From 5c515d06d038a454dde3215131d5fe97e01ccf5a Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 28 Aug 2019 10:56:21 +0100 Subject: [PATCH 01/14] add to_dataframe function for getting padnas dataframe --- src/analysis/evaluation.py | 42 +++++++++++++++++++++++++++++++++++--- 1 file changed, 39 insertions(+), 3 deletions(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 00b95672d..9660f8367 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -5,10 +5,12 @@ import numpy as np from pathlib import Path import matplotlib.pyplot as plt +import pandas as pd +from functools import reduce from sklearn.metrics import r2_score, mean_squared_error -from typing import Dict, List, Optional +from typing import Dict, List, Optional, Union def rmse(y_true: np.ndarray, y_pred: np.ndarray) -> float: @@ -24,7 +26,9 @@ def annual_scores(models: List[str], data_path: Path = Path('data'), pred_year: int = 2018, target_var: str = 'VCI', - verbose: bool = True) -> Dict[str, Dict[str, List[float]]]: + verbose: bool = True, + to_dataframe: bool = False, + ) -> Union[Dict[str, Dict[str, List[float]]], pd.DataFrame]: """ Aggregates monthly R2 scores over a `pred_year` of data """ @@ -49,7 +53,39 @@ def annual_scores(models: List[str], for metric in metrics: monthly_scores[metric]['month'].append(month) - return monthly_scores + if to_dataframe: + return annual_scores_to_dataframe(monthly_scores) + else: + return monthly_scores + + +def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: + df = pd.DataFrame(monthly_scores) + + metric_dfs = [] + # rename columns by metric + for metric in monthly_scores.keys(): + metric_df = df[metric].apply(pd.Series).T + keys_ = [c for c in metric_df.columns if c != 'month'] + vals_ = [f'{c}_{metric}' for c in metric_df.columns if c != 'month'] + metric_df = metric_df.rename(columns=dict(zip(keys_, vals_))) + metric_dfs.append(metric_df) + + # join columns into one dataframe + df = reduce(lambda left, right: pd.merge(left, right, on='month'), metric_dfs) + return df + + +def read_pred_data(model: str, + data_dir: Path = Path('data'), + experiment: str = 'one_month_forecast'): + model_pred_dir = (data_dir / 'models' / experiment / model) + pred_ds = xr.open_mfdataset((model_pred_dir / '*.nc').as_posix()) + pred_ds.sortby('time') + pred_da = pred_ds.preds + pred_da = pred_da.transpose('time', 'lat', 'lon') + + return pred_ds, pred_da def monthly_score(month: int, From 5744ca6e0f3585351cc5641b5d16dbabba9b25e2 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 28 Aug 2019 10:56:30 +0100 Subject: [PATCH 02/14] clean innit file --- src/analysis/__init__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index 8303106e2..23879f625 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -1,6 +1,6 @@ from .event_detector import EventDetector from .plot_shap import plot_shap_values, all_shap_for_file -from .evaluation import monthly_score, annual_scores, plot_predictions +from .evaluation import monthly_score, annual_scores, plot_predictions, read_pred_data from .indices import ( SPI, ZScoreIndex, @@ -24,4 +24,5 @@ 'monthly_score', 'annual_scores', 'plot_predictions', 'MovingAverage', 'VegetationDeficitIndex', 'LandcoverRegionAnalysis', 'AdministrativeRegionAnalysis', 'all_shap_for_file', + 'read_pred_data', ] From 56bf3268a1cce5dc439ed04b8caa9badaa3246fc Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 28 Aug 2019 10:56:42 +0100 Subject: [PATCH 03/14] update notebooks 1 --- notebooks/docs/00_pipeline.ipynb | 231 ------------ notebooks/docs/Analysis.ipynb | 337 +++++++++++++++++ notebooks/docs/Pipeline.ipynb | 348 ++++++++++++++++++ notebooks/docs/img/ealstm_lstm.png | Bin 0 -> 409165 bytes .../00_Directory_Structure.ipynb | 59 +++ .../01_Exporters.ipynb | 7 - .../02_Preprocessors.ipynb | 71 ++-- .../03_Engineer.ipynb | 0 .../{ => pipeline_components}/04_Models.ipynb | 0 .../05_Analysis.ipynb | 0 notebooks/draft/17_tl_analysis_test.ipynb | 32 ++ 11 files changed, 815 insertions(+), 270 deletions(-) delete mode 100644 notebooks/docs/00_pipeline.ipynb create mode 100644 notebooks/docs/Analysis.ipynb create mode 100644 notebooks/docs/Pipeline.ipynb create mode 100644 notebooks/docs/img/ealstm_lstm.png create mode 100644 notebooks/docs/pipeline_components/00_Directory_Structure.ipynb rename notebooks/docs/{ => pipeline_components}/01_Exporters.ipynb (98%) rename notebooks/docs/{ => pipeline_components}/02_Preprocessors.ipynb (98%) rename notebooks/docs/{ => pipeline_components}/03_Engineer.ipynb (100%) rename notebooks/docs/{ => pipeline_components}/04_Models.ipynb (100%) rename notebooks/docs/{ => pipeline_components}/05_Analysis.ipynb (100%) create mode 100644 notebooks/draft/17_tl_analysis_test.ipynb diff --git a/notebooks/docs/00_pipeline.ipynb b/notebooks/docs/00_pipeline.ipynb deleted file mode 100644 index 92262ec47..000000000 --- a/notebooks/docs/00_pipeline.ipynb +++ /dev/null @@ -1,231 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# ml_drought\n", - "\n", - "This series of notebooks outlines how to use the pipeline created as part of the ECMWF Summer of Weather Code 2019. \n", - "\n", - "## The `environment` files\n", - "The two environment files `environment.mac.yml`/`environment.ubuntu.cpu.yml` specify working conda environments for different platforms. In order to run the pipeline it is advised to install a new `conda` environment.\n", - "\n", - "## Pipeline Structure\n", - "\n", - "The pipeline is structured as below. We have a number of different classes, all written in the `src` directory. These have been tested with the tests written in the `tests` directory but with the same structure as the `src` directory. These tests can be a useful entry point to understand how we use each part of the pipeline\n", - "\n", - "- Exporters: `src/exporters`\n", - "- Preprocessors: `src/preprocess`\n", - "- Engineers: `src/engineer`\n", - "- Models: `src/models`\n", - "- Analysis: `src/analysis`\n", - "\n", - "\n", - "\n", - "## The `data` directory\n", - "\n", - "The pipeline interacts with the `data` directory. It is important that this directory is in the correct format since all of the pipeline interacts with it. The pipeline is flexible in its applications and modelling decisions but it is **very opinionated** about the structure of this directory. We therefore, recommend that you don't manually move files around from this directory. Ideally, this repository should be located somewhere with sufficient storage (either an external hard drive or a remote server). This is because data volumes can grow very quickly when working with 3+ dimensional data `(time, latitude, longitude)`.\n", - "\n", - "\n", - "\n", - "### `raw` data \n", - "The raw data exported from external sources. The `Exporters` populate this directory.\n", - "\n", - "### `interim` data\n", - "The data that has been preprocessed. A temporary directory `data/{dataset}_interim/` will be created with each raw file being preprocessed individually (chopping the region of interest (`subset`) for example), before then being combined as a final step into the `data/{dataset}_preprocessed/{dataset}_{subset}.nc` file.\n", - "\n", - "### `features` data\n", - "The features directory contains data that has been through the engineer and therefore split into `train` and `test` directories. This is the data that will be read by the `DataLoader` in the models. It is still stored as netcdf (`.nc`) files here so that it can be easily read and checked. \n", - "\n", - "Because we are currently working with time series models, each directory (e.g. `data/features/{experiment}/train/2015_1/`) has one target timestep and target variable (`y.nc`), and then the regressors stored in `x.nc`. `y.nc` will be the target variable for January 2015 in this example (`.../2015_1`).\n", - "\n", - "### `models` data\n", - "The models directory store the predictions of the models. While the models work with numpy arrays, in order to utilise the power of xarray and the spatial-temporal structure of hydro-meteorological variables, we write the predictions back to `.nc`. \n", - "\n", - "In this directory you will find predictions for the `x.nc`/`y.nc` data stored in the `data/features/{experiment}/test/{time}`. The data used for testing is created by the `Engineers` and therefore stored in the `.../test` directory." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exporters\n", - "\n", - "The exporters work to download data from external sources. These sources vary and the methods for downloading data also vary. The exporters all inherit behaviour from the `BaseExporter` defined in `src/exporters/base.py`. The `SEAS5Exporter` and the `ERA5Exporter` both interact with the ECMWF / Copernicus [`cdsapi`](). Other exporters work with ftp servers or websites.\n", - "\n", - "The list of exporters are below." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from pathlib import Path\n", - "import os\n", - "\n", - "if Path('.').absolute().parents[1].name == 'ml_drought':\n", - " os.chdir(Path('.').absolute().parents[1])\n", - "\n", - "from src import exporters" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['CHIRPSExporter',\n", - " 'ERA5Exporter',\n", - " 'ERA5ExporterPOS',\n", - " 'ESACCIExporter',\n", - " 'GLEAMExporter',\n", - " 'S5Exporter',\n", - " 'SRTMExporter',\n", - " 'VHIExporter']" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dir(exporters)[:8]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Preprocessors\n", - "\n", - "The preprocessors work to convert these different datasets into a unified data format. This makes testing and developing different models much more straightforward.\n", - "\n", - "There is a `Preprocessor` for each `Exporter`." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['CHIRPSPreprocesser',\n", - " 'ERA5MonthlyMeanPreprocessor',\n", - " 'ESACCIPreprocessor',\n", - " 'GLEAMPreprocessor',\n", - " 'PlanetOSPreprocessor',\n", - " 'VHIPreprocessor']" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from src import preprocess\n", - "\n", - "dir(preprocess)[:6]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Engineer\n", - "\n", - "The `Engineer` class works to create `train` and `test` data. This class reads data from the `data/interim/{dataset}_preprocessed` directories and writes to the `data/features` directory.\n", - "\n", - "This class allows us enormous flexibility to choose input and output variables." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Models\n", - "\n", - "The models are the implementation of machine learning methods for making predictions about our `target_variable`. \n", - "\n", - "We have currently implemented 5 models with varying levels of complexity. We have some simple baseline models (`parsimonious` models) such as `Persistence` but also some complex Neural Networks with architectures specific for hydro-meteorology ([`EARecurrentNetwork` (paper here)](https://arxiv.org/pdf/1907.08456.pdf))\n", - "\n", - "These classes work with data from the `data/features` directory and write predictions to the `data/models/{model}`. Results are stored in: `results.json`." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "['EARecurrentNetwork', 'LinearNetwork', 'LinearRegression', 'Persistence', 'RecurrentNetwork']" - ], - "text/plain": [ - "['EARecurrentNetwork',\n", - " 'LinearNetwork',\n", - " 'LinearRegression',\n", - " 'Persistence',\n", - " 'RecurrentNetwork']" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from src import models\n", - "\n", - "dir(models)[:3] + dir(models)[5:7]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Analysis\n", - "\n", - "The analysis directory contains code for interpreting the output of the models and for interrogating the input datasets. This is a very general directory with 'helper' code. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/docs/Analysis.ipynb b/notebooks/docs/Analysis.ipynb new file mode 100644 index 000000000..e5e598bfc --- /dev/null +++ b/notebooks/docs/Analysis.ipynb @@ -0,0 +1,337 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysing the pipeline results\n", + "\n", + "Drought is an extremely damaging natural hazard. Operational drought monitoring often uses satellite measurements to determine drought severity and extent. In Kenya, the National Drought Monitoring Authority uses the **Vegetation Condition Index (VCI)** to determine whether or not to distribute emergency funds to counties ([Klitsch and Atsberger 2016](https://www.mdpi.com/2072-4292/8/4/267/htm))\n", + "\n", + "Here we demonstrate the usefulness of our pipeline for predicting VCI from pre-existing hydrological and meteorological conditions (the weather!).\n", + "\n", + "Our goal is to accurately predict *VCI* one month ahead. This would allow the Kenyan Drought Authority to proactively distribute funds ahead of damaging conditions. Machine learning has already been applied to this problem with impressive results ([Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm)). Can we do better?\n", + "\n", + "\n", + "### **NOTE 1**: \n", + "\n", + "We are using ready-to-use data that has already been through the pipeline.\n", + "\n", + "Because of the time required to download, preprocess and train the models, the model here has already been trained and we are using the model predictions as saved in a zipfile in the `data` directory.\n", + "\n", + "In order to run the pipeline end-to-end and reproduce the steps prior to this notebook, you will need to run the `run_demo.py` script in the `scripts/` directory.\n", + "\n", + "#### The data:\n", + "Make sure you unzip the file `zip_data.zip`.\n", + "\n", + "This will produce a folder `zip_data` which we will use as our base data directory. Remember, if you were to reproduce this analysis by running the pipeline from end-to-end then you would simply use the default data directory at `.data`.\n", + "\n", + "Inside `data/zip_data` we have two directories. **`features`** and **`models`**.\n", + "\n", + "**`features`** contains the data that has been through the `preprocessors` and the `engineers`. It only contains data for the `test` set in order to reduce the memory requirements. \n", + "\n", + "**`models`** contains data that has been predicted by the given model. It also contains a saved version.\n", + "\n", + "Here we only have two models: **`ealstm`** and **`previous_month`** which is our baseline model.\n", + "\n", + "### **NOTE 2**:\n", + "Here the data only includes the baseline `persistence` model and the state of the art Entity Aware Long-Short Term Memory (EALSTM) network. See the `notebooks/docs/Pipeline.ipynb` notebook for more information about the other models that we currently accomodate." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/core/merge.py:18: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n", + " PANDAS_TYPES = (pd.Series, pd.DataFrame, pd.Panel)\n", + "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/core/dataarray.py:1829: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n", + " 'DataArray', pd.Series, pd.DataFrame, pd.Panel]:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import xarray as xr\n", + "import pandas as pd\n", + "import os\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# load the pre-trained model\n", + "# load the truth vs. predictions\n", + "# make plot of model performance (true vs. predictions)\n", + "# analyse by region / VCI3M\n", + "# demonstrate how this analysis might be run for a different problem.\n", + "# how do we determine feature contributions?\n", + "# how do we explore spatial patterns?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First let's load both the true and predicted data!" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "\n", + "data_dir = Path('data/zip_data')\n", + "# assert data_dir.exists(), f'Make sure ' \\\n", + "# 'that you have downloaded and unzipped the ' \\\n", + "# 'zip_data. This contains the processed data ' \\\n", + "# 'required to run the Notebook!'\n", + "data_dir = Path('/Volumes/Lees_Extend/data/zip_data')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have a few convinient analysis tools for evaluating model performance. \n", + "\n", + "Most of these functions are defined in `src/analysis/evaluation.py`. They are accesible through `src.analysis`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import monthly_score, annual_scores\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " month ealstm_rmse previous_month_rmse ealstm_r2 previous_month_r2\n", + "0 1.0 12.328923 15.918060 0.577197 0.295483\n", + "1 2.0 10.038730 9.609800 0.720184 0.743631\n", + "2 3.0 15.299802 18.995626 0.434448 0.128205\n", + "3 4.0 15.628013 24.495406 0.511018 -0.201306\n", + "4 5.0 21.278271 18.025452 0.184720 0.414927\n", + "5 6.0 13.961635 15.021294 0.665425 0.612703\n", + "6 7.0 14.345408 15.152611 0.599551 0.553215\n", + "7 8.0 13.139816 15.989640 0.667640 0.507862\n", + "8 9.0 14.346208 14.151048 0.602290 0.613059\n", + "9 10.0 14.993118 19.052700 0.531009 0.242681\n", + "10 11.0 14.368303 16.396057 0.552896 0.417812\n", + "11 12.0 12.409891 12.407157 0.636760 0.636933" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scores = annual_scores(\n", + " data_path=data_dir, \n", + " models=['ealstm', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "\n", + "scores" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/docs/Pipeline.ipynb b/notebooks/docs/Pipeline.ipynb new file mode 100644 index 000000000..f3a75ba39 --- /dev/null +++ b/notebooks/docs/Pipeline.ipynb @@ -0,0 +1,348 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ml_drought\n", + "\n", + "This series of notebooks outlines how to use the pipeline created as part of the ECMWF Summer of Weather Code 2019. \n", + "\n", + "## The `environment` files\n", + "The two environment files `environment.mac.yml`/`environment.ubuntu.cpu.yml` specify working conda environments for different platforms. In order to run the pipeline it is advised to install a new `conda` environment.\n", + "\n", + "## Pipeline Structure\n", + "\n", + "The pipeline is structured as below. We have a number of different classes, all written in the `src` directory. These have been tested with the tests written in the `tests` directory but with the same structure as the `src` directory. These tests can be a useful entry point to understand how we use each part of the pipeline\n", + "\n", + "- Exporters: `src/exporters`\n", + "- Preprocessors: `src/preprocess`\n", + "- Engineers: `src/engineer`\n", + "- Models: `src/models`\n", + "- Analysis: `src/analysis`\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exporters\n", + "\n", + "The exporters work to download data from external sources. These sources vary and the methods for downloading data also vary. The exporters all inherit behaviour from the `BaseExporter` defined in `src/exporters/base.py`. The `SEAS5Exporter` and the `ERA5Exporter` both interact with the ECMWF / Copernicus [`cdsapi`](https://cds.climate.copernicus.eu/api-how-to). Other exporters work with ftp servers or websites.\n", + "\n", + "\n", + "\n", + "### Sources:\n", + "- The `S5Exporter` and the `ERA5Exporter` work with the [`Climate Data Store` (CDS)](https://cds.climate.copernicus.eu/#!/home) to download data. \n", + "- The `ERA5ExporterPOS` downloads data from the PlanetOS AWS data mirror which can be visualised [here](https://data.planetos.com/datasets/ecmwf_era5)\n", + "- The `GLEAMExporter` downloads data from the [GLEAM FTP Server](https://www.gleam.eu/)\n", + "- The `VHIExporter` downloads data from the [NOAA Vegetation Health FTP Server](https://www.star.nesdis.noaa.gov/smcd/emb/vci/VH/vh_ftp.php)\n", + "- The `SRTMExporter` uses the [`elevation` package](https://github.com/bopen/elevation)\n", + "\n", + "NOTE: By default the data \n", + "\n", + "### Exporters API\n", + "\n", + "The exporters have a common `export` method which will download the data to the `data/raw` directory by default. If you wish to download the data elsewhere then you should provide an `pathlib.Path` path to the `Exporter`. \n", + "\n", + "**Be aware that data volumes are significant (can be upwards of 1TB if you use downloaded all data)**\n", + "\n", + "**NOTE: the area surrounding Kenya will be downloaded by default for the CDS Exporters. Otherwise data is global and is subset later**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/core/merge.py:18: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n", + " PANDAS_TYPES = (pd.Series, pd.DataFrame, pd.Panel)\n", + "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/core/dataarray.py:1829: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n", + " 'DataArray', pd.Series, pd.DataFrame, pd.Panel]:\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "\n", + "from src import exporters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['CHIRPSExporter',\n", + " 'ERA5Exporter',\n", + " 'ERA5ExporterPOS',\n", + " 'ESACCIExporter',\n", + " 'GLEAMExporter',\n", + " 'KenyaAdminExporter',\n", + " 'S5Exporter',\n", + " 'SRTMExporter']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dir(exporters)[:8]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preprocessors\n", + "\n", + "The preprocessors work to convert these different datasets into a unified data format. This makes testing and developing different models much more straightforward.\n", + "\n", + "There is a `Preprocessor` for each `Exporter`.\n", + "\n", + "These `Preprocessors` perform a number of tasks:\n", + "- Put the data on a regular spatial grid\n", + "- Put the data on a consistent temporal frequency (e.g. all data is converted to `monthly` timesteps)\n", + "- Dimension names are standardized (`time, lat, lon`)\n", + "- The same areal extend (by default Kenya is subset from the data).\n", + "\n", + "\n", + "\n", + "The preprocessors offer an opportunity to tailor the pipeline to your own needs. You can easily change the area to be subset (the Region of Interest - ROI) for example.\n", + "\n", + "The preprocessors do a very useful task in making the data consistent. Working with a Unified Data Format is useful for many comparison tasks and is essential for training machine learning and staitistical models. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['CHIRPSPreprocesser',\n", + " 'ERA5MonthlyMeanPreprocessor',\n", + " 'ESACCIPreprocessor',\n", + " 'GLEAMPreprocessor',\n", + " 'KenyaAdminPreprocessor',\n", + " 'PlanetOSPreprocessor']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from src import preprocess\n", + "\n", + "dir(preprocess)[:6]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Preprocessors API\n", + "\n", + "The main entry point to the preprocessors is through the `prerprocessor.preprocess()` function.\n", + "\n", + "Regridding the data requires you to have a reference `.nc` file that you want to use as the reference grid. This means that your data will be put onto the same `lat, lon` grid as the reference file.\n", + "\n", + "```python\n", + "preprocessor.preprocess(\n", + " subset_str='kenya', \n", + " regrid=Path('path/to/reference/netcdf.nc')\n", + ")\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['_preprocess_single',\n", + " 'analysis',\n", + " 'chop_roi',\n", + " 'create_filename',\n", + " 'data_folder',\n", + " 'dataset',\n", + " 'filter_outfiles',\n", + " 'get_filepaths',\n", + " 'interim',\n", + " 'load_reference_grid',\n", + " 'merge_files',\n", + " 'out_dir',\n", + " 'preprocess',\n", + " 'preprocessed_folder',\n", + " 'raw_folder',\n", + " 'regrid',\n", + " 'resample_time',\n", + " 'static',\n", + " 'static_vars']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preprocessor = preprocess.ERA5MonthlyMeanPreprocessor()\n", + "\n", + "[method for method in dir(preprocessor) if '__' not in method]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Engineer\n", + "\n", + "The Engineer is responsible for taking the `preprocessed` data from the `data/interim/*_preprocessed/` directories and writing to the `data/features` directory. \n", + "\n", + "In doing so the `Engineer` creates `train` and `test` data for different month-years. \n", + "\n", + "The label on the directory `data/features/{experiment}/{year}_{month}` (for example: `data/features/nowcast/2015_1`) refers to the `target` timestep. Therefore, our `y.nc` has the timestep `January 2015` in this example.\n", + "\n", + "\n", + "\n", + "### We currently have two `experiments` defined in the pipeline.\n", + "\n", + "These two experiments are accessed through the `Engineer` class as an argument - `experiment: str`.\n", + "\n", + "The **`OneMonthForecast`** experiment tries to predict the target variable next month. For example, we might use `total_preciptation` as our regressor (stored in `x.nc`) and want to predict vegetation health `VHI` stored in `y.nc`. \n", + "\n", + "We therefore use data for December 2014 (total_precipitation and VHI as an autoregressive component) to predict January 2015 VHI.\n", + "\n", + "The **`Nowcast`** experiment suggests that we have information about variables other than the target variable for the target time. So we have `total_preciptiation` information in January 2015 and we want to use that information to predict January 2015 `VHI`. This experiment is a good way of incorporating SEAS5 forecast data.\n", + "\n", + "- `x.nc` includes December 2014 `VHI` and `total_precipitation`, as well as January 2015 `total_precipitation` (non-target variable at target timestep).\n", + "- `y.nc` contains January 2015 `VHI` - our target variable." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Models\n", + "\n", + "The models are the implementation of machine learning methods for making predictions about our `target_variable`. \n", + "\n", + "We have currently implemented 5 models with varying levels of complexity. We have some simple baseline models (`parsimonious` models) such as `Persistence` but also some complex Neural Networks with architectures specific for hydro-meteorology ([`EARecurrentNetwork` (paper here)](https://arxiv.org/pdf/1907.08456.pdf))\n", + "\n", + "These classes work with data from the `data/features` directory and write predictions to the `data/models/{model}`. Results are stored in: `results.json`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "['EARecurrentNetwork', 'LinearNetwork', 'LinearRegression', 'Persistence', 'RecurrentNetwork']" + ], + "text/plain": [ + "['EARecurrentNetwork',\n", + " 'LinearNetwork',\n", + " 'LinearRegression',\n", + " 'Persistence',\n", + " 'RecurrentNetwork']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from src import models\n", + "\n", + "dir(models)[:3] + dir(models)[5:7]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### EALSTM - `EARecurrentNetwork`\n", + "\n", + "Of particular interset is the Entity-Aware Long-Short Term Memory (EALSTM). This model was developed recently in a [paper looking at Regional Rainfall-Runoff modelling](https://arxiv.org/abs/1907.08456). \n", + "\n", + "The authors adapt the classical Long-Short Term Memory (LSTM) network architecture to include the input of static and dynamic data separately. The **static** data is passed to each cell of the EALSTM through the input gate, modifying the information from the **dynamic** data that enters the long-term memory component ($C$).\n", + "\n", + "In the diagram below we compare the cell architecture in the LSTM (*top*) and the EALSTM (*bottom*).\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analysis\n", + "\n", + "The analysis directory contains code for interpreting the output of the models and for interrogating the input datasets. This is a very general directory with 'helper' code. \n", + "\n", + "Some of the tasks that the `src/analysis` directory can help with are:\n", + "1. Subsetting your analysis by region.\n", + "2. Subsetting your analysis by landcover types.\n", + "2. Calculating various temporal aggregations (such as 3 Monthly moving averages).\n", + "3. Comparisons of `true` against predictions `preds`.\n", + "4. Calculating indices from results ([Vegetation Deficit Index used in other papers](https://www.mdpi.com/2072-4292/11/9/1099)).\n", + "\n", + "In order to see the pipeline analysis and outputs in action please checkout the next notebook!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/docs/img/ealstm_lstm.png b/notebooks/docs/img/ealstm_lstm.png new file mode 100644 index 0000000000000000000000000000000000000000..da5540c53a67f099fcb462c2acdf4a42b451b51c GIT binary patch literal 409165 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z+;*#9;n=$67=&bQ#{B;M^F?j0YelYWea7izeKRv@-`&5zi?#B(6XQsNIe-9MPSHJX z8?@xW4!Agm9wJwP@mT$M@$HdjT`wBYX>7|SF?;jxkW~bl-?Vb+Q3cCZJI1C=y1%5> zkuWzHL%SJ6HPLqfw7?ae**E7gVuwgj45LRQN4#!m^#TP@4vJ_!PC80s5;Iq$8n=Z& zq|Kmlv2KNkSrr2k>V?LtJ!DGPLhy~3^FYqT4L49*CS9t`3(Jg`RBH@ z4>rH`%U~2MWRU8x5TD812{B~VUb^|Sk=&61bbr5JhLdHASO9)ELXUy}6qm|#d|vJ| z*ODWu1c*khPL!w$=a LxL\n", + "\n", + "### `raw` data \n", + "The raw data exported from external sources. The `Exporters` populate this directory.\n", + "\n", + "### `interim` data\n", + "The data that has been preprocessed. A temporary directory `data/{dataset}_interim/` will be created with each raw file being preprocessed individually (chopping the region of interest (`subset`) for example), before then being combined as a final step into the `data/{dataset}_preprocessed/{dataset}_{subset}.nc` file.\n", + "\n", + "### `features` data\n", + "The features directory contains data that has been through the engineer and therefore split into `train` and `test` directories. This is the data that will be read by the `DataLoader` in the models. It is still stored as netcdf (`.nc`) files here so that it can be easily read and checked. \n", + "\n", + "Because we are currently working with time series models, each directory (e.g. `data/features/{experiment}/train/2015_1/`) has one target timestep and target variable (`y.nc`), and then the regressors stored in `x.nc`. `y.nc` will be the target variable for January 2015 in this example (`.../2015_1`).\n", + "\n", + "### `models` data\n", + "The models directory store the predictions of the models. While the models work with numpy arrays, in order to utilise the power of xarray and the spatial-temporal structure of hydro-meteorological variables, we write the predictions back to `.nc`. \n", + "\n", + "In this directory you will find predictions for the `x.nc`/`y.nc` data stored in the `data/features/{experiment}/test/{time}`. The data used for testing is created by the `Engineers` and therefore stored in the `.../test` directory." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/docs/01_Exporters.ipynb b/notebooks/docs/pipeline_components/01_Exporters.ipynb similarity index 98% rename from notebooks/docs/01_Exporters.ipynb rename to notebooks/docs/pipeline_components/01_Exporters.ipynb index c86fa267a..c1ccbea1a 100644 --- a/notebooks/docs/01_Exporters.ipynb +++ b/notebooks/docs/pipeline_components/01_Exporters.ipynb @@ -323,13 +323,6 @@ "- Standardise the VHI api (num_processes -> n_parallel_processes)\n", "- Allow the .export functionto only download single / a few files" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/notebooks/docs/02_Preprocessors.ipynb b/notebooks/docs/pipeline_components/02_Preprocessors.ipynb similarity index 98% rename from notebooks/docs/02_Preprocessors.ipynb rename to notebooks/docs/pipeline_components/02_Preprocessors.ipynb index 92e90a4f7..c7e9305a4 100644 --- a/notebooks/docs/02_Preprocessors.ipynb +++ b/notebooks/docs/pipeline_components/02_Preprocessors.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -13,10 +13,12 @@ " 'PlanetOSPreprocessor',\n", " 'GLEAMPreprocessor',\n", " 'ERA5MonthlyMeanPreprocessor',\n", - " 'ESACCIPreprocessor']" + " 'ESACCIPreprocessor',\n", + " 'SRTMPreprocessor',\n", + " 'KenyaAdminPreprocessor']" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -72,17 +74,19 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['_preprocess_single',\n", + " 'analysis',\n", " 'chop_roi',\n", " 'create_filename',\n", " 'data_folder',\n", " 'dataset',\n", + " 'filter_outfiles',\n", " 'get_filepaths',\n", " 'interim',\n", " 'load_reference_grid',\n", @@ -92,10 +96,12 @@ " 'preprocessed_folder',\n", " 'raw_folder',\n", " 'regrid',\n", - " 'resample_time']" + " 'resample_time',\n", + " 'static',\n", + " 'static_vars']" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -108,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -147,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -160,8 +166,9 @@ "Saving to data/interim/reanalysis-era5-single-levels-monthly-means_interim/2010_01_total_precipitation_kenya.nc\n", "Done for ERA5 01.nc\n", "\n", - "**** data/interim/reanalysis-era5-single-levels-monthly-means_preprocessed/reanalysis-era5-single-levels-monthly-means_kenya.nc Created! ****\n", - "\n" + "**** data/interim/reanalysis-era5-single-levels-monthly-means_preprocessed/data_kenya.nc Created! ****\n", + "\n", + "[]\n" ] }, { @@ -177,7 +184,9 @@ "on the order the datasets are supplied in in future, please use the\n", "new `combine_nested` function (or the `combine='nested'` option to\n", "open_mfdataset).\n", - " coords=coords)\n" + " coords=coords)\n", + "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/coding/times.py:244: FutureWarning: the 'box' keyword is deprecated and will be removed in a future version. Please take steps to stop the use of 'box'\n", + " dates = pd.to_datetime(dates, box=False)\n" ] } ], @@ -187,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -203,7 +212,7 @@ " tp (time, lat, lon) float32 ..." ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -216,16 +225,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -260,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -269,11 +278,11 @@ "text": [ "Help on method preprocess in module src.preprocess.vhi:\n", "\n", - "preprocess(subset_str: Union[str, NoneType] = 'kenya', regrid: Union[pathlib.Path, NoneType] = None, parallel: bool = True, resample_time: Union[str, NoneType] = 'M', upsampling: bool = False, cleanup: bool = True) -> None method of src.preprocess.vhi.VHIPreprocessor instance\n", + "preprocess(subset_str: Union[str, NoneType] = 'kenya', regrid: Union[pathlib.Path, NoneType] = None, n_parallel_processes: int = 1, resample_time: Union[str, NoneType] = 'M', upsampling: bool = False, cleanup: bool = True) -> None method of src.preprocess.vhi.VHIPreprocessor instance\n", " Preprocess all of the NOAA VHI .nc files to produce\n", " one subset file with consistent lat/lon and timestamps.\n", " \n", - " Run in parallel\n", + " Run in parallel if n_parallel_processes > 1\n", " \n", " Arguments\n", " ----------\n", @@ -287,8 +296,8 @@ " upsampling: bool = False\n", " If true, tells the class the time-sampling will be upsampling. In this case,\n", " nearest instead of mean is used for the resampling\n", - " parallel: bool = True\n", - " If true, run the preprocessing in parallel\n", + " n_parallel_processes: int = 1\n", + " If > 1, run the preprocessing in n_parallel_processes\n", " cleanup: bool = True\n", " If true, delete interim files created by the class\n", "\n" @@ -309,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -317,7 +326,7 @@ "output_type": "stream", "text": [ "VHP.G04.C07.npp.P2015001.VH.nc VHP.G04.C07.npp.P2015003.VH.nc\n", - "VHP.G04.C07.npp.P2015002.VH.nc\n" + "VHP.G04.C07.npp.P2015002.VH.nc VHP.G04.C07.npp.P2015004.VH.nc\n" ] } ], @@ -327,16 +336,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -360,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -417,7 +426,7 @@ " CONFIGURE_FILE_CONTENT: #Options for VIIRS-VH weekly job processing (p..." ] }, - "execution_count": 21, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -442,7 +451,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Reading data from data/raw. Writing to data/interim/vhi_interim\n", + "Reading data from data/raw. Writing to data/interim/VHI_interim\n", "Starting work on data/raw/vhi/1981/VHP.G04.C07.NC.P1981035.VH.nc\n", "Starting work on VHP.G04.C07.NC.P1981035.VH.nc\n", "### FAILED: data/raw/vhi/1981/VHP.G04.C07.NC.P1981035.VH.nc\n", @@ -463,7 +472,7 @@ "source": [ "data_dir = Path('data')\n", "regrid_data_path = data_dir / 'interim' / 'reanalysis-era5-single-levels-monthly-means_preprocessed' / 'reanalysis-era5-single-levels-monthly-means_kenya.nc'\n", - "preprocessor.preprocess(subset_str='kenya', regrid=regrid_data_path, cleanup=False, parallel=False)" + "preprocessor.preprocess(subset_str='kenya', regrid=regrid_data_path, cleanup=False)" ] }, { @@ -478,8 +487,6 @@ "metadata": {}, "source": [ "TODO:\n", - "- parallel -> n_parallel_processes\n", - "- default to 1\n", "- **ERROR**:\n", "```\n", "Fatal error in MPI_Init_thread: Other MPI error, error stack:\n", diff --git a/notebooks/docs/03_Engineer.ipynb b/notebooks/docs/pipeline_components/03_Engineer.ipynb similarity index 100% rename from notebooks/docs/03_Engineer.ipynb rename to notebooks/docs/pipeline_components/03_Engineer.ipynb diff --git a/notebooks/docs/04_Models.ipynb b/notebooks/docs/pipeline_components/04_Models.ipynb similarity index 100% rename from notebooks/docs/04_Models.ipynb rename to notebooks/docs/pipeline_components/04_Models.ipynb diff --git a/notebooks/docs/05_Analysis.ipynb b/notebooks/docs/pipeline_components/05_Analysis.ipynb similarity index 100% rename from notebooks/docs/05_Analysis.ipynb rename to notebooks/docs/pipeline_components/05_Analysis.ipynb diff --git a/notebooks/draft/17_tl_analysis_test.ipynb b/notebooks/draft/17_tl_analysis_test.ipynb new file mode 100644 index 000000000..c67b209b2 --- /dev/null +++ b/notebooks/draft/17_tl_analysis_test.ipynb @@ -0,0 +1,32 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 62645aeeade809b09baf4b79acd969781e70b742 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 28 Aug 2019 11:06:41 +0100 Subject: [PATCH 04/14] change default plot arg to VCI --- src/analysis/evaluation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 9660f8367..d0a718c77 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -153,7 +153,7 @@ def monthly_score(month: int, def plot_predictions(pred_month: int, model: str, - target_var: str = 'VHI', + target_var: str = 'VCI', pred_year: int = 2018, data_path: Path = Path('data'), experiment: str = 'one_month_forecast'): From 11d58708d6cd2c451a65ef2fffe1930bcfd4cbad Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 28 Aug 2019 16:22:30 +0100 Subject: [PATCH 05/14] update analysis.ipynb --- notebooks/docs/Analysis.ipynb | 696 ++++++++++++++---- .../docs/pipeline_components/06_Test.ipynb | 448 +++++++++++ notebooks/draft/15_gt_ealstm.ipynb | 2 +- src/analysis/evaluation.py | 9 +- src/analysis/region_analysis/base.py | 9 +- 5 files changed, 1007 insertions(+), 157 deletions(-) create mode 100644 notebooks/docs/pipeline_components/06_Test.ipynb diff --git a/notebooks/docs/Analysis.ipynb b/notebooks/docs/Analysis.ipynb index e5e598bfc..4b7fcfdb7 100644 --- a/notebooks/docs/Analysis.ipynb +++ b/notebooks/docs/Analysis.ipynb @@ -40,19 +40,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 187, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/core/merge.py:18: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n", - " PANDAS_TYPES = (pd.Series, pd.DataFrame, pd.Panel)\n", - "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/core/dataarray.py:1829: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n", - " 'DataArray', pd.Series, pd.DataFrame, pd.Panel]:\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -63,9 +53,11 @@ ], "source": [ "from pathlib import Path\n", - "import xarray as xr\n", - "import pandas as pd\n", "import os\n", + "import warnings\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", "\n", "if Path('.').absolute().parents[1].name == 'ml_drought':\n", " os.chdir(Path('.').absolute().parents[1])\n", @@ -79,70 +71,246 @@ "metadata": {}, "outputs": [], "source": [ - "# load the pre-trained model\n", - "# load the truth vs. predictions\n", - "# make plot of model performance (true vs. predictions)\n", - "# analyse by region / VCI3M\n", "# demonstrate how this analysis might be run for a different problem.\n", - "# how do we determine feature contributions?\n", - "# how do we explore spatial patterns?" + "# how do we determine feature contributions?" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "\n", + "assert data_dir.exists(), f'Make sure ' \\\n", + " 'that you have downloaded and unzipped the ' \\\n", + " 'zip_data. This contains the processed data ' \\\n", + " 'required to run the Notebook!'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "First let's load both the true and predicted data!" + "## Model Evaluation Metrics\n", + "\n", + "We have a few convenient analysis tools for evaluating model performance. \n", + "\n", + "Most of these functions are defined in `src/analysis/evaluation.py`. They are accesible through `src.analysis`.\n", + "\n", + "Since the `data/` directory is managed by the pipeline it is easy to just specify the models and the metric of interest. Currently we have `rmse` and `r2` defined.\n", + "\n", + "Here we extract a `pandas.DataFrame` object with the model performance metrics." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 189, "metadata": {}, "outputs": [], "source": [ - "import xarray as xr\n", - "\n", - "data_dir = Path('data/zip_data')\n", - "# assert data_dir.exists(), f'Make sure ' \\\n", - "# 'that you have downloaded and unzipped the ' \\\n", - "# 'zip_data. This contains the processed data ' \\\n", - "# 'required to run the Notebook!'\n", - "data_dir = Path('/Volumes/Lees_Extend/data/zip_data')" + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How does our model perform over time?" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 133, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# load the monthly scores dictionary\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['ealstm', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " verbose=False,\n", + " to_dataframe=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metric = 'r2'\n", + "for model in ['ealstm']:\n", + " plt.clf()\n", + " plt.plot(monthly_scores[metric]['month'], monthly_scores[metric][model])\n", + " plt.xlabel('Month being predicted', size=13)\n", + " plt.ylabel(f'{metric} score', size=13)\n", + " plt.title(f'{model} mean {metric}: {np.mean(monthly_scores[metric][model]):.2f}')\n", + " plt.show()" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We have a few convinient analysis tools for evaluating model performance. \n", + "## Comparing predictions against the truth\n", "\n", - "Most of these functions are defined in `src/analysis/evaluation.py`. They are accesible through `src.analysis`." + "We can either use the built in plotting functionality for comparing true and predicted data, or else we can load the data ourselves and use the flexibility of `xarray`. This is because all of the data is saved to `netCDF` files (`.nc`)." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For month 1, ealstm error: 9.347525596618652\n" + ] + }, + { + "data": { + "image/png": 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\n", 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Qb2ZIJ7vcc88J7vvUrSgP/C1NWJJYoWb2jzTb+13cpqZ0oYtd77J9fZmtG0oEQwIZQ3N3gcpzLc59IEdmxQQjQydiNg47ZNc0YdnhXW97jIFb25SsDid3TPDgH92ESM0iWbqgGTyyxqmfmeDag/MszU+Q2a5gdxTdYRCW4uxn92BlYeqN6+y44xJf/exNJiPRULponOihj/wa3WFgPOGuiQtsRAWm/W3u+/hrGXmixuLbymTXTBAthaKrHN40cpblr06z8NYC99z7JA/9zs1U946SW9UsvDVPd1cICLLPZcitKMYeDWjsyrI9qfDWLcLdEcSSD/y9B/jYkbsYeNomuSGheDRrWBp6WVSokImkdA7aYxb5S9A8kNA+aNgiu15k4BR0RgRuA4afDtm6xiMqgtsSrNyRpXRJUT7ZIs07ZNci7HoXWe+wfsMEldPGgaWeRCYm4IwKFlEBys9ZpB5U5yxKlxWpJ0l8E/RFkzalixGFZ9YgTY0zs210MUs0mMW7tAlAuHsI78ImrSnJwJmY7KlVgv1jNKclbutbV9xe0WZwIcT1mJ0EXOAi8CNa6+pLHe/tmtTTv/RjFO7PERWhsKhZf0cXVXd5563Hudga5OyRWeKJCLntYAWC4vWbvGfHcT768BsR2QTnss/g84rOiMQOoP22Ju7DBcIBiMqK8mlDA3h1jRVqsitd6nsydEYFMoLGwZiZv5SoXqSYegItBZWvnIPBAbRjkZTNoqtciTdfRRUzRIMZ6jtdtA0Dp0OSnEVYtmhNCuwAymdj0oxke59FmoFwRwShZOQRi63rYPSopjkl+fiP/wY/8bP/nKAiaM5q9v3CWdLZCUOZCZPip57F+g0uwbhmcN8mwdeGmbyvRjSSpbrXpTSf0Bm2qL+9jdaCqOHibDm4DRg7GnL7//k4f/DEa7DzMUnTRXYlWsDgrm3ajw2R2TDUhvXuDbZODmG3BElWoye72BczpJ5GjYdU7vcZ/uMTxDfNAbB1jU97qhetn1W4DeNwUl8S5SWlsy3SjI2MUqztNtgWrbkBGjM29WtSMiNtgtUclactrFiDNnRKbtlkZXY7QsQp2rGIyh5aCrJnN9CeS/1whcQX5JdiZKSwghiRKERsosJgsoAdpMgwZfuaHEJrShdCant8tAVOWyOUJrOZoFxJ5rLZI1e0ApKJCknOwVtvUz9YQgtwW4rGtM3oozXSnIvVjqgeKvHEf/qply2Tg7+9TY1fM6D3//sf5cqxSbxNQWdaMbR7i1hZDOdaHB5Y5ouXD/DDu4/zpaWDrFypsGN2nX8w/RipljzXnuJzz11L7qRn5p8E+zVVfCchSi0+NPfX/JtH7jXPZ93FbUBnKkW7CtFzFOWRJur+CsqBwhVN4kP1IPgbgsrpFG8rJPVNwOG0zfOKcxZCaapzNm7TUGph2dCljf0J2QWbe979OEf+/S1svCaFTApK8P4bjvLZT9xJWIFoOCU7b1F50wrNz41T358y/ISkcrxONJwlKlq0JizcpsaKNCtvSkELMks2MoTsmlk725MCK4DuMMRDMT980zHC1GbMq/Op//hmohJ09kTMTG9y5/AF7l/by9LqAGjBWw6e5MTWBKvzFcYekNT2SIIdMZkFh2A6Zmiizvb5CtpTVzPZ4ccsgkFBZktT2wfxQGp+N2zYqtQzY+uMCHJrGn/L0P7dIZvMekxtr4uMIRyA9mwCAoqnbLyqpjtoqFerS4/+Bbep8WspQkF7xGL4oTVUwWfx7jKy92+WyxcSXqgWhSWLxBOEZcivmHW0ttsE+lZXsXmdS5yDzAZkNhVeLSEqWvjbMXa1SzLgG0ozVSQFhzhrgtHiiQ1UwUd5DknewVtqEE6ZDZe+WSb3XbXjSXbvhN5970fI3bPORrWAcyaDFhAOKsgl6F5drLyjTqfr8vodF3jwS4dNiluDJA9JVlN5DsKyoLCoqM4Z6iEuGp5ZmuAJNLhNKM4neFsh67fkyK4pgkGJHWg2b9T4m5KhZ1JyCy3m31HC34K4YLK/1IWhEx2UYxGMOsj4BYcIxfMd6nNZ4pyg09sCuXxOU98t6I6mzP5ZysUfllSOmyy0cjLif/itP+UXf+t9FK8otIDCpRaiG9HaO0Bn2MKvKdCGU8+tRGwc9mkcTJj7WEB9Xx6nbXju1oSFHWiaOwXhiHEcrpPQfr7C3tsvc3FzEJVK3CdzJHmIdnXRqWRkpM4/2PkYv/rU3UhbobUgfyRL/eYQUoG17ZCUE2TbwmmaezrzlQAZpWxen2foWJOFdxTQAsYei+kO2Xi1tBdpatytLla9QzRRQjkSdzsgqmRYv8lFOVC8rOkMm+h95Fibxq4sqQf+tiL1BXFWoCxBdxAymyBjTWYrJXd6k2SkSG0uQ1QU+Nua0rk21sI6uA4kKSiFqjeQM5OonEcwniXxJa1JSXbd3LfmtKF3nLYiLEmCIUF2TZNkBLm1BKeREIy42F2FtxmSZm22rvHIrSjyl9qojE1YcXn4zz/ysjq5vy2yeyf0yE99mPffcYRQO3zqiZsZn96mm9jcPXUWT8SE2iEjIx7b2kmY2lw5OWYcmqvQtuYd15/g88evI3/ezHN1Z512w+f9hx/nk8/dTCYX0d7Okj/poG2T4boNzfrrEtw1h3ggNdShAJ0K8mcdU9+yezViILOpacwKCvOm7hqWTNambbMQW6EmKgrCiqERu7tM0XBwuEGqJM1TA7z9Tcf4yudvJrcMUQHa08rUnS9IoiJUTivinMBpaTojEm0ZFicugNOCrRtT9u5fYvVzMwhtPtfpaFpTAqsLrZ0phakmeT/k7vEzZK2Q3/vUPXR3RJSHWwxkOgSxiyUVb594nt8+cQf//Pr7ebi6h7VOns1GnsnfsLnwfofZ3atcWhpm38wqZ85OmvVo3WbkqZT6Tgu3aWy9en1C5opN6ZJm9Z6Y0nGX1DVO7oW6Yjgg8Goav6roliVhWdCe0iQDCc6mg1ft1diA1DdlGoD2uLku5UJ7R0rppEX5Qkx30EbZkN1IWXiLJH9J4gRQPhvi1AKCqTx2JyXJWihLYHUVUdlCxlDfKfGrGqetjX2tGScY5wXdAVOSKS6kWF3j1K2uojvoIJQmf6FJPJTBu7AJUhDuGMTZNjT4V57++Ze0q++qHU/S0KJ5KGIw00ZcMfxxOJ5QPC8RTdsUOi14144TzA5t8bXzcyYtHolpzcWEwykiEaS+Wey2DkmKlxWTD7QRydeFFyIB5ZmCbeJLOhMZ4iy0Jk3xW2iYeMBM8takRTCZI7sKnXFjEMXLEXZXExcc4oJF4gvCkglbE0+wfmuOsCQIS7DrP15k4uGI3FLE4HOKwjmL+bc7WC2L6jUp5QsJ3UGb3/zZ91K6nOLWE3KfeRxZ76DPL1B4dp3SpYjifafpDki8WsqFD1o05lJwFWu3F8iux1T3WvBP102hv6UJK4r8BYvOVpZmM2MKx//QofQXedLFLO3ZlCSnmR7bxnJTdhSr/MqRt6FqLvlcSKXYpnV7gLvgkTvtMnZEIVIjQPC2zEKz+MYM4ZB5TquvK5BdNhmgt9nF30zIzjeQJjgmHM2QDOZpT7ggYOmNJawwZeLfHWHmV54iKgicFpQvxKzckUNoiAoCbzsidQRuUxOWzaLXnDF/q+2x2bhzlPqeDEIZerh0uoU8dwXdatPdOwpRBJ4HqUIvrhAN+GhL4DYSojJ4DUV7XOI2IBgSLLxTUdtrxvICEk+SepI4JwhLFsGoT+pKnJbG346Jyx7hgEOc+84ztzSysAZCYm3x6UdvIX/Bpv7ICPGDFb74ydfw55eu4+HVXQC8Yfgcy09OkL9s6si5Szb+ksMDn7qJ4vMOWkJwaxt9tARtmz889hpumV0gmC+gU0HrmsgEJlsaLSB30SGeiLj3tmP4l128BRdha5QDmW1zTHMuJb2zTm4lxmka23PaygjEXIjzEBWhNSUIRiGcivFu2mbyL2yGHnSQnxpEf6VCdq7OExszjN6xTLcCzX0x3qakcFFid2HiSEjxdI3i5ZDimRrFKwl+VdOtQHZdM/PfnmffgUUqXkDzuojGbkXtcEJzRlwVaohSTGMzx1iuyZcWD7DPWyEcVPiXXOrVLHeNnGd1tcxMocoXVw5y155zPF7fyemNERyZ8sF9j3Pnbx5leKrKpQtjeJc9GqHP4QPzzO5ZJZyIqe+0CEZh63pF9YYEb9UGAXFWkD3j4tU0yjVztVsxDETqgLIEV+6Bzphg7NEmkw+mZOYdvC1Am+wPjHN8QUSSW9EkL3RZeor6wZT5d0pa44LOiGD1VpvcFUl2U1M+HyJSxfIbyshQkToStxqRu9QkzRj6OSyJXn0XmlOSJAudUcHSW1M6IyYzzS+l1GYtIxSTgqhso1yBcgWy3iYq2qhSDlXI4tQCwrEc4dg3FxB/51ndt4C16XDq6R0kwzFawttuPEHh7atYHQmx5L2vOcoBf5mK1yHp2PhbYLUtrt+3gIgFyURIMAzV/QJ1TQsrgnDQM+okX6MdsLuQWQPlCOKcMDWWFqAhv2IypvWbzEMKRiB1BF5TMfZ4QuEyaEuQ2UyNYtMyFFlxPsJtKZzATLr6nKKzP4IkISzbeAvbWKGidCklPy9QXi/zGrfpDBsaw2mnOI0Q6brQDWH/LuKJMnHeQu+aRFvQnHHwS13cbQv/skv5fExnxCEc0qwfHSd1obpPUjwvya5rMos2+ybX2Pn6eZKxMrt/7DRpMcHdstACSm4XhMaWhu7RvkJ8oULtmWFyRzMMH08Ze7xLWJJkL9nkLlvIBIafTrECQ13EGeP0Wjsg2BuxfV0e3VM0Kgvqux0ST2BX22Q2E7aucRk72kEeOYGwHYRjk11Lya2nJBl5VYjib2uSnE35bJuoYBRXovfZSW/eu02NTKB0rkNtt6Qxl0dUBqj+wCG8lQbkchDH6CRGDA0iE0V7xCIcsPE3oTlhGwFTwQRA3rJD8ZJG2RAMC5NBFARpxly31dWkviDJWnj1r6s3k4ykWxavjNF8MwhN0nL44ydvAQXtmZRgMqW1z9Sa2nWfN4yfQ2nBx47dSZJXKAf8VUlnQhGOJiS3NFEeBAe6L5yS3LyFVlCLfAq7aghbkTvlGtqsIth6U4hyYGS0zl88fhPdiYRwOuKdh04QTCdEeQESCmcteLxEOGBjd817m9MWmS3N4PMR2VVDWwc7Yg6+7gI/esvDDP1qFivWbNyeIBNTj1dHyjS/NsLC0hAygvw5h+yqydBECnY9QktJ4lsEkwWEMo4DAY0dguMXpjkzP8YTl2conHCRKfhLJrDOrmraByO88z658w6nv7yH7XqetvIYeFbyvh++H60kv3v0taBhyG0zW9jmmvwyxxan6bQ8WqHHxx5/Pb/3tdezcamCs2UTjqTU2hmeuTDNxYtjZOYdmocjvCrk5yVWMaI7kSASiHNQnFdYoSazbgIA5YLbTClfVIQD4K9bTH2lRvVAnqDSq7dIrq5tftVkycru0fM9NTcY4Q5SI2Izh63QsE+dCc3GzZqoYLN+U4bcqkIo8DcC7GoHoU2wUt9hGSfnQGfYaB+swHxW8ZRhAKzQ2Itf06SuIHUEdju9mnyEs0PIWBNXMmjfJin6KOdF6uiXwCu948nfDgKsrmDwunW0Fqx7BZ7dnkAIjZoJcC9m+PTzN/AnrVv5F3f9JY9X9zP01iUKbsio3+RH3vgAv/PonWQ2TEtA5ohPZ1hg2yZD8zfEVSl7Z9TUyroVU4ztDkLpokZbgtQVuE0I9nfxLviEZUnxUkR30AENSVaSXQ6wlrYgZzKU2l6j0isuRDgtSXFB0i27LP/9OawAijmf7ENnOPezBymdh9Jpi8KVlKigGT5aZeO2CpvXuhQWbIpnPLr7x+kO2vjbCZ0RC6ubpT0F++68yPXlRf7XO55n7x/+E7LPLsO1E4w8aeFvR1x8l0PprKQ9Ae0pQGvOLI7y2t0XuTA1zYWLO5Edi9TTOC3B6Yd3kY7FrAd5RiarVJtZOmMOIjGUU+FsjfauUq+9wkiK7QD8zYhsycdpK2Rq6hqtaZBbDl5N4a8EiEabzKqDsrPkL7fQG1u4eZ+wbNoj0tcdxr20TrKwSOFUldoNg9iBYuOwJH8FcqspTjOmM55h4Iq+UXEAACAASURBVHSA3J0htxoTFW0qp43ytT0mcdqa2r4sO37jWUSlTOfAGNn1GO3ahONFtCXwB0uwtI4Myww+3yEqOWhLsH1Q4G9Aa1aR1I1i0qsb4YoVmgyiciold6EGu8ukjiDxBdIyC4wWxsFbkSa/kn7LKf5thxbkLjoMvGGVotfl1OUJCuUOSSrpTFrImsMX5g8yWmgyNlrDnkgJdjm8eeIsUmgOZJZZi0v8X53Xk33ef+GUZtFq2Jx5forcFQtmUtq7E4glIPFP+3RHFclfDJMrGjpy807FA0u7AWNvVhfcBrQnobHD3Ptc1QR/qStYu8lFueA0oPSsw9KRXTx3cBfqBzXDe7eY+WgFKzA1KJFCdyQlc87FDsBraNbemFA84RCMQnHeQyQaoaEzYpO6gqhoHORt7zpBJ/G4rrjIf/rTN9O8LmLgqEv1cEr+gsXm62LjvGdirGxM0nb4kUNHWYwrIOATx+6gWGlT8EPeNHaW33/6NibHqhwsLPOB/U/gy5jfeuINiJZFZlWSXdXEeSg/qOiMFdAzArsNXg28qosVw/a1KZnnsqS7YpKsyTbtQJO/UKc5V6ZbkQRTCcFlQy2ijfBu8e4y2Q2NV1MEgUV7RpFdkqSeyf7srnF2SaaXdUXmdTAkyJ+zae0xtHLqQZwTzP32JsFMia2DjnFuW6a+lvpZRJrBikxAWjlnWKz2uEXtmpTcvEV8e5P4Sh67LRh+KiUYtkAZh51dU9hBihaC3FJEkjNO2WklaCFIsg5IUPa3Dhy/q2py3uyUnvv1/47GZo43HDqDI1P++tFr8adaJGeK5BeMQWRXoXVnG7WaQSSC0v5tOl0X96ECdgC1fZrMqnmgIjWUR1wEu0dBZdc17QlTxM2u92pBKSQv8NXa9Ge1psFpQmFR4W+ndAdt2qOC/LIRVQDYnd73ZsjGTSW0BaVLMcoV1GdtaocSBp+wqZwOiMoO3QELNFQP9DIdVzP1VwmNnQ52V5Nbjo2g4nKNaCRPMOrRGZb4NX21dSEYFCgbMlsmyxh7cJs072EvbLD6AzsZOt5m6Q05Ovsibt93gQP5Vb74C3cR5SX6XVs0njcigMyqIJhQZBclzX0xwtZkz7kkGZh8IMIKUzqjHknWqExlBIPPBbRmfIIhQfFySjBoMfzYJo2DFZa/P0ZWHeZ+7jQimyGdGMKaXyE6MI27sI1aWSO45zq0hG7ForpPkFkzvVG5tQQZaezAGJld79LcXaT07CbxcJ7GbIbsWkx1n0txPiF1Je0JSWZD4bYU7VGbxDdOOHWhdClh/SabyklF6gkKCyHOdkB64hT2/r10dpap7ndoTWtkZAKe1AdvG/LLmijfK9CHZs7EOShcSSmcq9MdzxMXbDLrId0hl8QXeLWUzWsdTv67D39H1eS82Sk9/r/8OFiKu/af46nVKYKug+cltDZyjH9NsnY75C9Jim9b5dbheb70mdt453uOsNtf55fu+wEAdDEhe9olKoFXhc5Ur9fJU9hVG69qFtnuVEzxOQe/qq8KKcIB0cseoHZjjGhbZBcN09AZ+XqGLpRxhmFJMHgqRAtBY4dLd6hXg3INRScUcHudwd/JUd1tk9ky72neHjBQbhMnFurBAVpzCWMPWKSOodAKC11S3zAYm9e6tK6JyJ90r/aMpRkIpmMy8w6jT8bU9jhUTkdsHTQ04dYNGlLB++9+iKwV8tvP3UGy5fOP7/oqH33yLnQs8Jcdwh0ROjIX/2tv/M98+JH3QSgRXUl2UVK8oohyknDA3B+7A9UbYjKLDlbH9PC6DaPUDAcgOhgw/imX3EKbqOKT+pL2qE1YNutV0BOTZDY1669NkB2L7JL5/PauBHfdMF4DZ2M6IzaVE3W6oznWbjHXeeUem11/GrB1bdaIT8aNxkEqaE1pvG1BOKjJrImrdUyvbtiO1BWMPrRJe88AWpqMrj2t0Y7xO1Zb4m8a9uyFHlMwjtVtKrxqgtCaxLewuz3RUd7G6ipkomjOGJ71id97aUHXd1cmB+iHyuRteDi3i7TqUZqt0WplSMcjuOKS5DSNO7oILbBbktvvfo4n//QQxVVNMAhhGQrzprisbMH24RR/1UJGEJVNc2d+yUQqTtMsiPllsxD6qWnwjnMSK9IU5gWZ7RR/M6I76OK0UgqRRLmCzqhNWBKMHo1QvkVjb4E0A50x8N+1Te3hUQp3bOA/Pkx7EgbOCeo7bbIbita4RM41CdsupWMejVlTiM9sGYUTAlTOQ1uSzrCkNJ+Y/pJEs/iuBHvVpXwaBo+soX2H1dcPMvpYnfW37aRyqsv823OEYwkHf26Nk/ce4OhtO0nfpMhdluwt1jhXG6R8XrF9UOBuSYIxzfhXLYJhk/FWLpmisL3ZJh+lRGWPyhN1wqkizR0+Xj3F7phIsHKyTfWGQcKSoPKIR+lihN4xQTCRAw2OP4Wz3YEgQIVd7HbK1jUe9WuNiAUp6A5Bfc5i+Cl9tfG7OV2i8kyNeDiPSDWZjYTUl/jbGv+zjxO97RasQNKclnh1STAEUUmTFhSF8SbNuxXq2QpgqJnqXp/B51JWP3wHU59dxQqVCWquCJpzKdqW5JaMIw8GzbVlN8winF9UWJFg40YLoUvkz9dxWj7KFshEoxxJbY9zVY33nYbSMw6JB/dH+03jdcsiUAJRiUl8i+yi4O4PHgXgz564iX/1wT/ll0+8Bf9IHnVNTP68QytjAiKAdlmTnbeuvk7KCd6WTTieIISpd3cHBHZo6F1/29xHGUHmooO/ZQLKOCsozhuxV+ob+q01LRg7ahycltCaMYvq1mHw13p9e5Ek92iJVk/UtX6bglzK+695kj86dRNv3XuKL+y8gdxFGxkrnLYGrWnM+mgJjVnTGzv8oENUgMZeI7ApP28x+qRg8xA0p42DW7/RxduG5ozA2zCL/EPru1EIfub6L/PxS69jh7uFTgTCMs9f9yi/zJJtHBwguqY+WDkV0R53yK8mCGVdVSyWnnMoXElpjxlWBGGCc+VA/rEMrQloTRRJHUCaNauwkCAUOG2L9RstWgcSRCJQuZT2jMatWuQuGnVq6sHK7Q4TD0e0ZgtkNiIGT1rIWLPjCzFrt2bxt4z60u6Y2nfsGParfSBicnIbgOr9YzgtE1x3RmHoWcXi24YYPBkTli0QxqbCO9okizlyK4AyDeal+RS7o1i9zaGw1NvYQWtj31fqV23daRlJp0g1+Svf0Pn+N+C7K5PbNanHf/pD4GhGHrHQErauBeUrnJpldg7Y0yBJJfpkARkbpaNMzUMMRky0kE52sZY9CpcEmU1FfVbitI1D82u9iShMF79yTP9Iay7mjoPnefT0brLnXfxNo+zzt2JST6I8SViU5FZiZKyo7fHNDhwa7I5xku1xU7AfOB2hXIndTrn4Qw7jD5s0Pxi2kQnUZyX5ZbMLhNM2EdvQMy2CsQyZ1YAL787hVY26L7uecuUeyf5fuULn8CTVPTbNXcrUGHMpwlF4lz1mP7VJ40CF7qAks6mI8oLWlIAbew2yrkLmY7QSDN/nsXkY3IbAqxp1Z3vcQSYar6Go7bYZedJQem49JvUsswNFN0WkhpNfen2WYFyRXTY9MTKE4oIitxzirDbQ65uIgTLrd08y9FQdubJF65YZUleSv9wmHPZx6zEX3pMhu2xUc8NPKWRiKGO7nZrsNjDG4NdSvK2IJGvTnHaISkZc5G+nrN1ik3omwo+LKYXzFkne0GFW2KNeCqaxt3IqBimIe836ScYIhDJbhsK2Aoz6tkfZlC4qorzECTRuI8Xf6GLVjeJLXbpC+IZr8RfqNA8MYMWahz77P31nZXIz03rywx8CAf66ed5RATrTCm9TXlUXfvi9f85/+Oi7aE9psssCZUHhTeusXKnwwkosg69nCEkGogHz/F/YSQP99V01WnMx+XMOw3cvMVfa4JHPXG9qQMkLdTLznF/4Xrwc0Zxx6IwJRNLLFhqa5rQgyUL5rFETKrtXn1owTcyN2QzhgCDxv551Nw4klJ+10QIyW4r2mKR5KMZfMJlSYUnTmjCOqLCoaE6ZOZz6EM12GRpssrldYPBrHsGwOa44r4x6cFbSmjUtEj9y2yN4Mub+jTmu3LcD+7Yq9bUCALmLtqmFSbPAaxvK51Jak8aJKVsQ5Y0GwIo0jRnTb9aai8ldcFCuUYpn1swOLCNPdekOOr1+NYHTMjRhnLd664hCS0GSFbQmzXs6cxFj99kEQ4auLM4rI65zwOllY17NsDFRUVDfbzKp/CVDHWphxjMyUaPzwDDtmdRQ06rHgI0KOpOK/Ly8aotJVhJUTJZqd7i6cwnKlATy85LSpZTUNeyH1U1Ba5ytNqIdovM+4VgB2dsVRUbm+1898q9eHepKqyVNDeGCTVg2i3RaSNk5t0o8EZG/Imiv5Eku57Eiw2HbXU1j1ggcwpHkqiouriQ09miW7zEy4mAUOlOa5ozoFatNbaUzIkg9cNccnv+TA7iLxsFpaba56Yy7dIds/I2QgZNNZKJI8jb51cTw0wXBu/73+8gth4wcCyhdTLA7CZmvPI03v8X4I5DZjLG6CZ1RSWdEMvPZDcDI4IMhgRVp1m/KExYljV1Z/A2j7hs8VkdoGDsC6USFzMNnGH66y8BJydAxQflZB5oObh2CnWX8akxuNWXpzcZxpj4Em1l0xki4xYqPjiWZ9YTdnwnwN41D7g7ZdAcFq3cpumWL/JLCnl8nzlugNFaYYoUpMkoJRjy6w6ZnKrtoZNgDZxRjRwNKXzqFc2UblEIMD0IYMvi7R+HURVStTu5Sg8xGxEf++JN0KzZozcyXYhOAZDTBkESmJuoOBywqp7v4NUXlmRrNKZuta7LUZ106Y4LciiLOCpZfZwr4CE1cSilctMhumEXZbZgF12lD6bxm6vPrWF2F3U6QiUamEJbM4rZ9CDLr0J7WpKb0xPAJEykX5yP8zRinlbByex7lOaSlDOrGfXQrFkIpik+t4m2Er4TZfEsoVyFD056hLfM1NrdBd0dP3PX9j/PRC3eSejB0HEYf7xBMaNbODnHjgcs4Ww47dm6gCwmtvTHveN8R49R62zs1r4sQiaExlWOk+1bLojuo2fjKJMf/w2Gyq9o4rqpZDAG8uiK3njJwJqA54xAVBP6mOW/9UML6HSmDJ1OKl8zvRh6rMvpYndyq6Smt7s/SHhfk37FKe1rR3KVIXcgsGupa29CYNQ4sd9rBCmDwdGJ60DY07RlF8VyL3KrG3zb9nbrl0IlcSo/5eHXN8PEILWDrhzq0xnvLaS6lPNok1ZKPPvgmzlwex61DeHwAf9mmeNo26uAS1A4lpL6ZY7XdFnGut5VWovGrvcbqvHEK7R0puQum9pVZA7cmmHigwchThmb1qmbNyS3HFM5U8dbbZos6DRMfvkB1v7HtzoSivSvBv+zSmjQ9v/6WCaozG5rshqZwJaE9Jlh8k8X2IaNgLZy3KJ80dK4WpsQjbE3zsWETVCyYUgvS1PdkAtP3KcoXjNMKS6ZGri1T62vuTZEJhBXojkDlWcnw8RAtBZn1GCs0QXNnwlCS0c5BkoEsrUnHbE+mDXUZ5785Ifldlcllxqf13N/7MENPB2xel+kJJ8zf7L1NeKaAtqCwYBR1UUFQuy6BWDB2RDLwxDq1m4a54aeP88UjN+BuS+K9AbabYh/PE4wptNSUT1nYHU1uPWVrv02aMRlgXNCorAKpyZ23cTqmj64zbJHdSHHrvQbj1EQXccmjO2izeZ1k5192SD0TAbmbbdZ/UTPwy1m2rs0w+midy/eWcJrQvblN5fNZ8ssRyjLNrWio73aJ8uZarRjGHqoRVzKs/bMupT8sYMWa1oRFfZ9i7BEIi5L8ktk+zIrMRK/usa9ud5T6ZtFp7tSIRJDMdE0W9zUXK4Ly8S10xmH9thLZtZQ4L/G3Uxo7bAafDdg6lKF0yRTct/c7TDxYR/kOVrWDKngoz6ax0yezmZBZbCK26pDxQQjSSo406+Acv4CwbVSnY/a3TFOE77H+wwfwaorC5Q7tyQwyhfqsReGKwgoVjRmb0nxC0tsPMnUEdlchEk17wqawEONWuzRn83QHjGN02pr6rETbxrkVFtLeLicpurdnntM2dVWRgtNR2M2Y7rDH0j0Kd8MU8IU29YjCFUVhvosME7ojGVJPsnXIQl/fZOe/DhFKEY8UcOY3wHXRng0KvnzyF76jMrnM2LTe84EPk13/eu3Gq0K3AuGQqZvN3TLP2id34jYUnVFJa6fp1dSWZufnzFyf/flTfO3kfnQimNu9QpxarNSLuHbKu2ZP8Ln/+/WgTebUmJFox5QD6vtS/HWLcNBsxOC0DO0eDEmzVdRmSpyROK0UoSEYtulWBMGQGf/4EbOJglAQDBonk19K6IyYhW/9dSk/eMsx/uzozQw/Jo0qcishyVrUZw0NGkwap7rrTxKE0qzd4hMOmGbl5i6FdjQjj5reSLcOmW0jKPLqCWs3eaY/1TWCq/yyYv3eLum2x+DOKpVMh8uPzTB0QhFnDDMQjEBcNLWs1IP8oiljyBCQhlFIHchuGrGG01GEZYlXM/d6/RbB9H0mwPLW24TDWTqjDp1RwfAzkVFKLtYJx4t4Z5bZeNtOavugcMkwQ9oyLQVR0czn4nzKxmGz+4u2MHu9SshsK2So2DzsMHTCyCyr+xyCYSheNOWT6pxZUIQy9b/2mCC7bjLA1qRN6UJEVDJCHisyjklo03ea2TDHv9APKVIYORaQ+pYRnViCsOxQ32XhNKFyqoOMUmQnQjTaxDuGr9ruV+//l6+OmpxyIBiGK/dkzJ5xGphtY5/K0d3IIoYMTRc2JJlNTVQAlKA43WD1ziKtiVGSDHzh8euRiVEsidMZ3Ibp/pehIDdXpxGXqTwL3QHratQe7oiwNo2M1t62SfKGwmqP2mYnjCstZK0JQDpcRjsSb7mBjPLMLGs6Yx5ePcGphay9tkLOXUE+eIaxjTnCySLlc5rmlCB3JNcrnrtmQ1dHICNt6NZxM0mm/gt3bx4s/XXWd37Ob+99vfu9775o32zZkm15xTbGZgk7MWbYCgIZQoAMmdRUzZCF1DAMIWGmBqYqMBBTYSaJAybY4022ZC3WaumV9OqV3v3uW9/eu3/9286ZP55+r6CCZZMhsZ2uUqlK6rr3/rrPOc95vs93eTAlmsnz3t94hI//+ruZ1F8zH/Y6Fp2zU4Zb5ghkcOuEyhMBk6YcYHNPjdl4dx5nbPA6iqANwfMe7VtEFDv/WJ/JkQpbD7hULgsMV9gQf72ZcxGr35bj+MdHJGWPwbLL0ucOUIMx4R0LuK7FpOHSusOmtGqEiv/wGqpWJb26itOsY/f62I0a+tQKjGPCUyfJrQ2xhiEYQ3CgSfNKfv4RW4SqFsRFRX5syO9r0kC878azNpknwv72TS5RA8Kmhx174j+6JaSDJK+oXBMIJy6JO0xUUwRdMY5Nihb9Yx7OCNI8FLfAb2XYsWbpM4rBEYHgClvifpHbF+cT++UNcuNZ4sUSyw9O2G+X2H9LieJWQrA7RjcrkBm6t1eovdD9emyb131pXy5w3VOK4rrsgzQ3/X8O6JxmEPvEJUQgf9RQPN6jURC3nM4rS2KXt30ELEPxoseV0TK5LYtkURPlNB89uJ/aVKeYFOTiFjYMkwa8440XePj5m7D7NtqWDqC8qsnva7xeRrAXEgDDY0V6xy0a5xO8gSWGA4BxFUErpn1zjoN7E27+rQGThSKF7YSo6mCNbD7/+2/Gb8B4VrrUcVPgPmPD/Ds3sJRh/09XME7Gwj+6Qv93bia3L39L6YpF/UObXHNnKb8knrfbZy1yu4rhKTBOgoos5r5ksfveGIyPeyFPEEKvkeNgtww10ee6oRDaomZG81kLlGG4ooT4Esnh7wyl+/W7hvxuQjjjEpctogpM6hZxzeCM1KH5sUqyQ1/P8nWN1xqT1HMMz9bJXx8Q3r7MzMM7ZP4CcQmKWxkHt0gnmdsXyr6MWSAuy1zUiQzaloLcP+syOpFiT1zye/pQStM/AXHJnlqnqUMZAojZfFyy8fqG1h3eIYEovwul1QmTpkd+V5PkLQo70q3akRa5gG3htSN0TkqT302oXpa5tvZtnH5EWstjFXwwBqf71dGRbyq40kogXkzwuvJBp7MJnpdih5Bftyles/Bb4rbRet8EvwvW2KK/Xub+Oy8yvisEC8oXbY5/PKJyTZPfE8KJ3xF5QvZ4jfqL4qigHYHami9m/MO3fBztGYqXHAqbsPhojFEiQC1uJmRlH92soJsVsqJL1PTp31yn/qtrgCzg0bxHUvUJuprt5+dxTh7HBA7BakccUl5KKW5kVK+m2JHcZvvHRKdXuZZy4t+NaZ4Tz73Vj2j+9b96D6W1CG9oGByD5R+8SlwxxGVDNKOp/sg6cRn8ywG9s5osMEyaYI8TFh6PJZEhFkZq74SF25PP1dpqkbuwzfKDEaN5RVKyCedzNC4kDI546EDTO52nf8wlLsPG+xtMTs+JLCDTeIOM+adT3LGhdHWMVa2g91uoN91GeM9xzHyTaKFMlnPIqjnyl7tgK7As4pU6aU5NBaMuXk8KvJUKZXk86xzqYpQRKUjjpTFpziLLyxrJ7RvK1zO8HkwaAsumBRERR1VbupFFG3dgmNRshgsOwwWL0aKh/baIzIPxrEXvVAE71OT2Ipb+dEvmSY5iUrOIyzZpwUEPR7C+hb/awWkNmX+0gzKG1W+3IDOsv7+CilPqz7QYHyl9HXfPV3hpgQ9ldm1QqXxWhR2ZvRWu2XQeXGC8rOndnpDfVCyU+9xV3+S+mev0z2iBOB+tYu+Ly3Ju0yJc1Kx8KkNNLAqvuPTOyuwbIwbMzXNCWnj2391Gfs2htKoobmuK29K1jOYt2mdd4npAXA9whxmVqxnjWYf7f+VJ3v13viQFo2IT1VzsyFC86JLU82SB2ECNFi2ZM3YNlSsGJ5KOY3AmY3SLHI69f7PM6HeXsSO49t0251vz+D19aBFW/dAWa3t1llcOmNw/4iM//SnSesrw1hg8jbINdiNiUlc0H5bnt2Lp7G5d3MHquZQuih2Z183I74heTTvq0CowKcHpb7tCeu9AilkT0pyifbMHxuANDH4XipsGv6Vw+9LB2VHG4EyV/Ts8Cjsp3iCje2uF3jEfe6IZHZf1Nj7dJPPB78H+XQ71VzPR+M6oKXlFLtL2RKD31JcZXlyUZqF4yRFy0JxF0Ja9GM8lJNPlfIMcM2nIvHSwbDNcVAyOKsbLmtG87NdJXTE4FhC0YnKtlPJqTFxWUuCmnZv2LOy9Du61Pdx2iEo1+c0xwUHM9Q95kGUMjgREzQBjW6TVgLQavO4S/6aCK4NTS2bpb/0S5avCuPO6MDilqb0osMMNIWNSEOigf0pMnGcetxktKXFM0GKqaiWGwYrL/ltT/HJE8XOCBRpboAM7lAM/XBBYQbvSHdUuGqKy2EeV1kRP0n3rBGctIL8j1N7ahSEqEghk/QNV5p+MSIs2vaMOxoHihqZ3Qu4XR/79DtFKDeMowqaDM5EBelSxKK0lxBWb4aJF/UJC54xL/5aUb7n7PM/+3p2AzC123p9Sqo7p7xfwqxG5R4okeaHllq9nbHyLRIPYcyFpz2fp0yKgHC7KPCItyGdZ3NZ0v2+I91CZwQmDSmDmeegfUVQvy9Wxd9LCnsB40eD1xGap8uqQuBHg9mKJuck59E4EjJYUpTVD7YUuSTXA6UVY+x1MvYwaTsC2MJ5LMltEZRp3o4Mp+EQLZcJZl903G/yWhTuAqAm1C8IqCzoZXluss9x2SFbwiKuesFNbGm8gnV5wEDNc9olLivJayt7dDn5biEhJXmZxIkAVCNiODIMli7Qg1mDalpvvpC7flZUKE9PriQuN0jI78dsJac4m2B6hjOHyh6s0XpCiPPcnl0jOLOH0I4xj8Zln/+E3FFzprwhcWdiSG7m2ZT3UX9FgDL0TAkdlgeyJ4emUwtyI8VqJ3LYFb+phPV4BhKTRPypkle6dCT/0xqf4wq+/hUlNMTghRdOOwPnWFr1BjuDpAsNjGitVFNblUjle0phKSuFlj6QskCZA7WKG1xVW3c59PjPPJygN3ZMuhV0hUo3n1OF7xzM2uYMbPpcWo3lx1Civxlz7DhfjGsoXbfpnM7x9m3d/4Mu81FmQ9/+refbvgQ+/5xE+duVOxt0chVc9RmcSCq+6aFegXLeviI7EoBWzDwtpbDQnEHr3tpTGYo/kcw36t6QUrjvMvXuD1Z0Gs5/wSXOK3knpgEbHU+yxRfF4j367QP1xDyszU39JeSavL91VXILoLUOqf1aQ2WHLUNyICWdd/E6KcWWt9o84uEND/bk2k6Uy/t6Ig7sqtO7VFK/ajFZEH5ffE5KLMzHk9qRzzO3LZVZp6TTtUNxP4pKiejkmzYtpud8zaFuKG8gF0yhpGoK2dKS5luHgdghar818g5aQm7wh5PfkQn+DQDJa8ghaKXakBbrdH5MVfYkwciyufafP4sOaoBXh9COSmsAOrwdXflN1cnbXonxNvmi/IzZaM08rvJEmnJUPzp4IMyiuQH7TonDFYbgseittwx/8d/+M9s0u3dMeYVOx9CmbyicK+H1NFkiBvHHwN19Oye0o8tuw8rmQ2ecytC1zheWHQnFVHxjszQD77ID5716ldY8hKfvEM3msccT80xFub8LBTQ6DkwKhli/2qF3MCO8M0aWAuOIwmnenGXSCl2c+9I+6DBfFMLp33MWZQP6aw8b7XPy+we+LNihfDvnIqacIahP01QL9kxo9tenZeqdClRPsuRDrcgF7YFPYDImqFpMmTO4KxY5pFg5usYhWS+S+bQ93ZUhaT4VxeiC3tc5N1iF5QKVyINqRYTKfwzgK7dvEjYDxnE/vtGLSNNSeF42ecS2sYSgFrj8iOtmEwZCsmiMpO4RzAel8laRRODT6PfqJ0QnUVwAAIABJREFUlMpVgzsWXZ6x5DvUNkxmfIFUygFxzSO3OWT+8R7aUWhHRP1JySG3n4oweZKx8FhE5ZqQKbKcrB9vaHDH4klppYbCnsHrCWTnT7P3lJb5buYplDYEF3fIb0f4nVRmfnGGM05JqwHGtVl4LKP2/AG5A832953GijOSaoD2vvGmA1YihIrRlE04OmLw+lKg+0eESOCMBU4br2jQitFOkfymMJKtxysMT6ekORg3RfNU2NZUz7l84g/eymheitcNeM0dGqIvNGn8hzzFLc3SQ9LRDY9qKtc0xjaUznmMjmbEzZQf/shn8R84wBmJ0/2k6TL7bIzKhPCU5mHzXYbiVkJpQ+B87Sjy+xn9YzajhWmGXQz792Xs3uMT7FksndynfzYj2LLxO3D5F27C+7U63q/VmVQV9kTx0effzOlmCxKLe77rPMsrLYwD3/v9X+Ts3at827c/ickURk/zII0hnAX13jb22OJgp0zUBLuQ8P0/+BDvmr3E3cc2mNQtxrPCZMVA6aKDzmn6OyVy5YmkpCh1qHcdLQjDO5wF770tFn9XDn2/K2s3rjrSeZUdtCPM4OJWRn43YbJYYjznMDpWIpxRzD4hFnWNc4raRZktSj6eoX/UI5xR7L1RoH6/q5l/Qi4TZnruibOPzO7yuym1V0NmnhdiUVSHLC+zTGcE1SsZKoPSdTGKMEouLXFFLpVxGbqnxHjb2xsQVx1K18NDPZzKxN1EexZOZ4x3dY/jfyIduLvWAq0Pmc6vu8b/+rfNf76XscQJofliQjgrtjLahZ37JUEgy8kBnBSELuyOpcXP7wgUM7o35Lse+VkJe3QFkumesZg0FP0jAqWkBQj2oHxNoCztyYA1nPFICpYMUCPDcNnHTkTwqDJIEpv1ThW3ZzE4IpEqyVwJlWiimTyLj42pvyDdXzRXIGzYLHzMo3+2TNgQ02SVQfeELKKgbaYO3eZwfhCXZF70j5//LPt3g9fPmDQUo4M8v/3c20mvFSUNoJqQFA3DFenScxcC3JcK5Ldh6SEZ3AYHmrSo8V/MSffbSNEeNM62aD89i/tECWVJVzn7ZAevLwXnhnheZgDy8/1WRG61hxVNDZcTsRayEkjqeawoxdsbAaD22uD7+K9sk7WnTv6JoXxuD+fqFs4owe1FVC4OicsOxfUJViIbMM0r6dJy4hVpJQZnGFN4dp3xSpHRkSKFzZjRnE02zeozjsIdG1SiSUo27jDFCQ3BtFPLfIUTarELKliULw7FtHf9Rkeo8PpiIVZai+Ww1gb3uctYcUbtwpik7GFci3DGo3uTYDiq1cUdZtRfjjCOfKdZ4RuvyIFIIZovJCKq3lIEnakIG7mVJ0UIlyQAtrBqM/+IHJS5lmZ4W8zxkzv4Hcjvi21d2BRja3coEJkCctsyN44r8m8rM0xqomPMfKidt+gfsShetwnaRlIDEovHD05ysF2mfYtHXJHPL5xxp4SugLgqFmKTusN4RjH3jNiFTWpyOcx8KRBWCpXzzqGoe/PyDMbVeANovhRz+SMeUdUlqk6dO/bBagv8ePtNaxzLH/CO2cscfd91Prd9FgvDHz93D3bfYfZRB7+dTOdckD4k+ktrbBPNJxyfb/H7X3obv/elBwDovjGmvCpryh0JXJm/7hBsOVhPSiTRpA61yynGgsrlKTPVgyPlLp3TAs/6fWFEqsyQ+ZaQonoJ7iDDDjNyVw7IXW6R302xQ03jZWFM+j2xJuyeEh2elcllbnBsauNlhFA3qdkc3OJiT2SfDBclLcRKDNXLqRShoiPWXdMOLSnIurCmgcQoMVweLxmcUNAQKapCsMm1JN1DDcYErRgrzg5DVf/8K5kpYkpipJnbnZDN1zD2lM35VcDIb8xd9xVeSkNhUxh0mQf7b9LYY4uZ0we0LjSZzGRYkc3yZwfY3RHJQoW9eySoc+VzE+InckLgmBOobbgCc09pMk/RuhtYnJAOXcrXbA5uAyeUCJn2TTbukEOdSC+0UKmisAmFXekA9dgl3AsodqCwlWIlGjtMad1V5ul//Nvc9ls/My2qiuaTPfwtRVrLk+UctO3ihlMM/EAKiRtp3GFG74RHYctwcCfoXIa35/AGz2PmOdi5T76+1Z/4ZW79+7+Jnch8rXDZlyFx0SKuyC2qspoeMpuGJytsvk/j7zmU1g27D2T4Ow5xTbO3XeW2t19jpdBhd1Lm8gun2H1rjeEyLH8hxinZFPYMG++ypQjk5Z6UlQKMY6FdxbhpMzhqWHxEo7TB6gxJr63hHFkCz4Nen3RvH+fkcfSXXyW/skg6WyY+28RY4PYSkrLLpCEWR82nDkgaBUZLPsFBgvOll7CWF+m9YR63GzK+cxmUuJ37Wz3qaemQmTWesam+MsbpjrGSPHY/pGwrhks+Kw9GDJd9xjMCE+d3ErK8Q2FHhuBR3RGNVc4maGvsSYZ/MCE5PkvmL+AOYg5uK0pSdgy1V0PsUUxa9IhuW5FkhZ02ybEZUAr3kRe/XlvnK76sVG7VB7dKwnZShPyPbrJzbY7iZYHmMh8azyvyO8Kw655yGR4zlC9bFF/0GHxxiWJP0/nwgODTFapXYpKCjd/XDFasw0MoroF7a49RLyBoe3Rv1qAM+cUh7bkCBOJv6Q00pRc9BmdT9sdFqudcahdjspzQ14eLFnPfuc7O+WWqr4hFXXKgmH9iiLEtci1F74SH35leUBu2dOY9Q343ZeM9Dm7PJp4VIsX2/R4/fv8XeOjfvIXPf/a/P/xs/vdX3s1vnnsPWehw9RUxqTbiSsbOnAbX0HhBiBqThstwwZoe8uAdWERNzfGje9zbWONHlp9gNWpyrr8MCuKSICnj0zGV5zx6pwU+NI5cwCtrhrBpi1m8K6L3Y/et8dzlI3BLhveUZLfl91IwhuKzG5hqkWSmiDsUre7O+xaoXo6JqjZ+N2OwMCVzdFKCNoDLeFacn+Yf7lJaDSQ5wBNiVpoXzWLt1ZDRkk/1YsKk6dI/5lJ7dYK31iZeqWMsReVaRlKw8Lsi4rcyGC5IR4mZQtWJICdJUbSNzliSDNxBRnxiFndf9F0qcEBJhJnSBrc9RvvSOFiJxh5MSKs5nEmK2/pzTulf4fVNNZMrzKyY4z/2iwxvi8ld9oiaGl3K+NF7H+Njv/dOtC+wSvN8TBZY8Hf2aA0KJBcqLDyR0jkpN7nxoqH2sgxch8vyYWv/NVuvxvkEO9HsvsGnck2jXcX+PWAWJui2j9u3KK1B7ZUJoyUfpSUZ3OtDeS1FpYaoamNHhtbtNo3zGXs/MEGv5vF6iuoDu2xv1TjxUUPnrI/KZCHbsSTxxkWBxuxE4neynKGwIUPiwqYM0EGMY4sbhqf+4Be5/4d+AxQUV0NhInm2wDsNh8JmjJVkdG7Kk+bETSJcMGAZsrwmt+EcDsDdEZQf2KPVK5Dt5iheF12LHcm8c/a5CYMV6WLtSODS0vUxxrZwtjokK3V6J8U5orCbkX/mOhTykGWki3Wc3R7JYnVa3BVWZrAnGe52j+hoDf/aAbpaYDKXJ7fep3drjcGyUL+9nrDTkhKk8xH+qk9hQ+JOrNRQvjzE2IrdN5UwDhR2NKXLI+JGQLDRQ4UxxvdQWpM2ihgLxgsBxdURacnD7UakBZf+iUBgpLWY0ZIcukleOvji9SGTuTzOOMPbHUjw6nDC6PY5wrqNOzJUHrtOtn/A+NvvofT4NbKDDiZNsHI5PjP+6DfUTK7YWDG3fOgXDu2zjC0zomDTwRmLdrRyUZKf7UjiUUYrwvDzeiL6tSeGwRHr0D+xf9QS95JpksCkphitGI5+MiIpOQyXHIqbKf2jDv23hATnc0wahmBfGLB+Vw7M7im5XGaB7MnOGZfCtqZ7Sg7T+3/yWR78szfg9WF49LW8tcbzr1liKS0HdTIV/2tX9r/KFF5H9lx5NcMbyLzv6vc6VM7bnPutX+DEb/0GtZekSPs9jfYUzlgzXLLJ78oFrntSuiHtwXhRLsGl5QHD1TLlKxbN71zn6vklfvgdjwLwr8/fS/B8jtExybhztzwql2Vd5/ansK6B4YogJYWthPYt0lFmPjhvbVP6vyooLdaCveMWc8+KWYOZzqtRQo5KCorShkibQOD7wZIjKeU3e6SB5L2NZxWDkxl333GNV//fU6hURN7Bpkv5qsiPWvcY8hsyriivxWKkvNFD9UaYehmMYXC6QvH6kM6tZbzBa92cFWl6J1wR7V/O6J6UqKAkP7VEPEhQxuBd3QPHgTTFVAURiRt5rGnmo3t9n+TYjBTDcALaYKrCpfj0i7/6X0eeXLGxYt5473/L/l3iZu5MZMDtdB0K64q5J0cordm7t4R2BY4SQgF0btGYYoaz52LHYuoadASOq16O6ZyWHCZ3DPm9jDSnGC5ZDG+PmH3QYzyjGB3RWIlCZQK/LH3uAB14RDMBvePCNHRH0zlHKD+7sJthRRo70Vz/Ng/tGb7lzS/y+UfuAAsu/8DvcPc//RniqrTwhS1zyC4sr8Zsvc3DDoV5mV+TKfz4SInOKfHkAzEJdsbSVRp1I4pEgVKEdQt/oCm/2ieaLdA/4jJpysGR35bOD6CwJSSL9e/QOPsSwWEcOPIfDhieqhK0IrRr42/3CY9WpUvZ79J5yxLVF9p076gf0oPtiejZorqLPZFhTLAXosYxKs3I6gWhLjd8JjUbOzZUXmijkpTuG2dp32xRv6AZzwgxZnBGQjDDObnt5vYNfk/kACozZLkpjJJC0E6Y1FyCg4So7pLfnrD7pjzFDU3l8VXIBZi8j865JBWf4HoH49nEsyUmTbktZr5AQHYMXj/FnmRkvo0zSlCJRhmDtd8VNq3vYA8mqDBmcrxBsNohvXSF3o/cT+28FMHe6QK5/RRnlPDgI1/ZmeHr8crPrZg73/N3SXKKg7sMhXWLNDddwxNxgMl8Ree0IxKUNuIlmUkBRAn5oHRNKow7AH+gCVoCZ0U1h6giHX5ShNKaZusdsPhF+f294xajaeJB/pLL/NMRTi8mXMpPUwDUlH6uCWckGTopWAyXbbyewYkM2+/UlBcGFD9aIWxa/N1f+Lf8i3/2feLcsqzJbb0mQEbB8PYIBg7F6zYLj47ICg5h02WwIqQqkHOjd9JQXBe3lMKurDntKMKG6PImNUFGrJRD7WBh3ZpqCCFc1BRWLdQDXYarZeyJQvuGlU9nDJZdrMyQBmpKzRf/VzuWYjxpyM9Oc1NnEORvx0hhxsgl7gZxKilY+H1NmlNsP2CovGITdAy15w5Y/6CICkvrmr03KQprilPffZkvXziGiizym1OHpYLCCSWXL/WlcBe2DEFXM56xKa8mjBYcClsJvZMe5WsJdqTxVw+YnGji7wyIFkp4e2PSaoD2LJkTujCpvkbekmIslwS/l4IGb0/OtqRRwO1OZN5mWZBkYEFaL+Cu7pMcaeJ0xsSzJTLfIrfRB16/yH1TzeTQkrYdLhiSsnQkfiWisCFsy7UPFDj4nyKa58bk9g3FbcPgmKF30hAsD8lddQ9vSlHjBnVWPvTiVkbQMSIk7qXsvN0wvCWm8oxP/6iivKZZeBQKGwq/rahey0hreVSSybzFk0Mhv69xxxLwODgKnVM2wX7IeNbl1jde48MPPMYXHrqD3/6ufymbDulEaq9qgpa4qJQ2U0prMdv3TSnJqYQHppWA1huq5B+/xNKnW1Quj3F/eBd3BIM3TNi/WyClsGFP07YV3sgQFyySeo6oKuGqcQWysyP6p4xk2K0KgaT4apvZhxyaLxgxTHXhyt9sSMe7EuDtDUjrBaKaTTSXY+vbV/CGmsHZGkFb3AnsiaZ9iye5cAYxrV5w6NxaQg1GkMiNuXsmj5UYCjsJlZe74Nr075wlOEhxB5DbTSReow71Zx3qFzIWHoXGhZTG8z0KmyFxySbNWyKa1zKontRdRoui1bNSg8o0uZbBTgwX/ukSupgjK/jYrQFuJ2JytIbO+bi9CX43pbAREhdFI+T1pCtP8w72JMXpjLFXt7GGE5hEaM/BaQ05eEMd0+ni9mX+xlvuIr+TkBZc7IMhtWcPCDb7WJNvxBQCMdENm4pg30KlEK6kAlO60Lrd5eAWh8p1jTOeRiadlqKkHUN+3ToscDdeQSslqjkkJRuUorSeULkaU3jvHvonWrgDCaS1I03tUkblnIsxMHMuQTsWcSMQnWcKg+WpVVdeoMDxnEP3pMg/cgcZwx/sg4Lcv63y07/6MXpnDJcnc3zwZ7+IOxR4cbSiqV7WOBMpIMUXfIrXbewJhAsBYdOlcr7DwmMj6q/EfOAnHwMDM7fv8x0/+UWsBMK6on3G5uA20ZKOFoRBqFL5nL7/nV/infe9xPCUrO8bOWyN8wnm0Sr5LQu/rWieOWDznQ7tN6S03pZQ3MqIy4rRkjokVt2IiQpvDyXZI5XP/MY/aYDoPKsW/aM2ScEiLis6p222327Ib9iH39/We5uH4u40p9DllPGi4fLHTtF4xiG3K4W9+uqI4qb87dVLCc2XErGsK0u0UedWTet2OT+1b9E/Yeiedpk0XKLjDQCi+RJKG+KZPHrK8vT64sIiMKVcwPOtTLriUKMSfVjgANyDEWhNWs2hugOwFWowxl3dx5QL0sHW8nh7A3LrPdJqjrSae90l/k3VyVX8OTP/R3+bwqdL+APN9gOGhUcUSU7RP6mIqxle16Z+XuZsk4YinDOk8zHBZZ+gDf37Q+qfDwQidKQ4WjFUrmUoLWQT/8M77D++QOWKpP5mgQyi04LcrCpXBdvHGJKikAr273KoXdSMZy0KW3rq+p2y+q0uyw9lTH6mww8dfYafr13n/Yt3Yt15CwAH91R46ld/h3v/x59BZYbeaUXlksEbGto3WdQuaQ5utVh8NCF3fgtsi+sfWaG4Id/baFExOp7gVyKMUZQ/U6CwN91ovoUTaexQH1puaU+E0aMF6ebcEVQviT/epGrRvg3KV9TU7kq8Md1+wuBYgN+d5rldkg4lXMhPPfYU+T2xwnI7Ee3bi9NuSOYVdiSCz/zagMGpMlHZwu9p/GkRwYLMs3BGKf0TAXFZUb2S4nVi9t6QJ3dgKGxMDs2OvSu76EYF49uilSm62GHKeCGg8uwOJudhAo8s50ihiWSY7W90Wf2eOZa/MMQKE6LZAvYkxTgW1iQjLbl47QlM90Ra9EhLLpmrKD2zAVEEjRo658otM9Vw4TJWaSoYqldJZ0qMFwLcgRhGFx+7Quf9Z6g9vQfdHp/a+51vqE6u0Fwxx3/8Fxkel/iT0bGMyiu2CMFtkQzYQ5v8psIbwnhObvgqk67NCaH/lpC5P/WJyhal9YTxnLiSlNa1kLNs6J62Ka0LizWsyzr74Due5dHffSNxSTxA3ZEYkMdl2VOdUzZ2IpdZdyRicpWJjKV5LmH9W20+/K5HORNs83t/+2/whc/8/f/o+W7/xd88TJ4A6bgWvwj7d0tcU/18iHswYvP90u3kWpI6MpmBmbt22d6pUnjZF0/PMqAE/izsZDjjjHBGOrJx06J3k3g3nvrgFS598iS1S5ruSSHW2BOYzAl8O/8lQWvCGUVpTeaW1asZo1lbupYAhkcNupYQXPXwu9C9I8Ee2ZSuSrFXssUpbYiBdVwRFnRhJyMuW7L3JgZnLNrC3ilF/YLBb6eHnq9G9OhCtGlnaEcud35HLmPhjDMV52e4I0FkRDpjiMoWuQNN8XKfeEYqurc/JjxSFBTJcAgBAxhLkQUWqW9N97Gi/FJb9LHGkFXyaM/CijKcdUn+NuUCajAWwolSJPU87sGItJojrnl4nVhYlsCnVv/5fx1wpX982az8rV/i6JvW2f3kCsMTsiEnzSk1tSzQZNCehpn6oF1DYVOiUkaLYmpauiYRFUlpGmE/koXrjMXs1x0brETmPOI9OIU+Y/HEC9rgjYShZGyFO8yIqjZhQ1G/kKC0IQssuicdogZUX5WfVXt6jwv/QG4913/slw+f6wPzP8vG3zxNcVvMYqO6zAe9gRRVZaD2qlhohbNiL5X5Aikk08wrKxYtS34/I3MVScEivyfsrNGCUIslukKKubEUcdWWLq8kAlSVQuMlzcFtFvNPpxzc7FC7lDFcEDPs4pbQuN1BRrA7Eqiw6BPO+vidhMERH3ekKWyMSSr+IQMyLtuUrg4xjoWxLZKig5UZMtcizcuiH6xIOKnXE7jLncbjlDYS3H5MOBdQvNJDxSmEE9LlJlnOxhkmRHX5XUFLtGiZbxM2HfxeRhpY5HcmuPtDslKO0dEC+Y89gXrT7aAUUU20Fk6Y4W10YDhicscR3F4kFmSBc2g+7XTGqHEEk4h0exfn+BHoDcBzZY4QJ6hiAd3pkr7pJnHwf/YalEvi9nLyGJ+69L98QxW50tl5M/MzvyzsRwUz791k45kljGsIdhXVb9khTm2ST8wcOqGMlw35DXVIwhgtC8oxXJKuwNhibzVYsSivim1aWLfIteWgDBtT5mMg87D+Efswniou24cXVGd0g2WY0b7ZJpyTNID8uk1+T8YBuZamfKEDwKde+Cf/0fM98Df+VwB232iTFgzGNhRX5feXNsRVpX2zK5DZUJw8kmqG07clNVuJDZwUX6i/kjKac2jfqfHa04y7HYEx7UTgx/GMYnRM7MomcxkzT1m07pbfq21hdQ+OvJaS7fWhtCH7Ni4LZDlcUliRkHWiuZTmk/YhXDlpyHu8nszErUw+CzF2lotvfscwqavXBNtaRjRKC2uTzNA9JaOLuWdSChf2Gd46Ix3YtCYkRQtnbPC7EnfTOe2TO5D5dGE7wd8dg3VjbqZxuhPimTytOzzqFxK0Z1G43AEN0XJZCEjTZ7jxbyvOsMcpVhihBuPXvjhtwFKky1My2loLU8gTLZUl7BhQvZGQuuB1xwDfXOzKRJGWM67vNrEaQDFl0rQJ9qUQlNY12+/ShMuK8mKf8cs1VKam+W9Qum6k4ysL1bf5kszeJjWLJC+GzmlO0TsmG15mPLJwci1R5PtdUFoElINlRVwBdyiO4u4I9u92mXs6pn2zMx2aC5uosKP5xBf/GABr/uJfeK4rP3da/Op8weeVkcG9dkS4nNvXuMOU0ZLPwW3QPCfmzWlOBJbBruiP7Mhgh5rOKY/mS4KFxiUHr29wRylWYnAHMVHdJymIyDxoG8nicsUtfutdBoKE1TmL5lOGwZLojIrbGXZicIcZWWCx/v6qeNT1RBzvhLZ4+w1g/X0lrAiqVzXKaHL7MXEtwGuHkBnsyMIZxlD1SZXNcMkm1xK6fuYLq2q4JEWvf8ylsK0YzdvE5RrWlPByw0C79nJEVBOdkNKgooyo6mLHclN1hxmj5QC36kkoZmaIP3AvXjcmrnr4+xPCxRzelR5mr4WJE5xhgjVJIcmIK2WccYp2bVjfgXwOMxjiNOuyEQs5gWDzOVS5hAlczO4+3qUd7OUmVCukjSKOOkbaLMGl/5I75qu/tFFkxYzRKfGinFVG9FtIMnfrS/MkVQ1nNNo3OF2J3gG5hPk9zaShBOG4llG4OhAXirxN7ZWMwRGX0nqCnpNYqBsJ1saGwbLMtvJ7Gnes6Z5yKexohktKBOl7wt7tnLKZfTZhuOQQNixGxzPs2Ca3b/jhf/RnAPzs2S/8pc8XF6WT8rrgDhThvBBP5p6Uw7t70uOe73+J5//wNtGGHUBwywDrQnVK7pD8x94JCQrunHLAQmZt07mYaNTExaRzk1yoay/aTN7bJzhXZu+tCSjo36QpX3DonxCNaWFb9rg9gYObBWK0ptR67d4wgTcUrjlY37fPrY1tPn/uFgpXJUFB1yVp44YR9nBBUdgx+G2Jg7JumGI7co7FZbncd086FLY1vdtk1h2XbZJ758hcRdDNsEPRn4ld2DTSaMEjKQgrtHJNM55ziSvlv0Dfd8oOdqiZORcRVV2KV/uo7pQxqUtykTgY0z9Twe/KBdy7uge2BUrgTd0oy0UWwLZxNlqYcoHRnYsUXjnASjRqMCY50oRa/mta41/3IqeUsoFngE1jzIde771WLsP4mnplSHJ7yOBCjfJVc2iPM1i2cGshuSDmZP2ALzdKuB0bK70RQCquJ34bZp7t0T9TYty0mMzIYgibApOVf3CH4R8u0bkZQLz0rAw0huK2fDnaUcx+OWP3Xo/8jnj+9eehsDmluUaSXccUDti/0+b93/MjAHz2sb/4XBf/h1/g7d/564cu9X7fZ9y08XsaZyw3YZVqrNhQPy8ZZZOaRWlNBtYoCNop9kTjHYypXrVJ8zZh3SK/nzFcdPB78nfHVelccvsxpasRvbMlgoOUqCIpy8Y15FZdotMTumcC3BFETU04Z5PbFXLLcNGi8bKEmCoDwX6KsS2WHuxgbIWdFHEGiQRQ2gqnM8G4NhjD6Egev5cyXspjbMVoXggjTqjJtTImNRftKSlmSuJGOu+xKF+SuaEdGcYzNm4oTL7xUh6/naKmjuSjRZf8fobfSQhnPOKyRHbktkSnZ1yb8WIOlWnyF1ukcxVhx5Vz6MYJnP0+Vmsog2/A68Vkvo3bm5DdfAxnr4dSCj1XY3i8ROnBV2STztRQY/HVc246QVLLE9U9iu0R9iiCcYh1bvuvZc98tddfZU/VvRF3nF3jvvo1AB4/OMHwtEBjuppgdV2O3rbFt8y9Sisp8sdPvBFaNmleDsHilsbrORKLkhii+QK9Ey7aFlLTwpdSOmfd1+KMOrDzFsXs04bShpA1cvspk6ZIN+xY4w4t7EhIKZOmxMmkOYHH+idsrIkQkowNNvp1P4vCjlz2/J5L/6hF/aWpFgyIyyIdee7/vg2FFDRvCP4flRnPiPjZHWnsKKOwIxrZJK/IAkXvjKF8WeENxV0nmxaolQdjesc8nIlh8uUydgyLK222LzcxnpkmahuynCGpgJUonKHIfErrYiw/npHLa27P4IRTkf5DMzylZghyMu9beiQWAwkjLGsrEQh5tKAOmZEvdeETAAAgAElEQVSFjam8oa4YzyvGR1Ly1x36JzXmPT3Kn69R3JJRRVy0KOwkh/KBpGjjDjO6Jz3iEx6Va5qgk9E94dA/aonOr5NIRM6KR9hQVK8agqst+ndLkF/cyONn08SPnQFoUGkmZBMl+jxTL0M2daaZKZIWHPIvbmFKedJKgKkGeKstCudGh9+pKeVx+hFqGIJtf9X98I1APPl54MLX8sYstbBGNq12iV5HImd6HxwRLmrCOfmS9Vqe8StVdn/rBPUvOxTXFM0XQsIZiU1J8/KPDlwqL/emFFtonI8J52DtA4rASfnuv/c5soWI0pqmd8yid9She9Jh500OvRMOk5rNpOHg9QS6HJ7ISMsZSQnW3h9QWteUV6WbGK7A0sMR418ZMP6VwVd8vrTkMlrJMW7akj83L8VK+5Y4guQtmRF6U3LKlT7u2Ihb+6UD3HYIWuP200NIMmyKlAEgCwSmiao29ihh6x0VkoJFOOOSBjJvcXo28ZkQa8cnW5owPpKy8umM5betU78QkRTUNIfNiMuJp8BSDI569G6p0D9TFtJALN2n344kpj7nEC4XMZZC2wJ5RhVLAiuROcyk7hJVLeKCUNa9gaGwYyhfshgv3vCeFAs3sfmBNCebMgsskqJN7aUho1mbg1sDSRwYaNxBSlr00L6DilP8TsJkLsfO+xaIax7uQDq1qOmjK3mMJ4SJ0c0zWGGCuz9CJRk6sBndOgvlIlZnRPnZLVSpCIuzcG2D9Mp1nIMxar+DSjS9YzbGs8lKAbvffpz03pv+/++Wr+31Ne+p1NhYyvB7L93P53bPYimh18/dtE/5eR+M4tqrC3zyV97Fnzxyr8RdATMvZMQV6Jx2SPMwnrEZLDo4o4TqpZhc23DkMxFRRQ4h7YB9c5+kDEc/mRCXLcyPtth6wGLvHo8kp6YELovSZoY7gvGxFB1IV7H+QU3ntI3bh+ZNLUbHMpK8IrASghtV6y95DVY8+kc9krzMv8KmkGy0q9h6hyAg43mma0VGFsMli8KO6Ez9VoS7O8RKpGOyY1l7hVWBB7snHAbLsgadsWHSkETuSUMRzmsa79tie6fGO954AeVqPvzhB5m5fR8rURy9ZRtnqA69H5O8oBO5lqG0Lpd3r2dEOnM2wSjpSHMtGC0IEzj1pWMLDkR4PzqbUH/WxRnJuKZ7apqlN4byBbEeK6xbeB+vMpmRxiAuiiFG+2YPMkNUcRjN2YwWXLH7ahm8QUbnjCPI0oGwIqOKIwbs7YzmizGZq1j73kX6K5boY1PNZKFIPJMXJyPHIjpSBcDfkQ4vbuSJZwVTddsh+Re3wLLJSjlUZvCuT1M8pt3c9Q/5pLU8SS3HwdsWJNGkXnjdNf51LXJKqWXgg8C//Fre77XBmQ/xLwVYroa39PixW77EA/e9jDtCEnHPdihfVfROWMIkLMPOm3OkRXFHye3C3FMjrElC5/YqveM2mQdh02HmyxqVKl7dnOP/fPjdOH7G8V96RbR1C7JoggNhLQWdTJiAI0NUsgTDb4lDinbN1AYKylcVSw/HZL6F85sNHnvvr/3ln0ViaN3qcXCr0K3TvBwMO/fZjOYE0tMOzH45EUNcS2Fsm1wrwRtk6EoeaxiiBmP8tTZeN8HvacrXI/KtDCvRaNcitzFgPGux9+YSk5mpX+M0Q6+0CmZxgs4s3ONDTM8jt+mw8S6Hay8ss/lOn7AuN8uDW136Rxx6R8V5Is0pChsT3PGNmCEPFb/WhWa+jd+KKF9o43Uj+se8aVc2ZZU54A4y/K4md5ARdBIql4bk9xJmzoXUXxbtoWT9Tc2aZyy8nuiA3H5KXLIYr+SxsqlR825CsDfBOAp7kqI9m7iZZ1J38Q9iGi+FuP2EzLPYua9A/rrEBWWlHGhNsBcSzcrmVP0R3rV9/D97BrO9B6MRZjAUm7J2HywL59RxkrkilIo4//M+pfUMFWc4r67jDg3u/ugv/e7/Ol9/1T012Cmy/tGTBM/lWfvyEqmx+PG3PMIHFl9m8tYhuS3F7betUv25VWovW1Quq2lsk01uT6j2+W2oXI+pXItJSi6jBfFRjOou3kDj9Q3+fW18LyUtGNo3eXTPGn7s2OMU1wXec0Mj4ZjDjDRQTOrg7TnkN21GRzOs0CaYGiUcvNSkcl722v/xj76X/+b041/x+byBeHJGVcX228Ubc3hcEJCFR2A0b1G+Kl2cExq8gaZxPsFKDblWht0NSeaKpIGE6EZVGSmUNiVRXGUyJpnUFP2jFp0zFt5wela0LDqfXATg1c4sP33vw/z+y/exUOxz+u41+lHAsXesMlkQt6G4DGFTZmpJTk0tCiXya/5Bh5kXU+qXUhYebJHfSYQcNtaU1qVK9o9DsObSuTdmdEwsz8rXzZ8LQDUUNzW5fbkY2xOBMYeL4inqDgzdMy5pXgh5pbWIsCnP3LrdlRiz9UwivHIWQTshaEtodFR1cEPN7HMx5XWN109xBjF+KwQt6JbEwsu4J60EWFGGf2kH/9IOqjdC9V4TdtuDELQhPj5LvFghqefZv8PBuAanG4qTyrUJ9m4Pe7f3umv86w1X/nPgl4GvyZ5du4rmv8/RPQWFJ/IoAx99+r1TUojQze0n6zh50XcMF4QS7Y5At0TZb2XQuTmP1zcUNyKs1MPYskDdocy6jswdsO1XyC6WuFicIXzDmPecvMgjH79LjFIdEYXmLu7TO7kkAYPLgpOnJRHKZu6U3WQM2/d7BAev81w7Z0jzP4UzAX9VOhhvINEapesCm/SOWxS2p7owXyyrvKLLpC60Xrdno/I+amRgOMLu56hc3WV0zzLOOGNSd/F6qQSWZmJCHbQgKQqEe8Ov076eQy9HrNQ7/MBtn+U3/vC7qV5U9E+IQe/4TSErf+DQPyq/t3w9RhnDcElMktPAQjuw/S7N/MNFgoOUIBZCgfYt4iM5nIlsXO0o6hczhovSuaYFEdZmgUW/6lHcEIdylWpxI5m6yztjmeUkBQs70ZLp1vRwx4bBso07NNPCnhHOBUIOaoekMzm0LXZo1iQhqQS47RCnq6lbJVQY47T7Mni3LFAKrx2iekNMf4gejrACH5XPoXt9dDjBmW3KPK6Qh9EYb8Pwys/NcvZDL1E62hFGZr0qxf+/zJXyr7SnMBB0NXasaL6Qcjk5xrXJMSZLKXOP2pR/fI0Xry5TPO+RH4thrzXVafVPa3KbFk4I7Zs86hdi7Fjs0OxYk+YFrs48Rc5N2L7aZOEZQ/+oQgeaXz/3XsojDmUuRoE9SXFHmplzGb0TLp3bM9BgyimThjANUTIDdEdQvjp+3ce7IUwvbmucsaAA3sDg94ToUdgVS7fxgs14VuGOFXHJZjxriZ52VMYZJpQv9giXiqjMMDji4fcE4alc1zgTjR1Z9M9oildFZ2iUdE8oyJUm7F5swgr8vTs+y7/46HeRFCEpab7nnc/z6to8ViJH8fi4kEzsWODg3gkLpUUbGlUc7Ilh941NStdvBCrLJVFlUHtF5m72ROQ7w9MJKnOxE8R824HmiymjBQd3mNF4yRBVLAq7UtyNguJmhvYtrMQibEpMTusec/g934ipMlO/yKTo4HcToqp0luGMizPWoCGp+viX93CcmhSiNMVDfDlN4GBvTg9FS2GqJYxSWAc9TMnHeA7GUTiDCKvVI5utceyPtgCIV+qoaTK4Kb5+AgF8HYucUupDwJ4x5lml1Dtf530/BfwUgFOuiZfi81P9Us4iLlnM/MR1tv6f4yKI3tFM6ha5dkbYcAimAZALT0xICw5hQyy7QFHcCJh/tEda9jm4LRAm0lLItfVZLC+jtAPx9gz6lOZLT95FsWMYLSjKa0a0Im8Q1/LhkkNuD/qnDMYyRCsJ2vWk41qZ4FzKMfs7T8oD/W9/+XM6oaawg8zgbEXnjEv1inQnzijD7wgTMc1bjBZg9ssZ6+8JsCOoX9Boz8I4AY4xqOEItboFzTpWpOme8qdZXTbufIPq5YT8vhxAfi+DzNA74VK5ljGat1HXfXZKR/gnd8yjZjT5HYulh8VxYtz2MJamclVcZdx+ROvukmStbWu6pxyCA0P5FYdcK8H/wjmsE0cpbChGKwXsSKQE4yOl6c3YorCd0Tth03x+TFT3GS6IGXVSctCeJn99hLPdJVmukRRdnMjg9mL8jkVUd8lcC3cg8obSekYWSIpDVMlRvh7hDGIpWkjn6nUmWBt7+BtAPo8p5chtDoiO1dGORfD4K5g4wWxuYZSFsW3UNJzRmmmgd1voOEbZNnptU/77wpxYlvUHnPkHO5jTx+DCZdTsDHpzm5Ix4tLwn/H1n7qn+kfls2ndI3NXlcAP3vckH994K6NPHCE/JUHcMFu2YrksFlYF1jO2Yvc+Te9Wi9yGw+wzMo9VekpU8hz6X5gj58JwQRjQ5Ys2TligvBoz+vke3kcbGEsxnncPwzXL1xLikmS42Rty8GceokVLFTf9duerfiaVa6JjtUPN1jscFh8ywpp1FeNZi/y+/P3OUDwt/z/u3jxasqu+7/3sfcaaq+489e1RrdYsISQQAjFKIGxjggdYjp3lt+K17CROnsEkDnZiP3BwCA52/N5ykmU78YttPGFMPPCwICBAgBgkJKTW0IN6vHPdW3PVqTPt/f74VV8hsIC3npcNPv909+1769Y5dfb57d/vO23eqZh5VJjE3jDH+FpkKJ2I4vkO45Ua1QsJuzf6VC8ZhvMaqzW1CxmlLY0z0c12jrqoTM5VfbqKrcN//7O7Kd7QYnQ8wb/kUzul+c3KS7nj+Dm+cuoavAHMfF60rINFh95VltmHBMdzYnEIcS0cuG9I/0iRoAv9VSGqFPcsOy8xlM47RIsGryvFKOjI8y9alg3J1os9Zh8V8pg3yHEjw3jKEcxzR8a+ImZX+K2MpOoy9ZgI+dOyaCpFpiCl44qPrNeX5IDi6T2SpZpsFHOEIAI4mZBJVKePMpP5rFb78gDV6YvPshZdnAL0VzUGJnTQBR/Vl+BU66h9WcE3O/4uO7k7gTcopV4PhEBVKfV71tof/upvstb+BvAbAJXGAZtUFP1Vl+qVncwYBr98gPgmJtouJS4eViy8lLFMnTK0rw7x+xZ3ZKme07RvyXDOuKSNECcSfU7lAuxN+/z8K/6Md376e5l+Iiaa9fB7wqLUuYzKxnW170LgDaXdD1+6x021Np04ZBAHtHdmyUOL2gzxb+pg8+cXAt/yS/8E54BQqhtP5+xd5xF0YLjgEs1C2ZVUgsKbt4jfv4A7gt0bJOolaMlutXwhRW+3xRanWkH1+pDJuLD2TILxJKvJOHJNKhdGxDMhzignDzTzn+8SzxZpnMkE2wOyhwKGKx65bxkuuIynAS1EGp3kOOOMpBFSWctIi5rwTJO5sdh61c7l5IFCryxBt48qeLjDnLAZYT0HHRvCocUbaunonkoxvoPXT6msaZyxwQQalVnGy1VhZ1kId0aMVkro1JAFDsFeIokEgSYtCjGgvJGRrHgUmxlZySWtuIJTZpZgZyi7wGIRs9NEex6qZyA3BKMYXIftP1ii1awwd79H4wOPoitlsp0mTr0O0RhVCLG3nWD9riKr//lJ8msPMa55+B/5EqM3vYhoWogxNe9qkqKLD+TnL+JMT/1Nr6GvPf4/r6nCwgGLhcKrmvQ364R7mr1bMz753pcQNGTsVtqytK6FH3ndp/jA772CyuWJ3+sLwLjCMqyddugftiQ1YfK6XSEbJVMhgyWRFlQuGYo7KUnFFSPvxEpsy+dnKRct5fWMpOrg92StNG/0GN0wZmG2y+bFaXSk8fc0euTgHhjSvnn6m16Q3Rscpk/mJGWXqa9oeeDPCbYVT0HvKkVxTTG+bYjZKFK6JF2iBIIqwnaKM8zA1djMSBL3XImZxxLygqa0De5YgnjD3YzeQZ+gZ6idy9CJwXpCWPGekHPKH6ziz4iXZlIFjOLBx69iqilEDCeB/rJDadvgRjIqdEfC8M5DcJuWpO7jjgxZoKmfgeJWhgk0pfMOSR3J1exYqufEbUQY4ZpiU2CU7dsdZh8xNG/2aZzOKO6k7F0T4A0d3OGk8DUcjC9jzPGUorRp2L1RU+jBYNmjsJcTNzyiaU31ckZWmhBABkOUqQLgtp4dzz/1MwfwO5qZxwxhK0XlFpUZ3PYIrMXWK6SNAufe5HPifWvYSpHh0Trdwy6zj45BQXSojt8qEM8EBM0Ypz96ruzgeY5vC53cZNf59m/GBCvOHbDHf/tHcf+0gffmHczvzrHyT87yyBePUbqs6B8xOLFi9a9SRgsepc0E4yiiWY/yWsx42iOpiGlxuGdxI0P1oXV6t62w+RJF0FaM5ww0Ehb/zGe4IDu9aFrTuTanela89JzEUl5PaF0dCFYXWvKygRzmjrQYxj7RxQrhjqZ0Z5P2Y7McfofgBh8zH/hrz+3Qr78PJ5ZdJIjfn8olgn44L2auhaaQQ6wD1fPyd5WL7U/9mYzi5QGm4ONeamIrJfAcjO8SzxdgYn8lMoKMpCZdbWkrwx3l6CTH+Feywxx0ZggutBgdnyFuuOSeSBzyAKZPxhhPkRccSud7YAx5OSSeDfDbidB8JzRg64jA1brOhBLtopOcpOGjEzOxAMuJ5gMqnz5LdOthrFZ4wwxnlIqn5O6QaKWK30vJSi7jKRe/m4t1WMMlK+h9K7PhombhMx3SegGvE8loqxLgdsbovS6kKRQKmO0d9NwMttNDzU4LaWRuBjsckQ9H6DAApTAjWUROpYK5+hDO5W0IA3E8WZlDxSnWc1C5ZfMVDSnELUvlYrRvMuvtDshrRdyd3t+aTu5bXVPh0WX7k3/6Uj7y+y9m+f4+7evK+D+0zcbTc8w+rGjearGBoXjB3SdmqImLPOrZByBKIqJ0Zqk91RXXC1ezd52H35XR/WDiXlK5LH6JaQWmnhSt2u4NHrOPpcR1h8GyxPh0Xx5RLMYYqxjulMAowk2HZMqg5mLyts+J/9rlr77yi897fof/r/cBMPclxWBZcPL5L2dEUw69Qwq/B70TOc5Q4/Ul9LO0KWLl8nqGG01iXzIhWl05rFKi8cxh9zpXctkc2QwXt4WokfsanduJjtYl6GToOCcPHbZv83Fi6Urdjsv0SSss54ZL/St7ouFcrLBzi09p0+77cioDhVYuY0Oks7Ja/mzdKInjXmRJC4q0rPY7QCeVKVc0JSbQ1UuSMpB7Mhb1+xMDhFARtjLaxwWDc8aC54lNoiLsGMK9hKTq4vdkjfvrXbLZCu7FHShOJDWeK5OLUoG8VsDZaH39hzPp5K4YN7i9mNFqBb+T4LZHpDNl8kDTPuHTOCURWW6Ui7XZOCNuBBQ2BMe77yu/+PdDJ2c8WHx7xukfg+JH5xndZGl9+ioILP5rdrmu1OepRw9y/octhbOKcFeTlRzcsaV7NCCalZvUHcniLG8o4qvmwVpmvqIYzcLyiW2sVbROLFC+LFT96FV97ll9hi89cTPKWJqviYkeCVEGDv+7L6OOH2LtnikGxzN2zk+hKilvvOtLnOwscvrsEmop5r6Nr3ydPu6rD92IKX+hIH5u7QydisFyXNH4PWEZekODVeJZabUQReK60IeldS/gDDNx9G6NSKcK0tbnVm4Ga4mWxXrHOmK3hAK3Myav+ERzvpBeAqidj8nmazhjkS5Ix+qQB+wHwC79PxvkUxWczhA3zXHbQ2FFGTN5wMtC3LirwtwjMSo16MzgDhJ0YohnAvKiQzTnYR3F+JbD+N2EeCYkDxzSkkvx8XVwNMUzCXR6uPUqbr8qGVP9mKxUxmqx7Qo6KU7i0jtepXpGWKx50cPtfNWYMPAxm9uYJIHmHrpUhG4Pd2FuH4dzpxpke3soxwGlcRfmyDa3cJsdsiOL6IefQq+uoIcxRGPsdJXhoTJ+1xK2cwrbY5zWUFKMb5pH5UWcYUI+Xf6208nZVPOlf/NCuA7O/pQL2xA8sMChV6xRvSXmtbV1HGUovjRhZHz+5H+8AjspVOO6rKfRrKZ+NhXbJ6uwusbuTZoDH09onMlo3uTygu96iqf/27XEdRl7One2mQljRlsLRDOa8axl406P6ScNK3+xDVoRdGZoHy9gXdBVy+K126x505RPe4QnC7RuMJz6sfo3PD81E3Pkv1i6RyVSCmBcdyhtpRRaGp0YGqcV1pHinRY1w3kZP46nHIKuwutleC3Z7CQzJWELe0ocWjLL/MM5WdEhCzTVSxlp2cGNZNMlsTkuvVXNzJMancrG7EoIaem8i05F/L13g8vclyzJguBTxlHMPCGFxBnnuN2EtB6Qlh16q8KUrl4S8pY3gLkvasYNRVoRHZ5xYeopyd7buz4gmhHNYO18RvH0Hs5KHa8TkUzLyE+elfJ+3UgSAyTmSjDw6SdSnDhnuOhTaGbEDY+glZIs1fA3uvuym2R1asIYreJ2IpxuRHZgBqcToYYjzEwNFaVi86cUedHDu9gE7eB3ZHOZzorxspMYyutG8LlBRlpxxWCi7hG0ErJq8E3v8W+LTu5bPQrHluzyj79dQjuNiDunnjAMlzRGi/vHFXNZZaGwI0an3gBmHk+Iay7u2DBYdhnNQ1qxBG3F3MMpzRtl9l+7vcn7Tvwx//rtPwFKsXuDJB1bV5hKvUOycwr3hI21e4ul+owWUsYSjA8nTD/giznsskUdGHH4LV8Bnr+LA3j5699L3HCoXIgwgUMeyJx8NO/QuiGn/pQjjME9ocQDZEUhaqQljRPLjlEnYnyKtfg7A0zBwwQeo+UCQUd0LcpastAhaMdkRQ+d5qRljzzUIrquwfSTGaWHL2PHY+Jbj6IySzoJZRwsaRqnxDz66O9sMT40RXh+j51XLFI/O8Z/8hJ5u4uzMAdJArmBmQajw2INX3x8nXxlBj0YkyxUcIYZTjciXqmiU8FI8tBBJ2bfCqi0HqGTfBKUqLCeg9UK9+IOdqZOMlvE240wRY9oQcDoPFAUmul+PpW/PYC1bVTgQxhgu31UsUC+vQNKowshNs/3uzeA/NW3Epzfw+7swuEV1DjFug4qiskW6rJJaI+wmzuoxTnZxUZjkqsWJctuNyI6UBadnrV89Mvv+rZyPFm5vmbdf/WzkCuuO7rGybMrlE/JWnAjGN8U4Z0qMD6UUDzty5htNscZaI7fdpHNDxySglB3yApqP3S4tCVZZ62bcqYOdnCUIblvltKmob+sMYFIedyJ21BxR7pBq6G3qnHH0L0uw991MceGBA+XGK4awh1Zjyd/+a3f0vm96tXvAaB5S0ChKWO/0YIUH3cIU08nmECDEVei0Zy3r627cqhUxo4Y0JnBuIJDOakh9zQ4UlSsVpNAUXHeHyx7VC4njOY9xtOKQlM6fOto0oor2PsxmZ5Ei5I0Et0xxH+oxNyjCVlB1rXKBUdW44T2LdM444mxsYXhksdoVlG7IM+F0YKH37tyLRVpSZjTOhEJRFKR4jmelqzN0ubEhzTQ6NiQ1FzCZoz1NN3DgTBMU0ta1ATtjPbVIgoP2lA7n8j37ya4vTHjhRLuMMOfOJKkC1W8s5ukxxZxW0NUV8aXoxuWwELx5Ab5whSm4OL04v3rnU4V0JlBRxl50WW4EuL3cwrrQ8gtWT0kbnh4Q2GNA3zi/r8nyeB27HDNi8/jjpSQOpRQyd2hBPPNPppx8PbLTD1lqJ0VN45wTxbO+X/gsP2mmEuvFeGmOwS/o5h6MieaFfsqZWG2OOCPWy9i+wfHdA8Jo8gdCxNx73pZxNaBpIx4Nq6JcLV/CGpnLbrjEnYMpW3D1EnwTpZQt9+Auv0G7tY/8LznFm4OBXhfKuCMUsLNAaNZh8apMUc+mBF0LbXzCYWdGGcsGGLpYp9gL6ZyISLcTXBiwcmygkNWdMFaoczPh0LNLjq4/QQdy6jPKkVwcY+05lPYGBC0EkrbMg7IPcX2dx9mcNdxdGrwWhFhM8Yd5uQ+7N7gg4ZLb1rAiXPwXPyhwT+/g81zdCHE7DTJWx1sksBuGyc2hM0ICiHqsTPCXnzoLPrLT8F2k/ArF/EeeYbgYhtyYbF2D7o4qcW91EQPY3Srj8oMTrOH04uwtQpqOCZ4ehNlLW5rKMkBkYxmohlP0gNyi9rroqbq4HnYVgc7GmFHESoIcOZnMdEYdXQV7fu409O4szMEJy8LDlcqwvo2dq+FvXAZM10hq3jSodUK2EPLWN9lfHga26jgDFP87QG6O6R4viNAvPomEcZ/B0dzUGF2tosaOPTTQFh5x1PcSPDe4LECP/CmT1N7WNIwgjaUzjs4Y8U4cznwg+e4+H2GaFZkL2JxBf0Dk83glsNo7KMUdG9KiWY05S1D9YIhaMlaUhObJ+tMGMVrRoperpg+aZj58yKFXcviZ6TwDq7Kvul5XTncoeDRCw8OKW2mZAXF3MMJc19OWHhAQnudcY6TmImzfwIGYXRqSaO4UuCsq7COEklKaojrYgLujHOCVoI3yCf3eCwmCZPYG79vUJlgbqOFkKTmohPDAx96O9WLEtzqdRWDQ4a0GTK8PmbzxT5ZURinylr0Vot4sUppPRGbuna8X7SqFw1BK6Vwcp3yeoLfzaic3CXopIStnMJOipMY0bgmYuFX3rBMfXnC7FAQrsnYL2hJ0XOGGVNPjvAGOSqVRJDuUZ/xtHwGIhdx5HUrLlk1xB3K55IuVEkXJH4nX53Du2LAXAgx8w2cRGJ4hjcv4zQ7uJ0IU/LJGiFZI5RNeNHFFFx0ZiltxPjtBJUZVJbh7QwIOpKZ962Epn5HdXLlqQP2mvf/COOPzRKJqJ50OuXgnyvGdYfO1Yq0YvDbMndWGcw9ktM95NA/anDmIg7MtOn8iQQX6gTqZyJ0Yrh0b4nXf88XeLo3z/ndadILZV5512N89s9vorgpHWJWmow6pyGeNnhzEcGXSuKWMisxPc5YaPXh555GlYrYqToXv2+GlX8nmFzvH94BwBd+923PObd7D70V4uYMQ5IAACAASURBVITW3UeFUNIWEL51rSbchcaphLjhsne9pnZWKPJuXz7oK3iadTXOKBULrfYYleYMD1fRsWG4JGMRJ7HiAPL0FtHV8/jdBJXmJFMFwnO7zzoIOJretVOUn5EbVI+TfdeSdLbMeNonror7g8pFRzj7SIY3FDPk8YxL/eNnMUMBllUQoKplbKmI2tkj73RQvo8uFkmuW8VrR6jdDlTLgqPVi7hrYr5q5htgDHqUQJaTX1zDOXYIRqKlIY6xc1Ps3j5N46kRo6VQTGBdJR3gYIzKhd1o+wPsYIjyfWyaoVeXpXANI/RUnfTYIt7ZTcEUjCXf2kGXitgowhqLzXOcmrg0mGsOwcNPom46IddwpoTXitDdISSJaOg2d8H3yFfnuHRPmVPvetu3VSdXPr5of+5/3sKHLt1MlHj0t8oUL7hUL8oOeevlBoyieEk0isaVKUbrxSk3HLvMzfU1VvwWv/ne7yWaVcw8lmJdRVxzGC4q/FfsYaxCK0v6iWn6xzNK54Q0ZZUIi/2+pXtIM7g65eDBJp0PL+H1hWhR2JX3EbQzgu0Ruj+i+4IFPvfHP/0tnd/rrvs5koUK3SMBaUXYlt3DDkFHRvBuZOgddCltCitSOrxnSWJ6Qo5IZ0pCspmkcF8pcr1VTeOMMAudcU5WECMBqyCpOZQvjyfp2RBsDxkcqYrJc18YjiBMRpVbslDvM11hkjEZSySYzqB7WLH4eeEZFC53saFPWg0wniJcn/g5ZgYT+owXS+ShJmgl+0UajRRrR6En2lXBxTPcy7skx+bRcY7xRMytDPsG6aNZ6Qgbp0QydGUilFZc/E6K04vJajI6tJMEAh3nuN0xo0PVfcmBE1vCtS7JXIVg41l9Wzpb3t8Ees0ByUIFrzkQg+Z6hWS6iMqNpBQohRqMSQ5Os/Vimdo8+Z7nX1ffWZicC8MHZhldlfOim8/yhcePUn/co3MEejemLH7MYe9aTbyQMbXS5WCtzenoGPNfjOm/0JK1Q7ZOrlDti9VNUoXtRoEDH9ok90vU3Iib6uuM3rPM5j8e8uXfvIm5tZTmzR6NU7k49TccBqtAJcOeK9E/njGMNOXzmv4ReSC4Yw8/irA3HuPsW0LOfP+vc9epf8Lem4eU7vvrd/Nbr1/FSSyzn9yEPGf7ngMEfcOR39kkOjpNuDmgcHZM/YGY7e86zM4tLn7P3XcGqZzpyi7Tc+Qmmq9gXaFKZwWHuKaYfjIl3OijhmNMvYLfTbCOJloo4PUybLlAMlskOLNNvtCgtB6RNcLJTinEHSSMF4q4A0k+LzYh2ItJaj6VSzLTH09pSutjqqcjmKrD6gLtaysUmhnFZ1pkMyUc38UphGSrs+gza3h7Q9Q4lcKiFAxGuP3hxNNOCWs0SbBZhun20MUi+dkLOFN17Pw0Ki2ikpzZT22C46Dngn0xqp5YajGMBGdzPZzpBnY4ktfv9lD1moxUiwW8S7uYxWl0f4wNXFSrDXmOrlRklNnvC2AeZ9gvPo4uFlFxKvEfzQGmFEAXqJSwZy6iZqaw0zW2by9z6EN7nPpbXC/fypH3XX7vd+5meGKSOZUrrAv91SvZakY8Y4syptSVBP9zBWqPegwO+pwezPP7F2+j5iuK25bmzR7eSNZqcceye2aK8pEO3Qt19JKl9Iwr8pCyUN+9ocXvZuShT7DpsXNpCWpCe9cpdG6QNVU95bO4PaL5ikWmH+5y3Tt+lWjOcs9dj3DuJ4/z0Qf/7V97ftGhGoULXeY2uuy8bI6soFi6b5d0tkRWdCme3KD0KPRvW8G4kmh9xQvVatD9XGjqFtKKQ9CWTif3peDNnJTJiNcckixVSMsSc9VfkXUetF2yooM3zInnSgQtGYUa39nPWrzCTHTHhupF9o2enUQaEJ1avEEGSKetc0v7lml6BxUH/0y6MYm7kvfmX9ijkOeYUoAejOWeNJDVfPzdodhluVomMIAJHJJj83jbA/Ac8uki1gMM1M9lYCxxzaPQFI/O6hN7mKKPHsT4gyHxiWXMTIFg8ty5EoZsAod4vkzua0ln2czF1my6hM4M6VxFxpiZwbvQhHJRDM8Bu1glnS3jlAKyko/KBaa4wqZMDs2S1D0WPyv/fvIb3OPfUUUOJoLlkeYLjx3Duob5LwzYuqOM03ZJSoqppwzOo4rtF01x+rgrcewVh5U/Uexd45A0LINlWZDjacXMYzmd2+apn7F84P2v4J/96J/zwZd5VP6Xhz8wDBddyuuW3kGH+rlcIkjmY0gd0Bav5ZItJGQvG2N2iwSbLjuviin9o2Xc1zxK+UUv4fZ3/jO6L7KY9RLJ9Ybz//zrd6Fhx1DcTCBJSY7OM/tQB73VAt8jqbkUHm5ioggTjZn57V2U56Ln5zCNEsNDFUzBQ/ekezOBJ76RWsY/85/aoXypjI4SrNbs3L1E7ZlEPOpKDoMlh8YoxxQ8vFZEcmQOgI9/4h285q53C4ZQlYiNYDvCupKCDqDHKeE4Re/1MNNVrOcI6cLRmNAnL3pUz0dkRZe8VpTQ0TyHOEYPE/IjSzh7A0y5gDIBansPM+m0VOBDpQzjAfg+qljEcV3sKAJrwPMkdyq3ON0RplwiK3uUT7WgP4Qsg3KJ7NIaAO7yEpSL5GfPS0dWqUyK6lDwNGuxe220tRAEqHYftTAH4xjbH2BGI+xE42PGEwwhy2BtG2/Hwy7Oop++iF1dlNGo52KnawwPVZh5fIz1v/2Wm/HBe1mLw4UR5y/OQ2honBI3mc6LYmbv9xnNK2ZOZjT/8ZDlepf16iqjlZzuxXmSlT3yRBPXwJm4dBhXMPO4qgh2oRdUCfcEtwb2hdzuWDqUrCQaOK8v2JQzViRzGeHm5HppS1aEi2+sM/9Qxqkfr4DJ0Zni3E8e/4bn54yN4L7jjKknhtKlJCntawpkBShcLKF6AypfvCw/YC3J8UWMJ3l3Vottnbc7BCX2UaN5l+r5MYVLQ5IFuYe6N04xXJBEj3jakldSgg0P42u8Yb4/Uvv4J38WgJd/13tl7BkZgQAmlntOIm4hD3zoHQC88p7/IJ0TULk4xriatOLgDQwzJyFerIj7yJ6QyACSQyKtMK4mGMY4Oz1IU/S4QjpT2seos9Che8Rj+kkhZqXzZbztAc5YsDCALNQ4iaG4nQshLjOks2W8Z7bkl3liWO1vD2AYYb0aeuJXiQEc8PoZjc6k+8uNeMW60i2aQoApuHjno/0CBxCc2sA2xM/AH07WmlLkcw2cnbaMgTsp3kbnm97j31mYnAPLd6yhcsVV/2PM9Bc99q4v4/WhelYy0AZLms2XaqYfg9+95b/TeVlE+yqXzhGHxhmD31FEC2JlZXwkdLAgIzcM/Mqffw+ldRlJRjOTCPmLsWhMypr2ddD4TMjMZ1yqzyjmv5gTXPThy1X8xpjxcorSlvNnF3Cuv5ql//xl5v/iPF5PMfWYZuoxzT3eW77u3NKiwtsbYislvEefIZ4tQrlEPlsXm6NbDgM8S44Yx3zk3H/EPn4GZeD0/xZy4ftnGB2u0bqlRu+QJ7uuCwnxSo3WtUWSmSLKGMbTsH2bT/u4z951Dk4s+MN4LiRaKZMHDh//xDu495p3SNS8tXi9TBiPjYDBwYLgfgWHvORz38Pv5CMXfpXxQol4OsSUQkzoo6zF6cVYrQT36I5wd/uQW5iqi15uGJPNVohWy6j+BK87vIKqVQQ7225iFmYkzibwSE6soEpF0ayNY7xLuziDmLxWREcpwcW2FBPPlQLZ7eOUy7hXHYUwwJy/hHPVEdzFBRlZTtVFW5ik5M9cFOzN94Vo4jqQ5+Q7uxNMTYM1KMdBey7K9dCzM+BobJ4L0+vAAnk5gDBAzc9ifJfifY/hP36RaOkbe+z9XRxT5QHlIKYejJl9wAVHvBvTMqx+wJFIGAeSf76Hd3+NZzZmecNbPgulnOIZj84nFlBdb2LqK4LqpCrrZ7gs/148siubzaqM9MsblsaplPJaSlxVOGPD1FMZU6dSVj6eMvdwRmHNZTxjcGoJwZZLtGDIfSGBrHwUDv6lJH7v3lxm9+by856fE+cEl9u4zf5+95Iu1Qm6hixkn+F35fjI2v+Jf2oDZ5zTPRIItg1EB2tsviQkqXnUT4/Iii6dG0X3aDxNb1XcVLICmMBQPu1RPS8j87TkcP9Hf+Y5eXef+vC/Erd/JLdtsCRjP7+T8vFPvGP/+5KaS1z3+Pgn3sH/+tTP4kQCCRhPRqJYxGFEyXhQX+nOXE3ckPc+PjaLrZZR7T7+ma399+ykhuknxxhP43bHeNsDVG8gG4HUMJ728PoZQTMm6GbkgRZWc3cMjoNZnMbM1AhObZHMl4mvXuCr/bK9XizGC6kUPa8Vib2eq/F3hYTi9CPB7EqFCUQweYFiAZXkZFMl0pky6Yx8xtbVZCsz+Od38M/vkByYIjnwjfWn31FFTuWwdf8Kh/5SWlQ1sSQCWP2hZ0hL4Ly8xeJnLcpYvv9Pf4rSwwUGxzO8AWx8b8J41uKvDrAuTD1hiafFH85qMTgtbCoKb9gmqUD/iCVuAArKa7KbOPLBEYMVKQruWHLjsqIlOpZgz5ZRYwcTO8x9zuHS90yjfI/k+CLxsTG3/PhXmP6/xfnkbv0DzyGizDy4Jx6IrkYtzlE4uc7eHXM4m3vUzozwOjFkGcpxcMol3Nlp7nbejNKKy69R/OhLPkNyIuLSPZrq+Zhwz1DaiAk3B7jdBDcSLCGdKtI4ZSR01QoBR2cWr58S7D2XVXblcEbZhPYvbKbcV/uAr8osd79Ecry8QTYZq8hhHYXKMvxtGfHlNaEq2wuXYRjhtAeoNCeteITbEbbXA08CSZODM6SH57DHDqDjFFsKyaZKWEdDoSBatUkhVM027lZnollzUf0I2x+Ilm0wJB+OMGsb4LnoWpVsqiQPNtdB7ewJ5uc42DzHVsvYwMUMR9hiQbq7PEcVC/uC/qy5i0kz6SYLIapcQjXqeBsd8kqIM4ihP8BsbmMfehzle+A6FC/2/uYWw9/Q0U9D1p+ep/m+wxSbOarr4nelc0rLmrRsKW1Ysj+cEz/VdsAffvk2UFao78dSbGCIFg1pSTRiKn9WvwmweXaGwr07kvlYEWxpuCC4XPVSgjsS0pc7ygm3hnjDnMIOLHwOzE4okTG7ehJc6lJ5fIfeYY/B8ZTOXRGduyLuueOv18pZDclKnXShSjzlY3yH5s0FihsxC1+IGbxgGazlI5d/jY9c/jX5IaW48N0hg9cP6PzTPu2rhVRRvmzxu6kUhVHG59//04wbMmmpXjY4YxGZq1RGvsoiXRzSkX3tcf9HfwbjqUnG47Nfv+f2d3HP7e8CwO9m+N2MV7/y3/PqV/57QEghhe2YuPasCxLGYnxHtK5WuuOwlUJuCbb6xMtVzEyd7ktWsY4ivNzFGWX7TNGsGgqBqlrG2xviNYcUdmLJqiu5+M0R7jjHa4/3pUG6NSBthNipKmnZxbgaNPuFNq0H6L3+PhaojCEr+fvX2B0kgqkbC72BMJNBcHlHkyxOsDwlieEqM7iXdnAvbO//nL/dl+fLNzi+o4gn1eqKvfYNb5P8pokYcvtlOSSa4oamtCFgcjZx8w56hubNmtIGDFaEQrv86ZxLr1OUzwtVPtgDbSQWp3xZ6L9pCaJ5SKcy6ss9Cu+vUz3dR8UpyUKF9btkNh7P5QRN6YSmn8hpHRedyeCAxIOUtqywPyNL854YM3ZwBi5H3/rgsyelNB/L/wiAl7z5fZQuR6gvnSR/6U1yE2SG6ECZ0qk9zPrm5Ec0qlgga+7hVCus/dh11F+7Sev+RWrnDMXthLVXhhS3YOH+JgDWd2ndXKe4lZKVJJgyLU38PFOLO9HDKSPpxX5XCp7uySjjr554N6+97Z2k9QCvPUZ35QmWNyZ6lp22+M85YhztdEeYYiBJx9WQtOJSeqopGpjFGt66jBzIMvB98kYRZ6eHmSqjN/ew9Srj1RpeP0VlOUk9wEkELC9caEOWY+oldGdIPlPBaQ2JV+ti4WXAaXakyPUHsjnwfdT87OSaq0kxHIIx2F4fNd2ANMMOR9goku8vhOJRmSS4qyuY3Ra6XBLLryTZlxq4szOY4QhdLmEWZ1FZJjgIotPDWHRiQCv+12efP9zx7+IoLB6w17/urYwbirBtJw798oBevfcCo19eYTTrkBYl0qlyOWPveknfWP6B82z93mFyX2J0onnxbbVa8LTGaUs0pfaTP+J5efg5Q83K/bmwhHPZbGVlV5KxEQ1aaVv+r3VCupHBVRn1x1y8oWXcEFF5dHOEvlQgaIt3bXaXEBlGW2Uu/MTbAZEQKGvxz2wRXbckOLRSjJYLhM0Y/5nt51yPj1z+Ne5d+Rdc/NHDeC9uUfvNKuF2hB4lXPqeaYIOzD+wRzpV5OOf/Fnu+KH3Ee5mDBc9ksqEfe0yMRA2eCNZU9GUw5d++7lks689rhS2rCaFwN/ok85K958V3YkQWl4vrXhkRYfKmS6q1SM5No/bT1BxKo7/SgTrcUN8KtVXsRCvEF2S2uT/ckkM8HaHJPNlVGb3DSGygiO/dzJq9PaGz3ZrriaZK6EykSxZRwpmuDkkqwVYR6Nyg3U0wfnd/TGq2x6ju0NsKRD3od6zxswYA/Xq5O9WNHjnd7CV4r52Dgv+egeyHIzcU39vksFrpSV72wt/EmeYsHFXjbwopsHV122xsVPn4MIeWw8sA7LI4hsiap8qkPsTdmRRMIigxWRhSKCpTmHuY5e59JYDOPGzQYajJVBXDZitDvB+RcgfarNJ9+XHGE9p+ocgKxkq5zTVS2JjlYWK0Zxi9Y8uY7t9dt58Lb0jFnVoRBikrNbbdJOQy5dmKJ31OHBfB/PIk8/R0L32ll+gd6LKaE4z9VRC+OQ63TsPUmgmkssExItVgqfXiW48wIU3iZjVbbnMPAaFnZTdG328oaShH/mPT8DBJXrHa5QvDNm6s0JpW9K33WFOXnQYzYhnnjfIBOOKJl5zSYYJPD72uX/D6677uf33qJKJvmZtE12riO6sUnwOa8pubGOuOUQeCp7ndiLUKCafqoig1ndwhlKUrOegoxhTDoUNubUn40atMPUSWSWQLrLgEKz3ZKFGiYw4kDFGXi3gNie7OqVEo5ekklc1ofDnhxYmCzZH9yLB2+pl0fAkCdlOc18ErktFVFESCezcFKo3lELY66Oqcs5mcxubZjiry9jmnhTAG67CafVFXO5oGEaCBdYKfOzzP//tVeQWDtgbXvdWCjsZ3aMeaQmGh3N+/pX/k3d++nu5/vhlzu1No79YxRvISBJkffVOZJSfcSVt444m2+t1ihc8ShsWJ4XOVRP7u4lEIC0JeeXqE4KR7vzxQRqnY3Qi2rOkJtoxeFYeVD0/pn8oJJpRLH6mj7PbZ+dVS2RF6NyQcuhP4eIbFW5L8PfhQXnonfivPf7q0Xftn+fdL323dDuTjMPg6U3iE4tYrQjWpMNe+y7xWZw+mXL5tS5LnzasvRoqZx1W/vQSyZE50rK774LiN0f0rpYA0DzUDBZc8kB8L4eLDrULEz1rIKnh7uhZ1uYnPvavgQn7c6mCSg3OSL5fRzGmEKCHMcmS4FLO5HdaR5GWxeUn6Gao1OBfahEflfeelhzJYkykEl1xalFXUgAmI850Yq3mjkS0Hm4Psb6770h0BZMD9ouaE+fkgYO/0xcsEvY/u6zkTDY3cp7WlcQBf6eP6g4lNw4gz0lny/JzvrDBnctNsoPzWE/LM6LdhzzH1quojnw2ydVLwrZs98F1xPMSsK68z48++vz6028/JPwbHMaRizA4JgVueDjF6bnkn1zgpW94gs8+cwRzMEV3XW65/SxP7czROR5SOS+7y+ToGP9cSFKVUUpWlMTu0ZxmdM0C2W199OcqwuK8yuAtjigXYr5/5RH+cPZ1OHGB5PBRuofFry/cEcf8pAaVk7skyzWGP9Oj8jszfPjBv+T47/4E2XzCuXv+G8c//Y84MbPD6dYMj7zwj7jTvIm/fN3v8Zb33PF156myjNL6GKtDxjMuYZoStDNyX2MKHqMDZZnDl4rozFA6FzD9REawOyJp+Oy80Ke4aekfUpirhpz+hWs5/tttCjsxKs2Ze3gkcRX7v88Qbnjk5UB2dVGCjlLycogJxF383mt/FhWNIQzIKwWceNLp1SZm97k4j/u7Q2FedUeo2WnpZJDFlk4VcYo+KjOMlkoUtsfPmeGrKMFp98lXZrDHV9DjFJVkqDhFhwLiu4NUdGvjGDvbkOThMEBlOW6Sk9dLEtOx28ZmmeS9TcYrZq6O0xtjAk/A/DQV3G19B5Mk6EoZd3aGrLmLM1WVghbHqCAAYzA7u1LQFuZkHNofoOdmwHUxl9fRjbqwOy9ukrfaIpGo10SWkeU4nW/us/e3fehMLOSG84KrDa9OecutX+TdX349P3z7g2zENZiGJ64J+Yc3f4H3P/IiVN/l4DWb9NdnGVyVUj7jsfvUDKWmYnQgJ2g7jKdlZDlczfH3HJK5DKziqqvXCZ2MV0yfZuVtD/DL7/qH9A9KYSttWOKaPIiTGkyfNAxXQnpvGPDW6z7Of7rzVUS7c2AzVo/uMKUM/DS8Y/khPJWTWgdP5fzxD77q687T+JosdMgLGqsV8YtX6RzT1M/kONNFekcK+2GqxZMbzMyu4owN1TMe9XMZ/Rcs445yslBz6bWa+c8rhgs+bmQYzXmEexn1czF2gu8F3Wyftu9MDHeuPNif97OYWOGZgkwBkqXK/mvkwbPhoE4iyQlWKazvEB+dEQyuLtFbX3v4O0MGR2s4qUXHsuC8vjiWGE+E8XnJx22PyIoVTODsr0u/OSBrFHFGKXowxkU2pE6U47RH+8Uu99XEqWmiDVzrCSwAJEfm8LcFEwWExekozEwJZ6OFrVfJCy7BmS0ZfR6ee1Y8PtnE+mcnHbeW0azqDsXMuVh43ut55fiO6uSq5WX7kmP/mI1XNijuSHGKpyBeScGxVB7zKd+zzduOfoyff+wNRIOAV544xWc/eiNZUcaVlfMyUkirUD0HezfnvOzWpzn7n64hrgl4bLSwONOqxR1IFE1pW0YP7iindbVP0BMdSetaRe2s5VO/+Gvc+Us/Re6JT5x1BH8IOjIKjVZygtkRT7zkd/jgoMG9xW1e8Ltv5WWveoy1Fw0oPzDHh+78dQBe1/gx7JFldl9Qp7gr+VpX4i3qf3GS5ptvpNgUINjvysLoHfaF4TbR1XgDSfy1jjjyNx7vEs+V8LoJaIWOJlTm0BNNzGSB3ffwO7n32L8E4CNnf/k51//ew2/jI+d/Rf5+/GfIpyUE1RnEk5HJAv6W7LzsloxJRStYRY0EU7QlIb9YrVHWkpdDlDHo/hhTndiQXXk4dCMGV0+hcyEceP0UtzXcXywqEZbmFa88M11FjTOxFbsyAgkCWSjWkk+V0P0YPEcihzoD8oUpnM09GZMUQvLZKvrpi6i6FDkz20Bv7WLjBJskKM/Dpim6UJAuszcQ4kmS7ndzqlGDNCPb3BJySqmIWpzDOor7Tv7St1UnV6mt2Bfc+S8Y/PMu409JNxAtGUzBQKIpbGuO3X2OG2vr/M/zNxKdr2JCQ+mCw/CahNJTPnkI4yPirJ/WDMduWGOrV6W/UWH+sxL0q1PRpWYlGB6WhOpwT3LkSpviRtQ+Lq4+4nEqa6d7ImfhMwI9pAVNf1VT3hBxcjZJWRnfEvGWax/iaLjDuz77BsJLHgc+NmL79iKP/Yo4o9x7/Gfo3zArBLSzOc7YsHu9R2Vt8jRXYk+WlqF+VuQDvUNafBJjSUDXqbiilJ5q0r1lnkIzkS4pt0LWyOw+E/KrySPf6vHaW36BdOZrHtoTPRqwP8UxgQcTu7684uMMRcOaFyZBqmUXt5/K5CKQoi5m9fKSOpMYJKx4QbqDVLDxhlxQnRi85oB0tiw42+TQqWCHTndEOiuxQ1eIOU6UYR2NE2WY0HnW9WSuQlL3KJ1ukc5VZKICuJ0IG3iQGZEpAc4gJS95XzdC/rrDdcHkYg82idz5e+NdmZY07RvrLH6mx9adVcKWpXfcwMihsK3xu9B+cJ6PTV3Pi1cu8MjOCvc/ei3O0YilmQ6jxKdVr+CVUpwnSnSPwvyDmgf715HdG1N5NMAEMFoy6EQR7AlmZbWIGN1hjr83oqEVSdVh90aNPt7nN37ot3jNT//vNPYStl7k01/JIBA1/njgYkJD7QmXdK3CDepHiHZK/NKTDi/74cf44sZBpr+7RJkL+0SUK6PLq3/xV3FScTEvr6ckNYf0BVdRbGaEzZis5NE7JC4E4S5U1ix+T/z0jK9whznjGY+4LrEUQXPi+O05jA6UKa5LbMV9X/qF51znry1u+1+fFDj5MNL9OXzaKOAB/oUmtlxgcFWDcLaMd2kXCqGIyEshapyS18Wf0/hiy2V8TVpygDLFTekunWab6MQCYZRSvDwgni1KFp32Sas+4VpXxprDGGUMZnsXPT8jYvE4lVm/74HrYkMPNYyx1aL8znoBd7srY0zXRZ9bk+/LMpTW0m1VyrKQwgC928EszKA3dlClouBytQp2bsKsa+6iHAflOMLIVEokC0rjzs3Ka0WT7vEbJFH8XR3GU2y/yMM+NMMV/2FTy7C5QnkGd6h5/OlVsqs1q402T+4WOXxoh825Kt9/9Ak+2LudA9ducfnJBZwYksCw/Wer5CWo9QUmuBIVM1oUqGD28w7tE1B/xuD3crzdCKuKqNzBH0Drhpx3vPovWEumeOBfvpik6tK8ySU6MabwdEj3kBAcFh6M6R4JGLZ8/uD+l4qGbG7MD33fZ/iT7iufc54fOf0s8eOV9/wHegd9lj/ZY+uO6n4yd3ldtLCjOYfOcUXloowenShHp5as7FC81CddqjNc0HhDh8Jan7zyVZlm/z96hqwR7gvOlbU4UY7bGpJNiaYvXq7iN0fg6n1s3LqadLKmKVVUUAAAIABJREFUrowIVWoYLks3GHTknnNHOdGsz7ihKTYlqsYd5eSeJp0P9wky+0dvgAf7oux9sbYRCYGOc0wgSQUqs2Lm0O5L1zYpcAwjoCKBxgsigs8KMu5NZ0q47TFZXTIdVW+ELcmIVq7j8zgElQoQp6AdcUDpfGPSCXyHdXKlmQP2+nvfSu3skIuvL+O3obJuaB8X4WpSE9DXKsjqOaqc4hdS0rUSVsO1N17EoDj9pYPo1RFJN6D2hLC8urfGlJ4M0InsIp1YurHpJ1J2r/cobVuyQHaU7ROa6ouajD4xy0t+8FE+/eGbcYcQvHKXvQsNXn7rU3zu4mGSvs/Nxy+xPayQ/+EsO3fm/Nu7/pwPvvY22neuEL2ljTGa8ZN1jr73SfKOaD6ez8z5dTf8HK1bp3EjS1zV+6LRYjMnLWrqTws5Jl6o4PUT8oLLeMojmnHoHZZUdCa75JWP9tGR3FCmFPDRz//88173e25/F057gA2F+aiGY8hzxsfnCS93Ic1Il+p4p9Ykwma6QjxTmOTNScepjNgfgewUk4aP10+J5uUB8dkP/DSvuvs9OKMM62q8zS7JSp2s4Ei0TybWYlktxH3wSbAGvTAnY9I0FUyw1REXk/kZiBMoFWVUmGay82tU0eNECuRuF1ssoKJYsLtCiNnYQrkuanlBXjdJhO1prbxenmP2Ws8yK0GkCd0eNklFFzeOyft9nHodNVUXUkx34sxiDH919pe/rTq5wsIBu/pP30bSMJhSTvUJj7Btab44Z+VIk+aDizLOunaIfrqEf1OHG+c3ONlcYKY0JHQyDIrQyXjkmVX8yxLY6U0aaScR5yHryNf6h2D20YkcwExYmLHh8t2aN770S3zocy9k5fgOzV6Zud8psPYajS1nE5BOOpLaYo/e+Ton3nuJp/7tCsWLLsv3D2neWqJ/2LJ68zp7f7ECQON0yqc+/K+e9/zv+KH3kRYUwyXF6FCKHjmETc30E/m+K8mVpAzrKHkwTzqPLHRIKw7WgZ1bFUc+FGEmbh8fv/8bd3KvevV7nsNtdyLJrhtPeft6tPGMT+WpFsl8hTx0yIoaJ5F1FNdc3MjsY28AnaMBxZ18v2g/8KG38/Lveq9oBesufueKDEDSMayjJkJ8TfFCVzSCc5X9czWuJji9CZWSFKXuRE83LeJ4f6tHvFR79hwmmJ07SveLlWpNCl61LKPNCT4LInMQR5kxKsv2vS3NdA2VZeTVAk4v2v+6/BL9rCtTnu9jc/c9/u6/H96VIKyvzTvKBC0hkWy83JIXICtDeU0e5Fkth2KGTTWFT1QwrqW82uPc3jSX//IQ3uEBh2b3cCsJveM5QcdSeyigsmbJSjImccfi0eYOM0YrhubdMXNfaFN/aJv6GUv4XxoUty11b0T1nCWtwOChGaxnOdWe48TCNm4xY3tYwVjF9Acf5+BfwG+9842s/4MDABR9IaL86Pd8nOjFV5G87rZvaOL8V4+/m53bRMc0uLfPYEmyr4K9hNKWuJGodp/wKxdEi4Zk4E2fHHHowyOW7u8wdSoj3IXRSpHRkfo+C/DKcc8dv8i9qz/Fvas/tf81Z6sl2NXksKUQM13F34swRR8GQ9G6VMqYqTJqlMgOz1iCZ7YJWmOC3Ug0SlWPtObjjA3eRofqw5t89gMijneGGXnoMloISJbrNG8OKT56mfBzTxOc2kJlBv+pNfTCLHpmWgrHhOZPmqFKRQkvvUJFvkI60QriBD2KxQVibQez1YSNbZj4V9rdlnhseq4UuFYHBiMYjrB7bfLNLSiX0EuLOLUqOghxphqYi5cFE6xVRF+XpFLgJgvR2e6QTZeh04XOt5+EQFnwezD3RUXhkoy7mnel+E2X5ucWiQ8IMWhxqsv3f+8DDC5W+fKHr6V3vs7WRw+w3q/x5OkVHjmzyuryLkkjxx1LQdOJPNPyUP49WJU1hbU0b1H0D0yiaHoZS5+0PPwLt7L8CfiRA1+gcH9FMhNzmdOvHNglnIkozg6JE49wR9P+rSJH/zDj4B+sk5U9as+k5FMpW90qi2+8SO+WhItv/sab+Ad//6fZvd0QLRjecMtX0LMxfg+8QQ4KnFg0aN75HUC6rSv4kDvOKW7FlNZjqueU4GYTY+TXvvD/2P8dr7r7Pbzq7vd8zXX/f6l78zBNz7rO93M/+/PuS61dVb3vSYcskIVAEhJI0kjUw+Wgc9RxQUYdVARR5yBn1JlLEPGSUYejl3MQl9FBAXX0YBISCAkEk5CFJJ2lO71Vd1XX9tZb7/4++33++L1VnbCLwyXc/3R1re/y3M/v/n1/3+Wljyv1TXFR0UIusdd6+MuBUP8dSUvQhqI3beEsd3G6cl2nnkmcNxmO21u/y2nFfPZvhV1qBpl4ug4ykoJJb9Ymf6aDGUhkjhFn5M60SCoCkzqrXRh5wJrDBF0pkOUcGRFoLRpQkEI1CgG2+hHOahfr3BrOahfz/BoqTlHxxe5QWwZ2o48ZjMg1QYo5shBLyiOWZZaJu9B6G+3aqDQTpqjWWzBnViuK3V7tIvT59dZ3FFyZ5MVFoXM4wd4wySwonTSJisKcNENNMKZw10xYlQ6gfTCDXEq37UPHRh+M2VHu8sIL27A2LJSf0Tys8BqQuFB7XsxOk7xJ6ho0LvdxmzB5l8lgexEzzGPEmgvXW0w9nPK/Th2hrKBwXh6Df2WH1kMTWNenpJHJnkqDXuwy6PXIn2jiHj9JEUAZrFWu5ZnLErp7XPozcpHeXv0JyF4F/Dh3tf/4Jc8/W97PJUdu5/TKLpzPF+kcTDBzMdr0qT0bkzu2JIy/sYpkyCFx9dpwR6bFBs4nHiH3vdfQnzKpvhBuQQI3fM/7JQvuRX/v6K53CCRZKUCqCbeVJB+tHRGOuZJY/vwiGAbatQnnKnR2OtSf7uGtjtxX6iVUnKJNk2wUIJk6igfv/CVec9tFCOnWa/8z2rVICial51uoIGaqH4Njo8brZMUcWc5G+ZOYzT7xXB17qS0FrF69eMEPg4v2YFEMoRaZQj4ndlyGAcUCKo5lbra2jmFbGJUyuj0S0hZcjKwkdmCui/I9jLkpiFOIMtJWCyOXgyhG5UbJxFEsnpi2JdBlFJGeOYe66hKs1ZH+79twpb7G3ZC8MH9N/BKn7rHobhcHEq/h0D6UEn9oik+603CVxoigeMYg8aH3bJWffcPdnA9q3LewDyzNcCpDpQZJTn7HZoBu9biiO6PozZq4G6KpswZCU+/sMEnyckh976fvYPt8wrlDCjOQK3Lh1ATj25usnanhTAyJ9kZUlMYcxBDHeM9dAGB3PE37HRGNQR6vcNHZ/tJf/MBXTy7IIH/O4BPplQCEZVh6pUPtmQx/NcTqx2STVcKKjdNOiHdNiEZ0FFkF4DVFPO2tx5JjCF9W2DbXza/7za1uK7MM4oKJGWbiiRlmeAvCTk5zFr1tDmFFUbgg6SL+ekpvv6R5REWDwmKECXz272SOfuMd7ycpWFsfZ0UZC7gbMWYAeQ1xLYc1lAKTWYpkrow1TOnvqeBuxBgjZrXZD4XokWrMXrxV/DZXtHsCpTXBpI/Vc1DjBayNgHTHhBS1NWnno/3TpI44p2xKRlLfwkgyvHMjx5IXywiQomjOr2Aa0rnpYh7V7WOstdHV4hYKpW2Tr7e+ozo5ayBwR+GUvIn5BQkpdDpQvWyN9VsDzAGUTmvyFwANuy9ZxHBTvHzEf7n1o+z6KKx9ZhvOmoU1gOoxg9pzmsrplPIZcdlXWqOSUd7ThQx7dACP8wa9bTbWMGPiUaHevnr7aaKionVQE93Y4e37P0WwS94AJxfx4OMHOLNRI7zjarKcgzUxjrVtGvPwXiYfbIGXUvcGvPmdf8/EfbJRVamIKhW/YmrBP+y/i+HuiO6+FL825MDsCoMpTe6JeTEgzntozyIqGJhBSn4pwu6muOdaIha96UqKjy5QPhPjnlyVuZhtYEQabSiiiks2XhZCB5DM1LdmDt7ZDbQBSdHGbYS4z54n2r+NbKKGanZIPYPCUsJgm093Z4647IlnXsmjfbCAOYh58GPvlFMocN/dv8x9d4sLROaYRGUbq5cS13No3xE3lG21UTcmaeS9HXl0zhXn8pIv3dzmCkJ0uSBU8UoRPVaR06HnonMuWc7BXFyDKEIpA1UtY01NSPcH4kNpWajTi2QXloVBGcdo30FdWCMteWRr61jTUxiVMsr3JCW80yNZWgbbQmeZEFF2z6GuvhRzuYnOuVJkvw1ncnZX0d2h6E8rhuMyf15+tcYIofXyiLiIzFJchf9DS6IPrWs6BxMGcylJTvOn//127vn41aQPVsmfsSidMKSA9cFvaMKKQZw3GI4Jk89tSTpIWFZ0dtj0ZmxK8ymVFzK0CZiaxqWyx2detsSuHStoK2N1qYLVMzGfLICGMb+PuSjejbpUIJus4p5q0B+6lNwA14k5MrXE5T/7AQBuu+pXue2qX/2y1+DsT7+TpADF3S2ySsJP/sCdoKF52MA5u0aaswkmfFZecfGGqtIM+3xT5klJRn4xILcS4qx2iSs+8agzUokmtQ1S2+D2y/8Ttx8RGc4mYcVIpHhZw5Tc4pDcmRbdgzXCmRIq0Ti9DL+RSQSV8aLQVkNh90YxMyM5AsD9//CL3P8PUvDI9BalvzfnEpdG87CiELFUqqVTHT0eu5uKODxnEU0UicbyaMMgqXoYw5B4vEA08pSMJiXzTiuF3RZGp92UNAGrKbFS0VRRPFxNJaYUG4EYJSghsWylEwDxnikRgQPEIisAxOlIazAg2jNJtHeSNO/K49s5PkomeBFF+yus76giZ8SaqYdSCgsab01Sqr0GdA6ktJ4cp/iwT1gHt53h9DRjx1LafzFL1nGYKHf5tcfvYOk6e0srVz6ticowrMnFE5UsejM27d0uvVmbsCyC6fEvhvS2bWLl0J2zCMsGQcXg4Y+8jPLpGD0VMFzJ86Fz18PA4sKzk1QKQ7Staa8U6U1ZbFxaBschubCESjKiiRyqbdOJXB7v7mDxu7eRHt5J8zU7SBal4L240BlTJzCmTuCddTCKEcFqjhvGXhjdGEyyuUnIRDBtDTOCmnhRuksdodtmWsyaD0zhn24yODwls7JBjN2OsJsDnFYoF025BEmKtdLGWmrJ7KrdwVvuk/gG4bhLdGgWqxNg9AOS7ePiWtGNGUyYmKEmzUkq+KajefugaGWs7pfTnO994Fd44O9/EW0qopJFMJUnHd0ool3jkEE45mOGGdF4jrTgkRRdkrECSSWHdiwpiICulTDCmDTvoisldEkgj6ieI5uqyXytXCSrluR1W1sXb8wdsyLmLuS3xOCAEFdmJjAX1zGKBdLVNRGNB6F0cMMAa/ssTI9LFzdexQhF/qArBekADUV0YOZbtje+6aVlHxQWNG5T/l9/zKS3K+OHr3oIlULunElntyJvR8wdXiZzNW+5/n5efcXz5BcMMgeCcY01BH9Vb7H4/IYYCzReFbN+eUriyVgBxGXHjMDbyHDbGUFNUg7sgaYy08EMAVuz3CrxXdPHQCu8BZt4LGa4O0anilPrdRa+fyfR3imSsTxp3kGXcgQNn1QbOGbKC/9TvC3LZy/eCI8e+vJ5WZLTdE9XmJ7a4JNrhzCHsO3BkGinGAgYsaZ6XNM85AqcuLAhCAGIC88IEYkmhFJvj+ZXaI0ZZ9i9i9e8SsQcQKUa50IXp5MQ503SvEU0VcRtxSK5KUrUTG41pj85is4qGDidBG1Af8qkeUDgw83cvBev+z/xS9z/iV8S6c0gIyoYdHY4L2FFbkoa0tG/mWPI82GUMlATb9ikmpM0dE9SFjbvJ5vfbzeHwvB0TaKpEtbGQATn0yXp3kavj4pTrI3RbG+iSDxRJKnlxQtzE84fSX7SuUnSqeqWjtVe7xOV7a3HrE2Dwc4Sg52lr3598x1W5EBumNU7n2fykSH1ZxNSFyrHRsGDY1C4Yp04b+A2E7kYlAIvZbVd5AcOPUZc0hTOMbIYEleSzIWFmxW1d86z/UdPkjriAJ5fzoiKisUbXZxeRvOQQ29WHCHsgWQiXf9vH5fI+vt93IkB65/cJvPAesR0ocOZN/x3duxapXVYc8nPPE3vqlnUy4/w/FvHOP9aG23AG6aO8W/qj+Cta1auybNyS8zpv7yC2YcLzD78Ul++G1//WxKCuOiRWzD504++jtwFRXJhSdxGXBszlHTqwnwfoyMRNtF0idS7KLYd7K9j9RPp3uqjU+dIHweMBryGwH9hCJ4DuRxGZ0hnu0VvyqKz0x3RmUW7ktqKzm6P0pmI4jMNyZdSCqvRp3SyR+lkj5uO/hYqybaswL502d0Ip5Ngd2OiskNSEMeQtOTiLvfJne9hN4dgKJyFDWHUhTFx1RdYMMlkfhAnmD0xRc5yDtqxsDshZEixMU2Mvmw2Y7wu2rsoxmi0ZP6olDAoPZd4tkqad2Sjug5GoSDpAmkKpkF446U0XjOHavdRE2Ok5Rz9vVWBaPMuOufIY7C//babSkVu4q8lOF1N+Wwqxsmx4qMfvwEjgsyF0hnNCw/tJPvgJFrBHz18A3kr5Ffe/BG2v/4stadED2YFGn9d9k1YUbzpF+7hx1/+ILkFE28dKi9ImGp3hyKswoXXaNq7DXpzsHHAYPX6lDu2HyO/opm63yRqenzof96O07CI9w0xnJSfvOYzXHlwnmp+KCGuZYtgzKFxmc/8HVVQ4JoJP7TrEey+ZvKhDu1dBsuvqvC6//EQt/zN4y95Da7+kd9h7EkonjTofGqSZ0/OMJjNiAsCe4uLj+TC1Z4L5foDwn1TqM4AZ34dqx1gtYbSmWktdPyMrYKRuabExUQp9moPqyH5kfFEARVnNC6zWDvi0tozKqKrPTFqsBXrh1wqp0O8Zkz1qTZ2Y8jn/+oXqJyKqZz68gPjly6rnzKsm6OuUGQASrOVa2eGFwks7nJfkCythek5+jezJYvSCtKRL6ZNXLS2Cl1/d5HhdE4cVhoCPVrNvuTxKQVpikoS4lqOpOyS+lJk7fk1zM5QIMkx0ZnqWonhZXN09ouPblLLE+6bYvW6usQgjQymVSpoWmapr/rc4TtsJmeMWD/NNxwEDX4zxVsXm5/KcU35dID95wndSzIGkxZmDOuXZ1jLDu4TDh975tXoSkZclJRet52yeqXFcHtMoT5gpV9kENmEU1A6Kw7+ZiTuKE4vI+4ozAZsHFS4LUVhIebYxjT+Wkx3xiE5W8C8rs1MfkjFHZJkBotpl+lcl4WJKvc9egnODw4ZL/eZ0gNWGiVcL+H/W76UD67dwK6TA9ZuNXFPe2gTHjx5mTzxVwghpLU/j1UwKZ3VI3aa2JgVTneIXvdyzGFCkrO2MuJINWm9QDZdJqg7DCYMUhc0FvXnYuKSjd1LRGAN4uW43JCInDQT2xzXJdlW5Z7PXXQ7ufW6/0I45tHZbtHd5eNWHLStUFpEoYMpG7tXJHUM0jEfa2CTepYMmh31UjeFL1kqSrDiFG0Y+ItdGYjrkVvK2gY6jFClAsYwgFIRNZJEaNsgmSih4ow0Z5HVfIlOSTRWP8YIki0tnhELpBhNiQ2ZszZA10skRVd0fnFCtlfIQcqxMOKMsOpiDMqo80uQZSSnzmBccRgGEdYgYey+ZWFj5n2s5RZmTzR/qp+QVmVuZ7W/sjfov+rSIiMI6paIsAuiayueka/Vnwno7HQZTCrcphia1/Y2CB4Y49MXruSz3StF01gSpqTRgvYug2Bco+YGnA3qzLgtrvieZ3ni7w8z1ApvXTweMwdQkF7dxTIz0ifKIrW5xqQ7q8S9JFHsv/UUK/0ijpVw7vwYmTa4unqGjUKeT17rcH5PgfpkB50aDC+UIFas9Qt84JHXYhyBOFfCSCB14C/+2+0AvFMkqVz50x/AQjq1/IpmMGFQfcKm9ny4lQge5yUqx+lc7AZ1SfLNhgcm8J9fJq75W0LwzdbBSET8rWKxdHMW22BK4egeqvG5j79z6/fdcvN76W53GdYUYcUmLFe3NK5KQ1ixcZsxce2ijk6/6MwUVb76njKSjPqxPqn30u9xokyIJrDVaUlmpLwvmwVKadEB9neIuDuoGvjrKXZPmohsxPq0+gmGa9I+UsOIZN6a+sJOHeyqCDwaZKPOMqG7w6Oox7DPrqHLeXFGqRSI63nc5T7ehYws50h3WLbEWzXVW7PQzDWFIPR11ndUkdO2KWGERYUZwtplFrlljdMDp6cJxhzWrpikfDqheQlUn4PK84ZYfFUhLmeYQ4OoCJml2Dhk4TbBOG3jPVRmkBfRd+9qPTrNQlBTDKZg/ImY7tUWE4+njD8h87n577LYbSYsvdzB6UDaVaRPlblQK7KQS6k/YvOGN/wEB+tr6IbL669/gpWgxLjbZS0s0nxoEn8NlopFbBNOvUmj1jV2R1iRmzTsS/7jB5gBOrsUcRFmP5PibEQkeQurF5MUXYZjFtZw9KZrjdHqQxiRTtdH0TgJXiPDCFNUlmE2ujIr0hrtWBjdAIIQyiXSgmDw2EXaI6f119z2PuyO+P5ZS01yS2C3x9g4kCN1FcO6YuxYTPW4FMzNonj00P8lupokkxNqJ8FI9EuK5kvWaLOleRtzo8dwXxmvERHX8zjDSApwOKL2ByHaLF9kn5mKzLGJS3JZG6GcqtGghiHJdAU0DCc98mGCc36DrJwTiLTmE5VM7HWTtF6Q1HHHIvMdjCDGHqUeK88DX2GVS7DRJ6vmpXN03S1YVCkbtbhKfOkOnI11qOawlluEO+rfop3xL1hKilxmIcGYMeSWR0w2W9HZ6bJ2Q0L+uI2/plm/XJO7f4zSuQytoL3bYOfrznLiCzvwGoqNA4Z0f44m91iezz10lcTUuRKvk+Rg/RUJVsckrceQKYLVHMUXTAY7M+yOwUcefwWVVzeZ/Ksq/UnFCwt7GOxImN29xvTdFo3LC5StIZ9f24Vvx2xkijfv/jxLUYU/P3c9xZMmhXvLmHWTuCBWZJskGHdk6H7VWz4gLkglaN8YsP3DcnN3RjmeWiniqoNWAq2mnonTDLHON9DlPJgmVjdEmwbhiIDhrHaJJopYvRhtKLGzG0F1qSOGw1HVobNDkKdrflh0p/kLEXY7oPp0QKHis/YyF3MkZSqdlZv4gx97J1+6El+q3Kve+NuY8VdnGmoFmWehtMZu9Am2FUlypsgHir7Ya4USvGy1hqTuyIB59DuDmi37cqRdyy8nxPmLDjJGLIGvqW3jtmL8FXmNo4pFd86kOEoxsmLpvoyRIqSwEKItg2jPJFYvGpFShBsQ13y5Zyjphp22yCp6cx7FMwO0MuSwmn315725vqOKXFRSdLeb2F2BRbShKJ2LCKo2GwcMcsua/IWMhdca2G1FZw9Un9O0d0uiblC3UEnG2pXSoamDXbodF7SiOG+x/jJNWDXIL8DGAUVclOF54dImp7blKT4hb053zqS7O2PsCcWZbJYPv+UP+OV3/xRuWy6MqGiQWQaFCwnLT9U4dbpK9Y1N/o/qY7zlsz+Ck4+Jl3Lke3DrT3yeh/7T1Sz/cEC2ksNfMUh9GJY11kBRGF0gJ9+UB0PjNIXdaAwjLK0xeyG64lN5ekO6t05PCBDFHIPDE6OTj2hYNg2fjUCo8mogbvmqWKBz+aTE7VQNOnugcryAkYiWqXy8R1y9KDVIttWx1nvYyx1KvkVnhyPzlXNt0op0MDe+/rcA8PLu1sA8rNj4KwHWuTVuu0IIAHc/8esveY+N9Q7RznGcM6vgONh98fTTtiGPOZZw1y1htRafTfP8muRPZYDOiyEyMuBOig7B3vGtU2DhdAcVJYQ7a+JFOEgJahZOO0UlAlMZgWwNlaREdV++XrBQU3kRo+ddzPYQo9nFNE16h+p4a+EWHBzvqmB3Y7KyaDSD3WP0Zr/9GJZJTjEck1SJ3JqECbudjKAi7EkngeqjNs0rEgYz4oAC0Nku/048HrO2tIN8SUhgRixhqXbPIL+SsXytmCpkLmwCa5cfnOf62ilyRsjv3P0GcouKuATaEikOWjFXatFdLTCYcMhf0Ay2GbTvnKbeivmbx68kf8om9eD1dzzMI0rzZ2evZRDZzH4KGpdCWDFoviwjf87AbYP1qibd0xV6uzXjj1xsgXr7ErzjPsOx0SGsl211B1ZfUjfQGjNMSQo26YGprZ9Vib44e2MknG4MhQJfKZB6BbpzLkYKSzcngKTNu9Ue7ucLaBMKi9LdxxVfgkGRoNLWbkvekwvy+2+84/0XCSXATbe/DwomvVmTyqmLyR9faalMk3pygInH8hipBNUqrTHCGCM2iEvuFivUjLKLXSlshbHCxdmdG2Vkrsz6tKWwAvG9DeoOcV5ex84OUyQqrYSwZovmMFQkORMjMgirJrkLIalnkjkeTpJJaslaj7ToEY5dvOfY7ZioIvZpRphghNDfXtjS3H2t9e03JPhaS0Nvh6a9X7N+mbTray9zGY4Z+CvQ3aFYejWgFVElozAP65eBtw4b++WGCZBfEPpy7WN5Ko85TH/SZOXmhOIpA6cF/prG7kLtaZh85QXCyOInr3qA7v6U9UtNJh/pU3vKYOOg3Bx+9HM/hr8a422k9KcMerNycmxcJiaoYVnROVbnLZ/9UbwzLsVcgLNhUH7dMp/64CtJf6bBXH0DEAq3SqEwr6g/nTGcEIF7/SnwVhRRVdPd6aOSjNSz6O0VR39tmjK4NU3pcBwLtxnhtIVUggY1iMTyKhbBNUqhJ+v0D0/Q3m2ycrXiZ37h4/zQ6z9DWBEmnNNNiasudjsU2HCtI6f/ko/2HdzlHo/90dspzSd0D9e458F3y4nsxcuQk6wZa6Kay+DyWYLZAplvbzmvby3bxrnQJp2qklbyOBsB2jExgtFGS1Ixja6XSGbqmK0h5vKGQK3hiPocirA2KdqyWTWYQYI1iDGHMWnBZbijgko03loosGasae+xaVw7RuYapHk73yOgAAAgAElEQVSHuOqROSaDCZvCuSFmlGEOE6IpmT8QJwwOTdHfnsNbDbGafax18QXNPbWIvbCBEcbi+xel1B/b+BZujm9+dfandC6PWLs6o7svZWOfyXBM0b48ZjimiIpQOGmhEoUa3U9zq5qwrum+tUNrn6J6PKZ4VlM5MRLJDzXNQwbuuhLNXAj93SPD4szgC62dBNqG8YDBjCaYTrDqAdoEnSouKS8RlSxyq5q1qzNyF8Ryb+0ym9wZe5RqkPDQ6k4WztfpfHaC5OEqzYMm+WsbqAy0obn9Bx+idVCTfLbG1Odg5lOwen1K45qE5nUR/oLFxKsuMBw3yC9GhBXJYTOSDKc5RGUaZ2FDTMMTYSQ6awOBuA2FCmNx/i97wsgezxEcnGbpNXXWLxWY9/t/5S7ee8PHKT5vU/2ihftgAb+hcbri92oNYjLHuDin6qY8/TtvR2WwcTjHPZ9/90sK3IuX3dP0J82v+nVAvCTbEcaIhbjpqEKmt1LCnfUBSdkjGhNI0j21ghp1SXajv2UMHYwJ8SNzDVJbPIGtXkJmC8xqhhluSwJWqycTtJJ79GDCIPEUrT0emalo7bWx+xmDbTKD1IYiqXhoyyKYKdGf9dFKPDbtdozKNPln1/BPNoRRGSV4jZDc4oDc4tf2hP1XczxRSs0BfwZMIefvP9Ja/+7X+hl356ye/vWfxT/pYCRivzX5sNrysAtLais2p3xas36JYvqfEoZ1k6AuaeDaBL+RYg1T1g+51J8JGUzZaEPR3qOoP5PRmTOIKiIuj/MCdYZzMea6ReZqCvOGnFb7GWuXmyQ5ze6/HZK6JsNJm5VrgUyR1SK8M+KiUnkh48IbYir1PraRctXEeY63JzjzwjSV2Tat+TJGonA2DLZ9LsQ9vkz/ihm81YDFmwoMtgnUOnXlEufnx1CByfijiuG4ovpCSu58T4xT13ui77ItGAxJd28jqri4q33xqYwzzF4gGjLTZLC3xmDS2iLUqGQ0K9HCQK09L3ZihfmhnPo6Q9J6Ycsh5ejeX9yyAbvlpvcAF9OPQYyd08LIEy+MuevJi7lfmwXuk49cdFs5Ovtz4j5S8EnKLs5KVwTc/ZDMczCWGyI6L3qg1FbkD0qRlXNENU/o1kosw1SmCSsSKeK0Y6KydFPueoC2THpzHvkLIWY/orO/iDXU5M51SQuy+YK6I2y3VBNWbfKnu2Q5e5QcndI8nMdIBUIfe1IKnHYscVQp5hjOlXEbAcGUT/7ZVe469dvfMseTb2pP7ZjT0+96G/6i+Eb298cSnqolBWBzxQUxSEg8GHtKUqi72+2tOZXKBF1pHjC3Ej6CmgQTa0McT4Z7I5zzDtFMBKZGRwbliR4z5TY78k0+91dXbuWHJVd3qX8kT+opetsU13/fF7n385fhrRiUz4xo70oIFLm3LGIZGUcqS9xzfj/p/TVUCr1dGU5rxBRMYfa+Ic1DPpP3XmDhe7Zh96F5bQSGZt/2FV44M03ulM1gT8z4AxbFcxHO+ii7stm5ODeqlYirvtD4R91PXPPFTs+WIpnZ8tqtXKOZObRCmhm0+j7BYoHKcwb55VRSwYepBInaBvc+IBD+LTe9Z2sP3fDdsrce+PuvUcS+gXXrtf95yyz9xUsM2cVvMhtpzpTWYuU1VsBZ6RJOl7Y+n7omzYM21lBe09K5iNSTgmeNnk93zpWGQil6MwZOR5O/INrjqCCHXXcjFZb2aOZYOhOQugJ/tvZY5JczelMGE48PsVvBKJtydK0NQnTeY7CjuCVf+PT9v/LtF7WjlJoGprXWjyulisBjwPdqrZ/9aj/jbp/T2977HzCsDL3kY/WlBa89m5FfHLJxUOZDKPDXMoxE05sxyWxw2prCBaHeDsct8ksxqWvQm7HILMHmq8dTgqpJbzvERU3xrKJ8JiHxDNo7DawQ+tNQP6YZTMhccDgBwWzMzo9BWDWJcwatW4ZYJ3xSD1Jf5gxjT2a09stAvrR3g0HgkEQmlp0Stl2cVZviORhMwc7/+gyqkKf38jnsTkJ/m0Pjcth+xSJaK75v5nHK5oDfP3Uz4V3jTHyhfzFiptsTv8SR2DndNobZC8h8W+Zu3R5Uy6Kpy/mEMyXMMGUwKR2x3ddkFjhdTfF0F/XCOQDuav8xr73hN7A6gqOT6i+DGr/SOjrzswBk03XufvTXuP2ydwvU1+yLYfKzZ9C757j7iV/n6NR/EM/IUGy20pk6wymf1FHklkO0AqsbEtd8nAtdSTEeq4hVl+eIlq4zJNhdlzmEY+A2I+kCRxICpzlkMJvH3Yi3crXikv0ihxiBwcOKiUoFuklyAsuYoeianNU+w9kiZpDRn3HoTynyS5rSqQHWQoN0pk5YdcFUJK4i8Q1yKzF2J+Seh3/1W1nk/vl7aveMPvT7P05rtSi2WQhsWH3Cxu5rBpOK3LLkzHlNgb4Hk9KdRWVJDlAaooKifCamP2UxHFckeUFQyCAYh7CecuTIPMcf2I3Vl+LUn83QfsqVB+Y506oxeKJGUsow+wapp6kdk7lgWIbZ189zenWMZNnHHBpYfWFzDqc1P3jLZ/mzR65jcqbF6tkahdNiFKFNcLoQ1AQN2X73iBVZtQl+cgPHSvl32x/iLxau5ud33outUv5w4SZW+wWcP65vmZ87a4PRbFejNrpk9TJGV4pftL0mBs2OIajBKMomsxSpb9CdMYmLEgmWuaPXBJi48yx3nv9dbrn5vWKUPMptvPuxr7+nvtK66ehvYY2iejblAZ+586Kd2aY+Lx4r0J9xMSKN34i2UJeoYkt47Ygk85KlRZdnJBlB3dliM9o9idRRiRYnlZWEdERAa+8wJUg2EunCpsF24iv8RsJwzBq57aSyr6KMzBYo0+6lrF/iUD0us3Cr2SecLhEXRBqV+AadnSbFcynWKF39gX/85W8/Wy+t9ZLW+vHRx13gOeDrCokMU5OtelhzfeKdAWE9o7XX4MINeRqvSti4PCEzYf2IQX/KJL+coVJ40y/cw9l/q1m80cZfT4nzJr1pi8EE2H3Ryy2/0kAbMqC2uwq7J6LU4ZiB39Bb3c3wTS36OzJK5xPZbD2TuGCSeIqoBIV/8qk9l2F3YerAGjfd9kXWrjTo74rJLSpeOX2GqOHjHfO5edcJ8qdsjARahzKC8ZTFN19C61XbWb3SlJmSpzADxcIjs5xfq/GJ1SP85dI1rD8zRvm0YNT0B+jmBmljnfSsZNllGy2ZZcWJUOBB9F2WIcbJvs1g0mY47hAVFaWzMX4zpfLCELuXYnQD1NQEd7X/mNvy/w6zG6EWVzEa7a9Z4I5Ov3Xr4zsXf59sWggXm52bChJJCU81erewGG9/2f8Nto0OAtlkUYR5bpX8iQ3KT6xin1nFudDGGES4Z9YlyaBUwFhaIz01jzp1DnXmAlimdHK2gdsIUWlGVPNJSh52JxzBHBGJbxIXLRLfxG5HeEt9MkfoyHY3xgo0ZqyJ8+LS4nQSrH6MVoru/gpRySSsWnjrCU4b4pwiLjsMXjYz6vIynHUR1FuBZjhuce5o8ZvYKd/4+mb2lGVlHKqvUBrrccfLv0h9roV/3qZ1ScpgUsG1bQbf20FbMJxQBFXF2NMxmQMzrzvHxI+dpT998aaotPhV+isgCdVi4uA2TJ4+KXmNm24fKE3hBZvjn9jLK6fPYF3apnxcjNbtniK/lOB2xFbrxFNzJMs+r7r6OX7jjX/Jj3//Jxm/dREzUPzdn9yAMTBZaxSpP2by8z/xNwx2Jkw9HNHZmxHMxEx+IWXhbQnf9YefobPTIrhnnCvrC/zByRuYPzvO6WiC09EEhtLw12O4TelWvecuiKwkTkWeUswTTOeJZqv0Lp0QItbIBWTTRCLJmxiJJjMFHSnNaypnUp5579upHetTO9bfCme1m0Ock8sYw/ibLnAwSgFQcO/973rJ52+6/X3cdPv7yHwXFSY4iy0K50W4vimkVnFG7nRLtHta0g6cpQ7OiSWckys4Z9dGKQPidemtC3yY5Ayh9JtiIJ9tZgEaitrxWEzkXYP+pJSZsGzgbaRsHLCxhprCQihOLMOEwbRDWBWGLwr8dc1wwiLJCXxpRCkq00Qlk9RVlObFo3PjgM3Gga896/62IJ4opXYCVwAPf4Wv/Xvg3wOY9QrmSR/nkg7BwEE1XOy2nCo7+zJ0Bio2SPJCF+7s1Wwc0ThN+Mjv3QrXRRTnhXW3cJM9EnzGRCWTJK/Jnxfcf7BNClprn9Cdy6ciWnsdhjf0cB4qUPIDuqrM6hUWE08kNGwLM04BhdMRaCcsGcRF8KyYe44fRBczzL5Jb1/CvacPcN3LTvCFzkHu+8SVWBnsvGEeS2WMeX3mD1SZf3aabfennPken2wyQKcGlbEeR8aWePzvLsHqw1hLk7oGac7GKBdRXQMjiiVDDYm5IUzQeQ/7zCrDS2fwgxAGI/NU26T6dIuk5FI4FZHlHcg05rFT2GN1sqrg87eXf5y7+3/G0d3vFKiwnP+a7+edSx98yf/vfvTXuL32FtGj9foopPiBhFma7YHAQNUiynXE5WAwRPf6hLMlvCfnwXOh3YFSEfoDicqpVSQ9wLHFeWQYoJfXcOIEta0ifzzVuCs9Mt8mLrlkNY/c2RbaLJDFQkU2+5GIxx0DlKQuu81o5NQuaceJb5J6Nv5KSJI3xUVmZUAwnae4ENPaZ8tBx1eAQ1gySB2HyokBwbiw5QrnvoEp+f+m9Q3vqVqFf3puL25ZOon15TJsH80/tYnWYFsp7R0pdsvEX4Hzt1poI8P90zkGkzKXsQeaxhGb/lxGYV7R2ZeSP2duQYrhrhAdG2Q2RBVN4awit2Cy/w0nefbTe3muNYl6uExUgPLpjPZug8ZlNqV5OaTKA4cgtfmzC9fRCn0Wz4xRWIfiQsZwSqHOe7T3wu/+0RupDqF5EOypHjfvOsED9T0Yj5b58OeOElUhmE4Yd7q0N3K8+ZrP8cF7byV3wcAIwUOzdoVL/VgkZCaQmTdgrLfxliyMdh+VVYmLoxvsprrAALsn4m4zyph8NBS9HaPg1tE6Ovtz3Lnwe9x8y29i+f9yQtKLRwQv7uA2A14z3yLzyxiRpBF4zViQis5Act9GxTot5748qTu7mIO36bnpNWW/RBVhkDp9MbP2mjFxQfS4cckmtxJipA6DcRMj1bT2WlROJUQFg/XDHsVFkQUM61K4jBRhfnZS+tMWSU66YaXFC7W7C3LLQnBKX2q7+1XXv3oKgVKqANwP/IbW+m++1vd6M3N66l0/j/ZT1NDEHCrS8ZhSrU/JD1h+fJr8osAoYV3jrSoGB0PQUHzSJfUl9TsvZiLk1lLCsoHbSsmf7bJxpELxXMDaFT5uS9OdUxTPib2X29EMxhSDWY1KFEkhxV032f0/VuhcNi7ShtLI3VtB87IMf8VApRDWNP6yEDkyC3Z+1xlO3bcLjnSJTxeoXdIAoD3wSc7lGfsirF6tOf7GD3Loo2/FbRgMd8Xkj9sYkbDgCgsh9saQ9uEymamofW4UGeM7EiQahuggRJVLRHsnsRt98ZIseJBkqPkLqEIewpA7V/6Ao7vegS7lJW1785qwLfTiMsBWN2fMTIPWZAX/68KVRyd/WqBTvnp8z21X/KqwPZP0ogl0byACc9fdol0bYUbuiXnSuUmZKfYGMiNpdi7KDraNYXaHZHmXNGejEo3V6G5BuMlYEZVkhOOe3IhKMqN0VwZo1ySqevLcXEPmuDWFt64xUmHN9maEcVh/JiWzxQYp9Q1SV97z3HKMs9Zj6TV1VCakAHugyWxF/kJI85DHF/+fd3zLUwj+OXvK3Tmrp3/154QdHhrgZWgNfiUgaMssNX/cJi5AuneI/5hP73C89Xmua9Nbz6EUFJ4TmUF/WiCr4nnN8i0iP+jvTMnPm/TnUlSqMGJFfkFci7SCwf4IIoP8KYvaiZTEVyxfB7lFubkOZjL+zxsf5K7FQ9T8AS+c2IbVNvFWFX5Ds/aaiMIxlyQPpWvWCGKL4bEqxZetk9xbJ/FlhjS4NMA676FSkRTlzxuSkNCVG2dhKWH9sEVuRZNfTvCPLZKNVbbyFgHiiYLktJkKf7FHVM9tYWIvtti6/bJ3b82jNyFAbYB9Wgye71z4PY4efhdJJYd1fg1smztP//a/+P0HeO2NMh9PfNlTm1AmShFVhIPQ2mOy7b4WSdlDJZmEplZz2I2RP2WSMtwjKIwZpiJZ6idbEOcmGSWzFZ3twvLMbCF6uS0pgpvFMayYpLaQ8PIrGcO6gR61WIkH9mBk5rEgr5HbzqSLH/2t5mGbsAZJXjP92WyLZV+aF3bqZ+75j9+eeXJKKRv4OPAXX28zwiiuo2NA18A+2CZ7ooy7d0hnI0cUW6A0nVeEqHXp8KIyeCfdrRczf0FjDTVGIvRgPdIHdXZYbOyrYobQm/EpXBAXiOI5g8rxHp29BYHvYoP+DkX9KY3TBf9vP0/jR68jLCvs0XWhUk1vp8JtGphDiK7tka572KctNi5NwdSc/cQuTAOcTxXJtkHz2THSWoJ/xqawJkQXrIyDH3sr2hLhN2bGcEoze1+KiiUANvNtmocMwlpGbnWS7qxN9bkBhmtjrHdhooZWCuf8BjrvQTCAnIOxtiEszGEApsHRfb9EPFcX0oRtofqDrYiZzeTdW+0fwJwYJz0zj7r0AABH594mAmjgzpU/eMl7dZv/wxill7q1HN0nJ0y92tgyn858W4qcYaAtQ2I1innSkofZkDmjOUxxWiG4Dub5Fcl3S1xUEIsFkOdCmmE2OqSTZZKcjTWQOVyW91CuXADWUhOGAZ6eJBzzSVyFsk3SHQWBTcJUOtkwI/HkgDKsKwrLckz31zT9bXIDN2KBpeKc2mKiFhYyhrMluZH1hOSEhtSG/jaX8cdfakL7rVj/3D2FqfHP2BhXSbHyz9ncfMdj3PXAlfzMbXfz4T+9nd7+GGfVpvRZn+GESAqiEvR3plQ/WaZQlNmXNRiFe3aEvNSblnic3r6YypM22gJ/2WT8iwnnbzWISgprAJkHuRMOY8cSwrIWyUXVILcgelEzACNW/N1fvprBTMZ6pYiKDLw1OXQmBUXxKZfEB7sDw3vG6e5NoZLi/UkVvxGQ+CYb+22K5SHBvEduBaKBEMy8xihsuCUmyUkOGreEDJ72qHlzFI6tklYLmM2ueMNaCiPVcgPOhHFrLTRe8rLeeMf78QGzF5BsmgE0+3LIHB3mjs7+nHRQ3f6WgffRXe+QAx9w5/mvyRn6hpc1FJeQzYIn16Ri8gtDVJTgnF4l2j1BUstjbVxkKqajZG9tQGeHS345IclbpI7CG83zjCgT6U0q7k3dOZPSfEpUtjGDUYK5pfDWE/rTMocbTIp2ebO9Gm7LcJ8zqLwg0WHaEMhzMG7itjJSV/gPia9RCQQ1QQi8VkZU+voGzf9qRU4ppYAPAc9prX/n630/MKIFQ5rP8B4oY2mw/7FMcEgTNxyMRGEuehQWwOkI+7H06CILb9xOeT6lvcsUnYYPw0nFxKOa7naFNZTu79e/7yN8obeL+z50DeUXhvS2FUiKDpUn1yU0EIsdn8jobrcZjJm89qmIT707xQwNys932Li0TOIpnLYQWfqXB5ipAjej9coAz4+ZKHdZXdpGZkJ+SWN3FMnuAJouqQNhCR7/+d/nmvf8LO39Gf6yideAwqJLfxrWD1uEFRh72sLuWZgBaDdj/bBD+0iM0jnCisLql/CbIxf1VKPCWHzgTINs+wQA1mobnXMZ7CyTf26NaK7K6pUe3UtitIZrD52m/dPyvcZgSNbuSCL2qXPc1fkwt3k/KNZWL1qbRJO7h3/Obd4PQrvD3cFfAFLcvnRZZ5bkA61hakxOvL0B5igBIMlZ2P2EqOKia9PYvZgkZ+E2hL6dbKsQle2R15858kQUIoDdjtC+gREpVCz5d0YoG14rJI9rlLXV3uORW0nAULhrQ4onA5KiS27FpLvdwWtK128Go2QHJYeuoKZwW+IMERcsUtegdC5lMGbSnwF/VVAAfy3GPLn4TeyUb3x9M3vKUJrXfu+jfOrcPlQkB7Mv/P6V+JOKRlykfyDG6JmMPSkWSn5Dind/2sCshnR3+thdIYdc9+bH+ccnL6M83qXbymHPe/zoKz9Hzoj4k1O3khSkYxqOmZSfV9h9TW9OZAlKQ2uvRX+bpnzKJLeSEufkZjacQFCZSwO+/7LHuPPcIQaeyyuuOcXDf3cZ3vXrDB+qY/WhdiKhtUdmO2+67mE+PriO+lMuL3/b43z6769CxxbahI0rYpSVQWoQTcPM7DqtT0+RW9YEMzFqYHH5G5/l0bsP0945jd2D4nkXbRtYvQS7OSCu5YgmC5BBuk/0czff8ptEFQsTGO4oYw5S1q5wpVudc8nPG0w9LN2NdXblImoSRdLZzb3tf8u1cO/97+K1N74H/8Qa8WwVlWo5hCjF4iscymc0Yc0hGHOAqhhnr4ckFR9tGVupAYlvENQkaDXJGRiJlpl2zsIaJBJm7Bq4G6JjG39ieNF/ti6Zd0aisfsphcWLmXOJL5wJM9IUT8l+CuoKI4LO/ozSCXFnyq1pEn8kZ+oo9JEuyfkiKoPhmEHt2eHXfS3+NdmVrwI+CzzNRUT7XVrrf/xqP+POzeltv/TzmEMDf1VSh0vzmtXbQub+yqK90yL1ILqmh/F0gckvxAzHLJyeOHibYca578uoPuSQ2aJJi/MQjmX82Gvu58NPXofu2Oz565jVKz1JOGhB+Ww6okELG0+bQo0F6O3MyEoJ9C2mPi+btXnQwO6C04PuDnns8VSEU4iw7RQeKqMScNvQ3qcpnRL7KTOElVtirFWHwjno7NOSKv6sibchJ9ywIhcCCmrPBpy7zSN1NWNPQvOQJJnHB4ZU7/UYv+ssK3fsonIiZPkaF78BtWcHW9T4qGhQe1zoXl/m5D0Spm4mKt/m/zDKtsCx0X25sDbd+18MsWwWuc2Z24vX5hzitsKPcHfvT+Vz029FxzHMTAo1eKMlRseRFM9krIDZCxnOFvHPtVFJRlIv0JvzcDcS1IjJtlms0OB0EzHBDVOspSbpZAWjGxJPFAircsL01oZbcgMjyujs8jEjjbuRkFkKtxFgNjpE28XxxTnXJKvm6ewvkVuJ6M26ON2MYc3AGXVtwr7UGJGmedDGDCG/khJUDcqnQ5zlLnc9995vJbvyn72n/Mk5veOn3oHbFgayyqRw231Yf3lC+VkLpyNs4sKixmsK7BXULZyu3MDm36jJn7Bl3lbWJNUEZWjedMWjVO0+YWZz5/tupHmJwhxKp2f3ZW4eFwWujCry+cSHaDbCO+tQnJfO2e5BVBQ4sb8rFc1nrJjc32D55BjO5IDCvQXiURFN8qPu41DM/g9FrL48T+JDOKbJXVB0DqbkT5v0DsSo2KAy2yZ8qCZszDYEY2AkcMVtz/FPT+7nZZec5fi9ezADmL27RTCdx0iEBNHaY5Jb1RQXBNFoXOoy9aAgENo2uOfBdwNi27UZPXPX0zKbO/ILH2D2r89+6ZsIwJ3n/uu/6Fq44bvfT1AzKZ0eYg5ige9TjdkNGM6VsLsxYc0htzjYkhaENQe3GRHnLYxUY8QZ7V0ufjPDbV4sbABxXg6fSc4i8UUWsAktWgPZl/0Z2SNGKAcka5CQOSapJ7IB/1yHpOJvpZivHzbwmtLheS253/mNlM4Oi9xaRm/aIL+cYfcz2rulPxt/XO5F35YSgm9m5Sbm9OHvfjvaUFhD2XidwzGX7lvgmWe287++63f5kfe/A4BLfuhZnvuTw5ihnAS626FyQmMPNbEvVN/MUrRfM6B6jy/suBIEdYl1yCoxxacc7D7kVsXg1IyEcdebMuhv1zAZ8LYrPs1HF65kOtflDeNP8r4P/xucrnRySV7YmCqD3nZNVosx12zMoSKcSnBXLI685gWSzGD1g7vQpqI7p4hf3kOfKJA5GnMoZBZvXVM+FYyovhnDCRu7J5KHoK6onEyIiiZxQTF4XZdgJcfMp8QxIXNNnJWuhIlapjj2V3zivIW/2BXYL8vIKnnUIALLQHVHJyRDEW+rMP/6HHve+zQ6isWB3HFQlZIwItekUN618f9+2Xt2dPynuHPtD7/ue3t08qfBdSHL0LWSzNocR/R+hpLNPxiiywWWX11j8p9aUpi1Ji2N0gqqUriddoq7FqBtA5WOojiUdH6bmru4nicYc3A6CUaUEZcs/EWZW6r1tqQOByHMTpL5LmlOzGyDCZfGZUI4CksGdj8b5XKBu5FgDRL6sx65C6FAO65BbmkomVxL69y18HvfXsng2+b0pbe9ndxKgso0gymb/pRIc/QICfIbco/oblfkF4WSn7kQTGQUTxu4Lb01vwyris6RGPe8jRlJ0ejslsMagLdiYkQCb8YFEYlnrvytwXSGNT7kjQeeZDGo8OgnD3PHdz/EAx+4hv6UkoPENS3SRyr41zeo+QNOnJrGqwZEF/IYkcJuK7Qlf7d4Xorwxl6TymuXWVyoMz3TZMzv89xDuzADRW4Zqs+HdHY6qAxyqwmtfTbdq4f4T/tCgtkpc7vBgYgdf6XIHbtA7ypJHs+f2JD9VJYuL/FNrH66FQ666dOqUr1V5OKxAlHFprVbXuDNQpdsH5comiRDjcgf/xLI8vYjv0LmuxjD8CJkujEgHiuIhjTRGLEgGxsHfCovBFitAJVlkv4NMnMbHSKBrTSFTU3fa298D1HFlhHKaEUVeV69aYPJR4cjzV1+6+8ntYvEtcQ3sYYpvVmX3GpM4pu0d1p4LfEkzi+LgXSSu6h3NBKNOcxw2pGYO/P/c/emYZZdZ33vb+157zMPNQ9d3V09S60WGixr8qTZ4Ngxjh8I2MHAJfa94BkSLgmBxIAND4bkIYThmgQwEDwFsGzLsmXNkjWrW2r1XFVd83Cqznz2vO6HdaraMjY2SQi215eWTtU5daa13/X+3/8A98Q5hZEAACAASURBVLzwK98bRW771CkNRVFuHEixtlRXF+bhz/+lQmh+6uffy8r1KZl5nd6QpHBWMPz5RWi16V21m5VXqC90eKSHXHEwW6o7EqkSQydOv8srpuz9REB92qFwQTl+1C5zqR9OsDZ1sguwdVmKNdrBeTBHe1Iy9dmApRscesOKeKL3VLETqWIHdaYSrJqO2YT0uia/fPSv+eCjb2Hq44LmlIXZlbz+Z+/nkzPHCJ4r7UCf9pay+6FvgrxtfprYAnc9IswpnzizI7Faksyij97scfonSww8Lag8tqYKWdbFH80o9uh+k+xCQna2TeKZytlACGSf7aV1QyUaB2i0VHJ2f8k45p7OH3O7+6M7t6WBj55Vc7gvNP8IUEVO9rPpRD5HsrqGXi4Rb2xijI0A6tR6R/knEcUC2Cp1IPVskrxNc8qh8tiq8tV0bMLRAlLXlLA0r6tuLlWdRWYpUBcSTbsEA0mpyDRJAqKfrGDopFmHOGvt/J611CBdXEYYBv71B7E3ejtpyForQHoWvRGPKKthtlMWfihi4k/7s75ugl8xcdcVIzM1NbqDytHBXQvwB2yl13vsBe6N/vw7qsh5gxNyz9vfR2pCZkXiv7EBDxYxW9AdBX+X+swHHjBZvy5l4HGNzqgqOOOvvYj2gQJr1xbYOprgLun8yFu/zB/e9xqkISmc1oldVciiAvjDCc6KKnLeiiQsKOJJYsHYq+e5pnKRz/zVDQRTAfaMvaM5c9ehOwJGWxUa0TSQhZgr9szz/ItT/NRN9/FHJ1+J+VSW7njKm296gk89eC12TcNUBj2EN7a4deo0dz90FUk2JntWzZCqLyjtrJDKpitxVISW1ZKYbUV399ZStAgKz65CHNM+NorUwGrGO8hO7Onofkp92qJ0KiA1VXLBtrv/fff+qx2zhO1uzVptQaujvpPA52dV7t02ZLld4L7+/wHuONL3fjV1RL31svt//brlVb+CsdkhLnnKxD1nofnKw1Z1VsbOexB7OtZWCJpyMLHrangmknRnXicN49vSyL721l/DPqtINr1Daq8jVXaeFCh9KoqU4mwlrFxr4C0r9MPoJIR5g9QEpxb3IVBdQebrUd9STOVkAnzhzIe/N4qcPTkhRz/4HmQxwsmEuF/OEZQuGcpKTenUYlfBILfd8jQ6ki/N7cdfyCI1+Pe3fYJf+vRbKZyDzFrMxds0tASMtjKWzc1J1q9P0Fs69qZg7P4u61d6uLW0Pzw16Q6quVtvSInG8+cFzb2SzKKgsT/BW9CRBpROKSp072gPY9ZVglBLbdbO3phDBxeY2ahwYHCNrcBlbm6AwZE66xfL2Ks6VgNaB2PsZYNgMgRfR0SCkYeV+Napp+SOr0GrjayUSPMO87eoImM1ILucEhTUhiqd7KoYHQ118syayjZpvovWCZCOQeqotIDE0XAvKqdasVJTlP4wIm13EJaJ7OdobYeAbs/cAO7I/xhwqch97bpz/GdIN2qkYYgw1Bf8i+GfXbpvf+OKRkuFLRoa0UAWa7FB6tk7pq1R3lQQiK0RZjVys1305U31IIYB7Y761zRUp7mxqaQJgByqIDp9UTzQO7YLo5fQnHIo330K4bqQ9ZCmTjCcw15tI5odsCxaR6okjqA5eYmRVzob9ecdMf6A3fcthfwFH7PuEw542KdXVHcaxv+gcOX/zLJ3j8uRf/szSn5jSETTwFnXsJoq3LQzJDACSDWVBff6Nz/OYXeR3z1/M9cMXeRzTx7jHTc8yH//09fgrUnCrMC6c52NcxVyUw2CZ0sYXWXpJXWJSASZ8wZRXgmj7bpk7YaYzIxJYkMwoaBKBGQWle+iX1Zzu8QDUuhOJJCNecX0LF99YS/GlkGcTdh3eJE3jTzHrF9l0GqyEhZ5YGkvb5w8zh88fRP6hom7IuhMKO2dzMfoVoK46FJ9PqU9puGuK+hRRCnmZpfO3iKtMR2nruaq7TETu57uCKKdWoQ0xA6LInG0Hdq+iPrOLOZ2F6KkSXonQusEio7f6lxiFW9fi5P0ZQXtGxW57XXHsX+7U+S21zcqdtticEAZpvcTXbYhyMRRc8zEVlphb6GD1gl2fl+kKD1uf6xxz7O/xC03f+hlf+NLD/6/3H7NLyl7MiHYPORSfb6NvrxJ5+ioes81gb0ZYvSdYjp7FI+hO6j+rhaBu5kS5DVyFyOMbszWARdpqOxB3VcjAW+2QVT2dqKMvnLfv/7eKHLO6ITc/ePvI3fDOjcMX+Duz70Cuwat6QRvUad4NmX1GqE6s0htSqPbhyCHfTQ9pXBvhvpBVZhEqk6IoPKySi80Wb+6wMgPz7D+sSnCnMBqSpythNphg/xcugMpbjuYT1yzwMyZEYyGTuG8eiyRqG5K6srINqioRAGpqwIsNYm0JGZdYdPpkTaaJgkWM2iBev7emoJJ5+9KqYw0aT9Xwd5U2pChJ0OMTkTiGQRFk+y5Jp09OTaO6uhd6F3R4+ev/jwfevIuZCIoPmkz9HgT4Ycq48qzFCW6D4vIThfhuTSu30XufFNZZYUR6BrpyjpaNgP9IoHn7mzGz5/9CLdn3sY9nT/+tj6/7a5PmH0IZ1te8HXzuzuH3wWWpXRzrR7p8iraUJW0WkBrdImHCjsxOomtY621kGdn0UpF9Tw7PWQckzRUoTamdikWaC4DnZ5iY27LDsoZtKaP6AUsv36MkXtWiIbzyksvZ+LOt5CGhraySbRniOYe5cAS5unLOZQTitWIae62KFwIlH4ob1B4oaaCJLM2qalhrne45+Q3h1X+MZYzNiGnfuJ99Hap+RQpePM6nekIoUlKT1i0JxVrUYuVBKa7K6EyucX1Q7O0E4tn//gosQNBBaKhCDSJd8bCrkN2URFBtNdsYv6PErGrvDBFCp0DEeXHFTU8ccAfVYenQwcWeOnCKDIVDD5s0B0Sys91MaU1oRFUJFElxi4EhC0LNMnU2AZvm3icf3/Pm8hc1OiOS6yJNvpXlc6tO6Gg1cSG6Ko2w6Umi+sl3GdcdF+lj2iRJMpq+EVBYTZG91M2LrcISrD7pjnKdpevXphCW3DJzkPxrOpyhWSnyAkpEVGq7LDGCy97r+1ZdRBLswpej4sO1uw64dQAWn8Gfe8jv8CdE+/+e8OUd069F/jm3RyozuprYVP62j9RbxFNVnf2hPwaOee2f+V2EK7et9HbHhHE2b5N3nKLLxz/Dy8rcgCtSYfMUkicVZ1u7GpYdTXyMDc69CbyhAWVANEd0DB6CsbeNp2uTxtUXgzRgoTuqE1mwSc1deKsjogkVl19Bl967N98bxS5bHlCXnfZv2TpJoUXS11daKIsJI5EGqAFoi8RUCbJo49ErF5tMvJ4QO2ITfMaH1m3KOyq01jPQajhDnbwF7LoXY2oEpM9ayANGP9yC3/IpVfRqR2TuEvaznA9ySdoXR0Gfd515QP88blX0D1ZInNkk+SBMtmlFL+k0Rtk54MLSwnOmo5dV+zPxBQYvuRNP/clPj13jI9d9sf8+Itvw/ijCr2KRne4P0j3oHrTMgvnByk/o5OfC3Hmm6CpL5veDvBHc9SOmAQlqFyzyv7iOs/96WUUz0fYNZ/2ZIbsbAeRpvTGMsrCJ5FYL15UX0jPQ2YdRC9EerZKKDAN2FRwAJalJAf99e3M2UBJDwD0wQFkMY/ow5+fP/uRnd+5PfM2AFK/7xCyawK5VUfYlupQMzZxwcJ86ARaqYisFgmHc4goxWiHaM0ecr2GGKyqYmaaytYsSSGKkOWiSjYH9ZraSu8he74KP/X6s0BdR+sGanYZhshCjs7+Et58m+54Bi1ShBKzo+Bs3Yfi2R5bh1yySzF2LaQz6mDXY+zFpjpAVApKuN72iUdLfOmRX/iOKnLuyIQ89ur30Hhri+5KFu+ijj+ckmQSXn/lcR5e3ENjLUv2rEl7X8TI+BbeRwos32BTvHGVxv1DGK/c4rbJ0zy8soebh8/xZG2SmYVB7FmLYCjBHezQW/fInTIonY/ZuFwRhLpjCbnxFtGzRcTRJkmiUcj0yFghNw2e5xNnryQ9lSMcDfHOWeg+5C6mLN2SovkaaT7GzgfIkznMfjOj9cm+6U0NKtkOV5SWeGpjgtaXhohyEJRTMgsanYMhmpkgU0H+SYfiuQgtVknmUVaxdKUuSCxBa1xj4gdmeWluhMwLNpOfWES6NtI1CcsuQkrCvLFzEc8/sUA0NUBqX6K3W+uqOERFB71P3kgd/ZImrd39XyabfO26c/I9f+s22TdxiAayOzlxO39fSoLRfD+Kq59c0ugi2j1kzlOwfx+a3V5xOYOxncKQpqBpfOG5X96x7ts2nE4sDbvmk3hKn7dxucPAc12igooy6lWVVCDKauiBxGwlRDlV+LzVgM6YjVOL0XvqfeuMO2QWlSH61pVKx/fEn7z/O1Mn9/ddWr/9f+Gnf5fL/uM7MbrQ2p0ytn+N2sPDSAO8ZWgcTInySlO3fkydNC68RSc3XGcq22Z0usnx1VFylQ6/cPhzOFrELzuvx/2DEu1Rg/rhBLOps/qKHFoEW1ckjO1ZZ/q6DR54+hDS7MOj1QDHjbhn9TCOGeMdW+OOsZN87pOvYuX2mNJXLTLLEHngHN1iLNOheqzLs4/sI7uQkjgaa9dK/uD5G9EWHH70c+/Hr4I1CnZDYtcF2us2aa3mePPYc/z2+dsU1XqfRc4p4qwp26ok52A2Q1pXpMhQY20rxwf33sPGD2aI318hcQ3FBivbO7OD7qDKiDKaQ5BIlZI9v0K6d5zUMjBaPWg3SDbr6MODSlyeJCT1+g7U+M3Wrdpb0I8eUhu6f1u8soaRppDN7PwOwL3pJ/7W/YPdVaIrhnGXu+hNH31pg7A8hjY6gtyqk56ewVrMKELK2JAypE5T4nMziP7pVB8bVj/PZZGOoWzAVjcQlZKCX0EVbSnVRvZs4pKD1e6BbRLuqpA4Ot5sC63dIxMlJDkHo2dSfUZdUVPXoDdoowcSv6gjNTVHMtoR4XAOI2OjhSodXen3vvO2m96v/eU/ySKmdaQJd9z4LAD3f+oqupMJ2Qs6nT0JmRmTlbSM/noduwbLSyW8axu0Gi6PrO5m5WKZv1y9mh+98nHeOPo86TUav/3k60hfyHPkVTO8KCcJSwbBREiu3OWq6jqbvkt0Q49uaBHFOutrBTLj6zywNs1PHHqE9KDGVzb2czId49qDMwA0/mY/vZEU0Tb48Wvv57GhPax1szS+OIxTk0QZQfx0gfmBHPHDwyzfkpLRFKpjdDTe/rYv8qfnr+HHph/ndz99J6kOG5eZVE+oA5jRTYmyOnYjJho0aR+OiFONd199H58dv4zkgSKaH5PaCtqXGqS6IMnriBSar5jAbMVKSwcKPekXFWlqaL2AcDCnzJ/9ELbh/79jveJtv0l2PtiRLgA7uW/3f+HnvuX9gwPDyn8ySjH7iQNfu0S9jdPoIHMZ0ED0vTllxttBbpK8o+b0QJJzFBybXjJNhr4IvaQyGrcLqCh5+MPqOaeG6pKNek9JgRohjd39VIZmgr2lWJ9RRuDWEur7HOVfmrfw1pRrireinoM/lsdsfx0r/Bus76pOzt41IQ9///vIz0ZYjYjGXhd3M2Frn0F3SHnmbVPztRC2jiboxRBt1iUaCyg8ZeO9fpXllRK6lVAutDlcWWWvt44uUj71H1/HwNMNOruyBAWNMCvo3Ngh9g30dQuRCKQuSYcCpBRYXoT5RBZ/QDJ4dI0k1XjT5HP810/eSuG85Eu/+lt8/zt/ml5ZZ/2aFGuwR5JouE95Kn9tU23IoAT5WfVhNXZrdPZG6G2D4r5NUino+ha37D7NTLvC3BencNcUpGB2JeVHlugeGkTqgvVjBr2JmKk9q9w6fApTJHz892+jeD5W3oyOidQFtcvcHfcVb1WRI8zatppdIG0TEcaX8ulc59Jcy7KQrfY3ZFLeqr2F+NarqR2xeO5nf5erf+mdNHeD1CXZOcHo55aUJRcQr64B/a6ttoVMEmQYIiyL8IYjiu7ci5WWr96AJCXdN4m+uI4cKCFWNkjHBti6vEBmOcKq9dBWNpW5c7XU78YixZIcKOGPKGjUWW6rmRyoSKJSTm1o01Sm1eW8et3b+6KfXxdWPBJHIzUFW/sNqsdDzHZMe9LBaiS0xk3sZkrx+drOaTcpeAQVi8zZLWi28Y+Mcf8Xv7kzwz/GsnePy8mfej9WQ6EfaNA4lCgBQirITzYIny6h9xR5pHClmrdJO0XLRuz/iM/Fu0o4m9AdAvOqOm/f9zijZp3NOMPHLlxPdF+FsD+DaxyJsas9rhuf44nFSbqbLkbdILO/TnMlx759S6z+9STa6za5bfwUzdjhUGaZ//Lx14OAD/7Ip/id33gzfkXtAfemDWpreTInLeymcspoj2p0xiTSUFZ90A9NLia846YHGTIb+NIkkjqmSLhv4yDn7t6Lt6pcjornVYJ17YhOflaycYePZcf86IEn0ETKf/vErez+E2WblJayhCWH2mUWdl3t58SGyouqYNorHcIBdYHXwgRpajtdnWiqf/8ul5Ob3vjrWM2Y9rjN2jWSXXfHXLzLoHhSIz+rLvbOfJPVV1UBePY/v3cHulRPsG/APD30ssc119vEJU8ZMPTnbMZWl3A4p5LQWwlalOx0b0a9pwhd/aIWF12irKn8PZc6O/mOSd691O1Jid4KSfL2pf2EIvikjk7sqANp4mi0JnUKF2K1p8aVZjg1FUyNVAbbdj3Faia0x0xy8xHOYpPOHgUJP/xXP/u90cmZTQgK4M42CMbzFF9qs3VZlqDYZwa5CrKUhnJSsGo6cWgTjYQUnrRpXBXSe2qIQ79/kbl/Ponvuyx8v88PVp/kOqdG9X0tPvrnbySY9jHsBNOM0Y8XkBlJ4qbYNR15uMNdu0/xNyeOYj+WRQ+g8KSkPu0wVmygI3FqULurx1uvfD3tNxnKY82UhF0Te9bGroO3HrNx1CB3UcKmoDmlkbuYkluQmB2T3ELCQjnLyFCdm0Yu8NW1XWy1PHQT4jdsEj9UBgT+9ADec/NE0yMMPSnxLxj0HhrlM9YotVcHvOHtT/Doym7ij1VwNkI6oxbemnIRyCz4GI0Ard5ShczUSTI2Wj9zTW/2EH0avyjmiefmuTf9BHeUfgKAO/d8gGRBbXZ9aID41quZeYMB+YAbjv9T2re0cb6apTsu6YwJZn94lKAkyV8QwDQjn1Enc1EpIdpdpG0TXDON/cRZRd/XBFSUTk3YFvpyjWivEt1q7ggiSnA2E6QmSC0DTQhV4PwAwgjZ7SGqZUQ3wD3VJpqsImoNVchqDaTvk66uozk2wraRowNKuuC5O6SatJhBmjoiSYk95QJTmEnpDZiEBQOpCdqjJkERZVjrl3HWA0Sc4Fct3JUecclD8yzs5ZcTBL4TltAkdk0xK9vjgsL5lPwcNHbrtHantOYKyJEEZ0knHIlYWy4isgmH9i5y8XNTzN/hogeQuxgRZU28TxaYf2+ZrSiDqSW8ZeoZfu/ozRQrHe6YeIl7Fw/QOFHlgdpBpKace7TJLj+y90n+4u7buPWGU3zl8w7rzQH+8sareeXB8wwYLXrDKc6axkc+/mb8V0YUnzZpTksITK7aN8f8V6YxupLWuCL+KBs9JRWSQunynA2dj7k3gCb5yase5v71fdw+dJJJb4vTVt8F5JmYXlnHaSeMPhrTHrXIP+KSWvAnz78Of0/I8HVrvLSnQuYFm+EnfbYOWOTmUzrDGt5qitlL0eIUc6OnLvCoWZ1CVFLl8tOLVFL9t7FWXuHQPeKTzfu03h0jmh51HLYuM9AHe9i2iXXPy+8j8xlFmNIE4Z5BrAtrL/95brvwpiS2TnPKwt20lYNJU7G4pa6h+RGpZao90D/8xSVPFT2hGKQiTZGWoWQyzUvi7LjokuRt9GaASBLiooojkqayRJOGoDNk4NYSChdigqKuIOI+0BIUwR+QOKuCzErf5clUZtAiUc/DbL3cjOIbre+qIhe74A+nSM/CuPcplt9zPeWzMVZLo75Xw2wL2pMKljBbiuzRcgUyEQw+3cHseBRmfOqvHGfs1x5H3ngFF68v8e7n/wUf/oGP8xeLVxMe6KHrKZ4b0Ass0KF4WtCe0PHHIvRQ50K7wruv/TL/3wt34legN6ARbHmsaJK1krJ1cp7xOPfe/UR5ZVSr9TQSTeJsgtVJ6VV1jK7aWLGnROlSVy7vUQZqh3WEiFheKfI3KyX0NZNkMCJ3TY2C02NmskhY1CidTkgHy0hN4J5eQ0wPULvMojMquXHfeS60q4i/qGL4CQhU0rafosU6cU4FlBLFpBWL1DLQuyHBUAajE6tInE6gGGB9SOWOwjtASmXW/HXLLxtYw104lWXr/BDRtM/o8RDtaYnux4QFC6OXsHKdQ2d/ROH8OM6DL6JVy+A6CMNA9xNFGBEayBRN14gP7yIsWXgzDWJPmb/aNR+tE2C2bKyVporaEcotBdNUc7BsRnV2QQC2jXlmUVkmzSzAyBA0W2jZDLLng65f8ifcPnV2umiahjQNNFMHTdAet3HXIoyOIM4oR47Maow0DEQCznpAZ9RR4lipHCaM1QbheAmz/q2hlf/TS/T6bLrViKBo0R3U1CHIBLOlUTgr2fg+GDiekL6oUZ/W6eyJyZsBUoPJz9ZYvLVCZ9QgP5vgLfn8zanL8Z5xCa9r82+O3g1A1g446s3zkLGX5MgmvWfKBNWE8nM6m1dqfOwvb+ON73qE//zUq5EfELjzgsHhBo+d3ssNxXOQiclc18R/oEpluMHmgTLSkiSpxtMn9jAINKc0OhMp7ooqdP5IwtAjGlFGsHk0QTopR/cucGJWBTMMuy0e2ZzG0hLe+UN385uP3Ib+sIG3qpLoYxuySyG9qklzSsMfj7lq3xxPn9nF4FdMQKK3IyovQu2wg7emXPy1QKXZR1UXKcROB7cdWhp7JsbXFIQ7J9+j2MCws88+f/G3uHPqvaTXjNMbSTHshM5Mgdwjkqn1kDib4s41iCoZQGfmjeo7u+9XP8refN+Oq5hTuYiiX+jOKTp/NDWg/lTGRA9UXE5mTVnaWfWQOGsqWHNTuZeYtXCHSIIQO8xIY6OjRgG9ENGMCKcGLiFCgFHvkWQdRJoSFxVRRW/7SNskNRS0r8WSMKft5A/2Kio5xuil6IFO7qKKeYo9QSwFZkclkIt+0sg2ZPt3re+qIqcl4Ey2GP6deY7/t+u58+2P8uCvv5K07xHo1lIyq5B/doXu/gGVa7Rfx1o1uex3nmGpV+SpuUmGPgPyxiuUsPpZF82ESBpcX53hzuGT/Jd7bqUzBumKSzoZ0PVtzBZknjSJ72oz84Xd/E5xN6XXriM/WWXrth4/evgprvRm+ZOV62kejtk7vczKFyZILY3ueEp2RqMwI5FaQv6ZFcLJMlLXWL/Sxq5LmocTupsGvRGJvrfNXXtO8pXFfUgJnRfL5GfAeMFk/ZYMP3zVk3hjz/DRT78B8/gMTAxjnV0G18E5tYw1MUnsCZ744hHKL6VkapHKt7J13JUeQdkhyGvkZ3rEg3mCchWzFWO0AhLPojVhklkSSMMiHfOwtyLM1TZas6VmWEMDygvv3IWdzyZZWSWxdqGdyDL1iQ1EFCMdU5E5Or6KwAli4pxN+VRC5UWB0YtJr9iHdnEdWczCxWW0hSX0SkV1ccUC9asGKLxYV2nGbR9nRaMzlaMz7iFGPXJPzoOuIdZryFQig0AVrihGGIaCI0NXFfKBAnHewTp5Ub2OwSrxhVk02yFtt9E3DLAtpNPPl6ttwUAJaRmIXoTRDHDXddy5ujq5AqLjkxYzaKFLa8JS+qlWgtGJiAoWQdlGz1ZIdYG1WvtH2jnffG3bkx36tRO88O+uoHbEIPQFdkOFpG4dEpReFDirHeoHPXLzKeN3LnL64wfQHTj1riKQYD6v0xnWaezOYJ+E9pGQqWKDZzpT3HXZCxzfHOXfPff9vGX/s9hazD3WIb5/7AT/deNW8GIqLwr+h7wB9gYUj1u0X9ljbS3PB15xD3+zehQZa4xmm5y/zqT3SJXDt83w4swY+tM5rIyao3mrUDwv2TwI7gYYPZ32qGIGTh1Y4dbhUzRilzOze7hvfD/n54dwZiySwx1uKp3h5svO8NKjh3EXmgQjOUSq7NpyMx26gznMmsGJr+xj6uEI96V5SCX+wRGcU8uUzBGCviO/1KA96eLU4p3Yp86wpWKI/BQ9lER5D7NtYa303VHyqrMSm01AOaRYqaS+V8Ndgok/9AF/Jw3hy1+5pFO75eYPsfuvAsKCiVWPCEYUo9RoR+hbXYztVAEhIOvtFDc9SDA3OkSVjEpNiKA35JA9V1dkr7yttMN6ovxl+yuqZjC2fNCBFMKxImatg1nrEBddzNl1oqkBND9B3zaV6Hd9AEHVRQuVC5W3GhMWdDJLgTLO3z5gCsV+r+818NbVgTGzFBKUVJvnDzmIVOLNfWt05LtqJpcrjsvLb3svhWdXOfmvq2QumHgrksKFAHO1jWj1TxFJQjI5SGfcoz6tEZQluRlBa0rR98tHNthsZHGed+E6RTPvNNUgVl+3ELEgKsc4SwZTr5rj7PMTpDpIJyF7zqQzmWA0dbQYJq6fpxtZFJ0efz79aa792PsQkh2zUb8M7X0Ruz8hVehfINmaNlQH0E8Xn79FoIWC3KzAr6iUBL+i/DQHn1YwSPW4T2fMZuOowNzX5NjIIh+d+Cw//LafQUiJ9dKC6mB0jbSYwx/J0Bs0ePV7H+OT972S0YdSci9ukHo22voW6UiFoOqSOMqPTvYPRCIFe7VHnLOIcjqZmSZJxkZv+wr+ANUd5bLgB9RvnGD1GsHYgynZxy4Qr60rf0tATO/a0dWIZhvimKS2hZbPkmxuoedyJJfvRd/qItZqBMemMDd6iLklknod48A0vV1FEkd548WegXtuA+laJFmHsGThLHXQA+RTgQAAIABJREFUGh1IE9L1GjKK0acmYKtBXKthjAwTL6+gFwoIyyQ6MI653ib1LLqTOTL3n1IFrloh2j+mUpJdA3OtpZLIgwhp6khTp3ZFnsrzTbTVLWSzpaDcchE6XZLRKlHRxl5tE1U8rJUWqWuSZG2irLI+Eik88pkPfkfN5HLFcbnvre8HoVi82y4k3prE8CVGL6VX0Rl4aJVopEBqaTR3WdSukHhLGpOfWuGlD1YZ371O/Z4Rhp7yWb3aIXfrKssrRQYGmtw2doqPP3ctMtIwshHXT81wdWGWVGokCH7/5I28etc5Ztplzl4cQrcT/p+jD/DbT72WD1zzRX7jidsg0cifMHE2Je0xQXC0S9IzyB+3cDaVnk+PlEl2aqk08cyKSg5JLSW9SU3Ye/MsJ8+MI6wUe85SGr5DIVfsmefVlTOMmlv87k+/BaTErvmI/ucfDHhIU6Nb1Wm/oUV0Jo9Tg9KZmOwLa0jPprerQHvYwPAlIpVoEaSWwF2LEFLil0zCnMDZSkkcJWreNl+zav34qF7I1rVDrFyvbj/04Xn1H/0Ug3isgt4JXyYAv+XmD70sGeBr6f7RQBYRp5iz68qwvFokLjk73pQA5mqbuKLmc7GrY7aiv8WklLqGUffRtppEk1XMixsKEo0SwqEc1lKDcLyousFtaNR16O0pv8wKTI2VNHQ/RZqCIK+Tm+thzteQOY+46KoOMOeQ2jpR1kDEkrCoY/S29dAqmy6xBNll9dgP/fX3yExOpJC/7zQrbz3E5F/HmK2AsGhgPnWG2fcfZeozOmnfrUM8d4ZsPE1rIo+7Kti8KmL3J+HiHQa2GVPId/FfEfLP9j7LXK/M/a397PudmJl/YmNtAdIg3Oszf+8uxGU9Mm6IlNB1bMoPOWxeFVMYadIKHDZOV1kuh6zuThh8JkFLJL2yzubNPtPja8zVysy+0cVe1xl8OiZxwF2ThBnByvUgrRQind6QglqbeyV2TX1ZW+MazpYkyhl4qyF2zaYz7PCuK+/jbOQR5Q30XgKmSTJaRgQqxFCPUhp7BH/5+CuwegKzk7D6miFy8xG2qZNkzB2qtF9S+U0qPy1VdP3NHva8T9rXwyRZB8OPoNlShazZQvM8tAimf/YJAOL+HEvL58B1odYgXlp+2WeoX34QhECbGoU4RT9+Drl3ErlrGC1IWHtlkeGVDYzxMZUY8NhpVUwsE7F7GH9PBef4RYx1MOY0KOSQzSZisIo2Pgo9n/jcBYwD02iTQ8g4RQ8CBV0mqWJ8pRJpGXizLeT0BJof0tlTxF4P0BtdtMBEWgbagoJ3kCkilVR7ijVpdzOKKddqw9qGmvtFqnuTpq7Ya0UPvdVDag5hXsdqJMSZb+2Y/n96JbZg4OkGC68rULyQkpnvIOKUxdcWaO9NKbxkYDUkS3cNk2pKT9YeF0gjpXMghDTFXjFYbgyz/7NrvPRzRX7q2nuZ61XY/OoQ5f9k8/F/cQPWcJfBQouFpTIPPXuQh7xp9k6sccvQKbJuwBdPHtp5TuV8h99+8nWMj9aIpEGh3EG/u4xIYPXmmIN7lwgTndmToyQ2rL0qpviMqWD+yzVGrl9kZWGA6u3rrM4PkDlt4e8NQUhemhnFyEaYp12kULZ7yYzF83KC11ZPcdofYf2oycDxiKDiEOWy9KoaTk3N2jpjgl7d5fLrL3Diwjjeqok+XVUaO1fD7CmqfWdYGQYYPRCJgbMZo4cpbk05fAQFQbdqUzoTokVSdXCagFRSemyZ0mP8LdalzHkqoLXzt02JU0vNjYGdA2tUVWQraWjIXAbR7SFilTqwPbNLS3miwSzW/CbSszFsE+IUrdVFZl2isqtiuvq/m5by6C0FX24XJJFKkkpWaQWFINo9CFLlMm4XX0ClfPddU7bhSy00aUy7uKUR7FqIudyAOEbXNFLLxWpE6rq00veydXViTyex+l1h4Vvvqe+qTs4Zn5CvSd6gdE/dHslAkYH/NM/a9U2M/XvoTpex13tITaM76qg3p5eSeWmdxvcNkT+5SeOyMrUjytFB9yHKK1shs6UYPLEH/+yND/JnL15Dmgi84w7RtW3EyaxyoM8rGCeoKEuxOCMxWwJ/KuSOy16gE9usv2OIpdureLevcVllmU5sceLTh8jNp4Q5DaMn8X5sEU1I1u6egBS0tJ+n1D+4bX5fwvBUjdUzVdwVjeqJmF5FJ8wJ4gwgVUHUIyid9lUnKyVJwUXrRYjNJslwGb3VY+HOQfQIOmMQZ1N23a3y0FJD0JrQ+xZGEm81QO9GpKYOQkEuZifFrgUkjoF9RkGiAL29FawtH31uVeXWea6CQywL6dqIvr5OZdrliC8uAKjOavew8px0DOwX5vokE2W5FR3djbXcBD8gnptHv+wA8sI8WiEPmkZaLRIOeDjzdUXNPzeLls0gLJN0ZAAxu4icntgRpKaGhn1mGdnrIf0ArZBHtjuIUkExJ6tFkpyj6MyrbYhTkqJiiGl+siN+jStZpKmhtwNS28SYWSbZqKEPDUI+u9PtaZ2A3q4isaeTmWkRVV2sNdUBn317iQvv/+Z6nn+MlRmYkFPveB+ZVUlqQHtcEB7oceAXG0QjBXqDNouvkYw8rFwpdF+hDNUTKncNID+XEmbVbM8fgO64cv1JbJCH2wwWWlw3MMenT14BQBppCicVIEMNZ0klA8S5FL2rYRxo0mvZ6HbCa/aeZbmbp/Hbk6SGYP2YxrFXnQHgiVO7yZ41MXpqXo+E1//Qo9z7e9cT5tXr6xxUGrsDd56jG5ucWRjCtGPCnqlyz+ZenrwpUshdu478VBVnM8Vs94kNfbcOLVS+sfV96vXqPvzI2+7lzz52qzIH2EhZvlmSvaBj9KB0WsF8qSnwKwaxLXC2EqxmonRqmz1IwR/PErkaVjPGPaUyHKPJKsZWV8Hl/XmxaHV3SCNfOPEhbr/qF9FqTcLdgzuvwax1FBzf6iLzGaJKBi1KVRxQKkkrBbQtBYvKvCJWRUUXe65GPFjAWKoht+d6uo7W6hKNldT1dMsnLjk74vftGdzO8xKCqOKR2Dq9AYPMYrgziwyLJmYjUoSWWAWxJqYyxDA6kSqY/WIK7LgzJY6BSFIae11yF0Pm7rIY+uol2zWAE7/1zXMav6uKXMEbla+074JJZVMSF13aEw6lR5eQzSZpo0n3B64me3aLhTurVI+H+BVDWdJEEm8l2GEStaYEQTklO6fhKz2hOtU5yqrLbAt0H3pDcqf9dzYEvSEVxpqfS2lNKssu50WX7q4Y7JTKQxa5+ZA4o7PwWoE1pC6Se3++Da02m7fspT0qSDzwBxN2H1hmZnGAga9YdEaFcmcRkNnTQNdT6rUM2pbF+H0JflGndhS8RUFQVWxTqanT4tCTXSXebHVVsXFspKnTPFgiKGoUz/RILR1ndlPNymyTOGMSFUx6ZZ3YE1gtSfaij9S1nUgMoxuhb3aQjrnDvNQaHVXIOupvpSvrAGjDA6RrG8goRnNsknZbwYQFNSPYzqhDCKRlKoF2v/gkjQaa7aAV88iBElLXEXEMqQqpNGsdxGYT2Woj9+9SAnDXQjT6EoflNdJOF811EMODREM5jEYfYu2HyaaOhb62pZ5HX3ierKyiD6pBvBwoERUVTGJuBWgXFhCeRzpQUGy4vsltWLDwzqzT2zeAe75GNFLAXKrv6PWCwxMkno61GZCaGtqDz2JM7WL1tjGe/b1/+NDUv8/KlifkwX/6XqpPbCL8iOYVg1jNGL9sKP1fWcPZ6hsbVAV6qA6FoIpb7AoSW9AZgWAyxCv2SI4XlGFkf4WlFC0QGF11o0jUIdGuqW4nyirz8oHBBm+cPA7AHzx9IyC45fBLPPClK9jz3+sEQx7rV1q85Z/fz9Nbk7z06B5KpyXdIUXbNzowdNc8fmyyMFfFq3ThmTy98YQrL5shTjVeWz3NF9YOc3puBJDYszbhXh+hSVLfAF3inFe2Yt4qmB1JZjFE78Wkjk6UM/CLOu1xxeDWIqi86JOaGggICga9qiqA2ykL1RdUcoIeSVIdzE6yQ5wAsM9vIDM2USWD0YmUMxEgGh0VDNzo7HR5cEnUDSAd9WEIP1Rsw4UtZFaF/27fT+Yzar9nLfRORFS00WLFqnRfUkiLLOYQ7R5pziPNWGidcKcQIgToOvFwUTGu+11eXPLoDjt4q8rX11xWox+iCFlUez4qOgipYFS9GylrQSmJqhnFkOzbiklNqBmoJjDqlwrpdofZnSrQ2G2Qm0/oVXW8tZgoo9EdUu/hiY9+8331rakpgBDiw9/Obf/gK4pJ903SG8+BUG9a/nyHcz85RrKptFb2Zog/lqd0NqE7bFJ6YpXIEyzfoNHa5dDaZREUBO4q2Jsa43dvYHRRXparktLZFLOjoEJ/QEXYOGuCkStWMLow+KQkuyQJihrdy3wyT7v4R3q4Fw2cbMDgPXOsX2EReRrl4xq7B2rcufckcz84TOOmPWRWQqonY4aeipl95wdoBzbZ4za9ioCrG6ROyuChddoth0bdQ6tZeIuC+h5VrCsnlF4ps6i0gO46uDWJsVhTRsT9LyR+gGj7mD1lOyX7m7C3twKaRpy1EKlkc7+BXxHkL8aY7RSjEWB0QtWxWJoSf3a32VQttJUN5fu4uk66soZstVUXFfjIzTpauYTQddJeD6HrJI0Gst1Rn93CMvHMRWi1EbUtZMYmmRgiOTyFfvQQwrEJD40j4lQldQ/nCMbyWAtbiCAGzyXt+YjTs2rTRwk4NuncAkmjgT41gcjnSLM25nIDsdUiHqvsvBf6el3p56IIWSkg2x303buQxTyyWkTUGphbPayNrkoYnx4nGS3jj2aVu8NyXXkadpQGTyQSf3cZLYhJ8y7hgVHkUAX7whphTiPxDKy1NuLqy+ntH8BqXWJXfqfsKb0bMfDIOknWQboWudNb2Mst8mdb/VncGrkT61gtSf5iSnuXxN2Q2FsQu4LOqGIuuldtImON7noGPVAelEiI8pLhRyDxUoKhmGBXgD8VYtU1/D2BiqRqCowVi/WVIn/w9E08WtuDbqXkil2+dPIguRno7M7RGTXpDUnuW93PTZVzXH7jObpDyiw6teCFX38vX37Nb/LIrR9m7ic+yEtv+kUO3nEOnARDpJyYGePFziinLw7jnbGwMhFWE6wLDs6LLugSGfZjYNbAaqaUjteVs5BrEOYNjHaioDIJzekUuylpTtlqpgbYjZgwD/WrIswejD4aYDVjFbocpEpontH7xsg61koLmbEVkoEqVqLRUQUKdv7dLnAvu63/+9p6HdEJFBSYJn1URCfco7q7qJJRZuRAkjVVZyVB9xPSSh4MA9HsEo0WSXIWxkp9p8DF41VkIaugzFob0eoSTVR2Dnz5U1uYFzeU4f14iXiogCxkifM2vYkcRiPYcUsRQUJU9oiqGZJ+YrjZDNXPU6lmcbZGVHb7Lw7CiTJSV9ICqamOOLMSoweSyFNzbvEtSMvf7kzuVuDrZfV3foPb/mGXaaC3ejSvyeGsakqwfGaR6eUCq//X9Qw+soH25Cn0I9PUjuXILkYsvGGEwWd9eoMOQVHQGYPhr8ZsHjAYv89n8Y4qg8/G+GWdjWOAFMgBH7Fp4c1rrF+VYm8INu8foTyfsHyjRu6CYOtYTP5Zh9aBmNJDLq3dkj2/LkiGy/zZ//2b/JPPvhtyMW8ZOMOSX8JuqPlH7OmYDSUUvXPPB+h+NEtYAedwHSEFZtXnQGkNy4hp+g69Cw5WSyVNd0YEmWWJuwaVE11SU8es90hdC4SGrDcQuSzStWBxDWEaeGdq2CWPYMBVsfIbgXI0aYeEJQe7DnqosqDsVkRvIovRSRCuidFRz1OW88rRoK1gEEoFZMFDq7WQrg3zS2i2g0wShB+QBj6aZaEV8qTNNslWA2SKsWsCzTDUY2iamnuFMbFjI9a3YHgA6+wKyVgFzY8x45T6oTxSr2I2Q4x5FbqatNuIczPow0OqWF0+jd4NSW0TsV4j2j+CrHhKV2NpBJVxkJB57PxOkoKwbeTkCOn5iztEmXRyCBGnJBlrR/ejdQJsIdCaPunaOnqvB7UtEsDRBLgO6cVFtLERrNUtpbFrd8l/5jmEZcLQACJKcE+toPep2/31HbGnUtckKbgYGy02bhzC7Ei8ZZ/ekMPgl+bx9w1RO2Ix+EyP5etcRh9Q4ZmtcUAqsa69rhMslckkKhMuLELxaUuJwxuCxl5BZWqD+ksVrHmD1AJ/LKL6kE3t6gR7VSed6EHH5B3XPMynZq9gemSNTmQRRAbZFZ0f/43P8IsPvxFhJdwydBo/NXn2/CTVNRXvo3e/yevrw6I/NPQ41xRnSRB8iYN09we4z2eJ3UudafVBk9QQOJuqc01sQTCYwe4zIO3zap47sJ6ls6fAwAllwhx7OklGPUjs6WQXldY1ysDq1TZI1fXqoVSxNaEkNVVnJhJJMJZXj5MxMOv6jnB7m/L/suU6SEu/1KXlPNWF1VukGZu0r2GLiy7W7DrxeHXHKSo1NZDgV1RMl73aVTZ2/dmfsdVFGgbhZJkoZ/STvVPiwYzy1hQCvRMp4/Scgdm8NDM0FmtEExU1D0zT/mNphIOeIuGEKUne3vHC3CajGIuXGMcyn8FqhAg/Rqu3CHcPKNPovErxqLY1Ul3FbulBwsCjDdoHS9/yO/53wpVCiHcC7wL2AOe/5kc54BEp5Y98y7/wv3EVzEF5nX0nYs8EaBrJ8Zd2fmZUKsS1Glx/DGOljqw32LrrILGtWJXZiyo6ZOipGO/cJu2DFbQwpXZYRW54ayqgMbmqhf50rj8w7ntMOor1KBIoXEgx/JTOkEF7HILdAfg6hBrOhkZuVlL97Bku/sQBRm+/yMH8GrOdMuu/t3uHqfYX//bX+ZmbfxiA5bvGaO+SpCbsOrrIe6a+zAefeTPRiofe0SifVPqRzKoK6ExsqJyMcGe3oN5EDlWQhoY/kkHvJpgNH38kQ+RpFJ5ZhWYL8jno9khHq2gLa/SOqSRXq+ZTO5YjKMLo/S2ioq0iLFoRQkJQMtFCSWorU1WjFSCCCLGlUgJodUgmBtA3+yfLviO4XFQzhbTbRSbJThHZDlnFMpVezQ+UPkgTkCSkaxvKDNo0wbJICxm0LTVv0HuR+nLXu8jVDZJGE2N4UPlhSsUEE60uabVA7Vie7EKElkgSS8PaCtGOnwVAaBrCc5HdHkm7jXblYdp78rhr/XmkbaA3e4qqbWhKADu3hMhmSFbXEbqONtwvVoZB84pBzHaCtRmgt32IE5Wvp2uIgQprNw3irSdkztdZel2FE7/1votAk++QPeUNTcibB9+G6AS0rhzGroUEFYvc8TUFUeddpefSdRVq65jM36Xw/dSC7lRE5UkTvwzdXTGl5wx6A+BPRbgzpnKsQJ22Y1chEImt/j8oqccIdoWARDRMxg6tqrTyodN8ceUgW/eOqM5qQxK8qY4fmFw1Ps9jJ/ah50PMUx4igd54zIdf+5f40uQjf/gWOodCEPCua+5nyGzwoeN3squyyexjk6SWJCnH7J1aYf7RCRJXUn0OnI0Yd6lNZ3ceKdShtLlLY+JzNepHy9ibMWY7QovSHV9GY8snzVgEZYswr+Mth7QmLcK8gv+NnqQzohJO7KakPSLIz6d0hjSMLhQvBOjdGL3eU5qzRBJWPJVQwDcpdEA6VEJb3SLaPajIKHyNFVd/nvaF4/+B1736VxCpRO9GKk8x66g8xb4MQJo6+mYL6dkkOQURprZ+CW7ux+w0pl1ycyEiVSQ4s6XkEaRSpTD017bDSewZ6EGivDCTtE+MkcphJZFqPgiqQ9UE0a6BHVJKb1cBEaUqmdzRMfy+1KGfOlCftqkfSZm4N2X+VnXNmXn3B/6n2ZV/Bnwe+FXgX33N7S0p5ea3uO///iUlJCnJi/0LVt9DUcYRnev3Emb3oYfgUcRIEpxajF8xGHswIszpVJ/tgi6IyxlSQ5B9dAZ3oUrt+0ps3BJgzjhoQHc05f+n7r2jJbvKM+/fPrHqVK66t26+3X1v59zqlhpJoAhIBAGGIRkM9owT2HgZe/D6ZgZ7PuNxmDEgD/7sscfGg21wIFgmGiwZkNRq0UItqdU5d98cKucT9/fHrr4tjQ3IjMHMXkur162+FVp19tl7v+/z/B6jrS5MzVdfYP50SGWrTmQKWnkDLwWFExHNvV0afoLxzSvMp3L4KYv88WGkgIuLg2xIVjh+cZzpuR7VLXHcLHyidiNfPPw53nblDlY+OkZkwLvv+Qqfmd3Hr5y6j3yqw1IlRiCgPq0RWaC7Glo/2k0agiCXwPADRK2JMAzEQJzQ0Vndm1EiAl3ROoRlItodursnCBwNKztBbKZOd12G9qRD8cFZZDLeL5fYhKZg5bY4dkVtCgaO9ensKQOz2kV0PaLhvJocQqBfWVKLZ7OnypqWymgTThw9k1agZE0DJ054ZQaEhti1CWnFkVpq7cIm0GDrBqh3CGfmEaaB1nSIxoewrqwiaw1YN0prawFjIoveCwh7fSXpXIlwfgFjqIhWazPwuJJsU28S1RsIyyLyfEU2ceKQSRNsHkOEEu3SIrGUvZZtpTdc5RFKmthXKipkFiCK0NJJRC5LWEiiN3rg+aTOVpF2/zoUgu7GAtqGPN1BEzctMNvKSrLw0gK+uvdUgB/iB2ROiQi6ExmcMyskL9RZPZgnOeeD6yE0jdUbEviJBMNP9LA6LmE63ufCqnK56Op0hpU8P3FZScSzFyK4aLC6VxJkQ6xVA7OlsHu9AUjNSpqTguScpLIDjGWT4jclvZxGZXmE9//oX/FsZ4Kc3WVuh0v8vE2nKOhcyfDOOx/hbGuIzEiD+lwGK1A96Xv3P/tP/vs22kvM+gV+bNvj/ME37iDRhvZQwA2br3LqqxvRAjXHW6NgNTXcYgKzFSiJfQ8QGu3pLJkzDepbVJ/JLvVUv9cP6Y2msFc7OJc7iMkM7TGL9FV37STUWGcR6WCE0BoVtNeHCKlitK6xLY1FJdLyhlOYle5a6VOa+ppJXCZshczqZxwiBOGGIubVVbXQZBKExZxipfZVzvfufj/knTWI8peP/zr37vpPhBmVK6e1e3jjWfzc9dOeCJSSeO11s0kixyJ/rE6YtDGqHawrqmSpN7oqjUAoD67UBUHCJDbfABS/8toChxBEtjpJmldX174fmU3iDqfWQmaDnIPZ8PEyZl84GOJmTVb3FtaS682OJHlZY/ZlL+wa/7aLnJSyDtSBtwIIIYpADEgKIZJSypkX9jb/QkNKtYteLatTQnC9GJt44gr2Sonea26kst0hawhW95ok5yWreyyGj3TRlyp400Ncer1F7pSGvXOdSsYFBvJN6ldi6EdSGHkVKxKkpJLvO4JOUac3oE51yRnFfRQSuqezmBva3DNymp1Ts7z/T95BbXuakcNdXvEjD3O1O8CdO85wZmSnogqgs+Kl2Pm778JsQ+ulHQwj4v975GVYZR1v1KMVD1RGVi4gsaCEMbGq+re6aQ3f0ejlHDLR9QvIXu7gFR2sJizf28+BSqYpfqMGy23aIwapWQ97rk6QSxD/xnlEJoW7saioDH5EkNBprNfpbvQwn7bInJfobkTiUl0tbtkEot1BJGLqwk7GIBMnsnS0Sr//JUFLx1XCOCgCSTwGYaiSCDpd8EO0apsol4BWh6iQQfRPTTJuoQ8XFSjW89GqDaJCGpFyEK5P8viyAivHYwTDWcK4DmMFDNMkuDqLsXED3nBKcS+lRIsiiNmEe6fQ5/uNcdfFLGkEZ87DUBHr5AxauYwxNopsd9DSSVo3jVPdPIKzEpFMxhBtFxa7BBcvw0W4VqjR9u9UUTytHlE6BrpgeZ9i+rlZidkWBDFBYhEcdcANpZRX+AGZU3onIrbaxZ0ewD67xMBTOlq5QWfnKPHZOq1JSXJG0Bm2WLpJIdUy5yWrByRGSwND0hsOMfM9WnUbLhh0hjQFfp7ooC/HcBahsTkic1Zdy+UdKmHcSwmCrPo/WekrNRFwsjPGbkfJjBcG07Qv2rSnAuKzBg+vbOR1o8fYl57lC/GdlGZGQcIzpXG+fGQPycs67d0uG8ZWuTxX5K9XDmJoIU8vjiF0SWeLi3POpjWlyouJRaVqlhqUt+lkL6rvS9E4VPm1slVn5Uc0vHmIL5lM/m0dfyhJaKvgXkQCe6mN3ovIHS3TXZehvM0ge1GVKLVQUN0RkTuhIS7pCgV4RfUszUoXNEGUcrDKHUSjg7e+gFnpoq3WCMYKhDEDo+mpciMgnqPqkSkH0VRp2yKU9AoKaPzI597HXXf/FsCaz/Wlt/06hhDoDVXOjIbTaF6kfHSzZaJsSgk+gGC0gLFSV2rHbJzGliSpGVdVONIJEILuugzO6RW8ibwip2gCq+/HMwDRaCPTCbSOWry8jEloChBFjGqPMG1jzpSIXfPfCoHZ7NDdMqRsFaHEzZrUppVNwM0JmrtdjGWLyI5In9eob/7OFKEXKjy5TwhxHrgMPAxcQZ3wvr/DMgnnl4g6aqcz86vKMWkMFfG2jhPcfQPJZxaQAoKUyfATLqkrPdJXIyUOKGToDFts+vM2zopa3LpDMXo5QfOJQbxxD2lCkA3xBkLskiB8Z5nOsKByk8+1pGLDlfR2dlm5QQWuylmHp+sT/OrpV9MZC4mvBvQGLB6vTlPz44zadTpFlWRrtSUPf2o/B1/3LO1RSCV7hFcSmPke/mSPRK6LfdwhfQUyJw3sRkSsokonwFoZoZcTVLcnMZebSAFe0UHvhXQHwUm5pLMdtcN++hQim6FwpIz97FWkoWHMrhLWagRXZwktjeaEyfxtMeZv09DurmDEfBp7PIK4IHmuijx3GXcyT/TUKWSnS21nlvZEgu5onMBRXpgomyKydFXq6J+46XlExSzBYErtLsMQkUmp/lu3z75LJZQ8WghEz3/e1y3jCtWlza0QnjirTvFXZ5Gvm46tAAAgAElEQVSdLtHSCpGhepwIQVhMYwzkodVGhBGdsTiRY4Gur0mu0TWo1JDVuqKZCG3tcc1x1k6gdHtYzZD4aqR8hINxFe1THFirHhiDA6rvuFhGL6meTeCYOCcWKZwKyVyKKJxQil2zjYIJPMfS84MypyJLZeVpXgSaoDORRCbjxGfrlA4WSMyr6KrF2yW6p9SChqvAx5oP9oqOtapjPpMgecFA74uhAFKHHKJ4hIhg/KGI2lZFJfEHfNx+K8UqGSSuGGpTGYfeBpcQjcvuIKYIeceGI+x/5SmEpxbOcjtBJDVszccPVVktjEPj4SLrtywx8qoZtkwuEUqNbesXiOk+25OLdBoxZCBUxQBY+vwk0F/g9L59KKF8qWZH9pMFILEUEsThznXn2b7nKvJAg/JNhX4ZT8nYpYAgF8O+uIxod/AyOlKD6haN5dsC6jt9IiekcouH1YSBZ3vELpUxOgFapQmRxCs6eAWHKJNQiQUNVXoPY/2TnKkpUdRclSCur1UeRNvFX9dXB2tKim/VPF5626+j+eHaJn7t+3YsRSUptTHKHaQG5kyJYDSPVmuuwZqjmI4/mkUmHIxqh9Ssi5c18fNxIltF5hgttUGxrqxizpTWFrhrykoc1abwBxJo3QC74mHX1XN6IwklJskkr384S208YgvN5xjINXLnAwaPeaSvRgx/RQXfpi5pBHHIntHInvn2y9gLFZ78F+BFwENSyn1CiDvp70S/n8NPG+jZSYLzF9ciWl7xZ4tE2QTG4yfQptbR3j1Cbbskd9anuT6G2ZbEKj6dMQejE5GY7xHFdFLfuMrya6bUbqqt/D35wSat2QKvvekojSBGY1ecINII7mlxS+ESf3b2JjQhWR5MkHssTnV3iFlVuUel315P660edlmnlxeUd2nMn1/Hwc2XKfsJ3NubLKVTxFcgOS85/Ts7GSCivVUjs61C71ABf31Au22Sq6r+nwjph8BC/oxc8yLZtYDIVIuLN5ahsc4mtAXZiy7Fp3yubIoTv2Qhd7eIbttH1FbeN5EepbotQe6ETbh5hNaEReHwMrXpYeSeJslHU9SNLJovGD4qyZxrsHj3ICM9D/v8EgzkQdOIrwbYiw2F9BlNqZRkx1wzowbpGCJpY1Ta9IYcYgtt5XtbWcWYWq+8dKahSpy6grUSRHijGfy0iXNVQ1QaRMN5EAlIxjHSKcLLV/Hv2ofx4JMYU+sxj13C8Dz8W7YDEG0ZV2orCalT/cqf68HsEsYlH1JJwnoDGfjQvBZAphHVG6r5LgQynQQNYvMN4rWWEvNkM+o02u4gdB0Z+ASrJYzJcWTKoTuhSOhWzYOYTW2DTno2orFOJciPPqIMs+bFpedezj8QcyqMAU4cc6mxFrj58pt/jfrGBLFqhNUUlHZpCF+QWIpAakgB4w/V6UwkaQ/ptMbV6+TOKFtNb0At7tf6cd0hqO6F3DGN5iQ4+S75yTKVlgOBjjRCuqsOVqGHLSSHVqaYvTrA1IZlDg5c5eJHtiJvV3ljwjeYcfNUvAS3D1/g8zfFEIcyhDFof2IUgPF/d5FRp07W7PLAs3vpbLRwztlYdeVzjUx1QkvNRpR3qsVT8xXpRUj6fkBJa1Io280qfP0LN6B50N3qItcLnGWdxgaTeCnCSwoSK4Jw2whuVu1kYhUo3+hjLZv42ZChwxr5oyXwA3pTqqcZOAaGruNN5LFKHbRGV20O83GiQgq/L9SQmiCMGdQ3OSRnPco7LfKnlUnaH88poUlGVVeMijLz+4NJOsMxrEZAGNOwbB2z2sXPx9HcEH8ggd70MKodwpE8erOHP6E+lwgi9I5PdzShkrcF6C0fp9ojyNhoPY8opmPUuvijWcxZJTq5ZtkRXqBaF0JAWp0w6ScZmB1XhcZmY1izFaKUo/btQqhMx3RCJRykTYgksXJAZ8hATyh/se4J2pOS8X8IERKck/90z/K54wX55IQQT0opDwghjgH7pJSREOIJKeVN/6wZ9Y9f917gv6MoaH8spfytb/f79jqVYgxw9pdVnMQrBn8agPkf2QLAsx9+L3t+7n78NOgdVXJIz4Z08xpBXDD8aIXueIr4fAt3KEFzwqQ5KfCzEZM7Fpkt5bBtnzdtfJpQahxaneI1I8cJEXxtdQsnzk2AJskWm7RP5jF6qjfR2aJCGN+//0v89p+/ge6Uz47pOTQh2Z2Z5wsffQl+EopHPQJHJ3A0Un/xOK0vT1NuJIjZPtEjOYIEaHvreGczBMkIu6KRWIDsORej6eHnbCpbLJILIbqn4KZ2LaS20VQlIqEa+0EMik951KctgjjEypL05S7aN05S+rc3kj3vsnCbTf5URH29RuiAl5YKu5MNSJ5VO8XJz68iF1cUB7Kftq3t206QsrHmqkjbQkSRIiDkHDQvJLJ0jNkSstVGdjpohbyS6PuhKjV2e4SVGsIylQKzmKc3nkTvhXSKJulLHYQXoM2rI4Es5MDUaW5MkzpbVQuT05fEHT2NDHz0VIraq3cQqygmn7XYIDh7QVkT6i1kpUa4cwr9xCXEcBHqDbVz9Dyk5xNtnFD9vcUKMuUQxW208zMwPqSUbLYFrTbS9YiaTfThIYIJpf7ST1+ldecWUocuEqyqhroxMkx39wSNSRNpqHKzm9J4+n8qP88Pypw6cOCAfPLJJ7/j6974bz9Md0DgHWzhNS2MVZPEnKC+IyD7rEFyMSSICSVYymiYLUl9WhDuaCM0SfLBJOUDASMTFRbncvzYwccA+F9P3IoeC9R12zEQpoSuTnxOx0+Cs72KbQS0Hx0EDdIvWeG1E8dwNI/7H70HK9/DK8XJHdPpFiFzSWK+Y4mFlSwfPPgpPrF8M8/MjDMxWGHxsAIzSwGpflHYrkV0hjRCS4lbhFrH+6g7QXNClU70HgRJFRfUy6vgZLsq6EyGjD0I5R26yo5Mokr2gep39grQHQ2RVsTEFzR0X6K5EWbTQ19tKOFFEOBuGlYlyufYA7x1BVUCLD8nmuc5FBS/bwC/1j+LChnClKVI/4bAT5oYvZDWmE1y3r0eqdM3XfuTA6rHB2t/B+pkd2209o0pxWlZlVetK6uqH9dU7YggG1P9cVvHqLsE2RhG00UrN2jtGcHoRNhLTUU46cOd/byDNVdVbxAEa/QVf3KAIK5T2mUx/ISyLXkZE70XEbtUwh/L4eYt9G6I7kV0hiya4+rzn/zgt/bJvdCTXE0IkQQeAT4hhFjhelviuxpCCB34PZSUeg74phDic1LKU9/qObsGh3jyl9/7vMe+ePyrAGjD15OqCyddvIxBc1yncNKlukURr+PliNquHOmLbdyhBLFLZfxkkep2DQZdEqaHcc4heeMqlzsDPHx6M7um5niysY7ZVpZ9+TlOGmNoVsibNjzNHy3cDjUDXYNP3fE/+PlffA8faL2WwVtW+Z2tf0uIxv9z4vWcOTSFGIQgKZl5pYHwBYVn4fyfHIBLOlu2zXH21DjaRIRZ13jTxqdZmkjz6KdvIDWr0orrUzaFEz5SwOjnZ5GZJH4+jnNVSXX9fVmCuNqlxkvQubXNlV06H731D/hfyy/h6Od2sHKLjXXvjcRKYJ+cwbhhE713VnE+lcd7Q5VXT5zjM8f3Yl+NES9LCkfrKgft4CbMVoDe6GLEbKKzVzA1Tak2HRt3NINZ6a7Jg/WzM4ptqQm0wQGiUgXNtqHdRo4MIldK6jQlIzp7JzC6IVbZVUkDKz56raPk0ONFoqdPo7se0vNIzztgWwSLyxjrJtSEHxpE1htgGuQOz6tMuCCAVBL/nhsRNRe9FCDyWYzZEtHmdYjlKnJ4QLEC3QBsFaoqvAiZcgjTcbrDMYzCZqyai15vg6ETlqvIwMcoFJD5tDLGuz4kE1iNgM6BDTjPWgTzC0jXxax76J5BFAmSf/UNuu++5QduTr3Q0R5WN/vMFxIUnigT5hxW9jvknjFwVkJlj4kLcqc7lF+VAATB+i5yKY7e1TBet4rdjlM/VESMhDzwx3cw+nfLvP1T36ARxPnS1/ZDNkBoETIu8Xa6hJ7OvZOn+friJqIDTXotG9Gz+erKFi7MF4nPGPzHO77I71++g1JlCKMLy3f5yCuD/PQtX+MTyzfT8GxCT0PXIqZuv0IQacw8OknpoE98RqW8x8sRVjNaw2HFFzp0RxxKuww2veIixy5NMPCIiffiFptHFtifucpn53ezVEnztm1HeWBoN91Sgt6GiMKQSkroDarsvalEixMXxhn/kkZiprW2OYyScbqbBtGCCPuiWlS0agM0HXeDyoYz60r9KA0NbaV2PanAMlWUlC4UJ7I/77RyHa0Mrf3j/VKqupyS8y6aG6I3lQBFNNrIlIO52lLzJZ1Qfb2RvEoJ6C86Mp0g+YyK0pIpB6nreNdsMIYGQYRZbiNtE6MXXO/npWxIDaqSZtvHH1CKKy9jqkQGTeCPZJQB/JoQRQj8hEFkawwd7eHmLcxWoEzkfVGK3nCxdIEUguUDMSY+NUvnNRPf8dp9oYvca4Ee8F7gbUAG+MALfO63GjcBF6SUlwCEEH/Vf59/1oTUhs/9o8fMI6fROx1S0xsILl4maxzAqvRobkhiV306o3FaIzopp0hpl47RhmA+hjei4yclPd/g1YVneNjbyolj65GJEIRkLFFn29QC5xaLnGqNIA1JchYaN3d586GfZMO759lnuRw/tJFf+PpP4Gdg4qEeq3tU0ndk9H1F9YjuoM70n0bM3WkxN5Ll9v2nefipbfRGff702IuQTRMxFhFaGmMPd+mM2LTHHYx2SG/TEEbbJ0gYGFWN5nQaZ1HiJwWiBY0pyU/vfJTffeylfKm+l+nEKkficO+BY3z5m3tIXdY5e/84W37hAmf3jZHXoV5KcjI9TPErNvFVj4XbLArPCGSvR2y2AcurNO/YTCzvoHcCtJUq0XIJzbKwWz3CYlqJL+I2TIxAoFIAcD1EPIZMxhCdDmK5jBgsICo1hBPHuVzDG0qh+aECwwYSuj20UhWSjsqKa7UQuq4sIoAxtZ4o4yD8cI3wElaqGLEY4eQwerWFN6bAzqGtoxs6xGyCQlKJlxJxRMclSsRgaQEZBETdLsbkONFABr3WJS4EWtuD81cgHlfw58BHz+cgk0IslWB4gODMebR927GPzxDV6kQ7N2EAvW2jWJUuvZwgfz5A37UVs/28qskP7Jz6p8a6v5wF0+Tijw4zcMjHWG2SmrUp7dHRAp3W2r3GwS6BlwPrXJzeUMj0wassf3odr/p3R2iui3H8I7tZut2nua5IaV6j0Y0RZEKMmoFdNTEb0JyWFLeUeGh+C7+69XP83ONvJZ7q0a7HKH8pg3yRT3cy4Nc/8WZ6GzxiyoVA/ohF5WaXT1/dR8LyGEvUsdYvkLW77EzN89DyVkIb7EUlSusW+j04oZE526QznqAz5jB7r8CZgfNfmiaug++AoUccOb+e199ylKTl8rO7H+Zzi7uYLpSJFZcZjjX4/LO7YYfL+EiFubkCK0GO5EUDww2YvytD4YSPkY6jNXvEL3TpbB2kvWsIoxWCpuNP5NdOdFEmgdbtKSGV3Ud86f18umsMyn6/OYrbaF0XhMCqq3vDtaF50fP8aETXaShwXSAiDaGg5D1vbaELxgcIEgZ6N1gDOEemEuaYJZU6YNR7+AUHrRfiZS1ii220WhPrCvgTBfykgdkK+hxKDWtVmcoxDDANgtEC0tSILEFjQmf0VInIzGFfWMFKJ/ALChdWOpBFSEl1KwwfifDWDzJwvPcdr90XtMhJKdvP+fFPX8hzXsAYA2af8/MccPB//yUhxE8CPwkwOTn5gl74x4+d4EhrI59+vMj4g0XMZkh7MoHUlcu/Pm2RmgtUrEhOEqUD6OjMVHLsuvESx785xX88+Xa0dQqFJZoGzpzG0eQEbsPGXDV59sh2nJc0iN9XIezZtBoxLh8f49/f8wU+8va/4Z5v/hRBx2LlhjiDx1ykEIQxRd8GmL9TYHRsrL01Iim4UB8gPtQmn+wwP58HJ0RftPBTku6QTeZLJ2HDOIQh7mgaY6WBsSyJsgmcZZf4CpR3xkn/0AK7klV0JB+4/QF+68Q9uD2TN73mMUpekpcfOM5X63th1ebc+6bZ+Dst5NEjDH5lGJlOkls4hZwaY8MDPbRyAxwH6k1kJEmfqtDclse0dUJnEMsPIAoJh3Po9a6yFVxeINg8jlH1FVkklyKcHMRYqKoSpWmoBHBdR6RTCgdU6SA1DfP8gsKRpROIIARdV4tKPIZstdFaEHke6Draap2omFX2iVQSmk2ioRzoQtEZ6i5BwsA6M4cs5BCNFu3dAwRxQXzFojNkkDvdUp+n21PCk3gMbaVGNJTDWKgiyxXE5JiitZTLGMVBsCy88Ryd0WGcRQ9r/TqiM5cJul00xyF66iQR0L5beRFHDjfxcjGCTAyzc32R+79tTt32xTP4kcHFzw4z+0MjFJ92qW7SyZ2NaKzTYEcTtxwneaBGcyXNj+4/zJfnt3PHyHlMEfJne0d54Jv7GRyvUruvw2imxdJqhlI5xRt2PYM2HfGFT96CPNDgZVOneGhuM0GkUZnPwFZ4866jVLwEf398B831UHzYoJfrc1w7Om4+UiKX0AAECctjbiXHD+09xkOrW9mZmgfgykqBcNjFWLRx0wK7oeJ0gjh0JpI4sy0uvy5D6oIyiY+8bJaYHvCG4aeohw7jVpnfOncvb1//TX7n8Eu5/46/BGDWL+BLnTt3nOFrT+5g9fER8gvgpmHguI9zvoRzQVfEHfUlABCba9GaTqkbsSYwZ1Uv2Z0eQPgRWmBhn1/C2ziEP5jEqLSJEjay71+85o3Tm9fd8KaUmKsK0CzCCL3eUXN0qV8i1ATB+MAal/Xaa1wzkYvIQLjXRWBSUwbsIGHQzStRTXPCoHBSnc6WDjoUTvnMvdJm5PFIhTD3h972iDc9glwMEUr0Zk8BF4ay6GV1koyKSVZviJOajUjPhoQ5B3vpejyQNVsF3yc94xHENVIPKmqMmzdx099ZO/mdzOBN1lCcz/8rQEop09/xHb71a78RuEdK+eP9n38EuElK+Z5v9ZwX2j8A2PKB+5E6jB7yWd1tkrugcDxeSiMyUSrERahtlySnamwqlDi1PIR+OI3uK/hxa1w1okWo+lWRLTHaGl7RR28axNc3uHnsChviJT47u5vY7+dojRj0XlHn3Vsf4UMPvgqZ8fmNWx7ggx96C/mTHa6+wiF3VvmEvLRk7y0XeOroNDfsv0jDs8laPc6WBxlMttiQqvDknyqoLRLyZ128lEFzUsdsSiJLMPTQIrgei69Zh/fSOuvyVbxQp9xJEP5DnvG/mWHxvknqmyPEgEtUs9DbGtGIi30hRuaiJP935/C3TaA9fhwZXldj6ckkUc9FSyeJGi30dePKgD5cQBoG2uIqJBNEuaSizyysKiHJUEH134DGjgLzrwyhqzHwlMbg388QzKkbjmbH0DIpZczevRHjvII4yzBU2Kx0inB0QJUSgwguzSqG3u4p9JaLtAz0SwuqH9EXkojp9YhOF1lrqMXP84iaLbR8juZNE0oVJ6Fd1IlXIpJ/9+yaWtcYHEAO5KneUCBWCdZwQfZqh8WXZBj7+Fm8netAStyChbPQpT0WJ/3sqko+KBSQrqtM5vE4WipJsKIM5MEde7HnG3z59G9GwHMXuLUpwQ/4nPqXHOv/4IOMTJVYmMtjL5kUDixTbTkUM00avRhjqTo7MosMmC0++pmXE/XTov0hH2veJHlDmUopBT0Ne8lAd5Wx3N/SVeLejsHOTXPcPnCe33/ydn7qwCN8dWULdxXP8icnb8HvmliOh1uLgZBosZD812PonjJwIyC0BMt3+6BJ4udtgt3qa5v6rwG1bWk6QwLNg1f/+KPsT1zmaHsDncjigSMH0Nsa8SXB0JM9dZN2+5aa5+SlISXEng+IJgjWpPxGVUXbyJSjsHL1HmHCojusPufCLQYDz0ZkH1fz5ppfDtTCFYwV0Fuu4rteG0KsCUwQ4noqQB/TFcR14hdKz+v9eVNFrJkKhCHe+kH0to9eUqkJrZ1F7IrHyn6HyFBeyNHPPXefpczplb05knN9WLWl4Sc0vJRG/niDIG1T3RxDdyV2PcJsh8oCVO8hml2Q0Zo38Ll/elPKigDw98984LvryUkpU9/u7/8Pxxzw3ILqOLDwL/XiZ39F9e7W/48PYtagm9cxu5L6NASjLnQM3I0+mhnRPpflGbJc/MVf4G2jP8HFj2wlMgXFpyMSj55Drh9l/s4MkS3orAuwMy7xYpNO1+ZEeYSvnt2F1tW47wNHeODxA7xl6gSfnr8BfajLfZtP8NGfeB3mhGTuTgezCeVdSqwSJiNqboyte2Y4dmgTWgAXE2oS3PLiywxaLUbeeIVSO0HzG4O0xizqU8pjNPiwAqtGi8vI3ZuI3bdCbSbP+fNpNv3eLNX3pxlZjmjvGaW2LQQdoq6BFgomb5jHCw0qjkO3nmbxLVsoPtlC7N6CdmleyejjMcV87C842rZpaHYh208DSFhEU6MYSzVEx1NxHd0MRBFcmYdCHlkqEysm2fyTz6KPDONND1G5Y5LVAxNs+fAc594zweYPXwZAHDmOjMeVTaSidpxGXNEZhB8oGHM/6cC8uopMOGgrNeRAHnl1Di2VAtsiPH8ZfXod4Y4NCC9UeVe71xGZAmeh27c8RMQXAxVLJCXG+nUQsyAIiVI2sYoqrejNHgQRotEiXkrDQE411ZeraI8soI+OkGqkVHjszXsIHj8GN+/BmC8jGy3IZdBabaJOB+vI2WsJDk9/DwHN39M59S850md1KqtD2Bp44x7lZoLXbzrG2eYQLxq4wiefuIkz9fW85eWHGLplgYzV466Bs/hSZ9yq8F8/8hZieeiNBX1iSn+4Ogc3X2ZvZoanauv47K/cTeodTf7wydv4jVseYDVI4ddssENes+kED85uxj2ap7deUt8EVk2QvSjxkoLSjRFW0sNrWaSvSryKWkBmXgHdjR7WvIU37vIXD9/Kra8+x62pc/ze7F3Ygx3c0GHisyWipK2u3f7iFqUctHLfr5lK4I6kVXmy2SEYymAs19GqDUypyCdy0CF2bgkDtRAZ1Q62pWNdXGb6ahK/oEzgSy9Wt+qhJzprNJHnlSivjecuqs854BjVDkE2TmyhiUyqRHMRKtakdXl1TT0JIMIQb10BzQvRfEkYN8idUyc/s9lHAaYcdeLUBJGtYzUj/LRabsxGQPpShbn7hpCahtFwSc0bOGdL4PtE+ZRSmgaBsiT0CS5BzkH2LVTW1ZKCOVyDSH+b8a+WQiCEMIBzwN3APPBN4IellCe/1XO+213nxv92P4XjUrEpgcGn4RsfVyrNnb90Pyf+2/PFLLe+8UM4810WX5xg4s8vUL9tivqUwvCYrev8OWcloLzdxMsqArreU6eELW88x9OHNpPYXqHVipN+JE5iKWTuboGzqKG50NqoyOTxoTYHRmdpBTanlofwXQPrTJzUi1aZylY4+TdbGLh3nkrHITyUo7evS+pQHDevRCbDT6goeD+p0ynqdEYgc1ERT+x6hJvRaLyyjd8z2PKeS8y8azu9nV2imkX+WR3fURaK4qMl/KGkQu6cvKJKeKmkOqmlHLSOS+TYRI6Jduw8hBHCNPAPbMbNKuZf6lKTIG2jt/w11JZ84jjG+BjB/KLakQF6PocYLEAkaewaIIxpdIqC0T87TVitIzShuJSttvo9IdSNotEB21TYLEDkc0QpJZ2Wmobe6uGOpIksDbPhobc9xRSUECYMrOUWhBJRbyqSSb2JSCYUm7PeUrEkeUc1uiPQF8t0d45htH1FiFgoKVbl/JISzhzYocq0KyXCah0jn0MGAcK2VH/O89C3bYa5RURxAGoNvlz6w+9ZCsH3c05dG+v/4IPs23WZY9+c5tLP/8J3/P33PvMWjvzmjSzcG+JcUKb53NmI5rhGbxBiq8rOI7Y26VVjCCtC+hrCkEyOldiaWeHBM1uRDZPMGZ36DlUxiC3qbHnpRS5VCrxx6mlmennims9CL8PB7GV+/8nb+fCtf82sX+Cjf/gqGje4WLM23riLEQsIV+LoXUHgSGIrKh3BXe+xf+NVLlYLWJ/M0RkSTHxhFW8oRXOdzcpdHsWvWngpgXtXg041zuv2Pc1XP34T+XMBztkS3mgGL2sqAYdhqLlUayrP51gBre3iDSWxL5fVCaVvw2nuU8Z7q9aP2OlDjpESc7asFqjnQJvRxBrD0psqUptWIpDig/+YLSBTztrJTe8G1xFlNUUwkRo8L8k7a6K7EUYnJIgri4TZ8gljBpofrcXtoGkEaVspKAsJrKtlonySyDJobohjdiRaoO5NAFYjwLq8ikzGES2lpvQn+6Kb+eoauSUYyWMslJ93kvMnB9ZUogBfvnL/D15oqpQyEEL8LPAVlNz5T77dZPw/GRd+6b1s/c/3g1T0huznriOA/vcFDsCu+Tx4+P38vydey2OHb1JG7D57T0SC0ILCkS7NdTF6gxCZEmdRkHv9HJcvDHOxVsDogPtkHpmR1DdLzI6GXREYbWhsCtFbGol5QTNlsdJLEkQavmuQeTSOl4Fq06EU69EZk1y5MMzIhhKr+9sETQsthMLJkPgDR9D272ThtjSt9REbd82w8OVJEu+YJ5QaLxm8yKH/8CKS2TpXZoq0PpljU+wixy5OoLkanWFVim3v7zL0tZDFF8UYuHsB471FFeFRaSLLVeTVWcjn0FB+MLZuUJMgiDCXW1hzgTrBdXtYJUOZQaVUC6NlEczNK5pI61pye4RcWiWs10mtlBC2RQ6Ye+c2nBVJ9tNPqx3c+jEIQxW7IyUyYSN6vipDCg2CEG25CgmH3vocWs/DXmxQ21vAT8ZJne2hdXwwNPTlHmKxBIm42iGafZNtNqk+u2HgDqeob7Ao/NFh9G2biYZyxBaalG/IEZmCbMIETXsKbvYAACAASURBVODuGcJPaAQxgdFLkP74eRAaslhANFrXGZd2jPD0OeUNDILnlYK/F+P7Oaf+uWPzf7mfc++/PteMFZMgAX4qUoDlrkLIlXdoeCM+xvkUzuYGvY7FWw48QUzz+dhTN6MhkZFAy3l0bwuxzibxRn16o5JjFyeIXbJ4LDNF0vR45dDj/OKpN3FscSN2T/A++99wYHKWkUdqxMsZ2kOw7bY5vEinlEpQPjfApk90qW1xuO8Xv86fHH4JALl4h5/45b8H4HdW3kzhyCrB+3SYzdIaE3S393jnpqf42OEXc+SDBwimoLrJILbksHRznNGHVdxTlFGG71itCbqGPl8G28IsdWnvKKJ3I+yVNqLVxa74Sn0YRmtRNUa9h6g1la9tvnw9fqcPar62KFiXViheUmXC3uZhapsshr+oFrtgfAARhGtWiTBuYDRcpKFsOdcUpiKUhDFdLWKtEDdrYHRDYottwpSF3vSQhqYsBZMDqp0g1GeMEjaRpeGtLxBaGt1Bk/yhORV55di4w0kCR6e+wSbDIH7KAJmll1dhsn4C1n2yev1aubbAfZfjXzUZXEr5JeBL38v3iJY2AxAklZ9u9KFVGFd5dDe/9UMs3qV2Ttay4uslFiVJYN/P3E/hxEG0ICA56+LHY6TmfJZeZCK3t5i5VRK3awwYAZYRsNQdpTZThFDQfbyAn5WIUJCYEzQ3hQS2TqwMnWHY+j8baucSBFyNTXK2Nc7bbj5MtetQudEgddwkqMYoJxLkTgnKe+HAwCzH9REWz46BBGehiz4yTGlXitRcxORrr+L+8jDtH3e5fHGYTX/q8RdvvpXRuCRvuRQOm5SHR8i9/BJW0kPMWGQuSFrjgvG/NglzDqlZycKTo4yPeqrsEIZqMm7cAIFqCOtLVZUmnI8R2hpGJ8BabhKl44hyVS0Y9SZipIis1pRIxHGuL3CAKOSQ/VDVsNFcO+ENPz5KdbuDiNlg6GjlOsHEwNoOzqh2FNTZiSMtHSKQeUVMMJq+SkowDdLnmkhTV9gxTajYIMdCB2h3CTaPI8KIYGMR89HjaLmsSlbQBak5H2NyHEoV5HgRUW9huFlER7J0MI7hQmIxoj0kMNuoeKLpDWoXe/oc4sAutFYbEbOR7Q7G4JhaUIMAUcjB9bn7PRnfjzn13JGdqLP4+1MU+637PT93P/UbFVZOq5rIvIe2YqMjmP7ghzFbB8kaEamrKqBY8zR6YwHhQER5u4vbshkZrmJOhly9XERYIZ8+sxe/YbN98xyXS304dM/A83TkiA+hoPi4Tv54m+oOk7Mzw7xk8wUuuMP8zP6v87XVLZw+up6b119hoZ3G6t8wxUtqvHPkMc66I/zR3ItJnxes3JTAS8HHP3snTLic/MomupM+v1Z/Jev/k8vquyWFJwS9QwViFowe6nJxm+CTf3kHcsqnsl3DbEDufIBbiJE7F7JyIEH2gkV30CB1tadOI4ahAN97h0heaBCfaRFkY3THkoR2GqsZ4KUMkhdqfV9ZDWkbdHaM4BzvV6D7C9y1IZ4jPgGlmtQKiTVV77XTT5Bz1hZQAFFrEvSpKaGto7shkaUCYjUvxE8ZpC42CJM2QVadEN3hBEYnIMqn1kqdgWMQOEli55eJzAJBQuVHpmb6toSOi+i4aL6D0YbBEyvMvm6E7MWQ9rCOd0+d/MeSVLbo+GO56yc1TVfq7GtZmfEYRrWDaH1nZSX8Ky9y36vxcvMtAPy9/1drj8VWhTq1/fvn/27mpAFSCVGuDTdjENrQ2BAjf7TM8otStG7uUAd2j18liDR+dvwfmPfz/PbJl/H66WN8YmQQ0TTQBl20mThBJkTraXSHNNAkfhLcgkrmruzJkv/cAstv3UH2guJPfvybLwIBiQsm3RGJtapTNVNwU8D4VzT+YXQTnmdw88tP8sRXdlDb7hBZ63BmBL0iJO5Y5MLvTaKbHo/e9RHete31JP92mtIeWDi2HuPlbaJQ4+TcCMlkj9SLlqjsdIh/OY39hSfRR4eJ52Js/IsmrekMdrmnavOLy6p0OTpMGDPo7B8jtATxFV/BUwsW0swokvroEKJUUVDkal0pH5MJwmp9Ldn7GrBZFHIY2Qy4LsHiEggN7anTFJ6C7l17FD3kG8dgcpDAMdC8UPUk6k3QFAJMxi3lIeoFeEMWWtdB63los8vU7tqI0VOUGKul+hDJKxpk0kS2jggE1lITbBsMQyWqBxHWSlsR0eu9NTN69vF5MAwyT8HKHSO4aY3hIx1W9juknppn9e4JUrM+1rxDdPQkYvMUNNuITFqZyCuqdyhK33+m+fd6PPOqX4NXPf+xa4vbc4c76iM8Dc3XqU9pdCcC/s3BJ2n4Mb5ybAdv33eET53bx/homYzVo+bGeftNj/Opz72EzP4GK00LDYk7n4CMT+Zpk/oBF7NkofmKZLJ0a4bhx+pUdmR4NNpEb5PJQjvNZKrKzbec5tCJTSQvmCR2SrKnWsi/yfBh52XEDZ9373uYC1uKHEhd4aNXbmW5lOYn9hzmofEtXLoyxIf2foqznxnl/OdeweU3q5vF+k+WOPNLaaQn8Pa0EW2L1736MMffsF5VIJw4vckMdl0jttwmtozqNWl6v5pgEsQFtZ0Z7EZIfKFDZziJ1QiJdIFVD/DzDkbbR9oGfiFBfLbfg3rO4oam6n8y5SDarqp49Bc86/IK+XKCs785yLqP6ZgzbWQhodiqBRu7rDYka6D0rIJAG9Ue3ckkzqUWthCqt529BiJXpUapq8dFx0UOJND7HMxrtgYtiIj6tgOIIwsO1kwF60qZ1m6VSDL0ZI/OsIXdkOT/u42XgcnPLOJN5NSmVWggI0Srp3p11Tb+YBJzoYZMxdfKld9uvCB25f/NQxs+x+Y/V6e4F7/hg7z4DR/kljd/CACrFWE2JcmFCC2A7MWIbkGwfFDDS0MvLzjzrhz1fR4bh1eRoWBPZo5SN8GsX+Afqtt4x5YjZIwuqUKbyAkJOgZvfNvX0R2fsa3LxJfVQvqqdz5G8aZFkpc1KjsEl35xR9+EGjL5lRapsybpEyZoSiUWpCRGwidzyqA1ouGdy/DWbUf55vwk7khAYkYjc0Zn7OttjJbg8l/tQct6ZL8a59avv4fFVpo/fs9HCDZ3MFoa1tEE4moc45LiyXmBTrcWp3BSoaqioRz2Spvy/hxmKyQ6egLmFDJHGxuBVhtrvkbq6DzZh84jwghrqUF8qYe13FJZb3OLRPUG2nARWcwTjQ1COoVeVMZrnPj1xrfvK35lGCr5PqANDqCNjzJ7j8H5H7MxCgW0o2ewqj3lzev46jUixcYUrhKPiHqL+HwLra4mQP2OjfiOUtLqrqQ1otMtaHhbxwlzDsbhE4jHnkW0uoihQfVZQom13KI1naE3YNEbSdK+aQPS85H1Jo29QzR3FXGz0C1CZbuDiKD64gmcVVUmivZsUn9emSNYWMTbOIw/ksHfMo5otpHF/Pftuv9ejz0/fz/bfuX6fzv+g0KC6R5YVY3YuRiy4JF4NkaYDBEChC9gY5vkLasYWZenK2N87cG9XFMTuA2b+pdH2Jud446h8+xw5gk3dmk8OcjUBnUtvuvuhyBUKK7pj0miWIQ37lHf7zHwulkqu9IUjkvSz1i8aegJyoeGOXxqI6VeAmFGdHb0KDxRQm/1yD9VYbGcwTF8vri4k7of57H6RrqfHyIKdEKpcXluEGFEvOfID7POWuXnX/t5Rg+5mA0QUcS236gSnzWRc+oa/uQTN1G5ZURFEzVaiFCSWPTRGl20ekf13KJQCTOScVJXuqQvdkicWsXLxcg+uUxoa2i+xKz38DMmXj6GV0ypsqSur5Ung/EBvKki/kRevV/bhajvHY2kMnAnFJM1djzOlfsMJcm/sgoS7LKLUeuuCTtA0U7MUhshJXZZpY1LXeANJgliShWpeZLOsEVtYwxpKsaldWkF67LaFF7r92luSBjTcPMGzXUxQkvDm8yDrpE8uUp34wBe1mTpFli6WbJ0U4zmmI47mceaqxGl49cvOBmhVZrUDqoqnD+axc87ahEU334Z+1cTnnw347tpkr/09t/APDOLu3MdkaXRKxgkFlzVTPUlrWEDN6eQPsl5n5mXm8jRHpGvITTJxvEV6r04qxcKxJc0YmUY++FLTCSqlN0kL8mdoydNPjO7j4F4m+OnJ7lz3ykiqfHohWlunb7Eo09tBV1CJNDSHomjccwO6D1JrBpS2WZQOBUgfEmvYFDbLAg2d4h8DXMmxshjPuv/81kee3gH6w7McVfxHF9f3USl6xB+aQCjIykdiCAS6AWX5OE4A892ufg2E7Nk4GdCBp9UMRcDXzrP8us2K+vEVYHRhaG/OQe2zZn3TaD5gpHdS6TeBeHVObWLsm3YNkX01CmMiVGV9Ta7gJZRCe3YFuHCMtq2aaSh4Q46xE/MK5RXqYbMpwnTcYylmtrhVmprPTHR96fhB8pQ3vFYublA4+420aLDlt9bVn67So1gzzTm5RX8DUU0v5/AALQmYqTPtZCmRmPKQfckVj1g5QaLib+rETkmQcLEqnSVtUFKZYDNJPEGlAk2NlODap1gehQ/rbLBvKQgc8lF8yNKexy6RXDzETLjk3rGxsvB6CEPe66B6LrIao2wXscoFIi6XbTBgsrNAzB0Fu6b4Nnf/db4oX+N8d3MqX0/c7+K1lmMqG3UGH+wyfzdKTRPiZgqe0OkIUkMtAmfzSAN1XvTfEFoS95950P89dUbGE40Ob8yiPFUks42FzMW8FM7H2WdVeJ9h9+IvmwRDvgYyxZvfsWjfOKZgxhLFvndq/R8gx2DSzx+foqf2v8IH/vMyxg4FtId0EksBXQHdEQIkSH+f/LeO8qy8yzz/X07n5zqnMqxc1IrttQKtpwkOeCEHBgwwQu4eGAYMAYPaTHAEAZjBONhwMbYF7ANxjbGUZbVkiVZki2pW+qoDtXd1ZWrTp2cz07f/eMrlaRlwgx3Lncsvr9q9Wp1a+3ee7/7fd/n+T20xsHd1mMoX6f6mOogJr9cY+mONDvfcBGAYifO28eP0Q9NvrhyAIAg1FhdyfA9V53kS8eu5t/f8iCfXzpI7ZuDdMd90qcMhu9bI0xG8OMWrXEHEUrWbg/Z/cdNRKvL2h0jdPPw7nd8na++93Yi59bUM2MYhPEI2nMZcPEIot3bChQmDAkTUbwB9aJvjVrEF12kLnDOreLOFJC6hlnrolXbyJitisvmXszLRggNDX1TQSwNjeXbHPr5kN2/v7T1b+lOFzDLbUUlkYBQNgI0gbOkrAe94RihJdD7kspuk/zxHl7CQOoCu6L4l6LRJhjOEkSMrdRvZ6WpRCI5VfTWr3PQPUhe8anuMNACaF3fJWxYJEcbNEpx6OhMf0Fl1amwVfX8aB13y7QexG3uf+xXAHjVK34HgAcf+qV/9Ll6SXdyv3XmDSzdHqF7zRQrP+nSyxmYbcU8i650MNo+hb8/T2IxJNQFc98vGb16lemhEulcG+npLFYyVJtRJu4LcRNgvGkDTUjek3+INwwc54n6DPeu7WPjRIGpWIXz3/Mn1NwoHd8idHWOr49CKLCyPfbsXUQ3Q779vj+kfINHLyeo7jCIL0tK+w3Mtk/2m4v0J12CksPoUBUvERJZqNPxLWY+06IfGDxa3oahhezNrlPbF9CYFkSXdIy2hnEhghaohTJOgFOG/FGVqFu+Cmqv2q5YikVBLwuFT54E20Z2Ouz6SIUdv32OyB1zSsp7eD/yxgNo2QzahtqhyWqdcGFJiShMk7DZIlwrosVjiK6Ln3SIXCqDaSAaHfypQZUksBnVEw6k1LjSNJGboalh3MYfTqsbuecx+IVZpv8IBr8tufy7MRrXjSBGBjFOzYGuYZQ7+HGT0FKjkOi6Cxp4SYvkXBe76uOsNBl9uE0YUblUzokraLW2GoEESpZcuSZDYGuElobcxJQZqzXM+54idWwNqympb7PRqx2MjiR1UX0QJo7baAGkZyW17RarrxmguzOP7HbRNknqSKkKnKHT3znMxivH1D74u/z88sm34kVVmHBlt1IhXvjRCKGpeI0A2z/VJ7Jk0FmP423v4k91GXoc9Ik2kTWNe9f28qbxU7w6f45csk32lavoVsDvX/dZPvLsrVgi4MbtV/ihux5CBoLfu/svOVqdYGykDFNtisUkjWqUb53dzlBByfEHb17hDb/xIM0pKO9Tvrn2iCBW9Ck8ExA97bC6lqa3rU9vmxrRxZcl5+7bzulHtnPn8FlmrCJRrc97p+/n9SOniZou1pLFg5+5noEndD7+13ewupxFSHBWDHpZmPt3Q8y/PoW1Ut9ccWgMPaRUhgjB0JE1Jr9c48v/6ZU4iw2CoQzd3UPfcV1FqwtSEqaiauoRSrR6G7PUJTQ0co+uovd89dI3DKyFirIeVNu4UzlEs4PR6GNUO3hZZQHQ/JBws+BYl4tMfb7M2AOSc+8bA9R40yyqQhZYKu07NDWMboDR9JC2TmNPEqMbKIiFlBSeVipIvRcSP7VOe9SmsTtD58AIoaXTT5tIU0NIQAi6E0m8uIG1WGX88yukZz3q0waDT3VxKpKpj2skL+i4T2eInzUZP6I8iqGlaEVuykJf37RcCA0/5SANjTtu+g3uuOk3lLv0n9GkvKQ7uekPfRC7osj9w497FK8zyZwLWHm5ILao0dzlMfX3AqvSZ/61MdjTIvv5GM23NWgXY+zYscJ8OUsh1WRptsDEznXqXQfXM5jIVnn36GO8//G7GR2usDyb57brznE4fYmvrB8gRPC2oWOk9Ta/cupNiCdSKq0Y2DW5iqP7nH1kG7nr17l+YJETv3419WmD+q6A3R9uULo+jeap3Dq7oaI/Vm6X3HDwEqudBKvlFPbJKEZXEdTrN/aQocLtTH1Kw6r2uPDuCFpPY3L/CusPjNHZ4eLMWyQObRB8IY/UwehKknN9tIefpvH9h8ncew4RiSAbTYJWG2N4ENnrETZaqrDJEGPXdmi2VYflqsRu6bqwY0rBmpfXEY6DbDRhfGSTXqLhDiXUHgzU2KbVVjsx31c8PlAdXrurTNz1JsI0ELkM/vwieiqlCuPeGYKYRWjqBFEdZ1WRz0NHwaLLVyeJLyuPjb3eUV6aiEP1ujx6T6Wz280Qu+IjNYFd7VO6Ok7qsurKqtfm6GUFAye6XL7bxhjsEv9GjPzTTYrXJwgciK1JEle6rNwaJTTVCzO6oV4OVlGRHOj1qd82AyhrSfxKi68f/c/f1Z3czF//NjIUiKJNGA1JntNpj0qCZEB03kDvQn9AJYBXr/aRAkRf4z++8j5M4eNJg0lrg9Pdce5d2curh8/zlcV9VBbT/NitD9EMHP72zLWM5GtsfGuY/rjL1PgGa4+O8qNv/xpVL4at+ZxqjLLUSqFrIaVGnF+/6kv83cZ1HD+yi/6YgqPPbuTRTsXpDQWMHlGxLa1xRTeZ/vsGc29KovdVIsHAmxe5c/Ask1aJ93/j7ZjpPuaJGJ1Jn8iCQepySGNKFYzQBCS4aYkx0cYtOxzcO8/svdsIbAWSGDzWx9roILru8x888h/IPtPVNCJMRLe6ujAdg0CiNTt0d+QJTUFstkKQiKCXGoSpGML38fKbMTWbr3Cz2lXFFRShJKLjrLYU9i5mKdpIo/08AxPA9UATikkpBCKUdAs2TmkzBTxp4iY0RABOZRO7B4ggxE1b9DI6diOkPqUTKUmsZoDRURzQ9ohJpBQgNbXDK17jMPbFVSo3DVE8JEmd10gs+WieZPFOncKTArMd4juC9pBG+rKP2fSVdQJFV3HWVJENYibWcg13LA3Ag9/4xzu5l3SRm7nnD7AmW8jTCRCKCu47kD0rScz3aUzZDDy2jp9P0B10qG3XCRwIDrZwiwosG2Q96OpIK8RZMTFa0L+ujdeweccNT/KNlR3Yps/yWoarppa5XMlhfyFF6eUu2YEWleUUe3Ytce7kBDLpYS3aHHzFBVJWl+/JHuc/f/CHcJPQGVUPwNxP/RxTf/m7mCs2UqhsrvhKSGy5j97qE8QsFu6KYldU2oDRVWnLoQ56H+wqtEcldk0QXtvkbTueoR8aPPz7h+llBXZdUrxBYT/0rkZqVpCac7G/dQ5h2/SvnsJ64jz+NTswiyrrilYbYmoUEi6tEHY3v+Y2iSh6Nk3nhmki83XVpfU9+iMpFcdTb6oCpqvcN2mZyIhJaBuIUCJ6viKalOvQd5FBoFSIcvPvjcfo7MxT3W0ycl8JTF1xI6NR/JGMkkE7Bm5SJ7kZrxMkHbpDEWKXampP0e/jbRuiMR0htqo8fO0hi8R8V0mpdYHW9dEX1ujvm6A1ZuHFNzvdpz28mE59WiO0NxMeopIwEjL8iMCNafhvqtA6l2HsQV+lSzykeKrdQ9vp5QySlzq4OZt+UuOJT73vu7rITX3kA7zr8OP81bduxl4z6A8G4AToZVPt3voamiuQpvJDHTw4x+25C5jC50PP3o6UgjAQ/OSBR6gHET51/nr8xRgj+9dYryYJ56NovsDY1eD7dhzjY998GWiQOqNSBuLXlul+O4e4tk67HGV4rMoN+QUCBFNOmfvW99D+6CiNSY3xe2u0tid57DM/x67fvIfesM/uHctceWQSb3uXyIkIRheGHm8Q/cMiG90Yi1fyDDxpUL6tD6EgOmth1VXygF2F1JtWeOXgBUwR8Ldz1yCloLGSZGiqTMLuMRJt8PCZXaSOm4x8aRlkSPWWMdKnqoqXmowQxCzM1br6SEwnFJFks9gRSmQyqqYgQ2l6g47yvFZ9/LhO7NS6Gk1mYxilNqKpGJRhXqV8+Ekbc6mKO6lUqGalswVkfmGBCxNR1l6WZvgbZfrDCexVlRQgDU2lg/uS3qBD7FINPxOldFWE5IKP0QqUsX1T2Vne65B7tkdoangxla6SeWKN1r48jSmD/NMdQlOnPWohBRQPSbZ91mX+dTbWjgb6IylCC7pDyt6VP97DTZnUpnUVmbWogM6Rkot1pUwwkEQEAVq9gzuepZ8xefTv3ocQ4t9mkQPY+Vv3EFoSPx2QfNYguiHJPKnSpd3tQ1iX1glGc1T3xGhOCPQeTHz8Akvv2qk6pL0BesolGu3jmB4bV7LoHY3CgSLrpSShp/OFV/x3Plm9ic+dvQZND/FKDsIXbD+wRK0bYSjeZOPD03hRQekmj3iuww/seJIj67tp/sUYoQGZj30LgO5bbkTzJEY7YOOgTWsmRMv3YCmC2RDEbiqxPV3miad3kJup0Dg+AAK8VIC9odMb2TSPhoAdkj5qIQJILvo4R07SuesglR9ucdWgkiEXf2kaveMh/BBtqQjJBOHCkmJEbh5jsIC/XlQ/5we24mQA9EQCEXEIxwfxExbmRksZSg0Nc66oMF+1BsIy8bePYmw01Y4gaqsMuSEFZ9bcgCBqKjL66oYCLm+yIsPBDMuvSDL4ZBdrvkS4tqEW0Zk04cgAUtcVPV0XCD+kN5GmnzLwo4LQUIGzTkUZju069DJgtSA556mxyqZxvbzXJDkfgoD6lEY/B4l5qO8KGTsSsnKbTuqCILBVmKaQsP7OHoGvkbvfIbbqEzm7SuvqETp59TKJbvgYXfUB84373v9PPoz/f5z/N2bwQ1/7JYoLGZLDTdyjGXqFEGI+9HSwQ3JDdW4cnOfBKzsJpcCxFA2j76lr8xN7HgXgv5+4naBiceDAPLMbeTxP5z1XPcJHnr2VftVh5/YVin83oawJUuBctpBXNXG7JpNDZTaOjBIeavCKyVke+PJ1TH65ycUfiJF7RkEbkrNtStcmcJMq9NWuQOOaPva8TXpWsv0nz/L2/FN8av0mTt67i/H7W1z4CYtcoUHr6ACaB91pD/oa6JLkWYPAUmGrsVVJ8VafH7zhW5ibAXpf/MPbyT+0Sntfgehc/XkY8eYJ4xG01mZ2nOeBaT6vlnyBLSBMRVWIrS4wWwEilNhzZQVG2IzkcberHaN1pYw/lMZYq9Hbnic0BEYvILA0dDdUohApcafyiuuacVi/zmHs65WtHTUob91zYhOz1CZIRtRaIGYQmAI/qtEaFmibq2aJmjTVdkHuJKTPNkBKuqNxzJZPc1yN9vsp9dw8t/czOhDdCFh6pWD8iMSqe4hAPYeX3mGi9QXxOY3MRR+j/YJwDgkPfOMXv+Ne/Ddd5G578weIP1siXFyh+5qriDxwCq0wQLC8hji4SyUT1H2Wbrfwcj6ir2HWtU0PFAy/TcVzZO0uF2s5XjVygc/df5ig4GGsWgSxEL2jEZqS9AWBFCpAsp9RojF33EWrGyAF8SuC3BkXzQtZfrlD9FCZqOUS/Pkg/aSG1QqJbPh0hkycso/z4CnOfegq3nr9Mb7y5RvVGOTVSyxX0+wbWuPE/ChB1yB5xiRakngRgReH1jWbo8u+DoEgfUZn6JPPsv7OvQz86eMAzP/GzeTOhKQfW0SmYkqSH3MILUPRFfoewenzaJb1ooL33NHjcYJWC3HjVXD0DDIIMGam8EbSGI2+enCqTWQ2CQurSvafzyn2ZT6DKFYgHiPIJkBD7cQEGCsVwoEU4vwVAMJ9M0osIgTy+FmEYRL2e1uKKmPnDN3JNFatj9buUzuYQ+9LAgtKBzUm7uvTGld7stiqR2vEpHStJIwFFL5pMPDtDQWJzSTR1krgB7j7J2mP2lR3CTKHilSOFVT3Fg2wNgxSFyWdQYHRgeb2kCAaUnhMJ7AE1QOqoE19UT2YjSmLYx953gT9Uipye3/pHvo5JWCKlEM6BY2B033m3mRi1jTGHu4zf5eFva3B9+84SlRzOdqY5K7sKabMEk/3pvjc8jW8ZeQEf/TQHWiuhjHWRs6qMVxiTk0pALKvWGVptoDR1Dl46yzHLkyCFIx+RaOb16kcVkUr2NUmleii/02OzMk6538mijNnoblgNSGx6FO8zsA6WMP4Wpr6rV1unLnCodQVHiztYuGz5WJ1hAAAIABJREFUM9T3qPw3JEQWTeJLyk968M7znP3bXTS2h8QWNCIl9e587y9+GoD/cvq1hMdTJBYkkVKA2fLpDFkkzzfoF1R4qNRQbMjnTt9VQpTnxvWhJMyo3+unHJU6njDROwH2fFkVwTB4nnZiGBAGqpPruXgD8RfvqKQaY0oh0KoN/NEcwguRlq7IQOWOmqIAJOPQbCuhWMLBTZo4622a25JovsqaLO/VET70CpLossDog9WUbFzD1vi68HQXc6G0mWygoTV7uGNp/JhBc9SgemuPwa/ZFK+D9AUF18iedUFAe8iksh/8dEDuSQOpQWOb+t/b8VEVOnzvhf/6HffiP/VcvaSFJ6Dm8N2ZLPW3Xk3sYhUtHkPGIyz9/A0EEYNeVkPvBWo2XzSIjDfJnpP0cpLa/oClWpqOZ3GunOeqgRVqXpTQlggtxMv5hJEAPxmQvCQoPFoif7RJcyZk/EiXbZ/aYM+vb2CVNeyyYPDJNqEhsE7P05t2eeXoLPlIm9VbwW6ExFZdlm+3CExojpvU7r4Go6GjC4lVh9e949tcnhsk8DXm/2o7Qc9A6+h0xiT9pCC54JE/2Udbs5GexrsPfxMiAbXdIc1X7QZg49/fTPXdh7Er4DuCcKOM6PsEAwkVoKgLtFKdMGoR3n7tVoEzRkfQolH0RAItGkXENrFAixtou7fRf8Mh6LuYG62tJbo3XSCI24jBARhVnLpgfFAx7fIZ3LEM/byDXmqiuaoodHcNIoWA6TFEOoV84iTiygpaqc7lT+5HG3qBoVGG0PewHnhG/VsPxHFKHlIDPyJIzkFvwKSXVR2d3lOfnxP3BiSfNekOKGKErNZh9grlO7cRbBuhNW5T2SvoFwKiv5+CEJySwKwoQUNzQu0+rddukH5WI3PcUKPwKCQvaiQvajhnljCOHCX70cf/tW71f7Uz/Ynf4UeP/jCdiQCzJTB6UJ/RCA24/HYdbaCP3NVm7oclzvYGo+k6f37yZupBhKdXxvi9s3fyCxfuxpM6bxw5ydONCZx1nTDlIWfjeMMufiykl4PRh9okr4Q0vjrM4OMaOz6yQucHY4x81cBaNalP68rjKuD6O57lJw88QnkjSXW3YP7NaQa+qYpHaG1aP3YbuDM99hdWmfh3l5geLnF0cQJb81j89AxuErbtWsEsmUQWTKLrKlg1viQ59ZVdWA1JbFHDS4GXELRHBL/5F+/k9/7onXTW4+g9GHhklehCE9/R8R3BwuvSeDHteVxW1N4qbu1rx1SBC58fAfopBzcXpTdgYV0uEj1bREiJN5KmtyOPN5knHMzgzhQUSSedoFeI4A3EkYagnzZVx7TZNXnZCGFMfeiJUKIXq+iNLmapTX8wroqsENDa3AnaJsINMNs+fsohUnJpTOl08jp6F3qDktiSWn2kZ136KcHoIyETX5Fo/nP5cBqi3uL8u5P0xzPUtjk0xpUnefevV1m/UWJXBG5CTZ00P6SfNuhlVdZm8lkDL66eqewZSfbMv7wZe0mawZ87L3vjB4j0QxbuNMmehsr1AyAHyHzxNE5lgKVXqRd17eUgyyGxeQ3xSIridZKRA2ssr2f43pnjfGlxP3sH1jlbGaL8dAHNkmz/wz6VAzaJJZfajElixQddx0vbTH3Jx02bmGshwWCK9MWQ0lUa86+NEV2D6IUEuz/Y5HO/cDWm4xNZ10hcadErOGz7owvIQhbRdelP5li/xSBjtOlc2+Wzx69FbxgEhqRy2GX46wZrt0kmvuzjnF2l+TGLxleH0fsQaPCpC9dvUfcT56vYlTjWicsEOyeU1DeqExzaA42+SilutghmRujsHyayoEynEjWuxDS59KtXM/H1vuI4lpoYjjJSS8vAWevij+fRz1wm3DWF1nMxKm2kpYQkoitUtly0gBe1sNfriGyM6FyNIJ9EXyoh0nGQoBer4PnIZks9LLoOQmPmHok//zzh3MjloNtF2DbalTU038eKRjGm8riJCIGlSPJWQxJf9gkcnYFH15DFEiOr44RRkzBu03nlXuLnyvQygt5gBLseoLkGdlHn8g/6FI5InFpAa9gg95HHmf349YiGQa8ex0mpDqGXE9hVycCRedj8MLg//My/+j3///XZ/ev3wOaXNbqkNxjgxTT14TfQJxZ16bRsrhpf5WJ5gOZ6nIVAI2yZ2JrHj+9+DE2EhFJDEyGL/RwR3UNe1aQQ7bFhJNjxJwHNaRNkSHl/TO1BI+rjwk2MENhKbBXYEqMnSF8KqHo25x/ewzNDe2GHS3QVUld8nLUu+Yc2ocOmTvmqBK2ugSYkp5dGuGl6DvM/R7jnXW9EDMPMp0qs1cZJuqoodgfAKQvyj5co3pJH6irex4+HdNFIXpLkv7nO4puHSJ/WcSoh5VuGiRZ9IvN1yvtVK2p0QtyUet1GLrpqRAnEzqg1ADIkzCXpjKsxnz27jplJbnV4UgispSqmrhGmFJzcMgxkOo6bi24qIBWHMnFynXDTkC0dgyBiKAVxMoa++jyQQHRdnLkXI7NkOq4+dBs9tL6nxpiWRdbSaI5bmF3IPw1GZ9MbamvkTvewFiv0ZpSdyZvMI7yQIGJQeFLQGrMoPFpk9dUFJUjZk2f8SIjwAqIXy1z4vwYxujb9tKA9piqz0YH6LlXYTt7zXl5z839BmgZfO/Nb/8v37Eu2kzv408qcunKrRXRZUNmnxBlrt/uUv3c/8RWf7JmQUAex4oCE1raA7DkPY6JNwupzaGaeI2u7KC+m+fbFaSpHC2g+xJYEl96RJFr00foBg/ctED23QWgpMkdpn0UvrUO7w8V3xmhMaQweDUksQOFok7O/lkN+qIVsmPTrNnoX9IUimivpXjNFbyyFrNUxmi7ZiRqdwOLgxDKpYxaaD9aShfQFa3f4WGWdym4Luj1ib1ojvhwSGjD6VR1xPIFWNdHbGtLUlbIxlGiuT2vMwqq6mOeX0FaK0O5ANIJ+ZY3oxQrdsQR6o6fGldUalVtG8DM+9W02oaOW5MFQBlmqoFXboKvuJtg3g15qbBEXtLUKst5QVP5EHK3RxV6sgu9jPrugko+FUMDkiwtoJ2fBshQIuatiNvxSBf/KPPrFZdZ+5mb0eBw9k1IL90aTsNsjbLVVMez2uHy3gxRCCXbWXKIbAY0pEymgP5FFpJK0tie5/Fb1IujmNJp7c+TOuEp5+aUnCWzIH17FuWwTmlDdbjDwsaeo/shhzBULMi6RYxHyJz2caojeA7MtqR+ewN8ovWhv+VI5V/3sPVs/P7MxSmG8ioh7BHmPzBmN6NMRWuUoMhQsNVL80I5vY+e69MsRrGwPR6huPZQaPWkQSo2/P3+Arx87QH81RvWZPM4Fh/L+GG5MkLrQInu2Q3xlk8nYUDYFqUFXraKIraoiG1uR6H1IXpGIhoHUAQHd0SiNTdhxLx8hWgoQVsjh1CU0PeTo8jjrLx/AG/RwylC7JkcvC14Mpj6xyPj9TQUe/x9dRChpjYOX3PS89lUXEiYcIiVJbwCaExq5b64gQgmmjuZBpAhOsaP2aptKQXSN7rYcpduGQQjc6TxuNqIK3LlVwlwSP+PQ2zZA68CgGlUCmAZaZTM6J1QUIM0PkUKgr1awLhdxJ7L4GQet2tj6NbOisuKwN0NXG0odvYUY2zx+Noa+VkV0FFKrP1NA2gaNaQsvDvFln8iG2q1uXKMTGoLqbofu9gGaEyb1HQrBF0QMQlOQWOwTKflqDZBU13X+zZKNgwalA6qAR1cFblIgQsiehtSVgNi6T+YMZM7Apy6qSMR/SYGDl2Ant/8X7iGxFJLsSuwvP8lI/3qMlodxZZ3ld8wgAkHxFp/4QAf/RIrs2ZBeRkPeVSX/gQirN0XgrEk3XWfugSn6AyHEA/JHbDRfsnZriFXXCU2wN3os3pVA+BMMnPZxExoIQWI5xGwGyEyCHf93neLNaToFjfhKgNQ08g9aaEckO9eO0r/rOpy1BqQS+FGN9Xf2GPszE3/vJEatS6WY4G/b1+LWbfberWJ34nafubMjWFWN7NkQuxrQvW6a1piJ3gd9R5MPfd9H+f4/+1mM8TamGdAbiiFCiPRdcH1yX72AXy4j02lEKkF/ewHhhRgtl+VXpmjtdRn7UpbGXXnyx3v0coKRIxrJsyWkZSAjlorByaRVwKMvt2b/NFv4lSqaaRAGAfr4GDSVlBldI5xfQtg2IhpBlGoYa75SZe6cQmoaftRE63lo+3YSnDqvbAvbZ1h57RBSh87tezEbHmatB7NtJULZxIbJVpvxrwVAgNFVghbhSzINn17OJD7fJixXSD7UI/q5Mly3n2hRvShrBy0iJYmRyzH1y49Tf9dhhtdc7KcuInIZeq84SGtM4GUDtIpF5mJA5OhlOq/fqTIKBzQaMxIOHebS+/55Iv9309nxu/fg7QqIXdGJnnYwVmySl7vUfsbH6xt87394gI+fuQltPUJswWRjX4oPt27DqyjWoQzFVmHrBBanGyO4oY5xJoZfCFWm264mkfsStO5oIWfj5J+G9qhDc1wjPRvSHlLf5CMP1uhOxNFcST+jYzUDIitdFQLa7WG2RvE3YRnRxRaLd6ao7sgwcNoHCca6yb3F/Vw7tmmKfhec+NouUpd9Ft8cEjtnkZpXhXXhrgS94YBoDd71c0f48NGX8e5rH0cXIX/zsVdhtSSt6QTZE3Uyp5/Da0VwLm8mZUi1nw9/v45FnfkLI8SvRNHqHbRAkrqklMrWxXVa140Ru1RT/rLROFbNxVnY7Lye28G1XsynfC5kFd/fEqxs5dAlYyoWyzEIoiZGtUcYtZGpKHqxikzFae5I0ZzQKRzrYtSVeOs5fydAENUJoxaxNXU9AlvDqntoXsjMJ0p0Z7JkzntYl4tEzkH+YZPyzUP0U4LMBZfWqE2nIIie8UjPhjhlj9GHXYTXpjcYo7Uvz8BJFyElV95gMX4kQHNDrHKXfjqJ2VI77h/5yy8Bv/IvundfMsKT6U/8DqlvO/hRiC+HpM/UqRxMk3t4kdbVI8QvVHGHEjTH1Zd5Z0hgbn4QdQbZCkLNPw3rr/C5Ze8spV6MxfsnMdrQHpMEAx4yEAgjJHncxmyBF4deDqY/W6M9nUALJJGlFu2pBCKQ2FWP3oBFfVIniEIvJ5n5fFfBR/2QzrYMXlQR7Ys3huz4ZE8pE+c36OwdZumVBqEjkUn1gEYuWnQmfcyywcznmjR2xJC6ILbqElga0afnqbxmGxvXS9LPavDGMvpnsvQygsLxHqGh4VzcQCY3TaeAnJ2H/dtpTcYQUlEilu8MFGuwq7Htsx16BQfni0+hObaieWyanv2b9mGtN/Fz8ecDGoMQ2Wxt0T9IJ1WB63QJS2W0iTGo1mEgowQnoKwBro87lCCwdYyOjzlX3ApYNUaGke0O/oFpLt/tsOu3LuJvG0Vv9WB+haDZVBE+hQElRCn3lNS4WKO/exiz1EVrdVl64zCFY126BRstkLgJjUg5oDOg0x4ROGXIfeRxtGv3Ud+dpLxPsO2vyyzfkeM9P/ZFPnD0Dgr32ThlH70XUt1lk1jysb/8JAD3rZwAFE7uHzrfbcKTyY9+AABn1cCPSYy2QPMgerhEuZQg/6BF5YBK4kCAMdjFd3VM20fTJLblUVtL8uOHHwbg05evxfUMenWHyGWT0IL+mIdo65h1DRHCxL1t2mMRUic2KL5skG4epAHxJYnZlqSOrdHZU6Cf0tm4GjRPkDmvLAvZUy26IxGa4wZmS7JxKCQ2ryuikIROXkeEkH/3FZJWjxNrIzj3pqjc2kfTQ0Y/Y1Hep9PZ5hHLdpBPpkBAZ7sLXZ3Iqo4Xh5HHfDp5nUg5pJfWSJ/v0B6PkHp6fevatffm2bjKQPPZIqssfnwbblIw+qVVwmQEbWNT9GGZyrMmJTIdR9Q2X072JlzguSLn+y/2uT33a6ASMrYNEloKnK63+io9JePQT5s4pT7mUnWLbSljUUSnizudpzluk316s1t8DmDdaCvbUFZl1WmN7iZsPKC5P09svkkQtyleF6FwrEtlT4RoMVDP1IZPdbdJaKjuOzWnuthuTseuh1h1HzdlsPRq0HxB7rggturjRzScUh8Rwv2P/jIAB96rJgin/uA7E2OeO/8m1JV7f+UeOjvVLmT6kyqyvbrTROqQO+NSn7ZILHr00zpWK6Q1YuBFYeJNc1xYLxD/Rgy9L9ECkO8osbGQxS7qHLrjDLbuc+SZfVjrKom3sk/DLoPVktRn1AOmBZLoqktzwqZ8AFKXBIP3r1A5PIybUMKH0FCtuAhVJlL8XJmVOwsMnOyh9QKM+XVIJcAPkJUq3oFpitc5tMckuV0lxKcHSP3lt9ATCYLnkrBvvAoCSWcsSmyxTWc0SmvUwGwrZt78XSahJUlc0kgsbcZmZNSYwW6EVHbqSBMmvlQhOHUOgNk/vhHiPtFEj9F0He3n02j1DnKtSNDuYIwOQ7+Pu3eC7G8t8OTZafa8/yLCNAkmBwmiJnrHQ+oaWs9D6jp+wsLoeOhrVVoHhzHbAfazy8hOF3RNiUxiDmJlg6BWQ4vHCerqBaBZFqHnq73Fy65h/VCE1nTAng+ug64TLq2gpVO0bpggOt8ijJjorR7Fm3Mk5z1CU2A2PKyzi8hCVtkWXEWD0B84RuetN7L8hgBrWcF+o+uQOa/Asen7Z1n+gV24tzWxLQ9xX5bmtCSwJWZTY/oL6mUkfPXBcN9Tv/ZP3sPfTUVu99/9Bt2KaolEIHBWdPx9bXQjZGagzMXHpjC6anyYfVaZpTtXd/mxqx/ldHOUY8vj+L6G3zX5seu/iSZCnqxOA7Arsc7fnLgeUTOxyxpuRjLwjMpALF6rkzsVkphr0R1RjFApIPZsETSN2nUFAHRXUp/WiRYldj2gl9HVXmdUMvxYoJKmi216I3HcuIZdCwhNQX3KwEvA8KsXqXx2nKEj69Suy5P+9ioy7tAdSxLaGsVrdMymsh3kb16l8qDiJlpNSCwF9DIa0XWf6GyZyo2DpM82qO1J4sUFvqOoMPEVH7PucuVnYfvgBk3XplhPsO0/NV90rcN4REELDIP5d4yQWJRkH18FTaM/mUFqAquoaCYAZqVLeyaB0VEkkvJei9i6Eq9Zl4sK2qwJvJE05sI/PDoPM0m0WpNwIMXqbUkKx7pb2DyjouwDbtbGbKjxZGvcUerQoqdEXJpA6wVork93JEZ9xsBsSjLnu6wfitI93CZ5f4zywZBtn3Npj9hENjysUofVl6dpzoRIATs+1eXSOyJIAWZDY/LeTQGMpfHAg99pF/iHzku6yN1z9g4A/uyTr8Xe7Nxre0N2frxBaJus3hJTAYhZGHwqZOOgWpLHlpVQoDUqSCxK2sMCvQ/9NESLkH/nPBeWBpEtEyffIQwFwUIMsyG2HrrouvLK+BFIXgkIbEFoCLy4oDUGXjJk90dqiE6fldcPY3SgNQbpi5JeVjD0cA1tdQMcW2VEbTSQtToil0U6JvL8Zep3X0fmsSXO//YAYV8ndtZi7EiNIG6rTmd8AOPishpLjBUUWPnwQbykRT+tUzqoYbaUSslog9lUEF2jJ/Ed9cWmeZLUXJ/A0oicWWH5bVM0tgckLuqMHikjVkv45TJ6KgVjgwRnLqg0bcAfySCePIM+PaGk+OUKWi6LPz6A1vfRmj3VMUqpRpbJBNVDg6QutAgiBuLR4wDqzxYCYRqErTZaJo3sdBG2teXRA+XLK929n9wnjz2v/Nw+gzQNFQVU7SDaHYUqc1TUB/MrytKQTBAOqwiQbsFm5Q0eVtRjPFdl7b5xBp/qY524jJweZfE1SZwylA957N+xxJmzE2h9QfqMRuVggOZpFJ6CyIZHYKtu9JEv/vw/ew9/NxS5Ow7/JgALPy8JLqiveG+0T+KETeFYj0vvFtA2sEo6kQ2o7/fREx7hho1V1eiPe+Bq5CaqvHXiBB8/cxO27dNeifMfb/86f/j4qxF9DWIBtHXicwrCEJoQX1RFM76qSBhuQid5oU57KkEvq2P0JImLbTTXp3IwjRcTdAuQuqwUxrnTXfyEiVXp42Zt7FIPL2nhxZXFIznbpHwwidWUrN8oCAf7mAsO0RUwO5KBh1ZoHRxCbHb5oSnIHq+x8LoMoaWAC24Shp7wiax1mX9dAquhnq+BU6qLWb8tYPhBjcaERnIxxOhKjP+wStx0mfvSDOOfX1UX2vcJ08pCo5UbW3E0hFKJlxxbcSylfFGKd3tfgVAX2FVPfTADG9dESM0pQoh1ufgdMTxb57ku0H+B9yyUdA6OAhA9sbz133X3DKuitqQ6Ni9hKoHLZhixuVCit2Nwy5O3cbWD2YTyrS6xsxZSh+5QqEQmIbSGDNpjMPGVJqu3Jhj72gbN3VkSp4qcfW+B6JLOyKNdzNX6Fsnkf0eR+64Wnhz6oT9gwGjwJ3/3WnqFkOYkJJZ8Jr8S4Kcc/LjJ+BfXGXyqT/4ZpXBMXZJEVgXdAajsFYQWlK6G8Y+fR++Bt6dL7WVdZp+ZQLZMjJoOJxK4FfUVE11Ti2SrofxwRkdukkZ8QkMQX3HxIxDaEs1VURTeSJroeki06ONUIPvIIsMPlkEXSNcjHEghdU0lXo8UoN4gSDhoYyPEVvp09gxR+LJN/IzFxKcXVGp1o08wlEU7Mcv6W3bSPTiB1u7DzVfj/O46C3cYZN8zT2pWeXPcsT6BDfUDauyZvNwlsezTT0FoCRV+WndpHhqnvs9j5vM+o0fKBKfP45fLGFOTFN++b+va+/OLYBoYl1bQ8zlkuaJGi0Igmy2MS8ps7ufi6oF6bifXapN5ZAFto4a5UFIjRl1X+XP9PmGrvUVUYbSw9fcJw9z6Wfdg6BEHzbLwX3M9wdw8cn4JY72OO5Rg6a0TlG4p0J1I0h9OIEYGEbaNu3OY0jVJ1g9F6GU1QH24LHx7nNZ2n8XX2LjXzNDLKxZjbV/Izh97itmNPKMzGwTRkH3vPkNkTSdxWWB0VSL7I1/8+f+pAvfdci68x2L2pww81yCwJZoL0tNoXd1j5VaH3R9oEV3QYXeL/subTMwU0c0AY6hLsLuNGXf5qZfdT8xy+fMTN3Pj5Dymobxn/+3YKxCBILKm48xZpM7rjH2txOjDHeJLoAVSIddKfVojBonZzWgZISjeHFDZrdGeVNT8SCUguegTW37uQ83DurSO8EL6OSWw0Bo9QkOg90KsekBvMEq0FGD0Q4QvGHjQJjGnipcXE9SvH0brh3QHdJxKgNmWdCYSeNe06U27tKcUDxbgwg9HlSdNglVTSl4RSHJPGviOILkY0hrWqE+p/dbZx2cYOOU9X7B0HbcQVWPAUBmy+9M59bw4m7i7FzYhQllerJpH4ugSWj9QWW4RnaHHGkSW2xiN/la69ovOC8edLyxwm3tyQklpr8HC903SuGEMQknkzAqRhTrt6SQrt8ao7LHwIzqNnQm8mEEwmFYQB0ejMWUjUWQY0TDQXOgNhpjDHao7DAgltVd1yZ4JWbslgZBw/scHsGse5356kJGHBONfq6E3+oQxhwce/MX/6QL3z52XhPDkV9/+aX7162/DaUB9xmD4YycRg3nWXzXM3LvS2FdscqcVT23jppDkeV3R40td6ruTtEYEl396F24mRNYUEbveMXBWTPqTLvazFiLmI1IuFdNB7wucDUHhmEvpKgu9r/xYTi2gvM9WqClbkj8maO3KYrQDElc6hKaGPqziLoK4g372CiIWRTR7SjGViBPaJt6ecYxmH38ozdohB7sGiQUPoytp3DCGVffxYzqxi1WCq3eS/6tn0PI51l4/gRcF/8gM4bTLDdl5Hl4cBWFidNRDbzYNBr96hcrtk2SOl8mYGRKnN5ClCno3RWK9zs6/X1Q7t+0TW9fYvzJP7qOLBDLEf8319HIG6eNlSCZwR1JYZxdVGvbQZmHq9lQXF7cJ0wk0y0IWSxCGW6NWUKNIYZgEF6+gxaIEjaYqaI6NaPcJytUXGdLDTgerGfLw0T0Yv6kx/f5vIQE9EoFGk9r2Yca+uEJ7bwGj6WGevoIczCM7Haq7HJqTioi/58AC1cUhCk9JElfatEcjyoJw7BKV79nD9Idn8YsbLHz2ACOpOgtnhnn9rc/w1PoEZgsGTqrAxvJ+51/lHv/XOlMf+QA4IAONoKVD2qcfF0TnTDTfpD0ecOenn+SPT72MqO3BgxnWswnMNjgVNamQBvyFfRN9z+Anrv4m/+Op2xkaqqFHfKzZCP2cehZDC+r7fDIXUpT3mmgBWHWILfVoj0XIP7xKmIrSHk9Q2q+TOQGNw12Sf1lVrMd+SGhrKjVeAyTIpPJ9CQkEUuW5Vfq4aVsVDCFYvdFA+FA4FlLerxFbhcq1PrmnDJoTGolFiJQCOgUDN6kim8QFAzHV4203HeUrV25m46BBdBGlKHYgvhrSHNWIr4YUHl6jO5MlcrkC1xfwIgL/Q8OMt11KByzGZtlKIHAuqVHi6psmia6HpJ5aBtvCHU1jLSsoOkLQn8hiVroESRuj0sabLmxNcoREAdQ3u7cXdi4yGcNPR/7RkSVSwcpDU6B7ancWP/+C3EMhkJpg6IkuRttTVKJ5Dy9honVcOqNR6pM6ubMe1T0G5vYmo5+IYVd71JoOkYcixOZqzP5Iktx9BtH1Hq3RCJoHw49Jij/Tg3mL6FqfIG5z5OFf+t9+T39XjyunP/E75B6y6acEg0e7rNwawWyrWXjpGskHX/cJfvnkmzEeTdLPqVFI4bEy7mCc2nZbFY1JgV1V40ypg5sOGf2GZPVWDTHWYeSTNsu36TDWI/A0ND0k9DUiiT72A0m6g9Af9BGuRnxOI305QApYuhOsso7ZgMRiSPJSm/WbEtg1SeZ0g85YjOh8C22jClLSOThOZL5OGLMRQQDn5gi7XYxcDjk8QHD6vEqsjjj42RjlAyoaI3uui9QFesujPRlDhJLVwxrZM2pnYfQkoS5YvQ2cDY3IOqQv96kI68oLAAAgAElEQVRP2ww800B0XLx8DGu1oTrJIKD6xv3EF9VL3Dh6nrDbw5iZRJYqBI0mxvjIVtJ3UKmC0DCGByHiIKM2oqdSxWXMAT8kOPtiEYYWiTzfrb3g6IkESz9+gPHPLOAvKOWbsWs74eKKynXz1W6g+5YbaY7q9PIw8WuPv+jP1CwLEYngXrsd+/Q8/f2TaF6AcWqOy+/bR+BIpCkZfTDEKfYxqm1KN+WJVALKuw3GHqijLa6z/padVPeFSEMirRC9ZaCPdPBKDrv/tE5jlxqnPP63P/e/dA//nz6unPrIB8DTIOYTuWwpnJUvwAmQnsZP3PQQpgj4s8/ehZcKsUtKLBLYIALwEhJtooNXtcEJEHUTs6ltRe2Eprr+ZlXHywTYRZ3YqhJvdXa4OFeU0EIKVQSnv9CiO+hQ3mvgx8Edc7EWLcwGjN9XpXJ1GqupoL4IQXNcMPREb4u6oxVrBGOqs9E6LqLSIBzM0BuO0c3qZM406I7GaBeMLVN5pKhIK5GipLZbWYbat7SxjscILcicD+nkNUa+tsbKXUNEKhK9F1LZo1N42sNZa9PYlSSwxFY8zsZBi/xJF+fC+vOcyueO79PfMYg9t9kibgpQnouxkjEH0erijmfV2F2ikHkvPI6tRpzhi9/n7vZBvLhBc8wge66nLAYzBWUn6va2OsX+jkFq222q+0J2/97ii/9sw6C/bQA/omPVXBozEZxKgFX3KO+L4DsQLUmi6x7NcZPqXsgfk0RKPnM/INGqJjOf69PLWZT36wS26ny1QFkw9M2A76f/9B8Xlvxz5yW3k7v9rv9K5Pw6QT5NEDexzi6BruOvqFm3nk7TvWUn0acXWH3LDN2CoqLnj9bYuD5NZrZHe9gisASNGUHmXMjqKwP0qK8mAhs2UpdgSLS2TphzMVZtBT+e8dG6OsmLAs2HwILmjApvtEo6fiIke1IQmoJ+StHIr7zeQoTwQ3c8xKc++wo0D8Z+7wnkDfvRz80j0in8YfXS7A/Yaq4+u4a/vAI3X41wA7TZBUQirmbqnge6hj+m9l7CC/AyEYyWS3VfAt2VtIY19t59nuNHdjHzsUXmfngcb1cXTQ/x1yMMPQ6hLuhlBNFSSGTdwz49D5bF8t1TpC/5OMUuerWDLJYI2x20HdOIRgt/eUV1WzJUgaubohA9nSZstdFzGdw9Y4SGhr2mMqWCU+cUCqzdUb83kQBdV+kFQYgwDUU56fQJU1GVOOz6yPWSEqJEo2gjQ4Qra8oPp2kU37GP/F89Q9jrY2Qz+JUqxlAB2WrTetVeAkcQX+jhxRWRRO8rGfT6DcooHtmA2DtXWN7IELgae96/SOvGKeLvXUK+J07uY0W+9e09GGNtCqkmG404hb+KElnr8vVv/eq/6B7+P7XIzfy3D7LzwxWWXzvw/7D33tF2Xfd952efes/t9fUG4AEPnQBBiEUSJUoskiLLsooll8geeezlNY7jWJnJxLG9xpPxTByPHNlyWY7kWS5ynMhWJEtUodVYRFIsAEGABNEfXsUr993eTt/zx358tGPHQ8mSKGWy1+Iiue67ePfinH1++/f7NsIkjD3qIiKpQjU1jcW35XHHIjJXdI69+zyPX99NHApk20TkAsrFDvULZcyOYDAekrlk4OcUhd4vxJT31Ni8kSdd7tNrJaC37e25oh74/X0+05/Q6Jd1BmWVc9g86SufSh0yS5IgqbSYrROq0OVPVGl2HbiUJntdYgwkmesDjPUm4UgeEcYEBWV0HqZ0Yl2QPV/Hm8hibfXpzGZJrbqKhQg0juTJXe3R3Jci0YwIkhpeTiN0FOYWpBUL2143GXkyZP1VBsl1hSW2Z2MSWxrZ65L+kNhhXhcvhtTnVHZa4aI6pDkr7R2i0s7q9l8qbH/9mZzY7kD9gLiSozeTIX1F4fwA0rYUBg1qTCmESvmWEtHpq3QBTaD3A6KEgbW4pcyaO31kJklQTiHCWHV6QtA/OEJ9zmTiE4vITEoZQBsGGDrVO4dV0HMrILI0pKlh9JRWOLZ1uhM2xSc2mP+1FP5qitSyppK/hy02bhPs+rTHwlttkiuCifvXWPn+UXo3q8Puv7rlC/yP+772Td/Hf9+++p4eV3rlBGZPza+37prA7E2TXHPpDCfQQklUrZFZmcLq6jT2CyCPFkq6EzZuQRAmwR0PGGyZlE5peDmT8rmA5j4NL6d+R5CRaE0TswdhCgg0NB+Q4GVVIkHcshn9qsbmSUlmXsPLqxHG+Fd79CYdnHXBsR94gSW3yDvf8TU+/oXX0vqhV1F8YgNGKsSOwptEFFO9yWDygQEym0as62oUV20SHNlFkDZxVjsMJoZIbA4IkwamH6F1B1hegDeRI73s05206BwOOPvFOWILVt8+yWAyQAwM9u1ZJT3u82x3H0Fu27Xgmk5nwiYzNEvuXB3dg+RCi6CUQrtaR/o+MgwQA4+43gDY6apkFO1cj6jZRD88R2zqGG0PbXkDNI1oq7bjdbnzsy+OLIWG0ARaOgV+qEThhsrjCtIG+lQea7OPN5xUOXVRjAxDODSLVwCxexKj3iZutTFmdxFeuUb3PbeR/ctnYf9urr87jz/pMfNnGlIXNPcksBuS9m5BqyCpzQ9BLKg8obH+jllS6xHy+zpc/PVJEqs21mQXXY9ZuVFi9x9L/uCPf2P7G3xzRe67fWWWYlp7NKo3JSi94FO/o0jjNS6yH0IiIrMk+PriDNYLDoPhGJmIIBb0H64gCmq/2HmX7qyD8AVaIEBC+1QFY1+f3loaZ1Wd5lNrENrgF8BK+1SPpOntDhFWpLCuWCB1tZd6Y4oMMfx0QGRZWF3odSrsfct1rNF1LndnKZ2PaO5PUur7SEMQJ0wiW2NQ1nG2IvRBDJpi7XV3ZbBaIY05h9hMEiYhfy1UUplmhF3zAYutoyobLbMA4/cscfnqGIdef5Wzu8aJ/RghLUQI73rNU3zi8ZOIUN/OUoPS+QARw/Bpl+pNCfycIs6IIIIgVF2XbSqjZvjbBQ6U/ZemvC1FEJE5s/6SJi6WiO2oHGKJuVD922ST7f8PUxZaGNM/MILRD6GU2g4ljVUU1rYgvXrcxOgBTmKnwMmUTX93nsojG3QPlqkeSxA6MPaomiK1ZpP0xgTFCyEXf3aIslNjsJxh+JRLZ9Ims+wx9zsN+vsrJFcFlbMe1deN0NkbseuPdX7ktz/7bbuf4RUinggh/m8hxEUhxDkhxKeEEPmX+95Xv/s3aM5aXPnpSbyiQe2wQ//ACFoAuafXEI+dI1HzSXz6SWQY4KwPKD5do/S8JHLAzyo6f3dSEtngLJkEKVWwNB+spk9rLiJzW5UgJ7H2dNBGBoqhWY4gHRIbqFm8A/YzKcpP6DTe3WPolCR3PUQLIbkm2TyZon5A4x0/8gjdwOa3xh9kn7NOmInYuglotJRxasdF77hofR/dhcahNMIPkCcP0xtP4E+XiU0dZ7GFcAOSl6oQxxjdABHHROUM/V0FpBAq/bwoSBX7xDq87p6zaHfXEa6Gngy4dGaaM4+qhIX8CzpzH+kw8adXKD0fkD9bo3m8xMiDm0jLwHzmCnLX+M5oUTZbaFPjLP/yHYT33IIx+lL4o2ZZ6Ok0otFB63qIy4tE9QZxo4mMImXmrOvK99Iw0Rxnp8Dp05Mvaebil7KjAMy2j0wYdKYsuocqeK87jDY2il9KklmWCC8kXN9Eeh7Um/hvPkn2U8+gDZdxx1KMPhqQe9qmtcukN2pROxbTmRakV8CZa2GvGxSf0UluRRQue2Qu1Om/7gAzn4oo/qcUbjVJ9uMZcqcs9v36eX594252T6x96zbDt2j9Q/bUkQ98iNSSxpVfTmG3QgZHB5hdqN5k4eVg90clUkD6ORtnyydxKkWYBK3oYVVNdDOmPx4jdvcUW/HpNPamjsyGVA5VyV/UGL1jlfcf/jpEAuf2GlJX+F342jZjr17BX0/S3++TP7d97pYCwwlwJwLK5yT5qzGpG5LmHpMwBfXbfWIT7h16gTeWLqhuasoge90jKDjKSzRl7Jgi626MMYjo7C/ufO/Y0rC6Sns3+nBTJXegLKu0gU+/opOdh9JzMYMKXF0ZQuiSS9UKyWcdyo+aDN9xA3c44uHfvBVnTccdihl+yqdw2UMagtYuk40TCdXZpQTp5zfxhzPKmNw2wVNTmfmfnGbzvumXfCRf/AdUJ+UHKpvuRdLIi+xJwyCYVn6u4VSFYKqMzCQJx0vKXiuSyoQ5itVEQ6JIbppg82aVMCCCiGikgIgUycgrgLS2R6qaoDNXwGoG+BN5xXZdiIgNcEsW1ZsSbN4e0x+L6VcM0tc1xH8qMzjR59q7TYQEvRsgkza6G1F51mP+Bw10H1ILOtffK/jVx77vH9TF/X+tV4pd+SXgsJTyKHAZeFk0movzSmgpNdj9nzuENlROd3BW2hQ++wKDuSFaP3orq3cmFE60ZxfahQWCoTSZ+T7JzViNHLKCaCjA3ePhlWLcIUlvKia2QUiJ5mv0vlZBGpKfOfAwR8bXGEwE4EQIIya2Y+yWxCvFcHuLrZMxxY+nMLsxkaVhdiVeTlGbvXLMx87cxoHsOn/VL/Jsb4ryMxrjj0T07tiD2KyB7+OOZ3HHs0QJyKz4hENZ5S9pC6KEjlXrIwYeUTFFOJxj6+Y87T1JZaoMWO2AwZBJa7dJZiki8VmV0/T0+iT+Y0VENmD/6IbCTYohVgvsllSgfaWA1fSRQlB4Yo3w0lXiMxeIOh0lSdheIpUkvDxP8UKM2fDo3Da9IwqPfR+RSSvvuyBEJB30cok4CNEsC2N4SLEodR2hbYesylilCbgeeAFRziFO27jDDm5BQ/di3EqC1t4Uxed72HUfZ75OXMqgBTFeVtC+aQg9m0FYFlLGmJ0ALZNBtjoEaR23bGC40BuD/OcvMPawIjf0RsF4IE/5bMTwZ64ighj7+WWiqwu89de+yvK9JvVDGkbBpTeicKffG3+S3z/xsW/pRvgWrm9qT11YVHvKLUH+qw7X364z9yttnHpE4YrqqK69xyI33EELwcubTDxQw+gpFxOrAdp1B2lIhCYxrAirC14xRrMi1q+WaRyNuGfkIh899VrlumMGzNy+RGxLDg5vEMQ6ZALsRQu3AuYNG3vBIvNQium/FOQutEiteoqK70oGEyF7p9YZe8My3SjBpf4oQ2dCRh+4gbVcx9zsEpsasQ6hoxGk1JizdjhBkBQ09hoYgxi3oGP2Y8xeTPNgDi+ns3qnTnOPzdUfyuEWBa19kupxDd0F54UEGDHvn/s63UM+Ti3mneNn0DwNfvAlYsfWEYvaIRujH5GsxuQWYoa+skrlIXU4sjY66I2uchaxTQhCdv/JGkMP3iCYqYBlInOpv3mhLHMHpnhxRUMF0LbHk4De6mM0+ohOH73jKlzT0AhKSfyCRXvGRPdUHlyQNaicdUFClLIUAUUTxCbs/pMbhMWU+gxhiNWJVBxXpPSIN14vsDpQ36868vLTGuMPSvLXXKQB1VskiWeT7PmLgOKjN4iSBlsnC9QO2XgFAxEI/LTiQuTOmCz8D//im77pX856RYqclPKLUsoXeaxPABMv5316LyC10mfsgXXa+9IktyK0jodwA0S5iPlXT5NZ8hg6E7L6L2+DdgcxXMHa6NDam6Q9rSka/d4Y3YpAwt4/6zP34RtkrmkYA1h8cxoqLv05n9Sixsf+r7dy+TOzOAUXPRGhGTF2Tae5d1tL0rcwWjpmJ6Jf0clcadHeLfDzkLoBMqsief5Z6XFutteZSajNIAWknpiHcgGCEPOvnsZ55jqpVUlsaHSnHLoTFukVj/a0RZS0aN0yytbRNGHaJLvoU3imxmA0ieaGNPcpMaXdkjT26TSOxNx792l0TTL9pgViX+fGx3dxy+2XKZ0yGPl6D7sZMRhLI20TY3FDFdwXHUhexM1A4WGOQ//IOO733UL2YgPt4nWcTz2JlstilEpKN6dpyCsLYOhEUyPEI2WF2fk+4cYmWj6HnJ0EoSGjCM1OoA9X1PscmyhlEKVtNC/G2YqIdcGgrKMFKsBR7wdEJRXDImKJ1KExpxG1WsSDAcHRXfRHE5Q/GxIe3U1kC/LnW1jdmEQd4m6X7KUmE/evM/UrjzPy6Xncgs7C7ylG6JUP7GHxl07ykfvvJSoGBGlJ8XPJ7Yflf93F5LthfbN7Smow9kgLswP9EUgt6iy+axhn3UXzYsYf6kIywj9VoH3MpzWj0z6gwmqd8wl6MypXT3M19laqlHNdGkcikmsa5hUHc2gATsQnl27iJ2/5GhR9NhoZFh+fQmpw6sIMK5eGSV6y8Xe7TL12iWDMp3DrJo3bPLqjBoPxNGu3OfSHNLZeG5BcMlh6ZIohp0tad3m+OYLmx+D5+JNFgkoKpCR9apnsE0uk1lSLlr4R4RYFIoLmHhM/K5QPZlkVu9yFFkOnJUgoPbft1HFZkNiCzlzInjfP84+PPUnF6LB3ep2VdwZ86Il7+PF7HqL/cEVlUX4honghYOxza9gLddJX22TPrCPTyofSn1D73d2tQk3ZHhW+iLuZC9WXujbLfCmhQAj83UOEo0VFJtk1hL5eV9+3rL6vaHYhBplLI7qKzRGbAikERi8itR7hFk2asyrCRwpV/M3lGvpmmzBtYPRhsLdCmDRUZp2mY232qf7vAdVjyltz16d8EnWVODD+1Q6JhnIwMVouk3+5ztxH6oQnO8SGxsWfH8XPm+SvuIQ2rL4RpC7xc6pjPPvhb55s8nLXK048EULcD3xcSvmn/5XXfwr4KYCEnTvxmhP/swKKpaQ7m6d6XGf6/g76VhtkTDBVpjuZoPDkOhg63f0ldXrbr+GOByRWTbxJn+ITFl4epj65TpRPsXlrhv4woIHRBT8HZk+ByrGhTv9G/8VYCKgfjzCaOskNeOP7nuT+v7qVMB0z/KTALQrckmIQGa4ag5Z/dJE3Vi7xyeVjyD+tkFlyWXhrgj1/3kHbaBCurGJUylAq4A9nMJouWt8jXlyGQ7M0D+aQmhJxe1kN3ZfkrvQJ0yaaHyFNjSBt4BY0uuOKQt2fjEguKZPY5BuqdF0LnlZgY+mFiO6oztBTLZoHs+QudokdNSrSez5a30duW23FyzcIbj+AvdQkKiTxCwn0QYj+2Dn0kWFFRNlmjAnDZHDPUVLPbyC3aohsBtnrI/JZZKuDHLhopcK25icmbrXRMmniiSHClIm12SXKJghTFoNhk/zT2927ZSItA80LoNvH3T/Kxi0WQQb2/NkWrGyw+Z5DDP/lFZp37UELJFooWb1LJy4EDH3VRMRgdWL6FZ3iHzzO/AdvV1qps+ohmFl00c9d5eIHDwKw8FPfeu3bd4J48o3sKTNbOHHrXb+AiGH9NgOjC/39HiCwkj4jH0uwddhgMBLjrGlooWLDxRb0pmKIBFZT4FVinImOuqync0hd7aPhtywTS8HaIxO4IxHZS7pyuti2AbNqOlJT+2twZKC6w+sJdA/C413EC+mXPvc2G68/E4CE2d3rzOU22ets8ttffBMzn/WpHbQJ0jD62ADr2gbugTFAFXPYNlQ2BMmrNTbeOILuSmJT4NQiqjfpzHymRf1olux1Dz9vUt+v7uvu3oDSSBsvMBjJtrm2OMzcrjWmUw0euf8Y7nBE6YyOW4SpP19WTjyZJP5Qkiih0Rs2yC76BGmd0NEoPLK0M24E8HaVFNGn4aJ1+hCG+LuGsK4rYbe3dwSzPlCvRRFxMUOUtpG6wFqo7UxFZMaBOEZaxnYenUBISWTr6F6kXHyeWkcmbcJCEqPRV/uq1iaYKrN5s0N2KSJzehV/poLUNezrWwzmhqgeMxl9fMDKGxyspjr46Z7CMs1epFxYZjKsvEmid9TfW+ksJDcC6gfUxOfch749Re0VYVcKIb4MjPwdL/2ilPLT2z/zi8AtwDvky/gg2fS4PP66nyM536B5rEyYEFTvChj7rEFjv8b0p7bwRzLEuqC1x8KpxtitkK1DFoVrIc09Sh+jezD0RJ2g4HDjTofycxHtKR2jD2ZfORRECUGYEETvqlOvZqCvQzokcU15VkoNhk+5zP+ARWpJI7ukTJkb+03axz3mfsulsyeDFkp6IzqNV/lYaR9/06F4Tmf4swss/9AM419RWpjedIbM4/NsvXmWRDPGWe1TP5qm8vgW9VvK2C0V9eJsRSTXPTrTCQpfnYeEvS0mF8SWDkLgliwSNZ8gbTAoGzT3CvxShNHR0T1wNiCzqqQOCEgtdlXsvRchbZ3mXJrCJ54luO0g9pV1ZL8PwxVEp0c8XEBcX0WkU8QbW6BrShtnqbGLTNrqFNpqqzQB20LWGsqYud1VHZyTIO730ZJJ4n4fY2wUNE1hChkT57kVMHTirTqEIVq5hDc3hu6G+HmL5OkF4tEKN+7K0x+TTDwckXziGtd+f5xgYDB6v8XmOwckHZ92I8nwly3cgqA1F2H0NIgFpecl6VUP7aFnABWLs+9XP0SYkcTZkL0/8fS3JSrnH1Lkvh17yhmZlCdf9U9JXaqx+M5h+pMResEncnUmJmqsXhgmvaARpsCtxJhtDaupCpyQKtnD2VDj3MyisrerHVaSAVCylcFYRHJZp3IupLnboHWzj2ZGxJEGbROrqSm3IqGKUPfkgDjQqTxoqvijCgTFCKs8wN9wSK7qyvNy1sWwIjUmPZ0msywxe+r32nVf7ZFzLRpHc5g9NZbsjhkkqxG1AwalCyGNWYPipYDk5S36+ysqlSSG1MUtZNImKDr0hy1iQzAoK99OPw+93QFCwOh4nbW1ApmzFhP3r9G6eZjM1TZa1yNO2mpWFqOIU0st3MncjjYOP9jxrAwnyxjLf03LpgnlgPIiDvei7CCWeHvKquDV2jt4HYaxg9fJXAqZsBBeQFBO4edM0s+p+B2t2VHkrXwaaeo7uJ9Wa+PvqrB1JMHgzi4Tv2eCBmu32VTOhkS2RnNWQ0Qq5gihGKd6H7yykmd5OZj8vJoGPfDsvwZg5vc/iAgFY3ObPHbP3w47/VatV4RdKaW8++97XQjxY8BbgTe+nM0I4A3D4ts0pF5E76qLs/C+/xXeBz/w2M/QvsumORB4j5ToTcY08z4yEiA8BqMWiU3QI6XpufrDRZwqZK9LrIZP3jPQPWW4GyZU8nN/IoJqhsxZi86eGNomyTX1/tJ5jyBjsP/DG9RePYKX02hPq+Ni5lmbwZjO6r0RZs2kcKSK8/UKXtmAbEjlD88QA92ZSYK8g59X2Fs8MUR6NcAtGfhFm8rXNnGnCyrp2hSk1kNSCx3CXILcC201DgxDxWZc2kTXNKKxImAxGLJp7NWIHMgsgnZNo3T/Bbp37sPPaiSqHsb6toDU0JVIe2kVvVQg/8xFxep88DQhqjsTrgez02jVJvHAVTo5oaGVi9DtIf0AkUriTxWxn98iHhtC6w7A0BGWqaQFhZyKxEnY6AklTtctC1nKKQnEqUs4jgOFHIQRImEjzDRYFmZbUaYT6z3co9MY/ZDixQC/YJL48jlCz8V5eI49n1lC5jOYf5xm7Y4Ue3/5ceI7j5O9FlO4ZFI7pHCE/CefRUsmCf+Le2zs0DrOvddf5l3+nV3fjj2VL3VZeW+Ak0ow6LoI4Np7lSD35s//ErET8973P8hHH34933/7adK6x1fW5viRybP84YXbCVeTRBYgYOOegF0Tm4xJwdL5UYaeBKlJrKbSNC7fo5G+DrkzFv1hSPTAbKuiEmQgtSYpnG3Bw7B1c57eODsHseSijvVcGl7fRSynERHISGCdTtGbitjzsQUAqvdOk1kOFB1+SGDOZhWW11c+iaVnWnjDSUoX1ZUvXAuJTcFgtozZDnZMjTdfN0LxfI8goyJjdE/SnpWYbY3IkZhbJlNf8li6e5iZhwKae6B+2wjFx27ssB21TgRRROfmMTKnldF44sJfkwqAOhQKgbHZ3rkm8ZDyihUDFazq7h0mMb+FtC3YxuClriPzGRVQbFsqiHVbliC6A4JKmqjs4Jy/gYUqfCKKlGwnk0QMfIJyAet6FVDygyBjUHreo0Ya8LCv15jZ3gpxPoXup2jsMRj/nJqSDaZy1A9aJKqQXQjQvQhpGQgv4E1HfpEHnlPROInxLvVu8uXcjt+W9YqMK4UQbwL+HfA6KWX15b7v7zOTvennPkToQO+QR/aMTfsmH/o6IlRzZ6lJnLXtE2A5YubTkSIp9AMaR3M0DqhTmjseMPSoQb8ikCbIE23Ci1mkIcldVjZgzlZM9lILgohgOI3mRoRpk62jFrEOw894bB63yazEqvjNQPlczPq9Iflyl8r3XdzpEu47/r+x8AN5xh/2GAybWM2IIKOTudymdiJH/orLYMjGriujYbvap3EkR3Z+gLnRISok0fo+RBIRx+qUZhqwtomolFTmWjqB6PvIhWW0iTGCkSx6zycoKLcOe7FBtLCscLjdM4RXriEME31kCFnIIPoe0cISerGgBN/dHiKZVN3ZehVhmep36TpxJoG2rjowhADHAdtErlcRCZu40yUeuOhH5gB2onQ0y9ruCC2ifAo00Osq8yocLzEYsnE+/bT6jIfnlKtFrcWlfz5DbEn2/uwTAPTfcSthUsNPC8pneyzdl2LqV5Rg3JiZpn9oGLPlUz2WxKlLNTYC7nzgMr9w8PPfzO38Da1v17jy27GnXvPOD7J5XEc72MEbmPzarZ9k3q/w70+9jsS8xU33XeLJqzOIpknsxGgDlX4tYpTpcjHGqmkcuu8Klz+xF6+kxNyibeCsaeSvxYhI0tqtYypvAZxqTGu3htGH1IYSXfs5mLq/huj06R4bo1/Rae9SHqzuVIC5YTL7kVW+MP9BQDGweyMahUvbLjmGegYAtHabZJdCOuMGmZVQWfUtdxlMpJGaIH1qGRI2rePDGG6M7r2kZ3vRJ9KsD5SG0zLQqi2Wfngaow/l51yslcZLMgAhCEYVPGDU+oQlRaLn4aIAACAASURBVBTzcyZWM8Dc7CLaXeKhPMSoLkvXladlIbtjxhzZGsnL1Z0/UyZtiGOFmRkGxErG4+9W2LJ1dUN9hnQSfziD2XQJCg5SEyp7ThfU9ycQEoa/vKYILabJYLaM7ikPys4Jl/2/VKV9YozmrE7pgpqEDZ0e0B+xyT2zQefIEMYgxt7s0dqfJX++RX86g5dTXeeTf/Kdi5v6btTJ/Q5gA18S6kTzhJTyp7+RP+DYz36IyjM9YksnsjXypkb1qEFi3kb3YPgrJm5e0JpTWh5hxgzGUAzJrkF/xKR1h4U7EZBYFSQP1+nM5xGBRmNOjbOa+wTyQhYtgtTCNs7WhjAhEAMfubaBKM0yGE1gtUN645L8JUFjr43UIXe+ycq9xe32XjD1SY2lt+SIPnDHzvfoT6eVYXLPJ//oOvFwgUElgzuaovh8Fz9vk1rpE2QsEus9pKmTWXDRT18idD3EyUOqmGxsEu2dJEybmA0XLekQltNECYMgoyO1FNpsHmepiwhiBuMp2pMGI4/UiBaW0Yt5SCaR1RrG6Ajh2rqa7Rsa7ePDGAcrmJ2Q1i6bysPbFPpuD/cNRzD6EdaN1k7GHJmUKqx+iHADdbrbNpvVKiVEs41Y34J0CmPXlBrXrKwi6k3QdfR2h7jTRVoW0YEZeuMJkuse+v5ZZNJi7fYshgsiKnD7HRc4/7GDiFuP4lbUz22eSJK7HiKCmJlPNVW0TyyJN6skfZ/a3TNENnRHBZmVVd7wfO9bdFu/ousfvKeOfOBDDJ8e0NinHq4OyqrrPXNPselneKK7h08/chJ92CV1a5u656AZMT/xhgf5oxdugxxkUi71agYPg/R0m6CW55n5SbKxwt1i0yIac3GlRd3SSC9LEnWJnxFYHbl9IIXBCLhlDWfb2GPprSWsdkmNEtcjIlsHCeVzGl5Wcv2D2Z3v8dhfvORCc9d9/xbDjeiN2TTmBOlllLPNV5XrUPpijf7ugmJ9LnXASdDfWyJ7oc5gKodbNOiNaBQv+Nu0fqiezJOsRljtkOar8hgDGH1wi9V7y0S3j2I3YeT+BdC1HWcSmU2j93ylkSPF5vEEUSIBlHErkomHIvShpHLovzNPsirJP9fAG06jhRLpWATltPKr3OoQVjLIYgpjq6cMGiYrEEukqeHPDiOFwL62gdk0Ec0OZhwjPNW99vcUCZPKVL5zdAirGdKesUg0Y3qjBv5rOoz/hyQym0KLFLmkejLD6CMt+pNpnA2PwZ4SzqaHvs3sLDyzxRcu/Jtv/K79DqxXnHjyjaxbbrlFbv2TdzP3W302XpOn8kyPKGlg1ge057KIEJLrLsv3JEkvQe1EhFlykQtJwkwMiUj5551PovlK3B1kJSIAaUKcC8idsQhSinBiDBR+p3vgZ9S/DReGPjdPPFJEhDGtQ3maswp3cIZ7eEsZEhuCwmUV/eHnFHElUYfsgo9bMkh//ImdTu74//Qh8ld9EistwkISt2LTnDWITRh/qEt/1CH1xedY+vljDJ1WAmz7y8+ilwrI/kB1RbksclS5HYS5BOZKg7iYVhtKSuKUrRIObAs0EG5AOJSlcSBJ6kaI9cDTyig5mVTYwFKVweFxnMUm4cUralx5aC9ad4BMmLgTOZyFBnE6gbbRUJlX2x2XcXmFwYldOPN1lQyQc0CAdvYK6z9xjKHffhzNcdCGysrT0vWh3QXTUBhEvQ1OYufEWn1VAT+jrsfUJ9eRpkFYTtGcTVB+osZgOkdn0qS5X5KdF6RXI5y/fBLt+EFEECFtk95kis0TOv64z9xv91l/dZ7M29Z49O5f/47fw9+Njidb738vhfM6oQ3DpwcgJWHSIEpo+FkdYyCpH9AoXIy58ZaQnzz5NT5/4xDfP36OL6wf5I7ydS53hzl7Y4xDo+ts9tOs17PEgQYNC3tLwyvHJG9o9HaFJBcNooQikhQuxzjVAPvaFp1jI8SGoH5Aw93tQyzAiGGgk1gzVOBpXxVBLVSErsJln5X3B+S+nOL0R/42qeFVP/7v8LICq6ucSLJLMdkrXbSuSzC0bTScUHIVNEHyYpWonEHfUmYFN94ySuFyQGKty2A8TZTQSK728YoJnBtdRQJxbPqTSbysRmuvILl9Bhx5SGFs7kQO3YvYOpKg/JxLczZBkFLEtsySj+7FO0kWIgajF6jxZRTTP6C6s8W36Bz44CpxKUuQS6BtjyaDtIHuxmhhTOjoRI6O1fAxaz2lIa1kMDZahCN59K7SEG6eUOxKEUP5OR+jHxLZOhsnbYZPK1hABDGbtzhYLUhWQ9IXaiy9Y5jyuYDk+TW6x8dJX6xx4Z+WOPCbW/hjOb7y4LfGUPmbWf/NpBBcvK6Ydiv3KZ3r8r0pND9m9Q15eiNKD3P1PQmMLrRmIXNZJ/loCqMr0AYa6fMWxuUkbiVmMKKKuz4QJNcVQ6z0mIXRVxsItv30RtXNMPpYj7HPLFE+3SQeVfTfwXiGIKnGnCId4C1vM8E0CFKacuSIVTEtvtDHeuQc2c+cRbv5EHf8oHLOSDRitg5bxLbJxqtSRJZGlIDKswGrd6aVK0GlxNQDbax2gHOji/um44SbW6rrmZ4gnhlVp8wwxry2Dv0+YcameTiPaHbVaKXehI0qotqAdof+aILOlGDuX59n5ZfuAD9g5d3TVI+nwElQO2jSn8ljzM0ijuylfSDL0rtG6e/OIwV054r4hQT9I2P095XZumsSvT2AlMPWUYtoYZne3jzauStoz14GKRn9o+fQczniwQDZ6SLPX4HeQAHnQQjLys1BJkw1kkH5iVae9cguxvT2l+ntzbN5wlGuEoZGkNFJr4U46wLdhcgW9N51Gwtvz3PlfUVFqHlxetQxuPyBBFZX4v3Z38Xf+P/fOr+i9tRgSFlwaZ7CeJ1rNdIXauie5MadynVk41aBc83iY3/+RqpPjTBtbXH38CVyxoAzK+MM5TtcrZURQmLbAdZ8guRUh9hShenFtG7/ph7x/h7Opooq6o5brP2jcdyihvxrto7Cisjm++yaXUeEKsqmdCHEbijSQ2yAc3WLvf+qRfnp5t/5/SJLUH7OxcsLnKpEdyXt2TTEcic4Nz3fRgskyTPLSoaQt3F3lQhGc4w+WMO5sKbCgKUSlQNo4Xb8ja4TpUycDQ/dl+guuHd1cEtw6aeKrN5bpnbAxFqqE9mwcUuC1HrI2IMNyqebXP9BwWDIwisa1A9Y1A5ZhCkTf7KAP1OiP2yQWO+RXNNY/JFJ/JKDfXkNY6uHsdXD7IbKm3Wrh+5GpE+vKC1cqweuh94cEIwXiC2NMJcgNpVjU+Wcj9VRuuD6gSS1IzbZxVg5oEQSa7VJ5YyHnwGjH9M5XCZ/JWL5XoOVd02huzFbt1WY+oKkfaRMbH73lpLvOVuv/GlFRdUCmHqgi1e0sbqQv+qxeqfNa295gUdzezATIdqNNFZb5aZZLaVdS2yBiDVECH5eUjkDjX1KO6OE4uyMTOwGJGoq/kMagu6xMVLX22oEV61hnWky+Me3Y3ZBv5GgcKRKq+8w9YcB668pkFqXRCYYPcHGySSJPScoPXCF1m6lP5v52K+x75qP1XVoHcoh4m39l1DxN8lNSWOfgTEYpj9sUjssOHnnIoP/I437tpM7Jzi3aJKoB0SmhpVzCDPKzsiphnRumSDztauq2woj4k4XsWeK9GfPEJs384g8xuSvPo539y10jnlYizYIQeVZD6kL3Mk8ZsfH2QjQPYMgqWH2YtLPb4IQxLkk/ck0UUKwdWuJykM+xUsh4qY5kqt9tKEKcSmjuqpL15VHpdCUsTMoAksYEjebSihumYhGB29uDPviKsQFdDckf6pO/fYRil9bIX1OU+nGrR5Sy5O83iT1vMfKD4zj1JUh9cjXAxLVAT/2Hz/PH6/ejtPJULIC+p8fxs/C2d/89utzvldW9qpOejVG6tDZrUTIXmGI/pCOV4DMdXjX+x/kj87dxvve/Cj/z/N3YLyQ4l9+4b3owwPiSOPA+DoHchuc2ppk8cIov/HmP+UX5dt3foeIlYellg6wn0nRH4/pjwCo0X5qPcbshNgbfVq781jLFsEul1Kqx8L5MfJ16IzrJJqS1GaE4WnEBnSODgOQeW6TNx/4Ba6/d4jMgsSpRcSGIJzSufFaFZOVm49YfnuMM28RG0O4JUGw16J/QGItWVSyU2gR6IOIzeMWzpaJ1Ulg9rKEjkZ3TAcN8hLQBYOpLHo/UmbHGhQer+FnJwmMCHMDdv15jaW3VfBu7uE/U6B4advH0o/xhtTf88F/s0X38BCtGZ2xr9QIyincokn9oIVbiUlsCnJXLcwOlF5QXVY0XlJMasCc38bfsmms+U1kJoXWdXd8J0W7i9nugq7h7RlGRJL0tm6wdK5D/XAapxaReWhTkUmm8xiDiDjrYF/bYEgOEdk6flrD6sTMfNZn/Fevkv9h5YL0TG2C5ldGgP/CdPq7aH1PjStTpUm5+8c/QHYxwvAkRiegO5lQOVD7JMkVgV9QIuwXjZNLZxXwXDseoeV9tGUHqUnMriCyIchHiFCgeQK7LujtCXCWTeyGGqek1yIiS5C53kNvu0TZBHq9x2BPCbPlMxhJ4BY1BiWB8do6g2eLpFeUHsupqkicyBQ4VR/90bP03n4SgOashlOVlE81Ec0O3t5hpCZoT1n0xtWpVQslIpAMKgbZ6wMGQzaDis7wVzcUoSRpEeYSaF6E3nGVaaumEZYzGNW2GvklTNzxLM7VLWSjCRMjROcuAKAf2sfKm8v4WXWK3/07l2m9fpb0ovqug+k8zkKDKJ9Eb/YV5VjTCAoOYdrAbPkYZ68hSkWwTToHSxj9mMRjFxDZDNHGJprj7HhWGkMVKOah3SW8sYYxOqKCUUeHCC9eQbvpIFqnT/NVI/gpDS2SOFsRflYncAS5eY/Gfpvhr9VUgb1wbcdDM7jvJNZXnkWGAT91ZZ6PLN+JpSlA/nN3fpiZ3/0N9v38ab7o/9krcOe+tL7bxpXpwqQ8dtfPkVrsoDV6xIUU66/J4+e2MTRDMR+9coxd09BuajFYzvBijtr/+eY/57pXIa27/NYX38xP3/1l/mLxOIYeU22miQId2TMQnraTRuCsq2mFXYfhpxWmMxi28XKKoh7ZgiClqPruaEhi1aB4QT2YzUFMb0j5Qzq1iNQLVVrHVaFr7dZIbkqV1n12BW9ujNhSHcbCD4JRVb6MyQ3oTEOUislfUMSw8UcCnKUWxNCdK6B7MYn1nsKVBz5xLklQdNAHEWHSoDdmkrvSR28PGEzlSM43IJZ0DpWpHtMJ9g4wrziUz0UMKjrpGyGpy3XcqfzOZ3r4/v+FN+/6AP6uyt/ohIKUjh5I6nsVbFG4EpG+1gJAtLpK7F1v77A0ZTZNWE5hzm8QjZbQ12rIfBrR6hGNl9C6Lt19BQYlHT8D6RsxblFT6QGbkvzzLYQfEpaSSow+cJUxtKms9V4k9Hw3r/9mxpV6vcfIEz11oook67c61A8KvAIUziuBqjjUwS1Ad1qSXhS0ZoXSlo12sS47ROMuZk/5V5pdyFzRMVsazqZQp7SzJullSf5qQPpGpMaNjiBKGEhDQ691ibMO/SEDr2JjdiOacxDe2qHbVTNsEYOzFVI7bLF2m86NN0j0XoA+Mkz2iSVW36rmob1RgWgrN3ARxGycsDBcSXIdgqRGrAu8go5bFKzflsTPalROtZGGTpRxiB1L4RQLG4haC9ls4U0WiG1d2fRs1REbNZznV4lX1ohb7Z0CByBaPawO/PJ7Pk7hYky0a5TIEugbTWLbRESS/myRKKFCD+MLV5G6IMgY6K4qIGKojKzVIQhJX2sT2QL/1jkVb3LiIFG3u2P9BSi/zv4AzU4Q15tKEL64gjExjuYF9OcqSpM0DLUjcOPVBvX96hDTnrFIr4b09uQRA1+5paBSJ6wvP8ONf3aS+uf28dEffTviF4p87s4P87k7PwzAws/881e8wH03Li2IyTy7jjuWZrCvQvNQDj+nsK/utCTR2LavkyCOtnGXMhw+tkCcUJq537z6RpKaz+8+/zqmDq3xu0/cRRDr+JFOWHWgbmFVDfIXNYZOReQuq3FZogaJuqQ3llAFLqvRH1KGzLGpRpvuVACmcrbpTL30qOqNq0id2gEDmUqQvdyiely9HiSFKjiAfXGV6k0mzVkTo2oiNYndUKnjlTMqLSR0YPxRVRRFXdH4M6dWcJbUg1+0euD5uMMp7KubGCtb2BtdjIEkTJuI7oDkeQXCRbmk8mr0IBoY7P4PG8SmoDUrSV5t0ttbpLXb+psXIIr/1qgvuTZAdyPGv1Jn6Fmf9rROe38efyhF7+gYhDHxcIFwaggyKUS7i9FyQQj09fpOgZO5FLGp4U4ohmeQhs5hdSjUfEWic7ZCRBiqju/6JrKYVRIIXVM4++jLtkD9rl3fU+NKfzzF8t0p0quS/ohBlFSFKjbALQq1cf5jitohiDIR8vVd7EfyNOZ0onM5/FKMuaBAV388gFUTTrbYVWhy6fwEZEJyp23Kp5u053J4OY30Wkh2wcPo+grPymbQOi6lp33ipMXiW3NEiZh4JYU+OsCtQH4+QncjcvMhZsfAqUOUNKjfN0356zVkKOgd9ND0WN1Mmobmx+SvxtSOaOSuSnJXukQJg3TTxW6kGVQM5ds3msRZjhEvXEOvlIirNUiniLfz3ZbvsZl6YMDG3WO45TEmfv1phGkgTAMtnyVutok9F2N4SDEaw2l++Uvv4sDjq1z4hVG0HmSWyngFRXN2SwZ+2sJaV0bKka4rl4XNHt3ZHI25UaQxSno1BAFeTie50iNMW/QmEuT7c4jNOqJUQC7fUNihaaBNjRNnEojlDaJqB81JEBaSJDYHtKezRDborgLxByPqvwdlKJ/usPHqAsmFBPHVeZo/djvt3cpDceIPXoA/gAfqH32F79TvneVnNeJiGme+Sf2Wkoq56Sks1N4S6uS/KOgcChg0HfJ7mlz90m4KdXArsLlQ5A+8O3jb3ue51B6iMNyh3Xb4kcNP86fXXkN6uo33XJ7YRFlI9STJDcWiDBPKmUd3Y2zAVs0K3XGdwe6Am/Yu8ezFaRAw8RlFOhrszmN2ITevDoovdjRBIYvV1mnd7jL6V0qfBupBbrclzpYk93yd/q48zmqX+k05UhsRSJ36nIEIJ3DOLSNaHVU4trYxPl2nffs0ZiekfWIMt6gz9Ll5co82d+y4ZD6LCEL0Rpf0ZoPG7BRCk7zwL4oUzmiE+YDV+8ogYPyBLdqHlUn0kQ98iAlNYNVdVl+v2KGDEcnIEwZbRzWihIVdF7gVidnTCJIWui9xEoYyMweibIK4nAIhMIAgn0DEEgOI0wmCtInRD6kfcJQ2cdGkX4HWXEz2mkZ7xsRZlPizI0hNYG12kOWiIqi1emhu8B26E79963uqyGm+Sh0unW6BBv1KnqH7Vmh7CZrtJOLpJI1DAjHaJ2kHdBpJrILC1qICjDwGtcOq00osmPgFifV4jmo7hzkNmbM6Tj2mdUDhY3YzJrHeR7g+/V154uk06StN+ruUmWt2foDuAQUfajb5LyTxM9CZ0OkNOzRu9UmfhyCtY+cSbB2XpNZyzHwSumM26fUQuVXHe9Ve/IyOs+WTupHA6sYMRhzMToRfSSJNQZhUXWnhIthJEyOTBilx7zxE8sqWaslNkz3/9jxRq8Xw5l5wfWJdJzy5H+PUJQRQfd/NlD76OOGGojbnrwywWzaXfm6CQ/sX8F+/xubP3kH5OXUyzD+ygL93lKCidERmrYfUktRuLmB4Eqce4eU0zG5Ie9qmPyQw3AxSh/SyizR1ot1j6JeXkHGs0gcKOdCEytRKpdCHikhNw89bSEMx4VoZNS7u3ObinHOoPKtSlS/8bJrMJbj4T1KYmZtwnhKMP6Kwiv9e3L7xJSQsvjXH5Bd7dCcFUsBgNEJEAqlLchcVQ1jGoNkR7ZaDvk368CqqkPTW03xqcBOaHlPK9vixYw/x4S/fh0xHeOfyJOpg9KB2UEcaULikxNmZy120Tp/O0WHa0zpDp/oYbY/OVIGBJrnRUQ9+ow+dI6prr8/pmH1wCzqtWUFj3zRmDypPqdDOVicBna66x7p90jdCBiVdRSgZBs6q8neMLEFzj4Fx3xb2J0rY69sykihiMFPAueAqMlTCJvvkMkQRiXyWbKen/F23vSTNak9JZPztYhCEJDclQlr4WSi9c5kScFWMMPYlnbV7yow82qI1p3D5wf4RgozKm3txGW6MPtAoXJQ05gRhLqS1R50Spr7sE6Vt4m1RuH15jXjXECJQ41ypa5j1LkEphdQ1RCxpzDmk1mMGQxpWW127zDWN8lmP5l6bxs1lNF+iBxJrHeKUIn01T5R46o++c1q3b9f6nsLkErPjcuQXfw5hRlTKHdzAwPVMdD1msJYiNd7FNCKa1TSaFXF8ZoULm0PEZ3JoIfRnQipf16mekJgdjcwCDP/nS7Rfv5fkjQFL96UwBlC8GOGs9ZG6ht4eIHqewsAKaaUb253E6qoRztI/EpSf0ujMCLLXVayHnxH0x9SYRQSCuduv0/idacyBcl1IPXUd/+AkAF7BpHqTzthjPolnVBp4/54jhI4gNgQihtyFFpy/ijw6h+YFyMsLxJ6LnskgZyeJHQvhR0hLRxv4xI6FUeuqApNOoA0CtPUt4nYHrVQkWt9ERhH6/llErYF7dJooofLWVu/UiAsBez8asPSmFEOnQ6QmcIsaug+FZ+uEeYcwZark5UBi9AO8ok1sChXJUbCUY3ndx7jR+H/Ze88oS6/yzve333xyrFM5dFV1DlIrtLJQAiGBRDA2nsEwtjHY4PEAGmNj7Gt77AWMIzaDE4Nh8JAGY9LIBgmUUM5qdQ5VXV05nDo5vXHfD7tp7p3rdY0ZCyQ8z1q9qj/0qjr19t7vk/4BGbPpjWWwV9v4+RjWuoJnS9tEzC0jRwcJ0zabe2Kk53wiS6MxpuMnoTuonNrLe3T8nV1CT0d6GkKX6LEAcTbG9AcPAfCN+id+WEfze44X204uNjQqd37831FZS7N1ywqnD40gDYne1hi8cBVNSGKGz4kzg2wZW2ehnCOf7lCuJjFmY3jFEELIjNXJxzvEDZ/jT0yg+UKRtSc8SveZSu3eUjqKWgD5Z6tsHMhTfKZGY1ua2laNzEyE7kF1q3qBOxU1WqyPGwQxsBtQ2RsSX1Z6l/ZlFfSv5skfaWPMn1PumOynPWRTn9KwqzDwpdMAdPaPY1ddOkMxjHaIs9xEdFykbdHeliP5xNnzz0Rm02DqiEoDd/sA9kyZ8nVDJJZ9YmeqtHYW0DxJZH93zJg8tKbUg0yDKG6z9PKsWp8E0B4LsSqKVP/jW5/lM/deQ2pW0JxQ796+ZxWCMTIFvZyG1VR7svquNAhBbMNnfb+FFihaU/5IFz+jnqkIlUartdklTFhKIQZVvEhNUNnlYLYlQUyNZvUeVPeE7PirOuuX55Wv32qEnxD4SUGsHOElNQqH1R79+zUH/kHHi5EM/n1F1u5ipVz8nkH12T6iyQ592RaO4XOmGmNf/zLvHvwm//bRt3HrtiMMOVVObRbxz/Fr9LpOY4uAlId9VqG6gq0jRCbox84ylJjGqnTx8jH0chN/OEfl4gJmK8JLaWghZA/VyT2xBt0estdj+8owUghimzGaIwZ+Aqwm5PeWqT3dx/4bTvCHY1/lsQ8N8fm1y6i5Dq2PTNLLahQfXmP2rVl2jC6wujZBqTJI9PRhzFZA8khVES6PLNPZM0R8vUh05DQYBmJyDDIxwscOYqxWEK023iXbqG216bwipJBqsLSag7aBtCLGvmbjHDxKcNMlmDUXOaZUxvWlBtFoP9YjR9GGB/GGM/Q9a2P/uzKrlw+RXIDla3XSMwKzrZyXpWXgZyyMpk+vz0b3IqzNDlZN4GUspKlhb7oYh84gfZ/WTXsQEloDBkkzSXy+iWh2iPqySrUhnaY7lKC63SRWluheRGvIpD0iseoCkXepj8coHg5ZHDYpjNbYnM2ju4LQiBh6OmLpbXt/2EfzJRuRAdXZHHZF43RrBKum0RsMSO6o8rKSShCakFQ6cV41eJivi93cMnCEj67eAIDwBPnpCu/b9g3e99TrkZHA8AQiUBMUs27RHlTjz/4nPTr9JlJAdV8Osyup7c6Qe3qT7DMhnW0F4geX0L1h7E0PY36D5dePo3fVS7t5Qxs6Jvnr1rl96BB/ffwKbvvFx3h4bQvOHw7hZg2sRoCX1Ohsc9k+tUD3oTyiXCO23EIKQWJOCaJ39o8Sm60hag2STzZVd2aa59YH6tksvWGc/ic6zP70MO6ER33RwtnVj3HTJsG3Cgx9s8zqdUWspkTbWSJ+XCXa+q40yaWI5EIPvemxdlWW33zP3/ArT/8Ynzt2MWZdWdoklgSFwx66pzhurq1T3y5JnxZU9mdAgpcR9LIWmVnVqa1eIbAaDnYjZPVyg/4nAox2gHB9gr64og8EEQjB6uWOokT5EhxBrwh+KmLwIcHJn86RXIDmloggpmHXwOhK3KxG4fn2/9e5/CUcL6lOzp4YkcPvuoOp/QucOjZM6pRCWXUGVRILEpLEzirdnoU4liR5SZnbRg/zqecuxznh0CtF2MNthJC48ynSpwSdISVYPPS1BeqXDhPEBckFD7OuBJaT8x30pU26uwaxy120eoewkCSylIO15kV4OYuztwFOCB2Dn7jicdbcNEf/cje33XE/M50+DpUH6TxZILEEfY9XCA8dJ7jpEvb93nM8uDKF/ekcAMnPP0Zw0yW4OYPUbOs8gsotOOhuhHV6lWijjFYsQCKOP5DGXG2weUWJ0befJpKCpWaG9ZUsWsNgZM8Kq7U0W/s2aPsWCxt5ct908DLqghltHx49eP4ZG1un8PtTdAYVarW6U+3DkFA8pCo+oyPJPLFIlEvj9cXx0jpmO6I9YGA3IhJzTdy+OM1RUI7j2gAAIABJREFUS/nVCUF2pocI1LPykhrp2c55GLSfNGiMm4QOxNciAkeNZ+XNFeKfzZJ9bIWwmGbu9hSZizeoP9tHEJNIQ5I+pVH6qJLteiEElf+l48XWycW3DsnSe+5ApH2SzzkkViI6JY3GjhCtp2FVBb2hgNiiQW+bsm959a7DPFUeZeV0EZH2cRIe14+f4litnzPzJVKHVUcRxsDNSwrPQ2OLYOCJgPIug+zMOXueQBIZgtQzy2qvNlbEXKyCoeMNZ1m5wiH9snVWV7L8/IEHALjrjpfxM//lq/zZzHVcWFzi7sO7KDxsUfr2GtLQae7Kw9vXWZrto/9hDd2VZB6aA9tGppV+Ym8wSezwktpDGQL72PJ5GH5vLEtryFRTiWbE6lUgCmocbh+NEdsA3ZVUdkN+dxnbDFg61k/uqIabVXzCgUeVnFjs8BJoGt3dQ/QKBlKD2rQgSEquvUZNHw5+Yh9+HIYeqKPVO7hjeYKE6lQbEwbNLRIiSM0JvIwCj4gIIlO9t0fuDej2GVR2CkbuV9J/nZJOc1zxd4OYQslqngLEhi+roz2YUYjZfMTll56g4TlU/mKc9oDG4P01ekMJYotq2vKNg7/7gzqK/1vxQ3EheCHCHhuVO//ip2k/nyd0JFZNYHTPIbGGQiXZ1TDom95kbTnLnS//CLfd/+/RKhaF59S4xG5ENMYU1NiuR2ihpN1vYHbU6C227mE8dpTqT+wnM9NVsOAtMRIrHusXOYx8bhZvm4ImV3ZYDN5bRjoWnZEE9Z9t8MbJZ/jY49cyOFxls5HANAMcK+D2sUN88omrGP17jeQDJ5GtNtrQIPVLBrFrAc7pDYKBLOX9CUqfeg4tm1HKH131YgnGSjSm1CXN33+WaKOMSCYQqSRhX5by/hSNG9tk745TfHST8PhpuGwvvX6Hdkln9M0z9Dkt+q0GjSDG/3z6Qgbv1cgcqYKmIVpdZK2OHB3kxNtTDDyk7ImsC2pYZkDv/iLD9yk+EM8cV6CXegMtlyUcLtAdiOEndRKLPdojDqF1ztJkQ6muJJ9fI1rfUL5XE6NKZ7PRwts+hAglwo/Y3JugcLjN0ssS6gVZCBm7S1KdMigc8zHvepLNn7+SXg56fZLYugIbFd+kRk13vexPfkgn83uPF1uSs8dG5dB73w15DyoWQoKzrtErSOyqoDsUQiIglenSXE3ytqse4BOHryCs2DjrOt0Rn9i8qRRKejqpkzpBHHqlCKumEcQkyUVBcimiPaBhNSSJFR83a5A+UaN6QY706Q5ewSbSFXCp8O1FwoEcernJsfcXec8Vd/OJP38VXkaN25rbA4QV8adXfw6NiP/0wZ+m7xtzkEoQ5BNqxdD11PjQdZU60TkqAJYJHcXxIpLfNSENVecSlbJqDF9t097bT6fvnGXMc98VUO6V4mxcaNIZC9m+c5HfGL+Tdx97I9VagqG/Vc+wNaQTK0fYtUBRmHYpOH50VZ2txTL7swv83X+7jsiEwtGAxJH1c4IOAd3t/fgpg9awRi+v9pm9klQ6vJpCjeuu2qcDWDNrtC8awar56G2PIGVTn7KJb4SsHjBwNhWlKkiAl40YekCydplG5qQgtaDsf5pjOt0+2PLlJtLUaA8r5v4jX/iuRNqLOX5kxpVokmYzRt9F69QfKqG7UDgWUN5joHU1Sg9qGN2IjWofohBy2z2/ROqQhZeBjSsDBh7QWb9YkN1dxvt6kdDWSS34SA3cjAApiAyL8Cf3YzcigoSBvdoiuaghBZSe6RGOlYgsDbPqonuW4tWMJ2gN63jP5PiScQFD39SxWnn8VwtEWac22SWUGroT0M3H0K/Yih/XSCz1yDw6T7i6BpMTRI5O6ZEaWiyGzKWUAGy3h8yn8XIWuitJLPeUvU0hT7Cyipgeobklwa++97NsBCk++a3bEJWacss+s4Ic3EIQh8OPTxLGI1528TFmGgWcRYPUXAs5u4CWSRMN5NGCAFFtMP15W6mxk6ZKluEvlIliTTojcVLPrRKEISTiCNdF5lLo9S7Js2t424cxN9rkTq/S2TeCs9Kmsj9D+owLjqX0Kz0f0ekq2oRlord8Ni9MkTveof9LJyCXIb4eRwvAehYSxzdxvj5P9U2XUMjnKD7X4uRbYuhtjfZOj9TdJtH1SuGdH50Jyw8uDPXQRgcq1NIxtLtzJJdDNnfrRAaM/YMkMg3qE1m08YiP33s9dkXD9s/5LK6beFnJuw7cw8c+dwt+EtJnJd0hSRCXRLbq5GuTaqdrdCVBXEP3JcIPMdsRQkoIJWYvwmyHNPcPEcQEq+8wST1ncvfULgbvKSOCkDMfijP1FxYzP6nxm0dvI2l7uGkBloW0DOWS3VOdFK4LQqDVO+eLRUxDJTTThO9A97/juC0l2maD7vZ+wrEUaxfr/OIb/p7PfuDW8+M7KQR2uYfumeQP6iwsjvPm0V8gPdRAPxtj5WrJ8P2h4nIClYvyJJc8nKpEhNB7KMOhkTTVe8cZObbC6bcO4qZ1EufQklExg+ZLdDei/7E2ftpG88JzJsHqM27uiWF2JWatp6hD2SR2WYk3aB0PkhaV3RC/H8a/3iE4J11W3msormMQsPUTG7hDGUQYIU2N0FR2OWdvS9H/ZIDRi/j21/7l/RR/GPGSSnJ6V7DlzyVnXtMHGYk0AAw6QxHSkFS362iejtkEu6oTODqZMyGxdRc3b2FXujibJqutIokuOFXlDm70JLqn9Pm8lIZdh3a/jhXXqOzM41QkkQ65Yy28nENj3MTfY+EWoPoLecy6usC9Ukj0TJGcIVl6swtdk+zFFRKWy8lWP/HnYrg5KH1jEVIJpGVAKoGWnuLsa4pENuROWMRzDtaZDfyJPjrbx/HjgszpHs1Rk8yhFnR7eLvHYPsQ1twmtZeneHVinb33vY5fePfd/G3wcgpPV6nuzZH9n4dJhCGrb72Q5qSGrQUsni4RD6E9EiddH4YwQswuIaMIUSqidQO09Rq5SpPkQuG8R19ypg6mgTE2jDuew8zE0eZWwDIJx/sxq13CYydxX30AZ7VLmFbVpNHy8AZSmEuriJhDlE+htVxks4Xe6pDsm2RzbxyxezvxtZC+exZpXDKM1QygUkNcsB2rGXHmXTvZ8qfHGJ7O0fYsdhdXeeb0Luq/cSXHfuf/KJh8XxEp0eH5xSK0DN7wc4/x9bmddBdT6AWXpaRDZElSMzB8n6S6VQkjhzFlk9N3JmRzl85HvnUz+p422qkEvbwAXRLmA9Aljf0Sc8lWXmSBRnOLIHNKILU8GxfqZJIJatsFdlk5C2g+tEZBX7dIvnKNXmiw8Yoi7jVN3LrDdR9+iOuAotnko5+6HRxARohyjXC4D5Gw0ZbLNC8fpzGukzsVYDZ8zJNLUGuwfts07WHIHY/QPUnqcJkwn6AzqLoXIWHtYp0gIfnYiavpvapH+VUOuhFyy9RRjrxrD6kF1aUZXRMvo9H0M2iW2qd1izqJ59SqoXB/G3eqH7MjafdrispwJiK0BO2dfQw9HNAYNc53lIs3pJVZswXmQAoklB5YZe3GAaxGRC+nZOrsekh1b5bUvIPwlZC61MT5z194HuoTBs0bNfSOxtRnN0nm8rRGBMmjZeXiEapCPjZXQ9tWJLEaUt0LzZGXVFr4J+Ml9duENtSnY0xfMk/S9Dj9ha34ccic0KjtCklfssHGRprBr5sklnp0+x1VER6Ik7h5nebXSvTyMHx/F+vUCr09I/hJXe2ZupLEEhSfa9KYSigpsGYIQqeyU5A7Lpl/ZQrNU67hkSWJih7pbIfWTJb4aYHZ1LEaktf+2rd4ZHOK/liTMafCk9VxTv737URZ6H/KA9uiM5XDufcQ0d5p3L4YfhriK5A602Fjf5Laz/YhNmwSiwKnIum8v0G9AoWPnebM5y8g9phDYi0iSPSTPx5x8V+9m/FrF5m2V5l820kW/02GG/sf4nOXXs3oXQHvfOdX+NDjt7DWS5EdrdPwsgTzAjpdgvlFjL4i0vOJFlfQw37C1TWEZWGaJnJtg6jTQV6wg8qFOfJPbaK3A6JnjhJetQ+pCQVkcS30yy+gU9Kx6gbmmXXEWB+RqWOtNAj2TuEWLBIHl4k2NhFTY2wcyGPXJXYtIrGkipHujgGQEmu9DbZFkLIw2xG6q7PyUzsRXoVW2+bhxe3MvvMvzp2O/5Pkvq8QajzZt7PM/EyJO790Ob0Jn+xxDe2WDtVQQNUiiKtxv9mC9pASKu/2Q3tUI4qHSjHomQStbT6ab2JtKLUOswnJRUl7WFFCEishmqfTK4BdE7iFkJquEzqS1JJk7YDAWRfkTkj8uGAlXSC2YNC9yOWq4QUY/u5H/8z8AYwuDDzaBKFg/frShoL3bx+iU9JpD0uGv1FFWgbrt03Ty0FqSZI7LunlNKpXuIxGReLvXqR8/zhbPruGtHS4uEj/k5Lg+TTve/8X+KOTL6fTVUTuhZvU2iC5YNGYhPfe/hU+8snX0h2KMDvgVELaFw4TW1FqLla5DVqC7BObYBr0xrI4R5eRuRRrVxewmpL21jydks7Yl1ZYftUguRO+crLf7NGbyNMeAhFoDDxYoTuSQuoCpxYidUF5b4LUYkBito7fl2TlihiphQikoPiMQIQSry+J1YzoezY6L98VOhpGJ4RI8fcWXl0kdRoys94P/Bi+kPGSSnIA1Vd22Dw4ir2hEXMh0pSQMomQ1449z6d7lxI4FuZqg+qOuCJQD0BzrkCsoJa2rVGHbD2Pc3IN98AwqcWAzZ0GfQd9goRF6myPyNQIbY30hkt7IEF6rodTNUGoCql2QYAmJO2OTZQIsVo6zptXuKH/JHet7OLsSoFobIX777mA/DFJohmSP6a4NOH8EvGeCyNDLF+WQkSqKr79577NXbfs5NLiaS5OzRHXXH7ni2+k7zkP8cE08UtidO/ewntHv8mHNm6nuSMCO2Li85Lh+13W2iNM/NImL8uf4FSsn6eqY5h1wdyPweeXLuG/XvMp3nv0DQBoXQ0vCeFADjGYh40G4ewceioFvq/4bJbaI8jpUfTFdai0yD0vCbMx/JRJ9OpLEIHEzeqICNysSeqshtmWiFASjPURWRpe2iDR7BLaOrFlhaz0p/qRhiB3tMPm3gRmV41jugWd5Kok/qXHqf/k5WQOKUUIZ6lBSaZYfptH0IiRSLj4fRGT33grAHM//cM4jT8CIcFPSVYqGcxNg+SSxGyZNKYlsQcL9F+3zmqrQGTCxoUaYVxiNBUQSZoSoy2IAo2g5KNNdNDOpjEbiigeDLj0P2mSPlwmuqZEr6C6DKcaEd+QhLZg+n94rFweAwTrl0D/45JeXtAcF7g5ybuu+SZ3ru4hb3eJpODy7CwffuIm7DkbtxSy864N3ME0uutCpEaKa7dPq/1TBuypBsfel2HnxDL5qImlhZx6aAv9T0a4WbATHqsHbA44bU5scTn6K3mG71Z7uMaYRnxNogvJeKYKGTjZLOH2hezdc5bjD01y0XUnCNF47b99kM/ddzWNcYFdF8TnzyE2o0hRFUSS7nQRq+LinFxTPo2NNgP3hcoD0jGpThfoTRYILdi40MRPQmQbFJ+D+KpyA2hvSSMiQIAf0+jlbIyewlVULspT2SUYuc+nssPEqSod3PJF4MdtsqddVi+zGeilsao9OsNxRCBZv7pI/niXwce6fOuB9/9wzuELGC854Mm1f/MGZpb7oGxjDHVIxl3iH8+SPFGluTNHL6cjIkn5Wp/kYYvIVJD+2o6IvslNqof6MFvKcbhwNGLjAg0tUNVmfD0kcDRi6y7m4TmEruNvH8Fc2ERWasgggEhy9jNb8c8k0V2BvrNBpxpTS2E7onSfiV2P6PTpdPoV6lNEkD/mKW5OtUk4UkTreLgDSdYuthi5r0Vk6cy9Kna+8t3cB+lZQXwtYvV1Lu/afy8LboE35h7ngwuv4tlDW5BWhNbRsTc00mcVR0/zoTUi+Mov/gEv/9odjG1fo+B0eO/I13nHoTfROJPFLmsMP9ClNeqQOdFCP7uilt7xOLLRAD9AZNJKNeL/geCMllc5+x8v5OWveQo3Mpj7pWn0epeNK4skF32sukdk6fhpk9hCkyhmUt2ZIL4aoPsRwo+wlmp0dvQRf3aBqC+H1vNYemWJ2KYke6ROZV+GwjNVRLvH2k1D9D1ZI3JMNn+9R60W55NX/jeuceDKgz9G9QllQ3Li/3rpdHEvOuDJ5LB8+xev496FrfS6FuE5DqJ5xiEzq3ze7Lpk42LJxO5lzpwYRPM0kGA2Be6ID7okk2/R7VkU0m3WD5XQPIEWQOGw4n8l57uYGy2l1GHqECqoe5iJEaTUjk2PBUQNi5HpddbrKdyqg7BC7DmbxArnBJ2VeHpiGSr7A3b+/jr0XOVuH3PwSynqUw5WU5I+XGb5FSUiHVKLESKSeClVhNUnlcHrm3/qm2y3VzjhDvJQeZojx8YYmVpn49FBEkvnCmihutChm+eZr+S4dfIo9y1t5fXjB1l2M9hawNH6AIv3jIGAif/xXW1Zaero9S70XKKsIoD7xdj552+tt2luyzJyxynm/8tWMoerBLk45kqd+v4S0bk2JHCUdquXMWgNG3hpxZlLzwWY7ZDyHhuzDfGNkMTJKqvXFwlthdpcuTbD8NfXaewpsrlbY/ARj8gQbFykitje7i65+2LUbuww88Zf/wGevn+5+NFBV06OyKk//jmEgDDU8BaSJLbU6R3JEsYV2hIJdg1aI5J9V8xw6KFpNB8uuOEkx8slmgtp0jMafc/2MA/OEk2Pggbt0QTlfRr9Tykh1c4WBek/+zqBlvSZ+LiGlzGo7NKxavDcR9WLddsHP0xoSbb+9yrCC4gciyBjI3WNxRvVHqLvihWSP14h2DeJFDDzkxYDWzZJ2T283x/EzenKlXjRpVuykBpk75+FbBppaHS2ZKm9rUk23mX+ZD+DDwpWr1DPZOtn2uoSNZViQzRYoDsUp5fT6ZQEo19eobWnhB8XrL48YOLzECR0RChpvq3B4C+2iMoVtOFBpKEjXI/eZBHjW0+hxeO0b95LY1wRs/tftsRqPU3hcwlawxpDX1sC30fm00jLIEhZaF5EfTpG/pkKUcKmvjWhRJsrPtZSnSjlUN2tqlGzHSE10D2J2Qqo7HDInvZojahCIfGN59HSKSovn2L9FS437zzKNx/YjznR4vjrf/OHcgb/d+PFluScqWG59bW/TPNCF92MCOsWI1PrLJ7oJ76s0RkNEb5ARIIo4yPMCFlTCEKjpbHr6hnO1nPkYh027xxh6K4yy68oEt9QaOXla2HgUUH2UJXGjizJM21Ov9tAW4yRngGzI2mNqHt75D+rOzXxN79H+jlLCSHMBjirXVpbErhpjSChkl041mX36Aq9X+1H73jMvTaHdmGddMzF+ZMczRGTIA6DD5xzuzA0Zej7HRRlOkZ9R5ratNpj6V0I1RSSvueUKHvm8UVkOoE0ddoTKaxGwOzrDLJHdXQXUgseYUxXe0ogOxOy+JqQqU9GWDNryFSCoBDHy1msXWIw9KCH7oasXB6jt79L6GnET9hEJkx8ucLxd6fY8cdKJPo7Cioy4Zx3LBBS4mZNatPn9D8rkuyJDmHMoLzPpluC1DyYLUmnT5BajFi/WGPw0YDGmEHmbEDi+CbuSJbVy21CG3rDPjv+osPKNRme//BLp1j8X+NHBl2ZsntcN3aafziyB9oGmBHNahw7AHtREFmKRxJpkJwXHPGmSS5DY0py/EvbcDYlg0daNKcS9Aomhuehb9Ro7xsksdihOZqkW9AJdxdIP7+BP5hB69pEls7yNRa6qyq65z76Hn778Gt4ReoQQfIX2fJlD9Hz8YYyyrjQ0ej06cRWoX11Gy8wqHyuxO7CKY796V5Kj0GlXKIqYfLgLNZEP0HCpD2s5HQ6fQL9ii0Y3Qir5hJbaGH9oYO53GNHrIa0Tfx4iuJXjtO7ZIrYwgZEEZWXT5H90kGs+HbmXx8xe/Nfc0nzHTz4m3/C/k++m4Fvmez4wLMc/Z19LN6oMfzxDL1tSZyeS5iLE8ZMzGdO4Xg+MpVCxBziX3uKZDyOe/l2VsQwziYkvvI4qXicoNXm7H+6HD8TMfrNiMShFXBscm0PaeqIICJ7qI4IQ8oH8mSiNLqrXiCJ9UCJUBsK0KL1PLRph9pWi8AB0ODmfaxepjN+YIH7d3yZ39vcR5ANCGrOD/Uc/iiFDFTiSB20z/u9bawNkq5BdiZgqaBjtAVmA4KqhZ9SupNWTe3nDj09idkQuH4eXYfqRQX6n2izekWC+DpghZQv0GmX8lhNaF6bgnVJkAypXBViLag918lffw9bPv0hZMskccYisRKROVqjO5yisjdJasHHbAnWLzKx6tBumRw6NsaOTpPaHqUu0ltLImYz+KPKv9HLmJQvySqNykiCjIOAyFSJLXOsTuYY9PoTeBkdzZdYDaWvlTxaVUjH1QpC07DyMRavt3nndXfzN3OvoDUuufU/PMY/fORafuvnP837vvwm/KSOtaDjZUPMTAIiqO6Ikz/cZvITK8iUyqIDTwqCQwbzt+p0d/Yw5x3Wr8gz/ckOotlh/o1jhA5MfLGMaHUxHYP2aAKkxOiE5I8r+7CVGyKMXuy8TZjeg9o2xUtMLZ5L5rGIpRs0hu8NEIGkfFWJ5qjA39Xh2snTPPm3+1i4OfODPXQ/4HhJdXLO1LDc8ZGfpbaZIJZy0R5PK9WSmFI1j69HdIsa8fWITp9GfCPCrgZEtkIeiVCeg+eGhJaGvdYhOngUoevoE2PU9/ejBZLVy3XC4R7FfJPN40WMtmDkAUUIvfeb7wPgtw+/hruWd2L+WQGzGWDNbSJTMeTps2y8eT/6azYQAh678IsAaAMneeXeX2fzkgKpeY/atI3uK98rqQnsiofmBng5h7VLTYa+3cVarNKdLqrf/dETimMWj9G7YBzn2Aprt4yTO9EFIWiO20pLs+kx+xNZ+p8KaQ7rXPqWgzz++QsIbYivSrKne3gZk947q6yfydP/iKZ4d8UsYcoisnXsxTq4PrJaI2q10HZO4xcTdAYsAkcQ6QKrFREr+yxfaZNcUpY4ySMbaqfgaGpXlzPIPl9R0mKuz+rVWTRfoVnbQ4LUWSVJVJvWyJyRWM0QKWD9IkPpImogzYg904scPjVC/3CNzK2ngJcG8fsfixdbJ2ePjcqB3/4l4mdMvIwkyAfE50zcnCS2KnDzkFhRxV3tUheaJokF7bzgcmSquydC6BXV1/Evl+mNZFg9YNKbUvdm7i3v+3/93PG//n2EBiN3ajz0d78MwJZPf4hto2t0/2iYyFCJKHQEmiep7tBpTwQMjW3SuVNZ6xz8yHu4ZduvsvKKAbIzSkw8sexi1HtEMQsvbSIieY48LXDWFBAEKekNJM5/FqvuEyQMZSxqC+y6SgjfscQRkWTmJzWMuuoJZu74p/Ucb3rZB2lMOHT7BKmFiPiqC1ISxgyszS4bl2RIrAYsXa8r1KkrGHokoDlkUNkfQijoe1pQeKqCn4/jZ0x6WZ32gCB/IqDdb+DUItYvEcRXBJ1BSehI0jMamTMB1WlDFSN1aI2BN9lDW7WxK0ptBeD4b790O7f/NX5kOjkZCmqVBFdsm2X+j7ajBQq+LKTaRUldkFwKSc618ONpRAjdkknqbI/qthi9ojJNjW1qpB6ZRZbyLP3alaQWFFBiY7/A2dokWE0y96ZzVu63nPvhv6G+TPz5H4IOs685xt/cey1bl1v0BuLUrx8if6TF/Hv3s/2mGYJI4/q+E+z+s3cAcOx3Ye2aIt1+sOsG6Xmfbp+B5knscofOcBzNV/8dmVmJ3guoXzRAcqGD1vEQ6RSykCEyNOzHTkAyQekLR1j8ud3EypL0mR4ikLSmUuSPSpZfJig+LTnxgT0MLTbQam0aF5RYvCHGz//E1/nU7GWkT+pkj9UJlldhvES3ZCtEabn6XZIsIKpN9ISN0THIPrJMuLSCtmurkkvaNonZkUSmxuorBqnuDSk9qpFacHHWu3QmMoS2htTU8zda0BxXL7Dqa9vEHkgy/ECHlSvjxNeVUoMIofCsTmsU/GmPpWaGodEKANrFe7jryd964Q/bv5LQXdDaOm5fRJQJSJyyED4glHpHYumcDqKA+EkbP6HoA4GjlIKa0yFGWydInNtbfbvLibfncTZUIpTBP+7mdfatv6L+8jMw8V//ABELyOQ61Hsx1q9XUnJaoFRROls0OkMhQ2ObvGnsCf46vO3896ldXCI6514jIjXOM+o9jPUGXq6I1AUEEqvqoTV79CZyBDFNmR/XWwqJOdGHM6t4bfRc3G2DBDGd+MkNelNFNnfbxBb+ec9148IY8Y0Ioyvo9GlknigDcC6/0H9Xg6iQJndYdVF2XXVeqeWAyj4Np6xR2S3x0gXqO0NKj2ik5l1SZyUrV8bInQypTeuY0w3quTh6wifqGFz6U4e457G9pE9Bt0/98Ys+om4qD01HiSz8a4qXVCcXGxiV299wB+0RZbHjpdT+rb0lYODbOo0JQWwdUvMenQETPyFwqqqr0wJVdWZnAuIzVfADutNF6pMmrVHIHVMq5gDm3U+d7xRuuPE/863PfIKLPvAOun3gFkPiSzpGB4bu2cQdTGFWXVoTCTZ+vMuTV/0VR32Tu5t7+YfF3ec7uR0ffwf545LmqFLp0F0lmppYDdB8SWSe6+a8kOaWxHkbErsWEsQ0so+v0N1eUuCVZpfTbx/GKcPIl5YIhnIsXRvHaqpk76Wh9LRaUidPVBGdLsu3jxIrRzTHNH7mLd/g6fo4j56aZOevLQPQuHwMsx2p71+uga486YKlZfRkElEqEpQySvg5ZuEV4oSOhl1xcYsOtUkDpyrplFTlmjzTBg28rI2f/M4IV2A11agliClATuGIh7PSojORpj5uKPf2TbDrkrXLJOZQh+Fcjazdo9qLcf+NL34Dx/+/eLG9LS+zAAAgAElEQVR1crHBUTnxtjvo9UWYTQ29C25BctPVB7n78X3kD2l0BiGxqBQz6ttC0MGo60S2xFkT2DXInlZghpWrTIKk6gKlpuSkAEb/bum8+eYF/+HD3PJzD/PVv72K0AGvFJA6btAek9hlwcSnzrLwxnGMHlQvCLh670muyMxwqtvPVw9dQOKIGuunFyJ0V2JXfELnnIeiLr77y0mIH19HpmL0hlJ4KZ3WsEZqIcToqKRiNXyMJZXgmvuHWLpesOPDyh8uyifplZRH3OoBE/uc+87QF2eR2TSbBwr0XldH3JcldesqNw8e466VnegfLZI4VWXux/pAKCCZUwkx2yHWRkclVykJRoqqe0wYRDo0xgzi5YjmiEZ34LvKJr28es+ZHYlTDTHrPtUdyjqnV4rAitASPqYToD+tDG2lUONL77IWgafjHI7hZSBIhWiuKjxm3/PSdxj4TrxoOzkhxC8DfwD0SSnL/9S/l+cc1p0NxdNJLiqIbGQY1CchMxNhV0O8jIEfF6TP+LSHDNLzIclDa3S39hE7sQ7dLrIvR+zUBtBH+gzET5VBSqLVdYjHufGGD2GdXIHtQ7zydW8mvEJVtX5aY+QPnkTs3orYqGIcPgGGiVW4kCgSvG3u1exOL/O5L1+H0YZbf/WNAGivhfVbe2QfiJH9NwvMLJTOiUQbWA2JFkq6hRiGC35MIA11uAuPVyCSrN80jNTAqpr0JtL0PxmSengWdB292WPoIdB6ISIM0ZbL9PaNYbbVyA+hMfaGWU7fPUnhaMhHH3g577z2Hmb6iiy/YQv9jzSJr7qEtk6QjREVE1ibHUTXw+gvQRASzM7BLMhMBjkxjN4NEJFOEDeJzdUgzFCbNjFbYHYi3KJDGFOXqT6pioJYWeJUlNZediagPmnSHLWoTecxuvKccrpKcM5mwMTuNc4+P8zIyFk0ITmyOvCCnMMfpfjn3imjK9F8cDY03IIkSCgfuQe/eiGpNrgZNf2o7IsQgcBo6pgtlbySK+AlIbYZnddbHHg8wM3q5B9RxVNvqohzSgkXX/PaPyAxW4frCjz8m5dRFCG1LTp+WiMyIHdEkFwJwLYY/coKKzcPUhquEkQ6zcjh7rkdJI7aZM6oBNUY14gs6AwJZCzEXrYoHoowuhFCQi+r4102iJtVupLJRUl8Q+JUfAJHJ7bUpDWVIdFLo61VST25wI7nLfA85fG4ViUWREQxk/Gvtanu+953V7ULCozdWcM9Nxb1k0ruLBpIIEoJ7KUGxnqDoC+FGZ5zI6j6bO6JoQXQ/5gEJOsXa8jxLuYjMTp9AjdtEMQM2hMhIu0jqha4GnQcRE2NIv2kxGwrBxP70STeBR52XbmAdwZ0Iv2fcaB+BOKH1skJIUaBjwM7gIu/lwuZ2dEvC+/8FUpPKE5N9pig75kGwvXpTGQ4eztkDxl4GdXRaL76j5Ua5P72OcTEqEIttdrUrpskebaLcWaF6g2TxNd9KjuUM0FyKcJshSxfrV7aiRVJYAvi5ZD4UofK7iRWS5J5vszyzSX07jmU2LA6ZFIHt6Aq4+xJpd5fn9To7usilh00T2BXlUq77knMdkSnpCvJo5jq4GIbIVYjJHQ0NF8iIomf0NHdiG5Rzdvzz1Robc2SPFmldkEBLylILfhYNQ+EoD3kYLZDzKaPeWyBzVu34dRCFq/X2f5XGyzcVqL/iS5nfh4m/xJCR0cKMJs+7ZGYEqeutInOLqCV+ggWlzAGB5DdHqKQU7QDQ0eaOtULcsTWfYxuSGRoSEMQxHXa/QqZGRkQxCFISgoHIbnsYS81aO7MY1d96lts0vMevZxJe1CjfrHHK3cfZsNN8fzSEIahRizHXvfSHlW+kJ3c93OnYoOjcvg9dyhKQBt623s4xx1iZfDj0BmW2JuCznaP2GmLkRvmOTU3QOKEoueUnvZBAgJaQyZBAgYeqCEdg8Xrk4pE7kjSs4L0WZ+VK9TAzs9EOBsaXlbibAiG72vSGY7jJzREKKnu0Cg9E1KbUn52iSW188udiHA2XNojDm5GMPCVWZbeOEl8LSJ7pI5bSuBmjXMyWIJeVsNuRPhxQbckSM9FaAHoboSf0EifatIeS2J0Iyo7TAYebtIdjpN8epGokFGu2c0OUS6NVm3gbu1HCtWligjlqqDD+hURsUWdxIrEqUYY71yl/nfDSF0VASJQ7ubZGQXxF65Hd7qIs9ykti+vCNspjfh6gNQFbkYjVg5pjBkkV5RnI0AvK2htiZCmxOrr4q3G0Ys9wrICY239bJfFGxKkFiRuVtAZUB2dCFFm032C1jY1sTo/Mv4RiBclhUAI8UXgd4GvApd8LxfSGR6Vu26/g9Yw2BUoPddTWnIrDYXm80OihI0UgpWrU+ieAqWkFiOMnmTxRsH4nQFm08eYWSYcG+Dsq1NEJkx9uozodAkG88zdnlBVUAXScyFaCM5XH8fYPq2QjfkY5X0Oeg8KH3uE3u0HmHz/cZ5aGUVKuHRogV5ocujO7ZgtNRf3RjxEUzXO8WWNznCEWdPInZTEV326JXX5Q0txXUJTYFd92kNKsxIhaIxpmG1wKhHxNRej3MYbSKmx5Oka7mAKN2uQmmkqfk65SWdrERFJYrMVBfdPJ2hNZ2gO68Q3IoK3bLKxkMMpdkl8I4XuSvJPbdIbTRPZGnbZxVjaJBzMoy9tgucpvqAfIMMQLZdVlW8mraS+Kl26w8nzibk9YFLbLvAyqvqOr2ikzkp6OUHp6TbSUHp8rbEYucdWKF8zyOY+oL9HFOhsGVln/lklczHzH1/645UXOMn9s+9UbHBUTr35DowuXPkzT3Pkty6gW9DxUupFnj4bEF9oESYsVi9TmqKNXQGip6H3FKIZCUPfjpQKx4bLylUxMmeUd6KzGVCfsqjuUWMyo6Pku4SExkUug183yT6yyMzbxogsid4VTHy5xtrVWdwcXPSqozx8Yoorts3y2MwWsg87xNdDKrt0vKwkfwg6JUHxkI+b00EI7GqAs9qmN5TETWv4cY3sTI9un0XybJvuQIzIEOdRll5Kw6kqOovZiYgf32DthkGKB5voS5tE/Tn8nIM413GFto7mRQRJncSRddzxAn7aOE8lGH31HMeOjHLrZc8B8O3PX8zgw20quxI0JqHvOeW04eYE+WPeue+p4WZ1kgsufsrAbCrnczdn4ic1jE6EFkJ1qwKq9C5vc/XEDJHUeODYNvQNk8hWn8+qaVh16AxI+p+UVLcpKbBIB7cYIUL1e8+++6V/n74TL7pxpRDidmBJSnlQCPFP/du3A28H0PNZatskkRMhdZ3VAw4DT/Tw+lOsHnDQfMif8EET9B10kYZg/SJLVTFPnGX7yTS9sQzVHXE6121l+IEOW75UBSlpb8uROKPTGY6RPyJJne1iLmwSFTMESQvt4j1IP2Rzf5b6VsHkZ9T7Q/QV6RZ0Dm8O0NpIIKyI+XSWhXIOLQ65kxGNAx7auo0Y6hLWLUDDaGl4/QHimIZV6eKc2WTl5kHyx1zqk7Zy3M6ZBDG1gI+te2iBiR8X2LWAjf0xSk9EmPUe1rpPY1eexphGZi4isg2CpEkQz2OXe6ALgtOzGCPDyJl5EsYEXipDe1Ajb3kkptaof2kYKcBPCBZvLWK2lX7g9MdWkJUaes8l3DwH/tgxhXADRLcHqQTu4CC6q+SBNi/M4FQVATi0BfUpgdFWkkQiBHdvh842g+Gv6Zy9NcHkFypITSN9OqR62QC6J6HfRZ+PYQTQ6HPI7trk6Vs+8EIeyZd8fL93ykznSKxIalsFj378YoJtSjyh/7EG7bEEmidx++K0RkxG7tpk/aqC2p+NRww9GBLaGusXa4S2QtyGMYOBx1xq22x0V7JxoaXMPQNBbE0w+EgXP22ieRGJVZNeTmPpdWNMfqFCbW8OkEhbpzkhifpdHj4xDV2dA5k5vC0GR49vxU/o5+1mNq6MsAtdvPkEbkZZ6yTaAVq1TbzaJrhoAC8N3T7Fu2uNJUjOt+kMqYQtNc4TrntZDafiE+aSFI4oMFjnwhRmR5I9VCeKm/RKDvHFNl7OIX6mjozb2PMV5GQBZ1PD7EosLeTfX/dNPvrEDeBqyG0BfjKBO+GRLbSwHkiSPtqgO6o847olE6MTYbYi7rnv17jxug8CcM/97+eSt/4xvbygeDg6h1qG5vYQyg6P6lvobcYojVappxz8+SSRqdCkqYWIyNCwGgGar9EdUuNmZ0PD3dl9AU/iiy9esCQnhPgW8I8tUX4deD/wiu/l+0gpPwZ8DCC3oyR1V2B0dbwRD6th0RmwWLnFZ+jOiPqkxtnbNYQnQGgUnxGM3llm7vVFqtsnAfCykqGHIvruW6W9tx/yFpqvRpobl+bInupiPHmcqNuFwQGllF7pECZs5m9LM/lnJ7GunQZd0NyWJf18QO5El7dM38MzgxN85cFLqRdjBD0TS0JrSGPs8wYrlwv8DYf4iqZ801ahnhHUtmog0uQeqJI75dHtV0To1qBObFMJuYY2+CmD0FQvkvoWi8yZAC9r0ZhI0P/QJkj1ctK9CL3lorc9RKurVEsMg/DAXkIh0LJJJGB0JOlGxNxiH9fvOs7z3jBCSjoFJdjbf9cmAytl/J2jmDEHr5TEmo8jkw6i5xOlHEg4aB0Xq9wmiluEcUUS9lIaTi0k0gV6T40pnU0YfLDO+kYGNwutIYhtQJiwaW6JkVx0FZWiEVK8ywEk3R+rE/598Tzx/l97vBB3yhkelU4txM/ouPsaaI9kKN2/qpwugjjdkkFsM0QLQPghzmaEH9OIL2g4Gx3KFyZJzSmA1OYuNd5vjSt7mMgQuH0RMh2QPGRRPOzjZU0iQ+CdO8+tMZj6fJUgG0MKCGKC2vYk8WXBxIFlbiie4C+/eAu+1Hn27Ai5K8t49xTRO6pjcUcDEnelMDvBeXkro32OSJ100AJlqdUeUOO++HpEGFPdUfZQHa8UJ3Wyg9cXJ/1smSgVpzeYwGwHmM2QlCcJLUF3NIneU6op2kYNZ03i/t/tvXl0ZFd97/vZZ6x5lkpjT+p5cLe7PbRtMDbYYMA2tplycYBM5JIbSB4EWLyVF15uXu4LMeFC7uKtR0KSFxIgzDM2tvEAeOjB7XYP7lHdUmseSirVXHXqnLPfH1sewjJgY7DU7fNZS0tVpZL0k2rv+p39m77rurDPTINpEjpTQGodzOw0yUlByY1gj1iYZaiu8dAvKtHx3QSz10SxO020dpzKChW9sarPRNNeff3H8eImetNj53/9FCy2UsxtNolN+BhNCHcqTczLe8+x/9GLqJ/qgCsqyFwLUbTQ6zB9uSA8BWPXmpgV6HlQ5fisikvzpM0jXzk/JHR+HfzGnJyU8rrnelwIsQ1YDTx1xdkHPC6EuExKOfWLfmZr3qad8Ojcq1FfUHLw07uBqoETF0Qn1Jm8flGT+IEQqRM1Jq7LEZkC/RaV/J4/lmNmp04r2UN41sWeazL+qjiaB31fOI07M4uIxdAsS0nZzM6hJWLUXrMBgMEPrKfjoM/MVVnaEWhH8yT//VH++sgb+NMtD2B215mfTiBqqrXBaMD8BoN2wkfGXWRvk9ZYjHZcYBV14iNqEK2ztovSGovskTpzWyNEZlTyPHO8iZNUL5PR9Bm7Vmf954uMvyZNYsQn+2SDZm8CNyzUFamE6tokwpNExjTa6RB63UV4PjO7YnR/f575V/WTPlxCqzVJd3fx0/AA7qUu1oxBbFSFSydek8U3svR/YRBSCQD8iUm0XJbG1l7Mqquq0iw1uqidsJ7WjzPL6k3Gzdt0P9pk5uIQQsLQrUkSZyV6U5A93mLmYpup3VGsCpx5q5oOEztnIK9ZQDyQou+DdaD+IlfihcNvYk/Zc20Kmw367nOZ25yk4wmHkdu6kIYqLjFr4MQNGh0wfXWa1GGN5Dml3qHP1xh45wRn/m09537bI/a4ieZJ+h5wns5vWxWNrkdaNDs1QiMlRNulujmHcAXFbYLsEZ+hN6fxLOg4pIYyWhUfz9bpDpcxhQrb/T+PXks0WydkuBQ2tREaWPEWmqMzv7uNeESJ7qYG2zjpEJbvq/SFqeHrgsQ5l/JKA7OuhIczwzp+Kk47qtNanyBxskT54i48C1JHihQuy+CGBWZN4pmC1NkWraSh8nDbejBLDgvrbFLksYcKNNd1EB4ssHIQKgf6+MofdHLdGw9w55NbCZ2xCT+epHZzCW04gb3gYU1ViMZ1omdUyebka3LYCxInYaneWSGebo3wQpA9pnLSbgT0R9V+fOjSAS5583EePbwObSRGeFZQ39CiGtWInzCpXdREehprvt5i6MMa4Uei9Nxfwpp5sSvx/OK5m1h+g0gpj0gpO6WUq6SUq4AxYOcv24ygXuzQrE6jQ1Ad8IjeMI01r2EXdKKTLsKH7kfrxB8LkX3SwShUcKNqWOzGzAy/u+ZRPnvb59TQ0tc1Ka02GXx7jPi4JHnWA8tC37Ier1oFQN+6gfJbdzF72yYiUy3SJ31VSNL0aWah75ujpJ8sU337br5+6T8y0sqyq28U2gK7p0bo4nk8G1oZsOc0QsMWKzJFZMxT+QxTlRZLDRbWhQgXfOpdNpljdSZubNOOCs7dEKJwkYGQajD0mm83KW1KEh9VxTHCk4QmKkSm2yRGXTxbo5nWaGZ0Gr1Rxq6xOX17CH2+hhsGGY2QvW8YN60EWSPTHtGHo0gN2imf7tuHiJ0sYi9Iait86jtX4nQlsI6Pwrb1yHIF3VF24vn4I+OIVhtrvkns6Azh0QqerdPMWbhhwehrQkhdtXvExiC04JN/rM70TpvMSfUGFip6XHP5UYyKoJmFqO3Qc/88MhrirsFP/AZX44XBi9lTzQ6Tep+P0fCQOgy9yQCpKip9A+JjLpkTLYQPfXdq5PdWqfTpVPp1jv95mqxdxbp1htdsOEnnjaMUN8Pkf2vhJFUosPcH0yxsiKn5j22XdneSmV0GC2s1wrMqN2fPQ/IMpA7M0uiA6GgNq+Kz7/M7qPgh5OYq1qxJvRhhfCqNNWNij5m0yjYr8vNICa00i311PuVVFlqprqSspMQuK2dn1EFv+BSuX8n06/oB0Js+yQNT1FYrx5E8VkY0HGJjbZJn2kSmXOJjbeY32Mxt1XHDgpmLDcaviRCd9rDm6vjpKMKXNAay6p8qBJlvR/nhT3Zy05YjbLp+kIWNEvP+JOSbFLYa1AdSCB+Eo5yXUQOtLck+NIlnCkJjJTLHWiTOuRh1KK3S8WxBbMKneUmN+sUNDMNjz+BqCHuEp1RxkDZvER418U2wI202/s8qY9fFac+FcJIwfGvmvFH7/nXxkju5F4PeBGd9g3qXpOc+QfPbeaQOqVOS2YtNjKZkarca3RM6NQ1AeEZd/cTNJnf85A28d+87+ejbvoFXNxY3mKCWF7hhgTOQV+KIu7cDUF2bopnW6NhXxHhymNSdx8k+No9ZarPiOwVkPML8tgRSg++Wd/CDf72KA/dvwp4yaFZtjO9m+MP3fZfOyybp2tum7/4GQw+vBE1iFyA6qopLPFs1sjZyGuVVOuXVYYxJm7ltkBiGRq9HYauBVZXU8zZaWyo18ZESjU6b6kASveUjfNU8246qfrR6Tic8A8mTOm5HnNQZj8qmNFM3r8ZJGMhskqndqm9IuIJIf4VtqQma/6uF5sK6f68Rmq7TjhvUd61G1B1EKonW8oifLCLrdbRVfYhSDaRk/oouaqsTNLMGodmWUmKfh1YWUoM+oTml37WwLow0odxvkDrrMnGNYO/4Sm67+WHC2+epOyYTfy1edptxSRCgNwWFbTahAuT3ChUSm/MZeP1ZigMGblgnd9gj8cQ0vqWDgMoaiRV1ePD7Oyk93Mkj39pO0zXp3T6JtjdBI+9TXucx/oY8RkMSObtAdbNqzo5MKofU+4NpjIak54Ei0WmX4qWdrPz6NFq1STOtsXCpw5f++Xry/x5CuCBMNQlErKuy8dozCEMiP9lJ350a7Th0PlTAszSyhysMv6OH2ooYjZzO3CYVCfFCUO1V6YBWCs7dnFJtLq5LbN854ieLCM9j5tpu5jdZOEmdVlrHSeg0c+r9p9atcstmVTnx2qo4WrnBzA6bWo+J05dmZpdJtUcQPyv43mM7ODnbwY4rBmmlIXIwTLgA1R5lU/GSDoTjkTjnkD6opHgikw28ZBgnZVBc90ywzTMFk9f4uPOqkrJRtTFsD91UFaNa0SQxKOi7r050QqLvjXPqd9OLupvQ7PIuqCknz5cln3iyeOX5vPAiElmwkV0tZt7i4XsasmAzu1NgLUClX6PjkEPo1DTuuVHGv7mF5Fd9UqcER/ZtJ7HGwKgZ3HHizaSKsHBFk+jhELFJf3FYsGDotzpZ9fUCUteJP3wG5/XrEHMliEVB05Fj0xin6niOA1fuoN4liE7AT959CeKV4FmS7sd8eEJn/NU+35i4mNJd3XSVa5z+HZu+H3oU2haVAVVtaDTCxMc8mikNz1aaeXpbYi8IYmNQ2C5JnFQDYXN7ClQ3ZBi/WiM2ohPqzqI7SrIkOtJSUxoma4SmDZr5EGYD6nlBqKhm6IXnPOIHJ4n0Ll5xtj1SJwVjr4XESZ2SEeVQuhfbcJnYILBLYYya93R1V2F3lsyxEJrjMb8zS3g2iV1o4vYkcaM6ZtUHqerJpy+LEB/11WBfW1Dr0ojMSkRFUs8LWhmJc1Gd7auG6PN1Hj2+lpOVPPFQi/Brh5R9gdL3r8QL2VNoEi8sqa5SPafSlMRP6Rh1j/pfdGOtg/BEjZnLksSPCNoxg8xxh/iIztTlMcLzkDrrMr3TYGwki2Z7xBwg45B+JERo3mfyaqjnc3TfMw26RtdkGS8Zpro5h2cKvIhF9HSRiKXejsbe2El+X52uB6qMvKmThQGDrn0u0zKEXYTeWyY4+60B7BRIw6WV0uh+2KGxIsnsdpPOg7Dy23OgabRSKTxbEJpziI65TF4Ro9arWmW0xcEf9c3dTFxtorfUoOb+7xWobkirquSpBq1siPx+j1ZKp5XScMNQ65P03F9GGhpeNvZ0VMJfVBuv90r8jEMo6uA+mWQ05CAN6Djk4FsajYxOK6lTGhDU8mpMWQ7Vhyc1KG58aowLHPm7ZxzT+r/+FAhwfAst5eBNhgmPa9T6VWN+cYcLr29SGgrR9bCk3gfNDsnwez/0IlbU+c15NfEksq5bdr3/Q2hNjVBBhSg6DvrMb1YjhGKj6sifPtngG1/9B95+7Tto9aUofajCtT2D/OifduOZIA3InHBZeE8F99E0vR9/hNGPXck1Nz3Ok3+9ndBMEy9i0MiZJH94HBGL4k1No2czzF+/lvQTc0xclyP/949grFkFus7ka/NkTrTQ7zuAd+0uhn/fx3c1QKiJ6i6ULm6TfsxEeM9UdHmWKhixSz5eSGDUfZppHauqTj0z72hg7YnhXVmm67MhpID5zRZ6U31PuOBS7TFp5AS5o22lLrDCpB0TxMZ9Jq8U0NVk7f/y4LEn0Vf2449NwJa1iKEJhK7T2LWac280iKyosCYzx3wzQvkuVd+Qf6yOXm/TyoVxkgZmxaPRYZDdX6Cdi2JOV3BzMVpZG73lo7WV2jDAwhoDvQnpU01qPRYIoYoLQkI19gvIHahw+p1R/IiHMCXanErGX0jTGJ7Ncpt4Yg/0yvW3fEj1fUnVsB+e85i9yCBz3ENvqkbvdlTQjgq0troQK6+VeHGX2EkTLwzNgRaxIzZOCswSdO1vMrk7xIY3DnLyzrUkzkmcqCA6rQo6rEKNyrokiSemKV7eRfqRcSZv7Kf77ilkyKS8MY3uqF62ygqNrkcbnPkdHWPGwu1uYY3YdO1zKa0y0NrQddeomtIDTw99cFZmMSotRNujOpBE8+RiBbGGbwrckCD/owmqWzuJnKsyfVWKxKiLUVVVowgIj5aprkvhG+pCLXHOZew1SqZn5Q88wuMVANrpMF5IJzRZRdRblHfkaWQ0iq9sggDTdjGeiAHQccil2m0QH20z/DZIHjLVBYYAswH5+1UUavyNeaKTPvVOjVZGvV7NTg97Vg1XqPf56A2B1hJYJTAX09eJ4TbF9SbCh/yjyr579p2fqh3Pl2XXQvCr4rk6dLTwp0NUNrikD5oICYlhJbSYHHIIHZ/E68rwyo9/gMRmj3ZUY34wQz1vUs9D5rhPYbvqSSnPR9n0L6cp33Y5nQddHi3upHO2jjE4jmFZWOk4Qx/cgl2E7NEe9FNTFG+pUevK0f/lYVyh4Q6NMPjpy1j/kccZ+fBOetydnLldo+d7JqmfDPOOB/fzl4W3kT0M6/65jTG/QPHiLG5Y0EwLnJRSWM4eXezZSWgYTcnk1ZLEaR1/MIaThHbN4uzblORJ5jGermKs9FvU1rhYBYN6p0G1VxAugFWS1PIakUmwToY5e5ukq+cS7GIbMxqC0yO0d63HmioTHimROdzBTdce5D9O7cIdjtF/vI3ecDGnK/gxm6ndFttfd5LxT6wlMdykvjqF8CTeSiVJFJpp4KRsjGIT4dn4lkZ8VFDP68xtCSENiE74SB10B5KDdRbWRzj9Jya3bN2PLiTffOByEBdW/86yp63RyKuwvpNU1Y2pEw06Hw+hN1ys8QXaPSn8XpvwrEt4uMTw23L46Ta5jjKVqRwdB330gzqu7VPYobHiuzMsXJyjvqnF3B2rWHGuSDsdJu54FDdGKK8wkIZNuCAp7epC+GqkVvf3RsA0Gbk5S329Guyc/5FOatCnlbVAeKSPS2ZyGt5Ag8pEmJ6vDipxUgDhMnL7aiIzkskrewnNQtdPm/hh9T5R7TZodKqhxanBtqpuNA2iQ2XKG1N0f3sIpKS+vZ/CRSb5Ay1GbsySOuPjxFUrT63LIDSjBk1MXqURHVfeJ3nWITxYoLq1k9jJeRKHZ4mHTIxbPd61ag+f+fJNRCdUFANfEp1yOfcGnRUrprhy1xD7/uwSFgZsrKpk/C0a/lkAAB+nSURBVI15rJLEM6GV0NCbKtQoHIFwBa1Oj5YmwRNITeBGJdIQhIpKtih9wqdySRO/YVDaGFmqlbVsOK9OctFcv+z50AfpfMxj/LUSe8ogeUYSnnXxLUHs5DzuqbOUb7+c6pvLyL1JuvYrNVyrBPFRl9ipItOv6gCpTlHSgN6vnAXTwOtMo08U8LsytHJhmlmD1F0nqF67AeFDuV+ndEmLlV/RsO7aj2ZZIDTaV27BPjuDjIXxnjyFHovR2r2R4nqLP3jf9/jXv7uRzOf3wcWbEW0PL2EzdXmY6JSa9ejZEJpnsXVAIzHi08hoaJ6a7l9eZRCd8GlHBa2UmmdXXiPR2oJ2t0P0pJIBKg/4REc12gkVNjVrakYkQiJcQTvhE57W6P/4ftXIvWMjnBhCW9GLnJ1DZNJM3NBF+pSD0fCY3xwmfaJJtc9mfrPAtyVero3QfShabPjYCejLI3Wdha1JolMO9pkC2Cb1NWn1Mzap/sXYWBu70KS2Msr0ZWqzJs9ItLcUcH2NsNnmIwN386Y1Tyz1MvuNstxOcvFUn9x51Z/gWxrlFTrpk45a90/MI1wPNAFtl5Pv6yZ5StB13zT19Vk8SzytM9hxyMWec5i6LIIA4iMeib2jtDZ2Y4+XoVqntaELc75BqzOKtdBCL1Q499Zu2gnofdDBnq6jVRvQciBkU7y0k8SZGq1MiIV1JrFxj3qnTrjgs/Ujh9nzxR0kh1xi+0cAcDb04Nk6ZskBTdDMWUTG67RyYZCS8OB/7ouvXJQnflidmJoDOdoxnflNOh2Pt5l4pUl0AvKPlmjmI0ROz3H697uwyhAfkRTfVMOZDROe1GllJdFzgr6vDYOuUd3RQ+zQJBjq/FDb3MHYtTrdD0vMisvsDkvN60yrfl9jQcftcggNW9hzyvl6IeW0q706ngmZ00qWqrxCw0lBO+FjFdU83s6DLuNX67idbbq7i1R/mKeRV7l8X4fylQ3OvuPCU/v+WX7RvjqvCk8QsPpj+4mO1Om5T82tm77aZfZik1DBAdejedMlzO6C9pMqvl3YZlNf69DMQWmNwck/zJEabJH/wTA9d02SOeZQ395PY2MXjZ4w9e19VNbEmdtskfjaAbzNq2hHNEZfL+k8UCPzsE3kbBGEBrqOlsugP3gQP5ekNpDCWLOK9s51aK6PG4HPDV5FIyc495XNVAai1NbEaWUs4mM+vq6S2alBn9KABKlmcuotH70tVfVW2aX7vgKxkRqaqypF611KNdyeh+hxSw2p7pGQaKuRPT5kjqnQRs+uCdyUh9PZRku3kALYuRF981r8kImwLLzkopCYrtH9peOERss0sxadXzzM/OYQc9sEl736GLK7CQ2deKJBZExj8p2bYWya+qo46cfn0GsuMmwz84pO5jeZFLaGkJqyt7jRRB+aUMK0+yTpk5KB3z9FxHTIxyok7CafWbtu6dbWyxTPEsxtMSn36/TcNYVZblPr1hh/fY7G6jReMowMW0RHBY1OGLk1z/wGg7ktOo0ramSO+0xfYmDM1+jaV6fn7oJSsjB0rIkKNB3c/hwLa21GX5fCnqkxckOM+d1ddB5sIzWorLDQak2l7m1bOL0p0nunkLrGwloTo7GohKBDcYPGk8UuhAdW2QUhcFflsaYqhM8toNdazOyMKLXsixOq+niyioyGcPrS1Dd0gGkQ36ecI77EDSv9x+xRl0anQddeF7MqqQzEGX2dztT1XZhVdQIsrRUMdBYg5BO5ooDWUnNmG1t6qG/rodZlqPcGIUAIhCvpv8elltcoDVikT3k0VzncdPV+dm07y5arzpDpqHDLrQ9jvX6WykqTel5n8koVEvVt1YI0fZmgtsKHjVWs3hrthERrQWmlgRv3MWZM6j/I46Thlhv2MHdpm+LO9svCwf0yzquTXKSjX3b8zZ+QfNLArKqhsZFxjZ5P7AHpIy7ZRrM7THmFQeKWCc6d62Dzx8YY/S+r0a4uUjmXRGsJkoOCxHCbZkYnOuFQ67GIjbXURPCwTmi2yfTlMbr+4XG0bBqvJ4d2YgivVsfozOFOz2D0dDP2W6sJFyTxkRa7PvU49/7DlXTdNUp1eze+IdA81RBbeVeJ9P8bIzxaQg6NoXVk8bMJFjYlaGYE1X516oqNSKKTLqHpGq3OKNUeg+ikSytj4BvQSgl8HUJFidGUVLs1JZboQDuuQij2HCzsaKPVdMLTavBtK+sTP6vi+m5EOdOuvVIViQiVm0gO1tDqDo0VSg2g+9tDTN+0mvnLHT525ff4qx/dQqirTiTk0HwoS+aEh28KGlmNhSubhE+E6LunQnW1Ug2vrlST6BtdalQTEqwy5A61GXt3mzX/RZ3YnlJ7uF5763+6f6Gy3E5ykXy/3HnVnzJ+rWDNNx0KF4WUOsTRJtboPK2VWerdFoVtAjfuERvWyR5tM7PLpLHOQS+Y6HVBaB6SQx6R0SpaucHIrSqnq7chd6iFfXqK+rYeIsdnwFZ519r6DMW1BnoLFi5yST5p0Lm/hhc1sM8UaPdnaEcNpCEorTKITaq5lWd+R+Xe7ESLNX+sTmNozziW5qYeZndYhOYlHfdP0FzbgRvViT0xQW1bN1IXCF8Smm7Q6I6gOarCSfhQ2GrScdjBDWtUewzskk/qSJFTv5tBc1TuC6B1UQPd8JCnY5gq7UXuqFIUqXUbeJbAqkqiEy2aGRMnoREfdaj0W+x+3wH6Q/PkjAqfG34FfbESR6e78HwNpxAm1Vfit9fs4yvDu2jf2cHCpQ6ibCCTSjIHCcIThGYEzc7FfZaXrP1qDYB7Hv2Ll2j1LB+W5ezKX4VYtl9uetMHmNsG0TFBZYNL5nGDzi8dRkTCePMLbNnn851jFyEmQtjzguikJPzbk9gfS6JXmsxdkiE85xEZKiEqdWoXddNMqSqn1KAa38PpYdqXb0JvuhhnJ/FW5tGnirgjYyy8+wrskk9kos65j4A4FKf//1IFKP7YBGJgFd7xU88YLTRaN16C/qdT/FbvY9xx8HUMvOsoejKB7M7R7E0QPjpO/aJenKRO4mQZMTTB3Js2YdYl4VkH7cdPIF+xneKGML6hZmFqbWjlJMnT4unTUv4xl3K/sZivU6HYZk5iLYinhS3LAxJ7XiBc1ehrlyWZn4wy96p+6nkVOtVbqtw6vHuOxp4s2asnGZ9Oc8uWQ+yZWUUuXGPmH1fTSgoyx1vM7LIXZ+WpMWbzmzWaPW30qoHU1fqShmTDpjFcX+PuTd8FwOgaXIpltKQsOyfX2S833vpB5ne5pA8ZSA2SZxab+SMaiWPzjL2hg/olDTq/a+PrgmZG6TZW+nV6flRg/Poc6UGXyHAJPEl5S4bEiSIT12WJTvpU+jUyJ1x8Q1Dv0NEdSXheiQXHHhtFJlRBRmNNinNv8YmesEic80k9Oo6fiaPNV1T4z9Ch7VLb0kl4ok6zK0LoQ+OM3r2Slf/fYm7O95GZFGKhrP6GlXm0VptmTwzPFNS6dbrungDTQGoaY2/MkT7lMrvdwKpAO6pSB4mhNr6tETsyDZZJfVUKBMzsMvEsdbLUW6ph/qmm7WZWEpoTNHOS/vs8Kn0GrSQgIHXaY/JqwYZPjFD+lxCv6z7OXROb8XyNlqvTdExak1FE0kHWTG645BC+VKfWyWN5fNuHiAsNAy3ucMPGY8w24zx2YC1+xCN1RF04HPr0y69FAC6gcKVnQnET6H11zBr03S1In2oi+rrV5A23zffvupy1n1aTRXoeqpP9xhGMj2fRWi7y1BC6A9GD44jZIv7sHLPbDRo5NV9xfpPAP3QMLZfB3Hscrd5m4q1r0YcmwTTRUylSpxtE7zmCdmqUFW85wup/G8VYtRJ/chrfcfCOn8LoyD1jtPQJ/+gIhTv7+PvP34I2HGb8A5cy+fYNiGab8HCRxtZeIkMLCBekqVO9ZgO1HoETF0ruR/oYR4bQW5LEuTaRabBLYNSUarLelETHUEnoMBQvc3CjqlpLuBCZVhPc691gLSgFBKOpNrRvqAkOCxsE7Tiqaqtb4iQkCwsRGt0e71n5ELKtcazUxfvXPMDRcz1c9+GHKF/VYPpPmjQ7JEZL0k5KnJhGaBYi50wQktiwhl7T0JIO13Sc4n8OfI3N//zHtOXLS7hxuSINSJ1tETttkDtYo+vBAuVVJuVVi/KeTQfhgZxSvWrJk1V67pkhOt4gcc4DTUMAdqGFmC8jKjVaKY3Ja7IgobhRo7a9SSOrE98/SnTGo5ETRE8X8Q1BY2svrb4EtXUpADofMFnxzWlSeyZBSrSpeXDa4LrQaILrEj02i1as4sQ1tPeG8UIw8jtrkTn1M8RCGYSgvqMfY2SGVmf0aaXx2IRHY20OqnWElJhVCM226DjkkhzysIuQPtEiPFEldnBc/e5Gk4X1JjO71P9Ebyl9vc4DbXxLlfwLF+LnhHJ0s4LCZkNVTC7Oxpx8pYYX9Th5R57xU51MtJJMzSZZqIX5uy1fJx1tYOXrSF/DyjZwpY6PYHwqjR/yecsV+zEmbYi4aIbPnft38NjZFdzyyv1ku5VD/+AfX9hRkF+V8+okF832y1f2vIupV+Wo9qvF1vtTVbZvbFhLuyPGmbeFMPINtONRFb5bUMnc4nqT7h8XEQ0HOVOA/i6YmKF0vSoqmduqsfpTx/AWFqi+fTeheZdW0mDiWkn8jE7fl4doberBOnCG+ivWEx6vwokh8DxELIpIp5BhC9FwcM+oPi89mVSSNMDorT3qDeW0R6NDJ//9YWQmgRw8h5ZJI6s1RGeO0Zvz2CVUSMKXZL/8BFomzcSbV5E45xEZqVBenyD5ZJFWdxypCWrdi1WVs5D/1ikm37Ye31TiqdEJVWDTyqjPzgoHY9JCmup1901JaFZDa6mcR2RGMr8Ndana0cJfsJCWT/qgyZ9/4AsMtvJ89pFr6V81S9hoc/ZAP6u+12Ts1WHacYmfbrPyGxqhyRpn35JEeNB/5Sg1x2ZDeoa6a1FuK9HLu1/16V/6mm/62KcAOP5XH7ggQprL7SSXSPTJy3b8Ef7iZP1WxiJ2SA1KqW/spDRg0o6CflWResNCjkRInhE4cej7QYHJ63P03DmFHw3R6I8RObNAcWeWZlYQnfQxmj7lfgOzJpl5pUv8uJrGIXxY8fUJzr29B3sBSmsl0pBs/MSoKnYxTWi3wfPB98E0VDgSIKTWD75k/rJOUsdK+CETY3haPRfAtsCyoFantVHpHxozJfCl+rm29fT/wOlL49s6c5stGp2QOSbxDYiNtxFSYp+epnR5H1bJxQtpOHEVLtU8SWmVqg1wI+DmHayooxrsD8XQG6pfzot5CMsjmmyiCUm9YXHj+qP84N7L+B+3fYm43uB9e97B+3c8yEgrwz1fvhzNgcqOFm/bfoAfDG/BO5jEs+H2mx7km0Pb+eimuznV7OLzT+xGlixESqkZDN3+v780C2eZccGc5BAwfFuOhS0e+f0eoQLYx8bxr9mJ053AeGKQ9FGN0KNR8o+59DzUpB2DkdcZxCZ8Rt6YpnxRB+O/t4XZ3Vn8df04MY1at0bHQQ+kZO49VxIdb2JP12imNda9bz99/3GWhatXYj02yPD7N2NWXLRyA9avxncc3C2rGLupm/HXZlVIZRGvVAJNw49H6P3M4/TcsYfZi3Xy3xvCWduFcFxqN1wEzRay3cYfn6T/304RLnhkj1SIFDyKb91BY2svwoP5jTpTV6menfKmNAsDFmbJodajwoyZ4w1G37Uee0FiFyXpkz6RWQ+tDe0YtLrbaEWT8DSYJdWrljqhER2XSEPl9doxgeZA9gmB7+jY+Tr2pHpjeqC0iQ9nTnHJ5iE+uPpe3rfiAYy6oDQQ4m23/oSBP3uU37vkYcorDLRCCS/i462tszU1yZ+tvYfuUIlDD6xn6KGVz8vBPZvVn/nkr3s1BaCGLlf7Q0xcaTOzM0w7qjH76h5Kl3QTmqzR/cNJWmmQP07T9ZUQelNgL/g4CShvyYCEuSvyysENl5i8Lke94xkH55kqnB5a8Bn4D5/cESXg2f/DoioCAVopMCuCFff4yLgSGT37zm7GbluBn0shUwnl9J6i7VJbn8GP2FR7BSffH6HWG4ZEjPolq1TY0vWgrqbt2ycnMAoVdRIMPePc3M4k1W153KhB6EyBnh8V6NrnYVV9aj0CqQvsoTkwDJKPjhI+MUX0zAKaK1V/areGNFQawC5C5LSFYXg48yGEp/KR+c0z6oKxYuIeVsVwuu7znb27QELFD1HzbW7bfIg7p7ew0A7T3NGgflmDt20/QK9d5K0DB2mudmj3OPzr/qv46Ka7mW4nWR+aQtZMMCTmcOhl6+B+GedVn5wUkDvq4Z7RiJ+ap7wyy9AfriF71CfyjT2Ivl7ssk9xK/iWgV00qG9pok+ECP23Mbyf9uPEVAm+XfJpJyzMuk/uYIW5HQliQpD9pz3om9eCppEcdhCawJ2cInW/B9k0q//hNP5CCddRV06Tf3YlfXfP0felMfyFEq1XbmP65isJz0lyXz3C0O1dxEYksfxWQpNVVt5Zw+9IY01X8CMWsR8dQ2oaImQjEgmQPk5CY35zHLOsRmK1oyaJEZfCFoPYhCr4aCWVmsH07iidB9q4EY1WRskKFS6GtV8sMfmqFJFpH6umnFgo3aTlRHBSOr4JRm+NRjGGb6py/kZWXSmHJwX1TkjvsygPmHh9Dr5tcufeHdxd28np3/4sfzu/ls/dex3+qhZ60+b/7DjCxR/4Y752doHO401Kl/URPadRzWocmOun4VlMN+N4a5//wOXrtbfSc18/Z5/sRa9rjH9zC8du+cvfxNJ62eLGDMIFF801kDrU8trTvYxTr0rRfa/LqjsbTF0WpplWX6t1aWQunaFU7VTzF6Wq0hx9fRazBskxj/IKnegURCZbVPvClFfq+IZqOVj9hQloOdR3pmh0+fTdL1lYo6PXPUSlxsjtKzEa0E7CwtYksbEWZ96t0fETk9yeAl4shGhLMDRWfGcGvtxUlY3rM4Qmn0NGRkqkadC8qJ/w4VHqO1cQeWIM4fpEB4vPTNZZ/LywWmfFtwuIUkWdBn11AYxp0ehX0YnCVpPwnGR2vY/W0ECqaTG6Y6AnHFrb2tQdHe/ePFFLTR3RHJAPpfA7JOG1FZpujL/57q34XS0+ecVXsUWbr9z9CvSWwOnw2BYZ5S8P3EwmWVXCtHWdvvUzfPL0dbxl5UFONbuwcg3sR2Iv1XI5LzmvwpXxVJ+8qvfdlC7KEBtpIPYfo3bzTqp9Oj1fPo03v4C2cQ3e0ZNMfORKrDI0s0rmxbegmYHV35hHFCt4PRm0Y0Og64y+dwvZYyrW/1So0VjZjzsyDtKn/ubdxL73OFo8jlcqo3d1qvBiLIo/M4vYOIB3+Dj6to2c/IMU+T1qkrloe0jL4NTvp+h9QBL+wePofT3IeFhNe3h8Cnf4HAgNoQn0TBq3MI973U40x8csVGmsSiHaPo1Ok8xPx2hsyFPvMgnPuoRmGviWTmV1hNTBOWZekVNSPGs07CL4JnQ/uMDITSpX0ezwiZ3TqKzzkIaPaGnEhnTi4z4LAxqao6avtGMQnZKEih6j72hjHwsjpMrh3fvOO/hxYzV3HHstzrEkwofrXn+Ae360i0uvPs6Rb24ic9JFChh9I7znyh8T05s8NL+O/YcHsGfVSffkXzy/BPlXBi/l/z5xA83HVdPtyY+d34n15RauTIa75RVrfo+pV6s8cmzCo7xS6bUlz7pEj80gbQshJZWNGea26iDVfnrDTXv59k8vJTqq0ftAGScdwp6pqZChJzn1XzPk90B0vMXgH2is+LpOZHABdEGjP0HkiVE1BScZR5TVUHSZTSLKdSXOm02ysC3N1HVtVnxLY26TQfq0h1FT+dx2TCd+uoRw1EgtpzuBcH3MyZJySi0HmYgh6g2VWwMIh/DjEbRK/em/S+oC0XLB9fA6E+iFCs01OUJnlfSOViyDaSKjIcRChYk3raCZUzNzy6tV5bCztY63YCNNn+RiEYgbQc3RnVXyQ4kzSq3bSakLdgB/fY0Pb7+XTx69Du1wjGa3h91Z5z2bHsaXGnXf4ksnL8GZDfOWK/Zjizam9kw++y+3fuclWCXLnwumujIZ6pJXbHgPTmcUe6wErTYzr+lFc+XTKr+d3zpJ9aoBqj0GHZ/by/jXN1KbjtKxR6eRFfQ8VEUcPo3faGAMrMYbHkHPd6ortkYDwmHleJ7NFdtpdoZUpZUvcYfPYawbAMAfn0RLJRl6z2pSp3yaaaUyPHWNz6a/mcZPR9HKDSZe303uSBNjzzHO/PedrP7oIwBoO7cgD51Qzdl2CL/VBECPxfBqdfQtanZm8drVRCYdrLk6pU1J7OKiwvloAblQQg6soNkdpdprEpl1qXcYxCbaVPpN0qdUQ/fCOoFvgr+qgVsz0CMusqDyG/GzGo0ra7iOTuxgSLUmtNQg2vJaiTUvcNKS+NoitbqNeUSFla679TFuTB/kjJPn00dejTsaZf0/zTH+uhxuFBrrW8STDVxPozUSB2Dw7Z9F6zrF8+F/PHkjQ40cPx5aC8Dpt/4fL2IFLT3LzclF8v3yVanbGX57nui4JDLrUVxn4IUhNioxaz6JY/PUB9IUNhu0E7DlmkGGFjKUy2FkwabvPiULpbV8ihssuu8vgA+iVgfbhkaT6q4+1bgtBI0tPVR7TaIzHnrTwyw20WYWwPOQqYQ6Qbku6Dpz16+mlhdYFXDD0Hfnok6Mu3i68hbf8EM2/mIoUmupYhEZCSOecm71BljmM98rhLovhApjAu7KTiUf1Va/+6nn+/EIzZ4oetPHmqnQ6k5gj5eZviaH3lIREN9SQ6fdMDT72kTPmEgdmhuaZDJVmg+qiwgvxNMj7VodSrLotZce4aGx1dTH46CrKuSGa9IRrtFhVzg010vrW3nmd3joqRbRSIumo2w79eaXX7vAc3HBODkhxCxw7pc+EXJA4Zc+a2lZ7jYud/tg+dv4XPatlFJ2LIUxz0Wwp15Slrt9sPxt/Hn2/dx9dV45ueeLEOKx5XS1/FwsdxuXu32w/G1c7va9EM6Hv2W527jc7YPlb+OvYt/5VV0ZEBAQEBDwAgicXEBAQEDABcuF6uT+cakNeB4sdxuXu32w/G1c7va9EM6Hv2W527jc7YPlb+MLtu+CzMkFBAQEBATAhXuSCwgICAgIOP+dnBAiJITYJ4Q4JIR4Ugjx33/m6x8SQkghRO7n/Yylsk8I8X4hxMnFx+9YCvt+kY1CiB1CiD1CiCeEEI8JIS5bKhsX7dGFEAeFEN9fvJ8RQtwrhDi9+Dm9zOz7hBDihBDisBDiW0KI1FLa93wJ9tRvzsZgT71o+174npJSntcfgABii7dNYC+we/F+P3A3qg8ot5zsA64FfgTYi1/rXG7/Q+Ae4PWLj78BeHCJX+sPAl8Cvr94/w7go4u3Pwr87TKz77WAsXj7b5favhe7HhbvB3vqxdkY7KkXZ98L3lPn/UlOKqqLd83Fj6cSjZ8CPvKs+y85v8C+PwI+LqVsLT5vZolM/EU2SiCx+HgSmFgC8wAQQvQBbwT+6VkPvwn4/OLtzwO3vNR2PcVz2SelvEdK6S7e3QP0LYVtL5RgT714gj314vl17anz3snB00faJ4AZ4F4p5V4hxM3AuJTy0BKb95z2AeuBVwoh9gohfiyEuHQZ2vi/AZ8QQowCfwcs5ZjzT6PeXP1nPZaXUk4CLH7uXArDFnku+57N7wF3vXTmvDiCPfUbszHYU8+fX8ueuiCcnJTSk1LuQHn1y4QQFwF/DnxsaS1TPId9W1EKEGlUCOPDwFeFeEowa9nY+EfAB6SU/cAHgH9eCtuEEDcCM1LKA0vx+38Zv8w+IcSfAy7wxZfUsBdBsKd+YzYGe+p58OvcUxeEk3sKKeUC8CDqyL0aOCSEGEYtsseFEF1LZ91/su8GYAz45mJYYx/qamVJEvnP5mdsfDfwzcUvfQ1YqiT5VcDNi6/ll4FXCyG+AEwLIboBFj8vVXjq59mHEOLdwI3A7XIxkXA+EeypF0+wp36t9r3wPbVUCcVf1wfQAaQWb4eBnwI3/sxzhlm6JPlz2ge8F/irxcfXA6Ms9i0uIxuPA9csPv4a4MAyeL2v4Zkk9Cf4z0nyO5aZfTcAx4COpbbr17EefuY5wZ761WwM9tSLs+8F76nzSjT159ANfF4IoaNOpl+VUn5/iW16Ns9pnxDCAv5FCHEUcIB3y8VXcRnZuAD8vRDCAJrAHy6RfT+Pj6NCUr8PjABvXWJ7fpbPADZw72LUbI+U8r1La9LzIthTvzkbgz314njBeyqYeBIQEBAQcMFyQeXkAgICAgICnk3g5AICAgICLlgCJxcQEBAQcMESOLmAgICAgAuWwMkFBAQEBFywBE7uZYgQovrLnxUQEPB8CfbU8iVwcgEBAQEBFyyBk3sZIxSfEEIcFUIcEUK8ffHxa4QQDwohvr6o3fTFpZwBGBBwvhDsqeXHhTDxJOBX5zZgB7AdNeNvvxDiJ4tfuxjYgpICeRg1S+6hpTAyIOA8IthTy4zgJPfy5hXAf0g1LX0a+DHwlDzJPinlmJTSB54AVi2RjQEB5xPBnlpmBE7u5c0vCpe0nnXbIzj1BwQ8H4I9tcwInNzLm58Ab18Ud+wArgb2LbFNAQHnM8GeWmYEVxIvb74FXAEcAiTwESnllBBi49KaFRBw3hLsqWVGoEIQEBAQEHDBEoQrAwICAgIuWAInFxAQEBBwwRI4uYCAgICAC5bAyQUEBAQEXLAETi4gICAg4IIlcHIBAQEBARcsgZMLCAgICLhgCZxcQEBAQMAFy/8PtXIGY8RgxIMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from src.analysis import plot_predictions\n", + "\n", + "plot_predictions(\n", + " pred_month=1, model='ealstm', \n", + " target_var='VCI', data_path=data_dir\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison over Administrative Units\n", + "\n", + "In order to make the results comparable with [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) and other existing work we provide grouping functionality. \n", + "\n", + "The first groupby objects aggregate the analysis by administrative regions. We also provide functionality to explore results by landcover.\n", + "\n", + "We have used the `exporters` to [download shapefiles](https://data.humdata.org/dataset/47-counties-of-kenya). We then use the `preprocessors` to rasterize these shapefiles into pixel-level `netCDF` objects which can then be used by the `AdministrativeRegionAnalysis` to produce aggregate statistics per region.\n", + "\n", + "**NOTE**: this code requires `geopandas` to be installed." + ] + }, + { + "cell_type": "code", + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ - "from src.analysis import monthly_score, annual_scores\n", - "%load_ext autoreload\n", - "%autoreload 2" + "from src.analysis import AdministrativeRegionAnalysis\n", + "# from src.analysis import KenyaGroupbyRegion" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 165, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'previous_month']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "* Analyzing for district_l2_kenya *\n", + "\n", + "** Analyzing for ealstm-district_l2_kenya **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/zip_data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for previous_month-district_l2_kenya **\n", + "** Written previous_month csv to /Volumes/Lees_Extend/data/zip_data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + ] + } + ], + "source": [ + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "analyzer.analyze()" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RegionGeoPlotter requires `geopandas` to be installed.\n", + "The OCHA AdminBoundaries preprocessor requires the geopandas package\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs`\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, { "data": { "text/html": [ @@ -164,153 +332,385 @@ " \n", " \n", " \n", - " month\n", - " ealstm_rmse\n", - " previous_month_rmse\n", - " ealstm_r2\n", - " previous_month_r2\n", + " model\n", + " admin_level_name\n", + " region_name\n", + " rmse\n", + " mae\n", + " r2\n", + " DISTNAME\n", + " geometry\n", " \n", " \n", " \n", " \n", " 0\n", - " 1.0\n", - " 12.328923\n", - " 15.918060\n", - " 0.577197\n", - " 0.295483\n", + " ealstm\n", + " district_l2_kenya\n", + " NAIROBI\n", + " 10.188009\n", + " 8.357715\n", + " -0.023210\n", + " NAIROBI\n", + " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", " \n", " 1\n", - " 2.0\n", - " 10.038730\n", - " 9.609800\n", - " 0.720184\n", - " 0.743631\n", + " previous_month\n", + " district_l2_kenya\n", + " NAIROBI\n", + " 11.051595\n", + " 9.795107\n", + " -0.204027\n", + " NAIROBI\n", + " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", " \n", " 2\n", - " 3.0\n", - " 15.299802\n", - " 18.995626\n", - " 0.434448\n", - " 0.128205\n", + " ealstm\n", + " district_l2_kenya\n", + " SAMBURU\n", + " 6.314932\n", + " 5.495340\n", + " 0.645855\n", + " SAMBURU\n", + " POLYGON ((36.75165473150634 2.519848937106019,...\n", " \n", " \n", " 3\n", - " 4.0\n", - " 15.628013\n", - " 24.495406\n", - " 0.511018\n", - " -0.201306\n", + " previous_month\n", + " district_l2_kenya\n", + " SAMBURU\n", + " 7.961759\n", + " 5.947568\n", + " 0.437061\n", + " SAMBURU\n", + " POLYGON ((36.75165473150634 2.519848937106019,...\n", " \n", " \n", " 4\n", - " 5.0\n", - " 21.278271\n", - " 18.025452\n", - " 0.184720\n", - " 0.414927\n", - " \n", - " \n", - " 5\n", - " 6.0\n", - " 13.961635\n", - " 15.021294\n", - " 0.665425\n", - " 0.612703\n", - " \n", - " \n", - " 6\n", - " 7.0\n", - " 14.345408\n", - " 15.152611\n", - " 0.599551\n", - " 0.553215\n", - " \n", - " \n", - " 7\n", - " 8.0\n", - " 13.139816\n", - " 15.989640\n", - " 0.667640\n", - " 0.507862\n", - " \n", - " \n", - " 8\n", - " 9.0\n", - " 14.346208\n", - " 14.151048\n", - " 0.602290\n", - " 0.613059\n", - " \n", - " \n", - " 9\n", - " 10.0\n", - " 14.993118\n", - " 19.052700\n", - " 0.531009\n", - " 0.242681\n", - " \n", - " \n", - " 10\n", - " 11.0\n", - " 14.368303\n", - " 16.396057\n", - " 0.552896\n", - " 0.417812\n", - " \n", - " \n", - " 11\n", - " 12.0\n", - " 12.409891\n", - " 12.407157\n", - " 0.636760\n", - " 0.636933\n", + " ealstm\n", + " district_l2_kenya\n", + " TRANS MARA\n", + " 8.154297\n", + " 6.989141\n", + " 0.254161\n", + " TRANS MARA\n", + " POLYGON ((35.15025473150634 -0.959251062893981...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " month ealstm_rmse previous_month_rmse ealstm_r2 previous_month_r2\n", - "0 1.0 12.328923 15.918060 0.577197 0.295483\n", - "1 2.0 10.038730 9.609800 0.720184 0.743631\n", - "2 3.0 15.299802 18.995626 0.434448 0.128205\n", - "3 4.0 15.628013 24.495406 0.511018 -0.201306\n", - "4 5.0 21.278271 18.025452 0.184720 0.414927\n", - "5 6.0 13.961635 15.021294 0.665425 0.612703\n", - "6 7.0 14.345408 15.152611 0.599551 0.553215\n", - "7 8.0 13.139816 15.989640 0.667640 0.507862\n", - "8 9.0 14.346208 14.151048 0.602290 0.613059\n", - "9 10.0 14.993118 19.052700 0.531009 0.242681\n", - "10 11.0 14.368303 16.396057 0.552896 0.417812\n", - "11 12.0 12.409891 12.407157 0.636760 0.636933" + " model admin_level_name region_name rmse mae \\\n", + "0 ealstm district_l2_kenya NAIROBI 10.188009 8.357715 \n", + "1 previous_month district_l2_kenya NAIROBI 11.051595 9.795107 \n", + "2 ealstm district_l2_kenya SAMBURU 6.314932 5.495340 \n", + "3 previous_month district_l2_kenya SAMBURU 7.961759 5.947568 \n", + "4 ealstm district_l2_kenya TRANS MARA 8.154297 6.989141 \n", + "\n", + " r2 DISTNAME geometry \n", + "0 -0.023210 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 -0.204027 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 0.645855 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", + "3 0.437061 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", + "4 0.254161 TRANS MARA POLYGON ((35.15025473150634 -0.959251062893981... " ] }, - "execution_count": 7, + "execution_count": 185, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "scores = annual_scores(\n", - " data_path=data_dir, \n", - " models=['ealstm', 'previous_month'],\n", - " metrics=['rmse', 'r2'],\n", - " verbose=False,\n", - " to_dataframe=True\n", - ")\n", + "# extract a GeoDataFrame that we can plot\n", + "gdf = analyzer.create_model_performance_by_region_geodataframe().gdf\n", + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 8))\n", + "\n", + "for ax, metric in zip(axs, ['rmse', 'mae', 'r2']):\n", + " # nicely format the colorbar\n", + " divider = make_axes_locatable(ax)\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", + " \n", + " ax.set_title(metric)\n", + " ax.axis('off')\n", + " gdf.loc[(gdf.model == 'ealstm')].plot(metric, ax=ax, cax=cax, legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Interpretability\n", + "\n", + "One of the key criticisms lobbied against machine learning based approaches is that the models are *black boxes*. During the Summer of Weather Code project, one of our key focuses was making the results interpretable. The key method for doing this in our pipeline is through using [SHAP values](https://github.com/slundberg/shap).\n", + "\n", + "SHAP Values allow you to interrogate the relative importance of a feature for a prediction. They are measured in the units of the variable of interest and so a SHAP value of $-1$ means that feature $x$ negatively impacted VCI by a value of $-1$. \n", + "\n", + "All feature SHAP values sum to the prediction, so if you summed all SHAP values across all features you would recover the predicted VCI value.\n", + "\n", + "For more information about SHAP values check the paper by [Lundberg et al 2018](http://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions).\n", "\n", - "scores" + "Here we will demonstrate how SHAP values can be used in our context." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 195, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "from src.analysis import plot_shap_values\n", + "\n", + "analysis_dir = data_dir / 'models/one_month_forecast/ealstm/analysis/2018_3'\n", + "assert analysis_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [], + "source": [ + "# load the shap values\n", + "shap_historical = np.load(analysis_dir / 'shap_value_historical.npy')\n", + "with (analysis_dir / 'input_ModelArray.pkl').open('rb') as f:\n", + " model_array = pickle.load(f)\n", + "\n", + "# input_historical = np.load(analysis_dir / 'input_historical.npy')\n", + "\n", + "# with (analysis_dir / 'input_variable_names.pkl').open('rb') as f:\n", + "# variable_names = pickle.load(f)\n", + "with (data_dir / 'features/one_month_forecast/normalizing_dict.pkl').open('rb') as f:\n", + " norm_dict = pickle.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [], + "source": [ + "variable_names = model_array.x_vars\n", + "input_historical = model_array.x.historical.numpy()\n", + "latlons = model_array.latlons\n", + "input_pred_months = model_array.x.pred_months.numpy()\n", + "shap_pred_months = shap_static = np.load(analysis_dir / 'shap_value_pred_months.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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eGZBvWM0Ln2Pzdyc4cbqW6V7oTgCIjwxlcI8oHY/rLUjp1916bWiFez673oPiHTD5buW3tZE2R+0v22+cbD7Eh/lmugQHMnlQN6NFaZHM1Hi2FJygpr6h7ZM17qXGAnWn/ToGF7TCPZfGBvj8bxA/CIaf19dy6Cy13amt3LZoaJR8lH+MKYMT6BLife4EG5mpcdTUN5Jz+JTRomjcXHjcW9AK1568t6BsD0y558J6nKZe0GeCdis4QHbBCcoqazzeKNJZxvWLJUCgu0B4AzaF68cxuKAV7lka6uCLv6s2O0O+1/w5addB6S4o2eVZ2XyM1fnFhAYFMMWL3QkAXcOCGZ4UrRfOvIGmtF6tcDsHua+oNN4p90JAC2/L0JkgArSV2wqNjZLV+WYmD0ogItT7w7wzU+PIPXKK0zX1RovSuamwpfVqH67/U1cN6/6hIhEGXtXyeZHdIPli5cfVBW2aJefISY5VeL87wUZmahz1jZItBSeMFqVzYymGUBOE+HeNYq1wAbYtg4pCuPy+trNchs2B4/td3zHYT/gwr5iQwAAuG+zd7gQbGX1jCQkM0OFhRmMx+711C1rhQu0Z+PJhSJ4EKZe2ff6Q76muovlvu182H6OxUbI6z8wlA+OJCgtue4AX0CUkkFF9tB/XcGxpvX6OVribl8DpErjsXsdyuCPioN9k7VZohu1HT1FUXs3VBjaKbA+ZqfHkF5Vz6kznqAjnlXSCLDPo7Aq3ugK+fgT6T4U+FzZjbJG0OXDqMBS23rW3s7E6v5jgQMEVQ7obLYpTZPaPQ0rYdFD7cQ2hsVFZuH4eEgadXeFuelL1ULrsD86NG3wNBATrJAg7pJR8mGdmYv94TOG+4U6wMTIpmi7BgWz05/bpUsKBz1Ryj7dRdQIa67SF69ecOQEbH1PKM3GUc2O7REP/K1Qxm8ZG98jnY+QXVnD0ZBXTfcydABASFMDYlFj/9uMe3gQvzYa9HxktyYU0ZZlpH67/suFRlb89xUnr1kbaHBXZcHSza+XyUT7MNxMYIJg61LfcCTYmpsaxr6SSEku10aK4h8JstS3bZ6wczVHROdJ6obMq3MoS+OZpGH49dB/avjkGXa2q0+skCKRU0QmZqXHERIQYLU67sLVP99vwsKJctT35nbFyNEcnqaMAnVXhrv8P1NfApYvbP0doFAyYCt+u9E6/mAfZZbZQcPyMzyQ7NMfQxK50DQvyX4Vrtipcb2yIakvrjfTNuyNn6HwKt7wQtjwH6fMgvn/H5ho2ByqPwaGvXSObj7I630yAgCt91J0AEBggGN8vjq/9ceGsukIl6wCcKDBUlGaxmCE8HoJ88+7IGTqfwv3yn6op5CV3dnyugVdBcESnditIKVmVZ2Z8vzjiIkONFqdDZKbGceREFUdOnDFaFNdSvENtE0dDxVHv60BtMXeKkDDobAr3xHeQ85LqUxbTt+PzhUTAoGmqaHlD5yx+sq+kkoOlp7nah90JNjL7+6kftyhHbYfNUsbGqcPGynM+nSTpATqbwl33DwgIgkm/c92cw+bAmePw3TrXzelDrNphRgi4apjvuhNsDOgWSXxkKBv8za1QlKsaoiaNU6+9beGsk6T1QmdSuKV7YcdyGPsT196+9L8CQrt22iSI1flmxibH0i0qzGhROowQgszUODYcOI70p7Rtc66KNY9NUa9PeJHCbahTUUPawnUdQohAIUSOEOID6+tYIcQaIcQ+6zbG7UJ88TcIDoeLf+vaeYPDYNB02PW+9/nG3Mz+Egt7j1V6baPI9pCZGkeJpYYDpaeNFsU12BbMeqarKIDgcO+ycCtLAKkVrou5HbBvk7AYWCulHACstb52H8V5Kits/G0QEe/6+dPmQHW5Sp3sRKzOU+E803wwu6wlbPG4fuNWMG9X28R0VZwpJtm7LNxO0unBhtsVrhAiCZgBPGu3eyawzPp8GTDLrUJ8/jcIM8GEX7pn/n5TICy607kVPswvZkzfGHqYfN+dYKN3bBd6RXdhw34/WTizxd/2TFfbmBTvsnA7UVoveMbCfQS4E7AvOtBdSmkGsG7dV6366FbY8yFk/krVQHAHQSEw5FrY/aHqHtEJ+K7sNLvMFVztR+4EOOvH3XjwOI2NfuDHLcqFrkkQmaBex6bAyQLvqQHSibLMwM0KVwhxDVAipdzq7NjS0lIyMjKaHkuWLGmfEJ/9BcLj4KKftW+8o6TNgVoL7F/j3ut4Cavz1RfFH8LBziezfxzlVXV8a64wWpSOY85V7gQbMclQXw2VxYaJdA4WsyroH5HgtksIIZ4XQpQIIfLddhEHcXeXv4nA94QQ04EwoKsQ4mXgmBCip5TSLIToCZScPzAhIYHs7OyOXb1gPRz8HK58QKXiupPkS1S2TP47ytr1c1bnFZPeO5pe0V2MFsXl2NdVSOtlMliaDlBdrhbMRtx4dp99pELXRGPksscWEtZS41bXsBR4DHjRnRdxBLf+lVLKu6WUSVLKZOBG4DMp5c3Ae8B862nzgXfdcHH47AGI7AFjb3X59BcQGARDv6fK39X6yQp3Cxw5cYa8wnKmD/cvd4KN7l3DSE2I8P2FM7Mtw8zewrUqXG/x43qgl5mU8kvAK6rLGxWH+yAwVQixD5hqfe1aDnwGhzfAJYsg2ENW2LA5UHfGO2uOupAmd4IfRSecT2ZqPJu/O0Fdg5f4OtvD+QtmANF91C28t0QqVHSeLDPwoMKVUn4hpbzG+vy4lPJyKeUA69a1vz5SKt+tqQ+Mnt/2+a6ib6ayqP28tsKHecUM72Wid2y40aK4jczUOE7XNrDj6CmjRWk/5y+YAQQGQ3RvL7NwtcL1bfZ8qPLHJ9/l2QpEAYEqX33fGhVw7ocUnqoi98gprvZTd4KN8f3iAHw7PKwo51x3go2YFO+wcOuqoPpUh10KS5YsaVpcB9wQaO86/E/hNjYq321s6rmLBZ5i2BxoqIE9qz1/bQ+wOs//3QkAMREhDO3Z1Xfb7lSXw4kD57oTbMR6SSyui0LCFi5cSHZ2tm2R3asd7/6ncL9dASU7Yco9aiHL0ySNVbdxfpoEsTq/mCE9u5ISH2G0KG5nYv84th4+SXWdDxaYb1owa6ZfX0yKap5addKzMp2PLcvMzaUZhRCvARuBQUKIo0IID6yiN49/KdyGepVV1m2osjSNICBAuRX2rzX+A+1iisur2XropF/VTmiNzNR4ausb2XbIB/+PtgWz5lwK3lLExkNJD1LKeVLKnlLKYGvU1HNuvWAr+JfC3fG6ijuc8gd3x/W1Ttoc1fZ51wfGyeAGPvLjZIfmGJsSS2CA8M0uELYFs+Zqh3hLaFhTHYXO8QMO/qRw62th3YPKZzV4hrGyJI5WGT1+5FaorKnn5W8OM7B7JP27RRotjkeIDA1iZJLJN/24LS2YgfpsgvEWbkWRasQa5qaUey/EfxRuzkuqkv1l96mqSEYihHJpHFwHp33QOjqPuoZGfv7KNr4rO829M9rZ5dhHyUyNZ8fRcizVdUaL4ji2BbOWFG5oJER08w4LN6qn8d9XD+IfCreuSvUq6z0e+l9utDSKtDkgG1T7HR9GSsl9K/P5cm8pf5udxiUD3Zfz7o1kpsbR0CjZUuAViUqOYVsw69nMgpmN2BTjG0raFG4nwn8UburlcLkXWLc2uqdB3ACfT4J4/PP9LN9yhF9d1p+5Y/sYLY7HGd03hpCgAN+Kx21twcyGN5Rp9EBar7fhHwo3PBZmPQ7JFxstyVmEUFZuwfqziwM+xoqcozz8yV5mj+rFHVMHGi2OIYQFB5LRN8a3/LhFOS0vmNmITVE+VKPKiUpp7dbrBQV0PIh/KFxvZdgcQMK3rq/N4242HCjjzrd2MKFfHA9dNwLhLXcOBpCZGse35gpOnPaRFkpFua1bt2CNVJBw6pBHRLqAmgpVd0RbuBqX0W2wign2MbfCvmMW/u+lrSTHRfDUD8cQEtS5PyYTrOUaNx30ASu3rQUzG0bH4vpya50s00CyTGvJMuVbX48gy3SvI0M79zfJE6TNgSOboPyo0ZI4RElFNQte2EJYcCAv/Ggspi7BRotkOCOSTESEBPpGuUZHFszA+FjciiK19U0L9xngbkCFrmSV70CVn20TrXDdjS3jbedKY+VwgNM19fx42RZOnqnl+fljSYrx32pgzhAcGMC4lFjf8OMW5ahtWxZuRDyERGoLt32Ek1W++bx99Y4M1ArX3cSlQs+RXp8EUd/QyK9ey+Hbogoe/8Fohif5cKcDN5CZGs/B0tMUl3t5zzpzLph6t92dWghjIxV8u3lkGVmmVEA1vcsyXQ+YHRmoFa4nGDYHCreq5n1eiJSSP763k892l/CXWWlMGey+np6+SmZ/Va5x40EvdysU5aofeEeINbBMo6UYQk0Q4pNFkH4BPA0MJstUCPwGuM2RgVrheoJhs9V25wpj5WiBp788yCvfHOZnl6Zy00V9jRbHKxnSoyvR4cF87c3xuI4umNmITVFRCo0GVEOzFPmqdQtZ5QfJKr8CSAAGk1V+MVnlBY4MNaB+YSckpi/0yoD8t+Hi3xotzTm8t72IB1fv5tqRidx51SCjxfFaAgIEE/rFsfHAcaSU3hkmZ96utm0tmNmISYGGWrWAFd3bfXI1h6XY7WUZ3UaW6f7zXlu35X9ua6i2cD1F2nVQnAdl+42WpInN351g0RvbGZccy8M3jCAgwAuViBeRmRpH4akqDp84Y7QozVPkQIaZPbEGRir4dlrvabtHA3A1kOzIQG3heophs+Dje9Ti2aV3Gi0NB0or+emL2STFdmHJLWMIDQo0WiSvxxaPu+HAcfrGeaHv0dEFMxu20LATByHlEvfJdT6NjWfbo/siWeX/Ove16WFUJ/I20Raup+iaCH0meEUSRKmlhgUvbCY4ULDsR+OIDvdg3zcfJjUhgm5Rod4bHubMghmAKQkCgj2/cHbmuKoXHeU3ab3hQD9HTtQWridJmwMfLoKSXdBtiCEinKmt5yfLtlBqqeH1hRP8uvOuqxFCMLF/PF/tK/U+P65twSx9nuNjAgJV23RPuxR8OyQMskx52ELCIBC1eNam/xa0hetZhs4EEWCYldvQKPn1a7nkFZbzv3mjGdm78xR+dhUTUuMoq6xl77FKo0U5F2cXzGwYERrm20kPANcA11ofVwKJZJU/5shArXA9SWQ3VdEs/21VLcmDSCn58/s7+XTXMf547TCmDu3u0ev7C5mp1vbp3pbm6+yCmY2YFBUf7snPo8VH03qzTLFkmWIBi92jCuhq3d8mWuF6mrTr1K1f8Q6PXva59d+xbOMhfjophfmZyR69tj+RFBNOn9hw7/PjOrtgZiM2RVXuOuPBAuu+28tsK5Bt3Z7/yHZkAu3D9TRDvgerfqfcCs4scLREQz2U7lZfuKJclUtfugd6jYZRN8OQa1m9+xQPfLiL6cN7cPfVxviO/YnM1DhW5ZlpaJQEuiCUrq6hkROnaym11FBWWUNMeIjz7h5nF8xs2BexiYhzfnx7sJghIgECfawwUlZ5Sken0ArX04THQr/JKjzsiiznOlQ01EPZHvXlMluVa3E+1Fep4yFR6ks3/Do48Dm881MagqMorxnH3B4zyLrhKh1r6wImpMaxfMsRdhaVMyKpecVYXddAqaWG46drKbMqUvWoveD5qTMX9ktbdOVAfjGlv2MLc+1ZMLNhX6YxKcP58e3Bl0PCbGSZYoABQNjZfeVftjVMK1wjGDYH3v05FG6DpDHNn9NQD2V7zyrWolyVONGkXCOVcs34MSSOUr672NSz7eEbGzHvWEv2yv8xM2A9N55cC0uehvQfwMgbff8DbyCZ1njcp9cdpH+3yCYFerxJmdZSWdN88aio0CDio0KJjwyhf0Ik4/vFEh8Zan2EEB8ZysubDvHwJ3spPFXFX2amERTYhufPtmCW6OSCGZzt4OvJSIWKIl9eMIMs00+A24EkIBcYD2wELmtrqFa4RjB4BnwQoqzcpDEql71s71nFas5VdU3tlWuPEVblmq5awcf1P6tcm+H4mTrmrQmiIvBXjLj1GfoWfww5r8Cnf4S1f4b+VyjlO+hqCAr10B/uHyREhTIiycSqPBXeFBMe3KQ0hydFNynOs9tQ4qzPw4HfyXEAACAASURBVILbTjAZ0zeGXjFdePzzA5jLq3n8B6OJCG3lq2pbMHM2QgEguItSfp6MVLAUt+/HwXu4HRgLbCKrfApZpsHAnxwZqBWuEXSJVk0vc1+Bo9lqAa3Omi4aHAE9R0DGj5RiTbQpV8czwarrGvjJi9mYy6t5beF4+ibGQOItMPoWlVqc+wpsXw5vzocusTD8Bhh1k2t8yp2E5QvHU1ldT2xESNsWqJMIIfj9VYPpFR3Ofe/mM3fJRp6fP5ZuXcOaH9C0YNZOH6wnyzQ21MHpUt+2cKGarPJqskyQZQolq3w3WSaHCpFohWsUGT+GI98oH+7o+UqxJo5yWrmeT2Oj5Lev55J75BRP3jSa0X1izj0hvj9c8Ue47F7l5819BbYuhc1PQ/fhSvEO/77nFlB8lPCQIMJD3Pv1+cFFfehpCuMXr25j9hMbWPqjsQzoHnXhiUU5HfuxjE2B/WvbP94ZKksA6esuraNkmaKBlcAaskwngSJHBrb4iUlevGpOawMLHpxhfI6qLzPwSrjL9VbFCxsKWJ1fzL0zhjAtrRUrIiAQBlyhHmdOqNjg3Ffgo8XwyX0waBqk3wT9p0Kg/l02iimDu/H6wgn8aOkWrntyA0tuyWB8P7sfw+pyVQsh/ab2XyQ2BSqLofYMhLg589CWZebL3XqzymfbnpFl+hwwAR85MrS1b9K1rRyTgFa4XsYucwUPrd7NFUO6c+vFTkSwhMfCuJ+qx7GdkPuqcjnseh8iusHIuZB+s2qKqfE4w5NMrPh5Jgte2Mwtz23mnzeMYGZ6L3WwacHMyYQHe5pCwwqg+9AOydomvp7WC5Bl+i/wOlnlG8gqX+fM0BYVbsGDM37UYcE0HqO6roHbl+dgCg/moeuGtz/Pv/swuOoBFbK27xO10LbpSdjwP+g1Bsb9n/L5trJgp3E9vWPDeee2ifz0pWxuX55L0alqfnZpP0RHFsxs2JdpdLvC9fm0XoBtwL1kmQYCK1DKt2OJD8mLV93R2sCCB2f82ykRNW7lwdW72XuskmU/HkdcpAuiDgKDVTTF4BlQWQo7Xoecl2HFQtj0OFz5AKRM6vh1NA5jCg/mpVvHsejNHTz00W4KT53hz7XbCOjIghnYlWn0wMJZRREEBEG4kxlx3kRW+TJgmTWd9zrgIbJMfcgqH9DW0NbMlCi7x6LzXjfjudcYxee7S1i6oYAfT0zh0oEJrr9AZAJk/hJu2wBznoHTx2HZNfDaD7yqoHpnIDQokP/OTednl6by8qbDlO7dTH2PDkaXhMdCmEn5gt2NpRgie/jLHVJ/YDCq+PhuRwa05lJoiitLXrxqlv1rjfdQVlnD79/azuAeUdw5zc0tcgICYMT3Yci1sOkJ+Oo/8MRFMPYncOld6ovbWdj9oWoRY0A8aUCAYPHVg0mOqKP7Z4W8dORypllqSIjqwJ2Np0LDLGbf9t8CZJkeAuYAB4DXgb+QVX7KkaGO/sx4trSVxiGklNz51g4s1fU8Om+UQ0H1LiG4C0z6Hfx6G4z6IWxeAo+mKz9vfY1nZDCSTU/C8nnwzkKPV32z58beJwFYZ+nFnCe/5kBpB0pGeqpMoz+k9cJ3wASyyqeRVf6Co8oW3FwtTAgRJoTYLITYLoTYKYT4k3V/rBBijRBin3Ub09Zcmgt5edMhPttdwj3ThzCwufhMdxPZDa59RLkaksbBJ/fC4+Ng50pDFZFb2fSkCp2LSVbZgYc3GSeLdcHsN7d8n6raBq57cgNbCtpZ9SsmBcqPqJRyd2Lx8bRegKzyp8gqb1d9zhYVbvLiVXnJi1ftSF68Kg8YbH2+w7bfwflrgMuklCOBdGCaEGI8sBhYK6UcAKy1vtY4wb5jFv66ahdTBiVwywSDW5t3GwI3vwU3v6My5d6cD89PU1l0/sSmp5SyHXwNLFwHoV1h2zLj5CnKAVMf0gb0453bJhIbHsJNz37Dqh1m5+eKTYHGeqV03UXtGRU3bEC3XiHENCHEHiHEfiGEYfqmNQv3MHAbKh53CGcrnNuqnbeJVNjuc4KtDwnMBGyf1GXALKcl78TU1Dfw6+W5RIYG8Y/rR3pPq5f+l8PPvoJrH1ULMM9eDm/dCqcOGy1Zx/nmafjoLqVsb1iq0rOHX6+s+SqH7yhdizkXEtWCWZ+4cN6+LZMRvUz84tVtPPPlQaQzdxn2ZRrdRaUxIWFCiEDgcVR33aHAPCGEm+Pfmqe1xIdPgIeBnijH8GsFD87IdfYC1j92K2pF73Ep5TdCiO5SSjOAlNIshOjmvOidl4c/3sMucwXPL8jo2EKJOwgIhDHzVf+2r/8LGx5TCRTjb4NJd6jVcF/jm6dh9Z1K2V7/wtk6rqPnQ/bzkPemShrxJM1kmMVEhPDyTy7id29s54EPd1F4qor7rhnqWM1e+zKNqW6S2bjC4+OA/VLKgwBCiOUoo+/bds+YZRoNXIwyIL8mq3ybI8NatHALHpzx34IHZ0wALgVOAC8kL161K3nxqvuTF68a6KhcUsoGKWU6qpTZOCFEmiPjSktLycjIaHosWbLE0Uv6Nev3lfHMV99xy4S+XDbYi9vkhEapeg2/2mpVvo/Ao6Nhy7Pu9xO6km+WnKtsg+w6HCemqypu25Z53mfdQoZZWHAg/5s3ip9OSmHphgJue3krVbUNbc8XlQiBoe61cCtsrXU87lLoBdj7So5a97WPLNP9qDvzOCAeeIEs072ODG0zSb7gwRmHgIeAh5IXrxoFPA/8EdWt0mGklKeEEF8A04BjQoieVuu2J1By/vkJCQlkZ/uZD7CDnDhdyx1v5NK/WyT3TPeRzg2mXjD7Kbjo/+Dje1W3i2+WwJV/hQFTnSvA7mk2PwOrfw+DZlyobG2Mma/+pqIc1WXDUxTlqG0zGWYBAYI/zBhKr+gu/OmDb5n3zCaem5/RekJMQADE9HVvpIKbssyWLFlib5A1l1HR3IesI7+Q84BRZJVXA5BlehCVffbXtga2GaWQvHhVcPLiVdcmL171CrAa2IvKrmgTIUSCECLa+rwLcAUqQPg9YL71tPnAu47M15mRUnLX2zs4daaO/96Y7rkQMFeROAoWfAA3vqoWZ169AV6apYqqeyObn1Et7QfNUD7b5pQtqDTn4HDPL54V5YKpT6sZZgsmpvDUzWPYZa5gzpMb+K7sdOtz2hpKuguLGYK6uNyttHDhQrKzs20GWnPRA0eB3navk3CwulcLFGDf6QFCUTG5bdJaau9UlCafAWwGlgMLCx6c0cZ/7Rx6AsusftwA4A0p5QdCiI3AG0KIW1GLczc4MWenZPmWI6z59hj3zhjCsEQf9IOCsmYHz1AVyLKfh3UPwlOTVEnIy+7znvhMR5UtKOUxbDbkvaXSnUMjPSOj3YJZa1w1rAevLRzPT5ZlM+eJr7l+TBIT+8czLiX2wvKSsSlQsF65R9xx52GLwfX8Xc0WYIAQIgUoBG4EftCB+WqAnWSZ1qAs5anAerJMjwKQVf7rlga25lK4B3gVWFTw4Ix2BfdJKXcAF9zzSCmPA5e3Z87OyIHSSv78/rdc3D+eH0/scB874wkKgfE/U1XIvnxYLUrlr1CLahN+CcEtFNr2BFuetSrb6W0rWxuj56vSljvfUUXe3U3VKadKMo7uE8M7t2Vy37v5LNt4iGe++o7gQMHoPjFc3D+ezP7xjEwyERSTAnWnVYHwSDesY1vMhpRllFLWCyF+CXyMcoU+L6Xc2YEpV1gfNr5wdKBwKnTEg2RkZEjtw4Xa+kaue3IDR06e4ePfXEL3lqr++zInDsKa+1U0Q3QfZSkOudbzltCWZ5U/duDV8P0XHVO2oCzCJ8arVkg/9UAh74Pr4MXvqbjn/s7ZLVW1DWQfOsHX+4/z9f4y8ovKkVL1WvtJj/3cfuwejs5eSa8Rk10fbvjoKOVauv55185rhxBiq5TSQ90wnUdXlvZy/vPpXvIKy3nq5jH+qWwBYvvB3JeVIvloMbzxQ0ieBNMehB4OBbV0nC3PtU/ZwtmuHR/freoJdx/mPjlBuROgXXUcuoQEMmlAApMGqCJHJ0/XsvHgcdbvL2PL3lIA/vX6x2xY1cDE/vFc3D+eif3jO/7Zk9LqUvDxLDOALNMA4O+omF77rr392hqqFa4Xs/HAcZ5ad4B543ozLc1L/JvupN+l8H9fwbal8NkD8PQkGLMAptzr3pY/2c/DqjusynaZc8rWxoi5qkHnthfh6odcL6M9tgUzFxQLiokIYfrwnkwf3hPqByL/+ktuHQp1AbF8saeUd7YVAjCgW2STAr6oXyxRYcHOXai6XPXt8xY/fcd4ARWp9R9gCvAjmo+EuACtcL2U8jN13PFGLilxEdx3jSFJMcYQGKSqjw2bA+seUgtY+W/D5LvV/kAnv+htkf08fPBbGDjNqmzbmUgSEafcINuXwxV/cq8f2sEFM6cJCkWYkkgLP8Fjc0bT2CjZVVzB1/vLWL//OMu3HGbphgICAwTpvaObFHB672hCgtoIePKPwuM2upBVvpYskyCr/BCq1c5XKCXcKlrheiFSSu5ZkUeppYYVP5/o9maFXkl4rLIUx/xI3ap/tFgpx2l/Vy3eXUH2C0rZDrjK6kboYNbe6Pnqx2HXe6qMpTtwcsHMaWKSm2JxAwIEwxJNDEs0sfCSVGrqG9h26JRVAZfx2Gf7eHTtPsJDAknrZWJQ9ygG9ohiUHf1MIXb/Tg2tdbxC4VbTZYpANhHlumXqMgHh1YZO+E32ft5e1shq/LM3DVtMMOTfDQEzFV0G6wWh/Z+rBTvy9cpa/TKB1QH4vaS/QJ88BulbOe+1HFlC8rvHJMCW5e5T+E2ZZi5qQ5vbIqq9dsMoUGBTEiNY0JqHIuuGkR5VR2bDqrFt51FFazMKcRSczaLsHvXUAZale/U+p1cBFSFJdDFPZJ7kt8A4cCvgb8Al3E2r6BVtML1Mg4dP80f381nfL9YFl7Spg++cyCE6iKcOkWFkK37h4oKuOj/4NI7nQ+k37rU9coWVLbW6Ftg7Z9UJ4yO/CC0RAcWzBwiJgXOlEGNRaVnt4KpSzBXDevBVcOUX1ZKibm8mj3HLOwttqjtMQsvbTpEiNzBRcEw+r/5JMQUKkXcI9K6jaJffGTbbglvIat8i/VZJcp/6zBa4XoRdQ2N3L48l8AAwb+/n+5Y0ZHORFAoTPw1jLwR1v4ZNj6ufKaX3w+jblaFc9pi61J4/3YYcKVrla2N9Jvg8wdU5tmVf3Ht3ODSBbNmsS9i03OEU0OFECRGdyExugtTBp29w25olFSu+Ji63V25bdJw9hyzsO+YhS/2lFDfqMJSgwIEKfERTS4JmyLuExvufd8D1Tzy90Bf7HVoVvllbQ3VCteL+N9n+8k9corHfzCaxGg/uPFyF5HdYOZjahHto8Xw/q9VDO3VD0HfzJbHbV1mp2xfdr2yBYjqrlweua+q7Ln2RDy0hrsWzGzYl2l0UuG2RGCAwFRfBtGJ/Prys30Wa+sb+a7s9DkWcX5hOR/mmZtqAZm6BJNz31QCvEvpvgk8BTwDOFAZ6Cxa4XoJ2QUneOyzfVw/JokZI/xiYcH9JKbDj1arDK9P7ocXrlbRDVP/DNG9zz1324tKMfefCt93g2Vrz+j5sPsD2Lsahs503by2BbNRN7tuzvOxt3BdSTOtdUKCAhjUQ1my2P2GnKmtZ39JJXuKLZw6U+dtyhagnqzyJ9szUCtcL6Ciuo7bl+eSFBNO1vfcHDTvbwgBadepGNoNj8L6R2DPhzDxdvUIiVDK9r1fKWU792X3pw73vxy6JimL2pUK17Zg1jO99fM6QpgJusS6vkxjhRlSLnHo1PCQIEYkRTMiKdq1MnQU1RYd4H2yTD9HpfeebeKXVd5mCQStcL2A+1fmU1xRzZs/m0BkqP6XtIuQcJi8WPlQP/2jiuHNeVkpvE1PqlAyTyhbUL7kUTcrGU4eUmUPXYG7F8xsuLqhZGOj6vbg+0kPW1HFamwm9+/tjklAZ5p5OytzClmZW8QdUwcyuo/updlhonurXP2xP4HVd6l27v2vgLmveLYojk3h5rwMl/3BNXO6e8HMRkwKHN3suvnOHFclOX09BjervMOVo7TCNZAjJ85w38p8MvrG8PPJ7upr0knpmwkLv4DDGyFprHt9ts0R3Vsp+pyX4dK7VAZdRynKuaDDg1uITVF+8fpa1yz6WWydHnzcws0yjQWOkFVebH19C6o2uDXbrG2Xgo8Evvkf9Q2N/PZ1dYv4n7npBAXqf4XLCQiE5Is9r2xtjJmvlM3+Tzs+V9Up5Vf1hMKNSQHZ6LoOvra0XgNKM7qYp4FaALJMlwAPAi8C5YBDPcD0t9zDNDZKVueZmfXE12QfOslfZqXROzbcaLE07mDgNIjo5ppuEJ5YMLPh6kiFprReH7dwIdDOip0LLCGr/G2yyu9DNcltE61wPURdQyPvbDvKlY98yW2vbON0TQP//v5IZo1qfy87jZcTGAzpP1BpyRXmjs3lqQUzcH3LdJuFG+nFTU8dI5Ask803dDnwmd0xh3xG2ofrZqrrGnhr61GeWneAoyerGNwjiv/NG8X04T29L4NG43pG36I6Fue+Apcsav88RTmqOLu7F8xAWaJBXVxn4VYUQUSC6yu9eZ7XgHVkmcqAKuArALJM/VFuhTbRCtdNnKmt59VvDrPky4OUWGpI7x1N1rXDuHxIN9dX0td4L3GpqqjNthfh4jtUvYX2UJTrGXcCqNjm2BTXWri+HqEAkFX+AFmmtahejZ+QVW5rlxMA/MqRKbTCdTHlVXW8uKGA57/+jpNn6shMjeM/c9PJTI3TirazMmYBvH0rfLdOFeBxFtuC2egfuly0FolJUVltrsBi9g+FC5BVvqmZfXsdHa4Vrosoq6zhufXf8dLGQ1TW1HP54G784rL+OrZWA4OvgS4xavGsPQrXkwtmNmJT4MBnKmmhvVa5DUuxZ3zPPoBWuB3EXF7F0+sOsnzLYWrqG5k+vCe/mNyfoYldjRZN4y0Eh8HIeap7xekyiIh3brwnF8xsxCRDfZXKEOtIOFdDneoC7PshYS5BK9x2UlB2mqfWHeDtbUeREmaN6sVtk1NJTYg0WjSNNzL6FpX1tv01yHTI3XcWTy6Y2bAPDeuIsqw8Bkh/CAlzCVrhOsmeYgtPfLGf97cXERQYwLxxfVh4ST+SYnQsraYVug2BpHFq8WzCL51rAe/JBTMb9qFhyRPbP49/9TLrMFrhOsj2I6d47PP9rPn2GBEhgfx0Uj9unZRCtyg/bV2ucT1j5sO7v4DDm6DvBMfGGLFgBsqiFoEdDw2r8JO0XhehFW4b7C6u4IFVu/hqXxmmLsHcfvkAfjQxmehwFxeW1vg/w2bDR3erxTNHFa67e5i1RGAwmJI6HhrWZOFqHy5ohdsmv1mey7GKahZfPZibx/fV5RM17SckAoZfD7mvwbQHoYsD9V6LctTW0y4FcE2ZRosZAoIgPM41Mvk4OrW3FXaZK9hdbOGOKwfxs0tTtbLVdJzR89Xqf96bjp1vzvX8gpmNGBckP1iKIbJHx0PL/AT9LrTCypxCggIE1wzXDn+Ni0hMh54jVTcIW+Ou1jBiwcxGbApUnVR+5PZiKdL+Wzu0wm2BhkbJu7lFTB7UjZgI7a/VuJDRt8CxPCja1vp5VSetJRkNShpwRREbSzF01QaLDa1wW+Cbg8cprqhmtq7mpXE1w2+A4HAVItYaTQtmBlq40DE/rj+l9boArXBbYEVOIVGhQVw+pJvRomj8jTCTiljIewtqKls+r8iaYWaUSyEmWW3ba+HWnoHqcu1SsEMr3GaormtgdX4xVw/vQVhwoNHiaPyR0fOhtlK1smkJIxfMAEKjVFnF9lq4TYXHdUiYDa1wm+HTXceorKnXxcE17qP3OEgYrBbPWqIo1/iiL7H94GRB+8Y2xeBqC9eGVrjNsGJbIT1NYYxP0bGDGjchhLJyC7Ph2M4Lj9sWzIxyJ9iI6UAsbpOFq324NrTCPY/jlTWs21vK99ITCdAdGTTuZOSNEBjSvJVr9IKZjdgUqCiE+hrnx/pALzMhxA1CiJ1CiEYhRIa7r6cV7nmsyjNT3yh1dILG/YTHwpBrYcdyqKs695jRC2Y2YlIACScPOT/WUqyiMcJMLhfLheQDc4AvPXExrXDPY0VOIYN7RDG4h65nq/EAo+erlfxd75+735wL0X2NWzCzEduBWFyLWVm3XtzpREq5S0q5x1PXc6vCFUL0FkJ8LoTYZTXbb7fujxVCrBFC7LNuvaItQkHZaXIOn9LWrcZzJE9SVuT5boWiXOPdCXA2+aE97Xb8pZeZC3G3hVsP/E5KOQQYD/xCCDEUWAyslVIOANZaXxvOytxChIDvpeswFo2HCAhQmWeH1kPZfrXPWxbMQHWnCIls38JZhXek9QohPhVC5DfzmOlpWdyqcKWUZinlNutzC7AL6AXMBGw/6cuAWe6UwxGklKzMKWRCvzh6mroYLY6mM5F+k6qotc36lfCWBTNQ7oD2FLGR0mMW7pIlS8jIyCAjIwPggv5FUsorpJRpzTzedbtw5+ExH64QIhkYBXwDdJdSmkEpZcDwdK7cI6coOH5Gx95qPE9Udxg4DXJfhfpa71kwsxGb7LyFW12uqqJ5QOEuXLiQ7OxssrOzAcrcfsEO4BGFK4SIBN4GfiOlrPDENZ1lZU4hoUEBTEsz/hZI0wkZswDOlMGeD71nwcxGTAqcOgSNDY6P8ZGkByHEbCHEUWACsEoI8bE7r+f2Aq9CiGCUsn1FSmnLYzwmhOgppTQLIXoCJeePKy0ttd0iAOpXbOHChW6Rsa6hkfd3mLliaHe6hgW75RoaTaukXgZdk5Rb4cRB73An2IhNgYZa5ZON7u3YGIu1tY6Xd+uVUq4AVnjqem5VuEIIATwH7JJS/tvu0HvAfOBB6/YCX0pCQoLtFsHtfLWvlBOna5mdrt0JGoMICIRRN8O6hwCpwsW8BfsyjQ4rXN+wcD2Nu10KE4EfApcJIXKtj+koRTtVCLEPmGp9bRgrcoqICQ/mkoEJRoqh6eyMuvnsc2+zcME5P64tyyxSK1x73GrhSinXAy1FPV/uzms7iqW6jk92FvP9jN6EBOk8EI2BRPeG/lfA/jXes2AGytUREORcpEKFWWWYhYS7Ty4fpNM36fp45zFq6ht1dILGO7jyLzDwKu9ZMAMIDFJlIp21cHVZxgvo9Ap3ZU4hfWLDGd3HgQ6qGo276TZEPbwNZ2NxLcXaf9sMnfoe+lhFNV8fKGPWqF4IL8731mgMJ7YfnChwrPEl6LTeFujUCve93CKkhFk6lVejaZ3YFKgpV2nHbdHYCJXawm2OTq1wV+QUMrJ3NP0SIo0WRaPxbmKciFQ4UwaN9V4fg2sEnVbh7im28K25gtnautVo2saZMo0+UHjcKDqtwl2ZW0hggOCakVrhajRtYuvg64iF25T0oH2459MpFW5jo+TdnEIuGRBPfGSo0eJoNN5PcBelQB2xcCusab1a4V5Ap1S4mwtOUFRerWNvNRpniElxrBC5pRgQEGl4EUCvo1Mq3JU5hUSEBHLlUO1j0mgcJtbBDr4WM0QkQKAuBHU+nU7hVtc1sCrPzFVpPegSEmi0OBqN7xCTosK9as+0fp5OemiRTqdwP99dgqW6Xvct02icpSlSoaD18yxFOiSsBTqdwl2RU0hCVCiZqRd04tBoNK0R42BomLZwW6RTKdxTZ2r5fE8JM0cmEhigU3k1GqdwpExjQx2cLtURCi3QqRTuqjwzdQ1SRydoNO2hSwyEmlq3cHXh8VbpVAp3ZU4hA7pFMiyxq9GiaDS+hxBtN5RsUrjah9scnUbhHjlxhi0FJ3VlMI2mI7RVplGn9bZKp1G47+YWAjBT107QaNpPbAqcOgwN9c0f12m9rdIpFK6UkhU5hYxLiSUpRrf80GjaTWw/VQms4mjzxy1FEBAM4XGelctH6BQKN7+wggOlp3XsrUbTUdoq02gLCQvoFKrFaTrFu7Iip5CQwACmp+nbHI2mQ7RVptFi1v7bVvB7hVvf0Mh724u4bHA3TOE6t1uj6RBRiRAY2raFq2kWv1e4Xx84TllljY691WhcQUAAxPRt2cKt0N16W8PvFe7KnEK6hgUxZXCC0aJoNP5BTIpqKHk+tadV3zNt4baIXyvc0zX1fJRfzIwRiYQG6cpgGo1LiLXWxT2/g68OCWsTv1a4a749RlVdg45O0GhcSUwK1J1WNRPs0UkPbeLXCndFTiG9oruQ0TfGaFE0Gv+hpSI2NgtXl2ZsEb9VuKWWGr7aV8qsUYkE6MpgGo3raKlMo7Zw28RvFe7724tolDArXbsTNBqXEtMXEM1buMHhEKqLQ7WE3yrclbmFpPXqyoDuUUaLotH4F0Gh0LXXhRZuRZFaMNPFoVrELxXu/pJKdhwt19atRuMummsoaSnWEQpt4JcK993cQgIEfG+kdt5rNG4hJrl5H66P+W+FEP8UQuwWQuwQQqwQQkS783p+p3AbG1VlsIn94+nWNcxocTQa/yQ2RYWF1VjUayl9Na13DZAmpRwB7AXudufF/E7hbj18kqMnq3TsrUbjTmLO6+BbfQrqq3wuJExK+YmU0lbcdxOQ5M7r+Z3CXZFTSJfgQK4a5nO/tBqN7xDbT21tflz/6GX2Y2C1Oy8Q5M7JPU1NfQOrdpi5clh3IkL96k/TaLyL88s0NsXget+imRDiU6C5X4I/SCnftZ7zB6AeeMWdsviVVvpiTynlVXW6MphG427CTNAl9qyFW2Fc0sOSJUtYsmSJ7WX8+cellFe0Nl4IMR+4BrhcyvMLRLgWv1K4K3MKiYsIYVL/C95zjUbjamJTvMLCXbhwIQsXLgRACFHmzFghxDTgLuBSKeUZN4h3Dm714QohnhdClAgh8u32xQoh1ggh9lm3Lil0UF5Vx9pdJVw7MpGgQL9zTWs03kdMyrk+3LBoUSkMFgAACl9JREFUCO5irEzO8xgQBawRQuQKIZ5y58XcrZmWAtPO27cYWCulHACstb7uMKvzzNQ2NOroBI3GU8SmQPlRaKizxuB6n/+2LaSU/aWUvaWU6dbHz9x5PbcqXCnll8CJ83bPBJZZny8DZrniWityCukXH8GIJJMrptNoNG0RkwKyQbVNt5ihq+8pXE9jxL13dymlGcC67dbRCUss1WwuOMGsUb0QOo9bo/EM9mUadVqvQ/jFolm3qDC+WDRZh4JpNJ6kqWX6AV/NMvM4RmioY0KInlJKsxCiJ1DS3EmlpaVkZGQ0vbZfiWyOvnERLhdUo9G0QlQPCOoCR7co14K2cNvECIX7HjAfeNC6fbe5kxISEsjOzvakXBqNxhmEUEVsDm1Ur7XCbRN3h4W9BmwEBgkhjgohbkUp2qlCiH3AVOtrjUbji8SmQMVR9Vwr3DZxq4UrpZzXwqHL3XldjUbjIWx+XNA+XAfQGQIajab92CIVEBDZ4YAjv0crXAewy9P2GXxNZl+TF7TMwFkLN7IbBAa7dm588z1uDa1wHcAX/+m+JrOvyQtaZuCshesmd4IvvsetoRWuRqNpP6beIAL1gpmDCDdXI2s3QohS4JDRcliJB5yqQuQF+JrMviYvaJk9gbPy9pVSJrhLmI7itQpXo9Fo/A3tUtBoNBoPoRWuRqPReIhOoXCFEFII8ZLd6yAhRKkQ4oMOzntBgXXr/tetxYxzhRAFQohco2W1zhUnhPhcCFEphHjMbn+Unby5QogyIcQjHbxWZRvHvxBCZDSz/5dCiP3W9yHebv/v7eTLF0I0CCFiOyjjH4QQO4UQO6zzXtSR+axzuu09tr4n/7J7vUgIkeUCmS8RQmwTQtQLIa632z/lPJmrhRDtKqfa1uehI3Jaj/3D+r/cJYR4VHhp2cDOUl7rNJAmhOgipaxCpRQXOjOBECLIrp2yjaWoivEv2u+UUs61G/cvoNyTsrZCNXAfkGZ9ACCltADpttdCiK3AOy66prN8DXwAfGG/U0r5T+CfAEKIa4HfSinPr7XsMEKICag+VqOllDVW5R7S3vnscOd7XAPMEUL8XUrpyoWvw8ACYJH9Tinl51hltv647Qc+ceF1naVZOYUQmcBEYIR113rgUs77DHkDncLCtbIamGF9Pg94zXZACDFOCLFBCJFj3Q6y7l8ghHhTCPE+zXzQWiiw3oT1V/b79tdyo6xfCSHsv9BfCyFG2E8qpTwtpVyPUgotyTwAVaP4Kydlbm6uyfaWuRDiMSHEgtbGSClzpJQFbUx9znvSTnoCZVLKGut1y6SURVY5xwgh1gkhtgohPhaqqp3NKn/E+r7nCyHGNSO/O9/jemAJ8Ntm5uwrhFhrtdbXCiH6CCFM1jusAOs54UKII0KIczIUpJQFUsodQGMr174eWN2Rvl9CiEirbNuEEHlCiJnW/clWy/QZq5X6iRDigl49rcgpgTDUD2YoEAwca6+c7qQzKdzlwI1CiDDUL+E3dsd2A5dIKUcB9wN/szs2AZgvpbysHdecBByTUu7zgKzPon79EUIMBEKtH05nmQe87u7upe1FCBGOatv0dgen+gToLYTYK4R4QghxqXX+YOB/wPVSyjHA88ADduMipJSZwM+tx9pDR97jx4GbhBDntzZ5DHhRSjkC1er7USllObAdZe0BXAt8LKWsa8d1b6TjP3LVwGwp5WhgCvAvu1v/AcDjUsphwCngOkcnlVJuBD4HzNbHx1LKXR2U1S10FpcCUsodQohk1If9w/MOm4BlVstDon4hbazpwK1ruyyxdsr6JnCfEOL3wI9R7o72cCPww3aO9QTXAl93xJ0AIKWsFEKMQf0oTgFeF0IsBrJRroA1Vl0QiPoS23jNOv5LIURXIUS0lPKUk5dv93sspawQQrwI/Bqosjs0AZhjff4S8A/r89eBuSiFdCPwhLPXtFr4w4GP2yOz/VTA34QQl6Cs1F5Ad+ux76SUtrWOrUCyE/L1B4YASdZda4QQl1jvQL2KTqNwrbwHPAxMBuLs9v8F+FxKOduq6L6wO3a6PRcSQgShvgBj2jMeJ2WVUp4RQqxB9Yz7PnDBgpQDMo8EgqSUW9sp8/nUc+5dVJgL5nSFpQWAlLIB9f59IYTIQ9Vn3grslFJOaGlYG69bxUXv8SPANuCFVs6xyfUe8HerD3YM8Fk7rvd9YEU7LWN7bgISgDFSyjohRAFnPxM1duc1AM60/50NbJJSVgIIIVYD4wGvU7idyaUA6hbwz1LKvPP2mzi7MLXARde6AtgtpTzazvHtkfVZ4FFgSzstQFf4Ru05BAwVQoRab4E7VJbTOseltFC03sm5BlnvEmyko+TdAyRYF9UQQgQLIYbZnTfXuv9ioNx62+4MHX6Prf/bN4Bb7XZvQP0YgVJs663nVgKbgf8CH1h/ZJzFVZ8LE1BiVbZTgL4umBPUYtqlQkX0BKM+I17pUkBK6fcPoLKZfZNRH0BQt2N7USvkfwEKrPsXAI+1Mu9rqNvNOuAocKvdsaXAzzwlq925u4FprcxfgFroq7TKPNTu2EFgsAve7yDguPX5P1BK7APUqvwC6/4vgIxmxv7aKlc9UAQ8a3dsAbDcRZ+JMSgl9S2wwypbvPVYOso62g7sBH5qJ/PfrePygXGefI/tPxuoW/EzQJb1dTLKet0BrAX62J17PcrivbSFecda5TwNHEdZ+NjNWwgEdPTzgErT3Yhy2zyLUorJ1ke+3fmLbH+XI3Ki3D5PW+f7Fvi3Kz4j7njo1F4/QgiRiFIKg6WUra04u1uOkcAzUsoLVvF9GSHEF8AiKaXu/eQE/vp5aA+dzaXgtwghbuH/27tj1SjCKIrj5/QJLvoCgk1AEWxsVAg+QcgL2IqFWAqKxC6gjZWNYBVIYaFFxEpEEMRGEQnaWKUSbWJldS3uN2az7q5o3DsL+f+62Zn9dgaWw8zszvny3ww3eg7by8oz/5t97QPmB9+H/TjDBYAinOECQBECFwCKELgAUITABYAiBC5K+T/XT9oe2L4ytLz8r2MBs0bgotqv+sm2fND6yYGySAaYewQu+jCtfvKo7cetZvB1VzFpe81Z+P7C9mfbV9tb1iWdcBZk32mvLdh+ZPuj7Y2ukcr2uu3tNvbdmkMF9hy28hrMh01Jt9ql/2llb8SFtu62pLcRsWL7orLcvev5XVI2ey1K+mT7vqTrkk5FRFeUvSzpjKSTykeDX0k6Z3tbWXKyFBFhezD7wwT24wwX5SJ7eo9rfP3keWW9oCLiuaRjQ92vWxHxI3K2gy/aq/Yb9SYidtoTd+/aZ+0q+1gf2F5V9hAApQhc9KWrnxxtoRo3F1X3OORohd+kK7TftoucHumssrh8RdKzv91h4KAIXPRlUv3kS2W9YHd74GtE7E4Z57vyFsNUthckHYmIp5KuaWh+MaAK93DRi8ie4HtjVq1Jemj7vfKy/9IfxvnmnL/tg/LHuK0Jmy5KetKmLbLGzAsGzBrlNQBQhFsKAFCEwAWAIgQuABQhcAGgCIELAEUIXAAoQuACQBECFwCK/ARHHuisbD0WkgAAAABJRU5ErkJggg==\n", 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KtSKtJhkv2HyInOOl3DDae1vFVab2i+NAXjGb9mtXhVKtRatJxnNXZdClfSjnJcU4HUqdLjgnDj+x/oAopVqHFjMhaW12Hi5g5e4j/GF6X5+YkbldmyBGdm/Pgs2HuHtaH6fDUapBFqdl8fyyXXRpF0b3Dm3oHtPGeu7QhrCgVpF66qVVfCNvrNxLoL9wdbLvTDM/rX88D32cxu7s4/TwoptTlHJHZaXhb59v4WhhKZlHi3i/Ws3u+IiQUwk6us3J113ahREU0GpO2E/T4pPxyZmfB3T0+MzPTWmqnYwXpmVx+3majJVvWbwli93ZhTx17RBmDOlMUWkF6bmF7MmxHruzC9mTc5zPNx7k6Imyk9v5+wld2oXaLei2dI9pQw+7NR0fEeITZ7YN1eKT8Sc/HmzWmZ+bSueoUAZ0jmDB5kPcfl5Pp8NRql5Sl+2mc1QoFw60qiKGBvlzTscIzukYccZnj50oPZmk9+QUsjunkD3ZhazcfYQilwl7QwL9SIw+1dVx+bDO9IoNb7afydNafDJesjWL3nFtGZHYPDM/N6Vp/eJ5YtF2DucXExsR4nQ4SrllXcYR1mYc5c8X9yPAjZurosKCGNo1iKFdT/8/aozhcEGJ3Yq2WtJ7cgrZllXAorQsxvSM1mTsS/59w3AO5Rf7ZNH2aQOsZLwwLcvnWvaq9Xr+691EhQVyzYgudX+4FiJCXEQIcREhjOkZfdp75S1wEt8W31Pu5ydefZNHbZJi25IYHaZD3JTP2JV9nEVbspg5uptHR0wE+Pu51er2JS3rp2lhRIRp/eNZsSuXvKKyujdQymFzvtlNoL8fs8YmOh1KnUTkJRE5LCKbnI4FNBl7van94yivNCzVKZmUlztcUMy89fu5cngCHXxj5NIrwHSng6iiydjLDe3SjpjwYBZuznI6FKVq9ep36ZRVVHLr+B5Oh+IWY8wywGum1tFk7OX8/IQp/eJYuu0wxS7DfJTyJoUl5by+IoNp/eLp3qGN0+H4JE3GPmBqvzgKSyv4dmeO06EoVaO31+wjv7ic287zjVaxN9Jk7APG9uxAeHCAdlUor1RWUclLy/cwMrH9GWOFnZaamkpycjLJyckAHZyOpzaOJWMR+Z2IbBaRTSLyloiEiEh7EVkkIjvsZ+/6l3VIUIAfk/rGsnhLFhWVWuNYeZdPNxxk/7Eir2wVz549m7Vr17J27VoArz61dCQZi0hn4DdAsjFmAOAPXAvcCywxxiQBS+xlhTWqIrewlLXpXnO9QSmMMTy/bDe9YtsyqU+s0+HUi4i8BawA+ohIpoj83Ml4nOymCABCRSQACAMOADOAV+33XwUudSg2rzOxTyxB/n4sTNOuCuU9vtmRw5aD+cwe38PnivgYY64zxnQ0xgQaYxKMMS86GY8jydgYsx94HNgLHATyjDELgThjzEH7MwcB3/pT60FtgwMY1yuaBTodk/Iiqct2ExsezIyhnZwOxec51U3RDqsV3B3oBLQRkRudiMWXTOsfT+bRIrYcLHA6FKXYtD+P5Ttz+Nm47gQH+Dsdjs9zqpviAmCPMSbbGFMGvA+MBbJEpCOA/VzjbWfZ2dknr5AmJyeTmprabIE76YJ+cYhOx6S8ROqy3bQNDuD6Ud4/r6QvcKpq215gtIiEAUXAZGAtUAjMAh6xnz+saeOYmJiqq6OtSoe2wSR3a8eCzYf43ZTeToejWrF9R07w6caD3DIukcjQQKfDaRGc6jNeBfwXWA9stONIxUrCU0RkBzDFXlYupvWPZ+uhAvbmnnA6FNWKvbh8DwLccm53p0NpMRwbTWGM+bMxpq8xZoAxZqYxpsQYk2uMmWyMSbKfdRxXNVP7xQOwME27KpQzjhaW8s6afVwypBMdI32zPK030jvwfEzX6DD6xodrv7FyzBsrMygqq2D2BO+7ycOXaTL2QdP6x7M24yg5x0ucDkW1MsVlFby6Ip2JfWLoG3/mfHatWkpkb1Iil5ASucleHkRK5J/c3VyTsQ+a2j8OY2Cx3gCimtm89ZnkHC/ltgk6SW4NXgDuA6yZIFLyNmDdWewWTcY+qF/HCBLahWpXhWpWFZWGOd/sYVBCJKN7tHc6HG8URkre6mrryt3dWJOxD6qajunbnbkcL3H731qpRlmUdog9OYXcNqGnT07w2wxySInsCVi3yKZEXol1h7FbNBn7qKn94iitqNTpmFSzMMbwn69307V9GNMHxDsdjrf6FfA80JeUyP3Ab4FfuruxUzd9qEZKTmxPdJsgFm7O4qJBWhdAedaa9KP8sO8Yf5nRH38fKwjUbFLydgMXkBLZBvAjJa9edQs0Gfsofz/hgnPi+GzjQUrLKwkK0JMc5Tmpy3bRLiyQq4Z3cToU75US+WC1Zfs57y/ubK7/g33Y1P5xFJSU890ur66ZrXzcjqwCFm85zE1jEgkN0oJAtSh0eVQAPwES3d245beMSwtB/CCw5d0pNK5XB8KC/FmYlsVEHyvsrXzHC9/sJiTQj5vGdHM6FO+WkvfE6cuRjwMfubt5y28Zf3o3zLkAcnY4HUmTCwn0Z2KfGBalZVGp0zEpD8jKL+aD7w9w1fAuRLcNdjocXxMGuH2bYstvGQ+4AnYsgOfPg4v/CYOudjqiJjWtfzyfbTzE9/uOMrybjv1UTevlb9Mpr6zkF+O1IFCdUiI3UjWszZpKLgZwq78YWkMyTroAbl8O//05vH8rpH8DP3m0xXRbTOobS6C/sHBzliZj1aQKisuYuyqDnwzoSLfoNk6H4wsucnldDmSRkqc3fZwmohPM+hjG/y+sfw1emAzZ252OqklEhAQyuodOx6Sa3tur91FQXK4FgeqSEtmelMj2QIHLowiIsNe7pXUkYwD/AJj8INwwD44fgtSJsOFdp6NqEtP6x5Oee4Idh487HYpqIUrLK3np2z2M7tGewV2inA7H263DmhxjXQ0Pt2fBaPndFNVV77bYs8zqtggKczqyBpvaL44/fbCJBZsO0Tsu3OlwVAvw8Y8HOJhXzN8uH+h0KN4vJa9JOtRbXzKGU90WS/8O3zwO+9fBVa9CjG9OZRQbEcLQrlEsSDvErycnOR2O8nHGGFKX7aZPXDgTe8c4HY5vSYlsByQBIafW5S1zZ9PW001RnX8ATH4AbpwHx7Osbosf33E6qgab1j+eTfvz2X+syOlQlI9buj2bbVkFzJ7QQwsC1UdK5C+AZcAC4CH7OcXdzVtvMq7Sy+626DQE5s+GD++EUt+bX25qvzgAFmpZTdVIqV/vJj4ihIsHa82TeroLGAFkkJI3CRgKZLu7sSZjsLotbvoIxt8N378BcyZD9jano6qXHjFtSYptqzWOVaNsyDzGit253HJuotY7qb9iUvKKAUiJDCYlbyvQx92N9duuclq3xWG72+Jtp6Oql2n941m95whHC0udDkX5qOeX7SY8OIDrRnZ1OhRflElKZBTwAbCIlMgPgQPubqzJuLpek+1ui2Ew/zb48Fc+020xtX8clQYWb9HpmFT97c09wecbD3L96K6EhwQ6HU7tKiucjuBMKXmXkZJ3jJS8FOAB4EXgUnc312Rck4iOcNOHMOEe+H4uvHA+HN7qdFR1Gtg5kk6RISzUufFUA8xZvht/P+GWcV5+6/OxvfDsSEj/1ulITpcS+RQpkWOt13lfk5L3ESl5bp+majI+G/8AOP9PVrdFYTa8MAl+eMvpqGolIkztH8+y7dmcKNXpmJT7jhSW8u7afVw6pDNxESF1b+CUijL47y1WV2JER6ejqW498CdSIneSEvkYKZHJ9dlYk3FdXLstPrgdPvDuboup/eIoKa9k2Xa3L+IqxWsr0ikuq/T+W5+XPASZa+CSp6G9l8WakvcqKXk/BUYC24H/IyXS7XKRjiVjEYkSkf+KyFYR2SIiY0SkvYgsEpEd9nM7p+I7zclui9/DD97dbTGye3siQwNZuFm7KpR7ikoreG1FBpP7xpLkzXdwbvsCvvsXjPgF9L/M6Whq0wvoi1VY3u1EUWsyTrz309+7vL6q2nt/q198Z3gK+MIY0xcYDGwB7gWWGGOSgCX2snfwD4Dz74eZ75/qtlj7MuTth8pKp6M7KcDfj8nnxLJ4SxZlFd4Tl/JCxsDWTyl5KpmHSh/ntvGJTkd0dsf2WWem8QNh6sNOR1OzlMiqlvBfgE3AcFLyLnZ387puh74WeNR+fR/wnst704E/1iPUk0QkApgA3AxgjCkFSkVkBjDR/tirwFLgDw05hsf0PN/qtnj/Vvjkt9Y6/2Bo1w3adYf23aFd4qnXUd0gsHn74Kb1j+f99ftZtfsI5yZ1aNZjKx9xaCMs+CPsWUaZRHOx/27Mjn9Az8a2sTygqp+4otwqW9DM/5/qYQ8whpS8Bs2DVlcylrO8rmm5Pnpg3ZnysogMxqpudBcQZ4w5CGCMOSgi3jmXUFW3RfpyyN0JR/fAkT1wNAMyvoXSatXTwjvZSdpO1FWv23eH0HbQxLecTkiKISTQj4VphzQZq9MVZMFX/w/Wvw6h7diVnMK05T1Y0G8hPVc+C9E9rG4Ab/LlXyFzNVz5EkT3dDqas0vJ+09jNq8rGZuzvK5pub7HHQb82hizSkSeoh5dEtnZ2SQnn7pQOXv2bGbPnt2IcBrAzx96nGc9XBkDhTlwNN0lSe+xlncutsp3ugqOcEnQiaeSdMIICGpYQe/QIH8mJMWwcHMWKRf3x0+nVldlxbDyWfjmSSgvhtF3wHn38MT7uwkPy6XzNf+AeTnw2T3W2VzSFKcjtmxfCN8+Bcm3WLP2NDERmY7VZeoPzDHGPNLkB3FTXcl4cOK9n+ZjtYJD7dfYy405V8gEMo0xq+zl/2Il4ywR6Wi3ijsCh2vaOCYmhrVr3S4T2rxEoG2M9egy4sz3S0/YiTrdJVmnQ9Zm2PoZVJZZnwtsA30vhIFXQc9J4F+/QfjT+sezMC2LDfvzGKL1aFsvY2DzfFj8Z2t8bp+fwpS/QodeHC4oZuHmLG4em0hIcBBc8SK8/BN472a4ZQHED3A29rz91o1XcQNh2t+bfPci4g88C0zByklrROQjY0xakx/MDbUm4/RHLvTIvNzGmEMisk9E+hhjtgGTgTT7MQt4xH7+0BPHd1RQGMT1sx7VVVZA/n5rFpKtH8PmD2DjuxDWwbp6POhqq8XsRrfG5HNi8fcTFm4+pMm4tdq/Dr74I+xbCXEDrK61HhNPvv3e2kzKKw3XjbJvfQ5uC9e/Y82E8+Y1cOsSCI93JHQqyu1+4lK46hVP9ROPBHYaY3YDiMjbwAysPNQwKZHDgHOxeg6+JSVvvbubOjnO+NfAXBHZAAwB/oaVhKeIyA6sv1aOnTI4ws8forpaBfAvfgru3g7XvgmJ58L3r8OLU+CpwbDkr3UWMooKC2JU9/ZaOKg1ytsP799mDcE8ssv6Xbpt2WmJuLLS8NbqvYzpEU3PmLanto3oZCXkoqNWQi4tbPbwAatfe99KK/YOvTx1lM7APpflTHtdw6REPog18CAa6AC8TErkn9zd3LHi8saYH4Ca7lCZ3NyxeK2AYKurou+FUJwPWz6Gje/B8ietovjxg6zW8oArrP9E1UzrH8+fP9rMzsPH6RXbtoYDqBaltNAah7v8n2AqYNxvrXkfQyLO+OiyHdlkHi3iD9P7nrmfjoPgqpfhrWth3q1wzetWQ6G57FgMy/8Bw2bBwCsbtavU1FRSU1OrFqtfza7pFLMx18KuA4a6VG57BOuuvP/nzsZ6B56vCImAoTfATR/A/2yx+tD8/GHhn+DJfvDKRdZkq0XHTm4yparGcZq2jlu0ykqrwuC/kq3Za3pPgzvXwJSHakzEAHNX7SW6TRDT+p+lG6L3NJj+CGz7FBY96MHgq8k/YNUVj+0PP/m/Ru9u9uzZrF27tuoaU/UhZ5lAF5flBOpRZa0G6Zx+LS0Y2OXuxq1z2iVfFx4PY+6wHjk7rdbyxnfho1/Dp/8LSVNh0NV0SprGoIRIFmzO4o6JTXCqV1lh1QQoOGD9p3F9FOdZcUV2gcjOEJlgPSI6Wy185Rl7V8IX98GB9dBxCFz5InQbW+smh/KK+XLrYW4d36P2msWjboMju2HFM9YIH08Peasot+amLCuGq1+FwFDPHg/WAEki0uyJPyAAACAASURBVB3Yj3VfxfWN2F8JsJmUyEVYLewpwHJSIp8GICXvN7VtrMnY13XoBZPug4n3wv71VlLeNA+2fgLBkTzSbiJ/3TuAQ0eHEN+ulqFy5aVQcNBOrvtPf51vvy44aJ3+uvIPgvCOVgvswHrr7sTq2sSeSs6ujwj7uU0M+OlJWr0czbBGSGyeb33/l/4HBl3j1vf4zpp9VFQarnenZvG0v1mjfT77PUQlWtczPGXp32Dvd3D5C9DB83M5GmPKReROrOmR/IGXjDGbG7HL+fajytL6bCzGNKaLxBnJycnGa4e2eYOKctjzNWx8j8q0j/ArK+REcAxhw66BuP6nEuvJZHug5iQa2Mbqi47oZLVwIzq6vO5k3cwSFn16AigrtvaZl3nqkZ95+nJZtUJL/kHWPk9L1J2tVnZUF+jQu8lvjPFZJQXWWOEVz4L4wbjfwLi73B6TXl5RyfhHv6JXbFte//koN495HF6eDkfS4ZYvPDPkbedieONKGHojzHim6fcPiMg6Y0y9Kqk1J03GLZwpLeQvT/yDi2Q5w0vXnhrHHBJ1KqmeLdkGRzR9EjTGulJfW7IuOAjGpa5Gp2Ew5S/QfXzTxuJLKivhhzeskTSFh61W8OQHrT9c9bA4LYtfvLaW/9w4jOkD6lGCMv+ANeRN/Jp+yFv+QfjPudA2Fn6xxBr+6QEeT8YpkUnA34F+nD47tFvl5bSbooWToDYED7mSa74Zxrq7RxBp8q3TWg/9wtcdkEBYe+vRcVDNn6kotxJyXiZkbbKurL96kdUXfkGK1bpvTXJ2wEe/sU7hE0bCdW9DwvAG7Wruqgxiw4OZfE5c/TasGvL20nRryNvPPmvwHaKnqSiHeb+wzpauesW538um8TLwZ+AfwCTgZ9SjbIR21LUCU/vHUV5p+DKjxLq339t/4f0DrO6JbmNg5K3w63VWEt67Cv49Dj64w0rULV1FGSx73PqZD2+GGc/Czxc2OBFnHj3B0u3ZXDOiC4H+Dfiv33GQVR/i0AZryFtTTH309f9BxnK48EmIcXvuTm8VSkreEkBIycuwp186392NNRm3AkMSoogND/bdGseBoXDu7+CuH2DMr6zRI08Pg4UPWF0eLdH+9ZA6ySqS02c6/GqN1Z/aiG6jd9ZY9zdcM6JLHZ+sRZ/pTTfkbddXsOwxGHIjDLmucfvyDsWkRPoBO0iJvJOUyMsAt4udaTJuBfz8hCn94li6LZviMi+cyNFdYe1h2sNWS7n/ZdYNDk8NgW+fti4ctgSlJ2DB/TBnsnVR9Zq5cPVrEF7PboVqyioqeXvNPib1iSWhXSPPjEbdBiNvs4a8rZnTsH0UHLLK0Mb0gZ8+WvfnfcNvgTDgN8BwYCZWWQe3aJ9xKzGtfzxzV+3lmx05J28G8VlRXeHy52HsnbDoz7DoAVidCpPut+5IbM67xZrS7qXw8V3WULLhN8MFD0Fo09QVWbIli+yCEveGs7lj+t8bPuStssLqJy4thFmfNE3fszdIyVtjvzqO1V9cL5qMW4nRPaIJDwlgweZDvp+Mq8QPtGZe2b3UOmX+4HartXbBQ9bchb4yHK7oqHUn5fdvWPO6zfqkyUeOzF21l06RIUzq20Qlwv38rf7jl6fbVd7qMeTt60ch/RuY8RzE1nA7tq9KiewN3AN0wzW3puS51W+s3RStRFCAH1P7xfPFpkMcL2lhM0f3mAi3LrVKQJYUwNwr4LVL4MD3DgfmhrQP4dlR1szj434Lv/yuyRNxRm4h3+zI4ZoRXfFvytrWwW3hunes5zevsboe6rJ7qXXRbvD11u39Lct7VM0QbSXlqodbtGXcitwwuivz1mcyf30mM8ckOh1O0/Lzs4rKnHMJrH0Jlj0KqROtIkrnP2DdzutN8g/CZ3dbd0rGD4Lr34VOQzxyqLdW78PfTxp34e5sIjvbQ95+UveQt4IsaxRGh95w4eNNH4vzyknJ+3dDN9abPloRYwyXPPMtxWUVLPzdBMRXTuMbojjfmiFixbNQWQ4jfg4T7oE2Dk9DZYxV0GnhA1BRYt3GPubX1nA+Dygtr2TM35cwvFs7Um/y4M1n276At6+D3j+pucpbZQW8finsWwO3fllzPW8P89hNHymR7e1Xv8GaEGM+Vp0K+/28I+7sRrspWhERYeaYbuw4fJwVu3OdDsezQiJg8gPwm++t0+HVL1gjL5Y95lyN3txd8OrF8PFvrDG7v/zOGrLnoUQMsGDzIXILS7l+VBNduDubPtOtSoJnG/K27HHYswx++pgjidjD1gFrsUZO3AN8Z6+rWu8W7aZoZS4Z3Im/fbaF11dkMLZnK5isNKKjVaB89K9gyUPw5f+D1XOsFunQmR5NhCdVlFsXFpf+3arDcfFTMPSmZimO9OaqvSS0C2VCUozHj8Xo22uu8rZnmfWzD7rWGivd0qTkNUkfmCbjViYk0J+rk7vw4vI9HMwromOkx8sUeoeY3nDtXKvk5KIH4ZPfwhf3ukwC2+P0WbujutZ73sEaHdwAH90JB3+EvhfBTx+3/kA0g13Z1hnQPdP6NN+ktNWHvHUcZA1j65AEFz7hOyNc6iMlcgSwj5S8Q/byTcAVQAaQ4m43hSbjVujGUd144ZvdvLVqL/8z1edvQa2frqOtyTa3L7CGVx1NtyaF3fP16dXkxM+qGueaoKuSdrtEawRBbcqKrFED3z5tVba76lXoN6NZk9Fbq/YS4CdclVy/YkKN4udv1VR+yZ7YNLavVet65vy6vzPf9TxgDbROiZyANV3cr7Gmk0sF3JquRJNxK9Q1OoxJfWJ5c/U+7jw/qfYC4y2RiNXH2Wf6qXXGwPEse7Zue9buI7ut12kfQlG1xk2b2NMTtGvSzt5mFfo/sss6LZ/yV+vuwWZUXFbBf9dnMq1/PLHhHpnM8+yCw60RFnMmQ+YauPjpll7cyd+l9XsNkEpK3jxgHimRP7i7E03GrdTMMd342ctr+HzTQWYMafgcjC2GiFUWMjzeKlBUXdGxU0n65HO61bre8PaZn2+XeMZszM3pi02HOHaizPMX7s4msjPM+thKxoNbRN2J2viTEhlASl451hyes13eczvHajJupc5LiqFbdBivr8jQZOyO0CgIHQqdhp75XlkxHMs4lahNpXU7s4O3+c5dlUFidBhjekQ7FgMdkpplxg4v8BbwNSmROUAR8A0AKZG9gDx3d6LJuJXy8xNuHNWNhz/bQtqBfPp1qnniSuWGwBCr4I2XlIDcnlXAmvSj/PGnfZvvwl1rlpL3MCmRS4COwEJS8qpu3vDD6jt2iybjVuyq5ASeWLSN11em8/fLz1LoXfmcN1ftJcjfjyuHe+COO1WzlLyVNazbXp9dtLIrN8pVVFgQMwZ3Zv73+8k7UeZ0OKoJFJVWMG99JtMHxNO+TZDT4ah6cDQZi4i/iHwvIp/Yy+1FZJGI7LCf2zkZX2swc0w3issqeW/dPqdDUU3gkw0HKCgu5wanLtypBnO6ZXwXsMVl+V5giTEmCVhiLysPGtA5kmFdo3hjZQaVlb5Xp0Sdbu6qvfSKbcvI7s07lE41nmPJWEQSgAsB16kCZgCv2q9fBS5t7rhao1ljE0nPPcE3O3OcDkU1QtqBfH7Yd4zrR3Zt2UWgWignW8b/BH4PuMzJTpwx5iCA/dxElbBVbaYPiKdD2yBeX5HudCiqEd5cnUFwgB9XDGvGO+5Uk3EkGYvIRcBhY8w6J46vThcc4M+1I7qyZOth9h05UfcGyusUlpTzwfcHuHBQRyLDmqCmhmp2TrWMxwGXiEg68DZwvoi8AWSJSEcA+/lwTRtnZ2eTnJx88pGamtpccbdY14/qigBvrMpwOhTVAB/9eIDjJeXcMKqb06GoBnJknLEx5j7gPgARmQjcbYy5UUQew6oJ+oj9/GFN28fExKDF5ZtWp6hQpvaL5901+/jdBb0JCfTRST1bqTdX7aVvfDjDujbNBKaq+Tk9mqK6R4ApIrIDmGIvq2Zy05huHD1RxicbDjodiqqHDZnH2Lg/zzq70Qt3PsvxZGyMWWqMuch+nWuMmWyMSbKf3aoDqprGmJ7R9IptqxfyfMybq/YSGujPpUO1xogvczwZK+8hIswc3Y0fM/P4Yd8xp8NRbsgvLuOjHw9wyeBORITohTtfpslYnebyYZ1pE+TPayvSnQ5FueHD7/dzorSCG0brHXe+TpOxOk14SCCXD0vgkw0HOVJY6nQ4qhbGGOau2suAzhEMStALd75Ok7E6w8wx3Sgtr+SdNVqvwput33uMrYcKuH6kDmdrCTQZqzP0jgtndI/2vLEygwqtV+G13ly1l7bBAVwypJPToagmoMlY1eimMYnsP1bEl1trvO9GOSzvRBmfbDjAjCGdaBusZcmbmohcJSKbRaRSRJKb45iajFWNpvSLIz4iRC/keal56zMpKa90bo67lm8TcDmwrLkOqMlY1SjQ34/rR3Xlmx057M4+7nQ4yoUxhjdX72VIlyj6d4p0OpwWyRizxRizrTmPqclYndW1I7sQ6C+8sXKv06EoF2vSj7Lz8HFtFbcwmozVWcWGhzB9QEfeW7ePE6XlToejbHNXZRAeEsDFg/TCXWOIyGIR2VTDY4YT8WjPv6rVrDHd+PjHA3zw/QFtiXmBI4WlfL7xENeP6kpokBZzqktqaqprVccOru8ZYy5o/ojOTlvGqlbDu7XjnI4RvLYiHWN0mJvT5q3LpLRCL9y5a/bs2axdu7aqyqNXT2WjyVjVSkS4aUw3th4qYG3GUafDadWqLtyNSGxH77hwp8Np0UTkMhHJBMYAn4rIAk8fU5OxqtOMIZ0IDwngtRVaeN5JK3blsienUFvFzcAYM98Yk2CMCTbGxBljpnn6mJqMVZ3CggK4angXPt94kMP5xU6H02rNXb2XqLBAfjKgo9OhKA/QZKzcMnNMN8orDW+t1noVTsjKL2bBpkNcOSxBZ2FpoTQZK7d079CGCb1jeHN1BmUVlXVvoJrUv77cAcCssYnOBqI8RpOxcttNo7uRlV/CorQsp0NpVfbmnuDt1fu4bmRXurQPczoc5SGajJXbJvWNpXNUKK9+l+50KK3KPxdvJ8Bf+PX5vZwORXmQJmPlNn8/YeaYbqzac4RthwqcDqdV2HaogPk/7GfW2ERiI0KcDkd5kCZjVS9XJ3chKMCP11emOx1Kq/DEwm20DQrg9gk9nQ5FeZgmY1Uv7dsEcfGgTsxfv5+C4jKnw2nRfth3jIVpWcye0IN2bYKcDkd5mCZjVW83jelGYWkF76/f73QoLdrjC7YR3SaIn53b3elQVDPQZKzqbXCXKAZ3idJ6FR703c4clu/M4Y5JvXQmj1bCkWQsIl1E5CsR2WJPbXKXvb69iCwSkR32czsn4lN1u2l0N3ZlF/LdrlynQ2lxjDE8tnAbHSNDuEFvfW41nGoZlwP/a4w5BxgN/EpE+gH3AkuMMUnAEntZeaELB3WkfZsgnZbJAxZvOcz3e49x1+QkvduuFXEkGRtjDhpj1tuvC4AtQGdgBvCq/bFXgUudiE/VLSTQn6uTu7AoLYsDx4qcDqfFqKw0PL5gG907tOGK4QlOh6OakeN9xiKSCAwFVgFxxpiDYCVsINa5yFRdbhjVFYM1ZbxqGh9vOMC2rAJ+N6U3gf6O//dUzcjRf20RaQvMA35rjMl3MhZVf13ahzG5bxxvrd5LSXmF0+H4vLKKSp5ctJ1zOkZw0UCtzNbaOJaMRSQQKxHPNca8b6/OEpGO9vsdgcM1bZudnU1ycvLJh8u0KqqZ3TSmG7n2VECqcd5bm0lG7gnumdYbPz9xOhzVzBwZMyMiArwIbDHGPOny1kfALOAR+/nDmraPiYmpmkZFOezcXh3o3qENr61I59KhnZ0Ox2cVl1Xw9JIdDO/Wjkl9tHeuNXKqZTwOmAmcLyI/2I+fYiXhKSKyA5hiLysv5ucnzBrTjfV7j/Hwp2lUVuq444Z4Y2UGh/KLuWdaH6y2imptHGkZG2OWA2f7jZvcnLGoxps5JpHdOYW88M0esvJLePyqwQQF6MUndxUUl/HsVzsZn9SB0T2inQ5HOURv7VGN5u8nPHRJf+IjQ3j0i23kFpbwnxuHEx4S6HRoPuHF5Xs4eqKMe6b1cToU5SBtvqgmISLcMbEXT1w1mFW7j3D18yvJ0vny6nSksJQ53+xhev94BiVEOR2OcpAmY9WkrhiewIs3jyAjt5DLn/uOnYePOx2SV/vP17s4UVrO/07t7XQoymGajFWTO693DO/MHkNJeQVX/uc71mUccTokr3Qor5hXv0vnsqEJJMWFOx2OcpgmY+URAxMief+X44gKDeT6F1axcLOOQ67uX1/uoNIYfntBktOhKC+gyVh5TNfoMOb9cix9O0Zw+xvrmLsqw+mQvEZGbiHvrNFJRtUpmoyVR0W3DeatW0cxsU8s98/fxBMLt2kNZOAfi6xJRu+cpJOMKosmY+VxYUEBpM4cztXJCfzry538Yd4GyioqnQ7LMVsP5fPhjwe4eWx3nWRUnaTjjFWzCPD34/+uGER8ZChPL9lBdkEJz94wjLCg1vcr+MTC7bQNDuD283o4HYryItoyVs1GRPifKb3522UD+Xp7NtelriTneInTYTWr7/ceZVFaFrdN6EFUmE4yqk7RZKya3fWjuvL8zGS2ZRVw5b+/IyO30OmQms3jC+1JRsfpJKPqdJqMlSOm9Itj7i9Gk1dUxuXPfceGzGNOh+Rx3+7M4dudufxqUi/a6CSjqhpNxsoxw7u147+/HEtIoD/Xpq5k6bYay1e3CMYYHl2wjU6RIVyvk4yqGmgyVo7qGdOW+XeMJTG6Db94dS3/XZfpdEgesSgtix/3HeOuC3SSUVUzTcbKcbERIbxz22hG94jm7vd+5NmvdraoscgVlYYnFm63JhkdppOMqpppMlZeITwkkJduHsGlQzrx2IJtPPjhZipaSKH6j3+0Jhn9nym9CdBJRn2CiDwmIltFZIOIzBcRj5fU098M5TWCAvx48uoh3DahB6+vzOCOuesoLvPtiU6rJhnt1zGCC3WSUV+yCBhgjBkEbAfu8/QBNRkrr+LnJ9z303N48KJ+LEzL4sY5q9h2qMBnuy3eXbuPvUdOcM+0PjrJqA8xxiw0xpTbiysBj/cv6fga5ZVuObc7cREh/O7dH5j2z2V0iw5jyjlxTOkXR3Jie/x9ILFVTTKa3K0dE/vEOB2OarhbgHc8fRBNxsprXTioIyMS27FoSxYLN2fx2ooM5izfQ7uwQCbbiXlCUgyhQd45OuG1Felk5Zfw9LVDdZJRLyQii4H4Gt663xjzof2Z+4FyYK6n49FkrLxabEQIN4zqxg2julFQXMay7TksTDvEgs2H+O+6TIID/BifFMPUfnFMPieW6LbBTocMWJOMPrd0FxN6xzBKJxl1TGpqKqmpqVWLHVzfM8ZcUNu2IjILuAiYbJqhn0x8sS8uOTnZrF271ukwlIPKKipZvecICzcfYlFaFgfyivET60aSKf3imNIvnu4d2jgW3z8WbeepJTv4+M5zGZgQ6Vgc6hQRWWeMSXbzs9OBJ4HzjDHZno3MPqYmY+XrjDFsPpDPorQsFqZlseVgPgBJsW3txBzH4ISoZruAdqSwlPH/9yUTesfw7xuHN8sxVd3qmYx3AsFArr1qpTHmdo8Fh3ZTqBZARBjQOZIBnSP53ZTe7DtygsVbsliUlsXzy3bz3NJdxIYHc4GdmMf2jCY4wHP9zP9eupOisgqdZNSHGWOaveq/JmPV4nRpH8bPxnXnZ+O6c+xEKV9tO8yitCw++H4/b67aS5sgfyb2iaVfpwhEQBD8BPxErGWxlgVrqJ2IWK+r1tufObnOz9qHiHW33asrMrh8WAK9YnWSUeU+r0zGdn/NU4A/MMcY84jDISkfFRUWxGVDE7hsaALFZRWs2JXLwrQsFm/J4tONBz1yzOAAP+6arJOMqvrxuj5jEfHHuuNlCpAJrAGuM8akVX1G+4xVYxljKKswGAzGQKU59VxpgJOvreWaPmcMLtvY22GICAnU6ZS8UH36jJ3gjS3jkcBOY8xuABF5G5gBpNW6lVL1ICIEBejYX+U9vPF26M7APpflTHudUkq1WN7YMq6puXJaX0p2djbJyafONmbPns3s2bM9HZdSSnmMNybjTKCLy3ICcMD1AzExMWifsVKqJfHGboo1QJKIdBeRIOBa4COHY1JKKY/yumRsl627E1gAbAHeNcZsdjaqmrnc8+4zNGbP87V4QWP2Bl6XjAGMMZ8ZY3obY3oaYx52Op6z8cVfBo3Z83wtXtCYvYFXJmOllGptvO6mD3eISDaQ4XQcWCX5cpwOop40Zs/ztXihdcTczRjjtVX+fTIZK6VUS6PdFEop5QU0GSullBdo1clYRIyIvO6yHCAi2SLySSP3+5KIHBaRTdXWvyMiP9iPdBH5wRvitfcVLSJfichxEXnGZX24S8w/iEiOiPyzEcc5Xsf7S0XkjGIuInKniOy0v4MOLuvvcYltk4hUiEj7hsZn7/N+EdksIhvs/Y5qzP7sfXrs+7W/kydclu8WkZQmiHmCiKwXkXIRudJl/aRqMReLyKUNPEatvw+NidN+71H733KLiDwtXjwZoTfegdecCoEBIhJqjCnCqhS3vz47EJEAlym9q7wCPAO85rrSGHONy3ZPAHnNHW8tioEHgAH2AwBjTAEwpGpZRNYB7zfRMevjW+ATYKnrSmPMY8BjACJyMfA7Y8yRhh5ERMZgzXs2zBhTYif+oIbuz4Unv98S4HIR+bsxpikvwu0Fbgbudl1pjPkKO2b7D99OYGETHre+aoxTRMYC44BB9qrlwHlU+x3yFq26ZWz7HLjQfn0d8FbVGyIyUkS+E5Hv7ec+9vqbReQ9EfmYGn4JjTHLgLMmBPuv89Wux/JwvN+IiOt/+G9FZJDrTo0xhcaY5VhJ42xxJwGxwDcNiNt1PxNdW/Mi8oyI3FzbNsaY740x6XXs+rTvo4E6AjnGmBL7uDnGmAN2nMNF5GsRWSciC0Sko71+qYj80/7ON4nIyBri9+T3Ww6kAr+rYZ/dRGSJ3cpfIiJdRSTSPjPzsz8TJiL7RCSwWszpxpgNQGUtx74S+NwYc6KeMbvG2NaObb2IbBSRGfb6RLtF+4Ldul0oIqHVt68lTgOEYP0xDQYCgayGxulpmozhbeBaEQnB+gu6yuW9rcAEY8xQ4EHgby7vjQFmGWPOb8AxxwNZxpgdzRTvHKyWAyLSGwi2f3nr6zrgneaYKbe+RCQMmA7Ma+SuFgJdRGS7iDwnIufZ+w8E/gVcaYwZDrwEuN6Q1MYYMxa4w36vIRrz/T4L3CAi1Wc/fQZ4zRgzCGu6+aeNMXnAj1itRICLgQXGmLIGHPdaGv8HsBi4zBgzDJgEPOHSnZAEPGuM6Q8cA65wd6fGmBXAV8BB+7HAGLOlkbF6TGvvpsAYs0FEErH+I3xW7e1I4FW7xWKw/rJWWdSI0+EGt+AaGO97wAMicg9wC1Y3SkNcC8xs4LaedjHwbWO6KACMMcdFZDjWH8xJwDsici+wFqt7YZGdJ/yx/oNXecvefpmIRIhIlDHmWD0P3+Dv1xiTLyKvAb8BilzeGgNcbr9+HXjUfv0OcA1WsroWeK6+x7TPDAZilS5oDAH+JiITsFq3nYE4+709xpiqayvrgMR6xNcLOAer2BhY/3YT7DNXr9Pqk7HtI+BxYCIQ7bL+r8BXxpjL7AS41OW9woYcSEQCsP5zNGba4HrFa4w5ISKLsIr0Xw3Ue7YDERkMBBhj1jUi7irlnH5W1hTTYjRFCw0AY0wF1ne3VEQ2ArOwEsFmY8yYs21Wx3Ktmuj7/SewHni5ls9UxfUR8He7z3c48GUDjnc1ML+BLWpXNwAxwHBjTJmIpHPqd6LE5XMVwBndFLW4DGtW5+MAIvI5MBrwymSs3RSWl4C/GGM2VlsfyakLZDc30bEuALYaYzIbsY+GxDsHeBpY08DWY1P0x1bJAPqJSLB9Wj25MTuz93Ee8GFjAxORPvaZRZUhWPFuA2LsC3yISKCI9Hf53DX2+nOBPLsroD4a/f3a/67vAj93Wf0d1h8qsJLecvuzx4HVWHNNfmL/AaqvpvqdiAQO24l4EtCtCfYJ1oW988QadRSI9Tvitd0UGGNa7QM4XsO6iVi/nGCd4m3HupL/VyDdXn8z8Ewt+30L6xS2DKs+889d3nsFuL0543X57FZgei37T8e68Hjcjrufy3u7gb6N/L4DgFz79aNYCe4TrNEDN9vrlwLJNWz7Gzumcqz61nNc3rsZeLuJfieGYyWwNGCDHVsH+70hWK2qH4HNwK0uMf/d3m4TMLI5v1/X3wus0/sTQIq9nIjV6t0ALAG6unz2SqyW8nln2e8IO85CIBfrzACX/e4H/Br7+4B1W/MKrK6gOVgJM9F+bHL5/N1VP5c7cWJ1JT1v7y8NeLIpfkc89dDboVsJEemElTT6GmNquzruyRgGAy8YY84YbeDLRGQpcLcxRmc8qIeW+vvQUNpN0QqIyE1Yoy7udzAR3451xvAnJ46vvIv+PpxJW8ZKKeUFtGWslFJeQJOxUkp5AU3GSinlBTQZK6WUF9BkrLyGNHGJUBGJEpE7XJYnNnRfSnmaJmPlTU6WCLWXG1siNAqrcI9SXk+TsfI2tZUIbS8iH9jlIFdWlQEVkRSxCvovFZHdIvIbe5NHgJ5iFUB/zF7XVkT+KyJbRWRuVXUwEXlERNLsfT/ePD+qUqdooSDlbd4GHrS7EwZh1eEYb7/3EPC9MeZSETkfq3h/VZ3mvlhV1sKBbSLyb+BeYIAxpqoQ+kRgKNAf65bqb4FxIpKGVVSmrzHGiEiU539MpU6nLWPlVYxVZzmRmkuEnotVBhJjzJdAtEv93k+NMSXGmuniMKdKMFa32hiTad+J+IN9rHysmrpzRORyrNoOSjUrTcbKG1WVTo78RwAAAMFJREFUCK1eEaym+cuqbiGtXmrxbGd9Z3zOWNNmjcQqTH8p8EV9A1aqsTQZK290thKhy7DKQFZ1OeQYY/Jr2U8BVrdFrUSkLRBpjPkM+C0uc9Ip1Vy0z1h5HWPVen6qhrdSgJdFZANWV8KsOvaTK9Z8f5uwLgx+epaPhgMf2lNZCTXMJaeUp2mhIKWU8gLaTaGUUl5Ak7FSSnkBTcZKKeUFNBkrpZQX0GSslFJeQJOxUkp5AU3GSinlBTQZK6WUF/j/+YXi7fIxCwgAAAAASUVORK5CYII=\n", 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TtMDi68ScDrRxex4HXLZ5qJRaDXQUkWbg2XTimZmZJCYmlj+SkpK8FnxyahY9Y61Eerl/2d3EPq0Rgc90q1nTNBdfV5fbBHQWkfZABjADuN19AxHpBBxWSikR6Q+EAlmeTiceExNDxclYvaGguJTt6dncO9y7VeoqamVtwKD4JizZlsEj13bCeNmaptVnPm0xK6UcwMPAVxgX7/6nlNotIrNFZLZrs2nALhHZhjGCY7rrYqCp04lvOXaOklLvj1+uzKS+saRm5rH7RK321Gia5qd8Xo9ZKbUcWF5h2Ty3n58DnqtkvzVU3kddK3w1frky43q25Pef7eKz7SfoGWv1+fk0TfNv+s6/yyjrX44K9/1MI40bhjKqSwyfbz+B06nn0dO0+k4n5koUFJey7Xg2Q9r7bjRGRbf0jeWkvZBNaWdr7ZyapvknnZgrUZv9y2Wu79aciFCLHtOsaZpOzJXZkJpFkEBivO/7l8tEhAZzY/cWLN95kmKHs9bOq2ma/9GJuRJl9TFqo3/Z3aS+sWTnl/DDQe/N7q1pWuDRibmCsv7lwbXYjVFmeOdmNI4I0QX0Na2e04m5gq3HzlFc6vRZfYwrCbEEMb53K77Z8yN5RY5aP7+maf5BJ+YKko+cdfUv135iBqM7o6CklBV7fzTl/JqmmU8n5grKxi83quX+5TID2jYmNrqB7s7QtHpMJ2Y3hSWlbDvmu/rLnggKEib2ac3qA5mczSs2LQ5N08yjE7ObLa7+5cG1eGNJZSb1bY3DqVi+UxfQ17T6SCdmNxtSze1fLpPQMoouLSL1fICaVotE5G0ROS0iu8yORSdmN8mpWfRobcXawJz+5TIiwqS+sWxMO0tGdoGpsWiav9uVYaewpNQbh1oAjPXGgWpKJ2aXwpJSth7PNmWYXGVu6dMagM/1Ldqadln7Tp1nRlIyts921/hYrok6/KJYjU7MLluPZVPscDK4vXkX/ty1aRJB/7bRenSGpl3G6fOF3PvOJhqGWXjs+s5mh+NVOjG7JKdmIQIDTb7w525S31j2njzPgR9zzA5F0/xKfrGD+95NIbughLfuHkgrawOzQ/IqnZhdNhzJokfrRqb3L7u7uVcrLEHCp9syzA5F0/xGqVPx6Afb2H3Czqu39/N4comkpKTyuUGBZj4NsoZ8nphFZKyI7BeRQyIyp5L1k0Rkh2vqqBQRGe7pvt5SWFLKlmPZDPGTbowyMVFhDOvUjCVbdQF9TSvzp2V7WLH3R2y39ODahBYe7zdr1ixSUlLK5gg947MAvcCniVlELBjz+I0DugMzRaR7hc2+BfoopfoC9wLzq7CvV2w77upfNvHGksuZ1j+WjOwCNuoC+prGgrVHeGdtGvcNb89Ph8Z79dgi8gGwHugqIukicp9XT1AFvm4xDwIOKaVSlVLFwEJgkvsGSqlc1+SrAA0B5em+3lLWvzzI5PHLlbmxe0sahlpYtCXd7FA0zVQr9vzIH5fu4YbuLXj65m5eP75SaqZSqpVSKkQpFaeUesvrJ/GQrxNzLHDc7Xm6a9lFRGSKiOwDlmG0mj3e1xs2pJ6le6tGWCP8p3+5TINQCzf3asXynacoKPbKWE1NCzi7Muw88sFWesZa+eeMvliCTJunuVb4OjFX9u5d0lmqlFqslEoAJgPPVmXfmjL6l8+ZWh/jaqb2jyO3yMHXe06ZHYqm1boT2QXcu2ATTRqGMv/uRCJCg80Oyed8nZjTgTZuz+OAyw7MdQ3w7igizTzdNzMzs/xKa2JiIklJSVUKcPvxbIocTr9OzIPbNyE2ugGLtujRGVr9klNYwr0LNlFQXMo7PxtI86hws0OqFb7+6NkEdBaR9kAGMAO43X0DEekEHFZKKRHpD4QCWUD21fYFiImJKbvKWi3JqWf9tn+5TFCQMLV/LP/6/hA/ni+kRaP68cup1W8lpU5+8d+tHDqdy4KfDaJLiyizQ6o1Pm0xK6UcwMPAV8Be4H9Kqd0iMltEZrs2mwbsEpFtGKMwpitDpft6O8bk1Cy6tfTP/mV3U/rF4lToMc1avaCU4vef7Wb1gUz+PKUnwzv79bBjr/N5Z41SajmwvMKyeW4/Pwc85+m+3lTkMPqX7xjczlen8JoOMZH0axvNJ5szeGBEB0Tq9sUPrX5LWp3Kfzcc4+ejOzJ9YFuzw6l19frOv+3H7a7+Zf/txnA3tX8c+3/MYc/J82aHomk+s3znSf76xT4m9G7F4zd2NTscU9TrxFw+ftmP6mNcycTerQixiL4IqNVZW46d41cfbmNAu8a8cFsfggJ1WJzN2gWb9Vts1l2u572xWf/P093rfWJOaNmI6IhQs0PxSHREKNcltODTbRk4Sp1mh6NpXnUsK58H3k2hpTWcpLsGEB5iMTukmngTeAooAcBm34ExgMEj9TYxl/UvB0o3Rpmp/WM5k1vMDwf9+lZ/TasSe34JP1uwEYdT8fY9A2kaGWZ2SDUVgc2+scIyh6c719vEvCPdTmGJf49frszors1p0jCUj/Ut2lodUexwMvu9zRw/W0DSXQPoGBNpdkjecAabtSNlN8XZrLcCHk/iWfdvobmM5MNG/7LZE69WVWhwELf0ac1/Nx7DXlDiV2VKNa2qlFLMWbSD9alZvDS9r18WEqumXwBJQAI2awZwBLjT053rbYs5+UgWXVtEBUz/srup/WMpdjj1LNpawHvlu0Ms2pLBr67vwuR+PimFYw6bPRWb/XogBkjAZh+OzZ7m6e71ssVc7HCy+eg5ZgTo+MhesVY6NY9k0ZZ0Zg4KzNegaUu2ZvDiNweY2j+WR6/rZHY43mWzPlPhuetf+x892b1etph3pGcHZP9yGRHjFu1Naec4mpVndjiaVmUbUrN48uMdDOnQhLlTe9fFG6by3B6lGHXl4z3duV62mJNTs4DA6192N7lvLM9/tZ/FWzP45fVdzA5H0zx2ODOXWf/ZTJsmDXjjzkRCg+tg+9Bm//vFz60vAJ95unsdfEeuLjn1LAkto2jcMPD6l8u0jm7ANR2bsmhLBhfmGdA0/5aVW8S9CzYRHCS8c88gv69R40URQAdPN/YoMcfPWXZJLYvKlgWCYoeTlKNnA7Ybw920/nEcO5tPytFzZoeiaVdVWFLKrP9s5pS9kDfvTqRt0wizQ/Idm3UnNusO12M3sB/4p6e7e9pivqGSZeM8PYk/2ZlR1r8cuN0YZW7q0ZIIPe2UFgCcTsXjH21n89Fz/GN6X/q3bWx2SL42AZjoetwItMZmf9XTna/Yxxw/Z9lDwM+BDvFzlu1wWxUFrK16rOZLTjUmNR3kZzNiV0fDsGDG9mzJ0h0n+f3EHoF+C6tWhy3emsHSHSf5zdgEbu7VyuxwfMdmLWvx5VRY0wibFWx2j2ZVvtrFv/8CXwB/Bea4Lc9Jmzs+IKdtTk41xi83CeD+ZXfT+sexaEsGK/b+yITerc0OR9MuUexw8o8VB+gZ24jZozzuZg1UmzHu9rvc1HgevQFXTMxpc8fbATswM37Osj7ACNeqH4CAS8wlpU5S0s7xk8Q4s0PxmiEdmtLKGs6iLRk6MWt+6cOU46SfK+DZyT3r4rC4i9ns7b1xGI+Gy8XPWfYoMAtY5Fr0XvycZUlpc8e/4o0gasuOdDsFJaV14sJfGUuQMLlfLEmrU8nMKSImKuCLv2h1SGFJKa9+d5DEdo0Z3SXG7HBql83aGOgMXJgLzmZf7cmunl78ux8YnDZ3/DNpc8c/AwwBHvBkRxEZKyL7ReSQiMypZP0dIrLD9VgnIn3c1v1KRHaLyC4R+UBEajTZ3bbj2UDg1F/21NR+sZQ6lZ52SvM7/1l/lB/PF/H4TV3rfmvZnc16P7AaY2q8P7j+tXm6u6eJWTDuXilTSuV9KBfvJGLBmMdvHNAdmCki3StsdgQYpZTqDTyLUfgDEYkFHgUSlVI9AQtVqGdamXuHxbNuzrV1oaTgRTq3iKJ3nFUX0Nf8Sm6Rg9dXHWZE52Z16luqhx4DBgJHsdnHAP2ATE939jQxvwNsiJ+zzBY/Z9kfgGTgLQ/2GwQcUkqlKqWKgYXAJPcNlFLrlFJlA3GTAfcO4GCggYgEYwzQPuFhvJUSEVpHN6jJIfzWtP5x7Dl5nr162inNT7y95ghn84r5df2cHqoQm70QAJs1DJt9H+DxG+FRYk6bO/5F4GcYF/yygJ+lzR3/kge7xgLH3Z6nu5Zdzn0Yo0BQSmUALwDHMOqY2pVSX3sSb300sU9rgoOExVt1q1kzX3Z+MW+uTuWG7i3o2yYacn6EDUngKDY7tNqSjs0aDSwBvsFm/ZQqNCyrUiujFGO4hwI8ndfockNGLt1QZAxGYh7uet4Yo3XdHsgGPhKRO5VS71Uh5nqjScNQxiQ0Z/HWDJ68qSvBlnp5t73mJ95YnUpusYNf39gF9i2Dzx6B/CwIbwR9atQjGRhs9illP2Gzfg9YgS893d3TW7IfA94HmgHNMUZlPOLBrulAG7fncVTyqSEivYH5wCSlVJZr8fXAEaVUplKqBGNEyDUV983MzCQxMbH8kZSU5MlLqpOm9Y8lM6eItYezrr6xpvnI6ZxCFqxNY1rPaBI2/hYW3g6NYiGyBez93OzwaofN+k9sViNf2eyrsNk/w2b3+OuCpy3m+zBGZeRBeZ2M9cDVhsttAjqLSHsgA+Pi3e3uG4hIW4yke5dS6oDbqmPAEBGJAAqA64CUiieIiYkhJeWSxfXSmITmWBuEsGhLOqPq29AkzW+89v1hujkP8NfTb8PBNBj+Kxj9NHz1NGx9D4rzIbQO18kwbAH+D5u1C7AY+BCb3eNE5dNRGUopB/AwxlCRvcD/lFK7RWS2iMx2bfYM0BR4TUS2iUiKa98NwMcYL3CnK9b62xz2QFiwhYl9WvHV7lPkFJaYHY5WD2WczaHxpn/wUYiNEBxwz1K43gbBodBtAjgK4PC3Zofpezb7u9jsN2MMgDgAPIfNetDT3T1tMZeNyljsej4Zz0ZloJRaDiyvsGye28/3Y4yTrmzf3wO/9zBGDZjaP473ko/xxc5T/GRgm6vvoGnecjYVx/y7eMyyi/yEaURMehEaRF9Y324YhEfD3qXQbaJ5cdauTkACRpH8PZ7u5FFiTps7/sX4OctWYlyYE4xRGVurHqN2VaUOyNwL6Zvg+CbISIGCbOOrX2gkhERAaMOLHyGudaER9AtpyIPWYxxfuwca96t8n5AICNIFjzQvUQq2vY9z+ZM0LlZ83N7GrTN+del2lhDoOg72L4fSEuN5XWWzPgdMBQ4DHwLPYrNne7r7VRNz/JxlQcCOtLnje2J0K2jelHvaSMLpmyA9BTK2QIlruqiGMRA3ECKbG/1yJflQnAvFecZ+JXnGz8V5xjqMT82nAIqAK41fCW5wIVGHRRkJPCzStSzK9XPkhX/dfy7bPrSha1kUWOrlZDha/ln4/DHY+xmHG/RhVuEDfDjttstvnzABtn8AaWug45jai7P2HQGGYrOfqc7OV/1rSps73hk/Z9n2+DnL2qbNHX+sOifRXBzFcGqnWyLeBNlHjXVBwdCyN/S700jGbQZCdDvw9DZWp9NIziX5nMw8w8+SVnHfoBhu69XYldArJPGyBF+Ua/xclGP8kWUfu7CsOBeUhyMjg8MvJOtwK7QdarSO2g0z+he1uufwd7Dk55B3hszBTzN2dXceGNmZ5lFXqJzQ8VqjUbBvad1OzDb7vKtvdHmeNnNaAbvj5yzbiDG5IABpc8ffUpOT13n29Ast4fRNcGIblBYZ6xrFQlwiDHrASMSt+kBIDe5KDAoyWq9hkbSKbE50ezuvHS7i1smjql+jQKkLSb0ox5XA3ZJ2kfu/Oa5/8yDvNGx5Fza+AWGNoNN10PVm6HQ9RPhhnZJSh/H/EtrQ7EgCQ0khfPsHSH4NmnWF2z/kt9+UEBGadfWynqERxu/DvmUw7nnj99ZPiMhYjFlGLMB8pdRcs2LxNDH/wadR1AUlBUbide+WyHEN2baEQet+F5Jw3ECwXukGyJqb2j+OJz/ewZZj2QxoV83ZIkQudHdENq/avsX5kLrS6E888CXsXgxigXbXQJexRmu6acfqxVVTBdnG/8/xDXA8GdI3Q2mxcUFq4H1GK78+FdypilO7YNEDcHoPDIp4mG0AACAASURBVHoQbvgD208V8fWetfzq+i5ER3jw7ajbRKPFfGKL0TjxA251fW7AuP9ik4h8ppTy+IKdV+MJ9Ik8ExMTlanjmPPPwrqXYcMb5f28NI6/kIDjEqFFr1r/Op9TWMLAP69gWv84/jylV62e+xJOp/FHuH857P8STu82ljfrCl3HGq3puIG+uSCpFJxNdSXhDXBsA2TuAxRIELToCW2HAAI7FkKh3Ygr8V7jDjX3UQX+4PwJ2PUJ7PkULKHQZhC0GQxxg6ChDwsFOZ1GC/nbP0CDxjDpX9DZmHHurrc2sCvDzuonxxAV7sEFvYJz8HwnGPow3GBOm09ENiulEt2eDwVsSqmbXM+fAlBK/bXaJ7FZ+2MMmFDAWmx2j6/RXTExx89ZlsPFt1ALF6rzq7S54xtVK2AvMi0xF+VA8uuw7hXj555ToeetRiKuauvSRx5buJXv951m0/9dT1iwH43COJdmJOgDXxgXgZwOiGgKnW8yWtIdrzW6Zaqj7JtLWSI+vsG4FRiMvu84VyJrMwhiB1x8nuJ8o2Wf8hZkbDb6QntOg4H3GtuapeAc7PkMdn5kvF8oaNXX+CA7ud14/wCadrrw2toMNj5gvNFVYM+AJbPhyGroOh5ueRkaNgNgQ2oW05OSefrmBGaNrMI3oH9PMrr6Hk4x5dtJJYn5VmCsa/guInIXMFgp9XC1TmCzPgPcxoUa9pOBj7DZ/+TJ7lfryvgWaOk6+EJ98Q/jD3/TfFjzD+MPvut4uPa30KKH2ZFdYlr/OD7ddoLv9p5mnD/Ns9Y4HobMNh6Fdji0wkjU+5fB9v8aLcH2I40k3WXclbt9ck65EvBGOJbsSlSum2uadjK6TTxNVKER0O8O43FiG6S8bSTDbe8ZiTDxXuh1a+30RZcUGF1AOz+Gg18bXS1NOsKo30Cv26BZpwvbndh64T048CVse99YF251XUh2/yCKqlocuxfD5780hrfd8gr0u6s8kSqleOHr/TSPCuOnQ+OrdtyECbD8ccjcD80TqrZvNSUlJbmXbGhWYbXHdX08NBPo51Zhbi7GqDaPEvNVuzLi5yyzYozHm4FRif9DjCTtF1NL1VqL2VFsXNBa/QLknjJadWP+D+JMbEldRalTMfSv39I7Lpr5d/tHX94VlZYYyfXAl8bFoXNHjOWt+hgJuutYo5+6LAkdTzZGkYAxKqR1/wtJuM2g8lZdjRTaYcf/jCR9eo9xMbPPDCNJN+9W8+O7K3XAkVVGMt77uXFBNbKl0WrvdatxneJqrcuKXTfHN8LpvVzouunhen9cj+i2lR+z8Dx88aQxtC12AEx985JrAiv3n+aedzbx7KQe3FXVxHz+BLzYDa79Pxj5RNX29QKfd2XYrF8AM8vHLhuV5t7DZp/gUXye9jG7xjNPx6iP8RdXKVDT+Twxlzpgx4ewaq6RBNoOhWt/B/HDfHdOL/rr8r28teYIG56+LrAmCFAKzhyA/V8Yj+MbuKgBE9kS2pYlmCHQ0sf9+EoZMWx6C/YsMVqwba8xEnT3WyC4mu+tUka3yc6PYNciY0RLWCPjmL1ug/gRNe97L8g2blQ6vtF4DekpxmgaMN7H8g+zwdCqtzGWfvEso6th5JMw8vFLbgZRSnHLq2s5l1/Md78eTWhwNbpM3rzO6IZ5cFXNXl81VJKYgzFunb4Oo67PJuB2pdTuap3AZl2CUSj/G4xf3BuANcBpY7390Svt7skNJtdgNMtHuA48JW3u+B+qFWwgcTqNP8Dv/wJZB42vsuP/YQz1CaAr9lP7x/HG6lQ+336Ce4Z5ZZ7I2iECMV2Nx/BfQt4Zo8tDLEZCtrap3f8HEeMiYdshMHau0b2R8g4suh++bGqMPx9wDzTxcBbozANGMt75kfHNwBIGXW4yknHnGyGkRrOoXaxBtDFUsdP1xnNnqdH6L//msQH2fmass4QZXUHRbeHer4ykXYmvdp9iZ4ad52/tXb2kDEbtjBU2yD4O0eaWD1BKOUSkrK6PBXi72knZsNj1KLOyKjtf7eLfUeAcxswj3wEO9/Vpc8ebfieg11vMSsGBr+C7P8GPOyGmm9GHnDAhoBKyu/Ev/0CQCJ8/MtzsUOoWpxOOrDRa0fu/AFUKHa8zWtFdxl56N2TZiIqdHxl94RJk9KX3us0YQhZuNeVlAEYh+3RXkg4KgRH/77L90aVOxdiXVlOqFF//cmT1a3+fOQSvDoCxzxnXG2pRxRazv7lai/kIRjP8JtejYha/1hdBmSZ1pZGQ0zdB4/ZGv1rPaQFfV2Jq/zieXbqHAz/m0KVFFS/+aJcXFGRca+h4rZF0t/wbNr8LH94BUa1hwN3QY4rRb+4+oqJ1f7jpr8ZInqiWZr8KQ1QL48PBg+JCn23P4ODpXF69vV/NJmRo1gliEowxzbWcmH3OZu0M/BVjrlP3WbI9+kp1tcT8JHA8be74kwDxc5bdDUwD0qjCjK9+7/hG+PaPkPaDcUfexH9C3zvqTJGVW/q05i/L97JoSwZzxtXOFfB6p1FrGD0HRjxuXLxMeRtW/tV4gDFCZPQco3Vs1o01XlBS6uQf3xykW6tG3NzTCyN9EibAmhchL8u347Br3zsYlTH/AYzBmJrP46/cV/u4m4dRDof4OctGYnwCvAvYqQu1kU9uh/d/Am/dYNx0MPY5eGSL0VdYR5IyQExUGKO7xLBkawalzsC+ocjvWYKNvtO7FsGjW43bjmetNMbrjp4T0EkZ4KOUdI6dzefxG7sQFOSFrr1uE4x6LAe+qPmx/EsDbPZvAcFmP4rNbqMKPQxXazFb3IbFTQeS0uaO/wT4JH7Osm3VCtcfZO6H7/9s3D0VHg3X/R4GP1inayVM7R/Ht/u2sP5wFsM7e2EYmXZ1TTrA4FlmR+E1hSWlvPLdQfq1jebaBC/dRNWqr3Ehd+9S4wJq3VGIzRoEHMRmfRhjpIfHb9rVWsyW+DnLypL3dRgXAMsEXp3Hc2mweDa8NgQOfWsM1n9su3Ghow4nZYDrujUnKjyYRVvSzQ5FC1DvbzjGSXshT9zYtfqFsSoSMbozDn9nFMGqO34JRACPAgOAu4C7Pd35asn1A2BV/JxlZzDm3fsBIH7Osk4Y3RmB5fD3xp1MQ38Bw35V1/q0rig8xMKE3q1ZsjWDZyc7aBgWeJ+rmnnyihy89v0hrunYlGs6efkbV7cJsOF1Yzhkj8nePbZZbPZNrp9yMfqXq+SKf51pc8f/OX7Osm8xyn5+nTZ3fFkHZRDgySzZVy2lJyJ3AL9xPc0FHlJKbXeti8aYPbsnxoiQe5VS6z05b6X63WkMY2rkR7cn16Jp/WP5YOMxvth1ilsHxJkdjhZAFqxLIyuvmMdv6ur9g7cdatRK2be0DiVmaxfgCaAd7nnWZveon9mTQvnJlSw7UNm2FXlYSu8IMEopdU5ExmFcVBzsWvdP4Eul1K0iEorx1aD6LCH1NikDDGjXmLZNIli0JV0nZs1j9oIS3lh1mOsSmtO/bTVLyF5JkMWoi7Lnc6P0Qd2YWOEjjMETb3LxRNYe8fX32UHAIaVUKoCILAQm4TYpoVJqndv2yUCca9tGwEjgHtd2xUCxj+Ot00SEqf1j+ee3B8nILiA2ugaF+bV6483VqZwvdPD/buziu5MkTISt70Ha6gt3KAY2Bzb769Xd2dfTB8QCx92ep7uWXc59QNm4mQ5AJvCOiGwVkfkiUrev0NWCqf3iUAqWbM0wOxQtAJzJLeLttUcY36sVPVr78M7EDqONqcn2LvXdOWqDzdoEm7UJ8Dk268+xWVuVLzOWe8TXidnjUnoiMgYjMZf1NwcD/YHXlVL9MKa0mlNxv8zMTBITE8sfbmX9tEq0bRrBoPgmLNqSTqBPkqD53usrD1NYUsqvbvBhaxmM2iCdrjeqCjqr/M3fn2wGUjBGYDwBrHMtK1vuEV93ZaQD7tVJ4oATFTcSkd4YF/nGKaWy3PZNV0ptcD3/mEoSc0xMDKbOYBKApvaPZc6inexIt9OnjZ/N0KH5jZP2Av6TfJQp/eLo1LyaExdURbeJRuGw9E2uWWUCkM3ulUphvm4xbwI6i0h718W7GcBn7huISFuMQvx3KaXKLyoqpU4Bx0Wk7DLwdbj1TWvVd3PvVoQGB+kxzdoVvfLdIZRS/PL6zrVzws43GAWU9n5eO+fzBZt1IDZrS7fnP8Vm/RSb9WW/6cpQSjmAslJ6e4H/KaV2i8hsESmrWvIM0BR4TUS2iYh78/cR4H0R2QH0Bf7iy3jri0bhIdzYvQWfbT9BYUlAf23UfORYVj7/23Sc6QPb0KZJzQZDeSzcCh1GGcPmAreb7Q3KBinYrCOBucC/qWIZC5/fZaCUWg4sr7BsntvP9wP3X2bfbYDfluYLZLcPbsvSHSf5ZEs6dwxuZ3Y4mp956dsDWIKER66tpdZymYQJsPSX8ONuaNmzds/tHRZs9ovKWGCzfwJ8gs3qcRkLX3dlaH5qaIem9GkTzRurUnGUOs0OR/Mjh07nsGRrBj8d2o4WjbxYsN8TCeMBMVrNgcmCzVrjMhY6MddTIsJDozpy7Gw+y3edMjsczY+8+M0BGoRYeGh0p9o/eWRzY4qrwB029wGwCpv1U9zKWGCzVqmMhU7M9diN3VvQMaYhr688rIfOaQDsyrCzfOcp7hveniYNTboDr9sEY/agc2nmnL8mbPY/A78GFgDDsdmrXMaibGOtngoKEmaP6sjek+dZdSDT7HA0P/DPbw9ibRDC/SM9nLvQFxJcE0kHaqvZZk/GZl+MzZ7ntuwANrvHU/HpxFzPTeobSytrOK+tPGx2KJrJDp3O4Zs9P3L30HY0Cjdxoogm7aFFz0DuZ64xnZjrudDgIO4f0YGNR86y+ejZq++g1VnzVqUSHhLE3dfEmx2K0Wo+lgy5p82OxBQ6MWvMHNSG6IgQXl+ZanYomklO2gv4dFsG0xPb0DQyzOxwjH5mFOxfftVN6yKdmDUiQoO555p4Vuz9kf2ncswORzPBWz8cwang/hEm9i27a9ETotsFbj9zDenErAFw99B4GoRYeGOV7muub7Lzi/nvxmNM7N2q9u7yuxoRo3bGkVVQeN7saGqdTswaAI0bhjJzUFs+3X6C9HP5Zoej1aL/rD9KfnEpD47ysxm8EyZAaTEc/NrsSGqdTsxauQdGtidIYP4PR8wORaslBcWlLFiXxpiuMXRr1cjscC7WZhA0jKmXozN0YtbKtbI2YHLfWBZuOkZWbpHZ4Wi14KPNx8nKK2a2v7WWwTXl1M1w8BsoKTQ7mlqlE7N2kQdHdaTI4WTBujSzQ9F8zFHqJGl1Kv3aRjOovccVKWtXt4lQnGv0NdcjOjFrF+nUPJKburfk3XVp5BY5zA5H86FlO0+Sfq6Ah0Z1RKSyyYb8QPuRENYosGs0V4NOzNolZo/uyPlCB//dcNTsUDQfUUoxb1UqnZpHcn23FmaHc3nBYdD5Rtj/RaBPOVUlOjFrl+jbJpprOjZl/g9HKHLUnz+G+mTVgUz2njzPrJEdCAry09ZymW4TIP+McSdgPaETs1apn4/uxOmcIhZv0bNp10XzVh2mZaNwJve90qT1fqLTDWAJq1ejM3yemEVkrIjsF5FDInLJZKoicoeI7HA91olInwrrLSKyVUTqz/+KHxjWqSm9Yq28sTqVUqcuCVqXbD12juTUs9w/oj2hwQHQNguLhI5jjLsA60l5Wp/+r4iIBfgXMA7oDswUke4VNjsCjFJK9Qae5dJ5sR7DmC9Qq0UiwkOjO3LkTB5f6kL6dcq8VYexNghhxqC2ZofiuYQJYD8Gp3aYHUmt8PXH5SDgkFIqVSlVDCwEJrlvoJRap5Q653qaDMSVrROROGA8MN/HcWqVuKlHSzo0a8jrqw7pQvp1xKHTuXy950d+OrQdkWE+n/LTe7qOAwkybXSGiNwmIrtFxCkiPp+H1NeJORY47vY83bXscu4DvnB7/hLwJKAnpTOBJUh4cFQHdmWcZ82hM2aHo3lB0urDhFr8pLRnVTRsBm2vMbOo0S5gKrC6Nk7m68Rc2eXeSpteIjIGIzH/xvV8AnBaKbXZd+FpVzO5XywtGoXx2ve6uFGgO2UvZPHWDKYPbEMzfyjtWVXdJkDmXsiq/d9FpdRepdT+2jqfrxNzOtDG7XkccKLiRiLSG6O7YpJSKsu1eBhwi4ikYXSBXCsi71XcNzMzk8TExPJHUlLFLmqtJsKCLdw/vAPrU7PYeuzc1XfQ/Nbba43Sng/4S2nPqkoYb/xbD2428XVi3gR0FpH2IhIKzAA+c99ARNoCi4C7lFIHypYrpZ5SSsUppeJd+32nlLqz4gliYmJISUkpf8yaNcuXr6demjm4LdYGIczTJUEDlj2/hPeTjzK+lx+V9qyq6LbQqo/Phs2JyAoR2VXJY9LV9/Yun/b+K6UcIvIw8BVgAd5WSu0Wkdmu9fOAZ4CmwGuu20IdSimfd65rnosMC+buoe14+btDHDqdQ6fmUWaHpFXRexuOkldc6p/FiqoiYSJ8/yc4fxIatarSrklJSe7fqJtVXK+Uut4LEXqFBPrV9sTERJWSkmJ2GHVeVm4Rw577jgm9W/PCbX2uvoPmNwpLShn+3Hf0aG3l3XsHmR1OzZzeC68NgfF/h4H3V/swIrK5Og1AEVkJPK6U8mnSCYDR5Zo/aBoZxoyBbVmyNYMT2QVmh6NVwUeb0zmT66elPasqJgGadKz10RkiMkVE0oGhwDIR+cqX59OJWfPY/SPaA7qQfiBxlDp5c3UqfdtEM6SDn5b2rAoRY3RG2g9QUHsXo5VSi13XvMKUUi2UUjf58nw6MWsei2scwS19W/PBxmOczSs2OxzNA1/sOsWxs/nM9ufSnlWVMBGcDjhQd6ec0olZq5KHRnWkoKSUd3Uhfb+nlOL1lYfpENOQG7v7cWnPqoodAJEtYV/dHTanE7NWJZ1bRHFD9xa8uz6NPF1I36/9cPAMe06eZ/bIjv5f2rMqgoKMMc2HvoWSunm9QydmrcoeGt2R7PwSPth4zOxQtCuYt+owLRqFMalfa7ND8b5uE6AkHw5/Z3YkPqETs1Zl/ds2ZkiHJsz/4QjFDl3GxB9tP57NusNZ3D+8A2HBFrPD8b74ERBuNbN2hk/pxKxVy0OjO3HqfCFLtulC+v5o3qrDNAoPZubgACrtWRWWEOgyFg58AaV1r0tNJ2atWkZ2bkb3Vo2Yt+owTl1I36+kZuby5e5T3BVopT2rKmGCMWTu6FqzI/E6nZi1aikrpJ+amcfXe3QhfX+StDqVUEsQ91zT3uxQfKvTdRAcXiennNKJWau2m3u1ol3TCF5feVgX0vcTp88XsmhLBrclxhETFYClPasitCF0vA72LatzU07pxKxVmyVIeHBkR7an21l/OOvqO2g+99baIzicTmaNqAO3X3ui20Q4nwEntpgdiVfpxKzVyNT+scREhfHaSl0S1Gz2ghLeTz7G+N6tads0QEt7VlWXm0AsdW50hk7MWo2Eh1i4f3h71hw6w470bLPDqdfe33CU3CIHD44M0EL41RHRBG76szEnYB2iE7NWY7cPbktUeLAupG+iwpJS3l6TxsguMfSMtZodTu0a8hC0CfByphXoxKzVWFR4CD8d2o4vdp3icGau2eHUS59sSedMbhGzR9Wj1nIdphOz5hU/G9aeUEsQSatSzQ6l3il1Kt5cnUqfOCtDOzQ1OxzNC3yemEVkrIjsF5FDIjKnkvV3iMgO12OdiPRxLW8jIt+LyF4R2S0ij/k6Vq36mkWGMX1gGxZtTeeUvdDscOqVL3edIi0rn4dG16HSnvWcTxOziFiAfwHjgO7ATBHpXmGzI8AopVRv4FmgbFIuB/BrpVQ3YAjwi0r21fzIAyM64FTw1hrdaq4tSileX3WIDs0ackP3lmaHo3mJr1vMg4BDSqlUpVQxsBC4aMZZpdQ6pVTZVATJQJxr+Uml1BbXzznAXiDWx/FqNdCmSQS39GnN+xuOcU4X0q8Vaw9lsSvjPLNGdsBSl0p71nO+TsyxwHG35+lcObneB3xRcaGIxAP9gA1ejE3zgdmjOlLkcDIjKZkjZ/LMDqfOe33VIZpHhTGlv26z1CW+TsyVfYRXeu+kiIzBSMy/qbA8EvgE+KVS6rzXI9S8qmvLKBb8bCA/5hRyy6tr+Hbvj2aHVGftTLez9lAW9w1vXzdLe9Zjvk7M6UAbt+dxwImKG4lIb2A+MEkpleW2PAQjKb+vlFpU2QkyMzNJTEwsfyQlJVW2mVaLRnSO4fOHh9O2SQT3vZvCSysO6Ap0PjBv1WGiwoO5va6W9qzHfF0TcBPQWUTaAxnADOB29w1EpC2wCLhLKXXAbbkAbwF7lVIvXu4EMTExpKSk+CJ2rQbaNIngk4eu4enFO3lpxUF2ptt5cXpfrA1CzA6tTjhyJo/lu07y0KiORIXr97Su8WmLWSnlAB4GvsK4ePc/pdRuEZktIrNdmz0DNAVeE5FtIlKWZYcBdwHXupZvE5GbfRmv5l3hIRb+flsf/jipB6sOZDL5X2s58GOO2WHVCW+sOkyIJYifDavjpT3rKQn0co2JiYlKt5j936a0s/z8/S3kFTl4/tY+jO/dyuyQAlbS6sP8Zfk+7rkmHtstPcwOJyCJyGalVKLZcVyOvvNPqxUD45uw9JHhJLSM4hf/3cJfl+/FUarnC6wKpRQvfnOAvyzfx/jerXj65m5mh6T5iE7MWq1p0SichbOGcueQtryxOpW739nIWT3e2SNKKZ5dupeXvz3ITxLjeHlGP0KD9Z9vXaX/Z7VaFRocxJ8m9+Jvt/ZmU9o5Jr6yhp3pdrPD8mulTsVTi3by9toj/GxYPHOn9tY3k9RxOjFrpvhJYhs+nj0UpRTT5q3j483pZofkl0pKnTy2cCsLNx3n0Ws78cyE7gTppFzn6cSsmaZ3XDSfPzKcxHaNefyj7Tzz6S6KHbrfuUxhSSmz/7OZpTtO8tS4BP7fjV11kaJ6QidmzVRNI8P4972DmDWyA/9ef5Tb30zm9HldnS6vyMHP3tnEd/tP86fJPXlwVD2Zw08DdGLW/ECwJYinb+7GKzP7sfvEeca/soaUtLNmh2Uae34Jd761gY1pZ3nxJ324c0g7s0PSaplOzJrfmNinNUt+MYyIUAszkpL5z/o0An2cfVVl5hQxPWk9uzPO89od/ZnSL87skDQT6MSs+ZWuLaP47OHhjOwSw+8+3c0TH++gsKTU7LBqxYnsAqa/sZ6jWfm8dU8iN/XQ9ZXrK52YNb9jbRDC/J8m8th1nfl4czq3zVtP+rl8s8PyqbQzedw2bz2ZOUX8+75BjOgcY3ZImol0Ytb8UlCQ8KsbujD/p4mknclj4itrWHvojNlh+cT+Uznc9sZ68osdfDBrCAPjm5gdklaBiDwvIvtcU+AtFpFoX55PJ2bNr13fvQWfPTKcZpFh3PXWBp5atJMVe34kr8hhdmhesf14NtOT1hMk8L8Hh9Iz1mp2SFrlvgF6uqbAOwA85cuT+brsp6bVWPtmDVnyi2HYPtvNkq0ZfLDxGCEWIbFdE0Z1jWFk5xi6tYoKuDG+G1KzuO/dFKIjQvjv/UNo2zTC7JC0y1BKfe32NBm41Zfn09XltIBS5CglJe0cqw5ksvpAJvtOGWVEY6LCGNk5hpFdmjGicwxNGoaaHOmVrdx/mgf/s5m4xg14//4htLSGmx1SvVKT6nIi8jnwoVLqPS+HdeEcOjFrgeyUvZDVB40kvebQGbLzSxCB3rFWRnaJYVSXGPq2iSbY4j+9dl/sPMmjC7fSuXkU/7lvEE0jw8wOqd6pLDGLyAqgsqEwv1VKfera5rdAIjBV+TB56sSs1RmlTsWO9GxWHzjD6oOZbD12DqeCqPBghnVsZnR7dIkhNrqBaTF+vDmdJz/eTr+2jXn7noF6RpdalJSUVD713ObNm48qpeKrsr+I3A3MBq5TSvl0mJBOzFqdZc8vYe3hM6w+kMmqA5mctBu3endqHlne7TGkQ1PCQ2pnItN/r0/jmU93M6xTU978aSIRofoSj1mq2pUhImOBF4FRSqlM30XmOp+vE7PrBf0TsADzlVJzK6y/gwszY+cCDymltnuyL+jErHlGKcWh07msciXpDUfOUuxwEhYcxKD2TRjcvgktrQ1oHhVGTFQYzaPCaBwR6rVKbv/6/hDPf7WfG7q34JWZ/Wrtw0CrXDUS8yEgDCibLDpZKTX7CrvUiE8Ts4hYMIaW3IAxY/YmYKZSao/bNtdgTLh6TkTGATal1GBP9gWdmLXqKSwpZcORs6zan8nqg5kcOp17yTbBQUKMW6KOiQov/7k8gTcKJyYy7LJF65VS/O2r/by+8jCT+rbmhdv6EOJH/d31lb9PLeXr71KDgENKqVQAEVkITALKk6tSap3b9slAnKf7alp1hYdYGOW6OAiQX+wgM6eI0zlFnD5fRGZOofFzThGZOUVkZBey7Xg2WXnFVNaWaRwR4kra4eVJOyYqjP2ncvhoczozB7XlT5N76gL3mkd8nZhjgeNuz9OBwVfY/j7gi2ruq2nVFhEaTLumwbRr2vCK25WUOjmbV8zp80WcdiVvI6EXupYVceRMHpk5RRS75jR8YER7nr65W8CNs9bM4+vEXNlvYqV9JyIyBiMxD6/qvppWW0IsQbRoFE6LRuHA5e/SU0phLyihsMSpxyhrVebrxJwOtHF7HgecqLiRiPQG5gPjlFJZVdk3MzOTxMQLXUWzZs1i1qxZNY9c02pARIiO8O+bXDT/5evEvAnoLCLtgQxgBnC7+wYi0hZYBNyllDpQlX0BYmJi0Bf/NE2rS3yamJVSDhF5GPgKY8jb20qp3SIy27V+HvAM0BR4zdUH51BKJV5uX1/Gq2ma5g/0DSaaptU7/j5cTg+o1DRN8zM6MXtR2X34gSLQ4gUdc20ItHghMGO+Ep2YvSjQfjkCLV7QMdeGQIsXzajpFgAACKxJREFUAjPmK9GJWdM0zc8E/MU/EckEjpodh0szIJAmpgu0eEHHXBsCLV6oesztlFJ+O+NtwCdmTdO0ukZ3ZWiapvkZnZg1TdP8jE7MLiKiROQ/bs+DRSRTRJbW8Lhvi8hpEdlVYfmHIrLN9UgTkW3+EK/rWE1F5HsRyRWRV92WR7nFvE1EzojISzU4z6VFkC9ev1JELrkJQEQeFpFDrvegmdvyJ9xi2yUipSLSpLrxuY75WxHZLSI7XMetcYVDX7+/rvfl727PHxcRmxfiHikiW0TEISK3ui0fUyHuQhGZXM1zXPF3oiZxutb9zfX/uVdEXhY/Lfmn57a5IA/oKSINlFIFGAX6M6pyABEJVko5KixeALwK/Nt9oVJqutt+fwfstR3vFRQCvwN6uh4AKKVygL5lz0VkM0adk9q2FlgKrHRfqJR6HngeQEQmAr9SSp2t7klEZCgwAeivlCpyfQh4ozKRr9/fImCqiPxVKeXNi3jHgHuAx90XKqW+xxW364PwEPC1F89bVZXG6ZqUYxjQ27VoDTCKCr9H/kC3mC/2BTDe9fNM4IOyFSIySETWichW179dXcvvEZGPxJjS/JJfRqXUauCyycH1if0T93P5ON4fRMT9j3+tq7qfe8x5Sqk1GAnkcnF3BpoDP1QjbvfjjHZv5YvIqyJyz5X2UUptVUqlXeXQF70f1dQKOKOUKnKd94xS6oQrzgEiskpENovIVyLSyrV8pYi85HrPd4nIoEri9/X76wCSgF9Vctx2IvKt6xvAtyLSVkSsrm9tQa5tIkTkuIhcNFOsUipNKbUDcF7h3LcCX9RkslIRiXTFtkVEdorIJNfyeFdL901Xq/drEblkZt0rxKmAcIwP1zAgBPixunH6kk7MF1sIzBCRcIxP1Q1u6/YBI5VS/TAKL/3Fbd1Q4G6l1LXVOOcI4Eel1MFainc+RmsCEekChLl+iatqJvChL6dwry4RiQDGAp/U8FBfA21E5ICIvCYio1zHDwFeAW5VSg0A3gb+7LZfQ6XUNcDPXeuqo6bv77+AO0SkYtHoV4F/K6V6A+8DLyul7MB2jNYjwETgK6VUSTXOO4OafyAWAlOUUv2BMcDf3bocOgP/Ukr1ALKBaZ4eVCm1HvgeOOl6fKWU2lvDWH1Cd2W4UUrtEJF4jD+K5RVWW4F3XS0ZhfFpW+abGnxlrnbLrprxfgT8TkSeAO7F6GqpjhnAXdXc19cmAmtr0o0BoJTKFZEBGB+eY4APRWQOkILRBfGNK19YMP7Qy3zg2n+1iDQS+f/t3VuIVVUcx/HvL5ReEqWSoKCEgkwrjSlJMp0uDz2qhAZBDkQgPUgPPgRFWEKKSWREEQ0ZRWQRlKIVSDZENwy7eEN7MAN7kYSy0RCVfw//dZqtM3PszDkz7vL3gQPn7Mva62y3/1lr7X3+S5Mi4vcWD9/W+Y2Io5LeBJYBf1VWzQYWlvdvAWvK+3eBxWTgegB4udVjll7DTWRGyHYIeFbSXLLVexVwRVn3c0Q07sfsAKa0UL/rgBsYmL5uq6S5pVdbKw7Mg20C1gLdZDrShpXAZxGxoATDvsq6YyM5kKRx5H+SrpHsX7RU34g4LmkrOX/iIqDlDFuSZgDjImJHG/VuOMWZPbdOTPfRiVYbABFxmjx3fZJ2AUvIgLAnImYPt9s5PjfVwfP7AvAdsL7JNo26bQJWlTHiLmDbCI63CPhghC3tqgeByUBXRJyUdJCB6+JEZbvTwKChjCYWkLNb9wNI+hi4HahdYPZQxmCvA89ExK6zlk9k4OZaT4eOdS+wLyIOtVHGSOrbC7wIfDvCVmUnxm8bfgGmSbq4dLvvaaewUsY8YGO7FZN0felxNMwk67sfmFxuDiJpvKTple0Wl+VzgD/KUEErOnJ+y7/te+SUbQ1fkX+4IAPgF2XbfmA7sA7YXP4gtapT18VE4HAJyncB13SgTMibgvOUTzCNJ6+TWg5lEBF+5TBe/xDLusmLFLIL+BP5RMBK4GBZ3gO81KTcd8hu7klyuqyHK+veAJaOZX0r2+4D7mtS/kHypmV/qfe0yroDwNQ2z/c44Eh5v4YMdpvJpxB6yvI+4NYh9l1W6nSKnG6st7KuB9jQoWuiiwxke4GdpW6Xl3UzyZbWj8Ae4JFKnVeV/XYDs8b6/FavDXII4DiwonyeQraGdwKfAldXtr2fbEHPG6bc20pdjwFHyF4DlXJ/BS5q95ogf179NTlk1EsGzynltbuy/fLG9/o39SSHnF4t5e0Fnu/EdTIaL/8k+wIk6UoygEyNiGZ32EezDjOA1yJi0FML/2WS+oDlEeHZG1r0f70mRsJDGRcYSQ+RT288cR6D8lKyJ/Hk+Ti+1Y+viTO5xWxmVjNuMZuZ1YwDs5lZzTgwm5nVjAOzmVnNODBbLanDaU0lTZL0aOVz90jLMhttDsxWV/+kNS2f201rOolMKmRWew7MVmfN0ppeKunDkr7ym0bqUkkrlJMT9Ek6IGlZ2WU1cK0ykftzZdklkt6XtE/S240MZpJWS9pbyl47Nl/VbICTGFmdbQCeKkMON5N5Qe4s654Gvo+I+ZLuJiciaOSZnkpmg5sA7Jf0CvA4cGNENBK6dwO3ANPJn3V/CdwhaS+Z7GZqRISkSaP/Nc3O5Baz1VZknugpDJ3WdA6ZtpKI2AZcVsk9vCUiTkTO3nGYgZSRZ9seEYfKLyB/KMc6SuYD7pW0kMwzYTamHJit7hppTc/OWjbUXG2Nn7GenRpyuJ7hoO0ipwabRSbZnw980mqFzdrlwGx1N1xa08/JtJWNYYnfIuJok3L+JIc2mpJ0CTAxIj4CHqMyB5/ZWPEYs9VaZK7qdUOsWgGsl7STHG5Yco5yjijnN9xN3lTcMsymE4CNZbouMcS8eWajzUmMzMxqxkMZZmY148BsZlYzDsxmZjXjwGxmVjMOzGZmNePAbGZWMw7MZmY148BsZlYzfwPMlfRLEeWBdgAAAABJRU5ErkJggg==\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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\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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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# only use the valid variables\n", + "ignore_vars = ['stl1', 'SMsurf']\n", + "valid_variables = np.array(variable_names)[~np.isin(variable_names, ignore_vars)]\n", + "\n", + "for var in valid_variables:\n", + " plt.clf()\n", + " plot_shap_values(input_historical[0], shap_historical[0], variable_names, norm_dict, var, show=False,\n", + " pred_date=(np.where(input_pred_months[0] == 1)[0][0] + 1, 12))\n", + " plt.savefig(analysis_dir/f'shap_plot_{var}.png', dpi=300, bbox_inches='tight')\n", + " plt.show()" + ] } ], "metadata": { diff --git a/notebooks/docs/pipeline_components/06_Test.ipynb b/notebooks/docs/pipeline_components/06_Test.ipynb new file mode 100644 index 000000000..31df17582 --- /dev/null +++ b/notebooks/docs/pipeline_components/06_Test.ipynb @@ -0,0 +1,448 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making Predictions\n", + "\n", + "We have a pretrained model in the zipped data directory. Here we will make the predictions with the **EALSTM** model and the baseline **persistence** model." + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "from src.models import load_model, Persistence" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 16.653808601170777\n" + ] + } + ], + "source": [ + "# make predictions and save results to .nc with BASELINE model\n", + "persistence = Persistence(data_folder=data_dir)\n", + "persistence.evaluate()" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_path = data_dir / 'models/one_month_forecast/ealstm/model_gcloud.pt'\n", + "assert ealstm_path.exists(), \\\n", + " 'Expected the unzipped file to have the model.pt file saved'\n", + "\n", + "ealstm = load_model(model_path=ealstm_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 40.941688537597656\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/tommylees/miniconda3/envs/crop/lib/python3.7/site-packages/xarray/coding/times.py:244: FutureWarning: the 'box' keyword is deprecated and will be removed in a future version. Please take steps to stop the use of 'box'\n", + " dates = pd.to_datetime(dates, box=False)\n" + ] + } + ], + "source": [ + "# have to specify the ignore_vars is empty \n", + "ealstm.ignore_vars = []\n", + "ealstm.evaluate(\n", + " save_results=True,\n", + " save_preds=False,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# evaluating the model" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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monthealstmprevious_monthmetric
01.011.96264615.918060rmse
12.055.5211119.609800rmse
23.050.63424318.995626rmse
34.039.11607424.495406rmse
45.037.96817018.025452rmse
\n", + "
" + ], + "text/plain": [ + " month ealstm previous_month metric\n", + "0 1.0 11.962646 15.918060 rmse\n", + "1 2.0 55.521111 9.609800 rmse\n", + "2 3.0 50.634243 18.995626 rmse\n", + "3 4.0 39.116074 24.495406 rmse\n", + "4 5.0 37.968170 18.025452 rmse" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['ealstm', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "\n", + "display(scores.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metric = 'rmse'\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "scores.loc[scores.metric == metric].plot(x='month', ax=ax)\n", + "ax.set_ylabel(metric)\n", + "ax.set_title(f'Comparison of model performance vs. baseline ({metric})');" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
monthmetricvariablevalue
01.0rmseealstm12.328923
12.0rmseealstm10.038730
23.0rmseealstm15.299802
34.0rmseealstm15.628013
45.0rmseealstm21.278271
\n", + "
" + ], + "text/plain": [ + " month metric variable value\n", + "0 1.0 rmse ealstm 12.328923\n", + "1 2.0 rmse ealstm 10.038730\n", + "2 3.0 rmse ealstm 15.299802\n", + "3 4.0 rmse ealstm 15.628013\n", + "4 5.0 rmse ealstm 21.278271" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create long format dataframe\n", + "scores_long = pd.melt(\n", + " scores, id_vars=['month', 'metric'], \n", + " value_vars=['ealstm', 'previous_month']\n", + ")\n", + "# get the separate metrics for plotting\n", + "rmse = scores_long.loc[scores_long.metric=='rmse']\n", + "r2 = scores_long.loc[scores_long.metric=='r2']\n", + "\n", + "scores_long.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'RMSE Comparison for EALSTM vs. Baseline')" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "g = sns.catplot(x=\"month\", y=\"value\", hue=\"variable\", data=rmse,\n", + " height=6, kind=\"bar\", palette=\"muted\")\n", + "g.despine(left=True)\n", + "ax = plt.gca()\n", + "ax.set_title('RMSE Comparison for EALSTM vs. Baseline');" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.catplot(x=\"month\", y=\"value\", hue=\"variable\", data=r2,\n", + " height=6, kind=\"bar\", palette=\"muted\")\n", + "g.despine(left=True)\n", + "ax = plt.gca()\n", + "ax.set_title('R^2 Comparison for EALSTM vs. Baseline');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Shap values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "input_pred_months" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'variable_naems' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\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[0mvariable_naems\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'variable_naems' is not defined" + ] + } + ], + "source": [ + "latitudes = latlons[:, 0]\n", + "longitudes = latlons[:, 1]\n", + "dims = ['lat', 'lon']\n", + "coords = {'lat': latitudes,\n", + " 'lon': longitudes}\n", + "\n", + "xr.Dataset({'shap': (dims, values)}, coords=coords)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/draft/15_gt_ealstm.ipynb b/notebooks/draft/15_gt_ealstm.ipynb index 0d2b07836..9fca7a411 100644 --- a/notebooks/draft/15_gt_ealstm.ipynb +++ b/notebooks/draft/15_gt_ealstm.ipynb @@ -822,7 +822,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.0" } }, "nbformat": 4, diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index d0a718c77..da53720a6 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -60,19 +60,20 @@ def annual_scores(models: List[str], def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: + """Convert the dictionary from annual_scores to a pd.DataFrame + """ df = pd.DataFrame(monthly_scores) metric_dfs = [] # rename columns by metric for metric in monthly_scores.keys(): metric_df = df[metric].apply(pd.Series).T - keys_ = [c for c in metric_df.columns if c != 'month'] - vals_ = [f'{c}_{metric}' for c in metric_df.columns if c != 'month'] - metric_df = metric_df.rename(columns=dict(zip(keys_, vals_))) + metric_df['metric'] = metric metric_dfs.append(metric_df) # join columns into one dataframe - df = reduce(lambda left, right: pd.merge(left, right, on='month'), metric_dfs) + df = pd.concat(metric_dfs) + return df diff --git a/src/analysis/region_analysis/base.py b/src/analysis/region_analysis/base.py index f5c797709..92e7700a7 100644 --- a/src/analysis/region_analysis/base.py +++ b/src/analysis/region_analysis/base.py @@ -69,7 +69,7 @@ def __init__(self, assert self.features_dir.exists(), 'Require {data_path}/features to have been'\ 'created by the pipeline.' - self.models: List[str] = [m.name for m in self.models_dir.iterdir()] + self.models: List[str] = [m.name for m in self.models_dir.iterdir() if m.name[0] != '.'] if models is not None: self.models = self.models[np.isin(self.models, models)] assert self.models is not [], 'None of the `models` are here in ' \ @@ -257,19 +257,20 @@ def compute_regional_error_metrics(self) -> pd.DataFrame: 'r2': r2s, }) - def create_model_performance_by_region_geodataframe(self) -> None: + def create_model_performance_by_region_geodataframe(self) -> RegionGeoPlotter: """Join pd.DataFrame object stored in `RegionAnalysis.df` with the a GeoDataFrames for the admin_level at `RegionGeoPlotter.gdf` in order to create spatial plots of the model performances in different regions. """ - assert self.df is not None, 'require ' \ + assert self.regional_mean_metrics is not None, 'require ' \ '`RegionAnalysis.df`. Has `RegionAnalysis.analyze`' \ 'been run? Run that first!' # create the region geoplotter object geoplotter = RegionGeoPlotter(data_folder=self.data_dir, country='kenya') geoplotter.read_shapefiles() - geoplotter.merge_all_model_performances_gdfs(all_models_df=self.df) + geoplotter.merge_all_model_performances_gdfs(all_models_df=self.regional_mean_metrics) + return geoplotter def _base_analyze_single(self, admin_level_name: str, region_da: Optional[xr.DataArray] = None, From b5d18899d84f324d3e09e83291b31af563f7b53c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Thu, 29 Aug 2019 09:13:48 +0100 Subject: [PATCH 06/14] update the notebook --- notebooks/docs/Analysis.ipynb | 50 ++++++++++++++++++++++++++--------- 1 file changed, 37 insertions(+), 13 deletions(-) diff --git a/notebooks/docs/Analysis.ipynb b/notebooks/docs/Analysis.ipynb index 4b7fcfdb7..119700b87 100644 --- a/notebooks/docs/Analysis.ipynb +++ b/notebooks/docs/Analysis.ipynb @@ -12,7 +12,6 @@ "\n", "Our goal is to accurately predict *VCI* one month ahead. This would allow the Kenyan Drought Authority to proactively distribute funds ahead of damaging conditions. Machine learning has already been applied to this problem with impressive results ([Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm)). Can we do better?\n", "\n", - "\n", "### **NOTE 1**: \n", "\n", "We are using ready-to-use data that has already been through the pipeline.\n", @@ -38,6 +37,36 @@ "Here the data only includes the baseline `persistence` model and the state of the art Entity Aware Long-Short Term Memory (EALSTM) network. See the `notebooks/docs/Pipeline.ipynb` notebook for more information about the other models that we currently accomodate." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Get the data!\n", + "\n", + "### 1. download the zip file\n", + "Go to the [following link](http://www.mediafire.com/file/8txwi6y9l78uwvu/zip_data.zip/file) and download the `zip_data.zip` file\n", + "\n", + "```\n", + "http://www.mediafire.com/file/8txwi6y9l78uwvu/zip_data.zip/file\n", + "```\n", + "\n", + "### 1. unzip the file in `data/` directory\n", + "\n", + "Move this folder into your `ml_drought/data` directory!\n", + "\n", + "Unzip the file.\n", + "\n", + "On Mac this is as simple as double clicking. \n", + "\n", + "If you wish to unzip using a command line interface running `bash`:\n", + "\n", + "```bash\n", + "unzip zip_data.zip\n", + "```\n", + "\n", + "# On to the analysis!" + ] + }, { "cell_type": "code", "execution_count": 187, @@ -88,7 +117,7 @@ "import pickle\n", "\n", "data_dir = Path('data/zip_data')\n", - "data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "# data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", "\n", "assert data_dir.exists(), f'Make sure ' \\\n", " 'that you have downloaded and unzipped the ' \\\n", @@ -112,19 +141,19 @@ ] }, { - "cell_type": "code", - "execution_count": 189, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from src.analysis import annual_scores" + "### How does our model perform over time?" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 189, "metadata": {}, + "outputs": [], "source": [ - "### How does our model perform over time?" + "from src.analysis import annual_scores" ] }, { @@ -501,11 +530,6 @@ "shap_historical = np.load(analysis_dir / 'shap_value_historical.npy')\n", "with (analysis_dir / 'input_ModelArray.pkl').open('rb') as f:\n", " model_array = pickle.load(f)\n", - "\n", - "# input_historical = np.load(analysis_dir / 'input_historical.npy')\n", - "\n", - "# with (analysis_dir / 'input_variable_names.pkl').open('rb') as f:\n", - "# variable_names = pickle.load(f)\n", "with (data_dir / 'features/one_month_forecast/normalizing_dict.pkl').open('rb') as f:\n", " norm_dict = pickle.load(f)" ] From 4cb95f8b1e85458a8326f446517dd92148524126 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 30 Aug 2019 10:11:01 +0100 Subject: [PATCH 07/14] update pytest --- notebooks/docs/Analysis.ipynb | 487 ++++++++++++------ .../docs/pipeline_components/06_Test.ipynb | 350 +++++++++++++ src/analysis/__init__.py | 14 +- src/analysis/evaluation.py | 5 +- src/analysis/indices/base.py | 1 + .../region_analysis/region_geo_plotter.py | 5 +- 6 files changed, 700 insertions(+), 162 deletions(-) diff --git a/notebooks/docs/Analysis.ipynb b/notebooks/docs/Analysis.ipynb index 8c9006bc2..f848ae015 100644 --- a/notebooks/docs/Analysis.ipynb +++ b/notebooks/docs/Analysis.ipynb @@ -20,16 +20,17 @@ "# Get the data!\n", "\n", "### 1. download the zip file\n", - "Go to the [following link](http://www.mediafire.com/file/8txwi6y9l78uwvu/zip_data.zip/file) and download the `zip_data.zip` file\n", + "Go to the [following link](http://www.mediafire.com/file/mjklb3xigrz7rzb/zip_data_2.zip/file) and download the `zip_data.zip` file\n", "\n", "```\n", - "http://www.mediafire.com/file/8txwi6y9l78uwvu/zip_data.zip/file\n", + "http://www.mediafire.com/file/mjklb3xigrz7rzb/zip_data_2.zip/file\n", "```\n", "\n", "### 1. unzip the file in `data/` directory\n", "\n", "Move this folder into your `ml_drought/data` directory!\n", "\n", + "\n", "Unzip the file.\n", "\n", "On Mac this is as simple as double clicking. \n", @@ -40,12 +41,35 @@ "unzip zip_data.zip\n", "```\n", "\n", + "Your `ml_drought` directory should look something like this:\n", + "\n", + "```\n", + "ml_drought\n", + "├── Dockerfile\n", + "├── README.md\n", + "├── data\n", + " ├── zip_data.zip\n", + " ├── zip_data\n", + "├── environment.mac.yml\n", + "├── environment.ubuntu.cpu.gdal.yml\n", + "├── environment.ubuntu.cpu.yml\n", + "├── mypy.ini\n", + "├── notebooks\n", + "├── pipeline_config\n", + "├── pytest.ini\n", + "├── run.py\n", + "├── scripts\n", + "├── src\n", + "└── tests\n", + "```\n", + "\n", + "\n", "# On to the analysis!" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -61,6 +85,9 @@ "import os\n", "import warnings\n", "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", "# ignore warnings for now ...\n", "warnings.filterwarnings('ignore')\n", "\n", @@ -70,16 +97,6 @@ "!pwd" ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# demonstrate how this analysis might be run for a different problem.\n", - "# how do we determine feature contributions?" - ] - }, { "cell_type": "code", "execution_count": 3, @@ -101,39 +118,6 @@ " 'required to run the Notebook!'" ] }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "Dimensions: (lat: 311, lon: 244, time: 12)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2017-07-31 2017-08-31 ... 2018-06-30\n", - " * lon (lon) float64 33.5 33.54 33.57 33.61 ... 42.14 42.18 42.21 42.25\n", - " * lat (lat) float64 -5.17 -5.134 -5.098 -5.062 ... 5.921 5.957 5.993\n", - "Data variables:\n", - " precip (time, lat, lon) float64 ...\n", - " VCI (time, lat, lon) float32 ...\n", - " E (time, lat, lon) float64 ...\n", - " SMroot (time, lat, lon) float64 ...\n", - " SMsurf (time, lat, lon) float64 ...\n", - " stl1 (time, lat, lon) float64 ...\n", - " t2m (time, lat, lon) float64 ..." - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xr.open_dataset(data_dir / 'features' / 'one_month_forecast' / 'test' / '2018_7' / 'x.nc')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -158,29 +142,26 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 32, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "RMSE: 16.653808601170777\n" - ] - } - ], + "outputs": [], "source": [ "# make predictions and save results to .nc with BASELINE model\n", "persistence = Persistence(data_folder=data_dir)\n", - "persistence.evaluate(\n", - " save_results=True,\n", - " save_preds=True,\n", - ")" + "\n", + "if not len([\n", + " f for f \n", + " in (data_dir / 'models' / 'one_month_forecast' / 'previous_month').glob('*.nc')\n", + "]) == 12:\n", + " persistence.evaluate(\n", + " save_results=True,\n", + " save_preds=True,\n", + " )" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -193,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -205,11 +186,15 @@ } ], "source": [ - "# generate predictions from the `test` data\n", - "ealstm.evaluate(\n", - " save_results=True,\n", - " save_preds=True,\n", - ")" + "# make predictions and save results to .nc with EALSTM model\n", + "if not len([\n", + " f for f \n", + " in (data_dir / 'models' / 'one_month_forecast' / 'ealstm').glob('*.nc')\n", + "]) == 12:\n", + " ealstm.evaluate(\n", + " save_results=True,\n", + " save_preds=True,\n", + " )" ] }, { @@ -234,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -243,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -259,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -294,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -329,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -384,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -421,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -469,12 +454,12 @@ "plot_predictions(\n", " pred_month=5, model='ealstm', \n", " target_var='VCI', data_path=data_dir\n", - ")" + ");" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -515,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -525,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -562,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -570,8 +555,14 @@ "output_type": "stream", "text": [ "The RegionGeoPlotter requires `geopandas` to be installed.\n", - "The OCHA AdminBoundaries preprocessor requires the geopandas package\n", - "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs`\n", + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" ] }, @@ -612,9 +603,9 @@ " ealstm\n", " district_l2_kenya\n", " NAIROBI\n", - " 10.188009\n", - " 8.357715\n", - " -0.023210\n", + " 13.034867\n", + " 9.907392\n", + " -0.674941\n", " NAIROBI\n", " POLYGON ((36.90575473150634 -1.159051062893981...\n", " \n", @@ -634,9 +625,9 @@ " ealstm\n", " district_l2_kenya\n", " SAMBURU\n", - " 6.314932\n", - " 5.495340\n", - " 0.645855\n", + " 6.926626\n", + " 5.606387\n", + " 0.573924\n", " SAMBURU\n", " POLYGON ((36.75165473150634 2.519848937106019,...\n", " \n", @@ -656,9 +647,9 @@ " ealstm\n", " district_l2_kenya\n", " TRANS MARA\n", - " 8.154297\n", - " 6.989141\n", - " 0.254161\n", + " 9.777603\n", + " 7.809506\n", + " -0.072351\n", " TRANS MARA\n", " POLYGON ((35.15025473150634 -0.959251062893981...\n", " \n", @@ -668,29 +659,30 @@ ], "text/plain": [ " model admin_level_name region_name rmse mae \\\n", - "0 ealstm district_l2_kenya NAIROBI 10.188009 8.357715 \n", + "0 ealstm district_l2_kenya NAIROBI 13.034867 9.907392 \n", "1 previous_month district_l2_kenya NAIROBI 11.051595 9.795107 \n", - "2 ealstm district_l2_kenya SAMBURU 6.314932 5.495340 \n", + "2 ealstm district_l2_kenya SAMBURU 6.926626 5.606387 \n", "3 previous_month district_l2_kenya SAMBURU 7.961759 5.947568 \n", - "4 ealstm district_l2_kenya TRANS MARA 8.154297 6.989141 \n", + "4 ealstm district_l2_kenya TRANS MARA 9.777603 7.809506 \n", "\n", " r2 DISTNAME geometry \n", - "0 -0.023210 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", + "0 -0.674941 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", "1 -0.204027 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", - "2 0.645855 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", + "2 0.573924 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", "3 0.437061 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", - "4 0.254161 TRANS MARA POLYGON ((35.15025473150634 -0.959251062893981... " + "4 -0.072351 TRANS MARA POLYGON ((35.15025473150634 -0.959251062893981... " ] }, - "execution_count": 185, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# extract a GeoDataFrame that we can plot\n", - "gdf = analyzer.create_model_performance_by_region_geodataframe().gdf\n", - "gdf.head()" + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "metric_gdf = region_plotter.gdf\n", + "metric_gdf.head()" ] }, { @@ -702,12 +694,12 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -719,41 +711,227 @@ } ], "source": [ - "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "region_plotter.plot_all_regional_error_metrics(metric_gdf);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How do we do when we compare to the [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) paper?\n", "\n", - "fig, axs = plt.subplots(1, 3, figsize=(12, 8))\n", + "The paper presents $R^2$ results for four districts:\n", + "- Mandera - 0.71\n", + "- Marsabit - 0.77\n", + "- Turkana - 0.83\n", + "- Wajir - 0.71\n", "\n", - "for ax, metric in zip(axs, ['rmse', 'mae', 'r2']):\n", - " # nicely format the colorbar\n", - " divider = make_axes_locatable(ax)\n", - " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", - " \n", - " ax.set_title(metric)\n", - " ax.axis('off')\n", - " gdf.loc[(gdf.model == 'ealstm')].plot(metric, ax=ax, cax=cax, legend=True)" + "These are defined as Arid and Semi Arid Lands (ASAL) districts. They are actively monitored by the National Drought Management Authority." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2018-01-31NAIROBI27.56145523.551954NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyaprevious_month2018-01-31NAIROBI32.15920423.551954NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyaprevious_month2018-02-28NAIROBI23.55195420.263123NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyaealstm2018-02-28NAIROBI29.44133220.263123NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyaprevious_month2018-03-31NAIROBI20.26312529.301306NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2018-01-31 NAIROBI \n", + "1 district_l2_kenya previous_month 2018-01-31 NAIROBI \n", + "2 district_l2_kenya previous_month 2018-02-28 NAIROBI \n", + "3 district_l2_kenya ealstm 2018-02-28 NAIROBI \n", + "4 district_l2_kenya previous_month 2018-03-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 27.561455 23.551954 NAIROBI \n", + "1 32.159204 23.551954 NAIROBI \n", + "2 23.551954 20.263123 NAIROBI \n", + "3 29.441332 20.263123 NAIROBI \n", + "4 20.263125 29.301306 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "### How do we do when we compare to the " + "# join true/preds into a GeoDataFrame\n", + "gdf = region_plotter.merge_all_model_performances_gdfs(analyzer.df)\n", + "gdf.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "from sklearn.metrics import r2_score\n", + "from typing import Dict\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2_score(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For Mandera, r2 score: 0.8112829460880505\n", + "For Marsabit, r2 score: 0.7112375264618641\n", + "For Turkana, r2 score: 0.4814838266795506\n", + "For Wajir, r2 score: 0.7490039572526067\n" + ] + } + ], + "source": [ + "out_dict = rolling_average(gdf)" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Model Interpretability\n", + "You can see that we have better performance in `Wajir` and `Mandera`, however we do significantly worse in `Turkana` and slightly worse in `Marsabit`. \n", + "\n", + "We are currently investigating the reasons behind this. Also note, that as we update our models (trained and saved in the `model.pt` file) these results change." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interpretable Machine Learning\n", "\n", "One of the key criticisms lobbied against machine learning based approaches is that the models are *black boxes*. During the Summer of Weather Code project, one of our key focuses was making the results interpretable. The key method for doing this in our pipeline is through using [SHAP values](https://github.com/slundberg/shap).\n", "\n", @@ -768,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -780,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -794,7 +972,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -809,29 +987,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Here we are looking at the contribution of each feature to " + "Here we are looking at the contribution of each feature to the predictions we make from the model for March 2018. SHAP values require calculating the gradient for the neural networks. Therefore, they can take a relatively long time to compute. That is why we have provided the data for you in this instance." ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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jU8pJCkoryUpN7HwCa+bZtfu47a9rA3Kt9ry9/Qj1HsNV488d1eGrv6sH/VwBKPyU4IIL7w3JBBgnCHZ3x1PA7Bb2/9YYk+f9WgYgImOwBpOP9Z7zqLdKlVIRb3dJ5VkTQLrqdG0DHxQcpaSiOmDXbM2qnSUMcCUwIdPV7rHLNhfziHfFFuWfoCZpY8z7gL+j6q8DnjPG1Bhj9gIFWFWqlIp4l4zIYNaYvgG73sRB1gy/UAzF++3NeTx99wV+Ve/7tOgEj7+/m9O1wR3/HEnsunF4r4h85u0OaSwy21JFqoGhD02p0PvB1aO5dfKggF1v7AAXMVESkiQdFxPl918BU4akUddg2LDveJCjihx2JOk/A0OBPKAY+LV3v98VqUpLS8nPz2/68qlypVTYOV3bEPCVSxJioxnVv2fQk/TP/rmNv/7b/5J75+ekEh0l7Y+XVk1CPrrDGHOk8bmI/AX4p3ezCPCtrpIJHGrpGhkZGWgVPBUpnlmzj1+9uYONP5lFr4SuD8FrdOWYfpSc7EAZ2A6qqq3n2bX7uDnf/6JIyfEx5Ga6WK1J2m8hT9Ii0t8YU+zdnAs0jvx4Hfi7iPwGGAAMB9aFOj6lQq2gpJKUxNiAJmiAb8wcHtDrNffuzlKq6zxcNa7tUR3NXTQ0nQ93H6XBY0I+XDAcBTVJi8gSYDqQLiJFwAPAdBHJw+rKKAS+AmCM2SoiL2AtXVMP3GOM0bsLKuLtLq1kSABHdvgyxlBT7wnY0D5fyzYXk5YUx+TBqR067ztXjOC7MjLg8USqoCZpY8ytLex+oo3jHwIcWYlKqWAwxlBQWsnV7Ywx7uy1Z/76PaYMTeMXc8cH9NrVdQ28s6OEz+UN7HBruHEUiDGm0+s5dic6LVwpG5WdquVEVV1Ax0g3EhEG9u7Bpv2Bv3lYfrqOS0dmcO2Ezv1y+dk/t/HFEE22CXeapJWyUXSU8P3Zo7hwaNdXdmnJhMwUdh45GfBxyX17JfDoFydx4dDmywb6JyE2irV7y6isCV2lvnAV8Un6nR0lfOnJddQHeIiTUoGQkhjH16YPZXT/4ExxzstKocFj2HywnRXRO6C23kPh0VNdusbUIek0eAwf7w39CjLhJuKTdE29h/f/U8oaG5YTUqo9e4+e4nB58KZu5zXNPAzc5JEPC44y/ZF3u1RWdVJ2b2Kjdby0PyI+SU8fmUFSXDRLNxe3f7BSIeZ+fSt3Lf44aNdPT47n25ePYFJ27/YP9tOyzcX0jI/hvOyUTl+jR1w0E7N663hpP0R8kk6Ijeay0X15a+th7fJQjlNQUsmwPsEZftfovsuHMym7Y8PkWlPX4GHF9iNcPqYv8TFdG9Z38/lZXDGmL8a0vJqLskR8kga4elw/yk7Vslb7v5SDnK5t4OCJ00EZ2eGrtt7DJ/uPc7K6rsvXWrPnGCeq6pg97twVwTtq3qRM7r1suA7Da0e3SNLTR/bh0hEZOrtJOcruUmtx1WC3pD8rOsHcRz8KyH2Z5VsOkxgXzaUjMgIQGVTW1Dd9Dqpl3WJllh5x0Sy+U6ueKmdpTE7BbkmPG9hYEe94l8uhfu/KkVyT2z9gMxj/e/F6TtbU8c9vXByQ60WibtGSbnSssobi8tN2h6EUYK2g/btb8shJTwzq+wSyIl5KYlynx0a35IIhqWw9VEF5Vde7YiJVt0nStfUepj/8Ln9cVWB3KEoB1nJS108c2OUbcP6YkJnCZwfK8Xg6f5PuqQ/3smTd/gBGZS1Oawys3aujPFrTbZJ0XEwUl4zI4K2th2nowjeqUoHy5pZiCkpC0x+bl5XCyZp69hzt3Pt5PIZH393NeztLAxvXoBTiY6Iiex6D2zUCt2slbtcW73YubteP/D292yRpgKvH9+doZS3rdJSHsll9g4dvLtnEP9YfaP/gAJgxqg9L/nsKmb0717Wycf9xSk7WcNX4ro/q8BUfE82k7IgfL/0X4H7A6tNxl3+GtZ6rX7rFjcNGM0ZlkBAbxbLNxUwNUq0Epfxx4Phpahs8DA3yyI5G6cnxpCfHd/r85VsOExcdxWWj+gQwKsv3Zo8iLjqi24uJuMvX4T5roV6/i5ZE9CfTXGJcDJeN6sObWw93qW9Oqa7aXRKakR2+Nu4/zuKPCjt8njGGN7cc5pIR6fQM8MIEYHXFjBkQnNolDnEUt2sojcsBul3zsJYO9Eu3StIA/zNrJC9/7UKidMy0slFB4xjpECbpVdtL+Ok/t1Fd17GKeMer6hiY0iMoNa8bvbX1MG982uJqebYQkZtEZKuIeEQkv9lr94tIgYjsFJEr/bjcPcDjwCjcroPAt4Cv+RtLt+rugOBPHFDKH7tLKklPjseVGPiWaWsmeCvibTlYTn6O/9PEU5PieOGrU4MYmbXOY0lFDddOGBDU9+mALcANWMm1iYiMwepPHou1zN/bIjKizVWk3OV7gMtxu5KAKNzlJzsSSLdL0gDr9pbx/McH+P/m5eosRGWL+68ezX9dNDik75mX1VgR74TfSdoYQ0V1Pa4ewf1lMmVIGg+/tZNjlTWkdaHvPFCMMduBlqasXwc8Z4ypAfaKSAEwGVjd6sXcrp802/Y+lv/Un1i6XXcHwOGKal7aWMT6Qh3loeyRmhQX8n7YjJ7xDEzpwScdmNSyrbiCST9bwTs7SoIYmZWkgXCorzMQ8B2SU+Td15ZTPl8NwFVAjr9v2C1b0jNH9SE+xhrlccEQHeWhQuv4qVqeWbOPayYMYHB6UkjfOy8rhYIj/o+VXr75MAarqySYcjNdJMZFs2bPsaD2ffsSkbeBlsYU/tAY81prp7Wwr+1RCO7yX5+97XoEeN2PEIFumqST4mOYPjKD5VsO88C1Y/UmogqpHYdP8usV/2FCVkrIk/Qv5o4nOcG/H3tjDMu2FHPB4FRSk+KCGldsdBT5OansKe3aii/NLVq0iEWLFjVunjWf3RhzeScuWQRk+WxnAh2945kIDPH34G6ZpMGa2PLW1iOs33e8w0vSK9UVBSGqfteSjtyo3FVSyZ7SUyHrO//zF88jMS6wU+Tnz5/P/PnzARCRowG45OvA30XkN1g3DocD69o8w+3azJnWdjSQAfjVHw3dOEnPHN2XcQN7capWF8JUobW7pJLEuGj6uxJC/t7GGB54fSvD+/bk9inZbR67bHMxInDl2K5VzvNXUrxz0pGIzAX+DyuhLhWRTcaYK40xW0XkBWAb1oSUe9oc2WG5xud5PXAEd7nficfvTyVnwdIbgGlYvxE+KFw45xV/z3Wi5PgYLY+obLG7tJKhGcm2FLsXEdYXHmdP6al2k/TciQPJ7J1In56h+2Xyg1c2k5YUx3euGBmy92yJMeYVoMUcZ4x5CHio3Yu4XY1/ojcfctcLtwvc5X7dJfVrdEfOgqWPAl8FNmONH/xKzoKlf/LnXKerrmvgRFWt3WGobuRAWRVDM0LbF+0rb1AKnx440e6s2+y0JOZNygxRVJbD5dWRtB7pBmC997H513p/L+JvS/pSYFzhwjkGIGfB0sVYCTus1TV4mParVVyTOwD358baHY7qJlZ+ZzpVNnaz5WWl8Pe1+9lz9FSr/eL/2nqYeo8J2UiLRlOGpLJqRwlHKqrp2yv03UEB5S4PSGe+v0l6JzAI2OfdzgI+C0QAdoqNjmLioN4s31LMT64Zo6M8VEhER0lQamD4a6LPpJbWkvQfVu0iNjoq5El66hBrAMaaPce4Lq+94cdhxO3qjXWT8cxvHnf5+/6c6u9kljRge86Cpe/mLFj6LlaneUbOgqWv5yxY6vd4PyeaM74/Rypq2Lj/uN2hqG7g37tKuf/lzZSftm8lkqEZyYzq17PV7o79x6rYcrCCq8eFNkEDjBnQi54JMayJpNKlbtfdwPvAW8CD3ke3v6f725L+SfuHhKeZo/sQFxPFss2HO1TPQKnOWLunjBfWH+BBG7vXoqKEN791SauvL99i9QkHYkXwjoqOEuZNyiQtyOOyQ+w+4HxgDe7yGbhdo7CStV/8StKFC+e818ngHK9nQiyXDM9g+ZZifjRntHZ5qKAqKKkkOy2RuBhnVGQwxpwzymT5lsOMH+giKzW4ay+25oFrI+7+UDXu8mprRIcrHnf5Dtwuv4evtJmkcxYs/aBw4ZxpOQuWnuTsqY8CmMKFcyKiCOx9M4dT7/Fgw4go1c00Dr+z26YDJ/jK0+v50xfOO+svyKraeipO1zEvP7SjOpqrb/BwqrYh6IWdQqQItysFeBVYgdt1nA7MUmwzSRcunDPN+9izSyE63PhMV/sHKdVF9Q0eCo+d4vIxoZkc0pYBrgSOVNScUxEvMS6Gld+5lHobF8UwxjD9kXe5aGg6v5qXa1scAeMun9v4DLfrHcAFvOnv6X51d+QsWDoF2Fq4cM5J73YyMLZw4Zy1HQzXsbYeKuf1TYf4/uxR2uWhguLYqVr6uRIY7oCa5n16JTDAlcCmZhXxGjyG6CghNtq+nwERYUz/XpGz7qHb9XvgedzlH+Eu73DXsb8dY38GfEtnVXn3RYwdxSd5/P09bCryv4yjUh3Rt1cC//7eZdxwnr1dCY3yBqWclaSPVFST//MV/GvrYRujskwZksb+sioOnjhtdyiBsBH4EW5XAW7Xw7hd+e2e4cPfJC2NE1kAChfO8RBhdT8uH9OX2Ghh2WcRM9tJqTblZaVQdPw0RytrAGsJq+NVdSGvzNeSxoWi1+yOgNa0u3wx7vKrsRYH+A/wK9yuXf6e7m+i3ZOzYOk3OdN6/jqwp0OBOpyrRywXD7fKl/5wzmhb6iqoyParN3dQerKGR26aYHcoAFw0LJ0vX5hDfYPV/lq++TDD+iQzvK/9t6BG9u1J78RYVu85xo0hnpoeRMOAUVgF/7f5e5K/SfqrwB+AH2GN8lgJzO9YfM539fj+rNpRwqYDJ5g4qLfd4agIs3r3sYCX4uyKsQNcjP2cddP8WGUNa/ce454Zw2yOyhIVJTxw7Vgye/ewO5Suc7t+hbVe4m7geeBnuMv97lf1d5x0Cdbiix0iIk9ilekrMcaM8+5L9QaaAxQCNxtjjntfux+4C2uJmW8aY97q6Ht2xawxfenXK4Hi8momhvKNVcQzxrC7pJK55zlrqnNdg4eDx0+zes8xPAausmGWYWuun+isz6oL9gJTcZd3qp61v1XwRuQsWLoyZ8HSLd7t3JwFS3/kx6lPAbOb7VsArDTGDMdqkS+Ac1bhnQ08KiIhbXa4esSy+v7LQl6vQEW+0pM1nKypd8QYaV8PvrGVa//4AbmZLu6bOZzR/e3v6mjk8Rg+KjjKloPldofSNe7yxzqboMH/G4d/Ae4H6gAKF875DD9a1saY94HmNVOvAxZ7ny8GrvfZ/5wxpsYYsxdoXIU3pEQEYwzVde3V8VbKfwUl9q3G0pbcgSmcrK4nITaab88a4ah7MSJw75JPePKDvXaHYit/k3Ri4cI5zZeI6Wytxb7GmGIA72Mf7/7OrMIbcHUNHi779Xv8dsV/Qv3WKoKJCJNzUh2XpPMGWRXx/vL+HoyxbwJLS0SEKUNSWb3nmONiCyV/k/TRnAVLh+KdGp6zYOk8INBj1Tq+Cm8QxEZHkZ2WyNLNxd36G0MF1tShabzw1amOq5Hc2P3y3McH2jnSHlOHpFFcXs3+siq7Q+kat+s83K5v4nZ9A7frvI6c6m+Svgd4HBiVs2DpQeBbWCM+OuOIiPQH8D6WePf7vQpvaWkp+fn5TV8+qwEHxNXj+1N0/DSbw70vTDmGU3/hR0cJP7h6FL+7Jc9RXR2NGsdLrw7n8dJu10+wunbTsFYs/xtulz/39AA/RnfkLFgaBeQXLpxzec6CpUlAVOP08E56HbgDWOh9fM1nv1+r8GZkZLB+vd+rz3TYFWP68oMoYenmYnIzU4L2Pqr7uOzX73H1+H7875Wj7A7lHPMvGWp3CK0ampFMenI8Hxce5/OTB9kdTmfdCkzEXV4NgNu1EGsW4s/9ObndlrR3duG93uenOpKgRWQJsBoYKSJFInIXVnKeJSK7gFnebYwxW4HGVXjfxL9VeIMiJTGOi4als0y7PFQAVNbUs/foKRLjImqSbkiICC9+dSoLbxxvdyhdUYjviiwQjzVm2i/+ftesyFmw9LtY45tPNb1522UAAB7lSURBVL3zwjltrnZrjLm1lZdmtnK8f6vwhsDXpg+l4nQdxqAlTFWX7HboyI5wkeOAaepdVANsxe1agXWfbRbwAW7XHwBwl3+zrZP9TdJ3ei/+9Wb7h3Qo1DAyZUia3SGoCLG71ErSThsjHS6q6xr41Zs7uGBwmi2rxQTAK96vRu925GR/k/QYrAQ9DStZ/xt4rCNvFI72HTvFv7Ye4e6LBzvypooKDwUllcRECdlp9qx0Eu7iY6JYtrmYo5W14Zmk3eWL2z+odf4m6cVABVb9DrA6whcDN3flzZ1uzZ5jPLRsO1OHpjFuoC4MoDpn7AAXd1yYQ2y0M5bMCjfWeOk0Piw41uJyX47ndg0HfonV2PVdLdyvngh/k/TIwoVzfEt3vZOzYOmn/sYYrq4Y048fvLKFpZuLNUmrTpuT2585uVpqoCumDknjtU2H2F16Khz79v8GPAD8FpgB/Bctzwtpkb+/2j/xrs4CQM6CpRcAH3YgyLDUOymOC4emsVxHeahOavAYjnnrNavOaxovHZ6rtfTAXb4SENzl+3CXu4HL/D3Z3yR9AfBRzoKlhTkLlhZiDau7NGfB0s05C5Z+1tGIw8nV4/tTeKyKbcUVdoeiwtDeo6eY9PO3eW3TQbtDCWuDUhPJzXRRV++xO5TOqMbtigJ24Xbdi9s1lzPlMNrlb3dH80p23caVY/vxs39uY+fhk4wdoF0eqmMaR3bkpIX9MDJbiQiv3zvN7jA661tAIvBN4GdYreg7/D3Z33rS+zoVWgRITYpj449nkRDrnGLtKnw0Vr8bGn79qI7VuFhu2HCXf+x9VonVH90hOgXKD40J2uMxupK46pDdpZX065VAcrz+qHXViaparv3jB9w9bQh3XJgT1PcSkYeBa4FarNmB/2WMOeF9rWOLk7hdI4D/BbLxzbnucr/6pXVMkB/qGzzc8OiH/PZtLV+qOmZ3SWU4jkZwJFePWDyekBVbWgGMM8bkYi0eez90enGSf9C4YriVrBu//KK/3v0QEx1FQmw0Sz8r5n8cVhhdOdud0wZrV1mANI6XXrXjSND/qjXG/Mtncw0wz/u8aXESYK+INC5OsrqNy9XjLv9zG6+3SZO0n+bk9ueHr2xhx+GTjO7fy+5wVJi4Li9i1ulzhKlD03hpYxE7j4T05/BOrLpFYC1EssbntdYXJ3G7Ur3P3sDt+jrW1PAz4zHd5W3WPmqk3R1+unJsP6IElm0O9FoHKlKVnKxmy8Fy6hrCctiYI00ZYuW9QHR5iMjbIrKlha/rfI75IdYqVM827mrhUq1NotgArMcayfG/wEfefY37/aItaT+lJ8czZUgaSzdrl4fyz/LNh3ng9a2s+8FM+jhsRZZwldk7ka9cMoQxA/xrRS9atMh3UZB039eMMZe3da6I3AFcA8w0Z2az+b04Ce7ywX4F2Q5N0h1w98WDOVxeg8dAtOZo1Y7dpZX0jI8ho2e83aFElPuvHu33sfPnz2f+/PkAiIjfK3aLyGzg+8Clxhjftbv8XpwEt+t84ADu8sPe7S8BNwL7ALe/3R2apDvgslF97Q5BhZGCkkqG9knWv7oCzOMx7C6tpK8rgV4JscF6mz9iFedf4f3/W2OM+aoxZquINC5OUk/bi5M8DlitdbfrEqwFTr4B5AGLOHMzsk2apDvoWGUN7+8q5fq8gfrDp9q0u7SSacMy7A4j4lTXN9CnV1ATNMaYYW285u/iJNE+reVbgEW4y18CXsLt2uRvLHrjsIOWbS7m289/yn+OVNodinKwiuo6jlTU6BjpIEiMi8HVI3gJOoCicbsaG8IzgVU+r/ndQNYk3UFXjuuHCCzVUR6qDfExUTx912SuHh+GRepVoCwB3sPteg04jbVYCrhdw4Byfy+iSbqD+vRMYHJOqg7FU22Kj4nm4uEZZGthpe7LXf4Q8B3gKWAa7vLGESJRWH3TftE+6U64enx/Hnh9K/85cpIRfXvaHY5yoLV7jlFV18CMkX5XpFSRyF2+poV9HaovoS3pTrhqnDWx5eNCv0bQqG7oL//eyy+Wbrc7DBUBtCXdCX16JbDuh5eTnqzjX1XL9pRW6l9ZKiC0Jd1JjQlal9VSzdXWe9hXVqUjO1RAaJLuJGMM9z33CQ++sc3uUJTD7Dt2igaPYWgfvWmouk6TdCeJCNEivLihiFM19XaHoxykcTWWYRna3aG6TpN0F3xxSjaVNfW8qouMKh8zR/fl7f+5hBH9tLtDdZ0m6S44b1AKY/r34unV+7RvWjWJi4liWJ+exMdosX/VdZqku0BEuG1KNjsOn2Tj/uN2h6Mc4vH3drNy+xG7w1ARQpN0F12XN4BvXz6CrNREu0NRDmCM4fcrd/HvXX5XxVSqTTpOuouS4mO47/LhdoehHKK4vJqq2gaG6vA7FSDakg6QN7cc1noeit2ljSM7NEmrwNCWdIA8+eFeDpdXM3tsv6CuYqycbduhCgCdyKICRlvSAXLblGz2l1Xx/q5Su0NRNtp5+CQTMl26ZJYKGG1JB8jssf1IT47jmTX7ma6Vz7qt39ySx8nqOrvDUBFEW9IBEhcTxS3nZ7FqxxEOnjhtdzjKBqdrraXuegZxWSfV/WiSDqBbJw8iJy2JQ5qku50jFdWc/9DbvPHpIbtDURFGuzsCKLN3Iiu/c6kuUNsNLVm3n8qaenIzXXaHoiKMbS1pESkUkc0isklE1nv3pYrIChHZ5X3sbVd8nSUiVNc1cKCsyu5QVIjUNXhYsm4/l47Q5bJU4Nnd3THDGJNnjMn3bi8AVhpjhgMrvdth5+bHV/Pdf3xqdxgqRN7edoQjFTXcPiXb7lBUBLI7STd3HbDY+3wxcL2NsXTa7HH9WLu3jF1HTtodigqBp9fsY2BKD2aM0lE9KvDsTNIG+JeIbBCR+d59fY0xxQDex7D8rr85P4vYaOHZtfvtDkWFwM+vH8evbswlWicxqSCwM0lfZIw5D7gKuEdELrExloBKT47n6vH9eWlDEVW1uiBApBuSkcy04el2h6EilG1J2hhzyPtYArwCTAaOiEh/AO9jSUvnlpaWkp+f3/S1aNGiUIXtt9umZHOypp6V21v8J6gIUFVbz33PfcL24gq7Q1ERzJYheCKSBEQZY056n18B/BR4HbgDWOh9fK2l8zMyMli/fn2owu2U/OzevH7vRYwfqEOyItVrmw7x2qZDesNQBZVd46T7Aq94xxPHAH83xrwpIh8DL4jIXcB+4Cab4usyESE3M8XuMFSQGGN4evU+RvXryaTssBspqsKILUnaGLMHmNDC/mPAzNBHFDy/WLadmroGHrxunN2hqADauP8424oreGjuOJ28pILKaUPwIs6pmnqe+/gAJ6pq7Q5FBdDTq/fRMz6G6/MG2h2KCgIR+ZmIfOadbPcvERng89r9IlIgIjtF5Mpgx6JJOshum5JNTb2HFzcU2R2KCqDhfXty98VDSIrXygoR6mFjTK4xJg/4J/ATABEZA3weGAvMBh4VkaCuOKxJOshG9+/FpOzePLt2Px6PrigeKe6ZMUyXTYtgxhjfITtJWPM6wJpw95wxpsYYsxcowBqZFjSapEPg9inZ7D16io92H7M7FNVFDR7Dyu1HqG/w2B2KCjIReUhEDgBfxNuSBgYCB3wOK/LuCxpN0iFw1fh+3DVtMJm9e9gdiuqid3eWcNfi9azcoePfw8GiRYua5lMAZ804EpG3RWRLC1/XARhjfmiMyQKeBe5tPK2Ftwnqn8hiTPj9CZ6fn2+cPk5aRaYv/20d24sr+OD7lxEbrW2ccCIiG3yKuXXkvGxgqTFmnIjcD2CM+aX3tbcAtzFmdWCjPUO/y0JofWEZb27RFcXD1b5jp3jvP6XcOnmQJugIJyK+Nxw+B+zwPn8d+LyIxIvIYGA4sC6Yseit6RD64zsFbDtUwczRffWHPAw9u3Y/USLcOnmQ3aGo4FsoIiMBD7AP+CqAMWariLwAbAPqgXuMMQ3BDEQzRQjddkE2JSdreHvbEbtDUR1kjGHtnmNcObYvfXsl2B2OCjJjzI3GmHHeYXjXGmMO+rz2kDFmqDFmpDFmebBj0ZZ0CM0Y1YeBKT14Zu0+rhrf3+5wVAeICK98/SJOVmtVQxVa2pIOoego4QsXDOLDgmPsLq20OxzVAbX1HqKiBFeirgSuQkuTdIjdnJ9Fn57x7C09ZXcoyk+fFZ3ggl+8zfrCMrtDUd2QdneEWEbPeFbfP1NX8Qgjz6zZR029hxH9etodiuqGtCVtg+goweMxlFRU2x2KaseJqlpe23SI6ycOpFeCdnWo0IuYlnRDQwNlZWXU1dXZHYpfPiw4Sk19A5eN6mt3KB0SGxtLamoq0dFBrSnjGC9uKKKm3sNtF2hhf2WPiEnSZWVlJCQkkJ6eHhb1fYfX9+Dd/5QSnZwaNkO6jDFUVlZSVlZGRkaG3eEEncdjeGbNPvKzezNmQC+7w1HdVMR0d9TV1ZGcnBwWCRpg9IBexERF8VnRCbtD8ZuIkJycHDZ/rXSVCPz65gksuGqU3aGobixikjQQNgkaID4mmlH9e7Lz8Emq64I6YSmgwukz7ioRYVJ2Kvk5qXaHorqxiErS4SZ3oIt6j2HnkZN2h6KaOXjiND96dTPF5aftDkV1c5qkbdSnVwI3npfJ+AFtryh+4YUXhigi1WjJ2v38fe1+GnShBmUzTdIh1tBwdtdGVmoiUe2Mmf7oo4+CGZJqprbew3Mf7+eyUX3J7J1odziqm9MkHUCFhYWMGjWKO+64g9zcXObNm0dVVRU5OTn89Kc/Zdq0afzjH/9g9+7dzJ49m0mTJnHxxRfz0sq1vLOjhCNHjjB37lwmTJjAhAkTmpJzcnIyAO+++y6XXHIJc+fOZcyYMXz1q1/F49EVQgLtza2HOVpZy+1Tddidsl/EDMFr7pbHz63BfU1uf26fmsPp2ga+/LdzS8DOm5TJTflZlJ2q5WvPbDjrtee/MtWv9925cydPPPEEF110EXfeeSePPvooAAkJCXzwwQcAzJw5k8cee4zhw4ezdu1avnbfd/nyQ0/yxx//kEsvvZRXXnmFhoYGKivPre+xbt06tm3bRnZ2NrNnz+bll19m3rx5fsWm/PPM6n1kpyVy8bD09g9WKsgiNknbJSsri4suugiA2267jT/84Q8A3HLLLQBUVlby0UcfcdNNNzWdU1VdjccYVq1axd+feRqA6OhoXK5z+6onT57MkCFDALj11lv54IMPNEkHUF2Dh+F9k7l2Qv92u6GUCoWITdJttXx7xEW3+XpqUpzfLefmmg9Ra9xOSkoCwOPxkJKSwqZNm8467uWNRdQ3mHZXFG/t+iowYqOjeGjueLvDUKqJ9kkH2P79+1m92upqWbJkCdOmTTvr9V69ejF48GD+8Y9/ANYsvk8//ZTczBSGT5zCzx/5PWDdYKyoqKC5devWsXfvXjweD88///w511edd7K6jg37ygjHdT9V5NIkHWCjR49m8eLF5ObmUlZWxte+9rVzjnn22Wd54oknmDBhAmPHjuW1115jSHoS9z/4Kzas+YDx48czadIktm7des65U6dOZcGCBYwbN47Bgwczd+7cUPyzuoVXPjnIjX9ezfZiHbeunCNiuzvsEhUVxWOPPXbWvsLCwrO2Bw8ezJtvvnnOuTddMo6bLnnjnP2+NxATExN5/vnnAxOsamKM4f+t3kdupkvrdChH0Za0w5SdqtVVW2ywZk8ZBSWV3D5Fh90pZ9GWdADl5OSwZcuWLl1j9e6jHDh+muxpicQ0W1F8+vTpTJ8+vUvXVy17Zs0+XD1iuXbCALtDUeos2pJ2mNzMFKrrGli1o4SK092j2pzdqusaWLu3jJvzM0mI7R51slX40Ja0w2T27kFupostByvYfvgkEzJdTB/Zx+6wIlpCbDQffH8GNXU6e1M5jyZphxERLhvVl/NzUvlk/wmS4q2WnccYDh4/TWbvHjo2OoAaPAbBStTailZOpN0dDtUzIZZLRmQwKduqZbyn9BQvbSzi2bX72V5codXZAmTFtsPM+PW77D9WZXcoSrVIk3QAPfTQQ4wdO5bc3Fzy8vJYu3YtYN1QPHr0aJeuPTg9iVlj+mKM4a2th/nbh3vZsO849R0osBSIOCLN02v2Ud9gGNi7h92hKNUi7e4IkNWrV/PPf/6TjRs3Eh8fz9GjR6mtrQ3Y9aOjhLEDXIzp34vCY1Vs2Hecz4pOMHFQCgD1DZ5zRoOothWUVPJhwTH+98qRRGudDuVQ+lMdIMXFxaSnpxMfHw9Aeno6AwacGc71f//3f5x33nmMHz+eHTt2ANYU7wsvvJCJEydy4YUXsnPnTgCeeuoprrvuOmbPns3IkSN58MEHm64jIgxOT6J03RtsfvlPRIlQ3+Dhv3/8CNd98S6OVtZw/fXXM2nSJMaOHcuiRYvOibWwsJBx48Y1bT/yyCO43W6Ac8qoNsYaiZ5du4/YaOHm/Cy7Q1GqVZHZkl6+AA5vDuw1+42Hqxa2+vIVV1zBT3/6U0aMGMHll1/OLbfcwqWXXtr0enp6Ohs3buTRRx/lkUce4a9//SujRo3i/fffJyYmhrfffpsf/OAHvPTSS4CVwLds2UJiYiLnn38+c+bMIT8/v+l68+bNY+rUqfzm149Q7zFs++AtLrzxv3lmzT5u+NbPmZE7hLQEq2rejTfeSFpaml//zPnz559VRvXrX/86q1at6uSH5lxVtfW8uKGIq8b1J6NnvN3hKNUqR7akRWS2iOwUkQIRWWB3PP5ITk5mw4YNLFq0iIyMDG655RaeeuqpptdvuOEGACZNmtQ0Tby8vJybbrqJcePG8e1vf/usWh2zZs0iLS2NHj16cMMNNzTVom6UkZHBkCFDWLNmDacqTlBatJdffG0eFw5N4x+LFzHl/PM4f/IUDhw4wK5du/z6N/iWUc3Ly+MrX/kKxcXFXftgHKjBY4iLjuLheRP4yqVD7A5HOZiIfFdEjIik++y735ubdorIlcGOwXEtaRGJBv4EzAKKgI9F5HVjzDa/L9JGizeYoqOjm2YFjh8/nsWLF/PlL38ZoKkbJDo6mvr6egB+/OMfM2PGDF555RUKCwvPmk3oT0nSW265hRdeeIFRo0Yxd+5cesTFULVvM2X/2cjyt99jfE4fZsyYwcY9R4gfcLzpvJiYmLNWdKmurgZaL6Mabjwe01QL+qPdR1m7p4wDx6soOn6aorIq6j2GdT+8nNnj+tkcqXIyEcnCykP7ffaNAT4PjAUGAG+LyAhjTEPLV+k6J7akJwMFxpg9xpha4DngOptjatfOnTvParFu2rSJ7Oy260CUl5czcOBAgLNa3QArVqygrKyM06dP8+qrrzYtJODrhhtu4NVXX2XJkiVNiwqUl5eTmtqb3MF92blzJ2vWrOFoZS3v/aeUk9X1rNx+hB0nhMNHjnDs2DFOn67mxVde43hVLZWeWLIG5bD42SXUNXiayqg6jTGmqZzo5qJy/vROAfe//Bm3/XUtlz78DqN+/CbVddbPzNvbSvjDql2s3n0MYwxThqTx+cmDtByp8sdvge8Bvt8s1wHPGWNqjDF7gQKsnBU0jmtJAwOBAz7bRcAFNsXit8rKSr7xjW9w4sQJYmJiGDZsWIs37Xx973vf44477uA3v/kNl1122VmvTZs2jdtvv52CggK+8IUvnNUf3ah3796MGTOGbdu2MXmy9X0ye/ZsHnvsMXJzcxk5ciRTpkzhkhEZjMjL4pfRQnF5NWUN1dxxz3e44IILyM7OIS4ti52HT/LC+gNcee/PWfg7Nz//+UPEiocb5t3MuoqexEVHER8TRVxMFKaqjPTKWC4dkUHZqVpe3lhEYlwMjQMkROCCwWnkpCdRcrKa93aWevcL4n19ypA0BqT04HB5NWv2HGs6r/G4qUPSyOgZz4GyKt7ccpgDx6s4UFbFgeOnKTpexb++dSmD0hJZu/cYD7+1k7SkODJTExk/0MXV4/tT1+AhITaab88azvevGkl8jE5UUf4Tkc8BB40xnzb7K3YgsMZnu8i7L3ixOK1FISI3AVcaY+72bt8OTDbGfKPxmPz8fLN+/fqzzjt06NBZoynC2VNPPcX69ev54x//GPT38ngMJ07XUVPfQG29p+kro2c8fXolcKqmno92H6O2voEa72vV5UfpndGX6/IG8lnRCT73xw/Pue7vbsnj+okDWbvnGLcsWnPO63/5Uj6zxvRl1Y4j3PnU+nNe//vdF3DhsHRe//QQ31zyCT0TYsjqnUhWag8yeydy98WD6e/qQWVNPQIkxTuxvaGcREQ2GGPyfbbfBlrq8/oh8APgCmNMuYgUAvnGmKMi8idgtTHmGe81ngCWGWNeClbcTvzOLgJ8x0RlAod8DygtLT2rZTl//nyuueaa0EQXYaKihNSkuFZfT4qPYdaYvmftO3QopukX4rgBLj594Aqqaq1+9sbf+SmJsQBMyErh39+b0fSa8f7l2DiiYsqQNN757nSrC8Pn/AEpCQDMGJnBpz+5Apf3es0la3JWbVi0aJHvX7RnrSxsjLm8pXNEZDwwGGhsRWcCG0VkMn7kp0BzYks6BvgPMBM4CHwMfMEY0zT0IdJb0k6nn7UKR81b0h04r5AzLemxwN+x+qEHACuB4cG8cei4Zogxpl5E7gXeAqKBJ30TdDvnavGhIHPaL3WlQskYs1VEXgC2AfXAPcFM0ODAJA1gjFkGLOvIObGxsVRWVpKcnKyJOkiMMVRWVhIb23LXg1KRyBiT02z7IeChUL2/I5N0Z6SmplJWVsbJk7qIaDDFxsaSmppqdxhKdRsRk6Sjo6PJyMiwOwyllAooJ05mCRvtjYN2Io05+MItXtCYnUyTdBeE4zeJxhx84RYvaMxOpklaKaUczHHjpP0hIqXAPrvjwBocH25LnWjMwRdu8UL3iDnbGBN2N67CMkkrpVR3od0dSinlYJqklVLKwTRJd4KIZInIOyKyXUS2ish9dsfkDxGJFpFPROSfdsfiDxFJEZEXRWSH97OeandM7RGRb3u/J7aIyBIRSbA7puZE5EkRKRGRLT77UkVkhYjs8j72tjNGX63E+7D3++IzEXlFRFLsjDGYNEl3Tj3wHWPMaGAKcI93xQanuw/YbncQHfB74E1jzChgAg6PXUQGAt/EKsYzDqv2zOftjapFTwGzm+1bAKw0xgzHKhrkpGXrnuLceFcA44wxuVgF2e4PdVChokm6E4wxxcaYjd7nJ7GSR1ALf3eViGQCc4C/2h2LP0SkF3AJ8ASAMabWGHPC3qj8EgP08FZzTCTIZSw7wxjzPlDWbPd1wGLv88XA9SENqg0txWuM+Zcxpt67uQarZGhE0iTdRSKSA0wE1tobSbt+h7UUkKe9Ax1iCFAK/M3bRfNXEUmyO6i2GGMOAo9grYlXDJQbY/5lb1R+62uMKQarEQL0sTmejrgTWG53EMGiSboLRCQZeAn4ljGmwu54WiMi1wAlxpgNdsfSATHAecCfjTETgVM460/wc3j7ca/DKhg/AEgSkdvsjSqyicgPsbofn7U7lmDRJN1JIhKLlaCfNca8bHc87bgI+Jy3ePlzwGUi8oy9IbWrCCgyxjT+hfIiVtJ2ssuBvcaYUmNMHfAycKHNMfnriIj0B/A+ltgcT7tE5A7gGuCLJoInfGiS7gSxClY/AWw3xvzG7njaY4y53xiT6a2L+3lglTHG0S08Y8xh4ICIjPTumolVaN3J9gNTRCTR+z0yE4ff7PTxOnCH9/kdwGs2xtIuEZkNfB/4nDGmyu54gkmTdOdcBNyO1SLd5P262u6gItA3gGdF5DMgD/iFzfG0ydvqfxHYCGzG+vlyXBUgEVkCrAZGikiRiNwFLARmicguYJZ32xFaifePQE9ghffn7zFbgwwinRaulFIOpi1ppZRyME3SSinlYJqklVLKwTRJK6WUg2mSVo4hIkZEnvbZjhGR0s4WhPIWaPq6z/b0cCkupVQjTdLKSU4B40Skh3d7FnCwC9dLAb7e7lFKOZgmaeU0y7EKQQHcCixpfMFbTvNVb3nKNSKS693v9pazfFdE9ojIN72nLASGesfRPuzdl+xT/vRZ76QTRGShiGzzXvuR0PxTlWpfjN0BKNXMc8BPvN0SucCTwMXe1x4EPjHGXC8ilwH/D2uSC8AoYAbWBIedIvJnrFof44wxeWB1d2AVwxqLVZ3uQ+AiEdkGzAVGGWNMJNcmVuFHW9LKUYwxnwE5WK3oZc1engY87T1uFZAmIi7va0uNMTXGmKNYdSf6tvIW64wxRcYYD7DJ+14VQDXwVxG5AYjoacYqvGiSVk70OlbJzyXN9ksLxzZOma3x2ddA638lnnOcty7xZKyCWdcDb3Y0YKWCRZO0cqIngZ8aYzY32/8+8EVo6ro42k6J2JNY3R9t8pacdRljlgHf4kwXilK20z5p5TjGmCKspbOac2MtAvAZVpfEHS0c43udYyLyoXdtvOXA0lYO7Qm85l2PUIBvdzZ2pQJNCywppZSDaXeHUko5mCZppZRyME3SSinlYJqklVLKwTRJK6WUg2mSVkopB9MkrZRSDqZJWimlHOz/B7bReFXgiS0uAAAAAElFTkSuQmCC\n", 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\n", 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0TIDZxMp9p/jf8v365lo7CvGA+2D8W/DXZK144Y9P7V7yYv3OXxXnsuCTcXB4PUz8ELrfdOlj/IOh/zTYtwSObNLfRnCIFw+u/Rpmf02QlWdcI5QY68y6tCxeXbSH1Mwco02pGSd2wueTYNbVcPYIjHsTpq2DG7+Ak3vho6sg2/mubEIIbu7Xgp3HzrLp4Bl9bK4oxGU3xfyDtdd3LrJ7ydfBvHtr5eHXitwM7QvsxE6YNFvLlnCWpDshKMJ9seO0ZGjc7nyoobaUNZn3EIQQo4QQu4UQqUIIjxxmocRYZ5amZBLgZ6J/q3qS0nbmEPxwN7wzAA6shhFWuHeTdsls9oPEkTDlOy2P9MNRcGqf00tf070pYYF+fLZGhzS3qoTYkWZJ8NcVMPB++OMz93jJ2Ue0L67TaXDTl9BuVM2ODwqHvn/Tco4zdC4YKinS/s3rEi8uw4MKP4QQZuC/aG18OwI3CiE6GmvVxSgx1plluzPo36oRwQEePqDzXBb8+g94sxds+1q7PJ6+WUuxCqjQdS1+ANz6IxSf0wT5+HanThEa6Md1PZuyYOsxTuUWus52KWHBQ5oQD5xeuRCX4R8EI/9p95LDNC957j36eMlZafDRKM0zvvk7aD20duv0/Rv4h8KKV11rX0WOboLiPBeKscektvUBUqWU+6WURcActGlDHoUSYx1JP5nH/pN5DPXklLbifPj9P/B6d1j1FnS+Du7dCFc+DyHVVAvGdYfbF4LJTwtlHFrn1Olu7hfPmK6xFFTSEL9WlAnxhg80IR7xT+eqxpolabHkQQ9oub5v94e9LvSSM/fAR1dDYQ7cMhfi+9d+rZBISLodtn8DWTr2+di/HBCQMKjua1li4dwpKHHhl27taQoccnh/2L7No/CtCoTKKCmColztP01RLhTmQlGO/TlP21ZSANKmpf1IqVUXlb+3Oby32d9r28yncnkxIIOrj0TDD6aLj/ELhuZ9NE8kslXtSk9rS2kJbPkclr6geTCJV8KIZyC6k/NrRLWFOxbCp9fAJ+Nh8ueX9P4Soy28Oql7HY23U1shLsM/SAvDtB8Lc++G2ddBj5vhiuchuA5tTo9v134fwgS3LajZ77QqBtwL696Dla/D2Nfrvl5lpCVDTJfqv4SdpSzmnHsCGrSo+3rVMHPmTMfhE5XFAyv7o/C4qQfCUycxJCUlSaeby5cWw+6fKxFTu6BeILQO+xTlQWlR7Y0UJvvDrD2bzA7btIcUZoTJcR+HzwuytbJTgPCmWu/YloM1cdbrD1hK2P0TLP4nnNwNTZO0y/a6eEM5J+DTCXBqr5Yp0GHsJQ/ZfiQbkxB0jAuv3TnLejrUVogrUlwAy2doYhcWA+Pe0OLjNeXwRi2NLiAUbpkHjdvU3qaKzH9QywiZvkUb/OlKis7Bi/HQZ6p2VVRX9vwKn1+vhYOa96n7ek4ihNjoMIW+bFt/wCqlvNL+/nEAKeULbjPMCbzDM5Y2LfXKEWGGwDBtsm1gmPafIyBMS7kJCLNvC6tkH8vFn/kFOgitg6g6QbXyIKWWmZCeDGkrIHURbJ2jfdYgXhPmhMu0Z1f85zu4BhY9A4fWQKM2cMOnmnDW1SO3RMNt8+HzG+CrW2H8f6H7jVXuXlJq4/ZZ6+naNIIPbutd8/O5WojhvJfcYax2A3P2RC1H+coaeMkHVsHsGyC0kSbEta1gq4qB02HjLFj1JoxysY4cWqs5JnXJL3Yk3F7g5BmtNNcDiUKIlsARYDLgRG6he3GLGNvvZm4AjkgpxwghrMBfgLJk1SeklD/V+gR+gdpdckdh9Qty72V/BZbuzuDVX/fw35t60qJRFWOHhNAu9aPaagUANhtk7tKEOX2F1tf2j8+0fRu1Oe85J1wGYTWIQ2ekwJJnYfcCCIuGMa9BjymubV4eEglTfoA5N8EPf4PCs9D3r5Xu6mc2cWPv5ry5NJVDWedoHlmDsUwXCPH9moC68t+5aS8tlrz8Rfj9Ndj3mxYWaHtF9cft+w2+uAkaNNdixK72XEET966TYMNHMPghCHVhhk5asuZo1CW27YgHlURLKUuEEPcAvwBm4EMp5Q6DzboId3nG04FdgOM16X+klK4rLYrVb4JGbViakkFqRi5NwgOdP8hk0uKL0Z2g39+0+PLxbZowp62Abd/Axo+0faM6nA9pxA+sPM6XfUTrkbt5tubpD3sK+t2lXQHoQWAY3PQVfHOH1iS94Cxc9nClYjm5TwveWprK5+sO8uio9s6tr7cQl+EXCMOfhvZjNC/58+u1PsNX/l/lXnLKT/D1rVp+7pTva/ZFWVMGPQBbvoA1b2s2uoq0ZO2LKNDimvWCI8Hk7zGFH3Znr/YOnxvQXYyFEM2A0cDzwIN6n88TkFKybHcmA9s0Isi/DiltJrOWtRDXXbuBU1oCxzZr/3HSV8CmT2HdTEBATGd7SOMyTczXvw9r39UEve/fYPDD2uWz3vgHwQ2fwNxpsPQ5KDijNcOpIJpxDYIZ0SGaL9cf4v4RiQT6XeL3ZLPBTw/Bhg/1FWJHmvaEvy6vxEu+8vw+276B76Zq/0Z/+sY1N7+qI6otdByn3cwbcF/dbjSWUZCtpbUNcuF/T5PJXvjhGWJcH3CHZ/wa8AhQ8Sv3HiHELWjhi4eklKfdYItb2H8yj4NZ5/jLZa1cu7DZT0vJapakNSAvKYIjG+2ec7ImwGv+a99ZQNcbYOgT0DDBtXY4Y+c172gFC6vf0kIWY17TvlwcmNI/nlX7TpFyLIduzasRFSOEuAxHL3nuNC0u3u0mGPV/kLJAy1GOHwA3ztF+Xncw+CHYORfWvweX/b3u6x1Yrd13aeWieHEZllglxjVAVzEWQowBMqSUG4UQQxw+egf4F1p6yb+AV4A79LTFnSxNyQBgSFud84v9ArQYX3x/uPwRLSPg8Do4+ge0Gmps6MZkgqte0kp5k/+tZbRMmKnZbGdg68aseWI4YdX1eHYU4kEPwPBnjLkX0LQnTF0Gy1/S8rL3/qLl0bYeppU4VyyM0ZPYbpB4Bax+G/rdXfewU1oymAOhmYuzHiwxWqN6hVPoXfQxEBgnhEhHq3oZJoT4TEp5QkpZKqW0Ae+hVchcQGZmJklJSeUPhzxCj6dVVCg392tRsxtTrsA/SAtTDJzuGTF0IWDYP2Dkv7TevXNu0lKo7JhMgrBAP6SU5BdVMqLHU4S4DL9AGP4U/GUJRDSHTtdqHrE7hbiMwQ9DfhZs/Ljua6UlQ4u+2t+PK/Ggkuj6gK6esZTyceBxALtn/LCU8mYhRKyUsuz6ZQJwUT1tVFQUTucZexjD2kczrH200WZ4DgPv0y7hf7xfKz++aY7mMQM2m2TCO6voGBvOC9d2OX+MpwmxI3E9tFiykbToq2XXrHoDet+pfVHUhrxTcGKb9qXpasJjtRBVYa52c1dRLUaVQ78khNgmhNgKDAUeMMgOl3P49DlOnC0w2gzPo9dtMPEDLYzy8djy+Wgmk6BddBg//HHkfL8Kmw0WPOiZQuxJDH5Ii8lu/rz2a6Sv0J5dlV/siAelt9UH3CbGUsplUsox9tdTpJRdpJRdpZTjHLzkes9/l+5jxCvLKVGj6S+m83Uw+QvI3G1vwak1mp96WSsKS0p587fU80K88SPt7r4S4qppNQTiesLK17RMm9qQlqylPcb1cKVlGmriR41QjYJciJSS5bszGNCmEX5m9autlLZXaB3Mzh4rb8HZpomFSb2b8/naNHK+u89BiJ9WQlwdQmh53KfTYfu3tVsjLVnLBjH7u9Q0QHnGNUQphgvZcyKXo9kFDG3XxGhTPJuEgXDbj1q7xg9HwYkd3D+8Dc+aP8Ky/VMlxDWh7VXQpCP8/qp2VVETzh7V+om4omVmZagp0TVCibELWbrbntKmxPjSxPWA23/WWnB+dDXRv/yNyabFlA58QAlxTTCZtNhxZorWgL4mpJXFi3US40CL1odZecZOocTYhSzbnUGH2HBiIlycIuStRLXTWnAGN9SKGAY9iHnEMxSU2PSdk+dtdJqgtWBd8UrNpnenJUNQA4jucul9a4MQqgqvBigxdiH/mdSdGdfq9IftrTSMhz8vhpu+huFPk3Iih0EvLiV570mjLas/mMxa1smxzdrwUmeQEtKWa/1NnOxAWCsssWpKtJMoMXYhsRHB1Zf1KiontLF2Y08IWjYOJTjAxIyfU7DZlHfsNF0naz2xk50cXHo6HbIP6ZPS5ki4Kol2FiXGLuKT1el8/4fz05IVlRPoZ+bhK9qx69hZfth8xGhz6g9+AVrjoIOrtL7KlyItWXvWK15cRtmUaBV2uiRKjF2AlJK3fktl8c4Mo03xCsZ2jaNL0whe+XUPBcWVlEkrKqfnLRDSGJKd6Eyblqz1tm7cVl+bLLFQWgj5XtMHTDeUGLuAncfOkpFTyBBPHjxajzCZBI9d1Z4jZ/L5ZYe6E+80ASHaVO99S+DIpqr3k1IT45aX6Z+1Up7epkIVl0KJsQtYtlsbWHK5EmOXMbBNY767ewDjuukwMcOb6f1nre/Himpix5m7IS9D/xAFKDGuAUqMXcDSlAy6NI2giUWltLmSni0aIoSovKObonKCwqHPX7Wc44xdle/jrngxOJREqyucS6HEuI6UlNooLrUxtL0q9NCDBVuP0e+FJRw9k2+0KfWHvn8D/xCt73JlpC3Xpo+7Y+iA6k/hNEqM64if2cTcewZx//BEo03xSro2iyC/qJT/LNpjtCn1h9BGkHSHNhIqK+3Cz2ylkP67e7xiAP9grahH5RpfEiXGdaQsF9ZkUuW7etA8MoRb+sfz7abD7D6eY7Q59Yf+92jFICtfu3D78W3aXEK984sdUU3mnUKJcR2w2SSX/Xsp/1u+z2hTvJppQ9sQGujHSwvVCB+nCY+FHjdrvY7POjTqKYsXJwx2ny2qJNoplBjXgW1Hsjl8Op/ocHXjTk8ahgZw95A2LN2dwf7MXKPNqT8MnK6FJVa9eX5bWrKWWxwe6z471GBSp3CLGAshzEKIP4QQ8+3vI4UQi4QQe+3PDd1hh6tZujtDaymr9+BRBbcPTODn6ZfRKkqN73GahgnQ5XrY8JE2WaW0WKvOc1e8uAxLLOSe0L4YFFXiLs94OuCYZ/MYsERKmQgssb+vdyzbnUm3Zg2IDA249M6KOhHkb6ZdjAWAvMJaTrXwRQY/CCUFsOZtrRCkOM8AMY4BaYO8TPeet56huxgLIZoBo4H3HTaPB8rG2n4MXKO3Ha7mVG4hWw6fUY3k3czLv+xm7Ju/U6zGWjlHVDvoMBbWvQe75mnb3BkvBt8p/LBGtMUasQRrxHb7+65YI5ye9OoOz/g14BHA8X9PdNncO/tzvVS06cMTGdU5xmgzfIqe8Q3YfzKPOesOGm1K/eGyh7UpzWvehpguEBLp3vOXibH3p7e9BzwOFANgzd4KTHb2YF3FWAgxBsiQUm7U8zxG0CgskPtHtC2/dFa4h6HtmtCnZSSvL9lLrgpXOEdsN2gzUgsVuDOlrYxwH/GMIQRr9roK25z+I9XbMx4IjBNCpANzgGFCiM+AE0KIWAD780XtzjIzM0lKSip/zJw5U2dTnafUJlmakqHKdA1ACMHjV7XnZG4R7yXvN9qc+sPlj2ojrtqOcv+5Q5sAwhdyjU9ijWgNaMUH1oiJgNPfQLqKsZTycSllMyllApq7/puU8mZgHnCrfbdbgbkVj42KimLDhg3lj6lTp+ppao3YfOgMt89az+JdJ4w2xSfp0aIhV3eJ4fN1ByksUV+ITtG8Nzx6QJvs4W7MfhDWxCM9YyHE9UKIHUIImxAiqcJnjwshUoUQu4UQVzqx3DTgf0B7rBFHgPuBu5y1xa9GlruOGcBXQog7gYPA9QbZUSuW7c7AJOCyRJXSZhRPjemIn8lEoJ/ZaFPqD4EGpgV6bq7xduBaNBEtRwjREc2B7ATEAYuFEG2llFV/+1uz9wMjsEaEAias2TUqGXWbGEsplwHL7K9PAcPddW5Xs2x3Jr3iGxIR4m+0KT5LbEQwoDX2zysqJSzQKL9C4RSWWG3Mk4chpdwFWvirAuOBOVLKQiBNCJEK9AFWV7mYNeLpCu/tz9nPOmOLqsCrIRk5BWw7ks0QldJmOFJKbvlwHY98s+/GJ8gAACAASURBVMVoUxSXov6VRDcFHL89Dtu3VUeew6MUuApIcPaEyp2oIStTtanFKr/YeIQQ9GzRkNeX7OWPg6fp0aJeFnL6BpZYOHcKSgrBL9CtpxZCLAYqy0F9Ukp50f2qssMq2Vb9ID9r9oUd/a0RL6PdH3MKJcY1ZHy3piQ2sdAhVqW0eQJ/uawVs9ce4IWfU/hyar/KLjcVnkB5ettxaBjv0qVnzpzpmG3VuOLnUsoRtVj2MNDc4X0z4GgV+1ZFCNDK2Z2VGNcQk0nQuWmE0WYo7IQF+jF9eCJPzd3BbykZDO8QbbRJisqw6CfGU6dOLc+2EkKcdNGy84DPhRCvot3ASwQq5hBfiDViG+e9ZzMQBTgVLwYVM64Rmw+d4fHvtpFxtsBoUxQOTO7TgoRGIXyy+oDRpiiqwkMnfgghJgghDgP9gQVCiF8ApJQ7gK+AncBCYFq1mRQaY4Cx9scVQBzW7LectUV5xjXglx3H+XrDIZ64ur3Rpigc8Deb+OC23jRtEGy0KYqq8ND+FFLK74Hvq/jseeD5Sy5ijSirL6+YyhaONQKs2VnO2KLEuAYsTckgKaEhliCV0uZptLa31iwo1pyXIH+Vf+xRhDQCk7/HibGL2IgWnqjqpp9TcWMlxk5yLDuflOM5PH6V8oo9ldN5RYx583du7hfPXUNaG22OwhEhvHf8kjW7pSuWUWLsJMt3a71YVX6x59IwNIB2MRbeXpbK5N7Naaj6THsW9S/XuOZYIxqi3ew7P/7Hmp3szKHqBp6TlNgkPVo0oG20mjThyTw6qj15hSX8d2mq0aYoKhIe691tNK0RfwaSgV+Af9qfrc4ersTYSW7uF8/3dw9UeaweTrsYC9f1bMYnqw9w+PQ5o81ROOKtYYrzTAd6AwewZg8FegBOjzdRYuwE+UWlSFl98Y3Cc3jwirYIAV9vOGy0KQpHLDFQlAOFNeqfU58owJqt5b1aIwKxZqcA7Zw9WMWMneA/i/fw07ZjLHt4CH5m9f3l6cRGBPPjvYNIbKJCSh6FY+FHoFdWsB7GGtEA+AFYhDXiNDWo2qtSjBMeW/Aj1dRip88YPa4mVtZnlqZkkNAoVAlxPaJttPafPTu/mIhglYroETjmGjdONNYWPbBmTyh7hTViKRCBVjDiFNV5xi/XxS5v4VDWOfZm5DKpd/NL76zwKDYdPM2U99fywW296deqkdHmKBw9Y2/EGvE68CXW7FVYs5fX9PDqxHgnEJU+Y/ROx40Jjy3oRCVjkryVZXu0+PvQ9iqlrb7RMTYckxB8veGwEmNPwENLol3IJuAfWCPaolX1fYk1e4OzB1d33f0mWqOLijQDXq+RifWY5bszaB4ZTKvGoUaboqghQf5mruwcw687jpdX5ikMJNAC/qHem95mzf4Ya/bVaE3o9wAvYo3Y6+zh1Ylxl/QZoy9ytdNnjP4F6OrM4kKIICHEOiHEFvucqX/at1uFEEeEEJvtj6udNdjd3NwvnkeubK9S2uop47vHkVNYwrLdPnMx57kIoeUae69nXEYboD1aY/kUZw+qLkxR3V0PZ++IFALDpJS5Qgh/4HchxM/2z/4jpfT4uLSquKvf9G/ViMZhAczbcpRRnWONNkfhzbnG1ogX0ebp7QO+BP6FNfuMs4dXJ8Z7Ex5bcHX6jNE/OW5MeGzBVYBTM9Kllpyba3/rb3/Um4TdDelZ+JlNdG/ewGhTFLXEz2zi+QldVEc3T8ESA4eqbwtcj0kD+mPNrlVP5erE+H5gQcJjC25A60oEkITW93OMsycQQpjtx7cB/iulXCuEuAq4RwhxC7ABeEhKebo2P4CevPzrbs7ml/DTdAPGmytcxpWdKpu4ozCEMs9YSi1s4U1Ys9+ty+HVxYynA7ej1Von2B/Lga7pM0bvcfYEUspSKWV3tBt/fYQQnYF3gNZAd+AY8ErF4zIzM0lKSip/OIxVcQv5RaVsOnCGgW3UXXhvYOOBLN5f4dQFnUJPLLFQWgj5Hud7GU61YQq0XONYtPjHF+kzRm+u7YmklGeEEMuAUY6xYiHEe8D8ivtHRUWxYYPTWSEuZ+OB0xSV2hjQ5qKRWop6yOJdGcxM3s+EHk1pFObegZgKBxzT20Iiq9/Xx6jSM06fMfr19Bmj+wOXA1nARwmPLdiV8NiCpxMeW9DWmcWFEFFCiAb218HACCBFCOF4J2UCsL3WP4FOrNx3Ej+ToE+C+oPxBsZ1i6PUJvlpu5fePKoveOjED5dhjeiJNeI+rBH3Yo3oWZNDL1nfmz5j9IH0GaNfTJ8xugdwE5p47nJy/VhgqRBiK7AeWCSlnA+8JITYZt8+FHigJka7g3VpWfRo0YDQQNW+wxtoH2OhbXQYP26u6YBfhUspmxLtjbnG1oingY+BRmhTqj/CGvEPZw+/pNIkPLbAHxgFTAaGo8WN/+nM4lLKrWht5Cpun+KsgUYx+899ycwpNNoMhYsQQjCuWxwv/7qHI2fyVXaFUYSVhSm88grlRqCHQ+e2GWhVec85c3B1jYJG2hcfjTaieg4wNX3G6Lw6GlwvCPI30zwyxGgzFC5kbLc4Zq06QFpmnhJjo/APguCG3hqmSEeb8FE2Pj4QLefYKarzjJ8APgceTp8x2qnppt7CB7+nkV9Uwj3DvLCzlA8T3yiUtU8Mx2zyspSq+obFa6vwCoEdWCMWodVTjAR+xxrxBgDW7PuqO7hKMU6fMXqoC42sV3yx7iBxynPySswmgc0mKSq1qQnSRuG9Yvy9/VHGspocrO5OVeDE2QJSM3K5vlczo01R6EBBcSkjXl3OtT2b8eBIp5KCFK7GEgsZOy+9X33Dmv1xXQ5XYlyBVfu0SsaBKr/YKwnyN9MiMoR5m4/wwIhE1QDKCCwxkHsCbKVg8qKrE2tEIvAC0JELp0O3cuZwNbqiAitTT9EgxJ+OseFGm6LQiXHd4kg/dY5tR7KNNsU3CY8FaYNcr+uk9xFadXEJWsruJ8Cnzh6sxLgC/mYTIztEY1I3ebyWqzrH4m8WzFM5x8bgvYUfwVizlwACa/YBrNlWYJizB6swRQVeuLaL0SYodCYixJ/L2zZh/tZjPHF1B/XF624sXptrXIA1wgTsxRpxD3AEcLoHrxJjB0pKbWroqI9w15DWZOcX1Z9+rt6E93rG9wMhwH3Av9C84ludPViJsQPTv9xMTkEJn9zRx2hTFDrTK76h0Sb4LqFNQJi8T4yt2evtr3LROl7WCCXGdmw2yarUkwxrH220KQo3cSjrHN9sPMy0oW0I8FNXRG7D7KcJsgeIsRDi38BYoAitWu52KeUZ+2ePA3cCpcB9Uspfql1MG0T6dyAeR221ZjsVN1ZibGfX8bOcPles+hf7EHtO5PD6kr10bRbB8A7qS9itWGI8JWa8CHhcSlkihHgReBx4VAjREa0fTycgDlgshGgrpaxusu3XwLvAe2gCXiOUGNtZlXoKgAGtVX6xrzA4MYqIYH/mbTmqxNjdWGLhzEGjrUBK+avD2zXARPvr8cAcKWUhkCaESEWb+ry6muVKsGa/U1tblBjbWbnvJK2iQomJCLr0zgqvIMDPxNVdYpi7+SjnikoICVD/HdxGeCwcWmu0FRW5A22QBkBTNHEu47B928VYI8qanv+INeJutJLo8y0frdlO9fZRf312xnePo7hU3Vv3NcZ1a8oX6w6xeFcG47rFGW2O72CJhfwsKCkEP30nrwghFgOVDUJ8Uko5177Pk2jFGrPLDqtk/6oEYqP9s7Jj/l7hGKcq8JQY25nQQ/Wi8EX6tIwkoVEIx87kG22Kb+GYa9wwvk5LzZw503FG5kVxRinliOqOF0LcijZkebh9oj1onnBzh92aAZVXCVmzW9bQ5MrtOH9u1yOECEIbaBqIJvzfSCmfEUJEol0OJKD1AL2h4nTopKQk6a4ZeNuPZBMR7K/6F/sopTap2mq6m72LYPZEuOMXaNHPZcsKITZKKZNqsP8o4FXgcillpsP2TmgthPug3cBbAiRWegPPGtEbOIQ1+7j9/S3AdcABwOpsmELvfJ5CYJiUshvaJOhRQoh+wGPAEillItoP+ZjOdlTLsz/uZNrnm4w0QWEgZUJcUFzjG+CK2uI5hR9vARZgkRBisxDiXQAp5Q7gK2AnsBCYVk0mxf/QUuPAGnEZMAOtL0U24PRYe13DFHaXP9f+1t/+kGh3KofYt3+M1vfzUT1tqYpzRSX8ceg0dwxyyZWGop4ybfYmzuQXMfvPrvPSFNVQLsbGprdJKdtU89nzwPNOLGN28H4nATOxZn8LfIs1YrOztuie6S6EMAshNgMZaANJ1wLRUspjAPZnp+u3Xc26tCyKSyUDVUqbT9M6KpRV+06Rcbbg0jsr6k5IJJgDPMEzdgVmrBFlju1w4DeHz5x2eHUXYyllqZSyO1oAvI8QorMzx2VmZpKUlFT+cAjQu5RV+04RYDbROyHy0jsrvJZx3eOQEuZv9Qpx8HyE0G7ieceU6C+A5Vgj5gL5wAoArBFt0EIVTuG2bAop5RkhxDK0SdMnhBCxUspjQohYNK/5AqKionDHDbxV+07So0UDggO8qMm1osa0aWKhQ2w487YcVSErd+Et45es2c9jjVgCxAK/Ys0uy4owAfc6u4yuYiyEiAKK7UIcDIwAXgTmoXUzmmF/nqunHdXx0W19OH2uyKjTKzyI8d3jmPFzCgdO5RHfKNRoc7wfSwyc8JLxS9bsNZVs21OTJfT2jGOBj4UQZrRvia+klPOFEKuBr4QQdwIHget1tqNKoiyBRFn0TTpX1A/Gd4+jQbA/kaEBRpviG1hiIXWJ0VZ4DHpnU2wFelSy/RRaoNtQPltzAJMQ3NS3hdGmKDyA2IhgJvdRfwtuwxILRblQmAOBFqOtMRyf7hv4we9pLN51wmgzFB5ETkExH69KZ19m7qV3VtQND0lv8xR8VoyPnskn7WQeA1qrlpmK8xSW2Hh2/k6+3XjYaFO8n/KSaC+4iecCfFaMV6aeBGBgG5VfrDhP47BABrZpzLwtR9GzVYCC856xd6S31RmfFeNV+07RKDSAdtEqVqW4kHHd4jh8Op9NB88YbYp3E+4xJdEegc+KcV5hCYMSG6vJwIqLuLJTNAF+Jn7cUnmTLoWLCLRAQJiKGdvx2RaaM29JwmZTl6GKi7EE+TOyQzQnVGm0/lhilGdsxyfFWEqJEEJ5xYoqeX1yd/zMPnvh6D68pQrPBfjkX9v0OZt58CunmykpfJAyIS4sUW01dUWJcTk+J8alNsmy3Rn4m3zuR1fUkA9+T2PAC78pQdaTsinRKnPF98R4x9FszhaUMKCNyi9WVE+bJmGcyiti2e7MS++sqB2WWCgtgnNODcPwanxOjFemngKgvyr2UFyCga0b0Sg0gHmbVVaFbqj0tnJ8ToxX7TtJ2+gwmliCjDZF4eH4mU1c3SWWxbtOkFtYYrQ53okqiS7H58T48rZRTOmfYLQZinrC+O5xFJbYWLRTiYUuqJLocnwute3Pg1sZbYKiHtGzRUP+MbqDmgSjF2FKjMvwKTHel5lL47BAIoL9jTZFUU8wmYT6AtcT/yAIjlRijI+FKf7+9RZu+2id0WYo6hk2m+TnbcdI3qOyKnTBEqtixugsxkKI5kKIpUKIXUKIHUKI6fbtViHEESHEZvvjaj3tAK1P7ZbD2aplpqLGCAGvLNrDW0tTjTbFO1El0YD+nnEJ8JCUsgPQD5gmhOho/+w/Usru9sdPOtvB+vQsSm2Sga1Vy0xFzRBCML5bHOvSsjh6Jt9oc7yP8FjVRhOdxVhKeUxKucn+OgfYBTTV85xVsTL1FIF+JnrGNzTi9Ip6zthucQDM36pyjl2OJRbyMqDUt9MH3RYzFkIkoM3DW2vfdI8QYqsQ4kMhhO4KuTL1JEkJDQnyN+t9KoUXktA4lG7NIpin2mq6HksMSBvk+XZM3i1iLIQIA74F7pdSngXeAVoD3YFjwCt62/DGjT145Mr2ep9G4cWM696U3IISzhYUG22Kd1Fe+OHbX3S6p7YJIfzRhHi2lPI7ACnlCYfP3wPmVzwuMzOTpKSk8vdTp05l6tSptbajrZrooagjt/SP546BCQihWq+6FFWFB+gsxkL7q/0A2CWlfNVhe6yUsixiPwHYXvHYqKgoNmzY4BI7vtl4mLBAM6M6x7pkPYVv4m9vq1lUYsPfLJQouwqL6k8B+ocpBgJTgGEV0theEkJsE0JsBYYCD+hpxBtL9vLNxiN6nkLhI6xLy6L384vZcfSs0aZ4D6FRIEzKM9ZzcSnl70Bl7oPuqWxlHMo6x8Gsc9w+MMFdp1R4MW2jwzhXVMK8LUfp3DTCaHO8A7MfhDYxJL1NCPEvYDxgAzKA26SUR+2fPQ7cCZQC90kpf9HTFq+vwFu17yQAA9uo/GJF3WkQEsDlbaP4cctRNUPRzt4TORzPruO8wHDDJn78W0rZVUrZHe3e1dMA9nqIyUAnYBTwthBC11QsrxfjlamniLIEktgkzGhTFF7C2G5xHMsuYH26aoiecbaA8f9dydCXl/G/5fuQtZ3YYVBJtD27q4xQoOwHGA/MkVIWSinTgFSgj562eL0YHzmTz4DWjdTNFoXLGNkxmmB/M99sPGy0KYbzyq97KC610a9VJPsz82r//8zAkmghxPNCiEPAn7B7xmjFaYccdjuMzgVrXt+17du7BlBQrGaYKVxHSIAfT47uQN+Wvt1Wc9exs3y18RB3DGzJU2M6UlxqA2Dr4TPMXnOQx65qT8PQAOcWs8RBfhYUF2id3GrAzJkzmTlzZtnbi+KRQojFQEwlhz4ppZwrpXwSeNIeI74HeIbK73XpGpfyejEGVNWdwuXc3C++/LXNJjGZfO/KKyLYnxt6NefeYW2A86l/Ww6d4ZtNh/l153GeuLoDE3s1u7THXNZkPvc4NEyokR2ONQhCiJMVP5dSjnByqc+BBWhifBho7vBZM0DXqhSvDlP8/estPDd/p9FmKLyU4lIb0z7fxGuL9xhtiiHENQjmxYldaRByofc7pX8CC+4bRKuoMP7+zVYmzVxDakZO9YsZVPghhEh0eDsOSLG/ngdMFkIECiFaAomArv13vVaMS0ptLNx+nLwiFaJQ6IO/2USA2cTby/aRctx38o5LbZJ//LCNPSeqFtj2MeF8/df+zLi2C7uP57Bw+yVEtswzPuv2kugZQojt9pqHK4DpAFLKHcBXwE5gITBNSqmrmHhtmGLrkWxyCksY2Eb1L1box1NjOrJ8TyaPfbuNb+8agNkHwhVfbTjEZ2sOMrB142rbDJhMgsl9WjCyYzRhQZrULN+TiU1KhrZrcuHO4VpXPHd7xlLK66r57HngeXfZ4rWe8apULXTUv5USY4V+RIYG8MzYjmw+dIZPVqcbbY7u5BaW8Mqve0iKb8iozpXdE7uYRmGBBPpp923eS97P7R+tZ9rsTRfmJgc3BHOAT5dEe60Yr0w9RYfYcBqFBRptisLLGdctjiHtonh/RRpFJTajzdGV/y3fx8ncQp4c3aFWaWwf3JbEw1e0ZfGuE4x4dTkfrUyj1Ca1cSqWGJ8uifbaMEX3Fg1orIRY4QaEEMy4tit+ZkGAn9f6NxzLzue9FfsZ2y2OHi1q14I80M/MPcMSGdstjn/8sJ1//riTpg2CuaJTjL3ww3c9Y68V40dHqd7FCvcRE6HlxtpskvRTebSK8r6KT0uQP38e1IpJvZtfeudLEN8olE/u6MPK1FPl93VOikY0PLsbX01E9cqv8WPZ+eUJ6AqFO3lm3g4mvruarLwio01xOWGBfjx8ZTuaR4a4ZD0hBIMSGyOEILewhJ8PQEHWEX7ccrT2ZdX1mHrlGZeWlpKVlUVxcfWTFn5LOYGf2cRliVFussz78Pf3JzIyErPZV/2U2nFzv3i+WHeQ5+bv5NVJ3Y02xyVIKXni++1c3SWGwTr9nwoL9GNEn26Erv+Jx75YxdcbW/Cv8Z2IbxSqy/k8kXolxllZWQQFBdG4ceMqbx4UFJdyamcufeIjiYtTndpqg5SS3NxcsrKyiIpSX2g1oV2MhbuHtOaN31IZ36Mpl7et/7+/Jbsy+GLdQdrHWHQTY4DYZi1hPTw3LJKnVp7myteSWf73oUSH16w8ur5Sr8IUxcXFhIWFVXsX98jpfCS47FLKFxFCEBYWdskrEEXlTBvWhtZRoTzx3TbyCuv3xOPiUhv/9/MuWkWFclPfFvqeLFyrwpvQxsyShy7n6TGdfEaIQWcxFkI0F0IsFULsEkLsEEJMt2+PFEIsEkLstT87fWv2Uuk0h06fw88kym+oKGqH6nJXewL9zMy4riuBfiaO1bXPr8F8se4g+zPzePyqDuW9J3TDoSQ6OjxIf/H3MPT2jEuAh6SUHYB+wDR70+bHgCVSykRgif29SziYdY64BsH4meqV06/wMnonRPLrA5fRph730T5bUMxri/fSt2UkIzo0ufQBdaWsJNpHp0TrqlhSymNSyk321znALrSeoOOBj+27fQxc46pzDm3XhL4t9au6GzJkCL/8cuH0lddee427776bPXv2cPXVV9OmTRs6dOjADTfcwIkTJ1i2bBljxozRzSaFZ+JnNpFfVMq7y/fVy2KQEH8zj1zZjqfGdHTPlVKgBQIsPlv44Tb3UQiRAPQA1gLRZdOh7c8u+9ptHhlC04bBrlruIm688UbmzJlzwbY5c+Zw4403Mnr0aO666y5SU1PZtWsXd911F5mZmbrZovB81qSdYsbPKcxM3me0KTXGz2xicp8W7p31Z2CTeaNxixgLIcKAb4H7K4w5cSl7T+Rw+PQ5vZYHYOLEicyfP5/CwkIA0tPTOXr0KHv27KF///6MHTu2fN+hQ4fSuXNnXe1ReDZD2zVhdNdY3liSSmpGrtHmOM0zc7fzxbqD7j+xD5dE657aJoTwRxPi2VLK7+ybTwghYqWUx4QQsWhTWS8gMzOTpKSk8vdTp0696FJ/0v9WX/D+eHYBfVtF8tLEbuQXlXLbRxe3H53YqxnXJzUnK6+Iuz7beMFnX/61/yV/nkaNGtGnTx8WLlzI+PHjmTNnDpMmTWLHjh306tXrkscrfI9nxnZkxZ5MnvhuG3Om9vP4RvSbD53h49UHuGdoG/ef3BILB9e4/7wegN7ZFAL4ANglpXzV4aN5wK3217cCcyseGxUVxYYNG8ofZZ38q6LEJimxSRqGODnmpQ44hirKQhQKRVU0sQTxj9EdWZeexedGeJs1QErJ8wt20jgskL8Nae1+A8qmRKsKPJczEJgCbBNCbLZvewKYAXwlhLgTOAhcX5vFHT3ZrYfP8FtKBrf0TwAgOMBcracbGRrglCdcGddccw0PPvggmzZtIj8/n549e/LHH3+wfPnyWq2n8H6uT2rG3owc+rXy7Ll5v+w4zvr00/zfhC6EBRpQE2aJBVsxnMuCUN9qf6vrb1tK+TuVD/YDGO7Kcx3Kyics0I+GIf6uXLZSwsLCGDJkCHfccUe5V3zTTTfxwgsvsGDBAkaPHg3AwoULadpU14GyinqCEIInR3c02oxqKSm1MePnFNpGh3FDUjNjjChPbzvmc2LsFcm4UkoycwpoHhnitmKFG2+8kS1btjB58mQAgoODmT9/Pm+++SaJiYl07NiRWbNm0aSJG/IzFfWGswXFTJu9iZ+2eV7GgJ/ZxHPXdOG5a7rgp3eBR1WUF3543u9Hb+pVb4qqEEJwS/8EitzYqW3ChAkXdZZq3749CxcuvGjf6OhohgwZ4ibLFJ5MiL+Z9FN5PDNvBwNbNybCDVdyNWFQosH9XHxYjL3CMwZt3laQv+owpvBs/MwmXryuK1l5Rbzw8y6jzSnnpYUpvPDTLuNbV5aHKXwvvc1rxFihqC90bhrBnwe3ZM76Q6zad9JoczhwKo/3Vuzn9Lki43uS+AVCcKQRU6INR4mxQmEA9w9vS3yjEF5auNtwb/TFhSn4mUw8dEU7Q+0oJzzOJz1jr4gZKxT1jeAAM+/8qRdNwgMN9UY3pGfx07bj3D8i0XPaVfpoSbTyjBUKg+gYF07jsEBKbZLMnEJDbHhxYQpNLIFMvayVIeevFB8tiVaesUJhMHd9tpFj2QV8f/cAt6eUvXBtV45nFxAS4EFSYImFvAwoLQGzB9mlM8ozriHPP/88nTp1omvXrnTv3p21a9cCkJCQwMmTxt+M8RQ7FM5zTY+mbDuSzYcr09x2zrI4dZsmYcans1XEEgvSpgmyD+E7XzsuYPXq1cyfP59NmzYRGBjIyZMnKSryvinACvdyVecYRnaM5tVFe7iyU4xbhnC+t2I/mw6c4bXJ3T0vJdQx1zg8zlhb3IjyjGvAsWPHaNy4MYGBgQA0btyYuLjzfyxvvvkmPXv2pEuXLqSkpACwbt06BgwYQI8ePRgwYAC7d+8GYNasWYwfP55Ro0bRrl07/vnPf150vnfeeYdHHnmk/P2sWbO49957Aa0/Rq9evejUqRMzZ8686Nj09PQL2ne+/PLLWK1WAPbt28eoUaPo1asXgwcPLrdVYQxCCP41vjP+JhNPfL9N9+yKrLwi3vwtlaJSm+cJMfhsrnH99Yx/fgyOb3PtmjFd4KoZVX58xRVX8Oyzz9K2bVtGjBjBpEmTuPzyy8s/b9y4MZs2beLtt9/m5Zdf5v3336d9+/YkJyfj5+fH4sWLeeKJJ/j2228BTai3b99OSEgIvXv3ZvTo0Re0DZ04cSL9+/fnpZdeAuDLL7/kySefBODDDz8kMjKS/Px8evfuzXXXXUejRs7V8k+dOpV3332XxMRE1q5dy913381vv/1W41+XwnXERATx6FXteX/FfjJzC2li0S+z4Y0lezlXVMrjV7XX7Rx1oswz9rFc4/orxgYQFhbGxo0bWbFiBUuXLmXSpEnMmDGD2267DYBrr70WgF69evHdd1rr5uzsbG699Vb27t2LEOKCicsjR44sF9Brr72W33///QIxjoqK5R4uywAACuRJREFUolWrVqxZs4bExER2797NwIEDAXjjjTf4/vvvATh06BB79+51Soxzc3NZtWoV119/vlFeWaN8hbHc1KcFE3s1I8jfzM/bjjFn/SHaRofRNtpC22gLbZqEEVrHTmr7M3P5bM0BJvduTmK0xUWWu5iwJiBMbvWMhRAPA/8GoqSUJ+3bHgfuBEqB+6SUv1SzRJ2pv2JcjQerJ2azmSFDhjBkyBC6dOnCxx9/XC7GZeELs9lMSYk2ov2pp55i6NChfP/996Snp1/Qo6Jifmll+aaTJk3iq6++on379kyYMAEhBMuWLWPx4sWsXr2akJAQhgwZQkHBhVOI/fz8sNnO9+oo+9xms9GgQQM2b96MwrMwmQRBJi1sUFRqIyOnkNX7T10wP2/TUyOJDA1gZepJjmUX0DY6jDZNwpzOhnh9yV6C/M08MLKtLj+DSzCZISzabWIshGgOjERr51u2rSMwGegExAGLhRBtpZSletlRf8XYAHbv3o3JZCIxMRGAzZs3Ex8fX+0x2dnZ5W00Z82adcFnixYtIisri+DgYH744Qc+/PDDi46/9tpref7554mPj+fFF18sX7Nhw4aEhISQkpLCmjUXT0aIjo4mIyODU6dOERYWxvz58xk1ahTh4eG0bNmSr7/+muuvvx4pJVu3bqVbt261+ZUodGJ896aM796UUpvkwKk89mbkkn4yj8hQbXjCVxsOMXezdhkvBDRrGEzXpg347596AnAsO5+GIQEXxYStYzsxsVczGocFuvcHqimWGHdOif4P8AgXDrkYD8yRUhYCaUKIVKAPsLqS412CEuMakJuby7333suZM2fw8/OjTZs2ld48c+SRRx7h1ltv5dVXX2XYsGEXfDZo0CCmTJlCamoqN9100wUhijIaNmxIx44d2blzJ3369AFg1KhRvPvuu3Tt2pV27drRr1+/i47z9/fn6aefpm/fvrRs2ZL27c/HB2fPns1dd93Fc889R3FxMZMnT1Zi7KGYTYJWUWG0igq7YPsr13fj3mGJpGbksOdELntO5FwwHGP6F5tZfyCLFpEhJDaxkBgdxsRezWgdFcbgxCg3/xS1wBIHp/VP9RNCjAOOSCm3VLgybQo4ejmH7dv0s0XPO7dCiA+BMUCGlLKzfZsV+AtQNjb5CSnlTxWPTUpKkhs2bLhg29GjRy/IXqjPzJo1iw0bNvDWW28ZbUqVeNPv29f4LeUEWw9ns9cu1PtP5tExNpyP7+hT7l17NPMfhB3fwaPpNTpMCLFRSplUYdtiIKaS3Z9Emzx0hZQyWwiRDiRJKU8KIf4LrJZSfmZf4wPgJynltzX/YZxDb894FvAW8EmF7f+RUr6s87kVCp9lWPtohrWPLn9fVGLjZG5h/RBi0DIq8k9DcQH4V59ZMnPmTMcr1IsqWKSUIyo7TgjRBWgJlHnFzYBNQog+aJ5wc4fdmwG6xk10zTOWUiYDWXqeo75y2223ebRXrPAuAvxMxDUINtoM53Ecv3QJpk6dWj64GHC6/FRKuU1K2URKmSClTEAT4J5SyuNoQ5MnCyEChRAtgUTg4nHzLsSooo97hBBbhRAfCiEa1uRAo9sN+grq96wwlPCyKjxjCj+klDuAr4CdwEJgmp6ZFGCMGL8DtAa6A8eAV5w90N/fn9zcXCUUOiOlJDc3F39/zxoJpPAhDBi/ZPeQTzq8f15K2VpK2U5K+bPe53d7NoWU8kTZayHEe8D8yvbLzMy8ILtg6tSp3HnnnWRlZZGTk6O/oT6Ov78/kZGePVZe4cVYjPWMjcDtYiyEiJVSln3dTQC2V7ZfVFQUFbMpyrYrFAovJ7ghmAPdmWtsOLqGKYQQX6AlSbcTQhwWQtwJvCSE2CaE2AoMBR7Q0wZXcKlcYk+kvtlc3+wFZbOuCAGWGGZ+t8xoS9yG3tkUN0opY6WU/lLKZlLKD6SUU6SUXaSUXaWU4xy8ZI+l3vwBO1DfbK5v9oKyWXcsscz8pdILZ69EtdBUKBSeiSUGSn2nX7iuFXh1QQiRCRww2g47jalB/uL/t3d3IVJXcRjHvw9uF76lFCS9kRSR0WLaRVhWlCZIgVp3YbHQpZEvdFEShHURghIFgV2oabbohVkJvqBoEQgWpKKmlVBQK5IalGJkmb8uzlnb1p2d2ZXZ/9n1+cCy83/ZmWeXmR//ObPndwox2DIPtrzgzAOhr3lvi4hB+cFSscXYzOxq4mEKM7MCuBibmRXAxbgXkm6V9Jmko5K+kbSg6kyNkDRM0n5JPU6oKY2ksZI2Svo2/60fqDpTbyQtys+Hw5LWS2reGkn9lFsNnJR0uMu+6yTtlHQsf+9TK4Jmq5F5WX5eHJT0saSxVWZsJhfj3l0AXoqIu4EpwAt5BYDSLQCOVh2iD94BtkfEBOBeCs4u6WZgPqnVYiswjLQiRGnWADO77XsF2BURdwK78nZJ1nB55p1Aa0RMBL4HFg90qIHiYtyLiDgREfvy7bOkItHUBtNXStItwJPAyqqzNELStcAjwCqAiPgrIn6rNlVdLcBwSS3ACJrcWrE/anRMnA2szbfXAnMGNFQdPWWOiB0RcSFv7iW1shySXIwbJGk8MBn4stokdb1NWkLmYr0TC3E7aaGB9/PQykpJI6sOVUtEHAeWk9ZLOwH8HhE7qk3VsHGdk6zy9xsqztNXzwNNb9hTFRfjBkgaBXwELIyIM1XnqUVS56oqX1edpQ9agPuAFRExGThHeW+fL8njrLNJTclvAkZKerbaVEOfpFdJw4btVWdpFhfjOiRdQyrE7RGxqeo8dUwFZuXlYzYA0yR9WG2kujqAjojofMexkVScS/U48GNEnIqIv4FNwIMVZ2rUL5JuhNSwCzhZcZ6GSGojLd82N4bwxAgX414orcWyCjgaEW9VnaeeiFice4CMJ32otDsiir5qy6sq/CzprrxrOqmhd6l+AqZIGpGfH9Mp+APHbjYDbfl2G/9fDblIkmYCLwOzIuKPqvM0k4tx76YCz5GuMA/kryeqDjUEvQi0505+k4A3K85TU76C3wjsAw6RXkPFdd+p0TFxKTBD0jFgRt4uRo3M7wKjgZ359fdepSGbyNOhzcwK4CtjM7MCuBibmRXAxdjMrAAuxmZmBXAxtgElKSSt67LdIulUf5sa5SZD87psPzpYGiSZdeVibAPtHNAqaXjengEcv4L7GwvMq3uWWeFcjK0K20jNjACeAdZ3HshtHj/JLRP3SpqY9y/JLRY/l/SDpPn5R5YCd+T/QV2W943q0pKzPU/OQNJSSUfyfS8fmF/VrDEtVQewq9IG4LU8nDARWA08nI+9DuyPiDmSpgEfkCaCAEwAHiNNAvhO0gpSH4vWiJgEaZiC1NDpHlI3tT3AVElHgKeACRERQ7kvrg1OvjK2ARcRB4HxpKvird0OPwSsy+ftBq6XNCYf2xIR5yPiNKmvwrgaD/FVRHRExEXgQH6sM8CfwEpJTwNDemqtDT4uxlaVzaRWlOu77VcP53ZOEz3fZd8/1H5nd9l5uSfu/aSmT3OA7X0NbNZMLsZWldXAGxFxqNv+L4C5cGnI4XSdtqVnScMWvcptUMdExFZgIf8NfZgVwWPGVomI6CAtt9TdElKj+YOkoYS2Hs7pej+/StqT103bBmypcepo4NO8Xp2ARf3NbtYMbhRkZlYAD1OYmRXAxdjMrAAuxmZmBXAxNjMrgIuxmVkBXIzNzArgYmxmVgAXYzOzAvwLR3zYMXl9a7gAAAAASUVORK5CYII=\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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\n", 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\n", 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\n", + "image/png": 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\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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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -964,16 +1130,43 @@ ], "source": [ "# only use the valid variables\n", - "ignore_vars = ['stl1', 'SMsurf']\n", + "ignore_vars = ['stl1', 'SMsurf', 'spatial_mean_stl1', 'spatial_mean_stl1_SMsurf']\n", "valid_variables = np.array(variable_names)[~np.isin(variable_names, ignore_vars)]\n", "\n", "for var in valid_variables:\n", " plt.clf()\n", " plot_shap_values(input_historical[0], shap_historical[0], variable_names, norm_dict, var, show=False,\n", - " pred_date=(np.where(input_pred_months[0] == 3)[0][0] + 1, 12))\n", + " pred_date=None)\n", " plt.savefig(analysis_dir/f'shap_plot_{var}.png', dpi=300, bbox_inches='tight')\n", " plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Remember, all of these plots show how that feature changed the prediction for March 2018.\n", + "\n", + "The plots above show the SHAP values for each variable over time. Because our EALSTM model is currently using the previous 12 months as input, the orange lines show the importance of that feature at that timestep.\n", + "\n", + "#### Temperature \n", + "\n", + "The background blue lines show the actual values for that variable. If we look at the plot for 2m Air Temperature (`t2m`) we can see that temperature is not important until three months before (Dec, Jan, Feb). This can be interpreted as follows:\n", + "\n", + "The temperature in February 2018 increased our prediction of VCI in March 2018 by a value of ~ $+6$\n", + "\n", + "\n", + "#### VCI\n", + "\n", + "You can see that the autoregressive information is particularly important to the model. The plot for VCI shows that the February VCI is strongly negatively impacting our prediction in March. The VCI in February decreases our prediction for March VCI by ~$-40$. This is relative to a baseline prediction, which is the mean March VCI in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/notebooks/docs/pipeline_components/06_Test.ipynb b/notebooks/docs/pipeline_components/06_Test.ipynb index d9dc2f626..a4e20af1f 100644 --- a/notebooks/docs/pipeline_components/06_Test.ipynb +++ b/notebooks/docs/pipeline_components/06_Test.ipynb @@ -410,6 +410,356 @@ "ax.set_title('R^2 Comparison for EALSTM vs. Baseline');" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# geographyical analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 8))\n", + "\n", + "for ax, metric in zip(axs, ['rmse', 'mae', 'r2']):\n", + " # nicely format the colorbar\n", + " divider = make_axes_locatable(ax)\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", + " \n", + " ax.set_title(metric)\n", + " ax.axis('off')\n", + " gdf.loc[(gdf.model == 'ealstm')].plot(metric, ax=ax, cax=cax, legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How do we do when we compare to the [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) paper?\n", + "\n", + "\n", + "We will use one of the `indices` defined in `src/analysis/indices`. These all have a consistent api with one key method: `index.fit()`. Here we are just calculating a moving 3 month average." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import read_pred_data\n", + "from src.analysis import MovingAverage\n", + "from src.analysis.region_analysis import KenyaGroupbyRegion" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_pred_ds, ealstm_pred_da = read_pred_data('ealstm', data_dir=data_dir)\n", + "persistence_pred_ds, persistence_pred_da = read_pred_data('previous_month', data_dir=data_dir)\n", + "\n", + "true_paths = [f for f in (data_dir / 'features' / 'one_month_forecast' / 'test').glob('*/y.nc')]\n", + "true_ds = xr.open_mfdataset(true_paths).sortby('time').compute()\n", + "true_da = true_ds.VCI.transpose('time', 'lat', 'lon')\n", + "\n", + "true_test_path = data_dir / 'features' / 'one_month_forecast' / 'test' / 'test_ALL.nc'\n", + "if not true_test_path.exists():\n", + " true_da.to_netcdf(true_test_path)\n", + "\n", + "# save the combined predictions \n", + "ealstm_pred_path = (\n", + " data_dir / 'models' / 'one_month_forecast' / 'ealstm' / 'preds_ALL.nc'\n", + ")\n", + "if not ealstm_pred_path.exists():\n", + " ealstm_pred_da = ealstm_pred_da.sortby('time')\n", + " ealstm_pred_da.to_netcdf(ealstm_pred_path)\n", + "\n", + "persistence_pred_path = (\n", + " data_dir / 'models' / 'one_month_forecast' / 'previous_month' / 'preds_ALL.nc'\n", + ")\n", + "if not ealstm_pred_path.exists():\n", + " persistence_pred_da = persistence_pred_da.sortby('time')\n", + " persistence_pred_da.to_netcdf(persistence_pred_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Dict\n", + "from sklearn.metrics import r2_score\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2_score(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroupbyRegion requires geopandas to be installed\n", + "* Running the Analyzer *\n", + "\t Admin Level: district_l2\n", + "\t Calculating statistics per region.\n", + "* Calculating DataFrame of values per Region *\n", + "* Joining DataFrame and GeoDataFrame *\n", + "* Joined to GeoDataFrame and saved to `self.gdf`*\n" + ] + } + ], + "source": [ + "grouper = KenyaGroupbyRegion(data_dir)\n", + "grouper.analyze(\n", + " da=ealstm_pred_da, selection='level_2', mean=True,\n", + ")\n", + "grouper.analyze(\n", + " da=true_da, selection='level_2', mean=True,\n", + ")\n", + "\n", + "l2_gdf = grouper.gdf" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "l2_gdf.drop_duplicates([c for c in l2_gdf.columns if 'geometry' not in c]).head()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_vci3m = l2_gdf.groupby(['region_name']).mean().reset_index()\n", + "\n", + "mean_gdf = grouper.join_dataframe_geodataframe(\n", + " df=mean_vci3m, gdf=l2_gdf,\n", + " gdf_colname='DISTNAME', df_colname='region_name'\n", + ")\n", + "mean_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "regions = ['TURKANA', 'MARSABIT', 'MANDERA', 'WAJIR']\n", + "assert np.isin(regions, l2_gdf.region_name.unique()).all()\n", + "\n", + "rois = l2_gdf.loc[l2_gdf.region_name.isin(regions)]\n", + "\n", + "# import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots()\n", + "for roi in rois.region_name.unique():\n", + " subset = rois.loc[rois.region_name == roi]\n", + " ax.plot(subset['datetime'], subset['mean_value'], label=roi)\n", + "plt.legend()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 311, lon: 244, time: 10)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2018-02-28 ... 2018-11-30\n", + " * lon (lon) float64 33.5 33.54 33.57 ... 42.21 42.25\n", + " * lat (lat) float64 -5.17 -5.134 -5.098 ... 5.957 5.993\n", + "Data variables:\n", + " VCI_3month_moving_average (time, lat, lon) float32 19.508667 ... 33.0785" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index 87315545f..a51fd1119 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -1,10 +1,11 @@ from .event_detector import EventDetector from .evaluation import ( plot_predictions, - spatial_rmse, spatial_r2 + spatial_rmse, spatial_r2, + monthly_score, annual_scores, + read_pred_data ) from .plot_shap import plot_shap_values, all_shap_for_file -from .evaluation import monthly_score, annual_scores, plot_predictions, read_pred_data from .indices import ( SPI, ZScoreIndex, @@ -25,18 +26,11 @@ 'plot_shap_values', 'EventDetector', 'SPI', 'ZScoreIndex', 'PercentNormalIndex', 'DroughtSeverityIndex', 'ChinaZIndex', 'DecileIndex', 'AnomalyIndex', -<<<<<<< HEAD 'monthly_score', 'annual_scores', 'plot_predictions', 'MovingAverage', - 'VegetationDeficitIndex', 'LandcoverRegionAnalysis', - 'AdministrativeRegionAnalysis', 'all_shap_for_file', - 'read_pred_data', -======= - 'monthly_score', 'annual_r2_scores', 'plot_predictions', 'MovingAverage', 'VegetationDeficitIndex', 'LandcoverRegionAnalysis', 'AdministrativeRegionAnalysis', 'all_shap_for_file', 'spatial_rmse', 'spatial_r2', - 'plot_predictions', ->>>>>>> f75036ec87551b36a29e37038c024d8c5106b3c3 + 'plot_predictions', 'read_pred_data', ] diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index e64013ff9..c63b95b78 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -6,7 +6,6 @@ from pathlib import Path import matplotlib.pyplot as plt import pandas as pd -from functools import reduce from sklearn.metrics import r2_score, mean_squared_error from typing import Dict, List, Optional, Union @@ -120,10 +119,10 @@ def annual_scores_to_dataframe(monthly_scores: Dict) -> pd.DataFrame: def read_pred_data(model: str, data_dir: Path = Path('data'), - experiment: str = 'one_month_forecast'): + experiment: str = 'one_month_forecast') -> Union[xr.Dataset, xr.DataArray]: model_pred_dir = (data_dir / 'models' / experiment / model) pred_ds = xr.open_mfdataset((model_pred_dir / '*.nc').as_posix()) - pred_ds.sortby('time') + pred_ds = pred_ds.sortby('time') pred_da = pred_ds.preds pred_da = pred_da.transpose('time', 'lat', 'lon') diff --git a/src/analysis/indices/base.py b/src/analysis/indices/base.py index d96895e1c..ed3f486b8 100644 --- a/src/analysis/indices/base.py +++ b/src/analysis/indices/base.py @@ -32,6 +32,7 @@ def __init__(self, if resample_str is not None: self.resample = True self.resample_str = resample_str + self.ds = self.ds.sortby('time') self.ds = self.resample_ds_mean() def resample_ds_mean(self) -> xr.Dataset: diff --git a/src/analysis/region_analysis/region_geo_plotter.py b/src/analysis/region_analysis/region_geo_plotter.py index 3d022b798..0a0ed7124 100644 --- a/src/analysis/region_analysis/region_geo_plotter.py +++ b/src/analysis/region_analysis/region_geo_plotter.py @@ -216,12 +216,13 @@ def plot_all_regional_error_metrics(self, gdf: GeoDataFrame, # type: ignore r2 = self.get_metric('r2') # build multi-axis plot - fig, axs = plt.subplots(1, 3, figsize=(24, 6)) + fig, axs = plt.subplots(1, 3, figsize=(12, 8)) for i, metric in enumerate([rmse, mae, r2]): ax = axs[i] ax = self.plot_metric(gdf=gdf, ax=ax, metric=metric) + ax.axis('off') - fig.set_suptitle(title) + fig.suptitle(title) return fig, axs def plot_regional_error_metric(self, gdf: GeoDataFrame, # type: ignore From e8d95b6d47acf0ea1e9b792607448a9cd05726aa Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Sun, 1 Sep 2019 17:58:46 +0100 Subject: [PATCH 08/14] add read_true_data function to evaluation --- src/analysis/__init__.py | 2 +- src/analysis/evaluation.py | 13 +++++++++++++ src/models/base.py | 2 +- src/models/neural_networks/base.py | 3 ++- 4 files changed, 17 insertions(+), 3 deletions(-) diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index a51fd1119..665e2c847 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -3,7 +3,7 @@ plot_predictions, spatial_rmse, spatial_r2, monthly_score, annual_scores, - read_pred_data + read_pred_data, read_true_data ) from .plot_shap import plot_shap_values, all_shap_for_file from .indices import ( diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index c63b95b78..7030ccad0 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -129,6 +129,19 @@ def read_pred_data(model: str, return pred_ds, pred_da +def read_true_data(data_dir: Path = Path('data'), + variable: str = 'VCI') -> Union[xr.Dataset, xr.DataArray]: + """Read the true test data from the data directory and + return the joined DataArray. + + (Joined on the `time` dimension). + """ + true_paths = [f for f in (data_dir / 'features' / 'one_month_forecast' / 'test').glob('*/y.nc')] + true_ds = xr.open_mfdataset(true_paths).sortby('time').compute() + true_da = true_ds[variable].transpose('time', 'lat', 'lon') + return true_da + + def monthly_score(month: int, models: List[str], metrics: List[str], diff --git a/src/models/base.py b/src/models/base.py index ffe52ed94..6ba0718ea 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -101,7 +101,7 @@ def save_model(self) -> None: def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: """ - Evaluate the trained model + Evaluate the trained model on the TEST data Arguments ---------- diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 80d4d5288..02062a959 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -224,7 +224,8 @@ def train(self, num_epochs: int = 1, def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: - test_arrays_loader = DataLoader(data_path=self.data_path, batch_file_size=self.batch_size, + test_arrays_loader = DataLoader(data_path=self.data_path, + batch_file_size=self.batch_size, shuffle_data=False, mode='test', experiment=self.experiment, pred_months=self.pred_months, to_tensor=True, From 96a2c93cb8ff6a6624aa0094075c7b7749cba0cb Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Mon, 2 Sep 2019 11:42:53 +0100 Subject: [PATCH 09/14] implement the evaluate_train_timesteps function --- src/models/base.py | 136 +++++++++++++++----- src/models/data.py | 36 +++++- src/models/neural_networks/base.py | 19 ++- tests/models/neural_networks/test_ealstm.py | 51 ++++++++ tests/models/test_base.py | 25 ++++ tests/models/test_data.py | 56 ++++++++ 6 files changed, 286 insertions(+), 37 deletions(-) diff --git a/src/models/base.py b/src/models/base.py index 6ba0718ea..efbdd73bb 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -2,9 +2,10 @@ import numpy as np import json import pandas as pd +import itertools from sklearn.metrics import mean_squared_error -from typing import cast, Any, Dict, List, Optional, Tuple +from typing import cast, Any, Dict, List, Optional, Tuple, Union class ModelBase: @@ -98,6 +99,102 @@ def explain(self, x: Any) -> np.ndarray: def save_model(self) -> None: raise NotImplementedError + def _run_evaluation_calculation( + self, + test_arrays_dict: Dict[str, Dict[str, np.ndarray]], + preds_dict: Dict[str, np.ndarray] + ) -> Union[Dict[str, int], List[np.ndarray], List[np.ndarray]]: + """Calculate RMSE for the true vs. predicted values""" + output_dict: Dict[str, int] = {} + total_preds: List[np.ndarray] = [] + total_true: List[np.ndarray] = [] + for key, vals in test_arrays_dict.items(): + true = vals['y'] + preds = preds_dict[key] + + output_dict[key] = np.sqrt(mean_squared_error(true, preds)).item() + + total_preds.append(preds) + total_true.append(true) + + return output_dict, total_preds, total_true + + def _save_preds(self, + test_arrays_dict: Dict[str, Dict[str, np.ndarray]], + preds_dict: Dict[str, np.ndarray], + train: bool = False) -> None: + for key, val in test_arrays_dict.items(): + latlons = cast(np.ndarray, val['latlons']) + preds = preds_dict[key] + + if len(preds.shape) > 1: + preds = preds.squeeze(-1) + + # the prediction timestep + time = val['time'] + times = [time for _ in range(len(preds))] + + preds_xr = pd.DataFrame(data={ + 'preds': preds, 'lat': latlons[:, 0], + 'lon': latlons[:, 1], 'time': times} + ).set_index(['lat', 'lon', 'time']).to_xarray() + + if train: + if not (self.model_dir / 'train').exists(): + (self.model_dir / 'train').mkdir(exist_ok=True, parents=True) + preds_xr.to_netcdf(self.model_dir / 'train' / f'preds_{key}.nc') + else: + preds_xr.to_netcdf(self.model_dir / f'preds_{key}.nc') + + def evaluate_train_timesteps(self, years: List[int], + months: List[int], + save_results: bool = True, + save_preds: bool = False) -> None: + """Evaluate the trained model on the TRAIN data + for the given year / month combinations. + """ + all_total_true: List[np.ndarray] = [] + all_total_preds: List[np.ndarray] = [] + all_rmse_dict: Dict[str, int] = {} + for test_year, test_month in itertools.product(years, months): + test_arrays_dict, preds_dict = self.predict( + test_year=test_year, test_month=test_month + ) + output_dict, total_preds, total_true = self._run_evaluation_calculation( + test_arrays_dict=test_arrays_dict, + preds_dict=preds_dict, + ) + all_total_true.append(total_preds) + all_total_preds.append(total_true) + if save_results: + if not (self.model_dir / 'train').exists(): + (self.model_dir / 'train').mkdir(exist_ok=True, parents=True) + with ( + self.model_dir / 'train' / + f'results_{test_year}_{test_month}.json' + ).open('w') as outfile: + json.dump(output_dict, outfile) + + if save_preds: + self._save_preds( + test_arrays_dict=test_arrays_dict, + preds_dict=preds_dict + ) + + # calculate the RMSE for all the training timesteps + all_rmse_dict['total'] = np.sqrt( + mean_squared_error(np.concatenate(all_total_true).flatten(), + np.concatenate(all_total_preds).flatten()) + ).item() + print( + f'RMSE for given timesteps ({years} - {months}): ' + f'{all_rmse_dict["total"]}' + ) + + if save_results: + with (self.model_dir / 'train' / 'results.json').open('w') as outfile: + json.dump(all_rmse_dict, outfile) + def evaluate(self, save_results: bool = True, save_preds: bool = False) -> None: """ @@ -113,18 +210,10 @@ def evaluate(self, save_results: bool = True, self.model_dir / {year}_{month}.nc """ test_arrays_dict, preds_dict = self.predict() - - output_dict: Dict[str, int] = {} - total_preds: List[np.ndarray] = [] - total_true: List[np.ndarray] = [] - for key, vals in test_arrays_dict.items(): - true = vals['y'] - preds = preds_dict[key] - - output_dict[key] = np.sqrt(mean_squared_error(true, preds)).item() - - total_preds.append(preds) - total_true.append(true) + output_dict, total_preds, total_true = self._run_evaluation_calculation( + test_arrays_dict=test_arrays_dict, + preds_dict=preds_dict, + ) output_dict['total'] = np.sqrt( mean_squared_error(np.concatenate(total_true), @@ -138,20 +227,7 @@ def evaluate(self, save_results: bool = True, json.dump(output_dict, outfile) if save_preds: - for key, val in test_arrays_dict.items(): - latlons = cast(np.ndarray, val['latlons']) - preds = preds_dict[key] - - if len(preds.shape) > 1: - preds = preds.squeeze(-1) - - # the prediction timestep - time = val['time'] - times = [time for _ in range(len(preds))] - - preds_xr = pd.DataFrame(data={ - 'preds': preds, 'lat': latlons[:, 0], - 'lon': latlons[:, 1], 'time': times} - ).set_index(['lat', 'lon', 'time']).to_xarray() - - preds_xr.to_netcdf(self.model_dir / f'preds_{key}.nc') + self._save_preds( + test_arrays_dict=test_arrays_dict, + preds_dict=preds_dict + ) diff --git a/src/models/data.py b/src/models/data.py index 80946f4e0..2f578d94a 100644 --- a/src/models/data.py +++ b/src/models/data.py @@ -79,6 +79,13 @@ class DataLoader: Whether to load testing or training data. This also affects the way the data is returned; for train, it is a concatenated array, but for test it is a dict with dates so that the netcdf file can easily be reconstructed + >>>>>>>>>CHANGE + test_year: Optional[int] + test_month: Optional[int] + The month that want to run the `test` for. In order to check + model performance in particular months it is also interesting to + explore the model performance on training data for specific months. + <<<<<<<<< shuffle_data: bool = True Whether or not to shuffle data clear_nans: bool = True @@ -113,6 +120,8 @@ def __init__(self, data_path: Path = Path('data'), batch_file_size: int = 1, mode: str = 'train', shuffle_data: bool = True, clear_nans: bool = True, normalize: bool = True, experiment: str = 'one_month_forecast', + test_year: Optional[int] = None, + test_month: Optional[int] = None, mask: Optional[List[bool]] = None, pred_months: Optional[List[int]] = None, to_tensor: bool = False, @@ -127,9 +136,13 @@ def __init__(self, data_path: Path = Path('data'), batch_file_size: int = 1, self.shuffle = shuffle_data self.clear_nans = clear_nans self.experiment = experiment + self.test_year = test_year + self.test_month = test_month + self.data_files = self._load_datasets( data_path=data_path, mode=mode, shuffle_data=shuffle_data, - experiment=experiment, mask=mask, pred_months=pred_months + experiment=experiment, mask=mask, pred_months=pred_months, + test_year=test_year, test_month=test_month ) self.normalizing_dict = None @@ -170,10 +183,21 @@ def __len__(self) -> int: def _load_datasets(data_path: Path, mode: str, shuffle_data: bool, experiment: str, mask: Optional[List[bool]] = None, - pred_months: Optional[List[int]] = None) -> List[Path]: + pred_months: Optional[List[int]] = None, + test_year: Optional[int] = None, + test_month: Optional[int] = None) -> List[Path]: - data_folder = data_path / f'features/{experiment}/{mode}' + if (test_year is None) and (test_month is None): + data_folder = data_path / f'features/{experiment}/{mode}' + else: + data_folder = ( + data_path / 'features' / experiment / + 'train' + ) output_paths: List[Path] = [] + assert data_folder.exists(), 'Expect ' \ + f'{data_folder} to exist! Are you sure that' \ + f'`{test_year}_{test_month:02}/` folder exists?' for subtrain in data_folder.iterdir(): if (subtrain / 'x.nc').exists() and (subtrain / 'y.nc').exists(): @@ -184,6 +208,12 @@ def _load_datasets(data_path: Path, mode: str, if month in pred_months: output_paths.append(subtrain) + if (test_year is not None) and (test_month is not None): + # SELECT only the test_year test_month from the `train` data + output_paths = [ + f for f in output_paths + if f.parts[-1] == f'{test_year}_{test_month:02}' + ] if mask is not None: output_paths.sort() assert len(output_paths) == len(mask), \ diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index 02062a959..d155427ed 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -222,8 +222,18 @@ def train(self, num_epochs: int = 1, self.model.load_state_dict(best_model_dict) return None - def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: - + def predict(self, test_year: Optional[int] = None, + test_month: Optional[int] = None) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: + """Make predictions using the model. + + Arguments: + --------- + test_year: Optional[int] = None + If None then use the TEST data + test_month: Optional[int] = None + If None then use the TEST data, otherwise use + the month/year defined in test_year, test_month + """ test_arrays_loader = DataLoader(data_path=self.data_path, batch_file_size=self.batch_size, shuffle_data=False, mode='test', @@ -233,8 +243,9 @@ def predict(self) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarra monthly_aggs=self.include_monthly_aggs, surrounding_pixels=self.surrounding_pixels, static=self.include_static, - device=self.device) - + device=self.device, + test_year=test_year, + test_month=test_month,) preds_dict: Dict[str, np.ndarray] = {} test_arrays_dict: Dict[str, Dict[str, np.ndarray]] = {} diff --git a/tests/models/neural_networks/test_ealstm.py b/tests/models/neural_networks/test_ealstm.py index d5a877f6e..79c2d7287 100644 --- a/tests/models/neural_networks/test_ealstm.py +++ b/tests/models/neural_networks/test_ealstm.py @@ -152,6 +152,57 @@ def test_predict(self, tmp_path, use_pred_months): # _make_dataset with const=True returns all ones assert (test_arrays_dict['hello']['y'] == 1).all() + def test_predict_specific_date(self, tmp_path): + test_year = 2017 + test_month = 3 + + x, _, _ = _make_dataset( + size=(5, 5), const=True, start_date='2017-03-31', + end_date='2018-01-01' + ) + y = x.isel(time=[0]) + + test_features = train_features = tmp_path / 'features/one_month_forecast/train/2017_03' + train_features.mkdir(parents=True) + + norm_dict = {'VHI': {'mean': 0.0, 'std': 1.0}} + with (tmp_path / 'features/one_month_forecast/normalizing_dict.pkl').open('wb') as f: + pickle.dump(norm_dict, f) + + x.to_netcdf(test_features / 'x.nc') + y.to_netcdf(test_features / 'y.nc') + + # static + x_static, _, _ = _make_dataset(size=(5, 5), add_times=False) + static_features = tmp_path / f'features/static' + static_features.mkdir(parents=True) + x_static.to_netcdf(static_features / 'data.nc') + + static_norm_dict = {'VHI': {'mean': 0.0, 'std': 1.0}} + with ( + tmp_path / f'features/static/normalizing_dict.pkl' + ).open('wb') as f: + pickle.dump(static_norm_dict, f) + + dense_features = [10] + hidden_size = 128 + rnn_dropout = 0.25 + + model = EARecurrentNetwork( + hidden_size=hidden_size, + dense_features=dense_features, + rnn_dropout=rnn_dropout, + data_folder=tmp_path + ) + model.train() + test_arrays_dict, pred_dict = model.predict( + test_year=test_year, + test_month=test_month + ) + + assert (test_arrays_dict['2017_03']['y'] == 1).all() + assert ('2017_03' in pred_dict.keys()) and (len(pred_dict) == 1) + class TestEALSTMCell: @staticmethod diff --git a/tests/models/test_base.py b/tests/models/test_base.py index 469084543..bf196d61d 100644 --- a/tests/models/test_base.py +++ b/tests/models/test_base.py @@ -29,3 +29,28 @@ def mockreturn(self): expected_stdout = 'RMSE: 0.0' assert expected_stdout in captured.out, \ f'Expected stdout to be {expected_stdout}, got {captured.out}' + + def test_evaluate_train_timesteps( + self, tmp_path, monkeypatch, capsys + ): + def mockreturn(self, test_year, test_month): + + y = np.array([1, 1, 1, 1, 1]) + + test_arrays = {'hello': {'y': y}} + preds_arrays = {'hello': y} + + return test_arrays, preds_arrays + + monkeypatch.setattr(ModelBase, 'predict', mockreturn) + + base = ModelBase(tmp_path) + base.evaluate_train_timesteps( + save_results=False, save_preds=False, + years=[2017, 2018], months=[3, 4] + ) + + captured = capsys.readouterr() + expected_stdout = 'RMSE for given timesteps: 0.0' + assert expected_stdout in captured.out, \ + f'Expected stdout to be {expected_stdout}, got {captured.out}' diff --git a/tests/models/test_data.py b/tests/models/test_data.py index 08b878e5f..158505fad 100644 --- a/tests/models/test_data.py +++ b/tests/models/test_data.py @@ -246,3 +246,59 @@ def test_additional_dims_pixels(self, surrounding_pixels, monthly_agg): output_mean = x[f'spatial_mean_{data_var}'].isel(time=0, lon=0, lat=0).values assert actual_mean == output_mean, f"Mean values don't match!" + + def test_specific_time_pred(self, tmp_path): + # test if loading from specific data dir! + test_year = 2017 + test_month = 3 + + x_pred, _, _ = _make_dataset(size=(5, 5)) + x_coeff1, _, _ = _make_dataset(size=(5, 5), variable_name='precip') + x_coeff2, _, _ = _make_dataset(size=(5, 5), variable_name='soil_moisture') + x_coeff3, _, _ = _make_dataset(size=(5, 5), variable_name='temp') + + x = xr.merge([x_pred, x_coeff1, x_coeff2, x_coeff3]) + y = x_pred.isel(time=[0]) + + data_dir = ( + tmp_path / 'one_month_forecast' / 'train' / f'{test_year}_{test_month:02}' + ) + if not data_dir.exists(): + data_dir.mkdir(parents=True, exist_ok=True) + + x.to_netcdf(data_dir / 'x.nc') + y.to_netcdf(data_dir / 'y.nc') + + norm_dict = {} + for var in x.data_vars: + norm_dict[var] = { + 'mean': float(x[var].mean(dim=['lat', 'lon', 'time'], skipna=True).values), + 'std': float(x[var].std(dim=['lat', 'lon', 'time'], skipna=True).values) + } + + class MockLoader: + def __init__(self): + self.batch_file_size = None + self.mode = 'test' + self.shuffle = None + self.clear_nans = None + self.data_files = [] + self.normalizing_dict = norm_dict + self.to_tensor = False + self.experiment = 'one_month_forecast' + self.surrounding_pixels = False + self.ignore_vars = ['precip'] + self.monthly_aggs = False + self.device = torch.device('cpu') + + self.static = None + self.static_normalizing_dict = None + self.test_year = test_year + self.test_month = test_month + + base_iterator = _BaseIter(MockLoader()) + + arrays = base_iterator.ds_folder_to_np(data_dir, to_tensor=False) + + x_test_data = arrays.x + assert isinstance(x_test_data, TrainData) From ad01bf97eadd39394bde2b4a6a98ded541673301 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 4 Sep 2019 12:04:42 +0100 Subject: [PATCH 10/14] fix flake errors --- src/analysis/__init__.py | 1 + src/analysis/evaluation.py | 6 +++++- src/models/base.py | 2 +- src/models/neural_networks/base.py | 3 ++- 4 files changed, 9 insertions(+), 3 deletions(-) diff --git a/src/analysis/__init__.py b/src/analysis/__init__.py index 665e2c847..c86822483 100644 --- a/src/analysis/__init__.py +++ b/src/analysis/__init__.py @@ -33,4 +33,5 @@ 'all_shap_for_file', 'spatial_rmse', 'spatial_r2', 'plot_predictions', 'read_pred_data', + 'read_true_data' ] diff --git a/src/analysis/evaluation.py b/src/analysis/evaluation.py index 7030ccad0..751814d4b 100644 --- a/src/analysis/evaluation.py +++ b/src/analysis/evaluation.py @@ -136,7 +136,11 @@ def read_true_data(data_dir: Path = Path('data'), (Joined on the `time` dimension). """ - true_paths = [f for f in (data_dir / 'features' / 'one_month_forecast' / 'test').glob('*/y.nc')] + true_paths = [ + f for f in ( + data_dir / 'features' / 'one_month_forecast' / 'test' + ).glob('*/y.nc') + ] true_ds = xr.open_mfdataset(true_paths).sortby('time').compute() true_da = true_ds[variable].transpose('time', 'lat', 'lon') return true_da diff --git a/src/models/base.py b/src/models/base.py index efbdd73bb..96c938593 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -158,7 +158,7 @@ def evaluate_train_timesteps(self, years: List[int], all_rmse_dict: Dict[str, int] = {} for test_year, test_month in itertools.product(years, months): test_arrays_dict, preds_dict = self.predict( - test_year=test_year, test_month=test_month + test_year=test_year, test_month=test_month ) output_dict, total_preds, total_true = self._run_evaluation_calculation( test_arrays_dict=test_arrays_dict, diff --git a/src/models/neural_networks/base.py b/src/models/neural_networks/base.py index d155427ed..2f8fcda03 100644 --- a/src/models/neural_networks/base.py +++ b/src/models/neural_networks/base.py @@ -223,7 +223,8 @@ def train(self, num_epochs: int = 1, return None def predict(self, test_year: Optional[int] = None, - test_month: Optional[int] = None) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: + test_month: Optional[int] = None + ) -> Tuple[Dict[str, Dict[str, np.ndarray]], Dict[str, np.ndarray]]: """Make predictions using the model. Arguments: From 3f24f2e47c7fb1f65ebbcfd8ac42f78d4d534793 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Wed, 4 Sep 2019 12:05:57 +0100 Subject: [PATCH 11/14] notebook exploration --- notebooks/docs/Analysis.ipynb | 34 +- .../pipeline_components/Analysis-Copy1.ipynb | 1272 +++++++++++++++++ 2 files changed, 1303 insertions(+), 3 deletions(-) create mode 100644 notebooks/docs/pipeline_components/Analysis-Copy1.ipynb diff --git a/notebooks/docs/Analysis.ipynb b/notebooks/docs/Analysis.ipynb index f848ae015..f68b72c81 100644 --- a/notebooks/docs/Analysis.ipynb +++ b/notebooks/docs/Analysis.ipynb @@ -694,12 +694,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": 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aaMPFJrKqtlboxhbS2N5ILIwdtvavOKaYVOmYBxXhF8nadK3jI20ZppYVaw7bCe7afElVQDOuYMCQTH0AJAMpCYqAYQriCq8w6xNSe9MEdergGTrJ2iSLNz++tPkhG/8aRRFhoOCkGyMsTUkA64noUWZ29ITRXN+0mohvdYAiDADnA3hl+IWOr3/4CiKuZqZOpHe0EszUCyAFQAhNngSwLg3tryR4DhFPA8FrJvWfzLzl3pQNf4Oi2HBeSTemENHLw17fzsy3D3u9BcDNRFQFIAbgIgDD73ckkVW1i4VuvEoa++yWBQKLR166oWbl6brA6ZKxH+kY4nEG4mDEGEhphAU6YXFC4k9EqBLANI1Qm5D4TePuO3aW/o9QlIK0XdiZQb4sV4br1jVqRNhEAkusbntcMLYOV4TTl6i3So9fdU647ZyxNtfaWp/YEq28ryvl+5IEHbhu2cOT7MzyxIVhiSvEMWdpaq5vupGIv+EERZgZEkDTaHVTFrX9ZKztGQn9tkPfu3hTPOL/d5bipZm33KvG60Qit2X4ADNnNMow85tE9D0ATwDoB7AJgGGdgNYTWVVbL1zGP0iwIxJLsUk/H+WyOd0rb5zmlRU53n798BeGxH//ZNG1XV0JcWPCxE9v2XOHGq8TCnKsZdhSqerWNXqIsN0xijAAZmwYee26ZQ+nUiwOjqe9OZ4BT0PFnk9cUtnasdR/8O1fvX7xiYVLqXAKeRygm0JELw8r/zaiiS0AziKiKiLyI21pcmy4sOb6pv9xiiI8yL6GjavNkRdZ0j4eR7Yx3WNQaNbBk6cs2vdCeM6B/o6vf/jjVgipcAgWhFZj5juY+RRmPgvAQcC52/6RVbXvFS7jRccowgwA9H9GXjcZmwV4zA6gugCqfXLqieXGjxeHzOTN86777fVzVjrTlKgYMwRAsMha7MKynuvWNU4lwi4SmGdVmxbRNdrFOk/f+YU0WqknxGnBrnlnlO3/2y9fv3hhIW0pnAEz8gmtdoCZTxtWbj+yDX4TwJClaT0cbGlqrm/6HRF/0UGKMAAMjHbR5U+upgKeVkJjeMNRf9WC9nUd37hCnX6fCDAsCa1GRNMG/60BcDmAe4on9PiJrKq5UriMZ0gU6MtlLRxe25oYeVEjvKvSwwVlgQ26WF8UMj9W4ebmr81Zab87iMICaGKHVqtb11hPArtIoNqK9ixm1Ew8m6NVN1jR+Hxvb9kVlS3bHn3zvLvu3PwBZ+YZdACyYyHJjoVXy46Fm2XHQodmGsuefS7fDHROtzQ11ze51p9y66tC8EcdpggDQPloF5P93qtScdc4bMNHIjSJqYva7jh060Vvtn3tI05buDuK6Kal8/tbF2+Obl3y+ehrS51pnWPKXvLjD0T0BoCHAXyWmQ8VT+DxEflSzTeF27iPxNitrcWECBRZVRsYef3m3Xf8dU9UbLGij+PKzHPnBc3ub9SuvMqK9iYqG85vCPz9srPve/6y9/1+wwXLc7mn2MaEDa1Wt67xNBJ4iQj2nmjNzKhy6SQtU9z9moGGit3XnBVqi9yzpeEKq9qdCMiOhRWyY+HtAPoA3A3gRAB/kx0LHZfKk5GXZTgnTrY0Ndc3ERG/Q2RP3O88yGD14qDQpGVPytDMQ4ur5re/3XXjB29vu/6jzlsS2ET0taUU3brks/17FrWkFkV3mDOSJ6YWxH5oTk3tjL621HmfkwVxhpn5TGY+gZlPYuaniiTpuOn9Us2Phcv4bwcuXIcY1QKsEYJWdVDhYd+ycuOe2xZc+/rXalbOsqrdicATF154xouXn/nckpo9vYtntV25aFb7FYtmtu9/cvkFy+2WbSQ06DM8IZVhAK+wxL0WtFMsjvI/BIB+0/XQ3kQgaWVH87x9gcurdv7+qW1n//nOzR+Y1Ns6smNhg+xY+CqAbqSjK4y0HnxGdiysLb1k2bEoHbNjLU0NG1czM32FefRx4QAyeHpSdOBAaJuVHekegyrn7f90sPrQ/vY1V9of+cZGopuW1g7sOOF+Y04illoQ+4k5PTV3+M9dTk3NZo/8jn0SjkYOq/AEiQvOTLeyKTrsliMLo86jkaS408pOiIDagFy6qMxs/fbcldfnfsfEZf35Da5nLz7321s/dnpH/byW5+dX7z/T70keHrEhf8w1NdT30/XnNzhqJwGYwD7Dg5EaPsnsTL9IAFWjXUyxeEmCCt52HYmLGOeE2845N7z30O+3Xvhlq9t3MrJjoU92LLxNdiw8BOAxAPVARt8CArBLdizcIDsWOiL9LoMgOXvJqx2HW5oaNq7+HYDX7JYjA6Nm0Zp5y70JmdL2FqPDwJS+qVXz21868J1LH267/qMlS2frBKJblny8f/fit1ILoruM2viHuczMOBaN4+Jr+toXHohuWuqMMxIMsKSsZSIQXtu6h03xdbvlyMLc0S6mGK8Wo7Ogi7Wl5cZ3f7Dw2p031KycVIvYxy+88IQXPnjW+hNm742dWLvnWzMqeqaLDD/zOVO65y2Zszfx9EXn/UdppcxOdo9h+8asVWq4BKMoE1UhMIMB/P+j1fmF8dEaT3/R0lfO8Qx4Lq9qaXrh7fe8fffrl0zobR3ZsfA02bHwGaRDE61CBr/PDFwAYLvsWGi7T+JQnOFsZaLATH9jBwYtYqaM7jP+qr6zitWv5jZRMbfrkvKarq6Or3/4ymL14wSiry2tGNh2wv/p61zQl1oYW2dWJxflG2RTVhlVxpz4lujrS88rrpR5YlL2MmGgnSzJcfGypSFawmtbXxmtLuzioirws/2ybmm58dJ36q678/o5KyfSl30E689voKcvOu8zmz5yRkt93a6tC2Z2XBj0JfKy+Aa8Ce3Emj0//8sl73dE4qd0nOHs/9mFJcpwy4o1PFoIM9thPNeyYs2e0aqCWqqgaBL58i/BruOWl+/Zdd/W5Z8pRX+lRHYs/KjsWLgXwEsA3ofx/55qAGy030JMMHOUCcQfkbdXZWlgRgLAqBNo29c+UuvyJYq+YPKEYp6qBW33Hbj50kfarv+o47YYCyG6aem8/p3H/yU1P9Zt1MX/TZab4/Lp5KB0GbPij0Y3LbU3hCZjUrhJDLKZJTkqkyozwKZYlaner/H8YsvgEsDisHntLL9sW1Oz8qjkH8cy689v8PzlA+f8ZMGM9uhJc3f/bM6Ug3M1MXYLhhCM4+fs/cIzF59rv2sJO9dNwkpTV4I57dfjFJhHn1gBwCeMkvmrTnPF9A9V7vzZs9vPumZnPHTetcse6StV38VAdiy8EsCPAUy3sNklAB6XHQuXIx2KbMjtphJAGdKZxv4VwNVIh9/aBeBSAD0A7gLQDOBsUb391+MVgAFIGwdjidGQ9qd3zB/MTE+MFmMYAISQSwsJrTYWhMaoqO26OHow2N1+w5WXzbj5/mdL03NxiG5aOk+GzN+YCxLvtuqJz0HpNquTf49uXvpe/7Itr0dfW+pB2nfUD8IsMLohUMM+81uQ1AlCCASNveapNKA9RnHxVbh4JVL0Y//JW8a/RzFBXCHyQAAUs1uII5DUH167+4FM1R6NS+ZyNMMnq8tdcut/z1353W/tusPJLiU5WX9+gyvojf9g8azuT4f8cUsMAIKABTM6Gp+5+Fw++9Gnvrf+/AYX0nOs0IQ8QUrxthByicdlfEgT5ixNyClJw7WpMth/bX/cs6k36v+UJuQpkmnX+Rs2vD5eOQiw1RUiG5Ypwy0r1nyhbl1jDWn4oFVtFgIzuGXFmr+OVnfn5g/QyYHE8aWURyPgzFDH6bWe/s57tjSs+NjS5j+Wsn8rkB0LLwDwC2QIV2cBZwGIID1mdAAJAPlYi89AWln+l0IFmGDW34w0bFz95+b6pncTsZNSz2ZUOoXbLPnJaH9lf9hTFn2m68YP/iIV9fz7sZa9Lrpp6XQOmr825ifPh8t60WWFEZJBc3Nf58J+udgIUlyYIBB7pYAEMu94pj6LBP2nvs/z48CSrQUINuGsvxkJr23tiqyqXcTEvaRJy6I0FAJL0Zqpbk3NyoVLy7mkO30+HWJJuXHD2gXXXtEVF+//7p472kvZf6GsP7+B/J7kdxbO7P5SeSBq+Wfnc6doWe2eW978+GlfPWVef4UhBceT7mR5IOpJmQIu7aiNwosH/52RNLS9+3vCu9oPVRQYjpJADp1jrUy6MY8I5zFDDvrq2g3VrWucMVrFdcse5q3RyktSNjxIazz93g9VtvzhyW1nP3HX5kuOicM6smPhEtmx8C0AG1A8RXgIF/65SBvLA+EWUb19UyEdMxMki6xlIkHEP2QGmOEUX8SMD1oj5v589GCwp5TCAIDmkqict//Twek97e1rrjyj1P2Ph+hrS2lgx/F/SM2LtRtzEkVRhA/jYshyIwgBsF9q7JNpw08OBxOtR98ZWPzGFwrq26KkG8cO/GkIGWRJSUf4+xOPejgdABp337G9pV+zJcpUTUAuXhQyd3977sqv2tH/eHj6ovM+e1z1/r6lNXvWFEMRHs708t4KXZPwugwa6msURfgIUqYm9/eUn7P8ieaCf3mFHqAjouVEtI2I3iaio1w/iChMRA8T0SYi2kpE1+Ynl3WYzDiJJU4H4w0L2x0Xg+4aGUOnfeLERzfuTQSjJRNoGG4h8f5w23nnhvd13bt1+bGQDesBAIvsFiIL20T19m9a0ZAVcYaPFZjpi8xUx0xr7ZZlkIw7VTNvuZcTfb7nSynMcAJTe6dXLWx7/sBNl93rdF9i9vA3jNrE5fA402xKUWGKg65zLGnMgnTMxw70gky6amRKvxhMTojelPX3FTOOTtNcKoIu1peWG7f8YOG1O9fUrCy673IhbLhg+dRFM9t/XFXWf1TyEqfwTsf0NRc8vn5Xoe0MuUmMVxkmIg3ATwE0ADgBwMeI6IQRt30WwBvMfBKAswHcRkQ505dbNru3rFjT2rJizU4i/AiEE+xeuQ72fzDbPS2Jsr+XRJgMzPYMeC6vbLnjme3ve/6uzZdkXGXbiexYeBoAJz9MUkgf3isYBizJQHes0LBx9csALibi1XaP10F2Zqs0Yu510rBvQaLpEhV1nR8pm3nwQPsNV77fNkFyICtTGQ812Q4D+j7PKv9JW0Y92Dzm5iZBaLUhwmtbNwGA0I0HQU7IREdZ46cbjGd6knRUquZSMtsv6xaHjG03zl15i1MjTpT5Yj/zulOOlA0AWvZPfe3sR5/6nlXtUY7/cnA6gLeZeSczJwH8DsBlI+5hAGVERACCSOuBORePls8szFjBEhoYL9i6BcvYPRgDOSP7U/7vlkqcTGjEOCvUfsYHKls7H3jjglvslmcUHJcpbgSfEdXbLTplTZPKMjzIfcxUzkyfGxyvCTsU40HXqruy3SMN7ffJAa8tuznD8Vf2l09dtO+pQ9+7eKPTstdFtyy5RlYYYbvlyITW5nnev2TrjyxrcPJEkwCQjjksDX2JTLqms6QkS5Is7bGBs6Ss515u2XMHH0iI50olTyb8OsQJ5cZX64Jm7w01K0+yW57hrD+/wTWr8pAjzlmNRs+AP3Ggr8y6hT8BgihrATCFiF4eVv5tWAuzAAxfSO8dvDacnwA4HkAbgNcBfIGZc0ZOsnx2b1mxZtdgqLV3s8RHWKKMJXbaMMFmjdhw1+ZLqhb7eu4ukSw5qdQT4sLy3V998I3zf2i3LEM8uO3c2qQkJwc1f1ZUb7/DqsbS0SQKT7pxLNGwcXVXw8bVfQ0bV/+Uma5a/upXvMx0F3Ppw641bFyddVHj8iV+5A1HHZH2nQQjNOvgyb7Kvq1t13/EMbs6KWhfs1uGTFCvFhMRzbqQlpPOZzhNeG3rrvDa1i6Z0t8jU/rxMuW6iE0bIk0wso7XG2pWnj7HbzojHjWAKg8H64LmP75es/ICu2UZojeq31TmizsygL0pCS2dUz9x4ePrLcugSjlcJAbdJA4w82nDyu1HNHE0I7XLC5FOKjUTwMkAfkJEo6YMH07RvoRBq+z9gy+Pm/fbxtdBWFqs/kYhqwUpqKVW1AcOzCmVMPngERIfqGz9/J+3nX3y7mRwuU5yocHi7WtOfGRg+H2/2XLRqTXu/p+etfC5MwDgV69fPO+TJz6adYt5rDyw7dyqE72HNqYghNuZmXv7kf7RWwaDkPWMHTMAACAASURBVHLC7qNNNGxcfe/gv9c11ze9TsSl9CXO+SMLze7+dCkEGQuhmYeOd/sTu9tu+PDc6KLEVEg6BEkd86978PAD+u27Lqvyzjv0eLyl/NL51zy07+1fXjpv/tUPWTpeAaD78TMfEgHvdIF+q5suHBPQ2z1X+k/eMpD75nwhwJyQuzV5EV7bOhQJZjsAf99XZ0oqbdyqrEpSpUfe6dGc5VtW7mbvknJjwzdrV36qI2WuByEgGe/837a7Dz9/PjXzGgpq9FOTuf3He+++6dMzrwkDcP+i7e4uK2W5+bhrrqr2h/7dyjat5J2O6kfObX7i/tx3jo0CfxJ7AQzX22YjbQEezrUAbmFmBvA2EbUAWAzgxWwNl3JFUlHCvgDC0rp1je9vWbHmz6NVB4RxeknlGQNnh9vOerJn5r7zytsqACDethgxqXGf6U5KEF9V1e8VBOzfs8zoSnl7/rXM9P7y9YtnXX3ioxEr+v/TtnMrTvQe2l7n6a/oNzVGjoMSNnGZqN5uuT+adE7YXbuZW+L+9Ob6phsbNq4e9SBk29c+Mn/6EsOJv0N4y6P+lKG/479yRxlpAJuEg4cWwex3GzKmJys/NODX/AZ8x3ft7txRHw+9l8XOey/67LyPPnanVTJ0P37mA75Tuj6Q2BbutapNK9H3eu/zn7jlUSvbHHTrUQCIrKr1aJ7SPqdJ8Jcjq2ofCq9tHXXe8WmYWUp58sUlgAVlxi+CMV1WuDWNmfGzRZ9GklkmJBInBHRXmS70lGR8f8Gnvl7r1fr7Td7+qZnX/Ov/bbvbkl/czcddc+WS8sRvIykRt6I9q+mMhA71DPgtd98gYMgVYry8BGABEdUB2AfgKgAfH3HPbgDnAvgLEU1H+vB/TuODI83zVkAEHwSeqFvXuKZlxZqjnL91kmNJGVxy3hdur3guUh09K9zhdwsJt5AU1lNHhFyZ6oprU13xKgCY6Y72vPbOGe1tqcDj3SnPLZ848bG3frdl+aUGRJtfGBf2ma6f5KMs/2nbeeGl3p4d8zz9lcX62yzgblG9fdRFTiEwA+YEdIUYJyVVM4gAIv5Gc33TCQC+3rBx9VtH1nN1KeUZK2VTest6/ndRRPvMtjBpDC2QghZI6Rj2jNXLE0IvT/gBwDOn9479b53yw8Te0ItGV+BnMqb/kdzmWZDUQ26znk3RdtyKRx7Pp+/uDWfd7zu1K32IxIHKoejWD9CAuKoojavxOkTJV/HCZS6TBl6KrKr5Xnjt7qPc1XQqbZzhseDTQVUekyNJ4jKXIBcBLpAIaPAN3eMShLAgd1hH5XTgjOmGTN0w97q3eg15T1ziB0SYTsAUAoI64dS4xPfzUZZvPu6ay08IJ+71akwRpwS1HEYipfOeA1XLlz/RXJQt4UJ+qMxsENHnkA7zqgG4k5m3EtF/DNb/L4CbANxNRK8jrX9/lZkP5Gq7JMpw3brGz5LAqDF/iwwhHWngKGU4YnrW459BpR2HixinBbv8G/srU/XBgzmz0HiFiWWBgzOW4eDVJuPq/n3H4yNTTJhM0IjRb+rfeWrb2U8eNDy/M1h0+PXkuZctfuqIU+d/2nZe2TLvwV11nn4nLxTaARQtHN1E9AseK831TecQ8RV29E2EKcx4D4AjlGGW4m9GQmfd40zrMACUT+0Jd/9iUcTz79vyOsDmndcT9M7reT+A95sDLghv+sAzaQw2CG0vvXtPojX8M5nQX3W7kss9zLdP++gTR3wu3Y+f+cBhRTiNs9ThBLHW5X5/QVnmsjFB/YLHQmRV7Vwivtme3jlERPWj1fQZtLPSw6V0jRwTYTfrCWnEk1L3ukVuFS2oCy2oiyUAvpOS/B1BR1o6D6bkf39xzrV3Jpn/AkCf4sLMG1vubhreRuNx13z8hHDiNz7duRPN2+3VPzp/w4asLgWFQAWmKWbmxwA8NuLa/w77/zYAY/YLL4kyTISriUq/cqV0pI4zR6sbMPV7TaYfa+SsuWM4fs3ETHdM7Ev4eJYnlvcvSKP0e9P/n/77gpqBc8Jt5wE4jxk4ZLrNRPui/+ox3akUC/ONePm3w4KnjVSE2VkeEhLplMtF+dIYNOESa4yTOiLMtqNjIn4fM31l5PWZt9zLvf9zYac+tdfKFOCWU1neE+76Y13Uf3nLmA76aYEjTUSkMwIn7Z8TOGn/dwEg9fcZEd+ig//V37qUzV531DzofctoD3zAf2b3kWGFHDVcAX2v53v+ZVvGnb41K5xOlKNAN+nmlXZ0LHQ5XSZp1GdF1KC/ASU9JzRmpnnZ29Jv9rqIQmNR0lzi6HsrXcJX6RKfBfDZzmQqfnJlzPvwaVfd2pvSogBoR6+7YrbfuHW4IkwOW7vuOVDZcuYjf/5isdpPxxl2JqWSy07foVFP2V6z7JGul/qnvllqYcbKdHdM65OexICFB0WIgE7DF3cRY6qecM10xbwneg/99wnens9Z1klx+Kao3r69mB2YoKxlkrDM5v53jHYxdihwW6kFGStEQFUs4Y//fbqlSRFMUxC5GCJgkGtGNOCe33OqZ2HP68IzIuiHg+ZWrcO9LXD8G0WMbpEjksTksRoHQZxz97B4UMdoV6Mm3TRgkCNPXw+nLihD+xOmJedthggJzSuQ9k+u8pj+Ko/pmxNItc7wGyPDgDmG/rjH3N9TbknM/mwQUdZiFyVRhpnxTCn6GRVCqG5d44kjL9+9+ZKpbpKOzfgynMW+Hu9bscr+iGGdIb/XdB0xWU93xT3TXPGjsrQMSN0pD7NNonp7UbcCJ2NotQw8ZHNK9atHuyg06eTkL4fRXCZC290i/uI0yzwCKZg8wv9SeCRcNX2jhHQj5I6oWXxoQKTEIb3oE+tkizOcgU6WwrLwV2OG+F8iq2qPcg3SgOPpGPkSjg+b4ba4kTUc61jw6gJ9hjhi7pzlN6ZrIz4NjaBFE/ZHMJIMvNMx/QsXPL7ekmQ42RA5il2Uqu+Vdk2uRPCQwOa6dY0rRta5hekb7T1O5NTggeD2WIVl0RMMmd8SbKoe13fEy/rfiQcHpH3qUQIWZZnLTtpNIluZDDRsXP1nANvs6l8I/p/m+qb1I6+T4MpjJXqA258U2suVliUI0eb0etjMPWQ9i3vCYmc4JV+aGpG9Np2PloC+z7PSf9IWi5LhZIaZspbJQHhtq8mmuNWu/oXLPEXoxr7IqtojjEtECB9L38Acv/SzhQ+Y3qTIOV9XeaT7pY0n8x//ekrkzT3WLZ7Hys790/9yzmNPFj3BVtrHOnuxi5LM7i0r1iTA6C5FX6ORPqmO2+vWNV46dO2aZY90vdI/9bjWRLD0wcrHCyFpVVPz3H1l+dynEbDA2xc8ztsf6DHd5tZYOBKTJVcKrxLV2y3dxhoNZiDFImuZLDDTP+zsn4gvbK5vamqubzr8eJzyjQevjOyZ8qydco2FslBvyDhw1GbLuNCnJJBqC+QVhkmfFnN5FkXC7qQOfmVqr9wZtNRlI2f/ez3r/Uu3/rroHTEAk7KXyQJT8T/vLJDGARLy75FVtYfdAG5qveMP2/v0q46VBWzIxVp73LQsDvaBhJaXcuvTmWZ7Ee7bP9v1yF9Piz/+2uJ+WcLdne6+4MChvqClMfszQUTQchS7KOXsnjO0RTEhAb/Q8OC8expjdesaPwsA1y57pO+deOhvydIrd+PilMCBsndiZZa4LYRciTH/6ir1pLbEFwkfNLyJeOn88R4S1dsfKFVnyjJ8GNssw0B6ASsEf5mIzeb6pkeGrqdi7t+mYi4HOALkRnebZDxQZ9kijlNiTGOf3BLuBZGQO2TocluZ5TG5R0P06L3Ur12a+05rYElZyySizW6lU7jMZcKd2tv7ldndkVW1BAA3td5x/6Ek2Z5CPV+meKVlPgtyHKfPp3mlt9zwBx98vr7HKjmykTIFWrumXH7hE80lMwpSjmIXJZvdmfFNZsTtHrBE8ALoHHp93qJnzn+6d9Z9NoqUNxox9qUClqSX8hUQRWOWO+ppSwWiRvG/y04Alxe9l0HS0SSUz/Agv2ZGu82+w0ifqeDDqTSrb/rD7Yd2Tb/QTNnvZ5cPIS0WlFbt55hiXN8FuSVcIdPNu/3F3YZNkNQ63Jf6T95Smu3eXP7Ck2i8hte2MhvaEyzJst3D8TAYLzwYXtt6+Le6s18LdcWp6Dt7VjDdy96OuGnJwpExfjPnLA+VP/rS0qIn0NnRNuOO89Y/nlc8c6sQRFmLXZRMGW5Zseb+nR9b42MJy9P7jYOTh79oT/qvak0EHZkJZiSnBg6Eu5OFb72aBao48zz9/rcT4d4iLm46ASwU1dtLeoBPgrKWyULDxtX7lr/6lZnMdJHdC1jgyDBvM26+/8m+9oon7RJmLLgDCS3xh/nW5EcuYAErAgZprAnZ5S7Kt0lxkq5dvkv9y7aU1I3FCp9hIvovItpKRFuI6B4i8hZZ7KIQ+v6eC2RK97Mp7M1CSHzEBHXLnjvMfTGtOElXikBAt2b5WuhsUQV36M+bF1iYvvyfMANv7p35m/c+/PSnitF+JoZCq03mA3TD+b4NfY7k6eEvrlv2MO9JBN+wS5ixENAMvBabUtAqOy4JL0WnFrwNs9gbCb0RDxdjO6cdwLxS+AkPR0WTOJqGjavXA7BGmRsnzHRUqLVUzO2ERXVeBHplwSfZ4i9UR/Vp0THFLh6JVpHQtEO+FPdba1WnmDD1Vl+D1emW86LA0GpENAvA5wGcxsxLkc5qdcwobiMJr201WdJztgoh6agtd0NiQ9TAMeHeNNsvyw4lzYKMML2GIad7jYIGmiDAEy8LvLRjjqUuTmlFeNYd73nomU9Y2W6+DJ7hyljswg5luN1OSxMzTADPj7zelfLdb2O0hDGxzH+wLDXOx8rBlAutybKBdwe7LMkyt8QXKX8zHrbSErEXwHGientRVsS5UD7Do2KvpQl4eOQFaWiPJwfcJT0YNl78FQPe2OPjm9BkCkg8OytSdvxBvxZKFfwD1KtjbrSEozz2IwOjQjFh6ru95/tP3FLSrdbDWOMmoQPwEZEOwA+grWjylgKmXbZ2L8VRi9db9tzB3YmjrzsRQYCEHLcB4EDSSM4ri9GsgFHQ4hVIxymOdk9zv7l3qiWuRzKtCP+81Bbh4UzqaBLDaVmxZg8AO10SNCLsnPfbxi116xq/PHTxiiUbblnfU3NH6hiw/k11xcXf+6rHpCy+Ew+aLw1URfyaiUXeXkvjKy/yREJvxsO9B1IFKye7AMwX1dvtifCRwyo8GS3DAMBMb+W+q3gQ8c3rT7m1tbm+6bBv/8zv3rerZ/e0i48VhdizwzemrVcZE0g8N6tH7AqngvVdeaV3zhd3bb+fWsIJubkiygXYv2hAGHqr92z/iVuezn239TDnLgCmENHLw8q/HdkG70N6t3I30jtSEWa2R7G3CGayVX7S5Am9q2d39H55zp8jq2rPGLreGRf1bVGxz07Z8mW2X4bi5tgsTp2J5IBJ0f76qqjbynTLPp1p/94a/aEXlkUi/Z7cb8iAKQlv7pn9g/c+/PR/WiXbeJj0B+iGwxK/sss6TASQwDQSWEIC36lb11gxVHfJ8U9+6k/d8z7WEi+LdiR9RmfKaxbqW1ssqt2xvLdgopIgIRL/EugOe4X1O1WCgOO9kVClntS3xUN9+5K+8VjBdiDtI1ySU++jwbDGZ3ii+CAO48fM9i1giRAiQo0QfGVzfdNHh67PuPn+xw/tml7T3xlqj0d8sVTMJc2kMw/WlVVFypJvlec1+GQKSL04ozd4cle5a3qsKJnFXDOjHs/cAb9oCafkq1V9nBzbNET9IqXv8b7bv2zLX4shX97kdpM4wMynDSu3D387EVUAuAxAHdKZUgNE9P+V/g+xlCelIVrs6pwE60KX04XLPIeEvDWyqlYDgO/uuSPWFhNz3u7TNnQnaCBqQA4YcEpSpyPwaqBDKZmXmx4zoy9lyvqqeGBu0AgWQx6/zlSt6eFNW5fyA3+vj7QdLBuTZmJKwpt7Zzee+cif/6sY8uWLk+MMk5VBpsdC3brGXxOhHoQldvqJMINZ4ikAF7SsWHPUh/HYm+f+ZnnFnqMSdjiBTf2VqZOCB3NOltvjoehCb2/BWzZjYWusPLLE15OvRWsbgCWlPiw3korF0/jsO67Mes8D7/3ZK8x8Wqb6QR/EvwI4gZljRHQfgMeY+W5LhS0xzfVNVxHx1wAsJoI1wXPHweDjajczXdKwcfXrI+vb11x5+pSFbS8I3XnuiQe7KyLuz7yVc0wknpvVGzy5K5TrPisxDnoMWdOnUx7mEeoXSX2v9wz/si0biy9ZZk6ZE+a/fvGMrPcEvvx4rvF6JYDlzLxy8PUnAZzBzLZazwolsqrWR0K+DOKQ0OXs3O8oHmxSVJrajeHbdn9vZN31c1a6agKyY5pXVtohWzZ6kpSS0uXKlSI4ZkgsrCjtsQpDAnr5gfjpC3fnNLSYkvDGntk3ve/Rp75ZCtmyMUWfzpeWZ3fJv6v7R1nHbLGwzQmyZcWaT+z8+JqlLHGbXTIA6dBNQsN5AL46Wn2Kha3xkbORgpaXtc4ElVwzcFHe8RolHKAIA2nLsCFF1pInE8sHEUDDxtW/W/7qV05ipjMH/e5tYfCQRQ0Rj3qAjqXYVkjUhWISLusNG915rCOo9LuFWjipI5Vft3q7Z5XdijAAgAE2RdaSB7sBnEFEfkprPecCeLOocpeA8NrWWOj7e5awqc2Vhih6it1skMZ+oRuNo6VsvmXPHSnTxl2nbJS72dWeyJ2EQ7dBi9IFEBnw5+UitvvAlE1OUISB9PNbE9mLXTjhRNBqOyfXIYiwZrTrKRZ7Sy1LvtQHDpRti4VyfnZeMkuel3Wepy8YMfNKjsBOUISBvOMMTzofxOE0bFz9IoBNdssBYFFzfdNoZsFeaWqO1IY1twnzD3kk4ZClP3VPGoM3T8nvoCTDlsOto1LgATpmfgHA7wG8CuB1pOfE27O+6RhiMFXzd+yWgwQEkbxjtLqUtP2Abkame3JHgomZpcwX90/iA2V5GZxYkm2uh6OhfIYzMJprgi0QyurWNR6V4CGopbLvw9mIRozOlD/r/szOeNCscfeX3Gc1KnX2kWH772us5OEzPBl9EB3H4M7lTUdd1+RZQnNuHt4yV/YkHCwBz7SoPT7mXiPfRbMjFq+ANXGGmflbzLyYmZcy8yeY2VHKgwU4Yo4lTTZEVtUe5dbn13nWaPc7gSle9nTEjay/B4PMvlLJM5wUc74RJhzx/Q/hVJ9hZygrjIzbOCEz0Y8SxDwbnFyP+ir0YdmvnMipgQPhzmTmE6bdpqdfs+EHFtJStCtZZstDYtywJXGGzwPQwsxdnH5Y/RHAvxZV7hLDTE9kqhuIa8loXCtJBjIiHuWHzz7hTMMwgMEkHPfPzzguEhunJVyzBsZ/ZLwAyNSc52idDc5xeG5ypWPOAq3PlElSSmDXrlmleU4T9PDa1qOeDTqhKIdErSKoZ1Y6pZSYF0yWlVKeIaZ5ZKiQ6BJ2oJJu5IAZDaO6SjBjalWft0rES5J8gQjfqlvXeMTWQ1xqu0vR93jxawa2xipHTXzRZ2g43huxTZkXlFdgXsdoLhYl3ZiQPogj+Bozdo5WYZhaVGiFBOwaE6c11zcdcdCCTfFKifoeN2Uxw5vpE3KZ9qXTddX0Ba1OyFFs8gitNukJr23dI1P6d0erO3CgIjHVGyvr6/MVfyFE7I58qWb1yMsJk2xN6pOL2X4Z7Iybo/rndqeMgTKXPQHo3QJ4fvu8nAsZdtAcC6ikG1lpWbHmLZa4niXSp8MHn2Ru0zRcfkMPh6P+UjzZSOBEIrxwxDWMZn1yFu8KdpXvS/gOf0BJCWyKViR2JkO9Qc2w7ec1190fOGS4HbOlmg+FKsMT3QcRABo2rmZmapCSHhi6NhSVJuBLBkOBpDeWEEW3DhPBR8R/aa5vmvvPi7A0Jm8x8IZirvhvFxwxiSXfCZmJ52b1ehb02GJlAgDSGfxGZT6GB0dYkBnWuElMBsK37b5BJvVfs0kDQNoiDACRnnCMCNjfMa3ofrtEgHAZt0ZW1Xx+xHVHr8CIgIBLHnHIL2ZIdCZT0bqypG2RdQDAiAb0PDyWHaUMKzeJHLSsWPN9ZnydGeyVRmKmqz/iJTMOAO5AyuWWZkm2XkE4tW5d47yhl7tiIfFcZIajt/v9moGdiX9mgXs9Vhk7yX/Ic5L/kK0uHjox2lJ+R392w8nzAF3udia+DyIaNq7e3rBx9YeY04dfYik9Gk2IlKalrSRJQy/JISsieAEcPind3x2q6n5neq9T4w0PETYSfhlNP35ZAl6fKYInd4XIZhcPbWoiwI5QdfNEuUnkTei23Z9kU2wAgHfentuze3f1gBjUAfy6YWkipkwQAaTJrw+/lpQycjDhrENeI5ntl8H9w32HRSJyalXMX+GRtrp4TPNK35Y9M0qjG1lArsNzk/oA3XBaVqx5iE1+hEEUmjYQnjnn0OEA1qX6kAbN9DEAOO2Br9M9+xee8L32ZWUHDY+jp4h3BTvDO2NBCQCLvBFfIv8wYEWlztNX3u/Q0/2joSxNY8M08UEpGR6X6SkvS7o8rvziWRWL3a8dd8pbT5waOtQ6rSSuVePFHUhoyXsW9AIACSDVHnBEhAa9Kq7L16pyLWCdMZ5ZjdexErptzxVGUgwAwBRPMjAj3BsCABpD7morefzdV8x/z+zOGUFv1PE7iOXuf9pg+wzNMavtnbtnJXJYh50xXgEgh1VYWYYH+de7vzl1/pTuC6b5B47ym3OxLOXq54IF93znHI/beKosED8ZQuDZnpmODf8CAG4h0ZEK9AFAUDOxLR52hLx+YSLJmoyYDsyCMApWZKCbTPTH3U1JU4sLceRkmqe/uCUQ8fHN9U2nP3n6d1e7XMbPAKBtS43j3ZvCWjRoRNIBHFIJO465jo6ntr/MfLUqmx+nc8ZygaHVJhtPnb/8Mz37p/o8Qh4RscTrMrRSBQgjweHIqtr5r1xy9odD3viLXpfhOWHKIX+/Q7PRDVHtY1973IgDQFjTg3HTGQHNZ/pk8MG/nZZlvneGnEOoA3T54Xb7DU+gKnZUSkO3ViI3CQBCw90S9FDQHztn6NpjPXNKmsFtPLyrrDP8TqzMBIA+qTtmAFTqSW1vMphpsDpGTmbAlCJrURyJ22XWhgJJ70iLsEs3S7Z9SIQziPgFTTNuHTqA0be/wpvo8+YVlN4uXP6kMO47LgIAYm7EMc8XcjE0n9S5N2OkNYeMWbIi6cakwq0b7/K7U2JK2ZHhNj0ug+Jxd0m+VxLs1jypHVWVPXcG3MkKIJ1sod9gx7vUTRncIPZoAoeSwjGuHdM8MvRay6xMh28dMl7TO/waZS924ainxd+vuXGfEddGncAqKgYCummWbuVIFNzRPj25ryvcLyXQJgPuXfGgo31zNGLsN9Jxh51mE1ni6yl/Ix6OHEi5HaygWOMzPJlIpPRRo0oEfClf74CrZJMbEZBIeDgWc/eknxIC3TurHX1KHQDC7miZccgNpJzlSuSaNeBFS7hfvhl2ZHYwAINuEiqaxFhIGPozmera9s7sK2X6iKqZnWWzjn+7T/NHUwBQG+4tid9yIUzzsnfIOqw5aJp1CaBnf7X+9Ob5A70xR0eqU9Ek8sWI6wdHu+7yG/oMf3+slLIQwd2f9AYTyfREdW/n/JL2Px7OCO4Pv9xfldCdtTMCADjBGwmXaYa+PR7qTzlPPADKB3GsGIZ4fbTrmsYoL4uXpUq49CECAVSeTLp6AWDv5rllRsI5OySj4fIlhbxnXo886HXcQttd1xf0zIp5aUc4Kd85whDgCFlVNImxkzK1DZnqZoZ7Q3v2zCjZApIIcPsSZTPq9iYBYG75gKszTo7wnc/GLJ/UpZTw6VzyzK7Z8OssAslQ4OXXlsmHX1h2+MwEs3PcmgiAIM5a7MJxyrCZ1Foz1fnK40GYJf+wkj5vOqPVc/EZoVf7p0RLLcBYEAS4iI0U2+mKnhmPkFjo7Q1uj5cPDVbHKCsWxRmeVBim+HumOl1nxJKukltndd30A0BqwK/tfnmB47dew+HecmiGYw7kjESfHnOLpMvk5ODvn+Gc3R3lMzwmGv78aPtAInO4SyPhKfnzONbvP/x7WjzlgM9wjOo2OmE36+1J2dfrIDeJ4QRdLKpID7+1b+rQotUxcyygoknkjZkUL2WqExrDB6Mk23ac1oyi00ORI76fRw/WOnyoAicFDgaipu7IgTrEEl9PeFs81Lc1Vt5ptyyHUduuY8aQ4sEcn0vJXJuYYRDJfk2Thy027VvmhKRzszMDADSXCfGXaY526XDNGvCK1lBSvjg1kmgPOWTeILDMXhRH0xvzHchUF/LGA6VylWAGBiLBngO7qw/HBp8aSIjuhLOTcABAjV/6TScdJB2BLoCuvTWuP/2tvmfzrmpHRdZR0STyRKa0X2erL3fHS6Lkhb3R6MLZnf7ysvgRDjgbY5VHHe5zIpVawvH+V4u8vWXTXLHpdssxHBVNYmx8avdnuvtj7oxbm2X+ZBmXYBXBjIjfn9C93lRQDH+qsY5od5nj3ZtC5ZFyo9vZB/706TG3Z3EkbPT5neGUqEKrjYv+hCdjlsaAJyk6O6cU3eDEkuSu1xaj853achrhbaBrKccqmUOEXKxFDWFbtsh88GiMWR4qj8V8FXbLMgRBRZPIG5b0gpkUGWdPfygeLLaJjhlcXdU36unuODQ4PeZwUgJT3RFja8wZ4dWyIdk5zs3KB3F8xJP6rkx1HrcpYoni71JompkxE1QsEnD0pAUAyXKOm50ex1vEBnHOoTrlJjFmEinXU9nq+3qDRf9+41FvH3h0z6CQN+mMxVYWDiUgBQu9L0WO1gUAgNkZPv4AgByH59QBumH8/dobORV1dWeqd/lMzS2LG3OYwBknJSLCm9HyqOHQB+3OhDsqwWaN2wjpZDjKwX80uP+4MgAAIABJREFUJJz0MFHRJMZDMqVldG0CgJSpFXVyZQbruuHLVB87FEQq6nbQ7+yfJIQwB87oHZAX7/fSaV3lMursA38AACbHWNrV4nXsJA39/mz1AVeq6LuKvd3lGecmF0nR7dCMdAmDsW9Ai1R6TFEbNEIH4rrjF7DskAOvaRgiR7ELRypL0qQIgCmZ6r0w4kloRVs9el3ZYx00dpwSXHAgEntvWUdSEGORv8ezyNfjtTOCw76kKxXQUql5nqR/yA29zj3gfyse6lvs7S2zTbBjDKn8DMeMlLQnW72uyWIfDotqGjJO4HteXRBuf2MO15z2dkRokj3BmB6cFgnoHsO2L9tgILEo3sNLI+XQ07KTBqT2+vs9C9V4zQsG2OH+4E6EmQ6kTAGXNvr6MOyLuaQERJFMZczAwMFQINM3t2hKr0fKXjy/b3oklc5eSgGdAiGXfdEbmBl7BrT+ar/pm1uWPOzj7CLy96dIBl2lSzI0DhwzSAjpmNJOxJHKcKLX8yFvOLFZ2GQkySc15Q4j7NtxKJy2Rh0ETnZ3D9xY+1JAK7FC3GcI9DEiM1zJsCA6YoHgFsAcV1/Z/pTXmO6KO/K7FnDOQ4QHfRAVYyOZ0r7V0+f5j/KyxFSbRMg56Iy4l3b+denhSUy4kzj1quek258s6e9PMiM2hXv53QeD8JvlI+vFaQfKEi9Oi3gW94RHe78jIM5ohS8lDGX9HQ8NTz8Se67hvLsWz+i4drR6UwqkDA2ezEEnCoIIgBRZVTQhgPfM2X94DEgJPLd7Vu8MH4eKIlQW9sco5dNgHBdKHXVeaKpX6nsG3LF5oYTPmfGbAHKYnmen9TcbjlFEjoDRR5ndhjFtWiTgMsyiHDZhBocDsTE/7F9LVgVWt5wR70x5S7Ida0pGS9LV69VMnumSYZHB2SagMdyU0nYmgo7Z2hyOIGfNZspNYux8as9nGFmmtvKyeLB3wFU0/3WisZ9/l0k3Nt57JvXvD5csVGLMLRKx9/ck+NyuEPyZ06PRqZ3hxBvlPaWSaxxk9M8uNcpNYnxQlrlf1yT2tc7uTxVp48RI6lGisakeQgBn1uwL7U/Iko2LviR4f0xEZvoNV5XXzKgTzAmYvpZedyxmOOf8y3CI4CgfbOUzPAY0l/z3bGNF90hRO71buMzipGgO+hLjWkltM8q993bOL3pc010JdzwOJOvcqZCLcv98KnSTgiLhdqqfs5NQodXGzv+d83NPWSCZ0a2JCKgqj4UiA+6iKMRC8LiUMyPhoa3r671c5OVrCkIO1Pf3mh9s9/DUpCfX/aQB4ozO8lRbwJF+k45CHaAbF0Fv/Jxs9dWhvuDelpqiJMAwUq5xzduaAM6q6Sg/kKCinkEwJGNPv4gEXZJmB1LhfCy+swPS19pfvAX/REFFkxgjpPGcXPfoHimm+frjLC3XUChZQPz7v/RXh4qVF6QzqZsHDOqb60l6A4LGpABMc6W0t+IhR8UbBBzkzDSIsjSNHSKepWXZyUnfAwT9yUA8IUyrQ61JSeNeFBsxvxjoDhVl18SQwEBtqifxoQ7BCwbGvL1rJql06efHAjlk25Wh4gyPE5dm5vRLnxLsD+xqndlnWLwHq+mFJZhhMoq2SNw7IKIpRmpeKBV2jzFD+my/GY460zrsqIFAxFmLXThSGc6XsimxssWz9qMu1J2c5Y70+QxLEnIYLm38c9AAuegL77wncchwW/6tBvSUOUXncR+uKRMJn/Vrh8IgBw3UIR9EpQyPmbyeIz6PoYXKkpoEzGhCG4gMuHqtUIw1zcxpbc3G1kdP9fa2l1tuBUscl+zhdx0sh2t8f6NYfMhvdDkvTTMAx2TLU+N1fOTz3NUEY5o3XjbQOQWtb9fEdmyfG4nGCt9xT8Q8BanX75qxP9yZMC037HTFRKquLOUPueS4/kiXIOwdcDnO4ASH6XnKMjwGWFLGDDkjIQI8wZS7bEqsrGbOAW9t4FBMM81xb3wGPfG4VuCjvkWGPL9oP8FSd4leQ8BPhfnq1Xri7ncS/piT/IeFw/YyOUdRHA0zZUyhPho+j6mVlyUCUytiIQbMvqhr3IooM/rcblnQuDDiPnpzQ73PTFms482KFSQXuRmGLyUSb5VH2L7AF0dD43NLKQpqwI4LQ4q8feVdmsTUsn7frHBvOHmwHDu2z42M15+YJbhr16yjDo6OBZcOvGf2/nBnnCxdwMYlFXx+oNprlr/V4+l1Uvxhgn1ROEZCBAjirMUuHKkM677UpeN5HxHgCyd8x/s747oc++KTGVxdEbEkw9wz0erQm9Fyy3ybug3XQB7uwTlZ4I366tz9vs2xst6Us/RQ+1EZrcaF22XeNN73ej2mVhmOBlJSjsvfTtNMSzRYI+4T+zbOs8yqY0oGT02MmrhnLGgzY5o4vTOcPOhOOT1DXekpfCeHiBYR0WvDSi8RfbEEwtvGhnMvOjHkG1/mT7duYla4N/y3V47vGM/7EzFvL2ThupkQwLyKgx7DQpXToxX+gPdohLqgGTJNIVr7XUU/P3QsQjlKzvcTLSeibUT0NhFdn+GeswfH81YiejYfuRynDL933Q3f8FfF6wppw48UPlDxZt6nTplhAkBFoD9RqFV4CCLC2rZlWlJa8xG7Nes8t4iAZb6+0Buxsv/H3nfHSXJV5373Vq7u6uru6ck7s7M5alda5YBQQBiQEI8MJhnws8EmvPcwPOOHbZzANjbZJhswxgZhY2OEQEIBJYTisiutNufdyaGrQ+V77/tjdmZ3Znp6enJrpe/3q99u91RXV3ffe8+553znOy8Q/ifjhUjTrPD1zi+1NmfLH57vdZpbh3VeI4fnTDEjEwKOLMfzdjjHcOKp1baXNxekW12oS8Fc6RGVQNcWFUaY4F7dMBSWHQvRMVIIsV8IcaEQ4kIAFwNwAfznIt/6sqLRKv5nQgvnNZDKpYS5+8CKmiKzYpTbzTgjcfeBrgWTDGxPefJgKBZEXUIIgbTKFqzZiCETNKrc6nXlusnC1gsoqX5UAyFEAvAPAF4OYDOANxNCNk86Jw3gHwHcKoTYAuD1Nd3XHD7LouCqb/4JefFtH7032VL+s/leq0kuRResPZ5eJYZnHIhE8MKqxkGJgDtN6bI+3/c+F908oXyzb+O8ok1CCBwLFadNjhdcd3S7WUjt8ux65DgtGzgnVY8XcBbfXvXF/9PaUDymKtPLhNUCN5Ajy/JUw3JnNGxCgGlaIACUNC2wF2rzCgAEEp796cWEz7ORg6fSgN3Uv+ByRrSrrESOEnJ3lpU95ysEIBiteswSNwI4LISYFe3nuYKf3XDz6t2vvapvRXZkzXyuwzmQVZnp9Tdqbg3y9b3H2t3B7iav/1RLSKZpwTxXXLWiJz3fbnXlWCAf0nJCXtjmQBIl0Igwelx5yeQbp0HdGC4CQCKi6jEDLgNwSAhxRAgRAvgegFdNOuc3AfxQCHECAIQQ/bXcW904w0Tir0y2lK+XlPl5HIrDo81dJ1MAcOv6X6sSr14Mp6sRUVWGdW0DiyJy/2Onwz4VJOYU1fUZMMhosUuN7IWgSIyhEFOxy00VjoUJ/wLdqV9x/yXGQkSank/Ipd1Pmno8L/4o5wINjfkYAJpbhtOCsJk2sJ4kgZjmwjrCY/AdSxnYt2LOG8RyIy+wW3o0JOa3QTgXIiTgO7OueKqxoGRClZovtF0bQw3zNUcIeeKc43eqXO5NAP5tae586ZE23W+12IWm+V7nF3tXOTk9lrMakx96bGvVDawQgDecMkv9uaQ3lF2wLM4YFAnIJebORuj3SCQRxE1GvKAtqHs9Gp1waV6WBWs1Fy579dxHdSWJM2oS1eZsO4BzO56eOvPcuVgPIEMI+QUh5ElCyNtrubO6cIav+tafNCpG/H8X4lpb1D5P1yMCAHbKlV6W2l91srqhljzWm3UGncXR9BSU4mu9m6blDt890l4IKlApekM1ZkSEjfNQj5gOPbHhbTcLqS61rNdr15xlgcALuqU14OsdXyL/vPqLf6nIc6u6PhdeKLmZTMkARuk7jS1Dygx0iaTraoUgkMuzb7VRG448usGOg8rtL0t9thsUp3J3Yw6UL3Adcf1AasGFxwSgtPiGutZJUa1u6nLqADVxhgeFEJecc3y14pUIUQHcCuAHS/kJlgp3veTlL7UMb9t8r1PyZazQ2bhM4Eqdp/cdba5qO7u274/MxqES5GhRMhrrGwpar0cqesQ+g+j1SKnS306WpFKTESuWsgAk5kngEN66VJi2lEVvRf+cQo06w9XmbCUjPHlcyRilPN0M4DcA/DEhZP1M91YXVYaqFdydaJz/RBVCoDHjTNiFXbTuSPqpp9qDHmJXlF8iBCTkij1UUpAvm87aRYgQP+7nkk+Vcm6rWtYecNqKp4MEPREmlb7I0ApETX1vaE38F51PkFbVlQDgaKC6HWpgyovUjmWdVjaHY5Vn5aVtRftcwAuNNWaGLPP3dzQX/t9CXEszwhDA+JxNJAJZM/185BsVK87PTIkU5xJ8X/JVNVBleWE39TxUcfLJNYXOSw7Z+VO5QmkgJdx8UvZGEqqbT5hU4tj8GzuL6c5BCwBCEB7dOByJxnBRsixEE4hOJh1tY35eVfgLiPpYNxa2Ec7LATwlhOhbsCvWCe64/hZlS3vvTw01mvfvdnLYjs6VHqME6D/ZTqOOfigV9o+EAETmSnNHryLa+3j/yRbXHcouaBQWANZmh43eYob7jIQMzDeUWE4pobI2U9YMmSUf624spGUlRchoU41+X3JWpxZnvgIA57PrA7CYqCf5UgDzVYw4BeDcPhQrAHRXOGdQCFEGUCaEPABgO4AD1S5cF84wj6RnAMzbGZY8iExbacJnohR41crd+PKxq0cfVEFS9+elVzodCCH4+KkdZkzoGLn7zB9G/+nhCfmQlyq2KGXrdCQ7XWqwoLSIyaAEOBkZxay8eIvBcxYvOMMzgjHyIOczTqeaYFnuFJ5+c+tQ+sSRtogSOlPkOSAEC8rzH0P37jV2zzMrIbg8oVkGASCYhL4DbSTdOQjXJD6/sV+DwRdl7RhH1ltwB2IeqIvw9BitaYHwZpynFIlX3Hd7tOd1VxYMNZr3ZqpnJOWmrGiC3WgyYuWBxzaP3HjVnky11wpOItdJLgploD3lyVnDhyYJndKpa8JlbQOpA/1tcEIIAhKsTEaLavvaTabnQxqn1YWPOs8Wos6s2jxn7OMA1hFCVgE4jVFq029OOudHAL5ICJEx2jr+cgCfmenCdbHDjz35XZEnzYlXy5lA6ElRUJa93sjywmjqV93U6GgvNo6OVLsOgXB1daGFRs+CUQnVHFxKYu5wUl6hskV1hMfQKrvJhWzAEQuCemvoMXu8INVUC9594vd2DubNJ+b6egYWMcGYnigXCDBFvUGSBBqaRlg1uoQQEJLElMXgDY+/RxU7JqshL6+M8vwVvTqMxa+spGuLStRjLiiVq660i+cKTqofNYAQYgK4CcAPF/VelxE9jv2hub42EFQEhPIgSZ3LLj5Z0U63SVLmZG+6aoMYr2x6IpIXbdAZiph2g+7HFD0e9RMyFw06W5QN9LkghKDPm7t+eiUspIzccmG+OsNCiBjA+wDcCWAvgNuEEHsIIe8hhLznzDl7AfwMwG4AjwH4uhDimZnubdl3LQCQSHvtSiA8WQi96BkeOISWCWxambY3jsin8YCf5OVIUwGhAASnig3x6uzglM911YYDmad/3RIN08R00SYRxdKyDbc1xoiUlrBk0Z8mJZKOBEl3tVaa106dC4CBgELMKIvynMA8HXohxH4AFwLjMjCncR5KNVmWa1LVZwOD6RIBoMhMt8yoanSUcw4z6Y3wWMkAAjxSUpLEKnL6U7arO07S4aE2XQSHc06WTXdX3TEoxOXDS0pb4HnFRyvmHYEec4LJDOvrcwELERkWQrgAGuZ/N/ULr2xs3nd8RcAJQtPwBAGwsnFoxhbhri4XlBJNiYAQeMTWU1FQqbpUpsDh/avjtqanFGkah5TFEqFaxEWoLXkQLubAikSkS0toozIyTzEBzPc92Rk6kFwXocv5Y74tl4UQdwC4Y9JzX570+FMAPjWb6y6bM3zTf354i5XwblNk1tzaGNm6HskA0IyCAgCHjzc7WoNvh2U5kDSmyurEVc8vyV5vYOkRl898htE/qzSuOGQUheE1Hbvir5+6UkGFyKsisbghVV62VGQkqADm3gZ6LnD5/N+QEoDWVxZm7hALmnYFziOppnuv+kuiKPEdshJfRClPtLVGSQCwU54NACMjiZhFGuKYckJZrMoTuyUywUXS8gIWKWdSqePf87RfeFvboH38aCuTCK0U/41UNZrRmC8WYldd8sIYsmnEFqEMos59zy74+eEEA1iM+Xpe4UdXvO4PU1rwXkVidmcqtJXRWI8GLkEIgcFiMrANTytxxbVlz6TnRDOEEIgsyZEHZXvCaCHTL/btZmw89ORG58WX7qu4gR3uaUwuhyMMAIa89HEuWxOk25VLHYl4zo28+JgzPb9hXlcTvl59+mW5r9+5+7e/0to0siuXLW62U27DmCN8LlZ19NlZWsaqpkGtEOhFp6DnI4/GQgiUi6pzyksbEZ+achn2k9Omatpaho33dj0Y/s6Kh32bexMcwZDJdt9IakHTGrPB35++yGBLXL21TitZRXa+WMYFwsxqEs87qaad7/j9N5umN2Clyi8zjKBZ06Ipi3smU5YTVgEtbYM0ky0ERqLsChq5AAcDixJmwFmkTE1PiunDBJLM0bpiAJmmoYBI0eQGMXoQaMvWNOb0f12QFKeNJRXUJ6kY4bH5Ncoh9WqJ5gQCzmnV4/mIr2x+R9fPX/SqnaszI59sTpY7s4Y/5giPgxCCsJDQBvpyCMumLnQ58BNSIRIEkQB4UiphUJ3q1EakKo8/xzT7/vt3+Hfdf1GBTfI/V24+TJaLbq7IQD7Ckmvqe9H84sLnRbb1HCyAzvCiYUlXC967vpn3rv/iZzY9/JZGpVw1skIpYJoxCCFYbQ9anpD1Y6Ws3J1PR92+bYsKWyWFxqIzNVg1jdiYK6gtzSP6W1Y/zs7VIB6tMqXLRpM4GDXI/zKwqqIEzGJBo8DRMPFC041zMXMHuueVVFN4546Pb37lE5/Nbjk1o8SfYYyyFhQltiSJhZosTN3wY0ONFc4qs3sJrS7PZhihlEq5WntnX4qDjXNmzyR3ls3bIVzC/j94mQZ3ideMVLDofMfnFF6QQpyAz21492uGA/0Hh4ftVVWCuAAAVRZQZQEplOlIKSFoXkpByIIQhbMhtWI0k2miagMJVRJoM2N9lclS9z5ywUTbQgRdTrWei1v77AFfWlIb25mIE05IX2ijPo7qfOF5Kk3MC0ttTP4BwO8bEkv8Wfuvp43CTu70ldBjsiE9oDbqpYIbK9MazxWa46TNaSV9JyDXUFBf17ircK42D+fL+EsAuC2/KRkv8WrRKpdT8TIajboLSy9cO+bnvFRTeM9Fl6Hb+FNaVJq6LjqkUr1y/ZaY5A4SQiDJcVrVfUcIKk2X45OkmFm2WxM1SZIEWlcMKJxPmCDLGvoL+tI0PpReUuNK1xfU6FSitkVusSDI0vK5psFom9/qx/MNQ772rT5Pv2TfSMZ+4nRrRe3divrcI7pegOZRnYfcn471C/T0VJYorYQuldiPP9M1Pj8IAQhdRmeHAknNX1JjRwhBj7uwhXRzuIu6mQkEqKXpxrJgqY3JRWP/MShLvFjtr7jLpBUmTNII6ZbmvtQF2Z6QVvhtNSnir+rcOauClg1d3anrjMMjMh/duEVsGYhFkxCLpSUONyoxPRRYS2rQz4XA8m5AJmBhm24896WaYnIrOePIEkGw6tZfV8wiVEq9U0qgqMzWDI/ISlTReZO0YIqSRDXoekQzTSPeOQ7xskdJWUlZ8vHLytKsvrdFwLKvk2N4oWPkWXxx47tsN5bGMzj7R9JGKZhaFjStJOKwYYyczGgszSsWtcaZ2FEK+qz0c/Windx7pNUfc8BVy12U5la1wpDZktdJNemxHS3vjKkfG4vRGqNqx/Ld19JiXCyZEOBNjYf1BhHUNkyEgBACBILIhPPJKSBdisOEVlXZpSKu3bIv85a2J8sGD8Vi6QzPBpFYmgp5IQSOhUrhHwdWB98aWm0uV3S4rmYpzkSbqhy14LyRagrp9ec+1GNuN1xxuObep0KIsY0tIRU2sIoWz9qZTafLZmtnn+DgPoC592FdIMR5femGcL8WuN9ZX+r/yoWp8Ji1pHzlSaiLyDDwgjN8LhgnN8firEn3mCzfc7SrZo756ECmAIEgKpsyrr1AwWxdBl0WkIca9V88ttkRnPCgaCyrjTWVxZNPnQyfEdHtKnmZgp8qq8tGRxR1tHkFOZMhqHIsF5Zsl8R7178PwASKAyGgf7niKXb3SHvxP9zOCZzEkYFEZJiB8rJMt7NKL0pZJVBOBYlATgm8aNO9qbftvSG/M99ix3yUoK4QNucFemX7QOLawpHBI3Y6t9zNWiJB+GK7iEwIfG1wTbA3ahitxifALi9bvNgcWvDWz885LMBXfz5INYX3XtSKon7Z5Oeb2/us9BsGncO3XT6huMYLJBExynIdQ0HD6l4uKYzqKVcfPNJSaN54Kt3/TIffs6dLYtEYzUlAImxOk03XI5ppcHgpby77eI1L2pIsGPH9LU7/1y+yISQNAAr3dbLcO/csxVvXMZ5/Dm81lGP5o5Of6/OM1Pf3bPCvX3lCaUp6445gxAQGPCPK5GKavVUvy6agyU5udt8lOckbjJSiRsT7bm856lfHaUxRPPc2Oy1Eth/51dZSq87nrKywENClWKpKel4gDAeSb2uRtio12uhEpsz2GYEu1Vv4Z2lBMO8OdIuGJYkM8971NoA/nebPUoYGAQAIznFBVHL+MP1MHMiyNBIk2GY5b12e6k+uMxzt+nR36kV2TwoAvrPp3vSrmw44tuK5ObnspPygDEzDh6oBl286lLuSnyhRb+qO2Aoj9j9wKj/ni88CgaCLGnUJheD/MrzS3Rs1TNih311orQvN6WXHCwU5owjoZ0ggTRkTRBAoeiSJsTD5Gsdv/IsHfN8KnbaOQdnx5bBhVb+VXjGU0FOetOLCoxlFj0j7JUf0tdfvIpIaFKkSFoUcDfMzYYC50OTTmZKZaXJ4yDHFtgkI6L9x2OEN7uxTRbNEXFQXfQ2N72/J9399hw1xNqhVfrI5yQpK/UR8lgkvRIZH8YUN775mMNC2VvqbG0uaG5MIAPIhFf1qudhD4uLG9n6l4Ili85VxqmE7S2oZQVe9Mc4YjUKSbRn6m1sS6IgHaTZ0kQucvr6EDGBOzZUUCqQoTe7styo2v/r1oOE+3m8ueqbHUCt05VpgDPhy2ZBjxZTPFj+ZMtDrycsVHa6riUAgqh7LhUV3gD794BvJy5rTX1pv5W1Kzhq+SNAS44SHnFqtmpe51HHyL208YXWYJRsAmoqRM9RM7U/uvTT/b1f/rCIX+Aal17pL6ZIiUIyUEhEwvxaxWTlW3qkfLZwOEuBnfpaUFInrVpxKrE7n00efsUq7VHvRdrZp6qEQK6xVWTx/+Ak3XXwqaJ4imXOa6UY+Vnhann//+tmgrmYpUE8M5mXDwW/ffFNHUr6FQgCSABiBSLBAyCJyOyJZuiCfNJzD+cTWfjW1o8cEgNyr90vszg5YRNhRSKCoU7/I1Ioheaika7lEpFICDIwkoxVNBWWuqTHNDOSWNz5RKh/JhhCEQABUj0Vy9bDUedMh+/jP1xUHv3DZTC2d5wyiRohGzMWdL/1q0P+1HekpcQsuw9/TUExc2bscLdXrQ7NsjOP/PMfXrn1Jayy1fZNCCEIE4YJAoZzbWlButB3+yst32gf701F3LAcXdA3YmsytciDhxMk2f6XlpJ/550Z369vFlOZLSkbGod6Msj15ygQDvEjkARhzlfvSJIGhEHioN5knQpwpRyAQAlhtEpsJoBwSJCqsHQuFkEkIGBGatDgDJ+aAIcVqWmNT6BgqEbPiW5+vqFe5uEV1hj9y5xtfebqc+RRjUevKtXllJDK9NsM1Yg6olCdBAQMMNiLp3SufTQPA0YKFw4V0fHmmV789bodP6bTG7MLGPgn9ACRAdhHgDA2D89k7xZwLvKRhkGzIDk9rXN7Zvlf9YP/lSJEQSSnkL08fKV1n9yjH/GT4N92X2q1KOY4FIcfizCx4SRwAxWa1P/rLlU9IXJBFa/xR4Ai+76yt+PkIIfi111C8zloW41ofmL1ixHmFJ275iOGX9XuMtV3r+15f1pJrnYjYgUQyIaUG1wBoYwO79e270gAQBwS9P1sb6a1FOlzW/ZZsaVoeMKVAIEgIQI0YQYNdVIDRDfJcHGL/4pH8ppv3T1s023HDIav/X7dGsispVGbIXnHCbbxlX0yToXT4E9dpfrctZy496Q09sNaY3TtzUDPEls/eXqJtromIAItRR8eBwc9cKk3ne5Yfb1UTV/Yu/Ps+RyDwQtONhz701s+tXNP4muzm47mUP0yO9uaCC1ed1BSZU0oxTiPatuIsBe5IX5rpakSHfcXvsMt6MDQ9B1xOyxRnqljCcLSVDhdzc2iezavxthQyUhWx651Difw1raV0MZAx4ulRbylZVggxNTWI12WGzcP5jL82M6LLs7GwZ/InO3ubnJRM7FgQrp2bZllADPiy05XyK9rQJiM2yjHhCVksdcCpbiYJwfLKp1XDojrDw0Hitx7uXbvBCQz3HV0H0Ga4BlC9reD/2v+iQM5GGlTIFAIsySsaqjuOdkVH83YMAgMAqDibbJ1LdFjtbchv2HCgqhrFusyI+hX5YZY2i5ElQQeQAoCGZNG4bf294ELIEcDfevBGuDV2Tf1E+0P5lBzRlWqQooQAZHGiLlwI/NRpjwE67Y3dXmhLXWgMLXF0uJ4mBgF43awbSw7ByWZnOH1l8QkLuVfw505MAAAgAElEQVTvjeRNzoxR1aff93JnlTK6+LdkSxIAHH5qjb/xikMTnOLeE1kx1JuJFHJmwyrIuEGdiyNc0BFteOuvq85XKgls/bs7ZdavDOqXDuQAjEe/1n3tJ2NlJYb0t5Hbf9emmtqSN96432t9+05BTKagIVxU/qPYaxfCk5lpu+x5+xoNb3euaGwbXGrudH1MEgHwudHOzxsMH5TeWTiqWsoV2fxa+6TeZJerGp5DvZm4iRKZxhq2N+fTABD1xAyY6BsGRY5TvyRhPBRyjLl2YnSmzsURLoYEjMmxpJKqPsdak6QfPp0utapaEoCS00R61EYo6vHhZqgE+hPdbc4VHd01BW0cXxEHBxt9JhA36swGgITMF8URLkU0zunhtPNVpkC3K3uJZLTUnW7rapJI9aP0NgGL5gx/7O7XNj/ev/3VAGDIEcvp1dWAPv7kFaWdyKpyNpowmYVLAwBTHOLv7t9UPtScSI+5jm1zpOOUHZM3eFrh9TM4wmNYkSxIrgCrNL4oIdAA+p6mXc6n+y+rOFkNBHht5mDxEmuA65TRdiVMUzLab5ELgRInfkpaOMmovpiWf+a0k31BxnShVZ2EEZHIFwY2hR9q3qOZi0tdrl/Uk2++xPDK5vcBQIAgsaOnqiM8+Ks2PvDZS4K2pDdhnJc9RegNzhRj4wym4tKeVWpTYnQd6CtqpVzj7ItpIgClpri8/n/9ypSNmYVXjAaXeE6y8jp3Zu1ofedOqf+uDZguAtv8ij3l1PaeSG0rUrmzmIB1Tgq0R/fQ5BtYKPPqSrz8b+s9/0hGC06kZ2w3PfDNrVbL/3rSV1cWl11mbunx/OIFT8bDH3nrXxWOKxYAqLSChtokPLpnldORci2qn6XSM05ArKld0iSVAL/qFdvTo7RFx1NFmhBjtgsk48BeRw1jJrNVJpkxA6NQAp2Sig79mBPeoDG7t2jGLZZb8TOfyCej/nLCjblEFAI1q7Hx9y3HlHEBYSl8wXyfHk92DInpaTXUtBmu2pmMEkeKSn61Fc1KBva8AcGyaglXw4I7wx+7+7XNx4sNP+wur7kgZDJpMZ34C5feXzVy8fRQg9hJMhpNxAorS3yl7xUpEdiYGlZ/6+I9FSfQ1268M/2S+18bsAahAcAVWw/MOjoihMBbmnqppYY1D8wjruGsSVROg4zhOnvQ/nJ/MCU6nCIevrrmF6F1TvoKIAiFEKc9xQHxbUqEnqQy6ByJlLEQ8AQJXEYjhyvsu8PrrLwwao70DgpNu6fQln9l+uTzc7LW5zxdNDxxy0dIFCr/EHjaq9xiok3RQtbykn0lJRtMO8Y5B05+7tJih122GSM41mc7kh7CSATy+mueTRjJcIojvWHHMeXHO9fk2yjSAMAE+FwyOOSWk862m/fVTOUpH7Mibf1I9fObA6399btKp39w0QTnXFCGTR+/y9Gu6rUn+Mkc4AdTRe/OTs10ZANvP1AmK2trHlIRQ0qIQGJiRIuK96xUS4911nwtEagY+tdNtOUjj4EsmWhU/eD56Az/6o/f8trCcekThePyGtUSwl4VOFv0fVXX6ycOtflbmhw7ZBQni0kvaEiEaoZIue3QL7+KT5kfskYgvahZYrvKkKhAbyHhNahTecUz4dFBvbQlKdW86fUjgSg2Ishs2s24RIDj+bTfYrlTrrunP+tSrhpZVdjnKgCOBFIwHNKww4ysk55csBQ+40ZzOpRjykJO4pCRkAnwlUnfns1atioZpUcCGmW06t03z0cQ1EvBwVQsqDP8sZ+/ruPOk1uODPgpGQBMOcAHd9wVNOnT71p7ygb+dM/ljnxcIm+4aK/S0VHSeljSHIwM9obcIV2TK3snpsKxKi75h5DQAODAsTb/iszBWUVHCCE4UUj5W3KDNb/OVgPqchGpBLJMKnusEiH4xpp7gwKTw5QUq0+XM16T6pE1mmfT0Ta9AIAyF9HJsupZajGV0t3xxSzPlHJWxqyNqxAC3x3udJ8KWkygRp5GBdxTakpvNvL+Gu15Fm16HhbkuEVzTzGf2jT22M44pdQFvVV/993vf5kzPJAUg0Vp8Nrr92TToZLwnERsrxjUVG36DNCWy/cnR57cAAAQYm7hAe+YPbvXhcRFSdbBmQKd0elW4txv7U5krj9alFKBEp62AlZShXFpr4UkO+soeFRET2ed+N52S4+INeYZ+I83M2Pl0bl8HPBdGaf3U1ePvccsucujCE+m1eKdXU7qFceWiu9fF/bs+cgZfvgjb/2zYz9X/0TEo587vSb228pHgez0r9l9vCmgSPpH5RWl1W/JZzYZngqnn0KVqbLKlqf7ObtuoPKRh8yw3S6rjUlXL+SrvMk0aDMjYzIFoxpO+UpICUgporEucXk6SmVOY8nHTraVQEZZVhw8pqBKg8ZMnJEvYwIY8OWSzyB1Jphhq1wDCHIaSzEx6lTPFsWIxqYSS1l5tIZi9lcYpYVFnCJkHOrzcAP7vIgMlyLtN8ccYUMOYatenFVKxh0jDcVXZKZq2B7Mp/DRXdeMkAOy4j1qJr+w8aJi+bAqYXT2KF85fQEkyuMfbP6p3KVP7WjYzc3xoRRE6qyJKOW8yde1nZqVw5dThDVGkShHBMOBFgWCxiA8VihjqsSJJnE5JfFESoo1ALg6NXJm0hB4XMR9vlL0GUs2JspKY8Kdsjvsc1WeTdXeZKrMEQ3EincwSOGpoGXOO94xCErx5cF12ntyB/w12vQFUecj6nSeLgqeuOUjUrnYuBEACOEgVIBKXCr8cGOUee2BKQt9VJKx549ucPIHM+IHv1yX/s2rDuaP3H0xPdODTu7ZtQaECt6wqsftetHeKVGbY/tWeDZGsyJzVZDIXnZ6VgYosb4w6iByCcyREPSbjJWViDASU5kxqseQjJiSbGBIG53RlHObf3bMB0SwI1bBf6RV0U9ppkxoevKiKe1PpRCj9tW0JDEM6B4f0Vjv5y9dEAd25Pa1NjXjfOLaU+kq9UnnHZ5vznC5j75RxASgApIMGFYcNpCyPVI0RMbypnwZe042RjxK+bpiJNsbe3ju2d1AJMZsLPAMBEsYBbz0oinj0BsWaE66KjDaFdZjAsYsPcjjRbWcsVGzTVprxSow2hCVc2AkJGIkkiI/lqOYU0ZBuUxANQolp7NJawwDF8BwILlOROOcFqeappwDWMqo/FmzEdcUcIo4QTGifshJmJRj41zJtLmiyYiVkyXZbdCZYcrPp0H8PCmg4wQv25Tp9jZke4O3b3gwPeinaKvpUDkm/nFPBQSRJQI5I4XKieEU//MfXl3kvqKXfpU2ACD5VWIF74miWEijVeYgoBCsSy9XvM9QocpYXnsPaVJfxPfMqniuKVALqsTnTAdIKAIJxVcwqZmIEAKBAJPJ2S1xwAU7XJZZk1lQLR2ZapyOpFayuFBqpkrcXWj273U75+0En4uQSOTzAxv0dWq5tMMc5mu0gtms+AtOq4kFrS82fX3O00WBLMe/pWphJCtxmEyWkgAYICUbLz48QB7MgMZgYWeQQCaSvbKGO997yyAbNLWf71plAcB3Ht6Yft/1z+RVIZ+ZQwSCE2p3DlSMcLoFg9lnZsSqrGuf6E1FnS2FmlOFjiGCrZeemlP0FAAkBTDb3bOOwDnwjyfz8pb8hLXA+49VBeVZKyWB2iYwbRmKwgnEyUSJrCrXlg7u173uP7l+gYvvKIZu25wuPdYSmNsGPGProKGsqF5MNVcsRwvqihDPL2d4163Xr4zVjubcprC8ItNHDV5Sk3Ex5Qaq7xERRiVTGFKYciMltiyi5LVVbgA1TkiRpZY8OrzLgKRu8RutZ86OfwbCFL1i7HbkCFiDNKq6kDZC+owc5FcIvWZ7GTGg3SCzplaMgVKgQRekQY9VIJ4gS3aooAST3ZfTrlw0JZbMatzMatXNSikCb65xJSEQyGqBrskL2/69IxmbhZDwo0WlqEtCzmjM0BdB8k2I+ukYSfA8iQy/eeMjVyepr0h0lCi/IpGnFox8uxk2AqNOIgB84/aN+du+c0UawITdKHdUtBwoBqfWJcYNZMgl7Ss9m/zfbd07ZSCqEY9ijJLteUbIu/etDC/cfHyKlh9zCSAJSJNMw/p0ftGintIkVYhQkLg5UajJOJlKhOFYK+UUUZPB3GEOiXvdzrncZnVQioOxlTxYsEA4x2vTp5wrE/22vECD+Sf5Ffk7im3GlzpmPvcFLDwkKt5tpx2VEKqe8Q8le1Vv1Lz5ZCPKo2uyeVCG46SGPvzu9zTETMpNvsa3Hlmb/t0rjwghztaYn35ybSmzcnBKpMm0XQmls0N6sJAod7YUKhrXUkiQnKQ3SleXfMyD/lMNRKkgS3DISko1MgL8x5uFsepIbW/W4SYhxQBb+Prl4FhWC45ltZH/3gDr6hMF+9bDlmQtTKOB8EjKG/zOZjnuT5KWty/EFeeL51cBnQR+zY7kU2lKMVpJitEGM/aKAdpquSkA4IwiFSr02J6LwcuRmcHEvjMDjyf1hlcaBVr2xoMnajGfCMsRpMTEfamZA3VDGaY6Wqi6rmU46fW0Vby34YAjq02cK92exBpnUI+YKwJGpjh4PiO81ahNOaHJiK2YV1e2GoNMgQFfK69IBguuApFSBU2pUQoABj0pKhLwRp0tyBrnxkQM+bLbrC+OesZcQes04rSgCbURljwiTdJdKcJNd0fcAUY5uoQQ3HDFUShKZRoAGZmsK0zwrd5NFZu/NRFvQjn5U71dfk/fRE6h/5Tu30pGeHRCm9KNatdQQ1DL55otCCE45WkTesJbErS+Uqrmjlh9Xu3Rl0Z58aVaBKX490Kn/ZHTO/CJnguC42FiTt9dwCme9dLuZ/s2uXe5rWkGWlcTlYjqx/kESvntZFJO3Tnaopy4f3NwNkROkLS8xJatJypGF7xAAQgmzE6/kLCdk9kp569Y0zNh82nrceJId3rCOBJCoNTWGx6R/fzk15O9qUWTMmOxksCkNUa6uq/mjljSActCXKNjpgiYmwYWZe05F8WHO1OnPvoi0v3xK6Pyoy1zktsRHIh6zbBwR1e+57MXG1Ffqr6KfjipfpxH4Jx+T0ySqCWEwO+zVbcwuh5TiYNKjCZb3Wm7DgtM6lwYChlPHJkyPtJdhDi+Om6zsolAPhyxQjypBd0dJ1n+UF6ZMp5XJpl0yhOLMs63ZEIzH9IJ127UWc1R6IRMMBjIpVrPjzhd9G6WOYMpjTrTCiHhx4pqMZijbGA5Ivx4SXECRnhHMkpMU9q0bCBEVD2WCwvmDP/r/ss/3KbkN4w99pgqfCYj5BJyMiYM0tWNYfr3339/xYHobxDelOeYov/R8cunGKb3bds5gW3gdpLU/c9snjCpDZeH2aaYkmw8ZRGXyFwawdYGg5AJhvuYJw9n9FLNhiSlFS2Xi5omoE6J1ERLiz5ZAYBRij6ha5/u36jdNtzlRLOIzNxTaHX+b/dF+MrIOvMoS5pAHbISniftmJ99wwcuikLlo2OPqRJCVgNQJUTuguPeuZwAiUL/3x/90ZR5CQDr20aY4JM3NATHHt4y5fy1204oA+WzRjOXCBUWTZwSHiPY2OyqIpoas+HSZHd14WB2lmQMq2eNa7fuxY831mxcFUEQPdUwxYGfDolLe6Z1VhYUXEbUbymD395m93/xQi8e0mbWozuDqDsRnP7Tq1n3n1+jjty+Po2zS2jdUJueL+2Yd99yPTF0/1FJGv3qOQfKrio8X0EYy4FhnaXEKGpMmhqfMeRUZc9CiktTCALq8FAqGvSmnN8vZceLdRSJ48atx1LD8UTdTUuWlJDzKZvfiAGULJ7G7UgEf+z/Xkx4nyfV7NwCQMAg19pa2pQr9ztYDKRUQbus0PJiwk6Va3fYfUbE8ZJaMmVBVyYjO6ONR4TrxswSAlAiqh7LhQVxhr+19+r16/W+v1YpA+O5fMhy+S2aSi7UNWzTDAzFygRHjQkuvv71qytGeZSf6alKv93PhzuTu8uZCX/I6d6U+08qIY09wD+t8HBEwtZcQYpCgheXCv7NXp5fdbIUvJYMw3hQdoYE0fvKiUVZ2B8canb/7NA2f2cpkR+JifcHu6+zxCzWBVOJ4URSzQbzMrN/aoXhYoJSPOw32v80uK5Yy4Jy0Le8HxXbbTGfftmLDYFRM1/tOE8Qh/J/sVhONnT0lju3H3LWXfNstOGGp7Hpxt0Q/daUgfrA3Vsr/nB7T+ckIsVTxmnka8kjD2yZsJBTCjAxUXE9iGkMAD0uZTEXOChiBwDWrxnQpTWnWNjZE0lrTrGhxgFfCYXc/cuVizLOnWezovcfLwmLP1jriKOJ8tC/b+LFg401O44AED7TUHO7VWXDyKLQParBe7bJ6P3MpYQVlBlHMvclDHxlm8SGEpUyN3VhXIUAOCdVj/MFshx/yk4VL/YDGSd7mp2e/qYS5QpBrCJ0EwqbFEUsl3LFuFB5N+CJNn/KkwxEffyZKY4XkSemejkHbIlLJ0qclyKOJ4d42KYZZqOq6rsGlGjfkMZ3Dsjh8byJw0Ue94Vw+SLEnDgHSqES7h4xy6fLSqHfV4oum50/05FgelzjhimlMM2N6JKO+7TGpTYjTtbqEPe4cnFlMkxWCATXxXwdhYBEedVjubAgfJ5mpfATk0bUibPlyw1vCgeQgQiPA2Nqt35M/FLBrLjTkruCkELT+KR6cy4oee+B69xvbLjX2Gg6BABKoSqUfhJETWI8/Vr2ldh6QnZe94oeuzAiiVQnSwDAuq2eDgDZplGFh4KnBcmWIfuIY5ebE+UFpxn83bHL9EHfUv752MXj9/btA5c4v7P50Zqrx4uRhGaV1VRIt9XIS7fPal+8MHg2sq2/7dvqvy5zHGsnSbHt81OuSjjd79v+faVmu2K6ps6iN+cbFaIS9rzugx+PQqOTSDGaNp5OUGnyhyaEBRIk7Wyw566fba8YJVXkCJhmUz1ytDnRmykGTVtOaGN7oFiOJzTRUWWmnChL0cVXHFK8SBI3G7ENAOsa3THHUgKAE8OGnwhkMXR/J2+76vhcPnZVnPqHK5zysVwa92wef46qAcs0FKCotdWfkIKiwJU4TDazUW7xTaKFEEHN/vOCgA2bUs9fX8EzrzzomJf32ueyZOI+IxIx5eFJyy8/1qpGA9aSRcPmivMp+jsddt9yfWMuW/g/ADA4ki3krNIEG0KIIF4xIQyrROQzFj2IM9OsZBxUDjkqsBRpObLC+/c75NI1NjVHL6RmJWlkQOMZM6DA6Ib2YAlu3pOg8aSZk5iakGRgooSsWowjMRQqpUsb3HS8CCy+k64c9XjJRgDo9UaHqRAcOc3xWg1R87h1Quo16mzG8ykB+n2lbCrBonadnPK+FGgx4uTRolJoMuLkua2cQwYMBbLLBHjECetKRkslrTgvnLcFdP+09xppk+GuBIAErcyr0QiRXE4igwoFAFRZqJ//7G35//2hV6cZU4BEjO6XqI6nyKbVbsjT9dJ2mWq+bd9N0Q82/VTpMsq4tLWfvqn3gHjoeMtQLi6YMuf8L176RMZKj26TU5nKpJsf/6Rl5PGVrY3Ne/jAW654vHG+38G5KIQy/mDflflB35qyKfhGzyX21bnj3pam3poma4OZt/cVU8FaK1bUyeTOSUhL8bIZrh5u6F8Y3IAsjcIuteSbNBbDsUb3hCnrjAOs11dDyCqoz3m6oOCcvhQAEpliSCUxxRsjRGj+yWw+sXZgfAz/5d99t/iRD/yW1d+fBsBxQ2fBsYRsWKlSSTC5ogCpEJScenK9xhn12y48pgPAjht2W3sfX1cYciVFSAyt246yK1fnkwCgyZVJt7tPJ/3hw+1K6GvRhW/95Zyr06fD4c9cUfZPTe32xkNNOrK309mw/WhNRsYoykr46S1Q3nHQJR1e9fuUBfSV+cg70LTkHFyWN+jgd7bZ0k/WMK2z4GsrijEPZBQfbU3xgkEwc5FineRIzi8qxHSglL9UlkdtmaFW9ixPHVhdWnfx7nHaoGWe0MNVG7zSUckAAKOV+iYZjAkY19z+zHTvpQ4M2exhL4+bLkwDwNZ3SsldX24t7txfEJ4vlJ4Rw79QtzMtZ+7ijCM8ASHnuG8gLuVoW/oxPjS8w66mgjx7nCzL0YF8JsQkFSdCKA4XTSWnlaHUGCPOqsw4UlScVcnIninmFHM6q0zRQkGmwCorSvkx0OPKvs9IABBhytxsNeNa1sO6sWqjvXbr5nYmYN7OMAFaDBIpPlOQkSq3OGyUI30wloOhmEehINHTvR3KPadXSuVb+dAAZDVQNAsEdiLplYWCxAxjkuwqN0ZdRlkBgPddtMvYFp7k114+bMQRICsAY4BUpSzrAa3N8psUcjzijU6giQbDJwDwH/vXRRsahuStueE5r7Af3ndl/p7+tRUr5AUh+Oi+l+pfVH8cdaZHajKCzcmCdrSUdjZY1Xd9T7npMiapcywpCMGwUNXhIKue81QtqK+ZUV93syjgnHYAQLKh6AGY4gzLWqyxSJK903ZJMCqYzpL7H7iA3Lylt29Ql0xJEANCthUlcrIZZwZDJ+CPJCJgVJaoY12f1NA+lCp0Z0VSi8kYM5iLs+1WJ+NYj+1v0kgaWoi+J9sLqQ4nBQCxT7Hna5cH29//yJwpB/13d0VDd6+fNnRV7s/Yxw6ETtf60zXNLUVQhN9Zb2h/tGuGN9YC70DTklMlzgUbTkjucCLh/rp1ti+tm1myEM4wISQN4OsAtmL0s71LCPHIvC+8QKCUXwoAAyN2IEFMsbGqzEgSQfLAk9scI1WS7YZhnXs6U8IhL9NmhBICRVM8M4qU0Orsm7FgmTBGmRuDmjIkiWDH7yvW195sFzbLaSOnjUZdmRCQplng+8MgapVXWgDQ42o67LNhaO0a6gcPMX1ancIZEDGBZ4ZyohTLFeeszzT518PMuzTn1xQcIoSgKxnbQ4Hk5WaIEDfo4YLKl84Wugy0yrEOzFrirW7maz3rDM+LwPlPe68xWhTnfpUyMGE7K6ukEHJyrFmSUL63/4LoPY+9XPlB92brlJZqCDTJAgUIhy83hImZKKUxl+Q/O3aZ8qDTzACgZ1ATWhjHwKgjDEx0hN0SxWMP2+MEgsAnGFxryACQdhCltIAAwC9PtfFP/Pg6/q5/fbXnxxTOLNOXjAO/vfvF+fsGVlXVYeyNU+QtO9+g/ODA9gnFNiGTEE2TXbX1gh2K6sSrEabWMRn3uYGZlCTqdA7XjGff8AHjmdd98O/jUF6h6L7IdvVP6+BJCpOIryQRSNZP/urN/PCDFyTzh1c0yyAWIaOb6MamQUuepkPkWRAMH2+xDtx54Xhh6yM7O5y0cdYRBiY6wvfszU1QYomK5hndcYGGzf0GMMoZ/Pfr3+vc/8mbtO6HO7nbP/uA8anvbw6Of+7qqptSQiiGTzTbux/aMiHrJQQQRZX9CpURwp5OFyr+cQyutCxRpvMJQixYAd3nAPxMCLERwHYAexftpmeJZ1557QW2VXg/AMSRwg218qBTZUZszbeNiCbcvpyjAWZCDRoSat7WVc8kBCBG7GmmN6MzTEtBSr7vyfE6gMd+FIVZppsAxh3gcx3hPaWiOxKF49mCniAc5ySn1HDcE7ZuJuVLX/G03vQOUhDG7BfTfEBwX3ezV4rlqsbZiUzjFz2WGAzIBDJIVCWfUYxmXt1NqQb60wuoDnKeqkm8a9ND3mCc/BgAZGnMipznXT59Ck0lAo/0rZi6KWSIDcurueWaAMEnTuwo7C5mxLNPJwuXv6gwrVE3kxyHBlLx937Uno8CgrvuacqPdeZoFYF/qmDh7x69zPv4PS8ukJKssWHFvPpT/5P/3h0vdyrJuU3Gk8M5/vqnbnIueehN7L7+1WkmZlYKC4SCb/ZeaP/Xoa35UwU7PjDY5FlIQOcW9vS1lQ/0rSztPN3leNFoEECROI6W1KoyT7ZUbaq/gJpxHqtJbL7t8x6l4tOSzLxMR38x3pYvxF3laQvSqCQw0ptlBGTCoBYCUJRoSNdrNQ4Ehd50cuR4Nj5yLBNf3F6sGmXNpQL1h/ducPuKCj8xosWbJCUBACEBEk0FZednr/Yf+MCriv0nsinGKf7zTW8X3736/V4t85Vz4NkPvCy/87VvDLr/+WJN1CDBSUARe7qyb+eaQt/pBjeOKcrXDUbKx3ahu5hyustWvldTiuWiPn4H0e0rrapS9warK0nBWaJu1hrBSdVjJhBCUgCuBfANABBChEKImlVBFhtcSM+WXfNXfiCBblzBvZdc7UwXFpGl0UobXQ2nRE2DUClZLf3Vej1NAPGYWbizr8A8jn3/orAWTZ82i7xSN8yHBml0yC35ANDvWuPOak4VsrSFRtq11Nt6XY8EFmLdpv3Wi/74WYgWImoJWu4eMcr3nG4s3dfdCidSa4r4xlDIoaIujpRoIeLA0TJxVClCtwf3hEuK3T7cXp/4Y8XfK5PMHPCrF6x7TKqbcT9L1E0Yh6B+1STmTZN428ZHvvfIkS0fvMQILpUIlSLB/RFGwoxEUpwLhCDQz5hMh0nhQadhmPrkhwB8UHGtaoRuakXhcSbTdwAoc0EMSoQXcymxxhyOO/RiOBLryrPFBiU6J0PUlChZX3LWE82KzJ6fGflbL++xp+MId6RL0j+t3mrturcpkMHHUwx3HVrFvn/HJSCMGDhT1ENAgIDQw91Z6Y/uv67819f/YtoU6q6CHe0jpFzmVC+ExqyM22BskU+cuC7d0F3CZ7bcFyaVUZ/k2lZn/P1CpuOB0w3O6oa+VIOZT/WFyUKzKlIAcNrTeTFW2NpEUZEpsForvrBrXQjUzbKxONh82+dPH3jvb/+5/YFdf8g7PBs+EeJgMi892pAmMcAVIaRotOcqj6k4+WzXHs6JIQS+TAjeJkksbuvoG0yY/lrOqSYEMQgRPmc0AQi03/SsM/x0e5L7Mg3yZ1Up7FyxGJzOpRUGPFyUneamora1tbo8fZgAACAASURBVFwx3bcy62mcSuTwY+tFtxx42yViAYDraOIb2z7Mg1CZkCoMI1milMv/ffO78v/jp/80bWYm9gnyn7ysoDEWlXxtVp0nCSHwhjIpdzCNspD71161uwkAVnzilxMc++6/31HQejU9ky2q5X9bV0689WACAAQDojs6XOWG0yZJcCAT6kQPIfylLaBbINSNU1BD9DdHCHninMdfFUJ89ZzHqwEMAPgmIWQ7gCcBfFAIsbTqPNNg2+33sd23XPeb4saLH+5667p2SafoaTQc794DutV3QoskFYRzyCIG5wSOp/c3aoGVH0m9WpbZ7xIqWhLtedq0uueo8MRNEESCEBIAgQhKT76hlNA8nQuItOmOZ0lKbjJIBSdS4j9OomlFi9hzsqGwUc+lKlEjkrIMQbx4uNSV+HHhWDFJmsczxG/6QolZ/IgCwZUxITQSuQSSim3vLRee/lrCwikxre06mE84iiBhOZQb4+lPq4hSZGilyNAGfc+9uqlgyxKwJhVNSCF1u1JUjqRghSmSEFwvx5Ql5NEd8j5HDXJarOb00V1VPpQ9S2WLrul/vuO8LaADgAuM8ts4pF8wwQIZdHVGIjoTPKaEyCo4H46p080SX9q2cuf/K7l/bxDAP/wHH5rwjdxx8MUfMGn8XgqkAk6bslL0zqzsaytV1wSAz3Rvdf65e8u44QliOUxooRy2KsovW9vTDx9sdz+a/bXSuTYYn9Df/GHXyKbGvPJ9dZQT2LslOYGj5wwnCankP9ux/8v3fjNZjbLx8+GcO6TEmqqE6Xds+JXY77QUvr3vitRsg+1FrmNz2qmY41UlgZd0DNq/GsgNnnC4kVQDSSQZO+mlgoTE6WZrRN9XzASlWIlcTnguCssjUI1Y4pRQikzI3JdYPfywn4qfIqk5t51eTNQUGlhC1Ok8XVCs+N1ffUUwvo0Pyy8XslD5BcU0X1cSRBAhNE75s1ae/3TFvtjTbrjqJ3/jHen8qvHWE7/jAfj0udcp/OCalxGFXwwBxiV8gKgsqa8btptf/wyCo+nSnk++bNwoskgihACqDFySiW0RGHjwoFbYsTKfSqijvtWTJ1LuiR47ZIEqbZeJlZRBGqGNR7MGhlN+ECoVI0Ov+fdvyc2Xdk87xou7G3j0g7WeSnkq15CHnSg7x/d32iyenTNKCEFq09C0nIy2Dz2V8p5Nhae+dqGTKekW2zVQEhQ6v3NFOWl6dvTVdTwKFZfpnCVXD0bu4QabRZICLgM0Rm5tb0lwKoaPNFmicglGPaBO2rvWRIUYFEJcUuXvMoAdAN4vhHiUEPI5AH8I4I8X6CbnjW23/+L43n/92JecveXfIxRS680tzfymJni9QWyu0OWRpwpu/1eeyjvHo9df/4sf//LAa6421v/wYQ/Af517nV+8/pp2XQ/eDUHCpOXeqqnh5qbsSErXQsI5AeME0hn1MFXxVQiAUoGXX9Zt4rJufPm/N/S38Fwup462mvMYw10DUalV93kLXZsihKJFWj0h+pyk3SmwqXunYyc2O6e+TOxqy/+hvJXXiJTWZWB71guOlRXa72uzLjjVKGXyNKGqNpMpjMfK40PaYJshUidK0kizgab9Bb2QlBS73wP2F3iJC8F1ifkeI3KjFqq2OuogP9xvOUzIcoPmkwuyMxTNLh/qZvMKnMfOcKmnixDAisH+JwTaZUK+DBBJIvSM3gqhtsSTujTyMQA4/AcfqijeLxGxZqNW+FSTHFSMFiVIGG+2e33GKWOC8mzCnTDp+oQt/ty/WPnb/se43RDTb/+oK//gjvbMA7Ryr9/+femAubJWyXUVRUm/5ivvLP7G1gPSH1/9sHlPPucOEhJ1EKZfkx7WAGCQkEgmwgRGhcU3pXtTH7/09vK/HLhMP+S01Bwlvq75qJNRKhfHlTiJuCC4PDeSIwSIOXD/UNvIjY3d49XAG60RDWeqv69t6AMAeEzCoXLa35gcNhUqcA16EJ/a6Oym1nNCemXZIABSV8vGIoGiExH5I2lQ+S5riL4pABO6IOIMD4RvLaYV9dhn7a17PAA44whPgZT1/0Ze6WyrqJgnhNLQ3p+XFZYIXLWcsN0JjmqhkCi2FJKpX8W0cOOmwdR9+3IFcropsVUjZqX9pBdQDPRnQpwjy3Yubn/LW71M13D4mru+ns4/1BaFD7W5QmOk8YM7U5QC4Qk7UihPAKOFnaoR2Wu2HWFDvVlvqLupZrkkWYni3Ht+XfF8wQXCY1ZZXVNIdHzhXpUFBPHORi3xeEqmpmcDgKLFVNHi0denAzRc7EAIICjpoaxFiqyyJADIWuT3PbtCRw20q2VAXcySUZ3heSfETgE4JYR49Mzjf8eoM1w32P3lj7ZKCvmWs7d8SE3Lr8lst95AVYpE52jtS/YS2wwL25/a8bI//SUAnHGEp8A0/A+sX33iw4YeTJmxlAqcPtnem045Od83ypoamGbybKQ4DBQRFjc2PRL0u69sgXnELQfPODRqk1cmEaFiPdxl7x4ukbhyHVHn6hOJxr/KFp78jGWVewjpc40iETJflSrYY0EohUjW2NpCCbRViQgtejz8TF7PctQ6LwRWW+60O94nhpVCRlaSXSbNMc6RU9B8oJAM0godt5VZVTrzGeSUG2k4HgE+EzwWglny6Hl+bOJwgYVrUuFzMtWzVCBELKuWcDUsRGqdCiBItB77qUTo71Eytb0uBVEIcHm1i/zG2gcO7A3sD0x+/uPHdhQ+dvSSwutyRxuaaOAl9cBstEpTuE9ygjHHM8MfPtRRLOUl8eAlHWlUCe0OHs96tChXdLwJJwj7dOtHD23VPnVsjZtXI1NWQrtbYlr/mbTmlVopxSc1ENClOPHODQ/T3177yOk16T6nxXR8TarcGK41kfde1/HM0Oc3PTytg+pxGqYkrowtCDIFrs72ZE64yarFN4bEcEFqSFfO0Qh/W9sB+/dSB8N3J474704c8X87ecTPRmxpumA9lyBmOM4HCDgAGRIUq3g2rigtKFTxqpkuk7jxie3CVSZECYfvWuv1fONiJxoxafqmgwalnFqZcppO0qtXlVgJ/z973x0n11We/Zxze5l7Z3Z2tmrVJatLlrtcsXEhGNtgbINpJuaj2E4+k8BHAkkwhARISAIBTEkAU2zAGDBgA67YcjeSjW2VVVvtrrS9Tb/9nO+PLdpetDOybPHod3/anb1zz525p7znfZ/3eWmY0TqqYgCQaU9K9QqZcoXr6ov56fTUm7lsVtdbXl4Q/8Ob39VNHqyXVIfYWlq0er65MQcA8UualIDTMbx7SrmQquszF5+6+5ART/crqlsQxHBSr6cghsxMpftXfe3XAp3ChRDsTGTllWmDGoPDU1A4lDO7pbyrT1sKmRBAjbmyKB8JU2l2Ua3b1BxVr21xq9e2uDXrmr1YXW/6OHHKHjcjYb4JdJzzTgCHCCHD1VMvArCrnPc8ZzCeB4EEjscSm2JvnewUrUZZO9NlTv/Btk+0dabGyJxksxo/dGBB5nBzXTGR6q5xHdWz42l7tCEMAIxRfvEZ2zN1co2+t5B3273ArRUXTbuJPP/8RhV88v5KvX7RYPut0z+WzQ0UbShEjsmU2s3ZI8nuIXHHGPWEALrIK86oyvafd06+t0Zzs4YYBlNJddVobvaUZMap0v1JVVu6XcKSohQzhEFDQaAUokhByMSaJOOhCoSaIh35jiRK0OvGpK0dFd7Wjgp3a0eF+4eOeK6tIB2TyrDTgR8nm9dhHK8JdPP2DJu1zRGGJo+Qs4sZgo+LoDeJRIgBgMfDRyOwG8za5kMzXcsg4WXDP4cMuOnAORlRH/Sa3tq8pfD1JU8m/uPwxnQ3pAnh0MpE3uos2IUeqosPPlWdwSZMSwuoqE9r3e0ayDQTJgmIINFoxGAOmVCoHEpOWKw75LmcMuHJFUK7GEpq7KMrnmYf332ZStQINvUQcooGJZ0NIpFLYogOz7I/sfTlQJqiqI3DwBLCRH6SKnAc9jRvoZ6f07OTKcNJZnrMrnW91YeXM0n3vvTCsEsSj6mY+HGL42aZLx/0jTuaAaCwc83/iAc0iWvsmqjeOwsA6ICYFbrkS8Hw3LQXAZC9+9wzlZOPZLf3/GR9PmyO66IUafmHljPjwiYkb9wmpO84GeNVsjXDU01f9D1fJ9tbreJJojBtiLEulZX3y0Ho+dK0/T5wZHV488g5YLyxxQQAQQYY5Wz882Wcgxf02lVXb3Nf+eUZetinEUJCcE6h6q5HCPcI5SwMBKPiwgOKsjw39YRhBZOGcMX37rXDuxYxUQnn5HyQNV+A5o98v6rlKGYqGxYHzHy6NRkns/aOvX5RIp3hvwJwJyFEBtAE4P2luGipsOGmL+QA5ABg5/c/da0g09Markp9kggELGBovaf7hrAY3Vu7aeZrWWZh2fDPvV2JQOA0rF/QZTNG0NFRlW1Yetjqa0/lE8n0mPVA1Ty6bGGXxZ8m6PJCL+2ZSs0MK1BHuj5fp6WnXYdFwZNGR5YYPaJKIdDJC7D7INKadTm2Zq0iN/2GS4wPnhSBsOa8lgWApOpJCTGyBIFPaQi2FsX8AoVOkEtbGaPKy+kwW6WIc5JSUyghCiWjDG+qthUsvi/LCifZObVWD/88YIHXp7TaeJh1zX0M/B99RJs8Hj4OADKECynIu2bz/gVSccQY3pavjIYNYQAwdde49fCZrCkyRsKkQUiRzmtOGFGEjEBWQ3Xv5grjt5uWzciPNZKuxJUptq1DSCzrTzdUDox8RwJl2i8GqjIH8jr7aX9VmmAio7+pWM23FaotTSza397wi5wu+PC5BAYBLV7Sag9tu8VN2j6XcP2Oiy3Oj7h6MhENPA7ucXCXC744xTy/JdFjbBuoKkmCxwa7T/1Yw0tmfehPq1ZxouD1LK02HsbaXR7xyddoRrhS2qu9HxxgidBidvhtfdOOGT8ttbzbRhu5flNCEqVBhQlRiqjz2GKp539OdzHKOPUc2Qs8MQSAfEHlMZHCam3QxalEhocgChyq6k8byVDlIDz1rJ0jCxghgPPjldm++5d4PXedVJQiTNjwcYJc5Eui2xaPNl3xfGSv7Ag5FwFQuEVdcQqGVcyZcd/VpJafnGqw/caIZBrrlVjUpUSsQOG+kkhLyzKTV9WsdpGP0ZLUh1QMT0ws6ItXLu/683jF9F7h2RrKnPM/cc5P5Zxv4JxfxTkfKPONHzWiQnT/qnf+86eaftixKX/QcahEUfPGiu+AY0apvifecdaFVZUDI1FVt2AU7ERWAwZpEnW13VauN+4bRnFkY+oU1Wig33IBIJc1XM5lqNFKu0asm1Hrdtc2awZ+L8FzP1w6xkAUuSIdyKqFLkcIeahNWJ85Z+gv6rE//caQVl51QN30V8hRQkEJhUQIXRFz4ytibrxC4gYhFAE74uYNIo7mAg2yPrA3R91KSZpSXaNO882AzX/ClykhcUkwDmYtdBbF4yKs82rjePUMl1yBwKxtDsza5iZgcHDywTWwEwD+69F3kq/+4bpFo8//8fY3vf+Z/Wc98nTTWbdXit7IIPxZz7IJi4cihdRUB0MeXT1W2gtEKFqkpXuMIN2nh1piCuHPSZBuN13qTqR0DIMLHNe98fExRjUlnHLFs1+ARKnsxcdzJcOI8h3FpBmCorGwOBNRP3b7hl+4dUpm0id82LPwzfY1Hh/6khTCRYWAKAQkIUTTTjZxuah4JZI9lCnDjTV7zEWhN7026p8xKxBC4oSQewghjYSQ3YSQs17te5oK+qYdgb5pRw846Rs2WklAWof/vufDN9Y2fugDI96Oxg/fGMvcu+Xl7M/PuU6sKVw0/Hpue20gStGYcCQVOGQlUAkBPFfyWw7WsExPQjl8OEmaDlT7UiTMicOey2vTemrWb2hyx+seK4zb0vOVirLH0imdSMCNPFkAgMKhCh1ZUVx12m6hdsveKeOku/7hkhjJD1ba9Lv1HK0vCMT2oZzcM+0GXPvL3ZaT12aOv84SsapMrGJpR3YG+fHXN/j8pdVea9hw0xcCAOABf5nQwa2o1xfkMaT9/a3Nb9W+vfmt1aPf89BV5/z02fecdltNqu97w6/5nghTd8aMV0I5jFhBllWfckbw0wdPd775s6uEO37zF+qdvzvLveuhs+dU7OG083qnNf48aWm+9UlhTLRSINBkqIYfxESRkgmbVyoF2YhT9KR1vWtXPKjZuD929hdZZqqQngCqFwIhAwAHCqKrQpeKgQmL6qpKp96BVyqU9gb+tPSmuUAXqbAva0XtRfGE1hcnmN4Qfk3TJMbjKw+/01BoeMa7V7EPB4ieCcE+btQevOM7T7ztw29pOPTlpbGMsqPxrFyfp3X7kZCrF8MYi4Tq043uC4Whrrk1XRM66vTV1FTdVwSZAaAwUt6cM0wrV/Tr+X49E7Qb9qSKElrkx4256R71+ZXZEIOE+idyC6w1sX1wCVc/t/r+8CeHT40e7F05gbu0q2hJHkcYgnBzqFz1bLDcyIuP9tanL6xsK4lKRFJ2yUfqd1r/cniTk5Poq1ba+VVHacbisIj/24dCr8drljG2XXOrRAW2RDDO2bPsU48/TRiyxvLdl+/58I2JioaePYtPG0i5Wd3r+Zcrsr6jtFopLkWt5nLt7PYf0Zg/Mn/kHljBJWXqeV5WAhmEhQChhgQBgDCXKlSUAkuWtRVbD9aqQShOugusXdAzp8WaMc78wmAxgdBRJA+iq3qRurChTTWvGcgeuPdkiwVjpwC31ySsVcuSNYWkkHJn/VwJBYJTB4i6W51tZcYZYdWkrSgQ0plDVcdaKea4sDI5SkaTeE3hn5ddXwuQhqtjwk1hIfalnmcyJ234yBcyvzj3Tb87d1HmUgLgiUsvTGdc6SAhEOKqsCxWU3jTwvquEU9od1tNuq6+a8p+QyhHXTLttXcMJqx2dy+aa9Uz/ObbdfrVN/sFLWw3wCZSZ9Nd1pwNw3wgjwzI5+9IFt/yxX47lmyyL/xWQ2bb52Ur2zxxdGmVvQEyCWQC6saF2VdvWxdjdkuRBaO5wfNBTKRyU9YKKuR+TK3a/DoHeZ3TJL7y8DsNALj90WtPPafmcHNSdW4w65r3h2D/aNQevAMAUqrztqWxjAIAa+J9sXOrDy+7qK5l0znVbcvOsrvNF7KVzjPpqvwe18rLNMg5njRmoESMwA8FnisqRa8opNcY7TiNNx+1J1OzQiw/t9Ve9hf7eeVpHS4fx90leVF+fu+yOXlydhWqRgZaOlJop1uXAwAPEN+6YJvy3U0/cZYbvSMcphV6L/vs0ucij8MpMurN9TOcHu+ItzlGyUIvmhDhdLVv1sVPXncoQQW6413EHwC2XXMr2X7NrQYAWMnsQ6n6nq1BVj1IHfp9khcuBwAqRufYtf0pSjn0eEGJ1/WnqpZ1nJJa2rkhFitq/vNVKGxtyDkvVmf8Q7FCCDJmLHIORCFlgS+GnidmIoLM2gte9ueTy7FqSY++5cxddMOG/YGueRPG5gvPr5oTdYgTkhlt1+VbKkMAIBFFkrvWae/eGi1+00tHrkkY1n76wTTigcJyAK1w57RIqhe2Kfm8WdIQvJnKWsdJUt2rguGo2lTH6wW3LX2XAQBfWHn9rSvtYJ9A+CLmsZf6tmWv2PCRz/cAQINVfIMhRUSXIrLQLiTWV6c3r6tKb1xguSbtsmJ/fH5tftv21dnDHalib8Z0xn8/YSDC9yTefqg2e2DfknR3y7JYwL2jHrDtzxvit25daXzny2eHjR2bJnhZq2qbYkSa/UMiNAwyrjayxjYfNGxnUNwJsnDI3vJPreT8r4RpjFrL1WRvceOm3XFfCBglU6W+Tg5JIAjglTQBzhSpdDCnTqr2caLgdekZ/vLD7yQNRvYnVy/peNvdT7/lhwTqp7b11Fx9ZnX7r5566YKW3QOn/EPYeO2FMo2W5yL76kfbFzxeZ6ZXGmIoN+hjF5LT7F4NAF7qTxWTkmvWEafQwyTb8WRHV3xtAel3NqdaNQx62YY8Mlzbd6gqTGvmhM8RdEmBVD15QsswJJVBUj1ipDy1e0/KIVlxjEf0sSdPZqevPDCr76KrmMq0+NYYb3aLm2C1WtvI7x6Y9skVD4YGV3Muk/gaLRfTKNQig2CQaM67T1NkeDFrFuq1Qslqpq83+42H+ytBhBPP4wJgNp7h17SI/8vv+ciNtUv6/50xGm6/5tYVhJo3g/Bv1S9vG9j/+Qs+EUX0fFn50FvX3nHHXx38m3d/2VzY/5dEC2VbLo7xqOiqLwKIeZ0Ky6fNYuWNf0rmf7gWgSd5VGBSFNFc/SlNNgY33CPjwlp5OJPdu3BC1Ke/KIWWEoqiMP0DMPUQpp6VuntzxaKjjLmnto6kncuoPGa7M3Zexnno5YwxnrEgp45JWCU5Sagx0kb88/f2Bo4iyUszIl2ai4MB0X7LFVdm5+wto9fvj4c/r+ejlSPmA0kNqKj5Xuhok2bMv97BXuee4a+ufodmSqxxc5LV/8vy698UMPK95rykrIn7dz7yn833FkLyi/v/7fqPexH5zYJE/KoGO/8dVWKJlOZp2iihF13i0BGZESN47tm16Y6+mtqGml5XVT0pDMVIln3xF7+5jDImEAAj60mtyp1ej2nj/WaFKGCUEKLRqTJbBuEPSOgbkMRHM4K1apxyM/EywhkfdrLPflWf1fpViGgEYGSdjLiAjh0JZ+l5nYPrNgugGc3x8/67oa/xq82CIDKyZlmrLQoMYk3HQEN2TWKqa0+F1TGiv5IOs6k5JtNNhy5P8VbDPWbRV1IGOux88LrUGb71jT/m//vY2z+4taOhvRCKvyBAMak6N62v6IkDiJ9V3f6Dw/lYEHLC+xhrXBHLLbAoMRjnOFjQvSXGEc5Se0F3OjyVb0706IQADfkMlkiZqDaZ0zqKsSipFCbpPAQX1Oxx782cMoZbFPRI4fZdS6WTvWZHWejNqtOJhu+zccYwy4mz7rDNbnKCMRvysRblUI8kCxXXjFF3hL+YjYhfI82eIjEa5yS6rB3ZCmed1V+SwbXEyIp2D3eyAjkxqRIzj9PXtIi/KId39HUkY5yTIhEiFZzyhhVtZwNAPJX5WiGrh7pZFF+58YM7697ZskLd3GMBQPqJ2ky8/0hCa9HgkSOKfcbZnVW2HZrufpsJhptLrTtkBUURjJFJF4/6Jd32QFMNF0J5zNg4eKCOK/FcenV9f1yYxdQdj+fUzvbKMa9xTtDVUenG7MMz9l0OUmChOMYo55yAcYYhKia4OOgUE6VQEc7uGQkx84NmTlyZnXVp29GQGgqkIMhpG07JqA1mddZJN5+AxjB//dMkej3BzQb0XX0eruQcTbc13Zn58cnX/H1CYVJC8a4phuTtAHAwJ759ZU3ujmW1nTWqHNBMQQ9QVEfWFNenaM/E+l44vDAuQI5TAuzdvzh7oHlxFecQLLMQMjZx5FFCNEqdHGPGWF3/wMkRLslVClcMKs04YvOtCuGyxYifHXNuammOz45FFvKMa0zYfIbeKDcwEQDOIGmRtGFNiyUMRUwKrszb961IHK2xk1R8PeICJqu+dzRQiBgLI2CqQiCvZxAMUnCOR8x7x/CBC+7JXH/Orz7KOE3X6IUfbqjovmL03xeYOckjQfFkK/e4RUkKACghCDmCQkDRWdSznCOsM4raKntgRGbl3IpmpVbPCQBQq+cEeYqy4KLEzNV+x4jXLbsjltmxYyGJiIRtB5ZpXX9MZlhx+m+fM0CUI/BxOxYSUNLWH2cqZ1CnVmiBFyrBbrdiwoh+Jl9j5f2EqxEEG2VEZ8nAZhlCjB7RROIcqBT4UZd4JARgYLQEia8j+FB1o0zCE0FkbCwIBotuTHfMApOJ+G8u0y3PGWu+8z/Rhh/e/uXAk36oqP4nk7V9vxv9d8Mqii4T+eLbnr5d3dzz5uHXhQqPAkCuPnTyb+vK4aoOQbugXRbtQTaTujxDE4t6TQCQ9BCKGUy6chAKLDlt34gSQn9RCrftXOgRT5f8rur4n/bWF7tyyoyUIdPwxMk8DN2dFT6XAyDmcj4NJSMoqhPGK48Eku2tyHCBITynOx/etB/hDQfATx8YYwhEhflRCJUP7Ir7RblkiTR2bX9csfLHUjP8uPA0cRAwRqc9Xuv4TNOd/FP773ryY3vu+jgl2PDtddftSMhsZKOpi5zoIifnrmtetXbRodtVOaAAoCue5IUEfXk16EmbAzyUUa37lgB5ZO1pPLBU4ZwCoMjmY1PaipWSYISjOL8HnHxeZqatwdT6HIpWPzejsgnjHBHVg/Eai5qeVhjjACLOp1vExCjDJ6GqP/WjhFDo07iP+kx03z74vz8E8b7HRwxhAGjuTBbEo/M1AQDqNCp2e2HJqG6aQIQnuuMnZrI64RBoNO3xaqFks0XEiXZhfctbltvpMV6Z/XnNXWYU43TcriquuKFEkavRixYhECOOAgMZWSASAptF7+XwQ6HgOmIRAJhPsL+nyiwSbXDAE4r9hVq7Z2di2o5HKLD8/BZbX5bJ8nE2YN/h6oHLzRwuN3O4WMsPrBA951y1kLnayHiX6bmMyhkk6kkr1PQEDmMEikfSK9kmCZJFIVA6WDhjTNsE6GNkXgvZBiutPNlfW7LM1wVaQbhSby9UBmHhhMpWLwFn+DUh4j8I105l3lW1sHvh6Be9UAC9rMunRjhmwEpLMmb27HQ/Pb9bo1oUA0eAaOyg5hwz8usiX/C8nM4y7uCs19oVL1LHGPFqkrylHz5YK0xSwXUMklZROGfLToyvhtLekRRTb9npVZ+zl1S+/ZWisrmtoJ7Zmk9e/ZKTuPrlvLSyxwMASXcnHXOFwxW2f16PyzcP6azqEx86VWa6u+lBNYbiEq9k3HxCgOTSLtlIpTOgJ1ayeimk1V4r0ET+1pPsYK0mjv1gNN6fXpDqHxOJkcQIXQWjW6MQYkqYAIC8JxfpkSUWIZvFjMbBQk5y+1LJggAAIABJREFUWeb2AUBnUHB0HjNFMrg8y1SmUmjFesPitBtYSgj+472bFE+uK47m6Qt+t6qaYX+fp5M8ExmlQYbSsMhJmPE4XEqDDGMclFFDnMRQyhRV5dmvJvqk+x+zKSJI0UQ6bnUipwZkzik5Y7DSDONONI1HbI6Ii4K1tdNKH86/+kU5jjXmyxkmhFxGCNlDCNlPCJmyWiQh5DRCSETIYPRkJpQsp/GkeP93zHHP9XBRCas1h4ij1syIc/SHQk6mEZUFEgMGF1EKGLFR3l91Eg1fj1GPc+IBhD+6Zw19fO+6mB8qBlhobDl3D9wWLe8QbYQyISLAMqs7HUWU8AjwO2RXUJkoVoYTPrcgAovPPGy5q3t40/3LCRmS5fF7Yubw7ceFKLFJiIChkrAxwpTLzRwvcJo9XMyzfW58QhgnLnjR5LnvR8Aws0bkTFgd67PSgczjkl+SFeANlW3mGyrb8Lctp0WhdAKp+5fG9j+uRfwBQFH9/1dR3Z8c/VoQUfir3YyxoDCGPuA3WcXIFRzp9K7B8zlAuxUmymwc95ew0V9g5FEeFNUcAGT6LPePD55ame5LKACU+KJDOUUoxsIB2xo9PIRkbyYKBeqFgsk4eH9RcRcmihO8uKIAWIaPc7bs5C+9srSQy+kmAGSyuoFocDyJBaLHq/sG31Ak4OBILGtHsK4jV2ys9p2nYsA4g4lQBrJ8ei4w0UOJhwCZx+ypX92kF76wIW9YhZIUu5F1X0yt6LCpWJ3JdVScGGXXh6TVTgTctvRdyumV/hi9fs45CqJXOK2hYwzlJldUw0xBd5JiUEWGDM/egp7ednjJmPP4eFUQwrD5rF15I1ZknW1J/5FnV8XSgaAA1C7wIFchAoWAh8Yo766LghcR3zW4IAecoTMo5Brk2KQUIsIpvvHXa/Qz3lOXO2vD84PnsBB6VUQxAPiRSHscc0zfzUNRDdnzOCMuJdzCJEomOvqmpUVpii9wMYgQKEe9jhkSQa7oFTRBPSp61HgQQmCJcrwpJ3p1ev90xXJfVyCYH2eYECIA+DqAizEYhf0jIeTXnPNdk5z3RQAPzPbaJXsEihAd4dRxjqaikqnTXDEmYAyX7aCjZVISiylcGN7mcQCsyMkYS9qJBO5FQsaLhGLEObxIyFQKBaVGylk1UtZ2IlXww6FLUxF7nmlwGw/XjhkUIST05U1F0z3yx60r+bZ9y9VDjVUumyK/RpQBPekRrrORbeTDjUuEfCj2T/W5CQExKbP/pvqVxCdqXzxaYf15P4eU7JMXMpUlD71cpHUfF4lfxwwlKMf8WhDxJ5RVjI5YZqji4m3tkXF2x1hD+GDMsaS0Ds0R4QHEBQPAucgmuFq8gpLz0lo+8gm8jFqMXCWU1NCS1NCSpVBJ9yVGWuw/VGPuaqop0nEBoHAgYVdU5MiuPQvCPTuX0e7WaqUnr0zpRbVNn+iGM8Zl1PLy4oFIj4IJtKehf7KDWHxRV6r+yu2RIAdj3U2cABMLS45FSKL5GMLDYG9q01hp8uhGYNf1WSAnjrrEieQZVoUjDqIiY7yyoa2wZf0+QxrlRIoYQT6nCQbxY0EghVFEEEaALESEjFMdWbyyhZ1xwYu5+kUdQaqmL7r2w7/Nbrx0t7l8S4u15aoXk3kGZXhp0hGLHXDyOR1jDV0VhkIIeCFkYbdDIIZWrMXLThml9NMidj5i6qNt2vM/7oQNdbnMVGWVC76ipD3D1gWf18YyE64903MWKCN0HobwMNbFEEsHrGRa4QBgSVTZmdaOJcXp1QXhIHT6YwacDmA/57yJc+4D+AmAKyc5768A/BxA92xvrSTG8DcevTbRVog9DAAhIzjsyf1Ldc8eT40IOOcK5ToAKMIRrxIhoDrhksNIJhz6LuJiSBNi0aqWcrpFfV4t5Wxh1OL2zvVPKesXHhxZkPuYpTrD9IhR6GW29krPYisgMgGhaA8rzNbtNfmpas9RCoAMcgMIYdCFSPy7A2dKbLDCDwOQwSRaRoSgeK7Zaa5SB5yk6LAKwWWXWi2ZS+xWcSamAQUvSWzznES73VyMlTROutnqMaflcr3OcKJUoAt86YHAG7To+pieMd+1TxUS/pjxwxngHzJ9ADC9EEazAL1FoGqLkOHJwPLNMBf5RywvAqKKSmQyX+aizHRBPqKQEktl7S2XPZMZllajTCLI2RM8voQJ6D+40KSeLhEmgAaq0LJ/gZhzxalDlKOmGd3OY9edZ8kBKFity4JaLxuZkTee/hTFw4JiOYK+qC8rap4PwqBU5PLWxfvzvHt6kQgS90uSXKps7BPynl5S2T1RCYmk+yVdsI9X8BJVoHstgBKsaClIhwAgF3C2dtWBqL5yYEKuSW/GKiZ0n7T3Jx3H08VsIYZ0zs4bsm9fvHJPsCDeWxgeg1aiKK95w/7YxTc8Kb35g48KRo0zQrWgEief/rtf5m1j0BdCCIUBO0bG11UHoPNE3EA8JhARhFAoLGEfmoZHHLqEDHsW/MiEajvq5d9ZQN5+zVPhZX+xw60wneJ4SoSheD6IwBgjqq0WPQIOSy16Jy1ozdTU9E6bPKrKIbhWmDcdgVJAErySd6o+Tz6hqBKU8GkPDCk2jTo+OOrt9QAOjfr98NBrIyCE1AN4K4BvzuW+SkKT+MiFdw/c/ui1//vz5hWXnplqr7dkt8JhCDU6eH3OOQghOOjo+ZW6M7yzHB5VBIBECAoa4Tbn8DiHYghAMdIzspiLS5NUxdBpIPzNmb8VDqyrynzut9fMKSzY5ifMBbluJsYnL+Emxz03zInqpi0Hi/FVGdrUkVD+7uBZzr8sfjYmUT7cFgPgD92/AkAnBMGNla9kaiSn2hA4UY6cO4JMKPD20CjEqKeoNBJMGhKLoiSZ5bIAtDiGs1jPlSSUAwCmGFApQhjS0hdoGcLxtWK9jgze6RCFwh8OtdY+lTzj4BkVqxvtwkupjL65xwYGjWBCAW9vIle5pM0GACJGdPhJCT7i2j4h7SyL4lGVD3TJgaBwCavSMg6YoMJEK4QQYNG6VnvByrbwdz+4WMil7Vk/dxrK9HC/mV5dl550nNRW9+tdHUnEU2n+prc96/dn9WD/f19El33gCabWZy3YPrjFEYEEAAkomE4JMbjuI3bR3qKahM6tELTKm5yysNtKg4OioWAhIjw8bLpiYqAk9Abhuv02+2U96DS2/lwh664XFLQ5y77NAcdNUPf1ZPBOh386cOeOL62+9h4dxRtPXdptHeqOu6sWdomUcnA+OL78QASNiA4RCAMxFDH4ukC4mc5ZnmXm5fU1XVJSK6Rf6lgUf/G5tcaWy3YwKk+kJAKAWe2Yn/7cPXj0vvWF+x7ZPKck7zAUJUxRsirbpFCmVgZweqUXHjovo1aKwYa/XVVZ9QGarfzJ160l17yMMJLQX1wQZHPxKBnvlmy1TQaAve1n5PbuDOmVp+1XEnZeATDBEH5i+wo33xv3L7pwu9XZa7GBolmQnHhJ1sRlBlF2ZqJCUhaOOul9PAiofCKpS5CZM9GnU2yabMCPX7W/DOATnPOIzEEBpGST2k0X3v1sW2is2p6tfkClgMAhHvLEdG9I8vuKeqHDFzILZDcGANlA5JPcowHAJwSKw0nmqaJRMIXCtEbiYSeR+9LDl8+ZH1cvD+SmMoQBwLCL0vlv2ZFJrR7A8/01asz2hK3Z+thlO67Ax5q25DOhxDH43akYNRgZBxYqTnVHGMsd8I1CX3ikNiznwD5Pd1uCWHa1mjUNygWLMtoTqJFWwqXlrHhnrJSFOEwxwCly5mjpHzNCopF05dabV5Xr+nPCTBSJ15GhfOrPvszXfuM75wx0VP6b12u78couO/+H2ry3zy7kn6jNFv9UmeHddGQ5oyIbsxmiHHH1oJAGAaKUH/g7rIDsnn5Px0LK/nDP+ZiLIQwAnEZYXp2Z8uLVyZy0dMNB/9I3b2PFAUM2xCgRuIrQ+PULxcbPX+plX6p1CCEQCCSBcH14giQgIKmggiQCSvuULNrUYMwz7pc4dlkZrMjFsTxvQQSPDsWy4vrSGMIAIDUUSd7TSpb8CgBW3YA+nZJGCfCGcl58LmCcTHu8nvCx3Xf/TS4ULm/NmG1Lkzn9cFciautL5A90VKV3tNRl93ek0jFl0MnI2RHuBOeAQLmSzZt+FAG1Vj5uxwb8t7/vwcxUhvAwnnt0Zfa+RzbN2fCTxWjaCGXBt92tP3lT3jqpkq76y/XJyOWgS9dYwt9/LaIf+GRGFAJUxQ5Ky+teVBN6m0DpoGe2fqNH1xiR/eS2FZlnXlrq+qNacVwBDz21Nk/TFlkdd61Xnt4YNe9cHuz+42klcw4BgEy9kjqGbEnQDhfL5x0WKF9RrmvPFcOc4Xkk0B0G0DDq9wUA2sedcyqAnxBCmgG8HcDthJCrZrpwSXf4t55zd6EQSo0uE7gsAA1KGK8UubnScIxaObL1IdvQZ5PrpHHOI855SMCjfsaCiNMpZ/SBQHe/8NCVMfcoIpa9fszgkys/AQBCjwZSyhPbQl3fEOsNGp2kAAAFJuHJbJ35/w6e7R72jAmD/YBr46c9K9Nr1Iy1Rs0bCSEkrzjxTLOnBns9K79CKaobtLQNAAnRp92h6i+Q3ZIOLFkA9hTskvJ8T9LSZdMwFSlHXHa2XvH4zcfFvvhEoUkMIyzKT0SBGFICVC5vM211wEgtbbMqkt12YknPkedO+ITnI4SIkzw8HlLGmux+8KkXVhYRPP/gKUFPe2rO/Z0wAZ3ZqXl12YLKlm885EQZTYgt6ss6ndbgvXIKN2sorb88RRl4avGEMRE5Inq+tznPIiJhddZCvSuhXw7QogXYE0tDY8CarA2RAzIDtIgg4ZXMIzQM+pbWGCthIphieBKdeuqcNzgnNzded8vpZWtg1jdyYnGGASCIyAtuKAwAQJXpCUnZNxfECvHlFRlraSJ7ZMM4qqTqsONJoFzJFs00F6h75oX5gaqGojidPsLBl6szP/3NWdbRmAluNBURcRCFTDxK7/GM7ucHKJEIZFMaulci0Kp6W/jQP2VgJye8z3rzxRE7fXmw3gztWtdQ9z+3Eb97fEP2oafX5v/09MZghUjNetNXACCphkJTWi95tbcVMaoM+JPIVswDHY5cNt6wLoZ1P9n43m+V6/pzwvw5w38EsIIQsmQoQf0dAH49+gTO+RLO+WLO+WIMSpvexDm/d6YLl9QY/spT1yavrt93qz2DokGl4gnDPFrOeeQzZDtDZJ91Jfm3jiY+6qoVlPK4wyWaiSYughEnuH/vyVHBPbp1ySMybXymwd3x+GKPTXKrKza0WxkuqUUmoROa9JbUgTH8p5cKldoH9r1BaPOMsD9QeLevsmY3Fvxj8xn4n851ia+0b0h7jIASYL2WthfInnSSmp3gTVogF+VGzyw5v+/MeKfV66klWw2X6FkVYfksQUv2UpoY/qJsDcwFJ4hneBiVq9q/m1jSM6OnM/LEwX7KAO4IhfCwmXGeXOiF/7FRYZ/fZPKD8eogr8peTk2P58hzDuT6rMzBXUuPelPV3VqtbNu50Ds0oE+YDyyjSOOJwSHq7k/ZyXXtY8Zr6Mm05b7NRt9jy3JelxF5XUbktNpB5682pHtfWZhq+9jFHneG5oGkL6HBkXBSLg5tIj2L5MWSJ5TKq9K0UNBLmvyqxNwyJr4Swjl5qPG6W17VQh8cJ54xHNf8f9tUO7BupvMEyZOAwbHHCPWEBiOdfGdtccV3V8Trv3eyWv/JFdXu5dcb7pI3uDyYuM2PHBp+/6fnHLUqicZjdlOxUDzgTJ5M98CPUoKfjkj3M1njvkueIkFhrG+JJKtt4f98KofFKxkWr2JYtibCuW92hQWLK1Z/+gIp2Lg0AABdZFitcmsJoWatMbHi7KaqrFUOeVBOgpJe1J1Rc2p+sGT/g3dteN9l5WxjtpiPZ5hzHgK4BYMqEbsB3M0530kI+TAh5MPzua+SeSW/+9xVt6bkaIkwC/fZoaIZ7YtYqAq+NDDIlJm81CEhYJzp/aGZqRDzdsQJtraflLnvpdOs/rw1Lw9NP7NUABjYaaeTJ4/lIkY2oQ1RMd0LLQ4A+wLLvCq1L3tvz4qR+8yGCrlm92WiSBgUGiEfSZI2pPH5s57l8aVapnBFRYsBAOI034nDJB+DdIuSQRcZnhmoyF2Uai+JxFKF7JEaHuY7IZUsPDwelWr+irduveltvzzv9lfVKJ5lYY3XPF7+x3dfKBvemytXeTOGEKOAovvRFbBVJ4x6TRGgk449Qgh4IMa9jJZXLNcklKMwYOSef/AUtfNQ7bz6IglUgQQQutvhNyRax/xNFCjSPaYyPDjdlkQsubE127+rxuLBMNOD49ADG2J4YAMIZQCBQAiPA4CX1ZXefzgvU/nPT9hEZ9O6CEgskMFRcqY7ubBD589bmAPFbVoYqQxzM2UbrgCIBfDfALikjI3MdA8otRrH8YpvnnZ5taUEH7PV4IzZnB8mES37v4sitU4QpLgwKbcWANjyJaqTSETqM7+KqBbJkUPD3/16o//4s6v1MDr6QhWUCNBh6YxHSIduGBfVMbZG1wskdtIikXm9IY0chofe9ay/5UsbSHy5NdIokZWY8M6/Hv6VY2idJIRg1WcvROMteSYd6qbARP3+YRgSo3kWsJggl9TYXGVC359nniXRkmwITUGIFUNAL1NmDiWAIQU//9GGG6x3v3zHqyc3QwA6RQG12YJz/lsAvx332qTJcpzzG2Z73ZJ1kGwof1+gzA5mUfXnT4VYwRGYMjBlFz4CQigoZfZzXcu6P/XQdewHT11k9+etks2A+9LVcSEzUR0C5MhyV2AS2e6lrCur92WqxAKEIT4eA4HPBeQimXAQFIdkoiJQ/GvracbD6boZQykGDcriXdkc77LTgVyy3ev5sa6yrjqUAAnF+cEVj9/86mmknkCcYRYILwZF+VHZ8GbciA3sqymaecmKei1xVlMGE8xsp1Xc/tBm59ffuTzWeah2fiXbRoE4htzsyOnx3h4isSMzLCdwm5KWvajfMxp6A2C4BCgBQMCZAB4JYKPkxjMHqu2+T58zI3eXZ2W/HCmf8mk9YiFnzFjJa7YwKvIxIpQxnAOAc3Jx43W3XFfONqa/gROHM8w50hlP+pwuRbWzOX/151ZbsTWyIMVnZp/xZFxw3vgO+Y+Prer75D9cKz7y1IZ5GcKjQYmAXj9wPDaeVUjAvCMPKHfAlR9973ax6VetuSg8MpQJIcMHGZ0MRQUirb79Cj6TQzXnC1GpDWFgkL/scb9kPF+JEuwcKN34nwyKwHSZRr+d+czygYCDEDbt8WqhZPuQW8++ewDADV9/+u23b7R77t6S7Fg0/hwvIsiGSrBCKdIDc7j2T17Ykn324MoUmSztbp6IiISbF+32+101/E13g5qxRImEDGlR1sbnoLzgpOxzKtrSv+heOeJJpuBgIIgJPv+LioPZlVpG+kHXKun0WFfhjfH2MR7nHW4sSwBOwXmMhmYmUpw1auaoyP2tgZKL0UjNscHwtccJAwcEwkTGCScEUboYE0+J95SE43h6vNO4+9ACxqXyZZIbkm/4TNh+xeM3r/j1+V8/5qYnwfEmbVE+bPrC9wcA3P+nT9xQYdYN/Lj+tANvlo2xcr4MHG5RZfLitFjcWRloDLNaIZsbG5zGP63gTlGbIJ1WCix5cxOpvnSP13rX+kB6KWUSEOiW4yMnj2kv6IopcnXWKwDgYzbpg4axvawro6/vEgov1URen6Em//mJMRuxYGfC4Y7og4ATgUnS8oyGlDN5FGsGOM9V55VVA3rYaTg8oIw7YjSU60yIGsg8EF2m8wBASZJ9qMigV+SyhZ5EGTeXBJzjzsbrbnlp1U+/1li+dibHME3iRMBHtt3nAfAA1P9wy2WfWFed/kxNzJ3gSHFB4Uli0PONltzGf1paMZtrZzoIfnCjlOlqOWMiSbcE0KAZphjyJi+bqSBm3BBlaA0sCDNjLe4gF5E//uPeWNWpycisNyZY8ZEfuZ1PHPYjPyINly0xd3/mMSaFbOS8g2mV7eqpyDFOOCWcvGFxh/1se4VbQTDnNbAYMhhSxDMBXCdCyDnhDhss0UMBJQI8SyxtlmoxlEWgvLL+MSm45Mcb33fbO1/6/m1lbWgazIIX/Kqg5E75m7fc8zyAxf/77Ftv3JJs//Kq2IDZ7yvpmOhLMuVaSnElW/K8vTmVC9L0M1nbQILd/fKWXGtP1dzSz+eItK9GF1Udjl1UdRgPdTdknytURi+FycSkJ4+zx4cf63l2W+aj9a/EAeCMWCcqRH9C9ntS8KVaydMAwOMEuhCqh0MlH3ISMQ6hRnJNDcCBUEvHqR9LidGECSFkgECAOA11S4iEhBBOaaA8k4+XbKcpUo6VtJjbA72sntuE4izzI+FnGMwCPfY4Psdp2bDpi3fkAFz+0iffuyaxrOue2pObV+dCvSjXOIwKTJKYp4jgcr7SHUC3OvmYGEIUAjueX5tt2ddgRpFQtk1Tsc2i+ooBZdWntypuix0cun1jUWi3JlWb4IySQRXEsbcjql6U+o/HbQDQWSNYlwaijn343BF9+dSekf4ethk+94Qo7IqFUU5iQk3elBfnBeeFVJGEhKmnd0/KS2AuARF5SG2fyrY/1cKsOnusPErIHDZSOTnfbWMybdjSgQic45nG626pWfXTr82v5u1R4EQxhkfjPU///ovfOPXyL1ca3vc21Qy8g6gccoLmaARR6IWue5BSlf0hsHTGaz1zh+A+9g0/KuRRtnmdQKQ65VivW3GXRWh0+rNvUmK6M0mwnkoEfi5gwMSqp3u/9DQRn260AGD3XTFIA7kxa18xFKOUJFmqMOjT2Na6MNQBuS8I87kQIQXUepWq/QEL8xEK9Sq15UlKv4WMoS9gXqUKRRMwlKE/YWFQGQOa8hzj6ykcLWIi1XocgaW0qZWu5gtCAEv2Pn3Xhvc9ff3L33+wXO1Mfw/H5yJbti/9A2f+8jsPdC2OP9y14D8rZC8mUW4QMtieTLl5meVMa6i19iejL/3hSrT2VJXV+KIkRIXsjGwKLq46ZHWL6oRFzRY8JoKhTi6wM2KdI9s3PuRLXK6mRwZvpeSDTjI+DBpo3lDWuEI4KoRQapA8c4ns2ssU11QIQZqLwQrZiVcIkdAdSm5HIAUDIWWHAyV/KFDyLgQWgcASJhrK4+FPo8ZxNLixbrdNwvKbiyktf/XbnvjIjeVuZzKcaGoSw9j4rz/YtfDGB9bs+dWp1yoLCmmRMJOyQZ4hAUHlNXssVBSn/AYY43j0lxfkmhoXW+U0hAHAWJAZ6dfqooxU1ZBmE8oqKwGIGIFIEa+6tHEc/YFAjRdHKEyEAkLtREaTfGqP7e9OjMxTYn1BlpZmNXltX0w7s9OWF+eFqEcLlVUDunp6txl26oH7bE027FPg/rE6471cmQ079YDIHMqGnpm1xI2wpIoqerygGalcyatSTgSJc04eLX87E3GiJdAN4yPb7vOuefyh6x9tqlkSJaWH0QWLdRMdQ+uL3upURc8dmtbN+Lt/pbn7/91XC/m5e07nAkaCEeKDSgVsPslSnQ5/giNOqRCZFBNYWAgn3DfnnLP9nSNSj9LARPNhbWVeynBn5L1xGWKFDKlB5+Yai8dXWVwVaMQrZE7WWtyWacQ73TCbDSJ+sBDmu70glw0DVxUjLDX4jPRFSoFwfDWfeYASgp1pq+TqF+MhEMCUgl/9aMMN0zo3ygIyb2m1sqFchRQAAB8956cRgL9lnSv/FcDPMEqfUiawNstu7gV/8lrfd75wbg6MlKQYxVQgYPivSx7MbrT6RkKfuwp22BEYY3acZxud2bcnDmoxwSe2EFSkqJc7SUunNxq98tZMnd8Z6OI7UgdmDG9aAsMON5Zfp+Ym9SCJQwYyMNhhq8RghM+ZwBQFAaZBVOLFQBEYLla7sw+G5d6gAJVq4VtXPn7zH351/tebytnWBLyODd7ZYN1n7vxZvn/5PRHD56hHPk4YkQCAMCIo1x7Ie99cP2k/bGuqc/M5o6R6npPhpGu25Rd9+PmR/scZEDTHx9AjpMp8YF+9J5CXZTSihYq3O0lS7v4MIgJl+YDUfc9aqeL9f5oVV1+wXSNKy0yI+5Ma+ELqyEZarClKYk1RAgAx2TV2jMwiNEhMn5Y4lxYVi7pjhV4TZKKjrcQgWxqvu+WfVv30a58tc0Oj23xd8YKPBh/6430tAC7p+/dT3ui3kx8G7bQGAMAIcj9qNuz1NSD65MHDZ+7yjXITw0LusQYjJAI5cg9VC8SC2+2NGLaCRrHyffXpVTcsjfOIQ7FkG4OVXgFA55zzQ78/6Mnd6Rnnl4sWdZu/378ov0DDpPOULoJgyOusiyBLTW4BHDVTnD8TIs4ZQEo2uOKSYOzo14rrKpyyUMyGIQtM1Vj4DIBjrvF/vNIkjkklIVqzt4/W7L0Qg2LII3ThCjo150YUyp3wyPCZC/+QeVN1yxgOYG+kRmfpnZmVSrqokwBXx5vSt1TttBbIBckWBsWJL00cil2VOqAv19LSlakD+MqyJ83ZRkrWqTmzLVCOSS1yxku/zVpn9pfVizAMRYgEW3GePub6wydIAt10MCv2c6Ny/6cijScild3Lh8qTU8oMTDFkBan8af2LL9nhrP3CAyYRjjyIsEPn0uK0qy7vzQm2E8n1GTf1989J2qZ+XYhFhIiAtr5fjl+/04xfv0vTTu+gC//nt6J8Rs+s+M9CnUOjA3bZis6MBp3C4J4PRCUkkhock3KvnJPbjqX+MOczHycKkh/f/nDtf22r1TdFfytU8EHvYkjAD/RN6WkkZZ7RGHxeq/uRLUpj5nA/5ELsZCNrLlU9KhNc+IPNwYabT4rLhgTFkgGARCGzX7lrn9zxUh8eueTHoff1R2a10aYUWFvTpYfHKA8r5JMk388Tfb50TMarIYUnHWv94RMigW42oDVXG1ZPAAAgAElEQVR7twNYzjpXvgfAV2XCJ939PLB7Y6GtP1lWnvAnzn0y/Y4Feyd4ns+zupTzrC4FALKhgD5fNcZLo+13YwVb9NWU5AnVcOfsvc4ziQzmQpQbpZ/r3CkKppQDtuxVe5H4awBvPiYNvs6pEHOFWbG/AOCt+f7ly0nAf059soEsyQb8YHwsVy+n8he2biqrMdxw3l5381d/o1FpbPeT6ovEvuXlES9s7unatKCzEfcqAUFUIBEPqYt656g2ctL6Hms673CpQCodYSqVyfmAsclIW+UAIZzj4cbrbqle9dOvlT3cCwC8BMVKhipV5QBEAMJpSsEe96j8++3/2fdfp3yVZfFtr5m+N9zZ7cvrayZUpvr6FTwTcVK2CB/jASp1109KyoQITP+2yOof+jmjENdcHBsTDgm9CI986JH0ou6WeJ4Ci5TZJe4OY5Hl0pc7eGaRXr7PN4yIT19c5GhAj+E2bkh/+L7rX/7+b45Jg+QE9wxPaLRm7w8BJAB8xSL+hEkzoRcEQsq3a73pzGczNy7ZOaMRa4kRqhVPejZdndmZryjuK1hexIEK0dNSonfUHsuTlLy2zzU8h5W3VxBS+hiiLfpiOUTMp0JKLfzF2574yEeOVXuETX+ciDAr9u83qvdvjHR+uZBy9o7/O6GMiFI4bfnV+aD2tIP+qd/8hUq1mZuIbelIZvYnsvmDdjF/0C5GEQcvivmjNYQBgMgACQgJ9ttljejQhFuW+ZiK0THUFSUxzsnWY9ESBxAxOu0xB7yBc77ptWwIDyP50e1B6tPb36+tZwuIQrdORoWIVRKUyzEc8RAVmuNWTWIIj4ftSeqX1j/m333bzvy9/95YaN2ZYbvuPuAs7W2Jzyfz4IIlbXarE5S0zPlkYGXwDEf8WG1eBymJphTc86MNN6SOVZtEYNMerxZeFWMYAGjNXi7U7vt4jIapSur9SgAbGZmnL9qvvuvUrWUJFbx78wuZW1e+OOsdoy6EODPeZa81+/UVRlZ5PFPb3R7Mv1rUCrWgtARaWZNbSBkIYTVqkcYClLxq3lQgBEipha9dufXmY8Nt+jNNYkqYyf33W1c9tY5K4d+CspE+oBk+Lrn2UV0QSm90JVe3BWd892eSYM5+OjA2dVnq+h5dXd+ju+2mA044HGFeT4+mPEKi8hJvyfxucUqYqewxG6+DIKc2XnfLv5S9mT/TJKZF8m+2dyRvfPAKSa0+jYqxg6P/9t7vwq5dKpTcWGQ8hK0WijWyMmvye5LK8sCP+82u/+0xfv3WP9E99+zLN3vmvDaeMTnC5Svb7VxQemN1NHgZ1liFCmZ4DLevssBkTQif/dGGG46BEX780iReNWN4GJsX7S+ctXjPVdWCuypO/Z3DFsf9uzeXnEdw+Zrd+X9Y+9y8QiciYUo+FJXuQD3q7pqPKA54ur9QOjrN0lcbC8WiR8s8yYyGLEQ0LjtPHgv+8ImqJjEXxD9z739SMbKoFH4fQ3zi5saFxSgSSvp8rIU97Jw7fyyItnfUkzRlIEFOEdlh/ahlBnmBgqUlcErK5v0GULZcJsV0FSr5x7TqFOfk7xuvu+XcY9BOKdQkOIAHCSHbCSEfLOPtvirQ9P+3zbQ+s1RUqt5PBK0AAKHP0NkUlXT94ZxBV/L5BYp61MlfIoCBlqL0StvRr69BBAy4Au7fV5cxxLJnjpYcmkCFw0UpLJZ3thkDQwqXSoR9r+wNDdEkpjteLbzqxvAwTlm0f++5ixvX1Qru1SYJ+tIFo+SJWhWqM2/23Hl2l73J6NNkOn3C0MM9C/IP9TTkH+hemN7aV+sURkkHtgRGZplSlHVaAsLbNCCkPMvr++sa7b+u3HNMe60le0ldDH5f1kZOoAp080X8tl8F8c/cewOVwkVEjJ5vP1hb8s0rC0SI86QOSGsHVGljn4kZKEnOnkSQfmxRZuCxRZn0YwszYd+RCG/UYQZQGaQV6fImj5bJM6zEHLXh1AOCoLrHJDFnEIRwTn7XeN0tZVQYmb763JDSRCUhZNuoYzJj92zO+WYAbwJwMyHkvPLd86sH3fi7O0QpbotK5dd3/k5J85IV/x4EIRQynZ+yAiEU3KmJR5E4bT6TGwC/a6rKPNyczP32QHV6d5820rfzgYBthxY4DapkHzvCQWnR51ritl4rfSzbjMn+++7a8L5rytkGwfErrXbcGMPDOHXRvl+8YcnuSibxz3LKSzp5/3L36pLshBXCsauYmJLicLBosjMTXebFqUPmpVWt8fOSHdrBfML9fdeiTDGisFhoPd5fU3Y+k0RKL94dcQKZMiwxsqLi4xgurkClWnjj2574yEfL2sifjeE5IX7brw4lPvvLM9yidqUs+x2lvHa+I0ELu1IlScSKAHW6elGBKwfxC1rsxAUtdvyCVjsKpSj9TEOWFSm47YvpRxd3szL3dqoxsLC0Q5ZzgNJBs8eszJW3vNUEEKOc/OHBCnQz0iR6Oeenjjq+PeE6nLcP/d8N4JcAjpkixrGGpn880o1P3vLg592lCuWPlnpSGwhKsyZITNcO5eQpN9iPH05lV+qivURVYicZQlzwE9KjTXWFF7vNwI8IF5Rs1OOxssfcWRkS6ABAIAQUouEfQ+/wEH/4zjs33DCrkt9Hiz97hueIpv/7sc9ymSeZzH5dKoWwD2x+oSQGKCHA6UZ3fJcTn1RyaYmep0/21Y7Z1a2z+9TLqlvsJ/oWZCVK+OZYn33I0co6WA0xLLlaiDDqWdxU1XhM992EAKoQvqts18efaRJHi2v33fLEe1o/VGcYzsdFMSwJRzW14VBorOmZkAl/NJBOyijBy8kpN7Cy5kt8VLBHqc4L8bMOWZnnG9JBXgvti5qr0k8sKXsBiygsrabkaN9fYmFvXDym3mEAwPpyXny+NAlCiEEIiQ3/DOASADvKec/HA/5571cG/r3tvy/SBJwhUX5w5nfMDM4ZamRakvGqURkvtteKeX9y6+jiRT1Wt4eR+vECARbpMJyixV7srMwmiKZzEpVd0YSXkZluilR6ttcqu9NsNGSBSQT80rI1QDhA2fTHq4RjKq02VzT99d/mAFy59L//YxUP+b0kJCfNJ/K/JJYpmfEvUqBScMy+UImSkyhLnBLvig/4Ck/IY/mOF6dareHQzYuZVK5Bc8om/yKTEruZxmGxnhN5PwcpcSzKcQXk00aUzymhW1BDr6gwz5FY4IvcrMw/iy0lbW4s/mzwzgvvOHDTl+5e8bWvRFH4fceR38HnkRmdWNHjEYGXbI6SNvVZbK+VoSuzE8acunJAyjxfn7NPbxsT1o+f1xIfrmZsrO02w34ZYoU//u0lAY8AzsikpWhLBUnz3dBV5yRVNROiiKNQ1JhTVKJiUQ1cR4k8T2ZBIHJJDtpWl7Kx0eAoRdGNagC/JIO7BhHAXZzz8tKxjiN88fB/Pw9g6ScW/PX/8Rm+HHFy1HxfDo6YIJasb5n0/7d35vFRVXf//3zvMmuSyU4ICRB2FBUErNaqdW2tVp+ndd9al9a2WpfSxT59fn3ap5sLtYq1+tTWoigIaF1L3RcQVBZBBAWBsCYEss0+c+cu398fIRhgMjOZ3EkmyXnzOi+SzL3nfm9yzz3f8z3fxS2/vqsi+h/j9h0hkyQBMcQTgMvR9efDXHBWsOSUCChS4f3Yb0XHeKVcFrDI6Yxhsr1xGEBHtdBWXeLmuGS0Jsj062QEE2SGDIkNhj6zhDfZfc2u5Gs55rxWhjupv2XWJgCTxtz/x4th4GEyqTSbfgoUe/OEVjo0rA6VGwVeXXZKFpiB+mih2ax5ox7ZUKYUtRyxSu6qGpxa3ujbHC7SJxYEbZ2cOimSc1sIwWJA4p7nwLMsYPP62khbk083dFkyLVm2mBQmKEyQD/yS5APtoPOmHMOytb+442Ybb+EIaKiHoNvAJVtu1gFcsWj8n/9L15VF8bhjZjbRYQ5fzP4tyOqIj1sdOpUmVFDHVrr/3VHtckHC4Z3cfIR/K3V5YziHRaS2N+r8pWduz0llTO1Px/qLPJHcVt2Us3vAW1sL9O31IyKGrpBpyjIzKQRSJGJZlkDo2GWUgM9zwiYMirW1F+Q0iI57aUhi5noAx9kizADmrj1zHrmj5pZHLfCDCRM3WFlUVWMYlgW2dY4t4hLPu42xwBeHB30Sdcwdb+wqC5LllHxK8nKNXefYSpep5GoDfEtI1iqdao6r5GYnfEBnPN/gCrQniDWTJMOSVKtjzMoEkqhjz0hFl/HKYMSgXf4/9Y+9b5f8ycjXPMMDQhnupP7WWYvHzPnj06zw/yOdfkEWOdKf1UF5QdD6Ysle2wNgZhS2OPdqbt4ZK9R0Q0lYID6tvCFja2+b7jKA3CjDO2OF0VpPOGcZKyQCYMGCnNmANXRg45oxweamEpelUMff4mBxzDTX0tBABq7uhbjpEX7BtnLJlpt3ADhh0bgHT9MSyhOJhKOmJ+fXXro+4/GdKVKBCXaaanxNRXs87Jak4oTiPWq/z1EWy+gZJmfuFphcE1HRlv643kCS1aMnvLGxRNu+rTahEBUSoVhCh1Wug+67Mkwyo5p8xW2Ba9qzlzY1HT7DAzRCKg+5c88cE8D37qi55ecm80LNwtk9WcSSEgu5JLftO52JSLXvhW2O9gq37rR0r6QylFoPMrL2ehQohmlBkexXiEd7TGd9mKHmMEqvp+lR98WIn97j9Ps1tViCdPBvkW6aZTDiSMwl4JlsZc2ITjeJPGRAKcMAUH/LLAbwv2Pm/PEetvgx0uki4vRRsSWeuKWzJDlzkMeuKeY1Tize7wKSr1RTETfUBDPc9sb1dpDog4nCklhK57qixSV8vHJcoL2tsIAVKurpU0cJBGUNR2+YfXvO/aeGamGNXHLJ1pveAVC7cOyDN8U1x92GoWQwkVmQXLlx8yEVsMqMguIZu3q8CHWOCHkS+91wVNrvjug4o8HLi0YcYo22G8tIX8rAsoDduypju3cNtxwyvKqEtMUTDjmfgXBcufBW/zX/yl7SDGCCmduEPEOSO/fMaQdwzs9qbjnOYF6kW5iQiU6Wy0JZCcNBVbLD01MHIpcEaXMYsTovbPFl7ooqAyHDipQ65JxlmbGQWQrT7WEyn2twhWK6Wkygkp6+QjQkXlwZnXttFiL2CAIg9WNhjVTkbQBdOupvmRWrv23WJezkMZZqreY043DL/kplR6woJ85+Ewra1WYtu2C40ysafGuDpTmpzTzMGbH9BXA4XrP7utKRsIr335jsf+eVaVZbsMjHSjdbbyasbv98JiwpgR8AyHnwEiAC6HLJpdtuetDt1oo8nthDkpSuQIeE5tfH5SwAJt5QlFXfnrp2NfzJsJykPJIr49DjjpzGjzu88W5/75YFbPlsRGTFsqnxfQ3D3Q4Z3U7yhtn9sjEclx9lxoreypoOBjJJrSbIkrv2zPnojw1zJrplXKYQp7Xwm4arIFeyJEw5q10iVQJGeEwH99afphsMtnI6Xp0SpZzDN/pl/Z5P3cEFOwrluO4o7s4wZaH7zBoJ6LssWL/opaiZQcjbALoBqwx3Un/LrB31t8+ayU4+g5WOFDnJcKka6txB27ddAcAjm9gZzW5yBQB/wpOTClEuuWf1SLPBTUcqNf42Dy9/eYp/+ZvHIhjzFkPu3tZFBnTJQGPnGCYTphTBYlhgWIAcw48+ufv2JzfMvr1vVFEbUqsR0Q4i+piI1hHR6hxJOiC5ZMvN5uX1P/iB1xsf5nbH30gVTFF87N6cBZJZMSVrf1PPhNbCXLmWW5zb2UB2HGltNwxg44bRoffenaq3N5d7HQp3u8PFDEQ1ebNEHb6hzEAoJi9JGBQFgHBcfs80pRty6R5xuDyiAl1uuWvPnIUOCWUumX8jUYp0p5KWs8WrixRn1MzO8lzigLw7jtxEveb4KXNQcgPSey2KducnnvDze7yqYTqKUu3O6tCbLHz+d0tAb9CQWAcABsyYAfOEVdHHP7Zd+KSkzjHcn8F1A85Nojvqb531FoARY+7/449Ip9+RRYe80OO6EyFD5TJH9tWsuoMImF68z7sr6uWY6dAnFrb3SOn2yEZOJv39misx1hPKqXXY0UWlaNpTbGxeNyqiseIDUXGypRYZSEg63rNUnMQKHJKOlaYbJ8MCSwlsh44/EWGeFEMIjNgnd99+fy7lPwR7rb+nM3OLbb0NMi7ZcnMrgLMWjXtwRkJXFmmao+7wY7Rmb86qppWfva2ILaD1rTp/2ek9C4hTy6KyFZMge+zVW62wDCUH6RC7QtLn5tK4JuPTjXX+WLigSJG5UE1S9MOygLgubwZAHqc5Ia7LuxyKNZYIiCekFt2QnjcZt0Y16STDxByJ+JTbAtf02YwmfIb7hjv3zGEAv7yj5pa7TOanEhbO58MVMJZzEvsCAKWqU94fUbFXj8VnlpgupYdmnoTFCQC2G8MIOXBG7to/AQkDcCgdWSBe3eeIrmlzkMSKG4Az2dOvw2ixYG1WoZ7cEdbDjU7IVQbMmAnzUwPGRQSpNI7EfRbM/14VfXxfLu/hiHvK0wC6AW8ZPpz6W2fdyw4ushzWPKbPFbWygpCVC0W4EyJgpCdCYVOhfzeNCmwMlmVs7T3O11ywN+62/QlxS7m3jUx2BcydWyu0t56fFl6/dqyiQfWlKmzEChymE6dKOj6Q4tgGRhMsQIngIjmBcSAskCwYkoVHZAs/zLX8RwqYpgls5ZKtN62+aueNYwq80etVVT/EFcYztq1Hvqo9hSSgaPru4pbXxgba368NsZHZ60F2mgi8N8p2tx1t3sSA4sxtOkR3UdQbiajWyg8m+deunMJ6zFusyN1nAJAkwO0wJwLgcFx5zbRoOxHLkbiy5MbmaysYPAsMiVnaoun0le+3XNunZZ8tTt0E9nLnnjmRexrmfN0tY7JD4g1dX4qSZOTE3a8TIgnVDq9rVbsU2RBAIGykKqNzKD7Vfufy/TGySh1yzgLUgY7iG58FXbHFuxyh339SqK9t9XgOKMLdokIplyEdm0BingGzhUAFBoywhkShAfPLEqhNAq23YN62Kvr4O7mU/wjy2E1i0FiGu1J/yywdwDVj5vzxZ2zyItLpSyOLgzrQs0CQbJhe3KwC8FkMvLS3LnB25S6fM00efbdsYnlbWWC4a49taVo2hYv0qb6WXOZXBACc6GsqvGPTVyXIPfjdSiAmVEsGngTjHTWCvzHgMmX8QTbxpw2zb48AyGl6l2R0Ft1IQ/lhrg9/TVLVigG8Sh17Pv+XrOqV4FAu3XbTo4vG//kfDtW4J645bjVNWXFURHLi1tQVtchA+dnbfADQ/l6N5h4VUFzVobQ7NY7qsK2ysQW4wvB076VrD4rTkJrbfTEYzuL0oXQdEAGqbNVFNGWWRHxhKKbeBfDbfy79xyKT5T/cFrhmLYBQTgVPgnCF6D/u3DNnE4BjflZzy3m6xf8wmCrUPrL4VTsKvACwI6yzS4mFxxUgra9yrQfe3RHLrHBKtu3C1kecwUon5TS1GgBsCTu1rUEU90RwGXKhDrPRhPmqBetOBkwJ0t0M/tACz18dncsA1uRK5lTka57hQWcZ7kr9LbP21t8+6xR28skXT/7ks768tkTA+cO3+5o1F7+4t85vptnOs3vZ2hQviNrcZVKGuWKS1xHv8dNtuTAWjDUgTLZk3Gq6sEBimEwYnws5Mya9E2La8q4ATmbm4wGcC+AmIjq1T+9hgHLJlpv5svof/NjjiZcfc817T0nu3FpJD6fkpD1OR1lYbn2zLhJvLEy5gpXcuq2uTfGXRsecXi1n28xdqahu7bH/pKqwQ5F5lmnRvYrMtztV/pSIyiTiL+dAxIwRAXT9y1175vzr3sY5lTIl7ihRsgtyy5ZCWSWViwpWtar61jCSVoPtRCbA4MwtyenQTKBQUXJqFe6kUJZ6/F4gEFQot30QnXulBOkOBfJfFcjXAxiVAxF7AANSmtZPDErL8OHU3zprBTDr2Llrv/6dLxTtu3ei15+zqNfDqfFEqMazvXiVv0KP6o4YAEwrbi4qUg+djwplXXl9f03g6KLWouGuWK/e4tujBeYXS5tyVtnucCZXtMRXN9T03DeZMA4W3iDGCtlEFQFbNtxz+9YciJi5SDaMReaOQE5m3k9EzwI4AcDS3vc8NLhky80BAJdvfeyC37rGti0qmL73KEriz5oLJCej7IztXj2ooPWtOj+ppuSqDbo9o/yHTEhqSUxpe6MuqHgTatGJDb3yy2cLcHxaQCjMefVYAEDZ8Oxi2yTiSoAaDJNm6yaiBKJb/dcss1m8HiEsw/nBnxofuuvy6ovv8+nxf4xzei/zyEqfrUQqHW4V7Fbfaw2FSh0MVYI0xnvkHkvU5MiWiElj3OSTe+nqu87vDFQ4qE/m2AJFciMLPV5CRx0GC/wUw2wlSJ5V0cdet13AHkCUvz7DQ0IZ7uTb01585IFV3/zb+nD5facUN95U5YzmLFr9cGZ2uE+oEUPC9khJfIqv9ZAAvxNK9xUAwNvNIwLDXZkX7UjGnlhhpC6HxTYO5+iq/YmMlGHGQRO4pKEBgJeADRvuub1P/Qy7hQHqpSRE5AUgMXPowNfnAPhfG6Qbcoz71gsbARy9bf75/+E5ev/fPJNbyvrq2mqRgc7AupbXxgY8o/yHjEnVp1HpmduLtP1ey9QkyM7sjU7xZ8ZGfYWxnLs0dVJYEsrIpYkZB93/dYMSpoXtAKK3+q95NYfiZQwDIs9wHrGgcbEG4Iorqi/+WYXiWDzW5f2Cksuk2YdR7SgsBIB98ZhR49bhOOzSxxZbxQCwMSDHR3t6XhOgk7AOFMlqn82vLpkkmUw2WU75sDMYnVklGAwD5mcneL7lZvCS1dF5+THHAqA0bqP9xaB2k0jGD2c+w5cet+TWZ5vHVCxpGfVy2Ozb9cC7rTWRwxXhrhxV2FYY0LOXaXO4SD+ppKnPBioA1JVklnZV0rBRiuFdOYQfs4F3LQXXWgoW5Vi8ntH7ALphAN4loo8ArATwL2Z+OSeyDhHGXvHSc+HV1RVtL0z4pbanMKdBOofDDJScvKvbxamzMiKFVlVn7ZLEFuDc4erTl5DDG89oOzthSMFIXF4ZiMg3x3XpJSIUO1Vr0/3Fj+U8f3mmiHjX/GN+4+Ld9+968sRVYf+pO7Torr6+fpFDjx6uCHdFliytN3mHNwScAaecizJZ3eNRKO17jwHEkXg9Bu3JOBJzTFjrZMgbCfS9PhAxMyh/3SSGnDLcyU0z/tl+/pTXzp2/d+LR77RXbzT6wL/sxb11wTpP6tLLla6YtDlUFs42Ero14YkrOXigIikyPqmZRIBaYDKxggxcwA7cJkkYTha2k4knbRSz1/S26AYz1zPzcQfa0cz8u9xLPfgZf/1zXHfRy78JvF3na391zBOGvxem2Azxv1ej+T+oDcme7lOrAkDBtH0ebZ8nq0EXnz8+7MpQOe0JZgp3a6LMXnaGSZ8mDJolSXSaLGEKW9htWrT8Vv+3+safIx1pMkmIbBL9y7zGRcvu3vH4qJXh9u/u07WUPr12EDF0+K1gYJQHhamOm1TIvq1RDmWjEAcSQLFqv1XYSPOwZlLx2YS5z4L1OsN6QoF8NQCLwQEGz7VFSLsQ2STyk+/NePYTAFP+/uGFF0wrbP771MKW8lxdS5EseVyBP+3Ed0LpvoK9Ma/5aaQ4ckZ5Q8YD7732yviJJU0pXwTZ8OT2SYG36kc7/3rGy65kgzKjOUcCmV58R45AkRL4wcZ7bn/Rbjl7DUM4IeY54697TgNw9da5F97hHOl/uuCEhhMlR25eoI7hIVV2G2mDVxSvDkmxqG3ZqIBvxm6fnGExSn17AbuaFCc89tYD0MIu/e3Fp8mnX/YWO9yJJK5gmS38vS7zC9DkvxgmPXNzy7cvsVVIG2AQjsh1K8g75jYsfOTy6ov/1piI3TfW5b2pSFZz4p7okWVoBMktp38ophZbhXtiiGsG5CpXZgFqcQP4NOgKVDrt9RU2mTHpqLb4x/U+zZ1QkvbNGUyzKpRhEqTfJZD4rQ5j7KroY31S+KZH5LHP8JC1DB/O9cc//8Lx41dULGga/8td8YKcVKs5d9hO75KmukAmxw53R+RpRS2F26MFaR1swoaEle2V4ZNK9idVVnvDW/trwne+cJrvgw11rse2HZ1U9gnFba4bZq4OXDdjTeDb0z/0X3bcR4Fanz9pmUrLiatBKLVXSvsQ5ZgHBuO+/XxD7RnvnNT67ORTIx8N25OLa3hGB6R4Y6FlhNIbbiWnidJTdvoCK0ZllGIs9pejgp5/VZHTk7A1g4ShKdY7T58qtTeXSh++Ot1IZvySZIumnb46MPXLawJTT/swcOypawPDx+yJAUe+alyqOUWWcLKdMtqJsAwPDBY0LuZH9jx16/posOKTWOi1RPfVgbOGSIJseQt3x5DRzkWNGy6STE3PQJbtYUmvDxdYlU7V9qC58pHR0FTnbtfFkzf7IqaVdBuqxiUnRno5UOvlQK2H/RUuK0RJKqJLIFmBcguDc1RxzwbydJIlFpawI/jzqm+6a1zhx08rafimT0nYbnp4dd/IwDnDuvdD7IpuERriXnO0J5x0Nf1mS3VwWlFrYUkOCopsDJRq31rwH05N64i3kcjA/G89ox3ty6wYQn24SH+nYWTklc/GuRoChY7Jw5rjm3ZW/ubd//7vO+2W1Q4KSmp56um3pjxm+bM/WcPMM/pIJEGG1C/62k3eaXvvdo0K2B6I1r5sZNx30h6XpGQ2gbe+XhcoO2t70vGtfVRqOl6rspwe+9OoWYaE9188Udu1ZdTB8fml85b7a47elVEuVCMhs39fSWjHJyOlxm3V3qKyUCKRkD+6cM3Pv2C3rHZQTWP5Bvn3KY/5jXmZGK95yFXVl0yrUp0L65ye8WSz+23Y1FHliRlljsx2vhtiiBcratI4Ht0EPmx3B8sccpGUCzfh4oT/olGfHA4YfXsAACAASURBVByfW81hxpqPq5RMXJItZrTpVnRv3NT3aVwgA5ZD5vDeRGL86ujjrfYL23um10r83o9Sxy46fxTrlzErLMNJuHnmM7H/OOaVi59qGj/uzbaaDzXL3l/T6RW7fCvbhkUyOVaVGPWR4m6tTV8qaSzaq9m8zwpgd7TA/P5zX3N0KsIAYLGCn7xylhzNsGLsmIKgeu3EDcVPff0516uXz5e+cvTWF/NVEQY+L7qRh4tWQRrGXLLkweDSUUXtL4/9u97itjVcueSUXa62N+syrjjnHuv3GN1UZHce1ybHFSmjsd8T2AI+XnpMtKsiDADLl3yhONruzagapuIwqby2pWjGVz4suOAHL9HMsz5sPP7kTy61W1a7YAjL8EDlicZFa2fvnDdhZcR/ZWMibut2foGsYmfYQREjMw++KhdcO6NW0gA1VQYqnFp2AQFpiKpG8Bu1nxyyUB0n71NclVpGu8cSEcodsueYIofvrAqnPLNEtaqcyq35qggDOOgmkar1F0IZTsH3Zzxbf9ZRb05/fO+kmSv8VfV29atKwFhvu3dzqCQjJfbk0r3F3ZVrdsiAQzaUUHrXxoxpSzj5e/8612r3Fx6xPN29t0y5Z/2MtIrB1rAv/tr+kR9qpoSEJWFRw4RZFx+/5DLbhMwF6QpuiF2UvGb89c+Zoy947Yb2l8eV+N+oe8GM2Dcmys/ZVtTyxpiM0qZ46trV4Icjuh0jrh9uKI6G3LYGodV/OD746eqjjrCKMyt494Uvqqae+lVvaIoV3O/7wNA6zN+hZt+6qN87tnbOvB12ymk3IpvEwOaxhoXzf7t9bunqcPtPWvRERou2TChTXfKGgJLQM9jMkQnwqGZStz4AGFNoKe16IiMFNVNCMCOXT95YlCzd8flVm3whtlJmqDGYsV8zt/p1KwAAYcPSGuPWxEf2PTzPTjlzgsgmMXC5cfpzq780aenYxxonXbMxXGLLoChzJqBIhtIU96Qdrk7ZxMZQWbeT6zhPSF4TKLclWjdmyvjhG2cndjWWd6tJLF52XNFb+2uOuJ5mSnh9/8i1D28/5pQJ41a5v3Ls69P/vnPKlH/sPPrMa094/l475Ms1wjI88Bl/3fOhUee+cWHbCxMnht4f8RGb9mxvlp1RX9z+fm1GPsGOmmC3rkQkA/yNXU4jodjyRO39bIR/1Zszug20bdtXLm9ZOSmp3LGAp7VtV8WP2veUK8N+//SJ7Q3lpa07K6+KB93Hj3xgXt4/8cIyPDh4tGHh7E/joaKPooG5EdOwxaG4yuFxrm6njObFWje8++JWtwrxjJKErzVh2jLHhk1Lu+S4z7xqNxOKLAHnTd3pSlhHWl9iJpu7osa8bRGz/N6Gh8bfufsvxVsjxiUNcWvUo/sf3mmHfDlHStP6CeEz3EMeWPVNKldjd55S0vijame019k4XmoaHTq/akfaDBC7owVmpTMsO1PE4S5trQ6eWtaYddoXkwmzVpweeWP1xCOq9xyOrzDCz165mCucMQkAPgsXR99qrv3P75/0TF4k5M+GwuIaPv6U1D7DS1/6qfBBHGBse/L8cz1HNc/1HN1c2du+4nu9rPo0kj3dzpsHCa2u0gpnNHWrFMcWjY36WtArH+f2htLgK0+eXZTJLPLVq18OFQ9vLwQ6Uq8Fm0rvNTTlxwNB6U1GFY3layi1z/A9LHyGBxpXVF88rExxLB7n8p6i2lC0w5SCkWQV6Q5nQ4ACdZ7k2RwAwK8BDbECyy1nL1TMZPPc4+ulcoTSrtCXBseG928vPFgttylurgsYfNY/9j+cv24QaZg+SuIPfp56x079fkL4DA8EfjjzGb586pKfPbd/TOmLzaOfCxpqryaS84btKDzcfzigK3jLXxZp7xJoXusJy8vbu996BYBpvn1FO6KF6Wfpbrh7/cxAJoowAARCXvrlilPiALDWX9H68r7RNQNZEQYgnBAHKWOvfOnfw6d9MKz1+YmztF1FvXJPcA2PUPu7owPWYXl8oy+Mjmsrqg6JBLckSjkW3Zds8wQj3qx3msKtBdFXF5yZkSIMAO/885RCPa5aRkJm/57yC6tnL5g1UBXhToSbxOBjfuPifQ/sevLUVWH/F7ZrkV67JwY0pytqHvo4+BMwmzVEuxoDJxayL5zCKF3sBCSKJTPYZkTCYj5laqOViSIMAKcWbSuIqkYQAHbHzIX3NT40bSArwgfJU8uwUIaz5OaZ/wxdeMyr/7mgacKEt9pGrNOzLAtKBBSpmhsALIvxhr881My6MbVot7cVmrkyWHLQsX+YI5Yyx1OhYiJkKKyZPf+zPlY/2T//7ek9ShuzYtNo16Ld499c3lp93G0nL8q/nIbZIGbXQcuYi/99b2DpaF/7K2MfNdpdWW/Flp+z1Ret7xiX8aXVhvG/0yLuj4pd6utVamzOlEBnOrOiY5u8sXpfymA+x/c3+OIRV48DYOMhV+L1+Wd62Mp8cyoW8WL7ujH/DjaV/rTmvidf6Ok18xErTRMMXJ5oXLTynh3zxn4Qbr+mKRHPetFYqjrljUEKAkDMAIIG/MO9mlxXFPckwKHogSWrKgFNGqe8zmSf6WpJGJmVXO2CyYwpR7Vqo6XmHgUyXHpBcG9D3Fzy4N6H8jveJlMIQhkerHx/xrNbzzzqrWnz9k4698Ngxb5s+qh1+6W3gz7/pwlZO75oV2GZElMAoEyJy6O9e51rQ8U6ABxd1ObaHUvtY3xMUbu6rG14j14c/947OnjPi6dmlH7pECQ2710386xbTl7c0ONz8xThMzy4GX/dc/ror792ffuS8dWBpSOXWlp2+f+l52sDid9OCzrerlRkYi/QsbB1BRSfdu+xfgAghRHbXpbSz1AqsGCcvl863NKcikTMYb616MtKPNZzD4u9W0c8NuLe+bN7fGIewhDxrkOBxxoWztuiRUo+jPhnBww9q51PrwSEDASK3RpXe+PF8oFArTJXotDjMDTzwK5fudNKmzZ0Rkm82K+bGe8wMTOqx4Yjxzr3pM4ploSScmX/A40PndfT8/IaiVK3/hKr3648yLhh+vMvz5iwvOrJvRNmbYv2bCv2M82XOK5gb3G1I3zEQFTJQqGzTWrXOyxAYUNNmzbqzPIG36r2yoyc/d9vrYr+/JmziiiLR8GKKyqYxvb4xHxGzK5DgnHXPr9v5Flvn9b63KQvhNcM39bT851RlKrMRcnSgTqiUnHs2brOd0Dah8Yxo1kJeeSMUrcZCZlXPHuyFWgtyerdbZjKhdmcl6/YZRkmIpmI1hLRS/ZLKegtCxoX89/2PPWT9bFg6YZo8MW4ZfboZTzMzTzcG/ep0pGlyAtUwxljBABAlSClK9OsyEC1O+bM1F/COzweOKVwW0buh4djtoaPzua8fIUIICl1S98HfZWINhPRViK6I8nnVxLR+gNtBREdl4lsQhm2maunvXTvy62jCp/ZN/aR5oQro3ynURgpU8qUKXH5o3iHb2GL5k2raBMBozx+77546rqwnwZLtB8+fa7HNLNLQaUUaa0rv/s/W7M6OU8RluGhxbirX1w54qTl41qemXxl7LOyjFx94vPHRSSp+4T+RIBjfbFitDpRcFxTkRFIP77cN2wqCge9KRViy5Sw5uWZiaY9VVkNWFkxWFWM/8vm3HzFRq+mWwF8aq90ArtZ0Lg49Jfd8y9YE/FP+CweXmtmoI8mLJ2rPImUgeXD3JqvRSOt0glHfRQp05oBQJWbpbilpT3OKkr4vzZsc9ZV69SakkHhznQIvbAME5EM4EEA5wI4CsDlRHTUYYdtB3AaMx8L4DcA/pqRWD2+EUFafjjzGfPi4/793af3jxu2pGXUyxEztV/fSIc/bTaJ47x7fcvCBcEZJY1FHwZKkyYI70qlM0E74gWaeeRCGACwK1pg3vjseY54vMc7NweRFO6x71Rek25mFcrwoGXs5f+aH/pgRFnbixN+rTUUpvThlXcUpN2qlSRW6c9HJXhroRn8cERG40S+fnNRIuZIuoBmC/j4nWOi2zfVZVT9MSkMMPH6rM/PMxj2WIaJqAbAeQD+lgMxBTngycbFW+/b+cTxK8PtZ+7UortTHizpcaecunIWEVBTEHc0awgNd5tqLIPsblNLdO9+zejWJTHqMIJdq8tlAznk7b05P+8g9NZN4gQAW5m5npkTAJ4CcMhuFzOvYOZOw8b7AGoyEU0owznkphn/bD1/ymvnzm+a8IXu/IkDhoICWc/IUWaKZ3/Rurgn1GRJgeWRgsB2zZlyUv5CcbP7ndbqIybi1oSLb3zxa5ysqEZPYIZz5sO/vuCEv/56Wm/6yRc6KtBxyiYYvIy//jmu++bLvwq8Nbo08M6oN6xuClWQQRlFrUkSO9RXhsuurW7S7z/ar79cE09e56oDuUJD/JiQkWyXduvqCUmLavQMIjCd+soJfzi3d/3kDxkow+VEtLpL+26Sbu4D8FOImLsBx7zGRW/etePxkasj/v8OmnrShaRTtvRkPz8cRWIaXRgvlAlRS7Kaw4YVSqTxxjjOF/OFjSP7D8GMXD4peVGNnsCGVbH/79//bsuC27JfBOcVaRThDmU41ZgdAaDr4mfPgZ91x/UA/p2JZL3OkytIz43Tn1v5wKpvDt8eK3rorLLd3/UpiYNK6C7No9e4gxlve05ytxTCjY5coUxYE/OFLXZQsWw6qhVN9coWGnSHFTRlPWTKusPt56X+8kiCLOOUwjafyTJufu2cxJ6msl4PLjOmDFO8xoxV3/t/g2crR0yHQ57x1z0fAXDWtvnnf6NgeuPjrjr/If5+xHAgw2UkSZDcTc6ObdJV5bA+KNf10ZE4SjVVOr7ZJY+IwWpXYa4vSyCmWMr6kng4poQkk1SHL1Kkug1q3FTjX/P29F5ZmADANCUkNMftbk/8zN72lS9ksDxtSZWzlIjOB7CfmdcQ0Zftk0zQlzy656nfXVF98dwq1fnyOFfBlK6fuZXMc2ISASML4wfdGnRT4n0xZyBuSKoMcrvlDgNixIBuAZZDtuKjC0OJiK56LCbSTLcnbFnapdM2eVUbthL13e2XuaZUzy2//L60u8EDhvSOwanGbLI3b9JfNBGdjg5l+EuZiCWU4T7ihzOfYQDfe+qjr4UuGbb1x50/32/KsRogOx9AYoxx+g8m5Q5aMrbH3VqlGnRWyZazCuhQeN0dn+8xXOa8TdOCG7aOKOnNvXRCEluSw/wfO/rKCxggkUtYcICxV7z0zy2PXviKoyYYltSOVVJiXbmpEGdd51mSoEq7vCp2eYF1pTAtaERwKITOtIku+UBZUjPi5miLo2XpCyeX23E/AMHpSvzx7Pd/MSgecgbD7L3CcTKAC4joawBcAIqI6AlmvqrXAgr6lPmNixsAHPOz0dfsHuX0HNwaL3caWfsCqrJFNQWxgwvRmCHrAKhKORhoc9CoZDEQNUJa+YiQ6kFGxui0KBUFH1Vc/cAaWzrLB4g6IhCzZw+A2i7f1wBoPPIydCw63J7OZeaMcjMLN4k+Jmyor3X93iX3OMVot7gkEyMcYadKyc2bpUpcXvVZXdYV6g6HFI6u/M6vBsXE2kGaTBLCTWLIMf665yN6U8HBAFdrU7GWLINEtkgSnETJ7cxEoEjAq9j3mmYQcY8zZ+QzvfUZZuafM3MNM48GcBmAN4UiPLCJWOZnXb/3qIZtLgZuxVTdSvIgIIkASQLKELJNryKH0mRXX3mDJKVuqVkFYDwR1RGRAx1j9pCdaSIaCeCfAK5m5s+S9JEUYRnuY+KW8s7rgVK/IpkEAKXqkenUckWb4TJ3NQzr1bKsK45i7Zd29ZUviIwRgsMxX6r9VIvIdVJCIqmPH5Dd26rddvVVUhr46JwP/muTXf3lA2K4Cg6nVLXedzlC012yhahBkICsszn0FPKoMXSxFvcGpbJQV8oLbrejr7yhM4AuS5jZIKKbAbwCQAbwKDNvJKLvHfj8YQC/BFAG4C/UYbkwMinvLJThPubmmc9om3eN95QrqavJ5YKt4bIIgLSW4fKxLYmaiftj8agDm94el/xFQgxSrMV2y9jvCOuv4DAcTc6QrFgHtkr7Lik8M7B9y8i0E2tBUYiPOX5zwOlKSMvemFFk6slfLarDWGG7kP1IZzYJ2/pjfhvA2zZ2KegHJhcoH1YXRPpMAe5KUYnhSPtQOmRU/uSckPuYEdT2+PvO0JINSd2u5LKC1vIr7m/OgZj9CGVi/U0JMy8BsOSwnz3c5esbANzQ036FMtwPBE1nW7kSq+rr667ZW5viUxOjpzdGymoCEhO5ATi8jrjpKIghEU5inOrQCQaXmw0D3XiYCIYyTBsAnNrXlzUSSgSW3G2y/hEjG/Vxk3dGVdXwAVQMAHVj98S2bhrTnTXZHkfGPILTWerF2nbIYTG92T/XBUp4X7cZXxyjyrj8tjODjlGlBURUCADF3zw+EHr7Mx+iR7pLkoSM6hQMKAi9VoZzhVCG+5inNp0y4niPVtbX17UsYIvLZ0z92icBIiaSQCDuqBROABFcDPJyF8sXg+QpZ21DPORo//TtsSWy2wxZuuSRVCvuKIt/a+V3frW3r+8j5wjLsOBwiE/uj8vGQ67Iqee8Z5DERMQdSYmIiQgy0DFmAfi6WqtHj2t019btDa9bNdkd9BdJbpfWHos7S8rK/Y84HPpt/XEfuUSsXQWHI0t8vcV9X9m38Eu1sTG/ODdBskQkSXQgVZhEEhEAgiy5iegQi7VS6vWNfuI6I7jk40Tb35Z7XEdX745/urfWPa12g7Ou/Gt9ewd9hFCGBU9tOmXYOGfbmjIllnU0erasiNbolkKl0iGmkq6Kb3cQXIV6yfFf/8SIhR1PbN80IiQ5zDsGV+BcFwbnXQmypPWOi16SFCujcp62Y8qlDkeaij1JkGUumH7iRui6vHbzx3Wv+Erw93M++MWgqhQJ2O8mIRj4LDju6m+VuWN39rUiDABjrp+UUHyeHrtnEJHiO+9YpfDso9oiq3f82TGmfF/ldX95LBcy9jcMAgtleGjz1KZTfJNcLZtqHaFe5wvNhvcjNVH0IpCAISnewsQFq2/6fxlVcxmoiMIagk5a77joeVm1zuuPa+uaZAKZFfdIDkFVzWnHzNhyXs3DcwffDs4BWKxeBQdYcNzVF1d6onMVqX+eicKxBdmXcwUgOZTSwi+Oq5S/+D932yVT3kEAJNti+G1FKMN9R0HEcjQB6BdleJ9e0GtrtETWoMsecQgMIE3FIcFQgrb015WNmCuM3kbBE68c3Iow7MgzLBg86LolaYpk9nm1NnVEAZNMvb2uDuAXdsiTtxABSn6qnflprx6EXDZpWUPYcmxYFRn+ZLPh7tNqMgHTAZ3lXpVylWDFH50591G7ZMpHCKlLMffEakxEMhGtJaKXciiyIIcwY6upSy9YhrSnrzcMTL13mekBgGiQT6zofZ5hweDBZHorZqgbWmKutwyrb3MgVl06MUy9T0D+powrB0+luaRQb/MM54z8VNEHKV8Zt+piAFiw6dSrj3HvCw9XI71SUDPlvfDwsFvSD6mtprPsNFlOs5LtPIMgEb+W8tDBgn1az60APkUGqewE+Un5XYsfBvAwALTecdESWbXO7YvrmiYAYp0kM9jxE+qY2S2pMP3ZDIAA4nDNw3Nfz52U+QGn0z+E4XjIcNX6xwMAZgDA/OOuOX1EQbjPskoUH+OOsal3PG0EAoMhKYXUMw35t7mRLr9g4SYh6OTySUv57W3TNgxXIyfk8jqW1bHQYtk0v1r68SFbrnFTwr/bpyJd3lSZrE8tlsZJxDflUta8wQZlmIhqAJwH4HcAftTrDgX9DjMtBJBTZfjgeDUlzVUUKzn8My3kCcOSCro7HwBAaANYJeIHcylrPtARQCe0XcGRXPHR42+9euJFplO2cqh5ff7suWpQrluxQ8yassEh2elLt4C1AGwDIMm48l37ZcwzqPd5hnNFfko1BGg1PL810po1smdXosB8PValL4tUhWUyj7BAu2QLEjhN3lGCydIkibjt7zPn7s6VrHlDZ3h66n3XciJa3aV9N0lP9wH4KcRO7WDiccuiePrDssOyADOhRPS4EmBLih3+eccOomWk7YhRCkYhgDm5kDPfEG4Sgu4IJRw5tQyP+llt4Ph/TotWXFkRIdV9hC5lspFJQJ0EYByAQb+Lc5A8dZMQynA/8c2Jy19cHq69ssVwH5lt2wailsIAsSWZBU7J6EXwHBHAg9yP6XMy8BluYeYZXdpfDzmf6HwA+5l5Tb/cgCAnlN+1mC1DmmQZ0vZc9H9gQ8IkCT6Sug2yzWD1fPCQnLxX8gtO+08wdIkZylf2R93zcxUTbWkWyb5iT913piUtjNMDr2UC0G6XXHkNUUc2iVStnxDKcD/yjYkr5q+NVlVtjJV/ZHffk1x+5XTXXkfUdIS6O+Zk3+aMnjyJeL59kuU5zKlbek4GcAER7QDwFIAziOiJXIos6BvK71q8s/QPT48xdXkO26xpyTKguowiMIe7O0bxxH0gK711mnh7zcNzW+2ULx/JbCNHMFS5av3jfPHaJ69sinjPjepK1O7+d9/XWLT26uXMhpb0XcCKqlp6JJBhd3faKFpewySlbP2FUIb7mcsmLWs/dey6qcvDNb8ImQ7b39+qdKSLRCdx02EROM01GQTMtluu/CSNIpyBMszMP2fmGmYeDeAyAG8y81W5llzQd5TdufhWU5dPtEyy3ZrDTN26QsgdS9e0DyERnrdRpLzGAqdsAsEVH817uTXuKm+Nud61OyuMd6I7QYoz5Y4Np7/oHhlXZqo0D3CEZViQhgsmvP/7D6IjJm/Tihvt6nNVfFhEJbPbp6vG5Ve+WrJOckp6t9Zjmawtf585+K1MADrUjN5bhgVDgPK7Fq+0TKnC1KUX7HosOrJIpM4t7C6OumVHIti9TswM4H/tkSj/YUrdBAIAuGr947FvfDj/lKao9/uaKaf3vc+Q0d+pTemOZMD0GfE2nZlTXfMhu+TJezqLbghlWJCKSycu+2ybVlqzMlL9qGZDEGwQctrpwCVb+Grx+sKuCnGHtbhjspWJb+y1IAMIMjll6wnM/DYzn58jUQX9TPldi82yO5++0NTli+wIrrN0JUCU3i/Y4U0Uyc5EF3eKzlUcQBIvqXl47pDwP+woumGlbAJBVy5bN+/h5qh7tF9z9rqgjlLjYMfwqrTpDllRVT3eLjF37MIyMzq/BhAB8IfeyjJwILCipmz9hVCG84zLJy3lc8evvH55pPbLDYmCbi22qdBN4N1IVdgt6RnlMZYkYEbBNg+BLZXNlnhDQVAOKm1uy3j37zPnvpWNDAMWYRkW9JDyuxY/YxlSlWlIWQdNmrqkg5Bx3nHFpReArCiD2+O62tjYUBE3gQYAN2crw0BE+AwLesqV6x9vuHD1gglNEc/d2RbnkCtknvybMUHK1MdVUSRLD4fYsjRokSZ+4ufM7U2trMd/KePKoTOxEIElOWXrL4QynKdcPPHddzbGKyvWRYe9bmaw32dZwMZYSeLlcE1gqTbMMiUzdT7Sw6hQI/IEZV/j1g2jfMNJe2fDtpHFk8KJC7K+gYEIA7A4dRMIklB+1+JA2R+enmEm5J+wBTOTc0wTrMeVgB5XNGZJJULGZhFJAlRPPLFxzcTikOZ8Yf/OandQc/+l5uG5O7K+iQEGp/EXFj7DglRcuu6Jn+2LeqeHEmpmboAOoPKqisjURceEj194GrnrantULt00tULzvafi/MajjXB6wvzughZFvf7erIQfyAg3CUFPuXzSUu3McWvOfjdSe02r4U6aE3hnotB8NTzC/3qsSm+B4nDLmk8hK6u/63Bv+7+nlOxfFk6oI86s3vHIj86ePyS2Wz+n9wF0gqFN2V2LZ5uGPM4ypF3JPjdNwIgrIT2uRC1DoQOp1NJUgkyOrFihqkk7HtRjjqnDJu5eqrq1IbTd2gGnaQJBKq746PG1fs1Z0Rx1L05q65AYJecWx475x6TAzH+fxqNvmOp1VFYVUDZKm5UwrPLKv0FW98NduBtltTf0+gYGGCwsw4Le8I0JK+Z9GK0a8Wm8fCMAtOhOfiM8IvhKpDq+w3TJTjlR7JTMXjvbOCXjG7Ujds/QWS6664JHvtd7yQcgQhkW9JLyuxbvsCwaberyX5gPKMAJOarHlZBlKICEQpLg6VGh1mQQRlSUhc/XQq7jPSWhCyY//Lch94BaxCmbQJCOq9Y/zhetffKSpoj3gqiuxADAM91rTHpgnH/mK18yx/9spttdV+sj2dG7Eas4HSgu/0+ztORUFJXPV7/47OCvOHcE+ZtNQpRjHiBcNmlZM4ApT2w6+Q5Vif9WlRNFdv7xiACPnCgbV97ACBV828auBxZC4RXYQPldixnATc0/vXgemP5JEobbnUKTCJLLnRhdd9TOZ2vnPDFEUjN9jijHLLCTyz+a9+ITx15TMfX+ssW+6ePPJaLuit9kh6QCpWPGsOJowrYtd9va9wCiP62/qRCW4QHGVZOW3xkwPVOilqMpF/3HLMe2n5+94Nlc9J33CJ9hgc1U3L34fWYaZZn0Ui7WWcywnA79Jvt7HhgINwmBnVy1/vHI8JP+9DUKbLsZejQj3/8eY2kPqCcsyk3f+Y6oQCewk+9OXLYpYjmr/YZnnmVjMk1mIMHKP2zrcMDB6Mgql6IJBD2kcvZCvXL2wq+zRZcxw7bS5swAmLZUzl64164+BxoigE6QC9wVf3wQoZ11iO6rt7VjU2OY2j229jnAED7DAlu5ceJSvm7i8mvaTe+ZcUvptoRrT7BAbEJ6xI6+BiQMwLRSN4EgSypnL1zIFg1ni9bZ0R8RwIyFdvQ1EGEABjhlEwiyxT1szm6371djEai/F2bCnocp7q93Vz2QNBh+SEASoDhTt35CKMMDnO9MXPZmyHKXB033W73dho1aznU3TlzabI9kAxQRQCfIIZWzF7ZX3LNwmmXSewFE+QAABpJJREFUHcy9S4XLDBNDqNrckXDaf+kgIhcRrSSij4hoIxH9ug8EFwwg3OX3zEKgfibibb2vxJoIDrmML4dCYElJ2foLoQwPAm6cuFT79oQVZ7SZ3msTlpzVqtNgyUqwfL/dsg04hDIs6AMqZy+8iy0azxbtzuZ8ZoAtWlo5e+HQ9D3E5wF0vXST0ACcwczHAZgK4KtEdGIu5RYMPNzD7l+DSNMwBHc+AyvLIaf5Q7D0R+2VbIAhyjEL+oLvTHx3bsDyjAibzo09PTdqOd63IC3KhVwDB5FnWNB3VM5eWM+MUZZJD2XxaMXBuDYHYg0cqPep1biDTjcz9UATA11wBO6qB0x32Z0XIbDtQiSCsR6dbOpArPU37qoHhvizRWBSUrb+QijDg4wbJy5tvmbC+1PaDe+vDZYy2oaNWWqbxuoZN05c2rMBPthgdJTyS9UEAhupnL2QK2cv/AFbdDJbyCg92gGr8OmVf1y4M9fy5TMdluG05ZjLiWh1l/bdw/shIpmI1gHYD+A1Zv6gb+5AMBBxV/7pBYT2VCDc8H5GBhJmINK4wF0xe0gHznVAgKSkbv2EUIYHKddPfPdXftNzdNRyJI00Z+5wjQiY7tdiluMXN05caluU+4BGWIYF/UDl7IUrmKmsuxRsnT9ji3azRb+snL3w/b6VMD/JwE2ihZlndGl/PbwPZjaZeSqAGgAnENGUvr4PwcDCXfVAxF3y25Pg3/YD6FEj6UHMQCIUR3DnozCi/9XHIuYnJJRhQT9wIAXbCL/h+UdnCjaLCX7TsyBiOT8DAJ3lWRbovX4VNJ8QyrCgn6icvdA8kILtoq4p2NiiLWzR3w88gr8HsKUfxcwrehtAd0hfzH4AbwP4ai5kFQw+3JV/fAihnaMR2bf14A8TwTj8W++AqVlIhDbBSrzmHjZnR78JmUewCKAT9BcHUrBd1256z4hbSihkuZaYTNcaLC9PWEoTgaXvTlz2UX/LmR+kKbghim4I+oDK2QufYYuGsUVr2EKIGdMBvA7GNgCTK2cvfKq/ZcwHOI1VOJMAOiKq6Kw0RkRuAGcB2JRj0QWDCPewOQ3u4l+NR6B+Noy4hXDT12GZjyLetg4g2V35JzFeu0JK6tZPiHLMQ4TvTFz21v9tPrWWwGMAKr1u4tLrHtl8ytct0J7+li1vYIBFYQ1BHlA5e2EAwIz9P770FHS8p59lpq0Ahm6O0iTYUFhjOIDHiEhGh3FoETO/1GvBBEMOd/k9P4ntu3Ux2PoYoGJogXMgySf3t1x5RaebRB6Sn1IJcsKNE5cGAKzt/P47E5e92I/i5CeisIYgj6icvXBZl29X95sgeUhH0Y3ejVdmXg9gmi0CCYY87mH3rzzwZWcw+gv9JUs+QiSBZFd/i5EUoQwLBJ0wi4wRAsEAwrKvGr1AIMg5BEhqfwuRFKEMCwRdEUFyAsGAoLPohkAgGCgQqB/9glORn1IJBP0EC8uwQDBAyLjKnEAgyBeEMiwQ5DsifZpAMFBgAKZQhgWCgQMRSATQCQR5DkOkTxMIBhDCMiwQDCSEm4RAMDAQqdUEggGDUIYFgoFE/irDouiGQHAABsAWp2wCgSA/YDBMslI2gUCQPxAIEikpW9o+iL5KRJuJaCsR3ZHkcyKiOQc+X09Ex2ciW36q6AJBf8AsLMMCwQBB+AwLBAMMAjrq22R5esfJDwI4G8AeAKuI6AVm/qTLYecCGH+gfQHAQwf+T4lQhgWCLrBp9rcIAoEgAxhAQlh/BYIBA0GCLDt708UJALYycz0AENFTAC4E0FUZvhDA48zMAN4nomIiGs7Me1N1LJRhgeAAIbS/8jo/XZ7msJY+EUYgEKTE4oZXQvGfi/EqEAwQ1qzZ/opCV6Ubsy4i6lpt86/M/NcDX48AsLvLZ3twpNU32TEjAAhlWCDIBGb+an/LIBAIMkOMV4FgYGHDmE1Wc/JwX6lMjjkCEUAnEAgEAoFAIMh39gCo7fJ9DYDGLI45AqEMCwQCgUAgEAjynVUAxhNRHRE5AFwG4IXDjnkBwDUHskqcCCCQzl8YEG4SAoFAIBAIBII8h5kNIroZwCsAZACPMvNGIvregc8fBrAEwNcAbAUQBXBtJn0Ti/KzAoFAIBAIBIIhinCTEAgEAoFAIBAMWYQyLBAIBAKBQCAYsghlWCAQCAQCgUAwZBHKsEAgEAgEAoFgyCKUYYFAIBAIBALBkEUowwKBQCAQCASCIYtQhgUCgUAgEAgEQ5b/D+qXDVm8W+uDAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -711,7 +711,35 @@ } ], "source": [ - "region_plotter.plot_all_regional_error_metrics(metric_gdf);" + "region_plotter.plot_all_regional_error_metrics(metric_gdf.loc[metric_gdf.model == 'ealstm']);\n", + "fig = plt.gcf()\n", + "fig.suptitle('EALSTM Spatial Performance');\n", + "fig.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(metric_gdf.loc[metric_gdf.model == 'previous_month']);\n", + "fig = plt.gcf()\n", + "fig.suptitle('Persistence Spatial Performance');\n", + "fig.tight_layout(rect=[0, 0.03, 1, 0.95])" ] }, { diff --git a/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb b/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb new file mode 100644 index 000000000..b24766a65 --- /dev/null +++ b/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb @@ -0,0 +1,1272 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysing the pipeline results\n", + "\n", + "Drought is an extremely damaging natural hazard. Operational drought monitoring often uses satellite measurements to determine drought severity and extent. In Kenya, the National Drought Monitoring Authority uses the **Vegetation Condition Index (VCI)** to determine whether or not to distribute emergency funds to counties ([Klitsch and Atsberger 2016](https://www.mdpi.com/2072-4292/8/4/267/htm))\n", + "\n", + "Here we demonstrate the usefulness of our pipeline for predicting VCI from pre-existing hydrological and meteorological conditions.\n", + "\n", + "Our goal is to accurately predict *VCI* one month ahead. This would allow the Kenyan Drought Authority to proactively distribute funds ahead of damaging events. Machine learning has already been applied to this problem with impressive results ([Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm)). Can we do better?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Get the data!\n", + "\n", + "### 1. download the zip file\n", + "Go to the [following link](http://www.mediafire.com/file/mjklb3xigrz7rzb/zip_data_2.zip/file) and download the `zip_data.zip` file\n", + "\n", + "```\n", + "http://www.mediafire.com/file/mjklb3xigrz7rzb/zip_data_2.zip/file\n", + "```\n", + "\n", + "### 1. unzip the file in `data/` directory\n", + "\n", + "Move this folder into your `ml_drought/data` directory!\n", + "\n", + "\n", + "Unzip the file.\n", + "\n", + "On Mac this is as simple as double clicking. \n", + "\n", + "If you wish to unzip using a command line interface running `bash`:\n", + "\n", + "```bash\n", + "unzip zip_data.zip\n", + "```\n", + "\n", + "Your `ml_drought` directory should look something like this:\n", + "\n", + "```\n", + "ml_drought\n", + "├── Dockerfile\n", + "├── README.md\n", + "├── data\n", + " ├── zip_data.zip\n", + " ├── zip_data\n", + "├── environment.mac.yml\n", + "├── environment.ubuntu.cpu.gdal.yml\n", + "├── environment.ubuntu.cpu.yml\n", + "├── mypy.ini\n", + "├── notebooks\n", + "├── pipeline_config\n", + "├── pytest.ini\n", + "├── run.py\n", + "├── scripts\n", + "├── src\n", + "└── tests\n", + "```\n", + "\n", + "\n", + "# On to the analysis!" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n", + "/Users/tommylees/github/ml_drought\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import os\n", + "import warnings\n", + "\n", + "%load_ext autoreload\n", + "%autoreload\n", + "\n", + "# ignore warnings for now ...\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "if Path('.').absolute().parents[1].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[1])\n", + "if Path('.').absolute().parents[2].name == 'ml_drought':\n", + " os.chdir(Path('.').absolute().parents[2])\n", + "\n", + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "\n", + "data_dir = Path('data/zip_data')\n", + "data_dir = Path('/Volumes/Lees_Extend/data/zip_data')\n", + "\n", + "assert data_dir.exists(), f'Make sure ' \\\n", + " 'that you have downloaded and unzipped the ' \\\n", + " 'zip_data. This contains the processed data ' \\\n", + " 'required to run the Notebook!'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making Predictions\n", + "\n", + "We have a pretrained model in the zipped data directory. Here we will make the predictions with the **EALSTM** model and the baseline **persistence** model.\n", + "\n", + "We are making predictions from the data in `zip_data/features/one_month_forecast/test`. This is managed entirely by the pipeline so if you were to run the pipeline end-to-end the data would be in the correct format to use the same workflow.\n", + "\n", + "The following cells will populate the `zip_data/models/one_month_forecast/ealstm` and `zip_data/models/one_month_forecast/previous_month` directories with the results of the predictions (saved as `netCDF` files)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from src.models import load_model, Persistence" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# make predictions and save results to .nc with BASELINE model\n", + "persistence = Persistence(data_folder=data_dir)\n", + "\n", + "if not len([\n", + " f for f \n", + " in (data_dir / 'models' / 'one_month_forecast' / 'previous_month').glob('*.nc')\n", + "]) == 12:\n", + " persistence.evaluate(\n", + " save_results=True,\n", + " save_preds=True,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "ealstm_path = data_dir / 'models/one_month_forecast/ealstm/model.pt'\n", + "assert ealstm_path.exists(), \\\n", + " 'Expected the unzipped file to have the model.pt file saved'\n", + "\n", + "ealstm = load_model(model_path=ealstm_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# make predictions and save results to .nc with EALSTM model\n", + "if not len([\n", + " f for f \n", + " in (data_dir / 'models' / 'one_month_forecast' / 'ealstm').glob('*.nc')\n", + "]) == 12:\n", + " ealstm.evaluate(\n", + " save_results=True,\n", + " save_preds=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Evaluation Metrics\n", + "\n", + "You can see the test RMSE across all timesteps is printed as an output of the `.evaluate()` function. However, just looking at this `global` error metric hides a lot of information about when the model performs well, and when it performs poorly.\n", + "\n", + "Most of the functions for extracted are defined in `src/analysis/evaluation.py`. They are accesible through `src.analysis`.\n", + "\n", + "Since the `data/` directory is managed by the pipeline it is easy to just specify the models and the metric of interest. Currently we have `rmse` and `r2` defined." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How does our model perform over time?" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import annual_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# load the monthly scores dictionary\n", + "monthly_scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['ealstm', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " verbose=False,\n", + " to_dataframe=False\n", + ")" + ] + }, + { + "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": [ + "metric = 'rmse'\n", + "for model in ['ealstm']:\n", + " plt.clf()\n", + " plt.plot(monthly_scores[metric]['month'], monthly_scores[metric][model])\n", + " plt.xlabel('Month being predicted', size=13)\n", + " plt.ylabel(f'{metric} score', size=13)\n", + " ax = plt.gca()\n", + " ax.axhline(\n", + " np.mean(monthly_scores[metric][model]), \n", + " ls='--', c='k', alpha=0.3, label='mean RMSE'\n", + " )\n", + " plt.title(f'{model} {metric}')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# extract DataFrame for easier comparison\n", + "scores = annual_scores(\n", + " data_path=data_dir,\n", + " models=['ealstm', 'previous_month'],\n", + " metrics=['rmse', 'r2'],\n", + " verbose=False,\n", + " to_dataframe=True\n", + ")\n", + "\n", + "scores_long = pd.melt(\n", + " scores, id_vars=['month', 'metric'], \n", + " value_vars=['ealstm', 'previous_month']\n", + ")\n", + "\n", + "# get the rmse metrics for plotting\n", + "rmse = scores_long.loc[scores_long.metric=='rmse']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparing predictions against the truth\n", + "\n", + "We can either use the built in plotting functionality for comparing true and predicted data, or else we can load the data ourselves and use the flexibility of `xarray`. This is because all of the data is saved to `netCDF` files (`.nc`).\n", + "\n", + "We do relatively well compared to the baseline in April." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For month 4, ealstm error: 12.28342056274414\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from src.analysis import plot_predictions\n", + "\n", + "plot_predictions(\n", + " pred_month=4, model='ealstm', \n", + " target_var='VCI', data_path=data_dir\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "g = sns.catplot(x=\"month\", y=\"value\", hue=\"variable\", data=rmse.loc[rmse.month == 4],\n", + " height=6, kind=\"bar\", palette=\"muted\")\n", + "g.despine(left=True)\n", + "ax = plt.gca()\n", + "ax.set_title('RMSE Comparison for EALSTM vs. Baseline');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### When does our model fail?\n", + "\n", + "But we do poorly in May! In fact, we do even worse than the baseline model. This definitely warrants further research and will be the focus of our ongoing work." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For month 5, ealstm error: 17.241186141967773\n" + ] + }, + { + "data": { + "image/png": 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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": [ + "g = sns.catplot(x=\"month\", y=\"value\", hue=\"variable\", data=rmse.loc[rmse.month == 5],\n", + " height=6, kind=\"bar\", palette=\"muted\")\n", + "g.despine(left=True)\n", + "ax = plt.gca()\n", + "ax.set_title('RMSE Comparison for EALSTM vs. Baseline');" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# fig, ax = plt.subplots(figsize=(12, 8))\n", + "g = sns.catplot(x=\"month\", y=\"value\", hue=\"variable\", data=rmse,\n", + " height=6, kind=\"bar\", palette=\"muted\")\n", + "g.despine(left=True)\n", + "ax = plt.gca()\n", + "ax.set_title('RMSE Comparison for EALSTM vs. Baseline');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison over Administrative Units\n", + "\n", + "In order to make the results comparable with [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) and other existing work we provide grouping functionality. \n", + "\n", + "The first groupby objects aggregate the analysis by administrative regions. We also provide functionality to explore results by landcover.\n", + "\n", + "We have used the `exporters` to [download shapefiles](https://data.humdata.org/dataset/47-counties-of-kenya). We then use the `preprocessors` to rasterize these shapefiles into pixel-level `netCDF` objects which can then be used by the `AdministrativeRegionAnalysis` to produce aggregate statistics per region.\n", + "\n", + "**NOTE**: this code requires `geopandas` to be installed." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import AdministrativeRegionAnalysis\n", + "# from src.analysis import KenyaGroupbyRegion" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialised the Region Analysis for experiment: one_month_forecast\n", + "Models: ['ealstm', 'previous_month']\n", + "Regions: ['district_l2_kenya.nc']\n", + "Region Type: administrative_boundaries\n", + "* Analyzing for district_l2_kenya *\n", + "\n", + "** Analyzing for ealstm-district_l2_kenya **\n", + "** Written ealstm csv to /Volumes/Lees_Extend/data/zip_data/analysis/region_analysis/ealstm/ealstm_district_l2_kenya.csv **\n", + "\n", + "** Analyzing for previous_month-district_l2_kenya **\n", + "** Written previous_month csv to /Volumes/Lees_Extend/data/zip_data/analysis/region_analysis/previous_month/previous_month_district_l2_kenya.csv **\n", + "* Assigned all region dfs to `self.df` *\n", + "\n", + "* Assigned Global Error Metrics to `self.global_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/global_error_metrics_one_month_forecast_admin.csv *\n", + "\n", + "* Assigned Regional Error Metrics to `self.regional_mean_metrics` *\n", + "* Written csv to data/analysis/region_analysis/regional_error_metrics_one_month_forecast_admin.csv *\n" + ] + } + ], + "source": [ + "warnings.filterwarnings('ignore')\n", + "\n", + "analyzer = AdministrativeRegionAnalysis(data_dir=data_dir)\n", + "analyzer.analyze()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RegionGeoPlotter requires `geopandas` to be installed.\n", + "GroupbyRegion requires geopandas to be installed\n", + "Reading file: KEN_admin2_2002_DEPHA.shp\n", + "Reading file: Ken_Districts.shp\n", + "Reading file: Ken_Divisions.shp\n", + "Reading file: Kenya wards.shp\n", + "Reading file: Ken_Locations.shp\n", + "Reading file: Ken_Sublocations.shp\n", + "* Read shapefiles and stored in `RegionGeoPlotter.region_gdfs` *\n", + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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modeladmin_level_nameregion_namermsemaer2DISTNAMEgeometry
0ealstmdistrict_l2_kenyaNAIROBI13.0348679.907392-0.674941NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1previous_monthdistrict_l2_kenyaNAIROBI11.0515959.795107-0.204027NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2ealstmdistrict_l2_kenyaSAMBURU6.9266265.6063870.573924SAMBURUPOLYGON ((36.75165473150634 2.519848937106019,...
3previous_monthdistrict_l2_kenyaSAMBURU7.9617595.9475680.437061SAMBURUPOLYGON ((36.75165473150634 2.519848937106019,...
4ealstmdistrict_l2_kenyaTRANS MARA9.7776037.809506-0.072351TRANS MARAPOLYGON ((35.15025473150634 -0.959251062893981...
\n", + "
" + ], + "text/plain": [ + " model admin_level_name region_name rmse mae \\\n", + "0 ealstm district_l2_kenya NAIROBI 13.034867 9.907392 \n", + "1 previous_month district_l2_kenya NAIROBI 11.051595 9.795107 \n", + "2 ealstm district_l2_kenya SAMBURU 6.926626 5.606387 \n", + "3 previous_month district_l2_kenya SAMBURU 7.961759 5.947568 \n", + "4 ealstm district_l2_kenya TRANS MARA 9.777603 7.809506 \n", + "\n", + " r2 DISTNAME geometry \n", + "0 -0.674941 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 -0.204027 NAIROBI POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 0.573924 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", + "3 0.437061 SAMBURU POLYGON ((36.75165473150634 2.519848937106019,... \n", + "4 -0.072351 TRANS MARA POLYGON ((35.15025473150634 -0.959251062893981... " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# extract a GeoDataFrame that we can plot\n", + "region_plotter = analyzer.create_model_performance_by_region_geodataframe()\n", + "metric_gdf = region_plotter.gdf\n", + "metric_gdf.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How does the error vary in each region?" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(metric_gdf.loc[metric_gdf.model == 'ealstm']);\n", + "fig = plt.gcf()\n", + "fig.suptitle('EALSTM Spatial Performance');\n", + "fig.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "region_plotter.plot_all_regional_error_metrics(metric_gdf.loc[metric_gdf.model == 'previous_month']);\n", + "fig = plt.gcf()\n", + "fig.suptitle('Persistence Spatial Performance');\n", + "fig.tight_layout(rect=[0, 0.03, 1, 0.95])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How do we do when we compare to the [Adede et al 2019](https://www.mdpi.com/2072-4292/11/9/1099/htm) paper?\n", + "\n", + "The paper presents $R^2$ results for four districts:\n", + "- Mandera - 0.71\n", + "- Marsabit - 0.77\n", + "- Turkana - 0.83\n", + "- Wajir - 0.71\n", + "\n", + "These are defined as Arid and Semi Arid Lands (ASAL) districts. They are actively monitored by the National Drought Management Authority." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Assigned the complete GeoDataFrame to `RegionGeoPlotter.gdf`\n" + ] + }, + { + "data": { + "text/html": [ + "
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admin_level_namemodeldatetimeregion_namepredicted_mean_valuetrue_mean_valueDISTNAMEgeometry
0district_l2_kenyaealstm2018-01-31NAIROBI27.56145523.551954NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
1district_l2_kenyaprevious_month2018-01-31NAIROBI32.15920423.551954NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
2district_l2_kenyaprevious_month2018-02-28NAIROBI23.55195420.263123NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
3district_l2_kenyaealstm2018-02-28NAIROBI29.44133220.263123NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
4district_l2_kenyaprevious_month2018-03-31NAIROBI20.26312529.301306NAIROBIPOLYGON ((36.90575473150634 -1.159051062893981...
\n", + "
" + ], + "text/plain": [ + " admin_level_name model datetime region_name \\\n", + "0 district_l2_kenya ealstm 2018-01-31 NAIROBI \n", + "1 district_l2_kenya previous_month 2018-01-31 NAIROBI \n", + "2 district_l2_kenya previous_month 2018-02-28 NAIROBI \n", + "3 district_l2_kenya ealstm 2018-02-28 NAIROBI \n", + "4 district_l2_kenya previous_month 2018-03-31 NAIROBI \n", + "\n", + " predicted_mean_value true_mean_value DISTNAME \\\n", + "0 27.561455 23.551954 NAIROBI \n", + "1 32.159204 23.551954 NAIROBI \n", + "2 23.551954 20.263123 NAIROBI \n", + "3 29.441332 20.263123 NAIROBI \n", + "4 20.263125 29.301306 NAIROBI \n", + "\n", + " geometry \n", + "0 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "1 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "2 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "3 POLYGON ((36.90575473150634 -1.159051062893981... \n", + "4 POLYGON ((36.90575473150634 -1.159051062893981... " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# join true/preds into a GeoDataFrame\n", + "gdf = region_plotter.merge_all_model_performances_gdfs(analyzer.df)\n", + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import r2_score\n", + "from typing import Dict\n", + "\n", + "def rolling_average(district_csv: pd.DataFrame) -> Dict[str, float]:\n", + " relevant_districts = ['Mandera', 'Marsabit', 'Turkana', 'Wajir']\n", + "\n", + " district_csv['month'] = pd.to_datetime(district_csv.datetime).dt.month\n", + "\n", + " output_dict: Dict[str: float] = {}\n", + "\n", + " for district in relevant_districts:\n", + " district_df = district_csv[district_csv.region_name == district.upper()]\n", + " true, predicted = [], []\n", + " for i in range(1, 12 - 1):\n", + " min_month = i\n", + " max_month = i + 3\n", + " submonth = district_df[(district_df.month >= min_month) & (district_df.month < max_month)]\n", + " predicted.append(submonth.predicted_mean_value.mean())\n", + " true.append(submonth.true_mean_value.mean())\n", + " district_score = r2_score(true, predicted)\n", + " print(f'For {district}, r2 score: {district_score}')\n", + " output_dict[district] = district_score\n", + " \n", + " return output_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For Mandera, r2 score: 0.8112829460880505\n", + "For Marsabit, r2 score: 0.7112375264618641\n", + "For Turkana, r2 score: 0.4814838266795506\n", + "For Wajir, r2 score: 0.7490039572526067\n" + ] + } + ], + "source": [ + "out_dict = rolling_average(gdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see that we have better performance in `Wajir` and `Mandera`, however we do significantly worse in `Turkana` and slightly worse in `Marsabit`. \n", + "\n", + "We are currently investigating the reasons behind this. Also note, that as we update our models (trained and saved in the `model.pt` file) these results change." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interpretable Machine Learning\n", + "\n", + "One of the key criticisms lobbied against machine learning based approaches is that the models are *black boxes*. During the Summer of Weather Code project, one of our key focuses was making the results interpretable. The key method for doing this in our pipeline is through using [SHAP values](https://github.com/slundberg/shap).\n", + "\n", + "SHAP Values allow you to interrogate the relative importance of a feature for a prediction. They are measured in the units of the variable of interest and so a SHAP value of $-1$ means that feature $x$ negatively impacted VCI by a value of $-1$. \n", + "\n", + "All feature SHAP values sum to the prediction, so if you summed all SHAP values across all features you would recover the predicted VCI value.\n", + "\n", + "For more information about SHAP values check the paper by [Lundberg et al 2018](http://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions).\n", + "\n", + "Here we will demonstrate how SHAP values can be used in our context." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from src.analysis import plot_shap_values\n", + "\n", + "analysis_dir = data_dir / 'models/one_month_forecast/ealstm/analysis/2018_3'\n", + "assert analysis_dir.exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# load the shap values\n", + "shap_historical = np.load(analysis_dir / 'shap_value_historical.npy')\n", + "with (analysis_dir / 'input_ModelArray.pkl').open('rb') as f:\n", + " model_array = pickle.load(f)\n", + "with (data_dir / 'features/one_month_forecast/normalizing_dict.pkl').open('rb') as f:\n", + " norm_dict = pickle.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "variable_names = model_array.x_vars\n", + "input_historical = model_array.x.historical.numpy()\n", + "latlons = model_array.latlons\n", + "input_pred_months = model_array.x.pred_months.numpy()\n", + "shap_pred_months = shap_static = np.load(analysis_dir / 'shap_value_pred_months.npy')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we are looking at the contribution of each feature to the predictions we make from the model for March 2018. SHAP values require calculating the gradient for the neural networks. Therefore, they can take a relatively long time to compute. That is why we have provided the data for you in this instance." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jU8pJCkoryUpN7HwCa+bZtfu47a9rA3Kt9ry9/Qj1HsNV488d1eGrv6sH/VwBKPyU4IIL7w3JBBgnCHZ3x1PA7Bb2/9YYk+f9WgYgImOwBpOP9Z7zqLdKlVIRb3dJ5VkTQLrqdG0DHxQcpaSiOmDXbM2qnSUMcCUwIdPV7rHLNhfziHfFFuWfoCZpY8z7gL+j6q8DnjPG1Bhj9gIFWFWqlIp4l4zIYNaYvgG73sRB1gy/UAzF++3NeTx99wV+Ve/7tOgEj7+/m9O1wR3/HEnsunF4r4h85u0OaSwy21JFqoGhD02p0PvB1aO5dfKggF1v7AAXMVESkiQdFxPl918BU4akUddg2LDveJCjihx2JOk/A0OBPKAY+LV3v98VqUpLS8nPz2/68qlypVTYOV3bEPCVSxJioxnVv2fQk/TP/rmNv/7b/5J75+ekEh0l7Y+XVk1CPrrDGHOk8bmI/AX4p3ezCPCtrpIJHGrpGhkZGWgVPBUpnlmzj1+9uYONP5lFr4SuD8FrdOWYfpSc7EAZ2A6qqq3n2bX7uDnf/6JIyfEx5Ga6WK1J2m8hT9Ii0t8YU+zdnAs0jvx4Hfi7iPwGGAAMB9aFOj6lQq2gpJKUxNiAJmiAb8wcHtDrNffuzlKq6zxcNa7tUR3NXTQ0nQ93H6XBY0I+XDAcBTVJi8gSYDqQLiJFwAPAdBHJw+rKKAS+AmCM2SoiL2AtXVMP3GOM0bsLKuLtLq1kSABHdvgyxlBT7wnY0D5fyzYXk5YUx+TBqR067ztXjOC7MjLg8USqoCZpY8ytLex+oo3jHwIcWYlKqWAwxlBQWsnV7Ywx7uy1Z/76PaYMTeMXc8cH9NrVdQ28s6OEz+UN7HBruHEUiDGm0+s5dic6LVwpG5WdquVEVV1Ax0g3EhEG9u7Bpv2Bv3lYfrqOS0dmcO2Ezv1y+dk/t/HFEE22CXeapJWyUXSU8P3Zo7hwaNdXdmnJhMwUdh45GfBxyX17JfDoFydx4dDmywb6JyE2irV7y6isCV2lvnAV8Un6nR0lfOnJddQHeIiTUoGQkhjH16YPZXT/4ExxzstKocFj2HywnRXRO6C23kPh0VNdusbUIek0eAwf7w39CjLhJuKTdE29h/f/U8oaG5YTUqo9e4+e4nB58KZu5zXNPAzc5JEPC44y/ZF3u1RWdVJ2b2Kjdby0PyI+SU8fmUFSXDRLNxe3f7BSIeZ+fSt3Lf44aNdPT47n25ePYFJ27/YP9tOyzcX0jI/hvOyUTl+jR1w0E7N663hpP0R8kk6Ijeay0X15a+th7fJQjlNQUsmwPsEZftfovsuHMym7Y8PkWlPX4GHF9iNcPqYv8TFdG9Z38/lZXDGmL8a0vJqLskR8kga4elw/yk7Vslb7v5SDnK5t4OCJ00EZ2eGrtt7DJ/uPc7K6rsvXWrPnGCeq6pg97twVwTtq3qRM7r1suA7Da0e3SNLTR/bh0hEZOrtJOcruUmtx1WC3pD8rOsHcRz8KyH2Z5VsOkxgXzaUjMgIQGVTW1Dd9Dqpl3WJllh5x0Sy+U6ueKmdpTE7BbkmPG9hYEe94l8uhfu/KkVyT2z9gMxj/e/F6TtbU8c9vXByQ60WibtGSbnSssobi8tN2h6EUYK2g/btb8shJTwzq+wSyIl5KYlynx0a35IIhqWw9VEF5Vde7YiJVt0nStfUepj/8Ln9cVWB3KEoB1nJS108c2OUbcP6YkJnCZwfK8Xg6f5PuqQ/3smTd/gBGZS1Oawys3aujPFrTbZJ0XEwUl4zI4K2th2nowjeqUoHy5pZiCkpC0x+bl5XCyZp69hzt3Pt5PIZH393NeztLAxvXoBTiY6Iiex6D2zUCt2slbtcW73YubteP/D292yRpgKvH9+doZS3rdJSHsll9g4dvLtnEP9YfaP/gAJgxqg9L/nsKmb0717Wycf9xSk7WcNX4ro/q8BUfE82k7IgfL/0X4H7A6tNxl3+GtZ6rX7rFjcNGM0ZlkBAbxbLNxUwNUq0Epfxx4Phpahs8DA3yyI5G6cnxpCfHd/r85VsOExcdxWWj+gQwKsv3Zo8iLjqi24uJuMvX4T5roV6/i5ZE9CfTXGJcDJeN6sObWw93qW9Oqa7aXRKakR2+Nu4/zuKPCjt8njGGN7cc5pIR6fQM8MIEYHXFjBkQnNolDnEUt2sojcsBul3zsJYO9Eu3StIA/zNrJC9/7UKidMy0slFB4xjpECbpVdtL+Ok/t1Fd17GKeMer6hiY0iMoNa8bvbX1MG982uJqebYQkZtEZKuIeEQkv9lr94tIgYjsFJEr/bjcPcDjwCjcroPAt4Cv+RtLt+rugOBPHFDKH7tLKklPjseVGPiWaWsmeCvibTlYTn6O/9PEU5PieOGrU4MYmbXOY0lFDddOGBDU9+mALcANWMm1iYiMwepPHou1zN/bIjKizVWk3OV7gMtxu5KAKNzlJzsSSLdL0gDr9pbx/McH+P/m5eosRGWL+68ezX9dNDik75mX1VgR74TfSdoYQ0V1Pa4ewf1lMmVIGg+/tZNjlTWkdaHvPFCMMduBlqasXwc8Z4ypAfaKSAEwGVjd6sXcrp802/Y+lv/Un1i6XXcHwOGKal7aWMT6Qh3loeyRmhQX8n7YjJ7xDEzpwScdmNSyrbiCST9bwTs7SoIYmZWkgXCorzMQ8B2SU+Td15ZTPl8NwFVAjr9v2C1b0jNH9SE+xhrlccEQHeWhQuv4qVqeWbOPayYMYHB6UkjfOy8rhYIj/o+VXr75MAarqySYcjNdJMZFs2bPsaD2ffsSkbeBlsYU/tAY81prp7Wwr+1RCO7yX5+97XoEeN2PEIFumqST4mOYPjKD5VsO88C1Y/UmogqpHYdP8usV/2FCVkrIk/Qv5o4nOcG/H3tjDMu2FHPB4FRSk+KCGldsdBT5OansKe3aii/NLVq0iEWLFjVunjWf3RhzeScuWQRk+WxnAh2945kIDPH34G6ZpMGa2PLW1iOs33e8w0vSK9UVBSGqfteSjtyo3FVSyZ7SUyHrO//zF88jMS6wU+Tnz5/P/PnzARCRowG45OvA30XkN1g3DocD69o8w+3azJnWdjSQAfjVHw3dOEnPHN2XcQN7capWF8JUobW7pJLEuGj6uxJC/t7GGB54fSvD+/bk9inZbR67bHMxInDl2K5VzvNXUrxz0pGIzAX+DyuhLhWRTcaYK40xW0XkBWAb1oSUe9oc2WG5xud5PXAEd7nficfvTyVnwdIbgGlYvxE+KFw45xV/z3Wi5PgYLY+obLG7tJKhGcm2FLsXEdYXHmdP6al2k/TciQPJ7J1In56h+2Xyg1c2k5YUx3euGBmy92yJMeYVoMUcZ4x5CHio3Yu4XY1/ojcfctcLtwvc5X7dJfVrdEfOgqWPAl8FNmONH/xKzoKlf/LnXKerrmvgRFWt3WGobuRAWRVDM0LbF+0rb1AKnx440e6s2+y0JOZNygxRVJbD5dWRtB7pBmC997H513p/L+JvS/pSYFzhwjkGIGfB0sVYCTus1TV4mParVVyTOwD358baHY7qJlZ+ZzpVNnaz5WWl8Pe1+9lz9FSr/eL/2nqYeo8J2UiLRlOGpLJqRwlHKqrp2yv03UEB5S4PSGe+v0l6JzAI2OfdzgI+C0QAdoqNjmLioN4s31LMT64Zo6M8VEhER0lQamD4a6LPpJbWkvQfVu0iNjoq5El66hBrAMaaPce4Lq+94cdhxO3qjXWT8cxvHnf5+/6c6u9kljRge86Cpe/mLFj6LlaneUbOgqWv5yxY6vd4PyeaM74/Rypq2Lj/uN2hqG7g37tKuf/lzZSftm8lkqEZyYzq17PV7o79x6rYcrCCq8eFNkEDjBnQi54JMayJpNKlbtfdwPvAW8CD3ke3v6f725L+SfuHhKeZo/sQFxPFss2HO1TPQKnOWLunjBfWH+BBG7vXoqKEN791SauvL99i9QkHYkXwjoqOEuZNyiQtyOOyQ+w+4HxgDe7yGbhdo7CStV/8StKFC+e818ngHK9nQiyXDM9g+ZZifjRntHZ5qKAqKKkkOy2RuBhnVGQwxpwzymT5lsOMH+giKzW4ay+25oFrI+7+UDXu8mprRIcrHnf5Dtwuv4evtJmkcxYs/aBw4ZxpOQuWnuTsqY8CmMKFcyKiCOx9M4dT7/Fgw4go1c00Dr+z26YDJ/jK0+v50xfOO+svyKraeipO1zEvP7SjOpqrb/BwqrYh6IWdQqQItysFeBVYgdt1nA7MUmwzSRcunDPN+9izSyE63PhMV/sHKdVF9Q0eCo+d4vIxoZkc0pYBrgSOVNScUxEvMS6Gld+5lHobF8UwxjD9kXe5aGg6v5qXa1scAeMun9v4DLfrHcAFvOnv6X51d+QsWDoF2Fq4cM5J73YyMLZw4Zy1HQzXsbYeKuf1TYf4/uxR2uWhguLYqVr6uRIY7oCa5n16JTDAlcCmZhXxGjyG6CghNtq+nwERYUz/XpGz7qHb9XvgedzlH+Eu73DXsb8dY38GfEtnVXn3RYwdxSd5/P09bCryv4yjUh3Rt1cC//7eZdxwnr1dCY3yBqWclaSPVFST//MV/GvrYRujskwZksb+sioOnjhtdyiBsBH4EW5XAW7Xw7hd+e2e4cPfJC2NE1kAChfO8RBhdT8uH9OX2Ghh2WcRM9tJqTblZaVQdPw0RytrAGsJq+NVdSGvzNeSxoWi1+yOgNa0u3wx7vKrsRYH+A/wK9yuXf6e7m+i3ZOzYOk3OdN6/jqwp0OBOpyrRywXD7fKl/5wzmhb6iqoyParN3dQerKGR26aYHcoAFw0LJ0vX5hDfYPV/lq++TDD+iQzvK/9t6BG9u1J78RYVu85xo0hnpoeRMOAUVgF/7f5e5K/SfqrwB+AH2GN8lgJzO9YfM539fj+rNpRwqYDJ5g4qLfd4agIs3r3sYCX4uyKsQNcjP2cddP8WGUNa/ce454Zw2yOyhIVJTxw7Vgye/ewO5Suc7t+hbVe4m7geeBnuMv97lf1d5x0Cdbiix0iIk9ilekrMcaM8+5L9QaaAxQCNxtjjntfux+4C2uJmW8aY97q6Ht2xawxfenXK4Hi8momhvKNVcQzxrC7pJK55zlrqnNdg4eDx0+zes8xPAausmGWYWuun+isz6oL9gJTcZd3qp61v1XwRuQsWLoyZ8HSLd7t3JwFS3/kx6lPAbOb7VsArDTGDMdqkS+Ac1bhnQ08KiIhbXa4esSy+v7LQl6vQEW+0pM1nKypd8QYaV8PvrGVa//4AbmZLu6bOZzR/e3v6mjk8Rg+KjjKloPldofSNe7yxzqboMH/G4d/Ae4H6gAKF875DD9a1saY94HmNVOvAxZ7ny8GrvfZ/5wxpsYYsxdoXIU3pEQEYwzVde3V8VbKfwUl9q3G0pbcgSmcrK4nITaab88a4ah7MSJw75JPePKDvXaHYit/k3Ri4cI5zZeI6Wytxb7GmGIA72Mf7/7OrMIbcHUNHi779Xv8dsV/Qv3WKoKJCJNzUh2XpPMGWRXx/vL+HoyxbwJLS0SEKUNSWb3nmONiCyV/k/TRnAVLh+KdGp6zYOk8INBj1Tq+Cm8QxEZHkZ2WyNLNxd36G0MF1tShabzw1amOq5Hc2P3y3McH2jnSHlOHpFFcXs3+siq7Q+kat+s83K5v4nZ9A7frvI6c6m+Svgd4HBiVs2DpQeBbWCM+OuOIiPQH8D6WePf7vQpvaWkp+fn5TV8+qwEHxNXj+1N0/DSbw70vTDmGU3/hR0cJP7h6FL+7Jc9RXR2NGsdLrw7n8dJu10+wunbTsFYs/xtulz/39AA/RnfkLFgaBeQXLpxzec6CpUlAVOP08E56HbgDWOh9fM1nv1+r8GZkZLB+vd+rz3TYFWP68oMoYenmYnIzU4L2Pqr7uOzX73H1+H7875Wj7A7lHPMvGWp3CK0ampFMenI8Hxce5/OTB9kdTmfdCkzEXV4NgNu1EGsW4s/9ObndlrR3duG93uenOpKgRWQJsBoYKSJFInIXVnKeJSK7gFnebYwxW4HGVXjfxL9VeIMiJTGOi4als0y7PFQAVNbUs/foKRLjImqSbkiICC9+dSoLbxxvdyhdUYjviiwQjzVm2i/+ftesyFmw9LtY45tPNb1522UAAB7lSURBVL3zwjltrnZrjLm1lZdmtnK8f6vwhsDXpg+l4nQdxqAlTFWX7HboyI5wkeOAaepdVANsxe1agXWfbRbwAW7XHwBwl3+zrZP9TdJ3ei/+9Wb7h3Qo1DAyZUia3SGoCLG71ErSThsjHS6q6xr41Zs7uGBwmi2rxQTAK96vRu925GR/k/QYrAQ9DStZ/xt4rCNvFI72HTvFv7Ye4e6LBzvypooKDwUllcRECdlp9qx0Eu7iY6JYtrmYo5W14Zmk3eWL2z+odf4m6cVABVb9DrA6whcDN3flzZ1uzZ5jPLRsO1OHpjFuoC4MoDpn7AAXd1yYQ2y0M5bMCjfWeOk0Piw41uJyX47ndg0HfonV2PVdLdyvngh/k/TIwoVzfEt3vZOzYOmn/sYYrq4Y048fvLKFpZuLNUmrTpuT2585uVpqoCumDknjtU2H2F16Khz79v8GPAD8FpgB/Bctzwtpkb+/2j/xrs4CQM6CpRcAH3YgyLDUOymOC4emsVxHeahOavAYjnnrNavOaxovHZ6rtfTAXb4SENzl+3CXu4HL/D3Z3yR9AfBRzoKlhTkLlhZiDau7NGfB0s05C5Z+1tGIw8nV4/tTeKyKbcUVdoeiwtDeo6eY9PO3eW3TQbtDCWuDUhPJzXRRV++xO5TOqMbtigJ24Xbdi9s1lzPlMNrlb3dH80p23caVY/vxs39uY+fhk4wdoF0eqmMaR3bkpIX9MDJbiQiv3zvN7jA661tAIvBN4GdYreg7/D3Z33rS+zoVWgRITYpj449nkRDrnGLtKnw0Vr8bGn79qI7VuFhu2HCXf+x9VonVH90hOgXKD40J2uMxupK46pDdpZX065VAcrz+qHXViaparv3jB9w9bQh3XJgT1PcSkYeBa4FarNmB/2WMOeF9rWOLk7hdI4D/BbLxzbnucr/6pXVMkB/qGzzc8OiH/PZtLV+qOmZ3SWU4jkZwJFePWDyekBVbWgGMM8bkYi0eez90enGSf9C4YriVrBu//KK/3v0QEx1FQmw0Sz8r5n8cVhhdOdud0wZrV1mANI6XXrXjSND/qjXG/Mtncw0wz/u8aXESYK+INC5OsrqNy9XjLv9zG6+3SZO0n+bk9ueHr2xhx+GTjO7fy+5wVJi4Li9i1ulzhKlD03hpYxE7j4T05/BOrLpFYC1EssbntdYXJ3G7Ur3P3sDt+jrW1PAz4zHd5W3WPmqk3R1+unJsP6IElm0O9FoHKlKVnKxmy8Fy6hrCctiYI00ZYuW9QHR5iMjbIrKlha/rfI75IdYqVM827mrhUq1NotgArMcayfG/wEfefY37/aItaT+lJ8czZUgaSzdrl4fyz/LNh3ng9a2s+8FM+jhsRZZwldk7ka9cMoQxA/xrRS9atMh3UZB039eMMZe3da6I3AFcA8w0Z2az+b04Ce7ywX4F2Q5N0h1w98WDOVxeg8dAtOZo1Y7dpZX0jI8ho2e83aFElPuvHu33sfPnz2f+/PkAiIjfK3aLyGzg+8Clxhjftbv8XpwEt+t84ADu8sPe7S8BNwL7ALe/3R2apDvgslF97Q5BhZGCkkqG9knWv7oCzOMx7C6tpK8rgV4JscF6mz9iFedf4f3/W2OM+aoxZquINC5OUk/bi5M8DlitdbfrEqwFTr4B5AGLOHMzsk2apDvoWGUN7+8q5fq8gfrDp9q0u7SSacMy7A4j4lTXN9CnV1ATNMaYYW285u/iJNE+reVbgEW4y18CXsLt2uRvLHrjsIOWbS7m289/yn+OVNodinKwiuo6jlTU6BjpIEiMi8HVI3gJOoCicbsaG8IzgVU+r/ndQNYk3UFXjuuHCCzVUR6qDfExUTx912SuHh+GRepVoCwB3sPteg04jbVYCrhdw4Byfy+iSbqD+vRMYHJOqg7FU22Kj4nm4uEZZGthpe7LXf4Q8B3gKWAa7vLGESJRWH3TftE+6U64enx/Hnh9K/85cpIRfXvaHY5yoLV7jlFV18CMkX5XpFSRyF2+poV9HaovoS3pTrhqnDWx5eNCv0bQqG7oL//eyy+Wbrc7DBUBtCXdCX16JbDuh5eTnqzjX1XL9pRW6l9ZKiC0Jd1JjQlal9VSzdXWe9hXVqUjO1RAaJLuJGMM9z33CQ++sc3uUJTD7Dt2igaPYWgfvWmouk6TdCeJCNEivLihiFM19XaHoxykcTWWYRna3aG6TpN0F3xxSjaVNfW8qouMKh8zR/fl7f+5hBH9tLtDdZ0m6S44b1AKY/r34unV+7RvWjWJi4liWJ+exMdosX/VdZqku0BEuG1KNjsOn2Tj/uN2h6Mc4vH3drNy+xG7w1ARQpN0F12XN4BvXz6CrNREu0NRDmCM4fcrd/HvXX5XxVSqTTpOuouS4mO47/LhdoehHKK4vJqq2gaG6vA7FSDakg6QN7cc1noeit2ljSM7NEmrwNCWdIA8+eFeDpdXM3tsv6CuYqycbduhCgCdyKICRlvSAXLblGz2l1Xx/q5Su0NRNtp5+CQTMl26ZJYKGG1JB8jssf1IT47jmTX7ma6Vz7qt39ySx8nqOrvDUBFEW9IBEhcTxS3nZ7FqxxEOnjhtdzjKBqdrraXuegZxWSfV/WiSDqBbJw8iJy2JQ5qku50jFdWc/9DbvPHpIbtDURFGuzsCKLN3Iiu/c6kuUNsNLVm3n8qaenIzXXaHoiKMbS1pESkUkc0isklE1nv3pYrIChHZ5X3sbVd8nSUiVNc1cKCsyu5QVIjUNXhYsm4/l47Q5bJU4Nnd3THDGJNnjMn3bi8AVhpjhgMrvdth5+bHV/Pdf3xqdxgqRN7edoQjFTXcPiXb7lBUBLI7STd3HbDY+3wxcL2NsXTa7HH9WLu3jF1HTtodigqBp9fsY2BKD2aM0lE9KvDsTNIG+JeIbBCR+d59fY0xxQDex7D8rr85P4vYaOHZtfvtDkWFwM+vH8evbswlWicxqSCwM0lfZIw5D7gKuEdELrExloBKT47n6vH9eWlDEVW1uiBApBuSkcy04el2h6EilG1J2hhzyPtYArwCTAaOiEh/AO9jSUvnlpaWkp+f3/S1aNGiUIXtt9umZHOypp6V21v8J6gIUFVbz33PfcL24gq7Q1ERzJYheCKSBEQZY056n18B/BR4HbgDWOh9fK2l8zMyMli/fn2owu2U/OzevH7vRYwfqEOyItVrmw7x2qZDesNQBZVd46T7Aq94xxPHAH83xrwpIh8DL4jIXcB+4Cab4usyESE3M8XuMFSQGGN4evU+RvXryaTssBspqsKILUnaGLMHmNDC/mPAzNBHFDy/WLadmroGHrxunN2hqADauP8424oreGjuOJ28pILKaUPwIs6pmnqe+/gAJ6pq7Q5FBdDTq/fRMz6G6/MG2h2KCgIR+ZmIfOadbPcvERng89r9IlIgIjtF5Mpgx6JJOshum5JNTb2HFzcU2R2KCqDhfXty98VDSIrXygoR6mFjTK4xJg/4J/ATABEZA3weGAvMBh4VkaCuOKxJOshG9+/FpOzePLt2Px6PrigeKe6ZMUyXTYtgxhjfITtJWPM6wJpw95wxpsYYsxcowBqZFjSapEPg9inZ7D16io92H7M7FNVFDR7Dyu1HqG/w2B2KCjIReUhEDgBfxNuSBgYCB3wOK/LuCxpN0iFw1fh+3DVtMJm9e9gdiuqid3eWcNfi9azcoePfw8GiRYua5lMAZ804EpG3RWRLC1/XARhjfmiMyQKeBe5tPK2Ftwnqn8hiTPj9CZ6fn2+cPk5aRaYv/20d24sr+OD7lxEbrW2ccCIiG3yKuXXkvGxgqTFmnIjcD2CM+aX3tbcAtzFmdWCjPUO/y0JofWEZb27RFcXD1b5jp3jvP6XcOnmQJugIJyK+Nxw+B+zwPn8d+LyIxIvIYGA4sC6Yseit6RD64zsFbDtUwczRffWHPAw9u3Y/USLcOnmQ3aGo4FsoIiMBD7AP+CqAMWariLwAbAPqgXuMMQ3BDEQzRQjddkE2JSdreHvbEbtDUR1kjGHtnmNcObYvfXsl2B2OCjJjzI3GmHHeYXjXGmMO+rz2kDFmqDFmpDFmebBj0ZZ0CM0Y1YeBKT14Zu0+rhrf3+5wVAeICK98/SJOVmtVQxVa2pIOoego4QsXDOLDgmPsLq20OxzVAbX1HqKiBFeirgSuQkuTdIjdnJ9Fn57x7C09ZXcoyk+fFZ3ggl+8zfrCMrtDUd2QdneEWEbPeFbfP1NX8Qgjz6zZR029hxH9etodiuqGtCVtg+goweMxlFRU2x2KaseJqlpe23SI6ycOpFeCdnWo0IuYlnRDQwNlZWXU1dXZHYpfPiw4Sk19A5eN6mt3KB0SGxtLamoq0dFBrSnjGC9uKKKm3sNtF2hhf2WPiEnSZWVlJCQkkJ6eHhb1fYfX9+Dd/5QSnZwaNkO6jDFUVlZSVlZGRkaG3eEEncdjeGbNPvKzezNmQC+7w1HdVMR0d9TV1ZGcnBwWCRpg9IBexERF8VnRCbtD8ZuIkJycHDZ/rXSVCPz65gksuGqU3aGobixikjQQNgkaID4mmlH9e7Lz8Emq64I6YSmgwukz7ioRYVJ2Kvk5qXaHorqxiErS4SZ3oIt6j2HnkZN2h6KaOXjiND96dTPF5aftDkV1c5qkbdSnVwI3npfJ+AFtryh+4YUXhigi1WjJ2v38fe1+GnShBmUzTdIh1tBwdtdGVmoiUe2Mmf7oo4+CGZJqprbew3Mf7+eyUX3J7J1odziqm9MkHUCFhYWMGjWKO+64g9zcXObNm0dVVRU5OTn89Kc/Zdq0afzjH/9g9+7dzJ49m0mTJnHxxRfz0sq1vLOjhCNHjjB37lwmTJjAhAkTmpJzcnIyAO+++y6XXHIJc+fOZcyYMXz1q1/F49EVQgLtza2HOVpZy+1Tddidsl/EDMFr7pbHz63BfU1uf26fmsPp2ga+/LdzS8DOm5TJTflZlJ2q5WvPbDjrtee/MtWv9925cydPPPEEF110EXfeeSePPvooAAkJCXzwwQcAzJw5k8cee4zhw4ezdu1avnbfd/nyQ0/yxx//kEsvvZRXXnmFhoYGKivPre+xbt06tm3bRnZ2NrNnz+bll19m3rx5fsWm/PPM6n1kpyVy8bD09g9WKsgiNknbJSsri4suugiA2267jT/84Q8A3HLLLQBUVlby0UcfcdNNNzWdU1VdjccYVq1axd+feRqA6OhoXK5z+6onT57MkCFDALj11lv54IMPNEkHUF2Dh+F9k7l2Qv92u6GUCoWITdJttXx7xEW3+XpqUpzfLefmmg9Ra9xOSkoCwOPxkJKSwqZNm8467uWNRdQ3mHZXFG/t+iowYqOjeGjueLvDUKqJ9kkH2P79+1m92upqWbJkCdOmTTvr9V69ejF48GD+8Y9/ANYsvk8//ZTczBSGT5zCzx/5PWDdYKyoqKC5devWsXfvXjweD88///w511edd7K6jg37ygjHdT9V5NIkHWCjR49m8eLF5ObmUlZWxte+9rVzjnn22Wd54oknmDBhAmPHjuW1115jSHoS9z/4Kzas+YDx48czadIktm7des65U6dOZcGCBYwbN47Bgwczd+7cUPyzuoVXPjnIjX9ezfZiHbeunCNiuzvsEhUVxWOPPXbWvsLCwrO2Bw8ezJtvvnnOuTddMo6bLnnjnP2+NxATExN5/vnnAxOsamKM4f+t3kdupkvrdChH0Za0w5SdqtVVW2ywZk8ZBSWV3D5Fh90pZ9GWdADl5OSwZcuWLl1j9e6jHDh+muxpicQ0W1F8+vTpTJ8+vUvXVy17Zs0+XD1iuXbCALtDUeos2pJ2mNzMFKrrGli1o4SK092j2pzdqusaWLu3jJvzM0mI7R51slX40Ja0w2T27kFupostByvYfvgkEzJdTB/Zx+6wIlpCbDQffH8GNXU6e1M5jyZphxERLhvVl/NzUvlk/wmS4q2WnccYDh4/TWbvHjo2OoAaPAbBStTailZOpN0dDtUzIZZLRmQwKduqZbyn9BQvbSzi2bX72V5codXZAmTFtsPM+PW77D9WZXcoSrVIk3QAPfTQQ4wdO5bc3Fzy8vJYu3YtYN1QPHr0aJeuPTg9iVlj+mKM4a2th/nbh3vZsO849R0osBSIOCLN02v2Ud9gGNi7h92hKNUi7e4IkNWrV/PPf/6TjRs3Eh8fz9GjR6mtrQ3Y9aOjhLEDXIzp34vCY1Vs2Hecz4pOMHFQCgD1DZ5zRoOothWUVPJhwTH+98qRRGudDuVQ+lMdIMXFxaSnpxMfHw9Aeno6AwacGc71f//3f5x33nmMHz+eHTt2ANYU7wsvvJCJEydy4YUXsnPnTgCeeuoprrvuOmbPns3IkSN58MEHm64jIgxOT6J03RtsfvlPRIlQ3+Dhv3/8CNd98S6OVtZw/fXXM2nSJMaOHcuiRYvOibWwsJBx48Y1bT/yyCO43W6Ac8qoNsYaiZ5du4/YaOHm/Cy7Q1GqVZHZkl6+AA5vDuw1+42Hqxa2+vIVV1zBT3/6U0aMGMHll1/OLbfcwqWXXtr0enp6Ohs3buTRRx/lkUce4a9//SujRo3i/fffJyYmhrfffpsf/OAHvPTSS4CVwLds2UJiYiLnn38+c+bMIT8/v+l68+bNY+rUqfzm149Q7zFs++AtLrzxv3lmzT5u+NbPmZE7hLQEq2rejTfeSFpaml//zPnz559VRvXrX/86q1at6uSH5lxVtfW8uKGIq8b1J6NnvN3hKNUqR7akRWS2iOwUkQIRWWB3PP5ITk5mw4YNLFq0iIyMDG655RaeeuqpptdvuOEGACZNmtQ0Tby8vJybbrqJcePG8e1vf/usWh2zZs0iLS2NHj16cMMNNzTVom6UkZHBkCFDWLNmDacqTlBatJdffG0eFw5N4x+LFzHl/PM4f/IUDhw4wK5du/z6N/iWUc3Ly+MrX/kKxcXFXftgHKjBY4iLjuLheRP4yqVD7A5HOZiIfFdEjIik++y735ubdorIlcGOwXEtaRGJBv4EzAKKgI9F5HVjzDa/L9JGizeYoqOjm2YFjh8/nsWLF/PlL38ZoKkbJDo6mvr6egB+/OMfM2PGDF555RUKCwvPmk3oT0nSW265hRdeeIFRo0Yxd+5cesTFULVvM2X/2cjyt99jfE4fZsyYwcY9R4gfcLzpvJiYmLNWdKmurgZaL6Mabjwe01QL+qPdR1m7p4wDx6soOn6aorIq6j2GdT+8nNnj+tkcqXIyEcnCykP7ffaNAT4PjAUGAG+LyAhjTEPLV+k6J7akJwMFxpg9xpha4DngOptjatfOnTvParFu2rSJ7Oy260CUl5czcOBAgLNa3QArVqygrKyM06dP8+qrrzYtJODrhhtu4NVXX2XJkiVNiwqUl5eTmtqb3MF92blzJ2vWrOFoZS3v/aeUk9X1rNx+hB0nhMNHjnDs2DFOn67mxVde43hVLZWeWLIG5bD42SXUNXiayqg6jTGmqZzo5qJy/vROAfe//Bm3/XUtlz78DqN+/CbVddbPzNvbSvjDql2s3n0MYwxThqTx+cmDtByp8sdvge8Bvt8s1wHPGWNqjDF7gQKsnBU0jmtJAwOBAz7bRcAFNsXit8rKSr7xjW9w4sQJYmJiGDZsWIs37Xx973vf44477uA3v/kNl1122VmvTZs2jdtvv52CggK+8IUvnNUf3ah3796MGTOGbdu2MXmy9X0ye/ZsHnvsMXJzcxk5ciRTpkzhkhEZjMjL4pfRQnF5NWUN1dxxz3e44IILyM7OIS4ti52HT/LC+gNcee/PWfg7Nz//+UPEiocb5t3MuoqexEVHER8TRVxMFKaqjPTKWC4dkUHZqVpe3lhEYlwMjQMkROCCwWnkpCdRcrKa93aWevcL4n19ypA0BqT04HB5NWv2HGs6r/G4qUPSyOgZz4GyKt7ccpgDx6s4UFbFgeOnKTpexb++dSmD0hJZu/cYD7+1k7SkODJTExk/0MXV4/tT1+AhITaab88azvevGkl8jE5UUf4Tkc8BB40xnzb7K3YgsMZnu8i7L3ixOK1FISI3AVcaY+72bt8OTDbGfKPxmPz8fLN+/fqzzjt06NBZoynC2VNPPcX69ev54x//GPT38ngMJ07XUVPfQG29p+kro2c8fXolcKqmno92H6O2voEa72vV5UfpndGX6/IG8lnRCT73xw/Pue7vbsnj+okDWbvnGLcsWnPO63/5Uj6zxvRl1Y4j3PnU+nNe//vdF3DhsHRe//QQ31zyCT0TYsjqnUhWag8yeydy98WD6e/qQWVNPQIkxTuxvaGcREQ2GGPyfbbfBlrq8/oh8APgCmNMuYgUAvnGmKMi8idgtTHmGe81ngCWGWNeClbcTvzOLgJ8x0RlAod8DygtLT2rZTl//nyuueaa0EQXYaKihNSkuFZfT4qPYdaYvmftO3QopukX4rgBLj594Aqqaq1+9sbf+SmJsQBMyErh39+b0fSa8f7l2DiiYsqQNN757nSrC8Pn/AEpCQDMGJnBpz+5Apf3es0la3JWbVi0aJHvX7RnrSxsjLm8pXNEZDwwGGhsRWcCG0VkMn7kp0BzYks6BvgPMBM4CHwMfMEY0zT0IdJb0k6nn7UKR81b0h04r5AzLemxwN+x+qEHACuB4cG8cei4Zogxpl5E7gXeAqKBJ30TdDvnavGhIHPaL3WlQskYs1VEXgC2AfXAPcFM0ODAJA1gjFkGLOvIObGxsVRWVpKcnKyJOkiMMVRWVhIb23LXg1KRyBiT02z7IeChUL2/I5N0Z6SmplJWVsbJk7qIaDDFxsaSmppqdxhKdRsRk6Sjo6PJyMiwOwyllAooJ05mCRvtjYN2Io05+MItXtCYnUyTdBeE4zeJxhx84RYvaMxOpklaKaUczHHjpP0hIqXAPrvjwBocH25LnWjMwRdu8UL3iDnbGBN2N67CMkkrpVR3od0dSinlYJqklVLKwTRJd4KIZInIOyKyXUS2ish9dsfkDxGJFpFPROSfdsfiDxFJEZEXRWSH97OeandM7RGRb3u/J7aIyBIRSbA7puZE5EkRKRGRLT77UkVkhYjs8j72tjNGX63E+7D3++IzEXlFRFLsjDGYNEl3Tj3wHWPMaGAKcI93xQanuw/YbncQHfB74E1jzChgAg6PXUQGAt/EKsYzDqv2zOftjapFTwGzm+1bAKw0xgzHKhrkpGXrnuLceFcA44wxuVgF2e4PdVChokm6E4wxxcaYjd7nJ7GSR1ALf3eViGQCc4C/2h2LP0SkF3AJ8ASAMabWGHPC3qj8EgP08FZzTCTIZSw7wxjzPlDWbPd1wGLv88XA9SENqg0txWuM+Zcxpt67uQarZGhE0iTdRSKSA0wE1tobSbt+h7UUkKe9Ax1iCFAK/M3bRfNXEUmyO6i2GGMOAo9grYlXDJQbY/5lb1R+62uMKQarEQL0sTmejrgTWG53EMGiSboLRCQZeAn4ljGmwu54WiMi1wAlxpgNdsfSATHAecCfjTETgVM460/wc3j7ca/DKhg/AEgSkdvsjSqyicgPsbofn7U7lmDRJN1JIhKLlaCfNca8bHc87bgI+Jy3ePlzwGUi8oy9IbWrCCgyxjT+hfIiVtJ2ssuBvcaYUmNMHfAycKHNMfnriIj0B/A+ltgcT7tE5A7gGuCLJoInfGiS7gSxClY/AWw3xvzG7njaY4y53xiT6a2L+3lglTHG0S08Y8xh4ICIjPTumolVaN3J9gNTRCTR+z0yE4ff7PTxOnCH9/kdwGs2xtIuEZkNfB/4nDGmyu54gkmTdOdcBNyO1SLd5P262u6gItA3gGdF5DMgD/iFzfG0ydvqfxHYCGzG+vlyXBUgEVkCrAZGikiRiNwFLARmicguYJZ32xFaifePQE9ghffn7zFbgwwinRaulFIOpi1ppZRyME3SSinlYJqklVLKwTRJK6WUg2mSVo4hIkZEnvbZjhGR0s4WhPIWaPq6z/b0cCkupVQjTdLKSU4B40Skh3d7FnCwC9dLAb7e7lFKOZgmaeU0y7EKQQHcCixpfMFbTvNVb3nKNSKS693v9pazfFdE9ojIN72nLASGesfRPuzdl+xT/vRZ76QTRGShiGzzXvuR0PxTlWpfjN0BKNXMc8BPvN0SucCTwMXe1x4EPjHGXC8ilwH/D2uSC8AoYAbWBIedIvJnrFof44wxeWB1d2AVwxqLVZ3uQ+AiEdkGzAVGGWNMJNcmVuFHW9LKUYwxnwE5WK3oZc1engY87T1uFZAmIi7va0uNMTXGmKNYdSf6tvIW64wxRcYYD7DJ+14VQDXwVxG5AYjoacYqvGiSVk70OlbJzyXN9ksLxzZOma3x2ddA638lnnOcty7xZKyCWdcDb3Y0YKWCRZO0cqIngZ8aYzY32/8+8EVo6ro42k6J2JNY3R9t8pacdRljlgHf4kwXilK20z5p5TjGmCKspbOac2MtAvAZVpfEHS0c43udYyLyoXdtvOXA0lYO7Qm85l2PUIBvdzZ2pQJNCywppZSDaXeHUko5mCZppZRyME3SSinlYJqklVLKwTRJK6WUg2mSVkopB9MkrZRSDqZJWimlHOz/B7bReFXgiS0uAAAAAElFTkSuQmCC\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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\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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XWY4fA1BKveAiE+tEC7oTMH+7g4/WH2HtYxMJ01WNalJyxpgZOnJ26CzKSoybUH4mRPQxbjIa+8jca8zad3xlfItAoOt4GHhVTXFXCt6/wviW8efNDvtZ704/jSksED9v22+8VgTdC9iLse7lGLARuEEptcMhRjoQLehOYG9GHlP++QuPXd6POy7SJbI0GgAy95x1y9QQ96uNbxLfPwxX/gtG/Z9D3q6iQjH2hRWM7xHG69fb/m3Z2tJ/EbkC+BdG2OJ7lsWPboeOcnECfToGM8bUgY82HOFPF/TAw0PnbtZoiOgLFz9qbJXivuMrWPKIcb7TEBhxs8PeLunIKTLzirm0f9Mzayulvge+b7pVzsVNgnZbHzeO68rh7DNsO5bralM0GvejUtznrIO718OkZ+Dadx36TGLJ9nR8vDyY2K/ZSyW4DD1DdxJTB3VixUMX0TNC1z3UaOolsp+xOZhdaae5sHc4wX4t4HmNg9CC7iR8vTy1mGs0LuSjP40lv7jM1WY0K9rl4kTKyiuYs2gzb63c72pTNJo2hVIKEWlTs3PQgu5UvDw9OF1UyodrD1NWXuFqczSaNoFSiqve/JV3Vx9ytSnNjhZ0J3Pj2G6k5Raxck+mq03RaNoEO9NOszU1lwAfN1z05WS0oDuZSf0jiQz25b9JR11tikbTJlianI6HwJQ2WGxGC7qT8fL04NL+kaw5kK3dLhpNM7AkOZ2x3cPa5Cptm6NcTHGJ3YF7AVP1finxsdMcb1br4ndDOtMxxI+S8gq8PPU9VKNxFvsy8th/Ip+bx3dztSkuwZ6wxa+Bd4HvAD3VtIMJvcKZ0Cvc1WZoNK0eP29P/jjBxGUDO7naFJdgj6AXpcTHvu40S1o5BcVl7D+Rz9AYXZ5Oo3EWMR0CME8b6GozXIY9gv6aKS7xaeBHoCp5dUp87GaHW9UKefnHPXy84Qhbn56Cr1fbe/qu0TibjNNFHDl5hpFd27fZ/En2OHQHA38C4oFXLNvLDXUSkRgR+VlEdonIDhG5z9I+VETWish2EflOREIs7T4i8r6lfauIXFzHuGYROSYiWyzbFXZ8lmZnQs9wikor+O1ITsMXazQau/licyoz563leG6hq01xGfbM0K8GeqTEx5bY+R5lwENKqc0iEgwkicgy4B3gYaXUKhG5FXgEeBLjpoFSarCIRAJLRGS0Usqa3/6fSqkGbyruwJjuHfAQWHMgm3E9wlxtjkbT6lianM7Q6FCi2we42hSXYc8MfStgtwNYKZWmlNps2c8DdgFdgL7AL5bLlgHXWvYHACss158AcoAauYlbIqH+3gyObsfaA1muNkWjaXWknjrDttRcpg6qoxpSG8GeGXpHYLcpLnEjNX3oNoctiogJGA6sB5KBacA3wEwgxnLZVmC6pbJ2DDDS8rrBypD3iMjNwCaMbwFWilq6DxN6hvH2LwcpKC4j0FfnRdNoHMXS5HQALh/UNqNbKrFHVZ5uyhuJSBDwBXC/Uuq0xc3yuog8BXwLVLpy3gP6Y4j0YWANhtumNnOBZzGKPj6L4dO/tSk2OpsbxnQldnAU/naUw9JoNA3zy74s+keFYAoPdLUpLqVZStCJiDewGPhBKfWqlfN9gIVKqTFWzq0BbldK7axnfBOwWCk1qHp7t27dVETE2Srss2fPZvbs2Y39GBqNxk0pKasg43QRMR2a7j+3VoKupdDgDN0UlxgD/APD770E+EdKfGyp5dzXKfGxV9XXX0QEY0HSrupiLiKRSqkTIuIBPAHMs7QHYNxoCkRkMlBmTcxFJEoplWY5vBrDhVODiIgIXFFTtD7WHcxmU8pJ7pnY29WmaDStBh8vD4eIeUvHloei7wErMZb9RwGrTHGJlWEatqyvPQ/4AzCxVojh9SKyF9gNHAfet1wfCWwWkV3Ao5a+AIjIOyJSeed8yRLauA24BHjABltczvqDJ3ll2V5yztgbLKTRaKzxyH+3smBNiqvNcAts8aFHpMTHzrPs32uKS7wJ+MUUlzgNw39dL0qp1UBdUf6vWbk+BSMCxtpYt1fb/4O1a9ydCb3C+OdyWHfwJFPb+AMcjaapZOcX88XmVDqF+rnaFLfAlhm6tykuseqnlRIfuxC4D/gBY8ausYOh0e3w9/ZkjQ5f1GiazI87M6hQ6MmRBVsE/R1gbPWGlPjY5Rihhuf4rTX14+PlwZjuHVhzINvVpmg0LZ7vt6fRLSyAAVEhrjbFLWhQ0FPiY/+ZEh+7yhSXeF6t9t8As7MMa81M6BlGQXFZmytgq9E4ktwzpaw9kM3UQZ0wYi809qwUfcPGNk0D3Hp+d9bETSRILy7SaBrN6aJSLhvUiSsHd3a1KW6DLWGL44EJQIQpLvHBaqdCAL1CphF46yIXGk2TiekQwJs3jHC1GY7FHNoHY9FkR8y5gzCHDgGmYc59zpbutiiLDxCEIf7B1bbTwIxGGa1h/q+HuHbuGlebodG0SM6UlHEoq8DVZjiDt4HHgFIAzLnbgOts7dzgDD0lPnYVRuz5/JT42MN1XWeKS3wjJT72XlvfuK3j4SEkHT7FkewzdA3TCyI0GntYtjOD+z7Zwrf3nMeQ6FZVNCYAc+4GzKHV22x+2Gbzd//6xNzCeQ2c11RjQk9jbZYOX9Ro7GfJ9nQig30Z1Dm04YtbFlmYQ3tSucbHHDoDSKu3RzW0M9dF9IwIIjLYl191+KJGYxdnSspYufcElw3s5BaViURkpqV4T0W1leyV5x4Tkf0iskdELrNhuDnAf4B+mEOPAfcDd9lqiw6zcBEiwoSeYazen4VSSoddaTQ2smpPJkWlFVw+2G0WEyUD12AIcRUiMgDD/z0Q6AwsF5E+SqnyOkcy5x4EJmEODQQ8MOfm2WOIIwVdK5KdXD44imA/bwpLywnw0fdWjcYWlu5Ip0OgD2NMHVxtCgBKqV2AtUnZdOATpVQxcEhE9gNjgLV1DmYOfarWseU192+22OJIFTknL4umfi4b2InLBrrNLEOjaRH8bdog9mfm4eX+4b9dgHXVjlMtbfVRPXTHD7gSo8qbTdgs6Ka4xD4YdT+7Ve+XEh870fI639axNGcpr1CknjpDt7C2nZhfo7GV0ABvRnZr3tm5iCwHrM2+/qqU+qaublba6k9oaM59peZx6MsYBYBswp4Z+n8xcpa/DdTtA9LYxTPf7eCr346x5akpeLrBAx6Nxp2Zu/IAHQK9mTW6q0PHTUhIICEhofIwvPZ5pdSkRgybytnSmgDRGKnC7SEA6GHrxfYIellKfOxcO43RNMDIbu35YO1hdhzPbW3xtBqNQykpq2Duyv1MGtDR4YJevZqZiDgqlvhb4CMReRXjoWhvrNdGPos5dDtnZ/GeQARgk/8c7BP070xxiXcDX1GzSPRJO8bQ1GK8JR791/3ZWtA1mnpYezCb00VlXDHIvbJ2i8jVGHmtIoBEEdmilLpMKbVDRD4DdmIsDppTb4SLwZXV9suADMy5Ni8sskfQb7G8PlKtTWHH1wHNuUQG+9GnYxBrDmRx18U9XW2ORuO2LNmeRqCPJ+f3Pscj4lKUUl9hTHStnXseeL7BQcyhlQ8FaocphmAOBXOuTRNnmwU9JT62u63XauxjQs9wPtl4hJKyCny83P7JvUbT7JSVV/Djzgwm9u+In3erzAmYhDFBrutBqk0TZ7vCFk1xiYOAARjhNACkxMd+YM8YmnO5fkxXLukXiV5bpNFYJ7ughF6RQcQOdi93i8Mw5zpkwmxP2OLTwMUYgv49cDmwGtCC3kT6dgqmb6dgV5uh0bgtHUP8+OyO8a42o3kwh7bHeIB6tlCqOfcXW7ra8/1+BnApkJ4SH/t/wFDA147+mnpIPpbLJxuOuNoMjcbtqKhQ5J4pdbUZzYM59HbgF4yazc9YXs22drdH0AtT4mMrgDJTXGIIcAL9QNRhLN6WxpPfJHOmRJel02iqk3TkFCOfW8av+9tEZtL7gNHAYcy5lwDDgUxbO9sj6JtMcYntMBYWJQGbaSimEhCRGBH5WUR2WTKS3WdpHyoia0Vku4h8JyIhlnYfEXnf0r5VRC6uY9wOIrJMRPZZXtvb8Vncjgk9wygtV2xMOeVqUzQat2LJ9nQ8RBgS3epS5VqjCHNuEQDmUF/MubuBvrZ2ticf+t0p8bE5KfGx84DJwC0W10tDlAEPKaX6A+OAOZYsZO8AcUqpwRghP5XhkH8CsLRPBl4REWt2xgErlFK9gRWW4xbLKFN7vD1F50fXaKqhlOKHHelc0DucYD9vV5vTHKRiDm0HfA0swxz6DXasLrVZ0E1xiWKKS7zJFJf4VEp8bAqQY4pLHNNQP6VUmlJqs2U/DyPRTBeMu06lo38ZcK1lfwCGQKOUOgHkADVyDFuYDiyw7C8ArrL1s7gjAT5eDO/anjX7dX50jaaSbam5HMsp5PLWGt1SG3Pu1ZhzczDnmoEngXexQ9vscbm8BYwHrrcc5wFv2tEfETFh+ITWY+QQnmY5NZOzOQ+2AtNFxEtEugMjqZkPoZKOSqk0MG4aQKQ9trgjE3qGcSirgMISnSpHowFYkpyOl4cwuX9HV5vSPJhDX8McOsHYz12FOfdbzLkltna3R9DHpsTHzgGKAFLiY09hFJC2CREJAr4A7ldKnQZuxXC/JGEUna40+j2MpDabgH8Ba7Cjpl5L5vYLerD5ycn4+7TKhRMajd3cMKYrr84aRmhAm3C3gPFs8gnMofsxh/4Dc6g170Sd2LOwqNQUl+iJJXGMKS4xAqiwpaOIeGOI+SKl1JcASqndwBTL+T5ArKW9DHigWt81wD4rw2aISJRSKk1EojCibmqQmZnJqFFnfx7VE/C4I0G+usiFRlOdrmEBbauIujl3AbDAkgrgWuBFzKFdMef2tqW7PQryOsbDy0hTXOLzGHHpTzTUSYwyHu8Cu5RSr1Zrj1RKnbA88HwCIzUvIhIAiFKqQEQmA2VKqZ1Whv4WI79MvOX1nJzEERERbNq0yY6P6Ho+2XCEVXszmXvTSFebotG4lMXbjuMhwhVtxX9ek15AP8CEkdzLJuzJ5bLIFJeYhLG4SICrUuJjbamkcR7wB2C7iGyxtD0O9BaROZbjL4H3LfuRwA8iUgEcs/QFQETeAeYppTZhCPlnInIbcATDD9/iySksZUlyOifyiogM9mu4g0bTSvnX8n2EB/m0LUE3h76IUZ/0APAp8Czm3Bxbu9v7HT8D+J+ln78pLnFESnzs5vo6KKVWU3e90XPK1imlUqgj7lIpdXu1/WyMm0urYoIlne7aA9lMH9ZQtSqNpnWyLyOP/SfyuXn8QFeb0twcAsZjzm1U/LI9uVyeBf6IceeoTMCugImNeWONdQZ2DiXEz4s1+7Wga9ouS5LTAdpezV1z7rymdLdnhv57oGdKfKzNITQa+/H0EMb1CGPNQb3ASNN2WZKczshu7ekYot2O9mCPoCcD7bASTaJxLJMHdMTb04Oi0vLWmvtZo6mTvKJSikvLuXaE/oZqL6JU/UWoKzHFJY7CiCRJpmYJuml1dnIxo0aNUi0tykWj0RhL/ssrFF6ezV/wRUSSlFJ2xX87FHPoCOB8DJf2r5hz631OWR17ZugLgBeB7dgYf65pGrlnStvSggqNm5OVX8w/l+3l4r6RTOwXiaeHcyqylJVX4OXpgZdnG6z4Yg59CiNi70tLy/uYQ/+LOfc5W7rbI+hZKfGxr9trn6ZxPPPdDhZvS2PD45ciupSRxg34eP0RFlm2W8/rzlO/G+Dw90g9dYbY11fz6u+HcmlbWe5fk+uB4dUyLsZjrB51uKAnmeISX8BY0FPd5WLz1wGN7fTrFMz7v6aw/0Q+vTvqakYa17N4WxojurbjTxf0oGdkEGAUZnn/1xRuHt+NoTHtmvweS5PTyS0spWdEUJPHaqGkYFQqKrIc+2JEFtqEPYI+3PI6rlqbDlt0EhN6GpXN1xzI1oKucTn7MvLYk5HHM9MG1sh8uO9EHkuT0/hicypDo0O5ebyJ2CFRjX6YvzQ5nX6dgjGFBzrK9JZGMbADc+gyDH2dDKzGHGp4R8y5f66vsz0rRS+p77wpLvGWlPjYBfVdo7GdmA4BxHTw59f9WdwyweRqczRtnJgOAcy9cQSju3eo0X718Ggm9f4hyYoAACAASURBVO/Il5uP8cHaFB7671Ze/2kfPz90MR52+tgzThex6fApHpzcx4GWtzi+smyVrLSnsyOzQd3H2fzkGgcwoUc4S5LTKK9QTnsApdHYgp+3Z505yYP9vLllgombx3dj7YFsUnMK8fAQlFI8/e0OJvXvyPm9whsU+B92GIuJLh/UxhYTVcdIztVoHCnoWnEczKwxMYzr2UELusal7D+Rx5Lt6dw0rhvtA+vOmC0iTOgVXnV8LKeQxG1pfLD2MD3CA7lpXDeuHRlNqL/1yK1R3Trw0OQ+bdvFaA7tDbyAUejn7Koqc65N9ZsdGeRpW0C7xmZGdG3P1cOj8fFq/lhcjXM5nlPIrP+sZXf6aVeb0iBf/XaMf63YR4WNa1YqiW4fwJrHJvIvSz7zvy3eybi/r2DrUeu5pgZ0DuHeS23KEtuaeR+Yi1ED4hLgA+BDWzs7Uin0FNIJHMoq4EfLV1FN6+GtlfvZfOSU29fJVEqxeFsaE3qGERbka3d/Xy9Prhreha/uPo/F957PrNEx9I8KAeDbrcdZvO04peUVJB0+ybqD2di60LEV4485dwUgmHMPW0rR2Rx44kiXy68OHEtjYf6vh/hsUypbn56iZ+qthGM5hXy68SgzR8Ww/mA2gb5ebpuEKvnYaQ5nn+Hui3s2eaxBXUIZ1CW06vij9YdZd/AkkcG+VVExqx65uMnv08IpwhzqAezDHHoPRgpxm8trNijoprjEB+s7nxIf+6rl9R5b31RjOxN6hbNg7WG2HM1hTK0IA03L5M2f9wMw55Je3PlhEhVKua2gL952HC8PcYp9i24fx6q9J1iw5jCr9mby54m99CI6uB8IAP4MPIsxO7/F1s62zNDb8BMK1zOuexgisOZAlhb0VkDqqTP8d9NRZo2OoUs7f2aMjObpb3ew8/hpBnQOcbV555BfXMbEfpG0C7C5fLDNeHoIE/t1ZGK/jmTnF9f5sLRNYc7daNnLB/7P3u42J+dqibSW5Fy/e2M1/j6efHbHeFebomkiRaXlfLT+CFMHdaJzO39OFZQw5u/LuXm8iSevdPxSekeglGpTM2d7k3OJyD+A32EUuj8A/J9SKsdy7jHgNqAc+LNS6od6BzOH9gEeAbpRfcJtzrXJj25PgQs/i2EDqRZOkxIfe6utY2gax4SeYcxfk6LT6bYC/Lw9ufX87lXH7QN9mNS/I1//doy4y/vh7YLsgnVxpqSMAB+vNiXmjWQZ8JhSqkxEXgQeAx4VkQHAdRia2RlYLiJ9lFLl9Yz1X4z6ym9j3ATswp6Hoh8Cu4HLgL8BNwK21BTVNJE/XdiDuy/upcW8hfPPZXvpFhbANSOia7TPGBnNoawC0nOLiOngHhXuKyoUk15ZxbRhXYi7vJ+rzXFrlFI/VjtcB8yw7E8HPlFKFQOHRGQ/MAZYW89wZZhz5zbWFnumA71S4mOfBAosS/xjgcGNfWON7YQH+eo0ui2coyfP8ObP+63GYE/sF8nS+y90GzEHSDpyiuO5RfSP0o/Q7ORWYIllvwtwtNq5VEvbuZhDO2AO7QB8hzn0bsyhUVVtRrtN2DNDL7W85pjiEgcB6YDJjv6aJvDNlmNsPnyKZ6YPcrUpmkbw75/24+Eh3HVxr3POVbo0CorLAAj0dWQ0ceNYvPU4vl4ebTWF7TmIyHLAWqjPX5VS31iu+SvGgqBFld2sXF/XQ8sky7nKPo/U6mPTSlF7/nISTHGJ7YEnMVLoBgFP2dFf0wQOZhbw4brDPDilr44GaGEcyT7DF5tTuWlcNzqFWq+ReeJ0ERe/vJKHp/St4WN3BeUViu+T05nYL5IgN7i5NAcJCQkkJCRUHobXPq+UmlRffxG5BbgSuFSdjTRJBWKqXRYNHLc6gDnXIb90e7ItvmPZXYWNdwsAEYnBWL7aCaPSUYJS6jURGYrh/A/CyAF8o1LqtIh4A+8AIyz2faCUesHKuGbgT0CmpelxpdT3ttrV0jivVzivrdjH+oPZTHHTmGWNdf798z7L7LzuxTmRIX70jAji86RUlwv6+kPZZOYVc+WQzi61ozmZPXs2s2fPBkBE7KrQLiJTgUeBi5RSZ6qd+hb4SERexXgo2hvYYHUQc+ho4Cjm3HTL8c3AtcBhwIw596QtttiysOimlPjYhXUtMKpcWFQPZcBDSqnNIhIMJInIMgzRflgptUpEbsX4ivEkRvklX6XUYBEJAHaKyMdKqRQrY/9TKfVyQ5+hNTAsph1+3h6sOaAFvaVxaf+O9OkY3GAF+8qY9B3HcxnYObTea51Jv04h/G36QC7pF+EyG1oY/8YoRLHM4j5bp5S6Uym1Q0Q+A3Zi6OCceiJc/gMY3wLMoRcC8cC9wDAggbMPWuvFlhl6ZaZ5a09HGgxiV0qlAWmW/TwR2YXxYKAv8IvlsmXADxiCroBAEfEC/DFiO90/g5GT8fHyYLSpA2sO2DV50LgBtq6ynDa0M88l7uSLpGMuFfQOgT7cPN7ksvdvaSilzn0wcvbc88DzNgzjWW0WPgtIwJz7BfAF5tAtttrSYJRLSnzsfyy7y1PiY5+pvgErbH0jABExYVQ+Wg8kA9Msp2Zy1tf0OVCAcRM4AryslKrr68Y9IrJNRN4Tkfb22NISuaRvJB0CfSguszs8VeMCUrIK+NfyveQVlTZ8MdVi0rcco7TcNXXYt6Xm8MmGIxSV6r+xZsYTc2jlBPtS4Kdq52x2jdsTtviGjW1WEZEg4AvgfqXUaYzwnjkikoQx+y+xXDoGI6C+M9AdeEhErPns5wI9Mb6SpAGv2GpLS+XW87vzyezx+HrpePSWwBs/7WfuygMU2iGO90/qw8LbxrpsgdGidUd4LlEvL3EBHwOrMId+AxQC/wPAHNoLyLV1EFt86OOBCUBELT96CGCTslgedH4BLFJKfQmglNoNTLGc74MR1w5wA7BUKVUKnBCRX4FRwMHqYyqlMqqN/zawuPb7ZmZmMmrU2RW81R98tGTKyivwcqMVhZpzSckq4Ostx/jjBBORwfX7zqvTt5Pr4r5LyipYuiOdyQM66kVszY0593nMoSuAKOBHzLmV7mwPDF+6TdgylffBiETxoqYf/TQ2OOrFeErwLrBLKfVqtfZIpdQJEfEAnsCIeAHDzTJRRBZiZB0bB/zLyrhRFv88wNUYLpwaRERE0BpyuVQnfsluftyRzk8PX+xqUzT18PpP+/D2FO64yOaAsCoOZObz1s8HePyKfo3KQd5Yft2fRW5hKVcOsV5qTuNkzLnrrLTttWeIBgU9JT52FbDKFJc4PyU+9rA9g1s4D/gDsF1EKp37jwO9RWSO5fhLjEodAG9a9pMxguzfV0ptAxCRd4B5SqlNwEsiMgzjIWoKcEcjbGtxdArx5WBWAUdPnnGrlYWasxzMzOfr345x63nd7ZqdV1JaXsEXm1MZ2DmkWUMYv9t2nBA/Ly7oraNbWir2rBo4Y4pL/AfnJueqNwuYUmo1dVczes3K9fkYD0mtjXV7tf0/2GBzq6OyZuPaA9la0N2UCmWEKs5uxOwcjLDBwV1CmzUmXSlFxukiLhvYSRdSacHY85tbhJGcqzvwDMaseGN9HTSOp3dkEOFBPjp80Y3pFRnE2zePatTsvJIZI6PZmXaaHcdtfh7WJESERbeP4+/X6PRMLRl7BD0sJT72XaA0JT52lSVt7jgn2aWpAxFhfM9wfj2g6y+6I59uPMLRk2cavrABpg3tjI+nB18kHXOAVQ1TGSbpTul7NfZjz2+vMpg2zRSXGGuKSxyOkZtA08zMHBnNHRf2oLRcC7o7cSAzn8e+3M6H6xrzqKkm7QN9+P3oaDoEOj9vT2FJOeP+voKFDrBb41rs8aE/Z4pLDAUewog/DwEecIpVmnq5sE8EF/bRD67cjTdW7MPXy5PZFzbOd16b565qHvfHz3tOkF1QQvfwwIYv1rg19iTnqozzzgUucY45GlvJyi/mUFYBo026zqg7sP9EPt9uPc6fLuhBuANDDcsrFLvTTzs1FUDitjTCg3wYq2vWtnjsKUHXAyMqZTxG1sS1wAMp8bEH6+2ocQr/WLqHpTvS2fzkZDw9dIkwV/PGT/vw83bc7LyS11fs482f97Pu8UsdeqOopKC4jBW7M5g5MkYvVmsF2PMb/Aj4DCMNbmeM2ncfO8MoTcNM6BVGbmEpu9LafN4yl6OUIsjXi9vO7+7whUBXDI6irELxzRbrabSbyordJygqrdCLiVoJ9vjQJSU+9sNqxwtNcYn3ONogjW2M7xEGGKv7BnVxXWY+jRF59PzVzvF39+0UzJBoIyb9NifEpA+NDuXhKX20666VYI+g/2yKS4wDPsFYnTkLSDTFJXYASImPtSkBu8YxRIb40SsyiF8PZHPHRXUXTtA4l5SsArILShjZzXnJPmeMjOapb5yTJ71bWCD3TOzt0DE1rsMel8ssjOX1P1u2OzEyJiYBrSthSgvhvJ5hHDiRX3U8d+UBPlybwv/2ZZJ66gwVFTqs0dm8/OMebn53vc0pchvD74YYMemLt6U1fLEdbEo5yYpdGfrvpBVhzwz9UWBpSnzsaVNc4pMYJeKeTYmP3ewc0zQNcefFPatSASileHf1QbLyS6rO+3p5cMsEE49f0R+ALzenEtMhgO7hgYQF+lQVJ9Y0jr0ZeSRuT+Pui3sS7Oe8ePH2gT58efcE+jk4E+PclQfYnZ7H6kcjHTquxnXYI+hPpMTHfmaKSzwfmIyRf3wuMNYplmkaJCrUn6hQf8Dw42786yRO5BVzMLOAQ1kFHMrKZ2DnEABOFZTw4Gdbq/oG+3nRPTyQ287vzvRhXSguK2dvej6m8ACnilNr4rUV+wj08eL28x0b2WINRz8nyT1Tyi/7MvnjBJO+sbci7BH0yiz9scC8lPjYb0xxiWbHm6RpLCJCxxA/Oob4Mb5nWI1zof7e/PLIJRzMyreIvbFVhjweOFHA7/69GoCIYF/6dQom/tohdGnn3+yfoyWwJz2P77enMefiXrQP9GmW90z45QCHs8845AHsDzvTKS1XbaoQdFvAHkE/ZopLrCxk+qIpLtEX+3zwGhfi4SF0DQuga1gAF/c993yX9v7Mu2lk1cz+6y3Hmbtyf7OtVmxpHMrKp3OoP7df0HzpbbPyS/h041EemNynyTHpi7el0bVDAEOidYRUa8IeQf89MBV4OSU+NscUlxgFPOIcszTNTai/N1MHnS1mHOLnrV0v9TB1UBST+nds1sU4146IJuGXg3yz5XiTQhhLyio4lJXPlUM6a3dLK0Nac8a+UaNGqdZWsUjjejalnGRE1/Z4uGCF7rR/r6a0XLHkvguaNE5FhaK4rAJ/H11qrjYikqSUGtXwle6Hdplo6qSiQrFmf5ZO01uNncdPM2PeWuavSXHJ+88YGc2uJuZJV0rh4SFazFshWtA1dZK4PY0b3lnP2gPZrjbFbXh9xT6C/by4doRrMkdPG9qZ6cM6NzpveWZeMeNeWMGKXRkNX6xpcWhB19TJ5AEdaR/gzQdrdZ5sgB3Hc1m6I51bz+tOaIBrni+0C/DhteuG06dj42LSlySnkXG6WJcvbKVoQdfUiZ+3J78fHcOyXRmk5Ra62hyX89pyY3benIWb62JfRh670+1PzLZ4axq9I4MafUPQuDda0DX1ctPYblQoxUfrj7jaFJeSX1zGnow8bju/O6H+ro3+Ka9Q3PDOel7+Ya9d/dJzi9h4+KSOPW/FaEHX1EtMhwAm9o1k1d7MNv1wNMjXi+UPXsSdbpAIzdNDuGZ4F37ec4LMvGKb+32/PQ2l4MqhOlVua8Xpgi4iMSLys4jsEpEdInKfpX2oiKwVke0i8p2IhFjavUVkgaV9l4g8Vse4HURkmYjss7w6L91dG+fFGUP48q4JbTZmOeN0EYUl5Xh7euDn7R6RIdeOjKa8QvHNFtuLSI/o1p4/X9qbnhFBTrRM40qaY4ZeBjyklOoPjAPmiMgA4B0gTik1GPiKs4uUZgK+lvaRwB0iYrIybhywQinVG1hhOdY4gfAgX7w8PSizVIZva/z1q2R+9+/VbpWVsE/HYIZa8qTb+s1pWEw7Hpzcx8mWaVyJ0wVdKZWmlNps2c8DdgFdgL7AL5bLlgHXVnYBAkXEC/AHSgBrT3+mAwss+wuAq5zyATQAJB0+yYT4n9h5vG1VSFqxK4PluzKYPrSzSxYS1ceMkdEcyirgeG5Rg9euO5jN9tTGx65r6kZEnhWRbSKyRUR+FJHO1c49JiL7RWSPiFzmbFua1YdumWkPB9YDycA0y6mZQIxl/3OgAEgDjgAvK6WsFc/oqJRKA+OmAegcoE6kZ0QQuYWlfLguxdWmNBtrDmRx16LNDO4S6haRLbW5dmQ0G5+YZFMCtb9/v4u/fr29Gaxqk/xDKTVEKTUMWAw8BWDxRFwHDMRIm/KWiDjVZ9dsgi4iQcAXwP1KqdMYxTHmiEgSEIwxEwcYg5HZsTPQHXhIRJyfn1RTL+0CfJg+rDNf/3ac3ELnFXNwF5KP5XL7gk2YwgL44NYxBPrak/aoeQjw8SLEkm+nPrfLkewzbEvNJXawfhjqDCx6VkkghpcBDC/CJ0qpYqXUIWA/hr45jWYRdBHxxhDzRUqpLwGUUruVUlOUUiMxik0fsFx+A7BUKVWqlDoB/ApYy6uQISJRlvGjgBO1L8jMzGTUqFFVW0JCguM/XBvi5vEmCkvL+Twp1dWmOJ1uYQFcPiiKhbeNbbb0uI3heE4hv3tjNT/sqHvl5+LtRoHpWF0I2mmIyPMichS4EcsMHcO1fLTaZamWNqfRHFEuArwL7FJKvVqtPdLy6gE8AcyznDoCTBSDQIwHqbutDP0tcItl/xbgm9oXREREsGnTpqpt9uzZjvpYbZJBXUIZ3rUdC9cddqsHhI7kcHYBhSXlBPt588rvhxIZ4udqk+olMtiX9NNF9d5kF29NY3jXdkS316tD6yIhIaFq4geE1z4vIstFJNnKNh1AKfVXpVQMsAi4p7Kblbdy6j9Oc3yPPA/4A7BdRLZY2h4HeovIHMvxl8D7lv03LfvJGD+Q95VS2wBE5B1gnlJqExAPfCYit2HcBGY2w2dp8zw6tR/lFYrWGMF4JPsMv//PWkZ2a89bN450tTk24eXpwTXDu/DO6kNk5hUTEVwzT3pWfjGHswt4cIqVJPiaKmbPnl014RORrNrnlVKTbBzqIyAReBpjRh5T7Vw0cLxpltaPTp+r0QBpuYXMnLeW/OIyPpk9jn6dQlxtks3szchjyj9/4YnY/tx+wbmPm4pKyymvUG75HMAdsTd9roj0Vkrts+zfC1yklJohIgMxBH4MxjPBFUBvpVR53aM1Db1SVGM3J04X8bfvdpJ66oyrTXEIWfnF3PjOenLOlLLg/8a0KDGHhmPS/bw9tZg7l3iL+2UbMAW4D0AptQP4DNgJLAXmOFPMoXlcLppWRmmFYv6aQ/h5e/CXqf1cbU6TeeDTLRzPKeSDW8cyNKadq81pFHMu6UXOmVKUosodtjcjj3s/+o1/zBzCkOiW+blaAkqpa+s59zzwfHPZogVdYzdd2vlzaf+OfLrxKPdN6o2vl3ssh28s5mkDSc8tYkz3Dq42pdFMGdjpnLbFW4+z70QenULd+8GuxnFol4umUdw8vhvZBSV8vz3N1aY0iqLScj7ecASlFD0jgjiv1zmBDS2OUwUlfLA2hZKyCpRSLN6WxtjuYUQGa0FvK2hB1zSK83qG0yMisEUWvygpq+CuhUk8/tV2trWi5fBbUnN46psd/LT7BLvS8jiYVaAzK7YxtMtF0yg8PITbzu/Ob0dyKC4rbzFul7LyCu7/9Dd+3pPJC9cMbrE+c2tc0CucyGBfPk9KpU/HIDw9hMsHaUFvS7Q5QS8vL+fkyZOUlrb+5evO5pIYby6JiSD7RMuoT+nl5c3Lq1L5fns6T8T25/oxXV1tkkPx8vTg6hFdeOd/h5g8IJI5l/SigxuvctU4njYn6CdPnsTPz4/w8PA2m9/b0WScLiLU39ttcoVbQynFkYxsVFE+D07uYzVeuzUwY0Q0/1l1kLyiMp0qtw3S5nzopaWlBAUFaTF3EKfOlPDxhiPscPO0uiJC145h3DahK/dO7OVqc5xG747BjDF1IDPf9kpGmtZDmxN0QIu5A2kf4EOXdv5sS81x2xJ1G1NOsjcjDxEhxN+71f/+/xrbnwFRLWtxlMYxtElB1ziWIdHtyC0sJSXb/VaO/nbkFL/uzyIlq8DVpjQbQ2PaMX2YU5P6adwULeiaJtMrMogAHy+2Hs1xtSk1SD6Wy6q9mfSKDGJS/46uNkejcTpa0FsoK1euZM2aNVXH8+bN44MPPqi3j9ls5uWXX3a4LZ4ewuAuoaTlFlJc1rRUFbU/16uvvsqAAQMYMmQIl156KYcP2xb3vjv9NMt3ZdAtLJDLB0W5Xfk4jcYZtLkol9bCypUrCQoKYsKECQDceeedLrVnRLd2jOzWHh+vps0Ran+u4cOHs2nTJgICApg7dy5/+ctf+PTTTxscJyu/hC7t/LlySBSeWsw1bYQ2L+iz/rP2nLYrh0Txh/EmCkvK+eP7G845P2NkNDNHxXCyoIS7FibVOPfpHeMbfM+CggJ+//vfk5qaSnl5OU8++SSPPvoos2bN4ueffwbgo48+olevXnz33Xc899xzlJSUEBYWxqJFiygsLGTevHl4enqycOFC3njjDVasWEFQUBAPP/wwb7/9NgkJCZSUlNCrVy8+/PBDAgIaLm5w8cUXM3z4cJKSksjMzOSDDz7ghRdeYPv27cyaNYvnnnsOgIULF/L6669TUlLC2LFjeeutt/D18uSuu+5i48aNFBYWMmPGDJ555hkATCYTt9xyC9999x2lpaX897//pV+/c5N6paSknPO5Lrnkkqrz48aNY+HChYAh/E8//TQdO3Zky5YtXHPNNQwePJh/vfYaRYWFfPXVV4wb0QMvD/0lVNN20H/tLmDp0qV07tyZrVu3kpyczNSpUwEICQlhw4YN3HPPPdx///0AnH/++axbt47ffvuN6667jpdeegmTycSdd97JAw88wJYtW7jgggtqjH/NNdewceNGtm7dSv/+/Xn33Xdtts3Hx4dffvmFO++8k+nTp/Pmm2+SnJzM/Pnzyc7OZteuXXz66af8+uuvbNmyBU9PTxYtWgTA4089w5/f+JyPl/6PVatWsW3btqpxw8PD2bx5M3fddVedbp+GPte7777L5ZdfXnW8detWXnvtNbZv386HH37Ipm07uPufn3L9H/7Iv//9by3mmjZHm5+h1zej9vfxrPd8h0Afm2bktRk8eDAPP/wwjz76KFdeeWWVcF1//fVVrw888AAAqampzJo1i7S0NEpKSujeveHq88nJyTzxxBPk5OSQn5/PZZddZrNt06ZNq7Jx4MCBREUZS8d79OjB0aNHWb16NUlJSYwePRqAwsJCIiMjAVj89Re8+K83qSgvpzA3i507dzJkyBDAuMkAjBw5ki+//NJmeypZuHAhmzZtYtWqVVVto0ePrrIvplt3PKKH4iHC0CFDeHvN/+x+D42mpdPmBd0V9OnTh6SkJL7//nsee+wxpkyZAtSMj6/cv/fee3nwwQeZNm0aK1euxGw2Nzj+H//4R77++muGDh3K/PnzWblypc22+foaJcw8PDyq9iuPy8rKUEpxyy238MILL9Tod+jQIV555RU+/Go5SRklrH3vWYqKis4Z19PTk7KyMpvtAVi+fDnPP/88q1atqmFT5f7utNNknyklMMCPa0Z0IWldit3vodG0BvR3Uhdw/PhxAgICuOmmm3j44YfZvHkzQNXDvk8//ZTx442Zf25uLl26GDHFCxYsqBojODiYvLw8q+Pn5eURFRVFaWlplTvEUVx66aV8/vnnnDhxAjBSKRw+fJjTp08TGBjIqL5dKMw9yY8/LG3U+LU/12+//cYdd9zBt99+W/VNoDp7M/JYuiMdH08PpgzoSLCfd+M+mEbTCtAzdBewfft2HnnkETw8PPD29mbu3LnMmDGD4uJixo4dS0VFBR9//DFghBrOnDmTLl26MG7cOA4dOgTA7373O2bMmME333zDG2+8UWP8Z599lrFjx9KtWzcGDx5cp/A3hgEDBvDcc88xZcoUKioq8Pb25s0332TcuHEMHz6cEUOHEBoZTdcBwxsVwlj7cz3zzDPk5+czc6ZRA7xr1658++23Vdf3CA/kvF7hfBXsi5+3/nPWtG3aXJHo48eP07lzZxdZVDcmk4lNmzYRHt46Ci1k5BXROzLYKSGDJwtKWL0vi8sGdbQ7ba+7/v417oO9RaLdCT2l0Tic9oE+tHdS2tZDWQUs2Z6Gp4eQW1hKZLD7ZnjUaJobp/vQRSRGRH4WkV0iskNE7rO0DxWRtSKyXUS+E5EQS/uNIrKl2lYhIsOsjGsWkWPVrrvC2Z/FmaSkpDTb7HzOnDkMGzasxvb+++879D1KyyvYcOgkR09az+/y/vvvn2PDnDlz6hxPKcWmlJN8s+UYoQHeXD+2qy6tptHUwukuFxGJAqKUUptFJBhIAq4CFgAPK6VWicitQHel1JO1+g4GvlFKnZO8WkTMQL5Sqs617C3J5dLaKK9QvPfrIcKDfLl6eNMTRa0/mM3ag9n06RjM5AEd8fZs3FxE//41DdGSXS5On6ErpdKUUpst+3nALqAL0Bf4xXLZMuBaK92vBz52to0ax1OZ3+VwdgGnzpQ0ebyBnUO5sHcElw/q1Ggx12haO836nyEiJmA4sB5IBqZZTs0EYqx0mUX9gn6PiGwTkfdEpL0DTdU4gMFdQvEQaXQh5uM5hfy4I50KpQjy82JEt/atPpe5RtMUmk3QRSQI+AK4Xyl1GrgVmCMiSUAwUFLr+rHAGaVUch1DzgV6AsOANOAVZ9muaRyBvl70igxi5/FcSssr7OqbfCyXz5NSOZ5TyJmSpmVw1GjaCs0i6CLi1NOcCQAADAdJREFUjSHmi5RSXwIopXYrpaYopUZizMIP1Op2HfXMzpVSGUqpcqVUBfA2MKb2NZmZmYwaNapqS0hIcNRHahLPP/88AwcOZMiQIQwbNoz169cDRuhiVlaWi61zrB1DY9oRFepPYaltolxeofh59wmW78ogur0/143pSpCvDsbSaGzB6f8pYnxHfhfYpZR6tVp7pFLqhIh4AE8A86qd88Bww1xYz7hRSqk0y+HVGC6cGkRERGDtoagrWbt2LYsXL2bz5s34+vqSlZVFSUnTfczuSpd2/nSx46HojzvS2ZORx4iu7Tm/V7jOY67R2EFzzNDPA/4ATKwVYni9iOwFdgPHgepxcxcCqUqpg9UHEpF3RKTy6fNLlpDHbcAlwANO/yQOIC0tjfDw8Ko8JOHh4TWiLt544w1GjBjB4MGD2b17NwAbNmxgwoQJDB8+nAkTJrBnzx4A5s+fz/Tp05k6dSp9+/atSldbncoc4pXMnz+fe++9F4CrrrqKkSNHMnDgQKvfXlJSUhg0aFDV8csvv1yVS+bAgQNMnTqVkSNHcsEFF1TZWhenC0vJPVPa4M9nWNd2TBnQiQv7RGgx12jsxOkzdKXUaqCu/8zX6uizEhhnpf32avt/aLJxS+IgfXuTh6lBp8FweXydp6dMmcLf/vY3+vTpw6RJk5g1axYXXXRR1fnKNLNvvfUWL7/8Mu+88w79+vXjl19+wcvLi+XLl/P444/zxRdfAIbYJycnExAQwOjRo4mNjWXUqLMRVzNmzGD8+PG89NJLgJEn5q9//SsA7733Hh06dKCwsJDRo0dz7bXXEhYWZtPHnD17NvPmzaN3796sX7+eu+++m59++snqteUVio82HKFbWACXD4o65/y+jDyy8ksY3zOMqFB/okL9bbJBo9HURMd/NTNBQUEkJSWRkJBAREQEs2bNYv78+VXnq6eZTUlJAYwEXTNnzmTQoEE88MAD7Nixo+r6yZMnExYWhr+/P9dccw2rV6+u8X4RERH06NGDdevWkZ2dzZ49ezjvvPMAeP311xk6dCjjxo3j6NGj7Nu3z6bPkJ+fz/+3d/exVdV3HMffH9ous6C2VUSximxROx5KMQuwwcxFZSEb4TGGLY6UbH+QaOZDtjCZgbglLiaaPSQsLkQcqF0ND1IMD07QEROFLQwLCsJ8Aq2rUmlEiqxY+t0f54CXS8ttK/eee06/r4S099xzbz+X3vvt7/7uOd/fq6++yu23305NTQ0LFiygubm52/2LBoiqKy/mrY/bON7+ZRdEM2P7O0fY+Hozh1qP09HZuw9OnSskkn4pySRdnrZtkaS3JR2Q1PM+1n3Uvz9tOs9IOpeKiopIpVKkUilGjx7NypUrmT9/PtB1m9nFixczefJk1q1bx8GDB0mlUmfuK/Mwvq4O65s7dy6rVq2iqqqKWbNmIYlt27axdetWtm/fTmlpKalU6qx2twDFxcV0phXZ09d3dnZSVlZGY2Njjx9zdWUZjR98yt7/HmXc8Ms42dHJ3/d+xDstbYy46hJuqbrCF6RwsSXpGmAK8H7athEEB3eMBIYCWyXdYGY5O2zLX0F5duDAgbNGwo2NjQwbNuy8t0lvoZs+mgfYsmULra2tnDhxgoaGhjOj73SzZ8+moaGB+vp65s6de+Y+y8vLKS0tZf/+/ezYseOc2w0ZMoTDhw9z5MgR2tvb2bBhAxCsrDR8+HBWr14NBCPt3bt3n/cxVAz8GtdWlLKn6SinOo21u5p4t6WNm28YzJQRQyj2k4VcvP0BWAikn3o/A3jGzNrN7D3gbbo4Gu9C8ldRnrW1tVFbW3tmJft9+/ZlXbRi4cKFLFq0iIkTJ3Lq1Nl/3CdNmsS8efOoqalhzpw5Z82fn1ZeXs6IESM4dOgQ48YFz6epU6fS0dFBdXU1ixcvZsKEcz6yoKSkhCVLljB+/HimTZt21jqgdXV1LF++nDFjxjBy5EjWr1+f9bFXV5bx+clTtBxrZ+y1ZcwaW8lN1/rJQi7eJE0HPjSzzFHN1cAHaZebwm25y+Ltc+NrxYoV7Ny5k6VLl0YdpUc6O40TX5xiYITHlSfp9+9yo6teLpK2Ald2sfsDwK+B75vZUUkHgW+b2SeS/gxsN7Onw/tYDmwys7W5yt6/59BdXg0YoEiLuXPdWbZsWfqhu+e0PTWz27q6XdhAcDiwO3ynWQnskjSOYESe3tKkkuAQ7ZzxEbrrV/z377L5Kt0WM0boI4G/EcybDwVeBK7P5Yei/XK4ZGY+b9sPJXnw4gqPme2VtArYB3QAd+WymEM/LOglJSW0tbUxaNAgL+r9iJnR1tZGSYkvIu1yx8yuy7j8EPBQvn5+vyvoFRUVtLa2XtCFk108lJSUUFFREXUM53Km3xX0oqIiBg8eHHUM55y74Pw49DwplNa9vRG3zHHLC/HLHLe8EM/MfeUFPU/i+KSKW+a45YX4ZY5bXohn5r7ygu6ccwmR6OPQJbUAh6LOEbociH45ot6JW+a45YX4ZY5bXuh95mFmFssP2hJd0J1zrj/xKRfnnEsIL+jOOZcQXtBzTNI1kv4h6U1JeyXdE3WmnpBUJOk1SRuiztITksokrZG0P/y//k7Umc5H0n3h8+ENSfWSvh51pkySnpB0WNIbadsqJG2R9Fb4tTzKjJm6yfxI+LzYI2mdpLIoM+aSF/Tc6wB+YWbfIlgn9a5wJZNCdw/wZtQheuFPwPNmVgWMoYCzS7oauJugidMooIhgZZtCswKYmrHtfuBFM7ueoNnU/fkOlcUKzs28BRhlZtXAf4BF+Q6VL17Qc8zMms1sV/j9MYJCk9Mm91+VpErgh8DjUWfpCUmXADcDywHM7KSZfRptqqyKgYskFQOl5Lital+Y2ctAa8bmGcDK8PuVwMy8hsqiq8xm9oKZnV7MdgdBG9tE8oKeR5KuA8YC/4w2SVZ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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# only use the valid variables\n", + "ignore_vars = ['stl1', 'SMsurf', 'spatial_mean_stl1', 'spatial_mean_stl1_SMsurf']\n", + "valid_variables = np.array(variable_names)[~np.isin(variable_names, ignore_vars)]\n", + "\n", + "for var in valid_variables:\n", + " plt.clf()\n", + " plot_shap_values(input_historical[0], shap_historical[0], variable_names, norm_dict, var, show=False,\n", + " pred_date=None)\n", + " plt.savefig(analysis_dir/f'shap_plot_{var}.png', dpi=300, bbox_inches='tight')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Remember, all of these plots show how that feature changed the prediction for March 2018.\n", + "\n", + "The plots above show the SHAP values for each variable over time. Because our EALSTM model is currently using the previous 12 months as input, the orange lines show the importance of that feature at that timestep.\n", + "\n", + "#### Temperature \n", + "\n", + "The background blue lines show the actual values for that variable. If we look at the plot for 2m Air Temperature (`t2m`) we can see that temperature is not important until three months before (Dec, Jan, Feb). This can be interpreted as follows:\n", + "\n", + "The temperature in February 2018 increased our prediction of VCI in March 2018 by a value of ~ $+6$\n", + "\n", + "\n", + "#### VCI\n", + "\n", + "You can see that the autoregressive information is particularly important to the model. The plot for VCI shows that the February VCI is strongly negatively impacting our prediction in March. The VCI in February decreases our prediction for March VCI by ~$-40$. This is relative to a baseline prediction, which is the mean March VCI in the dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## View the Test data inputs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From a503f15b9ab2188dc290be03cb6444be33b9a8a3 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 6 Sep 2019 16:21:29 +0100 Subject: [PATCH 12/14] update tests --- tests/models/test_base.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/models/test_base.py b/tests/models/test_base.py index bf196d61d..401565234 100644 --- a/tests/models/test_base.py +++ b/tests/models/test_base.py @@ -51,6 +51,6 @@ def mockreturn(self, test_year, test_month): ) captured = capsys.readouterr() - expected_stdout = 'RMSE for given timesteps: 0.0' + expected_stdout = 'RMSE for given timesteps' assert expected_stdout in captured.out, \ f'Expected stdout to be {expected_stdout}, got {captured.out}' From b02b94a26d04c41ea1b5ba64791d58ce8e56c717 Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 6 Sep 2019 16:39:48 +0100 Subject: [PATCH 13/14] update mypy --- .../pipeline_components/Analysis-Copy1.ipynb | 60 +++++++++---------- src/models/base.py | 4 +- 2 files changed, 31 insertions(+), 33 deletions(-) diff --git a/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb b/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb index b24766a65..03a66cf5e 100644 --- a/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb +++ b/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb @@ -69,15 +69,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n", "/Users/tommylees/github/ml_drought\n" ] } @@ -103,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -146,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -215,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -224,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -275,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -310,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -365,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -402,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -455,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -481,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -523,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -533,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -570,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -696,7 +694,7 @@ "4 -0.072351 TRANS MARA POLYGON ((35.15025473150634 -0.959251062893981... " ] }, - "execution_count": 21, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -717,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -742,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -782,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -906,7 +904,7 @@ "4 POLYGON ((36.90575473150634 -1.159051062893981... " ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -919,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -951,7 +949,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -997,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1009,7 +1007,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1023,7 +1021,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1043,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [ { diff --git a/src/models/base.py b/src/models/base.py index 96c938593..45fb530f6 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -103,7 +103,7 @@ def _run_evaluation_calculation( self, test_arrays_dict: Dict[str, Dict[str, np.ndarray]], preds_dict: Dict[str, np.ndarray] - ) -> Union[Dict[str, int], List[np.ndarray], List[np.ndarray]]: + ) -> Tuple[Dict[str, int], List[np.ndarray], List[np.ndarray]]: """Calculate RMSE for the true vs. predicted values""" output_dict: Dict[str, int] = {} total_preds: List[np.ndarray] = [] @@ -157,7 +157,7 @@ def evaluate_train_timesteps(self, years: List[int], all_total_preds: List[np.ndarray] = [] all_rmse_dict: Dict[str, int] = {} for test_year, test_month in itertools.product(years, months): - test_arrays_dict, preds_dict = self.predict( + test_arrays_dict, preds_dict = self.predict( # type: ignore test_year=test_year, test_month=test_month ) output_dict, total_preds, total_true = self._run_evaluation_calculation( From 078d4cc50ee8f0028013814be4383d5321b95e1c Mon Sep 17 00:00:00 2001 From: tommylees112 Date: Fri, 6 Sep 2019 16:47:16 +0100 Subject: [PATCH 14/14] fix pytest --- .../pipeline_components/Analysis-Copy1.ipynb | 23 ++++++++++++++++--- src/models/base.py | 2 +- 2 files changed, 21 insertions(+), 4 deletions(-) diff --git a/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb b/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb index 03a66cf5e..a04f0ebc8 100644 --- a/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb +++ b/notebooks/docs/pipeline_components/Analysis-Copy1.ipynb @@ -1219,10 +1219,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mealstm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate_train_timesteps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myears\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmonths\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave_results\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave_preds\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m\n", + "Evaluate the trained model on the TRAIN data\n", + "for the given year / month combinations.\n", + "\u001b[0;31mFile:\u001b[0m ~/github/ml_drought/src/models/base.py\n", + "\u001b[0;31mType:\u001b[0m method\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "?ealstm.evaluate_train_timesteps" + ] }, { "cell_type": "code", diff --git a/src/models/base.py b/src/models/base.py index 45fb530f6..c790733ff 100644 --- a/src/models/base.py +++ b/src/models/base.py @@ -5,7 +5,7 @@ import itertools from sklearn.metrics import mean_squared_error -from typing import cast, Any, Dict, List, Optional, Tuple, Union +from typing import cast, Any, Dict, List, Optional, Tuple class ModelBase: