0shvboU0nuH9UrO6jElYSISuJhVK0j49UcSf/uRhN/8feIvM4hZt2bDOSWpLShqvwOr9jiE4tYdKWnRjtK0lpuuTJ87pxY/gcj2a90SWrcsYhRFVPSULV8ZxcffJfPH8kTmr0jkt4WJfPxdU4pLoza8rmOrIob0KWBQzwKG9c1np+7rad1ctcvqAyVhIlJrYnKXk/jrLBKyfybh99kk/jrLJ1uhVYoAZYnJFLftRH6/nSlu2Z6Slu0oadVhQ3kIDSlKY9KqRTmH77Nxsr9zsGIlzP0jnvkrEliwMpHflyby7awkXvoobcPrmjcroW+39QzpXUD/buvp3309vboUBvQpZFOUhIlIjbLiIuIX/Ub8H7+QMP8X4uf7+8S5P/w52UpIorhNJ/L7DKW4RTtKW7SlpEUbypqmaf6WyCaYQauW0KplEbtSRMWE/9IymP1LNL8uTmT+iiSylyXy+7JE7nqmFcUlvtcsOsrRvnUX9hhSRo9ORXRqU0xG2yIy2hXTrmWJtmMKgJIwEdlqUQXriF8wzydbi34jbtFvJMyfS8JvPxKbsxRzG5falyanUNy646aTrYwd0U9/ke0TEw39epXRr1LtMoCVufDTvHiyl/nE7IdF8GpWC3LXxv7p9YlxZXRuW0SPzsX03mE9/butp3unIjq3LaZFaqn+i0aIkjAR2aLovFU0+eEr2jx2Ewm/ziJ29co/HS9Lakpxy3YUdu7J2oGjKE1tQWl6K0rTW2sYUSRALdJh1LCKeWarmJU7hx0SevLHgiiWr47ztzXxLFkVz5LceGb+Es8bn6VQVr4x60qMK6NLuyL69yhkh/a+B61Tm2K6dyoio22RSmlsBzWdSGPnHDGrVhC3bAFxS+cTG7qPWzqf+CV/ED9/7p+GEfOG7UVeeitK0lpRmtKcsrSWGxOtzj0gSmXAReqypCTo1bOcXhQCf54nVl4OS5cZs7MTWLYqjpV58SxfE8fClQl8PLUJz72f9qcELTamnA4ti2nfuoRuHYsY0quAgT0L6NWlkLRmZbX8yeofJWEiDZlzRK9dTdzibJ9kLV/ok6xlC4hbtpD4hfOIyV1OVKioaYXy2DhK01pRktaS/L7DKElvTUnzNhS1y8AlNVWvlkgDFRUF7do62rVdD6z/07GiIli4CHLzYlm2Oo7FuQkszk1g+eo4Vq2N5eWPUnjktRYbzm/fooideq5n0I7rGbRjAYN75dOxteaeVaYkTKS+Ki8nJnc5cSsWEbt8EbErFhG3fBGp86bRsvA64hfOIzZn2YYiphVcdAwlqS0oTW1BUYdurOs9jLJmaZQ2S6c8uZm/b9JswzwtJVwiAn4HgK47QFdKgBIg/0/H8/Jgzm+x/LokicW5CcxbksTsXxN5+4uUDbXOmiSU0StjPYN7r2fXndax9/A82rRovOU0lISJ1DFWXERM7nJic5cRu3IJsSsWE7tysf965RJic5YSt3QBMWtWYmV/7u53UdGsb9oMS2tNccv2FHTrR1nTdEpT0ilrmkpZs3TKmjTzf+6iBEtEak6zZjB0QAlDB2zcpsk5+PmXKH5fmsjvyxNZsCKR7GWJPPFWGv95sSUAO3Yu4IwjVjJxbA7NGlnhWSVhIrXACgs2JlErlxC7cqlPsnKWErN6JTGrVxK7bAExeauILlj7l9c7M8qaplLaLJ2y5BTWd+1LadNU/1zTVMqbNKOsaRplySlMZzUDotK16lBEAmcWmn/WM5/KPWe5q+C72YlMm5fCh9Obc9bNnTjr5k5ktClkfOYajth7FSP65zf4H2FKwkS2gRUW+MRp1YoNSVTMqhXE5iwldvkiYlav8I9XLiV63WqiCwv+cg1nUb53qmmqX13YpjPru/alrEkzypo0ozypKWXJzShLTqUsOQWi/YT30pR0StNbbzK20tw5FGq7HhGpw9LTYK9d1rPXLus5/7ilPP9uM/5YkcSs7GTufb4ldzzdmnYtijhk91WMz8xjpx7raZnW8IYtlYRJo2YlxUTnrSJ67Wpi1q4iek0uMWtyiFmTQ3ReLrGrVhC9JoeYvFU+qcpdSvTa1UQVF1V7PRcd41cMNk2lrElTCjN6UpaYTFlyM8qbpFDWpCllySkbkqyKYcHilu0oT06pzY8uIlInREfBkftt3BVgzrwoPpmZyuez07nvxVbc/VwbAFqmFtOrSyGd25bQs3MhQ3oXMHrQWhLi3WauXrcpCZMGw4oKfQKVu4zY3OXE5C4nJi+X6LWriV67iticZRt7qFYtJ3pd3l8mrVfmzChLakpZcirlSU0oS2rK+q79KEtKpiwpmfLEZMoSkylPSKI8KZnypKa+VEPFhPaO3SAmdpPXFxGRv+rZrZye3XI5mVx++TWKWb834Y/lifyxPInFufH8/HtTHn+zOQDJiWUcuXcOR+yzmiG9CkhPqV9lMZSESZ1nxUXErlhM3LIFxC5f6GtYrVhMzOqVRK/JIW7pAvov+Z3Yok3vi1aW0MT3TiU388nUDn0pS2xCeWITn0TFJ1KekIiLT9qQYJUnJG3oqQI0x0pEpJb16FpOj65rgY1zZQsL4dffo/hpfjLvT2/BQ6+15MFXWwHQqXUhw/oUcPIhK9ln57/Or61rlIRJ5JWXE1Wwlpi1q4nKzyN6fT5R6/OJKlhHVGE+0evyiF63xvdirfZzrGJXLiU2Z4nvxVqf/5dL+qQqxfdUNU1l0aARpKW0pTzR91iVJSZT3qSZ76GKT/xzMqUVgSIi9VZCAvTpVU6fXnkcvm8eP/0SzZz5ScxbnMTcJU1456tmPP9hOsN753HD35aQOXhdnf37OaJJmJntB9wBRAMPOOdurHLcQsf3BwqA451z30UypnqptJTo/Dyi8/3wmRWtJ6pwPVGFBbT/9WvSspeCK/flClw5Vl4O5WWh+3KsvMzfu3IoK/P3Fc+Xlfn7iteXl2FlpVhpqb8vK4XQvZWWYqUl/uuSYqysxN+XFBMVurfiIqIK87HSEqKKCokqKtjk/KmqymPifGIVmjtV1KEbpUlNKU9KDk1g96v/SlOb4+ISNryusHMPZq2eR19NRhcRaXR69yijd4+NvWW5a6K45/nWvP51K/Y4tSdnHLyYu/+xJNggNyFiSZiZRQP3AHsDC4FvzexV59xPlU4bA3QP3YYD/w7d1zlJs6fR5sFrfRLiHLhycM4nOlUf40JJj7+vOG6hczYcKyvziUxpqb8PJTo+EfLJkRUXElVSvMm4etTgZ3QWBVFRuKhoXHQMREf7r6OiNnxNVOi5mBhcdEzoPH9fHhePS2wC6a1wUdGUx8bh4hJwsXGUxydQHp+Ii0ugPC4OYuL8+bHxoeHABFxsvAqEiojIdklPKeeyE5dw6sHLOODiftzzUjsWr0rgyeuy69wk/kj2hA0D5jnnfgMws6eB8UDlJGw88JhzzgFfmVmqmbV1zgWesjrnbxUPup25L7Frcijs2M0nKxAa4jKfOFgoidnw2CcTzqLAgNBrXJT5pMUM4qNwFoWLjvbHo6L989HRGxKi8thQohKfQHl8AkTHUB4Ti4uNw8XEMSemkO6xzcGiQq+x0Nf+HjP/dVTUX57HzCdYofcKu22ioylLTvXJVUKSjx+r2flS5Vv5H8WB29rXNFRqC0/t4KkdPLWD14jaoUVqGU9dMZsrH+zES1npJO6aTvuWxcTFlhMX4yilC2cetIZzdgkuxkgmYe2BBZUeL+SvvVzVndMe+FMSZmZTgCkAbdu2JSsri+zsbLKysmo6ZgDWr4fFi/2tQrO+Q1mfkMiPo/ffxKuCGXDOKV/D0qhtLW3ggLLQbSuUA3l/rXsVpJzyNZTkbXqlY2OitvDUDp7awVM7eI2xHc465lteyhpIfmECJaXRlJZFUVoWTV4hzF6+gqysPwKLLZJJWHVZSdX0O5xzcM7dD9wPMGTIEJeZmUlWVhaZmZnbHWTYTvTvtVPtvWNYar0d6ii1w0ZqC0/t4KkdPLWD11jbYWI1z9WFtgh/DGrrLQQ6VnrcAVi8DeeIiIiINDiRTMK+BbqbWRcziwOOAl6tcs6rwETzdgbW1IX5YCIiIiKRFrHhSOdcqZmdCbyDL1HxkHPuRzM7NXT8PuBNfHmKefgSFZMjFY+IiIhIXRLROmHOuTfxiVbl5+6r9LUDzohkDCIiIiJ1USSHI0VERERkE5SEiYiIiARASZiIiIhIAJSEiYiIiARASZiIiIhIAJSEiYiIiARASZiIiIhIAJSEiYiIiARASZiIiIhIAMwXra8/zGwF8AfQAlgZcDh1gdrBUztspLbw1A6e2sFTO3hqh41qqy06O+daVneg3iVhFcxsqnNuSNBxBE3t4KkdNlJbeGoHT+3gqR08tcNGdaEtNBwpIiIiEgAlYSIiIiIBqM9J2P1BB1BHqB08tcNGagtP7eCpHTy1g6d22Cjwtqi3c8JERERE6rP63BMmIiIiUm/V+STMzPYzszlmNs/MLq7m+I5m9qWZFZnZ+UHEWBvCaIdjzWxm6PaFme0URJyRFkY7jA+1wXQzm2pmI4OIM9K21A6VzhtqZmVmdlhtxldbwvh+yDSzNaHvh+lmdnkQcdaGcL4nQu0x3cx+NLOPazvG2hDG98QFlb4fZoX+f6QHEWskhdEOKWb2mpnNCH0/TA4izkgLox3SzOyl0O+Nb8ysb60G6JyrszcgGvgV2AGIA2YAvauc0woYClwHnB90zAG2wy5AWujrMcDXQccdUDsks3GYvT/wc9BxB9EOlc77EHgTOCzouAP6fsgEXg861jrSFqnAT0Cn0ONWQccdRDtUOX8c8GHQcQf0/XAJ8M/Q1y2BXCAu6NgDaIebgStCX+8IfFCbMdb1nrBhwDzn3G/OuWLgaWB85ROcc8udc98CJUEEWEvCaYcvnHOrQg+/AjrUcoy1IZx2WOdC/5uAJkBDnPS4xXYIOQt4AVhem8HVonDboTEIpy2OAV50zs0H/7OzlmOsDVv7PXE08FStRFa7wmkHBzQ1M8P/8ZoLlNZumBEXTjv0Bj4AcM79DGSYWevaCrCuJ2HtgQWVHi8MPdfYbG07nAi8FdGIghFWO5jZwWb2M/AGcEItxVabttgOZtYeOBi4rxbjqm3h/r8YERpyecvM+tROaLUunLboAaSZWZaZTTOzibUWXe0J+2elmSUB++H/UGlowmmHu4FewGLgB+Bs51x57YRXa8JphxnAIQBmNgzoTC12YtT1JMyqea4h9mxsSdjtYGa745OwiyIaUTDCagfn3EvOuR2Bg4BrIh1UAMJph9uBi5xzZZEPJzDhtMN3+C1DdgLuAl6OdFABCactYoDBwFhgX+AyM+sR6cBq2db8zhgHfO6cy41gPEEJpx32BaYD7YABwN1m1iyyYdW6cNrhRvwfJ9PxowffU4s9gjG19UbbaCHQsdLjDvisvbEJqx3MrD/wADDGOZdTS7HVpq36fnDOfWJmXc2shXOuIe2VFk47DAGe9iMNtAD2N7NS59zLtRJh7dhiOzjn8ip9/aaZ3dsAvx8gvO+JhcBK51w+kG9mnwA7Ab/UToi1Ymt+RhxFwxyKhPDaYTJwY2j6xjwz+x0/J+qb2gmxVoT7M2IyQGho9vfQrVbU9Z6wb4HuZtbFzOLw/2leDTimIGyxHcysE/AiMME515B+qFYWTjt0C/1HwswG4SdjNrSEdIvt4Jzr4pzLcM5lAM8DpzewBAzC+35oU+n7YRj+Z15D+36A8H5WvgLsZmYxoaG44cDsWo4z0sL6nWFmKcBofJs0ROG0w3xgT4DQHKiewG+1GmXkhfMzIjV0DOAk4JPKf7xFWp3uCXPOlZrZmcA7+FUODznnfjSzU0PH7zOzNsBUoBlQbmbn4Fc/1FojRlo47QBcDjQH7g39zil1DWyT1jDb4VBgopmVAOuBIytN1G8QwmyHBi/MdjgMOM3MSvHfD0c1tO8HCK8tnHOzzextYCZQDjzgnJsVXNQ1byv+bxwMvBvqFWxwwmyHa4BHzOwH/LDdRQ2thzjMdugFPGZmZfjVwyfWZoyqmC8iIiISgLo+HCkiIiLSICkJExEREQmAkjARERGRACgJExEREQmAkjARERGRACgJE5E6w8ycmT1e6XGMma0ws9dr8D3eNLPUrTi/Z2irn+lmNtvM7q+pWESkcavTdcJEpNHJB/qaWaJzbj2wN7Boay5gZjHOuU1uO+Kc238rY7oT+Jdz7pXQ9ftt5ev/wsyiG/iWUiISBvWEiUhd8xZ+f0OAo6m0tYyZDTOzL8zs+9B9z9Dzx5vZc2b2GvCumSWZ2bNmNtPMnjGzr81sSOjcbDNrYWYZoZ6t/5rZj2b2rpklVhNPW/z2JwA4534IXSfazG4xsx9C73NW6Pk9Q/H9YGYPmVl8pfe93Mw+Aw43s33M7Esz+y4Ue3KNt6SI1GlKwkSkrnkaOMrMEoD+wNeVjv0MjHLODcTvEnF9pWMjgEnOuT2A04FVzrn++MrggzfxXt2Be5xzfYDV+B0XqvoX8KGZvWVmf680lDkF6AIMDL3PE6GYH8Hv1NAPP9pwWqVrFTrnRgLvA5cCeznnBuF3/Th3880iIg2NkjARqVOcczOBDHwv2JtVDqcAz5nZLHxy1KfSsfecc7mhr0fikzlCW/PM3MTb/e6cmx76elrofavG8zB+a5PngEzgq1Dv1l7AfRVDn6H37hm6ZsX+rY8Coypd7pnQ/c5Ab+BzM5sOTAI6byJGEWmgNCdMROqiV4Fb8ElP80rPXwN85Jw72MwygKxKxyrvA2hhvk9Rpa/LgOqGI3HOLQYeAh4KJYB9Q+9Rdd+3Lb1vRYyGTxqPDjNOEWmA1BMmInXRQ8DVFfOvKklh40T94zfz+s+AIwDMrDewzZPpzWw/M4sNfd0GnxQuAt4FTjWzmNCxdPxwaYaZdQu9fALwcTWX/QrYteK80By2Htsao4jUT0rCRKTOcc4tdM7dUc2hm4AbzOxzIHozl7gXaGlmM4GL8MORa7YxnH2AWWY2A3gHuMA5txR4AJgPzAwdO8Y5VwhMxg+Z/gCUA/dV8/lW4JPIp0IxfgXsuI3xiUg9Zc5V7U0XEanfzCwaiHXOFZpZV+ADoIdzrjjg0ERENtCcMBFpiJKAj0LDiAacpgRMROoa9YSJiIiIBEBzwkREREQCoCRMREREJABKwkREREQCoCRMREREJABKwkREREQCoCRMREREJAD/D5+mbaACc+LPAAAAAElFTkSuQmCC\n", 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04fTTT8c5B8APP/xA9+7dGTBgAA888EDAkYtIZRHJuyOfAu4HntnC/v2BdqHHrsBDoWcREQAuu6wGv/5avufs0QPuvnvbx82ePZvHH3+c3XffndGjR/Pggw9y7rnncs011wBw4okn8s477zB8+HBGjRrFfffdx5AhQ7jkkkvKN2ARqbIiloQ5574ws4ytHDICeMb5PyUnm1mqmaU755ZGKqZwbNgAX38NvXpBo0ZBRiIiQWrevDm77747ACeccAL33nsvrVq14rbbbiM7O5s1a9bQuXNnBg8ezLp16xgyZAjgk7P3338/yNBFBKCwENas8Y/sbNi0CVatgoQECPVi06IFdO4cWIhB1glrCiwq8X5xaNu/kjAzOx04HSA9PZ1JkyZFLKi5c2tx2ml9uPLKX9h771URu86OmD9/fkTbHs3U9klBh1FhUlJS2LhxIwA33JBLjRo1yv0aodNvUWZmZug4f2B2djaFhYWcddZZfP755zRr1oybb76Z9evXs2HDhs2OzcrKoqio6O/34cjJySnze1zdvvclqe2Tgg4jEDvb9uQFC2g2YQJ1fvmF5EWLiCko2OrxS/bdl98vv3yHr7ezgkzCyrov25V1oHPuEeARgD59+rhIrrCemuqf69btQrQt5F4VV5cPl9o+NOgwKsysWbM2K9AaRLHWWrVqsWjRIn755RcGDBjAm2++ydChQ/n+++/JyMigsLCQt99+myOOOILmzZuTmprKjBkzGDhwIG+88QYxMTHbFXdiYiI9e/b81/bq9r0vSW0fGnQYgdjhtq9fD+efD88+CzEx0LMndO8O9epBcrLv/YqLg/h430NWuzbk5dG0fXuaBvi1DjIJWww0L/G+GfBXQLGIiGxml1124emnn+aMM86gXbt2nHXWWaxdu5auXbuSkZFB3759/z72ySefZPTo0SQnJzNs2LAAoxappq6/Hp55BvbZB4YN8/OJdtll65/Jza2Y2LYiyCTsLeBcM3sRPyF/fdDzwUREADIyMvi1jDsCxo0bx7hx4/61vXfv3syYMePv99ddd10kwxORkj75BO66C4YOhZNO2nbyFUUiloSZ2QvAUKC+mS0GrgXiAZxzDwPvAQcAc4FsYFSkYhEREZEq6rXX/FDjscdWqgQMInt35LHb2O+AcyJ1fREREakGli+Hxo393K9KRhXzRUREpHLatAm++QaaNIH69YOOZrspCRMREZHK6a67YOlS2HNPaNAg6Gi2m5IwERERqXymTYPrroO+faFTp6Cj2SFKwkRERKTyeeghKCqC0aOVhImISNnmz59Ply5dgg5DpOqYPBkeewx23x1q1Qo6mh2mJExEREQqj/nz4aCD/Byw44+vdGUpSgqyWKuISFS68cYbee6552jevDn169end+/e7L333px55plkZ2fTpk0bnnjiCerWrcv06dPL3P7DDz/8XUV/4MCBQTdJpOo47zzIyvLzwdLSgo5mpygJE5GoVeOyy6CMyvU7pUcPuPvuLe6eOnUqEyZMYNq0aRQUFNCrVy969+7NSSedxH333ceQIUO45ppruP7667n77ru3uH3UqFF/b7/kkkvKtw0i1dlnn8HgwdC0KWRkBB3NTtFwpIhICV999RUjRowgKSmJ2rVrM3z4cLKysli3bh1DhgwBYOTIkXzxxResX78+rO0nnnhiYO0RqVKmTfO9YE2bVuphyGLqCRORqJX7n/+QULt2hV7TL+ax8+cws3KIRkT+5hyMGQN160KfPkFHUy7UEyYiUsLAgQN5++23ycnJITMzk3fffZeaNWtSt25dvvzySwCeffZZhgwZQkpKSpnbU1NTSUlJ4auvvgLgueeeC6w9IlXGjTfCl1/CUUdBnTpBR1Mu1BMmIlJC3759Ofjgg+nevTstW7akT58+pKSk8PTTT/89Ab9169Y8+eSTAFvc/uSTT/49MX/YsGFBNkmk8luyBG64AYYM8WUpqsBQJCgJExH5l4svvpjrrruO7OxsBg8ezEUXXUSPHj2YPHnyv47d0vbevXszY8aMv99fd911kQxZpOrKy4Ojj4a4OBg+vNIWZi2LkjARkVJOP/10fv31V3Jychg5ciS9evUKOiSR6uvBB+Hrr/18sEaNgo6mXCkJExEp5fnnnw86BBEB2LgRbrvN93716VNlhiGLaWK+iIiIRKeLL4Zly/xk/CqWgIGSMBGJQuVRJqKyqE5tFdkuX3wBjzwCBx4IbdoEHU1EKAkTkaiSmJjI6tWrq0Vy4pxj9erVJCYmBh2KSPQZPx6SkuCQQ6pkLxhoTpiIRJlmzZqxePFiVq5cSU5OTpVPUBITE2nWrFnQYYhEl/nz4YUXoF8/qFEj6GgiRkmYiESV+Ph4WrVqBcCkSZPo2bNnwBGJSIWaMwf23hvM4OCDq2wvGGg4UkRERKJEbGYmHHkkrF0LY8dCw4ZBhxRRSsJEREQkeJs20WncOJg5E848E1q0qNK9YKAkTERERIK2YAHssQf1vv8eTjkFunev8gkYKAkTERGRIP34o0+6fvmFmaeeCoMGVYsEDJSEiYiISFCeeAIGDoTERLjxRlZ16VJtEjDQ3ZEiIiIShL/+8nO/OnSAM86A1FSIqV59Q0rCREREpGKtXu3LT8TGwgknwIABfvvs2cHGVcGqV8opIiIiwZo50xdhnTEDzj8fmjYNOqLAKAkTERGRyMvOhv/8B3r2hJUr4eqroWvXajUHrDQNR4qIiEjk5OfDgw/CDTfAmjV+6PGEE6BOnWqdgIGSMBEREYkE5+Dtt+Gqq+Dnn6FXLxgzBlq3rvbJVzElYSIiIlJ+Cgv94tv33gtTpkDz5nDxxdCtG3TqFHR0UUVJmIiIiOy8oiJ4/XU/72vKFD/h/pxzoG9ffxeker/+RUmYiIiI7JyZM+Gss+DLLyE93Sdf/fr5BbgbNAg6uqilJExERER2zJo18NBDcPPNEBf3T/IVE6OerzAoCRMREZHts26dT77uuMMnYn36wMiRvuq9kq+wKQkTERGR8CxZ4u9wfOcdyM2F3r3hggsgI0PJ1w5QEiYiIiJbt2ED3H8/3H67f33AAbDbbv7ORyVfO0xJmIiIiJRtyRJ45BH4738hM9Pf6XjooUq+yomSMBEREflHYSG8/76v9fXqq5CXB/37w/Dh0KKFkq9ypCRMREREvKlT4cQT4bff/CT7vff2jwYNlHxFgJIwERGR6sw5+OgjuOceeO89SEnxk+979PBlJ5R8RYySMBERkerqs89g3Dj49FPf83X88TBoENSsqeSrAigJExERqW7WrIHzz4fnnvPJ16mn+rsd4+OVfFUgJWEiIiLVSV4edO4My5bB0UfDvvtCQoKSrwAoCRMREaku1q2DY4/1CdgZZ8DAgUq+AqQkTEREpDqYNQsOPxx+/x1OOQV2310JWMCUhImIiFR169fDgAH+TsixY6FDByVgUSAm6ABEREQkwg480CdiF1ygBCyKKAkTERGpqnJz/dyvr7/2k/DbtlUCFkUimoSZ2X5mNtvM5prZ2DL2p5jZ22Y2w8xmmtmoSMYjIiJSbaxfD8cd59d+POQQ2H9/JWBRJmJzwswsFngA2AdYDEwxs7ecc7+WOOwc4Ffn3HAzawDMNrPnnHN5kYpLRESkyisqgt694c8/YeRIv/SQErCoE8mesH7AXOfcvFBS9SIwotQxDqhtZgbUAtYABRGMSUREpOqbPBn++MOvA6kELGpFMglrCiwq8X5xaFtJ9wO7AH8BPwNjnHNFEYxJRESkasvKgosv9gVY+/RRAhbFIlmiwsrY5kq9HwZMB/YE2gAfmdmXzrkNm53I7HTgdID09HQmTZpU7sEWmzu3FtCHJUt+YdKkVRG7zo6YP39+RNsezdT2SUGHEYjq3Hao3u1X2yft0GfjNm6k19lnk7x4MTNHj2ZlURHMnl2+AUbQ/NWrmVRR8RYW+ue84GZARTIJWww0L/G+Gb7Hq6RRwK3OOQfMNbM/gY7A9yUPcs49AjwC0KdPHzd06NBIxUxqqn9u2rQLEbzMDpk0aRKRbHs0U9uHBh1GIKpz26F6t19tH7r9H8zKgsGDYelSuOwyOnfpUul6wSbNns3QDh0q5mK5uf55t90q5npliORw5BSgnZm1MrME4BjgrVLHLAT2AjCzRkAHYF4EYxIREamaRo2CH3+E//s/qIQJWHUUsZ4w51yBmZ0LTARigSecczPN7MzQ/oeBG4GnzOxn/PDlZc656BoDFBERiXZPPgmvvALDh0OPHkrAKomILlvknHsPeK/UtodLvP4L2DeSMYiIiFRpCxbAeedB9+5w6KFKwCoRVcwXERGprFatgv3286+PPhq6dQs2HtkuSsJEREQqI+dgzBiYMwcuuQSaN9/2ZySqKAkTERGpjG67DZ5/Hg4/HNq00TBkJaQkTEREpLJ59VUYOxZ23x0OOkgJWCWlJExERKQy+f13OPlkaN/erwvZuXPQEckOUhImIiJSWTjn14OMiYHTT4devYKOSHaCkjAREZHK4pZb4Lvv4LjjoFGjoKORnaQkTEREpDJ47DG48koYOtQvtaN5YJWekjAREZFoN2UKnH8+dOqkeWBViJIwERGRaLZmjS/ImpICp54KXbsGHZGUEyVhIiIi0aqoyJeiWLPGL03UunXQEUk5iujakSIiIrKDMjPhsMPgo4/8c4sW0KxZ0FFJOVISJiIiEo0uvdQnYGeeqYn4VZSSMBERkWiTlwdPP+0r4u++uxKwKkpzwkRERKLNnDmQne3vglQCVmUpCRMREYkmzsENN0BsrEpRVHFKwrZgxgzfGywiIlKRGk2cCK+8AkcdBfXqBR2ORJCSsFIaNYLkZHj2WZgwIehoRESkWlm9mlaPPw6tWvnaYBqKrNKUhJWSng6vveZfb9gQbCwiIlKN5OfD/vuTsH49jBoFHToEHZFEmO6OLENCgn/+6Sf4+GOIi4P69SEpCWrU8PsTEnyPWfGxIiIiO2X8eJgyhdkjR7JLq1b+l49UafoOl6FOHf/84IP+sTUpKb52Xrt20KULDBkCgwb5ZE1ERCQsBQVw1VXQvDnLe/RgFw1DVgtKwsrQvDk8/jhs2uQn5y9Z4m9Wyc+H3Fz/s1JQADk5sH49rF4NU6fCW2/BuHFQsyYceqh/3bJl0K0REZGo9+mn8NdfcOGFfuhFqgUlYVvQpAk0aBD+8UVFMH06/Por/PADvPiiv7nlyithzJh/etdERET+5fHH/RBKhw4Qo+na1YW+0+UkJgZ69YITToC77oKbb4Y2beCaa/xyXzNnBh2hiIhEpbfegpdfhhEj/GRjqTaUhEXInnvCM8/A2Wf7Icvevf2cSxERkb+tWAEnn+znrqgkRbWjJCzCRo+Gq6+GtDQYOdKvx+pc0FGJiEjgiorg+OMhM9P/xd6wYdARSQVTElYBRozwxV+bNYPbb4e6dWHwYLj1VvjuOygsDDpCERGpcPfd5+sgjRzpJyI3bhx0RFLBNDG/gqSkwKOPwnPPwdKlfm3Wyy/3++LifE9Zw4Z+/lizZr5Ycrdu/nVa2vbdJCAiIlHuxx/9nZD9+vm6RhqGrJaUhFWgtDQ4/3z/uqjI94LNmuVLYGzc6B+zZsGXX/67Wn9KCpx0UmN69dKdliIilVpmJhx5pB8WGTlSi3RXY0rCAhITAwMG+EdJRUU+GZs92ydnGzb4n9fXXoP77uvI/ff7OmZt2vgllho39r3YLVtC69bQsaNurhERiWoXXADz5vnb5/VXdbWmJCzKxMT4Xq9+/TbffsIJ8NJLP7F2bTcWLfJDmrNmwbp1vmhsMTOfiO25p+/h7tvXJ2ixsRXaDBERKcvkyfDYY76id7t2Goas5pSEVRIpKTBkyJrN1nPNz/dJ2JIlPilbuRIWL/bJ2RNPwAMP+OPi4nxvWZ8+0LWr70lr1Qp69IB69YJojYhINeQcnHOOn5uichSCkrBKLT7eT9hv0MAnVCX99Zef97loEaxZA8uXw2efweuvb14io2lTGDoUOnXyxWZ79dJd0iIiEfHqq/4/5nPO0bwRAZSEVVlNmvhHSTk58Pvv/yRlCxfCH3/AxIn+rs1i9er5eaJ77ul7ztq390Oc8fEV2wYRkSojJwfGjvUTefv2VS+YAErCqpXERJ9UlbZunU/G5s+HBQt8Aee5c+H66/85JjnZzzE78EDYay/fcyYiImF65BE/GX/sWC3QLX9TEiakpvpllXr3/mebczBtmu8xW7rU3605bZrvNQOfzJ10Ehx9tJ9jJiIiW+Ccr87dqZMfZlBRVglREiZlMvPzw0rKyYEpU/zjq6/gkkv8o1MnuPFG30OWkhJMvCIiUev77/1fswcfrGFI2YySMAlbYqIfkhw0CP7v/2DSJPj2W/j8czj8cF8Go1cvOOYYGD7c330tIlLtTZjwz3+QIiVo7UjZITExfuL+lVfCG2/4JZgOPNDPJ7voIj+ZPyMD/vMf+PprKCgIOmIRkYAsXerLUuiOSClFPWGy05KTfU/Y4Yf7av/Tpvklmb7+2s9BBV/hf8wYOPNM3WUpItXIihX+L9WSRR5FQtQTJuWqdm0YPNjPFXvtNbj/fjj9dL/00vnn+zljl17qk7TCwqCjFRGJsGee+WetyI4dg45GooySMImYmBjo398nYW+95ZOw1q3hjjv89pYt/R+ISsZEpEpyDl54Adq29ZWxzYKOSKKMkjCpELGxvqTF00/DfffBqafC+vV++bSUFL825lNP+akTIiJVwsSJvkL+XntpOFLKpDlhUuH69/ePww6Dd96B6dN9j9hzz/l1Ll991d+BqXUtRaRSGz/e31bet68fGhApRUmYBKZhQxg92r9etQoef9zfyX3IIX5berr/v+vEEyExMTawOEVEttvatfDyy7DvvlCjRtDRSJRSEiZRoX59uOwyX+Zizhy/usfixf4Oy7fegpiYgXTr5uuP7bMPDByo6RUiEsVmzYL8fD8ZXwVaZQuUhElU6dLFP4pt3AgffQRTpy5k3ryWjBvnq/M3aeKLT++zDwwdqqFLEYkyDz3k6/G0ahV0JBLFlIRJVKtd288d69z5T9q1a8kPP/hK/bNn+4n8Dz/sp1p06wZHHOELyHbvrpqIIhKgrCx45RWt5SbbpCRMKo2YGD9HrG9f/37RIn/j0cyZ8PPPcNVVfruZX1S8f3+flJ14opIyEalAH34IubnQs6eGImWrtisJM7M2QLJz7ucIxSMStubN/WPECL8s0tSp8PvvsGSJT9A++cTPi339dXjvPd2cJCIV5Icf/F+D7dsHHYlEubCTMDO7AugKFJlZkXPuxMiFJbJ94uL+KX1RLDfX1yabONHPGdt7b7+u5YABwcUpIlWcc/DFF/727jgNNsnWbbFvwMzOM7OSdQG6O+eOdc4dD3QP5+Rmtp+ZzTazuWY2dgvHDDWz6WY208w+377wRbasRg148EG/XmX37r43bLfdfPHqe+6BdeuCjlBEqpyJE+HLL2G//XQLt2zT1gZo1gIfmNnw0PsPzexzM/sSmLitE4cSuAeA/YFOwLFm1qnUManAg8DBzrnOwJHb3wSRLUtL89X5//tfePFF3zPmHPzf/0GDBrD77vDYY74shojITrv1Vl8EcdAgrRUp27TFJMw5Nx4YDvQwszeBqfiE6iDn3CVhnLsfMNc5N885lwe8CIwodcxxwGvOuYWha67YgTaIhKVpU79+5UsvwbXXwrBh8OefcNppfkWRbt3ggQdg2bKgIxWRSmnhQvj8c39XZFJS0NFIJWDOuS3vNOsM5AMbgBsBB1zjnNvmrykzOwLYzzl3auj9icCuzrlzSxxzNxAPdAZqA/c4554p41ynA6cDpKen937++efDbd8OycryaxhG2x11q1fPJy0tI+gwAhGpthcWwqxZycycmcZ336WzfHkysbFF9Omzmt12W8PgwatITc0v9+tuj/nz55ORkRFoDEGpzm2H6t3+ytj2Vo8/TovnnuO7q68mZyfWipy/ejUZaWnlGFnlUaFtLyz0z82bR/Qye+yxxw/OuT5l7dtiEmZmT+En7icBfzjnLjWznsANwPfOuRu3dlEzOxIYVioJ6+ecO6/EMfcDfYC9Qtf5FjjQObfFwaE+ffq4qVOnbu3SO23FCl/6oEGDiF5mu82ePYkOHYYGHUYgKqLthYX+jspPPoGffoKVK/3C4926wU03wf77R/TyWzRp0iSGDh0azMUDVp3bDtW7/ZWy7f36waZNfvmPnShNMWn2bIZW0wW/K7Ttubn+ebfdInoZM9tiEra1Wzd6Oue6h04wDcA5Nw0YbmalhxXLshgomV42A/4q45hVzrksIMvMvsBP+tcMHalwsbF+mbd994WcHF8UdupUv3TS8OFw+ulw+OGwxx4qdyEiZZgzx99+rdpgEqat/Sp5PzQR/1tgs/E/59ybYZx7CtDOzFqZWQJwDPBWqWPeBAaZWZyZJQO7ArPCD18kMhIT/c1NV10FTzzhVx555BFf5iI9Ha680tcjExEB/F9r69dDixZBRyKVyBZ7wpxzY82sDlDknMvc3hM75wrM7Fz8nZSxwBPOuZlmdmZo/8POuVlm9gHwE1AEPOac+2WHWiISIenp8MILfqmkr76Cb7+Fm2/2N0ENGeLLYOgmKJFq7uabITX1nyU9RMKw1UpyzrkNO3Ny59x7wHultj1c6v3twO07cx2RSDPziVbHjr7kxWef+bljX34JvXrB5Zf77enpQUcqIhVu8WJfH2zECN+NLhImzWwR2QF77AHjxsG990KzZnDNNb4ERs+ecPfdflK/iFQTF1/sq+MPGaL5YLJdlISJ7ITu3eH55+GWW/yk/bVr4YILfEK2115+LUsRqcK+/toXHzziCL8+msh22ObCVqFSEx845zaa2VVAL2Ccc+7HiEcnUgmYwT77+AfARx/5eo1ffAFdusDRR/uCsAMGaCk5kSrFObjxRqhTx3ePqxdMtlM4PWFXhxKwgcAw4GngociGJVJ57bOPH6p8/HE/X+y552DwYL+E0ogRPkkrKgo6ShHZaR995OeCHXqoX6xWZDuFk4SFSspyIPBQqDxFQuRCEqka2rWD+++Hhx6Cc8+FPn187bF99/WjFkceCdOnBx2liOywW2/1f10NGqReMNkh4QyOLDGz/wF7A/8xsxpoLplI2Hr39g+ANWvgjTdg5kx45x149VXo3x9uuMH3lumPaZFKYsYMf5v0QQfpB1d2WDhJ2FHAfsAdzrl1ZpYOhLOAt4iUUq8ejB7tX8+a5ZOwDz/0vWN16vihzAsvjPgqGiKyMwoLfU2aunXhgAPUCyY7bJs9Ws65bGAFMDC0qQDQPV8iO2mXXeDqq+HZZ/0dld26wYQJsPvu0KmTL3WRnR10lCLyL/fc49c0O/lkqF076GikEgvn7shr8YtsdwCeBOKB8cDukQ1NpHrIyPCP44+HP/+E116D777zidlVV8GgQe2oX9/faSkiAfv1V7jiCn+7c8+e6gWTnRLOcOShQE/gRwDn3F9mptRfJAJatYKLLvJ3vr/5pi9z8fHH6XTtCv36+d6x/v19WQwRqWDOwVln+TlgJ5zgu6xFdkI4E+zznHMOcABmVjOyIYmIGRxyCPz3v3DLLd9y5JF+Mv9uu0Hbtr447MKFQUcpUs188IH/y+iII/wkTpGdFE4S9nLo7shUMzsN+Bh4NLJhiUixJk3yuewyePJJGDkSEhL8aEjr1jBsGCxfHnSEItXEtddCw4Z+4qaGIaUcbDUJMzMDXgJeBSbg54Vd45y7rwJiE5ESWreG886D8ePhzjth773h44/9iMiddyoZE4moN9+EKVNg+HCfiImUg60mYaFhyDeccx855y5xzl3snPuogmITkS0YMgRuugkuuwySkvz6wU2a+IKwL74IGzcGHaFIFbJqla8t066dL8yanh50RFJFhDMcOdnM+kY8EhHZbocf7ou/3nabXxJp0SI49lho1gzOOQfmzg06QpEq4KKLYP16vwhs27ZBRyNVSDhJ2B7At2b2h5n9ZGY/m9lPkQ5MRMJjBnvuCVdeCa+84ueLdegADz/sn887L+gIRSqxJ56AZ57xk/HT0yExMeiIpAoJp0TF/hGPQkTKRc2acNhh/vH55/DUU379SoB771VpC5HtkpMD48b5Qn6qjC8REE5PmNvCQ0Si2JAhfvHwtm19ItajB/zxR9BRiVQi11zjKygfdxw0bx50NFIFhZOEvQu8E3r+BJgHvB/JoESkfCQm+rspR4+GefOgc2cYM8YvJC4iW/H883D77X5h1112UV0wiYhw1o7s6pzrFnpuB/QDvop8aCJSHuLi4Oyz/Ryxzp39sGSTJv6P+xkzgo5OJAotW+Z/aDp1gmOO0TCkREw4PWGbcc79COhuSZFKpmNHeOQRX9pi4EC/RmWPHn5S/yefQGFh0BGKRInLLvN1XkaNgm7dgo5GqrBwFvC+sMTbGKA3sDJiEYlIRA0b5h9Tp8LEiX4llr33hgYN/LJ4I0f6wrAi1dL33/u7IQ86CBo3DjoaqeLC6QmrXeJRAz8/bEQkgxKRyOvTx5e1GD8ezj0X0tLghht8Pco77ww6OpEAFBXBySf7ivjDh2sYUiJumz1hzrnri1+bWQxQyzmXE9GoRKTCtGzpf++cfLJfm/jCC32tsXXr4KqroEaNgAMUqSgPPACzZvlKx8nJQUcj1cA2e8LM7Hkzq2NmNYFfgdlmdknkQxORijZ4sJ/A3769L4/Uvj28917QUYlUgE2b/ITJdu1g113VCyYVIpzhyE7OuQ3AIcB7QAvgxEgGJSLB6dPHF3k9/3zIzIQDD/SPFSuCjkwkQpzzdVyWL4ejj4ZWrYKOSKqJcJKweDOLxydhbzrn8lGxVpEq76ST4NVX/fzk99/3d1IuXhx0VCIR8OCDfuX7E07wa30lJQUdkVQT4SRh/wPmAzWBL8ysJbAhkkGJSHSoUweuuw4uvhiWLoVDD/UruYhUGZ9/7isY9+sH++yjYUipUOEUa73XOdfUOXeA8xbgF/UWkWri6KPh2GN9WYu2beHWW2H16qCjEtlJK1f6hVabNoVTTvHVjEUqUFjFWs3sQDO71MyuMbNrgCsiHJeIRJmLLoJLL4VateDyy/2axpddpiKvUkk556vhb9zoC+R17Rp0RFINhXN35MPA0cB5gAFHAi0jHJeIRKGjjoLnnoMbb/SlLW67za/s8u67vsSSSKXx8MPw6ae+NkuzZpCQEHREUg2F0xO2m3PuJGBtqGbYAEDLyYtUY/vv7++gHD3aD0sedJDvGXvjDd/BIBLVPv4Y/u///K3AgwZpHpgEJpwkbFPoOdvMmgD5gO7fFanmzPwaxxMmwGmn+TJLhx4KQ4bAvHlBRyeyBb//7qvhN2vm54F16hR0RFKNhZOEvWNmqcDtwI/4OyVfjGBMIlKJ1KoFZ5zhe8EOOQQmT/a/1846S5P3JcoUFfkyFPHxcMEF0LNn0BFJNRfO3ZE3OufWOecm4OeCdXTOXR350ESkMklM9Msc3XabH915+GGfjL3/voYoJUrcdptfoPuEEyA1FeK2uXKfSESFMzE/2cyuNrNHnXO5QEMzO6gCYhORSmjQIHjsMX/nZEwMHHAADBwIM2cGHZlUa1lZPgnr1g0GDNA8MIkK4QxHPgnk4ifkAywGxkUsIhGpEo48El5+2c8T+/FH6NIFRo5Ur5gEwDk/cXHtWhgxQvPAJGqEk4S1cc7dhp+Qj3NuE75UhYjIViUnw5VXwv33+4LkzzzjyzF9+GHQkUm1cvvt8MILvuJw+/ZBRyPyt3CSsDwzSyK0XqSZtcH3jImIhKVHD3jgATj1VFi2DIYN868LCoKOTKq8d9/1Y+MDB8J++2kYUqJKOEnYtcAHQHMzew74BLg0olGJSJVjBmeeCS+95JOyxx/3vWN//BF0ZFJlrV0Lo0ZB8+b+WcsSSZQJ5+7Ij4DDgJOBF4A+zrlJkQ1LRKqq1FQ/cf/UU2HGDNh9d5g2LeiopMrJz4fTT/frQ44erWWJJCptMQkzs17FD3xpiqXAX0CL0DYRkR125plwyy3+prVevfzvSPWKSbkoKvLzv1591feAtW3rb9UViTJbK5IyFZgJrAy9LzkZ3wF7RiooEake9toL2rTxVfdfeAGuuMIPV4rssKIiXyl4wgR/O+6ee2oemEStrSVhFwGH45ctehF43TmXWSFRiUi1kZEBF10EU6b4khYxMfDEE5CUFHRkUukUFcE558Ajj8Axx/gsXwmYRLEt9s865+5yzg0EzsUv2P2Jmb1sZj0qKjgRqT7uvdd3Wrz4ol/W75ZbIDNTFc0lTM75uyAffhgOP9xXCVY9MIly4UzM/xN4E/gQ6AeoyIqIlLuGDX1B8yuu8K+vuAKOPnpX7r8/6Mgk6hUW+h6wO+6AffZRQVapNLb4Z6aZtQaOAUYAi/BDkjc553IqKDYRqYYOO8xX2X/7bXj22WzGjElh9mxfbzMxMejoJOo45yfhv/KK7wFTAiaVyNZ6wuYCR+FrhH0LtADONrMLzezCighORKonMzj4YLj88p/p1s1X3O/UCWbPDjoyiSrOwXnn+QTs6KPhkEOUgEmlsrUk7AbgdaAIqAXULvUQEYmomjULePRRv+zfkiW+1uZ++8E33wQdmQSusNCXn3jgAZ+xH3CAJuFLpbPF4Ujn3HUVGIeISJnM4IwzoHt3eOstmDjRPwYMgAcf9NX3pZpxDk4+GcaP93dBahK+VFIRrV5nZvuZ2Wwzm2tmY7dyXF8zKzSzIyIZj4hUXv37w803+7snDzkEpk/3idjEiUFHJhXKOT8Jf/x4OOooJWBSqUUsCTOzWOABYH+gE3Csmf3rJyV03H8A/VcqItvUti1cdRXceSfEx8P++/vXUk088gg89BAceCAcdJASMKnUItkT1g+Y65yb55zLw99dOaKM484DJgArIhiLiFQx/fr5zpDateHii/2o1KJFQUclEeOcv0X2zDP9GPRhhykBk0rPnHNbP8DsKufcuNDrGs653LBO7IcW93POnRp6fyKwq3Pu3BLHNAWexy+B9DjwjnPu1TLOdTpwOkB6enrv559/PpwQdlhWFixdCsnJEb3Mdlu9ej5paRlBhxEItT0j6DACEU7bFy5M4tVXM/jhh0bExhax775LOPHEJaSnV/5qOvPnzycjIyPoMAKxWdudo+X48bR64glW9urFrGOPpahJk0Dji6T5q1eTkZYWdBiBqNC2Fxb65+bNI3qZPfbY4wfnXJ+y9m2tTtilwJfAEcC40OZvgXAX77YytpXO+O4GLnPOFZqVdXjoQ849AjwC0KdPHzd06NAwQ9gxK1bAjz9CgwYRvcx2mz17Eh06DA06jECo7UODDiMQ4bS9Qwdfn3PSJHjttRgmTmzOBx80Z+BAX0B9n30gIaFCwi13kyZNItL/30Wrv9u+aZNf1+qJJ2CPPWhw8sk06Nw56PAiatLs2Qzt0CHoMAJRoW3PDfUp7bZbxVyvDFtbE2Q2cCTQ2sy+BGYBaWbWwTkXTrWexfjljoo1A/4qdUwf4MVQAlYfOMDMCpxzb4QZv4gIAEOH+se338LHH8Onn/opQ40awbnn+kdqasBByvaZN89/E2fN8sOPI0b4OiUiVcTW5oStBa7AF20dCtwb2j7WzMKp0jMFaGdmrcwsAV99/62SBzjnWjnnMpxzGcCrwNlKwERkZwwYAFdfDS+9BGPGQL16/n2zZnD66f73ukS/WnPnwsCBvkDcVVf5ZRSUgEkVs7UkbD/gXaAN8F/8RPss59wo59w2++6ccwX4xb8n4nvRXnbOzTSzM83szJ0PXURkyxo2hBNPhGefhRtvhG7d4NFHoU0bP6n/9dchp/JPG6t6nIP//Y9eZ58N+fkwdqwfc1YhVqmCtlas9QoAM5sBjAd6Ag3M7CtgrXNu+LZO7px7D3iv1LaHt3DsyeGHLSISvv3394/PP/fV9j//3I9uJSXB8OFwyimw554Qt7UJGhJ5K1fCWWfBhAms79iRumPGQK1aSsCkygrnv5yJzrkpwBQzO8s5N9DM6kc6MBGR8jZkiH+MGQNvvulvwHnnHXj5ZV/q4uST4fLLIT096EiroQkTfAK2bh2cdBIzevZkaN++QUclElHbrBPmnLu0xNuTQ9tWRSogEZFIS06GY4/1ZafGj/drQHfoAPfd5+eODRoE06YFHWU1kZXl14A84ghISYHrrvO3tDZsGHRkIhG3XZ3vzrkZkQpERCQILVrAyJH+8emn8PXX/u7KXr1g9939ZP5jjqm8ZS6i2rffwujRMHu2X4Jov/385D3w20SquIiuHSkiUpnsuae/k/KJJ/yqOHPm+OSsWTM/uX/duqAjrCLy832P16BBsGqV/6IPH/5PAiZSTSgJExEppU0buP56ePVVuOQSaNwYrrkGmjTxPWPz5wcdYSU2a5bvZrz+ep+EjRsH7dpp8r1US0rCRES2oGZNOPpoePJJnyv07u17ydq29ZP4lywJOsJKJD/fr7TeuzcsWOCz21NOgT59lIBJtaUkTEQkDPvtB3ffDXfcAf37+/pjGRlw9tm+tJVsxaxZ/ot28cV+yHHcOP+s5EuqOVXFERHZDoMG+cfnn8Pzz8NDD8HPP8Mrr/hhSynBOXj8cb9mVGzsP0lYp05BRyYSFdQTJiKyA4YMgQce8MOVkydD165+qST1ioWsXg3DhsFpp/ker3HjoHt3JWAiJSgJExHZQXFxfmrTlVdCYqIvZdGnD/z2W9CRBeyLL3yyNWmSv5Phggtg8GANP4qUoiRMRGQnDR/u76QcNcqXt9ptt2pa7HXaNL/Q9pAh/v211/qxWy28LVImJWEiIuUgLg7OOQceecTfCDhokO8lqxaLhK9bBxdd5EtPfPihX47g5puhZUv1folshZIwEZFyVLz8Ubt2/k7Kjh19WYv8/KAji5C5c6F9e/jvf/0q6XfdBQccAD16KAET2QYlYSIi5axrV3jsMd8zVljoy2F16ADTpwcdWTn74APf+7Vpk6+Af9xxvg6Yki+RsCgJExGJkFGj4PXX4Ywz4K+/oGdPn6dUegUFfh2ngw/2i25ff71fZkDJl8h2UZ0wEZEIMvNVGnbfHf73P3jhBV9p/5VXoGHDoKPbAVOm+Dsep0/3E9+OO84PPcbHBx2ZSKWjnjARkQrQqZNftefww+Gbb/z7OXOCjmo7rFwJ558Pu+4KixfDpZf6ZKxvXyVgIjtISZiISAWJi4PLL/eLga9e7UfzFi0KOqptyMnxVWnbtfPPBxwAN93kJ75p+FFkp2g4UkSkgh1wAOTlwW23wYABMHOmn1oVVfLz4dFHfa2vVat80nXCCdCkiZIvkXKiJExEJACHHOLnt//nPz4Re/99X1YrKnz8sa/79dNPPuE6+2xo21ZLDomUMyVhIiIBOeIIX93hkUd8pYdnnoEDDwwwoMxMGDPGFzZLT9eC2yIRpjlhIiIBOvFEX980Lg4OO8wnYoEYPx6aNfMJ2CGH+Hlfe++tBEwkgpSEiYgErE8fn3zVqAH33w/OVXAA//2vzwYbNYIbbvC3cHbrBvXrV3AgItWLkjARkShQv77PfaZM8VOwKoRzcMEFfv5X587+1s0DDtDEe5EKojlhIiJR4pxzYOpUPyI4eLCflhUxS5f69ZTefx+GDYOjjvJ3QIpIhVFPmIhIlDDzZStSUuDUU+Gjj1Ijc6GPPoIuXeCTT3zB1eOPh+7dI3MtEdkiJWEiIlGkYUN4/HFITITbb+/KxInlfIGJE33PV506fv3HQYM0+V4kIErCRESiTJMmfoJ+fn4szz9fjie+/34YPtx3tV1yCeyxh+Z/iQRIc8JERKJQ+/bQpEkmv/xSq3xO+PbbcN55/lbMUaN8T1iM/g4XCZJ+AkVEolT9+rmsXAlFRTtxkqIiuPlmGDECWrWCM8/0i3CrB0wkcErCRESiVNu2G1m0yOdQO2ThQthnH7jySj/369JLfSkKEYkKSsJERKLUgQcupGVLX7z+66+388MvvujvgJw82RceO/VU6NsX4uMjEquIbD8lYSIiUSoxsYibbvJLGu2/P/z2Wxgfys6GkSPh2GOhaVOfwQ0YoDsgRaKQkjARkSjWsaMfjszP9zczzp27lYP/+AP69/drIB1+OFx2mR+G1PwvkaikJExEJMrttpuvKLFqlV9Tu6CgjIN+/NEPNy5YAGPH+kW4VQFfJKopCRMRqQRGjPAlvhYsgEceKbXz229h4EA/3+vqq/3ke/V+iUQ9JWEiIpXEKadA69Z+jcnDDoMNG4BPP/XdY0lJfvixcWMlYCKVhJIwEZFKonFjeO45OOAAeP11uK7Ns7j994dateC66/yaR0rARCoNVcwXEalE4uPhhhtgaOEnXDRxJDNr9aPNFaNIqltTCZhIJaOeMBGRSiZx3q/83/fHsbpGE3bL/JCM60fxn8mDKSwMOjIR2R5KwkREKpEa83+j/RlDsfxcck89h3HDvyO9bi5jH2jB0Ze2VCImUokoCRMRqSRiMtfT4dRBWF4uS08eS36j5uxzVD2ev24OB/dfzoTP69P3hA5syrGgQxWRMCgJExGpDIqKaD32KOLWr2blkedQ0LAZOa38HDAzuOXsxRw1eCnTfq9Ft6N34f2v6wQcsIhsi5IwEZFKoNEzt5My+UNWHnIaOa07/Z2AFTODa0/9iyuP+YM1G+I4YEw7RozJIDdPvWIi0UpJmIhIlKvz7USa3T+WrA49yeox8F8JWDEzOP7AdXxw+88cutsy3vo6jZ7HdmTB0oQKjlhEwqEkTEQkiiUs/oPWlx5OTrO2rDzU94JtS62ajpvOWsKZBy7kt4VJtD2kCydd1Zyf5yZWQMQiEi7VCRMRiVJWVEjbMQcCsOKoc9nUud92ff78Y1bSJSOT179uxEsf1+e5iQ0YMWgNR++3nj37bqRB3bIWoRSRiqIkTEQkSnV892WSFsxm2bH/R2Fq2g6dY8/+m9iz/3xm/LqYxz9oysdTUnn9izTMHN3aZHHWkas5ZOg6GqUpIROpaErCRESikXO0+nIiuY1bsKljry3OAwtX904F3NtpAes2LGDyjGR+/KMOX/xcjzNvaclZt7ag3y4buX/sEvp0yi6nBojItmhOmIhIFEqaPZ3UJQvY2HvoTidgJaXWgf0GZXPFyct47/Zfuf/sXzl26FLmLExi99EdeOzVVJwrt8uJyFZENAkzs/3MbLaZzTWzsWXsP97Mfgo9vjGz7pGMR0SkMrDcHFredDqF8fFkd+jpb3uMgJgY2HPAJq4avZQXr/2VlJoFnHZrG9od0omx9zXl+1+SVYFfJIIiloSZWSzwALA/0Ak41sxK39bzJzDEOdcNuBF4JFLxiIhUFi1vPoOas6byw6EnUJhav0Ku2bxxAS9f/yvnDF9A7cQC7ni2EbuevAv19ujO/ue24Yk30/hrZXyFxCJSXURyTlg/YK5zbh6Amb0IjAB+LT7AOfdNieMnA80iGI+ISNSrOf1r0t59hnWDD2ZJpx7ULsehyG1plFbIOUet4hxWMWNmLD/OrcMvC+rw/a91+GByKmaOfrts5KTh6zhqnzXUT1U3mcjOiGQS1hRYVOL9YmDXrRx/CvB+BOMREYlqcauW0fb/DiSvYTPWDTyQgrq1Aoule+dCundeC6xl0yaYPCORj6bVZ+rvKZzznxaMuaM53dtmcvjeGzhlxCoa1tPdlSLby1yEZmCa2ZHAMOfcqaH3JwL9nHPnlXHsHsCDwEDn3Ooy9p8OnA6Qnp7e+/nnn49IzMWysmDpUkhOjuhlttvq1fNJS8sIOoxAqO0ZQYcRiOrU9visTPa89RJSF/7BZ6dfxPqWbVnmsmmYtGOlKSKlqAh+nZ3KlF9a8tufjflzSRqxsYUM6jOf4XvNp2uHlcTHFe30deavXk1GWnS1vaKo7RXU9uIJj82bR/Qye+yxxw/OuT5l7YtkEjYAuM45Nyz0/nIA59wtpY7rBrwO7O+cm7Ot8/bp08dNnTo1AhH/Y8UK+PFHaNAgopfZbrNnT6JDh6FBhxEItX1o0GEEorq0PWZTFm3P359aM75h2QkXkdO2KzmtduGXNbPpUq9D0OFt1effJ/LOdw34aFp98vJjSE4sZHCPDVx80kr27Ltxh+8pmDR7NkM7RHfbI0Vtr6C25+b65912i+hlzGyLSVgkhyOnAO3MrBWwBDgGOK5UYC2A14ATw0nARESqnIJ82p63H7VmfMOKY877OwGrLIb0y2FIv0X8uXAJ3/5Smx//SOHbX1LZ++y6dG2dxc3nLeXAgesjdYOnSKUWsSTMOVdgZucCE4FY4Ann3EwzOzO0/2HgGiANeND8T2jBlrJFEZGqqPFT/6H29K9YfuQ5ZO/Sp1IlYCW1alFEqxbrOY71rF2/iOc+SOPVr9IZfkFbRh2wjDsvXkbdOprIL1JSROuEOefec861d861cc7dFNr2cCgBwzl3qnOurnOuR+ihBExEqo0a82eT/sQ4sjr0JLtr/0qbgJVWN8Vx7tGreO+2X+jTbj1PvteYpvt15ehLW7JwmcpciBRTxXwRkQAkLF1A68uPwsXEsmr4qCqTgJWUnOR45pq53HvWrwzuupYJk9JoeVA3+p3Qnve/rhN0eCKB09qRIiIVrM5X79L6yuOgqJDlx/4fRXXqBh1SRO292yb23m0B3/ywlM9+SuOzGWkcMKYdB+++mmvOXEHvXbRepVRPSsJERCpITHYmTR66mkYv3E1O83YsP+pcilLqVclesLLs1juP3Xov5YKcZVz7aDM+nJLGW1+n0av9Rk47bA2H77WOBnVVb0yqDyVhIiKR5hxpbz9F03svJX7dKtYNPIi1ex5GbvO2uMQoK0hYAZITHbeft4jZc//inclpvDelIWfd2pJzb2vBoYNXc+O5y4IOUaRCKAkTEYmghMXzaH7nGFK/fIdNrTuz/Ngx5KdnVJver63p0LaQDm1XcP4xK/hiShITf6jPW1/V59VJ9Tlq/yKG3pgfdIgiEaUkTEQkAmIy15P++DgaPX83RfEJrDpoJBv77ElOm85BhxZ14uNgrwGb2GvAIo6buYy7XmvBy+93I73WEm67cDkJ8ZEpKi4SNCVhIiLlLG7tStqfOojEhXPY0G9v1g05mKJaqer9CkOPzvk80PpPRt/ekHteacqkH1OY+txs4vTbSqoglagQESlHSb9No/PhHUlcPJelo65gzYEnkd11gBKw7VArqYhrzv2c0fsuZsYftRh6Wlt+mZsYdFgi5U5JmIhIObDcHBq8eC/tz9yDmE2ZLD7rJnIzOir52gkXnbCcU/dbxI9zatHrhF0Yfn4G8xYnBB2WSLlRB6+IyM4oKqLeB8/T7K6LiF+7gux23Vizz9Fkd+5LUa2UoKOr1MzgwuNXcNBua3n03ca8P7kBnx2TygMX/8nIQ9YHHZ7ITlMSJiKygxL/nEWLm06n9vSvyGnampWHn0Fui/bq/Spn7Vvlc/u5izjkhxXc8lJrTh7XlrkLF3Lj+SuDDk1kpygJExHZTpaXS6Nn7yD9sRtxCQksP/wssrvsSk7bLkGHVqXt3juXlzvP5ozbWjPumRb06ZTJiL03BR2WyA7TnDARkTDFZK6n4fg76Xpgc5o+dBWZ3Qaw+Nxbye6+mxKwCpKcWMS1pywG4MfZtQKORmTnqCdMRGQbEuf9SoNXHiDt7aeIzckmu313Vh52BrktO2joMQDpaXnUSS7gP+ObkVrHcfbRq6mRoFpiUvkoCRMRKYtzpH72Oo3G30mtn76hKC6ezJ6D2dB3T/Ibt1DyFaCaiUXcf95sbnw2gwvvack1jzTjlOEruOm8ZdRMKgo6PJGwKQkTESkl9dPXaPzUrdT8dQp5DZqw8uBRZHXqi0uureQrSvTpksPrt/zGax/X4aNp9bnn5XQ+/C6Ft+/5gzbN8oIOTyQsSsJERIDYjetI/WQCdT99lZRvPiCvfhNWHHYmWV12JbdlO1yCioVGm5gYOGLfDRyx7wYemZDG3W9kcNr1zfn00T+CDk0kLErCRKTasrxc6nzzAfXffJyUb97DCgvJS2vM6n2PYUP/fclr2pqiZE3+rgxOP3w10+al8Nm0ukz7JZ6eXbT4t0Q/JWEiUr0UFFBn8oehxOt9YnI3kZ+SxrrBB5PdoRd56S3BTMOOldCog1bw+U912eu8XTjzsBVcNmoFKbU0R0yil5IwEakW4lYtpcn/rqXup68Rt341BbXrsqHvnmxq04WcjI4QG6fEq5Lrt0smd53xG899ls4tTzdl/Pv1eer6+ezZNzPo0ETKpCRMRKq02PVraPDqQzQafycxmzLJ6tqfrE792NSmC8Qp8apqhg3MYtjAubzxSW3ueaMle53VgeP3WcETNywmIV5lLCS6KAkTkSrJcrJp+tDV1J/wMLE52WR17MWavY6goFFzJV7VwCF7bWTvAb8y9sEWPPdRQ/5cWoM37ppPg7oFQYcm8jclYSJSpST9/hN1P36Feh88T40l89jYcxDrdzuA/EbNlHxVM7WSi7j/4vlccl8h737fkDYjOvPU1XM5bJ+soEMTAZSEiUgVkLB0AfUnPEzdj18hcfEfOIthU5suLDv+QjZ16Knkq5q7/bxF7PPVaq5/ri3HXN2eu1bO55zj1gYdloiSMBGppJwj5ct3aPTs7dSe9iXOYsju0JMVh55GdoeeKqwqm9l3YDadO85i1E3tGXN3K3p33kT/7jlBhyXVnJIwEal0asz/jUbP/ZcGrz9KQe1UVg87lqxOfSms20CJl2xR0/r5PDp2LodesQtHX9GGjx6cS/uWuUGHJdWYkjARqRQsZxN1P3uNhi/cQ81fpwCwsecgVh08WuUlJGwtG+VyyylzuerJNnQ7phO3nrWAMSeuwSzoyKQ6UhImItGtIJ8Grz5Ms3svISYvl9xGzVl58Giy23enqE49JV+y3YbtlkmTtFlc8XgbLri3Fa9Nqsenj8wlTr8RpYLpn5yIRJ/CQmr/+Dm933iANpOPIG79avJTG7D82NHktOrkE6+YmKCjlEqsa4c83rh1Frc/05hnPmnKwNHt+Pbp39UjJhVKSZiIRJV67zxN8/9eSNyGNRTGxbNplz5kdt+dnFa7kJPRQQtpS7mJjYGxJy8jKzeWCV815v9ubcw9ly8LOiypRpSEiUhUSJozg4Yv3E39t58iP7U+y467gO8z0umamK4hR4moq0f/xcIVSdw7oSnrMuN4+qbFQYck1YSSMBEJVPzyxaQ/dgP133icohqJbOizB2v3PJzsrv3JXTObnHodgg5RqriEeMejl//BuXdk8MzERuTkx/DQlUuol1IYdGhSxSkJE5FAxGRn0uy/F9DgjccAf6fj2j0OozC1vnq+pMIlxDkeuPhPzr7DePnTBkz8ri43nrmY845dHXRoUoUpCRORChO3ejmpX7xF6qQ3qP39J8Tk57Khzx6s778vBQ21rJAEKz4OHh07j4lfJfPo+805/84MsjIdY09bE3RoUkUpCRORyHGO5N9+JPXTCdT+4XNq/vwt5hz5aY1ZP2Bfsjv2Jq9ZGyVfElWGDcxmcN85HH5lR658JIMYg0tPVSIm5U9JmIiUK8vLpfaUT0md9Dq1p04icdHvuNhYcpq3Y80+x7CpfTfyGzSloE5dCuqnBx2uSJmSajheumE2x17bgWufaMEeu2bTt6uWOZLypSRMRHZcQQFJf/5K8swp1Px1Csmzp5H0+wxi8nIpTKpFTot2rDjiLDa16UJRzTrkZHREhZiksqidXMR9F87j6Gs7stfZHTjj0OVcffoK6tQqCjo0qSKUhIlI2BKWLqDWD5OoNeMbav4ymcT5vxGTnwdAYVItcpu1YX3/YeRkdPQJV1y8hhqlUmuVnsvDY37jrgnNueP5prz6aRov3PIn/btmBx2aVAFKwkRkywoKqPXTN9R7/zlq//g5iQtmA1CYVJOcjI6s3/1A8ho1Ja9RCwrqNYKYGCVdUuX06pzLs53n8sYntbj91dYMGLULpw1fyv+u+Usdu7JTlISJyL/ErVpKvQ9eoNFzd5Kw8i+cGdkderLy4NHkNG9HQYMmSrik2jlkr0z6d/uFa59oyaNvpzNpWirXn7mUY4atVTImO0RJmEh1VlhIwrKFJM+ZTtKcGSTN/Znk2dOo8defAGxq2YFlx/4fuc3bUlQrRUmXVHuNGxTx8KV/8uArG3nnu4Ycd1VrnnxjLe8/MI/Y2KCjk8pGSZhINWB5udRYOIekP2dRY/Ef1Fgwm+Q5M/ycrjx/x5czI79BU/LSW5LZuR/Zu/SmoL6WDBIpzQzOOWoVZxy+iiseas473zWk0xG7MH7cfPp23hR0eFKJKAkTqSqcI271MpLm/Urin7NInP8bNZb8QeKCOST8NR9z/9zRVVCnHrlNWrG+/77k129Cfloj8hs1xyXUoCgxibz0jODaIVJJxMXCf85ZRJv0bP73bnN2PXkX9u27lhvPWU7vXbKJiQk6Qol2SsJEKpOCfBKWLSRh+WISli4gYdkCEpYtJHHhHJJ/m0Zs9sa/Dy1MrEl+g3TyGjQhM9SrlV+vEQV1G+JqJAKol0tkJ5nBGYevZp9+63nojXQ+m5FGv5H1aFQ3jxMPXM3AHln06ZRN04b5QYcqUUhJmEi0KSoibs1yaiyeR8KKxXSe9hHN1/+PxHkzSVw4h5i83M0OL6hTl/y0dDJ77E5eWjr59dMpqNeQwjr1wIzcZm1w8QkBNUakemjdvIDbz1vEwr/+4r1v6vLJ9DTufqERd4z33WEDu67n7KNX07lNDh0zckiIdwFHLNFASZhIRXOO2I3rSJoznRpLFxC/fDHxq/6ixtIF1Fg0lxpL5mGFBZt9JC+tMXmNW7C+/zDyGzajsFYKBSn1KKxT7+8ES4VQRYLXokkhZx6xijOPWMXcecbshclM+T2FtyY35LirUgBIiC+idXoOx+2/ltMOXUXj+gXbOKtUVUrCRCIkftkiUr98m7g1y4lftYz4NcuJW7OcxAWziduwdrNjC2rWoaBuAwrqNSK7TRcK69SlICWNwtqpTKsTS5ekJoCGD0Uqk7atHW1bZ3Hg0CxOO3ApcxbWYMGKJP5cnsz3s1O45n9NueZ/TWlYN49+nbPZq99Gxhy7IuiwpQIpCRMpZzXmzybj+pOp9fNkwN91WFgrhcLaqRTUTiW7XXfyGjXz6yfWbUBh7br/9Ga1bA8xm9/nnrNmNjn1OlR4O0Sk/DRt4mjaJAfIAdbi3BLe+qwWfy5PZt7SZCZNTeGdr1L54ZcEhgxdTueGcdRPLVDndhWnJExkW5wjJmsjsVkbiN24jrj1q4lfuYSE5Yv969XLiF++yD+vWUHc+tUAbOg9lKxOfclp3ZniAkL5dRtQmFo/yNaISBQwgxF7ZgKZAOQVGIeM7cj4Dxsx/sMDOA2omVhIs4Z5NGucT9MG+TRpkEfzRvn03iWLfp2zlaBVAUrCpOorKCB2U6ZPpDLX+0fWhs2fN64lbsNaYjesIW79Gv9+7crQMRs3K+9QUlFcvO/hqtuAwlqp5DVqTmHtuuQ2bk5Ou+4aPhSRsCTEOd68dRaffZfMr2tWEZOVwfJ1CazemMCyFfH88nttVq2Pp7DIZ15JNQppkFpA7ZpFNG+Ux6CemaTUKqRmUhF1ahaSUquQOjULqZdSQFpKIbWTC1VMNgopCZPoUpBP7KYsYnKyN3s0+v1HUpZvJCY7k5icLGKzM4nJzvRJVNYGYrI3bp5YbVznj9mU+a+7CcviYmMpTKpFUXJtCmvWpiipJrlNW1FUI5mipJoU1Uj655GUTFHNOhSkpOESEsGMovgE8pq1qYAvkIhUVfFxsO/u2TRZs4gu9ZL/3l5UBIWFsHEjzF0Yzw+/p7BgZRI5ebFsyI7j+1+S+eDblG2ePznRJ2OptQupV6eQ9Pr5JCcWkVijiMQER4/22STEO2okOBLiiygsNOqnFpAQ74iPc38/14gvIjmxiKRE/xyvTGKHRfRLZ2b7AfcAscBjzrlbS+230P4DgGzgZOfcj5GMqdJzDivIh8ICrLAQKyzwd9KVfF1UiBUV+efCQnBF/tiiQigq8s+Fhb535+/tm39ma8f46xVgBQV/X/PvbYUFWH4eMfl5WF4uVpBHTF4uMTnZWO4mYvJyiMnZhIWeY3Kzic3OxPJzicnd5OMtQ8ctfDmK4mtQlJjsH8UJUo0kCtMz/PuERIoSauBqJFGUkIBLSKSoRtLfz0WJSX+/L+7bz09rTGGduhH6BoqIbJ+YGP+oVw/61cunX49Vm+3PL4Df58bgLIZCYli5JpbsnFiycmLJyo1l46Y4cvJi2ZTnt2VuimXVhniWrUokLz+GJatq7FR8sTGOWsmFpNQspG6dQmrXLKRWUhG1axbSOK2A1NoFpNYqpFZykT+uViH1UwtoWLeAZo3yqnUSF7Gmm1ks8ACwD7AYmGJmbznnfi1x2P5Au9BjV+Ch0HOwnKP+lA+oZ2vAOf9nCA4rfu2cf1/8uoz35krsc0X+s875JOXvJMq//juZKcjHCguIyc4kbv1qYjZlEbPpn9fdc7OJy4/+gn8uNo6iuHiIi8fFxfv38TVwCQm4+Bp+X3wCBalpuLjGuLh4iuIScAk1cPEJ/jMJNfy20PvfYzfRJqG+356Q6M9TIxFi//knXJhUk/z6TSCuGv9Ei0i1Ex8HnToWAWVPm9iSgkLAwaZc+GtZHPkFRiHGppwYNmTF4pyRm2c4MwoKjEJnFBQauXkxbMo18gpiyC+M8e/zY8naFEtmTixZmbGsXhPHhuwarMuMJzs3BufKnsAWH1dE/y5ZDOiWxb79N7BwQwqtU+KplVREzaQiEuJdlZ77FsnfVv2Auc65eQBm9iIwAiiZhI0AnnHOOWCymaWaWbpzbmkE49q6lSup37oVDbOzIn4pFxuHi4nFxcZBbKx/HRPje2iSa/tenMSa5KTWp6hGEstj8qlfoy4uJjb0p1Fs6LXhYmLA/MMVr5VR/NoMzHAWAzH2z3Gh7f8c5//ccuY/869tMaFzWEwo3pi/Y/HPsX9fazNmfqgvqSZFNRJxcfGhGML/yVq+dg7167YP7+CiKlYE0YGram0KV3VuO1Tv9qvtEb9MrAEGtZKgfavy/QO/uA8iJwc2bYINWbGsXhdDbn4MmTlxrM+KY11mPDMX1uKPpTW5bXpjbnumMbD5//NxsUWk1va9Z/FxjhiDmBjnfwWaI7b415Q5UmsXMvG+37cvyIAzvEgmYU2BRSXeL+bfvVxlHdMU2CwJM7PTgdMB0tPTmTRpUnnH+rfEJUvo2KQp2ZbA9L0PoyChBhg4ihMZKw4q9Npwhk9kytqO/ZPsAEUxsbjY2M22bdnm+1cXrSctZtvj/sHYxl9hm3Jg06ot79+G1UXryd9QPRfGVdurZ9uherdfba96bY9L8UlHTaBRaFu/3uCANRuS+WtlCsuzC4nLTyUvP46cvHhycuPJ3FSDTbkJfmDKGS70KHL450KjwBkbMvP5dNqM8NfsdA5q1YK8vIi0NxyRTMLKyjBKp/bhHINz7hHgEYA+ffq4oUOH7nRwW3X88aQCTSJ7le02adIkIt72KKW2Dw06jEBU57ZD9W6/2j406DAC4ds+aCfOcEq5xVIRIrnG+2KgeYn3zYC/duAYERERkSonkknYFKCdmbUyswTgGOCtUse8BZxkXn9gfaDzwUREREQqSMSGI51zBWZ2LjARX6LiCefcTDM7M7T/YeA9fHmKufgSFaMiFY+IiIhINInovfzOuffwiVbJbQ+XeO2AcyIZg4iIiEg0iuRwpIiIiIhsgZIwERERkQAoCRMREREJgJIwERERkQAoCRMREREJgJIwERERkQAoCRMREREJgJIwERERkQAoCRMREREJgPmi9ZWHma0EFgQdR0DqA6uCDiIganv1VJ3bDtW7/Wp79VQV297SOdegrB2VLgmrzsxsqnOuT9BxBEFtV9uro+rcfrVdba8ONBwpIiIiEgAlYSIiIiIBUBJWuTwSdAABUturp+rcdqje7Vfbq6dq1XbNCRMREREJgHrCRERERAKgJCzKmNl+ZjbbzOaa2dgy9h9vZj+FHt+YWfcg4oyUMNo/ItT26WY21cwGBhFnJGyr7SWO62tmhWZ2REXGF0lhfN+Hmtn60Pd9upldE0SckRDO9z3U/ulmNtPMPq/oGCMljO/7JSW+57+E/t3XCyLWSAij/Slm9raZzQh970cFEWckhNH2umb2euj/++/NrEsQcUacc06PKHkAscAfQGsgAZgBdCp1zG5A3dDr/YHvgo67gttfi3+G0bsBvwUdd0W1vcRxnwLvAUcEHXcFft+HAu8EHWtAbU8FfgVahN43DDruimp7qeOHA58GHXcFf++vAP4Tet0AWAMkBB17BbX9duDa0OuOwCdBxx2Jh3rCoks/YK5zbp5zLg94ERhR8gDn3DfOubWht5OBZhUcYySF0/5MF/qpBGoCVWVS4zbbHnIeMAFYUZHBRVi4ba+Kwmn7ccBrzrmFAM65qvK9397v+7HACxUSWcUIp/0OqG1mhv8DdA1QULFhRkQ4be8EfALgnPsNyDCzRhUbZuQpCYsuTYFFJd4vDm3bklOA9yMaUcUKq/1mdqiZ/Qa8C4yuoNgibZttN7OmwKHAwxUYV0UI99/9gNCwzPtm1rliQou4cNreHqhrZpPM7AczO6nCooussP+/M7NkYD/8HyBVRTjtvx/YBfgL+BkY45wrqpjwIiqcts8ADgMws35AS6pWpwOgJCzaWBnbyuzpMbM98EnYZRGNqGKF1X7n3OvOuY7AIcCNkQ6qgoTT9ruBy5xzhZEPp0KF0/Yf8Ut/dAfuA96IdFAVJJy2xwG9gQOBYcDVZtY+0oFVgLD/v8MPRX7tnFsTwXgqWjjtHwZMB5oAPYD7zaxOZMOqEOG0/Vb8Hx/T8SMA06gavYCbiQs6ANnMYqB5iffN8H8BbcbMugGPAfs751ZXUGwVIaz2F3POfWFmbcysvnOusq81Fk7b+wAv+pEJ6gMHmFmBc+6NCokwcrbZdufchhKv3zOzB6vR930xsMo5lwVkmdkXQHdgTsWEGDHb8/N+DFVrKBLCa/8o4NbQFIy5ZvYnfn7U9xUTYsSE+zM/CiA0HPtn6FGlqCcsukwB2plZKzNLwP/H81bJA8ysBfAacKJzrrL/J1xaOO1vG/qBxMx64Sd1VoVEdJttd861cs5lOOcygFeBs6tAAgbhfd8bl/i+98P/31Utvu/Am8AgM4sLDcvtCsyq4DgjIZy2Y2YpwBD816EqCaf9C4G9AELzoToA8yo0ysgI52c+NbQP4FTgi5J/jFUV6gmLIs65AjM7F5iIv3vkCefcTDM7M7T/YeAaIA14MPQ7qcBVkcVOw2z/4cBJZpYPbAKOLjFRv9IKs+1VUphtPwI4y8wK8N/3Y6rL9905N8vMPgB+AoqAx5xzvwQXdfnYjn/zhwIfhnoCq4ww238j8JSZ/YwfwrusCvT+htv2XYBnzKwQf3fwKYEFHEGqmC8iIiISAA1HioiIiARASZiIiIhIAJSEiYiIiARASZiIiIhIAJSEiYiIiARASZiIRA0zc2b2bIn3cWa20szeKcdrvGdmqdtxfIfQkkHTzWyWmT1SXrGISPWmOmEiEk2ygC5mluSc2wTsAyzZnhOYWZxzbovLmzjnDtjOmO4F7nLOvRk6f9ft/Py/mFlsFVx+SkS2k3rCRCTavI9fJxHgWEosV2Nm/czsGzObFnruENp+spm9YmZvAx+aWbKZvWxmP5nZS2b2nZn1CR0738zqm1lGqGfrUTObaWYfmllSGfGk45dZAcA593PoPLFmdoeZ/Ry6znmh7XuF4vvZzJ4wsxolrnuNmX0FHGlm+5rZt2b2Yyj2WuX+lRSRqKYkTESizYvAMWaWCHQDviux7zdgsHOuJ371iJtL7BsAjHTO7QmcDax1znXDVx3vvYVrtQMecM51BtbhV2Qo7S7gUzN738wuKDGUeTrQCugZus5zoZifwq/k0BU/2nBWiXPlOOcGAh8DVwF7O+d6AVOBC7f+ZRGRqkZJmIhEFefcT0AGvhfsvVK7U4BXzOwXfHLUucS+j5xza0KvB+KTOUJL/Py0hcv96ZybHnr9Q+i6peN5Er+EyivAUGByqHdrb+Dh4qHP0LU7hM5ZvK7r08DgEqd7KfTcH+gEfG1m04GRQMstxCgiVZTmhIlINHoLuAOf9KSV2H4j8Jlz7lAzywAmldhXcm1BC/M6uSVeFwJlDUfinPsLeAJ4IpQAdgldo/S6b9u6bnGMhk8ajw0zThGpgtQTJiLR6AnghuL5VyWk8M9E/ZO38vmvgKMAzKwTsMOT6c1sPzOLD71ujE8KlwAfAmeaWVxoXz38cGmGmbUNffxE4PMyTjsZ2L34uNActvY7GqOIVE5KwkQk6jjnFjvn7ilj123ALWb2NRC7lVM8CDQws5+Ay/DDket3MJx9gV/MbAYwEbjEObcMeAxYCPwU2neccy4HGIUfMv0ZKAIeLqN9K/FJ5AuhGCcDHXcwPhGppMy50r3pIiKVm5nFAvHOuRwzawN8ArR3zuUFHJqIyN80J0xEqqJk4LPQMKIBZykBE5Foo54wERERkQBoTpiIiIhIAJSEiYiIiARASZiIiIhIAJSEiYiIiARASZiIiIhIAJSEiYiIiATg/wEvREUKYWYYEQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/03_CHANGE_PARAMS/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 500 rounds" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/07_500_ROUNDS/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Feature Fraction = 0.8" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/08_FEATURE_FRACTION/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bagging fraction = 0.8\n", + "frequency = 25" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/09_BAGGING_FRACTION/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extra Trees" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/10_EXTRA_TREES/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Max bins = 127" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/11_MAX_BINS/train-test-split/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## learning rate and L2 regularization\n", + "Initially, the learning rate was set at 0.01 and there were 1000 iterations. When I decreased the number of iterations to 500, I should've increased the learning rate.\n", + "\n", + "Finally, I added L2 regularization to the cost function with lambda_l2 = 1.0" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/learning_rate/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/13_NO_NDP30/lambda_l2/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/03_data_diversity/PRC-ROC.ipynb b/analysis/03_data_diversity/PRC-ROC.ipynb new file mode 100644 index 0000000..224e4e2 --- /dev/null +++ b/analysis/03_data_diversity/PRC-ROC.ipynb @@ -0,0 +1,197 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import sys\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import plot_PRCROC" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Increasing data diversity\n", + "\n", + "## Precision Recall Curve\n", + "\n", + "A description yanked off the sklearn website: Intuitively, precision is the ability of the classifier not to label as positive a sample that is negative, and recall is the ability of the classifier to find all the positive samples.\n", + "\n", + "So a 1.0 precision means that the classifier will have no false negatives (it will label all bad pings as bad). However, if this is the case, then not all good points will be recalled by the classifier (some good will be called bad). Hence this trade-off curve. As the threshold of precision decreases, we improve our ability to recover all the good pings.\n", + "\n", + "## Receiver Operating Characteristic\n", + "From wikipedia: \"a graphical plot which illustrates the performance of a binary classifier system as its discrimination threshold is varied. It is created by plotting the fraction of true positives out of the positives (TPR = true positive rate) vs. the fraction of false positives out of the negatives (FPR = false positive rate), at various threshold settings. TPR is also known as sensitivity, and FPR is one minus the specificity or true negative rate.\"\n", + "\n", + "This is similar to the pr curve. As the true positive rate increases (we're recovering more and more of the good pings), the false positive rate will increase, too (we'll call some bad pings \"good\").\n", + "\n", + "## NGDC and US_multi model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sources = ['NGDC', 'US_multi']\n", + "scores_dir = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/ngdc_usm_model/runtime_scores/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/swot2/features/MODEL_RUNS/14_ALL_PARAMS/ngdc_usm_model/runtime_scores/model_all_test_NGDC_scores.pkl'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplot_PRCROC\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msources\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mscores_dir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mall_model\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/Research/03_Multibeam/02_boosting/bathymetry/analysis/analysistools.py\u001b[0m in \u001b[0;36mplot_PRCROC\u001b[0;34m(sources, base_dir, all_model)\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msource\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msources\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 152\u001b[0m \u001b[0mscore_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbase_dir\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mscores_filename\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscore_file\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscores\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpkl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/swot2/features/MODEL_RUNS/14_ALL_PARAMS/ngdc_usm_model/runtime_scores/model_all_test_NGDC_scores.pkl'" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_PRCROC(sources,scores_dir,all_model=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7 source model" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/swot2/features/MODEL_RUNS/14_ALL_PARAMS/7_source_model/runtime_scores/model_all_test_NGDC_scores.pkl'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0msources\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'NGDC'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'US_multi'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mscores_dir\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/7_source_model/runtime_scores/\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplot_PRCROC\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msources\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mscores_dir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mall_model\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/Research/03_Multibeam/02_boosting/bathymetry/analysis/analysistools.py\u001b[0m in \u001b[0;36mplot_PRCROC\u001b[0;34m(sources, base_dir, all_model)\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msource\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msources\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 152\u001b[0m \u001b[0mscore_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbase_dir\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mscores_filename\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscore_file\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m,\u001b[0m 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sources = ['NGDC', 'US_multi']\n", + "scores_dir = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/7_source_model/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir,all_model=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All sources" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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4+6vtenlSCCFmoHobvf5+FqquHjVl2bbXZxxtxzbL53Hqs3f64BggQ9qtApsMWrfjk8CFQoguQoguKP/22Qke69/AUKGmUkWj7PK5z77/QN3PeCFEX1T5rkMFNZcA97Wg5wxUgHNdC9ua0976dxPwEWokH8CFbezbJrZ/vIwjdgZly9bq62y7rJ0FrGneLml27KfasHOGvU8XoA/H+u7W7DwD9cL/qlBT8tYKIeb7nDMSVRbuQTWyW9KVgWq4fwi8IKUsbOVcsaiRTUs4dRsfhZTyIKr8zLW/Om69aY4QYi6Qhio3b3Fqz/BIVCCvCdUAhxNre45AjW5oVbtQ05/aqvPeaVlHPcOllPuwOwZaOGzzujcT9cKErStbSrnG/jwXFWx6HtXW9vqqu1EjzvoBedht5Gbtg/n29gRUO+W491ioqefvoF5+UlHldZbP9ktQozMuQ43STbfPh1BTFz8BHrd/+zfgE592zBuokQPdUC/4NzU7/Weol7AeqDan7zTXF4HvSykTUb792zYuI2zbh82O732uvgrsBtz2FLDzfJ4zRaggoJepqFHsCcDfhJr67Z0mmo4KyN0s1LSzS1DB0gyf34ezf2+pPdYJVaZB+X+EmvaZJ4RYJI5M9x2H6iS+Qqgpg7uFED9opnmOEKICFUwchRqdBWpU2Be2z0FKmS+lfK61a/c53hKhpg6uEGrq5EdCiFShUglU2s+ngfa+A0Wz6dWihZQ69vfe8rTZPu53RStTaJtxEyre8CnH+oZ2YT/XtqFGLSHUtMffAz+UUn4upWySUh5AjTgfgAqkYu+zQkr5Eyllnn2sXVLKa6WU5e2QsAAVRHpMStkgpXwcVR7OOIHfzkP5wP/an89FxQCWSSldwF9QwaX5zX8o1NT9y1F13svvUYNtVkkpPVLKHCllTlsCtAam7IfqAFSP63pU74o3p0k3oNi+Ed79V9gVt04IMc/++kqUw/o/YL9QeYhO8zlGXiunz7O3t1dXe9gghKhBBWSWoHp/vLq8GtrSldrKPoeRUo6XUqa08ne3vVtnVC+QLxWoYajH40ZUBLTdCCHORvUQPmN/9QZHV/ifoBpzjwFdhRAj7PP9y2cfpJSZqIrWF/UAKBYt5OI5DsXNnP8oVC9BBMe5xy1wE2qoqtu+pmuET26dE+QqIUQ56iXte6jeRG9Zb7Hc2tuL7e2pNKsfLez/RhtlI8Vu4MOx5cP779bKx5uo3tIG1NTZ9+yHsDeYO9beXoYaSfUzH00rULZegHoY/tPnuJ1RjfYFHLH1SODeYNtaCDHevoaftbFPf+B0VE91AWqo+ck80N4XQlShRn4Uohr8oIaKt6a5vX7iwjbKgbfx1l4/8RnwY6Hy1vRC9cqA6jFu6Vgee9tvUA/sxmbbXahGDyjbj0KNjOgPPCWE+CG0774LlXdjKvBIK9cAqvHZgBq2/zHqgX5BG/u3RrEQog414uQp4H37+2OeZT60145t1ec/27u1144bUB0E3il2bo48q453rDzU83cXypddiQo4e1mKakhXour2OpRNQZWDHwohujc7fjfUyIXDCJW3qFyo/B8D7O/aVf/sl4Yr7f2bUC/AJ1NfH7cb6F5f/MNm2lurrxEoP3Qidr67DTuPt3fz+sTmvrs1O6ehRqMsRvVqPwp8II7kofsRKpiyvg1d41GdEdeiOiOOwa5z3g6nU7JxG+Si/COcwP1sgZtQL/dlqGf4eUKIHu08xgz7GV6P8i/X+wTqTqTtmerzuUXsl4G26rzXBu2t8167XIiyZ1Erum8C3rGD6F7dj6NepDzAz+1j5XKkjextHyxG+dJfAc9xYvf4fNQIlXdtf/k4R5eT7wMPSSl32Nv/BEy0y8sFwB4p5WtSSpeU8k3Uy/N3bF9xGvB/9ouahQpgHEZK+ZKUskpK2YAaXTNBqE4WUO3U0UKIJCllmZRyQxvXEO7tQy+X23qWSim9Iy4kKshZhPI//5XycKdHDGokyQJ7+0RU+/LXtl436lk1C/W8fgMVLKwB499R7bHb7SBOMmo0M6g2Fyj/fwPKLsNQ0ymf8Nnm7VAchAoo/s5+h/NqXialTLb3XYEKvoIKWN8oVP68qaJ9+TCvtjX1RY0WWokaYdcV9d7829Z/2jJSSm9sYIKUsrOU8j9t/gDTOdkMr8/3Br5bCnh6p3o256hgs10WpgLdhcp7my2ODja3iO4RUzcBX0opi+3PvoGLEqCbb4RUSjlLSplib4uwvyuTUv5SSjkG1bOzCfWiJ1COpbXkxb3t7e3VBeoFqvmDJhr18PJlMsq5fBcVoPEmAvUetyVtvrpK2tDfHrzDe31J4shLYIvYAbpetH9EEaicI2/Z//Y6vzeAcUIl0/0rygGW2JXnNVRP7em00MsjVbT1Killd1Qv3jzg/nbo6dbM+XuHgntoxz0WQvSzNXp70z5AORzvi2xLZQOOLR9v2WW5J2r65hSfbS2WW7sudLO3H1M/ToHm5cP772PKh1Cj//6DCkLFoKYsLRRC3Iey55NSja57HfXwexXl8H15DTV33oVqsB6lo5mtM+3jBM3WQiXC/Az4sZQyvY1dbwB2SCk32Z9fB671aYS25ic89p+XS6TqiV2ACsR5XxTb0uwEP/FHYCPK565ABWKaUMG1lo4VAdRKKbei7Nq8xyXK+xsp5XYpZa6UMg3V2AP10gLHv+/A4d71P6NyDrbm60H59rfsl5kGVOPhZPx9N5S/vw9lS+9vimm9rjrBjm+jerQT7f32oaZHncixfot64euH8oO/B74VaoRUBGrEwLuoZ183lC27ANjl4GPU1CJfjrkPdjnohuoB9jaSTqgc+HApypaf+ux/nk/Q5Bg7+xzL19Y/shvo4+1rSfPZ1lqbozeqLpe1dH0niffFoLnvbs3OdcABKeWLUvXY/hsVDJ8tVGLrH3ECflZKWW+/9P9SCDHBd5tPnSsAKv1g49boi5qO1uKx2sJuFF+J/QyXUq5ETanzBla8L/PHq/Or7Gd4F9QIsrk+206k7Vni8/lUaVed97HLQ6iXfbe96bBun/vk7f3ujQp2bEDVpS/tMvQ6Kuh8k0/74Hb73PeiglddOfoet0YfVJn06pT2sb0MAP7hfRFDlQGBKg99ODJizUuWz7YyefQoo8P7CjUC589CiH1CiErUSG448iy+HPX8yRIqOf1Rych9jhPW7cNm3IRKN6DmVqlg4s12PT/L1jrCZ39vGXwXVV7KUaPezgeVuBs14uMbVNtzPvCCOLIYR7j795dQQeElqNE6i+3vvfWnDnhZSrnbDoj8iSNtqjr7/3+QUtZJKTNQo0m92w8j1WiXvdj+Tkq5CBW8OxfVEVUoWlj8pRVellLuk1JWoNrc+6SUX9sB1bdRgclgEO6dk8BRAbpXfL7+Cpgv1KizGFRHQwxHAp6+HFXnUf4r2j7mXJoFm1tDW2DKfuhdhbrgfCFEPuohNsFu7KxEFZSLT/SY9svHI6iHUFdUEtfp9sPC99zTUA3pY4bjnoAuUA/Ygc1+OohjH4pIxVv29fzG/noXyllc2ezcEagH4Df2V18Dl9rft4hQ01yar4Lh/fOOVNoGDBZC+BbKCZzYNKV3ZRtThFqhMyrItNr+vMm+j97PT6OmdPyMI1MGXkMND/9USllLG0gp16IeXi1FbE8Y+zwrUff8RLkBVW8+sq8pE9Xw8A7XPohqEBwe4WMHSQfQcvkoRvUC/k4cWf3ja9QDtfnKi5ej6sQqW3c9KgltiwghrmujbFSLI0O1t6HKg5cJQIGUsuTYozIW2CWl/EKqKaZ1qEj8zagGYnNbz+XYl4zXUMOK1zSz9VE67OvvgxqeHxRb2z2vX6Pm4r92nMPeiKpXXj/xN9QD5jx7e2t+4pBsYXqulHIp6oHwiP25xtZ8ZfN9UT7K10+c20J58b2u5itt+v55p23tBqKEEMN8ftqqn7AbMPdIKftKKQejGmTrperZbOlYMRxp8L+GsmlfW18Cymd3FUJMbe0y7P8f774jhFiI6pn9jpRySxv3JQ3V2L3e53hXAOeLIyNJ2uPv3VLKR1F10zti1fssu6zZuRNszb52PF75bKs+/8rebRsw3vY7XsbTur+fADwrpayxff0zHGmQHu9YE1CjA7LtwN4rqMb8aJQ9+6FydjXY/uRlVE+tl9+iRgT09fnuW9SU0NbKgZfjloNm3IR6Nh20938b1Wi6xt7emp3dqFwfR2GXqwdRqQS89+drWq+vK20/9DUwTTRbgdcXcfQKpM3/ttnnL0M1Ypv77tbsnEErU/RQ06Z7A9vte/MPW2O+aL0HPBrVAeXVfLjOcfSL3qnY+Bjs9twU1Eg9OIF604xLUS94T/mUnb4ceYbn2foHNvtda3W+GlXXbxBCeF+kTqTtuQsVhGlVu2h5lTPfP28wrPmzczAqwLe7pePa/Anlg333+RboZ+u8DBX4WWJfxwzgm+ZtZNR9m2Kf/wL7urxB7l+jnuFvcfQ9bo08fAIBdr3yrSeHUKNkfF/G4qQaiZ2Lamf50h9Vd/OALs2ekf19/n0t6l3jLNTIkYFeCaDanFLKi1FTXN7nSKdrc8K9feg9dj9U58y/WtllNqoDZJDPd27Ue9EeWnheonyUAN6WakrQWlQ78yx7e1j7d/ue/FZKOdAO/m2zr8t7bW35f+90yJa2u2k5SH+4DEspX5dSnoVKGH8n8AchxLmtnMuXAp9/17XwuT0zJU6FcO+c9OL1+Uu9X0gpd6LuxT85EkTbztEdBt46P5+j67w34PmElDLP9meHg82tIoOYoMz3D+UsSlEPh14+fxbwqL3PzzmyKl9nlMOfiIpKL7D3+QtHVj1JROVI2ONznk9QozrGoBJre1dGaTEJ8gnqOhc1KsDrKIejhh3e6XMcydEJ48ahpjD0sj9/FzW94VqOXpXvIEdWLeuKepF7DTvBI+rh/jfavyrfKtQLbyyqYVZOG6vy2ZrKgTNa2BZtH+cNlOOOxU6oatui0b6WclSiRt/7+AGqkqdxbML4OUAf+9+3cyRR6hxUw7aH/XkkqjF1fzNdv6P9CbFnoSrxz3zu+wRaTzC40z6P7zVdhHqQen+/AlUOO6Mahz+37Rjbhs53gL/b/+6E6sX81NYfzZGVUXyTG/7E/u4SVPQ6GvVS9nA7y8ZC1HD50aiXym9pPeH1EPt+nYEq+6tQQzdrbVtfa5eBXsAfbFv/3tfW9j2vA4b52hqVM6IaFbjsh6rbm4Jla1Td2seJre410762cc3Kwuuo4emgfE41avpMJKqBbvneW45Nft4dlTRxok/Zr0GNZki07fMgqm55718nVG6uzzmy4mUqqmejvavy/RvV65aAajxW0PqqfN6eaIHyq4c4OlFn82N5sFelsa+zEfWgtGxbr0L1Mu1FBfF72/ftDtuuPz3B+34G6gE/7wSu939RvrtXs79MVD4AUC8Gu+x7K1BDk/M5kgD8mHKHym2Ry5E6732WNU98uYEjK8wOQT17/sqR58RQ1OillHbY0Jv48sd22biHtlflW4wa1Rpn/z0FLD+RY6GCDstQPWMRqBezGo4kVs5EjZaJQjVa30PVCd8y/7xtryU+33nLwdkcWbFtnn2fB55IOWihrLpRddF3/z+jgqmgXjrL7WuIRj1/38HnWcCxyXFjUA3/i+3Pw+xj/JEjqzb90L4ns31+9yGqzk7hSNvlTnwS+56grf+MakR2QZXPPFpPct8V1Xa6yb6fV9jlzTtKyfe+/Bj10ucthzNQvijGtscvUHXX+7w+qs5xrF9rt42b32/UM24+qs4swV4UhnbWG9QovhebXe8UlH8aZ+/zJurlJJUjL7fl2At60CzZrv3dI6hp7d7Px2172jaoQOWoSkLVoTnAc+0sB97psnNR/nYRra/K510F9lqOrGjZ3C57bPs/YB97DXaCeeDv9v0ewJGE25eh/PgL9ue19j2ejsoT+dPm97iV6+hma7oEVS/uQb38ecvApagRRGPsz8kcWREw1bbRtfZvv2t/9q4m5m0Dx9j3uJIjq9/djWprJNn37ynsNry9/3VAsr3vbaiRhy3pD+v2oc9vfoWdDNz+PNIuA2n2532oMva8b31CtRnXotqMhbat/2hf5yqUz/cuMDAJVXbPwfh3bD1DUG2U0fa9u8Nn+62oujjYLg9vAa/5bLdQq2h2QqVRKETlnMtELcrT3z72ALtc7WhD9zrgp8e5tub3+kGOXpH1LGCv/e/uqPqY1Kyuef3CzbSR/JxWFh2wt6XZZacCVc7zUb6hkSO+41vgrma/+5NXLy23AZcB/+Pjp2o4NqF/gn2fvdexiGaLrbWgt7qNv1/Z+5yDChz5LlqT1VrZ8dnnK+zF19rYJwXlo0c2+/5+fOq8z/eHsBOp258vBza2eY72VBJ//qFeoh5t4fur7ILhzW5/HeqhWIt6AV6NelHxNoyfQDm4anv7x8Aon+PFol56DqFehveiGsotrnTXDl23oiLSlS0ds3nFsL/7zPfYqB6atXaBLUU1hpqv4tIHFeTJtwvDTtTLQHw77/dAlCOoQ71k+TYa5wLVzfa/xi7IooVjvWJfn+/fzfa2l+3PDahGSDVHr2rh3b/O/vPgs3Sxz36+gamxqHwABRxZivMvQHSz3/yO1oMVzSuw77K602zbVNh2WI1PRfLZbwaqF+qYgJ5dFu6x/92PIyu8FKMawqOPo3O6XQ68wbeuqIdEgX2fttFsdSKf+rHO/m0+qjE8q/l+J1A+vI2YStuGvstnf8bRy0tfhXroVdl2tlAPzGhUw6/A1rMfVW8v5ujA1LMc/UD0tbV3CoDkSA9aUGyNqlfH/L6V+/UMLb8AT7PvSVf783dQCVcrUPXpr0Ccz/4HOHa1j6d9j41qRC+x9VTaNh7b7DfJqFxth+z99qEC2KntLAddUT3CNdhTL3y29beP3d/+PM/WX4vyKdcd51hFHO13rkHVf7d9fQNRDZ8foRp/0t5eiyqTESdy31GBFlczO37WyvXuxA5ANfv+58A6+98RKP++x77/2/FZ9pmWGyUCVWd/6PPdbah64+0ZfBbo0uy8I1C+o8QuM5uB/6H9SwVPsstdHeolZlIzn+Hrkweh/GsJqk58jh30PIFjxaJesvLse7MBn8YPqiNpCSogUmxf28Fm5aAfyq8uaXb/foRalbbOPv5SlO85oXLQ7PtfYr+gNPu+D+rFd6z9eRaqQVmGCiy+6GsjWl4l7hfesmJ/Hotqh1RyZCXKOc1+E4N6+dqLqh9ZqJf6/u20cydU+6CSZsvF29ur8VmaGfWs32J/v45Wlm3m2Ib+fLssVnGkR3Wez/bmdc6DGhF70jb2ud/19nmrUFOH78d+iW9vvUG9wLpoITiCetF/xP53F9seOXZZWM7RL55H3R/7uzS77I33qRvHbXuiXvzTOdKGXQJc0J5yYB/nWlTdqkF1AHb12faM/XeAI4GpL1Aj45rbJQL14i3tbYdQL6bewEmpfZ2V9n2+2v7e20a+2/5tDUee3xHN73Eb17EQ1RlVgQoQrQRu8Nl+g11mKm1tvitAzeHI83Y9PvUO9ULuvc9f4bMqHypI9IFdxrJQI5wkRwJTn9vloBLVZp/Tgm7TPjzy3U6OfkZ6c4bmcKTd/xJ2oIEjgalo2+bltg1LOPp5+TNUPapCBUx+av8+7P07aoDELlR7Kav5vvY+v0f5mCLUgAffa++LKufV9r39vv39Q6h6lmdfSxEqaDPbx3YXoIJvERxZ4OSYOtJMy1H3mjYCU/bnbJRviUS9f/sGrG/m6OdVPkd3ki6g9cBU2HdO2r9JQz0bW1qZcYp937ujpmq/0cI+u2gh8MqRYHMP1HM1nVZWh/T+CfuHBoPfEEJsQEVd39etxRBYjK0NBoPBYDD4G6HSWGSjOj0W69ZjMIQb9tTdP6CmMHZBdXr+Tkr5ob39MtRouNGo4EUWagDGK8c57hJUAPYF+/ODqBF1N9ufzwKekVIOtT+fhwpadkEFFKeiOrhfEELcjApSzbH3vRPV0RyHGshSaJ/rmOmVQoidqFGsTzT7/ueoEU5TbT/0c1TnYk+UT3pUSvmive9AVEd8tLTzSNnTP7fa1/CE/d1tqNRAQ1DBxveBX0o1bdN73hGoIN0ZqNF2B1DB4CekSpNxQtjTyl9A2WUHKlC80d52HSqYPMZn//9FzbCY28KxlqFmlzShguo/kT75+oTKufc1KphW1ey30agOkGtRgfu3gJ9LKetb1W4CUwZ/IoQYg+qhGSmlPGbOvCF0MLY2GAwGg8HgL+zcNKtRoy5+BvwAGCylrGvzhwaDwWDo8GhLfm4IPYQQf0GtavALE6gIbYytDQaDwWAwtIe2Errbu8xEjcooRk2Fv8QEpQwGgyE8MCOmDAaDwWAwGAwGg8FgMJwyPsHm5pwnpUxvZZshzDGBKYPBYDAYDAaDwWAwGAwGgxbMVD6DwWAwGAwGg8FgMBgMBoMWonQLaC8pKSly6NChumWcMjU1NSQkJOiWccq0dB3r168vllJ29/e5jO2dRbBsb+zuLIzd20co2x2M7dsilG1v7N46xu7tw9jdeRjbt49Qsb2xe/swdvc/HS4w1bNnT9atW6dbximzZMkSFixYoFvGKdPSdQghApIM29jeWQTL9sbuzsLYvX2Est3B2L4tQtn2xu6tY+zePozdnYexffsIFdsbu7cPY3f/Y6byGQwGg8FgMBgMBoPBYDAYtGACUwaDwWAwGAwGg8FgMBgMBi2YwJTBYDAYDAaDwWAwGAwGg0ELJjBlMBgMBoPBYDAYDAaDwWDQgglMGQwGg8FgMBgMBoPBYDAYtGACUwaDwWAwGAwGg8FgMBgMBi2YwJTBYDAYDAaDwWAwGAwGg0ELJjBlMBgMBoPBYDAYDAaDwWDQgglMGQwGg8FgMBgMBoPBYDAYtGACUwaDwWAwGAwGg8FgMBgMBi2YwJTBYDAYDAaDwWAwGAwGg0ELJjBlMBgMBoPBYDAYDAaDwWDQgglMGQwGg8FgMBgMBoPBYDAYtGACUwaDwWAwGAwGg8FgMBgMBi2YwJTBYDAYDAaDwWAwGAwGg0ELAQtMCSFeEkIUCiG2trJdCCEeF0LsFUJkCCEmB0qLwWAwGAwGg8FgMBgMBoPBeQRyxNQrwMI2tp8HDLP/7gCeDqAWg8FgMBgMBoPBYDAYDAaDw4gK1IGllJYQYmAbu1wM/EtKKYFVQogUIURvKWVeoDQZ/Etdo5uiWg8NLjedoiJ1yzG0gJQSjwSXx4PHo/7v9kikBGlvV/+390dtaP6dd3/vMaWE6kZ57AkNWpBS0uDy0ODyHDaU127q32qfI/8+sg9H7XOc30ooqfME+nIMQURKidsjaXR7aPSWIZStPYf9g6So1kN9k5vYaOPrQwEplc0bXB7cbnnY1h7bv3vt75HS+PoQw+ORNHk8NLklTS4PTW4PbtmsXWB8fVjh9kiqG1w0uNw0NHlodJs6HyyklLg8EpePH/Ztr6l9aH/bzv7S9xje75u36b3fGV8fmjS6PNQ2unB71Duh991Qov7vJF8fsMDUCdAXOOTzOdv+zgSmHITbI9ldUEVWSS0HSmqorneRX1mPlPDBpmxcHug7pJBZI3rrlhryFFU1sOFgGWU1jWQW15BXUU99k5uKuiaq6l3UNLiob3JT1+Sm0aUCUC5P4B4ys1LrufCcgB3e0AKV9U2s3FfC8r3FrM8qY1tuJTGRETS6g/dQSYho4vLzgnY6w0lS3+TmQEkNO/OqqKhroqiqgcKqespqmyisauBAcQ1SqpeRE3UTPQbmMX90WmCFG04Kj0eyt6iarTkV7C2sJre8juLqRkprGqltdNHo8hwORDW4VBDyRJne1fj6jkaT28PWnAoysivYXVDFgZIacsrqKKlupKrBdULHiBMu4+tDiJ35laTvLmZHfiU5ZXWU1TZSWeeiqr6Jmkb3Ufv+eDyYKt869U1ussvqOFRWS35FPav2NLKkchuV9U3UNLiobXRT3+Smvkl16DTZHT/eDiCX3T53239O4bQuxtd3ZHLL61i+t5jN2eXszq8mp7yO4uqGwx2OrdFJuB3j63UGpkQL37VYO4UQd6Cm+9G9e3eWLFkSQFnBobq62rHXUVbv4assFxsLXeTVHGuSKAEuCXFNFVTn7qdgj2BJ3q6AaAln20sp2Vbi4ZPMRnaWeo6pHFER0DVW0KWTID5akNwJOsULYiIhKiKSSAGRAiLsP/VvQYQAYdc+byUU4ugKKTiyz+H97H2Kiop4+eWXiTl7NkuWpJ7kXWibcLZ7S+RWe/j3rkYyilTjMSYChneJZF5aFG4PdIuLJDoSooQ4ypbi8H+a2bcFe3u/P+o7n98K4MUXXyQiPpYlS1JO6jqOh7F7+/FISUmdZF+Fh4wiN8V1HgprJeUNR3uMCAFJMYLEGEFCNAxNEsRGCrrGRhMVAdEREBUhqHNJkmJ8ypGAlctXsHz5MnKm/ZglhXsDch3G9u3HIyWbCt2syHWxrcRNnR1viBTQJVaQbNs7KQaiYoWPnSOJiYg8bPPIiCM+31vXhYCy0lJefPEFos+YYXx9O9DVviuv97Ch0M3mIjc7S9002LGGhGjoGR9BjzjBsF6C+KhooiMgMkKVCW9bATj8nH/55ZeJiIliyZLkgGg1dg8ONU2S1Xku0rNd7K9UL6cpnQQ94pVv6JkoiOsiiIuKJi5KsGn9apZZS4kbdWvArqWj2b6kzkNmhYftJW5K6iQ51R5K6o99N4rLOkB8lCA2CjpFCjpFQnSkICkCon18cJRQdS9SRKi6F+HbVj/SCGu1XcaJt+2821s6Bj77lpeV89zzzxE1f5rx9e3ACXW+pkmyLMfFilwXWXYdj4uCtM4RDIiPYHyXSOKjIukUKQ6/D/o+71977V9ERAiWLEnSeh1ehHcIX0AOrqbyfSylHNvCtmeBJVLKN+3Pu4AFx5vKN2LECLlrV2CCIMFkyZIlLFiwQLeMo6hvcvO3r3bznJUJQO/kWEb1TmLKgC7MGJxKv65xpMTFEBOlUpPNmzePoqIiduzYcdRxhBDrpZRT/a0vnGyfXVbLTS+tYV9RDQCT+qcwfVAqo/skMb5vMn27xBEdqWdRzSeffJJ77rmHN998k6uvvvqobYGwfTjZvTmrM0t4euk+luwqIjY6gnNG9+LSSX2ZNTQ16NNnCwsL6dmzJ3fccQfPPvvsUduM3VsnEL4+I7ucT7bk8dmWfPIq6mjymXbRrXMMMwanMrxnImld4uiVFMvQnp1JTehEZERL/UHH58wzz+TQoUPs3r37mG3G9q0TqOe8xyP5ekcBf/tqNzvzq0iMjeKsUT2ZM7Qb49OSGdQtgSg/PB+ee+45vv/97/Paa69x/fXXH7XN2L11gtm+a3C5+XxrPs+nZ7I1pxKAAanxzB/enRmDU5nUP4VeSbEIceJ1v7S0lG7dunHLLbfw4osvHrXN2L11nNSuz6uo4x9f7+G9jTk0uDyM7JXIVVP7ceGE3vRIjG31dwsXLiQnJ4cnnnjimGsJF9s3uNx8u6MQa08RqzJL2V+s2uFCQPfOnZg5JJXB3TrTr2sc/bvG0zsljh0bVnHWGadrVn7yvPzyy9x66628/PLL3HzzzUdtCxe7nww663x5bSPPLM1k0aosqhtcTEhL5oLxvZk3vDvDeyQScQLtvcrKSrp06cL111/Pq6++etS2QL3LHw+dI6Y+BO4RQvwbmA5UmPxSenC5Pfxz8V4e/2YPHgnfndqP2+YOYnjPxFZ/U19fz+rVq7nkkkuCJzRMKK1p5PKnV1Db6ObXF4ziyin9SI6P1i3rMJZl0a9fP3r27KlbSkjS6PLw0eZcnlyyl8yiGpJio7h7wRBunjWQHkmtNygDzbJlywAYP368Ng3hTGFVPW+vy+btdYc4UFILwJDuCVw6qS+T+ndhaI/OjO6dREIn/z7WGxsbWblyJeeff75fj2s4OazdRfzl851sy62kX9c4HrlyAt+Z0DsggWrLsujVqxd9+/b1+7ENp0ZVfRP/WpnFk4v3UtvoZkBqPLfNGcTVp/VjaI/O7QpENWf58uVIKY2v74BIKXl99UEe+nQHTR7JFVPSuOa0/oztm3TcMuFyuVi+fDk33nhjkNQ6h+LqBpbvLebL7QV8knHkVfSsUT24bnp/RvdJYnL/Lq3mWNxzkp0+TsGyLLp168aAAQN0SzEcByklH27O5fcfbaestpELxvXmzvlDGNu3/aNbV6xYgcfjcZSvD1hgSgjxJrAA6CaEyAZ+C0QDSCmfAT4Fzgf2ArXALYHSYmid7bmV3PbqWvIq6hnRM5EfnTmMC8YfP1/UmjVraGxsdFRhDgXqGt1c+/wqymub+O9ds07K0QQSKSWWZXHmmWeeUsPXcCyHSmt51trHJxl5lNU20T2xE79YOJIbZw7we7DhZLAsi7i4OIYPH65bSlhRUdvE49/u4cVl+wHo3zWe788fzC2zBtErOfCByvXr11NXV2d8vWbKahr5/UfbeH9TLv26xvG3qyZw0YQ+fhkZ1RJSSpYuXcq8efOMr3cQ9U1unlqyj1dXHKCirol5w7tzw4wBnDmyxwn1kJ8IlmURExPDqFGj/HI8Q3BocLm57+0MPtqcy9xh3fjTpePo1zX+hH+/adMmqqurmTdvXgBVOovdBVU8vWQfH2fk0uSWdO4UxfnjenHumF6cN7b34RkioY5lWcydO9f4eodT1+jmV+9t4b2NOUzqn8Ki26Yzus/JT8GzLIuoqChGjx7tR5WnRiBX5bvmONsl8INAnd9wfBbvLOTOReuJiYzgL5eP44op/U54qseECRN49913iY52zkiejk6jy8Ndr69nV0EVL9w41XFBKS9vv/028fHxVFZW6pbS4ZFSsiWngmetTD7donrp5g7rzk0zB7BgRI+TnnoVCH70ox9x5plnmjofRLbmVHDTS2soqWnk3DE9uWPeYKYM6BpUDWPGjOG9994jMtKsxqeLrTkV3PGvdRRVN/CjM4bygzOGBmUq77///W9iY2OpqqoK+LkMx2fp7iL+7/2tHCyt5fQR3fnJ2SMYl+b/dsLdd9/N3LlziYmJ8fuxDYGhvLaRW19Zy4aD5fzs3BHcNX9IuwOVI0aM4P3332fOnDls2bIlQEqdQW55HY98sYv3NuUQHx3JddMHcPnkNEb2TtSWJkMXUkpee+01oqOjqamp0S3H0Ar5FfXc/q+1bMut5N6zhnPPGUNP+R3hjjvuYNq0acTFxflJ5amjvxveoIX/rs/mp29vZlzfZF64aSo92zlFKDk5mUsvvVR70rdQoabBxf/8ZxNLdhXxx0vHcuYoZ06TE0IwZ84cAGP7U2BPQRWvrz7IV9sLyCmvIyYqghtnDOD784fQJ8U5DwhfBg8ezODBg43dg4CUkpeXH+APH2+nd3Isb985k9MGBjcg5SUpKYlLLrnE2F0TqzJLuO2VtaTEx/Dfu2YxPi0lKOcVQjB79mzA+Hrd1DS4+OOnO3hj9UEGd0/g9dunM3tot4Cdb9CgQQwaNMjYvYNQWd/EDS+uYVd+FU9dN5nzx53cKtmJiYlcfPHFflbnLDweyeurs3j48100uj3cMXcwd84fQpeE8A3CCiGYNWsWYHy9U8ksqub6F1ZTUdfEizdN5YyR/nlHHDhwIAMHDnSU3U1gKsyQUvL3r3bzxOK9TB3QhRdvOq3d+YtcLhePPfYYl156aYBUhhcFlfXc8vJadhVU8cAlY7luunPneP/nP/+hW7dunHnmmbqldDhyqj38/qNtLN1VRGZxDULAiJ6Jjswj1pzNmzezYcMGvvvd7+qWEhY8+uVu/rl4L6N6J/GvW6fRPbGTFh1ut5vHHnss5F9WnMqmQ+Xc+spa+qTEsei26UGZuunl7bffJiUlhbPPPjto5zQcy/bcSn7wxgYOlNTw/XmDuffs4a3mufEHW7ZsYe3atVx11VUBO4fBf9Q3ubnl5bXsyKvk2RumnHSnpsfj4e9//zvf+c53Qna6fnltIz/69yas3UXMGdqNhy5r31THUOW///0vnTt35txzz9UtxdACewurufq5VUgp+c/3Z/ptNs327dtZuXKl43y9CUyFGU8v3cfj3+7lqqlp/O6iMcTHtL8IbNiwgZ/97Gf079+fHj16BEBl+LD5UDl3LlpPWW0jz1w/hbNHO3OklJdf/vKXTJ482QSmTpDaRhefb83n32sPsWZ/HXCAMX2S+MPFY1g4ppfWZObt4c033+Rvf/ubCUwFgeetTP65eC8Xju/NY9+dGLAcQidCRkYG9913H71796ZPnz7adIQj2WW13PrKWlI7x/DG7dOD7ivuv/9+Ro0aZQJTGvlgUw4/fyeDlPho3rh9BjOHBGYZd1/eeustHnroIa688sqAn8twarjcHn705kY2HCzjyWsnn9JI++3bt3PffffRrVu3kAxM5ZbXccOLqzlUVseDl4zluun9TT4lm9/85jcMGDDABKYcyKHSWq57YRUA//n+TIb26Oy3Y7/zzjv87ne/4/LLL/fbMf2BCUyFEel7inj0y92cPbonf7l8/Ek7ZcuyAJg7dy6hsNynLvYUVHHdC6vpmhDDu3fNPqUEdsHg4MGDHDhwgP/5n//RLcXxbM+t5LcfbiUju4IGl4f+XeO5cng0P750DmldOl4PnWVZTJ06lfj4jqe9I/Hf9dn88dMdnDWqh/agFBzt6/ft26dVSzjR6PJw16INNLk8vHrnzKAHpfLy8tizZw/f//73g3peg0JKyT+/3cujX+1m2qCuPHnt5KCNmrQsi8mTJ5OY2PqqzAb9SCl58JMdfLm9gN99Z/RJT9/z4vX1oZj4fF9RNTe+uIbKuiZeueU0Zg0J3DTYjkZRURHbt2/nhhtu0C3F0IyK2iZufnkNdY1u3rrTv0EpUHV+woQJpKSk+PW4p0p4ZXgLY0prGvnpW5vp3zWeR6+acEo9BZZlMWzYMHr3PrUHYThT2+jirtc3EBsdweu3n9qqCsEiPT0dCM2Gi7/YX1zD7a+u5fzH09maU8nUgV1YdNt0lty3gAsGx3TIoFRtbS1r1641dg8wW3MquP/9LUwb1JWnrpuiPSgFytcPGjSIfv366ZYSVjy5eC9bcir465XjGdzdv43RE8H4en1IKfnL57t49KvdXDapL4tumx60oFR9fT2rV682du8APLl4L6+sOMDtcwZx8+xBp3w8y7JIS0tj4MCBpy7OQewuqOKqZ1ZS3+Tm9e9NN0GpZixbtgwwvt5puNwe7n5jPQdLa3n+xqmM7OXfd8TGxkZWrFjhSLubEVNhwh8/2UFhVQMf33waSbEnn8vG4/GQnp7uuKF/HY3ffbiNfUXVvH7b9A4zx92yLJKSksyy8S3g9kheWrafR77cRUxUBPeeNZwbZw4IiYSaq1atwuVyOfIBFirklNdx3QuriY2O5G9XTXDEEtVSSizL4oILLtAtJazYX1zD00v2cfHEPiwcq6fzx7IsEhISmDRpkpbzhzNPfLuXZ5bu4/oZ/fnDRWPbvbLaqbB27VoaGhqMr3c4Ly/fzyNf7ubSSX351fmjTvl4Xl9/+umnh9T0toMltVz3wmoiIwRvfG86Q3uYUYDNsSyL2NhYpk6dqluKwYe/frGL5XtL+OsV45k+2P9TuDds2EBdXZ0jfb0JTIUBS3YV8t8N2dw2Z9ApJ03LzMykpqbGkYW5o7Cp0MVbG7K5c/4QZgVwZR1/k5GRwZw5c8yy8c3ILqvlJ//ZzJoDpZw1qid/vHRsu1e5dDKbN28mIiLi8ApdBv/zuw+30eBy886dsxwzqi4rK4uKigrj64OIlJLffLCVmKgI7r/g1F84T5aMjAxmz55NVJRpIgaTd9Zn87evdnPZ5L5BD0qB8vW+K+8anMd7G7P5/UfbOWd0T/56xXi/lJHc3FxKSkpCytfXNrq44aXVuNwe3vr+TBOUaoWMjAxmzpxJTEzH70QNFb7dWcCzVibXTe/PlVMDM1p98+bNgErT4DRMqyPE2V1QxQ/f3MjQHp356TmnntBw6NChlJeXn7qwMKXR5eE/uxoZ3C2Bn5zdsRJMLl++3Ni+GSv3lfD919bhkfDolRO4bHLfkOpxBLj33nu54YYbSE72z0oghqPZU1DFV9sLuGvBEL+ttuIPBg4cSEVFBVJK3VLChvc25pC+p5jfXDiaHon6gttLliwxvj7IrDtQyv++m8Hsoan8+TL/BBzayz333MM111xD165dg35uw/H5cls+P31rMzMGd+Xxayb5bbp33759KS8vx+Px+OV4TuDBT3ZwsLSWN783g2E9TVCqNb766ivj6x1EYVU9972dwajeSfzfhaMDdp7vf//7XHHFFaSmBn5BjfZiAlMhzMGSWq54egXRkRE8c/2Uk1qBryVMAuST5611h8irkTx/+ShHTNdpDxEREabB6sOSXYV871/rGJiawIs3nUb/1NCtF926dZyRfR2NBz/ZQWJsFLf6IU+Iv4mLi9MtIWzweCT/XLyXganx3DhzgFYtxtcHl4LKeu5ctIG+KXE8de0UrW0DJ76oGFR74+7XNzChXwov3HQasdH+HbkeSr7+q+0FvLH6IN+fP5gZAZgGFUoYX+8cpJT8/J0MahpcPHHNRL/X8eY41dd3rDdjwwnj8Uj+5z8bAXjHT9n8pZRcfPHFvP3226d8rHCkqr6Jv3+1m+FdIjhrVA/dctrFww8/bFbj82H53mLueG09w3sm8vadM0M2KLVu3TouvfRS9u7dq1tKSLJkVyFLdxfxvbmDg5bg+ESQUnLZZZfx73//W7eUsOHrHQVkFtVw25xBWhPf/+1vf+Oee+7Rdv5ww+2R/PDNjdQ2unjuxqkkx598DtBTYdOmTVxyySXs3r1by/kNrbM+q5Q7F6n2xiu3TKNzJ/+OKbjyyit5/fXX/XpMXRRW1fOL/2Ywpk8SPz17hG45juaxxx7jrrvuMqOiHcJrq7JYsquIX50/KqBTT7du3crFF1/Mjh07AnaOU8EEpkKUp5bsZcPBcv7vwtF+W9Vn7969fPjhh5SVlfnleOHG37/aQ2ltI1ePjOlw073efPNNtmzZoluGI9hfXMOdi9YzKDWBRbdNJyU+dOfmf/3117z//vtmGl8AqKht4lfvbmFgajzfmztYt5yjOHDgAO+99x4lJSW6pYQNLy3fT+/kWK6Z1l+rjn//+99kZGRo1RBOPLN0H2v2l/LAxWMZrnHK0TfffMMHH3xAYqKZ9uQkDhTXcPur6+idHMe/bptGcpx/A5fZ2dm88847FBcX+/W4uvj1e1upaXDxj6sndrhZCcHm7bffPpxXzqCXzKJq/vTpDuYP7x7wEdPffvstH374IZ07B3/F3xPB1NoQZOPBMh7/Zi9njerp18RplmUBZlnRk2F/cQ2LVmdx5ZQ0Bid3rOTh5eXlbN682dgdlSPsnjc2EBUheOGmqSGx6l5bWJbFqFGj6N69u24pIcejX+0iv7Kev1w+nrgYZ/kE4+uDy/qsUlZllmofLVVVVcWGDRuM3YPE9txK/v7Vbi4Y35vLJvfVqsWyLIYNG0bv3npWgjQcS2lNIze/vAaAl28+jW6d/T+qNpR8/Zfb8vlyewE/PmuYSXZ+HGpra1m7dm1I2L2j4/ZIfvr2ZjpFRfLwFeMDHii0LIuBAwfSr19gEqufKiYwFWLUNLi447X1dOscwyNXjvfrsS3Lonv37owYYYbHtgeX28N9b28mNiqCeztYwnNQSc+llOYBhgombMut5C+Xj6df19CcvufF7XazbNkyY/cA4HJ7+NfKLM4Z3SsgSwGfKpZl0aVLF8aMGaNbSljwr5VZJMZGaR8ttXLlStxut6nzQcDl9vCL/2aQEh/NgxeP1TpqwePxkJ6ebuzuIOqb3HzvX+vIrajnhZumMrBbQkDOY1kWSUlJjB/v3/eFYFPX6Ob3H21nRM9Ex41AdiKrV6+mqanJ1HkH8EJ6JhsPlvOHi8cEfEVvKSWWZTna7iYwFWL8/L8ZFFc38Jcrxvt9ipG3MJthn+3jxWX7WZ9Vxh8uHkvv5I6XYNKyLKKjo5k+fbpuKVrZdKic561Mrj6tH+eM6aVbTsDZvHkzVVVVjn6AdVQWrcoC4KKJfTQraRnLspg7dy4REaaJEGhKaxr5bGs+l0zsS4Kfc8e0F8uyiIyMZObMmVp1hAOvrDjAlpwKfn/RWO0jb7dt20ZZWZnx9Q7B45H87J0M1meV8ferJjJlQOCSU1uWxZw5c4iMdNao3fby9JK95JTX8YeLxxCtcdRpR8GyLIQQzJ49W7eUsOZAcQ1/+2o354zuyUUTAt8e3LVrF0VFRY729WZVvhDiycV7+SQjj5tnDWTuMP9Ovamrq2P06NEsXLjQr8cNdbJKavj717s5a1RPLpmkd6j+yZKUlMRll10W1qsxuj2S/3t/K906d+L+C0bplhMUampqmDZtGnPnztUtJeT45+K9jOyVyHljnRfgbGhoYMSIEZx33nm6pYQFb645SKPLw/Uz9K7EB5CYmMgll1xi8gwFmOyyWh79cjdnjOzB+eP0+4CqqiqmT5/u6JeVcOLhL3bx0eZcfrFwJBeMD9zUyqamJoYMGdLh2/U55XU8/u1eLprQx5EjkJ1IQkICF198sckfqhEpJfe/v4WYyAgeuCQ4o2YrKiqYMWOGo329CUyFCOuzynj0y12cPqI7v/3OaL8fPy4ujk8++cTvxw1lpJTc/95WoiIieOCSjjsl5v7779ctQTvvbshmS04F/7h6IomxelZNCjZz585l9erVumWEHJ9vzae4upGfnjPCkaNPO3XqxMcff6xbRtjwwaYcxvRJYkQv/cGgX/ziF7olhAW//2g7AH+4eIwjfMCsWbNYtWqVbhkG4JXl+3lm6T6und6fO+cHdkpadHQ0H330UUDPEQz+9qVaSfK+c0yakRPlvvvu47777tMtI6z5OCOP5XtLeCAIU/i8TJ8+nZUrVwblXCeLGe8YAmSV1HDPGxvoEh/Dw1dMCEhDp6Ghwe/HDHU+zshj2d5ifrFwRIecwgfK7uG+lGyDy81jX+9hfFoy3xnvzKlX/kZKaep8gHji2z30TYnTnuy4NYzdg8eu/Cp2F1Rz/jj9CaeNrw8Oi3cV8pWdoDmti/5RyMbXO4dvdhTwh4+3c/bonjwQhLxjoWD39Vml/HdDNnfOH0L/VP31qSNgfL1+6hrd/OnTHYzpk8S104M3Wroj1HkTmOrgbDpUzoWPL6PJLVl0+3S6J/p/1Q6ASZMmcffddwfk2KFIfZObhz7dwejewXU6/uahhx4iLS2tQzizQPHW2kPklNfxs3NHEBGhv3c7GOzcuZOUlBQzStLPrNxXwrbcSu5aMIROUc7M6TFt2jTuuOMO3TLCgv+sPURMZARXn6Z/dZxHHnmEPn36UFdXp1tKyNLo8vDAx9sZ1C2BW2cP0i0HgH379pGcnMz777+vW0pYs7ewih//exOj+yTxj6snEhmEtsbs2bO55ZZbAn6eQCGl5I+f7KBHYid+dOZQ3XI6DP/4xz/o1asX1dXVuqWELc8s3UdeRT2//c6YoNR1gKysLJKTk3nnnXeCcr6TxQSmOihSSt5cc5BLnlxOaucY3vjedEb1TgrIuQoLC9mxYwcDBw4MyPFDkce+3kNuRT2/vnBU0JxOILAsi169etGpU2ACnk7H5fbwrJXJpP4pzBnaTbecoGFZFvX19WYFTj/zxLd7SE2IcWy+udLSUjIyMhgwoOMG0zsKTW4PH27O5fSR3UkNwDLw7cW76m5cXMcc3dsReH11FplFNfz6glHERDmj+W1Z1uG8cgY9VNU3cfur64iNjuC5G6YSHxP4LCsVFRVs3LixQ/v6b3YUsuFgOf9z1vCg3LNQwbIsUlNT6dy5s24pYUlueR3PWvu4YHxvpg0K3MIGzekovt4ZT0ZDu6hvcvPjf2/if9/dwsR+Kbx95yyG9wxcfor09HQARydLcxL7iqp5IT2TK6akMWtIxw1mNDY2snLlyrC2+2db88kuq+Ou+UMckQskWFiWRe/evRkyZIhuKSHDrvwqVuwr4caZA+msefW11jC+PnisyiyhuLqBSyel6ZZCU1MTy5cvN3YPIBW1Tfzjmz3MHprKGSN76JZzmKVLl9KtWzdGjhypW0pYIqXkl//dwqGyOp6+fgp9UoITGF6+fDkej6fD1nmPR/LIl7sYmBrPlVP1+9COgtvtJj09vcPaPRR4+POdeCT8cmFwfe7SpUvp0qULY8Y4O+exM1vHhlbZkVfJzS+voaCygR+cPoR7zxpOVICXRrUsi/j4eCZPnhzQ84QKf/tyNzFREfwiyE7H36xbt476+vqwfoC9uuIA/bvGc9aonrqlBA0pJUuXLmXevHlhFYwLNO9vyiFCwLXT++uW0iqWZdGpUydOO+003VJCnk+35BMXHcmCEf5dQfdk2LhxIzU1NWHt6wPNPxfvoaKuiV9fMNpRftWyLOPrNbJoVRafbMnjl+eN5LSBwR09ERUVxYwZM4J2Tn/y9Y4CduZX8dh3JxId4HegUCIjI4PKykrj6zWx6VA572/K5QenD6Ff1+DmRLMsi7lz5xIR4ez64mx1hqPYkVfJlc+spL7Jw8OXj+dn544MeFAKVGGeOXMmMTExAT9XR2fzoXI+2ZLH7XMGBSzfV7CwLAuAOXPmaFaihx15lazLKuPGmQPCJrcUwIEDB8jJyTENFz9S0+Bi0cosJvXv4mi/YFkW06dPJzY2OCvEhCtuj+TLbfmcNbonsdH6c415ff3cuXM1KwlNcsvreHVlFpdNSgtYyoWT4eDBgxw4cMD4ek3sLazmT5/uZN7w7twxN7Ar8DXHsixOO+004uM7XsJwKSVPL91HWpc4Lhyvf+GIjoTx9fqQUvKnT3fQrXMMdy0Ibk60vLw89uzZ0yF8vRkx1UFYsa+Ym19aS2rnGF67bTpDewRvbvDdd99Nt24dd0pasJBS8oePt5OaEMP35gW3kREI5s6dy4MPPkj37vp79HXwzvpsoiMFl08Or2HicXFxPPjgg5x77rm6pYQMn27Jo6rBxY/PHKZbSpvceeedJCcn65YR8mw8WEZJTSNnj3bGSMzZs2fz+9//nt69zUteIHj8mz0g4d6znVX/O3XqxB//+EfOO+883VLCjia3h3v/s4nY6Aj+esX4oHd+fe973+uQQSmA9D3FbDxYzh8vHRuUzvlQYsaMGfzud7+jXz/9C26EG9/uLGTN/lIeuHhM0NM5REVF8ac//Ynzzz8/qOc9GUxgqgOwOrOEuxZtICkumqeumxzUoBSoB5jh+Hy6JZ/1WWX86dJxJMZG65ZzysyePZvZs2frlqGFJreH9zfmcObInnRJCK+Rgr169eL+++/XLSOk+GBTLmld4hyfQP+2227TLSEsWLa3GCFg/jBnBP1nzpzJzJkzdcsISbJKanh7fTY3zBhAWhdnBQJ69uzJr371K90ywpJHv9zNlpwKnrl+Mj2Tgj9CtSOvxvd8eiY9EjtxxZTw6jT0B9OnT2f69Om6ZYQdHo/kr1/sYkBqPFdPC346h+7du/O///u/QT/vyWBCzQ6noLKeOxetJzUhhg/vmc2k/l2Cev7169ezf//+oJ6zI9Lk9vDQZzsY2SuRq0IgEWNeXh5r1qzB5XLplqKFJbuKKKlpDMuGz9dff01FRYVuGSHDnjI3y/YWc/nkNEdPCd24cSOZmZm6ZYQF3+4sZEJaCsnx+jsw8vPzWb16NU1NTbqlhCT//HYvURGCuxc4byGJb775hvLyct0ywo71WWU8Z+3jmmn9WDg2+KMUN23axL59+4J+Xn+wu6CK9D3F3DhzAJ2i9E+D7kgUFhayatUq4+s18FFGLjvzq/jJ2cO15ET79ttvKSsrC/p5TwYTmHI497+3lbomd1BX6/Dlnnvu4YYbbgj6eTsan9urt917duCT0QeD//znP0yfPp38/HzdUrTwcUYuXeKjme+AxMTBJDc3l7PPPpsXX3xRt5SQ4YO9TSTHRXPrnEG6pbTJj3/8Y6655hrdMkKewsp6MrIrOGuUM1Zm++9//8uMGTPIycnRLSXkyC6r5b2NOVwzrT89NIyKaYvCwkLOOussnn32Wd1SwoqaBhf3/mcTvZPjuP+C0Vo0/PSnP+XKK6/Ucu5T5ZUVB+gUFcF10wfoltLheP/995k5cyYHDhzQLSWsaHC5efjzXYzpk8R3xvcJ+vlLS0s566yzePLJJ4N+7pOh479BhzDPWfv4ekcB9541nBG9EoN+/pqaGtatW9chkqXpxOORPPb1bob16Bwyq7dZlsXgwYNJSwu/EUMNLjff7izk7NE9w261l/T0dABT5/1EcXUDW0vc3DhzAMlx+kfHtEZ9fT2rV682dg8Ci3cVAjDLIdM6LcuiX79+DBhgXvT8zbNLMxEC7nBgzslly5YBxtcHm79+sYuDpbX84+qJQc8zA9DY2MjKlSs7pN2r6pt4f2MO35nQJ+xSLPgDy7Lo1asXQ4cGN/F2uPOftYfIKa/j5wtHahk1v3z5cqSUHabOh9dbVwfi8615/OnTnZw5sgffC/JqHV5WrVqFy+XqMIVZF6v3l7KvqIa7Fgwh0sFTdU4UKeXhJaTDkVWZpVTVu1g4tpduKUHHsiw6d+7MxIkTdUsJCZbsKgJgwQhnjI5pjTVr1tDY2Bi2dT6YfLW9gN7JsUzql6JbylG+XoiO/+xyEsXVDby17hCXTuqrZbT78Vi6dClxcXFMmTJFt5SwYWtOBa+uPMCNMwcwdWBXLRrWrVtHXV1dh/T1H2zKpbbRzfUzTBC9vUgpWbp0qfH1Qaa+yc1Ti/dx2sAuzBumpzNq6dKlxMTEMG3aNC3nby8mMOVAVmeWcOeiDUwd0IXHr5mkLS+JZVlEREQwa9YsLefvKLy4LJMu8dGcpyFXQCDYsWMHJSUlHbLh4g++3l5AbHQEs4Y4Y0RDMLEsi9mzZxMVZdbF8AeLdxWSEA0T0py90p1lWQghmDNnjm4pIY3L7WF1ZikLRvRwxMvB3r17yc/PD1tfH0heW5lFg8vDHfOcl1sKVJ2fOXMmMTFm5EkwkFLyuw+3kZoQw0/PGaFNh2VZgFp1uaPx3w3ZjOiZ6PjnqRM5cOAA2dnZxtcHmX+vOUh+ZT33njVc2zPfsiymT59ObKyzppO3hglMOYz6Jjc/eWsz/brG8eLNp5GgYaivF8uymDRpEklJSdo0OJ3Momq+2VnIDTMHEhcTGokYvQ2XcHyASSlZsruQOUO7ExsdGvY8UUpKSti6dWtY2j0QSCn5JCOPcd0iHZ93zrIsxo0bR5cuwV1cI9zYnF1OVYOL2UNTdUsBwtvXB5Imj+T11VmcMbJH0FdRPhHKy8vZvHmzsXsQ+XBzLuuyyvjZuSO0Tuu2LItRo0bRvXvHyp95qLSWjQfLuWRSX0cE9TsaxtcHn/omN88szWTawK7apu5XVVWxYcOGDmV30y3uMJ74dg855XW8cstp2nOSvP766xQWFmrV4HReWLaf6MgIrp8e/OU/A8UNN9zAyJEjGTzYeXkxAk1WSS2HSuu0TZ/VSZcuXcjIyKBrVz1TDEKNJbvVNL7hXZwf4Hz11VfJy8vTLSPkWbanBCFgjkPyS11zzTUMGTKEESP0jeAIRdbmuymubuSmWQN1S2mRpKQkMjIySE42I0+CQYPLzSNf7mJU7ySunNJPq5aXXnqpQy508MEmpfnC8aExMyHYXHXVVQwYMIAxY8bolhI2vLXuEPmV9Tx61QRtGhISEti8eTOJicHPU32ymMCUg9hbWMXz6fs5e3RPR+Qk6dOnD336BH8FgY5CQWU976zP5vLJfR234s6pkJCQwIIFC3TL0IK1RwUT5g3rWL2J/iAiIoJx48bplhEyrNpXAsDUXs5/zPbu3ZvevU2DP9CsyixhdO8kUuKdMX0qPj4+bH19IPn2YBODuiUw1yEByOZEREQwduxY3TLChjdXH+RQaR2v3jpOW2oOL7169aJXr46XP/ODTblMG9iVfl3jdUvpkMTFxRlfH0Sa3B6eXZrJ1AFdmDVE3wjpiIiIDheMdPb8gjDj9x9tJy46kgcv0d9geO+993j88ceRUuqW4lieXrIPl9vDnfOdmUPiZDh06BC//vWvOXjwoG4pWkjfU0y/rnEM7JagW0rQ+eMf/8jXX3+tW0bI8M3OQqYN7EpSjLOnHXz44Yc89thjeDwe3VJCmtpGFxsOljFtkDNGJObm5nL//febpcP9zI68SvaWe7huen/tQYjWeOihh/jyyy91ywgLahtd/HPxXqYP6qot+bGXTz75hL///e+43W6tOtrL/uIa9hRWc964jhdQcwIFBQX86le/IjMzU7eUsOGjzbnklNdx14IhWqeePvzww3z22Wfazn8ymMCUQ9h0qJz0PcV8b+4gejpg9M1zzz3Hc889Z+Zyt0JhZT2vr87iqqn9GJAaOkGMb775hj/+8Y9UVVXplhJ03B7Jqn0ljplmE0yqqqr4zW9+czgPgeHUOFhSy97Cas4e3VO3lOPywgsv8PTTTxMRYZoDgWTtgTIaXB5Od8BoaIDFixfzpz/9ifLyct1SQor/rD1ElIDLJ6fpltIitbW1/OY3v2Hx4sW6pYQFL6Tvp7i6kZ8vHKG9Pf3SSy/xxBNPEBnp/OnlvnyxLR+gQzxPncjSpUt56KGHKCkp0S0lLPB4JE8t2cfIXolan/f19fX85je/4ZtvvtGm4WQwLVGH8OiXu0iOi+ZGB+QkcLlcLF++vEMlSws2Ty7ei5Rw14LQGS0FKkFiamoqo0aN0i0l6OzIq6SqweWYEQ3BZMWKFXg8HlPn/cS/Vh4A4MxRzghCtIbH4yE9Pd3YPQis3V9KZIRg8gBnJJi3LIvk5GQzfdeP1De5eW9jDpN7RtIlwRnTNZuzatUqXC6XqfNBoLbRxSsrDjB1QBemDNDbrpBSYllWh7T7tzsKGd07ibQuZhrfyWBZFgkJCUyaNEm3lLDg6x0F7C2s5q4FQ7SOml27di0NDQ0drs6bwJQDyMhWo6XunD+EpFi9Cc8BNm/eTFVVVYcrzMGiuLqBN9ce4rLJfUNqtBSoB9jcuXPDcvRE+p5iAGYPCb8RU5ZlERUVxcyZM3VLCQm251WSEh/NIIdPCd26dSvl5eXG1weBNftLGdsnic4aV9r1xbIs5syZ0+FGTziZr3cUUFHXxLw0Z9i4JSzLIiIiglmzZumWEvK8suIApTWN/O/5+jv6du7cSXFxcYfz9RV1Taw/WMbpI8Mv76e/WLp0KbNnzyYqyrl+KZR41sokrUscF4zTm7dz6dKlAMyZM0erjvYSfm+fDuSlZfvp3CmKax2yspt3Os/cuXM1K3EmLy7bT6PLwx3zQmu0VE5ODvv27etwDRd/sWJfMSN6JoZUIvsTxbIspkyZQkKCswMpHYEGl5v1WWV8Z3wf7VM3jodZQjo4NLk9ZOSUax814aWwsJCdO3cau/uZdzfk0CspltGpzg32WZbFxIkTzYp8AaamwcXzViYLRnRnigNGSXZUX79yXzFuj3TEglAdkZKSErZu3drh7N5RWXuglPVZZdw+ZxBRkXpDLJZlMW7cuA630rYJTGkmv6KeT7fkc+mkviTH6R8tBSpAMXz4cPr27atbiuMor23k5eX7uWhCH4b26Kxbjl/Zs2cPiYmJYfkAa3J7WJ9VxozBHcuB+wOPx0NRUVFY2j0QfLOjkAaXhzMcPo0PIDs7m8GDBzNgwADdUkKa7bmV1Dd5mDwgRbcUAHbv3k1SUpKp836kuLqBpbuLuGRSXyIcGpCWUlJYWGjsHgReXXmAstomfnzmMN1SAOXr+/Xrx5AhHatDdfneEuJjIpnYL0W3lA7J7t27SU5ONnU+SDy7NJMu8dF89zS9A02klBQUFHRIu5txfZp5IT0Tj5TcNmeQbimHeeSRR3jooYd0y3Akb6w5SH2TJ+RySwEsWLCA0tLSsJzGtyOvktpGN1MHhl9gKiIigp07d9LU1KRbSkiwYl8xCTGRjl0q3pc///nPPPDAA7plhDyr96uks6c5xL/MmTOH0tJSx4/o60h8kpGH2yO5dFJf8nbm65bTIkIItm7danx9gKmqb+LZpZmcPqI7k/rrHy0F8MADD/Cb3/ymw9X5tQdKmTKgC9GaR590VGbOnGmSngeJvYVVfL2jgB+fOYy4GL2jZoUQbN68uUP6elPTNSKl5PNt+cwe2s1xy9NHRztj9JaTcHski1ZmMWtIKqN6J+mWExCioqLCMjC17kAZAFMHOqMRqQNT5/3DluwKRvVO0j6M+0Qxdg88K/eVMLhbgiNW3PUSGRkZlr4+UHy4OZcRPRMZ0StRt5TjYup8YFm06iAVdU3ce/Zw3VKOoqPZvbSmkZ35VUxzSEC/oxIZGWlyCQaBF5cdoFNUBDc5YBEzLx2tzoMJTGllW24l2WV1nD+ul24ph3n55Zc588wzqays1C3FcSzeWUhuRT03zAi9aS/FxcVMmDCBL774QrcULWw6VE6f5Fh6J8fplhJ0rr/+ev73f/9Xt4yQwO2RbM6uYGxf5+dvee211zjjjDMoLy/XLSWkcbk9rNlfyqyhqbqlAFBeXs748eP59NNPdUsJGXLL61ReuQl6k90ej5tvvpmf/exnumWENPVNbl5ctp+5w7oxPi1FtxwA3nzzTU4//XSKi4t1S2kXa+yRphP7p+gV0kGpqqpiwoQJfPTRR7qlhDzltY28tzGbSyb2pasDVmS9/fbbuffee3XLOClMYEojn27JI0LAmaN66pZymC+//JKdO3eSmOj8Xr9g8/rqLHokduKs0c6xl79YtmwZGRkZdO4cWnmzTpSNh8qYEIY5DJqamnjvvfeoqanRLSUk2HhQjbwb3N1ZI2Bb4quvvmLbtm0mCXKA2ZxdQU2jm5mDnTG1c/ny5WzZsoX4eLP0ur/4dEseABeO76NZSeu43W7effddqqurdUsJaV5efoDi6gZHpXv4+uuvycjI6HBJkFfvLyU2OoLpg5wR1O9orFy5koyMDGJjnTNSN1T5z9pD1Dd5uHn2QN1S8Hg8vPvuu1RVVemWclKYwJQmPFLy9vps5g3vTrfOnXTLAdTUQsuymD9/foebhx5oCqvqWbq7iCumpIXkXHfLsoiNjWXq1Km6pQSd4uoGDpXWMSkMe+U2bNhAbW1th0yQ6ERWZaoeXie/oHqxLIt58+YZXx9g1uwvBWC6QxZWsCyL6Ohopk+frltKyPDZ1nxG9U5yXEoGXzZv3kxVVZXx9QHE5ZEsWpXFqN5JzBzsnGCKZVnMnTu3w03d3ZBVxvi0FGKiOpZup2BZFpGRkcycOVO3lJDG7ZEsWp3FtEFdHZHmZdu2bZSVlXVYX29quyb2lXsoqmrg8slpuqUcJjMzk9zc3A5bmAPJ+xtz8Ei4bHJorlRoWRYzZsygUydnBEmDSUZ2OQATHDLsPph4l5CeO3euZiWhwdoDZQzpnuCIodxtkZWVRVZWlvH1QWDtgVIGd0twTAeUZVlMmzaNuLjwm7YcCAqr6tlwsIyFY5yTkqEljK8PPKvzXOSU1/HTs4c7JuCfm5vL3r17O5yvr29ysy23kikDwjfv56liWRZTpkwJ25kQwWLp7kIOldZx40xnpHnx+vqOVue9mMCUJvaWewCY4bBeFei4hTmQvLshh4n9UhjaI/SmOFZWVrJx48awtfumQxVECDpEXiB/Y1kWI0aMoGfP0JueqoMdeZWM6wDlKD09HTC+PtA0uiXL9hYzb3h33VIAqKmpYd26dcbufuTdDTlICeeOdbYPtSyLwYMHk5bmnM7QUEJKyecHXAzv2ZkzR/XQLecwHdXXb8utxOWRTAzDFAv+oL6+ntWrV3c4u3dE/rVSpXk51yGdE5Zl0a9fPwYMcEagrL1E6RYQruwrd9M3JY7uic7oRQVITU3lkksuYdSoUbqlOIq9hVXszK/iNxeO1i0lIFRWVvLd736Xc845R7cULWzLqWBI984kdAo/dzhx4kQzzNtPFFc3UFjVwEgHDOU+Hl26dOGiiy5i7NixuqWENFmVHhpdHsd0QFVUVHDVVVdx7rnn6pYSMqzKLCE5LpoRPZ3daTV+/HgmTpyoW0bIsjKzhENVHv5yziDHjJYCSE5O5jvf+U6Hs/2GLJWvcZIJTJ0UFRUVXHnllSxcuFC3lJAmv8bDkl1F/M9ZwxyT5mXcuHGMHDnSUX6oPYTfm5hDWF/g5pwxznqBueiii7jooot0y3Ac76zPITJCcKHDV9w5WdLS0njjjTd0y9CClJKMnArmDnVGYuJg88ADD+iWEDIs3VUEwGkDnT/14IILLuCCCy7QLSPkWV/gAmDaIGfkl+rTpw+vv/66bhkhQ02DixV7S7h+xgDHvwT87ne/0y0hpHkxfT9JMXDxRGele1i4cGGHDE5sOFhG/67x9EgyibtPhp49e7Jo0SLdMkKebw42ER0puHZ6f91SDvPrX/9at4RTwhnhvTCjvsmNBMfknACora2loqJCtwzH4fZIPtyUw+yh3eiRGJoPyPz8fKSUumVooaCygaKqBsalOX/6lb8pLi7G5XLplhEyfGKvzDW6t7PLUl1dnfH1QSKvRpKaEOOYnGPh7OsDwbK9xTS6PZzloKlbLVFcXExTU5NuGSHLodJavtlZyPx+0cRGR+qWc5j6+nrKy8t1yzgpMrIrGB+G7TJ/YXx94KlpcLEsx8V5Y3s75v2wpKSkw/t6E5jSwNYc9VIw3yF5JwA++OADunbtyrZt23RLcRSr95eQW1HPVVNDMy9DXV0d/fv3D9uRMzvzKwEcsZJGsLnrrruYMGGCbhkhw/7iGlLio4mLcc6LSUt88skndO3alYyMDN1SQhqPR7Kv3M0ZI50RtGhoaGDQoEH89re/1S0lZPhmRwGJsVGc5pARca3xox/9yEzbDSCvrcoCYG5fZ01C+eKLL+jatSvr16/XLaVdVNY3kVNex+g+4dcu8wdNTU0MHTqUX/3qV7qlhDTvb8qhzgU3zRqoW8phfvKTnzBixAjdMk4JE5jSwK6CKgBHOV3LskhISOjwBdrffLQ5j7joSE4f4YyXC3+zevVqmpqamDx5sm4pWtiVr+riyF7Ozg/ib6SUWJYVtnb3N40uD/uLaxwThGgLy7KIjY01uQQDzJ7CaqqbYLpD8kutW7eO+vp6U+f9hJSSxbuKmDe8u2Nyi7SE8fWBpb7JzX/WHuKCcb3pEe+scmBZFjExMR0uKLk7TNtl/mLjxo3U1NSYOh9ApJQsWnWQfokRTO6folvOYULB1zvLi4YJ+wpriImAPsnOWa7Zsixmz55NVJSzenx00ujy8ElGLgvH9grZxNiWZSGEYM6cObqlaGFbbiV9kmNJiXfGVJtgsXv3bgoLC82KLX5iR54aeTd1gLNHToCq87NmzSI6Olq3lJBm86FyAMesKuVddTdcfb2/2Z5XSVFVg+M7rfbv309OTo7x9QHiw025VNQ1cf0M562AZVkWM2bMoFMn56QNORF22oGpEb2c03nfkfD6+rlz52pWErpsOFjOjrxKzugX5Zj8ggcPHuTAgQMd3tebwJQGDpTU0DMhgogIZxTmoqIitm/fzvz583VLcRTf7Cigst7FRRP76JYSMCzLYsKECaSkpOiWooXteZWOGrkYLLwNF1Pn/cPS3Srx+ekjnTM9uyXKysrIyMjo8A2XjsDq/aUkRsPgbgm6pQCqzo8ZM4Zu3cJzoQd/s2xPMQBzhzn7fnp9vanzgeGZpfsY3rMzMwY7q1OiqqqKDRs2dEi77y6oonOnKPokOyNvT0fDsiyGDx9Or169dEsJWd5YfZCEmEhm9HHOoIX09HSg4/t6E5jSwIGSGrrFOSMoBbBs2TKg4xdmf/P+phy6J3Zi3jBnv2yeLI2NjaxYsSJs7V7f5GZ/cU1Y5peyLIuePXsybNgw3VJCgs+35jM+LZneDhoF2xLLly9HShm2dT6YbDpUxuCUSEd0QLlcLpYvX27s7keW7S1mWI/O9HT4qmGWZZGammqm7gaA7bmVZBbXcPHEvo4ZNeFlxYoVeDyeDlnn9xZWM7RHZ8fd046Ax+MhPT29Q9q9o1BZ38QnW3K5aGJf4qKcU0YtyyI5OZlx48bplnJKOCfUFyZIKckuq2NYmnNiglOmTOHxxx9n6tSpuqU4hqr6JhbvLOLa6f2JdMCLRSCQUvLSSy8xfPhw3VK0sLugCrdHMjoMA1N33XUXF154oWn4+YGq+ia251Xy4zOdH+SbOHEijz/+ONOmTdMtJaQprWlkX1ENlw1zxnRJj8fD888/z+DBg3VLCQnqm9ys2V/qqCXCW+OOO+7g7LPPJiLCOW3OUOHl5fuJiYzg2mnOKwdjx47ln//8JzNmzNAtpd3sK6pmztDQ7BAONG63m2effZYBA5w3tTRU+GBjDvVNHq6Z1o/SvSW65Rzm1ltvZd68eURGOnsBnuNhAlNBprSmkUaXh66xzrn1/fv354c//KFuGY5iya4iGt0eLhjfW7eUgNGpUyeuvvpq3TK0sS1X5QUa0yf8liSeNWuWbgkhw4ebcwGY7rCpHC2RlpZmfH0QyMguB2BgkjOCATExMXz3u9/VLSNk2HiwnAaXh9lDnD2ND2DGjBkdMjjhdBpcbr7eUcCMIal0SXBejsq+ffvygx/8QLeMdlPd4KKgsoHB3Z0xBbqjER0dzVVXXaVbRsgipeT11QcZ2zeJcX2TWbpXt6IjTJ8+nenTp+uWcco4o9UURhwqqwOgszM6UqmqquLNN9+kpMQ5UV8n8NX2AlITYpjcv4tuKQHjww8/ZPv27bplaGNLTgWJsVH06+rs6Vf+ZtOmTXz11Ve43W7dUkKCVZmlAI73FTU1NbzxxhsUFxfrlhLyZGRXADA0xRk9lx999BHbtm3TLSNkWLGvmAgB0xwejM7IyODLL7/E5XLplhJyLN5ZRFltE7fOHqhbyjHU1dXx+uuvU1RUpFtKuzlQXAPAIIfk5utofPLJJ2zZskW3jJBlS04FO/OruPq0/o6acbB161a++OILmpqadEs5ZUxgKsjsK6wGYGCyMxqsy5cv59prr2XTpk26pTiGJreHJbsKOX1kj5Cdxud2u7nxxht57LHHdEvRxrbcSsb2SXbUwyUYPPnkk6ZHzY8s31vMheN7ExvtDJ/eGitXruS6665j3bp1uqWEPGsPlDKyVyLx0fp9i8fj4ZZbbuGRRx7RLSVkWJVZwri0FJJiHdLD2ArPPPMMV1xxhW4ZIck76w/RPbETc4Y6b9TcmjVruP7661m9erVuKe3mUGktAP27xmtW0vGQUnLbbbfx8MMP65YSsvx77SFioyP4zgRnLYr1/PPPc9lllyGl1C3llDGBqSCzJaeC2OgIesXrb7CCSpYWFRVlhnr7sPZAKZX1Ls4a5exloE+FrVu3UlFREbYJEpvcHnbkVTK2b/jll7Isizlz5nT4eehO4FBpLaU1jY4fLQXK7hEREWYaZ4CRUrItt5Lxac6YIrxjxw5KSkrC1tf7m7pGN5sOlTtuFbaWsCyL2bNnExXlnNQRoUBxdQOLdxVx2eS+REU67zXKsiyEEMyePVu3lHaT5Q1MpZrAVHvZs2cPBQUFxtcHiLpGNx9tyuX8sb1JjnNWp4RlWcycOZOYGOdNK24vzvOoIc6OvEpG9U5yzEgcy7KYOnUqCQlm2KyXr7cXEhMVwbzhoZt8MdyXkM4sqqHR5Qm7/FL5+fns3r07bO3ub9ZnlQEwpo/zA5yWZTFp0iSSkpyvtSOTXVZHaU0j49NSdEsBjK/3N+uzymhyS2YMTtUtpU2Ki4vZtm2bsXsA+GBTLm6P5IrJabqltIhlWYwfP54uXZzfYdKcQ6W1pMRHO340ohMxvj6wfLk9n6oGF1dMdVa9Ly8vZ/PmzSFjdxOYCjIHSmoY4JAhqnV1daxZs4b58+frluIoFu8qZNaQVOJjQreX0bIsBg4cSP/+zltNJhhsz1M5YEaF2Yp86enpAKbO+wlrdxEp8dFMHejs0RMNDQ2sWrXK2D0IrD2gco45xbdYlkXfvn3Ninx+YlVmCZERgtMcXueXLVsGmJfUQPDuhmzG9U1mWM9E3VKOoampiRUrVnRYux8qqyOtS3jl/fQXlmXRo0ePsF1pO9C8tzGHPsmxzBjkrE6J5cuXI6XssHW+OSYwFURqG9VqE055mK1bt46mpqaQKcz+YFtuBfuLazhrVE/dUgKGlJLly5eHtd23ZFcSGx3BkDBb+WXFihUkJCQwadIk3VJCgtX7S5kxKNUxI2BbY+PGjTQ0NIR1nQ8WB+2pKCN7OeM5731JDbdceoFiVWYJ4/om07mTszuuVqxYQWxsLFOnTtUtJaTYU1DFttxKLpvcV7eUFsnIyKC2trbD+vrsslr6dXFG531Hw/j6wFFYVY+1u4hLJ/clwmHtvRUrVhAdHR0SK/IBOPvJGmLklqsV+dK6xEG5Xi0Ac+fO5cCBA3TvHrpT1trLtzsKAVg4tpdmJYFDCMHOnTupqqrSLUUbW3LKGd07yZH5IQLJX//6V+666y6io80w+VMlr6KOnPI6bnHgqkzNmTFjBgcOHKBbN+cl6g01tmRXMLRHZxIcErjYsmULlZWVumWEBHWNbjZnl3Pr7EG6pRyXhx56iNtvv51OnTrplhJSvLHmIAAXjO+tWUnLTJkyhaysLLp2dfaIvpaQUpJXXs/pI0I3v2sg2bhxI+Xl5bplhCQfbMzFI+HSSc6axgfwhz/8gRtvvJG4uNAYaeiMllOYkF2mAlO9k+OoLderxcuAAQN0S3AUi3cVMq5vMt06h3ZjLikpKWxzzXg8KjnxlVOc94AJNFFRUWaYt594b2MOAOP6dow8ZcbXBx4pJZuzK5g33DkBwHD29f5m48GOkV8KIDIy0vh6PyOl5NudhUxIS6ZHYqxuOa3SUVM0VNa7qGty0yvJuffWySQmJpKY6IyRuqHGextzmNAvhaE9OuuWcgyRkZGMGDFCtwy/EV7DBTSTV1EPQJ8U/U63sbGRG2644XAeAgOU1TSy6VA5p48M7d6ahx9+mCeeeEK3DG0cKKmhttEddonP09PT+eEPf0hxcbFuKSHB1hyVp2xCvxS9Qo6Dy+XixhtvZOnSpbqlhDxF1Q0UVzcw1iG+5ZFHHuGxxx7TLSNkWLW/lAgBUwY6O6n08uXLueeeeygsLNQtJaTYnF1BVkkt1053ZuDH7XZz0003sXjxYt1SToqiKvWO1CMptDuGA8Hf//53Hn30Ud0yQpKd+ZVsz6vk0ol9dEs5htWrV/ODH/yA/Px83VL8hglMBZGDpbVERwpH9AZs2LCBRYsWUVBQoFuKY1ixrwSPhPkhvBofwJNPPnk4CXY4sj1PTWsZ3QFWUvMnH330Ec8995xZgdNPfLuzkKkDuhAbHalbSpts3ryZ1157jby8PN1SQp4t2SpYOdYho+iefvppE5D0I2v2lzCmT7LjVwz75JNPePbZZ42v9zMfbc4lJjKChWOdOY1v69at/Otf/yI7O1u3lJOioLIBwNGj0ZzKs88+22EDkk7nvQ05REUIvjPBeYGpTz/9lGeeeYb4+NDJy2YCU0Fkd34VA1MTHJHXxrus6Ny5czUrcQ7L9xXTuVMUE9Kc8VIRCLKysjh48GCHTYzpD3bkVRIVIRjW03lDcgOJZVlMmzYtZOah66S20UV9k8cxK6+1hfH1wWN7rgp6j3FA0Ds7O5vMzMyw9vX+pNHlYePBcsevxgeqzk+ZMsUEpvyIxyP5JCOPecO7kxznzMCk19d31DpfUKlGTPVKNoGp9lBQUMCuXbs6rN2djNsjeW9jDgtG9CDVgSleLMti0qRJITVdX3+EJIzYX1zjmPmplmUxcuRIevQI7Wlr7cHaXcSsIamOCBwGio7ecPEHW3MqGdK9M52inD3SxZ9UV1ezfv36sLa7P1m9vxSAucOck0uoNSzLYsiQIfTt68xVpEKJ9L3FDEiNd0Tic++oWFPn/cOWnAoaXB5Oc/g0vrq6OtasWWPs7mc2ZZeTX1nP+eOcuzCOZVn079+/w+YTzLcDUz3NVL52YXx94Fixr5jCqgZHrsLZ0NDAqlWrQs7uofsG7jDqm9zsL6lheE/9iencbjfLli0LucJ8KmSX1ZJdVsesIc5PanoqWJZFSkoKY8eO1S1FC1JKNh0qZ6LD8wL5m1WrVuFyuUyd9xNLdqrcLWMcMmWrNTweD+np6cbuQSK7tFatuusALMsiMTGRCRMm6JYSEmw8WAbAlAHODkytXr2apqYmU+f9zOdb84mOFJw5qqduKS0ipcSyrA5t98LKBhI7RREfoz+w35GwLIv4+HimTJmiW0rI8d7GHBI7RXGGA3MPr1u3jvr6+g5d51vCBKaCRHZZLVLCwG7654EWFBQwYMAA5s+fr1uKY1h7QI2AmDYotANTHo+Hc889l4iI8Kz6OeV1VNQ1MS6Ep2u2RGlpKf3792fWrFm6pYQEWaW1JMdF0zfFGUGI1iguLiYtLY0FCxbolhLylFQ3kFtRz4LhzmjAen19VJR5yfMHGw6WkdYljh4OyBHaFiUlJfTr1485c+bolhIySCn5fGs+s4Z0c+w0vtLSUvr06cPpp5+uW8pJU1hVT3czWqrduN1uzj77bKKjnVk2Oyr1TW6+2JrPeeN6OTKXaHFxcUj6etNiCRI78qoAGNZD/4ipPn36sHnzZt0yHMXqzFKSYqMY2Uu/fQLJiy++qFuCVrw5YDpCbiB/ctVVV3HVVVfplhEybM+t5OzRzuw596VHjx5s2rRJt4ywIMNhic+fffZZ3RJCBikl67PKmDHY+R1Xl19+OZdffrluGSHFroIqDpbWcuf8IbqltEpqaiobN27ULeOUKKxsoEeiCUy1lyeffFK3hJDkmx2F1DS6uXii86bxAVx88cVcfPHFumX4nfAcNqGB/Ao1d9oJw/yllLolOI41+0s5bWBXIiKEbikBw9gdtuZUECFgVO/QDkD6YuzuXyrrmyisamBAV/2jX4+HsX3w2JxdjhA4YjSmsbt/ya2op6Cygcn9nT2NT0ppbB8AvtxWgBBw1mhnjIZsiVCwe2FVAz0dPiLRaYSC3Z3KR5tz6Z7YyZEdEqHs601gKkiU1DQSFSG0DwOWUjJ8+HAeffRRrTqcRHF1A5nFNUwb5PzVdk6Fe++9lwULFoSsMzsRNmVXMLxnYljlMFi+fDkDBgxgw4YNuqWEBJ9m5AEwwuGjK6WUjBo1ij//+c+6pYQFW3MqGNK9M50dkPj85z//OXPmzAlrX+9PvPmlnB6YWrNmDQMGDGDNmjW6pYQUX20vYGK/FHokOjdoMm7cOB588EHdMk6JoqoGujtw5TMn86tf/YoZM2bg8Xh0SwkpquqbWLyrkAvG9SbSgQMWNmzYQP/+/VmxYoVuKX7HBKaCxP7iavp3jUcIvQV8165d7N27l5SUFK06nMRae4Wt00I8MLV48WJiYmK0l0FdSCnJyC5nvANGNAQTy7I4ePBgh12px2nklNcBMHuos1fky8zMZNeuXcbXB4ltuZWM6eOMKcKLFy8mOjo6bH29v9l4sJxOURGMdPhIW8uyOHTokPH1fiS/op4tORWOnrqdlZXFtm3bSE7uuG2bukY3dU1uunaO0S2lQ7F48WKioqLCNm9soPhqewENLg/fmdBbt5QWsSyL7Oxs+vfvr1uK3zElOUjsK6phSI/OumVgWRZglhX1ZV1WGZ2iIhjbp+M+1I9HaWkpW7ZsCWu7Hyytpby2iYn9nN3r7W8sy2Ls2LGkpjpvOHJHZEdeJYO7JZDggJExbWF8ffAoq2kkr6Ke0Q7IXVdZWcnGjRuN3f3I5kPljO2bTHSks5vMlmUxYsQIevZ0bhClo/HVjgIAznboanwQGr6+pKYBgNQEE5g6Uaqrq1m/fn2HtrtT+Tgjj74pcY4dJWtZFoMHDyYtLU23FL8T0KesEGKhEGKXEGKvEOKXLWxPFkJ8JITYLITYJoS4JZB6dCGlZG9htSPyS1mWRa9evRg6dKhuKY5hfVYZ4/omExPl7EbnqbB8+XKklGH9ANuSo5ITj3NIcuJg4HK5WL58eVjb3Z+4PZJVmaVMH+z80ZWWZdGtWzdGjRqlW0rIsyNfLaow0gGBqRUrVuDxeEyd9xNNbg9bciqY2C9Ft5Q2cbvdpKenG7v7mfc2ZDMgNZ6hDuhYbg3LskhJSWHs2LG6pZw0pTWNAHSJN4GpE2XVqlW4XC5T5/1MRW0T6XuKOH9cL0eOOvZ4PCHt6wP2Ji6EiASeBM4DRgPXCCFGN9vtB8B2KeUEYAHwqBAi5LxSZb0LgDjNy01KKVm6dCnz5s1zZGXTQV2jmy05FR3iRfNUsCyLmJgYpk2bpluKNjYdLCcmKsLxuYH8yaZNm6iurg7ZB1iw2ZFXSXWDi6kDnO8vLMti7ty5xtcHAe9qn06YymdZFlFRUcyYMUO3lJBgZ14VDS4PExwemNq6dSsVFRXG1/uRmgYXW3MqOW1gV0f7UcuymDNnDpGRzlvS/kTxBqZSzVS+E8ayLCIiIpg1a5ZuKSHFl9vzaXJLLhzfR7eUFtmxYwclJSUh6+sDORdhGrBXSpkJIIT4N3AxsN1nHwkkCuXxOwOlgCuAmrSQa+ckGaN5qpjL5eKmm25iypQpWnU4iYzsctwe6djhmv5i2rRp/OxnPyM21rnJOwNNRnYFY/okhfTIuOYkJCTw/e9/P2QfYMFmVWYJADOHOHtapMvl4rrrrmP8+PG6pYQFO/Kq6J7YiW4OSNw7ZcoU7rvvPhISEnRLCQk2ZZcDMMnhgam4uDjuvPNOFixYoFtKyJC+p4hGt4fLJzt3uozH4+Hqq69mzJgxuqWcEhV1TQCkmBFTJ8zkyZO57777SErS3yESSny2NZ++KXGOzUfbqVMn7r77bk4//XTdUgKCCNSqLUKIK4CFUsrb7c83ANOllPf47JMIfAiMBBKB70opP2nhWHcAdwB07959yltvvRUQzYFifYGLJzY28JuZsQxOVj0a1dXVdO7s3KHBJ0pL13H66aevl1JO9cfxA237z/Y38Z9djTx+RjxJMcHpETO2Pz7+trtHSu76upY5faO4YbSel0dj9+PjdF//7OZ61ha4ef7sE1/IIpTtDuFj+7b47Yo6OkfDz047erp+KNs+XOz+wpYGNhe5ePx0U+chfOwOyvYbClw8cUb8Ca3MFSp2h+Db/qusJl7fEdy2uD8JFduHe52vaZL86Ntazh4QxdUjj/+uYOweAKSUAfkDrgRe8Pl8A/BEs32uAP4OCGAosB9Iauu4w4cPlx2NV5bvlwN+8bEsrKw//N3ixYuDrmPHjh2ypqbGr8ds6TqAdTIAZSoQtr970Xo5+8/f+P24bRFs2+fl5cmcnBy/HzdYtveH3XfnV8oBv/hYvr3u0Ckf62QJtt3dbrfcvHmzdLvdfj1uR7K7vxnwi4/ljS+ubtdvdPj6nTt3yurqar8es7XrCBfbt4bL7ZEjfv2p/MNH247ZFmzb5+fny+zsbL8fN5zr/BmPLJa3vrymXb8Jtt09Ho/ctGmTdLlcfj1uONvd7fbIqQ9+JX/w+voT/o0OX79r1y5ZVVXl9+MG2/Z/+3KXHPCLj2WTy7/tlWARbNsXFBTIQ4f8354N5zovpZT/XX9IDvjFx3J9VukJ7W98vf//AjmnJRvo5/M5Dchtts8twLv2PdhrB6ZGBlCTFvIr64mKENpXm7jooou49tprtWpwGltyKhw7XNNfPPnkk/Tv35+amhrdUrSx4WAZABP7hbatfdm+fTsTJkxg0aJFuqWEBDvyVB6hjjDt97LLLuOqq67SLSMs2F9cQ32Th1EOSHz+7LPP0q9fPyoqKnRLCQkq6prYV1TD5AHOrvO7d+9m4sSJvPLKK7qlhAzb8yopqmrg9BE9dEtpk6uuuorLLrtMt4xTpqCynsTYKKIcvvKlU3jxxRfp168fpaWluqWEFJ9uyaN3ciwT01J0S2mRzMxMJk6cyPPPP69bSsAIpAdYCwwTQgyyE5pfjZq258tB4EwAIURPYASQGUBNWiioqKdHYiciTmAocKDIy8tjz549zJ07V5sGp1FR28TB0lrtub8CjWVZTJ48Oaxzjmw6VEFSbBRDunf8IbcnincJaVPn/cM2O8H1/BHdNStpm6KiIrZv327sHiR25VcBMNIBiypYlsWECRNITg7tZ1qw2JKtAnwTHPqS4sX4ev+zdHcRAHOHd9OspHXKysrIyMgICbsX2B34hhPDsizGjBlD167OX4ilo1BZ34S1u5jzx/XW+r7eFuHg6wMWmJJSuoB7gC+AHcBbUsptQog7hRB32rs9AMwSQmwBvgF+IaUsDpQmXRwoqaF/arxWDenp6QAmCbIPW3I6RqPzVKivr2f16tVhb/dNh8qZ0C/F0Svr+BvLskhLS2PgwIG6pYQEewqqiIoQjOqtPwDRFsuWLQOMrw8WO/IqiYwQ2peTb2xsZMWKFcbufmSznfh8XF9nB/osy6Jnz54MGzZMt5SQYcmuQsb2TaJHonMXjFm+fDlSypCo8xFCkBwXrVtGh8DlcrF8+fKQsLuT+HJbAY1uDxeO761bSqtYlkVqaiqjRo3SLSVgBHJVPqSUnwKfNvvuGZ9/5wLnBFKDEyiobGD6IL1RbcuySEhIYNKkSVp1OIltuSowNdoBS3wHirVr19LQ0BDWD7DaRhe78is5+4zwabRLKbEsi9NPPz2sgnGB5MPNuYztm0ynKGcvyW1ZFrGxsUydGvycleHIroIqBqbGExutt1xs2LCBurq6sPb1/mbzoXIGdUsgOd7ZL8yWZTFv3jzj6/1EZX0TGw6W8/15g3VLaRPLsoiJiWHatGm6pZwyFXVN9EmJO/6OBjZv3kxVVZXx9X7m44xc0rrEMdHBK7BalsXcuXOJiAjdKa+he2UOory2UfsSqJZlMWvWLKKiAhqL7FBk5FTQNyWOrppzfwUS77DP2bNna1aijy3ZFXgkTAjxXGK+7Nu3j7y8vJAe7htspISETs4OSoGq8zNmzCAmJnT9mpPYnlvpiPxSXl8/Z84czUpCh4xs5+egzMrK4uDBg8bX+5EVe4txeyQLHJ5fyrIspk2bRlxcxw/olNc1mRFTJ0g4TOcKNhW1TSzfq6bxOTXAn5OTQ2ZmZsgHJE2UIsDUNLioaXTTLVHvS8KLL76Iy+XSqsFpbM2pYEKIJ8O+6aabGDVqFKmpqbqlaMObG8jp0zH8SZ8+ffjkk0+YOHGibikhQX2Tm/zKeq6cmqZbynF57rnnaGho0C0jLKhpcJFTXsc10/odf+cAc9111zFkyBB69uypW0pIUFhVT35lveOfGz169OCzzz5j7NixuqWEDOl7ikmIiWRS/xTdUtrkqaeeoq6uTrcMv1BZ10RSrAlMnQhXX301/fr1o2/fvrqlhAxfbM+nyS05f5xzp/Glpqby+eefh/Q0PjCBqYCTV1EPQO9kvfPUTzvtNK3ndxrVDS6ySmq5YrLzXzRPhbS0NNLSQvsaj8fWnAq6J3aiR5Jzc0X4m/j4eM4//3zdMkKGAyVqRcthPZ2dXwpgypQpuiWEDZlFqlw4YVGFvn37cvnll+uWETIcTnzu4GkdAHFxcSxcuFC3jJBixb4Spg9OJdrhK8RNnjxZtwS/UVHX5Pgps06hd+/eXHHFFbplhBSfbcmjb0qco2dWxMbGcu655+qWEXCc7XVDgAPFquHav6u+FdE++OADPvyw+YKI4c12exTNWIf3hp4Ke/bs4ZlnnqG8vFy3FK1k5FQ4+mETCB577DG2bt2qW0bIkFeuOhj6aO5gOB4fffQR77//vm4ZYcOeQrUi37CeegNTmZmZPP3002bpcD+SkV1BhIAxDs9B+Y9//IOMjAzdMkKGgyW17C+uYc5Q567GB/DJJ5/w7rvv6pbhFxpdHhpcHpJizViJ43HgwAGeeuopSkpKdEsJGSrrm1i2t5jzx/Vy7DQ+gCeeeIJNmzbplhFwTGAqwOwqUA3XgRpX5fvjH//Io48+qu38TiTDXm1nTF9nNzpPhQ8//JC77rorZIZ6nwwVdU3sLaxmfAivvNicQ4cOce+99/LNN9/olhIybLVX8NS98trx+POf/8zDDz+sW0bYsLewmsgIobXjCeDjjz/m7rvvpqamRquOUGJrTgVDuncmPsa5L8v5+fn8z//8D19++aVuKSHDRxm5AEwfrHfBouPx17/+lYceeki3DL9QVd8EQOdOzq1rTuGzzz7jBz/4ARUVFbqlhAzf7iikyS1ZOLaXbimtUlxczI9+9CM+++wz3VICjglMBZiCStXT3kVT8vOqqio2bNgQ8snS2svWnAp6JcU6eingU8WyLIYNG0bv3s6dMx1ovAEFJ6+y4W/S09MBTJ33Ix9l5NKva5z2RSzaora2lrVr1xq7B5G9hdUMTI0nJkpvU8qyLAYOHEi/fvpzXYUCUkoycioY5/CRtsbX+x/vFM5RvZzbadnQ0MCqVatCxu7VDSr/baLJMXVcLMuib9++DBo0SLeUkOGTLXn0SoplUr8uuqW0yrJly4Dw8PUmMBVgahvddImPJiJCz/DAlStX4na7w6Iwt4ctORUhPY3P4/GQnp4e9nbfdKgcgAlhNGLKsiySkpIYP368bikhw57CahI7ObvRvHr1apqamsK+zgeTPYXVDNecd0xKiWVZxu5+JL+ynqKqBsY7vI1gWRYJCQlMmjRJt5SQYdneYmYNSdXWZj8R1q5dS0NDQ8jU+ap6b2DKjJhqC19f7+QpZx2J6gYXS3cXsXBsL0fXecuyiI2NZerUqbqlBBwTmAowBZX19E/VN8zfsiwiIyOZOXOmNg1Oo77Jzf7iGkb3dn4i45Nl27ZtlJWVhf1yshsPljO4e0JYJdW0LIvZs2cTGRmpW0pIUNvoQkoY7fBcM5ZlIYRg1qxZuqWEBfVNbrJKarQnxN+1axdFRUVh7+v9SYY9ama8w0faWpbFzJkziY4On+dbIDlUWkt1g4uZg529irFlWQDMmTNHsxL/4B0xZabytU1mZia5ubnG1/uRJbsKaXR5OM/B0/hA1fkZM2bQqVMn3VICjglMBZj1WWV076yvIG3dupXJkyfTubOzc6MEk90FVXgkjOrt7BfNU8GbDDVUetROli055Y7v9fYnlZWVZGVlhb3d/cmB4loA5g/vrllJ22zdupUJEyaQkpKiW0pYsK+oGo+EId315pfavHkzYHy9P9mSXUFkhGC0g9sINTU17Nu3z9jdjyzbWwzAeQ5eMh5gy5YtjBkzhtRUZwfQTpRqe8RUgglMtcnmzZsRQpg670c+35pPakIMUwc6N6dcfX09u3fvDhu7Gy8QQKSUSKl3eOp7771HWVmZtvM7kV35KiH9SAc3Ok+V6667jvPOO48uXZw7ZzrQFFbVU1DZwLgwmsaXlJREWVkZDQ0NuqWEDJnF1QD07RKnWUnbvPXWW8bXB5H99oq7aZrLxXe/+13OPvvssPb1/mZLTgXDenQmNtq5o04TEhIoLS01vt6PLNtbTM+kTtqDzcfjjTfeCClfX9NoAlMnwmWXXUZJSQnJyeHT2RpIGlxuFu8s5KKJfYh08DS+2NhYSkpKqK+v1y0lKBgvEECqG1zUNbkZ2UvfUH8hBF27OjcSrIPdBVV0ioqgn8NfNE+VcLe7N4npuDAaMQUQExNDTIxzk3R3NLyB7LQUZ/sL4+uDy56CaiIEjOmj378Yu/sPKSXbcitYMKKHbinHxfh6/yGlZHVmKXOHdXN8/p5Q8/VHkp+bV9LjYTog/MeKvSXUNLo5Z7Szp/EBREdHh82UbTOVL4CUVDcC0E3TVL5nnnmGW265BY/Ho+X8TmVnfhVDe3QmKjI0i/++ffs4//zz2bRpk24pWtmcXWG/OIbuyLjm3HjjjTz77LO6ZYQUB0triYuOpEeSc1fwfOGFF7jppptwuVy6pYQNe4uq6d81XuuomqysLM477zzWr1+vTUOokVtRT3F1I+MdviLfLbfcwlNPPaVbRshwsLSW4uoGpg509ov/yy+/zA033EBjY6NuKX6jpsGMmDoeOTk5LFy4kDVr1uiWEjJ8sS2fzp2imDXU2VNiv/e97/HEE0/olhE0QvPN3CEUVash1t0S9QSm3n33XTZs2EBEhDGzL7sLqhihcRRboFmyZAmfffYZsbHOfZEOBpsPlTOsR2LYNHYqKipYtGgR+fn5uqWEFCv2lTC2r7ODm++99x5r164lKio8yroTyCyqYWA3vVN+li5dyueff25GzfiRLdnlgLNH2lZXV/Paa6+Rm5urW0rIsDqzFIBpDs41A/DBBx+watWqkKrzNQ1uAOIdPHVWN5Zl8cUXX5hnvJ/weCTf7Cxk/ojudIpybrmrq6vj1VdfJTs7W7eUoGEiFgGksFIFpnpoCEw1NTWxYsWKsEmWdqJU1DVRUNnAsB6hG5iyLIvu3bszYsQI3VK0IaVkc3Y5Ex2+qpI/Wb58OVJKU+f9iJSS6noXaV3idUtpFbfbzbJly4zdg4iUkgPFNQzSHJiyLIsuXbowZswYrTpCiS05FURFCEcvjrJy5Urcbrep835k9f5SUhNiGNrDuQsFeTwe0tPTQ87utY0u4qIjiXBwnh/dWJZFYmIiEyZM0C0lJNiUXU5RVQNnj+qpW0qbrF69mqamppCr821hAlMBpKRGBaZSE4Lfs7Fx40ZqamrMsqLN2FNgJz4P4RFTlmUxd+5cx+dJCCQHS2spr21iQhgFpizLIjo6munTp+uWEjKU1jRS1+RmrINHT2RkZFBZWWl8fRApqm6grsnNwFT9gak5c+aYUdF+ZGtOJUMdnvjcsiwiIiKYOXOmbikhgZSSVZklTBvU1dHtpu3bt1NaWhpyvr620U18jHPrmxOwLIvZs2cTGWnukz94Z302kRGC0x2eS9CyLIQQzJ49W7eUoGFaMwEkv6KeyAhBqoYcU+np6QAh9wA7VfYVqRW2Bjt81ZWT5dChQxw4cCCsoustsSUn/BKfp6enM3XqVOLjnTu6p6PhXXmtf1fn3lOvrw/3Oh9M9hWqcqFzxFR+fj579uwxdvcjUkq25lQ4OhANqs5PnjyZxMTQ7WALJgdKaskpr2PW0G66pbRJqPr6uiY3cSYw1SpFRUVs37495OyuCyklq/aVMKZPEsnxzk4oblkW48ePJyUlRbeUoGEmqwaQgsoGeiR20rIMZXx8PAsXLqR3795BP7eT2V1QTWx0BP0cPDXnVCgrK2POnDksWLBAtxStbMmuICYyIqRzifkipaR///5mmLefWXtALck9qJtz/UVsbCxnn302/fr10y0lbMgsVh0cQzRO+ykpKWHevHlh7+v9SUFlAyU1jY7u0JBSkpaWxsiRI3VLCRnW7C8BYOZgZ+eX6tSpE6effjqDBg3SLcWv1DW6iXPwCEXdFBcXM3/+fE4//XTdUkKCXQVVZBbX8MDFzp8C37dvX+bMmaNbRlAxgakAkpFdTkq8ngSFd911F3fddZeWczuZg6W19OsSH7Jz2cePH3+4Vy2c2ZJTwYheicREhcegUCEEb775pm4ZIcfq/SVERwqGdHdu3pE77riDO+64Q7eMsGJrTiWJsVH01rhS45gxY1i6dKm284ciW+2Rtk5eyVUIwaJFi3TLCCk2ZJWTEh/taD8PcOutt3LrrbfqluF3zIipthk1ahRLlizRLSNkeH+jWjTi3DG9NCs5Pq+++qpuCUEnPN7aNOHySBI0ONuGhgY8Hk/Qz9sRyC2vo2+XON0yAkZ9fb1uCdqRUrItt9LxK6n5E2P3wFBR10RyXLRj844YX6+HrTkVTEhL0drBYeq8/9mWW4kQODrxubG7/1l/sIxJ/VIc6+cBGhsbQ9bX15oRU21i6rx/Wba3iGE9OtNDY8fSiRCudjeBqQDh9kgOldZy2qDgDw1+/vnn6d69O8XFxUE/t5ORUpJVUssAB+eLORUKCwtJTk7mX//6l24pWtlfXENFXRMT0lJ0Swka559/PpdeeqluGSFHYWUDvZKd23h55ZVX6NatG/n5+bqlhA21jS52FVRpXUCjtLSU5ORkXnrpJW0aQpGtuRUMSk0goZNzJxNcfPHFXHjhhbplhAzltY3sLaxm6kBnT+NbtGgRqampIblsfL0ZMdUqFRUVpKSk8Oyzz+qWEhLkltexNaeSyyan6ZZyXK644grOPfdc3TKCjglMBYiiqgZcHkkfDS81lmXRuXNnunVzdiLHYFNU1UB1g4vBDh+ufbKkp6fT2NjI8OHDdUvRSka2mo4RLivyNTY2snLlSgYOHKhbSkhxqFQlxL1kYl/dUlrFsixiY2Pp2dPZSx6HEsv2FNPo8nDGSH2r+SxbtozGxkaGDRumTUMosj23kjEOzi/lcrlYvny58fV+ZNOhcgAm9U/RquN4WJZFVFQUffs693l0spgcU62zYsUKGhoajK/3E9/sLATg7NHOXo3P7XazbNmysPT1JjAVIHIr6gCCPm1MSollWWY1vhY4WFoLQP/U0BwxZVkWcXFxTJ48WbcUrWw6VE5cdCTDe4ZH4vN169ZRX19v6ryfsfYUAXCaQ3vSfX29k6eghBoZ2RVERggmD+iiTYNlWcTExHDaaadp0xBqlNc2klNe5+j8Uhs3bqSmpsb4ej+ydLfy805OeA+EtK+vd7mJNYGpFvEGJGfMmKFbSkjw9fYCBqbGOz6f3JYtW6ioqAhLX28CUwHikB0ESQvy6m979+6loKDALCvaAofKlE1CdUW+9PR0Zs6cSUyMnoT7TiEju5yxfZO0rIapA2+y+3B8gAWSggo1v9+pKztmZWWRnZ1tfH2Q2ZpbwbAenbW+SKWnpzN9+nRiY507zbSjsS23EnB24nPj6/3PodJauibEkBjr3GXjs7Oz2b9/f8j6+rpGD7HR5nW0JdLT05k6dSrx8aH53hJMahpcrMws4cxRPR0f4PX6+lCt821hPEGAOFhij84Jcj4jy7KA8CzMxyOrpBYhIC0Ek59XVFSwadOmsLe7y+1hR14VYx3e++lPLMti1KhRdO/eXbeUkGJXQRUDUuMd25NrfL0e9hZWM6SHvt7W6upq1q9fb+zuZ46syOfcZ4dlWQwdOpQ+ffrolhIyZGRXsGC4s5+dof6S2uBy0ynKmc9ZndTV1bFmzZqQtXuwSben4Z85ytnT+ED5+gEDBtC/f3/dUoKOczM8dnByK+rpEh8d9JeayZMn83//93+MGDEiqOftCGSV1NInOc6xL5qngpSSv/zlL5xzzjm6pWhld0E1dU1uJoZJfimAm266KWxX7wgku/KrHD0ddMKECdx///2MGTNGt5Swoaq+ieyyOq6Zpq+x6Ha7+ctf/sLpp5+uTUMosi23kj7JsXRNcO6I4+uvv57q6mrdMkKGwsp6CqsaHN+RNXbsWO6//34mTJigW0pAaGjyhGS7/FRxuVz8+c9/NiMk/cTXOwpIio1ybHoGX6655hoWLlyoW4YWTGAqQBwqraV/akLQzztp0iQmTZoU9PN2BA6U1DAgRPNLpaSk8LOf/Uy3DO1szVW93k5vaPqTq666SreEkKOmwcWBkloucnDi8wkTJoTsi4pT2V2gggIjNAYsk5OT+elPf6rt/KHKttwKRyc+B7VKk8F/dJT2wrhx4xg3bpxuGQGj0W2m8rVEYmIiP/nJT3TLCAk8HsmSXUXMH9GD6Ejnl7XLLrtMtwRtON86HZQDJTVBn8ZXWlrKsmXLaGhoCOp5OwqZRTUM6hb8YGEwWLx4McXFxbplaGdrTgUJMZEM0hAU1sHWrVvZuXOnbhkhhzcfXbfOzhw9UVZWRnp6uvH1QWZfkQpMDeupbyrfkiVLKCoq0nb+UKS20UVmcY2j80tt27aNHTt2IKXULSVk2JpTiRAw2sF2r6iowLKskB0V7S3NZirfsSxdupTCwkLdMkKCLTkVFFc3cMZIZ0/bBdixYwfbtm0LW19vAlMBwOX2kF9RH/RcRp999hlz585lx44dQT1vR6CqvomKuqagBwuDQW1tLeeccw6PPvqobina2ZZbyeg+SUSESeLz3/72t1xwwQW6ZYQce+yRMU6dEvrVV18xb948tmzZoltKWHGguIaoCEHfFD15Cuvr61m4cCEPP/ywlvOHKjvyqpASRvd2boDigQce4Nxzz9UtI6TYklPBoNQEOndy7uSRb7/9lvnz57Nx40bdUgKC993bjJg6msbGRs477zz+9Kc/6ZYSEnyzs5AIAfOHOz+/1J/+9CfOOuss3TK0YTxBAMirqMflkQwM8rQxy7JITk4O6SG/J0u+vcJWr+TQW8Vo1apVuFyusE+QKKVkV34Voxz8cuFPpJRYlhX2dg8Emw+VEx0pHLsin2VZdO7cmYkTJ+qWElZkldSS1iWOKE1TAdauXUtDQ4Op835mm8OndPn6eqevJtWR2G53ZDkZy7KIi4tjypQpuqUEBDNiqmU2bNhAXV2d8fV+YsmuQib2S3F0DkEv4e7rTWAqABRUqiBIz6TgBkEsy2LOnDlERhoH35yCSjXlJdg2CQaWZREREcGsWbN0S9HKgZJaqhtcju719ic7d+6kuLjYJMYMAOl7iknrEu/YxrJlWcyaNYuoKOf29Ici2WW19NM46ta7EuPs2bO1aQhFtuVU0iU+mt4O7bjat28feXl5xtf7kfLaRnLK6xy9CiOoOj9jxgxiYpz/Qn0yeEdMdYoyr6O+eH39nDlzNCvp+BRVNZCRXcEZI50/WiorK4uDBw+Gta83niAA5GkYnVNYWMjOnTtNdL0V8u1gYa8QDUxNnDiR5GRnN7ACzfbcSsC5vd7+xttwMXXe/zS6PUGfin2ilJaWsmXLFmN3DeSU19MnWV+5sCyLcePG0bWr81cV6khsz6tkTJ9kx/ZQG1/vf9ZnlQE4Oq9YRUUFmzZtCmm7e0dMxZjA1FFYlsXIkSPp0cP5wRSns3S3ysm4YITz76Xx9SYwFRC8iXODmYciPT0dCO/C3Bb5FXVA6E3la2xsZOXK/2fvvOPkqsr//7kzs73vZnvKZtN7b5tdgiBVVBQEEZWvIqACgkhTQAGxYEMREfmpIF2idBASSvZsSTa992Q32/v0Xs7vj9kJIWyS2Z177jl35rxfL15K2NzzSZ57nnvuc5+yXtodwL4uG4wGBZOL+DUm1hJCCEpLSzFp0iTeUuIKSik6LG6uk9dOR319PQDp67XG7vGj3+HFeE6TXQOBABoaGqTdVcYfDOFAt13oAAUhBGPGjMH06dN5S4kbIh+y5gj8IauxsRGhUCiu9/zHPabEzE7mQTAYRH19fVzbXUvWHehFYVaK0D4+AiEEubm5mD17Nm8p3JB1AAzosXqQlWpCVmqSZmtecsklqKurw8KFCzVbU0/02b3ISjXF3cMvKSkJ27dvj9s075Gwr8uGSYUZcWfjU/Hoo4/i6NGjwn7l1ysDTh98gRDKBc2YuvDCC1FfX4/FixfzlpJQdFjCHzd4DdAwGo3Ytm2bLNVXmSN9DviCIaF7Df3hD3/A97//fenrVWRHuwWTizKRJ3DPmXPPPReNjY1x3UtQZkx9GoPBgM2bN/OWERcEgiGQg324YFaJLvznww8/jO985zswGBJ3P8jAFAO6bR7NS8ZSUlJkLfJp6LV7UZSVwluG6iiKgmnTpvGWIQQHeuxYMD6PtwzNKCgoQEFBAW8ZccfBbjsAcct+k5OTZY8hDnSYw4EpXgFLRVEwZcoULmvHM5HMGZF7E+bn52Pp0qW8ZcQVezttWFwhdklscnIyVqxYwVsGUygFFADJnAZKiIiiKJg8eTJvGXHB1lYLbJ4APqOD/lJA2NcvW7aMtwyuSE/AgG6bV9OSMYvFgjvvvBMHDhzQbE290Wlxo5RjbxBW/OEPf8Drr7/OWwZ37B4/2s1uTBd0iprafPDBB/jNb34Dj8fDW0rccWwwXIo9RcBSPrvdjjvuuAP79u3jLSXh6BzqHallif6J/OlPf8Irr7zCZe14Zl+XDckmAyaOyeAtZVjWrVuHhx9+GG63m7eUuGHQ6UOn1SN0lpzL5cLtt9+OPXv28JbCFDqUM5WSJF9HI/z5z3/Gf/7zH94y4oKPDvTCZFBQPWUMbylnpK6uDr/61a/gdDp5S+GK9AQM6LS4NZ3+1tDQgN/+9rfo6urSbE290WFxC9vMeLQEg0Hcf//9ePfdd3lL4c6hXgcAYKqAwQQWvPDCC3j44YdlCScD1uzpRkayEZUCvqiuX78ev/vd79De3s5bSsLRY/XAaFAwJlP7zNtQKIQHHngA77zzjuZrxzt7u2yYVpwFk6AZGy+99BJ+9atfSV+vIpHG54smiJth3dTUhN///vdobW3lLYUpx0v5BN1/WkMpxc9//nO89dZbvKXEBR/t78Xiijxka9haZ7S8/PLL+MUvfoGUlPir7hkJ0hOojNXtR5/di0mF2jVgJoQgKSkp4dP/TkUgGMKA04ciQUtzRsuOHTtgt9tlg0QAzX3hLwyVheIFE1hACEFNTU1C16GzwqAoSE0ywmAQrx8BIQRGozHuyztEpNPiRnFWCowc7os9e/bAbDZLX68ylFLs67ILXcZHCMHKlStlbzEV2dNphaKIXb5JCIGiKKiqquIthSmR5ucpsscUAODAgQPo6+tDTU0Nbym6p9vqwf5uOz6jg2l8QHjPV1VVwWRK7C5L0hOoTPdQur+W2TmEECxduhRpafGVEaQW/Q4fKEXc9ZiKjBWVD7Bw+ZVBAcbl8WlMrCWdnZ04fPiwfEllxM4OK+aPy+UtY1gIIVi0aBEyMxNj8qRIdFjc3PpLyRHSbOi1ezHo9GFGqZiZtr29vdi3b5+0u8psb7NgalEWMlLEfQEkhGD+/PnIyRF3aqAaRDKmkmTGFADp69WEHOoDAJw1tZCzkjMzODiIXbt2SbtDBqZUp9Ma7gNQlqtNdo7T6cTmzZvlzXwaeu3hYKGW5ZVaQAhBZWUlxo4dy1sKd44NOFGWm5YQk13q6uoAyIMLCyilxyd4iobH40FTU5O0Oye6bR5uzxBCCMaNG4cJEyZwWT9e2dsVbnw+Q9DMmfr6egDS16vN3k6b0KPjfT4f1q9fnxB2Px6YSoCzWzQQQlBSUiKbn6sAOdiHoqwUXfSebWhoAKU0Ifb8mZCeQGWODpUUaZW5ceTIEWRnZ8ub+TREstiKs+MrY6q3t1fafYh2c/z1EDsVbW1tKCgoiOsR0rxoH5q8JmLvkaNHjyIrK0vueQ4EQxQdZjfG5/PJyIz4ej2Mu9YTB4YmcE4T9MWlra0Nubm5WLRoEW8pccOg04deuxfTBc2SA4CWlhZkZGQkhq8fikzJHlNhenp6pK9XgWCIov5wP2qmFOri77K1tRXZ2dly+ioA8T4L65w1e7pROSYDhRqVjc2dOxd9fX2gkUJtyafosYUDU6KOfx8t9fX18Pv9vGUIQZfFjeWTCnjL0ITbb78dt9xyS8LXobNgR7sFADB/nHiBqZkzZ6K3t1f6eg702b0IhCjKOE3k++ijj6SvZ8CBbjtKslORmy5mY/FbbrkF3//+95GUJH7jXr2wtzOcJTerTNwSualTp6K3txfBYJC3FObI5uefZO3atdLXq8COdgssLj9WTRO/jA8AbrzxRlx//fXS10NmTKmKyxfAppZBnD+rRNMIrcFgkI0xT0Of3QuDAuRniHn4jAXpxIBQiKLH7o27wOPpkHZnw5o9PQCAiYI20Ze+ng8dlnAmXTmnwBQg9zwL9nXZhM6cAaTd1WZ3pxWA2I3PAUBRlIT4+BT5zpJkEj+rRSvkno+duoP9UBSgZvIY3lKiRto9jAxMqcjeThtCVLsyEJ/Ph/nz5+Pll1/WZD290ufwIj8jWdhx0KPhpptuwg033MBbhhAMOH0Ihmjc9RAbjnfeeQfV1dVxP0KaFwe67VAUIFOwprh+vx8LFizACy+8wFtKQtI7lHVbxKEc/NZbb8W1116r+brxjj8YwpE+B6aXiBmgWLNmDaqqqnD06FHeUuKKne0WjMtPQ56gHyqDwSAWLVqEZ555hrcUTYhkTJnkhGHcfvvt+L//+z/eMuKC+sN9mFOeI+w+P5EPP/wQK1aswOHDh3lLEQLpCVTkSJ8DADC1WJuJSZs2bcKOHTtklPUM9Nl9GJMZP/2lKKV47bXXYLPZeEsRgkhz+3ibujgcH3zwATZv3ozi4mLeUuKS5gEn5o3N5S3jU2zbtg3bt2+Xvp4TfQ4vAKAoS/vg9+uvvw6r1ar5uvHO0T4n/EEqbGPcDz/8EJs3b0ZJSQlvKXHFznYr5pbn8pZxSnbu3ImtW7cmRLbUiSQZZcbUG2+8AbPZzFuG7nF6A9jWasFKnWRLffTRR9i0aZP09UPIwJSKbDg6iJy0JM0an0fGilZXV2uynl7psrpRkhM/2TTNzc3o6OhIjMaYUdBrG3ppTICMKUIIli9fjpSU+A/CaY3TG4AvEMLscvEyKCK+vqamhrOSxKTXxqccvLW1FS0tLdLXM2B/d/jDjqilfIQQLFmyBOnpfBruxyNWlx/tZjdmCejjIySar6c0HJTSQ4NqlnR1deHQoUPS16tAU/MAAiGKlZP0EZgihGDhwoXIzNQmqUV0ZGBKJfzBED7Y14PPziiGwaCNgyWEYObMmSgs1EdzN1702DwojaPAVOTgIh9gYfqPZzPEd7DGbrdj69at0u6MaDjcDwBYIGDjc0IIpk6dKr+ocaLd7EJ+RgqMGj3bI9TV1QGQvp4FB7rtMBkUVI4R72XA5XJh06ZN0u4qE+kvNadc3MbnhBBMnDgR48aN4y1FEyhkGR8gfb2a1B8aQIrJgMUV4p3lTsbj8aCpqUna/QSkN1CJA9122DwBVE/RZjJYIBBAQ0ODvJnPgMcfRL/Dh9Icfk1r1YYQgoKCAsyYMYO3FCEYdPoAQBe15LHQ2NiIUCgk9zwjmpoHAQALxufyFXISoVAIdXV10u4c6bC4kZ+hfRklIQQ5OTmYM2eO5mvHOwe67agszECySbxj8IYNGxAIBOSeV5ndHeHA1GxBJ/JRSkEISTi7yzK+sK/PyMjAggULeEvRPfWH+7CkIh+pSeIPitm0aRO8Xm/C7fnTkVhFzAzZ3mYBAM36k9jtdnz5y1/GJZdcosl6eiVS5hVPGVMzZ85EUVERDPIrE4BwxlRqkgEZyeI/hGIhLS0Nl1xyCZYvX85bSlxybMAJAKgoEGsin91ux6WXXorPf/7zvKUkLO1mNxZX5Gu+7vTp03HdddfJSYwM2N9tx0KNBtWMlJSUFFxyySWoqqriLSWu2N1pQ3muuI3PnU4nPv/5zyfUuZ5SCBkc1ppp06bh+uuvT7jeYmrTY/PgYI8DX144lreUqEhKSsLnP/952ZLnBOQOUImNzYMoykrBxDHavNTk5eXh6aef1mQtPdPnCDfGLoyjMq/bb7+dtwSh6LN7MSYzJe57FJx11lnyqwpDOiwezCrL1qwUO1pycnLw1FNP8ZaRsPgCIXRZPZhUqH3A8oc//KHmayYCdo8fHRY3rloqZrnUypUr8eabb/KWEXfs77JhhqA9xQAgMzMT//znP3nL0BRZyhfm5ptv5i0hLlh/ZAAAUK2TxufLly/HG2+8wVuGUEhvoAKUUmw4OoClE/M1eznu7u4GpfTMP5jgDDjCZV4FGfERmBocHITX6+UtQygGXX4UxNHUxeHw+/3o7+/nLSNu8QaC2Ndlw9nTxOvXJ309X9rNLgDAWI2GmkSQvp4dB3vCE5SnlYjXBNvv96Ovr4+3jLjDGwjiaL8T0wW0eYRE9fWmBC/lM5vN8Hg8vGXEBQ2H+5GTloSZpeLu8wiBQAC9vb28ZQiHDEypwNF+J3rtXlRpNAGAUorZs2fLCHsURPoPFWSKmbo9Uu677z6MHz8eoVCItxRhsLh8yE3Tvv+Llqxfvx6FhYX44IMPeEuJSywuPwAI14uOUooFCxbge9/7Hm8pCUu3LfzCUKZxOfiDDz6IsrIyBINBTddNBA722AEA04rFy57ZtGkTioqK8N577/GWElcc6nEgGKKYIegLK6UUixcvxne+8x3eUjQlPJUvsV9Ff/GLX6CkpAR+v5+3FN2z/ugAVlQWCJf5Phzbtm1DcXEx3nrrLd5ShCKxvYFK7BjqL6VV09y9e/diYGAAixYt0mQ9PTMwFJjSesw3K2pra7FgwQLZX+oELC4/8tLjOzBVW1sLRVGwcOFC3lLikk6LGwBQki1WL7pDhw6hu7tb+nqORLJux2hcDh7x9bK/lPoc7LEjLcmIsXliBaKBj6fuSl+vLnu7bACA6YKW8rW0tKCjoyPhfH24lE/8IAJLCCGYN28ekpLi+xzLmg6LG+1mN5ZXat8PcjREfH2i7fkzId9uVWBnuxXpyUZM1ejrW+Rmlv1mzky/w4vMFJMupjOcif7+fuzZs0fa/STMLh9y0+Mj8HgqCCGYM2cO8vLEbNardzot4ayY0lyxAlPS1/Onzx4upxujYbmwxWLBjh07pN0ZcbDHjqnFmUJ+VSeEYObMmSgsFK+sWM/s67IhLcko3HCLCIns600JnDFlt9uxdevWhLS72kT6Sy2rLOCsJDoIIZgyZQpKS0t5SxGKxPUGKrKn04rpJVkwanTIIYSgrKwMlZWVmqynZ8xOH/I4jPlmQX19PYDEPLicCn8wBLsngNw4zpjy+/1obGyUdmdIc3+454zWfYTOBCEERUVFmDp1Km8pCUuP3YNko0HTrMyGhgZQSuWeZ8TBHgemCFjGFwwGUV9fL+3OgP1ddkzT8Jw+UgghyM/Px8yZM3lL0RQKICmBe0ytX78ewWBQ7nkVWH9kAHnpSUKWaJ9MKBRCXV2dtPswyMCUCuzvsmN2eY4ma1FKQQjBWWedFfdTyNRgwOlDfpw0PieEICUlBUuWLOEtRRis7nBNfryUag7H1q1b4XK55AOMIXs6bSjJTkWOYL3KpK/nz4DDh4LMZE1tQAhBUlISli1bptmaiYLV5Uef3YspRZm8pXyKHTt2wG63S1+vMpRS7Ou2CdtfCgjv+ZqamoRr00ApTehSPkIIjEYjVqxYwVuK7tlwdABVk8YImQl7Mnv27IHZbJa+fhhMvAXonT67F3ZvABM0Sg+mlOLPf/4zioqKNFlP7/Q7fJo3rWXF17/+dcybNw8pKfERaFMDiyvc/0W0gIKaTJw4EX/729/wmc98hreUuOXdPd04a4pYpTOUUjzyyCMoKNBHWnq8YuFQKnzVVVdhxowZSEsTrweS3jnYG258rlXrhZEwbtw4PPnkkzjnnHN4S4kr+h0+WFx+IYORQNjX//a3v0Vubi5vKVxI5FK+K664ApWVlcjMFPPe1AvtZhc6LG5cf5Y+KonKysrw97//Heeddx5vKcIhA1MxsrvDCgCYVabNlxiDwYAvf/nLmqwVDww6vZhTLu5XspGwcOFC2RD1JMxD09Ty4rjHVFFREa6//nreMuIWs9MHSoGJY8TqPaIoCr70pS/xlpHwDDp9yNe4HHz+/PmYP3++pmsmCod6wmW7kwUMUhQWFuK6667jLSPuiExhFDEYCYR9/aWXXspbBhcSvZRv7ty5mDt3Lm8Zumdj8yAAYEmFPhqfFxQU4Nprr+UtQ0gSN0ytEuuPDiDZaMC8sbmarPfuu+9i27Ztmqyld0IhOlSGof8Mo/379+Ptt9+G1+vlLUUoBuNs6uLJhEIhPPPMM+jq6uItJW5ZfzTcMPP8mcWclXyS9957D1u2bOEtI+Exu/yaBr4PHjyIN998Ex6PR7M1E4mDPXakJxtRnitWNhqlFM888ww6Ojp4S4k79neHA1OiTuRbu3YtNm3axFsGN4wJVr4Y4fDhw3jjjTfgdrt5S9E9G5sHkZOWhOklYu7xE4n4+vb2dt5ShCQxvYGKNB0dwPxxuUhL1mbq20033YQHH3xQk7X0jtnlQyBEUazxmG8WPPvss7j00ksRCAR4SxGKSClfvDY/3717N6655hq8//77vKXELdvbLACA2WO16RMYLbfeeit+9rOf8ZaR8IQzprQLTL3wwgu49NJL5UcIRhzqtWNykXgT+fbv349rrrkGa9as4S0l7jjca0deehIKBP2A9aMf/Qj33XcfbxlcoBRIEmwvasVLL72ESy+9VH6EUIGNzYNYPCFPOL8+HIcPH8Y111yDd955h7cUIZGBqRjw+IPY22XDwgnajHDv6OjAkSNHZLO0KDmeTRMHGVO1tbVYtGgRMjLEKjfiTaT5ebz2mKqtrQUgJzGy5MWmViyakIfsVHHuoZ6eHuzfv1/anTPBEIXV7de0x1RtbS3mz5+PnByxAqXxwuFeh5BlfNLXs+NAtx1Ti7OEHCIxMDCAXbt2JazdKQBTgpbyEUIwZ84c5OVp8w4Zrww6fTja78SiCn38PRJCAEhffypkYCoGdnVY4Q9SLByfq8l6dXV1AOTNHC0DQ4EpUb+SRYvb7cbGjRul3YfB4vLDZFCQmRKf7fIIIRg/fjwmTJjAW0pc4guEYPcGMLlQrBdV6evFwDYU+M7VKPDt9XqxYcMGaXdG2Dx+9Ni8mFIkXrkHIQRlZWWorNRH8169QCnFoR6HsP2l6uvrASS2rzclYCmf3+9HY2NjQttdLbYeMwMAFk/QR38pQggKCwsxbdo03lKEJPG8gYrs67IBAOZoVAJCCEFWVhbmzZunyXp6p9ceLoUo1HkpX1NTE/x+v3yADYPF7UdOWpKQX0JjhVIKQoi0O0O2tYYPNGdPE2siHyEE6enpctgBZ8xDpcJ5GjU/37x5Mzwej9zzjDjcK2bj8xN9fTw+y3jSafXA7g1gmqC9ZwghSElJwZIlS3hL4UKiZkxt27YNTqdT+noV2NJqRpJRwVzB2jGcCunrT48MTMVA09FBFGenoCQ7VZP1GhsbsXLlSphM8ZkdojYDjnBgSu8ZU42NjVAUBStXruQtRTisbj9y4rS/1NGjR9Hb2ysPLgxpGprkMrtcrANNY2MjVqxYgeRkffsuvROZ+qlVKV9jYyMAoLq6WpP1Eo0jQ4GpSYVilcS3tbWho6ND+noGHBxqfC5qYKqxsRHLly9HSoq+P6COGgoYddAXSG0ivr6mpoazEv2zpcWMmWU5SE3SptdzLHR2dqKlpUX6+tMgIxyjhFKKjS2DqJ48RrOoZ2NjI/r7+zVZKx6wuOKj/9Ddd9+Nyy+/XNahD4PN7ReqN5CaTJo0CZ2dnUhLE2t6VDzx6rYOTByTgbF5Yv0dE0LQ19fHW0bCY/OEnyFa+Zgf/ehH+MIXvoDCQrEy+OKFw30OJBsNGJ+fzlvKJxg/fjy6urqQmqrNR85E4mBPODA1RbAsuQgffvghent7ecvgBgWQlIClfD/4wQ9w0UUXoaSkhLcUXRMIhrCzw4KvLdVHu4uysjJ0d3fLj46nQQamRkmX1YM+uxfzNEwdTE9Px/jx4zVbT+9Y3X5kpZpgMur7oWcwGDB16lTeMoTE6tZ2lLvWlJaW8pYQt/iDITT3O3HJ3FLhUqrT09NlXzEBsGk8XMFgMMi+Eww50utAxZh0Ic8E8gWVDfu6bCjNSdV0gMFISEtLS3hfb0zAUj7p69VhX5cdHn8I8zXq9awGxcXFvCUIjXhPZ52wrdUCAFgwXpsslscffxwPPfSQJmvFCxaXT/dBix07duCGG25Aa2srbylCYh3qMRWPXHfddXj77bd5y4hbGo8MAAA+M62Is5JP8re//Q0PPPAAbxkSfByYyk5j/w1vz549uO6669DS0sJ8rURF1Il83/3ud/HGG2/wlhGXHOhxCFvG9/e//x333XcfKKW8pXAjnDGVWIGp/fv34zvf+Q6OHDnCW4ru2TrUJ3TRBH1UlNx444149dVXecsQmqgCU4qipCmKIkO7J1B/uA9ZqSbMLMvWZL1//vOf+OCDDzRZSwu0uKdsnoAmLxQsWbNmDZ588sm46j+gpu3jNTB17Ngx/P3vf8fRo0d5S1EN0Z4jkeEVojXMfPrpp7F27VreMlRDNLuPhEg5eG4a+w8ca9euxd///ve46iEpku19gRDazG5MEmwCZ2dnJ/72t7/h8OHDvKWohih2D4YojvSJO5HvmWeewZo1a4TL2B0to7I7BQwJFpj64IMP8I9//ANGo/g9kaKF157f3mZBYVYKynLEL4Pu7e3F448/joMHD/KWIjRnDEwpivJ5ANsBvDv07/MVRUn4TzuNRwawbGI+kjRICbfZbNi2bVvcNEvT6p6yxkH/IUIIpk2bFjepn2ranlIKW5wGpurq6gDEzwhpEZ8jz204hswUk1AZFE6nE5s3b5Z2FwSL24/0ZCOSTeyf87W1taisrMTYsWOZr6UFotn+2IATwRBFpWCNzwkhAKSvZ0HroAu+QEgoHx/B7Xajqakp4e1OAU3eo0SitrYW48ePR0VFBW8pqsBzz+9os2De2FxdBHcj5/pVq1ZxViI20XiD+wEsBWABAErpdgAVrATpgX1dNhwbcKF68hhN1mtsbEQoFIqbBxg0uqfMTh/ydDyRLxgMoq6uLp7sDqhoe6cviBDVpsxGawghyM3NxezZs3lLUYv7IdhzxBcIoTQnVagDzYYNGxAIBOJpz98Pwew+EuwebT5uhEIh6esZc6QvMpFPrCAFIQSZmZmYP38+bylqcT8EsfshgRufb9y4ET6fL572/P0Ypd0NAj2DWUMpBSEknuwOcNrzVrcfR/udmD9OrKz3U0EIQXp6OhYuXMhbitBEE5gKUEqtzJXoiHd2dcGgAJfMK9NkPUIITCYTli9frsl6GqDJPWVx+5GXrt9smt27d8NqtcbbA0w120f6v2TpPCtuOAghqK6ujqdUb6GeIxaXD712Ly6eI1ZzeUIIDAYDqqqqeEtRC6HsPlJs7gCyUtkHvvft24eBgQHp6xlypM8JAKgUMDC1cuXKeCrhFMbuEZtPEjAwRQiBoiiorq7mLUUtRmV3CsCUQKV8hw4dQk9Pj/T1KrCrPbzkvHG5Wi89KgghWLFihZzIdwaieRLuVhTlawCMiqJMAfADAI1sZYkLpRRv7OjE0on5GJOpTd+fQCCAc845BxkZYqWgxwDzeyoUorC4fJr0BmFFb28vKioqUFNTw1uKmqhm+4/7v8RXYMrj8SA7Oxuf+cxneEtRE6GeI/WH+wGI1zDT7/fj7LPPRna2Nr0LNUAou48Uu9evSWCqp6cHEydOlL6eIUf6HCjJTkVmijgBIJ/Ph8zMTJxzzjm8paiJMHY/1GNHSXaqkC0d/H4/ampqkJcn1jMoBkZtd2MCBaa6urpQWVkpfb0K7Gi3AADmlueyXipmAoEA0tPT483XMyGaJ/TNAO4B4AXwAoD3APycpSiROdTrwLEBF66rqdRszd/85jearaURzO8pm8ePEAXydVzKd95556G5uZm3DLVRzfZWjUe5a0Vqaio2btzIW4baCPUcWb25HRnJRiyvLOAlYVh++ctf8pagNkLZfaTYPQFNJruec845cTXoYAihbH+0zylcf6nk5GRs2LCBtwy1Ecbuh/vEnMIIAA8++CBvCWozarsnUmBq1apV8TiNj8ue39VuxYSCdOTooDLGZDKhoaGBtwxdEE0p3+copfdQSpcM/XMvgC+wFiYq64dGjK+aWqjJenE6Rpb5PWUeyqbJyxDfYQ0HpVTa/gzYPJFR7vq08amQdmfPkT4HJhdnadLUOlqk3cXD7gkw9y/S17OH0vB0NtH6S0m7s4NSiqN9TkwSLBgJSLufTCIFpqTt1WNnuwVzx+ayXkYV4tTuTIjmVP7jKH8tIdjfbUNOWhLG5qVpst5DDz2E+fPnw+/3a7KeRjC/p2w6z6Y5ePAgysrK8MEHH/CWojaq2T6SMSVimn4sVFVV4Y477uAtQ22EeY702jxoN7tx/kyxJl0+/PDDmDt3LjweD28paiKM3UeD3cO+lK+5uRmlpaV47733mK7DAWFs32f3wu4JCBekWLVqFX74wx/ylqE2Qti9z+6FwxsQrqcYAPzhD3/A7Nmz4XK5eEtRk1HbPVECU62trSgpKcHbb7/NW4raaL7n+x1edFo9mFuuj8bn5557Lm666SbeMnTBKU9ciqJcBOBiAOWKojx6wn/KBhCI5uKKolwI4E8AjAD+Tin99TA/czaAPwJIAtBPKRV6juKGo4NYMF670ZS1tbVQFAVJSfp/+VbjnooWi84bYxNC0N3djXHjxvGWogosbH88+KiDNN5oMZvNaGpqwsUXX8xbiipoueej5cWNbQCAz84QKzBVW1uLUCiE1NRU3lJiRkS7jxRKKaxuP/OPG4QQ9PT0YOzYsUzX0QoRbX+0X7zG53a7HQ0NDTj77LN5S1EF0ex+WNApjEDY1/v9fqSnp/OWEjNq2N2YIFP56urq0Nvbi/Lyct5SVIHnnt/VEW58PlsHgSmXy4W6ujosW7aMtxRdcLpPgZ0ANiOcjrflhF+3AzjjJx5FUYwA/gLgPADtADYpivIGpXTvCT+TC+BxABdSSlsVRSka8Z9AQ/odXjT3O3HlEm2CBT6fD42Njbjuuus0WU8DYrqnRsKg0wtAvz2mCCEoLi7GlClTeEtRC9Vtb3P7oShAlkDNbGOloaEBlNJ4mtii2Z6Plidqj6ByTAamFovzwhIIBNDQ0ICvf/3rvKWohXB2HykuXxD+INUkMFVQUIAZM2YwXUdDhLP9kaEghUg9phobGxEKhaSvZ8TR41MYxbE5AIRCIdTV1eHyyy/nLUUtYra7IUEypgghyMnJwZw5c3hLUQtue35XuxWKAswuF39QzIYNGxAIBOLJ1zPllG90lNIdAHYoivICpXQ0dWRLARymlB4FAEVRXgLwRQB7T/iZrwF4hVLaOrRm7yjW0YyNzYMAtJvktHXrVrjd7ri5mVW4p6LG7AxfPl+DxrUsIITgrLPO0iwzjzUsbG/zBJCZYoqrQw0hBMnJyVi6dClvKaqg5Z6PBqvbD7c/iMUVeULtrR07dsBut0tfLxCRHnZaBKZqampgMIjT7ywWRLT9kV4n0pKMKMvRpgVDNBBCYDKZsGLFCt5SVEE0ux/pcyAtyYjSHLEyUHft2gWLxSJ9/QkYxXkUM6W2thbV1dUwGo28pagCzz2/q8OKiWMydFEVU1tbC4PBgKqqKt5SdEE0qQYViqL8CsBMAMc9PKX0TGPpygG0nfDv7QBOzmObCiBJUZR1ALIA/IlS+szJF1IU5XoA1wNAYWEh1q1bF4Vs9XlmhwcKAPORHVjXEpsndTgcZ/xzvPjiiwAAg8HA7c98JqL5cwxD1PfUaG2/45APALC1qUG4+vUz/Z11d3ejtbUVl156qbB2B9jaPhq7H2rxIhlBof+OTiSav6+33noL06ZNQ1NTkzaiRgFvu8dCQ0f47DTN1K/ZfRPN39fq1asBAEajUdj7WVRfz4o2eyj8v0cPYp1rdBPzzvR31tfXhyNHjuCCCy7g/uc9HXre8wCw+YAHhakUhNSqfu3hiObv680338SUKVOwadMmTTSNBj3b/cNdbhSlhV8KtSKav69XXnkFAJCUlBRve35Uvj65ZDKOHDmMdf5jsQnmzJn+vgYHB3HgwAGsWrUq3uwOcNjzW466MDWP/7txNH9fb7zxBiZNmoRt27ZpI2oUjNLubIhMhDnVPwDqAZwLYCeACQDuB/BAFL/vKwj3lYr8+zcA/Pmkn3kMwAYAGQDGADgEYOrprjt16lTKi289tZEu+vkaVa710UcfnfFn3nnnHfrDH/5QlfVYMdyfA8BmyuCeGont73l1J533wHux/NGYcSbbt7S00B/84Ad037592ggaJVrZ/lR2v/bpTfTCPxLV/1ysiGbP/+pXv6JPPfUUcy2xwNvusXD9M5vorJ++SwPBkOrXPhXR2P29996jP/jBD9iLiYFT/TlOZ3stfD0rNhzppxPueovWH+ob9TXOZPu2tjZ6yy230N27d496DS3Q856nlNJVv/mQfv+5LUyuPRzR7Pnf/va39O9//zt7MTGgZ7uv+OX79Gv/b73q1z0d0dh97dq19KabbmIvJkZGavvR+vrkksn0uQ0tWvyRmHIm27e3t9Nbb72V7tixQxtBo0QPe37Q4aUT7nqLPrHu8KivoRbR7Pnf//739G9/+xt7MTEwGruz+ieajKk0SukHiqIolNJjAO5XFKUOwM/O8PvaAZzYjGkswvWoJ/9MP6XUCcCpKAoBMA/AwSh0aQqlFDvbLThraqFma1500UW46KKLNFtPQ0Z7T0WN1R1Ank7L+CZMmIA//elPvGWwQjXb2zx+ZDOemKU1d999N28JrGC+58+E0xvAh/t78eUFY4XLojz//PNx/vnn85bBAu52Hy0WDSa7jh07Fn/84x+ZXZ8zQtjeHwyhzezGJXPLtFz2jNx+++28JbCCu909/iC6bB5coVE/2JHw2c9+Fp/97Gd5y2DBqO2eCM3Py8vL8cgjj/CWwQpN97yeGp8DwG233cZbgq6IpqmBR1EUA4BDiqLcpCjKlwBE06R8E4ApiqJMVBQlGcBXAbxx0s+8DqBGURSToijpCJf67RuBfs3Y02lDv8OHZRPzNVmvv78fLS0tkWh0vDHaeypqbG72Y75ZsX37dgQCuhhcNRpUs73N7Uc24/4vWnLo0CFYrVbeMljBfM+fif/t7oY/SHHx3FItlz0jAwMDaG5ulr5eMKwaBKZ27NgBv597Ox5WCGH7drMbwRDFhAJxJqAdPnwYFouFtwxWcLf70T4nKBVvIp/ZbMaRI0ekrz+JeOoTeiqkr1ePvV02AMCsMvEbnx85cgRms5m3DF0RTWDqVgDpAH4AYBGArwO45ky/iVIaAHATgPcQDja9TCndoyjKdxVF+e7Qz+wD8C7C6X8bES792z2KPwdz1h0I92X/zHRtnq8vvPACJk6ciI6ODk3W05hbMYp7aiTYPX5k66Ap3sl0d3djwYIF8ZwxdStUsr0Wo9y15LrrrsN5553HWwYrbgXjPX8mXt/egawUE6onj9Fy2TPy8ssvo7KyEi0tLbylsOBWcLb7aLF7wh8HWD1H+vv7MX/+fPz+979ncn0BuBUC2L6lPzydbeIYcaazfe9738NnPvMZ3jJYcSs42725X8yJfP/9738xefJkHDp0iLcUFtyKUdo93jOmLBYLFixYgF//+te8pbDiVmi45/d22lCem4ZcHVTF3HzzzaipqeEtQ1ecNqVEURQjgCsopXcAcAD41kguTil9B8A7J/3aEyf9+28B/HYk1+VBU/MgppdkoShLmwkfhBBUVFRg7NixmqynFbHeU9Fi9wQ0s5Wa1NXVAUBcOjK1bW9z6zP4OBxerxcbNmzAjTfeyFuK6mi150/H5pZB1B3qx+3nTxWujI8QgvLyclRUVPCWoioi2D0W7ENT+TIZZd7W19cDkL6eNZEgRYUggSm/34/GxkZce+21vKWojih2bxkYsnmBGDaPQAhBUVERpkyZwluKqsRqd9GeyWrT0NAASqn09Sqxt8uGGaVZrJeJmWAwiPr6elx99dW8peiK02ZMUUqDABYpIs3V5sT+brtm9ayUUhBC4mac7IlodU9Z3X7kpusvaEEIQUZGBhYsWMBbiuqoaftAMASnLxg3GVObNm2C1+uVe54RTzW2IDPFhG+tnMhLwrCc6Ovj7TErgt1jwe0LIsVkYPbSRAhBamoqFi9ezOT6PBHJ9i0DTmSlmFCQIcbX9a1bt8Llcklfz5CWficKs1KQkSJWOwfp64cn3kv5CCFISkrCsmUnD6bXP1rveY8/iOZ+J2aUil/Gt2PHDtjt9rj09SyJxmtvA/C6oiirATgjv0gpfYWZKsGwuv3os3sxuUibevUDBw6gr68vnm9m5veUzaPPHlOEEFRVVSEpKT4CLsOgiu0/7v+iPxsPByEEAFBdXc1ZCTO4PUc8/iDIgT5cMKtEuBeVo0ePorOzU/p6AfH4g0hLNjK7PiEEy5cvR0pKCrM1OCOE7Zv7nagYkyFMMCDi6+Mxe2II7nZv7ncKVboJAMeOHcOxY8fwox/9iLcUVoza7vFeykcIwdKlS5GWlsZbCis02/OHex0Ihiiml4gfmKqtrQUQ176eCdGc0vMBDAA454RfowCEP1iqxaEeOwBgskaNFCMHlzh+WWF6T/kCIXj8Id2VeQ0ODmLXrl34yle+wlsKS1Sx/fHAlA6z4oaDEILZs2ejoKCAtxRWcHuOvLenG3ZvAJ+bW8J6qREjfb24uHxBpCWxCUzZbDZs27YN9957L5PrC4IQtj824MK8cblaLnlaCCGYNm0aiouLeUthBXe7N/c7cd5Msf5+I20apK//NMZouh3rFKfTic2bN+OOO+7gLYUlmu35/d3h9/FpJeKX8hFCUFlZGXcteVhzxsAUpVRXfSFY0NQ8CEC7jXDppZciLy8PkydP1mQ9rWF9T0V6g+gtYyozMxNr167FxIlilRupiVq2N7vCNs7TQfPDaPjd736H/v5+3jKYwfM58vyGVpRkp6JmSiEvCafkkksuwcsvv4wZM2bwlsIEPZ8fXL4g0hllTKWmpmLt2rUYP348k+uLgAi29wVCaDe78MX5ZbylHOfhhx9GT08PbxnM4G13m8ePAacPEwTrL3XhhRfi5ZdfxuzZs3lLYUIsdjfEccZUcnIy1q5di7IycXyQ2mi55w9025BsMqBCoCmrp+KXv/wlurq6eMvQHfp6c+fEoNMHACjP1SYNs6ioKN6zZphiGcqmyROkp0S0JCcn49xzz+UtQxdYXOE9GS+BqXg9rPLG5vFja6sZ11RVIEnAz7KFhYXS1wuKyxdAejKbI1JycjLOOeecM/+gJCbazS6EKIQKUsycORMzZ87kLSNuaR1wAYBwL65jxoyRvv4UxHNgKikpCWeffTZvGXHD/m47phRlwiTgee5kZsyYEbcfHVkivmUF4GifAzNLszVp0NfZ2YlHH300rr+oscYylE2TrbPG2H/961+xceNG3jJ0gc0T6TGlLxsPx/vvv48XXngBlFLeUuKO17Z1IBCiuHhOKW8pn6Knpwd/+tOf0N3dzVuKZBgc3gAyUthkTP3tb39DU1MTk2tLPubYUJBi4hgxghQfffQRnnvuOYRCId5S4pbIRD6RgpH9/f145JFH0NnZyVuKkMTzVL4nn3wS69ev5y0jbjjQbddFGV9tbS2effZZBINB3lJ0hwxMRcGxQRfG52tzsHn//fdxyy23yMBUDFjd+sumcTgcuPnmm/H666/zlqIL9Bp8HI7HHnsMP/vZz4RpzhtPvL2zCxPHZGDh+FzeUj7Fhx9+iFtvvVW+rAiK3RNAFoM+hW63GzfffDNeeUX4Nlu6p7lfrCDF448/jnvvvRcGgzx6s6JlyOYVggQjAWDdunW47bbb0NbWxluKkMTrVD6v14tbbrkFq1ev5i0lLrC6/Oi1ezGtWPzA1N/+9jfcfffd0tePgjP+jSmKUqwoyj8URfnf0L/PVBTlWvbSxMAfDKFt0IUJGj3kCCHIy8uL69Ie1vfUxxPb9BO0WL9+PYLBYDw3xgSgnu0jNs7WWR+xkwmFQqirq5N2Z4DLF0BT8yBWTS0UMuhHCEFWVhbmzZvHWwoz9Hx+CAem1PcvTU1N8Pv9cs9rQMuAE1kpJhQIUNZPKQUhRNqdMS0DLhRlpTArwx0NhBCkp6dj4cKFvKUwIxa7x2lcCps3b4bH45F7XiUO9YYbn08p1mYQ2Wg50deLePYUnWhCeU8DeA9ApHPbQQC3MtIjHG2DLviDVNOJfDU1NfEeZX0aDO8pmzsAQF9BC0IIjEYjqqqqeEthzdNQwfZ2TwAZyUZd1Jmfjr1792JwcDDuDy7g8Bx5fXs4E+ncGUUslxk1hBBUV1fDaGRTLiYIT0On5weHN8BksishBIqiYOXKlapfWzCeBmfbtwyEPyqK8HJw8OBB9Pb2Sl/PmNYBFyoEyZCLQAhBVVUVkpL087F0FDyNUdrdKMD+ZEFk6m51dTVnJcx5Ghrs+QM9Q4GpIrEzppqbm9HR0ZEIvp4J0bzVjaGUvgwgBACU0gCAhCmaPNoXTguu1CAw1dXVhUOHDiXCzcz0nopk07Aow2AFIQQLFy5EVpbYDlcFVLG9ze3XlX1PReTgIve8+vy/uqOYXpKF6sljWC4zKvr6+rB3715pd0GhlDLrMUUIwbx585Cbm6v6tQWDu+3bBl2YkC9GkEL6em04NujEeIEan5vNZuzcuVPa/TSIEDhmASEEs2bNwpgx4p1BVEaTPX+ox4GMZCPG5mkziGy0JJCvZ0I0gSmnoigFACgAKIqyHICVqSqBONrvAABNMqZ27twJg8GQCDcz03vK6vYjPdmIZJM+smmCwSD27duXCHYHVLK9zeNHdpp+MuJOxe7duzF27FhUVFTwlsIaTZ8jB7rtONrnxFeXjBPy0Ct9vdi4fEEEQ1T14HcoFEqUgCTA2fbBEEW72SVMkGL37t0oLi7GlClTeEthDTe7u31B9Ni8mKBRT9ho2LVrl/T1ZyAem59TSrFnz55EsDug0Z4/0udAZWGmkGe6E9m9ezcKCgrkRL5REs2b3Y8AvAFgkqIoDQAKAVzOVJVAHOl1Ii89CTnp7LMzLrjgApjNZmRkiPGFjyFM7ym7x8+kNwgrjEYjOjs74XK5eEvRAlVsb3OzKbPRmscffxy/+MUvhH/QqoCmz5HH1x0GAJw/q4TVEjFx7rnnwmKxIC1N7C9/KqDL84PDGy4Hz0xR9zliMBjQ1tYGp9Op6nUFhavtOy1u+INUmCDFn/70J9x///3S1zPk2OBQs/sx4pyhzzrrLFgsFqSkpPCWwppR2z0O41JQFAXNzc3S16vI4V4HllcWqH1Z1fnd736He+65J95b8jDjjKcuSukWRVFWAZgGQAFwgFLqZ65MEJoHnJhcpF2jtezsbM3W4gXre8rpDSJD5RcK1phMJmn7EWD3+lGYGR8Hvby8PN4SmKPlc4RSite3d2JWWTbKcsUN/CRA2a5uzw+RwBSLDxxGo1H6eg04NhD+0CNKxhQgfT1rWvrDNq8QyOYAkJkpdrNmNYjF7vE6lU/6evVwegPosno0fR+PhUTw9ayIZirfDgB3AvBQSnfr4VCpJh1mN8o1eLkZHBzEZz/72eO1qfEM63tq0OlDfjr/KTzRcuONN+Lhhx/mLUMT1LI9q1HuWrJ69WpceeWVsFqFr2yKGS2fIxubBwEAly8ay2qJmLBarTj33HPx0Ucf8ZbCHL2eH2zH+xSqG5i65ZZb8Ktf/UrVa4oKb9u3DIQzFURohP3qq6/iiiuugNls5i2FOTzt3hrJmBLA5gDgdDpx7rnn4oMPPuAthTmx2D0em5/fdttt+PnPf85bhiZoseeb+4f6PQuUDTkcb775Jr7yla9gYGCAtxTdEk2e2RcABAC8rCjKJkVRblcUZTxjXUIQCIbQY/OgOCeV+Vr19fUJ8fAaguk91e/woiBTH4GpQCCAf/3rX2htbeUtRStUsb3F5UeeBuW1LHn77bfx4YcfJsQXNWj4HGkaCkx9eYGYganGxkZ8+OGHCIVCvKVogS7PDzZPOGMqJ009HxMMBvGvf/0LLS0tql1TcLjavnXQhWSTASXZ7M9vZ+Kdd97B2rVrkZOTw1uKFnCze8uAK9x6Q8V9Gwvr16/Hhx9+iEAgwFuKFoza7oY4C0yFQiE888wzaG5u5i1FK5jv+SN94X7PWgwii4X//e9/eO+99xLF1zPhjIEpSukxSulvKKWLAHwNwFwACbHbjvY7EQhRTRqfE0KQkpKCpUuXMl+LN6zvKbPLj/wMfQSmtm3bBqfTmSgNElWxfShEh5qfi3H4HC2EENTU1CRCzxFNnyMbmwcxrThLk76Ao4EQApPJhOXLl/OWwhy9nh8cnkiPKfXuoV27dsFqtUpfrxGtAy6MzUsTokwo4usToecIT7u3DrgwXpBsKSBsd4PBgKqqKt5SmBOL3ePtCLRv3z4MDAxIX68iR/ucUBRggmBluidDCMHKlSthMumrnYxIRPU3pyhKBYArAFyJ8AjIOxlqEoYOsxsANKlpJYRg2bJlSE3l/3VPC1jeUzaPXzeNsRNxrGistnf4AqBU3WwGrWlra0NzczNuueUW3lI0Q4vniM3jx/qjA/jG8glqX1o1CCFYsmRJIgy5AKDP84NzqMdURopRtWtKX6+t7Y8NuoRofN7d3Y2DBw/iuuuu4y1FM3jZ/digEwvGidPbhRCChQsXJkQ/QWD0do+3jCnp69Xf80f7nRibl4bUJPWeyWrT39+PPXv24Oqrr+YtRdecMTClKEoTgCQAqwF8hVJ6lLkqQei1ewAAhVlsmyzb7XZs3boVP/7xj5muIwos7ylfIARfIKT6NCVWEEIwZcoUlJaW8paiCWrY3u5h15hYK+rq6gAkzsFFq+fIugN9CIYoLhB0Gp/L5cKmTZtw22238ZaiCXo9P0San2ckq+djCCGoqKjAuHHjVLumyPC0PaUUbYMuLJuYr9WSp0T6em3s7guE0GF240vzy7VY7ox4vV5s2LABN954I28pmhCL3eMtkZAQgvLyckycOJG3FE3QYs839zswcYzYZXz19fUAEsfXsyKaU9c1lNL9zJUIyNF+J4wGBUVZbLOY+vv7cfbZZ+Occ85huo5AMLunbJ5wzz29lHmVlZVhxowZvGVoScy2Z1FmozVGoxFVVVWYO3cubylaoclzZN2BXmSlmoR4IR2O/v5+rFq1Cueeey5vKVqhy/ODyxfJmFIvMFVWVpYwLypDcLP9gNMHhzeA8QJkTBkMBqxYsQILFizgLUUruNi93exCiIrT+Dzi6z/72c/ylqIVo7Z7vDU/LykpwVe+8pWEaNMwBNM9TylFS78LiyeIea47keXLl2Px4sW8ZeiaU566FEX5OqX0OQAXK4py8cn/nVL6B6bKBKCl34mKgnQkm9iG8ydOnIj333+f6RoioMU9FZmmlJ2mj2yav/71r7wlaIKatncwKLPRmiuvvBJXXnklbxnM0fo50nR0EIsm5AnRV2Y4xo8fj7Vr1/KWwRy9nx/c/iBMBkXVZ/+jjz6q2rVERgTbtw66AIjRj+Syyy7DZZddxlsGc3jbPWLz8QLYHADKy8vx3nvv8ZbBHDXsHm8BnEceeYS3BE3Qas/3O8IfGkTw56fj0ksvxaWXXspbhu453dt75LPDcMXRlIEW4TjQbcf0EvYTs9xuN9LS0pivIwDM7ynrUGBKD/2HEsjugIq2jwSm9FKueTJ+vx+KoiRKc0TNniN9di86LG5csVjcUqkE2vO6Pj+4fSFVe1m43W6kpqbG3QvYKeBu+9YBMQJT0tcfh7nd24Z6wo7LE+PlVfp6AFHaXdDvSKNC+vrjqLbnWwedAPj789Ph94ffPZOSxH/3FJ1TPi0ppX8b+r/vU0obTvxviqKsZKpKAHyBEFoHXfj8vDKm63g8HowZMwY///nP477viBb3lOV4YEr8qXzf+ta30NraisbGRt5SmKOm7T9uTKzPw/6bb76Ja665Bk1NTZg5cyZvOUzR8jmyr8sGAFheKWa6t8/nQ1FREe69917cddddvOUwRe/nB28giBQVs6Wuu+46HDhwAJs2bVLtmqIigu3bhrJnxnIOUrz77ru46qqr0NDQgHnz5nHVwhredm8fdCHZZEAR456w0RAIBFBaWoo77rgD99xzD285TFHD7vHU/Pz73/8+tm/fjm3btvGWwhyt9nxLf+RDgxhlusPxwQcf4LLLLkNdXR0WLlzIW46uiebk9ecofy2uaBuqV69gvBE2bdoEl8uFyZMnM11HMJjdUzadZExRSkEISbSeI4AKttd7xhQhBIFAQO55lZ8jjUcGAAAVY8Q8vGzZsgUOh0PaXQfnB18gpFoZH6UUtbW10tef+tdU59igC8XZKdwnOBFC4Pf7MXXqVK46NIaL3dvMLozNTROijHv79u2wWq3S10dp93gKTMlz/Wl/bVS0DDhhUMTJhhwOQgh8Ph+mTZvGW4ruOV2PqRUAqgAUKopyYipPNgD9NneJkk7LUFow4+aZkbGi1dXVTNcRAS3uKb30mDpy5Ai6uroSZnqDmrZ36HwqHyEEK1asQHKy+Fl9saLlc6R10ImMZKMQX8yHI+Lra2pqOCthj97PD76geoGpY8eOob29Xfp6DW3fOugSovE5IQRLly5NiJIu3nZvN7tRnifG37P09QBGYPd4iUu1t7fj6NGjuPnmm3lL0QSt9nzLgAtj89j3e44FQggWL16MjAwxP4zqidNZORlAJsLBq6wT/rEBuJy9NL5EAlOlOWwn8hFCMGfOHOTni1l+ojLM7ymzKxyYyhW8lC9ycEmUlxWoaHu7R78ZU1arFdu3b5d2Z/AcOdzrwJKJ+cL2diCEYPr06SgqKuItRQt0fX7wBUJINqpzCJa+Xnvbtw26mH9UPBMOhwNbtmyRdtfI7qIEI4Hwnp88eTLKyti2AhGEmO1uFCDLTQ3q6uoASF8Plfd864BT6P5SbrcbGzduTCS7M+V0PaZqAdQqivI0pfSYhpqEoHXQBYPCNjDl9/vR0NCAb33rW8zWEAkt7imr24/0ZKPQkXUAqK2tRWFhIaZPn85biiaoaXuXL4AUkwEmlV4ctaShoQGUUqxatYq3FE3Q6jni8QdxsMeBz0wXM+gTDAZRX1+Pq666ircUTdD7+cEfpKo9QwghyMvLw+zZs1W5nujwtr03EES3zcO97GP9+vUIBoPS12uAzeOHxeUXIjAVCoVQV1eXMNO51LC7oN+SRgwhBFlZWXHfTy6CVnu+ddCFi+aUsrp8zDQ1NcHv98vAlEqcrpTvj5TSWwE8pijKp7rrU0q/wFIYb3Z12DBxTAbTl1+/349f/vKXWLx4MbM1REKLe8ru8SM7Vez+UgBwxRVXoKqqStjsDrVR0/Y2T0C3ZXyTJ0/Gfffdh2XLlvGWoglaPUc+2t8LAJhdlqPG5VTH7/fjoYcewvz583lL0QS9nx+CoRBMKn3Fv+yyy7Bo0SIYDPoLpI8G3rbvMLtBKbgHKSZOnIif/exnWLFiBVcdWsHT7pEpjLxtDoR9/YMPPohZs2bxlqIJatg9XnpMXXrppZg9ezaMRuGr1VVBq3c6syBB51Mxfvx43H///Vi5Uvi5LrrgdG93zw797++0ECIarQNOzBmby3SN9PR0/OAHP2C6hmAwv6esbr/w/aUA4HOf+xxvCVqjmu0d3gCydBB8HI6pU6fiwQcf5C1DSzR5jvQ7vACAeYx99mhJTU1NmL4TQ+j6/BAIUdXKSy666CJVrqMjuNq+dWgi33jOpR+TJ0/G/fffz1WDxnCze7tZm56w0ZCSkoIbb7yRtwwtidnucRKXwgUXXIALLriAtwwtYb7nI3t7rCD944ajsrISP/vZz3jLiBtOV8q3Zeh/ayO/pihKHoBxlNKdGmjjhjcQRMuAC5+fx7Y+nBCCKVOmoLRU3BRFNdHinrK6/cJP5GttbcWOHTswZ86chPmKrqbtHR6/LvtLeb1evP/++6iqqkJ6Ov8DtBZo9RypO9SPrFQTxuWLeXipq6vDpEmTEqXniO7PD8EQhUkF39zW1obt27dj7ty50tdrZPu2ocAUz1I+n8+HtWvXoqqqKmGa4fK0e8TmIry81tfXY+LEiSgvL+ctRRPUsHs8ZEx1dHRg27ZtmDdvnvT1Ku75jwNTYp6ZA4EA1qxZg6qqKmRmZvKWExeccfcoirJOUZRsRVHyAewA8JSiKH9gL40fLf3hh1xpDruHXCgUwqWXXor77ruP2RqiwvKeMjv9yEsXu/H5f/7zH5x11lmg9FOZr3GPGrZ3eoPISNFfqvTevXtx3nnnYd26dbylaA7r50i72Y2S7FQhS2Mppbjsssvw4x//mLcUzdHr+UGtjKlXXnkF1dXVCAaDKqjSF7xs32Z2I9lk4Dqdc//+/Tj//PPx/vvvc9PACx52bzO7kJVi4v5RklKKK664AnfccQdXHTyIxe7xEJh67bXXUFVVBb/fz1uK5rDc8+1mcYLOw3Hw4EFccMEFeO+993hLiRuiCevmUEptAL4M4ClK6SIAn2Uriy9d1nCEduIYdl+6WlpaYDabE7VZGrN7yuzyCR+Y2rlzJ6qrqxOmDv0kYra93RvQZcbUzp07oShKotahM9vzoRBFc78TKyYVqHE51Wlra0NfX5/09To6PwSCIZiMsb8s7dy5E1VVVUhKEjuLlxFcbN9udmFsbhoMHCd97dwZThaorq7mpoEjmtu93exGeV4a9w8TnZ2d6Orqkr5+hHaPh6F8O3bswPLly5GSwi8gzhFme77T4kaKyYCCDDHf63bs2AEAqKmp4awkfogmMGVSFKUUwBUA3mKsRwi6rB4AbCO0kZs5QR9gzO4pm8ePnHRxXwJ6e3tx7NixRLU7oILtHV59lvLt2LED8+fPR06OmA26GcNsz+/qsMLtD2JaSZaal1UN6ev1d34IhmjMX/EHBwdx9OjRRLU7wMn2rYMujOXca2jHjh2YPXs2CgrEDJYzRnO7tw26hOgvJX396OzOO6AYK1arFUeOHElUuwMM93ynxYOyXP5B51Oxc+dOTJ8+HUVFYk6E1iPRBKYeBPAegCOU0k2KolQCOMRWFl+ODbhgMigozUlltsbOnTsxbtw4TJgwgdkaAsPknvL4g/D4Q9zTuU9HfX09gIQ9uAAq2N7h0V/zc5/Ph71790q7M3iO1B3qAwCsmlqoxuVUZ+fOnSgpKcHkyZN5S+GBLs8Pbn8QaUmxZbRKX8/H9u1mN8Zz7DUXCASwe/duaXeN7E4pHbI5/8DUzp07MWbMGMyYMYO3FB6M2u56z5hqbGxEKBSSe57Bnu+0ulGWy+5dPBaCwSB27dqVyHZnwhnTDiilqwGsPuHfjwK4jKUo3nRa3CjLTYPJyKaBHaUUO3fuxEUXXSRsFJglrO4pqztc2y1yYIoQgpSUFCxatIi3FC7EantKKWyeALJS9ZUxtWXLFni9XqxatYq3FC6wfI7s6rBiTGaykM0xKaXYsWMHzjnnHOnroZ/zg9MbRHqMfewIIUhKSsLSpUtVUqUveNje7vHD4vJz9QXbtm2Dx+ORvv7jf2dq936HD25/EOME6EGzc+dOnHXWWdLXY2R213uPKUIIjEYjVqxYwVsKF1ju+U6LGzVTxPzouGvXLjidThmYUpkzvt0pijIWwJ8BrARAAdQDuIVS2s5YGzf67F4UZLKtZ/3LX/6ChQsXMl1DVFjdUxZXODCVK3Ap3wMPPICpU6ciOVnMemnWxGp7jz+EYIgiU2eBqSVLluCJJ57Aueeey1sKF1g+Rw5027F4Qn6sl2GCoih49NFHsWDBAt5SuKDX84PLF0BGcmw+5qc//SkqKyuRmirm117W8LC9CKPFFyxYgCeeeALnn38+Nw080drukebI5QJ8mHjkkUcwb9483jK4EIvd9R6Y+slPfoKxY8cmzLTlk2G15/3BEHrtXpTl8g86D8ecOXPw5JNP4uKLL+YtJa6IJiXoKQBvACgDUA7gzaFfi1sO9TowuZDd2EdFUVBSUoKpU6cyW0NwmNxTFpcPAJCbJm7QJycnBzNnzuQtgycx2d7pCwCA7npMmUwmTJs2DdnZ2byl8ILJnvcGgmgddKGyUNyR7CUlJZg2bRpvGbzQ5fnB4w8hNSm2jOns7Gzp6zW2fdtgZIITvxfEiK/Pzc3lpoEzmtq9bSgYKUIpX3FxMaZPn85bBi9GbXedx6WQlZWFWbNm8ZbBEyZ7vsfmAaVAGcO2OrFgNBoxZcoU5OXl8ZYSV0Rz8iqklD5FKQ0M/fM0ADHz6lTA4Q2g3+FFBcOJfE888QTWrl3L7Po6gMk9ZR4KTOVliJkx1dTUhJ///OdwOBy8pfAkJtu7vOGx6+kxZjNoSTAYxG233YYDBw7wlsITJnv+YLcDIcp2gmos/L//9/8SfYyw7s4PlFJ4A0GkmEZfyrd582Y8+OCDsNlsKirTHZrbPpIxxausKxQK4fbbb8f+/fu5rC8Imtq9dcAJgH9g6h//+Afeffddrho4M2q76zkwtW3bNjzwwAOwWq28pfCEyZ7vtIQHkYmYMUUpxR133IG9e/fylhJ3RBOY6lcU5euKohiH/vk6gAHWwnhxpDccNKhk+KLz8MMPH2+MmqAwuac+LuUTM2Pq1Vdfxc9//nOYTPoJqjAgJttHMqYykmPr/6IlO3fuxCOPPIK2tjbeUnjCZM/v6QwfBmeXiznp8Le//S0IIbxl8ER35wd/kCJEEVPG1Ouvv44HH3xQ+nqNbd9mdiE92Yh8TqPF9+7di9///vdoaWnhsr4gaGr31kEXCrNSkMb5TPD73/8e69at46qBM6O2u55L+d544w088MADMBr1cyZlAJM932UNf2gQsfn5gQMH8Lvf/Q7Nzc28pcQd0Zy8vo3wCMjuoX8uH/q1uKRtqF6d1cGmtbUVLS0tmDt3LpPr6wQm95TdEw5aZAvaf4gQgiVLliRsz5EhYrK9aygwla6jUr5IYELuefX3/Pv7epGWZMS04qxYL6U6XV1dOHToUML2HBlCd+cHTyCclZkaw1Q+QggWLlyYsD1HhtDc9u1mN8bm8RstHvH1cs9rZ/fWQRf3bKne3l7s27dPPuNHaXc9B6YIIZg3bx4yM9m1f9EBTPZ8lzWcMVWSI17GlDzXsyOaqXytAL6ggRYh6Ld7AQATGfUsqaurA5DYBxdW95Td44eiIOamtSxwuVzYtGkTbr/9dt5SuBKr7Z3HS/n083WKEIKJEyeiqKiItxRusNrzHRY30pKNMAg4bzri6xP54KLH84PHH/YxKaMMTHk8HjQ1NeGmm25SU5bu4GH7cGCKX5CCEIKxY8eipKSEmwbeaG331gEXllcWaLXcsEQqIKSvH53dBXx8R4XP58P69etx3XXX8ZbCFVZ7vtvqQVaKSciesoQQFBcXY+zYsbylxB1nzJhSFKVSUZQ3FUXpUxSlV1GU1xVFqdRCHA/azG6kJRlRmJnC5PqEEOTk5GDixIlMrq8HWN1TDm8QmckmIV9SN2zYgEAgkPBjRWO1vcunr8AUpRSEEGl3RnveGwhyncB1OgghyMjIwJQpU3hL4YYezw9efwgAkGIaXSnfpk2b4PV65Z7nYPsOswvlnPqRnOjreWVsiYCWdvcGguiyeTC+gG/GFCEEqampiTzkIia763W/bNmyBW63W/p6Rnu+0+JGqYBlfJRS1NbWJryvZ0U0J68XALwMoBThjvurAbzIUhRPuqxulOakMrvZent7UVNTk+j1yEzuKbvHj0xBy/iOHTuGzMxMVFVV8ZbCm5hsf7yUT8CsuOHo6upCUlJSwh9cwGDPU0rRNujCkop8FeSpT09Pj/T1Ojw/RDKm0kaZMdXS0oLMzExUV1erKUuPaGp7m8cPmyfALVDd19cHRVGkr9fQ7h1mNyjlO4URCJ/rV65ciaQkMQfvaITufH2sRM71NTU1vKXwhonte2weFGeLF5gym82glEpfz4hoAlMKpfTZE7rtPweAshbGi36HDwWZ7Bpnvvrqq3j11VeZXV8nMLmn7J4AsgQNTH3rW9+C2WxGTo6YTZo1JCbbRzKm9NL8vKysDB0dHfjmN7/JWwpvVN/z/Q4f/EEqbMbU6tWr8eabb/KWwRvdnR/c/tiyMr/xjW/AbDYjP1/MgKmGaGr79sFwo1xeQYqioiK0t7fj2muv5bK+QGhm99bBcE/YCZwzpl544YVEn8gH6NDXx8pXv/pVmM3mhG7TMAQT23fbPCgRMDCVn5+PtrY2fPe73+UtJS6J5i3+I0VR7gbwEsI32pUA3lYUJR8AKKWDDPVpTofZjaUT2R4oE3xSD8DonrJ5/MhKFfeLlbQ7gBht7/QOTeUTsOb8VCiKIm3PYM/v67IBACoK2E1QjRVpd/2dHyLB71ian0u7A9DY9u1Dg2t4Bqqlrwegod1b+p0A+AemALnnoUNfrwbS7gAY2D4Youize1GSI15gCpC+niXR/K1eOfS/N5z0699G+AYUul/ESAiFKHpsHmYb4d5778WBAwewevVqJtfXEUzuKZvHj6Is8ZzYhg0bcPPNN+Opp57C7NmzecvhTUy2d/piK7PREkopqqurcfXVV+P73/8+bzm8UX3PH+p1AADKOPWUOR33338/duzYgVdeeYW3FN7o7vzgjqGP3ebNm/Hd734Xf//73zF//nyVlekOTW3fYQlnTJVzCkytWrUKl112GX7wgx9wWV8gNLN7y4ALGcnsesJGw0MPPYSmpia88cYb3DQIwqjsrtcOPTt27MC3vvUt/L//9/+waNEi3nJ4o/qeH3B4EaJAURa/vX0qzjnnHFxyySW47bbbeEuJS6KZypcwXboHXT4EQhTFjDbC22+/jYICvtNDRIDVPWV1+zG5ULyRrevWrcPmzZtRXFzMWwp3YrW9yxtAuqBT2E6mpaUFjY2NuPrqq3lL4Q6LPd9rD48SHpcvXmDqnXfeQVoav7H1oqDH88PHAxZG/jW0trYWW7Zskb4e2tu+3exGapIBBRnsWjGcira2NhBC8OUvf1nztUVDS7u3DbowLj+dq5/93//+B0qp9PU69PWxUFtbi23btskyPrCxfY/NCwAoEqyUr6urCx999BEuvvhi3lLiltGNnYlT+uzhjVDIIOvGYrFgx44dslkaQ6wuP3LSxCvlI4Rg5syZKCws5C1F97j8QV1kSwFhuwOQe54RPVYPxmQmC9cI3263Y+vWrdLuOsUdQ/NzQgimTJmC0tJStWVJzkCH2Y3yXD7B4Lq6OgDS12tN61BgihculwubNm2Sdk9ACCGoqKjAuHHjeEuJS3ps4Q+PojU/l76ePTIwdQLdxzeC+hlTDQ0Nsos/QyilsHsDyBYsMBUMBlFfXy/trhIeXxBpOml8TghBfn4+Zs6cyVtKXLKrw4rZ5eINE1i/fj2CwaDc8zrleGBqhH4mFAqhrq5O2p0THRY3yjk1PieEIDs7G3PnzuWyfiISClG0DrowgWNgqqmpCX6/X+75BINSCkKItDtDeuzs3sdjgRCCjIwMLFiwgLeUuEUGpk6gx8ouQksIQVJSEpYtW6b6tSXh8gtKgUzBmmLv2LEDdrtdjpNVCYc3IJyNTwUhBNXV1TAYpJtVm2CI4tiACzNKs3lL+RSEEBiNRqxYsYK3FMkocPvCAxZGGpjas2cPzGaz9PWc6LSEM6Z4QAjBypUrYTTq46NJPNDn8MIbCGHCGH7DLwghUBQFVVVV3DRItOfAgQPo6+uTgSmG9Ni8UBRw7R83HIQQVFVVISlJrCSIeOKMb0xKmK8rivLToX8fryjKUvbStOfYoAsmg4JSBs3Pp0yZguuuuw5paeL1Q9EaFveU3RN+mchMFStooSgKvvzlL8sH2BCx2t7pC4x6jLuWBAIBnHvuubjssst4SxECtfe8mXE/wFiorKzEtddei8xM8frdaY0ezw9uXwgAkGoaWUCZUorLLrsMq1atYiFLd2hpe48/iAGnD+W52pd9BINBrFq1Cl/5ylc0X1tEtLJ762B4CuM4jlMYKyoq8O1vfxu5ubncNIiCHn39aAkEArj88stx9tln85YiBCxs32vzoCAjBSajOB92Q6EQzjrrLFxxxRW8pcQ10bzFPw4gBOAcAA8CsAP4L4AlDHVxoaXfifH56Uw2wne+8x3Vr6ljVL+nbB4/AAjXY2rBggX473//y1uGSMRke5cvqIuMKZPJhCeeeIK3DJFQdc+bnT4AQB6HRsdn4tvf/ja+/e1v85YhCro7P7j9QSQbDSM+B8ydOxf/+c9/GKnSJZrZnudEPqPRiL/+9a+aryswmtj92EA4MDWeYynfNddcg2uuuYbb+oIxKrvrsWX87Nmz5XT1T6L6nu+1e4WbyGcwGPDYY4/xlhH3RHPyWkYpvRGABwAopWYA4r0NqMDRPifGF6j/kDObzXC5XKpfV8eofk9Z3eHAVHaqOIEpSim6urp4yxCNmGzv8gaRIViz6+Ho6upCKBTiLUMkVN3zHw+qEOvgYrFY4HQ6ecsQCd2dHzz+kfexo5Sis7OTkSLdopntO8zhwFRZjvaBqe7ubunrP4kmdm83h8/UPIKRAGC1WqWv/yS68/WjQfr6YVHd9r12D4oE6y/V3d2NYDDIW0bcE01gyq8oihEABQBFUQoRjozGFaEQRXO/E9NKslS/9h//+EcUFBTI4NTHqH5PHc+gSBfnObhv3z6UlZXh3//+N28pIhGT7Z2+gC6an59//vm4/PLLecsQCVX3fGRQRYlgE1see+wx5Ofnw26385YiCro7P7h8AaQmjSxb6vDhwygvL8dzzz3HSJUu0cz2PDOmLr74Ynzxi1/UfF2B0cTuHWY3irJSkGLicx544oknkJeXB4vFwmV9ARmd3XWWMnXs2DGUl5fjqaee4i1FJFTf8312r3D9pb74xS/ic5/7HG8ZcU80p69HAbwKoEhRlF8AqAfwS6aqONBr98IXDGEsg6kuhBDMmjUL6en8Uo4FQ/V7yjKUMZWbLk7GFCEEALB48WLOSoQiJtu7dTCVb2BgALt375Z2/ySq7vl9XTYAQIFgBxdCCKZPn46sLPU/cOgU3Z0f3P4Q0keYlSl9/bBoZvtOixsGRftAtdVqxfbt26XdP4kmdu+wuFHGqdk9EN7zkydPlv2lPkZ3vn40SF8/LKraPhSi6Hf4hMqYcjgc2LJli7S7Bpzx9EUpfV5RlC0AzkU4tn0ppXQfc2UaE/kCX6rywcbr9WLDhg343ve+p+p19QyLe8omYCkfIQRlZWWorKzkLUUYYrW92x9EepLYgan6+noAkA3vT0DtPe/whtOpswUaduD3+9HY2IhvfetbvKUIgx7PD25fEKkj9DGEEBQWFmLatGmMVOkPLW3fafGgODtV80a5DQ0NoJRKX38CWtm93ezGvHG5al82KoLBIOrr63HVVVdxWV9E9OjrRwMhBHl5eZg1axZvKcKgtu3NLh+CIYoxAn14XL9+PYLBoPT1GnDGU72iKOMBuAC8eeKvUUpbWQrTmrZBNvXqmzdvhsfjkSOkT4DFPSXaVD5KKQghqKmpgaLoLFeZIbHYPhSicPmCSBe8+TkhBCkpKViyRNj+zpqj9p53+QKRa6iiTw22bdsGp9Mpff0J6PH84A0ER1zKJ339p9HS9p0WN5NpymeCEIKkpCQsW7ZM87VFRQu7B0MUXVY3Pje3VK1LjoidO3fCZrNJX38Co7W73jwmIQTV1dUwGMSZFscbtfd8vyPcmkWkHqKEEBgMBqxYsYK3lLgnmje8txGuG1UApAKYCOAAgLgKF/cMZUypnRpcV1cHAKiurlb1ujpH9XvK4Q0gPdkIo0GMx1xLSws6OjpkdP3TjNr2Ln84SyYzReyMqbq6OixbtgwpKeI8VAVA1T0/6PRhVlm2eupUIOLr5cvKJ9Dd+SEQpEgawUtHW1sbWlpacOutt7ITpU80s32X1Y3Z5TlqX/aMEEKwePFi2abhkzC3e6/dA3+QopxTKV+knEue7z6B7nz9SOnq6sKhQ4dw/fXX85YiGqrafsARHm5TkCHOGZoQgoULF8o2DRoQTSnfnBP/XVGUhQBuYKaIE4NOH0wGBVkqZ2N88YtfREFBAQoLC1W9rp5hcU85PAFkCZItBQB5eXl4+umncfbZZ/OWIhSx2N7pDWfJZAieMfXzn/9cZk6chNp7fssxM1ZUFsSsS00uueQSZGZmorSUz1d8EdHj+SEYoiP6wJGTk4N//etfMiB5ElrZnlKKTqsH588qUfvSZ+T++++XE/lOQgu7R6Yw8prId9FFFyElJQXjxo3jsr6I6NHXj5TMzEw888wzMmvmJNS2fZ8jMnVZnGFW9913H3w+H28ZCcGI3/AopVsVRYm7GpVeuxdjMlNgUDnjZsaMGZgxY4aq14w31Lin7F4/MgUKWOTm5uKaa67hLUN4RmJ7ty+cMZUuePPzCy64gLcE4Yl1z7t8QZiMYgX/pk2bJnsMnQE9nB8CoRBSkqJ/lmRnZ+Ob3/wmQ0XxASvbDzh98AVCXEr5zj//fM3X1Bss7B6ZwjiWU8bU1KlTMXXqVC5r6wU9+PqRkpWVhW984xu8ZQhPrLaPlPKJ1GPqs5/9LG8JCUM0PaZuO+FfDQAWAuhjpogTXVY3SlQ+2LS0tGDr1q244IILkJGRoeq19QyLe8rmDiAnTZzG588++yxqampQUVHBW4pQxGJ791ApX5rAzc8/+ugjJCcnY+XKlbylCIWae55SCkCsQQetra3YtGkTLrjgAmRmZvKWIwx6PD+MNGPq+eefR1VVFSZOnMhQlf7QyvZdlqHBNTnaBilqa2thMBhkptxJaGH3do4ZUx0dHVi/fj0uuOACWdZzAnr09SPlhRdewPLly+VAo5NQ2/aDTi+MBkWYM15dXR1CoRBWrVrFW0pCEE0jhawT/klBuJb0iyxF8aDL6lF91PCrr76Kyy67DBaLRdXrxgGq31M2jx9Zgjixjo4OfPOb38Srr77KW4qIjNr2kYbXI52YpSU//elP8aMf/Yi3DBFRbc97A+HSmYmF4gT733jjDVx++eUYGBjgLUU0dHd+CIQoTFEGpnp7e/H1r38dq1evZqxKl2hi+07rUJBC4+yZBx54QPYVGx7mdm83u1GQkYz0ZO2z5N966y185StfQU9Pj+ZrC86o7C5W3vOpGRwcxNVXX40XX3yRtxQRUXXP99t9yM9IVr2CabQ89NBDuPnmm3nLSBhO69UVRTECyKSU3qGRHm702rw4a4q6faAIIZg0aRLKy8tVva6eYXVP2T0BjM8XowFppAmybIz5SWK1vdMbaX4uTsnmibjdbmzcuBG33HILbylCofaet3n8alxGVQghGD9+PCZMmMBbijDo9fwwkowp6euHR0vbdw2Vdamd8X46fD4f1q9fj+9+97uarakHtLJ7u9nFrb8UIQSlpaWYNGkSl/VFRK++fiTU19cDkL7+ZFjYfsDpFaaMLxAIoKGhAf/3f//HW0rCcMqMKUVRTJTSIMIpeXGN3eOHwxtAsYoZU6FQCHV1dTLN+wRY3lN2gTKmCCHIzMzEvHnzeEsRBjVsH2l+zuMraTRs3LgRPp9P7vkTYLHnIwHKvHQxGmNSSkEIkXY/AT2fHwIjCEwRQpCWloaFC3X3x2SG1rbvsnmQbDSgIEM7f7B582Z4PB65509AS7t3mN0YyyEwdaKvlwNOwujZ148EQgiSk5OxZElctc2KCVa2H3T6kJ8hxvvctm3b4HQ6pa/XkNO94W1E+GbbrijKGwBWA3BG/iOl9BXG2jQj0khxXL56D7r9+/djYGBARtc/CZN7ilIqVI+puro6rFy5EiaTmAEUTsRse9dQ8/OMFDFL+erq6qAoCqqrq3lLEQnV9/ygMzyxpShLjC9qhw8fRk9Pj/T1n0S35wd/MIQkYzRdDsJ7fsWKFUhOFiNIKgia2r7b6kFxjvqDa05HJFNOvqx8Ak3sTilFh8WNz84sVuNyI+LYsWNob2+Xvv6T6NbXjwRCCJYtW4bUVO2HLAgME9sPOn2Yk5erisBYIYQAkL5eS6J5c84HMADgHAAU4ZJgCiAunA0QrmcFgEIVUwcbGxsByLTPU6DqPeULhuALhpApQMDCYrFg7969uOqqq3hLEZVR294VaX4u6FS+xsZGzJkzB3l5ebyliIhqe75zqNmxlqU7p0P6+tOiu/NDIBhdxpTD4cDOnTtx3333aaBKl2hi+y6LB6XZ2mbPNDY2YsaMGSgsVLf9Q5zA1O79Dh+8gRDKOPh/6etPy+jsroPEM5fLhe3bt+POO+/kLUVUVN3zA06fphmwp6OxsRGTJ09GWVkZbykJw+kCU0VDnfZ34+MbLQJlqkpjemzhF50iFUv5rr32Wpx11llyesMnYXJPubyRTBr+GUq5ubno7e3lLUNEYra9xyf2VL7XXnsNnZ2dvGWIhup7fk+nDQBQpvEUrlPxzW9+E1VVVZg8eTJvKSKh2/NDIBRCkuHMGVOZmZno7e1FKBTSQJWu0NT2nVY3Fk3Q9mPA6tWr0dHRoemaOkATu3dbw+f1Mo2b3QPAVVddhSVLlsj+Up9Et74+WtLT09Hd3Y1gMMhbimiobnt/MAS7JyBMq4YXX3xR+nqNOd2bvBFAJoaPZ8eFs4nQOVTKV6riFxhFUTB16lTVrhcnMLmnnL5I7yExAhYFBQW8JYhIzLZ3+8UOTCUnJ6OiooK3DNFQfc87vOHm56KU7iqKgilTpvCWIRq6PT8EQxRGY3Sf8fPz8xmr0SWa2T4Uoui1eTXPnkxOTsbEiRM1XVMHaGL3SOsNHoEp6euHJSa76yBhCoD09adA9T1vdoYrmPIzxQhMSV+vPacLTHVRSh/UTAlHBpw+ZKWaVBtD39LSgvvvvx933XUXZsyYoco14wQm95TdEw5MidD8/JZbbkFVVRWuvPJK3lJEI2bbu/1BJBkVmKLs/6IlL7zwArZu3YqHH34YRqOYgTNOqL7nO8xuZKaYhBgl3NbWhnvvvRd33nknZs2axVuOSOj2/OAPUiRFcW/ddtttWLx4Mb72ta9poEpXaGb7QZcPvmAIpSpmu5+Jf//739i4cSN+/etfIymJ/5lDIDSxO6/AVFdXF+68807ceeedmDNnjqZrC45ufX203HHHHZg7dy6+8Y1v8JYiGqrbfmAoMCVCKd9//vMfNDQ04Ne//jVSUsToaZoInO4Nj/+pXyP6HF5VN8FHH32Ef/3rXzLF/9Mwuac+DkzxLeWz2Wx47LHHsHfvXq46BCVm27t9QdWCx2rz4osv4q233pJBqU+j+p5XFAWFgjQ+r62txTPPPINAIMBbimjo9vwQCIZgPEMpn9PpxJ///Gfs3r1bI1W6QjPbR8q6SjQs6/33v/+N1157TQalPo0mdu+2upFiMiAvXdu/f0IInnvuOXi9Xk3X1QG69fXR4PF48Oijj2Lnzp28pYiI6raPZEyJUMq3evVq/Pe//5XDTTTmdKevczVTwZkui1vVshBCCAoKCmS21Kdhck/ZPWKU9jQ2NiIUCsnpDcMTs+1dvgAykvn3ETuZUCiE+vp6affhUX3PDzh9XEaFDwchBDk5OZg9ezZvKaKh2/ODLxhCatLpA1MbNmxAIBCQe354NLN911BgSs02DKeDUoq6ujpp9+HRxO6dVg9Kc1KhKNrGQwghyMzMxPz58zVdVwfo1tdHw8aNG+Hz+eSeHx7VbT/oGirl45wxRSkFIQQ1NTWa+5pE55SnL0rpoJZCeDLo9KFcxRedyMHFEEUD1USC1T1lGwpM8S7lq6urg8lkwooVK7jqEBE1bO/yBYWcyLd7925YLBY5qWcYWOz5wz12ZAtQtguE93x1dbXMlDsJvZ4fgiEKf5AixXR6e9bV1cFgMKCqqkojZfpBS9t3W9XvD3o69u/fj/7+funrh0Eru3dZ3Fz6S9XV1aGqqgomk3gfx3iiV18fLXV1dQCA6upqzkrEg4Xtj/eY4hyYOnLkCLq7u6Wv54CMnADotXtRotK44Y6ODhw5ckTezBoiSikfIQSLFi1CRkYGVx3xissXREaKeAEAQggAOUJaK4wG5XgjfJ709vZi//790u5xhDcQvq/OlDFFCMH8+fORk5OjhSzJKei2eWAyKBiTqU1pr/T1/Om0eDQPTA0ODmLXrl3S7gkIIQRz5syRzc81wuwKJxrkalyqezLS1/Mj4UP/Hn8QLl8QBSpNAOjs7MS0adPkzawhkcBUZgq/25lSipSUFKxatYqbhnjH7QsiPUk8l+XxeLBw4UJMmDCBt5S4JxSicPuDmFqcxVsK2tvbMX36dOnr4wivP9wXMsV06sAUpRTJyck477zztJIlOQVdVg+KslI0G4Tgdrsxd+5cTJo0SZP1JJ/EHwyh1+5BmcZTGNvb2zFjxgzp6xOQpKQk6es1xOzyITPFhCTOQ45cLhdmzZqF6dOnc9WRiDB9y1MU5UIAf0J4pOTfKaW/PsXPLQGwAcCVlNL/sNR0MpHmmYUqfXFbsmQJ9u/fr8q1JNFhdfuRmmTg2hhbURS8//773NZPBFz+IPc+YsNx++234/bbb+ctIyFw+YPwBynyM/jfBwsXLsS+fft4y5CoiDcQDkyd7lmiKAreffddrSRJTkOPzYMSDYMUt956K2699VbN1pN8kl67FyEKlGqcMTV37lw51IYRonfveeutt3hLSCgsLj/3bCkAuOmmm3DTTTfxlpGQMAtJKopiBPAXABcBmAngKkVRZp7i5x4G8B4rLadjyzEzAGBSkTrlV5RSVa4jiR6ry8+954y0O3vcvgDSBZvKJ+2uLS5fODsyTYAm+NL28YdnqEQ05TSlfNLu4tBl1S4wJe3On0hPMS2DkYC0faIi7a49ZpeP+0Q+aXe+sMyVWwrgMKX0KKXUB+AlAF8c5uduBvBfAL0MtZySSOPssXnpMV+rv78fRUVFWL16dczXkkSP3etHNudMmksuuQTf/va3uWqId5zeINIF6zH1j3/8A1OnTkVvLxf3lXBYhvoPaFS5c2odFguKiorw0ksv8RUiUZVIxlTyaZrZf+lLX8I3v/lNrSRJTgGlFD1WD4qztQlSPPPMM5gyZQq6uro0WU/yaTot2k5hBAC73Y7i4mI899xzmq0pEYOvfOUruOqqq3jLSCjMAmRMvfjii5g8eTLa29u56khUWAamygG0nfDv7UO/dhxFUcoBfAnAEwx1nJaGw/1ITzaiKCv2Ur76+nr09/ejrKxMBWWSaLF7Asjg2F/K7/dj3bp1yMzM5KYhEXD7g0gTLGOKoXA7RgAAc5BJREFUEAKr1YrCwkLeUhKCdrMLgLYvJsPR0NCA/v5+lJSUcNUhURfnUEZe+immfwaDQXz44YdywIUAOLwBOH1BlGgUmCKEYHBwEMXFxZqsJ/k0kdYbpSoNK4qG9evXo6+vT9o9wQiFQtLXc8AiQMYUIQR9fX0oLS3lqiNRYfk2P9w37ZPz4/4I4C5KaVBRTv0JXFGU6wFcDwCFhYVYt26dShKBvn4PTAihtrY25ms9//zzSE5OhtPpPKNGh8Oh6p+DF6z/HNHYvrPXjVQTuP197t27Fy6XCwUFBVFpkLY/M8PZ3eH2YaCnC+vWDTBZczSsWbMGM2bMiMp/SLufmTPt9w2d4cDB0f27Yejm19/pueeeg8lkgtfrlb5eJVg+56NlV1/4/jq8bxeU7k8Hpw4ePAi73Y4xY8ZIX68So7V7pyOc3TbY0Yx169rO8NOx895772HGjBnHpzWdDmn3MzMau2/a50WyEdjaVI/TvTOoybPPPguDwYBAIJAwvh7QzvZpxROF/Ds7evQozGZz1PdmvNie957vtbrgyvBx/bt89913MWPGDNTV1Z3xZ6XdGUApZfIPgBUA3jvh338M4Mcn/UwzgJahfxwIl/NderrrTp06larJBY/U0muf3qjKtRYtWkTPPvvsqH72o48+UmVN3gz35wCwmTK4p05l+3N/v45+99nN6v2hRshvfvMbCoB2d3dH9fPS9iO3ezAYohPueos+svYA2z/UCGhpaaEA6KOPPhrVz0u7x77fn6w9Qifc9RZtN7tU/lONjOXLl9OVK1dG9bPxbHdKtbO9Fryzs5NOuOsturfTOux/f+SRRygA2tbWFtX14tn2vO1ef6iPTrjrLdp4uH+Uf6ro6ejooADo73//+6h+Xtqdjd2/99xm+pnffVoTS2pqaujSpUuj+tl4sTul2tk+s3wy2z/IKHnssccoANrc3BzVz8eL7XnueX8gyP2c39PTQwHQX//611H9vLS7+v+wLOXbBGCKoigTFUVJBvBVAG+c+AOU0omU0gpKaQWA/wD4PqX0NYaaPkWH2Y3SnNjTgm02G7Zt2ybHyXLA5ubb/JwQgmnTpslUb4Z4AuGmxCKV8kW+psg9rx0hGk66zeXYU87pdGLz5s3S7nFIxM+caiofIQSVlZUYO3aslrIkw9BjC5d1FWerM1H5dEhfLwbdVo+mZdwejwdNTU3S7gwRdSofIQTjxo3DhAkTeEtJGGyecMYyz+nb9fX1AKSv5wmzUj5KaUBRlJsQnrZnBPBPSukeRVG+O/TfufWVimDz+GH3BjAuP/bAlNfrxY9+9CNccsklKiiTjASnl2+PqYsvvhihUIjb+omA23f6F0YeTJw4ETfccANmz57NW0rCYHX7YTQoXAOUHo8Ht912Gz7/+c9z0yBhg8cf9uOpp5jKd8EFF+Dss8/WUJHkVPTYvACgSfPzCRMm4Prrr8f8+fOZryU5Nd1WD5ZPKtBsPbfbjR/+8IfyXJ+AnHfeeVi+fLlmJaOScH8pAFx7TI0bNw7XX389Fi1axE1DosP0bZ5S+g6Ad076tWEDUpTS/2OpZTh6hhoplqiQMVVYWIjf/OY3MV9HMjJCIQqnL4jMVH6Bqe9973vc1k4UPIHTvzDyYOXKlVi5ciVvGQmF2eVHXnoSDBzH8hUUFODhhx/mtr6EHR5/OACeYho+8HnDDTdoKUdyGnpsHmSmmDT5KLV8+XIsX76c+TqSUxMMUfTYvZpmTOXl5eHXv/61ZutJxOE73/kObwkJh8UdnrrMM2NqyZIlWLJkCbf1JWyn8glP91AqeGFm7KngO3bsgNfrjfk6kpERmaKUxSljqrm5Gf39/VzWTiQiL4yiZEzZ7Xbs378flJ48z0HCkl6bB2NU8NexsHPnTng8Hq4aJGzwniYA3tzcjL6+Pq0lSU5Bn92ryjTlM+FwOLBv3z7p6znTZ/ciGKKqtN6IFunrE5OWlhb09vbylpFwWF1Dgal0PoEpl8uFvXv3Sl/PmYQOTHUNZUyV5cb2BcbtdmPp0qX46U9/qoYsyQiwD9Uk88qYuvPOO7F48WIuaycS3qESm1NlMmhNZELTxo0beUtJKI70OVCeq92Lycl4vV4sW7YMP/nJT7hpkLDjdBlT99xzD+bPny8PrYLQY/OgSIP+Uh988AFmzpyJxsZG5mtJTk2X1Q0AmmVM+f1+VFVV4c4779RkPYk4/OxnP8PcuXOlr9cYi5tvKd+6deswa9asqKZsS9iR0IGpdnP4QVcS44OuqakJPp9PNkvjgJVj6ielFIQQaXcN8A41JU4RpJSPEIL09HQsXLiQt5SEomXAhWyOad6bN2+Gx+ORez5O8QZCSDIqMJ5UKnqir5c9R8Sgx+7RpL8UIQQpKSnyAxRntOwpBgDbtm2D0+lETU2NJutJxIEQgurqaunrNcbi4lvKRwhBUlISli1bxmV9SRgx3vI4sbvDiqwUU8xZGIQQKIoi+81wIJIxlcUhY+rgwYPo7e2VL6kaEGlKnGIUw2URQlBVVYWkJH5BkkQj8vWSZ/8BQggAoLq6mpsGCTvcvuCw5cLNzc3o6OiQvl4QKKXotXk1C0wtX74cKSl8S4gTnV57uMJBiyw54GNfLwNTiUVraytaWlqkr+cAz0QDILznlyxZgrQ0fln5kgQPTHVa3KoENAghmDdvHnJzc2MXJRkRDm/YkWWlau/IIgcX+QBjT2SMe1oy/1I+s9mMnTt3SrtrTOTQksup/wAQ3vOzZs3CmDFjuGmQsMMbGD4wJX29WNjcAXgDIeY9pux2O7Zu3SrtLgA9Ng+MBgUFGdoFpqZOnYqSkhJN1pOIQV1dHQDp63lgcfmRlWL6VMayFrhcLmzatEnaXQASOjBlNCjIy4itltXn86GxsVHezJw43mOKQ/NzQgiKi4sxZcoUzddONDw+cQJTDQ0NoJTKPa8xbYPh0uuJYzK4rB8IBNDQ0CDtHseEM6Y+fSwihKCgoAAzZszgoEpyMn2OocE1jANTjY2NCIVCcs8LQK/NizGZyZq8tIZCIdTV1Um7a4BoxXKEEOTk5GDOnDm8pSQcNo+fW6uGDRs2IBAIyD0vAHw6RgtCp8WNi+eUxnQNo9GINWvWoKCgQCVVkpFg45j6+bOf/Qzf/OY3ZR26BrgjU/kEaH5eXV2NV199FUuXLuUtJaGIlHKUcWp+rigK/ve//8nM2DjGGwgN62PuuecefPWrX4XBkNDf8oShd6jfEOvA1PLly/Haa69hxYoVTNeRnJlumzY9xSK8/fbbyMrK0mw9iRjcdddd+NKXvgSjkf9ZM9GwuQPcAlOLFy/G66+/Lts0CEDCBqasLj/MLn/MLzlGo1HeyByxcewxNXnyZEyePFnzdRORSI8pETKmcnNzcemll/KWkXD02cMvoxnJfB5bRqNR9hGMc7yB0LADFiZNmoRJkyZxUCQZjt4hX1CUxTZQkZOTgy9+8YtM15BER4/Ng4oCbbJlDQYDqqqqNFlLIhaVlZWorKzkLSMhsbn9yOY0YT07Oxtf+MIXuKwt+SQJ+/kvkgoe6yb45z//KUdLcsTpDcBkUJBi0vZWbmxsxFNPPQWfz6fpuonK8al8Gtv5ZJxOJ37zm9+gpaWFq45EZH+3HQBQzilj6umnn8ZHH33EZW2JNvgCoU8NQ9mwYQP++c9/wuv1clIlOZlIkLqYYSNst9uNhx9+GEePHmW2hiR6eu1ezRqfP/PMM/jggw80WUsiDps2bcI//vEPeDwe3lISEpvHz6X6xefz4eGHH8aRI0c0X1vyaRI2MNVpCTueKcWjT9UNBoO47bbb8Pzzz6slSzJCnN4A0pONmpfTPfXUU7jttttgMiVs0qGmeANDU/k4l/KtX78ed911Fw4cOMBVRyLi9AaQYjIgh0Pz81AohNtvvx3PPvus5mtLtMMbCCL5pMmfzzzzDG699VZZ2iEQvXYPUkwGpr0lN27ciLvvvht79+5ltoYkOjz+ICwuP4oZZ8gB4YmPd955J55++mnma0nE4rnnnsMPfvAD6es5YXXz6TG1efNm3H333di5c6fma0s+TcIGptrMLgDA2LzRf33ftWsXrFarbJbGEbs3wG0iX01Njew5ohGeoR5TyZwzpgghMs2fE712L6YUZ3JZe9++fRgYGJC+Ps4ZrpSPEIKVK1fKjxAC0Wf3ojArhekHKUIIFEWR5bsC8HGGHPvA1KFDh9DT0yN9fQJCCMGKFSuQlMRv8m8iY3PzyZiKTN2VbXnEIGHfqtvNbiQZFZTmjD4wJUdI88fuCWjeX6q7uxsHDx6UdtcQbyCEJKPCZYzsiRBCsHDhQtkUlQNbW83Me8qcCunrEwO3L4i0pI+/lvf392PPnj3S7oLR5/CiiHHjc0II5s6di7y8PKbrSM5Mjy1c4aBFKZ/09YmJxWLBjh07pN05EQiG4PQFufQLJoRg5syZKCws1HxtyadJ6MBUaU5aTC+6hBBMmDAB48ePV1GZZCQ4vQFkMEznH466ujoA8uCiJV7/8NOyNNXg9WLDhg3S7pxITzYiEKJc1iaEoLy8HBMnTuSyvkQbPIEgUk8ITNXX1wOQvl40IhlTrPD7/WhsbJR2FwStmt0DYV9fVFSEqVOnMl9LIg4NDQ2glMo9zwn70CArrTOmgsEg6uvrpd0FImEDU10WN0pzYnvIyS+p/OERmNq9ezcyMjKwYMECTddNZDyB4LDTsrRk3759CIVCcs9zgFKKQacPM0uzuawf8fVa97KTaIvHH0LqCX5m9+7dSE1NxeLFizmqkpxMn92LMZnsAlMHDx5EIBCQvl4QejXMmJK+XlsUiPH3vHv3biQnJ2PZsmW8pSQkNo8fADRvzXL48GF4vV7p6wUiYZsmdFrcWF5ZENM19uzZA7vdrpIiyWiwewMYm5+u6ZoPPPAAfvjDH8o6dA0ZblqW1syfPx8Wi0U2xuSANxCCP0i59B8AgO3bt0tfnwB4fJ/MmLr33ntx0003ISVFm2lgkjPjD4ZgdvmZBqZmzZoFi8UigxOC0Gv3wmRQkJ+ezHytTZs2SV+vJYJssbvuugs33HAD0tL4TP1NdGxuPhlT06ZNg9Vq1XRNyelJyMCU2xdEp9WDCQUZMV3HYDAgJydHJVWS0eDwBJCZrP1tnJubq/maiYw3EOLe+BwA0tO1DYJKwljd4a9pGSl8goLS1ycGbv8nA1OA9PWiMej0AQDGMO4xJV9QxaHHFi7dNGjQY1L6+sRF+np+fJwxpf37XGoqn96lkuHh/6bHgchEvooxo3/J/MlPfoKf/OQnakmSjBKHV9vm5++//z6+9KUvobOzU7M1JYAvEEQKx8BUIBDAeeedh9dff52bhkQm8jJakKF95spPf/pT3HnnnZqvK9GWQDCEQIgeb36+bt06XHrppWhra+OsTHIikQlthYwypoLBIC644AK88sorTK4vGTm9dg+KNJjI98ADD+BHP/oR83UkYlFXV4cvfvGLaGlp4S0lYbFzCExRSnHRRRdh9erVmq0pOTMJGZhq7ncCQEwZU88//zwOHz6sliTJKAgEQ3D5gsjU0JGtWbMG77zzjpzUozG8M6Z27NiB999/H263m5uGRKbTEv57Z9nw+FS88MILOHTokObrSrTF7Q8CCDfZB4C1a9fi7bffRn5+Pk9ZkpPocwwFprLYlHXt3r0ba9asgcvlYnJ9ycjptXlRrIHvf/HFF3Hw4EHm60jE4v3338dbb70lfT1HbEPNz7M17DG1b98+vPvuu3A4HJqtKTkzCRmY6raGGymW544uVbulpQWtra2yWRpn7BwcWW1tLZYuXSrT/DXGFwgh2cjPXdXW1gIAampquGlIZNoGwy+JEwq0LaXs6OjAkSNHpK9PACKBqZShjKna2losXrwYGRmxlfxL1KX/eMYUmwwaQggAOYlRJPocbKcwAkBPTw8OHDgg7Z6AEEKwYMECZGfzGa4iAWxD7RqyNewxJX29mCRkYKrd7EKyyYCCjNF9cZM3sxhEAlNapX46HA5s2bJF2p0DPs4ZU4QQTJo0CeXl5dw0JDJmV/jQwrLh8XBIX584eHwhAECqyQC3242NGzdKuwtIv2OorDeTTcYUIQQTJkzA+PHjmVxfMjL8wRAGnT4UZbEt5aurqwMgfX2i4fV6sWHDBml3zkTe5zI1nLJOCEFZWRkqKys1W1NyZhIyMNVl9aAsJ3XUjRQJIcjNzcXs2bNVViYZCZFmeVpF2NevX49gMCgfYBzwBfkFpkKhEOrq6qTdOTLo9CEnLQlGDZrfngghBFlZWZg3b56m60q05+NSPhOamprg9/vlnheQfocX6clGZDB4gaGUghAi7S4Qx3uKMc6YIoQgPT0dCxcuZLqORCw2b94Mj8cj9zxnbB4/slJMmp3xTvT1cvqqWCRkYKrf4Y3py3txcTG++tWvwmBIyL8+YdA6YyoYDGLZsmWoqqrSZD3Jx/As5bNYLFi+fDkuuOACLutLwj57tBmusVBYWIgrr7wSJlNCDrBNKCKBqbRkA/x+P5YtW4aVK1dyViU5mQGHl1m2lM1mw9KlS3HhhRcyub5k5PQOBaaKGAemxowZgyuvvBJJSdqOq090eIcEfD4fli9fjurqas5KEhubW9tBVk6nEwsXLsRFF12k2ZqS6EjI03anxYN543JH/ft/8YtfqCdGMmqOT3FI0eYgceGFF8oDKyc8/uDx3i9ak5+fj7fffpvL2pIwZpeP2cvo6XjwwQc1X1PCB7cvHJhKTTKi6rzzcN5553FWJBmOfoePWUlvTk4O3nzzTSbXloyOXlu4J2xRNtvA1E9/+lOm15eIyWc+8xmsX7+et4yEx+7xa9pfKjMzE2+88YZm60miJ+FSfgLBEDotbozLG13zarfbDUqpyqoko+H4FIc09vHVYDAIn8/HfB3J8PgCIaRwKuWTk/j4Y3H5NR1yAEhfn2h4Is3PjQq8Xi9nNZJTEc6eZBOkkL5ePHo1KOWTvj4xCYVC8Hg8vGVIEK6A0bK/lPT14pJwgakOixuBEEVFwegm7dx5552YOnWqfIgJQCRjSosX1vXr1yMnJ+d4g0yJtvDqMUUpxZQpU3D77bdrvrbkY/Z321Gcw7b57cncc889qKysRCgU0nRdCR/6HOEX4KOH9iM3NxcfffQRZ0WS4Rhw+lCYxSZ7cubMmbj11luZXFsyOnptHigKUMhw8MX999+PCRMmIBAIMFtDIh7btm1Dbm4u1q5dy1tKwmPTOGNq7ty5uPHGGzVbTxI9CReY2ttpAzD6seOEEEycOFE2SxMA11DpRXoK+xIvQgg8Hg9mzpzJfC3Jp/Fy6jF19OhRdHR0YPLkyZqvLQkTCoU/Amj9LYAQgoqKCtlLMEHY1W4FABzetl76ekEJhSgGnT7kM+g3d+zYMbS0tGDSpEmqX1syenrt4Qw5E8Pnf2QSo+wlmFgQQuD1eqWvFwC7R7seUx0dHTh8+LA81wtKwp24I19FS3NGXso3ODiIXbt2yekNguD0BmAyKJoELAghmD17NgoKCpivJfk0vkAIKUnau6va2loAcoQ0T5y+8FfsyjGjy3IdDVarFdu2bZN2TyD6HV7kZySjgazDtGnTUFxczFuS5CSsbj+CIYp8BqV8hBAA0teLRo/Ng2KG/aWcTic2b94s7Z6AEEIwadIklJeX85aS8Ng9fs0CU5HKF7nnxSThAlMWV7j8qzhn5A+6hoYGUErlzSwIDm8Amakm5tlrgUAADQ0N0u4c8QVDSOGQMUUIwZgxYzBjxgzN15aEGXBo39utsbERoVBI7vkEotfuxbTiTNTX10u7C8qAM/xhcQyDQQiEEOTm5mL27NmqX1syenpsXhRnsyvjXr9+PQKBgNzzCUYoFEJdXZ20uwBQSmH3BDTrI0oIQVZWFubNm6fJepKRkXCBqUGnD1kpJqSYRl7+RQhBcnIyli5dykCZZKQ4PAFkJLOPsG/fvh0Oh0M+wDhBES7jSuIUmKqpqZGluxyJNL8dbfn1aCCEwGQyYfny5ZqtKeGLwxNAyOuC1WqVvl5Q+oeC1CyanxNCUF1dDaORz/RXyfD0ObxM+0sRQmAwGFBVVcVsDcmp4XWy2rdvHwYGBqSvFwC3P4hAiGrWY4oQgpUrV8rSXUFJOKtsahkc9djZz33ucygvL0dqqrZNeCXD4/QFkKFBf6ni4mI89NBDOPvss5mvJRmGod5CWjc/D4VCuOuuuzBhwgRN15V8En8w3HzcaNDuCHvhhReisLAQGRnalQ9K+OL0BVCRm4Zf/OIXOOecc3jLkQzDoHMoMKVyxhSlFLfffjvKyspUva4kNoIhigGHd9Rn9mg477zzkJ2djaysLGZrSMQjLy8Pv/zlL3HuuefylpLw2IcmrGtRykcpxQ9/+EMUFRUxX0syOhIuMAUA6aPMsjn77LNlcEIgXL4g0jTImBo3bhzuuece5utIhifS81rrjCmDwYAbbrhB0zUln8Y9NOSA5bjwk1m1ahVWrVql2XoS/ji8ARTlZeMn3/oJbymSUzAw1CO0QOXm54qi4LrrrlP1mpLYGXB4EaJAEUPfX1NTg5qaGmbXl4hJWVkZfvzjH/OWIcHHE9azNCjlUxQF1157LfN1JKMn4Ur5OixuzC7PGfHva25uxsaNGxEMBhmokowGly+IjGS2GVOhUAjvvPMOrFYr03UkpyYSmNI6Y2r9+vVobm7WdE3Jp2kZcAIAUpO0KbE5duwYmpqa5OjwBCLS46K345j09QIz6Ay/wOSpHJhqamrC0aNHVb2mJHYiZdxFjHpMtbW1YcOGDdLXJxiUUvzvf/+DxWLhLUUCwBbJmEphn2iwceNGHDlyhPk6ktGTUIEpi8sHi8uPilH0KvnnP/+JqqoquFwuBsoko8GhwXjRvXv34nOf+xxee+01putITg3lVMr3ne98BzfeeKOma0o+TaSEbwzDPiMn8q9//QsrVqyAw+HQZD0Jf7yBEIIhipeefQqrV6/mLUdyCgadXmSnmlTPnr3hhhtkdqyA9A0Fplhlyz733HNYsWKFDFAkGM3Nzbj44ovx4osv8pYigbalfDfeeKPMmBKchApMHekLf3mfVJg54t9LCMHChQtlHbpAOLwBZKawTf2UI6T5E8mYStEwMNXX14e9e/dKuwvAod5wgChTg69pQHjPz5s3D7m5uZqsJ+FPpFyUBnxyzwvMoMuPfJWzpcxmM3bu3CntLiDHA1OMPkoQQjBr1iyMGTOGyfUlUcCh+7k814uFYygwlck4MGW327F161bZpkFwEiowdbjXDgCYUjyywJTH40FTU5N0YoIRDkyxLe8hhGDs2LGoqKhguo7k1PDoMVVfXw9AHlxEIBgM3wFaZMz5fD40NjZKuycYFvdQj4u0ZEyZMoWzGsmpGHR6VQ9M1dfXg1Iq97yA9A31FGORLRsIBFBfXy/tnoDU1taioKAAM2bM4C1FAu16TDU0NCAUCsk9LzgJFZjqMLthUIDy3LQR/b5NmzbB6/XKm1kwXL4A0hlmUVBKQQjBWWedBUXhNdRWcnwqn4aBKUIIUlNTsXjxYs3WlAzP0X6HJr0HAGDr1q1wu93S1ycY5qFpb7Mqx0lfLzADDh/yM9QNUhBCkJycjKVLl6p6XUns9Du8yEg2Io1BL9Ht27fD4XBIX5+AEEJQU1MDgyGhXoGFxeEdyphifM4jhMBkMmH58uVM15HERkLtyj5H+GubaYQvuJG0z+rqahayJKPAGwjCH6RMHdmRI0fQ1dUlDy6cOZ4xpWEpHyEEK1asQHKyul/nJSPH7gkgO439tBbgY18vpzQlFg+9sQMAsHjuTM5KJKdj0OlTfSIfIQRLly5FWtrIPlhK2DPg8KGAYRkfIH19otHR0YGjR4/Kc71ARHpMaRGYWrx4MTIyMpiuI4kNbT5DC0LroAvleSNvfH7rrbfinHPOQX5+PgNVktHg9IZ7grCcyldZWYmdO3eipKSE2RqSM0MRbkOQZNQuk+Gtt97C4OCgZutJTk2yyYCxedq8NN50002orq5GUVGRJutJ+OP0BrCr2wWjAtz0tc/zliM5BZTScGAqU93A1Ouvv47+/n5VrylRhwGnF2NUtneE7373u1i2bBnKy8uZXF8iJqWlpdi9ezcKCgp4S5EM4fAGkJFsPD7ohhX//e9/0dvby3QNSewkVGBqZ5sVyypHHlzKyMjAihUrGCiSjBbnUOony1I+g8GAOXPmMLu+JDooDQemtCzlKy0tRWlpqWbrSU7N/m47PjtDm0BReno6qqqqNFlLIgZr9nbDH6R4/OqFKCuVHyFExeYJIBCiqveYKikpkR+fBGXA4cPYUXxMjob09HSsXLmSybUl0aN14bTBYMCsWbM0XlVyOuweP/P+UgBQXFyM4uJi5utIYiOhSvlSk40I0TP/3Ins3bsX9957L7q7u9mIkoyKSE0yy94zd9999/F0bwk/6FAx30hLcEfL888/j7/85S+arCU5M6kmAzz+EPN1Dhw4gHvuuQednZ3M15KIw7Prj4X/T/d+vkIkp2VwqA9YXrp6gamXXnoJf/7zn1W7nkRd+h0+JhlThw8fxk9+8hO0t7erfm2J2Nx333348MMPecuQnIDDG0AG40FWq1evxh//+EdQOsIggERzEiYwFUkDn16SNaLf97///Q+/+MUv5M0sGMeb5TEaL9rW1oaHH34Y27ZtY3J9ycjRKmPq8ccfx/PPP6/JWpLTQymFzRPA+Hw2X81P5L333sMvf/lLBINB5mtJxMDu8WNrqwX+gTbs3bGFtxzJaYgEpvJVDFQ88cQTeOaZZ1S7nkQ9giGKQacXhVnq95hau3YtfvWrX8Hn86l+bYm49Pf346GHHkJTUxNvKZITsHsCzDOmnnzySTz99NNyuIkOSJjAlNMXRDBEkTPCJrqEEEyZMkWW9QhGpJQvg1HGVF1dHQDIBokCEIkJa9FjyuVyYdOmTdLuguDyhYNE2YwC0CdCCEFFRQXGjRvHfC2JGLy2PZwdZ238t9zzgnM8MKVSxpTX68WGDRuk3QXF4vIhRKF6s3sg7OvLy8sxceJE1a8tEZf6+noA8lwvGg5vgGnjc7/fj8bGRml3nZAwgaluqxsAUJQd/deXUCiEuro6eTMLSKT5eTqj5ueEEGRnZ2Pu3LlMri+JnuNT+TTImGpqaoLf75d7XhDMrvDLaFku2+bnlFIQQqTdE4x9Xbbw/+nYgQULFvAVIzkt5khgSqVAxaZNm+D1euWeF5SPM+TUzZiilKK2thZnnXWWzJ5IMGpra5GamorFixfzliI5Aac3gCyGHx+3bNkCl8slfb1OSJjAVK/NCwAoyY7+BWfPnj0wm83yZhaQSMYUqyg7IQTV1dUwGtnWPUuix6RBxhQhBIqiyKaogtBt9QAAirNTma5z4MAB9PX1SV+fYPTZvTDYe1C1dDGSktg3X5WMnsGhILVaU/ki/SOrq6tVuZ5EXfodYXuPUTlj6siRI+jq6pK+PgEhhGD58uVISVG/PFQyeuyeALPqF+BjX19TU8NsDYl6JExgqtsWfsEZScZUc3MzsrKy5ANMQOwMA1Mulwtut1vaXRA+LuVj7656enqwePFi5OTkMF9Lcmb2d9sBACU5bANTR48eRXZ2ttzzCYbd7UPI65B21wFmlw/JRgPSktT5WNTT04P58+fLsfGCMuAMf0wuUDlj6ujRo8jJyZF7PsHw+/2w2+3S7gLi8LAt5evp6cGsWbPkRD6dwL5xhyAc7XPCaFBQPoKSkC984QsYHByUWTMC4vCwC0ylp6ejubkZgUBA9WtLRo6WpXyPP/64tLtA+IPhaXws+oycyMUXX4zBwUEYDAnzrUYCoNPqxaqq5bj7mwt5S5GcgUGHD3kZSaqVX/3pT3+Svl5gBlUu3Yxw/vnnY2BgQPr6BCMpKQkHDx6Ue14wQiEKhy/AtI/o73//ezz88MPMri9Rl4TxzB8d6MX4/HSkjvBrm8lkknXoAuL0BZBiMsDEMFhhMiVM3FZshiJTWpTyAdLuInGwxwEAyGMcmAIAo9EofX0CcaDbjtZBF6YWZ8o9rwPMLh/yM9TNnpF2F5cBhw+KAuSlq19iK3194iL3vFi4/EFQym7CegRpd/2QMIEpSkc22enQoUOYO3cuGhoaGKqSjBYHw2Z5F198MR566CEm15aMnEjGVDLjjKk//elPOOecc+QIaYHITAl/SGCZLdfS0oI5c+agtraW2RoS8Xh1WwcAoHfjW5yVSKJhwOlDfoY6QYrHH38cn/nMZ+B2u1W5nkR9Bpxe5KYlqfrxsaOjA7Nnz8aHH36o2jUl+uDLX/4y7rvvPt4yJCdh9/gBAFmpbHo8Pvnkkzj77LPhdDqZXF+iPgkRmKKUonXQhQXj86L+PYQQ7Nq1S/YfEBSnl02zPKvVinfffRfBYFD1a0tGRyQwZTKw/cK5Zs0adHd3IzmZfXaOJDraBt2ql3KcDCEEu3fvRn5+PtN1JGLROehAyONAVtDGW4okCsxOH/LS1fEFa9asQXt7O9LS2E77lIyeQadPdd9PCMGePXuQm5ur6nUlYuN2u/HWW2/Jj44CwrItCwCsXbsWLS0tyMjIYHJ9ifokRGCqz+GFwxvA+Pz0qH8PIQSFhYWYNm0aQ2WS0eL0BpGerL4ja2hoAKVUNkgUECPDwFQwGER9fb20u2BQUNjcfqZrEEKQl5eHWbNmMV1HIhbt3b0I2PvlntcJZpdflV5zoVAIdXV10u6C0+/woUDl0k1CCLKysjBv3jxVrysZPVoUVDY1NcHv98s9LyCRQVYsKmAopSCESLvrjIQITB3uDfcpmVqcFfXvidzMsg5dTJzewPEyHzUhhCApKQnLli1T/dqS0UFpuIyP5V7cuXMnbDabfIAJhtGgYEJB9B8URgMhBDU1NbIZboLR3T8IBP1YsWIFbymSMxAIhmB1+5GrQsbU3r17MTg4KH294Aw4vBiTpX7GVHV1tRxolGAQQqAoClauXMlbiuQkWGZMHThwAL29vdLX64yEOIk394drS6N9wWltbUVLS4u8mQXG5QsgjUHGFCEES5YsQXo625dhSfRQsG98TggBANTU1DBdRzIyfIEQUkzsXiK6urpw6NAh6esTkEGzFRmpKcjKiv6DlYQPlqGsSTVKuyK+Xu55sRlwqpsx1dfXh71790q7JyCEEMybN0+WcAqI3RPJmFK/x5T09fokIdrU7+6wISvFhPLc6PoJeL1eXHXVVTjnnHMYK5OMFpcviLJc9V9Yq6qqMHHiRNWvK4kNlmV8AFBeXo6rr74a48aNY7qOZGR4AyEkmdh9P3G73fja176Gc889l9kaEjHJyslFSoq6pUISNpid4d4wuSpMaCstLcVXv/pVVFRUxHwtCRsCwRAsLr+qPaacTieuvvpqnHfeeapdU6IPli1bJvsFC4rDG/7okMGgAqakpARXXHEFpkyZovq1JexIiMDUtlYz5o/PhSHKl9spU6bghRdeYKxKEgsuXxBpyeo7st/97neqX1MSG5SyncoGAJdffjkuv/xypmtIRs7RPidKclKZXb+yshLPP/88s+tLxGXchAomfQol6mN2hV9e1Gh+/qUvfQlf+tKXYr6OhB0RexdkqheYqqiowHPPPafa9ST64Re/+AVvCZJT4PCGB02xyJj6whe+gC984QuqX1fClrgv5fMHQzjS58Csspyof09HRwdDRRI18PiDSEtSNzDV3d2NQCCg6jUlsUPBdiKf3W6H1Wpldn3J6MlJS4I/GGJ2/fb2dlBKz/yDkriiu7sb/mCIeYmwRB3MrnDGVKwZNA6HAxaLRQVFEpYMOtWx94lIX5+Y9PT0wO9nO0BFMnoiPaYyVE40cDqdMJvNql5Tog1xH5g61OOAP0gxozS6PhK9vb0YO3YsHn30UcbKJLHg8gWRrrIj+9rXvoZVq1apek2JOrDMmHrhhReQn5+P1tZWZmtIRofN48ekwkwm1x4cHMS4cePwyCOPMLm+RFyuueYa7G7pYRrwlqiHxaVOKd/LL7+M/Px8HDlyRA1ZEkYcD0SqkCEHAFarFRMmTMBvfvMbVa4nURHGLvjaa6+Vw4wExu7xIz3ZCJPKZ/xXXnkFBQUFOHDggKrXlbAn7gNTW1rDEdO5Y3Oj+vm6ujoAwJIlS1hJksRIKETh9gdVLcPw+XxYv369tLuAsG5+TghBcXGx7C8lIDa3Hzlp6qd4A0B9fT0A6esTjUAggIaGBphMRlnKpxMGneqU8hFCUFBQgMrKSjVkSRjxcU8xdQJTjY2NCIVC0tcnGMFgEPX19dLuAuPwBpDBYCIfIQQ5OTmyv5QOifvAVOPhfpTlpKIiyol8hBCkpaVh0aJFjJVJRovLH65JVjNjavPmzfB4PHJ6g4hQdqV8lFLU1tbirLPOgqLI7AnRsHkCTHrJAWFfn5KSIg+tCca2bdvgdDphMiWpWiokYYfZ5UOKyRDzM58QIn29DhhUqXQzAiEEJpMJy5cvV+V6En2wa9cuWK1Wea4XGIc3gKxUNoGpmpoaGAxxH+aIO+LeYttaLVhckR/1QYQQgqqqKiQnywOrqLi8QzXJKkbZI2NFa2pqVLumRB0o2JXytbS0oKOjQx5cBCTSDcQzFIhWG0IIli1bhtRUds3VJeIR8fVGo8yW0gtmpw956ckxBZTa2trQ3Nwsfb0OsAw1P1djCiMQ3vNLlixBenp0H6gl8UHE18s9Ly4ObwCZKmdMdXd34+DBg9LuOiWuA1N9di+6bR7MHRtd43OLxYIdO3bIm1lwHMcDU+plUhBCMHPmTBQWFqp2TYk6sAxMyYOLuISGIlMVBRmqX9tut2Pr1q3S7gkIIQRTpkyBoigwyMwZXWB2+WMOUkTaNMg9Lz6DTh/Sk41IVWHAjcvlwqZNm6TdBYWlByaEoKKiQrZpEBiHR/3AlPT1+iauPxlubhkEEH1/qeTkZDz//PNYsGABQ1WSWHH5whkUGSr2B7n77rvlZDZBoZQiiVGPqVWrVuEvf/kLZs6cyeT6ktETCUwFQ+pPUjKZTHj++ecxe/Zs1a8tEZs77rgDAwMD+MkWChmX0gcWly/msq6VK1fiL3/5C+bOnauSKgkrIhlyamAwGPDcc89hxowZqlxPoh9uu+029PT08JYhOQ0ObwDjMtTNZFy+fDn+8pe/yHd5nRLXgSlyqB9ZqSYsHJ8b1c+np6fjqquuYitKEjORjCk1o+wysi42ak/siFBRUYHvf//7TK4tiY1IOKosV/1Su7S0NFx55ZWqX1ciPtXV1QCAH295F3Ionz4wu3yYVhLdZOVTMWHCBOnrdcKgCoHICKmpqbjiiitUuZZEX1RVVfGWIDkDLEr5xo0bJ329jonrUr6tx8yYPy436pfal156SY6W1AEuXzgwla6SM2tsbMTatWtBqfqZGZLYoQCSGQSm+vv78cILL8BsNqt+bUnsRLZjskl927/88svYt2+f6teViM2GDRuwZs0aUEoRolQ2wdYJFpc/pgltg4ODeP755zE4OKiiKgkrBp3qBaZWr16NvXv3qnItiX7YuHEj3nvvPYRCId5SJKfBqXJgymq14rnnnsPAwIBq15RoS9wGpnptHhzosWN5ZUFUP+90OvGNb3wDTz/9NFthkpiJlPKpNZXvd7/7HW644Qb5kiIoFICJQSnfBx98gKuvvhqHDx9W/dqS2ImEiVNM6k7l83g8+MY3voF//OMfql5XIj6PPPIIvvOd7wAIl4pKly8+lFJY3H7kpo2+x9S6devw9a9/XX541AlmlTKmfD4frrnmGjz55JMqqJLoiUcffRT/93//J8/1guP0BlUfZPWNb3wDe/bsUe2aEm2J28DUv9a3AADOnVEU1c9v2LABgUBAlnTpgEhgKk2FxpiU0uMjpCWCQtk0PyeEICMjQ9ahC0poKGUqTaUAdISNGzfC5/PJPZ9gnOjrFUUBpVQ2P9cBdm8AwRCNqecQIQRpaWlYtGiRisokrBh0qNNjasuWLXC73dLXJxiUUtTW1h739RIx8QVC8AVDyFR5kFVycjKWLl2q2jUl2hK3gamWAReyUkyYVhxdXwJCCAwGA1auXMlYmSRW3JHAlAovrPv27cPAwIA8uAhMeCqf+ocLQghWrlwJkymuW+3plkgpn9r9BwghUBTleK8hSWJw+PBhdHd3H/f1IQrZY0oHWF1+AIhpKh8hBCtWrEBysjrlYRJ2ePxBOH1BFGTGbqvI1N2ampqYryXRD8eOHUN7e7s81wvO8bYsKg6yIoRg2bJlSE1VvzepRBviMjDl9gXx4b5efG5uadTRckIIFixYgOzsbMbqJLGiZvPzyMFl1apVMV9LwgYKwGRQ11UNDAxg9+7d0u4CEynlS1W5lI8Qgjlz5iA/P1/V60rEJuLrPw5MURjl13ThsQwFpnJGWcpntVqxfft2+ZKqE8wuHwCokjFFCMGMGTNQWFgY87Uk+uFkXy8RE7UHWTkcDmzZskXaXefEZWCq7lAf3P4gPje3NKqfDwQC2LRpk7yZdYLLF4DRoCBFhabI69evR1lZGSorK1VQJmECg1K+pqYmAPLgIjKhochUuopp3sFgEBs3bpR2T0DWr1+PwsJCTJs2DZRSUApZ5qEDLO6hQMUoew5t3LgRlFK553XCoDNs7/yM0WfIAUAoFMKGDRuk3ROQ9evXIy8vD7NmzeItRXIajvcLVumMt3nzZgSDQbnndU5c1rCs2duDzBQTlk2MrvG5yWRCZ2cnPB4PY2USNXD5gkhPMqryUvGPf/wDbW1t8gVFYFiU8l188cVoaWlBaWl0wWsJP9Scymc0GtHa2gq3263aNSX64IknnsA999wDRVEQGop6yh5T4mOOlPKNMmPqvPPOw7Fjx1BcXKymLAkjzM6wvWPNmDIYDGhpaYHT6VRDlkRHPPbYY7jjjjtgUDnTXqIuzqGMqQyVSvnOPvtstLa2ygxJnRN3gSlKKRoP92N5ZcGIXmiys7NlGZ9OcPuCqjVENplMmDhxoirXkrCB1VS+CRMmqH5NiXpEekyZVG4EJH19YnKir4801pc9psTHOlTalRNDj6nx48erJUfCmEgpnxpT+bKyspCVFV2fWUn8YDQaZRWEDohkTKk5lW/cuHGqXUvCh7gLJ7eb3ei0elAzZUzUv+eee+6R42R1hNMXRLoKgam33noLN998MxwOhwqqJMyg6vaYstvtuOqqq46X80nERk3b//SnP8Vf//pX1a4n0Qf/+9//cNNNN8FmswH4uEzUICNTwmM5njE18kCFy+XCV7/6VTQ2NqotS8IIizu2nmIRHnjgAfzlL39RQ5KEIWp74DVr1uDGG2+ExWJR+coStYn0mFLjfc7j8eCqq65CfX19zNeS8CXuAlPv7ekGAFRHGZgKBoP485//jG3btrGUJVERty+gSoT91VdfxQsvvID09HQVVElYoXYpX2NjI1566aXjL6kSMYk0P1crYyoUCuHPf/4ztmzZosr1JPrhtddew7PPPouMjAwAH2dMyUo+8TG7/MhINo6qpHfDhg3497//LV9SdYQaGXKUUjz22GPYtGmTWrIkOuGNN97Av/71L2RmZvKWIjkDkal8arzPbdq0CS+99BIGBwdjvpaEL3EXmHpnVxeml2RhUmF0TmnHjh2w2+2yWZqOcHrVyZgihKCmpkbWoQtOuJRPPRsRQmA0GrFixQrVrilRn0hgSq2slt27d8NisUhfn4AQQlBdXQ2jMfzciJSJyh5T4mNx+5A7yn5DhBAoioKVK1eqrErCCqvbj9QkA1JimMa6f/9+9Pf3S1+fgBBCsHLlSphMcdepJu5weodK+VR6nwOA6urqmK8l4UtcvZGbnT5sbbXgglklUf+eyM1cU1PDSpZEZVz+INJibJbX2dmJw4cPy4OLTlBzKh8hBIsWLZJf1AQnEFL3enKEdGLS29uL/fv3f8LusseUfrC5/cgeZVkXIQTz589HTk6OyqokrDC7/DE3Ppe+PjEZHBzErl27pN11QiRjKl2FjClCCObMmYP8/PyYryXhC9PAlKIoFyqKckBRlMOKotw9zH+/WlGUnUP/NCqKMi+W9ZqaBwAAVZOim8YHhG/myspKjB07NpalJRriGZrKFwt1dXUAgFWrVqkhScKYJJXeIN1uNzZu3CjtrgPU7ndPCMH48eNRUVGh7oUlQjOcr/84MCUjU6JjcflHNZHP5/Nh/fr10tfrDIvLH3N/KUIISktLMWnSJJVUSfRApL+QDEzpA8dQxlSs73OBQAANDQ3S7nECs8CUoihGAH8BcBGAmQCuUhRl5kk/1gxgFaV0LoCfA4ipA/lbO7uQm56EhRPyov49SUlJuPDCC2NZVqIxLn8AqUmx3bpOpxPTpk3DvHkxxUIlGqFWKV9nZydmzJghX1Z0AKXAmMzYJzNFkL4+MXE4HJgyZQoWLlx4/Ncizc8VGZgSHovbj7yMkQcqurq6MH36dOnrdYbF5Ys5Y8pkMuGiiy6S+zvBsNvtmDRpEpYsWcJbiiQKXN4A0pKMMbdr6O7uxtSpU3H22WerI0zCFZZFuEsBHKaUHgUARVFeAvBFAHsjP0ApPXFUygYAo05bopSi8cgAzplWNKKyn3//+9+jXVLCCYcngKzU2L6o/f/27jw+6vrOH/jrk8zkJgkBAhgukVPuGI5AArSurkdXF+0ihba21FpqcbcetbXtblW23l3729pWK+ux1l+tR1WsqPtbFT5DIGCAIOFSVEBuCLlnkrk+vz9mhoYwSWYm873m+3o+HnmQY47X8J75zHc+38+xfPlyLF++PEmJSGvJWvz8oosuQm1tbVJui7SlAGQkcQrnCy+8kLTbIuu48cYbceONN57zOxVZ/NyIQBSXREfQjBw5kpvaWNAZtxcTh+b36Taee+65JKUhK1m2bBmWLVtmdAyKkdsXSMrC58OGDcO2bduSkIjMQMupfCUAvuj08+Hw77rzHQBvJ3pne4614EybF3PimMYXOTgla2nt8CMvK/HGjHW3nmTtzMbaW4cvqJI2Uo51t6fu6h4ID5lyJHu+KCWVUgpNCS5+zte8NTUlOHUzgnW3J6UUa28x7g5/UjayYt1Ti5YjpqId8UV99gghvoRQx1TU5fSFEDcDuBkABg0ahHXr1p13mQ8O+ULfnPwE69Z9GlPA+++/H62trbj//vtjunwytba2Rn0cVqP14+ha+/99/wP4AgonjhzCunXHE7rNDRs24PHHH8cjjzyC4cOHJzNuTFj73nWue8aQMfjs0/1Y5zvYp9v0+/1YsmQJli1bhkWLFiUjZlxY9951rnvu4JE42eROyn099NBDqK+vx8MPP9zn24oX6x6bWN7n47Vp0yb8+te/xkMPPXTO2mJNHaFDkf2ffIJ1HQf6fD/dYe1711Pd2/0KvoBC/dH43u8DgQCWLFmCG264AV/96leTHblXrHvvotVdKYUGtxdNp45h3br6hG730UcfxbFjx/CrX/0qmXFjkip1B/Srfb/i4Um5nw8//BCPPPIIHnzwQYwePbrPtxevVKm9nq/5g0dPQPlUn+4vGAxi6dKluO6667B48eIkJY0d666BSC9zsr8AlAN4t9PPdwO4O8rlpgL4FMC4WG533LhxKpqf/uUjNfnf3lHBYDDq37sKBoOqpKRELVmyJKbLJ9sHH3xgyP0mW7THAaBGafCcGjdunGps86qRP/6rWu36LOHMt99+u8rMzFTt7e0J30ZfsPbxfWUMGaP+tPlgn/Nu3rxZAVAvvfRSn28rEax7fF8Fw8aqr/ynKymZR40apa6//vqk3Fa8UrnuSmlT++7e5+N11113KafTqdra2s75/Ykmjxr547+q5zcdSMr9dCeVa69H3Q83uNXIH/817vZ/69atCoB64YUX4rpesrDuidW9yRM6vntKfppw5jFjxqhrrrkm4ev3RarUXSn9aj9oxNik5P3Zz36m0tPTVXNzc1JuL16pUns9X/PLnqpWi367oU95P/roIwVAPffcc326nUSx7sn/0nIq34cAxgohLhRCZABYAmBN5wsIIUYA+AuAbyilPu7TnR04g+kjCmNe7PDzzz/HkSNHuIq/xbSGtxft8AcSvg0pJebMmYPMzMxkxSKNpSdhKl9kC+nKyso+3xZpTymFDEff36IOHTqEAwcOsK23ISklZs6ciZycnHN+Hxm6zV35zK3JHRoJH+8aU2zrramxLbF6Rxw9ehT79+9nW29DUkqUlpaiX79+RkehGHl8AeRk9G3iVqSt52s+dWjWMaWU8gNYCeBdAHsAvKSU2iWEWCGEWBG+2L8BGADgd0KIWiFETSL31dLuwycnW1E2sijm6/DJbE0eb6hDqqQwO6Hrt7S0YNu2bay7xSRjLRgpJcaNG4chQ4YkIRFpTSE5i967XC4AbOvtpq2tDTU1NVHrHlShrqkkLV1HGmn0eAEABTnxd0xdeOGFhkzVp8RF6p3ornxs6y0oCW1we3s7Nm/ezLpbTFuHH9l9XGNKSonhw4dj5MiRSUpFRtNyjSkopdYCWNvld090+v4mADf19X62HWqEUsC04QUxX0dKiQEDBmDixIl9vXvSkTs8Yio3wV72jRs3IhgM8g3MYtLT+taHHgwG4XK5DFlvhBKjFJDp6PvCmFJKFBQUYMqUKUlIRVZRXV0Nv9/fTcdU6F+OmDK3yIipeDoqlFJwuVy4+uqrtYpFGjnTFu6Yyk1sxJSUEnl5eZgxY0YyY5GGktECb9myBV6vl8f1FuP2BpDbh44ppRSklLj00ktjni1F5qdpx5ReNn9Wj/Q0gVkXxj5i6stf/jImTJiAtD5+4CV9tXWERkzlZCbWmA0ePBgrVqzAnDlzkhmLNNbXXfna29tx6623oqIi6v4KZEIKQJaz7+3zggULcOGFFyI9ve+dXGQdxcXFWLFiBebNm3fe34Lhnikey5pboyfUMVUYx4ipjo4O3HLLLSgvL9cqFmnk89NtAIDiflkJXX/+/Pm44IIL4HCkxEcbitGAAQNwyy238PjOYtxeP7L7MJXP6/Xie9/7HmbOnJnEVGS0lGi9a79oxMSh/eKaq/r1r39dw0SklXZfqGMq25nYh8zp06fj97//fTIjkQ76usZUTk4O7rvvviSlIb04knDiYOnSpUlIQlYzZcqUbtt6xRFTltAYHjFVmB37iKmsrCzce++9WkUiDR2sdyM3Ix3Di3J6v3AUN9xwQ5ITkRVMmjQJv/3tb42OQXFyewPIS3CQAQBkZmbinnvuSV4gMgXLDxcKBhXqjjRhSkns0/gOHTqEY8eOaZiKtOIOrzGVyLzkjo4O7NixA8FgMNmxSGPpffwAuXPnTrS1tSUpDelBoe8dkl988QWOHDmSnEBkGV6vF7W1td229WfXmLL8EVBqa/R4kZGeFtfIybq6Orb1FnWqtQOD8xMbLXX48GEcPnw4yYnI7Hw+H7Zv345AIPENkcgYbm+gTyOm6urq0NramsREZAaWPyw7UN+G5nY/pg0rjPk6Dz74IMaPH8+GzIL6ssZUdXU1pk+fjrVr1/Z+YTKVvix+rpTCZZddhhUrVvR+YTIP1fcpnI8++ijGjRsHn8+XpFBkBTU1NZgxYwbeeOONqH//2+LnHDFlZs0eH/KznTGvH6KUwhVXXIHvfOc7GicjLZxp9aIoN7GFzx977DGMGTMGHR0dSU5FZrZ9+3aUlpbi1VdfNToKxSEyarkva0z9wz/8A2688cYkJSKzsHzH1M4jTQCAyXGMmJJSYt68eVxzxIL6MmJKSgkhRNQ1R8jc+jKl65NPPsGJEye4MKbFJGPElJQS5eXlcDoTW0yXrCmy6253a45EFj/ngqnm1uj2xbW+1IEDB3DkyBG29RbV6Imv3p1JKTF79mxkZmYmORWZWaStr6ysNDgJxSMyljknwY6pQ4cO4cCBA2zrU5DlO6be3nkcGelpGD+kX0yXP336NHbt2sUns0W1hUdM5WXGP2JKSompU6eif//+yY5FGutLB0XkwIWveevpy0i5xsZG7Nixg3W3ISklLr74YgwaNCjq39XZEVN6pqJ4NXl8KMiOvaOCbb21Nbm9KIhjPbGIlpYWbNu2jXW3ISklxo4di6FDhxodheIQGTGVleB6wS6XCwDb+lRk+Y6pM21eDCnIgjM9toeyYcMGAHwyW1VLux/OdIFMR3xPXZ/Ph40bN7LuFtWXDgopJYqLizFu3LgkJiKtBRQQiAxtSUBVVRWUUnzN20wgEMCGDRt6rHuQi59bQiIdU0VFRbj44os1TEVaaUpwxNTGjRsRDAbZ1ttMMBiEy+Vi3S0ocmQXz6ZlnUkpkZ+fj6lTpyYvFJmCpTumlFLYdbQJC8dHPysajZQSWVlZKCsr0zAZacXd4UdOhiPuKRjbtm2D2+3mG5hF9XXE1Pz58zltx2IEAH8g8Y4pKSWcTidmz56dvFBkejt27EBLS0svHVOh5xVbBHNr8viQnxX7BxcpJSorK5HGVe0tx+sPos0bQGEcHZERUkqkp6ejvLxcg2RkVnV1dWhsbORxvQVFTg5lZyTWVkspUVFRwSV5UlDiy+GbQH2bF23eAEYNyI35Orfddhsuu+wyzkO3KLc3kNCc5MmTJ2Pt2rWYM2eOBqlIa4nuyqeUwiuvvMI3L4saXJDYDk0AcOutt2LBggXIzs5OYiIyu/Hjx+Ptt9/u8eRTW0doSrgjxpHWZIxmjw+FObFP7frTn/7EExAW1eQJbVBRkMCIqVtuuQVz585FXl5esmORiY0ZMwbvvPMOSktLjY5CcVIqdGIo0al8L7zwAndYT1GW7piqOdAAALioOPY3o+HDh2P48OFaRSKNuX2BhBY+z83NxZVXXqlBItJDoiOmhBAcHWlRCoh5inY0w4YNw7Bhw5IXiCwhNzcXV1xxRY+XiWyi0T/BhZZJe8GgQkuHH/lxjKBhW29dZzumEhgxVVJSgpKSkmRHIpPLycnB3//93xsdgxIQhEI6Ep/Kx87I1GXp04WnWkPbwo4akBPT5Wtra/Hkk0+itbVVy1ikIXeHH7lxNmSBQAAPPPAA9u7dq1Eq0lqia0y9+OKLeOutt5KchvSSkWDdd+7cid///vdoaWlJciIyM6UUHnzwQezevbvHy/nDZ1r70vFJ2mpp90MpxDyV76WXXsKbb76pcSrSSpPHCwBxdUQCwK5du/C73/0OTU1NWsQik1JK4aGHHkJdXZ3RUSgBkcXPsxMYMfXqq6/i9ddfT24gMg1LH5UdON2GLGcahvePrWPqpZdewsqVKznU28I8vkDcDVldXR1++tOfoqamRqNUpLVEp/Ldc889eOKJJ5KchvTS3O5P6HqvvPIKVq5ceXb3NbKHPXv24O6778bmzZt7vJwvvHZZXzZVIG3FO4Jm1apV+O1vf6tlJNJQS7itz8+Kr2Pqtddew8qVKzmtx6ISbYH379+Pn/zkJ9i4cWNS85A+IkdmiXRM/fKXv8RvfvOb5AYi07B0x9Te4824aFAe0mKc5iOlRFlZGXJzY1+TiszF4wsiK86pfNxC2vpifY13duLECezbt491t7ALElxjSkqJGTNmID8/P8mJyMxibevXf3wKQOLrW5D24umYqq+vR11dHdt6C4t0TPWLY7F7IPSanzJlCvr3769FLDIpHtdb29kRU3F+nmtqakJtbS3rnsIs3TF14LQb4wb3i+myHo8HW7Zs4ZPZ4jxeP3Li/DAhpcTIkSMxYsQIjVKR1hIZMeVyuQDwwMXK0hOYatXR0YHq6mrW3YaklLjgggswevToHi8XaU9GD+RJKrOKp2Nqw4YNANjWW1lrR/wdUz6fDxs3bmTdbUhKiUGDBmH8+PFGR6EERHbly3LGd4xXVVUFpRRf8ynMsh1T/kAQJ5rbMTTGM+qbN2+Gz+dDZWWlxslISx5ffLvyKaXObiFN1pXI4udSSuTk5HCRRAtzJFD3mpoatLe38zVvM53b+t6m6weUwsC8TE7rN7Hm9th3aZNSIjMzEzNnztQ6FmmkNTxiKjcz9o6p7du3o62tjW29DUkpMX/+fLbhFpXoVD4pJZxOJ2bPnp38UGQKlu2YOnjGDX9Q4cIYz3ju2rULaWlpmDdvnsbJSEsebwCZcTRkR44cQUtLC3vXLS6RqXx79uxBeXk5nE7uvGVViXRI1tXVQQiBiooKDRKRWZ04cQJnzpyJqa0/0uBBght9kk7iGTG1e/duzJ49G5mZmVrHIo20hEdM5cWxuU2krWfHlL2cPn0aJ0+e5HG9hSkFONMFHHGOit+9ezdmzpyJnJzY1pYm60lsn0YTONroAQAML4rtyfmDH/wAy5YtQ2FhoYapSGttHQHkZcbeMTVs2DA0NjYiEAhomIq0lshUvv/5n/9Bc3OzBmlIL4mMmPre976HG264gW29zQwZMgSNjY3w+3tfML++rQON4Y4PMqdIx1Qsi2GvXbuWbb3FtbT7kJfpiOsk1PLly3HdddexrbeZgQMHoqGhIaa2nsxJAchyxL/G4xtvvMG2PsVZtmPqYL0bADCsf3bM1+Gbl/V5fAFkx3FGDQAyMjI0SkN6SUtgbKcQAgUFBckPQ7pJZMQUwLberjIyMmJq7zMd6Zg2jG2DmTV7fHCkiZim7rOttz53RwC5cZx0jGBbb0+xtvVkTkohrtkvEWzrU59lp/IdON2GTEcaSgp775iqqanB1VdfjY8//liHZKSVyGJ58YyYuuaaa/D8889rlIj0Eu+IqUcffRQ333wzVGTrD7Ikjze+kY47duzAlVdeiT179miUiMxq0aJFePbZZ2O6rD8Q5I58Jtfk8SE/29nrGjKPPfYYli9fzrbe4lq9fuTGcdJx165duOKKK1BXV6dhKjKjf/qnf8Lq1auNjkF9oBD/wue/+c1vcOONNyIYDGoTikzBuh1T9W6MHJAT08J377//PtauXcszKxYXOezMifHg5eDBg3jzzTfR1NSkXSjSRVqcHVOvvPIK9uzZw4UxLa4oN74zou+//z7eeecd5Ofna5SIzOjIkSN4/fXX0dDQENPlW9r9yItjkWXSX3O7P6b1pf7yl79g9+7dbOstzt3hj2vh8w8++ADvvvsu+vWLbWduSg0nT57EK6+8gjNnzhgdhfogqBD3yaHXXnsNdXV1SEtkCgVZhmWru/d4M0bEuL6UlBITJkxAcXGxxqlIS5ETorHuyielBMAtpFNBPOtOtLa2YuvWrax7Coh3Kp+UEhdddBFKSko0SkRm5HK5AMTe1rf7AnF9CCb9NXl8yM/quUYejwdbtmxhW58C2rzx7bgspcSIESMwcuRIDVOR2cTb1pM5KQCZjti7ILxeLzZt2sS624BlO6YON3iQH8PZtEAggA0bNnDXjhQQPNsxFdsHCiklCgsLMXnyZA1TkR7i6aCorq6G3+/naz4FxDNSLhgMwuVyse42JKVEXl4epk2b1utlg0GF+jZv3NMISF9NHh8KcnoeMbllyxZ4vV6+5lOA2xv7iCmlFKSUrLsNSSmRnZ2N0tJSo6NQHyil4hoxVVNTg/b2dr7mbcCSR2btvtC6IxcU9L6+VF1dHZqamtjLmgIis4pjPavmcrlQUVHBYZ8pIJ41plwuF9LS0jB37lwNE5Ee4hkpt3fvXtTX17OttyGXy4V58+bB4ej9g22HP4gOfxDF/bJ0SEaJavb4ep3KJ6WEEAIVFRU6pSKtuDtiHzH1ySef4MSJE2zrbUhKifLyci58bnHxjpiKzIBhx1Tqs+RY9hPN7QCAEQN6n8rndrtRUVHBN7AUoJSCAGLaucXn82HSpEm47LLLtA9Gmotn+ZDCwkJcf/31XGcoBcTTIdna2orKykq29Tbj9/sxYcIELFiwIKbLB8Nzwjliytwa3d5ep/IVFhZi0aJF6N+/v06pSCvuOKbytbS0YP78+TG/5sm84pmsHwwGMW7cOJ50TAEqzjWm8vPzcc0112DQoEEapiIzsGTH1JFGDwBgWP/eR0yVl5efnZNM1hZZYyrb2fvT1ul04tVXX9U4Eeklnql8t912G2677TYN05Be4lliatasWWfPqpF9OBwOvPzyyzFfPhB+I4l3QwXSj1IqpsXPb731Vtx66606pSIttXn9MS/TcMkll2D9+vUaJyJdxNEMp6Wl4c9//rN2WUg3CoAzPfbi33LLLbjlllu0C0SmYclThiebOwAAxf0ye7ycUgput1uPSKSDyFS+7BjOqrHuqSXWkTMej4dbyaaQWKfysa23r3jrHgiEOqbiXVif9NPmDSAQVD12TLGtTy2eOEZMsa23J9Y9dSjEPmKqvb0dgUBA20BkGpbsmGpwewEARbk9d0zt27cPhYWFeOONN/SIRRqLjJjKjeHgpby8HN/61re0DUS6ibWD4rHHHkNxcTHa2to0TkR6iLXz4LPPPkNBQQFHSdrQ/PnzsWzZspgv3+4PHeDGu1U16acxfIxXmNN9x9Tjjz+OgQMHorm5Wa9YpBEFwB9UyI7hNXnw4EEUFBTgxRdf1D4Ymcqll16KxYsXGx2DkkApIMsR23vwE088gYEDB6KhoUHjVGQG1uyYavNCCMS0MKbP58PFF1+sUzLS0tld+XrZueXMmTPYuXMnxowZo0MqMhMpJYYOHYrc3Fyjo1ASxDqoRUoJv9+PiRMnahuITKW5uRnbt2+Pq61v94VG2cTyIZiM0ezxAwDys7o/xpNSori4mGsJpoCzyzTEcNLR5XKxrbehtrY21NTU8Lg+RSgAGTEufi6lRFFREdcStAlLdkztO9GCLEd6r2fTpZQYPHgwG7IUET526fUDRVVVFZRS3L3BZvx+P6qqqlj3FBKIcaaOlBIDBgzghxWb2bhxI4LBYFyveY83MmLKkoc/ttDoCY2YKuhmxFQwGMSGDRvY1qeIyLFdLGtMSSlRUFCAyZMnaxuKTKW6uhp+v5+v+RShVGy78imlIKVk3W3EkkdmORmOswuY9sTlcmH+/PkQXOQ0JSgV6mHvrUPS5XIhIyMDs2bN0ikZaSnWV++OHTvQ2trKXdlSSKzbCbtcLlRWVrKttxmXywWHw4Hy8vKYr8OpfObX5PYBAAqzo28JX1dXh8bGRrb1KSJ4dsRU7+29y+VCRUUF0tP5+rUTKSXS0tK4I1+KUAAyYzg5tGfPHtTX17OttxFLdkydbu3AxCH9erzMwYMHcejQIT6ZU0gQiGlxTCklZs2ahezs3ndtpNQR2ZGNZ1ZShzO997eoI0eO4NNPP2Vbb0NSSlxyySVxTd1taAuNxmHHlHk1t4c6pvKzo4+gibT1fM2nhsh55t5GTJ08eRJ79+5l3W1ISonp06ejoKDA6CiUJBkxdC6zrbef2PZmNZldR5sxpaTnxik7OxsPP/wwrrjiCp1SkdaUim1dkJUrVyInJ0eHRGQmlZWV+OUvf4mSkhKjo1CSxLL4eWZmJh555BFcffXVOiQiM/n+978Pp7PntSa7euDtvQCA/jnRR+OQ8Zo8oY6p7tYRnTt3LlatWoWRI0fqGYs0EusyDQ6HA48++iiuuuoq7UORqaxYscLoCJRksawxNXv2bNx777246KKLdEhEZmDJjqm8TAfafT1vHVlcXIwf/ehHOiUiPSgV2+KYX//613VIQ3qJdXJWWVkZysrKNM1C+opl8fOBAwfizjvv1D4Mmc7SpUvjvo4/EMSEIf0wbnCeBokoGZo9fqSJ0LFeNKWlpSgtLdU5FWklqELTN3o7visqKsIdd9yhTygylRtuuMHoCJRksSzVMGPGDMyYMUOHNGQWlpzK1+j2YnwvU/nefvtt1NfX65SI9BBE72fUampqsG/fPn0CkT5i6Jw4duwYpJTwer3a5yHdpMXQM/XOO+/g9OnTOqQhM9m6dSv27NkT13X8gSAON3gwfXgh1yMzseZ2H/KznVFrdOLECaxfvx4dHR0GJCMtqPCYqd6O7959912cOnVKj0hkItu2bcPu3buNjkFJ5uylY+rUqVNYt24d23qbsWTHVHO7H4U9DMM/duwYrrrqKjzzzDM6piKtKaWQ28saBHfccQe+8Y1v6JSIzOK1117DggULcOTIEaOjUBKl9dJ5cOrUKVx55ZVYvXq1TonILH784x/HPWKq+rMz8AcVpg8v1CYUJUWj29ftNL41a9Zg4cKFOHjwoM6pSCvq7OLn3XdMNTQ04Morr8QTTzyhUyoyi5/97GdYvHix0TEoyTJ7WUP0rbfewpe+9CXs379fp0RkBpbrmIrs3hEIdr+PuMvlAsDF0lJNb7s4dHR0YPPmzVz8OsXEMq5BSomSkhKMGjVK6ziko/ReOqY2bNgAgAve243P58OmTZviqntzuw8//HMtAODLE4s1SkbJ0OTpvmNKSoni4mKMHTtW51SkleDZxc+775iqqqqCUoptvc0EAgFUVVWx7inI6ej5+E5KiaKiIkycOFGnRGQGluuYCoTfwEYN6H4XHpfLhdzcXM5LTTFB1fNOSh9++CE6OjrYIWkzSim4XC7Mnz+f03NSTFov71AulwtZWVlcW8xmtm3bBrfbHVdbv/ajYzjd2oHSEYUYlJepYTrqq546ptjWp57I4uc5zu5HxLtcLjidTsyePVufUGQKO3bsQEtLC4/rU1Bvu/K5XC5UVlYirbcDQUoplqt25MxKT1M8pJSYO3du3Lv1kLkp9LwGQWRb0YqKCp0SkRl89tlnOHr0KA9cUlBvU/mklJgzZw4yM9nRYCeRtj6es+j1baH1557/zmx2aphck8cXdbmGgwcP4uDBg2zrU0wwhql8UkrMmjUL2dnZOqUiPfTWEifS1pM19LQr39GjR7F//3629TZk2Y6pYf2jvzk1NDRg586dfDKnIKV63sVBSonJkydjwIABOqYio0UOXPiaTz3pPSx+3tzcjO3bt7PuNiSlxPjx4zF48OCYrxMIHzz0NOqWzKHR7UVB9vmjZ7hMQ2pSCnCmi24/qLa1taGmpoZ1tyEpJUaPHo1hw4YZHYWSzJne/fEd23r76nklaRPyBhSyABTnZ0X9e2FhIfbs2YN+/XretY+sR6HnHvY//vGPXPw6BfV2Rm3p0qUYN24c56GnoJ4GtvTr1w979uxBTk6OfoHIFJ599ll88cUXcV3HHwitSxnDRo9kIKUUmtv9UafyLV68GKNHj8bkyZMNSEZaUei5wzgnJwe7d+9GVlb0435KXatXr8ahQ4eMjkEayOhh8fNFixZh48aNmD59un6ByBQs1zEV+aBS2M36A0IIjB8/XsdEpBeleu6YGjhwIAYOHKhjIjKDzMxMzJs3z+gYpAFnD2sLCCEwbtw4HdOQWQwYMCDukbH+oIIzXXAan8m1dvgRCCoUZp8/lS8jIwNz5841IBVpSfWyfqgQgovd21RRURGKioqMjkEacPbweS4jIwPl5eU6piGzsNxUvt62lb333nvx9ttv65iI9NLTWbXXX38dDz/8MII97NZIqefo0aO488478emnnxodhTTQUx/CqlWr8NZbb+kXhkzhzTffxIMPPohAIBDX9fxB1ePUUDKHRrcPAM4bMXXixAnccccd+OSTT4yIRRoKouf1Q++//36sWbNGv0BkCmvXrsUDDzwAn89ndBTSgLObEVP19fW4/fbbsW/fPp0TkRlYr2Mq/G+0tYZaW1uxatUqVFVV6RuKdJPliH7w8swzz+Cpp57i7g0pSPXwt3Xr1uFXv/oVmpqadMtDxvN4PFi1atXZ9cXIPp577jk88cQTSO9lR5+ufIFgjyPwyByaPOGOqZxzO6aklPiP//gPnDlzxohYpCGluu+Y6ujowH333Yd169bpG4oM9/zzz+Pxxx+Hw2G5yT0Ug+7WmHK5XHjsscdw6tQpnRORGVjuKC2ogLxMR9Th+Js2bUIgEOBiaSksy3n+UzYYDGLDhg2se4rqqWPK5XKhX79+mDZtmm55SD+imxXGNm/eDJ/Px9e8zSil4HK5Eqq7LxDscSo4mUNkxFTX5RpcLhdycnJQWlpqRCzSUGg0fPTXZk1NDTo6OtjW20zntp7Tr1NTd2tMuVwuZGZmYubMmTonIjOw3FFaQAH9sqL3nkspkZ6eznmpKSzaSLndu3fjzJkzPHBJUT1s3AEpJSoqKuIePUEW0U3tpZQQQnBtMZv5+OOPcfLkycQ6pvyq26kDZB49jZiaO3cunM7o64uSdSmlkNnNiKnIqNiKigo9I5HBPv/8cxw5coTH9SnM0c37sZQSc+bMQWZmps6JyAwsd5SmwiOmopFSorS0lDvypbBoa0xFDlz4BmYvp06dwu7du1n3FNbdiVIpJaZNm4bCwkJd85Cx+tLW+wJBOB088252jR4vAJyz+HlDQwM++ugjtvUpSiH6SUcg9JqfNGkSN7axGR7Xpz5HlDUfW1pasG3bNtbdxqzXMYXoC58Hg0E0NjbyyZziMqMM9z5+/DhGjx6NUaNG6R+IDPPpp59iwIABfM3bjFIKDQ0NrLsNHT9+HCNGjIh7h66TLe34y/YjHDFlAWdHTHWayse2PrUpBWRGWT+Ubb19HTt2DCUlJZg4caLRUUgj0abWs60ny60op5SKemYlLS0NO3bsiHunHrKWaIuf33ffffjFL37BeegpqruqzpkzBydPntQ1C+krWu2FENi6dSvbehv613/9V/z0pz+Nu63ff7IVADDvIo66MLsmtw+ZjrRzTkCWlZXh5MmTUKqnFQfJqrobMSWEQHV1Ndt6G7r77rtx1113cUOjFBZtxNT06dNx4sQJtvU2Zr2OKUSfzhXBtWZSW3e1Z93tiQctqa2nDgi+5u0pkbofqncDAP5h2gXJjkNJ1uD2ojDn/HWkhBA8+ZSiQiOmun8vZ1tvT6x7autujSm29fZmuU913Q35XbZsGe644w4DEpGeuk7le/7551FRUYH6+nqDEpERmpqaMHHiRLzxxhtGRyGdffOb38S//Mu/GB2DdPbiiy9i3rx5CY2SvH/tHgDAkPysZMeiJGt0+85ZX6q1tRUXX3wxXnvtNQNTkZYUok/rWb58OVauXKl/INJPlP6HV155BXPnzsWxY8f0z0O6cXbZ2cjj8WDSpEl4+eWXDUpEZmC9jimcf2bF7/djzZo16OjoMCYU6abriKn33nsP+/btQ1FRkUGJSHNRDlw2btyIvXv3cqODFNe19IFAAGvWrEF7e7shecg47733Hnbv3h33IshKKTS3+7G4bBhGDMjRKB0lS6PHd86IqerqauzZswc5Oaxdqop2XB8MBrFmzRq43W5jQpFh3n//fdTV1aG4uNjoKKQhR5cZD1u2bMHu3buRnZ1tUCIyA8t1TPmC559Z2b59O1pbW7lYmg1kd+mYklJi/vz5HPaZwqJVVkoJh8OBOXPm6J6H9NP1Zb1z5040NTWxrbchKSUqKyvjnr678dPQaNph/dmxYQVNbt85C59LKZGWloa5c+camIq0pNT5x/V79uxBfX092/oU193x3bx58ziVL8V1XWNKSgkhBObNm2dQIjIDy3VMpQmgpd13zu8i24pWVlYaEYl01Llj6osvvsDnn3/OAxcbklJi5syZPIue4gTOP3ABuIW03Rw/fhwff/xxQnVvcHsBAJdPGpzsWKSBBrcXRbl/m8onpURpaSlHx6awaFP52Nbb0+nTp7Fr1y7W3QbSonRMTZ06Ff379zcoEZmB5TqmggoYPSjvnN9JKTF27FgMHTrUoFSkl8479bhcLgA8cLEbt9uNDz/8kHW3ISklRo0aheHDhxsdhXTUl7Y+EAzt7pPRzUKrZC6Nbh8KwlP5Ojo6UF1dzbbeBjLSzx8NX1JSggsvvNCgRGSEDRs2AOBxfarrOlLO5/Nh48aNrDtZb1c+4PwRUzNnzuSUHpvovMbUwIEDcf3112Pq1KkGJiK9tbS0YNmyZbjyyiuNjkIa6zqV75JLLsH06dMNyULGKSoqwnXXXYcZM2bEfV1fINQx1XU9CzIfpQBvIHh28fPm5mYsXboUV111lcHJSGtdR0zNmDEDEyZM4DINNlNYWIhFixahrKzM6Ciko5aWFnzta1/DV77yFaOjkMEs2THVda2In//85wYlIb1lddqV7/LLL8fll19uYBrSQ9fD0sGDB+OZZ54xJAsZ6+677zY6Ahng0ksvxaWXXprQdf2BIADAkc4PuGYX7kNE//CIqUGDBuHpp582MBHppesOXXfddZdBSchICxcuxMKFC42OQRrr+m5cVFSE1atXG5KFzMWSpxA7D8k/efIkd+OzkUjt3W43Tp8+bXAaMsLhw4ehlDI6Bumg88lytvX25PF4+tTW137RCIAdU1YQnnWJwpzQiCm29fbReVe+U6dOcedVG2pvb8epU6eMjkF66PJ2zLaeIqzZMdXpDeyf//mfMWXKFAPTkF4EcHZY97vvvotBgwZh69atxoYiXXm9XowbN44jZ2zo9ttvx4QJE4yOQTr73//9XwwaNAibN29O6PpNntDU/wG5mcmMRRoIhD+YDMjLgN/vx8SJE3HnnXcanIr04Ox0wvmuu+7CmDFj+EHVZtatW4fi4mJUVVUZHYU01rlfKhAIYPLkyfjhD39oVBwyEUt2THl8AQCAUgrr16/HzJkzDU5Eeug8emL9+vXIyspip6TNbN26FR6PB7NmzTI6CukgsitfpK1n3e1HSomMjAxMmzYtoeu3+wKYUlKA9DSOmDK7yFS+otwM1NbWorW1la95m+jcMSWlxKxZs7i+lM1IKeFwOLiOpM3U1dWhqamJn+UJgEU7pkoKswEA+/fvx/Hjx7mKv010PkSRUqK8vBwZGRndXp5ST2QL6crKSoOTkB4in0sOHjyIw4cPs623ISklZs+ejaysrISuH1Dnb0tN5hSZyleUk8G23mYiU20PHz6Mzz77jG29DUkpUVZWhtzcXKOjkMa6fp4DuBMjhViyYypyZoVPZnuJfLZoampCbW0t624TotNbmJQSEydOxKBBgwxMRHpjW29Pra2t2Lp1a5/qHgwqcHkpawgEQ+/zBdlOSCkxZswYXHDBBUbHIh1E1g91uVwA2NbbjcfjwZYtW1h3u+j0niylxMiRIzFixAjj8pBpWLJjKtJBIaXEwIEDue6ITUTasaqqKiil+AZmF+HCBwIBbNiwgXW3kchrXkqJ/v37Y9KkSYbmIX1t2rQJgUCgT695fzAIR5olD3VsJ6hC0/gABZfLxbbeRjqfcO7Xr1/CU3fJmjZv3gyfz8fXvE1Eju2UUpBSsu50lsPoAInIywrFXrlyJb7yla9wHrpNRMo8Y8YMPPnkk5gzZ46xgUhXwWAQzz77LIYPH250FNJJpG1fsWIFLr/8cqSxg8FWpkyZgj/84Q8oLy9P+DaCQYBPG2sIKKB/TgaCwSD+67/+i6OlbMQZ3tTou9/9LhYsWID09HSDE5GeJk6ciKeeegoVFRVGRyEdBYNB/OEPf8DgwYONjkImYcmOqciZlZkzZ3KxNBuJdD8OHToUN998s6FZSH9OpxOLFi0yOgbpKPKaLysrQ1lZmaFZSH9DhgzBd7/73T7dRkApONkzZQkBpTAgLwMOhwP/+I//aHQc0pEzPBWitLQUpaWlBqchvQ0ePBg33XST0TFIJ5Fju/T0dFx77bWGZiFzseTRmiNNYPv27Xjrrbfg9/uNjkM6EULA7Xbj2WefxYkTJ4yOQzp7/fXXUVtba3QM0tmOHTvw17/+FT6fz+gopKOOjg4888wzOH78eJ9uJxBUSOOoaksIKmBAXibWrFmDbdu2GR2HdOR0pGHnzp1488034fV6jY5DOvJ6vXj66adx7Ngxo6OQzt58801s3brV6BhkIpbsmHKmp+HJJ5/E0qVLOY3PRtIQmof+7W9/mw2ZzSilcPPNN+Oxxx4zOgrpSAhg9erVWLJkidFRSGcffvghli9fjs2bN/fpdoJKIZ278llCQIV25Pv+97+PRx991Og4pCNHmsDTTz+NxYsXQylldBzS0bZt2/Cd73wHVVVVRkchna1cuRIPPvig0THIRCzZMQUA69evR0VFBeeh24gQoboLITBv3jyj45BOBIC9e/fi1KlTXCDRZoQQWL9+PebOnQun02l0HNLR+vXrAQCVlZV9up0OXxDpPIFlCUEFCG8rjh49igULFhgdh3TkTE+DlBLl5eXIzMw0Og7pRIC77tqREMDBgwdx6NAhtvV0Dkt2THW0NmHv3r1sxGxGiNAb2PTp01FQUGB0HNIRD1zs6cyZM9i5cyfrbkNSSkyZMgVFRUUJ30Zzuw/7TrTAkc6OKas4dfhzAGzr7abd04ba2lrW3YaklJgwYQKKi4uNjkI64nE9RWPJjqnabR8C4JPZbtKgsGnTJtbdhqSUGDJkCMaMGWN0FNLRhg0bALCtt6Oqqqo+173603oAQMXYQcmIRDo4tK8OAwcOxIQJE4yOQjrauaMWwWCQbb3NKITe51l3+5FSorCwEJMnTzY6CpmIJXfl27FtK7Kzs3HJJZcYHYV0FAgE0N7ezjcwG6qursb8+fO5ppzNVFdXIyMjA7NmzTI6Cumoo6MDbW1t57X1bq8frR1++AMK/oDCoTNufNHgRocvAG8giP0nW5HtTMfOI01IEwI1BxsAAPMuGmDEw6AEfLJzG9t6G9q5oxYOhwNz5swxOgrpKOD3o6mpicf1NiMQOr6rrKxEGnfNpU4s2TH17/fdgx9+/yZkZGQYHYV05HQ4cPToUeTn5xsdhXS2c+dONDY2Gh2DdPbv//7vuOmmm5CVlWV0FNJRZmYm9h88jFfrGrD0qWp4/UGcafPis9NtMV1/SH4WhACmDy/E5JJ8XDgwV+PElCxrXv4j8kWH0TFIZ7f/8F+w8ltLkJOTY3QU0pHD4cDx48dZdxvasmULzpw5Y3QMMhlLdkxlONIxevRoo2OQzoQAhg4danQM0pkAkJOTwwMXG0pLS2Nbb0MHm4O49He1Z38enJ+JKSWFmDqsANOGFyLbmQ5Hehqc6QIlhdkYPSgPGY40ZKSnIcPBs69WdsGAfORncaMDu8lwpmMY23pbGjx4sNERyADZ2dkoKSkxOgaZjCWP4G5d+QOcPHnS6Biks+amJrz33ntGxyCdeb0deOihh4yOQQa4+eabcfz4caNjkM4UgElFAg9/dSr2rroCm3/6d1h9Yxl+vWQGvj3vQiyZNQJfvWQYrp1egrJRRSjKzUBepoOdUlangN/86hGjU5ABfnTH7Thy5IjRMUhnjY2NeOedd4yOQTrz+/1YtWqV0THIhCx5FPfcM88gLy/P6Biks3aPBydOnDA6BunM6/Nh48aNRscgvSng6aefRm4up2HZjb/xOBYPPoXFZcOR5Uw3Og7pRQVQVbXB6BRkgD/+93+zrbchj8eDw4cPGx2DdOb3+87uykfUmaYdU0KIK4QQ+4QQ+4UQP4nydyGE+M/w3z8SQpTGcrszZ5ZxWo8tKVRWVhodgnSmuFOPTSmUlpaiX79+RgchA/A1bz8qGGDdbWrq5EkoLCw0OgYZYMGCBUZHIJ0FA0HWnaLSrGNKCJEO4LcArgRwMYCvCSEu7nKxKwGMDX/dDOD3vd6wUjxwsan09HQMHz7c6BikMwV+SLUr1t2e0tLSMGrUKKNjkM7YMWVflRVzjY5ABkhLS8OYMWOMjkG642d5ik7LEVOzAOxXSn2mlPICeBHAtV0ucy2A/1Yh1QAKhRC9rm7NJ7M9cRdGexIAZsyYYXQMMgDbenvKzMiAEMLoGKQ3pVBWVmZ0CjLAfI6Gt6UMtvU2JTBr1iyjQ5AJadkxVQLgi04/Hw7/Lt7LnGfuXJ5ZsaPMTHZM2ZHD4YDDYckNRKmPKioqjI5ABsjMzDQ6AhnAkZ7GE1B2pID5lWzr7YhtvT2lp6cjKyvL6BhkQlp+2ovWBa4SuAyEEDcjNNUPADoKCwvr+pjNDAYCOG10iCSI9jhGJuvGu9ZeCMHam4dmtWfdTU23ug8YMIB1N4/uHgdf891L5dqz7t1j3XvRte6DBw9m3c2Fr/n4pErtWff4sO5JJpQ6rx8oOTcsRDmAe5RSfx/++W4AUEo90OkyTwJYp5T6U/jnfQAWKqWO9XC7NUopy4/15uMw931piY/DnPejNT4Oc96P1vg4zH1fWuLjMOf9aI2Pw5z3o7VUeRwAax8vPg5z3o/W+DiST8upfB8CGCuEuFAIkQFgCYA1XS6zBsA3w7vzzQHQ1FOnFBERERERERERpQ7NpvIppfxCiJUA3gWQDuBppdQuIcSK8N+fALAWwFUA9gNwA/i2VnmIiIiIiIiIiMhcNF1RWCm1FqHOp86/e6LT9wrAD+K82T8kIZoZ8HGY+760xMdhzvvRGh+HOe9Ha3wc5r4vLfFxmPN+tMbHYc770VqqPA6AtY8XH4c570drfBxJptkaU0RERERERERERD3Rco0pIiIiIiIiIiKibpm2Y0oIcYUQYp8QYr8Q4idR/i6EEP8Z/vtHQohSI3L2JobHsVAI0SSEqA1//ZsROXsjhHhaCHGyu+09k1UP1t1c9Kp7+LZYe5Ng3eOXCnUH2NbHi3VP6L5Ye5Ng3eOXCnUH2NbHi3VP6L5Ye5PQs+59opQy3RdCi6V/CmA0gAwAOwBc3OUyVwF4G4AAMAfAZqNzJ/g4FgL4q9FZY3gs8wGUAqjr5u99rgfrbr4vPerO2pvvi3W3Z931qj3rbr4vvubtWXvW3Z5116v2rLv5vviat2ft9ap7X7/MOmJqFoD9SqnPlFJeAC8CuLbLZa4F8N8qpBpAoRBiqN5BexHL47AEpZQEcKaHiySjHqy7yehUd4C1NxXWPW4pUXeAbX2cWPf4sfYmwrrHLSXqDrCtjxPrHj/W3kR0rHufmLVjqgTAF51+Phz+XbyXMVqsGcuFEDuEEG8LISbpEy3pklEP1t16klUP1t5aWPdz2aXuANv6zlh3bW6HtTcP1v1cdqk7wLa+M9Zdm9th7c3DFLVw6H2HMRJRftd1+8BYLmO0WDJuAzBSKdUqhLgKwOsAxmodTAPJqAfrbj3Jqgdrby2s+7nsUneAbX1nrLs2t8Pamwfrfi671B1gW98Z667N7bD25mGKWph1xNRhAMM7/TwMwNEELmO0XjMqpZqVUq3h79cCcAohBuoXMWmSUQ/W3XqSVQ/W3lpY93PZpe4A2/rOWHdtboe1Nw/W/Vx2qTvAtr4z1l2b22HtzcMUtTBrx9SHAMYKIS4UQmQAWAJgTZfLrAHwzfAq8nMANCmljukdtBe9Pg4hxBAhhAh/PwuhmtTrnrTvklEP1t16klUP1t5aWPdz2aXuANv6zlj3+LH21sK6n8sudQfY1nfGusePtbcWU9TClFP5lFJ+IcRKAO8itBr+00qpXUKIFeG/PwFgLUIryO8H4AbwbaPydifGx/FVAN8XQvgBeAAsUUqZbRgjhBB/QmjXgYFCiMMAfgHACSSvHqy7Pesevi3W3kRY9/ikSt0BtvXxYN3jx9qbq/ase3xSpe4A2/p4sO7xY+3NVXu96t7nnCb7fyMiIiIiIiIiIpsw61Q+IiIiIiIiIiJKceyYIiIiIiIiIiIiQ7BjioiIiIiIiIiIDMGOKSIiIiIiIiIiMgQ7poiIiIiIiIiIyBAp1zElhAgIIWo7fY3q4bKtOkbrlhDiAiHEK+Hvpwshrur0t2uEED/RMcsoIcRSve4vmVj7PmexZO1Z9z5nYd11wronB2vf5yyWrD3r3ucsrLtOWPfkYO37nMWStWfd+5zFknUHAKGUMjpDUgkhWpVSecm+rF6EEN8CUKaUWqnhfTiUUv5u/rYQwJ1Kqa9odf9aYe1juo+Uqz3rHtN9sO6se9e/LYQF6w6w9jHeR8rVnnWP6T5Yd9a9698WwoJ1B1j7GO8j5WrPusd0HylXdwCAUiqlvgC0dvk5D8B7ALYB2Ang2q6XBTAUgARQC6AOQGX495cD2BS+7ssA8qLc3zoAvwawMXzdWeHfFwF4HcBHAKoBTA3/fkH4fmoBbAfQD8Co8HUzABwCcCr89xsAfAvA4wAKABwAkBa+nRwAXwBwArgIwDsAtgJwAZgQJec9AP4A4H8A/N/wfbrCj20bgLnhy1UDaArf/20A0gE8AuDD8GP5ntE1Zu1Ze9addWfd7Vl31t6+tWfdWXfW3T51Z+3tW3vW3Z51V0qlZMdUoNOT5TUADgD54b8NBLAffxspFnky3wHgZ+Hv08NPsIHhJ3hu+Pc/BvBv3TyZnwp/Px9AXfj73wD4Rfj7LwOoDX//JoB5nV5ojsiTOfy7bwF4vNPtn/0ZwBsAvhT+/gYAq8PfvwdgbPj72QDe7+bJvBVAdqcXQ1b4+7EAasLfLwTw107XuxnAz8PfZwKoAXCh0XVm7Vl71p11Z93tV3fW3r61Z91Zd9bdPnVn7e1be9bdnnVXSsGB1ONRSk2P/CCEcAK4XwgxH0AQQAmAwQCOd7rOhwCeDl/2daVUrRBiAYCLAVQJIYBQD+imbu7zTwCglJJCiHwhRCGACgDXh3//vhBigBCiAEAVgP8QQrwA4C9KqcPh24/FnxF6En8AYAmA3wkh8gDMBfByp9vJ7Ob6a5RSnvD3TgCPCyGmI9QAjOvmOpcDmCqE+Gr45wKEnvyfxxpaR6y9PWvPurPurPu5UrnuAGsP2LP2rDvrzrqfK5XrDrD2gD1rz7rbs+4p2THV1TIAgwBcopTyCSEOAMjqfIHwk3A+gKsBPC+EeARAA4D/p5T6Wgz3oaL8HO0ZqpRSDwoh3gJwFYBqIcTfAWiP8bGsAfCAEKIIwCUA3geQC6Cx8wu4B22dvr8NwAkA0xBaBL+7DALArUqpd2PMaCas/d/Yqfas+9+w7p2w7ilZd4C178xOtWfd/4Z174R1T8m6A6x9Z3aqPev+Nyld95TblS+KAgAnw0/kLwEY2fUCQoiR4cs8BeC/AJQiND9znhBiTPgyOUKI7noibwhfpgJAk1KqCaGhg8vCv18I4LRSqlkIcZFSaqdS6iGEhtJN6HJbLQgNPzyPUqoVwBYA/wehIXoBpVQzgM+FEP8Uvi8hhJgW4//LMaVUEMA3EBr2GO3+3wXw/XAPNIQQ44QQuTHcvhmw9t3/v6Ry7Vn37v9fWHfWPdXqDrD2Pf2/pHLtWffu/19Yd9Y91eoOsPY9/b+kcu1Z9+7/X1Kq7nYYMfUCgDeFEDUIzVXdG+UyCwH8SAjhA9AK4JtKqVMitKr+n4QQkeF0PwfwcZTrNwghNgLIB7A8/Lt7ADwjhPgIgBvAjeHf/zD8ogoA2A3gbYQWbIv4AMBPhBC1AB6Icl9/RmjxtoWdfrcMwO+FED9HaFjfiwB2RLluZ78D8Gr4RfAB/tYD+xEAvxBiB4BnEXrhjAKwTQghEFrM7R97uW2zYO2jS/Xas+7Rse6seyrWHWDtu5PqtWfdo2PdWfdUrDvA2ncn1WvPukeXcnWPLBxGCRJCrENoS8Yao7OQvlh7e2Ld7Yl1ty/W3p5Yd3ti3e2Ltbcn1t087DCVj4iIiIiIiIiITIgjpoiIiIiIiIiIyBAcMUVERERERERERIZgxxQRERERERERERmCHVNERERERERERGQIdkwREREREREREZEh2DFFRERERERERESGYMcUEREREREREREZ4v8DCVRCTpUEw4cAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sources = ['AGSO','JAMSTEC','JAMSTEC2','NGA2','NGA','NGDC','NOAA_geodas','SIO','US_multi']\n", + "scores_dir = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/all_sources_model/runtime_scores/\"\n", + "plot_PRCROC(sources,scores_dir,all_model=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/analysis/03_data_diversity/__init__.py b/analysis/03_data_diversity/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/analysis/03_data_diversity/feature-importance.ipynb b/analysis/03_data_diversity/feature-importance.ipynb new file mode 100644 index 0000000..28972d5 --- /dev/null +++ b/analysis/03_data_diversity/feature-importance.ipynb @@ -0,0 +1,206 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import sys\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import make_feature_list, remove_feature_from_list, get_models, plot_ftr_importance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Importance -- training data diversity\n", + "The models trained so far have been from a single source or a combination of only two sources. The results have not been great. By training a model from all data sources, we increase the diversity of inputs. This might sacrifice performance on a per-source basis, but the model is generalized, which is what we need in practice.\n", + "\n", + "The following models have 10 features removed (up through NDP30m). Boosting parameters are set to address overfitting:\n", + "\n", + " 1. extra_trees = true\n", + " 2. feature_fraction = 0.5\n", + " 3. bagging_fraction = 0.5\n", + " 4. bagging_freq = 10\n", + " 5. lambda_l2 = 1.0\n", + " 6. max_bin = 127\n", + " 7. min_data_in_leaf = 5000\n", + " 8. learning_rate = 0.05\n", + " 9. rounds = 500\n", + "\n", + "## US_multi + NGDC\n", + "This is the combination of two sources we've already seen a couple times." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m','NDP30m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/ngdc_usm_model\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7 sources\n", + "AGSO + JAMSTEC + NGA + NGDC + NOAA_geodas + SIO + US_multi\n", + "\n", + "Trained this model as a stepping stone because I was running out of memory trying to train a model from all sources. Used 70% of data from each source." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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R4Esbmp0PfA24yvaKlTzPMGBHqqkISBpOlViea/vC9o6x/aztRWX7UmB428OBwJJa0xW1/RW8+AvGgcAVtf6W277O9leAycB7BsA1RERERAR9lBxJ2hA4HTjFtoEPt9fO9p8lfRG4eiXPMxz4BvCw7VllvvP/AHNtf7+T414FPF5GVfeg+sXhSWBUk6c+APj30tc2wArb95W68cCfBsA1RERERAS9myCPlDQTGE71sN05QIcJXhvbP+qivzaX2z6+bJ8raQmwGlVyfUgp3xv4IDC7duwXbF8q6aPlfKcD7wU+JmkZsBg4rCSaXV5kGe0da/vuUjQKOLm8pm0Z1ds5JnXZUQuvISIiIiJepGpAN1aWpH2AD9j+aKtj6S07b/EaX3n8Ma0OIyIiIgao/rrUtKTptic0lmf+6Stk+0bgxlbH0ZuGb/iqfvsHOyIiIqKnZanpiIiIiIiaJMgRERERETVJkCMiIiIiajIHObq0dN79PPSDd7U6jIiIiAFvzDG/bnUI0YSMIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJ8iAg6deSpkuaI2lSKTta0r2SrpP0Y0mnlPINJf1K0h/KZ+/WRh8RERHRv+QtFoPDP9t+StJI4A+Sfgv8O7ArsBD4P+CO0vYk4ETbN0raHLgC2Laxw5JoTwLYdN2RfXAJEREREf1DEuTB4RhJ7y7bmwEfBH5n+ykASf8LvK7UvxXYTlLbsWtLWsv2wnqHtqcAUwB22ny0ezn+iIiIiH4jCfIAJ2k/qqR3L9vPS7oOuId2RoWLVUrbxX0SYERERMQAkznIA986wNMlOR4HvB5YA9hX0rqSVgXeU2t/JTC5bUfS+L4MNiIiIqK/S4I88F0OrCppFvA14BbgL8B/ArcCVwN3Ac+U9scAEyTNknQX8NG+DzkiIiKi/8oUiwHO9hLgwMZySdNsTykjyBdRjRxjez5waN9GGRERETFwJEEevE6Q9FZgdark+Ncr29GIjbbO2vERERExZCRBHqRsH9fqGCIiIiIGosxBjoiIiIioyQhydOm5J+7n1h8d3OowIiIiesSe/3pJq0OIfi4jyBERERERNUmQIyIiIiJqBkSCLGm5pJmS5ki6Q9KxktqNXdJZkp6XtFat7CRJlrRBQ39tn+NL+XWS7invCL5b0imSRtf6eUjS7HLMtJW8lh9J2lvS6yXdWvqaK+kESR+uxbS0dq5vSZoo6QlJt0u6T9IVkt5Q6/cESX+pHX/QysQXERERMdQNlDnIi22PB5C0EfBzqhXkvtJB+/uBQ4CflUR6f6rFM17WXzuOtD1N0gjgm8DFwL61+v3Lu4RX1p7Ax6kW73i/7TskDQO2sX0XcCZUyXj9XJImAhfYnlz29wculLS/7bml7xNtf/cVxBYREREx5A2IEeQ62/OAScBkSeqg2Xm8uBjGfsBNwLJunmcp8Dlgc0k7d9a2jDyfKOn6Mhq8u6QLy0jv12vttgXutb0c2Ah4rJxreUmOuxPftcAUqu+is9gmSvq1pN9IelDS5DICf7ukWySt153zRkRERAx2Ay5BBrD9AFXsG3XQ5D5gQ0nrAocD5zfUj2yYYtHuynIlkb0DGNdWBFwpabqkxsR0qe03AadTjTp/AtgBmChp/dLmQKqloQFOBO6RdJGkf5W0ehOX3mhGLTaofmmYJemMcu1tdgCOAPYAvgE8b3sX4GbgQytx3oiIiIhBa0AmyEVHo8dtLgQOo5rScEND3WLb42ufC5o8z962d6VKdD8h6U21uqnl52xgju3HyjLQDwCblbp3UBJk218FJlCtcncELybO3VGP7TRgK2A81cj092p119peaPsJ4BngN7VYx7TbsTRJ0jRJ0xYsWroSoUVEREQMTAMyQZa0JbAcmCfpzDIKfGlDs/OBrwFX2V6xkucZBuwIzAWw/Wj5OQ+4iGpEts2S8nNFbbttf1VJawCj2/oo/fzR9mnAW4CdayPNzdqlFtvjZarGCuDHHcTWGN8KOpiHbnuK7Qm2J4weNaKbYUVEREQMXAPlIb2/k7Qh1TSGU2wb+HB77Wz/WdIXgatX8jzDqaYjPGx7lqQ1gVVsLyzbbwe+2o0u9weurfX/D8Cl5RrGUiX8C7oR375U84/3L/ub2H6sVL8buLMbsUVEREREMVAS5JGSZgLDqR62Owf4flcH2f5RF/21udz28WX7XElLgNWokutDSvnGwEXlucBVgZ/b7s60iAOBX9b2PwicKOl5qms6ssx57syhkvYB1gAeBN5Te4PFtyWNp5on/RDwr92ILSIiIiIKVQOY0dskzQD2tP1Cq2Pprm23GO2zvrBPq8OIiIjoEVlqOtpImm57QmP5QBlBHvDKw30RERER0c8lQY4urbnh1vltOyIiIoaMAfkWi4iIiIiI3pIEOSIiIiKiJlMsokvPzL+Py/7noFaHERHxMgce3fgK/IiIVy4jyBERERERNUmQIyIiIiJqkiAPcpI+XZa5joiIiIgmJEEeBFTp6F5+mmrlvYiIiIhoQhLkAUrSGElzJZ0KzAD+R9I0SXMk/UdpcwywKXCtpGtL2dsl3SxphqT/lTSqdVcRERER0f8kQR7YtgF+ansX4LNlqcSdgH0l7WT7B8CjwP6295e0AfAl4K1lZb9pwLHtdSxpUkm4pz27cGnfXE1EREREP5DXvA1sf7J9S9l+v6RJVPd0E2A7YFZD+9eX8pskAYwAbm6vY9tTgCkAY8es454PPSIiIqJ/SoI8sD0HIOm1wHHA7raflnQWsHo77QVcZfvwvgsxIiIiYmDJFIvBYW2qZPkZSRsDB9bqFgJrle1bgL0lbQ0gaQ1Jr+vTSCMiIiL6uYwgDwK275B0OzAHeAC4qVY9BbhM0mNlHvJE4DxJq5X6LwH39mnAEREREf1YEuQByvZDwA61/YkdtDsZOLm2/3/A7r0cXkRERMSAlSkWERERERE1GUGOLq2zwVgOPPrSVocRERER0ScyghwRERERUZMEOSIiIiKiJlMsoktPPXkf5571jlaHERGDzJETr2h1CBER7coIckRERERETRLkiIiIiIiaJMhDmKQxku5sdRwRERER/UkS5IiIiIiImjykNwhIWhP4BfAaYBjwNeB+4PvAKGA+MNH2Y5J2A84AngdubE3EEREREf1XRpAHhwOAR23vbHsH4HKq5aXfa7stIf5GaXsmcIztvTrrUNIkSdMkTXt24dLejD0iIiKiX8kI8uAwG/iupP8CLgGeBnYArpIE1ajyY5LWAUbb/l057hzgwPY6tD0FmAKw5WvXce+GHxEREdF/JEEeBGzfW6ZOHAR8E7gKmNM4SixpNJBkNyIiIqITmWIxCEjaFHje9s+A7wJ7AhtK2qvUD5e0ve0FwDOS9imHHtmSgCMiIiL6sYwgDw47At+RtAJ4AfgYsAz4QZlWsSrw38Ac4MPAGZKeB7KMVURERESDJMiDgO0raD/ZfVM7bacDO9eKTuilsCIiIiIGpEyxiIiIiIioyQhydGm99cdy5MTMxoiIiIihISPIERERERE1SZAjIiIiImoyxSK6NO+p+zjlZ+9odRgR0QcmfyDTqSIiMoIcEREREVGTBDkiIiIioiYJ8gAkaYykOxvKJkj6QTf7OUHScT0bXURERMTAljnIg4TtacC0VscRERERMdBlBHmAk7SlpNsl/ZukS0rZCZLOkHSdpAckHVNr/0VJ90i6GtimZYFHRERE9FMZQR7AJG0DnA98GBgN7FurHgfsD6wF3CPpNGAn4DBgF6p7PwOY3kHfk4BJAOuuv3rvXEBEREREP5QR5IFrQ+Bi4AO2Z7ZT/1vbS2zPB+YBGwNvBC6y/bztZ4GpHXVue4rtCbYnjFp7RC+EHxEREdE/JUEeuJ4BHgb27qB+SW17OS/+a4F7M6iIiIiIgS4J8sC1FHgX8CFJRzR5zPXAuyWNlLQW8I+9FVxERETEQJUEeQCz/RxwMPAZYJ0m2s8ALgBmAr8CbujN+CIiIiIGojykNwDZfgjYoWwvAHYvVReXshMa2u9Q2/4G8I0+CDMiIiJiQEqCHF3aaL2xTP7AFa0OIyIiIqJPZIpFRERERERNEuSIiIiIiJokyBERERERNZmDHF169On7+PdfHNDqMCJa6mvvv7zVIURERB/JCHJERERERE0S5IiIiIiImiTIPUiSJZ1T219V0hOSLin7E8v+zNpnO0ljJC2WdLukuZJuk3RUrZ8jJc0qn99L2rmD858l6cFa3+N7/aIjIiIiBpnMQe5ZzwE7SBppezHwNuAvDW0usD25XiBpDPBH27uU/S2BCyWtYvtM4EFgX9tPSzoQmALs2UEM/2b7lz13SRERERFDS0aQe95lwD+U7cOB87rbge0HgGOBY8r+720/XapvAV7Tnf4knSDpbElXSnpI0j9J+rak2ZIulzS8uzFGREREDFZJkHve+cBhklYHdgJubag/tGGKxcgO+pkBjGun/GiqJLwj3yhTMU6UtFqtfCuqxP0Q4GfAtbZ3BBbzYkL/d5ImSZomadpzzy7t5HQRERERg0sS5B5mexYwhmr0+NJ2mlxge3zts7iDrvSyAml/qgT58x0c8/+okurdgfUa2l1m+wVgNjAMaHtn1ewSb+N1TLE9wfaENdce0cHpIiIiIgafJMi9YyrwXVZiekXNLsDcth1JOwE/AQ6x/WR7B9h+zJUlwJnAHrXqJaXNCuAF2y7lK8hc9IiIiIi/S2LUO84AnrE9W9J+3T24PLT3XeDksr85cCHwQdv3dnLcJrYfkyTgXcCd3Y48IiIiYohLgtwLbD8CnNRB9aGS9qntfxx4FNhK0u3A6sBC4OTyBguALwPrA6dWuS/LbE8AkHQp8C+2HwXOlbQh1fSMmcBHe/TCIiIiIoYAvfgv7RHt23SrdXz0N/dqdRgRLZWlpiMiBh9J09sGHesyghxd2nTdsUkOIiIiYsjIQ3oRERERETVJkCMiIiIiajLFIrp034L7OXDqO1sdRkSfuOydU1sdQkREtFhGkCMiIiIiapIgR0RERETUZIrFICFpY+BE4PXA08BS4Nu2Lyr16wPXlOavApYDT5T9PWwv7duIIyIiIvqnJMiDQFk579fA2baPKGVbAH+fOFyWpx5f6k4AFtn+bl/HGhEREdHfJUEeHN4MLLV9eluB7T9RlqqOiIiIiOZlDvLgsD0wo70KSZuW5agjIiIiogkZQR6EJP0Q2IdqVHl34KCV6GMSMAlg9Q1H9myAEREREf1YRpAHhznArm07tj8BvAXYcGU7tD3F9gTbE0asPaIHQoyIiIgYGJIgDw7/B6wu6WO1sjVaFUxERETEQJYEeRCwbeBdwL6SHpR0G3A28PnMQY6IiIjonsxBHiRsPwYc1kH1QQ1tT+j1gCIiIiIGqIwgR0RERETUZAQ5ujR29NZc9s6prQ4jIiIiok9kBDkiIiIioiYJckRERERETaZYRJfuW/AoB130lVaHEUPcpe/+j1aHEBERQ0RGkCMiIiIiapIgR0RERETUtCRBlrRc0kxJcyTdIelYSe3GIuksSc9LWqtWdpIkS9qgob+2z/Gl/DpJ90iaJeluSadIGl3r5wxJ8yTd2XDO9SRdJem+8nPdlbjGvST9WNIaks6VNFvSnZJulLRFLda/SvpLbX9EZ9+PpPUlXStpkaRTGs65WznP/ZJ+IEndjTsiIiJiqGvVCPJi2+Ntbw+8jWohi84mud4PHAJQEsX9gb+001/b51u1uiNt7wTsBCwBLq7VnQUc0M75jgeusT0WuKbsd9cBwOXAp4DHbe9oewfgaOCvbbECpwMn1mJfSuffz9+AfweOa+ecpwGTgLHl0961RUREREQnWj7FwvY8qqRucicjnucBh5bt/YCbgGXdPM9S4HPA5pJ2LmXXA0+10/wQqqWaKT/fBSBpoqRfS/pNWdJ5chndvV3SLZLWq/XxFuBqYBNqybzte2wv6UbcL/l+bD9n+0aqRPnvJG0CrG375rL09E9rcZ8l6bQy8vyApH3L6PlcSWc1G0tERETEUNDyBBnA9gNUsWzUQZP7gA3LVIfDgfMb6kc2TLE49OVdgO3lwB3AuC5C2rgs3dy2hHM9rh2AI4A9gG8Az9veBbgZ+BBAmfrxgu1ngDOAz0u6WdLXJY3t4tztxd3V9wPwauCR2v4jpazNusCbgc8AvwFOBLYHdpQ0vrEzSZMkTZM0bemzz3c35IiIiIgBq18kyEVX82UvBA4D9gRuaKhrnGJxwSs4T1eutb3Q9hPAM1TJJsBsYEzZfjtwJYDtmcCWwHeA9YA/SNp2Jc7bVdzt1bu2/ZsysjybasrHbNsrgDm1uF880J5ie4LtCSPWXmMlwo2IiIgYmPrFe5AlbQksB+ZJOhPYBXjU9kG1ZucDM4Czba9YmefPJA0DdgTmdtH0cUmb2H6sTF2YV6urT49YUdtfwYvf54HA99sa2V5EleBfKGkF1ZzirmKox/3376eTZo8Ar6ntvwZ4tJ246zE3xh0REREx5LV8BFnShlQPqp3iyofLKHA9Ocb2n4EvAqeu5HmGA98EHrY9q4vmU4GjyvZRvPTBvq7OI6oHAmeW/b3b3oIhaQSwHfCnbvT3ku+no3ZlKshCSa8vMXyoO3FHRERERKVVI4cjJc0EhlM9bHcOtRHXjtj+URf9tbncdtubJ86VtARYjeqhuUPaGkk6j+qhvw0kPQJ8xfb/AN8CfiHpaODPwPuavzR2A26vJbNbAaeVpHUV4LfAr7roo9PvR9JDwNrACEnvAt5u+y7gY1Rv5hgJXFY+EREREdEN6mRQMlaCpC8B99tufJBwwFpn602993c+0uowYojLUtMREdHTJE23PaGxPHNPe5jtr7c6hoiIiIhYeUmQo0tjR2+a0buIiIgYMlr+kF5ERERERH+SBDkiIiIioiZTLKJL9y2Yxz9c+INWhxGvwG//6ZhWhxARETFgZAQ5IiIiIqImCXJERERERE0S5H5I0gmSjmt1HBERERFDURLkHqJKvs+IiIiIAS4J3SsgaYykuZJOBWYA/yPpTkmzJR1a2uwn6ZLaMadImli2D5J0t6QbJf2g3g7YTtJ1kh6QdEzD+X4saY6kKyWNLHVbSbpc0nRJN0gaV8rfV2K6Q9L1pWx7SbdJmilplqSxffF9RURERAwETSfIkkZK2qY3gxmgtgF+CnwdeA2wM/BW4DuSNunoIEmrAz8CDrS9D7BhQ5NxwDuAPYCvSBpeyscCP7S9PbAAeE8pnwJ80vZuwHHAqaX8y8A7bO8MvLOUfRQ4yfZ4YALwSDvxTZI0TdK0pc8sauZ7iIiIiBgUmkqQJf0jMBO4vOyPlzS1F+MaSP5k+xZgH+A828ttPw78Dti9k+PGAQ/YfrDsn9dQ/1vbS2zPB+YBG5fyB23PLNvTgTGSRgFvAP5X0kyqxLstOb8JOEvSR4Bhpexm4AuSPg9sYXtxY3C2p9ieYHvCiHVGNfE1RERERAwOzY4gn0A1krkAoCRoY3ojoAHoufJTHdQv46Xf8+pdtG+zpLa9nBffWd1e+SrAAtvja59tAWx/FPgSsBkwU9L6tn9ONZq8GLhC0pu7iCUiIiJiyGg2QV5m+5lejWTgux44VNIwSRsCbwJuA/5ENZ94NUnrAG8p7e8GtpQ0puwfurIntv0s8KCk98HfHxjcuWxvZftW218G5gObSdqSavT6B8BUYKeVPXdERETEYNPsSnp3SjoCGFYe6DoG+H3vhTUgXQTsBdwBGPic7b8CSPoFMAu4D7gdwPZiSR8HLpc0nyqZfiWOBE6T9CVgOHB+ieU75Z4JuKaUHQ98QNILwF+Br77Cc0dEREQMGrLddSNpDeCLwNtL0RXA123/rRdjG/QkjbK9SJKAHwL32T6x1XE1Wmfrzb3Pt/Na5oEsS01HRES8nKTptic0lnc5gixpGDDV9lupkuToOR+RdBQwgmpk+UctjiciIiJiyGt2BHkq8MHMQx6aJkyY4GnTprU6jIiIiIgetdIjyMXfgNmSruLFtzZgO/9uGxERERGDSrMJ8m/LJyIiIiJiUGsqQbZ9dm8HEv3X/U8/ycG/OqvVYQx5l7xnYqtDiIiIGBKaSpAlPUj16rKXsL1lj0cUEREREdFCzU6xqE9eXh14H7Bez4cTEREREdFaTa2kZ/vJ2ucvtv8byPLEA5yk/SRd0uo4IiIiIvqTZqdY7FrbXYVqRHmtXokoXjFJw2wvb3UcEREREQNRs1MsvlfbXgY8CLy/58OJrkgaA1wO3ArsAtwLfAi4CziDarXDUyQ9BfwHsBrwR+DDZdW+A4D/BuYDM/o6/oiIiIj+rtkE+WjbD9QLJL22F+KJ5mxDdU9uknQG8PFS/jfb+0jaALgQeKvt5yR9HjhW0reBH1NNj7kfuKCjE0iaBEwCGLnB+r14KRERERH9S1NzkIFfNlkWfeNh2zeV7Z8B+5TttoT39cB2wE2SZgJHAVsA44AHbd/nagnFn3V0AttTbE+wPWHE2plNExEREUNHpyPIksYB2wPrSPqnWtXaVG+ziNZofOVe237bKocCrrJ9eL2RpPHtHBsRERERNV2NIG8DHAyMBv6x9tkV+EivRhad2VzSXmX7cODGhvpbgL0lbQ0gaQ1JrwPuBl4raavasRERERFR0+kIsu2LgYsl7WX75j6KKbo2FzhK0o+A+4DTgE+2Vdp+QtJE4DxJq5XiL9m+t8wt/q2k+VSJ9Q59G3pERERE/9bsQ3q3S/oE1XSLv0+tsP3PvRJVdGWF7Y82lI2p79j+P2D3xgNtX041FzkiIiIi2tFsgnwO1T/PvwP4KnAk1ShmDAFbr7s+l7xnYqvDiIiIiOgTzb7FYmvb/w48Z/ts4B+AHXsvrOiI7YdsZ1pERERERC9pNkF+ofxcIGkHYB0a/kk/IiIiImIwaHaKxRRJ6wL/DkwFRgFf7rWoIiIiIiJaRNV6EREdG73VVt7nv77V6jAGpEve+75WhxAREREdkDTd9oTG8qamWEjaWNL/SLqs7G8n6eieDjIiIiIiotWanYN8FnAFsGnZvxf4dC/EExERERHRUs0myBvY/gWwAsD2MmB5r0U1CEj6oqQ5kmZJminp2vLzfknPlO2Zkt4g6TpJ95S2d0s6RdLo0s9m5di5pb9PdXC+/Rr6zRzxiIiIiJXQ7EN6z0laHzCApNcDz/RaVANcWQb6YGBX20skbQCMsP2opP2A42wfXGsPcKTtaZJGAN8ELgb2BZYBn7U9Q9JawHRJV9m+q51T31DvNyIiIiK6r9kR5GOp3l6xlaSbgJ9SW9o4XmYTYL7tJQC259t+tJkDbS8FPgdsLmln24/ZnlHqFlIt0PLqZgORNKaMSv9E0p2SzpX0Vkk3SbpP0h7dvrqIiIiIQazTBFnS5gAlQdsXeAPwr8D2tmf1fngD1pXAZpLulXSqpH27c7Dt5cAdNCwJLWkMsAtwaweH7iXpDkmXSdq+Vr41cBKwU+nzCGAf4DjgC+11JGmSpGmSpi199tnuhB8RERExoHU1gvzr2vYFtufYvtP2Cx0dEGB7EbAbMAl4ArhA0sRudqOX7EijgF8Bn7bdXsY6A9jC9s7Aybz03j1oe7btFcAc4BpX7/ebTQcLvtieYnuC7Qkj1l67m6FHREREDFxdJcj1JG3L3gxksLG93PZ1tr8CTAbe0+yxkoZRLeU9t+wPp0qOz7V9YQfne7Yk5ti+FBhe5j4DLKk1XVHbX0Hz89AjIiIihoSuEmR3sB2dkLSNpLG1ovHAn5o8djjVQ3oP256l6gm+/wHm2v5+J8e9qrSlzCteBXhyJS8hIiIiYsjqavRwZ0nPUo0kjyzblH3bzr+9t28UcHJ5Vdsy4H6q6RadOVfSEmA14GrgkFK+N/BBYLakmaXsC7YvlfRRANunA+8FPiZpGbAYOMy2S84cEREREU3KUtPRpSw1vfKy1HRERET/1dFS05l/Gl3aet11k+hFRETEkNHse5AjIiIiIoaEJMgRERERETWZYhFduv/pZznkl5e3OoyWu/i9B7Q6hIiIiOgDGUGOiIiIiKhJghwRERERUZMEOSIiIiKiZlAnyJL2k3RJN4+5TtLL3ofXSftNJF0iaU1JT0pap6H+15LeX7YPkHSbpLslzZR0gaTNa22PLXWzJd0h6ftlZb3OYr2n9DVT0kbdvNarJa3bnWMiIiIiBrsBmSBLGtbqGGqOBX5s+zngSuBdbRUlWd4HuETSDsDJwFG2x9keD5wLjCltPwq8HXi97R2B3YF5wMguzn+k7fHlM6+bsZ8DfLybx0REREQMav0uQZY0poyini1plqRfSlpD0kOSvizpRuB9kt4u6WZJMyT9r6RR5fgDyvE3Av/UyXm+LOkPku6UNEUvXZP5A5J+X+r2KO33rY3U3i5prdL2PUDbKx7OAw6r9fNu4HLbzwOfB/7T9ty2SttTbV9fdr8IfMz2glK31Pa3bD9LN0k6S9Jpkq6V9ECJ/QxJcyWdVWs6FTi8u/1HREREDGb9LkEutgGm2N4JeJYXRzn/Znsf4GrgS8Bbbe8KTAOOlbQ68GPgH4E3Aq/q5Byn2N7d9g5Uo7QH1+rWtP2Gct4zStlxwCfKyO8bgcWSXgs8bXtJaXM5sJuk9cv+YVRJM8D2wIz2AinJ9ijbD3b2pXTgzJK0/3tDkr8u8GbgM8BvgBNLDDtKGg9g+2lgtVq89ZgmSZomadrSZ59ZibAiIiIiBqb+miA/bPumsv0zqmkKABeUn68HtgNukjQTOArYAhgHPGj7Ptsux3Zkf0m3SppNlUhuX6s7D6CM7q4taTRwE/B9SccAo20vAzYBnmg7yPZSqlHZ90raABhPNe3iJSStX5LaeyUdBwhwrf4dpf4hSW/o5BqOLNMx3lg+H6zV/aZ8B7OBx23Ptr0CmEOZ1lHMAzZt7Nj2FNsTbE8YsfY6jdURERERg1Z/TZDdwf5z5aeAq2pzb7ezfXQHx1YHSFeUpPMnZaT5VOC9JcH8MbB6Z+e3/S3gX6hGm2+RNA5Y3HAcvDjN4r3AxbZfKOVzgF1LZ0+WkegpVCPHzwLPlRFpbF9R6u8ERrR3PaXdX8rPhcDPgT1q1W2j2itq22379QViVi/XERERERH03wR5c0l7le3DgRsb6m8B9pa0NUCZo/w64G7gtZK2qh0LgO13lGT6X3gxqZ1f5i6/t6H/Q0u/+wDP2H5G0lZlFPa/qKZ0jAPu5aWjsQDXAmOBT/Di9AqAbwNflLRtrWyN2vY3gdPKaDVlukRj8v13klYto9SUN10cTJVQN62c41XAQ905LiIiImIw668J8lzgKEmzgPWA0+qVtp8AJgLnlTa3AONs/w2YBPy2PKT3p/Y6Lw/C/Zhq+sGvgT80NHla0u+B04G2kelPl4f27qAacb2svLnij22Jeul7BfArYH3g+lr5bOBTwE/LQ4Q3AdtSjfxSrvFq4NZyTTcBt5dPe1YDrihtZwJ/KdfUHbsBt5TpIhEREREBqJqm2n9IGgNcUh6e6/ckvRvYzfaXWh1Ld0k6CZhq+5rO2o3e6nXe979+0EdR9V8Xv/eAVocQERERPUjSdNsvW/9i1fYaR/NsX9TeWyAGiDu7So4Btl537SSHERERMWT0uwTZ9kPAgBg9bmP7J73Zv6RbqaZU1H2wTNtYaba7OyUjIiIiYtDrdwlyvJztPVsdQ0RERMRQkQQ5uvTHp5/jn351c6vD6DUXvmevrhtFRETEkNFf32IREREREdESSZAjIiIiImqSIA8Akk4oS1J397jxkg56pf1EREREDCVJkAe38cBBXTWKiIiIiBclQe6nJH1R0j2Srga2KWVbSbpc0nRJN0gaV8rPknR6KbtX0sGSRgBfBQ6VNFPSoaXr7SRdJ+kBSce05uoiIiIi+q+8xaIfkrQbcBiwC9U9mgFMB6YAH7V9n6Q9gVOBN5fDxgD7AlsB1wJbA18GJtieXPo9ARgH7A+sBdwj6TTbL7QTwySqZbsZucHGvXKdEREREf1REuT+6Y3ARbafB5A0FVgdeAPwv5La2tUXD/mF7RXAfZIeoEqE2/Nb20uAJZLmARsDjzQ2sj2FKiFn3a227V/rkUdERET0oiTI/VdjUroKsMD2+Cbbd5TULqltLyd/BiIiIiJeInOQ+6frgXdLGilpLeAfgeeBByW9D0CVnWvHvE/SKpK2ArYE7gEWUk2liIiIiIgmJUHuh2zPAC4AZgK/Am4oVUcCR0u6A5gDHFI77B7gd8BlVPOU/0Y1F3m7hof0IiIiIqIT+ef1fsr2N4BvtFN1QAeH3GT7Mw19PAXs3sk5dlj5CCMiIiIGp4wgR0RERETUZAR5ELA9sTf732rdNbnwPXv15ikiIiIi+o2MIEdERERE1CRBjoiIiIioyRSL6NIDC5Zw6IUPtDqMl7ngn7ZsdQgRERExCGUEOSIiIiKiJglyRERERERNpli0kKQvAkdQLfm8AngaWBcYBWwIPFiafhz4T2ATqqWiRwBXA1+yvaD09RDVynnLgWW2J/TVdUREREQMJkmQW0TSXsDBwK62l0jaABhh+1FJ+wHH2T641h7gSNvTJI0AvglcDOxb63Z/2/P76hoiIiIiBqNMsWidTYD5tpcA2J5v+9FmDrS9FPgcsLmknTtrK+k6SSdKul7SXEm7S7pQ0n2Svv6KryIiIiJikEmC3DpXAptJulfSqZL27fKIGtvLgTuAcW1FwJWSpkua1NB8qe03AadTjTp/AtgBmChp/fb6lzRJ0jRJ05Y881R3QouIiIgY0JIgt4jtRcBuwCTgCeACSRO72Y1q23vb3hU4EPiEpDfV6qaWn7OBObYfKyPXDwCbdRDfFNsTbE9YbZ31uhlWRERExMCVBLmFbC+3fZ3trwCTgfc0e6ykYcCOwNzS16Pl5zzgImCPWvMl5eeK2nbbfuahR0RERNQkQW4RSdtIGlsrGg/8qcljh1M9pPew7VmS1pS0VqlbE3g7cGcPhxwRERExJGT0sHVGASdLGg0sA+6nmm7RmXMlLQFWo3rN2yGlfGPgovKmi1WBn9u+vDeCjoiIiBjskiC3iO3pwBs6qLsOuK6hbL9O+noAaPdtFvXjGvvtrM+IiIiIoSpTLCIiIiIiajKCHF3acvRqXPBPW7Y6jIiIiIg+kRHkiIiIiIiaJMgRERERETWZYhFdmrfgBU666K+tDuPvPvXuV7U6hIiIiBjEMoIcEREREVGTBDkiIiIioiYJch+TZEnn1PZXlfSEpEvK/sSyP7P22U7SGEmLJd0uaa6k2yQdVetnP0nP1I75ciuuLyIiImKgyxzkvvccsIOkkbYXA28D/tLQ5gLbk+sFksYAf7S9S9nfErhQ0iq2zyzNbrB9cO+GHxERETG4ZQS5NS4D/qFsHw6c190Oyup5xwLHdNaujDzfLeknku6UdK6kt0q6SdJ9kvbodvQRERERg1gS5NY4HzhM0urATsCtDfWHNkyxGNlBPzOAcbX9vSTdIekySdvXyrcGTirnGgccAewDHAd8ob2OJU2SNE3StEXPPtntC4yIiIgYqDLFogVszypTJg4HLm2nSXtTLNrrql44A9jC9iJJBwG/BsaWugdtzy79zAGusW1Js4ExHcQ4BZgCsPnWO7u5K4uIiIgY+DKC3DpTge+yEtMranYB5gLYftb2orJ9KTBc0gal3ZLaMStq+yvIL0kRERERL5HkqHXOAJ6xPVvSft09uIxAfxc4uey/Cni8jAzvQfXLz5PAqJ4KOCIiImIoSILcIrYfoZoX3J5DJe1T2/848CiwlaTbgdWBhcDJtTdYvBf4mKRlwGLgsJIs984FRERERAxSsjO9NDq3+dY7+7PfuaLVYfxdlpqOiIiIniBpuu0JjeUZQY4ubTR6eJLSiIiIGDLykF5ERERERE0S5IiIiIiImiTIERERERE1mYMcXVrw9DIu/t/5LTv/Ie/boOtGERERET0kI8gRERERETVJkCMiIiIiajLFog9I+iJwBLCcannnp4F1qVa52xB4sDT9OPCfwCZUy0GPAK4GvmR7gaTVgeuB1aju3S9tf6WcYz3gAmAM8BDwfttP98HlRURERAwqGUHuZZL2Ag4GdrW9E/BW4Ejb44F/AW6wPb58fl8OO7K03YkqUb64lC8B3mx7Z2A8cICk15e644FrbI8Frin7EREREdFNGUHufZsA820vAbDd9NNutpdK+hxwv6Sdbd8BLCrVw8unbSnEQ4D9yvbZwHXA5yVNBN4FDAN2AL5HNTL9QaqE+yDbT63ktUVEREQMOhlB7n1XAptJulfSqZL27c7BtpcDdwDjACQNkzQTmAdcZfvW0nRj24+VYx4DNqp1swPVFI89gG8Az9veBbgZ+FB755U0SdI0SdOeffbJ7oQcERERMaAlQe5lthcBuwGTgCeAC8qobneo1t/yMj3jNcAeknZo4vhrbS+0/QTwDPCbUj6bas5ye3FPsT3B9oS1116/m+FGREREDFxJkPtASWqvKw/UTQbe0+yxkoYBOwJzG/pcQDWN4oBS9LikTcoxm1CNMLdZUtteUdtfQabZRERERLxEEuReJmkbSWNrReOBPzV57HDgm8DDtmdJ2lDS6FI3kuqBv7tL86nAUWX7KF58sC8iIiIiuiGjh71vFHBySWyXAfdTTbfozLmSllC9zu1qqgfwoHrg7+wyqrwK8Avbl5S6bwG/kHQ08GfgfT16FRERERFDhGx33SqGtK23Gu/vfevqlp0/S01HREREb5A03faExvKMIEeXRq+7apLUiIiIGDIyBzkiIiIioiYJckRERERETaZYRJeee3IZN5/9RJ+fd6+jNuzzc0ZERERkBDkiIiIioiYJckRERERETaZY9AFJXwSOAJZTrV73NLAu1TuSNwQeLE0/Dvwn1fuOlwAjqN6D/KWych6SzgAOBubZ3qF2jvWAC6iWjn4IeL/tp3v3yiIiIiIGn4wg9zJJe1EltLva3olq9bsjbY8H/gW4wfb48vl9OezI0nYnqkS5vireWby4vHTd8cA1tscC15T9iIiIiOimJMi9bxNgvu0lALbn2360mQNtLwU+B2wuaedSdj3wVDvNDwHOLttnA+8CkDRR0q8l/UbSg5ImSzpW0u2SbikjzxERERFRJEHufVcCm0m6V9KpkvbtzsG2lwN3AOO6aLqx7cfKMY8BG9XqdqCa4rEH8A3gedu7ADcDH+pOPBERERGDXRLkXmZ7EbAbMAl4ArhA0sRudqNXGMa1thfafgJ4BvhNKZ9NNWf55SeUJkmaJmna0wuffIWnj4iIiBg4kiD3AdvLbV9n+yvAZOA9zR4raRiwIzC3i6aPS9qkHLMJMK9Wt6S2vaK2v4IOHtS0PcX2BNsT1l1r/WbDjYiIiBjwkiD3MknbSBpbKxoP/KnJY4cD3wQetj2ri+ZTgaPK9lG89MG+iIiIiGhSEuTeNwo4W9JdkmYB2wEndHHMuaXtncCaVA/gASDpPKq5w9tIekTS0aXqW8DbJN0HvK3sR0REREQ3yXarY4h+btvXjvcZJ1zV5+fNUtMRERHRmyRNtz2hsTwjyBERERERNVlJL7q05vqrZjQ3IiIihoyMIEdERERE1CRBjoiIiIioyRSL6NKSeS9w/8mP92ifW39y4x7tLyIiIqKnZAQ5IiIiIqImCXJERERERE0S5F4iyZLOqe2vKukJSZeU/Yllf2bts52kMZIWS7pd0lxJt0k6qtbPIZJmlfbTJO1TqztA0j2S7pd0fN9ecURERMTgkDnIvec5YAdJI20vplrd7i8NbS6wPbleIGkM8Efbu5T9LYELJa1i+0zgGmCqbUvaCfgFME7SMOCH5TyPAH+QNNX2Xb14jRERERGDTkaQe9dlwD+U7cOB87rbge0HgGOBY8r+Ir+4/OGaQNv2HsD9th+wvRQ4n7JEtaTrJJ0o6foyKr27pAsl3Sfp6yt9dRERERGDUBLk3nU+cJik1YGdgFsb6g9tmGIxsoN+ZgDj2nYkvVvS3cBvgX8uxa8GHq4d80gpa7PU9puA04GLgU8AOwATJa3feEJJk8oUjmlPLXqq2euNiIiIGPCSIPci27OAMVSjx5e20+QC2+Nrn8UddKWGfi+yPQ54F/C19tq0Na1tTy0/ZwNzbD9mewnwALBZO7FPsT3B9oT1Rq3XQVgRERERg0/mIPe+qcB3gf2Al43UNmkXYG5joe3rJW0laQOqEeN6ovsa4NHa/pLyc0Vtu20/fw4iIiIiiiRGve8M4BnbsyXt192Dy0N73wVOLvtbUz3EZ0m7AiOAJ4EFwFhJr6V6GPAw4IgeiD8iIiJiSEmC3MtsPwKc1EH1ofXXtAEfpxr13UrS7cDqwELg5PIGC4D3AB+S9AKwGDi0PLS3TNJk4ApgGHCG7Tk9f0URERERg5tefCFCRPt23HxnX/RvV/Zon1lqOiIiIlpN0nTbExrL85BeRERERERNplhEl1bbaHhGfCMiImLIyAhyRERERERNEuSIiIiIiJpMsYguvfD4Ev76vftW+vhXfXZsD0YTERER0bsyghwRERERUZMEOSIiIiKiJgnyACPpOknvaCj7tKRTJY2VdImkP0qaLulaSW+qtTtA0m2S7pY0U9IFkjbv+6uIiIiI6L+SIA8851EtI113WCn/LTDF9la2dwM+CWwJIGkHquWqj7I9zvZ44FxgTB/FHRERETEg5CG9geeXwNclrWZ7iaQxwKbA64CbbU9ta2j7TuDOsvt54D9tz63VTyUiIiIiXiIjyAOM7SeB24ADStFhwAXA9sCMTg7tqv4lJE2SNE3StCefe2plw42IiIgYcJIgD0z1aRZt0yteQtJFku6UdGE7deuXOcj3SjquvRPYnmJ7gu0J66+5Xo8GHxEREdGfJUEemH4NvEXSrsBI2zOAOcCubQ1svxuYCLRlt3+vt/1kmYM8BRjVZ1FHREREDABJkAcg24uA64AzeHH0+OfA3pLeWWu6Rm3728AXJW3bQX1EREREkIf0BrLzgAspUy1sL5Z0MPB9Sf8NPA4sBL5e6mdL+hTwU0lrAU8Cfwa+0oLYIyIiIvqtJMgDlO2LADWU3Q0c1Mkxv6V6FVxEREREdCBTLCIiIiIiajKCHF0avvFqvOqzY1sdRkRERESfyAhyRERERERNEuSIiIiIiJpMsYguvTDvOR4/6ZaVOnbjT72+h6OJiIiI6F0ZQY6IiIiIqEmCHBERERFRkwS5l0iypHNq+6tKekLSJWV/YtmfWftsJ2mMpMWSbpc0V9Jtko6q9TNO0s2Slkg6ruGcB0i6R9L9ko7vu6uNiIiIGDwyB7n3PAfsIGmk7cXA24C/NLS5wPbkeoGkMcAfbe9S9rcELpS0iu0zgaeAY4B3NRw3DPhhOc8jwB8kTbV9V49fWURERMQglhHk3nUZ8A9l+3Cq5aG7xfYDwLFUSTG259n+A/BCQ9M9gPttP2B7KXA+cAiApOsknSjp+jIqvbukCyXdJ+nrK3dpEREREYNTEuTedT5wmKTVgZ2AWxvqD22YYjGyg35mAOO6ONergYdr+4+UsjZLbb8JOB24GPgEsAMwUdL6jZ1JmiRpmqRpTy1a0MWpIyIiIgaPJMi9yPYsYAzV6PGl7TS5wPb42mdxB12pidO118a17anl52xgju3HbC8BHgA2ayf2KbYn2J6w3qjRTZw+IiIiYnDIHOTeNxX4LrAf8LKR2ibtAsztos0jvDTRfQ3waG1/Sfm5orbdtp8/BxERERFFEqPedwbwjO3Zkvbr7sHlob3vAid30fQPwFhJr6V6GPAw4Ijuni8iIiJiqEuC3MtsPwKc1EH1oZL2qe1/nGrUdytJtwOrAwuBk8sbLJD0KmAasDawQtKnge1sPytpMnAFMAw4w/ac3rimiIiIiMFMtrtuFUPazptv6ys/e+ZKHZulpiMiIqK/kjTd9oTG8owgR5eGb7RmEt2IiIgYMvIWi4iIiIiImiTIERERERE1SZAjIiIiImoyBzm6tGzeM8w75bJuHbPR5AN7KZqIiIiI3pUR5IiIiIiImiTIERERERE1LUmQJS2XNFPSHEl3SDpWUruxSDpL0vOS1qqVnSTJkjZo6K/tc3wpv07SPZJmSbpb0imSRpe61SXdVs4/R9J/1PpfT9JVku4rP9ddiWvcS9KPJa0h6VxJsyXdKelGSVvUYv2rpL/U9kd09v1I2qPW9g5J766dc7dynvsl/UCSuht3RERExFDXqjnIi22PB5C0EfBzYB3gKx20vx84BPhZSRT3p1pO+WX9teNI29MkjQC+CVwM7AssAd5se5Gk4cCNki6zfQtwPHCN7W+VZPt44PPdvMYDgMuBTwGP296xXO82wF9r138CsMj2d9sOlNTZ93MnMMH2MkmbAHdI+o3tZcBpwCTgFuDSEkP3Jg9HREREDHEtn2Jhex5VUje5kxHP84BDy/Z+wE3Asm6eZynwOWBzSTu7sqhUDy+ftmUFDwHOLttnA+8CkDRR0q8l/UbSg5Iml9Hd2yXdImm92infAlwNbEItmbd9j+0l3Yj7Jd+P7edLMgzVUtQusW0CrG37ZlfLI/60FvdZkk6TdK2kByTtK+kMSXMlndVsLBERERFDQcsTZADbD1DFslEHTe4DNixTHQ4Hzm+oH9kwxeLQl3cBtpcDdwDjACQNkzQTmAdcZfvW0nRj24+VYx5riGsH4AhgD+AbwPO2dwFuBj5U+t0AeMH2M8AZwOcl3Szp65LGNvetvCTul3w/kvaUNAeYDXy0JMyvBh6pHfZIKWuzLvBm4DPAb4ATge2BHSWNbzynpEmSpkma9uSiZ7sbckRERMSA1S8S5KKr+bIXAocBewI3NNQttj2+9rmgmfPYXl6mMrwG2EPSDk3Eea3thbafAJ6hSjahSlbHlO23A1eWc8wEtgS+A6wH/EHStk2cp7O4b7W9PbA78P8krU77359r278pI8uzqaZ8zLa9AphTi/vFA+0ptifYnrD+qLVXItyIiIiIgalfJMiStgSWA/MknVlGgS9taHY+8DWqkd4VK3meYcCOwNx6ue0FwHVUc3YBHi9TFtqmLsyrNa9Pj1hR21/Bi3O6D6Saf9zW/yLbF9r+OPAz4KBuxv3376ch7rnAc1Sj2o9QJfptXgM82k7c9Zgb446IiIgY8lqeIEvaEDgdOKXMC/5wGQV+SRJp+8/AF4FTV/I8w6ke0nvY9ixJG9beaDESeCtwd2k+FTiqbB9F9WBfs+cRsBMws+zv3fYWjPKg4HbAn7rR30u+H0mvlbRqqdsC2AZ4qEwFWSjp9SWGD3Un7oiIiIiotGrkcGSZ+zuc6mG7c4Dvd3WQ7R910V+by20fX7bPlbQEWI3qoblDSvkmwNllVHkV4Be2Lyl13wJ+Ielo4M/A+5q9MGA34PYynQFgK+C0krSuAvwW+FUXfXT2/ewDHC/pBarR34/bnl/qPgacBYykentF3mARERER0U16MY+LniDpS8D9thsfJBywxm8+1ld+7gfdOiZLTUdERER/J2m67QmN5Zl72sNsf73VMfS0VTdaJwlvREREDBktn4McEREREdGfZIpFdEnSQuCeVscRbADM77JV9Kbcg/4h96F/yH3oH3IfXpktbG/YWJgpFtGMe9qbnxN9S9K03IfWyj3oH3If+ofch/4h96F3ZIpFRERERERNEuSIiIiIiJokyNGMKa0OIIDch/4g96B/yH3oH3If+ofch16Qh/QiIiIiImoyghwRERERUZMEOSIiIiKiJglyACDpAEn3SLpf0vHt1EvSD0r9LEm7tiLOwa6J+3Bk+f5nSfq9pJ1bEedg19V9qLXbXdJySe/ty/iGimbug6T9JM2UNEfS7/o6xsGuif8nrSPpN5LuKPfgw62Ic7CTdIakeZLu7KA+f0f3sCTIgaRhwA+BA4HtgMMlbdfQ7EBgbPlMAk7r0yCHgCbvw4PAvrZ3Ar5GHs7ocU3eh7Z2/wVc0bcRDg3N3AdJo4FTgXfa3h54X1/HOZg1+d/CJ4C7bO8M7Ad8T9KIPg10aDgLOKCT+vwd3cOSIAfAHsD9th+wvRQ4Hzikoc0hwE9duQUYLWmTvg50kOvyPtj+ve2ny+4twGv6OMahoJn/HgA+CfwKmNeXwQ0hzdyHI4ALbf8ZwHbuRc9q5h4YWEuSgFHAU8Cyvg1z8LN9PdV325H8Hd3DkiAHwKuBh2v7j5Sy7raJV6a73/HRwGW9GtHQ1OV9kPRq4N3A6X0Y11DTzH8PrwPWlXSdpOmSPtRn0Q0NzdyDU4BtgUeB2cCnbK/om/CiJn9H97AsNR0Aaqes8f1/zbSJV6bp71jS/lQJ8j69GtHQ1Mx9+G/g87aXVwNn0QuauQ+rArsBbwFGAjdLusX2vb0d3BDRzD14BzATeDOwFXCVpBtsP9vLscVL5e/oHpYEOaD6TXOz2v5rqEYDutsmXpmmvmNJOwE/AQ60/WQfxTaUNHMfJgDnl+R4A+AgScts/7pPIhwamv3/0nzbzwHPSboe2BlIgtwzmrkHHwa+5WpRhfslPQiMA27rmxCjyN/RPSxTLALgD8BYSa8tD1ccBkxtaDMV+FB5Uvb1wDO2H+vrQAe5Lu+DpM2BC4EPZpSs13R5H2y/1vYY22OAXwIfT3Lc45r5/9LFwBslrSppDWBPYG4fxzmYNXMP/kw1go+kjYFtgAf6NMqA/B3d4zKCHNheJmky1dP4w4AzbM+R9NFSfzpwKXAQcD/wPNWoQfSgJu/Dl4H1gVPL6OUy2xNaFfNg1OR9iF7WzH2wPVfS5cAsYAXwE9vtvgYruq/J/xa+BpwlaTbVP/N/3vb8lgU9SEk6j+otIRtIegT4CjAc8nd0b8lS0xERERERNZliERERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERETGgSDpD0jxJXb65RtLmkq6VdLukWZIO6uqYJMgREdHjyvLP72go+7SkUztpn1cWRkSzzgIOaLLtl4Bf2N6F6n3e7f5/qC4JckRE9IbzqP4iqjuslEdEvCK2rweeqpdJ2krS5ZKmS7pB0ri25sDaZXsdmlhlMAlyRET0hl8CB0taDUDSGGBT4AhJ0yTNkfQf7R0oaVFt+72SzirbG0r6laQ/lM/evX4VETGQTAE+aXs34DheHCk+AfhAWWTlUuCTXXWUlfQiIqLH2X5S0m1U/wR6MdXo8QXAN20/JWkYcI2knWzParLbk4ATbd9Yll2/Ati2N+KPiIFF0ijgDcD/lpVmAVYrPw8HzrL9PUl7AedI2sH2io76S4IcERG9pW2aRVuC/M/A+yVNovr7ZxNgO6qlopvxVmC72l9+a0tay/bCHo06IgaiVYAFtse3U3c0Zb6y7ZslrQ5sAMzrrLOIiIje8GvgLZJ2BUYCT1P9s+dbbO8E/BZYvZ3jXNuu168C7GV7fPm8OslxRADYfhZ4UNL7AFTZuVT/GXhLKd+W6v8rT3TWXxLkiIjoFbYXAdcBZ1CNJq8NPAc8I2lj4MAODn1c0raSVgHeXSu/EpjctiNpfC+EHREDgKTzgJuBbSQ9Iulo4EjgaEl3AHOAQ0rzzwIfKeXnARNtu71+22SKRURE9KbzgAuBw2zfLel2qr+4HgBu6uCY44FLgIeBO4FRpfwY4IeSZlH9/XU98NFejD0i+inbh3dQ9bJXv9m+C+jWQ73qIoGOiIiIiBhSMsUiIiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIio+f+VG8oOp+oaMQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m','NDP30m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/7_source_model\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All sources\n", + "\n", + "Trained this model using 40% of data from each source\n", + "\n", + "Additionally, I trained a model for each source." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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SuD0zyNGlYWtvlkQqIiIilhm5SS8iIiIioiYJckRERERETRLkiIiIiIia1CBHl158+gFu/9n+zQ6jqXb9xOXNDiEiIiKWkswgR0RERETUJEGOiIiIiKhpSoIsaZGkyZKmSbpL0tGS2o1F0hmSXpK0Sm3biZLc9irlWn9tn+PK9hsl3SdpiqR7JZ0saWStn9MkzZR0d8OYa0i6VtKM8nP1XpzjbpJ+LmklSedImirpbkk3S9qoFuuTkh6rrQ/r7PpIWlPSDZLmSjq5YcydyjgPSPqx8paQiIiIiB5r1gzyPNtjbG8NvAvYD/h6J+0fAA4AKIni3sBj7fTX9vlebd9htrcDtgPmA5fU9p0B7NPOeMcB19veHLi+rPfUPsBVwOeoXgG9re1tgCOBJ9tiBX4KnFCLfQGdX59/AP8FHNPOmKcC44DNy6e9c4uIiIiITjS9xML2TKqkbnwnM57nAgeV5b2AW4CFPRxnAXAssKGk7cu2PwHPtdP8AODMsnwmcCCApLGSLpZ0maSHJI0vs7t3SrpN0hq1Pt4BXAesSy2Zt32f7fk9iPtV18f2i7ZvpkqU/0nSusCqtm919XrEX9XiPkPSqWXm+UFJe5bZ8+mSzuhuLBERERHLgqYnyAC2H6SKZe0OmswARpVSh0OA8xr2D28osTjotV2A7UXAXcCWXYS0ju0nyjFPNMS1DXAosAvwHeAl2zsAtwKHA5TSj5dtzwZOA74k6VZJ35a0eRdjtxd3V9cH4I3Ao7X1R8u2NqsDbwe+AFwGnABsDWwraUxjZ5LGSWqV1Dpr7oKehhwRERExYPWLBLnoql72QuBgYFfgpoZ9jSUW57+Ocbpyg+05tp8GZlMlmwBTgdFl+d3ANQC2JwObAD8A1gDukPSmXozbVdzt7Xdt+bIyszyVquRjqu3FwLRa3K8caE+w3WK7ZeSIYb0INyIiImJg6hfPQZa0CbAImCnpdGAH4HHb+9WanQdMAs60vbg3959JGgJsC0zvoulTkta1/UQpXZhZ21cvj1hcW1/MK9dzX+BHbY1sz6VK8C+UtJiqprirGOpx//P6dNLsUWD92vr6wOPtxF2PuTHuiIiIiGVe02eQJY2iulHtZFc+XmaB68kxtv8OfAU4pZfjDAW+Czxie0oXzS8FjijLR/DqG/u6GkdUNwROLuu7tz0FQ9IwYCvgbz3o71XXp6N2pRRkjqQ3lxgO70ncEREREVFp1szhcEmTgaFUN9udRW3GtSO2f9ZFf22ust325IlzJM0HVqC6ae6AtkaSzqW66W8tSY8CX7f9S+B7wG8kHQn8Hfhw90+NnYA7a8nspsCpJWldDvg9cEEXfXR6fSQ9DKwKDJN0IPBu2/cAn6J6Msdw4MryiYiIiIgeUCeTktELkr4KPGC78UbCAetNG430GV/eo9lhNFVeNR0RETH4SJpou6Vxe2pPlzDb3252DBERERHRe0mQo0srj9osM6gRERGxzGj6TXoREREREf1JEuSIiIiIiJqUWESXZj8zgyt/uV/XDQeQfY+8otkhRERERD+VGeSIiIiIiJokyBERERERNUmQl2GSRku6u9lxRERERPQnSZAjIiIiImpyk94gIGll4DfA+sAQ4FvAA1Svpx4BPAOMtf2EpJ2A04CXgJubE3FERERE/5UZ5MFhH+Bx29vb3ga4CjgJ+JDttoT4O6Xt6cBRtnfrrENJ4yS1Smp9Yc6Cvow9IiIiol/JDPLgMBX4oaT/AS4Hnge2Aa6VBNWs8hOSVgNG2v5jOe4sYN/2OrQ9AZgAsPno1dy34UdERET0H0mQBwHb95fSif2A7wLXAtMaZ4kljQSS7EZERER0IiUWg4Ck9YCXbJ8N/BDYFRglabeyf6ikrW3PAmZL2qMcelhTAo6IiIjoxzKDPDhsC/xA0mLgZeBTwELgx6WsYnng/4BpwMeB0yS9BFzdnHAjIiIi+q8kyIOA7atpP9l9WzttJwLb1zYd30dhRURERAxIKbGIiIiIiKjJDHJ0abW1NmffI69odhgRERERS0VmkCMiIiIiapIgR0RERETUpMQiuvTcszM454z3NDuMJeKwsXlwR0RERHQuM8gRERERETVJkCMiIiIiapIgD3KSPi9ppWbHERERETFQJEEeBFTp6Hf5eSAJckREREQ3JUEeoCSNljRd0inAJOCXklolTZP0jdLmKGA94AZJN5Rt75Z0q6RJkn4raUTzziIiIiKi/0mCPLBtAfzK9g7AF223ANsBe0razvaPgceBvW3vLWkt4KvAO23vCLQCRzcr+IiIiIj+KI95G9j+Zvu2svwRSeOofqfrAlsBUxrav7lsv0USwDDg1vY6Ln2NA1hzzRWXfOQRERER/VQS5IHtRQBJGwPHADvbfl7SGUB7Wa2Aa20f0lXHticAEwA22Xg1L7GIIyIiIvq5lFgMDqtSJcuzJa0D7FvbNwdYpSzfBuwuaTMASStJ+pelGmlEREREP5cZ5EHA9l2S7gSmAQ8Ct9R2TwCulPREqUMeC5wraYWy/6vA/Us14IiIiIh+LAnyAGX7YWCb2vrYDtqdBJxUW/8DsHMfhxcRERExYKXEIiIiIiKiJjPI0aU11tycw8Ze3ewwIiIiIpaKzCBHRERERNQkQY6IiIiIqEmJRXRp5nMzOPns9zQ7jF4b/9GUh0RERET3ZQY5IiIiIqImCXJERERERE0S5IiIiIiImiTI/ZCk4yUd0+w4IiIiIpZFSZCXEFVyPSMiIiIGuCR0r4Ok0ZKmSzoFmAT8UtLdkqZKOqi02UvS5bVjTpY0tizvJ+leSTdL+nG9HbCVpBslPSjpqIbxfi5pmqRrJA0v+zaVdJWkiZJukrRl2f7hEtNdkv5Utm0t6S+SJkuaImnzpXG9IiIiIgaCJMiv3xbAr4BvA+sD2wPvBH4gad2ODpK0IvAzYF/bewCjGppsCbwH2AX4uqShZfvmwE9sbw3MAj5Ytk8APmt7J+AY4JSy/WvAe2xvD7yvbPskcKLtMUAL8Gg78Y2T1Cqpde4LC7pzHSIiIiIGhSTIr9/fbN8G7AGca3uR7aeAPwI7d3LclsCDth8q6+c27P+97fm2nwFmAuuU7Q/ZnlyWJwKjJY0A3gL8VtJkqsS7LTm/BThD0r8DQ8q2W4EvS/oSsJHteY3B2Z5gu8V2y4hVh3XjMkREREQMDkmQX78Xy091sH8hr77OK3bRvs382vIiXnmpS3vblwNm2R5T+7wJwPYnga8CGwCTJa1p+9dUs8nzgKslvb2LWCIiIiKWGUmQl5w/AQdJGiJpFPA24C/A36jqiVeQtBrwjtL+XmATSaPL+kG9Hdj2C8BDkj4M/7xhcPuyvKnt221/DXgG2EDSJlSz1z8GLgW26+3YEREREYNNXjW95FwE7AbcBRg41vaTAJJ+A0wBZgB3AtieJ+nTwFWSnqFKpl+Pw4BTJX0VGAqcV2L5QbkJT8D1ZdtxwEclvQw8CXzzdY4dERERMWjIdrNjWGZJGmF7riQBPwFm2D6h2XE12nCT1XzsN9/c7DB6bfxHr252CBEREdEPSZpou6Vxe2aQm+vfJR0BDKOaWf5Zk+Np19prbJ4kMyIiIpYZSZCbqMwW97sZ44iIiIhlWW7Si4iIiIioSYIcEREREVGTEovo0uPPz+C/frNPs8Po0Lc+clWzQ4iIiIhBJDPIERERERE1SZAjIiIiImpSYrEUSPoKcCjVq6EXA88DqwMjgFHAQ6Xpp4H/BtaleqX0MOA64Ku2Z0lakeqNfStQ/e5+Z/vrZYw1gPOB0cDDwEdsP78UTi8iIiJiUMkMch+TtBuwP7Cj7e2AdwKH2R4D/D/gJttjyufP5bDDStvtqBLlS8r2+cDbbW8PjAH2kdT2Bo/jgOttb071xrzj+v7sIiIiIgafzCD3vXWBZ2zPB7D9THcPtL1A0rHAA5K2t30XMLfsHlo+ba9CPADYqyyfCdwIfEnSWOBAYAiwDfC/VDPTH6NKuPez/Vwvzy0iIiJi0MkMct+7BthA0v2STpG0Z08Otr0IuAvYEkDSEEmTgZnAtbZvL03Xsf1EOeYJYO1aN9tQlXjsAnwHeMn2DsCtwOHtjStpnKRWSa0vvrCgJyFHREREDGhJkPuY7bnATsA44Gng/DKr2xOq9beolGesD+wiaZtuHH+D7Tm2nwZmA5eV7VOpapbbi3uC7RbbLSuvOqyH4UZEREQMXEmQl4KS1N5YbqgbD3ywu8dKGgJsC0xv6HMWVRlF2wOKn5K0bjlmXaoZ5jbza8uLa+uLSZlNRERExKskQe5jkraQtHlt0xjgb908dijwXeAR21MkjZI0suwbTnXD372l+aXAEWX5CF65sS8iIiIieiCzh31vBHBSSWwXAg9QlVt05hxJ86ke53Yd1Q14UN3wd2aZVV4O+I3ty8u+7wG/kXQk8Hfgw0v0LCIiIiKWEbLddatYpq236Wo+8ru7NTuMDuVV0xEREdEbkibabmncnhKLiIiIiIialFhEl9ZbffPM0kZERMQyIzPIERERERE1SZAjIiIiImpSYhFdmjHrAfa99H1NjeHK913a1PEjIiJi2ZEZ5IiIiIiImiTIERERERE1SZCXYZL2knR51y0jIiIilh1JkAeh8qa9iIiIiOiFJMgDjKTRku6VdKakKZJ+J2klSQ9L+pqkm4EPS3q3pFslTZL0W0kjyvH7lONvBj7Q3LOJiIiI6H+SIA9MWwATbG8HvAB8umz/h+09gOuArwLvtL0j0AocLWlF4OfAvwJvBd7Q0QCSxklqldS64IUFfXgqEREREf1LEuSB6RHbt5Tls4E9yvL55eebga2AWyRNBo4ANgK2BB6yPcO2y7Htsj3BdovtlmGrDuuLc4iIiIjol/Ic5IHJHay/WH4KuNb2IfVGksa0c2xERERE1GQGeWDaUNJuZfkQ4OaG/bcBu0vaDKDUKP8LcC+wsaRNa8dGRERERE0S5IFpOnCEpCnAGsCp9Z22nwbGAueWNrcBW9r+BzAO+H25Se9vSzXqiIiIiAEgJRYD02Lbn2zYNrq+YvsPwM6NB9q+iqoWOSIiIiLakRnkiIiIiIiazCAPMLYfBrZZmmNuPnIzrnzfpUtzyIiIiIimyQxyRERERERNEuSIiIiIiJqUWESXZsx6nP0u+vpSG++K939jqY0VERER0SgzyBERERERNUmQIyIiIiJqkiAPAJKOl3RML44bI2m/19tPRERExLIkCfLgNgbYr6tGEREREfGKJMj9lKSvSLpP0nXAFmXbppKukjRR0k2Stizbz5D007Ltfkn7SxoGfBM4SNJkSQeVrreSdKOkByUd1Zyzi4iIiOi/8hSLfkjSTsDBwA5Uv6NJwERgAvBJ2zMk7QqcAry9HDYa2BPYFLgB2Az4GtBie3zp93iq10zvDawC3CfpVNsvL50zi4iIiOj/kiD3T28FLrL9EoCkS4EVgbcAv5XU1m6F2jG/sb0YmCHpQapEuD2/tz0fmC9pJrAO8GhjI0njgHEAK45a7fWfUURERMQAkQS5/3LD+nLALNtjutm+cb3N/NryIjr4N2B7AtWMNatttl5HfUVEREQMOqlB7p/+BLxf0nBJqwD/CrwEPCTpwwCqbF875sOSlpO0KbAJcB8wh6qUIiIiIiK6KQlyP2R7EnA+MBm4ALip7DoMOFLSXcA04IDaYfcBfwSupKpT/gdVLfJWDTfpRUREREQnUmLRT9n+DvCddnbt08Eht9j+QkMfzwE7dzLGNr2PMCIiImJwygxyRERERESN7Nx/FZ1raWlxa2trs8OIiIiIWKIkTbTd0rg9M8gRERERETVJkCMiIiIianKTXnRpxqyZvPfCH/fpGL//QN56HREREf1DZpAjIiIiImqSIEdERERE1CRBjoiIiIioSYK8BEmypLNq68tLelrS5WV9bFmfXPtsJWm0pHmS7pQ0XdJfJB1R6+cwSVPK588Nr5iuj3+GpIdqfY/p85OOiIiIGGRyk96S9SKwjaThtucB7wIea2hzvu3x9Q2SRgN/tb1DWd8EuFDScrZPBx4C9rT9vKR9gQnArh3E8B+2f7fkTikiIiJi2ZIZ5CXvSuC9ZfkQ4NyedmD7QeBo4Kiy/mfbz5fdtwHr96Q/ScdLOlPSNZIelvQBSd+XNFXSVZKG9jTGiIiIiMGq2wmypOGStujLYAaJ84CDJa0IbAfc3rD/oIYSi+Ed9DMJ2LKd7UdSJeEd+U4pxThB0gq17ZtSJe4HAGcDN9jeFpjHKwn9P0kaJ6lVUuuC2XM7GS4iIiJicOlWgizpX4HJwFVlfYykS/swrgHL9hRgNNXs8RXtNDnf9pjaZ14HXek1G6S9qRLkL3VwzH9SJdU7A2s0tLvS9svAVGAI5XdZ1ke3cx4TbLfYbhm22ogOhouIiIgYfLo7g3w8sAswC8D2ZNpJquKfLgV+SC/KK2p2AKa3rUjaDvgFcIDtZ9s7wPYTrswHTqf6nbWZX9osBl627bJ9MalFj4iIiPin7iZGC23Pll4zqRntOw2YbXuqpL16enC5ae+HwEllfUPgQuBjtu/v5Lh1bT+h6hd1IHB3jyOPiIiIWMZ1N0G+W9KhwBBJm1PdPPbnvgtrYLP9KHBiB7sPkrRHbf3TwOPAppLuBFYE5gAnlSdYAHwNWBM4pXxJWWi7BUDSFcD/s/04cI6kUVTlGZOBTy7RE4uIiIhYBuiVv7R30khaCfgK8O6y6Wrg27b/0YexRT+x2mYbeo/vH9OnY/z+A0f1af8RERERjSRNbJt0fNX2rhJkSUOAq22/s6+Ci/6tpaXFra2tzQ4jIiIiYonqKEHu8iY924uAlySt1ieRRURERET0I92tQf4HMFXStVRviwPAdv4uHhERERGDSncT5N+XTyyDHnj+Wfa/4Iw+6fvyD47tk34jIiIieqtbCbLtM/s6kIiIiIiI/qBbCbKkh4DX3M1ne5MlHlFERERERBN1t8SifnffisCHqV5lHBERERExqHTrVdO2n619HrP9f8Db+za0iIiIiIilr1sJsqQda58WSZ8EVunj2F43SXtJuryHx9wo6TXPw+uk/bqSLpe0sqRnGx+HJ+liSR8py/tI+oukeyVNlnR+eY10W9ujy76pku6S9CNJQ7uI9b7S12RJa/fwXK+TtHpPjomIiIgY7LpbYvG/teWFwEPAR5Z8ON0jaUh5PnN/cDTwc9svSroGOBA4E6Aky3sAh0raBjgJeJ/t6WX/+4DRwN/Ll453A2+2PUvSsNL3cODlTsY/zHZv3+JxFtWrrr/Ty+MjIiIiBp1uzSADR9reu3zeZXscsKAvApI0usyinilpiqTfSVpJ0sOSvibpZuDDkt4t6VZJkyT9VtKIcvw+5fibgQ90Ms7XJN0h6W5JEySptvujkv5c9u1S2u9Zm6m9U1LbDPoHgavK8rnAwbV+3g9cZfsl4EvAf7clxwC2L7X9p7L6FeBTtmeVfQtsf8/2C724hmdIOlXSDZIeLLGfJmm6pDNqTS8FDumgj3GSWiW1LnhhTk9DiIiIiBiwupsg/66b25aULYAJtrcDXqCa5QT4h+09gOuArwLvtL0j0AocLWlF4OfAvwJvBd7QyRgn297Z9jZUs7T71/atbPstZdzTyrZjgM/YHlP6nidpY+B52/NLm6uAnSStWdYPpkqaAbYGJrUXSEm2R9h+qLOL0oHTS9L+Xw1J/upUdeJfAC4DTigxbCtpDIDt54EVavH+k+0Jtltstwxbtd9X00REREQsMZ0myJK2lPRBYDVJH6h9xlI9zaKvPGL7lrJ8NlWZAsD55eebga2AWyRNBo4ANgK2BB6yPcO2y7Ed2VvS7ZKmUiWSW9f2nQtQZndXlTQSuAX4kaSjgJG2FwLrAk+3HWR7AdWs7IckrQWMAa5pHFjSmiWpvV/SMYCoPUZP0nvK/oclvaWTczjM9rZUCftbgY/V9l1WrsFU4CnbU20vBqZRlXW0mQms18kYEREREcuUrmqQt6CaWR1JNSvbZg7w730UE7z2mctt622vuRZwre1XlQeUmdHXPK+57LsaWIdqtnk8cArQYvsRScfz6oT/NePb/p6k3wP7AbdJeicwj9d+UTiXanZbwCW22+qHpwE7AnfZfhYYU5LjEbZfkPSipI1tP2T7auDqcoPhsPbOpwT1WPk5R9KvgV2AX5XdbbPai2vLbev13/uK5TwiIiIigi4SZNuXAJdI2s32rUspJoANa2MeAtwM7FDbfxvwE0mb2X5A0krA+sC9wMaSNrX9V2r1tbbf07ZcZoQBnim1yx/i1SUjBwE3SNoDmG17dulzKjBV0m5Us9XX8urZWIAbqG7S+wzw2dr27wMXSbqtVoe8Um3/d4FTJR1cbtITnczSS1qeaib7mfKki/2pSk+6rYzxBuDhnhwXERERMZh19ykWd0r6DFUZwj+TNtv/1idRwXTgCEk/A2YAp1JLNm0/Xco8zpW0Qtn8Vdv3SxoH/F7SM1SJ9TaNnZcE9OdU5QcPA3c0NHle0p+BVYG2c/y8pL2BRcA9wJW250v6a1uiXvpeLOkCqpeptN2Ah+2pkj4H/KrUHD8L/B34emlyKlXCfLuk+cBcqrKOOzu4RitQzTIPBYZQJcc/76BtR3YCbivlIhEREREBqCpT7aKR9Fuq2dlDgW8ChwHTbX9uiQckjQYuLzfP9XuS3g/sZPurzY6lpySdCFxq+/rO2rW0tLi1tbdPkouIiIjonyRNtP2a91909ykWm9n+L+BF22cC7wW2XZIBDlS2L2Lglijc3VVyHBEREbGs6W6JRduNZrNUvfDiSV5be7tE2H6Ydsoi+jPbv+jL/iXdTlVSUfexUhPda7Z7WpIRERERMeh1N0GeoOqVxP9F9RizEcDX+iyqeBXbuzY7hoiIiIhlRbdqkGPZNnLTTb3H/3yvT/q+/EMf7pN+IyIiIrryumqQJa0j6ZeSrizrW0k6ckkHGRERERHRbN29Se8M4GpeeePa/cDn+yCeiIiIiIim6m6CvJbt31C9hY3y3NxFnR0gaVF5XfI0SXdJOlpSu+NJOkPSS+X5wG3bTpTk8srmen9tn+PK9hsl3SdpiqR7JZ3c9iIQSRtIukHS9BJHu4+lk7SXpNm1vntcXy1pqKSJZfkrZbwppb9dJV1Ulh9oGOst/eUcIiIiIqL7N+m9KGlNyiuYJb0ZmN3FMfNsjynt1wZ+DazGKy/GaPQAcABwdkmk9wYea6+/dhxmu1XSMKo30l0C7AksBL5oe1JJvidKutb2Pe30cZPt/bs4p87sAfy5vGVvf2DH8iKRtYBhtt8PVSILHFMfq3qhXb84h4iIiIhlXndnkI+menrFppJuAX7Fq1+j3CnbM4FxwPjyeuP2nEv1imeAvajeItejN7zZXgAcS/Wq6u1tP2F7Utk3h+oNfW/sbn+SRpcZ3V9IulvSOZLeKekWSTMk7VJrvg9wJbAu8Izt+WXcZ2w/PkDOISIiImKZ12mCLGlDgJKg7Qm8BfgEsLXtKT0ZyPaDZby1O2gyAxhVHid3CHBew/7hDSUWB722C7C9CLgL2LLhXEYDOwC3dzD+bqUU5EpJW9e2bwacCGxX+jyUarb4GODLtXZ7AzcC1wAbSLpf0imS9uxgvA418RzqY42T1CqpdcELL/T0FCIiIiIGrK5KLC4GdizL59v+4Oscr6PZ4zYXAgcDu1Il4nWdlVh0Oo6kEcAFwOdtt5ftTQI2sj1X0n5U57152fdQ2ws5JE0DrrdtSVMpL0uRtB7wnO2XyvpOwFupkubzJR1n+4xuxt6Uc2hkewIwAarHvPUw9oiIiIgBq6sSi3qStsnrGUjSJlQ39s2UdHqZBb6iodl5wLeAa20v7uU4Q6hegz29rA+lSizPsX1he8fYfsH23LJ8BTC01A4DzK81XVxbX8wrXzD2pXrKR1t/i2zfaPvrwHigR18smnQOEREREUHXyZE7WO4RSaOAnwInu3ozycfbHcz+u6SvANf1cpyhwHeAR2xPKfXOvwSm2/5RJ8e9AXiqzKruQvXF4VmqNwZ2xz5UbxlE0hbAYtszyr4xwN8GwDlEREREBF0nyNtLeoFqJnl4Waas2/aqnRw7XNJkYCjVzXZnAR0meG1s/6yL/tpcZfu4snyOpPnAClTJ9QFl++7Ax4CptWO/bPsKSZ8s4/0U+BDwKUkLgXnAwSXR7CrcttnezW3fWzaNAE4qj2lbSPV0jnFddtTEc4iIiIiIV+RV06+TpD2Aj9r+ZLNj6St51XREREQMRurgVdOpP32dbN8M3NzsOCIiIiJiyUiCHF3abPXVM9MbERERy4zuvigkIiIiImKZkAQ5IiIiIqImJRbRpQeef4EDfndVn/R9yYf26ZN+IyIiInorM8gRERERETVJkCMiIiIiapIgD0CSRku6u2Fbi6Qf97Cf4yUds2Sji4iIiBjYUoM8SNhuBVqbHUdERETEQJcZ5AFO0iaS7pT0H5IuL9uOl3SapBslPSjpqFr7r0i6T9J1wBZNCzwiIiKin8oM8gAmaQvgPODjwEhgz9ruLYG9gVWA+ySdCmwHHAzsQPW7nwRM7KDvccA4gOFrrd03JxARERHRD2UGeeAaBVwCfNT25Hb2/972fNvPADOBdYC3AhfZfsn2C8ClHXVue4LtFtstw1ZdrQ/Cj4iIiOifkiAPXLOBR4DdO9g/v7a8iFf+WuC+DCoiIiJioEuCPHAtAA4EDpd0aDeP+RPwfknDJa0C/GtfBRcRERExUCVBHsBsvwjsD3wB6LIOwvYk4HxgMnABcFNfxhcRERExEOUmvQHI9sPANmV5FrBz2XVJ2XZ8Q/ttasvfAb6zFMKMiIiIGJAygxwRERERUZMZ5OjSZquvyiUf2qfZYUREREQsFZlBjoiIiIioSYIcEREREVGTEovo0l+ff5EPXHBrr4+/8IO7LcFoIiIiIvpWZpAjIiIiImqSIEdERERE1AyIBFnSIkmTJU2TdJekoyW1G7ukMyS9VN4U17btREmWtFZDf22f48r2GyXdJ2mKpHslnSxpZK2fhyVNLce09vJcfiZpd0lvlnR76Wu6pOMlfbwW04LaWN+TNFbS05LulDRD0tWS3lLr93hJj9WO36838UVEREQs6wZKDfI822MAJK0N/JrqzXFf76D9A8ABwNklkd4beKy9/tpxmO1WScOA71K9fGPP2v69bT/T2xMBdgU+DdwDfMT2XZKGAFvYvgc4HapkvD6WpLHA+bbHl/W9gQsl7W17eun7BNs/fB2xRURERCzzBsQMcp3tmcA4YLwkddDsXOCgsrwXcAuwsIfjLACOBTaUtH1nbcvM8wmS/lRmg3eWdGGZ6f12rd2bgPttLwLWBp4oYy0qyXFP4rsBmEB1LTqLbaykiyVdJukhSePLDPydkm6TtEZPxo2IiIgY7AZcggxg+0Gq2NfuoMkMYJSk1YFDgPMa9g9vKLE46LVdVIkrcBewZdsm4BpJEyU1JqYLbL8N+CnVrPNnqF4HPVbSmqXNvsBVZfkE4D5JF0n6hKQVu3HqjSbVYoPqS8MUSaeVc2+zDXAosAvVa6Zfsr0DcCtweC/GjYiIiBi0BmSCXHQ0e9zmQuBgqpKGmxr2zbM9pvY5v5vj7G57R6pE9zOS3lbbd2n5ORWYZvsJ2/OBB4ENyr73UBJk298EWoBrqJLXq+i5emynApsCY6hmpv+3tu8G23NsPw3MBi6rxTq63Y6lcZJaJbXOf+H5XoQWERERMTANyARZ0ibAImCmpNPLLPAVDc3OA74FXGt7cS/HGQJsC0wHsP14+TkTuIhqRrbN/PJzcW25bX15SSsBI9v6KP381fapwDuA7Wszzd21Qy22p0qpxmLg5x3E1hjfYjqoQ7c9wXaL7ZYVVl29vSYRERERg9JAuUnvnySNoipjONm2gY+318723yV9Bbiul+MMpSpHeMT2FEkrA8vZnlOW3w18swdd7g3cUOv/vcAV5Rw2p0r4Z/Ugvj2p6o/3Luvr2n6i7H4/cHcPYouIiIiIYqAkyMMlTQaGUt1sdxbwo64Osv2zLvprc5Xt48ryOZLmAytQJdcHlO3rABeV+wKXB35tuydlEfsCv6utfww4QdJLVOd0WKl57sxBkvYAVgIeAj5Ye4LF9yWNoaqTfhj4RA9ii4iIiIhC1QRm9DVJk4Bdbb/c7Fh6avVN3+S9v39ar4/Pq6YjIiKiP5I00XZL4/aBMoM84JWb+yIiIiKin0uCHF3adPWVMwscERERy4wB+RSLiIiIiIi+kgQ5IiIiIqImJRbRpQdnzeegCx/s9fHnf2CTJRhNRERERN/KDHJERERERE0S5IiIiIiImiTIERERERE1qUFeCsorrw+lep30YuB5YHVgBDCK6q14AJ8G/htYF5gPDKN6m99Xbc8qfZ0G7A/MtL1NbYw1gPOB0VRv0vuI7ef79swiIiIiBp/MIPcxSbtRJbQ72t4OeCfVa6XHAP8PuMn2mPL5cznssNJ2O6pE+ZJal2cA+7Qz1HHA9bY3B64v6xERERHRQ0mQ+966wDO25wPYfsb249050PYC4FhgQ0nbl21/Ap5rp/kBwJll+UzgQABJYyVdLOkySQ9JGi/paEl3SrqtzDxHRERERJEEue9dA2wg6X5Jp0jasycH214E3AVs2UXTdWw/UY55Ali7tm8bqhKPXYDvAC/Z3gG4FTi8vc4kjZPUKql1/uz28vGIiIiIwSkJch+zPRfYCRgHPA2cL2lsD7vR6wzjBttzbD8NzAYuK9unUtUsv4btCbZbbLessFommSMiImLZkQR5KbC9yPaNtr8OjAc+2N1jJQ0BtgWmd9H0KUnrlmPWBWbW9s2vLS+urS8mN2pGREREvEoS5D4maQtJm9c2jQH+1s1jhwLfBR6xPaWL5pcCR5TlI3j1jX0RERER0U1JkPveCOBMSfdImgJsBRzfxTHnlLZ3AytT3YAHgKRzqWqHt5D0qKQjy67vAe+SNAN4V1mPiIiIiB6S7WbHEP3cGptt63d9v/cT0ud/YJMlGE1ERETEkiFpou2Wxu2pP40ubTJyhSS5ERERscxIiUVERERERE0S5IiIiIiImiTIERERERE1qUGOLs2c9TInXvRkt9p+7v1v6ONoIiIiIvpWZpAjIiIiImqSIEdERERE1DQlQZa0SNJkSdMk3SXpaEntxiLpDEkvSVqltu1ESZa0VkN/bZ/jyvYbJd0naYqkeyWdLGlk2beipL+U8adJ+kat/zUkXStpRvm5ei/OcTdJP5e0kqRzJE2VdLekmyVtVIv1SUmP1daHdXZ9JO1Sa3uXpPfXxtypjPOApB9LUk/jjoiIiFjWNasGeZ7tMQCS1gZ+DawGfL2D9g9QvU3u7JIo7g081l5/7TjMdqukYVSvbb4E2BOYD7zd9tzySuebJV1p+zbgOOB6298ryfZxwJd6eI77AFcBnwOesr1tOd8tgCdr5388MNf2D9sOlNTZ9bkbaLG9UNK6wF2SLrO9EDgVGAfcBlxRYriyh3FHRERELNOaXmJheyZVUje+kxnPc4GDyvJewC3Awh6OswA4FthQ0vauzC27h5ZP22sFDwDOLMtnAgcCSBor6WJJl0l6SNL4Mrt7p6TbJK1RG/IdwHXAutSSedv32Z7fg7hfdX1sv1SSYYAV22IuyfKqtm919XrEX9XiPkPSqZJukPSgpD0lnSZpuqQzuhtLRERExLKg6QkygO0HqWJZu4MmM4BRpdThEOC8hv3DG0osDnptF2B7EXAXsCWApCGSJgMzgWtt316armP7iXLMEw1xbQMcCuwCfAd4yfYOwK3A4aXftYCXbc8GTgO+JOlWSd+WtHn3rsqr4n7V9ZG0q6RpwFTgkyVhfiPwaO2wR8u2NqsDbwe+AFwGnABsDWwraUzjmJLGSWqV1Dr3hWd7GnJERETEgNUvEuSiq3rZC4GDgV2Bmxr2zbM9pvY5vzvj2F5UShnWB3aRtE034rzB9hzbTwOzqZJNqJLV0WX53cA1ZYzJwCbAD4A1gDskvakb43QW9+22twZ2Bv5T0oq0f/1cW76szCxPpSr5mGp7MTCtFvcrB9oTbLfYbhmx6pq9CDciIiJiYOoXCbKkTYBFwExJp5dZ4Csamp0HfItqpndxL8cZAmwLTK9vtz0LuJGqZhfgqVKy0Fa6MLPWvF4esbi2vphXarr3pao/but/ru0LbX8aOBvYr4dx//P6NMQ9HXiRalb7UapEv836wOPtxF2PuTHuiIiIiGVe0xNkSaOAnwInl7rgj5dZ4Fclkbb/DnwFOKWX4wyluknvEdtTJI2qPdFiOPBO4N7S/FLgiLJ8BNWNfd0dR8B2wOSyvnvbUzDKjYJbAX/rQX+vuj6SNpa0fNm3EbAF8HApBZkj6c0lhsN7EndEREREVJo1czi81P4OpbrZ7izgR10dZPtnXfTX5irbx5XlcyTNB1agumnugLJ9XeDMMqu8HPAb25eXfd8DfiPpSODvwIe7e2LATsCdpZwBYFPg1JK0Lgf8Hrigiz46uz57AMdJeplq9vfTtp8p+z4FnAEMp3p6RZ5gEREREdFDeiWPiyVB0leBB2w33kg4YG242fb+4g+u7lbbvGo6IiIiBgpJE223NG5P7ekSZvvbzY4hIiIiInovCXJ0ae2RQzMzHBEREcuMpt+kFxERERHRnyRBjoiIiIioSYlFdGnW8wu55LfPdN0QOODDa/VxNBERERF9KzPIERERERE1SZAjIiIiImpSYtFEkr4CHEr1GunFwPPA6sAIYBTwUGn6aeC/qV5uMh8YRvXSk6+W12Qj6WFgTulrYXvP9IuIiIiIriVBbhJJuwH7Azvani9pLWCY7ccl7QUcY3v/WnuAw2y3lldWf5fqVdJ71rrdu/ZWvYiIiIjohZRYNM+6wDO25wPYfsb249050PYC4FhgQ0nbd9ZW0o2STpD0J0nTJe0s6UJJMyTlpSYRERERDZIgN881wAaS7pd0iqQ9uzyixvYi4C5gy7ZNwDWSJkoa19B8ge23AT+lmnX+DLANMFbSmu31L2mcpFZJrS+88GxPQouIiIgY0JIgN4ntucBOwDjgaeB8SWN72I1qy7vb3hHYF/iMpLfV9l1afk4Fptl+osxcPwhs0EF8E2y32G5ZddV2c+iIiIiIQSkJchPZXmT7RttfB8YDH+zusZKGANsC00tfj5efM4GLgF1qzeeXn4try23rqUOPiIiIqEmC3CSStpC0eW3TGOBv3Tx2KNVNeo/YniJpZUmrlH0rA+8G7l7CIUdEREQsEzJ72DwjgJMkjQQWAg9QlVt05hxJ84EVqB7zdkDZvg5wUXnSxfLAr21f1RdBR0RERAx2SZCbxPZE4C0d7LsRuLFh216d9PUg0O7TLOrHNfbbWZ8RERERy6qUWERERERE1GQGObo0cvXlOeDDazU7jIiIiIilIjPIERERERE1SZAjIiIiImpSYhFdevHZhdx65tNdttvtiFFLIZqIiIiIvpUZ5IiIiIiImiTIERERERE1/S5BljRc0h/Lq5SXZL9jJZ28pNp1cOxoSYd2py9J10lavWHbzyTt3k6fvX4rnqQvL6m+IiIiIpYF/S5BBv4NuND2ou40XtKJ9Os0Gji0q0bFWcCnG7btCty2JAMCvtx1k4iIiIho0x8T5MOASyTtJelPki6SdI+kn0paDkDSXEnflHQ7sJukj0r6i6TJZRZ2SGn3cUn3S/ojsHtHA3bUTtIoSRdIuqN8di/bj5d0lqQ/SJoh6d/LId8D3lri+ELZtp6kq0q779eGvRQ4pDbWm4D7bS+StJOkuyTdCnym1maIpB+UWKZI+kTZ3u61kvQ9YHiJ55zSzRBJP5c0TdI1kob3+DcUERERMYj1qwRZ0jBgE9sPl027AF8EtgU2BT5Qtq8M3G17V+BZ4CBgd9tjgEXAYZLWBb5BlfC+C9iqgzE7a3cicILtnYEPAr+o7dsOeC+wG/A1SesBxwE32R5j+4TSbkyJb1vgIEkbANh+HlhB0pql3b7AVWX5dOAo27s1hHskMLvEszPw75I27uha2T4OmFfiOay02xz4ie2tgVnlvCIiIiKi6FcJMrAWVdLW5i+2HyzlFucCe5Tti4ALyvI7gJ2AOyRNLuubUJUr3Gj7adsLgPM7GLOzdu8ETi79XgqsKmmVsu8S2/NsPwPcQJWgtud627Nt/wO4B9iotm8msF5Zfg9wlaTVgJG2/1i2n1Vr/27g8BLP7cCaVAlvZ9eq0UO2J5fliVRlIa8haZykVkmtz895toOuIiIiIgaf/vYc5HnAirV1N+xvW/9HrUZZwJm2/7PeUNKB7RzfVrM8saxeCkxqr12xHLCb7XkNfXQWW6P5teVFvPqarwjMk7QSVVL8uKSRnfQl4LO2r26IZ6/XEU+7JRa2JwATAN608ZiO+oqIiIgYdPrVDHIpOxgiqS1J3kXSxqX2+CDg5nYOux74kKS1ASStIWkjqhnWvSStKWko8OEyxqJScjDG9tc6aldcA4xvW5E0prbvAEkrlhKJvYA7gDnAKnSDqiz7DcDDwN5Us9DYngXMltQ2A3xY7bCrgU+VOJH0L5JW7uJavdzWPiIiIiK61q8S5OIaXikPuJXqxre7gYeAixob274H+CpwjaQpwLXAurafAI4vfVxHNVP8Gl20OwpoKTfE3QN8srbvL8DvqZ468S3bjwNTgIXlBrsv0LmdgNtsL+TV9ccAHwd+Um7Sq89e/4KqTGNSeVzbz3hlRrqjazUBmFK7SS8iIiIiOiG7f/31XNIOwNHAL4FjbO/f5JBeQ9LxwFzbP3wdfZwIXGr7ekmTgF1tv9zLvvaiD6/VmzYe49OOv7bLdnnVdERERAwkkibabmnc3t9qkLF9p6QbgP70fOO+cLft6wFs79jsYCIiIiKi0u9mkKP/aWlpcWtra7PDiIiIiFiiOppB7o81yBERERERTZMEOSIiIiKipt/VIEf/M3/myzxw0lOdttnss+sspWgiIiIi+lZmkCMiIiIiapIgR0RERETUJEGOiIiIiKhJgtxHJFnSWbX15SU9Lenysj62rE+ufbaSNFrSPEl3Spou6S+Sjqj1c0B5s99kSa21V1IjaR9J90l6QNJxS/eMIyIiIgaH3KTXd14EtpE03PY84F3AYw1tzrc9vr5B0mjgr7Z3KOubABdKWs726cD1VG/gs6TtgN8AW0oaAvykjPMocIekS8uruCMiIiKimzKD3LeuBN5blg8Bzu1pB7YfpHr19lFlfa5febvLykDb8i7AA7YftL0AOA84AEDSjZJOkPSnMiu9s6QLJc2Q9O1en11ERETEIJQEuW+dBxwsaUVgO+D2hv0HNZRYDO+gn0nAlm0rkt4v6V7g98C/lc1vBB6pHfNo2dZmge23AT8FLgE+A2wDjJW0ZuOAksaVEo7W5+Y+193zjYiIiBjwkiD3IdtTgNFUs8dXtNPkfNtjap95HXSlhn4vsr0lcCDwrfbatDWtLV9afk4Fptl+wvZ84EFgg3Zin2C7xXbLGiPW6CCsiIiIiMEnNch971Lgh8BewGtmartpB2B640bbf5K0qaS1qGaM64nu+sDjtfX55efi2nLbev4dRERERBRJjPreacBs21Ml7dXTg8tNez8ETirrm1HdxGdJOwLDgGeBWcDmkjamuhnwYODQJRB/RERExDIlCXIfs/0ocGIHuw+qP6YN+DTVrO+mku4EVgTmACeVJ1gAfBA4XNLLwDzgoHLT3kJJ44GrgSHAabanLfkzioiIiBjc9MoDESLat+2G2/ui/7im0zabfXadpRRNRERExJIhaaLtlsbtmUGOLq2w9tAkwBEREbHMyFMsIiIiIiJqkiBHRERERNSkxCK69PJT83nyf2d0uP8NX9x8KUYTERER0bcygxwRERERUZMEOSIiIiKiJglyRERERERNapD7iKSvUL3JbhHV65yfB1YHRgCjgIdK008D/w2sS/UK6GHAdcBXbc+StAHwK+ANpZ8Jtl/z4pHylr5Lav1eaPubfXFuEREREYNZEuQ+IGk3YH9gR9vzJa0FDLP9eElkj7G9f609wGG2WyUNA75LlezuCSwEvmh7kqRVgImSrrV9TztD31TvNyIiIiJ6LiUWfWNd4Bnb8wFsP2P78e4caHsBcCywoaTtbT9he1LZNweYDryxu4FIGi3pXkm/kHS3pHMkvVPSLZJmSNqlx2cXERERMYglQe4b1wAbSLpf0imS9uzJwbYXAXcBW9a3SxoN7ADc3sGhu0m6S9KVkraubd8MOBHYrvR5KLAHcAzw5fY6kjROUquk1mdffK4n4UdEREQMaEmQ+4DtucBOwDjgaeB8SWN72I1etSKNAC4APm/7hXbaTwI2sr09cBJwcW3fQ7an2l4MTAOut21gKjC6g3OYYLvFdsuaK6/Rw9AjIiIiBq4kyH3E9iLbN9r+OjAe+GB3j5U0BNiWqpwCSUOpkuNzbF/YwXgvlMQc21cAQ0vtM1Q3/7VZXFtfTOrQIyIiIl4lCXIfkLSFpPrr5cYAf+vmsUOpbtJ7xPYUVXfw/RKYbvtHnRz3htKWUle8HPBsL08hIiIiYpmV2cO+MQI4SdJIqqdQPEBVbtGZcyTNB1ageszbAWX77sDHgKmSJpdtX7Z9haRPAtj+KfAh4FOSFgLzgINtu+TMEREREdFNqkpRIzq2/Qbb+urPt1vZAcAbvrh5h/siIiIi+itJE223NG7PDHJ0aeg6KyQJjoiIiGVGapAjIiIiImqSIEdERERE1CRBjoiIiIioSQ1ydOnlmS/y1Im3dbh/nc+9eSlGExEREdG3MoMcEREREVGTBDkiIiIioiYJch+RZEln1daXl/S0pMvL+tiyPrn22UrSaEnzJN0pabqkv0g6otbPlpJulTRf0jENY+4j6T5JD0g6bumdbURERMTgkRrkvvMisI2k4bbnAe8CHmtoc77t8fUNkkYDf7W9Q1nfBLhQ0nK2TweeA44CDmw4bgjwkzLOo8Adki61fc8SP7OIiIiIQSwzyH3rSuC9ZfkQ4NyedmD7QeBoqqQY2zNt3wG83NB0F+AB2w/aXgCcR3ldtaQbJZ0g6U9lVnpnSRdKmiHp2707tYiIiIjBKQly3zoPOFjSisB2wO0N+w9qKLEY3kE/k4AtuxjrjcAjtfVHy7Y2C2y/DfgpcAnwGWAbYKykNRs7kzROUquk1ufmzupi6IiIiIjBIwlyH7I9BRhNNXt8RTtNzrc9pvaZ10FX6sZw7bVxbfnS8nMqMM32E7bnAw8CG7QT+wTbLbZb1hgxshvDR0RERAwOqUHue5cCPwT2Al4zU9tNOwDTu2jzKK9OdNcHHq+tzy8/F9eW29bz7yAiIiKiSGLU904DZtueKmmvnh5cbtr7IXBSF03vADaXtDHVzYAHA4f2dLyIiIiIZV0S5D5m+1HgxA52HyRpj9r6p6lmfTeVdCewIjAHOKk8wQJJbwBagVWBxZI+D2xl+wVJ44GrgSHAaban9cU5RURERAxmst11q1imbb/hm3zNF0/vcH9eNR0REREDkaSJtlsat+cmvYiIiIiImpRYRJeGrr1yZokjIiJimZEZ5IiIiIiImiTIERERERE1KbGILi2cOZuZJ1/5mu1rj9+3CdFERERE9K3MIEdERERE1CRBjoiIiIioSYI8wEi6UdJ7GrZ9XtIpkjaXdLmkv0qaKOkGSW+rtdtH0l8k3StpsqTzJW249M8iIiIiov9KgjzwnEv1Gum6g8v23wMTbG9qeyfgs8AmAJK2oXpd9RG2t7Q9BjgHGL2U4o6IiIgYEHKT3sDzO+DbklawPV/SaGA94F+AW21f2tbQ9t3A3WX1S8B/255e238pEREREfEqmUEeYGw/C/wF2KdsOhg4H9gamNTJoV3tfxVJ4yS1Smp9du4LvQ03IiIiYsBJgjww1css2sorXkXSRZLulnRhO/vWLDXI90s6pr0BbE+w3WK7Zc0Rqy7R4CMiIiL6syTIA9PFwDsk7QgMtz0JmAbs2NbA9vuBscAaZdM/99t+ttQgTwBGLLWoIyIiIgaAJMgDkO25wI3Aabwye/xrYHdJ76s1Xam2/H3gK5Le1MH+iIiIiCA36Q1k5wIXUkotbM+TtD/wI0n/BzwFzAG+XfZPlfQ54FeSVgGeBf4OfL0JsUdERET0W0mQByjbFwFq2HYvsF8nx/ye6lFwEREREdGBlFhERERERNRkBjm6tPzaq7H2+H2bHUZERETEUpEZ5IiIiIiIGtludgzRz0maA9zX7DgGsbWAZ5odxCCW69u3cn37Vq5v38r17VsD4fpuZHtU48aUWER33Ge7pdlBDFaSWnN9+06ub9/K9e1bub59K9e3bw3k65sSi4iIiIiImiTIERERERE1SZCjOyY0O4BBLte3b+X69q1c376V69u3cn371oC9vrlJLyIiIiKiJjPIERERERE1SZCjQ5L2kXSfpAckHdfseAYbSadJminp7mbHMthI2kDSDZKmS5om6XPNjmkwkbSipL9Iuqtc3280O6bBSNIQSXdKurzZsQxGkh6WNFXSZEmtzY5nsJE0UtLvJN1b/r94t2bH1BMpsYh2SRoC3A+8C3gUuAM4xPY9TQ1sEJH0NmAu8Cvb2zQ7nsFE0rrAurYnSVoFmAgcmH+/S4YkASvbnitpKHAz8DnbtzU5tEFF0tFAC7Cq7f2bHc9gI+lhoMV2f39O74Ak6UzgJtu/kDQMWMn2rCaH1W2ZQY6O7AI8YPtB2wuA84ADmhzToGL7T8BzzY5jMLL9hO1JZXkOMB14Y3OjGjxcmVtWh5ZPZluWIEnrA+8FftHsWCJ6StKqwNuAXwLYXjCQkmNIghwdeyPwSG39UZJgxAAkaTSwA3B7k0MZVMqf/ycDM4Frbef6Lln/BxwLLG5yHIOZgWskTZQ0rtnBDDKbAE8Dp5cyoV9IWrnZQfVEEuToiNrZlhmiGFAkjQAuAD5v+4VmxzOY2F5kewywPrCLpJQJLSGS9gdm2p7Y7FgGud1t7wjsC3ymlL3FkrE8sCNwqu0dgBeBAXUvUxLk6MijwAa19fWBx5sUS0SPldrYC4BzbF/Y7HgGq/Jn0xuBfZobyaCyO/C+UiN7HvB2SWc3N6TBx/bj5edM4CKq0sJYMh4FHq39Zel3VAnzgJEEOTpyB7C5pI1Lcf3BwKVNjimiW8pNZL8Eptv+UbPjGWwkjZI0siwPB94J3NvUoAYR2/9pe33bo6n+v/cPtj/a5LAGFUkrlxt4KX/6fzeQJwotIbafBB6RtEXZ9A5gQN0kvXyzA4j+yfZCSeOBq4EhwGm2pzU5rEFF0rnAXsBakh4Fvm77l82NatDYHfgYMLXUyQJ82fYVzQtpUFkXOLM87WY54De28yiyGEjWAS6qvkuzPPBr21c1N6RB57PAOWWS7UHg402Op0fymLeIiIiIiJqUWERERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckREREQMKJJOkzRTUpeP55N0gqTJ5XO/pFldHZMEOSIiljhJN0p6T8O2z0s6pZP2LUsnuogYBM6gmy8osv0F22PK2z9PArp8eVQS5IiI6AvnUr3kou7gsj0i4nWx/Sfgufo2SZtKukrSREk3SdqynUMPoRv/P5QEOSIi+sLvgP0lrQAgaTSwHnCopFZJ0yR9o70DJc2tLX9I0hlleZSkCyTdUT679/lZRMRAMgH4rO2dgGOAV/3FStJGwMbAH7rqKG/Si4iIJc72s5L+QvUn0EuoZo/PB75r+7nyFr7rJW1ne0o3uz0ROMH2zZI2pHrT55v6Iv6IGFgkjQDeAvy2vCERYIWGZgcDv7O9qKv+kiBHRERfaSuzaEuQ/w34iKRxVP/9WRfYCuhugvxOYKvaf/xWlbSK7TlLNOqIGIiWA2aVOuOOHAx8prudRURE9IWLgXdI2hEYDjxP9WfPd9jeDvg9sGI7x7m2XN+/HLBb2802tt+Y5DgiAGy/ADwk6cMAqmzftl/SFsDqwK3d6S8JckRE9Anbc4EbgdOoZpNXBV4EZktaB9i3g0OfkvQmScsB769tvwYY37YiaUwfhB0RA4Ckc6mS3S0kPSrpSOAw4EhJdwHTgANqhxwCnGfbr+3ttVJiERERfelcqkcqHWz7Xkl3Uv2H60Hglg6OOQ64HHgEuBsYUbYfBfxE0hSq/379CfhkH8YeEf2U7UM62NXuo99sH9+T/tXNRDoiIiIiYpmQEouIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjohYwiSNlXRzbd2SNusv8XTR9gxJ3+7FGFdKOqKbbW+U9P96OkZExNKSBDkiIrqls0Tb9r62z1wCY4wuXyiWb9i+rqSfS3pc0lxJD5ZkfsuG4+aWz1OSTpE0tNbHw5IWSFqroe/J5djRHcR0o6R/1PqeK2m313me+ZIQ0Y8lQY6IiH5N0prAn4GVgLcCqwA7An8E3tXQfKTtEcC2wG7AZxr2PwQcUut7W2B4N8IYb3tE7XNrr05mCWn8AhERS1YS5IiIXpB0nKS/Spoj6R5J73+d/Z1RZjyvLDOUt0h6g6T/k/S8pHsl7VBr/6YyCzlL0jRJ76vtW1PSpZJekPQXYNOGsbaUdK2k5yTdJ+kjryf20uc/Z0QlDZH0v5KekfSQpPHtzApvVM5xjqRrarO6fyo/Z9Vmar8AvAB8zPZfXZll+3TbJ7UXj+2ZwLXAVg27zgIOr60fAfyql+e8gqQfSvp7mbH+qaThZd/qki6X9HT5/V0uaf2y7ztUif7J5RxPbm/mvOGaji3X6wRJzwHHdzH+WmXMWeX3fJOk/Dc/opvyP5aIiN75K1WSsxrwDeBsSeu+zj4/AnwVWAuYD9wKTCrrvwN+BFDKBi4DrgHWBj4LnCNpi9LPT4B/AOsC/1Y+lGNXpkocf12OPQQ4RdLWrzP2un8H9gXGUM30HthOm0OBj5cYhgHHlO1vKz9H1mZq3wlcZHtxdwOQtB7wHuC2hl23AauWLxhDgIOAs7vbb4P/Af6F6jw3A94IfK3sWw44HdgI2BCYB5wMYPsrwE28Mis9vpvj7Qo8SHXNvtPF+F8EHgVGAesAXwbcq7OMWAYlQY6I6AXbv7X9uO3Fts8HZgC7vM5uL7I90fY/gIuAf9j+le1FwPlA2wzym4ERwPdsL7D9B+By4JCS9H0Q+JrtF23fDdRrg/cHHi6zrwttTwIuAD70OmOv+whwou1HbT8PfK+dNqfbvt/2POA3VEleR9YCnmxbkfS+MjM6R9I1DW2fkTQLeAx4keqLRaO2WeR3AfeWtl35cRlzlqRJkkT1ReALtp+zPQf4b+BgANvP2r7A9ktl33eAPbsxTmcet32S7YVUX4A6HB94meoL0ka2X7Z9k+0kyBHdlBqmiIhekHQ4cDQwumwaQZXIvR5P1ZbntbM+oiyvBzzSMKP6N6oZxFFU/9/+SMO+NhsBu5Ykss3yVEnjkrJew/iPtNPmydryS7xybu15lirZA8D2pcDIUn7w0Ya2a9leWEoNvglcBbyloc1ZVKUcG9P98oqjbP+ibUXS2lQ10ROrXLnaDAwp+1cCTgD2AVYv+1eRNKR84emN+nUc1dn4wA+A44Fryv4Jttv7ohIR7cgMckRED0naCPg5MB5Y0/ZI4G6qBGVpeBzYoKGmdEOqmdCngYXABg372jwC/NH2yNpnhO1PLcH4ngDWr61v0FHDdrQ3y3k9cGBPamjLzPQZwG6NT62w/Teqm/X2Ay7sQWx1z1B9adm6dh1XKzcIQlXisAWwq+1VeaV0pO3fSON5vlh+rlTb9oaGNvVjOh3f9hzbX7S9CfCvwNGS3tHLc41Y5iRBjojouZWpkpWnASR9HNhmKY5/O1VCdaykoZL2okqCziuzkxdS3cS1kqStqG5Ea3M58C+SPlaOHSppZ0lv6ubYkrRi/dNOm98An5P0RkkjgS/14NyeBhYDm9S2/YhqFvYsSZuqsgqdlGVIWgH4GNVM9bPtNDkSeLvtF9vZ16Uye/9z4IQym0w53/eUJqtQJbCzJK0BfL2hi6eonaPtp6m+4Hy03OT4bzTcXNmT8SXtL2mzUgryArCofCKiG5IgR0T0kO17gP+luonuKapHit2yFMdfALyP6ka4Z4BTgMNt31uajKcqWXiSahb19Nqxc4B3U9WqPl7a/A+wQjeHfwtV4vfPj177yLGfU91AOAW4E7iCala7ywTN9ktU9bq3lHrfN9t+hqru+h/AzcAcYDJVEto48z1L0lyq38tuwPvaq70tT8No7dYZd+xLwAPAbZJeAK6jmjUG+D+qx8c9Q3Vj4FUNx54IfKg84eLHZdu/A/9BldBvTfVou96Ov3lZn0v17/QU2zf2/BQjlk1KzX5ERPQlSfsCP7W9UbNjiYjojswgR0TEEiVpuKT9JC0v6Y1U5QUXNTuuiIjuSoIcEbGUqHqhx9x2Poc1O7YlTFTPhn6eqsRiOq88nzciot9LiUVERERERE1mkCMiIiIiavKikOjSWmut5dGjRzc7jIiIiIglauLEic/YHtW4PQlydGn06NG0tr7epyFFRERE9C+S/tbe9iTI0aWFTz/H06ee3ewwIiIiYhkw6lONb5Bf+lKDHBERERFRkwQ5IiIiIqKm3yXI5QHzf5Q0ZAn3O1bSyUuqXQfHjpZ0aHf6knSdpNUbtv1M0u7t9Hl3b+Ipx395SfUVERERsSzodwky8G/AhbYXdafxkk6kX6fRwKFdNSrOAj7dsG1X4LYlGRDw5a6bRERERESb/pggHwZcImkvSX+SdJGkeyT9VNJyAOXNU9+UdDuwm6SPSvqLpMllFnZIafdxSfdL+iOwe0cDdtRO0ihJF0i6o3x2L9uPl3SWpD9ImiHp38sh3wPeWuL4Qtm2nqSrSrvv14a9FDikNtabgPttL5K0k6S7JN0KfKbWZoikH5RYpkj6RNne7rWS9D1geInnnNLNEEk/L2/0ukbS8B7/hiIiIiIGsX6VIEsaBmxi++GyaRfgi8C2wKbAB8r2lYG7be8KPAscBOxuewywCDhM0rpUrzrdHXgXsFUHY3bW7kTgBNs7Ax8EflHbtx3wXmA34GuS1gOOA26yPcb2CaXdmBLftsBBkjYAsP08sIKkNUu7fYGryvLpwFG2d2sI90hgdolnZ+DfJW3c0bWyfRwwr8TT9irbzYGf2N4amFXOq73rMk5Sq6TWZ+e+0F6TiIiIiEGpXyXIwFpUSVubv9h+sJRbnAvsUbYvAi4oy+8AdgLukDS5rG9CVa5wo+2nbS8Azu9gzM7avRM4ufR7KbCqpFXKvktsz7P9DHADVYLanuttz7b9D+AeYKPavpnAemX5PcBVklYDRtr+Y9l+Vq39u4HDSzy3A2tSJbydXatGD9meXJYnUpWFvIbtCbZbbLesOWLVDrqKiIiIGHz623OQ5wEr1tbdsL9t/R+1GmUBZ9r+z3pDSQe2c3xbzfLEsnopMKm9dsVywG625zX00VlsjebXlhfx6mu+IjBP0kpUSfHjkkZ20peAz9q+uiGevV5HPCmxiIiIiKjpVzPIpexgiKS2JHkXSRuX2uODgJvbOex64EOS1gaQtIakjahmWPeStKakocCHyxiLSsnBGNtf66hdcQ0wvm1F0pjavgMkrVhKJPYC7gDmAKvQDaqy7DcADwN7U81CY3sWMFtS2wzwYbXDrgY+VeJE0r9IWrmLa/VyW/uIiIiI6Fq/SpCLa3ilPOBWqhvf7gYeAi5qbGz7HuCrwDWSpgDXAuvafgI4vvRxHdVM8Wt00e4ooKXcEHcP8Mnavr8Av6d66sS3bD8OTAEWlhvsvkDndgJus72QV9cfA3wc+Em5Sa8+e/0LqjKNSeVxbT/jlRnpjq7VBGBK7Sa9iIiIiOiE7I7+Et8cknYAjgZ+CRxje/8mh/Qako4H5tr+4evo40TgUtvXS5oE7Gr75V72tRd9eK3GbLSJrz3um33RdURERMSrLM1XTUuaaLulcXt/q0HG9p2SbgD60/ON+8Ldtq8HsL1js4OJiIiIiEq/m0GO/qelpcWtra3NDiMiIiJiiepoBrk/1iBHRERERDRNEuSIiIiIiJp+V4Mc/c/LTz/JU6d+v+uGERERMeCs86ljmx1Cv5MZ5IiIiIiImiTIERERERE1fZYgS1okabKkaeXFGUeXt7y11/YMSS9JWqW27URJlrRWQ39tn+PK9hsl3Vde5nGvpJPL65qRtIGkGyRNL3F8roPx95I0u9b313pxvkMlTSzLXynjTSn97SrporL8QMNYb+kv5xARERERfVuDPM/2GIDyGuhfA6sBX++g/QPAAcDZJZHeG3isvf7acZjtVknDgO8ClwB7AguBL9qeVJLviZKuLW/fa3TT63zRxh7AnyXtBuwP7Gh7fknwh9l+P7T/Uo/qrdP94hwiIiIilnlLpcTC9kxgHDBeJRtsx7nAQWV5L+AWquSwJ+MsAI4FNpS0ve0nbE8q++YA04E3drc/SaPLjO4vJN0t6RxJ75R0i6QZknapNd8HuBJYF3jG9vwy7jPlNdQD4RwiIiIilnlLrQbZ9oNlvLU7aDIDGCVpdeAQ4LyG/cMbSiwOem0XYHsRcBewZX27pNHADsDtHYy/WykFuVLS1rXtmwEnAtuVPg+lmi0+Bvhyrd3ewI3ANcAGku6XdIqkPTsYr0NNPIeIiIiIZd7SfsxbR7PHbS4EDgZ2BT7RsK+zEotOx5E0ArgA+LztF9ppPwnYyPZcSfsBFwObl30P2Z5a+pkGXG/bkqYCo8v29YDnbL9U1ncC3kqVNJ8v6TjbZ3Qz9qacw2sGl8ZRzfqz/hojexh6RERExMC11GaQJW0CLAJmSjq9zAJf0dDsPOBbwLW2F/dynCHAtlSlCEgaSpVYnmP7wvaOsf2C7bll+QpgaNvNgcD8WtPFtfXFvPIFY1/g6lp/i2zfaPvrwHjggwPgHBr7m2C7xXbLGiNW7kn4EREREQPaUplBljQK+Clwsm0DH2+vne2/S/oKcF0vxxkKfAd4xPaUUu/8S2C67R91ctwbgKfKrOouVF8cngVGdHPofYD/Kn1tASy2PaPsGwP8bQCcQ0RERETQtwnycEmTgaFUN9udBXSY4LWx/bMu+mtzle3jyvI5kuYDK1Al1weU7bsDHwOm1o79su0rJH2yjPdT4EPApyQtBOYBB5dEs8uTLLO9m9u+t2waAZxUHtO2kOrpHOO67KiJ5xARERERr1A1oRu9JWkP4KO2P9nsWPrK9hut72uOO6rZYUREREQfWJZfNS1pou2Wxu1L+ya9Qcf2zcDNzY4jIiIiIpaMJMjRpaGj3rBMf7uMiIiIZctSe4pFRERERMRAkAQ5IiIiIqImJRbRpQUzH+DhHx/Y7DAiIiK6ZfRRFzc7hBjgMoMcEREREVGTBDkiIiIioiYJckRERERETRLkAUjSaEl3N2xrkfTjHvZzvKRjlmx0EREREQNbbtIbJGy3Aq3NjiMiIiJioMsM8gAnaRNJd0r6D0mXl23HSzpN0o2SHpR0VK39VyTdJ+k6YIumBR4RERHRT2UGeQCTtAVwHvBxYCSwZ233lsDewCrAfZJOBbYDDgZ2oPrdTwImdtD3OGAcwHqrD++bE4iIiIjohzKDPHCNAi4BPmp7cjv7f297vu1ngJnAOsBbgYtsv2T7BeDSjjq3PcF2i+2WNUcM64PwIyIiIvqnJMgD12zgEWD3DvbPry0v4pW/Frgvg4qIiIgY6JIgD1wLgAOBwyUd2s1j/gS8X9JwSasA/9pXwUVEREQMVEmQBzDbLwL7A18AVutG+0nA+cBk4ALgpr6MLyIiImIgyk16A5Dth4FtyvIsYOey65Ky7fiG9tvUlr8DfGcphBkRERExICVBji4NW3szRh91cbPDiIiIiFgqUmIREREREVGTBDkiIiIioiYJckRERERETWqQo0svPv0At/9s/2aHERHxuu36icubHUJEDACZQY6IiIiIqEmCHBERERFRMyASZEmLJE2WNE3SXZKOltRu7JLOkPRSeVNc27YTJVnSWg39tX2OK9tvlHSfpCmS7pV0sqSRtX4eljS1HNPay3P5maTdJb1Z0u2lr+mSjpf08VpMC2pjfU/SWElPS7pT0gxJV0t6S63f4yU9Vjt+v97EFxEREbGsGyg1yPNsjwGQtDbwa6o3x329g/YPAAcAZ5dEem/gsfb6a8dhtlslDQO+S/XyjT1r+/e2/UxvTwTYFfg0cA/wEdt3SRoCbGH7HuB0qJLx+liSxgLn2x5f1vcGLpS0t+3ppe8TbP/wdcQWERERscwbEDPIdbZnAuOA8ZLUQbNzgYPK8l7ALcDCHo6zADgW2FDS9p21LTPPJ0j6U5kN3lnShWWm99u1dm8C7re9CFgbeKKMtagkxz2J7wZgAtW16Cy2sZIulnSZpIckjS8z8HdKuk3SGj0ZNyIiImKwG3AJMoDtB6liX7uDJjOAUZJWBw4BzmvYP7yhxOKg13ZRJa7AXcCWbZuAayRNlNSYmC6w/Tbgp1Szzp+heh30WElrljb7AleV5ROA+yRdJOkTklbsxqk3mlSLDaovDVMknVbOvc02wKHALlSvmX7J9g7ArcDh7XUsaZykVkmts+Yu6EVoEREREQPTgEyQi45mj9tcCBxMVdJwU8O+ebbH1D7nd3Oc3W3vSJXofkbS22r7Li0/pwLTbD9hez7wILBB2fceSoJs+5tAC3ANVfJ6FT1Xj+1UYFNgDNXM9P/W9t1ge47tp4HZwGW1WEe317HtCbZbbLeMHDGsF6FFREREDEwDMkGWtAmwCJgp6fQyC3xFQ7PzgG8B19pe3MtxhgDbAtMBbD9efs4ELqKakW0zv/xcXFtuW19e0krAyLY+Sj9/tX0q8A5g+9pMc3ftUIvtqVKqsRj4eQexNca3mIFThx4RERGxVAy45EjSKKoyhpNtG/h4e+1s/13SV4DrejnOUKpyhEdsT5G0MrCc7Tll+d3AN3vQ5d7ADbX+3wtcUc5hc6qEf1YP4tuTqv5477K+ru0nyu73A3f3ILaIiIiIKAZKgjxc0mRgKNXNdmcBP+rqINs/66K/NlfZPq4snyNpPrACVXJ9QNm+DnBRuS9weeDXtntSFrEv8Lva+seAEyS9RHVOh5Wa584cJGkPYCXgIeCDtSdYfF/SGKo66YeBT/QgtoiIiIgoVE1gRl+TNAnY1fbLzY6lp9600Uif8eU9mh1GRMTrlldNR0SdpIm2Wxq3D5QZ5AGv3NwXEREREf1cEuTo0sqjNsusS0RERCwzBuRTLCIiIiIi+koS5IiIiIiImpRYRJdmPzODK3+5X7PDiIg+su+RjY+Rj4hYtmUGOSIiIiKiJglyRERERERNEuRBTtLny2uuIyIiIqIbkiAPAqp09Lv8PNWb9yIiIiKiG5IgD1CSRkuaLukUYBLwS0mtkqZJ+kZpcxSwHnCDpBvKtndLulXSJEm/lTSieWcRERER0f8kQR7YtgB+ZXsH4IvlVYnbAXtK2s72j4HHgb1t7y1pLeCrwDvLm/1agaPb61jSuJJwt74wZ8HSOZuIiIiIfiCPeRvY/mb7trL8EUnjqH6n6wJbAVMa2r+5bL9FEsAw4Nb2OrY9AZgAsPno1bzkQ4+IiIjon5IgD2wvAkjaGDgG2Nn285LOAFZsp72Aa20fsvRCjIiIiBhYUmIxOKxKlSzPlrQOsG9t3xxglbJ8G7C7pM0AJK0k6V+WaqQRERER/VxmkAcB23dJuhOYBjwI3FLbPQG4UtITpQ55LHCupBXK/q8C9y/VgCMiIiL6sSTIA5Tth4FtautjO2h3EnBSbf0PwM59HF5ERETEgJUSi4iIiIiImswgR5dWW2tz9j3yimaHEREREbFUZAY5IiIiIqImCXJERERERE1KLKJLzz07g3POeE+zw4gI4LCxVzc7hIiIQS8zyBERERERNUmQIyIiIiJqkiAvwySNlnR3s+OIiIiI6E+SIEdERERE1OQmvUFA0srAb4D1gSHAt4AHgB8BI4BngLG2n5C0E3Aa8BJwc3MijoiIiOi/MoM8OOwDPG57e9vbAFdRvV76Q7bbEuLvlLanA0fZ3q05oUZERET0b5lBHhymAj+U9D/A5cDzwDbAtZKgmlV+QtJqwEjbfyzHnQXs216HksYB4wDWXHPFvo0+IiIioh9JgjwI2L6/lE7sB3wXuBaY1jhLLGkk4G72OQGYALDJxqt165iIiIiIwSAlFoOApPWAl2yfDfwQ2BUYJWm3sn+opK1tzwJmS9qjHHpYUwKOiIiI6Mcygzw4bAv8QNJi4GXgU8BC4MelrGJ54P+AacDHgdMkvQTklVwRERERDZIgDwK2r6b9ZPdt7bSdCGxf23R8H4UVERERMSClxCIiIiIioiYzyNGlNdbcnMPGphojIiIilg2ZQY6IiIiIqEmCHBERERFRkxKL6NLM52Zw8tnvaXYYEQPC+I+mHCkiYqDLDHJERERERE0S5IiIiIiImiTIERERERE1TUmQJS2SNFnSNEl3STpaUruxSDpD0kuSVqltO1GSJa3V0F/b57iy/UZJ90maIuleSSdLGlnr5zRJMyXd3TDmGpKulTSj/Fy9F+e4m6SfS1pJ0jmSpkq6W9LNkjaqxfqkpMdq68M6uz6S1pR0g6S5kk5uGHOnMs4Dkn4sST2NOyIiImJZ16wZ5Hm2x9jeGngXsB/w9U7aPwAcAFASxb2Bx9rpr+3zvdq+w2xvB2wHzAcuqe07A9innfGOA663vTlwfVnvqX2Aq4DPAU/Z3tb2NsCRwJNtsQI/BU6oxb6Azq/PP4D/Ao5pZ8xTgXHA5uXT3rlFRERERCeaXmJheyZVUje+kxnPc4GDyvJewC3Awh6OswA4FthQ0vZl25+A59ppfgBwZlk+EzgQQNJYSRdLukzSQ5LGl9ndOyXdJmmNWh/vAK4D1qWWzNu+z/b8HsT9qutj+0XbN1Mlyv8kaV1gVdu32jbwq1rcZ0g6tcw8PyhpzzJ7Pl3SGd2NJSIiImJZ0PQEGcD2g1SxrN1BkxnAqFLqcAhwXsP+4Q0lFge9tguwvQi4C9iyi5DWsf1EOeaJhri2AQ4FdgG+A7xkewfgVuBwgFL68bLt2cBpwJck3Srp25I272Ls9uLu6voAvBF4tLb+aNnWZnXg7cAXgMuAE4CtgW0ljWnsTNI4Sa2SWue+sKCnIUdEREQMWP0iQS66qpe9EDgY2BW4qWFfY4nF+a9jnK7cYHuO7aeB2VTJJsBUYHRZfjdwDYDtycAmwA+ANYA7JL2pF+N2FXd7+11bvqzMLE+lKvmYansxMK0W9ysH2hNst9huGbHqsF6EGxERETEw9YsXhUjaBFgEzJR0OrAD8Ljt/WrNzgMmAWfaXtyb+88kDQG2BaZ30fQpSevafqKULsys7auXRyyurS/mleu5L/Cjtka251Il+BdKWkxVU9xVDPW4/3l9Omn2KLB+bX194PF24q7H3Bh3RERExDKv6TPIkkZR3ah2sisfL7PA9eQY238HvgKc0stxhgLfBR6xPaWL5pcCR5TlI3j1jX1djSOqGwInl/Xd256CIWkYsBXwtx7096rr01G7UgoyR9KbSwyH9yTuiIiIiKg0a+ZwuKTJwFCqm+3Oojbj2hHbP+uivzZX2W578sQ5kuYDK1DdNHdAWyNJ51Ld9LeWpEeBr9v+JfA94DeSjgT+zv9n787j9KjK9P9/LsKSIPsqKhAJkcgaoEFRRkBRARlREcOiEgfNKEZ0kK/yU0cZ9xkZGURRo4MgIsSFJSKbMiCLLHYgJMQAwQQFQcIWQiAmkFy/P+q0FA+9PJ2k++nler9ez6urTp06dVeloe8+fVcVHNH8qbEncHstmR0DfLckrWsAvwZ+2cMY3V4fSfcBGwBrS3oH8BbbfwQ+QvVkjlHA5eUTEREREb2gbiYlYyVI+hxwr+3GGwkHrW2229Cf+uJrWx1GxKAw+b1XtjqEiIhokqTpttte1J4EOXrS1tbm9vb2VocRERERsVp1lSC3vAY5IiIiImIgSYIcEREREVGTBDkiIiIioibPv40ePfjEXP79Zwe1OoyIlvvSe65odQgREdEPMoMcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMhDgKSLJU2XNFvSpNJ2nKR7JF0r6QeSvl3aN5f0S0l/KJ/Xtzb6iIiIiIElT7EYGv7F9uOSRgF/kPRr4N+BPYCngP8D7ih9TwdOs32DpG2AK4FXNw5YEu1JABtsNrIfTiEiIiJiYEiCPDScIOmdZXlr4H3A72w/DiDp58CryvYDgR0ldey7gaT1bT9VH9D2FGAKwMvGbJj3kUdERMSwkQR5kJO0P1XSu4/tZyRdC9xNJ7PCxRql75J+CTAiIiJikEkN8uC3IfBESY7HAa8F1gX2k7SxpDWBw2v9rwImd6xIGt+fwUZEREQMdEmQB78rgDUlzQS+BNwM/BX4KnAL8Fvgj8CTpf8JQJukmZL+CHy4/0OOiIiIGLhSYjHI2V4KHNzYLqnd9pQyg3wR1cwxth8FJvRvlBERERGDRxLkoesUSQcCI6mS44tXdqCXbTyWL73nitUVV0RERMSAlgR5iLJ9UqtjiIiIiBiMUoMcEREREVGTBDkiIiIioiYlFtGjuQvv5eBpb291GDEEXf72aa0OISIi4kUygxwRERERUZMEOSIiIiKiJgnyMCZpf0mXtjqOiIiIiIEkCfIQJGlEq2OIiIiIGKySIA8ykkZLukvSOeV10b+QtK6k+yR9XtINwBGS3iLpJkm3Sfq5pPXK/geV/W8A3tXas4mIiIgYeJIgD047AFNs7wosAo4v7X+3vS/wW+BzwIG29wDagRMljQR+APwz8E/AS7s6gKRJktoltS9btKwPTyUiIiJiYEmCPDjdb/vGsvwTYN+yPLV8fS2wI3CjpBnAscC2wDhgvu25tl327ZTtKbbbbLetvcHafXEOEREREQNSnoM8OLmL9afLVwG/sX1UvZOk8Z3sGxERERE1mUEenLaRtE9ZPgq4oWH7zcDrJW0PUGqUXwXcBbxS0pjavhERERFRkwR5cJoDHCtpJrAJ8N36RtuPABOB80ufm4Fxtv8OTAJ+XW7S+3O/Rh0RERExCKTEYnBaYfvDDW2j6yu2/w/Yq3FH21dQ1SJHRERERCcygxwRERERUZMZ5EHG9n3Azv15zLEbbc/lb5/Wn4eMiIiIaJnMIEdERERE1CRBjoiIiIioSYlF9Gjuwgc55KIvtDqMGOQue+d/tDqEiIiIpmQGOSIiIiKiJglyRERERERNEuRBQNIpkk5aif3GSzpkVceJiIiIGE6SIA9t44FDeuoUEREREc9LgjxASfqspLsl/RbYobSNkXSFpOmSrpc0rrSfLel7pe0eSYdKWhv4IjBB0gxJE8rQO0q6VtI8SSe05uwiIiIiBq48xWIAkrQncCSwO9W/0W3AdGAK8GHbcyW9BjgTeGPZbTSwHzAGuAbYHvg80GZ7chn3FKrXTB8ArA/cLem7tp/tJIZJwCSAkZtv2CfnGRERETEQJUEemP4JuMj2MwCSpgEjgdcBP5fU0W+d2j4/s70CmCtpHlUi3Jlf214KLJW0ANgSeKCxk+0pVAk5G27/Mq/6KUVEREQMDkmQB67GpHQNYKHt8U327yqpXVpbXk6+ByIiIiJeIDXIA9N1wDsljZK0PvDPwDPAfElHAKiyW22fIyStIWkMsB1wN/AUVSlFRERERDQpCfIAZPs2YCowA/glcH3ZdAxwnKQ7gNnAYbXd7gZ+B1xOVaf8d6pa5B0bbtKLiIiIiG7kz+sDlO2vAF/pZNNBXexyo+1/axjjcWCvbo6x88pHGBERETE0ZQY5IiIiIqJGdh5QEN1ra2tze3t7q8OIiIiIWK0kTbfd1tieGeSIiIiIiJokyBERERERNblJL3o0d+EC3nbht1odRgwSv35X3mAeERGDW2aQIyIiIiJqkiBHRERERNQkQV6NJFnSubX1NSU9IunSsj6xrM+ofXaUNFrSEkm3S5oj6VZJx9bGOUbSzPL5fcMb9OrHP1vS/NrY4/v8pCMiIiKGmNQgr15PAztLGmV7CfBm4K8NfabanlxvkDQa+JPt3cv6dsCFktaw/SNgPrCf7SckHQxMAV7TRQz/z/YvVt8pRURERAwvmUFe/S4H3laWjwLO7+0AtucBJwInlPXf236ibL4ZeEVvxpN0iqRzJF0l6T5J75L0X5JmSbpC0lq9jTEiIiJiqEqCvPpdABwpaSSwK3BLw/YJDSUWo7oY5zZgXCftx1El4V35SinFOE3SOrX2MVSJ+2HAT4BrbO8CLOH5hD4iIiJi2Gs6QZY0StIOfRnMUGB7JjCaavb4sk66TLU9vvZZ0sVQelGDdABVgvzpLvb5/6iS6r2ATRr6XW77WWAWMAK4orTPKvE2HmuSpHZJ7cueXNzF4SIiIiKGnqYSZEn/DMygJFWSxkua1odxDXbTgFNZifKKmt2BOR0rknYFfggcZvuxznaw/ZArS4EfAXvXNi8tfVYAz/r5d4yvoJNadNtTbLfZblt7w/VW4TQiIiIiBpdmZ5BPoUq2FgLYnkEns47xD2cBX7Q9a2V2LjftnQqcUda3AS4E3mf7nm7226p8FfAO4M6VOX5ERETEcNbsUyyes/1klXdFT2w/AJzexeYJkvatrR8PPAiMkXQ7MBJ4CjijPMEC4PPApsCZ5d/gOdttAJIuAz5o+0HgPEmbU5VnzAA+vFpPLCIiImIYaDZBvlPS0cAISWOpnq7w+74La3Cy/aJaBNvXAteW5bOBs7vYvaub9bD9QeCDXWw7pLb8xi76nNJVnI3bIiIiIoa7ZkssPgbsRFXH+lPgSeATfRRTRERERETL6Pl7tbroII0ArrR9YP+EFANNW1ub29vbWx1GRERExGolaXpH2WpdjzPItpcDz0jasE8ii4iIiIgYQJqtQf47MEvSb6hepwyA7RP6JKqIiIiIiBZpNkH+dfnEMHTvE49x6C/PbnUYw8Klh09sdQgRERHDXlMJsu1z+jqQiIiIiIiBoKkEWdJ84EV389nebrVHFBERERHRQs2WWNTv7hsJHAFssvrDiYiIiIhoraaeg2z7sdrnr7b/B+j0pRTRGpK2lPRTSfMkTZd0k6R31rZvKmlG+fxN0l9r62u3MvaIiIiIgaTZEos9aqtrUM0or98nEUWvqXr/9MXAObaPLm3bAm/v6GP7MWB82XYKsNj2qf0da0RERMRA12yJxX/Xlp8D5gPvWf3hxEp6I7DM9vc6Gmz/GTijdSFFREREDE7NJsjH2Z5Xb5D0yj6IJ1bOTsBtnW2Q9DLgh7YP6c2AkiYBkwBGbbbpKgcYERERMVg0VYMM/KLJthgAJH1H0h2S/mD7wd4mxwC2p9hus9229gappomIiIjho9sZZEnjqGYnN5T0rtqmDaieZhEDw2zg8I4V2x+VtBnQ3rqQIiIiIgannmaQdwAOBTYC/rn22QP4UJ9GFr3xf8BISR+pta3bqmAiIiIiBrNuZ5BtXwJcImkf2zf1U0zRS7Yt6R3AaZI+BTwCPA18emVrkCMiIiKGq2Zv0rtd0kepyi3+UVph+1/6JKroNdsPAUd2sfmQhr6n9HlAEREREYNUswnyucBdwFuBLwLHAHP6KqgYWLbfeFMuPXxiq8OIiIiI6BfNPsVie9v/Djxt+xzgbcAufRdWRERERERrNJsgP1u+LpS0M7AhMLpPIoqIiIiIaKFmSyymSNoY+HdgGrAe8Pk+iyoiIiIiokVku9UxxAC30Zgx3vc/v97qMIaES999RKtDiIiIiELSdNttje1NlVhI2lLS/0q6vKzvKOm41R1kRERERESrNVuDfDZwJfCysn4P8Ik+iCciIiIioqWaTZA3s/0zYAWA7eeA5X0WVUREREREizSbID8taVPAAJJeCzzZZ1GtJpL2l3RpL/e5VtKLalG66b+VpEslvUTSY5I2bNh+saT3lOWDJN0q6S5JMyRNlbRNre+JZdssSXdI+qaktXqI9e4y1gxJW/TyXH9bbr6MiIiIiKLZBPlEqqdXjJF0I/Bj4GN9FlUPJI1o1bE7cSLwA9tPA1cB7+jYUJLlfYFLy+PxzgCOtT3O9njgPMrj8iR9GHgL8FrbuwB7AQuAUT0c/xjb48tnQS9jPxc4vpf7RERERAxp3SbIHbObtm8D9gNeB/wrsJPtmX0RkKTRZRb1HEkzJf1C0rqS7pP0eUk3AEdIeoukmyTdJunnktYr+x9U9r8BeFc3x/m8pD9IulPSFEmqbX6vpN+XbXuX/vvVZmpvl7R+6Xs4cEVZPp8Xvu75ncAVtp8BPg181fY/3kBoe5rt68rqZ4GP2F5Yti2z/XXbi1biGp4t6buSrpE0r8R+lqQ5ks6udZ0GHNXFGJMktUtqX7ao1yFEREREDFo9zSBfXFueanu27TttP9vVDqvJDsAU27sCi3h+lvPvtvcFfgt8DjjQ9h5AO3CipJHAD4B/Bv4JeGk3x/i27b1s70w1S3tobdtLbL+uHPes0nYS8NEy8/tPwBJJrwSesL209LkC2LOUo0CVLJ9flncCbusskJJsr2d7fncXpQs/Kkn7vzck+RsDbwT+DfgVcFqJYRdJ4wFsPwGsU4v3H2xPsd1mu23tDTZYibAiIiIiBqeeEuR6wrVdXwbS4H7bN5bln1CVKQBMLV9fC+wI3ChpBnAssC0wDphve66rBzz/pJtjHCDpFkmzqBLJnWrbzgcos7sbSNoIuBH4pqQTgI3KjYpbAY907GR7GdWs7LslbQaMpyq7eAFJm5ak9h5JJ1FdZ9e2v7Vsv0/S67o5h2NKOcY/lc/7att+Va7BLOBh27NsrwBm88K3IC7g+aeTRERERAx7PSXI7mK5rzUeq2P96fJVwG9qtbc72j6ui32rHaQrS9L5wzLTfCbw7pJg/gAY2d3xbX8d+CDVbPPNksYBSxr2g+fLLN4NXFKbbZ8N7FEGe6zMRE+hmjleRHUj5CvL9ivL9juBtTs7n9Lvr+XrU8BPgb1rmztmtVfUljvW629QHFnOIyIiIiLoOUHeTdIiSU8Bu5blRZKektSXhanbSNqnLB8F3NCw/Wbg9ZK2Byg1yq8C7gJeKWlMbV8AbL+1JNMf5Pmk9tFSu/zuhvEnlHH3BZ60/aSkMWUW9j+pSjrGUT0PenTDvtcAY4GP8nx5BcB/AZ+V9Opa27q15a8B3y2z1ZRyicbk+x8krVlmqSlPujiUKqFuWjnGS4H7erNfRERExFC2ZncbbbfqaRFzgGMlfR+YC3yX2lMzbD8iaSJwvqR1SvPnbN8jaRLwa0mPUiXWOzcObnuhpB9QlR/cB/yhocsTkn4PbAD8S2n7hKQDqJ7//EfgcttLJf1J0va27y1jr5D0S+AIoOMGPGzPkvRx4Mel5vgx4C/AF0qX71IlzLdIWgospirruL2La7QOcGVJjkdQ1WX/oIu+XdkTuLmUi0REREQEoKpMdeCQNBq4tNw8N+BJeiewp+3PtTqW3pJ0OjDN9tXd9dtozBjv+59f76eohrZL331Eq0OIiIiIQtJ02y96/0W3M8jRM9sXdfYUiEHizp6SY4DtN944iV1EREQMGwMuQbZ9H52URQxktn/Yl+NLuoWqpKLufbZnrcq4tntbkhEREREx5A24BDlezPZrWh1DRERExHCRBDl6dO8TizjsF1f03HGQueTdB7U6hIiIiBiAenrMW0RERETEsJIEOSIiIiKiJiUWfUTSZ4GjqZ6bvAJ4AtgYWA/YHJhfuh4PfJXqtdVLqd6c91uq5zovlLQ18GOqF3qsAKbYPr2T4+0PXFIb90LbX+yLc4uIiIgYypIg94HyFsBDgT3Ky0Q2A9a2/WBJZE+yfWitP8AxttslrU31Vr1LgP2A54BP2r6tvGBkuqTf2P5jJ4e+vj5uRERERPReSiz6xlbAo7aXAth+1PaDzexoexnwKarXbe9m+yHbt5VtT1G9ZfDlzQYiabSkuyT9UNKdks6TdKCkGyXNlbR3r88uIiIiYghLgtw3rgK2lnSPpDMl7debnW0vB+4AxtXby1sGdwdu6WLXfSTdIelySTvV2rcHTgd2LWMeDewLnAR8prOBJE2S1C6pfdmiJ3sTfkRERMSglgS5D9heDOwJTAIeAaZKmtjLYfSCFWk94JfAJ2wv6qT/bcC2tncDzgAurm2bb3uW7RXAbOBqV+8YnwWM7uIcpthus9229gYb9jL0iIiIiMErCXIfsb3c9rW2vwBMBg5vdl9JI4BdqMopkLQWVXJ8nu0LuzjeopKYY/syYK1S+wzVzX8dVtTWV5A69IiIiIgXSILcByTtIGlsrWk88Ocm912L6ia9+23PVHUH3/8Cc2x/s5v9Xlr6UuqK1wAeW8lTiIiIiBi2MnvYN9YDzpC0EdVTKO6lKrfoznmSlgLrUD3m7bDS/nrgfcAsSTNK22dsXybpwwC2vwe8G/iIpOeAJcCRtl1y5oiIiIhokqpS1IiubTTmVd7vP7/V6jBWu7xqOiIiYniTNN12W2N7SiwiIiIiImpSYhE92n7jDTLbGhEREcNGZpAjIiIiImqSIEdERERE1KTEInr0pyee5l2/vKnVYaw2Fx6+T6tDiIiIiAEsM8gRERERETVJkCMiIiIiapIgD0CSTpF0UqvjiIiIiBiOkiCvJqrkekZEREQMcknoVoGk0ZLmSDoTuA34X0l3SpolaULps7+kS2v7fFvSxLJ8iKS7JN0g6Vv1fsCOkq6VNE/SCQ3H+4Gk2ZKukjSqbBsj6QpJ0yVdL2lcaT+ixHSHpOtK206SbpU0Q9JMSWP743pFREREDAZJkFfdDsCPgS8DrwB2Aw4EviFpq652kjQS+D5wsO19gc0buowD3grsDXxB0lqlfSzwHds7AQuBw0v7FOBjtvcETgLOLO2fB95qezfg7aXtw8DptscDbcADvT/tiIiIiKEpCfKq+7Ptm4F9gfNtL7f9MPA7YK9u9hsHzLM9v6yf37D917aX2n4UWABsWdrn255RlqcDoyWtB7wO+LmkGVSJd0dyfiNwtqQPASNK203AZyR9GtjW9pLG4CRNktQuqX3poieauAwRERERQ0MS5FX3dPmqLrY/xwuv88ge+ndYWltezvPPrO6sfQ1goe3xtc+rAWx/GPgcsDUwQ9Kmtn9KNZu8BLhS0hsbD257iu02223rbLBxD6FGREREDB1JkFef64AJkkZI2hx4A3Ar8GeqeuJ1JG0IvKn0vwvYTtLosj5hZQ9sexEwX9IR8I8bBncry2Ns32L788CjwNaStqOavf4WMA3YdWWPHRERETHU5E16q89FwD7AHYCBT9n+G4CknwEzgbnA7QC2l0g6HrhC0qNUyfSqOAb4rqTPAWsBF5RYvlFuwhNwdWk7GXivpGeBvwFfXMVjR0RERAwZst3qGIYtSevZXixJwHeAubZPa3VcjTYe82of8F9ntTqM1Savmo6IiAgASdNttzW2p8SitT5UbqqbDWxIdXNdRERERLRQZpCjR21tbW5vb291GBERERGrVWaQIyIiIiKakAQ5IiIiIqImT7GIHs1buJQJF87r12NOfdd2/Xq8iIiIiA6ZQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImNcgtJOmzwNHAcmAF8ASwMbAesDkwv3Q9HvgqsBWwFFgb+C3wOdsLy1j3AU+VsZ7r7JElEREREdGzJMgtImkf4FBgD9tLJW0GrG37QUn7AyfZPrTWH+AY2+2S1ga+BlwC7Fcb9gDbj/bXOUREREQMRSmxaJ2tgEdtLwWw/ajtB5vZ0fYy4FPANpJ2666vpGslnSbpOklzJO0l6UJJcyV9eZXPIiIiImKISYLcOlcBW0u6R9KZkvbrcY8a28uBO4BxHU3AVZKmS5rU0H2Z7TcA36Oadf4osDMwUdKmnY0vaZKkdkntS598vDehRURERAxqSZBbxPZiYE9gEvAIMFXSxF4Oo9ry623vARwMfFTSG2rbppWvs4DZth8qM9fzgK27iG+K7TbbbetsuEkvw4qIiIgYvJIgt5Dt5bavtf0FYDJweLP7ShoB7ALMKWM9WL4uAC4C9q51X1q+rqgtd6ynDj0iIiKiJglyi0jaQdLYWtN44M9N7rsW1U1699ueKeklktYv214CvAW4czWHHBERETEsZPawddYDzpC0EfAccC9VuUV3zpO0FFiH6jFvh5X2LYGLypMu1gR+avuKvgg6IiIiYqhLgtwitqcDr+ti27XAtQ1t+3cz1jyg06dZ1PdrHLe7MSMiIiKGqyTI0aPtNlqHqe/artVhRERERPSL1CBHRERERNQkQY6IiIiIqEmCHBERERFRkxrk6NGChc9y+kV/67fjffydL+23Y0VEREQ0ygxyRERERERNEuSIiIiIiJokyP1MkiWdW1tfU9Ijki4t6xPL+ozaZ0dJoyUtkXS7pDmSbpV0bG2c/SU9Wdvn8604v4iIiIjBLjXI/e9pYGdJo2wvAd4M/LWhz1Tbk+sNkkYDf7K9e1nfDrhQ0hq2f1S6XW/70L4NPyIiImJoywxya1wOvK0sHwWc39sBytvzTgRO6K5fmXm+S9IPJd0p6TxJB0q6UdJcSXv3OvqIiIiIISwJcmtcABwpaSSwK3BLw/YJDSUWo7oY5zZgXG19H0l3SLpc0k619u2B08uxxgFHA/sCJwGf6WxgSZMktUtqX7zosV6fYERERMRglRKLFrA9s5RMHAVc1kmXzkosOhuq3ngbsK3txZIOAS4GxpZt823PKuPMBq62bUmzgNFdxDgFmAKwzfa7ubkzi4iIiBj8MoPcOtOAU1mJ8oqa3YE5ALYX2V5cli8D1pK0Wem3tLbPitr6CvJLUkRERMQLJDlqnbOAJ23PkrR/b3cuM9CnAmeU9ZcCD5eZ4b2pfvl5DFhvdQUcERERMRwkQW4R2w9Q1QV3ZoKkfWvrxwMPAmMk3Q6MBJ4Czqg9weLdwEckPQcsAY4syXLfnEBERETEECU75aXRvW22382f/MaV/Xa8vGo6IiIi+oOk6bbbGtszgxw92mKjtZK0RkRExLCRm/QiIiIiImqSIEdERERE1CRBjoiIiIioSQ1y9GjhE89xyc8f7ZdjHXbEZj13ioiIiOhDmUGOiIiIiKhJghwRERERUZMSi34g6bPA0cByqtc7PwFsTPWWu82B+aXr8cBXga2oXge9NvBb4HO2F0oaCVwHrEP1b/cL218ox9gEmAqMBu4D3mP7iX44vYiIiIghJTPIfUzSPsChwB62dwUOBI6xPR74IHC97fHl8/uy2zGl765UifIlpX0p8EbbuwHjgYMkvbZsOxm42vZY4OqyHhERERG9lBnkvrcV8KjtpQC2m77bzfYySZ8C7pW0m+07gMVl81rl0/EqxMOA/cvyOcC1wKclTQTeAYwAdgb+m2pm+n1UCfchth9fyXOLiIiIGHIyg9z3rgK2lnSPpDMl7debnW0vB+4AxgFIGiFpBrAA+I3tW0rXLW0/VPZ5CNiiNszOVCUeewNfAZ6xvTtwE/D+zo4raZKkdkntixY91puQIyIiIga1JMh9zPZiYE9gEvAIMLXM6vaGauMtL+UZrwD2lrRzE/tfY/sp248ATwK/Ku2zqGqWO4t7iu02220bbLBpL8ONiIiIGLySIPeDktReW26omwwc3uy+kkYAuwBzGsZcSFVGcVBpeljSVmWfrahmmDssrS2vqK2vIGU2ERERES+QBLmPSdpB0tha03jgz03uuxbwNeB+2zMlbS5po7JtFNUNf3eV7tOAY8vysTx/Y19ERERE9EJmD/veesAZJbF9DriXqtyiO+dJWkr1OLffUt2AB9UNf+eUWeU1gJ/ZvrRs+zrwM0nHAX8BjlitZxERERExTMh2z71iWNt+zHj/99d/2y/HyqumIyIior9Imm67rbE9JRYRERERETUpsYgebbTxmpnZjYiIiGEjM8gRERERETVJkCMiIiIialJiET16+rHnuOmcR/ps/H2O3bzPxo6IiIjorcwgR0RERETUJEGOiIiIiKhJiUU/kPRZ4GhgOdXrnZ8ANqZ6icjmwPzS9Xjgq1QvBFkKrE31opDPlVdLI+ks4FBgge2da8fYBJgKjAbuA95j+4m+PbOIiIiIoSczyH1M0j5UCe0etnelej30MbbHAx8Errc9vnx+X3Y7pvTdlSpRrr82+mzgoE4OdTJwte2xwNVlPSIiIiJ6KQly39sKeNT2UgDbj9p+sJkdbS8DPgVsI2m30nYd8Hgn3Q8DzinL5wDvAJA0UdLFkn4lab6kyZJOlHS7pJvLzHNEREREFEmQ+95VwNaS7pF0pqT9erOz7eXAHcC4Hrpuafuhss9DwBa1bTtTlXjsDXwFeMb27sBNwPs7G0zSJEntktqfeOqx3oQcERERMaglQe5jthcDewKTgEeAqZIm9nIYrWIY19h+yvYjwJPAr0r7LKqa5RexPcV2m+22jdffdBUPHxERETF4JEHuB7aX277W9heAycDhze4raQSwCzCnh64PS9qq7LMVsKC2bWlteUVtfQW5UTMiIiLiBZIg9zFJO0gaW2saD/y5yX3XAr4G3G97Zg/dpwHHluVjeeGNfRERERHRpCTIfW894BxJf5Q0E9gROKWHfc4rfe8EXkJ1Ax4Aks6nqh3eQdIDko4rm74OvFnSXODNZT0iIiIiekm2Wx1DDHCvfuV4n3XKb/ps/LxqOiIiIlpB0nTbbY3tmUGOiIiIiKjJDVrRo5dsumZmeSMiImLYyAxyRERERERNEuSIiIiIiJqUWESPli54lnvPeHiVxtj+Y1uupmgiIiIi+lZmkCMiIiIiapIgR0RERETUtCRBlrRc0gxJsyXdIelESZ3GIulsSc9IWr/WdrokS9qsYbyOz8ml/VpJd0uaKekuSd+WtFHZNlLSreX4syX9R238TST9RtLc8nXjlTjHfST9QNK6ks6TNEvSnZJukLRtLda/SfprbX3t7q6PpL1rfe+Q9M7aMfcsx7lX0rckqbdxR0RERAx3rapBXmJ7PICkLYCfAhsCX+ii/71Ub5P7SUkUDwD+2tl4nTjGdruktale23wJsB+wFHij7cXllc43SLrc9s3AycDVtr9eku2TgU/38hwPAq4APg48bHuXcr47AH+rnf8pwGLbp3bsKKm763Mn0Gb7OUlbAXdI+pXt54DvApOAm4HLSgyX9zLuiIiIiGGt5SUWthdQJXWTu5nxPB+YUJb3B24EnuvlcZYBnwK2kbSbK4vL5rXKp+O1gocB55Tlc4B3AEiaKOliSb+SNF/S5DK7e7ukmyVtUjvkm4DfAltRS+Zt3217aS/ifsH1sf1MSYYBRnbEXJLlDWzf5Or1iD+uxX22pO9KukbSPEn7STpL0hxJZzcbS0RERMRw0PIEGcD2PKpYtuiiy1xg81LqcBRwQcP2UQ0lFhNePATYXg7cAYwDkDRC0gxgAfAb27eUrlvafqjs81BDXDsDRwN7A18BnrG9O3AT8P4y7mbAs7afBM4CPi3pJklfljS2uavygrhfcH0kvUbSbGAW8OGSML8ceKC22wOlrcPGwBuBfwN+BZwG7ATsIml8b2OKiIiIGKoGRIJc9FQveyFwJPAa4PqGbUtsj699pjZzHNvLSynDK4C9Je3cRJzX2H7K9iPAk1TJJlTJ6uiy/BbgqnKMGcB2wDeATYA/SHp1E8fpLu5bbO8E7AX8f5JG0vn1c235V2VmeRZVyccs2yuA2bW4nz+YNElSu6T2xxc/vhLhRkRERAxOAyJBlrQdsBxYIOlHZRb4soZuFwBfoprpXbGSxxkB7ALMqbfbXghcS1WzC/BwKVnoKF1YUOteL49YUVtfwfM13QdT1R93jL/Y9oW2jwd+AhzSy7j/cX0a4p4DPE01q/0AVaLf4RXAg53EXY+5Me762FNst9lu22S9TRo3R0RERAxZLU+QJW0OfA/4dqkL/kCZBX5BEmn7L8BngTNX8jhrUd2kd7/tmZI2rz3RYhRwIHBX6T4NOLYsH0t1Y1+zxxGwKzCjrL++4ykY5UbBHYE/92K8F1wfSa+UtGbZti2wA3BfKQV5StJrSwzv703cEREREVFp1VMsRpXa37WobrY7F/hmTzvZ/n4P43W4wvbJZfk8SUuBdahumjustG8FnFNmldcAfmb70rLt68DPJB0H/AU4otkTA/YEbi/lDABjgO+WpHUN4NfAL3sYo7vrsy9wsqRnqWZ/j7f9aNn2EeBsYBTV0yvyBIuIiIiIXtLzeVysDpI+B9xru/FGwkFrl21280X/76pVGiOvmo6IiIiBRtJ0222N7a2aQR6ybH+51TFERERExMpLghw9WmeLtTIDHBEREcNGy2/Si4iIiIgYSJIgR0RERETUpMQievTsw0v523/PXal9X/rJXr84MCIiIqKlMoMcEREREVGTBDkiIiIioiYJckRERERETRLkQUbStZLe2tD2CUlnShor6VJJf5I0XdI1kt5Q63eQpFsl3SVphqSpkrbp/7OIiIiIGLiSIA8+5wNHNrQdWdp/DUyxPcb2nsDHgO0AJO0MnAEca3uc7fHAecDofoo7IiIiYlDIUywGn18AX5a0ju2lkkYDLwNeBdxke1pHR9t3AneW1U8DX7U9p7Z9GhERERHxAplBHmRsPwbcChxUmo4EpgI7Abd1s2tP219A0iRJ7ZLaH3v68ZUNNyIiImLQSYI8ONXLLDrKK15A0kWS7pR0YSfbNi01yPdIOqmzA9ieYrvNdtumL9lktQYfERERMZAlQR6cLgbeJGkPYJTt24DZwB4dHWy/E5gIdGS3/9hu+7FSgzwFWK/foo6IiIgYBJIgD0K2FwPXAmfx/OzxT4HXS3p7reu6teX/Aj4r6dVdbI+IiIgIcpPeYHY+cCGl1ML2EkmHAt+U9D/Aw8BTwJfL9lmSPg78WNL6wGPAX4AvtCD2iIiIiAErCfIgZfsiQA1tdwGHdLPPr6keBRcRERERXUiCHD1aa8t1eOknx7Y6jIiIiIh+kRrkiIiIiIiaJMgRERERETVJkCMiIiIialKDHD16dsHTPHz6zb3eb8uPv7YPoomIiIjoW5lBjoiIiIioSYIcEREREVGTBLmPSLKkc2vra0p6RNKlZX1iWZ9R++woabSkJZJulzRH0q2Sjq2Nc5ikmaV/u6R9a9sOknS3pHslndy/ZxwRERExNKQGue88DewsaZTtJcCbgb829Jlqe3K9QdJo4E+2dy/r2wEXSlrD9o+Aq4Fpti1pV+BnwDhJI4DvlOM8APxB0jTbf+zDc4yIiIgYcjKD3LcuB95Wlo+iej10r9ieB5wInFDWF9t22fwSoGN5b+Be2/NsLwMuAA4DkHStpNMkXVdmpfeSdKGkuZK+vNJnFxERETEEJUHuWxcAR0oaCewK3NKwfUJDicWoLsa5DRjXsSLpnZLuonpt9L+U5pcD99f2eaC0dVhm+w3A94BLgI8COwMTJW3aeEBJk0oJR/vjixc2eboRERERg18S5D5keyYwmmr2+LJOuky1Pb72WdLFUGoY9yLb44B3AF/qrE9H19rytPJ1FjDb9kO2lwLzgK07iX2K7TbbbZust1EXYUVEREQMPalB7nvTgFOB/YEXzdQ2aXdgTmOj7eskjZG0GdWMcT3RfQXwYG19afm6orbcsZ7vg4iIiIgiiVHfOwt40vYsSfv3dudy096pwBllfXuqm/gsaQ9gbeAxYCEwVtIrqW4GPBI4ejXEHxERETGsJEHuY7YfAE7vYvOE+mPagOOpZn3HSLodGAk8BZxRnmABcDjwfknPAkuACeWmveckTQauBEYAZ9mevfrPKCIiImJo0/MPRIjo3G7bvNpXffJHPXdskFdNR0RExEAmabrttsb23KQXEREREVGTEovo0VpbvCSzwRERETFsZAY5IiIiIqImCXJERERERE1KLKJHzy14kgXfvvxF7VtMPrgF0URERET0rcwgR0RERETUJEGOiIiIiKhJgtxHJFnSubX1NSU9IunSsj6xrM+ofXaUNFrSEkm3S5oj6VZJx9bGGSfpJklLJZ3UcMyDJN0t6V5JJ/ff2UZEREQMHalB7jtPAztLGmV7CfBmqldA1021PbneUF4t/Sfbu5f17YALJa1R3qb3OHAC8I6G/UYA3ynHeQD4g6Rptv+42s8sIiIiYgjLDHLfuhx4W1k+Cji/twPYngecSJUUY3uB7T8AzzZ03Ru41/Y828uAC4DDACRdK+k0SdeVWem9JF0oaa6kL6/cqUVEREQMTUmQ+9YFwJGSRgK7Arc0bJ/QUGIxqotxbgPG9XCslwP319YfKG0dltl+A/A94BLgo8DOwERJmzYOJmmSpHZJ7Y8tXtTDoSMiIiKGjiTIfcj2TGA01ezxZZ10mWp7fO2zpIuh1MThOuvj2vK08nUWMNv2Q7aXAvOArTuJfYrtNtttm663QROHj4iIiBgaUoPc96YBpwL7Ay+aqW3S7sCcHvo8wAsT3VcAD9bWl5avK2rLHev5PoiIiIgokhj1vbOAJ23PkrR/b3cuN+2dCpzRQ9c/AGMlvZLqZsAjgaN7e7yIiIiI4S4Jch+z/QBwehebJ0jat7Z+PNWs7xhJtwMjgaeAM8oTLJD0UqAd2ABYIekTwI62F0maDFwJjADOsj27L84pIiIiYiiT7Z57xbA2fpuxvupT33pRe141HREREYOZpOm22xrbc5NeRERERERNSiyiR2tusWFmiyMiImLYSIlF9EjSU8DdrY5jENsMeLTVQQxSuXarJtdv1eT6rZpcv1WT67fyenPttrW9eWNjZpCjGXd3Vp8TzZHUnuu3cnLtVk2u36rJ9Vs1uX6rJtdv5a2Oa5ca5IiIiIiImiTIERERERE1SZCjGVNaHcAgl+u38nLtVk2u36rJ9Vs1uX6rJtdv5a3ytctNehERERERNZlBjoiIiIioSYIcEREREVGTBDkAkHSQpLsl3Svp5E62S9K3yvaZkvZoRZwDVRPX75hy3WZK+r2k3VoR50DV0/Wr9dtL0nJJ7+7P+Aa6Zq6fpP0lzZA0W9Lv+jvGgayJ/343lPQrSXeU6/eBVsQ5EEk6S9ICSXd2sT0/O7rRxPXLz45u9HT9av16/bMjCXIgaQTwHeBgYEfgKEk7NnQ7GBhbPpOA7/ZrkANYk9dvPrCf7V2BL5GbL/6hyevX0e8/gSv7N8KBrZnrJ2kj4Ezg7bZ3Ao7o7zgHqia//z4K/NH2bsD+wH9LWrtfAx24zgYO6mZ7fnZ072y6v3752dG9s+n++q30z44kyAGwN3Cv7Xm2lwEXAIc19DkM+LErNwMbSdqqvwMdoHq8frZ/b/uJsnoz8Ip+jnEga+b7D+BjwC+BBf0Z3CDQzPU7GrjQ9l8AbOcaPq+Z62dgfUkC1gMeB57r3zAHJtvXUV2PruRnRzd6un752dG9Jr7/YCV/diRBDoCXA/fX1h8obb3tM1z19tocB1zepxENLj1eP0kvB94JfK8f4xosmvn+exWwsaRrJU2X9P5+i27ga+b6fRt4NfAgMAv4uO0V/RPeoJefHatPfnb00qr87MirpgNAnbQ1Pv+vmT7DVdPXRtIBVP+T27dPIxpcmrl+/wN82vbyahIvapq5fmsCewJvAkYBN0m62fY9fR3cINDM9XsrMAN4IzAG+I2k620v6uPYhoL87FgN8rNjpf0PK/mzIwlyQPUb/da19VdQzZT0ts9w1dS1kbQr8EPgYNuP9VNsg0Ez168NuKD8D24z4BBJz9m+uF8iHNia/e/3UdtPA09Lug7YDUiC3Nz1+wDwdVcvDrhX0nxgHHBr/4Q4qOVnxyrKz45VstI/O1JiEQB/AMZKemW58eRIYFpDn2nA+8sdya8FnrT9UH8HOkD1eP0kbQNcCLwvs3Yv0uP1s/1K26NtjwZ+ARyf5Pgfmvnv9xLgnyStKWld4DXAnH6Oc6Bq5vr9hWr2HUlbAjsA8/o1ysErPztWQX52rJpV+dmRGeTA9nOSJlPd4TkCOMv2bEkfLtu/B1wGHALcCzxDNaMSNH39Pg9sCpxZfpN9znZbq2IeSJq8ftGFZq6f7TmSrgBmAiuAH9ru9rFIw0WT339fAs6WNIuqZODTth9tWdADiKTzqZ7ssZmkB4AvAGtBfnY0o4nrl58d3Wji+q382HnVdERERETE81JiERERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERETGoSDpL0gJJPT6RR9I2kq6RdLukmZIO6WmfJMgREbHalddav7Wh7ROSzuymfx5fFRHNOhs4qMm+nwN+Znt3qmedd/r/obokyBER0RfOp/pBVHdkaY+IWCW2rwMer7dJGiPpCknTJV0vaVxHd2CDsrwhTbzNMQlyRET0hV8Ah0paB0DSaOBlwNGS2iXNlvQfne0oaXFt+d2Szi7Lm0v6paQ/lM/r+/wsImIwmQJ8zPaewEk8P1N8CvDe8jKRy4CP9TRQ3qQXERGrne3HJN1K9SfQS6hmj6cCX7P9uKQRwNWSdrU9s8lhTwdOs31DeQXvlcCr+yL+iBhcJK0HvA74eXnrIMA65etRwNm2/1vSPsC5kna2vaKr8ZIgR0REX+kos+hIkP8FeI+kSVQ/f7YCdqR6BXYzDgR2rP3w20DS+rafWq1RR8RgtAaw0Pb4TrYdR6lXtn2TpJHAZsCC7gaLiIjoCxcDb5K0BzAKeILqz55vsr0r8GtgZCf7ubZc374GsI/t8eXz8iTHEQFgexEwX9IRAKrsVjb/BXhTaX811f9XHuluvCTIERHRJ2wvBq4FzqKaTd4AeBp4UtKWwMFd7PqwpFdLWgN4Z639KmByx4qk8X0QdkQMApLOB24CdpD0gKTjgGOA4yTdAcwGDivdPwl8qLSfD0y07c7G7ZASi4iI6EvnAxcCR9q+S9LtVD+45gE3drHPycClwP3AncB6pf0E4DuSZlL9/LoO+HAfxh4RA5Tto7rY9KJHv9n+I9Crm3rVQwIdERERETGspMQiIiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERERETVJkCMiYqVImijphib7ni3pyytxjMslHdtk32slfbC3x4iIaJQEOSKGrMaEqSR0lvSehn77l/YLG9p3K+3X1toOkzRD0iJJj0q6WtJoSd+TtLh8lkl6trZ+eenjWlvHZ0Jt7L0lXSZpoaTHJd0q6QNl22sl/aa0PyLp55K26rOL14+6S7RtH2z7nNVwjI7rv2ZD+1aSfiDpwfLvMa8k8+Ma9uv493pY0pmS1qqNcV/5N9+sYewZZd/RXcR0raS/N3w/7LOK55lfEiJWgyTIETGcHAs8Xr42egR4naRNG/rf07EiaXvgx8AngQ2BVwJnAitsf9j2erbXA74KTO1Yt31wbcyNau3r2Z5axt4H+D/gd8D2wKbAR4COfTcGpgCjgW2Bp4AfrfyliPJv/XtgXeCfgPWBPaj+Dd7c0H2j8m+7C7AP8NGG7fOBo2pj7wKMaiKMyQ3fDzet1MmsJo2/QEQMV0mQI2JYkLQtsB8wCXirpC0buiwDLgaOLP1HAO8Bzqv1GQ/Mt321K0/Z/qXtv6yGEL8BnGP7P20/Wsafbvs9ALYvt/1z24tsPwN8G3h9T4OW2dAzyyz2Ykk3SnqppP+R9ISkuyTtXuv/6jILuVDSbElvr23bVNK0Mnt+KzCm4VjjarPcdzfO1K+M+oyopBGS/rvM3M+XNLmTWeFtyzk+Jemq2qzudeXrwtpM7b8Bi4D32f5TueYLbf/I9hmdxWN7AfAbYMeGTecC76+tH0v1y9TKnPM6kk6V9JcyY/09SaPKto0lXVr+ivBEWX5F2fYVqkT/2+Ucv93ZzHnDNZ1Yrtdpkh4HTunh+JuVY3b8leN6ScklYsjJN3VEDBfvB9pt/xKYAxzTSZ8f83yS81ZgNvBgbfttwLiSTBwgab3VEZikdalmJX/Ri93eUOJrxnuAzwGbAUuBm6jOZbNyzG+WONYCfgVcBWwBfAw4T9IOZZzvAH8HtgL+pXw6zuElVInjT8u+RwFnStqpF+fUkw9RzaiPp5rpfUcnfY4GPlBiWBs4qbS/oXztmMG/CTgQuMj2imYDkPQyqu+Nmxs23QxsUH7BGAFMAH7S7LgN/hN4FdV5bg+8HPh82bYG1V8OtgW2AZZQ/bKE7c8C1/P8rPTkJo/3GmAe1TX7Sg/H/yTwALA5sCXwGcArdZYRA1gS5IgYLt5PlbxRvr6ozML274FNSkL4fhpmAG3PA/anShh+BjxaZmh7kyg/WmbfOj6vpiqfWAN4qJkBJO1KlbD8vyaPeVGZjf47cBHwd9s/tr0cmAp0zCC/FlgP+LrtZbb/D7gUOKokfYcDn7f9tO07gXpt8KHAfWX29TnbtwG/BN7dZIzNeA9wuu0HbD8BfL2TPj+yfY/tJVT/RuO7GW8z4G8dK5LeXv5NnpJ0VUPfRyUtBP4KPE3nv8x0zCK/Gbir9O3Jt2rfC7dJEtUvAv9m+3HbT1GV7BwJYPux8leLZ8q2r1D9ZWRVPGj7DNvPUf0C1OXxgWepfkHa1vaztq+3nQQ5hpwkyBEx5El6PVW98AWl6afALpLGd9L9XGAycABVMvkCtm+2/R7bm1P9OfsNwGd7Ec5mtjeqfeYATwArqBKPns5le+By4OO2r2/ymA/Xlpd0st6R4L8MuL9hRvXPVL8QbA6sCdzfsK3DtsBr6sk/1Sz9S5uMsRkvazj+/Z30+Vtt+RmeP7fOPEbtmtueZnsjqtKLtRv6bla2rQvcCFzRyXjnUs1gT6T58ooTat8Le1Bd53WB6bXreEVpR9K6kr4v6c+SFlGVjmxUfoFZWfXr2O3xqUqB7gWuUnVD48mrcNyIASsJckQMB8cCAmZI+htwS2l/fyd9zwWOBy4rtb5dsv0H4EJg51UJrhznJqoZ2i6pqqP+LfAl2+euyjG78CCwdUNN6TZUM6GPAM8BWzds63A/8LuG5H892x9ZjfE9BLyitr51Vx070dks59XAO3pTQ1tmps8G9lHDUyts/5nqZr1DqL4vVsajVL+07FS7jhuWGwShKnHYAXiN7Q14vnREHWE0jPd0+bpura3xl5b6Pt0ev9Tdf9L2dsA/AydKetNKnmvEgJUEOSKGupFUf5qfRPXn9o7Px4BjGm7wwvZ8qj9Zv2hWWNK+kj4kaYuyPg54Oy+uR10ZnwImSvp/Kk/SUPWYuQvK8supnnLxHdvfWw3H68wtVAnVpyStJWl/qiToglKOcSHVTVzrStqRF5apXAq8StL7yr5rSdqrlJA0Q5JG1j+d9PkZ8HFJL5e0EfDpXpzbI1Sz9NvV2r5JVd5yrqQxqqxPN2UZktYB3kc1U/1YJ12OA95o++lOtvWozN7/ADit9n32cklvLV3Wp0pgF0raBPhCwxAPUztH249Q/YLzXlU3Of4LDTdX9ub4kg6VtH0pBVkELC+fiCElCXJEDHUbUiUUP7b9t44P8L/ACOCgxh1s32D7wcZ2YCFVQjxL0mKqPz1fBPxXL+LpeIpCx+fEcszfA28sn3nliQJTgMvKfh+kSny+UN+/F8ftke1lVOd3MNVM4pnA+23fVbpMpipZ+BvVLOqPavs+BbyFqlb1wdLnP4F1mjz866j+nf7xafzlhSpxuwqYCdxOdW2eo4kErczSfwW4sZQOvNb2o1R1138HbqB6dN4MqiS0ceZ7YbneD1PdUPn2zmpvy9Mw2ps64659mqqM4eZSRvFbqlljgP+henzco1S/mDWWepwOvFvVEy6+Vdo+RFWv/hiwE9Wj7Vb2+GPL+mKqv3qcafva3p9ixMCm1NZHxFAl6Tbgi7YvbnUssfpJOhj4nu1tWx1LRAwtmUGOiCGpPF7s1VQzjTEESBol6RBJa5aSky/QyY2UERGrKglyRAw5kv6T6k/xny43Tg1pql7o0fgK68WSOnvW82Am4D+onvpxO9XzrD/f7R4RESshJRYRERERETWZQY6IiIiIqGm8QzjiRTbbbDOPHj261WFERERErFbTp09/tLz46QWSIEePRo8eTXv7qj61KCIiImJgkdTpfSpJkKNHzz3yOI989yetDiMiIiKGgc0/8t5Wh5Aa5IiIiIiIuiTIERERERE1SZCHOEmfkLRuq+OIiIiIGCySIA8BqnT1b/kJIAlyRERERJOSIA9SkkZLmiPpTOA24H8ltZc3av1H6XMC8DLgGknXlLa3SLpJ0m2Sfi5pvdadRURERMTAkwR5cNsB+LHt3YFP2m4DdgX2k7Sr7W8BDwIH2D5A0mbA54ADbe8BtAMndjawpEkl4W5/bPGi/jmbiIiIiAEgj3kb3P5s++ay/B5Jk6j+TbcCdgRmNvR/bWm/URLA2sBNnQ1sewowBWD8ttvlfeQRERExbCRBHtyeBpD0SuAkYC/bT0g6GxjZSX8Bv7F9VP+FGBERETG4pMRiaNiAKll+UtKWwMG1bU8B65flm4HXS9oeQNK6kl7Vr5FGREREDHCZQR4CbN8h6XZgNjAPuLG2eQpwuaSHSh3yROB8SeuU7Z8D7unXgCMiIiIGsCTIg5Tt+4Cda+sTu+h3BnBGbf3/gL36OLyIiIiIQSslFhERERERNZlBjh6tufkmbP6R97Y6jIiIiIh+kRnkiIiIiIiaJMgRERERETUpsYgePfvI33j4u//V6jAiIiKiH235kU+1OoSWyQxyRERERERNEuSIiIiIiJoBlyBLGiXpd5JGrOZxJ0r69urq18W+oyUd3cxYkn4raeOGtu9Len0nY965MvGU/T+zusaKiIiIGA4GXIIM/Atwoe3lzXRe3Yn0KhoNHN1Tp+Jc4PiGttdQvQ56dfpMz10iIiIiosNATJCPAS6RtL+k6yRdJOmPkr4naQ0ASYslfVHSLcA+kt4r6VZJM8os7IjS7wOS7pH0O+D1XR2wq36SNpf0S0l/KJ/Xl/ZTJJ0r6f8kzZX0obLL14F/KnH8W2l7maQrSr/6nW7TgKNqx3o1cI/t5ZL2lHSHpJuAj9b6jJD0jRLLTEn/Wto7vVaSvg6MKvGcV4YZIekHkmZLukrSqF7/C0VEREQMYQMqQZa0NrBdeY0ywN7AJ4FdgDHAu0r7S4A7bb8GeAyYALze9nhgOXCMpK2A/6BKeN8M7NjFMbvrdzpwmu29gMOBH9a27Qq8DdgH+LyklwEnA9fbHm/7tNJvfIlvF2CCpK0BbD8BrCNp09LvYOCKsvwj4ATb+zSEexzwZIlnL+BDkl7Z1bWyfTKwpMRzTOk3FviO7Z2AheW8IiIiIqIYUAkysBlV0tbhVtvzSrnF+cC+pX058Muy/CZgT+APkmaU9e2oyhWutf2I7WXA1C6O2V2/A4Fvl3GnARtIWr9su8T2EtuPAtdQJaidudr2k7b/DvwR2La2bQHwsrL8VuAKSRsCG9n+XWk/t9b/LcD7Szy3AJtSJbzdXatG823PKMvTqcpCXkTSJEntktofX/x0F0NFREREDD0D7TnIS4CRtXU3bO9Y/3utRlnAObb/v3pHSe/oZP+OmuXpZXUacFtn/Yo1gH1sL2kYo7vYGi2tLS/nhdd8JLBE0rpUSfGDkjbqZiwBH7N9ZUM8+69CPJ2WWNieAkwB2G3bV3Q1VkRERMSQM6BmkEvZwQhJHUny3pJeWWqPJwA3dLLb1cC7JW0BIGkTSdtSzbDuL2lTSWsBR5RjLC8lB+Ntf76rfsVVwOSOFUnja9sOkzSylEjsD/wBeApYnyaoyrJfCtwHHEA1C43thcCTkjpmgI+p7XYl8JESJ5JeJeklPVyrZzv6R0RERETPBlSCXFzF8+UBN1Hd+HYnMB+4qLGz7T8CnwOukjQT+A2wle2HgFPKGL+lmil+kR76nQC0lRvi/gh8uLbtVuDXVE+d+JLtB4GZwHPlBrt/o3t7Ajfbfo4X1h8DfAD4TrlJrz57/UOqMo3byuPavs/zM9JdXaspwMzaTXoRERER0Q3ZA+uv55J2B04E/hc4yfahLQ7pRSSdAiy2feoqjHE6MM321ZJuA15j+9mVHGt/+vBa7bbtK3zVySf0xdARERExQA2HV01Lmm67rbF9oNUgY/t2SdcAA+n5xn3hTttXA9jeo9XBRERERERlwM0gx8DT1tbm9vb2VocRERERsVp1NYM8EGuQIyIiIiJaJglyRERERETNgKtBjoFn2YJ7ue9b72h1GBERMcSMPuHiVocQ0anMIEdERERE1CRBjoiIiIioSYIcEREREVGTBLmPSLKkc2vra0p6RNKlZX1iWZ9R++woabSkJZJulzRH0q2Sjq2NM07STZKWSjqp4ZgHSbpb0r2STu6/s42IiIgYOnKTXt95GthZ0ijbS4A3A39t6DPV9uR6g6TRwJ9s717WtwMulLSG7R8Bj1O9AvsdDfuNAL5TjvMA8AdJ08qruCMiIiKiSZlB7luXA28ry0cB5/d2ANvzqF69fUJZX2D7D0Dja6n3Bu61Pc/2MuAC4DAASddKOk3SdWVWei9JF0qaK+nLK3dqEREREUNTEuS+dQFwpKSRwK7ALQ3bJzSUWIzqYpzbgHE9HOvlwP219QdKW4dltt8AfA+4BPgosDMwUdKmjYNJmiSpXVL7Y4uX9XDoiIiIiKEjCXIfsj0TGE01e3xZJ12m2h5f+yzpYig1cbjO+tTfIz6tfJ0FzLb9kO2lwDxg605in2K7zXbbpuut3cThIyIiIoaG1CD3vWnAqcD+wItmapu0OzCnhz4P8MJE9xXAg7X1peXritpyx3q+DyIiIiKKJEZ97yzgSduzJO3f253LTXunAmf00PUPwFhJr6S6GfBI4OjeHi8iIiJiuEuC3MdsPwCc3sXmCZL2ra0fTzXrO0bS7cBI4CngjPIECyS9FGgHNgBWSPoEsKPtRZImA1cCI4CzbM/ui3OKiIiIGMpku+deMaztus1GnnbS/q0OIyIihpjRJ1zc6hBimJM03XZbY3tmkKNHa2+xff4nFhEREcNGnmIREREREVGTBDkiIiIioiYJckRERERETWqQo0dPP3Ivt3z/0FaHERHxAq/510tbHUJEDFGZQY6IiIiIqEmCHBERERFRkwR5NZJkSefW1teU9IikS8v6xLI+o/bZUdJoSUsk3S5pjqRbJR1bG+cYSTPL5/eSduvi+GdLml8be3yfn3RERETEEJMa5NXraWBnSaNsLwHeTPXa57qptifXG8rrpP9ke/eyvh1woaQ1yhv05gP72X5C0sHAFOA1XcTw/2z/YvWdUkRERMTwkhnk1e9y4G1l+Sjg/N4OYHsecCJwQln/ve0nyuabgVf0ZjxJp0g6R9JVku6T9C5J/yVplqQrJK3V2xgjIiIihqokyKvfBcCRkkYCuwK3NGyf0FBiMaqLcW4DxnXSfhxVEt6Vr5RSjNMkrVNrH0OVuB8G/AS4xvYuwBKeT+j/QdIkSe2S2hcuXtbN4SIiIiKGliTIq5ntmcBoqtnjyzrpMtX2+NpnSRdD6UUN0gFUCfKnu9jn/6NKqvcCNmnod7ntZ4FZwAjgitI+q8TbeB5TbLfZbttovbW7OFxERETE0JMEuW9MA05lJcoranYH5nSsSNoV+CFwmO3HOtvB9kOuLAV+BOxd27y09FkBPGvbpX0FqUWPiIiI+IckRn3jLOBJ27Mk7d/bnctNe6cCZ5T1bYALgffZvqeb/bay/ZAkAe8A7ux15BERERHDXBLkPmD7AeD0LjZPkLRvbf144EFgjKTbgZHAU8AZ5QkWAJ8HNgXOrHJfnrPdBiDpMuCDth8EzpO0OVV5xgzgw6v1xCIiIiKGAT3/l/aIzr1624189mf27bljREQ/yqumI2JVSZreMelYlxrkiIiIiIialFhEj16y+faZqYmIiIhhIzPIERERERE1SZAjIiIiImpSYhE9evLRuVz+v4e0OoyIKA4+rrN3EEVExOqSGeSIiIiIiJokyBERERERNX2WIEtaLmmGpNmS7pB0oqROjyfpbEnPSFq/1na6JEvarGG8js/Jpf1aSXdLminpLknflrRR2ba1pGskzSlxfLyL4+8v6cna2J9fifNdS9L0svzZcryZZbzXSLqoLN/bcKzXDZRziIiIiIi+rUFeYns8gKQtgJ8CGwJf6KL/vcBhwE9KIn0A8NfOxuvEMbbbJa0NfA24BNgPeA74pO3bSvI9XdJvbP+xkzGut31or87whfYFfi9pH+BQYA/bS0uCv7btd0KVyAIn1Y9V3o43EM4hIiIiYtjrlxIL2wuAScBklWywE+cDE8ry/sCNVMlhb46zDPgUsI2k3Ww/ZPu2su0pYA7w8mbHkzS6zOj+UNKdks6TdKCkGyXNlbR3rftBwOXAVsCjtpeW4z5aXgM9GM4hIiIiYtjrtxpk2/PK8bboostcYHNJGwNHARc0bB/VUGIx4cVDgO3lwB3AuHq7pNHA7sAtXRx/n1IKcrmknWrt2wOnA7uWMY+mmi0+CfhMrd8BwLXAVcDWku6RdKak/bo4XpdaeA71Y02S1C6pfdFTy3p7ChERERGDVn8/5q2r2eMOFwJHAq8B/rVhW3clFt0eR9J6wC+BT9he1En/24BtbS+WdAhwMTC2bJtve1YZZzZwtW1LmgWMLu0vAx63/UxZ3xP4J6qkeaqkk22f3WTsLTmHRranAFMAxo7e0L2MPSIiImLQ6rcZZEnbAcuBBZJ+VGaBGx/meQHwJeA3tles5HFGALtQlSIgaS2qxPI82xd2to/tRbYXl+XLgLU6bg4Elta6rqitr+D5XzAOBq6sjbfc9rW2vwBMBg4fBOcQEREREfRTciRpc+B7wLdtG/hAZ/1s/0XSZ4HfruRx1gK+Atxve2apd/5fYI7tb3az30uBh8us6t5Uvzg8BqzX5KEPAv69jLUDsML23LJtPPDnQXAOEREREUHfJsijJM0A1qK62e5coMsEr4Pt7/cwXocrbJ9cls+TtBRYhyq5Pqy0vx54HzCrtu9nbF8m6cPleN8D3g18RNJzwBLgyJJo9niSZbZ3rO27StN6wBnlMW3PUT2dY1KPA7XwHCIiIiLieaomdGNlSdoXeK/tD7c6lr4ydvSG/ta/v77VYUREkVdNR0SsHpKm225rbE/96SqyfQNwQ6vjiIiIiIjVIwly9GjDzcZmxioiIiKGjX57ikVERERExGCQBDkiIiIioiYlFtGjxx+by3lnv7XVYUQMeMdMvLLnThERMeBlBjkiIiIioiYJckRERERETUoshghJWwKnAa8FngCWAf9l+6KyfVPg6tL9pVSv/X6krO9te1n/RhwRERExMCVBHgLK66gvBs6xfXRp2xZ4e0cf249RvfYaSacAi22f2t+xRkRERAx0SZCHhjcCy8orpwGw/WfgjNaFFBERETE4pQZ5aNgJuK2zDZJeJqnXb/mQNElSu6T2RU+l+iIiIiKGjyTIQ5Ck70i6Q9IfbD9o+5DejmF7iu02220brL92X4QZERERMSAlQR4aZgN7dKzY/ijwJmDzlkUUERERMUglQR4a/g8YKekjtbZ1WxVMRERExGCWBHkIsG3gHcB+kuZLuhU4B/j0ytYgR0RERAxXeYrFEGH7IeDILjYf0tD3lD4PKCIiImKQygxyRERERERNZpCjR5tsOpZjJl7Z6jAiIiIi+kVmkCMiIiIiapIgR0RERETUpMQierTg8bl8+ydvbXUYEavN5PemZCgiIrqWGeSIiIiIiJokyBERERERNUmQhzFJoyXd2eo4IiIiIgaSJMgRERERETW5SW8IkPQS4GfAK4ARwJeAe4FvAusBjwITbT8kaU/gLOAZ4IbWRBwRERExcGUGeWg4CHjQ9m62dwauAM4A3m27IyH+Sun7I+AE2/u0JtSIiIiIgS0zyEPDLOBUSf8JXAo8AewM/EYSVLPKD0naENjI9u/KfucCB3c2oKRJwCSAjTcd2bfRR0RERAwgSZCHANv3lNKJQ4CvAb8BZjfOEkvaCHCTY04BpgBss92GTe0TERERMRSkxGIIkPQy4BnbPwFOBV4DbC5pn7J9LUk72V4IPClp37LrMS0JOCIiImIAywzy0LAL8A1JK4BngY8AzwHfKmUVawL/A8wGPgCcJekZIK8Ti4iIiGiQBHkIsH0lnSe7b+ik73Rgt1rTKX0UVkRERMSglBKLiIiIiIiazCBHj7bYZCyT35tqjIiIiBgeMoMcEREREVGTBDkiIiIioiYlFtGjB5+Yy7//7KBWhxGxSr70nitaHUJERAwSmUGOiIiIiKhJghwRERERUZMEOSIiIiKiJjXI/UDSZ4GjgeXACuAJYGNgPWBzYH7pejzwVWArYCmwNvBb4HO2F0oaCVwHrEP1b/cL218ox9gEmAqMBu4D3mP7iX44vYiIiIghJTPIfUzSPsChwB62dwUOBI6xPR74IHC97fHl8/uy2zGl765UifIlpX0p8EbbuwHjgYMkvbZsOxm42vZY4OqyHhERERG9lBnkvrcV8KjtpQC2H212R9vLJH0KuFfSbrbvABaXzWuVj8v6YcD+Zfkc4Frg05ImAu8ARgA7A/9NNTP9PqqE+xDbj6/kuUVEREQMOZlB7ntXAVtLukfSmZL2683OtpcDdwDjACSNkDQDWAD8xvYtpeuWth8q+zwEbFEbZmeqEo+9ga8Az9jeHbgJeH9nx5U0SVK7pPanFy3rTcgRERERg1oS5D5mezGwJzAJeASYWmZ1e0O18ZaX8oxXAHtL2rmJ/a+x/ZTtR4AngV+V9llUNcudxT3FdpvttpdssHYvw42IiIgYvJIg94OS1F5bbqibDBze7L6SRgC7AHMaxlxIVUbR8QaPhyVtVfbZimqGucPS2vKK2voKUmYTERER8QJJkPuYpB0kja01jQf+3OS+awFfA+63PVPS5pI2KttGUd3wd1fpPg04tiwfy/M39kVEREREL2T2sO+tB5xREtvngHupyi26c56kpVSPc/st1Q14UN3wd06ZVV4D+JntS8u2rwM/k3Qc8BfgiNV6FhERERHDhGz33CuGtZeN2dDHfW2fVocRsUq+9J4rWh1CREQMMJKm225rbM8McvToZRuPTXIRERERw0ZqkCMiIiIiapIgR0RERETUJEGOiIiIiKhJDXL0aO7Cezl42ttbHUZEr13+9mmtDiEiIgahzCBHRERERNQkQY6IiIiIqGlJgixpuaQZkmZLukPSiZI6jUXS2ZKekbR+re10SZa0WcN4HZ+TS/u1ku6WNFPSXZK+3fEmurL9LEkLJN3ZcMxNJP1G0tzydeOVOMd9JP1A0rqSzpM0S9Kdkm6QtG0t1r9J+mttfe3uro+kTSVdI2mxpG83HHPPcpx7JX1Lknobd0RERMRw16oZ5CW2x9veCXgzcAjwhW7630t5m1xJFA8A/trJeB2fr9e2HWN7V2BXYCkvfAXz2cBBnRzvZOBq22OBq8t6bx0EXAF8HHjY9i62dwaOA/7WESvwPeC0WuzL6P76/B34d+CkTo75Xaq39I0tn87OLSIiIiK60fISC9sLqJK6yd3MeJ4PTCjL+wM3Ur22uTfHWQZ8CthG0m6l7Trg8U66HwacU5bPAd4BIGmipIsl/UrSfEmTy+zu7ZJulrRJbYw3Ub0meitqybztu20v7UXcL7g+tp+2fQNVovwPkrYCNrB9k6vXI/64FvfZkr5bZp7nSdqvzJ7PkXR2s7FEREREDActT5ABbM+jimWLLrrMBTYvpQ5HARc0bB/VUGIx4cVDgO3lwB3AuB5C2tL2Q2Wfhxri2hk4Gtgb+ArwjO3dgZuA9wOU0o9nbT8JnAV8WtJNkr4saWwPx+4s7p6uD8DLgQdq6w+Utg4bA28E/g34FXAasBOwi6TxjYNJmiSpXVL7skXLehtyRERExKA1IBLkoqd62QuBI4HXANc3bGsssZi6CsfpyTW2n7L9CPAkVbIJMAsYXZbfAlwFYHsGsB3wDWAT4A+SXr0Sx+0p7s62u7b8qzKzPIuq5GOW7RXA7Frcz+9oT7HdZrtt7Q3WXolwIyIiIganAfEcZEnbAcuBBZJ+BOwOPGj7kFq3C4DbgHNsr1iZ+88kjQB2Aeb00PVhSVvZfqiULiyobauXR6yora/g+et5MPDNjk62F1Ml+BdKWkFVU9xTDPW4/3F9uun2APCK2vorgAc7ibsec2PcEREREcNey2eQJW1OdaPat135QJkFrifH2P4L8FngzJU8zlrA14D7bc/sofs04NiyfCwvvLGvp+OI6obAGWX99R1PwZC0NrAj8OdejPeC69NVv1IK8pSk15YY3t+buCMiIiKi0qqZw1GSZgBrUd1sdy61Gdeu2P5+D+N1uMJ2x5MnzpO0FFiH6qa5wzo6STqf6qa/zSQ9AHzB9v8CXwd+Juk44C/AEc2fGnsCt9eS2THAd0vSugbwa+CXPYzR7fWRdB+wAbC2pHcAb7H9R+AjVE/mGAVcXj4RERER0QvqZlIyVoKkzwH32m68kXDQ2nD7jfy6b76h1WFE9FpeNR0REd2RNN12W2N7ak9XM9tfbnUMEREREbHykiBHj8ZutH1m4iIiImLYaPlNehERERERA0kS5IiIiIiImpRYRI/mLnyQQy76QqvDiOiVy975H60OISIiBqnMIEdERERE1CRBjoiIiIioSYI8AEk6RdJJrY4jIiIiYjhKgryaqJLrGRERETHIJaFbBZJGS5oj6UzgNuB/Jd0paZakCaXP/pIure3zbUkTy/Ihku6SdIOkb9X7ATtKulbSPEknNBzvB5JmS7pK0qiybYykKyRNl3S9pHGl/YgS0x2SrittO0m6VdIMSTMlje2P6xURERExGCRBXnU7AD8Gvgy8AtgNOBD4hqStutpJ0kjg+8DBtvcFNm/oMg54K7A38AVJa5X2scB3bO8ELAQOL+1TgI/Z3hM4CTiztH8eeKvt3YC3l7YPA6fbHg+0AQ90Et8kSe2S2pcteqaZ6xARERExJCRBXnV/tn0zsC9wvu3lth8Gfgfs1c1+44B5tueX9fMbtv/a9lLbjwILgC1L+3zbM8rydGC0pPWA1wE/lzSDKvHuSM5vBM6W9CFgRGm7CfiMpE8D29pe0hic7Sm222y3rb3Buk1choiIiIihIQnyqnu6fFUX25/jhdd5ZA/9OyytLS/n+WdWd9a+BrDQ9vja59UAtj8MfA7YGpghaVPbP6WaTV4CXCnpjT3EEhERETFsJEFefa4DJkgaIWlz4A3ArcCfqeqJ15G0IfCm0v8uYDtJo8v6hJU9sO1FwHxJR8A/bhjcrSyPsX2L7c8DjwJbS9qOavb6W8A0YNeVPXZERETEUJM36a0+FwH7AHcABj5l+28Akn4GzATmArcD2F4i6XjgCkmPUiXTq+IY4LuSPgesBVxQYvlGuQlPwNWl7WTgvZKeBf4GfHEVjx0RERExZMh2q2MYtiStZ3uxJAHfAebaPq3VcTXacPuX+fXf+FCrw4jolbxqOiIieiJpuu22xvaUWLTWh8pNdbOBDalurouIiIiIFsoMcvSora3N7e3trQ4jIiIiYrXKDHJERERERBOSIEdERERE1OQpFtGjuQsX8LYLv9XqMCJe5NfvOqHVIURExBCUGeSIiIiIiJokyBERERERNUmQBwFJp0g6aSX2Gy/pkFUdJyIiImI4SYI8tI0HDumpU0REREQ8LwnyACXps5LulvRbYIfSNkbSFZKmS7pe0rjSfrak75W2eyQdKmltqldIT5A0Q9KEMvSOkq6VNE9S7nCKiIiIaND0UywkjQK2sX13H8YTgKQ9gSOB3an+jW4DpgNTgA/bnivpNcCZwBvLbqOB/YAxwDXA9sDngTbbk8u4pwDjgAOA9YG7JX3X9rP9c2YRERERA19TCbKkfwZOBdYGXilpPPBF22/vw9iGs38CLrL9DICkacBI4HXAzyV19Funts/PbK8A5kqaR5UId+bXtpcCSyUtALYEHmjsJGkSMAlg5GYbr/oZRURERAwSzc4gnwLsDVwLYHuGpNF9E1IUje8AXwNYaHt8k/27eof40trycrr4HrA9hWrGmg233ybvI4+IiIhho9ka5OdsP9mnkUTddcA7JY2StD7wz8AzwHxJRwCoslttnyMkrSFpDLAdcDfwFFUpRUREREQ0qdkE+U5JRwMjJI2VdAbw+z6Ma1izfRswFZgB/BK4vmw6BjhO0h3AbOCw2m53A78DLqeqU/47VS3yjg036UVEREREN5otsfgY8FmqP8//FLgS+HJfBRVg+yvAVzrZdFAXu9xo+98axngc2KubY+y88hFGREREDE09JsiSRgDTbB9IlSRHRERERAxZPSbItpdLekbShqlDHphsT+zL8cdutAW/flcemRwRERHDQ7MlFn8HZkn6DfB0R6PtZE0RERERMaQ0myD/unwiIiIiIoa0phJk2+f0dSAxcN37xGMc+suzWx1GxAtcevjEVocQERFDVLNv0ptPJy+esL3dao8oIiIiIqKFmi2xaKstjwSOADZZ/eFERERERLRWUy8Ksf1Y7fNX2/8DvLFvQ4uIiIiI6H/NlljsUVtdg2pGOa8wjoiIiIghp9kSi/+uLT8HzAfes/rDiYiIiIhorWYT5ONsz6s3SHplH8QTK0HSxcDWVPXhp9ueIuk44NPAg8BcYKntyZI2B74HbFN2/4TtG1sQdkRERMSA1FQNMvCLJtuiNf7F9p5UpS8nSHo58O/Aa4E3A+NqfU8HTrO9F3A48MPOBpQ0SVK7pPZli57q2+gjIiIiBpBuZ5AljQN2AjaU9K7apg2oZitjYDhB0jvL8tbA+4Df2X4cQNLPgVeV7QcCO0rq2HcDSevbfkEWbHsKMAVgozGvfNEj/iIiIiKGqp5KLHYADgU2Av651v4U8KE+iil6QdL+VEnvPrafkXQtcDfw6i52WaP0XdIvAUZEREQMMt0myLYvAS6RtI/tm/oppuidDYEnSnI8jqqs4gfAfpI2pvpl5nBgVul/FTAZ+AaApPG2Z/R71BEREREDVLM36d0u6aNU5Rb/KK2w/S99ElX0xhXAhyXNpJo5vhn4K/BV4Baqm/T+CDxZ+p8AfKf0XxO4DvhwfwcdERERMVA1myCfC9wFvBX4InAMMKevgorm2V4KHNzYLqm9PM1iTeAiqpljbD8KTOjfKCMiIiIGj2YT5O1tHyHpMNvnSPopcGVfBhar7BRJB1LN+F8FXLyyA22/8aZcevjE1RRWRERExMDWbIL8bPm6UNLOwN+A0X0SUawWtk9qdQwRERERg1GzCfKUcsPXvwPTgPWAz/dZVBERERERLdJUgmy742USvwO267twIiIiIiJaq6kEWdKWVE9FeJntgyXtSPUs3f/t0+hiQLj3iSc49Bc/b3UYMURc+u4jWh1CREREt5p91fTZVDflvays3wN8og/iiYiIiIhoqWYT5M1s/wxYAWD7OWB5n0UVEREREdEizSbIT0vaFDCApNfy/IsnohckWdK5tfU1JT0i6dKyPrGsz6h9dpQ0WtISSbdLmiPpVknH1sbZX9KTtX1yE2VERETESmj2KRYnUj29YoykG4HNgXf3WVRD29PAzpJG2V4CvJnqzXd1U21PrjdIGg38yfbuZX074EJJa9j+Uel2ve1D+zb8iIiIiKGt2xlkSdsA2L4N2A94HfCvwE62Z/Z9eEPW5cDbyvJRwPm9HcD2PKpfXE7orl+Zeb5L0g8l3SnpPEkHSrpR0lxJe/c6+oiIiIghrKcSi4try1Ntz7Z9p+1nu9ohmnIBcKSkkcCuwC0N2yc0lFiM6mKc24BxtfV9JN0h6XJJO9XatwdOL8caBxwN7AucBHyms4ElTZLULql92aJFvT7BiIiIiMGqpxIL1Zbz/OPVxPbMUjJxFHBZJ106K7HobKh6423AtrYXSzqE6pebsWXbfNuzyjizgattW9Isungjou0pwBSAjcaMcXNnFhERETH49TSD7C6WY9VNA05lJcoranYH5gDYXmR7cVm+DFhL0mal39LaPitq6ytovg49IiIiYljoKTnaTdIiqpnKUWWZsm7bG/RpdEPbWcCTtmdJ2r+3O5cZ6FOBM8r6S4GHy8zw3lS//DxG9VrwiIiIiGhStwmy7RH9FchwY/sBqrrgzkyQtG9t/XjgQaqniNwOjASeAs6oPcHi3cBHJD0HLAGOLMly35xARERExBAlO5UT0b2Nxozxvv/59VaHEUNEXjUdEREDhaTpttsa25t9UUhERERExLCQG7SiR9tvvHFm/SIiImLYyAxyRERERERNEuSIiIiIiJqUWESP7n1iEYf94opWhxGD0CXvPqjVIURERPRaZpAjIiIiImqSIEdERERE1CRBHsYk7S/p0lbHERERETGQJEEegiTlDYgRERERKykJ8iAjabSkuySdI2mmpF9IWlfSfZI+L+kG4AhJb5F0k6TbJP1c0npl/4PK/jcA72rt2UREREQMPEmQB6cdgCm2dwUWAceX9r/b3hf4LfA54EDbewDtwImSRgI/AP4Z+CfgpV0dQNIkSe2S2pcterIPTyUiIiJiYEmCPDjdb/vGsvwTYN+yPLV8fS2wI3CjpBnAscC2wDhgvu25tl327ZTtKbbbbLetvcGGfXEOEREREQNSnoM8OLmL9afLVwG/sX1UvZOk8Z3sGxERERE1mUEenLaRtE9ZPgq4oWH7zcDrJW0PUGqUXwXcBbxS0pjavhERERFRkwR5cJoDHCtpJrAJ8N36RtuPABOB80ufm4Fxtv8OTAJ+XW7S+3O/Rh0RERExCKTEYnBaYfvDDW2j6yu2/w/Yq3FH21dQ1SJHRERERCcygxwRERERUZMZ5EHG9n3Azv15zO033oBL3n1Qfx4yIiIiomUygxwRERERUZMEOSIiIiKiJiUW0aM/PfE07/rlTa0OIwaRCw/fp+dOERERA1RmkCMiIiIiapIgR0RERETUpMSiH0j6LHA0sBxYATwBbAysB2wOzC9djwe+CmwFLAXWBn4LfM72wjLWWcChwALbO9eOsQkwlep5yPcB77H9RN+eWURERMTQkxnkPlZeCX0osIftXYEDgWNsjwc+CFxve3z5/L7sdkzpuytVonxJbcizgc6euXYycLXtscDVZT0iIiIieikJct/bCnjU9lIA24/afrCZHW0vAz4FbCNpt9J2HfB4J90PA84py+cA7wCQNFHSxZJ+JWm+pMmSTpR0u6Sby8xzRERERBRJkPveVcDWku6RdKak/Xqzs+3lwB30/HroLW0/VPZ5CNiitm1nqhKPvYGvAM/Y3h24CXh/Z4NJmiSpXVL70kWp1IiIiIjhIwlyH7O9GNgTmAQ8AkyVNLGXw2gVw7jG9lO2HwGeBH5V2mdR1Sy/iO0ptttst62zwcarePiIiIiIwSMJcj+wvdz2tba/AEwGDm92X0kjgF2AOT10fVjSVmWfrYAFtW1La8srausryI2aERERES+QBLmPSdpB0tha03jgz03uuxbwNeB+2zN76D4NOLYsH8sLb+yLiIiIiCYlQe576wHnSPqjpJnAjsApPexzXul7J/ASqhvwAJB0PlXt8A6SHpB0XNn0deDNkuYCby7rEREREdFLst3qGGKA23jMq33Af53V6jBiEMmrpiMiYjCQNN12W2N7ZpAjIiIiImpyg1b0aMzGL8mMYERERAwbmUGOiIiIiKhJghwRERERUZMSi+jRvIVLmXDhvFaHEatg6ru2a3UIERERg0ZmkCMiIiIiapIgR0RERETUJEHuI5Is6dza+pqSHpF0aVmfWNZn1D47ShotaYmk2yXNkXSrpGNr4xwmaWbp3y5p39q2gyTdLeleSSf37xlHREREDA2pQe47TwM7SxplewnV2+3+2tBnqu3J9QZJo4E/2d69rG8HXChpDds/Aq4Gptm2pF2BnwHjJI0AvlOO8wDwB0nTbP+xD88xIiIiYsjJDHLfuhx4W1k+Cji/twPYngecCJxQ1hf7+dcfvgToWN4buNf2PNvLgAsor6iWdK2k0yRdV2al95J0oaS5kr680mcXERERMQQlQe5bFwBHShoJ7Arc0rB9QkOJxaguxrkNGNexIumdku4Cfg38S2l+OXB/bZ8HSluHZbbfAHwPuAT4KLAzMFHSpit3ehERERFDTxLkPmR7JjCaavb4sk66TLU9vvZZ0sVQahj3ItvjgHcAX+qsT0fX2vK08nUWMNv2Q7aXAvOArV90QGlSqXFuX/rk412EFRERETH0JEHue9OAU1mJ8oqa3YE5jY22rwPGSNqMasa4nui+Aniwtr60fF1RW+5Yf1Etuu0ptttst62z4SarEHpERETE4JKb9PreWcCTtmdJ2r+3O5eb9k4Fzijr21PdxGdJewBrA48BC4Gxkl5JdTPgkcDRqyH+iIiIiGElCXIfs/0AcHoXmyfUH9MGHE816ztG0u3ASOAp4IzyBAuAw4H3S3oWWAJMKDftPSdpMnAlMAI4y/bs1X9GEREREUObnn8gQkTnNtl+F7/5vy5pdRixCvKq6YiIiBeTNN12W2N7apAjIiIiImpSYhE92m6jdTIDGREREcNGZpAjIiIiImqSIEdERERE1KTEInq0YOGznH7R31odxrD28Xe+tNUhREREDBuZQY6IiIiIqEmCHBERERFRkwQ5IiIiIqJmUCTIkpZLmiFptqQ7JJ0oqdPYJZ0t6RlJ69faTpdkSZs1jNfxObm0XyvpbkkzJd0l6duSNqqNc5+kWWWf9pU8l+9Ler2k10q6pYw1R9Ipkj5Qi2lZ7VhflzRR0iOSbpc0V9KVkl5XG/cUSX+t7X/IysQXERERMdwNlpv0ltgeDyBpC+CnwIbAF7rofy9wGPCTkkgfAPy1s/E6cYztdklrA18DLgH2q20/wPajK3siwGuoXin9R+A9tu+QNALYwfYfgR9BlYzXjyVpIjDV9uSyfgBwoaQDbM8pY59m+9RViC0iIiJi2BsUM8h1thcAk4DJktRFt/OBCWV5f+BG4LleHmcZ8ClgG0m7dde3zDyfJum6Mhu8l6QLy0zvl2v9Xg3cY3s5sAXwUDnW8pIc9ya+a4ApVNeiu9gmSrpY0q8kzZc0uczA3y7pZkmb9Oa4EREREUPdoEuQAWzPo4p9iy66zAU2l7QxcBRwQcP2UQ0lFhNePESVuAJ3AOM6moCrJE2X1JiYLrP9BuB7VLPOHwV2BiZK2rT0ORi4oiyfBtwt6SJJ/yppZBOn3ui2WmxQ/dIwU9JZ5dw77AwcDewNfAV4xvbuwE3A+zsbWNIkSe2S2hcvemwlQouIiIgYnAZlglx0NXvc4ULgSKqShusbti2xPb72mdrkcV5vew+qRPejkt5Q2zatfJ0FzLb9kO2lwDxg67LtrZQE2fYXgTbgKqrk9Qp6rx7bd4ExwHiqmen/rm27xvZTth8BngR+VYt1dGcD255iu81223obbNpZl4iIiIghaVAmyJK2A5YDCyT9qMwCX9bQ7QLgS8BvbK9YyeOMAHYB5gDYfrB8XQBcRDUj22Fp+bqittyxvqakdYGNOsYo4/zJ9neBNwG71Waam7V7LbaHS6nGCuAHXcTWGN8KBk8dekRERES/GHTJkaTNqcoYvm3bwAc662f7L5I+C/x2JY+zFlU5wv22Z0p6CbCG7afK8luAL/ZiyAOAa2rjvw24rJzDWKqEf2Ev4tuPqv74gLK+le2HyuZ3Anf2IraIiIiIKAZLgjxK0gxgLaqb7c4FvtnTTra/38N4Ha6wfXJZPk/SUmAdquT6sNK+JXBRuS9wTeCntntTFnEw8Iva+vuA0yQ9Q3VOx5Sa5+5MkLQvsC4wHzi89gSL/5I0nqpO+j7gX3sRW0REREQUqiYwo69Jug14je1nWx1Lb22z/W7+5DeubHUYw9rH3/nSVocQEREx5EiabrutsX2wzCAPeuXmvkFpi43WSoIWERERw8agvEkvIiIiIqKvJEGOiIiIiKhJghwRERERUZMa5OjRwiee45KfP9rqMIa8w47YrNUhREREBJlBjoiIiIh4gSTIERERERE1LUmQJS0vr4eeLekOSSdK6jQWSWdLekbS+rW2/5+9Ow/ToyrTP/69gQQCAcISIMgSWSTsARoQQQFFBYYRFZRNJQ5jBpFBVEYZ5ae4O+rIIAgaFUFEQGUL+zZkWGTrhJAQwiagIEvYAgRiAsn9+6NOQ+Wl1ySdt7tzf67rvbrqnFOnnqp+lSenT9U5WZIlrdnQX9vn+FI+QdL9kqZIuk/SqZKGlboVJN1Rzj9N0jdr/a8u6VpJD5afqy3ENe4i6ZeSVpR0jqSpku6RdLOkDWuxPiXp77X9wZ3dH0k71dreLekjtXPuUM7zkKSfqqxqEhERERHd16w5yLNtjwaQtBbwe2BV4BsdtH+IakW735VEcU/g7+31147DbLdKGgx8H7gE2B2YA7zX9qyyrPTNkq60fRtwPHC97R+UZPt44Cs9vMa9gauAzwNP2966XO9mwFO16z8RmGX7x20HSurs/twDtNh+XdII4G5Jl9p+HTidavnp24ArSgxX9jDuiIiIiKVa06dY2J5BldQd3cmI57nAQWV7D+AWquWZe3KeucCXgQ0kbevKrFI9qHzalhXcHzirbJ8FfBhA0hhJF0u6VNIjko4uo7t3SbpN0uq1U76PaqnqEdSSedv3257Tg7gXuD+2Xy3JMMAKbTGXZHkV27e6Wh7xt7W4z5R0uqQbJD0saXdJZ0iaLunM7sYSERERsTRoeoIMYPthqljW6qDJg8DwMtXhEOC8hvohDVMsDnprF2B7HnA3MApA0rKSJgMzgGtt316arm37yXLMkw1xbQUcCuwEfBd41fZ2wK3Ap0q/awKv2X4ROAP4iqRbJX1H0qbduysLxL3A/ZG0s6RpwFTgyJIwvw14vHbY46WszWrAe4EvAJcCJwFbAltLGt14TkljJbVKan3pped6GnJEREREv9UnEuSiq/myFwIHAzsDNzXUzbY9uvY5vzvnsT2vTGVYD9hJ0lbdiPMG2y/bfgZ4kSrZhCpZHVm2PwBcU84xGdgI+BGwOnCnpM27cZ7O4r7d9pbAjsB/SlqB9u+fa9uXlpHlqVRTPqbang9Mq8X95oH2ONsttltWWWWNhQg3IiIion/qEwmypI2AecAMSb8po8BXNDQ7D/g21Ujv/IU8z7LA1sD0erntmcAEqjm7AE+XKQttUxdm1JrXp0fMr+3P58053ftQzT9u63+W7QttHwX8Dti3h3G/cX8a4p4OvEI1qv04VaLfZj3giXbirsfcGHdERETEUq/pCbKk4cDPgVPLvOBPl1HgBZJI238DvgactpDnGUT1kN5jtqdIGl57o8UQYC/gvtJ8PHB42T6c6sG+7p5HwDbA5LK/a9tbMMqDglsAf+1BfwvcH0lvl7RcqdsQ2Ax4tEwFeVnSO0sMn+pJ3BERERFRadbI4ZAy93cQ1cN2ZwM/6eog27/oor82V9k+vmyfI2kOsDzVQ3P7l/IRwFllVHkZ4A+2Lyt1PwD+IOkI4G/Ax7p7YcAOwF1lOgPAxsDpJWldBrgcuKCLPjq7P7sBx0t6jWr09yjbbcvcfRY4ExhC9faKvMEiIiIioof0Zh4Xi4OkE4CHbDc+SNhvbbLxaP/3D65rdhgDXpaajoiIWLIkTbTd0lieuaeLme3vNDuGiIiIiFh4SZCjS8NWWy6jmxEREbHUaPpDehERERERfUkS5IiIiIiImkyxiC698tzr3HrWM80OY0Da5fDhzQ4hIiIiGmQEOSIiIiKiJglyRERERERNEuSIiIiIiJoBnSBL2kPSZV23XOCYCZLe8sLoTtqPkHSZpJUkPSdp1Yb6iyV9vGzvLekOSfdJmizpfEkb1Np+sdRNlXS3pJ+UJbI7i/X+0tdkSWv18Fqva1sGOyIiIiIq/TJBLstD9xVfBH5p+xXgGuDDbRUlWd4NuEzSVsApwOG2R9keDZwDjCxtjwQ+ALzT9tbAjsAMqmWjO3OY7dHlM6OHsZ8NHNXDYyIiIiIGtD6XIEsaWUZRz5I0RdKfJK0o6VFJX5d0M/AxSR+QdKukSZL+KGloOX7vcvzNwEc7Oc/XJd0p6R5J4ySpVv0JSX8udTuV9rvXRmrvkrRyaXsAcFXZPhc4uNbPR4CrbL8KfAX4nu3pbZW2x9u+sex+Dfis7Zmlbq7tH9h+aSHu4ZmSTpd0g6SHS+xnSJou6cxa0/HAIR30MVZSq6TWF15+rqchRERERPRbfS5BLjYDxtneBniJN0c5/2F7N+A64ARgL9vbA63AFyWtAPwS+Gfg3cA6nZzjVNs72t6KapR2v1rdSrbfVc57Rik7DvhcGfl9NzBb0tuBF2zPKW2uAnaQtEbZP5gqaQbYEpjUXiAl2R5q+5HObkoHflOS9v/XkOSvBrwX+AJwKXBSiWFrSaMBbL8ALF+L9w22x9lusd2y2spvqY6IiIgYsPpqgvyY7VvK9u+opikAnF9+vhPYArhF0mTgcGBDYBTwiO0Hbbsc25E9Jd0uaSpVIrllre5cgDK6u4qkYcAtwE8kHQMMs/06MAJ44wXBtudSjcoeKGlNYDTVtIsFSFqjJLUPSDoOEOBa/QdL/aOS3tXJNRxWpmO8u3w+Wau7tNyDqcDTtqfang9Mo0zrKGYA63ZyjoiIiIilSl9NkN3B/ivlp4Bra3Nvt7B9RAfHVgdIV5ek81dlpPk04MCSYP4SWKGz89v+AfCvVKPNt0kaBcxuOA7enGZxIHCJ7ddK+TRg+9LZc2UkehzVyPFLwCtlRBrbV5f6e4DB7V1Paff38vNl4PfATrXqtlHt+bXttv36AjErlOuIiIiICPpugryBpF3K9iHAzQ31twG7StoEoMxRfgdwH/B2SRvXjgXA9gdLMv2vvJnUPlvmLh/Y0P9Bpd/dgBdtvyhp4zIK+19UUzpGAQ+w4GgswA3ApsDneHN6BcAPga9J2rxWtmJt+/vA6WW0mjJdojH5foOk5cooNeVNF/tRJdTdVs6xDvBoT46LiIiIGMj6aoI8HThc0hRgdeD0eqXtZ4AxwLmlzW3AKNv/AMYCl5eH9P7aXuflQbhfUk0/uBi4s6HJC5L+DPwcaBuZPrY8tHc31YjrleXNFX9pS9RL3/OBC4A1gBtr5VOBzwO/LQ8R3gJsTjXyS7nG64DbyzXdAtxVPu1ZHri6tJ0M/L1cU0/sANxWpotEREREBKBqmmrfIWkkcFl5eK7Pk/QRYAfbJzQ7lp6SdDIw3vb1nbXb/O2jfcaJ1y6hqJYuuxw+vNkhRERELLUkTbT9lvUvlmuvcXSf7YvaewtEP3FPV8kxwEprLJdELiIiIpYafS5Btv0o0C9Gj9vY/lVv9i/pdqopFXWfLNM2Fprtnk7JiIiIiBjw+lyCHG9le+dmxxARERGxtEiCHF2aM+M1Hjrl6WaH0VSb/PvazQ4hIiIilpC++haLiIiIiIimSIIcEREREVGTKRa9RNLXgEOBeVSr170ArAYMBYYDj5SmRwHfo1q2eg7VynnXASfYnilpfeC3VAt6zAfG2T65nfPtAVxS6/dC29/qjWuLiIiIGMiSIPeCsgrgfsD2tueUFe8G236iJLLH2d6v1h7gMNutkgZTrap3CbA78DrwJduTJK0MTJR0re172zn1TfV+IyIiIqLnMsWid4wAnrU9B8D2s7af6M6BtucCX6Zabntb20/anlTqXqZaZfBt3Q1E0siyct+vykqA50jaS9Itkh6UtFOPry4iIiJiAEuC3DuuAdaX9ICk0yTt3pODbc8D7gZG1cvLKoPbAbd3cOguku6WdKWkLWvlmwAnA9uUPg8FdgOOA77ak9giIiIiBrokyL3A9ixgB2As8AxwvqQxPexGC+xIQ4ELgGNtv9RO+0nAhra3BU4BLq7VPWJ7qu35wDTgeldrjE8FRrZ7cmmspFZJrc/Per6HoUdERET0X0mQe4ntebYn2P4GcDRwQHePlbQssDXVdAokDaJKjs+xfWEH53upJObYvgIYVOY+Q/XwX5v5tf35dDAP3fY42y22W1Yfunp3Q4+IiIjo95Ig9wJJm0natFY0GvhrN48dRPWQ3mO2p6h6gu/XwHTbP+nkuHVKW8q84mWA5xbyEiIiIiKWWnmLRe8YCpwiaRjVWygeoppu0ZlzJM0Blqd6zdv+pXxX4JPAVEmTS9lXbV8h6UgA2z8HDgQ+K+l1YDZwsG2XnDkiIiIiuknVVNSIjm29wba+6D+uaXYYTZWlpiMiIgYeSRNttzSWZ4pFRERERERNplhEl5Zfa1BGUCMiImKpkRHkiIiIiIiaJMgRERERETWZYhFdeu3pOTz13w82O4xFss6XNu26UURERAQZQY6IiIiIWEAS5IiIiIiImiTIERERERE1mYPcRJK+BhwKzAPmAy8Aq1GtxDcceKQ0PQr4HjACmAMMplpt7wTbM0tfjwIvl75eb++l1xERERHRtSTITSJpF2A/YHvbcyStCQy2/YSkPYDjbO9Xaw9wmO1WSYOB7wOXALvXut3T9rNL6hoiIiIiBqJMsWieEcCztucA2H7W9hPdOdD2XODLwAaStu2sraQJkk6SdKOk6ZJ2lHShpAclfWeRryIiIiJigEmC3DzXAOtLekDSaZJ27/KIGtvzgLuBUW1FwDWSJkoa29B8ru33AD+nGnX+HLAVMEbSGu31L2mspFZJrc+98nxPQouIiIjo15IgN4ntWcAOwFjgGeB8SWN62I1q27va3h7YB/icpPfU6saXn1OBabafLCPXDwPrdxDfONsttlvWWGn1HoYVERER0X8lQW4i2/NsT7D9DeBo4IDuHitpWWBrYHrp64nycwZwEbBTrfmc8nN+bbttP/PQIyIiImqSIDeJpM0k1Zd3Gw38tZvHDqJ6SO8x21MkrSRp5VK3EvAB4J7FHHJERETEUiGjh80zFDhF0jDgdeAhqukWnTlH0hxgearXvO1fytcGLipvulgO+L3tq3oj6IiIiIiBLglyk9ieCLyrg7oJwISGsj066ethoN23WdSPa+y3sz4jIiIillZJkKNLg9ZennW+tGnXDSMiIiIGgMxBjoiIiIioSYIcEREREVGTBDkiIiIioiZzkKNLr814hadPvm2JnnPtz79ziZ4vIiIiok1GkCMiIiIiapIgR0RERETUJEHuZyRNkPTBhrJjJZ0maVNJl0n6i6SJkm6Q9J5au70l3SHpPkmTJZ0vaYMlfxURERERfVcS5P7nXODghrKDS/nlwDjbG9veAfh3YCMASVsBpwCH2x5lezRwDjByCcUdERER0S/kIb3+50/AdyQtb3uOpJHAusA7gFttj29raPse4J6y+xXge7an1+rHExERERELyAhyP2P7OeAOYO9SdDBwPrAlMKmTQ7uqX4CksZJaJbU+P2vmQkYbERER0f8kQe6f6tMs2qZXLEDSRZLukXRhO3VrlDnID0g6rr0T2B5nu8V2y+pDhy3O2CMiIiL6tCTI/dPFwPskbQ8MsT0JmAZs39bA9keAMcDqpeiNetvPlTnI44ChSyzqiIiIiH4gCXI/ZHsWMAE4gzdHj38P7CrpQ7WmK9a2fwh8TdLmHdRHREREBHlIrz87F7iQMtXC9mxJ+wE/kfQ/wNPAy8B3Sv1USZ8HfitpZeA54G/AN5oQe0RERESflQS5n7J9EaCGsvuAfTs55nKqV8FFRERERAcyxSIiIiIioiYjyNGlQWutxNqff2ezw4iIiIhYIjKCHBERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZD7IUkjJd3TUNYi6ac97OdEScct3ugiIiIi+re85m2AsN0KtDY7joiIiIj+LiPI/ZykjSTdJek/JF1Wyk6UdIakCZIelnRMrf3XJN0v6Tpgs6YFHhEREdFHZQS5H5O0GXAe8GlgGLB7rXoUsCewMnC/pNOBbYCDge2ofveTgIkd9D0WGAuwwQYb9M4FRERERPRBGUHuv4YDlwCfsD25nfrLbc+x/SwwA1gbeDdwke1Xbb8EjO+oc9vjbLfYbhk+fHgvhB8RERHRNyVB7r9eBB4Ddu2gfk5tex5v/rXAvRlURERERH+XBLn/mgt8GPiUpEO7ecyNwEckDZG0MvDPvRVcRERERH+VBLkfs/0KsB/wBWDVbrSfBJwPTAYuAG7qzfgiIiIi+iPZ+Yt7dK6lpcWtrXmDXERERAwskibabmkszwhyRERERERNEuSIiIiIiJpMsYguSXoZuL/ZcQxQawLPNjuIASz3t3fl/vae3Nvelfvbu/rT/d3Q9lveZ5uFQqI77m9vfk4sOkmtube9J/e3d+X+9p7c296V+9u7BsL9zRSLiIiIiIiaJMgRERERETVJkKM7xjU7gAEs97Z35f72rtzf3pN727tyf3tXv7+/eUgvIiIiIqImI8gRERERETVJkCMiIiIiapIgBwCS9pZ0v6SHJB3fTr0k/bTUT5G0fTPi7K+6cX/3kPSipMnl8/VmxNkfSTpD0gxJ93RQn+/uIujG/c13dyFJWl/SDZKmS5om6fPttMn3dyF18/7m+7uQJK0g6Q5Jd5f7+8122vTb72/egxxIWhb4GfB+4HHgTknjbd9ba7YPsGn57AycXn5GF7p5fwFusr3fEg+w/zsTOBX4bQf1+e4umjPp/P5CvrsL63XgS7YnSVoZmCjp2vx/72LTnfsL+f4urDnAe23PkjQIuFnSlbZvq7Xpt9/fjCAHwE7AQ7Yftj0XOA/Yv6HN/sBvXbkNGCZpxJIOtJ/qzv2NhWT7RuD5Tprku7sIunF/YyHZftL2pLL9MjAdeFtDs3x/F1I3728spPKdnFV2B5VP45sf+u33NwlyQPV/GI/V9h/nrf8n0p020b7u3rtdyp+qrpS05ZIJbamQ727vy3d3EUkaCWwH3N5Qle/vYtDJ/YV8fxeapGUlTQZmANfaHjDf30yxCAC1U9b4r8DutIn2defeTaJaD36WpH2Bi6n+JBWLLt/d3pXv7iKSNBS4ADjW9kuN1e0cku9vD3Rxf/P9XQS25wGjJQ0DLpK0le368wr99vubEeSA6l9069f21wOeWIg20b4u753tl9r+VGX7CmCQpDWXXIgDWr67vSjf3UVT5m5eAJxj+8J2muT7uwi6ur/5/i4etmcCE4C9G6r67fc3CXIA3AlsKuntkgYDBwPjG9qMBz5Vnkh9J/Ci7SeXdKD9VJf3V9I6klS2d6L63+ZzSzzSgSnf3V6U7+7CK/ft18B02z/poFm+vwupO/c339+FJ2l4GTlG0hBgL+C+hmb99vubKRaB7dclHQ1cDSwLnGF7mqQjS/3PgSuAfYGHgFeBTzcr3v6mm/f3QOCzkl4HZgMHO8tcdoukc4E9gDUlPQ58g+phkXx3F4Nu3N98dxfersAngallHifAV4ENIN/fxaA79zff34U3AjirvKlpGeAPti8bKLlDlpqOiIiIiKjJFIuIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIfkXSGZJmSLqn69Yg6eOS7pU0TdLvu2qfBDkiIhY7SRMkfbCh7FhJp3XSvmXJRBcRA8CZvHVhknZJ2hT4T2BX21sCx3Z1TBLkiIjoDedSLYpTd3Apj4hYJLZvBJ6vl0naWNJVkiZKuknSqFL1GeBntl8ox87oqv8kyBER0Rv+BOwnaXkASSOBdYFDJbWWP3N+s70DJc2qbR8o6cyyPVzSBZLuLJ9de/0qIqI/GQf8u+0dgOOAtr9YvQN4h6RbJN0mqcuR56ykFxERi53t5yTdQfUn0EuoRo/PB75v+/my+tb1kraxPaWb3Z4MnGT7ZkkbUK1OuXlvxB8R/YukocC7gD+W1cMBli8/lwM2pVoVdD3gJklb2Z7ZUX9JkCMiore0TbNoS5D/Bfi4pLFU//0ZAWwBdDdB3gvYovYfv1UkrWz75cUadUT0R8sAM22PbqfuceA2268Bj0i6nyphvrOzziIiInrDxcD7JG0PDAFeoPqz5/tsbwNcDqzQznGubdfrlwF2sT26fN6W5DgiAGy/RJX8fgxAlW1L9cXAnqV8TaopFw931l8S5IiI6BW2ZwETgDOoRpNXAV4BXpS0NrBPB4c+LWlzScsAH6mVXwMc3bYjaXQvhB0R/YCkc4Fbgc0kPS7pCOAw4AhJdwPTgP1L86uB5yTdC9wA/Ift5zrt33Zn9REREQtN0keAC4HNbd9XHrjbmWr0Zg4w3vaZkiYAx9lulXQg8F/AY8A9wFDbY8rIz8+o5h0vB9xo+8glflERMeAlQY6IiIiIqMkUi4iIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0RERETUJEGOiIhuk2RJm3Sj3R6SHl+I/g+TdE03246RdHNPzxER0ZUkyBGx1JA0QdK/1vbHlITv4w3t9ijlFzaUb1vKJ9TK9pc0WdJLkp6VdL2kkZJ+LmlW+cyV9Fpt/8rSxrWyts9Btb53knSFpJmSnpd0h6RP9+ItWmI6SrRtn2P7A4vpHAv8vkuZJB0taYqkVyU9Vdod3HDcP8rv40VJN0raulZ/Yon/mIa+jy3lJ3YQzxhJ8xp+36cu4jXmHwkRvSAJckQszQ4Hni8/Gz0DvEvSGg3tH2jbKQneb4EvAasCbwdOA+bbPtL2UNtDge8B57ft296n1uewWvlQ2+eXvncB/hf4P2ATYA3gs0D92Oi5nwLHUv3O1gDeBpwA7N3Q7ujyu1sDmACc3VD/AG/93nyK2vejA7c2/L6P7vEVLEaSlmvm+SP6qiTIEbFUkrQhsDswFvigpLUbmswFLgYOLu2XBT4OnFNrMxp4xPb1rrxs+wLbf1sMIf4IOMv2f9l+tvQ/0fbHOzuobWqDpC9LmiHpSUkflrSvpAfKSPRXa+2Xl/Q/kp4on/+RtHyt/j9KH09I+peGcy0v6ceS/ibp6TJqPmRRLrpxRFTSByTdX0ZyT5P0f+2MCv9Y0guSHpG0Tyn7LvBu4NS2kVpJ7wCOAg62fa3t2bbn2b7Z9pj24rH9OnAesEVD1Z3AipK2LOfbEhhSyhfmuvcrf4mYKenPkrap1R0v6S+SXpZ0r6SPlPLNgZ8Du5RrnFnK2/tLSf2eWtLnJD0IPNiN839F0t/L+e+X9L6FucaI/iQJckQsrT4FtNq+AJgOHNZOm9+WdgAfBKYBT9TqJwGjJJ0kaU9JQxdHYJJWBHYB/rSQXawDrEA1Ovp14JfAJ4AdqJLGr0vaqLT9GvBOqmR/W2AnqhFVJO0NHAe8H9gU2KvhPP8FvKMcu0ntfIuFpDWp7sF/Uo3k3g+8q6HZzqV8TeCHwK8lyfbXgJsoI8FlpPa9wGO2W3sQw2Cq78Zt7VSfzZvfj8Opvi89Jml74Azg36iu8xfA+No/VP5C9XtbFfgm8DtJI2xPB47kzVHpYT047Yep7t0WnZ1f0mbA0cCOtlem+t/BowtznRH9SRLkiFhafQr4fdn+Pe1Ms7D9Z2D1kiR8ioYEyPbDwB5UieEfgGclndnDRPnZMmrX9tkcWI3q/5+f7OE1tXkN+K7t16hGP9cETi4j3NOoEv22EcLDgG/ZnmH7GaoE7JOl7uPAb2zfY/sV4MS2E0gS8BngC7aft/0y1VSSN+byLgb7AtNsX1hGcn8KPNXQ5q+2f2l7HnAWMAJo/GtAmzUbjy+j7TNVzTnesFb10zIiO4sqQfxmO/39DjhE0iCq6/5dN67pnQ2/73dS3cdf2L69jGifBcyh+ocLtv9o+wnb88sUnAep/iGzKL5ffm+zuzj/PGB5qkR6kO1Hbf9lEc8d0eclQY6IpY6kXanmC59Xin4PbC1pdDvNz6ZKkPYELmqstH2b7Y/bHk41yvceqlHZ7lrT9rDaZzrwAjCfKtlbGM+VhBFgdvn5dK1+NtCWxK8L/LVW99dS1lb3WENdm+HAisDEtmQPuKqULy4LnN+2gcY3YzxVq3+1bHb0D5TnaLinttejSpyXB1SrOqaMyK4A7Af8qT7toBz7N+Ahqn8YPGi7fq86clvD7/s2YEPgS/XEGVif8nuQ9Kna9IeZwFYl5kVRj7XD89t+iGrO9onADEnnSVq3sbOIgSYJckQsjQ6nSoYmS3oKuL2Uf6qdtmdTzVu9opaAtcv2ncCFVAnMQivnuRU4YFH66aYnqBKkNhvw5jSSJ6kSpXpdm2epEu0ta8nequXBtsXlSWC9tp0yar1ex83fwg37/wusJ6ml2x1Uo7Y3USXC7b1do+0hzYWaXlE8RjXiX0+cV7R9bhnV/iXVP9LWKEn7PbyZzDdeI8ArVP94abNOO23qx3V4fgDbv7e9G9X3xFRTayIGtCTIEbG0WYFq6sBYqrmzbZ9/Bw5Tw1P9th+hepjvLaPCknaT9BlJa5X9UcCHaH++ak99GRhTHpJbo/S/raTzujiup84FTpA0vMz5/TpvThX4Q4lhizIv+httB9meT5W4nVS7/rdJ+mAPzj1Y0gq1z7IN9ZdTjex/uPxePkf7yV5Hngba5lpj+36q+bXnSXq/pCHlnI3zmheg6o0iW1BNTWl0PlXi/IcexNXol8CRknZWZSVJ/yRpZWAlqqT0mRLLp1nwH2BPUyX9g2tlk4GPSlpR1ZtWjljY80vaTNJ7y3zof1D9o2he591F9H9JkCNiabMq1X/kf2v7qbYP8GtgWd76ui/KWw6eaCwHZlIlxFMlzaKaYnAR1cNi3TVTC74X94vlnH+meqjsvcDDkp4HxgFX9KDv7vgO0ApMAaZSPXj4nRLDlcD/UI28PlR+1n2llN8m6SXgOmCzHpx7GtXvou2zwDuebT8LfIzqfj5HlaS2Us2P7Y6TgQNVveHip6Xsc1RzmX9C9Yq/x4FvAwcB9bePtL39YhbVXxFOKPdjAeVNGNeVubwLpTw0+BngVKrpNQ8BY0rdvcB/U/1F4Wlga+CW2uH/S3Ufn5L0bCk7ieotLE9Tzcuuv3mlR+enmnryA6q/GDwFrAV89a29RAwsqqZ0RUQMfJImUT2QdnGzY4mek7QMVUJ7mO0bmh1PRAxcGUGOiKWCqvfUbg7c1exYovskfVDSsPIn/q9Szb1dHFNYIiI6lAQ5IgY8Sf8FXAN8xfZfu2rf10n6qt66RPUsSW+ZAjAA7EL1HuBngX8GPrwo0xkiIrojUywiIiIiImoyghwRERERUbNc101iabfmmmt65MiRzQ4jIiIiYrGaOHHis2WhpwUkQY4ujRw5ktbW1maHEREREbFYSWr3uZQkyNGl1595nmdO/13XDSMiIiIW0fDPfqLZIWQOckREREREXRLkiIiIiIiaPpcgSxoi6f8kLbuY+x0j6dTF1a6DY0dKOrQ7fUm6TtJqDWW/kLRrO33eszDxlOO/WttepL4iIiIilgZ9LkEG/gW40Pa87jRe3In0IhoJHNpVo+Js4KiGsp1Z/CtEfbXrJhERERHRpi8myIcBl0jaQ9KNki6SdK+kn0taBqCsGPUtSbcDu0j6hKQ7JE0uo7DLlnaflvSApP8Ddu3ohB21kzRc0gWS7iyfXUv5iZLOlvS/kh6U9JlyyA+Ad5c4vlDK1pV0VWn3w9ppxwOH1M61OfCA7XmSdpB0t6Rbgc/V2iwr6UcllimS/q2Ut3uvJP0AGFLiOad0s6ykX0qaJukaSUN6/BuKiIiIGMD6VIIsaTCwke1HS9FOwJeArYGNgY+W8pWAe2zvDDwHHATsans0MA84TNII4JtUCe/7gS06OGdn7U4GTrK9I3AA8Kta3TbAP1Etg/p1SesCxwM32R5t+6TSbnSJb2vgIEnrA9h+AVhe0hql3T7AVWX7N8AxtndpCPcI4MUSz47AZyS9vaN7Zft4YHaJ57DSblPgZ7a3BGaW62rvvoyV1Cqp9blZL7XXJCIiImJA6lMJMrAmVdLW5g7bD5fpFucCu5XyecAFZft9wA7AnZIml/2NqKYrTLD9jO25wPkdnLOzdnsBp5Z+xwOrSFq51F1ie7btZ4EbqBLU9lxv+0Xb/wDuBTas1c0A1i3bHwSukrQqMMz2/5Xys2vtPwB8qsRzO7AGVcLb2b1q9IjtyWV7ItW0kLewPc52i+2WNYau0kFXEREREQNPX3sP8mxghdq+G+rb9v9Rm6Ms4Czb/1lvKOnD7RzfNmd5YtkdD0xqr12xDLCL7dkNfXQWW6M5te15LHjPVwBmS1qRKil+QtKwTvoS8O+2r26IZ49FiCdTLCIiIiJq+tQIcpl2sKyktiR5J0lvL3OPDwJubuew64EDJa0FIGl1SRtSjbDuIWkNSYOAj5VzzCtTDkbb/npH7YprgKPbdiSNrtXtL2mFMkViD+BO4GVgZbpBVZa9DvAosCfVKDS2ZwIvSmobAT6sdtjVwGdLnEh6h6SVurhXr7W1j4iIiIiu9akEubiGN6cH3Er14Ns9wCPARY2Nbd8LnABcI2kKcC0wwvaTwImlj+uoRorfoot2xwAt5YG4e4Eja3V3AJdTvXXi27afAKYAr5cH7L5A53YAbrP9OgvOPwb4NPCz8pBeffT6V1TTNCaV17X9gjdHpDu6V+OAKbWH9CIiIiKiE7I7+kt8c0jaDvgi8GvgONv7NTmkt5B0IjDL9o8XoY+TgfG2r5c0CdjZ9msL2dce9OK9Gr3hRr72+G/1RtcRERERC1iSS01Lmmi7pbG8r81BxvZdkm4A+tL7jXvDPbavB7C9fbODiYiIiIhKnxtBjr6npaXFra2tzQ4jIiIiYrHqaAS5L85BjoiIiIhomiTIERERERE1fW4OcvQ9rz3zFE+f/sOuG0an1v7sl5sdQkRERHRDRpAjIiIiImqSIEdERERE1DQlQZY0T9JkSdPKohpfLCvAtdf2TEmvSlq5VnayJEtas6G/ts/xpXyCpPvLQh/3STq1LOXc1s8ZkmaURTfq51xd0rWSHiw/V1uIa9xF0i8lrSjpHElTJd0j6WZJG9ZifUrS32v7gzu7P2XFvxskzZJ0asM5dyjneUjST8tqfRERERHRA80aQZ5dlnreEng/sC/wjU7aPwTsD1ASxT2Bv7fTX9vnB7W6w2xvA2wDzAEuqdWdCezdzvmOB663vSnVUtbH9+jqKntTrY73eeBp21vb3go4AniqLVbg58BJtdjn0vn9+Qfw/4Dj2jnn6cBYYNPyae/aIiIiIqITTZ9iYXsGVVJ3dCcjnucCB5XtPYBbgNd7eJ65wJeBDSRtW8puBJ5vp/n+wFll+yzgwwCSxki6WNKlkh6RdHQZ3b1L0m2SVq/18T6qpatHUEvmbd9ve04P4l7g/th+xfbNVInyGySNAFaxfaurl1v/thb3mZJOLyPPD0vavYyeT5d0ZndjiYiIiFgaND1BBrD9MFUsa3XQ5EFgeJnqcAhwXkP9kIYpFge9tQuwPQ+4GxjVRUhr236yHPNkQ1xbAYcCOwHfBV61vR1wK/ApgDL14zXbLwJnAF+RdKuk70jatItztxd3V/cH4G3A47X9x0tZm9WA9wJfAC4FTgK2BLaWNLqxM0ljJbVKan1+1is9DTkiIiKi3+oTCXLR1XzZC4GDgZ2BmxrqGqdYnL8I5+nKDbZftv0M8CJVsgkwFRhZtj8AXANgezKwEfAjYHXgTkmbL8R5u4q7vfr6MomXlpHlqVRTPqbang9Mq8X95oH2ONsttltWH7rSQoQbERER0T/1ifcgS9oImAfMkPQbYDvgCdv71pqdB0wCzrI9f2GeP5O0LLA1ML2Lpk9LGmH7yTJ1YUatrj49Yn5tfz5v3s99gJ+0NbI9iyrBv1DSfKo5xV3FUI/7jfvTSbPHgfVq++sBT7QTdz3mxrgjIiIilnpNH0GWNJzqQbVTXfl0GQWuJ8fY/hvwNeC0hTzPIOD7wGO2p3TRfDxweNk+nAUf7OvqPKJ6IHBy2d+17S0YkgYDWwB/7UF/C9yfjtqVqSAvS3pnieFTPYk7IiIiIirNGjkcImkyMIjqYbuzqY24dsT2L7ror81VttvePHGOpDnA8lQPze3f1kjSuVQP/a0p6XHgG7Z/DfwA+IOkI4C/AR/r/qWxA3BXLZndGDi9JK3LAJcDF3TRR6f3R9KjwCrAYEkfBj5g+17gs1Rv5hgCXFk+EREREdED6mRQMhaCpBOAh2w3PkjYb2274Xq+5vhjmh1Gv5elpiMiIvoWSRNttzSWZ+7pYmb7O82OISIiIiIWXhLk6NKg4etk9DMiIiKWGk1/SC8iIiIioi9JghwRERERUZMpFtGluTMe4tGffrjZYSwWI4+5uNkhRERERB+XEeSIiIiIiJokyBERERERNUmQIyIiIiJqkiD3QZJOlHRcs+OIiIiIWBolQV5MVMn9jIiIiOjnktAtAkkjJU2XdBowCfi1pHskTZV0UGmzh6TLasecKmlM2d5X0n2Sbpb003o7YAtJEyQ9LOmYhvP9UtI0SddIGlLqNpZ0laSJkm6SNKqUf6zEdLekG0vZlpLukDRZ0hRJmy6J+xURERHRHyRBXnSbAb8FvgOsB2wL7AX8SNKIjg6SiKzvhQABAABJREFUtALwC2Af27sBwxuajAI+COwEfEPSoFK+KfAz21sCM4EDSvk44N9t7wAcB5xWyr8OfND2tsCHStmRwMm2RwMtwOPtxDdWUquk1udmze3OfYiIiIgYEJIgL7q/2r4N2A041/Y8208D/wfs2Mlxo4CHbT9S9s9tqL/c9hzbzwIzgLVL+SO2J5fticBISUOBdwF/lDSZKvFuS85vAc6U9Blg2VJ2K/BVSV8BNrQ9uzE42+Nst9huWWPo4G7choiIiIiBIQnyonul/FQH9a+z4H1eoYv2bebUtufx5qIu7ZUvA8y0Pbr22RzA9pHACcD6wGRJa9j+PdVo8mzgaknv7SKWiIiIiKVGEuTF50bgIEnLShoOvAe4A/gr1Xzi5SWtCryvtL8P2EjSyLJ/0MKe2PZLwCOSPgZvPDC4bdne2Pbttr8OPAusL2kjqtHrnwLjgW0W9twRERERA02Wml58LgJ2Ae4GDHzZ9lMAkv4ATAEeBO4CsD1b0lHAVZKepUqmF8VhwOmSTgAGAeeVWH5UHsITcH0pOx74hKTXgKeAby3iuSMiIiIGDNludgxLLUlDbc+SJOBnwIO2T2p2XI222WCYxx+3R7PDWCxGHnNxs0OIiIiIPkLSRNstjeUZQW6uz0g6HBhMNbL8iybH067Ba22SxDIiIiKWGkmQm6iMFve5EeOIiIiIpVke0ouIiIiIqMkIcnTplWce4vZf7NfsMLpt53+7rOtGERERER3ICHJERERERE0S5IiIiIiImiTIERERERE1SZCXYpL2kJQJuxERERE1SZAHIEnLNjuGiIiIiP4qCXI/I2mkpPsknSVpiqQ/SVpR0qOSvi7pZuBjkj4g6VZJkyT9UdLQcvze5fibgY8292oiIiIi+p4kyP3TZsA429sALwFHlfJ/2N4NuA44AdjL9vZAK/BFSSsAvwT+GXg3sE5HJ5A0VlKrpNaZs+b24qVERERE9C1JkPunx2zfUrZ/B+xWts8vP98JbAHcImkycDiwITAKeMT2g7Zdjm2X7XG2W2y3DBs6uDeuISIiIqJPykIh/ZM72H+l/BRwre1D6o0kjW7n2IiIiIioyQhy/7SBpF3K9iHAzQ31twG7StoEoMxRfgdwH/B2SRvXjo2IiIiImiTI/dN04HBJU4DVgdPrlbafAcYA55Y2twGjbP8DGAtcXh7S++sSjToiIiKiH8gUi/5pvu0jG8pG1nds/y+wY+OBtq+imoscEREREe1IghxdWmn4Juz8b1lPJCIiIpYOSZD7GduPAls1O46IiIiIgSpzkCMiIiIiapIgR0RERETUZIpFdOnFZx/kyl/vu9j73eeIKxZ7nxERERGLKiPIERERERE1SZAjIiIiImqSIC/FJI2UdE+z44iIiIjoS5IgR0RERETU5CG9AUDSSsAfgPWAZYFvAw8BPwGGAs8CY2w/KWkH4AzgVeDm5kQcERER0XdlBHlg2Bt4wva2trcCrgJOAQ603ZYQf7e0/Q1wjO1dOutQ0lhJrZJaX3p5bm/GHhEREdGnZAR5YJgK/FjSfwGXAS9QrbZ3rSSoRpWflLQqMMz2/5Xjzgb2aa9D2+OAcQCbjlzVvRt+RERERN+RBHkAsP1AmTqxL/B94FpgWuMosaRhQJLdiIiIiE5kisUAIGld4FXbvwN+DOwMDJe0S6kfJGlL2zOBFyXtVg49rCkBR0RERPRhGUEeGLYGfiRpPvAa8FngdeCnZVrFcsD/ANOATwNnSHoVuLo54UZERET0XUmQBwDbV9N+svuedtpOBLatFZ3YS2FFRERE9EuZYhERERERUZMR5OjSqmtuyj5HXNHsMCIiIiKWiIwgR0RERETUJEGOiIiIiKjJFIvo0vPPPcg5Z35wkfo4bExemBERERH9Q0aQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwR5AJB0saSJkqZJGlvKjpD0gKQJkn4p6dRSPlzSBZLuLJ9dmxt9RERERN+St1gMDP9i+3lJQ4A7JV0O/D9ge+Bl4H+Bu0vbk4GTbN8saQOqJao3b+ywJNpjAdZYY4UlcAkRERERfUMS5IHhGEkfKdvrA58E/s/28wCS/gi8o9TvBWwhqe3YVSStbPvleoe2xwHjADZ6+6ru5fgjIiIi+owkyP2cpD2okt5dbL8qaQJwP+2MChfLlLazl0iAEREREf1M5iD3f6sCL5TkeBTwTmBFYHdJq0laDjig1v4a4Oi2HUmjl2SwEREREX1dEuT+7ypgOUlTgG8DtwF/B74H3A5cB9wLvFjaHwO0SJoi6V7gyCUfckRERETflSkW/ZztOcA+jeWSWm2PKyPIF1GNHGP7WeCgJRtlRERERP+REeSB60RJk4F7gEeAi5saTUREREQ/ITsvKIjOtbS0uLW1tdlhRERERCxWkibabmkszwhyRERERERNEuSIiIiIiJo8pBddmvH8g5z6uw8u9PFHf+LqxRhNRERERO/KCHJERERERE0S5IiIiIiImiTI/YCkEyUdtxDHjZa076L2ExEREbE0SYI8sI0G9u2qUURERES8KQlyHyXpa5Lul3QdsFkp21jSVZImSrpJ0qhSfqakn5eyByTtJ2kw8C3gIEmTJbWtnreFpAmSHpZ0THOuLiIiIqLvylss+iBJOwAHA9tR/Y4mAROBccCRth+UtDNwGvDecthIYHdgY+AGYBPg60CL7aNLvycCo4A9gZWB+yWdbvu1JXNlEREREX1fEuS+6d3ARbZfBZA0HlgBeBfwR0lt7ZavHfMH2/OBByU9TJUIt+dy23OAOZJmAGsDjzc2kjQWGAuw2horLPoVRURERPQTSZD7rsY1wJcBZtoe3c32Ha0hPqe2PY8OvgO2x1GNWLPBRqtmPfKIiIhYamQOct90I/ARSUMkrQz8M/Aq8IikjwGosm3tmI9JWkbSxsBGwP3Ay1RTKSIiIiKim5Ig90G2JwHnA5OBC4CbStVhwBGS7gamAfvXDrsf+D/gSqp5yv+gmou8RcNDehERERHRiUyx6KNsfxf4bjtVe3dwyC22v9DQx/PAjp2cY6uFjzAiIiJiYMoIckREREREjew8fxWda2lpcWtra7PDiIiIiFisJE203dJYnhHkiIiIiIiaJMgRERERETV5SC+69MQLD/L//tDRs4Gd+/bHr1rM0URERET0rowgR0RERETUJEGOiIiIiKhJghwRERERUZMEeYCTdKykFZsdR0RERER/kQR5AFClo9/lsUAS5IiIiIhuSoLcT0kaKWm6pNOAScCvJbVKmibpm6XNMcC6wA2SbihlH5B0q6RJkv4oaWjzriIiIiKi70mC3L9tBvzW9nbAl8pKMNsAu0vaxvZPgSeAPW3vKWlN4ARgL9vbA63AF9vrWNLYknC3vvLS3CVzNRERERF9QN6D3L/91fZtZfvjksZS/U5HAFsAUxrav7OU3yIJYDBwa3sd2x4HjANYd+NVsx55RERELDWSIPdvrwBIejtwHLCj7RcknQms0E57AdfaPmTJhRgRERHRv2SKxcCwClWy/KKktYF9anUvAyuX7duAXSVtAiBpRUnvWKKRRkRERPRxGUEeAGzfLekuYBrwMHBLrXoccKWkJ8s85DHAuZKWL/UnAA8s0YAjIiIi+rAkyP2U7UeBrWr7YzpodwpwSm3/f4Edezm8iIiIiH4rCXJ0ad3VNuXbH7+q2WFERERELBGZgxwRERERUZMEOSIiIiKiJglyRERERERN5iBHlx6c+RD7jP9Qt9pe+aHxvRxNRERERO/KCHJERERERE0S5IiIiIiImkyxGCDKCnonAe8EXgDmAj+0fVGpXwO4vjRfB5gHPFP2d7I9d8lGHBEREdE3JUEeACQJuBg4y/ahpWxD4I2Jw7afA0aXuhOBWbZ/vKRjjYiIiOjrkiAPDO8F5tr+eVuB7b9SW0EvIiIiIronc5AHhi2BSe1VSFpX0hU97VDSWEmtklrnvpTZFxEREbH0SII8AEn6maS7Jd1p+wnb+/a0D9vjbLfYbhm8yuDeCDMiIiKiT0qCPDBMA7Zv27H9OeB9wPCmRRQRERHRTyVBHhj+F1hB0mdrZSs2K5iIiIiI/iwJ8gBg28CHgd0lPSLpDuAs4CsLOwc5IiIiYmmVt1gMELafBA7uoHrfhrYn9npAEREREf1URpAjIiIiImoyghxd2nTYJlz5ofHNDiMiIiJiicgIckRERERETRLkiIiIiIiaTLGILj048wn2vegbHdZf8ZFvLsFoIiIiInpXRpAjIiIiImqSIEdERERE1GSKxRIg6WvAocA8YD7wArAaMJRqOehHStOjgO8BI4A5wGDgOuAE2zMlrQDcCCxP9bv7k+1vlHOsDpwPjAQeBT5u+4UlcHkRERERA0pGkHuZpF2A/YDtbW8D7AUcZns08K/ATbZHl8+fy2GHlbbbUCXKl5TyOcB7bW8LjAb2lvTOUnc8cL3tTYHry35ERERE9FBGkHvfCOBZ23MAbD/b3QNtz5X0ZeAhSdvavhuYVaoHlY/L/v7AHmX7LGAC1VLTY6iWoV4W2Ar4b6qR6U9SJdz72n5+Ia8tIiIiYsDJCHLvuwZYX9IDkk6TtHtPDrY9D7gbGAUgaVlJk4EZwLW2by9N1y7LTbctO71WrZutqKZ47AR8F3jV9nbArcCn2juvpLGSWiW1zn3p1Z6EHBEREdGvJUHuZbZnATsAY4FngPPLqG5PqNbfvDI9Yz1gJ0lbdeP4G2y/bPsZ4EXg0lI+lWrOcntxj7PdYrtl8Cor9jDciIiIiP4rCfISUJLaCeWBuqOBA7p7rKRlga2B6Q19zqSaRrF3KXpa0ohyzAiqEeY2c2rb82v788k0m4iIiIgFJEHuZZI2k7RprWg08NduHjsI+D7wmO0pkoZLGlbqhlA98HdfaT4eOLxsH86bD/ZFRERERA9k9LD3DQVOKYnt68BDVNMtOnOOpDlUr3O7juoBPKge+DurjCovA/zB9mWl7gfAHyQdAfwN+NhivYqIiIiIpYRsd90qlmqrbrKud/3RZzqsz1LTERER0R9Jmmi7pbE8UywiIiIiImoyxSK6tOmwdTNKHBEREUuNjCBHRERERNQkQY6IiIiIqMkUi+jSgzNn8E8X/rTD+ss/eswSjCYiIiKid2UEOSIiIiKiJglyRERERERNEuSIiIiIiJoBnSBL2kPSZV23XOCYCZLe8sLoTtqPkHSZpJUkPSdp1Yb6iyV9vGzvLekOSfdJmizpfEkb1Np+sdRNlXS3pJ+U5aY7i/X+0tdkSWv18Fqvk7RaT46JiIiIGOj6ZYJcllruK74I/NL2K8A1wIfbKkqyvBtwmaStgFOAw22Psj0aOAcYWdoeCXwAeKftrYEdgRnAkC7Of5jt0eUzo4exnw0c1cNjIiIiIga0bifIkoZI2qw3gynnGVlGUc+SNEXSnyStKOlRSV+XdDPwMUkfkHSrpEmS/ihpaDl+73L8zcBHOznP1yXdKekeSeMkqVb9CUl/LnU7lfa710Zq75K0cml7AHBV2T4XOLjWz0eAq2y/CnwF+J7t6W2VtsfbvrHsfg34rO2ZpW6u7R/Yfmkh7uGZkk6XdIOkh0vsZ0iaLunMWtPxwCEd9DFWUquk1rkvzuppCBERERH9VrcSZEn/DEymJIKSRksa34txbQaMs70N8BJvjnL+w/ZuwHXACcBetrcHWoEvSloB+CXwz8C7gXU6Oceptne0vRXVKO1+tbqVbL+rnPeMUnYc8Lky8vtuYLaktwMv2J5T2lwF7CBpjbJ/MFXSDLAlMKm9QEqyPdT2I53dlA78piTt/68hyV8NeC/wBeBS4KQSw9aSRgPYfgFYvhbvG2yPs91iu2XwqkMXIqyIiIiI/qm7I8gnAjsBMwFsT6ZMDeglj9m+pWz/jmqaAsD55ec7gS2AWyRNBg4HNgRGAY/YftC2y7Ed2VPS7ZKmUiWSW9bqzgUoo7urSBoG3AL8RNIxwDDbrwMjgGfaDrI9l2pU9kBJawKjqaZdLEDSGiWpfUDScYAA1+o/WOoflfSuTq7hsDId493l88la3aXlHkwFnrY91fZ8YBoL/u5mAOt2co6IiIiIpUp3E+TXbb/Yq5EsyB3sv1J+Cri2Nvd2C9tHdHBsdYB0dUk6f1VGmk8DDiwJ5i+BFTo7v+0fAP9KNdp8m6RRwOyG4+DNaRYHApfYfq2UTwO2L509V0aix1GNHL8EvFJGpLF9dam/Bxjc3vWUdn8vP18Gfk/1j5g2baPa82vbbfv1BWJWKNcREREREXQ/Qb5H0qHAspI2lXQK8OdejGsDSbuU7UOAmxvqbwN2lbQJQJmj/A7gPuDtkjauHQuA7Q+WZPpfeTOpfbbMXT6wof+DSr+7AS/aflHSxmUU9r+opnSMAh7grSPpNwCbAp/jzekVAD8EviZp81rZirXt7wOnl9FqynSJxuT7DZKWK6PUlDdd7EeVUHdbOcc6wKM9OS4iIiJiIOtugvzvVFMQ5lCNVL4IHNtLMQFMBw6XNAVYHTi9Xmn7GWAMcG5pcxswyvY/gLHA5eUhvb+213l5EO6XVNMPLgbubGjygqQ/Az8H2kamjy0P7d1NNeJ6ZXlzxV/aEvXS93zgAmAN4MZa+VTg88Bvy0OEtwCbU91PyjVeB9xerukW4K7yac/ywNWl7WTg7+WaemIH4LYyXSQiIiIiAFXTVDtpUL1S7Wrbey2RgKSRwGXl4bk+T9JHgB1sn9DsWHpK0snAeNvXd9Zu1U028G4/PK7D+ss/esziDi0iIiKi10maaPst618s117jOtvzJL0qadUlPA+5X7B9UXtvgegn7ukqOQbYdNhaSYIjIiJiqdFlglz8A5gq6VrefFAO24s9a7L9KNAvRo/b2P5Vb/Yv6XaqKRV1nyzTNhaa7Z5OyYiIiIgY8LqbIF9ePtEEtndudgwRERERS4tuJci2z+rtQKLveuiF59jvgjPf2L/sgDFNiyUiIiKit3UrQZb0CO28X9j2Ros9ooiIiIiIJuruFIv6030rAB+jev1aRERERMSA0q33IJeV39o+f7f9P1TLM0dEREREDCjdSpAlbV/7tEg6Eli5l2OLdkiaIOmDDWXHSjqtrHJ4maS/SJoo6QZJ76m121vSHWWhksmSzpe0wZK/ioiIiIi+q7tTLP67tv068Ajw8cUfTnTDucDBwNW1soOB/6B608hxtscDSNqKanrMjWX7FOBDtqeX+g9RLZX9tyUWfUREREQf190E+QjbD9cLJL29F+KJrv0J+I6k5W3PKSsPrgu8A7i1LTkGsH0PcE/Z/QrwvbbkuNSPJyIiIiIW0K0pFlRJWXfKopfZfg64A9i7FB0MnA9sCUzq5NCu6hcgaaykVkmtc196eWHDjYiIiOh3Ok2QJY2SdACwqqSP1j5jqN5mEc3RNs2C8vPcxgaSLpJ0j6QL26lbo8xBfkDSce2dwPY42y22WwavkunmERERsfToaorFZsB+wDDgn2vlLwOf6aWYomsXAz+RtD0wxPYkSdsBbzyQZ/sjklqAH5eiacD2wN1lFHp0SY6HLtnQIyIiIvq2ThNk25cAl0jaxfatSyim6ILtWZImAGfw5ujx74H/lPSh2tziFWuH/RC4SNJttXnI9fqIiIiIoPsP6d0l6XNU81jfmFph+196JarojnOBCylTLWzPlrQf1cjy/wBPU430f6fUT5X0eeC3klYGnqN6e8U3mhB7RERERJ/V3QT5bOA+4IPAt4DDgOmdHhG9yvZFgBrK7gP27eSYy6leBRcRERERHZDtrhtJd9neTtIU29tIGgRcbTur6S0FWlpa3Nra2uwwIiIiIhYrSRNttzSWd/c1b6+VnzPLghOrUi0wERERERExoHR3isU4SasB/w8YT/Xmg6/3WlQREREREU3SrSkWsXQbtvHG3u2/fvDG/mUHfqyJ0UREREQsHos0xULS2pJ+LenKsr+FpCMWd5AREREREc3W3TnIZwJXA+uW/QeAY3shnoiIiIiIpupugrym7T8A8wFsvw7M67WoIiIiIiKapLsJ8iuS1gAMIOmdwIudHSBpnqTJkqZJulvSFyW1ez5JZ0p6tSxg0VZ2siRLWrOhv7bP8aV8gqT7JU2RdJ+kUyUNK3XrS7pB0vQSx+c7OP8ekl6s9d3jBxAlDZI0sWx/rZxvSulvZ0kXle2HGs71rr5yDRERERHR/bdYfJHq7RUbS7oFGA4c2MUxs22PBpC0FtVSyKvS8cptDwH7A78rifSewN/b668dh9lulTQY+D5wCbA78DrwJduTSvI9UdK1tu9tp4+bbO/XxTV1Zjfgz5J2AfYDtrc9pyT4g21/BKpEFjiufi5JfeUaIiIiIpZ6nY4gS9oAwPYkqmTtXcC/AVvantLdk9ieAYwFjlbJBttxLnBQ2d4DuIUqOew223OBLwMbSNrW9pMldmy/TLX639u625+kkWVE91eS7pF0jqS9JN0i6UFJO9Wa7w1cCYwAnrU9p5z3WdtP9JNriIiIiFjqdTXF4uLa9vm2p9m+x/ZrHR3QEdsPl/Ot1UGTB4Hh5X3LhwDnNdQPaZhicdBbuwDb84C7gVH1ckkjge2A2zs4/y5lKsiVkraslW8CnAxsU/o8lGq0+Djgq7V2ewITgGuA9SU9IOk0Sbt3cL4ONfEa6ucaK6lVUuvcl17q6SVERERE9FtdTbGoj/ZutBjO19HocZsLgYOBnalGqus6m2LR6XkkDQUuAI613V62NwnY0PYsSftS/cNg01L3iO2ppZ9pwPW2LWkqZTVBSesCz9t+tezvALybKmk+X9Lxts/sZuxNuYZGtscB46B6D3IPY4+IiIjot7oaQXYH2z0maSOqN1/MkPSbMgp8RUOz84BvA9fanr+Q51kW2JpqKgKSBlEllufYvrC9Y2y/ZHtW2b4CGFTmDgPMqTWdX9ufz5v/wNiH6jV4bf3Nsz3B9jeAo4ED+sE1RERERARdJ0fbSnqJajRzSNmm7Nv2Kt05iaThwM+BU10t3ffp9trZ/pukrwHXdSv6t55nEPBd4DHbU8p8518D023/pJPj1gGeLqOqO1H9w+E5qiW1u2NvqmW4kbQZMN/2g6VuNPDXfnANEREREUEXCbLtZReh7yGSJgODqB62OxvoMMGrnfMXXfTX5irbx5ftcyTNAZanSq73L+W7Ap8EptaO/artKyQdWc73c6o3cnxW0uvAbODgkmh2eZFltHdT2/eVoqHAKeU1ba9TvZ1jbJcdNfEaIiIiIuJNqgZ0Y2FJ2g34hO0jmx1Lbxm28cbe7b9+8Mb+ZQd+rInRRERERCwekibabnlLeRLk6EpLS4tbW1ubHUZERETEYtVRgtzdlfQiIiIiIpYKSZAjIiIiImqSIEdERERE1OQduNGlh154if3/dNUb+5ccuHcTo4mIiIjoXRlBjoiIiIioSYIcEREREVGTKRZLQFkd8FCqpbbnAy8Aq1EtKjIceKQ0PQr4HjCCajnowVSLhpxge2bp6wxgP2CG7a1q51gdOB8YCTwKfNz2C717ZREREREDT0aQe5mkXagS2u1tbwPsBRxmezTwr8BNtkeXz5/LYYeVtttQJcqX1Lo8k2pp60bHA9fb3hS4vuxHRERERA8lQe59I4Bnbc8BsP2s7Se6c6DtucCXgQ0kbVvKbgSeb6f5/sBZZfss4MMAksZIuljSpZIekXS0pC9KukvSbWXkOSIiIiKKJMi97xpgfUkPSDpN0u49Odj2POBuYFQXTde2/WQ55klgrVrdVlRTPHYCvgu8ans74FbgU+11JmmspFZJrXNferEnIUdERET0a0mQe5ntWcAOwFjgGeB8SWN62I0WMYwbbL9s+xngReDSUj6Vas7yW9geZ7vFdsvgVVZdxNNHRERE9B9JkJcA2/NsT7D9DeBo4IDuHitpWWBrYHoXTZ+WNKIcMwKYUaubU9ueX9ufTx7UjIiIiFhAEuReJmkzSZvWikYDf+3msYOA7wOP2Z7SRfPxwOFl+3AWfLAvIiIiIropCXLvGwqcJeleSVOALYATuzjmnNL2HmAlqgfwAJB0LtXc4c0kPS7piFL1A+D9kh4E3l/2IyIiIqKHZLvZMUQfN2zjd3j3//rpG/tZajoiIiIGAkkTbbc0lmcEOSIiIiKiJg9oRZc2WW2VjBpHRETEUiMjyBERERERNUmQIyIiIiJqMsUiuvSXF17hoxfc+sb+hQfs0sRoIiIiInpXRpAjIiIiImqSIEdERERE1GSKRS+R9DXgUGAe1ZLOLwCrUS0cMhx4pDQ9CvgeMIJqCejBwHXACbZnSlof+C2wTulnnO2T2znfHlSr57X1e6Htb/XGtUVEREQMZEmQe4GkXYD9gO1tz5G0JjDY9hMlkT3O9n619gCH2W6VNJhqeelLgN2B14Ev2Z4kaWVgoqRrbd/bzqlvqvcbERERET2XKRa9YwTwrO05ALaftf1Edw60PRf4MrCBpG1tP2l7Uql7GZgOvK27gUgaKek+Sb+SdI+kcyTtJekWSQ9K2qnHVxcRERExgCVB7h3XAOtLekDSaZJ278nBtucBdwOj6uWSRgLbAbd3cOguku6WdKWkLWvlmwAnA9uUPg8FdgOOA77aXkeSxkpqldQ656UXehJ+RERERL+WBLkX2J4F7ACMBZ4Bzpc0pofdaIEdaShwAXCs7ZfaaT8J2ND2tsApwMW1ukdsT7U9H5gGXG/bwFRgZAfXMM52i+2W5VdZrYehR0RERPRfSZB7ie15tifY/gZwNHBAd4+VtCywNdV0CiQNokqOz7F9YQfne6kk5ti+AhhU5j5D9fBfm/m1/flkHnpERETEApIg9wJJm0natFY0GvhrN48dRPWQ3mO2p6h6gu/XwHTbP+nkuHVKW8q84mWA5xbyEiIiIiKWWhk97B1DgVMkDaN6C8VDVNMtOnOOpDnA8lSvedu/lO8KfBKYKmlyKfuq7SskHQlg++fAgcBnJb0OzAYOtu2SM0dEREREN6maihrRsdU23tx7/vCMN/az1HREREQMBJIm2m5pLM8Ui4iIiIiImkyxiC5tvNpKGTWOiIiIpUZGkCMiIiIiapIgR0RERETUJEGOLj08cw4HXfgwB134cLNDiYiIiOh1SZAjIiIiImqSIEdERERE1OQtFk0k6WvAocA8qmWfXwBWo1poZDjwSGl6FPA9YATVMtGDqRYTOcH2zNLXo8DLpa/X23unX0RERER0LQlyk0jaBdgP2N72HElrAoNtPyFpD+A42/vV2gMcZrtV0mCq5agvAXavdbun7WeX1DVEREREDESZYtE8I4Bnbc8BsP2s7Se6c6DtucCXgQ0kbdtZW0kTJJ0k6UZJ0yXtKOlCSQ9K+s4iX0VERETEAJMEuXmuAdaX9ICk0yTt3uURNbbnAXcDo9qKgGskTZQ0tqH5XNvvAX5ONer8OWArYIykNRbpKiIiIiIGmCTITWJ7FrADMBZ4Bjhf0pgedqPa9q62twf2AT4n6T21uvHl51Rgmu0ny8j1w8D67XYsjZXUKql1zovP9zCsiIiIiP4rCXIT2Z5ne4LtbwBHAwd091hJywJbA9NLX0+UnzOAi4Cdas3nlJ/za9tt++3OQ7c9znaL7ZblV129u2FFRERE9HtJkJtE0maSNq0VjQb+2s1jB1E9pPeY7SmSVpK0cqlbCfgAcM9iDjkiIiJiqZC3WDTPUOAUScOA14GHqKZbdOYcSXOA5ale87Z/KV8buKi86WI54Pe2r+qNoCMiIiIGuiTITWJ7IvCuDuomABMayvbopK+HgXbfZlE/rrHfzvqMiIiIWFplikVERERERE1GkKNLGw1bnvM/ulGzw4iIiIhYIjKCHBERERFRkwQ5IiIiIqImCXJ0acbM1zj5oqc4+aKnmh1KRERERK9LghwRERERUZMEOSIiIiKiJglyRERERERNEuReIsmSzq7tLyfpGUmXlf0xZX9y7bOFpJGSZku6S9J0SXdIOrzWz/6SppT2rZJ2q9XtLel+SQ9JOn7JXnFERETEwJD3IPeeV4CtJA2xPRt4P/D3hjbn2z66XiBpJPAX29uV/Y2ACyUtY/s3wPXAeNuWtA3wB2CUpGWBn5XzPA7cKWm87Xt78RojIiIiBpyMIPeuK4F/KtuHAOf2tIOyjPQXgWPK/izbLtUrAW3bOwEP2X7Y9lzgPGB/AEkTJJ0k6cYyKr2jpAslPSjpOwt9dREREREDUBLk3nUecLCkFYBtgNsb6g9qmGIxpIN+JgGj2nYkfUTSfcDlwL+U4rcBj9WOebyUtZlr+z3Az4FLgM8BWwFjJK3ReEJJY8sUjtZZLz3X3euNiIiI6PeSIPci21OAkVSjx1e00+R826Nrn9kddKWGfi+yPQr4MPDt9tq0Na1tjy8/pwLTbD9pew7wMLB+O7GPs91iu2XoKm/JnyMiIiIGrMxB7n3jgR8DewALm2luB0xvLLR9o6SNJa1JNWJcT3TXA56o7c8pP+fXttv28z2IiIiIKJIY9b4zgBdtT5W0R08PLg/t/Rg4pexvQvUQnyVtDwwGngNmAptKejvVw4AHA4cuhvgjIiIilipJkHuZ7ceBkzuoPqj+mjbgKKpR340l3QWsALwMnFLeYAFwAPApSa8Bs4GDykN7r0s6GrgaWBY4w/a0xX9FEREREQOb3nwhQkT7NthkW3/pR1cD8PmPrNPkaCIiIiIWD0kTbbc0lmcEObq01rBBSYwjIiJiqZG3WERERERE1CRBjoiIiIioSYIcEREREVGTBDm6NPOF17nkj89yyR+fbXYoEREREb0uCXJERERERE0S5IiIiIiImiTIi5EkSzq7tr+cpGckXVb2x5T9ybXPFpJGSpot6S5J0yXdIenwWj+HSZpSPn+WtG0H5z9T0iO1vkf3+kVHREREDDB5D/Li9QqwlaQhtmcD76da9rnufNtH1wvKctJ/sb1d2d8IuFDSMmUFvUeA3W2/IGkfYBywcwcx/IftPy2+S4qIiIhYumQEefG7Evinsn0IcG5PO7D9MPBF4Jiy/2fbL5Tq24D1etKfpBMlnSXpGkmPSvqopB9KmirpKkmDehpjRERExECVBHnxOw84WNIKwDbA7Q31BzVMsRjSQT+TgFHtlB9BlYR35LtlKsZJkpavlW9MlbjvD/wOuMH21sBs3kzo3yBprKRWSa0vvfRcJ6eLiIiIGFiSIC9mtqcAI6lGj69op8n5tkfXPrM76EpvKZD2pEqQv9LBMf9JlVTvCKze0O5K268BU4FlgatK+dQSb+N1jLPdYrtllVXW6OB0EREREQNPEuTeMR74MQsxvaJmO2B6246kbYBfAfvbbndI1/aTrswBfgPsVKueU9rMB16z7VI+n8xFj4iIiHhDEqPecQbwou2pkvbo6cHlob0fA6eU/Q2AC4FP2n6gk+NG2H5SkoAPA/f0OPKIiIiIpVwS5F5g+3Hg5A6qD5K0W23/KOAJYGNJdwErAC8Dp5Q3WAB8HVgDOK3KfXnddguApCuAf7X9BHCOpOFU0zMmA0cu1guLiIiIWArozb+0R7Rvk41H+79/cB0A+39szSZHExEREbF4SJrYNuhYlznIERERERE1mWIRXRq22nIZOY6IiIilRkaQIyIiIiJqkiBHRERERNQkQY4uvfLc69x61jPcetYzzQ4lIiIiotclQY6IiIiIqEmCHBERERFR05QEWdI8SZMlTZN0t6QvSmo3FklnSnpV0sq1spMlWdKaDf21fY4v5RMk3S9piqT7JJ0qaVipW0HSHeX80yR9s9b/6pKulfRg+bnaQlzjLpJ+KWlFSedImirpHkk3S9qwFutTkv5e2x/c2f2RtFOt7d2SPlI75w7lPA9J+mlZUS8iIiIieqBZr3mbbXs0gKS1gN8DqwLf6KD9Q8D+wO9Korgn8Pf2+mvHYbZbJQ0Gvg9cAuwOzAHea3uWpEHAzZKutH0bcDxwve0flGT7eOArPbzGvYGrgM8DT9veulzvZsBTtes/EZhl+8dtB0rq7P7cA7TYfl3SCOBuSZfafh04HRgL3AZcUWK4sodxR0RERCzVmj7FwvYMqqTu6E5GPM8FDirbewC3AK/38DxzgS8DG0ja1pVZpXpQ+bQtK7g/cFbZPgv4MICkMZIulnSppEckHV1Gd++SdJuk1WunfB9wHTCCWjJv+37bc3oQ9wL3x/arJRmGallql9hGAKvYvtXV8oi/rcV9pqTTJd0g6WFJu0s6Q9J0SWd2N5aIiIiIpUHTE2QA2w9TxbJWB00eBIaXqQ6HAOc11A9pmGJx0Fu7ANvzgLuBUQCSlpU0GZgBXGv79tJ0bdtPlmOebIhrK+BQYCfgu8CrtrcDbgU+VfpdE3jN9ovAGcBXJN0q6TuSNu3eXVkg7gXuj6SdJU0DpgJHloT5bcDjtcMeL2VtVgPeC3wBuBQ4CdgS2FrS6MZzShorqVVS6wsvP9fTkCMiIiL6rT6RIBddzZe9EDgY2Bm4qaFutu3Rtc/53TmP7XllKsN6wE6StupGnDfYftn2M8CLVMkmVMnqyLL9AeCaco7JwEbAj4DVgTslbd6N83QW9+22twR2BP5T0gq0f/9c2760jCxPpZryMdX2fGBaLe43D7TH2W6x3bLaymssRLgRERER/VOfSJAlbQTMA2ZI+k0ZBb6iodl5wLepRnrnL+R5lgW2BqbXy23PBCZQzdkFeLpMWWibujCj1rw+PWJ+bX8+b87p3odq/nFb/7NsX2j7KOB3wL49jPuN+9MQ93TgFapR7cepEv026wFPtBN3PebGuCMiIiKWek1PkCUNB34OnFrmBX+6jAIvkETa/hvwNeC0hTzPIKqH9B6zPUXS8NobLYYAewH3lebjgcPL9uFUD/Z19zwCtgEml/1d296CUR4U3AL4aw/6W+D+SHq7pOVK3YbAZsCjZSrIy5LeWWL4VE/ijoiIiIhKs0YOh5S5v4OoHrY7G/hJVwfZ/kUX/bW5yvbxZfscSXOA5akemtu/lI8AziqjyssAf7B9Wan7AfAHSUcAfwM+1t0LA3YA7irTGQA2Bk4vSesywOXABV300dn92Q04XtJrVKO/R9l+ttR9FjgTGEL19oq8wSIiIiKih/RmHheLg6QTgIdsNz5I2G9t/vbRPuPEawHY5fDhTY4mIiIiYvGQNNF2S2N55p4uZra/0+wYIiIiImLhJUGOLq20xnIZOY6IiIilRtMf0ouIiIiI6EuSIEdERERE1CRBji7NmfEaD53ydLPDiIiIiFgikiBHRERERNQkQY6IiIiIqEmC3EskWdLZtf3lJD0j6bKyP6bsT659tpA0UtJsSXdJmi7pDkmH1/oZJelWSXMkHddwzr0l3S/pIUnHExERERE9lte89Z5XgK0kDbE9G3g/8PeGNufbPrpeIGkk8Bfb25X9jYALJS1j+zfA88AxwIcbjlsW+Fk5z+PAnZLG2753sV9ZRERExACWEeTedSXwT2X7EODcnnZg+2Hgi1RJMbZn2L4TeK2h6U5UK/g9bHsucB5lWW1JEySdJOnGMiq9o6QLJT0oKQubRERERNQkQe5d5wEHS1oB2Aa4vaH+oIYpFkM66GcSMKqLc70NeKy2/3gpazPX9nuAnwOXAJ8DtgLGSFqje5cTERERMfBlikUvsj2lTJk4BLiinSbtTbFor6t2C7vRxrXt8eXnVGCa7SfL+R4G1geea4hjLDAWYN3V1uvG6SMiIiIGhowg977xwI9ZiOkVNdsB07to8zhVottmPeCJ2v6c8nN+bbtt/y3/ULI9znaL7ZbVh67e84gjIiIi+qmMIPe+M4AXbU+VtEdPDy4j0D8GTumi6Z3AppLeTvUw4MHAoT09X0RERMTSLglyL7P9OHByB9UHSdqttn8U1ajvxpLuAlYAXgZOKW+wQNI6QCuwCjBf0rHAFrZfknQ0cDWwLHCG7Wm9cU0RERERA5lsd90qlmpbb7CtL/qPa9jk39dudigRERERi42kibZbGsszBzkiIiIioiYJcnRp+bUGZfQ4IiIilhpJkCMiIiIiapIgR0RERETUJEGOLr329Bye+u8Hmx1GRERExBKRBDkiIiIioiYJckRERERETRLkiIiIiIiaJMhLmCRLOru2v5ykZyRdVvbHlP3Jtc8WkkZKmi3pLknTJd0h6fBaP3tIerF2zNebcX0RERER/V2Wml7yXgG2kjTE9mzg/cDfG9qcb/voeoGkkcBfbG9X9jcCLpS0TNsy1MBNtvfr3fAjIiIiBraMIDfHlcA/le1DgHN72oHth4EvAsd01q6MPN8n6VeS7pF0jqS9JN0i6UFJO/U4+oiIiIgBLAlyc5wHHCxpBWAb4PaG+oMaplgM6aCfScCo2v4uku6WdKWkLWvlmwAnl3ONAg4FdgOOA77aXseSxkpqldT63CvP9/gCIyIiIvqrTLFoAttTypSJQ4Ar2mnS3hSL9rqqF04CNrQ9S9K+wMXApqXuEdtTSz/TgOttW9JUYGQHMY4DxgFsu/7W7t6VRURERPR/GUFunvHAj1mI6RU12wHTAWy/ZHtW2b4CGCRpzdJuTu2Y+bX9+eQfSRERERELSHLUPGcAL9qeKmmPnh5cRqB/DJxS9tcBni4jwztR/ePnOWDo4go4IiIiYmmQBLlJbD9ONS+4PQdJ2q22fxTwBLCxpLuAFYCXgVNqb7A4EPispNeB2cDBJVnunQuIiIiIGKBkZ3ppdG7b9bf21cdeyDpf2rTrxhERERH9hKSJtlsayzMHObo0aO3lkxxHRETEUiMJckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0RERETUJEGOiIiIiKjpFwmypHmSJkuaJuluSV+U1G7sks6U9KqklWtlJ0ty29LLtf7aPseX8gmS7pc0RdJ9kk6VNKzWz6OSppZjWhfyWn4haVdJ75R0e+lruqQTJX26FtPc2rl+IGmMpGck3SXpQUlXS3pXrd8TJf29dvy+CxNfRERExNKuv6ykN9v2aABJawG/B1YFvtFB+4eA/YHflUR6T+Dv7fXXjsNst0oaDHwfuATYvVa/p+1nF/ZCgJ2pVsa7F/i47bslLQtsZvte4DdQJeP1c0kaA5xv++iyvydwoaQ9bU8vfZ9k+8eLEFtERETEUq9fjCDX2Z4BjAWOVsfrKJ8LHFS29wBuAV7v4XnmAl8GNpC0bWdty8jzSZJuLKPBO0q6sIz0fqfWbnPgAdvzgLWAJ8u55pXkuCfx3QCMo7oXncU2RtLFki6V9Iiko8sI/F2SbpO0ek/OGxERETHQ9bsEGcD2w1Sxr9VBkweB4ZJWAw4BzmuoH9IwxeKgt3ZRJa7A3cCotiLgGkkTJTUmpnNtvwf4OdWo8+eArYAxktYobfYBrirbJwH3S7pI0r9JWqEbl95oUi02qP7RMEXSGeXa22wFHArsBHwXeNX2dsCtwKfa61jSWEmtklqfeeaZhQgtIiIion/qlwly0dHocZsLgYOppjTc1FA32/bo2uf8bp5nV9vbUyW6n5P0nlrd+PJzKjDN9pO25wAPA+uXug9SEmTb3wJagGuokter6Ll6bKcDGwOjqUam/7tWd4Ptl20/A7wIXFqLdWR7HdseZ7vFdsvw4cMXIrSIiIiI/qlfJsiSNgLmATMk/aaMAl/R0Ow84NvAtbbnL+R5lgW2BqYD2H6i/JwBXEQ1IttmTvk5v7bdtr+cpBWBYW19lH7+Yvt04H3AtrWR5u7arhbb02Wqxnzglx3E1hjffPrPPPSIiIiIJaLfJUeShlNNYzjVtoFPt9fO9t8kfQ24biHPM4hqOsJjtqdIWglYxvbLZfsDwLd60OWewA21/v8JuKJcw6ZUCf/MHsS3O9X84z3L/gjbT5bqjwD39CC2iIiIiCj6S4I8RNJkYBDVw3ZnAz/p6iDbv+iivzZX2T6+bJ8jaQ6wPFVyvX8pXxu4qDwXuBzwe9s9mRaxD/Cn2v4ngZMkvUp1TYeVOc+dOUjSbsCKwCPAAbU3WPxQ0miqedKPAv/Wg9giIiIiolA1gBm9TdIkYGfbrzU7lp5qaWlxa+tCvfY5IiIios+SNNF2S2N5fxlB7vfKw30RERER0cf1y4f0IiIiIiJ6SxLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0RERETUJEGOiIiIiKhJgtwPSRop6Z6GshZJP+1hPydKOm7xRhcRERHRv+U9yAOE7VYgq3lERERELKKMIPdzkjaSdJek/5B0WSk7UdIZkiZIeljSMbX2X5N0v6TrgM2aFnhEREREH5UR5H5M0mbAecCngWHA7rXqUcCewMrA/ZJOB7YBDga2o/rdTwImdtD3WGAswAYbbNA7FxARERHRB2UEuf8aDlwCfML25HbqL7c9x/azwAxgbeDdwEW2X7X9EjC+o85tj7PdYrtl+PDhvRB+RERERN+UBLn/ehF4DNi1g/o5te15vPnXAvdmUBERERH9XRLk/msu8GHgU5IO7eYxNwIfkTRE0srAP/dWcBERERH9VRLkfsz2K8B+wBeAVbvRfhJwPjAZuAC4qTfji4iIiOiPZOcv7tG5lpYWt7bmDXIRERExsEiaaLulsTwjyBERERERNUmQIyIiIiJqMsUiuiTpZeD+ZscxQK0JPNvsIAaw3N/ek3vbe3Jve1fub+/pj/d2Q9tveZ9tFgqJ7ri/vfk5segktebe9p7c396Te9t7cm97V+5v7xlI9zZTLCIiIiIiapIgR0RERETUJEGO7hjX7AAGsNzb3pX723tyb3tP7m3vyv3tPQPm3uYhvYiIiIiImowgR0RERETUJEGOiIiIiKhJghwdkrS3pPslPSTp+GbHM5BIOkPSDEn3NDuWgUbS+pJukDRd0jRJn292TAOFpBUk3SHp7nJvv9nsmAYiSctKukvSZc2OZSCR9KikqZImS2ptdjwDjaRhkv4k6b7y/7+7NDumRZE5yNEuScsCDwDvBx4H7gQOsX1vUwMbICS9B5gF/Nb2Vs2OZyCRNAIYYXuSpJWBicCH891ddJIErGR7lqRBwM3A523f1uTQBhRJXwRagFVs79fseAYKSY8CLbb720IW/YKks4CbbP9K0mBgRdszmxzWQssIcnRkJ+Ah2w/bngucB+zf5JgGDNs3As83O46ByPaTtieV7ZeB6cDbmhvVwODKrLI7qHwyyrIYSVoP+CfgV82OJaK7JK0CvAf4NYDtuf05OYYkyNGxtwGP1fYfJ0lG9DOSRgLbAbc3OZQBo/z5fzIwA7jWdu7t4vU/wJeB+U2OYyAycI2kiZLGNjuYAWYj4BngN2V60K8krdTsoBZFEuToiNopy0hR9BuShgIXAMfafqnZ8QwUtufZHg2sB+wkKVOEFhNJ+wEzbE9sdiwD1K62twf2AT5XprrF4rEcsD1wuu3tgFeAfv3sUhLk6MjjwPq1/fWAJ5oUS0SPlPmxFwDn2L6w2fEMROXPpxOAvZsbyYCyK/ChMlf2POC9kn7X3JAGDttPlJ8zgIuophLG4vE48HjtL0p/okqY+60kyNGRO4FNJb29TLY/GBjf5JgiulQeJPs1MN32T5odz0AiabikYWV7CLAXcF9TgxpAbP+n7fVsj6T6/9z/tf2JJoc1IEhaqTy0S/nT/weAvEVoMbH9FPCYpM1K0fuAfv1g9HLNDiD6JtuvSzoauBpYFjjD9rQmhzVgSDoX2ANYU9LjwDds/7q5UQ0YuwKfBKaWubIAX7V9RfNCGjBGAGeVt9wsA/zBdl5FFv3B2sBF1b+fWQ74ve2rmhvSgPPvwDllUO1h4NNNjmeR5DVvERERERE1mWIREREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERER0a9IOkPSDEldvq5P0gaSbiir/E2RtG9XxyRBjoiIxU7SBEkfbCg7VtJpnbRvWTLRRcQAcCbdX6joBKrXUm5H9Y7xdv9/qC4JckRE9IZzqf5DVHdwKY+IWCS2bwSer5dJ2ljSVZImSrpJ0qi25sAqZXtVurEycBLkiIjoDX8C9pO0PICkkcC6wKGSWiVNk/TN9g6UNKu2faCkM8v2cEkXSLqzfHbt9auIiP5kHPDvtncAjuPNkeITgU+UhbmuoFrUpFNZSS8iIhY7289JuoPqT6CXUI0enw983/bzZTW+6yVtY3tKN7s9GTjJ9s2SNqBa6XPz3og/IvoXSUOBdwF/LCsmAixffh4CnGn7vyXtApwtaSvb8zvqLwlyRET0lrZpFm0J8r8AH5c0luq/PyOALYDuJsh7AVvU/uO3iqSVbb+8WKOOiP5oGWCm7dHt1B1Bma9s+1ZJKwBrAjM66ywiIqI3XAy8T9L2wBDgBao/e77P9jbA5cAK7Rzn2na9fhlgF9ujy+dtSY4jAsD2S8Ajkj4GoMq2pfpvwPtK+eZU/7/yTGf9JUGOiIheYXsWMAE4g2o0eRXgFeBFSWsD+3Rw6NOSNpe0DPCRWvk1wNFtO5JG90LYEdEPSDoXuBXYTNLjko4ADgOOkHQ3MA3YvzT/EvCZUn4uMMa22+u3TaZYREREbzoXuBA42PZ9ku6i+g/Xw8AtHRxzPHAZ8BhwDzC0lB8D/EzSFKr/ft0IHNmLsUdEH2X7kA6q3vLqN9v3Aj16qFddJNAREREREUuVTLGIiIiIiKhJghwRERERUZMEOSIiIiKiJglyRERERERNEuSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERE0S5IiIAEDSmZK+0822j0raayHOMUvSRt1sa0mb9PQcERGLKglyRERNSfyelrRSrexfJU2o7UvS0ZKmSHpV0lOSJkg6uJ3+zpT0uqR1G8oPlzRR0kuSHpf0Q0nL9erFLSGdJdq2h9p+eDGcY4ykm9spb5F0maQXJM2UdK+k70parXbcvJKoz5L0sKTP1o4fWRLzSQ39rilprqRHO4nJkl6p9T1zMVxn/pEQ0QRJkCMi3mo54POd1P8UOBb4ErAG8DbgBGDveqOSZB8AvAgc1tDHiqWPNYGdgfcBxy1y5EsxSe8CJgC3AKNsD6P6nbwObFtremtJ1IcCBwI/lLRdQ3crSdqqtn8o8Eg3wti2re9y/qaStGyzY4joj5IgR0S81Y+A4yQNa6yQ9A7gKOBg29fanm17nu2bbY9paH4AMBP4FnB4vcL26bZvsj3X9t+Bc4BduwqsjHD/Rxm9fkXSryWtLelKSS9Luq5ttLS0/5CkaWU0dYKkzWt120maVI47H1ih4Vz7SZpcjv2zpG26iq8b8b8xIippDUmXllH0OyV9p51R4b0kPVhGhH9WRu83B34O7NIwUvtD4De2v2/7aQDbf7P9DdsT2ovH9iRgOrB5Q9XZLPg7+xTw24W85nUlXSDpGUmPSDqmVreTpFvLPX5S0qmSBpe6G0uzu8t1HtTeyHnDPT1T0umSrpD0CrBnN87fWn4HT0v6ycJcY8RAkwQ5IuKtWqlGItsb0X0v8Jjt1m70czhwLnAeMErS9p20fQ8wrZvxHQC8H3gH8M/AlcBXqUajlwGOgTeS+XOpRqqHA1cAl0oaXJKwi6kSwdWBP5Z+KcduD5wB/BvVKPkvgPGSlu9mjN3xM+AVYB2qe3V4O232A3akGgH+OPBB29OBI3lzJHhYGa3fBbigJwFI2pHqPjb+Pn8HHCxp2ZKQrwzc3pO+S//LAJcCd1P9peF9wLGSPliazAO+QPW726XUHwVg+z2lTduo9PndPO2hwHdLzH/u4vwnAyfbXgXYGPhDT68xYiBKghwR0b6vA/8uaXhD+ZrAU/UCVXOIZ0r6h6QNS9kGwJ7A78to5vW0nwAi6dNAC/DjbsZ2iu2ny8jzTcDttu+yPQe4CGibLnAQcHkZ6X6t9D8EeBfwTmAQ8D+2X7P9J+DO2jk+A/zC9u1lhPwsYE45bpGVP/0fAHzD9qu27wXOaqfpD2zPtP034AZgdAddrkb137Q3fjeq5nXPLCPtJ9TavrOUzwLuoPpHwoMN/f1/9u48zI6qXvf49yUkEAgQhjDJECYJc4AGRFBAUQHxoKIyqeDhGAERPchFjqLg7FGvXARFozKICKiMIjOCCDJ1QgZigCCDzGFOAjGB5L1/1GqpbHoM6XTvzvt5nv2kaq1Va/2qNq2/Xr2q6jHgPmBPqu+tu7PH40vfL0r6MVVyP8L2N8pfCx4EfgEcCGB7nO3bbb9m+2GqX0R26+ZYHbnM9q225wNbdTY+8CqwsaTVbM+yffubHDtiQEiCHBHRDtv3AFcAJzRUPQes1dB2HarEeRlApfgTwFTbE8r+ecDBkgbXj5X0QeB7wN62n+1meE/Xtme3sz+sbK8NPFKLcz7wKNVM4trA47ZdO/aR2vb6wBdryd6LwLrluEVhBNVa70drZY+2067+y8grvH5ujV4A5lP7bmwfX9YBX1LGanO77eFlDfKawBbAd9rp89fAYcBBVDPK3bFd6Xu47WOoruPaDdfxy8AaUM3yq7qp8ClJM0ocq3VzrI7Ur2On4wOHU82g31uWuez7JseOGBCSIEdEdOwkqpnUt9TK/gysI6mli2M/CWxYEp+ngB9RJT57tzWQtBfVbN4HbE9epJFXnqBKkNrGE1WS+zjwJPCWUtZmvdr2o8C3a8necNvL2T5/EcX2DNXNc+vUytbtwfFeYMd+mWoJxId7EkSZ3b+IaqlKo4uA9wMP2n6knfrueBR4qOE6rmB7n1J/BnAvsElZ5vBlXv8lqz0vU93gCYCkNdtpU782nY5ve5rtg4DVgf8F/qDaE1willRJkCMiOmD7AeBCypreUnYf1Z/BL5D0HklDy3KBt7e1kbQz1XrOHamWBIwGtgR+S1lmIeldVLPK+9u+s5dO4XfA+yW9u8xcf5FqmcTfgNuoEtRjJC0t6cMl3ja/AI6QtFO5MW55Se+XtEI3xx4kadnaZ0i90vY84GLgZEnLSRpF9UtFdz1N9YtKvd/jgf+UdIKk1QEkrQNs0FEnklYFPkQ7679L0v0u4L96EFejO4EZkr7U9t+KpC3L2meo1gnPAGaVa3Bkw/FPA/XnRk8EtpA0WtKywMlvZnxJH5c0ovx14cVyzLyFPdmIgSIJckRE574BNM6ofZbqUW8/Ap6nWq/6Tao1v/+kSoIvsz3Z9lNtH6obovaVtArwVWAl4Eq9/tzcqxZl4CWZ/zhwGvAs1SzpB8pa1LlUs62HUS1POIAqYW07tpVq9vz0Uv9AadtdJ1At92j7/LmdNkdTXYOnqNYBn0+VwHfHn6mS2qckPVtivoUqoX0ncH9ZTnA11Q2Xp9WObXv6xSyqJ1g8A3yuvUFst9r+Rzdjau/4eVTXfTTVY+KeBX5Jdd5Q3Qh6MDCT6peSxhvxTgbOKcsjPmb7fqr/Jq+nWjf9hmdB93D8vYAp5VqcSvV0ln8t3NlGDBxacPlZRERE35D0v8Cattu9mTEiYnHJDHJERPQJSaMkbV2WcOxIdcPYJX0dV0TEgHitaUTEQFEeD/f3Dqo3L487GyhWoFpWsTYwHfi/wGV9GlFEBFliERERERGxgCyxiIiIiIioyRKL6NJqq63mkSNH9nUYEREREYvUuHHjnrXd+MbUJMjRtZEjR9La2trXYUREREQsUpLafQlQEuTo0mvPPM8zZ3T3LasRERERC2/EkR/v6xCyBjkiIiIioi4JckRERERETZZYDBCS1gBOAd5G9VrYucD3bV9S6lcFbijN1wTmUb1eFWDH8trZiIiIiCVeEuQBQJKAS4FzbB9cytYH/qOtje3ngNGl7mRglu0fLu5YIyIiIvq7JMgDw7uAubZ/1lZg+xHgtL4LKSIiIqI5ZQ3ywLAFML69CklrS7qypx1KGiOpVVLrc7NmvOkAIyIiIppFEuQBSNJPJE2UdJftJ2zv09M+bI+13WK7ZdVhK/ZGmBERERH9UhLkgWEKsF3bju3PAu8G3vBmmIiIiIjoXBLkgeHPwLKSjqyVLddXwUREREQ0syTIA4BtAx8EdpP0kKQ7gXOALy3sGuSIiIiIJVWeYjFA2H4SOLCD6n0a2p7c6wFFRERENKnMIEdERERE1GQGObq09IhVGHHkx/s6jIiIiIjFIjPIERERERE1SZAjIiIiImqyxCK69OozT/H0Gd/v6zAiWOPI4/s6hIiIWAJkBjkiIiIioiYJckRERERETRLkJZikkZLu6es4IiIiIvqTJMgRERERETW5SW8AkLQ88DtgHWAQ8E3gAeBHwDDgWeAw209K2h44E3gFuKVvIo6IiIjovzKDPDDsBTxhexvbWwJXA6cBH7HdlhB/u7Q9CzjG9s6ddShpjKRWSa3Pz3q5N2OPiIiI6FeSIA8Mk4E9Jf2vpHcA6wJbAtdJmgCcCKwjaSVguO2/lOPO7ahD22Ntt9huWWXY8r0cfkRERET/kSUWA4Dt+8vSiX2A7wLXAVMaZ4klDQe8+COMiIiIaB6ZQR4AJK0NvGL7N8APgZ2AEZJ2LvWDJW1h+0XgJUm7lkMP6ZOAIyIiIvqxzCAPDFsBP5A0H3gVOBJ4DfhxWVaxNPD/gCnAp4AzJb0CXNM34UZERET0X0mQBwDb19B+svvOdtqOA7apFZ3cS2FFRERENKUssYiIiIiIqMkMcnRp8Ig1WePI4/s6jIiIiIjFIjPIERERERE1SZAjIiIiImqyxCK6NHf6Azz84w/2dRjRDSOPubSvQ4iIiGh6mUGOiIiIiKhJghwRERERUZMEeQkmaXdJV/R1HBERERH9SRLkAUjSoL6OISIiIqJZJUFuMpJGSrpX0jmSJkn6g6TlJD0s6WuSbgE+Kum9km6TNF7S7yUNK8fvVY6/Bfhw355NRERERP+TBLk5bQqMtb01MAM4qpT/y/auwPXAicCetrcDWoFjJS0L/AL4APAOYM3FHnlEREREP5cEuTk9avvWsv0bYNeyfWH5923A5sCtkiYAhwLrA6OAh2xPs+1ybLskjZHUKqn1uVlze+McIiIiIvqlPAe5ObmD/ZfLvwKus31QvZGk0e0c2/4A9lhgLMDW6w3v1jERERERA0FmkJvTepJ2LtsHAbc01N8O7CJpY4CyRvmtwL3ABpI2qh0bERERETVJkJvTVOBQSZOAVYAz6pW2nwEOA84vbW4HRtn+FzAG+FO5Se+RxRp1RERERBPIEovmNN/2EQ1lI+s7tv8M7NB4oO2rqdYiR0REREQ7MoMcEREREVGTGeQmY/thYMvFOeaQ1Tdm5DGXLs4hIyIiIvpMZpAjIiIiImqSIEdERERE1GSJRXTp5Wce4I6f79unMez0mSv6dPyIiIhYcmQGOSIiIiKiJglyRERERERNEuSIiIiIiJokyAOcpC9IWq6v44iIiIhoFkmQBwBVOvouvwAkQY6IiIjopiTITUrSSElTJf0UGA/8SlKrpCmSvl7aHAOsDdwo6cZS9l5Jt0kaL+n3kob13VlERERE9D9JkJvbpsCvbW8LfNF2C7A1sJukrW3/GHgC2MP2HpJWA04E9rS9HdAKHNtex5LGlIS79cVZcxfP2URERET0A3kOcnN7xPbtZftjksZQfadrAZsDkxrav62U3yoJYAhwW3sd2x4LjAXYbP3hXvShR0RERPRPSZCb28sAkjYAjgN2sP2CpLOBZdtpL+A62wctvhAjIiIimkuWWAwMK1Ilyy9JWgPYu1Y3E1ihbN8O7CJpYwBJy0l662KNNCIiIqKfywzyAGB7oqS7gSnAg8CtteqxwFWSnizrkA8Dzpe0TKk/Ebh/sQYcERER0Y8lQW5Sth8GtqztH9ZBu9OA02r7fwZ26OXwIiIiIppWEuTo0vIjNmanz1zR12FERERELBZZgxwRERERUZMEOSIiIiKiJglyRERERERN1iBHl156dhpX/WqfXh9n78Ov7PUxIiIiIrqSGeSIiIiIiJokyBERERERNVli0YckfQU4GJgHzAdeAFYGhgEjgIdK06OA7wBrAXOAIcD1wIm2Xyx9PUz11rx5wGu2WxbXeUREREQMJEmQ+4iknYF9ge1sz5G0GjDE9hOSdgeOs71vrT3AIbZbJQ0BvgtcBuxW63YP288urnOIiIiIGIiyxKLvrAU8a3sOgO1nbT/RnQNtzwWOB9aTtE1nbSXdJOkUSTdLmippB0kXS5om6Vtv+iwiIiIiBpgkyH3nWmBdSfdL+qmk3bo8osb2PGAiMKqtCLhW0jhJYxqaz7X9TuBnVLPOn6V6TfVhklZtr39JYyS1SmqdMXNuT0KLiIiIaGpJkPuI7VnA9sAY4BngQkmH9bAb1bZ3sb0dsDfwWUnvrNVdXv6dDEyx/WSZuX4QWLeD+MbabrHdsuIKQ3oYVkRERETzSoLch2zPs32T7ZOAo4H9u3uspEHAVsDU0tcT5d/pwCXAjrXmc8q/82vbbftZhx4RERFRkwS5j0jaVNImtaLRwCPdPHYw1U16j9qeJGl5SSuUuuWB9wL3LOKQIyIiIpYImT3sO8OA0yQNB14DHqBabtGZ8yTNAZaheszbfqV8DeCS8qSLpYHf2r66N4KOiIiIGOiSIPcR2+OAt3dQdxNwU0PZ7p309SDQ7tMs6sc19ttZnxERERFLqiyxiIiIiIioyQxydGml1TZh78Ov7OswIiIiIhaLzCBHRERERNQkQY6IiIiIqMkSi+jS889N47yz39crfR9y2DW90m9ERETEwsoMckRERERETRLkiIiIiIiaJMhNQNLJko5biONGS9rnzfYTERERsSRJgjywjQb26apRRERERLwuCXI/Jekrku6TdD2waSnbSNLVksZJ+qukUaX8bEk/K2X3S9pX0hDgG8ABkiZIOqB0vbmkmyQ9KOmYvjm7iIiIiP4rT7HohyRtDxwIbEv1HY0HxgFjgSNsT5O0E/BT4F3lsJHAbsBGwI3AxsDXgBbbR5d+TwZGAXsAKwD3STrD9qvtxDAGGAOw6qrL9sp5RkRERPRHSZD7p3cAl9h+BUDS5cCywNuB30tqa7dM7Zjf2Z4PTJP0IFUi3J4/2Z4DzJE0HVgDeKyxke2xVAk5G26wkt/8KUVEREQ0hyTI/VdjUroU8KLt0d1s31FSO6e2PY/8NxARERGxgKxB7p9uBj4kaaikFYAPAK8AD0n6KIAq29SO+aikpSRtBGwI3AfMpFpKERERERHdlAS5H7I9HrgQmABcBPy1VB0CHC5pIjAF2K922H3AX4CrqNYp/4tqLfLmDTfpRUREREQn8uf1fsr2t4Fvt1O1VweH3Gr7vxv6eB7YoZMxtlz4CCMiIiIGpswgR0RERETUyM4DCqJzLS0tbm1t7eswIiIiIhYpSeNstzSWZwY5IiIiIqImCXJERERERE1u0osuTX9+Gqf/5n2LtM+jP37NIu0vIiIiYlHJDHJERERERE0S5IiIiIiImiyxWAwkfQU4mOrVzvOBF4CVgWHACOCh0vQo4DvAWlSvhB4CXA+caPvF0teZwL7A9PpzjCWtQvVykZHAw8DHbL/Qu2cWERERMfBkBrmXSdqZKqHdzvbWwJ7AIbZHA/8F/NX26PL5WznskNJ2a6pE+bJal2fT/stCTgBusL0JcEPZj4iIiIgeSoLc+9YCnrU9B8D2s7af6M6BtucCxwPrSdqmlN0MPN9O8/2Ac8r2OcAHASQdJulSSX+U9JCkoyUdK+luSbeXmeeIiIiIKJIg975rgXUl3S/pp5J268nBtucBE4FRXTRdw/aT5ZgngdVrdVtSLfHYker11a/Y3ha4DfhkT+KJiIiIGOiSIPcy27OA7YExwDPAhZIO62E3epNh3Gh7pu1ngJeAP5byyVRrlt84oDRGUquk1lkz5r7J4SMiIiKaRxLkxcD2PNs32T4JOBrYv7vHShoEbAVM7aLp05LWKsesBUyv1c2pbc+v7c+ngxs1bY+13WK7ZdiKQ7obbkRERETTS4LcyyRtKmmTWtFo4JFuHjsY+C7wqO1JXTS/HDi0bB/Kgjf2RUREREQ3JUHufcOAcyT9XdIkYHPg5C6OOa+0vQdYnuoGPAAknU+1dnhTSY9JOrxUfQ94j6RpwHvKfkRERET0kGz3dQzRz6234Uo+/htvW6R95lXTERER0dckjbPd0lieGeSIiIiIiJq8SS+6tPoqm2TGNyIiIpYYmUGOiIiIiKhJghwRERERUZMlFtGlJ16Yxld/t9ci6eubH7t6kfQTERER0VsygxwRERERUZMEOSIiIiKiJglyRERERERN1iD3EklfAQ4G5gHzgReAlanerDcCeKg0PQr4DrAWMAcYAlwPnGj7RUnrAr8G1iz9jLV9ajvj7U71eum2fi+2/Y3eOLeIiIiIgSwJci+QtDOwL7Cd7TmSVgOG2H6iJLLH2d631h7gENutkoYA36VKdncDXgO+aHu8pBWAcZKus/33dob+a73fiIiIiOi5LLHoHWsBz9qeA2D7WdtPdOdA23OB44H1JG1j+0nb40vdTGAq8JbuBiJppKR7Jf1S0j2SzpO0p6RbJU2TtGOPzy4iIiJiAEuC3DuuBdaVdL+kn0rarScH254HTARG1csljQS2Be7o4NCdJU2UdJWkLWrlGwOnAluXPg8GdgWOA77cXkeSxkhqldT68oy5PQk/IiIioqklQe4FtmcB2wNjgGeACyUd1sNutMCONAy4CPiC7RnttB8PrG97G+A04NJa3UO2J9ueD0wBbrBtYDIwsoNzGGu7xXbL8isO6WHoEREREc0rCXIvsT3P9k22TwKOBvbv7rGSBgFbUS2nQNJgquT4PNsXdzDejJKYY/tKYHBZ+wzVzX9t5tf255N16BERERELSILcCyRtKmmTWtFo4JFuHjuY6ia9R21PUnUH36+AqbZ/1Mlxa5a2lHXFSwHPLeQpRERERCyxMnvYO4YBp0kaTvUUigeollt05jxJc4BlqB7ztl8p3wX4BDBZ0oRS9mXbV0o6AsD2z4CPAEdKeg2YDRxo2yVnjoiIiIhuUrUUNaJja2+0kg//7s6LpK9vfuzqRdJPRERExJslaZztlsbyzCBHl9ZeeZMkthEREbHEyBrkiIiIiIiaJMgRERERETVZYhFdmvbiA+x9+X8s1LFX/cfliziaiIiIiN6VGeSIiIiIiJokyBERERERNUmQIyIiIiJqkiD3EkmWdG5tf2lJz0i6ouwfVvYn1D6bSxopabakuyVNlXSnpENr/ewnaVJp3ypp11rdXpLuk/SApBMW7xlHREREDAy5Sa/3vAxsKWmo7dnAe4DHG9pcaPvoeoGkkcA/bG9b9jcELpa0lO2zgBuAy8tb8rYGfgeMkjQI+EkZ5zHgLkmX2/57L55jRERExICTGeTedRXw/rJ9EHB+Tzuw/SBwLHBM2Z/l119/uDzQtr0j8IDtB23PBS6gvK5a0k2STpF0c5mV3kHSxZKmSfrWQp9dRERExACUBLl3XQAcKGlZYGvgjob6AxqWWAztoJ/xwKi2HUkfknQv8CfgP0vxW4BHa8c8VsrazLX9TuBnwGXAZ4EtgcMkrdo4oKQxZQlH69wZc7t7vhERERFNLwlyL7I9CRhJNXt8ZTtNLrQ9uvaZ3UFXauj3EtujgA8C32yvTVvT2nbbA4knA1NsP2l7DvAgsG47sY+13WK7ZciKQzoIKyIiImLgyRrk3nc58ENgd+ANM7XdtC0wtbHQ9s2SNpK0GtWMcT3RXQd4orY/p/w7v7bdtp//DiIiIiKKJEa970zgJduTJe3e04PLTXs/BE4r+xtT3cRnSdsBQ4DngBeBTSRtQHUz4IHAwYsg/oiIiIglShLkXmb7MeDUDqoPqD+mDTiKatZ3I0l3A8sCM4HTyhMsAPYHPinpVWA2cEC5ae81SUcD1wCDgDNtT1n0ZxQRERExsOn1ByJEtG+ljYf77T9650Ide9V/XN51o4iIiIg+IGmc7ZbG8swgR5c2Gb5xEt2IiIhYYuQpFhERERERNUmQIyIiIiJqkiBHRERERNRkDXJ0adqLT7DPJSf1+LgrP/T1XogmIiIiondlBjkiIiIioiYJckRERERETRLkfkjSyZKO6+s4IiIiIpZESZAXEVVyPSMiIiKaXBK6N0HSSElTJf0UGA/8StI9kiZLOqC02V3SFbVjTpd0WNneR9K9km6R9ON6O2BzSTdJelDSMQ3j/ULSFEnXShpa6jaSdLWkcZL+KmlUKf9oiWmipJtL2RaS7pQ0QdIkSZssjusVERER0QySIL95mwK/Br4FrANsA+wJ/EDSWh0dJGlZ4OfA3rZ3BUY0NBkFvA/YEThJ0uBSvgnwE9tbAC8C+5fyscDnbG8PHAf8tJR/DXif7W2A/yhlRwCn2h4NtACPtRPfGEmtklrnznilO9chIiIiYkBIgvzmPWL7dmBX4Hzb82w/DfwF2KGT40YBD9p+qOyf31D/J9tzbD8LTAfWKOUP2Z5QtscBIyUNA94O/F7SBKrEuy05vxU4W9KngUGl7Dbgy5K+BKxve3ZjcLbH2m6x3TJkxeW6cRkiIiIiBoYkyG/ey+VfdVD/Ggte52W7aN9mTm17Hq8/s7q98qWAF22Prn02A7B9BHAisC4wQdKqtn9LNZs8G7hG0ru6iCUiIiJiiZEEedG5GThA0iBJI4B3AncCj1CtJ15G0krAu0v7e4ENJY0s+wcs7MC2ZwAPSfoo/PuGwW3K9ka277D9NeBZYF1JG1LNXv8YuBzYemHHjoiIiBho8ia9RecSYGdgImDgeNtPAUj6HTAJmAbcDWB7tqSjgKslPUuVTL8ZhwBnSDoRGAxcUGL5QbkJT8ANpewE4OOSXgWeAr7xJseOiIiIGDBku69jWGJJGmZ7liQBPwGm2T6lr+NqtNLGa3uXH3y6x8flVdMRERHRn0kaZ7ulsTxLLPrWp8tNdVOAlahurouIiIiIPpQZ5OhSS0uLW1tb+zqMiIiIiEUqM8gREREREd2QBDkiIiIioiZPsYguTXtxOu+/+Mc9OuZPHz6ml6KJiIiI6F2ZQY6IiIiIqEmCHBERERFRkwQ5IiIiIqJmQCfIknaXdEUPj7lJ0hse99FJ+7UkXSFpeUnPlddJ1+svlfSxsr2XpDsl3StpgqQLJa1Xa3tsqZssaaKkH0ka3EWs95W+JkhavYfner2klXtyTERERMRA15QJsqRBfR1DzbHAL2y/DFwLfLCtoiTLuwJXSNoSOA041PYo26OB84CRpe0RwHuBt9neCtgBmA4M7WL8Q2yPLp/pPYz9XOCoHh4TERERMaB1O0GWNFTSpr0ZTBlnZJlFPUfSJEl/kLScpIclfU3SLcBHJb1X0m2Sxkv6vaRh5fi9yvG3AB/uZJyvSbpL0j2SxpbXPbf5uKS/lbodS/vdajO1d0taobTdH7i6bJ8PHFjr50PA1bZfAb4EfMf21LZK25fbvrnsfgU40vaLpW6u7e/ZnrEQ1/BsSWdIulHSgyX2MyVNlXR2renlwEEd9DFGUquk1rkvzeppCBERERFNq1sJsqQPABMoiaCk0ZIu78W4NgXG2t4amMHrs5z/sr0rcD1wIrCn7e2AVuBYScsCvwA+ALwDWLOTMU63vYPtLalmafet1S1v++1l3DNL2XHAZ8vM7zuA2ZI2AF6wPae0uRrYXtKqZf9AqqQZYAtgfHuBlGR7mO2HOrsoHTirJO1fbUjyVwbeBfw38EfglBLDVpJGA9h+AVimFu+/2R5ru8V2y5CVhi1EWBERERHNqbszyCcDOwIvAtieQFka0EsetX1r2f4N1TIFgAvLv28DNgdulTQBOBRYHxgFPGR7mqt3aP+mkzH2kHSHpMlUieQWtbrzAcrs7oqShgO3Aj+SdAww3PZrwFrAM20H2Z5LNSv7EUmrAaOpll0sQNKqJam9X9JxgADX6t9X6h+W9PZOzuGQshzjHeXziVrdH8s1mAw8bXuy7fnAFBb87qYDa3cyRkRERMQSpbsJ8mu2X+rVSBbkDvZfLv8KuK629nZz24d3cGx1gHRNSTp/WWaafwp8pCSYvwCW7Wx8298D/otqtvl2SaOA2Q3HwevLLD4CXGb71VI+BdiudPZcmYkeSzVzPAN4ucxIY/uaUn8PMKS98yntHi//zgR+S/VLTJu2We35te22/foLYpYt5xERERERdD9BvkfSwcAgSZtIOg34Wy/GtZ6kncv2QcAtDfW3A7tI2higrFF+K3AvsIGkjWrHAmD7fSWZ/i9eT2qfLWuXP9LQ/wGl312Bl2y/JGmjMgv7v1RLOkYB9/PGmfQbgU2Az/L68gqA7wNfkbRZrWy52vZ3gTPKbDVluURj8v1vkpYus9SUJ13sS5VQd1sZY03g4Z4cFxERETGQdTdB/hzVEoQ5VDOVLwFf6KWYAKYCh0qaBKwCnFGvtP0McBhwfmlzOzDK9r+AMcCfyk16j7TXebkR7hdUyw8uBe5qaPKCpL8BPwPaZqa/UG7am0g143pVeXLFP9oS9dL3fOAiYFXg5lr5ZODzwK/LTYS3AptRXU/KOV4P3FHO6Vbg7vJpzzLANaXtBODxck49sT1we1kuEhERERGAqmWqnTSoHql2je09F0tA0kjginLzXL8n6UPA9rZP7OtYekrSqcDltm/orN1KG6/nXb9/XI/6/tOHj3kzoUVERET0OknjbL/h/RdLt9e4zvY8Sa9IWmkxr0NuCrYvae8pEE3inq6SY4BNhq+ehDciIiKWGF0myMW/gMmSruP1G+WwvcizJtsPA00xe9zG9i97s39Jd1Atqaj7RFm2sdBs93RJRkRERMSA190E+U/lE33A9k59HUNERETEkqJbCbLtc3o7kOi/HnjhOfa96OweHXPF/of1SiwRERERva1bCbKkh2jn+cK2N1zkEUVERERE9KHuLrGo3923LPBRqsevRUREREQMKN16DnJ581vb53Hb/4/q9cxRI8mSzq3tLy3pGUlXlP3Dyv6E2mdzSSMlzZZ0t6Spku6UdGitn0MkTSqfv0napoPxz5b0UK3v0b1+0hEREREDTHeXWGxX212KakZ5hV6JqLm9DGwpaajt2cB7qF7gUXeh7aPrBeXZz/+wvW3Z3xC4WNJSts8CHgJ2s/2CpL2pXlHd0Y17/8f2HxbdKUVEREQsWbq7xOL/1rZfo0rYPrbowxkQrgLeD/yB6lXX5wPv6EkHth+UdCzVdT/Ldv213rcD6/SkP0knAxsAawFvBY4F3gbsTZXAf8D2qz3pMyIiImKg6u6rpg+3vUf5vMf2GGBubwbWxC4ADpS0LLA1cEdD/QENSyyGdtDPeGBUO+WHUyXhHfl2WYpxiqT6s5M3okrc9wN+A9xoeyuq12a/v+vTioiIiFgydDdBbu9P9vkzfjtsTwJGUs0eX9lOkwttj659ZnfQld5QIO1BlSB/qYNj/ocqqd6B6ibKeruryizxZGAQcHUpn1zibRxrjKRWSa1zZ8zsYLiIiIiIgafTJRaSRgFbACtJ+nCtakWqp1lE+y4HfgjsDizsa6i3Baa27UjaGvglsLft59o7wPaTZXOOpLOA42rVc0qb+ZJetd322L75tPPfge2xVGudGb7RBm94xF9ERETEQNXVGuRNgX2B4cAHauUzgU/3UkwDwZnAS7YnS9q9pweXm/Z+CJxW9tcDLqZ6vfT9nRy3lu0nJQn4IHBPjyOPiIiIWMJ1miDbvgy4TNLOtm9bTDE1PduPAad2UH2ApF1r+0cBTwAbSbqbamZ+JnBaeYIFwNeoZqJ/WuW+vGa7BUDSlcB/2X4COE/SCKrlGROAIxbpiUVEREQsAfT6X9o7aVTdcHY41XKLfy+tsP2fvRda9BfDN9rAu37/pB4dk1dNR0RERH8naVzbpGNdd2/SOxdYE3gf8Beqx4zlzq2IiIiIGHC6O4N8t+1tJU2yvbWkwcA1tvM2vSVAS0uLW1tb+zqMiIiIiEXqzc4gt71E4kVJWwIr0c6jwSIiIiIiml1336Q3VtLKwFepHmE2jOrGsYiIiIiIAaVbSyxiyTZ8o4286/9+r9vtr/jIR3sxmoiIiIhF400tsZC0hqRfSbqq7G8u6fBFHWRERERERF/r7hrks4FrgLXL/v3AF3ohnoiIiIiIPtXdBHk127+jei0xtl8D5vVaVBERERERfaS7CfLLklYFDCDpbcBLCzuopHmSJkiaImmipGMltRuLpLMlvSJphVrZqZIsabWG/to+J5TymyTdJ2mSpHslnS5peKlbVtKdZfwpkr5e638VSddJmlb+XXkhznFnSb+QtJyk8yRNlnSPpFskrV+L9SlJj9f2h3R2fSTtWGs7UdKHamNuX8Z5QNKPyyunIyIiIqIHuvsUi2Opnl6xkaRbgRHAR97EuLNtjwaQtDrwW6pHx3X0urYHgP2A35REcQ/g8fb6a8chtlslDQG+C1wG7AbMAd5le1Z5rvMtkq6yfTtwAnCD7e+VZPsE4Es9PMe9gKuBzwNP296qnO+mwFO18z8ZmGX7h20HSurs+twDtNh+TdJawERJfyyz+mcAY4DbgStLDFf1MO6IiIiIJVqnM8iS1gOwPZ4qqXw78BlgC9uTFkUAtqdTJXVHdzLjeT5wQNneHbgVeK2H48wFjgfWk7SNK7NK9eDyaXukx37AOWX7HOCDAJIOk3SppD9KekjS0WV2925Jt0tapTbku4HrgbWoJfO277M9pwdxL3B9bL9SkmGoXvvdNqu/FrCi7dtcPZrk17W4z5Z0hqQbJT0oaTdJZ0qaKuns7sYSERERsSToaonFpbXtC21PsX2P7Vc7OmBh2H6wxLJ6B02mASPKUoeDgAsa6oc2LLE44I1dgO15wERgFICkQZImANOB62zfUZquYfvJcsyTDXFtCRwM7Ah8G3jF9rbAbcAnS7+rAa/afgk4E/iSpNskfUvSJt27KgvEvcD1kbSTpCnAZOCIkjC/BXisdthjpazNysC7gP8G/gicAmwBbCVpdOOYksZIapXUOnfGjJ6GHBEREdG0ukqQ6zO6G/ZmIA1jtedi4EBgJ+CvDXWzbY+ufS7szji255WlDOsAO6p6S2BXbrQ90/YzVOuw/1jKJ/P62wXfC1xbxphAde1+AKwC3CVps26M01ncd9jeAtgB+B9Jy9L+9as/5PqPZWZ5MtWSj8m25wNTaOetiLbH2m6x3TJkxRUXItyIiIiI5tRVguwOthcpSRtSPRVjuqSzyizwlQ3NLgC+STXTO38hxxkEbAVMrZfbfhG4iWrNLsDTZclC29KF6bXm9eUR82v783l9TffeVOuP2/qfZfti20cBvwH26WHc/74+DXFPBV6mmtV+jCrRb7MO8EQ7cddjbow7IiIiYonXVYK8jaQZkmYCW5ftGZJmSlokf3eXNAL4GXB6WRf8qTILvEASafufwFeAny7kOIOpbtJ71PYkSSNqT7QYCuwJ3FuaXw4cWrYPpbqxr7vjCNgamFD2d2l7Cka5UXBz4JEe9LfA9ZG0gaSlS936wKbAw2UpyExJbysxfLIncUdEREREpdOZQ9uDemncoWXt72Cqm+3OBX7U1UG2f95Ff22utn1C2T5P0hxgGaqb5vYr5WsB55RZ5aWA39m+otR9D/idqrcF/hPoybuTtwfu9uvv8N4IOKMkrUsBfwIu6qKPzq7PrsAJkl6lmv09yvazpe5Iqpe6DKV6ekWeYBERERHRQ3o9j4tFQdKJwAO2G28kbFrDN9rIu/7v97rd/oqP9OT3iYiIiIi+IWmc7ZY3lCdBjq60tLS4tbW1r8OIiIiIWKQ6SpC7+ya9iIiIiIglQhLkiIiIiIiaJMgRERERETV5/m106YEXZrDfH67uuiFw2Uf26rpRRERERD+WGeSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQR4AJF0qaZykKZLGlLLDJd0v6SZJv5B0eikfIekiSXeVzy59G31ERERE/5KnWAwM/2n7eUlDgbsk/Qn4KrAdMBP4MzCxtD0VOMX2LZLWA64BNmvssCTaYwCGrrb6YjiFiIiIiP4hCfLAcIykD5XtdYFPAH+x/TyApN8Dby31ewKbS2o7dkVJK9ieWe/Q9lhgLMDwjd6a95FHRETEEiMJcpOTtDtV0ruz7Vck3QTcRzuzwsVSpe3sxRJgRERERJPJGuTmtxLwQkmORwFvA5YDdpO0sqSlgf1r7a8Fjm7bkTR6cQYbERER0d8lQW5+VwNLS5oEfBO4HXgc+A5wB3A98HfgpdL+GKBF0iRJfweOWPwhR0RERPRfWWLR5GzPAfZuLJfUantsmUG+hGrmGNvPAgcs3igjIiIimkdmkAeukyVNAO4BHgIu7dNoIiIiIppEZpAHKNvHLaq+Nl55RS77yF6LqruIiIiIfi0zyBERERERNUmQIyIiIiJqssQiuvSPF17mwxfd1q22F++/cy9HExEREdG7MoMcEREREVGTBDkiIiIioqbXEmRJ8yRNkDRF0kRJx0pqdzxJZ0t6RdIKtbJTJVnSag39tX1OKOU3SbqvvPjiXkmnSxpe6taVdKOkqSWOz3cw/u6SXqr1/bWFON/BksaV7a+U8SaV/naSdEnZfqBhrLf3l3OIiIiIiN5dgzzb9mgASasDv6V6LfJJHbR/ANgP+E1JpPegeiPcG/prxyG2WyUNAb4LXAbsBrwGfNH2+JJ8j5N0ne2/t9PHX23v26MzXNCuwN8k7QzsC2xne05J8IfY/hBUiSxwXH0sSf3lHCIiIiKWeItliYXt6cAY4GiVbLAd5/P6G952B26lSg57Ms5c4HhgPUnb2H7S9vhSNxOYCrylu/1JGllmdH8p6R5J50naU9KtkqZJ2rHWfC/gKmAt4NnyhjtsP2v7iSY5h4iIiIgl3mJbg2z7wTLe6h00mQaMkLQycBBwQUP90IYlFu2+Ltn2PGAiMKpeLmkksC1wRwfj71yWglwlaYta+cbAqcDWpc+DqWaLjwO+XGu3B3AT1Sud15V0v6SfStqtg/E61IfnUB9rjKRWSa1zZrzQ01OIiIiIaFqL+zFvHc0et7kYOBDYCfhMQ11nSyw6HUfSMOAi4Au2Z7TTfjywvu1Zkvahei3zJqXuIduTSz9TgBtsW9JkYGQpXxt43vYrZX974B1USfOFkk6wfXY3Y++Tc2hkeywwFmDljTZzD2OPiIiIaFqLbQZZ0obAPGC6pLPKLPCVDc0uAL4JXGd7/kKOMwjYimopApIGUyWW59m+uL1jbM+wPatsXwkMbrs5EJhTazq/tj+f13/B2Bu4ptbfPNs32T4JOBrYvwnOISIiIiJYTMmRpBHAz4DTbRv4VHvtbP9T0leA6xdynMHAt4FHbU8q651/BUy1/aNOjlsTeLrMqu5I9YvDc8Cwbg69F/DV0temwHzb00rdaOCRJjiHiIiIiKB3E+ShkiYAg6lutjsX6DDBa2P751301+Zq2yeU7fMkzQGWoUqu9yvluwCfACbXjv2y7SslHVHG+xnwEeBISa8Bs4EDS6LZ5UmW2d5NbN9bioYBp5XHtL1G9XSOMV121IfnEBERERGvUzWhGwtL0q7Ax20f0dex9JaVN9rMe3z/zG61zaumIyIiollIGme7pbE860/fJNu3ALf0dRwRERERsWgkQY4ubbTy8pkZjoiIiCXGYnuKRUREREREM0iCHBERERFRkyUW0aUHX5zDARc/2GW7Cz+84WKIJiIiIqJ3ZQY5IiIiIqImCXJERERERE2/S5AlDZX0l/ICjkXZ72GSTl9U7To4dqSkg7vTl6TrJa3cUPZzSbu00+c9CxNPOf7Li6qviIiIiCVBv0uQgf8ELrY9rzuNF3Ui/SaNBA7uqlFxLnBUQ9lOwO2LMiDgy103iYiIiIg2/TFBPgS4TNLukm6WdImkv0v6maSlACTNkvQNSXcAO0v6uKQ7JU0os7CDSrtPSbpf0l+oXtncro7aSRoh6SJJd5XPLqX8ZEnnSvqzpGmSPl0O+R7wjhLHf5eytSVdXdp9vzbs5cBBtbE2A+63PU/S9pImSroN+GytzSBJPyixTJL0mVLe7rWS9D3KK7olnVe6GSTpF5KmSLpW0tAef0MRERERA1i/SpAlDQE2tP1wKdoR+CKwFbAR8OFSvjxwj+2dgOeAA4BdbI8G5gGHSFoL+DpVwvseYPMOxuys3anAKbZ3APYHflmr2xp4P7Az8DVJawMnAH+1Pdr2KaXd6BLfVsABktYFsP0CsIykVUu7vYGry/ZZwDG2G9/OcTjwUolnB+DTkjbo6FrZPgGYXeI5pLTbBPiJ7S2AF8t5RURERETRrxJkYDWqpK3NnbYfLMstzgd2LeXzgIvK9ruB7YG7JE0o+xtSLVe4yfYztucCF3YwZmft9gROL/1eDqwoaYVSd5nt2bafBW6kSlDbc4Ptl2z/C/g7sH6tbjqwdtl+H3C1pJWA4bb/UsrPrbV/L/DJEs8dwKpUCW9n16rRQ7YnlO1xVMtC3kDSGEmtklrnvPR8B11FREREDDz97TnIs4Fla/tuqG/b/1dtjbKAc2z/T72hpA+2c3zbmuVxZfdyYHx77YqlgJ1tz27oo7PYGs2pbc9jwWu+LDBb0nJUSfETkoZ30peAz9m+piGe3d9EPO0usbA9FhgLsMrGW3XUV0RERMSA069mkMuyg0GS2pLkHSVtUNYeHwDc0s5hNwAfkbQ6gKRVJK1PNcO6u6RVJQ0GPlrGmFeWHIy2/bWO2hXXAke37UgaXavbT9KyZYnE7sBdwExgBbpBVZa9JvAwsAfVLDS2XwRektQ2A3xI7bBrgCNLnEh6q6Tlu7hWr7a1j4iIiIiu9asEubiW15cH3EZ149s9wEPAJY2Nbf8dOBG4VtIk4DpgLdtPAieXPq6nmil+gy7aHQO0lBvi/g4cUau7E/gT1VMnvmn7CWAS8Fq5we6/6dz2wO22X2PB9ccAnwJ+Um7Sq89e/5Jqmcb48ri2n/P6jHRH12osMKl2k15EREREdEJ2//rruaRtgWOBXwHH2d63j0N6A0knA7Ns//BN9HEqcLntGySNB3ay/epC9rU7vXitVtl4K7/n+5d12S6vmo6IiIhmImmc7ZbG8v62Bhnbd0u6EehPzzfuDffYvgHA9nZ9HUxEREREVPrdDHL0Py0tLW5tbe3rMCIiIiIWqY5mkPvjGuSIiIiIiD6TBDkiIiIioqbfrUGO/mf6i69y6iVPddrm8x9aczFFExEREdG7MoMcEREREVGTBDkiIiIioiYJckRERERETRLkXiLJks6t7S8t6RlJV5T9w8r+hNpnc0kjJc2WdLekqZLulHRorZ9Rkm6TNEfScQ1j7iXpPkkPSDph8Z1tRERExMCRm/R6z8vAlpKG2p4NvAd4vKHNhbaPrhdIGgn8w/a2ZX9D4GJJS9k+C3ie6hXYH2w4bhDwkzLOY8Bdki4vr+KOiIiIiG7KDHLvugp4f9k+CDi/px3YfpDq1dvHlP3ptu8CGl9LvSPwgO0Hbc8FLgD2A5B0k6RTJN1cZqV3kHSxpGmSvrVwpxYRERExMCVB7l0XAAdKWhbYGrijof6AhiUWQzvoZzwwqoux3gI8Wtt/rJS1mWv7ncDPgMuAzwJbAodJWrWxM0ljJLVKap0147kuho6IiIgYOJIg9yLbk4CRVLPHV7bT5ELbo2uf2R10pW4M116b+nvELy//Tgam2H7S9hzgQWDddmIfa7vFdsuwFd+QP0dEREQMWFmD3PsuB34I7A4sbKa5LTC1izaPsWCiuw7wRG1/Tvl3fm27bT//HUREREQUSYx635nAS7YnS9q9pweXm/Z+CJzWRdO7gE0kbUB1M+CBwME9HS8iIiJiSZcEuZfZfgw4tYPqAyTtWts/imrWdyNJdwPLAjOB08oTLJC0JtAKrAjMl/QFYHPbMyQdDVwDDALOtD2lN84pIiIiYiCT7a5bxRJtvY238Rd/cE2nbT7/oTUXUzQRERERi4akcbZbGsszgxxdWn344CTAERERscTIUywiIiIiImqSIEdERERE1GSJRXTpxRde47LfP9tpm/0+utpiiiYiIiKid2UGOSIiIiKiJglyRERERERNEuSIiIiIiJokyE1G0k2S3tdQ9gVJP5W0iaQrJP1D0jhJN0p6Z63dXpLulHSvpAmSLpS03uI/i4iIiIj+Kwly8zmf6jXSdQeW8j8BY21vZHt74HPAhgCStqR6XfWhtkfZHg2cB4xcTHFHRERENIU8xaL5/AH4lqRlbM+RNBJYG3grcJvty9sa2r4HuKfsfgn4ju2ptfrLiYiIiIgFZAa5ydh+DrgT2KsUHQhcCGwBjO/k0K7qFyBpjKRWSa0zZjy3sOFGRERENJ0kyM2pvsyibXnFAiRdIukeSRe3U7dqWYN8v6Tj2hvA9ljbLbZbVlxx1UUafERERER/lgS5OV0KvFvSdsBQ2+OBKcB2bQ1sfwg4DFilFP273vZzZQ3yWGDYYos6IiIiogkkQW5CtmcBNwFn8vrs8W+BXST9R63pcrXt7wNfkbRZB/URERERQW7Sa2bnAxdTllrYni1pX+BHkv4f8DQwE/hWqZ8s6fPAryWtADwH/BM4qQ9ij4iIiOi3kiA3KduXAGoouxfYp5Nj/kT1KLiIiIiI6EAS5OjS8JWXZr+PrtbXYUREREQsFlmDHBERERFRkwQ5IiIiIqImCXJERERERE3WIEeXXn7uNW4755kO63c+dMRijCYiIiKid2UGOSIiIiKiJglyRERERERNEuTFTJIlnVvbX1rSM5KuKPuHlf0Jtc/mkkZKmi3pbklTJd0p6dBaP7tLeql2zNf64vwiIiIiml3WIC9+LwNbShpqezbwHuDxhjYX2j66XiBpJPAP29uW/Q2BiyUtZfus0uyvtvft3fAjIiIiBrbMIPeNq4D3l+2DqF4b3SO2HwSOBY7prF2Zeb5X0i8l3SPpPEl7SrpV0jRJO/Y4+oiIiIgBLAly37gAOFDSssDWwB0N9Qc0LLEY2kE/44FRtf2dJU2UdJWkLWrlGwOnlrFGAQcDuwLHAV9ur2NJYyS1Smp9YeZzPT7BiIiIiGaVJRZ9wPaksmTiIODKdpq0t8Siva7qheOB9W3PkrQPcCmwSal7yPbk0s8U4AbbljQZGNlBjGOBsQCbbTDa3TuziIiIiOaXGeS+cznwQxZieUXNtsBUANszbM8q21cCgyWtVtrNqR0zv7Y/n/ySFBEREbGAJEd950zgJduTJe3e04PLDPQPgdPK/prA02VmeEeqX36eA4YtqoAjIiIilgRJkPuI7ceo1gW35wBJu9b2jwKeADaSdDewLDATOK32BIuPAEdKeg2YDRxYkuXeOYGIiIiIAUp2lpdG5zbbYLTPPPm6DuvzqumIiIhoRpLG2W5pLM8a5IiIiIiImiyxiC4tv+rSmSWOiIiIJUZmkCMiIiIiapIgR0RERETUZIlFdGnO9Fd54LSn263b+HNrLOZoIiIiInpXZpAjIiIiImqSIEdERERE1GSJxWIg6SvAwcA8qtc7vwCsTPWWuxHAQ6XpUcB3gLWoXgc9BLgeONH2i5KWBW4GlqH67v5g+6QyxirAhcBI4GHgY7ZfWAynFxERETGgZAa5l0naGdgX2M721sCewCG2RwP/BfzV9ujy+Vs57JDSdmuqRPmyUj4HeJftbYDRwF6S3lbqTgBusL0JcEPZj4iIiIgeygxy71sLeNb2HADbz3b3QNtzJR0PPCBpG9sTgVmlenD5tL0KcT9g97J9DnAT8CVJhwEfBAYBWwL/l2pm+hNUCfc+tp9fyHOLiIiIGHAyg9z7rgXWlXS/pJ9K2q0nB9ueB0wERgFIGiRpAjAduM72HaXpGrafLMc8Caxe62ZLqiUeOwLfBl6xvS1wG/DJ9saVNEZSq6TW52clf46IiIglRxLkXmZ7FrA9MAZ4BriwzOr2hGr9zSvLM9YBdpS0ZTeOv9H2TNvPAC8Bfyzlk6nWLLcX91jbLbZbVhm2Sg/DjYiIiGheSZAXg5LU3lRuqDsa2L+7x0oaBGwFTG3o80WqZRR7laKnJa1VjlmLaoa5zZza9vza/nyyzCYiIiJiAUmQe5mkTSVtUisaDTzSzWMHA98FHrU9SdIIScNL3VCqG/7uLc0vBw4t24fy+o19EREREdEDmT3sfcOA00pi+xrwANVyi86cJ2kO1ePcrqe6AQ+qG/7OKbPKSwG/s31Fqfse8DtJhwP/BD66SM8iIiIiYgkh2123iiXaVutt40v+z7Xt1uVV0xEREdGsJI2z3dJYniUWERERERE1WWIRXVpm9cGZKY6IiIglRmaQIyIiIiJqkiBHRERERNRkiUV06dWn5/DU/522QNmaX9ykg9YRERERzS0zyBERERERNUmQIyIiIiJq+iRBljRP0gRJUyRNlHSspHZjkXS2pFckrVArO1WSJa3W0F/b54RSfpOk+yRNknSvpNPb3kRX6s+UNF3SPQ1jriLpOknTyr8rL8Q57izpF5KWk3SepMmS7pF0i6T1a7E+Jenx2v6Qzq6PpFUl3ShplqTTG8bcvozzgKQfS1JP446IiIhY0vXVDPJs26NtbwG8B9gHOKmT9g9Q3iZXEsU9gMfb6a/t871a3SG2twa2Buaw4CuYzwb2ame8E4AbbG8C3FD2e2ov4Grg88DTtreyvSVwOPBUW6zAz4BTarHPpfPr8y/gq8Bx7Yx5BtVb+jYpn/bOLSIiIiI60edLLGxPp0rqju5kxvN84ICyvTtwK9Vrm3syzlzgeGA9SduUspuB59tpvh9wTtk+B/gggKTDJF0q6Y+SHpJ0dJndvVvS7ZJWqfXxbqrXRK9FLZm3fZ/tOT2Ie4HrY/tl27dQJcr/JmktYEXbt7l6PeKva3GfLemMMvP8oKTdyuz5VElndzeWiIiIiCVBnyfIALYfpIpl9Q6aTANGlKUOBwEXNNQPbVhiccAbuwDb84CJwKguQlrD9pPlmCcb4toSOBjYEfg28IrtbYHbgE8ClKUfr9p+CTgT+JKk2yR9S1KPH//QjesD8Bbgsdr+Y6WszcrAu4D/Bv4InAJsAWwlaXRPY4qIiIgYqPrTY966Wi97MXAgsBPwmYa62WW5wqIYpys32p4JzJT0ElWyCTCZahkHwHuBawFsT5C0YSnbE7hL0s62p/Zw3K7ibq/ete0/2rakyVRLPiYDSJoCjAQmLNCZNIZq5pq3rLx2D0ONiIiIaF79Yga5JJDzgOmSziqzwFc2NLsA+CZwne35CznOIGAroKvk9OmyZKFt6cL0Wl19ecT82v58Xv+FY2+q9ccA2J5l+2LbRwG/oVpT3JO4/319Omn2GLBObX8d4Il24q7H3Bj3v9kea7vFdsuqy6/SWB0RERExYPV5gixpBNWNaqe78qlyg9oCSaTtfwJfAX66kOMMBr4LPGp7UhfNLwcOLduHsuCNfV2NI6qZ5Allf5e2p2BIGgJsDjzSg/4WuD4dtStLQWZKeluJ4ZM9iTsiIiIiKn21xGKopAnAYKqb7c4FftTVQbZ/3kV/ba623fbkifMkzQGWobppbr+2RpLOp7rpbzVJjwEn2f4V8D3gd5IOB/4JfLT7p8b2wN21ZHYj4IyStC4F/Am4qIs+Or0+kh4GVgSGSPog8F7bfweOpHoyx1DgqvKJiIiIiB5QJ5OSsRAknQg8YLvxRsKmtc26W/maL1y8QFleNR0RERHNTtI42y2N5f3pJr0Bwfa3+jqGiIiIiFh4SZCjS4PXWCYzxhEREbHE6POb9CIiIiIi+pMkyBERERERNUmQo0uvTn+Zp0+9nadPvb2vQ4mIiIjodUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqGmKBFnSPEkTJE2RNFHSsZLajV3S2ZJekbRCrexUSZa0WkN/bZ8TSvlNku6TNEnSvZJOlzS81s/DkiaXY1oX8lx+Xl4//TZJd5S+pko6WdKnajHNrY31PUmHSXpG0t2Spkm6RtLba/2eLOnx2vH7dBZHRERERLSvWZ6DPNv2aABJqwO/BVYCTuqg/QNUr5T+TUmk9wAeb6+/dhxiu1XSEOC7wGXAbrX6PWw/u7AnAuwEHAX8HfiY7YmSBgGbltdFnwX/fp30v8eSdBhwoe2jy/4ewMWS9rA9tfR9iu0fvonYIiIiIpZ4TTGDXGd7OjAGOFqSOmh2PnBA2d4duBV4rYfjzAWOB9aTtE1nbcvM8ymSbi6zwTtIurjM9H6r1m4z4H7b84DVgSfLWPNKctyT+G4ExlJdi85iO0zSpZL+KOkhSUeXGfi7Jd0uaZWejBsREREx0DVdggxg+0Gq2FfvoMk0YISklYGDgAsa6oc2LLE44I1dVIkrMBEY1VYEXCtpnKTGxHSu7XcCP6Oadf4ssCVwmKRVS5u9gavL9inAfZIukfQZSct249Qbja/FBtUvDZMknVnOvc2WwMHAjsC3gVdsbwvcBnyyvY4ljZHUKqn1+VkvLkRoEREREc2pKRPkoqPZ4zYXAwdSLWn4a0PdbNuja58LuznOLra3o0p0PyvpnbW6y8u/k4Eptp+0PQd4EFi31L2PkiDb/gbQAlxLlbxeTc/VYzsD2AgYTTUz/X9rdTfanmn7GeAl4I+1WEe217HtsbZbbLesMmz4QoQWERER0ZyaMkGWtCEwD5gu6awyC3xlQ7MLgG8C19mev5DjDAK2AqYC2H6i/DsduIRqRrbNnPLv/Np22/7SkpYDhrf1Ufr5h+0zgHcD29Rmmrtr21psT5elGvOBX3QQW2N882medegRERERi0XTJUeSRlAtYzjdtoFPtdfO9j8lfQW4fiHHGUy1HOFR25MkLQ8sZXtm2X4v8I0edLkHcGOt//cDV5Zz2IQq4X+xB/HtRrX+eI+yv5btJ0v1h4B7ehBbRERERBTNkiAPlTQBGEx1s925wI+6Osj2z7vor83Vtk8o2+dJmgMsQ5Vc71fK1wAuKfcFLg381nZPlkXsDfyhtv8J4BRJr1Cd0yFlzXNnDpC0K7Ac8BCwf+0JFt+XNJpqnfTDwGd6EFtEREREFKomMKO3SRoP7GT71b6Opae2WW8zX/vFswBY4/Nv6+NoIiIiIhYNSeNstzSWN8sMctMrN/c1pcGrL5/EOCIiIpYYTXmTXkREREREb0mCHBERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZCbkKSRku5pKGuR9OMe9nOypOMWbXQRERERzS3PQR4gbLcCrX0dR0RERESzywxyk5O0oaS7Jf0fSVeUspMlnSnpJkkPSjqm1v4rku6TdD2waZ8FHhEREdFPZQa5iUnaFLgA+BQwHNitVj0K2ANYAbhP0hnA1sCBwLZU3/14YFwHfY8BxgCst956vXMCEREREf1QZpCb1wjgMuDjtie0U/8n23NsPwtMB9YA3gFcYvsV2zOAyzvq3PZY2y22W0aMGNEL4UdERET0T0mQm9dLwKPALh3Uz6ltz+P1vxa4N4OKiIiIaHZJkJvXXOCDwCclHdzNY24GPiRpqKQVgA/0VnARERERzSoJchOz/TKwL/DfwErdaD8euBCYAFwE/LU344uIiIhoRrLzF/foXEtLi1tb8wS5iIiIGFgkjbPd0lieGeSIiIiIiJokyBERERERNVliEV2SNBO4r6/jiC6tBjzb10FEl/I9NYd8T80h31Nz6M/f0/q23/A827woJLrjvvbW50T/Iqk131P/l++pOeR7ag75nppDM35PWWIREREREVGTBDkiIiIioiYJcnTH2L4OILol31NzyPfUHPI9NYd8T82h6b6n3KQXEREREVGTGeSIiIiIiJokyBERERERNUmQAwBJe0m6T9IDkk5op16SflzqJ0nari/ijG59V7tLeknShPL5Wl/EuSSTdKak6ZLu6aA+P0/9QDe+p/ws9QOS1pV0o6SpkqZI+nw7bfIz1ce6+T01zc9UnoMcSBoE/AR4D/AYcJeky23/vdZsb2CT8tkJOKP8G4tRN78rgL/a3nexBxhtzgZOB37dQX1+nvqHs+n8e4L8LPUHrwFftD1e0grAOEnX5f+j+p3ufE/QJD9TmUEOgB2BB2w/aHsucAGwX0Ob/YBfu3I7MFzSWos70OjWdxV9zPbNwPOdNMnPUz/Qje8p+gHbT9oeX7ZnAlOBtzQ0y89UH+vm99Q0kiAHVP8BP1rbf4w3/kfdnTbR+7r7PewsaaKkqyRtsXhCix7Iz1PzyM9SPyJpJLAtcEdDVX6m+pFOvidokp+pLLEIALVT1vj8v+60id7Xne9hPNW75WdJ2ge4lOrPjtF/5OepOeRnqR+RNAy4CPiC7RmN1e0ckp+pPtDF99Q0P1OZQQ6oftNet7a/DvDEQrSJ3tfl92B7hu1ZZftKYLCk1RZfiNEN+XlqAvlZ6j8kDaZKus6zfXE7TfIz1Q909T01089UEuQAuAvYRNIGkoYABwKXN7S5HPhkuVP4bcBLtp9c3IFG19+VpDUlqWzvSPVz/txijzQ6k5+nJpCfpf6hfAe/Aqba/lEHzfIz1ce68z01089UllgEtl+TdDRwDTAIONP2FElHlPqfAVcC+wAPAK8An+qreJdk3fyuPgIcKek1YDZwoPPKzMVK0vnA7sBqkh4DTgIGQ36e+pNufE/5WeofdgE+AUyWNKGUfRlYD/Iz1Y9053tqmp+pvGo6IiIiIqImSywiIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIimoqkMyVNl3RPN9quL+kGSZMk3SRpna6OSYIcERGLXPk/ofc1lH1B0k87ad+yeKKLiAHgbGCvbrb9IfBr21sD3wC+29UBSZAjIqI3nE/1Ipu6A0t5RMSbYvtm4Pl6maSNJF0taZykv0oaVao2B24o2zcC+3XVfxLkiIjoDX8A9pW0DICkkcDawMGSWiVNkfT19g6UNKu2/RFJZ5ftEZIuknRX+ezS62cREc1kLPA529sDxwFtf7GaCOxftj8ErCBp1c46ypv0IiJikbP9nKQ7qf4EehnV7PGFwHdtPy9pEHCDpK1tT+pmt6cCp9i+RdJ6VG+U3Kw34o+I5iJpGPB24PflbdYAy5R/jwNOl3QYcDPwOPBaZ/0lQY6IiN7StsyiLUH+T+BjksZQ/f/PWlR/+uxugrwnsHnt//xWlLSC7ZmLNOqIaEZLAS/aHt1YYfsJ4MPw70R6f9svddVZREREb7gUeLek7YChwAtUMznvLjfL/AlYtp3jXNuu1y8F7Gx7dPm8JclxRADYngE8JOmjAKpsU7ZXk9SW8/4PcGZX/SVBjoiIXmF7FnAT1f8ZnQ+sCLwMvCRpDWDvDg59WtJm5f/QPlQrvxY4um1H0uheCDsimoCk84HbgE0lPSbpcOAQ4HBJE4EpvH4z3u7AfZLuB9YAvt1V/1liERERvel84GLgQNv3Srqb6v+4HgRu7eCYE4ArgEeBe4BhpfwY4CeSJlH9/9fNwBG9GHtE9FO2D+qg6g2PfrP9B6obh7tNtrtuFRERERGxhMgSi4iIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0RERETUJEGOiFhCSdpd0mPdbHuypN8sxBg/k/TVbrY9W9K3ejpGRMSilgQ5IqITkh6W9LSk5Wtl/yXpptq+JB0taZKkVyQ9JekmSQe209/Zkl6TtPZiOoVe11mibfsI299cRONY0sYNZStI+lH5nl6W9E9Jf5C0Y8NxL0uaJelZSedLGl6rv6m02aah70tL+e4dxHO2pLml37bPAW/yHPNLQkQ/kAQ5IqJrSwOf76T+x8AXgC8CqwJvAU4E9qo3Kkn2/sBLwCG9EeiSRNIywJ+BrYB9gRWBzYALgH0amm9jexiwIbAycHJD/f3AJ2t9rwq8DXimizC+b3tY7XPhQp7OIiFp6b4cP2KgSIIcEdG1HwDH1Wcd20h6K3AUcKDt62zPtj3P9i22D2tovj/wIvAN4NDuDFyWNvxe0m8kzZQ0WdJbJf2PpOmSHpX03lr7tSVdLul5SQ9I+nStbmiZoXxB0t+BHRrGWlvSRZKekfSQpGO6dXU6j3+BGVFJx0t6UtITZSa+cVZ4ZUl/Kud6h6SNynE3l/qJtZnaTwDrAB+0fU+57i/b/oPtk9uLx/YM4HJg84aq84ADJA0q+wcBlwBzF+Kcl5J0gqR/SHpO0u8krVKr/335K8NLkm6WtEUpH0P1i9Px5Rz/WMoXuEb1a9o2ey/pS5KeAs7qbHxJy5b/lp6T9KKkuySt0dNzjBjokiBHRHStFbgJOK6duncBj9pu7UY/hwLnU81wjpK0XTfH/wBwLtXM593ANVT/+/0WqmT757W25wOPAWsDHwG+I+ndpe4kYKPyeR+1JF3SUsAfgYml33cDX5D0vm7G2CVJewHHAnsCGwO7tdPsIODrVOf6APBtANvvLPXb1GZq9wSusf1yD2JYGfggcHtD1RPA34G2XzY+Cfy6u/02OKaMsRvV9/AC8JNa/VXAJsDqwHiq5BzbY8t226z0B7o53prAKsD6wJguxj8UWAlYl+qvHUcAs3t+ihEDWxLkiIju+RrwOUkjGspXA56qF5QZvRcl/UvS+qVsPWAP4Le2nwZuoJuzyMBfbV9j+zXg98AI4Hu2X6VKtkdKGi5pXWBX4Eu2/2V7AvBLqplWgI8B37b9vO1HqZaGtNkBGGH7G7bn2n4Q+AXwhnXUb8LHgLNsT7H9ClUi3Ohi23eWcz0PGN1Jfwtce0mjy3WfIem+hrbjJb0IPAusx4K/VLT5NfBJSZsCw23f1o1zOq6M+aKkZ0vZZ4Cv2H7M9hyq5RwfaVv+YPtM2zNrddtIWqkbY3VkPnCS7Tm2Z3cx/qtUifHGZcZ9XJlVj4iaJMgREd1g+x7gCuCEhqrngLUa2q5DlbwtA6gUfwKYWpJWqJK/gyUN7sbwT9e2ZwPP2p5X2wcYRjVb+LztmbX2j1DNCFPqH22oa7M+sHYt2XsR+DKwKP/83jj+o+20qf+y8QrVeXVkgWtve4Lt4cCHqa593XalblngDOCvkpZtaHMx1V8EPkc1Y98dP7Q9vHxWK2XrA5fUruNUYB6whqRBkr5Xlj/MAB4ux6z2hp677xnb/6rtdzh+Oa9rgAvKMpfvd/O/wYglShLkiIjuOwn4NK8nnFDdJLaOpJYujv0ksGFZe/oU8COqpGjvRRjfE8Aqklaola0HPF62n6T603q9rs2jwEO1ZG+47RVsN97s9mY8SbVmuM26HTXsphuA96r2hJGulFn3XwIbAFs21L1CtfzhSLqfILfnUWDvhmu5rO3HgYOB/aiWh6wEjCzHtP0i5Xb6ewVYrra/ZkN94zEdjm/7Vdtft7058Haqmxs/SUQsIAlyREQ32X4AuJBqjWdb2X1Uf66/QNJ7yo1wg6iSDwAk7Uy17ndHqiUDo6mSs9/S/WUW3YnvUeBvwHfLzVhbA4dT1rgCvwP+R9LKktahmiltcycwo9zsNbTMdG4paYEb+TpTxqx/1NDkd8CnJG0maTmqZSs98TTVUyja/Joq6b6kxDqozAp3+MtK+W4+RTXz/mA7Tb4M7Gb74R7GVvcz4Nu15TUjJO1X6lYA5lDNfi8HfKfh2MZzBJhA9deGQWUdd3trt7s1vqQ9JG1VrsMMqiUX8zruKmLJlAQ5IqJnvgE0zlh+lmo974+A56lukvsmcADwT6ok+DLbk20/1fYBTgX2rT/hYBE4iGpW8gmqpzCcZPu6Uvd1qmUVDwHXUpslLUs2PkCVvD9EtVb3l1SznN3xFqqks/7ZqN7A9lVU1+lGqhvw2tb4zunmGCcD55SlAx8rywr2oLq57k9UCd99VOupP9Zw7ERJs6huWDsU+JDt5xsHsP2E7Vu6GU9HTqV6Usa1kmZS3RC4U6n7NdV38HiJu/FmwV8Bm5dzvLSUfZ7qu3mR6ikXl9K5zsZfE/gD1bWaCvwF6PELYCIGOtnt/TUnIiKid0naDLgHWKbclBcR0S9kBjkiIhYbSR+SNKQ8bu1/gT8mOY6I/iYJckREH5N0lRZ8XXHb58t9HVsv+AzV2+n+QbX29ci+DSci4o2yxCIiIiIioiYzyBERERERNUv3dQDR/6222moeOXJkX4cRERERsUiNGzfuWduNb0hNghxdGzlyJK2trX0dRkRERMQiJemR9sqTIEeXXnvmeZ45I4/JjIiIiN434siP93UIWYMcEREREVGXBDkiIiIioiYJ8gAn6QuSluvrOCIiIiKaRRLkAUCVjr7LLwBJkCMiIiK6KQlyk5I0UtJUST8FxgO/ktQqaYqkr5c2xwBrAzdKurGUvVfSbZLGS/q9pGF9dxYRERER/U8S5Oa2KfBr29sCX7TdAmwN7CZpa9s/Bp4A9rC9h6TVgBOBPW1vB7QCx7bXsaQxJeFufW7WjMVzNhERERH9QB7z1twesX172f6YpDFU3+lawObApIb2byvlt0oCGALc1l7HtscCYwFGr79h3kceERERS4wkyM3tZQBJGwDHATvYfkHS2cCy7bQXcJ3tgxZfiBERERHNJUssBoYVqZLllyStAexdq5sJrFC2bwd2kbQxgKTlJL11sUYaERER0c9lBnkAsD1R0t3AFOBB4NZa9VjgKklPlnXIhwHnS1qm1J8I3L9YA46IiIjox5IgNynbDwNb1vYP66DdacBptf0/Azv0cngRERERTStLLCIiIiIiajKDHF1aesQqjDjy430dRkRERMRikRnkiIiIiIiaJMgRERERETVZYhFdevWZp3j6jO/3dRgREbGEWuPI4/s6hFjCZAY5IiIiIqImCXJERERERE0S5CWYpJGS7unrOCIiIiL6kyTIERERERE1uUlvAJC0PPA7YB1gEPBN4AHgR8Aw4FngMNtPStoeOBN4BbilbyKOiIiI6L8ygzww7AU8YXsb21sCV1O9XvojttsS4m+XtmcBx9jeubMOJY2R1Cqp9flZL/dm7BERERH9ShLkgWEysKek/5X0DmBdYEvgOkkTgBOBdSStBAy3/Zdy3LkddWh7rO0W2y2rDFu+l8OPiIiI6D+yxGIAsH1/WTqxD/Bd4DpgSuMssaThgBd/hBERERHNIzPIA4CktYFXbP8G+CGwEzBC0s6lfrCkLWy/CLwkaddy6CF9EnBEREREP5YZ5IFhK+AHkuYDrwJHAq8BPy7LKpYG/h8wBfgUcKakV4Br+ibciIiIiP4rCfIAYPsa2k9239lO23HANrWik3sprIiIiIimlCUWERERERE1mUGOLg0esSZrHHl8X4cRERERsVhkBjkiIiIioiYJckRERERETZZYRJfmTn+Ah3/8wb4OIyKiR0Yec2lfhxARTSozyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCPABIulTSOElTJI0pZYdLul/STZJ+Ien0Uj5C0kWS7iqfXfo2+oiIiIj+JU+xGBj+0/bzkoYCd0n6E/BVYDtgJvBnYGJpeypwiu1bJK1H9Yrqzfoi6IiIiIj+KAnywHCMpA+V7XWBTwB/sf08gKTfA28t9XsCm0tqO3ZFSSvYnlnvsMxEjwFYe+WhvRx+RERERP+RBLnJSdqdKund2fYrkm4C7qPjWeGlStvZnfVreywwFmDr9YZ7UcUbERER0d9lDXLzWwl4oSTHo4C3AcsBu0laWdLSwP619tcCR7ftSBq9OIONiIiI6O+SIDe/q4GlJU0CvgncDjwOfAe4A7ge+DvwUml/DNAiaZKkvwNHLP6QIyIiIvqvLLFocrbnAHs3lktqtT22zCBfQjVzjO1ngQMWb5QRERERzSMzyAPXyZImAPcADwGX9mk0EREREU0iM8gDlO3jFlVfQ1bfmJHHXLqououIiIjo1zKDHBERERFRkwQ5IiIiIqImSyyiSy8/8wB3/Hzfvg4jIuLfdvrMFX0dQkQMYJlBjoiIiIioSYIcEREREVGTBDkiIiIioiYJcj8k6WRJi+wxbRERERHRfUmQFxFVcj0jIiIimlwSujdB0khJUyX9FBgP/ErSPZImSzqgtNld0hW1Y06XdFjZ3kfSvZJukfTjejtgc0k3SXpQ0jEN4/1C0hRJ10oaWuo2knS1pHGS/ippVCn/aIlpoqSbS9kWku6UNEHSJEmbLI7rFREREdEMkiC/eZsCvwa+BawDbAPsCfxA0lodHSRpWeDnwN62dwVGNDQZBbwP2BE4SdLgUr4J8BPbWwAvAvuX8rHA52xvDxwH/LSUfw14n+1tgP8oZUcAp9oeDbQAj7UT3xhJrZJaX5w1tzvXISIiImJASIL85j1i+3ZgV+B82/NsPw38Bdihk+NGAQ/afqjsn99Q/yfbc2w/C0wH1ijlD9meULbHASMlDQPeDvxe0gSqxLstOb8VOFvSp4FBpew24MuSvgSsb3t2Y3C2x9pusd0yfNiQblyGiIiIiIEhCfKb93L5Vx3Uv8aC13nZLtq3mVPbnsfrL3Vpr3wp4EXbo2ufzQBsHwGcCKwLTJC0qu3fUs0mzwaukfSuLmKJiIiIWGIkQV50bgYOkDRI0gjgncCdwCNU64mXkbQS8O7S/l5gQ0kjy/4BCzuw7RnAQ5I+Cv++YXCbsr2R7Ttsfw14FlhX0oZUs9c/Bi4Htl7YsSMiIiIGmrxqetG5BNgZmAgYON72UwCSfgdMAqYBdwPYni3pKOBqSc9SJdNvxiHAGZJOBAYDF5RYflBuwhNwQyk7Afi4pFeBp4BvvMmxIyIiIgYM2e7rGJZYkobZniVJwE+AabZP6eu4Gm22/nCf/eVd+zqMiIh/2+kzV3TdKCKiC5LG2W5pLM8Mct/6tKRDgSFUM8s/7+N42rX8iI3zf0YRERGxxEiC3IfKbHG/mzGOiIiIWJLlJr2IiIiIiJokyBERERERNVliEV166dlpXPWrffo6jIhocnsffmVfhxAR0S2ZQY6IiIiIqEmCHBERERFR02sJsqR5kiZImiJpoqRjJbU7nqSzJb0iaYVa2amSLGm1hv7aPieU8psk3SdpkqR7JZ0uaXipW1fSjZKmljg+38H4u0t6qdb31xbifAdLGle2v1LGm1T620nSJWX7gYax3t5fziEiIiIiencN8mzbowEkrQ78FlgJOKmD9g8A+wG/KYn0HsDj7fXXjkNst0oaAnwXuAzYDXgN+KLt8SX5HifpOtt/b6ePv9ret0dnuKBdgb9J2hnYF9jO9pyS4A+x/SGoElnguPpY1XtC+sU5RERERCzxFssSC9vTgTHA0eWtce05HzigbO8O3EqVHPZknLnA8cB6krax/aTt8aVuJjAVeEt3+5M0sszo/lLSPZLOk7SnpFslTZO0Y635XsBVwFrAs7bnlHGftf1Ek5xDRERExBJvsa1Btv1gGW/1DppMA0ZIWhk4CLigoX5owxKLA97YBdieB0wERtXLJY0EtgXu6GD8nctSkKskbVEr3xg4Fdi69Hkw1WzxccCXa+32AG4CrgXWlXS/pJ9K2q2D8TrUh+dQH2uMpFZJrTNmzu3pKUREREQ0rcX9mLeOZo/bXAwcCOwEfKahrrMlFp2OI2kYcBHwBdsz2mk/Hljf9ixJ+wCXApuUuodsTy79TAFusG1Jk4GRpXxt4Hnbr5T97YF3UCXNF0o6wfbZ3Yy9T86hke2xwFiATUau5B7GHhEREdG0FtsMsqQNgXnAdElnlVngxodiXgB8E7jO9vyFHGcQsBXVUgQkDaZKLM+zfXF7x9ieYXtW2b4SGNx2cyAwp9Z0fm1/Pq//grE3cE2tv3m2b7J9EnA0sH8TnENEREREsJiSI0kjgJ8Bp9s28Kn22tn+p6SvANcv5DiDgW8Dj9qeVNY7/wqYavtHnRy3JvB0mVXdkeoXh+eAYd0cei/gq6WvTYH5tqeVutHAI01wDhERERFB7ybIQyVNAAZT3Wx3LtBhgtfG9s+76K/N1bZPKNvnSZoDLEOVXO9XyncBPgFMrh37ZdtXSjqijPcz4CPAkZJeA2YDB5ZEs8uTLLO9m9i+txQNA04rj2l7jerpHGO67KgPzyEiIiIiXqdqQjcWlqRdgY/bPqKvY+ktm4xcyT/+6i59HUZENLm8ajoi+htJ42y3vKE8CXJ0paWlxa2trX0dRkRERMQi1VGCnFdNR0RERETUJEGOiIiIiKhJghwRERERUZNn4EaXnn9uGued/b6+DiMiOnHIYdd03SgiIrolM8gRERERETVJkCMiIiIiapIgL0KSLOnc2v7Skp6RdEXZP6zsT6h9Npc0UtJsSXdLmirpTkmH1vo5RNKk8vmbpG06GP9sSQ/V+h7d6ycdERERMcBkDfKi9TKwpaShtmcD7wEeb2hzoe2j6wWSRgL/sL1t2d8QuFjSUrbPAh4CdrP9gqS9gbHATh3E8H9s/2HRnVJERETEkiUzyIveVcD7y/ZBwPk97cD2g8CxwDFl/2+2XyjVtwPr9KQ/SSdLOkfStZIelvRhSd+XNFnS1ZIG9zTGiIiIiIEqCfKidwFwoKRlga2BOxrqD2hYYjG0g37GA6PaKT+cKgnvyLfLUoxTJC1TK9+IKnHfD/gNcKPtrYDZvJ7Q/5ukMZJaJbXOmDm3k+EiIiIiBpYkyIuY7UnASKrZ4yvbaXKh7dG1z+wOutIbCqQ9qBLkL3VwzP9QJdU7AKs0tLvK9qvAZGAQcHUpn1zibTyPsbZbbLesuMKQDoaLiIiIGHiSIPeOy4EfshDLK2q2Baa27UjaGvglsJ/t59o7wPaTrswBzgJ2rFXPKW3mA6/adimfT9aiR0RERPxbEqPecSbwku3Jknbv6cHlpr0fAqeV/fWAi4FP2L6/k+PWsv2kJAEfBO7pceQRERERS7gkyL3A9mPAqR1UHyBp19r+UcATwEaS7gaWBWYCp5UnWAB8DVgV+GmV+/Ka7RYASVcC/2X7CeA8SSOolmdMAI5YpCcWERERsQTQ639pj2jfhhus5G+e9La+DiMiOpFXTUdE9JykcW2TjnVZgxwRERERUZMlFtGlVVbdJLNTERERscTIDHJERERERE0S5IiIiIiImiyxiC5Nf34ap//mfX0dRsQS5+iPZ2lTRERfyAxyRERERERNEuSIiIiIiJo+SZAlzZM0QdIUSRMlHSup3VgknS3pFUkr1MpOlWRJqzX01/Y5oZTfJOk+SZMk3SvpdEnDS92yku4s40+R9PVa/6tIuk7StPLvygtxjjtL+oWk5SSdJ2mypHsk3SJp/VqsT0l6vLY/pLPrI2nHWtuJkj5UG3P7Ms4Dkn5c3qgXERERET3QV2uQZ9seDSBpdeC3wErASR20fwDYD/hNSRT3AB5vr792HGK7VdIQ4LvAZcBuwBzgXbZnSRoM3CLpKtu3AycAN9j+Xkm2TwC+1MNz3Au4Gvg88LTtrcr5bgo8VTv/k4FZtn/YdqCkzq7PPUCL7dckrQVMlPRH268BZwBjgNuBK0sMV/Uw7oiIiIglWp8vsbA9nSqpO7qTGc/zgQPK9u7ArcBrPRxnLnA8sJ6kbVyZVaoHl0/bawX3A84p2+cAHwSQdJikSyX9UdJDko4us7t3S7pd0iq1Id8NXA+sRS2Zt32f7Tk9iHuB62P7lZIMQ/VaapfY1gJWtH2bq9cj/roW99mSzpB0o6QHJe0m6UxJUyWd3d1YIiIiIpYEfZ4gA9h+kCqW1TtoMg0YUZY6HARc0FA/tGGJxQFv7AJszwMmAqMAJA2SNAGYDlxn+47SdA3bT5ZjnmyIa0vgYGBH4NvAK7a3BW4DPln6XQ141fZLwJnAlyTdJulbkjbp3lVZIO4Fro+knSRNASYDR5SE+S3AY7XDHitlbVYG3gX8N/BH4BRgC2ArSaMbx5Q0RlKrpNZZM+b2NOSIiIiIptUvEuSiq/WyFwMHAjsBf22om217dO1zYXfGsT2vLGVYB9hR0pbdiPNG2zNtPwO8RJVsQpWsjizb7wWuLWNMADYEfgCsAtwlabNujNNZ3HfY3gLYAfgfScvS/vVzbfuPZWZ5MtWSj8m25wNTanG/fqA91naL7ZZhKw5ZiHAjIiIimlO/SJAlbQjMA6ZLOqvMAl/Z0OwC4JtUM73zF3KcQcBWwNR6ue0XgZuo1uwCPF2WLLQtXZhea15fHjG/tj+f19d07021/rit/1m2L7Z9FPAbYJ8exv3v69MQ91TgZapZ7ceoEv026wBPtBN3PebGuCMiIiKWeH2eIEsaAfwMOL2sC/5UmQVeIIm0/U/gK8BPF3KcwVQ36T1qe5KkEbUnWgwF9gTuLc0vBw4t24dS3djX3XEEbA1MKPu7tD0Fo9wouDnwSA/6W+D6SNpA0tKlbn1gU+DhshRkpqS3lRg+2ZO4IyIiIqLSVzOHQ8va38FUN9udC/yoq4Ns/7yL/tpcbfuEsn2epDnAMlQ3ze1XytcCzimzyksBv7N9Ran7HvA7SYcD/wQ+2t0TA7YH7i7LGQA2As4oSetSwJ+Ai7roo7PrsytwgqRXqWZ/j7L9bKk7EjgbGEr19Io8wSIiIiKih/R6HheLgqQTgQdsN95I2LTW23AlH/+Nt/V1GBFLnLxqOiKid0kaZ7ulsTxrTxcx29/q6xgiIiIiYuElQY4urb7KJpnJioiIiCVGn9+kFxERERHRnyRBjoiIiIioyRKL6NITL0zjq7/bq+uGEUuwb37s6q4bRUREU8gMckRERERETRLkiIiIiIiaJMhLMEm7S7qi65YRERERS44kyANQeTtgRERERCyEJMhNRtJISfdKOkfSJEl/kLScpIclfU3SLcBHJb1X0m2Sxkv6vaRh5fi9yvG3AB/u27OJiIiI6H+SIDenTYGxtrcGZgBHlfJ/2d4VuB44EdjT9nZAK3CspGWBXwAfAN4BrLnYI4+IiIjo55IgN6dHbd9atn8D7Fq2Lyz/vg3YHLhV0gTgUGB9YBTwkO1ptl2ObZekMZJaJbW+PGNub5xDRERERL+U5yA3J3ew/3L5V8B1tg+qN5I0up1j2x/AHguMBVh7o5W6dUxERETEQJAZ5Oa0nqSdy/ZBwC0N9bcDu0jaGKCsUX4rcC+wgaSNasdGRERERE0S5OY0FThU0iRgFeCMeqXtZ4DDgPNLm9uBUbb/BYwB/lRu0ntksUYdERER0QSyxKI5zbd9REPZyPqO7T8DOzQeaPtqqrXIEREREdGOzCBHRERERNSoephBRMdaWlrc2tra12FERERELFKSxtluaSzPDHJERERERE0S5IiIiIiImtykF12a9uID7H35f/R1GBGL1VX/cXlfhxAREX0kM8gRERERETVJkCMiIiIiapIgR0RERETU9LsEWdJQSX+RNGgR93uYpNMXVbsOjh0p6eDu9CXpekkrN5T9XNIu7fR5z8LEU47/8qLqKyIiImJJ0O8SZOA/gYttz+tO40WdSL9JI4GDu2pUnAsc1VC2E9VroRelL3fdJCIiIiLa9McE+RDgMkm7S7pZ0iWS/i7pZ5KWApA0S9I3JN0B7Czp45LulDShzMIOKu0+Jel+SX8BdulowI7aSRoh6SJJd5XPLqX8ZEnnSvqzpGmSPl0O+R7wjhLHf5eytSVdXdp9vzbs5cBBtbE2A+63PU/S9pImSroN+GytzSBJPyixTJL0mVLe7rWS9D1gaInnvNLNIEm/kDRF0rWShvb4G4qIiIgYwPpVgixpCLCh7YdL0Y7AF4GtgI2AD5fy5YF7bO8EPAccAOxiezQwDzhE0lrA16kS3vcAm3cwZmftTgVOsb0DsD/wy1rd1sD7gZ2Br0laGzgB+Kvt0bZPKe1Gl/i2Ag6QtC6A7ReAZSStWtrtDVxdts8CjrG9c0O4hwMvlXh2AD4taYOOrpXtE4DZJZ5DSrtNgJ/Y3gJ4sZxXe9dljKRWSa1zZ8xtr0lERETEgNSvEmRgNaqkrc2dth8syy3OB3Yt5fOAi8r2u4HtgbskTSj7G1ItV7jJ9jO25wIXdjBmZ+32BE4v/V4OrChphVJ3me3Ztp8FbqRKUNtzg+2XbP8L+Duwfq1uOrB22X4fcLWklYDhtv9Sys+ttX8v8MkSzx3AqlQJb2fXqtFDtieU7XFUy0LewPZY2y22W4asOKSDriIiIiIGnv72opDZwLK1fTfUt+3/q7ZGWcA5tv+n3lDSB9s5vm3N8riyezkwvr12xVLAzrZnN/TRWWyN5tS257HgNV8WmC1pOaqk+AlJwzvpS8DnbF/TEM/ubyKeLLGIiIiIqOlXM8hl2cEgSW1J8o6SNihrjw8AbmnnsBuAj0haHUDSKpLWp5ph3V3SqpIGAx8tY8wrSw5G2/5aR+2Ka4Gj23Ykja7V7Sdp2bJEYnfgLmAmsALdoCrLXhN4GNiDahYa2y8CL0lqmwE+pHbYNcCRJU4kvVXS8l1cq1fb2kdERERE1/pVglxcy+vLA26juvHtHuAh4JLGxrb/DpwIXCtpEvx/9u48TI+qTP/49wYSCAQIS4CgYCREImuAlkVQQFEBUURANhUcZqIibsgoP2GEcR/HkUEQNCqCihAXlsi+DJFFFjshJISwCSgIErZAAjGB5P79Uael8tJrks7b3bk/1/VeXXXOqVNPveHSp08/VcW1wAjbTwCnljmuo1opfo0uxn0GaCk3xN0DfKLWdwdwOdVTJ75m+3FgGvBKucHu83RuR+A226+weP0xwMeAH5Sb9Oqr1z+hKtOYUh7X9iNeXZHu6LsaD0yr3aQXEREREZ2Q3dFf4ptD0vbA8cBPgRNs79/kkF5D0qnAXNvfXYo5Tgcm2r5e0hRgZ9svL+Fce9KL39Xamw/zW7/39t6YOqLPuvL9E5sdQkRE9DJJk223NLb3tRpkbN8p6QagLz3fuDfcbft6ANs7NDuYzowetnmShYiIiFhh9LkV5Oh7Wlpa3Nra2uwwIiIiIpapjlaQ+2INckRERERE0yRBjoiIiIio6XM1yNH3PDD7cfa7+JRmhxHR66448D+bHUJERPQBWUGOiIiIiKhJghwRERERUZMEuR+QdKqkE5bguLGS9lvaeSIiIiJWJEmQB7axwH5dDYqIiIiIVyVB7qMknSTpPknXAVuUtlGSrpI0WdJNksaU9nMl/bC03S9pf0mDga8Ch0qaKunQMvWWkiZJekjSZ5pzdRERERF9V55i0QdJ2hE4DNie6t9oCjAZGA98wvYDknYGzgLeUQ4bCewBjAJuADYHvgK02D6uzHsqMAbYC1gTuE/S2e294lrSOGAcwGrD1+6V64yIiIjoi5Ig901vAy62/RKApInAasBbgd9Iahu3au2YX9teBDwg6SGqRLg9l9ueD8yXNAvYEHiscZDt8VQJOWtvvnFetxgRERErjCTIfVdjUroSMNv22G6O7yipnV/bXkj+G4iIiIhYTGqQ+6YbgQMlDZG0JvA+4CXgYUmHAKiyXe2YQyStJGkUsBlwHzCHqpQiIiIiIropCXIfZHsKMAGYCvwOuKl0HQkcI+kuYAZwQO2w+4A/AFdS1Sn/g6oWecuGm/QiIiIiohP583ofZfsbwDfa6dqng0Nusf35hjmeBd7SyTm2XvIIIyIiIgamrCBHRERERNTIzgMKonMtLS1ubW1tdhgRERERy5SkybZbGtuzghwRERERUZMEOSIiIiKiJjfpRZcemD2L9170/WaHEX3E5R/MG8ojImJgywpyRERERERNEuSIiIiIiJqUWAwQkjYETgN2AZ4DFgDfsX1x6V8PuL4M34jqNdNPlf2dbC9YvhFHRERE9E1JkAcASQIuAc6zfURpewPw/rYxtp8Bxpa+U4G5tr+7vGONiIiI6OuSIA8M7wAW2P5hW4PtvwBnNC+kiIiIiP6p2zXIkoZI2qI3g4klthUwpb0OSRtLuqKnE0oaJ6lVUuuC5+cudYARERER/UW3EmRJ7wOmAleV/bGSJvZiXLEUJP1A0l2S/mT7cdv79XQO2+Ntt9huGbz20N4IMyIiIqJP6u4K8qnATsBsANtTgZG9EVAskRnADm07tj8FvBMY3rSIIiIiIvqp7ibIr9h+vlcjiaXxf8Bqkj5Za1u9WcFERERE9GfdTZDvlnQEsLKk0ZLOAP7Yi3FFD9g28AFgD0kPS7oDOA/40pLWIEdERESsqLr7FItPAycB84FfAVcDX++toKLnbD8BHNZB934NY0/t9YAiIiIi+qkuE2RJKwMTbe9NlSRHRERERAxYXSbIthdKeknS2qlDXjGNHrYBl3/wM80OIyIiImK56G6JxT+A6ZKuBV5sa7SdrCkiIiIiBpTuJsiXl09ERERExIDWrQTZ9nm9HUj0XQ8+9wz7/+7cZocRTXbZQUc3O4SIiIjlolsJsqSHATe2295smUcUEREREdFE3S2xaKltrwYcAqy77MOJiIiIiGiubr0oxPYztc/fbP8v8I7eDa1/k2RJv6jtryLpKUmXlf2jy/7U2mdLSSMlzZN0p6SZku6QdFRtnjGSbpU0X9IJDefcR9J9kh6UdOLyu9qIiIiIgaO7JRY71HZXolpRXrNXIho4XgS2ljTE9jzgXcDfGsZMsH1cvUHSSODPtrcv+5sBF0layfbPgGeBz1C9Oa9+3MrAD8p5HgP+JGmi7XuW+ZVFREREDGDdfdX0/9Q+3wJ2AD7UW0ENIFcC7y3bhwMX9HQC2w8Bx1MlxdieZftPwMsNQ3cCHrT9kO0FwIXAAQCSJkk6TdKNZVX6LZIukvSApLwRMSIiIqKmuzXIx5RE7Z8kvbEX4hloLgS+UsoqtgXOAd5W6z9U0u61/V07mGcKMKaLc70OeLS2/xiwc21/ge23S/oscCmwI9Vq9J8lnWb7mS6vJiIiImIF0N0V5N92sy1qbE8DRlKtHl/RzpAJtsfWPvM6mErdOF17Y+pPHplYfk4HZth+wvZ84CFgk9dMJo2T1CqpdcELc7px+oiIiIiBodMVZEljgK2AtSV9sNa1FtXTLKJrE4HvAnsC6y3hHNsDM7sY8xiLJ7qvBx6v7c8vPxfVttv2X/Pfge3xwHiAYaPe+JpH/EVEREQMVF2VWGwB7A8MA95Xa58D/FsvxTTQnAM8b3u6pD17enC5ae+7wBldDP0TMLqUvvwNOAw4oqfni4iIiFjRdZog274UuFTSrrZvXU4xDSi2HwNO76C7sQb5WKpV31GS7qRapZ8DnFGeYIGkjYBWqlX8RZI+B2xp+wVJxwFXAysD59ie0RvXFBERETGQye76r+eSVgOOoSq3+Gdphe1/6b3Qoq8YNuqN3v07pzQ7jGiyvGo6IiIGGkmTbbc0tnf3Jr1fABsB7wH+QFXfmju3IiIiImLA6e4K8p22t5c0zfa2kgYBV9vO2/RWAC0tLW5tbW12GBERERHL1NKuILe9lGK2pK2BtakeXxYRERERMaB090Uh4yWtA/wH1WPLhgJf6bWoIiIiIiKapFslFrFiGzZqlHf/r283O4xYCpcdfEizQ4iIiOhzlqrEQtKGkn4q6cqyv6WkY5Z1kBERERERzdbdGuRzqZ6vu3HZvx/4XC/EExERERHRVN1NkNe3/Wuq1xJj+xVgYa9FFRERERHRJN1NkF+UtB5gAEm7AM/3WlTLiKQ9JV3Ww2MmSXpNLUon40dIukzSGpKekbR2Q/8lkj5UtveRdIekeyVNlTRB0qa1sceXvumS7pL0vfJIvc5iva/MNVXSBj281uvKzZcRERERUXQ3QT6e6ukVoyTdAvwc+HSvRdUFSSs369ztOB74se0XgWuAD7R1lGR5d+Cy8ni8M4CjbI+xPRY4n/K4PEmfAN4N7GJ7G+AtwCxgSBfnP9L22PKZ1cPYf0H1euuIiIiIKDpNkNtWN21PAfYA3gp8HNjK9rTeCEjSyLKKep6kaZJ+K2l1SY9I+oqkm4FDJL1b0q2Spkj6jaSh5fh9yvE3Ax/s5DxfkfQnSXdLGi9Jte4PS/pj6dupjN+jtlJ7p6Q1y9iDgKvK9gXAYbV5DgSusv0S8CXgm7ZntnXanmj7xrJ7EvBJ27NL3wLb37b9whJ8h+dKOlvSDZIeKrGfI2mmpHNrQycCh/d0/oiIiIiBrKsV5Etq2xNsz7B9t+2XOzpgGdkCGG97W+AFXl3l/Ift3YHrgJOBvW3vALQCx0taDfgx8D7gbVSvx+7ImbbfYntrqlXa/Wt9a9h+aznvOaXtBOBTZeX3bcA8SW8EnrM9v4y5CtixlKNAlSxfULa3Aqa0F0hJtofafrizL6UDPytJ+380JPnrAO8APg/8HjitxLCNpLEAtp8DVq3FW49pnKRWSa0LXuhxjh4RERHRb3WVINcTrs16M5AGj9q+pWz/kqpMAWBC+bkLsCVwi6SpwFHAG4AxwMO2H3D1gOdfdnKOvSTdLmk6VSK5Va3vAoCyuruWpGHALcD3JH0GGFZuVBwBPNV2kO0FVKuyB0taHxhLVXaxGEnrlaT2fkknUH3PrvW/p/Q/IumtnVzDkaUc423l85Fa3+/LdzAdeNL2dNuLgBks/hbEWbz6dJJ/sj3edovtlsFrrdVJCBEREREDS1cJsjvY7m2N52rbf7H8FHBtrfZ2S9vHdHBsdYB0dUk6f1JWms8CDi4J5o+B1To7v+1vA/9Ktdp8m6QxwLyG4+DVMouDgUtrq+0zgB3KZM+UlejxVCvHL1DdCPnG0n916b8bGNze9ZRxfys/5wC/Anaqdbetai+qbbft19+guFq5joiIiIig6wR5O0kvSJoDbFu2X5A0R1Jv/t19U0m7lu3DgZsb+m8DdpO0OUCpUX4TcC/wRkmjascCYPs9JZn+V15Nap8utcsHN8x/aJl3d+B5289LGlVWYf+LqqRjDNXzoEc2HHsDMBr4FK+WVwB8BzhJ0ptrbavXtr8FnF1WqynlEo3J9z9JWqWsUlOedLE/VULdbeUcGwGP9OS4iIiIiIFslc46bTfraREzgaMk/Qh4ADib2lMzbD8l6WjgAkmrluaTbd8vaRxwuaSnqRLrrRsntz1b0o+pyg8eAf7UMOQ5SX8E1gL+pbR9TtJeVM9/vge40vZ8SX+WtLntB8vciyT9DjgEaLsBD9vTJX0W+HmpOX4G+CtwShlyNlXCfLuk+cBcqrKOOzv4jlYFri7J8cpUddk/7mBsR3YEbivlIhEREREBqCpT7TskjQQuKzfP9XmSDgR2tH1ys2PpKUmnAxNtX9/ZuGGjRnn3//r2cooqesNlBx/S7BAiIiL6HEmTbb/m/RedriBH12xf3N5TIPqJu7tKjgE2X2edJFgRERGxwuhzCbLtR2inLKIvs/2T3pxf0u1UJRV1H7E9fWnmtd3TkoyIiIiIAa/PJcjxWrZ3bnYMERERESuK7r5qOiIiIiJihZAV5OjSg8+9wAG/varrgbFMXHrwPs0OISIiYoWWFeSIiIiIiJokyBERERERNSmxWA4knQQcQfWSkUXAc8A6wFBgOPBwGXos8E1gBNXroQdTvQDk5PJyk9WoXj6yKtW/3W9tn1LOsS4wgerNfo8AH7L93HK4vIiIiIgBJSvIvay8Mnt/YAfb2wJ7A0faHgv8K3BTeQX2WNt/LIcdWcZuS5UoX1ra5wPvsL0dMBbYR9Iupe9E4Hrbo4Hry35ERERE9FBWkHvfCOBp2/MBbD/d3QNtL5D0ReBBSdvZvovqFdQAg8qn7VWIBwB7lu3zgEnAl8oruT9A9TrqrYH/oVqZ/ghVwr2f7WeX8NoiIiIiBpysIPe+a4BNJN0v6SxJe/TkYNsLgbuAMQCSVpY0FZgFXGv79jJ0Q9tPlGOeADaoTbM1VYnHTsA3gJdsbw/cCny0vfNKGiepVVLrghee70nIEREREf1aEuReZnsusCMwDngKmFBWdXtCtfkWlvKM1wM7SerOWwdvsD3H9lPA88DvS/t0qprl9uIeb7vFdsvgtdbuYbgRERER/VcS5OWgJLWTyg11xwEHdfdYSSsD2wAzG+acTVVG0fbQ3CcljSjHjKBaYW4zv7a9qLa/iJTZRERERCwmCXIvk7SFpNG1prHAX7p57CDgW8CjtqdJGi5pWOkbQnXD371l+ETgqLJ9FK/e2BcRERERPZDVw943FDijJLavAA9SlVt05nxJ86ke53Yd1Q14UN3wd15ZVV4J+LXty0rft4FfSzoG+CtwyDK9ioiIiIgVhGx3PSpWaMNGvcl7/Nf3mx3GCiOvmo6IiFg+JE223dLYnhXk6NLm66yVpC0iIiJWGKlBjoiIiIioSYIcEREREVGTBDkiIiIioiY1yNGlPz/3Ih/83a3NDqNXXHTQrs0OISIiIvqYrCBHRERERNQkQY6IiIiIqEmC3M9ImiTpPQ1tn5N0lqTRki6T9GdJkyXdIOnttXH7SLpD0r2SpkqaIGnT5X8VEREREX1XEuT+5wLgsIa2w0r75cB426Ns7wh8GtgMQNLWwBnAUbbH2B4LnA+MXE5xR0RERPQLuUmv//kt8HVJq9qeL2kksDHwJuBW2xPbBtq+G7i77H4J+KbtmbX+iURERETEYrKC3M/Yfga4A2h7td1hwARgK2BKJ4d21b8YSeMktUpqnf/Cc0sabkRERES/kwS5f6qXWbSVVyxG0sWS7pZ0UTt965Ua5PslndDeCWyPt91iu2XVtdZZpsFHRERE9GVJkPunS4B3StoBGGJ7CjAD2KFtgO0DgaOBdUvTP/ttP1NqkMcDQ5db1BERERH9QBLkfsj2XGAScA6vrh7/CthN0vtrQ1evbX8HOEnSmzvoj4iIiAhyk15/dgFwEaXUwvY8SfsD35P0v8CTwBzg66V/uqTPAj+XtCbwDPBX4JQmxB4RERHRZyVB7qdsXwyooe1eYL9Ojrmc6lFwEREREdGBlFhERERERNRkBTm6NGqdNbjooF2bHUZERETEcpEV5IiIiIiImiTIERERERE1KbGILj00ez6HXvRQs8PoFRM+uFmzQ4iIiIg+JivIERERERE1SZAjIiIiImr6RYIsaaGkqZJmSLpL0vGS2o1d0rmSXiovw2hrO12SJa3fMF/b58TSPknSfZKmSbpX0pmShtXmeUTS9HJM6xJey48k7SZpF0m3l7lmSjpV0sdqMS2onevbko6W9JSkOyU9IOlqSW+tzXuqpL/Vju/wecgRERER0bH+UoM8z/ZYAEkbUL1WeW06fgvcg8ABwC9LIr0X8Lf25mvHkbZbJQ0GvgVcCuxR69/L9tNLeiHAzsCxwD3Ah2zfJWllYAvb9wA/gyoZr59L0tHABNvHlf29gIsk7WV7Zpn7NNvfXYrYIiIiIlZ4/WIFuc72LGAccJwkdTDsAuDQsr0ncAvwSg/PswD4IrCppO06G1tWnk+TdGNZDX6LpIvKSu/Xa+PeDNxveyGwAfBEOdfCkhz3JL4bgPFU30VnsR0t6RJJv5f0sKTjygr8nZJuk7RuT84bERERMdD1uwQZwPZDVLFv0MGQB4DhktYBDgcubOgf0lBicehrp6gSV+AuYExbE3CNpMmSGhPTBbbfDvyQatX5U8DWwNGS1itj9gWuKtunAfdJuljSxyWt1o1LbzSlFhtUvzRMk3ROufY2WwNHADsB3wBesr09cCvw0fYmljROUquk1vnPP7sEoUVERET0T/0yQS46Wj1ucxFwGFVJw00NffNsj619JnTzPLvZ3oEq0f2UpLfX+iaWn9OBGbafsD0feAjYpPS9h5Ig2/4q0AJcQ5W8XkXP1WM7GxgFjKVamf6fWt8NtufYfgp4Hvh9LdaR7U1se7ztFtstq66dReaIiIhYcfTLBFnSZsBCYJakn5VV4Csahl0IfA241vaiJTzPysA2wEwA24+Xn7OAi6lWZNvMLz8X1bbb9leRtDowrG2OMs+fbZ8NvBPYrrbS3F3b12J7spRqLAJ+3EFsjfEtov/UoUdEREQsF/0uOZI0nKqM4UzbBj7W3jjbf5V0EnDdEp5nEFU5wqO2p0laA1jJ9pyy/W7gqz2Yci/ghtr87wWuKNcwmirhn92D+Pagqj/eq+yPsP1E6T4QuLsHsUVERERE0V8S5CGSpgKDqG62+wXwva4Osv2jLuZrc5XtE8v2+ZLmA6tSJdcHlPYNgYvLfYGrAL+y3ZOyiH2B39b2PwKcJuklqms6stQ8d+ZQSbsDqwMPAwfVnmDxHUljqeqkHwE+3oPYIiIiIqJQtYAZvU3SFGBn2y83O5aeWnfzbfyu71za7DB6RV41HRERseKSNNl2S2N7f1lB7vfKzX0RERER0cclQY4ubTZs1ay0RkRExAqjXz7FIiIiIiKityRBjoiIiIioSYlFdGnW7Jc5/eK/NzuMbvvsgRs1O4SIiIjox7KCHBERERFRkwQ5IiIiIqImCfJyJsmSflHbX0XSU5IuK/tHl/2ptc+WkkZKmifpTkkzJd0h6ajaPHtKer52zFeacX0RERER/V1qkJe/F4GtJQ2xPQ94F/C3hjETbB9Xb5A0Eviz7e3L/mbARZJWsv2zMuwm2/v3bvgRERERA1tWkJvjSuC9Zftw4IKeTmD7IeB44DOdjSsrz/dK+omkuyWdL2lvSbdIekDSTj2OPiIiImIAS4LcHBcCh0laDdgWuL2h/9CGEoshHcwzBRhT299V0l2SrpS0Va19c+D0cq4xwBHA7sAJwJeXwfVEREREDBgpsWgC29NKycThwBXtDGmvxKK9qeqNU4A32J4raT/gEmB06XvY9vQyzwzgetuWNB0Y2e7E0jhgHMA6w1/XvQuLiIiIGACygtw8E4HvsgTlFTXbAzMBbL9ge27ZvgIYJGn9Mm5+7ZhFtf1FdPBLku3xtltstwxda72lCDEiIiKif8kKcvOcAzxve7qkPXt6cFmB/i5wRtnfCHiyrAzvRPXLzzPA0GUVcERERMSKIAlyk9h+jKouuD2HStq9tn8s8DgwStKdwGrAHOCM2hMsDgY+KekVYB5wWEmWe+cCIiIiIgYo2W52DNHHbbr5dv7Cf1/d7DC6La+ajoiIiO6QNNl2S2N7apAjIiIiImpSYhFd2mDYoKzKRkRExAojK8gRERERETVJkCMiIiIialJiEV2a/dwrXPqbp5sdxmsccMj6XQ+KiIiI6KGsIEdERERE1CRBjoiIiIioSYIcEREREVGTGuReIukk4AhgIbAIeA5Yh+rVz8OBh8vQY4FvAiOA+cBg4DrgZNuzJW0C/BzYqMwz3vZr3sBXXld9aW3ei2x/tTeuLSIiImIgS4LcCyTtCuwP7GB7vqT1gcG2Hy+J7Am296+NBzjSdqukwcC3qJLdPYBXgC/YniJpTWCypGtt39POqW+qzxsRERERPZcSi94xAnja9nwA20/bfrw7B9peAHwR2FTSdrafsD2l9M0BZgKv624gkkZKulfSTyTdLel8SXtLukXSA5J26vHVRURERAxgSZB7xzXAJpLul3SWpD16crDthcBdwJh6u6SRwPbA7R0cuqukuyRdKWmrWvvmwOnAtmXOI4DdgROAL7c3kaRxkloltb7wwjM9CT8iIiKiX0uC3AtszwV2BMYBTwETJB3dw2m02I40FPgd8DnbL7QzfgrwBtvbAWcAl9T6HrY93fYiYAZwvW0D04GRHVzDeNsttlvWWmu9HoYeERER0X8lQe4lthfanmT7FOA44KDuHitpZWAbqnIKJA2iSo7Pt31RB+d7oSTm2L4CGFRqn6G6+a/Notr+IlKHHhEREbGYJMi9QNIWkkbXmsYCf+nmsYOobtJ71PY0VXfw/RSYaft7nRy3URlLqSteCUhtREREREQPZfWwdwwFzpA0jOopFA9SlVt05nxJ84FVqR7zdkBp3w34CDBd0tTS9mXbV0j6BIDtHwIHA5+U9AowDzjMtkvOHBERERHdpKoUNaJjm48a6//59nXNDuM1Djhk/a4HRURERHRA0mTbLY3tWUGOLg1bZ5UkoxEREbHCSA1yRERERERNEuSIiIiIiJokyBERERERNalBji69+Mwr3HreU80Og12PGt7sECIiImIFkBXkiIiIiIiaJMgRERERETUpsVgOJJ0EHAEspHq983PAOlQvFBkOPFyGHgt8ExhB9TrowVQvDTnZ9uwy1znA/sAs21vXzrEuMAEYCTwCfMj2c717ZREREREDT1aQe5mkXakS2h1sbwvsDRxpeyzwr8BNtseWzx/LYUeWsdtSJcqX1qY8F9innVOdCFxvezRwfdmPiIiIiB5Kgtz7RgBP254PYPtp249350DbC4AvAptK2q603Qg8287wA4DzyvZ5wAcAJB0t6RJJv5f0sKTjJB0v6U5Jt5WV54iIiIgokiD3vmuATSTdL+ksSXv05GDbC4G7gDFdDN3Q9hPlmCeADWp9W1OVeOwEfAN4yfb2wK3AR9ubTNI4Sa2SWp+b80xPQo6IiIjo15Ig9zLbc4EdgXHAU8AESUf3cBotZRg32J5j+yngeeD3pX06Vc3ya9geb7vFdss6a663lKePiIiI6D+SIC8HthfanmT7FOA44KDuHitpZWAbYGYXQ5+UNKIcMwKYVeubX9teVNtfRG7UjIiIiFhMEuReJmkLSaNrTWOBv3Tz2EHAt4BHbU/rYvhE4KiyfRSL39gXEREREd2UBLn3DQXOk3SPpGnAlsCpXRxzfhl7N7AG1Q14AEi6gKp2eAtJj0k6pnR9G3iXpAeAd5X9iIiIiOgh2W52DNHHvfmNY33Oqdc2O4y8ajoiIiKWKUmTbbc0tmcFOSIiIiKiJjdoRZfWWG+VrN5GRETECiMryBERERERNUmQIyIiIiJqUmIRXZo/62UePOPJXj/P5p/esNfPEREREdGVrCBHRERERNQkQY6IiIiIqGlKgixpoaSpkmZIukvS8ZLajUXSuZJekrRmre10SZa0fsN8bZ8TS/skSfdJmibpXklnShpWm+ccSbMk3d1wznUlXSvpgfJznSW4xl0l/VjS6pLOlzRd0t2Sbpb0hlqsf5f0t9r+4M6+H0nrSbpB0lxJZzacc8dyngclfV+Sehp3RERExIquWSvI82yPtb0V1Vvf9gNO6WT8g5S3yZVEcS/gb+3M1/apv0XuSNvbAtsC81n8FcznAvu0c74TgettjwauL/s9tQ9wFfBZ4Enb29jeGjgG+HtbrMAPgdNqsS+g8+/nH8B/ACe0c86zgXHA6PJp79oiIiIiohNNL7GwPYsqqTuukxXPC4BDy/aewC3AKz08zwLgi8CmkrYrbTcCz7Yz/ADgvLJ9HvABAElHS7pE0u8lPSzpuLK6e6ek2yStW5vjncB1wAhqybzt+2zP70Hci30/tl+0fTNVovxPkkYAa9m+1dXrEX9ei/tcSWeXleeHJO1RVs9nSjq3u7FERERErAianiAD2H6IKpYNOhjyADC8lDocDlzY0D+kocTi0NdOAbYXAncBY7oIaUPbT5RjnmiIa2vgCGAn4BvAS7a3B24FPgpQSj9etv08cA7wJUm3Svq6pNFdnLu9uLv6fgBeBzxW23+stLVZB3gH8Hng98BpwFbANpLGNk4maZykVkmtz85t73eIiIiIiIGpTyTIRVf1shcBhwE7Azc19DWWWExYivN05Qbbc2w/BTxPlWwCTAdGlu13A9cA2J4KbAb8N7Au8CdJb16C83YVd3v9rm3/vqwsT6cq+ZhuexEwoxb3qwfa42232G5Zd+i6jd0RERERA1afeA6ypM2AhcAsST8Dtgcet71fbdiFwBTgPNuLluT+M0krA9sAM7sY+qSkEbafKKULs2p99fKIRbX9Rbz6fe4LfK9tkO25VAn+RZIWUdUUdxVDPe5/fj+dDHsMeH1t//XA4+3EXY+5Me6IiIiIFV7TV5AlDae6Ue1MVz5WVoHryTG2/wqcBJy1hOcZBHwLeNT2tC6GTwSOKttHsfiNfV2dR1Q3BE4t+7u1PQVD0mBgS+AvPZhvse+no3GlFGSOpF1KDB/tSdwRERERUWnWyuEQSVOBQVQ32/2C2oprR2z/qIv52lxlu+3JE+dLmg+sSnXT3AFtgyRdQHXT3/qSHgNOsf1T4NvAryUdA/wVOKT7l8aOwJ21ZHYUcHZJWlcCLgd+18UcnX4/kh4B1gIGS/oA8G7b9wCfpHoyxxDgyvKJiIiIiB5QJ4uSsQQknQw8aLvxRsJ+a5tNt/PF/35Nr58nr5qOiIiI5UnSZNstje2pPV3GbH+92TFERERExJJLghxdWnWDQVndjYiIiBVG02/Si4iIiIjoS5IgR0RERETUpMQiuvTyk/P5+/880Gvzb/SFHr9cMCIiIqLXZAU5IiIiIqImCXJERERERE0S5F4iyZJ+UdtfRdJTki4r+0eX/am1z5aSRkqaJ+lOSTMl3SHpqNo8B0iaVsa3Stq91rePpPskPSjpRCIiIiKix1KD3HteBLaWNMT2POBdwN8axkywfVy9QdJI4M+2ty/7mwEXSVrJ9s+A64GJti1pW+DXwBhJKwM/KOd5DPiTpInlDXsRERER0U1ZQe5dVwLvLduHAxf0dALbDwHHA58p+3Nrr7FeA2jb3onqDX4P2V4AXEh5rbakSZJOk3RjWZV+i6SLJD0gKS82iYiIiKhJgty7LgQOk7QasC1we0P/oQ0lFkM6mGcKMKZtR9KBku4FLgf+pTS/Dni0dsxjpa3NAttvB34IXAp8CtgaOFrSekt2eREREREDTxLkXmR7GjCSavX4inaGTLA9tvaZ18FUapj3YttjgA8AX2tvTNvQ2vbE8nM6MMP2E7bnAw8Bm7zmhNK4UuPc+syLz3YQVkRERMTAkwS5900EvssSlFfUbA/MbGy0fSMwStL6VCvG9UT39cDjtf355eei2nbb/mtq0W2Pt91iu2W9NdZditAjIiIi+pfcpNf7zgGetz1d0p49PbjctPdd4IyyvznVTXyWtAMwGHgGmA2MlvRGqpsBDwOOWAbxR0RERKxQkiD3MtuPAad30H1o/TFtwLFUq76jJN0JrAbMAc4oT7AAOAj4qKSXgXnAoeWmvVckHQdcDawMnGN7xrK/ooiIiIiBTa8+ECGifdttso2v/txFvTZ/XjUdERERzSBpsu2WxvbUIEdERERE1KTEIro0aMNVs8obERERK4ysIEdERERE1CRBjoiIiIioSYlFdOnlWS/y5Om3LfHxG352l2UYTURERETvygpyRERERERNEuSIiIiIiJokyBERERERNalBbiJJJ1G9DnohsAh4DlgHGAoMBx4uQ48FvgmMAOZTvV76OuBk27PLXI9QvXVvIfBKew+9joiIiIiuJUFuEkm7AvsDO9ieL2l9YLDtxyXtCZxge//aeIAjbbdKGgx8C7gU2KM27V62n15e1xARERExEKXEonlGAE/bng9g+2nbj3fnQNsLgC8Cm0rarrOxkiZJOk3SjZJmSnqLpIskPSDp60t9FREREREDTBLk5rkG2ETS/ZLOkrRHl0fU2F4I3AWMaWsCrpE0WdK4huELbL8d+CHVqvOngK2BoyWt1978ksZJapXU+uzc2T0JLSIiIqJfS4LcJLbnAjsC44CngAmSju7hNKpt72Z7B2Bf4FOS3l7rm1h+Tgdm2H6irFw/BGzSQXzjbbfYbll36LAehhURERHRfyVBbiLbC21Psn0KcBxwUHePlbQysA0ws8z1ePk5C7gY2Kk2fH75uai23bafOvSIiIiImiTITSJpC0mja01jgb9089hBVDfpPWp7mqQ1JK1Z+tYA3g3cvYxDjoiIiFghZPWweYYCZ0gaBrwCPEhVbtGZ8yXNB1aleszbAaV9Q+Di8qSLVYBf2b6qN4KOiIiIGOiSIDeJ7cnAWzvomwRMamjbs5O5HgLafZpF/bjGeTubMyIiImJFlQQ5ujRogzXY8LO7NDuMiIiIiOUiNcgRERERETVJkCMiIiIiapIgR0RERETUJEGOiIiIiKhJghwRERERUZMEOSIiIiKiJglyPyRppKS7G9paJH2/h/OcKumEZRtdRERERP+W5yAPELZbgdZmxxERERHR32UFuZ+TtJmkOyX9u6TLStupks6RNEnSQ5I+Uxt/kqT7JF0HbNG0wCMiIiL6qKwg92OStgAuBD4GDAP2qHWPAfYC1gTuk3Q2sC1wGLA91b/9FGByB3OPA8YBbLrppr1zARERERF9UFaQ+6/hwKXAh21Pbaf/ctvzbT8NzAI2BN4GXGz7JdsvABM7mtz2eNsttluGDx/eC+FHRERE9E1JkPuv54FHgd066J9f217Iq38tcG8GFREREdHfJUHuvxYAHwA+KumIbh5zI3CgpCGS1gTe11vBRURERPRXSZD7MdsvAvsDnwfW7sb4KcAEYCrwO+Cm3owvIiIioj+Snb+4R+daWlrc2ponyEVERMTAImmy7ZbG9qwgR0RERETUJEGOiIiIiKhJiUV0SdIc4L5mxzFArA883ewgBoh8l8tOvstlK9/nspPvctnJd9m+N9h+zfNs86KQ6I772qvPiZ6T1JrvctnId7ns5LtctvJ9Ljv5LpedfJc9kxKLiIiIiIiaJMgRERERETVJkKM7xjc7gAEk3+Wyk+9y2cl3uWzl+1x28l0uO/kueyA36UVERERE1GQFOSIiIiKiJglyRERERERNEuTokKR9JN0n6UFJJzY7nv5M0jmSZkm6u9mx9HeSNpF0g6SZkmZI+myzY+qvJK0m6Q5Jd5Xv8j+bHVN/J2llSXdKuqzZsfR3kh6RNF3SVEmtzY6nP5M0TNJvJd1b/rdz12bH1NelBjnaJWll4H7gXcBjwJ+Aw23f09TA+ilJbwfmAj+3vXWz4+nPJI0ARtieImlNYDLwgfy32XOSBKxhe66kQcDNwGdt39bk0PotSccDLcBatvdvdjz9maRHgBbbebnFUpJ0HnCT7Z9IGgysbnt2k8Pq07KCHB3ZCXjQ9kO2FwAXAgc0OaZ+y/aNwLPNjmMgsP2E7Sllew4wE3hdc6Pqn1yZW3YHlU9WTZaQpNcD7wV+0uxYItpIWgt4O/BTANsLkhx3LQlydOR1wKO1/cdIEhJ9jKSRwPbA7U0Opd8qJQFTgVnAtbbzXS65/wW+CCxqchwDhYFrJE2WNK7ZwfRjmwFPAT8r5T8/kbRGs4Pq65IgR0fUTltWlqLPkDQU+B3wOdsvNDue/sr2QttjgdcDO0lKCdASkLQ/MMv25GbHMoDsZnsHYF/gU6VULXpuFWAH4Gzb2wMvArmvqAtJkKMjjwGb1PZfDzzepFgiFlPqZX8HnG/7ombHMxCUP7lOAvZpbiT91m7A+0vd7IXAOyT9srkh9W+2Hy8/ZwEXU5X+Rc89BjxW++vQb6kS5uhEEuToyJ+A0ZLeWAr6DwMmNjmmiLYby34KzLT9vWbH059JGi5pWNkeAuwN3NvUoPop2//P9uttj6T638v/s/3hJofVb0lao9yESykHeDeQpwAtAdt/Bx6VtEVpeieQm5q7sEqzA4i+yfYrko4DrgZWBs6xPaPJYfVbki4A9gTWl/QYcIrtnzY3qn5rN+AjwPRSOwvwZdtXNC+kfmsEcF55as1KwK9t5/Fk0RdsCFxc/T7MKsCvbF/V3JD6tU8D55cFr4eAjzU5nj4vj3mLiIiIiKhJiUVERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdEREREvyLpHEmzJHXr8X+SPiTpHkkzJP2qq/FJkCMiYpmTNEnSexraPifprE7Gtyyf6CJiADiXbr7YSNJo4P9RvZ1xK+BzXR2TBDkiInrDBVQvzKg7rLRHRCwV2zcCz9bbJI2SdJWkyZJukjSmdP0b8APbz5VjZ3U1fxLkiIjoDb8F9pe0KoCkkcDGwBGSWsufOf+zvQMlza1tHyzp3LI9XNLvJP2pfHbr9auIiP5kPPBp2zsCJwBtf7F6E/AmSbdIuk1SlyvPeZNeREQsc7afkXQH1Z9AL6VaPZ4AfMv2s+XtfddL2tb2tG5Oezpwmu2bJW1K9abPN/dG/BHRv0gaCrwV+E15AyPAquXnKsBoqjfavh64SdLWtmd3NF8S5IiI6C1tZRZtCfK/AB+SNI7q/39GAFsC3U2Q9wa2rP2f31qS1rQ9Z5lGHRH90UrAbNtj2+l7DLjN9svAw5Luo0qY/9TZZBEREb3hEuCdknYAhgDPUf3Z8522twUuB1Zr5zjXtuv9KwG72h5bPq9LchwRALZfoEp+DwFQZbvSfQmwV2lfn6rk4qHO5kuCHBERvcL2XGAScA7VavJawIvA85I2BPbt4NAnJb1Z0krAgbX2a4Dj2nYkje2FsCOiH5B0AXArsIWkxyQdAxwJHCPpLmAGcEAZfjXwjKR7gBuAf7f9TKfz2+6sPyIiYolJOhC4CHiz7XvLDXc7U63ezAcm2j5X0iTgBNutkg4G/gt4FLgbGGr76LLy8wOquuNVgBttf2K5X1REDHhJkCMiIiIialJiERERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgREfFPkh6RtHc3xo2UZEmr9HD+t0m6r5tj95T0WE/mj4hYFpIgR0QUJTl8UtIatbZ/lTSpti9Jx0maJuklSX+XNEnSYbUxkyT9Q9IcSS9ImizpREmrNpzvTZJ+I+lpSc+XOY+XtPJyueBe1FGibfsm21sso3OcK+nr7bQfJul2SS9KmlW2j5Wk2nELJM0t/0aTJe1RO/7okvx/r2HeD5T2czuIZ09Ji8q8bZ/fL+U15peEiCZIghwRsbhVgM920v994HPAF4D1gNcBJwP7NIw7zvaawIgy9jDgilqSNgq4HXgU2Mb22sAhQAuw5rK6mBWNpC8ApwP/DWwEbAh8AtgNGFwb+h3bQ4G1gbOBixp+MfkzcGjDCvlHgfu7COFx20Nrn/ct3RUtnZ6u8EdEJQlyRMTi/hs4QdKwxg5JbwKOBQ6zfa3tebYX2r7Z9tHtTWb7RduTgPcDuwLvLV3/CfzR9vG2nyhj77N9hO3ZHQVXK234mKRHJT0n6ROS3lJWoGdLOrM2fiVJJ0v6S1lN/bmktWv9Hyl9z0g6qeFcK5WV7z+X/l9LWrc7X2In8S+2IippB0l3lpXc30ia0LgqLOkLJfYnJH2stI0DjgS+2LZSW67rq8Cxtn9re44rd9o+0vb8xnhsLwJ+BaxLlUy3+TswHXhPOd+6wFuBiUt43btI+mP597lL0p61vo9Jmlm+g4ckfby0rwFcCWxcW5HeuHHlvJ3v9BFJX5I0DXhR0ipdnP/oct45kh6WdOSSXGPEQJIEOSJica3AJOCEdvreATxqu7Wnk9r+a5n7baVpb+C3SxgjwM7AaOBQ4H+Bk8qcWwEfqpUMHF0+ewGbAUOBMwEkbUm1evoRYGOqFfHX187xGeADwB6l/zngB0sR82IkDQYuBs6lSlAvAA5sGLYR1Srv64BjgB9IWsf2eOB8ykpwWandFVgVuLQHMaxMtTL8MPBkQ/fPSx9UfwG4FHhNkt2Nc7wOuBz4OtV1ngD8TtLwMmQWsD+wFvAx4DRJO9h+EdiXxVelH+/maQ+n+mVsGFXi3+75SxL+fWDf8hePtwJTe3qNEQNNEuSIiNf6CvDpWgLTZn2qlcV/kvRYWZX7h6Q3dDHv41QJClTJ6BNLEePXbP/D9jXAi8AFtmfZ/htwE7B9GXck8D3bD9meC/w/4LDyp/eDgcts31hWV/8DWFQ7x8eBk2w/VvpPBQ5ehn+234WqpOX7tl+2fRFwR8OYl4Gvlv4rgLlARzXM6wNP236lraG2ajpP0ttrY0+QNJvqu/tf4D9sL2yY72Jgz7Iy/VGqhLkrG5fztX0+BHwYuML2FbYX2b6W6pel/QBsX277z2W1+w/ANbz6i9SS+r7tR23P6+r8VP/mW0saYvsJ2zOW8twR/V4S5IiIBrbvBi4DTmzoeoaqprg+9vVUidmqgLqY+nXAsx3N1UP11c557ewPLdsbA3+p9f2FKindsPQ92tZRViyfqY19A3BxW7IHzAQWsngpwtLYGPibbdfaHm0Y80w94QVe4tVra/QMsH49gbf9VtvDSl/9//O+W9qHUNV9/7ekfeuTleTycqoa8/Vt39KNa3rc9rDa59dU3+Mh9cQZ2J3y7y9pX0m3SXq29O1H9d/U0qh/jx2ev/ybH0pVp/2EpMsljVnKc0f0e0mQIyLadwrwb1RJbZv/A14vqaWnk0naBNiRanUX4DrgoKUNshsep0qQ2mwKvEKVUD8BbFKLcXWqle02j1L96b2e8K1WVqmXhSeA10mq/2KxSUeD2+GG/VupSiAO6PYElbuBW3i1Przu51Q3Wf6iB3E1ehT4RcP3uIbtb6t6ssnvgO8CG5ak/Qpe/WWr8RqhWvVevba/UTtjGn/paPf8ALavtv0uqoT9XuDHS3GtEQNCEuSIiHbYfhCYQFWH29Z2H/Aj4EJJ75I0pNSwvrWjeSStXuqBL6UqH7iidJ0CvFXSf0vaqIzdXNIv1c4NgkvhAuDzkt4oaSjwTWBCWZX9LbC/pN1LPfBXWfz/F34IfKOtdKTUrHY7+QQGSVqt9mkszbiVakX6uHIj2QHATj2Y/0mqumoAys2N/wmcJelgSUNV3Wg4Flij/SmgrJjuDrRXWvAH4F3AGT2Iq9EvgfdJeo+klct3saek11M9WWNV4CnglbKK/e6Ga1xPtRsrqWqE95O0bvlv53NLen5JG0p6f6lFnk9VwtJYahKxwkmCHBHRsa/y2sTqU1Q3NX2PqlziMeBrVH+m/mtt3JmS5lAlOP9LtUq4T3lqArb/THVT2UhghqTny5hWYM4yvIZzqFY/b6S6Ee0fwKdLDDPK9fyKajX3uXI9bU6nemrDNeVabqO6ObC7rqAq92j7nFrvtL0A+CDVzXezqWplL6P7N8L9FNiylA1cUub8DnA88EWqm9+epPql5kvAH2vHtj394kWqmt+flXGLKSvM19t+trGvu2w/SrWq/WWqRPhR4N+BlWzPofol7NdU3/8R1J6UYfteql9yHirXuTHVv+ddwCMl9glLev7y+QLVXxqepboh89glvdaIgUKLl35FREQ0j6TbgR/a/lmzY4mIFVdWkCMiomkk7SFpo1JicRSwLXBVs+OKiBVbEuSIiD5G0pFa/HXFbZ+B+PitLajKBZ6n+lP/wW0vTomIaJaUWERERERE1GQFOSIiIiKiZlm9DSkGsPXXX98jR45sdhgRERERy9TkyZOftt341tQkyNG1kSNH0tra2uwwIiIiIpYpSX9prz0JcnTplaee5amzf9nsMCIiImIFMPyTH252CKlBjoiIiIioS4IcEREREVHTawmypIWSpkqaIekuScdLavd8ks6V9JKkNWttp0uypPUb5mv7nFjaJ0m6T9I0SfdKOlPSsNK3iaQbJM0scXy2g/PvKen52txfWYLrHSRpctk+qZxvWplvZ0kXl+0HG8711r5yDRERERHRuzXI82yPBZC0AfArYG3glA7GP0j1rvhflkR6L+Bv7c3XjiNtt0oaDHwLuJTqffKvAF+wPaUk35MlXWv7nnbmuMn2/j26wsXtDvxR0q7A/sAOtueXBH+w7QOhSmSBE+rnktRXriEiIiJihbdcSixszwLGAcepZIPtuAA4tGzvCdxClRz25DwLgC8Cm0razvYTtqeUvjnATOB13Z1P0siyovsTSXdLOl/S3pJukfSApJ1qw/cBrgRGAE/bnl/O+7Ttx/vJNURERESs8JZbDbLth8r5NuhgyAPAcEnrAIcDFzb0D2kosTj0tVOA7YVUry0dU2+XNBLYHri9g/PvWkpBrpS0Va19c+B0YNsy5xFUq8UnAF+ujdsLmARcA2wi6X5JZ0nao4PzdaiJ11A/1zhJrZJan5n7Qk8vISIiIqLfWt6Peeto9bjNRcBhwM7Axxv6Oiux6PQ8koYCvwM+Z7u9bG8K8AbbcyXtB1wCjC59D9ueXuaZAVxv25KmAyNL+8bAs7ZfKvs7Am+jSponSDrR9rndjL0p19DI9nhgPMDYN2yW95FHRETECmO5rSBL2gxYCMyS9LOyCnxFw7ALga8B19petITnWRnYhqoUAUmDqBLL821f1N4xtl+wPbdsXwEMars5EJhfG7qotr+IV3/B2Be4ujbfQtuTbJ8CHAcc1A+uISIiIiJYTsmRpOHAD4EzbRv4WHvjbP9V0knAdUt4nkHAN4BHbU8r9c4/BWba/l4nx20EPFlWVXei+sXhGWBoN0+9D/AfZa4tgEW2Hyh9Y4F239LSx64hIiIiIujdBHmIpKnAIKqb7X4BdJjgtbH9oy7ma3OV7RPL9vmS5gOrUiXXB5T23YCPANNrx37Z9hWSPlHO90PgYOCTkl4B5gGHlUSzy4ssq72jbd9bmoYCZ5THtL1C9XSOcV1O1MRriIiIiIhXqVrQjSUlaXfgw7Y/0exYesvYN2zma0/8arPDiIiIiBXA8nzVtKTJtlsa21N/upRs3wzc3Ow4IiIiImLZSIIcXVpl+LrL9be5iIiIiGZabk+xiIiIiIjoD5IgR0RERETUpMQiuvTyU3/nybO/0+wwIiKiF2z4yS82O4SIPicryBERERERNUmQIyIiIiJqkiCvwCTtKemyZscRERER0ZckQR6Aytv9IiIiImIJJEHuZySNlHSvpPMkTZP0W0mrS3pE0lck3QwcIundkm6VNEXSbyQNLcfvU46/Gfhgc68mIiIiou9Jgtw/bQGMt70t8AJwbGn/h+3dgeuAk4G9be8AtALHS1oN+DHwPuBtwEYdnUDSOEmtklqfnftiL15KRERERN+SBLl/etT2LWX7l8DuZXtC+bkLsCVwi6SpwFHAG4AxwMO2H7Dtcmy7bI+33WK7Zd2ha/TGNURERET0SXkOcv/kDvbblnoFXGv78PogSWPbOTYiIiIiarKC3D9tKmnXsn04cHND/23AbpI2Byg1ym8C7gXeKGlU7diIiIiIqEmC3D/NBI6SNA1YFzi73mn7KeBo4IIy5jZgjO1/AOOAy8tNen9ZrlFHRERE9AMpseifFtn+REPbyPqO7f8D3tJ4oO2rqGqRIyIiIqIdWUGOiIiIiKjJCnI/Y/sRYOvlec5Bwzdiw09+cXmeMiIiIqJpsoIcEREREVGTBDkiIiIioiYlFtGlBbMe5JHvf6DZYUREDEgjP3NJs0OIiAZZQY6IiIiIqEmCHBERERFRkwR5GZJkSb+o7a8i6SlJl5X9o8v+1NpnS0kjJc2TdKekmZLukHRUbZ4jJU0rnz9K2q6D858r6eHa3GN7/aIjIiIiBpjUIC9bLwJbSxpiex7wLuBvDWMm2D6u3iBpJPBn29uX/c2AiyStZPtnwMPAHrafk7QvMB7YuYMY/t32b5fdJUVERESsWLKCvOxdCby3bB8OXNDTCWw/BBwPfKbs/9H2c6X7NuD1PZlP0qmSzpN0jaRHJH1Q0nckTZd0laRBPY0xIiIiYqBKgrzsXQgcJmk1YFvg9ob+QxtKLIZ0MM8U2n8l9DFUSXhHvlFKMU6TtGqtfRRV4n4A8EvgBtvbAPN4NaH/J0njJLVKan1m7oJOThcRERExsCRBXsZsTwNGUq0eX9HOkAm2x9Y+8zqYSq9pkPaiSpC/1MEx/48qqX4LsG7DuCttvwxMB1YGrirt00u8jdcx3naL7Zb1hg7u4HQRERERA08S5N4xEfguS1BeUbM9MLNtR9K2wE+AA2w/094Btp9wZT7wM2CnWvf8MmYR8LJtl/ZFpBY9IiIi4p+SGPWOc4DnbU+XtGdPDy437X0XOKPsbwpcBHzE9v2dHDfC9hOSBHwAuLvHkUdERESs4JIg9wLbjwGnd9B9qKTda/vHAo8DoyTdCawGzAHOKE+wAPgKsB5wVpX78ortFgBJVwD/avtx4HxJw6nKM6YCn1imFxYRERGxAtCrf2mPaN+2mw7zxBP2bHYYEREDUl41HdE8kia3LTrWpQY5IiIiIqImJRbRpcEbbJ4VjoiIiFhhZAU5IiIiIqImCXJERERERE1KLKJLLz71ILf/aP9mhxERsdzs/PHLmh1CRDRRVpAjIiIiImqSIEdERERE1CRBHuAkfU7S6s2OIyIiIqK/SII8AKjS0b/l54AkyBERERHdlAS5n5I0UtJMSWcBU4CfSmqVNEPSf5YxnwE2Bm6QdENpe7ekWyVNkfQbSUObdxURERERfU8S5P5tC+DntrcHvlBelbgtsIekbW1/H3gc2Mv2XpLWB04G9ra9A9AKHN+s4CMiIiL6ojzmrX/7i+3byvaHJI2j+jcdAWwJTGsYv0tpv0USwGDg1vYmLnONA9ho3SHLPvKIiIiIPioJcv/2IoCkNwInAG+x/Zykc4HV2hkv4Frbh3c1se3xwHiAN79hmJdZxBERERF9XEosBoa1qJLl5yVtCOxb65sDrFm2bwN2k7Q5gKTVJb1puUYaERER0cdlBXkAsH2XpDuBGcBDwC217vHAlZKeKHXIRwMXSFq19J8M3L9cA46IiIjow5Ig91O2HwG2ru0f3cG4M4Azavv/B7yll8OLiIiI6LdSYhERERERUZMV5OjSGsM3Z+ePX9bsMCIiIiKWi6wgR0RERETUJEGOiIiIiKhJiUV06fmnH+DKn+7X7DAiIpaZfY+5otkhREQflhXkiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0RERETUJEGOiIiIiKhJgjwASLpE0mRJMySNK23HSLpf0iRJP5Z0ZmkfLul3kv5UPrs1N/qIiIiIviWPeRsY/sX2s5KGAH+SdDnwH8AOwBzg/4C7ytjTgdNs3yxpU+Bq4M2NE5ZEexzABuuuthwuISIiIqJvSII8MHxG0oFlexPgI8AfbD8LIOk3wJtK/97AlpLajl1L0pq259QntD0eGA8weuTa7uX4IyIiIvqMJMj9nKQ9qZLeXW2/JGkScB/trAoXK5Wx85ZLgBERERH9TGqQ+7+1gedKcjwG2AVYHdhD0jqSVgEOqo2/BjiubUfS2OUZbERERERflwS5/7sKWEXSNOBrwG3A34BvArcD1wH3AM+X8Z8BWiRNk3QP8InlH3JERERE35USi37O9nxg38Z2Sa22x5cV5IupVo6x/TRw6PKNMiIiIqL/SII8cJ0qaW9gNark+JIlnWjt9Uez7zFXLKu4IiIiIvq0JMgDlO0Tmh1DRERERH+UGuSIiIiIiJokyBERERERNSmxiC49+8wDnH/ue5odRkSsAI48+upmhxARkRXkiIiIiIi6JMgRERERETX9IkGWtFDSVEkzJN0l6XhJ7cYu6VxJL0las9Z2uiRLWr9hvrbPiaV9kqT7yks07pV0pqRhtXkekTS9HNO6hNfyI0m7SdpF0u1lrpmSTpX0sVpMC2rn+rakoyU9JelOSQ9IulrSW2vznirpb7Xj91uS+CIiIiJWdP2lBnme7bEAkjYAfkX1iuVTOhj/IHAA8MuSSO9F9Xa518zXjiNtt0oaDHwLuBTYo9a/V3nZxpLaGTiW6u12H7J9l6SVgS1s3wP8DKpkvH4uSUcDE2wfV/b3Ai6StJftmWXu02x/dylii4iIiFjh9YsV5Drbs4BxwHGS1MGwC3j1bXF7ArcAr/TwPAuALwKbStqus7Fl5fk0STeW1eC3SLqorPR+vTbuzcD9thcCGwBPlHMtLMlxT+K7ARhP9V10FtvRki6R9HtJD0s6rqzA3ynpNknr9uS8EREREQNdv0uQAWw/RBX7Bh0MeQAYLmkd4HDgwob+IQ0lFu2+erkksncBY9qagGskTZbUmJgusP124IdUq86fArYGjpa0XhmzL3BV2T4NuE/SxZI+Lmm1blx6oym12KD6pWGapHPKtbfZGjgC2An4BvCS7e2BW4GPtjexpHGSWiW1vjBnwRKEFhEREdE/9csEueho9bjNRcBhVCUNNzX0zbM9tvaZ0M3z7GZ7B6pE91OS3l7rm1h+Tgdm2H7C9nzgIWCT0vceSoJs+6tAC9VroI/g1cS5J+qxnQ2MAsZSrUz/T63vBttzbD8FPA/8vhbryPYmtj3edovtlrXWHLwEoUVERET0T/0yQZa0GbAQmCXpZ2UV+IqGYRcCXwOutb1oCc+zMrANMBPA9uPl5yzgYqoV2Tbzy89Fte22/VUkrQ4Ma5ujzPNn22cD7wS2q600d9f2tdieLKUai4AfdxBbY3yL6D916BERERHLRb9LjiQNpypjONO2gY+1N872XyWdBFy3hOcZRFWO8KjtaZLWAFayPadsvxv4ag+m3Au4oTb/e4EryjWMpkr4Z/cgvj2o6o/3KvsjbD9Rug8E7u5BbBERERFR9JcEeYikqcAgqpvtfgF8r6uDbP+oi/naXGX7xLJ9vqT5wKpUyfUBpX1D4OJyX+AqwK9s96QsYl/gt7X9jwCnSXqJ6pqOLDXPnTlU0u7A6sDDwEG1J1h8R9JYqjrpR4CP9yC2iIiIiChULWBGb5M0BdjZ9svNjqWnNnvj2v7aKbs0O4yIWAHkVdMRsTxJmmy7pbG9v6wg93vl5r6IiIiI6OOSIEeX1l1vdFZ1IiIiYoXRL59iERERERHRW5IgR0RERETUpMQiujTr2Qc485fvaXYYETGAHffhlHFFRN+RFeSIiIiIiJokyBERERERNUmQV2CSRkrKG/ciIiIiapIgR0RERETU5Ca9AUDSGsCvgdcDKwNfAx6keh33UOBp4GjbT0jaETgHeAm4uTkRR0RERPRdWUEeGPYBHre9ne2tgauAM4CDbbclxN8oY38GfMb2rp1NKGmcpFZJrXNfWNCbsUdERET0KVlBHhimA9+V9F/AZcBzwNbAtZKgWlV+QtLawDDbfyjH/QLYt70JbY8HxgNsutna7t3wIyIiIvqOJMgDgO37S+nEfsC3gGuBGY2rxJKGAUl2IyIiIjqREosBQNLGwEu2fwl8F9gZGC5p19I/SNJWtmcDz0vavRx6ZFMCjoiIiOjDsoI8MGwD/LekRcDLwCeBV4Dvl7KKVYD/BWYAHwPOkfQSkFdXRURERDRIgjwA2L6a9pPdt7czdjKwXa3p1F4KKyIiIqJfSolFRERERERNVpCjSxusO5rjPpxqjIiIiFgxZAU5IiIiIqImCXJERERERE1KLKJLjz/3AP/x632aHUbEgPa1D13V7BAiIqLICnJERERERE0S5IiIiIiImqYkyJIWSpoqaYakuyQdL6ndWCSdK+klSWvW2k6XZEnrN8zX9jmxtE+SdJ+kaZLulXRmed1y2zznSJol6e6Gc64r6VpJD5Sf6yzBNe4q6ceSVpd0vqTpku6WdLOkN9Ri/bukv9X2B3f2/UhaT9INkuZKOrPhnDuW8zwo6fuS1NO4IyIiIlZ0zVpBnmd7rO2tgHcB+wGndDL+QeAAgJIo7gX8rZ352j7frvUdaXtbYFtgPnBpre9coL3i2hOB622PBq4v+z21D3AV8FngSdvb2N4aOAb4e1uswA+B02qxL6Dz7+cfwH8AJ7RzzrOBccDo8knhcEREREQPNb3EwvYsqqTuuE5WPC8ADi3bewK3UL1KuSfnWQB8EdhU0nal7Ubg2XaGHwCcV7bPAz4AIOloSZdI+r2khyUdV1Z375R0m6R1a3O8E7gOGEEtmbd9n+35PYh7se/H9ou2b6ZKlP9J0ghgLdu32jbw81rc50o6u6w8PyRpj7J6PlPSud2NJSIiImJF0PQEGcD2Q1SxbNDBkAeA4aXU4XDgwob+IQ0lFoe+dgqwvRC4CxjTRUgb2n6iHPNEQ1xbA0cAOwHfAF6yvT1wK/BRgFL68bLt54FzgC9JulXS1yWN7uLc7cXd1fcD8Drgsdr+Y6WtzTrAO4DPA78HTgO2AraRNLanMUVEREQMVH3pMW9d1cteBBwG7Ax8vKFvXilXWBbn6coNtucAcyQ9T5VsAkynKuMAeDdwDYDtqZI2K217A3+StKvtmT08b1dxt9fv2vbvbVvSdKqSj+kAkmYAI4Gpi00mjaNauWat9VfrYagRERER/VefWEEuCeRCYJakn5VV4Csahl0IfA241vaiJTzPysA2QFfJ6ZOlZKGtdGFWra9eHrGotr+IV3/h2Jeq/hgA23NtX2T7WOCXVDXFPYn7n99PJ8MeA15f23898Hg7cddjboz7n2yPt91iu2WNtQb3JNyIiIiIfq3pCbKk4VQ3qp3pysfKDWqLJZG2/wqcBJy1hOcZBHwLeNT2tC6GTwSOKttHsfiNfV2dR1QryVPL/m5tT8GQNBjYEvhLD+Zb7PvpaFwpBZkjaZcSw0d7EndEREREVJpVYjFE0lRgENXNdr8AvtfVQbZ/1MV8ba6y3fbkifMlzQdWpbpp7oC2QZIuoLrpb31JjwGn2P4p8G3g15KOAf4KHNL9S2NH4M5aMjsKOLskrSsBlwO/62KOTr8fSY8AawGDJX0AeLfte4BPUj2ZYwhwZflERERERA+ok0XJWAKSTgYetN14I2G/tfGotX3Mt3ZtdhgRA1peNR0RsfxJmmy7pbG9L92kNyDY/nqzY4iIiIiIJZcEObq08Tqjs7oVERERK4ym36QXEREREdGXJEGOiIiIiKhJiUV06YHZD7LvxPc3O4yIAevK909sdggREVGTFeSIiIiIiJokyBERERERNUmQIyIiIiJqkiAvZ5Is6Re1/VUkPSXpsrJ/dNmfWvtsKWmkpHmS7pQ0U9Idko6qzbOnpOdrx3ylGdcXERER0d/lJr3l70Vga0lDbM8D3gX8rWHMBNvH1RskjQT+bHv7sr8ZcJGklWz/rAy7yfb+vRt+RERExMCWFeTmuBJ4b9k+HLigpxPYfgg4HvhMZ+PKyvO9kn4i6W5J50vaW9Itkh6QtFOPo4+IiIgYwJIgN8eFwGGSVgO2BW5v6D+0ocRiSAfzTAHG1PZ3lXSXpCslbVVr3xw4vZxrDHAEsDtwAvDl9iaWNE5Sq6TWBS8s6PEFRkRERPRXKbFoAtvTSsnE4cAV7Qxpr8SivanqjVOAN9ieK2k/4BJgdOl72Pb0Ms8M4HrbljQdGNlBjOOB8QBrbz7M3buyiIiIiP4vK8jNMxH4LktQXlGzPTATwPYLtueW7SuAQZLWL+Pm145ZVNtfRH5JioiIiFhMkqPmOQd43vZ0SXv29OCyAv1d4IyyvxHwZFkZ3onql59ngKHLKuCIiIiIFUES5Cax/RhVXXB7DpW0e23/WOBxYJSkO4HVgDnAGbUnWBwMfFLSK8A84LCSLPfOBUREREQMULJTXhqdW3vzYX7r997e7DAiBqwr3z+x2SFERKyQJE223dLYnhXk6NLoYZvn/8AjIiJihZGb9CIiIiIiapIgR0RERETUJEGOiIiIiKhJDXJ06YHZj7Pfxac0O4yI5eqKA/+z2SFERESTZAU5IiIiIqImCXJERERERE1KLAYISRsCpwG7AM8BC4Dv2L649K8HXF+GbwQsBJ4q+zvZXrB8I46IiIjom5IgDwCqXpd3CXCe7SNK2xuA97eNsf0MMLb0nQrMtf3d5R1rRERERF+XBHlgeAewwPYP2xps/wU4o3khRURERPRPqUEeGLYCprTXIWljSVf0dEJJ4yS1Smpd8MJLSx1gRERERH+RBHkAkvQDSXdJ+pPtx23v19M5bI+33WK7ZfBaq/dGmBERERF9UhLkgWEGsEPbju1PAe8EhjctooiIiIh+KgnywPB/wGqSPllry7JvRERExBJIgjwA2DbwAWAPSQ9LugM4D/jSktYgR0RERKyo8hSLAcL2E8BhHXTv1zD21F4PKCIiIqKfygpyRERERERNVpCjS6OHbcwVB/5ns8OIiIiIWC6yghwRERERUZMEOSIiIiKiJiUW0aUHZs/ivRd9v9lhRABw+Qc/0+wQIiJigMsKckRERERETRLkiIiIiIiaPpcgSxoi6Q+SVl7G8x4t6cxlNa6DY0dKOqI7c0m6TtI6DW0/krRbO3PevSTxlOO/vKzmioiIiFgR9LkEGfgX4CLbC7szeFkn0ktpJHBEV4OKXwDHNrTtDNy2LAMCvtz1kIiIiIho0xcT5COBSyXtKelGSRdLukfSDyWtBCBprqSvSrod2FXShyXdIWlqWYVduYz7mKT7Jf0B2K2jE3Y0TtJwSb+T9Kfy2a20nyrpF5L+T9IDkv6tHPJt4G0ljs+Xto0lXVXGfad22onA4bVzvRm43/ZCSTtKukvSrcCnamNWlvTfJZZpkj5e2tv9riR9GxhS4jm/TLOypB9LmiHpGklDevwvFBERETGAdTtBLqUPW/RmMJIGA5vZfqQ07QR8AdgGGAV8sLSvAdxte2fgGeBQYDfbY4GFwJGSRgD/SZXwvgvYsoNzdjbudOA0228BDgJ+UuvbFngvsCvwFUkbAycCN9kea/u0Mm5siW8b4FBJmwDYfg5YVdJ6Zdy+wFVl+2fAZ2zv2hDuMcDzJZ63AP8m6Y0dfVe2TwTmlXiOLONGAz+wvRUwu1xXe9/LOEmtkloXPD+3vSERERERA1K3EmRJ7wOmUhI4SWMlTeyFeNanStra3GH7oVJucQGwe2lfCPyubL8T2BH4k6SpZX8zqnKFSbafsr0AmNDBOTsbtzdwZpl3IrCWpDVL36W259l+GriBKkFtz/W2n7f9D+Ae4A21vlnAxmX7PcBVktYGhtn+Q2n/RW38u4GPlnhuB9ajSng7+64aPWx7atmeTFUW8hq2x9tusd0yeO2hHUwVERERMfB09znIp1IlgJMAbE+VNLIX4pkHrFbbd0N/2/4/ajXKAs6z/f/qAyV9oJ3j22qWJ5fdicCU9sYVKwG72p7XMEdnsTWaX9teyOLf+WrAPEmrUyXFj0sa1slcAj5t++qGePZcinhSYhERERFR090Si1dsP9+rkfDPsoOVJbUlyTtJemOpPT4UuLmdw64HDpa0AYCkdSW9gWqFdU9J60kaBBxSzrGwlByMtf2VjsYV1wDHte1IGlvrO0DSaqVEYk/gT8AcYE26QVWWvRHwCLAX1So0tmcDz0tqWwE+snbY1cAnS5xIepOkNbr4rl5uGx8RERERXetugnx3eXzZypJGSzoD+GMvxXQNr5YH3Ep149vdwMPAxY2Dbd8DnAxcI2kacC0wwvYTVCvftwLXUa0Uv0YX4z4DtJQb4u4BPlHruwO4nOqpE1+z/TgwDXil3GD3eTq3I3Cb7VdYvP4Y4GPAD8pNevXV659QlWlMKY9r+xGvrkh39F2NB6bVbtKLiIiIiE7I7ugv8bVBVQnASVQ1sFCtZH691NUu24Ck7YHjgZ8CJ9jef1mfY2lJOhWYa/u7SzHH6cBE29dLmgLsbPvlJZxrT3rxu1p78029+3dO6I2pI3osr5qOiIhlRdJk2y2N7V3WIJea3Ym296ZKknuV7Tsl3QD0pecb94a7bV8PYHuHZgcTEREREZXuriBPBD6yPOqQo+9paWlxa2trs8OIiIiIWKaWeAW5+AcwXdK1wIttjbbzt86IiIiIGFC6myBfXj4REREREQNatxJk2+f1diDRdz343DPs/7tzmx1G9EOXHXR0s0OIiIjosW4lyJIepp0XT9jebJlHFBERERHRRN0tsagXL69G9TKNdZd9OBERERERzdWtF4XYfqb2+Zvt/wXe0buhRRtJp0rq8YOIJY2VtN/SzpLrSqoAAQAASURBVBMRERGxIuluiUX9Ob0rUa0od+uVytFUY6n+ra5ochwRERER/UZ3Syz+p7b9CtWrjD+07MOJNpJOAj4KPAo8BUyWNAr4ATAceAn4N9v3SjqX6lF8WwEbUr2J8Brgq8AQSbsD3ypTbylpErAp8L+2v7/cLioiIiKiH+hugnyM7YfqDZLe2AvxBCBpR+AwYHuqf6MpwGRgPPAJ2w9I2hk4i1dLXUYCewCjgBuAzYGvAC22jyvzngqMAfai+gvAfZLObu8V15LGAeMAhqy/Xq9cZ0RERERf1N0E+bdA4+uQfwvsuGzDieJtwMW2X4J/vslwNeCtwG8ktY1btXbMr20vAh6Q9BBVItyey23PB+ZLmkW14vxY4yDb46kScoaNemPXr1uMiIiIGCA6TZAljaH6s/3akj5Y61qLKmGL3tOYlK4EzLY9tpvjO0pq59e2F9L9X5IiIiIiVghdPcViC2B/YBjwvtpnB+DfejWyFduNwIGShkhak+o7fwl4WNIhAKpsVzvmEEkrlTrlzYD7gDnkZsqIiIiIHul09dD2pcClkna1fetyimmFZ3uKpAnAVOAvwE2l60jgbEknA4OAC4G7St99wB+oSiY+Yfsfkm4ATpQ0lVdv0ouIiIiITnT3z+t3SvoUVbnFP0srbP9Lr0QV2P4G8I12uvbp4JBbbH++YY5ngbd0co6tlzzCiIiIiIGpWy8KAX4BbAS8h2qV8vVUf76PiIiIiBhQZHf9gAJJd9reXtI029tKGgRcbTtv01sBtLS0uLW1tdlhRERERCxTkibbbmls7+4KcttzcmdL2hpYm+q5uxERERERA0p3a5DHS1oH+A9gIjCU6iUUEREREREDSrdKLGLFNmzUKO/+X99udhjRx1x28CHNDiEiImKpLFWJhaQNJf1U0pVlf0tJxyzrICMiIiIimq27NcjnAlcDG5f9+4HP9UI8ERERERFN1d0EeX3bvwYWAdh+heo1xRERERERA0p3E+QXJa0HGEDSLsDzvRbVMiJpT0mX9fCYSZJeU4vSyfgRki6TtIakZySt3dB/iaQPle19JN0h6V5JUyVNkLRpbezxpW+6pLskfa88Uq+zWO8rc02VtEEPr/W6cvNlRERERBTdTZCPp3p6xShJtwA/Bz7da1F1QdLKzTp3O44Hfmz7ReAa4ANtHSVZ3h24rDwe7wzgKNtjbI8Fzqc8Lk/SJ4B3A7vY3obqDXizgCFdnP9I22PLZ1YPY/8FcGwPj4mIiIgY0DpNkNtWN21PAfYA3gp8HNjK9rTeCEjSyLKKep6kaZJ+K2l1SY9I+oqkm4FDJL1b0q2Spkj6jaSh5fh9yvE3Ax/s5DxfkfQnSXdLGi9Jte4PS/pj6dupjN+jtlJ7p6Q1y9iDgKvK9gXAYbV5DgSusv0S8CXgm7ZntnXanmj7xrJ7EvBJ27NL3wLb37b9whJ8h+dKOlvSDZIeKrGfI2mmpHNrQycCh/d0/oiIiIiBrKsV5Etq2xNsz7B9t+2XOzpgGdkCGG97W+AFXl3l/Ift3YHrgJOBvW3vALQCx0taDfgx8D7gbVSvx+7ImbbfYntrqlXa/Wt9a9h+aznvOaXtBOBTZeX3bcA8SW8EnrM9v4y5CtixlKNAlSxfULa3Aqa0F0hJtofafrizL6UDPytJ+380JPnrAO8APg/8HjitxLCNpLEAtp8DVq3FW49pnKRWSa0LXuhxjh4RERHRb3WVINcTrs16M5AGj9q+pWz/kqpMAWBC+bkLsCVwi6SpwFHAG4AxwMO2H3D1gOdfdnKOvSTdLmk6VSK5Va3vAoCyuruWpGHALcD3JH0GGFZuVBwBPNV2kO0FVKuyB0taHxhLVXaxGEnrlaT2fkknUH3PrvW/p/Q/IumtnVzDkaUc423l85Fa3+/LdzAdeNL2dNuLgBks/hbEWbz6dJJ/sj3edovtlsFrrdVJCBEREREDS1cJsjvY7m2N52rbf7H8FHBtrfZ2S9vHdHBsdYB0dUk6f1JWms8CDi4J5o+B1To7v+1vA/9Ktdp8m6QxwLyG4+DVMouDgUtrq+0zgB3KZM+UlejxVCvHL1DdCPnG0n916b8bGNze9ZRxfys/5wC/Anaqdbetai+qbbft19+guFq5joiIiIig6wR5O0kvSJoDbFu2X5A0R1Jv/t19U0m7lu3DgZsb+m8DdpO0OUCpUX4TcC/wRkmjascCYPs9JZn+V15Nap8utcsHN8x/aJl3d+B5289LGlVWYf+LqqRjDNXzoEc2HHsDMBr4FK+WVwB8BzhJ0ptrbavXtr8FnF1WqynlEo3J9z9JWqWsUlOedLE/VULdbeUcGwGP9OS4iIiIiIFslc46bTfraREzgaMk/Qh4ADib2lMzbD8l6WjgAkmrluaTbd8vaRxwuaSnqRLrrRsntz1b0o+pyg8eAf7UMOQ5SX8E1gL+pbR9TtJeVM9/vge40vZ8SX+WtLntB8vciyT9DjgEaLsBD9vTJX0W+HmpOX4G+CtwShlyNlXCfLuk+cBcqrKOOzv4jlYFri7J8cpUddk/7mBsR3YEbivlIhEREREBqCpT7TskjQQuKzfP9XmSDgR2tH1ys2PpKUmnAxNtX9/ZuGGjRnn3//r2cooq+ovLDj6k2SFEREQsFUmTbb/m/RedriBH12xf3N5TIPqJu7tKjgE2X2edJEMRERGxwuhzCbLtR2inLKIvs/2T3pxf0u1UJRV1H7E9fWnmtd3TkoyIiIiIAa/PJcjxWrZ3bnYMERERESuKJMjRpQefe4EDfntV1wNjwLj04H2aHUJERETTdPWYt4iIiIiIFUoS5IiIiIiImiTIERERERE1SZD7IEmnSjqh2XFERERErIiSIC8jquT7jIiIiOjnktAtBUkjJc2UdBYwBfippLslTZd0aBmzp6TLasecWV6TjaT9JN0r6WZJ36+PA7aUNEnSQ5I+03C+H0uaIekaSUNK3yhJV0maLOkmSWNK+yElprsk3VjatpJ0h6SpkqZJGr08vq+IiIiI/iAJ8tLbAvg58HXg9cB2wN7Af0sa0dFBklYDfgTsa3t3YHjDkDHAe4CdgFMkDSrto4Ef2N4KmA0cVNrHA5+2vSNwAnBWaf8K8B7b2wHvL22fAE63PRZoAR5rJ75xkloltS544fnufA8RERERA0IS5KX3F9u3AbsDF9heaPtJ4A/AWzo5bgzwkO2Hy/4FDf2X255v+2lgFrBhaX/Y9tSyPRkYKWko8FbgN5KmUiXebcn5LcC5kv4NWLm03Qp8WdKXgDfYntcYnO3xtltstwxea+1ufA0RERERA0MS5KX3YvmpDvpfYfHvebUuxreZX9teyKsvdWmvfSVgtu2xtc+bAWx/AjgZ2ASYKmk927+iWk2eB1wt6R1dxBIRERGxwkiCvOzcCBwqaWVJw4G3A3cAf6GqJ15V0trAO8v4e4HNJI0s+4cu6YltvwA8LOkQ+OcNg9uV7VG2b7f9FeBpYBNJm1GtXn8fmAhsu6TnjoiIiBho8qrpZediYFfgLsDAF23/HUDSr4FpwAPAnQC250k6FrhK0tNUyfTSOBI4W9LJwCDgwhLLf5eb8ARcX9pOBD4s6WXg78BXl/LcEREREQOGbDc7hhWWpKG250oS8APgAdunNTuuRsNGvcl7/Nf3mx1GLEeXHrxPs0OIiIjodZIm225pbM8KcnP9m6SjgMFUK8s/anI87dp8nbWSMEVERMQKIwlyE5XV4j63YhwRERGxIstNehERERERNUmQIyIiIiJqUmIRXfrzcy/ywd/d2uwwVjgXHbRrs0OIiIhYIWUFOSIiIiKiJglyRERERERNSix6iaSTgCOoXge9CHgOWAcYCgwHHi5DjwW+CYygeo30YOA64GTbsyVtAvwc2KjMM9726e2cb0/g0tq8F9nOC0AiIiIieigJci+QtCuwP7CD7fmS1gcG2368JLIn2N6/Nh7gSNutkgYD36JKdvcAXgG+YHuKpDWByZKutX1PO6e+qT5vRERERPRcSix6xwjgadvzAWw/bfvx7hxoewHwRWBTSdvZfsL2lNI3B5gJvK67gUgaKeleST+RdLek8yXtLekWSQ9I2qnHVxcRERExgCVB7h3XAJtIul/SWZL26MnBthcCdwFj6u2SRgLbA7d3cOiuku6SdKWkrWrtmwOnA9uWOY8AdgdOAL7c3kSSxklqldQ6/4XnehJ+RERERL+WBLkX2J4L7AiMA54CJkg6uofTaLEdaSjwO+Bztl9oZ/wU4A22twPOAC6p9T1se7rtRcAM4HrbBqYDIzu4hvG2W2y3rLrWOj0MPSIiIqL/SoLcS2wvtD3J9inAccBB3T1W0srANlTlFEgaRJUcn2/7og7O90JJzLF9BTCo1D5DdfNfm0W1/UWkDj0iIiJiMUmQe4GkLSSNrjWNBf7SzWMHUd2k96jtaaru4PspMNP29zo5bqMyllJXvBLwzBJeQkRERMQKK6uHvWMocIakYVRPoXiQqtyiM+dLmg+sSvWYtwNK+27AR4DpkqaWti/bvkLSJwBs/xA4GPikpFeAecBhtl1y5oiIiIjoJlWlqBEdW2fUm73Xd85pdhgrnLxqOiIiondJmmy7pbE9JRYRERERETUpsYgujVpnjaxmRkRExAojK8gRERERETVJkCMiIiIialJiEV16aPZ8Dr3ooWaHMWBM+OBmzQ4hIiIiOpEV5IiIiIiImiTIERERERE1KbFYDiSdBBwBLKR6vfNzwDpULxQZDjxchh4LfBMYQfU66MFULw052fZsSasBN1K9TGQV4LflVdZIWheYAIwEHgE+ZPu55XB5EREREQNKVpB7maRdgf2BHWxvC+wNHGl7LPCvwE22x5bPH8thR5ax21IlypeW9vnAO2xvR/X66n0k7VL6TgSutz0auL7sR0REREQPZQW5940AnrY9H8D209090PYCSV8EHpS0ne27gLmle1D5tL0K8QBgz7J9HjAJ+JKko4EPACsDWwP/Q7Uy/RGqhHs/288u4bVFREREDDhZQe591wCbSLpf0lmS9ujJwbYXAncBYwAkrSxpKjALuNb27WXohrafKMc8AWxQm2ZrqhKPnYBvAC/Z3h64Ffhoe+eVNE5Sq6TW+c8nf46IiIgVRxLkXmZ7LrAjMA54CphQVnV7QrX5FpbyjNcDO0nauhvH32B7ju2ngOeB35f26VQ1y+3FPd52i+2WVddet4fhRkRERPRfSZCXg5LUTio31B0HHNTdYyWtDGwDzGyYczZVGcU+pelJSSPKMSOoVpjbzK9tL6rtLyJlNhERERGLSYLcyyRtIWl0rWks8JduHjsI+BbwqO1pkoZLGlb6hlDd8HdvGT4ROKpsH8WrN/ZFRERERA9k9bD3DQXOKIntK8CDVOUWnTlf0nyqx7ldR3UDHlQ3/J1XVpVXAn5t+7LS923g15KOAf4KHLJMryIiIiJiBSHbXY+KFdq6m2/jd30nC9LLSl41HRER0TdImmy7pbE9JRYRERERETUpsYgubTZs1ax6RkRExAojK8gRERERETVJkCMiIiIialJiEV2aNftlTr/4780Oo+k+e+BGzQ4hIiIiloOsIEdERERE1CRBjoiIiIioSYLcz0iaJOk9DW2fk3SWpNGSLpP0Z0mTJd0g6e21cftIukPSvZKmSpogadPlfxURERERfVcS5P7nAuCwhrbDSvvlwHjbo2zvCHwa2AxA0tbAGcBRtsfYHgucD4xcTnFHRERE9Au5Sa//+S3wdUmr2p4vaSSwMfAm4FbbE9sG2r4buLvsfgn4pu2Ztf6JRERERMRisoLcz9h+BrgD2Kc0HQZMALYCpnRyaFf9EREREUES5P6qXmbRVl6xGEkXS7pb0kXt9K1XapDvl3RCeyeQNE5Sq6TWuS88s0yDj4iIiOjLkiD3T5cA75S0AzDE9hRgBrBD2wDbBwJHA+uWpn/2236m1CCPB4a2dwLb42232G4ZutZ6vXQZEREREX1PEuR+yPZcYBJwDq+uHv8K2E3S+2tDV69tfwc4SdKbO+iPiIiICHKTXn92AXARpdTC9jxJ+wPfk/S/wJPAHODrpX+6pM8CP5e0JvAM8FfglCbEHhEREdFnJUHup2xfDKih7V5gv06OuZzqUXARERER0YGUWERERERE1GQFObq0wbBBfPbAjZodRkRERMRykRXkiIiIiIiaJMgRERERETUpsYguzX7uFS79zdPNDqNXHHDI+s0OISIiIvqYrCBHRERERNQkQY6IiIiIqEmCHBERERFRkxrkJpJ0EnAEsBBYBDwHrAMMBYYDD5ehxwLfBEYA84HBwHXAybZnl7keoXpz3kLgFdsty+s6IiIiIgaSJMhNImlXYH9gB9vzJa0PDLb9uKQ9gRNs718bD3Ck7VZJg4FvAZcCe9Sm3cv2wLybLiIiImI5SYlF84wAnrY9H8D207Yf786BthcAXwQ2lbRdZ2MlTZJ0mqQbJc2U9BZJF0l6QNLXl/oqIiIiIgaYJMjNcw2wiaT7JZ0laY8uj6ixvRC4CxjT1gRcI2mypHENwxfYfjvwQ6pV508BWwNHS1qvvfkljZPUKqn1hRee6UloEREREf1aEuQmsT0X2BEYBzwFTJB0dA+nUW17N9s7APsCn5L09lrfxPJzOjDD9hNl5fohYJMO4htvu8V2y1prtZtDR0RERAxISZCbyPZC25NsnwIcBxzU3WMlrQxsA8wscz1efs4CLgZ2qg2fX34uqm237acOPSIiIqImCXKTSNpC0uha01jgL908dhDVTXqP2p4maQ1Ja5a+NYB3A3cv45AjIiIiVghZPWyeocAZkoYBrwAPUpVbdOZ8SfOBVake83ZAad8QuLg86WIV4Fe2r+qNoCMiIiIGuiTITWJ7MvDWDvomAZMa2vbsZK6HgHafZlE/rnHezuaMiIiIWFElQY4uDVtnFQ44ZP1mhxERERGxXKQGOSIiIiKiJglyRERERERNEuSIiIiIiJrUIEeXXnzmFW4976lmh9Fjux41vNkhRERERD+UFeSIiIiIiJokyBERERERNSmxWA4knQQcASyker3zc8A6VC8LGQ48XIYeC3wTGEH1SujBVC8EOdn27DLXOcD+wCzbW9fOsS4wARgJPAJ8yPZzvXtlEREREQNPVpB7maRdqRLaHWxvC+wNHGl7LPCvwE22x5bPH8thR5ax21Ilypf+f/buO0yvqlz/+PcmBIj0EiBICU06BBiaoICiguIBbDSFeDgnKiI2forlKHaPhyMHQcGoCCJSlBZ6k0iRNoGQQmhSJFJCJ4GYQHL//thrZOdlyjthJlNyf67rvbL3Wmuv9ew9r/LMmrX3rnV5OrB3O0MdC1xne2PgurIfEREREd2UBLn3jQCesT0HwPYzth9v5kDbc4GvAOtK2qaU3QA8107z/YAzyvYZwP4AkkZLukjSJZIelnSUpC9JukvSrWXmOSIiIiKKJMi972pgHUn3S/qFpN27c7DtecDdwKZdNF3D9hPlmCeA1Wt1W1It8dgR+AHwiu1tgVuAw9rrTNIYSa2SWp+f+Wx3Qo6IiIgY0JIg9zLbs4DtgTHA08C5kkZ3sxu9yTCutz3T9tPAi8AlpXwy1ZrlN7A91naL7ZaVl1/1TQ4fERERMXAkQV4EbM+zPd72t4GjgA83e6ykIcBWwLQumj4laUQ5ZgQwo1Y3p7Y9v7Y/n9yoGREREbGAJMi9TNImkjauFY0CHm3y2KHAj4DHbE/qovk44PCyfTgL3tgXEREREU1Kgtz7lgPOkHSPpEnA5sBxXRxzVmk7BViW6gY8ACSdTbV2eBNJ0yUdUap+DLxH0gPAe8p+RERERHSTbPd1DNHPbbb+KJ923DV9HUa35VXTERER0RlJE2y3NJZnBjkiIiIioiY3aEWXll11yczGRkRExGIjM8gRERERETVJkCMiIiIiarLEIro0Z8arPHjSU4tkrI0+t8YiGSciIiKiI5lBjoiIiIioSYIcEREREVGTBLmXSLKkM2v7S0p6WtKlZX902Z9Y+2wuaaSk2ZLukjRN0u2SDq/1s5+kSaV9q6TdanV7S7pP0oOSjl20ZxwRERExOGQNcu95GdhS0jDbs6nebvePhjbn2j6qXiBpJPA329uW/Q2ACyQtYfu3wHXAONuWtDVwHrCppCHAz8s404E7JI2zfU8vnmNERETEoJMZ5N51BfCBsn0wcHZ3O7D9EPAl4OiyP8uvv/5wWaBte0fgQdsP2Z4LnEN5RbWk8ZJOkHRDmZXeQdIFkh6Q9P2FPruIiIiIQSgJcu86BzhI0jLA1sBtDfUHNiyxGNZBP3cCm7btSDpA0r3AZcC/l+K3Ao/VjpleytrMtf1O4FTgYuCzwJbAaEmrNg4oaUxZwtH63Kznmj3fiIiIiAEvCXIvsj0JGEk1e3x5O03OtT2q9pndQVdq6PdC25sC+wPfa69NW9Pa9rjy72Rgqu0nbM8BHgLWaSf2sbZbbLesstwqHYQVERERMfhkDXLvGwccD+wBvGGmtknbAtMaC23fIGlDSatRzRjXE921gcdr+3PKv/Nr2237+R5EREREFEmMet9pwIu2J0vao7sHl5v2jgdOKvsbUd3EZ0nbAUsBzwIvABtLWp/qZsCDgEN6IP6IiIiIxUoS5F5mezpwYgfVB9Yf0wYcSTXru6Gku4BlgJnASeUJFgAfBg6T9CowGziw3LT3mqSjgKuAIcBptqf2/BlFREREDG56/YEIEe3bat1tfOH/u3qRjJVXTUdERMSiImmC7ZbG8tykFxERERFRkyUW0aWlVx+amd2IiIhYbGQGOSIiIiKiJglyRERERERNllhEl159ag5P/u8DPd7vml/euMf7jIiIiHizMoMcEREREVGTBDkiIiIioqZPEmRJ8yRNlDRV0t2SviSp3VgknS7pFUnL18pOlOTyiuV6f22fY0v5eEn3SZok6V5JJ0taqdQtI+n2Mv5USd+p9b+KpGskPVD+XXkhznEXSb+S9BZJZ0maLGmKpJskrVeL9UlJ/6jtL9XZ9ZG0Y63t3ZIOqI25fRnnQUk/k6Tuxh0RERGxuOurNcizbY8CkLQ68AdgReDbHbR/ENgP+H1JFPekep3yG/prx6G2WyUtBfwIuBjYHZgDvMv2LElDgZskXWH7VuBY4DrbPy7J9rHAV7t5jnsDVwKfB56yvVU5302AJ2vnfxwwy/bxbQdK6uz6TAFabL8maQRwt6RLbL8GnAKMAW4FLi8xXNHNuCMiIiIWa32+xML2DKqk7qhOZjzPBg4s23sANwOvdXOcucBXgHUlbePKrFI9tHzaXiu4H3BG2T4D2B9A0mhJF0m6RNLDko4qs7t3SbpV0iq1Id8NXAuMoJbM277P9pxuxL3A9bH9SkmGoXoVtUtsI4AVbN9SXj39u1rcp0s6RdL1kh6StLuk0yRNk3R6s7FERERELA76PEEGsP0QVSyrd9DkAWB4WepwMHBOQ/2whiUWB76xC7A9D7gb2BRA0hBJE4EZwDW2bytN17D9RDnmiYa4tgQOAXYEfgC8Yntb4BbgsNLvasCrtl8ETgO+KukWSd+X1O1HNzReH0k7SZoKTAY+XRLmtwLTa4dNL2VtVgbeBXwRuAQ4AdgC2ErSqMYxJY2R1Cqp9dmXn+tuyBEREREDVr9IkIuu1steABwE7ATc2FA32/ao2ufcZsaxPa8sZVgb2FHSlk3Eeb3tmbafBl6kSjahSlZHlu33AleXMSYCGwD/A6wC3CFpsybG6Szu22xvAewAfE3SMrR//VzbvqTMLE+mWvIx2fZ8YGot7tcPtMfabrHdsuqyqzRWR0RERAxa/SJBlrQBMA+YIem3ZRb48oZm5wDfo5rpnb+Q4wwBtgKm1cttvwCMp1qzC/BUWbLQtnRhRq15fXnE/Nr+fF5f070P1frjtv5n2b7A9pHA74H3dzPuf12fhrinAS9TzWpPp0r026wNPN5O3PWYG+OOiIiIWOz1eYIsaThwKnByWRf8yTILvEASafvvwDeAXyzkOEOpbtJ7zPYkScNrT7QYBuwF3FuajwMOL9uHU93Y1+w4ArYGJpb9XdueglFuFNwceLQb/S1wfSStL2nJUrcesAnwSFkKMlPSziWGw7oTd0RERERU+mrmcFhZ+zuU6ma7M4GfdnWQ7V920V+bK20fW7bPkjQHWJrqprn9SvkI4Iwyq7wEcJ7tS0vdj4HzJB0B/B34aLMnBmwP3FWWMwBsCJxSktYlgMuA87voo7PrsxtwrKRXqWZ/j7T9TKn7DHA6MIzq6RV5gkVEREREN+n1PC56gqRvAg/abryRcMDaZp2tfNUXLujxfvOq6YiIiOhLkibYbmksz9rTHmb7+30dQ0REREQsvCTI0aWhayyd2d6IiIhYbPT5TXoREREREf1JEuSIiIiIiJossYguvTrjZZ468dZuH7fG53fuhWgiIiIieldmkCMiIiIiapIgR0RERETUJEGOiIiIiKhJgtxLJFnSmbX9JSU9LenSsj+67E+sfTaXNFLSbEl3SZom6XZJh9f62VTSLZLmSDqmYcy9Jd0n6UFJxxIRERER3Zab9HrPy8CWkobZng28B/hHQ5tzbR9VL5A0Evib7W3L/gbABZKWsP1b4DngaGD/huOGAD8v40wH7pA0zvY9PX5mEREREYNYZpB71xXAB8r2wcDZ3e3A9kPAl6iSYmzPsH0H8GpD0x2pXnH9kO25wDnAfgCSxks6QdINZVZ6B0kXSHpAUt78FxEREVGTBLl3nQMcJGkZYGvgtob6AxuWWAzroJ87gU27GOutwGO1/emlrM1c2+8ETgUuBj4LbAmMlrRqY2eSxkhqldT63KwXuhg6IiIiYvBIgtyLbE8CRlLNHl/eTpNzbY+qfWZ30JWaGK69Nq5tjyv/Tgam2n7C9hzgIWCddmIfa7vFdssqy63UxPARERERg0PWIPe+ccDxwB7AG2Zqm7QtMK2LNtNZMNFdG3i8tj+n/Du/tt22n+9BRERERJHEqPedBrxoe7KkPbp7cLlp73jgpC6a3gFsLGl9qpsBDwIO6e54EREREYu7JMi9zPZ04MQOqg+UtFtt/0iqWd8NJd0FLAPMBE4qT7BA0ppAK7ACMF/SF4DNbb8k6SjgKmAIcJrtqb1xThERERGDmWx33SoWa9usu5mv/vJvu33cGp/fuReiiYiIiOgZkibYbmkszwxydGno6ssm2Y2IiIjFRp5iERERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIA9AkkZKmtJQ1iLpZ93s5zhJx/RsdBEREREDW56DPEjYbqV6w15EREREvAmZQR7gJG0g6S5J/0/SpaXsOEmnSRov6SFJR9faf0PSfZKuBTbps8AjIiIi+qnMIA9gkjYBzgE+CawE7F6r3hTYE1geuE/SKcDWwEHAtlQ/+zuBCR30PQYYA7Duuuv2zglERERE9EOZQR64hgMXAx+3PbGd+stsz7H9DDADWAN4B3Ch7VdsvwSM66hz22Ntt9huGT58eC+EHxEREdE/JUEeuF4EHgN27aB+Tm17Hq//tcC9GVRERETEQJcEeeCaC+wPHCbpkCaPuQE4QNIwScsDH+yt4CIiIiIGqiTIA5jtl4F9gS8CKzbR/k7gXGAicD5wY2/GFxERETEQyc5f3KNzLS0tbm3NE+QiIiJicJE0wXZLY3lmkCMiIiIiapIgR0RERETUZIlFdEnSTOC+vo4jesVqwDN9HUT0ivxsB6f8XAev/Gz7xnq23/A827woJJpxX3vrc2Lgk9San+3glJ/t4JSf6+CVn23/kiUWERERERE1SZAjIiIiImqSIEczxvZ1ANFr8rMdvPKzHZzycx288rPtR3KTXkRERERETWaQIyIiIiJqkiBHRERERNQkQY4OSdpb0n2SHpR0bF/HEz1H0mmSZkia0texRM+RtI6k6yVNkzRV0uf7OqboGZKWkXS7pLvLz/Y7fR1T9CxJQyTdJenSvo4lkiBHByQNAX4O7ANsDhwsafO+jSp60OnA3n0dRPS414Av294M2Bn4bP53O2jMAd5lextgFLC3pJ37NqToYZ8HpvV1EFFJghwd2RF40PZDtucC5wD79XFM0UNs3wA819dxRM+y/YTtO8v2TKr/2L61b6OKnuDKrLI7tHxyl/0gIWlt4APAr/s6lqgkQY6OvBV4rLY/nfyHNmLAkDQS2Ba4rY9DiR5S/gQ/EZgBXGM7P9vB4/+ArwDz+ziOKJIgR0fUTllmKyIGAEnLAecDX7D9Ul/HEz3D9jzbo4C1gR0lbdnHIUUPkLQvMMP2hL6OJV6XBDk6Mh1Yp7a/NvB4H8USEU2SNJQqOT7L9gV9HU/0PNsvAOPJfQSDxa7Av0l6hGo547sk/b5vQ4okyNGRO4CNJa0vaSngIGBcH8cUEZ2QJOA3wDTbP+3reKLnSBouaaWyPQzYC7i3T4OKHmH7a7bXtj2S6r+1f7b98T4Oa7GXBDnaZfs14CjgKqobfc6zPbVvo4qeIuls4BZgE0nTJR3R1zFFj9gV+ATVDNTE8nl/XwcVPWIEcL2kSVQTGNfYzuPAInpJXjUdEREREVGTGeSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIAUXSaZJmSJrSRNsTak/2uV/SC10dkwQ5IiJ6nKTxkt7XUPYFSb/opH3LookuIgaB02nyZTm2v2h7VHkT5UlAly9RSoIcERG94Wyqlx7UHVTKIyLeFNs3AM/VyyRtKOlKSRMk3Shp03YOPZgm/n8oCXJERPSGPwH7SloaQNJIYC3gEEmtkqZK+k57B0qaVdv+iKTTy/ZwSedLuqN8du31s4iIgWQs8Dnb2wPHAAv8xUrSesD6wJ+76mjJXgkvIiIWa7aflXQ71Z9AL6aaPT4X+JHt5yQNAa6TtLXtSU12eyJwgu2bJK1L9abPzXoj/ogYWCQtB7wd+KOktuKlG5odBPzJ9ryu+kuCHBERvaVtmUVbgvzvwMckjaH6788IYHOg2QR5L2Dz2n/8VpC0vO2ZPRp1RAxESwAvlHXGHTkI+GyznUVERPSGi4B3S9oOGAY8T/Vnz3fb3hq4DFimneNc267XLwHs0nazje23JjmOCADbLwEPS/oogCrbtNVL2gRYGbilmf6SIEdERK+wPQsYD5xGNZu8AvAy8KKkNYB9Ojj0KUmbSVoCOKBWfjVwVNuOpFG9EHZEDACSzqZKdjeRNF3SEcChwBGS7gamAvvVDjkYOMe239jbG2WJRURE9KazqR6pdJDteyXdRfUfroeAmzs45ljgUuAxYAqwXCk/Gvi5pElU//26Afh0L8YeEf2U7YM7qGr30W+2j+tO/2oykY6IiIiIWCxkiUVERERERE0S5IiIiIiImiTIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgR0QMQJKOk/T7vo5jYUiypI2aaLeHpOkL0f+hkq5usu1oSTd1d4yIGNySIEfEgCHpEUlPSVq2VvYfksbX9iXp/0l6QNJsSX+X9GNJS7fT33hJz7dXV+rXlzRf0i965YTiTeko0bZ9lu339tAY4yX9R0OZJB0laZKkVyQ9Wdod1HDcPyXNkvSipBskbVWrP67Ef3RD318o5cd1EM9oSfNKv22fk9/kOeaXhIgGSZAjYqBZEvh8J/U/A8YAhwHLA/sA7wLOqzeSNBJ4B2Dg3zro6zDgeeCgjpLoWCz9DPgC8GVgVeCtwDeBvRvaHWV7udJmPHBmQ/39wOENZYeV8s7cYnu52ueobp9BD5K0ZF+OH9EbkiBHxEDzP8AxklZqrJC0MXAkcKjtW2y/Znsq8GFgb0nvqjU/DLgVOJ03Jin1Nt8EXgU+2Exwkt4r6b4ya/gLSX+pz0BK+ndJ08rM9VWS1qvVvV3SHeXYOyS9vVa3fulrpqRrgNUaxv1jmclsm63colb3fkn3lGP/IemYLs5hD0nTJX1F0gxJT0jav/Rzv6TnJH291n5pSf8n6fHy+b/6LxRlRv+JUvfvDWMtLen4MtP/lKRTJQ1r5lp3Ev8CM6Jd/UxKm+PLz+RhSfuUsh9Q/RJ1cttMraS3UX3HDrJ9je3ZtufZvsn26Pbisf0acA6weUPVHcBb2n5W5d9hpXxhzntfSRMlvSDpr5K2rtUdK+lv5Ttwj6QDSvlmwKnALuUcXyjlC8yct3NNLemzkh4AHmhi/K+W797M8rN498KcY8SikgQ5IgaaVqrZuPaSvHcD023fXi+0/RhVMvyeWvFhwFnl8z5Ja9SPkfQOYG2qxOa80r5TklYD/gR8jWrW8D6gnuTuD3wd+BAwHLgROLvUrQJcRjU7uSrwU+AySauWw/8ATKBKjL/HG5P6K4CNgdWBO8t5tfkN8CnbywNbAn/u6lyANYFlqGZHvwX8Cvg4sD1V0vgtSRuUtt8AdgZGAdsAO1L9YoGkval+Vu8p8e3VMM5/A28rx25UG69HdPUzKXYq5asBPwF+I0m2v0H1MzqqNlP7LuAx263diGEp4FCq72CjM3n9u3U48Ltm+20YYzvgNOBTVOf5S2Bc7ReVv1H93FYEvgP8XtII29OAT/P6rPRK3Rh2f6prt3ln40vaBDgK2KF8B98HPLIw5xmxqCRBjoiB6FvA5yQNbyhfDXiig2OeKPVI2g1YDzjP9gSq5OGQhvaHA1fYfp4qOd1H0updxPV+YKrtC8qs4c+AJ2v1nwJ+ZHtaqf8hMKrMIn8AeMD2mWXm+2zgXuCDktYFdgD+y/Yc2zcAl9QHtn2a7Zm25wDHAdtIWrFUv0qVxKxg+3nbd3ZxHm3H/MD2q1S/JKwGnFjGmApMBdpmCA8Fvmt7hu2nqRKwT5S6jwG/tT3F9sslNqBaywv8J/BF28/Znlmuyb/W8vaArn4mAI/a/pXtecAZwAhgDdq3WuPxZbb9BVVrjterVf2szMjOokoQv9NOf78HDpY0lOq8m7nxcucyXttnZ6rr+Evbt5UZ7TOAOVS/uGD7j7Yftz3f9rlUs747NjFWZ35Ufm6zuxh/HrA01XdwqO1HbP/tTY4d0auSIEfEgGN7CnApcGxD1TNUyU17RpR6qJLfq2237f+B2oxs+RP/RymzsLZvAf7OG5PoRmsBj9XiNFB/CsN6wIltiQ3wHCCqWdO1gEcb+nu0Vvd8STDrdW3xDlF1I+LfJL3E67NzbcswPkyVKD5alhfs0sV5ADxbEkaA2eXfp2r1s4Hlauddj/3RUtZW91hDXZvhwFuACbVrcmUp7yld/UyglvDafqVsLkf7nqXhO2Z7baprvTTVz7PN0WVGdhlgX+BP9WUH5di/Aw9S/WLwQPlrR1dutb1S7XMr1Xfry/XEGViH8nOQdFht+cMLVH9JWK2jAZpUj7XD8W0/SLVm+zhghqRzJK3V2FlEf5IEOSIGqm9TzVq9tVb2Z2AdSQvMjElah2om67qS/H4M2F3Vmt0ngS9SzbhuUw45AFgB+EWtzVvpepnFE1TLMtrGVX2fKqH4VENyM8z2X4HHqZKMunWBf5R+V1bt6R2lrs0hwH5UyxdWBEa2hQBg+w7b+1Etv7iIhhsWe0Bj7OuWMkrs63QQ9zNUifYWteuxYrmxrad09TPpihv2/wysLaml6Q6qWdsbqRLh9p6u8TuqG/4WanlF8RjVjH/9u/UW22eXWe1fUc1ir1qS9im8nsw3niPAy1S/vLRZs5029eM6HB/A9h9st/3lxlRLayL6rSTIETEglVmpc4Gja2X3U91wdJakncvM6hbA+cC1tq+lWjc5j+qGqVHlsxnVWtP6WtDTgK1qbXalWg7xr0d1teMyYCtVN7QtCXyWBROLU4Gv1W7KWlHSR0vd5cDbJB0iaUlJB5YYL7X9KNXa6+9IWqosEanfNLg81Z+zn6VKan7YVlHaHyppxbJc4qVy/j3pbOCbkoaXNb/f4vWlAucBoyVtLuktVL/YAFXiSJW4ndC2fEXSWyW9rxtjLyVpmdpnSEN9Vz+TrjwFtK21xvZ9VOtrz5H0HknDypiN65oXUGbtN6damtLoXKrE+c384vIr4NOSdlJlWUkfkLQ8sCxVUvp0ieWTVDPIbZ6iSvqXqpVNBD4k6S2qHqV3xMKOL2kTSe8q66H/SfVLUU9/ByN6VBLkiBjIvkv1H/+6o4BfUyVos6j+ZD+eapkBVMnvb23/3faTbR/gZODQMtv2buD/6vVlrfKVdPzEC8qSjY9S3ej1LFVC1EqVvGL7QqqZs3PKUogpVI+hw/azVH+G/3I59ivAvrVlIIdQ3RD1HFWSWZ9t/B3V0oV/APfwxpvBPgE8Usb8NNXNdj3p+1TnOQmYTHWT4PfLeV0B/B/VzOuDvPEGwa+W8ltLfNcCm3Rj7KlUCVfb55P1yq5+Jk04EfiIqidc/KyUfZZqLfNPqX4e06lunDyQailOm7anX8yiuhnvm+V6LMDVkzCuLWt5F0q5afA/qb7Hz1Nd09Gl7h7gf4FbqJLhrYCba4f/meo6Pimp7ft2AjC3tD+DBW/67Nb4VEtPfkz1F4Mnqf6S8fU39hLRf6hajhURET1N0hJUydOhtq/v63giP5OIaE5mkCMiepCk90laqfw5+etU6zzbe7xXLCL5mUREdyVBjojoBknv0IKv+Z1V+zM6wC5Uj417hmqd8P5v5k/nvUXS1zs4jzcsARgEBsTPJCL6jyyxiIiIiIioyQxyRERERETNkn0dQPR/q622mkeOHNnXYURERET0qAkTJjxj+w0vJ0qCHF1ae9kVuOKIL/R1GBEREbEYGP6Znn4SZcckNb7BFMgSi4iIiIiIBSRBjoiIiIioSYIcEREREVHT7xLk8l77v5R32/dkv6MlndxT7To4dqSkQ5rpS9K1klZuKPulpF3b6XPKwsRTjv96bftN9RURERGxOOh3CTLw78AFtuc107inE+k3aSRwSFeNijOBIxvKdqLn3+6U991HREREdEN/TJAPBS6WtIekGyRdKOkeSadKWgKgvO3pu5JuA3aR9HFJt0uaWGZhh5R2n5R0v6S/ALt2NGBH7SQNl3S+pDvKZ9dSfpykMyX9WdIDkv6zHPJj4B0lji+WsrUkXVna/aQ27Djg4NpYmwH3254naXtJd0u6Bfhsrc0QSf9TYpkk6VOlvN1rJenHwLASz1mlmyGSfiVpqqSrJQ3r9k8oIiIiYhDrVwmypKWADWw/Uop2BL4MbAVsCHyolC8LTLG9E/AscCCwq+1RwDzgUEkjgO9QJbzvATbvYMzO2p0InGB7B+DDwK9rdVsDH6B6hem3JK0FHAvcaHuU7RNKu1Elvq2AAyWtA2D7eWBpSauWdvsAV5bt3wJH296lIdwjgBdLPDsA/ylp/Y6ule1jgdklnkNLu42Bn9veAnihnFd712WMpFZJrc/Oeqm9JhERERGDUr9KkIHVqJK2Nrfbfqgstzgb2K2UzwPOL9vvBrYH7pA0sexvQLVcYbztp23PBc7tYMzO2u0FnFz6HQesIGn5Unex7dm2nwGup0pQ23Od7Rdt/xO4B1ivVjcDWKtsvw+4UtKKwEq2/1LKz6y1fy9wWInnNmBVqoS3s2vV6GHbE8v2BKplIW9ge6ztFtstqy63QgddRURERAw+/e1FIbOBZWr7bqhv2/9nbY2ygDNsf63eUNL+7RzftmZ5QtkdB9zZXrtiCWAX27Mb+ugstkZzatvzWPCaLwPMlvQWqqT4cUkrddKXgM/Zvqohnj3eRDxZYhERERFR069mkMuygyGS2pLkHSWtX9YeHwjc1M5h1wEfkbQ6gKRVJK1HNcO6h6RVJQ0FPlrGmFeWHIyy/a2O2hVXA0e17UgaVavbT9IyZYnEHsAdwExgeZqgKsteE3gE2JNqFhrbLwAvSmqbAT60dthVwGdKnEh6m6Rlu7hWr7a1j4iIiIiu9asEubia15cH3EJ149sU4GHgwsbGtu8BvglcLWkScA0wwvYTwHGlj2upZorfoIt2RwMt5Ya4e4BP1+puBy6jeurE92w/DkwCXis32H2Rzm0P3Gr7NRZcfwzwSeDn5Sa9+uz1r6mWadxZHtf2S16fke7oWo0FJtVu0ouIiIiITsju6C/xfUPStsCXgN8Ax9jet49DegNJxwGzbB//Jvo4ERhn+zpJdwI72X51Ifvag168VqPW28DXHPvd3ug6IiIiYgHDP/PxRTaWpAm2WxrL+9saZGzfJel6oD8937g3TLF9HYDt7fo6mM4sOXyVRfpljYiIiOhL/W4GOfqflpYWt7a29nUYERERET2qoxnk/rgGOSIiIiKizyRBjoiIiIio6XdrkKP/efXpJ3nqlJ903TCiH1vjM1/p6xAiImKAyAxyRERERERNEuSIiIiIiJokyIOcpC+UV1lHRERERBOSIA8CqnT0s/wCkAQ5IiIioklJkAcoSSMlTZP0C6rXY/9GUqukqZK+U9ocDawFXF9evoKk90q6RdKdkv4oabm+O4uIiIiI/icJ8sC2CfA729sCXy4Put4a2F3S1rZ/BjwO7Gl7T0mrAd8E9ipv72uleq33G0gaUxLu1udmvbxoziYiIiKiH8hj3ga2R23fWrY/JmkM1c90BLA5MKmh/c6l/GZJAEsBt7TXse2xwFiAbdZbO69bjIiIiMVGEuSB7WUASesDxwA72H5e0unAMu20F3CN7YMXXYgRERERA0uWWAwOK1Alyy9KWgPYp1Y3E1i+bN8K7CppIwBJb5H0tkUaaUREREQ/lxnkQcD23ZLuAqYCDwE316rHAldIeqKsQx4NnC1p6VL/TeD+RRpwRERERD+WBHmAsv0IsGVtf3QH7U4CTqrt/xnYoZfDi4iIiBiwssQiIiIiIqImM8jRpaHD12SNz3ylr8OIiIiIWCQygxwRERERUZMEOSIiIiKiJkssoktzZzzIIz/bv6/DiEFm5NEX9XUIERER7coMckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiIiapIgDwKSLpI0QdJUSWNK2RGS7pc0XtKvJJ1cyodLOl/SHeWza99GHxEREdG/5CkWg8O/235O0jDgDkmXAf8FbAfMBP4M3F3angicYPsmSesCVwGbNXZYEu0xAGutPGwRnEJERERE/5AEeXA4WtIBZXsd4BPAX2w/ByDpj8DbSv1ewOaS2o5dQdLytmfWO7Q9FhgLsPW6K7mX44+IiIjoN5IgD3CS9qBKenex/Yqk8cB9tDMrXCxR2s5eJAFGREREDDBZgzzwrQg8X5LjTYGdgbcAu0taWdKSwIdr7a8GjmrbkTRqUQYbERER0d8lQR74rgSWlDQJ+B5wK/AP4IfAbcC1wD3Ai6X90UCLpEmS7gE+vehDjoiIiOi/ssRigLM9B9insVxSq+2xZQb5QqqZY2w/Axy4aKOMiIiIGDgygzx4HSdpIjAFeBi4qE+jiYiIiBggMoM8SNk+pqf6Wmr1jRh59EU91V1EREREv5YZ5IiIiIiImiTIERERERE1WWIRXXr56Qe57Zf79nUYMcjs9KlL+zqEiIiIdmUGOSIiIiKiJglyRERERERNEuTFmKSRkqb0dRwRERER/UkS5IiIiIiImtykNwhIWhY4D1gbGEL1yukHgZ8CywHPAKNtPyFpe+A04BXgpr6JOCIiIqL/ygzy4LA38LjtbWxvCVwJnAR8xHZbQvyD0va3wNG2d+mbUCMiIiL6t8wgDw6TgeMl/TdwKfA8sCVwjSSoZpWfkLQisJLtv5TjzgT2aa9DSWOAMQBrrjKsd6OPiIiI6EeSIA8Ctu8vSyfeD/wIuAaY2jhLLGklwE32ORYYC7DZeis1dUxERETEYJAlFoOApLWAV2z/Hjge2AkYLmmXUj9U0ha2XwBelLRbOfTQPgk4IiIioh/LDPLgsBXwP5LmA68CnwFeA35WllUsCfwfMBX4JHCapFeAq/om3IiIiIj+KwnyIGD7KtpPdt/ZTtsJwDa1ouN6KayIiIiIASlLLCIiIiIiajKDHF1advhG7PSpS/s6jIiIiIhFIjPIERERERE1SZAjIiIiImqyxCK69OIzD3DFb97f12H0un2OuLyvQ4iIiIh+IDPIERERERE1SZAjIiIiImqSIEdERERE1CRBjoiIiIioGdQJsqQ9JHXrAb6Sxktq6Ub7EZIulbSspGfLq53r9RdJ+ljZ3lvS7ZLulTRR0rmS1q21/VKpmyzpbkk/lTS0i1jvK31NlLR6N8/1Wkkrd+eYiIiIiMFuQCbIkob0dQw1XwJ+Zftl4Gpg/7aKkizvBlwqaUvgJOBw25vaHgWcBYwsbT8NvBfY2fZWwA7ADGBYF+MfantU+czoZuxnAkd285iIiIiIQa3fJciSRpZZ1DMkTZL0J0lvkfSIpG9Jugn4qKT3SrpF0p2S/ihpuXL83uX4m4APdTLOtyTdIWmKpLGSVKv+uKS/lrodS/vdazO1d0lavrT9MHBl2T4bOKjWzwHAlbZfAb4K/ND2tLZK2+Ns31B2vwF8xvYLpW6u7R/bfmkhruHpkk6RdL2kh0rsp0maJun0WtNxwMEd9DFGUquk1pdmzu1uCBEREREDVr9LkItNgLG2twZe4vVZzn/a3g24FvgmsJft7YBW4EuSlgF+BXwQeAewZidjnGx7B9tbUs3S7lurW9b228u4p5WyY4DPlpnfdwCzJa0PPG97TmlzJbC9pFXL/kFUSTPAFsCd7QVSku3lbD/c2UXpwG9L0v5fDUn+ysC7gC8ClwAnlBi2kjQKwPbzwNK1eP/F9ljbLbZbVlh+qYUIKyIiImJg6q8J8mO2by7bv6dapgBwbvl3Z2Bz4GZJE4HDgfWATYGHbT9g2+XYjuwp6TZJk6kSyS1qdWcDlNndFSStBNwM/FTS0cBKtl8DRgBPtx1key7VrOxHJK0GjKJadrEASauWpPZ+SccAAlyrf1+pf0TS2zs5h0PLcox3lM8nanWXlGswGXjK9mTb84GplGUdxQxgrU7GiIiIiFis9NcE2R3sv1z+FXBNbe3t5raP6ODY6gDpqpJ0/rrMNP8C+EhJMH8FLNPZ+LZ/DPwH1WzzrZI2BWY3HAevL7P4CHCx7VdL+VRgu9LZs2UmeizVzPFLwMtlRhrbV5X6KUCH07e2/1H+nQn8AdixVt02qz2/tt22X3+D4jLlPCIiIiKC/psgrytpl7J9MHBTQ/2twK6SNgIoa5TfBtwLrC9pw9qxANh+X0mm/4PXk9pnytrljzT0f2DpdzfgRdsvStqwzML+N9WSjk2B+1lwNhbgemBj4LO8vrwC4CfANyRtVit7S237R8ApZbaaslyiMfn+F0lLlllqypMu9qVKqJtWxlgTeKQ7x0VEREQMZv01QZ4GHC5pErAKcEq90vbTwGjg7NLmVmBT2/8ExgCXlZv0Hm2v83Ij3K+olh9cBNzR0OR5SX8FTgXaZqa/UG7au5tqxvWK8uSKv7Ul6qXv+cD5wKrADbXyycDngd+VmwhvBjajmvmlnOO1wG3lnG4G7iqf9iwNXFXaTgT+Uc6pO7YHbi3LRSIiIiICULVMtf+QNBK4tNw81+9JOgDY3vY3+zqW7pJ0IjDO9nWdtWtpaXFra+siiioiIiJi0ZA0wfYb3n+xZHuNo3m2L2zvKRADxJSukuOIiIiIxU2/S5BtPwIMiNnjNrZ/3Zv9S7qNaklF3SfKso2FZru7SzIiIiIiBr1+lyDHG9neqa9jiIiIiFhcJEGOLj337AOcdfr7+jqMXnXo6Kv6OoSIiIjoJ/rrUywiIiIiIvpEEuSIiIiIiJokyIsxSXtIurSv44iIiIjoT5IgD0KShvR1DBEREREDVRLkAUbSyPImvjMkTZL0p/Kq7Uckfau8QfCjkt4r6RZJd0r6Y3mlNpL2LsffBHyob88mIiIiov9JgjwwbQKMtb018BJwZCn/p+3dqF5Z/U1gL9vbAa3AlyQtQ/U66g8C7wDW7GgASWMktUpqfWnm3F48lYiIiIj+JQnywPSY7ZvL9u+B3cr2ueXfnYHNgZslTQQOB9YDNgUetv2Aq3eM/76jAWyPtd1iu2WF5ZfqjXOIiIiI6JfyHOSByR3sv1z+FXCN7YPrjSSNaufYiIiIiKjJDPLAtK6kXcr2wcBNDfW3ArtK2gigrFF+G3AvsL6kDWvHRkRERERNEuSBaRpwuKRJwCrAKfVK208Do4GzS5tbgU1t/xMYA1xWbtJ7dJFGHRERETEAZInFwDTf9qcbykbWd2z/Gdih8UDbV1KtRY6IiIiIdmQGOSIiIiKiJjPIA4ztR4AtF+WYq6y6MYeOvmpRDhkRERHRZzKDHBERERFRkwQ5IiIiIqImSyyiSzOee4CTf/++vg6jRx318SwZiYiIiPZlBjkiIiIioiYJckRERERETRLkAUDScZKOWYjjRkl6/5vtJyIiImJxkgR5cBsFvL+rRhERERHxuiTI/ZSkb0i6T9K1wCalbENJV0qaIOlGSZuW8tMlnVrK7pe0r6SlgO8CB0qaKOnA0vXmksZLekjS0X1zdhERERH9V55i0Q9J2h44CNiW6md0JzABGAt82vYDknYCfgG8qxw2Etgd2BC4HtgI+BbQYvuo0u9xVK+Z3hNYHrhP0im2X20nhjHAGICVV12mV84zIiIioj9Kgtw/vQO40PYrAJLGAcsAbwf+KKmt3dK1Y86zPR94QNJDVIlwey6zPQeYI2kGsAYwvbGR7bFUCTnrbrCi3/wpRURERAwMSZD7r8akdAngBdujmmzfUVI7p7Y9j3wHIiIiIhaQNcj90w3AAZKGSVoe+CDwCvCwpI8CqLJN7ZiPSlpC0obABsB9wEyqpRQRERER0aQkyP2Q7TuBc4GJwPnAjaXqUOAISXcDU4H9aofdB/wFuIJqnfI/qdYib95wk15EREREdCJ/Xu+nbP8A+EE7VXt3cMjNtr/Y0MdzwA6djLHlwkcYERERMThlBjkiIiIiokZ2HlAQnWtpaXFra2tfhxERERHRoyRNsN3SWJ4Z5IiIiIiImiTIERERERE1uUkvuvT48w/wX+d1dG/gwPO9j13Z1yFEREREP5YZ5IiIiIiImiTIERERERE1WWLRSyR9AziE6nXO84HngZWB5YDhwMOl6ZHAD4ERVK+BXgq4Fvim7RckrQP8Dliz9DPW9ontjLcHcHGt3wtsf7c3zi0iIiJiMEuC3Ask7QLsC2xne46k1YClbD9eEtljbO9baw9wqO1WSUsBP6JKdncHXgO+bPvO8trpCZKusX1PO0PfWO83IiIiIrovSyx6xwjgGdtzAGw/Y/vxZg60PRf4CrCupG1sP1FePY3tmcA04K3NBiJppKR7Jf1a0hRJZ0naS9LNkh6QtGO3zy4iIiJiEEuC3DuuBtaRdL+kX0javTsH254H3A1sWi+XNBLYFritg0N3kXS3pCskbVEr3wg4Edi69HkIsBtwDPD17sQWERERMdglQe4FtmcB2wNjgKeBcyWN7mY3WmBHWg44H/iC7ZfaaX8nsJ7tbYCTgItqdQ/bnmx7PjAVuM7VKxQnAyPbHVwaI6lVUuvLL83tZugRERERA1cS5F5ie57t8ba/DRwFfLjZYyUNAbaiWk6BpKFUyfFZti/oYLyXSmKO7cuBoWXtM1Q3/7WZX9ufTwfr0G2Ptd1iu2XZFZZqNvSIiIiIAS8Jci+QtImkjWtFo4BHmzx2KNVNeo/ZnqTqDr7fANNs/7ST49YsbSnripcAnl3IU4iIiIhYbOUpFr1jOeAkSStRPYXiQarlFp05S9IcYGmqx7ztV8p3BT4BTJY0sZR93fblkj4NYPtU4CPAZyS9BswGDrLtkjNHRERERJNULUWN6NhaG67oI360S1+H0WPyqumIiIgAkDTBdktjeZZYRERERETUZIlFdGmtlTfOrGtEREQsNjKDHBERERFRkwQ5IiIiIqImSyyiSw+88CD7jPu3vg7jTbvi38b1dQgRERExAGQGOSIiIiKiJglyRERERERNEuSIiIiIiJpeS5AlzZM0UdJUSXdL+pKkdseTdLqkVyQtXys7UZIlrdbQX9vn2FI+XtJ9kiZJulfSyeUNdkhaR9L1kqaVOD7fwfh7SHqx1ve3FuJ8h0qaULa/UcabVPrbSdKFZfvBhrHe3l/OISIiIiJ69ya92bZHAUhaHfgDsCLw7Q7aP0j1euXfl0R6T+Af7fXXjkNtt0paCvgRcDGwO9Vrnr9s+86SfE+QdI3te9rp40bb+3brDBe0G/BXSbsA+wLb2Z5TEvylbB8AVSILHFMfq7wOuj+cQ0RERMRib5EssbA9AxgDHKWSDbbjbODAsr0HcDNVctidceYCXwHWlbSN7Sds31nqZgLTgLc225+kkWVG99eSpkg6S9Jekm6W9ICkHWvN9wauAEYAz9ieU8Z9xvbjA+QcIiIiIhZ7i2wNsu2Hynird9DkAWC4pJWBg4FzGuqHNSyxOPCNXYDtecDdwKb1ckkjgW2B2zoYf5eyFOQKSVvUyjcCTgS2Ln0eQjVbfAzw9Vq7PYHxwNXAOpLul/QLSbt3MF6H+vAc6mONkdQqqXXuS3O7ewoRERERA9aifg5yR7PHbS4ADgJ2Aj7VUNfZEotOx5G0HHA+8AXbL7XT/k5gPduzJL0fuAjYuNQ9bHty6WcqcJ1tS5oMjCzlawHP2X6l7G8PvIMqaT5X0rG2T28y9j45h0a2xwJjAVbcaCV3M/aIiIiIAWuRzSBL2gCYB8yQ9NsyC3x5Q7NzgO8B19iev5DjDAG2olqKgKShVInlWbYvaO8Y2y/ZnlW2LweGtt0cCMypNZ1f25/P679g7ANcVetvnu3xtr8NHAV8eACcQ0RERESwiJIjScOBU4GTbRv4ZHvtbP9d0jeAaxdynKHAD4DHbE8q651/A0yz/dNOjlsTeKrMqu5I9YvDs8ByTQ69N/Bfpa9NgPm2Hyh1o4BHB8A5RERERAS9myAPkzQRGEp1s92ZQIcJXhvbv+yivzZX2j62bJ8laQ6wNFVyvV8p3xX4BDC5duzXbV8u6dNlvFOBjwCfkfQaMBs4qCSaXZ5kme3d2Pa9pWg54KTymLbXqJ7OMabLjvrwHCIiIiLidaomdGNhSdoN+LjtT/d1LL1lxY1W8tt/+s6+DuNNu+LfxvV1CBEREdGPSJpgu+UN5UmQoystLS1ubW3t6zAiIiIielRHCXJeNR0RERERUZMEOSIiIiKiJo/4ii498MLjvP/Cjt4Q3nsuP+A7i3zMiIiIiMwgR0RERETUJEGOiIiIiKhJghwRERERUZM1yIOEpDWAE4CdgeeBucBPbF9Y6lcFrivN16R67ffTZX9H23MXbcQRERER/VMS5EGgvI76IuAM24eUsvWAf2trY/tZqtdeI+k4YJbt4xd1rBERERH9XRLkweFdwNzyymkAbD8KnNR3IUVEREQMTFmDPDhsAdzZXoWktSRd3t0OJY2R1Cqpde5Lr7zpACMiIiIGiiTIg5Ckn0u6W9Idth+3/f7u9mF7rO0W2y1LrfCW3ggzIiIiol9Kgjw4TAW2a9ux/Vng3cDwPosoIiIiYoBKgjw4/BlYRtJnamWZ9o2IiIhYCEmQBwHbBvYHdpf0sKTbgTOAry7sGuSIiIiIxVWeYjFI2H4COKiD6vc3tD2u1wOKiIiIGKCSIEeXNl5pLS4/4Dt9HUZERETEIpElFhERERERNUmQIyIiIiJqkiBHRERERNRkDXJ06YEXZvCBC37W6+Nc9qGje32MiIiIiK5kBjkiIiIioiYJckRERERETRLkfkjScZKO6es4IiIiIhZHSZB7iCq5nhEREREDXBK6N0HSSEnTJP0CuBP4jaQpkiZLOrC02UPSpbVjTpY0umy/X9K9km6S9LN6O2BzSeMlPSTp6IbxfiVpqqSrJQ0rdRtKulLSBEk3Stq0lH+0xHS3pBtK2RaSbpc0UdIkSRsviusVERERMRA0nSBLGiZpk94MZoDaBPgd8H1gbWAbYC/gfySN6OggScsAvwT2sb0bMLyhyabA+4AdgW9LGlrKNwZ+bnsL4AXgw6V8LPA529sDxwC/KOXfAt5nexvg30rZp4ETbY8CWoDp7cQ3RlKrpNa5L85q5jpEREREDApNJciSPghMBK4s+6MkjevFuAaSR23fCuwGnG17nu2ngL8AO3Ry3KbAQ7YfLvtnN9RfZnuO7WeAGcAapfxh2xPL9gRgpKTlgLcDf5Q0kSrxbkvObwZOl/SfwJBSdgvwdUlfBdazPbsxONtjbbfYbllqxeWauAwRERERg0OzM8jHUc1kvgBQErSRvRHQAPRy+Vcd1L/Ggtd5mS7at5lT257H68+sbq98CeAF26Nqn80AbH8a+CawDjBR0qq2/0A1mzwbuErSu7qIJSIiImKx0WyC/JrtF3s1koHvBuBASUMkDQfeCdwOPEq1nnhpSSsC7y7t7wU2kDSy7B+4sAPbfgl4WNJH4V83DG5Ttje0fZvtbwHPAOtI2oBq9vpnwDhg64UdOyIiImKwafZNelMkHQIMKTd0HQ38tffCGpAuBHYB7gYMfMX2kwCSzgMmAQ8AdwHYni3pSOBKSc9QJdNvxqHAKZK+CQwFzimx/E/5mQm4rpQdC3xc0qvAk8B33+TYEREREYOGbHfdSHoL8A3gvaXoKuD7tv/Zi7ENepKWsz1LkoCfAw/YPqGv42q04kbreref9P5jmfOq6YiIiFiUJE2w3dJY3uUMsqQhwDjbe1ElydFz/lPS4cBSVDPLv+zjeCIiIiIWe83OII8DPpF1yIunlpYWt7a29nUYERERET1qoWeQi38CkyVdw+tPbcB2/iYeEREREYNKswnyZeUTERERETGoNZUg2z6jtwOJ/uvB559l3/NP75W+L/3w6F7pNyIiImJhNZUgS3qY6tFlC7C9QY9HFBERERHRh5pdYlFfvLwM8FFglZ4PJyIiIiKibzX1Jj3bz9Y+/7D9f0BeT9xAkiWdWdtfUtLTki4t+6PL/sTaZ3NJIyXNlnSXpGmSbi+Pf2vr51BJk8rnr21vyWtn/NMlPVzre1Svn3RERETEINPsEovtartLUM0oL98rEQ1sLwNbShpmezbwHuAfDW3OtX1UvaC8bvpvtrct+xsAF0hawvZvgYeB3W0/L2kfYCywUwcx/D/bf+q5U4qIiIhYvDS7xOJ/a9uvUSVsH+v5cAaFK4APAH8CDgbOBt7RnQ5sPyTpS1TX/be266/1vhVYuzv9SToOWB8YAbwN+BKwM7APVQL/QduvdqfPiIiIiMGqqSUWwBG29yyf99geA8ztzcAGsHOAgyQtA2wN3NZQf2DDEothHfRzJ7BpO+VHUCXhHflBWYpxgqSla+UbUiXu+wG/B663vRUwu5QvQNIYSa2SWue+NLOT4SIiIiIGl2YT5Pb+ZJ8/47fD9iRgJNXs8eXtNDnX9qjaZ3YHXekNBdKeVAnyVzs45mtUSfUOVDdR1ttdUWaJJwNDgCtL+eQSb+N5jLXdYrtlqRWymiYiIiIWH50usZC0KbAFsKKkD9WqVqB6mkW0bxxwPLAHsOpC9rEtMK1tR9LWwK+BfWw/294Btp8om3Mk/RY4plY9p7SZL+lVv/6O8fk0v9QmIiIiYtDrKjHaBNgXWAn4YK18JvCfvRTTYHAa8KLtyZL26O7B5aa944GTyv66wAXAJ2zf38lxI2w/IUnA/sCUbkceERERsZjrNEG2fTFwsaRdbN+yiGIa8GxPB07soPpASbvV9o8EHgc2lHQX1cz8TOCk8gQLgG9RzUT/osp9ec12C4Cky4H/sP04cJak4VTLMyYCn+7RE4uIiIhYDOj1v7R30qi64ewIquUW/1paYfvfey+06C9W2nB97/aTb/dK33nVdERERPQVSRPaJh3rmr1J70xgTeB9wF+oHjOWRxtERERExKDT7AzyXba3lTTJ9taShgJX2c7b9BYDLS0tbm1t7eswIiIiInrUm51BbnuJxAuStgRWpJ1Hg0VEREREDHTNPt5rrKSVgf+ieoTZclQ3jkVEREREDCpNLbGIxdtKG27o3f77xz3e76Uf+WiP9xkRERHRrDe1xELSGpJ+I+mKsr+5pCN6OsiIiIiIiL7W7Brk04GrgLXK/v3AF3ohnoiIiIiIPtXsGuTVbJ8n6WsAtl+TNK8X41osSPoGcAgwj+qVz88DK1Ot8R4OPFyaHgn8EBhB9cropYBrgW/afqH09QjVo/fmUXuRSERERER0T7MJ8suSVgUMIGln4MVei2oxIGkXqtd4b2d7jqTVgKVsP15eT32M7X1r7QEOtd0qaSngR8DFwO61bve0/cyiOoeIiIiIwajZBPlLVE+v2FDSzVSzmx/ptagWDyOAZ2zPAehOYmt7rqSvAA9K2sb23R21lTQeuAvYnurndhjwNWAr4Fzb31z4U4iIiIgYfDpdgyxpXQDbd1LNVL4d+BSwhe1JvR/eoHY1sI6k+yX9QtLuXR5RY3secDewaVsRcLWkCZLGNDSfa/udwKlUs86fBbYERpe/DERERERE0dVNehfVts+1PdX2FNuvdnRANMf2LKpZ3THA08C5kkZ3sxvVtne1vR2wD/BZSe+s1Y0r/04Gptp+osxcPwSs027H0hhJrZJa5770UjfDioiIiBi4ukqQ6wnYBr0ZyOLI9jzb421/GzgK+HCzx0oaQrVMYlrp6/Hy7wzgQmDHWvM55d/5te22/XaX2dgea7vFdstSK6zQbFgRERERA15XCbI72I43SdImkjauFY0CHm3y2KFUN+k9ZnuSpGUlLV/qlgXeC0zp4ZAjIiIiFgtd3aS3jaSXqGaSh5Vtyr5tZ2px4S0HnCRpJeA14EGq5RadOUvSHGBpqse87VfK1wAuLE+6WBL4g+0reyPoiIiIiMGu0wTZ9pBFFcjixvYEqpse26sbD4xvKNujk74eArbpoG6P2vYC/XbWZ0RERMTiqtk36UVERERELBaafQ5yLMY2WnllLv3IR/s6jIiIiIhFIjPIERERERE1SZAjIiIiImqyxCK69ODzL7Hfn3r+oRgXf2TvHu8zIiIi4s3KDHJERERERE0S5IiIiIiImiTIERERERE1AyJBljRP0kRJUyXdLelLktqNXdLpkl5pe/VyKTtRkiWt1tBf2+fYUj5e0n2SJkm6V9LJ5U13bf08ImlyOaZ1Ic/ll5J2lbSzpNtKX9MkHSfpk7WY5tbG+rGk0ZKelnSXpAckXSXp7bV+j5P0j9rx71+Y+CIiIiIWdwPlJr3ZtkcBSFod+AOwIvDtDto/SPUa5t+XRHpP4B/t9deOQ223SloK+BFwMbB7rX5P288s7IkAOwFHAvcAH7N9t6QhwCa27wF+C1UyXh9L0mjgXNtHlf09gQsk7Wl7Wun7BNvHv4nYIiIiIhZ7A2IGuc72DGAMcJQkddDsbODAsr0HcDPwWjfHmQt8BVhXUruvcW5TZp5PkHRDmQ3eQdIFZab3+7V2mwH3254HrA48UcaaV5Lj7sR3PTCW6lp0FttoSRdJukTSw5KOKjPwd0m6VdIq3Rk3IiIiYrAbcAkygO2HqGJfvYMmDwDDJa0MHAyc01A/rGGJxYFv7KJKXIG7gU3bioCrJU2Q1JiYzrX9TuBUqlnnzwJbAqMlrVra7AO0PS/tBOA+SRdK+pSkZZo49UZ31mKD6peGSZJOK+feZkvgEGBH4AfAK7a3BW4BDmuvY0ljJLVKap370osLEVpERETEwDQgE+Sio9njNhcAB1EtabixoW627VG1z7lNjrOr7e2oEt3PSnpnrW5c+XcyMNX2E7bnAA8B65S691ESZNvfBVqAq6mS14V50HA9tlOADYFRVDPT/1uru972TNtPAy8Cl9RiHdlex7bH2m6x3bLUCisuRGgRERERA9OATJAlbQDMA2ZI+m2ZBb68odk5wPeAa2zPX8hxhgBbAdMAbD9e/p0BXEg1I9tmTvl3fm27bX9JSW8BVmrro/TzN9unAO8GtqnNNDdr21psT5WlGvOBX3UQW2N88xk469AjIiIiFokBlxxJGk61jOFk2wY+2V4723+X9A3g2oUcZyjVcoTHbE+StCywhO2ZZfu9wHe70eWewPW1/j8AXF7OYWOqhP+FbsS3O9X64z3L/gjbT5TqA4Ap3YgtIiIiIoqBkiAPkzQRGEp1s92ZwE+7Osj2L7vor82Vto8t22dJmgMsTZVc71fK1wAuLPcFLgn8wXZ3lkXsA/yptv8J4ARJr1Cd06FlzXNnDpS0G/AW4GHgw7UnWPxE0iiqddKPAJ/qRmwRERERUaiawIzeJulOYCfbr/Z1LN210oZv8+7//bMe7/fij+zd431GRERENEvSBNstjeUDZQZ5wCs39w1IG628QpLZiIiIWGwMyJv0IiIiIiJ6SxLkiIiIiIiaJMgRERERETVZgxxd+tvzL/Oh82/p0T4v+PAuPdpfRERERE/JDHJERERERE0S5IiIiIiImiTIi5gkSzqztr+kpKclXVr2R5f9ibXP5pJGSpot6S5J0yTdLunwWj97SHqxdsy3+uL8IiIiIga6rEFe9F4GtpQ0zPZs4D3APxranGv7qHqBpJHA32xvW/Y3AC6QtITt35ZmN9ret3fDj4iIiBjcMoPcN64APlC2DwbO7m4Hth8CvgQc3Vm7MvN8r6RfS5oi6SxJe0m6WdIDknbsdvQRERERg1gS5L5xDnCQpGWArYHbGuoPbFhiMayDfu4ENq3t7yLpbklXSNqiVr4RcGIZa1PgEGA34Bjg6+11LGmMpFZJrXNeer7bJxgRERExUGWJRR+wPaksmTgYuLydJu0tsWivq3rhncB6tmdJej9wEbBxqXvY9uTSz1TgOtuWNBkY2UGMY4GxACtvuJmbO7OIiIiIgS8zyH1nHHA8C7G8omZbYBqA7ZdszyrblwNDJa1W2s2pHTO/tj+f/JIUERERsYAkR33nNOBF25Ml7dHdg8sM9PHASWV/TeCpMjO8I9UvP88Cy/VUwBERERGLgyTIfcT2dKp1we05UNJutf0jgceBDSXdBSwDzAROqj3B4iPAZyS9BswGDirJcu+cQERERMQgJTvLS6NzK2+4mff8yWk92mdeNR0RERF9TdIE2y2N5VmDHBERERFRkyUW0aUNV142M74RERGx2MgMckRERERETRLkiIiIiIiaLLGILj30whwOvOChHunr3A9t0CP9RERERPSWzCBHRERERNQkQY6IiIiIqMkSi0VA0jeAQ4B5VK93fh5Ymeotd8OBh0vTI4EfAiOoXge9FHAt8E3bL5S+TgP2BWbY3rI2xirAucBI4BHgY7af790zi4iIiBh8MoPcyyTtQpXQbmd7a2Av4FDbo4D/AG60Pap8/loOO7S03ZoqUb641uXpwN7tDHUscJ3tjYHryn5EREREdFMS5N43AnjG9hwA28/YfryZA23PBb4CrCtpm1J2A/BcO833A84o22cA+wNIGi3pIkmXSHpY0lGSviTpLkm3lpnniIiIiCiSIPe+q4F1JN0v6ReSdu/OwbbnAXcDm3bRdA3bT5RjngBWr9VtSbXEY0fgB8ArtrcFbgEOa68zSWMktUpqnfNie/l4RERExOCUBLmX2Z4FbA+MAZ4GzpU0upvd6E2Gcb3tmbafBl4ELinlk6nWLL+B7bG2W2y3LL1iJpkjIiJi8ZEEeRGwPc/2eNvfBo4CPtzssZKGAFsB07po+pSkEeWYEcCMWt2c2vb82v58cqNmRERExAKSIPcySZtI2rhWNAp4tMljhwI/Ah6zPamL5uOAw8v24Sx4Y19ERERENCkJcu9bDjhD0j2SJgGbA8d1ccxZpe0UYFmqG/AAkHQ21drhTSRNl3REqfox8B5JDwDvKfsRERER0U2y3dcxRD+3ykZb+T0/6ZkJ6bxqOiIiIvoLSRNstzSWZwY5IiIiIqImN2hFlzZYaenM/EZERMRiIzPIERERERE1SZAjIiIiImqyxCK6NOOFVznxwid7pK/PH7Bmj/QTERER0VsygxwRERERUZMEOSIiIiKipk8SZEnzJE2UNFXS3ZK+JKndWCSdLukVScvXyk6UZEmrNfTX9jm2lI+XdJ+kSZLulXSypJVq/ZwmaYakKQ1jriLpGkkPlH9XXohz3EXSryS9RdJZkiZLmiLpJknr1WJ9UtI/avtLdXZ9JK0q6XpJsySd3DDm9mWcByX9TJK6G3dERETE4q6vZpBn2x5lewuqt769H/h2J+0fpLxNriSKewL/aKe/tk/9LXKH2t4a2BqYw4KvYD4d2Lud8Y4FrrO9MXBd2e+uvYErgc8DT9neyvaWwBHAk22xAqcCJ9Rin0vn1+efwH8Bx7Qz5inAGGDj8mnv3CIiIiKiE32+xML2DKqk7qhOZjzPBg4s23sANwOvdXOcucBXgHUlbVPKbgCea6f5fsAZZfsMYH8ASaMlXSTpEkkPSzqqzO7eJelWSavU+ng3cC0wgloyb/s+23O6EfcC18f2y7ZvokqU/0XSCGAF27e4ej3i72pxny7plDLz/JCk3cvs+TRJpzcbS0RERMTioM8TZADbD1HFsnoHTR4AhpelDgcD5zTUD2tYYnHgG7sA2/OAu4FNuwhpDdtPlGOeaIhrS+AQYEfgB8ArtrcFbgEOAyhLP161/SJwGvBVSbdI+r6kjbsYu724u7o+AG8Fptf2p5eyNisD7wK+CFwCnABsAWwlaVR3Y4qIiIgYrPrTY966Wi97AXAQsBPwqYa62WW5Qk+M05Xrbc8EZkp6kSrZBJhMtYwD4L3A1QC2J0raoJTtBdwhaRfb07o5bldxt1fv2vYlti1pMtWSj8kAkqYCI4GJC3QmjaGauWbl4fU8OyIiImJw6xczyCWBnAfMkPTbMgt8eUOzc4DvAdfYnr+Q4wwBtgK6Sk6fKksW2pYuzKjV1ZdHzK/tz+f1Xzj2oVp/DIDtWbYvsH0k8HuqNcXdiftf16eTZtOBtWv7awOPtxN3PebGuP/F9ljbLbZbllth1e6EGxERETGg9XmCLGk41Y1qJ7vyyXKD2gJJpO2/A98AfrGQ4wwFfgQ8ZntSF83HAYeX7cNZ8Ma+rsYR1UzyxLK/a9tTMCQtBWwOPNqN/ha4Ph21K0tBZkraucRwWHfijoiIiIhKXy2xGCZpIjCU6ma7M4GfdnWQ7V920V+bK223PXniLElzgKWpbprbr62RpLOpbvpbTdJ04Nu2fwP8GDhP0hHA34GPNn9qbA/cVUtmNwROKUnrEsBlwPld9NHp9ZH0CLACsJSk/YH32r4H+AzVkzmGAVeUT0RERER0gzqZlIyFIOmbwIO2G28kHLDW3Wgbf/l/ruqRvvKq6YiIiOgvJE2w3dJY3p9u0hsUbH+/r2OIiIiIiIWXBDm6tPpKQzPzGxEREYuNPr9JLyIiIiKiP0mCHBERERFRkyUW0aUXnn+Ni//4TLeP2++jq/VCNBERERG9KzPIERERERE1SZAjIiIiImqSIEdERERE1GQN8iIg6RvAIcA8YD7wPLAysBwwHHi4ND0S+CEwApgDLEX19r9v2n5B0jLADVRvBVwS+JPtb5cxVgHOBUYCjwAfs/38Iji9iIiIiEElM8i9TNIuwL7Adra3BvYCDrU9CvgP4Ebbo8rnr+WwQ0vbrakS5YtL+RzgXba3AUYBe0vaudQdC1xne2PgurIfEREREd2UGeTeNwJ4xvYcANtNPw7C9lxJXwEelLSN7buBWaV6aPm0vSt8P2CPsn0GMB74qqTRwP7AEGBL4H+pZqY/QZVwv9/2cwt5bhERERGDTmaQe9/VwDqS7pf0C0m7d+dg2/OAu4FNASQNkTQRmAFcY/u20nQN20+UY54AVq91syXVEo8dgR8Ar9jeFrgFOKy9cSWNkdQqqfWll57tTsgRERERA1oS5F5mexawPTAGeBo4t8zqdodq/c0ryzPWBnaUtGUTx19ve6btp4EXgUtK+WSqNcvtxT3WdovtlhVWWLWb4UZEREQMXEmQF4GS1I4vN9QdBXy42WMlDQG2AqY19PkC1TKKvUvRU5JGlGNGUM0wt5lT255f259PltlERERELCAJci+TtImkjWtFo4BHmzx2KPAj4DHbkyQNl7RSqRtGdcPfvaX5OODwsn04r9/YFxERERHdkNnD3rcccFJJbF8DHqRabtGZsyTNoXqc27VUN+BBdcPfGWVWeQngPNuXlrofA+dJOgL4O/DRHj2LiIiIiMWEbHfdKhZrG204yv/742u7fdx+H12tF6KJiIiI6BmSJthuaSzPDHJ0aaWVl0yyGxEREYuNrEGOiIiIiKhJghwRERERUZMlFtGll599jVvOePpf+7scPrwPo4mIiIjoXZlBjoiIiIioSYIcEREREVGTBDkiIiIioiYJci+RZEln1vaXlPS0pEvL/uiyP7H22VzSSEmzJd0laZqk2yUdXutnP0mTSvtWSbvV6vaWdJ+kByUdu2jPOCIiImJwyE16vedlYEtJw2zPBt4D/KOhzbm2j6oXSBoJ/M32tmV/A+ACSUvY/i1wHTDOtiVtDZwHbFrervfzMs504A5J42zf04vnGBERETHoZAa5d10BfKBsHwyc3d0ObD8EfAk4uuzP8uuvP1wWaNveEXjQ9kO25wLnUF5RLWm8pBMk3VBmpXeQdIGkByR9f6HPLiIiImIQSoLcu84BDpK0DLA1cFtD/YENSyyGddDPncCmbTuSDpB0L3AZ8O+l+K3AY7VjppeyNnNtvxM4FbgY+CywJTBa0qqNA0oaU5ZwtD4/89lmzzciIiJiwEuC3ItsTwJGUs0eX95Ok3Ntj6p9ZnfQlRr6vdD2psD+wPfaa9PWtLY9rvw7GZhq+wnbc4CHgHXaiX2s7RbbLSsv/4b8OSIiImLQyhrk3jcOOB7YA1jYTHNbYFpjoe0bJG0oaTWqGeN6ors28Hhtf075d35tu20/34OIiIiIIolR7zsNeNH2ZEl7dPfgctPe8cBJZX8jqpv4LGk7YCngWeAFYGNJ61PdDHgQcEgPxB8RERGxWEmC3MtsTwdO7KD6wPpj2oAjqWZ9N5R0F7AMMBM4qTzBAuDDwGGSXgVmAweWm/Zek3QUcBUwBDjN9tSeP6OIiIiIwU2vPxAhon2brT/Kpx13zb/2dzl8eB9GExEREdEzJE2w3dJYnhnk6NKyqy6ZpDgiIiIWG3mKRURERERETRLkiIiIiIiaJMgRERERETVZgxxdmjPjVR486al/7W/0uTX6MJqIiIiI3pUZ5IiIiIiImiTIERERERE1SZB7iSRLOrO2v6SkpyVdWvZHl/2Jtc/mkkZKmi3pLknTJN0u6fBaP5tKukXSHEnHNIy5t6T7JD0o6dhFd7YRERERg0fWIPeel4EtJQ2zPRt4D9UroOvOtX1UvaC8Wvpvtrct+xsAF0haorxN7zngaGD/huOGAD8v40wH7pA0zvY9PX5mEREREYNYZpB71xXAB8r2wcDZ3e3A9kPAl6iSYmzPsH0H8GpD0x2BB20/ZHsucA6wH4Ck8ZJOkHRDmZXeQdIFkh6Q9P2FO7WIiIiIwSkJcu86BzhI0jLA1sBtDfUHNiyxGNZBP3cCm3Yx1luBx2r700tZm7m23wmcClwMfBbYEhgtadXGziSNkdQqqfW5Wc91MXRERETE4JEEuRfZngSMpJo9vrydJufaHlX7zO6gKzUxXHttXNseV/6dDEy1/YTtOcBDwDrtxD7WdovtllWWW6WJ4SMiIiIGh6xB7n3jgOOBPYA3zNQ2aVtgWhdtprNgors28Hhtf075d35tu20/34OIiIiIIolR7zsNeNH2ZEl7dPfgctPe8cBJXTS9A9hY0vpUNwMeBBzS3fEiIiIiFndJkHuZ7enAiR1UHyhpt9r+kVSzvhtKugtYBpgJnFSeYIGkNYFWYAVgvqQvAJvbfknSUcBVwBDgNNtTe+OcIiIiIgYz2e66VSzWtlp3G1/4/67+135eNR0RERGDgaQJtlsay3OTXkRERERETZZYRJeWXn1oZo0jIiJisZEZ5IiIiIiImiTIERERERE1SZCjS68+NYcn//cBnvzfB/o6lIiIiIhelwQ5IiIiIqImCXJERERERE2fJMiS5kmaKGmqpLslfUlSu7FIOl3SK5KWr5WdKMmSVmvor+1zbCkfL+k+SZMk3SvpZEkrlbplJN1exp8q6Tu1/leRdI2kB8q/Ky/EOe4i6VeS3iLpLEmTJU2RdJOk9WqxPinpH7X9pTq7PpJ2rLW9W9IBtTG3L+M8KOlnktTduCMiIiIWd331mLfZtkcBSFod+AOwIvDtDto/COwH/L4kintSvU75Df2141DbrZKWAn4EXAzsDswB3mV7lqShwE2SrrB9K3AscJ3tH5dk+1jgq908x72BK4HPA0/Z3qqc7ybAk7XzPw6YZfv4tgMldXZ9pgAttl+TNAK4W9Iltl8DTgHGALcCl5cYruhm3BERERGLtT5fYmF7BlVSd1QnM55nAweW7T2Am4HXujnOXOArwLqStnFlVqkeWj5trxXcDzijbJ8B7A8gabSkiyRdIulhSUeV2d27JN0qaZXakO8GrgVGUEvmbd9ne0434l7g+th+pSTDUL2K2iW2EcAKtm9x9XrE39XiPl3SKZKul/SQpN0lnSZpmqTTm40lIiIiYnHQ5wkygO2HqGJZvYMmDwDDy1KHg4FzGuqHNSyxOPCNXYDtecDdwKYAkoZImgjMAK6xfVtpuobtJ8oxTzTEtSVwCLAj8APgFdvbArcAh5V+VwNetf0icBrwVUm3SPq+pI2buyoLxL3A9ZG0k6SpwGTg0yVhfiswvXbY9FLWZmXgXcAXgUuAE4AtgK0kjWocU9IYSa2SWp99+bnuhhwRERExYPWLBLnoar3sBcBBwE7AjQ11s22Pqn3ObWYc2/PKUoa1gR0lbdlEnNfbnmn7aeBFqmQTqmR1ZNl+L3B1GWMisAHwP8AqwB2SNmtinM7ivs32FsAOwNckLUP718+17UvKzPJkqiUfk23PB6bW4n79QHus7RbbLasuu0pjdURERMSg1S8SZEkbAPOAGZJ+W2aBL29odg7wPaqZ3vkLOc4QYCtgWr3c9gvAeKo1uwBPlSULbUsXZtSa15dHzK/tz+f1Nd37UK0/but/lu0LbB8J/B54fzfj/tf1aYh7GvAy1az2dKpEv83awOPtxF2PuTHuiIiIiMVenyfIkoYDpwInl3XBnyyzwAskkbb/DnwD+MVCjjOU6ia9x2xPkjS89kSLYcBewL2l+Tjg8LJ9ONWNfc2OI2BrYGLZ37XtKRjlRsHNgUe70d8C10fS+pKWLHXrAZsAj5SlIDMl7VxiOKw7cUdEREREpa9mDoeVtb9DqW62OxP4aVcH2f5lF/21udL2sWX7LElzgKWpbprbr5SPAM4os8pLAOfZvrTU/Rg4T9IRwN+BjzZ7YsD2wF1lOQPAhsApJWldArgMOL+LPjq7PrsBx0p6lWr290jbz5S6zwCnA8Oonl6RJ1hEREREdJNez+OiJ0j6JvCg7cYbCQesbdbZyld94QIA1vxyt+8xjIiIiOiXJE2w3dJYnrWnPcz29/s6hoiIiIhYeEmQo0tD11g6M8cRERGx2Ojzm/QiIiIiIvqTJMgRERERETVJkKNLr854madOvLWvw4iIiIhYJJIgR0RERETUJEGOiIiIiKhJgjzASBov6X0NZV+Q9AtJG0u6VNLfJE2QdL2kd9ba7S3pdkn3ltd5nytp3UV/FhERERH9VxLkgeds4KCGsoNK+WXAWNsb2t4e+BywAYCkLYGTgMNtb2p7FHAWMHIRxR0RERExIOQ5yAPPn4DvS1ra9hxJI4G1gLcBt9ge19bQ9hRgStn9KvBD29Nq9eOIiIiIiAVkBnmAsf0scDuwdyk6CDgX2AK4s5NDu6qPiIiICJIgD1T1ZRZtyysWIOlCSVMkXdBO3aplDfL9ko5pbwBJYyS1Smp9btYLPRl7RERERL+WBHlgugh4t6TtgGG27wSmAtu1NbB9ADAaWKUU/ave9rNlDfJYYLn2BrA91naL7ZZVllupd84iIiIioh9KgjwA2Z4FjAdO4/XZ4z8Au0r6t1rTt9S2fwJ8Q9JmHdRHREREBLlJbyA7G7iAstTC9mxJ+wI/lfR/wFPATOD7pX6ypM8Dv5O0PPAs8Hfg230Qe0RERES/lQR5gLJ9IaCGsnuB93dyzGVUj4KLiIiIiA5kiUVERERERE0S5OjS0NWXZY3P79zXYUREREQsEkmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERE0S5AFI0khJUxrKWiT9rJv9HCfpmJ6NLiIiImJgy5v0BgnbrUBrX8cRERERMdBlBnmAk7SBpLsk/T9Jl5ay4ySdJmm8pIckHV1r/w1J90m6FtikzwKPiIiI6KcygzyASdoEOAf4JLASsHutelNgT2B54D5JpwBbAwcB21L97O8EJnTQ9xhgDMC6667bOycQERER0Q9lBnngGg5cDHzc9sR26i+zPcf2M8AMYA3gHcCFtl+x/RIwrqPObY+13WK7Zfjw4b0QfkRERET/lAR54HoReAzYtYP6ObXtebz+1wL3ZlARERERA10S5IFrLrA/cJikQ5o85gbgAEnDJC0PfLC3gouIiIgYqJIgD2C2Xwb2Bb4IrNhE+zuBc4GJwPnAjb0ZX0RERMRAJDt/cY/OtbS0uLU1T5CLiIiIwUXSBNstjeWZQY6IiIiIqEmCHBERERFRkyUW0SVJM4H7+jqOAWg14Jm+DmIAynVbOLluCy/XbuHkui2cXLeF01vXbT3bb3iebV4UEs24r731OdE5Sa25bt2X67Zwct0WXq7dwsl1Wzi5bgtnUV+3LLGIiIiIiKhJghwRERERUZMEOZoxtq8DGKBy3RZOrtvCyXVbeLl2CyfXbeHkui2cRXrdcpNeRERERERNZpAjIiIiImqSIEdERERE1CRBDgAk7S3pPkkPSjq2nXpJ+lmpnyRpu76Isz9q4trtIelFSRPL51t9EWd/Iuk0STMkTemgPt+3djRx3fJda4ekdSRdL2mapKmSPt9Om3znGjR53fKda4ekZSTdLunucu2+006bfOcaNHndFsl3Ls9BDiQNAX4OvAeYDtwhaZzte2rN9gE2Lp+dgFPKv4u1Jq8dwI22913kAfZfpwMnA7/roD7ft/adTufXDfJda89rwJdt3ylpeWCCpGvy/3Fdaua6Qb5z7ZkDvMv2LElDgZskXWH71lqbfOfeqJnrBovgO5cZ5ADYEXjQ9kO25wLnAPs1tNkP+J0rtwIrSRqxqAPth5q5dtHA9g3Ac500yfetHU1ct2iH7Sds31m2ZwLTgLc2NMt3rkGT1y3aUb5Hs8ru0PJpfCpCvnMNmrxui0QS5IDq//Aeq+1P543/J9hMm8VRs9dll/InoyskbbFoQhvQ8n1bePmudULSSGBb4LaGqnznOtHJdYN859olaYikicAM4Brb+c41oYnrBovgO5cEOQDUTlnjb2zNtFkcNXNd7qR61/s2wEnARb0d1CCQ79vCyXetE5KWA84HvmD7pcbqdg7Jd44ur1u+cx2wPc/2KGBtYEdJWzY0yXeuHU1ct0XynUuCHFD91rpObX9t4PGFaLM46vK62H6p7U9Gti8HhkpabdGFOCDl+7YQ8l3rWFnPeD5wlu0L2mmS71w7urpu+c51zfYLwHhg74aqfOc60dF1W1TfuSTIAXAHsLGk9SUtBRwEjGtoMw44rNx1uzPwou0nFnWg/VCX107SmpJUtnek+t/ds4s80oEl37eFkO9a+8o1+Q0wzfZPO2iW71yDZq5bvnPtkzRc0kplexiwF3BvQ7N85xo0c90W1XcuT7EIbL8m6SjgKmAIcJrtqZI+XepPBS4H3g88CLwCfLKv4u1Pmrx2HwE+I+k1YDZwkBfzV1hKOhvYA1hN0nTg21Q3Y+T71okmrlu+a+3bFfgEMLmsbQT4OrAu5DvXiWauW75z7RsBnFGedLQEcJ7tS/Pf1S41c90WyXcur5qOiIiIiKjJEouIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIAUXSaZJmSJrSRNsTJE0sn/slvdDVMUmQIyKix0kaL+l9DWVfkPSLTtq3LJroImIQOJ03vnylXba/aHtUeUPfSUB7LwtaQBLkiIjoDWdTvTin7qBSHhHxpti+AXiuXiZpQ0lXSpog6UZJm7Zz6ME08f9DSZAjIqI3/AnYV9LSAJJGAmsBh0hqlTRV0nfaO1DSrNr2RySdXraHSzpf0h3ls2uvn0VEDCRjgc/Z3h44BljgL1aS1gPWB/7cVUd5k15ERPQ4289Kup3qT6AXU80enwv8yPZz5U1Z10na2vakJrs9ETjB9k2S1qV6g+VmvRF/RAwskpYD3g78sbyJGmDphmYHAX+yPa+r/pIgR0REb2lbZtGWIP878DFJY6j++zMC2BxoNkHeC9i89h+/FSQtb3tmj0YdEQPREsALZZ1xRw4CPttsZxEREb3hIuDdkrYDhgHPU/3Z8922twYuA5Zp5zjXtuv1SwC7tN1sY/utSY4jAsD2S8DDkj4KoMo2bfWSNgFWBm5ppr8kyBER0StszwLGA6dRzSavALwMvChpDWCfDg59StJmkpYADqiVXw0c1bYjaVQvhB0RA4Cks6mS3U0kTZd0BHAocISku4GpwH61Qw4GzrHtN/b2RlliERERvelsqkcqHWT7Xkl3Uf2H6yHg5g6OORa4FHgMmAIsV8qPBn4uaRLVf79uAD7di7FHRD9l++AOqtp99Jvt47rTv5pMpCMiIiIiFgtZYhERERERUZMEOSIiIiKiJglyRERERERNEuSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERE0S5IiIiIiImiTIERGLEUl7SJreZNvjJP1+IcY4VdJ/Ndn2dEnf7+4YERG9KQlyRESTJO0m6a+SXpT0nKSbJe1Q6kZLuqmh/WhJkyW9IulJSadIWqlPgu9hnSXatj9t+3s9NI4lbdRQtrykn0p6RNLLkv4u6U+Sdmw47mVJsyQ9I+ns+rWXNL602aah74tK+R4dxHO6pLml37bPgW/yHPNLQkQ/kwQ5IqIJklYALgVOAlYB3gp8B5jTQfsvA/8N/D9gRWBnYD3gGklLLYqYByNJSwN/BrYC9gVWADYDzgHe39B8G9vLARsAKwPHNdTfDxxW63tVqp/T012E8RPby9U+5y7k6fQISUv25fgRg1ES5IiI5rwNwPbZtufZnm37atuTGhuWZPo7wOdsX2n7VduPAB+jSpI/3tlAZWnDHyX9XtLMMgv9NklfkzRD0mOS3ltrv5akcWVW+0FJ/1mrG1ZmKJ+XdA+wQ8NYa0k6X9LTkh6WdPSbuEZtfS4wIyrpK5KekPS4pP9oZ1Z4ZUmXlXO9TdKG5bgbSv3dtZnaTwBrA/vbnlJ+Fi/b/pPt49qLx/ZLwDhg84aqs4ADJQ0p+wcDFwJzF+Kcl5B0rKS/SXpW0nmSVqnV/7H8FeFFSTdI2qKUjwEOBb5SzvGSUr7ANapf07bZe0lflfQk8NvOxpe0TPkuPSvpBUl3SFqju+cYsThJghwR0Zz7gXmSzpC0j6SVO2n7dmAZ4IJ6oe1ZwBXAe5oY74PAmVQzn3cBV1H9f/Zbge8Cv6y1PRuYDqwFfAT4oaR3l7pvAxuWz/uAw9sOkrQEcAlwd+n33cAXJL2vifiaImlv4EvAXsBGwO7tNDuY6heKlYEHgR8A2H5nqd+mNlO7F3CV7Ze7EcPKwP7ArQ1VjwP3AG2/bBwG/K7ZfhscXcbYnern8Dzw81r9FcDGwOrAnVTJObbHlu22WekPNjnemlR/yVgPGNPF+IdT/RVjHWBV4NPA7O6fYsTiIwlyREQTyizkboCBXwFPl1nb9mbiVgOesf1aO3VPlPqu3Gj7qtLHH4HhwI9tv0q1nGCkpJUkrVPi+qrtf9qeCPyaaqYVqlnrH9h+zvZjwM9qY+wADLf9XdtzbT9Uzu2gJuJr1seA39qeavsVqkS40QW2by/nehYwqpP+VgOebNuRNKrMir4k6b6GtndKegF4BliXBX+paPM74DBJmwAr2b6liXM6poz5gqRnStmngG/Ynm57DtVyjo+0LX+wfZrtmbW6bSSt2MRYHZkPfNv2HNuzuxj/VarEeKMy4z6hfJ8jogNJkCMimmR7mu3RttcGtqSaqfu/dpo+A6zWwdrQEaW+K0/VtmdTJdzzavsAy5UYnrM9s9b+UaoZYUr9Yw11bdYD1qoley8AXwd68s/vjeM/1k6bJ2vbr1CdV0eepbqGANieaHsl4EPA0g1ttyt1ywCnADdKWqahzQXAu4DPUc3YN+N42yuVT9svO+sBF9au4zRgHrCGpCGSflyWP7wEPFKOaeYXpY48bfuftf0Oxy/ndRVwTlnm8hNJQ9/E2BGDXhLkiIiFYPte4HSqRLnRLVQ3732oXihpWWAf4LoeDOVxYBVJy9fK1gX+UbafoPrTer2uzWPAw7VkbyXby9tuvNntzXiCas1wm3U6atik64D3lmvZlDLr/mtgfRp+XmVW+wrgMzSfILfnMWCfhmu5jO1/AIcA+1EtD1kRGFmOUVsY7fT3CvCW2v6aDfWNx3Q4flkD/x3bm1Mt/9mX2s2JEfFGSZAjIpogaVNJX5a0dtlfh2rtbOO6Vmy/SLWU4CRJe0saKmkk1VKJ6by5RKxxrMeAvwI/KjdjbQ0cQVnjCpwHfE3SyiX2z9UOvx14qdzsNazMdG6p8ui6ZpQx6x81NDkP+KSkzSS9BfhWN0/xKaqnULT5HVXSfWGJdUiZFW7pJMYhwCepZt4faqfJ14Hdy42UC+tU4AeS1itjDpe0X6lbnuoXpmepkt4fNhzbeI4AE4FDyvntTftrt5saX9KekrYq1+ElqiUX8zruKiKSIEdENGcmsBNwm6SXqRLjKcCX22ts+ydUidfxVEnJbVSzfO8ua0R70sFUs5KPUz2F4du2ryl136FaVvEwcDW15Lws2fgg1Zrfh6mWfvyaapazGW+lSjrrnw3rDWxfQbXu+XqqG/Da1vg2ew2OA84oSwc+VpYV7El1c91lVNf2Pqr11B9rOPZuSbOoblg7HDjA9nONA9h+3PZNjeXddCLVkzKuljST6vuxU6n7HdXP4B8l7sZfqn4DbF7O8aJS9nmqn80LVE+5uIjOdTb+msCfqK7VNOAvQLdfABOxOJHd3l92IiIiep6kzah+sVi6g5sYIyL6XGaQIyKiV0k6QNJS5XFr/w1ckuQ4IvqzJMgREX1A0hVa8HXFbZ+v93VsveBTVG+n+xvV2tfP9G04ERGdyxKLiIiIiIiazCBHRERERNS09xD7iAWsttpqHjlyZF+HEREREdGjJkyY8Izt4Y3lSZCjS2svuwJXHPGFvg4jIiIiFgPDP/PxRTaWpEfbK88Si4iIiIiImiTIERERERE1SZAjIiIiImr6XYIsaZikv5R3xvdkv6MlndxT7To4dqSkQ5rpS9K15aH59bJfStq1nT6nLEw85fiv17bfVF8RERERi4N+lyAD/w5cYHteM417OpF+k0YCh3TVqDgTOLKhbCfg1p4MCBiMLx2IiIiI6DX9MUE+FLhY0h6SbpB0oaR7JJ0qaQmA8rap70q6DdhF0scl3S5pYpmFHVLafVLS/ZL+Auza0YAdtZM0XNL5ku4on11L+XGSzpT0Z0kPSPrPcsiPgXeUOL5YytaSdGVp95PasOOAg2tjbQbcb3uepO0l3S3pFuCztTZDJP1PiWWSpE+V8navlaQfA8NKPGeVboZI+pWkqZKuljSs2z+hiIiIiEGsXyXIkpYCNrD9SCnaEfgysBWwIfChUr4sMMX2TsCzwIHArrZHUb3G9FBJI4DvUCW87wE272DMztqdCJxgewfgw8Cva3VbAx8AdgG+JWkt4FjgRtujbJ9Q2o0q8W0FHChpHQDbzwNLS1q1tNsH+P/s3XmYHlWZ/vHvDSQkECAsYZMlskhkDdBsggLKKCCKuAGigsNMBGXQYRjlp4wwLqPjODIIikZlURBwYZN9kYggoJ0QEmKAIEHZJOxJICaQ3L8/6jQUL70m3Xl7uT/X9V5ddc6pU0+9HeXJyVNV15btc4Djbe/REO7RwPMlnl2Af5b0xo6+K9snAQtKPEeUcVsC37W9DfBcua72vpcJkloltT49f257QyIiIiIGpX6VIAPrUCVtbf5g+8FSbnEhsFdpXwz8qmy/A9gZ+KOkqWV/M6pyhUm2n7S9CLi4g3N2Nm4/4Mwy7xXA6pJWK32X215g+yngZqoEtT032X7e9t+BPwGb1vrmABuW7XcB10paAxht+7el/ae18e8EPl7iuRNYmyrh7ey7ajTb9tSyPZmqLOR1bE+03WK7Ze1Rq3cwVURERMTg099eFLIAGFHbd0N/2/7fazXKAs6z/f/qAyW9r53j22qWJ5fdK4Ap7Y0rVgD2sL2gYY7OYmu0sLa9mNd+5yOABZJWoUqKH5M0upO5BPyL7esa4tlnGeJJiUVERERETb9aQS5lBytKakuSd5X0xlJ7fChwazuH3QR8UNK6AJLWkrQp1QrrPpLWljQM+FA5x+JScjDe9pc6GldcDxzXtiNpfK3vYEkjSonEPsAfgXnAanSDqix7feAhYF+qVWhsPwc8L6ltBfiI2mHXAceWOJH0JkmrdvFdvdQ2PiIiIiK61q8S5OJ6Xi0PuJ3qxrd7gNnApY2Dbf8JOBm4XtI04AZgA9uPA6eWOW6kWil+nS7GHQ+0lBvi/gQcU+v7A3AV1VMnvmL7MWAa8HK5we5f6dzOwB22X+a19ccAnwC+W27Sq69e/4iqTGNKeVzbD3h1Rbqj72oiMK12k15EREREdEJ2R/8S3xySdgROAH4MnGj7oCaH9DqSTgXm2/7WMsxxOnCF7ZskTQF2s/3SUs61D334XY3fdDPfcNKX+2LqiIiIiNcYc+xHl9u5JE223dLY3t9qkLF9l6Sbgf70fOO+cI/tmwBs79TsYDqz0pi1lusf1oiIiIhm6ncryNH/tLS0uLW1tdlhRERERPSqjlaQ+2MNckRERERE0yRBjoiIiIio6Xc1yNH/vPTk33jirG92PTAiXme9Yz/X7BAiIqKHsoIcEREREVGTBDkiIiIioiYJ8hAmaWx54UhEREREFEmQIyIiIiJqcpPeICBpVeDnwEZUL1j5CvAA8G1gFPAUcJTtxyXtDJwNvAjc2pyIIyIiIvqvrCAPDvsDj9newfa2wLXAGcAHbbclxF8rY88Bjre9R2cTSpogqVVS6zPzX+jL2CMiIiL6lSTIg8N0YD9J/y3prcDGwLbADZKmAicDG0laAxht+7fluJ92NKHtibZbbLesNWrVPg4/IiIiov9IicUgYPv+UjpxIPB14AZgRuMqsaTRQN4tHhEREdGJrCAPApI2BF60fT7wLWA3YIykPUr/MEnb2H4OeF7SXuXQI5oScEREREQ/lhXkwWE74H8kLQFeAo4FXga+U8oqVgL+D5gBfAI4W9KLwHXNCTciIiKi/0qCPAjYvo72k923tTN2MrBDrenUPgorIiIiYkBKiUVERERERE1WkKNLw8asz3rHfq7ZYUREREQsF1lBjoiIiIioSYIcEREREVGTEovo0qI5D/DQd97X7DCiHxh7/GXNDiEiIqLPZQU5IiIiIqImCXJERERERE0S5IiIiIiImiTIERERERE1SZAHAUmXSZosaYakCaXtaEn3S5ok6YeSziztYyT9StIfy2fP5kYfERER0b/kKRaDwz/afkbSSOCPkq4C/gPYCZgH/Aa4u4w9HTjN9q2SNqF6RfWbGycsifYEgA3XHLkcLiEiIiKif0iCPDgcL+mQsr0x8DHgt7afAZD0C+BNpX8/YGtJbceuLmk12/PqE9qeCEwE2H6T0e7j+CMiIiL6jSTIA5ykfaiS3j1svyhpEnAf7awKFyuUsQuWS4ARERERA0xqkAe+NYBnS3I8DtgdWAXYW9KaklYCPlAbfz1wXNuOpPHLM9iIiIiI/i4J8sB3LbCSpGnAV4A7gEeB/wLuBG4E/gQ8X8YfD7RImibpT8Axyz/kiIiIiP4rJRYDnO2FwAGN7ZJabU8sK8iXUq0cY/sp4NDlG2VERETEwJEV5MHrVElTgXuA2cBlTY0mIiIiYoDICvIgZfvE3ppr+LpbMPb4y3pruoiIiIh+LSvIERERERE1SZAjIiIiImpSYhFdeuHJB7jzBwc1O4whZ7dPXtnsECIiIoakrCBHRERERNQkQY6IiIiIqOmzBFnSYklTJc2QdLekEyS1ez5J50p6UdJqtbbTJVnSOg3ztX1OKu2TJN1XXnxxr6QzJY0ufRtLulnSzBLHZzo4/z6Snq/N/aWluN5hkiaX7S+W800r8+0m6dKy/UDDud7SX64hIiIiIvq2BnmB7fEAktYFfkb1WuRTOhj/AHAwcH5JpPeleiPc6+ZrxxG2WyUNB74OXA7sDbwM/JvtKSX5nizpBtt/ameO39lelkLbvYDfS9oDOAjYyfbCkuAPt30IVIkscGL9XJL6yzVEREREDHnLpcTC9hxgAnCcSjbYjgt59Q1v+wC3USWHPTnPIuBzwCaSdrD9uO0ppW8eMBN4Q3fnkzS2rOj+SNI9ki6QtJ+k2yTNkrRrbfj+wDXABsBT5Q132H7K9mMD5BoiIiIihrzlVoNs+8FyvnU7GDILGCNpTeBw4KKG/pENJRbtvi7Z9mLgbmBcvV3SWGBH4M4Ozr9HKQW5RtI2tfYtgNOB7cucH6FaLT4R+EJt3L7AJKpXOm8s6X5J35O0dwfn61ATryEiIiJiyFvej3nraPW4zSXAYcBuwCcb+jorsej0PJJGAb8CPmt7bjvjpwCb2p4v6UCq1zJvWfpm255e5pkB3GTbkqYDY0v7hsAztl8s+zsDb6VKmi+WdJLtc7sZe1Ou4XUnlyZQrfqz/lojexh6RERExMC13FaQJW0GLAbmSDqnrAJf3TDsIuArwA22lyzleVYEtqMqRUDSMKrE8gLbl7R3jO25tueX7auBYW03BwILa0OX1PaX8OpfMA4ArqvNt9j2JNunAMcBHxgA19A430TbLbZbRo8a3pPwIyIiIga05bKCLGkM8H3gTNsGPtHeONt/lfRF4MalPM8w4GvAw7anlXrnHwMzbX+7k+PWB54oq6q7Uv3F4WlgVDdPvT/wH2WurYAltmeVvvHAXwbANUREREQEfZsgj5Q0FRhGdbPdT4EOE7w2tn/QxXxtrrV9Utm+QNJCYGWq5Prg0r4n8DFgeu3YL9i+WtIx5XzfBz4IHCvpZWABcFhJNLu8yLLau6Xte0vTKOCM8pi2l6mezjGhy4maeA0RERER8SpVC7qxtCTtBXzU9jHNjqWvvHnT0T73C3s1O4whJ6+ajoiI6FuSJttuaWxf3jfpDTq2bwVubXYcEREREdE7kiBHl1Yds0VWMyMiImLIWG5PsYiIiIiIGAiSIEdERERE1KTEIrr0/FOzuObHBzY7jCHngKMbHxMeERERy0NWkCMiIiIiapIgR0RERETUJEGOiIiIiKhJDfIgIWk94DRgd+BZYBHwTduXlv61gZvK8PWBxcCTZX9X24uWb8QRERER/VMS5EFA1fukLwPOs/2R0rYp8N62MbafBsaXvlOB+ba/tbxjjYiIiOjvkiAPDm8HFtn+fluD7b8AZzQvpIiIiIiBKTXIg8M2wJT2OiRtKKnHzwuTNEFSq6TWufNSfRERERFDRxLkQUjSdyXdLemPth+z3eOHGNueaLvFdsvqqw3vizAjIiIi+qUkyIPDDGCnth3bnwbeAYxpWkQRERERA1QS5MHhN8AIScfW2lZpVjARERERA1kS5EHAtoH3AXtLmi3pD8B5wOeXtgY5IiIiYqjKUywGCduPA4d10H1gw9hT+zygiIiIiAEqCXJ0aY11tuSAo7MIHREREUNDSiwiIiIiImqSIEdERERE1KTEIrr0zNOzuODcdzU7jEHriKOua3YIERERUZMV5IiIiIiImiTIERERERE1SZAjIiIiImqSIA9ykj4rKW/Vi4iIiOimJMiDgCod/S4/S147HREREdFtSZAHKEljJc2U9D1gCvBjSa2SZkj6zzLmeGBD4GZJN5e2d0q6XdIUSb+QNKp5VxERERHR/yRBHti2An5ie0fg32y3ANsDe0va3vZ3gMeAfW3vK2kd4GRgP9s7Aa3ACe1NLGlCSbhb585btHyuJiIiIqIfyHOQB7a/2L6jbH9Y0gSq3+kGwNbAtIbxu5f22yQBDAdub29i2xOBiQCbvXEN937oEREREf1TEuSB7QUASW8ETgR2sf2spHOBEe2MF3CD7cOXX4gRERERA0tKLAaH1amS5eclrQccUOubB6xWtu8A9pS0BYCkVSS9ablGGhEREdHPZQV5ELB9t6S7gBnAg8Btte6JwDWSHi91yEcBF0paufSfDNy/XAOOiIiI6MeSIA9Qth8Ctq3tH9XBuDOAM2r7vwF26ePwIiIiIgasJMjRpbXW3pIjjrqu2WFERERELBepQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImNcjRpTnPzOLM89/V7DCWm+M+mnrriIiIoSwryBERERERNUmQIyIiIiJqBkSCLGmxpKmSZki6W9IJktqNXdK5kl6UtFqt7XRJlrROw3xtn5NK+yRJ90maJuleSWdKGl2b5yFJ08sxrUt5LT+QtKek3SXdWeaaKelUSZ+oxbSodq5vSDpK0pOS7pI0S9J1kt5Sm/dUSY/Wjj9waeKLiIiIGOoGSg3yAtvjASStC/wMWAM4pYPxDwAHA+eXRHpf4NH25mvHEbZbJQ0Hvg5cDuxd69/X9lNLeyHAbsCngD8BHy5vwVsR2Mr2n4BzoErG6+cqb8C72PZxZX9f4BJJ+9qeWeY+zfa3liG2iIiIiCFvQKwg19meA0wAjpOkDoZdCBxatvehevXyyz08zyLgc8AmknbobGxZeT5N0i1lNXgXSZeUld6v1sa9Gbjf9mJgXeDxcq7FJTnuSXw3U71GekIXsR0l6TJJv5Y0W9JxZQX+Lkl3SFqrJ+eNiIiIGOwGXIIMYPtBqtjX7WDILGCMpDWBw4GLGvpHNpRYHPr6KarEFbgbGNfWBFwvabKkxsR0ke23Ad+nWnX+NNWroI+StHYZcwBwbdk+DbhP0qWSPilpRDcuvdGUWmxQ/aVhmqSzy7W32Rb4CLAr8DXgRds7ArcDH29vYkkTJLVKap0/d9FShBYRERExMA3IBLnoaPW4zSXAYVQlDb9r6Ftge3ztc3E3z7On7Z2oEt1PS3pbre+K8nM6MMP247YXAg8CG5e+d1ESZNtfBlqA66mS12vpuXpsZwGbA+OpVqb/t9Z3s+15tp8Engd+XYt1bHsT255ou8V2y6jVhy9FaBERERED04BMkCVtBiwG5kg6p6wCX90w7CLgK8ANtpcs5XlWBLYDZgLYfqz8nANcSrUi22Zh+bmktt22v5KkVYDRbXOUef5s+yzgHcAOtZXm7tqxFtsTpVRjCfDDDmJrjG8JA6cOPSIiImK5GHDJkaQxVGUMZ9o28In2xtn+q6QvAjcu5XmGUZUjPGx7mqRVgRVszyvb7wS+3IMp9wVurs3/buDqcg1bUiX8z/Ugvr2p6o/3Lfsb2H68dB8C3NOD2CIiIiKiGCgJ8khJU4FhVDfb/RT4dlcH2f5BF/O1udb2SWX7AkkLgZWpkuuDS/t6wKXlvsCVgJ/Z7klZxAHAL2v7HwNOk/Qi1TUdUWqeO3OopL2AVYDZwAdqT7D4pqTxVHXSDwGf7EFsEREREVGoWsCMviZpCrCb7ZeaHUtPbbLZGv7cl3dvdhjLTV41HRERMTRImmy7pbF9oKwgD3jl5r6IiIiI6OeSIEeX1l1ry6yqRkRExJAxIJ9iERERERHRV5IgR0RERETUpMQiuvTYs7P4j5/v3+ww+sxXPrw072iJiIiIwSoryBERERERNUmQIyIiIiJqkiAPAJJOlXTiUhw3XtKByzpPRERExFCSBHlwGw8c2NWgiIiIiHhVEuR+StIXJd0n6UZgq9K2uaRrJU2W9DtJ40r7uZK+X9rul3SQpOHAl6leTz1V0qFl6q0lTZL0oKTjm3N1EREREf1XnmLRD0naGTgM2JHqdzQFmAxMBI6xPUvSbsD3gLeXw8YCewObAzcDWwBfAlpsH1fmPRUYB+wLrAbcJ+ms9l5/LWkCMAFg9XVG9Ml1RkRERPRHSZD7p7cCl9p+EUDSFcAI4C3ALyS1jVu5dszPbS8BZkl6kCoRbs9VthcCCyXNAdYDHmkcZHsiVULOhpuv4WW/pIiIiIiBIQly/9WYlK4APGd7fDfHd5TULqxtLyZ/BiIiIiJeIzXI/dMtwCGSRkpaDXgP8CIwW9KHAFTZoXbMhyStIGlzYDPgPmAeVSlFRERERHRTEuR+yPYU4GJgKvAr4Hel6wjgaEl3AzOAg2uH3Qf8FriGqk7571S1yFs33KQXEREREZ3IP6/3U7a/Bnytna6O3vl8m+1/bZjjGWCXTs6x7dJHGBERETE4ZQU5IiIiIqJGdh5QEJ1raWlxa2trs8OIiIiI6FWSJttuaWzPCnJERERERE0S5IiIiIiImtykF12a9dwDHHDFe5sdxutc894rmh1CREREDEJZQY6IiIiIqEmCHBERERFRkxKLJpL0ReAjVK98XgI8C6wJjALGALPL0E8B/wVsQPWq6OHAjcDJtp8rcz1E9ea8xcDL7d2RGRERERFdS4LcJJL2AA4CdrK9UNI6wHDbj0naBzjR9kG18QBH2G6VNBz4OnA5sHdt2n1tP7W8riEiIiJiMEqJRfNsADxleyGA7adsP9adA20vAj4HbCJph87GSpok6TRJt0iaKWkXSZdImiXpq8t8FRERERGDTBLk5rke2FjS/ZK+J2nvLo+osb0YuBsY19YEXC9psqQJDcMX2X4b8H2qVedPA9sCR0lae5muIiIiImKQSYLcJLbnAzsDE4AngYslHdXDaVTb3tP2TsABwKclva3W1/Y8tOnADNuPl5XrB4GN251YmiCpVVLrormLehhWRERExMCVBLmJbC+2Pcn2KcBxwAe6e6ykFYHtgJllrsfKzznApcCuteELy88lte22/Xbr0G1PtN1iu2X46sO7G1ZERETEgJcEuUkkbSVpy1rTeOAv3Tx2GNVNeg/bniZpVUmrlb5VgXcC9/RyyBERERFDQp5i0TyjgDMkjQZeBh6gKrfozAWSFgIrUz3m7eDSvh5waXnSxUrAz2xf2xdBR0RERAx2st3sGKKfW2OL0X7Lt9/W9cDlLK+ajoiIiGUhaXJ7745IiUVERERERE1KLKJLW47eIqu1ERERMWRkBTkiIiIioiYJckRERERETUosokuznnuMAy89pdlhvMbVh/xns0OIiIiIQSoryBERERERNUmQIyIiIiJqkiBHRERERNQkQe5Fkizpp7X9lSQ9KenKsn9U2Z9a+2wtaaykBZLukjRT0h8kHVmb5whJ08rn95J26OD850qaXZt7fJ9fdERERMQgk5v0etcLwLaSRtpeAPwD8GjDmIttH1dvkDQW+LPtHcv+ZsAlklawfQ4wG9jb9rOSDgAmArt1EMO/2/5l711SRERExNCSFeTedw3w7rJ9OHBhTyew/SBwAnB82f+97WdL9x3ARj2ZT9Kpks6TdL2khyS9X9I3JU2XdK2kYT2NMSIiImKwSoLc+y4CDpM0AtgeuLOh/9CGEouRHcwzBRjXTvvRVEl4R75WSjFOk7RyrX1zqsT9YOB84Gbb2wELeDWhf4WkCZJaJbUumvtiJ6eLiIiIGFySIPcy29OAsVSrx1e3M+Ri2+NrnwUdTKXXNUj7UiXIn+/gmP9HlVTvAqzVMO4a2y8B04EVgWtL+/QSb+N1TLTdYrtl+OqrdHC6iIiIiMEnCXLfuAL4FktRXlGzIzCzbUfS9sCPgINtP93eAbYfd2UhcA6wa617YRmzBHjJtkv7ElKLHhEREfGKJEZ942zgedvTJe3T04PLTXvfAs4o+5sAlwAfs31/J8dtYPtxSQLeB9zT48gjIiIihrgkyH3A9iPA6R10Hyppr9r+p4DHgM0l3QWMAOYBZ5QnWAB8CVgb+F6V+/Ky7RYASVcD/2T7MeACSWOoyjOmAsf06oVFREREDAF69V/aI9q3xhYbes//+edmh/EaVx/yn80OISIiIgY4SZPbFh3rsoIcXdpy9IZJSCMiImLIyE16ERERERE1SZAjIiIiImqSIEdERERE1KQGObo067k5vPuS7zQ1hqvef3xTzx8RERFDR1aQIyIiIiJqkiBHRERERNQkQR7CJO0j6cpmxxERERHRnyRBHoQkrdjsGCIiIiIGqiTIA4yksZLulXSepGmSfilpFUkPSfqSpFuBD0l6p6TbJU2R9AtJo8rx+5fjbwXe39yriYiIiOh/up0gSxopaau+DCa6bStgou3tgbnAp0r7323vBdwInAzsZ3snoBU4QdII4IfAe4C3Aut3dAJJEyS1Smpd9Pz8PryUiIiIiP6lWwmypPcAU4Fry/54SVf0YVzRuYdt31a2zwf2KtsXl5+7A1sDt0maChwJbAqMA2bbnmXb5dh22Z5ou8V2y/A1RvXFNURERET0S919DvKpwK7AJADbUyWN7ZuQohvcwf4L5aeAG2wfXh8kaXw7x0ZERERETXdLLF62/XyfRhI9sYmkPcr24cCtDf13AHtK2gKg1Ci/CbgXeKOkzWvHRkRERERNdxPkeyR9BFhR0paSzgB+34dxRedmAkdKmgasBZxV77T9JHAUcGEZcwcwzvbfgQnAVeUmvb8s16gjIiIiBoDullj8C/BFYCHwM+A64Kt9FVR0aYntYxraxtZ3bP8G2KXxQNvXUtUiR0REREQ7ukyQyzN1r7C9H1WSHBERERExaHWZINteLOlFSWukDrn5bD8EbLs8z7nl6HW56v3HL89TRkRERDRNd0ss/g5Ml3QDrz4pAdvJmiIiIiJiUOlugnxV+UREREREDGrdSpBtn9fXgUT/9cCzT3PQr85tyrmv/MBRTTlvREREDF3dSpAlzaadF0zY3qzXI4qIiIiIaKLulli01LZHAB+iev5uRERERMSg0q0Xhdh+uvZ51Pb/AW/v29AGD0lflDRD0jRJUyXdXH4+IOn5sj1V0lskTZJ0Xxl7r6QzJY2uzXW2pDmS7mk4x1qSbpA0q/xcc7lfaERERMQg0K0EWdJOtU+LpGOA1fo4tkGhvBL6IGAn29sD+wFH2B4P/BPwO9vjy6ft7YRHlLHbU72c5fLalOcC+7dzqpOAm2xvCdxU9iMiIiKih7pbYvG/te2XgdnAh3s/nEFpA+Ap2wsBbD/V3QNtL5L0OeABSTvYvtv2LZLGtjP8YGCfsn0eMAn4vKSjgPcBK1I9P/l/geHAx6iS7wNtP9Pzy4qIiIgYnLq1ggwcbXvf8vkH2xOARX0Z2CByPbCxpPslfU/S3j052PZi4G66fj30erYfL8c8Dqxb69sW+AiwK/A14EXbOwK3Ax9vbzJJEyS1SmpdNHdeT0KOiIiIGNC6myD/sptt0cD2fGBnYALwJHBxWdXtCS1jGDfbnmf7SeB54NelfTowtr0DbE+03WK7ZfjqqaaJiIiIoaPTEgtJ44BtgDUkvb/WtTrV0yyiG8oq8CRgkqTpwJFUtcRdkrQisB0ws4uhT0jawPbjkjYA5tT6Fta2l9T2l9D9MpuIiIiIIaGr5GgrqhvMRgPvqbXPA/65j2IaVCRtBSyxPas0jQf+0s1jh1GVRDxse1oXw6+gSry/UX5e3vnwiIiIiGhPpwmy7cuByyXtYfv25RTTYDMKOKM8qu1l4AGqcovOXCBpIbAycCPVDXgASLqQ6ma8dSQ9Apxi+8dUifHPJR0N/JXqWdURERER0UOyX/eCvNcPkkYAR1OVW7xSWmH7H/sutOgvRm/+Ru/1zVOacu68ajoiIiL6iqTJtlsa27t7k95PgfWBdwG/BTaiKrOIiIiIiBhUuruCfJftHSVNs719qY29znbepjcEtLS0uLW1tdlhRERERPSqZV1Bfqn8fE7StsAadPB4sIiIiIiIgay7j/iaKGlN4D+onpYwCvhSn0UVEREREdEk3SqxiKFt9Oabe6///kafzX/lB/PAjYiIiFj+lqnEQtJ6kn4s6Zqyv3V5nFhERERExKDS3Rrkc4HrgA3L/v3AZ/sgnoiIiIiIpupugryO7Z9TvZoY2y8Di/ssqoiIiIiIJulugvyCpLUBA0jaHXi+z6LqJZL2kXRlD4+ZJOl1tSidjN9A0pWSVpX0tKQ1Gvovk/Thsr2/pD9IulfSVEkXS9qkNvaE0jdd0t2Svl0eqddZrPeVuaZKWreH13pjufkyIiIiIoruJsgnUD29YnNJtwE/Af6lz6LqgqQVm3XudpwA/ND2C8D1wPvaOkqyvBdwZXk83hnAkbbH2R4PXEB5XJ6kY4B3Arvb3g7YBZgDjOzi/EfYHl8+c3oY+0+BT/XwmIiIiIhBrdMEuW110/YUYG/gLcAngW1sT+uLgCSNLauo50maJumXklaR9JCkL0m6FfiQpHdKul3SFEm/kDSqHL9/Of5W4P2dnOdLkv4o6R5JEyWp1v1RSb8vfbuW8XvXVmrvkrRaGfsB4NqyfSFwWG2eQ4Brbb8IfB74L9sz2zptX2H7lrL7ReBY28+VvkW2v2F77lJ8h+dKOkvSzZIeLLGfLWmmpHNrQ68ADu/p/BERERGDWVcryJfVti+2PcP2PbZf6uiAXrIVMNH29sBcXl3l/LvtvYAbgZOB/WzvBLQCJ0gaAfwQeA/wVqrXY3fkTNu72N6WapX2oFrfqrbfUs57dmk7Efh0Wfl9K7BA0huBZ20vLGOuBXYu5ShQJcsXlu1tgCntBVKS7VG2Z3f2pXTgnJK0/0dDkr8m8HbgX4FfA6eVGLaTNB7A9rPAyrV46zFNkNQqqXXR3B7n6BEREREDVlcJcj3h2qwvA2nwsO3byvb5VGUKABeXn7sDWwO3SZoKHAlsCowDZtue5eoBz+d3co59Jd0paTpVIrlNre9CgLK6u7qk0cBtwLclHQ+MLjcqbgA82XaQ7UVUq7IflLQOMJ6q7OI1JK1dktr7JZ1I9T271v+u0v+QpLd0cg1HlHKMt5bPx2p9vy7fwXTgCdvTbS8BZvDatyDO4dWnk7zC9kTbLbZbhq++eichRERERAwuXSXI7mC7rzWeq23/hfJTwA212tutbR/dwbHVAdJ1Jen8UVlp/h7wwZJg/hAY0dn5bX8D+Ceq1eY7JI0DFjQcB6+WWXwQuLy22j4D2KlM9nRZiZ5ItXI8l+pGyDeW/utK/z3A8Paup4x7tPycB/wM2LXW3baqvaS23bZff4PiiHIdEREREUHXCfIOkuZKmgdsX7bnSponqS//3X0TSXuU7cOBWxv67wD2lLQFQKlRfhNwL/BGSZvXjgXA9rtKMv1PvJrUPlVqlz/YMP+hZd69gOdtPy9p87IK+99UJR3jqJ4HPbbh2JuBLYFP82p5BcA3gS9KenOtbZXa9teBs8pqNaVcojH5foWklcoqNeVJFwdRJdTdVs6xPvBQT46LiIiIGMxW6qzTdrOeFjETOFLSD4BZwFnUnpph+0lJRwEXSlq5NJ9s+35JE4CrJD1FlVhv2zi57eck/ZCq/OAh4I8NQ56V9HtgdeAfS9tnJe1L9fznPwHX2F4o6c+StrD9QJl7iaRfAR8C2m7Aw/Z0SZ8BflJqjp8G/gqcUoacRZUw3ylpITCfqqzjrg6+o5WB60pyvCJVXfYPOxjbkZ2BO0q5SEREREQAqspU+w9JY4Ery81z/Z6kQ4CdbZ/c7Fh6StLpwBW2b+ps3OjNN/de//2NPovjyg9+qM/mjoiIiOiIpMm2X/f+i05XkKNrti9t7ykQA8Q9XSXHAFusuWaS2IiIiBgy+l2CbPsh2imL6M9s/6gv55d0J1VJRd3HbE9flnlt97QkIyIiImLQ63cJcrye7d2aHUNERETEUJEEObr0wLNzOfiX13Y9sJsu/+D+vTZXRERERG/r6jFvERERERFDShLkiIiIiIiaJMgRERERETWpQe4jkr4IfITqxSJLgGeBNYFRwBhgdhn6KeC/gA2oXgk9nOqlHyeXF5psDPyE6o13S4CJtk9v53z7AJfX5r3E9pf74toiIiIiBrMkyH2gvCb7IGCn8ra9dYDhth8rieyJtg+qjQc4wnarpOFUr52+HNgbeBn4N9tTyhv4Jku6wfaf2jn17+rzRkRERETPpcSib2wAPGV7IYDtp2w/1p0DbS8CPgdsImkH24/bnlL65lG9hvsN3Q1E0lhJ90r6kaR7JF0gaT9Jt0maJWnXHl9dRERExCCWBLlvXA9sLOl+Sd+TtHdPDra9GLgbGFdvL6/h3hG4s4ND95B0t6RrJG1Ta98COB3Yvsz5EWAv4ETgC+1NJGmCpFZJrYvmPt+T8CMiIiIGtCTIfcD2fGBnYALwJHCxpKN6OI1esyONAn4FfNb23HbGTwE2tb0DcAZwWa1vtu3ptpcAM4CbbBuYDozt4Bom2m6x3TJ89TV6GHpERETEwJUEuY/YXmx7ku1TgOOAD3T3WEkrAttRlVMgaRhVcnyB7Us6ON/ckphj+2pgWKl9hurmvzZLavtLSB16RERExGskQe4DkraStGWtaTzwl24eO4zqJr2HbU9TdQffj4GZtr/dyXHrl7GUuuIVgKeX8hIiIiIihqysHvaNUcAZkkZTPYXiAapyi85cIGkhsDLVY94OLu17Ah8DpkuaWtq+YPtqSccA2P4+8EHgWEkvAwuAw2y75MwRERER0U2qSlEjOjZ68zd57//+Tq/Nd/kH9++1uSIiIiKWlqTJtlsa27OCHF3aYs3Vk9RGRETEkJEa5IiIiIiImiTIERERERE1KbGILv352Rd4/69u75W5LvnAHr0yT0RERERfyQpyRERERERNEuSIiIiIiJokyBERERERNUmQ+yFJp0o6sdlxRERERAxFSZB7iSr5PiMiIiIGuCR0y0DSWEkzJX0PmAL8WNI9kqZLOrSM2UfSlbVjzpR0VNk+UNK9km6V9J36OGBrSZMkPSjp+Ibz/VDSDEnXSxpZ+jaXdK2kyZJ+J2lcaf9QieluSbeUtm0k/UHSVEnTJG25PL6viIiIiIEgCfKy2wr4CfBVYCNgB2A/4H8kbdDRQZJGAD8ADrC9FzCmYcg44F3ArsApkoaV9i2B79reBngO+EBpnwj8i+2dgROB75X2LwHvsr0D8N7Sdgxwuu3xQAvwSDvxTZDUKql14dxnu/M9RERERAwKSZCX3V9s3wHsBVxoe7HtJ4DfArt0ctw44EHbs8v+hQ39V9leaPspYA6wXmmfbXtq2Z4MjJU0CngL8AtJU6kS77bk/DbgXEn/DKxY2m4HviDp88Cmthc0Bmd7ou0W2y0rr75mN76GiIiIiMEhCfKye6H8VAf9L/Pa73lEF+PbLKxtL+bVl7q0174C8Jzt8bXPmwFsHwOcDGwMTJW0tu2fUa0mLwCuk/T2LmKJiIiIGDKSIPeeW4BDJa0oaQzwNuAPwF+o6olXlrQG8I4y/l5gM0ljy/6hS3ti23OB2ZI+BK/cMLhD2d7c9p22vwQ8BWwsaTOq1evvAFcA2y/tuSMiIiIGm7xquvdcCuwB3A0Y+JztvwFI+jkwDZgF3AVge4GkTwHXSnqKKpleFkcAZ0k6GRgGXFRi+Z9yE56Am0rbScBHJb0E/A348jKeOyIiImLQkO1mxzBkSRple74kAd8FZtk+rdlxNVpz8zd732+e3StzXfKBPXplnoiIiIhlJWmy7ZbG9qwgN9c/SzoSGE61svyDJsfTrs3XXDWJbURERAwZSZCbqKwW97sV44iIiIihLDfpRURERETUJEGOiIiIiKhJiUV06cHnFnLoJQ/2+LiL379ZH0QTERER0beyghwRERERUZMEOSIiIiKiJglyH5FkST+t7a8k6UlJV5b9o8r+1Npna0ljJS2QdJekmZL+UB4F1zbPOEm3S1oo6cSGc+4v6T5JD0g6afldbURERMTgkRrkvvMCsK2kkbYXAP8APNow5mLbx9Ubyqun/2x7x7K/GXCJpBVsnwM8AxwPvK/huBWpXjbyD8AjwB8lXWH7T71+ZRERERGDWFaQ+9Y1wLvL9uHAhT2dwPaDwAlUSTG259j+I/BSw9BdgQdsP2h7EdWrpg8GkDRJ0mmSbimr0rtIukTSLElfXbpLi4iIiBickiD3rYuAwySNALYH7mzoP7ShxGJkB/NMAcZ1ca43AA/X9h8pbW0W2X4b8H3gcuDTwLbAUZLWbpxM0gRJrZJaFz7/TBenjoiIiBg8kiD3IdvTgLFUq8dXtzPkYtvja58FHUylbpyuvTGubV9Rfk4HZth+3PZC4EFg43Zin2i7xXbLymus1Y3TR0RERAwOqUHue1cA3wL2AV63UttNOwIzuxjzCK9NdDcCHqvtLyw/l9S22/bz5yAiIiKiSGLU984Gnrc9XdI+PT243LT3LeCMLob+EdhS0hupbgY8DPhIT88XERERMdQlQe5jth8BTu+g+1BJe9X2P0W16ru5pLuAEcA84IzyBAskrQ+0AqsDSyR9Ftja9lxJxwHXASsCZ9ue0RfXFBERETGYyXbXo2JIW2uL7fwP37y8x8flVdMRERHRn0mabLulsT036UVERERE1KTEIrq02eiVsxocERERQ0ZWkCMiIiIiapIgR0RERETUpMQiujTnuZc4/dK/9eiYzxyyfh9FExEREdG3soIcEREREVGTBDkiIiIioiYJ8nImyZJ+WttfSdKTkq4s+0eV/am1z9aSxkpaIOkuSTMl/UHSkbV59pH0fO2YLzXj+iIiIiIGutQgL38vANtKGml7AfAPVK+GrrvY9nH1hvLK6T/b3rHsbwZcImmFtrfsAb+zfVDfhh8RERExuGUFuTmuAd5dtg8HLuzpBLYfBE4Aju9sXFl5vlfSjyTdI+kCSftJuk3SLEm79jj6iIiIiEEsCXJzXAQcJmkEsD1wZ0P/oQ0lFiM7mGcKMK62v4ekuyVdI2mbWvsWwOnlXOOAjwB7AScCX2hvYkkTJLVKap0/9+keX2BERETEQJUSiyawPa2UTBwOXN3OkPZKLNqbqt44BdjU9nxJBwKXAVuWvtm2p5d5ZgA32bak6cDYDmKcCEwE2GSLHdy9K4uIiIgY+LKC3DxXAN9iKcoranYEZgLYnmt7ftm+GhgmaZ0ybmHtmCW1/SXkL0kRERERr5HkqHnOBp63PV3SPj09uKxAfws4o+yvDzxRVoZ3pfrLz9PAqN4KOCIiImIoSILcJLYfoaoLbs+hkvaq7X8KeAzYXNJdwAhgHnBG7QkWHwSOlfQysAA4rCTLfXMBEREREYOU7JSXRuc22WIH/9v/XNejY/Kq6YiIiOjvJE223dLYnhrkiIiIiIialFhEl9YdPSwrwhERETFkZAU5IiIiIqImCXJERERERE1KLKJLzz37Mpf/4qlujT34Q+t0PSgiIiKiH8sKckRERERETRLkiIiIiIiapiTIkhZLmipphqS7JZ0gqd1YJJ0r6UVJq9XaTpfktlcp1+Zr+5xU2idJuk/SNEn3SjpT0ujaPGdLmiPpnoZzriXpBkmzys81l+Ia95D0Q0mrSLpA0nRJ90i6VdKmtVj/JunR2v7wzr4fSWtLulnSfElnNpxz53KeByR9R3lLSERERESPNWsFeYHt8ba3Af4BOBA4pZPxDwAHA5REcV/g0Xbma/t8o9Z3hO3tge2BhcDltb5zgf3bOd9JwE22twRuKvs9tT9wLfAZqldAb2d7W+Bo4G9tsQLfB06rxb6Izr+fvwP/AZzYzjnPAiYAW5ZPe9cWEREREZ1oeomF7TlUSd1xnax4XggcWrb3AW4DXu7heRYBnwM2kbRDabsFeKad4QcD55Xt84D3AUg6StJlkn4tabak48rq7l2S7pC0Vm2OdwA3AhtQS+Zt32d7YQ/ifs33Y/sF27dSJcqvkLQBsLrt2129HvEntbjPlXRWWXl+UNLeZfV8pqRzuxtLRERExFDQ9AQZwPaDVLGs28GQWcCYUupwOHBRQ//IhhKLQ18/BdheDNwNjOsipPVsP16Oebwhrm2BjwC7Al8DXrS9I3A78HGAUvrxku3ngbOBz0u6XdJXJW3Zxbnbi7ur7wfgDcAjtf1HSlubNYG3A/8K/Bo4DdgG2E7S+J7GFBERETFY9afHvHVVL3sJcBiwG/DJhr4FpVyhN87TlZttzwPmSXqeKtkEmE5VxgHwTuB6ANtTJW1W2vYD/ihpD9sze3jeruJur9+17V/btqTpVCUf0wEkzQDGAlNfM5k0gWrlmjHrbNTDUCMiIiIGrn6xglwSyMXAHEnnlFXgqxuGXQR8BbjB9pKlPM+KwHZAV8npE6Vkoa10YU6tr14esaS2v4RX/8JxAFX9MQC259u+xPangPOpaop7Evcr308nwx4B6pnsRsBj7cRdj7kx7lfYnmi7xXbL6quv3ZNwIyIiIga0pifIksZQ3ah2piufKDeovSaJtP1X4IvA95byPMOArwMP257WxfArgCPL9pG89sa+rs4jqpXkqWV/z7anYEgaDmwN/KUH873m++loXCkFmSdp9xLDx3sSd0RERERUmlViMVLSVGAY1c12PwW+3dVBtn/QxXxtrrXd9uSJCyQtBFamumnu4LZBki6kuulvHUmPAKfY/jHwDeDnko4G/gp8qPuXxs7AXbVkdnPgrJK0rgBcBfyqizk6/X4kPQSsDgyX9D7gnbb/BBxL9WSOkcA15RMRERERPaBOFiVjKUg6GXjAduONhAPWFpuP9/9+48Zujc2rpiMiImKgkDTZdktje3+6SW9QsP3VZscQEREREUsvCXJ0afSaK2VlOCIiIoaMpt+kFxERERHRnyRBjoiIiIioSYlFdOmFp1/m9vOe7HLcHkeOWQ7RRERERPStrCBHRERERNQkQY6IiIiIqEmCHBERERFRkxrk5UDSF4GPAIuBJcCzwJrAKGAMMLsM/RTwX8AGwEJgONXb/062/ZykEcAtVG8FXAn4pe1TyjnWAi4GxgIPAR+2/exyuLyIiIiIQSUryH1M0h7AQcBOtrcH9gOOsD0e+Cfgd7bHl8/vy2FHlLHbUyXKl5f2hcDbbe8AjAf2l7R76TsJuMn2lsBNZT8iIiIieigryH1vA+Ap2wsBbD/V3QNtL5L0OeABSTvYvhuYX7qHlU/bu8IPBvYp2+cBk4DPSzoKeB+wIrAt8L9UK9Mfo0q4D7T9zFJeW0RERMSgkxXkvnc9sLGk+yV9T9LePTnY9mLgbmAcgKQVJU0F5gA32L6zDF3P9uPlmMeBdWvTbEtV4rEr8DXgRds7ArcDH2/vvJImSGqV1PrsvKd7EnJERETEgJYEuY/Zng/sDEwAngQuLqu6PaHafItLecZGwK6Stu3G8Tfbnmf7SeB54NelfTpVzXJ7cU+03WK7Zc3V1u5huBEREREDVxLk5aAktZPKDXXHAR/o7rGSVgS2A2Y2zPkcVRnF/qXpCUkblGM2oFphbrOwtr2ktr+ElNlEREREvEYS5D4maStJW9aaxgN/6eaxw4CvAw/bniZpjKTRpW8k1Q1/95bhVwBHlu0jefXGvoiIiIjogawe9r1RwBklsX0ZeICq3KIzF0haSPU4txupbsCD6oa/88qq8grAz21fWfq+Afxc0tHAX4EP9epVRERERAwRst31qBjS3vzG8T771Bu6HLfHkWOWQzQRERERvUPSZNstje1ZQY4urbr2Skl+IyIiYshIDXJERERERE0S5IiIiIiImiTIERERERE1qUGOLi2c8xIPnPHEK/tb/Mt6TYwmIiIiom9lBTkiIiIioiYJckRERERETVMSZEmLJU2VNEPS3ZJOkNRuLJLOlfSipNVqbadLsqR1GuZr+5xU2idJuk/SNEn3Sjqz9ia6EZL+UM4/Q9J/1uZfS9INkmaVn2suxTXuIemHklaRdIGk6ZLukXSrpE1rsf5N0qO1/eGdfT+Sdq2NvVvSIbVz7lzO84Ck70hST+OOiIiIGOqaVYO8wPZ4AEnrAj8D1gBO6WD8A1Rvkzu/JIr7Ao+2N187jrDdKmk41WubLwf2BhYCb7c9v7zS+VZJ19i+AzgJuMn2N0qyfRLw+R5e4/7AtcBngCdsb1eudyvgb7XrPxWYb/tbbQdK6uz7uQdosf2ypA2AuyX92vbLwFlUb+m7A7i6xHBND+OOiIiIGNKaXmJhew5VUndcJyueFwKHlu19gNuoXtvck/MsAj4HbCJpB1fml+5h5dP2WsGDgfPK9nnA+wAkHSXpMkm/ljRb0nFldfcuSXdIWqt2yndQvSZ6A2rJvO37bC/sQdyv+X5sv1iSYYARbTGXZHl127e7ej3iT2pxnyvpLEk3S3pQ0t6SzpY0U9K53Y0lIiIiYihoeoIMYPtBqljW7WDILGBMKXU4HLiooX9kQ4nFoa+fAmwvBu4GxgFIWlHSVGAOcIPtO8vQ9Ww/Xo55vCGubYGPALsCXwNetL0jcDvw8TLvOsBLtp8HzgY+L+l2SV+VtGX3vpXXxP2a70fSbpJmANOBY0rC/Abgkdphj5S2NmsCbwf+Ffg1cBqwDbCdpPGN55Q0QVKrpNZn5j/T05AjIiIiBqx+kSAXXdXLXgIcBuwG/K6hb4Ht8bXPxd05j+3FpZRhI2BXSdt2I86bbc+z/STwPFWyCVWyOrZsvxO4vpxjKrAZ8D/AWsAfJb25G+fpLO47bW8D7AL8P0kjaP/7c23712VleTpVycd020uAGbW4Xz3Qnmi7xXbLWqPWauyOiIiIGLT6RYIsaTNgMTBH0jllFfjqhmEXAV+hWuldspTnWRHYDphZb7f9HDCJqmYX4IlSstBWujCnNrxeHrGktr+EV2u6D6CqP26bf77tS2x/CjgfOLCHcb/y/TTEPRN4gWpV+xGqRL/NRsBj7cRdj7kx7oiIiIghr+kJsqQxwPeBM0td8CfKKvBrkkjbfwW+CHxvKc8zjOomvYdtT5M0pvZEi5HAfsC9ZfgVwJFl+0iqG/u6ex4B2wNTy/6ebU/BKDcKbg38pQfzveb7kfRGSSuVvk2BrYCHSinIPEm7lxg+3pO4IyIiIqLSrJXDkaX2dxjVzXY/Bb7d1UG2f9DFfG2utX1S2b5A0kJgZaqb5g4u7RsA55VV5RWAn9u+svR9A/i5pKOBvwIf6u6FATsDd5VyBoDNgbNK0roCcBXwqy7m6Oz72Qs4SdJLVKu/n7L9VOk7FjgXGEn19Io8wSIiIiKih/RqHhe9QdLJwAO2G28kHLC222QHX/rv17+yn1dNR0RExGAgabLtlsb21J72MttfbXYMEREREbH0kiBHl1Zed1hWjSMiImLIaPpNehERERER/UkS5IiIiIiImpRYRJdeemIhf/vfWa/sr/9vPX4ZYERERMSAkRXkiIiIiIiaJMgRERERETVJkPuIJEv6aW1/JUlPSrqy7B9V9qfWPltLGitpgaS7JM2U9AdJR9bmOVjStDK+VdJetb79Jd0n6QFJJxERERERPZYa5L7zArCtpJG2FwD/ADzaMOZi28fVGySNBf5se8eyvxlwiaQVbJ8D3ARcUV47vT3wc2BceSPgd8t5HgH+KOkK23/qw2uMiIiIGHSygty3rgHeXbYPBy7s6QS2HwROAI4v+/Nrr7FeFWjb3pXqDX4P2l4EXER5rbakSZJOk3RLWZXeRdIlkmZJyotNIiIiImqSIPeti4DDJI0AtgfubOg/tKHEYmQH80wBxrXtSDpE0r3AVcA/luY3AA/XjnmktLVZZPttwPeBy4FPA9sCR0lau/GEkiaUEo7Wp194prvXGxERETHgJUHuQ7anAWOpVo+vbmfIxbbH1z4LOphKDfNeansc8D7gK+2NaRta276i/JwOzLD9uO2FwIPAxu3EPtF2i+2WtVddq4OwIiIiIgaf1CD3vSuAbwH7AK9bqe2mHYGZjY22b5G0uaR1qFaM64nuRsBjtf2F5eeS2nbbfv4cRERERBRJjPre2cDztqdL2qenB5eb9r4FnFH2t6C6ic+SdgKGA08DzwFbSnoj1c2AhwEf6YX4IyIiIoaUJMh9zPYjwOkddB9af0wb8CmqVd/NJd0FjADmAWeUJ1gAfAD4uKSXgAXAoeWmvZclHQdcB6wInG17Ru9fUURERMTgplcfiBDRvh023s7XffaSV/bzqumIiIgYDCRNtt3S2J6b9CIiIiIialJiEV0att7KWTWOiIiIISMryBERERERNUmQIyIiIiJqkiBHl16a8wJPnH4HT5x+R7NDiYiIiOhzSZAjIiIiImqSIEdERERE1CRBHmAkTZL0roa2z0r6nqQtJV0p6c+SJku6WdLbauP2l/QHSfdKmirpYkmbLP+riIiIiOi/kiAPPBdSvUa67rDSfhUw0fbmtncG/gXYDEDStlSvqz7S9jjb44ELgLHLKe6IiIiIASHPQR54fgl8VdLKthdKGgtsCLwJuN32FW0Dbd8D3FN2Pw/8l+2Ztf4riIiIiIjXyAryAGP7aeAPwP6l6TDgYmAbYEonh3bVHxEREREkQR6o6mUWbeUVryHpUkn3SLqknb61Sw3y/ZJObO8EkiZIapXU+sz853oz9oiIiIh+LQnywHQZ8A5JOwEjbU8BZgA7tQ2wfQhwFLBWaXql3/bTpQZ5IjCqvRPYnmi7xXbLWqNG981VRERERPRDSZAHINvzgUnA2by6evwzYE9J760NXaW2/U3gi5Le3EF/RERERJCb9AayC4FLKKUWthdIOgj4tqT/A54A5gFfLf3TJX0G+Imk1YCngb8CpzQh9oiIiIh+KwnyAGX7UkANbfcCB3ZyzFVUj4KLiIiIiA6kxCIiIiIioiYryNGlYeuuynqf2b3ZYUREREQsF1lBjoiIiIioSYIcEREREVGTBDkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERERETVJkAcgSWMl3dPQ1iLpOz2c51RJJ/ZudBEREREDW56DPEjYbgVamx1HRERExECXFeQBTtJmku6S9O+Srixtp0o6W9IkSQ9KOr42/ouS7pN0I7BV0wKPiIiI6KeygjyASdoKuAj4BDAa2LvWPQ7YF1gNuE/SWcD2wGHAjlS/+ynA5A7mngBMANhkk0365gIiIiIi+qGsIA9cY4DLgY/antpO/1W2F9p+CpgDrAe8FbjU9ou25wJXdDS57Ym2W2y3jBkzpg/Cj4iIiOifkiAPXM8DDwN7dtC/sLa9mFf/tcB9GVRERETEQJcEeeBaBLwP+Likj3TzmFuAQySNlLQa8J6+Ci4iIiJioEqCPIDZfgE4CPhXYI1ujJ8CXAxMBX4F/K4v44uIiIgYiGTnX9yjcy0tLW5tzRPkIiIiYnCRNNl2S2N7VpAjIiIiImqSIEdERERE1KTEIrokaR5wX7PjiF63DvBUs4OIXpXf6eCU3+vglN9r/7Cp7dc9zzYvConuuK+9+pwY2CS15vc6uOR3Ojjl9zo45ffav6XEIiIiIiKiJglyRERERERNEuTojonNDiD6RH6vg09+p4NTfq+DU36v/Vhu0ouIiIiIqMkKckRERERETRLkiIiIiIiaJMjRIUn7S7pP0gOSTmp2PNE7JJ0taY6ke5odS/QOSRtLulnSTEkzJH2m2THFspM0QtIfJN1dfq//2eyYondIWlHSXZKubHYs0b4kyNEuSSsC3wUOALYGDpe0dXOjil5yLrB/s4OIXvUy8G+23wzsDnw6/3sdFBYCb7e9AzAe2F/S7s0NKXrJZ4CZzQ4iOpYEOTqyK/CA7QdtLwIuAg5uckzRC2zfAjzT7Dii99h+3PaUsj2P6j+8b2huVLGsXJlfdoeVT+6sH+AkbQS8G/hRs2OJjiVBjo68AXi4tv8I+Q9uRL8naSywI3Bnk0OJXlD+KX4qMAe4wXZ+rwPf/wGfA5Y0OY7oRBLk6IjaacvKRUQ/JmkU8Cvgs7bnNjueWHa2F9seD2wE7Cpp2yaHFMtA0kHAHNuTmx1LdC4JcnTkEWDj2v5GwGNNiiUiuiBpGFVyfIHtS5odT/Qu288Bk8j9AwPdnsB7JT1EVbr4dknnNzekaE8S5OjIH4EtJb1R0nDgMOCKJscUEe2QJODHwEzb3252PNE7JI2RNLpsjwT2A+5talCxTGz/P9sb2R5L9d/V39j+aJPDinYkQY522X4ZOA64juqGn5/bntHcqKI3SLoQuB3YStIjko5udkyxzPYEPka1GjW1fA5sdlCxzDYAbpY0jWrR4gbbeSxYxHKQV01HRERERNRkBTkiIiIioiYJckRERERETRLkiIiIiIiaJMgRERERETVJkCMiIiJiQJF0tqQ5ku7pxtjTak/4uV/Sc10dkwQ5IiJ6naRJkt7V0PZZSd/rZHzL8okuIgaBc+nmi3Ns/6vt8eWtlGcAXb5MKQlyRET0hQupXoRQd1hpj4hYJrZvAZ6pt0naXNK1kiZL+p2kce0cejjd+P+hJMgREdEXfgkcJGllAEljgQ2Bj0hqlTRD0n+2d6Ck+bXtD0o6t2yPkfQrSX8snz37/CoiYiCZCPyL7Z2BE4HX/IuVpE2BNwK/6WqilfokvIiIGNJsPy3pD1T/BHo51erxxcDXbT8jaUXgJknb257WzWlPB06zfaukTaje9Pnmvog/IgYWSaOAtwC/kNTWvHLDsMOAX9pe3NV8SZAjIqKvtJVZtCXI/wh8WNIEqv/+bABsDXQ3Qd4P2Lr2H7/VJa1me16vRh0RA9EKwHOlzrgjhwGf7u5kERERfeEy4B2SdgJGAs9S/bPnO2xvD1wFjGjnONe26/0rAHu03Wxj+w1JjiMCwPZcYLakDwGoskNbv6StgDWB27szXxLkiIjoE7bnA5OAs6lWk1cHXgCel7QecEAHhz4h6c2SVgAOqbVfDxzXtiNpfB+EHREDgKQLqZLdrSQ9Iulo4AjgaEl3AzOAg2uHHA5cZNuvn+31UmIRERF96UKqRyodZvteSXdR/YfrQeC2Do45CbgSeBi4BxhV2o8HvitpGtV/v24BjunD2COin7J9eAdd7T76zfapPZlf3UykIyIiIiKGhJRYRERERETUJEGOiIiIiKhJghwRERERUZMEOSIiIiKiJglyRERERERNEuSIiIiIiJokyBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCHBERERFRkwQ5IqKfkHSUpFs76X+rpPuWZ0ztxHCupK92c+xDkvZbinPMl7RZN8da0hY9PUdERGeSIEfEkNBeIiXpVEnn1/a/IGl2SdAekXTx8o/0NfG9Jmbbv7O9VTNj6i2dJdq2R9l+sBfO0e5fOCS1SLpS0rOSnpP0J0lfk7Rm7bjF5c/BfEkPSjq2dvzY8ruZ0jDvOpIWSXqok5gs6YXa3M/1wnXmLwkRvSwJckQEIOlI4GPAfrZHAS3ATc2NKnqbpLcAk4DbgHG2RwP7Ay8DO9SG3l4S9VHAB4FvStqxYbpVJW1b2/8IMLsbYezQNnc5f1NJWrHZMUT0N0mQIyIquwDX2f4zgO2/2Z7Y1UGSJkn6qqTflxXBX0taW9IFkuZK+qOksWVs28rjSg3H/1M7895SNu8u8x4qaR9Jj3Qjpock/bukaWW18seS1pN0jaR5km5sWy0t498raUZZTZ0k6c21vh0lTSnHXQyMaDjXQZKmlmN/L2n7ruLrRvyvrIiW7/LXte/yq+2sCu8naVZZEf6uKm8Gvg/s0bBS+03gHNtft/0EgO2/2j7F9qT24rE9BZgJvLmh66fAkbX9jwM/Wcpr3lDSryQ9Wf4V4/ha366Sbi/f8eOSzpQ0vPS19+fkdSvnDd/puZLOknS1pBeAfbtx/tbyO3hC0reX5hojBpIkyBERlTuAj5fEsqWHq2qHUa0+vwHYHLgdOAdYiyqxOqWnwdh+W9lsW23sabnHB4B/AN4EvAe4BvgCsA7V//cfDyDpTcCFwGeBMcDVwK8lDS9J2GVUieBawC/KvJRjdwLOBj4JrA38ALhC0so9jLUz3wVeANanSkaPbGfMQVR/wdkB+DDwLtszgWN4dSV4tKRVgT2AX/UkAEm7UH2PrQ1d5wOHSVqxJOSrAXf2ZO4y/wrAr4G7qf4MvQP4rKR3lSGLgX+l+t3tUfo/Bcv05+QjwNdKzL/v4vynA6fbXp3qz/fPe3qNEQNNEuSICMD2+cC/AO8CfgvMkXRSNw8/x/afbT9PlYj+2faNtl+mSiob/2l+eTjD9hO2HwV+B9xp+y7bC4FLazEdClxl+wbbLwHfAkYCbwF2B4YB/2f7Jdu/BP5YO8c/Az+wfaftxbbPAxaW45ZZ+UvKB4BTbL9o+0/Aee0M/Ybt52z/FbgZGN/BlGtS/Xfvb7VzfLOszL4g6eTa2N1L+3zgD1R/SZjVMN8jwH3AflSJe3dXj6eUuZ+T9B2q5H6M7S/bXlTqr39I9RcvbE+2fYftl20/RPUXkb27ea6OXG77NttLgO06Oz/wErCFpHVsz7d9xzKeO6LfS4IcEUPFYqpkr24Y1X/8AbB9ge39gNFUq49frq2ideaJ2vaCdvZHLU3Ay6i7MW0I/KWtoyRMD1OtJG4IPGrbtWP/UtveFPi3WrL3HLBxOa43jAFWKvG0ebidcX+rbb9Ix9/3s8ASYIO2BtufK3XAl5ZztbnD9uhSg7w+sA3wX+3M+RPgKOBwqhXl7tipzD3a9vFU3+OGDd/jF4D1oFrlV3VT4d8kzS1xrNPNc3Wk/j12en7gaKoV9HtLmctBy3juiH4vCXJEDBV/BcY2tL2R1yZ8AJTV0l8A04BtG/uXwQvl5yq1tvV7cf6l8RhVggSAJFEluY8CjwNvKG1tNqltPwx8rZbsjba9iu0Leym2J6luntuo1rZxD473a3bsF6hKIN7fkyBKrfKvqEpVGv0KeDfwoO3X/VnqpoeB2Q3f42q2Dyz9ZwH3AluWMocvAOpoMqo/Z6/8GZPU3p+x+nfT6fltz7J9OLAu8N/AL0u5SsSglQQ5IoaKi4GTJW0kaQVVz+d9D/BLeOXRXu+WtFrpP4Bq1bDHNaUdsf0kVeL50VK3+o9UNZ0deQLo1vOAl8HPgXdLeoekYcC/UZVJ/J6qlvpl4HhJK0l6P7Br7dgfAsdI2q3cGLdq23fYzXOvKGlE7TO83ml7MXAJcKqkVSSNo7oRrrueADZqmPdzwD9KOknSugCSNqL6y1K7JK0NHALMaOwrSffbgdfdaNkDfwDmSvq8pJHlz8a2pfYZqjrhucD88h0c23B845+Tu4FtJI2XNAI4dVnOL+mjksaUf114rhyzeGkvNmIgSIIcEUPFl6mSvlup/qn9m8ARtu8p/XOpVub+SpUEfBM41naHL+5YSv8M/DvwNFUC/vtOxp4KnFf+2fvDvRwHALbvAz4KnAE8RfWXhveUWtRFVKutR1F9Z4dSJaxtx7ZSXc+Zpf+BMra7TqIq92j7/KadMccBa1CVUfyU6obChd2c/zdUSe3fJD1VYr6VKqF9G3B/KSe4lurRb2fUjm17+sV8qhstn6SqUX8d261tTz9ZGuUvAu+hqp2eTfV7+BHVdQOcSHVT3Tyqv5Q03oh3KrU/J7bvp/rzfiNV3XSnf4a7cf79gRnluzgdOMz235fuaiMGBr22tCwiIqL/kvTfwPq223uaRUREr8gKckRE9FuSxknavpRw7Ep1w9ilzY4rIga3lboeEhExtJV/Wm7PAbZ/t1yDASRtAvypg+6ty+POBovVqMoqNgTmAP8LXN7UiCJi0EuJRURERERETUosIiIiIiJqkiBHRERERNSkBjm6tM4663js2LHNDiMiIiKiV02ePPkp22Ma25MgR5c2WnV1rjn6s80OIyIiIoaAMcd+dLmdS1K7b8BMiUVERERERE0S5IiIiIiImiTIERERERE1SZAHOUmflbRKs+OIiIiIGCiSIA8C5RWsHf0uPwskQY6IiIjopiTIA5SksZJmSvoeMAX4saRWSTMk/WcZczzV61lvlnRzaXunpNslTZH0C0mjmncVEREREf1PEuSBbSvgJ7Z3BP7NdguwPbC3pO1tfwd4DNjX9r6S1gFOBvazvRPQCpzQ3sSSJpSEu/Xp+XOXz9VERERE9AN5DvLA9hfbd5TtD0uaQPU73QDYGpjWMH730n6bJIDhwO3tTWx7IjARYPymm7n3Q4+IiIjon5IgD2wvAEh6I3AisIvtZyWdC4xoZ7yAG2wfvvxCjIiIiBhYUmIxOKxOlSw/L2k94IBa3zxgtbJ9B7CnpC0AJK0i6U3LNdKIiIiIfi4ryIOA7bsl3QXMAB4Ebqt1TwSukfR4qUM+CrhQ0sql/2Tg/uUacEREREQ/lgR5gLL9ELBtbf+oDsadAZxR2/8NsEsfhxcRERExYCVBji6tNGYtxhz70WaHEREREbFcpAY5IiIiIqImCXJERERERE0S5IiIiIiImtQgR5deevJvPHHWN5sdRkRENNl6x36u2SFELBdZQY6IiIiIqEmCHBERERFRkwR5CJM0VtI9zY4jIiIioj9JghwRERERUZOb9AYBSasCPwc2AlYEvgI8AHwbGAU8BRxl+3FJOwNnAy8CtzYn4oiIiIj+KyvIg8P+wGO2d7C9LXAt1eulP2i7LSH+Whl7DnC87T06m1DSBEmtklqfmf9CX8YeERER0a8kQR4cpgP7SfpvSW8FNga2BW6QNBU4GdhI0hrAaNu/Lcf9tKMJbU+03WK7Za1Rq/Zx+BERERH9R0osBgHb95fSiQOBrwM3ADMaV4kljQa8/COMiIiIGDiygjwISNoQeNH2+cC3gN2AMZL2KP3DJG1j+zngeUl7lUOPaErAEREREf1YVpAHh+2A/5G0BHgJOBZ4GfhOKatYCfg/YAbwCeBsSS8C1zUn3IiIiIj+KwnyIGD7OtpPdt/WztjJwA61plP7KKyIiIiIASklFhERERERNVlBji4NG7M+6x37uWaHEREREbFcZAU5IiIiIqImCXJERERERE1KLKJLi+Y8wEPfeV+zw4iIiGLs8Zc1O4SIQS0ryBERERERNUmQIyIiIiJqkiBHRERERNQkQY6IiIiIqEmCPAhIukzSZEkzJE0obUdLul/SJEk/lHRmaR8j6VeS/lg+ezY3+oiIiIj+JU+xGBz+0fYzkkYCf5R0FfAfwE7APOA3wN1l7OnAabZvlbQJ1Suq39w4YUm0JwBsuObI5XAJEREREf1DEuTB4XhJh5TtjYGPAb+1/QyApF8Abyr9+wFbS2o7dnVJq9meV5/Q9kRgIsD2m4x2H8cfERER0W8kQR7gJO1DlfTuYftFSZOA+2hnVbhYoYxdsFwCjIiIiBhgUoM88K0BPFuS43HA7sAqwN6S1pS0EvCB2vjrgePadiSNX57BRkRERPR3SZAHvmuBlSRNA74C3AE8CvwXcCdwI/An4Pky/nigRdI0SX8Cjln+IUdERET0XymxGOBsLwQOaGyX1Gp7YllBvpRq5RjbTwGHLt8oIyIiIgaOrCAPXqdKmgrcA8wGLmtqNBEREREDRFaQBynbJ/bWXMPX3YKxx1/WW9NFRERE9GtZQY6IiIiIqEmCHBERERFRkxKL6NILTz7AnT84qNlhREQMabt98spmhxAxZGQFOSIiIiKiJglyRERERERNnyXIkhZLmipphqS7JZ0gqd3zSTpX0ouSVqu1nS7JktZpmK/tc1JpnyTpvvLii3slnSlpdOnbWNLNkmaWOD7Twfn3kfR8be4vLcX1DpM0uWx/sZxvWplvN0mXlu0HGs71lv5yDRERERHRtzXIC2yPB5C0LvAzqtcin9LB+AeAg4HzSyK9L9Ub4V43XzuOsN0qaTjwdeByYG/gZeDfbE8pyfdkSTfY/lM7c/zO9rIU2u4F/F7SHsBBwE62F5YEf7jtQ6BKZIET6+eS1F+uISIiImLIWy4lFrbnABOA41SywXZcyKtveNsHuI0qOezJeRYBnwM2kbSD7cdtTyl984CZwBu6O5+ksWVF90eS7pF0gaT9JN0maZakXWvD9weuATYAnipvuMP2U7YfGyDXEBERETHkLbcaZNsPlvOt28GQWcAYSWsChwMXNfSPbCixaPd1ybYXA3cD4+rtksYCOwJ3dnD+PUopyDWStqm1bwGcDmxf5vwI1WrxicAXauP2BSZRvdJ5Y0n3S/qepL07OF+HmngN9XNNkNQqqfW5+Yt6egkRERERA9byfsxbR6vHbS4BDgN2Az7Z0NdZiUWn55E0CvgV8Fnbc9sZPwXY1PZ8SQdSvZZ5y9I32/b0Ms8M4CbbljQdGFvaNwSesf1i2d8ZeCtV0nyxpJNsn9vN2JtyDY1sTwQmArx509HuYewRERERA9ZyW0GWtBmwGJgj6ZyyCnx1w7CLgK8AN9hespTnWRHYjqoUAUnDqBLLC2xf0t4xtufanl+2rwaGtd0cCCysDV1S21/Cq3/BOAC4rjbfYtuTbJ8CHAd8YABcQ0RERESwnJIjSWOA7wNn2jbwifbG2f6rpC8CNy7leYYBXwMetj2t1Dv/GJhp+9udHLc+8ERZVd2V6i8OTwOjunnq/YH/KHNtBSyxPav0jQf+MgCuISIiIiLo2wR5pKSpwDCqm+1+CnSY4LWx/YMu5mtzre2TyvYFkhYCK1Ml1weX9j2BjwHTa8d+wfbVko4p5/s+8EHgWEkvAwuAw0qi2eVFltXeLW3fW5pGAWeUx7S9TPV0jgldTtTEa4iIiIiIV6la0I2lJWkv4KO2j2l2LH3lzZuO9rlf2KvZYUREDGl51XRE75M02XZLY3vqT5eR7VuBW5sdR0RERET0jiTI0aVVx2yRlYuIiIgYMpbbUywiIiIiIgaCJMgRERERETUpsYguPf/ULK758YHNDiMilsEBRzc+dj4iIjqSFeSIiIiIiJokyBERERERNUmQ+yFJp0o6sdlxRERERAxFSZB7iSr5PiMiIiIGuCR0y0DSWEkzJX0PmAL8WNI9kqZLOrSM2UfSlbVjzpR0VNk+UNK9km6V9J36OGBrSZMkPSjp+Ibz/VDSDEnXSxpZ+jaXdK2kyZJ+J2lcaf9QieluSbeUtm0k/UHSVEnTJG25PL6viIiIiIEgCfKy2wr4CfBVYCNgB2A/4H8kbdDRQZJGAD8ADrC9FzCmYcg44F3ArsApkoaV9i2B79reBngO+EBpnwj8i+2dgROB75X2LwHvsr0D8N7Sdgxwuu3xQAvwSM8vOyIiImJwSoK87P5i+w5gL+BC24ttPwH8Ftilk+PGAQ/anl32L2zov8r2QttPAXOA9Ur7bNtTy/ZkYKykUcBbgF9ImkqVeLcl57cB50r6Z2DF0nY78AVJnwc2tb2gMThJEyS1SmqdO29RN76GiIiIiMEhCfKye6H8VAf9L/Pa73lEF+PbLKxtL+bVZ1a3174C8Jzt8bXPmwFsHwOcDGwMTJW0tu2fUa0mLwCuk/T2xpPbnmi7xXbL6qsN7yLUiIiIiMEjCXLvuQU4VNKKksYAbwP+APyFqp54ZUlrAO8o4+8FNpM0tuwfurQntj0XmC3pQ/DKDYM7lO3Nbd9p+0vAU8DGkjajWr3+DnAFsP3SnjsiIiJisMmb9HrPpcAewN2Agc/Z/huApJ8D04BZwF0AthdI+hRwraSnqJLpZXEEcJakk4FhwEUllv8pN+EJuKm0nQR8VNJLwN+ALy/juSMiIiIGDdludgxDlqRRtudLEvBdYJbt05odV6Mtx67h7/zHns0OIyKWQV41HRHxepIm225pbE+JRXP9c7mpbgawBtXNdRERERHRRFlBji61tLS4tbW12WFERERE9KqsIEdEREREdEMS5IiIiIiImjzFIrr0zNOzuODcdzU7jIgB5Yijrmt2CBERsZSyghwRERERUZMEOSIiIiKiJglyRERERERNapAHCUnrAacBuwPPAouAb9q+tPSvTfUmPYD1gcXAk2V/V9uLlm/EEREREf1TEuRBoLyJ7zLgPNsfKW2bAu9tG2P7aWB86TsVmG/7W8s71oiIiIj+Lgny4PB2YJHt77c12P4LcEbzQoqIiIgYmFKDPDhsA0xpr0PShpKu7umEkiZIapXUOndeqi8iIiJi6EiCPAhJ+q6kuyX90fZjtg/s6Ry2J9pusd2y+mrD+yLMiIiIiH4pCfLgMAPYqW3H9qeBdwBjmhZRRERExACVBHlw+A0wQtKxtbZVmhVMRERExECWBHkQsG3gfcDekmZL+gNwHvD5pa1BjoiIiBiq8hSLQcL248BhHXQf2DD21D4PKCIiImKASoIcXVpr7S054qjrmh1GRERExHKREouIiIiIiJokyBERERERNUmQIyIiIiJqUoMcXZrzzCzOPP9dzQ4jolcc99HU00dEROeyghwRERERUZMEOSIiIiKiJgnyECZpH0lXNjuOiIiIiP4kCfIgJGnFZscQERERMVAlQR5gJI2VdK+k8yRNk/RLSatIekjSlyTdCnxI0jsl3S5piqRfSBpVjt+/HH8r8P7mXk1ERERE/5MEeWDaCphoe3tgLvCp0v5323sBNwInA/vZ3gloBU6QNAL4IfAe4K3A+h2dQNIESa2SWufPXdSHlxIRERHRvyRBHpgetn1b2T4f2KtsX1x+7g5sDdwmaSpwJLApMA6YbXuWbZdj22V7ou0W2y2jVh/eF9cQERER0S/lOcgDkzvYf6H8FHCD7cPrgySNb+fYiIiIiKjJCvLAtImkPcr24cCtDf13AHtK2gKg1Ci/CbgXeKOkzWvHRkRERERNEuSBaSZwpKRpwFrAWfVO208CRwEXljF3AONs/x2YAFxVbtL7y3KNOiIiImIASInFwLTE9jENbWPrO7Z/A+zSeKDta6lqkSMiIiKiHVlBjoiIiIioUfUwg4iOtbS0uLW1tdlhRERERPQqSZNttzS2ZwU5IiIiIqImCXJERERERE1u0osuPfbsLP7j5/s3O4wIvvLha5sdQkREDAFZQY6IiIiIqEmCHBERERFRkwS5F0mypJ/W9leS9KSkK8v+UWV/au2ztaSxkhZIukvSTEl/kHRkbZ4jJE0rn99L2qGD858raXZt7vF9ftERERERg0xqkHvXC8C2kkbaXgD8A/Bow5iLbR9Xb5A0Fviz7R3L/mbAJZJWsH0OMBvY2/azkg4AJgK7dRDDv9v+Ze9dUkRERMTQkhXk3ncN8O6yfThwYU8nsP0gcAJwfNn/ve1nS/cdwEY9mU/SqZLOk3S9pIckvV/SNyVNl3StpGE9jTEiIiJisEqC3PsuAg6TNALYHrizof/QhhKLkR3MM4X2Xwl9NFUS3pGvlVKM0yStXGvfnCpxPxg4H7jZ9nbAAl5N6F8haYKkVkmtL8xd1MnpIiIiIgaXJMi9zPY0YCzV6vHV7Qy52Pb42mdBB1PpdQ3SvlQJ8uc7OOb/USXVuwBrNYy7xvZLwHRgRaDteVnTS7yN1zHRdovtllVXH97B6SIiIiIGnyTIfeMK4FssRXlFzY7AzLYdSdsDPwIOtv10ewfYftyVhcA5wK617oVlzBLgJb/6jvElpBY9IiIi4hVJjPrG2cDztqdL2qenB5eb9r4FnFH2NwEuAT5m+/5OjtvA9uOSBLwPuKfHkUdEREQMcUmQ+4DtR4DTO+g+VNJetf1PAY8Bm0u6CxgBzAPOKE+wAPgSsDbwvSr35WXbLQCSrgb+yfZjwAWSxlCVZ0wFjunVC4uIiIgYAvTqv7RHtG/Dzdfw0V/fo9lhRORV0xER0askTW5bdKxLDXJERERERE1KLKJLG665ZVbuIiIiYsjICnJERERERE0S5IiIiIiImpRYRJdmPfcAB1zx3maHEQPANe+9otkhRERELLOsIEdERERE1CRBjoiIiIioGRAJsqTFkqZKmiHpbkknSGo3dknnSnpR0mq1ttMlWdI6DfO1fU4q7ZMk3SdpmqR7JZ0paXRtnockTS/HtC7ltfxA0p6Sdpd0Z5lrpqRTJX2iFtOi2rm+IekoSU9KukvSLEnXSXpLbd5TJT1aO/7ApYkvIiIiYqgbKDXIC2yPB5C0LvAzYA3glA7GPwAcDJxfEul9gUfbm68dR9hulTQc+DpwObB3rX9f208t7YUAu1G9Pe9PwIdt3y1pRWAr238CzoEqGa+fS9JRwMW2jyv7+wKXSNrX9swy92m2v7UMsUVEREQMeQNiBbnO9hxgAnCcynuX23EhcGjZ3ge4DXi5h+dZBHwO2ETSDp2NLSvPp0m6pawG7yLpkrLS+9XauDcD99teDKwLPF7Otbgkxz2J72ZgItV30VlsR0m6TNKvJc2WdFxZgb9L0h2S1urJeSMiIiIGuwGXIAPYfpAq9nU7GDILGCNpTeBw4KKG/pENJRaHvn6KKnEF7gbGtTUB10uaLKkxMV1k+23A96lWnT8NbAscJWntMuYAoO2NG6cB90m6VNInJY3oxqU3mlKLDaq/NEyTdHa59jbbAh8BdgW+Brxoe0fgduDjS3HeiIiIiEFrQCbIRUerx20uAQ6jKmn4XUPfAtvja5+Lu3mePW3vRJXoflrS22p9bc+3mg7MsP247YXAg8DGpe9dlATZ9peBFuB6quR1aV5VV4/tLGBzYDzVyvT/1vputj3P9pPA88Cva7GObXdiaYKkVkmti+YuWorQIiIiIgamAZkgS9oMWAzMkXROWQW+umHYRcBXgBtsL1nK86wIbAfMBLD9WPk5B7iUakW2zcLyc0ltu21/JUmrAKPb5ijz/Nn2WcA7gB1qK83dtWMttidKqcYS4IcdxNYY3xI6qEO3PdF2i+2W4asP72FYEREREQPXQLlJ7xWSxlCVMZxp28An2htn+6+SvgjcuJTnGUZVjvCw7WmSVgVWsD2vbL8T+HIPptwXuLk2/7uBq8s1bEmV8D/Xg/j2pqo/3rfsb2D78dJ9CHBPD2KLiIiIiGKgJMgjJU0FhlHdbPdT4NtdHWT7B13M1+Za2yeV7QskLQRWpkquDy7t6wGXlvsCVwJ+ZrsnZREHAL+s7X8MOE3Si1TXdESpee7MoZL2AlYBZgMfqD3B4puSxlPVST8EfLIHsUVEREREoWoBM/qapCnAbrZfanYsPbXGFqP9lm+/reuBMeTlVdMRETGQSJpsu6WxfaCsIA945ea+iIiIiOjnkiBHl7YcvUVWBiMiImLIGJBPsYiIiIiI6CtJkCMiIiIialJiEV2a9dxjHHjpKc0OI7rh6kP+s9khREREDHhZQY6IiIiIqEmCHBERERFRkwQ5IiIiIqImCXJERERERM2gTpAl7SPpyh4eM0nS696o0sn4DSRdKWlVSU9LWqOh/zJJHy7b+0v6g6R7JU2VdLGkTWpjTyh90yXdLenbkoZ1Eet9Za6pktbt4bXeKGnNnhwTERERMdgNyARZ0orNjqHmBOCHtl8Argfe19ZRkuW9gCslbQucARxpe5zt8cAFwNgy9hjgncDutrcDdgHmACO7OP8RtseXz5wexv5T4FM9PCYiIiJiUOt3CbKksWUV9TxJ0yT9UtIqkh6S9CVJtwIfkvROSbdLmiLpF5JGleP3L8ffCry/k/N8SdIfJd0jaaIk1bo/Kun3pW/XMn7v2krtXZJWK2M/AFxbti8EDqvNcwhwre0Xgc8D/2V7Zlun7Sts31J2vwgca/u50rfI9jdsz12K7/BcSWdJulnSgyX2syXNlHRubegVwOEdzDFBUquk1kVzX+xpCBEREREDVr9LkIutgIm2twfm8uoq599t7wXcCJwM7Gd7J6AVOEHSCOCHwHuAtwLrd3KOM23vYntbqlXag2p9q9p+Sznv2aXtRODTZeX3rcACSW8EnrW9sIy5FthZ0tpl/zCqpBlgG2BKe4GUZHuU7dmdfSkdOKck7f/RkOSvCbwd+Ffg18BpJYbtJI0HsP0ssHIt3lfYnmi7xXbL8NVXWYqwIiIiIgam/pogP2z7trJ9PlWZAsDF5efuwNbAbZKmAkcCmwLjgNm2Z9l2ObYj+0q6U9J0qkRym1rfhQBldXd1SaOB24BvSzoeGG37ZWAD4Mm2g2wvolqV/aCkdYDxVGUXryFp7ZLU3i/pRECAa/3vKv0PSXpLJ9dwRCnHeGv5fKzW9+vyHUwHnrA93fYSYAalrKOYA2zYyTkiIiIihpT+miC7g/0Xyk8BN9Rqb7e2fXQHx1YHSNeVpPNHZaX5e8AHS4L5Q2BEZ+e3/Q3gn6hWm++QNA5Y0HAcvFpm8UHgctsvlfYZwE5lsqfLSvREqpXjucALZUUa29eV/nuA4e1dTxn3aPk5D/gZsGutu21Ve0ltu22//gbFEeU6IiIiIoL+myBvImmPsn04cGtD/x3AnpK2ACg1ym8C7gXeKGnz2rEA2H5XSab/iVeT2qdK7fIHG+Y/tMy7F/C87eclbV5WYf+bqqRjHHA/r12NBbgZ2BL4NK+WVwB8E/iipDfX2uq1C18Hziqr1ZRyicbk+xWSViqr1JQnXRxElVB3WznH+sBDPTkuIiIiYjDrrwnyTOBISdOAtYCz6p22nwSOAi4sY+4Axtn+OzABuKrcpPeX9iYvN8L9kKr84DLgjw1DnpX0e+D7QNvK9GfLTXt3U624XlOeXPHntkS9zL0E+BWwNnBLrX068BngJ+UmwtuAN1Ot/FKu8UbgznJNtwF3lU97VgauK2OnAo+Wa+qJnYE7SrlIRERERACqylT7D0ljgSvLzXP9nqRDgJ1tn9zsWHpK0unAFbZv6mxcS0uLW1tbl1NUEREREcuHpMm2X/f+i5XaGxzdZ/vS9p4CMUDc01VyHBERETHU9LsE2fZDwIBYPW5j+0d9Ob+kO6lKKuo+Vso2lprtnpZkRERERAx6/S5BjtezvVuzY4iIiIgYKpIgR5dmPTeHd1/ynWaHMWRd9f7jmx1CRETEkNJfn2IREREREdEUSZAjIiIiImqSIA8Akk4tr6Tu6XHjJR24rPNEREREDCVJkAe38cCBXQ2KiIiIiFclQe6nJH1R0n2SbgS2Km2bS7pW0mRJv5M0rrSfK+n7pe1+SQdJGg58GThU0lRJh5apt5Y0SdKDknL3V0RERESDbj/FQtJIYBPb9/VhPAFI2hk4DNiR6nc0BZgMTASOsT1L0m7A94C3l8PGAnsDmwM3A1sAXwJabB9X5j0VGAfsC6wG3CfpLNsvtRPDBKrXdjNinTX75DojIiIi+qNurSBLeg8wFbi27I+XdEUfxjXUvRW41PaLtucCVwAjgLcAv5A0FfgBsEHtmJ/bXmJ7FvAgVSLcnqtsL7T9FDAHWK+9QbYn2m6x3TJ8jVG9c1URERERA0B3V5BPBXYFJgHYnippbN+EFIUb9lcAnrM9vpvjG/fbLKxtLybPwo6IiIh4je7WIL9s+/k+jSTqbgEOkTRS0mrAe4AXgdmSPgSgyg61Yz4kaQVJmwObAfcB86hKKSIiIiKim7qbIN8j6SPAipK2lHQG8Ps+jGtIsz0FuJiqrOVXwO9K1xHA0ZLuBmYAB9cOuw/4LXANVZ3y36lqkbduuEkvIiIiIjrR3X9e/xfgi1T/PP8z4Drgq30VVIDtrwFfa6dr/w4Ouc32vzbM8QywSyfn2HbpI4yIiIgYnLpMkCWtCFxhez+qJDkiIiIiYtDqMkG2vVjSi5LWSB1y/2T7qL6cf8vR63LV+/PI5IiIiBgaulti8XdguqQbgBfaGm0na4qIiIiIQaW7CfJV5RMRERERMah1K0G2fV5fBxL91wPPPs1Bvzq32WEMOld+4KhmhxARERHt6FaCLGk27bx4wvZmvR5RREREREQTdbfEoqW2PQL4ELBW74cTEREREdFc3XpRiO2na59Hbf8f8PalPamkxeXlFTMk3S3pBEntxiLp3PIUjdVqbadLsqR1GuZr+5xU2idJuk/SNEn3SjpT0ujaPGdLmiPpnoZzriXpBkmzys81l+Ia95D0Q0mrSLpA0nRJ90i6VdKmtVj/JunR2v7wzr4fSWtLulnSfElnNpxz53KeByR9R5J6GndERETEUNfdEoudarsrUK0oL8srjBfYHl/mXpfq5SNrAKd0MP4BqrfGnV8SxX2BR9ubrx1H2G6VNBz4OnA5sHfpOxc4E/hJwzEnATfZ/kZJtv9/e/cep1dV33v88yUGSLnILWAUMBApyDXAiCJUYr0ULT3BS8utBSynOYrUW61S9ShtbaUtlUPx1hxFKIdCrAQIyE0pKWi5TULIhXAzqKQg4RoSTCck+Z4/9hrZeZiZ55kkT2bmme/79Xpes/faa6291s6TnV/WrL3X2cBnW+5d5VjgRuDjwJO2DwKQtC/wy1r/zwFW2j6vt6Ckga7PfwP/GziwfOq+CUwD7gSuL224YZDtjoiIiBjVWl1q+h9rn68AhwF/sCkaYHsZVVB31gAjnpcDvUslTwF+AqwZ5HlWA58B9pR0SEm7DXi2j+xTgd4HEy8BjgeQdLqkqyVdK+lRSWeV0d17Jd0pqT7t5B3Aj4AJ1IJ52w/a7hlEu9e7PrZftP1jqkD51yRNALa3fYdtUwX9ve2+WNI3y8jzEknHlNHzxZIubrUtEREREaNBqwHyGbbfXj7vsj0NWL2pGmF7SWnLrv1keRgYX6Y6nARc0XB8XMMUixNeWUW16AlwH7BfkybtZvuJUuaJhnYdCJwMHEG1FPSvbB8K3AGcClCmfrxUFla5CPispDskfVnSPk3O3Ve7m10fgNcBS2v7S0tarx2ppsV8ErgWOB84ADhI0uTGyiRNk9QtqXv1CysG2+SIiIiIEavVAPn7LaZtjGbzZWcCJwJvBm5vOLbK9uTaZ8ZGnKeZW22vsP0UsJwq2ARYAEws2+8GbgawPQ/YG/gHqgcb75H0xg04b7N293W8/uaRa8vI8gKqKR8LbK8DFtXa/XJBe7rtLttdW26/MbNpIiIiIkaWAecgS9qPapTx1ZLeXzu0PdXbLDYJSXsDa4Flkr4LHAo8bvu9tWxXAHOBS2yv25DnzySNAQ4CFjfJ+qSkCbafKFMXltWO1adHrKvtr+Pl6/ke4Ku9mWyvpArwZ0paB7y3hTbU2/3r6zNAtqXA7rX93YHH+2h3vc2N7Y6IiIgY9ZoFRvsCxwE7AL9XS18B/MmmaICk8cC3gK+VEc4P9ZXP9i8kfZ5qXu+GnGcs1ZSIx2zPb5J9FnAacG75ec0gziPgYGBe2T8KuN/2c+VBwf2B2YOor/H69KkE8yskvQW4i2q6x4WtniciIiIiKgMGyLavAa6RdKTtOzbhecdJmgeMpXrY7lJqI64DtOefm9TX60bbZ5ftyyT1AFtRBddTezNJupzqob9dJC0FvmT7O1SB8fcknQH8guq9z606HLi3FsxOAr5ZAuctqJbsvrJJHQNeH0k/oxrF31LS8cC7bd8PfITqzRzjqN5ekTdYRERERAySBhiUfDmTtDVwBtV0i19PrbD9x+1r2sgk6QvAI7YbHyQcsXaYtJeP/vv+3sAXGypLTUdERAwtSXNsdzWmt/qQ3qXAa4DfAf6Dan5rXm3QB9tf7qTgOCIiImK0aXUE+V7bh0qab/vgMp/3JtsbvJpejBxdXV3u7u4e6mZEREREbFIbO4L8Uvn5vKQDqVZ1m7iJ2hYRERERMWy0+nqv6WWRjv9N9YaHbYEvtq1VERERERFDpKUpFjG67TBpko/+u3OHuhnD2nUfHMyLTiIiImI42KgpFpJ2k/QdSTeU/f3LK9AiIiIiIjpKq3OQLwZuAl5b9h8CPtGG9kREREREDKlWA+RdbH+PallibK+hWvo4WiDp85IWSZovaZ6kW8vPRyQtL9vzJL1V0mxJD5a8D0j6mqQdSj1bS7pb0n2lvr+snWMnST+U9HD5ueOQdTgiIiJiBGs1QH5R0s6AAcpyxsvb1qoOIulIquW6D7N9MPBO4BTbk4H/Cdxue3L5/GcpdkrJezDQw8tLXfcAv237EGAycGz5swA4G7jF9j7ALWU/IiIiIgap1bdYfIrq7RWTJP0EGA98sG2t6iwTgKdt9wDYfrrVgrZXS/oM8IikQ2zfB6wsh8eWT+9TllOpls0GuASYDXxW0unA8cAY4EDgH4EtgT+iCrjfa/vZDexbRERERMcZcARZ0p4AtucCxwBvBf4XcIDt+e1vXke4GdhD0kOSviHpmMEUtr0WuA/YD0DSGEnzgGXAD23fVbLuZvuJUuYJYNdaNQcCJwNHAH8D/Mr2ocAdwKl9nVfSNEndkrpXv/DCYJocERERMaI1m2JxdW17hu1Fthfafqm/ArE+2yuBw4FpwFPAjDKqOxiq1be2TM/YHTiiLNzSzK22V9h+impqzLUlfQH9LPhie7rtLttdW26//SCbGxERETFyNQuQVdveu50N6WQlqJ1t+0vAWcAHWi0raQxwELC4oc7nqaZRHFuSnpQ0oZSZQDXC3Kuntr2utr+O1qfZRERERIwKzQJk97MdLZK0r6R9akmTgZ+3WHYs8BXgMdvzJY2vvdFiHNUDfw+U7LOA08r2abz8YF9EREREDEKz0cNDJL1ANZI8rmxT9m07v3tvblvgwhLYrgEeoZpuMZDLJPUAWwE/onoAD6oH/i4po8pbAN+zfV05di7wvbKAyy+ALO0WERERsQGy1HQ0laWmm8tS0xERESPPRi01HRERERExWuQBrWjqDTvumBHSiIiIGDUyghwRERERUZMAOSIiIiKiJlMsoqlHnnuBqd+/caibsdlc88Fjm2eKiIiIjpUR5IiIiIiImgTIERERERE1wy5AljRO0n+UxTA2Zb2nS/rapsrXT9mJkk5upS5JP5K0Y0PaP0s6qo86F25Ie0r5z22quiIiIiJGg2EXIAN/DMy0vbaVzJs6kN5IE4GTm2UqLgXObEh7M3DnpmwQ8LnmWSIiIiKi13AMkE8BrpE0RdJtkq6SdL+kb0naAkDSSkl/Jeku4EhJfyjpbknzyijsmJLvQ5IekvQfwFH9nbC/fJLGS7pS0j3lc1RJP0fSpZL+XdLDkv6kFDkX+K3Sjk+WtNdKurHk+/vaaWcBJ9XO9UbgIdtrJR0u6T5JdwAfreUZI+kfSlvmS/pfJb3PayXpXKolwudJuqxUM0bS/5W0SNLNksYN+k8oIiIiooMNqwBZ0pbA3rZ/VpKOAP4MOAiYBLy/pG8DLLT9ZuAZ4ATgKNuTgbXAKZImAH9JFfC+C9i/n3MOlO8C4HzbbwI+AHy7duxg4HeBI4EvSnotcDZwu+3Jts8v+SaX9h0EnCBpDwDbzwFbSdq55HsP0PuqiO8CH7N9ZENzzwCWl/a8CfgTSXv1d61snw2sKu05peTbB/i67QOA50u/IiIiIqIYVgEysAtV0NbrbttLynSLy4GjS/pa4Mqy/Q7gcOAeSfPK/t5U0xVm237K9mpgRj/nHCjfO4GvlXpnAdtL2q4cu8b2KttPA7dSBah9ucX2ctv/DdwPvL52bBnw2rL9O8CNkl4N7GD7P0r6pbX87wZOLe25C9iZKuAd6Fo1etT2vLI9h2payCtImiapW1L36heW91NVREREROcZbu9BXgVsXdt3w/He/f+uzVEWcIntv6hnlHR8H+V75yzPKbuzgLl95Su2AI60vaqhjoHa1qintr2W9a/51sAqSb9BFRQ/LmmHAeoS8Ke2b2poz5SNaE+fUyxsTwemA+ww6Tf7qysiIiKi4wyrEeQy7WCMpN4g+QhJe5W5xycAP+6j2C3AByXtCiBpJ0mvpxphnSJpZ0ljgd8v51hbphxMtv3F/vIVNwNn9e5Imlw7NlXS1mWKxBTgHmAFsB0tUBVlvwb4GfB2qlFobD8PLJfUOwJ8Sq3YTcBHSjuR9JuStmlyrV7qzR8RERERzQ2rALm4mZenB9xB9eDbQuBR4KrGzLbvB74A3CxpPvBDYILtJ4BzSh0/ohopfoUm+T4GdJUH4u4HPlw7djfwA6q3Tvy17ceB+cCa8oDdJxnY4cCdttew/vxjgA8BXy8P6dVHr79NNU1jbnld2z/z8oh0f9dqOjC/9pBeRERERAxA9vD67bmkQ4FPAd8BPm37uCFu0itIOgdYafu8jajjAmCW7VskzQXebPulDaxrCm28VjtM+k0f83f/1I6qh6UsNR0RETE6SJpju6sxfbjNQcb2vZJuBYbT+43bYaHtWwBsHzbUjYmIiIiIyrAbQY7hp6ury93d3UPdjIiIiIhNqr8R5OE4BzkiIiIiYsgkQI6IiIiIqBl2c5Bj+Pnpcy/y/ivvGOpmtNXMDzQuWhgRERGjVUaQIyIiIiJqEiBHRERERNQkQI6IiIiIqMkc5DaR9HngZGAtsA54DtgR2BYYT7XaHcCZwN8CE4AeYEuqFf2+YPt5SXsA/0K1LPU6YLrtC/o43xTgmlq9M23/VTv6FhEREdHJEiC3gaQjgeOAw2z3SNoF2NL2432teicJ4BTb3ZK2BL5CFeweA6wB/sz2XEnbAXMk/bAssd3o9uG48mBERETESJIpFu0xAXjadg+A7adtP95KQdurgc8Ae0o6xPYTtueWYyuAxcDrWm2IpImSHpD0bUkLJV0m6Z2SfiLpYUlHDLp3ERERER0sAXJ73AzsIekhSd+QdMxgCtteC9wH7FdPlzQROBS4q5+iR0q6T9INkg6opb8BuAA4uNR5MnA08Gngc31VJGmapG5J3T0vPDeY5kdERESMaAmQ28D2SuBwYBrwFDBD0umDrEbr7UjbAlcCn7D9Qh/55wKvt30IcCFwde3Yo7YX2F4HLAJucbXG+AJgYj99mG67y3bXVtvvOMimR0RERIxcCZDbxPZa27Ntfwk4C/hAq2UljQEOoppOgaSxVMHxZbZn9nO+F0pgju3rgbFl7jNUD//1WlfbX0fmoUdERESsJwFyG0jaV9I+taTJwM9bLDuW6iG9x2zPV/UE33eAxba/OkC515S8lHnFWwDPbGAXIiIiIkatjB62x7bAhZJ2oHoLxSNU0y0GcpmkHmArqte8TS3pRwF/BCyQNK+kfc729ZI+DGD7W8AHgY9IWgOsAk607RIzR0RERESLVE1FjejfjpPe6Lf//UVD3Yy2mvmBI4e6CREREbGZSZpju6sxPSPI0dSkHbdJABkRERGjRuYgR0RERETUJECOiIiIiKhJgBwRERERUZM5yNHUkud7OGHmkqFuxgaZ8f69h7oJERERMcJkBDkiIiIioiYBckRERERETaZYDCFJnwdOBtZSLfv8HLAj1UIj44FHS9Yzgb8FJlAtE70l1WIiX7D9fKnrZ8CKUteavt7pFxERERHNJUAeIpKOBI4DDrPdI2kXYEvbj0uaAnza9nG1/ACn2O6WtCXVctTXAMfUqn277ac3Vx8iIiIiOlGmWAydCcDTtnsAbD9t+/FWCtpeDXwG2FPSIQPllTRb0vmSbpO0WNKbJM2U9LCkL290LyIiIiI6TALkoXMzsIekhyR9Q9IxTUvU2F4L3Afs15sE3CxpjqRpDdlX234b8C2qUeePAgcCp0vaua/6JU2T1C2pu2f5s4NpWkRERMSIlgB5iNheCRwOTAOeAmZIOn2Q1ai2fZTtw4D3AB+V9LbasVnl5wJgke0nysj1EmCPfto33XaX7a6tXr3TIJsVERERMXIlQB5Cttfanm37S8BZwAdaLStpDHAQsLjU9Xj5uQy4Cjiilr2n/FxX2+7dzzz0iIiIiJoEyENE0r6S9qklTQZ+3mLZsVQP6T1me76kbSRtV45tA7wbWLiJmxwRERExKmT0cOhsC1woaQdgDfAI1XSLgVwmqQfYiuo1b1NL+m7AVeVNF68C/tX2je1odERERESnS4A8RGzPAd7az7HZwOyGtCkD1LUE6PNtFvVyjfUOVGdERETEaJUpFhERERERNRlBjqb23mErZrx/76FuRkRERMRmkRHkiIiIiIiaBMgRERERETWZYhFNLXv+JS646pdD3Yx+ffx9rxnqJkREREQHyQhyRERERERNAuSIiIiIiJpMsdgMJH0eOBlYS7W883PAjlSLhYwHHi1ZzwT+FphAtST0llQLgnzB9vOlrouA44Bltg+snWMnYAYwEfgZ8Ae2n2tvzyIiIiI6T0aQ20zSkVQB7WG2DwbeCZxiezLwP4HbbU8un/8sxU4peQ+mCpSvqVV5MXBsH6c6G7jF9j7ALWU/IiIiIgYpAXL7TQCett0DYPtp24+3UtD2auAzwJ6SDilptwHP9pF9KnBJ2b4EOB5A0umSrpZ0raRHJZ0l6VOS7pV0Zxl5joiIiIgiAXL73QzsIekhSd+QdMxgCtteC9wH7Nck6262nyhlngB2rR07kGqKxxHA3wC/sn0ocAdwal+VSZomqVtS98oXnhlMkyMiIiJGtATIbWZ7JXA4MA14Cpgh6fRBVqONbMattlfYfgpYDlxb0hdQzVl+BdvTbXfZ7tp2+5038vQRERERI0cC5M3A9lrbs21/CTgL+ECrZSWNAQ4CFjfJ+qSkCaXMBGBZ7VhPbXtdbX8deVAzIiIiYj0JkNtM0r6S9qklTQZ+3mLZscBXgMdsz2+SfRZwWtk+jfUf7IuIiIiIFiVAbr9tgUsk3S9pPrA/cE6TMpeVvAuBbagewANA0uVUc4f3lbRU0hnl0LnAuyQ9DLyr7EdERETEIMn2ULchhrk933CI/+wfbhrqZvQrS01HRETEhpA0x3ZXY3pGkCMiIiIiavKAVjS16w5jM0obERERo0ZGkCMiIiIiahIgR0RERETUZIpFNPX8c2u45t+eHupmvMLU399lqJsQERERHSgjyBERERERNQmQIyIiIiJqEiBvZpIs6dLa/qskPSXpurJ/etmfV/vsL2mipFWS7pW0WNLdkk6r1TNF0vJamS8ORf8iIiIiRrrMQd78XgQOlDTO9iqqVe/+qyHPDNtn1RMkTQR+avvQsr83MFPSFra/W7Ldbvu49jY/IiIiorNlBHlo3AD8btk+Cbh8sBXYXgJ8CvjYQPnKyPMDkr4taaGkyyS9U9JPJD0s6YhBtz4iIiKigyVAHhpXACdK2ho4GLir4fgJDVMsxvVTz1xgv9r+kZLuk3SDpANq6W8ALijn2g84GTga+DTwuU3Qn4iIiIiOkSkWQ8D2/DJl4iTg+j6y9DXFoq+q6olzgdfbXinpvcDVwD7l2KO2F5R6FgG32LakBcDEPiuWpgHTAMbvsntrHYuIiIjoABlBHjqzgPPYgOkVNYcCiwFsv2B7Zdm+HhgrqfdFwT21Mutq++vo5z9Jtqfb7rLdtf32O29EEyMiIiJGlowgD52LgOW2F0iaMtjCZQT6PODCsv8a4MkyMnwE1X9+ngG23VQNjoiIiBgNEiAPEdtLqeYF9+UESUfX9s8EHgcmSboX2BpYAVxYe4PFB4GPSFoDrAI6hn0QAAAUb0lEQVROLMFyezoQERER0aFke6jbEMPcGyZN9j+e+6OhbsYrZKnpiIiI2BiS5tjuakzPHOSIiIiIiJpMsYimdtjxVRmtjYiIiFEjI8gRERERETUJkCMiIiIiajLFIpp68Zk13HHJU5ukriNPG79J6omIiIhol4wgR0RERETUJECOiIiIiKhJgBwRERERUZMAuU0kWdKltf1XSXpK0nVl//SyP6/22V/SREmrJN0rabGkuyWdVqtnqqT5JX93fcU9ScdKelDSI5LO3rw9joiIiOgMeUivfV4EDpQ0zvYq4F3AfzXkmWH7rHqCpInAT20fWvb3BmZK2qIsK30LMKssI30w8D1gP0ljgK+X8ywF7pE0y/b9bexjRERERMfJCHJ73QD8btk+Cbh8sBXYXgJ8CvhY2V/pl9cH3wbo3T4CeMT2EturgSuAqQCSZks6X9JtZVT6TZJmSnpY0pc3uHcRERERHSgBcntdAZwoaWvgYOCuhuMnNEyxGNdPPXOB/Xp3JL1P0gPAD4A/LsmvAx6rlVla0nqttv024FvANcBHgQOB0yXt3HhCSdPKFI7u51Y802p/IyIiIka8BMhtZHs+MJFq9Pj6PrLMsD259lnVT1VqqPcq2/sBxwN/3Vee3qy17Vnl5wJgke0nbPcAS4A9+mj7dNtdtrt23O4V8XNEREREx8oc5PabBZwHTAE2NNI8FFjcmGj7NkmTJO1CNWJcD3R3Bx6v7feUn+tq2737+R5EREREFAmM2u8iYLntBZKmDLZweWjvPODCsv8Gqof4LOkwYEvgGeB5YB9Je1E9DHgicPImaH9ERETEqJIAuc1sLwUu6OfwCfXXtAFnUo36TpJ0L7A1sAK4sLzBAuADwKmSXgJWASeUh/bWSDoLuAkYA1xke9Gm71FEREREZ9PLL0SI6Nsb95rsi8754Sap68jTxm+SeiIiIiI2lqQ5trsa0zOCHE1ts/OrEthGRETEqJG3WERERERE1CRAjoiIiIioSYAcEREREVGTOcjRVM+yl3jkwic3qo43/Olum6g1EREREe2VEeSIiIiIiJoEyBERERERNUMSIEtaK2mepEWS7pP0KUl9tkXSxZJ+JWm7WtoFklyWWK7X1/s5u6TPlvSgpPmSHpD0NUk7lGNbS7q7nH+RpL+s1b+TpB9Kerj83HED+nikpP8r6TckXSZpgaSFkn4s6fW1tv5S0n/V9rcc6PpIOqKW9z5J76ud8/Bynkck/ZMkDbbdEREREaPdUM1BXmV7MoCkXYF/BV4NfKmf/I8AU4H/VwLFt1Mtp/yK+vpwiu1uSVsCXwGuAY4BeoDftr1S0ljgx5JusH0ncDZwi+1zS7B9NvDZQfbxWOBG4OPAk7YPKv3dF/hlrf/nACttn9dbUNJA12ch0GV7jaQJwH2SrrW9BvgmMA24E7i+tOGGQbY7IiIiYlQb8ikWtpdRBXVnDTDieTlwQtmeAvwEWDPI86wGPgPsKekQV1aWw2PLp3dZwanAJWX7EuB4AEmnS7pa0rWSHpV0VhndvVfSnZJ2qp3yHcCPgAnUgnnbD9ruGUS717s+tn9VgmGolqJ2adsEYHvbd5Slp/+l1u6LJX1T0q2Slkg6RtJFkhZLurjVtkRERESMBkMeIAPYXkLVll37yfIwML5MdTgJuKLh+LiGKRYnvLIKsL0WuA/YD0DSGEnzgGXAD23fVbLuZvuJUuaJhnYdCJwMHAH8DfAr24cCdwCnlnp3AV6yvRy4CPispDskfVnSPq1dlfXavd71kfRmSYuABcCHS8D8OmBprdjSktZrR+C3gU8C1wLnAwcAB0ma3HhOSdMkdUvqfnbls4NtckRERMSINSwC5KLZfNmZwInAm4HbG46tsj259pnRynlsry1TGXYHjpB0YAvtvNX2CttPAcupgk2ogtWJZfvdwM3lHPOAvYF/AHYC7pH0xhbOM1C777J9APAm4C8kbU3f18+17WvLyPICqikfC2yvAxbV2v1yQXu67S7bXTttu1Pj4YiIiIiONSwCZEl7A2uBZZK+W0aBr2/IdgXw11Qjves28DxjgIOAxfV0288Ds6nm7AI8WaYs9E5dWFbLXp8esa62v46X53S/h2r+cW/9K23PtH0m8P+A9w6y3b++Pg3tXgy8SDWqvZQq0O+1O/B4H+2ut7mx3RERERGj3pAHyJLGA98CvlbmBX+ojAKvF0Ta/gXweeAbG3iesVQP6T1me76k8bU3WowD3gk8ULLPAk4r26dRPdjX6nkEHAzMK/tH9b4FozwouD/w80HUt971kbSXpFeVY68H9gV+VqaCrJD0ltKGUwfT7oiIiIioDNXI4bgy93cs1cN2lwJfbVbI9j83qa/XjbbPLtuXSeoBtqJ6aG5qSZ8AXFJGlbcAvmf7unLsXOB7ks4AfgH8fqsdAw4H7i3TGQAmAd8sQesWwA+AK5vUMdD1ORo4W9JLVKO/Z9p+uhz7CHAxMI7q7RV5g0VERETEIOnlOC42BUlfAB6x3fgg4Yh10J6H+Ko/v3mj6shS0xERETHcSJpju6sxPXNPNzHbXx7qNkRERETEhkuAHE1ttevYjABHRETEqDHkD+lFRERERAwnCZAjIiIiImoyxSKaeunJHn75jw8Pqsxr/mzQCwZGREREDAsZQY6IiIiIqEmAHBERERFRkwC5TSRZ0qW1/VdJekrSdWX/9LI/r/bZX9JESask3StpsaS7JZ1Wq2c/SXdI6pH06YZzHivpQUmPSDqbiIiIiBi0zEFunxeBAyWNs70KeBfwXw15Ztg+q54gaSLwU9uHlv29gZmStrD9XeBZ4GPA8Q3lxgBfL+dZCtwjaZbt+zd5zyIiIiI6WEaQ2+sG4HfL9knA5YOtwPYS4FNUQTG2l9m+B3ipIesRVCv4LbG9GriCsqy2pNmSzpd0WxmVfpOkmZIelpSFTSIiIiJqEiC31xXAiZK2Bg4G7mo4fkLDFItx/dQzF9ivybleBzxW219a0nqttv024FvANcBHgQOB0yXt3FiZpGmSuiV1P/Pis01OHREREdE5EiC3ke35wESq0ePr+8gyw/bk2mdVP1WphdP1lce17Vnl5wJgke0nbPcAS4A9+mj7dNtdtrt23manFk4fERER0RkyB7n9ZgHnAVOAV4zUtuhQYHGTPEtZP9DdHXi8tt9Tfq6rbffu53sQERERUSQwar+LgOW2F0iaMtjC5aG984ALm2S9B9hH0l5UDwOeCJw82PNFREREjHYJkNvM9lLggn4OnyDp6Nr+mVSjvpMk3QtsDawALixvsEDSa4BuYHtgnaRPAPvbfkHSWcBNwBjgItuL2tGniIiIiE4m281zxah2yB4H+aZPzBxUmSw1HREREcOdpDm2uxrT85BeRERERERNplhEU2N32yojwhERETFqZAQ5IiIiIqImAXJERERERE2mWERTLy17kScvuLOlvLt9/C1tbk1EREREe2UEOSIiIiKiJgFyRERERERNAuQRRtJsSb/TkPYJSd+QtI+k6yT9VNIcSbdKelst37GS7pb0gKR5kmZI2nPz9yIiIiJi+EqAPPJcTrWMdN2JJf0HwHTbk2wfDvwpsDeApAOplqs+zfZ+ticDlwETN1O7IyIiIkaEPKQ38nwf+LKkrWz3SJoIvBb4TeAO27N6M9peCCwsu58F/tb24trxWURERETEejKCPMLYfga4Gzi2JJ0IzAAOAOYOULTZ8fVImiapW1L3syuf38DWRkRERIw8CZBHpvo0i97pFeuRdJWkhZJm9nFs5zIH+SFJn+7rBLan2+6y3bXTtjtsyrZHREREDGsJkEemq4F3SDoMGGd7LrAIOKw3g+33AacDO5WkXx+3/UyZgzwd2HaztToiIiJiBEiAPALZXgnMBi7i5dHjfwWOkvQ/all/o7b998DnJb2xn+MRERERQR7SG8kuB2ZSplrYXiXpOOCrkv4P8CSwAvhyOb5A0seBf5G0HfAM8AvgS0PQ9oiIiIhhKwHyCGX7KkANaQ8A7x2gzA+oXgUXEREREf3IFIuIiIiIiJqMIEdTY3fdht0+/pahbkZERETEZpER5IiIiIiImgTIERERERE1CZAjIiIiImoSIEdERERE1CRAjoiIiIioSYA8AkmaKGlhQ1qXpH8aZD3nSPr0pm1dRERExMiW17x1CNvdQPdQtyMiIiJipMsI8ggnaW9J90r6c0nXlbRzJF0kabakJZI+Vsv/eUkPSvoRsO+QNTwiIiJimMoI8ggmaV/gCuBDwA7AMbXD+wFvB7YDHpT0TeBg4ETgUKo/+7nAnM3Y5IiIiIhhLyPII9d44BrgD23P6+P4D2z32H4aWAbsBvwWcJXtX9l+AZjVX+WSpknqltT91FNPtaH5EREREcNTAuSRaznwGHBUP8d7attrefm3BW6lctvTbXfZ7ho/fvyGtzIiIiJihEmAPHKtBo4HTpV0cotlbgPeJ2mcpO2A32tX4yIiIiJGqgTII5jtF4HjgE8Cr24h/1xgBjAPuBK4vZ3ti4iIiBiJZLf0G/cYxbq6utzdnTfIRURERGeRNMd2V2N6RpAjIiIiImoSIEdERERE1CRAjoiIiIioyRzkaErSCuDBoW7HENoFeHqoGzHERvs1GO39h1yD0d5/yDWAXINO7P/rbb/ifbZZSS9a8WBfE9hHC0ndo7n/kGsw2vsPuQajvf+QawC5BqOp/5liERERERFRkwA5IiIiIqImAXK0YvpQN2CIjfb+Q67BaO8/5BqM9v5DrgHkGoya/uchvYiIiIiImowgR0RERETUJECOiIiIiKhJgDyKSTpW0oOSHpF0dh/HJemfyvH5kg5rtexI0cI1OKX0fb6k/5R0SO3YzyQtkDRPUvfmbfmm0UL/p0haXvo4T9IXWy07UrRwDf681v+FktZK2qkc64TvwEWSlkla2M/xjr4PtND/jr4HQEvXoKPvAy30v6PvAQCS9pB0q6TFkhZJ+ngfeTr6XvAKtvMZhR9gDPBTYG9gS+A+YP+GPO8FbgAEvAW4q9WyI+HT4jV4K7Bj2X5P7zUo+z8DdhnqfrS5/1OA6zak7Ej4DLYfwO8B/94p34HSh7cBhwEL+zne6feBZv3v2HvAIK5Bp98HBux/Q96OuweUfkwADivb2wEPjbaYoPGTEeTR6wjgEdtLbK8GrgCmNuSZCvyLK3cCO0ia0GLZkaBpP2z/p+3nyu6dwO6buY3ttDF/jqPmO9DgJODyzdKyzcT2bcCzA2Tp6PtAs/53+D0AaOk70J9R8R1o0HH3AADbT9ieW7ZXAIuB1zVk6+h7QaMEyKPX64DHavtLeeVfhv7ytFJ2JBhsP86g+t9zLwM3S5ojaVob2tdurfb/SEn3SbpB0gGDLDvctdwPSb8BHAtcWUse6d+BVnT6fWAwOu0eMBidfB9oyWi5B0iaCBwK3NVwaFTdC7LU9OilPtIa3/nXX55Wyo4ELfdD0tup/nE8upZ8lO3HJe0K/FDSA2UkYqRopf9zqdapXynpvcDVwD4tlh0JBtOP3wN+Yrs+0jTSvwOt6PT7QEs69B7Qqk6/D7Sq4+8Bkral+g/AJ2y/0Hi4jyIdey/ICPLotRTYo7a/O/B4i3laKTsStNQPSQcD3wam2n6mN9324+XnMuAqql8zjSRN+2/7Bdsry/b1wFhJu7RSdoQYTD9OpOFXqx3wHWhFp98Hmurge0BLRsF9oFUdfQ+QNJYqOL7M9sw+soyqe0EC5NHrHmAfSXtJ2pLqL/6shjyzgFPLk6tvAZbbfqLFsiNB035I2hOYCfyR7Ydq6dtI2q53G3g30OcT0MNYK/1/jSSV7SOo7hnPtFJ2hGipH5JeDRwDXFNL64TvQCs6/T4woA6/B7RkFNwHmur0e0D58/0OsNj2V/vJNqruBZliMUrZXiPpLOAmqidQL7K9SNKHy/FvAddTPbX6CPAr4EMDlR2CbmyUFq/BF4GdgW+Ufx/W2O4CdgOuKmmvAv7V9o1D0I0N1mL/Pwh8RNIaYBVwom0Do+k7APA+4GbbL9aKj/jvAICky6neUrCLpKXAl4CxMDruAy30v2PvAb1auAYdfR9oof/QwfeA4ijgj4AFkuaVtM8Be8LouBc0ylLTERERERE1mWIREREREVGTADkiIiIioiYBckRERERETQLkiIiIiIiaBMgRERERMaJIukjSMklNX60n6XxJ88rnIUnPNyuTADkiIjY5SbMl/U5D2ickfWOA/F2bp3UR0QEuplr6uynbn7Q92fZk4EKqd5sPKAFyRES0w+VUCwbUvWIlsoiIDVGW9K4v+42kSZJulDRH0u2S9uuj6Em0cB9KgBwREe3wfeA4SVsBSJoIvBY4WVK3pEWS/rKvgpJW1rY/KOnisj1e0pWS7imfo9rei4gYSaYDf2r7cODTwHq/sZL0emAv4N+bVZSV9CIiYpOz/Yyku6l+BXoN1ejxDOArtp+VNAa4RdLBtue3WO0FwPm2f1yWgL4JeGM72h8RI4ukbYG3Av9WVjcE2Koh24nA922vbVZfAuSIiGiX3mkWvQHyHwN/IGka1b8/E4D9gVYD5HcC+9f+8dte0na2V2zSVkfESLQF8HyZZ9yfE4GPtlpZREREO1wNvEPSYcA44DmqX3u+w/bBwA+Arfso59p2/fgWwJG9D9vYfl2C44gAsP0C8Kik3wdQ5ZDe45L2BXYE7milvgTIERHRFrZXArOBi6hGk7cHXgSWS9oNeE8/RZ+U9EZJWwDvq6XfDJzVuyNpchuaHREjgKTLqYLdfSUtlXQGcApwhqT7gEXA1FqRk4ArbPuVtb1SplhEREQ7XU71SqUTbT8g6V6qf7iWAD/pp8zZwHXAY8BCYNuS/jHg65LmU/37dRvw4Ta2PSKGKdsn9XOoz1e/2T5nMPWrxUA6IiIiImJUyBSLiIiIiIiaBMgRERERETUJkCMiIiIiahIgR0RERETUJECOiIiIiKhJgBwRERERUZMAOSIiIiKi5v8D3EHjNzoQJ3AAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m','NDP30m'])\n", + "base_path = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/all_sources_model\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All sources\n", + "\n", + "Trained this model using all data from each source\n", + "\n", + "Additionally, I trained a model for each source." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "features = make_feature_list()\n", + "features = remove_feature_from_list(features,['lat','lon','year','d10','d20','d60','NDP2.5m','NDP5m','NDP10m','NDP30m'])\n", + "base_path = \"/cryosat2/ML_DATA\"\n", + "models = get_models(base_path)\n", + "plot_ftr_importance(models,features)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/03_data_diversity/plot_trees.ipynb b/analysis/03_data_diversity/plot_trees.ipynb new file mode 100644 index 0000000..31f5ce5 --- /dev/null +++ b/analysis/03_data_diversity/plot_trees.ipynb @@ -0,0 +1,2197 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Binary trees\n", + "It's a little hard to make perfect sense of these because they are so complex, but maybe there will be some enlightening info." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import lightgbm\n", + "import pickle\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train-test split model\n", + "Model trees for the US_multi train-test split. This model includes all features." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/MODEL_RUNS/00_ALL_FEATURES/train-test-split/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "gbm.save_model('model.temp') # I put this step in there to manually edit the feature labels, couldn't figure out how to change them" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "split0\n", + "\n", + "d10\n", + "\n", + "0.291\n", + "\n", + "\n", + "\n", + "split15\n", + "\n", + "d10\n", + "\n", + "0.165\n", + "\n", + "\n", + "\n", + "split0->split15\n", + "\n", + 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"\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymodel = lightgbm.Booster(model_file='model.temp')\n", + "lightgbm.create_tree_digraph(mymodel,tree_index=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the exact same tree for the model that omits lat,lon,year" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/MODEL_RUNS/02_NO_LAT_LON_YR/train-test-split/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "gbm.save_model('model.temp')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ 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"leaf24\n", + "\n", + "leaf 24: \n", + "3.012\n", + "\n", + "\n", + "\n", + "split23->leaf24\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "split13\n", + "\n", + "D-MED2.5m/STD2.5m\n", + "\n", + "-2.041\n", + "\n", + "\n", + "\n", + "split7->split13\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split14\n", + "\n", + "sed\n", + "\n", + "7808.396\n", + "\n", + "\n", + "\n", + "split7->split14\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf2\n", + "\n", + "leaf 2: \n", + "2.891\n", + "\n", + "\n", + "\n", + "split13->leaf2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf14\n", + "\n", + "leaf 14: \n", + "3.005\n", + "\n", + "\n", + "\n", + "split13->leaf14\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "split16\n", + "\n", + "rate\n", + "\n", + "1878.869\n", + "\n", + "\n", + "\n", + "split14->split16\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf15\n", + "\n", + "leaf 15: \n", + "3.053\n", + "\n", + "\n", + "\n", + "split14->leaf15\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf8\n", + "\n", + "leaf 8: \n", + "3.028\n", + "\n", + "\n", + "\n", + "split16->leaf8\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf17\n", + "\n", + "leaf 17: \n", + "2.887\n", + "\n", + "\n", + "\n", + "split16->leaf17\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymodel = lightgbm.Booster(model_file='model.temp')\n", + "lightgbm.create_tree_digraph(mymodel,tree_index=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adjusted boosting parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "split0\n", + "\n", + "Column_3\n", + "\n", + "0.341\n", + "\n", + "\n", + "\n", + "split6\n", + "\n", + "Column_3\n", + "\n", + "0.191\n", + "\n", + "\n", + "\n", + "split0->split6\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split1\n", + "\n", + "Column_9\n", + "\n", + "1510.028\n", + "\n", + "\n", + "\n", + "split0->split1\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf0\n", + "\n", + "leaf 0: \n", + "-0.183\n", + "\n", + "\n", + "\n", + "split6->leaf0\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf7\n", + "\n", + "leaf 7: \n", + "-0.134\n", + "\n", + "\n", + "\n", + "split6->leaf7\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "split2\n", + "\n", + "Column_9\n", + "\n", + "13.196\n", + "\n", + "\n", + "\n", + "split1->split2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split5\n", + "\n", + "Column_6\n", + "\n", + "47.973\n", + "\n", + "\n", + "\n", + "split1->split5\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf1\n", + "\n", + "leaf 1: \n", + "-0.151\n", + "\n", + "\n", + "\n", + "split2->leaf1\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split3\n", + "\n", + "Column_5\n", + "\n", + "0.335\n", + "\n", + "\n", + "\n", + "split2->split3\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf3\n", + "\n", + "leaf 3: \n", + "-0.086\n", + "\n", + "\n", + "\n", + "split3->leaf3\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "split4\n", + "\n", + "Column_2\n", + "\n", + "0.177\n", + "\n", + "\n", + "\n", + "split3->split4\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf4\n", + "\n", + "leaf 4: \n", + "-0.038\n", + "\n", + "\n", + "\n", + "split4->leaf4\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf5\n", + "\n", + "leaf 5: \n", + "-0.121\n", + "\n", + "\n", + "\n", + "split4->leaf5\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n", + "leaf2\n", + "\n", + "leaf 2: \n", + "-0.029\n", + "\n", + "\n", + "\n", + "split5->leaf2\n", + "\n", + "\n", + "yes\n", + "\n", + "\n", + "\n", + "leaf6\n", + "\n", + "leaf 6: \n", + "-0.132\n", + "\n", + "\n", + "\n", + "split5->leaf6\n", + "\n", + "\n", + "no\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filename = \"/swot2/features/tsv_all/runtime_models/US_multi_model.pkl\"\n", + "with open(filename,\"rb\") as f:\n", + " gbm = pickle.load(f)\n", + "\n", + "lightgbm.create_tree_digraph(gbm,tree_index=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3.8.8 64-bit ('boosting': conda)" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/analysis/03_data_diversity/score_distribution.ipynb b/analysis/03_data_diversity/score_distribution.ipynb new file mode 100644 index 0000000..f7a9a9c --- /dev/null +++ b/analysis/03_data_diversity/score_distribution.ipynb @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys,os\n", + "sys.path.append('../..')\n", + "from analysis.analysistools import plot_scores, plt_score_distribution\n", + "import pickle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Score distribution -- Data diversity\n", + "What follows are the cumulative distributions of the scores for each run. For \"bad\" samples, the score is plotted in blue from 1 to 0. For \"good\" samples, the score is plotted in red from 0 to 1. So, for a perfect classifier, you would basically have a blue peak at 0, a red peak at 1.\n", + "\n", + "## All sources Model, tested on each data source\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sources = ['AGSO','JAMSTEC','JAMSTEC2','NGA','NGA2','NGDC','NOAA_geodas','SIO','US_multi']\n", + "base_dir = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/all_sources_model/runtime_scores\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/cryosat2/ML_DATA/runtime_scores/model_all_test_AGSO_scores.pkl'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0msource\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msources\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbase_dir\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"model_all_test_{}_scores.pkl\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplot_scores\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msource\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/cryosat2/ML_DATA/runtime_scores/model_all_test_AGSO_scores.pkl'" + ] + } + ], + "source": [ + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_all_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Individual models\n", + "Here is the same train/test split but with a model trained on single data sources." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6DSEBq9CQvquIrEtJmIhIFfPmzaN37961/l4RaViUhImIiIiEIGJJmJk9aGaLzGzGRrabmd1uZnPN7FszGxipWEREtlRpaSnHHXccffv25ZBDDiE/P58rrriCIUOG0Lt3b8aNG4dzDoCvvvqKfv36MXz4cO68886QIxeRuiKSV0c+DNwBPLqR7XsBXYLbMODu4F5EBIAzz4RvvqnZY/bvD7feuvn9Zs+ezQMPPMD222/PCSecwF133cX48eO55JJLADjmmGN45ZVX2G+//Rg7diz/+9//GDlyJOeee27NBiwi9VbEKmHOuSnAsk3sMhp41HlTgUwzy4pUPNXlHDz/PBQVhR2JiISpXbt2bL/99gAcffTRfPTRR7z//vsMGzaMPn368N577zFz5kxWrlzJihUrGDlyJOCTMxGpA959l5Rffgk1hDD7hLUB5ld6nhu8trDqjmY2DhgHkJWVRU5OTsSCevPNAq6/HgYOXMoNN8wgNtZF7LOkeubNmxfRcy5bJ1LnJSMjg9WrVwNw5ZU1fngAgsNv1Jo1a4L9/I75+fmUlZVxyimn8MEHH9C2bVuuueYaVq5cyapVq9bZNy8vj/Ly8rXPq6OwsLDGfpb69xKddF6iz3YHH0z6gAHkhNijL8wkbEPXZW8w43HO3QvcCzB48GAX2RXPc0hJgUsvbcpJJ41kzBi48EJISorgR8om1cYq97LlInVevv/+e9LT02v8uFsiLS2N+fPnM2PGDIYPH87LL7/MqFGj+Pzzz8nOzqasrIzJkydzyCGH0K5dOzIzM5k+fTojRozgpZdeIiYmZou+Q1JSEgMGDKiR2PXvJTrpvEShuDgaxcXRI8TzEmYSlgu0q/S8LfB7SLGs4+STYdEiyMmBK66AWbPgmWdA7XxEGo4ePXrwyCOPcNJJJ9GlSxdOOeUUli9fTp8+fcjOzmbIkCFr933ooYc44YQTSElJYY899ggxahGpNhf+SFeYSdgkYLyZPYWfkL/SObfeUGRY9t0Xxo6Fu++GBx7w96eeGnZUIlIbsrOzmTVr1nqvX3XVVVx11VXrvT5o0CCmT5++9vlll10WyfBEpKaEXF2JWBJmZk8Co4BmZpYLXArEAzjnJgCvAXsDc4F8YGykYvk7TjoJPvsMzjoL+vaFESPCjkhERET+tvpcCXPOHbmZ7Q44LVKfX1NiYuCGG+D443117OOPoVevsKMSERGRv8uFXAlTx/xqaNHCD0cC7LQT/PhjuPGIiIhI3ackrJo6dPCJWEEBjBkTFVVMERER2VpR8IdcSdgW6NoVxo2DL7+E++4LOxoRERGpy5SEbaHDDoNu3eDssyHkRrsiIiJShykJ20JxcXDttVBa6hOy0tKwIxKRaDdv3jx69+4ddhgiUpmGI+um9u3h9NP9sOT//hd2NCIiIrJVdHVk3XTooX5Y8qaboKQk7GhEpCZdeeWVdO/end12240jjzySG2+8kW+++YZtt92Wvn37cuCBB7J8+XKAjb7+1Vdf0a9fP4YPH86dd94Z5tcRkQ2JgkpYmB3z67SYGPjnP+Gcc+Dhh/1jEalhZ54J33xTs8fs3x9uvXWjm7/88kuef/55vv76a0pLSxk4cCCDBg3i2GOP5X//+x8jR47kkksu4fLLL+fWW2/d6Otjx45d+/q5555bs99BRGqGKmF11447+tYV118P5eVhRyMiNeGjjz5i9OjRJCcnk56ezn777UdeXh4rVqxg5MiRABx33HFMmTKFlStXVuv1Y445JrTvIyLRS5WwvyEmBk44AS69FB56CE48MeyIROqZTVSsIsXVwBCFcw4L+f+wRWQzomA4UpWwv2mvvfxE/RtuiIrzKSJ/04gRI5g8eTKFhYWsWbOGV199ldTUVBo3bsyHH34IwGOPPcbIkSPJyMjY4OuZmZlkZGTw0UcfAfDEE0+E9n1EZOPC/rOtStjfFBMDxxwDV18Nr77q15cUkbpryJAh7L///vTr148OHTowePBgMjIyeOSRRzj55JPJz8+nU6dOPPTQQwAbff2hhx7ihBNOICUlhT322CPMryQiUUpJWA3Yay+480645hrYZ5/Q5/mJyN90zjnncNlll5Gfn8+OO+7I2WefTf/+/Zk6dep6+27s9UGDBjF9+vS1zy+77LJIhiwiWyoKhq80HFkDkpLguOPg00/hllvCjkZE/q5x48bRv39/Bg4cyMEHH8zAgQPDDklEIiHkqokqYTXkyCPhvffgggugY0c48MCwIxKRrTVx4sSwQxCRSHMu9GqYKmE1JC4ObrvNT9I/7DA/P0xERESimPqE1R+NGsH990OzZjB6NNx7r/qHiWyNmmgTUVc0pO8qIutSElbD0tNh4kTo3h1OOgkGDIB33gk7KpG6IykpiaVLlzaI5MQ5x9KlS0lKSgo7FBEJgeaERUCjRvDAA/DCC35Jo912g1128VWy7OywoxOJbm3btiU3N5fFixeHHUqtSEpKom3btmGHIdIwaWJ+/RQX5+eGjR4Njz7qk7EePeDGG+HUU0M/7yJRKz4+no4dO4YdhojUd1FQbddwZIQlJvrFvZ95xidh48fD2WdHxbkXERFp0ML+U6wkrJa0aQMTJvhmrrfcAiefrERMRESkIdNwZC2KjYXLLoPkZH/lZKtWcPnlYUclIiLSAEVBJURJWC0zg/POgxUr4IoroKTErzupOWIiIiK1TBPzG56YGLjqKv/42mth1ix4/HFISws3LhEREak9mhMWkrg4n4CddBJMngyDB8OMGWFHJSIi0kBEwXCkkrAQmfkrJ2++GX7/HQYNgueeCzsqERGRBsC50IcjlYRFgREjfPLVsSMceigcfjgsXx52VCIiIvWYKmFSoWlT32X/yCN9p/1hw2DevLCjEhERqaecw6kSJhWSknwj11tv9cOTQ4fCiy+GHZWIiEg9pEqYbMi228I990BqKhx0EJx7LpSVhR2ViIhIPaI5YbIx3bvDk0/6hb9vvBF694YPPww7KhERkXpCSZhsSnw8XHed77K/bBmMGgVnngl//hlyYCIiInWdc1o7UjbNDPbd1y8AvtNOcPvt0LWrvy8qCjs6ERGROkqVMKmutDS4/np44glo1w7OOAP69IHXXouKuYUiIiJ1j5Iw2RJdu8LDD8M11/j1J/fZB4YMgfffh/LysKMTERGpA6KkeqEkrA4yg913h5dfhtNPhzlzYOedYZtt/FJIq1aFHaGIiEgUC5KwsFMxJWF1WEICHHecX3vyrLP8kOVFF0Hr1r7f2IoVYUcoIiIShSoqYRqOlL8rNRWOOgoeegjuu8+vQXnrrdChg1+XUhP4RUREKlESJpEwYIBPvB54wK9FefbZvufYHXdAaWnY0YmIiEQBzQmTSOrTB+6/H264wfcbO/10n4zdcIMWBxcRkQauYk6YKmESKWZ+wv7EiXDJJT4ZO/983+LitNNg2jRdUSkiIg2QhiOltpjB/vvD44/Dgw/6lhb33+/njrVqBSec4FtcaH1KERFpEKJkODIu7ACkdvXt69eiXLQI3n0XPv/cV8oeeggaN/ZLI/XtC2PG+JYXIf9PgoiISM2LkkqYkrAGqkULOPJIf1u1yidkn33m2128+CJcfjm0aQMjRsAOO8B++0H79mFHLSIiUgOiZE6YkjChUSM48EB/KyuDH3+ETz6BGTPgnXfg6adh/Hg/l2zYMJ+Y7bIL9O4dduQiIiJbQcOREo1iY6FHD38Dn5TNng0ffujvp0yB557z27p18xWyffaB7bf3E/9FRESinoYjpS6IjYWePf2twrx5fiL/hx/6prA33gjp6bDbbrDvvjB6NDRpElbEIiIim6FKmNRV2dkwdqy/LVsGH38MU6fCBx/ACy9AXBzsuCMMHw4HHQT9+vlkTkREJCpoTpjUB02a+CHJ/fbzPce+/BLeew/eesvfX301NG8OBxwABx8MO+3k17wUEREJTZQMR0a0T5iZ7Wlms81srpldsIHtGWY22cymm9lMMxsbyXgksmJiYOhQuOACf7Xlc8/5hcW7doXHHoM99/QJ2VFHwSOP+DYZIiIita6+D0eaWSxwJ7AbkAt8YWaTnHOzKu12GjDLObefmTUHZpvZE8654kjFJbXDzA9bZmf7pCsvz1fGPvoIXnsNnnzS77PjjnDccXDEEZCcHHbUIiLSIERJJSySw5FDgbnOuZ8BzOwpYDRQOQlzQLqZGZAGLAO0zHQ9lJr617BlaSl8/bW/0vL9933H/rPP9vf77AODB/uJ/iIiIhERJXPCIjkc2QaYX+l5bvBaZXcAPYDfge+AM5xzWs2wnouL80snnX02TJoE//2v785/881+rcuMDN+L7K674I8/wo5WRETqnfo+HAlsKL2s+q33AL4BdgY6A2+b2YfOuVXrHMhsHDAOICsri5ycnBoPtsK8efPIy8th4UJ/5Z9EXuvWcOaZsGpVHD/80IiffmrE55+34LTTUhg/3tG3byd23vlHtt9+CU2baqQ6WsybNy+i/xZl6+i8RCedl+gSv3Il2wNLCwpYEOJ5iWQSlgu0q/S8Lb7iVdlY4DrnnAPmmtkvQHfg88o7OefuBe4FGDx4sBs1alSkYiYnJ4eePUcxbZqfRC61a8gQf+8cfPcdTJ5svP12K6ZPT+DWW7uy7bZw8slw2GGQlBRurA1dTk4Okfy3KFtH5yU66bxEmcWLAWiamkqXEM9LJIcjvwC6mFlHM0sAjgAmVdnnN2AXADNrCXQDfo5gTFJHmPmFxP/9b7j77k948EE/eT8310/kb94cDj3ULz6+YkXY0YqISJ1SMScs5DAiVglzzpWa2XjgTSAWeNA5N9PMTg62TwCuBB42s+/ww5fnO+eWRComqZtiYnxC1revb3nx3nt+TcuKNhhxcTBqlE/Sdt/dr3EpIiKyUQ3g6kicc68Br1V5bUKlx78Du0cyBqlfzPzi4bvs4q+y/Oqrv1pfvPOO32fgQN/Nf5ddoHv30P+NiYhItGkAE/NFIiouDoYN87fycpg+HT75xFfITj/d79OqlR++PPpo6N073HhFRCRKNIRKmEhtiYmBAQP87ZRTYM4cv57lZ5/BDTfA9ddDjx6wxx6w666+Sax6kYmINFD1fU6YSFhiYqBbN3877jhYsABefdUnZHfeCbfe6qtoQ4fC/vvDIYdA585hRy0iIrVGlTCR2tGmDYwb52+rV8MXX/jbV1/5dS4vusjPH9t9d9+xv0ePsCMWEZGI0pwwkdqXnu678u+8s38+fz489ZRfQuntt+Hcc/3csTFj4KCD/OLjIiJSz0RJJSySfcJEol67dj7xmjQJXnjBV8tKSuDCC/1wZq9ecOml8O23UfM/TiIi8nc1gLUjReoMM2jf3idhTzzh+4+NG+dfv/JK6NcP+veHW27xDWNFRKQOi5L/q1YSJrIB2dk+CXvkEV8lO+UUWLnSN4tt184PWV55Jbz1ln9dRETqkCgZjtScMJHNyMqCE0/0t5kz/dyxr76CSy7x2+PiYKed4OCD4YADoGXLUMMVEZHNURImUvf06uVvAIsW+UXGP//cN4l9+2047TTf8uKMM2D48HBjFRGRjVCfMJG6rUWLv5ZQcs4nZC+/DJMnw9NP+9cvvRS23973LhMRkSgRJZUw/WkQqQFmfoHxiy/2jWFPOME3h91xR7900v/9n6+YRclcUBGRhi1KfhkrCROpYenpcOqpviJ2/vmwzTZw991+jcv99vO9yUREJERRkoRpOFIkQtLT4dBD/W3ZMt/64rHHfCuMHj3giCN8U1gtmSQiUsvUJ0yk4WjSBE4/HSZO9FdZxsT4+WJdu8I558DSpWFHKCLSgGhOmEjDs802vufYI4/Aiy/CdtvBTTf5NhhHHw3z5oUdoYhIAxAlw5FKwkRC0q4d3Hor3H+/Xzz8ySehSxc4/ng1gBURiShVwkQE/HJIl1/uFxLffXd49FFo29YPX/74Y9jRiYjUQ5oTJiKVdeoEV1wBDz4IQ4bAHXf4RcSPPBK++CLs6ERE6hENR4rIhvTpA//9Lzz/POyxh291MXQobLstPPAArFoVdoQiInWchiNFZFM6dICrr/Zd+MeNg9xc+Mc/fKf+MWNgxoywIxQRqaOUhIlIdWRm+iTshRfgzjv9ckjPPusrZgMHwlVXwfffhx2liEgdEiVrRyoJE6kjYmN91/0rroBJk3y/sbw8v1RSz55+gv9NN/mKmYiIbIIqYSKytZo39/3GJk70c8fGjYP8fN/4tX17f5XlSy9FzdxTEZHoEiW/HJWEidRxHTr4JGziRH874gj45hs48EC/PNKFF8LixWFHKSISRZSEiUhNMvPLIJ19tq+CnX02JCbCDTdAdjZccIGWRxIRAdQnTEQiJzHR9xd78EG/aPjgwT4Z69AB/v1vv6C4iEiDpTlhIlIbunWDm2/261X27w/XXOMrY+PHw6xZYUcnIhICDUeKSG3q2RNuuw3uu88nY/feC717w6hR8NxzUFQUdoQiIrUkSiphcaF+uojUugED/G3RIj+R/+234dBDISEBdt0V9toLjjsO0tPDjlREJELUJ0xEwtSiBZx5pu/If/nlPgH7+mu/cHjr1j4Re/ZZKCgIO1IRkRqmSpiIRIO4ONhnH38rL/eLhT//vO/Q/+ijkJbmu/Tvt5+f7J+SEnbEIiJ/U5TMCVMSJiJrxcT4rvzDhkFhIXz8Mbz/vr9/+WU46yw45hjfl0xEpM5SJUxEollSkq+A7bKLr5BNmQKTJ/sJ/XfeCW3aDOXww+GQQ3wLjPj4sCMWEammKJkTpiRMRDYrJsZfRTlqlO8x9txz8MknBdx6awo33+yHKIcNg513hn33hX79Qv8fTBGRjVMlTETqoiZN/HDkyJHf0aTJKD78EL77DmbO9IuJX3wxZGX5OWSHHw4jRvgrL0VEooaSMBGp65o3h4MO8jeAhQv9sOXHH/tJ/ffe6yf+b7897Lijv992W8jICDduEWngNDFfROqbrCxf/Tr8cFizBt55B2bM8JWyq6/2c8vMYOhQOOAA35Osb9/Q/2dURBqaKFk7UkmYiEREWppPtA44wD9fsQK++QY+/xy++gouvNDfAAYO9HPJ+vTxyyz16OEraCIiEaFKmIg0JJmZf03uB1iwAN54A6ZPh19+gSuv/Ov3YkYG7L47jB7t+5dlZoYTs4jUU5oTJiINWZs2cOKJ/rFzfvhy1iz4+Wf49lu/nNKzz0JsrJ9PdtRRfu5Zkybhxi0i9YAqYSIinplfq7KiUeyRR0JZme/eP2UKfPQR/POfcMopsNNOvhXGgAEwaBA0axZ29CJS52hOmIjIxsXG+ispt90WzjkHpk2DN9/0idnbb/+13047+TUw99sv9JEFEakrVAkTEamemBjflX/wYP+78/fffVI2axZ88IGfO9a2Ley2m6+kHX00pKaGHbWIRK2yMgBcTEyoYYT76SIiW8jMzyfbbz84/3y/puUFF/gk7Pnn4eSTITsb/vUv+P77sKMVkagUJGEoCRMR2Xrx8X79yjvugLfegltvhY4d/fqWPXvCDjvAAw/A3LlhRyoiUSNKKmEajhSReiMuzi+TNGIELF4MTz8Nr70G//iH396nj+9bdswx0KVLqKGKSJiiJAlTJUxE6qXmzWH8eJg8GSZMgLFjfcf+q6+Grl1h+HB44QUoLg47UhGpdRVJmK6OFBGJnNjYvyb1n3YazJ8PkybBK6/AwQdD06b+CsuTTvKtL0L+H2MRqQ11cU6YmXU2sz6RCkZEJNLatfPJ2KRJcN11fkL/yy/7Kyt79/Zzy1auDDtKEYmoujYcaWYXAVcBF5jZY5ELSUQk8uLjYddd/aT9d97xV1MWFcHpp0PLlr5K9txzkJ8fdqQiUuOiPQkzs9PNLLbSS/2cc0c658YA/apzcDPb08xmm9lcM7tgI/uMMrNvzGymmX2wZeGLiPx9qakwZgw88wzcd59Pzt57Dw49FFq08BP533gjavo7isjfFSVJ2KbmhC0H3jCz251zk4G3giQpBnhzcwcOErg7gd2AXOALM5vknJtVaZ9M4C5gT+fcb2bWYuu/iojI3zdggL+VlMDHH/u2Fy+9BI8/7rv333KLvxeROiza54Q55x4H9gP6m9nLwJfAXsC+zrlzq3HsocBc59zPzrli4ClgdJV9jgJecM79Fnzmoq34DiIiNS4+HkaNgmuu8cslnXIKzJzp21+cdRYsWRJ2hCKy1epAJQygM/A0cB9wJeCAS4DqTFttA8yv9DwXGFZln65AvJnlAOnAbc65R6seyMzGAeMAsrKyyMnJqcbHb5158+aRl5fDwoWwbFnEPka2wNKl85g9OyfsMKSKhnZeRoyAAQNieeihLtx6a0vuuMMxatQi/vnPX2jevCjs8NaaN29eRH9HytbReYkuWbNm0Q34bfVqikI8LxtNwszs4WB7MvCTc+6fZjYAuM/MPnfOXbmZY2+o+UbVGRVxwCBgl+BzPjWzqc65H9d5k3P3AvcCDB482I0aNWozH731cnJy6NlzFNOm+T5DEr7Zs3Po1m1U2GFIFQ31vAwc6NesfPpp4623WvHhh60YOxauvRYyMsKOzv8Oi+TvSNk6Oi9RJljTrG1mJtuHeF42VYcb4Jw72jl3MH5eF865r51z+wHfVuPYuUC7Ss/bAr9vYJ83nHN5zrklwBSqOelfRCQsPXvC5ZfDxImw/fZwzz3Qr5+/ylJE6oCKOWEhN2vdVBL2upl9YGafAhMrb3DOvVyNY38BdDGzjmaWABwBTKqyz8vADmYWZ2Yp+OFKLbkrInVCx45w/fV+ncqiIth9d38l5YIFYUcmIpsUJXPCNjUx/wL8xPzdnHP/3dIDO+dKgfH4Kym/B55xzs00s5PN7ORgn++BN/CVtc+B+51zM7b8a4iIhGfIEN/e4qCD4MknoXt3uOsuv0ySiEShaE/CAJxzq5xza7b24M6515xzXZ1znZ1zVwevTXDOTai0z3+dcz2dc72dc7du7WeJiIQpJQUuvBCeegq22cZ35d9+e/j667AjE5H1RHuLChER2XIdO/qGr+eeCzNm+In8O+6oIUqRqFIXKmEiIrLlzODww+HFF+GEE+Dzz6FvXz93bPnysKMTkTqThJnZoWaWHjz+j5m9YGYDIx+aiEjd1rgxnHoqPPSQfzx+PGRl+SrZmq2e6CEif1tdScKAi51zq81sBLAH8Ahwd2TDEhGpP7p29XPFJkzwTV9vvBHatfPPNXlfJAR1oEVFhSBS9gHuDtpTJEQuJBGR+scMBg/2LS0mTPBJ2CmnQJ8+8OqrWhxcpFaVlflJ+XUgCVtgZvcAhwGvmVliNd8nIiIbMHgwPPgg/OtfsGgR7LsvDB8Ozz+vyphIrahIwkJWnQgOw/f62tM5twJoAlRnAW8REdkIMxgzBiZNgjPOgJ9/hkMO8Z33J09WZUwkoupKEuacywcWASOCl0qBOZEMSkSkoUhI8F32J0+Giy6CxYth//39be7csKMTqadKSyE2NuwoqnV15KXA+cCFwUvxwOORDEpEpKGJi/Md9196CY4+Gt5+G3r08EOVL7zg/2aISA0pKfH/6EJWnVrcgcD+QB6Ac+53ID2SQYmINFTx8XDmmfDss7DHHvDZZ3Dwwb4L/623wpIlYUcoUg/UoSSs2DnnAAdgZqmRDUlERFq3hssv98OUl1wCiYl+In92Ntx0019X2IvIVigp8cORdeDqyGeCqyMzzeyfwDvAfZENS0REwFfG9t8fnnjCL4fUvTuccw707u2rZbqaUmQr1IVKmJkZ8DTwHPA80A24xDn3v1qITUREAmYwYIDvMXbZZb7j/mGH+Uawt98OK1eGHaFIHVIXKmHBMORLzrm3nXPnOufOcc69XUuxiYhIFWZ+sv5zz/mrKePifIuLZs3g+OPh668zKS4OO0qRKFcXKmGBqWY2JOKRiIhItVVcTfn443D33bDbbn5ppLPO6k/jxn4Ic9IkXVUpskFFRf4fUciVsOqkgTsBJ5nZr/grJA1fJOsb0chERGSzzGDIEH87+2x48cXv+O23Pnz4oZ/U37IljB0L48ZBx45hRysSJQoLfZO+kFUnCdsr4lGIiMjflpkJ2223lLFjobjY9xp79VW44QZ/23NPOPVUXzWLgr8/IuEpKPCXHEfznLCA28hNRESiVEIC7LMP3HWXb/Z6yCEwZYqfT9a0qe899sorGq6UBqqw0F96HLLqVMJexSddBiQBHYHZQK8IxiUiIjWkbVs47zxfBZsyBT7+GN57zydn6en+Ksv99/cJWhQspycSeQUF0Lhx2FFsPglzzvWp/NzMBgInRSwiERGJiLQ02Htvfysq8kOVH30EEyfCAw/4RrAHHeRvQ4dGRaFAJDKipBK2xf/P45ybBuhqSRGROiwx0SdbN98Mb70F55/vCwO33QYjRvghy9Gj4bXXwGkCitQ3BQVRMTFys5UwMzur0tMYYBCwOGIRiYhIrUpOhkMP9bclS/yQ5bRpvko2aZLv0n/uuXDUUZCUFHa0IjWgDlXC0ivdEoFXgNGRDEpERMLRrJmvkF11lU/Azj3X/7068URo0cIvmfT992FHKfI3VVwdGbLqzAm7vOKxmcUAac65wohGJSIioUtKgsMP9xWy99+HBx/0i4ffdBMMHAhHHw0HHujnkonUGc5FTZ+wzVbCzGyimTUys1RgFjDbzM6NfGgiIhINYmJgl138IuIvvgj//CesWAFnnQWdOvnK2aOPwvLlYUcqUg0V63rVhSQM6OmcWwUcALwGtAeOiWRQIiISndq1g5NOgmeegSef9AnY++/Dccf57vy77uqTtZKSsCMV2YiCAn8fBcOR1UnC4s0sHp+EveycK0HNWkVEGrwuXeDCC+GNN+B///N9xr7+2g9TZmfD//2fv/JSCZlElcJgRlUdqYTdA8wDUoEpZtYBWBXJoEREpO6Ii4Phw+Hf/4bXX4err4Y2beCee2CPPfzja66Bn38OO1IR6lYlzDl3u3OujXNub+f9il/UW0REZB2xsT7xuvtuePNNuOQSf1Xlv/8NnTvDyJHwyCOQnx92pNJgRVElrDrLFmFm++CXKarcIeaKiEQkIiL1Qnq6Xw5p//19FWzyZHjnHTj+eDj9dDjmGBg3Dvr2DX0dZWlI6lIlzMwmAIcDp+PXjzwU6BDhuEREpB7p1AnOOMP3HrvlFt/i4t57oX9/6NMHHn/8r4vWRCJqzRp/HwWdh6szJ2w759yxwPKgZ9hwoF1kwxIRkfrIDHbYwfcae+EFXxFbudJXxbKyYOxYv7h4eXnYkUq9tWKFv2/UKNQwoHpJWFC3I9/MWgMlQMfIhSQiIg1B69a+tcXzz8N110Hv3vD0074nWbt2cN55MHNm2FFKvVORhGVmhhkFUL0k7BUzywT+C0zDXyn5VARjEhGRBiQ21vcXu/lmf3XlhRf6KypvusknZv37+4XFFy4MO1KpFyqSsIyMUMOA6l0deaVzboVz7nn8XLDuzrmLIx+aiIg0NGlpcPDB/urKSZN8Y9jVq+HMM31idvTR8NNPYUcpdVrF0g51oRJmZilmdrGZ3eecKwJamNm+tRCbiIg0YK1a+SWSnnkGHnoIDjjAP+7ZE8aPh/nzw45Q6qQVK3y2XxeujgQeAorwE/IBcoGrIhaRiIhIFX36+F5jL7zgJ/ZPmOCvuDz2WJgxI+zopE5ZscJPyi8rCzuSaiVhnZ1zN+An5OOcK8C3qhAREalVWVlw/fXw3HOw995+In+fPjBokO/Qv3Jl2BFK1Fu+3Dexq2jaGqLqJGHFZpZMsF6kmXXGV8ZERERC0a6d78b/0kt+yHLpUjj5ZD+EedxxMHt22BFK1FqxwidhUdAHpTpJ2KXAG0A7M3sCeBc4L6JRiYiIVEOLFn7y/rPPwp13+mWRnn7azxvbd1/4+OOwI5Sos2iRH46Mgj5hm122yDn3tplNA7bFD0Oe4ZxbEvHIREREqikmBoYN87c//4RHH/XtLl59FUaM8FWzXXfV8kgCLFnie58UhT+ot9FKmJkNrLjhW1MsBH4H2geviYiIRJ2WLeHcc/1alaecArNmwe67w7bbwssvR8V8bAlLWZkfu27WLOxIgE1Xwr4EZgKLg+eV///BATtHKigREZG/KzUVTjwRjjrKD1c++aRvc9G/v1+3csiQsCOUWvfnn34uWBT0CINNzwk7G1iJX7boIWA/59xOwU0JmIiI1AnJyb6VxUsv+aWQfv4Zhg71yyN9+mnY0Umtys3199GehDnnbnHOjQDG4xfsftfMnjGz/rUVnIiISE1JTITDDoMXX/RJ2RdfwHbbwbhxfpqQNADz5vn7KFiyCKq3bNEvwMvAW8BQoGukgxIREYmUjAz4v/+DV16BAw+E++6Djh395P01a8KOTiLq55/9fZMm4cYR2NTE/E5mdpGZfQZcDkzHrxv5TK1FJyIiEiGpqb4L/2OPQbducOWVvgv/hAlQXBx2dBIRP/8MTZv6y2mjwKaimAschu8R9inQHjjVzM4ys7NqIzgREZFI69HDd9u/7Tb/9/mUU3xS9sgjUFoadnRSo37+GbKzo6JbPmw6CbsCeBEoB9KA9Co3ERGRemP77X1V7JprIDYWjj/eJ2g33eS7Gkg98OOP0KaN72MSBTbaosI5d1ktxiEiIhI6M99TbJdd4I034Ikn4Jxz4D//gcMP95P4hw9X09c6qbAQFiyAffaBxo2ju1lrTTCzPc1stpnNNbMLNrHfEDMrM7NDIhmPiIhIdcTG+r/VEyfCgw/CjjvCU0/5almXLnDddb7llNQhP/zge4S1ahV2JGtFLAkzs1jgTmAvoCdwpJn13Mh+1wNvRioWERGRrdW3rx+ifPVVXxUzgwsv9FOLjj8e5swJO0KplunT/X2LFuHGUUkkK2FDgbnOuZ+dc8XAU8DoDex3OvA8sCiCsYiIiPwtmZlwxBG+IjZxol8sfOJE6NoVBg2Cm2+G1avDjlI26qOP/KLdrVuHHclam13A28z+45y7Knic6Jyr7iBqG2B+pee5wLAqx24DHIhfAmmjC0iY2ThgHEBWVhY5OTnVDGHLzZs3j7y8HBYuhGXLIvYxsgWWLp3H7Nk5YYchVei8RCedl9pz7LGw774JvPtuK775phlnn92ISy4pYfTo3zn44FyaNClZu++8efMi+rdLNm/o66+T3707M379FfLyoKyMecuWhXpeNpqEmdl5wIfAIcBVwcufAtVdvHtD0xZdlee3Auc758psE7McnXP3AvcCDB482I0aNaqaIWy5nJwcevYcxbRp0Lx5xD5GtsDs2Tl06zYq7DCkCp2X6KTzUvuGD/f3X34Jjz0Wz5NPduDZZzuwxx5w8cV+iaScnBwi+bdLNiM3FxYsIOXYYxk1bBjExUFRETkQ6nnZVCVsNnAo0MnMPgS+B5qaWTfn3OxqHDsXv9xRhbbA71X2GQw8FSRgzYC9zazUOfdSNeMXERGJCoMH+9tPP8HTT8Nbb/mu/MOGwSGHNGbkSF1VGZoPPvD3PXv6BCxKbGpO2HLgInzT1lHA7cHrF5jZJ9U49hdAFzPraGYJwBHApMo7OOc6OueynXPZwHPAqUrARESkLuvcGS66CF5+GU47DebOhXPP7cf228M774CrOiYkkZeT49erSksLO5J1bCoJ2xN4FegM3IyfaJ/nnBvrnNtucwd2zpXiF/9+E19Fe8Y5N9PMTjazk/9+6CIiItErIwPGjoVJk2DMmB/58UfYbTe/NNK//+1bVkktycmBbbeNusVBN5qEOecucs7tAswDHscPXTY3s4/MbHJ1Du6ce80519U519k5d3Xw2gTn3IQN7Hu8c+65rfoWIiIiUSoxEfbe+3cmTfILhzdrBtde61tcHHKIv2hP1bEIys315ciBA6Fdu83vX4uq06LiTefcF8Hk+Fzn3AhgbITjEhERqVcSE/0VlRMmwDPPwP77+678O+wA/fr5dhcFBWFHWQ9VzAfr1q1ODUcC4Jw7r9LT44PXlkQqIBERkfquY0c/b+y11+CMM3xLpDFj/ALiBx4I990Hf/wRdpT1RMV8sJSUsCNZzxZdIuCcmx6pQERERBqa1FQ45hg48khfsJkyBT78EF56CWJiYL/94LjjYNQov9yhbKHycnj9dd8nJDk57GjWEz3XaYqIiDRQcXF+0fBddoGyMpg501fJ3nzTX2UZFwc77wxHHQUHHOALO1IN77/vr4A4/njIygo7mvUoCRMREYkisbF+vcq+feFf/4LPP/e5xKef+t5jGRm+Ota/vy/w9OoVdsRR7OGH/Q9s0KCwI9kgJWEiIiJRKjHRT9zfYQc/sjZ1Kjz4INx7LxQW+n2GDIFDD/UT/bt2VUPYtZYtg2efhdGjo3I+GER2AW8RERGpITExsN12cP/98Pbb8Mgj8I9/wOLFcN550L27bwh/223w559hRxsF7rsPiopgzz19X5AopCRMRESkjklO9sOQJ58Mzz3nW16ceqpvcXHmmdC+PRx2GLz3HpSWhh1tCIqL4X//i9oJ+RWUhImIiNRxnTrBCSfA88/DY4/BHnvAq6/6if6dO8NVV8Fvv4UdZS2aONFPyB8zBrp0CTuajVISJiIiUo/06AGXXuqXSzr/fEhKgosv9snYwQfDtGlhRxhhhYVwxRX+yoY+fcKOZpOUhImIiNRDmZl+wv7EifDkk7DPPr5l1qBBvu/Yp5/W0+WS/vtf+OUXGDcO0tPDjmaTlISJiIjUc126+GrYK6/AP/8JX3/tJ/kPGuQn+FdcaVnnzZsH11zjs8ymTaP+UlElYSIiIg1ERgacdJJvADt+vL+y8vjjoXVrf4VlnZ839q9/+cTrvPOiei5YBSVhIiIiDUx6uk++XnwRbrrJt7e46Sa/puXo0X75pDrnjTf8ek+HHVZnlhRQEiYiItJAmcHIkb6bw3PP+Yn777/vX9t5Z9+tv05YswZOOcX35hg50ne5rQOUhImIiAjt2/urKV977a95Y8OHw+WX+279Ue3ss+HXX+Gii6L+isjKlISJiIjIWsnJft7Yiy/6yfuXXeaLS0uXhh3ZRrzyil/H6aCDoHHjqJ+MX5mSMBEREVlPejrccovvwP/JJ74qFnUT9xcuhLFjfRO0Aw7w93WIkjARERHZIDM4+mifjOXm+lWAvv467KgCpaVw1FF+Ptipp/outXWMkjARERHZpO239yN+paV+aDIquu5ffDHk5PimrHVoHlhlSsJERERks3r0gAcfhPh4331//vwQg3nmGbjuOthrLxgyBJo0CTGYrackTERERKqlTRu4/XZYsQIGD4YvvgghiE8+gWOOgd69/bpMdXAYsoKSMBEREam27t3h/vv94x13hHfeqcUPnzHDl+FatPAt//v2rcUPr3lKwkRERGSLdO8Ojz7ql2fce2844wzIy4vwh37/ve8gGxcH55wD/ftH+AMjT0mYiIiIbLFmzfxk/ZEj/RBl167w2WcR+rAvv/RXB5SVwYUX+nlgcXER+rDaoyRMREREtkrLln5+/J13+vxop53g+uuhpKQGP6RiHaWkJLjkEj8EWUeWJdocJWEiIiLytwwb5q+c7N0bLrjAF6rmzKmBA7/0Euy5p58D9p//+FYUjRvXwIGjg5IwERER+dtatoS77oIrroCffoKBA+G997byYM7Bf//rlyLq3NlndoMGQUZGjcYcNiVhIiIiUiPM/ET9Rx6BzEzYfXc/X8y5LTjImjW+Tf9558EOO/hJ+IMH14s5YFUpCRMREZEa1aEDPPaYL16dcQaMGOGXedysr7/2b3rySd8L7B//gH79Ih5vWJSEiYiISI1LT4c77oCzzvLLHA0YsInmrs7Bbbf5yWXLl8Oll/oyWs+etRpzbVMSJiIiIhERE+PX2L7/fp9nbbcdXHYZFBVV2mnJEth/fzjzTD+j/8orfSOyOtwJv7qUhImIiEhEde8OTzzhC12XX+477S9ejF+Au18/ePNNOOkkOPlkP/9rm23CDrlWKAkTERGRiGvc2I84Xnwx/PB1Ac93Pg9X0QH/6qv9xLF6PvxYVf271EBERESi1lEdPuaspieS+cdsnkw+nhGn7U67Xhm+x0UDo0qYiIiIRFzMmpW0u/40uv9jBCklK3l/nxsYV3YPQ68/mC+Xdgw7vFAoCRMREZHIcY7Md5+n94Fdaf7cBJaPHM2CU66i7Z59eeTiOZSXw04ndeWtqelhR1rrlISJiIhIRCT+NodtztiHzucfQllaIxacehUrdjmEwm79Kc1sRo/sQiZe+gPNGhWzx/iuXHFvq7BDrlWaEyYiIiI1KmbNKrIeuIqWE2+hPD6BxaNPZE3/HSjcpvd6+7ZuVsIzV/7AeXdlc+m9bfh1YQL3/Pu3+tggfz0N4CuKiIhIrSgtpdnLD9D6rn8Tv3IpK7fdnRU77k95WgaFHTfe9ystuZzbz/yZ6x5rw4OTW/FTbiKv3v4TqcnltRh87VMSJiIiIn9PeTmN33mW1vdcStKvs8nfpi9/jjmLklbtN5l8VRYXC/85fgEds4q49on2DD++K6//7yfatCiJcPDhURImIiIiW8c5MqZMpvWEi0mZ8y1FrTuy8NjzKOzcm8JOW9fza8weS8hqVsy5d3di8DHd+fSh2WS3Lq7hwKODJuaLiIjIlnGO9Klv0/34bdnm7NHErVzGH0f9i9/HXcaKnQ7a6gSsws6DVvHwRbNZkx/DiBO7MnteYg0FHl2UhImIiEi1pX7zEV1PGkXX8buTsPBX/jz0NBacciVrBo2isHMvampGfZ9OBdx37hxWro6l56G9uOiO1jhXI4eOGhqOFBERkU1zjrSvcsh64CoaffEepRlNWXTgOPL6bAtx8dWe97Wl+nXJ56VrZ3HjxDZc+3AWP+Um8OQ184ipJyUkJWEiIiKyYeXlZHz4Cq0evpa076ZS2qgJi/c/gby+2+ESEiOWfFXWulkJN50+j/bPFHHvK63p1KaIa09fGPHPrQ1KwkRERGQdVlJM4zefpNUjN5D8yyyKm2Wx6KCTyO81FBefUCvJ1zrxGJxx2ELmL07kukda06VdESccsKxWY4gEJWEiIiICQOzqFTR7/h5aTryZ+GWLKGzTiT+OOIOCbgMozmpPeWqj0GIzg2tP+pVFy+MZd002LZuWss8Oq0KLpyYoCRMREWngEn+bQ4unbqfZyw8QU1RAXveBLB79D4qyu/uql1nYIQKQEO+4+5yfOPKybhx6fifeuGMOOw7MCzusraYkTEREpCEqL6fRZ2/T/On/kfHxaxATy6pBo1g9ZBdKWrat9SHH6kpLLueBC+Zw9JXd2PXUrjx82TyO2nN52GFtlYgmYWa2J3AbEAvc75y7rsr2McD5wdM1wCnOuemRjElERKQhi129giavPkqLp/9H0vy5lDZqwrLdDmdN/+0pT8uM2uSrshaNS3n6sh845qquHHdpNqlJZYweVfeGJiOWhJlZLHAnsBuQC3xhZpOcc7Mq7fYLMNI5t9zM9gLuBYZFKiYREZGGKvmHaTR/fgJNX32MmOJCCjr28PO9uvaLaJuJSGncqIzHLv6RMVd048Qrstll6HekpdStRmKRrIQNBeY6534GMLOngNHA2iTMOfdJpf2nAm0jGI+IiEiDYoX5NHnjSZq/MIHUWV9SnpDI6oEjWT1w5Bat6xitGqeXcdkJv3H8Nd24/qGWXHnaH2GHtEUimYS1AeZXep7LpqtcJwKvRzAeERGRBiFp7nc0f/4emr7yMLEFeRRlZbPogH+Q33MILimlzidflQ3tsYah3Vdxz4vN+c8//yAxIeyIqi+SSdiGLqXYYJ3QzHbCJ2EjNrJ9HDAOICsri5ycnBoKcX3z5s0jLy+HhQthWd1vQVIvLF06j9mzc8IOQ6rQeYlOOi/RqTbOS1xhAe2nvsc2771Ks5++pywungV9BvLLgG1Z1q4jpY2b//WXednsiMZS23becTXX3TuKU26K4diDvq/em8rKmLdsWURzis2JZBKWC7Sr9Lwt8HvVncysL3A/sJdzbumGDuScuxc/X4zBgwe7UaNG1XiwFXJycujZcxTTpkHz5hH7GNkCs2fn0K3bqLDDkCp0XqKTzkt0ith5cY6UWV/S7KX7afL648QW5lOUle272vcagktOo0XHHrSo+U+OKr13gPc+XMVr7/Xi3nPLq7d8ZVEROUAkc4rNiWQS9gXQxcw6AguAI4CjKu9gZu2BF4BjnHM/RjAWERGReiN21XKavP4EzV66j5Q53/q5Xv13YPWAHShp3ZHC7O7UmwUWq+nwnZdw9p2dmPxBOgfusjrscKolYkmYc67UzMYDb+JbVDzonJtpZicH2ycAlwBNgbvMN4Irdc4NjlRMIiIidVZ5Oelfvk/TSQ/S+N3niSkporB9F7+cUPeB9W6u15baeeAKmmUUc/MTLZWEATjnXgNeq/LahEqP/wH8I5IxiIiI1GUJuT/T9NVHaPbSAyQsXkBZSjqrhu3Kmn7bU9KyXYNOvCpLTHCMHrGMh19vycLFsWQ1Lws7pM1Sx3wREZEoE5O3msbvPkfTVx4mfdoUnBn53QeybNdDKdymTyiLaNcFewxdzgOvtuKe55tx2cl/hh3OZikJExERiQbl5aRNm0LTVx6mydvPEFNUQHGLtizZ+xjyeg6mvFETJV6b0btTPv06r2HiG02UhImIiMimJf3yPU1ee5ymrz5KwqJcypJSWD1oJKv7DKekdUdKmrSgLLNZ2GHWGbsOXsFNT7dl7m/xbNO+JOxwNklJmIiISC2LW/IHTd5+miavPUbq91/hLMYPN+58EIXb9MUlJKrqtZV2GeSTsHuea8Z/z1oYdjibpCRMRESkFsSsWUVmzos0ff0J0j9/F3PlFLbrwuL9TyC/+0DK0zKUeNWA7Kwitu+9kgcnN+eKU/8gOSl615NUEiYiIhIhVlRIxievM+LZ22j79VRiSooobpbFsl0PJb/HQEqbtVbiFQFH7raY8bdswxsfp0V1uwolYSIiIjWptIRGX7xH47eepvG7zxKbv4bCtEas2nY38noOobh1R0qbtKBU87wiZnivVSTElTMpJ0NJmIiISL1WVkba11No8tbTNH7rKeLWrKQsKYU1fbcjr9cQPm/bnH7xzVX1qiXJiY7B3Vcz5ZtGOAe2odWso4CSMBERka1RVkbaNx/R+J1naPLW08StXEp5QhJreg8jr9cQirJ7rO3nVbJsNoVNuoUdcYPSp1M+n81qxMpVRmZGdM4LUxImIiJSXaUlpH+ZQ+P3nqfxO88St2oZ5QmJ5PUaSl6PIRR26oFLSFLFKwr06phPWbkx9bsU9hyRF3Y4G6QkTEREZBNiCvJoNPUtMnNeIjPnJWLzVlGekEReryE+8erYA5eoxCvaDO62GjPHW5+mKwkTERGpK+KW/knGh6+Q+eFkGn36BjHFRZSlpJHXaxh53QdSlN1dSwdFucz0Mrq1L+CDaY1w7o+onBemJExERMQ5kn6aQeaHr5AxZRKpMz7DnKOkcQtWDduN/K79KWrbGWLjlHjVIdv2XMUTb7Vg+UqjSWb0zQtTEiYiIg1STEEe6Z+/S8bHr5ExZTIJS34HoKBDN5btcSQFnXtT0qItZemZlDRvHXK0sjX6ds7j4bIYZv6UxA6DCsIOZz1KwkREpGFwjsRfZ5PxyRs0+uR10r98n5jSEsoSkynoNoAVI0dT0Kkn5emZqnbVE+1bFgHwwy+JSsJERERqU0zeatK/eJeMT94g46NXSViUC0BRy3asHLEPBZ16UdR2G4jTMGN91KZ5MQBzf0sIOZINUxImIiL1R1kZKT9Mo9Fnb9No6lukTf8IKysLql39WTFiHwqzu1OW2YyirGxcUnLYEUsEZaSWkZ5Syi8LEsMOZYOUhImISJ2WsOAXGn3+DulB4hW3ZiUAhe22YfnIAyjo1JPi1p1U7Wqg2rUoYv6ixKjsnK8kTERE6pS4pX+S/uX7pH/5Ho2mvk3iwnkAlGQ2J7/HYPI796KofVfK0zIozO4efX95pVa1bV7M978mU1oK8fFhR7MuJWEiIhLVYlctJ23aBzT64j3Sv3iP5J9nAlCWnEbBNr1ZNXQXCtt3pbRZFi42jqIOXUOOWKJJuxZFvD8tg4ICJWEiIiKbFLtqOWnffET6VzmkfZVDyuyvMecoT0ikoHNvlux9LIUdulLSsh3ExGiIUTapbYsiSspi+PWPePo0Kgk7nHUoCRMRkVDFrlxG2tcfkv5VDulf5ZA8Z7pPuuJ8R/plux1OUYduFGVla16XbLF2zX2bijm/JtKnq5IwERFpwOKW/OErXdM+IG3aByT/NMMnXfEJFHbsybLdjqCo/TYUZ2VraSD529q28EnY3PmJwJpwg6lCSZiIiESMlRST/ON0Umd+TuqMz0j75iMSf/8FgPKEJAo69mDZ7kdQ1K4LRa2zIS5eSZfUqKymxcSY46f50demQkmYiIjUDOdIzP2J1BmfkRIkXSk/TCOm1A8BlTZqQmGHbqweuCNFbTpR3Kq91mKUiIuP84nYvIUJUdemQkmYiIhsldgVS0id8TmpMz8LKl2fE7dqGeCrXIXtu7Jyh/0obJ1Ncav2lDdqAmZKuqTWtW1RxIIliZSW+aQsWkRRKCIiEq2ssICUH78hdcZna4cWExf8DICzGIpaZ5PXayiFbTtT3Ko9pU1aQmwsRW064RKibxhIGpa2zYt5b1qG7xUWRZlPFIUiIiJRobycpF9nrx1STJ35OSk/foOVlQFQ0rgFhdl+WLGwdUdKmreBINFSlUuiUdsWRSxfHc+KVTEkJ5WHHc5aSsJERBq4uCV/rK1upc78jNQZnxObvxqAsqQUCjt0Y/lOB1NUMayYlgEo4ZK6I6uJX8h7waJ4soKrJaOBkjARkQYkdtVyf7Xi91/6pOu7qSQsygXAxcZS1KbzOhPnSxu3gJgYilu2ozwlLeToRbZO40alACxaFgcoCRMRkUgqKyNx/lyS535Lyo/TSZ4znZQfppGw+Pe1uxQ3y/KT57fdneJWHShp2RYXn0B5UgrFWR1CDF6kZjXL8FfoLlwSXesWKQkTEanjYtasJGXOtyT/OJ2ML98ga9H5JM/5lpjiQgBcTCzFrdpR2KEbq4bsSnGL1pS0bEd5aiPK4xMobts55G8gEllN0itXwqJHdEUjIiIbV15OYu5PJM/51le2ggpX4sJf1+5SlJJKadsurBy+B8Ut21LSrA2lTVvi4hMoS02npEXbEL+ASDgaKwkTEZHqilmziuS535EyZ/o6SVdMUQHg20IUt2pHUeuOrB6wIyUt2lLcPItpKeX0j21KYfsuEKtf8SIACfGOtORSFi/XcKSIiARiVy4j6dfZJP08i+RfZpH0yyxSZn9D/NI/1u5TlpJGUZtOrBy2G8Ut21HSLIvSZlm4+ARg3asUS5fNprBJt1r/HiLRrnF6KctWxYYdxjqUhImIRJpzxC9aQNK8Hyrdviflx+nErVy6drfy+ASKW7ajILs7q4buQnHz1pQ0b0OZOs2L/G1NGpWyZIUqYSIi9VJMQR6Jv80h6bcfSfx1tq9wzfuBpF++J7Ywf+1+ZcmpFLdsR363AT7RatKS0iYtKW3cHGJiNJQoEgEtG5cw+7ckysshJibsaDz9KxcR2RKlJSQu+IXE+XNI+m0OSb/OJvG3H0meO4P45YvW2bWkcQuKW7Zl9ZCdKW6aRWnjFpQ2a0VZWoYqWyK1rEXjYj78thElJZAYJStpKQkTEanCigpJ/P0XEnN/8rff5pCYO5ekeT+Q8GcuVl62dt+ylHSKW7ShoHNvVjVrRUnjFpQ2bk5pk5a4hETKE5IobtMxxG8jIgDtWxZRUBTLbwvj6ZJdEnY4gJIwEWmInCNu6R8k5v7sk60FP5OwwD9O+uWH9SpaZUmplLRoQ3GrDuT1HEppk+aUZDajtEkr30XejMLs7mAW0hcSkc3p3t5fWfzlrGQlYSIikWLFRcQvWkDCn/NJ+OO34PYrCX/8RuKCX0hY+CsxJesuXVLSuDklTVpSsE1vVjVuQWlmM39r3JzylHSfaHXoFj2TSURki/TokI+ZY+p3qRy596qwwwGUhIlIXeIcMXmriF+ykITFv/tEa1Eu8YtySfjT3ycu+IW41cvXe2tpeialjZtT0rgFBR17UprZlNKMZpRlNKE0s9kG2z2ISP2RmlxOx6xCvv4hBecgGurWSsJEJHylpcStWEz8kj+IX/Yn8Uv/IG7pH8Qv/ZP4JQuJX/I7CX/8RvzSP9cuxVNZWWojPzyY0ZS83sMobdSYsrQMytIzKW3UhLKMpkqyRITeHfP5+Lt0ioogKQqyMCVhIlLzKipWyxcTt2wRccsXE798UfB4EfFL/1x7H7/kd2LXrMScW+8wZYnJvlLVqCnFrTqQ37U/ZWmZlKWmU5bWyD9u1ASX4C91KmrTae1jEZGqenXMY9LHTfltYTxdWxdt/g0RpiRMRDavtIS4FUvWuW0z+xOypkzxz5cvJm6FT7jilywkbvUKrKx0g4cqS0qlLD1z7a0oqz3lqY0oS21EWUojylLTKE/NoCytES4hyX98o8aUNm1Vm99YROqh3h19v76p36XQtfWakKNREibS8JSXE7t6xXpJVdzyxcStXPd5/LJFxK1YTGz++r+sOgf3ZcmpfugvLZOy1EbkdxtAWWojypNTKUtJozw5jfKUNJ9kpTaCON+xuqRxc8oym9XiFxeRhq57h3xizDH12xSO3SPsaJSEidRdwZBf3IqlxK1aRtzKpcSuXPbX41XLiFtZ6fHyxcStWEJs3mrMlW/wkOXxCT6ZSvMJU3Gr9uR37k15SppPqpLTKE9KoTwljW+TyuiR1nZtZ/fS9MaUNlO1SkSiV3Kio2PrQr77KSXsUAAlYSLhc46YvNXrJlIrfWK1zuNge9zKZcSuWOKH/Co1Da2qLDmVspR0ylPSKUtNp6R5Gwo7dKM8KYWy5FRfoUpO9QlWSjplKWm4+MS1va6K2nRcOxy4IXlaKFpE6qAubQp464vGnHZjRw454KdQY1ESJlJTnCMmf836ydM6j30StfZxUK3a2Pwp8JPTy9MyKKtIppq0pLBN56A6lUJZUqqvTiUl45JSgwQrdZ21BwvbdYE4/XMXEfm/Q39nxs8p3PViFsOGpYUai34ri1RWVkZs/mpi8lYRu2YlsWsq7lcQu2YlcatX/JVIVQzzrVpG3PIlxK3adDJVnpjsr+pLbURZSjqljVtQ1KYT5clplKWkUl6RTCWnUp6YHCRWqeslT7oCUERk62W3KuKak37l2Ku7Mf/39FBjURImdVtZGTGF+cQU5BFbsIaYvNX+Pn8NMQVriM1fQ0z+amLzVhObt+qvxxWJVt5qn2CtXkFMYT6xhfmb/cjyhCSfTKWkU56aTmmjJhS3bO+H/5LTKK+cUCWl4ILhv4oJ6ZUVtu+yTsVKREQir2WTYgD+XBru3LCI/vY3sz2B24BY4H7n3HVVtluwfW8gHzjeOTctkjFJLSkrI6aoACsu9ElSYQExRQXEFBdiRQV/PQ9u/rX8dW6xBXnEFObTaul8GsUk+UQrfxUxeav9PkWF6y09synlcQmUJyVTnuiH7sqTknGJyZQ0zaKodSfKE5NwiUmUJfrXXUIS5QmJ/j5IqMqTUtY2/YSgdUKTllozUESkDmmS7kctVqwOd1QhYkmYmcUCdwK7AbnAF2Y2yTk3q9JuewFdgtsw4O7gXqqjrAwrK8VKS9a/beR1gtdjigqxkiJiiouw4iJiSoL74kKsuOivbWv3KVy77zrbKpKpwjxiCgv+2raJYblNcWa4+ESfEFXcxxqxSem4+ERKMpvhmrelPCHRJ0jxibj4BFxCIuXB4/KERKhyjPKE5HWG9coTkihploVL3PjEcxERqZ+SE/0V4kVF4Y5ERPLThwJznXM/A5jZU8BooHISNhp41DnngKlmlmlmWc65hRGMa7PSzz2ZYZ9NJz6u0mX8lbp5G5U6e7vgP87fzDlw5X89L694XO63VTynYlt58L7g9fJyf/xgv7/e7/dZm0iVlW6ww3hNcbFxlMfF+wQnLn79W2w8Li6O8oREylLS1+5XHh+Pi6v8ngRcXJzfHhtX5TgJlMcnBO9NWHuMylUlFxPD14mF9GzWC2Jja/6LlkfuZ1jvOXD6+UUfnZfopPMSVQyIjyunqCQCf1e2QCSTsDbA/ErPc1m/yrWhfdoA6yRhZjYOGAeQlZVFTk5OTce61rx58+iwaimJ5XkUFPvKzAZVThQqHptPGrAYwHxVB4OYIG0zC/YN7tc+3/g2h/njBtvKY2Mpj4nFVbkvj43FxcSsfVweE4uLiaU8JsY/D7Y788/L4uIpj43z93FxlMXGBffxlMfGQkxMNX5aNT0E54Di9V5amr+S4twZNfxZ8nctLV9JyaqCsMOQKnReopPOS/Tp07k5KZmLI5pTbE4kk7AN/YWu+r8B1dkH59y9wL0AgwcPdqNGjfrbwW1MTk4OHV98NmLHly2Xk5NDJM+5bB2dl+ik8xKddF6iz1EXQ07OL6Gel+qUO7ZWLtCu0vO2wO9bsY+IiIhIvRPJJOwLoIuZdTSzBOAIYFKVfSYBx5q3LbAy7PlgIiIiIrUhYsORzrlSMxsPvIlvUfGgc26mmZ0cbJ8AvIZvTzEX36JibKTiEREREYkmEb020zn3Gj7RqvzahEqPHXBaJGMQERERiUaRHI4UERERkY1QEiYiIiISAiVhIiIiIiFQEiYiIiISAiVhIiIiIiFQEiYiIiISAiVhIiIiIiFQEiYiIiISAiVhIiIiIiEw37S+7jCzxcCvEfyIZsCSCB5ftpzOSXTSeYlOOi/RSeclOtXGeengnGu+oQ11LgmLNDP70jk3OOw45C86J9FJ5yU66bxEJ52X6BT2edFwpIiIiEgIlISJiIiIhEBJ2PruDTsAWY/OSXTSeYlOOi/RSeclOoV6XjQnTERERCQEqoSJiIiIhKBBJmFmtqeZzTazuWZ2wQa2m5ndHmz/1swGhhFnQ1ON8zImOB/fmtknZtYvjDgbms2dl0r7DTGzMjM7pDbja6iqc17MbJSZfWNmM83sg9qOsSGqxu+xDDObbGbTg/MyNow4GxIze9DMFpnZjI1sD+1vfoNLwswsFrgT2AvoCRxpZj2r7LYX0CW4jQPurtUgG6BqnpdfgJHOub7AlWiORcRV87xU7Hc98GbtRtgwVee8mFkmcBewv3OuF3BobcfZ0FTz38tpwCznXD9gFHCTmSXUaqANz8PAnpvYHtrf/AaXhAFDgbnOuZ+dc8XAU8DoKvuMBh513lQg08yyajvQBmaz58U594lzbnnwdCrQtpZjbIiq8+8F4HTgeWBRbQbXgFXnvBwFvOCc+w3AOadzE3nVOS8OSDczA9KAZUBp7YbZsDjnpuB/zhsT2t/8hpiEtQHmV3qeG7y2pftIzdrSn/mJwOsRjUigGufFzNoABwITajGuhq46/166Ao3NLMfMvjKzY2stuoarOuflDqAH8DvwHXCGc668dsKTjQjtb35cbXxIlLENvFb1EtHq7CM1q9o/czPbCZ+EjYhoRALVOy+3Auc758r8/9xLLajOeYkDBgG7AMnAp2Y21Tn3Y6SDa8Cqc172AL4BdgY6A2+b2YfOuVURjk02LrS/+Q0xCcsF2lV63hb/fyRbuo/UrGr9zM2sL3A/sJdzbmktxdaQVee8DAaeChKwZsDeZlbqnHupViJsmKr7e2yJcy4PyDOzKUA/QElY5FTnvIwFrnO+P9RcM/sF6A58XjshygaE9je/IQ5HfgF0MbOOwWTII4BJVfaZBBwbXDGxLbDSObewtgNtYDZ7XsysPfACcIz+b77WbPa8OOc6OueynXPZwHPAqUrAIq46v8deBnYwszgzSwGGAd/XcpwNTXXOy2/46iRm1hLoBvxcq1FKVaH9zW9wlTDnXKmZjcdfxRULPOicm2lmJwfbJwCvAXsDc4F8/P+5SARV87xcAjQF7gqqLqVaEDeyqnlepJZV57w45743szeAb4Fy4H7n3AYv0ZeaUc1/L1cCD5vZd/hhsPOdc0tCC7oBMLMn8VeiNjOzXOBSIB7C/5uvjvkiIiIiIWiIw5EiIiIioVMSJiIiIhICJWEiIiIiIVASJiIiIhICJWEiIiIiIVASJiJRw8ycmT1W6XmcmS02s1dq8DNeCxa3ru7+3YKlf74xs+/NTAvHi0iNaHB9wkQkquUBvc0s2TlXAOwGLNiSA5hZnHNuowsiO+f23sKYbgducc69HBy/zxa+fz1mFuucK/u7xxGRuk2VMBGJNq8D+wSPjwSerNhgZkPN7BMz+zq47xa8fryZPWtmk4G3zCzFzJ4xs2/N7Gkz+8zMBgf7zjOzZmaWHVS27jOzmWb2lpklbyCeLPyyJgA4574LjhNrZjea2XfB55wevL5LEN93ZvagmSVW+txLzOwj4FAz293MPjWzaUHsaTX+kxSRqKYkTESizVPAEWaWBPQFPqu07QdgR+fcAPwKCtdU2jYcOM45tzNwKrDcOdcX36F80EY+qwtwp3OuF7ACOHgD+9wCvGdmr5vZvyoNZY4DOgIDgs95Ioj5YeBw51wf/GjDKZWOVeicGwG8A/wH2NU5NxD4Ejhr0z8WEalvlISJSFRxzn0LZOOrYK9V2ZwBPGtmM/DJUa9K2952zi0LHo/AJ3MES/V8u5GP+8U5903w+Kvgc6vG8xDQA3gWv/TJ1KC6tSswoWLoM/jsbsExK9Y2fQTYsdLhng7utwV6Ah+b2TfAcUCHjcQoIvWU5oSJSDSaBNyIT3qaVnr9SuB959yBZpYN5FTallfpsVXzc4oqPS4DNjQciXPud+BB4MEgAewdfEbVdd8297kVMRo+aTyymnGKSD2kSpiIRKMHgSsq5l9VksFfE/WP38T7PwIOAzCznsBWT6Y3sz3NLD543AqfFC4A3gJONrO4YFsT/HBptpltE7z9GOCDDRx2KrB9xX7BHLauWxujiNRNSsJEJOo453Kdc7dtYNMNwLVm9jEQu4lD3AU0N7NvgfPxw5ErtzKc3YEZZjYdeBM41zn3B3A/8BvwbbDtKOdcITAWP2T6HVAOTNjA91uMTyKfDGKcCnTfyvhEpI4y56pW00VE6jYziwXinXOFZtYZeBfo6pwrDjk0EZG1NCdMROqjFOD9YBjRgFOUgIlItFElTERERCQEmhMmIiIiEgIlYSIiIiIhUBImIiIiEgIlYSIiIiIhUBImIiIiEgIlYSIiIiIh+H9FQl6xFUovQQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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cY82aNSxZsoQmTZoEHY6IlDINR4pIRMnMzKRGjRrlPgEDMDNq1KgRNVU/Efk3JWEiEnGiIQHbKppeq4j8m5IwEZFCFi1aRPv27Uv9c0UkuigJExEREQlA2JIwM3vEzFaa2S/b2G5mdpeZzTezWWbWNVyxiIjsrNzcXI499lg6duzIEUccQUZGBtdccw09evSgffv2jBs3DuccAN999x2dOnWiV69eTJ48OeDIRaSsCOfdkY8C9wCPb2P7YKBF6NETuC/0VkQEgHPOgR9/LNljdu4Md9yx4/3mzZvHww8/TJ8+fTj++OO59957OeOMM7jyyisBGD16NG+88QZDhgxh7Nix3H333fTr148LL7ywZAMWkXIrbJUw59ynwNrt7DIUeNx5M4AUM6sXrniKyzl49lnIy9NkWZFo1rBhQ/r06QPAqFGj+Pzzz/n444/p2bMnHTp04KOPPmL27Nls2LCB9evX069fP8AnZyISYZyDTZtg4UL4/nv4/HN47z34pcjBulITZJ+wBsDiAh8vCT23vPCOZjYOGAdQr149pk+fHragvv8+hfPP78zRR8cRGxu+88jOW7RoUVivveyakr4uycnJbNq0CYBrry2xw/5L6PDbtHnz5tB+fseMjAzy8vI49dRT+eSTT0hNTWXSpEls2LCBjRs3/mvf9PR08vPz//64ODIzM0v8e1s/L5FJ1yXMnKPikiUk//wzSb/9RsWlS0lcsoQKa9YQm5Pzn92XDhzI7+PHB3ZdgkzCiio1uaJ2dM49ADwA0L17dxfOFej79YNLLoG1axvRv3/DsJ1Hdl44V7mXXVfS12Xu3LkkJSWV2PF2RZUqVVi8eDG//PILvXr14tVXX6V///588803pKWlkZeXx+uvv84RRxxBw4YNSUlJ4aeffqJv37688sorxMTE7NRrSExMpEuXLiX6GvTzEpl0XcJkwQJ44AF44glYtsw/V7kypKZCixaw556QlARVqkDFipCQAPHxNGjThgb9+wd2XYJMwpYABbOcVGBZQLH8zQwaNIB16xKCDkVEAtSmTRsee+wxTj75ZFq0aMGpp57KunXr6NChA2lpafTo0ePvfadOncrxxx9PpUqVGDhwYIBRi0SZjz+GG2+Ed9+F2Fjo1g0OOsgnXnXqQEwMtGrl3xaWlVX68RYSZBL2GnCGmT2Ln5C/wTn3n6HIINStC2vXVsA5n5SJSHRJS0tjzpw5/3l+4sSJTJw48T/Pd+vWjZ9++unvjydMmBDO8ERk1iy44AJ4/32oUQOOOgp69YJq1aBNm6CjK7awJWFm9gzQH6hpZkuAq4B4AOfcFOAt4EBgPpABjA1XLDurdm343/8SyMjw1UwRERGJABs2wGWXwX33+aHF44+HPn388GIZSr62ClsS5pw7agfbHXB6uM6/O+rWhfXrKxCn5c1FREQiw5tvwtixsHo1HHywH3asXLlMJl9bKc0oQu3akJ0dS2YmVKgQdDQiIiJRLCMDzj3XT7xv0sQ3EGzUqEwnX1spCStC7dr+7bJlkJwcbCwiIiJRa/ZsGDEC5syBYcN89attW8rLUJXWjixCnTr+7R9/BBuHiIhI1Hr2Weje3VdELrsMDj0UOnYsNwkYqBJWpIahxhnz5wcbh4iISNTJz4fLL4frr4cOHeDkk/2wVDkYfixMlbAipKZCTIzjt9+CjkREyoNFixbRvn37oMMQiXyZmTBypE/ABg+G887zjVbLYQIGqoQVKSEB6tTJ4Kef1J9CRESkVGzaBEOH+gasY8fCPvv4+V/lmJKwbUhL28Qvv1QmK0t3SIpEm2uvvZannnqKhg0bUrNmTbp168Z+++3HKaecQkZGBs2aNeORRx6hWrVq/Pjjj0U+/9133/3dRb9v375BvySRyLZ+va98ffutv/uxW7dyW/0qSEnYNjRuvImvvqrLn3/61Q9EJADnnAM//liyx+zcGe64Y5ubZ86cyYsvvsgPP/xAbm4uXbt2pVu3bowZM4a7776bfv36ceWVV3L11Vdzxx13bPP5sWPH/v38hRdeWLKvQaQ8Wb0aDjgAfv4Zzj/fzwOLggQMNCdsm1q1Wg+AFrsXiS6ff/45Q4cOpWLFiiQlJTFkyBDS09NZv349/fr1A+DYY4/l008/ZcOGDcV6fvTo0YG9HpGItmqVH3acMwcuuiiqEjBQJWybGjRIp0EDmDoVTjop6GhEotR2Klbh4hfz2P1jmBaeFdm+NWtgv/3g99/h4ov9sFMUJWCgStg2mflVEb76Cr7/PuhoRKS09O3bl9dff53MzEw2b97Mm2++SeXKlalWrRqfffYZAE888QT9+vUjOTm5yOdTUlJITk7m888/B+Cpp54K7PWIRKR162D//eHXX30FLAoTMFAlbLuOOMJXwm66yfeME5Hyr0ePHhxyyCF06tSJxo0b0717d5KTk3nsscf+noDftGlTpk6dCrDN56dOnfr3xPyBAwcG+ZJEIsvGjTBoEPzyC1x4IbRsGZUJGCgJ265q1fzdss8/779PunULOiIRKQ0XXHABEyZMICMjg7333pvzzz+fzp07M2PGjP/su63nu3Xrxk8//fT3xxMmTAhnyCJlQ3q6X3rou+/8H9Y2baI2AQMNR+7QaadB1apw7LGQlxd0NCJSGsaNG0fnzp3p2rUrw4YNo2vXrkGHJFL2ZWXBYYfBl1/6BbnbtYvqBAxUCduhpCR/l/zVV8Odd/rmvSJSvj399NNBhyBSvuTlwahR8P77cOaZ0KlT1CdgoEpYsRx0kB+yvuoqWLAg6GhERETKEOfg9NNh2jQ44QTYYw8lYCFKwoohJgZuuMEn8kOG+IqqiIRPSbSJKCui6bVKlJowAe6/H4YPh/79lYAVoCSsmBo1ggsu8P3kRo0KOhqR8isxMZE1a9ZERXLinGPNmjUkJiYGHYpIeDz4IFxzDQwc6KsYSsD+RXPCdsLQoTBzpq+onnIK3Hef7ycmIiUnNTWVJUuWsGrVqqBDKRWJiYmkpqYGHYZIyXvnHTj1VOjRA446qtwvxr0rlITtpAkTYPNmX1l1zr8VkZITHx9PkyZNgg5DRHbHrFkwbBg0bQrjxkH79kFHFJE0HLmTYmPh1lthr73ggQfg0kuDjkhERCSCrFzpl5ypVAnOPtvfCSlFUhK2C2Ji4Oab/ffVDTfAjTcGHZGIiEgEyM6Gww/3idj550Pnzv6PphRJX5ldFBcHkydD8+ZwxRXwyCNBRyQiIhKwM8+EL77wLSlSU0E3nWyXkrDdkJgIU6ZArVpw1lnw9ddBRyQiIhKQBx/083SGD4cuXXQnZDEoCdtNycl+cn5Cgh8Cnz8/6IhERERK2bff+upX9+7+j6ESsGJRElYC6tWDm26CjAzYbz9YsyboiERERErJpk2+BUX16r4jfrt2QUdUZigJKyFduvjJ+suWwYABsGVL0BGJiIiUgrPPhoULfU8wVcB2ipKwEtSzp1/s++ef/XqTeXlBRyQiIhJGL7wAU6f6nmAHHQRVqgQdUZmiJKyEjRjhu+l//DGMHh10NCIiImGyeLEffmzdGg48UEvI7AIlYWFwwgl+maxnnoE77ww6GhERkRKWl+cXUs7NhRNPhA4dgo6oTFISFiZXX+1XabjwQvjoo6CjERERKUG33AKffgpnnAF9+gQdTZmlJCxM4uLgjjt8C4ujjoLVq4OOSEREpAR89x1cfrlPvg49FOLjg46ozFISFkYpKX6dyXXrYMgQyM8POiIREZHdkJ7uJz9Xq+arYBUqBB1RmaYkLMzatfMT9WfMgKuuCjoaERGR3XDeebBgAYwbBy1aBB1NmackrBSMGQPduvmGrrNmBR2NiIjILnj5Zb8s0WGHwZ57Bh1NuaAkrBSYwXXX+aWNRoyAnJygIxIREdkJy5b5uyBbtPDNWevVCzqickFJWCmpWRPGj4dff4VLLgk6GhERkWLKz4djj/Vr840bB5UrBx1RuaEkrBQNGuRvJrnjDr/WqYiISMS74w744AMYOxb22CPoaMoVJWGl7Oqr/aoOo0f7HnciIiIRa948P3zTvz/stZeqYCVMSVgpS0mBiy7y39eXXhp0NCIiItuQn+/ngVWoAMOHQ8uWQUdU7igJC8DAgX5Y8s474bffgo5GRESkCPfdB59/7vuBVa0adDTlkpKwgFx+ue+qP3o0OBd0NCIiIgX8+acftunZE9q08Q8pcUrCAlKrlm/i+s038NRTQUcjIiIS4pz/AwVw9NHQtm2w8ZRjSsICdOSR0KSJX+R748agoxEREQGeew7efhtOPRUaNgw6mnJNSViA4uJ877AVK+D884OORkREot7atb4Za4cOcMAB0KhR0BGVa0rCAtatGwwYAI8/DnPmBB2NiIhEtYsugjVrYNQoqFEj6GjKPSVhEeC88yAmxld+RUREAvHpp/Dww3DMMVC/ftDRRAUlYRGgbl044QT//f/qq0FHIyIiUScrC046ySdf/frpbshSoiQsQowa5b/3TztNk/RFRKSU3Xyzb1x53HGQkBB0NFFDSViEiI+Ha66B5cv9nEgREZFS8b//wXXX+U7i6glWqsKahJnZIDObZ2bzzWx8EduTzex1M/vJzGab2dhwxhPpOnf2K0M8+ig8+WTQ0YiISLnnnO+IHxsLBx+sBKyUhS0JM7NYYDIwGGgLHGVmhTu+nQ7Mcc51AvoDt5pZVNdBzz4bGjeGc8+FVauCjkZERMq1l16Cd96B44/3ixtLqQpnJWwPYL5zboFzLht4FhhaaB8HJJmZAVWAtUBuGGOKeBUqwMSJsG6dnyemJY1ERCQsNm3yVbBWrXy/JFXBSl04k7AGwOICHy8JPVfQPUAbYBnwM3C2cy4/jDGVCW3a+H9K3nsPrrgi6GhERKRcuvZa3y181Cho2TLoaKJSXBiPbUU8V7iuMxD4ERgANAPeN7PPnHP/uj/QzMYB4wDq1avH9OnTSzzYgtLTYePGRcybF97zbE+/fvDjj2247ro6mM1m3301Nrlo0aKwX3vZeboukUnXJTJFynWptGgR3W+7jb/69mVe1aqwcGHQIZW+vDz/Njs7sOsSziRsCVBw0alUfMWroLHADc45B8w3s4VAa+Cbgjs55x4AHgDo3r2769+/f7hiBmDlSli+fDqtWoX3PDtyxx0wdizcdFM7DjwQevUKNJzATZ8+nXBfe9l5ui6RSdclMkXEdXHO345fpQr1jjmGej16BBtPULKy/NvevQO7LuEcjvwWaGFmTUKT7UcCrxXa509gXwAzqwO0AhaEMaYypUIFmDzZz5U86CD444+gIxIRkTLvuefg449h5EioUiXoaKJa2JIw51wucAbwLjAXeN45N9vMTjGzU0K7XQv0NrOfgQ+Bi51zq8MVU1lUrRrceKNP2PfdV41cRURkN2za5G+/b9kSevfWZPyAhXM4EufcW8BbhZ6bUuD9ZcAB4YyhPOjQAa6+GsaPh0GD/PJGcWG9ciIiUi5tnYx/+unQrl3Q0UQ9dcwvI/bZx98x+dVXMGKEWleIiMhOmjsXbrsNDjgA0tKCjkZQElamnHwyHHKI76132mlBRyMiImXG1s74lSrBiSdqGDJCaFCrjLniCtiwAaZMgcREuP32oCMSEZGIN20afPQRnHmmhlIiiCphZYyZn6i/xx6+hYWauYqIyHalp/vkq3lz6N4dmjULOiIJURJWBsXFwV13+VUmJk6Eiy8OOiIREYlY118Pf/0Fo0erM36EURJWRsXFwT33QNeucNNNcNFFQUckIiIR53//g5tvhgEDfMfv+PigI5IClISVYfHxvplrt27+Z+zcc4OOSEREIsp55/n/2k8/HapXDzoaKURJWBkXH+8rYj16+DliJ5+sOZciIgK88w689hoMHw4ZGUFHI0VQElYObE3E+vWDBx6AYcMgNzfoqEREJDDZ2b76lZrq/zioJUVEUhJWTsTGwi23wJAh8PLL0L8/rF8fdFQiIhKIO++EBQtgzBioWjXoaGQblISVI2Zw1VUwdizMmAEdO8Ls2UFHJSIipWr5cpgwAfbc01fA1B0/YikJK4dOPx0uucSv09qjBzz6aNARiYhIqRk/HnJy4MgjNQwZ4ZSElVOHHurniaWm+srY6adDXl7QUYmISFjNmAGPP+7/CNSqFXQ0sgNKwsqx1q19FWzAALj3XujTB9asCToqEREJi/x83xm/Zk0YOFBVsDJASVg5V6GCb+Z6wgnw3XfQoQP8+GPQUYmISIl79FGYOROOOQZq1w46GikGJWFR4tRT/aT9rCzo2dM3d1U/MRGRcmLDBj8XrEsX38G7fv2gI5JiUBIWRQYPhgcfhBYt/DJHBx0EGzcGHZWIiOy2a66B1at9Y9a2bYOORopJSViUadwYHnkEDj8c3n0X2rWDb74JOioREdllv/7q+4INHAgNGwYdjewEJWFRKDYWLr3UPzIy/IT9M89Ul30RkTLHOb9wcGKi79atyfhlipKwKHboofDkk9C1q29n0bEj/PRT0FGJiEixvfmmXyNyxAh1xi+DlIRFudq1YfJkOOMMWLbMz+c89VQ/gV9ERCJYdrYfxmjUCPbaS1WwMkhJmGAGxx3n54r17g1Tpvif5a++CjoyERHZpjvvhEWLYNQozQUro5SEyd8aN4bbb4cLL4TNm/1csVGj/PsiIhJBVqyAq6/+Z33IlJSgI5JdoCRM/mPECLj7bth/f3jqKWjZEt57L+ioRETkb+PH+3kjWh+yTFMSJkVq3hwmTYLLL4eYGH/n8yGHwNq1QUcmIhLlvvkGHntM60OWA0rCZLsOPRTuv98nYG++6Ru9Pv64uu2LiARi6/qQNWpofchyQEmY7FDdunDllb4hc0oKHHusX/pozpygIxMRiTKPPeYrYccc43uDSZmmJEyKbdAgeOYZn4TNnev7ih1/vJY+EhEpFRs2wAUX+GWJunVTFawcUBImOyU21lfCH37Yt6V59FFo1sw3e9UQpYhIGF1zDaxb56tg7doFHY2UACVhskuaNYNbboGrroLkZJ+Ydeqk3mIiImExd+4/60M2ahR0NFJClITJbjn4YD9EedJJsGSJb/Y6eDAsXhx0ZCIi5YRzcNZZUKmSv0tKw5DlhpIw2W0xMXDyyfDEEzB0KHz4ob+L8owz1OhVRGS3vfwyfPABjBwJSUlBRyMlSEmYlJi6deGKK+DGG6FLF78mZdOmvsVFfn7Q0YmIlEEZGb4K1rSpX8ZEVbByRUmYlLi99/YT9a+4ws8XO+UUP4f0ww+DjkxEpIy54QZYuhTGjIEmTYKORkqYkjAJm6FD4emnfRK2ejXst5/vL/bNN0FHJiJSBvzvf35oYZ99/N1QlSsHHZGUMCVhElYxMXDiifDii/6u6l9/9YnYgAFq9ioisl3nnANxcTBsmIYhyyklYVIqKleGc8+FO+7wv09mzIAOHWDIEFi0KOjoREQizBtv+MeIEX5eh5RLcUEHINGlY0f/2Hdf//vl3Xf9YuGHHAK33qopDyIibNkCp58OjRv7SbaqgpVbqoRJIPbYwzd/vuUWP93h9dd9W4vDDlNlTESi3PXXw59/wtix+s+0nFMSJoHq08ff/HPXXf9Ux5o3h8MPVzImIlHo99/9L8Wtk/GrVAk6IgkjJWESEfbYAyZN8kOS++7rK2Nbk7GFC4OOTkSkFDjn14BLSIDjj9cwZBTQnDCJKH36+McXX/wzL/W11+DAA2HEiIpBhyciEj4vveQnyp50UtCRSClREiYRqWAy9tZb/vfSm2/uwTPP+GpZq1ZBRygiUoI2b/ZVsFat1Bk/img4UiJanz5w3XU+8dp77yV88IH/3TRwIMyeHXR0IiIl5JprYPlyGD3az8WQqKAkTMqEXr3gpJP+x+TJcNBB8Omn0L69b/r6/fdBRycishtmz4bbbvP/XTZuDImJQUckpURJmJQpnTvDhAnw4IN+WaRvvoFu3XzF7PPPg45ORGQn5ef7td2qVoVDD9UwZJRREiZlUps2foHwRx+F4cPhl19gr718Qvbuu/4mIxGRiDd1qv8P8oIL1I4iCikJkzKtSRO4+GJ44gkYNQr++AMGDYJ27WDaNMjLCzpCEZFtWLUKzj8funSBhg1VBYtCSsKkXGjQwK91+/zzcMIJsH69r5A1bQr33Qfp6UFHKCJSyHnn+V9OxxwDbdsGHY0EYKeSMDNrZmYdwhWMyO5KToZTT4WXX4YzzoD4eDjtNKhfH84+GxYvDjpCERHg/ffhySfh2GOhTp2go5GAFDsJM7NLgYnAeDN7Inwhiey+uDg47jh49lm4/HJo3RruuccPXx5wAHz5peaNiUhAMjJ8R/yGDaF3bw1DRrFtJmFmdqaZxRZ4qpNz7ijn3DFAp+Ic3MwGmdk8M5tvZuO3sU9/M/vRzGab2Sc7F77I9pn5G47uvdcvFj5woE/A+vTx1f+HHtJQpYiUsmuvhSVL4MIL/fqQErW2VwlbB7xjZkNCH79nZp+Y2WfAuzs6cCiBmwwMBtoCR5lZ20L7pAD3Aoc459oBw3f+JYgUz957+36IU6b4EYCMDL86SN26MG4czJ0bdIQiUt5Vnj8fbr4ZBg+GatV0R2SU22YS5px7EhgCdDazV4GZ+ITqYOfchcU49h7AfOfcAudcNvAsMLTQPkcDLznn/gydc+UuvAaRndKmjV8dZNo03+aiUyff6qJtW+je3U/uz84OOkoRKXfy8mh1662QlOQbHWoYMurtaO3IZsBzwIPAtYADrgQ2FOPYDYCC06CXAD0L7dMSiDez6UAScKdz7vHCBzKzccA4gHr16jF9+vRinH7XpafDxo2LmDcvvOeRnbNmTclfk9at/ePAA+OZMaMuX31VnxEjKpKSksXBBy9nyJDl1K6dVaLnLG8WLVoU9p9J2Xm6LpEn9YUXaP7rr8w5/nhWZmXBvHlBhxTdtvYwys4O7Odlm0mYmT0a2l4R+J9z7iQz6wI8aGbfOOeu3cGxrYjnCk+FjgO6AfuGzvOVmc1wzv32r09y7gHgAYDu3bu7/v377+DUu2flSli+fDqtWoX3PLJz5s0L3zVp1crPF1u1Cj78ED7+uAJPPZXG00+nsffevhfZAQdAjJq6/Mf06dMJ98+k7DxdlwizYAE8/DCrO3em7UEH0bZx46AjkqzQP9i9ewf287K9SlgX51wnADP7AcA59wMwxMwKDysWZQnQsMDHqcCyIvZZ7ZxLB9LN7FP8pP/fEAlArVowcqR/fPYZfPIJTJ/up280aABnneVvaqpZM+hIRaTMcM5PPI2N5ffDD6emEjAJ2d7/9W+HJuJ/BTxdcINz7tViHPtboIWZNTGzBGAk8FqhfV4F9jKzODOrhB+u1PRoiQh77eXbW0ydCqefDikpviLWoAEceaTaXIhIMT3yiC+xn3MOWcnJQUcjEWSblTDn3HgzqwrkO+c27+yBnXO5ZnYG/k7KWOAR59xsMzsltH2Kc26umb0DzALygYecc7/s0isRCZOGDWHsWN937IMPfGXszTfhhRegRQvf9PqYY/xcWxGRf1m82P+S6NzZz3uI29FUbIkm2/1ucM5t3J2DO+feAt4q9NyUQh/fDNy8O+cRKQ1msP/+/vHDDzBjBnz0ke/Qf8EFcPTRfriyffugIxWRiLB1GDI72/8X166dJuPLv2iascgu6NLFJ1+PPw5XXeVbWzz6KHTo4Lc9/fQ/cz5FJEpNnQrvvOMTsRo1go5GIpCSMJHdULEiDBkCt94Kd97pq2F//eWHJ+vVg/HjYdGioKMUkVK3eDGcc45vRNitm3qCSZF2mISZ2XAzSwq9f7mZvWRmXcMfmkjZsscefurHlClw0UV+vtjNN0PTpn6S/xtv/NOWRkTKsa3DkDk5vlTerl3QEUmEKk4l7Arn3CYz6wsMBB4D7gtvWCJl19a7J++9F26/HQ47DObM8RWzhg1h0iRfLRORcmrrMOS550KjRkFHIxGsOEnY1v/dDwLuC7WnSAhfSCLlR58+cOmlcP/9fqmkmjXhsssgNdWvWvLpp2pzIVKuLF4MZ5/tf/hbtw46GolwxUnClprZ/cCRwFtmVqGYnyciIU2a+EXDp06Fm27yd1h+9BH06wfNm8M998CG4iwGJiKRyzk44QQ/72D4cA1Dyg4VJ5k6Et/ra5Bzbj1QHSjOAt4iUoQBA+Daa+GBB+CkkyA21lfJ6tWDMWPgxx+DjlBEdsm998L77/tlNXQ3pBTDDpMw51wGsBLoG3oqF/g9nEGJRIOWLeHkk+GJJ+Dqq2HPPeH5532Li44dffuLzMygoxSRYpk3D84/H/bZB/r21d2QUizFuTvyKuBi4JLQU/HAk+EMSiSaxMXBQQf5OynvvBNGjYJ16/zwZd26/vf6/PlBRyki25ST439wK1SAYcP8rdEixVCc4cjDgEOAdADn3DJAC7SIhEH37r610BNP+B5jbdr4xKxFC+jVC155BXJzg45SRP5l4kSYOdPfDanFuWUnFCcJy3bOOcABmFnl8IYkIklJcMQRfsL+HXf49+fP9+0uUlPhmmtg2bKgoxQRvvrKJ2FDh/rGrPXqBR2RlCHFScKeD90dmWJmJwEfAA+GNywR2apXL18VmzzZ3/ler57v/9ioke899tFHanMhEoiNG2HECKhTx88pUE8w2UnbXcDbzAx4DmgNbARaAVc6594vhdhEpIBmzfxj9GiYPt0/PvnEd+Jv3NgPYx57LFSrFnCgItHizDNh6VJfrq5fP+hopAzabhLmnHNm9opzrhugxEskQvTv7x8//QTffOMTsnPP9RWzww/3yyd17x5wkCLl2bPP+luYjznGr01Wt27QEUkZVJzhyBlm1iPskYjITuvUyfcae+wxPy1lr73g5ZehRw/fJ/KRRyAjI+goRcqZhQt9f5n27X3nZSVgsouKk4TtA3xlZv8zs1lm9rOZzQp3YCJSfHFxMGgQ3HCDv5tyzBjYvNk3765bF846y7cxEpHdlJvrq195eXD99T4RE9lF2x2ODBkc9ihEpMR06+Yfxx0HH37ohyrvuw/uvttXyC66yN/IFR8fdKQiZdCECf6OyMsug+TkoKORMq44SZjuuxIpg6pW9S0tDjsMZsyAzz6Djz/2S9rVrAmnngrjxvmWFyJSDB99BJMmwQEH+MW5K1UKOiIp44qThL2JT8QMSASaAPMArUwqUkbsuad/HHIIfP+9r45NnAjXXQf77gsXXAD77QcxxZmgIBKNVq6Eo46Chg3hyCO1LJGUiB0mYc65DgU/NrOuwMlhi0hEwqZVK/846ijf3uLTT31CNnCgr4idfTaMHau1h0X+JT/fj++vXw/XXut7xYiUgJ3+v9c59z2guyVFyrh+/eCKK+D22+G003yX/gsv9O2OjjjCD2GqCawIfmHXt9/2/6F06+Z/WERKwA4rYWZ2XoEPY4BuwKqwRSQipapjR/8YM8ZPeZk+3f+9efFFaNnSLyB+9NFQpUrQkYoE4PPP/ST8vfeGPn0gJSXoiKQcKU4lLKnAowLwBjA0nEGJSOmLi/PzjSdN8g3Ax46F7GzfDqluXTj+eJg9O+goRUrRqlV+/lfdujBqFLRtG3REUs4UZ07Y1VvfN7MYoIpzLjOsUYlIoLp29Y9x4+Ctt3x17MknYepU//yFF/rO/AkJQUcqEia5ub4EvHYtXH211oWUsNhhJczMnjazqmZWGZgDzDOzC8MfmogELT7e9xS7/XbfBHbkSFi2zE/sr1fP31W5bFli0GGKlLyLL4YPPvC9XNLSfF8XkRJWnOHIts65jcChwFtAI2B0OIMSkcizxx4+6Zo2zVfCmjb1ydkxx+xJz57w/PN++FKkzHviCbjtNv8fSN++0Lx50BFJOVWcJCzezOLxSdirzrkc1MBVJGolJsKIETBlik/CBg9eyKJF/rm6dX2bi99+CzpKkV00cyaceCJ06eI7HaelBR2RlGPFScLuBxYBlYFPzawxsDGcQYlI2dCnD4wa9Qcvv+yrZC1awD33+F5kPXrAM89ApmaQSlnx118+8ape3d8W3KpV0BFJObfDJMw5d5dzroFz7kDn/YFf1FtEBIAKFfx8sXvvhcmT/Q1lixf7ec116vjCws8/Bx2lyHZkZ8OwYbB6tU/AmjfXAqsSdsVZtggzOwi/TFHBGbjXhCUiESnTevTwj7POgjfe8J35H38cHn4Y2rWDc87xCZv6jklEOess+OILv8J9gwa+Z4tImBXn7sgpwAjgTPz6kcOBxmGOS0TKuMRE33n/7rvhrrt8m6WNG+Gkk/zcsaOP9tNvRAI3ZQrcf7+/7fegg3yXYpFSUJw5Yb2dc2OAdaGeYb2AhuENS0TKkx49fAVs2jS/VFK3bvDSS/75Vq38MOZGzTSVIHz2GZx5pl/hfvBgqFw56IgkihQnCdsSepthZvWBHKBJ+EISkfIqNtbf9X/bbfDUU36ppJwcOP10Xx075hj49lutWSmlZPFiX66tX9+XaDURX0pZcZKwN8wsBbgZ+B5/p+SzYYxJRKJAWpqfhvP8874h+Z57+vUq99gD2rTxI0SqjknYbNkChx4K6elw3nl+AdXY2KCjkihTnLsjr3XOrXfOvYifC9baOXdF+EMTkWhg5qfh3HwzPPAAHHccZGX5RuV16vj+Y998o+qYlCDnfOXrhx98Alajhv9GFCllxZmYX8nMrjCzB51zWUBtMzu4FGITkSjTrh2ccQa88AJMmAC9esGrr0LPnn6kaPJk2LAh6CilzNs6Hn7ssTBwoC+9igSgOMORU4Es/IR8gCXAxLBFJCJRzwwOPthXxx5/3FfH8vJ8gla3rh9F+v77oKOUMum993wbin79YN99/W28IgEpThLWzDl3E35CPs65LfhWFSIiYdesmU++ts4d69UL3nnH32HZvj089pif3iOyQ/Pn+07CTZr4u0JUAZOAFScJyzazioTWizSzZvjKmIhIqdo6d+yJJ2D0aFi/3lfJ6tXzXQbmzw86QolYmzb5W3Od8/1SmjULOiKRYiVhVwHvAA3N7CngQ+CisEYlIrIdTZv6hcJfeQUuucQXNO67z69duXUeWW5u0FFKxMjP95WvefPg3HOhYUMt2SARYYfrMjjn3jez74E98cOQZzvnVoc9MhGRHTDzy/0NGwZffQXTp/vHoYf6OyvHjYNTTvFtoCSKXXqpz9hPPNGvCZmaGnREIsB2KmFm1nXrA9+aYjmwDGgUek5EJGL06uWrYs8956tkdevCtddCo0aw334+OVObiyj0wANw441+LHvvvTUPTCLK9iphM4HZwKrQxwUn4ztgQLiCEhHZVSkpfr7Y6NE+8fr4Y/j0U9hnH18EufBCv45lpUpBRyph9847cNppvgPw8OHQtm3QEYn8y/bmhJ0PbMAvWzQVGOKc2yf0UAImIhGvf39/R+Xjj8MJJ/g2Fyef7Ktkp58OCxcGHaGEzQ8/wOGH+wmEJ53kb6UViTDbTMKcc7c75/oCZ+AX7P7QzJ43s86lFZyISElo2NB34H/+ebj8ct8UdsoUXxkbMMBXyjRUWY4sWuSbsFat6semO3UKOiKRIhVn2aKFwKvAe8AeQMtwByUiEg5mftL+PffA7bf7aUIzZ/q+nW3a+IpZlhrwlG2rV8OgQZCZ6ceeO3eGmOI0AhApfdubmN/UzC41s6+Bq4Gf8OtGPl9q0YmIhEmfPnDVVX4i//HHQ0aGX8WmQQM/wX/lyqAjlJ2Wnu6XWli40CdgdeqoI75EtO39ezAfOBLfI+wroBFwmpmdZ2bnlUZwIiLhVru2n7v90kt+NZuGDeGGG/zboUPh55+DjlCKJSfHT77/9lvfjLVbN90JKRFve0nYNcDLQD5QBUgq9BARKTfM/Io2Dz3kOxrsvTe8+y507OgXEH/jDd/zUyJQfr6/8+Ltt/2dF337+iqYSITbZosK59yEUoxDRCRi7Luvf/z4I7z/PnzwAQwZ4nuOjR/vm69Xrhx0lAL4OyouvNCvZTVqFPTure68UmaEdbaimQ0ys3lmNt/Mxm9nvx5mlmdmR4QzHhGRndG5s//7/uKLfsgyPt6/bdAALrgAVqwIOkLhhhvgttvgkEPggAM0BCllStiSMDOLBSYDg4G2wFFm9p9OeaH9bgTeDVcsIiK7o0oVP3n/2Wd9i4sWLfzf/YYNfSuquXODjjBKTZnilyTad1+/dpWasUoZE85K2B7AfOfcAudcNvAsMLSI/c4EXgR0L5KIRLStLS6mTIFbbvE9xt56y//t33tv+Owz9RsrNc8848uSe+7phyHbtQs6IpGdtsMFvM3scufcxND7FZxzxe2i0wBYXODjJUDPQsduAByGXwKpx3ZiGAeMA6hXrx7Tp08vZgi7Jj0dNm5cxLx54T2P7Jw1a3RNIlG0Xpe6dX1Li333jefjj+vz2Wep7L13PE2bbmTUqMXsvfdqYmODy8gWLVoU9t+VQanx5Ze0v+IKNrRsyaxhw8hPSIB584IOq1gWrVnD9DISa7mXl+ffZmcH9vOyzSTMzC4CPgOOACaGnv4KKO7i3VbEc4V/I90BXOycyzMravfQJzn3APAAQPfu3V3//v2LGcKuWbkSli+fTqtW4T2P7Jx583RNIlG0X5dWrfxo2IoV8MIL8N57VbnmmnY0aAAXX+xv2gtincrp06cT7t+VgfjgA78WVcuWpJx/Pnt36RJ0RDtl+rx59G/VKugwBP7pzNy7d2A/L9sbjpwHDAeamtlnZvYAUMPMivvdswS/3NFWqcCyQvt0B541s0X4ZO9eMzu0mMcXEYkYdevCmWfCq6/6lXIqV4azzvKT+C+80Ddyl930xRf+NtXUVN8LrIwlYCKFbS8JWwdcim/a2h+4K/T8eDP7shjH/hZoYWZNzCwBGAm8VnAH51wT51yacy4NmAac5px7ZadegYhIBImJgdGj4amn/CT+Zs38/LGGDX1riz/+CDrCMuq77/x6kLVqwfnn+1tXRcq47SVhg4A3gWbAbfiJ9unOubHOud47OrBzLhe/+Pe7wFzgeefcbDM7xcxO2f3QRUQi19ZJ/PffDzff7Bu+PvOMT8oOOQR+/TXoCMuQWbP8mG9Skl/WoFs3iNvhlGaRiLe9Zq2XApjZT8CTQBeglpl9Dqxzzg3Z0cGdc28BbxV6bso29j2u+GGLiJQd++zjH3Pm+ArZe+/5Dvz9+8NNN0H37kFHGMFmz/YrrFeo4DvlNmmiBEzKjeK0qHjXOfdtaHL8EudcX2BsmOMSESl32raF666DqVN9Neybb6BHD18l++ADtbf4j59/9r0/4uJ8Ata7t598J1JO7DAJc85dVODD40LPaYqpiMguatkSrrjCD0+OHAm//w777w/t28Mrr2iNSsCvGbXXXn6S3aWX+vUgY8K6yItIqdup72jn3E/hCkREJNrUr++XP5o2DcaOhTVr4LDDfEf+J56A3NygIwzIzJl+CDIx0d/dkJamBEzKJX1Xi4gELDkZTj8dXn4ZTj3VJ19jxvjcY8oUyM4OOsJSNGOGnyxXuTJcdhnUqOFXThcph5SEiYhEiIQE39x12jTfBqtiRZ+UNW4Md931T2/JcuuLL2C//SAlxSdgTZpoQW4p15SEiYhEmJgYvxziM8/4Rq9JSb4BbOPGfuHwzMygIwyDTz7xE+Nq1PAJWFoa1KsXdFQiYaUkTEQkQpnBiBHw9NN+CaRq1Xyf0kaNfO+xLVuCjrCEfPihb8Rapw5ccolfZkB3QUoUUBImIhLhzGD4cD9Z/5JLfNP4iy7yXfivvx7S04OOcDe88w4cdJBfiujii33PjgYNgo5KpFQoCRMRKSPMYNgwePxx37WhXj3/tlEjn4yVucrY66/7hmmNGvlxV60FKVFGSZiISBl0+OHw6KO+g0ODBj4Za9iwDM0Ze+YZ34+jWTM/xtq1qzrhS9RREiYiUoYdeqjvwH/ZZX5K1fnn+wn8L7xQP3LvppwyBY45xnenPe88v26T+oBJFNJ3vYhIOXDYYX6Y8pJL/AT+e+9tSVoa3Hcf5OQEHV2IczBpku+7scce/pbPrl2DjkokMErCRETKkWHD4Mkn4dRTfyIpCU47zY/4Pf445OUFGFh+Ppx7ri/Z7bsvnHIKdOwYYEAiwVMSJiJSzphB377rePppn/fExsKxx/o1K6dNC2Ch8Oxs3/jszjth6FC/HECHDqUchEjkURImIlJOmfmpV88/D2ee6TvuDx8ObdvCm2+WUjK2aZNvQfHMMz4THDYM2rUrhROLRD4lYSIi5VxMjM9/pk2DceNg3To4+GDfEeLjj8N44hUr/DqQH38MZ53llyRq2zaMJxQpW5SEiYhEifh4n4S99BKMHQtLlsCAAX6O/BdflPDJ5s3zB54z558mrFoHUuRflISJiESZChXg9NPhxRfh6KPht9+gb1/o3Ru+/bYETvD559CzJ2zeDFdc4ZMvJWAi/6EkTEQkSlWp4tt0vfACjBwJv/zii1d77w0//riLB33iCV9eq1oVrrrKd8NXAiZSJCVhIiJRrnp1uOACeOwxOOII+P57P19sv/1g9uxiHiQ/37fv33rn4+WX+4xOCZjINikJExERwBetxo/3c8YOPRS+/NLnU4MH+yHLbdqyxZfSrrvO73zmmdCtGyQklFboImWSkjAREfmXGjV8IevZZ313iY8/9gWtQw6BBQsK7bz1Dshp0+D44+Goo9QDTKSYlISJiEiRGjSACRPg4Ydh4EB4913f8PWoo2DxYmDWLD/kOGuWvwNyn33UgkJkJygJExGR7WrdGq691i99NGCAL3qd0eRNMrv2Ji8j02dq7dpp/pfITlISJiIixdK8OVw/yfHBkDt5Ke8QZue1otXGbzjr3QNZn9o+6PBEyhwlYSIiUiyWnUXjiSfR7+VzyOjUi/lHXExq6yTu/rgDjQ9uzxWT65CRaUGHKVJmKAkTEZEdilu9gpan7kvNVx9mzQEjWX3YODoObcZ9Fy3i7tPm0Do1nYlTU2kypD13P1OTnNygIxaJfErCRERkuyr98g1tj+pEpbnfsWLU+WzsexCZzf5ZhHvfXlt49PL53Hj8PGomZXPWrY1pcWg7nn23Gvn5AQYuEuGUhImIyDbVeOUhWp3YFxcby9KTr2ZLy85kNil6Av6QfTbzwsR5XHn0fMw5jrqsKR2ObM17M5JwrpQDFykDlISJiMh/WFYmjSaeRNrEk9jSoiPLTrqSrCZttpmA/f15BiMHb+D1m+Zw/uELWbshjoFntKTXmBZ8/UulUopepGxQEiYiIv+SsGwRrU7oQ61XHmLt/keycsRZbGnbg5xa9Yt9jNgYOOGwtbxx02xOPvBP5v1ZkT2Pa8P+pzRl7sLEMEYvUnYoCRMRkb9V/eJt2hzdmcQ/fmPZcePZsNeQf83/2lmVEh1nH7WKlyf+wqgBS/ny56q0P7ItIy9uzNKV8SUYuUjZoyRMREQgL4/6911Bi7MPJDelJktPvZaspu12OPxYXHVq5nPp2BW8NulnDum1khenV6fZ0PacNKEB6zbGlsg5RMqauKADEBGRYMWtXkGTy4+m6syP2bDnAaw9YCSZTdtCbMn/iahfO49Jpy7h6P1Wcv9r9Xn4zTo8/1FNzhm5gouPX0mlRM3gl+ihSpiISBRL+uZD2o1oT5VZX7JixJmsPXA0mS06hiUBK6h9i2zuPn8Rd506l9YN07nmkVTSDm7PfdPUY0yih5IwEZFolJtL/Xsvp8Xp+5NXqQpLT5nIlnZ7lNjwY3EV7DFWOzmb025oTPOh7XjmHfUYk/JPSZiISJRJWLaIVuP2pt4j17Fxz4EsO/EKNnfbu9QTsIKG7LOZ56+dx1XH/E6s5XP05b7H2DtfVlWPMSm3lISJiESRau8/T9uRHaj4+yxWHHMeawcfQ2bLzhAT/OR4MxgxaCOv3TiX8w9fyLqNcQw+qwV7jmnJV7MqBx2eSIlTEiYiEgVi0jfR+OqxNL1kBNl1GrL0tOvY0qpLoNWvbSncY+z3xYn0Pr41A8Y1Y84C9RiT8kN3R4qIlHOVf/qSJpeOJGHlUtYcMJKNvQaS2bxD0GHtUMUKvsfYcQevYcpLtZn2eV06jGjLsH3WcNv5y0itkxN0iCK7RZUwEZFyynKyqT/5MlqduBeWl8uykyf4xbfLQAJWUHJSPhcfu4JpE35maK+VvPJJdZof2p4zb1CPMSnblISJiJRDyYsX0vq4Pak3dRIb99yfpadcQ0arrhE5/FhcjRvkcd2pS3jq0tn0bbeOyS/WIW1Ie659oDaZWRZ0eCI7TUmYiEh5kpdHnUdvZNBl40hYtpDlYy5i7eBRZLbqQm7NukFHVyLat/Q9xu4+bS4tG6Rz5QMNaTa0HU+9rbYWUrYoCRMRKScSF86l1Ql9SL1nPMvbdGTJ6ZPIbN6hTFe/tmfAnlt4/Ir5TDz2Nyol5DHqiqZ0HtmaT7+vEnRoIsWiJExEpKzLzaXOozf6hbcX/cqKo8/l22FjAmm+GoTD99vEK9fP5bzDF7JiTTz9xrVi0OlNWbg0IejQRLZLd0eKiJRhFef9SOOJJ1J57nds6tSXtYOPJr9SErnJ0fU/dkwMnHjYWo7cfx2TX6jDC5/XpfWwdpx4yF/ccPYKkiprnFIiT3T9lIqIlBOWuYX6ky+lzejuVFi6kOWjLmD1sJPJiJLq17ZUreK4ZOwKXpgwm77t13HvS/Vofmg7Hn2tujrvS8RREiYiUsYkffsR7Y5sR72p17OxxwA/96tlp6hOvgpr1jCHe85fxK0nzSWlUg5jr2lCt6Nb8f2vFYMOTeRvSsJERMqIuNUrSLvqWFqeui+Wk82yE69k7UFj2NK2uxKwbRi8dwYvTfqVsw9dxKLlFeg+ug3HXNKItRvUX0yCpzlhIiIRzrKzqP30HdR76FpicrJYu/+RbNxzIDm1G5CbUjPo8CJeTAycPGwNh/Vfx23P1ufZD2rz9owUbjhzKSceuoYYlSMkIGH91jOzQWY2z8zmm9n4IrYfY2azQo8vzaxTOOMRESlTnCPl45dpN7wtqfeMJ6NlJxafdRMb9hrClpadlIDtpNo18rnh9CXcf+5c6lfP4uRJaXQ/phWzftcQpQQjbJUwM4sFJgP7A0uAb83sNefcnAK7LQT6OefWmdlg4AGgZ7hiEhEpKyr+PovUW8+h6syPyWzQhKUnXUl2wxYadiwBfbpsoVeneTz0Sg2mvteArse0YdQBK7lr/DKqVtFdlFJ6wlkJ2wOY75xb4JzLBp4FhhbcwTn3pXNuXejDGUBqGOMREYl4cetW0WjSKbQ5uguV5n7HyiNOZdlJE5SAlbCYGBh3+BpemzSbA7qt5vF3a9P80HY8+GI13UUppSacc8IaAIsLfLyE7Ve5TgDeDmM8IiIRy3KyqfX8ZOo9eDWxGZtZ338oG3ofiKuQSJaSr7CpVT2PW8/6k4O/Wc3tLzZm3PVNmfraRqZe/Set0rKCDk/KuXAmYUWtplrk/xdmtg8+Ceu7je3jgHEA9erVY/r06SUUYtHS02HjxkXMmxfe88jOWbNG1yQS6brsJueo/+MMuj51H1WXL2ZFqw78PPBQNlevSW61Sn6ftfN2+rArt6zhl134vGhVqzlMvPBHXn2/Oa981Il2I9pwxMC5HHfEbBIr5JXYeRatWcP0ebouESEvdF2zs1m0aFHYc4uimAtT3dXMegETnHMDQx9fAuCcu77Qfh2Bl4HBzrnfdnTc7t27u5kzZ4Yh4n+sXAmvvTadLl36h/U8snPmzZtOq1b9gw5DCtF12XWJC+eSetu5JH/1Lll1G7H6oGPJbtSC3KrVd3ux7V/WzqN99VYlFGl0WbQsjpufTuXjn2rQoGYWD1zxJwf22Vgix54+bx79W+m6RISsUKWzd2+mT59O//79w3IaM/vOOde9qG3hnBP2LdDCzJqYWQIwEnitUGCNgJeA0cVJwEREyoPYDWtJveVs2o7oQJUfv2DVYeNYevI1ZDduSWbTtrudgMnuSaufy+QLFnH92HmYOQ46uwUHn9mEv9aoq5OUrLB9Rznncs3sDOBdIBZ4xDk328xOCW2fAlwJ1ADuNTOA3G1liyIiZZ3lZFPzpQeof9/lxKZvYkOfA1m/18G4ipU17ysCDR2wmYF95nDrU3V5/tO6tDq8Kndf9CejDlyHFTXhRmQnhTWtd869BbxV6LkpBd4/ETgxnDGIiAQuL4/qbz9Fg8mXkrBqKemtOrP2gKPIrVVfdzxGuMQKjsuOX87APdYy6ek0xlzVlCdeX8eTk/6kdvXcoMOTMk59gkVEwiU/n5QPXqDtiA40mXAs+YmVWD72UlYefR6b99hXCVgZ0r19Fs9fO4/j9l/C9B+SaT2sLVNfSQk6LCnjNMAtIlLS8vKo9uE06j08kYr/+4WsemksP+Z8Mlt0JLNJa4jRuoVlUVwsXDTmLwb33sDlD6Zx/MRmvPD+Wh6/7k9qppTcHZQSPZSEiYiUlNxcqr/7DPUeuY7EP+aRVa8xK446hy2tupDZuCXExQcdoZSADs0zmXbdr9z+dF2e/KgerQ5PYuJJf3DqURuCDk3KGCVhIiK7yXKyqf7mE9R99HoSl/yPzNRmLB99AZnNOpBdrzH5laoEHaKUsPg4uGjMCvbpuoGrH0/jtFub8/aMNTx6zWKqJ6sqJsWjJExEZBdZdhY1XnuEelMnkfDXErY0bsXyYy8ms0lbcmrWJS+5RtAhSpj1aL+Flyb9yi1P1uWZj+vRelgSUy79g8MHlExfMSnflISJiOykmPRN1Hz5Qeo+diPx61aS0bQdq8eOISutNZlprTTnK8okxDkuPW45g3uv57IHmjDsohYctvdqHrl6CSlJqorJtikJExEpprjVK6j93N3Ufu5uYjM2kdGyE6uGnUxWwxZ+zlesfqVGsy4tt/DK9XOZ9Gg9pn1Wl9bDqnLvRX9w+H6qiknR9BtDRGQHEuf/TJ2nbqf6209iebls7tiHDb0HkVOvsdpMyL8kxDsmnLSMof3Xc8l9aQwb34Lh/Vfx0IQlVK2SH3R4EmGUhImIFCU/n6pfvkPtZ+8kecZ75CdUYOOeB7Cx+wDyqtdW8iXb1aVFBq/eMJeJj9Rn2id1+HxYVaZO+IMK1YOOTCKJkjARkQJiMjZT443HqPPUbVRYuoCc5BqsPnAUmzv1xVWsrORLiq1CguPaU5bSv8t6bngmjUFntuTAfvn0vC6Dioku6PAkAigJExEBKiyaR61p91Lz1YeJ3ZLOlrTWvsdXi04QF6fkS3bZvj3T6d15Dlc9mMobn7Sm44gtvHDTQjq32hJ0aBIwJWEiEr1yc0n+/A1qTbuP5Bnv4WLj2NRlLzZ2H0BO/TQy01qjlZqlJFSs4LjpjMU0bzmbJ17pQ48xrblo1DKuOe0vYnUzbdRSEiYiUSd+xWJqvvoQtaZNIX7dSnKq1WL14GNI79ib/MpVVfWSsOndfTnDes5h/L2NmfRYKu/NSObFWxfSqG5O0KFJAJSEiUh0yMsj+cu3qfnS/SR//hbgSG/bg9UHH0dm07YQG6vkS0pFjeQ8Hhi/gCffrs4dLzWi/ZFtue2cPznx8HVBhyalTEmYiJRr8Sv+pObrj1Jr2r3Er/mL3OQarNtvOJs79iIvuYYSLwmEGYw+cC29OmzmwnubcNKkprz1+Woen7iYKpXUyiJaKAkTkXLHsjJJmf4KNV6fStWv38ecI711N1YPHk1ms3YQq4n2EhmaN8zm+WvnMWlqfZ7/rC7th1fhhZsW0qNdRtChSSlQEiYi5YNzVP7la2q88RjV336K2IxN5FSvzdr9R5Defg/yUmop8ZKIFB8HV520jL06beTqx5vQ+/hWXHTMMq494y9iYoKOTsJJSZiIlGkJSxdS/e0nqfn6VCosXUh+QgU2d+zN5k69yWrYEmJilHxJmTBgj810aT2HC+9pzKTHU/nkhyRevGURdWrkBh2ahImSMBEpc2I3rqPah9Oo/tYTJP3wGQAZLTvx1/DT2dKiEy6xohIvKZOqVc3jwUsWcN8LNXng7Ya0P7ItT01cwAG9NgcdmoSBkjARKRNitqST/PmbVHv3GZI/f5OY3Byy6jRk9eBRZLTtrkn2Um6YwWlHrmavrps5f3IzBp3VktOHreC2C5YRr7/a5Youp4hELMvOouqX71D9vWdJmf4KMdmZ5CTXYEOfA0lv24Ocuo3IrpNKfuWqQYcqUuI6NM/k5evncvmUVO6ZVo9Pvq/KS7cupHnDrKBDkxKiJExEIorlZJP09QdU++B5qn30IrEZm8mtksym7vuwuW13slOba56XRI3Kifncfs6fPPnGRu5+rTGdjmrDHect5sTD1mgxh3JASZiIBM6ys6j69fukfDiNah+9RGzGJvIqVia9Y282t+1OVqOWaishUW3Uwevp1iadqx9rwrhJabz2SVWemPgnKUl5QYcmu0FJmIgEIiZjM1W/fIdqH79E8ievEZuZTl7FKqS370l62+5kNm4FcfFKvERC2jTL4akJv3HLE3V58qP6tD2iMs/dsIi9umjSflmlJExESk3cmr9I/ux1Uj55laoz3iMmJ5vcKils7tyHjNZdyWzUCuJU8RLZltgYuPjYFXRqupFbXmxC/3EtuXD0ciaetpw4/UUvc3TJRCR8nCNx0a8kf/IqKZ+8RuVfZmDOkVOjLht6DSKjZSeyGzTTuo0iO2nQXhn06TqXy+9vyI2P1+edL6vy0i0LaZqaHXRoshOUhIlIibLsLKp8/4lvJ/HRSySsXAJAZqOWrD1gJFuatyendkMwU+IlshuSKudz53l/8NhrG5n8eiM6jmzLfZf8yeiD1gYdmhSTkjAR2T3OkbhgDlVnvEfVGe+RNPMjYrKzyI9PYEuLTqzvcyBbmrUjv2p1P89L67CIlKhjD1lH64bp3PpSGmOuasJz71Tlqev/JLmKFgKPdErCRGSnxa5fQ9VvPqDqjPdo89lrVFq3GoCsOo3Y2PMAtjRtS1bDFriECqp2iZSCnl2yebL9b9zyZF2emV6fdkdU4fkbF9K7U3rQocl2KAkTkR2ynGwq/zwjVO16l0pzv8OcI69SEsubtWTzfkeS2agleck1AJR4iQQgIR4uHbuCbi03ceNzTdj7pFacccRybjlPk/YjlS6LiPyXc1RYPN8nXV+9S9K3HxKbmYGLiWVLkzasHXQ0W9Jak1OnET+yntbN+gQdsYiEDOyTTs+Oc7hsSiPufL4+H36bzOPX/kGX1luCDk0KURImIgAkLFtE0nfTqfLddKrOeI+E1csByK5Zn03d92FL03ZkpTbDJVYiu05D8itVASB37bwgwxaRIqQk5TP5wkU89voGHnirId1Ht+G4g1dx63nL1OA1gigJE4lGzpGwdCFJ339CUijpil+zAoDcKslsad6B9XsdTGZaa/Kq1QY0xChSFh07ZB1D+m3k+sfqM/WNWrz6STVuPmcJxx68VvfIRAAlYSLRID+fxAVzqPLjZyT98BlJ33xI/LqVQMGkawiZqc3IrVlPazOKlCPVq+Zx85mLGTxjNZNfa8Tx1zThrqdrcc/4JfTprIn7QVISJlIOxWzeSOU531L55xlUmfUlVX74jNiMTQDkJNdgS7P2rO93iE+6ajVQzy6RKDBgzy3032MeD71cg8c/bEDfE1uzX/d13D1+Ka3TsoIOLyopCRMp6/LySFw4l8q/zKDKzzOo/PNXJC6cizkHQFa9xmzu1JvMhi3IatCEvJRaSrpEolRMDIwbtobh+6/jvhdr8+IXdWk3PIWhe63l5vOW0Uwd90uVkjCRMiZ+1TIqzf6WyrO/ofLsr6k8awaxmX5IIa9SEplprVl7wEiy6qeRU7cx+RUrk1c5iZzaqQFHLiKRolrVfC4du4IjB6zm0bfr8MZXtXl9WHUO77eam89bTqO6OUGHGBWUhIlEsLh1q6g09zsqzZnphxdnfUn8et8Y1cXEktWgKZu69yerQVOy6zYit3odVblEpNiaN85l4ilLOWrASh59ty4vfVKTlz6pwbD+a7jh7BWk1VdlLJyUhIlEAueI/2sxlX79gUrz/KPyL18Tv/avv3fJrtOQLc06sL5BE7LrNiSndkNcQgWyGjTBJSQGGLyIlHXtWuZwc8vFjJ2/gkferseL02vw4vSaHNxrDded9Rdtm2YGHWK5pCRMpJRZ5hYqLphNxd9+otLvP1Hx91lUmvcDsekbAXBmPuFq0oYNvQaSXach2XUb4RIrAWoVISLh07Z5Drec+Sc//LKcFz6twzvf1OSVI2uyT9f1XDHuL/p324xZ0FGWH0rCRMIlL48KS/5HxQWzSfzfL1T6fRaV5n5HwvI/MOcX1s2vUJGs+mls7tSbrNoNyaldn5zaqbiERPITKpDdoGnAL0JEolGX9jl0ab+EEbOX89qM2rz1bW0GnJJCy4YZXHjsSo4ZtJaKiS7oMMs8JWEiuyl24zoS/5hHhT/mkfjHPBL/+M1//OdvxOT4+RTOjJya9ciu25jNbXuQUyeVnJr1ya1Wy/fkatwKdU4UkUjTqV0endot55RDV/DS9Oq8/nVtTpqYxgV3pDLu8FWcPnw1jetp3tiuUhImUgyWk03C0gUkLtqaaIUeC+YQt2nd3/u52Fiya9Ynp1Z9NvQ5iJya9cipUYecmvVxFfy8LQ0nikhZU6uG4+Rhazhh6Bre+rQKr39Tm1ufqMstT9SlZ9tNnHbkGg7tv56kyvlBh1qmKAkT2co54tas+LuSVbC6VWHpQiz/n/XWcqtWJ7tOKunte5Jdoy651WuTW60WuSk1Idb/WCnZEpHyJi4ODhmwmUMGbObrHxL44IcafPRTDcZc1YTEhHwO6LmesUPXMqjXRhIraLhyR5SESVSJ2ZJOwvI/Qo9FVFi6kApLF1Bh8XwqLJ7/d78tgPz4BLJrp5JTuwEZrbuSU70OudV8spVfsTLg+3Ll1FH/LRGJPj27ZNOzy3LOz1zOhzMq8+kv1fn0+2q89ll1KlbIY+9OGznmoPUc1HcD1ZO1aHhRlIRJuRKzeSMJK/6gwrJF/yRaofcrLJlP3Kb1/9o/Py7BDxfWqMum7vuQU702udXr+MpW1ep/z9NSVUtEpGiJiXBQ/3QO6p/O+g2L+eDrqnw9L4UZvybz7jfViI1xdG6xmSP238CQvTbQtmmm7rAMURImZYbl5RG/4k8S/lpCwsolxP+1hIS/Fv+daFVYuuDvNg9b5ccn/F3BSm+/J7kpNclNrk5uUgp5yTXIq5ICMTG4uHiyGjYP5oWJiJQTKclwxAEbOeKAjWzeDJ//UIlv5qUwc34yl9yTyiX3pNKgZhZD+29gyN4b6N9tU1QPWyoJk+A5R0z6JuJXLyd+9TISVi4lftUy//5fS0hY8ScJyxfRdf3qv9dD3Cq/QkVyqtcmp1ptNnXuS25yDXKTq5OXVI3clJrkV67K1n+5VM0SESk9VarAoL0yGLRXBs4t4/tf4vnm12S+m5/MI6/V4N5ptamYkMdenTdy9IHrOWTvDVSrGl3DlkrCJHxyc4hfu5K4tX8Rv3oF8WtW+ERrjX8/bs0KKixbRNz61cRk/7cbc15iJT/ZPbkGGS07s7RSPDWrNSIvKZm8KsnkVa1OfmIlJVkiIhHODLp1yKFbh9XAav5abXz6fRIzf0/m619TeO+basTFOnq03sSYIesY2n899WrmBh122CkJk+LLzyd203ri1q0ibv0q4tetIm7NX8SvW0nc2pXEr/2LuHUrSVjxJ3Eb1v5naHCrvIqVya1anbyq1chq0JT01l3IS6pGXuWq5FWuSn5SCrlJKbgKFf/+nMwmbZi9dh7tq7cqrVcrIiJhUqemY/gBGxl+wEYyMxcz/dtKzPg1hS/nVuPUGxpz2o2N6Nw8naMPXM9h+6yjWWr57EWmJCxKWXYWsZs3ELtpvU+sNq0jdsMa4tavJm7r23WriFu/2lev1q0idtP6f7VpKCivUhK5SdXIS0omu3YqW5q09QlV5arkVaxCXuUk8qv4CpaLT/j781S9EhGJbomJ/wxb5uUt47OZiXw5N4Wvf63GhXemcuGdqbRqmMGRA9dzxL7r6dB8S7mZ2B/WJMzMBgF3ArHAQ865Gwptt9D2A4EM4Djn3PfhjKlccA7LyiR283riQklU7Kb1/yRVBZ/fvIHYzf/sE79uFTFbNhOTnbXtw5uRXymJ3CrJPolKqkZ23cbkVU4ir2IV8itVIb9iZfIrViGvSlXyKlX1zWNCMtNaU25+QkREpNTExkL/npn077kCWMFX3yfw1dwUZvyawsSH63HtQ/VpXDeT44as5ehBa2nZeNt/y8qCsCVhZhYLTAb2B5YA35rZa865OQV2Gwy0CD16AveF3pYveXlYTjYxOVlYViYxWVuIycz472NLOrEZm/5OpHyFqlBytW41sRmbsLztj5W72DjyKiWRtzVhCs2vyq7XmLzESrgKFckPPVxCon+uYuXQ/lX+tYSOkioREQlCr67Z9Oq6EljJ9z/HMePXFD6fXY1rHqrH1Q/WJ7VWFt3bZdCl1RY6t8ygU8stNKqbXWb+ZIWzErYHMN85twDAzJ4FhgIFk7ChwOPOOQfMMLMUM6vnnFsexrh2KPnYQxky7zeqVKwM+Q7y8/2Cy/l5WP4/by0v17+flwcu329z+VhuTuiR69+6nV/GIT++wj8JVMUq5FWsTHbN+mSmNic/0SdVeYkVfTKVkEh+YkVcQiixSqyEi4v/T+KU1aAJLr7Czn9BHOAi4BZiBy4/AuKQf9N1iUy6LpFJ12WXdWmXQ5d2qzh12Cpmzorni9nVmLesCt/PqcSrn6TgnP+bFxebT0pSHtWr5lIpMZ+4OIiNcTw3acG/17l0LvACQziTsAbA4gIfL+G/Va6i9mkA/CsJM7NxwDiAevXqMX369JKO9V9aZKaTE+fIzcvBmeFiY8DicBbvP7YYMAu9v/Vj/n4+LzaO/NhY8uPiyI/d+oglPyaWvLh4cuMTyIvf+jbBP5fg389JSCQnsRL5cUVdmuJ+szigiEmMy37dja9K8NbkbyBn45agw5BCdF0ik65LZNJ1KRlxydCvN/TD/8XLzIpjyV/V+fOv6qzeUIX0LRVIz6xATm4MeXkx5OQYX/wym4UrM/45iHO+j0Z2NosWLQp7blHk6wjjsYvKGAqn/8XZB+fcA8ADAN27d3f9+/ff7eC2q39/pk+fTtjPIztF1yQy6bpEJl2XyKTrEqSjtrklqOsSs+NddtkSoGGBj1OBZbuwj4iIiEi5E84k7FughZk1MbMEYCTwWqF9XgPGmLcnsCHo+WAiIiIipSFsw5HOuVwzOwN4F9+i4hHn3GwzOyW0fQrwFr49xXx8i4qx4YpHREREJJKEtU+Yc+4tfKJV8LkpBd53wOnhjEFEREQkEoVzOFJEREREtkFJmIiIiEgAlISJiIiIBEBJmIiIiEgAlISJiIiIBEBJmIiIiEgAlISJiIiIBEBJmIiIiEgAlISJiIiIBMB80/qyw8xWAX+UwqlqAqtL4TxSfLomkUnXJTLpukQmXZfIFM7r0tg5V6uoDWUuCSstZjbTOdc96DjkH7omkUnXJTLpukQmXZfIFNR10XCkiIiISACUhImIiIgEQEnYtj0QdADyH7omkUnXJTLpukQmXZfIFMh10ZwwERERkQCoEiYiIiISgKhOwsxskJnNM7P5Zja+iO1mZneFts8ys65BxBltinFdjgldj1lm9qWZdQoizmizo+tSYL8eZpZnZkeUZnzRqjjXxcz6m9mPZjbbzD4p7RijUTF+jyWb2etm9lPouowNIs5oYmaPmNlKM/tlG9tL/W9+1CZhZhYLTAYGA22Bo8ysbaHdBgMtQo9xwH2lGmQUKuZ1WQj0c851BK5FcyzCrpjXZet+NwLvlm6E0ak418XMUoB7gUOcc+2A4aUdZ7Qp5s/L6cAc51wnoD9wq5kllGqg0edRYNB2tpf63/yoTcKAPYD5zrkFzrls4FlgaKF9hgKPO28GkGJm9Uo70Cizw+vinPvSObcu9OEMILWUY4xGxfl5ATgTeBFYWZrBRbHiXJejgZecc38COOd0bcKvONfFAUlmZkAVYC2QW7phRhfn3Kf4r/O2lPrf/GhOwhoAiwt8vCT03M7uIyVrZ7/mJwBvhzUigWJcFzNrABwGTCnFuKJdcX5eWgLVzGy6mX1nZmNKLbroVZzrcg/QBlgG/Ayc7ZzLL53wZBtK/W9+XDgPHuGsiOcK3ypanH2kZBX7a25m++CTsL5hjUigeNflDuBi51ye/+deSkFxrksc0A3YF6gIfGVmM5xzv4U7uChWnOsyEPgRGAA0A943s8+ccxvDHJtsW6n/zY/mJGwJ0LDAx6n4/0h2dh8pWcX6mptZR+AhYLBzbk0pxRbNinNdugPPhhKwmsCBZpbrnHulVCKMTsX9PbbaOZcOpJvZp0AnQElY+BTnuowFbnC+T9R8M1sItAa+KZ0QpQil/jc/mocjvwVamFmT0GTIkcBrhfZ5DRgTumNiT2CDc255aQcaZXZ4XcysEfASMFr/zZeaHV4X51wT51yacy4NmAacpgQs7Irze+xVYC8zizOzSkBPYG4pxxltinNd/sRXJzGzOkArYEGpRimFlfrf/KithDnncs3sDPxdXLHAI8652WZ2Smj7FOAt4EBgPpCB/89FwqiY1+VKoAZwb6jqkqsFccOrmNdFSllxrotzbq6ZvQPMAvKBh5xzRd6iLyWjmD8v1wKPmtnP+GGwi51zqwMLOgqY2TP4O1FrmtkS4CogHoL7m6+O+SIiIiIBiObhSBEREZHAKAkTERERCYCSMBEREZEAKAkTERERCYCSMBEREZEAKAkTkYhhZs7MnijwcZyZrTKzN0rwHG+FFrUu7v6tQkv+/Ghmc81MC8aLSImI2j5hIhKR0oH2ZlbRObcF2B9YujMHMLM459w2F0J2zh24kzHdBdzunHs1dPwOO/n5/2Fmsc65vN09joiUbaqEiUikeRs4KPT+UcAzWzeY2R5m9qWZ/RB62yr0/HFm9oKZvQ68Z2aVzOx5M5tlZs+Z2ddm1j207yIzq2lmaaHK1oNmNtvM3jOzikXEUw+/nAkAzrmfQ8eJNbNbzOzn0HnODD2/byi+n83sETOrUOC8V5rZ58BwMzvAzL4ys+9DsVcp8a+kiEQ0JWEiEmmeBUaaWSLQEfi6wLZfgb2dc13wKydMKrCtF3Csc24AcBqwzjnXEd+ZvNs2ztUCmOycawesB4YVsc/twEdm9raZnVtgKHMc0AToEjrPU6GYHwVGOOc64EcbTi1wrEznXF/gA+ByYD/nXFdgJnDe9r8sIlLeKAkTkYjinJsFpOGrYG8V2pwMvGBmv+CTo3YFtr3vnFsber8vPpkjtETPrG2cbqFz7sfQ+9+Fzls4nqlAG+AF/JInM0LVrf2AKVuHPkPnbhU65tY1TR8D9i5wuOdCb/cE2gJfmNmPwLFA423EKCLllOaEiUgkeg24BZ/01Cjw/LXAx865w8wsDZheYFt6gfetmOfJKvB+HlDUcCTOuWXAI8AjoQSwfegchdd929F5t8Zo+KTxqGLGKSLlkCphIhKJHgGu2Tr/qoBk/pmof9x2Pv9z4EgAM2sL7PJkejMbZGbxoffr4pPCpcB7wClmFhfaVh0/XJpmZs1Dnz4a+KSIw84A+mzdLzSHreWuxigiZZOSMBGJOM65Jc65O4vYdBNwvZl9AcRu5xD3ArXMbBZwMX44csMuhnMA8IuZ/QS8C1zonFsBPAT8CcwKbTvaOZcJjMUPmf4M5ANTinh9q/BJ5DOhGGcArXcxPhEpo8y5wtV0EZGyzcxigXjnXKaZNQM+BFo657IDDk1E5G+aEyYi5VEl4OPQMKIBpyoBE5FIo0qYiIiISAA0J0xEREQkAErCRERERAKgJExEREQkAErCRERERAKgJExEREQkAErCRERERALwf2UlJ1uxMPQuAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "base_dir = \"/swot2/features/MODEL_RUNS/14_ALL_PARAMS/all_sources_model/runtime_scores\"\n", + "for source in sources:\n", + " path = os.path.join(base_dir, \"model_{}_test_{}_scores.pkl\".format(source,source))\n", + " with open(path, 'rb') as f:\n", + " data = pickle.load(f)\n", + " plot_scores(data, source)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "31695bab755a2b06ead48b6522d9dc798e9dcf570bce2410990fba365ec43206" + }, + "kernelspec": { + "display_name": "boosting", + "language": "python", + "name": "boosting" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/__init__.py b/analysis/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/analysis/analysistools.py b/analysis/analysistools.py new file mode 100644 index 0000000..21161ae --- /dev/null +++ b/analysis/analysistools.py @@ -0,0 +1,217 @@ +import os +import numpy as np +import pickle as pkl +import lightgbm as lgb +from matplotlib import pyplot as plt +from sklearn.metrics import auc +from sklearn.metrics import precision_recall_curve +from sklearn.metrics import roc_curve +import seaborn as sns +import pandas as pd + +def make_feature_list(): + features = '''00 lon + 01 lat + 02 depth + 03 pred + 04 (pred-depth)/depth + 05 d10 + 06 d20 + 07 d60 + 08 age + 09 VGG + 10 rate + 11 sed + 12 roughness + 13 G:T + 14 NDP2.5m + 15 NDP5m + 16 NDP10m + 17 NDP30m + 18 STD2.5m + 19 STD5m + 20 STD10m + 21 STD30m + 22 MED2.5m + 23 MED5m + 24 MED10m + 25 MED30m + 26 D-MED2.5m/STD2.5m + 27 D-MED5m/STD5m + 28 D-MED10m/STD10m + 29 D-MED30m/STD30m + 30 year + 31 kind + 32 pred-abs(VGG_5m)'''.split('\n') + features = [s.split()[1] for s in features] + return features + +def remove_feature_from_list(features,rm_feature): + for x in rm_feature: + try: + features.remove(x) + except: + continue + return features + +def get_models(base_path): + model_path = os.path.join(base_path, "runtime_models") + models = [os.path.join(model_path, filename) for filename in os.listdir(model_path) + if filename.endswith("pkl")] + return models + +def plot_ftr_importance(models,features): + all_feature_imp = [] + fig, ax = plt.subplots(len(models), 1, figsize=(10, 6 * len(models))) + + if len(models) == 1: + model_name = os.path.basename(models[0]).split(".")[0] + with open(models[0], 'rb') as f: + model = pkl.load(f) + imp = sorted(zip(model.feature_importance(importance_type='gain'),features)) + feature_imp = pd.DataFrame(imp, columns=['Value','Feature']) \ + .sort_values(by="Value", ascending=False) + feature_imp["agency"] = model_name.rsplit('_', 1)[0] + all_feature_imp.append(feature_imp) + + sns.barplot(x="Value", y="Feature", data=feature_imp, ax=ax) + ax.set_title('{} LightGBM Features'.format(model_name)) + + else: + for ax, model_path in zip(ax, models): + model_name = os.path.basename(model_path).split(".")[0] + with open(model_path, 'rb') as f: + model = pkl.load(f) + imp = sorted(zip(model.feature_importance(importance_type='gain'),features)) + feature_imp = pd.DataFrame(imp, columns=['Value','Feature']) \ + .sort_values(by="Value", ascending=False) + feature_imp["agency"] = model_name.rsplit('_', 1)[0] + all_feature_imp.append(feature_imp) + + sns.barplot(x="Value", y="Feature", data=feature_imp, ax=ax) + ax.set_title('{} LightGBM Features'.format(model_name)) + + fig.tight_layout() + return + + +def get_performance(true, scores, weights): + # loss + loss = np.mean(true * -np.log(scores) + (1 - true) * -np.log(1.0 - scores)) + # auprc + precision, recall, thr = precision_recall_curve(true, scores, pos_label=1) + auprc = auc(recall, precision) + # auroc + fpr, tpr, _ = roc_curve(true, scores, pos_label=1) + auroc = auc(fpr, tpr) + # accuracy + acc = np.sum(true == (scores > 0.5)) / true.shape[0] + return (loss, acc, (precision, recall, thr, auprc), (fpr, tpr, auroc)) + +def plot_prc(ax,prec,rec,thresh,source,auprc): + ax.plot(rec,prec) + ax.grid() + + scatter_x, scatter_y = [], [] + last_recall = 1.0 + for x, y, thr in zip(rec, prec, thresh): + if last_recall - x >= 0.1 or last_recall - x >= 0.05 and x >= 0.9: + ax.annotate(">{:.2f}".format(thr), + (x,y), + textcoords="offset points", + xytext=(0,10), + ha='center') + scatter_x.append(x) + scatter_y.append(y) + last_recall = x + + ax.scatter(scatter_x, scatter_y) + ax.set_title("{} AUPRC={:.4f}".format(source, auprc)); + ax.set_xlabel('Recall') + ax.set_ylabel('Precision') + return + +def plot_roc(ax,fpr,tpr,source,auroc): + ax.plot([0, 1], [0, 1], 'k--') + ax.plot(fpr, tpr) + ax.grid() + ax.set_title("{} AUROC={:.4f}".format(source, auroc)); + ax.set_ylim([0.0, 1.05]) + ax.set_xlim([0.0, 1.05]) + ax.set_xlabel('False positive rate') + ax.set_ylabel('True positive rate') + return + +def plot_PRCROC(sources,base_dir,all_model=False): + if all_model==True: + scores_filename = "model_all_test_{}_scores.pkl" + else: + scores_filename = "model_{}_test_{}_scores.pkl" + fig, ax_list = plt.subplots(1, len(sources), figsize=(20,8), sharey=True) + for i, source in enumerate(sources): + score_file = base_dir + scores_filename.format(source,source) + with open(score_file,"rb") as f: + (features, label, scores, weights) = pkl.load(f) + + (loss, acc, (precision, recall, thresh, auprc), _) = get_performance(label,scores,weights) + axis = ax_list[i] + plot_prc(axis,precision,recall,thresh,source,auprc) + + fig, ax_list = plt.subplots(1, len(sources), figsize=(20,8),sharey=True) + for i, source in enumerate(sources): + score_file = base_dir + scores_filename.format(source,source) + with open(score_file,"rb") as f: + (features, label, scores, weights) = pkl.load(f) + + (_, acc, _, (fpr, tpr, auroc)) = get_performance(label,scores,weights) + axis = ax_list[i] + plot_roc(axis,fpr,tpr,source,auroc) + return + +def get_margin_plot(scores0, weights0, scores1, weights1, labels, ax, legends=None, title=None, colors=['b', 'r']): + y0 = np.cumsum(np.ones_like(weights0)) / weights0.shape[0] + ax.plot(scores0, 1.0 - y0, colors[0], label=labels[0]) + ax.fill_between(scores0, 1.0 - y0, alpha=0.2, color=colors[0]) + y1 = np.cumsum(np.ones_like(weights1)) / weights1.shape[0] + ax.plot(scores1, y1, colors[1], label=labels[1]) + ax.fill_between(scores1, y1, alpha=0.2, color=colors[1]) + ax.legend(loc=9) + ax.set_xlabel('Margin Score') + ax.set_ylabel('# Measures %') + if title: + ax.set_title(title) + return + +def plot_scores(data, source): + _, labels, scores, weights = data + scores0 = scores[labels == 0] + weights0 = weights[labels == 0] + order0 = np.argsort(scores0) + scores0, weights0 = scores0[order0], weights0[order0] + + scores1 = scores[labels == 1] + weights1 = weights[labels == 1] + order1 = np.argsort(scores1) + scores1, weights1 = scores1[order1], weights1[order1] + + fig, ax = plt.subplots(figsize=(10, 6)) + # for i in range(10): + get_margin_plot(scores0, weights0, scores1, weights1, + ["bad", "good"], ax) + + ax.grid(which='major', linestyle='-', linewidth='0.5', color='gray') + ax.grid(which='minor', linestyle=':', linewidth='0.5', color='gray') + + ax.set_title('%s aggr. by counts\ndata_size=%d' % (source, labels.shape[0])) + return + +def plt_score_distribution(sources,all_model=False): + for source in sources: + if all_model==True: + path = os.path.join(base_dir, "model_all_test_{}_scores.pkl".format(source)) + else: + path = os.path.join(base_dir, "model_{}_test_{}_scores.pkl".format(source,source)) + with open(path, 'rb') as f: + data = pickle.load(f) + plot_scores(data, source) + return \ No newline at end of file diff --git a/booster.py b/booster.py index 5e6d663..eda6bdb 100644 --- a/booster.py +++ b/booster.py @@ -7,7 +7,7 @@ from .common import print_ts from .load_data import persist_model -def train(config, train_dataset, valid_dataset, region, logger): +def train(config, train_dataset, valid_dataset, region, logger, n=-1): logger.log("start training...") # Strange bug exists that prevents saving all iterations if `early_stopping_rounds` is enabled config["early_stopping_rounds"] = None @@ -28,7 +28,10 @@ def train(config, train_dataset, valid_dataset, region, logger): logger.log("Failed to train, {}, {}".format(region, e)) return logger.log("training completed.") - persist_model(config["base_dir"], region, gbm) + if n >= 0: + persist_model(config["base_dir"], region + str(n), gbm) + else: + persist_model(config["base_dir"], region, gbm) logger.log("Model for {} is persisted".format(region)) diff --git a/clean_CM.py b/clean_CM.py new file mode 100644 index 0000000..6f58235 --- /dev/null +++ b/clean_CM.py @@ -0,0 +1,78 @@ +import os +import sys +import pickle +import json + +import numpy as np +from load_data import get_prediction_path, load_predictions, init_setup +from load_data import get_binary_filename, read_data_from_binary +from common import Logger + +usage_msg = "Usage: python clean_CM.py " + +def edit_one_cm(tsv_filename, scores, logger): + """ + Append model scores to CM, reformat for Py-CMeditor + Format: ID, Lon, Lat, Depth, SIG H, SIG D, SID, pred, score + """ + logger.log("Cleaning CM file, {}".format(tsv_filename)) + cm_dir = os.path.dirname(tsv_filename).replace("tsv_all","cm_data/public") + cm_name = os.path.basename(tsv_filename).replace(".tsv",".cm").strip() + cm_edit_filename = cm_dir + '/' + cm_name + '.edit.' + model_source + + logger.log("Writing new file, {}".format(cm_edit_filename)) + fwrite = open(cm_edit_filename,'w+') + + with open(tsv_filename, 'r', newline='\n') as fread: + count = 1 + for line in fread: + fields = line.strip().split() + fields = fields[0:7] + fields.append(str(scores[0])) + fields.insert(0,str(count)) + + count += 1 + scores = scores[1:] + fwrite.write("{}\n".format(" ".join(fields))) + + fwrite.close() + return scores + +def get_cm_filename(filelist): + CM_filelist = [] + with open(filelist) as f: + for line in f: + dir_name = os.path.dirname(line).replace("tsv_all","cm_data/public") + cm_name = os.path.basename(line).replace(".tsv",".cm").strip() + CM_filelist.append(dir_name + '/' + cm_name) + return CM_filelist + +if __name__ == '__main__': + # args: Model-source Test-source config.json + # e.g., python clean_CM.py NGDC US_multi2 config.json + if len(sys.argv) != 4: + print(usage_msg) + sys.exit(1) + model_source = sys.argv[1] + test_source = sys.argv[2] + + with open(sys.argv[3]) as f: + config = json.load(f) + config["base_dir"] = os.path.expanduser(config["base_dir"]) + init_setup(config["base_dir"]) + + logger = Logger() + logfile = os.path.join(config["base_dir"], "CM-cleaning.log") + logger.set_file_handle(logfile) + logger.log("begin CM cleaning for {} data trained on {} model".format(test_source, model_source)) + + prediction_file = get_prediction_path(config["base_dir"], model_source, test_source) + _, _, scores, _ = load_predictions(prediction_file,logger) + + #CM_filelist = get_cm_filename(config["testing_files"]) + with open(config["testing_files"]) as f: + filelist = f.readlines() + + for file in filelist: + if test_source in os.path.dirname(file.strip()): + scores = edit_one_cm(file.strip(), scores, logger) diff --git a/common.py b/common.py old mode 100755 new mode 100644 index 62a4eb2..486f5b7 --- a/common.py +++ b/common.py @@ -9,12 +9,6 @@ from time import time -DATA_BASE_DIR = "/geosat2/julaiti/tsv_all" -TRAINING_FILES_DESC = os.path.join(DATA_BASE_DIR, "training_files_desc.txt") -VALIDATION_FILES_DESC = os.path.join(DATA_BASE_DIR, "validation_files_desc.txt") -TESTING_FILES_DESC = os.path.join(DATA_BASE_DIR, "testing_files_desc.txt") - - class Logger: def __init__(self): self.file_handle = None diff --git a/load_data.py b/load_data.py index 52214b7..970ca23 100644 --- a/load_data.py +++ b/load_data.py @@ -9,8 +9,11 @@ NUM_COLS = 36 TYPE_INDEX = 35 -REMOVED_FEATURES = [3, 4, 5, 7] -REMOVED_FEATURES_FROM_BIN = [] +REMOVED_FEATURES = [0,1,3,4,5,7,9,10,11,18,19,20,21,34] +#REMOVED_FEATURES = [0,1,3,4,5,7, +# 10,11,12,13,14,15,16,17, +# 19,20,21,22,23,24,25,26, +# 27,28,29,31,32,33,34,35,36] MAX_NUM_EXAMPLES_PER_PICKLE = 1000000 if DEBUG: @@ -40,6 +43,7 @@ 'NOAA_geodas': 28041621.0, 'SIO': 30369189.0, 'US_multi': 35984658.0, + 'PAC': 1.0, } @@ -60,26 +64,29 @@ def read_data_from_text(filename, get_label=lambda cols: cols[4] != '9999'): with io.open(filename, 'r', newline='\n') as fread: for line in fread: cols = line.strip().split() - if len(cols) not in [NUM_COLS, NUM_COLS - 2]: + if len(cols) != 37 and len(cols) != 35: incorrect_cols += 1 continue - if len(cols) == NUM_COLS - 2: - cols = ["X"] * 2 + if len(cols) == 35: + # i think this is supposed to replace the data type and year fields + # which are actually the (0 indexed) 34th n 35th columns -- fixed + cols = cols[:-1] + ["nan", "nan"] + [cols[-1]] + #cols = cols[:-1] # not sure why the last one is removed.. commenting out cols[TYPE_INDEX] = data_type[cols[TYPE_INDEX]] labels.append(get_label(cols)) features.append(np.array( - [float(cols[i]) for i in range(len(cols)) if i not in REMOVED_FEATURES] + [float(cols[i]) for i in range(len(cols))] )) assert(len(features) == len(labels)) # weights = np.ones_like(labels) * max(MAX_WEIGHT, 1.0 / max(1.0, len(labels))) weights = np.ones_like(labels) - return (features, labels, weights.tolist(), incorrect_cols) + return (features, labels, weights, incorrect_cols) def read_data_from_binary(filename): with open(filename, 'rb') as f: features, labels, weights = pickle.load(f) - return (features, labels, weights, 0) + return (features, labels, np.ones_like(labels), 0) def write_data_to_binary(base_dir, st, features, labels, weights, filename, prefix): @@ -99,19 +106,25 @@ def get_datasets(region_str, base_dir, filepaths, is_read_text, prefix, logger): for filename in filepaths: filename = filename.strip() bin_filename = get_binary_filename(base_dir, prefix, filename) - if not is_read_text: - filename = bin_filename + # if not is_read_text: + # filename = bin_filename try: if is_read_text: features, labels, weights, incorrect_cols = read_data_from_text(filename) else: - features, labels, weights, incorrect_cols = read_data_from_binary(filename) + features, labels, weights, incorrect_cols = read_data_from_binary(bin_filename) + # Hugh: what does that mean, corrupt? Seems like the wrong label + # changed to len(labels) - sum logger.log("loaded, {}, incorrect cols, {}, corrupt, {}, size, {}, dim, {}".format( - filename, incorrect_cols, np.sum(labels), len(features), features[0].shape[0])) + bin_filename, incorrect_cols, len(labels) - np.sum(labels), len(features), features[0].shape[0])) except Exception as err: # Print error message only if we are supposed to read this file - logger.log("Failed to load {}, is_read_text, {}, Error, {}".format( - filename, is_read_text, err)) + if is_read_text: + logger.log("Failed to load {}, is_read_text, {}, Error, {}".format( + filename, is_read_text, err)) + else: + logger.log("Failed to load {}, is_read_text, {}, Error, {}".format( + bin_filename, is_read_text, err)) continue region_name = None @@ -119,9 +132,13 @@ def get_datasets(region_str, base_dir, filepaths, is_read_text, prefix, logger): if t in filename: region_name = t break - weights = np.ones_like(weights) / inst_weights[region_name] - data_features += features - data_labels += labels + #weights = np.ones_like(weights) / inst_weights[region_name] + if type(features) is list: + data_features += features + data_labels += labels + else: + data_features += features.tolist() + data_labels += labels.tolist() data_weights += weights.tolist() source_filename += [filename] * len(features) @@ -140,11 +157,11 @@ def get_datasets(region_str, base_dir, filepaths, is_read_text, prefix, logger): with open("sources-{}.txt".format(region_str), "w") as f: f.write("\n".join(source_filename)) # Remove unwanted features when reading from the binary form - if not is_read_text: - mask = np.ones(shape=data_features.shape[1]).astype(bool) - for i in REMOVED_FEATURES_FROM_BIN: - mask[i] = False - data_features = data_features[:, mask] + # if not is_read_text: + mask = np.ones(shape=data_features.shape[1]).astype(bool) + for i in REMOVED_FEATURES: + mask[i] = False + data_features = data_features[:, mask] logger.log("Dataset is loaded, size {}".format(data_features.shape)) return (data_features, data_labels, data_weights) @@ -156,19 +173,22 @@ def get_binary_filename(base_dir, prefix, filename): prefix = prefix[:-1] basename = os.path.basename(filename) dirname = os.path.basename(os.path.dirname(filename)) - filename = prefix + '_' + dirname + '_' + basename + ".pkl" + filename = dirname + '_' + basename + ".pkl" return os.path.join(base_dir, os.path.join(BINARY_DIR, filename)) def get_region_data(base_dir, files, regions, is_read_text, prefix, logger): def get_files(region): return [filepath for filepath in files - if "/{}/".format(region) in filepath] + if "/{}_".format(region) in filepath] assert(type(regions) is list) region_files = [] for t in regions: region_files += get_files(t) - return get_datasets(regions[0], base_dir, region_files, is_read_text, prefix, logger) + if not region_files: + return [],[],[] + else: + return get_datasets(regions[0], base_dir, region_files, is_read_text, prefix, logger) def get_model_path(base_dir, region): @@ -180,10 +200,17 @@ def get_prediction_path(base_dir, model_region, test_region): dir_path = os.path.join(base_dir, SCORES_DIR) return os.path.join(dir_path, 'model_{}_test_{}_scores.pkl'.format(model_region, test_region)) +def load_predictions(prediction_file,logger): + with open(prediction_file, "rb") as f: + (features, label, scores, weights) = pickle.load(f) + return features, label, scores, weights def persist_predictions(base_dir, model_region, test_region, features, label, scores, weights): with open(get_prediction_path(base_dir, model_region, test_region), 'wb') as fout: pickle.dump((features[:, :4], label, scores, weights), fout) + with open(get_prediction_path(base_dir, model_region, test_region) + ".txt", 'w') as fout: + for i in range(len(scores)): + fout.write("{}\n".format("\t".join([str(t) for t in features[i][:4]] + ["1", str(scores[i])]))) def persist_model(base_dir, region, gbm): diff --git a/train.py b/train.py index 9d3132a..7faa142 100644 --- a/train.py +++ b/train.py @@ -48,6 +48,27 @@ def run_training_all(config, regions, is_read_text, logger): run_training_per_region( config, regions, "all", all_training_files, all_valid_files, is_read_text, logger) +def run_training_n_times(config, regions, is_read_text, logger, is_random=True): + with open(config["training_files"]) as f: + all_training_files = f.readlines() + with open(config["validation_files"]) as f: + all_valid_files = f.readlines() + logger.log("start constructing datasets") + (t_features, t_labels, t_weights) = get_region_data( + config["base_dir"], all_training_files, regions, is_read_text, TRAIN_PREFIX, logger) + train_dataset = lgb.Dataset( + t_features, label=t_labels, weight=t_weights, params={'max_bin': config["max_bin"]}) + (v_features, v_labels, v_weights) = get_region_data( + config["base_dir"], all_valid_files, regions, is_read_text, VALID_PREFIX, logger) + if len(v_features) == 0: + logger.log("No validation data provided.") + valid_dataset = None + else: + valid_dataset = lgb.Dataset( + v_features, label=v_labels, weight=v_weights, params={'max_bin': config["max_bin"]}) + for n in range(10): + train(config, train_dataset, valid_dataset, "all", logger, n) + # Specify a data file def run_training_specific_file(filenames, region_name, config, logger): diff --git a/write_all_binary.py b/write_all_binary.py new file mode 100644 index 0000000..188d6c1 --- /dev/null +++ b/write_all_binary.py @@ -0,0 +1,35 @@ +from load_data import read_data_from_text, write_data_to_binary, get_binary_filename +from common import Logger + +#------------------------------------------------------------- +base_dir = '/swot2/features/tsv_all' +training_files = '/swot2/features/tsv_all/US_multi2.testing_files.txt' + +logger = Logger() +logfile = "write-bin.log" +logger.set_file_handle(logfile) + +with open(training_files) as f: + filepaths = f.readlines() + +for filename in filepaths: + filename = filename.strip() + bin_filename = get_binary_filename(base_dir, '', filename) + + try: + features, labels, weights, incorrect_cols = read_data_from_text(filename) + except Exception as err: + logger.log("Failed to load {}, is_read_text, {}, Error, {}".format( + filename, 0, err)) + continue + + logger.log("Writing file: {}".format(bin_filename)) + logger.log("To write {} examples".format(len(labels))) + + if type(features) is not list: + features = features.tolist() + labels = labels.tolist() + + write_data_to_binary( + base_dir, 0, features, labels, weights.tolist(), + bin_filename, '')