diff --git a/CHANGELOG.md b/CHANGELOG.md index 7ad4f8a..31381f7 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,7 +2,27 @@ ![DIIVE](images/logo_diive1_256px.png) -## v0.75.0 | XX XXX 2024 +## v0.75.0 | 26 Apr 2024 + +### XGBoost gap-filling + +[XGBoost](https://xgboost.readthedocs.io/en/stable/index.html) can now be used to fill gaps in time series data. +In `diive`, `XGBoost` is implemented in class `XGBoostTS`, which adds additional options for easily including e.g. +lagged variants of feature variables, timestamp info (DOY, month, ...) and a continuous record number. It also allows +direct feature reduction by including a purely random feature (consisting of completely random numbers) and calculating +the 'permutation importance'. All features where the permutation importance is lower than for the random feature can +then be removed from the dataset, i.e., the list of features, before building the final model. + +`XGBoostTS` and `RandomForestTS` both use the same base class `MlRegressorGapFillingBase`. This base class will also +facilitate the implementation of other gap-filling algorithms in the future. + +Another fun (for me) addition is the new class `TimeSince`. It allows to calculate the time since the last occurrence of +specific conditions. One example where this class can be useful is the calculation of 'time since last precipitation', +expressed as number of records, which can be helpful in identifying dry conditions. More examples: 'time since freezing +conditions' based on air temperature; 'time since management' based on management info, e.g. fertilization events. +Please see the notebook for some illustrative examples. + +**Please note that `diive` is still under developement and bugs can be expected.** ### New features @@ -18,13 +38,18 @@ methods. At the moment used by `RandomForestTS` and `XGBoostTS`. (`diive.core.ml.common.MlRegressorGapFillingBase`) - Added option to change line color directly in `TimeSeries` plots (`diive.core.plotting.timeseries.TimeSeries.plot`) +### Notebooks + +- Added new notebook for gap-filling using `XGBoostTS` with mininmal settings (`notebooks/GapFilling/XGBoostGapFillingMinimal.ipynb`) +- Added new notebook for gap-filling using `XGBoostTS` with more extensive settings (`notebooks/GapFilling/XGBoostGapFillingExtensive.ipynb`) +- Added new notebook for creating `TimeSince` variables (`notebooks/CalculateVariable/TimeSince.ipynb`) + ### Tests - Added test case for XGBoost gap-filling (`tests.test_gapfilling.TestGapFilling.test_gapfilling_xgboost`) - Updated test case for random forest gap-filling (`tests.test_gapfilling.TestGapFilling.test_gapfilling_randomforest`) - Harmonized test case for XGBoostTS with test case of RandomForestTS -- TODO Added test case for quick random forest - gap-filling (`tests.test_gapfilling.TestGapFilling.test_random_forest_quickfill`) +- Added test case for `TimeSince` variable creation (`tests.test_createvar.TestCreateVar.test_timesince`) ## v0.74.1 | 23 Apr 2024 diff --git a/README.md b/README.md index 66cf763..778145d 100644 --- a/README.md +++ b/README.md @@ -98,7 +98,7 @@ Format data to specific formats Fill gaps in time series with various methods -- XGBoostTS ([notebook example](https://github.com/holukas/diive/blob/main/notebooks/GapFilling/XGBoostGapFilling.ipynb)) +- XGBoostTS ([notebook example (minimal)](https://github.com/holukas/diive/blob/main/notebooks/GapFilling/XGBoostGapFillingMinimal.ipynb), [notebook example (more extensive)](https://github.com/holukas/diive/blob/main/notebooks/GapFilling/XGBoostGapFillingExtensive.ipynb)) - RandomForestTS ([notebook example](https://github.com/holukas/diive/blob/main/notebooks/GapFilling/RandomForestGapFilling.ipynb)) - Linear interpolation ([notebook example](https://github.com/holukas/diive/blob/main/notebooks/GapFilling/LinearInterpolation.ipynb)) - Quick random forest gap-filling ([notebook example](https://github.com/holukas/diive/blob/main/notebooks/GapFilling/QuickRandomForestGapFilling.ipynb)) diff --git a/diive/core/ml/common.py b/diive/core/ml/common.py index 1a8fb39..2c2d75d 100644 --- a/diive/core/ml/common.py +++ b/diive/core/ml/common.py @@ -31,6 +31,7 @@ def __init__( perm_n_repeats: int = 10, test_size: float = 0.25, features_lag: list = None, + features_lag_exclude_cols: list = None, include_timestamp_as_features: bool = False, add_continuous_record_number: bool = False, sanitize_timestamp: bool = False, @@ -66,6 +67,10 @@ def __init__( TA+1 = [ 6, 7, 8, NaN] --> each TA record is paired with the next record TA+1 TA+2 = [ 7, 8, NaN, NaN] + features_lag_exclude_cols: + List of predictors for which no lagged variants are added. + Example: with ['A', 'B'] no lagged variants for variables 'A' and 'B' are added. + include_timestamp_as_features: Include timestamp info as integer data: year, season, month, week, doy, hour @@ -89,13 +94,21 @@ def __init__( self.model_df = input_df.copy() self.target_col = target_col self.kwargs = kwargs - self.perm_n_repeats = perm_n_repeats + self.perm_n_repeats = perm_n_repeats if perm_n_repeats > 0 else 1 self.test_size = test_size self.features_lag = features_lag + self.features_lag_exclude_cols = features_lag_exclude_cols self.verbose = verbose + if self.regressor == RandomForestRegressor: + self.gfsuffix = '_gfRF' + elif self.regressor == XGBRegressor: + self.gfsuffix = '_gfXG' + else: + self.gfsuffix = '_gf' + if self.features_lag and (len(self.model_df.columns) > 1): - self.model_df = self._lag_features() + self.model_df = self._lag_features(features_lag_exclude_cols=features_lag_exclude_cols) if include_timestamp_as_features: self.model_df = include_timestamp_as_cols(df=self.model_df, txt="") @@ -603,12 +616,15 @@ def _add_random_variable(self, df: DataFrame) -> tuple[DataFrame, str]: # df[random_col] = np.random.rand(df.shape[0], 1) return df, random_col - def _lag_features(self): + def _lag_features(self, features_lag_exclude_cols): """Add lagged variants of variables as new features""" + exclude_cols = [self.target_col] + if features_lag_exclude_cols: + exclude_cols += features_lag_exclude_cols return fr.lagged_variants(df=self.model_df, stepsize=1, lag=self.features_lag, - exclude_cols=[self.target_col]) + exclude_cols=exclude_cols) def _check_n_cols(self): """Check number of columns""" @@ -781,7 +797,7 @@ def _define_cols(self): self.pred_fullmodel_col = ".PREDICTIONS_FULLMODEL" self.pred_fallback_col = ".PREDICTIONS_FALLBACK" self.pred_gaps_col = ".GAP_PREDICTIONS" - self.target_gapfilled_col = f"{self.target_col}_gfRF" + self.target_gapfilled_col = f"{self.target_col}{self.gfsuffix}" self.target_gapfilled_flag_col = f"FLAG_{self.target_gapfilled_col}_ISFILLED" # "[0=measured]" self.target_gapfilled_cumu_col = ".GAPFILLED_CUMULATIVE" diff --git a/diive/core/plotting/timeseries.py b/diive/core/plotting/timeseries.py index bfee8d1..3e3a490 100644 --- a/diive/core/plotting/timeseries.py +++ b/diive/core/plotting/timeseries.py @@ -135,6 +135,9 @@ def plot(self, color: str = None): zorder=99, label=label) self._apply_format() + if self.showplot: + self.fig.show() + def _apply_format(self): """Format matplotlib plot""" diff --git a/diive/pkgs/createvar/timesince.py b/diive/pkgs/createvar/timesince.py index 74fe0ac..9aeec0d 100644 --- a/diive/pkgs/createvar/timesince.py +++ b/diive/pkgs/createvar/timesince.py @@ -69,16 +69,16 @@ def _setup(self) -> pd.DataFrame: df[self.series.name] = self.series.copy() # Upper limit - if self.upper_lim: - df[self.upper_lim_col] = self.upper_lim - else: + if self.upper_lim is None: df[self.upper_lim_col] = self.series.max() + else: + df[self.upper_lim_col] = self.upper_lim # Lower limit - if self.lower_lim: - df[self.lower_lim_col] = self.lower_lim - else: + if self.lower_lim is None: df[self.lower_lim_col] = self.series.min() + else: + df[self.lower_lim_col] = self.lower_lim df[self.flag_col] = pd.NA return df diff --git a/diive/pkgs/gapfilling/xgboost_ts.py b/diive/pkgs/gapfilling/xgboost_ts.py index a6fcdce..145bc8f 100644 --- a/diive/pkgs/gapfilling/xgboost_ts.py +++ b/diive/pkgs/gapfilling/xgboost_ts.py @@ -27,9 +27,10 @@ class XGBoostTS(MlRegressorGapFillingBase): - def __init__(self, input_df: DataFrame, target_col: str or tuple, verbose: int = 0, perm_n_repeats: int = 10, - test_size: float = 0.25, features_lag: list = None, include_timestamp_as_features: bool = False, - add_continuous_record_number: bool = False, sanitize_timestamp: bool = False, **kwargs): + def __init__(self, input_df: DataFrame, target_col: str or tuple, verbose: int = 0, perm_n_repeats: int = 3, + test_size: float = 0.25, features_lag: list = None, features_lag_exclude_cols: list = None, + include_timestamp_as_features: bool = False, add_continuous_record_number: bool = False, + sanitize_timestamp: bool = False, **kwargs): """ Gap-fill timeseries with predictions from random forest model @@ -42,6 +43,7 @@ def __init__(self, input_df: DataFrame, target_col: str or tuple, verbose: int = perm_n_repeats: Number of repeats for calculating permutation feature importance. + Must be greater than 0. test_size: Proportion of the dataset to include in the test split, @@ -60,6 +62,10 @@ def __init__(self, input_df: DataFrame, target_col: str or tuple, verbose: int = TA+1 = [ 6, 7, 8, NaN] --> each TA record is paired with the next record TA+1 TA+2 = [ 7, 8, NaN, NaN] + features_lag_exclude_cols: + List of predictors for which no lagged variants are added. + Example: with ['A', 'B'] no lagged variants for variables 'A' and 'B' are added. + include_timestamp_as_features: Include timestamp info as integer data: year, season, month, week, doy, hour @@ -90,6 +96,7 @@ def __init__(self, input_df: DataFrame, target_col: str or tuple, verbose: int = perm_n_repeats=perm_n_repeats, test_size=test_size, features_lag=features_lag, + features_lag_exclude_cols=features_lag_exclude_cols, include_timestamp_as_features=include_timestamp_as_features, add_continuous_record_number=add_continuous_record_number, sanitize_timestamp=sanitize_timestamp, @@ -101,7 +108,7 @@ def example_xgbts(): # Setup, user settings # TARGET_COL = 'LE_orig' TARGET_COL = 'NEE_CUT_REF_orig' - subsetcols = [TARGET_COL, 'Tair_f', 'VPD_f', 'Rg_f'] + subsetcols = [TARGET_COL, 'Tair_f', 'VPD_f', 'Rg_f', 'SWC_FF0_0.15_1', 'PPFD'] # Example data from diive.configs.exampledata import load_exampledata_parquet @@ -113,9 +120,11 @@ def example_xgbts(): # df = df[remove].copy() # Subset + keep = df_orig.index.year >= 2000 # keep = df_orig.index.year >= 2021 - # df = df_orig[keep].copy() - df = df_orig.copy() + df = df_orig[keep].copy() + df_orig = df_orig[keep].copy() + # df = df_orig.copy() # Subset with target and features # Only High-quality (QCF=0) measured NEE used for model training in this example @@ -123,6 +132,31 @@ def example_xgbts(): df.loc[lowquality, TARGET_COL] = np.nan df = df[subsetcols].copy() + # Calculate additional features + from diive.pkgs.createvar.timesince import TimeSince + ts = TimeSince(df['Tair_f'], upper_lim=0, include_lim=True) + ts.calc() + ts_series = ts.get_timesince() + # xxx = ts.get_full_results() + df['TA>0'] = ts_series + + ts = TimeSince(df['Tair_f'], lower_lim=20, include_lim=True) + ts.calc() + ts_series = ts.get_timesince() + # xxx = ts.get_full_results() + df['TA>20'] = ts_series + + from diive.pkgs.createvar.daynightflag import DaytimeNighttimeFlag + dnf = DaytimeNighttimeFlag( + timestamp_index=df.index, + nighttime_threshold=50, + lat=46.815333, + lon=9.855972, + utc_offset=1) + results = dnf.get_results() + df['DAYTIME'] = results['DAYTIME'].copy() + df['NIGHTTIME'] = results['NIGHTTIME'].copy() + # from diive.core.plotting.timeseries import TimeSeries # For simple (interactive) time series plotting # TimeSeries(series=df[TARGET_COL]).plot() @@ -137,13 +171,15 @@ def example_xgbts(): verbose=1, # features_lag=None, features_lag=[-1, -1], + features_lag_exclude_cols=['Rg_f', 'TA>0', 'TA>20', 'DAYTIME', 'NIGHTTIME'], # include_timestamp_as_features=False, include_timestamp_as_features=True, # add_continuous_record_number=False, add_continuous_record_number=True, sanitize_timestamp=True, perm_n_repeats=9, - n_estimators=99, + n_estimators=199, + # n_estimators=99, random_state=42, # booster='gbtree', # gbtree (default), gblinear, dart # device='cpu', @@ -161,7 +197,7 @@ def example_xgbts(): # colsample_bynode=1, # reg_lambda=1, # reg_alpha=0, - tree_method='hist', # auto, hist, approx, exact + tree_method='auto', # auto, hist, approx, exact # scale_pos_weight=1, # grow_policy='depthwise', # depthwise, lossguide # max_leaves=0, @@ -203,15 +239,15 @@ def example_xgbts(): # mds = df_orig['NEE_CUT_REF_f'].copy() # mds = mds[mds.index.year >= 2016] - import matplotlib.pyplot as plt + from diive.core.plotting.timeseries import TimeSeries # # rfts.gapfilling_df_['.PREDICTIONS_FALLBACK'].cumsum().plot() # # rfts.gapfilling_df_['.PREDICTIONS_FULLMODEL'].cumsum().plot() # # rfts.gapfilling_df_['.PREDICTIONS'].cumsum().plot() - xgbts.get_gapfilled_target().cumsum().plot() - df_orig['NEE_CUT_REF_f'].cumsum().plot() + TimeSeries(series=xgbts.get_gapfilled_target().cumsum()).plot() + TimeSeries(df_orig['NEE_CUT_REF_f'].cumsum()).plot() # mds.cumsum().plot() # plt.legend() - plt.show() + # plt.show() # from diive.core.plotting.timeseries import TimeSeries # For simple (interactive) time series plotting # TimeSeries(series=df[TARGET_COL]).plot() diff --git a/notebooks/CalculateVariable/TimeSince.ipynb b/notebooks/CalculateVariable/TimeSince.ipynb index 7b22efd..b5f5a38 100644 --- a/notebooks/CalculateVariable/TimeSince.ipynb +++ b/notebooks/CalculateVariable/TimeSince.ipynb @@ -15,7 +15,7 @@ "\n", " Calculate time since last occurrence\n", "\n", - " (precipitation example)\n", + " (precipitation & temperature example)\n", "" ] }, @@ -46,9 +46,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "- In this example the number of records since last recorded precipitation is counted\n", - "- This helps in identifying dry time periods\n", - "- The name of the precipitation variable is `PREC_TOT_T1_25+20_1`, recorded in `mm` precipitation per half hour" + "- In **Example (1)** the number of records since last recorded precipitation (> 0) are counted, which helps in identifying dry time periods. The name of the precipitation variable is `PREC_TOT_T1_25+20_1`, recorded in `mm` precipitation per half hour.\n", + "- In **Example (2)** the number of records since air temperature was <= 0°C are counted. The name of the air temperature variable is `Tair_f`, recorded in `°C` precipitation per half hour." ] }, { @@ -131,19 +130,13 @@ "
" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "# **Load example data**\n", - "- Half-hourly precipitation in `mm`" + "- Half-hourly precipitation in `mm`\n", + "- Half-hourly air temperature in `°C`" ] }, { @@ -157,38 +150,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Loaded .parquet file L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\configs\\exampledata\\exampledata_PARQUET_CH-DAV_FP2022.5_2013-2022_ID20230206154316_30MIN.parquet (0.048 seconds). Detected time resolution of <30 * Minutes> / 30min \n" + "Loaded .parquet file L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\configs\\exampledata\\exampledata_PARQUET_CH-DAV_FP2022.5_2013-2022_ID20230206154316_30MIN.parquet (0.059 seconds). Detected time resolution of <30 * Minutes> / 30min \n" ] - }, - { - "data": { - "text/plain": [ - "TIMESTAMP_MIDDLE\n", - "2022-07-01 00:15:00 0.0\n", - "2022-07-01 00:45:00 0.0\n", - "2022-07-01 01:15:00 0.0\n", - "2022-07-01 01:45:00 1.9\n", - "2022-07-01 02:15:00 6.4\n", - " ... \n", - "2022-07-31 21:45:00 0.0\n", - "2022-07-31 22:15:00 0.0\n", - "2022-07-31 22:45:00 0.0\n", - "2022-07-31 23:15:00 0.0\n", - "2022-07-31 23:45:00 0.0\n", - "Freq: 30min, Name: PREC_TOT_T1_25+20_1, Length: 1488, dtype: float64" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "df = load_exampledata_parquet()\n", - "series = df['PREC_TOT_T1_25+20_1'].copy()\n", - "series = series.loc[series.index.year == 2022].copy()\n", - "series = series.loc[series.index.month == 7].copy()\n", - "series" + "series_prec = df.loc[(df.index.year == 2022) & (df.index.month == 7), \"PREC_TOT_T1_25+20_1\"].copy()\n", + "series_ta = df.loc[(df.index.year == 2022) & (df.index.month == 3), \"Tair_f\"].copy()" ] }, { @@ -210,7 +179,27 @@ } ], "source": [ - "TimeSeries(series).plot()" + "TimeSeries(series_prec).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "TimeSeries(series_ta).plot()" ] }, { @@ -220,6 +209,13 @@ "
" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Example 1: Precipitation**" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -231,22 +227,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# **Calculate time since last precipitation**\n", - "- `lower_lim` is set to a very low number to include records with very little precipitation\n", - "- `upper_lim` is set to `None` because all precipitation above `lower_lim` should be included\n", - "- `include_lim` is set to `True` to make `lower_lim` and `upper_lim` inclusive, in this example this does not have any effect for `upper_lim` because it is `None`" + "## Calculate time since last precipitation\n", + "- `lower_lim` is set to `0` and `include_lim` is set to `False` to include all precipitation > `0`\n", + "- `include_lim` is set to `False` to make `lower_lim` exclusive, in this example this means that `0` values in precipitation are not counted but only values > `0` (in contrast, `include_lim=True` would include `0` values)." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "tags": [] }, "outputs": [], "source": [ - "ts = TimeSince(series, upper_lim=None, lower_lim=0.00001, include_lim=True)\n", - "ts.calc()" + "ts_prec = TimeSince(series_prec, lower_lim=0, include_lim=False)\n", + "ts_prec.calc()" ] }, { @@ -265,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "tags": [] }, @@ -311,7 +306,7 @@ " 2022-07-01 00:15:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", " 1\n", " \n", @@ -319,7 +314,7 @@ " 2022-07-01 00:45:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", " 2\n", " \n", @@ -327,7 +322,7 @@ " 2022-07-01 01:15:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", " 3\n", " \n", @@ -335,7 +330,7 @@ " 2022-07-01 01:45:00\n", " 1.9\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 0\n", " 0\n", " \n", @@ -343,89 +338,167 @@ " 2022-07-01 02:15:00\n", " 6.4\n", " 6.4\n", - " 0.00001\n", + " 0\n", + " 1\n", + " 1\n", + " \n", + " \n", + " 2022-07-01 02:45:00\n", + " 3.1\n", + " 6.4\n", + " 0\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 2022-07-01 03:15:00\n", + " 1.4\n", + " 6.4\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", + " 2022-07-01 03:45:00\n", + " 0.4\n", + " 6.4\n", + " 0\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 2022-07-01 04:15:00\n", + " 0.0\n", + " 6.4\n", + " 0\n", + " 1\n", + " 1\n", + " \n", + " \n", + " 2022-07-01 04:45:00\n", + " 0.0\n", + " 6.4\n", + " 0\n", + " 1\n", + " 2\n", + " \n", + " \n", + " 2022-07-01 05:15:00\n", + " 0.1\n", + " 6.4\n", + " 0\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 2022-07-01 05:45:00\n", + " 0.1\n", + " 6.4\n", + " 0\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 2022-07-01 06:15:00\n", + " 0.0\n", + " 6.4\n", + " 0\n", + " 1\n", + " 1\n", " \n", " \n", - " 2022-07-31 21:45:00\n", + " 2022-07-01 06:45:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", - " 64\n", + " 2\n", " \n", " \n", - " 2022-07-31 22:15:00\n", + " 2022-07-01 07:15:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", - " 65\n", + " 3\n", " \n", " \n", - " 2022-07-31 22:45:00\n", + " 2022-07-01 07:45:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", - " 66\n", + " 4\n", " \n", " \n", - " 2022-07-31 23:15:00\n", + " 2022-07-01 08:15:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", - " 67\n", + " 5\n", " \n", " \n", - " 2022-07-31 23:45:00\n", + " 2022-07-01 08:45:00\n", " 0.0\n", " 6.4\n", - " 0.00001\n", + " 0\n", " 1\n", - " 68\n", + " 6\n", + " \n", + " \n", + " 2022-07-01 09:15:00\n", + " 0.0\n", + " 6.4\n", + " 0\n", + " 1\n", + " 7\n", + " \n", + " \n", + " 2022-07-01 09:45:00\n", + " 0.0\n", + " 6.4\n", + " 0\n", + " 1\n", + " 8\n", " \n", " \n", "\n", - "

1488 rows × 5 columns

\n", "" ], "text/plain": [ " PREC_TOT_T1_25+20_1 UPPER_LIMIT LOWER_LIMIT FLAG_IS_OUTSIDE_RANGE TIMESINCE_PREC_TOT_T1_25+20_1\n", "TIMESTAMP_MIDDLE \n", - "2022-07-01 00:15:00 0.0 6.4 0.00001 1 1\n", - "2022-07-01 00:45:00 0.0 6.4 0.00001 1 2\n", - "2022-07-01 01:15:00 0.0 6.4 0.00001 1 3\n", - "2022-07-01 01:45:00 1.9 6.4 0.00001 0 0\n", - "2022-07-01 02:15:00 6.4 6.4 0.00001 0 0\n", - "... ... ... ... ... ...\n", - "2022-07-31 21:45:00 0.0 6.4 0.00001 1 64\n", - "2022-07-31 22:15:00 0.0 6.4 0.00001 1 65\n", - "2022-07-31 22:45:00 0.0 6.4 0.00001 1 66\n", - "2022-07-31 23:15:00 0.0 6.4 0.00001 1 67\n", - "2022-07-31 23:45:00 0.0 6.4 0.00001 1 68\n", - "\n", - "[1488 rows x 5 columns]" + "2022-07-01 00:15:00 0.0 6.4 0 1 1\n", + "2022-07-01 00:45:00 0.0 6.4 0 1 2\n", + "2022-07-01 01:15:00 0.0 6.4 0 1 3\n", + "2022-07-01 01:45:00 1.9 6.4 0 0 0\n", + "2022-07-01 02:15:00 6.4 6.4 0 1 1\n", + "2022-07-01 02:45:00 3.1 6.4 0 0 0\n", + "2022-07-01 03:15:00 1.4 6.4 0 0 0\n", + "2022-07-01 03:45:00 0.4 6.4 0 0 0\n", + "2022-07-01 04:15:00 0.0 6.4 0 1 1\n", + "2022-07-01 04:45:00 0.0 6.4 0 1 2\n", + "2022-07-01 05:15:00 0.1 6.4 0 0 0\n", + "2022-07-01 05:45:00 0.1 6.4 0 0 0\n", + "2022-07-01 06:15:00 0.0 6.4 0 1 1\n", + "2022-07-01 06:45:00 0.0 6.4 0 1 2\n", + "2022-07-01 07:15:00 0.0 6.4 0 1 3\n", + "2022-07-01 07:45:00 0.0 6.4 0 1 4\n", + "2022-07-01 08:15:00 0.0 6.4 0 1 5\n", + "2022-07-01 08:45:00 0.0 6.4 0 1 6\n", + "2022-07-01 09:15:00 0.0 6.4 0 1 7\n", + "2022-07-01 09:45:00 0.0 6.4 0 1 8" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ts_full_results = ts.get_full_results()\n", - "ts_full_results" + "ts_prec_full_results = ts_prec.get_full_results()\n", + "ts_prec_full_results.head(20)" ] }, { @@ -437,23 +510,35 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "TIMESTAMP_MIDDLE\n", + "2022-07-01 00:15:00 1\n", + "2022-07-01 00:45:00 2\n", + "2022-07-01 01:15:00 3\n", + "2022-07-01 01:45:00 0\n", + "2022-07-01 02:15:00 1\n", + " ..\n", + "2022-07-31 21:45:00 64\n", + "2022-07-31 22:15:00 65\n", + "2022-07-31 22:45:00 66\n", + "2022-07-31 23:15:00 67\n", + "2022-07-31 23:45:00 68\n", + "Freq: 30min, Name: TIMESINCE_PREC_TOT_T1_25+20_1, Length: 1488, dtype: int32" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ts_series = ts.get_timesince()\n", - "ts" + "ts_prec_series = ts_prec.get_timesince()\n", + "ts_prec_series" ] }, { @@ -463,6 +548,81 @@ "
" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot some variables" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(facecolor='white', figsize=(16, 9))\n", + "gs = gridspec.GridSpec(3, 1) # rows, cols\n", + "gs.update(wspace=0.3, hspace=0.5, left=0.03, right=0.97, top=0.97, bottom=0.03)\n", + "ax1 = fig.add_subplot(gs[0, 0])\n", + "ax2 = fig.add_subplot(gs[1, 0])\n", + "ax3 = fig.add_subplot(gs[2, 0])\n", + "TimeSeries(ax=ax1, series=ts_prec_full_results['PREC_TOT_T1_25+20_1']).plot(color='#1565C0')\n", + "TimeSeries(ax=ax2, series=ts_prec_full_results['TIMESINCE_PREC_TOT_T1_25+20_1']).plot(color='#D32F2F')\n", + "TimeSeries(ax=ax3, series=ts_prec_full_results['FLAG_IS_OUTSIDE_RANGE']).plot(color='#00BCD4')\n", + "ax1.set_title(\"Measured precipitation\", color='black')\n", + "ax2.set_title(\"Time since last precipitation (in number of records)\", color='black')\n", + "ax3.set_title(\"Flag that shows if record is outside the specified limits (1=outside limits, 0=inside limits)\", color='black');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(facecolor='white', figsize=(16, 9))\n", + "gs = gridspec.GridSpec(1, 3) # rows, cols\n", + "gs.update(wspace=0.3, hspace=0.3, left=0.03, right=0.97, top=0.97, bottom=0.03)\n", + "ax1 = fig.add_subplot(gs[0, 0])\n", + "ax2 = fig.add_subplot(gs[0, 1])\n", + "ax3 = fig.add_subplot(gs[0, 2])\n", + "HeatmapDateTime(ax=ax1, series=ts_prec_full_results['PREC_TOT_T1_25+20_1']).plot()\n", + "HeatmapDateTime(ax=ax2, series=ts_prec_full_results['TIMESINCE_PREC_TOT_T1_25+20_1']).plot()\n", + "HeatmapDateTime(ax=ax3, series=ts_prec_full_results['FLAG_IS_OUTSIDE_RANGE']).plot()\n", + "ax1.set_title(\"Measured precipitation (mm)\", color='black')\n", + "ax2.set_title(\"Time since last precipitation (number of records)\", color='black')\n", + "ax3.set_title(\"Flag (0=precipitation was observed)\", color='black')\n", + "ax2.tick_params(left=True, right=False, top=False, bottom=True,\n", + " labelleft=False, labelright=False, labeltop=False, labelbottom=True)\n", + "ax3.tick_params(left=True, right=False, top=False, bottom=True,\n", + " labelleft=False, labelright=False, labeltop=False, labelbottom=True)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -474,17 +634,289 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# **Plot some variables**" + "# **Example 2: Air temperature**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate time since air temperature was less or equal to 0°C\n", + "- `upper_lim` is set to `0` and `include_lim` is set to `True` because we are interested in the number of records since the last time temperatures were below 0°C\n", + "- `include_lim` is set to `True` to make `upper_lim` inclusive, i.e., to include 0°C\n", + "- With these settings the number of records since temperature was <= 0°C are counted" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "ts_ta = TimeSince(series_ta, upper_lim=0, include_lim=True)\n", + "ts_ta.calc()" + ] + }, + { + "cell_type": "markdown", "metadata": {}, + "source": [ + "## Results\n", + "\n", + "The full results comprise the following output variables:\n", + "- `Tair_f`: original measured air temperature (°C)\n", + "- `UPPER_LIMIT`: upper limit from settings\n", + "- `LOWER_LIMIT`: lower limit from settings (not given here, default `None` is used)\n", + "- `FLAG_IS_OUTSIDE_RANGE`: shows measured is outside specified limits, used to build cumulative sums in `TIMESINCE_Tair_f`\n", + "- `TIMESINCE_Tair_f`: cumulative sums of number of records since last record <= 0°C" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABjwAAAOtCAYAAAA1m8xKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXhU1f0G8PfOPpMFwo4g+44CgguggkhV3KpSW1fEfaFatNrauoGI1Vb9udWqVato1UpV3NcqoiiIJAgoCogsIgQIIXsy2z2/P+7cm9kSZjJzMvcm7+d5+lhmPXnn5GTuPfecryKEECAiIiIiIiIiIiIiIrIwW64bQERERERERERERERElClOeBARERERERERERERkeVxwoOIiIiIiIiIiIiIiCyPEx5ERERERERERERERGR5nPAgIiIiIiIiIiIiIiLL44QHERERERERERERERFZHic8iIiIiIiIiIiIiIjI8jjhQURERERERERERERElscJDyIiIiIiIosQQrTq84iIiIiIrIQTHkREREREFnHMMcdAURRMnDixycecffbZUBQFF154Yes1LMcuvPBC9OvXL9fNaNYxxxyDY445JqPnPPnkk7jhhhvSfu/58+fj3nvvNf49d+5cKIqS9usQEREREZmdI9cNICIiIiKi1NlsNixfvhzbt29H7969Y+6rra3Fm2++maOWUXP+8Y9/ZPyc+fPnpz1pAgC33nor5syZY/z70ksvxbRp09J+HSIiIiIis+MKDyIiIiIiCxk7diw8Hg/++9//Jtz35ptvIi8vD7169cpBy6g5I0aMwIgRI6Q/JxW9e/fG+PHjs/66RERERES5xgkPIiIiIiILycvLw8knn5x0wuOll17CmWeeCYcjdiG3qqq4++67MWjQILjdbgwZMgQPP/xwzGPC4TD++te/4qCDDoLX60VeXh4mTpyIxYsXG4+pr6/HrFmz0Lt3b7jdbgwbNixmq6RnnnkGiqJgy5YtMa/dr1+/mC22FEXB7bffjkMPPRRerxfz5s0DAGzbtg3nnHMOOnXqBJ/Ph6lTp2LVqlUxr7Vv3z5cdNFF6NSpE4qKinDjjTdCVdVmM9uyZQsURcF//vMfnHrqqfD5fOjTpw/uuOOOmOf269cP1113HaZOnQqv14tLL70UAFBeXo4rrrgC3bt3h8fjwfjx4/HRRx/FvEcgEMCtt96KAQMGwOv14qCDDsKCBQuM++O3p1IUBX//+98xc+ZM5Ofno3v37rj22mvR0NCQ9Dn9+vXD1q1bsWDBgpiMP/30U5xwwgkoKiqCy+VC//79MXfuXOPn0reuuv32243/n2xLq5deegmHHnoo8vPz0aNHD1x55ZXYt2+fcf/cuXMxaNAgvP322xg1apTRj5577rlmsyciIiIiak2m29Lq448/zuj5xx57bJZaQkRERERkTmeddRZ+85vfxGxrVVVVhXfffRcffvgh3nnnnZjHX3XVVXj66adx0003YeLEiViyZAmuvfZaVFRU4NZbbwUA/OlPf8I//vEP3H333Rg1ahR+/vlnzJs3D2eeeSZ++ukn+Hw+XHvttfjggw9w7733okePHnj33Xfxhz/8AZ07d8ZFF12U1s/wl7/8BXfddReGDh2Kfv36oaysDBMnToTP58Pf//535OXl4YEHHsCkSZOwYsUKDB8+HKqqYtq0adiyZQvuu+8+dO7cGX/729+wYsUKHHDAAft9z6uuugonn3wyXn31VSxduhRz585FTU0N/vrXvxqP+fvf/47rr78eN954IwoKCtDQ0IBjjz0WpaWluPPOO3HAAQfgX//6F6ZNm4b333/fOP4477zz8Pbbb+OWW27BEUccgXfeeQcXXnghXC4XzjnnnKTtufXWWzF+/HgsXLgQ3333HW655Rbs3LkTL730UsJjFy1ahJNOOgljx47Frbfeip49e2L16tWYOnUqfvOb3+Cll16CEALPP/88br/9dgwbNgxnn302li1bhgkTJuCSSy4xJnDizZ8/H7fddhtmzZqFO++8Ez/++CNuvfVWLFu2DMuXL4fX6wUA7Ny5E1dffTVuueUW9O3bF/fccw8uuOACHHbYYRg2bNh+8yciIiIikk6YjKIowmazteh/drs9180nIiIiIpJm8uTJYvLkyaKurk7k5+eL//u//zPue+aZZ8SBBx4oVFUVffv2FTNnzhRCCLF+/XqhKIq4++67Y17rlltuER6PR5SVlQkhhDj33HPFAw88EPOYV155RQAQy5YtE0IIMXToUHHZZZfFPGbevHnirbfeEkII8fTTTwsAYvPmzTGPiW6PEEIAEFOnTo15zE033SQ8Ho/YsmWLcZvf7xcDBgwQZ555phBCiLfeeksAEO+++67xmJqaGtGlSxfRt2/fJnPbvHlz0vecPXu2cLlcorKy0mjnwIEDYx7zz3/+UwAQy5cvN25TVVVMmjRJHHrooUIIIdauXSsAJOQ3ffp0Iy/9s4vOYMiQISIYDBq33X///QKA+O6775I+Jz7HZ599Vpx44okiHA4bt4XDYdGhQwdxxRVXxLzXnDlzjH/PmTNH6IeC5eXlwu12xzxeCCE+/fRTAUA88sgjMc/53//+Zzxm69atAoC49957BRERERGRGZhuhceCBQvw29/+FrW1tejevTuGDh2a6yYREREREZmK1+vFqaeeiv/+97+47rrrAAD/+c9/cNZZZyVsVfTxxx9DCIFTTz0VoVDIuP2Xv/wl5s+fj88++wynn346nn/+eQDAnj17sH79emzcuNEogO73+wEAU6ZMwWOPPYbt27fjpJNOwsknn2ysEEnXmDFjYv790UcfYcyYMejVq5fRTpvNhhNPPBH//ve/AQCfffYZXC4XTjjhBON5eXl5OOmkk7BkyZL9vucFF1wQ8+9f/epXePDBB7Fs2TLjNZO1q0ePHhg3blxMfqeeeir+8Ic/YN++fVi6dCkAYPr06THPfeWVV5ptz3nnnRez/divfvUrXHfddViyZElKKyZmzJiBGTNmoKGhARs2bMDGjRvx9ddfIxQKGZ/Z/ixfvhx+vz9hFcrRRx+Nvn374pNPPsGsWbOM2ydMmGD8f311UW1tbUrvRUREREQkm+kmPGbMmIGBAwdi2rRpqK6uxiOPPCKlUB8RERERkZWdddZZOOOMM7B9+3Z4vV7873//w/z58xMet3fvXgDAyJEjk77Ojh07AAArV67ErFmz8NVXX8Hn82HkyJHo06cPAEAIAQB44IEH0Lt3b/z73//GNddcg2uuuQYTJkzAo48+itGjR6fV/vz8/IR2/vDDD3A6nUkfX1dXh/LycnTq1ClhUqdnz54pvWd8Mfdu3boB0Gp0NNeu0tLSJtu1c+dOI2P99VKVSnuaU19fj2uuuQbPPfccgsEg+vfvj4kTJ8LpdBqf2f7o79WjR4+E+3r06IGKioqY23w+n/H/bTatJOT+aqgQEREREbUW0014AMDEiRPxxBNP4JxzzsEll1yCZcuW5bpJRERERESmMm3aNBQUFODll19GXl4e+vfvj3HjxiU8rmPHjgC0lR4FBQUJ9/fp0wdVVVWYNm0aRo0ahW+//RbDhg2DzWbDO++8E7NKwe124+abb8bNN9+Mbdu24c0338Qdd9yBc889F99++60xEREOh2Peo6amZr8/T8eOHTF58uSYIujR3G43unTpgrKyMoTDYdjtduM+fcJhf8rKymL+vWvXLgDNT1R07NgRgwcPxgsvvJD0/v79+xsZ79mzx1j1AADff/899u7diyOPPDJr7Yk2e/ZsvPzyy1i4cCF+8YtfIC8vL63nA0CnTp0AAKWlpQmr63fu3IkBAwak/FpERERERLlmy3UDmqIXYlyxYgUWLlyY6+YQEREREZmK2+3G6aefbpzwbqow9qRJkwBoJ9cPPfRQ43979uzBrbfeir179xon5mfPno0RI0YYV+6/++67ALQr+Ovr6zFkyBDcd999ALSJkt/+9rc455xzsHXrVgBAYWEhAGD79u3G++uvvT+TJ0/G+vXrMWTIkJh2Pvfcc3jqqadgt9sxdepUhEIhvPbaa8bzAoEAPvjgg5Qyi34eALz88svw+XwYP358s+366aef0K1bt5h2ffDBB/jb3/4Gh8OBo446CgCMLcB0N954I2bPnt3ka7/++usJ7VEUBVOmTEn6+OhJHgBYunQppkyZgtNOO82Y7CguLsaePXtiVl3on2cyRxxxBNxuN1588cWY2z/77DNs27bN+NmIiIiIiKzAlCs8dHfffTf8fj/WrVuX66YQEREREZnOWWedhVNOOQU2mw0PP/xw0sccfPDBOP/883HZZZdhy5YtOPTQQ7F+/XrcdNNN6N+/P4YMGYKamhoUFhbizjvvhMPhgNPpxMsvv4ynnnoKgFajwev1Yty4cbj99tvhcrkwatQorF+/Hs888wzOPPNMAFqND6/Xi+uvvx533HEHqqqqMGfOHGMVQXN+//vf47nnnsMvfvEL3HDDDejcuTNeeuklPPHEE7j//vsBAFOnTsUJJ5yASy+9FLt370bfvn3x0EMPYc+ePSmtali4cCG6d++Ok046CZ988gkeeeQR3HnnncZkQTIXXXQR/v73v+O4447DTTfdhD59+uDDDz/EX//6V1xzzTVwOp0YPXo0fv3rX+MPf/gD6urqMGbMGLz77rt488038eqrrzb52suXL8f555+PGTNmYPXq1ZgzZw4uv/zyJldVdOzYEatWrcKSJUtw+OGH4/DDD8fChQvx2GOPYfjw4Vi9ejXmz58PRVFi6mp07NgRn3/+OT799FMcffTRMa/ZqVMn/OlPf8K8efPgdDpx6qmnYvPmzbj11lsxYsQIzJw5c7+5EhERERGZRo6LphMRERERUYomT54sJk+ebPw7EAiIoqIiMXr06JjH9e3bV8ycOdP4dzAYFPPmzRMDBgwQTqdT9O7dW1x11VVi7969xmMWL14sDj30UOH1ekW3bt3ECSecIJYuXSoKCgrEH/7wByGEEFVVVeJ3v/ud6NOnj3C5XKJ3797ihhtuEHV1dcbrvPvuu2L06NHC5XKJIUOGiOeff16ccMIJMe0BIObMmZPw8/3www/i17/+tSgqKhJer1eMHj1aPPXUUzGPqa2tFVdffbXo0qWLyM/PF5dccomYPXu26Nu3b5O5bd68WQAQd955pzjuuOOEx+MRQ4YMEY8++mizuel27dolLr74YtGtWzfhdrvF0KFDxd/+9jcRDoeNx/j9fvHnP/9Z9O7dW3g8HnHIIYeIV155xbg//rMDIK677jrxm9/8Rni9XnHggQeKO+64Q4RCoSaf88ILLxht+Oyzz8TevXvFueeeKzp37izy8/PFwQcfLB588EFx+eWXi549exqvdd9994mOHTsKn88ntm7dKubMmSPiDwUfffRRMWLECOFyuUTPnj3FrFmzRHl5uXF/sufoP0eyz5KIiIiIKBcUIVKsZmcx5eXlqKmpMQotEhERERFR+7Rlyxb0798fTz/9NC688MJcNwcAoCgK5syZg7lz5+a6KUREREREbYZpa3hkavbs2SywR0RERERERERERETUTrTZCQ8AaKOLV4iIiIiIiIiIiIiIKI6pi5YTERERERFlql+/fqa7GMps7SEiIiIiagva9AoPIiIiIiIiIiIiIiJqHzjhQURERERERERERERElscJDyIiIiIiIiIiIiIisjzW8MiSsrIyvP/+++jXrx+8Xm+um0NERERERERERERE1CbU19djy5YtOOGEE9ClS5cmH8cJjyx5//33cf755+e6GUREREREREREREREbdK///1vnHfeeU3ezwmPLOnXrx8ALfDhw4fntjE5Vl1bh+J1GzFuxGAU5Ply3Zw2iRnLxXzlYr7yMWO5mK9czFcu5isfM5aL+crFfOVivvIxY7mYr1zMVy4r5mvFNsv03Xff4fzzzzfOwzeFEx5Zom9jNXz4cIwdOzbHrcmtiuoaVIRsGD1mFDoW5Oe6OW0SM5aL+crFfOVjxnIxX7mYr1zMVz5mLBfzlYv5ysV85WPGcjFfuZivXFbM14ptbg37KyfBouVERERERERERERERGR5nPAgIiIiIiIiIiIiIiLLa7MTHl26dEGfPn1y3Yx2yet2Y8zQgfC63bluSpvFjOVivnIxX/mYsVzMVy7mKxfzlY8Zy8V85WK+cjFf+ZixXMxXLuYrlxXztWKbzUARQohcN6I5VVVV+Pbbb7Fr1y7U1NRAVVXk5+ejZ8+eGDlyJAoLC3PdRABASUkJxo0bh+Li4nZfw4OIiIiIiIiIiIiIKFtSPf9u2qLlr7/+Ou6//34sXboUTc3JKIqCI488En/84x9x8sknt3ILqSn+QBClZeXo0aUT3C5nrpvTJjFjuZivXMxXPmYsF/OVi/nKxXzlY8ZyMV+5mK9czFc+ZiwX85WL+cplxXyt2GYzMOWWVhdffDGmT5+OTz/9FB06dMD48eNxxhln4Nxzz8W5556LM844A+PHj0eHDh3w2Wef4Ze//CV++9vf5rrZFFHv9+Pr9ZtQ7/cbt321qRKqaurFRJaSLGPKHuYrF/OVjxnLxXzlYr5yMV/5mLFczFcu5isX85WPGcvFfOVivnJZMV8rttkMTLfC4/HHH8czzzyDYcOG4R//+AcmT54MRVGSPlYIgcWLF+Pqq6/GY489hsMOOwwXXnhh6zaY9qu0wo+T//o13vjDaIwf3DHXzSEiIiIiIiIiIiKiNsh0Kzwef/xxFBYWYvHixTjmmGOanOwAtC2tjj32WHz88ccoKCjAI4880ootpVTVB9SY/xIRERERERERERERZZvpJjzWr1+PY489Ft27d0/5OT169MCxxx6LDRs2SGwZtZS+kRW3tCIiIiIiIiIiIiIiWUw34dGxY0dUVFSk/byysjI4HKbboatdctjt6NyxEA67HQCMovOc78ie+Iwpu5ivXMxXPmYsF/OVi/nKxXzlY8ZyMV+5mK9czFc+ZiwX85WL+cplxXyt2GYzUIR+NtokzjjjDLz11lt4++23cfzxx6f0nEWLFuHMM8/EySefjDfeeENyC5MrKSnBuHHjUFxcjLFjx+akDWa1cWcdjpzzFZ6dNRLTxnTJdXOIiIiIiIiIiIiIyEJSPf9uuhUec+fOhcPhwCmnnILzzz8f//3vf/Hdd9+hoqICgUAAwWAQVVVV2LBhA1577TVceOGFOOuss+B0OjFnzpy032/79u248sor0bdvX7jdbvTo0QPnn38+Nm3aJOGnax+EEAiratTKDq7wyLb4jCm7mK9czFc+ZiwX85WL+crFfOVjxnIxX7mYr1zMVz5mLBfzlYv5ymXFfK3YZjMw3YTH6NGj8c4776BLly544YUXcPbZZ+Oggw5C586d4fV64fF4UFRUhOHDh+NXv/oVnn32WXTr1g2vv/46xo0bl9Z7rVq1CqNHj8bjjz+OvLw8nHzyycjLy8Pzzz+P8ePHY+vWrZJ+yratsqYWby1ZjsqaWgBRNTz4y5k18RlTdjFfuZivfMxYLuYrF/OVi/nKx4zlYr5yMV+5mK98zFgu5isX85XLivlasc1mYLoJDwCYMmUKtmzZgieffBJnnHEGhgwZgvz8fCiKAofDgY4dO2LkyJE466yzsGDBAqxfvx4nnHBCWu8RCARw7rnnory8HHfffTfWrVuHV199FRs2bMCsWbNQVlaG2bNnS/oJ2xe9WLmq5rghRERERERERERERNRmmbbKt8vlwsUXX4yLL75Yyuv/97//xffff49f/epXuPHGG43b7XY77rnnHrz11lvYsmULwuEw7CwMkxF9Kyuu8CAiIiIiIiIiIiIiWUw74dESqqrCZktt0crLL78MAPj973+fcJ/P5+N2VlnUWMsjxw0hIiIiIiIiIiIiojbLlFta1dfX409/+hP69u0Ll8uF/v37449//CP27t3b5HNmzJgBl8uV8nsUFxfDZrPh0EMPxc6dO3Hffffh8ssvxw033IAlS5Zk48egCH1hR5gzHkREREREREREREQkiSJMVubd7/djypQp+PLLL2Mq0CuKgh49emDhwoU48sgjE543Y8YMvPDCCwiHwym9h8fjQZcuXfDPf/4TM2fORHV1dcxjZs6ciSeffBIOR2qLYEpKSjBu3Dj884knMWToUON2h92OAf37oVu37qiuq0t4XseCfABAdV19Qtt9HjdcTif8gSDq/f6Y+xx2O/J9XgghkhauKczzwWazoba+AcFQKOY+j9sFj8uFQDCEuoaGmPvsNhsK8nwAgIrqmoTXLfB5YbfbUdfQgEAw9nXdLie8bjcCgSD2VdXA6XTAZlOw9qda/OqB7/HwRUNx1oQeqKqpTdjeKs/rhdNhR73fD38gGHOfy+mAz+NBOBxGdV190xnW1iEcVyjE5/HA5XSgIRBAgz8Qc5/T4UCe1wNVVVFVm/jZdMjPg6IoqKmrRyjus/G63XC7nAgEg6hriP1s7HY7CnzeZjL0wW5v4rNxueBxuxAMhVBbH/vZ2Gw2FOqfTVU1/IGQkTEA5Hu9cDjsqG/wwx+Mz9AJn8eNUDiMmrgMFSjoUJAHAKiqrYMal2GexwOn04EGfwANgexnmPX+rWcYDKG2oekMK6trIRDbD/N9XjjsdtTU1aO2riEmX7fTCa/HjVAojJr6uAwVBR3ym8nQ64HT0XyG4bDabscIALApCgr1DDlGcIwAx4j4DDlGtN0x4oMP/4dTTz4p4fkA4HQ6kZ+fj8FDhuC0007HJZddhi5FRbDbbXj8n0/gyisuT/o8QNsetkuXLjh41Chc87vZOHrSJBTm+aCqKsr2VWL5smU47dSTm3x+vMWLF+Ooo49OGCNqa2rx3jtv4cUXX8T69euxa9cuFBQU4OBRo/Dr3/wGl1x0MTwed4vHiCVLlmDKlCkptxMAHn3scVx5xeUx/Xv79u148ol/YvHHH2Pb1q2ora1Fly5dMHbcOJx19tk45dRfQlGUmDFi5oUz8eILL6T13kKItMeIWVdeiRdfeD6t99lXpR27xI8RQgiccdovsXHDBnz7/fqsjRGrSkrw0IMPYNkXX6C8vBwdO3bEUUcdhdnXXofRhxwS81yP24Wzfv1rvPHGG022/91338X4I49KuD2dMUJVw3j8sX/glZdfxo+bNkEIgUGDBuG0M87Ab6++Bh6Px3iuPkYsX7EC8++4A8UrV6KyshKDBg/GpZdeimuuvhqqqmZ9jHj15f/iggsuwKLX38Axcf3YrN8j9DHC4WjsvwC/RyRk2MLvETZFQUV1beTxjfnye4SG3yMacYzQcIzQcIzQZDpGuJ3OyHuGY/I18xgRCoWwt6I6ZkwDzDtGAFqh9fjphmyNEatKSnDMpKNRXFyMsWPHJrRfZ7otre677z4sX74cRxxxBB555BEMGTIEX375JW655RZ8+eWXOP744/HGG29g6tSpLX6PqqoqAEBNTQ3OOeccnHrqqbj99tvRu3dvfPrpp7jyyiuxYMECHHDAAfjLX/6S1mtfftmlCbfNmTMHN/zxRixZuSbhvtOmTAQArPpuI/ZVxXa0scMH48AeXfHz7jKs3bg55r6uRR0xccwIhMLhpK877cjD4HbZ8M3GzSjduy/mvpED+2FQnwOwZ18FVn67Iea+Dvl5OOaw0QCAz4rXJvySTzl8DArzfFi/ZTu27dwdc9/gPr0wYmBfVNXWYfna74zbN+/VfqH13+tla75L+EU+csxIdCnqgM3bS7Fx288x9/Xp2Q2HDBuE2gZ/ws9qUxSceswEAEDxuo0JA+mhI4egV7cu2F5ahm83bYm5r0fnIhwxajiCoeQZnnT04XA6HFizYTP27KuIue/gwf0xoHdP7NpbgZLvNsbcV1SYj0njRgFA0tedesQhyPd58f3mbdi+qyzmvqH9emNY/z7YV1mNZWu+i7kvz+vBL8Zrv8zL1nyXMHgfPfZgdOpQgE0/7cCm7Ttj7uvXqwdGDxmAmrr6hDY57HacPOkIAMDKb9YnDNCHHzwMPbt0wrbS3fjux20x9x3QtTMOO2go/IFg0p/1lMnjYVcUfL1+E/ZWVMXcN2boQPQ9oDtKy8rx9fpNMfd17liIow45CKoQSV/3+Anj4PW4sW7TVuzYE7vya/iAPhjStzfKKquwYu33MfcV+Lw49gjtoHzpqm8S/ihMPnQUOhbkY9P2ndjyc2nMfQN798RBg/ujqrYOn5WsjbnP5XTgxKMOBwCsWPt9wsA/YdRwdOtchC07SrF+y/aY+3p374JxI4ag3p/Yv4H2MUYA2peaEyYeCoBjBMcIDccIDccITVseI/T+7fF4ccRRR8PldKBbpyIAwNYdpaiprsbXq1ZhxZdf4vkX/4Oln32Kog6F2Bnp2x2KijBm3GEAtIPHwvw8NPgD2LRlK7b+uAnvv/ce3n/vPfxp7h24a84tsNlsKP5uI9Zs/DHmfbt26gi304mK6pqEA408rxfdu3dPGCPWrV2N+++8HXt270KHDh1wYL/+6N1/IPbu3o3PPv0USz75BM8ueBYf/e9D7Nhb0aIxonv37jjuxJMRiDswWvK/DwAAx087Ef5Q7O9q2OEGAGOMePOVhXj2n48iGAygsENHjB9/BPJ8Pnz73fd45+238fZbb+HgMWNxw23zMH7saGOM6NijNyb/4njjdR12O+qqKrBs2TJ0LCrC6EjuOv1zS3eM6NLrQJx33nkAgNKycoTCYZTu2IH1675Bh6Ii/GLqL+Bxu1BVU2uc0NHzih8j/vXow1jyySfo3KUrlqxck5Ux4i/3PoD/u3MuwuEw+g4YiHGDh6KmohyLFi3CG2++iWv/dCuOPvYXxnNHDuyHkpISuFwuTJh0TMzrOh0OdO9chAMOOCCjMWLJV6tw2w2zsX7dN/Dl5WPYyIPRpagDli9fjvnz5mHhf1/GvHsfgserHdAfOWYk1n5dgmnTpiEUCmH4waPRZ+BgrF1VjNm/+x1Kiovx0CP/yOoYsfunLfj9b2cBANZs+BFKQeeY+836PUIfI/g9Qt73iJ927eH3CH6PsOyxBscIjhE6q44R/kAQn3/9bcx9Zh4jwqpIGNMA844RAPDF199KGyO+Xhf78zTFdCs8Ro8ejW3btmHjxo3o0qWLcbsQAtdddx0eeugh5OXl4aOPPsLhhx9u3J/OCo/t27fjwAMPBAAcc8wxWLx4ccz9K1euxOGHHw63242dO3eiY8eO+31NrvBovKKisqYW32zcggEH9oTX7cLXW2vwm4fW4/4LhuC8o3qabrbUaldUANrB8KafdhoZA7yiIiHDDK7e3ltRhe83/xSTL6+o0MgYIwBzX1HBMYJjhI5jhIZjhCbbKzwO7NMHa775NukYsW3rVpx4wvHYsWMH7r33Plx//e+NFR5HHnUU3nrnXQCJY0QgEMDc227Do/94BEWdOuGnbdsAmx2r12/Czq2bcObppxnvm+4Y8eWXy3HKiSdCVVXMmzcPs2fPhqrYjP69YcN6XHrxxVi7Zg0mTZqE997/IOF1M8mwqLAAAPD9+g3o3rNnzH3R/fvW2+bgzvl3oEPHjrjrrrvxm7PPRlFhgdG/v/n2G/z5jzdi8eKPcWCfPvjyyxXo2aN7k2PEq/9diIsuuigmd102x4gXnv83fnvVVTjyqKOwePHi/Y4R1dU1uOLKK4wVKQcccEBWVnjs3bsXAwYORHVVFR5/4kn8+je/AaCNEc899xwuvPBC5Ofno2T1GnTt2hUAUFNdhQN79cK4cePwv8WfxLxuKmPEHXfcgdtvvx2PPPoozj3vfOO+6DFi9nXXY8GTj+OI8ePx7xdeQLeu3VCYn4fdu3fj5JNPwcqVX+Ga2bMx74752s9js2HI4EHYvXs3XnxpIY47XpvIKi0txemnnoL169fj5ZdfxtTjT0hoU0vGiFdfeQWzr7kaNTXaz2ilFR619Q1YvX4T+vdu7L8Av0ckZNjC7xH+QBBrNvyIfr16xOTL7xEafo9oxDFCwzFCwzFCk+kYoaoC32zcgj4HdIvJ18xjRHVtPdZs+DFmTAPMO0YA5ljhAWEyPp9PTJs2rcn7r7vuOqEoiujWrZvYtGmTcfv5558vbDZbSu+xd+9eAUAAEP/973+TPubwww8XAMQ777yT0msWFxcLAKK4uDilx7dl+6qqxWsffy72VVULIYRY8UOF6HrZJ+LZT3fkuGVtR3zGlF3MVy7mKx8zlov5ytXe8l28eLEAIPr27dvs4x588EEBQBx11FFCCCGefvppAUBMnjy52eeFw2HRvXt3AUB88MEHRr5vvv1OSu+bTE1Njejbt68AIB5//PEmH1daWio6deokAIhXX3017fdpjv5dfvPmzU0+5osvvhA2m00UFBSIb775psnHBYNBcfrppwsA4je/+U2z75tK7tnow6l+vkII8dprr4nBgwcLAGLAgAECgOjVq1eL3zvaE088IQCIM888M+n9p5xyigAgnnzySeO2999/XwAQV1xxRYvec86cOQKAePrpp5Pev6+qWnTu0lUASPq5rly5UgAQvXv3Nm576qmnBABx9tlnJzz+448/FgDE0Ucf3aL2Rvvxxx/FWWedJQAIn89n/O59+OGHGb92a2lvY3BrY77yMWO5mK9czFcuK+ZrxTbLlOr5d9MVLVcUJWEWKNr//d//4ZxzzsGePXtw4oknory8PO336NChg1HgvH///kkf069fPwBAWVlZ0vspdXqtchYtJyIiImqZQYMGAQB27969n0fGstlsxsrmvXv37ufRqXn11VexdetWHHLIIbjsssuafFz37t1xww03YOrUqahLctWgbPPnz4eqqrj55psxcuTIJh/ncDjw2GOPIT8/HwsXLsT333/f5GPNpqKiAqeffjp+/PFHzJ49G2+99VZWXz8YDGLs2LE47rjjkt4/ZMgQAMCOHTuM21atWgUAGDduXFbboqupqUGPA3rhoIMPTvq56m3aubNxu4S3334bAHD66acnPH7y5MkoKirC0qVLUVFRkVHbrrvuOrz00ks47LDD8OWXX2LYsGEZvR4RERERpc90Ex6DBw/GihUrmp3IePrpp3HkkUdi48aNOPnkk1Fbm7g8qjl2ux3Dhw8HAPz8889JH1Naqu2X161bt7RemxLpE1jxS8KIiIiIKDXffPMNAKBPnz5pPW/79u1Yu1bb6/mggw7KSlteeuklAMDZZ58NRVGafeyf//xn/O9//zNqVLSW2tpafPCBVudj5syZ+3189+7dceqppwIAnn8+vQLiuWSz2XDuuedizZo1eOCBB+CN1KzIlquuugrFxcW4/PLLk96/YsUKAEDv3r2N20pKSgAA9fX1+OUvf4kePXogLy8P48ePz0q2+fn5uPOBR/DZ518026ZevXoZt337rbZXd7LfAZvNhmHDhkEIYTyupUaNGoUXXngBX375ZdZ+34iIiIgoPaab8Dj77LNRUVGBM844o8mrq1wuF15//XVjcmT8+PHYsmVLWu9z0kknAQD+85//JNy3e/duFBcXw+1244gjjkj7Z6BY+jyHUJt/HBERERElWrNmDe6++24AwLnnnrvfx4fDYZSVleGNN97A8ccfD7/fj9NPPz1rJ2D17+hm/p5cUlKCUCiEAw88ED169EjpOVMiNRaKi4tlNi2rCgsL8fzzz2PEiBGt/t7vvvsuli5dCo/HYxxbAY0THrNnz8b69etx5JFHYujQoVixYgXOP/98/O53v5PWJlVVccsttwAAzjzzTON2fQVKz7h6Lzr99l27dmX0/vPmzcM555yz34lAIiIiIpLHkesGxLvuuuvw+uuv47PPPsPIkSMxZsyYpAcdnTp1wscff4ypU6fi22+/TftL5ZVXXomHH34YL774IqZOnYpLLrkEgHY12KWXXora2lpcfvnlKRUsp1gelwvDB/SBJ7JtmLGlFVd4ZE18xpRdzFcu5isfM5aL+WbXlj31qKprLIjnDwZh83bHxl0BuMurc9iyphX6HOjXNbtX0peVleH888+PuS0QCGDz5s0oLi6GEALTp09PWK2wZMmSZr8HK4qCCy64AI888giAxv67Zf13AICtW7fu93v0aaedhtdee834t75VUPfu3VP++VqbvvVXOm3UJ0aaWgGeqvYwRmzYsMHoi3/+85+NnKurq7Fp0yYoioLHHnssZmXIxx9/jOnTp+Phhx/G5MmT8atf/QqAtpXw1q1bE97joosuwkUXXWT8e+bMmXjmmWeazff3v/89li9fju7du+NPf/qTcbu+I4DP50v68+grY/Qi4+1Ze+i/ucR85WPGcjFfuZivXFbM14ptNgPTTXi4XC589NFH+Mtf/oJnnnkGhYWFTT62V69e+PLLLzFr1qykKzWa06dPHyxYsABnn302Lr30Ujz44IPo378/VqxYgdLSUowePRp/+9vfMv1x2iWP24UhfRuXtetbWalc4ZE18RlTdjFfuZivfMxYLuabPXurgxh/ywokL/O1vbWbkzK7DfjmnonoXODM2mvW1tYmbPfjcrnQuXNnnHDCCTj77LNxwQUXJExOdOvWzaivoKoqNmzYYFwsNHv2bNxwww0x2w3p/XfH5h8AAHl5eUnrGkQ79NBDY/7tdGo/dygUSvZwUwiHwwBg1O1Lhf5zNVdPMBVtfYxYt24djjvuOOzZswennHKKsaICAAoKClBWVoY9e/Zg6NChMc879thjcfvtt+Paa6/F3//+d2PC44wzzsCePXuMx61ZswZr167FhAkTMGDAAOP2iRMnAkierxAC119/PR588EF4PB4sXLgQXbt2Ne632+1QVXW/k3sqD1jafP/NNeYrHzOWi/nKxXzlsmK+VmyzGZhuwgPQrrC54447cMcdd+y3PkeHDh3w/PPP45ZbbsF7772X1vtMnz4dxcXFuPPOO7F48WJs2LABffr0weWXX44//vGPyMvLy+THaLeCwRDKKqvQpUMhnE6HMdHBFR7ZE58xZRfzlYv5yseM5WK+2dO5wInl8w+PWeERCoVRUVOLjvl5cDjsOWxd0wp9jqxOdgBA3759096iFQCGDx+Of//73zG3vfrqqzj77LPxyCOPYNy4cZgxY4Zxn95/QyFtQqBLly4Jz9+fnj17orKyMuYktdnokzzptFGv4Rc9QdQSbXmMWLJkCaZPn47y8nKcfPLJePnll2Gzxe6S3KlTJ3Tq1Cnp80899VRce+21WLlypXHb/fffH/OYuXPnYu3atbj88stx4YUXJrxGfL5+vx8XX3wxXnjhBfh8PixatAiTJk2KeU5+fj727duH+vp6uN3uhNesr683HtfeteX+awbMVz5mLBfzlYv5ymXFfK3YZjMwfVKpTjoMHz7cKESejoMPPjjt1SHUvNqGBqxY+z0mHzoKHZ35ENBXeHDCI1viM6bsYr5yMV/5mLFczDe74reGqqiuwZJtWzF2wCh0LGC+LTF9+nTce++9mD17Ni6++GL0798fRx11FIDG/msPBFr8+uPGjcP333+P5cuXG3UvmrJ582Y8/fTTmDJlyn4fm00jR46E2+3GDz/8gLKyMnTp0mW/z1m2bBkAYMyYMRm9d1sdI5577jlceumlCAQCmDlzJp588kk4HOkdTurbhukTDC0RnW+4SqtPs3TpUnTu3BlvvvkmJkyYkPCcXr16Yd++fSgtLU26ZbG+TVtTNT7ak7baf82C+crHjOVivnIxX7msmK8V22wGpita3pyLL74YTz75ZK6bQWnS5zm4wIOIiIiodVxzzTX4xS9+gVAohAsuuAB1dXVZe+0zzjgDAPDKK6/sd/unBQsW4I477sDs2bOz9v6p6NChA0455RQIIfDEE0/s9/FVVVV46aWXACBmRQxp/va3v+GCCy5AIBDAbbfdhmeeeSbpZMeSJUtwwQUX4K677kr6Oj/++CMAbQIiUzt27MDEiROxdOlSDBw4EMuWLUs62QEABx10EABtO654qqri+++/h6IoGDlyZMbtIiIiIqLcstSExzPPPINPP/00182gNInIjEeYKzyIiIiIWoWiKHj88cfh9XqxefNmzJs3L2uvfeqpp2LIkCEoLi7Gv/71ryYft3nzZvz9738HAPz2t7/N2vun6pZbboHL5cL8+fOxevXqJh+nqiouv/xyVFZW4rTTTmvRqvG27NFHH8WNN94Iu92OJ598ErfffnuTjw0EAnjuuefw4IMPwu/3J9y/YMECAMAJJ5yQUZtqaqpx+qmnYMOGDTjssMOwbNkyDB48uMnHn3jiiQCA1157LeG+Tz75BPv27cPEiROTrv4gIkrF2m3VGdeAIiKi7LDUhAdZkz7PwfkOIiIiotYzYMAAo6D0//3f/yW9ur0lXC4XHn30UdjtdlxxxRX461//mrCCZPXq1TjxxBOxd+9eTJgwAZdccklW3jsdY8aMwd133426ujpMnjwZ//73vxOKUm/duhWnn346XnrpJfTq1YuryeN8++23uPbaawEAjz/++H4/x2OPPRZDhgzBrl27cPXVVyMYDBr3vf3223jooYfg9Xrxxz/+scnXmDt3LoQQSet36P754H3YuHEjRowYgY8++iimQHky06dPxwEHHIAXXngBr776qnF7aWkprr76agBotk1ERM0prfBj6vwSlGyuznVTiIgIFqjhQdZjs9lQ4PMaBQz1eQ6VVztkTXzGlF3MVy7mKx8zlov5ysV8s+uGG27Ac889h++//x6zZs3CG2+/gwKfF/UNVQCAsrIynH/++ft9nUmTJuHyyy83/n3sscdi0aJFOPvss/GnP/0Jd911F8aNG4cuXbpg06ZNKC4uBgAcffTRWLRoUdq1HrLluuuuQ5cuXXDFFVdgxowZuP7663HYYYfB6/Vi69atKC4uhqqqmDRpEl544YWUan3sT1vqw/PmzUMgEEBBQQEWL16MxYsXJ33c6aefjjPPPBN2ux0vvvgipk6diieffBIffPABxo0bh507d2L58uVwOBx44YUXMGjQoBa3acP69fjs4/8BAIqKinDVVVc1+dhnn30WNpsN+fn5eOqpp/DLX/4SZ555Jo488kh06dIFH3/8MaqqqnDFFVfgl7/8ZYvb1Ja0pf5rRsxXvlxkXBdQI/8Nt9p75gr7sFzMVy4r5mvFNpuBaSc8nn322aS3//jjjwn3XXDBBa3RJEpRYZ4Pxx5xiPFvlVtaZV18xpRdzFcu5isfM5aL+crFfLNLX40xZcoULFmyBK+/+gpmzJiBTz75BABQW1uL559/fr+v43A4YiY8AG1rq3Xr1uGRRx7Bhx9+iK+++gp1dXUoKirC8ccfjwsuuADnnHNOzg/QZsyYgSlTpuAf//gH3nvvPXzyyScIh8M48MADceaZZ2LmzJmYNm1a1trZlvrwu+++CwCorq5utp/069cPZ555JgBg7Nix+PrrrzF//ny89957eOutt1BUVITf/OY3uOmmmzB69OiM2rT00yXGtjGff/45Pv/88yYf+8wzzxif67Rp0/D555/j9ttvx+eff45QKIQhQ4Zg1qxZuOiiizJqU1vSlvqvGTFf+XKRsT4mxS0ibJPYh+VivnJZMV8rttkMFGHSTQZtNhsURYm5TQgRc5v+73A497PoJSUlGDduHIqLizF27NhcN8dU3llVhgsf/RbXndQHfz69f66bQ0RERERERESUFRt31uHIOV9h4bUH45gRnXLdHCKiNivV8++mXeFx2223JUxuzJs3DwcffDDOOOOMHLaM9qeyuhZLV32Dow45CB0K8oytrLilVfbEZ0zZxXzlYr7yMWO5mK9czFcu5isfM5aL+crFfOVivvLlImMB/ZxHq7xdTrEPy8V85bJivlZssxmYdsJj7ty5CbfNmzcPo0aNwpw5c1q/QZQyAYFQOGz80dfnOcLtYHlna4nPmLKL+crFfOVjxnIxX7mYr1y5zPfVV1+NKRidiunTp2P69OmSWpR91113HX7esRO7y/dhQaciuJz7P9x64IEHslI7pDmfffYZHn/88bSeE1+3xSxk9+HrrrsOe/bsSes5rfEZthaOwXIxX/lykbEx0dEOPlb2YbmYr1xWzNeKbTYD0054UNuhT3hwhQcRERFR+7VmzZqU6oVEGzRokKUmPBYtWoStW7em9Zz58+dLP1m+adOmtLNPVrelPTDrZ0hE5sVzHkRE5sIJD5JO/6PPouVERERE7dfcuXOTruJuS7Zs2YKK6hosWbkGkw8dhY4F+bluEgDgwgsvxIUXXpjrZljCli1bct0EIrIY/ZwH5zuIiMzBlusGpKNPnz7o2rVrrptBadLnOfjHn4iIiIiIiIjaEq7wICIyF0ut8ODVNtaQ7/Ni8qGjkO/zAtAKzgPto4BXa4nPmLKL+crFfOVjxnIxX7mYr1zMVz5mLBfzlYv5ysV85ctFxqIdrfBgH5aL+cplxXyt2GYzsNSEB1mDw26PWb6vT3RwS6vsic+Ysov5ysV85WPGcjFfuZivXMxXPmYsF/OVi/nKxXzly0XGjSs8WvVtc4J9WC7mK5cV87Vim83AdFtaffDBB/jmm2+S3rdo0SJMnToVHTp0gMvlQv/+/XHVVVfhxx9/bOVWUnPqGvxYveFH1DX4ATQu6+TyzuyJz5iS27SrDv6gmvbzmK9czFc+ZiwX85WL+crFfOVjxnIxX7mYr1zMV75cZGxs491q75g77MNyMV+5rJivFdtsBqab8Jg2bRruueeehNuvvfZanHnmmVi8eDGqq6sRCoWwdetWPP744xg1ahRee+211m8sJRUIBrHl51IEgkEAUVc7pH/emZoQnzElN+2uVVj01e60n8d85WK+8jFjuZivXMxXLuYrHzOWi/nKxXzlYr7y5SJjEZnqUNvBEg/2YbmYr1xWzNeKbTYD0014AI37H+peeOEFPPTQQygsLMQDDzyATZs2oba2FmvXrsX111+PUCiEs846C2vXrs1Ri6k5LOBFuVLbEEZtQzjXzSAiIiIiIqI2ihd3EhGZiyknPOI9/PDDsNlsWLRoEX73u9+hf//+8Hq9GDlyJO655x688sorCAaDuOuuu3LdVErC2NKKXwKolalCtItlxURERERERJQb3MabiMhcLDHhsXbtWowZMwbHHHNM0vtPPvlkjB8/HosXL27dhlFKjKLl/ONPrUwV/NJJRERERERE8uhHnDz0JCIyB0tMeBQUFKB///7NPqZnz57Yt29fK7WImuN2OjGwd0+4nU4AjVuUtYf9LFtLfMaUSGSwsoj5ysV85WPGcjFfuZivXMxXPmYsF/OVi/nKxXzly0XG+jFnezjlwT4sF/OVy4r5WrHNZuDIdQNScdhhh+Gbb75p8v5QKITi4mJ07969FVtFTfF63DhocOMElSpi/0uZi8+YEmVSO4b5ysV85WPGcjFfuZivXMxXPmYsF/OVi/nKxXzly03G2jFnfD3atoh9WC7mK5cV87Vim83AlCs8/vvf/+KII47ArFmz8NRTT+G4447Dhg0b8NRTTyU8NhgMYtasWfjpp58wbdq0HLSW4oVCYZRXViMU0opFq1zhkXXxGVMivbu1pNcxX7mYr3zMWC7mKxfzlYv5yseM5WK+cjFfuZivfLnIuD2t8GAflov5ymXFfK3YZjMw3YTHqaeeiq5du+Krr77CY489hssvvxzXXnsthBC44oorsHHjRuOxd999N/r27YunnnoKHTt2xC233JLDlpOupr4en5WsRU19PQBAtKM//q0lPmNKlMlWasxXLuYrHzOWi/nKxXzlYr7yMWO5mK9czFcu5itfLjJuTzU82IflYr5yWTFfK7bZDEy3pdXrr78OANi7dy9KSkqwatUqlJSUoKSkBJs2bULXrl2Nx3733XcoLS3FkCFD8OKLL+LAAw/MVbOpGfrffBaPptZkrPBgtyMiIiIiIiJJjF0tePBJRGQKppvw0HXu3BnHHXccjjvuOOO2mpoa5OfnG/++5JJLMGPGDBx77LGw2Uy3WIUi9D/6YS7xoFbEiTYiIiIiIiKSjYecRETmYtoJj2SiJzsAYNKkSTlqCaVD38+SXwKoNelbWbHfERERERERkSysW0pEZC6mnfAoKyvDm2++iR07dqB379446aSTYrazivfKK69g9erVmDdvXiu2kpJRFAUupwOKogDgCg8Z4jOmRHp3a0m3Y75yMV/5mLFczFcu5isX85WPGcvFfOVivnIxX/lykbF+kV17OOPBPiwX85XLivlasc1moAhhvuufFy5ciMsuuww1NTXGbR6PBzfddBNuvvnmpM+ZMWMGXnjhBYTDualaX1JSgnHjxqG4uBhjx47NSRvM6pEPfsLtL/+IqQd1wou/OzjXzaF2oqYhhAG/+xx/OLUv/nBqv1w3h4iIiIiIiNqgj78px9kPrcV9M4ZgxtE9c90cIqI2K9Xz76YrfPHVV1/h/PPPR3V1NU4++WRcd911OPLII1FfX4/bbrsNp59+OoLBYK6bSWnQl3WylgK1Jn0rNS4sIiIiIiIiIln064hNeD0xEVG7ZLoJj7vvvhvhcBgLFizAG2+8gXvvvReffvop3n77bXTu3BlvvvkmzjzzTKj62UwynaraOvxveQmqausANC7v5JZW2ROfMSXSe1tLvnQyX7mYr3zMWC7mKxfzlYv5yseM5WK+cjFfuZLlu3Ens86mXPThTLZTthqOEXIxX7msmK8V22wGppvwWLp0KQ4++GDMmDEj5vYTTzwRS5cuRY8ePfDWW2/hsssuy1ELaX9UVUVtfYMxKaUKFo/OtviMKVEm/Y75ysV85WPGcjFfuZivXMxXPmYsF/OVi/nKFZ/vjn1+HDnnK6zZWp3jlrUduejD7emcB8cIuZivXFbM14ptNgPTTXhUVFRg0KBBSe8bMmQIPvzwQ3Ts2BHPPPMMC5RbhP5HX20PlzuQaTRuacV+R0RERERE5lPboNUgrW7ITS1Syo7GouU89iQiMgPTTXh07twZP/zwQ5P3jxgxAq+++iqcTiduv/12PPPMM63XOGoRfZ4jzL/91Ir0L5ucZyMiIiIiIjPSL87i9s/Wpn98ghdgExGZgukmPI466iisXbsWL730UpOPmTx5Mp544gkIIXD55Zfj6aefbsUWUrr0L3Fc4UGtyfjSyW5HREREREQmpLLeZZsg4v5LRES5ZboJjxtvvBF2ux3nnXcezj77bDz55JNJHzdjxgzcfffdCIVCuPTSS/Hmm2+2ckupKXleDyaMGo48rwdA+yrg1VriM6ZExlZqLZjxYL5yMV/5mLFczFcu5isX85WPGcvFfOVivnIlHivz4sBsy0Uf1j+/9rCdMscIuZivXFbM14ptNgPTTXiMGzcOzz//PPLz87Fw4UI8/vjjTT72j3/8Ix555BE4nU5UVVW1YiupOU6HA906F8HpcAAABL/EZV18xpTI6Hct6HbMVy7mKx8zlov5ysV85WK+8jFjuZivXMxXrsRjZe12bv+cPbnsw+1gvoNjhGTMVy4r5mvFNpuB6SY8AODXv/41Nm/ejCeeeAKXXHJJs4+96qqrUFJSgl//+tfIz89vpRZScxr8AXy/eRsa/AEA0Vfa57BRbUx8xpSocUur9Dse85WL+crHjOVivnIxX7mYr3zMWC7mKxfzlSvxWJk1PLItF33YWKnTDmY8OEbIxXzlsmK+VmyzGZhywgMAioqKcMkll+DKK6/c72NHjBiBl156CZWVlcZtTzzxBC6++GKZTaQmNAQCWL9lOxoC2i8jC7FlX3zGlEg/eGjJd07mKxfzlY8Zy8V85WK+cjFf+ZixXMxXLuYrV+KxsnY7j5WzJxd9WIjY/7ZlHCPkYr5yWTFfK7bZDEw74ZGpTz/9FAsWLMh1MwiZ1VIgainWjiEiIiIiIjMzjpXV3LaDMpPs2LOmIYyd+/y5aRARUTvXZic8yDx44plyofHggR2PiIiIiIjMpz1thdSWNe4u0Pg5/ur/VmP0jctz1SQionaNEx4kncqi5ZQDer9jryMiIiIiIjPillZtg5pkS6tVW6pz0xgiIuKEB2Wf0+FA7+5d4HQ4AHCFhwzxGVMiNYOt1JivXMxXPmYsF/OVi/nKxXzlY8ZyMV+5mK9c8fk2Fi3PZavallz0YaOGR6u9Y+5wjJCL+cplxXyt2GYzYFqUdXleD8aNGGL8W3CZbtbFZ0xJGCuL0n8q85WL+crHjOVivnIxX7mYr3zMWC7mKxfzlSs+30wu0qLkctGH29OuFhwj5GK+clkxXyu22Qy4woOyLhxWUVNXj3DkMhXBZbpZF58xJWpcVpx+v2O+cjFf+ZixXMxXLuYrF/OVjxnLxXzlYr5yJR4r6ys8eKycLbnow8lWeChKq719q+IYIRfzlcuK+VqxzWbACY8ofr8fo0aNgqIo+OGHH3LdHMuqrqvDR1+uQnVdHQBuaSVDfMaUKJNlxcxXLuYrHzOWi/nKxXzlYr7yMWO5mK9czFeu+Hx5cWD25aIPJ9vVwmVXYu5rKzhGyMV85bJivlZssxlwwiPKTTfdhLVr1+a6GW2OvqyzPSzvJPNQM9jSioiIiIiISLbGouW5bQdlJlnRcoddO90WCvM8CBFRa+OER8THH3+M+++/P9fNaJP0P++c76DWxP1wiYiIiIjIzNpT7Ye2LNk5D2dkhYc/xNksIqLWxgkPABUVFbjwwgsxePBg9OjRI9fNaXNUFi2nHGhcVpzjhhARERERESVhbGnFY2VL0yesorevcugTHkF+tkRErY0THgBmzZqFHTt24Nlnn4Xb7c51c9ocfUsh7ktKrSmTouVERERERESyqSxa3ibon55IssIjwBUeREStzpHrBsiS6knOF198ES+++CJuueUWHHHEEZJb1T50LMjHaVMmGv/WPwued86e+IwpUSZbqTFfuZivfMxYLuYrF/OVi/nKx4zlYr5yMV+54vNlDY/sy0UfVpOc83A6tOuL29qWVhwj5GK+clkxXyu22Qza7ITHlVdeieOOO67Zx/z000+YNWsWxo4di9tuuy0r71tcsgrVtXXGvx12Owb074du3bqjuq4u4fEdC/IBANV19QiHwzH3+TxuuJxO+ANB1Pv9Mfc57Hbk+7wQQqCypjbhdQvzfLDZbKitb0AwFIq5z+N2weNyIRAMoa6hIeY+u82GgjwfAKCiuibhdQt8XtjtdtQ1NCAQjH1dt8sJr9uNYCiM2vp64/aGQBBA4zLPqprahO2t8rxeOB121Pv98Ecer3M5HfB5PAiHw6iuq0c8I8PaOoTjKlT7PB64nA40BAJo8Adi7nM6HMjzeqCqKqpqEz+bDvl5UBQFNXX1CMV9Nl63G26XE4FgEHUNsZ+N3W5Hgc8LoKkMfbDbm/hsXC543C4EQyHU1sd+NjabDYWRz6aypjZhUi/f64XDYUd9gx/+YHyGTvg8boTCYdTEZahAQYeCPABAVW0d1LgM8zweOJ0ONPgDaAhkP8Os9289w4B2uz8QND6HmAyrayEQl6HPC4fdjroGPwJxGbqdTng9boRCYdTUx2WoKOiQ30yGXg+cjuYzDIfVdjtGAIBNUVCoZ8gxgmMEWmGMCIZQ29BMhhwjOEaAY4SOY4SGY0QjjhEajhEajhGalowRel6BSL/kGGHNMUJ/uTp/wGi3XdFuDIRUjhEcIwDwe0S09jZGAPweka0xojpJFsm02QmPo446CkcddVST9wshMHPmTNTX1+PZZ5+F0+nMyvteftmlCbfNmTMHN/zxRixZuSbhPn2WbtV3G7GvKrajjR0+GAf26Iqfd5dh7cbNMfd1LeqIiWNGIBQOJ33daUceBrfLhm82bkbp3n0x940c2A+D+hyAPfsqsPLbDTH3dcjPwzGHjQYAfFa8NuGXfMrhY1CY58P6LduxbefumPsG9+mFEQP7YmfZXqz67gfj9p17tF+QcOSllq35LuEX+cgxI9GlqAM2by/Fxm0/x9zXp2c3HDJsEGob/Ak/q01RcOoxEwAAxes2Jgykh44cgl7dumB7aRm+3bQl5r4enYtwxKjhCIaSZ3jS0YfD6XBgzYbN2LOvIua+gwf3x4DePbFrbwVKvtsYc19RYT4mjRsFAElfd+oRhyDf58X3m7dh+66ymPuG9uuNYf37YF9lNZat+S7mvjyvB78YPxYA8PmqbxMGnqPHHoxOHQqw6acd2LR9Z8x9/Xr1wOghA1BTV5/QJofdjpMnaaubVn6zPmGAPvzgYejZpRO2le7Gdz9ui7nvgK6dcdhBQ+EPBJP+rKdMHg+7ouDr9Zuwt6Iq5r4xQwei7wHdUVpWjq/Xb4q5r3PHQhx1yEFQhUj6usdPGAevx411m7Zix569MfcNH9AHQ/r2Rnlk4N5VXmG8RoHPi2OPOAQAsHTVNwl/FCYfOgodC/KxbtNW/Lw79rMZ2LsnDhrcH1W1dfisZG3MfS6nAycedTgAYMXa7xMG/gmjhqNb5yJs2VGK9Vu2x9zXu3sXjBsxBPX+xP4NtI8xAtC+1Jww8VAAHCM4RmhkjxFllVVYsfb7mPs4RjTiGKFpi2NEdV09lqxcnbDylmOEhmOEhmOEhmNEI44RmkzHCLvdjs9LvjFO9qzdoZ382hNpP8cIa44RejO37dyNJSu1PqNPYvlDgmMExwgALRsjdPweocl0jDiwZzesWPsdaupiMzLz94h91TVYWvIN4pl1jACAL77+NmHCKVtjxNfrYn+epiiinW5wf9999+GGG27Avffei+uvv964vV+/fti6dSs2btyIQYMGpfx6JSUlGDduHP75xJMYMnSocXt7XOFRVlGJz1d9i7HDB6Egz4cbX9yCRSv3osBjx6aHjuJsaRZmS7fv2oPidRuNjAFeURGf4Vc/7MPJf1uDE0cX4cELBiRk2NwVFaVl5fhy7fcx+fKKCo2MMQLgFRXROEZozHzVFccIjhGAdceIiuoaLFm5JiZfgGNEQoYcIzhGRHCM0HCMiMuwhWOEfjJHz3fxugpc8dQm/P6k3vjT6QM5Rlh0jHjio+24+aVNuPSY7vjjqb0BAKf/3zqs+7ke7/7pEIzs7eEYwTGiRWOEjt8jNJmOEfrkWHy+Zv4eUV5Zjc9K1ia02axjBCB3hceqkhIcM+loFBcXY+zYsQnt17XZFR7NWbt2LW6++WZMmjQJ1113XVZfe9zYQ5oMXO/kyeidLRm3ywm3K/kKFEVRmn3dPK+nyftcTgdczqaf29zr+jwe+Jp4aYfdDgAoyPOhY0E+HA6tm4UjnV0fRJLxut3wNlE43m63N59h1C9+PI9LGzCTsdlszb5ufjOfjcvphKuZ1UEt/WycDkdKbdIzjub1uOH1JM/QsZ8MC5vL0K0NbMlkkqGs/m2zaf2wqX6jD5jJ6D9nsnwdDjkZ2u3NZ9iWx4h4HCM0HCM0svq30+lAx2b6N8cIDccITVsbI4Cm8+UYoeEYoeEY0YhjhIZjhCaTMQJozNfn0U4Y6ccuHCMaWWmM0GuxuFxO4zEep3YexB9UOUZEcIxolOoYEY9jRKOWjBH6ZEVT+QJm/B6hGM9P9vpmHCM6NJdhhmNEcznGvFZKj2pFffr0afFzFUXB1q1b9/u4P//5z/D7/bDZbLjgggti7isr05br3HDDDcjPz8fNN9+M4cOHt7hNFFW0vG3V6iKTy6RoORERERERkWz6sUr81cRkLfrnF33s6XRoJynbWtFyIiIrMN2Ex5AhQ/Dxxx+36LmKoqT0uJoabcnOJ5980uRjXn/9dQDApZdeygmPDPFLHOWC8aWTMx5ERERERGRC+qFKmMcslqaf6ojewsVptwHQipYTEVHrMt2Ex//+9z9cf/31uP/++zFw4EC89dZb8HiaXkbTEs1NdLS0hgc18nncGDt8MHyRJUr6H/0w/85nTXzGlEjNoL8xX7mYr3zMWC7mKxfzlYv5yseM5WK+cjFfuXisLF8u+rBqTHg03uawaxfkBkJtazKLY4RczFcuK+ZrxTabgekmPACtoPjevXvx3HPP4Z///Cfuu+++XDeJ0uByOnFgj67Gv7nCI/viM6Zk9GXF6fc75isX85WPGcvFfOVivnIxX/mYsVzMVy7mK1d8voIrPLIuF33Y2MY7eksre9vc0opjhFzMVy4r5mvFNpuBLdcNaMqjjz6KgQMH4uGHH8b69etz3RxKgz8QxI/bdxrFgIQx4ZHDRrUx8RlTIn2FR0tWejBfuZivfMxYLuYrF/OVi/nKx4zlYr5yMV+54vPlNrzZl4s+LJJc5Ol0RLa0CratCQ+OEXIxX7msmK8V22wGpp3w8Hq9uOeeexAKhTB//vxcN4fSUO/3Y+3Gzaj3+wHE/tHnF7nsiM+YEjUWLU+/zzFfuZivfMxYLuYrF/OVi/nKx4zlYr5yMV+54vM1VnjwMDlrctGH9Y8v+tBTrzDrb2NbWnGMkIv5ymXFfK3YZjMw5ZZWutNOOw379u2DzdZ68zJbtmxptfdqL6LnOFRh4lk2alP0iY629fWSiIiIiIjaChYtbxv0CzujP0X9eNTfxlZ4EBFZgaknPACgQ4cOuW4CZUhEr/AQAo3XOhDJk8mWVkRERERERLIZW1qx3qWlJdtdQP+/gTZWw4OIyAp4sT1JF/3djVeuUGsRGRQtJyIiIiIiks2o/cBz4pamJilabqzw4IQHEVGrM92Eh91ux8yZM3PdDMqAw25H16KOcNjtAOJqePDcc1bEZ0yJ9L7WkvkO5isX85WPGcvFfOVivnIxX/mYsVzMVy7mK1dTx8q8MDB7ctGHRZJjT30Sq62t8OAYIRfzlcuK+VqxzWZgui2thBAxWyCR9eT7vJg4ZoTx7+irVVi0PDviM6YkjC+d6fc55isX85WPGcvFfOVivnIxX/mYsVzMVy7mK1d8vkbRch4nZ00u+rCa5NhT/39trWg5xwi5mK9cVszXim02A9Ot8CDrE0IgGAoZf+xjC3flpk1tTXzGlKhxP9z0n8t85WK+8jFjuZivXMxXLuYrHzOWi/nKxXzlSjhW5oRH1uWiD4skx5768WigjRUt5xghF/OVy4r5WrHNZsAJD8q6yppavPPZClTW1ALQ/tDbInXKWU8hO+IzpkT6l82W9DnmKxfzlY8Zy8V85WK+cjFf+ZixXMxXLuYrV7JjZe2/uWxV25KLPtyetrTiGCEX85XLivlasc1mwAkPkk5VAYddm/HglSvUWpJdZUNERERERGQWKld4tAmNE1ci4baGNrbCg4jICkxXwwMAPvzwQxx77LFpP09RFHz00UcSWkSZUIWAw6YgAMGTz9RqMilaTkREREREJJt+kRYnPKzNWOGR5LZAMzU8duzz44Ait7yGERG1U6ac8Ni9ezd27dqV9vMURZHQGsoGe2RPK8EvctRKGpcVs88REREREZH5cIVH22Bspxz1OerHoU1tabVqSxVOunsV1vxtAroWuqS3kYioPTHlhMeECRNw2WWX5boZlCWqKuDUt7Ti9zhqJdwPl4iIiIiIzMw4ZuGuR5ZmFKGPuk0/DvU3MeFRXh1EWAWqG8LoWii5gURE7YwpJzwGDBiAmTNn5roZ1EKFeT5MO/IwOB12ANofeltkhYfKs89ZEZ8xJdIXdrSkaDnzlYv5yseM5WK+cjFfuZivfMxYLuYrF/OVKz5fwRUeWZeLPpxsO2X9ODTQRA2PkKpPdlnrs+cYIRfzlcuK+VqxzWZgygkPsjabzQa3y2b8WxWisWg5txfKiviMKZFI8qUzVcxXLuYrHzOWi/nKxXzlYr7yMWO5mK9czFeu+HwzuUiLkstFH9Y/PRFTtFz7r7+JGh7BcGKhcyvgGCEX85XLivlasc1mwMQo62rrG/Dlmu9QW98AQPsSp29pxaW62RGfMSXKZEsr5isX85WPGcvFfOVivnIxX/mYsVzMVy7mK1d8vqpRtDyXrWpbctGH9Vql0ceexmRWEwek+qoeq332HCPkYr5yWTFfK7bZDDjhQVkXDIVQuncfgqEQAO2PvlG0PAtXL+yrDaI+EM74dawsPmNKlMnVUsxXLuYrHzOWi/nKxXzlYr7yMWO5mK9czFeu+Hy5wiP7ctGHG1d4RN0W+UeoiQkPfYWH1bYz4xghF/OVy4r5WrHNZmC6CY+ZM2di0qRJGb9OeXk5tm3bloUWUaaEEHBEJjyycfXC0Ou+wOn3rs78hahN0w8ahMWumCEiIiIiovahcYWHtU56Uyw1ycSVfltTEx4hfUsrfvZERFlnuhoeTz/9dFZeZ/bs2XjxxRcR4gxYzqkCRg2PbF25smpLdVZeh9ouo3Ac+AWSiIiIiIjMRz9m4YSHtemrOZIVLW9qQkOf8GCdUyKi7DPdCo9sysb2SZQ5EbWlFb/HUWtpXB6e23YQERERERElI4wJj9y2gzKTdIVH5DPVJzbiGUXL+dkTEWVdm57woNzwuF0YObAfPG4XAO2PvtOudbWmlnOmSr/yJTJ/0m7FZ0yJ9ndFTXOYr1zMVz5mLBfzlYv5ysV85WPGcjFfuZivXMmOlQFua5RNuejD+jxHTA2PyH+bmO9oLFpusQt1OUbIxXzlsmK+VmyzGZhuSyuyPo/LhUF9DjD+rQrA7YzU8Gjqr32Kquu1LcryPfaMXsfq4jOmRJms8GC+cjFf+ZixXMxXLuYrF/OVjxnLxXzlYr5yxedrrPCw2ElvM8tFH1ab2dKqqXMgwciyHqtNdnGMkIv5ymXFfK3YZjPgCg/KukAwhJ93lyEQ1CYnhBBwRWp4ZLrCo9KY8Gjfc3XxGVMiYx/VFjyX+crFfOVjxnIxX7mYr1zMVz5mLBfzlYv5ypXsWBngllbZlIs+bKzwiDr6FJHPtKn6LPqWVlb77DlGyMV85bJivlZssxlwwoOyrq6hASu/3YC6hgYA2hX2TkdkS6sM/5pX1Wm/4AXtfIVHfMaUyNhHtQWTbMxXLuYrHzOWi/nKxXzlYr7yMWO5mK9czFeuZMfKAIuWZ1Mu+rAwtiZrvE1f4dHURZ9hY8LDWp89xwi5mK9cVszXim02A054kHRCCLiNCY/M/phX1YcBcEsr2j+9p3F1OBERERERmRFreLQNqrHCI/G2/a3wUHnASkSUdZzwIOm0FR7allbBDCc8KiMrPPI44UH7oR808AskERERERGZUSZ1B8k8Gj/HqC2tRPMrOPTbVYttaUVEZAWc8CDphABcWVvhwRoelBrjKhsePBARERERkQlxS6u2IXnRcsCmNH0OJGjRLa2IiKyAEx6UdXabDR3y82C3ad1LFQIuR3aKlusTHpEa6O1WfMaUSC8Y15IVHsxXLuYrHzOWi/nKxXzlYr7yMWO5mK9czFeu+Hz3twqA0peLPqx/etHHnqoQcNoVhJs4Hg1G6pta7bPnGCEX85XLivlasc1mwMvkKesK8nw45rDRxr9VATjt2VnhoW9pleHLWF58xpRIRJYGt+T7I/OVi/nKx4zlYr5yMV+5mK98zFgu5isX85UrPt9kWyFRZnLRh/XtlONXeDjsNoTCyfes0m+22rkNjhFyMV+5rJivFdtsBpweIulUNWqFR5a2tGJRN9qfZFfZEBERERERmYVqrPDIcUMoI/oRZ8yhpwBcDqXJz1Zf4cFzG0RE2ddmJzy6dOmCPn365LoZ7VJFdQ3e/GQZKqprAGh//J2RGh6ZFi2vqgsD4Ens+IwpUbJ9VFPFfOVivvIxY7mYr1zMVy7mKx8zlov5ysV85YrPlzU8si8XfVg/5hRxW1o57EqT23qHwy3fgjmXOEbIxXzlsmK+VmyzGZhuwsNut2PmzJkZv87999+PzZs3Z6FF1BLRf7SFEHAbKzwyu3Sl0ljhkdHLtAlW+2LU2vQ+0tKY0s03rArsrQ627M3aIfZf+ZixXMxXLuYrF/OVjxnLxXzlYr5yxdR5UFunhkd7O1Zp7T6sT3REv2v01t7JVnE0Fi2X3rys4xghF/OVy4r5WrHNuWa6CQ8hRMysOFmfqmp7VypK5kXLaxoiEx7sI7QfmRQtb4l3VpVh/K0rOH4REREREVFKjG14JU94/O2NLRh+/RfcPkkSPdboePUVHkDy8yCNEx78TIiIss10Ex7U9qhCQAHgsCkZb2kVsvBVENS6kn3plGlvTRCVdaFWez8iIiIiIrI2Y0sryccQxZurAABlNe1nlUdrSrqllQq4IhMeySY19Nt4MScRUfZxwoOkEwBsNsBpVzK+eoFfCihVyb50yhRupeXoRERERETUNohWOoboWugCAOyq8Et9n/ZKPz8R/TEKCGNLq2Sfr34xKLfrJiLKPkeuG0BtT4HPiymHj0Gexw1A+wNuUxQ47Jmv8NBXdrT3pbjxGVOiZF86U9WSfFtr/922gP1XPmYsF/OVi/nKxXzlY8ZyMV+5mK9c8fm21pZW+oRHaUUAB/eR+lY5l4s+rBoX2zXeJgTgNGqZJlnhYdEtrThGyMV85bJivlZssxmYcsLjww8/xLHHHpv28xRFwUcffSShRZQOu92Owjyf8e/oLa2S/aFPh6q2/CR2WxKfMSXSv2y2ZDVQS/LVJ+O43dr+sf/Kx4zlYr5yMV+5mK98zFgu5isX85Ur8Vg59r+ydM53AgBKKwNy38gEctGHjaLlcQXpncaWVonPCUZutNqEB8cIuZivXFbM14ptNgNTTnjs3r0bu3btSvt5iqJIaA2lq66hAeu3bMfQfr3h83ggBGCzKXDYbRlPeISFNa+CyLb4jCmR8WWzBV2lJfkaK0raed9MBfuvfMxYLuYrF/OVi/nKx4zlYr5yMV+54vNtrVXi+qmS0nawpVUu+rBIssJDFUitaLnFtuvmGCEX85XLivlasc1mYMoJjwkTJuCyyy7LdTOohQLBELbt3I3+vXrA59FOPCsKIltaZXb5u76/ZXs/pxyfMSXK5GqpluRr1PCw2BfWXGD/lY8Zy8V85WK+cjFf+ZixXMxXLuYrV8KxcuR22RMe+sRKaUXbX+GRiz4skhx7qkLA5dBqeCS7KE7/zIXFdgjgGCEX85XLivlasc1mYMoJjwEDBmDmzJm5bgZliSoaa3hkXLScV9FTijLZ0qol9C7Z3lcfERERERFRaqLrDmoXCsrZtUK/7nBXZdtf4ZEL+ucoorYXEG10hQcRkRXYct0AavvUyAoPZxaKlrOGB6WqcYup1nk/Y4WHxa7QISIiIiKi3Ig+VpF5jBtuRys8csG42C7u82ys4dF2ipZTdoTCApV1oVw3g6jN4oQHSaet8MhO0fKwsaUVvxRQ8/TvjaIlRTxaQP+iytVHRERERESULpknvvXj591VnPCQoXGFRyMhBBx27ZRbss/WWOHBC+bapZeWlWLq/OJcN4OozeKEB2Wd2+XE4D694HY5AWhXO+hbWmU+4cGrIIDEjCmREC1fDdSSfNk3U8f+Kx8zlov5ysV85WK+8jFjuZivXMxXrvh8oy/kk3kcob92MNT2j1Vy0Yf1VKM/T1UArmZWeOjnRqx2wRzHiOzYWx1EWZIJSOYrlxXztWKbzcB0NTxmzpyJI488MtfNoAx43W6MGNjX+LcQAjYFcNptGW9pFeaWVgASM6ZE+ndN0YL9cFuSr758mXuw7h/7r3zMWC7mKxfzlYv5yseM5WK+cjFfueLzjd4CSeaV/vprJ6sl0dbkog/rn2P0oaC2wiNSwyPJeZCQcW7DWp8Jx4jsCKki6fkx5iuXFfO1YpvNwHQrPJ5++mlceumluW4GZSAYCqNsXyWCoTAAbXJCURTY7ZlftaKyaDmAxIwpUeyXzfSe25J89YkOLkneP/Zf+ZixXMxXLuYrF/OVjxnLxXzlYr5yxecbvf2uzGNc/Tg80x0XrCAXfVj/HEX8Cg9Hc1taqZH7WqGBWcQxIjtCYW3CQ8SdrGC+clkxXyu22QxMN+ERb8OGDZgzZw5OOeUUHHLIIRgzZgxOOeUU3HLLLVi/fn2um0dJ1NbX4/Ovv0VtfT0A/er6bK3w0P7bzuc7EjKmRNFXyqTbXVqSL2t4pI79Vz5mLBfzlYv5ysV85WPGcjFfuZivXPH5Rh86yFwprraj7Xdz0YejdxfQqVErPJJNaoQsWrScY0R2NG6JHXs785XLivlasc1mYNoJj8rKSpxzzjkYPnw45s+fj3feeQerV6/GmjVr8M477+Cuu+7CiBEj8Ktf/Qrl5eUteg9VVfHPf/4TEyZMQGFhITweD4YOHYobb7wRFRUV2f2B2jFVr+FhUxDK8PIF1kmgVEV3kdaYhGDfJCIiIiKidEQfp0it4RF56fawwiMX1CRbb6sCcOpbWiWr4WHRLa0oO4xVVzx/QCSF6Wp4AEBZWRkOP/xwbN26FXl5eTj11FMxZcoU9OjRA06nE6Wlpfjiiy+wcOFCLFq0CCtXrsTy5cvRs2fPlN9DVVWceeaZWLRoEXw+Hw4//HDk5eVhxYoV+Nvf/oZXX30VS5cuRffu3SX+pO2DGqnhkc2i5fxSQPsTv5xY/vtp/+WEBxERERERpSL6yEHmYYQadXI13fqGtH/6Rxd9DCoE4GxmSyurrvCg7NAnOkJhFXCa9lp0Issy5YTHWWedhS1btuD000/HY489hm7duiU8ZubMmbj33ntx2WWXYeHChTjvvPPw8ccfp/weTz/9NBYtWoShQ4fivffeQ79+/QAA1dXVOO+88/Dmm2/immuuwcKFC7P1Y7VbWg0P7eqGTLe0UlVteyx+J6D9ib26phVXeLBvEhERERFRCmK2QJK6wiN6JQngsEt7q3ZJ/+j0/+oTH/oKj3CyouXhxFUh1H7ofSLTc2RElJzpphEXLVqExYsX4/jjj8fLL7+cdLJDV1BQgBdffBGnnHIKlixZgvfffz/l93n66acBAPfdd58x2aG/5r/+9S8oioLXXnsN9dwjLW02RYHH7YItctWIiGxpZbcpWSharn1paO91EuIzpkTRPSTd+Y6W5GvUl2nnfTMV7L/yMWO5mK9czFcu5isfM5aL+crFfOWKz7e1trRSo3aWbutb6OSiD+sTHHqyesTGhEeSA9KgRVd4cIzIDn2eI37Cg/nKZcV8rdhmMzDdCo/nnnsONpsNDz74IGy2/c/HKIqChx9+GO+88w4WLFiAE044IaX3KSoqwrBhwzB+/PiE+7p06YKioiKUl5ejrKwMBx54YNo/R3tWmJ+HEyYeCqDxD78tssKjIZh5DQ+n3dbur4KIzpiSE1GdJN3+0pJ8WcMjdey/8jFjuZivXMxXLuYrHzOWi/nKxXzlis83+sghw3KXzYo+RgmFBeCU9165los+bKzw0LfgjvxXL1qebGtvvb6p1Y4fOUZkh94n4vsG85XLivlasc1mYLoJjxUrVmD06NEYOnRoys/p27cvxo0bh5KSkpSf8+abbzZ536ZNm1BeXg6Xy4WuXbum/JqUSP/bbbMp2anhIQRcdpvlvhRQ64vuIqIVtrTSt81i3yQiIiIiolSoqjC2fpZatLyVVpK0V/rhZvwKD5ddu4g32S4ARtFyiRNdZF7672FQ5kwnUTtmui2t9uzZg/79+6f9vL59++Knn37KShtuuukmAMApp5wCj8eTlddsT6pqavH+FytRVVMb84fdYbdlvHxWVQGnQ2n3RcujM6bkMikA2JJ8G1d4pPde7RH7r3zMWC7mKxfzlYv5yseM5WK+cjFfueLzVQXgsEW2t5J4jJuwwqMNy0UfNra0EnpdjrgVHnEHpEII47jRahNQHCOyo6kVHsxXLivma8U2m4HpVnjk5eWhoaEh7efV19fDbs+88tb999+PhQsXwufz4c4770z7+cUlq1BdW2f822G3Y0D/fujWrTuq6+oSHt+xIB8AUF1Xj3A4HHOfz+OGy+mEPxBEvd8fc5/Dbke+zwshBCqTdPrCPB9sNhtq6xsQDIVi7vO4XfC4XAgEQ6iLy9pus6EgzwcAqKiuSXjdAp8XdrsddQ0NCARjX9ftcsLrdiMQCqHBH0BlTS0agtrP5A8EIleuqNpESNyXuTyvF06HHfV+P/yBYMx9LqcDPo8H4XAYYVXArgD+kDDaZ2RYW4dw3OURPo8HLqcDDYEAGvyBmPucDgfyvB6oqoqq2sTPpkN+HhRFQU1dPUJxn43X7Ybb5UQgGERdQ+xnY7fbUeDzNpOhD3Z7E5+NywWP24VgKITa+tjPxmazoTDy2VTV1hkZ61nme71wOOyob/DDH4zP0Amfx41QOIyauti6NAoUdCjIM15Xjcswz+OB0+lAgz+AhkD2M8x6/45kGAo1vl9FdQ1E2BGTYWV1LQRi+2G+zwuH3Y66Bn9Cvm6nE16PG6FQGDVxtX0URTG+sFbX1aOiOnYsyvN64HQ0n2E4rLbLMUI1tr1TUJgf6YcZjBHVdYl1lzhGcIxImmEwhNqGpjPM9hjRIb+ZDDlGAOAYoZM9RqhCJOQLcIxIyJBjBMeICI4RGo4RcRm2cIyIzzcQCsFuBxDUTnzLGyMa21JeVQN7ZE8rjhGaTMcI/eXCqnaeoj6gRt5Xu6M+EIz5eaLrNujPiccxQtNWx4iGSD8rr6pFZ5/2MycbI3T8HqHJdIxoKl8zf48IhdWkbTbrGAEAlTW1CTutZGuMqE7yu56M6SY8+vfvj6+++gpCCCgpFmQRQuCrr77CkCFDMnrvBx54AL///e+hKAqeeuopDBs2LO3XuPyySxNumzNnDm74441YsnJNwn2nTZkIAFj13Ubsq4rtaGOHD8aBPbri591lWLtxc8x9XYs6YuKYEQiFw0lfd9qRh8HtsuGbjZtRundfzH0jB/bDoD4HYM++Cqz8dkPMfR3y83DMYaMBAJ8Vr034JZ9y+BgU5vmwfst2bNu5O+a+wX16YcTAvqip1TpnyXc/GH/IN/20A3ZbJ4TDwLI13yX8Ih85ZiS6FHXA5u2l2Ljt55j7+vTshkOGDUJtgx8hVSAcDiIQBJasXAObouDUYyYAAIrXbUwYSA8dOQS9unXB9tIyfLtpS8x9PToX4YhRwxEMJc/wpKMPh9PhwJoNm7FnX0XMfQcP7o8BvXti194KlHy3Mea+osJ8TBo3CgCSvu7UIw5Bvs+L7zdvw/ZdZTH3De3XG8P698G+ymosW/NdzH15Xg9+MX4sAGDNhh8BaBnrjh57MDp1KMCmn3Zg0/adMc/t16sHRg8ZgJq6+oQ2Oex2nDzpCADAym/WJwzQhx88DD27dMK20t347sdtMfcd0LUzDjtoKPyBYNKf9ZTJ42FXFHy9fhP2VlTF3Ddm6ED0PaA7SsvK8fX6TTH3de5YiKMOOQiqEElf9/gJ4+D1uLFu01bs2LM35r7hA/pgSN/eqI/qY0tXfYt8t4ICnxfHHnFI5LZvEv4oTD50FDoW5OOn0j0AYvMd2LsnDhrcH1W1dfisZG3M81xOB8JqAQBg3aZtqCuP/aMwYdRwdOtchC07SrF+y/aY+3p374JxI4ag3u9vl2OEzuN2GftSZjJGxP+sHCM4RjQ1RpRVVmHF2u9j7pM5Rpx41OEAgBVrv0/4csgxQsMxQtMaYwQQmy/AMULHMULDMULDMaIRxwhNpmOETs93T3kIitC3thHSxohA1MVgS79eh04+7VwLxwhNpmOEvkij3h/AkpVr0BDUbmjwa5/V7vIqLFnZmKE/FL3iRuUY0Q7HiJ1l2u/F8rUbsGO79vuYbIzQ8XuEJtMx4oBunQEk5mvm7xH635L4Npt5jPji628TJpyyNUZ8vS7252mKIlpjc/s0/OlPf8I999yDBQsW4Pzzz0/pOc8//zxmzJiBm266CfPnz0/7PYUQuPHGG3HPPffAbrfjqaeewsyZM9N6jZKSEowbNw7/fOJJDImqP9IeV3iUVVTi81XfYuzwQXA4PRj951W4//z+WLvdjy9/qMTrvx/eotnSUCiEA2Z9jv5d3SirDqH4zjGxGbaTq64AYPuuPShetxFjhw8yPi9eURGb4fXPrsdzS0sBAMtvH4VO+c6Ur8wsLSvHl2u/j8l3f1dU/OGFrXht5R48c+UQTBxcEJshr6gAkHyM0F/LzFdUcIxom2NEJldvt2SM4FVXGo4RmlyOERXVNViyck1MvgDHiIQMOUZwjIjgGKHhGBGXYQvHCP1kjp7vlU/9gG9/rsOuyiA+vHksRvbySRkjLnr0G7y3ei/CKvDRTQfhwM5uABwjGjPMbIw47s5irN5ag+4dnPjstlGoaQhj7M1f457zBuEPz/+Av184GMcfXGg8p7o+jHG3fA0AOPfI7pg7vXfC63KM0LTVMeLCR9bgndX78Mq1w3DwgdrPn2yM0PF7hCbTMUKfHIvP18zfI8orq/FZydqENpt1jADkrvBYVVKCYyYdjeLiYowdOxZNMd0Kj6uvvhoPPvggZs+ejUMPPXS/qyzWrl2Lq6++Gj6fD7NmzUr7/err63H++efj1VdfhdfrxYsvvojTTjutpc3HuLGHNBm43smT0TtbMm6XE26XM+l9iqI0+7p53qZrkLicDricTT+3udf1eTzwNfHSjsjWYgV5PjicXuPxTnsAobAwBpFkvG43vG530vsUm/a6HqcDAqGE9kX/4sfzuLQBMxmbzdbsz5rfzGfjcjrhcib/bIDmM2zus3E6HCm1qSDPl/A4r8cNryd5hg67vdnXLWwuQ7c2sCWTSYay+jeiVojl5+WhY0Fs2/UBMxn950yWr8ORPEN971WPy91km5vL0G5vPsO2OkYke42WjhH2/fRvjhEajhEap9OBjs3072yPEbqWZsgxohHHCE0mYwTQdL4cIzQcIzQcIxpxjNBwjNBkMkYAjfk6HHZ4XdqeVsGwkDZGqAJwO2yoC6jI83rRsSD2dThGaFo6RjSew9TyUOzaSUKvSzvlZot7rqo0nuxTRfM/K8cITVsbI4zzW25P0vdoKl9+j2jUkjFCn6xoKl/AjN8jFOP5yV7fjGNEh+YyzHCMaC7HaKYrWt67d2/cfffd2LdvH8aPH497770Xu3fvTnhceXk5/vrXv2LixImoqqrC448/jgMOOCCt96qqqsLUqVPx6quvomvXrli8eHFGkx2kyfN6ceSYkcjzeo2TwA67ArtdyahoefRrtfei5dEZ0/6l211akq/eta1WdC4X2H/lY8ZyMV+5mK9czFc+ZiwX85WL+coVn6+qahMRABAMqc09NSNCAM7I+2RyTG4FuejDeqL6cad+ZbNTL1oeV5g6toaH9OZlFceI7NDPG8T3DeYrlxXztWKbzcB0KzwAYPbs2aiursbcuXNx44034sYbb8SBBx6I7t27w+VyYc+ePfjhhx8ghIDT6cR9992H8847L633CAaDOPnkk7Fs2TIMHDgQ77//PgYOHCjpJ2pfnA47uhR1AACE6rXZU4ddiRQtz3zCw2lXoFrsS0G2RWdsdkII1DSEUeBt3eEmelIs3Z37WpKv3j854bF/Vuq/VsWM5WK+cjFfuZivfMxYLuYrF/OVKz5fVQhjIiKTY+X9CasCLkfyk+9tTS76sH7sqW9jph8SOiITHmrcMWL0MaPVLubkGJEdeh+I/71nvnJZMV8rttkMTLfCQ3fLLbfgs88+w7Rp02C327Ft2zZ89dVX+Pzzz7FhwwY4nU5Mnz4dX375Ja699tq0X3/u3LlYunQpevTogSVLlnCyI4vq/X6s27QV9X6/cfWIw6bAblMQzmjCQ/uv08EVHtEZm93yjZU4+A/LUNMQ3v+Dsyi6i6Q7B9GSfPU+2caPH7LCSv3XqpixXMxXLuYrF/OVjxnLxXzlYr5yxecrALhbYSIirApjJUlbv0ArF31YRM5V6Meg+rGhPuERv6omGLWsI34yxOw4RmRHqIkVHsxXLivma8U2m4EpV3joJkyYgLfffht1dXUoKSnB7t27EQ6H0bt3b4wcORKFhYX7f5Ek9u7diwceeAAA0L17d9x4441NPva+++5D9+7dW/Q+7ZU/EMTGbT/jgG6dEVa1veLsdgVOuy2jq1Yal4Xa2vyXtP2Jzrip/QPNorQigLqAisq6IPI99lZ73+hJsXS/RLYkX/07q9W+sOaClfqvVTFjuZivXMxXLuYrHzOWi/nKxXzlis9XVQGXscJD3jYGYRVwO9vHlla56MP6yo7GCQ/tvzZFu/gz/qPVT3K7HYn3mR3HiOxoXOER2wGYr1xWzNeKbTYD0014PPvssxg4cCCOPPJI4zafz4ejjjoqa++xZMkS1NXVAQBWr16N1atXN/nYuXPncsIjA/ofcodN29IqlMFfc2NLK4eS9hX7lDv+yF60df7W/SYX3Udao7twSysiIiIiam01DSHke0x3WE8pUoUwJjwCIXnHEdHv09a3tMoFNW5lh4jcYFMU2G2Jx4j6Z+By8GLO9krf/UTmVnZE7ZnptrS68MIL8fjjj0t9j+nTp0MIkdL/Bg0aJLUtbV3MllYZFy3X/uu0KxAi/boMlBv6H/Bafy63tJLfVzjhQUREREStad32Ggy97gvsqQrkuimUAbezdbe04oRH9jUWK4/8N3K7TdF2u2iqaLnbyQmP9qqpLa2IKDtMN+FBbYs+a2236ys8MpjwiNrSCki/LgPlRiCor/Bo3QmP2C2tWuH9jAkP+e9FRERERLS7KoBgWKCiNpTrplALqaqI2tKqlYqW80A66/Rjz8b/arcriqJtaRV3AZ4+yeFy2MDrONunkLGlFTsAkQyc8KCsczkd6NOzG1xOh7EfocOmwJHhCg/9hLIzUvirPV8JEZ2x2QUifaAu0PorPBRF///p9ZWW5Kt/T2mN1SRWZ6X+a1XMWC7mKxfzlYv5yseM5WK+jYKh5HvAZ4L5yhWfryoQtdVUK9XwaOMnWHPRh4UA7LaoGh6RcxWKAthtinEhqM7KKzw4RmSHflFm/OfPfOWyYr5WbLMZMC3KOp/Hg0OGaVuBhdVqAIDDrl3ZkMnsdWMND67wiM7Y7PS9aFu7hocQAnZFQUiItGt4tCRfbmmVOiv1X6tixnIxX7mYr1zMVz5mLBfzbaQfW2XzBDbzlSs+XwHtWFlR5F7pHb2SpK0fr+SiD6tCwKYoUbU8tP9qNTyUJDU8tGNjj8OWsPrD7DhGZEeoiRoezFcuK+ZrxTabgSknPGpra7Ft27YWPbdPnz5Zbg2lKxwOo7bBjzyP21jRYbcpcNq15ZphVcBuU9J/3agaHkDjVRPtUXTGdrs9181pViCUmxUeqoCxqijdLa1akq++sqOtH0Bkg5X6r1UxY7mYr1zMVy7mKx8zlov5NtJXdmRziyLmK1d8vqoqoABw2TO7OHB/tJUk8muFmEEu+rC2wkOBfqmdfmxos2m3x/+OGkXLnYmTIWbHMSI7Gre0ij1ZwXzlsmK+VmyzGZhyS6vXXnsN/fv3T/t/AwYMyHXTCUB1XT0Wr/ga1XX1xh9yp10xJjla+gVL/yLg0Cc8LHYlRDZFZ2x2+oRHbUPmEx51/nDKXwiF0L5gAun3lZbk27gkNa23apes1H+tihnLxXzlYr5yMV/5mLFczLdRIJT8CuFMMF+54vNVhbYKwGG3ZXVrsnjhqBUebb2GRy76sH7sKdTGfwOAAm177/hjWGNLKwvW8OAYkR16n4g/P5bLfAMhFf5g2z6hYcX+a8U2m4EpJzyEEC36n9oalYkpLdGTFPrKjJZ+IddPWjeu8MhCA0k6/UCsNgsrPPpdsxR/fvGHlB6rRra00v5/xm+9X3pfb88rj4iIiIio9egnyuLrA5B1CAjYbNoxrtSi5UIYNTystqLACgS0Y089Wb2GZFNbWun/tmIND8qOsJr9CetMHXtHMYZe93mum0GUFaac8Dj//POhqmqL/kfmon8Jt0eKlgMt/4IVv8LDantdtlfGllb+7Gxp9Z8vSlN6nL6sWPv/8vuKUcOD/ZKIiIiIWoH+PdtMJ8woPUKNrAKwK1K3mlJVAbejfRQtzwVV1Y499Ys0jRoeNsBuVxJ2AdB/Z10OTni0VyEJNZgytWFnHeoCPK9KbYMpJzyo7dCXyzqiJjxaulRXf5q+FJfzW9ZgFC3P8A+nPmnRkOISS1WIqO3PMnrr1N4v0iwzfWEhIiIiorar8YQZD4ysShWAoihwOWzGBJYMYbWxhgcnyLJPIFLDwyharv0fRVFgVxK3EdN/d7UVHq3ZUjKLcBM1PMwg1XMuRGbGCQ+SwhbZSkhfXh29pVVLTwjHb2nV3q+k1zM2u2zV8PCH0vu8M13hkW6+en/kFTqpsUr/tTJmLBfzlYv5ysV85WPGcjFfTUBC0XKA+coWna++pZXsFR7RNTzaw/FKa/dhVWifo37OQj/8tCnaZxu/7Zwx4eFQLLklMseIzDVVwwPIXb7uyKToj7vqcvL+rcWK/deKbc41R64bQG1Px4J8nHrMBABAMNwAQDvxrO8Z6m/hlSv6FwGnXXsdYcEvBtkSnbHZ6VcQ1WVYw6MhzedHT3ik21Vakq9Rw6P9dsuUWan/WhUzlov5ysV85WK+8jFjuZhvo6CEouXMV674fFUVUKDIr+GhaqvfbUrbX5Geiz6sb2nVuMJD+6/SRA2PYNQKD6sdP3KMyI5QEzU8cplv365ebNhZh0276jGid35O2iCbFfuvFdtsBlzhQVKFoupuGBMeLVwep6/0a1zhkXn7SD798860hke6/UYVApG5MQgB1GaphkhTjBoeVvvGSkRERESWFDThHvCUHlUI2BTtGFdqDQ+hFdV22JWsrwiixqLlqjHhoRct1yZC4jPXjxlZw6P9Cptw/C7w2gEAP5S27RUe1D6YbsJj8eLFuOmmmzJ+nddeew3z5s3LQosoXdW1dfjkq9Worq1rLDRuU4wiaS2f8Iis8Igss7Pi0s9sic7Y7PQ9Kev8me0DWZ9mvxGicdnf+2v2ov81S7F5d31Kz21JvnoND35h3T8r9V+rYsZyMV+5mK9czFc+ZiwX820UlLClFfOVKz5fAcBmU+Cw2ySv8NAKaDuSrDZoa3LRh+O3UzaKlisKHLbEbauCYRVKZKLLalt1c4zIjlATW1rlMl+9LVv2NLT6e7cWK/ZfK7bZDEw34TF58mQMGzYs49d55ZVXcPvtt2ehRZSusKqisqYWYVU1BszoFR4tLYAUNmp4RIqWW+t7QVZFZ2x2/mCWtrSK6jepTHZFFy1/9MOfAABV9aGU3qsl+XKFR+qs1H+tihnLxXzlYr5yMV/5mLFczLeRjBUezFeu+HyFCigAXHZFavHisCpgt2nbK5npinIZctGHhdAmlPT/r2+/bVO0Ca34SclgWMBpV2BTrFfDg2NEdui/7vETnbnMN1vbkZuZFfuvFdtsBqab8KC2JZRkhUcgzeLTOjVqeyyAJ5atwihanuGWUg2BxsG9MoWJCzXqKht9dYnsZeJA40oPIiIiIiKZ9O/Zbf0Edlumb2nlkFzDQ9vul1tayaLnC2irdvSEFb1oedwxolFTxYaE+6h9aCxabp4OoNeFaumuLERmwgkPkkrfl9BuU+DJcg0PYbGln+1VwNjSKnsrPMprgvt9vBCAPbKllU7uVVOR/7JfEhEREVEr0Cc6ZJ4oJ7kEAMWmyK/hoUbVk2B/ybroLa1UVRgXwymKAruSeLFmMCzgiKy4UXn82C6ZcfzWz5fok+lEVsYJD5IqpApjGWfGW1rpNTwiW1qZaCKcmhHQt7TKsIZHQ7BxwiSVCQ9VCNjtsRMeLV1dlAr9iypXHhERERFRa9C/25rpCmFKj6oKKIBWw0PiScawKmBrhYmV9kovCg9ok1j6qn+bAtjtiXVTwmEBp90GezuoqULJ6SutzDThoY8NMs+bELUWTnhQ1vk8Hhw6cgh8Ho925ULkpLMrW0XLI6/Xnq+EiM7Y7Iyi5ZnW8Ai0YIVH3AiX6pUKLcmXNTxSZ6X+a1XMWC7mKxfzlYv5yseM5WK+jWQULWe+csXnqwrtpLhT8pZWeg0PR5KT721NLvpwdA0PVTSeq7A1UTclGI7UVFEUy22JzDEic9F1W+L7Ri7z1ccgv8lWeDQE1azt8GLF/mvFNpsBJzwo61xOB3p16wKX06HtTRlZ2mlsadXCwZM1PBpFZ2x2/pBAodeOOn84oz9S0f1mX+3+a3iIqKtsdKleqdCSfPX+aLUvrLlgpf5rVcxYLuYrF/OVi/nKx4zlYr6NghK2RGG+csXnK6Bte+R0SJ7wiBwb2ZMU0G5rctGHVdF4nkIIAT1im6LVM02c8FC1ouU2653X4BiRuejfwfhtt3OZr77KzGw1PI64+Uu8WVyWldeyYv+1YpvNgBMelHUNgQB+2LYDDYEAQuHG4l0OuwK7LYMtrSJ/E1wOfYVHVpprSdEZm10wpKLQ64AqMjsYq49a4ZFKH1KFdkVNTFtSXO7fknyNGh7tuWOmyEr916qYsVzMVy7mKxfzlY8Zy8V8GwWNLa2y9/2T+coVn68a2QLaabdJrTeoqtrq92Qn39uaXPRhgcaL7VShrfgAAAUKXA6bUddSZxQtVxTL1YDkGJG56N/B+N/HXOYbNLa0Ms+Eh6oK7KwI4Od9DVl5PSv2Xyu22Qw44UFZ1+AP4NtNW9DgDyCkNm5pBQBup63Fg6dqbGmlddv2XLQ8OmOz84dUFPq0mejobanS1RBUYVMAn9uW0hUHAojpe0DqKzxakq/eP632hTUXrNR/rYoZy8V85WK+cjFf+ZixXMy3kbGlVTYnPJivVPH5CgHYFG2rKZkTEXoNj6a2tMrmljG5los+LNTGi+2EaDxXYbNFzoHEHb/qW3/bbdbb0opjROait2ePX3GVy3xDYQGP0wa/iWp4BCLjYibnkqJZsf9asc1mwAkPkioctcIDADwOW8YrPJwOfUurjJtHrSAYEij0ahMe9RksjWwIqPC4bPA4UpvwUKO2U2tsi8RCgIJbWhERERFR65GxwoNal4CA0oo1PJLVk/AHVRx0wxf4fH2FtPdv61QhjPqR0VtaKYoCl0NJOIGsFS3XdsBoz7VJ2yv9d9DlMNeKq2BYIM9tT5igyyW9LS09j0jtFyc8SKqQKowi44B2dUNL9wNsXOHBouVWEgipKPTaAWS2F6Q/pMLrtMPtTG3STI0qHAdoS7gDkg8iov9LRERERCRTQELRcmpdqgooCuBy2IwJrGzTT8DrRcvj+0tNQxhV9WH8vM8v5f3bAwEYF3qK6KLlkc82fpcLvWi5zdb2i8hTIv130O2wSZ3oTIcQAiFVm/AwU9FyvS2c8KB0ccKDpArHbWnlSvHq/KZeCwAckUsn+MXAGgIhgYLICo+GYLjFr1MfCMPttGmTZin8ARaIXV3kstvkrvBgDQ8iIiIiakUho2g5TwRZlSqEsaWVrM9RPzyxN1FA22/SQsVWotVIabww06jhoWgntZNNeDjtNtjTnPAQQpiqvgK1TDjyO+hxya3dkw594iXPbTdVHwtwwoNaiBMelHVOhwM9OhfB6XDEFC0HoO0HmOGER+MKj8zbalXRGZuZqmpXCehbWmVaw8PjtMGTZA/UZIQKo3AcoG2FluoKj3Tzjd7vlhMe+2eV/mtlzFgu5isX85WL+crHjOVivo0CEra0Yr5yxecrAGNLK1lb2+g7JdiaWOGhn0hsKxMeuejD+tZk2v+PXuHRxJZWqoDdrq0ASed89/ur92LMjctzWm+FY0Tm9F91r9Oe8Hufq3yNCQ+PPeXap61B/93JVg0PK/ZfK7bZDNpsWtOnT8egQYNy3Yx2Kc/rwRGjhgOIFOOyxW5p1dDC2WL9i4Ax4dGOTyxHZ2xm+gSDvqVVSz97oLGGh9OupPQ60UXL8z32yDLx1N4/3Xyjv6S2426ZMqv0XytjxnIxX7mYr1zMVz5mLBfzbaSfKMvmllbMV674fFUVUSs85BxI6C9rU5TkKzza2B75uejD+pZhgL6llXa7TWm6aLm+wiOdyYvt5X6UVQfhDwl4nMr+nyABx4jMhWJWeMR+/rnKV29TvseOhqAKIQQUJTd9LJo+PmVrmy0r9l8rttkMTL3C4/XXX8eLL76Y9L5PPvkEY8aMwZNPPgk1SZXgM844A3PmzJHdREpCVVX4A0GoqpqwpZX2x75lX+T0qySckS2t2vOJ5eiMzUz/YpeNFR7+kAqPwwZ3qkXLhYAt8qWzwGOH066kfKVCuvlGr+rgCo/9s0r/tTJmLBfzlYv5ysV85WPGcjHfRkYNjyyeKGe+csXnq21pJXeFh358YrcBdnviFkr6ljFmuqo7E7now0I07i6gCgGhr6pRFO34Ne5kbThS69SupLelVV1A2yK6IdDyraIzxTEic9E1POJ/73OVr761Vp7bHvl38nGitenvW5+lPm/F/mvFNpuBKSc86urqMGXKFEyfPh1PP/100scsXrwYa9aswRVXXIHJkydj3759rdxKakpVbR3e+/wrVNXWJd/SqsUrPCITHg4l5t/tUXTGZqYfhBkTHhlcNVQfWeGRauF7VdX2qQWAAq8DTkfq+2Ommy8nPNJjlf5rZcxYLuYrF/OVi/nKx4zlYr6N9CLX2VwZwHzlis9XCH1LK5tx7JRtqjHhkXyFR1vb0qq1+7C+QqOpFR6uJMevwZAaVbQ89feqD+R+NQ7HiMzpNTy8rsT6LrnKV/97kufRJjyi2/Xpd/vQe9Zn+HF3fau2Cch+0XIr9l8rttkMTDfhoaoqpk2bhiVLlqCoqAhTp05N+riLLroIt912Gzp16oQvvvgC06dPb+WWUipCSYqWt3SgMoqWRxUDI3PTrxLSJzwy+RKt1/Bwp9iHore0KvDY4UpjhUe6VNbwICIiIqJWFpSwwoNal4gULW+dFR7a1lnxxyvGllYmKlRsJfqhoC1ydk0V2rEoACCywiN50XIFdhsQTuO8hr6yo61sP9Ze6Z95odeBOr85PsvoouUA4I/amWXxt+UAgB3lDa3eLn3XkGzV8KD2w3QTHs8++yyWLl2KQw45BOvWrcONN96Y9HH9+vXD3LlzsWLFCgwePBiffvop/vOf/7Rya2l/wmpiDY+WFy3XluHabCxabhX6Fzu9hkd9JltaBVW4nWms8IjaczLfo6/wkHUQEfW+/DtMRERERK0gKKFoObUuNbLCQ2oNj8jxic2mwN5MDY+2ssKjtennJYydLYRoLBSvwChaLuIukrNHPg8hkHIdDzOs8KDM6b+DhT4HavyhHLdGE4oMFPlJVnhU1WsTbdEXM7cW/aJVjk+ULtNNeDz//POw2+148cUX0a1bt/0+vn///njppZcghMCzzz7bCi2kdCTd0qqFA5Ua+VKgv1x7LlpuFfofyXyvA4oCNARbvu9iQyAMr8ue8oSHEI1/kMcP7gCXQ5G27yS3tCIiIiKi1haUULScWpd+kZbTnvr2u+nSrya3K9puCfETK21tS6vWFr+llRqzpZUCl0M77Radu77Cw6akdzGnMeHBq90tTT9n0NGnrfAww7mthBUeUedOquu1SZlcrEbR21HP8YnS5Mh1A+J9/fXXGDduHIYMGZLyc0aPHo1x48ahuLhYYsuoJUKRYly6VLcjSkYVAnZF4QoPC9Fn490OGzwpFhtvir6lFQD4U9iaSgiBjj4Hls8/HP26ePDRN+XGVXDZZtSXsStpLUkmIiIiImqpxi2teCLIqoSAUbRc1rGKur8trbK8R357E7/CQ6Bxy2ObTTsWBrSLAfXJj7Aq4HTYjG2w9BUf+1PPLa3aBGPCI087JVvrD6PAm9vTs4GELa2iV3hoEx61/uwUDk+rXRyfqIVMN+FRVVWFAw88MO3nDRw4EKtXr5bQIkpXh/w8nHT04XDY7QiHBez22C2tWnqVfVjVluHq3wPa85X00Rmbmf5ZOx0KPC5bRrPy9ZEtrYDUrj5SBaAAGNDNC0BbSpxqIcB081WjJzzacb9MlVX6r5UxY7mYr1zMVy7mKx8zlov5NtKvyM3mVkjMV674fFWhrQJwOrSVFyJqW95sia7hYbcpCSuC9D3yZa2Gb22t3Yf1NKN3otCvgVOgFS0HtJoI+R7t9mC4cUsrIPm5jejC5rrGLa3CxvMUIOYxsnGMyJz+O9jBp52SrW5onPDIVb5NbWnlD6rGllZ1gexOeARDKpyO5jceyvYKNCv2Xyu22QxMt6VVjx49sHv37rSfV1ZWBp/PJ6FFlC5FUeB0OKAo2pe2mBoeDqXlNTyEgN0Wu1S0vYrO2Mz0P5Juh1Z7I5Oltw2BSNFypy1meWVThACUqL7ntNtSvmoq3Xz1Y0ynw8YaHimwSv+1MmYsF/OVi/nKxXzlY8ZyMd9GwVD2i5YzX7ni89UmOLRjFSC2NmC2NNbw0N4nvr80hLJ7QjHXWrsP6xe/6dspC0QVMlcUeBza7dETSsGwCqddMc6VJJvwOGZeMZ5esiPmtvrIRId+XH3tgvW48cWN2fthUsAxInPhyO9gh8gkR01DYx2PXOWbuKWVQFVdCAf+9jOs/LEKQHa3tKquD2HIdV+gOPLaTdF3DWnI0mSLFfuvFdtsBqab8BgyZAjWrl2Lurq6lJ9TX1+P4uJiDBw4UGLLKFU1dfX44ut1qKmr14qWx63waOlStLAqYFOi9rlsxzMe0RmbWW2D9kcpz23X6rdkcNVQVX0IhV4H3A4lpT6kCu1qF106NTzSzZcrPNJjlf5rZcxYLuYrF/OVi/nKx4zlYr6N9C1IsjnhwXzlis9X39JKP2aWUcfD2F5JaWJLq2Db2jKmtftw/JZWqhAxW1oZKzyijkXDYe3xvsjJ5dq4E8lVdSFsLK1DyebqmNv1FR76a23ZU4+texqy/BM1j2NE5owVHnlOAEBNQ+PJ/FzlG4pMLBgrPIIqtpfH9q1sbmm1pzqIWn8YW8ua77+BLI9PVuy/VmyzGZhuwuPss89GRUUFHnrooZSf8/DDD6OyshLHHXecxJZRqkLhMPbsq0AoHE4oWp7q1fnJ6EXLIxe/GF8i2qPojM2sJvIHMd9jh9dpz2iFR3V9CB18jrSKlkev7HU6bCkv9083X71uh8th44RHCqzSf62MGcvFfOVivnIxX/mYsVzMVxOO2jYnm1taMV+54vNVhXZRn173MpuTVzo1fkurcPIJj7aywqP1+3DjhBKgHYfqh4RKVNHyZCs88vUJj6gr/AHgh13aBcCbSmMvBNYnPPT/1jSEY06WtwaOEZmLLloOxE545Cpfffvv6KLlpZWBmMfUZXHCQ+/zNXF9P150jSGRhXOAVuy/VmyzGZhywqN379649dZb8dRTT+338U8//TRuvvlm5OXl4be//W0rtJDSEVLjtrRK8WR1MloNDxjLuFibz/xqolZ4ZLK6pyGowh8SkRUeqfUhVYiYvUxd9tRXeKRL74ssWk5ERERErUH/Xutz8YIbK1MFAAXGPvaZrIhvin6sYrdFiqPHHUgbe+S3kRoera0x38attxtX1TQWLY8+hg2rQpvwiFxNHz9p8UOpdiX3D7vqYk7yxhct1yY8mj9hTOZjbGmVZMIjV0JxW1oFQipK9/ljHpPNGh76z7y/n13/W6eK7E7uU9tnuqLleXl5eOGFF3Dsscfi8ssvx2OPPYazzjoLRxxxBLp3745QKIQ9e/Zg+fLleOWVV1BcXAybzYb//Oc/LSp2TnLFb2nlyWjCI7awV3te4WEV1fVh+Nw22GyRouUt/ANZWad9iSv02lFZl1rhe71ouS6dFR7p0q+acrGGBxERERG1Av3klNdl50kgCxORouUFUSe+uxRk9z3CxvZKCjr4HKioiz1B3tZWeLQ2fcKh0BspKCyiipYrClyRGh7+qHqSwbCAvZkJj02RFR5V9WHsqQ6iW6ELQNSWVlETHpzwtJ74ouVmmPAwangYRcsFSisD6FLgxKLrR+Oqp77Pag2PVCc8on9vGgKqsWKKaH9MN+EBAEcddRQ++eQTnHvuuSguLkZJSUnSxwkhMGTIEDz66KOYMmVKK7eSUpGwpZUjgy2thIBdUYxtinhi2fxq/CHku7VhJpPJrup67UtkB58Du6tsxnLGZos2icZlxQDgdihGYcds079kOh2s4WF15TVBuBw24+AjnjamaVdyRU/mEhEREbUmvZCr12UzrhYm69G2tGo88VlVl/2r9fXjE7uioFO+E+U1wZhjKb0vRZ9YpNTpF+fpn2HCCo9IDY9A1LFwMKyt8MjzRE54++NXeNShewcXdlUGsKm0LmrCI36FRwhhNflxC5mXflrC57LDYVNQ48/9Kp34FR4NQRWlFQF07+DC0APy4HPZ5Kzw2M82WdEXu9YHVRRmrQXU1pl2amzixIlYt24dFixYgJNOOgkDBgyA1+tFYWEhhg4dinPPPRcvv/wy1q5dy8kOk/G63Th4cH943W6EVAGnvbGbuZ02hFW0aGshrvBoFJ2xmdU0hI0Tx54MtrQyVnhEanioYv/726pCQImr4ZHql/h089UPIlx2bimQCrP23xWbKjHs91/goBu+SNq/giEVB/9hGZ5ZshMDfrcUP+6qS/Iq5mDWjNsK5isX85WL+crHjOVivhp9WyJthUf2LuphvnLF56sKQFGAQq924ruyPvsnPqNreHTKdyIQEjFFshva2AqP1u7DVZHPrChSgFoIGCs8bFE1PGKLlmvnNppa4fHj7npMPagTFEX7/7oGo4ZHGMGQtu1zTUM4K7UNUsUxInP676S+rVn055+rfPVzdDFbWlX40aOj1o48jx21WVyJok907O81oycKszFGWbH/WrHNZmDKFR46n8+HGTNmYMaMGbluCqXB7XJiQO+eALST0tFXQetFmSrqQsZVCqnSa3g0rvBovyeWozM2s/gJj701wRa9jv7Fv9DrgMfZ+IXR2cxyRhE5eNC57Kmv8Eg3X/3cuNOhwN+yH7FdMWv/3Rw5mKgLqNhXG0TXuDGqvDaEvTVBvFm8Bw1BFRt21mFAd18umrpfZs24rWC+cjFfuZivfMxYLuarCYYbV3hUZnFVAPOVKzpfYawCUIwJj6r67G9tE13DoyhPe5/ymqBxnKafiG8rEx6t3Yf1z6xxhYcwzlXErPAIxa/wsMHnssGmJBZuLqsOolcnNzrlOVFWrR1gqqpAfdTklH7COKQK+EMCHmfrrD7nGJE5/eI6W2TSK/qkf67y1f+muJ02OGwK/CEVuyoDGNE7D4C2GiW7KzxSK1reEIqenM38/a3Yf63YZjMw7QoPsq5AMIifSvcgEAwmbGnVqUC76qG8BSe+9RUeRtFy0Xh7exOdsZnFTHi4Wr7Cw9jSyuswrpDZ32tpy8Mb+57TYUMgxeX+6eZr1PBg0fKUmLX/7qtp/LK1rzaxbfptq7dWAwBKKwOt07AWMGvGbQXzlYv5ysV85WPGcjFfjX4hjzfLRcuZr1zR+TauAmis/yBzSyubTUHnfO14PPq7rj7R0dJjNbNp7T6sTzh2jEwmCUSK0UO7AE8vWh6I2m1AL1quKAry3HZUR53wFkKgvCaITvlOFOU5jIsGoz+fhqAasyqgNQuXc4zInF7DwxFZ4VFZFzLOKeQiXyGEMSHntCtwORUEggKlFX5076BdBOhz21G3n+2n0pFy0fKgMOrg6CucMmHF/mvFNpuB6SY8Pv30U6xfvz7t5z3xxBO4+OKLJbSI0lXX4EfJdxtR1+BHKK5ouf4Fq7w6/V9UVTROntht2knm3VUBDPzdUqzbXpOdxltEdMZmVhuzwsPe4j9QlXUhKAqQ77EbV8js7wqkkCpgixrhXGnU8Eg337DxhYVbWqXCrP03eiI22aSsPm7pBySlFeZqfzSzZtxWMF+5mK9czFc+ZiwX89XoW7XmubNbtJz5yhWdb+NJcQVOhw0+d3ZX6+j0C7L0La0AxKy8b2tFy1u7D1fVheByNG5PFQyp0H8jY4uWR6/wUGGPnCeJ39Ko1h9GMCzQKc+JTvlO7It8VvWB5iY8Wq/oNceIzOnnJRw2BXkeO/71yQ788p6vAeQm3yc//hk3/HsjHJELjN0OGxqCYeyuCqBnZEsrn9uW1aLl+jF19X6LlqvGCriGLNRktWL/tWKbzcB0Ex7HHHMM/vKXvyS9b/r06XjooYeS3vfpp59iwYIFMptGLaCtymj8t76vZXmSq6f3R1W1QmuAtuw3LAR+3FWPuoCK9TvMu5d+e1bTEEJ+pBBbJis8KutCKPQ6YLMp8Bh7oDZ9YBdWtatiuhQ0bknktNtirqrJJv1gxcWi5ZZWXhvEgZ21L3TlNYkHm/HjVmmFeVd4EBERUdu2p0r7HtKzyL3f2nZkTvqWVvqi9EKvw6gHkU2qvqWVoqBIX+ERNeGhH6OFVMFjmRaoqteOVXt38gAAtuxpgKoKYytuY4VH1LFwKFK0HADyPY6YFRr6ZFSnfKdRZB5oLFiu/X815jmtOeFBmSurDqIozwGHXTHOca3YVJWz9qz7uRYAjD7pctjw8z4/wirQo6N2TiXPnd0trWpTXeERPeGRhRUe1H6YbsIDQJMFl1577TWsXLkyq++1ZMkSHH/88ejWrRsKCgowceJELFy4MKvv0Z6FwgKOqC2tOvgcsCkt39JKifRYu02BUIFdldoMZ2klZzrNqMYftcLDYWvxVUPV9WFjmXcqKzzKqoPaH+cOURMeDiWrBR2j6QcGTofNOKAg6ymvCaJfVy+UJsao+NvMvMKDiBLxhCARtSU7I99DenVyG9ujkLWoxpZW2vFyB2kTHvqWVoDPZYPHaYv5XhsIqcZFim1llUdrqoxMeHQpcKKDz4FNu+qgisbP1WZTIjURGn9PQ2rj7hXxNRz0bXY75Tu0CY/a2C2tfG7tuDpXKzwoczsr/OjRQbvQrnhz7iY6dPqFfHqNGLfDhm1lDQBgFC33ubK9pVVqNTwCIdWoj9NWtt2j1mHKCY/W8vzzz2PKlCn45JNPMHbsWEyaNAklJSU466yzMGfOnFw3r02I39LKblPQ0edo2YSHEFErPLR/79ynDcy80tqcomt45HnsqKgLtqjYvP4lEkhtwmNX5ABQ/+MMAC6ZKzyia3jwgNOyymu0QuVNjVEJEx4mruFBRLHqA2GMvOELfPxNea6bQkSUFbsqAujocyDf7ZB2UQ/Jpcav8PA5pG5pZVO07Wqi60IA2nGVfqzlz8KWMe1NVV0IHXwOKIqCQd29+GFXvVZPMnp7ZaeSpGh58i2tyhNWeGh9Ql/h0SnPmbClVW0r1vCgzJVWBNA9snJi6AFaUXC7LXf1aeMv5PO4bPhxVz2AxotIfW47anNQw8MfFEZ9nFpO7FEa2u2Ex65du3DZZZchLy8Py5cvx3vvvYe3334bX3/9Nbp374477rgDJSUluW6mJdntdhQV5sNutyMcV7QcQOQqhfT/IKsqjNey2RSoauPKjl3t7MRjdMZmFj3hccSgQlTVh7FqS3Xar1MZ+RIJAB7n/ouW6yei9eWXQHorPNLNV/9i4nLaWLQ8BWbtv/tqQpHigM6k2+5Fj1tuh4JdJp5oNWvGbQXzlUtGvj/urse+2hBW/pj7q+hyjf1XPmYsF/PVlFYG0KOjC067gnAWV7AxX7mi840uWg7I29JKP1bRj6U75TuxL+p7bUP0hEcbuIK6tftwVX3YyG9gDx82ldYBAog+C+KO2u1AVQWE0LZcBrStgqJP+uqTUUV5WtFyffuxush2PkV5TjQEwjEnn2uyeCJ6fzhGZK600m+cq1h0/Wj87bzBCKvaThW5yDf+fNqBnT3YWtYAmwJ0KdQnPLJbw0Pv8/ubxAiEVHTOd6Kjz4Ete+ozfl8r9l8rttkM2u2ExyOPPIL6+npcffXVGDt2rHH7sGHDcNddd0EIgQceeCB3DbSwAp8Xk8aNQoHPm7DCA4CxD6VedDzVLSai64HYFO2KGH1lR3vbWiY6YzOraQgj3619+Tt0QAd0ynPgvdVlab9OdZorPEor/Nof56gaHi6HtsKjqS3zoqWbrz6PkmyFRyic2nu2J2btv3trgsbS8b3VwYSxqbwmCHek6ODI3vnYWxM07UGhWTNuK5ivXDLy3VSqHSD9UMqaX+y/8jFjuZivprTCj+4d3LDblYSi5WFVtGhVNcB8s628JojdVQHjYq3ofBO2tIqs8GjpFozBkIrdVYGEYw+jhkfkWDq6LgQQu8Ij3S1jgiZcEdLafVirN6mdiBzcw4cfdtUjLITxuQLaMay+ekb/fY3e0qrGH4YaqaGyrzYIr9MGn9uOzvlOVET6hL7Co2OeA/UBFZV1IWOVSGtuadVWx4jWPG7fVREwtrQqynPikH4Fkdv9rZ5vIKSirDr2Yr9BPbT37tbBZfRTn8uOkCpiViqlQgiRdEyraQjD7VBQH1QT7lej6gn5gyrcThsG9tBWT2XKiv3Xim02g3Y74fH2228DAE4//fSE+04//XQoioK33nqrlVvV9mjFuGK7Wad8J8qrg7j5pR9w0A3LcOWT36X0WmFVwBYZbO027cSyvnXRThNfad1eqapAbVQND4ddwXGjOuP91XvTfq3dVQFjGaPXpfWnirqmt0XbWRFAtw6umMk2/cugjD3c9VUdHpcddX7V+OMshMCxd6zEw+/9lPX3pOwSQju4KMpzolO+Ay8t24Xj/1IS86V3X00QI3vnQ1GA8UM6AAB+2tuQqyYTURp+2FUX+W/mB0pERGZQWtG4wkMViJnguPixb/H75zbksHUEAO+sKsOw33+Bg25YhinzViacTE1WtPyLDZWYcOuKFk1YnfvwNzjohmW4+/UtMbfHr/DoWujCjn2NFwz6o/bIT+dinq82VWLwtZ+3++/DVfWNuxEM6uFDZV0IP5f7jfqjgH7xXeyER2zR8jDuePVHnHHfapTXBNEpUlzeKDJfGzRqe3QpcKJkSzVuXbgJhV4HfG4ba3hkKBBSMe7Py/HC56XS30tVBXZVNm5pBTRuG7UzBxfyJtstZVB3HwAYkzIAUBCZFE13e/oH3tmGX9xZnDD+1fjD6B7Zgjx+q6zr/70BFz36LQBtfHI5bBjUPbJ6iihF7XLCQwiBdevWAQAOOuighPuLiorQo0cP7Nu3Dz///HNrN8/yKqpr8PriL1BRXRNTjEvXKd+JsuogXl+5B0V5DnywZm9KewGGo17LpigQQjuxrW0t429XV9FHZ2xWdZErUPQJDwA4YXRnfL+jDpt3p37CaU9VAGu21WDC4I4AtFUbA7t7sWTdviafsyuqCJjO5dCGu0AKEx7p5qsfkEwY3AG1/jBKIoXH1v1ci+931OGVFbtTep32woz9t6YhjGBYoHNkr1wA+OanGmyM+lJVXhPEsF55+OS2Q3H9yX3hcij4+Ftz1gMwY8ZtCfOVS0a++u/yj7vqWnzVc1vB/isfM5aL+WpKK/zo2dFtHB/phcsr60L4cE053izek/aVuADzzabXV+7GsAN8mHPmAGzaVY9vttfG5CsSVnhox01byxrSLmRcVh3AZ9/vQ1GeA6+t3BNzbKxPeOgXD44f3AElm6tQEVUMu7AFEx6vfbUHdQEV76xKfwW/TK3dh6vqQ0Z+E4d0gN0GfLhmb+wKD4fNKFqufx6OqBoe1fUhvLpiN5ZvrMQ3P9UYEx2doiY8Plm3D4N7+GLqVO6tCSLf7WjVCY+2OEYs21CJnRUBvNoKx+17a4IIhgV6Rn2OXQpdsNu0iezWzjfZbimDekQmPKImZQ4bWAhFAT5p5jxMMq+s2I1122uxfmfsZEVNQ8iY6IkuXB4IqXhj5R78b205KutCCIQEXA4Fg3r48MOuuozP+1mx/1qxzWbgyHUDcmHfvn1oaGhAQUEB8vLykj6mZ8+e2LlzJ3bt2oVevXq1cgutL6QK7K0OIhhW4Ugy4fH1Vq2Ow0MXDsXvnlmPd1aV4ZgRRc2+Zn1AhX7Bvs0GVDeEUFrpx8je+SjZUo0texpiTq63ZVU1QVQ1RDIW5lzdsrtKa1f0Z3LMiE5wOxS89tVunH90z5Re542VewAAvzi4k3HbCaM747/Ld2F3VQBKkuds29sQ88cZaLyCprTCbyzZbkq6+ep74B4+sBBdCpx4Y+Ue9OvqxetfaW3/7udarN1WHfPltD0zY//9uVz7otcp34mKqD2NF321Bxcfox1o7KkOYnyeA8N7aX83jhraEW+XlOGMw7q1foP3w4wZtyXMVy4Z+W7YUYduhS7srgrg259rjQOs9oj9Vz5mLBfzBQRgXCHc+B03AK/LhvdX70VIFahuCOP91XsxfnCHtF6b+WaHqgp89E05rjyuNy4/thfuf3srXv9qN84ZX2Tkq+8xpZ8Xbwg0TjboxxOpeqN4DwSAOb8agGuf3YDizdXo28UDAKiIFEK3R97ohFGd8cfnN+KN4j04cUwXNARUdIgcH+2qDGBPVWqfu75y/51VZZh+uHm+D7d2H66obdx+uSjPiSMGdcAXGyrhczVeX+xyKKiqC2FPVQD7IhNN0RMeW8saV8l8sKYck4Z3BAB0jkx4/LirHh+u3YtzjuyRcPFgvseO3VWpf26ZaotjxBvF2nH7FxsqsHl3vdTzSut31AKInUyw2xR0K3Rh85567K32tmq+P5QmXow6qLs30sbG8xfdCl0Y178Qb5XswdSDOiU8J5mfy/3YEJnoeO2r3bhkSuO51dqGsPH6P+31GxeorthUherIBN4bxXtQHwjD7bBhUA8fqurDWL+zzvi9aAkr9l+RYi1aitUuJzxqa7UBxufzNfkYr1f7Ba+pSW8GrbhkFaprG2cuHXY7BvTvh27duqO6LnH5VceCfABAdV09wuHYWXmfxw2X0wl/IIh6f+ysq8NuR77PCyEEKmtqE163MM8Hm82G2voGBEOxhc88bhc8LhcCwRDqGmKXn9ptNhTkabkkmz0s8Hlht9tR19CAQDD2dd0uJ7xuN0LhMP61LIyvXlqj3SGCqKqpRWG+dpKwg/a9C53zHThuZB4G9/Dgt//6PuG9kpk8vBAV1TVwOxQ8+K62TdCEIR1QsqUaR9yyIqXXaFMWrcl1C/arKM+Jmrp6hCL9e+KQQtz1+hbcFbfUujnj+ufDqQRQUa39QTpxdGf844PtOOiGZU0+56LJPWP6sCK0L5YTbv0q9canka+iAF6XHVNGdMDjH/2Mxz/SVodNHl6IL3+owdT5Jf/P3n2HRXGtYQB/Z3fpHRFQEBBEwK7YG3aNxhJrbLGkmESNsURvEo0ajSUxmphoYokaa+waS+zYUWPviL2jICK97J77B9mVZRdklaHo+3uePPe60755d/bsMGfnTO63+6YohMevtSodjtYZf3yEBDngx8238OPmW7rp9pbP28a3qrjgi2URKJ/DcVjgCmHGrxXmK688zrd/oxJYsPcBmk44kafrLbJ4/MqPGcuL+cLJSkBoMs5xq391VPd6JS9bPIlPw/tzLr78yplvnqjnb42EpESEBDpg5rY7mKkd6jZTvunpqUhKTtENGdO0vP7fE7kVXNoOTcrZwMZCgdZTTulNkyQgKTkRT6GElQqo5GWNEUsjMGJpBADAxS7jYmPPX8+btM221Vyw6WRU4Twfzsdj2MXODHEJiVBrNGgcZIfDV2JhYaZAalo6zM1UsLVUYPmhh3pDJimR8fex039DNztaKxFY0hpHrsbByVoBIQSK25tDkoD3ZmcM71Pf3xoPY/QvUDtYKbBw730s3Hs/n/b2P69ZG9G8oiN2nX+ab9eV7MzVetcrSjiaYfaOu5i9427GC/mYr42FEuYqCTEJ6XgaFw9zhYCTjQrFbZ//vDQuMQlNytnh+833TPq8W5kpUMPPFtO33Mb0Lbf1pmmfFdLuh9N6r3s6W6CYnRmG/zc0o0qhRsn/+u4bjjv+EntoRBE6fkMC7dGrKvSuNQOAg60NJEnSu96mZWVhAQtzM6SmpSExWf96slKp1D0PxPh1X2soldlcTzY3h6WFOdLS05GQpH89WaFQwP6/68mx8QkGd+PYWllBpVIiKTkFKWn6Q6OZm5nB2jLjenJ8on4bJ0GCg13G9eRnCYkGOWRHEoVsHCCFQgFbW1u4uLgYTLt16xZsbGyMTouKikJCQoJBp4Ex9+/fh4eHB9zd3fHgwQOj89SvXx+HDh1CaGgoGjVq9MJ1njx5EsHBwUanjR07FiNGjsLuo6cMprVvXBcAsP/EWcQ80z/QqgX5o5R7cVy/+wDnIm7oTSvu5Ii6VcohLT0dWw8YNsit6tWAhbkZjp69hIfR+reclffzQRmvkrj3KArHL+iP7epga4NGNSoDADbtDYMmy+HRuGYV2NtY49Tlq7j9QP92P38vD5Tz88bNew+x59Q13IkRUEhAoJsEexsLtKxbHQCwcd+/OHsnBcVtJZRwkPA4XsDeuRTsbaxx5+Fj3H+s/4yH4s4O8PUogcSUFMQ+vglnGwn3YwUexQmYKSWM6FoHRyJicezCNYMPXBmvkijmYI8HUU8M6nWyt0VZb0+kpatx8lKEQYbVy/tDqVDi8o07Bp1K3iXd4F7MCVFPn+HaHf0TC1trS5T38wEAHD1n2JFTOcAXlubmuHbnPqKe6t+q7OFWDJ6uxREbF4/LN+/qTbO0MEflsr4AgBMXryA9Sy9veT9v2Fpb4daDSDyM0n/PXYs5oXRJNyQkJeP81Zt605QKBaqXLwsAOHvlOpJS9Hu5y/p4wsnOFvcfR+POw8d605wd7ODv5YHUtDScunzNYF9DgoPQMNAZh89cQPR/+xqbJHAjWqC0hztcnR3x6MlT3LinP1amnY01yvl6QSME/j0fDi8nCc42z79sm9euhpO3knDqym08iY3TW7aUe3GULF4M3s4aXLl2Vfe6WiNw66k5gvxKAwCOX7gCtUY/wwplfGBjZYmI2/cM1uvu4gTvEm6IT0zChWu39KapVEq0qFkONfwcsGHfCZy5/byB9nOR4OVZGolqc9x99Bj3IvWPbxdHe/iVKonk1FScCb9ukGGtioEAgAvXbiI+Uf/49itVEi6O9ngYHYNb9yP1pjnY2iCwdCmoNWocv2B4fFcL8oeZSokrt+4atD1eJVxRwsUZ0bHPcPW2/vFtY2WJCmV8AAD/ng83aCMqli0NawsLXL/3AI+fxOpNK1m8GEq5Fzf6npubqVA1sAwA4NTlqwYdqkG+XrlqI85d0W8rFZKEGhUCAADnr97MsY14HPUIZV0lpKqBp0mAt6sjhKWbro1QSECAm6R7cHmzOtVxJCIO567eZhvxkm1EjQoBUEgSLl6/bXDiYkobkVXVQD+Ym5kZ/Sxr24iYuHhcyZKhlYU5Kv2XYV63EcFB/gCAM1euIzlLhoE+nnCws2UbIWMb4V+qJCqVMseSnWeQkOmc35Q24nU5jzD2OQfYRmixjcjwprUReXEekd9thLmZAk8fXoIAcDlSIP2/P4MrB/gi2M8Zpy5fx6nr+kNvso3IkF9thIVKg7KuGR0JcSkCVg7eAKCXkUqZ8fdygFdJ+Pt449zNaFy5dgURj59/NnLbRlhJz/D0yUPcjRGISshYXttG2JoLREc+Pw6jEwTuxAjUqhiYMSxa0l2cuRWn9x35ojaiaoAPqvvaYMbaY8j6A+Q3qY2oUzkQ9QIccfTMecTGJyBNLXA5UsDJWkKHegHwcHXB/jO3EHr2+XMdzZQZox/UrVIOT+OT8cuG4yhmK8HGDLj5RMC3mIR3W9SCmUqFhdvO4PbjOFiZAQFuGUNjubp6oqJvSdy4/xinr9zAvafPc+J5xHO5bSNu3n8I/+ISHj4TeJYsfxvhbGeGx/cu612kfhwv4ORi2EZoyXkeEVLFF05WAjuOnoXzfz/+exQn4GAFdG1eD0DGNcvIJ3G4HCmgHR02N+cRbg4qXLh8Adei9D/LtSqUReMKLliy8xzuRetn2KCCJ/y93LH//H1cu3MfAa4SLM0kXHmkgaR8tTbC2cHOaL6F+TyiuI0ad+8aHt+tG9SEmUqFw6cv4nHMU/0c/EvD17ME7jx8bHAO4mRvi4bBlQAAG0MPG6y3aa2qsLW2womLV3A3Un/IwgAfTwSW9sKj6BiEndV/HrONlSWa1a4GAPjn4DGDDBtUq5iRf8QNXLurfy3ex8Mdlcv64mlcPPYd1++MUimVaNOwFgBgz9FTOH36NIZ/3B8nTpxAtWrVDOrXKpQdHi9LkqRcdXg8e/YMDg4OcHBwwNOnT43OExwcjJMnT+Lff/9F9erVX7hObYfH3HnzUTYgQPf6m3iHR9TTWBw6dQHVgsro1qWQJN0dHs/iEwwaJRsrK5iplEhKSUFKataePhWsLS2hVqsRl2h4u50uw/9+UZGZtaUlzM1USE5NNWj0zVQq2FhZQqPR4JmRHsLC3Ft6N/IxTlyM0Ms4r3pLNVkytLG0hJmZCskpqUhOzfsM8/z41maYlo6E5Bx6nOMSIJClx9naCiqlEg+jnuDouct6+VqYmcHK0gLp6WrEJ2XJUJLgYJtDhlaWMFPlnKFarWEbwTYCANsILbYR+hmyjWAbofWqbYT2D4nM+QJsIwwyZBvBNuI/bCMysI3IkuFLthHxiUlG82UbkYFtxHNsIzKwjcjANiLDq7YRKalpRvMtzG3Ek9g4HDh5zqDmwtpGAPLe4XHq5Ek0atig6HV47Nu375WWDwkJeeE8Qgg4ODggLi4OiYmJuuGrMitZsiQePHiAu3fv5uoZHtoOjxcF/iZQqzVISkmBlYUFlMqX78Ci7DFjeTFfeTFf+TFjeTFfeTFfeTFf+TFjeTFfeTFfeTFf+TFjeTFfeTFfeRXFfItizXLK7fX3QpdUSEjIK/2XG5IkoXz58gCAS5cuGUx/8uQJHj58CCcnJz6w/CU8ehSJad9PxaNHkS+emV4KM5YX85UX85UfM5YX85UX85UX85UfM5YX85UX85UX85UfM5YX85UX85VXUcy3KNZcGBS6Do9XsWzZslzP+9ZbbwEANmzYYDBtw4YNEEKgdevWeVXaG+X6jZsYP348rt+4WdClvLaYsbyYr7yYr/yYsbyYr7yYr7yYr/yYsbyYr7yYr7yYr/yYsbyYr7yYr7yKYr5FsebCoNB2eCQlJWH37t1YtWoVLl68mOO8ly9fRuPGjfHee+/lev39+/eHtbU1pk+fjsOHnz+kJTw8HF9//TUA4Isvvni54t9w2rHjso4hR3mHGcuL+cqL+cqPGcuL+cqL+cqL+cqPGcuL+cqL+cqL+cqPGcuL+cqL+cqrKOZbFGsuDAplh8eKFSvg5eWFFi1aoHv37qhYsSI6d+6MxCwP0ElOTsZXX32FKlWqmPzsD09PT8ycOROJiYlo2LAhmjdvjrfffhtVqlTBw4cPMXnyZFSuXDkvd4uIiIiIiIiIiIiIiGRS6Do89u/fj549eyI6Ohqurq4IDg6Gubk51q9fj0GDBunmO3z4MCpUqICpU6ciNTUVgYGB2LNnj0nbev/99/HPP/+gQYMGOHLkCA4ePIhq1aph7dq1+N///pfXu0ZERERERERERERERDJRFXQBWU2bNg0AMHToUEybNg2SJOHu3bto0aIFFi9ejIkTJ2LPnj14//33kZaWBisrK4wePRojRoyAmZmZydtr2bIlWrZs+cp1JyUlATD+EPQ3zZXwcN3/2tlYF3A1rydmLC/mKy/mKz9mLC/mKy/mKy/mKz9mLC/mKy/mKy/mKz9mLC/mKy/mK6+imG9RrFlO2uvu2uvw2ZGEECI/CsqtUqVKQaPR4NatW1CpnvfH/P333+jQoQM+//xzzJo1C2lpaWjWrBnmzJmD0qVLF2DFGZYtW4ZevXoVdBlERERERERERERERK+lpUuXomfPntlOL3QdHpaWlmjcuDH++ecfvdejo6NRvHhxSJIElUqFadOmYfDgwQVUpaGoqChs374dPj4+sLKyKuhyiIiIiIiIiIiIiIheC0lJSbh58yZatmwJFxeXbOcrdB0eCoUCvXr1wuLFi/Ve12g0UKlUkCQJa9euRYcOHQqmQCIiIiIiIiIiIiIiKnQK3UPLs6NQZJQaHBzMzg4iIiIiIiIiIiIiItJTZDo8tMqWLVvQJRARERERERERERERUSFT5Do8tHd6EBERERERERERERERabH3gIiIiIiIiIiIiIiIirxC+dByNzc3BAUFGUzbu3dvttMAQJIk7N69W+4SiYiIiIiIiIiIiIiokCmUHR4vS5IkqNXqPKyGiIiIiIiIiIiIiIiKAlVBF5DVwoULC7oEIiIiIiIiIiIiIiIqYgrdHR5ERERERERERERERESmKpQPLVer1fj5558REhKCoKAgtGzZEosXLy7ossiIRo0aQZIkLFq06KWWv3nzJiRJgqenZ94WVsTt27cPLVq0gKurK+zs7FC3bl2sWrXK6LynTp1Cp06d4OLiAktLS/j7++OLL77AkydP8rnqosWUjJ2cnCBJUrb/JScn53P1hV9u8u3bt2+OuWr/69u3b8HsRCFmyvF76NAhtGvXDsWKFYONjQ0qV66MH3/8EUlJSflcddG1b98+KBQKzJ8/P8f5lixZAkmSsGvXrnyqrOh7UbbXrl1Dnz59UKJECVhYWMDb2xsff/wx7ty5k8+VFk0vyrdy5co5tr+XL1/O54qLnuwyHjduXK6+4xo1alQwhRcRLzqGz58/j+7du8PNzQ1WVlYICgrCN998g5iYmHyutGjQaDSYO3cu6tSpA3t7e1haWiIgIACjRo3C06dPc1w2KioKbm5u6NWrV/4UW0SZmnFoaChatWoFR0dHWFtbo0KFCpgwYQLP07JhSr4xMTE5tr/u7u4FsxOFWG7z1V4HetF/48aNK7B9KaxMbSM2b96Mpk2bwsHBAfb29qhVqxbmz5/P4fyzIYTAvHnzUL16dVhZWcHBwQENGjTAkiVLXrhsSkoKypcvj/r168tW3+3bt6FUKiFJEj7//HPZtkOFcEir1NRUtGjRAgcOHID25pPw8HDs2rULmzdvzvaCDtHrYtmyZejduzdUKhWaNGkCpVKJ3bt3o1u3brhw4QLGjx+vm/fQoUNo2rQpUlJSULVqVfj4+OD06dOYNm0a/vrrL4SFhbEzyQhTMr527RqePn2KUqVKoWHDhkbXp1Qq86v0IiG3+datWxfp6elG16FWq7Fq1SpoNBpUq1YtP8sv9Ew5fufNm4ePP/4YGo0Gvr6+qFChAsLDwzFixAisXLkSW7duhYuLSwHuTeEXHh6O7t2740U3xB4+fBiffvppPlX1enhRthEREahVqxZiYmIQGBiIOnXqIDw8HHPmzMFff/2F/fv3o1KlSvlcddHxonxTUlJw8eJFODk5oXXr1kbncXBwkLPEIi+njCtVqoSePXtmu+z69euRmJjI77gcvOgY3rJlCzp37ozk5GR4eHigefPmuHPnDiZMmIAVK1Zg27Zt8PPzy+eqCy+NRoPOnTtj/fr1sLa2Rs2aNWFjY4Njx47h+++/x7p163Dw4EG4ubkZLJuQkICOHTvi0aNHBVB50WFqxqtXr0a3bt0AAHXq1EHx4sVx7NgxfPPNN1i7di32798Pe3v7gtylQsXUfE+ePAkACAwMRHBwsMH6HB0d87P8Qs+UfJs3b57tdYb4+Hhs3LgRAFC1atX83IVCz9RjeMyYMZg4cSIAoHz58vDz88OZM2fw4YcfYsOGDVi9ejWsrKwKcpcKncGDB2PWrFmwtrZGw4YNoVAocODAAbz33nsIDQ3FggULjC6nVqvRu3dvXLx4EfXq1ZOtvoULF0Kj0cDS0hKLFy/G5MmT+R7KRRQyM2bMEJIkCU9PTzFz5kyxdetWMXXqVOHs7CwUCoVYsmRJQZdImYSEhAgAYuHChS+1/I0bNwQA4eHhkbeFFVEPHz4UVlZWwtbWVpw4cUL3+qVLl4Sbm5uQJEn3elpamihZsqRB/mlpaeKDDz4QAETXrl3zexcKPVMyFkKI1atXCwBixIgRBVFukWNqvtkZM2aMACC6desmZ7lFjin5hoeHC5VKJQCIKVOmCI1Go5v/xx9/FABEly5d8n0fipLdu3cLV1dXAUAAEPPmzTM6319//SVsbW118+3cuTOfKy16cpNtzZo1BQAxfvx4veN3/PjxAoCoWbNmfpZcpOQm33///VcAEJ07dy6ACou+3LYPxvzxxx8CgKhXr55IS0uTscqi60X5PnnyRDg4OAgAYvDgwSIlJUU3beXKlUKhUIhatWrptR1vuvnz5wsAIiAgQNy4cUP3+rNnz0Tbtm2zPS+4ceOGqF69uu696NmzZz5WXbSYknFUVJSwtrYWKpVK77whMTFRtG7dWgAQI0eOzO9dKNRMPYZ/+OEHAUD8+uuvBVBt0fOybURWvXv3FgDEqFGjZKy2aDIl4927dwsAQqlU6l0HTUtLE59//rkAIL744ov83oVCbevWrQKAKFWqlLh9+7bu9du3b4tSpUoJAGLr1q0Gy0VFRYlWrVrpvufq1asnS30ajUb4+PgIW1tbMXjw4Fe6lkovVug6POrVqyesra3FrVu39F4/c+aMUCgUonXr1gVUGRnDDo+8pb3I+7///c9g2oIFCwQA0bt3byGEEDt27BAAREhIiMG8kZGRAoCws7OTu+Qix5SMhRDiyy+/FADEihUr8rPMIsvUfI05cOCAUCgUwtPTU8TGxspVapFkSr6jRo0SAESHDh2Mrqtly5YCgDh16pScJRdJkZGR4pNPPhEKhUKoVCrh5eVl9ILb9evXRbdu3QQAYW1tLdzc3Njh8QK5zfbKlSsCgPDx8TG4YKlWq3UdTNHR0flZfqGX23yFEGLOnDkCgJg8eXIBVFp0mZKxMVeuXBHW1tbCzs5O3Lx5U+Zqi57c5vvbb78JACI4OFio1WqD9QwYMEAAEBs2bMiv0gu9evXqCQBi8+bNBtMeP34sJEkSZmZmIjExUQghREpKipg2bZquY8nX15cdHi9gSsZz584VAESfPn0M5j169KgAICpWrJgPVRcdph7D3bt3FwBEWFhYfpdaJJmarzHLli0TAES1atXYoW+EKRlr/8b4/PPPDeZNT08X5cqVE2ZmZuLRo0f5UXqR0KNHj2yvT06dOlX3IwkttVotFixYIEqUKKH3PSdXh4e2E6tdu3biyJEjAoCoVauWLNsiIQrdMzwuX76Mhg0bwsvLS+/1SpUqITg4GGfOnCmgyig3tOMVjx492mAan9fxYlu2bAEAdOjQwWBahw4dIEkSNm/eDABo3rw57t27Z/T5KfHx8QAAlarQjVpX4EzJGMh4RgoAo7dBkyFT881KrVZj4MCB0Gg0mD17Nm/jz8KUfM+dOwcAaNeundF1NW7cGACwbds2GSot2iZNmoTffvsNZcqUwZ49e3RZZTV06FCsXLkSNWrUwNGjRxEYGJjPlRY9uc3W398fjx49wo4dOyBJkt601NRUpKamAuCQglnlNl+A328vy5SMjRk6dCgSExPx3XffwdvbW6Yqi67c5qv9jmvTpg0UCsM/abXL/fPPP/IVW8Q4OTkhMDAQtWvXNpjm4uICJycnpKWlISoqCgCwdetWjBgxAgAwZ84cjBkzJl/rLYpMyfiDDz7AjRs3MGnSJIN5+beccaYew6dOnYJSqUTlypXzu9QiydR8s4qPj8fw4cN1z13i8WvIlIxz+ltOqVSiYcOGSEtLw+7du2Wvu6hYtGgRLly4gC5duhhMM9aunj17Fv3790dMTAwmTpyIuXPnylqfdjitLl26oFatWvD398fRo0dx+vRpg3m1z8kx9mzIRYsWQZIko8/U2rlzJ5o1a4ZixYrB3t4erVu3xqlTp/DBBx9AkiTs3bs3r3er0Cp0HR5xcXFwcnIyOq106dKIjo7O54qI8ocQAhcvXgQAVKhQwWC6k5MT3N3dERMTg3v37gEASpYsCR8fH735nj59ikGDBgEA+vTpI2/RRczLZHzq1CnY2NjgyJEjqFevHhwcHODk5IS2bdvi2LFj+Vp/Yfcy+WY1f/58nD17Fi1atEDbtm1lrbeoMTVfjUYDANl2GmlP9i5duiRTxUWXr68vZs+ejfPnz6NBgwbZzlepUiUsX74cR48eNfqekKHcZgsAxYsXh7+/v95riYmJGDhwIFJTU9GhQwc+YyILU/LVjm1+//593R9GdnZ2aNKkCbZv354f5RZJpmSc1fbt27FlyxaUK1eOz/zJRm7z5Xec6TZt2oRLly6hWLFiBtOuXbuGJ0+ewNzcHMWLFweQ8QyfUaNG4dq1a/joo4/yu9wiyZSMJUmCj48PSpYsqTff/fv3MXLkSAD8Wy4rU/JNSEjAlStX4OvriwULFiA4OBi2trZwdXVF9+7dER4eXgB7ULiZ2kZk9d133+Hhw4f44IMP+OyObJiSMb/nTGdmZoZy5crBxsZG7/WwsDDMmjULSqVS7/lqlpaW+Pjjj3HlyhV8/fXXsv6QKjY2FuvWrYOdnR06duwI4Hkb/9tvv+XJNmbNmoWWLVti7969qFy5Mpo2bYqwsDDUq1cPx48fz5NtFCWFrsMjLS0t255gc3Nz3S/6iF43MTExSE5Ohp2dnUEDrVWiRAkAQGRkpMG0+fPno1mzZvDw8MC2bdvQv39/TJ06VdaaixpTM7537x4iIyORkJCA9957DxqNBo0bN4azszM2b96MevXqYeXKlfm5C4Xaqx7D6enpuoeyZX7wNmUwNV/t3Qb79u0zOu/BgwcBAI8fP5ah2qLts88+wyeffAIzM7Mc5/v222/RvXt3gzsQKHu5zTarjRs3olWrVvDw8MCCBQvQtm1bo3c4vulym69ardb9crBv376IiopCSEgIvLy8EBoailatWuHHH3/Mj5KLnJc9hgFg7NixADIeQsq7k4zLbb78jstbX331FQDg7bffhqWlJYCMu2SmTJli9MIcmc5YxplNmjQJISEh8PHxwdmzZ/Hll1/is88+y+8yi6ys+Z4+fRoajQYREREYMmQI7O3t0bhxY5ibm+Ovv/5C9erVs20/yNCLjt8nT55g5syZMDMzMzraB71Y1oxz+p4TQuDQoUMA+D2Xkx49eqBq1aqoW7cuJEnCihUr9O5sDgwMxG+//YZSpUrJXsuKFSuQlJSEbt26wdraGkDGObhSqcTy5csRFxf3SusPDw/H0KFDYWtri3379mHPnj1Yv349rl69isqVK7+RoyUVug4PojdVQkICAOgaP2OsrKwAPL8dL7ONGzdi9+7dSExMhEKhQHR0NO7cuSNPsUWUqRlrh/twcXHB4cOHERYWhg0bNuDq1auYPn060tPT0a9fP9y9e1f+4ouAVz2GV69ejbt376Jx48ZGb/N905mab58+fSBJEmbPno01a9bozTdv3jxs2LABAJCSkiJPwUR5aNeuXdi+fTuePn0KIOPzEBERUbBFFWGXLl1CUlISLC0t8ffff+P06dNYt24dLly4gL/++gsqlQojR47Ev//+W9ClvjbCwsJw9OhRlClTxuhQC2Sabt26wcrKCps2bcLPP/8MIYRu2tatWzFr1iwA/I7LjRkzZmDVqlWwtrbGd999V9DlvJZyk/GKFSuwf/9+pKWlQaFQ4O7du9kOHUT6jOWr/TvOz88P58+fR2hoKDZt2oQbN25g2LBhiI+PR7du3XTn15S93By/c+bMQWJiInr16pUvF49fN8Yy7tu3L4CMYeP379+vm1ej0WDs2LG6Y5zfc8ZFR0djxYoVuuGiJEnCuXPnoFarC6SehQsXAgD69eune83DwwMtW7ZEfHw8li5d+krrnz17NtLS0vDVV1+hXr16uteLFSuG5cuXv5E/tGGHB1EhoW2AcvNLYe3tjZnNmTMHycnJuHjxIrp164aNGzeifv36PFHOxNSM27Rpg7t37+LkyZOoU6eObpokSRg6dCg6dOiApKQk/PHHH7LVXJS86jH8yy+/AIDuNn7SZ2q+VapUweTJk6FWq9GlSxdUqlQJ77zzDsqXL48BAwbohlN5mV8pE+W3r7/+GsnJybh27RqGDh2qG9v/8uXLBV1akVShQgU8fPgQFy5cMBg+sFu3bhg0aJDuWUqUN7TfccOHD38j/+jMa+7u7pg3bx6USiU+//xzlC1bFu+88w6qV6+ONm3aYMCAAQD4HfciP/30E4YNGwZJkvDHH3/wWVQyyG3G27ZtQ1JSEk6cOIGGDRtiyZIlaNSoEUe4eIHs8v30009x8+ZNHDp0SC9zMzMz/PDDDwgODkZkZKTBj4JIX26O38znC/w7znTZZdy+fXt8/PHHiIuLQ6NGjVCzZk2888478Pf3x5QpU3RDDfJ7zjhbW1tERkYiNjYWW7duhaOjIyZMmICPP/4432u5cOECjh07hoCAANStW1dv2vvvvw8A+P33319pG9pnfbzzzjsG00qXLo3q1au/0vqLInZ4EBUStra2AICkpKRs59FO086bWcmSJWFhYYGgoCAsW7YMLVu2xMOHD/Hrr7/KU3ARZGrGkiTBw8Mj21+paC8SvYnjIRrzKsfw3bt3ERYWhhIlSqBFixbyFVmEvUy+o0aNwqZNm9CwYUNcv34de/bsgYeHB3bv3q0bv9TR0VHewonygLu7OywsLODr64vp06djwIABiI+Px5QpUwq6tCLLzc0Nvr6+Rqfx+y1vJScnY9OmTTA3N8e7775b0OW8Nnr27In9+/fjrbfewqNHj7Bz505YWlpizZo1+PLLLwHwOy47QgiMHDkSQ4cOhVKpxMKFC3ls5jFTM/bw8IClpSWqVauGzZs3o2LFirh48SKWL1+ej1UXHS/KV6FQwNvbG25ubgbLKhQKtG7dGgC/57JjyvF7+PBh3L17FzVr1mSnqQlyk/Fvv/2GRYsWITg4GOfOncP+/ftRqVIlHD16FCEhIQD4PZcdCwsLuLq6wt7eHm+99Ra2bdsGa2trLFiwANevX8/XWrQPK4+NjUWjRo30/tMOIXv27FkcPnz4pbdx+/ZtAICXl5fR6aVLl37pdRdVxh+WUcA2bNhg9A8w7S/Vs/vjTJIkXLt2TdbayLjc/OK4oG4dKyrs7OxgZ2eH2NhYJCUl6YamyezBgwcAno/Tn5PevXtj+/btuoeSUt5n7O7uDiDjIbr0avlqh1fq0qULFAr2xRvzsvm+/fbbePvttw3m1Z54eXt7y1QxkXx69+6NOXPm8DtOJvx+y1u7du1CfHw82rVrxwsTeaxu3brYunWrwet79uwBwO84Y5KSktCrVy+sW7cOVlZWWLFiBdq3b1/QZb1WXjVjc3NzdOvWDefOncPJkyd1Q9tQhrw4hvk9lz1T89X+HcdO09wzJeM+ffroHm6d2fr16wHwey63/Pz8ULduXezatQunT5/O9rpyXktLS9MNV/Xw4UM8fPgw23l///13gztAjDF2bTUtLQ2A8ZE0AOgN/fmmKJRXleLj43Hz5k2D/+Lj4yGEMDpN+x/lvWPHjqFTp05GHz6l/VDZ2dkBgO5CpbEPoHbcbTJOkiSUL18eQMbY2lk9efIEDx8+hJOTEzw8PLBx40b069cPGzduNLo+CwsLAM/fIzI947lz5+Ldd9/F5s2bja5P+8sAT09P+YouQkzNN7N//vkHANCpUyf5Cy2iTM338ePH2LNnD8LDw42uT3sxqEaNGvIVTfSSDhw4gI8++gjz5883Op3fca9m7dq16NmzZ7ZDMvL7LW/xOy7vPXv2DPv27dONzZ0Vv+OMe/bsGZo2bYp169ahePHiCA0NZWdHHsttxosWLULv3r1x5MgRo+vh95xxuc130qRJ6NKlC44dO2Z0PfyeM+5l2gh+x5kmtxnfvXsXO3fuzPa5rPyeM/TVV1+ha9eu2T6bpyDa1S1btuDRo0eoXbs2hBBG/9M+M2/16tV48uQJANOvrWpHJbl165bROt7E5/vm+g6P7G6LyQ1JkrINPavQ0NCX3g7JIyoqCuvWrUODBg0Mpml/TVyyZEkAz4dRefTokcG82Z3M0XNvvfUWjhw5gg0bNqBatWp60zZs2AAhhO722xs3bmDRokW4e/eu0S9I7YlHcHCw/IUXIaZkfOvWLaxcuRLJyckGv5AXQmDJkiUAgJYtW+ZP8UWAKflmduzYMahUKp6wvYAp+Z46dQotW7ZE586dsXr1ar15IyMjsX79ejg6OvL4pUIpOjoa8+bNw/79+9G/f3+DO7/4Hfdqnjx5guXLl+PixYvo37+/wZ26f/75JwB+v+WVo0ePAoDe88Do1Tx8+BCNGjVC9erVdRcKtJKTk7Fo0SKoVCpegMskLS0Nbdq0QVhYGPz8/LB9+3b4+fkVdFmvFVMyPn36NJYuXQpLS0vUrl3bYPq2bdsA8HsuM1PyvXDhAtasWQMPDw/UrFlTb1pSUpLu3Jjfc8+9TBsRFxeHS5cuoWTJkq90zfBNYUrGW7duxYABAzBixAj88MMPetO0wx+VKVOGbUQmW7duxZkzZ9C+fXvd8M1aT58+1V2TzM/MtKMq9OjRI9t5qlevjnLlyuHixYtYuHAhhg8fbvK11aZNm+Lq1avYtGkTypUrpzftwYMHBudKbwSRS02bNhWSJL3UfwqFIreboUIoOjpamJubCzMzM3H69Gnd6//8848AIBwcHERqaqoQQohdu3YJAMLJyUncvHlTN+/58+dFiRIlBADh4eGhe/3GjRsGr73J7ty5I6ytrYWNjY04dOiQ7vXLly8Ld3d3AUD3HkRGRgp7e3sBQPzyyy9665kzZ46QJEnY2tqKu3fv5us+FHamZHz16lVhbm4uAIgFCxbo5lWr1WL06NECgChXrpzu+CfT8tXStgMVKlTI73KLHFPyTUxMFE5OTkKpVIq9e/fq5o2JiREhISECgJg4cWK+70NR1KdPHwFAzJs3L8f5tLnu3Lkznyor+rLLNjk5WXh7ewsA4osvvhBqtVo37e+//xYWFhZCqVSKEydO5HfJRUp2+cbExAhnZ2cBQIwbN05oNBrdtLlz5woAwtXVVURHR+d3yUXOi9qHlJQUYW5uLuzs7PRyptzJKd/AwEABQCxdulT3WnJysujWrZsAID744IP8LLXQ++qrrwQA4e7u/lJ/HyxcuFAAED179pShuteDKRmfP39eKJVKoVAoxIYNG3Svp6eni2+++UYAEJ6eniI+Pl7usosMU/Ldv3+/ACDMzMzE9u3bda+npKSIfv36CQCiWbNmcpdcpLxMGxEaGioAiLffflvm6l4PpmR869Yt3fnDxYsXda/fvXtXlC9f3uD7j4T47bffdPleuXJF9/qTJ09EmzZtBADRoUOHbJfXHs/16tXLk3oePHggVCqVUCqV4uHDhznOO3XqVAFAlC1bVmg0Gt31pjp16ojk5GTdfKtXrxYKhcLg+/j8+fNCpVIJe3t7ERYWpns9Li5ONG/eXAAQAPSuC7zucn2Hx65duzB8+HDMmDEDfn5+2Lx5MywtLU3uYKGix9nZGcOHD8fkyZNRu3ZtNG7cGGlpabq7caZOnQozMzMAQOPGjVG9enUcP34cFStWROPGjREfH499+/ahZcuWvCX3BTw9PTFz5kx8+OGHaNiwIRo3bgwLCwvs3r0bycnJmDx5MipXrgwAcHV1xaJFi/Duu+9i8ODBmDNnDsqUKYNLly4hPDwc1tbWWLlypcHQQW86UzL28/PDrFmzMGDAAPTv3x8///wz/P39cfr0aVy9ehXu7u5Yt26d7vgn0/LVunHjBgAYfagg6TMlXysrK8ybNw+dO3dG06ZNERISAltbW+zfvx9Pnz5F586dMWrUqALeIyLjLCwssGLFCrRs2RI//PAD1q1bh0qVKuH69es4c+YMVCoV5syZY3CnE+WOo6MjlixZgo4dO2LcuHFYvnw5KlasiIiICJw9exa2trZYt24dnJ2dC7rUIu/evXtITU1FqVKlcvXMO8q9RYsWoUGDBujVqxdmz54NNzc3HD58GJGRkahfvz5mzJhR0CUWGtHR0fjpp58AZJxv5fT9/+OPP/Kc7CWYmnH58uUxY8YMDBkyBB06dECNGjVQsmRJnD59Grdu3YKLiws2bNgAGxubfNqDws3UfBs0aIAxY8ZgwoQJaNmyJWrXrg0PDw8cOXIE9+7dQ2BgoG5cfXr5NoJ/x+WeqRl7eXlh8uTJGD58OKpVq4ZGjRpBoVAgNDQUSUlJ+Pzzzw3uYnjTffTRRwgNDcWqVatQsWJF1K9fH2ZmZjh69ChiYmJQrVo13R0X+WHx4sVIT09H8+bNX/gZ6dWrF7788ktcuXIFe/bswYcffohff/0VYWFh8Pf3R82aNXH9+nWcOnUKffr00d2NrVW+fHlMnjwZX3zxBerXr4+GDRvCyckJ+/fvR0pKClxdXfHo0aM369qVqT0kffr0EQqFQgwbNkyODhgqxGbPni0qVaokLCwshIODg2jYsKFYv369wXwxMTHi888/F6VKlRLm5uaiTJkyYuLEiSI1NVW4ubnxDo9c2LZtm2jUqJGwtbUVDg4Oom7dumLt2rVG5z116pTo0qWLKF68uFCpVMLDw0P07dtXhIeH53PVRYspGR84cEC0bdtWODs7CzMzM+Hj4yM+++wz8ejRo3yuuugwJd+VK1cKAKJTp075XGXRZUq+W7ZsEQ0aNBDW1tbC0dFR1K5dWyxcuFCkp6fnc9VFF+/wkM+Lsr127Zro16+fKFmypFCpVMLV1VV06dJF/Pvvv/lcadH0onzPnTsn3n33XeHm5ibMzMyEh4eH6N+/v7h+/Xo+V1p0vSjjo0ePCgAiODg4nyt7Pbwo37CwMNGqVSthZ2cnbG1tRdWqVcWMGTNEUlJSPldauK1du1b3684X/RcREWF0HbzDI2cvm3FoaKho3bq1cHR0FGZmZqJ06dJi8ODB4t69ewW4N4XPy+b7999/i6ZNmwp7e3thYWEhAgICxOjRo0VcXFwB7k3h87L5an+VPnz48AKsvmh42YwXL14sgoODhYWFhXBxcRGNGzc2eh2OMmg0GjF//nxRs2ZNYWVlJaysrETlypXFlClTXnhukNd3eGjvRF24cGGu5m/ZsqUAIDp37iyEEOLSpUuic+fOwtnZWVhZWYkaNWqIlStXikuXLmX7fbxu3TpRr149YWNjI+zs7MTbb78tzp07J6pWrSoAiPPnz+fJvhUFkhCmPao9KSkJlStXxs2bN3Hu3DkEBASYsjgREREREREREREREb2ia9euQZIkeHl5QaXSH8wpPT0d7u7uePr0KZ49ewZra+sCqjJ/KV48iz4rKyv88MMPSE9Px8SJE+WoiYiIiIiIiIiIiIiIcrBw4UL4+flh2LBheq8LITB69GhER0fjrbfeemM6OwDA5Ds8tGJjY6FQKGBnZ5fXNRERERERERERERERUQ5u3ryJ4OBgPHnyBL6+vqhcuTLUajVOnz6N27dvw8vLCwcPHkSpUqUKutR889IdHkREREREREREREREVHDu3LmDmTNnYsuWLbh79y6EEPD29kaHDh0wfPhwODk5FXSJ+SrfOzwmTZqE3bt3Y/fu3fm5WSIiIiIiIiIiIiIieo2Z/AyPV3Xp0iXs3bs3vzdLRERERERERERERESvsXzv8CAiIiIiIiIiIiIiIspr7PAgIiIiIiIiIiIiIqIijx0eRERERERERuTz4w6JiIiIiOgVscODiIiIiIgKtb1790KSJIP/VCoV7OzsEBgYiA8//BAnT57Mk+1duXIFb731Fq5du5Yn6yMiIiIiovyhKugCiIiIiIiIcsPGxgYdOnTQ/Vuj0SAuLg4XL17E/PnzsXDhQkyZMgUjRox4pe20atUKN27ceMVqiYiIiIgov7HDg4iIiIiIigQXFxcsXbrU6LTly5fjo48+whdffIESJUqgZ8+eL70djUbz0ssSEREREVHB4ZBWRERERERU5PXo0QNz5swBAIwcORJJSUkFXBEREREREeU3dngQEREREdFroWfPnqhevTru37+PDRs26F6PiYnBuHHjUL16dTg4OMDc3BwlSpRA586d8e+//+rm0z4r5NatWwAAf39/SJKEmzdv6uZJTk7G999/j8qVK8Pa2hoODg5o0qQJNm3alF+7SURERERE2WCHBxERERERvTbatWsHANi9ezcA4NGjR6hRowbGjx+PJ0+eoEmTJmjevDmEEFi7di3q16+P48ePAwDc3NzQs2dP2NjYAADat2+Pnj17wtbWFgDw7NkzhISEYNSoUXjw4AGaNGmCmjVr4tChQ2jXrh3GjRuX/ztMREREREQ67PAgIiIiIqLXRmBgIAAgPDwcADBx4kRcu3YNgwYNwrVr17B+/Xps2bIFN2/eRPv27ZGamqobCisoKAhLly6Fi4sLAGDatGl6//7ss89w7NgxdO/eHTdu3MDmzZuxc+dOnD9/Ht7e3hg/fjx27dpVAHtNRERERERAAXR4CCHye5NERERERPSGcHJyAgBERUUBAJydndGqVSt8++23kCRJN5+lpSX69esHALhx48YL13v//n0sXboU7u7umDdvnu4uECBj6Kvp06cDyOgkISIiIiKigqHK7w2OHj0aH374YX5vloiIiIiI3gCpqakAoOvcMDbMVExMDM6dO4ft27cDAFJSUl643v3790OtVqNmzZp6nR1aLVq0gEKhwIEDB6BWq6FUKl9hL4iIiIiI6GWY3OGRnJyMv/76C5s3b8a5c+cQGRmJhIQEaDQa2NjYoESJEqhYsSLatGmDXr16wczMTG/5wMBA3W3mREREREREeenJkycAMu7s0Lpx4wZmzZqFgwcP4sqVK4iJiQHwvFMkN3eh3759GwDw999/690pklViYiKePHmC4sWLv/Q+EBERERHRyzGpw2PXrl3o27cvHjx4YPSPgvj4eERERCAiIgLr16/HN998g+XLl6NBgwZ5VjAREREREVF2Tp8+DQCoVKkSAGDFihV47733kJ6eDl9fXzRr1gyBgYGoXr06hBDo0KFDrtarVqsBAOXKlUPVqlVznDenDhEiIiIiIpJPrjs8Tp48iTZt2kCj0aB379545513UK5cOZQoUQJWVlYAgKSkJDx48AAXLlzAunXrsGLFCrRs2RJHjhzR/cFBREREREQkly1btgAAmjVrhvj4eAwYMABCCKxfv96gc2P9+vW5Xm+JEiUAAFWrVsXSpUvzrF4iIiIiIso7uX5o+YQJE5Ceno5Vq1Zh0aJFaN++Pfz9/WFrawulUgmlUglbW1v4+/ujQ4cOWLx4MVauXImUlBSMHz9ezn0gIiIiIiLCypUrcfnyZXh6euLtt9/G+fPnERcXh4oVKxq9k2PHjh0AAI1Go/e6sTs0GjZsCADYt28fEhMTDaYfP34c/v7+6NSpU66GyCIiIiIioryX6w6PgwcPom7dunjnnXdyvfKOHTuiXr16OHLkyEsVR0RERERElBtr167FRx99BACYOXMmzM3Ndc/RCA8PR3h4uG5eIQR+//13zJ07F0DGcwozs7S0BADExsbqXvP19UX79u1x9+5dvP/++4iLi9NNe/ToEd5//31cvXoVXl5eHNKKiIiIiKiA5HpIq9TUVLi5uZm8ARcXF5w4ccLk5YiIiIiIiDKLiopCr169dP9Wq9WIjY3F2bNnce/ePSiVSvzyyy+6H2n5+fmhXbt2+Pvvv1GlShU0atQIlpaWOHnyJG7fvo1y5crh4sWLiIyM1NuOv78/Ll++jC5duqBatWr4/vvv4evri7lz5yIiIgJ//fUXdu7ciRo1akCSJOzfvx8JCQmoV68evvvuu3zNhIiIiIiInpNELu+3rl69Om7evImrV6/C0dExVyuPjIxEQEAASpcujVOnTr1KnURERERE9Ibau3cvGjdubPC6JEmwsbGBj48PQkJCMHDgQAQFBenNk5SUhGnTpmHFihW4ceMGVCoV/P390a1bNwwZMgQ1a9bEuXPncPz4cQQHBwMArl27hvfffx/Hjh2Dubk5VqxYgbfeegsAEB8fj59++gmrVq3C1atXYWFhAT8/P/Tu3RsfffSR7vmGRERERESU/3Ld4bFgwQJ88MEHqFy5Mn744Qc0adIECkX2I2Lt3bsXgwYNwqVLl/DLL7/g008/zbOiiYiIiIiIiIiIiIiIMst1h4cQAh9//DHmzZsHSZJga2uLwMBAlChRAtbW1pAkCUlJSXj48CEuX76M2NhYCCHw3nvvYdGiRTLvBhERERERERERERERvcly3eGh9ffff2PatGk4fPgwNBqN0XkUCgVCQkIwePBgdOjQIS/qJCIiIiIiIiIiIiIiypbJHR5az549w6VLl3D//n0kJCRAqVTC1tYWHh4eCAoK4ti1RERERERERERERESUb166w4OIiIiIiIiIiIiIiKiwUJm6wMWLF7Fy5Urcv38fnp6e6NixIypWrJjt/L///jsOHz6MxYsXv1KhRERERERERERERERE2THpDo/p06dj1KhR0Gg0EEJAkiRIkoR+/frhl19+gaWlpcEyvXv3xvLly6FWq/O0cCIiIiIiIiIiIiIiIi1FbmfcsWMHRowYAaVSiYEDB2LmzJno0aMHJEnCggUL0KhRI8TGxspZKxERERERERERERERkVG57vCYPn06JEnCli1bMHPmTAwaNAhLlizByZMn4efnh2PHjqFVq1ZITEyUs14iIiIiIiIiIiIiIiIDue7w+Pfff1GjRg00bdpU7/WKFSvi0KFDCAoKwrFjx9ClSxdoNJo8L5SIiIiIiIiIiIiIiCg7ue7wiI+Ph4eHh9FpxYsXx86dO1GqVCls27YNn3zySZ4VSERERERERERERERE9CK57vBwd3fHhQsXsp1esmRJbN68GXZ2dpg/fz4mTpyYJwUSERERERERERERERG9SK47PJo0aYKIiAhMmzYt23kqVKiA1atXQ6lUYuzYsRg7diyHtyIiIiIiIiIiIiIiItlJQgiRmxkjIiJQrVo1JCYmokaNGmjdujW++eYbo/MuX74cffr0gUajgUqlQnp6OtRqdZ4WTkREREREREREREREpJXrOzz8/f2xbds2eHt749ixY9i6dWu28/bo0QPr1q2Dk5MT0tLS8qRQIiIiIiIiIiIiIiKi7OT6Dg8ttVqNvXv3Ii4uDh06dMhx3kePHuHHH3/Etm3bcObMmVepk4iIiIiIiIiIiIiIKFsmd3gQEREREREREREREREVNrke0ion+/fvR3h4eF6sioiIiIiIiIiIiIiIyGR50uHRqFEjTJo0KS9WRUREREREREREREREZLI86fAAAI6MRUREREREREREREREBSXPOjyIiIiIiIiIiIiIiIgKCjs8iIiIiIiIiIiIiIioyJOEiWNRKZVKg9eEEJAkSX/FkoT09PRXq46IiIiIiIiIiIiIiCgXVKYuUKpUKYPOjVu3bsHa2houLi55VhgREREREREREREREVFumXyHhzEKhQK9evXC4sWL86ImIiIiIiIiIiIiIiIik/AZHkREREREREREREREVOSxw4OIiIiIiIiIiIiIiIo8dngQEREREREREREREVGRZ/JDy40JDQ2Fm5tbXqyKiIiIiIiIiIiIiIjIZHny0HIiIiIiIiIiIiIiIqKClCd3eCQlJWHNmjU4fvw4EhMT4enpiZYtW6J27dp5sXoiIiIiIiIiIiIiIqIc5foOj5IlS6JLly74+eef9V4/cOAAunXrhsjISGRelSRJaN68OZYsWYLixYvnbdVERERERERERERERESZ5PoOj4cPHyImJkbvtStXrqBNmzaIj49HcHAwWrduDXd3d1y/fh2rV6/Gjh070LhxYxw7dgzW1tZ5XjwRERERERERERERERHwikNajRs3DvHx8Rg+fDi+//57SJKkmzZhwgR8+umn+PPPP/H9999j3Lhxr1orERERERFlIYTQOw9/Xb3sfr4p+RAREREREaB4lYV3794NT09PTJkyxeCPCEtLS8yZMwclS5bEqlWrXqlIIiIiIso/ffv2hSRJOf7XqFEjLFq0CJIk4ebNmwVdslHjxo0rNBe65aglJSUFQ4cOxfLly/N0vXmtb9++8PHxeaVl/v77b/Tp08fkbc+fPx8jRozQ/bsgjtmbN2/C29sbjx8/BpAx9O/r8GMwHx8f9O3bt6DLMHD37l00bNgQlpaWcHV1RWJiYkGX9Epu3rwJSZKwaNGiXM2fmpqKwMBAHDlyRN7CiIiIiAqpV7rDIzExEbVr14ZSqTQ63czMDLVr18aWLVteZTNERERElI/GjBmDjz/+WPfvCRMm4OTJk1i/fr3uNXt7exQvXhxhYWEoUaJEQZT5Qh988AFatWpV0GXI5sGDB/jpp5+wcOHCgi4lR2PGjMGQIUNeaZnp06e/1LYnTpyIRo0a6f7dpk2bfD1mhRDo168fhg4dqnuuYVhYGDw9PfNl+2+in376CWFhYVi2bBk8PDzeuKGVzc3NMWXKFPTp0wenT5+GlZVVQZdERERElK9eqcMjICAA8fHxOc5z7949WFhYvMpmiIiIiCgf+fn5wc/PT/fv4sWLw8LCArVr1zaYV3sRtzDy9PTkheVCIPOxJOcyuVG8ePF8PWbXr1+Pc+fOYdu2bbrXjH2OKO9ER0ejZMmS6Nq1a0GXUmA6dOiA0aNH47fffsOwYcMKuhwiIiKifGXSkFYnTpzA77//jmPHjiElJQX9+/fHgQMHEBERYXT+nTt34siRI6hRo0aeFEtEREREhUfW4YH69u2LVq1aYe7cufDz84OVlRXq1auHK1euYPPmzahYsSKsra1Rq1YtnD59Wm9dBw4cQEhICKytreHs7Iw+ffrohgDKzrVr19CuXTsUK1YM1tbWqFOnDrZu3aqbnnUYqUaNGuGDDz7A1KlT4eXlBUtLS9SrVw/Hjh3TW++RI0fQokUL3V0s3bt3x71793TTnzx5ggEDBsDNzQ2WlpaoXbs2du/ebVJ2arUaU6dORYUKFWBlZQUbGxvUrVsXoaGhunmSkpLw6aefwtPTExYWFggMDMS0adMAZAxzU7p0aQBAv379chwySpIk/Prrr+jTpw9sbW3h5uaGzz//HMnJyXrZ9OrVC507d4aNjQ2aN28OAEhOTsbIkSNRqlQpWFhYoFKlSli5cqXe+oUQmDFjBoKCgmBlZYUyZcpg2rRpEEIAMByeysfHB6NHj8bQoUPh5OSEYsWK4b333sOTJ09082ReplGjRti3bx/27dsHSZKwd+9eAMDZs2fRsWNHFC9eHGZmZvDw8MBnn32GpKQk3XZu3bqFP//8U3ecGhvSaufOnWjQoAEcHBxQrFgx9OjRA3fu3NFNX7RoEVQqFY4ePYo6derA0tIS3t7euvciJ5MnT0anTp30fgCWeUirvXv3QpIk7N69Gy1atIC1tTXc3d0xatQoqNXqbNebm5q069bmpdWoUSO9u158fHwwfvx4DB06FC4uLrCzs0PPnj0RHx+PqVOnwtPTEw4ODujUqROio6P11pWWlobPPvsMTk5OcHR0NPq5fdFnW7sv8+fPh7u7O5ydnXHx4kWj+x0bG4thw4bBz88PlpaWqFChAhYsWKC3L4sWLcLt27dzHDqsb9++aNq0KT755BPY29ujXLlyUKvV0Gg0mDJlCsqUKQMLCwuULVsWv/zyi8HyS5YsQbVq1WBtbQ0vLy98+eWXSE1N1U0/fvw4WrVqhWLFisHe3h5t27bFhQsXDN6bOXPmwNvbG/b29ti5cycAYN26dahcuTKsrKxQrVo1g7YSAH7++WcEBgbC0tISHh4e+PTTT/Hs2TO9eXr27Inp06fr1UVERET0RhC5JEmSkCRJKBQKoVAohJmZmQgICBCSJImyZcuKR48e6eb9999/xdChQ4WFhYVQKBRi8+bNud0MERERERUyffr0Ed7e3gavL1y4UAAQN27c0M1nZ2cnKlasKDZs2CBWrFghHB0dhZ+fnyhTpoxYvny52Lhxo3B3dxflypXTrWffvn3CzMxMtGrVSmzatEn8+eefwsvLS5QvX14kJiYarUmtVovAwEDRpEkTsWXLFrFjxw7Rpk0boVQqRUREhBBCiLFjx4rMp7shISHCwcFB1K5dW2zYsEGsW7dO+Pr6Ck9PT5Geni6EEOLkyZPC3NxcNGjQQKxfv16sWbNGlClTRpQvX16kpaWJpKQkUblyZeHm5ibmzZsntmzZIjp16iRUKpXYvXt3thlmrWXEiBHC2tpazJw5U+zdu1csW7ZMBAQECGdnZ5GQkCCEEOKjjz4SPj4+YsWKFSI0NFSMHDlSABALFiwQycnJYt26dQKAGD16tDh58mS22wYgHB0dRatWrcSWLVvEtGnThKWlpejatateNiqVSvTt21fs2rVL7NixQ2g0GtGqVSthZ2cnpk+fLrZt2yYGDBggAIg///xTb1+USqUYOXKk2Llzp5g0aZJQKBRi0qRJuuMi8/Hj7e0tHB0dRY0aNcSGDRvE3LlzhbOzs6hdu7bQaDQGy1y4cEFUrVpVVK1aVYSFhYnY2Fhx//59YW9vL1q0aCE2b94sdu7cKYYNGyYAiMmTJ+veS3d3d9G6dWsRFhYmkpOTDY7ZxYsXCwCie/fuYsuWLeLPP/8UPj4+wsPDQ0RGRgohMo5zSZKEl5eX+Omnn8Tu3btFjx49BACxbdu2bHO/fPmyACC2b99u8H6MHTtWCCFEaGioACDc3NzEt99+K3bv3i2GDh0qAIjff/8923XnpibtukNDQ/WWDQkJESEhIXrvh52dnejYsaPYuXOnmDx5sgAgAgICROPGjcXWrVvFrFmzhFKpFJ9++qneckqlUtSrV09s3LhRzJs3TxQrVkxUr15d93nKzWdb+54EBgaKzZs3i0WLFumOg8wSExNFhQoVhKurq/j999/Ftm3bxMcffywAiO+++073nrdu3Vq4u7uLsLAwcefOHaP59enTR6hUKtG6dWuxa9cusXHjRiFExmfOzMxMjB07Vmzfvl189dVXQqFQiG+//Va37K+//ioAiA8++EBs27ZNzJ49W1hbW4uPPvpICCHEnj17hJmZmWjRooXYuHGjWLlypahcubKwt7cXly5d0ntvSpQoIVavXi0WL14s4uPjxd9//y0kSRK9evUS27ZtE5MnTxY2NjYCgFi4cKEQQojly5cLc3NzXdvx+++/C1tbW/Hee+/p7WNERITR44+IiIjodZfrDo+YmBixe/duMW3aNNGjRw8RFBQklEqlrhPk9u3bunm7dOmi6yDRnswTERERUdFkSocHAN1FPSGE7oJk5s6AadOmCQAiJiZGCCFE3bp1RYUKFXQXSYUQIjw8XCiVSvHrr78arenBgwcCgFi2bJnutadPn4qhQ4eK8+fPCyGMd3hYW1uL2NhY3Wt//vmnACCOHz8uhBCiU6dOokSJEiIpKUk3z+HDh4WPj484deqUmDt3rgAgjhw5opuu0WhEw4YNRfXq1bPNMGstPXr0ED/99JPePGvXrhUARFhYmBBCiICAAPHhhx/qzfPtt9/qfkx048YNvQuh2QEgypYtK9LS0nSvzZgxQ++90maTnJysm2fHjh0CgPjrr7/01terVy9RokQJkZaWJmJiYoRKpRKff/653jyfffaZaNWqlRDCeIeHs7OzePr0qe619evXCwDin3/+MbpM1ov027dvFw0bNhTPnj3T227FihVFy5Yt9bbVp08f3b8zH7NqtVq4u7vrzS+EEFevXhXm5ubiiy++0Ftm/vz5unmSk5OFpaWlGDRokMjO7Nmz9Y5zLWMdHqNHj9abp3Tp0uLtt9/Odt25qcmUDg8PDw+94yMwMFDY2dnpvUdvv/22qFy5st5ybm5uIj4+Xvfahg0bBACxadMmIUTuPtvafVmyZEm2+yvE8zwPHz6s9/r7778vLC0tRXR0tBAi+/YqM21blblDJDw8XEiSJKZMmaI37+jRo4WlpaWIiooSarVauLq6ig4dOujN88MPP4hq1aqJ1NRUUbNmTVGuXDm9fY6JiRHOzs6iS5cuQojn782ECRP01lO9enVRq1YtvdemTJmi9zkfMGCACAgIEGq1WjfP0qVLxcyZMw3208nJSYwcOTLHLIiIiIheN7ke0srR0RFNmjTB8OHDsWzZMly8eBHPnj3DwYMHMXPmTJQqVUo3b9WqVdGjRw/s378/29uIiYiIiOj14+TkhMDAQN2/3dzcAAC1atXSvVasWDEAwNOnT5GYmIgjR46gTZs2EEIgPT0d6enp8PX1RVBQkG6Yl6zc3NxQrlw5fPjhh+jTpw+WL18OjUaD6dOno3z58tnWV758edjb2+v+rX3GR0JCAgDg4MGDeOutt2Bpaambp06dOrhx4waqVKmC3bt3w93dHcHBwbpa1Wo12rZti+PHjyMmJiZXOS1btgxDhgzB48ePcfDgQSxcuBBLly4FAKSkpAAAGjdujHnz5qF169b49ddfcePGDYwZMwZt2rTJ1TYy69mzJ1Sq54/v69SpEwBg3759uteCgoL0hl7avXs3JElCmzZtdPuanp6Odu3a4cGDBzh//jyOHDmC9PR0dOzYUW97P//8M/75559s62nfvj0cHBx0/27Xrh1UKpVePTlp0aIF9u3bB0tLS1y8eBF///03vvvuOzx69EiX34uEh4fj4cOH6N69u97rfn5+qFOnjsFQUHXq1NH9fwsLCxQvXlx33Bhz/fp1ODo6wtHR8YW1ZF43kHFc5rTul60pOzVr1tQ7Ptzc3BAQEKD3HhUrVgxPnz7VW65NmzawsbHR/btt27ZQqVTYv3+/yZ/tKlWq5Fjj3r174ePjY5BVr169kJycjCNHjpi0z8WKFdN7xs+ePXsghEDbtm0Njvfk5GQcOHAAV65cwaNHjwyO9xEjRuDEiRNITU3Fv//+i65du0KpVOqmOzo6om3btgbHVOZ9TkpKwokTJ9C2bVu9ebI+i6Rx48YIDw9HcHAwvv32Wxw/fhw9evTA4MGDDfbR29sbN27cMCkXIiIioqLOpGd4ZGVtbY26deti4MCBeq9/+eWXWLp0KerXr/9KxRERERFR0ZK5MyGzzBdFM4uJiYFGo8HUqVNhZmam99/58+dx//59o8tJkoSdO3eiT58+2L59O3r27Ak3Nzd069Ytx04Ha2trvX8rFBmnwxqNBkDGA49dXV2zXT46OhoPHz40qPWLL74AADx48CDbZTM7fvw4atasCVdXV7Rs2RK//fabrhbx37MvfvrpJ0ycOBE3btzA4MGD4evri7p16+LMmTO52kZmHh4eev/W7mPm52bY2toa7KsQAnZ2dnr7qr0Ae//+fd0zHXLKLDf1KBQKuLi46NWTE41Gg//9739wdnZG+fLlMWjQIJw6dQpWVla6/F5Euy13d3eDae7u7gYX940dO9rjxpjY2Nhsj/usTF33qy6XlbHPbW5qz5qd9n2MiYkx+bOd9fjL6smTJ9m+VwAM3q8XMXa8AxmdoplrrVmzJoDcHe9Pnz6FECLXx1TmGmJiYiCEgIuLi948JUqU0Pt3t27dsHz5ctja2uLbb79FjRo14Ovri1WrVhls08bGBrGxsUZrJSIiInpdqV48i6GUlBRERUWhePHiMDc3z3Hex48fIy4uDr6+vi9VIBERERG9vuzt7SFJEoYOHWrwS3vA8IJuZiVLlsTs2bMxa9YsnDlzBmvWrMGUKVPg4uKCWbNmvVQ9jo6ORh+WvnXrVlStWhWOjo7w9/fH8uXLjS6vfZB4Tp49e4ZWrVqhUqVKuHDhAgIDA6FQKLB161asXbtWN5+FhQW+/vprfP3117h9+zY2bdqECRMmoEePHnoPQM6NqKgovX9HRkYCyLmjwtHREba2tnoPUs+sTJkyOHToEICMc/6AgADdtNu3b+PatWvZ/gAqaz1qtRpRUVG57jiZMmUKpk+fjjlz5qBjx466OxG0F6dzw9nZGQDw8OFDg2kPHjwwuPBsKhcXF5MvwuclSZIAwODh5/Hx8S/sXMitrB1Umd/HV/lsG+Ps7IyrV68avK7tZHzV90t7J86ePXtgZ2dnMN3Ly0vXNmRtI6Kjo3Hy5EnUrVsXkiS91DHl7OwMhUKh+2xmXndW3bt3R/fu3REbG4sdO3Zg6tSp6NmzJ+rXr4+SJUvq5ouJiYG3t3f2O01ERET0GjLpDo/Hjx/j3XffhYODA7y8vODg4ICuXbviypUr2S4zbNgwlC1b9pULJSIiIqLXj52dHapVq4bLly+jevXquv/Kly+PsWPHGgwBoxUWFgY3Nzf8+++/kCQJVapUwcSJE1GxYkXcunXrpetp0KABduzYgdTUVN1rp06dQps2bXDixAmEhITgzp07cHV11at3x44d+P777/WGBcrO5cuXER0djSFDhqBcuXK6Ozu0Q0BpNBokJSWhbNmy+PHHHwFkXGwdOHAgunfvrtu/zEPmvMjGjRv1/r1mzRpIkoTGjRtnu0xISAji4+MhhNDb13PnzmH8+PFIT09HrVq1YGZmhk2bNukt++OPP+Ldd9/NtsatW7fqZbxx40akp6ejadOmRufPup6DBw+ifPny6Nevn66z4969ezh37pzeHQ45ZRQQEAB3d3esWLFC7/Xr168jLCzsle9W9/b2RkJCQq6HOctr2rs27t69q3stJiYGFy9ezLNt7NixA+np6bp/r1mzBunp6WjcuPFLf7azExISgps3byIsLEzv9aVLl8Lc3Nykzi5jGjZsCCCjMy5zvY8fP8aYMWMQHR2NwMBAuLi4GBzvixcvRuvWrZGamorq1atj1apVeh1NsbGx2Lx5c47HlKWlJerWrYu1a9fq3aWUdVvdunXDO++8AwBwcHBAly5dMGbMGKSnp+vdNSOEwL1799jhQURERG+cXN/hERsbi/r16yMiIgKSJMHJyQlPnjzBmjVr8M8//2DBggXo0qWL0WVze1s5EREREb15Jk2ahNatW6Nnz57o2bMn1Go1pk2bhqNHj2LMmDFGl6latSqsra3Ru3dvjBs3Du7u7ti1axdOnz6NIUOGvHQtY8aMQZ06ddCmTRsMGTIESUlJGD16NGrWrIkWLVogLS0Nv/76K5o3b46vvvoKXl5e2LlzJ6ZOnYrBgwfDzMzshdsICAiAvb09vvvuO6hUKpiZmWHNmjX4448/AGQ8T8TKygrBwcEYP348zM3NUalSJYSHh2PRokXo3LkzAOgu9O/evRtBQUF6z0nJ6siRI+jVqxd69+6NM2fOYOzYsfjoo49yvAu7devWaNiwIdq3b48xY8YgKCgIx44dwzfffINWrVrpfq3++eefY/r06bCwsEBISAiOHj2K2bNnY9q0abrOnKzu3LmDdu3a4bPPPsOdO3fw5ZdfolWrVmjUqJHR+R0dHREWFoY9e/agatWqqFmzJiZMmIApU6agTp06uHr1KiZNmoSUlBS9Z1g4Ojri1KlT2Ldvn8EFcYVCgcmTJ6Nfv37o0aMHevfujaioKIwbNw7Ozs4YNmxYttnkRosWLQBkdM5kfS5DfqhUqRJKlSqFb7/9Fvb29lAoFJg0aVKuh9nKjQcPHqBTp04YPHgwIiIi8OWXX6J58+a6jquX+Wxnp2/fvpg1axY6dOiAb7/9FqVLl8bff/+NBQsWYOzYsbl6VkpOKlasiF69euHDDz/EzZs3Ub16dYSHh+Orr75C6dKlUbZsWSiVSowfPx4DBw6Eq6sr2rVrh/DwcIwdOxaDBg2Ck5MTJk+ejJYtW6J169YYOHAgUlNTMXnyZKSkpOCbb77JsYZJkyahSZMm6NixIwYMGIDw8HB89913evM0adIEH3/8MUaMGIHWrVsjJiYG48aNg7+/PypXrqyb7/z584iNjUWrVq1eKRciIiKiIie3TzcfNWqUkCRJtG/fXkRFRQkhhLh27Zro2rWrkCRJKJVKsWTJEoPlevXqJRQKxas9Wp2IiIiICkyfPn2Et7e3wesLFy4UAMSNGzeynW/s2LEi6yln1uWEEGLXrl2iQYMGwsrKSjg4OIgmTZqIAwcO5FjXlStXRMeOHYWrq6swNzcX5cuXF3PmzMl22yEhISIkJERvHaGhoQKACA0N1b0WFhYmGjVqJKysrISbm5vo37+/ePz4sW56ZGSk6N+/v3B1dRUWFhYiICBAfP/990KtVmdba9ZaQkNDRfXq1YWVlZVwdXUVLVu2FAcPHhR2dnbiiy++EEII8ezZM/HZZ58JLy8vYW5uLjw9PcWIESNEYmKibj3Dhg0TNjY2wsnJSaSmphrdNgAxdOhQ0bVrV2FlZSVKlSolJkyYINLT03PMRggh4uPjxdChQ4Wnp6cwNzcXpUuXFl9++aVISkrSzaPRaMQPP/wg/Pz8hIWFhQgMDBS///67bnrW48Lb21t0795dfPrpp8LW1la4ubmJoUOH6u1X1mX27Nmjy2HZsmUiOTlZDBw4ULi7uwsrKysREBAgxo4dK8aPHy8sLCxETEyMEEKI5cuX696nAwcOGD321qxZI4KDg4W5ublwcXERvXr1Erdv39ZNN7aMdj/69OljNHOtatWqiY8//ljvNQBi7NixQgjjx58Q2b8fptZ07NgxUbduXWFhYSG8vLzEjBkzxIABA/TWbWw/jG3f2Ps4fPhw8cEHHwhbW1vh7OwsPv30UxEfH6+33Is+29ntizGPHz8W77//vihevLiwsLAQlStXFn/88UeOdRqT3TxpaWni22+/Fb6+vsLMzEx4enqKTz75RERHR+vNt2jRIlG+fHlhbm4ufH19xcSJE0VaWppuemhoqG6fHR0dRbt27cT58+f1pht734UQYufOnaJGjRrC0tJSBAUFiU2bNgkAYuHChbp5Zs6cKcqVKyesrKyEs7Oz6Nq1q7h586beeqZOnSpKlCih9zknIiIiehNIQuTu9ovAwEA8ffoU165dM/hV0IwZMzB8+HCoVCqsW7cOb7/9tm5a7969sXz5coOxY4mIiIiISH6SJGHs2LEYN25cQZcCAPDx8UGjRo2waNGigi5FdmvXrkX//v1x7969PHtuBtGLCCFQtmxZDBw4EJ9//nlBl0NERESUr3L9DI9bt26hZs2aRm+BHjp0KKZPn4709HS8++67OH78eJ4WSUREREREVNR07NgR5cuXx2+//VbQpdAbZN26dVCr1RgwYEBBl0JERESU73Ld4WFubq43Hm5Wn3/+OUaMGIHExES0bdsWN2/ezIv6iIiIiIiIiiRJkrBkyRL8/PPPePz4cUGXQ2+A1NRUfPnll1iyZAmsrKwKuhwiIiKifJfrIa3q1KmD8+fP4+LFiyhVqlS283Xq1Anr16+Hv78/9u7di5EjR3JIKyIiIiIiIiIiIiIiklWu7/Do168fEhIS0KpVK2zbtg0xMTFG51u2bBlq166NiIgIVK9eHefPn8+zYomIiIiIiIiIiIiIiIzJ9R0eQgh06tQJGzZsgCRJCAoKyrYzIy4uDq1bt8ahQ4cgSRIA8A4PIiIiIiIiIiIiIiKSTa7v8JAkCWvXrsW8efNQt25d+Pr6ZjuvnZ0dQkND8eWXX3LcUCIiIiIiIiIiIiIikl2u7/B4WU+ePMG+ffvwzjvvAADCw8MRGRmJhg0byrnZfBcVFYXt27fDx8eHnTxERERERERERERERHkkKSkJN2/eRMuWLeHi4pLtfLJ3eGTVu3fv1/Ih5suWLUOvXr0KugwiIiIiIiIiIiIiotfS0qVL0bNnz2ynq/Kxlteaj48PgIzAg4KCCraYAhaXkIgTFyMQXM4fdjbWBV3Oa4kZy4v5yov5yo8Zy4v5yov5yov5yo8Zy4v5yov5yov5yo8Zy4v5yov5yqso5lsUa5bTpUuX0KtXL911+OywwyOPaIexCgoKQrVq1Qq4moL1NC4eT9MVqFylEhztbAu6nNcSM5YX85UX85UfM5YX85UX85UX85UfM5YX85UX85UX85UfM5YX85UX85VXUcy3KNacH170OIlcP7SciIiIiIiIiIiIiIiosGKHBxERERERERERERERFXns8KA8Z2VhgSoBfrCysCjoUl5bzFhezFdezFd+zFhezFdezFdezFd+zFhezFdezFdezFd+zFhezFdezFdeRTHfolhzYcBneFCeszA3g3dJt4Iu47XGjOXFfOXFfOXHjOXFfOXFfOXFfOXHjOXFfOXFfOXFfOXHjOXFfOXFfOVVFPMtijUXBrzDg/JcSmoabt2PREpqWkGX8tpixvJivvJivvJjxvJivvJivvJivvJjxvJivvJivvJivvJjxvJivvJivvIqivkWxZoLA3Z4UJ5LSknB6fBrSEpJKehSXlvMWF7MV17MV37MWF7MV17MV17MV37MWF7MN4NQq2VZL/OVF/OVHzOWF/OVF/OVV1HMtyjWXBiww4OIiIiIiIioCFAnJuLB9Om4ULMmEs+fL+hyiIiIiAodPsODiIiIiIiIqJB7tm8fHkyZgrTHjwG1GumPHxd0SURERESFDu/wICIiIiIiIiqk0iIjcXvYMNweMgQWvr7wXbQoY4IQBVoXERERUWGU73d4BAUFoWHDhvm9WcpHKqUSxRztoVIqC7qU1xYzlhfzlRfzlR8zlhfzlRfzlRfzlR8zlteblK9QqxH91194NGsWFNbWKDV1KuxbtIA6Nla2bb5J+RYE5is/Ziwv5isv5iuvophvUay5MJCE4M9C8sLJkycRHByMEydOoFq1agVdDhERERERERVRSRcu4N7EiUi+fBnOXbrAbdAgKO3tAQDpsbG4HBKCUtOmwaFZswKulIiIiCh/5Pb6O5/hQXlOCAGNEFBIEiRJKuhyXkvMWF7MV17MV37MWF7MV17MV17MV37MWF6ve77q+Hg8mjUL0StXwrJMGfguXgzrihX15tHttwy/XXzd8y1ozFd+zFhezFdezFdeRTHfolhzYcBneFCei41PwOZ9RxAbn1DQpby2mLG8mK+8mK/8mLG8mK+8mK+8mK/8mLG8Xtd8hRCI3bULEe+8gyfr18P988/ht3y5QWcHAEDGDo/XNd/CgvnKjxnLi/nKi/nKqyjmWxRrLgxyfYfHN99889IbkSQJ48ePf+nliYiIiIiIiF5Hqffu4cGUKYg7cAB2ISEoMWoUzEuWzH4BGTs8iIiIiIq6XHd4/Pjjj0hOTtb9OzeP/pAkCUIIdngQERERERERZSLS0hC1bBke/f47lPb28Jo+HXaNG794yIr/pvNxnERERESGct3hcerUKXTo0AGXL1+Gr68vevfuLWddRERERERERK+lxLNncX/iRCRfvYpi774L14EDobSxydWykuK/kanZ4UFERERkINcdHmXLlsXevXtRr149XL9+HVWrVkW7du3krI2IiIiIiIjotaF+9gyRv/yCJ2vWwDIoCH5Ll8KqXLmXWxk7PIiIiIgMSMLE+2DPnDmDOnXqoFixYrhy5QqsrKzkqq1IOXnyJIKDg3HixAlUq1atoMspUBqNBimpabAwN4NC++sjylPMWF7MV17MV37MWF7MV17MV17MV37MWF5FNV8hBGK3b8fDH36AJjkZboMGwblrV0hKpcnr0iQn42Lt2vD87js4tmmTp3UW1XyLCuYrP2YsL+YrL+Yrr6KYb1GsWU65vf5uclKVK1fGsGHDcO/ePcycOfOViqTXk0KhgJWlBT+IMmLG8mK+8mK+8mPG8mK+8mK+8mK+8mPG8iqK+abcuYNbn36Ku//7H6yrVoX/unUo1r37S3V2AHj+0HIZFMV8i5I3Id9x48ZBkiST/rt58yb27t0LSZLg4+OT7foqVar0wu2vWrUK1laWUCqV6NWrl940Hx+fXNfUt29fg3Wnp6dj3rx5aN68Odzc3GBubg43NzeEhIRg+vTpSExMNFqTdrt79+7Ve127rQkTJuQq09GjR2c7z8mTJzFo0CBUrFgRDg4OsLKyQkBAAAYOHIiIiIgc6zIlj5c9hvv27Wt0vQqFAlZWVvDy8kLnzp0NMgKARo0aZVuXQqGAnZ0dypUrhyFDhuDRo0e53rax/7Ief5lduXIF//vf/1C1alUUK1YMFhYW8PX1Rd++fXHixAmT8sguI6VSqTt+c1OvMdu3b0evXr1QunRpWFtbw9raGuXLl8eQIUMQHh5udBlTP7PGPh+5kZfb0Ds+2AABAABJREFUuXLlCqytrXP8XGT1ouNXo9Fg7ty5qFOnDuzt7WFpaYmAgACMGjUKT58+NZg/JiYmx/rd3d1zXVtONd+5fQvvv/8+vLy8YG5uDmdnZ7Rs2RLbt2/Pdj8WLFiA6tWrw97eHi4uLujQoUOeHKfGCCHQrFkzeHp6yrL+l5HrIa0y+9///ofixYvDzc0tr+uh10BCUjIuXruFcn7esLGyLOhyXkvMWF7MV17MV37MWF7MV17MV17MV37MWF5FKV9NWhqi/vwTj+fNg8rZGV4zZ8K+YcNXX7H2oeUazauvK4uilG9R9CbkW6lSJfTs2VPvtcjISOzatQs2Njbo0KGDwTK2tra5Wve5c+dw5coVlC1bNtt5li1b9sL1NGvW7IXXs+rWrav376dPn6Jp06Y4efIkihUrhho1asDe3h4PHz7E6dOnsX//fsycOROhoaEoXbp0rvZHa+LEiejQoQMqVqxo0nIAkJycjGHDhuG3334DAAQFBSEkJASpqak4e/YsZs+ejfnz52PJkiXo2rWr0XWYkserHsMVK1Y06LhKSUnB1atXsXbtWqxbtw6zZs3CJ598YrBsnTp14Ovrq/daeno67ty5g+PHj+PSpUtYv349jh07ZvRCs7FtZ1W8eHGD1zQaDSZMmIAJEyZArVbD19cXtWrVgkKhwIULF/Dnn39iyZIl+OGHHzBs2LDcxGBU3bp1kZySgti4BDjY2UClVOL69esICwuDq6srmjdvnuPyMTEx6NGjB7Zt2wYAqFChAqpVq4b4+HicP38eM2fOxKxZszBp0iSMHDlSb9msn1kA2LlzJx49emQ096yfj9zKq+1ERkaiQ4cOSEpKMmn7OR2/Go0GnTt3xvr162FtbY2aNWvCxsYGx44dw/fff49169bh4MGDep+VkydPAgACAwMRHBxssD1HR0eT6jNm1549aPd2WyQlJcLf3x9t2rTBvXv3sGPHDuzYsQM//PADRowYobfMJ598grlz58LJyQnNmjVDZGQkNm7ciK1bt2Lz5s1o0aLFK9eV2YgRI7B79254eHjk6XpfiSjENBqNmDt3rggODhaWlpbC3t5e1K9fXyxevNjo/A8fPhQDBw4Ufn5+wtLSUpQuXVqMHDlSPHv2zOj8arVa/PHHHyI4OFjY2dmJYsWKifbt24vjx4+bXOuJEycEAHHixAmTl33dxDyLExv2HBIxz+IKupTXFjOWF/OVF/OVHzOWF/OVF/OVF/OVHzOWV1HJN/7ECXHlnXfEuWrVxIPp04U6MTHP1q1JTRXnKlcWTzZuzLN1ahWVfIuqNzXf0NBQAUB4e3ubPM/YsWMFAOHo6CgAiIkTJ2a7jtjYWGFhYSFUZmYCgOjZs6fedG9vbwFAhIaGmrwPvXr1EgBEv379REpKit60mJgY8e677woAIjg42GDZ7LYLQPdfcHCwSEtLM7ptbQZff/213usajUa0bt1aABBVq1YVR48e1Zuempoqpk2bJiRJEiqVSmzbti1XdeXkZY/hPn36CABi7Nix2c4zd+5cAUBYWFiIBw8e6F4PCQkRAMTChQuzXfbGjRuiXLlyAoAYMGCAydvOySeffCIACB8fH7F9+3a9aRqNRixZskSYm5sLAGL+/PkvtQ2trPkuXLhQABAhISE5LhcfHy8qVaokAIj69euLM2fO6E1Xq9Vi1apVwsXFRQAQgwcPfmEtuck9L5i6ndOnT4syZcroPjtZPxc5yen4nT9/vgAgAgICxI0bN3SvP3v2TLRt21YAEF26dNFb5ocffhAAxK+//prrGjLTfgazk5aWJrx9fDKO3/HjhUaj0U3bsWOHMDc3FwqFQpw7d073+saNGwUAUbFiRREVFaV7fc2aNUKpVIoSJUqIhISEl6o3q4SEBN3nC4Dw8PDIk/XmJLfX3wv1fZSDBw/GRx99hEuXLqFhw4aoW7cuTp06hffeew/9+/fXm/fBgweoVasWZs2aBWtra7Rp0wZqtRrff/896tWrh2fPnhms/5NPPsH777+P69evo1mzZggICMDGjRtRp04d7NixI792k4iIiIiIiF4D6U+f4t748bjRvz8UNjbwW74c7kOHQpGXz77UDmPCh5bTG6R9+/aQJAmrV6/Odp7169cjJSUF1WrUytNtp6WlYeXKlTA3N8esWbNgbm6uN93R0RELFy6Em5sbTpw4gX///dek9Xt6euLEiROYOnWqScvNnj0bW7duRVBQEPbs2YOaNWvqTTczM8Pw4cPx1VdfIT09HaNGjTJp/fntww8/RNWqVZGSkoItW7aYtKyPjw++//57AMCmTZvyrKYtW7bgt99+g6urK/bv32/wy3hJktCrVy/MmjULAPD1118jOTk5z7afWyNGjMDZs2fRokULhIaGGtzJolAo0KVLFxw5cgQODg745Zdf8M8//+R7na8iLi4Oo0ePRu3atXH16lWT76R6kYULFwIAfvzxR72hzezs7LBgwQJIkoQNGzbo3VWivcPD2N0deWHv3r24dfMm/AOC8PnQYXrDmDVv3hwfffQRNBoNVq5cqXt92rRpAIAffvgBxYoV073eqVMn9OzZEw8ePMBff/31yrVt3LgRVapUwZ9//mlwZ05hkOsOj/79+2P+/Ply1qLnn3/+waxZs1CqVClcvnwZ27dvxz///INLly6hVKlSWLhwod6Hc+DAgbh16xa++uornD17FmvWrEFERAS6du2Kc+fOYcyYMXrr//vvvzF37lxUrFgRERERWLduHQ4dOoQ1a9ZAo9Ggb9++2Y6/SERERERERKQlhEDMpk2IeOcdxO7ciZJffw3fP/+EVUBA3m+MHR70BvL09ESdOnVw5swZXL161eg8f/31F+wdHBBcq06ebjsmJgZpaWnZPjMBACwtLTF8+HC8//77MDMzM2n9c+bMAQB8++23uHDhQq6XmzFjBgBg8uTJOQ6dM2LECFStWhXVqlVDVFSUSbXltzJlygCA0WdxvIj2InV0dHSe1TN9+nQAwFdffYVSpUplO1+/fv1Qv359NG3aFHfv3s2z7efGvXv3sGDBAqhUKvzxxx9QqbJ/eoGfnx8mTZoEABg/fnx+lZgn/vjjD3z33XdwcnLC+vXr8d577+Xp+p2cnBAYGIjatWsbTHNxcYGTkxPS0tL0PkOnTp2CUqlE5cqV87QWrbi4OFSrFoxqtQxrAqAb3u/+/fsAgNjYWBw6dAi2trZo2rSpwfzvvPMOAGDz5s2vVNfTp0/RoUMHXL9+HUOGDHnl9ckh1x0eixYtwv79++WsRc/SpUsBZDT4mRuVUqVKYdCgQQCg6/C4evUqNmzYgFKlSul9YM3NzTF37lzY29tj3rx5iI+P103Lrx4vIiIiIiIien2l3LqFmwMG4N6YMbCtVQv+GzbAuUsXSHI9mFr7DA92eNAbRvsMCmN3eURHR2PXrl1o06YNVCZ2OLxI8eLFUaJECaSkpKBnz564ceOG0fm++OILzJ8/H1WqVDFp/S1atMD777+P1NRU9O3bF2q1+oXLHD9+HNeuXYOdnR3efvvtHOd1dHTEyZMnsWDBAri4uJhUW37Tdvh4eXmZvOzWrVsBZDy7Ii88evRI9xD17t275zivUqnEgQMHsGzZMl2nTX7ZsmULUlNTc/3Q6N69e8PCwgJHjx7NtvOwMHJzc8OkSZMQERFh9FlAr2rTpk24dOmS3jVirWvXruHJkycwNzfXPeclISEBV65cga+vLxYsWIDg4GDY2trC1dUV3bt3z/YB8aZ45513sHvvXnTv+4HR6ceOHQMA3ft+6dIlaDQaBAYGGu34KleuHICM5yG9CoVCgR49euDs2bP46aefYJWXd7HmkZd6aHl+WLRoEb7++mt4e3sbTNN2XGjfvH/++QdCiIwvtixvqIODAxo3boyNGzdiz549aNeuXa56vBYvXozNmzcbDJ1FL2Zpbo4gXy9YZrnNk/IOM5YX85UX85UfM5YX85UX85UX85UfM5ZXYcpXk5KCxwsWIGrBAqjc3OA9ezbsXvJBriaR8Q6PwpRvUZZ69y7UcXFGJqQhQKQC168jyTxvL8q/KqWdHcxzcbG0IHXp0gXDhg3D6tWr8eWXX+pNW7t2LdLT09G9e3dcuHwlT7crSRKmTJmCPn36YP369Vi/fj2qVKmCxo0bo2HDhmjYsCGcnZ1faRvTp0/H9u3bcfz4cXz//fcG+5fV5cuXAWQMpaNUKl9p26aQq40QQmDSpEm4ePEiHBwc0KZNm1wtl5KSgrt372LNmjX45ptvAACjR4/Ok5quXLkCjUYDHx8fuLq65sk6X+Rl8j169CgAoEaNGrma387ODsHBwTh8+DBOnjyZ7x00L+tFnU658bLH71dffQUAePvtt2FpmfGw89OnT0Oj0SAiIgJDhgxBgwYN0LhxY5w6dQp//fUXNm/ejM2bNyMkJESWms+dO4cVK1ZAkiR07NgRwPM7PUqUKGF0XdrXIyMjX6kme3t7LFu27JXWIbdC2+FhZmam63nKLCwsDLNmzYJSqUTPnj0BPO8Bzq4Xt1y5cti4cSPOnTuHdu3a5VuP15vK0sIcZb0L94lSUceM5cV85cV85ceM5cV85cV85cV85ceM5VVY8o3/91/cnzgRaffuwaVPHxT/8EMo/rsIIjdJzg6PQpJvUZYeE4Mr7doBGk228+TvgDe5pFQicNcuqJycCrqSbJUsWRL16tXDgQMHcO3aNfj5+emmrVy5EsWLF8dbrVoh+gXDNjVu3PiF24qJidEbJuq9996DnZ0dhgwZgjt37uD06dM4ffo0ZsyYAYVCgbp162Lo0KG6C4+m0o5M8tZbb2H8+PFo37690WtiWg8ePACQ8av3V2VKHq/aRqxbt87groJnz57h1KlTuHv3LszMzDB//nyjQ3T169cP/fr1y3bdxYoVw48//pjtr//Hjx//wmGc1q9fr1s+LzPOrZfJVzv8lyl1uru7A8gYDutN8jL5zpgxA6tWrYK1tTW+++473eunTp0CkDFM2ObNmxEYGAgg45k///vf/zB9+nR069YN165dg42NDfbu3ZvtZy3rcHmhoaFo1KhRtjU/evQInTp1glqtRr9+/XRDaiUkJAAArK2tjW5HeyeGdr7XWaHt8MiqR48euHTpEk6fPo1ixYphxYoVuofCmNqDJWeP14mTpxCX8PzZHyqlEr6lfeDq6oY4I88EcbSzBQDEJSYZ3LZobWkBczMzpKSmISklRW+aSqmErbUVhBCIjTc8UO1trKFQKJCQlIy09HS9aZYW5rA0N0dqWjoSszxMSalQwM4m44PxNC4eWdlZW0GpVCIxORmpafrrtTA3g5WFBZKSUnAvKhqOtjZQqTJ+aaCQJNjb2gAAnsUnQJPl5NzGygpmKiWSUlKQkpqmN83cTAVrS0uo1WrEJSYhK12GCYlQZzmptLa0hLmZCsmpqUhOSdWbZqZSwcbKEhqNBs8SDN8bB1sbSJKE+MQkpGd5b6wsLGBhbobUtDQkJuu/N0qlEnbWGY2I8QytoVRm896Ym8PSwhxp6elISNJ/bxQKBez/e2+inz5DTFy8Xsa2VlZQqZRISk5BSlrWDM1gbWmBdLUa8VkylCDBwe6/9yYhEZosGdpYWsLMTIXklFQkp+Z9hnl+fGszTEtHQnL2GcbGJUBA/zi0tbaCSqnEs7gEPHoaq5evhZkZrCwtkJ6uRnxSlgwlCQ62OWRoZQkzVc4ZqtUathFsIwCwjdBiG6GfIdsIthFar9pGpKWl4/bDR3DIlC/ANsIgQ7YRbCP+k7WNUMfEIHb2LCRu2warKlXgNX06UKoUnqWkAmnP90n2NkKSkJicDEWWHNlG6GdYEG2EyskJJVb8ZXCHh7WlBYQAHsU8hbWFBZTK50OematUsLAwh1qtNnjPJUmC7X/fCwlJyQYZWllaQKVUIiU1DalZ3huVSgkrCwuo1RqDzyMA3ecxITkFsLZCvMoM+O+Yyss2QntcaIRAcmqq0TYi67GjbSO037/JKalQq9Xo2rUrDhw4gCXLluHzocMAZFz827dvHz766COkpakR+SQGAJCalo6ncfF6bQQANGrcGMWLP//FvkqphEIhQa1WQ63JaD8SU1KBuHi9NqJxs+Y4dfYcDh44gF27duLQgYM4e/YM1Go1Dh48iIMHD6Lbu90x+/ffoVAodOcR2hYpPjFJt19mmX58+zQuHiqVCrXr1UfPXr2wbOlS9OvXD4cPH0ZSSqpeBk/j4mFlYaF7TkhScrJee2rKeYS2rdTmoVQooFQqoNFokK7WP86S/2uTX7aN0Dp37pzej4slSYK1tTVKlSqF3n364MMPP0LFSpV0tdtk6kiuUbMmfHwyHlSdmpqCw4cP4/GjRyhWrBim/jANbf779b12WW0bkZae0T6UK18e5ctX+C8nBZQKRUa7nmlfHZ2LIT4xKeM7/b/3KCU1VS9LOc8jhEbg3uNo2FpZQqVS6j4j2s+9sfOIlP/aTnNz81yfRwhIessaO4/I3K7KeR6h3U7if8dybs8jsn4ugBefR6gUSkQ+iYGlubne8ZvdecRvs2bhqy//B0mS8Mcff8C7dGndtnr0fg8NGzeBna0NSnt7651HfP3NWOwJDcXpU6ewZs0a9OnTB7Z29ujStZteTVu3bEZCQgLe7d5d7zi0srVFQlIybKwskZKSijuPonTnPQ8ePEDH9u0QERGB6tWrY8r3PzxvL/87x9HWn/U8Iv2/41Wj0WT73rzMecSzLOuJjU8wGHYzr84j4oycDxhjUofH9evXsXjxYlMW0XmVh8lER0djxYoVun9LkoRz586hY8eOUCqVue7B0g6FJWeP10cfGo6rNnbsWIwYOQr7jp81mNa+ccYtz6cuRSDmmf6XUbUgf5RyL457j6JwLkJ/jMjiTo6oW6Uc0tVqo+ttVa8GLMwVOB9xAw+jY/SmlffzQRmvkngc8xTHL+jf6ulga4NGNTJ6Bg+cOGfwx0LjmlVgb2ON8Jt3cfuB/kOk/L08UM7PG5FPYnDh6k29aZYW5mhZtzoAIOzsJYOLBvWqlIeLkwNu3H2IiNv6PcxeJVxRNbAMEpJTDPZVIUlo2yjjgWQnLkYYfFirly8LD1cX3H0YhQvX9GtyL+aEWpWCkJZuPMPWDWrCTKXC2Ss38Djmqd60iv6l4etZApHRT3HyUoTeNCd7WzQMrgQARtfbtFZV2Fpb4fKN27gbqf/LkwAfTwSW9kJMbBzCzl7Sm2ZjZYlmtasBAI6eu6T70tZqUK0inB3scO3OfVy7+0Bvmo+HOyqX9UV8YpJBTSqlEm0a1gIAHD8fbvCHXs2KgSjh4ozbDx/h0vXbetNKFi+GGhUCkJKaZnRf3w6pDaUk4XT4NUQ/faY3rUqAH7xLuuFh1BOcDr+mN62Yoz3qV60AjRBG19uiTjCsLC1w8dot3H+s/0CyIF8vlPX2RFTsMxw7d1lvmp21FZrUqgoAOHjqvMEfRiHVK8HRzhbht+4arNfPswQq+JfGs4REHDipf/eXuZkKb9WvCQA4du6ywR+QdSoFwbWYE27ef4jwm/q/5/J0c0FwubJISjE8vgG2EVpsIzKwjcjANuI5thEZ2EZkyE0bkZCcjPNZ8gXYRmixjcjANiKDXhtxPhyaPbtQbNMGAEB0t54o268PLN1dcfX2/fxvIyQJETfv4lmWdbONyFDQbcSRyBjDNuK/B9ifjzoLJOpf7PHzdEYF/9J4EhuHMGNtRHAQAODQkZNISNK/sFintC9ciznh1o3bxtuIoLKIT0xC2NFTBvvavnrGj0j/PXEWMfejgfvP9zcv24hz/70HySmpuPswymgbcS7L+6RtI27ez/gh6u0Hj5CQnILOnTtjyJAhWLpsOao2aAYA2LxuNdRqNd59911EPonBvf+O/UdPYrDv+Fm9NgIAmrbtiIpVqun+rW0jLl67pWsj/r2YcReC0TbC1hnNOnRDi3feRUi18ggNDcXk73/A0cOHsPKvFXBwK4nW7TvqziO0F4pPh1+D2soBQEYbobX/xFkolRmX51p37Y1t27bj2LFjmDZtGhq0bKuXwb7jZ1HRv7Tuh7rXbtzSew9MOY/QtpXaPLRtxKPoGIM24vy123Av7vLSbYRWt/f6o3vf93X/ztxG7Dl6Ck+ytCM1Kwbq/n/tRs3QtNXzoa5GjLbF7zO+x7Jly/D1118DNo5wydSRpW0jnjzLaB8qBtfSbVvbRty6H6nXRsSqM96n+lUrwE13F8R9vZrkPI8AgDOZ6rl84w4AIOm/98rYeYTSIuMa5uPHj3N9HnHl2vWMiWYW/63f8Dvwadzz82I5zyO027l84w72HT+b6/OIWw/0PxfAi88jSroWw4mL+t+rgOF5RFJyCv6cOxsbVi6HQqHEz7/8gnfffVevjdDyUmYMNZX1PKJshco4feoUjh8/jj59+iBeo0TPjz/TWzYs7DASEhIwYco0vfOIh3GpQMQN1KoUhNiERN15z60b1zHxqy/wOPIhqlevjh07duDSrQe684ibDx4DAGKexgKAwXlEUmJG1jY2GZ2BefW3RuRD/c/84dMXDDqc8uo84rSR988Ykzo8wsLCEBYWZsoiOq/S4WFra4vIyEhYWlri0KFD+OyzzzBhwgQ8ePAA8+bN041XmPUWoKy0vZymzC+EeOF8mc2dNx9l/zuRAZ7f4WFlYaFrvIypGuRvtLcUADxcXeDsYKc3TfXfPqiUSqPrNfuvp7KCf2kElC6lN83SIuPDWNzJ0WBZZaYH6zUIrmiwXpv/agrw8UTpTF9aQEZvKQDY2mQ0ttWCyuh6XhWZMqxTKcjor64AoLSnO0q66j8gyNxMpdt2ThkGl/M3+stMAPB0d4GLk73eNO0vKsxUxjPUZlypbGmjvxgCALdiRjLMNH6msfVqlw0s7QW/UiX1pmnH5HNysDNYVpHpvalU1hcnLkboZWz7X4Z+pUrC07243rLaX1TYWlsZrFfC8/emeoUAo7+6AgAvd1e4OjvqTdNmaGFuZnRfte97lQC/bDN0d3FGiJ2N3jRt9gpJMrpe7bFWzs8b/t4eetO0Gbo42OeYYf2qFYz+ogIASrkXx/3H0Xr5WvyXob2NtWGGmY7vmhUDjf6iAgB8SrrD3UV/bFdthmwj2EZkXZZtBNsIgG0E2wh52ghAP1+AbYQW24gMbCP0JV+7Bo9ZPyHl7BlYt2oFh08HwtvJqWDbCEmCf6mSsM0ynW1EhsLaRmh/uZo139e9jVAmZVx8s7Qwh6d7xkOzs7YR2nm0tG1E2I6MYXq8SrjCxtIC9jbuqF+/Pvbv3w8fF3t4+/hg8lfDUdLDAw0aNEB07PPOL1dnJ4RUr6TXRgAZx0z9TNt+URtx584dXL16FYGlvAyGDbK3s0X79u3RpFlz/G/USMyeNQunwg5g6oRxujZC+7nNvN3Md3g0DK6kN9y66rff0K1LZ4wbNw4HW7SET8nnGYRUrwQrCwto/hvx5Nb1q6hbOUh3x0d25xHz582DpaUFnvp7w9baA4GlvXTttbYuudsIAPAp6aa37ty2EQAQWLqU3rJmKhUWLlyIiIgIHDt2DDMmjMHu0L2w+O/zr33fne3tDbadmzaiYoUKsLS0xONHkQjwdNUNA5VdG7Fm9WrcPHccqrffRqlSXnnSRtwLP/tfvRnvjbE24nrTxti2aSOOHDmCQUM+f2EbkZaWhlvXMi4at2zaRJdH1vU6ZspFzjZCux3t+5vb8wjvEvqfC+DF5xHauzyzHr+Z24gq/j748IP3senvv2FlZYX5CxagS+cuAEw7j4g4VQmrlgCJ/905Y+xvDe3+5HQeoc0y/tE9jB46EHHPnqFp02ZYv34d7OzsUMnCUvcd6KBUYxKAZ08zfoyS9TziakTG+67tMM2rvzVu33LQm69ulfJG7/AAXv08Qpmau5sTTOrwcHV11Y1Jlp8sLCx0Dwh66623sG3bNlSqVAkLFizAl19+CVvbjNuMk7Lc1qWlfV07X27n1/Z4mSK4WlVUq1bN6DTt7dDGaG85NMbC3EzXoGYlSVKO69U2bMaYm6lgbpb9sjmt19rSEtbZrFr7YbSzsTa6jsy3kmZlZWGh+3BlpVQqc84wU2OVlaW5ebYPJVIoFDmu1zaH98bczEzvyzurl31vzFSqXNVkLGMrSwtYWRrPUPWCDO1zytDCXPfFk9WrZCjX8W1mpoJjDse3g132x6F2P43lq1LJk6FSmXOGbCMysI3IwDYiA9uI59hGZGAbkeFFbQSQfb5sIzKwjcjwprcRmuRkRP7yC6L+/BNmHh7wmTsXtjVrGixbEG2EJEmwsjDPdt1sIzIUxjYCyD7f17WN0L5HCknSfVaythFZ30fterX7ZGlhrruY/+6772L//v3Y/s9W9OjRA8eOHsXQoUMhSZKujdBuw1h9ttZWxo/vbNqIoRMnYu7cuZg6dSpGjhxpdF/tbKzx6SefYPasWXgWG6u3fu1Vpey262hnq9fh0bVzJ2x57z0sXrwYgz79BM2aNdNloF2+TJkyqFChAs6fP48jhw6ibdu2RtcLZIxeMu6bMUhISEBJd3d4enaEjZWl7iJv1rrkaiOy7kNWOR3fQMZ3g7Flly5dikqVKuHC+fOY/sP3mDp1qt507cV1Y9vO6fi2s7NDs2bNsHnzZuzc9g8GDx6sNz1zGyGEwHcTvsXNmzehTk/HsGHD8qSN0HaaaTtLjLURfXr3xv9GjsS2bdvwNDoKXl5eRtepbSP+/PNPxMfHo2bNmqhaOePisrE2IvNnSc42QrudrO/vi84jMrcNWbeR3XmEtsMju+P32bNneKd9O4SFhaF48eLYtGkTatWqpZueuY2YNGkSTp06hS+++AI1a9Y0OI94eD/jThBPT0/dNrPdlxzPIyTs270Dv0z9Dunp6Xj//ffx+++/69qMzG1nzerBUCgUCA8Ph0ajMTiPuHPrJgCgYsWMDuW8+lvjaZZzL4eczsVe8TwipxwzU7x4lueaN2+O0NDQl/ovL/n5+aFu3brQaDQ4ffo0PDwyelQfPnxodH7tg4a0PVimzk9ERERERERvjrjDhxHRuTOiFi9G8Q8+QJlVq4x2dhQYSZLloeVERUGnTp2gVCqxZs0arF69GkIIvPvuu7Jtr27djOEB58+fn+0PZwEgPDwcAFChQoVX3uZPP/2EEiVK4MiRI1iwYIHReUaMGAEAGDlyZI5Dso8Zk9HZ4eXlhbfffvuVayts/P39MXbsWADA9OnTcf78+Txb9/DhwwEA3377bY7P+f3ll19w8+ZN2NravtIINy/D2dkZn3/+OdLS0tC3b1+kZnkeUma3bt3SHTdffvllfpVYJKSlpaFNmzYICwuDn58fwsLC9Do7srpw4QLWrFmD5cuXG0xLSkrC6tWrAQAtW7Z8pbr++Wcrfp48Eenp6Rg3bhzmz5+v10GambW1NUJCQhAbG4u9e/caTF+/fj0AoHXr1q9UU1FgUodHfvrqq6/QtWvXbBtt7S1qaWlpui+TixcvGp33woULAJ73YAUFBUGhUODy5csGt3oZm59Mo1AoYGdtZXDLI+UdZiwv5isv5is/Ziwv5isv5isv5is/ZiwvufNNi4rCnf/9D7c+/RTmJUqgzOrVcP34YyiyuTOkwJg4EkFu8fiVF/PNG66urmjUqBGOHz+OOXPmwM/PDzVq1ACQkXF2v5R+WT169EBAQAAiIiLQqlUrXL582WCegwcPYtCgQVAoFLqL5K/CyckJc+bMAQDcv3/f6DzvvfceGjdujMuXL6NBgwY4ffq03vSUlBSMGzcOM2bMgCRJmD17NsxfMZvCegwPHz4c5cqVQ3p6Oj755BOD4XReVqNGjdC3b19ERUWhdu3a2Ldvn950tVqN33//HcOGDQMATJ06FS4uLi+9vZfNd8KECahRowZCQ0PRtGlT3XXNzDZv3oy6desiKioKAwYMQIcOHV66zqIqp3zHjRuHgwcPwt3dHfv27YOfn1+O6/r4448BALNnz8aOHTt0r6empmLgwIG4ffs2mjVrpuswNebmzZs5HquRkZEY+Mkn0GjU+GLkKF3HXk60dyINGjRI74f+69atw/Lly1GiRAn07t37hesp6kwa0io/bd26FWfOnEH79u3Rs2dPvWlPnz7FkSNHAADBwcEwMzODJEnYvHkzZsyYoTdmYWxsLEJDQ3W9XMDzHq/Q0FDs3bsXTZo00Vv/m9TjJQd7G2vdg5hIHsxYXsxXXsxXfsxYXsxXXsxXXsxXfsxYXnLlKzQaxKxdi4c//wzJzAweEyfCsU0bk4c4zjeSBBj58d6r4vErL+abd7p27Yrdu3cjPDw844HV/7G3sUY5P+8cl/3uu+8wf/78F25j6dKlAAAzMzNs374drVq1wv79+xEUFISKFSuiTJkyADJ+fBseHg5zc3PMmTMHderUeYU9e65t27bo1auXro6sJEnCpk2b0LlzZ2zbtg1Vq1ZFhQoV4O/vj9TUVISFheHJkyewsrLCb7/9hjZt2hhdjyl5FNZj2MzMDL/99hsaNWqEgwcPYtGiRejXr5/ePOvWrcPVq1dfuK6vv/4aQUFBun/PmzcPkiRh4cKFaNSoEfz9/REUFARJknDs2DE8ePAASqUSkyZNwqeffvpK+/Gy+Zqbm2Pv3r3o378/Vq5ciQoVKqBSpUq6Y+H06dO4c+cOlEolxo8fj9GjR79SnUVVdvlGR0fjp59+AgC4ublh1KhR2a7jxx9/hJubGxo0aIAxY8ZgwoQJaNmyJWrXrg0PDw8cOXIE9+7dQ2BgYLaf3dyaPn06Yp48gUqlwt07t9GrVy+j89WrVw+ffPIJAOCdd95B7969sWTJEgQEBKBJkyaIiorCoUOHYG5ujuXLl+tuInidFdoOj48//hiffPIJRowYgZo1a8Lf3x8AEBMTg969eyM6OhodOnTQfcG0bdsWf//9N0aOHIlp06ZBkiSkpqZiwIABiIuLw9ChQ+Hg8PwhKoMHD0ZoaCgGDRqEPXv26B4+9Kb1eBEREREREb3Jkq9cwb2JE5F09iyc3nkHbkOGQOXoWNBl5UyS8uwXzERFUceOHTFw4ECkp6ebPJzVrl27cjVf5ouV3t7eOHv2LBYuXIi///4bZ8+exbZt26BQKODp6YlBgwZh0KBBCAgIMKmWF5k5cyZ27dqV7ZDsNjY22LJlC1atWoUVK1bgxIkT2Lx5M5RKJUqXLo3evXtjyJAhKF26dLbbeJk8CqOGDRuiT58+WLRoEUaNGoX27dvD2dlZN/3cuXM4d+7cC9fzwQcf6HV4qFQqLFiwAF26dMGff/6Jo0ePYvv27QAyns/wwQcfYPDgwahUyfAB0PnJ2toaf/31Fz744AMsXLgQhw4dwt9//w07Ozt4e3ujZ8+e6N+/v+76Kj23b98+3cPFz5w5gzNnzmQ777hx4+DmlvHA9G+//RY1atTAzz//jH///RenTp2Cj48PRo8ejVGjRumeIf2y/vnnHwBAeno6VqxYkeO82g4PAFi0aBFq1qyJefPmYdu2bXB0dES7du0wbtw4VKlS5ZVqKiokkcuzJIVCgV69emHx4sVy1wQA0Gg06N69O1atWgULCwvUr18fZmZmOHr0KGJiYlCtWjXs2rULTk5OAIA7d+6gTp06ul60ChUq4NixY7h9+zaCg4Oxd+9egwPtvffew5IlS2Bvb2/Q47Vt2zY0atQo1/WePHkSwcHBOHHiRLYPLX9TxMYl4OCp86hftcILH8REL4cZy4v5yov5yo8Zy4v5yov5yov5yo8Zyysv89UkJeHR778jaulSWHh7o+To0bApIn/LXaxTB64DB8Ilm197viwev/JivvJjxvJivvJivvIqivkWxZrllNvr77keFE6j0eRJZ8ekSZPQtGnTF86nUCjw119/Yf78+ahcuTIOHz6Mffv2wcvL6//s3Wd4FFUbBuBntmfTC+kkgdAFBCIgKiCKFZQiCCqINFHBhqggWEko0nsVEGkqgn6KXRBBsUDoNQmEkt7b9t35fmwSsskmpOzJzmze+7r8IbPlzbMnJ7Nz5pyDefPm4c8//ywf7ACA5s2b499//8WECRNQUFCAb7/9FiqVCu+88w72799vd1Rty5YtWLFiBaKiovDjjz8iMTERjz/+OP7+++86DXYQWzx4mMxm8KA7jlihjNmifNmifNmjjNmifNmifNmifNmjjNlyVL6Ff/yBhKFDkbNrFwJffBHRn38umsEOAMw2Laf2yxblyx5lzBblyxbly5YY8xVjzULQ6EtanT9/3u5O8fZwHIfx48dj/PjxtXp8aGgoNmzYUOtaJBJJ+bRDQgghhBBCCCGuzZiRgbQFC1D466/w6NULUevXQ9m8ubPLqjuh7i1CCHFZ2dnZeGnyFGTm5mG7ny8U8ltfUmzWrBmWLFnSCNUJy+uvv46srKw6PWfp0qWQKVWMKnKs8+fPIy4urk7Pad++vc1+O6zExcXh/Pnzdo8ZjCa77bfyvi1NgZA/Q0cQ7B4ehBBCCCGEEEKII/BmM3I//xwZq1ZBolIhfN48eD/0kHA3Jb8VRpuWE0JIdYqLi/HlF5/X6TmRkZFNcsBj7969uHr1ap2eExsbCx+RDHhkZGRg+/btdXpO3759G+Vi+S+//IKDBw/W6TmV921pCoT8GToCDXgQQgghhBBCCHFZ2nPnkBIbC9358/AbNgxBL78MqZeXs8tqGNq0nBDSyKKiopBXWISDR0+h7x2d4ePZsA2ZXVlycnK9npdfVOzYQhi59957Bfs3qKZVhfKLiqn9lhLyZ+gINOBBHM5D7Ya+d3SGh9rN2aW4LMqYLcqXLcqXPcqYLcqXLcqXLcqXPcqYrbrkay4pQeaqVcjZtQuqVq3Q8tNPoe7cuRGqZI9jtIcHtV+2KF/2KGO2KF+2KF+2xJivGGsWAhrwIA4nk0qb/Egpa5QxW5QvW5Qve5QxW5QvW5QvW5Qve5QxW7XJl+d5FB04gNR582AuLETwq6/C/+mnwcnljVRlI2C0FBe1X7YoX/YoY7YoX7YoX7bEmK8YaxYCibMLIK5Ho9Pj5KXL0Oj0zi7FZVHGbFG+bFG+7FHGbFG+bFG+bFG+7FHGbN0qX0NqKq699hquTZ0Kt7Zt0XrPHgSMGeNagx0Asz08qP2yRfmyRxmzRfmyRfmyJcZ8xVizENCAB3E4g9GI5JR0GIxGZ5fisihjtihftihf9ihjtihftihftihf9ihjtqrLlzeZkL11KxKGDoX23Dk0X7gQEcuXQxEa6qRKGWO0hwe1X7YoX/YoY7YoX7YoX7bEmK8YaxYCWtKKEEIIIYQQQohoaU6fRurs2dAlJsJ/xAgETp4MqYeLL//AaA8PQgghhBCxowEPQgghhBBCCCGiYy4qQsaKFcj98kuo2rVD9Gefwe2225xdVqPgGO3hQQghhBAidjTgQQghhBBCCCFEPHgemt9+Q/rKFbBoNAieNg3+I0aAkzWhr7c0w4MQQgghxK4mdEZIGotSLkd0eAiUrrYxoIBQxmxRvmxRvuxRxmxRvmxRvmxRvuxRxmxJMjMRvXUjck8ch9d99yHk7bchDwpydlmNj9Gm5dR+2aJ82aOM2aJ82aJ82RJjvmKsWQgafcCDxcZqRFjcVEp0bN3C2WW4NMqYLcqXLcqXPcqYLcqXLcqXLcqXPcqYDYvRiJytW5G5fj3kfn4IWbYMXn37Orss52G0aTm1X7YoX/YoY7YoX7YoX7bEmK8YaxYCSW0fOG7cOGzcuLHBbzhr1izs37+/wa9DhMtkMiO3oAgmk9nZpbgsypgtypctypc9ypgtypctypctypc9ytjxSo4fR9LIkchYvRq+w4fDf9MWqO++x9llORejJa2o/bJF+bJHGbNF+bJF+bIlxnzFWLMQ1HrAY8uWLfjjjz8a/Ibt2rVD36Z8J04TUKzV4lD8aRRrtc4uxWVRxmxRvmxRvuxRxmxRvmxRvmxRvuxRxo5jKihAyocf4srYsZCo1YjesQPqSS/gzwtJTT5fVpuWU/tli/JljzJmi/Jli/JlS4z5irFmIaA9PAghhBBCCCGECAbP8yj4/nukLVwI3mhEyIwZ8Bs2DJxUCn1RsbPLEwZGe3gQQgghhIhdrWd4EEIIIYQQIjbF//6Ly2PHovi//5xdCiGkFvRXryL5hRdwY+ZMePTogdZ798J/xAhwUqmzSxMWRktaEUIIIYSIHc3wIIQQQgghLseUm4u0RYtQsG8fAEB34QI8und3clWEkOpYDAZkb96MrE8+gaxZM0SuWgXPu+92dlnCxWjTckIIIYQQsavTgMfly5exdevWer3Rs88+W6/nEfHhOA4KuYzZurKEMmaN8mWL8mWPMmaL8mWrofnyFgvyvv4aGUuXAhyHsA8+QNrHHzu2SBGj9sseZVx3xf/9h9S4OBhu3EDAs88icOJESNzc7D6W8i3F6OenfNmifNmjjNmifNmifNkSY75irFkIOL6Wt4VIJJIGhWs2u/Zu8vHx8YiJicGxY8fQrVs3Z5dDCCGEENLk6BITkRoXB83x4/B57DEEv/46ZH5+OHfPPQicOBEBY8Y4u0RCSAWmvDykL16M/G+/hbpLF4TOmgVVq1bOLksULj32GLz690fwq686uxRCCCGEkEZR2+vvdZrhERgYiHbt2jW4OEIIIYQQQhzFotUic8MGZG/dCkVYGKI2bLBdvorjwNPmvoQIBs/zyP/mG6QvWQLwPELfew++gweDk9AWk7VGm5YTQgghhNhVpwGPBx54oN5LWpGmo7BEg39PX0CPTu3g5a52djkuiTJmi/Jli/JljzJmi/Jlq675Fv35J1LnzIEpMxOBEyYgYNw4SBQKm8fQRdSbqP2yRxnXTHf5snUm1rFj8B4wACFvvAGZn1+tn0/5lmK0aTnlyxblyx5lzBblyxbly5YY8xVjzUJAm5YTh7NYLCjR6mChO46YoYzZonzZonzZo4zZonzZqm2+xqwspC9ciIKffoJ7jx6IWr0ayshI+w+mO6HLUftljzK2z6LTIWvjRmRv2QJ5aCii1q2DR8+edX8dyteK48Biy3LKly3Klz3KmC3Kly3Kly0x5ivGmoWABjwIIYQQQoho8BYLcnfvRsby5eDkcoTFxsJnwICa95rjONRy2zpCCAPFR44gdc4cGNPTETBuHJqNHw+JUunsskSNYzTDgxBCCCFE7GjAgxBCCCGEiIL24kWkxsZCe/o0fIcMQdBrr0Hm7X3L53ESCV0YJMQJjNnZ1plYP/4I9zvuQOTy5VC2aOHsslwDzVwjhBBCCLGLBjwIIYQQQoigWbRaZK5Zg+zt26GMjESLzZvh3rVr7V+ALgwS0qh4iwV5e/YgfdkycFIpwmbPhs/AgTXPxCJ1QzM8CCGEEELsqvWAB60VRmrL3U2FXp3bw91N5exSXBZlzBblyxblyx5lzBbly1blfAsPHkTavHkw5eYi6KWX4P/ss5DI5XV7UbowWI7aL3tNPWNdQgJSZs+G9tQp+AwejODXXoPMx8dhr9/U8y3HqF+jfNmifNmjjNmifNmifNkSY75irFkIGjTD4/Lly4iPj0dKSgp4nkd4eDhuv/12tG7d2lH1ERGSy2QI9Pd1dhkujTJmi/Jli/JljzJmi/JlqyxfY0YGrn38MQp/+w0ed92FFhs2QBEeXr8X5TjwdPMOAGq/jaGpZmzRapG5bh2yt22DMiICLT75BO4xMQ5/n6aabxWMNi2nfNmifNmjjNmifNmifNkSY75irFkI6jXg8dNPP+HDDz/EP//8Y/d4z549MWPGDDz22GMNKo6Ik05vQHJqOqJCg6FSKpxdjkuijNmifNmifNmjjNmifNnSarS48skm8Du3Q6pWo/n8+fB68MEGLYXDSSQOrFDcqP2y1xQzLjp0CKlz5sCUk4PASZMQ8NxzdZ+JVUtNMV97WG1aTvmyRfmyRxmzRfmyRfmyJcZ8xVizENT5299rr72GRx99FH///TcUCgV69eqFIUOG4Mknn0SfPn3g7u6Ov//+G4MHD8bkyZNZ1EwETmcw4GLyDegMBmeX4rIoY7YoX7YoX/YoY7YoX3a0587h2tjnYN60EeoHH0TrPXvg/dBDDV/3n/bwKEftl72mlLExMxPXpk3D1ZdfhiIyEq1270bgxInMBjuAppVvjRj1a5QvW5Qve5QxW5QvW5QvW2LMV4w1C0GdZngsWLAAy5cvh7e3N+bMmYPRo0fDw8PD5jEmkwnbt2/HtGnTsHbtWoSGhmLmzJkOLZoQQgghhLgOc3ExMletQs7nn0PeogVSXp2GO58YBKmnx62fXBu0pBUhDsWbzcj94gtkrFwJTqlE+Ny58H74YdqUvDHR3kSEEEIIIXbVesDj0qVLeOedd9CsWTMcOXIELVu2tP+CMhnGjBmDe++9F3fddRc+/PBDjBw5EtHR0Q4rmhBCCCGEiB/P8yjcvx9p8+fDXFiI4FdfhfTxQbhw4pxj34iWtCLEYbQXLiD1o4+gPXcOvsOGIfiVVyD18nJ2WU0PDS4RQgghhNhV629/q1evhsViwerVq6sd7KgoMjIS69atg8lkwubNmxtUJCGEEEIIcS2G1FRce/VVXH/jDbi1b4/We/YgYMwYcLJ6bTFXI46WtCKkwcwlJUhbsABJTz8Ni8GAllu2IGzWLBrscBaOA08zPAghhBBCqqj1N8pff/0VoaGheOKJJ2r94gMHDkTz5s3x448/IjY2tl4FEvGRy2QIDwqAnMEFC2JFGbNF+bJF+bJHGbNF+TYMbzQiZ8cOZKxZA6mXFyIWL4Znv37lS+EwyZeWfilH7Zc9V8y4cP9+pM6fD3NBAYJefhkBo0aBY7hPR01cMd/64AAmA7mUL1uUL3uUMVuUL1uUL1tizFeMNQsBx9fythB3d3f06dMHP/zwQ53eYNCgQfjrr7+QlZVVrwLFIj4+HjExMTh27Bi6devm7HIIIYQQQgRHc+oUUmNjoUtMhP/IkQicPBlSd3fm73tp8GB49umDkKlTmb8XIa7EkJ6OtHnzUPT77/C45x6EzpgBRViYs8siAJJGjYKqdWuEvf++s0shhBBCCGkUtb3+XqfhocoblNeGQqFAUVFRnZ9HxMtstkCr18NNqYRUSmtms0AZs0X5skX5skcZs0X51p25sBAZK1Ygd/duqNq3R/S2bXDr0MH+YxnkS0ta3UTtlz1XyJg3mZCzcycyV6+GxMMDzRcsgFf//oLYlNwV8nUIRp8F5csW5cseZcwW5csW5cuWGPMVY81CUOukgoKCcOnSpTq/QUJCAkJDQ+v8PCJeRRoNfvvnOIo0GmeX4rIoY7YoX7YoX/YoY7Yo39rjeR4FP/2EhKFDkb9vH0LefBPRn31W7WAHwChfWtKqHLVf9sSeseb0aSQ98wzSFy+Gz6BBaL1nD7wfeEAQgx2A+PN1GEZ7eFC+bFG+7FHGbFG+bFG+bIkxXzHWLAS1HvC46667cObMGZw9e7bWL37u3DmcOnUKd999d72KI4QQQggh4mS4cQNXJ0/G9bffhvr229F67174P/00OKm08YuRSGiGByG3YC4qQurcubj87LMAx6HlZ58hdPp0SD09nV0aqQ4N5BJCCCGEVFHrAY/Ro0eD53lMnjwZllp8YTQajXjhhRfAcRzGjh3boCIJIYQQQog4WIxGZG7ciIQnnoD+yhVELF+OiEWLIA8Kcl5RHAe6LEiIfTzPo+Dnn60zsf73PwRPnYrobdug7tjR2aWRGnA0kEsIIYQQYletBzweeughPPTQQzh06BAGDhyItLS0ah9748YNPPLII/jzzz8xYsQI3HfffQ4plhBCCCGECFfJ8eNIGjECmWvWwH/ECLTeswdeffo4uyzaw4OQahhSUnB1yhRcf+stuHXsiFZ79yJg9Ghwsjpt9UicgZbqI4QQQgixq05nsjt37kTfvn3x448/IioqCv3790f37t0RFBQEhUKBrKws/P333/jxxx9hMBjQvXt3bNq0iVXthBBCCCFEAEwFBchYuhR5e/fCrVMnRO/YAbe2bZ1d1k004EGIDd5oRPa2bchctw4yHx9ELFkCr379nF0WqQuB7KlCCCGEECI0HF/Hnc40Gg3eeOMNbN68GQaDocrmdTzPQ6FQ4LXXXsPs2bMhl8sdWrBQxcfHIyYmBseOHUO3bt2cXQ4hhBBCCHM8zyN/3z6kL1oE3mhE0CuvwO+JJ5yzT0cNEp96CuqOHRE6c6azSyHE6TQnTiAlNhb6y5fh/8wzCHzxRUjVameXRero8vjxkAcHo3lcnLNLIYQQQghpFLW9/l7rJa3KqNVqrFmzBpcvX8a6deswduxYDBgwAA8//DAmTJiANWvWIC0tDfPmzWvQYIfFYsH69evRq1cveHl5QaVSoW3btnj77beRn59f5fGXL1/Gs88+i8jISLi5uaF9+/aYO3cujEaj3dfX6/VYtGgROnXqBHd3dwQFBWHUqFFISkqqd82EEEIIIU2F/upVJE+ahJRZs+DRsydaf/01/J98UnCDHYB1SSueZniQJs5cWIiU2bNx+bnnIFEqEb1jB0LeeIMGO8SM+jVCCCGEkCrqPOBRJjQ0FBMnTsTGjRvxv//9D/v27cO6deswadIk+Pr6Nqgoi8WCYcOGYdKkSTh16hRiYmLQv39/5OXl4eOPP0b37t2RkZFR/vizZ8/ijjvuwGeffYaQkBA8+uijyMnJwTvvvINHHnkEJpPJ5vVNJhOGDh2KadOmITc3F4888gjCwsKwfft2dO3aFadOnWpQ/U1dkUaLP46dQpFG6+xSXBZlzBblyxblyx5lzFZTz9diMCBz7VokDhsGQ0oKIlevRvN58yAPCHDI6zPJl9a6L9fU229jEFrGPM8j//vvcWnwYBT89BNCpk9Hy61b4daunbNLqxeh5essnETCpF+jfNmifNmjjNmifNmifNkSY75irFkIaj3gIZVKMWbMGJa1lNu8eTP27t2Ltm3b4uzZszhw4AC+++47JCUl4bHHHkNiYiJefvnl8sc/++yzyMvLw/r16/H333/jq6++QmJiIvr06YPffvsNK1assHn91atX4/vvv0f//v2RkJCA3bt3Iz4+HkuWLEFRURHGjBmDOq70RSowm83IKyyG2Wx2dikuizJmi/Jli/JljzJmqynnW/zff0h88klkbtwI/9Gj0Xr3bnjedZdD34NJvowuDIpRU26/jUVIGeuvXUPyCy/gxjvvwD0mBq337IH/yJGCnIlVW0LK16kY7eFB+bJF+bJHGbNF+bJF+bIlxnzFWLMQ1HrAg+f5RhsE2Lx5MwBg0aJFiIqKKv93T09PbNq0CRzH4euvv4ZWq8X+/fsRHx+PXr16YeLEieWP9fLyKn/s0qVLy2vneR6LFi0CAKxcuRLqClO4X3vtNfTp0wcnTpzAgQMHGuEnJYQQQggRPlNuLm7MmoXkiRMh8/VFq127EPzKK5C4uTm7tNqhJa1IE2MxGJC5fr11Jtb164hcuRIRCxZAHhjo7NKIo9DMNUIIIYQQu+q9pBVLvr6+aNeuHe68884qxwICAuDr6wuj0Yjs7Gzs27cPADBo0KAqj42Ojkbnzp1x7do1nD59GgBw5swZXLt2De3atUPbtm2rPGfIkCEAgO+++86RPxIhhBBCiOjwFgty9+5FwpAhKPrjD4S+/z5afPIJVK1aObu0OuHowiBpQkqOHkXSiBHIXL8e/s88g9ZffQXPe+5xdlmEAVqVgBBCCCGkKpmzC7Dn22+/rfZYUlIScnNzoVAo0KxZM5w9exYA0LFjR7uP79ChA06ePInTp0+jc+fOtXo8gPIBEkIIIYSQpkiXlITUuDho4uPhM3AggqdOhczPz9ll1Y9EQpv7EpdnystD+pIlyP/f/6C+/Xa02rkTqtatnV0WYYSjfo0QQgghxC5BDnjU5J133gEADBw4ECqVCqmpqQCAkJAQu48v+/eyTc7r+vi6OhZ/HEUlmvL/l0mlaNkiCoGBQSjSaKo83sfTA4B1E5rK67GpVUoo5HLoDUZo9XqbYzKpFB5qN/A8j4Likiqv6+WuhkQiQYlWB2OlTdtVSgVUCgUMRhM0Op3NMalEAk936zJf+UXFVV7XU+0GqVQKjU4Hg9H2dZUKOdyUSihkMrSLag6jyVT+GhKOg5eHOwCgsLgElkp3I7m7uUEuk0Kr10NvMNocU8hlUKtUMJvNdjfpKc+wRANzpZN+tUoFhVwGncEAnd5gc0wuk8HdTQWLxYLCkqqfjbeHOziOQ7FGC1Olz8ZNqYRSIYfBaIRGZ/vZSKVSeKqtS3zYz1ANqbSaz0ahgEqpgNFkQonW9rORSCTwKv1sTGZzlYw93Nwgk0mh1emhN1bOUA61SgmT2YziShly4ODtWfrZlGhgqZShu0oFuVwGnd4AncHxGTq8fZdlaDShRFd9hgVFJeBh2w491G6QSaXggCr5KuVyuKmUMJnMKNZWypDj4O1RQ4ZuKshlNWdoNluoj6A+AgD1EWWoj7DNsDH7CF6vh37nDuR8+imkISEIWLoMqpgYFANAUbEo+whwnHXjZjs1NbU+Qq1Sol2LCJt8AeojqmQooj5CrVIi9+tvkLF0CXizGT5vvgX3gQOhk0igKn0cnUe44HkEx8FoNFXJkfoI2wyF1keoVUp0bBVVJV9XOo8AqI8oQ+cRVtRH2GYIUB/hrD5CrVLi9jbRVfIVch+hUsir9GmAcPsIACgoLqkyC9VRfUSRnd91e+o04PHLL7/gvvvuq8tTrMVxHH777bc6P6+yJUuW4IsvvoBarUZcXBwAoKTE+otTcS+OitxK15YuLi6u1+Pr6vmJE6r82/vvv49pb72Ng0dPVTk2qJ91o8/j5xOQV2j7nt3at0bz4GZIyczG6YQrNsea+frgri4dYDKb7b7uw3d3h1IhwZmEK0jPybM5dlt0FFpFhCIrLx9Hz16yOebt4Y57u98OADh07HSVX/J+PbrAy12Ni8k3cC0t0+ZY64gwdIiOhEanx4Xk6zbHVEoFHrrrDgDAkVPnq/wi393lNgT4euPKjXQkXEuxORYREoiu7VqhRKev8rNKOA6P3dsLAHDsXEKVjvSO29ogLDAAN9KzcTYp2eZYsL8venZuD6PJfoaP9u4BuUyGU5euICsv3+ZYp9Yt0DI8BBk5+Yg/n2BzzNfLA31iOgOA3de9v2dXeKjdcOHKNdzIyLY51jYqHO1aRCCvoAhHTp23OebupkL/O7sBAP47c7FK5927Wyf4eXsi6Xoqkm6k2RyLCgvG7W1aolijrVKTTCrFgD49AQBHz1ys0kH36NQOIQF+uJaeifOXr9kcC23mj+4d20JvMNr9WQf2vRNSjsOJi0nIyS+0OdalbTQiQ4OQnp2LExeTbI75+3jhnq4dYeF5u6/7YK8YuKmUOJd0FalZOTbH2reMQJvIcGQXFOLf0xdsjnmq3XBfz64AgMPHz1T5o9D3js7w8fRAclomklPSbY5Fh4egY+sWKCzR4FC87QwwhVyGR+7pAQD49/SFKh1/r87tEejvi+TUdFxMvmFzLDwoADEd2kCrr9q+AeojylAfYUV9hBX1ETc5uo9wu3AOzb76HIqCfASMH4/k7nfhYlEJUOExYuwjvDkORmPVdtgU+wiFXI7LN1Jx4Qr1Ea7QRzQ36eGzaxs0x46hKKY7cgY9AbOnFxB/BgCdR5RxyfMIjkNWXj7OVHpt6iOshNxHFGt1OJOYbHPMVc4jylAfYUXnEVbUR1hRH3GTM/sID7UKf544a3NMyH0Ex0mq9GmAcPsIAPjrxFlm1yNOnLP9earD8bVc+FMikYArvTuurjiOa/Bu8kuXLsXrr78OjuOwY8cOjBw5EgDQpk0bJCQk4MKFC3b35Jg1axbi4uLw/vvv44MPPsCcOXMwc+ZMTJ8+HXPnzq3y+MTERLRu3RqRkZFITk6udX3x8fGIiYnB+g0b0aZCHU1xhkeJRofk1HQ08/Ox3lUJYY+Wiu2OCgDIzitARk6eTcZ0R0WlDBtwZ2Z+UTFSMrJt8qU7Kqyoj7iJ+ggr6iNco48w5+Qgf+UKaH/9FcquXRH+7rtwa9nSZfqIjClTIPX3h9esd6vPsIn0EXqDEYnXU9HM17s8X4D6iCoZCryP4PV6FH72GYq2b4MiJARB02eA79y5ys9K5xFlGbreeUTy5MkwSaUIiJtTKUPqIypmKLQ+wmy24EpKOvy8PW3yFft5RGXUR1jReYQV9RG2GQLURzirj5BwElxLz4S3h7tNvkLuI7Q6PS7fSLPp0wDh9hEA2xkex+PjcW+f3jh27Bi6detWpf4ydZrh0atXL0ycOLEuT2kwnufx9ttvY8GCBZBKpfjkk0/KBzsAwMPD2nC02qqNquK/lz2uro+vq5huXasNvKyR21PW2OxRKuRQKuR2j3EcV+Prurupqj2mkMugkFf/3JpeV61SQV3NSxvNJiReT0VYUIDd1yjrROxxUyrhplTaPSaVSmvO0N3+rB2g9JdSobB7TCKR1Pi6HjV8Ngq5HAq5/c8GqDnDmj4buUxW43NlMmm1GbuplHBT2c9QdosMvWrKUGnt2OxpSIas2rdcLoNPDe27rMOsTnX5ymRsMpRKa86Q+ggr6iOsqI+woj7ipvr2EeB5WH78ARnLloGTyxE2ezZ8Bg60bvINF+ojSm/coT4C0Or1SLyWgrBAf7uPoT7CSsh9RPHffyM1Lg7GtDQ0GzcOzcaPh6Sav41l6DzCyqXOIzgO8hpem/oIK6H1EcUaLS4mXy+/k7sysZ1HUB9xk+D6CNB5RBnqI6yoj7Be4D+XdLXafAHh9RF6o7HGPk1ofQSA8gE4exraR9SUo81r1epRpVq2bIkxY8bU5SkNotVqMWrUKOzZswdubm7YuXMnBg0aZPOYsLAwHD9+HOnp6XZfIy3NOk2mbG+OsLAwAKj14wkhhBBCXJHu0iWkxMZCe+oUfAYPRvBrr0Hm4+PsstjgOPC0uS8ROVNuLtIWLkTB999DHRODiGXLoGrZ0tllESfhJBJnl0AIIYQQIkiC3bS8sLAQDz/8MI4cOYJmzZrh22+/Rc+ePas8rmPHjvjuu+9w7tw5PPzww1WOnz1rXZetU6dO5Y8HgHPnztl938qPJ4QQQghxJRatFplr1yJ72zYoIyPR4pNP4B4T4+yy2OI4oB7LshIiBLzFgrw9e5C+bBk4qRRhH34In8cfL5+JRZoo6tcIIYQQQuwS5G0hRqMRAwYMwJEjRxAdHY0jR47YHewAgEceeQQA8PXXX1c5lpSUhNOnT6N58+blAxht27ZFy5YtcebMGSQlJVV5zt69ewEAjz76qIN+GkIIIYQQYSj64w8kDB2KnF27EPjii4j+/HPXH+xA6Z3QdGGQiJAuMRFXxo5FamwsvPr1Q+u9e+E7aBANdhAa8CCEEEIIqYYgBzw++OADHD58GMHBwTh48CCio6OrfWzv3r3RpUsXHDp0CMuXLy//98LCQowbNw48z2PatGk2XwqmTJkCnucxfvx4FBUVlf/7smXLcOjQIXTt2hX9+/dn88M1ATKpFM18fSCTSp1disuijNmifNmifNmjjNkSY77GjAxcmzYNV195BcqoKLTavRuBEyZAUsOars7CJF+OA2hJKwDibL9i44iMLVot0pctQ+LIkTAVFCBqwwaEf/QRZL6+DqxUnKgNV8BgwIPyZYvyZY8yZovyZYvyZUuM+YqxZiHg+Mrbpldj7NixuPvuuzFhwoQGvWFubi6Ki4sRERFh93hOTg4iIiKg0Whw++23ly9BZc+iRYsQFBSEEydOoG/fvigsLES3bt3QokULHDp0CJmZmRgwYAC+/vpryGQ3V+8ymUx46KGHsH//fgQGBqJ37964cuUK4uPj4evri8OHD6NDhw51+rni4+MRExNzy13iCSGEEEIaC282I/eLL5CxciUkKhWC33wT3g891OTuDk+eMgWcXI7IJUucXQoht1R0+DBS58yBKTsbzSZMQMBzz0FSzUaWpOm6NnUqLHo9olatcnYphBBCCCGNorbX32u9h8fmzZsdUtirr76KnTt3wmQy2T1+8OBBaDQaAMDJkydx8uTJal/rgw8+QFBQELp06YL//vsP7733Hn777TecP38e0dHRePPNN/Hyyy/bDHYAgEwmw759+7BgwQJs27YN3333HQIDAzFq1Ch88MEHNc4oIbfG8zxMZjNkUmmTu6DSWChjtihftihf9ihjtsSSr/b8eaTOng3tuXPwGz4cQS+/DKmXl7PLuiUW+dKSVjeJpf2KWX0zNmZmIm3BAhT+8gvce/ZE1Jo1UEZGMqxUnKgNl2L0s1O+bFG+7FHGbFG+bFG+bIkxXzHWLAROWdKqpkklQ4cOBc/ztfqvVatW5c9r06YNdu3ahaysLGg0Gpw+fRrTpk2DUqm0+z4qlQrvvvsuLl68CJ1Oh2vXruGzzz6jwQ4HKCguwfeH/kVBcYmzS3FZlDFblC9blC97lDFbQs/XXFKCtAULkPTMM7AYjWj56acInTlTFIMdAKN8aa37ckJvv66grhnzZjNydu1CwtChKDl2DOFxcYhau5YGO6pBbbgUo36N8mWL8mWPMmaL8mWL8mVLjPmKsWYhqPUMD0IIIYQQImyF+/cjdf58mAsKEPTKKwh45hlwAtyno9FxHGA2O7sKQqrQXrhgnYl19ix8n3gCwa++KprBSSIANJBLCCGEEFIFDXgQQgghhIicIS0NafPno+j33+HZuzdCpk+HIizM2WUJB8eBp03LiYCYNRpkrlmDnB07oGzRAi02b4Z7167OLouICfVrhBBCCCF20YAHIYQQQohI8SYTcnbsQOaaNZB4eKD5woXwuv9+Wt+1Ek4iAd0HTYSi8MABpM2fD1N+PoKmTEHAqFE0E4vUGSdxyurUhBBCCCGCRwMehBBCCCEipDl9GqmxsdBdugS/kSMRNHkypB4ezi5LmDgOoDuhiZMZ0tOtM7EOHIDH3XejxTvv0EwsUn+0NxEhhBBCiF0cX9MO4gyMHj0aO3bsgNnF1lGOj49HTEwMjh07hm7dujm7HKeyWCwwmsyQy6SQ0J1HTFDGbFG+bFG+7FHGbDk7X3NRETJWrkTuF19A1a4dwmbNgttttzV6HaywyPfam2/CXFSEFmvXOuT1xMzZ7bcpqJwxbzIhZ9cuZK5eDYlajZC33oLXAw/QTKx6ojZsdX36dJhyctBiwwaHvi7lyxblyx5lzBblyxbly5YY8xVjzSzV9vo7zfAgDieRSKBU0C8hS5QxW5QvW5Qve5QxW87Kl+d5FP78M9IWLoSlpATBb7wB/5Ejwclc63SORb6cREJ3Qpei/oG9ihlrzpyxzsS6eBF+Tz6JoClTIPX0dHKF4kZtuBSjGR6UL1uUL3uUMVuUL1uUL1tizFeMNQsBJUYcrkSrwz+nzqNEq3N2KS6LMmaL8mWL8mWPMmbLGfkaUlJwdcoUXH/7bag7dULrvXut6/672GAHwChfWtKqHPUP7JVodfjnn2O4FhuLy6NHAzyPllu3InTGDBrscABqw6UkErBYrIHyZYvyZY8yZovyZYvyZUuM+YqxZiGgAQ/icEaTCek5eTCaTM4uxWVRxmxRvmxRvuxRxmw1Zr680YisTZuQ8MQT0CclIWLpUkQsXgx5UBDz93YWJvnSWvflqH9gi+d5FPzyC5RvTUXRvn0InjoV0du3Q92pk7NLcxnUhq04Rv0a5csW5cseZcwW5csW5cuWGPMVY81C4Hq3BRJCCCGEuICS48eRGhsLfXIy/J95BoEvvACpWu3sssSJ0Z3QhFRkSElB6ty5KD58GPqOnRH+wXsIaNXK2WURV0b9GiGEEEJIFTTgQQghhBAiIKaCAmQsW4a8PXvg1rEjordvh1u7ds4uS9RY3QlNCGCdiZW9bRsy162D1Nsb/nFzkKT2QdugYGeXRlwZ9WuEEEIIIXY1+oBHQEAAIiIiGvttCSGEEEIEjed5FHz/PdIWLgRvNCJkxgz4DRsGTip1dmniR3t4EEY0J08iJTYW+qQk+D/9NAJffBFFFh44esrZpRFXJ5GAp36NEEIIIaSKeu3hYTAYcPnyZbvHrly5gqVLlyI3N9fu8SVLluDKlSv1eVsiEiqlArdFR0GlVDi7FJdFGbNF+bJF+bJHGbPFIl/91atIfuEF3Jg5E+7du6P1nj3wHzGiSQ52MGm/HEcXBktR/+AY5sJCpMTG4vJzz0EilyN6+3aETJsGqbs7ZcwY5VuK45i8LOXLFuXLHmXMFuXLFuXLlhjzFWPNQlDnAY/NmzcjKioKH3zwgd3jP/74I6ZOnYqWLVti3bp1Da2PiJBKoUCriFCoFPTLyAplzBblyxblyx5lzJYj87UYDMhcvx6Jw4fDcOMGIletQsTHH0MeGOiASsWJSfuV1OseH5dE/UPD8DyP/B9+wKXBg1Hwww8IeftttPzsM7i1b1/+GMqYLcrXitVSfZQvW5Qve5QxW5QvW5QvW2LMV4w1C0Gdvv0tWbIEEyZMQHp6Oq5evWr3Mb6+voiMjERhYSFeeuklfPzxxw4plIiHwWhCSmY2DEaTs0txWZQxW5QvW5Qve5QxW47Kt+ToUSQ++SQy16+H/6hRaL17NzzvvttBVYoXi/bL0ZJW5ah/qD/99etIfvFF3JgxA+7dullnYo0cWWUmFmXMFuVbAYMBD8qXLcqXPcqYLcqXLcqXLTHmK8aahaDWAx7x8fF48803IZfLsWHDBhw4cMDu40aOHFm+rJVEIsGsWbNw5swZhxVMhE+j0+Ho2UvQ6HTOLsVlUcZsUb5sUb7sUcZsNTRfU14ebrz3Hq5MmACZtzda7dqF4FdegcTNzcGVihOT9kub+5aj/qHuLEYjMjdsQOKwYTBcvYrI5csRsXAh5EFBdh9PGbNF+ZZi1K9RvmxRvuxRxmxRvmxRvmyJMV8x1iwEtd60fMWKFeB5Hps2bcLTTz99y8e/8sorUCgUeOmll7By5UqsXbu2QYUSQgghhIgZz/PI/+YbpC9dCt5sRui778J3yBBwtNwSexIJeBrwIPVQcuwYUuPioL96FQGjRyNw0iQanCTCQP0aIYQQQohdtR7w+OOPPxAVFVWrwY4yzz//PGbPno39+/fXqzhCCCGEEFegv3IFKbGx0Bw7Bu9HH0XIG29A5u/v7LKaDFrSitSVKT8f6UuXIv/rr+HWuTNa7dwJVZs2zi6LkHKs9vAghBBCCBG7Wg94pKSk4MEHH6zTi0skEvTo0QM//fRTnQsjhBBCCBE7i06HrE8+QfbmzZCHhCBq7Vp43Hmns8tqeujCIKklnueR/+23SF+yBLzJhNBZs+A7dCjNxCLCRP0aIYQQQkgVtR7w8PDwgKUed8bRNNumRyqRwNvDHVL6YsgMZcwW5csW5cseZcxWbfMt/vtvpMbFwZiWhoBx49Bs/HhIlMpGqlK8mLRfiYQuDJai/qF6+uRkpMbGouToUXg/8ghCpk2r10wsypgtyrcUo4Fcypctypc9ypgtypctypctMeYrxpqFgONrOSLRrVs3FBUVISEhoU5v0LZtW5hMJiQlJdWrQLGIj49HTEwMjh07hm7dujm7HEIIIYQ4iSknB2kLF6Lghx+gjolB2KxZULZo4eyymrTU+fNRcvQoWn/5pbNLIQJk0euRtWkTsjdtgjw4GCEzZsDzrrucXRYhNUqdNw+a+Hi0+uILZ5dCCCGEENIoanv9vdbDQw8++CAuX76M3377rdZF/PHHH0hISEDPnj1r/RxCCCGEEDHiLRbk7t6NS4MHo/jIEYR9+CFabNxIgx0CQHt4kOoU//svEocPR/YnnyBgzBi0+vJLGuwg4sBxtJoCIYQQQogdtR7wGD9+PCQSCSZNmoTU1NRbPj4rKwvPPfccOI7DmDFjGlQkEZf8omJ8+/sR5BcVO7sUl0UZs0X5skX5skcZs2UvX11CAq6MHYvU2Fh43XcfWu/dC99Bg6wX2kmdMGm/tKRVOeofrEy5ubg+cyaSn38esoAARH/xBYKmTIFEpWrwa1PGbFG+VhzApF+jfNmifNmjjNmifNmifNkSY75irFkIaj3g0bp1a8yaNQuXL19GTEwMVq5ciezs7CqPy8jIwKpVq9CxY0ckJydj7NixeOihhxxaNBE+C11UYI4yZovyZYvyZY8yZqssX4tWi/Rly5D41FMwFxaixcaNCP/wQ8h8fZ1cobg5vP3SpuU2mnL/wFssyN2zBwmDB6P48GGEffABWmzcCFXLlg59n6accWOgfMG0X6N82aJ82aOM2aJ82aJ82RJjvmKs2dlqvWk5ALz33nvIyMjA2rVr8eqrr+LVV19FVFQUgoKCYDKZkJWVhWvXrgGwblb+3HPPYf369UwKJ4QQQghxJu2RI8hYugSm7GwETpqEgDFjIFEonF0WsYPjOPC0pFWTp0tMRGpsLDQnTsDnsccQ/PrrkPn5ObssQuqHBnIJIYQQQuyq04AHx3FYvXo1BgwYgMWLF+PgwYO4cuUKrly5Uv4YlUqF/v3744033kDfvn0dXjAhhBBCiDOZs7MRtGUjck7Gw71nT0StXQtlRISzyyI1oQuDTZpFq0Xmhg3I3roVirAwRG3YAI/u3Z1dFiENQ0v1EUIIIYTYVacBjzIDBgzAgAEDkJWVhUuXLiEtLQ1yuRwhISG47bbb4O7u7ug6CSGEEEKcijebkfvll0hfsQIqTgK/995DyJAhtE+HGNCFwSar6M8/kTpnDkyZmQicOBEBY8fSTCziGmjTckIIIYQQuziezpIcIj4+HjExMTh27Bi6devm7HKcymw2o0Snh7tKCalU6uxyXBJlzBblyxblyx5l7HjaCxeQOns2tGfPwueJJ+AxYSI8A5tRvgywaL/py5ej4Oef0fa77xzyemLWVPoHY1YW0hcuRMFPP8G9Rw+EzpwJZWRko7x3U8nYWShfq/TFi1F48CDafPONQ1+X8mWL8mWPMmaL8mWL8mVLjPmKsWaWanv9vV4zPOri4sWLyMjIQJ8+fVi/FREIqVQKL3e1s8twaZQxW5QvW5Qve5Sx45g1GmSuXo2cHTugbNkSLbdsgbpLF2eX5dJYtF+O4wDawwOA6/cPvMWC3N27kbF8OTi5HOFxcfB+9NFGnYnl6hk7G+VbitFSfZQvW5Qve5QxW5QvW5QvW2LMV4w1C4Gktg9s2bIlpk2bZvfY//73Pxw/ftzusdjYWPTr169+1RFR0uh0OH4hERqdztmluCzKmC3Kly3Klz3K2DEKDxxA4tChyN29G0Evv4xWO3dC3aUL5csYk3xpSatyrtx+tRcv4vKYMUibMwfeDzyA1l9/DZ8BAxp92TlXzlgIKN9SjPo1ypctypc9ypgtypctypctMeYrxpqFoNYDHsnJycjMzLR7bPDgwVi6dKmjaiIiZzCacC0tEwajydmluCzKmC3Kly3Klz3KuGEM6em4+tpruPb661C2aoXWX32FZmPHgpPLrccpX6aY5EublpdzxfZr1miQtngxkp5+GhaNBi02b0bY++9D5u3tlHpcMWMhoXxLMdrDg/Jli/JljzJmi/Jli/JlS4z5irFmIXDYkla0FQghhBBCxIw3mZCzcycyV6+GxMMDzRcsgFf//rQpuSvgOPC0pJVLKjx4EGnz5sGUm4ugl16C/7PPQlI6OEmIy6Pv4IQQQgghVTDfw4MQQgghROg0Z84gNTYWuosX4TdiBIImT4bU09PZZREH4WhJK5djzMhA2vz5KNy/Hx533YUWGzZAER7u7LIIaTQczVwjhBBCCLGLBjwIIYQQ0mSZi4qQsWoVcj//HKo2bdBy61aoO3VydlnE0ejCoMvgzWbk7NqFzFWrIFGr0Xz+fHg9+CDNxCJND/VrhBBCCCF20YAHcTilQo7WEWFQKmg5AVYoY7YoX7YoX/Yo41vjeR6Fv/6KtI8/hqW4GMFTp8L/qafAyW59akT5ssUkX1rSqpyY26/23DmkzJ4N3YUL8Bs+HEFTpkDq5eXssqoQc8ZiQPmWYjRzjfJli/JljzJmi/Jli/JlS4z5irFmIaABD+JwbkolOkRHOrsMl0YZs0X5skX5skcZ18yQkoLUuXNRfPgwPO+9FyFvvw1FSEitn0/5ssUkX7oTupwY26+5uBiZq1Yh5/PPoWrVSvAzscSYsZhQvjex2EeT8mWL8mWPMmaL8mWL8mVLjPmKsWYhkDi7AOJ6jCYzsvMKYDSZnV2Ky6KM2aJ82aJ82aOM7eONRmRt3oyEJ56ALiEBEUuWIHLp0joNdgCUL2ss8qU9PG4SU/vleR4Fv/2GhCFDkLt3L4JffRXR27cLerADEFfGYkT5lmI0kEv5skX5skcZs0X5skX5siXGfMVYsxDQgAdxuBKtFn+eOIsSrdbZpbgsypgtypctypc9yrgqzcmTSHz6aWSsWAG/YcPQes8eePXrV6/XonzZYpIvzfAoJ5b2a0hNxbVXX8X1N96AW4cOaL1nDwLGjAEnF/50frFkLFaUrxWrTcspX7YoX/YoY7YoX7YoX7bEmK8YaxaCOi1pderUKXz00Ud1Onbq1Kn6VUYIIYQ0Ep7nYcrOhrxZM2eXQhzMXFiI9GXLkPfVV3C77TZE79gBt3btnF0WaWy0h4do8EYjsrdvR+batZB6eSFi8WJ49utHm5ITUhnNXCOEEEIIsatOAx6nT5/G6dOn7R47deqU3WM8z9MXFEIIIYKlv3YNqXPmoOSff9Bm3z4oQkOdXRJxAJ7nUfDDD0hbuBC8Xo+Q6dPhN3w4OKnU2aURJ6AlrcRBc+oUUmNjoUtMhP/IkQicPBlSd3dnl0WIMNHMNUIIIYQQu2o94DFmzBiWdRBCCCGNymIwIPvTT5G1YQM4hQLgeZgLCwEa8BC98kGsv/+G1wMPIOTNNyEPDHR2WcSZ6MKgoJkLC5GxYgVyd++Gqn17RG/bBrcOHZxdFiGCx2LTckIIIYQQsav1gMfmzZtZ1nFLBw8eRL9+/bB+/XpMmDChyvHCwkJ8/PHH2L17N65evQp/f3889thj+PDDDxFYzUWOvXv3YtGiRTh79ix4nkf37t0xffp03H///ax/HJcm4TiolApIaGYPM0LPmLdYkPfVV8jdvRuRy5dDHhTk7JLqROj5ip0Q8i05ehSpcXHQX7+OgGefhVefPrj83HOA2TU2AhNCxs5QcRBLFhCAyBUr4Nm7t8Pfp6nm21iY5MtxAC1pBUBY7ZfneRT89BPSFy6ERatFyJtvwm/ECNHPxBJSxq6I8i3FaCCX8mWL8mWPMmaL8mWL8mVLjPmKsWYh4PhGuC0kPz8fPj4+9X7+xYsX0a9fP6SlpWHDhg1VBjyKiopw7733Ij4+HtHR0ejatStOnz6NixcvIiwsDH///TfCw8NtnjNnzhzMnDkT7u7uuO+++6DRaPD777/DYrFg48aNGDduXJ1qjI+PR0xMDI4dO4Zu3brV+2clROx0ly4hJTYW2tL9e1p88gncY2KcXBUhVqa8PKQvXYr8b76B+vbbEfruu1C1agVdYiIShw1Dy88+g7pTJ2eXSeqh5NgxpMbGWgexRo9G4PPPQ+Lm5uyyiEDk7NiB9OXLcdvffzu7FFJKf/060ubMQfGRI/Dq3986E0tkN0gQ4kxZn3yC7G3b0P7AAWeXQgghhBDSKGp7/V3CupAtW7agXQM2B92/fz/69OmDtLS0ah/z/vvvIz4+Hs8++ywuXLiAL7/8EufOncPrr7+OlJQUTJ482ebxJ0+exMyZMxEaGoozZ87gf//7H3799Vf8/vvvUKvVmDJlClJTU+tdMyFNkUWrRfqSJUh86ilYiosR9tFHAADeRe6YJ+LG8zzy/vc/JAwZgsL9+xH67rtosXkzVK1aWR8gsf455E0mJ1ZJ6sOUn48b77+PK+PHQ+LpiVY7dyL41VdpsIPYoiWtBMNiNCJz40YkDhsGfXIyIpYvR8TChTTYQUhdSSQ0c40QQgghxI46DXhkZmbipZdeQvPmzaFWq9GzZ098++23dh977tw59O3bF+PHj0dWVladCyt7rwceeAC5ubmIiIiw+7jCwkKsX78earUaS5cuhUxmXaVLIpFgwYIFaNmyJf73v/8hKSmp/DmLFi0CALz33nuIiooq//d77rkHb7zxBrRaLdauXVvnmolVYXEJfvrrKAqLS5xdissSWsaFf/yBhKFDkbNrFwJffBHRn38O9+7dAYjzArLQ8nU1jZ2v/soVJE+ciJT33oPHXXehzddfw++JJ6ybGJcqXz7FRQbomkIbrjKINWsWWm7ZAlXr1szfuynk60xM8qUlrco5s/2WHD+OpBEjkLlmDfxHjEDrPXvg1adPo9fBGvURbFG+FTAYyKV8HcOYmYn8ffuq7LNC+bJHGbNF+bJF+bIlxnzFWLMQ1HrAIysrCz169MC6deuQkpICnU6H//77D4MHD8a2bdvKH2c0GjFjxgx07doVhw8fBgA899xzdS5szpw5WLNmDVq1aoX9+/ejX79+dh938OBBlJSUoE+fPvD19bU5JpVK8dhjjwEA9u3bV/7v33//PQBg8ODBVV5vyJAhAIDvvvuuzjUTKwvPQ6c3wEJ3UjIjlIyNGRm4Nm0arr3yCpRRUWi1ezcCJ0yARC6/eTFZhBeYhJKvq2qsfC16PTJWr0bi8OEwZmQgau1aNJ8zBzJ//yqPLRvw4EXYXu1x9TZsM4h1553WQaxhw2wGsVhy9XydjUm+NMOjnDPar6mgACkffogrY8dC4u6O6B07EDx1qsvOxKI+gi3KtxTHMdm0nPJtGN5sRs6uXUgYOhQ3Zs6EsdJKFZQve5QxW5QvW5QvW2LMV4w1C0GtNy2Pi4vDtWvX0KFDB3z88ceIiorCvn378O6772Lq1Kl48sknkZWVhYEDB+LUqVPgeR4dOnTAmjVr0LseG4a2bNkSq1evxoQJEyCXy/HJJ5/YfdzZs2cBAB07drR7vEOHDgCA06dPAwDS09ORk5ODgIAABNmZOt++fXtwHIdz587BbDZDKvJNEwlhgTebkfv558hYtQoSlQrh8+bB+6GHwFXYRIkrnW1FS1oRZyj+5x+kxsXBmJqKgHHj0Gz8eEiUyuqfUDbgIcIZSU2JRa+3rlm+eTPkwcGIWrMGHr16ObssIgKcRMLkwiCpGc/zyN+3D+mLFoE3GhE6cyZ8K82wI4TUD0cDuYKjvXABqbNnQ3v2LNQxMdAcOwbeaHR2WYQQQkiTU+sBj19++QVKpRLff/99+fJSHTp0gMViwTvvvIOvv/4aM2fORFJSElQqFd5//3288cYb5UtM1dUrr7xSq8eV7bUREhJi93jZv2dkZNTq8UqlEr6+vsjNzUVBQQH8/PzqVDchrk57/rz1RP78efgNG4agl1+G1Mur6gNdbIkgIg6m3FykLVyIgu+/hzomBhFLl0LVsuUtnyfmGUlNhc0g1tix1kEslcrZZRGxoAuDjU5/9SpS4+JQ8u+/8H74YQRPmwZ5QICzyyLEdUgk1K8JhFmjQeaaNcjZsQPKFi3QYvNmAMCVsWPp5i9CCCHECWo9GnH9+nXccccdVfbSGD58OGbMmIEpU6YgOzsbPXr0wLZt29CqbCNYxkpKrGuYqdVqu8fdSqfKFxcX1+rxlZ9T1wGPY/HHUVSiKf9/mVSKli2iEBgYhCKNpsrjfTw9AABFGi3MlU6G1ColFHI59AYjtHq9zTGZVAoPtRt4nkeBnXXcvNzVkEgkKNHqYKx0x7JKqYBKoYDBaIJGp7M5JpVI4OluzSa/qLjK63qq3SCVSqHR6WAw2r6uUiGHm1IJU+nPUTEHCcfBy8MdgHX9ucpTsdzd3CCXSaHV66E32N4Fo5DLoFapYDabUaTRVqmpPMMSDcyVLlaqVSoo5DLoDAbo9AabY3KZDO5uKlgsFhSWVP1svD3cwXEcijXa8p+pjJtSCaVCDoPRCI3O9rORSqXwVFvbkP0M1ZBKq/lsFAqolAoYTSaUaG0/G4lEAq/Sz6a4NIeKGXu4uUEmk0Kr00NvrJyhHGqV9bMprpQhBw7enqWfTYkGlkoZuqtUkMtl0OTmIXPNGhR/tRvyFi3QbM0aeNzeBdJqMrSU1s+Xvmd1GTq8fZdlaDShRFd9hgVFJeBh2w491G6QSaXlbaVivkq5HG4qJUwmM4q1lTLkOHh71JChmwpymQw6vQE6g/12aDZbqI9oQB/hplAg56uvkLFsGTipFL4z3oH6kUeg4ziUXRKvqY/Ql/57cXExzKU/F/URVrXtI2pq3w3JsCQ9AxmLF0Pz809Q3N4FgXFz4BYdDYlKRX0EqI8oc6s+omwPD3s1NcXziLKftyJH9RFmnQ5F27eh8LPPIG3WDOHLV8CnT2/o9AaUVPp5HJEhnUdQHwE03e8avJ1+Teh9RGOfR7DuI7SHDiF/6RJYCgrg8/zzCBs3Dpxcjsy//7HmWFQMXeln5KG+uYxf5Xypj7CiPuKmpnoe4Wp9REW1OY8oQ30Emz6iTOV8hd1H8HZrFnIfUVBcUmV2vaP6iMo5VKfWAx4lJSVo3rx5lX8PDw8HAOTk5GDUqFHYtGlTvWd11EfZklMVl9Kxp+wXvraPr/icunh+4oQq//b+++9j2ltv4+DRU1WODep3FwDg+PkE5BXaNrRu7VujeXAzpGRm43TCFZtjzXx9cFeXDjCZzXZf9+G7u0OpkOBMwhWk5+TZHLstOgqtIkKRlZePo2cv2Rzz9nDHvd1vBwAcOna6yi95vx5d4OWuxsXkG7iWlmlzrHVEGDpER8JksuYWfz6x/JhKqcBDd90BADhy6nyVX+S7u9yGAF9vXLmRjoRrKTbHIkIC0bVdK5To9FV+VgnH4bF7rcuZHDuXUKUjveO2NggLDMCN9GycTUq2ORbs74uendvDaLKf4aO9e0Auk+HUpSvIysu3OdapdQu0DA9BRk4+4s8n2Bzz9fJAn5jOAGD3de/v2RUeajdcuHINNzKybY61jQpHuxYRyCsowpFT522Oubup0P/ObgCA05es7aFixr27dYKftyeSrqci6YbtWrFRYcG4vU1LFGu0VWqSSaUY0KcnAODomYtVOujuHdvC4/RJXIubA0tRIfIGDEJ+3/sArQWhSVfRvWNb6A3GKq/L6XVoCeuAx4mLScjJL7Q53qVtNCJDg5CenYsTF5Nsjvn7eOGerh1h4Xm7GT7YKwZuKiXOJV1FalaOzbH2LSPQJjIc2QWF+Pf0BZtjnmo33NezKwDg8PEzVf4o9L2jM3w8PZCWnQvANt/o8BB0bN0ChSUaHIo/bfM8hVyGR+7pAQD49/SFKh1/r87tEejvi+TUdFxMvmFzLDwoADEd2kCrr9q+AeojytTYR5h08N6+FZoTJ1DY407kPDYUFg8P4NjpWvcRaTn5AIAzly5Do7TOWKI+wupWfUSPTu0QEuCHa+mZOH/5ms2x0Gb+1fYRADCw752QcpzdPuL21i3g9e8RpC5eDLOFR87I0SjqcSeQXQh/UxL1EaWoj7C61XlEZOksroP/nbQOfpRqiucR7m7Wi/IV8wUc00ec/OpruH+2BfKcbOTf9wDyHngEPh1ugw/g8D6CziOsqI+wapLfNTgOZrOlymsLuY9ozPMI1n1ERkIibsydC4/TJ1HS/jZkPz8Fbs2bI1xuvaB2MjEZIQCOnj4PQ671d6/vHZ3h7uaG4ADfKvlSH2FFfcRNTfE8wpX6iPqeR1AfwbaPaB0Zjo7RUVXyFXIfoSj9u1K5ZqH2EQDw14mzVQacHNVHnDhn+/NUh+NruaCxRCLBqFGjsHXrVrvHgoKCcPXqVSgUilq9cV0999xz+PTTT7FhwwZMmHBzUGHq1KlYsmQJlixZgtdee63K87799ls8/vjjGDBgAL777jucOnUKt99+O26//XacOHHC7nv5+/sjNzcXWVlZCKjl1Pv4+HjExMRg/YaNaNO2bfm/N8UZHkaTGSWVRpyFPVoqvjsqWI6WVhzoM2Wko2jZMpQcOgT13XfD67XXIQsOLj9eU4a8Xo+U/vcjPC4Osn73ieaOCplUCo1OD0OlDOmOCish9REWnQ5FW7agaNdOKCMiEDRjBiztO1SpqTZ9RElODq7cfz/8PpoNdb9+AKiPKOOMu66MVy6jYNEi6E6ehOeAAfCY9AKkvr7lx6mPuIn6CKtbnUfof/wRKR98gLCDf1TZP4LOI6wa0ke4G/VIX7wY+d99B0XnzvCdNg3yFtblBJvanZnUR4izjxDjd43s7duRsWIFwn751ea4EPsIV7p7WymRoGTPV8hYswacmxt8Xn0Vbvf2A8dxNhlmxR9HxrixCNywEYp27awZUh8BgPqIMnQeYeVqfQSdR1hRH3ET9RFWjuojjsfH494+vXHs2DF069atSv1lHDYVo0+fPswGO2oSFhYGwLoZuT1padZRo7I9O271eL1ej7y8PCgUinrt3xHTrWu1gZc1cnvKGps9SoXcZupVRRzH1fi67m7Vr2+ukMugkFf/3JpeV61SQV3NS5vMJqRm5qBFeDDc7GwSXNaJ2OOmVNp9DmD9pawxwwrTKytTKawdpj0SiaTG1/Wo4bNRyOXlo6321PezkctkNT5XIZfhyo10uxm7qZRwU9nPUHaLDMs6J95kQs6OHchcswYSDw80X7gQXvffX+3MKHsZ8m4qpMA6w6OmDFm1b7lcBp8a2ndZh2n/fVFtG5bJapehPSql9Y+DPVJpze2Q+girsj6i6PBhZMydC1NWFgJfeAEBY8ZAcou/QTX2EaVLGborFfCu9HNRH3FTfdt3bTO0aLXI3LAB2Vu3QhEejqgNG+DRvXu1z6M+4ibqI6yqO4/Ql/798nFXg6tmJnJTOY/Q6vVIyciuNt+69BG8xYK8b75BwtKlAM8j9P334TtokN1NyR3RR9hD5xFW1Efc1FS+a5T9nlX32kLoIypjfR5hjyPbt+bMGaTExkJ38SL8RoxA0OTJkHp62n2up5cnMgB4KBVQV3gPrV6P5BT752gA9REVUR9h5crnEZWJvY+oqL7nEdRH3MSij9Dq9dV+Ty4jtD5CbzTW2KcJrY8AUD4AZ09D+4iacqyo6reRelJW84Gz1rFjRwDAuXPn7B4/e/YsAKBTp04ArLM3goODkZGRgZycnCqPP3fuHHiex2233QaJnS9r5Nb0BiMSrqVUGfUkjsMyY83p00h6+mmkL10K38GD0XrvXnj371+rZeBslC4fJ8aN+qgNs9WQfI1ZWbj21lu4OmUKFOHhaPXllwicOPGWgx23UnbRgK90B4NYibENF/35JxKGDUPOtm0InDgRrb74osbBDmcSY75iwiTfsnM62uDXYfnqkpJwZcIEpH74ITx790brr7+G35Ahdgc7mhrqI9iifEuV7k3kaJRvVebiYqTOm4fLo0cDPI+WW7cidPr0agc7AICr5rsQ5cseZcwW5csW5cuWGPMVY81C0HibbTDSu3dvuLu74/fff0dBQQG8vb3Lj5nNZnz77bfgOA4PP/xw+b8/8sgj2Lx5M7755huMGzfO5vX27t0LAHj00Ucb5wcgRCDMRUXIWLECuV9+CVW7doj+7DO43XZbvV+P4zjrBSYRDngQ4eHNZuR++SUyVq4Ep1AgPC4O3o8+WveBuGpU96WUsGfMykLaggUo/PlnuPfsiajVq6GMjHR2WcTVlPYVPM/DMb1G02XR6ZC1YQOyP/0U8rAwRK1fD48ePZxdFiFNEw3iMsXzPAp//RVpH38MS3ExgqdOhf9TT1U7U9BG2bmli9xMQwghhIhJnQY8Ll++bHcPj1sdA4Bnn322bpXVklqtxvjx47F8+XJMmjQJW7duhUKhAM/zeOutt3DlyhUMGTIEbdq0KX/OSy+9hE8//RQzZ87E3Xffjbale2789ddfWLx4MVQqFV5++WUm9RIiNDzPo/Dnn5G2YAEsGg2Cp02D/4gRtTuRvwVOKqULyKTBtBcuIDU2FtozZ+D7xBMIfvVVSL28HPsmpV9KWdwpSezjzWbk7t6NjBUrwMnlDh/EIqSi8nZFv+MNUvTXX0idMwemjAw0mzABAWPHQuKkWd6ENHkcRwMeDBlSUpA6dy6KDx+G5733IuTtt6EoXSa7NspupqGbvwgRNkNqKrI2bIDPwIFwj4lxdjmEEAep0xXNI0eO4MiRI3U+BrAb8ACA2bNnY//+/fj888/x999/o3v37jhz5gwuXLiAqKgorFq1yubxd9xxB2bOnInZs2ejS5cuuP/++6HX63HgwAFYLBZs27YNQUFBzOolRCgMN25YT+T//BNe992HkLffhtyRbV8qpZN8Um9mjQaZa9YgZ8cOKFu0QIvNm+HetSuT9+IkEoDj6C68RmIziDV0KIJefRWyCjM0CXG4sgEPujhYL8bsbKQvXIiCH3+Ee/fuiFq5EsqoKGeXRUjTxnGgHs3xeKMR2du2IXPdOki9vRGxeDG87ruvzq9TdvMY3fxFiDCV7VuasXo1eJ0OUl9fGvAgxIXUesCjT58+gr3r0svLC4cOHUJsbCx2796Nb7/9FmFhYXjppZfw7rvvIjg4uMpzPvroI7Rr1w7Lli3DgQMHoFar0a9fP8ycORP33ntv4/8QLkQhlyEiJBAKuehXTBOshmbMG43I/uwzZK5bB5mfHyKWLYNX374OrlK8MzyoDbNVm3wLf/8dafPmwZSfj6ApUxAwahS4GjbbcgipFLyL3P0t1DZs1miQuXYtcrZvhzIqiukgFktCzddVMMm3bJ8eGvCoU768xYK8r75C+rJl4ORyhM2eDZ+BAwX7nUAoqI9gi/K14iQSJrPWmnK+mpMnkRIbC31SEvyffhqBL74IqXv1G6/WqJoZHk0538ZCGbPlCvlqTp9G6uzZ0CUmwn/ECBQeOCCYGzVdIV8hE2O+YqxZCGqd1u+//86wjFvbsmULtmzZUu1xHx8fLFy4EAsXLqz1az799NN4+umnHVAdqUitUqFru1bOLsOlNSTjkuPHkRobC31yMvyfeQaBL7wAqVrt4AqtOKlUlHfMUxtmq6Z8DenpSJs/H0UHDsDj7rvR4p13oAgLa5S6OBeakSTENlx48CDS5s61DmJNngz/0aMhYT2IxYgQ83UlLPLlaIZHudrmq7t0CSmxsdCeOgXfIUOsM7F8fNgX6AKoj2CL8q2AQZ/WFPM1FxYiffly5O3eDbcOHRC9fTvc2rdv0GtyZQPtlc4tm2K+jY0yZkvM+ZoLC637lu7eDVX79ojetg1uHTqg+J9/BHPdQsz5ioEY8xVjzUJAw0PE4cxmM0p0erirlJCW3dlCHKo+GZsKCpCxbBny9uyBW6dOiN6xA26l+9cwI5WKcr10asNs2cuXN5mQs2sXMlevhkStRvOPP4bXAw806l3EnEQiyhlJ9gipDRszMpA2fz4K9++3DmLNmAFFeLhTa2ooIeXripjkS3t4lLtVvhatFplr1yJ72zYoIyPRYtMmuHfr5oRKxYv6CLYo31KM9vBoSvnyPI+CH35A2sKF4PV6hEyfDr/hw2/uv9EA1S1p1ZTydRbKmC0x5lt539KQN9+E34gR5b/rnEwmmO+BYsxXTMSYrxhrFgJJXZ+QmZmJzZs3Y/78+di5cycKCwtZ1EVErEijxYF/T6BIo3V2KS6rLhnzPI/8ffuQMHgwCn7+GSEzZqDlli3sBzsg3iWtqA2zVTlf7dmzSBo1CumLFsHnscfQeu9eeD/4YOMvmeJCMzyE0IZ5kwnZ27YhYcgQaE6dQvP58xG5cqXoBzsAYeTrypjkW3qnLc3wqDnfwj/+QMLQocjZtQuBL76I6M8/p8GOeqA+gi3KtxSj86Smkq/+2jUkv/gibrzzDty7dUPrPXvgP3KkQwY7AFS7pFVTydeZKGO2xJav4cYNXJ0yBdfffhvq229H67174f/007a/6zKZYGZ4iC1fsRFjvmKsWQjqNMNj3bp1eP3116HX68v/zcfHBxs3bsSQIUMcXhwhpGH0V68idc4clPzzD7wfegjB06ZB3qxZ4xUg0iWtSOOwlJQgdfUq5H7+OVStW6Pl1q1Qd+rktHo4F9rDw9m0Z88iJTYWugsX4Dd8OIJefhlST09nl0WaMI728KiRMSMDaQsWoPDXX+HRqxei1q+HsnlzZ5dFCKlBxX6N9tWpPYvRiOwtW5C1YQNk/v6IXLECnr17O/x9uAqzmAkhjc9iNCJn61Zkrl9v3bd0+XJ49elj97FiXYqbEFK9Wg94HDx4EC+99BJ4nkfXrl3RqlUrnD17FufOncNTTz2Ff//9F507d2ZZKyGkliwGA7I3b0bWJ59A1qwZIletgufddzd6Haw2UyTixvM83E/EIz3uPaCkBMGvvw7/p54qn/rvNHSi22Dm4mJkrlqFnM8/h6pVK6cPYhFSBf1NssGbzcj9/HNkrFoFiUqF8Hnz4P3QQ3TxlBAxsVhuziYgNSo5dgypcXHQX72KgNGjEThpEiRubkzeq3zAw0VmDxMiJhX3LQ145hkEvvhijb/rnEwG0PdAQlxKra8urVy5EgCwYcMGjB8/vvzf4+Li8O6772LVqlVYt26d4yskhNRJ8X//ITUuDoYbNxDw7LMInDiR2Yn8rQhpLUwiDIaUFOTExiH4yF9Q3NMbETPfgSIkxNllAXCtTcsbG8/zKPztN6TNnw9zUZFwBrEIKUNLWlVhuHgRlxcvgvb8efgNG2adieXl5eyyCCG1VTYwSf3aLZny85G+ZAnyv/kGbp07o9WuXVC1bs32TWnAg5BGZyooQMbSpcjbu7dO+5ZyAlrSihDiGLW+EvHvv/+iS5cuNoMdADBz5kysW7cOhw8fdnhxRLwkdGcgc5UzNuXlIX3xYuR/+y3UXbogYuFCqFq1clJ1pUS6hwdAbdjReKMR2du2IXPdOki8vJAxbhJixo6GwtPD2aWVc7UlrRqrDRtSUpA2bx6KDh2CZ9++CJk+XTCDWCxRH8GWw/OlC4PlLBoNAr7ejcxDv1tnYn36KdQ0S9vhqI9gi/IF037NVfLleR75336L9CVLwJtMCJ01C75Dh5YvB8YSJ5FYB9vtfBdylXyFjDJmS2j58jyPgu+/R9rCheCNRoS88w78nnii9nvyCGymv9DydTVizFeMNTtbrQc8srKycOedd9o91rVrVxw4cMBhRRFx8/H0wGP39nJ2GS6tYsY8zyP/m2+QvnQpYLEg9L334Dt4cKOcyN8KV81JvtBRG3YszcmTSImNhT4pCf5PP43AF19Ee3d3Z5dVlcBOdBuiMdowbzQie/t2ZK5dC6mXFyIWL4Znv35NYikc6iPYYpFvWbt0pUHNuuJ5HkUHDiBz/nz4FBQg8JVXEPDMM+DkcmeX5nKoj2CL8i1V1q8BcORfXlfJV3/lClLj4lBy9Ci8H3kEIdOmQebv36g12NsXwFXyFbLGzJg3GlH4++/w6NmzycySFFobttm39OGHrfuWBgTU6TWEtDKF0PJ1NWLMV4w1C0GtBzz0ej2USqXdY15eXtBoNA4rihBSO7rLl5EaFwfNsWPwHjAAIW+8AZmfn7PLKiekEwfS+MyFhUhfvhx5X30Ft/btEb19O9zat3d2WdWiPWdqT3PqFFJjY6FLTIT/U08h8KWXIBXiIBYhZZr4klaGtDTrTKyDB+HZuzdCZsyAIjTU2WURQhqg/OYmOnexYdHrkfXJJ8jevBny4GBErVkDj15OulAkldLn48LKz4cvXULozJnwGz7c2SU1KRaDAdmbNln3LQ0MROTq1fC86656vRbt4UGI66n1LeD8Lb4g3uo4aTqKSjT4/b+TKCqhQTBWCnLz8O/M95D45JMwZWUhau1aNI+LE9RgBwDrSb4IBzyoDTcMz/PI/+EHJAwZgoIffkDI22+j5WeflQ92CDVfVxqgY5WxubAQqXFxuDxmDCCTIXr7doS8+WaTG+wQaht2FUzybaJLWvEmE7K3bkXi0KHQnjuH5gsXwnfuPPyVkkXtlyHqI9iifCtxcL8m5nyL//kHicOHI3vTJgQ89xxaffml8wY7UDrDo9K5pZjzFQvWGVc+H+YUClh0OibvJURCaMPF//2HxCefRObGjfAfPRqtd++u92AHIKzvgULI15WJKV/eaET21q24sX69aGoWEtpNlDic2WJBQXEJzHQ3CxPFR44gNTYWbukZ8Bw9Gs1ffAGSamZfORsnkQjmxKEuqA3Xn/76devyAX//Da/+/RHy5puQBwXZPEaw+Yp0CTZ7HJ0xz/Mo+OknpC9YAItOh5C33oLfk0/Wfl1cFyPYNuwimORbtvRLExrw0Jw+jdTZs60zsUaMQODkyZB6eCC/qJjaL2PUR7BF+ZZiNJArxnxNublIW7QIBfv2QR0Tg4ilS6Fq2dLZZdld0kqM+YoNq4x5nkfhzz8jbcECWLTa8vPhC/fd5zLL4taGM9uwKTfXum/pd99B3bWrw/YtFdKm5dRHsCWWfDUnTliXBb98Gd4vviiKmoWGBjwIEQlTTg7SFi5EwQ8/QNm1K66MHo+7Bjwo2MEOAKLetJzUjcVoRPaWLcjauBEyPz9ErlgBz969nV1Wndi7C49YB7HS5sxB8ZEj1Q5iESJ05XvLNIEvCuaiImSsWIHcL7+Eql07RH/2Gdxuu83ZZRFCHK0J7Jl1K7zFgryvv0bG0qUAxyHsgw/gM2iQcPYTo3NLl2G4cQOpc+ag+K+/qpwPc3I5eKPRyRW6tvJ9S5csAXgeoe+/D99Bgxy3b6kL7eVIxM1cWIj0Zcusy4Lfdhuid+yAPiwcOHrK2aWJTp0GPE6dOoWPPvrI7r8DsHuszHvvvVfH0gghQOmJ/J49SF+2DJxUirDZs4G+9+LcsdPOLu2WOJnMZe6YJ9UrOXYMqXFx0F+9ioDRoxE4aRIkbm7OLqvuaJ1lGxajEdmffoqsDRsg8/NDxPLl8OrTx9llEVI/TWAPD5s7TzUaBE+bBv8RI6x/iwkhLqfsQl9TmrlWkS4xEamxsdCcOAGfxx5D8OuvC255X/ouJH61OR/m5HK6WM5QxX1LfQYORPDUqQ7/XRfSDA/SNPE8j4IffkDawoXg9XqETJ8Ov+HDwUml0BcVO7s8UarTN6DTp0/j9OmqF1nLTrI+/PBDu8c4jqMBD0LqQZeQYD2RP3kSPoMHI/i11yDz8UG+SDo8sS5pRWrHlJ+P9KVLkf/113Dr3Bmtdu2CqnVrZ5dVb/aWHWiqSuLjkRobax3EGjUKgS+8IM5BLELKuPiAh+HGDaTOnYviP/+E1333IeTtt2kmFiFNRRO7WcOi1SJzwwZkb90KRXg4ojZsgEf37s4uyy6aPSxuJcePI3X27FueD3MyGc3wYMCi0yFr40Zkb9kCeWgootatg0fPnkzeizYtJ86kv3bNuiz4P//A64EHrDPIAgOdXZbo1XrAY8yYMSzrIC5ErVLhjtvaQK1SObsU0bJotchctw7Z27ZBGRGBFp98AveYmPLjoslYpCf5osnXSXieR/633yJ9yRLwJhNCZ82C79ChtZ5SLNh8XWiArr4Zm/LzkbFsGfL27rUOYu3cCVWbNoyqFC/BtmEXwTJf3sUuDPJGI7I/+wyZ69ZZ7zxdtgxeffvW+Bxqv+xRxmxRvqUY7eEh5HyL/vwTqXPmwJSVhcCJExEwdiwkCoWzy6qenZtphJyvq2hoxqaCAmQsXVrr8+GmtqRVY7Thor/+QtrcuTCmpyNg/Hg0GzeO6VLeQrrxjfoItoSUr8VguDmDLCCg2mXBhVSzmNR6wGPz5s0s6yAuRCGXISwwwNlliFbRoUNInTsXpuxsBE6ahIDnnoNELrd5jFgyFus0brHk6wz65GSkxsai5OhReD/yCEKmTYPM379OryHUfDmZzGXukqxrxjzPI/+775C+eDF4oxGhM2fC94knHLcurosRaht2FSzy5VxwhkfJ8ePWmVjJyfB/5hkEvvACpGr1LZ9H7Zc9ypgtyrcUowEPIeZrzMpC2oIFKPz5Z7j36IGo1auhjIx0dlm3xEmlVb4LCTFfV1PfjHmeR/6+fUhftKhO58NNbYYHyzZszM5G+sKFKPjxR7jfcQciV6yAMiqKyXtVxMlkgrnxjfoItoSSb8nRo9Zlwa9fty4L/vzz1a6oIJSaxabRF/WdOnUqvvnmGyQlJTX2W5NGojMYcCM9G+HBAVAJ+Y4bgTFmZiLt449R+OuvcL/zTkStXQtlRITdx4olY7EuaSWWfBuTRa9H1qZNyN60CfLgYESuXg3Pu+6q12sJNV8h3dnTUHXJWH/1qnUK7b//wvvhhxE8bRrkAXRCVROhtmFXwSRfRhcGncFUUGCdibVnD9w6dkT09u1wa9eu1s+n9sseZcwW5VuK0cbcQsqXN5uRu3s3MlasACeXIzwuDt6PPiqcTclvwd5FVCHl66rqk3FDzoeb2gwPFm24fN/SpUvByeUImz0bPgMHNt7vuoD28KA+gi1n52vKy7MuC/7NNzdnkN1iWXBn1yxWjT7gkZWVheTk5MZ+W9KIdHoDziYlI8DXi34Za4E3m5H75ZfWE3mlEuFz58L74Ydr/OMumozt3NUkBqLJt5EU//svUmNjYUxNRcDYsWg2fjwkDZhOKdh8JRKXWe6mNhlXHMSSBQU1aBCrqRFsG3YRTPIt/Zsq5t9xnudR8P331s0MjUaEzJgBv2HDrHcQ1wG1X/YoY7YoX6vyTcsd3K8JJV/thQtIjY2F9swZ+A4diqBXX4XM29tp9dSLne9CQsnXldUlY4vBgOxNm5D1ySf1Ph9ucgMeDm7DuoQEpMyeDe2pUzb7ljYmIc3woD6CLWflW74s+OLF4M3mOi0LTm2ifhp9wIMQcpP2wgWkzp4N7dmz8B02DMGvvAKpl5ezy3IYTiaDxWBwdhmknky5uUhbtAgF+/ZB3a0bIpYuhaplS2eXxYxYl2Crj+L//rMOYqWkIOC559BswoQGDWIRInRiX9JKf/UqUufMsW5m+OCD1s0MmzVzdlmEECEQab9WHbNGg8y1a5GzfTuUUVFosXkz3Lt2dXZZ9SLW2e5NhaPOhzm5XDCzA8SkfN/Szz6DMjKyyr6ljYk2LScs6a9csc4ga8Cy4KTuaMCDECcwazTIXL0aOTt2QNmyJVpu2QJ1ly7OLsvx6CRflHiLBXlff42MpUsBjkPYBx/A5/HHXX4/h6bwpdSUm4v0xYuR/9131kGsxYuhio52dlmEsCfSJa0sBgOyN2+23nnarBkiV62C5913O7ssQogQiLRfq0nhwYNImzsXprw8BL30EvyffbbKXoZiwkmlLn9uKUY258Nduzb4fLip7eHhCEV//GHdtzQ3F4EvvGB339LG5EpLGxPhsOj1yPrkE+uy4CEhiFqzBh69ejm7rCaDBjwIaWSFBw4gdd48mAsKEPTyywgYNQqciE/ka2Jvoz4ibLrERKTGxUFz/Dh8HnsMwa+/Dpmfn7PLahwu3F55iwV533xjHcQCmswgFiHlRHhhsPi//5AaFwfDjRsIePZZBE6cWO1mhoSQJkgk+1jUhjEjA2nz56Nw/3543H03WsyYAUV4uLPLajgBLZNDqp4Ph77/PnwHDWrw+TDN8Ki9ivuWevTqhaj166Fs3tzZZQlqSSviGor/+QepcXEOWxac1B0NeBCHk8tkCPb3hVxGzasiQ3o60ubNQ9Hvv8PjnnsQOmMGFGFh9XotsWQs1ruaxJKvI1m0WmRu2IDsrVuhCAtD1IYN8Ojencl7CTVfTiqFxUXuzqqYsS4pCamxsdZBrIEDETx1atMZxGJEqG3YVTDJV0R7eJjy8qx3nn77LdRduiBi4UKoWrVy2OtT+2WPMmaL8i3FaKm+xsyXN5mQs2sXMlevhkStRvP58+H14IOi2ZT8VjiptMoyOdR+2bOXsS4pyXpTV3y8w8+HObkcFp3OIa8lBvVpw7zZjNwvvkDGypWQqFS12re0MQlplg71EWyxzteUm4u0hQtR8P33UMfEOGRZcGoT9UNpEYdzd1OhZ+f2zi5DMHiTCTk7d1pP5D080HzBAnj179+gP+6iyVikAx6iyddBiv78E6lz5sCUlYXAiRMRMHYsJAw3wxJsvi40ldndTYXubVoga8MGZH/6KeRhYYhavx4ePXo4uzSXINg27CJY5CuGPTx4nkf+N98gfckSgOcR+u678B0yxOEzsaj9skcZs0X5WpV9k3D0QG5j5as9exYpsbHQXbgAv+HDETRlikvtZQjYv/mL2i97FTO26HTMz4c5uRx8UZFDX1PI6tqGtefPW/ctPXdOuPuWCuh7IPURbLHKl7dYkLd3L9KXLgUnkVhXVBg0yCGDetQm6ocGPIjDWSwWGE1myGVSSJr4cimaM2eQOns2dJcuwW/ECARNngypp2eDX1csGYt1SSux5NtQxqwspC9ciIKffoJ7jx6IWr0ayshI5u8r1Hw5iUSU7dWewsOHrWtgZ2ai2YQJCBg3jukgVlMj1DbsKpjkK/ABD93ly9Y7T48dg/eAAQh54w1mM7Go/bJHGbNF+ZZitFQf63zNxcXIXLUKOZ9/DlWrVmi5dSvUnTo5/H0Ewc6AB7Vf9soy1v/3r/V8OCPDej48diwkSqXD34+TyQRzsbwx1LYNm0tKrPuW7twJZXQ0Wn76KdS3396IldYeJ5MJ5nsg9RFsschXl5hoXVHhxAkmy4JTm6gfSoo4XGGJBj/++R8KSzTOLsVpzEVFSJ07F5dHjwY4Di0/+wyh06c7ZLADEE/GYl3SSiz51hdvsSDniy+QMGQIiv/9F+FxcYhat65RBjsA4ebLyWSiWO6mJsbsbFyfPh3XpkxBoZs7Ard8isAXXqDBDgcTaht2FUzzFdjvuEWnQ8aqVUh68kmYMjMRtXYtmsfFMV12jtove5QxW5RvKUYDHqzy5XkeBb/+ioQhQ5C7dy+CX3sN0Tt2uO5gB+xfRKX2y17eteuIn/Qirk2eDEVICFp9+aX1fJjBYAdQOsNDIMshNYbatOHC/fuRMHQocr/6CkGvvIJWO3YIdrADENagFfURbDkyX4tWi/Tly5E4ciRM+fmI2rAB4bNnO/w8ntpE/dAMD0IciOd5FP7yC9IWLICluBjBb7wB/5EjrSe7TZFUKriLS02d9uJFpMbGQnv6NHyHDEHQa69B5u3t7LKEQSIRzIluXfEWC3J370bG8uXg5HL4zpyFJP8QtI6IcHZphAhC2bJQvIBmeBQfOYLUOXNgTE9HwLhx1s0MGV2MIYS4IIGsfV8bhpQU616Ghw7Bs29fhLz9NhShoc4uizmx3vwlVrzFgryvvkL6smVQ84DvzFkIHfYE830ihLT/g7MZ0tKQNn8+in7/HZ69eyNk+vR671vamDiZDOB58BaLw5cSJa6p6PBhpM6d22jLgpO6a6JXYQlxPENKClLnzkXx4cPw7NfPeiIfHOzsspyKE9BamE2dWaNB5tq1yNm+HcqoKLTYvBnuXbs6uyxB4UQ6QKe7dAkpsbHQnjpVPohVLJECR085uzRChIPRndD1YcrJsW5m+MMPUMfEIHL5cihbtHB2WYQQsSnt14Q8O5U3GpG9fTsy166F1MsLEYsXw7NfP8FsVMycCy2XKnQVz4fVAwbibK8+iOx7V6O0taY2w8OeKvuWLlwIr/vvF8/veukNqrzJBI4uWpMaGLOykLZgAQp//hnuPXs22rLgpO5owIOQBuKNRmRv24bMdesg8/FBxJIl8OrXz9llCQLd1SQMhQcPIm3ePJhycxH00kvwf/ZZSORyZ5clOJxMJqr2atFqkbl2LbK3bYMyMhItNm2Ce7du1oNFxc4tjhChKfvC7cQLg7zFgrw9e5C+bBk4qRRhH30En8ceE8/FAEKIoHACGsi1R3PyJFJiY6FPSoL/yJEInDwZUnd3Z5fVqDiZDBaDwdlluDR758PG1m1gacQbf5r6gIfm9GmkxsZa9y0dOdK6b6mHh7PLqhNOKgVgHfAADXgQO3iz2bqiwooV4ORyhMfFwfvRR+k8XsAafcCD53lBLSdASENoTpywnshfuQL/p59G4IsvQqpWO7ss4RDpHfOuwpiRgbT581G4fz887r4bLTZsgCI83NllCZeI7sIr/OMP6yaMubkIfPFFBIwZQ4NYhNTEyZuW6xISkDJ7NrSnTsFn0CAEv/YaZL6+TqmFEOIiBDrgYS4sRMaKFcjdvRuq9u0RvW0b3Dp0cHZZTkE3f7FV3flwfiPf+MPJ5U1yVQNLcTFSV65A7hdfQNW2LVp+9hnUHTs6u6x6KV+CvAl+juaSEpjz8ug6QQ20Fy5YlwU/cwa+Q4ci6NVXaVlwEWj0AY9ly5YhLi6usd+WNCJvD3c82rsHZKWj5K7IXFiI9GXLkPfVV3Dr2BHR27fDrV27Rnt/sWQs1iWtxJJvdXizGTm7diFz1SpI1Go0nz8fXg8+KJi7D4Sarxi+lBozMpD28cco/O03eNx1F6LWr4eyefMqjxNqxq6C8mWLRb5l/V9j33Rj0WqRuW6d9c7T5s3R4pNP4B4T06g1VEbtlz3KmC3KtxSj87r65svzPAp+/BHpCxfCotMh5K234Pfkk+V3TjdJdr4LUfttOGNGhnVJmV9/hUevXlXOhxs746a2h4eXuxq99YXIHD0KlpISl9i3lKuwpJWzNVb75Xkehb/9hrT588EbjWj/++9M308o6pKvUJYFp78b9VPrHmncuHG46667MGHChCrHCgsLoVAooFKpqhwbPXo0du7cCVNpx+Hv7w9/f/8GlEyEjuM4yEX8x64mPM+j4IcfkLZwIXiDASHTp8Nv+PBGP5EXTcYiuIBsj2jytUN77hxSZs+G7sIF+A0fjqApUyD18nJ2WTYEm6+AZyTxZjNyP/8cGatWQaJSIXzePHg/9FC1g1iCzdhFUL5sMcnXCTM8ig4dsm5mmJ2NwEmTrHeeCmCZBGq/7FHGbFG+pRj1a/XJV3/9OtLmzEHxkSPw6t8fIW++CXlQkEPrEiNOKq0ye5jab/3V9ny4sTNuSjM8DCkpSJ0zB8V//ulS+5baLGnlZI3Rfg0pKUibNw9Fhw5BHhICU1YWeLO5SQxQ1zbfwoMHrTPI8vMRNHky/EePdtqKCvR3o34ktX3gli1b8Mcff9g95uvri0mTJlX7XFrCqmkp1mjx14lzKNZonV2KQ+mvXUPyCy/gxjvvwD0mBq337LHeyeCEPwpiyZiTyQR7AbkmYsm3InNxMdLmz0fSqFGA2YyWW7ci9J13BDfYAQg3X6HOSNKeO4ek0aORtmABfB59FK337oXPww/XOGNHqBm7CsqXLab5NsLfJGNmJq5Nm4arL78MRUQEWu3ejcCJEwUx2AFQ+20MlDFblK8tR29aXpd8LUYjMjduROKwYdAnJyNi+XJELFxIgx2l7O0PR+23frTnz+NyLc+HGzvjprCHB280ImvTJiQ88QS0iYnQvDIV/nFzXGKwA8DNTcsb4WZNU14eig4frvY4y/bLG43I2rLF+jlevIiIxYsR/NprAKyzkpuCW+VrzMjAtalTce3VV6GMjkbr3bvRbNw4py4fTX836schQ0S0LwepyGQ2IysvHyYR3tlvj8VgQPannyJrwwbIAgIQuXIlPO+5x6k1iSVjTiIR5QwPseQLlE5F3b8fafPmwVxUhODXXoP/008LekqxYPMVWHs1l5Qgc9Uq5OzaBVWrVmj56adQd+5cq+cKNmMXQfmyxSTf0juhWZ6v8mYzcr/80rqZoVKJ8Llz4X2LwUlnoPbLHmXMFuVrxWrT8trmWxIfj9TYWOivXkXAqFEIfOEFSNzcHFqL6NmZ7U7tt27qcz7c2Bm7+oBH5X1LlaNG49K5RLRxoTbcGEta8TyP/G+/RfrixTDn56Ptzz9DHhhY5XGs2q/m5Enr55iUBP+RIxE4eTKk7u4oOnQIAGDRaES32Xx9VJcvbzJZlwVfvVpwy4LT3436Ee4VMUIEoOToUaTGxUF//ToCRo9G4PPP04l8XQj0jnlHKzp0CMVHjiD4jTcadcaPITXVOhX1jz/g2bevdUpxaGijvb+rEcqMJJ7nUXTgAFLnzYO5sBDBr75qHcSiTckJqTeO8ZJW2gsXkDp7NrRnz8J32DAEv/KKIGfYEUJciJMuwpjy85GxbBny9u6FW+fOiN6xA25t2zqlFqHjpNImuQmyI4jpfJiTyVzyO6+poMD6u75nj82+pY29KXxjKL9ZkNEFZf2VK0iNi0PJ0aNw69wZ2vx8mAsL7Q54OJq5sBAZK1Ygd/duqNq3t36O7duXH5eo1QCazgwPe7RnzyIlNvbmsuAvvwypp6ezyyINRAMehNhhystD+tKlyP/mG6hvvx2tdu6EqnVrZ5clOpyA90RwBGNmpnUD6V9/BQAEjBnTKFP4eaMR2du3I3PtWki9vBCxeDE8+/UTxN0HYiaEGUmG1FSkzZ+PooMH4dmnD0KmT6dBLEIcycF/k8waDTJXr0bOjh1QtmyJllu2QN2li0PfgxBC7GrkvYl4nkf+d98hffFi8EYjQmfOhO8TT9wcUCZVcFKpw5ccawoMaWnWm7oOHoRn794ImTFD0OfDnFwOmM0uswcCz/Mo+P57676lRqPT9i1tTKxmeFj0emR98gmyN22CPCQEUWvWQNasGRKHDYOlpMSh71UZz/Mo+PFHpC9cCItOh5C33oLfk09W+RzLBzw0Gqb1CJG5uBgZq1Yh9/PPrTPItm6FulMnZ5dFHIQGPAipoOI0Q95sRui778J3yBA6ka8nTqSblt8KbzYj94svkLFyJSQqFQLGjEH2p5/CXFTEfMBDc+oUUmNjoUtMtJmKShzAie2VN5mQs2MHMlavhtTLC80XLYLXfffRIBYhjsLgwmBh2Z2nBQUIevllBIwaJcg7Twkhrq0xLqjrk5OROmcOSv79F94PP4zgadMgDwhg/r6iZ2fTclK9svPhzDVrIPHwQPOFC+F1//2CPx8u+9vPm0yiHxTQX71q/V3/5x94PfAAQt58s1FmITgbi03Li//+G6lxcTCmpSFg3Dg0Gz8eEqUShrQ0ANbl2ljRX7+OtDlzUHzkCLz697d+jtVcpygf8GA8ACMoPA/N778jffky0SwLTuqOPk3icG5KJTq1bgE3pdLZpdRJxWmG3o8+ipA33oDM39/ZZdklmoxFOo27pny1Fy4g9aOPoD13rnzZElNOTvmABytVpqJu2wa3Dh2YvR9LQm2/nJO+lGpOn0bq7NnWQawRI6yDWA1cP1WoGbsKypctJvmWXixxxB4ehvR0652nv/8Oj3vuQeiMGVCEhTX4dRsLtV/2KGO2KF8rVnt4VMzXotcja9MmZG/aBFlQECJXr4bnXXc59P1cGWdneV9qv/Y58ny4sTMunx1gNAIi/VwtBgOyt2xB1saNt9y31CXbsANneJhyc5G2cCEKvv8e6pgYRCxbBlXLluXHy25WtBTbXxqsIflajMab+8/6+SFi+XJ49elT43Oa2gwPWU4OWu/8FLn//WtdFnz6dChCQpxdVo1c8neuEdCAB3E4pUKOluHC7jAqsjfN0KNXL2eXVSOxZCzWadz28jWXlFiXLdm5E8roaOuGebffDsB6ggiAyYAHz/Mo+OknpC9YUONUVDERavtt7BlJ5qIi6yDWl19C1a6dQwexhJqxq6B82WKRb/mFwQb8TeJNJuTs3GndzNDDA80XLIBX//6Cv/O0Mmq/7FHGbFG+pRgNeJTlW/zff7gaGwtjSgoCnnsOzSZMgESlcuh7uTp755bUfm1VOR/+7DO43XZbg16zsTMun+Eh0o3LS44eRUpsLAw3btRq31JXbMPld/Y3YMCDt1iQt3cv0pcuBSeVIuzDD+Hz+ONVzhMlpQMe1c3wqG++JfHxSI2Nhf7qVQSMGoXAF16o1f6zTWUPj8rLgoeLaFlwV/ydaww04EEczmA0IiMnH0H+PlAIfGmH4n/+sU4zTE21mWYodKLJuHQPD95iEdWyYJXzLdy/H6nz51uXLXnlFQQ884zNsiVlG1pZHDzgUZepqGIi2PbbSDM8eJ5H4c8/I23BAlg0GgRPmwb/ESMcOoVWsBm7CMqXLSb5NnBJK82ZM9Y7Ty9dgt+IEQiaPFm0mxlS+2WPMmaL8i3F6CKNJjMT1+d/DONvv0LdtSsiFi+GKjqayXu5PDsDHtR+rVieDzd2xqz2f2DNlJeH9CVLkP+//0F9++2IWLCgVvuWumIbbuhnqEtMRGpsLDQnTsDn8ccR/PrrkPn62n8vqRQStbraGR51zdeUn2/dXH7vXrh17ozoHTvg1rZtrWsvG8g2u/AMD83Jk0iJjYU+KQk+Tz4Jy5NPQdU8VBSDHYBr/s41hjr9NcnIyMAff/xRp2MZGRn1q4yIlkanR/z5BPS9o7NgfxmrTDNcutRmmqHQiSFj4OZamDCbb15sEoGyfO9uHoSSlStuuWyJRKkEp1A4bIZHfaaiiolQ229jzEgy3LiB1LlzUfznn/C6/36EvPUWk0EsoWbsKihftpjkW88lrcxFRchYuRK5X3wBVdu2aPnZZ1B37OiYmpyE2i97lDFblG8pB8/w4C0W5H3zDdIWL4bJbEHA29MROuJJUd20JDScTFblZhpW7Vd77hwkajWUUVEOe01WbM6H77sPIW+/7dDz4cbuI8Q2w4PneeR/8w3Sly6t176lrtgHlw941PHmN4tWi8wNG5C9dSsU4eGI2rABHt273/J5End3mKsZ8KhtvjzPI/+776z7zxqNCJ05E75PPFHnPpuTSsGpVC65pFWVZcG3b4c+vDkOHj2Fvs38RdN+XfF3rjHUacDj119/xa+//lrl3zmOq/YYIUJS22mGxDHKN/+yWFCfhI1ZWchYsQKq1q0RMHq0Y4urAW8ywfv335Dx8/eQ1nLZEqmnp0MGPOo7FZU4AMMlrSxGI3K2bkXm+vXWQaxly+DVty+T9yKEVMXVcYYHz/Mo/OUX652nxcUInjoV/k89RZsZEkKEo2wg1wE3a+gSE5EaFwfN8eNQP/wwzt7dD5H33k2DHQ3UGMulmgoKkLF0KfL27oX7nXeixdq1TN8PuDk7I3fPHjSfOxcyP7/aPc9oRPZnnyFz3TqXOh8W04CH/soVpMTGQnPsmOD3LW1U9di0vOjwYaTOnQtTVhYCn38eAc89B4lCUbu38/Bo0Cbh+uRk6+by//4L74cfRvC0aZAHBNT79SRqtcMHPMqWjjempyP8o48c+tq3wvM8Cn78EekLF1ZZFlxfZH+gibieWn9ri4iIoIvCxGksBgNytm+HPDAQPgMG1Os16jLNkDhI2YlDHU/0ebMZubt3I2PFCliKi+HWqVOjDXhoTp9G5kcfwT8xEe5Dn0Dz11+r1YZ5Eg+PBg14VPyy4tapU52nopKG4ySSBq3bWp2S48etg1jJyQh45hk0e+EFSEvXSiWENLJaXBg0pKRY7zw9fBie/foh5O23oQgOboTiCCGk9hyxablFp0PWhg3I+vRTKMLCELV+PUztO8By9JSDqmzi7Gxa7ig8z6Pg+++RtnAheKMRqnbtYExPZ/JeFRlu3EDqnDko/usvAID27Fl49u59y+dVPB/2f+YZBLrQ+bAYBjzEuG9pY6rLDA9jZibSFixA4S+/wL1nT0StXg1lZGSd3k/i7l6vAQ+LXo+sTZuQvWkTZEFBiFy9Gp533VXn16lSj1rt0D08iv/+G6lxcTBcvw4ACJ05s9GWjnfVZcFJ3dV6wCM5OZlhGc5z8OBBxMXF4cSJE9BqtejUqRNee+01PPnkk84ujZQq/u8/a2eZnAxVu3Z1HvCoOM1Q2bw5WmzcCPc77mBULamofEmrOpzoay9cQGpsLLRnzsB36FBwSiUKG2H2WMVlS+StWiPltTdx59DHazXYAVhneNRnDw9HTUUlDVd+ouugPWdoEIsQAanFDA/eaET2tm3WO099fBCxZAm8+vVrpAIJIaSOGngzYtFffyF1zhyYMjIQOGECAsaOhUSpRD7d/eowHKP94fRXr1rv7v7nH3g/9BCCp01DwQ8/IHPNGvA8z+RG1SpL7i5ZgmvTpt1ykMXmfLhjR0Rv3w63du0cXp8zlQ94CHQPj7KLz8a0NFHtW9qYarNpOW82I/fLL5GxciU4hQLhcXHwfvTRev2+STw8ql3SqjrF//2H1NhYGFNSEDBmDJpNnFi+/0ZDSR00w6Py0vH+zzyDtHnzYMzIgDIiwgGVVs/VlwUnddek5+Vv374do0ePhkwmw3333QepVIrffvsNI0aMwNmzZ/Hhhx86u0RRkkql8PXygLTsYnc9mXJzkb54MfK/+w7qrl3h3rUrCn75pU4ncTbTDCdNQsCYMbWeZihkjsqYNa4OMzzMGg0y165FzvbtUEZFocXmzXDv2hW5e/cid9cuWIxGSGqxXmHxv/8ifeFC+Dz+OAJGjbrl4+0tW6IYNBgZCVfqlG99lrTSX72K1Lg4h01FFQvBtt/SC6K82dygAY/Kd9yFvPMO/J544uYAYCMQbMYugvJli0W+Zb/T1e3hoTlxwrqZ4eXL1jtPX3zRZe48rYzaL3uUMVuUb6k6LtVXxpidjfSFC1Hw449w794dUStX2uz7QPk6DieTVVlyrCH5WgwGZG/ahKxPPoEsMBCRq1bB8+67AQCywEBYtFpYiosh9fR0SP1lSo4fR+rs2dYld0v/Rkrc3CAPDKx2wKPK+fCMGfAbNqxRzocbuw2X3zQlsBkeppwc68XnH36w7lu6bJlD9i11xT6i/LpFNZ9h5Zsyg159FTJv73q/X01LWlXOt/J1sYjFi6GKjq73e9sjcXNr0IAHb7Egb88epC9bZrN0vOHaNQBgPuBRl2XBxdh+xVizENR7wCM3Nxd+dtZqTE9Px99//42BAwdCJuB1jjMyMjBx4kS4u7vj4MGD6NatGwDgwoULuPfeezF79mwMGjSo/N9J7Xmq3dAnpnO9n1++idaSJQDPI/T99+E7aBAKf/sNeXv3wlxQAJmPT42vYczKsk4z/Pnnek8zFLKGZtxoyjrkWywhUnjwINLmzoUpPx9BkyfDf/To8sENeVAQwPMwZWba3TC8TMUTAchkKDp8+JYDHoaUFOuU7D//rLJsSV3zlXh6wlxQUKvHspqKKhZCbb/lX8DMZqCem4HZu+NO3qyZA6usHaFm7CooX7aY5lvp75G5sBDpy5Yh76uv4HbbbdaZWC5252ll1H7Zo4zZonwrqeUeHrzFYl0ydvlycHI5wmJj4TNgQJUbyShfB7KzXGrFfIuPHEHWli0InT4dyhYtanyp8lUPbtxAwLPPInDiRJsLemVLthgzMqoMeFiMRhhTU+v8ffhWs5XlQUEw2BnwqHg+7PXgg9YlZRrxfLix27DQZnhUd/HZUTN/XLGPqG5JK7NGg8w1a5CzYweULVqU35TZUBJ3dxgzM+0eK8uXt1iQu3cvMpYsAYDy62IsVoJoyB4eusREpM6eDc3Jk/AZNAjBr71WvnS8PDAQAOwOjOqvXIEiIqLKIKi5sBAWna78uTUx5ecjY9myOq2oIMb2K8aahaDOIxK//PIL3n77bcTExGDDhg1Vjv/www+YMGECIiMjsXr1ajz88MMOKdTRVq1aBa1Wi+nTp9sMarRr1w5z587FuHHjsHTpUmzdutWJVTY9usuXrRvmHTsGn4EDETx1avkmaIrwcADWdUOrG/Bw5DRD0nDld0pUc/JnzMhA2vz5KNy/Hx53340WM2aUf85l5KUDEMb0dLsDHrzFgrxvvrGeCHAcQt9/H8bUVOTt2VNtXSyWLZF6esJ444bNv1mMRnAcZ7PJLcupqKSBapiRZMzMRPbmzfAZNMjuxVCLwYDszZutd9w1a2Zzxx0hRAAq3QnN8zwKfvjBeuepXo+Q6dPhN3x4o87EIoSQBinbtLzCDI+yfQ9lfn7wHTSo/N91ly4hJTYW2lOn4DtkiPXu5FvcQEYarrpNyyvOsgGAgl9/ReDEiXZfw+bu7i5dELFwIVStWlV5XPmFxcxMm+MV73xu+/33dteyt2i14FSq8u/MPM8jf98+pC9aVOOSu/LgYJsLmU31fLiue3joEhORs2sXAidNcvhAkC4hwbpv6cmTtG9pHZQPeFS4blF44ADS5s+33pQ5ZQoCRo0q/6wbSuruDksNS1rpkpKsn+Px41Wui7FQnz08arN0vMTNDVJfX5t+ouLNyaEzZ8Jv+HAAttd1pH5+aPP119W+Ny0LTmqjTq3hyy+/xMCBA3HixAkcP37c7mN0Oh3UajWSk5MxcOBAbNu2zSGFOtq+ffsAAIMHD65ybPDgweA4Dt99910jV+Ua8ouK8c2Bv5CbmYXsbdtgSE295XMsOh0yVq5E0pNPwpSVhaj16xEeG2vTqZdd7DaUXlQ2FxYi+9NPYcrNBWCdZnh5zBikzZsH74ceQpuvv7Z715IrKMtY6GvsVrekFW8yIXvbNiQMGQLNqVNoPn8+IleurDLYAdgOeFSmS0zElfHjkfrhh/Ds0wet9+6F35AhULVpA1NOTnnbqEhz4gQSn3oKGStWwG/4cLTas6fKYEd98pVW2LSc53nkff01Lvbvj7T58wFYv6zcmDULyRMnQubnh+jPP0fQyy83ycEOobZfmxkepXizGTm7diFhyBDk7NyJ7C1bqjyv+L//kPjkk8jcsAH+o0ah9e7dTv9yJ9SMXQXlyxaTfCsMeOivXUPyCy/gxjvvwD0mBq337oX/yJFNZrCD2i97lDFblK9V5U3LS44eRdKIEchYtgzpS5aAN5lg0WqRvngxEp96CpbiYrTYtAlh779f42AH5es4nEwG8Hz5sla8xYIb27bh3MDHUHTkCMJmz4bHXXdBc+JEleeWfZ9IGDIERX/8gdD33kOLTZvsDnYAgKz0wrmp9K5xU34+Uj78EFfGjYNErQYsFhQfOWLzHIvBgMz163G+b1/kfvEFAOvsjORJk5AyaxY8evZE66+/tt4QYOdCYsUBDyGdDzd2G67tgIdFq0X68uVIHDkSebt3I6+GC7qVGVJTkb11KywGQ/WvvWwZEp96CqaCAkRt2IDwjz5iMtjhkn1EhQEPQ3o6rr7+Oq69/jqU0dFo/dVXaDZ2rMMGO4DSPTzsLGll0elwddEiJDz5JAzZ2Xavi7FQ1xkeRYcPI2HYMORs24bASZMQ/fnn1e6TKw8KgjE93fq9+vPPkTBkCEqOHoU8PBxFf/4JwDrAU3ZdRxEVBUNyMgwpKdZB/M8/h/7KlfLX0ycnW/uod9+9ZR9ljxjbrxhrFoJaz/BITEzE6NGjYTKZMHPmTEybNs3u41588UWMGTMGs2bNwtKlS/HCCy+gd+/eiBTQckI8z+PcuXMAgI4dO1Y57uvri+DgYKSlpSElJQVhNSyjQ+xTJSUgY/5HMKeno/jIEUStWlV+zJCWhrSPP7YObKxdC82pU0ibOxfG9HQEjB+PZuPG2d1ES+rlBam3NwzXryO/dD1Qc24utOfPQxYYaN37wYHTDIkD2FnSSnv2LFJiY6G7cAF+w4cjaMoUSL28qn8JtRpSLy8YMzLK/82i0yFrwwZkffopFGFhiFq/Hh49epQfV7VpA8B6h4tHz54A2C9bIvH0hLm42GaWkrJFC+R9+y2U0dHIXLPGZok2uvtAeMoudhpSU2G+cAFSLy+kzp4N7dmz8H3iCUjc3JC3dy8sBgMkCgVMeXnWO+6+/bbGO+4IIc5XdmEwd88eaI4fhywgAJErVsCzd28nV0YIIfVU2q+Z8/Nx4/33kf/NN3Dr3BlhH36IlPffR+batcjftw+m3FwEvviidS9DB16wI7VQ4eYvfVISUmbPhvbUKZT07IW2786Cb3gYjOnpyP70U/AWC0w5OdAlJEAeGIjUuXOhOXYM3gMGIOSNN255wVOiUFjvpM7IQN63396883nWLPgOHYqkUaNQ/M8/8C294bPk6FGkxMbCcOMGFCEhyNmxA+a8POvsjFouuSsPDoYpIwM33n23SZ8PV97Dw5idjfRFi6BLSECL9esh8/ND0Z9/InXOHJgyMxE4YQJ0ly6h8LffEDhxonXVgwULYEhJQfArryBj5UooW7RA2OzZgMmE7O3bkbl2LXidDuA4eN1/PwwpKZD5+sKi08Gcn2997exsBD7/PAKee84l9i1tTBzHAVIpCn74AekLF0KiVqP5/PnwevBBJjfQ2tvDo+ivv5A6Z471d7j/w+j05lR4BPg7/L3tkajV0J49C82pU1B37gye51Fy9CgUYWFQhIaWP86YmWmdnfHLL7VeOl4eHAzt6dO4PGaMzR4ouV98gewtW5CxYgWyP/0U8rAwRG3YALd27XC+b19kbdqEkmPHYEhOhlunTmixcWOTXhac1F2tBzyWLl0Kg8GARYsW4fXXX6/xsWq1GosXL4aXlxc++ugjLF++HIsWLWpwsY6Sl5cHnU4HT09PuLu7231MSEgI0tLSkJGRUacBj2Pxx1FUcnNkVCaVomWLKAQGBqHIzoipj6cHAKBIo4W50l3wapUSCrkceoMRWr3e5phMKoWH2s26JENx1ZFhL3c1JBIJSrQ6GCstJ6RSKqBSKGAwmqDR6WyOSSUSeLpbN+m0N3roqXaDVCqFRqeDwWj7ukqFHG5KJUxmMzyOHwXXPALeQ4eiYPVqXHj8cUhLTwQMKSngPD3Ba7W4+PjjsOTmQn3HHYhcsQKWkBAUGoyA4ebdEQq5DGqVCmazGZKQEGSWDp649esHWUQkCj7dAk6lgs/zz8P9yREwymTltatVKijkMugMBuj0tndDyGUyuLupYLFYUFhS9bPx9nAHx3Eo1mhhqvTZuCmVUCrkMBiN0OhsPxupVApPtVsNGaohlVbz2SgUUCkVMJpMKNHafjYSiQRepZ9NscY63bBiW/Nwc4NMJoVWp4e+0t0lCrkcapX1syl7bhkOHLw9rb8HhSUaWCqtA+yuUkEul0GnN0BnqFuGstKT/MuTJgEyOQAepuvXIW/ZEs0/2QTvbl2hNxhRVCmnyu1bEhiIrC1bkPPN/wAAfGEBLMXF8HnuObiPfAompbI8a5VCAWV4ODilEtfeeQcSD+satuacbMBiKV+2pFCjg77S+3qo3SCTSsvbSsV8lXI53FRKmExmFFea7slxnHXT8rw8JD75JGTBwQhYsgTyFi2R9sRQpM2bB5+BA+EzeQpMHh4oqPC6ZRmazZYm1UcAtvlKOA5eHqXtsLgElkobcLq7uUEuk0Kr10NvqNy+b/YRRZqqU3HLMyzRwFypfVfsI0pKXzdp5MibNbdqhajNm2Fq1RrGy5dh2bYNFwcPBidXwJKTDU4igf/0GVA98gh0Egl0pZlQH2HliH7W4e27LEOjCSW66jMsKCoBD9t22JA+wtujhgzdVJDLas6Q+oiG9RGq0kHmkqNH4TlyJDyfGwuzSoX8ouJa9xGudB5R9vNWRH2EFfURVk2tj3DEeUSj9xGl/drVl18G5+EBnzffhPvAx+Dp7g752rXI2rgRyu49ELRkKWRhYSjU6aGy8NRHoPH6CG3pcy898QRMKSlQRESg2YqVSDJJ0Fwmh7SoGJY2bWEpLsalQYNgzskpv8taFh6OgCVLobrjDpRwHMq2R66pj5A2a2a9yQqAW//+8JnyMpRBQeAkErj36ImcHdtRMmgwwFtgunYNio6d0GrXLpjy8pA8cSIyN2yA59NPw2vMczArlTAYjTX2EfKQEPAmEwp+/x0+b74F94EDy8+Hm1If4Vk6kJgSF4fUJUthzswAp7DewJkwbDikHu4wXLsGZbcYBH68APKICJgO7Efhe+8hYcgQGNLTwbmpwRv0SH7xRcgiI6H97jtoTp6ERaeDKScHHk8Mg6WoEBkrVyJj5UrwlT4PZUwMAhcugrx5c5SYzPAsHe+g84ja9xGcTIaSo0fhPmQI/F94EV6BzaxLJ9nJsKF9hKR0SasLgwZbD5hNMN24AfUdd8Bv/sdIysxHsckMrsJ7szyP4JRK8AYDLj/7LGTh4eDNZpjT0oDSaysAYLFYYMrIAKdSwe+99+DW/wFwbtbVKmrqZ+XBwSj6/XfIWrRAs1WroezcGcUA1D16wLJqFbK2boXXs8/C85lRMCkUKAKg7NABeV99BdXtt8Nn6lTkL16MCw8+CEtJCbyefhrhL70ESel5fGW36iPKVG6/wj6P4O3WLOTvGgXFJTZLbgKO6yMq51CdWg94/PrrrwgNDcUrr7xS26fgnXfewcqVK/HTTz8JasCjpHQkVa1WV/sYt9INwIprWFfPnucnTqjyb++//z6mvfU2Dh49VeXYoH7WEcnj5xOQV2j7Xt3at0bz4GZIyczG6YQrNsea+frgri4dYDKb7b7uw3d3h1IhwZmEK0jPybM5dlt0FFpFhCIrLx9Hz16yOebt4Y57u98OADh07HSVX/J+PbrAy12Ni8k3cC3NdpOl1hFh6BAdieISLbKHPYVsAOB5eA8ZDlVBPiJDreuFXi4sQU6ve6BIT4fHiWPQR0Si89gxUPr54FzSVSRcS7F53YiQQHRt1wolOj2u9rkf6qBQaNq2h7b9bZCYzej1hj+87rsPf6Vmo+DEOZvn3nFbG4QFBuBGejbOJiXbHAv290XPzu1hNNnP8NHePSCXyXDq0hVk5eXbHOvUugVahocgIycf8ecTbI75enmUbyhk73Xv79kVHmo3XLhyDTcysm2OtY0KR7sWEcgrKMKRU+dtjrm7qdD/Tut+M6cuXQYAxJ9PLD/eu1sn+Hl7Iul6KpJupNk8NyosGLe3aYlijbZKTTKpFAP6WGdBHD1zsUoH3aNTO4QE+OFaeibOX75mcyy0mT+6d2wLvcFoP8Met6PZxIm4fvV6eedt7N4LhXfeDVVwKLwBpGfn4sTFJJvn+ft44Z6uHWHheRw8egrqex+AW8LFmz9P8zA0G/YEThXrkXr6os1z27eMQJvIcLi/+jpu/PNv+b/zbdrB3P9B3PbQfQCAw8fPVPmj0PeOzvDx9MD19Kwq+UaHh6Bj6xYoLNHgUPxpm+cp5DL079cPxtRUXC7RI7tHL/CQA1dS4P7Mc2h3e0eE398PF65cw8ULtjmFBwUgpkMbaPX6JtVHALb5qpQKPHSXdRrskVPnq/yxv7vLbQjw9caVG+k19hGVf1YJx+Gxe3sBAI6dS6jypbZiH3HeIoNP/4dgUSphCAmDH2/GbS9MhIEHfvvzP2t/NugJyPKteUU/+ACaPfUU/r2Wjqz4MzavS32E1a36iIF974SU43DiYhJy8gttjnVpG43I0KBa9RGVPdgrBm4qJc4lXUVqVo7NsbI+IrugEP+evmBzzFPthvt6WmcIOrqPeOQe6yy0f09fqHJy2KtzewT6+yI5NR0Xk233AqI+wsoRfYTfOzNx0ggYQsOAM9a669JHuNJ5BGCbL0B9RBnqI6yaYh/R0POIxu4jlJGRyH1oAMBbUHhPX5g9vYD4M7i/Z1eEffABEi4kIKl5CyAtx/ofqI8o01h9hEWmhs99D4Izm2CM6YkuL79kXRbn6Kmb+Zo5+D40AH4yCQIjwmFqEY0L/8WjuHtP6/eJo6dq3UeYho9A/uE/oWl/G7Rt2wNXUhCu0SOmQxu4DRqE/KvXy2fe6++5F8UxPdCmVSvr3dzPPIucsAgYQ0KB0u9Xt+oj7rzzTjR7/XX85xsMs6cnUOF8uKn1EcFTp+LKqbPQG42wtLsNBb37Qpafj1ZXLsHDTYXC4DCcC40AMvOt/7l5o/mgofD3VAPuHjga2QryjAwo0lNR1P1OuJ86jvYmHaQyGZJbtkGStx8kJSXwNnPgFQqE3tENARIgV2/ElbQMlHTqAmTkARl5dB5RQV36CPcRz8DkFwB9ZBT8UzJwT2AzZn2EZ9++KPjrH5s9Q/T9HkS3iWOtM0oy86vky/I8ouOwYUBoGM6mZkB1NRkAoH10EBTpaWjja72BNCUjC5r2HVFwz72wqNXAsdO1Oo/wHj4cF3gpiu7oCRgAlOb5UK8YhEyfjiTfZkhSuAGnbmbV/tmxCDcbUNw1BsfOJ8Lzyachz8pEUfc7oW7dGhGly4LXp48IDbTOmqmcr5DPI8rONyvXLOTvGn+dOFtlwMlRfcSJc7Y/T3U4vvKQSzXUajXuvfdefP/997V64TKPPfYY9u/fXz7IIASpqakICwsrX7bKnnvuuQd//vknDhw4gHvvvfeWrxkfH4+YmBis37ARbdq2Lf/3pjjDIzu/AH8eP4tu7VuVv5awR0vFd2fmjYwsHDuXYJOx2O+oqMjZd2amZ+fin9MXbPKlOzOtqI+4ifoIK+ojqI+oiPqIm4TaR+QXFePg0VM2+QLUR1TJkPoI6iNKUR9hRX1EpQzr2UeUXcypnC/1EVbUR9xEfYQV9RFW1EdYNbSPKBscq5yvkPuI3IIiHIo/XaVmofYRANsZHsfj43Fvn944duwY/s/efYdHUbxxAP/uXa6kJ5BKQggECL2FIiCESO+IAiIdVMBCE1FUpPxQwAKK9I50QYIIoUhHDUUI0kNL6CUhnfS79/fHcZeryV1ylwLv53nyJNk6++7c3O7OzkyjRo1gitkVHm5ubmjTpg12WDCwEgC88cYb2L17NzL1MmlJSklJgaurK1xdXZGUlGR0mZCQEJw9exanT59GYxOD72hTV3gUFPCXgUKhREZWFuxlMojFPE6BLXCMbYvja1scX9vjGNsWx9e2OL62xfG1PY6xbXF8bYvja1scX9vjGNsWx9e2OL62VRbjWxbTbEvmPn83O1IBAQG4ceNGwQvquX79Ory8vCxez5acnZ3h7OyM5ORkZGQY1r4B0LT88PX1Lc6kvRCePHmM77+dgydPHhe8MCsUjrFtcXxti+Nrexxj2+L42hbH17Y4vrbHMbYtjq9tcXxti+Nrexxj2+L42hbH17bKYnzLYppLA7MrPFq3bo0rV67gzJkzZm/8v//+w8WLFxESElKoxNmKIAioXbs2AODKlSsG8xMSEvDo0SO4u7tbNGA5U7kVE4vp06fjVkxsSSflhcUxti2Or21xfG2PY2xbHF/b4vjaFsfX9jjGtsXxtS2Or21xfG2PY2xbHF/b4vjaVlmMb1lMc2lgdoXHiBEjQEQYNWoUUlJSClw+IyMDw4cPhyAI6N+/f5ESaQudO3cGAKNddO3YsQNEhC5duhRzql4M6r7j9PuQY9bDMbYtjq9tcXxtj2NsWxxf2+L42hbH1/Y4xrbF8bUtjq9tcXxtj2NsWxxf2+L42lZZjG9ZTHNpYHaFR8OGDTFq1CicOXMGLVu2xK5duwwGIAEAhUKB3bt3o3HjxoiKikKnTp3Qt29fqybaGoYPHw4HBwfMnTsX//zzj2Z6dHQ0vvjiCwDAJ598UlLJY4wxxhhjjDHGGGOMMcaYBewsWXjevHm4ffs29uzZg549e8LZ2RkhISHw9vZGbm4u4uLicPbsWaSlpYGIEBYWhm3bttkq7UXi7++P+fPn491330Xr1q0RFhYGmUyGgwcPIjMzE7NmzUL9+vVLOpmMMcYYY4wxxhhjjDHGGDODRRUeMpkMu3fvxsKFCzFv3jzcunULhw8fNliuTp06mDhxIgYPHmy1hNrCiBEj4O/vj9mzZ+PEiRMQi8Vo1KgRPv74Y/Tu3duibakHPzc2JsjL5lp0tOa3s6NDCafmxcQxti2Or21xfG2PY2xbHF/b4vjaFsfX9jjGtsXxtS2Or21xfG2PY2xbHF/b4vjaVlmMb1lMsy2pn7urn8ObIpCxfqnMdObMGVy9ehUPHz6ERCKBr68vQkJCEBQUVNhNllkbNmzAwIEDSzoZjDHGGGOMMcYYY4wxxtgLaf369RgwYIDJ+UWq8GB54uPjsW/fPgQGBsLe3r6kk8MYY4wxxhhjjDHGGGOMvRAyMjIQGxuLjh07wsPDw+RyXOHBGGOMMcYYY4wxxhhjjLEyz+wxPL766qsi7WjGjBlFWp8xxhhjjDHGGGOMMcYYY8wUs1t4iEQiCIIAcxuECIKg879CobA8dYwxxhhjjDHGGGOMMcYYY2Ywu4XH1KlTzd6oQqHAqlWr8PDhQxARfH19C5U4xhhjjDHGGGOMMcYYY4wxc1h9DI/o6GgMGzYMJ0+eBBFh4MCBmD9/Ptzc3Ky5G8YYY4wxxhhjjDHGGGOMMQ2RtTZERPjuu+/QqFEjnDhxAj4+Pti5cyd++eUXruxgjDHGGGOMMcYYY4wxxphNmd2lVX6uXr2KYcOG4dSpUyAiDB48GD/++CNXdDDGGGOMMcYYY4wxxhhjrFgUqYUHEWHOnDlo1KgRTp48iQoVKmD37t1Ys2YNV3YwxhhjjDHGGGOMMcYYY6zYFLqFx5UrVzB06FD8+++/ICIMGzYM8+bNg4uLizXTxxhjjDHGGGOMMcYYY4wxViCLW3golUrMmjULjRo1wunTp+Hn54c9e/Zg5cqVXNnxEmrTpg0EQcCaNWsKtX5sbCwEQYC/v791E1bGHT16FB06dICXlxecnZ3RokUL/Prrr0aXjYqKwhtvvAEPDw/I5XJUq1YNn3zyCRISEoo51WWLJTF2d3eHIAgmfzIzM4s59aWfOfEdOnRovnFV/wwdOrRkDqIUsyT//v333+jRowfKly8PR0dH1K9fHz/88AMyMjKKOdVl19GjRyESibBixYp8l1u3bh0EQcCBAweKKWVlX0GxvXnzJoYMGQJfX1/IZDJUqlQJo0aNwt27d4s5pWVTQfGtX79+vuXv1atXiznFZY+pGE+bNs2s77g2bdqUTMLLiILy8MWLF9G/f394e3vD3t4eNWvWxFdffYXExMRiTmnZoFQqsWzZMjRv3hwuLi6Qy+UIDg7Gp59+iqSkpHzXjY+Ph7e3NwYOHFg8iS2jLI3x4cOH0alTJ7i5ucHBwQF16tTB//73P75OM8GS+CYmJuZb/vr4+JTMQZRi5sZX/RyooJ9p06aV2LGUVpaWEbt27ULbtm3h6uoKFxcXNGvWDCtWrIBCoSj+xJcBRITly5ejcePGsLe3h6urK1q1aoV169YVuG5WVhZq166NV1991Wbpu3PnDsRiMQRBwLhx42y2H2ZhC49Lly5h2LBhOHPmDIgII0aMwNy5c+Hs7Gyr9DH20tmwYQMGDRoEOzs7vPbaaxCLxTh48CD69euHS5cuYfr06Zpl//77b7Rt2xZZWVlo2LAhAgMDce7cOXz//ffYvHkzIiMjuTLJCEtifPPmTSQlJaFixYpo3bq10e2JxeLiSnqZYG58W7RogdzcXKPbUCgU+PXXX6FUKtGoUaPiTH6pZ0n+Xb58OUaNGgWlUokqVaqgTp06iI6OxsSJE7FlyxZERETAw8OjBI+m9IuOjkb//v1BRPku988//+D9998vplS9GAqK7fXr19GsWTMkJiaiRo0aaN68OaKjo7F06VJs3rwZx44dQ7169Yo51WVHQfHNysrC5cuX4e7uji5duhhdxtXV1ZZJLPPyi3G9evUwYMAAk+uGh4cjPT2dv+PyUVAe3r17N958801kZmbCz88P7du3x927d/G///0PmzZtwt69exEUFFTMqS69lEol3nzzTYSHh8PBwQFNmzaFo6MjTp06hW+//Rbbt2/HX3/9BW9vb4N1nz17ht69e+PJkyclkPKyw9IYb926Ff369QMANG/eHJ6enjh16hS++uor/Pbbbzh27Bi/VKrF0viePXsWAFCjRg2EhIQYbI+7YddlSXzbt29v8jlDWloafv/9dwBAw4YNi/MQSj1L8/CUKVMwc+ZMAEDt2rURFBSE//77D++++y527NiBrVu3wt7eviQPqdT56KOPsHDhQjg4OKB169YQiUQ4fvw4Bg8ejMOHD2PVqlVG11MoFBg0aBAuX76Mli1b2ix9q1evhlKphFwuxy+//IJZs2bxObQVMtPMmTNJLpeTSCSigIAA2rNnDykUCrN/2IspNDSUANDq1asLtX5MTAwBID8/P+smrIx69OgR2dvbk5OTE505c0Yz/cqVK+Tt7U2CIGim5+TkUIUKFQzin5OTQ++88w4BoL59+xb3IZR6lsSYiGjr1q0EgCZOnFgSyS1zLI2vKVOmTCEA1K9fP1smt8yxJL7R0dFkZ2dHAGj27NmkVCo1y//www8EgPr06VPsx1CWHDx4kLy8vAgAAaDly5cbXW7z5s3k5OSkWe7PP/8s5pSWPebEtmnTpgSApk+frpN/p0+fTgCoadOmxZnkMsWc+J4+fZoA0JtvvlkCKSz7zC0fjFm5ciUBoJYtW1JOTo4NU1l2FRTfhIQEcnV1JQD00UcfUVZWlmbeli1bSCQSUbNmzXTKjpfdihUrCAAFBwdTTEyMZnpKSgp1797d5HVBTEwMNW7cWHMuBgwYUIypLlssiXF8fDw5ODiQnZ2dznVDeno6denShQDQpEmTivsQSjVL8/B3331HAGjBggUlkNqyp7BlhL5BgwYRAPr0009tmNqyyZIYHzx4kACQWCymdevWaZbNycmhcePGEQD65JNPivsQSrWIiAgCQBUrVqQ7d+5opt+5c4cqVqxIACgiIsJgvfj4eOrUqZPme65ly5Y2SZ9SqaTAwEBycnKijz76qEjPUlnBzK7wEASBRCJRoX7EYrEtj4GVIK7wsC71Q97PPvvMYN6qVasIAA0aNIiIiPbv308AKDQ01GDZx48fEwBydna2dZLLHEtiTEQ0efJkAkCbNm0qzmSWWZbG15jjx4+TSCQif39/Sk5OtlVSyyRL4vvpp58SAOrVq5fRbXXs2JEAUFRUlC2TXCY9fvyYRo8eTSKRiOzs7CggIMDoA7dbt25Rv379CAA5ODiQt7c3V3gUwNzYXrt2jQBQYGCgwQNLhUKhqWB6+vRpcSa/1DM3vkRES5cuJQA0a9asEkhp2WVJjI25du0aOTg4kLOzM8XGxto4tWWPufFdvHgxAaCQkBCjL9eNHDmSANCOHTuKK+mlXsuWLQkA7dq1y2BeXFwcCYJAEomE0tPTiYgoKyuLvv/+e03FUpUqVbjCowCWxHjZsmUEgIYMGWKw7MmTJwkA1a1btxhSXXZYmof79+9PACgyMrK4k1omWRpfYzZs2EAAqFGjRlyhb4QlMVbfY4wbN85g2dzcXKpVqxZJJBJ68uRJcSS9THj77bdNPp+cM2eO5iUJNYVCQatWrSJfX1+d7zlbVXioK7F69OhBJ06cIADUrFkzm+yLEVk0hgepKkgs/lEqlZbshpVh6v6Kv/zyS4N5PF5HwXbv3g0A6NWrl8G8Xr16QRAE7Nq1CwDQvn173L9/3+j4KWlpaQAAOzuLeq17KVgSY0A1RgoAo82gmSFL46tPoVDggw8+gFKpxKJFi7gZvx5L4nvhwgUAQI8ePYxuKywsDACwd+9eG6S0bPvmm2+wePFiVK1aFYcOHdLESt/48eOxZcsWNGnSBCdPnkSNGjWKOaVlj7mxrVatGp48eYL9+/dDEASdednZ2cjOzgbAXQrqMze+AH+/FZYlMTZm/PjxSE9Px9dff41KlSrZKJVll7nxVX/Hde3aFSKR4S2ter09e/bYLrFljLu7O2rUqIFXXnnFYJ6Hhwfc3d2Rk5OD+Ph4AEBERAQmTpwIAFi6dCmmTJlSrOktiyyJ8TvvvIOYmBh88803BsvyvZxxlubhqKgoiMVi1K9fv7iTWiZZGl99aWlp+PjjjzXjLnH+NWRJjPO7lxOLxWjdujVycnJw8OBBm6e7rFizZg0uXbqEPn36GMwzVq6eP38ew4cPR2JiImbOnIlly5bZNH3q7rT69OmDZs2aoVq1ajh58iTOnTtnsKx6nBxjY0OuWbMGgiAYHVPrzz//RLt27VC+fHm4uLigS5cuiIqKwjvvvANBEHDkyBFrH1apZXaFh1KpLNIPYyx/RITLly8DAOrUqWMw393dHT4+PkhMTMT9+/cBABUqVEBgYKDOcklJSfjwww8BAEOGDLFtosuYwsQ4KioKjo6OOHHiBFq2bAlXV1e4u7uje/fuOHXqVLGmv7QrTHz1rVixAufPn0eHDh3QvXt3m6a3rLE0vurvXlOVRuqLvStXrtgoxWVXlSpVsGjRIly8eBGtWrUyuVy9evWwceNGnDx50ug5YYbMjS0AeHp6olq1ajrT0tPT8cEHHyA7Oxu9evXiMSb0WBJfdd/mDx480NwYOTs747XXXsO+ffuKI7llkiUx1rdv3z7s3r0btWrV4jF/TDA3vvwdZ7k//vgDV65cQfny5Q3m3bx5EwkJCZBKpfD09ASgGsPn008/xc2bN/Hee+8Vd3LLJEtiLAgCAgMDUaFCBZ3lHjx4gEmTJgHgezl9lsT32bNnuHbtGqpUqYJVq1YhJCQETk5O8PLyQv/+/REdHV0CR1C6WVpG6Pv666/x6NEjvPPOOzx2hwmWxJi/5ywnkUhQq1YtODo66kyPjIzEwoULIRaLdcZXk8vlGDVqFK5du4YvvvjCpi9SJScnY/v27XB2dkbv3r0B5JXxixcvtso+Fi5ciI4dO+LIkSOoX78+2rZti8jISLRs2RL//vuvVfZRlljUwoMxZjuJiYnIzMyEs7OzQQGt5uvrCwB4/PixwbwVK1agXbt28PPzw969ezF8+HDMmTPHpmkuayyN8f379/H48WM8e/YMgwcPhlKpRFhYGMqVK4ddu3ahZcuW2LJlS3EeQqlW1Dycm5urGZRNe+BtpmJpfNWtDY4ePWp02b/++gsAEBcXZ4PUlm1jxozB6NGjIZFI8l1uxowZ6N+/v0ELBGaaubHV9/vvv6NTp07w8/PDqlWr0L17d6MtHF925sZXoVBo3hwcOnQo4uPjERoaioCAABw+fBidOnXCDz/8UBxJLnMKm4cBYOrUqQBUg5By6yTjzI0vf8dZ1+effw4A6NatG+RyOQBVK5nZs2cbfTDHLGcsxtq++eYbhIaGIjAwEOfPn8fkyZMxZsyY4k5mmaUf33PnzkGpVOL69esYO3YsXFxcEBYWBqlUis2bN6Nx48Ymyw9mqKD8m5CQgPnz50MikRjt7YMVTD/G+X3PERH+/vtvAPw9l5+3334bDRs2RIsWLSAIAjZt2qTTsrlGjRpYvHgxKlasaPO0bNq0CRkZGejXrx8cHBwAqK7BxWIxNm7ciNTU1CJtPzo6GuPHj4eTkxOOHj2KQ4cOITw8HDdu3ED9+vXx33//WeMwyhSu8GCslHj27BkAaAo/Y+zt7QHkNcfT9vvvv+PgwYNIT0+HSCTC06dPcffuXdsktoyyNMbq7j48PDzwzz//IDIyEjt27MCNGzcwd+5c5ObmYtiwYbh3757tE18GFDUPb926Fffu3UNYWJjRZr4vO0vjO2TIEAiCgEWLFmHbtm06yy1fvhw7duwAAGRlZdkmwYxZ0YEDB7Bv3z4kJSUBUH0erl+/XrKJKsOuXLmCjIwMyOVy7Ny5E+fOncP27dtx6dIlbN68GXZ2dpg0aRJOnz5d0kl9YURGRuLkyZOoWrWq0a4WmGX69esHe3t7/PHHH/jpp59ARJp5ERERWLhwIQD+jjPHvHnz8Ouvv8LBwQFff/11SSfnhWROjDdt2oRjx44hJycHIpEI9+7dM9l1ENNlLL7q+7igoCBcvHgRhw8fxh9//IGYmBhMmDABaWlp6Nevn+b6mplmTv5dunQp0tPTMXDgwGJ5ePyiMRbjoUOHAlB1G3/s2DHNskqlElOnTtXkcf6eM+7p06fYtGmTprsoQRBw4cIFKBSKEknP6tWrAQDDhg3TTPPz80PHjh2RlpaG9evXF2n7ixYtQk5ODj7//HO0bNlSM718+fLYuHHjS/mijdkVHseOHSvSD2Msf+oCyJw3hY11E7d06VJkZmbi8uXL6NevH37//Xe8+uqrfKGsxdIYd+3aFffu3cPZs2fRvHlzzTxBEDB+/Hj06tULGRkZWLlypc3SXJYUNQ///PPPAKBpxs90WRrfBg0aYNasWVAoFOjTpw/q1auH119/HbVr18bIkSM13akU5i1lxorbF198gczMTNy8eRPjx4/X9O1/9erVkk5amVSnTh08evQIly5dMug+sF+/fvjwww81Yykx61B/x3388ccv5U2ntfn4+GD58uUQi8UYN24cqlevjtdffx2NGzdG165dMXLkSAD8HVeQH3/8ERMmTIAgCFi5ciWPRWUD5sZ47969yMjIwJkzZ9C6dWusW7cObdq00YxZxYwzFd/3338fsbGx+Pvvv3ViLpFI8N133yEkJASPHz82eCmI6TIn/2pfL/B9nOVMxbhnz54YNWoUUlNT0aZNGzRt2hSvv/46qlWrhtmzZ2u6GuTvOeOcnJzw+PFjJCcnIyIiAm5ubvjf//6HUaNGFXtaLl26hFOnTiE4OBgtWrTQmTdixAgAwJIlS4q0D/VYH6+//rrBvMqVK6Nx48ZF2n5ZZPYoQuoBUwpDEATk5uYWal3GXhZOTk4AgIyMDJPLqOepl9Wm7v+1Zs2a2LBhA54+fYp9+/ZhwYIFmDZtmvUTXAZZGmNBEODn52dy2e7du2PHjh0vZX+IxhQlD9+7dw+RkZHw9fVFhw4dbJfIMqww8f30009Ru3ZtfPfddzhz5gxu376NZs2aYcGCBZDJZFi0aBHc3NxsnnbGisrHxweAqn//uXPnIj09HUuXLsXs2bO5a6tC8vb2Njmve/fu+PHHH/n7zUoyMzPxxx9/QCqV4q233irp5LwwBgwYgMqVK2PmzJn4+++/8eeff6JBgwbYtm0bmjdvjgULFvB3nAlEhE8//RTfffcdxGIxVq5cyXnTyiyNsfqeo1GjRti1axcaN26MCxcuYOPGjZo3vVmeguIrEolQqVIlo+uKRCJ06dIFZ86cwb///stjpRhhSf79559/cO/ePTRt2pQrTS1gTowXL16MV155BQsWLMCFCxdw8+ZNtG7dGtu2bcOVK1ewbNky/p4zQSaTwcvLCwDQuXNn7N27F/Xq1cOqVaswefJkVKlSpdjSoh6sPDk5GW3atNGZl5OTA0A1gPo///xjUCFirjt37gAAAgICjM6vXLkyTp48Wahtl1VmV3gEBARwH9XMJHPyRkk1HSsrnJ2d4ezsjOTkZGRkZGi6ptH28OFDAHn99Odn0KBB2Ldvn2ZQUmb9GKsfwKWnp1s3oWVUUeKr7l6pT58+EIm4t0VjChvfbt26oVu3bgbLqi+8TN0MMlaaDRo0CEuXLuXvOBvh7zfrOnDgANLS0tCjRw9+MGFlLVq0QEREhMH0Q4cOAeDvOGMyMjIwcOBAbN++Hfb29ti0aRN69uxZ0sl6oRQ1xlKpFP369cOFCxdw9uxZrvDQY408zN9zplkaX/V9HFeams+SGA8ZMsRopVx4eDgA/p4zV1BQEFq0aIEDBw7g3LlzxVbhkZOTo+mu6tGjR3j06JHJZZcsWWJWhYexZ6vqihNjPWkA0On682Vh9lOl2NhYxMTEFPqHlV2nTp3CG2+8YXTwKfWHytnZGQA0DyqNfQDV/W4z4wRBQO3atQGo+tbWl5CQgEePHsHd3R1+fn74/fffMWzYMPz+++9GtyeTyQDknSNmeYyXLVuGt956C7t27TK6vVu3bgEA/P39bZfoMsTS+Grbs2cPAOCNN96wfULLKEvjGxcXh0OHDiE6Otro9tQPg5o0aWK7RDNWSMePH8d7772HFStWGJ3P33FF89tvv2HAgAEmu2Tk7zfr4u8460tJScHRo0c1fXPr4+8441JSUtC2bVts374dnp6eOHz4MFd2WJm5MV6zZg0GDRqEEydOGN0Of88ZZ258v/nmG/Tp0wenTp0yuh3+njOuMGUEf8dZxtwY37t3D3/++afJcVn5e87Q559/jr59+5ocm6ckytXdu3fjyZMneOWVV0BERn/UY+Zt3boVCQkJACx/tqoeO+f27dtG0/Eyju/Lr9GyAsXHx2P79u1Gx2JRv02s7k5J3Y3KkydPDJY1dTHH8nTu3BlA3lsS2nbs2AEiQpcuXQAAMTExWLNmDRYsWGB0W+oLj5CQENsktoyyJMa3b9/Gli1bjD5wIyKsW7cOANCxY0fbJbiMsSS+2k6dOgU7Ozu+YCuAJfGNiopC27ZtjVZWP378GOHh4XBzc+P8y0qlp0+fYvny5fj++++NvqnE33FFk5CQgI0bN2LBggVG3/hau3YtAP5+sxZ1FwLa44Gxonn06BHatGmDd99912BeZmYm1qxZAzs7O34ApyUnJwddu3ZFZGQkgoKCEBkZiWbNmpV0sl4olsT43LlzWL9+vcmK57179wLg7zltlsT30qVL2LZtGzZu3GgwLyMjA1u3bgXA33PaClNGpKam4sqVK6hQoYLJrnRYHktiHBERgQ4dOmD+/PkG89TdH1WtWpXLCC0RERHYunWr0XvlpKQkzTPJ4oyZuleFt99+2+QyjRs3Rq1atZCZmakZ3NzSZ6tt27YFAPzxxx8G8x4+fKipVHmpEGMFePr0KUmlUpJIJHTu3DnN9D179hAAcnV1pezsbCIiOnDgAAEgd3d3io2N1Sx78eJF8vX1JQDk5+enmR4TE2Mw7WV29+5dcnBwIEdHR/r77781069evUo+Pj4EQHMOHj9+TC4uLgSAfv75Z53tLF26lARBICcnJ7p3716xHkNpZ0mMb9y4QVKplADQqlWrNMsqFAr68ssvCQDVqlVLk/+ZZfFVU5cDderUKe7kljmWxDc9PZ3c3d1JLBbTkSNHNMsmJiZSaGgoAaCZM2cW+zGURUOGDCEAtHz58nyXU8f1zz//LKaUlX2mYpuZmUmVKlUiAPTJJ5+QQqHQzNu5cyfJZDISi8V05syZ4k5ymWIqvomJiVSuXDkCQNOmTSOlUqmZt2zZMgJAXl5e9PTp0+JOcplTUPmQlZVFUqmUnJ2ddeLMzJNffGvUqEEAaP369ZppmZmZ1K9fPwJA77zzTnEmtdT7/PPPCQD5+PgU6v5g9erVBIAGDBhgg9S9GCyJ8cWLF0ksFpNIJKIdO3Zopufm5tJXX31FAMjf35/S0tJsnewyw5L4Hjt2jACQRCKhffv2aaZnZWXRsGHDCAC1a9fO1kkuUwpTRhw+fJgAULdu3WycuheDJTG+ffu25vrh8uXLmun37t2j2rVrG3z/MaLFixdr4nvt2jXN9ISEBOratSsBoF69eplcX52fW7ZsaZX0PHz4kOzs7EgsFtOjR4/yXXbOnDkEgKpXr05KpVLzvKl58+aUmZmpWW7r1q0kEokMvo8vXrxIdnZ25OLiQpGRkZrpqamp1L59ewJAAHSeC7zozB7DQ9uZM2cgkUhQr149nelLlizB+vXrkZCQgLp16+Ljjz9G06ZNC7MLVoqUK1cOH3/8MWbNmoVXXnkFYWFhyMnJweHDhwEAc+bMgUQiAQCEhYWhcePG+Pfff1G3bl2EhYUhLS0NR48eRceOHblJbgH8/f0xf/58vPvuu2jdujXCwsIgk8lw8OBBZGZmYtasWahfvz4AwMvLC2vWrMFbb72Fjz76CEuXLkXVqlVx5coVREdHw8HBAVu2bMl30O2XkSUxDgoKwsKFCzFy5EgMHz4cP/30E6pVq4Zz587hxo0b8PHxwfbt2zX5n1kWXzV1t4f5DaDLVCyJr729PZYvX44333wTbdu2RWhoKJycnHDs2DEkJSXhzTffxKefflrCR8SYcTKZDJs2bULHjh3x3XffYfv27ahXrx5u3bqF//77D3Z2dli6dCkaNWpU0kktk9zc3LBu3Tr07t0b06ZNw8aNG1G3bl1cv34d58+fh5OTE7Zv345y5cqVdFLLvPv37yM7OxsVK1bk8RCtbM2aNWjVqhUGDhyIRYsWwdvbG//88w8eP36MV199FfPmzSvpJJYaT58+xY8//ghAdb2V3/f/Dz/8wNdkhWBpjGvXro158+Zh7Nix6NWrF5o0aYIKFSrg3LlzuH37Njw8PLBjxw44OjoW0xGUbpbGt1WrVpgyZQr+97//oWPHjnjllVfg5+eHEydO4P79+6hRo4amX31W+DKC7+PMZ2mMAwICMGvWLHz88cdo1KgR2rRpA5FIhMOHDyMjIwPjxo3DgAEDiin1ZcN7772Hw4cP49dff0XdunXx6quvQiKR4OTJk0hMTESjRo00LS6Kwy+//ILc3Fy0b9++wM/IwIEDMXnyZFy7dg2HDh3Cu+++iwULFiAyMhLVqlVD06ZNcevWLURFRWHIkCGa1thqtWvXxqxZs/DJJ5/g1VdfRevWreHu7o5jx44hKysLXl5eePLkycv17MqS2pHY2Fhq0qQJiUQievfdd3XmDRkyhEQiEQmCoPmxs7PTeSualW2LFi2ievXqkUwmI1dXV2rdujWFh4cbLJeYmEjjxo2jihUrklQqpapVq9LMmTMpOzubvL29uYWHGfbu3Utt2rQhJycncnV1pRYtWtBvv/1mdNmoqCjq06cPeXp6kp2dHfn5+dHQoUMpOjq6mFNdtlgS4+PHj1P37t2pXLlyJJFIKDAwkMaMGUNPnjwp5lSXHZbEd8uWLQSA3njjjWJOZdllSXx3795NrVq1IgcHB3Jzc6NXXnmFVq9eTbm5ucWc6rKLW3jYTkGxvXnzJg0bNowqVKhAdnZ25OXlRX369KHTp08Xc0rLpoLie+HCBXrrrbfI29ubJBIJ+fn50fDhw+nWrVvFnNKyq6AYnzx5kgBQSEhIMafsxVBQfCMjI6lTp07k7OxMTk5O1LBhQ5o3bx5lZGQUc0pLt99++03zdmdBP9evXze6DW7hkb/Cxvjw4cPUpUsXcnNzI4lEQpUrV6aPPvqI7t+/X4JHU/oUNr47d+6ktm3bkouLC8lkMgoODqYvv/ySUlNTS/BoSp/Cxlf9VvrHH39cgqkvGwob419++YVCQkJIJpORh4cHhYWFGX0Ox1SUSiWtWLGCmjZtSvb29mRvb0/169en2bNnF3htYO0WHuqWqKtXrzZr+Y4dOxIAevPNN4mI6MqVK/Tmm29SuXLlyN7enpo0aUJbtmyhK1eumPw+3r59O7Vs2ZIcHR3J2dmZunXrRhcuXKCGDRsSALp48aJVjq0sEIjMG6o9IyMDtWrVwu3bt+Ht7Y2JEyfi448/BgCEh4fjjTfegCAIGDduHEaMGIGrV6/iww8/RGJiIs6fP49q1aqZsxvGGGOMMcYYY4wxxhhjjBXg5s2bEAQBAQEBsLPT7cwpNzcXPj4+SEpKQkpKChwcHEoolcXL7EHLlyxZgtu3b6N///6IjY3VVHYA0DQX7ty5M3744QfUqlULvXv3xq+//oqsrCwsXLjQ+ilnjDHGGGOMMcYYY4wxxl5Sq1evRlBQECZMmKAznYjw5Zdf4unTp+jcufNLU9kBAGa38GjTpg3+++8/3L59Gy4uLprpiYmJ8PT0BBFhx44d6N69u856NWvWhCAIuHz5snVTzhhjjDHGGGOMMcYYY4y9pGJjYxESEoKEhARUqVIF9evXh0KhwLlz53Dnzh0EBATgr7/+QsWKFUs6qcXG7BYeV69eRYMGDXQqOwDg2LFjUCqVEIvFCAsLM1ivVq1auHfvXtFTyhhjjDHGGGOMMcYYY4wxAEBgYCDOnTuHiRMnQiaT4cCBAzh06BCcnZ3xxRdf4Ny5cy9VZQcA2BW8iEpiYiJ8fHwMph87dgwA0LBhQzg5ORldV6lUFjJ5jDHGGGOMMcYYY4wxxhgzpmLFivjuu+/w3XfflXRSSgWzW3i4u7sjJSXFYPrhw4chCALatGljdL0bN27Aw8Oj0AlkjDHGGGOMMcYYY4wxxhgriNkVHvXq1cPp06eRm5urmRYbG4tz584BADp16mSwTnR0NC5cuIB69eoVPaWMMcYYY4wxxhhjjDHGGGMmmF3h0adPH8THx2P06NHIzs5GVlYWPv74YwCqZjP6LTyysrIwcuRICIKAHj16WDXRjDHGGGOMMcYYY4wxxhhj2gQiInMWVCgUaNq0KaKioiCTySAIArKysgAA27dvR8+ePQEAjx8/xrp167BixQpcu3YNNWvWxPnz5yEWi213FIwxxhhjjDFmZUQEQRBKOhmMMcYYY4wxM5ndwkMsFuPQoUMYMGAAlEolMjMz4ePjgzVr1mgqOwDg2rVrmDRpEq5du4bg4GDs2bOHKzsYY4wxxhhjhXbkyBEIgmDwY2dnB2dnZ9SoUQPvvvsuzp49a5X9Xbt2DZ07d8bNmzetsj3GGGOMMcZY8TC7hYe23NxcJCYmwtPT02DevXv3MHPmTLRo0QJvv/027OzsrJJQxhhjjDHG2MvpyJEjCAsLg6OjI3r16qWZrlQqkZqaisuXL+PWrVsQi8WYPXs2Jk6cWKT9ValSBTExMbh+/TqqVq1axNQzxhhjjDHGikuhaiPs7OyMVnYAgL+/P5YsWVKkRDHGGGOMMcaYPg8PD6xfv97ovI0bN+K9997DJ598Al9fXwwYMKDQ+1EqlYVelzHGGGOMMVZyzO7SijHGGGOMMcZKq7fffhtLly4FAEyaNAkZGRklnCLGGGOMMcZYcTO7wmP48OFYsWKF0XkpKSnIzMw0Om/QoEHcrRVjjDHGGGPM5gYMGIDGjRvjwYMH2LFjh2Z6YmIipk2bhsaNG8PV1RVSqRS+vr548803cfr0ac1y6rFCbt++DQCoVq0aBEFAbGysZpnMzEx8++23qF+/PhwcHODq6orXXnsNf/zxR3EdJmOMMcYYY8wEsys81qxZg2PHjhmd5+7ujpEjR5pctxDDhDDGGGOMMcaYxXr06AEAOHjwIADgyZMnaNKkCaZPn46EhAS89tpraN++PYgIv/32G1599VX8+++/AABvb28MGDAAjo6OAICePXtiwIABcHJyAqB60Ss0NBSffvopHj58iNdeew1NmzbF33//jR49emDatGnFf8CMMcYYY4wxDat0aUVEXKnBGGOMMcYYK3E1atQAAERHRwMAZs6ciZs3b+LDDz/EzZs3ER4ejt27dyM2NhY9e/ZEdna2piusmjVrYv369fDw8AAAfP/99zr/jxkzBqdOnUL//v0RExODXbt24c8//8TFixdRqVIlTJ8+HQcOHCiBo2aMMcYYY4wBPIYHY4wxxhhj7AXi7u4OAIiPjwcAlCtXDp06dcKMGTMgCIJmOblcjmHDhgEAYmJiCtzugwcPsH79evj4+GD58uWaViCAquuruXPnAlBVkjDGGGOMMcZKBg+uwRhjjDHGGHthZGdnA4CmcsNYN1OJiYm4cOEC9u3bBwDIysoqcLvHjh2DQqFA06ZNdSo71Dp06ACRSITjx49DoVBALBYX4SgYY4wxxhhjhcEVHowxxhhjjLEXRkJCAgBVyw61mJgYLFy4EH/99ReuXbuGxMREAHmVIuZ0z3vnzh0AwM6dO3VaiuhLT09HQkICPD09C30MjDHGGGOMscLhCg/GGGOMMcbYC+PcuXMAgHr16gEANm3ahMGDByM3NxdVqlRBu3btUKNGDTRu3BhEhF69epm1XYVCAQCoVasWGjZsmO+y+VWIMMYYY4wxxmyHKzwYY4wxxhhjL4zdu3cDANq1a4e0tDSMHDkSRITw8HCDyo3w8HCzt+vr6wsAaNiwIdavX2+19DLGGGOMMcashwctZ4wxxhhjjL0QtmzZgqtXr8Lf3x/dunXDxYsXkZqairp16xptybF//34AgFKp1JlurIVG69atAQBHjx5Fenq6wfx///0X1apVwxtvvGFWF1mMMcYYY4wx67Oohcfjx49x7Ngxi+Y9fvy4cCljjDHGGGOMMTP99ttveO+99wAA8+fPh1Qq1YyjER0djejoaAQHBwNQjdmxdOlSLFu2DACQmZmpsy25XA4ASE5O1kyrUqUKevbsid9//x0jRozAsmXL4OzsDAB48uQJRowYgRs3bqBbt27cpRVjjDHGGGMlRCAzXz8SiURFunBX93nLGGOMMcYYY5Y4cuQIwsLC4OjoqNNSQ6FQIDk5GefPn8f9+/chFovx448/4sMPP9Qs07NnT+zcuRNyuRxt2rSBXC7H2bNncefOHdSqVQuXL19GhQoVcP/+fc06PXr0wB9//IHKlSujUaNG+Pbbb1GlShU8efIEYWFhuHz5MsqXL48mTZpAEAQcO3YMz549Q8uWLbF//344ODgUZ3gYY4wxxhhjz5ld4REYGFikCo+YmJhCr8sYY4wxxhh7eakrPPQJggBHR0cEBgYiNDQUH3zwAWrWrKmzTEZGBr7//nts2rQJMTExsLOzQ7Vq1dCvXz+MHTsWTZs2xYULF/Dvv/8iJCQEAHDz5k2MGDECp06dglQqxaZNm9C5c2cAQFpaGn788Uf8+uuvuHHjBmQyGYKCgjBo0CC89957sLe3t31AGGOMMcYYY0aZXeHBGGOMMcYYY4wxxhhjjDFWWvGg5YwxxhhjjDHGGGOMMcYYK/O4woMxxhhjjDHGGGOMMcYYY2WenbkLDh48uNA7EQQBa9euLfT6jDHGGGOMMcYYY4wxxhhj+TF7DA+RSKQZtNzSYT8EQYBCobA8dYwxxhhjjDHGGGOMMcYYY2Ywu4UHoKrokMlk6NSpE7p06QKpVGqrdDHGGGOMMcYYY4wxxhhjjJnN7BYeW7ZswebNm7F3715kZWXBzc0NvXr1Qv/+/dG2bVuIRDwcCGOMMcYYY4wxxhhjjDHGSobZFR5qqamp2L59OzZv3oyDBw9CoVDA09MTffr0wVtvvYWWLVvaKq2MMcYYY4wxxhhjjDHGGGNGWVzhoS0hIQHbtm3Dli1bcOzYMSiVSvj5+eGtt95Cv379EBISYs20MsYYY4wxxhhjjDHGGGOMGVWkCg9tT548wZYtW7BlyxZERkYCAIKCgtC/f3/069cPtWrVssZuGGOMMcYYY4wxxhhjjDHGDFitwkPb/fv3sXXrVixduhTXrl2DIAjIzc219m4YY4wxxhhjjDHGGGOMMcYAAHbW3uDt27exdetWbNu2DdevXwcRQSwWW3s3jDHGGGOMMcYYY4wxxhhjGlap8IiJicG2bduwdetWnDlzRlPJERYWhr59+6J3797W2A1jjDHGGGOMMcYYY4wxxphRha7wuHXrFrZu3YqtW7ciKioKRASRSITQ0FD07dsXb7zxBjw9Pa2ZVsYYY4wxxhhjjDHGGGOMMaMsqvC4ceOGppLjv//+01RyvPrqq+jbty/efPNNeHt72yqtjDHGGGOMMcYYY4wxxhhjRpld4dGgQQNcuHBB83/z5s3Rt29f9OnTB76+vjZJHGOMMcYYY4wxxhhjjDHGmDkEIiJzFhSJRBAEAW5ubujZsyf8/f3N34kgYPr06YVOJGOMMcYYY4wxxhhjjDHGWH4sqvDQrCQImr/zW10QBBARBEGAQqEwmJ+QkIC0tDQEBARYkmbGGGOMMcYYY4wxxhhjjDEdZndpNXXqVJPz1qxZg6CgILRq1cpg3qNHj2Bvb290vbFjx2LTpk3Izc01NxmMMcYYY4wxxhhjjDHGGGMGrFLhMX36dLRq1croMiKRCIMGDTK5rpkNTBhjjDHGGGOMMcYYY4wxxkwSFbxI0XGlBmOMMcYYY4wxxhhjjDHGbKlYKjwYY4wxxhhjjDHGGGOMMcZsyewurapUqWJyHhEhPDzc6DLqeYwxxhhjjDHGGGOMMcYYY7ZidoVHbGxsvvPT0tLw7Nkzk/MYY4wxxhhjjDHGGGOMMcZsxewKj8OHD5ucFxYWhvbt2+Pzzz83OY8xxhhjjDHGGGOMMcYYY8xWzK7wqFy5MpycnFCuXDmj8729vREaGmpyHmOMMcYYY4wxxhhjjDHGmK2YPWh55cqVMX78eFumhTHGGGOMMcYYY4wxxhhjrFDMbuFBRCAik/Nv3bqFX375xaJ5t27dMnf3jDHGGGOMMcYYY4wxxhhjJgmUXy2GFpFIhIEDBxqtuBCJRBAEweh6RFTgPIVCYUGSGWOMMcYYY4wxxhhjjDHGdJndwiM/rVu3NlmpwRhjjDHGGGOMMcYYY4wxZmtWqfA4cuSINTbDGGOMMcYYY4wxxhhjjDFWKBZ1aeXk5AQPDw/LdyIIuHnzpsXrMcYYY4wxxhhjjDHGGGOMmcOiCo/CUI/TERsbqzPdwcGhUJUnjDHGGGOMMcYYY4wxxhhj+iyq8Gjfvj0+//xzk8s8efIEGzduRN26ddG2bVsAwNdff42DBw8aLOvs7IwLFy6gYsWKhUw6Y4wxxhhjjDHGGGOMMcaYikVjeHh7eyM0NNTovCNHjuDdd99Famoq7O3tMWPGDADAihUrQETw8/PTLJuSkoKUlBSMHTsW27dvL0LyGWOMMfYiUrcQLWvbZswcpT0Plvb0Met5Gc/1y3jM+jgGLwY+j4wxxphxheunSk9qair69OmDlJQUjBkzBvPmzdOZLwgC7t69q/k5e/YsXFxcsHPnTly9etUaSWCMMcZYIQwdOhSCIJj82bZtGwAgMDAQQ4cOLZY0rVixAhMnTtT8v2bNGqPdYxbGzp07MWTIkCJtw5rpKQ6CIGDatGma/zdv3oxKlSpBJpNh5MiRJZcwK5k2bVqBD3z0Y1CSCpMHzUl/mzZt0KZNm8In7Dlbfv5KsyNHjkAQBBw5ckQz7dNPP0W5cuXg6OiIX375xWrloDkx1T7nxtJWGPqflb///htdu3Yt0jbVcnJyEBISggMHDhjMS01NReXKlbFmzRqr7KuwkpKSMHjwYBw/ftzsdcwpX6x1foYOHYrAwEDN/9bIb7GxsRAEQRP7wsTAXLm5uZgyZQoqVqwIBwcHtGrVCidPnrR4O7Yoc/TjYIo1Yq6fH8zJQ+bQL+P1y+qCPH36FAEBAYiJiSlyWhhjjLHSzqIWHqYsX74cT58+xeTJk/H1118XuHxQUBAmT56MyZMnY926dWatwxhjjDHb8PHxQXh4uNF51atXL+bUADNnzrTKg1tj5s6da5PtlmaRkZHw9/fX/P/hhx+iWrVqWLt2rU4L3BeZfgxKUmHyYHGm35afv9KsUaNGiIyMRK1atQAAFy9exLfffot3330XgwYNQo0aNVC3bl24uLiUeNoK65133kGnTp00/y9fvhyXL18uavIAqLoxrlixItq1a6czPTExET179iwVFWbnzp3DunXrMHz4cLPX0Y9ZcQoPDy9yfvP19UVkZCSCgoIAFC4G5powYQJWrlyJ2bNnIzAwEHPnzkW7du0QFRWFqlWrmr2drl27IjIyEr6+vlZLm34cipO18tCiRYt0/re0rC5fvjwmTJiAYcOG4fDhw9wyhDHG2AvNKhUeERERsLe3x+TJk81eZ9SoUZg6dSoOHTpkjSQwxhhjrJBkMhleeeWVkk4GsxH9c/v06VN88MEHL9VD7bKev8t6+ssCFxcXnTg/ffoUANC/f3+0atUKAODp6Vkq0lZY/v7+Nqk4e/jwIWbPno2///5bZ/rOnTsxZswYpKamWn2fxcVWMTNHw4YNi7yN4vp+v3v3LhYvXoz58+dj9OjRAIAOHTqgevXqmDNnDpYvX272tjw9Pa3+WSvJ6xxr5aGiVngCwOjRozFz5kyEh4ejd+/eRd4eY4wxVlqZ3aXV1KlT8frrrxudd/HiRTRt2hROTk5m79jV1RVNmjTBrVu3zF6HMcYYY6VDbGwsBg8ejAoVKkAikcDLywuDBw/WPCQEVF2cfPbZZ/D394e9vT06deqEdevW5dtVRWBgIG7fvo21a9caLHfixAm0aNECcrkcAQEB+O677yxKU5s2bXD06FEcPXo03+5H4uLiMGDAAPj4+EAul6NBgwb45ZdfDJYrKD3JycmYMGECgoKCIJfLUadOHaxatUozv1GjRujZs6fOOkFBQQgICNCZ1qtXL3Ts2BEAcObMGbRt2xaurq5wdnZGu3btcOLECaPHoabuGkfdzQYAzJgxI9/zIAgCpk+fjsaNG+uMzXbnzh30798f5cqVg4ODA9q2bYuoqCiddVNSUvDRRx/Bz88Pjo6OaNKkCXbv3q2Zr1AosGjRItStWxf29vYICAjAZ599hszMTM0yQ4cORdu2bTF69Gi4uLigVq1aUCgUyMzMxIQJE+Dj4wMnJycMHz5cZ72CYqD2008/oUaNGpDL5fDz88P777+PlJSUfLdx/fp1vPnmm/Dx8YGjoyPCwsJ0HvCa6tZGuxsSU3mwoPTop//OnTvo3bs3XF1d4ePjY7LVyIoVK1C7dm3IZDIEBARg2rRpUCgUJo+xKJ+/zMxMTJo0CRUrVoRMJkO9evWwZcuWfCIKs499wYIFGDJkCJycnODt7Y1x48YZnPfff/8djRs3hlwuh4+PD8aOHYtnz57pLHPixAl06NABLi4u8PT0RP/+/XH//n0Auudv2rRpmnP22muvaboZ0u/uxpxjViqVmDlzJgICAuDg4IBevXohISGhwLhoM9ZFTo0aNRAeHo46depoyqnIyEicOHECzZo1g729PerUqYODBw9qtqPdtc7QoUOxdu1a3L59W6ern02bNqF+/fqwt7eHp6cnBg4ciAcPHuSbvrlz56JSpUoICQnRTEtKSsLrr7+O0NBQ7Nu3z+h6bdq0ybdLRXX+M6fMMNalm3bcjhw5grCwMABAWFiYZtmbN2+iR48eKF++PBwcHNC8eXNEREQYjZna0qVLUb16ddjb2yM0NBS3b982ODZzysqCaOc3dZdM27ZtQ69eveDo6Ahvb2/MnDkTKSkpGDFiBFxdXeHt7Y1PP/0URKSz3po1awodA3McPHgQubm5Os8LZDIZunXrptmW+nyY+lEfq36XVkOHDkW7du2wevVqVK9eHTKZDA0aNMDevXs1+1Iqlfjyyy9RuXJlyGQyVK5cGZMnT0ZOTo5BHNTOnz+P9u3bw8nJCZUqVcKGDRsMjkupVGL27NmoWrUqZDIZqlevjp9//tmi2OjnoTZt2mDkyJGYOXMm/Pz84ODggC5duuDx48dYvXo1qlatCicnJ7Rr106nDNbO48bK6oJioD4nb7zxBmbNmmXRMTDGGGNlDlmBVCqlt956y+i8ZcuW0dChQ43O69u3L8nlcmskgTHGGGOFMGTIEKpUqRLl5OQY/CiVSs1ylSpVoiFDhhAR0bNnz6hSpUrUuHFj2r59Ox06dIhmzpxJdnZ2NHLkSM06w4YNI5lMRrNnz6a9e/fS4MGDSSaTEQCKiYkxmp6zZ8+Sj48PdenShSIjIykzM5NWr15NAMjNzY3mz59PBw4coH79+hEA+uOPP8xO06VLl6hhw4bUsGFDioyMpOTkZKNp6NChAzVo0IDCw8Pp0KFDNHToUAJAhw4dIiIyKz3p6elUp04d8vLyoiVLltDevXtp1KhRBIC+/vprIiL68ssvycXFhXJzc4mIKCYmhgAQALp16xYREWVnZ5OTkxPNnz+fkpOTycPDg/r27Ut//vkn7dq1i1555RVycXGhpKQkk+cYAE2dOpWSk5MpMjKSANCIESM08TW1jlQqpR9++IF27dpFFy9epLi4OPLz86Nq1arRhg0baMeOHdSmTRtycnKiy5cvExFRbm4uNWvWjNzd3ennn3+mP//8kwYOHEh2dnZ07NgxIiIaMWIESSQSmjJlCu3fv5/mzJlDDg4O1KFDB02eGzJkCNnZ2VGXLl3owIED9PvvvxMR0RtvvEFOTk70008/UUREBPXs2ZMkEgkVdEmrjgER0caNG0kqldL8+fPpyJEjtGTJEnJycqLBgwebXP/SpUvk7OxMISEh9Ouvv9KOHTsoLCyMJBIJHTlyhIiIDh8+TADo8OHDOuuGhoZSaGioZjv6edCc9GinPy0tjSpVqkRVq1alLVu20NatW6lmzZokkUg0+yEi+uabb0gQBBozZgzt27eP5syZQ3K5nIYPH27yOAv7+VMqldSpUydydnamuXPn0t69e2nkyJEEgNauXWtyf+Yeu5ubG3Xq1Il2795N33//Pcnlcurbt69mmQ0bNhAAGjBgAO3Zs4cWL15M7u7u1LZtW02eOnv2LEmlUmrVqhWFh4fTtm3bqGrVqlS7dm3KycnROX93796lhQsXEgBauHAhnT17loh0y0Fzj/njjz8mOzs7mj59Ou3du5eGDx+uybOmykH9c66ft6ZOnUoODg5UuXJl2rhxI+3cuZMCAgKoQoUKFBgYSMuWLaO9e/dSrVq1yMPDg9LT0zXrqT8rN27coC5dupCPjw9FRkbSkydP6K+//iKxWEzTp0+nw4cP07p168jHx4dat25tMp1ERL6+vjR58mSdaVlZWXT16lUiyivbVq9erbPMpUuXKDIy0uSPunwyp8zQ/pypacctOTlZ55xeunSJFAoF1ahRg1577TXavXs37d+/n7p27UpisZiuX79uEDMiop9//pkA0Lhx42jfvn00adIkkkqlOufHnLLSGPX3sZp2flPH0NXVlb788ks6ePAgvf322wSAgoOD6YMPPqADBw7Q6NGjCQD9+uuvBrEvbAzMMWnSJHJ2djaYPnfuXAJAqampmu8gUz83btwgorzvWPXnY8iQIeTq6ko1a9akTZs2UUREBIWEhJC9vT0lJCQQkaq8c3d3p1WrVtGRI0dozpw5JBaL6auvvjKIAxHRvXv3yNXVlZo0aUI7duygtWvXkp+fH9nZ2WliTkT03nvvkUQioalTp9K+ffvo888/J5FIRDNmzDAZC2OfV+08FBoaSs7OzhQaGkp79uyhZcuWkUQioeDgYKpfvz6Fh4fThg0byNHRkbp06aKznjqPGyurC4qB2p9//kkAKDo6uuATyxhjjJVRVqnw8PHxoa5du1q8Xtu2balixYrWSAJjjDHGCmHIkCGah+z6P7NmzdIsp/3gJSoqil599VW6efOmzra6d+9OwcHBRKR6mCYIAv3www86y3Ts2LHAB33a+yLKe/ixePFizbRnz56RVCql8ePHm50mIuMPxfTJZDJNpQQRkUKhoIkTJ9Lff/9tdnoWLVpEAOiff/7R2faIESNILpfT06dPNZUP6mVWrFhB1apVIxcXF81DmUOHDmnipV5enQ4iVZwnTZpEd+/eNXk82g9Ojf1vap22bdvqTPv8889JLpdTbGysZlpWVhZVqVKF3nzzTSIi+uOPPwgA7dixQyd+zZs3p2nTptGlS5cM8hYR0bp16wgA7d69m4jy8qX2cV28eNEg7gqFgmrVqmVRhcfIkSMpODiYFAqFZv769etp/vz5Jtfv27cveXh4UEpKimZaTk4OBQcHU5MmTYjIvAoPY/+bkx7t9C9YsIAEQaBLly5p5t+5c4ekUqlmu0lJSWRvb0+jRo3SScuKFSsIAF28eNHksRbm87d//34CQJs3b9bZ1sCBA8nX15dycnKM7svcY69evbrONubNm0cA6MqVK6RUKsnf3586deqks+0DBw4QANq1axcRqSrLfH19KSMjQ7PMP//8Q4GBgRQVFWVw/oydT+3YmHPMiYmJJJFI6NNPP9VZplOnTkWu8ABAe/bs0Sw/e/ZsAkArV67UTNu2bRsBoKioKJ311PQfsM+aNYucnZ11KkIjIiJo+vTpOhXg2i5fvkwAKDw83OSxmKrwMIe5ZUZBFR7G/n/48CEBoA0bNmjWSUpKovHjx2s+I9oxUyqV5OXlRf369dPZj7oyW71dc8pKY8yp8NDe96NHjwgAtWrVSjNNqVSSi4sLjR07Vmc9dewLEwNzjBw5kvz8/AymL1++nADQ/fv3zd6WsQoPAJoKESKio0ePEgDatm0bEamuLdq3b6+znZ9//pnWrVtHRIZxmDhxIpWb89oAAQAASURBVDk6OlJcXJxm+RMnThAATcyjo6NJEASaPXu2zna//PJLksvlFB8fbzT95lR4yOVyTWUNUV6ZoH0N8+GHH5Krq6vOetp5XL+sLigGaklJSQSAFi1aZDT9jDHG2IvA7C6t8uPv749z585ZtI5CocD58+dRqVIlaySBMcYYY4Xk6+uL06dPG/xod92irUGDBjh+/DgCAwNx/fp1RERE4Pvvv8eVK1eQlZUFADh8+DCICH369NFZt3///oVOp7offQBwcHCAt7c3kpKSzE6TucLCwjB16lT06dMHK1euxOPHj/Hdd9+hRYsWZqfnyJEjCAwMRPPmzXXWGThwIDIzM3HixAk0bdoUHh4eOHDgAABVlyCvvfYamjVrhqNHjwIA9uzZg9q1ayMwMBB16tSBp6cnunXrhlGjRiE8PBw+Pj6YM2eOTfqYb9Cggc7/Bw8eRIMGDeDn54fc3Fzk5uZCJBKhc+fO+PPPPwEAf/31FyQSCbp3765ZTyQS4Z9//sHUqVM1x6WfD9566y2IxWKd7qDKly+vc1zHjx8HAINtv/nmmxYdV1hYGKKjoxESEoIZM2bg33//xdtvv42PPvrI5DpHjhxBt27d4OzsrJlmZ2eHt956C//++y/S0tIsSkNR0nP8+HEEBQXp9OdesWJFnf7pIyMjkZGRgR49emjOVW5uriZ26vNlifzy+8GDByEIArp27aqzvx49euDhw4e4ePFikY59wIABsLPLG3rwjTfeAAAcPXoU0dHRuHfvnsGxhoaGwsXFRSdvdu7cGXK5XLOd5s2bIyYmxiCvm8OcYz5x4gRycnJ08iwA9O3b1+L9GaNdJnl7ewMAmjVrpplWvnx5ANCcp4KEhobi2bNnqFOnDiZPnozjx4+jQ4cO+Oqrr0wOcKzunrhy5coWp1+hUOjETv8HgEVlhqW8vb1Rq1YtvPvuuxgyZAg2btwIpVKJuXPnonbt2gbLR0dH48mTJwWeT3PKysIq6JwLggB3d3ezz7mlMTBFqVTmO18kEoGI8j3f+W3D09NTZ8Bx9XeDutu6sLAw/Pnnn2jVqhW+++47XL58GR9++CEGDhxodHvHjx9H8+bN4eHhoZnWrFkznS4lDx06BCJC9+7dDT7jmZmZmu+kwqhZsybc3d01/3t7e8PDwwNVqlTRTCtfvjySk5PN3qa5MXB1dYWbmxtiYmIKnX7GGGOstLNKhUfbtm3x8OFDzQ27OXbt2oX4+Hh06dLFGklgjDHGWCFJpVI0btzY4MfHx8fkOnPnzoWXlxeqV6+O4cOH48iRI3B0dNT0Gx4XFwcA8PLy0llP/YCmMBwdHXX+F4lEOg9ICkqTuTZv3owJEybg9OnTeOedd+Dv749OnToZ9NOeX3oSEhKMxk89LSkpSfMATH39dOjQIU0f3eqHfHv37tU8XHNycsLx48fRtWtXbNmyBb1794anpydGjRplcaWOOfTHZnv69ClOnDgBiUSi87Nw4UIkJycjPT0dT58+Rfny5SESGb/EVI9doB8bOzs7eHh46Dyk09+/el3tB1SAqsLOEv369cPGjRvh5OSEGTNmoEmTJqhSpQp+/fVXk+vkdz6JqMDxP6yZnoSEBIMYALpxUI9b06VLF51zpf78FTQmgzH55fenT5+CiODs7KyzP/WDYFP7M/fY/fz8dP5XlysJCQmaY33//fcN8mZKSopm30+fPjUoj4rCnGO2Vp41xcXFxWCa/nmyhHrshipVqmDu3Llo3bo1/Pz88h2zQP1AtjD7bdu2rcE50/6JjY21qMywlCAI+PPPPzFkyBDs27cPAwYMgLe3N/r164fExESD5c09n+aUlYVl7XNuaQxMcXV1NTo4vbpsdHV1xdGjR/M938OHDze5fQcHB53/1d8x6jLok08+wYIFC5Ceno5PP/0UtWvXRp06dXD48GGj27OkHK1du7ZOOps2bQqgcOWomrXPI2BZDBwdHS2qTGGMMcbKGruCFynY4MGD8e233+LDDz/EiRMn4Obmlu/yiYmJGDNmDOzs7DBgwABrJIExxhhjxWTjxo34+OOP8e2332LYsGGahwZ9+/bFqVOnAOS9ffn48WOdNyafPHlSYmkyl6urK+bMmYM5c+YgOjoav//+O2bMmIH3339fZ/Dt/JQrVw43btwwmP7w4UMAeQ/MunbtisGDB+P06dN4/Pgx2rRpg0qVKuGLL75AZGQkLly4gMWLF2vWDw4Oxrp166BQKHDq1CmsW7cOixcvRlBQED755BOLjtNSbm5uCA0Nxffff290vkwmg5ubm+ZBsPYb4VFRUSAilCtXDgDw6NEjnVa+OTk5iI+PN/oASk09Tz9PqR9KWaJ///7o378/kpOTsX//fsyZMwcDBgzAq6++igoVKhgsX65cOTx69Mhguvp8li9fXnO8+oOCp6WlGVTeFCU9Hh4eRvOWdhzU1+IbNmxA9erVDZYtSsWjMW5ubnBycjL5cLFq1aom1zXn2OPj43XWefz4MQBVxYf6WL/77juDQasBaN6idnNz01TEaouIiEDDhg0LPEZ95hyzuux5/PgxgoODNfMKk2eLS8eOHdGxY0ekp6fj0KFD+OmnnzBmzBi88soraNKkicHy6s9lYSoeli5davQhuVqFChXMLjMEQdC0ClEzp+VVhQoVsGjRIixcuBD//fcftm3bhtmzZ8PDwwMLFy7UWVa7DNKmfz7NKStLE0tiYEpwcDBSUlIQFxcHT09PzfQbN26gUqVKsLe3R0hICE6fPm1yG/mV/wURiUT44IMP8MEHH+DJkyeIiIjA119/jd69exucL/W+jE03Vo4eOnRIp3Wfmvb3UGlQUAykUqlm2cTExCLFmzHGGCvtrNLCo1atWhg8eDCuXbuGpk2b5tvS4/jx42jatCnu3buHL7/8stRdKDDGGGMsf3/99Rfc3NzwySefaG6Y09LS8Ndff2netmzZsiXEYjHCw8N11t2+fXuB2xeLxTZJkznbvn37NipWrIht27YBUD3EmTRpEtq3b2/QwiM/oaGhiI2NRWRkpM709evXQyqVat4Q7dixI5RKJb755hsEBwfDx8cHTZo0gZOTEyZNmgQPDw9Nt1jbtm2Dp6cnHj16BLFYjObNm2PRokVwc3OzKG2FFRoaiujoaFSvXl2nJdC6deuwcuVKiMVitGrVCjk5Odi7d69mPSLCsGHD8M033yA0NBQAsGnTJp1tb968GQqFAq+++qrJ/b/22msAgK1bt+pM/+OPPyw6jn79+uH1118HoKrc6tOnD6ZMmYLc3FyTb+yGhoZi165dOg9nFQoFNm/ejCZNmkAmk2ne2L13755mmcTERFy+fFlnW/p50NL0tG3bFjExMfj333810+Lj43HixAnN/6+88gqkUinu37+vc67s7OwwefLkfLsyKcznLzQ0FGlpaSAinf1duHAB06dPN3gQbemx//777zrrbdu2DYIgICwsDDVq1ICXlxdiYmJ09u3n54fPPvsMUVFRAFRdcu3fvx/Z2dma7URFRaFr1644c+aMTY65RYsWsLe3L3KetRX9cz1x4kQ0adIERAQHBwd069ZN89DeVBmjroS4e/euxfsPDg422rpQ/SOVSs0uM1xcXHQ+e4DqeyG/442MjIS3tzdOnz4NQRDQoEEDzJw5E3Xr1jV6vNWqVUPFihULPJ/mlJUlpagxMKV9+/YAoPnuBICsrCzs2rULHTp0AAA4Ozvne74DAwMLfVwtWrTA2LFjAagqQocOHYoPP/wQSUlJRlvgtW3bFv/88w/u37+vmXb58mVNF20A0Lp1awCq8lU7nXFxcZgyZUqJV1zqn0tzY5CYmIj09HTuWpwxxtgLzSotPABgyZIluH//Pg4ePIiOHTuiQoUKCA0NhZ+fH4gIjx49QmRkJG7dugUiQu/evTFlyhRr7Z4xxhhjxaRp06ZYvHgxPv74Y3Tv3h0PHjzAd999h0ePHmnepq5SpQqGDx+OyZMnIzs7G/Xr10d4eLjmwZCpLo8A1VuVUVFROHr0qKZiwBppUm87MjIShw4dQsOGDXXmAaqHd/7+/hgzZgxSUlIQFBSEf//9FxEREZg8ebLZMRo6dCgWLlyIXr16YcaMGahcuTJ27tyJVatWYerUqZo3R93c3NCiRQvs2LEDI0eOBKDqqqVVq1bYs2cPBg0apIlVy5YtoVAo0KtXL3z22WdwcXHBli1bkJycrBnTwJYmTJiAdevWoV27dpg4cSLKly+PLVu2YPny5Zg3bx4AVYuV5s2bY8iQIZg5cyaqVKmCdevW4cqVK1i2bBlq1aqFIUOG4KuvvkJ6ejpat26Nc+fOYdq0aQgLC0OnTp1M7r9q1ap477338MUXXyAnJwcNGzbEunXrcP78eYuO47XXXsOoUaMwceJEdOnSBYmJiZg2bRqqVauG+vXrG11n6tSpiIiIQFhYGD777DNIpVL8/PPPuHnzpqZyp169eqhYsSJmzJgBFxcXiEQifPPNNwbdlOjnQUvTM2jQIPz00094/fXX8c0338DFxQUzZ87UaVlSvnx5TJo0CVOmTEFKSgratGmD+/fvY8qUKRAEweRxqtNn6eevS5cuaN26NXr27IkpU6agZs2aOHXqFL766it06tTJ5JvE5h77iRMnMHDgQAwaNAj//fcfpk6divfee0/T3/3XX3+NkSNHQiwWo3v37khKSsL//vc/3Lt3DyEhIQCAKVOmoHnz5ujatSvGjh2LjIwMfPnll2jatCk6dOiAf/75x6xjtfSYp0yZgi+//BKOjo547bXXEBERUWoqPNzc3PD48WPs2bMHDRo0QNu2bTF37lwMHToUAwcORHZ2Nr799luUK1dOU+GoLzg4GAEBAfjrr780lVfWZG6Z0a1bN+zcuRMTJkxAjx49cPz4cfzyyy8GxwsAu3fvhru7Oxo2bAgHBwcMGjQI06ZNg4+PDw4cOIBz585pHhxrEwQBc+bMwdtvv413330Xffr0QWRkpE4rPMC8srKkFCYGWVlZiIqKgr+/v8nxoipVqoQhQ4Zg/PjxyMjIQPXq1TF37lwkJSVh0qRJNj8udYsab29vtGjRAvfv38cPP/yA0NBQeHh4GLT2GTduHFauXImOHTtqKii/+OILnVYQdevWxcCBA/Huu+8iNjYWjRs3RnR0ND7//HNUrlzZaOu54qRfVhcUAzV1RWDHjh1LKumMMcaY7VlzBHSFQkFz586lgIAAEgSBBEEgkUhEIpFI87+vry/9/PPP1twtY4wxxgppyJAhVKlSpQKXq1SpEg0ZMoSIiJRKJX311Vfk7+9PcrmcgoKCaMyYMbRs2TICQJcvXyYioszMTBo/fjx5eXmRXC6nrl270ldffUUA6OnTpyb3tXHjRvLy8iKZTEbHjx+n1atXEwCKiYkpcpoOHTpEAQEBJJVKacOGDUb3//DhQxo6dChVqFCBpFIpBQUF0ddff00KhYKIyKz0EBHFxcXRiBEjyNPTk2QyGdWvX59WrlxpsL85c+YQANq0aZNm2rfffksAaMuWLTrLnjp1ijp06EDlypUjuVxOjRs3pu3bt5uMJRERAJo6darJ/81ZR+3GjRvUp08fcnd3J3t7e6PHlJSURKNGjSIvLy9ydHSkFi1a0JEjRzTzc3NzaebMmVSlShWSSCQUGBhIn3/+OWVkZGiWMZUvc3Nz6auvviI/Pz+yt7en119/nWbOnEkFXdLqH8/8+fOpVq1aZG9vT+XKlaO+fftSbGxsvtuIioqizp07k5OTEzk7O1Pbtm3p+PHjOsucOnWKWrRoQTKZjAICAmjevHk0cuRICg0N1SxjLA8WlB799MfFxdGAAQPIzc2N3N3d6dNPP6W+ffvq7IeIaOHChVSrVi2SSqXk7e1NAwYMoNu3b+d7nIX5/BERpaWl0fjx48nf35+kUilVrlyZJk+erHNejTHn2MePH099+/Yle3t7qlixIv3vf/+j3Nxcne1s2bKFQkJCSCaTUfny5alHjx50/vx5nWUiIyOpTZs2ZG9vT97e3jR8+HCKi4sjIqLDhw8TADp8+LDR/4tyzPPnz6cqVaqQTCajsLAwWrx4sdGYatM+5/ppmTp1qkGeN3aeClrvwoULVKNGDZJIJDRr1iwiUp3/Ro0aafJ5586dDeKob8KECVSzZk2T82NiYggArV69Ot/tmGJOmZGbm0uffvopeXt7k729PXXq1In+/vtvneNXKBTUv39/ksvlVLt2bSIiunbtGvXu3Zu8vLxIKpVS7dq1aenSpZrtGov15s2bqXbt2iSTyahx48a0adMmg7xiTlmpT7/c085vpmJorKzOb73CxEC9jYK+NzIzM2ncuHHk5eVFDg4O1KpVKzpx4kS+6xijn5eNfR/oH1dOTg5NnTqVgoKCSCaTkZeXF73zzjsUHx9vdHkiops3b1L37t3JycmJfHx8aO7cudSsWTOdz3hOTg7NmDFDk/f8/f1p9OjR+V7DFPS5Cw0NNSirjR1jQevpl9UFxUBt9OjR1LRpU5PpZ4wxxl4EApGFI3ma6a+//sKpU6dw9+5dKBQK+Pn5oUGDBmjfvn2+b3UyxhhjrOxLSEjAnj170KlTJ5QvX14z/ZNPPsGqVatKvCsIxljZIAgCpk6dimnTppV0UpgJ9+/fR1BQEPbv36/pBoi9WFatWoUnT57gs88+K+mksCJ49uwZKlSogLVr16JXr14lnRzGGGPMZqzWpZW+V199Nd9+mBljjDH24nJwcMCYMWPQsGFDjBs3Dk5OToiMjMTPP/9sUddQjDHGSjc/Pz+MHz8ec+bM4QqPF1BaWhoWL15s9gDmrPRasmQJateujZ49e5Z0UhhjjDGb4qYWjDHGGLM6uVyOgwcPQi6XY+jQoejcuTM2bNiA77//Hl999VVJJ48xxpgVTZ8+Hffv38f+/ftLOinMyhwdHbFs2TKzx/RhpVN8fDzmzZuHX375BYIglHRyGGOMMZuySpdWq1atKtL6w4cPL2oSGGOMMcYYY4wxxhhjjDH2ErNKhYdIJCr0WwKCICA3N7eoSWCMMcYYY4wxxhhjjDHG2EvMKmN4DB482KIKjz///BMPHjwAoOrjmzHGGGOMMcYYY4wxxhhjrCis0sLDXPHx8Xj//ffx22+/gYjQunVrrFq1ClWqVCmuJNhMfHw89u3bh8DAQNjb25d0chhjjDHGGGOMMcYYY4yxF0JGRgZiY2PRsWNHeHh4mFzOKi08zLF161Z8+OGHiI+Ph4ODA2bNmoUPP/ywuHZvc/v27cPAgQNLOhmMMcYYY4wxxhhjjDHG2Atp/fr1GDBggMn5Nq/w0G/V0aZNG6xcuRKVK1e29a6LVWBgIABVwGvWrFmyiSlh6RmZiL59D8GV/OFgLy/p5LyQOMa2xfG1LY6v7XGMbYvja1scX9vi+Noex9i2OL62xfG1LY6v7XGMbYvja1scX9sqi/Eti2m2pStXrmDgwIGa5/Cm2LTCY8uWLfjoo4/w9OlTODo6Ys6cORg9erQtd1li1N1Y1axZE40aNSrh1JSspNQ0PM0G6tSrBzdnp5JOzguJY2xbHF/b4vjaHsfYtji+tsXxtS2Or+1xjG2L42tbHF/b4vjaHsfYtji+tsXxta2yGN+ymObiUNBwEiJb7DQuLg5vvvkm3n77bcTHxyMsLAwXLlywSWXH0aNHIRKJsGLFCovWy8rKwg8//IC6devC0dER3t7eGDhwIG7evGn1NDLGGGOMMcYYY4wxxhhjzLasXuGxadMm1KpVC9u3b4eTkxMWL16MAwcOoFKlStbeFaKjo9G/f39YOu56bm4uevfujYkTJyIhIQGdO3eGn58fNmzYgIYNG+L8+fNWTytjjDHGGGOMMcYYY4wxxmzHahUeT548Qe/evTFw4EA8ffoU7dq1w4ULFzBy5Ehr7ULHoUOH0Lp1azx8+NDidRctWoSIiAi0a9cO169fx7Zt23D27FnMmzcPqampGDJkiMWVKIwxxhhjjDHGGGOMMcYYKzlWqfDYsGEDatWqhd9//x0uLi5Yvnw59u/fj4CAAGtsXseTJ0/w/vvvo3379khISLB4H0SEH374AQCwYMECODg4aOaNGzcOrVu3xrlz53D48GGrpvtlYi+ToUFwEOxlspJOyguLY2xbHF/b4vjaHsfYtji+tsXxtS2Or+1xjG2L42tbHF/b4vjaHsfYtji+tsXxta2yGN+ymObSQCArNGUQiUQQBAEA4OzsDBcXF/MTIAi4ffu22cuPGzcOP/30E6pXr44VK1Zg5cqVWLt2LZYvX4533nmnwPUvXLiAevXqoUaNGrhy5YrB/B9//BHjx4/H+PHjMXfuXLPTdfbsWYSEhODMmTMv/aDljDHGGGOMMcYYY4wxxpi1mPv83WpdWhERiAgpKSm4d++eRT+WqFKlChYtWoSLFy+iVatWFqfz0qVLAIA6deoYnV+rVi0AqooRVjhZ2Tm4/eAxsrJzSjopLyyOsW1xfG2L42t7HGPb4vjaFsfXtji+tscxti2Or21xfG2L42t7HGPb4vjaFsfXtspifMtimksDO2tsJCYmxhqbMcuYMWOKtP6DBw8AAL6+vkbnq6c/fvy4UNs/czYKqc/SNf/bicWoUjkQXl7eSE1PN1jezdkJAJCangGFQqEzz0Eug1QiQVZ2DjKysnTm2YnFcHKwBxEhOe2ZwXZdHB0gEonwLCMTObm5OvPkMinkUimyc3KRnpmpM08sEsHZUdXNV1JqmsF2nR3sIRaLkZ6Ziewc3e3KpBLYy2RITU/HpCv3cFKaAIlIhB8Dy6OVqz1cnBwBAH/cj8cHt+Lxmqs9fqxcHjPuJmJnYgYgCJqKM22CAAiCCCBC3/IOmOTnhtE343EyLQtSQcCCmhXw8fVHSM3RjZ9qXQFCQdsFQak0bOgkEgkABJBSCf25+W1Xta6qLlGpVBrOU+0YREror6reLoigzGe7uQoFsrKzIZMmQCSI9LZr7FjN227+6bU8hs4SMSLqV4KrMhe5z/P3ysepWPgoJf9zA0AQ5W13sKcTxlVw1cxXSGVo/98dJOfkmozhlwHl0Ms1r8nfjYwcDL4Rh2wIBR6rQqFApl58C4qhr1yCw40CseFuPGbeTdTkmYkVXLE/NQsXn2UXmL8tPTeWxNBwu8/zdz750Fb5W6FUIDNLN77mb9d2MXQSCdhRwwuX03OwOT4Nr7g6YN6DZKhjKBaA7yuVQ6irPQDgNsTof/E+shQKLiOKuZy1Rv4uyrEWpowo6fz9spcRdiIRfgjywvRbT/A0V3f9QsewjF5HKJVKZGRlGcaXywirHSuXEWWvjLBJDG1cRshFAlZXKY8cIoy4GY+s5/sQCQIG+bohLjMbEQnPjG6Xy4jiKSPc7UTYWcMbjmIRNsen4fsHKVAS6cRXJhKwuqoH6rs44nK2EnNi49DJRYaZ95JMbtdgn89jOMTLGR95O2HEjThEPcvWiaGPVIzwap6QiFT3Qt/fT8LG+GcQiUQQC8CsgHL4+m4CErW+IwuKobPEDt9V9cJHVx8iW2/+y1RGSMUirKhZAfUlAhRKJc6mZWHEzXg0cJRiS52KkErsMDH6AbbHpWrWkYkEbK7hg/rlXHA0IQ2DL93Dqy5y1HWQ4udHKRjv64qPg3yQS0Dov7fwKDsXLmIRfq/hjf/Ss/B7UhZedXfEvYwsxGXmYFei7rMmvo5Qb9e8MgJEmF7RHUsfp+B+tsLmZYSnRIwd1T0he/55BIDpdxPxR2KGQRlhyXaBwsWwnrM93vBwxvnkZ/jc3w0AMC7mKV4v54Ce/p4AVM8sI5PS8WFMPHLJMIamytkGTjK0cZJi7oNknfkysQjzq/vik+sPkaJ3bd6lvBO8ZBKsfZgEgQhfV3JHS2c5elx9jKRcZZHyN5mIb1FjaMvriA4uMnSMu4dGIkHzvBYAXJ0cIQgC0tIzNM/b1OxlMsikEmTn5CA9U/d5slgshrOD6pmG8ee+DhCLTTxPlkohl0mRk5uLZxm6z5NFIhFcnqcvOe2ZwfE42dvDzk6MjMwsZOXoVt5IJRI4yGXIVSiQlp6hGwcIcHVWPU9OeZau88w9P1ap8KhUqVKh1zV2wm3p2TPVRZ/22B3a7O1VJz0tzfCkm+O9dw271Zo6dSomTvoUR/89bzCvZ1gLAEDUletITNHdZ6Oa1VDRxxP3n8TjwnXdSiVPdze0aFALuQqF0e12atkEMqkIF6/H4NHTRJ15tYMCUTWgAuISk/DvpWs681ydHNGmSX0AwPEzFww+rGFNG8DF0QHRsfdw5+ETnXnVAvxQK6gS0p5loKagQG52OnZAhh3RsbCTAx1bNAYA7LxxD3dzJYiIS8HrT+8jQukImdwe3b1cEJ+YbBAHFydHeJd3QfjjZOy6/xTNHt7BPqUzPKBENOywOz4V59Oy0EWihDwnW2ddH89ycHZwQGJKKuITdQtYR3s5Knh5QKFQ4Na9hwYxrFKxAsQiEe4/jjeoGPIs5wY3ZyekPEvH4/gEnXlymRQVvbwAANdvG7ZgqlTBG1KJBI/iEww+qOVcXVDezQXPMjLx4Em8zjyJxA6BPj4AgJt3H0AJJaBVw+vv4wV7mRRxiUlI0ouhq7MTvMq5IjM7G3f1zptIJEJQxQoAgNsPHiNbr+Dx9SwPJwd7JCSn4mmSbgydHOzh6+mG3NxcxNx/pDMvFSL8mSXFrYxsCLExeJqUAgD4XWmPVNjhzfKOcHVyRHLaMzzRy6P2chn8vTyhJML6O0+w614GGj7I6/quQr06iErNRGe5APss3cKwvJsrdjzLxdH4FLhfzzuvp8gOV8gRH/qXg6NYpIqhXvlT0dcLcqkUD+OeIi07Rye+bi5O8HR3RUZWNu490o3hI5Ed/snKRXKuErtiHyIuV4T2yMZhSLEj5iH+EmRo4eaAysocJCSn6qzr7OgAHw83ZOeoau31VavkDwC4++gJMrN087e3Rzm4ODogKTUNcQlJOvMc5HL4eXlAoVTi1t0HBtut4u8LsViMB0/i8Uwvf3u4u8LdxRmp6el4FKebv2VSKQKe5+8bd+4bfIkFVPCGTCLB46eJSNGrjHV3cYaHuwuSU9PwJOuZTnzt7MSo7KOqcI65/xC5ubpf2H7ennCQy/ItI7JycnBHL4aCIKBqgB8A4M7DJ8jKNl5GXEtIQXhqNnZGXcFZ2GE7yZGY+gwZsMPbns64de8hdkKG8Gu3AUG1jZTgGriSnoV+ciCHywiLywgACArwg0gQcO9xHDL0LsS8yrubVUbcvHPfYLuV/XxgZ2en+iynG5YR5VydkZaegYdxT3XmSSUSVPLxBgCrlhFisQhV/FUxjH3wCDl6LwxU8PKAo70cT5NSuIywURmx4VkO9sSl4N9n2WiJbHhDdW7NLSNepOsI1ec8TSe+AJcRalxGqLxsZURRryOKu4woX94DP99LQPjF68iBgKvkgO7IggSES/bOOJqUjnupzyDkKtAAeXHiMkKlOMqIf+48xPEsCXafvQRvgbBDKUeqxB79PZw08c2GgF2QIfziDThV9MQZB1dsjUtFZlw84iFBe6jymzllxL7UbPz5JAn17t7CfqUzKkGJYOTC2dEByQ722BGXin1nLsJZUH3m/lA6IgcCBlTyxvd34rE55gHOZonQCtnwfP4dmV8ZkS2TY1daLnbFpSI6Mwc9kAU7rUfKL1MZEU4y/JeaidxH95Cc9gwHSIJYcsC9rBzEJSbBz8sDf8algLKy0Qg5yISACMhw8OY91C9XC2eS03EnW4Hd8amIgQIPIMHO248wNtATKQREpmaiGnLxH+zwR9RlnIAEuwV7ZAOITklHQnoGCAIaPf+s83VEHnPLiF+epuPXG/fwF2RoghxUl9vZrIzIdXXHticp2HfuClyVeZ/lCKUj5Pb2aOfuYDS+trqOuCe1x76naXATgGNPktDy0R0AwHalM3Lj4zUVHlFXriM8ORvXyR69ofpMF3Qd8UDuiH0JaUiKy0IS7BD2vEwjCAiHDHuepuG/Z9log2yUe17unIMEB+IJFRzlEJES97JyEX7tLhKEHESRM16zU6KJT+HLCCdH4/EtzdcRtcRKIA44e+WGzvwurZpCYmeH89diEJeoG/+61Sqjir8vHj9Nwtkr1/Xi4ITWIfUAwOjz5LbNGsLJwR5XY+7g3mPdciA40B81KgcgMTkVked1h4lwtJej3SuqLqb+OXfJ4CX5Vo3qopyrM27efYCbetdFgX4+qF+9CtLSMwzSZCcWo2vrZgCAfy9G49xl3eMxxSoVHoVx//59LFu2DKtWrcLdu3eLbb9isRiAKtPlp7AVMcuWr0D14GDN/+oWHvYyGUIb1zO5XsOa1Yy28AAAPy8PlHN11pln9/w47MRio9uV2Knm16lWGcGVK+rMk8ukAFSVJvrrikV5NZytQuoabNfxeZqCA/1R2c9HZ55MKgEAODnao6GQixG1ArHnSjyC/CuguW/e2/kBvl7A3UQ4yKQIrV8Pzpceoo6zPWZX9UZGlptBMy2pxA4OcjliM7LwQCJCaM0gSKLuorOHE64/TIG6wn1azYqoJtfN0g5yOaQSO2Rmuxvc5Ens7OBoL4dSqURKBcNxZzS1pRVcCqgt9dSNoXZtqbejwXY1taV+rvnXlgaW15mnXVt6z1mEM5evo1HNqpoa3rzaUrf8a0sruuvM06kt9XU2yPuOcjkkEjtkZrkjMzufGPq56sy7npGDPy88AAFoGBykieEvN+KAHAV+rFURMqm6BZOXzrraLZgup6YjS0kIDa6qmR9Lqnw6qVoFNLDXPedyqRSnz92FXCrVyd/PEtOB63GYUtkTXlI7JHs7gfTe83BysIedWIxHbhKcvHBVJ74yiQT2chlycxVIC9CN4Z6kDPxz7QkIqi99v+QMrKxbGW0vPYSvgxT09Bl6eDrjPS9nkzFUKJRIff42hTZNK7AKLvm0AiuHjCxvkzFM9tUtPwCtVmDG8qF2K7DKevlbuxWY0fz9vBWYv6vJVmDxSXL8nfRYJ74iQdC0AkvxcTKobHW0t4fETpxvGaFQKPKPoa8zFHr5W11G/PXUHuHn7qJR7epITMqA+GEy3FycUDlbgTnVfJBSwQWBZ+6icgVfhD4vz3anqY7vp3qBkOnlJS4jVPIrIwDzytmCyohkHyeD7eabv9UxzMnFs8oeJmNozTJCEAS4OuUTQ3s5JHb5x5DLiKKVEdtOxGiuAT8O9kfY85ZagHllxIt0HZGUmoajj+/qxBfgMsIghlxGvFRlRFGvI4q7jMi0k+DnewmoXTVQ1bLjZjwWhFSFi1iE92MT8TA7F1KpFC3LyzCnUjnNulxGqBRHGbFTLsbx6MdoWrcGAuUShMc8hX9GLqZVdNfEVyGTYdfZe6gVVAlB3m74O171cM7P2wN+KZlYWbeyKoZmlBFvXX6A1BwFQuvWg/jMXfSp4IKxvq6Q2NlhX2o2dsSlokWDWignUX0Xul19jCA7EWZX9cZPd5+ivLsb8CgFn9SoiFYucgD5lxHXshTY9d890PPnKotCqsJRnPcs4WUqI3b9ewcEIKRWNSiUStyJSwViEmAvFsHTXbW8RGKH1i72+KlyeTzKzkXEufsIqKCKqfrtbweJBB5OTkBiOjzLucFOLAY978Wis285XH+YgpDa1fEoKQPCoxQQVM99nBwc0MhJirnPP9N8HZHH3DJi98mbqODuAjxOxcggX/TzcrFZGfFXhgLbnqSgSZ1g+ErFmnnOlx6ivos9plV0MxpfW11HLI9Lw/nbCRA/LxdD61QBANiduYtA37zvj4Y1q+H0gySIbydgZVPVM8+CriOWxz/DyZR0+Hi4o2pGDlbWVpVpRITw03egbnfzZa0AhDipnjV+ejsBf6dmgYgQ4uKA9KR0VPJ0Q5PyjsCFB5hYvQI6+6ryZmHKiKzsHKPxLc3XEQnJqTgeC4M0q58L16te2Wj+BgDv8kae+4rz8p2x58nqdWtUDtBURqrJparnye6uzgbrirSeJ7doUNtoCw8ACKpYAf4+umW/VPL8ebKDvcF2BeQ9v29cJxjibMNejowp9gqPvXv3YvHixdizZ4/BRXdxcHJSZbSMjAyj89XT1ctZKqRRQ5ODpqgzuTHqLyRjZFKJpjJBnyAI+W7X0V5ucp5UYgepxPS6+W3XQS6Hg4lNqz90zo4OEAkC5DKZpuAAANnzChd12kViMeyeN+Wzl8k0Hy59YkEEsVj8PF0CHJ9/0NTFhbODPdwcja8rl0o1H0x9IpEo32N1yufcSCUSzQfTmMKeG4mdnVlpcnZ0MFjOXi6Dvdx4HOw08TPORavw1CeXSTWVZfqMxdBNrHqDgqAbQ4ldIqQkaPJ0QflbZmcHhZJ0ti+kqt4ocJTL4OZseH5EAiCIdD8bDpmqnKIugtUXVaaOFTAeXzs7wxg6Z6kKciLVubN7Hg+JWAyJRPWukwj5x1Aszj8fvqhlhLFtaJcX+vItIwrI38755G/7559jZwd7yDMUAASIxSKIBIUmf4sFAXKpNG8fz5JU6XWwh71YZHS7XEaoFKWctVX+lkjs4JZP/rZmGaGtsDHkMiJPYcoIEaB5KOPiYG90u/mVES/adQRgOr5cRqhwGaHyspQRQNGuI4q7jFA/xHGQyyF+/vZXOSdHONmJIRYlgaA6d/ZSidF9cxmhYssywllzLeYINwcppJIUiLPynn84OzpAeP7wx0Euh71cBsKz59uWQCLONp6/TcRQJAh59z8C4CiTadYXpakeork4OcJNqnoEJBbHQy5R/S0CYGen+lv1Han7GTIWQydBdT+mfpxVztnJ6PXwy1BGqDo+yisj7FPUD0MFSJ/HWBAEyCWqz2NWlurzK1OXGeqXcQUBds9fXJXY2am6uXm+JfWzD2dHB8jTVd3pkuqDDpFYBHuJ8c86X0eoFFRG2IlEkKjvB+3lmuVtUUaIMlUtLJwdHeAmz/tcicRi2Gl1sWQqvta+jrBPylLlM0Evjs/vfTXpcbCHvTwDIiMxMVXOipCuekYikUCSozRYT/3ysqujg+a5jr00FRCyQQDsxCKIRSLIpNK8l/jkeTEvTBmhrqwwFV+gNF5HCJr1jW2/NN5ruOYXwyKWEfnFUWdbZi1VRHFxcVi5ciWWL1+O2NhYTS1PjRo1MGTIkOJIgoafn6op0aNHhs3dAODhQ1WzGlNjfLCC2YnFKO/mAjuxGAJg8Pab+vyrpxJ0a+xMEQTddcTPV1E8317BW3hxaMe4tFKfD/0eDJ9fl1mwHcGgZlidp0xtRjC2X00/kwXv09L45h0r6Ryf8Hy/RC9X/ixIacy/2vlV+0f7vGmXQYBWniqG9FmqNMb4RcLxtS1bxFcQXs7rBWM4/9oex9i2OL6G1y1AXg8GAoxfx5iL42sd6vsB9X0LgSBAN77qF/dI77eCyOJzp33/o3/vYey+jLT2IQiCxd+R6vxWGr9bizsP69975p1z7Wk69Rp6y+Utr58X1L/FArSWId17Fiq4BxNrehHLiOK8TlQ/+zJ8XkEQhBLKv8+fWejnY2PP8iyJj/r+2dgzPwHGY67/HabaRl5KiprVy2L+LYtpLg1sWuFx9OhRLFmyBOHh4cjJyQERoVy5cnjrrbcwZMgQNGnSxJa7N6pOnToAgMuXLxudf+nSJQBA3bqG3Tkx8zg52OPVhqo4C8irtVVTX9ippyvNLDQF7XXxfNAgAAoLHmS/KLRjXFqpv9D0mwIqYdlFhCAA+kOMqfNOfhUepvKdOfu2NL7qbSqhe3yqtKvSX5wXoaVdacy/6tOjJPUPGeRV7TIIWn+XxlNbGmP8IuH42pYt4qu6qVL/XQo/tMWI86/tcYxti+Ore52tvk7WXH8i73qmMOUdx9c6tO8PAPX50I1v6vM+4rXviwFA1dbYsnOnff+jhO71qSYtWvdH2svofkeavz+gdN6LF3ceFgRBN7Z65xPQu0fUmqa/vPY51N6G+tlH3r1K3vJKWF5BVhQvYhkhQLD4M1D4famYek5SIvkXpHluoUkPGX+mYtnLq8+fhxh55idAVdap/86bLmjytqC3DfX8oiiL+bcsprk0sHqFR3JyMtasWYOlS5ciOjoaRAQ7OzvY29sjIyMDjx490jSXLAnBwcGoUqUKLl68iJs3byIoKEhnfnh4OACgS5cuJZG8FwIRQUmkalYL42/4q37nvclgTqGprnnG89/qxn76F/kvA50Yl6arSy15b67osrS1Q355yGSFh1bz37z9mv8FaWl8NW9NkfqtB+u8YfeiKo3512gLDyNvx2lflxaUD0tSaYzxi4Tja1u2iK8AIe964SU/ZZx/bY9jbFscX73rFr2HdOrrYAIVqrzj+FqH9v0BkHc/oH+vrJ6n/Vtp4f2Sen/a29F/gKiannchq72M6oGiZd+ReQ/tS9+9eHHnYVXsdWOr/VuVJsMKD+28of5NJuaJNMvote5A8d9rvohlhO5nwLbHZKzFlfp/gzKi2PKv7vcJoJsf9dNo0bbJ+DM/QdB6kVXQna7TwkNrG+ptFkVZzL9lMc2lgfFOxwvh1KlTGD58OPz8/DBhwgRcvXoV1atXx7fffot79+5pWnMUZ2VHfHw8rl69ijt37uhM//DDD0FEGDFiBFJTUzXTf/rpJxw/fhwNGzZEu3btii2dL5rktGfYdfQEktOeGXQBAxj/Yje3hYf2OiKtN7LV818W2jEurUx/kedVCJi7Hb2XHwpszqh/0amzjhn7tDS+2pU7ujcPqu64uEsrXaUx/2o3Lda+kdC+oNCvfLOkEq24lcYYv0g4vrZli/hqv/la+j6xxYvzr+1xjG2L42t47QnoPkzVdLNaiG1zfK3DWGWGIOjfK+tWRGgqPApRWaXT/TPp3m8ZexFN/wF83nekeTsWDO7FS8+3a3HnYYN7BL3f6r/zKiWNL6e+DwEM84RI7zOf30tatvYilhHFeZ1Y0IuhJZJ/n7+4qZ9nrfXyqrHvI51KJqPrqHrJ0N4GUPQXl8pi/i2LaS4NrFL7EBISgnPnzoGI4OrqirfffhtDhw5FixYtrLH5QluwYAGmT5+O0NBQHDlyRDP9o48+wq5du3Do0CFUrVoVrVq1QkxMDM6ePQt3d3esX7++5BL9ghHByJv2+r/JvJo3kSDoXACI1V1aac1npYfmLRQjlRUiC06VyFilmWYfxjckQj7r2CCbqNOh/iJW70OddkuPmRU/zU3E8woq9UWWSGeZvDIIsG2eYoxZl0jQul4o0ZQwxljR5b3tbXg9ItKazuVdyREJefcH6t/69y7a51H7t8LM+2PdbeWNe6h/76G/n7xlhOdp1b6nNnd/z9Nq4XovIpFg+Ga89m/V35QXbxjmDfVvg5dDn/+hfvahGWvh+cNp9e+XOf7WUJjPQKH39fy3secVJfFMS/uZhUGFh9FnOeanUX3/bOyZn0irGzHtslGEvBYdIs02tJ8BMWYeq+SVqKgoyOVyfPHFF7h//z6WLVtW4pUd+bGzs8Pu3bsxY8YMuLm5YdeuXYiLi8PAgQNx+vRp1KpVq6ST+MJQN8nTpu57T6n1ZW5ut0Gat14IUA/XUxoHSmP5vLkAS98KEAz7tyzgnGs3j9Teb37rFIWmSTfpvk2X3xsNrHTJa5av7iP0eXcCgu4yZaVLK8aYLgFa1wv8oWWMlXHaXeLkXY+opqqvg/WvY1jxyjtH6ntf433Yq5bB82VUvws1aLl2Cw8YvjGtvR9Ad9wH1fgFlt1Tq/Mb34ur31TPo75X1Ym3Xosa1XwyWN5gXI/n/6uffSiR14JLPeZgYcfrYXl0rhNtvq+8yittxT0WS156dFsLadKjNUaUGlmYRvW2jY1pqjNQvKA7XYm81iSaVovF1AKHvTisUuERFBSEjIwMfPPNN6hcuTJGjhyJv//+2xqbLtCaNWtARHjnnXcM5k2bNg1EpNO6Q00ul2PKlCmIjo5GZmYm7ty5g3Xr1hmM6cGKRl1YadN/k8Hcgl27maF2zTJ3UVE6aQZT1PuStLRPWv0mwtD6P/8urXTZMp9oV+7oX8yWxmbezJDmxkPzY9gVhH55xmUPY2UHl8eMsReJ+sGREmTwIpDuCzdc3pUUTZdPz/8nGN67GC5Dmv8t7add+6G7/v2W/n4A3a5pdL8jzdyfept8Pazqxljrf+3nHNrTNPE2kjfUyxu2+lD9pd1iSP2ClvZ9C1duFo3qJUv13zbel+b861UmWPicxGrpUT+3IcM8a+yZiqXPcpRk/Ni0yyzdClpVqxD1AOnqbRTXGCvsxWGVCo/r16/jyJEjGDhwIJ49e4bly5ejdevWqFGjBubMmYOHDx9aYzesDMrvYTVpvclgVoWH3lsrL/Og5WWBsTeJAOMX+/luRzCdh0y28DDalZrtviB1H5bnvb2g+hLnN4rLAp03Jcl4yxz98syWeYoxZl2CIPD1AmPshaH/ogaQd62pvg629E1cZl3a50j922QLD73fhR60XOvlQP0HiKrpph/AW/odmdc6mq+HVbHXja32b/XfeZ9R48tpv2Gf98xE9Tuvu2jSvV8h7k3AGnQ/A7aNpv75h9b/JfEx0q6A0c+zRp/lWLhtY/fVgOmKVnVZpl5Hexv6yzKWH6t1f9a6dWusXbsWjx49wrJly9CsWTNcu3YNn3/+OQICAnDq1CkAQFpamrV2yUopF0cHdGgeAhdHB03/e9qMfbGb00+i9ngghLx+LNWF5Ms0hod2jEsr7YHVtKnGRTD/XBkdj0Pvws/YvvW7UlP/Z06hZ2l8Dcbw0KQj700R7msyT2nMv9pvTambzBLpliuqvpHz1inNNxelMcYvEo6vbdkiviJoXy9YbbNlEudf2+MY2xbHV3esPP1rXPV1sOo6xvJtc3ytQ388Q3Uf9rr3ys+vP/W6QFISWXzvoO7nHnh+v6VzDaubFtUyuuO+WHpPrXn5sITeSs9Pcedh/TEntc+59jT1+TaWN9S/TQ1aLhZ07ze1Kzu07z/VYmNjVQM+m/EzdOhQAECbNm0gCALWrFmT7/Gaiu+dO3cgFoshCALGjRuX7za05eTkYOfOnejXrx9q1qwJFxcXODo6okqVKhg4cCB2795t9rYKsmbNGgiCgDZt2uhM1/4MLFm8CMHBwXBycoKTkxOqVq2KESNG4OTJk1ZJg/b5z8nJwYoVK9ClSxdER0fj55/mI7CiP775bAIWzv8JCQkJJrejPn+xsbH57m/o0KEQBAHTpk0DABw5ckTn/L8zfDgAYPOWX3Ht2jXN9KzMLMyaPVsnT6jLjXv37uGTTz5B3bp14eLiAgcHBwQGBuLtt9/Gvn37tI41L98mJyZCEAQEBgaq5gl5XZfXqV1bs9/Z33yDmJgYnP73X6xdswa3Y2Jw6PBh3L5zRyd+aupzau5PQtyTQpcPBX2uJBIJPD090bp1a6xcuRJKpX5/N4aqVasGQRDQsGFDk8u4ODoguEJ5uLs4QxAErFu3Lt9tqs/5ihUrTC5z6dIlfPbZZ2jcuDF8fHwglUrh7e2Ntm3b4ocffkBKSorR9dTlhDk/+p+z4maVQcu1OTk54Z133sE777yD6OhorFq1CuvXr9e08vD29kbXrl3Rv39/dO3aFVKp1NpJYCVMJBLBXi4DoCqETT2szu9tF2O035wgIs0Fmnqgo9J2oWVL2jEurUy+uUAWtvCA6UozU28SGW1ZZEE+sTS+mi6tyLB5+MuYPwtSGvNvXn4l3ebh2ssIem/GlcIbPLXSGOMXCcfXtmwRX1U/wc//tuqWyx7Ov7bHMbYtjq9ud6qaa1ytFsam3qg1B8fXOtTnQ+eeVxB04qs9yLj2bwUsf9Nbdd7ztqd/Dau9/bxl8vKMpd+Rgta9eGn7Xi3uPGzYClz3t+rvvG6njOUN9W/9lh15FR66y+Tds1CB99cDBgzIN/2Wjr9rKr6rV6+GUqmEXC7HL7/8glmzZsHe3j7fbUVFRaF///6Ijo6GIAioX78+2rZtCwC4du0aNmzYgA0bNqBt27bYunUr3N3dLUqruQQBuBkTCziWQ0REBBo6OqJz587IysrCjRs3sGrVKqxatQpffvkl/ve//xV5XwAQfe0auvXtjRs3bkAikUAyaDz8g6rAt359nDt3DqdOncTcuXOxadMmdOjQoegH+Zy3t7dOnrhZtS5OAIBIBEBAr1694OjoiE1iMWrUro2GAwZouv4nALk5OQgODkZ6ejpq1qyJ9u3bQ6lUIjY2Fps2bcKmTZswZMgQrF692qDrO504IG+geBDBy8sL7du3x7k6tRHr5ASZnRiOGd54mJuLqKgo9Jv/LfDTepN5Xb1+QVxcXKxSPhj7XKWmpiI6OhrHjx/H8ePHcfLkSSxbtszkNo4ePYobN25ALpfj3LlzOHHiBF555RWD5UQiEeSyvDSPHTsW7du3h4+Pj8XpzsjIwOjRo7F27VoAgK+vLxo1agRnZ2c8evQI//zzDw4dOoRZs2Zh69atCAsLM7qd5s2bo0qVKvnuq2bNmhanz5qsXuGhLTg4GHPmzMGsWbMQERGBVatWYffu3di2bRt+++03uLi4oHfv3li5cqUtk8GK2bOMTFy+eRu1gio9b6amW7qpmwpqBuIiMqvZoHb/+UrkXVgpXsIuKrRj7GgvL+nkGKVp5qz35abui9Hs7Wh1Q6LZRkGDlsNw7BhN/5Bm7NvS+Go36dY+PkHQyp8vUQukgpTG/Kt9MaZ8/raUdjkDGOYrS/NycSqNMX6RcHxtyxbxVd1UvXzXC8Zw/rU9jrFtcXy1rz0N+4EXNNMLV95xfK1Dv8sn9aDl2vFVP3TTvscFCjloObTvrw2vYbW3r50eQHWfYul3pGbQcpS+8SOKOw9rxx7IO+fan0ztz6OxvKFeXn+wcv3eAlT3Ks8HLQc9H9sg/26Y1q9fb+kh5ctYfIkIa9asgZOTE4YNG4aff/4ZW7Zs0bQeMebixYsIDQ1Famoq3n77bcyaNQsBAQE6y1y4cAHvvfceDh48iCFDhmDnzp1WPRa17KwsXDh3Dmj5Gn6cOxdjW4TozD9w4ABef/11zJw5E02bNkX37t0LvS/1ueo/YADSb9zAO++8g5kzZyL0Vgq6Na6L6aMH4fT5Sziydzdm/m8GOnfujC1btuDNN98syiFq1KxZUydPrH2YhBOX7wMiMSASYd68eQgMDMTmQ5fQtVs3fDs+b7zkZ+npeJaWBrucHOzatQtdu3bV2fbZs2fRvXt3rF27FiEhIXB8YyCA5+WEQRzyBi0HkSZdU24+xtqHyfCUitG0QS0cS3wGD5mA40f2AgDOnDmDhm1eLfC4THmWkYnTF6OLXD7kt6/NmzdjwIABWL58OYYPH260EgMAVq1aBQCYMGECvvnmGyxZssToss8yMvFf9E3N/4mJiRg1ahR27NhhUZoVCgV69OiBAwcOoGrVqliwYAE6dOig86wqJSUFs2bNwuzZs9GzZ09cuHABlSpVMtjWe++9l+/nuzQoll5WRCIRunXrhu3bt+P+/fv4/vvvUbt2bSQnJxfYXI6VPTm5uXgQ9xQ5ubn5j+Gh9duciyTtbanfWtHp96+UXWjZknaMSytjfcWq/rew30eYzkP5VXiYbBVixj4tja92axbt49PJn2Zt6eVQGvOv/jkEDFtw6Oerwr45WRxKY4xfJBxf27JFfHWvF0rrJ7d4cP61PY6xbXF8ta6zn3ddZex6RTXd8vKO42sdmmtLrTf1BRjeK+ssQ3kvBlp67gzulQXdedr70V+mMPfU2i+3lbZv1eLOw/q9Wuh2ZUWaafoVHvqtONQVGdrTjA1arq4YyevSqnjH6zEW38OHDyM2Nhavvfaa5s33JUuWmNyGUqnE4MGDkZqaijFjxmDDhg0GlR0AULduXezfvx/+/v74448/NF3lW1tSYpLmxAQHVzeY365dO8yYMQNA/sdlDiJVdVZ6ejqmT5+O5cuXw9vbW6eMSE7PwrgJE7BlyxYolUq89957uH//fpH2a4om74gEnQ+zdpeJapcuXwEplXjrrbcMKjsAoFGjRliwYAEAVZzyKyd0Kgq1PjSaQcufryMIAho0aICRI0cCAH74/nuD7sstURzlw1tvvYXevXsDAP744w+jy6SmpmLbtm0oX748Jk+eDFdXV/z6669ITEw0mubHCUkAAGdnZ7i4uOD333/Hhg0bLErX/PnzceDAAVSpUgUnTpxAx44dDe6LXFxcMGvWLIwdOxapqamYM2eORfsoTYq9W3kPDw9MmDAB58+fx4kTJzSZlr2Y1AMMacv7Yjfe5NbktrTXVRd+4EHLSytjTacBy7sByrfywsSGjHelps4n1s8p2hetpNViifNn2WGswkO/BYdBc3UzW6cxxkqeAB60nDH24jD1sg2Qdx2s3YUOK37a50j9W/985HVtpNsioDCtc/Tvu3UrwQxfRDN4ScviFh7qtPL1sOoeQTe2+n/rx1t/nvq3/vNf9f+acR+g3f1uXrd2JX0G1G+q9+nTB82aNUO1atVw8uRJnDt3zujyhw8fRlRUFCpVqoTvvvsu3207Ozvj66+/xtixY+Ho6GjtpAMAFLk5gKCKsqn8/Prrr+Ptt9+2uAswfUePHAEAVA4KwpQpUzTTjZ3HN954A3369EFiYiJ+/vnnIu3XFM0+BZH2fzr5US3tWRpAlO/LQx06dMBbb72lajnwfJqqnNBrjShotzojnena323qe/CBgwYBAK5evoITJ06YfXwlRT1WydOnT43O37JlC9LT09GrVy84OTmhT58+yMjIKHgMHRcXfP/99wCAMWPG4PHjx2alh4jw448/AgAWLVqE8uXL57v8Z599hn79+uHVVw1b05QVJTqObrVq1ZCTk1OSSWA2ZnTAaf3fZF5G1B2ITfW/SMjrb9SSgbCZ7eVdlOnSH0SvwO0YqzTT24exfRtrWaLenrXpv3GjGQBQEPLyJ2fPUk1zDikv7yiIdMoVkf7bW+DzylhZoXu9wBhjZZv6+kP/2hPIuw4mcHlXkrTPkfq3sfOh3zIDeH4NauE1puj540T1S146g5YbeRFN+x68MPfU2uNpvuzXwyLBsPWM/t/q5xfq5fXnqX/njeuiWwkm1rlX0V6+5O9JkpOTsX37djg7O2veah8yZAgAYPHixUbX2bhxIwCgf//+Zo3rO3jwYPz444+oXbu2lVKty0Fu/3wMC1WFhLHnlIGBgdiwYQO++OKLIu1LXeHRs2dPnYoD7Tyi7Z13VF1Kbdy4sUgtG0zR5B2RSKdW1liFh4+PL0CEjRs3YtGiRUhPTzfYnqOjIzZt2oR58+ZpjsfYWD8iCHldWmn1Cad+hqh+bqR+HiS2ez4iAylx8ODBQh5t8VAoFNi/fz8AoE6dOkaXUVcSqj8r6u6hli5dWuD23333XbRr1w4JCQkYPXq0WWn666+/cOfOHVSoUMGsMWF8fHywefNmvP3222ZtvzSy6jXQqVOnMGXKFLz//vtYtGgRnj17ZnLZVatWITg4WHOS2YtJgGDwdr7+GB7G3nYxvq28L37l82abglYhyW8wlS7aA3lrM7dFj2Y7MDIeRwGtNQTBcOwQTasQC/ZtrrymmmTw9o4mf9pgv8x6tN8+Uecd/QszY29v8XllrGzQKY/5g8sYK+MMW3gIOvPUY5JxcVdy8lpVqJgat1K7Nbupa1Dz9qd6WG7snke/RQHw/H5aa6B7S78j1YsVZryR4vCIBPz3LAtnUzJs/pOrJNzPytH8fzcz72H5mefTMpVKPM7KxdmUDESlZAIAYjKycTYlA/efL08wHM9FnSfUg5YrkZdfFER5Y0jaMpgF2LRpEzIyMtCvXz84ODgAUD28FYvF2LhxI1JTUw3WUXdNFRYWVqxpNaV8+XJwcnUFAMz65mt4eXnhjTfewE8//YSoqCirVjRcungRAFCrtu6DcPUzLn1t2rSBIAi4e/cu4uLirJYONc0+xWJNAZDXvZ7ucQdVrQqpRILc3Fx88MEH8PT0RNeuXTFnzhxERkYiV6+bqPzKCVW5o/6PdKarx9RUP/PTqXwhQnR0dOEO1oaICCkpKYiMjETPnj1x/vx5BAQEaCo0tF29ehWRkZGoVq0aWrVqBQBo2bIlgoODER0djcOHDxe4vxUrVsDZ2Rnh4eHYtGlTgcurP3OhoaEvTfe+Vhm0nIgwevRoLF++XPO/IAj4/vvvNf2DqV28eBGjRo1CZGQkiAienp7WSAIrReRSKWpWCYBcKn3eTE3vTXu95pnmNoNVF3zqbaibtym15r8stGNcWuU9QNZl6c2XqtLMeGsNk11aAdC/JLFkLA1L46vdfZf28enmz5cph+avNOZf/QcHgO6NoHoZnQEJS/GDhNIY4xcJx9e2bBHfl/V6wRjOv7bHMbYtjm9eV0hKIp3Bp1XztCpCClHgcXytQ/uFKCDvfOjHV7tbF937Ywv393w7xu558tKSN033JS3B4u9I9b1NST9sNyZNEON9coHy0qNi2+eyB0lY9iDJYHqzf2M0f695lIQ1j/KWmRYTh2kxeQ+wdcbw0Htmot2jgOYFUmh3aWX6LOT3cHPevHkYN26cyfnG6Ofh1atXAwCGDRumWcbPzw8dO3ZEREQE1q9fb/AW+t27dzXLGTNw4ECj02vWrFnkFhbGiEUihDRugqNp2RAgICkpCdu3b8f27dsBAF5eXujbty+mTJkCLy+vIu0rMSEBAFBOr0sh9TMu/fhKpVK4u7sjISEB9+/fL/L+9WnyjiDSdOul3/oIWv+7u7vjrbFjsXjxYqSnpyMiIgIREREAAFdXV/Tq1QtTp05F5cqVdZ4JGVR4aD8r1B7DQ9B9rqK6Byed8T7i4+MNjuPo0aMFPsgfO3YsZs/51irfcQXt65VXXsG6devg7OxsME/9mdEf9HvEiBGYNGkSlixZolMZKJdKUbViBZ1lK1WqhG+//RajR4/GRx99hLZt2+abNwr6zC1btgzHjh0zOu/HH3+Eh4eHzrRhw4bpfOaNiYqKQoMGDfJdxpasUuGxevVqLFu2DCKRCL1790ZgYCD27duHCxcuYPDgwfjrr78AAN9++y2++uorTfOw4cOH49tvv7VGElgpIpdJUb2SPwDjD54Nmm6a+dBQv7mvIOi+yV/aLrRsSTvGpZX2YIraCtPCw1QeMrUd4+uo31oqeO+WxtfwLbu86S9j/ixIacy/mnOo1Uxcv0JDv2/k0tzCozTG+EXC8bUtW8RX93qhtH5yiwfnX9vjGNsWxzePsYoNQXt6Ico7jq916I9nqL5u1I+v7j1uXk8Ilr6Bq33e1f+bSgugew9emHtq9TZL4wtA/k72uN6iGpJyFMWyvy7/3UZ3D2eM9isHAFj1IBEL7ycCACJDKkMqEtDtvzvoXN4JH/iXg4IITf+NwVeBHujp6YKF9xKw6mGSpvIC0H5WovpL01006bYIUnfHm192UQ8ibkzNmjUtPl7tPHzp0iWcOnUKwcHBBmNbjBgxAhEREViyZIlBhYdCoXh+PMZbTpgajDk0NNQmFR6CIEBsJwGQjc2bNuLpwT04ePAgjh07hri4ODx58gQLFizAhg0bsG/fPjRp0qTQ+1I+P3Y7ie7jWE2lqJEyWCKRqJaxQZdWmqwjCJp/9CvetNMoEgT8+OOPmDJlCv744w8cOHAAx44dw927d5GcnIy1a9diy5Yt+PXXXyE0UbVe0O99Q71fk4OWq3vOELQr8bUrRQwzvJeXF9q3b5/vsTZu3Nhq33HqzxURIS4uDocOHYJCoUDbtm3xww8/oH79+kbXUygUWLduHUQikUHrj8GDB+Pzzz9HeHg4Hj9+DG9vbwCqPFHF39dgWyNHjsTWrVtx6NAhvP/++9i2bZvJ9Bb0mfvnn39Mfu5mzpxpUOHRvHlzncYNxpQrVy7f+bZmlQqPtWvXQhAEbNy4EX379gUAzJ49Gz169MCePXtw4cIFLF68GEuXLgURoU6dOliyZEmRB/thpVNOTi7ik1Pg4eqi6n/PSCEJaPdPaV6fk9pjORBUff6JkNf89mXqO1Q7xhKJVT7GVmesr1j1/0Uew+P5hP+z9+bxclRl/v/ndN/9ZiUhEBII+xoghE1AIIKsogOK4waC+HUbd+cris6ACsro+GXQGWci6IAL+hNFGcUdhKhsGgJDSELAQAiQnWx3zb23u35/VJ+q55w61V1VXVV9uvt58+LVfWs7J895+tRZniU0h4cIhlKLszgdV740XwnNUeLm8ChXvkcsvA2wUX+VPCwV3Qnk8IC+4REvH02e2CjjVoLlmy1ZyJfGCW73/pj1N3tYxtnC8nWR8ywH6phYjoOdBHkgAJZvWuj5DGXODF2+BeLNTsegxZhjTF8f5LuOjmGDhmh0Dq7OqaOVK/99br4Ru16s4+MT6B0axL456XBPoYC9uzqwcEovAOA32wa9cwsm96CnWEBnQWCfbvca2Q779XZh4ZRe7NXl1pFuWOmfRW9u7S/7lhw/gXm1WPXf//736/sHalAdliHqd+7ciUWLFmnXuYbOTz75JB566CFl/W/OnDlYvXo1Nm7caMxxoC/K3nvvvTUXs+uB/gZm7bkn/v4DH/A2aVasWIGf/exn+NrXvoatW7fijW98I9asWRMp94iJWXvuiRcBbNu+XTku21HvI8bHx7Gt4hUyd66/UF8oFFAul2tugsiF7p6eHuN57z2hhLTy6xSoY+X6GTNm4Morr/S8FNasWYN77rkHN910E9atW4e3ve1t+H/LVrl1cJyAjlKZw/Hjgsj1H7fPFH5OD88qsWxcSD/iiCMi6Xpa7zi9rFWrVuHcc8/Ffffdh//6r//C4sWLjff96le/woYNG9DT02PcjOzq6sLw8DC+/e1v4zOf+YxX583bdgSuFULg29/+No4++mjcdddd+NGPfoS3vOUtxnKlZ8fGjWbPt9tvvz2QMH3u3Ll4+eWXjde/973vDXio2EYqOTxWrVqFww47zNvsANwf32c/+1k4joN//Md/xOLFi9HR0YHrr78ey5Yt482OFmZodBR/Wf40hkZHAxbRgPklHs3Dwx+8A/4GdDuGDKIythXq9UBxYsZ5rerhUTWkleZZEsP6KK58BRkYKNZS4BAqJmzUX9VLx9WdEnSLSXUjzWYPDxtl3EqwfLMlC/lyf+zD+ps9LONsYfm6CLIopIcvqieuP8s3Haj3MOBbb+vypfNlbyEb8cORCaHGua/p4YH65iyeh0eMe/Iibx3W56umBOY07JQIWVR2HD/EDzUOBUjScnKsDD//YJ5tIOW7Y2DAW/TduHEjlixZovz/0EMPeffoi78yzA29plGMjY1heGgIO3btAhCU5VFHHYV/+qd/wmOPPYapU6fipZdewgOVxONJOOLwwwEATy5/SjkuvfJ0/V26dCnGx8exzz77KCkBZKikarmTAXg5VKZNm2Y8r3h4wNcz+gm4Orlh40aM7d5tfM5BBx2Ej370o3jiiSdw4IEHYmhoCEuX/hVAWEgrAc8HixQk+yPpuSSgRmGA4+CYY44J++fWJKv+4YgjjsDPfvYzdHZ24pvf/Cb+5V/+xXid3CQcHR0N/GaWLFniJYK/9dZbUS6XvTo/sXqN8Xn7778/vvzlLwMAPvShD4XmeZG/uYcffjjxv7HZSGXDY8eOHTjssMMCx+VO7X333Ye5c+fioYcewmc/+1l0dLClSLvgxgNVF55lHFOaiCvShodwX+h0ECeE4KTQliLbQ3dfLCPeAF5xdfSeIdvc/CA6aE9abhy8f6ucXAr/OOtnc+Drqx8f1BTSivZnNrrwMwxjRgjujxmGaS3keNeUc0wuinJ/1zi8PCtevoXwpOWmRNVx287b6HL8v+k5+ny3DL8+Sd6R8jpbk5bniT5fVeYL5Jg+F6W6AahW7HrS8gL5W66nlBzHWwhuhJPN7377G2zevBmvetWr3BBEhv//+ld3wfvHP/6x56UAAJdffjkA10peeoI0ildeeQXLn3wSy1esBBD+G9hvv/08LxP6b4nL6y68EABw9//8j7egDVR+k4bCb7nlFgBuXhPa18twQmvXrq1a3rPPPgvAzflgwntioQgUXE3zdFPzHvn2bbdhy+bN2Lx5c2h506dPxxvf+EYAwNCg6+1U0p4jyzWHtPI3OOSaXxkORryNFgevfe1rQ8tvJCeccAKuvfZaAMC1116LJ598Ujm/ZcsW/PKXv0RPTw927Nhh/M3s3r0be+yxB9auXYvf/OY3kcr9wAc+gEWLFmHr1q34h3/4B+M155xzDvbee28899xzWLJkSX3/0CYhlQ2PiYkJYyIWeaxYLOL3v/89jj/++DSKY5oI2VlR9D7NCRn8GZ9F7pf7z96grt1HWpYR6uGBeAN411op6K1ByzCVXU9Iq7io3gEh8XBZQa2GWr75VlNOYLIY8PDgZmWYpkAZLzS0JgzDMOmgxDlXjge9jpn8CXh4hLSH0K4BEiYth2oFred1oc8H1HGsgIg9p/aSljs8Hg7k+aNypknr6T0Itjudh+ifBZOHh0Pnn/k3wve/9z0AwNvf/vbQa0444QQceeSRGB0d9RI1A8D555+Pk046Cc8++yyuvvrqmmUtW7as/gqHMHv2bHR3d6FcCatUTZLPPPMMABjDcEXl1a8+DYC7UfHP//zP3nHTesUvf/lLfOc738GUKVMCC9mnn+7mx6iWt+HZZ5/FypUr0dHRgdNOO814jbdOURDej9kU0koIgTlz5wKOg3//93+v+m9cvXo1AGDfffcFYN7ElZu0SoHw1/1o0nIHwF2VBPLHHH0MFi5cWLX8RvKpT30K8+fPx/j4ON7//vcrIce+973vYXx8HBdeeCGmTp1qvL+rqwtvfetbAQD/9V//FalMGdqqv78fP/nJT/D73/8+cE2xWPRCZF111VU1N+3WrFmDXRWvp2YllQ2PWpx11llGDxCm9amWf4G+xCPl8IA/eAfcjq8AeG5wuSgzExl/UBbcrIgzHNPzJgB04Ge+xxhKTcvHkCZ0EiFjTQKsn82EvmkFACVNV/X+zAEy0ymGYdKlAN9t3rZY4wzDMElQ45z7+Ale2eCmkej5DMPmvIVKKCr3Gmm5H38BWzcOpGNUkyGaO46V18afs3geHog3t2tFBERAtvp3/Xeq5yeVlMn17jn3i5oz0qUk/26Al832ba/g3t//HsViUQltb0ImZr7lllu8xd9isYgf/ehHmDFjBm6++WZccsklePrppwP3Ll++HJdeeik+9alPAXATU2fBvH33dT0cAPz0pz8NeJ0MDg7igx/8IJ588kmcf/75dW14dBbdcqZMnYovfelLeO9734utW7cqGx7j4+P4z//4D7zxjW+E4zhYvHhxwEPjYx/7GPr6+vDd734XX/va17xcHZIXX3zR86T5h3/4B0yZMsVYH08vK/9+wKybAHD6q08HHAdf/OIXcd111wXCaY2NjeGGG27AL37xCxx11FFYeNxxAGSYPvVprmeZXqLsEx2/z3QcrHr6afx3ZcPsc9dda/x32EJnZycWL14MIQQefvhhfPvb3/bOyU2/apuEgP+b+fWvf40XX3wxUrkHHnggbrzxRgDA+vXrjdd8+MMfxhvf+EY899xzWLBgAe6++25MTEwo1+zYsQNf/vKXsXDhQgwMDGDSpEno6+uLVAfbyCW2FI0zx7Q+hUIBk/t6USgUAvEsAQQGdFEt7+ngHXA7QteC3j3STgMtKmNbqebhEWexqZqXUNhTCtqgU94Ttdi48qUTGhlr0q2f8PWznRS0Bjbqr5fMEXTDQ03CqPdnjZhcRMVGGbcSLN9syUK+7TpeMMH6mz0s42xh+boooatIx1aohBQuI5gkNgos33TQ50JyzqvL121HR7m2lCDhvL8BFnzXmQzRlLyDyjsyWsGyfuUMjcqSkrcOuwZ6RLbknNL+mteNccNDy90hP01Jy2Uo3jKiGZBG5aMf/Sg+/elPh57/n1/cg4fuvxcTExM455xzsNdee1V93mWXXYZrrrkGzzzzDP7whz/g7LPPBuDmHli2bBkuv/xy3H333bj77rtxxBFH4OCDD4YQAqtXr/Y8BaZOnYpPfepT+OQnP5neP5Sw1157YXB8AusB3HzTTbjtHz+Mk046CdOnT8fWrVvx6KOPYmhoCCeccALuuOOOusqSTXXb7bfj8299E2699VbcfvvtEHfejx//+ff44713u+UNDmKPPfbAbbfdhje84Q2B5xxwwAH4zne+gyuuuAIf+9jHvEXq/v5+vPjii/jrX/+KiYkJvOENb8CXvvSl8Pp4HUHB9/CoHNLXVPabNw97ThQx2NODL3zhC/jXf/1XnHzyyZg1axZ27tyJRx99FDt27MBBBx2EX/ziF1gmQ2QZ5s1K0vJyGatWrcJll12GlfNPwtCxp2FiZBh33v9rvLTHXph47ll0FTtQArDg2GON/w55fy3Ov/B12OegwzPtH0477TS8613vwn//93/j05/+NC655BKsWbMGTz31FKZMmYLXve51Ve8/6aSTcPjhh+Ppp5/GLbfcgk9++hpMCkk6T/nQhz6En/zkJ/jjH/8Yes2dd96J66+/HjfccAMuueQSzJw5E8cccwxmzJiB9evX469//SvGxsYghMAb3vAGfP3rXzduNN5yyy249957a9bp5ptvxsyZM2telwW5bHiwZUl7MaW/D2ed7O7kmjY89HiUUS3+peWEn79BjXnaTnpGZWwrJtdpoLIhEOc5wpCPg3j5hJWtx4mMurEGxJev59KtlUPr3j7aWRsb9VeQSRvNM6S6ngett2ztdmyUcSvB8s2WLOSrjhdSfXTTwfqbPSzjbGH5uigbHvpxJ3lIK5ZvOugbHjI8iy5foV0DJEsE7oY4qxHSilyv5x2M+46Ul2WZJzEpeeswDWMMqN/p5gTdTKLzCjX/h/x0lHMyaXmZRLyQiZ3jzHOjsGvXrqqhbLo7O/Cn+34HoLalOgDss88+OOecc/Db3/4Wixcv9jY8ADcvxgMPPID7778fP/jBD/Doo4/iz3/+M4aHhzFr1iy8/vWvx/nnn4/LL7/cGEY/LQSAvWbPxvqBUbz5zZdi9c/uxLJly7Br1y5Mnz4dp5xyCt761rfiyiuvRLFYrPm8WmUBwOx99sHSpUtxxx134P/7//4//K5UxqqVK7Bt5UosPO44vOlNb8Lll1+OPfbYI/RZl156KRYsWIBbbrkFv/nNb/Dwww9jaGgIs2fPxrnnnourrroKl1xySdXFfU93SEgrbz5sMDydPHky/rpqFRYvXox7770XK1aswIMPPogpU6bgqKOOwpve9CZ84AMfQE9PDx7f7OqRMWk5hL/O4wCbN292N5Mu7QCOPBnjQ0MYX78e3Xvvi8OPPhrXvPsdeMfLw6G67t1fg4MPPhiXvf1tNa+rl6985Sv4+c9/jq1bt+Lqq69GV1cXAOCSSy5BT4TNiyuuuALXXHMNvv3tb+O6667DqccdVfMeIQT++7//G8ccc4yX/FynWCzic5/7HK688krccccd+NWvfoXVq1djy5YtmDJlChYsWIDXvOY1eOc734kjjzwytKyHH344UgL0G264obU3PJj2hVq4SxzNaiHqIEnA7XhpSCsBTlpuK94CsnY8bhI+s4dHdQskIYL3ZJlg2t/ccZRy6MYL66fd0ImgMjHVJou0P0syGWUYpjFwf8wwTKvhjksMC6nEK962heh2ws9xIee+DoTB50a2o3sNKvck2PAQlaTl5LnQvqsL8SRpOThpeT0EvMDJX7Rt9TahuiGR7aCHAachreRmSKmSw8e0ubn//vsruQOi8MADD0S+dtWqVbGeXS35shACZ511Fs4666xYz0zClVdeiSuvvDJYB/iy/8THP45Xfe6zmdWB/h47Ozu9Ou31x6fxkc9/AZ/9brS8DZKDDz4YX/nKV/CVr3ylrvocc9xxeHF0Avvvvz8GJtzwWHp48nKl35g3bx5uvPFGL4RSrWeXHAd7zZql6CTdKNy0aSNmdbnL0zet24rrntuCPWdMx1tPOQ5/3DGMg3o7MXPPacDLLwR0PaxNsyDO72rGjBnYsmWLcixqTg4A+PSnP614WkUt+6CDDgqEGjOx//7747Of/Sw++9l4uh6nn2g0qfnw3HHHHSgWi4H/hRCh54rFIjo6eM+l1dg5MIRf/vFR7BwYMudS0D+dhEnLhTpAbKeBFpWxrZgsieTf8TY8DEnL5bmQB5k8i+KUG1e+esJruuHh62c7aWh1bNRf44aH5o1kSkhoa6vaKONWguWbLVnIl06qbP3d5gXrb/awjLOF5esiSJzzgIcH4o+5JSzfdKDzA/kpRFC+dHypjEFjNp7X7oZ3nV4XQAtpBRH7HSmIx4Ft79W8dTi44UG/+8aeiiGVod2B4OaXt+FRK2l5jrubrdhH5LmuJLy2NESkMPQRWeNvzgbD6wXWVOIar0ojWCe4HuJ6lgU3WuXvSRpGm9YB66EZ9bcZ62wDqe02xN09rvc+xl4cOJgoleDA8RKNq+fJd4ckI6qBF5e08reoHJOJjtKMW2k7VMa24uVEMIWWitFWxsT3XhlmzBseTuTcIXHlqy+Wy3LaVT9rYaP+ehNBx++zAknLEZzM2Jr82EYZtxIs32zJQr4FCIxVfty2/m7zgvU3e1jG2cLydZHjEn0upW54xO/vWL7pQC3y5afM9UDlS3MP1p203AkukMtztC5efYS8Nv6cxbfctm/DI28dluHE/PKD32X7S+i8gt4r24Eah8rr5bV0ruI40lsnPxrdR6xatQpf/OIXY91zxBFHVLVkLwjhyT6qLD/+8Y8HLPhrcfPNN6PQ64bmMq2Tuf13vvKVv/mSo+prWB3jrGvQfkK/TwBGmRcg/HVCUK9Fv8+sBwcOfvk/P8V3vvFv6OqMviT+vve9D6effnpdZSel0b+5ZiWVDY/nn38+jccwLYjJw0OPaRnV+sjb6XX8ji5sV5hpPCZLIvl3nJcUtbaQeNYXIY8pCIGyowbTSmrlFgU5AJVWEfLf58alZP1sBmSblaG6iQeSliv9F7vwM0yzwOMFhmFaDbrArSwWCeHlJGODm8bhbTJUxo5hnhBuOzreNUBlDBqzvIK2KKgvIIKUA6ihWdV3ZDSl8eY/MYzKWpWC8OUHaOsdIe1P5xV01urn7nCUczJpeZksecoQZmUnxdAtTcCmTZtiJw4/88wzq2540N9AVH3+2c9+hhdeeCFWPW644QaIvsqGh3auUe0o/7VlOIq+usdU4q6p+HNsQ9Jy4YcRUzbtRSU/TWXj19vcj7khVY2nVyzH/b/9dax7Xvva1zZsw4NJRiobHvPmzUvjMXjwwQexZs0avPOd70zleUzjcV8cKrrFQ1Q3WJkPxPPwEBwyyGb8F6dKOWacV7O3hlpGlHsyzeFBXIzLjj8gzdM1lqkPf1JKJhH6xESIwGSG25VhmgMOacUwTKshF4WMC6nI1tiHqY2ez9Ahx/Tr6DVAMI9cpPIqhlamd50pt6IS0koA5XLwvqrlKaFq2pugUZSP37aOEnaKziuU63UPj8pnkc43ybVy7tJOe06LFi1KPVJMknHi2rVrE5X17PBuACGbCQ1oSG/dxlH1VdaJEjsfa5V+Qg2lpxkZQv5m/DUVLz9RCiL66Kf+CT/98Z2YNnlS/Q9jrMWqjeDFixfjXe96V6OrwaSIqLijUagblskqKfRZwh+8o3KPEAIltti0Et2qSRJ3QGbMA+Ml1TM/KGyTJKvxg+8mrg44hYCvn6ygVqPkYSEWLaYFBEm7TS4YppkRAI8XGIZpKdRFIdNiEfd3jUTOU7yFw5C8lXR86Vvux2876vEDqGNUf67iE0haHvMdKa8rIX6+kVYjkOdPW+9wj4XPK+h6iWwH/5z7qYa0crxr+beeDnmOE8PXSRoTPUD+fmnAJJNuusej5d/1ng3/2cEND7KJoR2n64Q0X5V+LcNUw6oND6Y1mNTXizNPOAaT+nqr5l+Q36PmVqBxagG3oyugPXMkUBnbStVkXDGe48a1DT4DCG9z3cpG3hM1lFZc+dJBi1tOpX4g+smvZg8b9ZdOBKXqlDRvJD0nEW1r27BRxq0EyzdbspCvOl5o7/6Y9Td7WMbZwvJ18eKca2FQvMWihJb3LN90oAvUgB/7XpcvHV/6uRniL3zSjS5avjxHn0/r414rEuTwEJW62rcAmbcOB4yiFDk73rFADg/NmwMw5PCQ1xuSlsucC+78Or9WaMU+gv4Gsh4mFmqsk+Qt3wL5LcsNDpNuyr+T5/AQgXMypBU9VRDCi5xRgPpOo/VNSjPqbzPW2QZSS1rOMJKOYtFzDTNa2msDgMgeHtA6OiHaNkQFlbHNhLV/nEXisM0Lec6EfEmq5UafOMSVr3zpS+8Aai3VjvpZCxv1lyaWpJMIPZ6oPpmxNZSejTJuJVi+2ZKFfIUQ3B9XYP3NHpZxtrB8Xaj3u75YJHOSJdngZfmmg57PUM55dfkKYU5aHrftvBwe3rtOkHP+YrmEzsGTzKnlGNldlLTrzZq3DtPE80BQzvJThMwr6PVeSCtvwdn9UqTzTXKt+3+++XpasY+gv4Gs9dnkcQVU1klE/vKV9Sk7QZ001TGW8SrpJ/T7CgIoVVw89A1amatGCEN+ojqbpxn1txnrbAO2GqcyTczw6G787zPPYXh0t3HBW0nKFcP6SA4KaNJRQf9uI4tNKmObCdusiNNWNK6tpNaA3N1oMFhMRCw2rny9QQJkWIHKcRKbtY3UsyY26q/USTlpAGRyNb/hAtZbFrvw2yjjVoLlmy1ZyFcZL6T21OaE9Td7WMbZwvJ1oRb9wXAg0Y3KdFi+6aAvasoFP12+bjs63jWAOcFvlPLCFgX9uvgjWboAqb4jo5Xsz3/sGw/nrcPuYjmRLTnnkGOB36k8RyYYXtJyTSeK3lxFTVpu6gOyphX7iDzHiWEbHlJHGqG/bvlOQCfLWiXjrKkAfn9i6tPCZO4ZOlfu173X6m2fZtTfZqyzDfCGB5M6Y+PjWPvyRoyNjysW7hLd4qGMaJ1mIGk5pBtcCpVuMqiMbca4WRFzAG/0EiHnwsoNG0BEIa58vRi9jloO1U/L5gENxUb9pRNBfWLqXyMCkxlb29VGGbcSLN9syUK+Sn9s6w83J1h/s4dlnC0sXxc5zwqMV4ilf5LujuWbDtRqGvAXpXX5Cu0aeU/8DQ93nBoWE5/WxauP8M/HfUfKy2wMaZW3DgeMougGhuexoRtS+fMKem9oSCvyt3ymG9Iq+eZmUlqxj8hznGj6PQL+An8j9Bdw//1+XxTUTSD+/FfpJ4R+jnhfm/JQVSJ00HcdfWZSmlF/m7HONsAbHkymyARDFJr4KI5Fgt/xyWe7nWSSGKdMPhg3K2IOis1eItW9etIoNw6+y7qjlOMOnNiiuBmgljZSd0qOE7CO0ycz3K4M0xxwf8wwTKtBLfpNHqlxLXGZdAkkLYdjnLuYQhslyuEhtLmydo4+H1AX4JO8I+W/hefiZi9w/7v/GebhQa+X7aDnUFBCKFeOlirGoDwnqZ88x4mm3yMQLwR3mvibEoak5Ya1vERJyw3/NiHMMvcju/hrfkrSclZ2JiK84cFkikw0TtE9PBzHiRQn0Y/d5yIqx8por4TlzYRMpkiJa4FSMG2aec83E+YVklWiWn2x3EsASDxc2j1Jru14beiQySZUXZV9kIS2NcMwdqP0x7wswDBMCyDHyPp4RFrD5m31zagUtEVNB+a5S0G7BqiMQWM2nh72RdcJ+nyvPt6cRZA5S7xybfZ4zgvdQM+0+aH/Tum8gl5f1o7piZppTtMyKpbvIZtpTHTobyBrSXptaVjjaEQzynUKGZ5b1gUwGZ7GTFpeubaM4PhbwO3r5HevPp58KknLtXVAHsczUeENDyZTTNb5ag4PJ3LHLgdxNJmUHNBzl2cnptBSsV+SiJ/Do0CS0/rlZmcxITtSf3LpW0txktzmoEAGYzRmqZ5ATZ8o2pq0nGEYFdVtvrF1YRiGSQM5z9I3NgokCTYb3DQOfZMhbM4qIPwFbJlHzom/qFeAarijJC0ni+USPQxvkjlLQda1zfWsQPI2AlroMDKvCPPwUHJ4ONpn5aqi8P+m93kGd/X/M9oa+hvIWp+poR3F3RTIH1kfmrTc1z+V2Mar5Hm6WAuCypzUR5B74G8KOzl54DCtA/eLTOp0d3bioLmz0d3ZaczhoFs/RLUK8a2VKh2dkIvh8dzqWgEqY5sxb1bEd4M0WRYA4YtW7gBSvSnOxlhc+VK31DJx1xQgScsjlt0O2Ki/ftgBX3d0ayk6EAbUtrYNG2XcSrB8syUL+crxgvzezrD+Zg/LOFtYvi5ynmVaSK2nv2P5pgNdtAN8621dvm47qlbVSRKB+/pgDhEjnyvRw/DGTVpO627bezVvHTYZRUmox0bgd+qYrpe6oOqETFou10/kte5CcL5jm1bsI/IcJ1KvB4psx0bor1sfJ6CTuvFqXGPjpEnLvXuEb+TseeDU2UDNqL/NWGcb6Gh0BZjWo7enG/MPOQBAeGgh+j3qC1rmA/GtVmTcv/ZbvKAytpmwzYo4L6lqOhT2mLB7opYbV77qYrlfjgAnLTdho/76ljZOuCWWFl4troVLntgo41aC5ZstWchXjhcAe3+3ecH6mz0s42xh+brI8a4+xq3Xw5jlmw66h4ccN+ryFQguLiZNWu44jnGepNeF1gdI/o6Ucx3b3qt567A+5zVtfug5XOi8gl4fSFouLeDJ3/JYyYHX5nk62bRiH5HnONH0e5R/CyEaor9ARZ+8ulR007SWE+fZwn92cMODeF+Ts7Q+cs1Pvuvo+aQ0o/42Y51tgD08mNSZmChh284BTEyUQnI4qJYlDqK5DXqubJW/Xfc2N2l5u8XRpzK2GepSL4ntBml6RkWnwly9wzZaonZ4ceXrD1ocpZyC8BNxtburN8VG/aVeOlJ19ORqMlSAxO27cqlebGyUcSvB8s2WLORbAO2PU3tsU8L6mz0s42xh+boUKqGQHKj5EN1F6OSWyizfdPDDSDneZwEiIF86vvQXshMkLUeEHB7KONbx5idyTq3fV7tM9z7bpjl567Aexpmuf9Dk43Quqra7f72XtBxQPqsmLUe+m06t2EfQcWLW+mwKMQf4Ibjzlq/sB0pGvQ2u5cVZ1/A3L4L3hb2raH0KqGzmwgls/iWlGfW3GetsA7zhwaTO4MgI/rRsOQZHRsw5HLQFw6i5FeQittfRCT9kkmVjrMyhMrYZd+CtvSSdeB2P2+76i7ZyLqTh9eTSstyoLtpx5esNQB2Te7j/nXGxUX89qymQDQ8E44mGWcbZho0ybiVYvtmShXzV/tjWX24+sP5mD8s4W1i+Lu64xAl4yxeEnwg2icENyzcdqDGN/BQiKF86vlTHoPHaTs5/TFbQegJ1rz7k2iRzloJoXN6BauStwwWIgGz9776lvOo5bg4b5IXA0jw9aEgrh1zrJ5vPb2zTin2EG4raJWt99vuG4BpHAfnLV2qOr3uOUTfl37H6CPJs/T71XWWujxCG/ER16noz6m8z1tkGrAppdcYZZ6Cjw6oqMXVCXXQlStLySjcfacNDqDErBYQbN9Txk3gxdmFq/7gut6Y8MLUG5HTA4pebnfURfSlLV1R5nJPkNgeyzcqOmixQDwegWm/xwinDNAtCiLpCvDAMw9gGtehXQ1pxf2cDetiaMCM9QRbLZTz7ZCGtKvpgDBHjL5ZLaBlyTk3rHbXMEo+HK3M+X7p0Hqq0v7ao6xiu15NFy+cWyd+Odq18HpMc9TeQrTT1vkFiSuydB6Z8Q77+qdfGzRejJyBXzsHc73hrKw4JaeX4G0Ss60xUUtm8XLduHbZt2xb7vrvvvhtf+MIXvL/f85734LbbbkujSowl0E5Moi8YRh3QScsT2tG5x5y6d3mZbDC1f9wk88ZNkxoDcpNXSJaeQHTQQhNyCcFJy5sNxwtMFtRVXZ+TJJRkGKYxyPECwBvQDMO0BnJcoo9xlf6uAfViXOiiHRC+UEgXy708chEjIASfY37X+XUhIWvINeo7Mt48jcfDppBW/vewTQk6r3C0+QVAPEMqxwvEw6NM9IR/6+mQ5zhR7xskjYoe4Btv+huuuocRvGtiGq9Wnl4zaTnNb0PqIypPKKO+3FRMe5LKhscBBxyAj3/848Zzn/jEJ/CDH/zAeO6uu+7C5z//+TSqwFhKtcVqwGyVFP4soSQUlhseNiZKY1zCQprFtRwyxbd0n29+UhrlxsGzmnKCIa04SW7zQC0lgUrfollM6jmIuF0Zpjng/phhmFaDWvQrC6mC9Hfc4TUM3Yo7bDFTaNcAyea3Mgm2F/alSl30+iR9R/Jc3CXgBa59l4Z4utdN1aTl2oKzMfyuw2ObtMhznKiHu1PrkX9LyhJLROdMuin/jttHyGfr7yMhhFemepzcA389yNS3MUw1UtnwcBehTT9X4Oabb8ZvfvObNIphmgQhBLo6OyCEqCScVnVDWTCsfIYln6YE4pIKkERr7QWVsc3o8UyBBHEfEyQ+N260IXoSvrjypXE4aTlKYjrL2ypPbNVffTAlj0n03DBxdCpvbJVxq8DyzZYs5Et/q+02ZtBh/c0elnG2sHxd5BhZTyJrWuiOA8s3HXyLfN9ivyBEQL50fKmMQWOKn26AAeq7zrTAKpOo07rq99Usk4TxtYm8dTi44aGud/heGv41arsH19J0nTAlLVfqkOPvtRX7CFMOiczKksaS5Ji3KSbyl6++TkE3ToP5WJ1Ia3cSoYy/1fuE9mm6zs3bq27m1jv/bkb9bcY62wAnzGBSZ+qkflzw6pMAAAJbAtb5NEZliXTstZADCZpMyusk2+x3T2VsM+4Csr7hFe8lRV0dJbXCoBUQ5iIareC48qXJuBRrqRwHTs2ErforEy9S3VEmiwi3jLMNW2XcKrB8syUL+arWz7b+cvOB9Td7WMbZwvJ1ccclwXyIisFNgpEKyzcddK8KOX/R5SuUa/yRZty2Cyb2Vc/RugBqaBrdQyhOmYB9BkB563CB5AkD1LmE4ziheQocw/XeM7xz7kmpD2US8UKpQ5KKJ6QV+wihLbJnW5YLXSeha1x5y1f/5zpQc1rq55L0ETDcF9Z/6L+TgOFznTPwZtTfZqyzDbS7kRuTMaaE09TtOk4cPgE1nqAgXZ1lYyymgjHheEy3Z2l1T6n1ohUGr5CyEz8WblQ8qylHlhO0dmIdtR+ZNDLMuk72QRLa1gzD2I2ej4dhGKbZkeMSfWytxELnDq9h6PPd8JBWws/hYbg/cnme4Y45fBKAYA4PQ1lx52l6We2I3HyUUNlKgzggKOdquqGHtBIiaACq14FJjto22UrTS+RNjtXKUZolepllsnEaWFMxXB/12fp9pg1Xelye8991jvF6hgmDNzyY1Nk1NIx7H1mGXUPDNUMLyU4+6oYHdeF03f3kufbq9qiMbcbc/ikkLUd1ndEHnVHuocSVL7XgUicPvMBmwlb9lR5JVHeUNhTN4+Fhq4xbBZZvtmQhX/a482H9zR6WcbawfF3kuEQ3BKrX4Iblmw56GCnZTrp86fgylZBW5O+wugCqEaKesy5ymSELlo0mbx3WDfToeoe6fmGeV+gREArkHtqeshyDg0eum5ut2EfkOU6kawfQvgshGqK/FNqPBNZh4hqvhoRbpH/rfY6+gR/o2+psoGbU32assw3whgeTOuVyGUMjoyiXy24OB4N1vnTJlCGtouQ3kPlA6EvfjzuaUuWbBCpjm5Gu1ZTYbpDC9KKtHjuy1kZbLeLK10tarpWjx2llXGzVX2/hgCgPbTY3J41qvWVru9oq41aB5ZstWchXzamU2mObEtbf7GEZZwvL18VdFFXnVkD9Gx4s33TQ4/Q7jntMly+dL9Xl4QFRMdyplG9YwNUXWE35MOOGHgbs8yTKW4dNRlFe+5MNCj3cnLep4ai/4SKJVuDlZBHmuYpXhxT+HVFpxT5CD2OcR1nqJpnvvZC3fPXfvKtjvm7q5+LkJlXm0kI/JwLXAPrvRN3c188noRn1txnrbAO84cFkits56Zb2Tl0eHtL1U8nhUXdNmSwwhZZyB4AxnoGQpOVVGr0gQjZaYpQbB0+fHTWOcp6usUz9FFAJBUCPaZNF3XqLW5VhmoN6FwAZhmFsQ1QMyxwtbKtqcMM9XqPwNhm8cFWOcf6iWPqTcWbchZpgnHv1nP581+teXpvMK90zPoxZ11ZDbj5KHMdBkXp4GMIV0XmFA/96ACgavH6ksWcZwfUVIFm+Hsan2sJ86mUJdTOUfm/Eb0lfp6Abp6a1vHh9RHg5JiNRIOgVUpCbuU7wPMNUo93fTUzGmCztyw5QrHz3kpZHfRaxkFBDWjE24ra/9pKM6wYJNd4sUDt2pEBY7phsNIVaTSnu4YZrGHsxuYmrLrXhoQAYhrGbpOE6GIZhbEUalqUd0opJBz2MVNj8RSjXkLCqMRf1vLAvIYvrtC6AmvslaTgfnou7uHlY/L/LoIniHd/Ik8pZqLqhW7X7SaPleokg4XcNdWj3RqiTaqGXUi+r8klb0stt24B21It04K+lVMvHG+nZVfqWMONlff7te3iYNJ9hwuENDyZT3MVq9ZgD100T5FykDQ+hJ/3ipOW2Y2r/MuK9yPVFZqD2i1ZavKnlmq2q0oBOItxyKu6Z2qCWsRvpkRQW0krfSKNtzTCM3XBOJYZhWg05ztYX0rm/swMpezl2DJu/KEnLQ8agUctz9aGyQK4s4Mq5txqa1WiklSBcTbuPh/WoFvp6h8nrhs4rHMe/HpChvP1nyevlvFifX+vPZuIT1odmWRZtR5OO5IX+8y2DeB/Vu5YT8p3+XXXDA/5vpVxjDYhhdDrSetDvf/97nHXWWbHOrVy5Mq3iGYvo7+3BKcccgf7eHnP+BQSTlkdxG/TjYPpeIXLHrt3ctamMbSYs/0acQYTuIgzUjh1pDKXmRN/hjStfb8PDUUN2Uddi3l32sVV/pUdSWNJy6U4riRueLU9slXGrwPLNlizkyzk8fFh/s4dlnC0sXxcvhJE2xq3X4Iblmw50fgD4c2BdvnS+FOZlHLW8sDj3Jg8POicvaNfFKTPJfVmTtw5TLx2g8pskHj5y/lAIzCv8awJJy71QaJVjItjGeh3yohX7iLA+NJOyNO8v+l1A5C5ffT5LIx4Y12FiPFuZSwv9XOVTE7gellGQOqUxhm9G/W3GOttAahsemzZtwqZNm2Kfa3drgFaks6MDs2ZMB1CxtNfO06RcJeKiWQupKtQl1LOkr7vWzQWVsc3ogz8gft4D+YJTn1E9dmRouRELjitfGoeTQ1rVxlb9NU0igq7nZMPDYisTW2XcKrB8syUL+SYN19GKsP5mD8s4W1i+LnTcEhaOJUl/x/JNB39+4C9cC4iAfOm8pa4ND+EmwTaGtNIWWB1tDp40NJWtGx5563BgwwNq0npvMTtkXkGvB7Sk5aQMWzY8WrGPyHOcaNyAJEa9jdBfCg0fZY60EV1CVT08QtbyTB4e3rsucsnhNKP+NmOdbSCVDY/bbrstjccwLcLo7jGsXb8R+++zd8X9TO0my/CTcpXihLSCeo+StNy2UVbGUBn3dHc1ujqhmEJLxd2ZF0IEdajGQjONe0rLjVpsXPlKK4eyFkdZHdS2mZJWwVb9LYhKKACiO7p1nD6ZsbVZbZVxq8DyzZYs5Ksu/Fj6w80J1t/sYRlnC8vXRRqW6YZAai6A+P0dyzc96NixXEkur8tXvca/N64ls/SKNy2u+/kk1E9/o0ME7olUZuUG2zwn89ZhOYeQlLWk5Z7BJrlH1w09abmXQ4GslxSEmyvE0SfYyDfiRSv2EUofmrEo5e+NtiKNfJK3fPVxsQMnkEOGnoujalSWgaTl2qfpOqn3Xr6qFLY8mlF/m7HONpDKhscVV1yRxmOYFmF0bAyr176EvWfu4W54GBaevZiWXozR2s+Vl3j3kGOWjbEyh8rY5g7PzbsSb7Mi8AzE9xIx5f0oxwilFVe+npWGoyUANFzD2Ku/Rg8P7buekNDWdrVVxq0CyzdbspCvrb/VRsD6mz0s42xh+bq44xInMLZWvD0SdH4s3/SgY0c5f9Hlq15jDqsap6ywxXVodaHHk86pbZ2L563DelQLZb3DCfG6gdoeSg4PABOaTggZ2gdOIJG0/uysacU+Is/cR/7vkUQOIOfy118VmncmsKZiuD7qs/X3kclIVP9brvm5RonVo3xEpRn1txnrbAO2hh9nWoSwhNOeRXwCDw/vHsFJy20nyWaF8Rkmb40qDzGGUotZbhyom7hrZRd0z2QdtR/fUpIc0wZcuutx1kntGIZJB1O/zDAM08zIeZY+xuXxpz3QuXDY/EWGopLX0HuTlKWHq5JluM+vlKPNwf3PmJssmodIuyI3IiRuiCr/u77BBAR1Q801liCkVXs3Qd2o/Wa2wtRDzAHB32Se6GVSHTOHtEr2bP2+sLU8fQOf6j3rOROH1HJ4UB599FHcd999WL16NbZu3QohBPbYYw8cc8wxeO1rX4sFCxZkUSxjIeEJp93vModHlJ036aZZIvENvURr3PNZiZtwTT3mukFGb6/QxPdVXrX6oNO7JyM18Tw8tHKoXtrm6s0EcTfXHMVNXE20FrTe4nZlmObA75cbWw+GYZi0oCGM1LAh5u9M/hQgQhe1/WtSyuGhPcOkE3o5ekiquO9INj500Q306G9SGsQB2txQ1w0ixKIIbk7JcN6OE5xfyzowyQnrQzMpq/KpzyuBYHipPNB/98qGh8HwNG54cq8c/Zz3qT6woH2nm/tssc/EIdUNjz/96U/4xCc+gWXLlgEIxhaUyn7yySfj3//933H88cenWTxjIW4OBz2kkeMtVvsJyGv3mp6HR+WzALbYtB2jhw/ivahMXiK13Bn1OKqy3Kz0xNNnx1HK4Qlnc1EQbv9S1o5J5IaIJEudYhgmXXhRhmGYVsNb/IRuoAHjdyZ/6NgxLLwuXSwPyyMXhYLnxeE/V3+WVw4JEW36jFwm1A2TdsWcw6PSHo45qoWuGzSkVbGSqwOg6yX+XMXk4ZEkXw/jo/xeMhalILohkb/JRizoBzw8HD/clh6eXH/f1ELJh6ndFpYDSI+wIDcH43qXMExqGx4//OEP8a53vQtjY2OYPXs2LrjgAhx++OGYPn06xsbGsG3bNjzxxBP4wx/+gEceeQSvfvWr8cMf/hAXX3xxWlVgLKGzowNz95qJzo6OyoJ3sJNMI2m5EO27gEFlbDPG0FKx3SDlgMAh7ti1QlrV534ZV75KSCvHrJft7upNsVV/qbssPeZ91zbwbN7wsFXGrQLLN1uykG+YFVk7wvqbPSzjbGH5ugghF4GcwEKq/z1+n8fyTQ9TSCtdvvo19N5YZVU+TfNrPYROMKRVMiNCP6SVXeStw/rcMzSkFV3I1dpdt2o3h7SS4XeDWx55Oga0Yh/RCENFJQwaWePKX3/Vf7FDahY0XnViba6pmxfqfWFreWo4PhKFAel4wDSj/jZjnW0gFWn97W9/w7vf/W5MTEzghhtuwNVXX42OkIYYHR3F1772NVx77bW47LLLsHr1asyZMyeNajCW0N/bg+OPPBSA2znpSbXcDQ/fIl5eVwvZt9F7bB1kZQ2Vsc0IqMm4gEqiq1hukO4nXVyutdBs9AqJEUorrnxpvei/zzTRYOzVX89S0lGP0e+0P9OThNqErTJuFVi+2ZKFfNt1vGCC9Td7WMbZwvJ1ccclTmBsXW/yXZZvetCxo5y/6PJVrzGHVY1aFqCGf9bP0brQ40nfkbYaH+atw3pUC329w+R1o+uGkrScboaQnCxy4VePZKA/O2tasY+g6wR5yNJdJ/H/pjqSu/5q/2DqRaSHtCo7vvFypGeHfKd/hx2X34WQURjSSVrejPrbjHW2gVQ8pr7xjW9gdHQU//Zv/4bPfOYzoZsdANDT04NPfepT+PrXv47h4WF84xvfSKMKjEWUSmUMDo+gVCqH5HAgScsrn1HcBgNhsCC857RbDg8qY5sJy78Rp7WMMS6d6p2XO+gMlhu1w4srX7rhQa0e1DitjMRW/fUsJekx8l3vzxw41vY9tsq4VWD5ZksW8uWwGz6sv9nDMs4Wlq+LHJfoY9x6LZVZvulBx45y/qLLt0AWy8OMbqKgb2oUlAVc32MeCOb5SDqn9jdM7Hq55q3DelQLOleVEQAANeyUSTf8c8Gk5QXhe4WYQlrl2QKt2EeooZeyl6a+TkI3PPKWr75OQQ0ATWs5sXJ40HKE+Zz+OCUsI0jS8hprQFFpRv1txjrbQCprcPfddx/mzp2LD3/4w5Hvec973oOZM2fi97//fRpVYCxiYHgY9z36OAaGh805HJxg0vJIHh4I3mOrVUnWUBnbjMnTwgmJX1vtGe595BmoPhAxhlKLYY0fV740Dmd4SCtGYqv+uvrqKLqjWPvoScst9vCwVcatAss3W7KQL3t4+LD+Zg/LOFtYvi7e4qc2HtHD5sSF5ZsedOwoQ1rp8g0NaZWgLMAcQYEaZ9FPPZRVq3h45K3D+pyXLgrTEFTqb7NG0nJtc0qufdiw4dGKfUTe8/aAznhh5kRD9JdCdaxe49VqHofe2Fx7UenvM9ezqXZY86g0o/42Y51tIJUNj3Xr1uGYY46JV3ChgOOOOw5r1qxJowqMpZhyOJThJ+UqkY695rO8TRL307VyUAdpjF0YNzwQ0ypADt7Jk2omLYc5lFqWxhquW7KjlFPvhJPJF5lwMCxhpNwQkWStUwzDpIetizIMwzBJoYufdMFIzwXANA46dqyatLzync5f4nokyram+S71Z3nlaJsiSY0CwpIOtxsFaEnLyXqHDHkMBBfVqW4EkpbLZzn+9bIc04aHrV7nzYLye8mjPG2dzEta3oBm1FXHAUlaroXNcDfYo1eS/nsCnhzS+1qvj/a9QKIwsJYzcUjltzw8PIxp06bFvm+PPfbAwMBAGlVgLEXA0EnCj/vnvfwj9FzyEjpg0AdpjF0ICHMOj1jPcNGtZqo9Q1oB1FNuXGSZtBz1Zc1Kajsmqyl9wKVOZnjQxTDNgj9e4F8twzCtgRxn64ZAPP60Bzp2DJu/KNekENKqBHUzg36ndQHoRodQ/o5bZrtrmR7VwnHIeofjBJLEy++0PWheBDVpufQOEZ5XiD6/1p/NxCfMSy7L8mg7Uk+evNHfEzTvjMl4OVY+Vvo9xJNDf57uFSINS8M2jRkmjFQ2PCYmJlAoxH9UR0cHymWOQdbKhIa0qnRUsZKWVz6VpOXaOcYuwto/0YZHIKRV3HKzfUGawgqETT4ZOzFueIjgeYnNIa0YhlHh8QLDMK2G4uFBjyvhOHOuFKNAx45h8xf1GhJWNeYbSz67bFpc97wNgmGSTJ+Ry0x4X6uhW+s78Nc76Nwi6OERvB6o5HfQNqf8e/TAzcFnM/GpFnopk/IMm2R5lR2oi/Z3uiGtwssJ8yzT59/SsJQ9PJi4sJcrkynUOkFCQxqVyHU1nyXDYFX+FkKQRGvc9dlIWNL6OK2lu2DL7zWTlmvH4obSios/6XSIe7c6cGXsRia7D/PwCCaXszdpOcMwKl6/3OB6MAzDpIUcl+hjXDa4sQc6dgybv7jhWtSNCCC5t4UpabnEq4sMEU3q6f6dbJOl3a2u3QVZ1VpfzeHhos8NHcP1gBvSiraVbCe68BuoQ3s3Qd2ofWj2wtTXyXSvqzzR1ymqbng48cbS1UKFhW2YKmEZBUlabqgrw1Sjo9EVYFqPaZMn4e9ecyoAQGCHMbSQ7MQ8b40IHZfu4VEgx9rtBU9lbDNGT4uYi8T64B0Ij4ErcXMxBEOpRS01iXwLlbACtByecJqxVX8LwneX9Y4p1j5B6y1b29VWGbcKLN9syUK+7TpeMMH6mz0s42xh+bqEeXgUqiwwRYHlmx507FiueAbr8pWL2PIaSdy2qxVBgRqiyXwBej7MuO9IfcPEFvLWYXcO4VN2gGLlu+OEJZJXdaNIzhXht1EZfrvIcgwRrXI16GjFPiKsD82yPNqOXg4PiNzla/Lw8HN4BM/F6SeUubQwn9PXhvQ1FLq5n0bTNKP+NmOdbSC1DY/f//73OOuss2Lds3LlyrSKZyxFCIOlvZMwaXnlkyZi8+KNplBXJn2oq64kvhtkxR1Ys5qpGtIqhXLjIgwvYt7waC7owoF3TLOYDOhhPlVjGKZOwqzIGIZhmhXP2tsJD8fCm7yNhY4dHTjGPFLUQCzMyzhSWTKCQkhoHFM5+rsxdpk8FwcQnHtSA7+qIa2IbqjeH0IJaUXbR5+r+M9r91aoj7zn7fo6mVUhrRzaV5iMSOMbr5rKiRTSSpAoDA73NUw8Utvw2LRpEzZt2hT7Pk4e2XoMDI/g8VXP4rgjDoGAv1stcWBIWh7hucJwT1gn2epQGU/u6210dUIxJi2P+aKS18axrDdteMQpN4l8ZZm0HN2Kh3GxVX+9hQPtmPfdYL1la6vaKuNWgeWbLVnIl8Nu+LD+Zg/LOFtYvi5CCNczFU7AQMP/Hr/PY/mmBx07yvmLLl93vuxfQ++NVVblsxTi4aGUoy2u6p4ekcu0dC6etw7r1vrqeoe/ZKwv5JYN1wNa0nIS2UAu/OrrK/qzs6YV+4iwPjSz8qC2I9WR/PVX/RdTnQ2uqTjx1nIUuZo9OYJ9lbqB7/5W5Luu/tZpRv1txjrbQCobHrfddlsaj2FahFKphO27BlEqlUJzOEj3NTkgi+I2KN006SDOVjfarKEythk95wGQwA1S+Pd5z6gRO1IfdLr3Rw+llUS+1OLGz+Hhn283Ha2GrfpLE897x8h5U6xVW3N42CrjVoHlmy1ZyNd3m0/tkU0L62/2sIyzheXrIudZDtRxcb3Jd1m+6aEuXLt/6/ItgFjzk0Fo7KTllc+wHB7uYrn0KJDX+PU03RO1TNuGw3nrcMBaHyRpOTGmUnITQNWNIhGiksMDfju5cxXHGNIqzyZoxT5CDb2UvTT1dTLqBZS3fI05PLw+KXguzlhamUsL8zn9cWpYRpLDo8YaUFSaUX+bsc42kMqGxxVXXJHGY5gWxJzDwe/EZEzASB4elav8ewTpJC0bZTEAzJ4W8nicZwDBheaqIa2ModSyHQgKuLrpEKuHeiecTL4I+JaS/jEo39WBqRM7uSPDMI0hbFLFMAzTrFBDDd0j1fSdyR86dgybv8hFbHkNvTduWUD4/JrOy9ILaSU/21vRXNkSa33H99igi8f63JDqBvXw8O415Icso/75NRMkb/np62SmsGe51UX7Ww1ppZ0zXB/12aY+CQj2i/r7TP5W4hrOMkyeuY2YNsS04E2TcpVkwrQozxLqPQVhrxst46K3v+N59ERvMX3wDrgujVWTlsMcSi3LF2RBCNfiBma95Jez/VBLSe8YaThTrFVuVoZpDni8wDBMq0G9i+k4U7ciZxoHHTuWYX4H0fkSDZ0a1yNRjlnD5tfU895Poi0q9YTxntplVj5j3tdqFKDPVX2ZOKBJ4v1rdN0w/W71cMmmuYp3Dw9w6kLkrMv6Okk5wTpJanUxeHhInQ0kLY85/1Xm0iHndANCfZMk7aTlTPvQ7u8mJmNMORwc+EnLqbdG7WdBuyc4SGPsQno9SOLkbPGe4SV8U61mqj1Dt8SXZWft4eFo5eQdC5Spj1ohrVyrKv9kGdz3MEyzwB4eDMO0GnKcrRsCVbOoZfLFbaOK94ZjNtii86WwMWjUsgCStNxgNe2VA/WaMEvr2mXyXBwwWOs76nqHyXpf1w0a0kpPeE7bxyH3KXXgX3tdJP0NJC9PXSezycOj7DjE+0jVtbh5NCJ5eNS4x4vCwMaGTExSCWl14IEHJr5XCIE1a9akUQ3GEvp6urHwiEPQ19MdmsPBC2lVORYnhwddNC9o59oFKmObkV4PEj1BXqRnyHvJsVqxI42h1Jyg9UAYSeTruVo6Zr3k0Ec+tuovtZSkxySmWKu29j22yrhVYPlmSxbyTRqfvBVh/c0elnG2sHxdPO9iRw2Ho1uRx4Xlmx50LiznL7p89WsksTc85PxaWorr5xEsx5+zCOM9NcvUPm0hbx0ORDUAzUPpLx4rc0ODbtBzgPTm8PNQCojAXIXWIS9asY+Qv4G85Kivk9ENj7zlq69TUB0zruXFeLYyl9bzCgn103RdQdCQVtFzslajGfW3GetsA6lseKxduzbxvXkkBGLypauzE/vuvScAc0gruvBME5DXwgtpJe8R7RuigsrYZkyDP3k88jPIgI8+p6aHh3bMgRPZYiOJfD3vAPj9mtDOMy626q9xw0NbQAiGtLKzYW2VcavA8s2WLORr6pfbFdbf7GEZZwvL14WOW1SvYrO3R1RYvumhbzIIBOUrF7Hda/yRZtx1Enm1bxyoLy76hmi6EZo/p45ZpqVz8bx1mLYhIBeFVS8NIOj97xiuB4Cidq9Q7tFt7oPPzppW7COS/gYSl4fgvFIez11/tX9y1Q2PmF4W1SJeRPPwIEnLDdcmoRn1txnrbAOpbHjcf//9aTyGaRF2j43j5c1bMWfWTOPCcxnpJC0vkNdRu22cURl3d3U2ujqhyN14iRyeJcrhQY7VcmcswBRKLfoLMol8CxCVJHKOUS/bS0OrY6v+FoSrN1R36OQjuIEXfRMtb2yVcavA8s2WLOSrL+q0M6y/2cMyzhaWr0vYIlC9OTxYvulBx45y/qLLV8AcLz9u2xW0uXLAaprWBeo1Sd+RtnpP5q3DBaGGmSo7atJyPWeK+13VDVPScj2Mj1tOMHQzkK/XeSv2EVTGeZVHm9GPfCJyl6/+T3Z1tlIvJ3guzs9dn0ur54LX6NcJpJ/Doxn1txnrbAOpbHiceeaZaTyGaRFGdu/G8mefxx5TJwcWvFH5W77EqbdGLeQl1CskbFe41aEytrnDC1jEy+NxniHv1TZOqllfGENaxSg3iXxdXXcCVjgwfG93bNXfmh4eELE8jRqJrTJuFVi+2ZKFfNt1vGCC9Td7WMbZwvJ1kfMsfTyie6fGheWbHnTsKNtJly+dL6cR0iosgoJajroAn/Qdaeu7NW8dDhpF6WGp/Ov8e1TdCA9ppW5M2RDSqhX7iLx1OWAYSn63jdBfigwfBdS3pqI/O5BXSHpfB46r93t6H9O7JIxm1N9mrLMN2Bp+nGkRhBBKkl/A7Tylm2aYy63xWZVPapGiD9IYu3AtlnziePT4z3CvVnKBoPoEzuhZlNILMrRM4VtD8IZHc0IXDugx77vQkpZnrFMMw6SHrYsyDMMwSXHHJa71OCcttxM6dnQ9g4MtItvRvUY9HqusymdJ+9tYjh7SKuSemmVyuEgAZi9wut5hDGml6UaRSFEPh0XbxwEC6yvu89q9Feoj9w0PbZ3MpCN5oRdZJisvgaTlTnXD08Cztc0LU7lhx+X9MsF7GY2RD9O8pOLhEYVXXnkFP/vZz7Bt2zbMnz8fF154YV5FMw2Eus5KqAWDtECJlLTcYLUij+XlesjEowDhWSsAyV7kfsI3H5oY3IRpw8PVu+wUhVrcmPTSNldvJoiXh4UoD201vT/TrbEYhrEXv1/mHy3DMK2BG07VCYxHdCtypnHQsaMD8/xFv0aS1NuiHDK/pvMj+am/G+OOa9mYwCVgrQ/qpeEvGevh5hzD9YAaDstxHJJQ2/UKMYW0avc2qJdCzpt3BQR1Js/ylbpoY2PqRRSI1oJ4/YQyl9aTlhuuAdQQVwWQOTqcQPgrhqlGqhse3/jGN7B48WKcd955+OpXv+odv+eee/D2t78dQ0ND3rH58+fj5z//OebNm5dmFRjL0F/+gGsV7cUYJddFeZZ+Dw+y7CbNkFY0fmSt3X0BU7zJbF+QskzXCic4YGIdtR/pkVTWjtHvwZBW3LIM0wywRyjDMK0G9UwN2+TgPq+x0LFjmGewIAZiNA9E7ATilc/QpOW0HO0eEXJP1DLb3ZZAt9Z3c3L4XhqmKAe6bhSJEOV33apdeoU0OqRVK+Lrcj6S1NdJkkTCSK0u2t+OQ3J46OcM10d9dqiHh745q2zgk6TlHF2BiUlqGx5XXXUVvvOd78BxHBxzzDHe8bVr1+Lv//7vMTo6igMPPBBvfOMb8fTTT+Oee+7Bueeei+XLl6OrqyutajAW0FEsYs/p09BRLIbmUgjk8IjwXDkA871CROLBWbNDZWwzuqeFHGTH2XiQV+obJ9WeUBAiMBR0nOiD8STydct0/40mvWwvDa2OrforPZKo7lBLlMAGHmlr27BVxq0CyzdbspCvnpi1nWH9zR6WcbawfF2EgGftrVrRmr9HheWbHnTsKEPy6vJ1rwnGy4/bdnLMGja/LtC6pBTSyvMQseztmrcOG73AyXcvZ0rIvEL3/lHv9dtFegWYNjzy9DpvxT5CeLqcU3kwG4YWhMhdvoEND6i6qZ+Lo2rKXDpwrvIZ2Jwl34Wq92nsRzWj/jZjnW0glQ2P3/3ud7j99tuxzz774D/+4z9w7rnneuc+//nPY3R0FPPmzcPSpUsxbdo0AMANN9yAa6+9FosXL8ZHPvKRNKrBWMKkvl6cuuBIAIDADoOlPbVaQOW62sjOjd7TrgsYVMY2o3ta0PwrkZ9RuTa40Bz+EH0AIcuOWm4S+bplBq1wvPPtpqRVsFV/a4W0EtCst2Bvu9oq41aB5ZstWciXPUJ9WH+zh2WcLSxfF+qZGhYnPUmfx/JND33sKBCUr2xHIJ2QViU5V9atppVy5KaIUK5NWqZt4+G8ddjkBU7XO0xRDqhuOJqHBw3pTDc0ac5IUx3yohX7iLzHifo6if+bbID+av/oMnxDVVO0lvQ8PETIcfW7l6/KcG0SmlF/m7HONpDKBuZ3vvMdCCFwzz334OKLL0ZfXx8AoFQq4e6774YQAp/4xCe8zQ4A+NSnPoVp06bhJz/5SRpVYCzCcRyMT0y48SZNlvZwvJe4HHRFiaktlZW64Mrd4HaLo09lbDPS60GSJKSVn7TNf1Kt2JH6oNO7J2KZSeQry6TlqJY6baakVbBVfz13We2YxBRrNS8roLjYKuNWgeWbLVnI1+uXbVuVaQCsv9nDMs4Wlq+L65mqxvgH6t/wYPmmh2eZTCIU6PKl48swo5soyOu9+bXhvFeOvEazsI6fw8O8YNlo8tZhkxe4vmkBGHJ4eO3hqJ5Z3vxXznt9OVOPEaUOObZCK/YRsm3yGibq62R0nSRv+errFDTvjHktL7qQVO9DsyeH/jh6XQHwwvG5eVzrb6Bm1N9mrLMNpLJW89BDD2HBggVYsGCBcvyvf/0rdu7cCQC46KKLlHOdnZ04+eST8fTTT6dRBcYidg4O4Vd/+gt2Dg4ZLe1pwul4Ia20e0T7enhQGduM9HqQ6O7TUZ9B7wVqu1IaQ6k50QeCSeRLvQNMFiLtpqPVsFV/jRsempeOOpmxt11tlXGrwPLNlizk267jBROsv9nDMs4Wlq+LDIWkh/lQv8fv9Vi+6eEn2638jaB89dBGINfGLQvw84CYrKb1cvQFx8QeHjHvy5q8dVhf81BDWvmz4bB5hW5E5SUtd9z7fTmLwFyF1iEvWrGPEGRTKZfyEJxXyuON0F9KmiGtqnp4hPQ7QruGbvSlsSHVjPrbjHW2gVQ2PDZv3oz9998/cPyPf/wjAGDffffFAQccEDg/depU7Nq1K40qMJZi2vAow9+1jZW0XPcKgbB2kMW46J4WNDZl5Gdo7Q7UdqUsQBhezum8IMPLrLh/ggyYtDitjN0UhEDZUd2LdYtJfTKTV2I7hmHqw1YrVIZhmKRQQw3VI1W1jmUah2yjamGcBZm30PBXcT0SA9EQtPupRbleH7qgHqtM6SHS5uNhdw6hhr1VkpZXjuuLv167OyFJy+Eo896CcDe0TBse7RbxIm08Gec0UtTnlX7kk1yKV+uilUn7rEB4+pgGf/Tfo99nioqhXycgvPxDcTdbGCaVMVBHRwcKheCj/vjHP0IIgTPOOMN43+bNm5UwV3FYsmQJzj33XMyaNQuTJ0/GqaeeijvvvDPWM4499lgIIUL/Z++T+tEXvIFKTMvKd+qtUftZQr0H1CqFuz4bCVjEk9iUkZ/h3UufU9vDA4Di8pf1C1LIsAKKFQ49z9iO9Eii04iwiQmgtjXDMHajW7EyDMM0O2EbHpxDzh5072Hzhoc5Xn58b4vgXDlYjvtd9zhI+o5k40MXk7V+gXx3vDYxG1LpHh6BpOVCvccU1abd26Be8h4nhhmG5hmajNaFUtPDI0YVFZ0X+jl5XD2h56Sies96zsQhlaTl8+bNw6pVq5RjIyMjeOCBBwAAr33tawP3DA8P49FHH8X8+fNjl3fHHXfg8ssvR0dHB8466ywUi0Xcd999eMtb3oIVK1bg85//fM1n7N69GytXrsT06dNx4YUXGq+ZOnVq7LoxKjLBEIUm5YqVtLzy6d0jeJBlOwJBzwx5PM4zAH1A4FTd5KKbJFRvMt3wEG69aDm84dFc6JNSQB9wadZbPOhimKaBxwsMw7QaAvA8U8PGnNznNRY5dvSMvgzzFzpfTiOkVSlkvqWUoy3AJ31H8rvVJWgURb00zBterm6UA9cDJGm5o85nZTn6+or+bCY+eeuyvk7mhGxU5lIX7e+y4xuqBqK1xJz/VnsfhYUR0zfwvXcdeBOfiUcqGx7nnXcebrrpJvzmN7/B+eefDwC4/fbbMTw8jO7ubrz+9a8P3POVr3wFo6Ojxs2QamzatAnvec970N/fjyVLlmDhwoUAgKeffhqLFi3C9ddfj7/7u7/zjoexfPlyTExM4Oyzz8b3v//9WHVgouOGFlK7SZqUSw7IorgO6vcI+O6z7MJpJzKZosQUv7TmMzx3YNVbo5p7WphXSJZ6QhfLffducp7fztYjLW3CJpvSnVaStU4xDJMeemJWhmGYZscNURRMIssbHvZAQ7EA5vlLgZwPM7qJgm4cqI9RdY8Cek3SOXXeeQ9sJWitryUtrxxXEpML2h5q0nIaDosmavbmKgYXD55r1oeUf15S1NfJlHUSU8yyDNF1h8Y70HUtdtJyqvOadMM2mfSwjKISjs8xPINhqpFKSKuPfexj6O3txcUXX4wrr7wS73rXu/Cxj30MQgh84AMfwPTp071rt27diuuuuw7XX389ent78f73vz9WWd/4xjcwMjKCD33oQ8qmxuGHH44bb7wRjuPg5ptvrvmcZcuWAQCOP/74WOUztZnS34fzTzsRU/r7jCGtyqAxRuOEtNLuQXgn2epQGduM9HqQVHPnDn1G5TNODg99wC/LjuoimkS+0vJAt8Khn4yLrforLW2o3uiLBnFCqzUSW2XcKrB8syUL+Xr9sa0/2hxh/c0elnG2sHxd3HmWEwxppXyP3+mxfNNDzoWpl7suXzpfpp7ESb0t6FzZVBf3GvWeuj08LHu35q3DurV+2fFDeDuOY4xyQOcV9HrA/+5atft5KIUQKAfMSYPPzppW7CPyzvWmr5PR32Qj5Ev/3bTPCkRrQTwZ6d4apnNBzw/1Gs+w1EknnHQz6m8z1tkGUvHwmDNnDn7yk5/gLW95C7773e96x1/72tfiS1/6kvf3Aw88gLPPPhuA21n/53/+J/bdd99YZf3yl78EAFx88cWBcxdffDHe/e5345577qn5nMcffxwAb3hkQaFQQHeXu6Wh53AA1JBWYS63JuQ1nleIaN+k5VTGNhNYII7h0UOfQe8FaseOVL1CKt9jvCCTyJda6fgDJrZ6MmGr/spk91RndYvJgB5a2rq2yrhVYPlmSxby5f7Yh/U3e1jG2cLydZHzLD2uOR27JPFEZfmmh9dG5G9dvkL4ScvDxqBRCEZDENp536Lc0ebg/meyMm2zus5bh03W+gXqpVE5HtjwcILXA+pcli4wS28g04ZHnl7nrdhHeDLOafcukOvUWydpjHzpuo2jfafUteGhnTNFxQjcI4Sr907tNaCoNKP+NmOdbSA1iZ1//vl44YUXcNttt+HLX/4yfvOb3+B3v/sdenp6vGumT5+Orq4unHnmmbj33nvxzne+M1YZjuNg5cqVAGDM/TF9+nTsvffe2L59O15++eWqz5IeHuvXr8drX/tazJgxA5MnT8ZZZ52F3/72t7HqxagMjYzi0SdXYWhk1LV61867MSrd72EWKCakq53i4eG5Hto1yMoaKmObkV4PkjgePfQZQDzLetM9cWI+JpGvgAj8+2y1emo0tuqvZykZYl0XtN6yN2m5rTJuFVi+2ZKFfPV+uZ1h/c0elnG2sHxd5DxLH+NWW2CKAss3PWQb0QVvXb7uNcF4+fG9LaRBYbiHh54rRJ+rJPbwiHlf1uStwyajKH+9w494QEMH6blbikSIStJyR5Uztb7X65AXrdhH5D1O1NfJ/E1R0RD50ncI7bMC0VpqRNoIPlc1HlTOeZ/CeFx+96IwGJ6RhGbU32assw2k4uEhmTZtGq644orQ88ceeyxGRkYSP3/79u0YHR3F5MmT0d/fb7xm9uzZ2LBhAzZt2oQ5c+YYrymVSli+fDkA4Morr8Sxxx6LM888E6tXr8b999+P+++/H1/96lfxj//4j7Hr+NiyxzEwNOz93VEs4sAD9sesWXthYHg4cP20yZMAAAPDIyiVSsq5vp5udHV2YvfYOEZ271bOdRSLmNTXC8dxsHNwKPDcKf19KBQKGBoZxfjEhHKup7sLPV1dGBufwPCo+oMpFgqYXHGT2jEwGHju5L5eFItFDI+OYmxcfW53Vyd6u7sxsns3Nr6yHfvMmoGxsXGUymXsGhzClElum5WdMsbHxgEAw7vdz1LJ7e5Hdu/G7so5SVdnB/p6euCUy8o9OwcHMVGpQ0EAA0PDKJXV7ZW+nh50dXZgdGwMo7vHlHOdHR3o7+1BuVzGrqFg20yd1A8hBAaHRzChtU1vdze6uzoxNj6O4VG1bYrFIib39VaRYR+KxZC26epCT3cXxicmAp1ZoVDwXNi27xrwZCyfMam3Fx0dRYyM7sbucV2Gnejr6cZEqYTBYfU3KCAwdbLbNruGhlHWZNjf04POzg6M7h7D6Fg8GUorFCnDHWNuXYdGRrB7rAfdXbX1e6jSZ+wcGsaOsvvvKjsOChChMpQvwu0DQ+ipmAyMl0ooTfh7vDsHhgIOwZP6etFRLGJgaDgg3+7OTvT2dGNiooRBrR8TFW8jaVE1OrobOwYGMVL5fclSq8mwVCq3ZR8hyy4I4fURuwaHFJd+AOjv7UVnR7FqH1EqlTAwHHzHeDKs0UeUyiXsHheBcAJSv3ePjaNcLnv/btcaC9xH1NFHROlnU9dvKcPxCQyNhssw7T5i6qQqMuztQWdHdRlyH1FfH+EtHpDfsCRqH9Eq44jxiYmAfAHuIwIy5D6irfqINMYRefcRBQDjEyVMOA4mxic8eZbL/pLQrqFh7Jjw68V9hEtufUS5jNGxMWyXY8eyE5DvxPg4JiZKGBndrSwujlTmE0C0PkK2+khFv3cNDqIghCdDAWBk9xh2DAxi15Ar56HhEWBqX+g7slYfIcscGx8P/J7bqY+Q1vqyjyiV/PWO8YmS166DZD47MTGBicoaiOM43vUAMDHuz3kdAMJxsGNgEKVyGbvHxwN1R6XsHSX3Ph5H+ETtI0alfldknXUfUYDA6G7/d7Nr2L2uVCphvFw2yjfLcUQBAqXKmGZgeARDu91yqa4NDI+gVC4rv/co4wjpPTIyOoodAyR4mwybpfU7A7v9f3NpooTR3WNwHAejY+NwymUMDA3X1UeE6a/N44jdY+PGOts61wCAnYNDgRwwafURA4bfuolUNjy++93v4qCDDsJpp52WxuNCGRpyO5q+vvC4Zb29bqMNDgYbTbJq1SqMjIygp6cHd955p5JU/Uc/+hEuu+wyXH311TjjjDNw4oknxqrje9/zfwLHrrvuOvzfqz+FJUufDJz7u9ecCgB4fNWz2L5LrfPCIw7BvnvviZc3b8XyZ59Xzu05fRpOXXAkJkol43PPP+1EdHcV8NSzz2PjK9uVc0cdtD8O3m8fbNm+A0tXPKOcmzqpH4tOPBYA8KfHlgd+5K85aQGm9Pdh9dqXsG7DZuXcIfvNwZEHzcPgkKucy1b9DevK3RhFFx5+chXOO/UEAMDYeAkvb9oKoBvrNm4B0I2h4WFgah+ef2kjnl2neufsN3sWjjv8YK9jlvf8+bGnsBG9ANwF7sdWPht4GZ1w1KGYM2smXtq4FSvWrFXO7T1jOk4+5giMT5hleOHpJ6GzowNPPvM8tmzfoZw7+pADcODc2dj0yg4sW/Wscm76lEk44/hjAMD43LNPPg6T+nrx9PPr8NKmrcq5w/afi8MP2A/bdw7g4SdXKef6e3vw2le5eWuefOY5AK6MJacvPBp7TJ2MNS+ux5qXNij37j9nbxx76IEYHB4J1KmjWMTrzjgZALD0qdWBDvqkow/H7Jl7YN3GzVj13Drl3D57zsCJ8w/D7rFx478V0+fAAfDE6jV4ZccuvOIIAFPw1LNr8aqig3n77IWNW7fhidVrlNtmTJuCVx83H2XHwf8+vQbAJPz1qdXYKNyXQ2nGXAgBrFzzAtZveUW594gD94Podl8of3xsOborI/Ed5X5MGvEngH9+/KnAS+HME47BtMmT8OLGLQH5HjR3NuYfcgB2DQ3jT8uWK/d1dXZAFKZ71jar176IJS+MY5XTAaDfmwysXb8Rq9e+pNw7d6+ZOP7IQzGye3db9hGSnu4ur494+MlVgZf9aQuOwszpU6v2EUOjQRkWhMDrF50CoHYfsWtgCBtRxm50QG5TCQGvj1jrdGPM6fLKKPfNggC4j6ijj7jozFehKITXR1AWHHZQpD7C9NxzTzkevT3doX3EofPmYuvOXfjL8qeVc5P7enHWyccBSL+PuODVJwEA/rL86cDg8JRjjsCsGdO5j8iwjxBdUwC4FlL03xunj2ilcQSgyhfgPkLCfYRLu/URaYwj8u4jhBDYOTiEcQAbhgaw5BX33zVz/pHetX95chWeF76MuY9wyauPGBrvxcvDg/jzlpcBTMXusTEAnQB8+W4s92InCljz4nplC1XOJ4BofYTo6Abgz5X/uHQ5hPD7CDgO1m3YjCWbXsRzTgHAZCxb9SxeM3uGZ2E9ODysyKNWHyHgLkBt3PKKp3+SduojxL4HwoHfRwyVJ+Gl0UEA3dg1PAxnsrtG9denVmN9ZT67pdyLwc4uAK7V/PrK+gjgfx8vuUvQY+MTWLL0SQyU+7F+sIxxdEK3df/L8tV4sfJsHkf4RO0j1qxbD6AXY+Puc7LuI4QAXt6yFUu2vAgAWOEUAUzCyOhuoFftIyRZjiOoNj2xeg22oACgD+NknPP4qmcxvBt4acMglmxy6x1lHCE3PFaueQFTn/MXz53Z+wNwN0KojLdU1owAYMfAANa8uB4TTg/Wb9mGQRTw2Mpn6+oj9pk1A0BQvjaPI+R4U6+zzXONh55YEdhwSquPeGKl+u8JQzj6lksCCoUCLrvsMiV/RxasX78ec+bMwd57740NGzYYr3n1q1+NBx98EPfffz8WLVoU+qxNmzZhaGgIBx54YODcxz/+cdx888248sorcdttt0Wq27Jly3D88cfjllu/hUMPO8w73o4eHlt37MSDj6/AwiMOxje2j+F7WwaxauG+3m7pzCWr8PaZk/DvG3fh/XtNxuJNA1h+4gGYP6Wv6m7p0h1DOPGxtd49m07YD596YRtu3zKI182YhB8esqdVVlfhMqx/t/SlTVvw2MpnsfCIg732stGi4ornXkEZwA8PmYWJUgkvj01g/hMv48eHzsLr95oWyerq9xu24bxVG/Hg/Nk4ss8dFH7whe14afcEfnXkbKMMf7Z9BG9f8RJeOn5f9BfdhevzV27EQT2duOPYeQCqW2Zu3LoNjy5/WpFvLYuKk5evx/kzJuFrL27Dfx4wA2/bcxL+Z9sQrvzbVnQLgdGzjmTLTEMfIZ9lg0XFOU+sw95dRdy3YxTbKxZX/3PMvrhoxiTsGhrGTet34j837sLfFrq5p16zchNOndqLL+83nfuIVrXMTLGPYOttl0b1Ef9vwy5c+9wWHN3XiT/O30c5b6v1NpBNH7FjYBBLlj6pyBfgPiIgQ+4j2qqPaEYPj3etfBkrB0YwVnawoL8L/3aAu4jzXLmA45e6C09PLZiDOV2+jSP3ES559RFnPrUeCyd14bq507H/shfxgyP3wQWTOhX5fvT5V7BieAx/WrAf5i97Ac+NuLL9rwNn4K0zXd2L0kcsGxrDq5Y+782Vt580T5HhwQ8+g4um9+Jz+07HE0O78ZoVG/HAUXvjzL1n4LrnNuMLz2/Bcf1d+MNRs73n1uoj/v6Zzfj1K4N496xJ+Or+M6LLsMX6iJs2D+P2DTuw4ri5KJXLOPHJl3H+tD58Y+Mu/Mche+HIyb14zbK1WHrMPjiox13Mft+arXh5vIQ/n3gQ5vxpNS6d0Yevb3AX5D8yewq+vmEXXjj1EPzHS9vw0807sfSYObhg5Ubs392BX+0Yxq6SWv8njt0H87rdZ/M4widqH/Hv67biky9sw5yuIp5aMDfzPmL+I3/D6ZO6cOO8PQAAD+4axUVPb8LKkw7EbJSM8s1yHDHjkeewu2K9efdhs7BubAIfeX4bJhcFdi1yN9EHhkdw9LJ1eOMefbh23+kAoo0jOv+wAhMO8L2D98RFe/j/nhs2DOD/vbgNr57Sg18cvpd3XK4ZAcBfFs7DH7buwudf2oE3z+jHiuEx3H/0nLr6CLk5psvX5nHEtp0D+NOy5YE62zrXALL18Hh82TIsOuN0PPbYY1i4cCHCSDWkVdZMmuQqSbWwWPKcvDaMvfbaK/Tc61//etx8881YunRp7Doev/C4UIFLJTchlc1Ed1cnurs6jeeEEFWf29/bE3quq7MDXZ3h91Z7bl9PD/pCHt1RdN3UJvf3oXcYQMHvOCqVRn+3u3Dd0en+u7o63Ht6u7vR290d8tyCcs/0yZPQ0zUgH6n88HV6utxBlYlCoVD13zqpStt0dXaiq9PcNkB1GVZrm86Ojkh1mtzfF7iut6cbvT1hMixWfe6UajLsdjs2E2EyFNgGx3G8+g6Mup3a5L5eT6dr6feUfvJvnSRltgMC4TIUcPuBqZP6MamiW8ViAV2dfpcnO8ywf6tXpvbv6ugwy5CGtOrv7cG0yZMwaaRc+Xf4zw2TYbFYXQ9btY8wPUPpLzSq9RHFGvpdq4/o7OhAZ0cHIPwBgYDw9LuvewQg8nSwCUII7iMqJOkj9PqayEq/Ozs7MK2KfqfdR0iSypD7CJ8kfYTAgPfssHq10zgCCJcv9xEu3Ee4tEsfAdQ/jsi7jxBw270gHPR0dXpldAz4CxDT+vsxrSd4P/cRLln3ER3FAro6O72FyI6CH15Xyre7cxcKxRJ6e7qVkFb9PT1m/Q6RoYC7UCbnyvq9Qgh0V/RkklNUniWtu8PaL0yG8r6erq5QObZDHyG2DMOB4/URQhTQ29Xp/kYLBa9dp/b3YVqf++zuzh0olPzcLX2k//C+CxlC19X/zo4iOjs7oKaYls/ux7Te4O+HxxEutfqI/kp9i9pzsuojBNz+XT67f8L9NXUWC0Bl4TpMvlmMI6iHR39fL3rFeODM5L5eCCHQ2x38vVftZyv6OqlP7dMKG92F9g5N5kOj/kJ4V0cH+nq64cCVZ0expLyLk/QRcrMiTL6AjeMI4d1ver6Nc42p1WRYZx9RTY6UpkrzPnnyZEyePBk7d+4M3fSQnh+zZ882no/C3nvvDQAYNlhJMbXp6e7CUQftj57uLhREMKmW45AkXpW3fxRFLFQ6W3mPIPcVIMw3tShUxjZTMCR5BuIlm/JiymqJ4ApVMoHLU0rScid6h5dEvgIioM/6J+Niq/66QzFHsdilalYQQunPynCsbVtbZdwqsHyzJQv5VuYJ1v5m84T1N3tYxtnC8nWR8yx9jKskME8wRWL5poccOzrkb12+bjumkLRc+EnLTe86AX9e7tWnUkrSOYutScvz1mF9+8GB+9uTyZbl3ILOX+m8IpC0XM5lHT9nIC1HtQ/3z+VFK/YRUvfzkqO+TiLXOgSCfUQu9SHf3T4r2CcBbp2T9hP6fV6ieO1FVdB+C7LvKjvquaQ0o/42Y51toKnmfUIIHHXUUQDcPBw627Ztw8aNGzF9+vTQhOUAcNddd+Ed73gHvv3tbxvPP/ecG/t87ty5KdS6/ejp6sLB++1TSR4tAp2kA39wJZ2uRIRXi+wHS+Rv2TnaNsjKGipjmzEN/uTxyM+otLH6HKfqM4R3nVp21ElfEvkKoeqm+tluGlodW/VXwJ9Y0GPKeXLWcezte2yVcavA8s2WLORr66JMI2D9zR6WcbawfF3kONsd4wrluOl7VFi+6aEb0wgE5UvnS8oYNGbjycvLIffKxNoAvDAjgpyjf0cuM+F9WZO3Dhs3PCBQqKyFmObAdF5B10cAQKaD937fWjmmmPR5TjdbsY/IW5f1dTKvjxCNkS99h1AdC6zlOdHW7tRnVz61++Tf+tP034nyrotVsplm1N9mrLMNpBbSamhoCOvWrat9oYH99tsv8rUXXHABHnnkEdx9992B0FF33303HMfBhRdeWPUZ27Ztww9+8AOsXLkSV111VWAx8jvf+Q4A4LzzzotcL8ZnbHwCW7bvqCQyQyBuWxmOtzMrrRqivKC9QZzj/60P0toFKmMapsk2BITS/t5gL0Z7+YN3/znlGgvNuq7IsqMWm0S+1GpKX1hrM/Wsia36K62wqN4EJyY+cTbR8sZWGbcKLN9syUK+/njB0h9tjrD+Zg/LOFtYvi5ywUw3BKp3w4Plmx6eRT6ZI+jypePLsDFo1LLkM0z3KuXIY9pCZPxNFjuND/PWYToPBFyPHW+h1nECc0T53SHXUw8PLxqG9yxfzmUnuL7insuvFVqxj8h73q6vk5XJ8UbIl/67Hfg6q+excOAk3ozV7wuTOdVlAXfsLreN09DzZtTfZqyzDaTm4XH33XfjgAMOiP2/KWl4Na666ir09fXhpptuwkMPPeQdX716NT772c8CAD75yU96xzds2ICnn35aSXL+5je/GXvssQeeeOIJfOELX1A6mltvvRU/+clPMGvWLLz//e9PKo62Znh0FEtXPIPh0VHFkkRCQ1qVYoQ4ktfQe9p1QZnK2Gbc9g9ueMTpeDxvDX3zokqjF4xeIdFfkEnkWxBUN9XBf7vpZy1s1d8CglZT1G1WeoBI0rIyyQJbZdwqsHyzJQv5cn/sw/qbPSzjbGH5usgFM308oofNiQvLNz3k2JEafenypeNLOm+KG7K5QObXpjlPAYKU49fP9Bm5TK1sW8hbhwtCt9avhOIR6twisOHhqNf7z6scd9R5b4Es/AbqUPe/Ijqt2EfI30ySPjNRedo6mdSFAhojX2XDg/RZpmgtSfsJ/T4v3Ky+EaLNv705ulM9ykdUmlF/m7HONpBav+g4TqL/y2VTBMJw5s6di69//esYHh7GGWecgXPOOQcXXXQRFixYgI0bN+LGG2/Escce611/zTXX4IgjjsA111zjHZs2bRq+973vobu7G5/73Odw+OGH49JLL8Wxxx6L9773vZg0aRJ++tOfYo899khLPG2LQDDGpBuj0u2q6E52lGcp9wjBCxiWo7d/WdsQiPoMwLR5EeUe6hWSzguyWpm6Pttq9cSYEZWJoKMd876LoD7naU3FMExy2jUEJsMwrQv1TE3Tw4NJDz+HQ+Vv4zXC82RPI6RVKbQc32PezxeglpVWqJp2Q7fWl3NVOT80RTmg8wq6PgL4m10OHCWErtwkMebwaO8mqJv8Q1ppOTy0euQNLZbqrL7hUSvShvHZIWPwcA8P9V7p2RQWro9hwkhtw+Oyyy5DuVxO9H9c3v3ud+PXv/41Tj/9dDzyyCP485//jIULF+Kuu+7Cpz/96UjPuPDCC7F06VK89a1vxc6dO/Hzn/8cr7zyCq666io8+eSTOO2002LXiwlSgGoRDcgYlS7SIj6KVYjcbS+RhWt/V5h7PhvR2z/Ji9yzcCHHHKe61VPYJkmW1kcCIqDPYVYLjJ1IjyQ6YVEsJmG23mIYxn5stUJlGIZJCvVM1T1STd+Z/PFyODj+38FrQnJ4xCxLbjqUHcf4rtM9CgB/Dp30HalvmLQrAWt9EMt0xzfCo+1P5xXu3NanSOa/9PfteYwYXDzavAnqJvek5QhZJ2lQS9LfvvSmAELW8hL2EwFPDu9TPaF4O0H1lGqqJNRMw2na4F/nnXdepBwbt99+O26//Xbjufnz5+OHP/xhyjVjKEIEk5a7gzDdw6N2r0k9PNiCvjkwDf6AeO1FB++Sco3YkfJc0hweSTB7eMhP1tBmQLZhWTtGv5ustxiGsR/2CGUYptWQC9h6ElndipxpHHLsKD0rjMnE4S8qppLDI+ReATVnBL0n6TuS360uurW+9AKXayGhOTwq7eDmOPXPetEwHH3tQ7W+1+vAJCfvzTt9nUz/TeYNfYdQL6Kypm1J8miErYmE5Q5SPTyIMWsC7xKmveENMiZ1ioUCpk7qR7FQqAysgp2kVDzTyz8MuohNrRyi3t9KUBnbjEymKKGxKaM/o3IvfQ6qt3mBXEfLjqonSeRbEJy0PCq26q9vhUWOaYsGSXUqb2yVcavA8s2WLOTLYTd8WH+zh2WcLSxfF7lgpieRpVKJmwcCYPmmiSmHgy5fOr5Ux6Dx2q5A5sqmOwuGcvxF3mRGhLqHiC3krcMma325UEtzbuibkbQ9VK9y/7hDQujKPCymLB55RrxoxT5C5KzL+jqZ73XVGPlS7aE6G8jhkSBMuLd2F3Jc/1fqSctpflaRgp43o/42Y51toGk9PBh7mdzfh0UnunlUxNZhY6KjepOWt3tSaCpjmzFZxAPxLCfktXEWmqV+BAee0QpOIl8Bos9y0qBtzDEutuqvyU08YIlF/paTGRuxVcatAss3W7KQb7uOF0yw/mYPyzhbWL4udDFVHa+oi0VxYfmmhxw70pwZunzp+DIsrGrUsoDKXNkwQKWGaPqcrG4PD8ternnrsG6tLw08vfaX19F7QNtdvZ6GdKa/by/8rqkO9f8zItOKfUSYF0KW5YVFwmiEfOlvmPZZppBWSfML6bfVOi6/q+uA9dOM+tuMdbYB3h5iMoVavUvcDY+Kmya5ruaz4N8jvGPyfstGWQyASvuTv5MkLTd6a6C6zvibJGoYrCw7PAGiz96nnVZPjBk5EXS0Y5IC1P7M1SnueximGfD6Y/7JMgzTIshxSdlRx5oc0soeZBtR6+3ANUJ4cyR1DBoPf1HQPPcQQKCcgv4ZU2HyXiS2lYC1vuMv1JYdcw4XOq+gHiH0Osdx1BwelWv19RV5jkmOl8MjJ0Hq62SmTbE8oX0G7bN0VSsj/tqGCBmDh22YKjk8hFD7NlZ0JgaprMPdf//9+MxnPpPGo5gWYMfAIH7xwMPYMTAY2LkG1KRcsTw8iFeIbjnfbv0elbHNVLNciPMMwOCtUeUpglzn3RMj/FAS+QohiIeHWo92089a2Kq/vqUksa5TFg2CIdpsbVtbZdwqsHyzJQv5tut4wQTrb/awjLOF5etCwyUp4xWYv0eF5Zseftixyt8QAfkqlv7KvfHLAiq5Do3nVY8CWR9aVmIPj5j3ZU3eOhzmBV7wfqPqHNH9rnrcCPiLuXrScipn3TjLf179/46otGIfkfc4MaAz5DfZCPnSfzfVWdNaXlr9RFi42TAPj7C+LS7NqL/NWGcbSCWk1ZlnnpnGY5gWglryB3eFSdJybbBVDa+jc2inqQ7S2omy7l9oIQLBjQogXnvRwbuk7Diel1BYue51atlxyo0rX2nBQ8v3N+baUEFrYKP+yjYMSxgZsN6C3X2PjTJuJVi+2ZK2fG1dlGkUrL/ZwzLOFpavuvgZFsYqaZ/H8k0HOXbUExJT+dKFz1SSljvm8alSjrYAH2ZpXbNMi40J8tRhOg+UZYvKfw78KABh8wp6PeAo0TDUtQ+zd4f+7DxotT4i73Givk6m/ybzli9dr9C9iBwSJs/Rro327MpnYGOjspanX699F2TtMK32aUb9bcY6N5pUNjy+8IUv1Lymp6cH06ZNw7x583Daaadh0qRJaRTNWI674K3+MB0QDw+DtUO1Z8l7CtoxGwdZjMEivvKZKGl5wMMjHBr3NOo99VIA0efKMdbP5qIgDEnLyXej9VYuNWMYpl78xRz+1TIM0xoI+AmMac+mhwNhGoc0/qrm5U4NxNQxaLy2k+1eCrGCpom19fqELTzWLDMkVE27QRPCA374ZbkWQnO4SHTPHnk9QEI6y9+3TKgthGIEqNSBZyV1ERZ2KbvyzLlOGxUKW/HwcJzQOa/+volCWLgwL2m5dpyO1QXUtcN2D5/HxCOVDY/Pfe5zsSaQHR0d+OAHP4gvfvGL6O3tTaMKjKUIoeZwAIIxLYFogyvVakUdlHG3ZycCumeGfzzOM4B4yaK9pOXkmLScyQohgh5LrJ/NBbWU9I4J9bxqvcVtyzDNAvfHDMO0Gu48ywmMR+pNWs6kh5wLV/Nyp/PlsLCqkcqqfJYcc/QEQRbL9QX4pO9Imz088kS31pcLxNXan84r6PVwqiQth9u+xjq0eyPUib75l3l52jqZ95tsUDvSYqnOAvqaSnLvszBPjqoeHkLr21jPmRiksuHxzne+s+aGR6lUwsDAAJ599lmsXLkSX/va17B27Vr89Kc/TaMKjKUUYIj7B7/jki/sSEnLKzpWIp2svyvMPZ+NUEsigMYvjd5eYd4a1awfqAWCck+GamLS54JnjZNduUx6CAiUnXLgmCRoveVw38MwTQL3xwzDtBpynqWPcXUrcqZx0DaSfwevEcZ4+UkXFcuO+V2nexQAQQtrTlqeDJO1vrRMV9vfPK+g1wPwQlo5cJT8p1U3POr+V7Q3NDF8LuWh/lynaUL7DN0A0CG7bknWVDwPJf249unVRfkuSJgvP78Nw0QhlQ2P22+/Pdb1zz77LC6//HL8z//8D+6++25cfPHFaVSDsYTJfb14zUkL0N/TDbFjN/RQc6rFgxoCqBreII640bWrxSaVsc3Q5HhAfUnLg3FRw7c8TPfECT+URL4CIqDP7aqftbBVf00eaWEWk4DdIa1slXGrwPLNlizky/2xD+tv9rCMs4Xl6+IusgbHI/VueLB800OGHaP5LSf39Sjyle0I1JvDw70jNGk5LQeOck9iDw/5adnLNW8d1ucQ0gpeylzP4eJ+F0q7C3Ley+HhuM/180IiNKRVnk3Qin1E3rpMf4+A3kfkL1/6z6Y6C0idk5tw6fUTYRumuicUXQfsSEHTm1F/m7HONtCQEHGHHHIIfvzjH6NYLOK///u/G1EFJkOKxSKm9PehWCwGcziQjlwgedJyfwdeHaS1C1TGNkMtiQD/pR4vh4dv4eI9B9UHI0avkBjul0nkWxCGpOXeZ7tpaHVs1d8CgokAFYtJqVeOb4Vna8vaKuNWgeWbLVnIlzc8fFh/s4dlnC0sXxdpWORoIYzUHB7xn8vyTQ+3jfxZjBBB+VIDMToMjdt28vqwkDOKR0FKIa0KIZbbjSZvHQ5a67t5N+RaiDGklfDnt/R6+TwgGNLKNFfx6pDjrlMr9hFUxrmUF5br1NBH5FIf8usPeHho3+Oubehrd/5xoZz360K+C98zqpxSSKtm1N9mrLMNNOzdtO++++LEE0/EihUrGlUFJiOGR0fx+NN/w/DoaGXBW12oBtxOrQCBksHaIQzZuZUc4uGRs+uhLVAZ24wpnikQ70XlLTJrz6n2CEGuU+6JWG4S+QrA12dNL22zemo0tuqvuwnrBI7p3+lk0damtVXGrQLLN1uykK8ImWy1I6y/2cMyzhaWr4scZ7uLpfS4ek1cWL7pIY2/qJe7Ll9qIKaGtIrXdvJqOlc21YWW489VkhkR2mpMkLcO69b6MvyyXAsxRTnQ26NAzis5PEgeSkHWT0x1yItW7COS/gYSlwfzOpmpj8ilPuQf7kBLWk51O6R/qfps7bP2caFco64D1t9Czai/zVhnG2joZvy+++6LDRs2NLIKTAaMjU9g3YbNGBufCFgh0I5cCKBU+TtSDo/KZwl+JyiPtVtMbipjm3G9Hqg7pEuc5qIWLhIay9SE5xVC3UThKHFTq5FEvgJEn6V+Wmr11Ghs1V/aJ3nHyHfZjrJPK8Pe/EG2yrhVYPlmSxby9fvl1B7ZtLD+Zg/LOFtYvi7uPMtxxyPkeL1Jy1m+6SHnwtTLXZdvAcJPXk0mL0kXFUswj0/dXHW+lzJAcnd4fyfbZLFtOJy3DgejWriykREATFEO6DqJd33lXJGED6I5E0xzFa8O9f8zItOKfYSXJyUnZabRIQB1nawR8qW6SXWW1g2Q8994z9Y38vTj+uMUL0XyRishnXWVZtTfZqyzDTR0HW5oaAj9/f2NrAKTMYEcDsR91rWm9v+u+SzqyuYdU88xdkEtVwA1pFmcZ7j3kueg+sDa9wohVhMZW+Ob9NlWqyfGjMlqig565XffwyO+hQvDMI2hXT1CGYZpXdSQVupx03cmf7w2In+br1E3IoAEGx6VG8JCWlX18EhapvfZ3opmstYXwuDho8wrtKTlwm9DmZjZcRwlsgGdb5rqwCQn73FicJ0k3/J1aLm1Q1rFfbbZe4bmpgmri/wdAemFtGLah4ZteJTLZSxbtgxz5sxpVBWYHNA7ci9Bmqjk8IiTtFwO4ojbNi9g2E3gRU6OR36G1+4+5RrujN5LUSs7yxekECRpua6frKBNgWkSIQzf6aSU25ZhmgPegGYYptWgi6nhIa2YRiLDjpWrGH3R+RKdu8QdYypJy0M3VirlaPVJOqfmubiLPocowzfwdGBe86Chnx1yPeB72pQRNPYMTVre7o1QJ3mPE6utkzUCNaSVFqWDfE9iRBrWT4RtmOrvMH9th40NmXg0bMPjP/7jP7Bhwwacf/75jaoCkwN65+W5z8J9kZfkTnaEjt1zZSPhjPRBGmMXAmZ3yDhukKFJy6vc44XB0r1CohcbmwLg6zP0T1bQZqAg1IkmoIeIcNEnJwzD2I/XH/OPlmGYFkHZ8CAjEjrO5i6vsUjL/2pGX4rnBZm7xF2o8cI/hyxI0sTausdJ0nckh4t0oQnhAdczww3FI+CQ8ED6Qq4Dx4uAUBACethu//ftl1OiBdE68K+9LqiM8ylPmNdJ8ik+QKyk5TE7irBwYWH9h+IJBX8DMKxvY5gwOtJ4yLp162pe4zgOhoaGsHbtWvzkJz/Bd7/7XfT39+O9731vGlVgLKK7qxOH7DcH3V2dEGIcQCX0ixCGkFYxPDwqn2WatFz7bBeojG0mEM9UHo/zDHlvopBW2j0Ry0wiXyGC+tyu+lkLW/WX9kneMcOigbzE5g0PW2XcKrB8syUL+fIGtA/rb/awjLOF5esiczKUtRCbyvcEu7ws3/SQxl90g0GXLzUQU0NaxWs7NbFveF1oOfq7MbbltvZpC3nrsG6tT0NUVU1a7qhtoS+6u+cdklBbBOYq9Hl50Yp9RNLfQOLyRDD8tiy/EfKl/24ZSs37W/meYtLyEM8P/Rrf8DmdpOXNqL/NWGcbSGXD44ADDoh1veM46Ovrw+23344DDzwwjSowFtHb3Y0jD5oHAChgGIBrNV2EOtgToEmeayNf/CX4g3c90Vq7QGVsMwWobrdxcrZ4zwjZvIiUtJwcKztO5ER8SeSr6LOnn2z1ZMJW/aVtSI9JZDtKL5CyY2/Scltl3CqwfLMlC/l6/XGqT21OWH+zh2WcLSxfF2lV7kD36qhv4Y7lmx5e0mr5N4LyLQjhjS3pMmP8kFYuZYQkLSfhd70k2kL7TLjJYttoOG8d9uae0sgTFct0uO1hinIgPcvphoc8XyR5Ax0lukWVpOU5NkIr9hFeYvictFnqhoSuk/U0QL5UN6leAvqaSvyxtPD6F+249qnUp1KPAoQS4jyNdZVm1N9mrLMNpDLvcxyn5v9CCEyZMgULFizARz7yETz11FN405velEbxjGWMT5SwdftOjE+UAhbRslP3PTwqf0fouKomLbd00TErqIxthloSAf4gPk570cG7JCwZX+AeGm8S0QfjSeSr6DPMn4yLrforhCFpOWk9fSMtiYVLXtgq41aB5ZstWcjXHy+k9simhfU3e1jG2cLydZFW5foYt97xJ8s3PWQb0TmCLl93vuReQPNAJLWirpq03DAnVz4TbrLYNhfPW4f16AKyDaTMTTlcTLohzxa95zhuPhC5GC/sSFrein1E3vN2fZ2E/iYbIV/FwwN6Dg/1XNL8QmHJyY39FdlMrdW3xaUZ9bcZ62wDqWx4lMvlmv9PTExg+/bteOyxx3DzzTdj//33T6NoxkKGRkbw4BMrMDQy4g1+/Lik/steiJhJyyufZThkB179bBeojG2GJscDiDVRnGdo9wKqa6+JMK+QqHqSRL4FmrS8cqxd9bMWtupvAcFJhCkOtuzHbA5pZauMWwWWb7ZkIV/uj31Yf7OHZZwtLF8XuWCmJ5HVrfbjwvJNDy+HAzH60uVL50t0GBo7h4eX6NpskEPzTDjaAnzSd2RB+7SFvHWY5tyQnwJ+25pDWgV1Q54vUA8Pcp8ePYGS5/imFfsIX/Y5lRdYJ3H/KiDYR+RSH6UuwTBW/vfk/YR+nx4Vw1QfIXzPs7SSljej/jZjnW3AtncT02J4C4TwFwgB90VSAElaHqHr8uOSBq1JeAHDTqTlioS6akZ/hhzwRX/RCnKdd09KFgHVyuSk5c2NQDBpuTIx0TbSstYphmHSw9awGwzDMEmhi6l6klf3k3u8RlMthwPIMdOGR1Jvi7DEvqZy6p1T81zcRTfQc+B4SciVDQ9qSKXpRgG+PJWk5Vp0i7Ck5bZ52TQbeY8TpW5IkqyTpImatNycw0PfKI38bE+26n1VPTzIZqyyDshqzsQglRweYWzduhUvv/wyHMfB3LlzMXPmzCyLYyxEvqzL3svfRbqmyfAxUXbS5bNoIjbPqoQ7PispCDWxmu4+He0Z7qe+eVE9h4d/HS07y3wLqj5LawUon4zdCAFDSCsfrz8jn9y2DNMcSOswW/PuMAzDxKWAStJyOMq4mD3a7MHL4VDFy93kYQwkWFSsfJZC8hYKBOfkej7MuONaaoXdzgSiWsCVjdu26qYGyHeqG4KcL5L5r9w8keXocxV5L1MfBbLAnk95wIQWfjvP8nWUHB6OFl0jpN+ISpj3TLV3VaGyQ1uA1rextjMxSN3DY8OGDfjMZz6D/fffH3vttRcWLlyI448/HnvttRf23XdffOYzn8GLL76YdrGMpQQsouXxyrk4SazlNW7sPvWFxN2enQQ8PGK0N30G9Oeg+sBaH3S6ZWebb4FOInTLOtbP5sBkNSUM3+mgj60nGaY54PECwzCthufhoVn0e1b33OE1HAE1PIypTWSSa6eK0U2ksio3hOfwEIGoC/V6pfO71cWfr1bk6/jrHfI3CgQ9sXTdkKe9pOWOGtmAzjdN5TPJ0b2dMi9PhETCyKX0ILRc6pUEmNfykjxbv6/ahiltD2UdkJWdiUGqGx4//elPcfTRR+PLX/4y1q1bBwCYPn06Zs2ahY6ODrz88sv4l3/5FxxzzDG488470yyasYiCEOjp7qq4cbrIzlFPyhXH4l++fPTEXe797dXzURnbTGDDw8txEb3edPAuKaO6zngvRT0MVsRik8jXzUnjf6f1sLyZcsdW/RUQgbi4ysTEkJPIrn+Bj60ybhVYvtmShXw5pJUP62/2sIyzheXrIsfZ+hi33kVolm96yEVNOufV5eu2oxMMq5rQijpsnkQXWANGWgnfkUk3SrImbx2mC7KAv14hf6OmvBsm3fAs4eXz4CgbWHT9RH9WnrRiH5F/SCt1ncRLbC9EQ+RLi9J11vMMS2C86l5vNgKtJnOq87X6trg0o/42Y51tILWQVr///e/x93//9yiXy3jzm9+M//N//g8WLVqEzs5OAMDExASWLl2Kb37zm/jud7+Lt73tbejv78frXve6tKrAWMKUSf0479QTAABicCcAuivsh/wpwA8fE2UnXV7hurKpx9rtd09lbDPSckWSxA1S3zQD5EJz+EO8uKda2VGLTSJfNyeN3NBx4QU2M7bqb0EYkpaT7wHrLdjb99gq41aB5ZstWciXrVB9WH+zh2WcLSxfF2XDgxyvN5E0yzc9vBwOJPa9Ll+vHauMQaMgQ72UHAdFw2SrgOCcXM/BEXdca2v43rx12BSCuVCZrZq8sICgbhQQIWm5CIbflffmSSv2EVTGeZUXiGBR+d4I+QY8PJR1FM0zLGZHUQhZE/HCzRr0l47b5e+hlJKxYTPqbzPW2QZS8fDYvn073va2t6FQKOCuu+7Cj370I5xzzjneZgcAdHR04FWvehVuu+02/PznP0dnZyfe9a53YceOHWlUgbEU7+XvBN1nhRCxdmlp/Hzf+kEo5xi7KIiQZFxxnlG52tFiXFYbjOih1Lx7YpQbF2pxo080OdZkc2CymqLjOX0yk7VOMQyTHn58cu6PGYZpDdxcea5lMB1r+p7w3N81moJw5zDVjL7ca9R5C5DAirpyQ8kxj0+pIZqeUyLpnJrD97pQAz1vc0tUNjUc89xV1w15PUDXUOS9vpyNHh7p/VPaltxzeAgRyJPRyHak7xCql4DBeDnms/WNPO+4UD+V+pCcqL7hM4/jmXikslazePFibNu2DV/4whdwySWX1Lz+da97HW688UZs3boV3//+99OoAmMRuwaH8NuHlmLX4JDifgbQ+JVuxxVnl9YfxDmGkFbtBZWxzbiDsqA7ZJz2Ctu8qPYMk1eIG/MxWslJ5EsTXtdrLdXq2Kq/sk/Sj+nfPXf1Bg9Mq2GrjFsFlm+2ZCFfvV9uZ1h/s4dlnC0sXxfXQthJPaQVyzc95AI1NfrS5etfEx5WNWpZgDv3MnnC0/C7emiaxCGtLJ2L563DUt4094Frme62h2nuatINudFRrBxzn+eQ33RI0vKcG6AV+4hGhLQKC7/dCPlSHaJ6CfI9yVoOfbbpNxD2PHpO7dvqpxn1txnrbAOpbHj84he/wNSpU/HhD3848j0f+tCHMHXqVPzkJz9JowqMRZQdB6O7x1AmmxleJ1n5lB1XnMRDdLExkLTctlFWxlAZ2wy1JAKqJ+yr9gxAtWaptdAs9aOseIVEf0Emka/UZ/kd4AW2MGzVX3fDI3hM/049PGy1nrRVxq0CyzdbspBvu44XTLD+Zg/LOFtYvi7uhkfQEKheq3uWb3rINqJzBF2+MrSRHlY19qJi5TNsfk2TlofnHUy2yWLbqzVvHfZl7wRyljoVLyx9E8qkG/IKmbTcmMPD8E/KW/6t2EfQTaW8ylOMM6HqUd7ypf9qvT/ycnjIa2OKKGwMHm3DQyg5XdNonWbU32assw2ksuGxatUqLFiwAP39/ZHv6ezsxMknn4y//e1vaVSBsRRvgdBRPwV8K5PIHh5yERu+4ub9YmLiQZPjAdQNMnp76TrkPqe63pjiqNa6p14KEMqGnumTsRs3NIQTOCbxrLe8QZ+9ScsZhlHh/phhmFZDLqbqY1xb8yq0I7SN5N/ma3T/jgQ5PIQ/VzaVU0AwpFW9cxYOF+lC555qCG/zpqQ8r+uGvEYPaSXIb9oU0opD7NaPLvs8ylNDWjkNDYOtbHg4qseZo33G7yfMm/B+2KrgE+lmrCm0PcNEIZW+cXh4GLNmzYp937Rp07Bly5Y0qsBYirQSCcT9I0nLo25WyKuUkFbaOcYudMsF3X066jOgPwdOVQsk4z0Zhx9SQlpp9WD9bA4EDDk86HdvMuNUPrltGaZZsDXsBsMwTFK8xVRtjMvjT3sQlXyGepJw9Rp1oZwej1VW5TMsZDQ1RKNJ1Om9sb1K+N0KQJ170vUOAbLhoVu3a7pREL4lu5fDEup8Q8CctNxWj/NmIu9+M2gY2lgvZN3Dw2S06m94xKtoXSGthF8eXQdkmCiksuExY8YMrF+/PvZ969evx/Tp09OoAmMp/m6s3km6HZebeCjisyrXlcigniYzYuyjAKG6Q1Y+47yoCt6mmWplUK3zMm14lJGtnrgDUPe7blnX7lZPzQJtQ3pMQq1LANetlvsehmkO2AqVYZhWQ3oXl+FoHqnyk/u7RlNAJYeD4/9tviaFpOWVz7D5NTXskWXpc5W441pOWu7izT01jw13LuwY566ebmjXA0CReow4qoW8Pleh5TPJoYnhcykPamSBRhvS0XcI7bMA32hV1jd+PxEsgx43PU7qfAH+2lGJ/BYYJgqpbHgsWLAAf/3rX2N5a7zyyit49NFHsXDhwjSqwFhEf28vTltwFPp7e32LaK+TdD8FZEirGEnLK5/0nna1YKIythnXciHoDpnEw0OPI1ntGaZ73EFEtJKTyNedRKRjLdXq2Kq/1EvHO2b4TsMB2Nq2tsq4VWD5ZksW8uVFGR/W3+xhGWcLy9dFwA+FpHqk1tffsXzTw20j1ehLl693TWAMGtOKuvIZmrQcZE6u3ZPYw0N+WvZyzVuH5W9O5twA/PUOmQ/BZN3utrt8hn+Nl8PDqbSntJAXQkl0TZ+VJ63YR+Sty7qHB9WRRshX8fBw1KgH+kZp4n4i4nEAis6b1gHroRn1txnrbAOpbHi88Y1vxNjYGP75n/858j2f+cxnMDExgbe+9a1pVIGxiM6OImZOn4rOjmLA0l6PURkn8ZAgL/52X1CmMrYZgaxCWlUfjAiTV0iIe7eJJPKV+iy/u5+8wGbCVv2llm/eMRH8TnXRVutJW2XcKrB8syUL+XLYDR/W3+xhGWcLy9clLKQVPZ8Elm966OGqBILy9UMbafcmKAsIn1/TpOX6nMx/RybbZLHt3Zq3DtP5qtfWwp8Lm8Ixm3TDD2kln6duaNL5pqn8vGjFPiLpbyBxeQjPN9oI+SobHoa60c/UNjyE+hlWH2rMmsaGVDPqbzPW2QZS2fC48sorcdBBB+HWW2/FF7/4xZrX//M//zNuvfVWHHPMMXjHO96RRhUYixjZvRsr17yAkd27Qzc81Bwe8Sg5judGl/eLyRaojG0m+CL3Y5RGfoZhkblWPo4Cuc4vO/oLMol8C0L4OTx0/Wwv9ayJrfprTFpONM1LWg4S+9jStrVVxq0CyzdbspCvrYsyjYD1N3tYxtnC8nXxF1OD45ECkk/0Wb7p4bUR2WDQ5eteY0haHvOFJcesYXHuC4LOydWcIknfkbaG781bh/Uk44DbHspvVLtH140CWdFQkqDTcN4w5/DIO8RuK/YRVMZ5laevk8jfUSPkS3/CdK4LkOgGCYxXgfBwYX7YquATBbneD22fjodHM+pvM9bZBlL5PXd0dOCnP/0p+vv7ce211+Loo4/Gv/7rv+KBBx7AqlWrsGbNGjzyyCO4+eabMX/+fHzpS1/CHnvsgbvvvhvFIu9QtRq7x8bx7LqXsXts3M+/4IWAkSF/3E61hHgDpALce/wXUqWTtGuMlTlUxjZTEMFNByDeS5ImbfOf41TVG+MmCaJ3eEnkK+DqJkg5/mebKWgNbNVf2ob0mES3tqLHbMNWGbcKLN9syUK+fg6P1B7ZtLD+Zg/LOFtYvi4FuBav7hg3aD2etLtj+aZHAcHE1Lp8C1AXviVJrahLMI9P6QKrvgCfdE5tqzFB3jqseHg4/npHQQh3E8Qx5fDQE9rTHB7EyApQjD31uYpbVr4t0Ip9hGyfvPbupG5I6G+yEfKl75Cgh4fjHQfib3D6GxfCeNy8QSt8vZebuUhn7t2M+tuMdbaBjrQedPTRR+ORRx7B3//932PFihX49Kc/bbzOcRyccsop+N73vod58+alVTxjKZ77mcF9VkDEdksTQnVl4xAVdiMg1PiP9YS0ipHUS/cskmVnqSdSN2n5tk4CGDMChhweIvi97CTTZYZhGke7eoQyDNO6yFBI7nftHHzrfaZxuPMDp6rRl5xDZB/Syh+/6t7ySefUHL7XRdnwkMcqm44yMXngN2rQDXmNNAmWHiNUzjaEtGpF6s19FLs8QMnHUiuCRdbQsqleAr5O+/lKkz074OVUpd+hHh7emqLD7zUmHqlteADAkUceieXLl+Ouu+7Cz372Mzz66KPYvHkzSqUS5s6di4ULF+Kyyy7DBRdcgELBVrtYJk30hWeasE128nEWH/x71Odzt2cnAsGNCiD+JheAwMZJlA2PQNLyDF+QdNDiDZi0jTnGbkyTCGH4rk5muHEZphngRRmGYVoNZewZOMfbuzYgvSqqGcp412hbHnHHmNTQ0HQvTZJchmbUo31GLpONDwH4Y4yy46BMxht+25p+o0Hd0C3hy5Vn+u0TkrS83RsgBfJeV5LtL9F/k3mjh7Sic2K6UapfG+fZpt+A6bg85o3dvfWgdEJaMe1DqhsegPtivvTSS3HppZfGvnfbtm0YHBzEfvvtl3a1mAbhW+dXPslxubgYa/Ebbp6EAhlIAPyStxU6sAbUmKaRn6HdK79Xe4IXSo1aTWT8gpRhBQAog1L6N2M3BSECScvVHB4uivt5LjVjGKZeeLzAMEyrQQ019K6tIDiEnw3IRc2qHh6Vo3pIq7jmoYoVtOF8AcIzRNPnUv47Mp7S+OEi21vZ9JwbANnwcFwDQH0L0qQb3oZH5dNxVO+QgjB7eLApcf3om015lKeHtGpkGGxacjCklfoZt5be2p3Qj1c+DQ+kYRnldVlH7GBaD6v6xo9+9KM48MADG10Npk66Ojuw3+xZ6OrsCORSoEm5ZOK0OJ2WHBjou8TtZsNEZWwzuuUCjWka5xnuveQ5qL5olWSThJJEvkpYgZBPxsVW/TVOQhXrN39CmnTAlxe2yrhVYPlmSxby5f7Yh/U3e1jG2cLydaHjbJPlbNL+juWbHt6Ct/xbBOVr8manxyOXRfI+hI1p/Tm5ugCf2MMj4X1Zk7cOq0ZRLgUhPJmb2kTXDXm9+119HpWzYb8jd/m3Yh+Ru4eHbhhKPHkaIV9lw8PRDUfVz7T6CT+MWPCJAsE1v7hrh2E0o/42Y51twDppObppA9N09PX04LjDDwYAFIYmAJAcHiQpl79jG73bKlTe8voOfLtZMFEZ2wz1egDUkGZRESHeGtX0xrThUXai60kS+dJHF4T+2WYKWgNb9ddsdecj27MMx9NrW/seW2XcKrB8syUL+Xr9capPbU5Yf7OHZZwtLF8XOgYxJYNNOkRh+aaH6z3s+EnLIQLyle+lQB65BOXJBXGjxTT8uZh+jTenjluetiBpC3nrMDXQo17gBbje46Y20XVDXg9oScsdklA7rPyc55qt2EcUctZlqRsSatDZCPnSd0gZTmAzBnDDq+nXRsHbyDN4OdFPpT4QJJG8f0Uac+9m1N9mrLMN8LyPSZ1SqYRdQ8MolUoB63xvwRvBmHxRCLOct22QlTVUxjZDvR6A+qwC9DiS1Z4hyHW07KjlJpGvMHxvV/2sha36a+qLTO1aKzSBDdgq41aB5ZstWcjX6495A5r1NwdYxtnC8nUxWejTv5N6wLN800NuQNDQY7p8TfMWejxueWH3So8CIJhTwn9Hxi0v/nw+D/LWYeqlo+fkcBzHOHc16Ya8piif56g5WcLknLf4W7GPyDsUtdQNCf1NNkK+uoeHyWi1bg8PEXLcdI8wn08jsksz6m8z1tkGeMODSZ2B4RHc/5cnMDA8EhrSyuSiFgXe8HChMrYZdyBHPDOqJOyr/RyfmiGtNL3znxOt5CTyNb2I21U/a2Gr/tJ2khMNU0JHNaSVna1rq4xbBZZvtmQhX86p5MP6mz0s42xh+bqYxij+OZF4EZrlmx5yk4GGtNLlKxez5aKiNwZN8MYSVe6l8ynH0ecu6mfk8hLelzV567AX9pbMfIVArJBW8nrAt4QPhrTynyL1pCjyl38r9hFJN/0Slyf0kFZ+HRohX7rZJvVO6lh2Ia3UT/0eP+RV8J56aEb9bcY62wBveDCZQi2i6WdB1HbNND7PC2GlWjnYNshiXEwbFUAyN8g4+TgKZNAJkNwhGSoKda/UJxu2WT0xZqibrfyuJC0ng74k+WgYhmkcPF5gGKbVqLYIVABP9G2ALngD4Z4XAAkXI8egCV5YXnJg0zkh/LkRzPoTd5PFDxfZ3m9XP8k4me/Cnws7xEtDouuGvB6gOTwcZSGc/qbpXMXWELvNRFjYpczKQ3B9o5FhsOm/X+qlt6ZSqWhS49WCYePCLUv9VOqD4O8hSdlMe8PjICZTqHUC/RSgSbmid1v6Jok/IOSuz0YKQk82nmyRWL54vec41Qcj1BLfLVc+JzvoBMF7eQv1b8ZuaDdiiuOqW1vR6xiGsRu9X2YYhml2TIufErpYxDQOb/HQ8f8OXuMiA5XUk0vAtEBIz/lzckeZPyd9R+ZtFW8rqlFU5RjcHAR6Hg6JrhvyegAogjwPRCcMc5VCAzw8WhE/X0R+5akbHk5D25H2AdK4r0D0mn7GNl4lz1aPC+VTqU+IgTSvqzBxYH1hMsWLZ+lolvZI5gKr35PkGUx+CEBJxlVOaBUgoMa4dK1kqlyvvZyTlhsHYfjuf7KGNgOmwZQSLoL0Z2XDPQzD2AuPFxiGaTWoxbjet9HwOEzjEMIdN3pGX6aNiMqxkufhUTmesLywewX8OVHAw6OKZ0jV8rTPdsUztgOUthZCoOyYwzH7eT/U6wGStNxR28o0V3E9Q9q9Beonb12WuiHRw8zljdShImSfRTyXKjrq6WrsZ6tleMcNG3m0PibPM36vMXHgDQ8mE3S3NW/hufLpJiGKP7DSO8V2DlHRDF4tQvfM8I7HfI7QNk5qPEOQ65Ry43gTJQi7pX+v9hJvd2zUX1qjogj2T8pkJodNtHqxUcatBMs3W9KWb9JwHa0K62/2sIyzheVrDklEz9XT37F800F6VeiGMlS+3rylMrb0xqAJmqDaoi0NEawn0U46pzbF2LeFPHWYtiFta7f9HePcVW93ahAqLeHdJOiOcd1E6kmxjnw99dBqfUTeuix1Q1KG7sGTr3xlcUUhvD5L6pi3UZrUeDWkf6naX4WcT2sc34z624x1bjQdja4A03pMmzwJr190CgBAbB8CYE505HVgMX633iBAe+m322+fythmBHTPDJck7tJhSb1MBOJNxrRGSCJfunvMScurY6v+Ur2USdrUdnVRYjFb2vnYKuNWgeWbLVnIl3Mq+bD+Zg/LOFtYvi4mowxJgYTHiQvLNz3kHIYuFOryle8nPWl5klwCvody8F4aIlj3OEg6p/bD4Nj1cs1bh+W/38254c8D3bmwee6qG+iZFnj1pOVUzjRped5WzK3YR5hknHV5gRwele+NkC/dbJN9VmjS8oT9hCnXFP3U6yP7xrRzeDSj/jZjnW2APTyYTPHi/mm7wgVyLo4S6hsdBe04YxfyhSmhOVxiPQd6LpDqmyZ+SCs/MZ98TlbQ6uh6yR1tc6DmYZGLo+SY4l6uhh1gGMZuOKcSwzCtBh0L630bh7SyA5nPsJrRlzzmh7RKbmkux61hC4jSEI0mJKbXx51Ts3GXi8koqiB8rxo9Z4p73v3ba3cRDP3jyNBCBgt5mrS83eWfBvXkzklanrK+4TTWC5n2AbLPCsvHG3csLULWRKpFwyiIEL1nZWdiwPM+JnUGhobxwF//FwNDwwGLFWoVrb/QoxAMFZR8QNjMUBnbjICewyNh3EcRDI1VTW/ooNMtVz4nWnlJ5KvEUQ7oaeTHtAW26q9pMGWynizDia1TeWOrjFsFlm+2ZCFfXpTxYf3NHpZxtrB8XZQxijYgEUje37F800NAoAzV6EuXr2ynkjQMrGP+UM1Tg4YIdhxH0x/1/sjl5bxIHJW8ddi04SGTkMv2D/PwkO0uILxEzTRZdGgOD+F/5j0facU+Iu9xor5OQnOUNkK+fkgrqbPBpOVloqtJnh38DQjlUz0XFtKqfppRf5uxzjbAGx5M6pTKZewcHEKpXPZf/k4w0VG1AVkYeqeX5BmtAJWxzbiWRP7fSd0g3QEBiXGpDdJN17vXaeVGLC+JfE0v4iSbeu2ArfpL9bIoj9HzlU91MmMntsq4VWD5ZksW8m3X8YIJ1t/sYRlnC8vXRUnkGjiXfIzC8k0PgUoOB2L0pcuXGtQA5jFonPLC7nXrIstS34dJwz7a+m7NW4fp3JO2tahYy+s5U5R7oF4vBD2n3kufUSSfec81W7GPyH/DQyjrJDTPSyPk6yUtF6LSZ/k6VvY8wyq6mrifCG7M00+9Pqb70mifZtTfZqyzDVi14TFz5kzst99+ja4GkyJ+aKHKJ03KlcA7I3TDI3ENmSwxeWYACayHENw4qfaiDeid95zsNKX6hgfTDCiTiGpJyx37NzwYhlHhDWiGYVqNalavcvGUaSxyDlPN6Es31DKNQeOUF3YvnU/pHgdJ5yymZNrtCJ17KjlLRSWvB6pseBCvcblRqc45HH/dhBpn0aTlKf5b2pW8c71J3ZDUylGaeX0qnzKUuANfx0z5eJM8O+w3EOaRZrqPtZ2JQ24bHhMTE7j33ntx5513YuXKlcZr/u3f/g3PP/98XlVicoBaRNNP6a5Jr4nzvIL20uduz06kVZOEbnjFf46PadBICcSbTBhKKw5qMi118M/62RzQFyJ1E5cok5mELr0MwzSGdg2ByTBM6yIMYxRJQQiOdW4Bfg6Hyt/Ga9yj0m7XH4PGb0A/JGvw3gIxRNMXV5POqf38WO2tbN7c03GU9Q45hzUZ68m/vXaHXOQVnk7omyVK3hUyV+Hfev2InHXZtL7RyHb019l8ndVDWiXd8AjLj1Itv567YSiU6wD7vMkYu0l1w+OXv/wlXv/61+PGG29Ujj/22GM46KCDcN555+Ftb3sbjj76aFx00UXYsWNHmsUzFiIVzNRJ0k418vO0BYuCdpyxiwL0F7l0g4zXXoHk5071zsu3itGSlmeoJvTR+kSFB6HNgZKg3Nu0Ch6TyQcBbluGaRb88UJDq8EwDJMahZDvgDrXYhqHnAtJQxnT/EUeSyVpOcLnHtQQzV3MpGPcymfMOVo1C+12IszDw2t/OIGFdPl3iRjm0fwd3mYJmfdSOXPS8nRJYoxbb3lxcpRmDd289PVObuRB+Yw7lg7rl6oZh4YZSFsVooixno60HnTdddfhhhtugOM4mDZtmnd8y5YtOPfcc7F9+3ZMnToV55xzDp555hn86le/wvnnn4+HH3449uInYzd9PT044ahD0dfTAzEyDsB31fRjWgpiSRK9/fVOsV3daKmMbUYIv+0Bc/zSSM+B8HQHcGOdVus3dIsZ+Rm17CTyNcVRZg8PM7bqr2nTShjOlx0ntk7lja0ybhVYvtmShXy5P/Zh/c0elnG2sHxd1DGK2rsJkXwRmuWbHu4chuRpECIgX9lOgaTlicoLv1dAnZObxrhxy7T13Zq3DntzBATXO8o1cnh4ScsroamoTF3dMXvgKEnL0/unRKIV+4i8N++C6yT+b7IR8pVlF6XOkqTlsv/y578JN0YDxytreQahux4ewfvSaJ5m1N9mrLMNpLLh8Ze//AXXX389Jk2ahC984Qu45JJLvHPXX389tm/fjj333BNLly7FvvvuCwD44Ac/iMWLF+M73/kOrrzyyjSqwVhCV2cH5syaCQDehge1JgEQeJlHxev09M/EtW1OqIxtRlqmSGqFokrrOYJcB8QPpZVEvqawAvrGHONiq/7SVipqfQz9roa0shNbZdwqsHyzJQv5tut4wQTrb/awjLOF5euiJHI1WM4m7e9YvulBczgAbpvo8qUGNYB5DBqnPPpM5RzUqAvKImLCsI+2bnjkrcPe3FPL1yKktTwMv1G5mEyTnJN8HF44tLCk5Z5Ffv5zzVbsI/IeJ0rdkNDfZCPkqyctd3N4VOrmeXgkCxMetiZSvb8SxvvS2JBqRv1txjrbQCoeQbfccguEELj77rvxsY99DPPmzfPO3XnnnRBC4KMf/ai32QEAX/nKV9DX14cf/vCHaVSBsYjRsTH8bd16jI6NBReeK59yAADE3PCo8dkuUBnbjP5Sq5VsPPQ5IhjSKtKGB0nM5z4nWuFJ5Gu0kqpjwtLK2Kq/yiTC0D/R/qxa8kkbsFXGrQLLN1uykC9vQPuw/mYPyzhbWL4u1axe3Q2PZP0dyzc95CYDNZTR5Uu9AwDzGDROeYB5fErnU/qcLOmc2tb8WHnrsHGOANn+NZKWa9fTtpDhsEzrJsXK0Xq8uZLSin1E3pFDpG5I6G+yEfL1c5j4fZbsi0xreUmeHfYbCNugNfVnaYzjm1F/m7HONpDKhseSJUtwxBFH4KyzzlKOP/HEE9i8eTMAKF4fANDf34+TTz4ZTz75ZBpVYCxidPcYVqxZi9HdY36iI23hmcanjJXDo9LB+Z/xn9EKUBnbjN/+JF5sgpeUKcZltTaX8Wf9l7OMiRuNJPJV4yib9ZRxsVV/qU6ZwgnQnER+X2Zn52OrjFsFlm+2ZCFfrz+28yebK6y/2cMyzhaWr4sybgmcS560nOWbHn4Oh8rfIihfOW/xcnh4C4/J5kxh9xYglDm5KQdM3BwetubTzFuH/bmno+RrKYiK14cTbJNA7hYh//fnkTIJuimRvQxlJSByn2u2Yh+Rty5L3ZDQ32Qj5EvX1aSnUljS8rj6FrZmV20tT/0tqMfrpRn1txnrbAOp9I0bN27EwQcfHDj+xz/+EQCw55574ogjjgicnzlzJrZv355GFRhL0S0XqHVLEkuS8JBWdg2yGBe9/fV4sXGeow8IInl4yHiTXmzUBIVHpHpIK6YZMCUoV8NFuN/dWLzJXHoZhmkMHNKKYZhWQ/HwEMFz3N81Hhmnn1r9B66pfHo5PLwxaJLywq3UhfBj8bve8kI5F3Zf1fK0z3bF6OFR2ZAoo+Klof9GvY0u/xm6VbsXDksrB3D1xNv0aPcGSIH8Q1r5ayRA8DeZN7LkohAVnSVJyyvnyo56bfRnm/ulWiH4THrPqs7EIbXN4O7u7sAxueFxxhlnGO/Zvn07pkyZklYVGAsReidJErYJ7Zpoz9M/kw8ImezxBn/Emijp4L0Mf8fD3TgJf5C30aKHtIpfdGSMScu1jTnGbmgzFUW4260Si5nblmGaAl6UYRim1VAXgUTgHPd3jUfG6aeJrIPXuHghrepYeNXnIPo5Oic3hrSKWSgbE7jQuaeStByotH/4vIImgtYXecvavcG5iuDfekrkPU6kv0cg+JvMG1l2UcDrs2RfVCbROtxr41XUXxPR31NC+VTPmfsl1nUmDqlseMyZMwdr1qxRjk1MTOAPf/gDhBA4++yzA/dMTEzgL3/5C+bMmZNGFRhL8Re8fWsSeTzJwCq44aF+MnYhX2phCfIiPwdJPTzUz2w3PILfk2zqMY2D9kXSYko5X/lUEhLmUC+GYeon6WIOwzCMrZiMbejf3N01HncO40Ty8ChrIa3q2vAIrYv7PZC0PMQCO3J5ba5s8t8fzOEhvHlD6IYHTVoOoWwiefcajOjkXKUgeK6ZBvlveAh1faNGjtKskTpkCqWmhwlP2k+EHTf2VyEG0qzpTBxS2fA466yz8MQTT2DZsmXesbvuugs7duxAoVDAG97whsA93/zmN7Fz504sWrQojSowFtHZ0YG9Z0xHZ0eH8vKnnzQmX5xOS16rDwTbreOjMrYZahEPyPilyZ6j5/CoNrAOvJy9jbZompJEvjSeJG/IVcdW/aW6WTTEvg6bzNiIrTJuFVi+2ZKFfHkD2of1N3tYxtnC8nWpZvXq5vBI1t+xfNODhiWSf+vylc3ke3hUFh4TtF+1zZKCUOdG1Yy1opcnF0ntIm8dpqF/6HqH2/6Oce6qt7u8nraFnrSc5gEpCuFdn3d+slbsIzwZ5yRLqRsSusHQCPnSdTapx7IvqteItBByT7WcvgL+b4T2L3G9S0w0o/42Y51tIBVpfeQjH8G3vvUtvPa1r8VHP/pRAMC//du/QQiBt7/97Zg9e7Z3reM4uP322/F//+//RUdHB97znvekUQXGIvp7e3DyMW7OlsLgKABzJ6lvXkTB3yRRX0i2JUrLGipjm6FJnuVnkpcUHaDL51QbWOuh1Lyk5RGLTiJf+mhPT0W+A6dmwVb9VdoQwYVRJWm5jLNsad9jq4xbBZZvtmQh3wL3xx6sv9nDMs4Wlq9LtUSu9Xh4sHzTI5C0HEH5ykVsL3l15Xg9Hh6m8akMrwWoi6tA8jm1rcYEeeuwZ+TnuNsT8hht/1pJy+X1BW+dQ3hJ0E06UYA/X8lb+q3YR/ibhflIU+qGhHoBNUK+Xh8AqrOVujnqZ9yxtBDhmxr0U6kPzPmM0thcbUb9bcY620AqGx6HH344Fi9ejPe97334whe+AMDt7I8++mjcfPPN3nUPP/wwLrjgAgwMDMBxHHzxi1/EkUcemUYVGIsol8sYnyihs6NIXDXVT7pjm8TDo90t6KmMCwXbbGp8PMsV2f5InrS8TEYEpjio+vXudZWk5drxWiSRr8lKSn5vN/2sha36SzfjiiI43JVHyg7JR5RX5WJiq4xbBZZvtmQh33YdL5hg/c0elnG2sHxdwsae8u+k/R3LNz3kHMYLWyREQL6ynWTy6qJn4JekvPB73brIuZGaDzHpO9K7z7KXa946TL01lPUO+O0fNq8IJC0nayTunMMc0krOVahXSF60Yh+Rty4H1zf832Qj5CsQ1FnZF8m1lLhrKv6zzdtI1fod3dtJv6cemlF/m7HONpCapK666iqsXLkS1157Ld7//vdj8eLFePjhhzF9+nTvmu7ubuzatQv7778/vvOd7+Caa65Jq3jGInYNDeM3D/4Vu4aGDTkc1CRe8ntUghsdyQeEzQyVsc141i7yM2FsStciibp8OlU9RQKh1MhAMgpJ5BsWW5I3PILYqr8BDw/dWtLTq+qxmG3AVhm3CizfbMlCvpxY1Yf1N3tYxtnC8nVRQ1qJwLmkC3cs3/QQQigeHkBQvoHQRvLeROWF3ysQPiere8Mj5n1Zk7cO0zmvt95RCTkl279WSCt5PZWpd69WDiDnKiI0XFCWtGIfkfc4UeqGhLZzI+Trb7iJoIeHDE/uXRtPSiLkHrmeY1rXCTOQTmNDqhn1txnrbAOpBgA75JBDcN1114WeP/roo7F+/XrsvffeaRbLWIz/8tc6yZAd25rPEyGfddSRyY5gaKnkg/ewAYG5XP86+pmlxYYy6dS+pxFrkske2kpmDw8XGtKKW5ZhmgNbF2UYhmGSohjb6Iup4P7OBtxFa6eq0Zc8Lr0vPA+PBA1Yy2I6bE7mLTzGLa8Ob5RWwpsjOIak5YiZtFyeF/6cw9SuiocHzzXrJu9xIg0xB9TOUZo1dMNNGvd5OTy8kFYJk5aLkD5J+1TPcdJypn5y9YXp7OzkzY42w0seLTtJeRzJ4mkXwj6557MSv/39Da8kbRWIcVkj+TkddMpy3edkpyhKHGVSTgHCukR+jBk9lrHebkoOD+867nwYphmgMbEZhmFagULId/dvkem4l4mGEg8/pDn8HB6Vv4V6PG557jOC99L5VCCHh3df0vLi3ddqSHkref5QyUPpOMa5q5/DQz5DWyPxNkscsm5C5pjC39jkuWb9+OPEnMoT/hoJUDtHadZITyHPs8ghazlQP5P0E6Z79DU95Zwwtwm/15g4cN/IZIpnuVD5pFbRiTw8vBBWqjWJbYnSGBe9/WlsyrjPIeOBmhYQfig1xyuX1icLRJXvrJ3NAW0n6SaunK/8qcRizqdqDMPUCXuEMgzTaqghrYLneH+38QjhjhureafLdiohhaTlVd51AsIbvwY9PPxrYpVHnt3OeMZ2NOxtZUOiDDl3Nc8rZLsLco/8202Cbl43kYvIjUha3ook/Q0kLg/+GgmQPPR3WrgbZwIF0mdRYz+gnhwe4V5n9DNwj6E/4/caE4dUQlqdddZZie8VQuC+++5LoxqMhfgvfxc/RmXCDQ8R8pm4hkyW6O1fT0grZUAQ4TkCfiKwxoe0yq5cJj3oALda0nLq4cFtyzDNQZIxB8MwjM1UWwRigxs7kNbS1Yy+PAMxPWl5ggb0jAJNC4iCzMmdlJKW81wcgNqGdFHYa3+EJy3Xk5x7bSH8JOim9vFCWoHnI2mQ9zhR6oakXCNHadbINQvaZ3lJy72QVpVrYz87QdJyqL8F/R6GiUIqGx4PPPBA4ns53mDrMXVSPy48/SR0FIt4ZWQcAA0tZEhaHkMH9E6x2qCulaEythlvw4NsPCQdvHt5YBxfh2qVHcjhEbG8JPLlpOXRsVV/qW5KN3HlfOWzGZKW2yrjVoHlmy1ZyNc0aWpXWH+zh2WcLSxfF3W8KQLnknZ3LN/0MOVw0OXrLZZXPmX4lkRGYtqnfk4xQjMsIsZ9R9r6bs1bh+W/3w0FpK53OI7Zel9vd3k93USqmrRcuPeY5ixZ04p9REM2PPQIFpXvjZCvv+FGkpZ7eq3n440nJRFyjx69xVQfQG2TNNqnGfW3GetsA6lseNx2221pPIZpEYQQ6OxwVSvQSSoxLYX3PSp+TFPz3+0ClbHN0Him8jNJWxVgyMdR421XEMENj6gxH5PIl9ZHGYzGKLddsFV/qW4WKxMI5bzszxyqU3Ziq4xbBZZvtmQh33piorcarL/ZwzLOFpavix7PXz2XPGcRyzc9vBwOIBsZmnzlcS9pubcImKw8ICQmPmjyYS0HTIJ5uXt9svuyJm8dNuf5c+sRlsNFb3c9PJW3WQJz7tMifA+PvMc2rdhHJMkvW295YTlKGyHfAtEn2WfJvshfU1HD7kV/dnieDvqpnhPGsXsaufiaUX+bsc42kIrErrjiijQew7QIg8MjePKZ53HMoQdACHcHMmBpL8w7trXQrUjy3om3BSrjSX29ja5OKNQiHkgem5K6YEe1rJfWCbJc+ZwoJJGvYnlAChJCWGf11Ghs1d+g1ZT5PE1IaKuXoq0ybhVYvtmShXz13F/tDOtv9rCMs4Xl61LN6rWeuP4s3/QwWenr8pUtpSctTzLG9OfKBotpbT5l9PCIW14d3ihZkrcOe2FvHXWu6iaKV/NwgJwH/HYX0BM1C89jxG8fdZPTS1yecwO0Yh/REA8PsuVBf5ONkK8Q/iZD0MOj8hlzTYU+23RLNZlLbxO9vDTapxn1txnrbANWbcZ/6Utfwtlnn93oajB1MlEqYcv2HZgolXxXzUrnqMe0BOJ1mKFJyy1ddMwKKmOboUmegeSxKQVo4nP/WM17Km/lMkkGF4Uk8g17YQvDsXbHVv2lulkUQfdarz9DfJ3KG1tl3CqwfLMlC/kmGXO0Kqy/2cMyzhaWr0v1DY/kYxSWb3rIOQzNw6DL11/4rnh4hCwORi2PfqrnBJkbmfUnSaiaJPdlTd467M154QRycpQdcw4Xvd3l9XQTqew4blt5m2D+/VJPwvIjZEkr9hGmTaWsyyv7+x3Kb7IR8hXkf9lnFQNrOf61sZ9tuKlqfyXM59NonWbU32assw1YteGxatWquvKBMPZB41kCaqKjJBYheqeX9048Ew/ZLrT9k7SVgCEPTI2BdRKvkHrgDY/mh7ZTwTDcDbPeYhjGfni8wDBMq1F1w0PwBq8NyDmMU8Xoy18sdzGNQaOXpxoFBupS+e6klbQ84X2tBp3z0jmCnI+aPTzcI94islDnjbK9QnN4gCQtT+ef0dbkbRhD1yqA4G8yb6guyT5LehvVu6YS5nFYbcM0bL2QdZ2Jg1UbHkzrIQKdpCFpeYxuS7dukJ0jd3x2EtjwQLK2UpKWa8+uVrZpoy0rPF3UCuFBaPOgTCIMCwX+Bq6Ti04xDJMetobdYBiGSYoS5kMbtPD40w5oDoew9pDHlVwOCRuv2rsuENIq4n1Vy9M+2xVvzuuoxnnKpkXIvKLskPURatUuN0scs5xljpACWP5pkPc4ka5VAMnXSdLC2/Aw5J1xHDUfb9yNGRFyT7W1PH3zz78nVtFMm8MbHkym+Am81MVqNT5l/OcFPrnjsxIvaTlJOJ6krZQE5CTxfdV7tHJpfbLA10m1jHqSRjL5oicC1HUsLCEhwzD2448X+EfLMExroCRyDZzLP5ExE8TL4eCEz13kcRmoxB2DJmu7anNjty4u+pwsybzcvT7Zfa0GzXVA56oFkMVj/Z7KZwnq9TTxvL/wLOXsC1rOVQTPNVPB+w3kWJ6+4dHI35HM30H7rNCk5bH7ifA+iX4G6kO++/ewrjPR4Q0PJnV6u7tx9CEHoLe7O5DDQXfxlN+jou/ytqtVCZWxzXgWS5WWp/Fr4z5H37yoNa6T1gluufHyLSSRb5gu1pM0slWxVX9pO5niJ9P+zI9hamfr2irjVoHlmy1ZyJeTlvuw/mYPyzhbWL4u1RK5CiESW8KyfNNDwB03Ugt/Xb7SyjmVHB7e/NpgTQ11Ti60c0D8cm2di+etwzSqBZ2rCuHOQ01hneXfXg6PyvU0Z6kXDk27B6joiWiMN1cr9hHUsyaX8oS/RgGov8lGyFd6Ybj1cusjc3h4ayrk2vjPNhwX6mfgHoMHSBrt04z624x1toGORleAaT26uzpx4NzZAACxexwA6SSlG5xINkDywwbJT/kM24ZZ2UJlbDOyVahVQJK2EoIkLdeeXa1sudESdZNEkkS+YS/sRgxCbcdW/aW6Kd3E1fMurvWW3UnLbZVxq8DyzZYs5MshrXxYf7OHZZwtLF+XaotA9Yw/Wb7pIcMS0YTEunw9AzHpGSCSL+pVm1+7xmBmI7Skc2pb5+J567Dfhg7KxMBCQLZ/MIeLbhgqoP5u3fmvo7QVfULB2+xIvrmZlFbsI/LWZakbEtrOjZAv1T/ZZxU0HU0a0jl0w0P7DLvHtDlbD82ov81YZxtgDw8mdcbGx/Hixi0YGx83LHi7hHVgtdDvyXsn3haojG3Ga39qTZSgreiAwCFxTmveY/AsikIS+YbpMyeNDGKr/iqTCIOGhVlv2YitMm4VWL7ZkoV8bbVCbQSsv9nDMs4Wlq9LtUWgejY8WL7pIecwNCGxLl9vsbzymUrS8hCLacUIjVyUdE5t67s1bx1WjaL8Y4IcC5tXUGM+fY3E1qTlrdhH5K3L+oYH/U02Qr6+h5HfZ4UmLY/bT4gaScsNZ/XNP/2eemhG/W3GOtsAb3gwqTM8uhvLVj2L4dHdwRwOMhkbSHzKGD1mMIeHUP5uF6iMbcZr/8rfpvilkZ4D4SfL8p5dq+zgyzlq2UnkG6aLHEM5iK36q+TwEEEdo4nb4upU3tgq41aB5ZstWcjXH3Ok9simhfU3e1jG2cLydakW1zwsZnoUWL7pQedCsj10+fpW1H5Iq6TjS5r/IXAOWl5F5VyyOXXS3B9Zk7cOKzk8vDwHAgUhw1KFzyv8ZPXCy6MA+O1F7w3OVWTehXwboBX7CCnBvHRZ6oaE5vlphHwLcHNmUJ31Q1pp6zAx9U0+N3C8Sg4g9bcgAvfUQzPqbzPW2QZsXathWgTf2iEYWihJPG09bBCHqLCbgIdP0hwehs2LWs9RvULkc7LTFF8n1TIE4ltBMI2BNlPRYImiWG8Z7mEYxl6qWZExDMM0I4qHhwie4/6u8VDvjbDWkMe9pOVCJJ6zVLNSV+ZToSGtYpbHc3EA4XMEk5eGfk9Ju55atfv3ynUT/ylyrsJzzXQw5YvItDzoHh6NbUesj4fKAABA00lEQVSaD8aprN4VA8aryUI6h3khVe2vQs6zqjNxaNoNjyVLluDcc8/FrFmzMHnyZJx66qm48847Yz1j165d+Kd/+iccfvjh6O3txdy5c/GBD3wAmzdvzqjW7Qcd5NHPMBe1qM8LfHLPZyVe+1d2HMpI1lYCRIcixo4UEKTc7PMthL2ww1w4Gfug7VSAoS0rn2XQfETcugzTDFQL88EwDNOMVFsEErzdYQXeorbjhLaHbKmSFwkh+ZzFnxsHn6DMp2AOExN3XFttwbKd8MJTOU4gJ4eeh8O/x6VE8gLSjUoBUbnXnLS8oNzDpEGespS6Iam2KZoH7saZ8PqJMvE4kTpN8/HGerYw31N7wyM4dmddZ+LQlBsed9xxB17zmtfggQcewMKFC3HGGWdg2bJleMtb3oLrrrsu0jMGBgbwmte8Bl/84hcxMTGBiy66CJMmTcLixYuxcOFCvPTSSxn/K9oD2Tn5Ia0qx8m5OJ2Wbt3AFpt247U/5GfCpOWIn4+DWk3kYY0fuuGRcblMetBJnpsIUG05z3rLSW7hwjBMY+BFGYZhWo3qGx7c39mAb/wV3h70GsBPRl1PeeYFRDVEsEl/klhuA2wAROe8AQ8PxzwH1tvds7AnayQytJAe3QIgScvZuC41pDzzKksPadXwDQ+oekdDtdHPJP1E2KZG2PPk70E/z7rOxKHpNjw2bdqE97znPejv78cjjzyC3/zmN/jlL3+JJ554AnvttReuv/56LFu2rOZzrrvuOixbtgzvfOc78fTTT+PHP/4xVq5ciY9//ON4+eWX8cEPfjCHf01rUiwWMX3KJBSLRX+BUPuknV68DY/qn+0ClbHNBNo/aUgrGFwpawxGdLdtWp9aJJEvb3hEx1b9Va2mRDA8BHHrjatTeWOrjFsFlm+2ZCFfDrvhw/qbPSzjbGH5ulSzeg2zqI0Cyzc95NixTL7r8pXtlErS8ipheZT5lKMuwCcOaaV92kLeOkznvEoIb0HCUoXMK5QIGNoib82k5aI+j6CktGofQeWfR1mBpOUw9xG51Ae+DspcNKFJy2M/OyRpubeRFzyrb/7p99RDM+pvM9bZBqza8HDoFmcI3/jGNzAyMoIPfehDWLhwoXf88MMPx4033gjHcXDzzTdXfcauXbtwyy23oK+vDzfffDM6OjoAAIVCAf/6r/+KAw88ED//+c+xZs2auv497crkvl6ccfwxmNzXa+gkSVKuyrFYScuF/imUv9sFKmObMb0kk7RVQQhDsqxaZRuSlkcsO4l8w3TRTRrZZgpaA1v1N5AIUD9f+XTgxNapvLFVxq0CyzdbspBvkjFHq8L6mz0s42xh+bpUS+RaQPKJPss3PWQblBzH+67Ll14DyGTU9ZVnTgIcPidLmnzc1rl43jrsWcITL3A3CbTwNi3C5hV+KDP3erreIY2sCto9gJyrVDY9ch7btGofIRN351WWnsNDtn0j5CuThFOd9ZKWS88wx7823rNDkpbLfsd0D2kLJQpDCltSzai/zVhnG7Bqw+Of/umf8Ic//KHqNb/85S8BABdffHHg3MUXXwwhBO65556qz1iyZAmGhoZwxhlnYPr06cq5YrGI17/+9UpZTHI8ixWZS0EJaRVugRL6vBqfjF0E2h/JPTzixo5U7vGOZacpvi6KwHHWz+aAtlO1pOVlR7XGYhjGfni8wDBMqyFCvsu/OdBN45EtUHLC5y70GkCOQZO1XbV3nT43MulPq3h45I03R4C+3uHn9QibV5TI3JbOG2V7leH46yZEiZSk5en+c9oW6lWQeVnaZkK1sHe51If8L3VWJi33c/9klLTccDLM24Z1nYlD6hseS5cuxapVq7y/v/SlL+Gss84K/P+2t70N5XJZuffwww/HmWeeGfpsx3GwcuVKAMD8+fMD56dPn469994b27dvx8svvxz6nBUrVoQ+AwCOPPJIAMDy5ctDn8GEs2NgEP9z/0PYMTCYfUgrg5tbO0BlbDOB9k8lpJX67NB7qFeIE+/lnES+YfrMSSOD2Kq/tJ0KMLmeu59qSCs7W9dWGbcKLN9syUK+SYwsWhXW3+xhGWcLy9dFCWkVGLMEQ3NGheWbHn64Kj/xtC5fP7RRCknLvblx8AnKfEqbk1W7r2p52qct5K3DUm6O43uBywXb8JBW7iddRHbvkeMV4XmVm+RcAAKbJHnRqn1EriGtKp90jSOsj8irPqLiMaR7JWWWw6PKWp77ezD0Yyk0UDPqbzPW2QY60nrQzp07ccUVV+AXv/gFPvrRj+Kmm24CAKxatQoPPPBA4HohBI477jhcffXVkcvYvn07RkdHMXnyZPT39xuvmT17NjZs2IBNmzZhzpw5xmvWr1/vXRv2DMDNFxKXx5Y9joGhYe/vjmIRBx6wP2bN2gsDw8OB66dNngQAGBgeQalUUs719XSjq7MTu8fGMbJ7t3Kuo1jEpL5eOI6DnYNDgedO6e9DoVDA0MgoxicmlHM93V3o6erC2PgEhkdHlXPFQgGT+/sAwPhjmtzXi2KxiOHRUYyNq8/t7upEb3c3Jir/joGhYaDkbmotXrcVD2wfwurhMQDAzsEhjI+PAwAmJkoYnyihs6OIkd27sXtsXHluV2cH+np6UCqVPBmNjU9gx8AgBkbdawUEBoaGUdI20fp6etDV2YHRsTGM7h5TznV2dKC/twflchm7hoJtM3VSP4QQGBwe8f5Nkt7ubnR3dWJsfBzDo2rbFItFz9XMLMM+FIshbdPVhZ7uLoxPTGBoRG2bQqGAKZW2GRweAQBF1yb19qKjo4iR0d3YPa7LsBN9PW7byHslAgJTJ7u/p11Dw4GNyP6eHnR2dmB09xhGx+LJUL4VP/vMBkwuCjw6sBuO48pFyjCKfpfKZfx5+yDevfwFjJT9QWE1GQo4uHvTTqwdHMGWcfffNDQ6CkzuAQDsHBgigYkqMuzrRUex6OkKlW93Zyd6e7oxMVHC4IgmQzKpHHfKSrs7Thllxy2/mgxLpXJ79hEVCkJgyqSKHg4OeV5Bkv7e3kh9xICm3wCRYY0+gv7mxsfHvV0Nqd9jFd371kuvoL8gLa3AfUQdfUSUfjZ1/ZYyHJ9w+wQClWHafcTUSVVk2NuDzo7qMuQ+or4+QnR2AQCGR0cD9YraR7TSOEL+eyncR7hwH+HSbn1EGuOIvPsIuu4zMDSMHSX33zW5rw8CQKlUCsiY+wiXvPqI4RG33F9t2QXHcZQ6SvkOjLiy/PXWAfeE4y430raL2keUK2PVsfEx734pQ8dxMOE4ePfyF/DIzlHs01XEjoFBTJs8ydMl9x3px4iv1UfI+Q/Vv0gybLE+QvS47+z/evEVFCrvhV2DQ9g9No6NuycwWnYwv69L+fcMDrm6/ttXXP3bOTiEsfFxlMvu79Zxyrhv2xBKDjA2No4dA4MYJr9Zp1x2N1QcBxOlCeXZPI7widNHCMedr+8YGMy8j5C/uXcvX4eCAB7fNYIj+7qMfYQky3GEu9njYGJiAv87NIbBkuOt131vww48tmsEzwy6/5Zdg0Po6HT7iSjjCMDVU10XnY5OAMDuin5TyhX91vuI4ZFRDAx11tVHSHT52j2OcIx1tnmusXNwKJC2Iq0+QpdDGKlteFx66aW47777MHfuXCW3BuD++H73u995fz/22GP49Kc/jX/5l3/BBz/4wdDNC52hIbej6evrC72mt9dttMHB8J2vWs+J8oww3vue/xM4dt111+H/Xv0pLFn6ZODc373mVADA46uexfZdankLjzgE++69J17evBXLn31eObfn9Gk4dcGRmCiVjM89/7QT0d1VwFPPPo+Nr2xXzh110P44eL99sGX7Dixd8Yxybuqkfiw68VgAwJ8eWx74kb/mpAWY0t+H1WtfwroNm5Vzh+w3B0ceNA+DQ65yLlv1N5Qd4ET0Yd1AGTsqjzq1UMLDjy3HLHRif3Rj3q5t2DkwAzOnT8XzL23Es+tU75z9Zs/CcYcfjKHR3ThocAdeRBf22LIRS7a+hHEIXDprLuZP6sZj/7si8DI64ahDMWfWTLy0cStWrFmrnNt7xnScfMwRGJ8wy/DC009CZ0cHnnzmeWzZvkM5d/QhB+DAubOx6ZUdWLbqWeXc9CmTcMbxxwCA8blnn3wcJvX14unn1+GlTVuVc4ftPxeHH7Aftu8cwMNPrlLO9ff24LWvcn9bTz7znCdjyekLj8YeUydjzYvrsealDcq9+8/ZG8ceeiAGh0cCdeooFvG6M04GACx9anWggz7p6MMxe+YeWLdxM1Y9t045t8+eM3Di/MOwe2zc+G894VUn4NVT+/DEjkGUKptfx8G9dsFhB2HePnth49ZteGK1mi9nxrQpePVx81F2HCxZ+iQOdbrxsNOJByod9cmT+3FUfw9Wrnke67e8otx7xIH74dB5c3H+5G788ZUBPFDRx6PgYMua54E9jwMA/PnxpwIvhTNPOAbTJk/Cixu3BOR70NzZmH/IAdg1NIw/LVO9v7o6O3DCMUfj+Mk92GtkSJHFKeVuHN85DQCwdv1GrF77knLv3L1m4vgjD8XI7t1t2UdIerq7cN6pJwAAHn5yVeBlf9qCoyL1Efq/tSAEXr/oFADAYyufrdpHDPztBRyGPkyHgz03b8SiXvfdJPsIxwFehT68tMvVm7OmTcbsrg48vvxv3Eck7CMuOvNVKAqBJ1avwSs7dinn4vQROueecjx6e7qxcs0LoX3E1p278JflTyvnJvf14qyTs+kjLnj1SQCAvyx/OjA4POWYIzBrxnTuIzLsI4497CC8feYklJ5fiyVr/YlGnD6ilcYRgCpfgPsICfcRLu3WR6Qxjsi7j9ivpxNHYQICwN+Wr8JLlRW0s08+Dm/cczK2btoSKJf7CJe8+ojdEw4ORS+Gh0s4DhPKIo6U74gDHI1+TIwJXDBjEs7u78TaCVWOUfuIUzvK2IQSpm7aiCWb3b5C9hHH9HTgYEzggc07AQAHjY1hydLN+LvXnIpJxQLO7Sxj/LnnseR5/x1Zq4845shD8aY9J+Nvy1dhnWZ53U59xIVnvgoXzZyE1dsGUCqXcRzKeOp/V2IqOrBf91R0dBZxQrGs3DvoAMd1TgUE8Lo9+vHXZU9hL3RgAYpYsvRJHFXuxppJU3HilF5M2rYVS15Yg0GngEPRixlwcKyYwIy9pqJrdBTrN27CkqUbvWfzOMInTh9xltODzhdfxJKXSpn3EcdP7sWhooQ/bnF/j50A5o0PYnB4lnetLt8sxxFn7b0PxsYnMLR+A1Y6XegGMHXzRpyKTuwq9eCRXSMYHB7B8ZjAE0+s8PJ7RBlHLJrai7XrXg7I8exTTsBb95qCns2bsOSZHcq5V+05Gz17TPH6iNPRi40oYPi55/HYlt66+oh9Zs0wytfmcYQcb+p1tnmu8dATKwIbTmn1EU+sVP89YQgnSqbwGvzqV7/CRRddhFNOOQW//e1vMWnSJO/c5Zdfjh/84AcBi6JLL70UP/vZz/Cf//mfeN/73hepnPXr12POnDnYe++9sWHDBuM1r371q/Hggw/i/vvvx6JFi4zXvPe978Wtt96KxYsXG8u+9957cc455+DMM880eqeYWLZsGY4//njccuu3cOhhh3nH29HDY+uOnXjw8RVYeMTB3rPs3i1tPsvMlzZtwWMrn1Vk3OwWFZRGW2Zu3LoNjy5/WpEvW2a6cB/hw32EC/cR3EdQuI/wsbWP2DEwiCVLn1TkC3AfEZAh9xHcR1TgPsKF+whNhgn7CLmYo8uX+wgX7iN8uI9w4T7ChfsIl3r7CLk5psvX5j5i284B/GnZ8kCdbe0jgGw9PB5ftgyLzjgdjz32WMDhgpKKh8cPf/hDCCFwyy23KJsd1bjuuuvw05/+FL/+9a8jb3jIZ4+MBBVIIs9Vq0et50R5RhjHLzwuVOBSyU1IZTPR3dWpuF5RhBBVn9vf2xN6rquzA12d4fdWe25fTw/6Qh7dUXTd2yb39xmfITsRE73d3ejt7jaeKxaL1WVIfvg6PV1uh2miUChUfe6kKm3T1dmJrk5z2wDVZVitbTo7OiLVySTj3p5u9PaYZdhRQ4ZTqsmw2+3YTNQjw6z0u7OzA9Oq6LfsME3If6dJvh0d2ciwWKwuQ+4jXLiPcOE+woX7CB/uI1y4j3Cp1UcA4fLlPsKF+wgX7iN8uI9w4T7CpZ4+AgiXL/cRPtxHuHAf4cJ9hAv3ET5J+gi5WREmX8DGPkJ495ueb2MfMbWaDOvsI6rJUXlWpKtq8NBDD+HII4/EUUcdFfmeo48+GocddhieeOKJyPdMnjwZkydPxs6dOzEyMuKFnqJIz4+w/BwAvNweGzduNJ6P8gwmnMl9fTj75ONCOwGmfljG2cLyzRaWb/awjLOF5ZstLN9sYflmD8s4W1i+2cLyzRaWb/awjLOF5ZstLN9saUb5NmOdbaCQxkM2bdqEQw891HjOcZyAG4vksMMOw+bNm43nTAghvE2VVatWBc5v27YNGzduxPTp00MTlgPA/PnzAQArV640nl+xYgUAd1OGic/mzZvw1a98GZs3x0/6zkSDZZwtLN9sYflmD8s4W1i+2cLyzRaWb/awjLOF5ZstLN9sYflmD8s4W1i+2cLyzZZmlG8z1tkGUtnwKFZcBk18//vfD8SPkziOUzUBuYkLLrgAAHD33XcHzt19991wHAcXXnhh1Wecfvrp6O/vxwMPPICdO3cq50qlEn7xi19ACIHzzz8/Vt0Yl+eeX4vPf/7zeO75tY2uSsvCMs4Wlm+2sHyzh2WcLSzfbGH5ZgvLN3tYxtnC8s0Wlm+2sHyzh2WcLSzfbGH5ZkszyrcZ62wDqWx4zJkzB2vXro1939/+9reqnhgmrrrqKvT19eGmm27CQw895B1fvXo1PvvZzwIAPvnJT3rHN2zYgKefflpJct7X14d3v/vdGBgYwPve9z6MVZL2OI6Dq6++Gs8//zwuvvjiUK8VpjoyWY6eNIdJD5ZxtrB8s4Xlmz0s42xh+WYLyzdbWL7ZwzLOFpZvtrB8s4Xlmz0s42xh+WYLyzdbmlG+zVhnG0hlw+Poo4/G//7v/+Lll1+OfM/q1auxatUqnHzyybHKmjt3Lr7+9a9jeHgYZ5xxBs455xxcdNFFWLBgATZu3Igbb7wRxx57rHf9NddcgyOOOALXXHON8pzrr78e8+fPx49+9CMceuihePOb34wjjzwSN910E/bff3984xvfiFUvhmEYhmEYhmEYhmEYhmEYhmEaRyobHu94xztQLpcDmwrVuOaaayCEwNvf/vbY5b373e/Gr3/9a5x++ul45JFH8Oc//xkLFy7EXXfdhU9/+tORnjFlyhT86U9/wj/+4z8CAH7xi19gbGwM//AP/4CHH36YE5YzDMMwDMMwDMMwDMMwDMMwTBPRkcZDLrzwQhx66KG44447MHPmTHzlK19BR4f50aVSCVdffTXuvvtunHnmmVi0aFGiMs877zycd955Na+7/fbbcfvttxvPTZs2DV/96lfx1a9+NVEdKCMjIwDMydTbjWdWr/Y+J/fHy9HCRINlnC0s32xh+WYPyzhbWL7ZwvLNFpZv9rCMs4Xlmy0s32xh+WYPyzhbWL7ZwvLNlmaUbzPWOUvkurtchw9DOI7jpFHg448/jjPPPBNDQ0OYN28e3v72t2PRokWYM2cOHMfBxo0b8dBDD+H73/8+nn32WcyYMQPLli3D3Llz0yi+4dxxxx247LLLGl0NhmEYhmEYhmEYhmEYhmEYhmlJvv/97+Md73hH6PnUNjwA4KmnnsI73/lOPPHEExBCGK9xHAcnnXQSfvSjH2HevHlpFd1wtm7dit/+9rfYf//90dvb2+jqMAzDMAzDMAzDMAzDMAzDMExLMDIygrVr1+K8887DzJkzQ69LdcMDcDc07r//fvzgBz/AX/7yF7z44osolUqYM2cOFixYgMsvvxznn38+CoVU0ocwDMMwDMMwDMMwDMMwDMMwDMOkv+HBMAzDMAzDMAzDMAzDMAzDMAyTNw11s7j//vvxlre8pZFVYBiGYRiGYRiGYRiGYRiGYRimBejIu8AdO3bgtttuwy233IJnnnkm7+IZhmEYhmEYhmEYhmEYhmEYhmlBctvweOSRR7B48WL8+Mc/xujoKBzHQaFQwDnnnJNXFRiGYRiGYRiGYRiGYRiGYRiGaVEy3fAYGhrC97//fSxevBhPPvkkADep+ZFHHokrrrgCl112GWbPnp1lFRiGYRiGYRiGYRiGYRiGYRiGaQMy2fB48skn8V//9V/4wQ9+gMHBQci86EIILF26FAsXLsyiWIZhGIZhGIZhGIZhGIZhGIZh2pTUkpbv3r0b3/3ud3HqqafiuOOOwze/+U0MDw/jggsuwF133YVTTz0VAHizg2EYhmEYhmEYhmEYhmEYhmGY1Ellw+MTn/gE5syZg3e961145JFHcPDBB+OGG27ACy+8gHvuuQeXXHIJOjs70yiKsYxFixZBCIHbb7890f1r166FEAJz585Nt2JNzpIlS3Duuedi1qxZmDx5Mk499VTceeedxmsff/xxvOlNb8LMmTPR09ODQw45BJ/85Cexbdu2nGvdXMSR8fTp0yGECP1/dHQ059rbTxT5XnnllVXlKv+/8sorG/OPsJg4+vvggw/iDW94A2bMmIH+/n4ce+yx+H//7/9hZGQk51o3L0uWLEGhUMC3vvWtqtd973vfgxAC9957b041a35qyXbNmjW44oorMHv2bHR3d2PevHl4//vfjxdffDHnmjYnteR77LHHVu1/n3766Zxr3HyEyfhzn/tcpHfcokWLGlPxJqGWDj/11FN429vehr322gu9vb044ogjcO2112L79u0517Q5KJfLuOWWW3DKKadgypQp6OnpwWGHHYZPfepT2LFjR9V7t27dir322guXXXZZPpVtUuLK+P7778f555+PadOmoa+vD/Pnz8f111/P47QQ4sh3+/btVfvfvffeuzH/CIuJKl+5DlTr/8997nMN+7fYStw+4p577sHZZ5+NqVOnYsqUKTj55JPxrW99C6VSKf/KNwGO4+DWW2/FCSecgN7eXkydOhWnn346vve979W8d/fu3TjqqKPw6le/OrP6rVu3DsViEUIIfOxjH8usHCalkFY333wzent78eEPfxjveMc7cOKJJ6bxWIZpS+644w5cfvnl6OjowFlnnYVisYj77rsPb3nLW7BixQp8/vOf96598MEH///27jwuqnr/H/hrhmHfxFQQXBClCFOvgmhiLC7hLqaGRmaaW4ul19Jv3bpZWVrZcr2poSbcNJFM3ElzQbFEyJRcMFTEBRNIwQVZBOb9+8PfTCKDMDgzMPp6Ph780TmfOfM+b0/zmTnv8/l80Lt3b5SWlqJz587w9PREWloa5s+fj9WrVyM5OZnFJB30yXFmZiauXLmCli1bIigoSOfxLCwsTBW6Wahtfnv06IHy8nKdx6ioqMD3338PtVrNkYF30Of6Xbp0KaZMmQK1Wg0vLy889thjyMjIwOuvv464uDgkJCSgSZMm9Xg2DV9GRgZGjx6tnZ6zOvv27cNLL71koqjuDzXl9uTJk+jWrRsKCgrg4+ODxx9/HBkZGYiKisLq1auRlJSEjh07mjhq81FTfktLS5Geng4XFxcMGDBAZxtnZ2djhmj27pbjjh07IjIystrXrlu3DkVFRezj7qKma3jLli0YMWIESkpK4OHhgb59++L8+fP44IMPEBsbi61bt6Jt27YmjrrhUqvVGDFiBNatWwc7OzsEBATA3t4eqamp+OSTTxAfH4+ff/4Zrq6uVV5748YNPPXUU8jLy6uHyM2Hvjles2YNIiIiAACPP/44mjZtitTUVPz73//G2rVrkZSUBCcnp/o8pQZF3/wePHgQAODj4wM/P78qx2vUqJEpw2/w9Mlv3759q73PUFhYiA0bNgAAOnfubMpTaPD0vYbfeecdzJkzBwDQvn17tG3bFr///jsmTpyI9evXY82aNbC1ta3PU2pwpk6dioULF8LOzg5BQUFQKpXYu3cvnnvuOSQmJmL58uU6X1dRUYExY8YgPT0dgYGBRosvOjoaarUaNjY2+PbbbzF37lz+GxqLGIBSqRSFQiFOTk4ybNgwWbVqlRQXF1dqExISIkql0hBvRw1IcHCwAJDo6Og6vT4rK0sAiIeHh2EDM1M5OTlia2srDg4O8ttvv2m3Hz9+XFxdXUWhUGi3l5WVibu7e5X8l5WVyYQJEwSAPP3006Y+hQZPnxyLiKxZs0YAyOuvv14f4ZodffNbnXfeeUcASEREhDHDNTv65DcjI0NUKpUAkHnz5olarda2/+yzzwSAjBw50uTnYE527twpzZo1EwACQJYuXaqz3erVq8XBwUHbbvv27SaO1PzUJrcBAQECQN57771K1+97770nACQgIMCUIZuV2uT3119/FQAyYsSIeojQ/NX280GXb775RgBIYGCglJWVGTFK81VTfvPz88XZ2VkAyNSpU6W0tFS7Ly4uTpRKpXTr1q3SZ8eDbtmyZQJAHnnkEcnKytJuv3btmgwePLja7wVZWVni7++v/beIjIw0YdTmRZ8cX7p0Sezs7ESlUlX63lBUVCQDBgwQADJz5kxTn0KDpu81/OmnnwoA+eqrr+ohWvNT18+IO40ZM0YAyKxZs4wYrXnSJ8c7d+4UAGJhYSErVqzQti0rK5Np06YJAHnjjTdMfQoNWkJCggCQli1byrlz57Tbz507Jy1bthQAkpCQUOV1ly5dkn79+mn7ucDAQKPEp1arxdPTUxwcHGTq1Kn3dC+VamaQgse5c+dk9uzZ0qZNG1EoFKJUKsXZ2VkmT54s+/fvFxEWPO5XLHgYluYm7//93/9V2bd8+XIBIGPGjBERkZ9++kkASHBwcJW2ubm5AkAcHR2NHbLZ0SfHIiJvvvmmAJDY2FhThmm29M2vLnv37hWlUiktWrSQq1evGitUs6RPfmfNmiUAJDw8XOexwsLCBIAcOnTImCGbpdzcXHnxxRdFqVSKSqWSVq1a6bzhdvr0aYmIiBAAYmdnJ66urix41KC2uT1x4oQAEE9Pzyo3LCsqKrQFpsuXL5sy/AavtvkVEYmKihIAMnfu3HqI1Hzpk2NdTpw4IXZ2duLo6ChnzpwxcrTmp7b5Xbx4sQAQPz8/qaioqHKcyZMnCwBZv369qUJv8AIDAwWAbN68ucq+v/76SxQKhVhaWkpRUZGIiJSWlsr8+fO1hSUvLy8WPGqgT46XLFkiAGTs2LFV2qakpAgA6dChgwmiNh/6XsOjR48WAJKcnGzqUM2SvvnV5bvvvhMA0qVLFxb0ddAnx5rfGNOmTavStry8XHx9fcXS0lLy8vJMEbpZeOaZZ6q9P/nxxx9rH5LQqKiokOXLl0vz5s0r9XPGKnhoilhDhgyR/fv3CwDp1q2bUd6LRAyyhkfLli3x7rvv4vTp09ixYwdGjx6NsrIyLFmyBD169ICvry8yMjIM8VbUwGnmK3777ber7ON6HTXbsmULACA8PLzKvvDwcCgUCmzevBkA0LdvX1y4cEHn+imFhYUAAJXKILPW3Vf0yTFwa40UADqHQVNV+ub3ThUVFXj55ZehVquxaNEiDuO/gz75PXLkCABgyJAhOo8VGhoKANi6dasRIjVvH330ERYvXox27dph165d2lzdafr06YiLi0PXrl2RkpICHx8fE0dqfmqbW29vb+Tl5eGnn36CQqGotO/mzZu4efMmAE4peKfa5hdg/1ZX+uRYl+nTp6OoqAgffvghWrdubaQozVdt86vp4wYOHAilsupPWs3rfvzxR+MFa2ZcXFzg4+OD7t27V9nXpEkTuLi4oKysDJcuXQIAJCQk4PXXXwcAREVF4Z133jFpvOZInxxPmDABWVlZ+Oijj6q05W853fS9hg8dOgQLCwt06tTJ1KGaJX3ze6fCwkLMmDFDu+4Sr9+q9Mnx3X7LWVhYICgoCGVlZdi5c6fR4zYXMTExOHbsGEaOHFlln67P1cOHD2P8+PEoKCjAnDlzsGTJEqPGp5lOa+TIkejWrRu8vb2RkpKCtLS0Km016+ToWhsyJiYGCoVC55pa27dvR58+ffDQQw/ByckJAwYMwKFDhzBhwgQoFArs3r3b0KfVYBmk4HG7Xr16YeXKlbh48SIWLVoEf39//PHHH8jJyQEA9OzZE4sWLcJff/1l6LcmMmsigvT0dADAY489VmW/i4sL3NzcUFBQgAsXLgAA3N3d4enpWandlStX8MorrwAAxo4da9ygzUxdcnzo0CHY29tj//79CAwMhLOzM1xcXDB48GCkpqaaNP6Gri75vdOyZctw+PBhPPnkkxg8eLBR4zU3+uZXrVYDQLVFI82XvePHjxspYvPl5eWFRYsW4ejRo3jiiSeqbdexY0esWrUKKSkpOv9NqKra5hYAmjZtCm9v70rbioqK8PLLL+PmzZsIDw/nGhN30Ce/mrnN//zzT+0PI0dHR/Tq1Qvbtm0zRbhmSZ8c32nbtm3YsmULfH19ueZPNWqbX/Zx+tu0aROOHz+Ohx56qMq+zMxM5Ofnw8rKCk2bNgVwaw2fWbNmITMzE5MmTTJ1uGZJnxwrFAp4enrC3d29Urs///wTM2fOBMDfcnfSJ783btzAiRMn4OXlheXLl8PPzw8ODg5o1qwZRo8ezQdyddD3M+JOH374IXJycjBhwgSu3VENfXLMfk5/lpaW8PX1hb29faXtycnJWLhwISwsLCqtr2ZjY4MpU6bgxIkT+Ne//mXUB6muXr2K+Ph4ODo64qmnngLw92f84sWLDfIeCxcuRFhYGHbv3o1OnTqhd+/eSE5ORmBgIA4cOGCQ9zAnBi94aDg5OWHKlClISUnB0aNHMX36dDRt2hT79u3D1KlT4eHhgf79+2PFihXGCoHIrBQUFKCkpASOjo5VPqA1mjdvDgDIzc2tsm/ZsmXo06cPPDw8sHXrVowfPx4ff/yxUWM2N/rm+MKFC8jNzcWNGzfw3HPPQa1WIzQ0FI0bN8bmzZsRGBiIuLg4U55Cg3av13B5ebl2UbbbF96mW/TNr2a0wZ49e3S2/fnnnwGADyDo8Oqrr+LFF1+EpaXlXdu9//77GD16dJURCFS92ub2Ths2bEC/fv3g4eGB5cuXY/DgwTpHOD7oapvfiooK7ZODzz//PC5duoTg4GC0atUKiYmJ6NevHz777DNThGx26noNA8C7774L4NYipBydpFtt88s+zrDeeustAMCgQYNgY2MD4NYomXnz5um8MUf605Xj23300UcIDg6Gp6cnDh8+jDfffBOvvvqqqcM0W3fmNy0tDWq1GidPnsRrr70GJycnhIaGwsrKCqtXr4a/v3+1nx9UVU3Xb35+PhYsWABLS0uds31Qze7M8d36ORHBL7/8AoD93N0888wz6Ny5M3r06AGFQoHY2NhKI5t9fHywePFitGzZ0uixxMbGori4GBEREbCzswNw6zu4hYUFVq1ahevXr9/T8TMyMjB9+nQ4ODhgz5492LVrF9atW4dTp06hU6dO+P333w1xGmbFaAWP2/n6+uKzzz5DdnY24uPjMXDgQAC3nnJ6/vnnTRECUYN348YNANB++Olia2sL4O/heLfbsGEDdu7ciaKiIiiVSly+fBnnz583TrBmSt8ca6b7aNKkCfbt24fk5GSsX78ep06dwueff47y8nKMGzcO2dnZxg/eDNzrNbxmzRpkZ2cjNDRU5zDfB52++R07diwUCgUWLVqEH374oVK7pUuXYv369QCA0tJS4wRMZEA7duzAtm3bcOXKFQC3/n84efJk/QZlxo4fP47i4mLY2Nhg48aNSEtLQ3x8PI4dO4bVq1dDpVJh5syZ+PXXX+s71PtGcnIyUlJS0K5dO51TLZB+IiIiYGtri02bNuE///kPRES7LyEhAQsXLgTAPq42vvjiC3z//fews7PDhx9+WN/h3Jdqk+PY2FgkJSWhrKwMSqUS2dnZ1U4dRJXpyq/md1zbtm1x9OhRJCYmYtOmTcjKysI///lPFBYWIiIiQvv9mqpXm+s3KioKRUVFePbZZ01y8/h+oyvHmnuls2fPRlJSkratWq3Gu+++q73G2c/pdvnyZcTGxmqni1IoFDhy5AgqKirqJZ7o6GgAwLhx47TbPDw8EBYWhsLCQqxcufKejr9o0SKUlZXhrbfeQmBgoHb7Qw89hFWrVj2QD9qYpOChoVKpEB4ejo0bN+L8+fOYN28eHnnkEVOGQNRgaT6AavOksGZ44+2ioqJQUlKC9PR0REREYMOGDejZsye/KN9G3xwPHDgQ2dnZOHjwIB5//HHtPoVCgenTpyM8PBzFxcX45ptvjBazObnXa/i///0vAGiH8VNl+ub3H//4B+bOnYuKigqMHDkSHTt2xLBhw9C+fXtMnjxZO51KXZ5SJjK1f/3rXygpKUFmZiamT5+undv/jz/+qO/QzNJjjz2GnJwcHDt2rMr0gREREXjllVe0aymRYWj6uBkzZjyQPzoNzc3NDUuXLoWFhQWmTZuGhx9+GMOGDYO/vz8GDhyIyZMnA2AfV5Mvv/wS//znP6FQKPDNN99wLSojqG2Ot27diuLiYvz2228ICgrCihUrEBISol2zinSrLr8vvfQSzpw5g19++aVSzi0tLfHpp5/Cz88Pubm5VR4Kospqc/3e/n2Bv+P0V12Ohw4diilTpuD69esICQlBQEAAhg0bBm9vb8ybN0871SD7Od0cHByQm5uLq1evIiEhAY0aNcIHH3yAKVOmmDyWY8eOITU1FY888gh69OhRad8LL7wAAPj666/v6T00a30MGzasyr42bdrA39//no5vjkxa8Lidq6srBg8ejNWrV9dXCEQNioODAwCguLi42jaafZq2t3N3d4e1tTUeffRRfPfddwgLC0NOTg6++uor4wRshvTNsUKhgIeHR7VPqWhuEj2I8yHqci/XcHZ2NpKTk9G8eXM8+eSTxgvSjNUlv7NmzcKmTZsQFBSE06dPY9euXfDw8MDOnTu185c2atTIuIETGYCbmxusra3h5eWFzz//HJMnT0ZhYSHmzZtX36GZLVdXV3h5eencx/7NsEpKSrBp0yZYWVlh1KhR9R3OfSMyMhJJSUno378/8vLysH37dtjY2OCHH37Am2++CYB9XHVEBDNnzsT06dNhYWGB6OhoXpsGpm+OPTw8YGNjgy5dumDz5s3o0KED0tPTsWrVKhNGbT5qyq9SqUTr1q3h6upa5bVKpRIDBgwAwH6uOvpcv/v27UN2djYCAgJYNNVDbXK8ePFixMTEwM/PD0eOHEFSUhI6duyIlJQUBAcHA2A/Vx1ra2s0a9YMTk5O6N+/P7Zu3Qo7OzssX74cp0+fNmksmsXKr169ipCQkEp/milkDx8+jH379tX5Pc6dOwcAaNWqlc79bdq0qfOxzZWq5ibG06tXL/z1118oLy+vzzDIAGrzxHF9DR0zF46OjnB0dMTVq1dRXFysnZrmdhcvXgTw9zz9dzNmzBhs27ZNuygpGT7Hbm5uAG4tokv3ll/N9EojR46EUllvtfgGra75HTRoEAYNGlSlreaLV+vWrY0UMZHxjBkzBlFRUezjjIT9m2Ht2LEDhYWFGDJkCG9MGFiPHj2QkJBQZfuuXbsAsI/Tpbi4GM8++yzi4+Nha2uL2NhYDB06tL7Duq/ca46trKwQERGBI0eO4ODBg5wG/A6GuIbZz1VP3/xqfsexaFp7+uR47Nix2sWtb7du3ToA7Odqq23btujRowd27NiBtLS0ah/6MbSysjLtdFU5OTnIycmptu3XX39dZQSILrrurZaVlQHQPZMGgEpTfz4o6v2u0oOYdHOTmpqK4cOH61x8SvM/laOjIwBob1Tq+h9QM+826aZQKNC+fXsAt+bWvlN+fj5ycnLg4uICDw8PbNiwAePGjcOGDRt0Hs/a2hrA3/9GpH+OlyxZglGjRmHz5s06j6d5MqBFixbGC9qM6Jvf2/34448AgOHDhxs/UDOlb37/+usv7Nq1CxkZGTqPp7kZ1LVrV+MFTVRHe/fuxaRJk7Bs2TKd+9nH3Zu1a9ciMjKy2ikZ2b8ZFvs4w7t27Rr27NmjnZv7TuzjdLt27Rp69+6N+Ph4NG3aFImJiSx2GFhtcxwTE4MxY8Zg//79Oo/Dfk632ub3o48+wsiRI5GamqrzOOzndKvLZwT7OP3UNsfZ2dnYvn17teuysp+r6q233sLTTz9d7do89fG5umXLFuTl5aF79+4QEZ1/mjXz1qxZg/z8fAD631vVzEpy9uxZnXE8iOv71nvBgxq+S5cuIT4+vtJCSRqap4nd3d0B/D2NSl5eXpW21X2Zo7/1798fwN9PSdxu/fr1EBHt8NusrCzExMRUO2WV5ouHn5+fcYI1U/rk+OzZs4iLi9N5w01EsGLFCgBAWFiY8QI2M/rk93apqalQqVT8wlYDffJ76NAh9O7dW2exOjc3F+vWrUOjRo14/VKDdPnyZSxduhTz58/X+aQS+7h7k5+fj1WrVuGrr77S+fDR//73PwDs3wwlJSUFACqtB0b3JicnByEhIZg4cWKVfSUlJYiJiYFKpeINuNuUlZVh4MCBSE5ORtu2bZGcnIxu3brVd1j3FX1ynJaWhpUrV1ZbeN66dSsA9nO30ye/x44dww8//KBzSrDi4mKsWbMGAPu529XlM+L69es4fvw43N3dq51Kh/6mT44TEhLw5JNPYsGCBVX2aaY/ateuHT8jbpOQkIA1a9bo/K185coV7T1JU+ZMM6vCM888U20bf39/+Pr6oqSkRLu4ub73Vnv37g0A2LRpU5V9Fy9e1BZVHihSj9zc3ESpVNZnCFQLly9fFisrK7G0tJS0tDTt9h9//FEAiLOzs9y8eVNERHbs2CEAxMXFRc6cOaNte/ToUWnevLkAEA8PD+32rKysKtseZOfPnxc7Ozuxt7eXX375Rbv9jz/+EDc3NwGg/TfIzc0VJycnASD//e9/Kx0nKipKFAqFODg4SHZ2tknPoaHTJ8enTp0SKysrASDLly/Xtq2oqJC3335bAIivr6/2+if98quh+Rx47LHHTB2u2dEnv0VFReLi4iIWFhaye/dubduCggIJDg4WADJnzhyTn4M5Gjt2rACQpUuX3rWdJq/bt283UWTmr7rclpSUSOvWrQWAvPHGG1JRUaHdt3HjRrG2thYLCwv57bffTB2yWakuvwUFBdK4cWMBILNnzxa1Wq3dt2TJEgEgzZo1k8uXL5s6ZLNT0+dDaWmpWFlZiaOjY6U8U+3cLb8+Pj4CQFauXKndVlJSIhEREQJAJkyYYMpQG7y33npLAIibm1udfh9ER0cLAImMjDRCdPcHfXJ89OhRsbCwEKVSKevXr9duLy8vl3//+98CQFq0aCGFhYXGDtts6JPfpKQkASCWlpaybds27fbS0lIZN26cAJA+ffoYO2SzUpfPiMTERAEggwYNMnJ09wd9cnz27Fnt94f09HTt9uzsbGnfvn2V/o9EFi9erM3viRMntNvz8/Nl4MCBAkDCw8Orfb3meg4MDDRIPBcvXhSVSiUWFhaSk5Nz17Yff/yxAJCHH35Y1Gq19n7T448/LiUlJdp2a9asEaVSWaU/Pnr0qKhUKnFycpLk5GTt9uvXr0vfvn0FgACodF/gfleva3iQeWjcuDFmzJiBuXPnonv37ggNDUVZWRkSExMBAB9//DEsLS0BAKGhofD398eBAwfQoUMHhIaGorCwEHv27EFYWBiH5NagRYsWWLBgASZOnIigoCCEhobC2toaO3fuRElJCebOnYtOnToBAJo1a4aYmBiMGjUKU6dORVRUFNq1a4fjx48jIyMDdnZ2iIuLqzJ10INOnxy3bdsWCxcuxOTJkzF+/Hj85z//gbe3N9LS0nDq1Cm4ubkhPj5ee/2TfvnVyMrKAgCdiwpSZfrk19bWFkuXLsWIESPQu3dvBAcHw8HBAUlJSbhy5QpGjBiBWbNm1fMZEelmbW2N2NhYhIWF4dNPP0V8fDw6duyI06dP4/fff4dKpUJUVBS6dOlS36GapUaNGmHFihV46qmnMHv2bKxatQodOnTAyZMncfjwYTg4OCA+Ph6NGzeu71DN3oULF3Dz5k20bNmyVmveUe3FxMTgiSeewLPPPotFixbB1dUV+/btQ25uLnr27IkvvviivkNsMC5fvowvv/wSwK3vW3fr/z/77DN+J6sDfXPcvn17fPHFF3jttdcQHh6Orl27wt3dHWlpaTh79iyaNGmC9evXw97e3kRn0LDpm98nnngC77zzDj744AOEhYWhe/fu8PDwwP79+3HhwgX4+Pho59Wnun9G8Hdc7emb41atWmHu3LmYMWMGunTpgpCQECiVSiQmJqK4uBjTpk1DZGSkiaI3D5MmTUJiYiK+//57dOjQAT179oSlpSVSUlJQUFCALl26aEdcmMK3336L8vJy9O3bt8b/R5599lm8+eabOHHiBHbt2oWJEyfiq6++QnJyMry9vREQEIDTp0/j0KFDGDt2rHY0tkb79u0xd+5cvPHGG+jZsyeCgoLg4uKCpKQklJaWolmzZsjLy3uw7l3VZ7WFIzzMy6JFi6Rjx45ibW0tzs7OEhQUJOvWravSrqCgQKZNmyYtW7YUKysradeuncyZM0du3rwprq6uHOFRC1u3bpWQkBBxcHAQZ2dn6dGjh6xdu1Zn20OHDsnIkSOladOmolKpxMPDQ55//nnJyMgwcdTmRZ8c7927VwYPHiyNGzcWS0tL8fT0lFdffVXy8vJMHLX50Ce/cXFxAkCGDx9u4ijNlz753bJlizzxxBNiZ2cnjRo1ku7du0t0dLSUl5ebOGrzxREexlNTbjMzM2XcuHHi7u4uKpVKmjVrJiNHjpRff/3VxJGap5rye+TIERk1apS4urqKpaWleHh4yPjx4+X06dMmjtR81ZTjlJQUASB+fn4mjuz+UFN+k5OTpV+/fuLo6CgODg7SuXNn+eKLL6S4uNjEkTZsa9eu1T7dWdPfyZMndR6DIzzurq45TkxMlAEDBkijRo3E0tJS2rRpI1OnTpULFy7U49k0PHXN78aNG6V3797i5OQk1tbW8sgjj8jbb78t169fr8ezaXjqml/NU+kzZsyox+jNQ11z/O2334qfn59YW1tLkyZNJDQ0VOd9OLpFrVbLsmXLJCAgQGxtbcXW1lY6deok8+bNq/G7gaFHeGhGokZHR9eqfVhYmACQESNGiIjI8ePHZcSIEdK4cWOxtbWVrl27SlxcnBw/frza/jg+Pl4CAwPF3t5eHB0dZdCgQXLkyBHp3LmzAJCjR48a5NzMgUKk/lYNb968OfLy8nQuwkJERERERERERERERLplZmZCoVCgVatWUKkqT+ZUXl4ONzc3XLlyBdeuXYOdnV09RWlaBpnS6ttvv63T64qLiw3x9kRERERERERERERED5To6Gh8+OGHmDp1aqWF7kUEb7/9Ni5fvoxBgwY9MMUOADDICA+lUlmnOWlFBAqFgiM8iIiIiIiIiIiIiIj0cObMGfj5+SE/Px9eXl7o1KkTKioqkJaWhnPnzqFVq1b4+eef0bJly/oO1WQMUvAICQm5p0X4NItfExERERERERERERFR7Zw/fx4LFizAli1bkJ2dDRFB69atER4ejhkzZsDFxaW+QzSpel3Dg4iIiIiIiIiIiIiIyBCUhjjI+PHjsWzZMkMcioiIiIiIiIiIiIiISG8GKXjExMQgKSlJ574FCxZg+/bthngbIiIiIiIiIiIiIiIinQxS8LibadOmYcWKFcZ+GyIiIiIiIiIiIiIieoAZveBBRERERERERERERERkbCx4EBERERER6SAi9R0CERERERHpgQUPIiIiIiJq0Hbv3g2FQlHlT6VSwdHRET4+Ppg4cSIOHjxokPc7ceIE+vfvj8zMTIMcj4iIiIiITENV3wEQERERERHVhr29PcLDw7X/rVarcf36daSnp2PZsmWIjo7GvHnz8Prrr9/T+/Tr1w9ZWVn3GC0REREREZkaCx5ERERERGQWmjRpgpUrV+rct2rVKkyaNAlvvPEGmjdvjsjIyDq/j1qtrvNriYiIiIio/nBKKyIiIiIiMnvPPPMMoqKiAAAzZ85EcXFxPUdERERERESmZrCCx3fffQcLC4sqfwqFotp9FhYWUKk4yISIiIiIiO5dZGQk/P398eeff2L9+vXa7QUFBZg9ezb8/f3h7OwMKysrNG/eHCNGjMCvv/6qbadZK+Ts2bMAAG9vbygUCpw5c0bbpqSkBJ988gk6deoEOzs7ODs7o1evXti0aZOpTpOIiIiIiKphsIKHiNTpj8PFiYiIiIjIUIYMGQIA2LlzJwAgLy8PXbt2xXvvvYf8/Hz06tULffv2hYhg7dq16NmzJw4cOAAAcHV1RWRkJOzt7QEAQ4cORWRkJBwcHAAA165dQ3BwMGbNmoWLFy+iV69eCAgIwC+//IIhQ4Zg9uzZpj9hIiIiIiLSMsjwCi7oR0REREREDYGPjw8AICMjAwAwZ84cZGZm4pVXXsGCBQugUCgA3BqpMWrUKGzYsAFRUVHw9/fHo48+ipUrV8LT0xM3btzA/Pnz0a5dO+2xX331VaSmpmL06NFYunSptjBy8uRJ9O3bF++99x569uyJPn36mPisiYiIiIgIMFDBo3Xr1oY4DBERERER0T1xcXEBAFy6dAkA0LhxY/Tr1w/vv/++ttgBADY2Nhg3bhw2bNhQqwe4/vzzT6xcuRJubm6Vih3AramvPv/8cwwfPhzz589nwYOIiIiIqJ5wAQ0iIiIiIrpv3Lx5EwC0xQ1d00wVFBTgyJEj2LZtGwCgtLS0xuMmJSWhoqICAQEBlYodGk8++SSUSiX27t2LiooKWFhY3MNZEBERERFRXbDgQURERERE9438/HwAt0Z2aGRlZWHhwoX4+eefceLECRQUFAD4uygiIjUe99y5cwCAjRs3VhopcqeioiLk5+ejadOmdT4HIiIiIiKqGxY8iIiIiIjovpGWlgYA6NixIwAgNjYWzz33HMrLy+Hl5YU+ffrAx8cH/v7+EBGEh4fX6rgVFRUAAF9fX3Tu3Pmube9WECEiIiIiIuNhwYOIiIiIiO4bW7ZsAQD06dMHhYWFmDx5MkQE69atq1LcWLduXa2P27x5cwBA586dsXLlSoPFS0REREREhqOs7wCIiIiIiIgMIS4uDn/88QdatGiBQYMG4ejRo7h+/To6dOigcyTHTz/9BABQq9WVtusaoREUFAQA2LNnD4qKiqrsP3DgALy9vTF8+PBaTZFFRERERESGx4IHERERERGZvbVr12LSpEkAgAULFsDKykq7jkZGRgYyMjK0bUUEX3/9NZYsWQIAKCkpqXQsGxsbAMDVq1e127y8vDB06FBkZ2fjhRdewPXr17X78vLy8MILL+DUqVNo1aoVp7QiIiIiIqonCuHjR0RERERE1IDt3r0boaGhsLe3rzRSo6KiAlevXsXhw4dx4cIFWFhY4Msvv8Qrr7yibTN06FBs3LgRNjY2CAkJgY2NDQ4ePIhz587B19cX6enpcHd3x4ULF7SvGTJkCDZt2oQ2bdqgS5cu+OSTT+Dl5YW8vDyEhoYiPT0dDz30ELp27QqFQoGkpCTcuHEDgYGB+Omnn2BnZ2fK9BARERER0f/HggcRERERETVomoLHnRQKBezt7eHp6Yng4GC8/PLLePTRRyu1KS4uxvz58xEbG4usrCyoVCp4e3sjIiICr732GgICAnDkyBEcOHAAfn5+AIDMzEy88MILSE1NhZWVFWJjY9G/f38AQGFhIb788kt8//33OHXqFKytrdG2bVuMGTMGkyZNgq2trfETQkREREREOrHgQUREREREREREREREZo9reBARERERERERERERkdljwYOIiIiIiIiIiIiIiMweCx5ERERERERERERERGT2WPAgIiIiIiIiIiIiIiKzx4IHERERERERERERERGZPRY8iIiIiIiIiIiIiIjI7LHgQUREREREREREREREZo8FDyIiIiIiIiIiIiIiMnsseBARERERERERERERkdljwYOIiIiIiIiIiIiIiMweCx5ERERERERERERERGT2WPAgIiIiIiIiIiIiIiKz9/8Ar8vWm7T/0z4AAAAASUVORK5CYII=", + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Tair_fUPPER_LIMITLOWER_LIMITFLAG_IS_OUTSIDE_RANGETIMESINCE_Tair_f
TIMESTAMP_MIDDLE
2022-03-01 00:15:00-7.5300-12.27300
2022-03-01 00:45:00-7.7730-12.27300
2022-03-01 01:15:00-7.6930-12.27300
2022-03-01 01:45:00-8.2430-12.27300
2022-03-01 02:15:00-8.1530-12.27300
..................
2022-03-31 21:45:00-1.0570-12.27300
2022-03-31 22:15:00-1.1400-12.27300
2022-03-31 22:45:00-1.2200-12.27300
2022-03-31 23:15:00-1.3600-12.27300
2022-03-31 23:45:00-1.4670-12.27300
\n", + "

1488 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " Tair_f UPPER_LIMIT LOWER_LIMIT FLAG_IS_OUTSIDE_RANGE TIMESINCE_Tair_f\n", + "TIMESTAMP_MIDDLE \n", + "2022-03-01 00:15:00 -7.530 0 -12.273 0 0\n", + "2022-03-01 00:45:00 -7.773 0 -12.273 0 0\n", + "2022-03-01 01:15:00 -7.693 0 -12.273 0 0\n", + "2022-03-01 01:45:00 -8.243 0 -12.273 0 0\n", + "2022-03-01 02:15:00 -8.153 0 -12.273 0 0\n", + "... ... ... ... ... ...\n", + "2022-03-31 21:45:00 -1.057 0 -12.273 0 0\n", + "2022-03-31 22:15:00 -1.140 0 -12.273 0 0\n", + "2022-03-31 22:45:00 -1.220 0 -12.273 0 0\n", + "2022-03-31 23:15:00 -1.360 0 -12.273 0 0\n", + "2022-03-31 23:45:00 -1.467 0 -12.273 0 0\n", + "\n", + "[1488 rows x 5 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_ta_full_results = ts_ta.get_full_results()\n", + "ts_ta_full_results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is also possible to get the `TIMESINCE_` variable directly, without full results:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TIMESTAMP_MIDDLE\n", + "2022-03-01 00:15:00 0\n", + "2022-03-01 00:45:00 0\n", + "2022-03-01 01:15:00 0\n", + "2022-03-01 01:45:00 0\n", + "2022-03-01 02:15:00 0\n", + " ..\n", + "2022-03-31 21:45:00 0\n", + "2022-03-31 22:15:00 0\n", + "2022-03-31 22:45:00 0\n", + "2022-03-31 23:15:00 0\n", + "2022-03-31 23:45:00 0\n", + "Freq: 30min, Name: TIMESINCE_Tair_f, Length: 1488, dtype: int32" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_ta_series = ts_ta.get_timesince()\n", + "ts_ta_series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot some variables" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Flag (0=temperature <= 0°C)')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -500,24 +932,24 @@ "ax1 = fig.add_subplot(gs[0, 0])\n", "ax2 = fig.add_subplot(gs[1, 0])\n", "ax3 = fig.add_subplot(gs[2, 0])\n", - "TimeSeries(ax=ax1, series=ts_full_results['PREC_TOT_T1_25+20_1']).plot(color='#1565C0')\n", - "TimeSeries(ax=ax2, series=ts_full_results['TIMESINCE_PREC_TOT_T1_25+20_1']).plot(color='#D32F2F')\n", - "TimeSeries(ax=ax3, series=ts_full_results['FLAG_IS_OUTSIDE_RANGE']).plot(color='#00BCD4')\n", - "ax1.set_title(\"Measured precipitation\", color='black')\n", - "ax2.set_title(\"Time since last precipitation (in number of records)\", color='black')\n", - "ax3.set_title(\"Flag that shows if record is outside the specified limits (1=outside limits, 0=inside limits)\", color='black');" + "TimeSeries(ax=ax1, series=ts_ta_full_results['Tair_f']).plot(color='#1565C0')\n", + "TimeSeries(ax=ax2, series=ts_ta_full_results['TIMESINCE_Tair_f']).plot(color='#D32F2F')\n", + "TimeSeries(ax=ax3, series=ts_ta_full_results['FLAG_IS_OUTSIDE_RANGE']).plot(color='#00BCD4')\n", + "ax1.set_title(\"Measured temperature (°C)\", color='black')\n", + "ax2.set_title(\"Time since last temperature <= 0°C (number of records)\", color='black')\n", + "ax3.set_title(\"Flag (0=temperature <= 0°C)\", color='black')" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -533,12 +965,12 @@ "ax1 = fig.add_subplot(gs[0, 0])\n", "ax2 = fig.add_subplot(gs[0, 1])\n", "ax3 = fig.add_subplot(gs[0, 2])\n", - "HeatmapDateTime(ax=ax1, series=ts_full_results['PREC_TOT_T1_25+20_1']).plot()\n", - "HeatmapDateTime(ax=ax2, series=ts_full_results['TIMESINCE_PREC_TOT_T1_25+20_1']).plot()\n", - "HeatmapDateTime(ax=ax3, series=ts_full_results['FLAG_IS_OUTSIDE_RANGE']).plot()\n", - "ax1.set_title(\"Measured precipitation (mm)\", color='black')\n", - "ax2.set_title(\"Time since last precipitation (number of records)\", color='black')\n", - "ax3.set_title(\"Flag (0=precipitation was observed)\", color='black')\n", + "HeatmapDateTime(ax=ax1, series=ts_ta_full_results['Tair_f']).plot()\n", + "HeatmapDateTime(ax=ax2, series=ts_ta_full_results['TIMESINCE_Tair_f']).plot()\n", + "HeatmapDateTime(ax=ax3, series=ts_ta_full_results['FLAG_IS_OUTSIDE_RANGE']).plot()\n", + "ax1.set_title(\"Measured temperature (°C)\", color='black')\n", + "ax2.set_title(\"Time since last temperature <= 0°C (number of records)\", color='black')\n", + "ax3.set_title(\"Flag (0=temperature <= 0°C, 1=temperature > 0°C)\", color='black')\n", "ax2.tick_params(left=True, right=False, top=False, bottom=True,\n", " labelleft=False, labelright=False, labeltop=False, labelbottom=True)\n", "ax3.tick_params(left=True, right=False, top=False, bottom=True,\n", @@ -563,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": { "tags": [] }, @@ -572,7 +1004,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Finished 2024-04-25 15:31:58\n" + "Finished 2024-04-26 10:36:45\n" ] } ], diff --git a/notebooks/GapFilling/XGBoostGapFilling.ipynb b/notebooks/GapFilling/XGBoostGapFilling.ipynb deleted file mode 100644 index 0845ca4..0000000 --- a/notebooks/GapFilling/XGBoostGapFilling.ipynb +++ /dev/null @@ -1,2429 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "1b68dee5-76ca-44bd-8de6-45c5a314d982", - "metadata": {}, - "source": [ - "![lop](../../images/logo_diive1_128px.png)" - ] - }, - { - "cell_type": "markdown", - "id": "80476531-3a45-420c-8ece-d8fe73ab8788", - "metadata": {}, - "source": [ - "\n", - "\n", - " XGBoost gap-filling\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "48815613-0181-48f3-a4d7-9620a9f88b15", - "metadata": {}, - "source": [ - "---\n", - "**Notebook version**: `1` (24 Apr 2024) \n", - "**Author**: Lukas Hörtnagl (holukas@ethz.ch) " - ] - }, - { - "cell_type": "markdown", - "id": "16a83491-39e1-4d9d-a0ba-e99ca4c578c4", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "10364782-eb90-4f6f-b419-d4fd5f2bccd1", - "metadata": {}, - "source": [ - "# **Background**" - ] - }, - { - "cell_type": "markdown", - "id": "f4616152-4f22-4f0b-9d31-f590782c0ddb", - "metadata": { - "tags": [] - }, - "source": [ - "- Using [XGBoost](https://xgboost.readthedocs.io/en/stable/) to gap-fill time series data" - ] - }, - { - "cell_type": "markdown", - "id": "114bdf76-2238-4790-9107-8242990b029a", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "da7534be-f906-48e0-8257-8134c6f379e2", - "metadata": {}, - "source": [ - "# **User settings**\n", - "`TARGET_COL` ... name of the time series that is gap-filled \n", - "`subsetcols` ... list of columns included in the random forest model, target must also be listed here\n", - "\n", - "All columns that are not the target will be used as features/predictors during model building." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8cc892bd-75a4-467f-8399-6b152e37c4c1", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "TARGET_COL = 'NEE_CUT_REF_orig'\n", - "subsetcols = [TARGET_COL, 'Tair_f', 'VPD_f', 'Rg_f']" - ] - }, - { - "cell_type": "markdown", - "id": "27daca5e-76ed-47be-a3e8-18d259ea7522", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "a8b8983b-88e5-42e3-8d72-9729f9306653", - "metadata": {}, - "source": [ - "# **Imports**\n", - "- This notebook uses `diive` ([source code](https://gitlab.ethz.ch/diive/diive)) to check eddy covariance fluxes for quality" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "a5a21aa1-ea9a-4959-995e-3770371efc73", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diive version: v0.75.0\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import importlib.metadata\n", - "from datetime import datetime\n", - "import matplotlib.pyplot as plt\n", - "from diive.configs.exampledata import load_exampledata_parquet\n", - "from diive.core.plotting.timeseries import TimeSeries # For simple (interactive) time series plotting\n", - "from diive.core.dfun.stats import sstats # Time series stats\n", - "from diive.core.plotting.heatmap_datetime import HeatmapDateTime\n", - "from diive.pkgs.gapfilling.xgboost_ts import XGBoostTS\n", - "version_diive = importlib.metadata.version(\"diive\")\n", - "print(f\"diive version: v{version_diive}\")" - ] - }, - { - "cell_type": "markdown", - "id": "82c9dc2d-5570-48cc-8428-bdd5f7e980df", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "5d93046a-097d-49d2-b46d-bbf5f67b3850", - "metadata": {}, - "source": [ - "# **Docstring** for `XGBoostTS`" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "f5462f0f-012b-4810-a731-d1c0ff60c04a", - "metadata": {}, - "outputs": [], - "source": [ - "# help(XGBoostTS)" - ] - }, - { - "cell_type": "markdown", - "id": "57c69ddc-0420-451d-bf56-95859c5174d0", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "bdb4b245-837d-4830-942d-293f0e8e343b", - "metadata": {}, - "source": [ - "---" - ] - }, - { - "cell_type": "markdown", - "id": "72383d3c-88ba-4e50-ae97-313c8e701f05", - "metadata": {}, - "source": [ - "# **Load data**" - ] - }, - { - "cell_type": "markdown", - "id": "a33d178e-0b56-4526-87c6-ab7d8b40561a", - "metadata": {}, - "source": [ - "## Load example data from parquet file" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "d8813d50-abc1-46cc-89de-c463c8250eab", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded .parquet file F:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\configs\\exampledata\\exampledata_PARQUET_CH-DAV_FP2022.5_2013-2022_ID20230206154316_30MIN.parquet (0.483 seconds). Detected time resolution of <30 * Minutes> / 30min \n" - ] - } - ], - "source": [ - "source_df = load_exampledata_parquet()" - ] - }, - { - "cell_type": "markdown", - "id": "a33fb475-7d83-40b2-8d84-4da1b604e766", - "metadata": {}, - "source": [ - "## Make subset" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "74fe2892-e86d-4f49-a9f4-67bca026a125", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "df = source_df.copy()\n", - "lowquality = df[\"QCF_NEE\"] > 0 # This example uses NEE flux data, only records where the quality flag QCF is 0 (highest quality) are retained\n", - "df.loc[lowquality, TARGET_COL] = np.nan # Set fluxes of lower quality to missing\n", - "df = df[subsetcols].copy() # Keep subset columns only" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "25ae8042-12c8-41fd-8a6d-7a71d56cdd4a", - "metadata": { - "tags": [] - }, - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NEE_CUT_REF_origTair_fVPD_fRg_f
count41284.000000175296.000000175296.000000175296.000000
mean-3.8335224.7129993.233176152.671445
std6.0854497.5486533.710180247.531312
min-38.653000-23.0960000.0000000.000000
25%-7.840000-0.8000000.6610000.000000
50%-3.8270004.6000001.9910002.596000
75%0.60625010.0670004.375000225.677750
max25.29000028.71300032.1180001197.800000
\n", - "
" - ], - "text/plain": [ - " NEE_CUT_REF_orig Tair_f VPD_f Rg_f\n", - "count 41284.000000 175296.000000 175296.000000 175296.000000\n", - "mean -3.833522 4.712999 3.233176 152.671445\n", - "std 6.085449 7.548653 3.710180 247.531312\n", - "min -38.653000 -23.096000 0.000000 0.000000\n", - "25% -7.840000 -0.800000 0.661000 0.000000\n", - "50% -3.827000 4.600000 1.991000 2.596000\n", - "75% 0.606250 10.067000 4.375000 225.677750\n", - "max 25.290000 28.713000 32.118000 1197.800000" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "c9f9284e-4518-423f-bfdd-55bebc06ed75", - "metadata": { - "tags": [] - }, - "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", - " \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", - "
NEE_CUT_REF_orig
STARTDATE2013-01-01 00:15
ENDDATE2022-12-31 23:45
PERIOD3651 days 23:30:00
NOV41284
MISSING134012
MISSING_PERC76.448978
MEAN-3.833522
SD6.085449
VAR37.032694
SD/MEAN-1.58743
SUM-158263.133
MEDIAN-3.827
MIN-38.653
MAX25.29
P01-18.7924
P05-13.7397
P25-7.84
P750.60625
P955.48585
P9910.92289
\n", - "
" - ], - "text/plain": [ - " NEE_CUT_REF_orig\n", - "STARTDATE 2013-01-01 00:15\n", - "ENDDATE 2022-12-31 23:45\n", - "PERIOD 3651 days 23:30:00\n", - "NOV 41284\n", - "MISSING 134012\n", - "MISSING_PERC 76.448978\n", - "MEAN -3.833522\n", - "SD 6.085449\n", - "VAR 37.032694\n", - "SD/MEAN -1.58743\n", - "SUM -158263.133\n", - "MEDIAN -3.827\n", - "MIN -38.653\n", - "MAX 25.29\n", - "P01 -18.7924\n", - "P05 -13.7397\n", - "P25 -7.84\n", - "P75 0.60625\n", - "P95 5.48585\n", - "P99 10.92289" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sstats(df[TARGET_COL])" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "f0d91cb8-d483-4595-baf5-72f7017751ab", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "F:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\plotting\\timeseries.py:136: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", - " self.fig.show()\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# TimeSeries(series=df[TARGET_COL]).plot_interactive()\n", - "TimeSeries(series=df[TARGET_COL]).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "2caff0ae-d48c-4dd4-9ff9-de5ca43e0a49", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "c5faf2fb-caa5-44ad-8ef3-096bdc5a02e1", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "ebd806e7-28db-4e0c-9669-5535188628d3", - "metadata": {}, - "source": [ - "# **Gap-filling**" - ] - }, - { - "cell_type": "markdown", - "id": "b03f9e6c-bdb1-49ee-b6f9-4a25ab1c75d1", - "metadata": {}, - "source": [ - "## Initialize random forest" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "385ce1d8-d580-445f-ae88-4000093d642d", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Creating lagged variants ...\n", - "Created lagged variants for: ['Tair_f', 'VPD_f', 'Rg_f'] (lags between -1 and -1 with stepsize 1)\n", - "No lagged variants for: ['NEE_CUT_REF_orig']\n", - "\n", - "Adding timestamp as data columns ...\n", - "Added timestamp as columns: ['.YEAR', '.SEASON', '.MONTH', '.WEEK', '.DOY', '.HOUR', '.YEARMONTH', '.YEARDOY', '.YEARWEEK'] \n", - "\n", - "Adding continuous record number ...\n", - "Added new column .RECORDNUMBER with record numbers from 1 to 175296.\n", - "\n", - "Sanitizing timestamp ...\n", - "Validating timestamp naming of timestamp column TIMESTAMP_MIDDLE ... Timestamp name OK.\n", - "Converting timestamp TIMESTAMP_MIDDLE to datetime ... OK\n", - "All rows have timestamp TIMESTAMP_MIDDLE, no rows removed.\n", - "Sorting timestamp TIMESTAMP_MIDDLE ascending ... Removing data records with duplicate indexes ... OK (no duplicates found in timestamp index)\n", - "Creating continuous <30 * Minutes> timestamp index for timestamp TIMESTAMP_MIDDLE between 2013-01-01 00:15:00 and 2022-12-31 23:45:00 ... " - ] - } - ], - "source": [ - "xgbts = XGBoostTS(\n", - " input_df=df,\n", - " target_col=TARGET_COL,\n", - " verbose=1, \n", - " features_lag=[-1, -1],\n", - " include_timestamp_as_features=True,\n", - " add_continuous_record_number=True,\n", - " sanitize_timestamp=True,\n", - " perm_n_repeats=9,\n", - " n_estimators=99,\n", - " random_state=42,\n", - " validate_parameters=True,\n", - " early_stopping_rounds=10,\n", - " max_depth=0,\n", - " learning_rate=0.3,\n", - " tree_method='hist', # auto, hist, approx, exact\n", - " n_jobs=-1\n", - " )" - ] - }, - { - "cell_type": "markdown", - "id": "d11e5455-13f1-4a12-9499-31fd92d21524", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "d0e3d966-79ab-4789-ab6e-209e5bc79eb1", - "metadata": {}, - "source": [ - "## Feature reduction" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "cb2769e5-df87-41f1-a143-b7a57bbdea76", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "Feature reduction based on permutation importance ...\n", - "Fitting model ...\n", - "[0]\tvalidation_0-rmse:4.60829\tvalidation_1-rmse:4.98506\n", - "[1]\tvalidation_0-rmse:3.53554\tvalidation_1-rmse:4.33283\n", - "[2]\tvalidation_0-rmse:2.73700\tvalidation_1-rmse:3.94559\n", - "[3]\tvalidation_0-rmse:2.13213\tvalidation_1-rmse:3.71711\n", - "[4]\tvalidation_0-rmse:1.67054\tvalidation_1-rmse:3.58151\n", - "[5]\tvalidation_0-rmse:1.31874\tvalidation_1-rmse:3.50618\n", - "[6]\tvalidation_0-rmse:1.04674\tvalidation_1-rmse:3.46122\n", - "[7]\tvalidation_0-rmse:0.83428\tvalidation_1-rmse:3.43594\n", - "[8]\tvalidation_0-rmse:0.66854\tvalidation_1-rmse:3.42174\n", - "[9]\tvalidation_0-rmse:0.53775\tvalidation_1-rmse:3.41309\n", - "[10]\tvalidation_0-rmse:0.43413\tvalidation_1-rmse:3.40752\n", - "[11]\tvalidation_0-rmse:0.35170\tvalidation_1-rmse:3.40444\n", - "[12]\tvalidation_0-rmse:0.28593\tvalidation_1-rmse:3.40189\n", - "[13]\tvalidation_0-rmse:0.23310\tvalidation_1-rmse:3.40091\n", - "[14]\tvalidation_0-rmse:0.19042\tvalidation_1-rmse:3.39998\n", - "[15]\tvalidation_0-rmse:0.15642\tvalidation_1-rmse:3.39881\n", - "[16]\tvalidation_0-rmse:0.12881\tvalidation_1-rmse:3.39852\n", - "[17]\tvalidation_0-rmse:0.10620\tvalidation_1-rmse:3.39793\n", - "[18]\tvalidation_0-rmse:0.08750\tvalidation_1-rmse:3.39782\n", - "[19]\tvalidation_0-rmse:0.07217\tvalidation_1-rmse:3.39762\n", - "[20]\tvalidation_0-rmse:0.05968\tvalidation_1-rmse:3.39749\n", - "[21]\tvalidation_0-rmse:0.04947\tvalidation_1-rmse:3.39753\n", - "[22]\tvalidation_0-rmse:0.04114\tvalidation_1-rmse:3.39757\n", - "[23]\tvalidation_0-rmse:0.03428\tvalidation_1-rmse:3.39765\n", - "[24]\tvalidation_0-rmse:0.02855\tvalidation_1-rmse:3.39770\n", - "[25]\tvalidation_0-rmse:0.02381\tvalidation_1-rmse:3.39773\n", - "[26]\tvalidation_0-rmse:0.01992\tvalidation_1-rmse:3.39769\n", - "[27]\tvalidation_0-rmse:0.01663\tvalidation_1-rmse:3.39764\n", - "[28]\tvalidation_0-rmse:0.01391\tvalidation_1-rmse:3.39758\n", - "[29]\tvalidation_0-rmse:0.01163\tvalidation_1-rmse:3.39759\n", - "Calculating permutation importance using model ...\n" - ] - } - ], - "source": [ - "xgbts.reduce_features()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "c8fc1a42-0936-4466-ac60-7f508149ba39", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "=================\n", - "FEATURE REDUCTION\n", - "=================\n", - "\n", - "- the random variable .RANDOM was added to the original features, used as benchmark for detecting relevant feature importances\n", - "- target variable: NEE_CUT_REF_orig\n", - "- features before reduction: ['Rg_f', '.DOY', 'Tair_f', '.Rg_f-1', '.Tair_f-1', '.HOUR', '.VPD_f-1', 'VPD_f', '.WEEK', '.YEARMONTH', '.RECORDNUMBER', '.YEARDOY', '.YEARWEEK', '.YEAR', '.SEASON', '.MONTH', '.RANDOM']\n", - "- permutation importance was calculated from 9 permutations\n", - "- These results are from feature reduction. Note that feature importances for the final model are calculated during gap-filling.\n", - "\n", - "\n", - "PERMUTATION IMPORTANCE (FULL RESULTS):\n", - "\n", - " PERM_IMPORTANCE PERM_SD\n", - "Rg_f 0.926557 0.009197\n", - ".DOY 0.171640 0.006681\n", - "Tair_f 0.118450 0.004091\n", - ".Rg_f-1 0.106956 0.001572\n", - ".Tair_f-1 0.102180 0.002777\n", - ".HOUR 0.079851 0.002950\n", - ".VPD_f-1 0.058664 0.002984\n", - "VPD_f 0.046023 0.001969\n", - ".WEEK 0.032746 0.001603\n", - ".YEARMONTH 0.029165 0.001746\n", - ".RECORDNUMBER 0.020962 0.002855\n", - ".YEARDOY 0.019184 0.002273\n", - ".YEARWEEK 0.010890 0.001287\n", - ".YEAR 0.007257 0.000959\n", - ".SEASON 0.003826 0.000509\n", - ".MONTH 0.001693 0.000456\n", - ".RANDOM -0.001247 0.001324\n", - "\n", - "--> 17 input features, including .RANDOM: ['Rg_f', '.DOY', 'Tair_f', '.Rg_f-1', '.Tair_f-1', '.HOUR', '.VPD_f-1', 'VPD_f', '.WEEK', '.YEARMONTH', '.RECORDNUMBER', '.YEARDOY', '.YEARWEEK', '.YEAR', '.SEASON', '.MONTH', '.RANDOM']\n", - "--> 16 accepted features, larger than .RANDOM: ['Rg_f', '.DOY', 'Tair_f', '.Rg_f-1', '.Tair_f-1', '.HOUR', '.VPD_f-1', 'VPD_f', '.WEEK', '.YEARMONTH', '.RECORDNUMBER', '.YEARDOY', '.YEARWEEK', '.YEAR', '.SEASON', '.MONTH']\n", - "--> 1 rejected features, smaller than or equal to .RANDOM: ['.RANDOM']\n", - "\n" - ] - } - ], - "source": [ - "xgbts.report_feature_reduction()" - ] - }, - { - "cell_type": "markdown", - "id": "63d7edcd-defa-4255-b7e2-e0c5ed9b0a8d", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "5ff87470-b6a3-4b56-a119-bc3315681401", - "metadata": {}, - "source": [ - "## Train model" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "4d96274e-32d8-436b-b6ca-b8fa953f295a", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Building model based on data between 2013-01-01 00:15:00 and 2022-12-31 23:45:00 ...\n", - "Fitting model ...\n", - "[0]\tvalidation_0-rmse:4.61965\tvalidation_1-rmse:4.96312\n", - "[1]\tvalidation_0-rmse:3.55608\tvalidation_1-rmse:4.28395\n", - "[2]\tvalidation_0-rmse:2.76142\tvalidation_1-rmse:3.88127\n", - "[3]\tvalidation_0-rmse:2.16038\tvalidation_1-rmse:3.65426\n", - "[4]\tvalidation_0-rmse:1.70134\tvalidation_1-rmse:3.51975\n", - "[5]\tvalidation_0-rmse:1.34860\tvalidation_1-rmse:3.44594\n", - "[6]\tvalidation_0-rmse:1.07414\tvalidation_1-rmse:3.39997\n", - "[7]\tvalidation_0-rmse:0.85781\tvalidation_1-rmse:3.37324\n", - "[8]\tvalidation_0-rmse:0.68983\tvalidation_1-rmse:3.35977\n", - "[9]\tvalidation_0-rmse:0.55647\tvalidation_1-rmse:3.35193\n", - "[10]\tvalidation_0-rmse:0.44978\tvalidation_1-rmse:3.34688\n", - "[11]\tvalidation_0-rmse:0.36582\tvalidation_1-rmse:3.34462\n", - "[12]\tvalidation_0-rmse:0.29840\tvalidation_1-rmse:3.34265\n", - "[13]\tvalidation_0-rmse:0.24337\tvalidation_1-rmse:3.34311\n", - "[14]\tvalidation_0-rmse:0.19979\tvalidation_1-rmse:3.34267\n", - "[15]\tvalidation_0-rmse:0.16416\tvalidation_1-rmse:3.34210\n", - "[16]\tvalidation_0-rmse:0.13504\tvalidation_1-rmse:3.34206\n", - "[17]\tvalidation_0-rmse:0.11146\tvalidation_1-rmse:3.34229\n", - "[18]\tvalidation_0-rmse:0.09229\tvalidation_1-rmse:3.34244\n", - "[19]\tvalidation_0-rmse:0.07678\tvalidation_1-rmse:3.34260\n", - "[20]\tvalidation_0-rmse:0.06418\tvalidation_1-rmse:3.34263\n", - "[21]\tvalidation_0-rmse:0.05384\tvalidation_1-rmse:3.34288\n", - "[22]\tvalidation_0-rmse:0.04538\tvalidation_1-rmse:3.34298\n", - "[23]\tvalidation_0-rmse:0.03850\tvalidation_1-rmse:3.34316\n", - "[24]\tvalidation_0-rmse:0.03292\tvalidation_1-rmse:3.34328\n", - "[25]\tvalidation_0-rmse:0.02842\tvalidation_1-rmse:3.34343\n", - "Calculating permutation importance using model ...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "F:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\ml\\common.py:595: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", - " fig.show()\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhQAAAIfCAYAAAAovUUmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3gUxfvAP7tX0gmE3qQnSC8CAgKCYEGliYog+gOsgFiwd0WxoCDNgn7tgKIgKooiitgAGwICShGQmoT0S67uzu+PvVvukktPIMH5PE8Imd2dnZ2du333rYoQQiCRSCQSiURSDtRTPQCJRCKRSCTVHylQSCQSiUQiKTdSoJBIJBKJRFJupEAhkUgkEomk3EiBQiKRSCQSSbmRAoVEIpFIJJJyIwUKiUQikUgk5UYKFBKJRCKRSMqNFCgkEolEIpGUm0oTKObPn09SUlKJfgYNGgTAoUOHCt2nffv2nH322YwfP56VK1cWeW6Px0OPHj1ISkri1VdfLXLf4PMHGDRoEElJSSxfvrzQ4958802SkpJYsWJFySYE+PXXXxk3bhzdunVj8ODBvPTSS/h8vhIdW9Hzmf9n06ZNIefLzc1l4cKFjBgxgq5du9KlSxcuuOACZsyYwaFDh0L2vffee0t8nvHjx5d4voJZtWoVBw8eLNOxRREY+86dOyu875JSlrV0sti3bx+rV6+u8H43bdpEUlISTz75ZJmOrwr3rTLIycnh3XffLVcfP/zwA1u3bq2gERWO2+3m9ddfr/B+s7Ozy/VdUZlU1jWHo7I+eyUlJSWlyGdgOKyVNBZ69uzJ1KlTQ9o++ugjDh8+zDXXXEONGjXM9ri4uJD9GjduzMiRI0Pa3G43e/fu5dtvv+Xnn38mJSWFG264Iey5v/76a7Kzs4mKiuLDDz/k+uuvL9M1PPvss5x77rnUrl27TMcHs3XrVq699lpq167NFVdcwa+//soLL7xAXl4e06dPL/b4ip7P/DRu3Nj8//Hjxxk7diwHDhzg7LPP5rLLLsNqtbJ7924WL17MBx98wMsvv0yfPn0AGDx4cMjxAG+99RY5OTkFxpx/v5Iwa9YsXnvttWIFybIQGHudOnUqvO/qzl9//cXo0aO56qqruOiiiyq078aNGzN16lQ6d+5cpuNP1/t2wQUXULduXa6++uoyHb9kyRIee+wxFi5cWMEjK8jVV1/Nvn37mDhxYqWfq6pwsq65Mj97JSEtLY0LL7zQ/P4vKZUmUPTq1YtevXqFtP38888cPnyYa6+9liZNmhR6bOPGjbnlllvCbvvpp5+YOHEiL774ImPGjAl5kAb4+OOPiY2N5fLLL+eNN97gl19+oUePHqW+hszMTGbOnMnzzz9f6mPz88Ybb+Dz+Vi0aBFt27bF7XZz3nnn8d5775VIoKis+QzHc889x4EDB1iwYAFDhgwJ2bZhwwauu+467r77br755hvsdjuDBw9m8ODBIft99NFH5OTklOq8hZGWllbuPgoj3NglBllZWXi93krpu0mTJuVaG6frfUtLS6Nu3brlOv5kcTLPVVU4WddcmZ+9kuB0OsnNzS31cdXOh6JPnz6cddZZOJ1ONm/eXGB7eno633//PT179jQluw8++KDU54mOjqZ58+asWrWK9evXl3vcR48eBTDfqCIiIqhXrx5Op7PEZo+Txbp162jcuHEBYQKgd+/eXHjhhaSmpvL777+fgtFJJBKJpCpS7QQKgISEBICwEtynn36Kz+fjnHPOoXPnzjRu3Jgvv/ySnJycUp3DYrHw+OOPA/DYY4+Rl5dXrjGfffbZALz00kuA4U+xc+dOzj33XKzWSlMUlQmfz0d6ejrHjx8Pu/2mm27ixRdfJDExsdLHMmjQID766CMARowYYfqHBHxKNmzYwOWXX06HDh244IILTKn6t99+Y+rUqZxzzjl06NCBHj16MGHCBDZu3BjSf35bfMDvZP78+Xz99deMHj2aTp060bt3bx588EHS09MLjHH79u1MnjyZXr160alTJ4YPH87SpUsJV8h37dq1XHnllXTp0oUBAwbw0ksvoet6iedD13WWLFnCiBEj6NSpE927d2fChAn8+OOPIfuV5TqCmT9/Ptdccw0Ab7/9tulnE+h37ty5PPHEE3Tp0oVevXqZtt709HSeeeYZLrroIjp37kznzp25+OKLefnll0ME53A+FOPHj2fQoEEcO3aM6dOn06tXLzp37sy4ceMK+PhUxH374osvGD16NF27dqVfv34899xz/PTTTyX2Z1m1ahVjxoyhR48edO3alcsuu4wlS5YUuO9CCJYuXcrIkSPp1KkTPXr04KabbmLHjh0F5gMMdXfgWkrD+PHjWbBgAQBTpkwx+wuwevVqxowZQ9euXenWrRvXXnttgc8DwLZt27jxxhs555xz6NixIxdccAHPPfccDocDODHXhw8fJicnh6SkJO69917zeIfDwXPPPcfgwYPp0KED/fr145FHHgn7dn/o0CHuvPNO+vTpQ9euXZk6dSpHjhwp1XVv3brV/Px17NiRoUOH8vLLL+PxeArMT0nXV7hxVtQ1v/POO4waNcq8D2PHjg3xlSjss1cUxfUZwOPx8MorrzB06FA6duxI7969mT59eoh/2ooVKzjvvPMAw32gNP5d1U6gcDqd/PrrrwAFPjBgmDssFgsXXHABAEOHDsXlcvHJJ5+U+ly9evVi9OjRHD58mBdeeKFc4540aRKNGjXi3Xff5b777mPixIk0b96cRx55pFz9VgZ9+/bF6XRy5ZVX8vbbbxf4gLdp04bzzjvPFOwqk2uuuYa2bdsCcOWVV5oftAB33nknkZGRjB8/nl69ehETE8PatWsZP348f/zxB4MHD+baa6+la9eubNiwgUmTJpXIkW/dunVMnTqVunXrMn78eOrXr88HH3zA5MmTQ/Zbv349Y8aMYePGjQwcOJCrr74aXdd59NFHefjhh0P2/eCDD5gyZQoHDx5k2LBh9OzZk5dffrnETl66rnP77bfz2GOP4XA4uOyyyxg8eDDbtm1j0qRJLF68uMzXkZ+ePXuafjedO3dm6tSpIf4vy5YtY/Xq1Vx11VV06dKFLl26kJOTwxVXXMHbb79N69atueaaa7jkkktITU1lzpw5JTId5ubmMnbsWP766y9GjBjB4MGD+f3335k0aRK7d+8u9viSXu9bb73FrbfeyrFjxxg+fDj9+/fn3XffLXDPCuOzzz5j+vTpZGRkMHLkSK688kqys7N57LHHePHFF0P2veeee3j00Ufxer2MGTOGCy+8kF9//ZUxY8awYcMG4IRPCRhazKlTp9KzZ88SjSXAyJEjzWOGDh0a4r80d+5cbrvtNlJSUhg5ciQjR45kz549TJgwgY8//tjcb9++fUyYMIHNmzczaNAgrr32WurUqcOrr77KlClTAKhRowZTp04lLi4Ou93O1KlTTfNTTk4OV111Fa+++ipNmjThmmuuoWvXrixbtozLL7+clJQU81zHjh1jzJgxrFq1ii5dunDZZZexe/durrvuuhJf89q1a7nqqqv4/vvv6dOnD2PGjMFisTBnzhwmTJhQQKgo6/qqqGtetGgRTzzxBABjxoxh1KhR/Pvvv9x2222mj1hxn738lKRPMF7Ar7/+embPnk1MTAxXX301/fr1Y82aNYwePZpdu3YBcOaZZ5rfsy1atGDq1KmceeaZJbkdIE4iV199tUhMTBQHDx4Mu/3gwYMiMTFRXH311QW25eXlia1bt4qJEyeKxMREcddddxXYZ9euXSIxMVFMmDDBbNu5c6dITEwUI0aMCHvOxMREMXDgwJC2gQMHiu7duwshhMjMzBR9+vQRbdu2FVu2bDH3eeONN0RiYqJYvnx58Rfu5/nnnxeJiYkiMTFR3HTTTcLhcJT42HCUdD4HDhwo5s2bV+jPqlWrQo47duyYGDJkiDnWxMREcd5554n77rtPfPnll8Ltdhc7toEDB4rExMRyXV+Ae+65RyQmJoodO3aYbfPmzROJiYli1KhRQtO0kP0vuOAC0bNnT5GamhrSvmjRIpGYmCief/75QvsOzFliYqL4/PPPzf08Ho+4+OKLRWJiotizZ48QwliTZ599tujdu3fIPdA0Tdxyyy0iMTFRfPvtt0IIIbKyskT37t1F//79xdGjR819t27dKjp16lSitfTRRx+JxMREMXHiRJGbm2u2//vvv6Jv376iXbt24t9//y31dRTGxo0bRWJionjiiSfMtkC/SUlJYufOnSH7v/LKKyIxMVEsW7YspP3IkSOiQ4cOom/fvkX2HVjPN998s/B4PGb7Sy+9JBITE8WsWbPMtvLct6NHj4qOHTuKwYMHh6yR7du3i/bt25foXowcOVJ06dJF5OTkmG05OTmib9++4uyzzxa6rgshhPj8889FYmKiuOOOO4TX6zX3/ffff0XPnj1Fv379Qj5PiYmJYtiwYUWeuygCn4uvvvrKbNuyZYtISkoSV199tcjLyzPb09PTxZAhQ0Tnzp1FWlqaEEKIp59+WiQmJooNGzaE9HvDDTeIxMREsWvXLrMt+HsywKOPPioSExPFu+++G9K+du1akZiYKKZNm2a23X333SIxMVGsWLHCbMvNzTXXQbjnQDA5OTmiR48eolu3buLPP/80271er5g+fbpITEwUCxYsMNtLs74Ko7zX3LNnTzF48OCQtXD06FHRoUMHMWrUKLMt3OejMEra56uvvioSExPFs88+G3L81q1bRfv27cVll11mtgU+TzfffHOx5w+mSmoofv755wLhhl26dGH06NFs3LiR0aNH89hjjxU4LiBpX3zxxWZb27ZtadOmDTt27GD79u2lHkt8fDwPPPAAuq7z0EMPlcnfISsri/Hjx/PKK6/QvHlzAHbs2IHb7S51X2Xh8OHDLFiwoNCfzz77LGT/+vXrs3LlSm6//XZatmwJwMGDB1m+fDm33HILF1xwAT/99NNJGXtxDBkyBFU9sYx1XWf69Ok8++yzBSIAAk6tJXGsatq0aYh3tc1mo3fv3oAxnwDffPMN6enpTJo0KcQpVlVV09E2EHa1fv16cnJyuOaaa2jQoIG5b8eOHRkxYkSJrjVg+nn00UeJjo4OGevNN9+Mz+crEAlTkusoC82aNTM1RwHOOeccHnvssQLX07BhQ5o2bVqsmSXAxIkTsdls5t8DBgwo8XhLcr2rV6/G7XZz4403hqyRdu3aFRsNFUAIgcvlCnmrjY2N5cMPP+Trr79GURQAPvzwQwAeeOCBENNm06ZNGTNmDMnJyZX+Wfrwww8RQnD33XcTFRVltteqVYvrr78ep9NpqscD5rdt27aF9PHUU0+xYcMG2rRpU+h5AuuvTZs2jBs3LmTbeeedR7du3fjqq69wOBx4PB7WrFlDmzZtQuY8OjqaO++8s0TXtXbtWrKysrjmmmto37692W61Wrn//vuJjIwMG/ZYnvWVn9JcMxjrJj09PcTE0KBBA1avXs2SJUtKff7S9Pnhhx9So0YNbr/99pDjO3bsyIUXXsi2bdtKpAUsiqplvPcTHObo9Xr58ccf+fPPP2nXrh0LFy6kUaNGBY7RdZ1PP/0Uu93O+eefH7Lt0ksvZfbs2XzwwQchC6+kDB06lE8++YR169bx+uuvFxquGg5N05gwYQLbt2/n5ptvZtq0aTz44IMsX76c22+/nddff525c+eybt06HnvsMbp161bq8RVHz549eeedd0p1THR0NDfddBM33XQThw4dYsOGDfz00098++23HDlyhJtuuon33nuPdu3aVfh4S0P+6BZVVU1n0sOHD7N7927+/fdf9uzZY9ohS+KzEBD8ggmE4wbUqH/++Sdg+FCEs3dbLBb++usvAPN3hw4dCuzXtWtX3nvvvWLH9Ndff1G/fn2aNm1aYFv37t1DzlOa6ygL4aKK2rVrR7t27cjNzWXLli0cOHCA/fv3s23bNg4cOICmaSXqO/+YY2NjSzzeklxv4GHZqVOnAvt269aNZcuWFXueK6+8kkceeYQxY8aQlJRE//79GTBgAN27dw8RcLdv305ERERYc9S+ffsATF+qyiLwIrVmzRq+/fbbkG3Hjh0zxwCG2WTp0qU899xzvPvuu/Tv35/+/fvTt2/fECE2HPv27SMvLw9N08J+HtxuN5qm8ffff1OzZk3y8vLCfh46dOgQ8sAvjMBaDxfBl5CQQIsWLdi5cyc5OTkhofTlWV/5Kc01d+/enSuvvJJFixaZPgyBddOxY8dSnztASfrMzc1l37591K1b1/TjCybgL7dz584ihcbiqLICRXBI2R133MEzzzzD66+/zm233cYbb7xBTExMyDEbN240PxxnnXVW2H5XrVrFvffeS2RkZKnH9Mgjj7Bp0yYWLFhg+meUhFWrVrF9+3aGDx/ObbfdBhhvmLt27WLjxo3Mnj2bL7/8ksOHD9OsWbNSj+tk0KRJEy6//HIuv/xyMjMzuffee1m3bh1vvfUWzzzzzCkdW7h7+ffff/PEE0/w888/A8ZbaqtWrejQoQP79+8P6yyZH7vdXqAt8NYZIODom1/DE0xWVhZgJOsBCqxbgJo1axY7HjAcvwrLu1CvXj0AXC5XSHtJrqMsREREFGhzu93Mnj2b999/H6fTCRjarh49elCrVi1SU1NL1Hf+MQfGW1H3LSMjAyDsXAbmsTjGjBlD7dq1efvtt/ntt9/4+++/efXVV6lfvz733nsvQ4cOBYw14vP5TGfJcATWSGURWKeLFi0qdgxt27Zl2bJlvPzyy6xfv55ly5axbNkyoqOjueaaa7jtttsKXT+BNf7PP/8Ue72BPsJ9HiwWi/mQL4rAW39h+9arV4+dO3fidDpDBIryrK/8lOaawXiWNWvWjPfee4+tW7eyZcsW5s+fT4sWLXjkkUdMbVppKEmfgblKTU2t1LVYJQWKcNx1113s2LGDjRs38tBDDzF79uyQ7QFV73nnnRf2i2LTpk3s37+fL774osQq5mAaNmzIHXfcwRNPPMHDDz/MwIEDS3Rc4G0oWA1rt9tZsGABo0aN4rXXXgMM1X1FJNAqLytXrmT27NlMnz6d4cOHF9hes2ZNHn/8cfr168eBAwdOwQiLxuFwMHHiRHJycrjnnnvo06cPLVu2xG63s2XLFlatWlVh5wq8sb355pvFfhEE8qWEizYqaQRRTEwMycnJYbcFvghKKpxUBk8//TRLlizhggsuYNy4cSQlJZnjueiii0osUFQ2gQdQbm5uAcfiwBdvSRgyZAhDhgwhOzubTZs28c033/Dpp58yffp0WrduTWJiItHR0cTExBTQDJxMoqOjsVgsbNmypURv/m3btuWFF17A4/GwefNmvvvuO1asWMHLL79M/fr1GTt2bNjjAsLB8OHDefbZZ4s8x969e4HwnwchhCmQFkXgfMFOj8EEHvaV+ZkozTWDIbyMHj2a0aNHk5aWxk8//cRXX33FmjVruPnmm/nmm29K7exekj4D31VnnXVWWG1ZRVElfSjCoaoqTz31FDExMXz22Wd8/vnn5ra8vDy++uorYmJimD17No8//niBn4CXd1lyUgQYN24cnTt3ZuPGjSGe0UURkIbzp41u0KABM2fONP++9NJLyzyuiqRWrVokJyezZs2aQvcJSPQlfZsrL6V5o964cSPHjx9n3LhxTJw4kbZt25r3IPAlVpY3kXAEoowCpo9gMjMzefLJJ811EjC1hcvdkd9eXRht27YlJyfH9MYOJhD51Lp165INvgSUVpOxatUqateuzdy5c+nVq5f5Re5yucxIoYqa+/IQuBfh0lNv2bKl2OM9Hg8vvfQSb775JmAIi0OGDOGpp57i5ptvRtd1M0dOUlISx44dCytMffvtt8yZM6eAmao8hLtnSUlJaJoWNrrpjz/+4LnnnjPXz8qVK5kxYwZCCOx2O7169eKuu+4y1fm//fZboedu0aIFdrud7du3h73Pb775Ji+++CIZGRmcccYZxMXFhc0ltGfPngKatnAEIg/CjcnhcLBz506aNWsWVmtVUZTmmjMyMpg/f77pC1W7dm0uvfRS5s2bx6hRo3A6nWYocUk/eyXtMy4ujkaNGhU6tytXrmT+/PlmWYWyajGrjUAB0KhRI9OhZObMmaYEumbNGvLy8hgyZEih5ozzzz+f2NhYfv31V9N2WVpUVWXGjBnYbLaQGPKiCPhz/O9//wuRpLOysswvJIAnnniiXE5yFcU555xD8+bNWbt2La+88koBfwOPx8PTTz8NUGIHtvIScGYrSea4gCo+v+PlkSNHTFVfRSUSGzJkCLGxsbz22msF1tSsWbN4++23+ffffwHD8SshIYF33nknZN+9e/eajnvFMWrUKACefPLJEK3GwYMHWbhwITabLcQhubyUZt7BmHu3221+LsHwIXryySfNL7FTmf0vwKWXXorNZuPll18OcRTdvXs377//frHH2+12Vq1axdy5cwu8KAQ+wwE/r5EjRyKEYMaMGSE2+pSUFB555BEWLVoUova32WzlmqPAPQs+V+BzOnPmzBANjMPh4NFHH+XVV181/Vv++OMP3n333QI5DAIPmmD/NZvNFvJZioiIYOjQoezZs4c33ngj5PhNmzbx7LPPsnz5cuLj47HZbFxyySX8+++/Ift6PJ4SZyYePHgwcXFxLFmyJMTh3ufzmWsunJa1PJTnmmNiYnj77beZM2cOmZmZIfsGBO7A/Jb0s1eaPkeOHElmZibPPfdcyPf6nj17ePzxx3njjTfMl4DSfvYDVBuTR4Bx48bx8ccfs23bNp577jkef/xx09wxbNiwQo+Liopi6NChLFu2jA8++IC77767TOdPSkpi0qRJvPzyyyXav0uXLkyYMIE33niDUaNGcd555yGE4MsvvyQzM5NbbrnFTDZy5ZVXsmTJEs4444wyja0wDh8+XGySnM6dO9O/f38sFgsvvvgi1157rWkP79u3LwkJCaSlpfH9999z7NgxJkyYUGKzT3mpX78+YKjU+/TpU6A+SDDdu3encePGfPzxx2RkZNC2bVuOHj3K119/TUREBIqiFPjglZUaNWrwxBNPcOeddzJy5EgGDx5MvXr1+OWXX9i6dSsdO3Y0c/7HxMQwY8YMbr31Vi6//HLTD+eLL74gISEh5CFcGMOHD+ebb77hyy+/ZNiwYfTv35+8vDy+/vprHA4HDz74YIWuncC8r169mujoaEaOHBkSJZCfSy+9lNdff93Mj+Hz+fjhhx/Yt28fCQkJpKenk5mZedI0W4XRuHFjpk2bxvPPP8/w4cM577zzcLlcfPnll6ZAGuxYGY477riDKVOmMHLkSC688ELi4+P5888/2bhxIz179qRv376AIQQG7tnff/9Nv3798Pl8rF69mszMTKZPnx7iZFuvXj3++ecfHnnkEQYMGMCgQYPYuXMna9eu5cwzzyw23Xjgnr300kvs3LmTqVOnmkUV33nnHS6++GIGDBiA3W5n7dq1HD16lDFjxpgRUNdddx2rV6/mzjvv5IsvvqBZs2YcPnyYNWvWFKgxUq9ePfbv38+dd97JOeecw4gRI7jnnnvYvHkzzzzzDF9//TWdOnUyNZ5Wq5WZM2eac3v77bezYcMGnn76aX744QdatWrFhg0byMzMDOujk5/Y2FhmzpzJ7bffzpgxY0yz8caNG9m1axdnnXVWmes4FUZ5rtlutzNt2jSeeOIJLrnkEvMF+JdffmHbtm0MHz7cjKoL99kL5yxZmj5vuOEGfvjhB9555x1+++03evbsSXZ2Nl988QVOp5PnnnvONAfWqlULu93Opk2beOqppxgyZEihvonBVDuBIqAlGD16NMuWLeOSSy5h06ZN1K1bt1g79qhRo1i2bBkff/wxt99+e4nsieGYPHkyX3zxBfv37y/R/vfeey9t2rRh8eLFfPTRR9jtdjp37sx1111njtlisbB9+/YyFc8qjkDYaFFcc8019O/fH4BWrVrxxRdf8M477/Dtt9+aYU/x8fF06tSJGTNmmPueDMaOHcvvv//Or7/+yt69e5kwYUKh+0ZHR/PGG2/w3HPP8dtvv/Hrr7/SsGFDhg0bxpQpU7jhhhv49ddfyc3NDesQVlouuugiGjRowCuvvML333+P0+mkcePGTJ48mUmTJoWcY/Dgwbz55pvMnz+fzz//nKioKK644go6duxYIJQrHIqi8MILL7B48WI+/PBDPvzwQ6KioujSpQuTJk0ys7FWFI0bN+a2227jrbfeYvHixbRq1apAPZlgbr/9dmJiYvjkk09YsmQJCQkJtGrVigcffJC9e/cyc+ZM1q9fz+WXX16h4ywLN9xwA7Vr1+att95i+fLl1KxZk2uvvZaEhASefPLJIgUnMHy1/ve///Hqq6+ybt06srOzadSoEVOmTOH66683H5qKojBv3jwWL17MihUr+OCDD4iMjKR169ZMmDChgIDw8MMP88QTT7B8+XJ8Pp8pUCxYsMAUWoti6NChrF+/nm+//ZYlS5YwcuRIWrZsyYMPPkjHjh1ZunQpn3zyCRaLhRYtWnDLLbeEaBqbNGnC0qVLefHFF/n999/55ptvqFWrFsOGDWPq1Knmgw4Mv7b777+fL774grS0NEaMGEFCQgLLli3jlVde4auvvuKdd94hISGBQYMGMXny5JBQ4/j4eJYuXcrcuXP5+uuv+fXXX+nWrRsvvPACV155ZYnu4/nnn8+SJUt46aWX+P777/F4PJxxxhncfffdXHPNNWX+ji+M8l7z+PHjTWfezz//HKfTSfPmzbnvvvtChLVwn73Coi9K2mdkZCRvv/02r732Gp9//jlLliwhLi6Obt26ceONN4YkUrPb7Tz88MPMmzfP3K8kAoUiqoJRUwIY4YzFvRlJJJLykZGRgaZpYZ23582bx8KFC/nggw/ChpWeKt566y327t1rlgOQSKoi8ulVhZDChERS+WzatIm+ffsW0Nqlp6fz0UcfER8fXyBp16nE5/Px5Zdfhi01IJFUJaqdyUMikUjKQ79+/WjcuDELFy5k27ZtJCYmkpWVxdq1a8nIyODpp5+u1MiA0vL777/TpEkTrrjiilM9FImkSKTJQyKR/OdISUnhtdde49tvv+XYsWNER0fToUMHJk2aVKbkQhKJRAoUEolEIpFIKgBptJdIJBKJRFJupEAhkUgkEomk3EiBQiKRSCQSSbmRAoVEIpFIJJJyIwUKiUQikUgk5UYKFBKJRCKRSMqNFCgkEolEIpGUGylQSCQSiUQiKTdSoJBIJBKJRFJupEAhkUgkEomk3EiBQiKRSCQSSbmRAoVEIpFIJJJyIwUKiUQikUgk5UYKFBKJRCKRSMqNFCgkklIghDjVQ5BIJJIqiRQoJCeN8ePHk5SUFPLToUMHzj33XB577DGysrIq7dwrVqwgKSmJQ4cOATB//nySkpJKfPyxY8e44YYbOHz4sNk2aNAg7r333gofazjCzV3wzxVXXHFSxlEcGzdu5IILLqBDhw5cd911Fdr333//TceOHZk0aVJYwe7pp5+mY8eO7NixI6R97969zJgxgwsuuIDOnTvTvXt3xowZw5IlS/D5fCH7Dho0KGRe27ZtS69evbjpppv466+/QvYNd0/atm1Lt27dGDVqFB9//HGFXr9EUtWxnuoBSP5btGvXjkceecT82+v1sn37dmbPns3OnTtZunQpiqJU+jguv/xy+vXrV+L9f/rpJ9avXx/StmDBAmJjYyt6aIWSf+6CiYmJOWnjKIpnn30WXddZtGgRtWvXrtC+k5KSuOOOO3j66adZvHgxV199tblt7dq1vPHGGzz00EO0a9fObP/888+57777aNWqFRMmTKBFixa4XC7Wr1/PzJkz+f7773nxxRdD1tyAAQOYPHkyAD6fj5SUFF5//XWuvfZaPv/885Dryn9PNE3j2LFjvPnmm9x9993UrFmTAQMGVOg8SCRVFSlQSE4qsbGxdOnSJaStR48e5ObmMm/ePLZs2VJge2XQoEEDGjRoUK4+gh9cJ4Nwc1fVyMzMpEePHvTp06dS+v+///s/1q9fz6xZs+jduzetWrXi0KFD3H///QwZMiREyNi7dy/33Xcf/fr144UXXsBqPfF1N2DAAHr16sW0adNYvXo1Q4cONbclJCQUmOeOHTsyePBgvvjiC8aNG2e2F3ZP+vfvT+/evVmxYoUUKCT/GaTJQ1Il6NChAwBHjhwBDHXynXfeybRp0+jSpQsTJkwAwO128+yzzzJgwAA6dOjApZdeyueffx7Sl67rvPjii5x77rl07tyZyZMnFzCnhDN5rFy5kpEjR9K5c2fOPfdcnn/+eTweDytWrOC+++4D4LzzzjPNHPlNHjk5OTz11FMMHjyYjh07cskll/Dhhx+GnGPQoEHMmzePZ555hj59+tCpUycmTZrE/v37yzmDoeeYOXMm1157LZ06deKBBx5g06ZNJCUl8d577zFw4EC6devGjz/+CMCPP/7I2LFj6d69O7169WL69OkcPXrU7G/FihW0a9eODz74gL59+9KzZ0/27NkTcs5Dhw6RlJTE4cOHWblyJUlJSWzatAmAbdu2MWnSJHr16kW3bt246aab2L17t3lsUWPLj6IoPPPMM0RERHDXXXfhdruZPn06MTExPPnkkyH7vvbaa6iqymOPPRYiTAS44IILGDFiRInmND4+vkT7BYiIiMBut4doPgKamyFDhtChQwcuuOAC3nnnnQLH/u9//+O8886jU6dOjBkzhm+++SZkPufPn8+QIUNYsGABPXv25JxzzjHX9wcffMDFF19smhLnz5+Ppmlm3+np6UyfPp2+ffvSsWNHhg8fzsqVK0PGOGfOHAYNGkSHDh0YNGgQzz//PF6v19ynpOs8/xqUnP5IDYWkSrBv3z4AmjZtaratXr2aYcOG8dJLL6HrOkIIpkyZwu+//860adNo1aoVX331Fbfffjsej8d8OMyaNYu3336bm2++mc6dO7N69Wqef/75Is+/ePFiHn/8cS6//HLuuOMODh48yLPPPktWVha33XYbN998My+99BILFiwI63vhcrkYO3YsaWlpTJs2jcaNG7N27VoeeOABjh8/zk033WTu+/bbb9O9e3eeeuopsrKyePLJJ7nnnnt4//33ixyjEKKAzT+AxWIJeXgtXryYCRMmcP311xMTE4PH4wEMM82DDz6Iy+Wia9eurFy5knvuuYdLLrmEG2+8kYyMDObNm8eVV17JRx99ZKr3NU3j9ddf58knnyQjI4NWrVqFnL9evXq8//77TJ06lXbt2jF58mRat27Nxo0bue666+jVqxczZ87E7XbzyiuvMGbMGJYtWxbST/6xFUb9+vV59NFHuf322xkzZgy7du3inXfeKfDQ//rrrzn77LOLNL0888wzRc6zruscP36cuXPnUqdOHS666KJC9w3M0+HDh1m4cCG5ubkMHz7c3Pboo4+yYsUKbrzxRrp27covv/zCzJkzyc7OZsqUKeYcLFy4kEmTJnH22Wfz/fffc9tttxUY45EjR1i/fj1z5swhMzOT+Ph4XnnlFebMmcPVV1/Nfffdx86dO5k/fz5Hjx5l5syZANx1112kpaXx2GOPERsby8cff8w999xDgwYNOPvss3n11VdZunQp99xzD02bNmXLli3MmTMHm83GtGnTSrXO869ByX8AIZGcJK6++moxbtw44fV6zZ/jx4+Lzz//XPTs2VNceeWVQtd1c9/OnTsLt9ttHv/DDz+IxMRE8dlnn4X0e+edd4q+ffsKr9crsrKyRPv27cWsWbNC9pk0aZJITEwUBw8eFEIIMW/ePJGYmCiEEELTNNG7d28xefLkkGNee+01MXLkSOHxeMTy5ctDjhdCiIEDB4p77rlHCCHE4sWLRWJiovj9999D+rj//vtFx44dRUZGhnnMwIEDhc/nM/eZP3++SExMFOnp6UXOXWJiYqE/q1evDhnX4MGDQ47fuHGjSExMFAsXLjTbNE0Tffv2FRMnTgzZ98CBA6J9+/bimWeeEUII89pXrlxZ6PjCzYkQQowePVoMHTo05HqzsrJEz549xbRp0wodW0mYOnWqSExMFE8++WSBbZmZmSIxMVE8/fTTBbYFrz+v1xsytoEDB4ad36SkJPHJJ5+E9FPYPUlKShKXXnppyD35559/RFJSknjllVdC+pgzZ47o2LGjSE9PF7m5uaJTp05ixowZIfs89NBDIjExUWzcuFEIcWLt/vLLL+Y+2dnZolOnTuLhhx8OOXbZsmUiMTFR7Nq1SwghRIcOHcRLL71kbtc0TTz99NPit99+E0IIMXHiRDFhwoSQPt555x3z3pdmnedfg5LTH6mhkJxUfvnlF9q3bx/Spqoqffr04fHHHw95y27ZsiV2u938e8OGDSiKwoABA0LeCgcNGsQnn3zC7t27SU1Nxev1MnDgwJBzXHTRRXz//fdhx7Rv3z7S0tIYMmRISPukSZOYNGlSia7r559/pnHjxgXerIcNG8aHH37Ili1bTFt6x44dsVgs5j4BXw6n00mtWrUKPUf79u157LHHwm4744wzQv4+88wzw+4X3L5v3z5SU1OZPn16gb66du3Kzz//XKI+CyMvL49t27YxderUkOutUaMGAwcOLODkWpr+U1NT+e2331AUhS+//JIpU6aEaCh0XQ973IEDBzj//PND2ho3bsw333xj/j1w4EBTYyCEID09ndWrV3PnnXfidDpDImqC70lKSgovvPACXq+XF154gZYtW5r7bdy4ESEEgwYNKrB2X3rpJX777Teio6NxuVxceOGFIeO75JJLwmqvgudr8+bNuFyusP2DYdZq06YNvXr1Yv78+ezYsYN+/foxYMAA7rnnHnP/Xr168fzzzzN27FgGDRrEueeeG+KXUpp1Xtr1Iqn+SIFCclIJ/gJWFIWIiAgaNmwYNloiv5o0MzMTIQTdunUL23dKSgrZ2dkABR7MdevWLXRMmZmZAOWKSsjKygp7jjp16gCY4wKIiooK2UdVDVemwh6CAWJiYujYsWOJxhMdHV1se+C6A2MMpk6dOgXCLwvrszBycnIQQhTaf05OTpn613Wdu+++G5/Px9y5c7ntttt4+OGHmTt3rrlPrVq1iI6ODgnzBWjYsGGIvX/hwoXs2rUrZJ+aNWsWmOdzzz2XlJQUZs2axWWXXWYKSPnvSefOnRk2bBgTJ05kxYoVJCQkACfm+uKLLw57TcnJyaZAFDgmQGHrMvjzEej/hhtuCLtvSkoKAHPmzOHll19m9erVfPnllyHCfOPGjbnuuuuIiYlh+fLlPPfcc8yaNYs2bdrw4IMPcvbZZ5dqnZd2vUiqP1KgkJxUSvNQzE9cXBzR0dG8/fbbYbc3a9aMrVu3ApCWlhbyhhj4wg1HjRo1AMNhLZiMjAx27NhRpD0/QHx8PAcOHCjQnpqaChQUcKoCNWvWBOD48eMFtqWmppZ7zHFxcSiKUmj/gfOXlkWLFvHTTz8xZ84cLrjgAiZOnMhrr73GihUrGDVqlLnfoEGDWLduHQ6HwxRY7XZ7yPorzRg6dOjATz/9REZGRlghCYwH68MPP8ytt97Kk08+afruBNbYW2+9FdafoFGjRqYfUf61m39dhiPQ/3PPPUfz5s3DjguMe3LXXXdx11138c8///D111/z4osv8thjj7Fo0SJUVWXcuHGMGzeOtLQ01q9fz8svv8wtt9zCjz/+WC3XueTkIaM8JNWGnj17kpeXhxCCjh07mj+7du1i4cKF+Hw+unbtSmRkJF988UXIsevWrSu035YtW1KrVq0C+3z88cfccMMNeL1eU4tQGD169ODw4cNs3rw5pP2TTz7BZrPRqVOnUl5t5dOiRQvq1q3LqlWrQtoPHjzIH3/8UagmqKRER0fToUMHVq9eHRJpkJOTw7fffkv37t1L3efvv//O/PnzGTVqlBnqeeutt9K2bVueeOIJDh48aO57ww034PP5ePDBB02n1GBcLlfI/sWxbds24uPji31oXnjhhfTr149Vq1aZZqOzzjoLMITU4LWbnp7O3LlzyczMpG3btsTFxfHVV1+F9LdmzZpix9a5c2dsNhvJyckh/VutVmbPns2hQ4c4fPgwAwYMMD8bLVu25Prrr6dPnz5mdNWYMWN44oknAEMzMmrUKMaNG0d2djYOh6NarnPJyUNqKCTVhgEDBtCjRw8mT57M5MmTadWqFVu3bmXevHn069fPVBVPnjyZF154gaioKM4++2zWr19fpEBhsVi45ZZbePzxx6lduzaDBg1i3759zJs3j3HjxhEfH2++AX711Vf079+/QJTDqFGjWLJkCVOmTGHatGk0adKEb775huXLlzN16lTz+PLgcDj4448/Ct2e3zejOFRV5Y477uC+++5j+vTpDBs2jIyMDBYsWEB8fLwZqlsepk+fzqRJk7jhhhsYO3YsXq+XRYsW4fF4TD+FkpKdnc2dd95Jo0aNePDBB812u93Oc889x6hRo7jrrrtYvHgxFouFpKQkZs2axX333ceoUaMYPXo0SUlJ+Hw+Nm/ezIcffsjx48cLZPRMT08PmWen08nKlSvZsGEDd9xxR4nm+P7772fYsGE88cQTfPTRRyQlJTFs2DAeeughDh8+TIcOHdi3bx9z5syhSZMmNG/eHIvFwnXXXce8efOIioqiZ8+e/PzzzyxduhSgSKG2Vq1aXHfddcydOxeHw0GvXr1ITk5m7ty5KIpiCisNGjTgiSeewOFwcMYZZ/Dnn3+yfv16brzxRsAQjF9//XXq1KlD165dSU5O5o033qBnz54kJCSclHUuqb5IgUJSbVBVlUWLFjF37lxeeeUV0tLSqF+/PhMmTAh5ON14441ER0fz1ltv8dZbb9G1a1fuueceHn300UL7HjduHNHR0fzvf//j/fffp0GDBlx//fVcf/31gOGs1qdPH55//nk2bNjAokWLQo6PiorinXfe4fnnnze/1Fu2bMmTTz7J6NGjK+T6d+zYwZVXXlno9l9++aXUX+ijRo0iJiaGV155hSlTphAbG0u/fv244447ivQ7KSm9e/fmjTfeYN68edxxxx3Y7XbOOussnnnmGdq0aVOqvh544AGSk5NZsmRJAbNBmzZtmD59Ok899RQLFy5k2rRpAGYa8KVLl/Lhhx9y+PBhhBA0bdqUoUOHMmbMmAImgvXr14c4jEZHR9OiRQseeeQRxo4dW6KxtmzZkvHjx/P666+zdOlSrr76ap566ileeeUV3nvvPY4dO0bt2rUZOnQot912mymk3HjjjQgheP/99/nf//5H586dufPOO3nqqaeK9Um47bbbqFu3LkuWLOG1114jPj6e3r17c8cddxAXFwcYYamzZ89m7ty5ZGRk0LBhQ6ZOnWr6Xtx6663Y7XaWL1/OwoULiYuLY9CgQabj7slY55LqiyKErHYkkUgkpxqfz8eqVavo1asXDRs2NNsXL17ME088waZNm6QGQFKlkQKFRCKRVBEuvvhi7HY7N998M7Vq1WLXrl288MILDB48mKeeeupUD08iKRIpUEgkEkkV4eDBg8yePZtNmzaRnZ1No0aNGDZsGDfeeCM2m+1UD08iKRIpUEgkEolEIik3MmxUIpFIJBJJuZEChUQikUgkknIjw0YLYfPmzQghpN1SIpFIJFUGr9eLoiglyuB7spEaikIQQvBfci8RQuDxeP5T11wcck7CI+elIHJOwiPnpSBlnRMhBDk5OWiaVmXnU2ooCiGgmShr3YnqRl5eHjt37qR169ayqI8fOSfhkfNSEDkn4ZHzUpCyzInD4WDp0qWkpaXRt2/fMtfBqWykhkIikUgkkipKsDABRadgP9VU3ZFJJBKJRPIfJr8wER8fb1bOrYpIgUIikUgkkipGOGFi7NixUkMhkUgkEomkZBQmTMTHx5/ikRWNdMosB0IIvF4vmqad6qGUG7fbbf5WFOUUj6ZqkH9OrFarDCOWSCSVztatW6udMAFSoCgzPp+PjIwMoqKizNLD1Rm73U6LFi2w2+2neihVhvxzkpeXh6qqZiloiUQiqQx69+5NTk4O//zzT7URJkAKFGVCCEFGRgZ16tQ5bd7mA1qWyMjI00JAqgjyz0lUVBTp6enoul6l7ZgSiaR6oygK559/Pnl5ecTExJzq4ZQY+a1YBrxeL1FRUaeNMCEpOREREXi93lM9DIlEchrhcDhITk4OaVMUpVoJEyAFijKhaZp8i/+Poqoquq6f6mFIJJLThIAD5nvvvcexY8dO9XDKRbUWKJKTk5k2bRo9e/akX79+PPXUU6Yj3cGDB/m///s/unTpwtChQ/nhhx9O8WglEolEIjlBcDSH0+nkiy++qLJptUtCtRUohBBMmzYNp9PJ4sWLmTNnDuvWreOFF15ACMGUKVOoU6cOy5cvZ/jw4UydOpUjR46c6mFLJBKJREJubm6B0NCRI0dWa1N6tXXK/Oeff/jjjz/48ccfqVOnDgDTpk3jmWeeoX///hw8eJD33nuP6OhoWrVqxYYNG1i+fDm33HLLKR65RCKRSP7LOJ1Oli1bRk5ODlC9QkOLotoKFHXr1uW1114zhYkADoeDLVu20K5du5DCK927d+ePP/44yaOUSCQSieQEubm5fPnll9jtdmw222kjTEA1Fihq1KhBv379zL91Xefdd9/l7LPPJjU1lXr16oXsX7t27VI7vAghyMvLK9Dudrux2+2nRUKrAAG7nRCCQ4cOce+995KWlobVauWmm27iwgsvPMUjPPkEz0ngXuu6/p8vx+x0OkN+S+ScFIacl1Byc3NZvHgx2dnZ1KxZk/j4eEaMGIHNZgv7rAmHEKLKmkWqrUCRn1mzZrFjxw4+/PBD3nzzzQIJmux2Ox6Pp1R9er1edu7cGXZbixYtyjzWqozb7cbn83HHHXeQlJTE8ePHGTduHL169SIqKupUD++UEHD0Dfx/3759p3A0VYf9+/ef6iFUOeSchEfOixEduGrVKrKysgAjOWLnzp05cuRIqf37qmoCwtNCoJg1axZvvfUWc+bMITExkYiICDIzM0P28Xg8REZGlqpfm81G69atC7QHNBSl7a8qI4TA7XYTERFB06ZNadq0KQBNmjQhISEBl8tFrVq1TvEoTy7BcxL8RtCyZUsiIiJO4chOLU6nk/3799O8efP/rJCZHzkn4ZHzEorX62XNmjX4fD6uu+466tevX+o+9uzZUwkjqxiqvUAxY8YMli5dyqxZs7jgggsAqF+/foFJP378eAEzSHEoihLihxHcDlTbXBRXX301v/zyC2AITU2bNuWmm25i8ODBKIoScl1//vknuq7TpEmTSh/X4sWL+d///kdqaipt27bloYceolOnTmH3HTRoEIcPHy7QPnbsWB555JES91fUPgEzR/CcqKpKZGSk/HIEoqKiwn4+/svIOQmPnBeDvn37YrfbycvLo379+mWak6pq7oBqHDYKsGDBAt577z1mz57NxRdfbLZ37tyZ7du343K5zLbffvuNzp07n4phVimEEOzYsYN77rmHH374gdWrV9OvXz/uu+++Ag/ozMxM7rnnHh5//PFKH9fnn3/OU089xZQpU/joo49o27YtkyZNMkOq8vPhhx/yww8/mD9vvPEGgOnrUZL+SntOiUQiKQ3hkuC1b9+e2NjYUzCayqfaChR79+7lxRdf5Prrr6d79+6kpqaaPz179qRhw4bcd9997N69m0WLFrF161ZGjx59qocdQkqOk7nf7eTxNVuY+91OUnIq33Fp//795Obm0q9fP+rWrUvTpk0ZPXo0mqaF2Dk9Hg9Tpkzh+uuvp1u3bpU+rjfeeIMrrriCyy67jNatW/PYY48RGRnJ8uXLw+6fkJBA3bp1zZ9169Zxxhln0LNnzxL3V9pzSiQSSUlxOBy8+eab/P3336d6KCeNamvy+Prrr9E0jZdeeomXXnopZNvff//Niy++yAMPPMCoUaNo1qwZCxcupFGjRqdotKFous7MtdtYvzcZTReoioIuBJ9uP8iAVvW5f3BHLJVUfGr79u3Ex8ebviHHjh1jzpw52O12EhMTAUOLce+993L22WczYsSIEvf98ssv88orrxS5z2effVbgPng8HrZv386NN95otqmqSp8+fdi8eXOx5/V4PHzyySdMmDABRVFK1F95zymRSCSFEZwB8+OPP2bUqFFh/fFON6qtQHHDDTdwww03FLq9WbNmvPvuuydxRCVn5tptrN11FKuqovrtYaqiIASs3XUUgIfOrxzzzPbt28nJyaFbt25omobb7SYyMpJHHnmEunXrAoZ56PPPPycpKYm1a9cC8Oyzz5KUlFRk32PGjOGiiy4qcp9wfiwZGRlomkbt2rVD2mvXrs0///xT7DWtXbuWnJwcRo4cWeL+yntOiUQiCUewMAEQFxdnfree7lRbgaK6kpLjZP3eZKyFaCCsqsp3e1NIyXFSL67iHf927NjBuHHjGD9+PNnZ2Tz77LN069aNkSNHmj4nZ511Fn/99Vep+65ZsyY1a9as4BEXz/Lly+nfv3+ZPKYlEomkosgvTJxOSatKghQoTjJLN+83zRyF4dN1lm7ez639z6zw8+/YsYMrrriCZs2aAfDII48wbNgwLrvssgJv66WlrCaPWrVqYbFYCjhDpqWlFciEmp/Dhw/z008/MX/+/FL1V55zSiQSSX7+68IESIHipJPl8hQpTIBh/sh2eSv83AcPHiQ7O5s2bdqYba1bt6Zp06asWrWKa6+9tlz9l9XkYbfbad++PRs2bGDw4MGA4R29YcMGrr766iL7W7FiBbVr1+bcc88tVX/lOadEIpEEI4UJAylQnGTiI+3oomgNhS4ENSJtFX7uP//8E5vNRvPmzUPae/fuzddff11ugaI8Jo8JEyZwzz330KFDBzp16sRbb72F0+lk1KhRALz77rt89dVXvPXWW+Yxuq6zYsUKRowYgdVqLVV/Jd1HIpFIikIKEyeQAsVJ5qquzfl0+0GKKgVhVVWu6tq8ws+9Y8cOmjVrViBta58+fXjvvfdITk42TSEnm6FDh5Kens68efNITU3lzDPPDCn+lpGRwcGDB0OO+emnnzhy5AiXXXZZqfsr6T4SiURSFOnp6WY67f+yMAGgiP9ylaMi2LZtGwAdO3YssC1Q6Kas2RJnrNliRnnkx6frDE5sWGlRHoWhaRoul4vIyMhqmwG0ogk3J+W996cDeXl57Ny5kzPPPFNmP/Qj5yQ8/5V52bdvH2vXruWKK64oVpgo75wU9Ww61UgNxSng/sHGQvhubwo+XTfzUFhVlcGJDc3tEolEIqn6tGjRgkmTJqFWUv6g6oIUKE4BFlXlofM7k5LjZOnm/WS7vMRH2riqW3Pqxv5333wlEomkquNwONi9ezddu3YNaf+vCxMgBYpTSr24qEoJDZVIJBJJxRPsgOl0OunTp8+pHlKVQopUEolEIpEUQ/5oji1btoQUoJRIgUIikUgkkiIpLDQ0MjLyFI+saiEFColEIpFICkHmmSg5UqCQSCQSiSQMUpgoHVKgkEgkEokkH1KYKD0yykMikUgqiFSHi5W/HiDL5SE+0s5VXZtXStVgSeXz6aefhggTQy4dyZtbjpDl2i/vbSFIgUIikUjKiaYLXtuWwt8bUxEoZrK6T7cfZECr+tw/uCMWmaegWnH++eezZMkSVIuFQw06cdOnW81K0fLehkfOwn+EQ4cOkZSUxKFDhyq8b4fDwcqVKwvd/scff3D++efTsWNHPvjgA5KSkti0aRNglAtfvXp1hY9JIjmZPLv+LzYdy0UXmIX/VEVBCFi76ygz1247xSOUlJbatWszduxYjjTszA+HcxDy3haLFCgk5ebNN99k+fLlhW5ftGgRZ5xxBqtXr+aiiy7ihx9+MLPMPffcc6xfv/5kDVUiqXBScpz8uC8VayEVhK2qynd7U0jJcZ7kkUlKQ15eHrquh7Rp9mg2HcsNW3cJ5L3NjxQoJOWmuPpyOTk5dOrUiSZNmhAbG0vdunXNiqeyNp2kurN08358xaxjn66zdPP+kzMgSalxOBwsXryYVatWhQgVSzfvR9PlvS0pUqD4j/HFF1/Qv39/unXrxsMPP4zH4zG3/f7771x++eV06tSJSy+9lC+//NLcduTIESZOnEjXrl3p3bs3M2bMwOv1smLFChYsWMDPP/9MUlJSgfONHz+en3/+mYULF5rbAyaP+fPn89FHH/HRRx8xaNCgyr94iaQSyHJ5TFV4YaiKQrbLe5JGJCkNwdEcO3bsYN26deY2eW9Lh3TKrEAWLlzIiy++WOx+nTt3ZsmSJSFtY8eOZcuWLcUeO3nyZKZMmVLmMS5btow5c+agaRp33303r7zyCrfccgupqancdttt3HrrrQwYMIA//viDe++9l9q1a3PWWWcxY8YMoqOjWblyJWlpaUybNo2WLVty2WWXsXv3bjZv3sz8+fMLnG/+/PncdNNNdO3alYkTJ4ZsmzhxInv37gXg4YcfLvM1SSSnkvhIO3oxGgpdCGpE2k7SiCQlJVxo6FlnnWVuD9zbooQKeW9PIAWKCiQnJ4ejR48Wu1/jxo0LtB0/frxEx+bk5JRpbAHuv/9+unfvDsCtt97Kc889xy233MLSpUvp2bMn48aNw2Kx0KxZM3bu3Mlbb73FWWedxeHDh2nfvj2NGjWiWbNmLFq0iBo1ahAZGUl0dDQ2m426desWOF/NmjWx2WxER0cX2B4TE2Omrk1ISCjXdUkkp4qrujbn420HitzHqqpc1bX5yRmQpESUJM/EVV2b8+n2gxQlL8p7ewIpUFQgcXFxNGzYsNj96tSpE7atJMfGxcWVaWwBOnXqZP6/Xbt2HD9+nKysLP755x++++47unfvjuKXxr1eLy1atADguuuu4/777+err76if//+DB06lHbt2pVrLBLJ6UC9uCj6Nq/LZ9scYbf7dJ3BiQ1lzoIqREmTVtWLi2JAq/qs3XU0rGOmvLehSIGiApkyZUqZzRH5TSCVhRr0oQg4RNpsNnw+H0OHDuXmm2/GYrGY+1itxhIZNmwYvXv3Zu3atXz77bdMmzaN66+/nttvv/2kjFsiqcrcPaAtx1NT2OXAVJHrQmBVVQYnNuT+wR1P9RAlfkqbATNw777bm4JP1+W9LQIpUPzH2LVrFz179gRg69atNGjQgOjoaFq0aMFvv/1Gs2bNTIHi9ddfx+PxcNNNNzFnzhwuuugirrrqKq666ioWLVrERx99xO23325qNMqCoigy0kNS7bGoCtd1rEedpi1Y+Vcy2S4v8ZE2rurWnLqx8u21qlCWdNoWVeWh8zuTkuNk6eb9Ye9tYNvJyJDqdruJiIiolL7LixQo/mPMmDGDJ554AofDwbx585g0aRIAY8aM4d1332Xu3LmMGjWKbdu2MXv2bGbOnAnAP//8w+OPP87DDz+MxWJh/fr1pskjKiqKlJQUDh06RJMmTUo1nqioKHbv3k1ycjL169ev2IuVSE4ydWMjubX/mad6GCGczIddVcdisWCzGQ6Upa3NUS8uqsC91XSdmWu3sX5vcqVn0dQ0jeeee4727dvTrFmzCumzopFho/8xrrrqKm6++WZuu+02hg8fzrXXXgsYjqIvvPAC33//PZdccgkvvPAC9957L8OGDQPg0UcfpU6dOowfP54rrriCevXq8cADDwAwZMgQdF3n4osvNiX/kjJ8+HD27dvHsGHDpKZCIqlANF1nxpotjH33e1Zu+5f1e5JZue1fxr77PTPWbEHLl8Tpv0BUVBRXXnklbdq0qZBCXzPXbmPtrqOVnkXz8OHDDB8+nGeeeaZC+qssFCG/xcOybZuxEDp2LGgfczqNrGhRUaePlK9pGi6Xi8jIyBAfiv8y4ebkdLz3pSUvL4+dO3dy5plnEh0dfaqHUyWoinMyY82WYp0JHzq/c6WOoSrOS0WRkuNk7LvfFxkBoioKi68+J0QjVNo5+eyzz5g2bRoZGRkAvP322zRr1izss+lUIzUUEolEcpqRkuNk/d7k/3zKaIfDwapVq3C5XBXe98nIoqlpGrNnzzaFiSZNmtCgQYMy91fZSIFCIpFITjNkyugTDph//vkny5Ytq3Ch4mRk0bRYLCxatIjY2FguvfRSvvvuuyrrkAnSKVMikUgqhHSnlxd/2k2ezil3fjzdUkaX1rE0fzRHbm4ubrfbTKRXEVRGFk0hBJmZmdSqVctsa9WqFevWraNly5YoisLBgwfLNe7KRAoUEolEUg40XeepdTtZ8+dhIqKjsVkslebpX1JOl5TRZYmiKEtoaFmo6CyaWVlZ3H777ezYsYNvvvkmxL+iVatW5RztyUGaPCQSiaQczFy7jXV7khFUrqd/abiqa3MsatEaiuqQMrq0URQnS5iAE1k0fYVEy/h0nf6t6pVIS/Xzzz8zYMAAVq5cya5du7j//vsrergnBSlQSCQSSRkxnR8tVcv5sSIfdqeK0jqWnkxhIsD9gzsyOLGhqTmBE5lSS5JFU9d15syZw8UXX8y///5rjru6Vl+WJg+JRCIpI6VxfjzZCa+qe8rowNyqioLbp5HicKHpAouqUC82kgirxZzbSd2annRhAkqWRbMwjh07xvTp01m/fr3Z1qtXL1599dVSJwisKkiBQiKRSMpIwPlRK8KQfqqcH8vzsCsr+Z0nR7Qte/bbLJcHBdif7iDT6UEIYabqT8t1UzPKTrNaMWS7vGzatOmkCxPBhMuiWRSbNm1i9uzZpKenA0YJgunTp3P33Xeb9ZOqI9V35BKJRHKKCTg/FsWpdn4s7GFXkSm5C3Oe/HjbAZJiBM8mtS11n/GRdvanO8hwGkJboGZQ4Hd6nhvhn9tz+55LVlYWycnJJ12YCFDS+XziiSd4+eWXzb8bNmzIK6+8wjnnnHMyh1spSB+K/xCHDh0iKSmJQ4cOFdj20UcfcfHFF1fIeRwOBytXrjT/HjRoECtWrAi7TSKpzlRH58fKSMldmPOkLmDTsVyeXf9Xqfsc0qYBWS5voZEqqqKQ5fIypE0DLBYLw4cPZ9y4cSddmCjtfAaP78ILL+S77747LYQJkALFf4qGDRvyww8/0LBhw0o9z5tvvsny5cvNvz/88EOGDh0adptEUp0xnR+16uP8WNH1J4p1nlQUftqXWmrH1K92HyM+0kY4/Y/wuhDuPOIjbXy1+xhgJIGqUaNGqc5REZR2PidPnkyPHj14/PHHWbx4MbVr1z7pY64spEDxH8JisVC3bt1Kr9WRvzxMQkKCmVBGlo6RnG7cP7gjA1vXL7On/8mkMlJyl8Qx1StEqbNyZrk8NK8dR60oOyiKKVgIrwv+3kTU3p9pElV6/5SUHCdzv9vJ42u2MPe7neWKwCluPhWvm09WfR5yDovFwpNPPsnEiRNN883pgvSh+A9x6NAhzjvvPL7++mtsNhsPPPAAv/76Ky1atKB///4h++7atYsZM2awZcsWGjZsyDXXXMO4ceMAmD9/Pvv37yc2NpZPP/2UiIgIJk6cyPXXX8+KFStYsGABAElJSfz9998MGjSIqVOnAoRsmzVrFk8++SQ//vij6Yj05Zdf8tRTT7Fu3brT7sMmOT2xqCr3DTyT/vFetriicOpKpTs/lpXgyInCKG1USmVl5YyPtCOEoHlCLB5NJ9nhwufMw7frN6IsXiyKQtbOX4jrUbh/RrBfQ1yEjWPZTn47lFZhpcaLms+8w3vZ9/48PJmpPNO+Jc/feKW57XT9bpMCRQXy888/88svvxS7X4MGDbjssstC2pYvX86xY8eKPbZHjx707NmzzGMMcOuttxIdHc0HH3zA7t27eeCBB0zbnsvl4vrrr2fkyJHMmDGDf/75h4ceeoiYmBhGjBgBGA/+sWPH8tFHH/HVV18xa9YsBg8ezNChQ9m9ezebN29m/vz5IefMvy06OpqHHnqIjRs3mjbE1atXc9FFF522HzjJ6UtClI3J3dpU6aqalfHwr6ysnMGZKO0WlUaRKuk7f8Wnu0BRsETFkNC+F2O7tShwbDgn0X1pOWS4PCRERdAsIda81oBpAih19dVw8yl0nZSfPufoV0sRmgbApy/NYtb1l6Oe5IypJxspUFQgHo+HnJycYveLi4sr0Jabm1uiYz0eT5nGFozT6WTz5s2sW7eORo0a0aZNG7Zt28bq1asB+PTTT6lduza33XYbAM2bN+fw4cO8/fbbpkBRs2ZN7rnnHiwWC9dddx2vvvoqf/75Jy1atCA6OhqbzUbdunVDzhsZGVlg28CBA/niiy8455xzcDqdrF+/nnfeeafc1yiRSApSGQ//kqSgtilKqR1TA/4pa3cdRfF6SN/8Lb5c4zvSEhVDfOd+DOrQIqx/SsCvwaqqZh6LLJcXFYUMpwfSHTT3CxUQauopjb9L/vn0OjI5sPwlcnZvMfeJbtKKsfc/ddoLEyAFigrFbreHFRbyExMTE7atJMfa7fYyjS2Y9evXU7NmTRo1amS2dejQwRQo/vnnH/766y+6du1qbtc0LcT3okmTJiF/x8TE4PP5Sj2WSy65hAcffJBHH32Ub7/9lnr16tGhQ4eyXJZEIimGiq4/AaEP/nC+BD4h6NOibpkcU+8f3BGPy8knH36ANzcHBVAjo6nT7VwGdWgR1j8lnF9DisNl5rFQgEyXF4+mYw/KcFqWBGTB85m9ZysHPlyIz5Flbq/XbxhNhlzJ5Iv6lvraqyNSoKhAevbsWWZzRH4TSGWT3znSZjvxRuLz+ejduzcPP/xwoccH719YnyWhf//+aJrGL7/8wpdffslFF11U6j4kEknJCDz8P99xiLQ8T9jMk4MTG5b64V9YVk4L0KtBDHcPKH0eCgBnXh5nJG9jWOta/HlUgYgozj7/Uib271iof0o4vwZNFyFmVCEEyQ4XTeNPmKfK4udRLy6Kc5rVZsnL8zj+w6dmuzU2nmajpxDdsgMDyjCf1RUpUPwHGThwILNmzeLAgQM0a9YMgJ07d5rbW7Rowddffx2ihfj444/Ztm0bDz74YLH9F+X/kH+b3W5nyJAhfPXVV/z4449MmTKlLJckkfwnKG8yKk3X0QWk5rpJz/ObT4XgeK6bhOgIxp8V/q2/OArLyjmibX1SD+4rNldHuOuLsYCy40c8udnE2K2c36lViZJWhfNrsKiKqaEAUAAtX6hvWROQJa/6X4gwEdemM01H3URUjQT6t6pXpaJ8KhspUPwHiYiIoHfv3tx///089NBDHDp0iMWLF5vOZMOGDWPBggU8/PDDTJw4kUOHDvHkk08yYcKEEvUfFRVFSkoKhw4dKpCTPty2Sy65hJtuuolmzZrRpk2bir1YieQ0oCxlvMMxc+02vtl9lGa1YmlYw4ic0DQdq0UlIdqOqijlKrWePytnXl4eqWW8Pk3XcR5wUTsrmYu7tilxBsxwfiL1YiNJy3WbfwvAkq+gW1kTkN0ydSofr1yJpmmcO+5G2p8/iprREVUyyqeyOf29RCRhmTNnDrVq1WLMmDHMnj2b8ePHm9tiY2N59dVX2b9/PyNGjODBBx9k3Lhx3HjjjSXqe8iQIei6zsUXX2zm1y9qW69evYiJiTGTX0kkklBKkjypuPwK+X0L7BaVpvHRNE+IpUl8NNE26ympjFrY9VlUlZgW7Ump1YIjDTuXOANmuOylEVYLNaNOpElXFIX6sZHm9vIkIGvXrh3z58/niy++4P3Zj/PwhV2Y1v/M/5wwAaAImWkoLNu2GdnNOnYsqK5yOo0PXFTU6bNgNE3D5XIRGRlZ6Ymv8uNwOOjbty+rVq2iadOmJ/XcRRFuTk7He19a8vLy2LlzJ2eeeWaVDpE8mVTmnKTkOBn77veFOlIK4N8MBw1rRJlRDbowfCMGtKrPdb3asGzLAb78+zC7U3NoEBcV4owYjC4EIzqeUWGVUUsyL8HXF2yWCEZVFBZffU6JH/gz1mwp4CQqhOBARi4ZTg81I220qB1nVl8NmCaK0878+eefvPDCCyxcuJCIiIgSjSU/5V0rRT2bTjXS5CE5ZQgh+PLLL1mzZg1du3atUsKERFJVKC4Z1YF0h79QlqHG1zQdi0WlXkwE/9u0hzd/2csZNWP41/8wTc9zUzPSTrOEWPL3eCoqowauT3jcZGz9gRqtO2OvFRpyXtoIjHBOogJoWTuObk1q0aBGNA63r8gEZMH+HDUibGhb1jFr5gw8Hg/169fnySefLPe1n25IgUJyylAUhVmzZmGxWHjppZdO9XAkkipJUcmoPJpOpsuDR9M5muMk0mpBwdBaHM7MRQBRVgsN46IMM4AQUEguBjg1lVGzXB6Ex23mmUjf8gMJXfphr1nH3Ke0gk55Srfn9+fQ83I4sOJlsv/+3dxnw4YNpvZScgIpUEhOKV9//fWpHoJEUqmUNzKjqGRUyQ4XTq+G159TQQBuTUcIgVfTEQJ8ms5fKVnU8PdjKSIXQ2GOieW5hnSnlxd/2k2eblzLkDYN+Gr3MbMvzeUk7fdv0fKMpFWqPQI1IrTvsgo6hZVuL4rgpFi5+3Zw4IMFeHMyzO3dho7ms//NL7PJ43RGChQSiURSCVRUZEZhyag8mk6aw4XHpxuChE/Ho+kogC4wi2lpAnI9GrruxqsL3JpGlNU4b3AuhnA5KMpzDZqu89S6naz58zAR0dFYVZX96Q5mfLmFGpE2GsXHcCw9g7yt3+POzaF2dAQRMbEkdB2ANSo0+d/JKgEfcFy1CMGRte+TvH4lgYm3RsdxxmWTUdp2I8ujU0/KEwWQUR5lwGKxoPlztEv+W+i6/p9IoSspPxVVJtwska4beRMEsD/dwY7kTLLd3hNVODEECS1ImAjg03UURSHCakFB4NZ0EAJN04usjFqea5i5dhvr9iQj/McEHCJ14JjDxeb9R0j/fT0uRzYen85Rt8DR/Cws+YSJk1kCfunm/TjTU9n9v8dJ/vYjU5iIbdmetlOfIT6pq+nPISmI1FCUAZvNRlZWFjExMbKI1X8Mt9v9n47wOF0orxmiJP2XtEx4Sc4b7GS493g2mS4vLq+PYqqGmwhhCBuqAlE2KzoQH2EjqV4NLmzbOKxvQXmuwTzWouIBPD6NTKfhC+LyafjcLmy7NyE8eSgK2KKicbfuSaZuYX9aTkgExsksAZ/l8pCxeT25//5tNKgqDc+7gvr9hqH45+FUOK5WF6RAUQYURaFWrVocP36cqKiokx5mWRnouo7bbSR+kW/gBvnnxOPxYLPZ5PxUYyrKDFEcFV0mPOBkuONoBiPf/JYaETY8Pg27BTxa8VKFAPK8PmLsVhRAEYIIm4U3r+pbqEBT1DW4fRopDhdeXefmDzfx0uheIf0Ejg2QmutGCIFQFFOYUJwONFXBGhEDbc/GZotCVSDT6eFQZi5Na8UwoFV9bujdpkLuSYCihMn4SDv1+g8ne/cWfDmZNL9yGjFNQ5PtnQrH1eqCFCjKiNVqpU6dOni93tPC/OHxeNi3bx8tW7aUnst+8s9JoFKqpPqSvwollL+EdTgqo0w4wFe7j9GoRjSHs53YrRYE4NW8BUwc4dB0gdunEWm1gKLQOD66SO1I2NLc/lwOmU6PmTNi86E0xr77fYhAFjhW85sMfP5aGm5Nh9xMFFeukf/aHgVtz8ZticDr1QgYa5yZuRzOdvL7oTTe+e0fRnRoysyLu5ZLsChMmFz5298Mam+kHA/4q7QYcxuqPbKALwecPH+O6ogUKMqBoigVUv2zKhDIbxYRESFV+n7knJxeVLQZoigqo0w4nHjIa37nSwWjToWvhLYPny7QgVqRNi5pfyItfri39nDXcCAjl/Q8N6qioPhzO1itlgICWeDYAFZ/LQ2EgJr18TXvjOXILrTEs9EsEXg1gS6E39/CGKcmdDw+cPlyWbRxF78eSmPNjYPLLFTkFyaFEKT/+jVHvlxC7v89YI7dqJyqh6+cWsbiaf8VTgvdrcfj4ZJLLmHTpk1m28GDB/m///s/unTpwtChQ/nhhx9O4QglEsmpJr8aPhwV5XAXLv1zfsrypht4UFv8IaIA0bbSvRcmRNlpVacGFyQ2ZM76HZz34hr6LfiC9zfvY/2eZFZu+5ex737PkazckGtwB/lBBAhOYR0skOW//roxEQhFQdMFmhBotRribdcPa1SMXxgS5vUEbpECKIqhWUEobD6Uzv2fncgFURryC5M+p4P9783h4MevobnyOPjBfNbtOEBKjpP7B3dkcGJDU4NhjOmE4+p1vVoXmeL8v0y111C43W6mT5/O7t27zTYhBFOmTCExMZHly5ezdu1apk6dyueff06jRo1O4WglEsmporLMEOEIRGbkT/8coKxvugGVfP3YSNJyXSBA10tmclUwFATpeW6a145l2spf+Od4DpkuLwhBcrYTq2qhRpTVyMHg9mK1qBzNdiGEIMfjRfPnsQDDOFEr0haSxyIgkF3VtTl2q8ru1Gx0pwPdcQhPdB1ToNMBVVFx+TSEECFCBJCv1LgRIhthUfj4z0NMP7d9qect2B/EceBv9i+bjzfruLk9rnUnNBTTpyVcUqwrujTj1Y27Gb/kx0r1v6nOVGuBYs+ePUyfPp385Ug2btzIwYMHee+994iOjqZVq1Zs2LCB5cuXc8stt5yi0UokklNJZZkhCiNc+ufyRi4ECyo1I+2kOz3kefXiD8R4iFsQeDSdDIeTdKePozlOw1nSSKAJQsPp82G3qBzOykMIqB1tJ8+rkeePKrGoClE2C7X86buDUYBPth/k0+0HDb8Jr5uMLT8i3LnQrBPW2k3w+qUHBcNUo2CYOQK5M1SFkJTgxu0SKIqKR9NKlYI7QJbLgyIEx779iKPrPgR/CK4lKoYzRt5EzXY9AEKEyfxJsYLrg1Sm/011ploLFD///DO9evXi9ttvp0uXLmb7li1baNeuXUjhle7du/PHH3+c/EFKJJIqQWEJooKpSIe78qR/DkegH00IYiNsNK4ZzfFcJyUTJ4yHdIRVxafD9uQcNCFCnTmFsY9XE3g1zVT353p9tKtfk12p2TjcXhQgLsJWIG03GPkxVFWlWa0Y8LiJ+ucXrJ48dEVBHNtDVP0zaFm3Bv+k5ZLn86HohknD4he2VIUCofjGMAyfB6uqhjz0Sxr+q+RmsfuNJ8jdt8Nsi2nWluaXTzVTfBclTJ5M/5vqTLUWKMaOHRu2PTU1lXr16oW01a5dm2PHjpWqfyEEeXl5ZR5faUl1uPhg60Gy3F7iI2xc3qkpdWNPTsRFoIpm4LdEzklhVNd5ibVA7zNqs26PkR8hPz5NZ2Dr+sRaSv+5L2pOYi1w/VnNglqK7z/4uyDObuNYjpM/jmbiC1K1u7w+fLrhCFdSoULzmw8KQ4AZmREg2+XjQLqDVgkx/H3cAUCW08O+tBzDKVNVqBcbgdurkexwUTvGzoHk46h/byQtPR1NCJSIaCxn9kZXVayqQoeG8Xg1jaPZLo7mOImyWlB8Oj7/uUNGoIDNooCikBBlI0oV5DhyeXb9X/y4PzVkTj7edoC+zety94C2pg/Hd999x+t3TCY3K9Pfn0L9c0dRr/8IFIsFLaCtAEa0rR/23ry9aTcen1akdssrBG9v2sXkPm0K3QfK//kprCJrVaBaCxSF4XQ6C0Rf2O12PB5Pqfrxer3s3LmzIocWFk0XvLE9ld+T89DEiQ/HB7/toVv9aCa0r1usg1dFsX///pNynuqEnJPwVMd5ubSe4HiqwuaUvAJmiK71ori0nijXZ748c5Lu9PLF/iy+P5xDSp6PeLtKhNXCYYeHHK9ODZtKwxib+TBJzvOiaToqxgO4uDgPBfD4Sip6nEAAR3NcHM91YVXApRltLq+G3WJoDg5l5uLTwaJAVlYO2s4NCFeucbw9Cm+rHiiKHdXt5VB6Ng1ijO/nOnbwRFrRhSDSopKa5yP/s9KiKAhNI9puAa+HzpFO7v7wOzYdy8Ua5sH62TYHx1NTuK6j8VKZnp6Ow2HUCbHE1aLBpdcR1TQRp8tlHuMTgl4NYjh+cB/HC/QIew6l4iqBkLn30FF27vQVP6mUb61U1ejC01KgiIiIIDMzM6TN4/GUOr+CzWajdevWFTiy8Dy1bifbsgRRMQVjnrdl6XyaonDfwNLZDEuL0+lk//79NG/eXIZI+pFzEp7qMC9Fafueb39ie7bbS3ykncs7NqFOObSB5ZkTTRf+t+1M/klzkOVX6Wf7dOLsCnkaWC0Wsr0azhwfNSJtWFUFXbFgsWhm/Y6iTDkqoKpQBnkCMAQIjw5eTgguPiGIVC24/JoFRVFQdQ/6ro3gykVRQLdF4WndEzUiBvx+EtleQYTP8J+wqgqNa8ZQKzoCh8tLlicTt782iUVRsKhGZs/4SBuN4iIZ1KYBiYkt+PuPn6kRW9DkEmCXA+o0bUHd2EjOPPNMjh07xs8//0zTETfy+3E33qAXN5ui0KdFqFYjP60zrOzIOVKs/02rJg0588ziNRTl+fzs2bOn1MecLE5LgaJ+/foFJv348eMFzCDFoShKiB9GZZCS42TDv2lEFBL6ZVFVNv6bjkNTToptLioqqtKvuboh5yQ8VXFeCkte9MXu5BBP/GbR0dw5OKHCz1+WOZmxZgvf7UtFF5Dj8YU8tFLzPP46GuDVdFw+HV1g1OPQdXRdFClIBBCUXZjI3w9g5sAQfr+HWLsNj8sJf21EuB2gGJoJX+teCHuU6QyrC4HDoyFynFgtFoQQZOR5ONNmBVWhUY0oUhwuXD4NBUGs3U6bunHE2G30b1WP+wd3ZMEPfyMUxYw2CRmfEGT99Rtxbbqw8q9k06nytttuQ/HnziiLT8s1vRL5YndykXNtUxSu6ZVIdHTJvqfL+vmpquYOOE0Fis6dO7No0aKQevW//fYb3bt3P8UjK0hFp+iVSP7LnKxMmGUlvxPhkDYNTGe/g/6oisA3gS4M7UUgaZWK8TDxaDqRVhW7xUKuz3CSLE5WUBXDf6IiUDAEi2i7Fa+mY1NVFAT2fb/jcTkMoSMiCl+bXmCPBr/zp64bvxXAJ/wPH0VBKLDtaCa1oyNonhDLGbViT6T21nRqRdt586q+5kO/sPBfzZXHwU9eI2PrTzQ4dxTZbaeduP4gZ8qylDSvrDDg0pKS4yTb5Q1JGlaVOC0Fip49e9KwYUPuu+8+Jk+ezLp169i6dStPPfXUqR5aAU5mbLxEcjpTlT3xC9OcvPjjX3h9Os1rx5nZL41S5JqRLTIoEZcOqEIghA6oqP5rchfhZBnAoqpEqgpOn1bigmKFERAKvJpA03XTdEGjtuDYhLDY8LXuhW6LCgnpD9Zu6LoARaFGhJUclxeLopDp9OD2GTk1Uhwu3F4Np09j+9EsFv20i+t7J1IvLips+G/uoT3sf38enowUAI6t/wjP5aOBTuW72CAqIwy4pASvn7s71ay085SX01KgsFgsvPjiizzwwAOMGjWKZs2asXDhwiqZ1Opkx8ZLJKcrVVnbV5jmxKcJMl1eDqQ7zOyXbp+GVxMoRmCDqWYPaCKCNQ2BiIyAIFIYqgL146I4lJVbomJiRRFwM/DpGpp+IseliIpHtOqBsNoR9vACW+AarBaFdvXjSXa4EHgRAlxeH5sPp/vzYihoQkcIyFS9zPluJ+v2Gmar63q1YcXWAxzOduLz+fD89hV5P6wAf4IvS2Q0zUbcwC2XDCjXdeanosOAS0Pw+qnKnDYCxd9//x3yd7NmzXj33XdP0WhKzsmOjZdITleqqrYvoDnJynOzN92BpoNFhVYJsYYToDCEijZ14kh1uPyFtAr2E/iK0HSBV9OxqKpfgDK+I3RhaDQCxwY0EcYpBHl+/wxFKZnfRTiMJFT+FNpeL1isRk0PYQgWekzNoo9XDGfLgP+ET9NDtDHCn+hK4M9JoSogIMdtCBv70nNZ8/cRjmQ7SUtNQf3mbTj0l9l/dNM2NB09laG9OlWaFqosJpPyUJzmrSpx2ggU1ZWqYpuTSKo7RWn7gstt1zxsP6lmj7d+3ctP+1Nx+70i/Qkp2ZacjV2FKLvNKFTl9KBCiFAQ7rlvlCLXsKg6FlVB140Hs84J/4tggUEXhnkiNdeFRQFFFB9iWhSaLhBeN/Y9mxA16uJr1Jaikn8HanLowvixqQqKEKQ4XOS4vXg1YWglgq4vMG4lUDAMcLh95Hk0DmY4qJO2F8tXbyDycsyziK7nEzFgJEN7JRVpfihpMqyqQkk0b1UFKVBUAU6lbU4iOV0Ip+0rUG5bVTmW4yxQbrsoyvsAenrtn7h9emg6af9vjw66x0u0zUparhHdgN/MIfLvb0oLgWszfgd7UAgIq33Q/RuFKHkSrPyYZhWvG/vuTSjuXFRXLrrFhtag8PD6QERIAE3ouHxwPNeNT9cBUeiYTL8LvxbEJ3SsB7bh+vo1cx81Jp7oi64jqnk76sdFcWPvxLD3VNN17v9sMx//eRCPT8NqtVA3JqLK1+IoieatqiAFiirAqbTNSSSnC+G0fcHltlEUakbaiAxTbjsc+R0pvZpOco6Led/tJKl+Df53RW8axhfMHRPM93uOmnklwmkFFIxwzjy3D+HPUGXETITJGEmosJA/o2VJKE/kaLAwYXHnGnklbFGIhEZYFCXseFS/iUNVAF2gCQy/C0XgcPvnpQSXYfheGKYavcmZ6AmNUdMPE9umC81HT8YWU8O4PiHC+shous75r6zl90NpKCh+4chLWq6LmpF2M+FXRUYAVZQmpCR+dlUFKVBUIU62bU4iOd0I1vZlOt0cczj9eRwU6sREhBSzKi7qI+AIZ1EU/g3WcigKG/al0m/Bl1zbo1WRGsSpH/1SpMOkmSQKiLFa8Po0PLowQkTBfIho+VUWJxEFsCogfG7U3ZuweHKxWVQ0WxSeVj1QI41cCiqGmSJQ6CsQ5qr6bR4Cv6MpAV8KFY+ml+iyhF+7oiggLFZ8503AfngnEb0vwhZz4p4W5iNz/2e/s/lQOmqQrsRfc4wMp5FBuaIigAqL6AloQm7rU7pkiSXxs6sqVD39jkQikZQRi6py/+COdGtSi38zc9F1gYqCTVXIcRvRFMHfy4Goj/wEO8IFtBxwIqmQqihkOL18vuMwM9duK3Q8DrcvVN9fBJou0P1vzzqBiA5RJk1ERWK3KESrGvY9v2Bx5xJjt6JERKMl9kSJPJGYKb9Jx3Qi1QwfD9WfjCraZqVGpI1ouxWLqhhZPDkRPRKC103kj+9DhqFNCkyFNaEBSufzCoTAhouI23E0gzd/2YvT48Ph8eH0amaCsMBYM11e8ry+sGshmJQcJ3O/28nja7Yw97udpOQUrMcREEQDgiyE5kJ5dv1fBY4pioDmzadXQGaySkZqKCQSyWnFzLXb2HjgOLF2G77gEMnA22i6w6yUWdgbbcARzqvpZDrD27CFEKQ5PXy3N4VrujQNO5ZIm1rivA/hQkWrAsLrgb0/gzMHFFAjolFa90LDamoNwC9sCeHP5GkQyKOhAgijyFdAU+TVdH47lGacw9+PEjBrAOrxg0SvfwtLdirW1H3kXnoHwmJHCPDqAkURBVJlB0fEBTQF7/62j3R/xlEB+BD+PBo6NotChNUCQpCa6y40Aqg4rUPA/6IkuVB+2pdK//iapboHwZq3qowUKCQSyWlD8Be6RVUKVGYMvI16NB27RS00x0vAES7F4Sq0uqMA0nPd+Hwat378O1PODK0toek6sTZLicdeJU3kXjfs3oTLbRT6wh5FXsseKLYINK+/xHkY4Sd/kwLUiLTStn48ERZjTuwWlWirlSy3MdcqoCsKmq5j37GeyF8/QfHnllBz0rGmH0HUb25GrYBOvaD6K/kj4gKaguO5LlOYCPZrFQi8GoBGpNWCz6cVmu+npBlYSxKR4RWCLw9k07dbobsUINjPbvdfO2WmTIlEIqlsgr/Q68VGkpbrLrCPEIJkh4um8dGF5ngJOMIZIZyhDwcz+ZQusKkqQgj+OJrJg+lZnJ9l49GLumJRVWau3UZKrqdE5cWDwz3Lm8myQhG68QMQEYW7VU/cih08hQeKBmpsGD4ThkOFRVGIj7SbwkSAlrVj+OOox8i9AaguB9HfL8Z2aIe5j69OU3wD/4/IhPqoqupP/HUiSDZcRFxAsNQFZrhuMH4fUSyKwKcbpiVVVTialcvQV9eCgL7N63J970SAsFoHj6aT7HChaTrv/raPyzqeUeJcKLnespkv6sVFkVyFkxxKgUIikZw2BH+hR1gt1Iyy+/0fjBoYgfdUj08rMsdLwBEunJYjIEwoGG/ZQghsFhWBYN2eZOxrt3Fj70TW703GZlGJtqnkeot2PlQUf36HipyMisAehadNL2wHtqE364Bijy52jLowTDeqomBVFVRVwa3ppOW6aFgjigirBQEcSHeQ6fKYx1mO7iJq/Tuozmyzzd1hEO5uFxMRKNctBDZVIcJqQ8FI0d2mThwdG9aiRqSdtFw39eKiTMEy2eHCpqp4VaOQWnCuDvBrUgTkeXykKbBo4x7T/rLxQCpv/LKXNnVr4NOMFOMp/sRj2U4vPqGhKqpfOBGMfPNbWtWJQxMibOGy4PmJKYXmqjohBQqJRHLaoAL/ZuSiC8O+Xj82gkynhxy3kd5ZVRV0Xed4rotWdeK4Z1D7sP0EHOFWbv2Xw7rul0MM506fbujPrRZ/BAMKdWMi8LldWC1G5IiCISAEtCQRAlxFlPsM9juoCoREptij8LbpWeJjjURUxtV4dWEWB3NrxgO5ac0YDqQ7yHB60HUd3acR9cfn2LZ8jeI/qx4Zi7Pf1WhNzjT8FRB4NFCUE1oht6ZzKDOX47lu/krJpmnNaNOnIRBmqWm6P5OogkcI1KA8HAEtheKPPhG6oaU4YXtSSM/zsHF/qimkBs4bKBlvswgiLKqZRj0j101qrptmtQovrW5TFC5oVqPE81mdkAKFRCKp9gSc5tbuOkpangsFQ7NwOCsPXUCUVcXnDz20WRXa16+JT9N55pvtYXMPaLqOLgSZbi8I8Ph0FFXB4zOECZtVJcJqQReChOgI7FYLeXk6GVl5uDWdP4+mY7dYiLBbibZbyHEbBbB0UbgWokpoJ7xurMf24GvcFtSyv0WH2PiDs3bqApdPMzQTQuDVBRGZR7Bv/drc0dcoibx+V6PE1MDi91NQFSNJh8enm08tryawWQ3RJRCF0zwhlrW7jhITYTWESn99lAircS2+oPTeOmBVDYuOooBHEyi6hk1VzARXCpDr1dB1QZRVwYdirAX/aL3+wmwRFsNnJ9pug1wPeR4f0faCj1efrtO/RV0STtP0QlKgkEgk1Z5gp7laURFkOD0IDG2CEAKfohoJrYBaUXZiIww7dGG5B2au3cY3u4/RvFYsDWIj+Ts1B6fXZzgDKoAwHkq1oiM4o2Y0+zNySc/14NGNKIdAlU2rRUXoRohiFTRohBKUAVPxOPG26FoioSJcng1BwUaPptMoPpo6MREczc7D5veHyGnUEtF9KPy+Gr3HpbjanYuqWMz5Uvy1SAJ+Dl5NN7VNdovx4FeDqpVGWC04XD4UBerHRpKW6wIBkVYLun8cgTAam0XB4dYMNxHVEDa82gnNg1AU01SS5wu4cp64NNUvbNpUxXQQbRIfRUyEDY9PD5v5+LY+rdn1d+lCR6sLUqCQSCTVmvyhes0SYiHdYVSyFEY4oxEiqFI7OjS5Vbjqo/n7i7RZ6dyoFm6fxq7UbBxuL6qi0LpOHLERNvb71fceTZiVQBX/Q8TjK1niplNOkDABoLgc4POCvXiBojTXt/VoOl3qx9G8ZgyKqnIwMxfh8kL3C6FlZ7zxDUHT/SGkiimYaP5w0kBNEDDMGMFukkKcMKkY2gIrDreXmpF2Mpwew+kTiPRH96iKQp7XhyGTGCaNgK9MQPNgJOQ6gZJPegqYT6x+wetgZi6aLkiqH8/cEWfx1e5jBTIf5+XllWLGqhdSoJBIJNWa/KF6CobqW/PnFjDeRhVqR0eY+ScChMtDUVjoX4TVQouEWP5MzkQXsD8jl+a1Ysj0P6x8QpwIT/Q/dKqjMCHsUXha9wR7ZDEHlg4F8KYeZuv7b1C32wCaDBx5IhJHsUDtJgivZtbtCGTV1DGcHE2XWn97wIxh9u+vggrGfe15Rh1UxYjQEMdzyHL70P0ag5gIq5mSPXBM8O0OCKGBQmoKGIXY/CargFwROMSr+9iZnGVophSF3anZTFv5S5WuEVIZSIFCIpFUawoL1bNbLURY1CKdHcPloQjXX3BUghDg03SyXV7+OJJh+gsEh3tWC0ECChcmIqKLObCUCIHtrx+w/7ISNB+p6z7A06A1TRLbm5E4Rml1I7MmnHDstPlLswv//4XQURSlwH0V4kSiK10IakbZubX/mdzor6lxNCuPXanZpDpc7DqejVVRsKgWvJpumFOgQL8BDYSqGhk+BYJcjw8IFD0zapg4vTpxERZDw6EoNIiLKlG9mNMNKVBIJJJqTbjiSR5NR9N03D7NjM7In1URCJuHIlx/gagEBYhQFXya3xZfnTlJwoTiziXqh/ew/bvVbNNrNiTFrZByKM2MknD5NNx+E5GhARCmkBFhseD0aWZuC13XcfkMH4pA7RCPpuP2ahzMzKVBXJR5X4NrJM1Ys4W1u46GZFG1WVR0fypulRMhwkqg/ogwSq4HInrsFtUMGw74ygQ0EAKoFWkzfTuKqxdzuvHf0MNIJJLTlqu6NjeFBQHsT3ewIznTLPrk9enkeX24vVqBOh79W9Ur8EUf3B8YD6q0PBdun4bTq+HwaGjVRgVRCCdJmLAc20PsymdDhAn3mf3Ju+R29Jr1cft0stw+slxefEH+JsHT69UETq9mhGwGHvyqilcz7qvD48PhDwt2eHykOlwcyc7jlQ270ILqX4TLogqG6cRuPSGYBMxWujAcM+MirNiDzCsRVgs2UxMSGLARvQKGacTtO5H4q7B6MacjUqCQSCTVmuDiSQFNAuKEnd2qGqrybH9xsID2ITizYrj+8jxeDmbk8vuhNBxu4+3Zo+nlKgFeVbAe3VW5woSuEbF5NTFfLEDNyzSaImLIPe96XGdfhm6xoQvdn7PCf4j//4FKq8IfLWM4Yp6oEaIoArtFxWYx/B98ukBVIcKqgqKQEB3BGbWM8NHgwm0B3xiAerGRJzQRQJTVQqzdRoRFJcKqEh9ho1mtGFbfMIjuTWuTEGU3HTQD6yrGbiXCqmJRAMVIbqYAxx0udiZnsT/dgfCvtcJqhJxuSJOHRCKp9tw/uCMOt4/Xju42Mx0GMlw2rBFNg7hIUnPd6LpgSGJDru/dhrqxBVXQKTlOFv++j3V7jrEnzYHD7cWrVfmAz1Lja3ymPzzUVeHChOLMJnrdm1iT9544X4PW5PUfj4ipCfiLdAVJZgEnR0EgdbdfgFBOOD6qGL4MCVERRNuteHw6Kbku86GdEB1Bo/joQs0NWS4PXk0nxeEyU6p7NR2rGqjNAVE2I7tqk5rRDE5sSL9WDRnQKgWvptNIYKbatlpU6sVGssPvoBsdlPkyIKgEcmOcUSum0BohpxtSoJBIJNUei6rSKD6apHo1OJ7rRtMFVn9ugIC6umlNI9lRTIStgDARXE3yn+M5/jwWoImqV/2zQrBY8bY8CzQv2CvWti+sESiuHOP/ioq7y4W4Ow2BMJEOgQRTwQSXa9cF5uQrqmJWGm1aM4aDWXlEWi2mL4MlKC9FgIC5Yeo5SWw6cJwdyVlGDhG/H4ZPN2p52P1+HLoQWC2hdUGCK302rhFl7qcLiIuwmaaT/ARyYzSOjw5bL+Z0RAoUEonktCDL5SHKZqVpzcK/1gpTPwcSY2m6IMvl9TsJ6tUoXKMYvP4iabaIE20Wq/FT0dgiyBtwLdHfvoXznKvQ6rcsdNfi64IE7evXRET5tQGaP/01hIaMBhO43zPXbiM91+0PDfVrJFSVSBW8moZFUYmPsmGzqKyYMIB2DWqZfQRX+ly6eb+ZVyLb5eXr3Uf5NyPXdNgtOH5BbKT1P+GQCVKgkEgkpwnhojPyEy5MNNhZ72h2blAxML/9vro7TfgdMFEUw7wRLFRUAGrmMYTFhoirbbbptZvgGHlfWK1EWTGqg2JqnAJptYM1FAWPESgIvt2bTLTdGpLkKoDNYmTlrBcbwdB2TUKEiWCCo0UAHl+zBVVRzERqmS6vsXYI5MtQSIiy0+uMOhU2B1UdKVBIJJLTgkCF0MLME26fxvFcN0ey8pj73U6GtGnAV7uP8eVfhzmQnkv9uEjcPg23JgBDHV4lK4CWhnzRHLZ/t+FtdVbF9C0Etl0biNq0Aq1WI3IvvjU0VXclJHPy6gKPz4jWCU6rrSgnUl8HY1VVs1BbUQ9/gFoxEWGddIMJaCmyXB62HM7A5dOItFponhAbUs484GNhVRVqRlWsAFeVkQKFRCI5LQhEZwRqegQQQnAgI5f0PDcWVeGDP/aT5fbx2JdbqBlpA0UhI8/Nkew8fLqOrhvOf6ebMCHsUXibtKuYvt15RP30Pvb9fwBgPX4A+/b1eDoOqpj+iyAjz80BRaF5Qiw1I+2k5bmpHR1RIHNmoDy9BgWyqIZ7+PduVq/QjJbBPjYB4cTp9bErJZv4KDvNEmKxW1Saxoc6t6qK8p/xnwApUEgkklNI8BtffKSdq7o2L5e9OdiBLlCYaV+6g+QcJ4qiEKFYSHa48Gi6mUwp2mbFren4NGHa7EURVUGrBZWYZ8KSso/o9W+jOtLNNndSXzxnnlPuvkuCTxNkury4fBotasfSvHYsijCcOfMX4rp/cEcW/PC3aQoLFiQsFtWMCglnCgsmuPhcQDiJslmJjzIEGqBAWveAQPNf8Z8AKVBIJJJTQLg3Pl0IPt1+sFz1D/I70B3JymPr0XTsVgsWRUHTdbx+YQKMcta5Hh+abqRztvid+6p14qrKEiaETsS2r4n4/XMUoZt95/Udg695l3IOumTYLSpRdgs1Iq00iIvi5ct7UTc2qoDDZKAQF5wwhe1LO5E6PWDqSMt1UTPSTovasQxp04C53+0sINzmLxYXTLNaMQBkOj2m+SO/QFMaKlrAPtlIgUIikZx0wr3xqf6iUBVR/yDgQHffqt/I8xhZC70oQQmSAgWhFHy6bla2VDiR96BayhSVJEwoeVlEf/cu1qO7zDZfvRbkDbgGEZtQrr5LiqqA0HUQVrJdXrYdzeCVn3ZxQ+/EAg6TwdSLizKEhzw3lqBaHQqAMNpRYNrKX8IKt7ERtrDF4sBYP80TYnF6fTSIi6JL44QCAk1JqCwB+2QjBQqJRHJSKeqND8pe/yD47S4uwsaxbCevb9qDVzNeSXU9KLVzvv+oCCyKkXdC5CtRXW3weSpHM+HOI/bjZ1FdDqNfFNydz8fd5YJQJ8xKRgjwYoQHK4pCnldj9vqdvPHLXq45qyUPDukU9qGbkuMEIagdHUGm02NG8QR+WxSFtFw3jWqcSIoVLNwGC72FEWWz0qVxAg+d36lM11bZAvbJQgoUEomkSPKrYUe0rV+u/gorDx5MICFRYW+dwYR7u9uXlkOGy4PHpyMQiGJSSuicBuGhFht6TC0s7tyKTacdEY23dU8i/vwGPTqevP7j0Rq2KdGhwbJZ4HaXNUmY2Y+qmOmvFSA9182bP+9FVZSwD92lm/ejC8PHwe3TzEyZVlUhPtLG3jQHqqKQ7HAVcKq0qiqHs/KoHRNBpLVw4ak4H4yiqCwB+1QgBQqJRBKWwtSwH287QFKM4NmktmXqt7By48GoisJRf3hncfbk/G93bp9mJKfCyIYYKPZ02qMo+M7ogLDZ0Wo3rdB02q5uFwPg7ngeIjK2mL1PEDzvFkXxF84qn+Sm60bOCY9PI1D9M9Pl5a2f9+Jw+2jkz0wZWCvB6y3CaqFpzRizr4OZJ/KOBKrTBgQOiz/TakK0nbRcN43jC5/PcFVrS0pFC9inEilQSCSSsBSmhtV0waZjuTy7/i9mXNy91P0Wl4BKAPvTcjiUlUujGtFF2pPDvd2lOFzmQyLSZsPjPo0LM/nrlpgoClqjpHJ1advzM2g+vEl9TjRarLh6DC9Xv3ZVMZJSCXCXo/S7kY3bSJkthMCjaQgBLo+Pj/48SOMaUSFrpaj1FqjpoQtBlttLZrIHn6bh8xcmO5yVR53oCFrVrYFP18NqEcobzVFSAbs6FBir+l4eEonkpFOsGlZR+GlfqmGfLiXB5cHdPo2DmbnsT3dwMDMXt0/jgD/xUN2YyLD25MIqSAYIPCSM40o9vOqD141tzyYUZ3bF9OdxEfXdO0R/v5ioTctR0w9XTL9+3JqOy6dhU5VyP3gCt1z3FxETnEh6lX+t5C9HH0ygjLlH0/H4NFw+DafPiATSBHg1nSM5Tg5n5jKoTQNTuDXGUHTV2pISEHiKvt6ym1ROJlKgkEgkBQj3oM6PVwiWbt5f6r7rxUXRr2U9/knLYWdyFscdLjKdHo47XGxPzuJIjpOakbaQREUBweNQZh6Lf9vHjqMZQPi3u8BDwvy7HEKFJajaZZXCH82hOjKw7fml3EKF5fi/xH4yC/veXwFQNB+2f7cVc1TpEIDbp+PSNKJtKnZr2R8/RrVSEeKPITAE4f3pDgQnfA8As7x9furFRprFyDRd4NWM8GGztLmimP4VeR6NxVefw4iOZ3Bu6waM7HgGS8afw0Pndy5XBEZRAk+A8phUTibS5CGRSApQ+WpYf+BmPnW9V9NDvPYCWS6DvfN1IRj15nrGdW9BXIStgDq7XqxRqtwd6KscURtVMh9FvtBQVAtCLeNXudCxb/+WyN9WoehGeK2wReDscyXelqU3ZxVFQD716eBBJ9JmRdN1ymH9CINChtMD6Q4a1ogiOcfF/y39kSFJjTi7WR1+P5RhJjzThSDKZqV2TARHs/Lw+scRSMkdKJ1u81ciXfnnQaaf267C/RgKy/AaoDolyJIChUQiKUBZC22VhJQcJ9//k0yr2nEFUiC7fRo5Li9ZLi9un8bRbCfpeW7UoLdG1S94rN11lLOb1fVrJDD6ynGSlusmz+ND14U/hXbprz+/DGJRlJCy2qeMCswzoTizifp+CbbDO802X51m5J17DSKucgpaBebVo4Pu1bCqKpEWcHl1tAroGwAhOJbjJN3pQRECXQicXg2LqtC9SW0a1IjC4fYRF2HlWI6Tf9JyjHDhoL4CVdNV5US716dVmmNkuAyv5UmQdaqQAoVEIilAcYW2AGxlrFMQ7NWev/7Bwaw8BF4QgiPZTrKcBTUlAqPSpFVV+f1QOl0bJ/DBlgPkuL04vZqhCvfX4fDpokwKCjWfAHG6CRPWw38R9f27qM4cs83V8Tzc3S6utNwSdouCqqh+h0ojJ0iE1YKKUfHT6/OR6yv7PAecNZ2ajtdnFHcLvPEH/Co2HkhlcGJDHjq/MzPWbGHD/lQsFpVwaizFf5xPE7jQsFojK80xsrAS6aVNkHWqkQKFRCIpQLFqWCHo06JumdSwRZlTzAqSKGS7Tpg5glEUhfr+ypI+Xef3g8fJcXnJ82qGDRxDXR2QAYL/X1KqhAARTEVmwNR8RG5YZgoTelQczn5X42tctjDgEp9Wh6gIFYTArYHHp+PRdCIthpChlcM2dULzIUzbiu4XXNL9JpBmCbGmX8WOoxmm03FClJ19gcypQX0KCNJyCWpG2irdMbKojJ/VAemUKZFIwnL/4I4MTmxYwLPdAvRqEMPdA8r2ACrOq93IgujD6dUQFNRO1Iy0Yfc/hPalO9j4b5pf8DixT8B1wqLgT7VdjanodNoWK87+4xGKirdxWxzD7650YQKMteP2aSiKQnyEFVU1zAgur4bT68Pj00v1QLIGOTKGW01CGPuoQIbTw4F0I9OnT9d56IstOL0aB7Py2HM8p8j1ITAcfbNc3mrhGHkqkRoKiUQSlsLUsCPa1if14L5iPdMLI5w5RYA/XNTjt10bSakcmo7dohpZERWFWpE2mvmrOh7IyOVYVh5CURBCRxOGdkJVFXz+t1RFnOi/uqJmp5ZfmPB5wGo3/9TqtSD34tvQ6jQF5eS9V3p8xv3McmvoOtisRqVPr248tC0KeLSSVXotLgrJ5l83YAiUmS4vHk3Hpir8cTjdXGtuf4IshRPnDa7nYlcN01yTmtHVwjHyVCIFColEUiT51bB5eXmklrO//OaUA+kOMpweQ3UtBA3ioqgTE8GfyZl+wUNQM9J4IB7KzCXe71DnE6AIAaqhUg+oqQNUZ0EigF67CT7NiyX1QOmFCa/byCmRk0buBVMgyHyl1W1WCaMtHIHh5OjyakTarPh0QYTVYmgmFN1v9jAEQiGEKVgKTpSVj7CoRFhV8jw+inO3UPOF/AohSHa48Pk0ctw+RCBfiaKAIozMqkFSbiDCI9JqIT7SxiXtmlTwjJx+SIFCIpGcdIK92vO8PjJdHjPrY0J0BM1qxRi+EjGRHM1x4fBo6MKoFmmEkvrw6YZKO/AICNi6T0e0ei2MdNqWkn9lq2mHiF7/FpYsIxdDxNavjIJepxBdgNWioCgQG2E1hUXDXBW4f4bfgs3ij+zx+9HYVMWfIlvDYlHRtaLTqhvaEIuZ3EwB3B4fDo+P1nXi2HPc8CGxW1R8mg4K5vqyWlQUoEFsJI3io4m0WRnXrUUlz071RwoUEonkpBNsTrn5w00czc7DpqrUjLSR4fJyICMXi6rg03QUvyeFVxNYrEb0hf/7v+qEc1YkXjeqMwe9Rr7QzZIKE0Jg3/kdkb98fCK3hNWOfpLKjBeFwDBV1Iqyc0atGP7NyCXZTJV+QqNgUxWz+BcY2oU6sZFouhESGnDWNZwxhX+fUI2GwAgljvQn0BJAnlcjPtJGbISNmlF2MyTZqip49YDHjhEr2qBGFM0TYvHpOv1b1ZPmjhIgBQqJRHLKqBcXRefGtcjIc3MgI5c9aY4TxZp0Qa7Xh6oYjnWqAnGRNpxeH15NxyeMaAyLouATIiQ7ZrUl4IDpceJt0QU9vnSVXRWXg6gflmI7+KfZpiU0Ie/ca9Hj61X0aEtFIPomULXz34xcLBaVpLo1+Ds127jvFhWbX+t0IjGZ4cNQLzYSi6rQKD6anSlZOD0+FBRsFhUUyPP4jBMJBVUxTCZC6IBqrqm29eON/YFmtYwiYZlOj79suZFyG4xy5E1rRldIau3/ElKgkEgkp5T4SDv7/T4UgQRWAnD6NIwowMCbo06qw+VXkysIXQdFQVEVbH5nvmpNvmgO6+G/8cTVDfF7KArL0d1Ef/cOal6W2eZuNwDXWcNKZSqpLBT/j9OncSzHRaRVRQBpCkRYVcNPQggsiorT5zNTawsM/4pjOU7Gn9WKGpE2Xvzxb3Q9NAbI1DL4Y0itKsRG2IiLsKEqcFmnM2gYH8PKbf+a6bXzlzRHMXxwzmxQkwuTGlW7PBCnmlO/yiQSyWlDICKkuJLjwQxp04DHv9wSkpvC7dOMIl/4w0DxJ6kShoLbdJUQAjSNaJsFUHH79BM+FUrQflWdcKGhrc4qmTAhBBGbPydiy1eBhOboETE4+43D17R9ZY66VOgYUTcnDBB+E4cwtqkKuHw6quGaiYpAVyDGaqVubAS1YyJQFRjXrQUrt/1Lep47xIEiwmoBn2ZG+ERYLbSuE0eM3Ub/VvW4f3BH0nLdBSKM8pc0VxWFN8f0kSaOMiAFColEUm40XWfm2m2s35tsZsEsrOR4fr7afYz4SBuZLi8KxsPF53/TDBYIAg+k/DKCJiDXq2G1nOhfAWyAu2Ivs3Iob54JRUFx5ZrChK9hG/L6j0dEx1fWiMtEQDjUhMCWL+OEiuFbYVVVI4um0LGoCnbF72wrDDPEd3tTuLF3IoMTG3IgI5ds/5oJ9B9pteATAqui0qVJLYa3bxqiZTid6mZURaRAIZFIykxAI/HJnwc5kOGgQVyUGfsfXEYa4KHzO4ftI8vloXntOLNsucerIQifjKowhYMuwKfpRFgNLQWAuzpoJyooaZWr5wisqfvxtuiKu8N5JTaTnEyCb4fVHxqq+KMqdCEME5cOdquK3aKGCKDpeYZoeEatGJZu3s/9gzuiC3jn172k53n8JzD6qxsTyfizWvDgkE5hhdjTpW5GVUQKFBKJpFiCTRnRKnSI8LBy3U42/JuG06vxV0oWQhdk5HmoGWU3wz7hRBnplBxngTe/lBwnWw5nsD8tB6vVQps6cexJywGPQEHFo2klrvipC0ynuuogS5RZmPB5sKQdRqsfFMZoteO4dHql1eGoaFSgTmwkPk0nx+1D14yqo4pi3EOvBjaLwKqATxiWrWM5TmpH28l2ebGoKo9c0Jmb+yTy6oZd/Lg/FUVR6NOsLjf0aVOk30NhCdsGJzbgq13HeHLtthKb6yShSIFCIpEUSjhThlfTmJuSiWq10apuDVJz3X5nfEOACLxNNvdntARDlRxcqTG43zyPjyyXF4GXtFwXqnIiZNCnaaWqQllt/DKFjn3vL6UWJtSMI0R/+xaqIx3HsLtCIzeqiTChALleHwm6QBPG2vAG2bYUv2bL7dNx409QpSjommB7chZ141LRdB2LqlIvLooHCtF8FUcgYVtgLU776JdSm+skochZkkgkhTJz7TbW7jpqxviDYVrI8epku70cSHeg+QtyBVAVhUynx5/S+ERbcKXG4H6jbFZqRtmNsE+/liFwrKjWRTiKQFHxNUwERS2ZMCEE9r9+IPbT2Vgyj6H4PET9sKT0Vc+qAAGn2sNZuRzNzsOj6Qh/MquAUCr82SUCdVnA8KUASM91M3PttgobT7g1Hmyuq8hzne5IgUIikYQlJcdpVmQMJjXXbYRyKgqZfiEh/2NNCEGKw2X+rQthVmoM12+zWjEkREcAJ76UfLqOWr3LehWJHl8Pb8vuxQsT7jyi171B1IYPUDRjvrVajXD2HQPKqZ+fsowguK6oVxN+h0wjG6bhU1GwXyEgym4l2m41TWjlpbA1HiDYXCcpHilQSCSSsCzdvD9sKmuffqKkeCCZVP7nWiAxVQCrqpqVGpdu3m9Wetyf7uBgVh5eXdA8IZYz68dTJzaSenGRNKkZTeP4aCyn/plZMegFjTd6jTpFChOW5L3EffwMtgNbzDZ32344LrkDvWaDShlmaQnOcFmSenEqfrMGRh0NxZ/yOsJqMYvAAaZjbmAV2SwKbevWAE6Y0MpLYWs8mIo6138B6UMhkUjCkuXyhOSGCBDw0IcTD5KakXazuBcYgkagGmlwKJ6m63zy50HDiVOceGCk5bqoGWmnWUIs9WIjSXG4aBAXTc+mCSz94wBHs53oQlSfvBL58TtgarWboNVvWfz+uk7E1q+I+GO1UfwM0O3ROM+5Cl+zTpU82JJjJKtSsKkCnwC71YJVVcj1+Aq9VypgUSHSZsXt07D7/WUs/losgfosgQJhFlUhymahdnRESARRsAmtpOTPk3IkKy/sGg8ZbxnP9V9EChQSiSQs8ZF2dCEKfOHWjYkg1a8CFoDFotIkPhr8YZ+BcMA6MRGoisLZzeoSG2Hj8TVb2HTgOP8czzlR6ZETyY3S89xkOo0QQF0YavB/M3PJcXmxqgoWVSXXUxoXzSpCUDSH9cjfYLGi1TmjyEOivn8H+z+/m3/76rcyckvE1qrs0ZYagaBhfDQZTg8ur46iGmGfnkKKd/kAhCDWZgkxa8RF2FCAZIcL/OtOIExholmQk2+wCa0kFJYn5Uh2Hl6fTvPacYWabkp7rv8yUqCQSCRhuapr8wJZBcF4C421qTg0gUVVqR8biYIR1eHRdI5mO2mWEMOl7ZpwLDuPXw+loekCr6azIzkLXeh4NRFS/AmMQk5eTSfGbsOj6aQHNB5+zYTXW72FCTCiObS4OsUcBJ42vbH9sxkUcHe+AHfn86tkFIeigNUoCErNSDtHvS5yPV4sfgdLPd/iCdTz0AWk5nmItllMfxyrxVhLmhAczTYKgMVF2GjXoKa/1sYJgk1oJeH+zzazfOu/hubMfx67RaVuTCQ7krM4kO4IiUoqz7n+y0gfColEEpZAVkGfrhfY1jDGRnyEjVpRNqx+04YuBJFWC9f2aMmaGweT4/ay4cBxhDD8LnYdz8bl9eHVjQeKy+sz+9N0f2EmRSHP68Nf1Rq3T8el6YbGorqZO8qRtEprlIirx3ByL5yKu+tFVVKYAMP3Icpuw2q10Lx2HI1qRBFtt+KvzBUiMCrmPwEfGx2fplEj0m6UFvf62JGcSZbTY2qkBIIjWXkhWo7SVP/UdJ17Pv2V1zbuNjVgxx0udiRnsj/dgd1qoVaUnXSnB49WcJ3LSqOlQ2ooJBJJoQSyBq7ddYwj2Xn+gkyCGla45qwWTD6nLcu2/GsmBwqkOQ54z/t0wbYjaTj8NnUBKJrmzy0QSKct8PoLQQVbV/K8Pr/KvBr6TpRCmFAzk7Hv+glXj+GgnHjH83QYeNKGW1Z8uiDX4+PMmAhTS9UoPpq/U7PIzDOqeOpCx6djConGb39Jet1wtjyzQTzHsp3UjLRjVRXqxkRwNMdFptMTkiWztNksZ67dZmom8pvYMpweSHfQrFaMGZXUqEaUzJxZDk5rgcLtdvPYY4+xZs0aIiMjmThxIhMnTjzVw5JIqh260E8YwxUF/FqLQHKg/Cz+fR97j+dwOCuvgGYhkIdA8T9h6sRGcjzXjYLi10QIfJowhYvTVpgQAtvuTURtWo7i86BH16wWQkQwAqMGx18pWXRplACA3aISZ7fhcPvQdIGmF/SjCBzr03UzXXuzWqEmh+BKoLouGJLYkOt7F50FM8D/t/fm4XGUZ772/Vb1rs2SLNsylhe8YcBgMDsOIQQIJ4QAE0KGZSALOcmZGUgmIQtLzjAhQxKSSQ6ZMB8hkECAsIWskIWwJ+xgvIBtsA3eMJa1S713Vb3fH9Vd6pZaslZ3S3ru6wJZ1d3Vr0qlrl89y+/Z25Pg1uff4s6Xt9KZyKCV6lcjoYDOZIbZjmZBfRVHNdUzuybSTxwLQ2dSC4obb7yR119/nTvvvJPdu3fzta99jdmzZ3PGGWeUemmCMCHImf4ETJO5te5ERttxiMdiPLmlmcBj64vO6Hh4wy729CSw8/wE8i8quZbAtOUwMxtO3tuTJJ5xsjl1V7NMNC0xZDGRThB+7gEC7/QWXga2vkz64JPKNr1RDIXbBRFNWcTSFhUB95JiGm5hhbUPNag1TAv7iaXtot0WuUmgjtZorfnl6sEn2eYXX25vj9EeS5HK1ub4TaNf3Y7WmuZokgOqw8yuiRQVx8LQmbSCIh6P8+CDD/LTn/6UQw45hEMOOYTNmzdzzz33iKAQhCGw4b0O7n71bSzbbQGdURny2vYAfGbxGR17exJsb4/2u5jkewqAm+5IWw67OmM4jvZqJ/LdEScays5A1nxqIDFhtmwj8tQvMKJt3rb0kuNJHPsPZSkm+v7e+n6v0aAV77RHWdJQTXM0SSpj71NMgHsOdCUzBMyBf24N7OiI8bOXtjK3tmJQa+ycAPYZhlfs6TcUGRvX3tuyCeWdwwqwbUcKL8eISVuUuWnTJizL4ogjjvC2rVy5krVr1+IUKTITBMHFdhyuf3Qt/3DH0+zN5rFbo0k2NnexrT3qeVBAcdOfe1/bhpOricjbXuzy4gDvdsVpiaWI+Cf+/Y0OVZJZdAxOpKa/mNAOgXWPUfHITZ6Y0IEwsZM/6bpe+gIlWvXg9BUTpqEKLhyOBgdNNJVhQ3MnrdEk0bQ1pCJaBTT3JPt1g+SzvT1Kezzlvu8g1th9XS/NrF+KaRj4TcOLmOR/+mvcAlEpvBwbJv5f8AC0tLRQW1tLIND7Rzp9+nRSqRSdnZ3U1dXtcx9aa+Lx+Hgus2xIJBIFX4Wpe0y+/eRGntzSTMqys46GQPZrWzyFbdvMCBk4to1hmrT1xLy/k5Zokj++sZPOZMZrDxyM3IXJHQZlTwqjbR2uIrPk+IIKUxXvJvy3u/DvfsvbZjXMJ/7+S9BV9aVY5ojQgK2zczcc7YkNrcm2ArvfW47TL5Ix0P46YklmVAaL2l9nbNs1TFOK6ZEAdp+bQQU89dZ7XLKiiQfX7SRt9aZOpkcCtMZSaNy6Do07hyaVsQj5feis18XZB8/miycs2m+f9aP9XMkvMC03Jq2gSCQSBWIC8L5Pp9ND2kcmk2Hjxo1jvrZyZtu2baVeQtkxlY5JeyLDo6+/6xZOWhlsu7/3Q2cizTR/AJLunWW80+D1Nzbw8zdaWN0c571YmkTaGnIBhFKQyV4ofMYEmhgKkElhtmzHblxU0KHR14s8uPZRT0xoFKnDTi3rdtDB0NptEe5bG2MojWVZpB09JDGRI2XZbG/pwgFmVwYKRGVzPINlWVQHTKxUEivV//WO1vz3X18hmnFI9hEFEUPTk7ZBKfzKdeg0TUXEcOt0PthUyYVzfbz15qZhHYOxYDSfK32vbeXCpBUUwWCwn3DIfR8KhYa0D7/fz6JFi8Z8beVIIpFg27ZtzJ8/n3BYQn8wNY/J/zy3mWAkgqEUc0I2PXt7+j3HcRw6Ujbz6iL4TZPLTzuK215+h/VdmnBFBXOCIXr2dhPL2KisfXIxFBAyIWH3XnxyRZzFXjKci9R+Ia8AU2WSWHMPLRQVeSSP+gi+dzeirDTxky7Gnr10Py925Az4+8jO4bCzAiLi96EMBZaNzzRRGZtUEW+HvkyvCNFUW8G29hhtacWcab2tm2Y6Tn2ln7nTIoPelUem1TEr6GdDz+6C4s6FkQg7OuN0ZR1cDdOkPuxn3rQKTljQwFfff5BnEb+/GO3nypYtW8ZhVWPDpBUUM2fOpKOjA8uy8PncH7OlpYVQKER1dfWQ9qGUIhLZtwnNZCIcDk+5n3lfTKVjEnfAny2QMw2D2nDhjA4AwzCwHY2D4uQljYTDYZ7f0UYwWwMRDhjURYKkuuNYWqFVr49E7uKkgJqQn6Rl4+4pb/9KYfdRIQZQGfKTsW0SmTKogerTzWFE28HKgN+dmIptgZn38eoPET/1s+hQJTpU3JGxHMkN/uorCt3WXzdlEPIZ+A3FtHCArmTGO3+CPjM7mrzIfrNfg6bB7GkV+EyTRQ3VZGyHDy1txEFRE/LTnczw+Ob3Bp234WhNfVUFFxwxnz9vbu631gPrqwraTz997KIht5+OJyP9XCnXdAdMYkGxbNkyfD4fa9as4aijjgLg1VdfZfny5RgDjKoVhHKn73CjYq1zoyF/fkfadrIWyq5jpd8wMBSe6c8HFrkV9j/++5vefARwQ9iGgpDfJJa2C4aAgZvWmFUVpmlaBa/u6u10yBkfFbsEObiREdvJDaSCksmKgVpDs2LCv/UVQq/+geiHv4Cu7K3VKpfpoEPFNR9T3i/GZ0DQNEnZDlprAj6DQ2ZOoyOZoS2adOts8vL7hoKAzyBt9f+NGobCp2BmVWHnkGkoKkMBr31zb0+Cp7buGbTrJ9ehkXN2zXV55BP0mTRWh12jqtPKZ7jaZGPSCopwOMw555zDddddxw033MDevXv52c9+xre//e1SL00oE8b74jyWDDTcqFjr3GjIze94py1KZzLtiQGfocg4DkHTYEZFkP88bgZnHr8M0zC8qaRaa7Z3xOhMpL0LS8hUpG1QWWEyqzLE7JoIAZ/Jzq64d+vrFfcNsrZodjBYWYqJYAQyKcIv/IrAlpcAiDz9C2L/6/IJVSdh5BXS5n6n4IrAgKHwm27HhAamV4aoDPrdiFLWNKTv3XPIZ6KdXtt07Q4tpyLgoy4cYF7W26T3/Qsnew4mEqBwki30Ors+s3UvluOI6+V+ZtIKCoCrrrqK6667jksvvZTKykouv/xyTj/99FIvSygx++viPJbk99cXa50DihpMDZcZVWGvm8PMcxc0lcI03VTE7JowB07rFV65qMaOjhjt8RSGUt6FxWea+Ey3M2BmVYhZVWF8hoHWmrZoEmuYRRFZv6TSMIiYMFp3Enn6TszuFu/pTnUDOPaEEhS5UeQZxz2/3FZNt85BKdUrFg2Dhuw02Q8ffACO1tz1ytsFEQrbcVxLdTSVAR9Gdqx5ddDPkoZqAr7+x6XYZM/hiATTMPjG6Yd7Nwvierl/mdSCIhwO893vfpfvfve7pV6KUEbsr4vzWNG3vz5H2nZojiaxbYe7X32Hjy2fy8GNoxtvvbcnAVpTHwkWRBpyX+sjQQztdoPkOG3xLH70zAb29CQBRcB0L0L5mIbBzKowx82bzupdHWxt6yFh2SgUhhr6rI6S2XAPJCYCYQJvPEXold+jHDeCon1BEiecT2bhUSVa7PDp7dhwrbIBd1iboQgF/DRWhwn5faQsmz09CebVVnL2oU3ehdp2HOJpi9tf2IKttTc5Flwx6rabun9ni6ZXFRUTUHyy50hEwkCW8ML4MqkFhSD0ZaCLcw6f0ev+WFkmN5b3vratoEZB45r95KckHK05946nuHjlgaOKsNz72jYcXThHwXY0vqxTZsBnkrFt/rK9m+NWaK5/dC1Pb22mK5EhbTsoFJbj4DOUZ3OsgdqQH1MpZtdUcOlRCzn3jqeZkZ3h4TeUNzysXPHt2tBPTCjtEH7sVvy7NnjPs6Y3kXj/J3Gq9z2ivJwwDLdWwme4USits1O8DIWtHTbt7aYm5OfA+iouPXphv3PMNAy+e9ZRgOK2F7agtU3AZ+I3FI7jeFGLgM9gd3eCA+ur+q2hb/qiLyISyh8RFMKUou/FuRg598fPHjVvP65sYHI1Cjm2t0e9zovcVkMpLFuPOsKS/165OQp9MZQilnG48elNPPNOCz7DoDocIGG5dssa1+RIYxP2+6gN+ZlXV4kCupMZ/rp5jzfV0VTKMy4qZ79ta87BGKkY2BbpRcdgtr9L5OlfYCS6veekDj2F5JFnFnZ3TABynRy5k0lnIwl+n0HAdDt9FG59xFFz6wc9t7540kE8tG47JChwVFXAtHCAubUV7OyMkckW/EqNw+RiYp35gjBK+l6ci9G3MKzU9O286EwWtnECWYthVRBhGUmBaf57DYSTvXt9NismwL2z9ZsG4LgzHLIXqcXTq/CbBru64liWzbRwgEXTq7z9z6urhPYo0ZQ17LXuV/xB0guPdmsighGUlfLEhBOqJPG+i7HmTNy7Z50Xncj96gOmgdJudConLF/d2T7oufXA2h00TaugsdodumVZNrYFc+qqCPnd2oimaRWcungWlaGA1DhMMkRQCFOKoV4w+xaGlZJc54XW0BxN9puRAe7d44xK17AtF2EZSXg4/70Gwq8USmksrfHjRsZTGZt4xsIt68tusxxee7fdbT0F/Ibive44r+/pIGM5zK+vQuGmV9rjabpT5SPiyKTcYsoCL4mg90+r6VBSB78fo3MPifddjI4MzdumHNEafD6FQqGzYtCfm9ehFHZeLmpf51ZOsAdMRVNNxJtM688b/mUohYOS9MUkpLxK2QVhnLngiPn7dMYrt8mDudY5y3GwbaefmHC0Zlo44PXzjybCkv9exbAch8NnT2Nta4KdnXF2dsV5u62HnrSF33AHMGmt0dnUh+VoMrZD2nIr/pt7kkyPBOlMZtjeHvX2u7/dCgclW4Dp3/qKa1AFmM1b+6VkkkefTfz0z09YMWGQGz9OdmaLG53wZ+tfoDfy5b1mH+dWTrAPRrkJdmHsEEEhTCmGcsEsx8mDV5+6nFOXNOIzDe8DO5ejrosEC/r5R/uBnXuvXH47t0+FO7J8ze5Odnan6EykaelJ8l53gpRlE8h6FLjTJ3txNPh9BkGfSXs8xbvdCYxstGJbe9R1UyyX+om8bg4j1oFv2xrCz95H5R9/hP+t5wufa5gDWm2XO9VBk2PmTacq6CdgmoRMg6qgn4jfRyhbTAuFkS/Y97k1EQW7MHZIykOYckxE85tc69zHls/l3DuewrILOy/yGckHdl+Tr88dv4TPHb+koE1vd3ec57e1oIC6kI9ozJ3VkCvCBAe/oUhncx45i23PcRG31XV3d5yQ6d4fv9ed4L3uOFYZuGn3bQ3FShNa82fPWyL84q+xDliGrhxda26paZoW4cC6SpRS1EUCtMVT1FeGmFkZYkNzp+cu5mhNXSRY4GS5r3NruEZUwuRCBIUw5ZjI5jcHN9Zy8coDh/2BPZAr6FBNvvb2JLjw7r/hMwxsxyFgGtSEDJp7El7NhOs90JsZMBS9ra5aE0tb7owODRnAMLJ22roMJozmiwmtMTr34N/5ep63RIDEceehK6aVdp0jJJDtqJhZFWJBXsvmvNoKlFI0VoUxFEwLBTxzsr6Rr6GKgXzBnsmLcPmVGlSwTyTnWqE4IiiEKctE7WsfToRlX4LB0ZonNu/Zp8nXva9tI5GxaYmlyFg2jpXhgNpKelKWa4BVZJ1au0JC406kzEUsNJB2HHDAVOUlJpSVxrdrI2bne97Ddt0BxE++FKdmZgkXOTJ8hqIi4H7MK2B2TeEwKltrLj36QC8a1ZlI8dKOVnqSVnaOy/Cjd/mC/RcvvsXWXe+xqGk2lxxbfCDXRHSuFYojgkIQJhj7irDk3+m9uL2V9liKSMCHoVSBWdXWlh4cNIumFy8qzLWgvtcV4/ev72TT3i4v+mDbNj0tUU9IGLhCoa826Dujo+/j5SQmjGg7vu3rMDJJ7+HUspNIHn32hPOWyKHQnslY0GdmW3vdiIHtaCpDPhytufe1bQURgbGI3s2oCvPPJyxm40aLZcsWEYkUf/1Ec64VBmZi/pUIgtAvwmI7judcaWe7KzY0d6EU1AT9oBRdeXbaCcvGsh1AsbC+suhYZMtx+MwDz7O9I4p2sjbc2ce01sQyNqbhbtPlbHVZjHwx0fEe/u1rvWJEJ1hB4n0XYjUdWtIljgbXQRXSlk1VyM+5y5uYXROhO5nhpR2tRFMZEmmbZ7bu7RcR2F/Ru+E410r6o/yROJIgTBJyd3o5p8O90WQ27wB7okn2dMcBt0DSwU1DOBre646ztc3tttjZ5XZe7OyKk7Zdk6o3m7uZVRVGo0haDknLJuNoUnmVlCaDTwotS0wfOuTWCDj1c7z2T2vWIqJnf3VCiwlDgd9U1IQCLG+sZX5tpSciDAXRVGbAiMANj63fb+vMOdcORs77Qih/JEIhCGXKcIrUit3p2dmIgu04WLaTzYdD2nYtsp1sfYOj4d2uOHt74oT8bmpEA22xpGuZHPLzXneCtG2TthyU4Q4Ly9VHTFgMk8z8Ffje3Yg140CsWQvxvbeF1GGnuRWjExS/goqgn2nZ8eDe5FfD4K9vvpc1riqPiMBEdK4VBkYEhSCUGSMpUis2o8TMXvgz2TtADcQzllccmT8/wy2UBCdjYSrDMzhK2xrbdt0Tg9n8e8Z2ynqQ1z6x0oRe+zOpQ96PjtR4kQh75kLsmQtLvLihY4An7nK/DwVUhwMsbahGA7u64tiOa041ozJEc08SFMwtMqMlx2icVofLRHSuFQZGBIUglBkjKVIrdqc3ozJEWyzlWnVnX+/Q++GdGy6Wrw0sB7RyUxlp2zWyiqYtKoN+lHIHhtnZVs8JRyZFYNPfCGx+CbOrGbNtJ7EP/Z8JY06V+13lvjqAkRWEbouuqw9D2YmefcfPt8VSaKAy4GNnZ6xAaOR7TYw0IlAsoravib1DsXoXI6yJgwgKQSgjRlqkVuxOL+gzmRYOkMgkvPSEm+LojUqYhnKHeeWhtTvO2m+4kREH12Mi5DNIWTaZcjChGi7pJOHn78f/zhqUdn8Ac+87GO27cernlHhxLjmB1/fwGsod1JWxXSGX/9vK/eq8LhsNbfE0AdMVo7l0R05U9KQtYukMFX5fgdDIT48MNyIwWETt+Ln1nDVjYLUgRliTi4khzQVhijDcIrW9PQluemYju7vi7O6Ok7LsgufOqgoRzNlha/eCk/u3u6/C91K4YqLXgtm9IKUsm4RlZx0xJxjRDir+9N8E3l7tiQm7egbRs75cNmICstEHlTdjI/s1EnB/F/kXXJX3HAP3d+Y2iYLjFE8hpGwn62Cq0HlCA6A9nmJ7h+sQOtyIQN9iYOiNqD25pZmfv9Ey6OsHsno39mGEJZQfEqEQhDJioCK1fP8I01Ds6oxy/aNreeyt99jdncBxNJ3JNHt7klQH/QR8Bm3xNCnLxqfcC1UurOzWT7j/Hsg3Qimy3RyO95qJWDth7n6LyJM/x0jHvW2pRceSPP488AVKuLL+5KIMhgEGiqDfjTAFfCa27WAYGVJxd3T9cIep2Y5DxnYI+Ay3XsZyI07eeytFZyJNPJ3hwwfPGXJEYJ8RNdPgtb1xWqJJ5kUiRZ8zkZ1rhUJEUAhCGdE3daG1ZntHrCAf7mjNHS9txcoO7MqNDHe0Jp6x6ElZXp7dK8AEAoZB2nG80HgxcvvpSWVyHafuOgZ5TVmiHYJr/kJwzV/IOWdo00/8+I9jLT62xIvrTy7VYWjQSmHjCjhDKebURFDAtvYoXclMbyGt7hWKKtsmajuglCZh2d7IeMMwyDi9BleQE5RuyiO/jqa2IjisiECxYuC+WI7Dg+t2cuWpdYPua6I61wq9iKAQhDKib5Ha9o6YN1shPx8eS7vRg4BpEMpeJNK2Q26Ian4ePicsLD204odiUYiJpCUAzJ0bCK35s/e9XVlH7IOfRdfNLuGqBsb9/WbTFWRTGErRHk+hgPl1lQD4FKDcya1p28FNYCj8puuCqt0h5IR8ZrbeRRPxKaZXBImm3FHsGqivcIeBNUeT2LaDzzSYURni+HkzBrS5zi+6zKVjntjSzLvdCWZWhgiYxV9nKEV3Sto+pwIiKARhBIx2kNFAr88vUrMdTWeiMAWSy7Nb2ShGxnYnfIJ7R6vVwJGEoaQrJppwKEomhRltx66bg9G+C2v2UuLvvwRClaVeWT9y6Sefodwx7gBa49iA0lg27O6KoYHuZAalFNOCfpK2Q9BUKGWgtc5OfVWEfAa2dtMn4azQtGyHmIMX4VJKeQKgKW+2x0DFmPlFl5btsLMzTkciDWgMDGzt0BZLMi0UYF5dJX1jFY7WVAel7XMqIIJCEIbBaAcZ5V6fX/tgGIpfr9vOqUsauezYxVQG/fhMg017O8hkWzR1VkDk32nm8Hwm9CQRBCPBscFwL6Bm+25UKkZmzjLUzAUkj/gwBIvn70uNYSgcR/eKCVzhp9AFwnBHR4yKgA+tNUnboTLoJ2C6IiSWtrHTFqZpoJRieiRAZyKdLaB1k16mYWNm22NrQ/6i0YSBijHz25h3dsa9iBkoMo5rkhZSpisy2qNeNCV/vx8/rGlMjpdQ3oigEIRhMNpBRt/663p+/tIWr0ZB4U58fK87wcs7WrnpmU0saagi5PeRytgkMnY2pG3gNxQ9qQzJjOMVR+T8JWDqigmjay+Rp+4kdegHyCw8CnvGfJSVwujcQ+rQU8pWTICb4sj/veXXvuSjgYzjEPL7cIDuvOLdRMbGQWFnRUl3MkPasrF6h66QtjUBU9NQEWJeXf9ITbH2zL09CX76/Fvc8dJWTEMxLeTvFzHzGQaWY2NpjU8pOpMZ0rbjCRbLdjhiRpiGytAoj5QwERBBIQhDZLSDjPb2JLjrla1u6Dq7LWm5d3i58d7pRJoNezoxDYO0rclPdhjKcNv+tGubbWZ9BFQ25THlBIXW+Le8TPiFB1FWmvDzD2A3zMepno41eynMPLDsOjn6MtTfWc7ZVOP6UiQyDmnbwafAyaa5ch0cPakMAdOgwp+ts9AapQxqw34WNlRhoAYde58fhdveEXMjD1rzblccrTUhv68grREwDUzTQDsax3FojiY5oDqMzzD4wKKZg/pQCJMLERSCMESGWtE+kG3xT59/K1tk1+vtkMnaWkPv3WnK1tiZDGZuuyI7e8O9mAR9JhnH8SITuRqKJFOITJLwcw8QePtVb5MTmQZ2tvhPqbIUE8XcSXXeYwNdeg2FKwxwIxJWVoBqBUq7Xx1w20vzamtC2UiB1pqw34eB4qZzjuKvm/cM2J6ZH4VznKyozUbCLMc9b0N9nDVrgn4aq8PsjSZpqolw9qFNXHDkfCoMzcaNG8fk2AnljwgKQRgiox1k9Oy2FnLqwdGuSFAKb0hXbs8Z28EwFHY2CmFr99GcW6WRHe5kOQ7+PEdEhT0lohRm6w7CT92J2dPqbbPqm4if9E/oaTNLuLLByXVvmIbCVApDKXe2ylB+acrt+khZ2QFt2UJOUymCAZN42iKTnf6aE6IZR5MrlVDKtdi2HIe/bt4zYHtm3yicaRp5s18ANJaDJ27dLe7zgj6TA2oifPTQJq7I7j8ejxd5F2GyIoJCEIbIqAcZZe8yHdwLiZ0VFLo3SFH4VLL+AoZru6y1AxjZu02TaZEws6vCvNed8NoLJ7Wg0A6BN54i9OrDKMd1BNWGD6vpEOzaRvzvvUW6Zkava1cZkbV9yPo+uCIxadkFnTeD/e5ynhKJjNNrSpZNdxm44sLWbiFnrtA3J1QcramLBD0PisHmdPSNws2sDNEWS4J23z9ju+drTtwCXtcIyNyNqY5YbwvCELngiPn7dCgc7AP1uLnTSVqOJyYga4dNYSFer5hwA+Qhn0nYZxD2u1bYhqGoCfn51NEL+cnHjyPoN0lYjjfzYTKiklEif72V8Mu/88SEXVlLeukJ2LWN6ECY9IEry0JMGCpri63yLLINd3S8rV0LbNvRQ4tMZF/vMxQZu/9rcumuoM/EzJmhkRMuLnWRIPNq3emi+5rT0TcKFzANpoUC2bkvBn7Tmxrivde0bNeI5TictHCGzN2YwkiEQhCGyGgHGcXStusT4aU6+ufNFeA3XUdLtGvDrLXG0mBohcJB4dok3/7iFm57cQvtsSS240C2yM5UTMxpoIOhHcz2Xd63mcYl2DPmgzJcMbHomLLo5nCFhPKiS2Y2cmD3CUXoPnbo0JtC6HtemFmHy5RlFzhc+k3Da1HOzfyIpS03mmAqZlWGmF0TIZBX77CvCEKxKNy8ukpoj9KZdIs987uKasMBmmorZO6GAIigEIRhkfvAfGbr3kEr5fuytyfBq7vaaKwMsSeaxLKLu1ZqsrUVuEV2GUdjpS182atNytZoHJRSdCTSpC3HFRPZFzvoCTdvYyjocDWJ911M+Jm7ycw/HJ01qSonMQF4czaMbKuv25FhY2XlgdcWmjWZKlAU2U6N3MwUU7lRgZDfzD5P4TjuPI6Qz+cN0sph4DppaqWYVRXu5wcxlMmdxcaJ55w607bbweE4Dh8/bC5VIT+2VjJ3Q/AQQSEIw2Ckg4xyuen59VUopWiLp4hnLBynf5TC1n0vPmA7mljGNbQylSJj2aTz7mgNADV5xITqaQV/GB2q8LZZMxaQWv5BVMbtZyk3MQEQ9BsETTMrGPC+9p2torPmVT6jdwqskY1EHFAdIWXZ9KQtpoX8zK6J0NyTJGM7xNIWS2dUE/CZbM9GDfLncYT9PpbNqiFkmthaD1nw5hgsChcwDRqrQpy6pHFQrxVh6iKCQhBGwL4GGfW11t7dFffCyPPrKrMXiQStsdSgRXK5gV62du8+TaXIOA4O2XbB7PMcmDQVmf63VxN+7n6sWYuIf/AyskMuCGx5qazFBMBhM6vBMGmNpbCzA7mSGZvWeIqU5XgXftNQhH0GhmGQynqRGAqmVwQ5oCaCzzA4ck4ts6ojRFOWJ1pvee4tHnvrPS9qEEtbvNMexbIdTEPxj0fM57//4dhRTe4caRROEERQCMIYMpA19+7uOBnLcSMUuHd7c6ZVuGZBA+xLg1tLkcVyNLbqLbabJPqhl0yK8IsPEdj8IgD+na/j3/wimSXHgWFgzViAf8f6shUTAEG/H9M0aPL3frTu7IzhU5BRuUJbt94hd/8f8pk42XTHucvnckBNZEABkLuYP721mbdbe+hKZdyuDqWoCvjYsKeT6x9dy9WnLh/x5E4ZJy6MFBEUgjCGDGTN3VARYkNzF9vzZh1sbukmaQ1tAmiOyTqvw2jbReTpOzG79nrb0guPIrNghfe9Uz+HjGG4BlZlKCYAOmIJPnRwEy9sb/VSBjMqQ7TFUviz7ZYB0+jfXqfgk0cv5LtnrRx0/7mLffQPr7CtPcq0UACf4XpM5Iovh2IBPxRknLgwXERQCFOG0U4IHcr+B7LmDvpMasMB2hNpGtIWLdEke3oSY/beExatCWx8hlBeO6j2BUgcfz6ZA1e6bS55OLXlOX48x1vtcRrf6+SUxbP4+9stWI5D0GdSE/JjJ7TnMJkrytRag1IcOaeOG848Atj3eeoW+LYzr7b49FTb0dzz6jtEUxazayJjfp4LwkCIoBAmPaOdEDpU9mXNPXdahI5Eitf3dOA4QxsnPplRySjhv9+Lf+fr3ja7fg7x91+KE6kh8OazWDMPxKk7oISrHDpZI0k2NndzwvwG7rl4lZcyOOuQOezpSfDqznZi6QytsRSW4xAwTc45dA7/eeaRAFz/6Np9nqcDnWdaa7Z3xOhMpHG05jev7+SA6vCYn+eCMBAiKIQJx3AjDaOdEDpU9mXNvaMzjtZQHw4SS9uk7fSkTF8MBRXvpvIP38eId3nbUoecTHLlWeDYBDa/iErF8G9fR0YZOLWNJVzt0NAAyq2FeGbrXj53/JJ+KYPB6hKuf3TtkM7Tgc6z7R0xb7S4oZQ312Osz3NBGAgRFMJ+Y7Qph5FEGkY7IXQ4DGbNnbJs2uNpUrZDeyINuD4D1hRVFDpchTVrIYG3V+OEKkmsuhCr6RDIpDwxAW43hxOpKfFqh4YCAoZrQ913SFzu3N/dFWdLaw8Lp1dSHfJ7fg/DOU+LnWcpyy4YLZ6br1Hs9ZL+EMYLERTCuDNWKYeRRBpGOyF0OORMgZIZm73RJLajMQ1FQ0WQjc1ddKdcH4mcL8GUTnkoReL488HwkVz5EXSkpqiYKNdujmIooDYS9OzPu5OZgnM/vyvjqS2uIdTvX9/ByYtmURn0D/k8LWY+tTea7DXLonC+Rt/XS6GlMF6IoBDGnbFIOYw00jDaCaHDob4iiAY2NHe5o6azwmlbe7TACnuydmoMhm/bGjB9WE2H9m4MhEm87yL33xNcTIAbcWqsci/iuZkZuXN/V2eczmTGs+YG6EikUe0x92/DNPqdpymrUJjOqAzRncwUNZ9yB831Ridqs/M18hmr81wQBkIEhTCujFXKYaSRhlFPCM37OfaVrrnhsfVkLIfacMBzMExazuSbqzEcrDShl35D8M3ncAIRomd/FV1ZW/icSSAmqoI+tOPQEksxN+DHZxictngWV/z2ZRwNncl0v4myhnJnsjRWh9nTE6c+EiDs9xUUV+Z3g7TGUtSEA9iO0898yjRc8WoYBrUhvzt/ow9DOc8FYTSIoBDGlbFKOYwk0rC3J0FPMs3OzhiGYTCzMlR0GudgA5NsR/PtJzfy/I62QdM1OeHkNw3PwXBrWw+ZAWZ2TAWMjt1EnroTs3OP+306TmDry6QOP733SZNATBi4HRbgni+5mRl/3bwH29E0R5NFR9STfd3eaJKGyhCtsSRzanwFxZX5KQyUoj2W4obH1vON0w8vMJ/a3RXnd6/vpGGAcxxktLgw/oigEMaVsUo5DCfS0LdmQ2tXXLTFkkwLBZhXV+l9uO9rYNLP32hhdbtNR8rCth1M0xUmhlIF6ZqccFJK8XZbD62xFGnLnnKpDcD1lnjzWUIv/RZlu79XbfpJHPcxMouPK3iqSifK3k57KFiOxkTjN3unbv7nY+u9bouBzlqlFLbj+lPMqakgns4UFFfmyKUxIgFfQUQv33yqMujzzsn+69v3YDBBGC0iKIRxZSxSDsONNPSt2ZhX6w6Y6kykaY+nAJhbW1Ewm6BYSiMaS/Dw213EXL8lbw5DvjD565vvYQBPbGlmR0eMPT0JUpY78UtPRTWRihN59j7829d6m+za2cRPvhRn2qx+T9cV00gvPAr/zjdIH7hywokJhdsmGjQNqv0G915wPEcucFtcTWBHZ4yuVIak5U4J7XvWaq29dMVHD23ir2/tRrf0ePt2x6CrgjTGQBE9mcEhlBoRFMK4UqwivS8DhWJtx+HqR17jd6/vJG3ZdKctMpYzaKQB6FezoZRifl2lV+TmOJrTljTy2eMXUxcJDtiBsr09SkcyQ8Dv994nZ17UHk95BkIbm7uIZ6xCG+0pKCbM5q1Env4FRqzT25Y66H0kj/4o+AIDvk5X1pE+6ERQE9N0SQPTwgE+1BThoJk1XoTs0Td30xZLoTVkHAcr7eDLThT1ziflFlvajiaeypDKuDU4uamkPtNwbbXzBPRAEb2RzOAYb/dYYWohgkIYVwYbhwwDh2Jtx+H0nzzG6l1tKFS2zdLNT1sOtDnFIw0//vubA9ZsBH0mTdMqcLTG0Zpfrt7G79/Yyfb2GI3VYe9D21CKlOWwqys+oDBIWQ5p28EwFGhrahdeAlhpIk/8DCMZBcAJREisugBr3mGFz8ukMDt2YzfMd/tnc0xAMZEvMs855AD+scn9OM1FyAJm1m49nsJvKDK2JuNosOzsQDBNbTjAu11xTEPx2OY9vNud8OonpoUDHFAd9uoocuwrojeUGRz7yz1WmFqIoJgElPtdxkhCsVc/sprXdrVj5GWfDaUI+Uwsx8Gn3EdykYbcHdi+aja01uzoiHHHy1uZURnizb3daKAjkSqIejRHkxhKkbY1tuMUiCHbccWExi3CEwBfgMQJ/0jFE7dhzVxI/KR/Grybw0pjNy4pFBUTiNyqDQXHz2/gW2ccxsaNG2mJJgsiZPnpNp0VnmnbIZCd7ZJrLZ5b6553MytDtMWSXhQM8IbJ5RiL4sr95R4rTC1GLSjS6TSBwMDhTGH8mCh3GcMNxe7tSfDb13e6RQhFLjg+w0ArmFkdpiLoL9jHvmo2tnfEaIunmFEVpjWW6jUD0q4vANlpoLbt4DcN0paD5Wh8eYcxZTlTMaPRH8cpGN5lzVtO7NT/jXXAsn5Dvfp2c5gd72HPWDBoKqRcydU2mApmV0e468JV3mMPrttZECHrm25LWTbxtM1hs6dxyqJZPNonchcwDaaFAnRkCzM7E2lSlk0wO1RsLIor96d7rDC1GPXV5owzzuBPf/rTWKxFGCa5uwytKXqXccNj60u8wkJyodhvnH4YV5y0bMC87r2vbSNtO/1CvflorWmJpfrlki84Yj6mUfx1OXtiM1vYmW8GBO6FojOZIZ3t5lBK4csWzOVjT8lqyzysDKEXHiL8t7v6VZ5aTYfsU0x43RwTWEyAW9/wiSPm0VjTW0jalcoMmm5bNL2aw2bXcvKiRipDgaLPnVdXSW04ANkbhL3RpCeSx6K4MteRNBi5wk9BGA4jEhQvvvii9++PfOQjfO1rX+Oiiy7ijTfeGLOFCYMznLuMiUZXMo3fMLze/mIowLLsfrnkXM2G5fT3f8h9ME/LughqIJGxSVo2ScvB0a5QaY4mmVkZQgF+AyJ+N5A32HqmCkZnM5WP/JDgxmcIvL0a/+YXB3/BJPCZyCd3BhhA0FC8uqud6x9d612ga4L+fgK0L7kaiIHScwo3zXHwzBoaqsI0Tavg3OVz+eU/reIbpx8+6qjj/nSPFaYWwzoz29ra+PKXv8z3v/99b9uXvvQlHnnkEerr6/n4xz/OVVddxd69e8d8oUIhk/kuoyYUYHpFcPAIBeD3mUVzyVefupxTlzR6KSBwP8RtR1MXCTK3toJt7VHaY8lskacmYzvEMxYpy8ayHQKmQU3ID0qxtKGKZTNrmF4ZYlo4QHVwCpYeaY3/rReo/MP3MdvfdTeZPtCDGHdNMjGRj980aKiOeNHAG5/eBMDHD2saMEKWI1cDkUvPDUTANDigOsxHD20aNKI3XPb1viCumsLIGJagOOOMM5g9ezb33XdfwfampiZ+9KMfcccdd7BhwwbOOOMM/r//7/8jnU6P6WKFXibzXcYFR8wnEvAxLTzwB58Gzjm0qWiON1ezcc/Fqzhn+VxOXjSLc5fP5TPHLmRubQU7sk6EpmHgN41sHYX72oyt6Um5aQ8FVPsNWmMpHK1pmlbB3Fo3bJ37w5mYJYXDJJ0g/PQviDx7L8py/6btmplEP/IlMktPKP6aSSgmzGwKzGcobK2pC7spG59h8Nw7LbQnMjRUhgaMkIEr8k9aOIMZVeFB03M5xsPdslTvK0x+hiUoTjjhBJ544gnefPPNoo8fc8wx/Pa3v+XrX/86d911F2eccQZ//OMfx2ShQiGT+S4jl7Y4oCZMXSQI9KYbtNZo4Mg5ddxw5hFFX7+3J8FNz2zkluffAuBzxy/mipOWcdlxS7Acp8CJMGj2ioqcsIimMry+pzPbkQJJy2ZrW5S0bXP2oU189NA5zKrMrmucj0WpMVu2UfW77xF4Z7W3Lb3keKIfvRKn7oABX+ffsW5SiQkATe4cBNNQ3hh6gIzW/GV7N+BGyI6bN513u+K83d7Dzs4YiYzVrwZisPQcFIqPsaRU7ytMfoYVu73pppt49tln+drXvsYf/vCHgsd6enpYv34969atY/16txhw9+7dfOlLX+Luu+/mP/7jP1i8ePHYrXyKMxrDqIlAfqtpLJ2hNZbCchwCpsk5h87hP888sl8ueShdL1Uhf0EXiMq2ovoNRcZxLxlaA44mmrazdtuuVebrezoJ+Ezed+AMFs+oIW510JUXAZpU4kI7BNY/QWj1I6hsWkMHwsRP+ATWguJCLp/MnEMIbHkJYEKLifwizFyNTcA0CPlM7Lw5LYZSxDIOtqO54bH1vLqrnfqKIC2xFJZl0x5Pc1KRzqtSuVuKq6YwHgw7GXziiSfy0EMPed9feeWVrF+/nh07dqC1pq6ujsMPP5xLL72Uww8/nLq6Om6++WY+9rGP8YMf/IBTTz11TH+AqcpIDaMmCiNx/RtKb/2xc6fzZnO3Nw3UawE0TaZFfHQlM8TTFrGMhd80MLORYQUoFK/takdloySHz65la1uU1ljStdueVCh8e9/xxITVMJ/4+y9BV9UP7eXBiCsksv+eTNhak7TsgrSBozUVfpMbn97EM++04DNc0dGU1wHy/LYWb7BXjpGc52NBqd5XmNyMqLos33finXfeYdWqVaxYsYIVK1bQ1NTU7/k33XQTP/zhD/nud78rgmIMmQp3GUNx/YOhd72cvHAGc2srmJ2dApm2bBIZm7DPpC2WImXZ2NrNBWYcTUZrfBr8hsJy3LTI2t2dHFhfQWUwwKLpVaA17/UkJpdbplIkVl2I+fsbSS88mtQR/wsMc+DnZ1Jg+gtbRieBkBjoV2o5mnRehMKvFMfMjHDLppYR+TsM9Twfa0r1vsLkZNTl6vnRisH44Ac/yK233jratxPykLuMXoY6Jl3j5r9VdgpkTyqD1m7dRL5hVW6WgtaQthzSuK6ISimi6Qxvt0fxK4OU7dCVzEz8dIdtYfS0Fgzw0qEKes69CvyhwV+bLcDUoQoy84/o70MxidC4EYqAadCTslz7dQUnLWjgpeY2LK0ZrGppoMFegjAZ2G/9b0uXLuUnP/nJ/nq7KYXcZbhdLxnbYW80ie24ExxnVIY8h0HIpj9QvH/hTG5/cQvdyYyX8rActyAzV5OS0yWaXnFBNn2ilCKWtklZE6+DphhGdwvhp+/EiHUSPfur6HB174NDFBMqFUOlYvje3eiaW01icueI47jn28UrF/DFExbxlV/9bdJ2XgnCUNhvtxLBYJCTTjppzPertebTn/40v/71rwu2d3R0cPnll3PEEUdwyimn8Lvf/W7M31sYOblOjG8+upabntk4KgMu23F4cXsrG5q7aI0m6UykaY0m2djcxbb2qNchkut6uezYxW6UAvf8SdtOv44ZrcFxdEHEwnbcoWJp2yFlOfvvj2cc8W99hcrffQ9f606MRA/hZ+8f+ouLtIZaMxaM00pLj89QVARMQlkf9rqKIOce2pQ1m1JU+o1J23klCENhQjv0OI7Df/7nf/Lss8/ykY98pOCxq666imQyyf3338/atWu59tprWbBgAYcddtgAexP2B+Mxf+SGx9bTHktlowq93RvQO2Bpdk2EvdEk73bFuOz+59AaKgM+EpaNox2UaeAz3Cmj6Twh0Zf87RO6DDOTJPz8rwhsfdnbZFc3kFxxxhBfP/l8JgYj4DMIZ+3Y/YZ7HhhKFdhuf2heNas7O725HcUiZRO580oQ9sWEFRTNzc1ceeWV7Nq1i+rq6oLHduzYwZNPPsnjjz/OnDlzWLJkCWvWrOGXv/ylCIoSM9ZTDnPFmJGAzxuqlB90VkqxpyfB3mgCv2Fy+wtbvLqJgM8gYBpktONdIMJ+Ezs9uceRG607iTx9J2Z3i7ctvegYEsedB/7gvncwxcSEAUR8hQWpuehWvjioCfpwtGZDcxdkh85prWmLpdxR5DVhTls6e8J2XgnjT7lPjt4XE1ZQvPHGGzQ2NnLTTTdx3nnnFTy2du1aGhsbmTNnjrdt5cqVUsOxHyn2hwGM+ZTD/GLMeXWV0B4taAlNWjYpy8FngGVrbK1dPwEglR1BHvSZxFIZEtlhYZNWTGhNYMNThF75A8pxvTW0L0jihPPJLDxqaPuYYmJCAZXB/ikKW2uWzqgpOE9//kYLGVtTGw70noNKoYH2RJr59ZWTovNKGHsmyuTofTFhBcUpp5zCKaecUvSxlpYWZsyYUbCtvr6e5ubmYb2H1pp4PD7iNU4kEolEwdeRYjuaG5/exLPbWrDy/jB+t347AcOgJ5GiPZHJjgRXNFQECeTd/WW05hcvvsU/nzA0E7TWnhhaa28CaNO0CLNsm73RFGnbIZq23O4MXLtklMLAvSBoDZns3A6UIu3kSjAnJ+Gnf1HgeGlNbyLx/k/iVE8f2g6mmJgwgUjQRCm39iEXcVBKUR8O8N9nrWD73nYeXLeTHe3d/OmdLmZVRwrOwd60RxBsh12tnTRU7qPQdRIxVp8rk4lix+TbT27kyS3N+ExXNOQ+zyxb85eN75LOWFz1AbfwPncOliNlKyiSyeSAAqChoYFIZOAPsUQiUeCVAa53xnBni2QyGTZu3Dis10x0tm3bNqrX37Z+Ly/uieHrc8Jr4M32BBlH48+2bWqtaelJUOk3aKzwe38kW3e9x8aN1pDeL9HZTjQa7VddX+uD3SnLLcjUvX+gitxXd02OhnjaYh9z1iYFVtMhnqBIHXoKySPPBHMYHwGGifb5UanJLSZU9j9DQaWpmB426UjZnjioDhicMDvC9/78Equb49ha05Kw6EhadKZ6vPO51pc7JzWZZJKU1vz3X1/hgoOGaA42iRjt58pkJHdM2hMZHn39XTQw0BXqr29s56SaDHVhN1rW9/pWLpStoFi7di2XXHJJ0cduvvnmQQ2ygsFgP/GQTqcJhYZ3ZxCz4KUeHx8/rGnS31UkEgm2bdvG/PnzCYdHlrNriSZ58/kWqisr+z22vSOGnY0SBAyjIHwXtTWtGcW82gocrVk4p5Fly4YWobi8KcnqB18qKgiSPZ2AQimNATh5osPI3nVqzeRNcfQhs/AoUm27sA5YinXACNqMTR+ZhUfj2/k6VuOSSSkmTAVVQT9LpleyJ5qiO5khFA6zoNqtj/ArxQkLGnC05umtewlXVADQmo6ilI0yDKI23vncl8i0OpYtmzot3mPxuTLZ6HtM/ue5zQQjkUFbjh2tWZsM889HLmbLli37cbXDo2wFxbHHHjvgELJ9MXPmTFpbWwu2tba20tDQMKz9JC2bR95s5c+bmydUHms0hMPhQaM/g/HbV7ajlcLs84eRth26UxkCPpOM7WTTHb2Pm9nefMvRhP0+Ljl2CZHI0D585kUifGBx4wAW5AqNa0IE4NiOFwXxjKtG9JOWP6qnDf+2taSXF6YFk8ecM7odmz6s+StGt48ypSbs5+AZNV5HxoHBAEnLZlZVmBUH1HmmcVrDhXf/jaC/9+PTnz3HVDalljuf831QHK2pr6oY8d/XRGY0nyuTldwxiTvgNwdxocVNvyUcRSQSKdt0B5SxoBgNK1as4N1332XPnj3MmuU6/7366qusWLFi2PsaTQfCVGOgkerN0SQ6a2ftTvbs/1qtNXt6Elx69MJhVzUPZEE+LewnnrEImq4/QMYufL/JmubwvfMakefuR6UT6IppZA48cmQ7yqTw7drgGlX5yjPEOlIMCsVkTcjPitl1/Z4X8pmsOKCOb5ze2x120zMb+7myzqgM0pLnpaK1Zm80SdO03iiFtIwKxchNjt5XhGIi+JdMytvtpqYmVq1axVe+8hU2bdrEgw8+yMMPP8xFF1004n3mdyAIxRlopLptO14rZ8A0iPh93oClRMYmadk4wLzakVXB5yzI77l4Fecsn8vJi2Zx7vK5/P4zH2B2ddizvVTKdcS0nEkqJqw04Wfvo+KpO1Bp9zwNrn8c9AgcM7IFmGbnHndqqDW8+qNyxsDt3Aj6DAwFQZ/Bspk1/Z6Xth12dMZ4fvveAvO1YsLZb5pUBkzPRE0phZ13kslIcGEgLjhifsGguWJMFDE6KSMUADfeeCPXXHMN559/Pg0NDdxwww2j9qAQH/7BGWikumkaXorBUK7bYHfaNY/KfS4rFCH/4GG/fVHMgvyilQfyw6ffIJae0DZU+8Rof5fIU3didvUWMqcPPJLE8eeDGuZ9Q59uDmzL/W+SRCkMA6qDPnxmgPZ4irpIEMvRbN7TiWU7mIZB0GcQz1igobsyxG/X7/Ba+KqC/qJ3lI0VflrT0J2ycBwH05h8w/qEsWcyTY6eFILiiSee6Letvr6eW265ZUzfR3z4B2egP4yZlSHaYkmcbJi4O5VxTaTyzYKUoj2W6jfeebjk+19UBf088dZ7WPa+Xzdh0ZrApr8Tevm3KNvtjNG+AInjziOz6JhexTZUpkBrqKMhbtkcXF/F3NoK1rzbzq6ueHZOi9v6rHELNOfURLw6iFzq87h50zENNxWath2ao0kylo1jZZhTV8Ucw2RvNMk5hzZxQE1kSg7rE4bHZJkcPSkExf5iouSxSkmxPwyfoagNB0hbNtGU1e/OTgO1IT+RgG/YxlY5ihnDbG7pZk9PAlO5XR3e++mcdbL7/URNf6hkjPCz9+Lfsd7bZtcdQPzkS3FqZg5/h1NATOSIpy22t/fQnUwTTdm9A+C8xmK3+6czUZjq8RkGq3d1cOQB9Tywdpvnugpg2zY9e3uoDvn51DGL+PcPSb2VMDQmy+RoERTDYKLksUrJQH8Y56+Yy6fvf54XtrUWdFgopagN+V2XS0aeVupr6Z2ybNriKUCRySqGXJ5SK3fwl6MLhcZEI/TSrwvEROrg95M86qPD85bIMYXEhNbuefZud8ITk7nTwMk6rCrAMBTRjE00lSlwy7Qch9f3dLiv0dkdZn1Vevc1QVWqUFIm+uRoERRDZCLlscqBYn8Yx81roCdp0RxNYtsOPtNgRmXIa+uEkaWVcvM88tMse6PJrKMc3md7Tsgo8EaVT9ToBEDyqI/ie3cTaE3ifRdiNR06sh1NITGRw+5TUqNxBaedHWOfi6JprXmnI8ryWbXeczO2w87OGAfWV3mDwDK2g2PBAbVVhAN+/v52y4gibYIwkRFBsQ8mYh6rXKkJBfAZiqaagS9UI0kr5eZ5WI72xEpXMuO6cTruHadDr2WtzhpaTTi0U1BgqSM1xE+5DKeyFl0xbcS7NVu2TykxkYs+WH3UZK6GwtG9otNQCquP81lzT9LzAgj6TJqmVWA7DvFYzLORlwJuYSoigmIQwn6Tc5fPnXB5rHJloC6QfEaSVupMpNjREaMzmXYvCrimZGnLAdUbfNYaHCZmy6hv+3pCa/5E7Ix/QQd7vQ3smQtGvW+7cREqk8CIdkx6MZFfQ9/X2EyjvdSH++9sYZxZmBdztGZ29eDHSAq4hamICIpBmBYOcMUxcocxFIYydne82qOe2drMe92uR4BS4DcUfkORUW5kAnovHhMuMmGlCb38e4Kb/gZA+O/3ET/l08Pv3hgMZWDNXQ5WZmjjyycwDu654GTTYX3PB9fpMhvBUu73C2p7reQtx2HpzGoS6cFbh6SAW5iKiKAQRsVwx+6OZXuU7Thc/chrrH63A8txvBRHxnYdOX2GImO7IYuJGJUwOvcQeeoOzI73ejcqlfWEGMXFKpNC2Rl0KG/mijImvZjIsS9hmUuJOFpTFfRRmfWdyJ2jlx27iH/65bNjHmkThImOCAphVPTtroDB7crHsj3qhsfW89C6HShcAZGxe8f6ZmwHn2Hg9yk39TGR0Br/W88TfvHXKNsNm2vTT/KYc0kvPWF00YlsASZ2hsziYwtFxRSiN7WRR2/vKBUBH4fMquGc5XOJp+1+5+hkMSIShLFEBIUwYop1V+STb1deLP0xmoK13HvrbJufaz5kYzk6W1ynsBwHU/VePHKUdbAiFSf83P0Etq3xNtnTZhE/+ZM4tY2j23efbg7f9nVklhw/tumTCULuHMidudMrAthAxtLMrgnzq0tPYlleZ0df+kbawE1zmMDJUsAtTFFEUAgjJtddMdhQm3jG4v/86kUOP6B2wNqK0bx3vq13yGfiZN0LyRVfagj4FBnHAV3edRTm3neIPP0LjGi7ty219ER3Quhoba+LtIZm5q+YkmJCAaYBjgPKUPgUVAYDzK+r5KSFM4Y0VbhvpK2tJ0ai0+Dy045i7oz+Q8YEYSoggkIYMQNNFwX3wr29PUpnMs173XE6E+lBaytG+t45W+/cLaehIJSdjZ60HDQOGldsJDPl7cFtdLzniQkdCBM/8R/HZlT4FPSZKEauNqIm6PcKJnOFmUsaqrjjwhOHnXbLRdri8TgbN25kemVoHFYuCBMDERTCiBls7O729igdiTRki9lgbEfB5947YBpMCwXoSKRxHIeMl/Jwp5yapkHY58PRDn7TIFXG9RSZJceT2f0mKt5F/P2XoCvH4E5XxATQm/byGwYHzawpMFNztOb0gw6Q1nBBGCWTcny5sH8YaOxu2nboTKaz5kCKGX3u2sZiFHz+e8+trUABccshbTvYWme/uheQJTOqUEoRNA385tid8qPdk9G5pzD/ohTxVRcS+1+Xi5gYI/KLL01DMbOq0JkVpCNDEMYKERTCiMn5SuSK0nI0R5NZW2vNtHDAm9aYT85JcCzee0dHDEdrKgI+Aj4Tn6EImCazqsMow3U2nBYOoIGI3xyTk95gFMWdtkXoxV9T9Ztv49v1RuFj/iAYoxvjDoBjT3kxAW4KzMD9r7E6zPy6wq4Wy3E4aeEM6cgQhDFABIUwKq4+dTmnLmn0/CQALMtGAXWRIPNqK4q+biycBK8+dTnHzZtOZyKdNSSCoGkQ8vuYVRVicUM1deEgHYk0s6pC1EVcnwW/qbw7V8XI/gjcss/hY3TtpfLhHxLc8DQA4b/9EpWMjmBP+3ojE7v+AGAKiwl6/UgqQz58Ru85mkvViaW+IIwdUkMhjIpivhLTwgH2dMcJ+Qc+vcbCSdA0DGbXVHDQzBpaYqmiA8fm1VWi23poi6eZW1tBY3WY3V1xmnuSBH0G08IBOhIpulPjXLCpNf4tLxN+4UGU5Y7E1oZJasUZBVbaY4k9cyEYPuzqhiknJgDCPgO/z2RaOMC82goSGYtIwOT4eTMm5GhoQSh3RFAIY0K+r8TengQX3v23/eIk2JVME/KZAw4cU8CC+iqObqqnsSbiGWnt7o7z/LYWfIbBbCvCSztascernTSTJPz8gwS2vuJtsmtmuN4SdQeM3fv0GR4GYDfMG7v9lynFTKr8BjTWRFxxmU25RQJ+Mpbmc8cvlhSHIIwDIiiEUTHQDI/95SQ4WKdJDkdrGmsiBUZaOcvwZ7buxW8aVAV9dCatUa+nL2brDsJP3YnZ0+ptSy8+lsSxHxtbq+tMisDWl7FmL8Wpbhi7/U4A+upABTRNq2DOtP6RH5kCKgjjhwgKYUTsa4bH1045BBibmR2DMdgE07Tt0BxN4jgOPck0G97r4K+b93ji53PHL+Fzxy/h3te2kbZtXt7Rjj2Grlf+t1cTfuYulHaLVrU/ROKET5A58Mgxew+goJvD//Zq0gtXoqumj+17lBkKt+ASFLbWbh2MAoXK1koUf51MARWE8UMEhTAihjrDYyxmdgxGsWhIvqmW7WjqIkF+9uIW/t/TG6kO+ZlfV4kGT/xcduxiHlq3neqwn554mrGKU1gN89woRDqB1TDP9ZYY6wt939ZQfxAdmLz1EjmHy/x2ZZ9SaK0xDYXluGPHi7Uzg0wBFYTxRASFMGyGO8NjvMPLfecq7OiI0R5PYShFfSSI1prOZAYFdCTSqI6YKyo0/PXN97j71bdpyba6+nwGtuWMvCU0F+FQClVdT/zEf8Rs3UHqyDPHph00nynmM1EV9GEoRSxdXPIppVBK4zf7e5/kEM8JQRg/pG1UGDa5ORqDMVqfieGQ6zS55+JVnLp4FgAzKkMcPLOG2TURulIZr3DPUIrORJqU5XZ1vNsVZ3tblETa9lw0wyb48v4yhjTtwrYIrvsrykoR9Js0TYtQEwrgW3Qk+pizMUwRE6PFVIracADTUP3rJrJRioqAj9pIcEDvE/GcEITxQyIUwrAZbIZHjlLkqmdUhakMBZhbW+Gtb2dX3LXiznue1pq90SQzKkPs6UlgZSeGmQborFDymwZB0x2DPi3spz2RYSDXbtXTSuSpX+Br3Y7Z2Yx9yiUEfCaH11ehFPQk06zZ3YnWemwmnU5BMQHQk7aoCvqZVRWmuSdBJidqtfu/ymCAf161FEPB399uGdfaHUEQ+iOCQhg2Q+2sKEWuuq/YsW2nX4RBKYXtaDa1dJO2nQJTLpV9bcZ20KZBwDSoCPixtKIjnu4nCPxvv0r4uftRmRQAvndWozs/hF013+tmWb2rnXW7O8emNmOKionc77AllmJWVYgj59SzuytOVzKDUlAT8vP7z3yAg7Mjx8e7dkcQhP6IoBCGzWCdFTlKlavuK3byx5vn0FqjtSaRtrxCUtNQ3lAxcIWFZTuYBrTF0kQCPgxD9aZ6MinCLz5EYPOL3n7tqumkPnApobpGfGbvHfH7f/wXrxNhtKPJjEQ3Ku3OQCkHMVHMA2Ik+xjo9e6ocbfI0sqOpe9MZphdg2ejnRNuOTEB7JfaHUEQChFBIQybsfaZGMjLYiT0FTt9x5tDNgqh3Dy8xhUREb9J2naw8qaVag0ZB4J+RUXQR0vcjUIYbbuIPH0nZtdeb5/phUeROP7jhEIRZlWH+fWn3s/Bs2rZ25OgJZbEZxik7NFPOnWqG8jMX4Fv95ukFx5V8siEeyjVPmtqir4272uuKUMDju79XqHwmQZBQ5HMPtlx3HbgA6rDksoQhDJCBIUwIvp2VowkV70vL4urT12OOUAnyUD0FTsB06Aq6KclmgLcGoYZlSEUEPSZWGkLn6EwlCLkM3G0618B7lXNpzSLGyp5ryeF0prAxmcIvfRblOMWdWpfgMTx55NZdDQK8JkGC6dXMb3C7TK497Vt1EeCtPQksbUzYB1GjsHu1nM402aSrm6AYR6b8cDR4MsO4MrqtEF/xtzPZxqK2dVhWmMpdFb9mWgsrQq8QHS2viVlu+fHkulVRNMWTTURzj60qexTGWMplgWh3BFBIYyIYjM8hpurHqqXxXDJiZmntzbzdmsPPckMjnawHY1pGHQn3Vka6YyDP3srnLsrNhSEsi0etuNQEzAI+nwkMnGMbesIv/CQ9z52/Rzi778Up2YG4F4oLcchlspw4d1/4/0LZ+JoTdjvoyropydtDT/tkUlhdLfg1M8p3F4GYgLcbpjKgA+lYEFdJW+399CdtAY0lsptzkUngqZB0rLxGwY+w8DKWFmBoXDQKCBjuy/wGbC9M0ZN0M9HDpnDFUNIaZTqgj4eYlkQyh0RFMKoGGmuerheFsMhJ3aif3iFbe1RpoUDTK8IUhPy05nM0BpLEU9nUCjCfh9JyyaesTANN0oBbhi/LhLi9DkhNkQ1Yb9J5/zlWHMOxrdrA5lDP0Bq5UfQRu+fkKFgeiSIaRieKKoI+nC0Jugz8RsKW7udJANFIQq25xVgWraFPWP+sI7DeJJLU7zvwJn88OyjOOfnT/F2WxRb50Sh9mpXiv2stqPZ3Z3AlxV0Ccumwg/TIwH2RJM4aNCgDHcyrM9Qbiuohs5khj3d8UHXV+oL+niJZUEoZ0QiCyVhvL0s9vYkeHVXO/NqK5lfV8mcaRVUhQLee1YE/F6RZdhnEgn4UCiUgobKEEsaqrjwiLl8bHEdPkMR8JmYpknqfReRPP3zpI89F3y9XSwK8BsGQX+v/4HPMIgmLRytsbUm5DMLOlAGbbzt081htmwDe+xnjYwUBRw9p46/fO5Ufvv6TuysSDKVa31tGApDDZy+MbJCwXW2hLDfxDQMFs+s4bh50wkYiqDPTVlFAj5CPhOF2z1UGw6welcHe3sSA64vd0HXWYEDhRf0Gx5bP7YHJI/hiGVBmEyIoBBKwnh7WRQTLGnboTOZ9i7kAUPhz445V1oT8rmRhVlVYVZNN3n15m+wfdPrnDi/gfpwgLDPxFdZjd10MFpTcBce9BmEfEY/h0bTUFQG/SgFCcshk1eYOaCcGqg11CxtQFEBpnKP26H1Ie76x+P49mPrufPlrQRMw20TVsqLxiilMFXh63NdG/kFmZajUUqxdEY1BorTljQyqypMyGcSMBQGeHUWdZEg82orBhWbpb6gl5vxmyDsLyTlIZSE8fayKCZYmrP22p5rpmFQE/LTWB1mbzTphcbndbzFr/7rB3R1dbF582Yee/wJAn4fLS8naYulCJiKlGVjORqfASHTwDCMog6NhlIcM3c6C2oj3PL8ln23V+7DZyI/hRD0GVi2Q4G/0ziigeqgn48tnwOJHi576GV2diZoj6Vcq3EFVUE/AdPAdjRKQVciQzSdwZeNBllO/8iMk53DEfSZWI7D89tbWVBfRcqyvd+Lz1AFo8gVDCg2cxf0wc6t8Zw6Wq7Gb4Iw3oigEErCeHtZFBMsfU2udN6FrGlaBU46xa4/3cXDLz/mPcfv99PW2sI3Tl/JZccu4p/ueZY1uzuIBEzAJGM7+AyDaeEA82oLx2WnLJvmniQvbGvh7baeUYsJKCxqtGyHSMBHOu/nsh3d6yA5DnQkM9zx6jsEDMXMqjCZbHQht7juZIbacMDziNimozhaUxPy05XM0JPKZNtylRd1CJgG1QH3o8jItork6k6aiowgh8HFZqkv6OVs/CYI44mkPISSkGvvtJziPQ+jnbtwwRHz+02czJlc5VCqd4hUonknb95yDW15YuKss87illtuYdmyZdiOw20vbgEFSxqqqIsEiQR82I6mMuBjXm2Fd2HVWrOtPcrG5i7a4ik27u1ia1t08AVnxYSRirlRiH2YVhkKUIpMtgbEbygcR3uOn+OJ5UDc0mzvjNMaS5HIWAVCpzOZybbeusfc0RqfaVBfESTsM/CbBqZSbn2E3yToM/FlIw+O1pwwb/qA00JzDCY2cxf0wUhaNmvebeebj67lpmc2jmn6o9i51xcZUiZMRiRCIZSMsfCyGIhi5lv5JlcZ2yZg+tjdFSez/hniT92Httw71lAoxHe+8x0+9rGPsWnTJqCwaj/s99E0zf3T2WZEaYun2J6dYAqwPTvtVClFVdDnTjIdbLFa43/nNVQqhlJgBCOkDjy6IM0BEDIg6fSabqE1accmY9k4ujB6ocn3hnCLEe0xFhuOBstycBQoy/Y6ZLTWNEeTNNVE3GOenZsC0BZL9f/QUYqZ2cd9hsH/Pn4JGkZsnDZY9MsbbZ9Iu1NoE+kx7/4Ya+M3QZgoiKAQSsZYeFkMRl/BkgutN8dSKMBO9ND551/CO2u810yfeyB/uP8eli5dSjzutia2RJMDFvnNy4qIzkSaRMa18u5IpDEMg2nZMH8uJTHg5Vwp7DkHo7a+DD4T38EnYKoAlqMxlftKn2GgFSjHcQtC81/fZ8d9ozC51kxtaxTKswFXRra9s+/+hoGDa+aVsR0CpomhXEFjZyMUhoIVc+qw8lJDudHyubXWhty6i/wL7WjE5mAX9O3trgCsjwQJ+3vTLGPdzjmeYlkQyhURFELJGa+5C8UES9BnYL/XSSxjo6Mx2LnRe77/8A/wiS99naVLlxbs58F1Owcs8lO4MyWSls2sqjAJy2Z6RZCZVWG01uzpSbgXLMWglf9OpBpnydGEQmEIhAkDqYyNYShCPh/1kQBp26E5mtq3QMntE3Ac7a7dUDgaFNpNl2SLU5VnQa4HNKPa13so7UYW0rZN0DRA5dpGFacuaeRrpxzCd594g2e27qVpmht16Uy4g9ZqwwGastNh8y+0QxGbg5lWFbugJy2bzkSa+mynSF9G433Sl/EWy4JQjoigECY9OcHithPuYXFDtXtxrggS/+CFJJ5+gDnn/G+mH3osL+zq7HdB6Upl9lnkF/KZrDigDo0mlXFtuXd2xnrnhdDH5MlKg+n3ppGZCg6YOYtZ1WHa42kOqIkQ9Bl0xFNEAm7x3jttPdiOg6EY1sXfNFx/CL9PYaLx+3wkMzYZx/FWFTAMGqpCdCfSRNMW9jD2b2u3jqQy4CPoN3EczaeOXshnj1/sXTz7XlwN3C4QW6tBL7TFxOZQTav6vuead9tBa0L+gT/2xrr7Q4aUCVMJERTCsJmo8wl+8tjLZFIpfIEgAdOgqSaCXnU69soT8EWqgOIXlJqgf1hV+7nn2o7bqWCnXUMqI5ticNJuAaaurMWeeyimYXDiggZOWjiT2nDQu7jmLpy5u+zcQDMjmwYZqqhQGsIBE6010ytDNFZHOH5ePa/sbOe97gSNNWE+sHAW//uExXz/yQ3c8vxbxFPWkC3Cc8ZdQb9JY3XYjTScdli/543VxXU4LpT57/nNR9fSmUgPum9p5xSEkSOCQhgypbYzHg59Rc/M1rf4/774BSoPPoamj14GkE0hJLFthZmJM7MyRMA0+l1QPn5YE3/e3DzkFtdcQaBpKJR2PRQyWUdIZaUJbH0JMxNHt8dQ/gCzDz6Sjx46t58w63uX/fvXd9KTypCxXYOs5L4mjWXReSPZZ1SGMBQ01lTw2FlH9XvuDWcewSu72nj+nZYhT0fVGhIZm/pIcNzrA0Zj2S7tnIIwvoigEIbMRJhP0Ff0YGV49y/30PrCXwBIvvQYVYtX0DnzIDqTac/oSgNtsaQ3eCqfhsrQsKr2c8+dURmiLZZyza4sGyuVxPfWi5ipqOu1EAijGubSWB3mt+t3DCjM8u+yba3Z2RGjOZoc8jFxHPdCWZdnvJUvmvqKr7svXMUPnn6Dn7+4lY4h3K1r3FkbPnPwtNBYMBrTqvH2PhGEqY4ICmFIjOcwr7FMoeSLnnTrbrbd/yMSe7Z7j/sXHUF79Ry6EmmvroHsV8dx3TQfWrsdQynOOWim97rhVO3nP7cm5KcjkSaoMwTffhllJ9CmgeUL4V92PPW1td5Ffl/CLHdBnF9XSUNliNfebccaQt5DAzV5xlu5u/B9RZzWf/UsTr75UbYM4qGhcI2pZleHCZjmuAvL0ZhWSTunIIwvIiiEITEedsZjnULJiR7Ldnjn2UeJPv5Lt/gRUD4/B/yvf6Jr4XF0JDMFMyY0rqtlzvVy495uHlizjd+t387SCs2NSw8actV+7nENnLxwBu87sIEnNu7g7WefI2RaEAnSmjHwLTue2poar+00R19h1ldsrZxTxwvbW6kI+JhVGeLd7sSg3R4KCPvc4WY5463cXfi+Ik7RVIaZ1WFa4ykcx00ROVp780hyp0LAdF0zi61/rBlt2kLaOQVh/BBBIQyJ8bAzHusUyj2r32Hru810PXoXbHml94HaWVR95PNMX7KUeEfMFSlao7VrG53MWFiOxm8aBE0DrTUtsRSzq0K8uCfGjU9v4vozVwIDFxYOJI7IpKjfsZpVh87gjT1dbIs5OPNX0thQT8AsLpYsx+Ge1e8QTWX67c80FD7TQGlYML2K1njKq6Xo+9tRyo0eBHym5wuRuwsH9hlx+t3ru6ivCDItFKAjkSbkM0jaDobOOmsphXY0PsMsmGEyFp0SA0WtRpu2kHZOQRg/RFAIQ2KsC9rGI4Xy6+fW0HnXN1E9bb0bl50IJ36cLp+f7R3ujIxpeQPBUpZNyrKJ+I2CaEjuAuxTiufeadnnOq5+ZDUPrdvhFWPOqAzhszO0v/YU70W7SdRXcdaRS9g56zBefC9WdB+9RaIOtzz7pmfv3VdsWY7DcfMamF0TIewzeHFHK6mMg0ZjKAOfgTfPI2BkO0PyfCGuPnU5P/77m/uMOKVsm5ZYyo2itEfpTGa8+Ru5VtiAz6A6XPgxMppOiaFErcYibSHtnIIw9oigEIbEQHeG+RMh/abBaYtnDWl/Y51C2duToNkJoarqoKcNAmE4+SLUwiOB7IyJRJrqoB+fz/AGT+3sjBEwjd4BV7gXSzMvepDResB12I7D1Y+8xu0vbMHJRjy01rTFUtSYDhW4F/JdCc1pZ53LI2934OyOFvzcnh10tkjUcTQZx6E1nmJaKMC8usqC6IPPMFi9q50vn3wwFxwxnwvv/hvJTP/JnBrYG00W9YUYSsTJbxhYlu2Zd6Vth7dauulJZkBBwGdiZNeTz2g6JYYStZK0hSCUJyIohCHRt6BNa832jpg3EwGlmBbyc8VvXx5S/cNYp1DufW0bDVVhWk/9JDx9L6z6BKq6vuA5uemis6t7717t/GmZWVTebIl9reOGx9bz0LodrmNkdj+5rx2WgvkrqdmziaolK3jk7Y6iwmx7e5SOvCLRjOPgy7aedCTS0B715oTkyBdbud9LscmcA/lCDCXiNL0iSHu817chYBosaajmjT2d2LaNoRQKvDkdOUbaKTHUqNXnjk9J2kIQypDyMA0QJgRXn7qcU5c0YijFtvYo7fGUG/o2DHdkdX2Vdyd5w2PrB93XUCZC7utO97HHHuOVV9xaia5kmpDPpHb6TPjwP/cTEwAoxby6Sk5d0uhNOTWN3jHa4EYLpmVnS+xrHbkLoNa6X/0CuEKkyzaoOPR4/JFKupOZflNW07ZDZzLtvd7RmpDPxGe6NQl9p3fm7zsncvJ/L7ljmhMLA92xD2UiZkXAz9mHNhVMhA2YBjUhPzr7HtPCgX71EyOdEpuLWg1GTkhBb9riG6cfxhUnLRMxIQglRiIUwpDJFbRteK+Dc+94mrpIEJ9pMCNrCJVjKPUPoymuS6fTXH/99dx8883MnTuXp59+2hMoffP9OY8JpRTTgj4+csgcrnjfQYAbMp9eEaQtlvKeUxvy9+u88CtVdB0/ff4ttnfE6EplSFoOAZ1G7XoL5h6MMt0/La01e6NJDqiJeKIkP2S/pyfhTQ5VSlEXCWIodypn/jj03PTOHPkiZySFhkNtobz61OUFbp2GUsypCWNlMgT8fm82x1ikHMaj8FcQhP2HCAph2Px18x5mV4dHVf8wUk+At99+m8suu4w1a9YAsGPHDu68804u+NRnPYGSy/fnChxzoifkM7noyAX9HSjf2Mn29hiN1eF+nReW1pywoKFgHbnCwTte2kpHwq17yKQSsPlFzFQMXyqGXnw0yvShshbc+eIo//0/ed+zOHl1DwGfScqyC1IN+dM7cxQTW30LDff2JLjpmY0D+nsMpRahmFiJmHB4KM7ixUv47abmMUs5iJOlIExsRFAIw2as7iSHW1z3wAMPcOWVVxKNukZLfr+f6667js9//vMopQoESm5WR45iofjcBfhfVy3tdxfuaI0JHDurgq++/6CCdeQKB03DbZ9UVorglhfRiSiOAisRw2dlwPRlW1MpmgaYURXmQ0sPIJG2C45n0GcWjPnuWyS6r06GfXVKXHbsIh5Yu8MTGjedcxR/3bxnUGGQL1bi8TgbN26koTI0pp0S4mQpCBMbERTCsBmrO8mhhup7enr42te+xn333edtW7hwIbfddhuNBy7hR3/bRFcyTVXQz3HzGli9q31Y1f8DreOcg2bSsvOdglqD/MLBGZUhWju7YNML+NNxLENh+0MkFx1DRdBdv1KKjx02d8D3HugimnO1zA2zmlkZGnJaYaBOCcfR/OzFLdz58laaplWU3SwWcbIUhImNCAph2Iz1neRgngBr1qzhs5/9LFu3bu19/wsu4IYbbuBHL27j6ef+1s/4aeWcOmZVR4imrGGF4vuuIx6P09LnOfntrj47Q3jrK8QTUZQCX6gCc+lx4AthKsW0cIDzDp/Ldz6yctD3LHYRVUoxv66SeDpDbUWQ4+fNGNLPMlinRK4rxzAMGqs1AVOV3SwWaQkVhImLCAph2OyvO8muri7OPvtsenp6AKisrOS//uu/+PjHP871j64d0K/ghe2tnLqkcVwujrl0j51K0v7aU1STQvtNkkYQlh6LEYoQ1JppYT+XHn3gkC6Ag11EP3zwnGFFDgby90hZtismsj4ZfYs8x9sye6iIk6UgTFxEUAgjYn/cSdbU1PCNb3yDr371qxxxxBHcdtttLFiwYFwHle1zTaEAmWSCzjVPY8V6UEB9XS2Vy1fRZpvexfzSoxdy7emH7XN/MLYX0YHqW/ZGk57VeLEiTxgby+yxQpwsBWHiIYJCGBHjdSeZu+jl+MxnPkMkEuG8884jEAgA4zOoLJ/cz9TaEyPR2c7lTUnmRdy7+QuOmM/dv/49VsyNmpjhCuqOeD++cAW5+31DKf738YuH/b5jcREdqL4l38Crb5FnDmnJFARhNIigEEbFWN1JZjIZvvOd72DbNtddd523XSnFhRdeWPDc8fIr6NsdobUmGo2y+sGX+MBiN+oyoyrMRz50Gg/9ugediHpiIkepCwcHqm/JGXgppfo5geaQlkxBEEbDhBUU3d3dfPe73+XJJ5/EcRxOPvlkrr76aqqrqwHo6Ojg//7f/8vf//53amtr+cIXvsDZZ59d4lULxdixYweXXXaZ53q5atUqTj311AGfP15+BX27I2ydK/YsLFq89kMrAHh60050IOS9XzkUDg5U3zKjMuQZeNX2cQLNIS2ZgiCMhgkrKP793/+dHTt2cOutt6KU4rrrruPaa6/lRz/6EQBXXXUVyWSS+++/n7Vr13LttdeyYMECDjtsaHltYf/wm9/8hi9+8Yte4aXP52PHjh2DvmY8/AoGq8uwU0lMRUFdxr//ryPZu2pZWRYOFqtv8ZsGtZEgluP0cwKF0kdWBEGY+ExIQRGPx/nLX/7Cvffey6GHHgrA1VdfzUUXXUQqlaK5uZknn3ySxx9/nDlz5rBkyRLWrFnDL3/5SxEUZUIsFuPqq6/mrrvu8rbNnz+fn/70p6xcOXCbJYxPl8lAdRlOOknH66+ggNoVJxXUZZRr4eBA9S3nr5jHT1/YLC2ZgiCMCxNSUBiGwS233MKyZYUf5rZtE4vFWLt2LY2NjcyZM8d7bOXKlfzkJz/Z30sVivDGG2/w6U9/ms2bN3vbPvaxj/Ff//VfXspqX4x1l0mxugw7laR7/XMYlutY2b3pVbqXLxzWfktJMcEzlVoycz/nQNbjgiCMLRNSUIRCIU466aSCbb/4xS9YunQpdXV1tLS0MGPGjILH6+vraW5uHtb7aK2Jx+OjXu9EIJFIFHwdD7TW3HnnnVx//fWkUikAwuEw3/rWtzj//PNRSg3reH951WIuWdHEg+t20p3KUBMK8PHlc5heGSKVTA5rbREDMnavBbadStK++insRBTl86FCFVQsXkHYKN9zoiWa5MF1O+lKZagJ+vn4YU00FCm+rDThs0fNy9syvJ9pf5wro8F2NDc+vYlnt7Vg5Zme/W79dk6c38BX33/QPietDpdyPyalQo5Lf0Z7TPp2wpUTZSsoksnkgAKgoaGBSKTXlOfuu+/mT3/6E7fddhvg/qJyLYY5AoEA6XSa4ZDJZNi4ceMwVz6x2bZt27jt27Is7r77bk9MHHjggVxzzTXMnTuXTZs2jXi/H6gFd4RWhpad7/RztxwKh4cyPBiPu2O5025kwk64M0O0GSC09ChsDA4PJcrunLAdzc/faGF1czyvkFTz4KtbOHJmhE8d0jDmF1AY33NlNNy2fi8v7onhK/Kh+8j6KK0te7ls+Ywirxw95XpMSo0cl/6M5pj0vb6VC2UrKNauXcsll1xS9LGbb77Z6wK45557+Na3vsVVV13FqlWrAAgGg/3EQzqdJhTqf7c2GH6/n0WLFo1g9ROPRCLBtm3bmD9/PuHw+IWFb7/9ds444ww+/vGPc/XVVw/7dzKenN7l5/EN2+l+6xUMK4Xy+dBmgIajP4AKVfKBRTM58cjyq5n49pMbWd+lCVdU9HtsfZfDH/YqrvrA2K17f50rI6ElmuTN51uoruxfeJrjrShMb1pQNHozUsr5mJQSOS79Ge0x2bJlyzisamwoW0Fx7LHH8uabbw76nNtvv50bb7yRr371q1x66aXe9pkzZ9La2lrw3NbWVhoaGoa1BqVUQSRkKhAOh8fsZ7Ysi7179zJ79mxv27Jly3j55Zf7paTKgSvft5gNj/+BrkQMpRRmqILAkpWEKqo5OW+cdzmxtyfB8zvaCPqL/ymbhsELO9qJ2mrM6wfG8lwZK377yna0Upj7aCn+7abmcSmoLcdjUg7IcenPSI9JuaY7oIwFxb74zW9+w4033shVV13FJz/5yYLHVqxYwbvvvsuePXuYNWsWAK+++iorVqzY/wudouzatYvPfe5ztLa28sQTT1CRd/dcjmIimUzywP33c/SMEAdPm8uWbou5x5yMk0lz+WlHMXdGXamXWLTIcLxdQyca42V6JgjCvpmQgqKzs5NvfvObnHvuuZx55pm0tPRmzevq6mhqamLVqlV85Stf4ZprrmH9+vU8/PDD3H333SVc9dThkUce4fLLL6ezsxNwW3pvuumm0i5qHwSDQebPn09bWxuzG+q58gsX4vf72bhxI9OHEBofz46Cvg6e+WPHNW71yGBMpQvoeJmeCYKwbyakoHj22WeJx+P85je/4Te/+U3BYznviRtvvJFrrrmG888/n4aGBm644QbxoBhnEokE//f//l9uv/12b9ucOXP6WWeXI0opTj31VCKRCIceeig1NTVD6nwY7GL//oUzxyRN0tfBE3onq27viOE4DgvqqwZ8/VS6gI6H6ZkgCENjQgqKM888kzPPPHPQ59TX13PLLbfspxUJmzZt4rLLLmPDhg3etrPOOoubbrqJadOmlW5hg9C3/UopxYknnjisfQx2sc+36x4p+5qs2lgdZsOeTlKWTdBnFn3OVLqAjofpmSAIQ6O8KsyECYfWmjvuuIMPfvCDnpgIhUL84Ac/4I477ihbMRGNRrnrrrvYvXv3iPcxnDHqIyVXIzEQAdOgJuRnzwDvYTkOJy2cMaUuoFefupxTlzR60SLAS4OII6ggjB8TMkIhlAdaaz73uc/xq1/9ytu2bNkybrvttn4upuVENBrl3nvvpa2tjfvvv59PfOITBZ0oQ2V/FEQOpchwfn0VCjcyIpbaA1uPT1ZHUEEoF0RQCCNGKcUhhxziCYpPf/rTXH/99WXdb54vJsCNplQU8W8YCvujo2AoRYZaa85ePtfr+pALqEu5zloRhMmKCAphVFx++eWsXbuWc889l7POOqvUyxmUvmKipqaGCy+8kJqamhHtb390FAynyFAuoIIglBKpoRCGzHvvvccDDzxQsM0wDH72s59NOTEB7sV+X5bWoy2IzBUZWo5T9PGpWCMhCEJ5IoJCGBKPPvooJ510Ev/8z//Mc889V+rlDIvxEBOw/y72UmQoCMJEQFIewqCkUin+4z/+o6AF97rrruMvf/lLWVvA5hgvMZFjrMeoF0OKDAVBmAiIoBAGZMuWLVx22WWsW7fO23bGGWfw4x//eEKICYAdO3aMm5iA/XuxlxoJQRDKGREUQj+01tx333189atfJRaLAe643G9+85t89rOfnTBiAuDggw8mnU7zwgsvcMEFF4ypmMhHLvaCIEx1RFAIBfT09PBv//ZvPPjgg962xYsXc/vtt3PooYeWcGUjZ8WKFRxyyCH4/VPDfloQBKEUSFGmUMAXv/jFAjFx0UUX8cQTT0wYMRGNRtm8eXO/7SImBEEQxhcRFEIBX/va1wiHw1RVVfHTn/6U//7v/x6x8dP+JleA+etf/7pgpoggCIIw/kjKQyhgyZIl/PSnP+Xggw9m/vz5pV5OUYqNCo8ou6Cb429/+xtLlizB55NTXBAEYX8gn7ZTmCeeeIL/+Z//4e677y7Y/uEPf7hEKxqcgUaF/3b1Zup2rOaohiBKKWpqavjHf/xHEROCIAj7EUl5TEEymQzXXXcd5513Hk888QTXXXddqZc0JHKjwrXGs7vW6RRtq5/ijW27+Nvbe8elNVQQBEHYN3ILN8XYtm0bl112GatXr/a2vf3222QyIx9gtT8oNircTiVpf+0prFgPhlLsSmhOO+tcEROCIAglQCIUU4iHHnqIk046yRMTfr+f66+/nvvuu6/suyByo8Jz5IsJADNcwbQVJ/HI2x2lWqIgCMKURiIUU4BoNMrXv/51fvnLX3rbDjzwQH76059yxBFHlHBlQyd/VLjWmo51fy8QE3VHvB9fuGJUo8IFQRCEkSMRiknO+vXr+eAHP1ggJs4//3yefPLJCSMmoHdUOIBSiqpFh6FMX4GYGO2ocEEQBGHkSIRikvPwww97Rk8VFRV8//vf5xOf+ESJVzV8LjhiPn94YydZTUGwdgZ1h6/CCEXwhV2fjNGOChcEQRBGjgiKSc5XvvIVnnnmGZLJJLfddhsLFy4s9ZJGRE3A4KQDZ/D45j1eYWagtsF73HIcTl3SOOpR4YIgCMLIEEExydizZw+zZs3yvvf5fPziF7+gurqaYDBYwpWNnJwD5vuXLIHFs/jb2y3jNipcEARBGBkiKCYJlmXx3e9+lx//+Mf88Y9/LKiPaGhoGOSV5U1OTLS1tfH8889zximn8PmLV437qHBBEARheIigmATs3LmTz372s7z00ksAXHbZZTz11FNUVVWVeGWjI19MANTU1LB06VJqZFS4IAhC2SFdHhOc3//+95x00kmemDBNk3/6p3+aMAO9BqKYmBAHTEEQhPJFIhQTlEQiwTXXXMMdd9zhbZs7dy633norxxxzTOkWNgaImBAEQZh4iKCYgGzcuJHPfOYzbNq0ydt2zjnn8MMf/nDCX3RFTAiCIExMRFBMMB566CEuv/xykskkAOFwmO985ztcfPHFqKyT5ERFxIQgCMLERQTFBGPRokXYtg3AIYccwm233cbSpUtLvKqxIZPJkE6nARETgiAIEw0RFBOMww8/nOuuu4533nmHb37zm4RCoVIvacyora3lwgsv5JFHHuGss84SMSEIgjCBEEFRxti2zT333MMFF1zgTQPVWvP5z39+wqc3BqK2tpaLLrpo0v58giAIkxVpGy1Tdu/ezbnnnssXv/hFvvOd7xQ8NlkuttFolCeeeMJL4eSYLD+fIAjCVEIERRnypz/9ife97338/e9/B+C///u/2blzJzB5Lra5AsyXXnqJ3//+9/1EhSAIgjCxEEFRRiSTSb7+9a9z0UUX0dHRAcABBxzA7373O5qamkq8urGjbzfHnj17iMfjJV6VIAiCMBqkhqJMeOutt7jssst4/fXXvW0f+chHuOmmm6itrS3hysaWgVpDJ7pNuCAIwlRHIhQlRmvNXXfdxSmnnOKJiWAwyPe//33uvPPOKSEmpJtDEARh4iMRihLzwAMP8IUvfMH7fsmSJdx+++0ccsghJVzV2CNiQhAEYXIjEYoSc84553D44YcDcMkll/D444+LmBAEQRAmHBKhKDHBYJDbbruN9evXc84555R6OePCk08+KWJCEARhkiMRiv1Ic3MzF154IRs2bCjYvnDhwkkrJgBOO+00GhsbRUwIgiBMYiRCsZ947LHH+Od//mdaW1vZtm0bjz32GJFIpNTL2i+EQiE+8YlPkEqlREwIgiBMUiRCMc6k02m+8Y1vcP7559Pa2gpAZ2cn27dvL/HKxo9oNEoikSjYFgqFREwIgiBMYiRCMY68/fbbXHbZZaxZs8bbdvrpp/PjH/+Y6dOnl25h40iuANPv9/OJT3yCcDhc6iUJgiAI+wGJUIwTDzzwACeffLInJgKBADfccAP33nvvpBcTbW1t7Nmzhz/96U+lXpIgCIKwn5AIxRjT09PD1772Ne677z5v26JFi7jttts47LDDSriy8aVYa+gHP/jBEq9KEARB2F9IhGKMefPNN3nwwQe97y+44AKeeOKJKScmpJtDEARhaiGCYow56qij+PrXv05lZSW33norN998M5WVlaVe1rghYkIQBEEASXmMmvb2dmpqajBN09v2xS9+kfPPP39STQgthogJQRAEIYdEKEbBM888w6pVq7jpppsKtpumOenFRDweFzEhCIIgeIigGAGZTIbrr7+ec889lz179vDtb3+bF198sdTL2q+EQiFmzJgBiJgQBEEQJOUxbLZv385nP/tZXnnlFW/bSSedxIIFC0q4qv2PYRicddZZVFRUcPTRR4uYEARBmOKIoBgGv/nNb/jiF79IT08PAD6fj2uvvZZ//dd/xTCmXrDHMAxOPfXUUi9DEARBKAOm3lVwBMRiMb7whS/wmc98xhMT8+fP509/+hNXXHHFlBATfQswBUEQBCGfyX8lHCXbt2/nlFNO4a677vK2fexjH+Opp55i5cqVJVzZ/iMnJrZv3y6iQhAEQSiKpDz2QUNDg9cSGolEuPHGG7ngggtQSpV4ZfuHvpEJ0zTx+eS0EQRBEAqRCMU+iEQi3HbbbRx99NE8+eSTXHjhhVNWTEg3hyAIgjAQcqs5BA4++GD+/Oc/TxkhASImBEEQhOEhEYohImJCxIQgCIIwMBNWULS1tXHFFVewcuVKTjzxRL73ve9hWZb3eEdHB5dffjlHHHEEp5xyCr/73e9KuNqJQywWEzEhCIIgDJsJm/K48sorUUpx//3309nZyZVXXklVVRWf//znAbjqqqtIJpPcf//9rF27lmuvvZYFCxZM6qmfY8HmzZtFTAiCIAjDZkIKinQ6TX19PZdffjnz5s0D4EMf+hCvvvoqADt27ODJJ5/k8ccfZ86cOSxZsoQ1a9bwy1/+UgTFPlixYgVaa9atWydiQhAEQRgyEzLlEQgE+P73v++Jic2bN/PEE09wzDHHALB27VoaGxuZM2eO95qVK1fy2muvlWS9E40TTzyRT33qUyImBEEQhCEzISMU+Vx88cW8/PLLHHLIIVx00UUAtLS0eIOrctTX19Pc3DysfWuticfjY7bWciQWi9HR0UF9fT0AiUTCe2yy/+z7Incs8o+JIMelGHJMiiPHpT+jPSZa67JtEihbQZFMJgcUAA0NDUQiEQCuvfZaurq6+Na3vsWXvvQlbrnlFhKJBIFAoOA1gUCAdDo9rDVkMhk2btw4sh9gApBIJPjLX/5CLBbjlFNOobGxkW3btpV6WWWHHJPiyHHpjxyT4shx6c9ojknf61u5ULaCYu3atVxyySVFH7v55pu9oVQHHXQQADfccAPnnXceu3btIhgM9hMP6XSaUCg0rDX4/X4WLVo0gtWXP7FYjAceeIBAIEAgEGDr1q3MnDmTAw88kHA4XOrllQWJRIJt27Yxf/58OSZ5yHHpjxyT4shx6c9oj8mWLVvGYVVjQ9kKimOPPZY333yz6GPRaJQ//vGPnHHGGd5grtyFv6Ojg5kzZ9La2lrwmtbWVhoaGoa1BqWUFwmZTESjUX7729/S09OD3++npqaGc845h927dxMOhyflzzwa5JgUR45Lf+SYFEeOS39GekzKNd0BE7QoM5FI8G//9m+sXbvW2/bGG29gmiYLFixgxYoVvPvuu+zZs8d7/NVXX2XFihUlWG15IaZVgiAIkfFIAAAADm5JREFUwngwIQVFQ0MDp59+Otdffz0bNmzglVde4ZprruHiiy+msrKSpqYmVq1axVe+8hU2bdrEgw8+yMMPP+wVbU5VREwIgiAI48WEFBTg1kwsXbqUT33qU/zLv/wLJ598MldeeaX3+I033khFRQXnn38+t9xyCzfccMOU9qAQMSEIgiCMJ2VbQ7Evqqqq+Pa3vz3g4/X19dxyyy37cUXli+M4PPDAAyImBEEQhHFjwkYohKFjGAYnnHAChmGImBAEQRDGhQkboRCGx0EHHYRpmsyYMUPEhCAIgjDmiKCYpFiWhc9X+OtdvHhxiVYjCIIgTHYk5TEJiUaj3HHHHaxevbrUSxEEQRCmCCIoJhm5bo7W1lYeffRR1q9fX+olCYIgCFMAERSTiGKtoXPnzi3xqgRBEISpgAiKSYL4TAiCIAilRATFJEDEhCAIglBqRFBMcERMCIIgCOWACIoJjIgJQRAEoVwQQTGBicVixGIxQMSEIAiCUFpEUExgZs6cySc+8QlmzZolYkIQBEEoKeKUOcFpbGzk0ksvRSlV6qUIgiAIUxiJUEwgotEozz33HFrrgu0iJgRBEIRSIxGKCUJ+AWY0GuW0004TISEIgiCUDRKhmAD07ebYunUr8Xi8xKsSBEEQhF5EUJQ5A7WGVlRUlHhlgiAIgtCLCIoyRnwmBEEQhImCCIoyRcSEIAiCMJEQQVGGiJgQBEEQJhoiKMqQv/zlLyImBEEQhAmFtI2WIaeffjptbW3Yti1iQhAEQZgQiKAoQ6qqqrjgggtwHEfEhCAIgjAhEEFRBsRiMQKBAH6/39tWVVVVwhUJgiAIwvCQGooSE41G+eUvf8lDDz1EJpMp9XIEQRAEYUSIoCgh+d0c27Zt49FHHy31kgRBEARhRIigKBHFWkNXrVpV4lUJgiAIwsgQQVECxGdCEARBmGyIoNjPiJgQBEEQJiMiKPYjIiYEQRCEyYoIiv1ELBYTMSEIgiBMWkRQ7CcCgYDnLSFiQhAEQZhsiLHVfsLv9/Oxj32MRx99lFWrVomYEARBECYVIij2I36/nzPPPLPUyxAEQRCEMUdSHuNENBrloYceoqenp9RLEQRBEIRxRwTFOJDr5ti8eTP33nuviApBEARh0iOCYozp2xpq2zaO45R4VYIgCIIwvoigGEPEZ0IQBEGYqoigGCNETAiCIAhTGREUY4CICUEQBGGqI4JilIiYEARBEAQRFKNm3bp1IiYEQRCEKY8YW42S448/nmg0ytatW0VMCIIgCFMWERSjRCnFaaedxoknnkhFRUWplyMIgiAIJUFSHsMkGo3S3NxcsE0pJWJCEARBmNKIoBgGuQLM++67jz179pR6OYIgCIJQNoigGCL53RyJRII///nPaK1LvSxBEARBKAtEUAyBYq2h5557LkqpEq9MEARBEMoDERT7QHwmBEEQBGHfiKAYBK21iAlBEARBGAIiKAYhGo2KmBAEQRCEISCCYhBs2wZETAiCIAjCvlBaWhWKsnr1amzbJp1OU1lZiWFMbu2ltSaTyeD3+6XYNIsck+LIcemPHJPiyHHpz2iPSTqdRinFkUceOQ6rGx3ilDkASilM06S6urrUS9kvKKUIBAKlXkZZIcekOHJc+iPHpDhyXPoz2mOilCpbcSYRCkEQBEEQRs3kjuMLgiAIgrBfEEEhCIIgCMKoEUEhCIIgCMKoEUEhCIIgCMKoEUEhCIIgCMKoEUEhCIIgCMKoEUEhCIIgCMKoEUEhCIIgCMKoEUExxWlra+OKK65g5cqVnHjiiXzve9/Dsizv8Y6ODi6//HKOOOIITjnlFH73u9+VcLX7h+7ubq655hpOOOEEjjvuOL7+9a/T3d3tPT4Vj0k+Wms+/elP8+tf/7pg+1Q9LqlUiquvvpqjjjqKVatW8bOf/azUSyop6XSaj3zkI7z44ovetp07d/LJT36SFStW8OEPf5i///3vJVzh/qO5uZkrrriCY445hve97318+9vfJpVKAZPzmIigmOJceeWVRKNR7r//fm666SYeeeQRbrvtNu/xq666ip6eHu6//37+z//5P1x77bWsW7euhCsef/793/+dTZs2ceutt3L77bezdetWrr32Wu/xqXhMcjiOw7e+9S2effbZfo9N1eNy44038vrrr3PnnXfy7//+7/z4xz/mz3/+c6mXVRJSqRRf+tKX2Lx5s7dNa82//Mu/MH36dB566CHOPvts/vVf/5Xdu3eXcKXjj9aaK664gkQiwT333MMPf/hDnnzySf7f//t/k/eYaGHKkkql9Je//GW9bds2b9sNN9ygL7vsMq211tu3b9dLlizRO3fu9B6/+uqr9de+9rX9vtb9RSwW08uWLdNr1qzxtq1evVovW7ZMJ5PJKXlMcuzZs0dffPHF+uSTT9ZHHXWUfuihh7zHpupxicVievny5fqFF17wtt1888364osvLuGqSsPmzZv1Rz/6UX3WWWfpJUuWeMfkueee0ytWrNCxWMx77qWXXqp/9KMflWqp+4UtW7boJUuW6JaWFm/bH/7wB71q1apJe0wkQjGFCQQCfP/732fevHkAbN68mSeeeIJjjjkGgLVr19LY2MicOXO816xcuZLXXnutJOvdHxiGwS233MKyZcsKttu2TSwWm5LHJMcbb7xBY2MjDz30EFVVVQWPTdXjsmnTJizL4ogjjvC2rVy5krVr1+I4TglXtv956aWXOPbYY7n//vsLtq9du5aDDz6YSCTibVu5ciVr1qzZzyvcvzQ0NHDbbbcxffr0gu3RaHTSHhOZNioAcPHFF/Pyyy9zyCGHcNFFFwHQ0tLCjBkzCp5XX19Pc3NzKZa4XwiFQpx00kkF237xi1+wdOlS6urqpuQxyXHKKadwyimnFH1sqh6XlpYWamtrC6ZHTp8+nVQqRWdnJ3V1dSVc3f7lwgsvLLp9oHNjz549+2NZJaO6upr3ve993veO43D33Xdz3HHHTdpjIoJikpNMJgf8UG9oaPAU8rXXXktXVxff+ta3+NKXvsQtt9xCIpHoN2Y3EAiQTqfHfd3jyVCPCcDdd9/Nn/70J6+uZLIeExjecenLZD4ugzHQzw1M+p99qEzVc6Mv3/ve99iwYQO/+tWvuOOOOyblMRFBMclZu3Ytl1xySdHHbr75Zk499VQADjroIABuuOEGzjvvPHbt2kUwGOx3gqfTaUKh0PguepwZ6jG55557+Na3vsVVV13FqlWrACbtMYGhH5diTObjMhgD/dzApP/Zh0owGKSzs7Ng21Q4N/L53ve+x5133skPf/hDlixZMmmPiQiKSc6xxx7Lm2++WfSxaDTKH//4R8444wwMwy2nWbRoEeC2AM6cOZPW1taC17S2ttLQ0DC+ix5nBjsmOW6//XZuvPFGvvrVr3LppZd62yfrMYGhHZeBmMzHZTBmzpxJR0cHlmXh87kfpy0tLYRCIaqrq0u8uvJg5syZbNmypWBba2trv5D/ZOX666/n3nvv5Xvf+x4f+tCHgMl7TKQocwqTSCT4t3/7N9auXette+ONNzBNkwULFrBixQrefffdgrzeq6++yooVK0qw2v3Hb37zG2688UauuuoqPvOZzxQ8NlWPyb6Yqsdl2bJl+Hy+gmK6V199leXLl3sifapz+OGH88Ybb5BMJr1tr776KocffngJV7V/+PGPf8x9993HD37wA84880xv+2Q9JnLGT2EaGho4/fTTuf7669mwYQOvvPIK11xzDRdffDGVlZU0NTWxatUqvvKVr7Bp0yYefPBBHn74Ya9oczLS2dnJN7/5Tc4991zOPPNMWlpavP9s256Sx2QoTNXjEg6HOeecc7juuutYt24djz32GD/72c8GTB1NRY455hgaGxu56qqr2Lx5M7feeivr1q3jvPPOK/XSxpWtW7fyP//zP3z2s59l5cqVBZ8lk/aYlLpvVSgt3d3d+utf/7o+5phj9DHHHKNvuOEGnUqlvMdbW1v15z73Ob18+XJ9yimn6D/84Q8lXO348/DDD+slS5YU/S/nsTDVjkkxPvCBDxT4UGg9dY9LPB7XX/3qV/WKFSv0qlWr9M9//vNSL6nk5PtQaK31tm3b9EUXXaQPPfRQfeaZZ+pnn322hKvbP/zkJz8Z8LNE68l5TJTWWpda1AiCIAiCMLGRlIcgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCIIgCKNGBIUgCOPCP/zDP/DlL3+53/Yf/OAHfOADHyiYtCgIwsRHBIUgCOPCihUrWL9+fcG2nTt38vOf/5wrr7ySUChUopUJgjAeiKAQBGFcWLFiBdu3b6erq8vb9r3vfY9DDjmEM888s4QrEwRhPBBBIQjCuLBixQoAL0rx0ksv8eijj3L11VeXcFWCIIwXIigEQRgX5s6dS11dHevWrcNxHP7zP/+Tj370oxx22GGlXpogCOOAr9QLEARh8nL44Yezfv16HnzwQXbs2MGtt95a6iUJgjBOiKAQBGHcWLFiBXfeeSdr1qzhM5/5DDNnziz1kgRBGCck5SEIwrhx+OGH097eTjAY5LLLLiv1cgRBGEdEUAiCMG7U1dUB8OUvf1naRAVhkqO01rrUixAEYXLyhS98gebmZu67775SL0UQhHFGaigEQRhTkskkb731Fo8//jiPP/44v/rVr0q9JEEQ9gMiKARBGFNefPFFPve5z3HAAQfwX//1Xxx00EGlXpIgCPsBSXkIgiAIgjBqpChTEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRRI4JCEARBEIRR8/8DhB1TFvu+1+sAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "xgbts.trainmodel(showplot_scores=True, showplot_importance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "ddd7c2fb-bca2-4d61-9397-fa8b26e0117c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "================================\n", - "MODEL TRAINING & TESTING RESULTS\n", - "================================\n", - "\n", - "- the model was trained and tested based on data between 2013-01-01T01:45:00.000000000 and 2022-12-31T22:15:00.000000000.\n", - "- in total, 41284 observed target values were available for training and testing\n", - "- the dataset was split into training and test datasets\n", - " > the training dataset comprised 30963 target values (75.0%)\n", - " > the test dataset comprised 10321 target values (25.0%)\n", - "\n", - "## FEATURE IMPORTANCES\n", - "- feature importances were calculated for test data (10321 target values).\n", - "- permutation importances were calculated from 9 repeats.\n", - " PERM_IMPORTANCE PERM_SD\n", - "Rg_f 0.894080 0.012196\n", - ".DOY 0.193860 0.007116\n", - "Tair_f 0.128585 0.004280\n", - ".Rg_f-1 0.106424 0.002401\n", - ".Tair_f-1 0.105614 0.002766\n", - ".HOUR 0.090925 0.004901\n", - ".VPD_f-1 0.066292 0.003484\n", - "VPD_f 0.051065 0.002615\n", - ".YEARMONTH 0.042469 0.001768\n", - ".RECORDNUMBER 0.026220 0.003046\n", - ".WEEK 0.022986 0.001207\n", - ".YEARDOY 0.011965 0.001316\n", - ".YEARWEEK 0.005948 0.000875\n", - ".SEASON 0.001912 0.000977\n", - ".MONTH 0.000424 0.000147\n", - ".YEAR -0.000012 0.000115\n", - "\n", - "## MODEL\n", - "The model was trained on the training set.\n", - "- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,\n", - " colsample_bylevel=None, colsample_bynode=None,\n", - " colsample_bytree=None, device=None, early_stopping_rounds=10,\n", - " enable_categorical=False, eval_metric=None, feature_types=None,\n", - " gamma=None, grow_policy=None, importance_type=None,\n", - " interaction_constraints=None, learning_rate=0.3, max_bin=None,\n", - " max_cat_threshold=None, max_cat_to_onehot=None,\n", - " max_delta_step=None, max_depth=0, max_leaves=None,\n", - " min_child_weight=None, missing=nan, monotone_constraints=None,\n", - " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", - " num_parallel_tree=None, random_state=42, ...)\n", - "- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': 10, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': 0.3, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': 0, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 99, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': 'hist', 'validate_parameters': True, 'verbosity': None}\n", - "- names of features used in model: ['Rg_f', '.DOY', 'Tair_f', '.Rg_f-1', '.Tair_f-1', '.HOUR', '.VPD_f-1', 'VPD_f', '.WEEK', '.YEARMONTH', '.RECORDNUMBER', '.YEARDOY', '.YEARWEEK', '.YEAR', '.SEASON', '.MONTH']\n", - "- number of features used in model: 16\n", - "\n", - "## MODEL SCORES\n", - "- the model was trained on training data (30963 values).\n", - "- the model was tested on test data (10321 values).\n", - "- all scores were calculated for test split.\n", - " > MAE: 2.3892699219244062 (mean absolute error)\n", - " > MedAE: 1.7392821270227432 (median absolute error)\n", - " > MSE: 11.16938961191176 (mean squared error)\n", - " > RMSE: 3.3420636756219593 (root mean squared error)\n", - " > MAXE: 43.60479725646972 (max error)\n", - " > MAPE: 1804039429363.969 (mean absolute percentage error)\n", - " > R2: 0.700166522664261\n", - "\n" - ] - } - ], - "source": [ - "xgbts.report_traintest()" - ] - }, - { - "cell_type": "markdown", - "id": "2a01dbfd-50d1-4f36-8ddb-6809bb336c82", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "d30b54e7-52c6-4a6f-9bb9-923ad02f57b8", - "metadata": {}, - "source": [ - "## Apply model to fill gaps" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "ea2bd83a-bc86-4dc7-9d75-ab079f147430", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Calculating permutation importance using model ...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "F:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\ml\\common.py:595: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", - " fig.show()\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3QAAAYwCAYAAAA6YQ1mAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAACw4klEQVR4nOzdeZxVdeH/8ffIIowgKAIqKuSGKIgISi65jJiKuIRipuGau2giJoorrlnmAuKSUm6ZG7mklltZpmGaJRppqBiooX4VRBhlm98f/rgyDsuw6HCY5/PxmIcz537uuZ8750Px4px7b1lVVVVVAAAAKJyV6noCAAAALBlBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAOgTlVVVX2t96tv/J6KzZ8PYFEEHUBB9e/fPx07dqz21blz5+y00045//zzM2XKlLqe4iL95z//yfe+973Fvt8LL7yQo48+uvTzxIkT07Fjx4waNWpZTm++Ro8enY4dO2b06NFf+WMtjY8//jg/+tGP8vzzz9f1VJbIsccem7vvvrv08x/+8Ifsv//+6dKlS3bYYYdcfPHFmTZtWh3O8Ks1Y8aMXHzxxXnwwQcX637zO+79+/dP//79l/UUF+mNN95IRUVFPv7446/9saE+EXQABbbpppvmzjvvLH394he/yGGHHZZ77703xxxzzHL/r/S/+93v8uKLLy72/e6+++68/vrrpZ/btGmTO++8MzvttNMynN38bbbZZrnzzjuz2WabfeWPtTTGjh2b+++/P3PmzKnrqSy2UaNGZdKkSdlvv/2SJI899liOO+64lJeX58orr8yZZ56Zv/71rznssMMya9asOp7tV+O9997LzTffvNjPb37H/dxzz8255567rKe4SOuvv3522WWXXHjhhV/7Y0N90rCuJwDAkmvWrFm22GKLatu22mqrTJs2LVdffXX++c9/1rh9RdS4ceOv7XnO73fOsvPpp5/mpz/9ac4999ystNLn/+48bNiwbLDBBrnxxhvTuHHjJEmPHj2y6667ZtSoUTnggAPqcsrLvQ033LDOHvvoo4/OTjvtlEMPPXS5/0cQKCpn6ABWQJ07d06SvPPOO6Vtjz/+ePr27ZsuXbpku+22y4UXXpjp06eXbh82bFh23XXXDB8+PFtvvXW23377TJkyJRUVFRk+fHguvvji9OzZM926dcupp56aadOm5YYbbsgOO+yQ7t27Z8CAAfnoo49K++vYsWOGDRtWbV7Dhg1Lx44dS98PHz68xtgPP/ww559/fnbeeed07tw5W2+9dU444YRMnDgxSTJ48OD85je/ydtvv126zHJ+l1yOHz8+J510UrbbbrtsscUW6d+/f1544YXS7XPv88gjj+Skk05Kt27dsvXWW+ess86q9nv5si9fcjls2LDsvvvueeyxx9KnT5906dIl++yzT1588cX84x//SL9+/bL55punT58+efbZZ6v9LioqKvKHP/whu+++e7p27ZoDDjigxqWc7733Xs4444zsuOOO2XzzzbP//vvniSeeqDamY8eOGT58ePr27ZvNN988w4cPzyGHHJIkOeSQQ0qX282ePTs33HBD+vTpk8033zxbbLFFDjzwwPz1r3+tsQ7++Mc/Zq+99krnzp2z22675b777qsxr9NPPz3bbLNNunXrlu9///vVzrbOmTMnN9xwQ3bdddfSPm699dYF/l7nuvfee/PZZ59l5513Lm174403sv3225diLknWWGONrL/++vnjH/+4wH0NHjw4/fv3zz333JOdd9453bp1y6GHHpp///vf1ca98847GThwYLbeeut07do1hx56aP71r3+Vbp+7Vn7xi1+UjtW99967xMd+8ODBqaioqDaHedfwxIkTs8suuyRJzjjjjGpj77777vTt2zdbbLFFNt988+yzzz555JFHkny+Nud33L98yeVnn32Wa665Jrvvvnu6dOmSb3/727nhhhuqndXr379/hgwZkhtuuCE77bRTunTpkgMPPDAvvfRSacynn36a8847LzvssEM6d+6c3XffPTfddFO159W6det885vfzPXXX7/A4wQsHUEHsAJ68803kyTrrrtukuTBBx/MCSeckPXXXz/XXHNNTjzxxDzwwAM5/vjjq12W+c477+Spp57KFVdckTPOOCMtWrRIkowcOTLvvvturrjiihx33HH57W9/m/322y9PP/10LrjgggwcODBPPPFErr766lrPsV+/ftl///2TJHfeeWf69euXqqqqHHPMMfnLX/6SQYMG5aabbsqJJ56YZ599tnTJ2PHHH58dd9wxrVu3XuBlluPGjUvfvn0zceLEnHXWWfnpT3+asrKyHHrooXnuueeqjT333HPTrl27jBgxIkceeWTuueeeXHvttbX/ZSf53//+l0svvTTHHntsrrrqqnz88cc56aSTMnDgwPTr1y/XXHNNqqqqcsopp+TTTz8t3e/DDz/M6aefnoMOOihXXXVVmjRpkiOPPDJjx45NknzwwQfZf//98/zzz+eUU07JsGHD0q5du5xwwgl54IEHqs3huuuuy1577ZWrr746vXr1yjnnnJMkOeecc0q/u5/+9KcZMWJEvvvd7+bGG2/MBRdckMmTJ+fkk09OZWVlaV/vv/9+hg4dmkMOOSQ33HBD1llnnZx++umly1ynTZuW733vexk9enROO+20DB8+PCuvvHKOOOKIjB8/Pkly3nnn5eqrr87ee++d6667LrvvvnsuvvjiXHPNNQv9XT7wwAPZaaedqsVby5Ytq/3jRJLMnDkz7777biZMmLDQ/Y0dOzZXXHFFTjzxxPzkJz/JRx99lO9///t57733SsfgwAMPzCuvvJKzzz47l19+eebMmZODDz642mW9yeexe9RRR+Wyyy7Ldtttl2TJj/3CtGnTpvSPHccdd1zp+9tvvz3nnHNOevXqleuvvz4//elP07hx4wwaNCj/+9//stlmm833uM+rqqoqxx57bG688cb069evdGyuvPLKGuN///vf54knnshZZ52Vn/3sZ/nggw8yYMCAzJ49O0ly8cUX509/+lNOP/303HTTTdlll11y2WWX5d577622n9133z1PPvnkCv2aR6hLLrkEKLCqqqpqr7GZMmVKnnvuuVx77bXp1q1bOnfunKqqqvz0pz/Nt771rfz0pz8tje3QoUMOO+ywPPXUU6UomjVrVk4//fT06NGj2uM0a9YsV1xxRRo2bJhtt902v/nNbzJp0qTcfffdad68eZLkz3/+c/7+97/Xeu5rrrlm1lxzzSQpXcI4adKkNG3atNocevbsmf/+97+58847kyTrrbdeVl999WqXWX75jNrw4cPTuHHj3HLLLWnWrFmSZKeddkqfPn1y2WWX5Z577imN3XHHHXP66acnSbbZZpv85S9/yR//+MeceuqptX4ulZWVOffcc7PDDjsk+TwoL7/88lx00UWlaJ0+fXpOOumkvPnmm+nUqVPpfuedd1723XffJMk3v/nN9OrVKzfccEOuuOKK/OIXv8iHH36Y3//+92nXrl1pvocddlguu+yy9OnTp3RZYo8ePXL44YeX5jT3TXE23HDD0iV37733Xk455ZRqZ2tWXnnlDBgwIK+++mrp91lZWZmLLroo22yzTZLP18rOO++cp556KhtssEHpDOlvfvOb0nPZcssts+++++Zvf/tbqqqqctddd2XgwIGlN6/ZfvvtU1ZWluuvvz4HHXRQVltttRq/x08++SRjxozJHnvsUW37fvvtl+uuuy433HBD9t9//3z66ae58sorM3Xq1JSXly/02EydOjXXXXddaT1tvvnm6dWrV2655ZYMGjQoN998cyZPnpw77rij9DveYYcd0rt371x11VXV/pFijz32KL2ub64lPfYL07hx49K49dZbL5tuummSZMKECTnyyCNz/PHHl8a2a9cuffv2zQsvvJA999yzdKznPe7z+tOf/pRnnnkmP/vZz7LnnnsmSbbbbrs0adIkV111VQ455JBstNFGST7/34Obbrqp9Gdo2rRpOf300zN27Nh07tw5zz33XLbbbrvSfnr27Jny8vK0atWq2mN26dIlM2fOzPPPP58dd9xxkc8fWDyCDqDA/va3v9V4XcpKK62UbbfdNkOHDk1ZWVlef/31/O9//8sxxxxTLf622mqrNGvWLH/5y1+qneWa3184N9988zRs+MX/ZayxxhopLy8vxVzy+VmU1157bameT9u2bXPLLbekqqoqEydOzFtvvZU33ngjf//73zNjxoxa7+e5557LzjvvXPqLaJI0bNgwe+65Z6655ppqZwq+/Hq4NddcM2+//fZiz33LLbcsfb/GGmskSbp27Vra1rJlyySp9o5/DRs2TJ8+fUo/N2nSJDvssEP+9Kc/lZ5Ht27dSqEx1957750zzjgjb7zxRukv7bUJhcsvvzzJ52el3njjjbz11lv5wx/+kCQ1fr/z/l7mhvfccH7hhReyzjrrVHvMpk2b5ve//32S5I477khVVVUqKiqqrbmKiopce+21eeGFF9KrV68a83v33Xcze/bsrLPOOtW2zz0rdPXVV+fyyy9Po0aN0q9fv+yyyy41zqJ92TrrrFPtHyjatGmTbt265W9/+1uS5Nlnn02nTp3Stm3b0lxXWmml7LDDDjXOgi7od7wkx35JDB48uLSfucdv7iW6tf3z8dxzz6Vhw4bZfffdq23fe++9c9VVV+W5554rBd2GG25Y7c9Q27Ztk6R0Nrdnz5759a9/nf/973/Zcccds+OOO+aEE06o8Zhz1+/cy6aBZUvQARTYZpttlvPPPz9JUlZWlpVXXjlrrbVWtb+ETZ48OUly/vnnl8bOa+6lZ3OtssoqNcbMu7+5FnVmZEk98MAD+dnPfpZ33303LVu2TKdOndKkSZPF2seUKVNKf7Ge1xprrJGqqqp88sknpW1NmzatNmallVZaoncHnd/v6Mv7nt985g3lJGnVqlXpmE2ZMqV02eyX75dUD4TaHI8xY8bk/PPPz5gxY9K0adNsuOGGWXvttZPU/Nyyeec+9yzg3DGTJ0+ucRZmXnPnP/fMzZdNmjRpvtunTp063+fSsGHDDBo0KAMGDMiECRPSpk2brLrqqjn44INLlwUvyNwImVerVq3yyiuvlOb61ltvLfANO+a9FHVBv+MlOfZL4r///W/OOeecPPvss2nUqFHWX3/9bLLJJklq/7lzU6ZMyWqrrZYGDRpU2966deskXxyDZP5/NpKUXms3ZMiQrLnmmnnggQdywQUX5IILLki3bt1y3nnnleY1737m/XMHLDuCDqDAVllllXTp0mWhY1ZdddUkyY9+9KNsvfXWNW5f1F+Il8bc19rMtbA3G0mS559/Pqeffnr69++fI488svSX8csuu6zaG5osSosWLfLBBx/U2P7+++8nSVZbbbUaIVsX5obPvD744INSLLVo0aI053nN+zxq65NPPskPfvCDdOzYMQ899FDWX3/9rLTSSnnqqadKZ9Zqq3nz5vM92/L3v/89LVq0KK25m2++eb7/QDA3Ir9s7vP58pms0aNHZ8aMGfnWt75VOiM5a9asvPbaa/nOd76z0LnO+0Y9c837O27evHm23nrr/OhHP5rv/ed9Ld+yUlZWtth/NubMmZOjjz46jRo1yj333JNOnTqlYcOGGTduXO6///5aP3aLFi3y0UcfZfbs2dWibu6fh8VZU40bN85xxx2X4447Lu+8807+8Ic/ZMSIETn11FPz0EMPlcbNPZ6Ls2+g9rwpCsAKbv3110+rVq0yceLEdOnSpfTVtm3bXH755dXezW9ZatasWY0zMV9+jd3cf/Gf68UXX8ycOXMyYMCAUszNnj07zzzzTJIvzgx8+X5fttVWW+UPf/hDtTMCs2fPzkMPPZQuXbp8JX9JXxKffvpp/vznP1f7+U9/+lPptWtbbbVVXnzxxRqXgD7wwANp3bp12rdvv8B9f/kMzBtvvJHJkyfnkEMOyYYbblj6Hc69vHNxPq+uR48emTBhQv7zn/+Utn322WcZMGBA7rnnntIljh999FG1Nffhhx/mqquumm/IJp+fTWvQoEH+97//Vdv++9//PmeffXZmzpxZ2nbvvffm448/nu+lm/MaP358tcsyJ02alBdffLH0O956663z5ptv5hvf+Ea1ud5///255557avwel4VVVlklH330UT777LPSti//g8WXH/ejjz7Km2++Wfpw9blndr98/BY136233jqzZs3K7373u2rb515e2r1791o9h08//TS77bZbRo4cmeTzSD/44IOz55571ngDm7nHc0EhDywdZ+gAVnANGjTIKaecknPOOScNGjTIzjvvnI8//jgjRozIpEmTvrLPhtppp53y0EMPpWvXrmnfvn1GjRqVt956q9qYuWdyfvvb36Zr167ZfPPNkyRDhw7NfvvtlylTpuT2228vvc389OnT06xZs6y66qr54IMP8tRTT833dU0nnnhi/vSnP+WQQw4pndW47bbbMmHChNx4441fyfNdUmeccUZ++MMfplWrVrnpppsyffr0HHfccUmSww8/PA888EAOO+ywnHjiiWnZsmXuu+++/PWvf83FF1+80LCd+/rGP/7xj2nRokW+8Y1vpFmzZrnuuuvSsGHDNGzYML///e9LbxAz76WFi9K3b9/ceuutOe6443LSSSdltdVWyy233JKZM2fmoIMOyrrrrpu99947Z599dt5+++107tw5b775Zq644oqss8466dChw3z3W15eni233DIvvPBCDjvssNL2Aw88MHfddVcGDx6c/fffP//+979z+eWXp3fv3vM96zyvue/qeMopp6RBgwYZPnx4WrRoUXpjmMMOOyz3339/DjvssBxxxBFZbbXV8vDDD+euu+7KGWecUevfyeLYeeedc+utt2bIkCHZf//989prr+UXv/hFtRibe/yeffbZbLDBBunatWvatWuX22+/PWuuuWZWXXXV/PnPf84tt9yS5Ivj9+XjPu+lj8nnb/jSs2fPnHXWWZk0aVI22WSTPPfcc/n5z3+e73znO7X+zLomTZpks802y/Dhw9OoUaN07Ngxb775Zn7zm99kt912qzb2hRdeSNOmTWu82RKwbDhDB1AP9OvXL5dffnn+/ve/59hjj815552XddZZJ7feeut8X6O1LJxxxhnZeeed8+Mf/zgnnXRSysvLa7xz5Le//e106dIlgwcPzk033ZSePXvmnHPOyYsvvpijjjoql156adZee+3S27bPPYvRt2/f0tv3f/nz0ZJko402yq9+9au0atUqZ5xxRk477bRUVVXllltuybbbbvuVPN8ldd5552XEiBE55ZRT0rhx49xxxx2lM2+tW7fOHXfckc022ywXXnhhTj755Lz77rsZMWJEjXdb/LKNNtooffr0ye23355BgwalefPmGTFiRKqqqnLyySfnRz/6Ud55553cdtttWWWVVfL888/Xes7NmjXLbbfdlq5du+aCCy7ID3/4w8yZMye33HJLaT1dcsklOfzww/PrX/86P/jBD3Ldddeld+/eGTly5ELPIu22224ZPXp0tbNXG2+8ca6//vq8+eabOfbYY3Pbbbfl2GOPzWWXXbbIua699to54ogjcvHFF+fMM89Mhw4d8utf/7r0RiVt27bNr3/967Rr1y7nnXdejj322Lz00ku56KKLqkXlsrTddtvl9NNPzwsvvJCjjjoqDz/8cIYPH17t99KsWbMcfvjhefzxx3PUUUdl5syZGTFiRNq2bZvBgwfnhz/8Yf75z3/m2muvzfrrr186fl8+7l82951GDzzwwPzyl7/M0Ucfnd/97ncZOHBgLr744sV6HkOHDk3fvn0zcuTIHHHEERkxYkT233//nHfeedXG/elPf8pOO+202K+FBWqnrGpJXvkNACyVuR+s/uqrr9b1VJYrlZWV6dWrV0477bTSxzksqcGDB+e5557Lk08+uWwmx2J7++23s+uuu+aee+4pffwCsGw5QwcALDeaNm2aAQMG5KabbqrxxiEUz8iRI7P77ruLOfgKCToAYLly4IEHZs0118zdd99d11NhKbz++ut58sknc84559T1VGCF5pJLAACAgnKGDgAAoKAEHQAAQEEJOgAAgILyweIsN1588cVUVVWlUaNGdT0VAACoMzNnzkxZWVm6deu2yLHO0LHcqKqqKn1R/1RVVWXGjBmOfz1mDWAN1G+OP9bAFxbn78TO0LHcaNSoUWbMmJENN9ww5eXldT0dvmbTp0/P2LFjHf96zBrAGqjfHH+sgS+MGTOm1mOdoQMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAVVVlVVVVXXk4AkGTNmTN6Ykuz71051PRUAAOqpqkEN63oKGTNmTJKkS5cuixzrDB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEE1rOsJUDcqKiry9ttvl34uKyvLqquumu7du+ecc87JWmuttVT7r6qqyjnnnJMHH3wwrVq1yhNPPLG0UwYAAL5E0NVjZ555Znr37p0kmTNnTsaNG5dzzz03p59+em655Zal2ve///3v3HXXXbnhhhvSsWPHZTFdAADgSwRdPda8efO0bt269HPbtm1z0kkn5bTTTsvUqVPTvHnzJd731KlTkyQ77LBDysrKlnquAABATV5DRzWNGzdOkqy00kr56KOPcuKJJ6Zbt27ZZZddcscdd9TqbNvo0aPTv3//JMkmm2ySYcOGfaVzBgCA+soZOkr++9//5oYbbsi3vvWtrLLKKjnxxBPz2Wef5Y477sikSZMyZMiQWu2nW7duGTZsWAYMGJCnn3465eXlX/HMAQBg2Zg+fXpdTyFVVVW1vspN0NVj5557bi644IIkyaxZs9KoUaPssssuOfPMM/Pmm2/mmWeeyeOPP5511103m2yySU488cSce+65i9xv48aN06JFiySpdkknAAAsr5q891LWu/976fbzZOjQodlwww3rdD5zr5xbFEFXj5100kn59re/nWnTpmXYsGF5++23c+qpp2a11VbL6NGj07Jly6y77rql8VtssUXdTRYAAL5Cn7bZPK8d9UqmHT+jrqeScePG1XqsoKvHWrVqlfbt2ydJrrrqquy///45/vjjc+edd6Zhw4apqqqq4xkCAMDXa3l4udDivKmgN0UhyeendC+88MKMHTs2v/zlL7PBBhtkypQpmTBhQmnMyy+/XIczBAAAvkzQUbL55ptn//33z4gRI1JeXp7tt98+Z555Zv7973/nL3/5S66++uq6niIAADAPQUc1p5xySho1apSf/OQnueSSS1JeXp4DDjgg5513Xvr27ZtGjRrV9RQBAID/z2vo6qknn3xyvttXX331PPfcc6msrMwzzzyT4cOHlyLukUceSZs2bWq1/549e+bVV19dZvMFAABqcoaO+Vp55ZVz5pln5pprrsmECRPy4osv5pprrsluu+1W11MDAAD+P2fomK+VVlop11xzTS677LL84he/SLNmzbL33nvnlFNOye9///sMHjx4gfft3r17brzxxq9xtgAAUD8JOhaoR48eueuuu2ps33777XPfffct8H5NmjT5CmcFAADMJehYbKusskpWWWWVup4GAADUe15DBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAF1bCuJwDzWqfpjEw7fkbKy8vreip8zaZPn56xY8emU6dOjn89ZQ1gDdRvjj/WwJJxhg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABRUw7qeAMxrYmXj9BjROMmsup4KX7vGSbomf0jq4/GvGuR/jgGAxecMHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQm6eqZjx46lr0022STdu3fP4YcfnpdeeqnG2Pfeey9nn312tt9++2y++ebZc889c9NNN2XWrFlJks8++yy77LJLTjzxxBr3/fjjj7PNNtvk8ssv/8qfEwAA1FeCrh4aNmxYnn766Tz11FO59dZb06ZNmxx66KF57bXXSmPefffd9OvXLxMnTsyVV16Zhx56KCeccEJuv/32HHfccZkzZ05WXnnlDBkyJI899lieeeaZao9x9dVXZ5VVVskJJ5zwdT89AACoNwRdPdSiRYu0bt06bdu2zaabbppLL700m266aX72s5+VxlxwwQVZd911c+ONN6ZHjx5Zd91107t379x22215/vnnc8cddyRJKioqsvPOO+eiiy4qnbl79dVXc8cdd+Tcc89NkyZN6uQ5AgBAfSDoSFlZWfr165enn346n376aT744IM8+eSTOeqoo9KgQYNqY9dee+307ds3d911V2nbkCFDMnHixPz6179Oklx88cXZbbfd8q1vfetrfR4AAFDfNKzrCbB82HDDDTNz5syMHz8+kyZNSlVVVbp06TLfsd27d89tt92WGTNmpHHjxll33XVz9NFHZ8SIEWnRokX+9a9/5ZFHHvmanwEU2/Tp0+t6CnWusrKy2n+pf6yB+s3xxxr4QlVVVcrKymo1VtCRJGnevHmSZNq0aZkyZUqSZNVVV53v2LnbJ0+enDZt2iRJjjrqqNx///0ZPHhwzj777Kyxxhpfw6xhxTF27Ni6nsJyY/z48XU9BeqYNVC/Of5YA59r3LhxrcYJOpIkn3zySZKkWbNmadGiRZLkgw8+yJprrllj7HvvvZckadmyZWlb48aNc9hhh2XEiBH57ne/+9VPGFYwnTp1qusp1LnKysqMHz8+HTp0SNOmTet6OtQBa6B+c/yxBr4wbty4Wo8VdCT5/I1MGjVqlA4dOqR169Zp0KBBXn755fkG3csvv5yOHTvW+FeDJk2apHHjxrU+PQx8oby8vK6nsNxo2rSp30c9Zw3Ub44/1kAW6+/T3hSFJMmoUaNSUVGRlVdeOauvvnp69eqVESNGZPbs2dXGvfvuu7nnnntywAEH1NFMAQCAuQRdPTB58uRMnTq19POUKVPy/vvvZ9KkSXnllVdy6qmn5pVXXskPf/jD0pghQ4ZkypQpOeqoo/L888/nnXfeyWOPPZZDDjkkW2+9dQ466KA6eCYAAMC8XHJZDwwYMCDt2rXLpZdeWvo5SVZaaaW0atUqW265ZX79619n/fXXL92nbdu2ueuuuzJixIgMGjQoH374YdZdd90ceOCBOfTQQ7PSSv4tAAAA6pqgqwduvfXW0vevvvpqre/XqlWrnH322Tn77LNrNb5v377p27fvYs8PAABYMk6zAAAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUVMO6ngDMa52mMzLt+BkpLy+v66nwNZs+fXrGjh2bTp06Of4AALXkDB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABRUw7qeAMxrYmXj9BjROMmsup4KX7vGSbomf0iW9vhXDfI/bQBA/eAMHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQm6FdzgwYPTsWPHBX6NHj16vvcbNWpUKioqlvhx33rrreyzzz7p0qVLrrzyyiXeDwAAsGAN63oCfLWGDBmSU089NUny8MMPZ+TIkbnnnntKt7do0WK+9+vdu3d22mmnJX7c2267LUny0EMPLfAxAACApSPoVnDNmzdP8+bNS983aNAgrVu3XuT9mjRpkiZNmizx437yySfZZJNNst566y3xPgAAgIVzyWU99sILL+R73/teunbtmi222CJHHXVU3nvvvSTVL7kcPXp0Kioqcu6556Z79+654YYbFrrfwYMHZ9SoUbnvvvvSsWPHTJw48St/LgAAUB8Junpq6tSpOeaYY7Lddtvlt7/9bW666ab897//XWCsvf3225kxY0ZGjRqVPn36LHTfQ4YMyR577JE99tgjTz/9dNZaa62v4ikAAEC955LLeurTTz/N8ccfn8MPPzxlZWVZd9118+1vfzsvvfTSAu/zgx/8IO3bt1/kvps3b166XLM2l3fCsjZ9+vS6ngJLoLKystp/qX+sgfrN8cca+EJVVVXKyspqNVbQ1VOtW7fOvvvum1/+8pcZO3Zsxo0bl1dffTVbbrnlAu+zzjrrfI0zhCU3duzYup4CS2H8+PF1PQXqmDVQvzn+WAOfa9y4ca3GCbp6atKkSdlvv/2y2WabZdttt80BBxyQP/7xj/nnP/+5wPusvPLKX+MMYcl16tSprqfAEqisrMz48ePToUOHNG3atK6nQx2wBuo3xx9r4Avjxo2r9VhBV0899thjadGiRa6//vrStltvvTVVVVV1OCtYNsrLy+t6CiyFpk2bOob1nDVQvzn+WAOp9eWWiTdFqbdatmyZd955J88++2wmTJiQG264IY8++mhmzJhR11MDAABqyRm6emqPPfbI3/72t5x00kkpKytLly5dcvrpp2fYsGGiDgAACqKsyjV2LCfGjBmTN6Yk+/7V659YOlWD/FtVEU2fPj1jx45Np06d6v2lNvWVNVC/Of5YA18YM2ZMkqRLly6LHOuSSwAAgILyz9gsthNOOCHPPPPMAm8///zzs/fee3+NMwIAgPpJ0LHYzj333IV+4GOrVq2+xtkAAED9JehYbG3atKnrKQAAAPEaOgAAgMISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoqIZ1PQGY1zpNZ2Ta8TNSXl5e11PhazZ9+vSMHTs2nTp1cvwBAGrJGToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQDet6AjCviZWN02NE4ySz6noqfA2qBvmfIACApeEMHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQm6guvYsWO1r06dOmWbbbbJaaedlo8//niZPMZnn32W448/Pptvvnn69++/0LFVVVU54ogjMmrUqGXy2AAAwII1rOsJsPSGDRuWbt26JUlmzZqVl19+OWeddVYuueSSXHLJJUu9/z//+c/585//nDvuuCNt2rRZ4Lg5c+bkoosuyl/+8pf06dNnqR8XAABYOEG3AmjRokVat25d+nmttdbKuHHjMnLkyGUSdFOnTs0aa6yRzp07L3DMpEmTMmjQoEycODGrrrrqUj8mAACwaC65XEE1btw4DRo0KP08YcKEHHbYYenatWv22muv3HTTTamoqFjkfkaNGpXBgwfnnXfeSceOHRd4KeUrr7yStdZaK/fee2+aN2++zJ4HAACwYM7QrYDGjh2b22+/PbvttluSzy/DPOaYY7Lhhhvm3nvvzdixY3POOedktdVWW+S+evfunalTp2bkyJG55557FhhrFRUVtQpEAABg2RF0K4CjjjqqdDZu5syZWWWVVdKnT5+cdtppSZK//vWveffdd3PXXXelWbNm2XDDDfPaa6/loYceWuS+mzRpkubNm6dBgwbVLuuEpdHkvZey3v3fS8efJ7fccku6dOmSysrKJCn9l/rHGsAaqN8cf6yBL1RVVaWsrKxWYwXdCuDCCy9M165d8+GHH+bHP/5xGjVqlFNOOSVNmjRJkrz66qv5xje+kWbNmpXus8UWW9Qq6OZn7huwJEn37t1z4403Lt0ToN75tM3mee2oV/L8zv9M8vlZ5bnGjx9fR7NieWENYA3Ub44/1sDnGjduXKtxgm4F0LZt27Rv3z7t27fPddddl7322iunnXZarr322iRJgwYNUlVVVe0+X/55cdx3332l7+dGIyyJTp06lb6vrKzM+PHj06FDhzRt2rQOZ0VdsQawBuo3xx9r4Avjxo2r9VhBt4Jp2bJlzjrrrJx00kl5+OGH07t372y00UYZP358Pvnkk9JZuldeeWWJH6N9+/bLarrUc+Xl5TW2NW3adL7bqT+sAayB+s3xxxpIrS+3TLzLZSFNnjw5U6dOXeDtu+22W7bbbrtcdtllqayszDbbbJO11lorZ599dl5//fX87ne/yy233PI1zhgAAPgqCLoCGjBgQC666KKFjhkyZEg++OCDXHfddVlppZUybNiwTJo0Kfvss09GjBiRvn37plGjRl/TjAEAgK+CSy4L6NZbby19/+qrr853zAYbbJCXX345SfJ///d/eeedd/KrX/2qdPuNN96YNm3a1Orx+vbtm759+9Z6fk8++WStxwIAAEvOGbp64rjjjsuvfvWrvP3223nmmWdy8803Z/fdd6/raQEAAEvBGbp6oFWrVrnyyitz1VVX5ZJLLskaa6yR73//+znooIPyi1/8IldfffUC77vXXntl6NChX+NsAQCA2hJ09USvXr3Sq1evGtv322+/VFRULPB+8352HQAAsHwRdPXcqquumlVXXbWupwEAACwBr6EDAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIJqWNcTgHmt03RGph0/I+Xl5XU9FQAAWO45QwcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAAqqYV1PAOY1sbJxeoxonGRWXU+Fr1DVIP/TAwCwLDhDBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIJuBdGxY8eMHj26xvZhw4alf//+1baNHz8+AwcOTM+ePbPFFlukb9++ueeee6qNGT16dDp27Djfx+rfv3+GDRtWbdy8X507d05FRUVpDAAA8NVoWNcT4Os1duzYHHLIIfnWt76Vn//852nZsmVGjx6dn/zkJ3nppZcydOjQJdrv008/Xfq+srIyTzzxRH784x9n3XXXzb777ruMZg8AAMxL0NUzgwcPzo477pif/vSnpW3rrbdeNtlkkxxwwAGpqKjITjvttNj7bd26dbWfDz/88PzpT3/KY489JugAAOAr4pLLeuSll17Kv//97xx77LE1buvSpUt23HHH3HXXXcvs8Ro3bpwGDRoss/0BAADVOUNXj7z88sspLy/PBhtsMN/bt9xyy9xyyy1L/TizZ8/O448/nr/85S+57LLLlnp/rHimT59eY1tlZWW1/1L/WANYA/Wb44818IWqqqqUlZXVaqygW4EcddRRNc6IzZw5M926dUuSTJkyJc2bN1/g4mjRokUmT568RI899zGS5LPPPsvaa6+dM844I717916i/bFiavLeS1nv/u+l28+ToUOHZsMNN6wxZvz48V//xFiuWANYA/Wb44818LnGjRvXapygW4FceOGF6dq1a7Vtt956a1599dUknwfbhx9+mDlz5mSllWpebfvee++lZcuWSZKGDT9fGvMbO2fOnNLtc913331Jktdffz3nnntudtlllxx88MHL4mmxAvm0zeZ57ahXMu34GTVuq6yszPjx49OhQ4c0bdq0DmZHXbMGsAbqN8cfa+AL48aNq/VYQbcCadu2bdq3b19tW4sWLUrfd+3aNTNnzsxrr72WTTbZpMb9X3755XTp0iVJsuqqqyZJpk6dWm0fSfLxxx+Xbp9r7uO2b98+LVu2zMEHH5w111wzhx9++NI/MVY45eXlC7ytadOmC72dFZ81gDVQvzn+WAOp9eWWiTdFqVc222yzdO7cOVdffXWN21566aU89dRT6devX5LPw6xJkyb5xz/+UW3cxx9/nDfffDOdOnVa4ONsueWWOeigg3LllVfm7bffXqbPAQAA+IKgK7DJkydn6tSpi3WfSy65JH//+99z6qmnZsyYMZk4cWJ+85vf5Nhjj02/fv1SUVGR5PNrdg844ICcf/75eeqpp/L222/nb3/7W0488cR07ty52mvm5ufkk09OeXl5Lr300iV+fgAAwMK55LLABgwYkHbt2i1WNG288ca5++67M3z48Bx33HH55JNPsv766+eUU04pnZ2b6/TTT0+LFi1y4YUX5n//+19atGiRnXbaKaeddtoiTwOvuuqqGThwYM4666w888wz2XbbbZfoOQIAAAtWVlVVVVXXk4AkGTNmTN6Ykuz71wVfzsmKoWpQzX9Lmj59esaOHZtOnTrV++vm6ytrAGugfnP8sQa+MGbMmCQpvb/FwrjkEgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoBrW9QRgXus0nZFpx89IeXl5XU8FAACWe87QAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAgmpY1xOAeU2sbJweIxonmVXXU+ErUDXI/+QAACxLztABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoCuQ/v37p2PHjgv8mjhx4gLvO2zYsPTv33+JH/sf//hHvv3tb6dLly65++67Fzr2rbfeyuabb77EjwUAANROw7qeALU3bNiwzJw5M0kycuTIvPjiixk2bFjp9tVXX32B9z3iiCOWKuhuuOGGrLfeehk5cmRatmy5wHHvvvtujjnmmHz22WdL/FgAAEDtCLoCmTekysvL06hRo7Ru3bpW911llVWW6rGnTp2arbbaKuuss84Cxzz++OM5++yzaz0nAABg6bjkcgXyxBNPZN99902XLl3So0ePDBw4MNOmTUtS/ZLLUaNG5cADD8wJJ5yQ7t2754EHHljofvv375/nnnsu11xzTTp27LjAcX/84x9z8sknZ8iQIcvuSQEAAAvkDN0K4r///W9OPvnknHPOOdl2220zfvz4DBo0KHfddVcOP/zwGuNffPHFHHvssRk4cGBWW221he572LBhOfbYY9OtW7ccccQRCxx34YUXJklGjx69dE+GFdb06dMXeFtlZWW1/1L/WANYA/Wb44818IWqqqqUlZXVaqygW0HMmTMnZ511Vg444IAkyTrrrJNtt902//nPf+Y7vqysLMcdd1yaNGmyyH23bNkyjRo1Snl5ucspWSpjx45d5Jjx48d/9RNhuWYNYA3Ub44/1sDnGjduXKtxgm4F0aFDhzRu3DjXXntt/vOf/+Q///lPxo0bl3322We+41u1alWrmJufBx54IOeee27p5/PPPz977733Eu2L+qVTp04LvK2ysjLjx49Phw4d0rRp069xViwvrAGsgfrN8cca+MK4ceNqPVbQrSD+/e9/53vf+14qKirSo0ePHHbYYbn55psXOH7llVde4seqqKhI165dSz+3atVqifdF/VJeXr7IMU2bNq3VOFZc1gDWQP3m+GMNpNaXWyaCboVx//33Z6uttsrll19e2vbWW29lgw02WOaP1axZszRr1myZ7xcAAFg8gq4AJk+enAYNGqR58+YLHNOyZcu8+uqreemll9K8efPceeedGTNmTNZdd92vcaYAAMDXSdAVwIABA9KuXbtceumlCxzTv3///Otf/8phhx2WlVdeOVtttVVOOOGEPPTQQ1/jTAEAgK9TWVVVVVVdTwKSZMyYMXljSrLvXxf8xhkUW9WgBf8b0vTp0zN27Nh06tSp3l83X19ZA1gD9ZvjjzXwhTFjxiRJunTpssixPlgcAACgoFxySfr27Zs333xzgbf//Oc/T48ePb7GGQEAALUh6Mjw4cMzc+bMBd7etm3br3E2AABAbQk6svbaa9f1FAAAgCXgNXQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFAN63oCMK91ms7ItONnpLy8vK6nAgAAyz1n6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAa1vUEYF4TKxunx4jGSWbV9VRWaFWD/NEHAFgROEMHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBN1ypqqqKjvttFOuuOKK+d5+7bXXpnfv3kmS/v37p2PHjqWvTTfdNBUVFbnqqqsyc+bMJMmoUaOqjdlss82yww475MILL8wnn3xS63l9+OGH+f73v58uXbrk9NNPX+jYGTNmpE+fPhk9enSt9w8AACy+hnU9AaorKytL79698+ijj+aUU06pcfsjjzySPn36lH4+4ogjcsQRRyRJ5syZk1deeSWnnnpqGjRokBNPPDFJsuaaa+aee+5J8nlsjRs3LhdddFFee+21/PKXv8xKKy266x944IGMHz8+9913X1ZbbbUFjvvss89y6qmn5j//+c9iPW8AAGDxOUO3HOrTp0/eeOONjBs3rtr2N954I6+++mr22muv0rby8vK0bt06rVu3Ttu2bVNRUZG99torjz32WGlMgwYNSmPatWuXHXfcMdddd11eeOGFauMW5pNPPkmHDh2ywQYbZPXVV5/vmHHjxuWAAw7If//73yV41gAAwOISdMuhTTfdNOuvv34effTRatsfeeSRdO3aNeuuu+5C79+wYcM0atRooWPWX3/99OjRo1ZBN2zYsAwbNix/+9vf0rFjxwVeSvncc8+lZ8+eufPOOxe5TwAAYOm55HI5teeee+bRRx/N8ccfX9r2u9/9Lv369VvgfWbPnp0XXnghDz74YOkyzIXZcMMN8/e//32R44444ohMnz49L774YoYNG5YWLVrMd9xBBx20yH2xfJg+fXpdT6GGysrKav+l/rEGsAbqN8cfa+ALVVVVKSsrq9VYQbec2muvvTJs2LBMmDAh6667bl5//fW8/vrrpTdEmev666/PyJEjk3z++rUGDRqkT58+OfLIIxf5GM2aNcu0adMWOW6VVVZJeXl5GjVqlNatWy/ZE2K5Mnbs2LqewgKNHz++rqdAHbMGsAbqN8cfa+BzjRs3rtU4Qbecat++fTp37pxHH300Rx55ZB555JFss802WWONNaqNO/DAA9O/f/8kSaNGjbLGGmvU+uBPmzYtzZo1W+y5vfPOO9lzzz1LP++1114ZOnToYu+HutOpU6e6nkINlZWVGT9+fDp06JCmTZvW9XSoA9YA1kD95vhjDXzhy++lsTCCbjm211575Xe/+10p6H7wgx/UGNOiRYu0b99+ifb/6quvZqONNlrs+7Vp0yb33Xdf6ecliULqVnl5eV1PYYGaNm26XM+Pr541gDVQvzn+WAOp9eWWiTdFWa7tscceGTNmTJ5//vlMmDAhu+666zLb9/jx4/P8889n9913X+z7NmzYMO3bty99tWrVapnNCwAAqD1n6JYjkydPToMGDdK8efMkSdu2bdO9e/dceOGF2WmnnZb4TNjs2bPz/vvvJ0lmzpyZf/3rX/nxj3+cbbbZJjvvvPMymz8AAPD1EnTLkQEDBqRdu3a59NJLS9v69OmTs88+OyeccMIS7/d///tftt9++yTJyiuvnLXXXjt77bXXfC/hBAAAikPQLUduvfXWGtsOOOCAHHDAAbUe/2V9+/ZN3759l3puAwYMWKzxr7766lI/JgAAsHBeQwcAAFBQztCRiy66KPfcc88Cbz/mmGNy7LHHfo0zAgAAakPQkeOOOy7f//73F3h7ixYtvsbZAAAAtSXoyOqrr57VV1+9rqcBAAAsJq+hAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBNazrCcC81mk6I9OOn5Hy8vK6ngoAACz3nKEDAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAF1bCuJwDzmljZOD1GNE4yq66nUueqBvnjCQDAwjlDBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIJuBXHQQQfl1FNPne9tDzzwQLbaaqsMHDgwHTt2LH116tQp2223XS688MJ88sknSZLRo0dXG7Pppptm2223zY9+9KN88MEHtZ7PZ599luOPPz6bb755+vfvv0yeIwAAUF3Dup4Ay8aee+6ZK664IjNmzEjjxo2r3fbII4/k29/+dmbPnp099tgjQ4YMSZLMmTMnb731Vk499dRMmzYtl1xySek+Tz/9dJJk1qxZmTBhQi677LIceuihufvuu1NeXr7I+fz5z3/On//859xxxx1p06bNMnymAADAXM7QrSD22GOPVFZW5tlnn622/ZNPPsnTTz+dPn36JEmaNGmS1q1bp3Xr1mnbtm223nrr9O/fP4899li1+80ds9Zaa2XrrbfODTfckPfffz+//vWvazWfqVOnZo011kjnzp0FHQAAfEUE3Qpi9dVXzzbbbJNHH3202vbHH388LVu2TM+ePRd43wYNGqRRo0aL3H+vXr1qhN/8jBo1KoMHD84777yTjh07ZtSoUbV7EgAAwGIRdCuQPn365Iknnsjs2bNL2373u9+ld+/eWWmlmod6zpw5+de//pXbb789u+yyyyL3v+GGG+b1119f5LjevXvnzDPPzJprrpmnn346vXv3XrwnAgAA1IrX0K1AevXqlXPOOSd/+9vf8s1vfjNTp07N008/nRNPPLE05sEHH8zvf//7JMnMmTMzZ86c7LTTTjnttNMWuf/mzZtn2rRpixzXpEmTNG/ePA0aNEjr1q2X/AnVc9OnT6/rKXytKisrq/2X+scawBqo3xx/rIEvVFVVpaysrFZjBd0KpFmzZtlpp53y6KOP5pvf/GYef/zxrLPOOuncuXNpTEVFRQYNGpQkadiwYVq1apUmTZrUav+ffPJJmjVr9pXMnZrGjh1b11OoE+PHj6/rKVDHrAGsgfrN8cca+NyX3+hwQQTdCmavvfbKBRdckLPPPjuPPPJI6c1Q5lpllVXSvn37Jdr3q6++mo022mhZTJNa6NSpU11P4WtVWVmZ8ePHp0OHDmnatGldT4c6YA1gDdRvjj/WwBfGjRtX67GCbgWz44475owzzshf//rXPPvssznzzDOXyX4nT56cxx9/PD/84Q+Xyf5YtNp8PMSKqGnTpvX2ufM5awBroH5z/LEGUuvLLRNBt8Jp3Lhxdt111/z4xz/OxhtvnA4dOizRft5///0kn38O3fjx4/OTn/wka621Vvr167cMZwsAACwNQbcC6tOnT0aNGpUzzjhjifex/fbbJ0kaNWqUNddcMzvvvHOOO+64rLzyystqmgAAwFISdCug7bbbLq+++mqN7Zdeeuki79uzZ8/53ndx9e3bN3379l3q/QAAAAvmc+gAAAAKyhk6FtsvfvGLXH311Qu8fa+99srQoUO/xhkBAED9JOhYbPvtt18qKioWeLvPqgMAgK+HoGOxrbrqqll11VXrehoAAFDveQ0dAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABRUw7qeAMxrnaYzMu34GSkvL6/rqQAAwHJvic/Q/fvf/84ZZ5yRAw88MJMmTcrtt9+e0aNHL8u5AQAAsBBLFHQvv/xyDjjggEycODEvv/xyZsyYkbFjx+bII4/MU089taznCAAAwHwsUdD99Kc/zeGHH55bb701jRo1SpJceOGFOfjggzNs2LBlOkEAAADmb4nP0O277741th988MF5/fXXl3ZOAAAA1MISBV2jRo3yySef1Nj+7rvvpmnTpks9KQAAABZtiYKuV69eufLKK/Pxxx+Xtr3++uu56KKLstNOOy2ruQEAALAQSxR0p59+eqZNm5ZvfvObqaysTN++fdOnT580aNAgP/rRj5b1HAEAAJiPJfocurKysvz617/Os88+m3/961+ZM2dONt5443zrW9/KSiv5rHIAAICvwxIF3b777psrr7wy22yzTbbZZptlPScAAABqYYlOp1VWVqZJkybLei4AAAAshiU6Q3fIIYdkwIABOfjgg7PeeuvViLutttpqmUwOAACABVuioPvZz36WJLngggtq3FZWVpaxY8cu3awAAABYpCUKuieeeGJZzwMAAIDFtERB165du2U9DwAAABbTEr+GbmFuueWWJZoMAAAAtbdMztDNmjUrb731Vl577bUceuihy2RiAAAALNwSBd0ll1wy3+3XXHNN/ve//y3VhAAAAKidJfocugXZZ5998sgjjyzLXQIAALAAyzToXnzxxTRo0GBZ7hIAAIAFWGZvivLJJ5/k1VdfzUEHHbTUkwIAAGDRlijo1l577ZSVlVXb1qhRo3z/+9/P3nvvvUwmBgAAwMItUdCddNJJWXPNNbPSStWv2Jw1a1b+9a9/ZfPNN18mkwMAAGDBlug1dLvssksmT55cY/vEiRPTv3//pZ0TAAAAtVDrM3S33357Ro4cmSSpqqrKfvvtV+MM3ccff5y111572c4QAACA+ap10PXt2zcfffRRqqqqcs0112T33XfPKqusUm3MKquskm9/+9vLfJIAAADUVOuga9q0aU488cQkSVlZWY488sg0bdr0K5sYAAAAC7dEb4py4oknZtasWZk0aVJmz56d5PPLMGfMmJExY8Z4p0sAAICvwRIF3dNPP53TTz89H374YY3bmjRpIugAAAC+Bkv0Lpc/+9nPsummm+b6669PkyZNMnz48Jx55plp1qxZfvKTnyzrOQIAADAfS3SGbty4cbn44ouzySabpFOnTikvL0///v1TXl6em266Kb169VrW8wQAAOBLlugMXYMGDdK8efMkSfv27fPaa68lSb75zW/m9ddfX3azAwAAYIGWKOg22mijPPnkk0mS9ddfPy+88EKS5H//+9+ymxkAAAALtUSXXB599NE56aST0qhRo/Tp0yfDhg3L0UcfnVdffTXf/OY3l/UcAQAAmI8lOkPXq1ev3H333dliiy2y1lpr5cYbb0yDBg2yyy67ZOjQoct6jgAAAMzHEp2hS5LNNtssSTJjxoxsvfXW2XrrrZfZpAAAAFi0JTpDlyR33HFHKioqssUWW2TChAk577zzMmLEiGU5NwAAABZiiYLuwQcfzOWXX57vfOc7adSoUZLP3xzluuuuy8iRI5fpBAEAAJi/JQq6kSNHZsiQIRkwYEBWWunzXRxyyCE555xzcueddy7TCQIAADB/SxR0b775Znr06FFje8+ePfPuu+8u9aQAAABYtCUKujXWWCNvvvlmje0vvvhi2rRps9STAgAAYNGWKOi++93vZujQoXniiSeSJG+88UbuuOOOXHTRRenbt+8ynSAAAADzt0QfW3DUUUdl6tSpGThwYD777LMcc8wxadiwYQ488MAce+yxy3qOAAAAzEetg+6yyy7LiSeemPLy8iTJwIEDc9xxx2XcuHGpqqrK+uuvn2bNmn1lEwUAAKC6Wl9y+Ytf/CKVlZXVtp188slp27ZtNt98czEHAADwNat10FVVVdXY9re//S2fffbZMp0QAAAAtbNEb4oCAABA3VuiN0WBr8rEysbpMaJxkll1PZWlVjXIHy8AAL5ai3WGrqys7KuaBwAAAItpsU4hXHjhhVl55ZVLP8+cOTM/+clPssoqq1Qbd8kllyyb2QEAALBAtQ66rbbaKu+//361bd26dctHH32Ujz76aJlPDAAAgIWrddDdeuutX+U8AAAAWEze5RIAAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACqreB11VVVUOPPDA9O3bN3PmzKl228yZM9O7d+8MHDgwSdK/f/907Nhxvl+jRo2qdt/p06dniy22yEEHHVTjMUePHl3j/p07d05FRUWGDRtWY9wuu+wy37mfcsop6dixY0aPHl3aNmPGjIwYMSK77bZbunTpkp133jkXXnhhPvzww2r37dixY0499dQa+xw1alQqKiqSJIMHD17g8537uPOO/7KKiooavxcAAGDZaVjXE6hrZWVlOffcc7Pffvvl3nvvTb9+/Uq33XbbbXn//fdzyy23lLYdccQROeKII2rsp3nz5tV+fvLJJ9O6dev8/e9/z4QJE7LuuuvWuM/TTz9d+r6ysjJPPPFEfvzjH2fdddfNvvvuW7pt0qRJee2117LxxhuXts2YMSN//vOfq+1v1qxZOeaYYzJx4sQMGjQonTt3zoQJEzJ8+PD069cvv/rVr9K2bdvS+N/+9rfZf//9s80228z3dzNkyJBS9D388MMZOXJk7rnnntLtLVq0yNtvvz3f+wIAAF+9en+GLkk6deqUgw46KD/72c8yderUJMkHH3yQ4cOH59RTT80aa6xRGlteXp7WrVvX+GrSpEm1ff72t79Nr169svHGG+e+++6b7+POe//11lsvhx9+eLbZZps89thj1cb16NEjTz75ZLVtzz77bDbccMNq22677baMHTs2v/rVr7LbbrulXbt2+eY3v5mRI0emZcuWueiii6qNb9euXYYOHZoZM2bMd37Nmzcvza958+Zp0KBBtTk3btx4wb9UAADgKyfo/r+TTz45K620UkaMGJEkufzyy7PRRhvlu9/97mLva8qUKXn66afTo0eP7LzzzrnvvvtSVVVVq/s2btw4DRo0qLZtl112qRF0TzzxRHr16lVt2913352+ffumdevWNfZ59NFH5/HHH89HH31U2v7DH/4wkyZNyk033bQ4Tw8AAFhO1PtLLudq3rx5TjvttJx99tnZaqut8tvf/jb33ntvysrKFntfjz76aBo0aJBtt902rVu3znXXXZfnn38+W2211QLvM3v27Dz++OP5y1/+kssuu6zabRUVFbn44ovzwQcfZI011sicOXPy5JNP5rbbbstPfvKTJJ+/Zu/111/PiSeeON/9d+/ePbNnz84rr7yS7bffPknStm3bnHTSSbniiivSp0+f+V4WypKbPn16XU+hUCorK6v9l/rHGsAaqN8cf6yBL1RVVdW6QwTdPPbdd9/cfffdGTBgQI444ohqr1mb6/rrr8/IkSNrbH/xxRdL3z/00EPZdttt07Rp03Tp0iVrrrlmfvOb39QIum7dupW+/+yzz7L22mvnjDPOSO/evauNa9euXTp27Jg//OEP6devX/7xj3+kZcuW6dChQ2nM1KlTU1VVlRYtWsz3ua266qpJksmTJ1fb3r9//4waNSoXXXRRrrvuuvn/YhbhnXfeqfZc5qqvfxibvPdS1rv/e+n282To0KE1Lo1l4caPH1/XU6COWQNYA/Wb44818LnavrxJ0H3J0UcfnaOPPjonnHDCfG8/8MAD079//wXe//33389zzz2XCy64IMnnb7qy6667ZtSoUTn77LPTtGnT0ti5r617/fXXc+6552aXXXbJwQcfPN/97rLLLnniiSfSr1+/PP744zUut5wbcu+///587//ee+8lSVq2bFlte4MGDXLeeefloIMOyuOPP77A57Uwbdq0ya233lpj+8J+TyuyT9tsnteOeiXTjp//axOZv8rKyowfPz4dOnSo9ueE+sMawBqo3xx/rIEvjBs3rtZjBd2XzH1zky+/yclcLVq0SPv27Rd4/0ceeSSzZ8/O2WefnbPPPjvJ56dM58yZk8ceeyx77713aezc/bRv3z4tW7bMwQcfnDXXXDOHH354jf3usssuufHGG0vvhvmzn/2sxrw33njjvPLKK9lnn31q3P/ll19OgwYNsummm9a4bcstt8x+++2Xiy66KD/4wQ8W+NwWpGHDhvP9nTRsWL+XV3l5eV1PoZCaNm3qd1fPWQNYA/Wb4481kMV62Zc3RVnGHn744WyzzTa57777Sl/3339/1ltvvQW+22XyeVQddNBBufLKK+f7UQCbbrppVl999dx+++2ZOXNmNttssxpjDjzwwNx9992ZNGlSte2zZs3Ktddem169emX11Vef7+MPGjQo06dP9wYpAABQIPU66CZPnlz6mILamj59et5///0aX5988kkmTpyYF198MQceeGA23njjal/f/e538+yzz9aIrXmdfPLJKS8vz6WXXjrf2ysqKjJixIgFftD49773vWy11Vbp379/Hnvssbzzzjt5/vnnc9RRR2Xq1KkZMmTIAh97tdVWy6BBg3yuHAAAFEi9DroBAwbU+Gy2RRk5cmS23377Gl+XXHJJHn744ay22mqpqKiocb++ffumYcOGuf/++xe471VXXTUDBw7Mo48+mmeeeabG7bvsskumTZtW4/Vzc8392IUDDjggV155ZXbfffcMGjQoG2ywQe65555qHyo+P/vvv/9839wEAABYPpVV1fYD0uArNmbMmLwxJdn3r53qeirLRNWg+v0awsU1ffr0jB07Np06dar3183XV9YA1kD95vhjDXxhzJgxSZIuXboscmy9PkMHAABQZIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQDet6AjCvdZrOyLTjZ6S8vLyupwIAAMs9Z+gAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBNazrCcC8JlY2To8RjZPMquupVFM1yB8VAACWP87QAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAU1HITdB07dqz21alTp2yzzTY57bTT8vHHH5fGVVRU1Bg792v06NGlcXPmzMnNN9+cvffeO127ds3OO++cCy+8MJMnT672uFVVVbn99tuz1157pUuXLtl+++0zePDgTJgwodq4/v3713i8LbfcMoccckhee+210rjBgwdXG9OlS5f07t07N998c6qqqqqN22qrrfJ///d/8/1dzH0uw4YNS//+/Rf4O5s7bu7jDh8+vMa4Tz75JJ07d05FRUWSZOLEiTV+19tvv31+8pOfZNasWQt9znO/Ro0aVZrfl2/r2rVr9tprrzz66KPznTcAALBsNKzrCcxr2LBh6datW5Jk1qxZefnll3PWWWflkksuySWXXFIad+aZZ6Z379417t+iRYvS9yeffHJeeeWVDBo0KF26dMk777yTH//4x/nBD36Q22+/PSuvvHJpX0899VROPfXU9OzZMx988EFuvPHG9OvXLzfffHM6duxY2ucRRxyRI444IsnnIThhwoRcdNFFOfHEE/O73/0uK630eR/vscceGTJkSJJk+vTp+etf/5pLL700H3/8cQYMGFDa38cff5wf//jHueyyy5bJ769Ro0Z58sknc+KJJ1bb/sc//rFaqM119913Z6211srs2bPz5ptvZvDgwWnRokWOPvro+T7neTVv3rz0fbdu3TJs2LDSzx999FF+/vOfZ+DAgXnooYfSvn37ZfH0AACAL1luztAlnwdZ69at07p166y11lrZddddc9hhh+Xxxx+vNq558+alcfN+NW7cOEnywAMP5A9/+EN++ctfpnfv3ll33XXTs2fP3HDDDRk3blzuv//+JMnjjz+e3/72t7n55puz3377ZZ111skWW2yRYcOGZcstt8yZZ55Z7XHLy8tLj9WmTZt07949Q4YMyVtvvVXtLF2TJk1K49q3b5/vfve7OfPMM3P99ddn0qRJpXHt2rXL/fffn+eee26Z/P66d++ef/3rX9UeY+7z3GKLLWqMX3311dO6deusueaa2WabbXLwwQfnkUceWeBznverSZMmpTGNGjWqdtvGG2+ciy66KA0bNswf//jHZfLcAACAmparoJufxo0bp0GDBot1n9/85jfZdddds95661XbvsYaa+Tmm2/Ot7/97STJXXfdlYqKimy00UbVxpWVleX444/Pyy+/nLFjxy5yfkkWOce99947jRo1yp/+9KfStq233jq77rprzj///MycObPWz29B1lprrWy66aZ58sknS9tmzJiRp59+unS55cI0bdp0qecwV4MGDdKwYcM0bLhcnQQGAIAVynL9t+2xY8fm9ttvz2677bZY9/v3v/+do446ar63de3atfT9yy+/PN/LCZNks802S9OmTfPSSy+lU6dO8x3z3nvv5corr8xGG22U9ddff6FzWnnllbPOOutk3Lhx1bYPGTIkvXv3zi9+8YtqlzouqYqKijz55JP53ve+lyR59tlns+GGG2aNNdZY6P3efffd3H333fnOd76z1HOYPn16rr/++syYMSM77rjjUu9veTB9+vS6nsIKr7Kystp/qX+sAayB+s3xxxr4QlVVVcrKymo1drkKuqOOOqp0pmvmzJlZZZVV0qdPn5x22mnVxp177rm54IILqm1be+2189BDDyVJpk6dWu01XgsyZcqUaq+7m1dZWVmaNWtW7U1Urr/++owcOTJJMnv27CTJtttum+uvv75WZxGbNWuWadOmVdu21lpr5YQTTsjw4cPTp0+frL322ovcz8L06tUr119/faZPn57y8vI8/vjj2XXXXec7tk+fPikrK8ucOXPy6aefpn379tlnn32qjZn3Oc/rxRdfLH3//PPPl177WFVVlc8++yybbrppfv7zn2edddZZquezvFjUmVqWnfHjx9f1FKhj1gDWQP3m+GMNfG7ulYCLslwF3YUXXpiuXbvmww8/zI9//OM0atQop5xySrXXayXJSSedVLpscq55L+1r2bJlpkyZssjHa9GiRd5///353jZr1qx8+OGHadmyZWnbgQcemP79+2fGjBm5+eab88wzz+SUU05Ju3btavX8PvnkkzRr1qzG9sMOOyz3339/LrzwwowYMaLG85ozZ06N+8zd9uVLGjfZZJO0bt06Tz/9dHr16pUnn3wyd9xxR55//vka+7jhhhvStm3bzJkzJx988EGuvfbaHHTQQXnggQdKC2juc16Yzp0756c//WnmzJmTP//5z7n66qtz+OGHp2fPngv/hRTIgs7SsuxUVlZm/Pjx6dChwzK9/JfisAawBuo3xx9r4AtfvqpvYZaroGvbtm3at2+f9u3b57rrrstee+2V0047Lddee221ca1atVroOyduttlmeeWVV+Z7289+9rO0atUqhx56aDbffPMFjhs7dmxmz56dLl26lLa1aNGi9LgXXHBBjjrqqBxzzDF58MEHF3lG8LPPPsv48eNz2GGH1bitYcOGOffcc/P9738/f/jDH6rdtuqqq2bq1Kk17jP3oxxWXXXVGrfNvexyjTXWyOqrr5711ltvvkG39tprl86gfeMb30j79u3zrW99K3/5y1+y884713jOC9KkSZPSmG984xv59NNPc/rpp2fdddetdolrkZWXl9f1FOqNpk2b+n3Xc9YA1kD95vhjDaTWl1smy/GborRs2TJnnXVWnnzyyTz88MOLdd+99947jz/+eI3Pkps0aVJuv/320lmt7373u3niiSfmG3XDhw/PZpttlk033XS+j1FWVpahQ4dmypQpufzyyxc5pwcffDBlZWWlUPqyHj165Dvf+U6NS0k7duyYN954o8YZx3/+859p2rRpOnToUGNfu+yyS5566qk89thjC7zccn7mfk7e3MtJl9SRRx6ZjTbaKGedddZS7wsAAFiwOg26yZMnz/fs01y77bZbtttuu1x22WXVXhw5derUvP/++zW+5r5xRe/evbP11lvn0EMPzSOPPJIJEybkqaeeypFHHpkNNtgg+++/f5Jk5513zgEHHJCjjz46v/nNbzJx4sSMGTMmAwcOzD/+8Y9qn303P2uvvXaOOeaY3HnnndVeY/Xpp5+W5vTWW2/ltttuy8UXX5zjjjsuq6+++gL3d9ppp9V4jd2WW26ZjTfeOCeffHL++c9/ZsKECXn00Udz/vnn5/vf/34aNWpUYz9bbbVVZs+enTvvvHOhQffhhx+W5vmf//wnQ4cOzWqrrZZvfvObpTHTp0+f7+/6k08+WeB+GzRokLPPPjuvvfZafvWrXy1wHAAAsHTq9JLLAQMGpF27drn00ksXOGbIkCHZZ599ct111+WUU05Jklx88cW5+OKLa4w9+eSTc/zxx6esrCwjRozIDTfckCuvvDLvvvtu1lhjjfTq1SsnnHBC6UPFk2To0KHp0qVLbrnllpx//vlp1qxZtt9++9xzzz1Zd911F/kcjjjiiNx777254IILSvHyyCOPlD7PrVmzZvnGN76Rs846K3379l3ovlZfffUMHDgw55xzTmnbSiutlBtvvDE/+clPcsIJJ2TKlClZc801893vfneB7+TZsGHD7LDDDvn73/++0Nd+9evXr/R9s2bN0r1794wcObLa6/xGjhw53zdF2X///XPRRRctcN/du3fP3nvvnauvvjp77rnnQkMWAABYMmVVc6+zgzo2ZsyYvDEl2fevy98bkFQNWq5ebrpCmj59esaOHZtOnTrV++vm6ytrAGugfnP8sQa+MGbMmCSp9n4eC7LcvoYOAACAhRN0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCaljXE4B5rdN0RqYdPyPl5eV1PRUAAFjuOUMHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKqmFdTwDmNbGycXqMaJxk1tf+2FWD/HEAAKBYnKEDAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoFsB7Lnnnhk+fHi1bddff306duyYUaNGVds+ZMiQHH/88UmSioqKdOzYcb5fo0ePTpIMHjx4gWOGDRuWJBk2bFj69+9f7XFmzJiRww47LDvttFPeeeedr+qpAwBAvdawrifA0uvevXvGjBlTbdvo0aPTpk2bjB49On379i1t/8c//pF+/fqVfj7zzDPTu3fvGvts0aJF6fs99tgjQ4YMqTGmvLx8vvOZM2dOfvSjH+W1117L7bffnrXXXnuxnxMAALBogm4F0KNHj1x66aWln2fMmJG///3v+eEPf5hf/vKXpe1Tp07N66+/nq233rq0rXnz5mnduvVC99+kSZNFjpnXRRddlKeffjq33nprvvGNb9T+iQAAAIvFJZcrgK222ir/93//l7fffjtJ8tJLL6V58+bZb7/98t577+Wtt95Kkvzzn/9M8+bNs8kmm3xlcxkxYkTuvffeXH/99enUqdNX9jgAAICgWyGstdZaadeuXV566aUkn19uufXWW5fibe7r4f7xj3+ke/fuWWmlr+aw33333bnqqqty1FFHpXv37l/JYwAAAF9wyeUKokePHnnppZeyxx57ZPTo0enTp0+SpGfPnhk9enQOOOCA/OMf/8i2225b7X7nnntuLrjggmrb1l577Tz00EOlnx988MH8/ve/r/GYDz30UOn1cf/5z39y/vnnp3v37rn99tvzve99L6uvvvqyfppfqenTp9f1FOq1ysrKav+l/rEGsAbqN8cfa+ALVVVVKSsrq9VYQbeC6NGjRx544IHMmDEj//jHPzJ06NAkydZbb52hQ4emqqoqL730Uk4++eRq9zvppJPy7W9/u9q2hg2rL4uKiooMGjSoxmO2adOm9P1HH32UCy+8MHvssUd69+6dCy64IFdcccWyenpfi7Fjx9b1FEgyfvz4up4CdcwawBqo3xx/rIHPNW7cuFbjBN0KokePHrnkkkvy4osvpmXLlunQoUNp+6RJkzJ69OjMnj07m266abX7tWrVKu3bt1/ovldZZZVFjtlyyy1L7555zjnn5IQTTsgee+xRIxaXZ17zV7cqKyszfvz4dOjQIU2bNq3r6VAHrAGsgfrN8cca+MK4ceNqPVbQrSDWX3/9NG3aNA8++GCNd7HcZJNNcvfdd6d79+5p0KDBV/L4857V69WrV3bbbbecd9556dGjR2EuvVzQxzDw9WratKljUc9ZA1gD9ZvjjzWQWl9umXhTlEKbPHlypk6dWvq5R48eeeihh9KzZ89q43r27JknnngiW221VY19TJ06Ne+//36Nr3lfT/bpp5/Od8yUKVMWOLezzjorM2bMqPH6PAAAYNkRdAU2YMCAXHTRRaWfu3fvnunTp1c7Q5d8/jq6ysrKGtuT5OKLL872229f42vez6975JFH5jvmy6/Hm1ebNm1y2mmn5eGHH86jjz669E8WAACooayqqqqqricBSTJmzJi8MSXZ969181q2qkGuQK5L06dPz9ixY9OpU6d6f5lFfWUNYA3Ub44/1sAXxowZkyTp0qXLIsc6QwcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFAN63oCMK91ms7ItONnpLy8vK6nAgAAyz1n6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEEHAABQUIIOAACgoAQdAABAQQk6AACAghJ0AAAABSXoAAAACkrQAQAAFJSgAwAAKChBBwAAUFCCDgAAoKAEHQAAQEE1rOsJwLwmVjZOjxGNk8xaovtXDbKkAQCoP5yhAwAAKChBBwAAUFCCDgAAoKAEHQAAQEEJOgAAgIISdAAAAAUl6AAAAApK0AEAABSUoAMAACgoQQcAAFBQgg4AAKCgBB0AAEBBCToAAICCEnQAAAAFJegAAAAKStABAAAUlKADAAAoKEG3jFVVVeXAAw9M3759M2fOnGq3zZw5M717987AgQOTJP3790/Hjh3n+zVq1Khq950+fXq22GKLHHTQQTUec/To0TXu37lz51RUVGTYsGGlcRMnTqw2plOnTunZs2eOP/74jB8/vsZ+x48fn4EDB6Znz57ZYost8v/au/O4qqvE/+NvFlFQhDBcUywVREXANU1HBTVzyjUSISwxzUo0xUor0lxSSx0V6uuWmWnNaCImtrhQzqipY1LgvpQLNWOY6aigiNzfH/68eb1goCCdeD0fj/uIez7nnM/53HPiwdvPcvv06aOPP/7Yuv2XX35RixYtNGXKFLu2x48fV0BAgP7+978X6fMDAAAAUHjOpT2APxsHBweNGzdOffv21cqVKxUWFmbdtnTpUmVmZmrJkiXWsujoaEVHR9v14+7ubvM+JSVF3t7e2rVrl06cOKHatWvbtdm8ebP15+zsbG3cuFHTpk1T7dq11atXL+u2FStWqEaNGrpy5YpOnjyp+Ph4Pf7440pMTFTVqlUlSfv27dOAAQPUvn17LViwQJ6entq+fbveeustpaWlacKECapSpYpGjBihadOm6bHHHlO9evWs+3jjjTfUuHFj9evXr+gfIgAAAIBC4QxdCfD391dERIRmzpypc+fOSZJOnTqlhIQExcbG6u6777bWdXNzk7e3t92rQoUKNn0mJyerc+fO8vX1VVJSUr77vb59nTp1NHDgQLVp00br16+3qefl5SVvb29Vr15dgYGBevvtt+Xm5qZ58+ZZ64wZM0YdOnTQzJkz1bRpU9WpU0dhYWFauHChVqxYoa+++kqSFBERofr16+uNN96wtt20aZM2b96sCRMmyMHB4XY+SgAAAAA3QaArISNGjJCjo6PeeecdSdKMGTPUoEGDWzpjdfbsWW3evFktWrRQp06dlJSUJIvFUqi2Li4ucnJyummd8uXLq2fPntbgl5aWpv3792vo0KF2dQMCAtShQwctX75ckuTk5KRx48Zpy5Yt+vLLL5Wbm6spU6Zo4MCB8vX1LeKRAgAAACgKAl0JcXd31wsvvKClS5cqJSVFycnJt3zGat26dXJyclLbtm0VGhqqjIwM7dy586Ztrly5oi+++EJbtmxRt27dfncf9evX18mTJ3X+/Hnt3r1bbm5uNpdQXq9Zs2ZKS0uzvg8ODlafPn00c+ZMLVu2TLm5uXruueeKdpAAAAAAiox76EpQr169tGLFCsXExCg6OjrfM1bz5s3TokWL7MpTU1OtP69du1Zt27aVq6urAgICVL16da1atUotW7a0aRMcHGz9+dKlS6pZs6bGjh2r7t27/+5Yr92zd+HCBZ09e1bu7u4Fhk8PDw+dOXPGpmz06NHq1q2b3nzzTc2dO9fuktE7JSsrq1T2i9uXnZ1t81+UPawBsAbKNuYfrIHfWCyWQp8IItCVsCFDhmjIkCEFnrEKDw9XVFRUge0zMzO1Y8cOTZw4UdLVh6506dJFiYmJiouLk6urq7XutXvrjhw5onHjxik0NFSRkZGFGuf58+clSRUrVpSHh4dOnz6tvLw8OTran8T9+eef5enpaVPm5eWlsLAw7dixQ+3bty/UPkvCvn37Sm3fKB75PXEVZQtrAKyBso35B2vgKhcXl0LVI9CVsGtnqgo6Y+Xh4SEfH58C23/22We6cuWK4uLiFBcXJ+lqYs/Ly9P69evVo0cPa91r/fj4+MjT01ORkZGqXr26Bg4c+LvjPHDggGrWrKlKlSopMDBQly9f1sGDB9WwYUO7urt371ZAQEC+x1paZ+au8ff3L9X949ZlZ2fr6NGjqlu3rs0/VKDsYA2ANVC2Mf9gDfzm8OHDha5LoPuD+/TTT9WmTRu9/PLLNuXPPfeckpKSbALd9Zo1a6aIiAjNmjVLXbt2Va1atQrcR05Ojj755BPrvXaNGzdWkyZNNGfOHOtDXa5JS0vTpk2b7Mr/KNzc3Ep7CLhNrq6uzGMZxxoAa6BsY/7BGlCRnrvBQ1GK0ZkzZ6xfU1BYWVlZyszMtHudP39eGRkZSk1NVXh4uHx9fW1e/fr109dff62TJ08W2PeIESPk5uamqVOn2pSfPn1amZmZOnnypFJTUzV06FBlZ2dr8ODB1jpTpkzRrl27FBsbq/T0dGVkZGjVqlUaOnSowsLCFBISUrQPBwAAAECx4wxdMYqJiVGtWrXsAtTNLFq0KN+Hojz66KPy8fHRXXfdlW946tOnj2bPnq3Vq1crMDAw374rV66sUaNG6dVXX9XWrVtVp04dSbJ+2bmTk5OqVq2qNm3aaMKECfLy8rK29fX11YoVK5SQkKBnnnlG58+f13333aeRI0fafFk6AAAAgNLjYCnsF5oBJSw9PV3fn5V6bbv1++Aso/k3ClNlZWVp37598vf3L/OXWZRVrAGwBso25h+sgd+kp6dLUr7PrbgRl1wCAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChnEt7AMD17nHN0YVnc+Tm5lbaQwEAAAD+8DhDBwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoZxLewDA9TKyXdTiHRdJuYWqbxnNEgYAAEDZxRk6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIGukCwWi8LDw9WnTx/l5eXZbLt8+bK6d++uUaNGSZKioqLk5+eX7ysxMdGmbVZWloKCghQREWG3z+3bt9u1b9KkiUJCQhQfHy9JSktLk5+fn3766Sebtg8++KACAgJ06dIlm3E2bdpUGzZsyLfva6+QkBBrm4Lq+Pn5KSMjQ5IUEhJid1x79+5Vs2bNNHbsWFkslqJ+3AAAAAAKwbm0B2AKBwcHjRs3Tn379tXKlSsVFhZm3bZ06VJlZmZqyZIl1rLo6GhFR0fb9ePu7m7zPiUlRd7e3tq1a5dOnDih2rVr27XZvHmz9efs7Gxt3LhR06ZNU+3atfXwww/Lzc1NaWlpqlmzpiTp5MmT+vHHH1WpUiWlpqbq/vvvlyTt27dPOTk5atGihQ4cOGDX9zVOTk427+Pj4xUcHGxXz8vLy/6DknT8+HENHjxY7dq106RJk+Tg4JBvPQAAAAC3hzN0ReDv76+IiAjNnDlT586dkySdOnVKCQkJio2N1d13322t6+bmJm9vb7tXhQoVbPpMTk5W586d5evrq6SkpHz3e337OnXqaODAgWrTpo3Wr18vZ2dnBQUFKS0tzVp/+/btatKkiVq1aqXt27dby7/99lv5+vrK09Mz376vvW4Mah4eHvnWuzH4Xfs8Bg0apIYNG2r69On51gEAAABQPAh0RTRixAg5OjrqnXfekSTNmDFDDRo0UL9+/Yrc19mzZ7V582a1aNFCnTp1UlJSUqEvT3RxcbGGpRYtWig9Pd26bfv27WrVqpVatWqlbdu2Wcu/++47tWrVqsjjLKzz589r8ODBqlKlihISEuTi4lJi+wIAAABAoCsyd3d3vfDCC1q6dKlSUlKUnJysCRMm3NJlhevWrZOTk5Patm2r0NBQZWRkaOfOnTdtc+XKFX3xxRfasmWLunXrJulqoNuzZ4/13r7rA116erqysrIkSampqSUW6C5fvqxhw4Zp//79mjFjhlxdXUtkPwAAAAB+wz10t6BXr15asWKFYmJiFB0dLV9fX7s68+bN06JFi+zKU1NTrT+vXbtWbdu2laurqwICAlS9enWtWrVKLVu2tGlz/f1rly5dUs2aNTV27Fh1795dkhQUFKScnBwdOXJEFStW1H//+181a9ZMrq6ucnd3165du9SwYUP99NNPatGiRYF9X/P0009r6NCh1veDBw+2u3SyefPmWrhwofX9nDlzVKlSJevZuSlTpuT72RWXCj+nqc7q/vJbIC1ZskQBAQEluj+UvOzsbJv/ouxhDYA1ULYx/2AN/MZisRT6hBGB7hYNGTJEQ4YM0XPPPZfv9vDwcEVFRRXYPjMzUzt27NDEiRMlXX3oSpcuXZSYmKi4uDibM1zX7q07cuSIxo0bp9DQUEVGRlq3ly9fXk2aNFFaWpocHR3VpEkTubm5SZJatmypXbt26eLFi6pfv77d/XH53bfn4eFh837SpEkKDAy0KbvxXkBnZ2ctWrRIu3fv1vDhw/XQQw/pL3/5S4HHf7suVm2qg4P3aGen7yRdfeAL/hyOHj1a2kNAKWMNgDVQtjH/YA1cVdjblwh0t+haoLkx2Fzj4eEhHx+fAtt/9tlnunLliuLi4hQXFyfpahLPy8vT+vXr1aNHD2vda/34+PjI09NTkZGRql69ugYOHGit07JlS+3evVsXL15U69atreWtWrVSSkqKLl++bHfm7/q+b6ZatWq/W2/YsGGqVauWatWqpc6dOysuLk7Jycl2T/Usbv7+/iXaP+6c7OxsHT16VHXr1uWS3TKKNQDWQNnG/IM18JvDhw8Xui6BrpR8+umnatOmjV5++WWb8ueee05JSUk2ge56zZo1U0REhGbNmqWuXbuqVq1akq7eR/d///d/+t///qdXX33VWr9Vq1aaO3euLl++nO933RWX6y/JfO2119S9e3dNmTJFb7zxRontU5L1TCT+PFxdXZnXMo41ANZA2cb8gzWgIj2fg0BXCGfOnJGTk1ORzjZlZWUpMzPTrtzV1VVnzpxRamqqZs+ebXf/Xb9+/TRjxgydPHmywL5HjBihTz/9VFOnTrV+wXizZs104MAB5ebm2twX16BBA125ckXp6en5nqHLb4ySVKVKFTk6Xn1mztmzZ/OtV7lyZZUvX96uvFq1aoqNjdXrr7+ubt26leillwAAAEBZRqArhJiYGNWqVUtTp04tdJtFixbl+1CURx99VD4+PrrrrrsUEhJit71Pnz6aPXu2Vq9ebXff2jWVK1fWqFGj9Oqrr2rr1q1q27at3N3d5ePjI1dXV5tT1A4ODmrZsqUOHTpk8z1517Rr1y7ffWzatEnVq1eXdPX48/Pmm2+qZ8+e+W7r37+/1qxZc8cuvQQAAADKIgdLYb/4DChh6enp+v6s1Gtb4e+Ls4zm3yT+LLKysrRv3z75+/uX+cssyirWAFgDZRvzD9bAb659x3RhnuTO99ABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChnEt7AMD17nHN0YVnc+Tm5lbaQwEAAAD+8DhDBwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoZxLewDA9TKyXdTiHRdJudYyy2iWKQAAAJAfztABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHR/AOfPn9fkyZP1l7/8RU2aNFHXrl2VkJCgnJwca52oqCj5+fnl+0pMTLTpLysrS0FBQYqIiMh3f8eOHVNMTIxatmypwMBA9e3bV8nJyXb1jh49qlGjRql169YKCgpSnz599PHHH9vUSUxMlJ+fn7Zs2WLXPioqSvHx8bfykQAAAAAoBOfSHgCkMWPG6MyZM5o1a5aqVq2q/fv3a8KECfr1118VFxdnrRcdHa3o6Gi79u7u7jbvU1JS5O3trV27dunEiROqXbu2dVt2drYGDBigTp06admyZSpfvrw2b96sl156SeXKldODDz4oSdq3b58GDBig9u3ba8GCBfL09NT27dv11ltvKS0tTRMmTLDZ54QJE7RmzRq5uLgU50cDAAAA4CYIdKXs3Llz2rBhg1atWiV/f39J0j333KMLFy7otdde0yuvvCJHx6snUt3c3OTt7f27fSYnJ6tz587asmWLkpKSFBMTY922detWZWVlafz48dYyHx8f7d27V8uXL7cGujFjxqhDhw6aPn26tV6dOnXUsGFDPfbYYwoJCVHHjh0lSR4eHjp16pTmz5+vYcOG3e5HAgAAAKCQuOSylDk4OMjBwUFbt261Ke/atatWrVolBweHIvV39uxZbd68WS1atFCnTp2UlJQki8Vi3e7o6KgLFy7o22+/tWkXGxurSZMmSZLS0tK0f/9+DR061K7/gIAAdejQQcuXL7eWVapUSSNGjND8+fN1/PjxIo0XAAAAwK3jDF0pq1Spknr37q0333xTK1asUIcOHdS2bVu1adNG9913X5H7W7dunZycnNS2bVt5e3tr7ty52rlzp1q2bClJatu2re69916Fh4crODhYDzzwgNq3b6/AwEBrH7t375abm5vq1auX7z6aNWumJUuW2JRFRkZq1apVmjBhghYuXFjkcd9MVlZWsfaHP6bs7Gyb/6LsYQ2ANVC2Mf9gDfzGYrEU+sQOge4PYNKkSfL399fKlSu1ePFiLV68WHfffbcmT55svaxRkubNm6dFixbZtU9NTbX+vHbtWrVt21aurq4KCAhQ9erVtWrVKmugK1++vD788EPNnTtXn3/+ueLj4xUfH69GjRrpb3/7m+rWrauzZ8/K3d29wEXk4eGhM2fO2JQ5OTlp/PjxCg8P1+eff65u3brd/gfz/+3bt6/Y+sIf39GjR0t7CChlrAGwBso25h+sgasK+2wKAt0fgKOjo6KiohQVFaWTJ0/qn//8p9577z0NHz5c69evV7Vq1SRJ4eHhioqKKrCfzMxM7dixQxMnTpR09XLOLl26KDExUXFxcXJ1dZV0NZC99NJLeumll3Tw4EFt3LjRur9PPvlEHh4eOn36tPLy8qz3713v559/lqenp115YGCgwsLCNGXKFLVv374YPpmrrt1biD+37OxsHT16VHXr1rWuVZQtrAGwBso25h+sgd8cPny40HUJdKVs+/bt2rVrl5555hlJUrVq1RQWFqYuXbqoQ4cO2rVrlx566CFJV4OYj49PgX199tlnunLliuLi4qxPx7RYLMrLy9P69evVo0cPLV++XJUqVVL37t0lSb6+vvL19VXjxo01ePBgnT59WoGBgbp8+bIOHjyohg0b2u1n9+7dCggIyHcMsbGxWr9+fbF+XYGbm1ux9YU/PldXV+a8jGMNgDVQtjH/YA2oSM/R4KEopezs2bN65513lJmZaVPu5uYmJycneXl5FbqvTz/9VG3atFFSUpL1tXr1atWpU0dJSUmSpIMHD2rBggXKy8uzaVu5cmW5uLioUqVKaty4sZo0aaI5c+bY7SMtLU2bNm1SWFhYvmPw8PDQiy++qA8++IAHpAAAAAAljEBXSs6cOaNz586pU6dOqlevngYOHKiUlBRlZGRo586dio2N1b333mu99026+nCQzMxMu9f58+eVkZGh1NRUhYeHW8+6XXv169dPX3/9tU6ePKkBAwboxIkTGjZsmL755hudOHFCX375peLi4hQZGWm9VnfKlCnatWuXYmNjlZ6eroyMDK1atUpDhw5VWFiYQkJCCjy23r17KygoSP/9739L/HMEAAAAyjIuuSwlMTExqlWrlqZOnarFixdrzpw5mjhxojIzM+Xh4aHOnTtr4sSJNvewLVq0KN+Hojz66KPy8fHRXXfdlW/Q6tOnj2bPnq3Vq1dryJAh+uijjzR79mwNGzZM586dU82aNfXoo49q0KBB1ja+vr5asWKFEhIS9Mwzz+j8+fO67777NHLkyALPzl1v/Pjx6t279y1+OgAAAAAKw8Fy/ZeUAaUoPT1d35+Vem2zfQiKZTT/7lAWZGVlad++ffL39y/z182XVawBsAbKNuYfrIHfpKenS1KBz624HpdcAgAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoZxLewDA9e5xzdGFZ3Pk5uZW2kMBAAAA/vA4QwcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikD3B5aRkSE/Pz8FBQXp0qVLdtunT58uPz8/JSYmWsssFouWLVumRx55RAEBAWrXrp3GjBmjEydO2LQNCQlR//79ZbFYbMq3b98uPz8/SVJ8fLz8/PwKfCUmJtrUv1FUVJTi4+Nv92MAAAAAUAACnQFyc3O1detWu/INGzbIwcHBpuzll1/W22+/rSeffFKfffaZEhISdP78eYWFhenAgQM2dXft2qWVK1cWuN/o6Ght3rxZmzdvtgaza+83b96s7t27F8PRAQAAALhVBDoDtGjRQikpKTZlR44c0YULF1SjRg1r2YYNG5ScnKz3339fffv21T333KOgoCDFx8erWbNmevnll236qFWrlqZPn64zZ87ku9+KFSvK29tb3t7e8vDwkCTre29vb1WoUKF4DxQAAABAkRDoDBAaGqovv/zS5vLIDRs2qHPnzjZn6JYvX66QkBA1aNDApr2Dg4OeffZZ7d69W/v27bOWDxo0SBUqVND06dNL/iAAAAAAFDvn0h4Afl/btm01Y8YMpaenq2nTppKk9evXa+TIkdq0aZO13u7duxUdHZ1vH40bN5arq6vS0tLk7+8vSXJ1ddUrr7yimJgY9e3bV8HBwSV/MIWQnZ1d2kNAKbg278x/2cUaAGugbGP+wRr4jcVisbu1qiAEOgOUL19eDzzwgDZu3KimTZvq5MmTOn78uFq1amVT7+zZs9ZLI2/k4OCgSpUq2V1e2aVLF3Xo0EHjx4+3ebhKUeUXBi9evGg3xsI4evToLY8D5mP+wRoAa6BsY/7BGrjKxcWlUPUIdIYIDQ3Ve++9p5EjR2rDhg3q0KGDypUrZ1PHw8NDmZmZ+bbPzc3V6dOn5enpabft1Vdf1cMPP6wPPvjAevauqJKSkuzKRo8efUt91a1bV66urrfUFubKzs7W0aNHmf8yjDUA1kDZxvyDNfCbw4cPF7ougc4QHTt21KuvvqqMjAxt3LhR4eHhdnWaNm2qPXv25Nt+3759unLligICAuy21a5dW08//bTmzJmj119//ZbG5+PjY1d2qw9NcXV1lZub2y21hfmYf7AGwBoo25h/sAZU6MstJR6KYgwvLy8FBwdrzZo1SktLU/v27e3q9OvXTxs3bsw31CUkJKhx48Zq1KhRvv0/9dRTqlq1qv72t78V+9gBAAAAlAwC3R/QmTNndO7cObvy0NBQLViwQK1atcr3NHSnTp302GOPaciQIVq1apUyMjKUnp6uUaNG6dtvv9WUKVMK3KeLi4vGjRunH3/8sViPBQAAAEDJIdD9AcXExGjy5Ml25aGhobpw4YI6d+5cYNsJEybo+eef15IlS/Twww/rmWeekYuLiz7++GP5+fnddL9t2rTRww8/fNvjBwAAAHBnOFiu/3IzoBSlp6crJydH/v7+Zf666bIoKytL+/btY/7LMNYAWANlG/MP1sBv0tPTJSnf51/ciDN0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCjn0h4Aio/FYlH//v2Vk5Ojjz/+WI6Ov+X1y5cvq2fPnmrYsKFmzpypqKgo7dixI99+pkyZoj59+ljfZ2VlqW3btmrUqJE+/PBDm7rbt2/XgAEDbMrKlSunqlWrqnfv3oqJiSnGIwQAAABwPQLdn4iDg4PGjRunvn37auXKlQoLC7NuW7p0qTIzM7VkyRJrWXR0tKKjo+36cXd3t3mfkpIib29v7dq1SydOnFDt2rXt2mzevNn6c3Z2tjZu3Khp06apdu3a6tWrVzEcHQAAAIAbccnln4y/v78iIiI0c+ZMnTt3TpJ06tQpJSQkKDY2Vnfffbe1rpubm7y9ve1eFSpUsOkzOTlZnTt3lq+vr5KSkvLd7/Xt69Spo4EDB6pNmzZav359iR0rAAAAUNYR6P6ERowYIUdHR73zzjuSpBkzZqhBgwbq169fkfs6e/asNm/erBYtWqhTp05KSkqSxWIpVFsXFxc5OTkVeZ8AAAAACodA9yfk7u6uF154QUuXLlVKSoqSk5M1YcIEOTg4FLmvdevWycnJSW3btlVoaKgyMjK0c+fOm7a5cuWKvvjiC23ZskXdunW71cMAAAAA8Du4h+5PqlevXlqxYoViYmIUHR0tX19fuzrz5s3TokWL7MpTU1OtP69du1Zt27aVq6urAgICVL16da1atUotW7a0aRMcHGz9+dKlS6pZs6bGjh2r7t27F3ns2dnZRW4D812bd+a/7GINgDVQtjH/YA38xmKxFPpkDIHuT2zIkCEaMmSInnvuuXy3h4eHKyoqqsD2mZmZ2rFjhyZOnCjp6kNXunTposTERMXFxcnV1dVa99q9dUeOHNG4ceMUGhqqyMjIWxr30aNHb6kd/hyYf7AGwBoo25h/sAaucnFxKVQ9At2f2LWHm9z4kJNrPDw85OPjU2D7zz77TFeuXFFcXJzi4uIkXf3Xgry8PK1fv149evSw1r3Wj4+Pjzw9PRUZGanq1atr4MCBRR533bp1bcIiyobs7GwdPXqU+S/DWANgDZRtzD9YA785fPhwoesS6FCgTz/9VG3atNHLL79sU/7cc88pKSnJJtBdr1mzZoqIiNCsWbPUtWtX1apVq0j7dXV1lZub2y2PG2Zj/sEaAGugbGP+wRpQkZ59wUNR/iTOnDlj/ZqCwsrKylJmZqbd6/z588rIyFBqaqrCw8Pl6+tr8+rXr5++/vprnTx5ssC+R4wYITc3N02dOvV2Dw0AAABAAQh0fxIxMTGaPHlykdosWrRI7dq1s3tNmTJFn376qe666y6FhITYtevTp4+cnZ21evXqAvuuXLmyRo0apXXr1mnr1q1FPh4AAAAAv49LLv8kPvjgA7uy1q1b68CBA4Wuf6MhQ4bkW+7l5aX09HTr+4L2ERYWprCwsN/dDwAAAIBbwxk6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAG5RSEiI/Pz8rK/GjRurW7duWrx4sSQpPj7eZvv1rzFjxkiStm/fbretSZMmCgkJUXx8vHVf1+qFhobmO5aRI0fKz89P27dvL9TYo6KirP0Xte8xY8bYjNff318PPPCAJk2apPPnz9u03bJli6KiohQcHKxWrVpp0KBB2rFjh02d+Ph4BQcHKyIiQsHBwfLz81NgYKAeeeQRrVu3TpKUmJhY4Gfp5+dn81ldG9/x48ftjsXPz0+xsbF25YmJiQoJCbEpO3v2rKZOnaqQkBAFBgbqoYce0uLFi5WXl2fzORY0psTExAI//+LiXOJ7AAAAAG6Rw/TcO7o/y+ii/3n88ssvq3v37pKk3Nxcbdu2Ta+88oo8PT0lScHBwTZh45oKFSrYvN+8ebP15+zsbG3cuFHTpk1T7dq11atXL+u2kydP6uDBg/L19bWW5eTk6F//+leRx36jovT90EMP6ZVXXpEk5eXl6dixY4qNjdWFCxc0ZcoUSdLKlSs1btw4Pf300xo/frwsFovWrFmj6OhoTZo0yea4mjZtqqFDh6pBgwZydXXVr7/+qgULFmjUqFFau3atunfvrvbt20uS/vOf/ygsLEwrVqxQjRo1JElubm6SpEuXLmn9+vWqU6eOkpKSNHz4cLuxJycn69FHH1WbNm0K/Cx+/fVX9evXT1WrVtXkyZN1zz33KD09XRMnTtSJEycUFxdnrRsdHa3o6Gi7Ptzd3Qvsv7hwhg4AAAC4De7u7vL29pa3t7dq1Kih3r17q02bNtYzS+XKlbNuv/514x/712+rU6eOBg4cqDZt2mj9+vU29Vq0aKGUlBSbsq+//lr169e/7WMpSt8VKlSwjrdatWpq1aqVoqKirOM9efKkJkyYoHHjxikmJkb16tVT/fr1NXLkSMXGxmrChAnKzMy09leuXDl5enrq7rvvlre3t3x9fTV58mQ5Ozvrq6++stmfl5eXJMnLy8taVrFiRUnSpk2bVK5cOUVERCgpKUkWi8Vu7LVq1dKECROUk5NT4GcxY8YMubi46N1331WbNm1Uu3Ztde/eXZMnT9ayZcv0ww8/WOu6ubnlO8c3hvaSQKADAAAAipmzs7PKlSt32/24uLjIycnJpiw0NNQudG3cuFGdO3e+7f3dbt9OTk7W416zZo3c3d3Vt29fu3pRUVFydnbW2rVrf7c/Z2dnOTsX/sxpcnKyWrRooU6dOunHH3/Uv//9b7s6zz//vE6ePKl333033z5ycnK0du1aRUZGqnz58jbbOnXqpMWLF6tWrVqFHlNJItABAAAAxeTy5ctat26dtmzZUuD9aIVx5coVffHFF9qyZYu6detmsy0kJETp6ek6deqUpKuXO6akpBRLoLvVvvPy8rR3714tW7bMety7d+9Wo0aN5OhoHzmcnZ3VtGlTpaenF9hnVlaW5syZo5ycHHXo0KFQ479w4YI2bdqkTp06qW7duqpXr55WrVplV69atWoaPny45s6dqxMnTthtP378uLKyshQQEGC3zcHBQffff79cXFwKNaaSxj10AAAAwG0YN26cJk6cKEm6ePGiKlSooCeeeEI9evRQfHy8du7cqeDgYLt2CxYsUIsWLazvr69z6dIl1axZU2PHjrXen3dNrVq15Ofnpy+//FJhYWH69ttv5enpqbp16972sRSl7zVr1uiLL76QdDXI5uXlqWPHjnrhhRckXX2gSJUqVQrcl4eHh86cOWN9n5qaqoEDB1oD4KVLl9SoUSMtWLBA99xzT6HGv2HDBl2+fFmdOnWSJHXp0kUffPCBXnvtNbm6utrUjYqKUmJioiZPnqy5c+fabPvf//4nqfD3wM2bN0+LFi2yK09NTS1U+9tBoAMAAABuw/Dhw9W1a1dJUvny5eXt7W1zmWSTJk00ffp0u3bVqlWzeZ+UlCRJOnLkiMaNG6fQ0FBFRkbmu8/Q0FBt3LhRYWFh2rBhQ7GcnStq3yEhIRo9erSkq2fcqlSpYnPPmIeHh/VMX35+/vlnVa1a1fq+UaNGio6O1n333ad///vfmjNnjgYOHKjWrVsXeuxr165Vs2bNrPfYde3aVXPnztW6devUs2dPm7pOTk4aP368IiIitGHDBptt1x5oc/bs2ULtNzw8XFFRUYUeZ3Ei0AEAAAC3oUqVKvLx8Slwe4UKFW66/ZprdXx8fOTp6anIyEhVr15dAwcOtKsbGhqqhQsXWp+GOXPmzFs/gFvsu2LFijc9rsDAQC1cuFA5OTl2lydeunRJhw4dsrkstXz58qpevbp8fHzk7++vixcv6qWXXlLt2rUVGBj4u+P+9ddftXXrVuXm5qpRo0Y225KSkuwCnSQ1a9ZMffv21eTJk/XUU09Zy+vUqSN3d3ft2bNHTZs2tWv3zDPPKCoqSm3btpV0NbwWZo5LAvfQAQAAAH8wzZo1U0REhGbNmqUff/zRbnujRo3k5eWlZcuW6fLly2rcuHGx7bu4+v7rX/+q7Oxsffjhh3bbli5dqkuXLtldTnq9QYMGqUGDBnr11Vd15cqV393funXrlJeXp2XLlikpKcn6io6O1rZt2/Tf//4333ajR49WVlaWzQNSnJ2d1b17dy1btszuSZgpKSlKSUmxObtYmgh0AAAAQAm6fPmyMjMz7V6nT5++absRI0bIzc1NU6dOzXd7SEiI3nnnndt6+EpBiqPvqlWraty4cZoxY4YSEhL0/fff6/vvv1dCQoJmzZqlcePG3TQUOTk5KS4uTgcPHsw3FN4oOTlZ7du3V/PmzeXr62t9Pfnkk3J0dNTq1avzbXfXXXdp9OjRdsE5JiZG58+ft34R+vHjx7VixQqNGTNGAwYMsPkqh6ysrHzn+MYvWS8JXHIJAAAAlKDU1FS1a9fOrrxOnTp23zF3vcqVK2vUqFF69dVXtXXr1ny/vmDp0qXFev9ccffds2dPVa9eXfPmzdP7778v6eoXiL/77rtq1arV77Zv3ry5evTooTlz5uivf/2r9d64G508eVI7d+7UnDlz7LZVq1ZNoaGhWrVqlZ5++ul82z/66KNauXKlfv75Z2uZt7e3PvroI8XHx2v06NE6c+aM6tSpo+HDh6t///427RctWpTvQ1EeffRRTZ48+XeP83Y4WPL7pj2gFKSnpysnJ0f+/v5yc3Mr7eHgDsvKytK+ffuY/zKMNQDWQNnG/IM18JtrX+eQ39cm3IhLLgEAAADAUFxyCQAAAPzJtG7d2u5hHtdbu3atataseQdHhJJCoAMAAAD+ZD7++GPl5eUVuP2P8oRG3D4CHQAAAPAnU7t27dIeAu4Q7qEDAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQDhaLxVLagwAkadeuXbJYLCpXrpwcHBxKezi4wywWiy5fvsz8l2GsAbAGyjbmH6yB3+Tk5MjBwUHNmjX73brOd2A8QKFc+x+3rP8PXFY5ODjIxcWltIeBUsQaAGugbGP+wRr4jYODQ6H/JuYMHQAAAAAYinvoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgwx116dIlvfzyy2rRooXatWunRYsWFVh37969CgsLU2BgoPr27avdu3ffwZGiJBRl/r/66iv17NlTwcHBeuSRR7Rx48Y7OFKUlKKsgWsyMjIUHBys7du334ERoqQVZQ0cOHBA/fv3V9OmTfXII49o27Ztd3CkKAlFmf/169froYceUnBwsPr37689e/bcwZGipOXk5Ojhhx++6e92/hYsHAId7qg333xTu3fv1vvvv69x48YpISFBn3/+uV29rKwsDRkyRC1atFBiYqKCg4P19NNPKysrqxRGjeJS2Pnfv3+/hg0bpr59+yopKUnh4eEaMWKE9u/fXwqjRnEq7Bq43vjx4/l//0+ksGvg3Llzio6OVv369bVmzRp16dJFw4YN0y+//FIKo0ZxKez8Hzp0SLGxsXr66ae1evVq+fv76+mnn1Z2dnYpjBrF7dKlSxo1apQOHTpUYB3+FiwCC3CHXLhwwRIQEGDZtm2bteztt9+2PP7443Z1V6xYYQkJCbHk5eVZLBaLJS8vz9KlSxfLypUr79h4UbyKMv9vvfWWZdCgQTZl0dHRlpkzZ5b4OFFyirIGrlm9erUlPDzc4uvra9MOZirKGnj//fctnTt3tuTm5lrL+vTpY/nqq6/uyFhR/Ioy/++9956ld+/e1vfnzp2z+Pr6WtLS0u7IWFFyDh06ZOnRo4flkUceuenvdv4WLDzO0OGO2b9/v3JzcxUcHGwta968ub777jvl5eXZ1P3uu+/UvHlzOTg4SJIcHBzUrFkzffvtt3dyyChGRZn/3r17a/To0XZ9nDt3rsTHiZJTlDUgSb/++qveeustTZgw4U4OEyWoKGtgx44dCg0NlZOTk7Vs5cqV6tChwx0bL4pXUebf09NThw8f1jfffKO8vDwlJiaqUqVKqlOnzp0eNorZjh071Lp1a/3jH/+4aT3+Fiw859IeAMqOzMxM3XXXXXJxcbGW3X333bp06ZLOnDkjLy8vm7r169e3aV+lSpWbnprHH1tR5r9evXo2bQ8dOqSvv/5a4eHhd2y8KH5FWQOSNHXqVPXu3VsNGjS400NFCSnKGjhx4oSaNm2quLg4paSkqFatWnrppZfUvHnz0hg6ikFR5r979+5KSUlRRESEnJyc5OjoqHnz5snDw6M0ho5iFBERUah6/C1YeJyhwx2TnZ1t80tckvV9Tk5OoereWA/mKMr8X+/06dOKiYlRs2bNFBoaWqJjRMkqyhrYunWrvvnmGz377LN3bHwoeUVZA1lZWZo/f768vb21YMECtWzZUoMGDdJ//vOfOzZeFK+izP+vv/6qzMxMvfbaa1q+fLl69uypsWPHcg9lGcLfgoVHoMMdU758ebv/Ca+9r1ChQqHq3lgP5ijK/F9z6tQpPfHEE7JYLJozZ44cHfmVZbLCroGLFy/qtdde07hx4/h//k+mKL8HnJyc5O/vr+HDh6tRo0Z64YUXVLduXa1evfqOjRfFqyjzP336dPn6+ioyMlJNmjTRxIkT5erqqpUrV96x8aJ08bdg4fHXEe6YatWq6ddff1Vubq61LDMzUxUqVFDlypXt6p46dcqm7NSpU6pateodGSuKX1HmX5JOnjypyMhI5eTkaMmSJXaX48E8hV0DaWlpOnHihIYPH67g4GDr/TaDBw/Wa6+9dsfHjeJTlN8D3t7euu+++2zK6tatyxk6gxVl/vfs2aOGDRta3zs6Oqphw4b66aef7th4Ubr4W7DwCHS4Y/z9/eXs7GxzM+s333yjgIAAuzMvgYGBSk1NlcVikSRZLBbt2rVLgYGBd3LIKEZFmf+srCw99dRTcnR01NKlS1WtWrU7PFqUhMKugaZNm2rdunVKSkqyviRp0qRJGjFixB0eNYpTUX4PBAUF6cCBAzZl33//vWrVqnUnhooSUJT5r1q1qo4cOWJT9sMPP+iee+65E0PFHwB/CxYegQ53jKurq3r16qXx48crLS1NGzZs0KJFizRgwABJV/+V7uLFi5Kkbt266X//+58mT56sw4cPa/LkycrOztZDDz1UmoeA21CU+Z83b56OHz+uadOmWbdlZmbylEvDFXYNVKhQQT4+PjYv6eq/1lapUqU0DwG3qSi/B8LDw3XgwAHFx8fr2LFjmj17tk6cOKGePXuW5iHgNhRl/h977DEtX75cSUlJOnbsmKZPn66ffvpJvXv3Ls1DQAnjb8FbVKpfmoAyJysry/Liiy9agoKCLO3atbO899571m2+vr423y3y3XffWXr16mUJCAiwPProo5Y9e/aUwohRnAo7/w8++KDF19fX7vXSSy+V0shRXIryO+B6fA/dn0dR1sDOnTstvXv3tjRp0sTSs2dPy44dO0phxChORZn/5cuXW7p162YJCgqy9O/f37J79+5SGDFK0o2/2/lb8NY4WCz//zwmAAAAAMAoXHIJAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAwHWioqLk5+eX72vatGnFtp+srCwtW7as2PorrO3bt8vPz08ZGRl3fN+/59ChQ/rqq69KexgAYBQHi8ViKe1BAADwRxEVFaUqVarolVdesdvm6uqqSpUqFct+EhISlJiYqJSUlGLpr7BycnJ09uxZeXl5ycnJ6Y7u+/eEhISod+/eiomJKe2hAIAxnEt7AAAA/NFUqFBB3t7eJbqP0vr3VBcXlxI/NgDAncMllwAAFJHFYtGCBQsUGhqqwMBA9ezZU5988olNnQ0bNigsLExBQUEKCAhQnz599K9//UuSFB8fr4SEBP3444/Wyx/HjBmjqKgomz6uL8vIyJCfn5/mzZunBx54QKGhoTp//rzOnTunuLg43X///WrevLkGDBig9PT0Asd+4yWXISEhmj9/voYMGaLAwECFhIRow4YN2rBhgx588EEFBQVp0KBB+uWXX2zar1u3Tp07d1ZQUJCefPJJHTlyxLqPK1euaPHixXrwwQcVEBCgBx98UB999JHNGBo1aqT58+erdevW6tOnjzp27Kgff/xRCQkJ1mM+ePCgnn76abVs2VJNmjRRaGioFi1aZO0nPj5eTz75pObPn6+//OUvCggI0OOPP24zlgsXLmjixIlq166dgoOD9fjjj2v37t3W7bt27VJkZKSaNm2qjh076vXXX9f58+cLsQoA4I+BQAcAQBH97W9/00cffaS4uDitWbNGAwYM0Pjx4633xO3evVsxMTH661//qjVr1mj58uXy8vLSiy++qJycHEVHRys6OlrVq1fX5s2bVaNGjULve9WqVXr//fc1a9YsVaxYUYMHD9aJEyc0b948LV++XEFBQerfv7/27t1b6D7feecdde/eXWvWrFHDhg314osvau7cuXrrrbc0d+5cpaena8GCBTZtpk6dqri4OP3jH/+Qs7OzBgwYoHPnzlm3vfPOOxo2bJjWrFmjyMhITZ48WYsXL7a2v3LlijZt2qR//OMfmjx5shITE1W9enVFR0crPj5e2dnZio6Olqenp/7+978rOTlZ3bp107Rp07Rv3z5rPzt37tQ333yj+fPn68MPP9Qvv/yi119/3br9+eef1z//+U9NmTJFSUlJql27tqKjo3X27Fnt379fAwcOVPv27fXJJ59o+vTp2rNnj6Kjo0vtDCoAFBWXXAIAcIM1a9boiy++sClr3ry5Fi5cqKysLC1evFgzZ85Ux44dJUl16tTRjz/+qHfffVeRkZFycnJSXFycIiIirO0HDBigwYMH65dfflGNGjXk5uYmJyenIl/+GBERofr160uSvv76a3377bfatm2bPD09JUmjRo3Srl27tGTJEk2dOrVQfXbs2FG9evWSJD322GPauHGjRo4cqaZNm0qS2rZtq0OHDtm0eemll9ShQwdJ0vTp09WxY0etXbtWDz/8sD766CONGTNGjzzyiCSpbt26ysjI0Pz58/XEE09Y+4iOjlbdunWt752cnOTm5iZPT0+dPn1aAwYMUGRkpCpWrChJGj58uBYuXKgDBw7I399fkpSbm6s333xTHh4ekqTw8HC99dZbkqTvv/9e//znP/Xuu++qXbt2kqTx48ercuXK+vXXX/Xuu+/qgQce0NChQ63jnDFjhjp37qwdO3aodevWhfr8AKA0EegAALhBSEiIRo8ebVNWoUIFSdLhw4d16dIlxcbGytHxtwtdcnNzlZOTo4sXL8rf318eHh6aP3++vv/+ex07dkz79++XdPXM1O3w8fGx/rxnzx5ZLBZ16tTJpk5OTo4uXbp0S326urpKuhpSr6lQoYL1kstrrg87np6euvfee3Xw4EF9//33unz5spo3b25Tv1WrVnr//fdt+rk+zN3Iy8tLERERSk5O1t69e3X8+HHrZ5iXl2etd/fdd1vDnCS5u7vr8uXLkq5esilJQUFB1u3ly5fX2LFjJUl79+7VsWPHFBwcbLf/I0eOEOgAGIFABwDADSpWrGgTcq537VK8WbNm6b777rPb7uLioh07dmjQoEHq2LGjmjdvrkceeUTZ2dl67rnnijSO3Nxcu7JrwVK6GmwqVaqkxMTEfMdRWM7O9n8OODg4FKnNlStX5OjoWOClitdC2PXtypcvX2D/mZmZ6tevn7y8vBQSEqJ27dopICDAelbwmpsdZ37HdeOYHnnkEesZuut5eXndtC0A/FFwDx0AAEVw3333ydnZWT/99JN8fHysr02bNundd9+Vo6OjFi1apNatW1sf2vHAAw/oP//5j6TfAuGNgalcuXJ2D+M4duzYTcfi6+ur8+fP6/LlyzZjWbBggTZu3FiMR23v+gevnD59WseOHVPjxo1Vr149lStXTt98841N/Z07d8rb29vmbNrNJCcn68yZM/roo4/07LPPqkuXLjp79qykwj8htF69enZjzc3NVUhIiD7//HM1aNBAhw8ftvnscnNzNWXKFOt8AcAfHYEOAIAicHd3V3h4uGbPnq3Vq1frxIkT+vjjj/XWW2+patWqkqQaNWrowIED2rlzpzIyMrRy5UrNnj1b0tXLISXJzc1NZ8+e1Q8//KDLly8rKChI+/fv1yeffKITJ07o7bfftl4yWJD27dvL399fI0eO1LZt23Ts2DFNmTJFiYmJ1jBTUl5//XX9+9//1v79+xUbGytvb29169ZNlSpVUr9+/TRnzhwlJyfr2LFjWrZsmT788ENFR0ff9MxfxYoVdfToUZ06dUrVq1dXdna2Pv/8c/3000/avHmzRo0aJem3z/D33Hvvveratatef/11bdu2TT/88IPi4uJ06dIltWrVStHR0dq7d69ef/11HTlyRKmpqYqNjdXRo0dvejkoAPyRcMklAABFNHbsWN11112aPXu2fv75Z9WoUUPDhw/XU089JenqwztOnTplvZSvfv36euONN/TCCy8oPT1d9erVU9euXbV8+XL16NFDS5cuVY8ePbRv3z5NmjRJubm5euihh/TEE08oNTW1wHE4OTlp0aJFeuutt/T8888rOztb9erVU0JCgtq0aVOin0G/fv304osv6syZM7r//vu1ZMkS6/131z6f6dOn69SpU6pbt65ee+01PfbYYzftMyoqStOmTdOhQ4e0evVq7dmzR1OnTtX58+dVq1YthYWFaePGjUpPT1f//v0LNc433nhDb775pkaMGKGcnBwFBgbq3XfflZeXl7y8vLRw4ULNnj1bvXv3lpubm9q0aaOXXnqpSJesAkBpcrDwXF4AAFBI27dv14ABA7Rx40bdc889pT0cACjzuOQSAAAAAAxFoAMAAAAAQ3HJJQAAAAAYijN0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYKj/B3jr/1CJWmIsAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Adding timestamp as data columns ...\n", - "Added timestamp as columns: ['.YEAR', '.SEASON', '.MONTH', '.WEEK', '.DOY', '.HOUR', '.YEARMONTH', '.YEARDOY', '.YEARWEEK'] (ONLY FALLBACK)\n", - "Fitting model ...\n", - "[0]\tvalidation_0-rmse:3.83081\tvalidation_1-rmse:3.83081\n", - "[1]\tvalidation_0-rmse:3.07189\tvalidation_1-rmse:3.07189\n", - "[2]\tvalidation_0-rmse:2.56924\tvalidation_1-rmse:2.56924\n", - "[3]\tvalidation_0-rmse:2.23805\tvalidation_1-rmse:2.23805\n", - "[4]\tvalidation_0-rmse:2.02226\tvalidation_1-rmse:2.02226\n", - "[5]\tvalidation_0-rmse:1.88223\tvalidation_1-rmse:1.88223\n", - "[6]\tvalidation_0-rmse:1.79301\tvalidation_1-rmse:1.79301\n", - "[7]\tvalidation_0-rmse:1.73575\tvalidation_1-rmse:1.73575\n", - "[8]\tvalidation_0-rmse:1.69920\tvalidation_1-rmse:1.69920\n", - "[9]\tvalidation_0-rmse:1.67628\tvalidation_1-rmse:1.67628\n", - "[10]\tvalidation_0-rmse:1.66181\tvalidation_1-rmse:1.66181\n", - "[11]\tvalidation_0-rmse:1.65261\tvalidation_1-rmse:1.65261\n", - "[12]\tvalidation_0-rmse:1.64677\tvalidation_1-rmse:1.64677\n", - "[13]\tvalidation_0-rmse:1.64306\tvalidation_1-rmse:1.64306\n", - "[14]\tvalidation_0-rmse:1.64071\tvalidation_1-rmse:1.64071\n", - "[15]\tvalidation_0-rmse:1.63923\tvalidation_1-rmse:1.63923\n", - "[16]\tvalidation_0-rmse:1.63828\tvalidation_1-rmse:1.63828\n", - "[17]\tvalidation_0-rmse:1.63767\tvalidation_1-rmse:1.63767\n", - "[18]\tvalidation_0-rmse:1.63728\tvalidation_1-rmse:1.63728\n", - "[19]\tvalidation_0-rmse:1.63703\tvalidation_1-rmse:1.63703\n", - "[20]\tvalidation_0-rmse:1.63687\tvalidation_1-rmse:1.63687\n", - "[21]\tvalidation_0-rmse:1.63677\tvalidation_1-rmse:1.63677\n", - "[22]\tvalidation_0-rmse:1.63670\tvalidation_1-rmse:1.63670\n", - "[23]\tvalidation_0-rmse:1.63666\tvalidation_1-rmse:1.63666\n", - "[24]\tvalidation_0-rmse:1.63663\tvalidation_1-rmse:1.63663\n", - "[25]\tvalidation_0-rmse:1.63662\tvalidation_1-rmse:1.63662\n", - "[26]\tvalidation_0-rmse:1.63661\tvalidation_1-rmse:1.63661\n", - "[27]\tvalidation_0-rmse:1.63660\tvalidation_1-rmse:1.63660\n", - "[28]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[29]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[30]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[31]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[32]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[33]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[34]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[35]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[36]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[37]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[38]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[39]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[40]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[41]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[42]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[43]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[44]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[45]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[46]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[47]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[48]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[49]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[50]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[51]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[52]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[53]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[54]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[55]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[56]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n", - "[57]\tvalidation_0-rmse:1.63659\tvalidation_1-rmse:1.63659\n" - ] - } - ], - "source": [ - "xgbts.fillgaps(showplot_scores=True, showplot_importance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "26545714-6dcd-463b-b0ea-e5d4104a34c5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "===================\n", - "GAP-FILLING RESULTS\n", - "===================\n", - "\n", - "Model scores and feature importances were calculated from high-quality predicted targets (134011 values, NEE_CUT_REF_orig_gfRF where flag=1) in comparison to observed targets (41284 values, NEE_CUT_REF_orig).\n", - "\n", - "## TARGET\n", - "- first timestamp: 2013-01-01 00:15:00\n", - "- last timestamp: 2022-12-31 23:45:00\n", - "- potential number of values: 175296 values)\n", - "- target column (observed): NEE_CUT_REF_orig\n", - "- missing records (observed): 134012 (cross-check from flag: 134012)\n", - "- target column (gap-filled): NEE_CUT_REF_orig_gfRF (175296 values)\n", - "- missing records (gap-filled): 0\n", - "- gap-filling flag: FLAG_NEE_CUT_REF_orig_gfRF_ISFILLED\n", - " > flag 0 ... observed targets (41284 values)\n", - " > flag 1 ... targets gap-filled with high-quality, all features available (134011 values)\n", - " > flag 2 ... targets gap-filled with fallback (1 values)\n", - "\n", - "## FEATURE IMPORTANCES\n", - "- names of features used in model: ['Rg_f', '.DOY', 'Tair_f', '.Rg_f-1', '.HOUR', '.Tair_f-1', '.VPD_f-1', 'VPD_f', '.YEARMONTH', '.RECORDNUMBER', '.WEEK', '.YEARDOY', '.YEARWEEK', '.SEASON', '.MONTH', '.YEAR']\n", - "- number of features used in model: 16\n", - "- permutation importances were calculated from 9 repeats.\n", - "\n", - " PERM_IMPORTANCE PERM_SD\n", - "Rg_f 1.051350 0.004352\n", - ".DOY 0.296587 0.002639\n", - "Tair_f 0.227427 0.001968\n", - ".Rg_f-1 0.193330 0.002117\n", - ".HOUR 0.190701 0.002925\n", - ".Tair_f-1 0.186915 0.001672\n", - ".VPD_f-1 0.140234 0.001066\n", - "VPD_f 0.105163 0.001561\n", - ".YEARMONTH 0.079876 0.001374\n", - ".RECORDNUMBER 0.059402 0.001180\n", - ".WEEK 0.048096 0.000622\n", - ".YEARDOY 0.025397 0.000353\n", - ".YEARWEEK 0.018915 0.000470\n", - ".SEASON 0.008717 0.000464\n", - ".MONTH 0.000612 0.000060\n", - ".YEAR 0.000179 0.000020\n", - "\n", - "## MODEL\n", - "The model was trained on a training set with test size 25.00%.\n", - "- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,\n", - " colsample_bylevel=None, colsample_bynode=None,\n", - " colsample_bytree=None, device=None, early_stopping_rounds=10,\n", - " enable_categorical=False, eval_metric=None, feature_types=None,\n", - " gamma=None, grow_policy=None, importance_type=None,\n", - " interaction_constraints=None, learning_rate=0.3, max_bin=None,\n", - " max_cat_threshold=None, max_cat_to_onehot=None,\n", - " max_delta_step=None, max_depth=0, max_leaves=None,\n", - " min_child_weight=None, missing=nan, monotone_constraints=None,\n", - " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", - " num_parallel_tree=None, random_state=42, ...)\n", - "- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': 10, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': 0.3, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': 0, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 99, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': 'hist', 'validate_parameters': True, 'verbosity': None}\n", - "\n", - "## MODEL SCORES\n", - "- MAE: 0.6433955496379932 (mean absolute error)\n", - "- MedAE: 0.04152118301391594 (median absolute error)\n", - "- MSE: 2.806024830856196 (mean squared error)\n", - "- RMSE: 1.6751193482424458 (root mean squared error)\n", - "- MAXE: 43.60479725646972 (max error)\n", - "- MAPE: 454184803030.928 (mean absolute percentage error)\n", - "- R2: 0.9242266093511264\n", - "\n" - ] - } - ], - "source": [ - "xgbts.report_gapfilling()" - ] - }, - { - "cell_type": "markdown", - "id": "df5ae8f7-31e6-4e8c-a1b1-ba1c3f2a4882", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "194f65b7-f62a-4c96-9469-3894366b9f39", - "metadata": {}, - "source": [ - "## Attributes\n", - "A lot more information about feature reduction, training and testing, model building and gap-filling is available via the class attributes." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "5677f7fb-2b65-477d-a283-efa064614508", - "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", - " \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", - "
PERM_IMPORTANCEPERM_SD
Rg_f1.0513500.004352
.DOY0.2965870.002639
Tair_f0.2274270.001968
.Rg_f-10.1933300.002117
.HOUR0.1907010.002925
.Tair_f-10.1869150.001672
.VPD_f-10.1402340.001066
VPD_f0.1051630.001561
.YEARMONTH0.0798760.001374
.RECORDNUMBER0.0594020.001180
.WEEK0.0480960.000622
.YEARDOY0.0253970.000353
.YEARWEEK0.0189150.000470
.SEASON0.0087170.000464
.MONTH0.0006120.000060
.YEAR0.0001790.000020
\n", - "
" - ], - "text/plain": [ - " PERM_IMPORTANCE PERM_SD\n", - "Rg_f 1.051350 0.004352\n", - ".DOY 0.296587 0.002639\n", - "Tair_f 0.227427 0.001968\n", - ".Rg_f-1 0.193330 0.002117\n", - ".HOUR 0.190701 0.002925\n", - ".Tair_f-1 0.186915 0.001672\n", - ".VPD_f-1 0.140234 0.001066\n", - "VPD_f 0.105163 0.001561\n", - ".YEARMONTH 0.079876 0.001374\n", - ".RECORDNUMBER 0.059402 0.001180\n", - ".WEEK 0.048096 0.000622\n", - ".YEARDOY 0.025397 0.000353\n", - ".YEARWEEK 0.018915 0.000470\n", - ".SEASON 0.008717 0.000464\n", - ".MONTH 0.000612 0.000060\n", - ".YEAR 0.000179 0.000020" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.feature_importances_" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "07ebdd80-e2f0-48ea-af15-47f538090666", - "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", - " \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", - "
PERM_IMPORTANCEPERM_SD
Rg_f0.9265570.009197
.DOY0.1716400.006681
Tair_f0.1184500.004091
.Rg_f-10.1069560.001572
.Tair_f-10.1021800.002777
.HOUR0.0798510.002950
.VPD_f-10.0586640.002984
VPD_f0.0460230.001969
.WEEK0.0327460.001603
.YEARMONTH0.0291650.001746
.RECORDNUMBER0.0209620.002855
.YEARDOY0.0191840.002273
.YEARWEEK0.0108900.001287
.YEAR0.0072570.000959
.SEASON0.0038260.000509
.MONTH0.0016930.000456
.RANDOM-0.0012470.001324
\n", - "
" - ], - "text/plain": [ - " PERM_IMPORTANCE PERM_SD\n", - "Rg_f 0.926557 0.009197\n", - ".DOY 0.171640 0.006681\n", - "Tair_f 0.118450 0.004091\n", - ".Rg_f-1 0.106956 0.001572\n", - ".Tair_f-1 0.102180 0.002777\n", - ".HOUR 0.079851 0.002950\n", - ".VPD_f-1 0.058664 0.002984\n", - "VPD_f 0.046023 0.001969\n", - ".WEEK 0.032746 0.001603\n", - ".YEARMONTH 0.029165 0.001746\n", - ".RECORDNUMBER 0.020962 0.002855\n", - ".YEARDOY 0.019184 0.002273\n", - ".YEARWEEK 0.010890 0.001287\n", - ".YEAR 0.007257 0.000959\n", - ".SEASON 0.003826 0.000509\n", - ".MONTH 0.001693 0.000456\n", - ".RANDOM -0.001247 0.001324" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.feature_importances_reduction_" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "09b6f5c4-73d3-476d-9381-76ada2cab3ed", - "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", - " \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", - "
PERM_IMPORTANCEPERM_SD
Rg_f0.8940800.012196
.DOY0.1938600.007116
Tair_f0.1285850.004280
.Rg_f-10.1064240.002401
.Tair_f-10.1056140.002766
.HOUR0.0909250.004901
.VPD_f-10.0662920.003484
VPD_f0.0510650.002615
.YEARMONTH0.0424690.001768
.RECORDNUMBER0.0262200.003046
.WEEK0.0229860.001207
.YEARDOY0.0119650.001316
.YEARWEEK0.0059480.000875
.SEASON0.0019120.000977
.MONTH0.0004240.000147
.YEAR-0.0000120.000115
\n", - "
" - ], - "text/plain": [ - " PERM_IMPORTANCE PERM_SD\n", - "Rg_f 0.894080 0.012196\n", - ".DOY 0.193860 0.007116\n", - "Tair_f 0.128585 0.004280\n", - ".Rg_f-1 0.106424 0.002401\n", - ".Tair_f-1 0.105614 0.002766\n", - ".HOUR 0.090925 0.004901\n", - ".VPD_f-1 0.066292 0.003484\n", - "VPD_f 0.051065 0.002615\n", - ".YEARMONTH 0.042469 0.001768\n", - ".RECORDNUMBER 0.026220 0.003046\n", - ".WEEK 0.022986 0.001207\n", - ".YEARDOY 0.011965 0.001316\n", - ".YEARWEEK 0.005948 0.000875\n", - ".SEASON 0.001912 0.000977\n", - ".MONTH 0.000424 0.000147\n", - ".YEAR -0.000012 0.000115" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.feature_importances_traintest_" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "db1bca31-51bc-419a-8304-e01256f08819", - "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", - " \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", - " \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", - " \n", - " \n", - " \n", - "
.PREDICTIONS_FULLMODELNEE_CUT_REF_orig.GAP_PREDICTIONSFLAG_NEE_CUT_REF_orig_gfRF_ISFILLEDNEE_CUT_REF_orig_gfRF.PREDICTIONS_FALLBACK.GAPFILLED_CUMULATIVE.PREDICTIONS
TIMESTAMP_MIDDLE
2013-01-01 00:15:00NaNNaNNaN2.00.4080630.4080630.4080630.408063
2013-01-01 00:45:000.465840NaN0.4658401.00.4658400.4080630.8739040.465840
2013-01-01 01:15:000.506889NaN0.5068891.00.5068890.4650391.3807920.506889
2013-01-01 01:45:000.5068890.538NaN0.00.5380000.4650391.9187920.506889
2013-01-01 02:15:00-0.770389NaN-0.7703891.0-0.770389-0.1828671.148403-0.770389
...........................
2022-12-31 21:45:003.145056NaN3.1450561.03.1450561.902051-84345.2720933.145056
2022-12-31 22:15:003.4594713.518NaN0.03.5180000.029508-84341.7540933.459471
2022-12-31 22:45:000.731468NaN0.7314681.00.7314680.029508-84341.0226250.731468
2022-12-31 23:15:000.780104NaN0.7801041.00.780104-0.119993-84340.2425210.780104
2022-12-31 23:45:000.088840NaN0.0888401.00.088840-0.119993-84340.1536820.088840
\n", - "

175296 rows × 8 columns

\n", - "
" - ], - "text/plain": [ - " .PREDICTIONS_FULLMODEL NEE_CUT_REF_orig .GAP_PREDICTIONS FLAG_NEE_CUT_REF_orig_gfRF_ISFILLED NEE_CUT_REF_orig_gfRF .PREDICTIONS_FALLBACK .GAPFILLED_CUMULATIVE .PREDICTIONS\n", - "TIMESTAMP_MIDDLE \n", - "2013-01-01 00:15:00 NaN NaN NaN 2.0 0.408063 0.408063 0.408063 0.408063\n", - "2013-01-01 00:45:00 0.465840 NaN 0.465840 1.0 0.465840 0.408063 0.873904 0.465840\n", - "2013-01-01 01:15:00 0.506889 NaN 0.506889 1.0 0.506889 0.465039 1.380792 0.506889\n", - "2013-01-01 01:45:00 0.506889 0.538 NaN 0.0 0.538000 0.465039 1.918792 0.506889\n", - "2013-01-01 02:15:00 -0.770389 NaN -0.770389 1.0 -0.770389 -0.182867 1.148403 -0.770389\n", - "... ... ... ... ... ... ... ... ...\n", - "2022-12-31 21:45:00 3.145056 NaN 3.145056 1.0 3.145056 1.902051 -84345.272093 3.145056\n", - "2022-12-31 22:15:00 3.459471 3.518 NaN 0.0 3.518000 0.029508 -84341.754093 3.459471\n", - "2022-12-31 22:45:00 0.731468 NaN 0.731468 1.0 0.731468 0.029508 -84341.022625 0.731468\n", - "2022-12-31 23:15:00 0.780104 NaN 0.780104 1.0 0.780104 -0.119993 -84340.242521 0.780104\n", - "2022-12-31 23:45:00 0.088840 NaN 0.088840 1.0 0.088840 -0.119993 -84340.153682 0.088840\n", - "\n", - "[175296 rows x 8 columns]" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.gapfilling_df_" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "44665ad5-6407-4116-b5af-0dadea771c56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
-       "             colsample_bylevel=None, colsample_bynode=None,\n",
-       "             colsample_bytree=None, device=None, early_stopping_rounds=10,\n",
-       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
-       "             gamma=None, grow_policy=None, importance_type=None,\n",
-       "             interaction_constraints=None, learning_rate=0.3, max_bin=None,\n",
-       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
-       "             max_delta_step=None, max_depth=0, max_leaves=None,\n",
-       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
-       "             multi_strategy=None, n_estimators=99, n_jobs=-1,\n",
-       "             num_parallel_tree=None, random_state=42, ...)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", - " colsample_bylevel=None, colsample_bynode=None,\n", - " colsample_bytree=None, device=None, early_stopping_rounds=10,\n", - " enable_categorical=False, eval_metric=None, feature_types=None,\n", - " gamma=None, grow_policy=None, importance_type=None,\n", - " interaction_constraints=None, learning_rate=0.3, max_bin=None,\n", - " max_cat_threshold=None, max_cat_to_onehot=None,\n", - " max_delta_step=None, max_depth=0, max_leaves=None,\n", - " min_child_weight=None, missing=nan, monotone_constraints=None,\n", - " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", - " num_parallel_tree=None, random_state=42, ...)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.model_" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "c0573f66-690d-42f9-a42e-742dc75875e6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['Rg_f',\n", - " '.DOY',\n", - " 'Tair_f',\n", - " '.Rg_f-1',\n", - " '.Tair_f-1',\n", - " '.HOUR',\n", - " '.VPD_f-1',\n", - " 'VPD_f',\n", - " '.WEEK',\n", - " '.YEARMONTH',\n", - " '.RECORDNUMBER',\n", - " '.YEARDOY',\n", - " '.YEARWEEK',\n", - " '.YEAR',\n", - " '.SEASON',\n", - " '.MONTH']" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.accepted_features_" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "5fc78990-fb1f-4468-972b-519ae1224679", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['.RANDOM']" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.rejected_features_" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "237d6a48-26c7-4daa-8215-afda8d5be477", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'mae': 0.6433955496379932,\n", - " 'medae': 0.04152118301391594,\n", - " 'mse': 2.806024830856196,\n", - " 'rmse': 1.6751193482424458,\n", - " 'mape': 454184803030.9276,\n", - " 'maxe': 43.60479725646972,\n", - " 'r2': 0.9242266093511264}" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.scores_" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "7877daf4-8bc6-4d93-8c84-10a4f7e24a60", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'mae': 2.3892699219244062,\n", - " 'medae': 1.7392821270227432,\n", - " 'mse': 11.16938961191176,\n", - " 'rmse': 3.3420636756219593,\n", - " 'mape': 1804039429363.9695,\n", - " 'maxe': 43.60479725646972,\n", - " 'r2': 0.700166522664261}" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.scores_test_" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "bdf810bd-eea4-4e86-bc16-70168675b0fd", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['X', 'y', 'timestamp', 'predictions', 'X_names', 'y_name', 'X_train', 'y_train', 'X_test', 'y_test', 'model'])" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xgbts.traintest_details_.keys()" - ] - }, - { - "cell_type": "markdown", - "id": "1541eac0-cccc-4a0c-81f5-ad3346b44ffa", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "efc9ef4a-21ed-4218-ae6f-05eb7077241b", - "metadata": {}, - "source": [ - "## Result" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "b1f5e1ce-e2cd-4b56-8506-f4a1c66da3b1", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "TIMESTAMP_MIDDLE\n", - "2013-01-01 00:15:00 0.408063\n", - "2013-01-01 00:45:00 0.465840\n", - "2013-01-01 01:15:00 0.506889\n", - "2013-01-01 01:45:00 0.538000\n", - "2013-01-01 02:15:00 -0.770389\n", - " ... \n", - "2022-12-31 21:45:00 3.145056\n", - "2022-12-31 22:15:00 3.518000\n", - "2022-12-31 22:45:00 0.731468\n", - "2022-12-31 23:15:00 0.780104\n", - "2022-12-31 23:45:00 0.088840\n", - "Freq: 30min, Name: NEE_CUT_REF_orig_gfRF, Length: 175296, dtype: float64" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gapfilled = xgbts.get_gapfilled_target()\n", - "gapfilled" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "938a74cf-1548-4e0a-ab1f-428d59f76ac2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "TIMESTAMP_MIDDLE\n", - "2013-01-01 00:15:00 2.0\n", - "2013-01-01 00:45:00 1.0\n", - "2013-01-01 01:15:00 1.0\n", - "2013-01-01 01:45:00 0.0\n", - "2013-01-01 02:15:00 1.0\n", - " ... \n", - "2022-12-31 21:45:00 1.0\n", - "2022-12-31 22:15:00 0.0\n", - "2022-12-31 22:45:00 1.0\n", - "2022-12-31 23:15:00 1.0\n", - "2022-12-31 23:45:00 1.0\n", - "Freq: 30min, Name: FLAG_NEE_CUT_REF_orig_gfRF_ISFILLED, Length: 175296, dtype: float64" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "flag = xgbts.get_flag()\n", - "flag" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "6304cd83-0445-4d01-ab1c-a26246de69e4", - "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", - " \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", - " \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", - " \n", - " \n", - " \n", - "
.PREDICTIONS_FULLMODELNEE_CUT_REF_orig.GAP_PREDICTIONSFLAG_NEE_CUT_REF_orig_gfRF_ISFILLEDNEE_CUT_REF_orig_gfRF.PREDICTIONS_FALLBACK.GAPFILLED_CUMULATIVE.PREDICTIONS
TIMESTAMP_MIDDLE
2013-01-01 00:15:00NaNNaNNaN2.00.4080630.4080630.4080630.408063
2013-01-01 00:45:000.465840NaN0.4658401.00.4658400.4080630.8739040.465840
2013-01-01 01:15:000.506889NaN0.5068891.00.5068890.4650391.3807920.506889
2013-01-01 01:45:000.5068890.538NaN0.00.5380000.4650391.9187920.506889
2013-01-01 02:15:00-0.770389NaN-0.7703891.0-0.770389-0.1828671.148403-0.770389
...........................
2022-12-31 21:45:003.145056NaN3.1450561.03.1450561.902051-84345.2720933.145056
2022-12-31 22:15:003.4594713.518NaN0.03.5180000.029508-84341.7540933.459471
2022-12-31 22:45:000.731468NaN0.7314681.00.7314680.029508-84341.0226250.731468
2022-12-31 23:15:000.780104NaN0.7801041.00.780104-0.119993-84340.2425210.780104
2022-12-31 23:45:000.088840NaN0.0888401.00.088840-0.119993-84340.1536820.088840
\n", - "

175296 rows × 8 columns

\n", - "
" - ], - "text/plain": [ - " .PREDICTIONS_FULLMODEL NEE_CUT_REF_orig .GAP_PREDICTIONS FLAG_NEE_CUT_REF_orig_gfRF_ISFILLED NEE_CUT_REF_orig_gfRF .PREDICTIONS_FALLBACK .GAPFILLED_CUMULATIVE .PREDICTIONS\n", - "TIMESTAMP_MIDDLE \n", - "2013-01-01 00:15:00 NaN NaN NaN 2.0 0.408063 0.408063 0.408063 0.408063\n", - "2013-01-01 00:45:00 0.465840 NaN 0.465840 1.0 0.465840 0.408063 0.873904 0.465840\n", - "2013-01-01 01:15:00 0.506889 NaN 0.506889 1.0 0.506889 0.465039 1.380792 0.506889\n", - "2013-01-01 01:45:00 0.506889 0.538 NaN 0.0 0.538000 0.465039 1.918792 0.506889\n", - "2013-01-01 02:15:00 -0.770389 NaN -0.770389 1.0 -0.770389 -0.182867 1.148403 -0.770389\n", - "... ... ... ... ... ... ... ... ...\n", - "2022-12-31 21:45:00 3.145056 NaN 3.145056 1.0 3.145056 1.902051 -84345.272093 3.145056\n", - "2022-12-31 22:15:00 3.459471 3.518 NaN 0.0 3.518000 0.029508 -84341.754093 3.459471\n", - "2022-12-31 22:45:00 0.731468 NaN 0.731468 1.0 0.731468 0.029508 -84341.022625 0.731468\n", - "2022-12-31 23:15:00 0.780104 NaN 0.780104 1.0 0.780104 -0.119993 -84340.242521 0.780104\n", - "2022-12-31 23:45:00 0.088840 NaN 0.088840 1.0 0.088840 -0.119993 -84340.153682 0.088840\n", - "\n", - "[175296 rows x 8 columns]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gapfilling_df = xgbts.gapfilling_df_\n", - "gapfilling_df" - ] - }, - { - "cell_type": "markdown", - "id": "5ce907d7-3d76-411c-b347-9da6efca4478", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "f76b66b9-87c7-4144-8f06-df4fe48e1a0c", - "metadata": {}, - "source": [ - "## Plot" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "28823987-3361-459b-add7-6e5df0f129a1", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(ncols=2, figsize=(16, 9))\n", - "HeatmapDateTime(series=df[TARGET_COL], ax=axs[0]).plot()\n", - "HeatmapDateTime(series=gapfilled, ax=axs[1]).plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "be6fd025-fae3-4c46-80ea-211eeabf579a", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gapfilled.cumsum().plot();" - ] - }, - { - "cell_type": "markdown", - "id": "349a38bf-49dc-46f3-aed8-c37415f7b1c4", - "metadata": {}, - "source": [ - "
" - ] - }, - { - "cell_type": "markdown", - "id": "def56ee3-2a84-4a86-bd5b-525f0764b48d", - "metadata": {}, - "source": [ - "# **End of notebook**\n", - "Congratulations, you reached the end of this notebook! Before you go let's store your finish time." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "e6ea09b1-a8b1-420f-9df0-44e50d69c37c", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished. 2024-04-24 19:59:31\n" - ] - } - ], - "source": [ - "dt_string = datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n", - "print(f\"Finished. {dt_string}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4b50b45c-10a0-489d-b6e9-8b3d69d74303", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - }, - "toc-autonumbering": true, - "toc-showcode": false, - "toc-showmarkdowntxt": false, - "toc-showtags": true - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/GapFilling/XGBoostGapFillingExtensive.ipynb b/notebooks/GapFilling/XGBoostGapFillingExtensive.ipynb new file mode 100644 index 0000000..ec0d289 --- /dev/null +++ b/notebooks/GapFilling/XGBoostGapFillingExtensive.ipynb @@ -0,0 +1,2973 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1b68dee5-76ca-44bd-8de6-45c5a314d982", + "metadata": {}, + "source": [ + "![lop](../../images/logo_diive1_128px.png)" + ] + }, + { + "cell_type": "markdown", + "id": "80476531-3a45-420c-8ece-d8fe73ab8788", + "metadata": {}, + "source": [ + "\n", + "\n", + " XGBoost gap-filling\n", + ": extensive example, more parameters\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "48815613-0181-48f3-a4d7-9620a9f88b15", + "metadata": {}, + "source": [ + "---\n", + "**Notebook version**: `1` (26 Apr 2024) \n", + "**Author**: Lukas Hörtnagl (holukas@ethz.ch) " + ] + }, + { + "cell_type": "markdown", + "id": "16a83491-39e1-4d9d-a0ba-e99ca4c578c4", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "10364782-eb90-4f6f-b419-d4fd5f2bccd1", + "metadata": {}, + "source": [ + "# **Background**" + ] + }, + { + "cell_type": "markdown", + "id": "f4616152-4f22-4f0b-9d31-f590782c0ddb", + "metadata": { + "tags": [] + }, + "source": [ + "- Using [XGBoost](https://xgboost.readthedocs.io/en/stable/) to gap-fill time series data" + ] + }, + { + "cell_type": "markdown", + "id": "114bdf76-2238-4790-9107-8242990b029a", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "da7534be-f906-48e0-8257-8134c6f379e2", + "metadata": {}, + "source": [ + "# **User settings**\n", + "`TARGET_COL` ... name of the time series that is gap-filled \n", + "`subsetcols` ... list of columns included in the random forest model, target must also be listed here\n", + "\n", + "All columns that are not the target will be used as features/predictors during model building." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8cc892bd-75a4-467f-8399-6b152e37c4c1", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "TARGET_COL = 'NEE_CUT_REF_orig'\n", + "subsetcols = [TARGET_COL, 'Tair_f', 'VPD_f', 'Rg_f', 'SWC_FF0_0.15_1', 'PPFD']" + ] + }, + { + "cell_type": "markdown", + "id": "27daca5e-76ed-47be-a3e8-18d259ea7522", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "a8b8983b-88e5-42e3-8d72-9729f9306653", + "metadata": {}, + "source": [ + "# **Imports**\n", + "- This notebook uses `diive` ([source code](https://gitlab.ethz.ch/diive/diive)) to check eddy covariance fluxes for quality" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a5a21aa1-ea9a-4959-995e-3770371efc73", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "diive version: v0.75.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import importlib.metadata\n", + "from datetime import datetime\n", + "import matplotlib.pyplot as plt\n", + "from diive.configs.exampledata import load_exampledata_parquet\n", + "from diive.core.plotting.timeseries import TimeSeries # For simple (interactive) time series plotting\n", + "from diive.core.dfun.stats import sstats # Time series stats\n", + "from diive.core.plotting.heatmap_datetime import HeatmapDateTime\n", + "from diive.pkgs.gapfilling.xgboost_ts import XGBoostTS\n", + "from diive.pkgs.createvar.timesince import TimeSince\n", + "from diive.pkgs.createvar.daynightflag import DaytimeNighttimeFlag\n", + "version_diive = importlib.metadata.version(\"diive\")\n", + "print(f\"diive version: v{version_diive}\")" + ] + }, + { + "cell_type": "markdown", + "id": "82c9dc2d-5570-48cc-8428-bdd5f7e980df", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "5d93046a-097d-49d2-b46d-bbf5f67b3850", + "metadata": {}, + "source": [ + "# **Docstring** for `XGBoostTS`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f5462f0f-012b-4810-a731-d1c0ff60c04a", + "metadata": {}, + "outputs": [], + "source": [ + "# help(XGBoostTS)" + ] + }, + { + "cell_type": "markdown", + "id": "57c69ddc-0420-451d-bf56-95859c5174d0", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "bdb4b245-837d-4830-942d-293f0e8e343b", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "72383d3c-88ba-4e50-ae97-313c8e701f05", + "metadata": {}, + "source": [ + "# **Load data**" + ] + }, + { + "cell_type": "markdown", + "id": "a33d178e-0b56-4526-87c6-ab7d8b40561a", + "metadata": {}, + "source": [ + "## Load example data from parquet file" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d8813d50-abc1-46cc-89de-c463c8250eab", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded .parquet file L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\configs\\exampledata\\exampledata_PARQUET_CH-DAV_FP2022.5_2013-2022_ID20230206154316_30MIN.parquet (0.042 seconds). Detected time resolution of <30 * Minutes> / 30min \n" + ] + } + ], + "source": [ + "source_df = load_exampledata_parquet()" + ] + }, + { + "cell_type": "markdown", + "id": "a33fb475-7d83-40b2-8d84-4da1b604e766", + "metadata": {}, + "source": [ + "## Make subset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "74fe2892-e86d-4f49-a9f4-67bca026a125", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = source_df.copy()\n", + "lowquality = df[\"QCF_NEE\"] > 0 # This example uses NEE flux data, only records where the quality flag QCF is 0 (highest quality) are retained\n", + "df.loc[lowquality, TARGET_COL] = np.nan # Set fluxes of lower quality to missing\n", + "df = df[subsetcols].copy() # Keep subset columns only" + ] + }, + { + "cell_type": "markdown", + "id": "795ef989-a96d-477a-ba68-b4877fd06dd6", + "metadata": {}, + "source": [ + "## Add more features" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d89cba04-c9cf-4e1f-b4fb-3e65c3820222", + "metadata": {}, + "outputs": [], + "source": [ + "# Calculate time since sub-zero air temperature\n", + "ts = TimeSince(df['Tair_f'], upper_lim=0, include_lim=True)\n", + "ts.calc()\n", + "ts_series = ts.get_timesince()\n", + "df['TA>0'] = ts_series\n", + "\n", + "# Calculate time since air temperature was >= 20°C\n", + "ts = TimeSince(df['Tair_f'], lower_lim=20, include_lim=True)\n", + "ts.calc()\n", + "ts_series = ts.get_timesince()\n", + "# xxx = ts.get_full_results()\n", + "df['TA>20'] = ts_series\n", + "\n", + "# Calculate daytime and nighttime flag\n", + "dnf = DaytimeNighttimeFlag(\n", + " timestamp_index=df.index,\n", + " nighttime_threshold=50,\n", + " lat=46.815333,\n", + " lon=9.855972,\n", + " utc_offset=1)\n", + "results = dnf.get_results()\n", + "df['DAYTIME'] = results['DAYTIME'].copy()\n", + "df['NIGHTTIME'] = results['NIGHTTIME'].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6deef11b-eab0-4947-9004-1926887de11c", + "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", + " \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", + " \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", + " \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", + "
NEE_CUT_REF_origTair_fVPD_fRg_fSWC_FF0_0.15_1PPFDTA>0TA>20DAYTIMENIGHTTIME
TIMESTAMP_MIDDLE
2013-01-01 00:15:00NaN-1.6181.3390.034.9770.017010.01.0
2013-01-01 00:45:00NaN-1.6301.3370.034.9770.031020.01.0
2013-01-01 01:15:00NaN-1.6441.3350.034.971-0.006030.01.0
2013-01-01 01:45:000.538-1.6571.3320.034.975-0.018040.01.0
2013-01-01 02:15:00NaN-0.5673.5450.034.9670.007050.01.0
.................................
2022-12-31 21:45:00NaN3.4632.2100.019.5720.0007152410.01.0
2022-12-31 22:15:003.5185.2833.3270.019.5770.0007252420.01.0
2022-12-31 22:45:00NaN5.5373.4670.019.5890.0007352430.01.0
2022-12-31 23:15:00NaN4.9633.0100.019.6090.0007452440.01.0
2022-12-31 23:45:00NaN6.4903.9050.019.6310.0007552450.01.0
\n", + "

175296 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " NEE_CUT_REF_orig Tair_f VPD_f Rg_f SWC_FF0_0.15_1 PPFD TA>0 TA>20 DAYTIME NIGHTTIME\n", + "TIMESTAMP_MIDDLE \n", + "2013-01-01 00:15:00 NaN -1.618 1.339 0.0 34.977 0.017 0 1 0.0 1.0\n", + "2013-01-01 00:45:00 NaN -1.630 1.337 0.0 34.977 0.031 0 2 0.0 1.0\n", + "2013-01-01 01:15:00 NaN -1.644 1.335 0.0 34.971 -0.006 0 3 0.0 1.0\n", + "2013-01-01 01:45:00 0.538 -1.657 1.332 0.0 34.975 -0.018 0 4 0.0 1.0\n", + "2013-01-01 02:15:00 NaN -0.567 3.545 0.0 34.967 0.007 0 5 0.0 1.0\n", + "... ... ... ... ... ... ... ... ... ... ...\n", + "2022-12-31 21:45:00 NaN 3.463 2.210 0.0 19.572 0.000 71 5241 0.0 1.0\n", + "2022-12-31 22:15:00 3.518 5.283 3.327 0.0 19.577 0.000 72 5242 0.0 1.0\n", + "2022-12-31 22:45:00 NaN 5.537 3.467 0.0 19.589 0.000 73 5243 0.0 1.0\n", + "2022-12-31 23:15:00 NaN 4.963 3.010 0.0 19.609 0.000 74 5244 0.0 1.0\n", + "2022-12-31 23:45:00 NaN 6.490 3.905 0.0 19.631 0.000 75 5245 0.0 1.0\n", + "\n", + "[175296 rows x 10 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "25ae8042-12c8-41fd-8a6d-7a71d56cdd4a", + "metadata": { + "tags": [] + }, + "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", + " \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", + " \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", + "
NEE_CUT_REF_origTair_fVPD_fRg_fSWC_FF0_0.15_1PPFDTA>0TA>20DAYTIMENIGHTTIME
count41284.000000175296.000000175296.000000175296.000000164568.000000175060.000000175296.000000175296.000000175296.000000175296.000000
mean-3.8335224.7129993.233176152.67144523.909444305.2805291210.5712114501.2192290.4809690.519031
std6.0854497.5486533.710180247.5313124.890167494.1283101860.7406704086.7480210.4996390.499639
min-38.653000-23.0960000.0000000.00000012.436000-2.7070000.0000000.0000000.0000000.000000
25%-7.840000-0.8000000.6610000.00000020.7480000.0000000.000000430.0000000.0000000.000000
50%-3.8270004.6000001.9910002.59600024.4960009.721000119.0000003655.0000000.0000001.000000
75%0.60625010.0670004.375000225.67775027.106000449.1685001895.0000007881.2500001.0000001.000000
max25.29000028.71300032.1180001197.80000041.4510002420.7720007853.00000013386.0000001.0000001.000000
\n", + "
" + ], + "text/plain": [ + " NEE_CUT_REF_orig Tair_f VPD_f Rg_f SWC_FF0_0.15_1 PPFD TA>0 TA>20 DAYTIME NIGHTTIME\n", + "count 41284.000000 175296.000000 175296.000000 175296.000000 164568.000000 175060.000000 175296.000000 175296.000000 175296.000000 175296.000000\n", + "mean -3.833522 4.712999 3.233176 152.671445 23.909444 305.280529 1210.571211 4501.219229 0.480969 0.519031\n", + "std 6.085449 7.548653 3.710180 247.531312 4.890167 494.128310 1860.740670 4086.748021 0.499639 0.499639\n", + "min -38.653000 -23.096000 0.000000 0.000000 12.436000 -2.707000 0.000000 0.000000 0.000000 0.000000\n", + "25% -7.840000 -0.800000 0.661000 0.000000 20.748000 0.000000 0.000000 430.000000 0.000000 0.000000\n", + "50% -3.827000 4.600000 1.991000 2.596000 24.496000 9.721000 119.000000 3655.000000 0.000000 1.000000\n", + "75% 0.606250 10.067000 4.375000 225.677750 27.106000 449.168500 1895.000000 7881.250000 1.000000 1.000000\n", + "max 25.290000 28.713000 32.118000 1197.800000 41.451000 2420.772000 7853.000000 13386.000000 1.000000 1.000000" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c9f9284e-4518-423f-bfdd-55bebc06ed75", + "metadata": { + "tags": [] + }, + "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", + " \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", + "
NEE_CUT_REF_orig
STARTDATE2013-01-01 00:15
ENDDATE2022-12-31 23:45
PERIOD3651 days 23:30:00
NOV41284
MISSING134012
MISSING_PERC76.448978
MEAN-3.833522
SD6.085449
VAR37.032694
SD/MEAN-1.58743
SUM-158263.133
MEDIAN-3.827
MIN-38.653
MAX25.29
P01-18.7924
P05-13.7397
P25-7.84
P750.60625
P955.48585
P9910.92289
\n", + "
" + ], + "text/plain": [ + " NEE_CUT_REF_orig\n", + "STARTDATE 2013-01-01 00:15\n", + "ENDDATE 2022-12-31 23:45\n", + "PERIOD 3651 days 23:30:00\n", + "NOV 41284\n", + "MISSING 134012\n", + "MISSING_PERC 76.448978\n", + "MEAN -3.833522\n", + "SD 6.085449\n", + "VAR 37.032694\n", + "SD/MEAN -1.58743\n", + "SUM -158263.133\n", + "MEDIAN -3.827\n", + "MIN -38.653\n", + "MAX 25.29\n", + "P01 -18.7924\n", + "P05 -13.7397\n", + "P25 -7.84\n", + "P75 0.60625\n", + "P95 5.48585\n", + "P99 10.92289" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sstats(df[TARGET_COL])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f0d91cb8-d483-4595-baf5-72f7017751ab", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\plotting\\timeseries.py:139: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " self.fig.show()\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABWgAAAMSCAYAAAD3Gi3ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd7jc1J038O/c3txwBQM2GDAGY4xNCSTUsGFDkg2bzb6bvCEJyYZk07PJfSF0QscUG0wxEMAOHYIppoONjbEN7r33cnufO31Gev+4d8ZTNDOSRvXM9/M8PPjOSEdn9JOOjo6OzvHIsiyDiIiIiIiIiIiIiCxXYncGiIiIiIiIiIiIiIoVG2iJiIiIiIiIiIiIbMIGWiIiIiIiIiIiIiKbsIGWiIiIiIiIiIiIyCZsoCUiIiIiIiIiIiKyCRtoiYiIiIiIiIiIiGzCBloiIiIiIiIiIiIim7CBloiIiIiIiIiIiMgmbKAlIiIiIiIiIiIiskmZ3RkgIiIicrovv/wSP/nJT+DxePDcc8/hrLPOyrrsj3/8YyxfvhzPPvsszjvvPBw8eBBf//rXVW/r7rvvxve+972U7ar1j3/8A+ecc47q5XNZvnw55s6di3Xr1qGpqQmyLOOYY47BBRdcgJ/85CcYOXJkxjrjx48HAMyfPx9HH3101rT/+te/4o033sDvfvc7/P73v9f8O4HU/aRVPJ9KSktLUVtbizFjxuCb3/wmfvzjH6OioiJlmUsuuQSHDh1Sta1///d/xz333KN53dGjR2PBggWqtmG2uXPn4rrrrsN3vvMd3H///XZnh4iIiEg4bKAlIiIiUkmWZVx//fV4++23UV1drXn973znO3mXOfbYYzM+q6mpUdXIO2zYMM15Stfd3Y0bbrgBH3/8MTweD8aPH4/zzjsPvb292Lp1K/7+97/jpZdewpNPPokzzzyz4O0BfflW2jfz5s0DAFx66aUZ+1tpP2mllG4oFML+/fuxYcMGbNiwAcuWLcMTTzyB0tLSjPXPO+88DB06NOc2zjjjDMXP8617xBFHqPgFRERERCQCNtASERERabB//3488MADuPHGGzWvq7f34ZAhQyzpuRgOh3HVVVdh8+bNOO+883DjjTdi3Lhxie/9fj9mzpyJZ555BldffTVeeuklnHzyyQVvd9y4cYq/L95Ae9111+XskatXrnS//PJL/OpXv8LixYvxwQcf4Fvf+lbGMv/zP/+ju8dyIeta7V/+5V9w+umnY8CAAXZnhYiIiEhIHIOWiIiISKXhw4ejrKwML7zwAlauXGl3dgw3ffp0bN68GWeffTaeeOKJlMZZoK8n77XXXovvfOc78Pv9eOihh2zKqfnOOecc/PCHPwQAxww1YJcBAwZg3LhxGDFihN1ZISIiIhISG2iJiIiIVDrmmGPwi1/8ApIk4frrr0cwGLQ7S4YJBoN45ZVXAADXX399xriryX73u99h/PjxGDVqFCKRiFVZtFy8d21XV5e9GdFpzZo1+N3vfodzzz0XEydOxMUXX4xbbrkFjY2NGctecsklOPPMM7F9+3Z873vfSyy/cuVKzJ07F+PHj0d9fX3Geu+99x5+8IMfYOrUqTj77LPxpz/9CQcOHMBVV12F8ePH4+DBg1b8VCIiIiJXYwMtERERkQa//e1vceKJJ2Lfvn148MEH7c6OYRYuXAifz4dx48ZhwoQJOZcdO3Ys3n77bdxyyy0oLy+3KIfW++yzzwAAJ510ks050e6ll17C//2//xcff/wxjjnmGFxyySUoLy/Hyy+/jCuuuALr16/PWCcSieCXv/wlenp6cOGFF8Lj8eQcwmLatGn43//9X2zatAlnnHEGzjjjDCxcuBD/+Z//iYaGBjN/HhEREZFQOAYtERERkQYVFRW466678IMf/ADPPfccLrvsMkydOtXubBVs9+7dAIDTTz/d5pzYy+/3Y+/evXjuueewcOFCDBgwAD/+8Y/tzpYmW7duxW233YaKigo88sgjOP/88wEAkiThsccew8yZM/H73/8eH374IaqqqhLrBYNBHHHEEXj55ZdRUVEBSZJQUqLcn+OLL77A008/jREjRmD27NmJ4TAOHTqEn/3sZ9i3b5/5P5SIiIhIEGygJSIiItJo0qRJ+PnPf46nnnoK119/Pd56662Uhq5sxo8fn/P7k08+GW+99VbG54cOHcq77te//nU89thjefOQTWtrKwBg6NChutNwm69//es5vx83bhzuueceHHXUUYrf/+QnP8m7jRUrVmDgwIGa1i00lnPmzIEkSbj66qsTjbMAUFJSgt/97nf48ssvsXz5csybNw//+Z//mbLu//k//ycxvEW2xtn4NgDgr3/9a8pYxaNHj8add96JK6+8Unf+iYiIiIoNG2iJiIiIdPjDH/6ABQsWYNeuXZgxYwb++te/5l3nO9/5Ts7vR48erfh5TU1N3sbEiRMn5t1+LmVlfdXCWCxWUDpucumll6K6uhoA0NvbiyVLliAcDmPChAm46aabMGXKFHg8nqzrn3feeXkbtLMNAZFr3UJjuWLFCgDAZZddpvj9t771LSxfvhzLly/PaKDNNaRBnCzL+OKLL1BaWopLLrkk4/uzzjoLw4cPTzT6ExEREVFubKAlIiIi0qGiogJ33303fvjDH2LOnDm47LLLcMYZZ+Rc5/7779e1rSFDhuheV63hw4cDADo6OnSnUVJSAkmSIMtyzuXijcCVlZW6t2WE6667LjERGAA0Nzfj6quvxpYtW/Dkk0/ikUceyTnG7v/8z//gnHPO0bXtQtbNp6WlBUD2Bv/4b1ZqQB00aFDe9Lu6uuD3+zF06NBEA3e60aNHs4GWiIiISCVOEkZERESk0+mnn46rrroKkiThuuuuQygUsjtLusV7ba5du1bV8rNmzcK8efPQ3d2d+Ky2thYAEAgEcq7r8/kAAAMGDNCRU/OMHDkSjz/+OAYOHIiFCxfi9ttvtztLuqhtII8PZZAs17AGcdFoFEDfmLZ680BEREREh7GBloiIiKgAf/zjH3Hcccdhz549mDFjht3Z0e3ss8/GoEGDsHfvXmzdujXnsgcOHMCMGTNQX1+PgwcPJj4/5phjAPSNmZtLfAKpbGO72mn06NG48cYbAQCvvPIKFi1aZHOOtBsxYgSA7HGIx0zveMNDhgxBZWUluru7E43t6RobG3WlTURERFSM2EBLREREVIDKykrcfffdKCkpwezZs7F79267s6RLWVlZYuKqu+66K9FLMp0sy5g2bRpkWcbkyZNx6qmnJr6bOnUqAODDDz/Mup29e/di586dKCsrSyzvNN/97nfxta99DQBw2223IRgM2pwjbc466ywA2ePw/vvvA4DuIRbKyspw1llnQZIkxQbsDRs2JIZZICIiIqL82EBLREREVKAzzjgDP/3pTyFJEtra2uzOjm5XX301jj/+eHz55Ze4+uqrEz1d43p7e3HLLbfgo48+QkVFBW6++eaU73/605+iuroab775JubMmZMx4VhjYyOuueYaAMAPf/hD1NXVmfuDCnDLLbegsrISBw8exOOPP253djS58sorUVpaiqeeegqff/554nNZlvHII49gxYoVGDlyJC699FLd27jqqqsAAPfeey/27NmT+Ly9vT3RAxlAzknWiIiIiKgPJwkjIiIiMsCf/vQnfPrpp9i7d2/WZerr6/OmM27cOPz6179O+ayzs1PVumeddRb+67/+K+9y2VRWVuK5557DL3/5SyxduhSXXXYZTjnlFBx99NHw+XxYvXo1/H4/Bg0ahAceeCCl9yzQN8TBPffcg7/+9a+466678NRTT+HUU09FdXU1mpqasGHDBkSjUVxyySX485//rDufVjj22GPxq1/9Cg8//DCefvppfPe738Xxxx+fssysWbPw2muv5U3L7Ane0k2cOBHXXXcd7rzzTvz3f/83Jk+ejFGjRmHr1q3Yu3cvBg8ejOnTpxfUQH7++efjRz/6EV544QX827/9G8455xyUl5fjyy+/RE1NDaqrqxEIBFBWxtsNIiIionxYYyIiIiIyQFVVFe666y5ceeWVWSdPmjdvXt50zj777IwGWr/fr2rdsrKyghpoAWDYsGF4+eWX8eabb+KDDz7Atm3bsG3bNpSXl2PMmDG46KKL8JOf/CTr+KX/+q//igkTJuCVV17B4sWLsXbtWvj9fgwfPhxf/epX8R//8R/4l3/5F1WTUdnt6quvxrx587Bnzx7cdtttmD17dsr3S5cuVZWO1Q20APDjH/8YEyZMwNNPP43Vq1dj8+bNGDVqFH7605/i5z//OUaNGlXwNm666SZMmDABL730ElasWIHKykpcfPHF+Mtf/oIrrrgCgUDAcRPBERERETmRR+YUq0REREREpMGuXbtQXV2NUaNGZTS2d3Z24txzz8WwYcNShlggIiIiImXO77pARERERESO8vjjj+Piiy/GnDlzUj6PRCK48847IcsyLrvsMptyR0REROQu7EFLREREJJCPPvoIH330kaZ1vvGNb+Ab3/iGSTkyRzH8Tif/xvXr1+PKK69EKBTCiSeeiOOPPx6hUAgbNmxAe3s7xo8fjxdffNHRE8EREREROQXHoCUiIiISyLZt21SNV5tszJgxrmq4BIrjdzr5N06aNAlvvPEG5syZgy+//BKfffYZysrKcMwxx+Cqq67CT3/6U1RWVpqeDyIiIiIRsActERERERERERERkU04Bi0RERERERERERGRTdhAS0RERERERERERGQTNtASERERERERERER2YQNtEREREREREREREQ2YQMtERERERERERERkU3YQEtERERERERERERkEzbQEhEREREREREREdmEDbRERERERERERERENmEDLREREREREREREZFN2EBLREREREREREREZBM20BIRERERERERERHZhA20RERERERERERERDZhAy0RERERERERERGRTdhAS0RERERERERERGQTNtASERERERERERER2YQNtEREREREREREREQ2YQMtERERERERERERkU3YQEtERERERERERERkkzK7MyCKtrY2fPjhhxg7diyqq6vtzg4RERERERERERHZJBAIYO/evbjsssswbNiwnMuygdYgH374Ia688kq7s0FEREREREREREQO8fzzz+NHP/pRzmXYQGuQsWPHAujb6RMmTLA3MyYLBEPY29CEsUeNQnVVpd3ZIQMwpuJhTMXEuIqHMRUT4yoexlQ8jKmYGFfxMKbiKaaYbtmyBVdeeWWizTAXNtAaJD6swYQJEzBlyhSbc2O+r9qdATIcYyoexlRMjKt4GFMxMa7iYUzFw5iKiXEVD2MqnmKLqZqhUDlJGGkWi0no9QcQi0l2Z4UMwpiKhzEVE+MqHsZUTIyreBhT8TCmYmJcxcOYiocxVcYGWtLM6/dj/pdr4PX77c4KGYQxFQ9jKibGVTyMqZgYV/EwpuJhTMXEuIqHMRUPY6qMDbRERERERERERERENmEDLREREREREREREZFN2EBLREREREREREREZBM20BIRERERERERERHZxCPLsmx3JkSwevVqTJ06FatWrcKUKVPszg4RERERERERERHZREtbIXvQEhEREREREREREdmEDbSkmdcfwGer1sPrD9idFTIIYyoexlRMjKt4GFMxMa7iYUzFw5iKiXEVD2MqHsZUGRtoSbNYLIbOnl7EYjG7s0IGYUzFw5iKiXEVD2MqJsZVPIypeBhTMTGu4mFMxcOYKmMDLREREREREREREZFN2EBLREREREREREREZBM20BIRERERERERERHZhA20pFlNVSWmTDgRNVWVdmeFDMKYiocxFRPjKh7GVEyMq3gYU/EwpmJiXMXDmIqHMVVWZncGyH0qystxzKjhdmeDDMSYiocxFRPjKh7GVEyMq3gYU/EwpmJiXMXDmIqHMVXGHrSkWSgcwe6DjQiFI3ZnhQzCmIqHMRUT4yoexlRMjKt4GFPxMKZiYlzFw5iKhzFVxgZa0iwQCmHDjj0IhEJ2Z4UMwpiKhzEVE+MqHsZUTIyreBhT8TCmYmJcxcOYiocxVcYGWiIiIiIiIiIiASxcuBAejwclJSX47LPPci570UUXwePx4JNPPgEA7N27Fx6PR/V/s2fPztiu2v8WLlxo2G9etGgRrrrqKkyYMAF1dXWora3FpEmTcO2116KhoUFxnXg+9u7dmzPtq666Ch6PB7feequu35m+n7TKlW5ZWRmGDBmCs88+G/fffz/C4XDG+mPHjlWdz6uuukrXumPHjtX9+4w2e/ZseDweXHnllXZnRTOOQUtEREREREREJBBZlvHzn/8c69evR01Njeb1f/SjH+VdZty4cRmf1dbW4oorrsi77siRIzXnKV1nZyf++7//G2+88QY8Hg8mTZqEf/mXf0FPTw/Wrl2LadOm4fHHH8e7776L888/v+DtAX35Vto3L7zwAgDgiiuuQG1tbcp3SvtJK6V0A4EAdu3ahRUrVmDFihWYP38+3nnnHZSWlmasf+mll+bd5+edd57i5/nWHT6c48kagQ20RERERERERESC2bVrF6677jo89NBDmtd9/vnndW1z2LBhutfVIhQK4etf/zrWrFmDSy+9FA8//DAmTJiQ+N7n8+GWW27BAw88gMsvvxyff/45Tj/99IK3O2HCBMXfF2+gnT59uik9SnOlu3DhQnzrW9/CBx98gNdeew0/+MEPMpa54YYbcNFFF+nadiHrWu3f//3f8ZWvfAWDBg2yOyuacYgD0qystBTDhwxGmcJTGXInxlQ8jKmYGFfxMKZiYlzFw5iKhzEVE+N62KhRo1BWVoZHHnkEn3/+ud3Z0S1bTG+88UasWbMGF110Ed59992Uxlmgryfv/fffjx/96Efo7e3FzTffbGW2LXXRRRfhN7/5DQBg3rx5NucmPzPP00GDBuHkk0/GkUceaXjaZmMDLWlWV1ON8yafgrqaaruzQgZhTMXDmIqJcRUPYyomxlU8jKl4GFMxMa6HjRs3Dtdccw0kScLPfvYzBAIBu7Oki1JMA4EAnnjiCQB9PUsrKiqyrn/LLbdg0qRJOProoxGJREzPr13ivWvb29vtzYgKSjFdtmwZvve972HEiBGoqKjAmDFj8Otf/xoHDhzIWH/s2LEYPHgwNm7ciKlTp6KyshJjxozB4sWLc45B+8orr+C8887DoEGDcMQRR+C//uu/sHv3blx66aWqxiM2GxtoSTNZlhGJRiHLst1ZIYMwpuJhTMXEuIqHMRUT4yoexlQ8jKmYGNdUN998M0499VTs3LkT119/vd3Z0UUppu+++y68Xi8mTJiAyZMn51z/xBNPxLp16/Doo4+ivLzc5Nza5/333wcATJw40eac5Jce01mzZuFrX/sa3njjDRx//PH47ne/i4qKCsyaNQuTJ0/GihUrMtIIh8O4/PLL0dXVhcsvvxwejyfnsXDNNdfgBz/4AVavXo3zzjsP5513Ht555x2cc8452Ldvn1k/VRM20JJm3b0+vLd4Obp7fXZnhQzCmIqHMRUT4yoexlRMjKt4GFPxMKZiYlxTVVZW4tlnn0VpaSkefvhhLFmyxO4saaYU061btwIAzjnnHLuy5Qg+nw9r1qzBz372M7z77rsYNGgQ/vCHP9idrbySY7pu3Tr89re/RWVlJT744AN88cUXeO2117Bt2zbceuut6OjowPe+972MHuCBQADDhw/H5s2b8cYbb2D37t0YMGCA4vY+/fRT3HfffTjqqKOwdu1avP/++3jnnXewefNmDB48GDt37rTiZ+fFScKIiIiIiIiISAiVfh+kxgaEu2vszopqJdXVKBs61JS0zzrrLNTX1+Pee+/Fz3/+c6xduxbV1fmHgPB4PDm/P/3007F27dqMz/ft25d33e9+97t488038+Yhm8bGRgDAyJEjdafhNscdd1zO7ydMmIA5c+bg2GOPVfz+4osvzruNzs5ODB48WNO6hcbyoYcegiRJuPbaa3HZZZclPi8pKcEtt9yChQsXYuHChXjxxRfx3//93ynr/vKXv0RlZWVi+WxmzJgBAHjggQdw8sknJz4fM2YMnn76aVx44YW6828kNtASERERERERkevJfh9O+/RDBD8FgnZnRouSEoy85RaU1taakvzf/vY3vP3229iyZQtuvPFGPPDAA3nX+dGPfpTz+zFjxih+XltbiyuuuCLnumeeeWbe7ecSH6ogGo0WlI6bXHHFFajtPz66u7vx8ccfIxQKYfLkyXjkkUdw3nnn5WwYv/TSS/M2aGcbyzfXuoXGctGiRQCA73//+4rf/+AHP0g00qY30J5++ul505dlGfPnz0dpaSn+7d/+LeP7Cy64AKNGjUJTU5OO3BuLDbREREREZKqY14vSLK+dERERGcVTU4sNF1+Gs08cg7oad/WgNatxFjg81MFXv/pVzJgxA9///vdx7rnn5lzn+eef17WtYcOG6V5XrSOPPBIA0NraqjuNkpISSJKUd7ziWCwGAKiqqtK9LSNMnz49MREYABw6dAiXX3451q5di7vvvhtvvPFGzjF2b7jhBlx00UW6tl3Iuvk0NDQAQMpvSxbvORzvNZ3siCOOyJt+R0cHfD4fRowYgZosZcLYsWPZQEtEREREYgsfOIC2hx7C0F/9CpUnnmh3doiISHChmlqUHHkUKgbU2Z0VRznnnHPw5z//Gffddx9+9rOfKQ5P4BZTp04FAHzxxReqlr/rrrswduxYfPOb38SQIUMAAAMGDEB3dzd8vtzjFXu9XgBQfPXfTqNHj8bbb7+NyZMn491338Xvf/97zJo1y+5saaa2gTw+lEGyXMMaxEUiEQCAJEm682AVThJGmg2srcG/fvUsDKx1zxNJyo0xFQ9jKibGVTzFENNoWxsAINLcbHNOrFMMcS02jKl4GFMxMa653XbbbRg/fjy2bduGm266ye7sqKIU04suughDhgzB9u3bsX79+pzr79mzBzfeeCN+9KMfYc+ePYnPjz/+eADA3r17c66/Y8cOANmHdLDTmDFjMHPmTADAE088gffff9/mHKmTHNOjjjoKQPY47N69G4D+8YaHDRuGqqoqdHR0oLe3V3GZAwcO6ErbaGygJc1KSkpQWVGu6mkFuQNjKh7GVEyMq3gYUzExruJhTMXDmIqJcc2tqqoKzz77LEpKSvDggw9i69atdmcpL6WYlpWV4Y9//CMA4E9/+lPWsWhlWUZ9fT1kWcZXvvIVTJkyJfHd+eefDwD45z//mXXbO3bswObNm1FWVoavfvWrRvwcw1155ZWJybV++9vfIhAI2Jyj/JJjesEFFwDIHodXX30VAHQPsVBWVoYLL7wQkiTh3Xffzfh+5cqViWEW7MZSizTzBYL4cv0W+AKuGnadcmBMxcOYiolxFQ9jKibGVTyMqXgYUzExrvmde+65+NOf/gRJktDsgrdbssX02muvxcknn4xPP/0U3/zmN7Fz586U771eL/7nf/4Hc+fORWVlJR599NGU7//0pz+hpqYG//jHP/DQQw8lXqWPO3DgAH784x8DAH7zm99g4MCBJvw6Yzz66KOoqqrCnj17cOedd9qdnbySY/r73/8epaWluPfee/HRRx8llpFlGbfddhs+++wzjB49Ou/Ec7n87//+LwCgvr4e27dvT3ze0tKCX/ziF4m/c02yZgWOQUuaRaJRNLV3Yvxxx9idFTIIYyoexlRMjKt4GFMxMa7iYUzFw5iKiXFV54477sA777yT0liV7sorr8ybzoQJE3DDDTekfNbW1qZq3QsuuAC//OUv8y6XLaZVVVVYuHAhvvWtb+GTTz7BSSedhClTpuC4445DT08Pli5dit7eXgwZMgQvvfRSSu9ZoG/yqTlz5uCnP/0p/vSnP+Hee+/FlClTUFtbiwMHDmDFihWIRqP4t3/7N9x1111582mncePG4frrr8fNN9+M++67Dz/+8Y8xfvz4lGXuvPNO/P3vf8+bltkTvAGpMZ06dSqmT5+OP/7xj7jsssvwla98BccccwzWrl2LHTt2YOjQoXjllVcKaiC/7LLL8Nvf/haPPvooJk2ahIsvvhgVFRX49NNPUVdXh5qaGvj9/pyTrFmBDbREREREREREREWiuroazzzzDC644IKskye98MILedO58MILMxpofT6fqnXLyspUNdDmMnLkSCxduhRz5szBa6+9hvXr12PdunWoqKjAiSeeiG9/+9v4wx/+gBEjRiiu//3vfx+TJ0/Gk08+iQ8++ADLli2Dz+fDkUceiW984xv4+c9/jn//9393xZAZ1157LV544QVs27YNv/3tb/HJJ5+kfJ/+dzZWNNCm+/3vf4/Jkyfj/vvvx5IlS7BmzRocffTR+NOf/oS//OUvOProowvexsyZMzF58mQ8/vjjWLRoEaqqqvDtb38b99xzDyZPngy/349BgwYZ8Gv0YwMtERERERFZQo5E0PXaaxh0xRUoqeEkPkRERrvoootUzUr/1a9+NeO1/rFjx+qe0V7tdo1WUVGBq6++GldffbWu9U844QRMmzYN06ZNKygfZv12telWVFQojimcbxK0XApZV6vzzz8/MS5wPrnyddVVV+Gqq65K+WzLli2ora3Fz3/+85QhDQCgvb0dXV1dOPLII1FbW6s124Zy/mMAIiIiIiISQnDbNgRWr4bviy/szgoREREVgTvvvBNjxozBjBkzUj6PRCL44x//CFmW8R//8R/2ZC4Je9CSZlWVFTh13FhUVVbYnRUyCGMqHsZUTIyreIoipjb0prFbUcS1yDCm4mFMxcS4usvcuXMxd+7cnMvEJAn+QAgvV1eitKQE3/ve9/C9733PohwaQ83vTOe236nlN8ZjGvjhf+EH/+f/mJwz4A9/+ANef/11/OUvf8EzzzyDk08+GcFgECtWrEBLSwsmTZrkiMnV2EBLmlVVVOCEY4+yOxtkIMZUPIypmBhX8RRTTO2dF9daxRTXYsGYiocxFRPj6i7r169XNV5tshNOOMFVDZdAcfxOPb/xjNNPMyk3qc4++2ysXr0aDz30EBYsWID3338f5eXlOP744/HnP/8Zf/zjH1FVVWVJXnLxyHYMEiKg1atXY+rUqVi1alXG7ICiCUeiaO3swvAhg1FRzjZ+ETCm4mFMxcS4iqcYYupfvRpdL76IQVdcgdqvfc3u7FiiGOKqV2DjRnTOno0Bl1+OAZdcYnd2VGNMxcOYiolxFQ9jKp5iiqmWtkKOQUua+YNBrNy0Hf5g0O6skEEYU/EwpmJiXMXDmIqJcRUPYyoexlRMjKt4GFPxMKbK2EBLREREREREREREZBM20BIRERERERERERHZhA20RERERERERERERDZhAy1pVlpSgkF1tSgt4eEjCsZUPIypmBhX8TCmYmJcxcOYiocxFRPjKh7GVDyMqTKxp0sjUwyorcFFZ51udzbIQIypeBhTMTGu4mFMxcS4iocxFQ9jKibGVTyMqXgYU2VsriYiIiIi83k8dueAHMDD44CIiIgoAxtoSbMuby/mLVyGLm+v3VkhgzCm4mFMxcS4iqeoYirLdufAMkUV1yLBmIqHMRUT4yoexlQ8jKkyNtCSLlIR3WQVC8ZUPIypmBhX8TCmYmJclcku3i+MqfVCO3YgtGuXaekzpmJiXMXDmIqHMc3EBloiIiIiIiJynPYnnkD744/bnQ0iIiLTsYGWiIiIiIiIiIiIyCZsoCUiIiIiIiIiIiKySZndGSD3GVBTjYvPnozaqkq7s0IGYUzFw5iKiXEVD2MqJsZVPIypeBhTMTGu4mFMxcOYKmMDLWlWWlqKgbU1dmeDDMSYiocxFRPjKh7GVEyMq3gYU/EwpmJiXMXDmIqHMVXGIQ5IM38wiDVbd8IfDNqdFTIIYyoexlRMjKt4iiqmHo/dObBMUcW1SDCm4mFMxcS4iocxFQ9jqowNtKRZOBLF/sYWhCNRu7NCBmFMxcOYiolxFQ9jKibGNTuPSxvqGVPxMKZiYlzFw5iKhzFVxgZaIiIiIiIiIiIiIpuwgZaIiCgHKRhEcMsWu7NBREREREREgmIDLRERUQ5dr76KjqefhixJdmeFiIiIiIiIBMQGWtKssqIcJx47GpUV5XZnhQzCmIqHMTWO1NNjdxYSnBLXwIYN8K9ebWseROGUmJKxGFfxMKbiYUzFxLiKhzEVD2OqrMzuDJD7VFdW4pRxY+zOBhmIMRUPYyomp8S1c84cAEDNlCk258T9nBJTMhbjKh7GVDyMqZgYV/EwpuJhTJWxBy1pFonG0NbZjUg0ZndWyCCMqXgYUzExruJhTMXEuGYny7LdWdCFMRUPYyomxlU8jKl4GFNlbKAlzXyBAJas3QRfIGB3VsggjKl4GFMxMa7iKYqYurRBrhBFEdciw5iKhzEVE+MqHsZUPIypMjbQEhEREREREREREdmEDbRERERERGQJj8djdxaIiIiIHIcNtERERDkU38vZREREREREZCU20JJmJR4PqiorUMIeEMJgTMXDmJrAAfuScRVPUcRU5N+WRVHEtcgwpuJhTMXEuIqHMRUPY6qszO4MkPsMrKvFZeedaXc2yECMqXgYUzEVa1yD27dD8vlQc8YZdmfFcMUaU9ExruJhTMXDmIqJcRUPYyoexlQZG2iJiIjI0TqefBIAhGygJSpasZjdOSAiIiJyDA5xQJr19Prw4dKV6On12Z0VMghjagz/6tVovPlmu7MBgDEVFeMqHsZUmRyLoenmmxHascPurOjCuObn/fBDu7OgCWMqHsZUTIyreBhT8TCmythAS5pJsoxgKAxJ5tQ5omBMjeH96CPIfr/d2QDAmIqKcRVPUcRUx2+TQyFIfj96Fy40Pj8WKIq4FhnGVDyMqfm6Xn8dDfX1lm6TcRUPYyoexlQZG2iJiIhyYcWBiIgcRgoEIAWDdmeDKCf/smV2Z4GIyDWEaqCVJAlPPvkkzj33XAwcOBBVVVUYP348rr32WnR1dWUsv3v3bvzkJz/BmDFjUF1djQkTJuDuu+9GJBKxPvNERORoHs4ySkREDtF0001ovu02u7NBREREBhGmgVaSJHz/+9/Hr371K6xfvx5Tp07FpZdeis7OTkybNg1nnXUWmpubE8tv2rQJZ555Jp577jkceeSRuPzyy9He3o7rr78e3/zmNxGNRm38NURERERERNnJ4bDdWSAiIiKDCNNA++yzz+KNN97A+PHjsWnTJnz66ad45513sGvXLnznO9/Bzp078fvf/z6x/E9+8hN0dnbiySefxBdffIHXX38dO3fuxAUXXID58+dj5syZNv4aZ6utrsZXJ5+K2upqu7NCBmFMxcOYiolxFQ9jKibGVTyMqXgYUzExruJhTMXDmCoTqoEWAB544AGMHTs28fmAAQPwzDPPwOPx4M0330QgEMCCBQuwevVqnHvuubj66qsTyw4cODCx7IwZMyBz3EFF5WWlGDZkEMrLSu3OChmEMRUPYyomxlU8jKmYGFfxMKbiYUzFxLiKhzEVD2OqTJgG2iFDhuDkk0/GV77ylYzvhg0bhiFDhiASiaCtrQ3vvvsuAOC73/1uxrLjxo3DpEmTsH//fmzYsMH0fLtRIBTC5l37EAiF7M4KGYQxFQ9jajwnPLRjXMXDmIqJcRUPYyoexlRMjKt4GFPxMKbKhGmgnTdvHrZs2YKhQ4dmfLdr1y50dHSgoqICw4cPx6ZNmwAAEydOVEzrlFNOAQA20GYRCkewY/8hhMKcTE0UjKl4GFPjRJuaAACBFStszgnjKiLGVEyMq3gYU/EwpmJiXMXDmIqHMVUmTANtLtdffz0A4Nvf/jaqqqrQ0NAAADjyyCMVl49/njypGBERFSe5/8lutL3d5pwQERERERGRiMrszoDZpk+fjldffRU1NTW48847AQA+nw8AUFNTo7hOdf9Axb29vZq3t2r1Gnh9/sTfZaWlOP64sRgxYiS8fn/G8oMH1AEAvP4AYrFYync1VZWoKC9HKBzJ6PpdVlqKuppqyLKM7l5fRroDa2tQUlICXyCISDSa8l1VZQWqKioQjkThDwZTvistKcGA2r790uXN/P0Dag4P4pz8OwGgsqIc1ZWViERj8AUCKd+VeDwYWFcLAOjp9UFKe1W4troa5WWlCIRCGU9RKsrLUFNVhVgsBq8/NV0gaR/6/IhJUsp3NVVVqCgvQzAcRjCUOtNteVkZaqurIEkSenyZsRlUVwuPx4NefwDRtNhUV1aisqIc4UgE/mBqbEpLSxP7SXkf1qC0NEtsKipQVVmBSDQKXyA1NiUlJRjYH5vuXl/G69Z11dUoKytFIBhCKJK+D8tRU1WJaCyG3rR96IEn8e/0bQJAbVUVysvLEAyFEQwbvw8NP77j+zAShS+YYx96fZCRtg9rqlFWWgp/MIRw2j6sLC9HdVUlotEYetOOb4/Hg0H9xzeQGffa6iqUl+Xeh7GYZGgZET8uZVlWPA7NLCNKS0vhDwYRjqSm69YyIi4YCkNK+s12lBHx3x6NxTLWNbOMGDSgPzY+P6Skfdjl7bWkjEjeHuDuMiJ9HyZfS60sI6ysR0T7ry3+UBhVsZiqMqK3P0+R/mPdyWWE0vGdHNdiqEdkKyOAzHpENOn88AWCrqlHpNd7rSojgNz1iPg+dHMZkSxbPaLL22t4PSIe02AoDAwA7zVMKiOSqSkjkunZh/G4RvqPH9HuNbSWESLUI+Ix9fr8Qt5rFGMZkRxTrfWIZG5oj0ivP+QidAPtjBkz8Oc//xkejwdPP/00Tj75ZAB9ByzQV9Dlkn5gqPHLq3+R8dktt9yC+muuxaKV6zO+++7F5wEA1mzZgc6e1JNnyoQTccyo4TjU0oYNO/akfDd8yGCcN/kURGMxxXT/9atnobKiBBt37EFTe2fKd6eOG4sTjj0KrZ1dWLlpe8p3g+pqcdFZpwMAFq/akFFwXXz25MS/V2/ZmfLdiceOxinjxqDb24slazelfFdVWYHLzjsTALBs/ZaMwumrk0/FsCGDsOdgE3bsP5Ty3bFHjsAZJ58AXzCU8VtLPB5856JzAQCrNu/IOHnOPPUkjB4xDAeb2rBp196U70YNHYJzJk1AJKq8Dy8//2yUl5Vh/fY9aO3sSvnutBOPw/FHH4nm9i6s3rIj5bshA+twwdRJAKCY7tfPOQN1NdXYumc/Dja3pXw3fuzROPm4Y9HZ7cWy9VtSvqutrsKlX5kCAFi6dlPGBen8KafhiEEDsOtAA3YdbEz5buzoUTj9pOPR6w9k5KmstBRfPeNUAMDmXfsyCvizTzsZRw47AvubWrBl9/6U744aPhRnTRyPUDii+Fu/feFXUOrxYO22XWjv6kn5bvL4cRhz1Eg0tXVg7bZdKd8NHTwQXztjIiRZVkz3G+dORXVVJTbv2oeG1tRejROOPxYnjTkabd09WL5ha8p3A2qqcck5ZwAAPl+zMaOQvvDMSRg8oA479h/C3kNNKd+NO/pITDzxOPT4/Fi8OnX4k4ryMnzza2cn/k7P87mTJmDE0CHY29CEbXsPpnx39MhhmHrKSQiEMo9vQH8ZMWRgX0UhJklYsib1fATMLSMG1tZg296D2N/YkvKdW8oIjyShtqsTdSeegHMmTUgsu7+xBYeS0rejjBhz5AgAQE+vPyPmZpYR37rgHADAyo3b4PUHcFb/d4tWrrekjChP2h7g7jJi+Yatig/DAFhaRlhZjxh68ACOB7Bj/yFMDIZUlRFfrNmEKQA6ur3YsXK9o8qIuHz1iLhiqEeklxHJ0suIwc0NOLH/u8279rmqHpHMyjJCqR4RL4e37tnv+jIiWXo9Ivl6Y1Y9Yl9jM0YNO4L3GiaUEWchlZoyIlkh9Yi2rm4MP2KwcPcaasuIOBHqEXGrt+zEoAF1rr/XiGMZ0RdTrfWIZG5oj9i1fUfG+tl4ZCfMemIwWZZx7bXX4r777kNpaSmefvpp/PSnP018P2XKFKxZswZr1qzB5MmTM9b/y1/+ggcffBD33Xcf6uvrVW1z9erVmDp1Kp586u84afz4xOci9qANRSLYtHMfjhk1HFWVFYnv+MSqjxueWCXzwIPy8lJs23sQo0cMRUV5ecr3bn9ilczsp9rN99yDWFsbam65NeV7O55qR6JRHGxuw0ljRiMSTV0PYA/aOKUyIvzJJ4gu+RwD/nodBgwbiob+60DZ185Hxde/nljXjjJClmXsbWjGuKOPzNhHVvaO8//t1r79d8utlpQR7ddfl9ge4N4yInkfxgVDYRxqacOE449FiadEyJ4v0XXrEH7zDZRf/i0cceEF6nrQdrQjMG0aSk44AVU/utJRZURcruM7GAqjobUdJx93DCRJFr4eoakH7batCL/8MgBg0O13uKYeEQyFsb+xBRNPHIuaqirbe8fFy+H4PnRzGZEsvR6RfL0xuh4RDIWxr7EZJxx7FIYOGsR7DRPKiHj8jrr/fgDW9I6Lx3X82GMweECdUPcaWfeh4D1o4zEdc+RIDB8yyPX3GnHFXEYkx7S6slLoHrTr1q7FRRecj1WrVmHKlCkZaaVsN+e3LhQIBHDllVdi7ty5qK6uxksvvYTvfve7KcuMHj0aa9asQVNTk2IajY19rf3ZxqjNZeqUM7Lu9PiJqyR56IB0lRXlqKwoV/zO4/HkTDf59dx0FeVlqCjPvm62dGtKS3HWxPGK3wFAeVlpzjzFC0Yl1ZWVqK6sVPyutDR3uvGCXElVRd9FQElJSUnOdOtyxKaivDyjQTOZ3tiUl5XlXHdQrn1YVYnqKuV9WJZjH55x8glZ0wT6L6SVxu9Ds47v8vIyDM5xfMcvAkpqqipRk20f5jm+gexxz7UPS0tz70M9ZcTwIYNz5hMwp4wA+iojNVmSdnoZ0eHrRRRAdWlJ2jLlGKiQvtVlxJCBA7KuE2dGGQEgUSmLV3+SlzWzjIhLT8ONZcTA9ONwADBq2BGJP60sIwBr6hH+6iqEAdRUViTeYspXRgyqq0MAytdDu8uIdIrHd1pcsxGpHgEoHN9J4mVEsLoaHf2fxX+DK+oRaTG1rIxIklzOxsvh+G9wcxmhJF5GKF1vDKtHpMWU9xqHGVVGpDeXqD2+02nah2lxFe1eQ+8+dHUZoXBNdfO9RrqiLCOy1JMsKSPSmF1G5Dou0gk1SVhPTw++/vWvY+7cuRg+fDg+/fTTjMZZAJg4cSIAYPPmzYrpbNrU1x3+tNNOMy+zLhaLxdDj82c8YSP3YkzFw5jqlxj8xoEvmDCu4mFMxcS4iocxFQ9jKibGVTyMqXgYU2XCNNBGIhF861vfwrJlyzBu3DgsW7YM55xzjuKy3/zmNwEAb775ZsZ3u3btwoYNG3DMMcewgTYLrz+AT5evVezeT+7EmIqHMS1AfHxyBzbQMq7iYUzFxLgC/lWrEO3oyL+gSzCmfaKdnQjv359/QRdgTMXEuIqHMRUPY6pMmAbaW2+9FZ9//jlGjRqFRYsWYdy4cVmXPf/88zF58mQsXrwYDz/8cOLznp4e/PznP4csy6ivr887iRgREREREWXqeukltD/5pN3ZIIO13H032pLun5TIkoSuuXMR6+qyJlNEREQCEGIM2vb2dsyYMQMAMHLkSFx77bVZl33ggQcwcuRIPPvss7jwwgvxxz/+EXPmzMFxxx2HxYsXo6WlBd/61rfwm9/8xqLck5NIgQDkUAilgwfbnRUisku2HrR8aEdki9D27ej97DMM/cUv7M4KaSSnTbpBAkibvEVJrLMT/qVLIfv9GHLllRZkioiIyP2EaKBdtGgR/P0zEq5btw7r1q3Luuytt96KkSNHYvLkyVixYgVuvvlmzJ8/H1u2bMG4cePw//7f/8Pvf/97lJUJsWtIo9YHHkCsqysx0ygVp0hjI0Jbt6Lu4ovtzgrZwcFDHBC5ms6HHF2vvYZYZ6fBmSEiIiIicg4hWiG/973vQdZxI33SSSfh5ZdfNiFH4isRtCdZMb+KJWpM9WifNQuSz+f6BlrG1GAOabBlXMXDmIqJcRUPYyoexlRMjKt4GFPxMKaZhGigJWsNHlCH71x0rt3ZIAMxpuJhTAvQX1nQ8+DPbIyreBhTMTGu4mFMxcOYiolxNVe0owOS14uKMWMs2yZjKh7GVJkwk4QREREZgkMcENkv+fxjDwsix4kcOmTp9prvucfS7RGRspa77kLbzJl2Z4NISGygJc28Pj8WrlgHr89vd1bIIIypeBhT/TwObqBlXMXDmIqJce3nwHJUL8Y0lRyN5l/GwO3F2toMTK0PYyomxlU8jKl4GFNlbKAlzWKShO5eH2IqZnEVnRQIQAqH7c5GwRhT8TCmYmJcxcOYquDCHrSMax+pt9e2bbc9+ii6/vlPw9JjTDVwyTnLmIqJcRUPYyoexlQZG2iJCtB0001onTYNABDaudORY1aShVxyQ0J5OLgHLRERqRPeswf+L75ArKsLoZ077c4OERERUU5soCUqUKyrC8Ft29A+axaC69bZnR0yAhvmihsbaImMleNckvx+hPbssTAzVGxaH3oI7bNm2Z0NV2h/8kkEWJclIrKELEloqK+Hf/lyu7NCDsEGWiIDSD4fACBm46t8RERETiEFApBCobzLdcyejfZHH7UgR1SsJK/X7iy4Rmj7dnS9+qrd2SCHkmUZvqVLVZXtRKRC/+v9/pUrbc4IOQUbaEmzmqoqnHnqSaipqrI7K2QQxlQ8jGkBHNyDlnEVj6gxbbrpJrTcdVfe5aImTPzjBKLGtZgxpuJhTLWJtbaie+5ceN9/3+6s5MS4iocxFQ9jqowNtKRZRXkZRo8YhoryMruzQgZhTMXDmBagv4HWiWNKM67icVtMg1u2oKG+XlUPqvjbJcXIbXGl/BhTHRx4HU3GmGoj9/f2kx0+QTLjKh7GVDyMqTI20JJmwXAYO/c3IOjwizOpx5iKhzEVE+OqjyxJaH/qKUQOHbI7KxncFtPAmjUAAMnKIX1cOAGj2+JK+TGmaVx4XqZjTMXEuIqHMRUPY6qMDbSkWTAUxqZdexEM8WQSBWOaRoSbDsZUN088/v09RZyEcdVHDoUQ2rYNPe++a3dWMjCmYmJcxcOYpnF471g1GFMxMa7iYUzFw5gqYwMtERFRMgEa6ImIioUTh6MhIiIi0ooNtERE6XizV9wcPEkYUbFInH18YEI5RFpa0Pj//h/Ce/fanRXXY0M3ERGRvdhAS0RERESWa//73yH19ORfkA1HlEW0sREAEN63z+acuF9g9WoAfUPCGIbnrqvFfD403X47op2dKZ+zMV8scixmdxaIqB8baEmz8rIyjBo6BOVlnHEvIV5RcWmFhTEVD2NqAAeez4yreIo5pqGtW+3OgmmKOa6iEj2mkQMHNC0f83qzf+mSnu+ix7RQ4Z07IXV3I7hhg91Z0YRxVU8KBtF47bXwr1xpd1ZyYkzFw5gqYwMtaVZbXYVzJk1AbXWV3VlxnJ633rI7C7owpsZw0u0IY1oAB99YMq7iYUzFxLiKhzFN1Tl7tt1ZKBhjKqZijWtDfT18X36paR3J7wfg/AemwsbUgZ1BrCJsTAvEBlrSTJIkhMIRSA6c4Zz0YUzFw5gWoL+B1omv8DGuOjm40Z0xFRPj6iAGnf+MqXgYU0CORiEZOayFAxRzXHsXLrQ7C6Yo5piKijFVxgZa0qzH58cHS1agx+e3OytkEMZUPG6KaXDrVsS6u+3ORiYHNtC6Ka6kDmMqJsZVPIypeBhToP2pp9B0ww12Z8NQRR1XB9ZdjVDUMRUUY6qMDbRERGSrjr//He2zZtmdjcPiva0EreS6WcznQ2DjRruzQURu4uAe9ER2C+/aZXcWiIioHxtoiYjSOKVZTgqH7c6CZXJONmIxD2/mHavzH/8QYtxDIjKG3P9qpByJ2JwTIiIiosKwgZaIyIH8q1ah6frrEevttTsrxSdbD1r2qLWdVOD54MRxhV3L5H3JxySkRnxiG9/ixdkX4kM3y/FBJxGRCiwrKQ0baImI0jjhUhnasQMAIPl8NuekiLExj4jIHVheExGxLCRyuTK7M0DuM6iuFpeffzbKSkvtzgoZhDEVD2NagGw9aB3wlJtxFU9RxLQIbxiLIq56OaAs1UP0mErBoN1ZsJzoMS1WxRDX8MGD8JSXo3zkSEPSc/pVuhhiWmwYU2XsQUuaeTwelJeV8fUlgRRTTKOtrWior0esu9vurJiqmGJqOAfvM8bV+aItLYgcOqR6+aKKqYbf6PSbxXyKKq5aGdlgryYtg2IgekwDq1dbvk1Zkmwdekb0mBarYohr24wZaL3vvsITcsk+KoaYFhvGVBkbaEmzXn8AS9duRq8/YHdWik744EHI0ajh6RZTTIObNgEAwnv32psRkxVTTIsJ45qp/e9/TwwJ4gQt06ahdfp01cszpmJiXC1mwQ0eY2q8xmuuQc+8ebZtnzEVU1HHVesDD5e84SJsTF2y/80gbEwLxAZa0iwai6G1swvRWMzurBQVORpF24wZ6H7rLcPTZkydRZZlBFauLCgNxlSfSEMDej/91O5sZFX0cVWoyIa2bkXX66/bkBljuC6m7OmgiuviKjCjeuc4NabR9na7s1CQwKpVtm3bqTGlwjCu4mFMxcOYKmMDLZFb9DdMRFtbbc6I+NQ8y+z97LPMXrhGNVyY0Eua1GmbNQvIVlEo4qfcThXet0/dgmxUNExw/fq+f0iSvRkhIgBA+6xZdmeBig3rQ86lMzasJRE5AxtoiYh06Hn7bbQ98ojd2SDKKbBuHbptfH3UcGkNrW0zZ6pbjzeTKWI+H+RIRNe68fVkGxtoJb8f3W+9BZm9LkgNwR/QSKGQ3VmgYiH4uUTaxLq67M4CkXDYQEtERCSozueeg2/RIku32fH882i45hpLt0naNN9yC9qfesr6DcsyZFlG+ODBgpLxzp8P3+LF6ntQU3FjoxIRUQpZlhHzegtKI7BmjUG5IaI4NtCSZtWVlTjtxONQXVlpd1bIIIypeESNqRyJFHVvITfENbh2LV9/18CumIZ377Z0e3H+pUvRNmMGIk1NtmzfKm44V0kbxlQ8jKmYGNf8fJ99hua//Q1yMAhA3fBudmJMxcOYKmMDLWlWWVGO448+EpUV5XZnhQzCmIpH1Jg233MPmm64we5s2EbUuBazYotpfEIjKaA8a2/44EE01Ncj5vLx1ostrraxcPgSxlQHhw8vw5iq5PA4pivquKqMVXweDTkcNjEzxinqmNostGsX/CZM5siYKmMDLWkWjkRwoKkVYZ3j15HzMKapRHgZUtSYSt3ddmfBVqLGVTW9N4kOfsW5qGKaFIf2Rx9VXCTeszfS0GBJlsxSVHHVyozz0YJznDEVD2OqkUsaaos6rg6u7xSiqGNqs/bHH0fXSy8Zni5jqowNtKSZPxjC6i074A8W72vGomFMDeKgiqvbYhp/xcoMMa8XDfX1uhp8nDYJkdviahkX35C4NqYqy7tIUxMkn0//dlwaW9fGlbJiTMXDmOrk8HKZcbWIhccBYyoexlQZG2iJjOCghjkqHKMplkj/hETBjRs1rysnjXfrtMZaIjdovf9+9LzzjvYVeV0lUsfGc0Xy+dBQX4/g1q225YEsFG+QY/nsOK3Tp/f9g7FxF4c/7CDrsYGWiMjJWNGyVdPNNyf+LfX22piTVLHt2+BfudLubFAx03FTIQeD8C9bZkJmiMgOsa4uAEBw0yb9ibCBQlgyJwy1TOTQIbuzQHpYcJ/XMWcOQjt3mr4dMgYbaImo6MnRKALr1hmWXmDdOkh+v2HpkT2c3DQeeukldL38st3ZsF6WG3nVt/d84GGrnvfeg8yxxopazOs15zzkuW0v7n9SEOvosDsLRO5g4oOq4IYN6Hr1VdPSJ2OxgZY0Ky0txZCBdSgtLbU7K87h8qf/xR5T78cfo/O55xBtaTEkvc7nnkPXK68YkpZexR7TZAGjZh51wA1oPK6kTmjHDsgWxq130SLN6xTVuWpULFzwmm1RxVWlmNeL5r/9DT6Le1EbNTwNYyoexlRMjKt2Tr+TFT6mDq7PmEX4mOpUZncGyH0G1FTjgqmT7M4GGajYYxqfwEaORo1L0+YetMUe07hoWxsCa9fanQ3DxOPaYPxkqu6goQIb2rUL7U88gcE/+AGqTjvNxEwd1vP++5rX4bkqJsY1kxwIAAAi+/cbn3hJjj4nBl3bizmmwW3bEGlowICLL1a3gks6LhRzTEXGuKqQVp9yevOgiDGNtLQg1tlpdzZsI2JMjcAetERERnHJDUkxKaTnlEjRbH3oIbuzAP/q1WidOdOcxBXOvfhDkpjXa842ich+RdjryA4dTz0F77vv2p0NIqGEdu60f5xe3rvYpnXaNHQ89ZTd2SCHYQMtadbl7cVbny5Fl9c5E+ZQYRhTg+S5UQxu3oxoa6slWWFMxRSPq1aRAwdMyI023a+/jsi+fXZnw3Fce66yYSwn18bVAm49chhTBSobd0Lbt2d/w8DGBiLGVExuiGt4/360z5oF/5df2p0VV3BDTEkbxlQZG2iJAEQLfL2g66Vifd9YUDobHvKNddnxzDNouf9+XWkTZwMmbaJtbXZngYiSmdAQ59bGXuHkqf+0P/kkeufP17UuOQh7WxpG6h/yJdbTY3NOiMhJ2EBLRS+0axda7rwToV277M4K2SQ+y6yRY9Bm35gxk5UUo8ZrrrE7C+QiKa/jumBSKaJiwSYe54t5vfCvWGF3NohIIysnRiX3iHV0INbVZXc2SAU20FLRi/eyYm+r4hXavh0AEGlo6PvA5B4C/uXLEWlsNHUbxcb70Udoffhhu7PhKFIwaHcWjMfeO0XHw5iTGjxODNX5wgvoeuWVwhNiYxHl4Fu6FA319XxDyq1Y7rpKcNs2u7NAKpTZnQEiUodPRMXR9eqrQEkJjpo2ze6sCMP70Ud2Z8FxpN7UMZ3kWAye0lKbcmOQQstB3ky4E69/lA+PEUPJVj7gY7lctAJr1/b9Q5KAEvYbIyJiSUiaDaipwdfPOQMDamrszgoZxC0xDe/fnxizyS6yLKN73rzCEzK5t4BbYqqX6t4WKm/ag1u2ILhlSwE5skY8rnrEChxrm8wh4rlq9gNFNzTniBjXfLwLFqChvt7SbVp5LBRjTEXHmGpkVtlucCM945pbtL0dwY0b+/5QiGn700+jdebMgrbh+/JLBDdvLiiNZMLHVOc50FBfD++CBQZnxhrCx1QnNtCSZqWlJairqUZpKQ8fUbglpm0PP4zO556zNxPRKHyLFtmbBxXcElO9mu+4w9D0Op5+Gh1PP537Zt8BPbTicbVaeP9+yE4eP9nFPbBEP1cN0R/f0I4dNmdEvWKMa6/Km0T7S1J9ijGmebm47AUYU9uZVK9iXHNLKasVxugPbdmCyL59BW2j+7XX0PHMMwWlkYwxzc6/dKndWdCFMVXGvUGa+QJBrNq8Hb6As8c37H7zTXizzRjrZiZUht0SUwCItrSYl7iKfeuWoSbcFFM9pCKd9TYeVyvFurvR9vDD2Wfgdrrkc9aB56/o56qR2p94wu4sqMa4WsPKM5oxFQ9jqlL82mn0PYhJ12RXxNWB9RHNLHxA44qYkiaMqTI20JJmkWgUB5vbELFixnsNOl9+Ga0zZiT+9n3+Obzvv2/4dmRJOjyZlCCcGlPbCFBpYkzFFI+rleRwGEDfK3FkPJ6rWbi8HGZcLWZBQwFjmoNLz1fGNA+TzyuzjhrGVQeH94ZnTAvntElXGVNlbKAlYQRWrkTk4EHTt9P76adoffBBxIq0B5/IVF241N6EFHARdEsvXdExCqQZz90+DtoP/lWr+mYJd/IQHaSfg4411zNyXzqsIYB0Mvv84vlrONnvtzsLRFQANtASaRRtbgZwuFcZUQJvSJyHMSEqav6VKwEAsst7aMS6usR5MGxkowwbeIjMZ1Zdiuev4eRIxO4skIP5li61fDJP0oYNtEREDuO0V1DcKrR7N7pee83ubNiHx5GhJJ9PnAYycp3mO+5A82232Z0NY7BscibGhbLomTcPbY88YnzCbKA1TWDjRldNrEnW8H3xhd1ZoDzYQEuaVVVUYPzYo1FVUWF3VqhAkeZmSH4/YyogxhTofO45RPbuNSw9J9xGxOOqShHd+MiShLYnnjB1EsGmW24xpYGM56oKSceyW8aBZ1yzM/QVXAsbFRlT8TCm6oUNrE+ZjXEFOmfPdtXEmvkIH1ONdXYpGESby+MrfEx1YgMtaVZVWYGTjzsWVZU8mdyu9b770Prww66Naay7G9HOTuMTznXD55JGL7fG1NEcEPt4XClVrL0d4R074J0/3+6saMZzVRvfkiUIbd/e94cDzsls9MQ12tmJpr/9DTGv18ScCcbCY4DnqgIjGsht7LnLmBpLjkbRUF8P/+rVKlcw5/xlXMXDmKYKbd2KsMt7SDOmythAS5pFolG0tHe6Zsa95rvuMva1VLtfATO4MhNra3NdTOOab78dLXfeaXc2DkuKjdTba2NG3HeeuoIDGoPicaU0dpfLBeC5qk2src3uLKiiJ67BjRsheb0I79plYs5IL56r2kUaGyFLUs5l5EAADfX1tvTQdGNMg1u2INrRYcu2E1faLPUhORQCAARUNNDK0Sii7e0G5SyVG+Nqm3j9yQF13FyEj6mL67F6CR9TndhAS5r5AkEsW78FvkDQ7qyoEuvoQHDTJruzUTAzxyV1W0xNY2AlxcxXrdUQLaaxri67s+AI8biSOEQ7V41i1K2iXWN6M64WsyDOjGl2cpZ6U6y9Hb7PP8+9bv+kRqp7XRrIjTHtePpptM2caXc21MlRn+5+803IgYApm3VFXA1qEM127onGFTElTRhTZWygpaLHCZmInM/IG7fO559H60MPGZYeZSdLEiQjx5u0mG/pUrQ88IDd2SgK4QMH7M6C/Rx+o+1fs8ax41BK3d3wr1ljdzbsYcBx03jzzUCenq56RVtbTUm3mEk2DYPSMm1axmdSMIjezz/X3FAY3r/fqGy5WqH3oS13321QTsgKcjSK7rffhtTf25woHRtoqehpfvLo8Bso0s+/fDmabr8990Iujn+0tRUN9fWIuuQVYQCQwmG0P/20oTcjgbVrEdHTGOS2hznp+bUh/9733kPTzTdbvt0UyeesxvO3e+5cRBsbDc5QEdBRTqp+00XjcVwsvYus0PXCC4XN5G5yGeT96CNT0xeZ7onb3HZdJMN5P/gAPW++iZ533uHxYIOYTcNdAGC8dQhu3AjfZ5/Bv3y5YWmyniMWNtAS9Qtu3Gh3Fshm4T17IHV361pXjkQcPzZiaOdOAEB4926bc6JeeM8ehLZsgW/ZMruz4urGebsE45M5FcCsMeqoQFaeD7wJJLJUTGddiNxFd8NOUpkcH6LCt2iREVkiIjV4TyIsNtCSZiUlJaitrkJJiViHT2iLynEdBbxRFDWmVpKCzho/Jz2mUjjMi7kA4nEVVaS5OWO8YVWv77m4XGb5KyaR4+qoVzMtvK6JHNN0mt9aMSIONtRRiimmSvxLltidBVMUe1x1cXg9ijEVD2OqrMzuDJD7DKytwaVfmWJ3NrRhw1ROroypwIx4VSU9pk3XXw9PdXXB6ZK94nFt+OeL+Rc2qtyzsNLeet99AICj7r/fsm3ajeWvspSjroBj2a5x5kWKqxQMpoxP2v7kkxj++9+rXr/nvfcAADVnn616neDmzfBUVKDyhBNyL2hhfEWKqaUcXAcv9phGGhrszoIpij2uImJMnSOwZg0qTz0VJRUVBaXDmCpjAy0RUZEwa7Zcx3LwTSHZxOE9RIoaz1fHarr1ViAaTfwd2bdP0/q9CxYA0NZA2/HMMwCK62GNU8m5Jg9jmVqckstrHgPuoxQzXoPFZ8C5GuvqQucLL6D2a1/DoCuuKDxPlIH9iUmz7l4f3v98Obp7fXZnxRC6e9dYfCEzcwBw0WLqCjmOOyN6fAkTU1YYU8Tj6hZ29V7MyoHHkzDnKqUQKq5JjbM52XG+W3hOOzamJu/3rpdeMjV9Ozk2pm4XPy/VHpsGn8eMqwZOq6dlwZimsSlucn99QNI7sWQSxlQZG2hJM1mWEY5EOWOgQESOqRyNIrBhg4EJZtlHZl0odcYkZ0xdUhkzWlDtONMOFo9rsYofz7GeHptzYhyRy19NzC6XbHioyri6U6y3Fw319Yg0NaV87tiYmpyfwJo1pqafYEPdxLExtVGsuxuBtWvtzkZBGFfxCBNTA/Iv+f3OGgteJ2FiajA20FLR01sohPfsMTgnZAbvJ5+gc84cRJqb7c4K2Sxy4ED+hXLdILqtAiFgQ3ystRUA0P366ymfJ3rqZouR22JHxU3Ac1cLOanHbsfzz1u+/fi1Irh+veXbdpvEkcoyVhgdzzyDzvh5p6YsKvLyishqTTffjO7XXrM7G2QSNtAS6dT16qt2Z4FUkHz9r02ofUWTxMEbRmHlHBOR7Kfn3LPhfO2eNw9hNQ9urMIyCwDQ+Ne/Jv4ddHlPPtKAx7/pYj09aKivR/jgQQCAf3nmkEkFvbqc3ljLmDofY2SLKDsOURZsoCUi0sLqIQ4IgL6xTBON81SQnnffzfpdzOu1MCc20HrcxWLm5KMI+RQaDgzfxqJF6Jg92/TtELlV+ltm8Ya9vFgncqRIYyMAILhpkzkbYGMfkSr+L76wOwvkUGygJc3qqqtx/pTTUFddbXdWyCCMqYPpvMlhTJX1fv55wWlEmpttGwM1HlcrBXOM4dz8t785a/gQFzYK8FxVFm1oOPyHETOGW3xsMK7iYUwB32ef2Z2FrOK9Q+ONkGowpofJ0Sgihw5pXzFH2WrX2y4ixzVy6FBGvatr7lzd6ckuebAsckyLFWOqjA20pFlZWSmOGDQAZWWldmfFEI6bZTwfE/IrWkyzCe3cWXBlMVvfAKcdRcUSU6163nyz4DRa77sPLffeW3hmdIjHVRWLerLEuros2U4Kq8ptC/ahm89VKRhEwzXXILx/v6nbiXV2Fp6IxT27dMWVvc8czc3najZyLKatXpRe9jqoDh0fN9X78ceq1xExpnr1zJuH1unTU8aA1izteOh68cWUv9seewyhXbv0p6+SyHFtnT4drffdl/KZf+nSlL99GjojtD/6qP7MWHj+Oy2msiwLMVGXnZwWU6dgAy1pFgiGsHHHHgSCxVcotdx7LwKrVtmdDcMVQ0wjDQ1onzULviVL8i4rBwIAgNCOHWZnyzTFEFM7yTZVyuJxJXFoOVdjPp89DeJZxNrbAUlSHMfQEg5u0GQZrMCMm3kLjwERY9p43XVonT5d/QoOapBNJ/UPuSOHw6rXETGmeiV6ZRrY6zW9R2549270vP22Yeln44q4mlh2dRvQGcFpnBbTwMqVaLrhBtOGU4t2dECORFI+k0Ih5QdqOo6laGdn33jUe/dqW9HAa4DTYuoUbKAlzUKRCHYdbEQordAoBtH+GcRFUwwxlYLBvv93d6teJ6I01ppLxqAthphazgGNQfG4kji0nKvNf/sbmu+4w4JcqWDR+ZB+g+IWuspgB11HOp59Fu1PP213NmyVPv6qU6+rcn/9RhdJQlTDkAC6jlGrrp3xvGnYnlNjmi68bx/an3nG7mwoUnwT0eb6klviCsBR5b6TOS2moZ07AWifVE/tmdFy113o+Mc/Uj5ruuEGeN9/X9P2MjPQl4NoUxMAILR9e2HpFcBpMXWKMrszQERkC7srRLnG7HJAQ6ATtEybZtv4ZUKw+xgvIA+hPXtQedxx2lcU/dwpwvOhoNdt3cZBx69pkwi5gRPKTofKOiyYg45dR+XFIN1z5+obH5bIRCwp85MjEcDjgadMe7NbeE/mG3PBzZuNyFZOHbNno2zECAy8/HLTt0WZ2IOWikOOyppVjWGR5mYE1q61ZFvkAgLeQBgt2tKCWFub3dmgOD3HrM7jvP3RR3P33ktvqGSDCpEtou3tkDS8Uk6CcVLZ25+X0PbtiGl4W6qoJF2Tw+lviemtlzrpGKAMhUwCFli3LvEGIunTeN11ts1boVdw40b0LlhgdzaKFhtoiSzSev/9iQkMiGzFyjQ5gCzLaH/66cybxH6hLVuyrhvaujX1A7XHtEsfjMS6uhDt6LA7GylyPtw0cj8XY3nlot/ccvfd6Jwzx+5skFVUHJsN11xjyTijGZLy1v7EE9Zv36Fivb3o+uc/Mxrqsr3arHVMTS0TUpH1Chm3vvO559D91ltZv3dnjcp6hkx02i8aHyvaLi6tR7sJG2hJs4rycowdPQoV5eV2Z8UQWV/XMpqDCzSRYirLsqbX4jXPJmvBGLRGHJMixZQOi8fVDoHVq41NMBZDaMsW9MybZ2y66Qopey24Pqg5V5vvuAMtd91lel4cycHXzlyKqQwO79tndxYAmP+6bTHFNCH9/FNTJkoSAmvWmJOfXJLypraRsRhi2rtgAfxffIHIgQM546d1LE3dHHJdJXVkq46LPNwY00J6L1vFzmH13BhTK7CBljSrqarE6Scdj5qqSruzQgbREtNYdzd8X3xhQa706Z47F43XXKN6+d6FC83LTC4mV1B5nuqUXFFxYMNQPK6uYXFPwMDq1a4bt5jnqpgYV/EwpnB2724deRM9plIwiMC6daqW1TRZXL9I/0RDTiNCXGVJQs8HH0AKOXeGeytLA8fGNEu5E9qxA43XXmtxZvJIzqsDynLHxtRmbKAlzaKxGLq8vYi64KmQkwU3bXLMGFlaYtrx3HPo/uc/LciVPv7ly5W/cMPEFgYS7jx1QEXCCcdKPK6UndTTY3cWNHH1udp/Xvq/+CIxTp0cieiazKZ3/nxE1DQQKJQFviVL0FBfr3mbZnJ1XJNofstEYKLE1ExKk/rZOUt4PqLHtPuNNyCZeK8Rn8k+wQl1NTg7rnIkgtCOHXmXC+3cid5PPoFv0SLjM+GQOGnh5JgqUZrgC4C2ewkz7zv609b81qaBx47bYmoVNtCSZr3+ABatXI9ef8DurLhax7PPGjpGluTzIdrermtdLTGVORmItXRenIv1PBV9xvd4XEUS3rVL85h3uTTfcQci2cbocuBNiZHnamjnzoLGmytEZP9+AED3W2+h7ZFHdKWhd3bi+JsQjTfckHVMY6tpjWuspwe+JUtMzlV+ks+HxuuuS/zd/vjjNuZGBTNuYLOUE8V6XU2Rpwz1LVuW8ZmR4y/m4tHRO0z0mBp5bXUTJ8e1++230f7EE/kn3+ov2yx7Bd0BnRBycWxMHb7fMjioHuzYmNqMDbTker2LFzv2FZt8Yr3G9YRrue8+tNx9t2HpURZuuxAryXFxjnV3o6G+HpGGBgszZJzGv/7V7iyQgnw3GLkmoVAl7ZgOrF2bLSOFbcfh2mfNQvMdd9iaB8MnsNAQMzkUyv4WhcN1vfKKZQ1ZuYQPHoQcididDXKorL2t4o1Jdh47Dnt91xHS94Pg10A3SJTzdg7HZNRxwPPM0aIdHfCvWpVzGTvHoCVlQjfQLlq0CCUlJfj73/+u+H1PTw9uvPFGnHzyyaiursbRRx+NX//612hpabE4p1SInrfe0t3DQ5YkVa+ZuIFkYGOvGlEH3EhqkbUKYWIlxY0XvUh/7zO9PdkK1VBfD+/HH9uybbKPGyZSoFRygD0ejJTSsJV2PQlu22ZxbtyPZYo5/OmTRbKBxhJurE8SkQILy8z2J59E10svpW47Xpaw7HYsYRtot23bhh/+8IdZL2herxcXX3wx7rzzTkSjUXz7299GXV0dZs2ahSlTpuCgQ16RI3X0Vlz8y5fbM9OsSjGvF73xsYcMrpwVOltr2/TpBuXEGnr3XqynB+1PPQUpx9AO0ZYWBLdsUdioQyvUNudLlmV4P/44aw/yjBtAMgYrY9o59Rx2gM7nnrM7C+oIcNxn7RFOWfW8957+lXneZ2XEgxlZls2ZzFGAc91whe6TPD2mucddSimuPH/0ybLfnPBQRXbwBHOUnZANtAsWLMAFF1yAxhyTTdxyyy1YvXo1fvKTn2Dr1q147bXXsHnzZvzv//4vDh06hN/+9rcW5thdPPCgrLQUHgEuy06fTKb79dfRM2+eKWNIJY99pDamsiQB/b1SCm3gNU1//qJtbbmXi18481xAfcuWIbRtG8J792ZdpuW++9D1wgtacmk6J5+nUnc3vB9+iJ5CX2svQvG4upGlFUUTK8bhffsMTc/J52oujr0GWCy4ebPiNdqtcXWz5LNe73nqX7kSHVnevGNMjdH14otovOYau7MBwD0x1TyRT7b1LGqE09w4ZfA12y1xJfUYUx3SzysjzzMD0mJMlQnVQNvS0oLf/OY3+Jd/+Rd0dHTg2GOPVVyup6cHTz75JGpqajBjxgyUlZUBAEpKSnDffffh+OOPx9tvv41dnLlW0aABtfjWBedg0IBau7Oim+SQVzPzFUeKEx6Z0PCgNqadzz1n/PiCJjFt5mml/Z8tJjpjZcRTVzecp1l70Cj9fque7Du8B0E8rnGBjRttzI0GDuhJYJS2mTMNTc8N52pWDj9fAJh+7HU88ww6FHoTDxpQi8smHA/p3Xnm9BY0iyDnqt4j0/vhh1m/c/W5ir7rhVkPVgJr1iC0e3fe5WRJMu/NtZKk21qVZVMhMZVjMcfcT9glvbQw+gGmXm4/VymT6DEN79qF4KZN1m0w3gvexnqc6DHVS6gG2rvuuguPP/44TjjhBCxYsAAXX3yx4nKLFi2Cz+fDBRdcgCFDhqR8V1paiu985zsAgHfffdf0PJNFkm44Ik1NaLrpJkeM6abpNsgBN8LBDRvszoLhVDeGWnjTavp4wg44lsgYkf377c5CVrIsJ8Y0Nn1b6bMhO6CRya2TVdnKpWWT5PUqft795psIrFyJaGtrYRtwwPGck0vjlo+cY2gjN+qcPRudL75oWvq+xYvzL2TmwwqLj8OuV15B0003WbIt3Q/uzdonWdLteOopc7ZH5DR6z8kc63U8+6zOzGjf1uFFHF6/KEJCNdAef/zxeOyxx7Bx40acf/75WZfb1P90YuLEiYrfn3LKKQCADQI2Rhmhx+fHgi/XoMfnztcbY+3tAGBZw4EbuD2mOTn1xjFHvuLHaCGEjqnBFHuqA448duJxJfVi3d2pkyRYpOvVV1Utx3NVTD0+P9q7+4ZRan/sMZtzU4QMKL998TkA+olwrlo9oayV9ES8kJha2ttNL5PrMc6rJfVxxblqY8OY4rjmWfIjhcP5h42zgCti6nTJ5YED7nEYU2VCNdD+4Q9/wK9//WuUl5fnXK6hoQEAcOSRRyp+H/+82SWvcltNkiR4/QFITnplT8NFLvGkyAEFk1pmX8IdGdMCqX5lw8wKko2VLyfHVNfTWhP3ZcecOaalbbR4XN0stH27+RtJOl78y5YhmGcoiNaZM9F43XVm50qRk89Vy+kdtzBXeW/TtV6SJERjfTEtdBx5M8ahN0LrQw8VnEbARZ0heK7mFsvSk9wWKs/7ooupjWPDWtlTz1VxteEapWWyv/COHWi55x4Tc6OOm2IabWlBmENl5uWmmFqpzO4M2MHXX9GtqalR/L66uhoA0KvjKfOq1WvgTXoKUFZaiuOPG4sRI0bCqzDu0+ABdQAArz+AWP/kRnE1VZWoKC9HKBxBIG1ylbLSUtTVVEOWZXT3ZlbcB9bWoKSkBL5AEJG03mFVlRWoqqhAOBKFP+210NKSEgyo7dsvXd7M3z+gpjrxb2/a047KinJUV1YiEo3Bl1bwl3g8GFjXN75IT68PUtpFura6GuVlpQiEQgiFIynfVZSXoaaqCrFYTFXDhFK+I7FY4vNooO83RyJRlGe5JnZ5ezGorhYejwe9/gCiabHJxesPAEuX9I1Ndd5XM76PxSSUlvY9G5FlOSW/VRUVqKqsQCQa7Ytd/3Z7entRUlGZWK6715e1ohMIhhCKpO/DctRUVSIai6G3fx9KCk+rfIFgxme1VVUoLy9DMJT5qp8vEERtdRUkSVJ8+pVrH1ZXVqKyQvvxLckyJElCSdJYY0oxj/bHPNx/PAWCqdvwB0MIeXsRzdZ7EkAgFIYc6fvd4XAEVUDihjvXthPf9fbCU1qG2uoqlJelFbf9sS8v6/s+FpMSZURM4TjXWkb4+39v+jEGAP5AEFX9+zC9jIgmHQN6y4jS0lL4g0GEI6n7Nl5GxI+FSDSqmIYkSRmfK71qGl+morxM8fN8WhcswKDzL0Boy5bD2046r4Jp5VgkEklJW5blvMd3OBJJxCKutLQ0UZYq78MalJYql9/p5WMwHIHUn0ZJSQkG9semu9eHWFqjTiwaQxnUlxFKenz+jIpULNr324OhMIJJcUr+bcnreBsaETjyKMixpOMuqYxO1lBfnzUvuWQrH6OxGIKhcF85G4nC1398R/rHzevx+Q/vQ+/h/ZdxDgVDCKftw0qFh8Px9TweDwbFr4Fp+zD5Wpq+DwFklh1p+UmuR6R/n6uMiFNbj5CamxBJ61EYiR4+7nsDAQS8vRnllBaRWAwVFRUpn2Vcf5NuZuPbTN6fsbRjKfkcUqpHJB8rXp8fsbTju6aqChXlZQiGwxnXweTYpB8j6XWkzvZ2hF58EVJDA2quvyGjjEj+nYFQGPHaVpe3N+U3dHl7c5YR6fWIZOllRPp5UlddrbpBpsvbi8iBAwAyz7dsZXB6+QUAnXPmoPr++7PWIwAg2tqKYG2dYjmbLPnakR7H9Hxlqyenl2/J66THtNvrg5z2CL2uphplpaVZy4jqqkpEozH0pl1fcpURABL1CKUyIi65HpEsXkYAfftF7TVSq8jevcC4E3Iu05Xj3iocjvQf34frEaG0YzgQCmW910iunynVfZTuNeIxDYbCwADlMgJIKmeTyoj4cR+ORFFRXoaO995D8IsvUPP/Dk+AFq/jFVJPDkciiW0qxS5XPSKafK3xB4DQ4f2Zr1Gku9eHiMJ9AXC4nI1kua5ku6YDQKw/NrGk+mUkEkVFeXnWa6DWfRiPa6S/Hmr4vXS8nE2qR8SllLMKZUT8r3gdORgKIda/r5LLCF//cRgMhSF5e1PKCC16fD5U1tRm3GsoUbrXiFPah6FIBLXIXo+IM6I9Ih5Tr8+v6l7D7PaIcP/v6fH5UFJZlVJGeKdNU9wPwXA447ema5w2DeVn9801Ictyyr1GVgrlXanChML+QDBRlkhS32/Pdi8W/y65HtHl7QWS8pGtHlFWVqrqXiM5ph54EmPRKl4Dk9ojjCgj4vS2RwDayoj0+kMuRdlAGz9g8/Ww09Oa/8urf5Hx2S233IL6a67FopXrM7777sXnAQDWbNmBzp7Uk2PKhBNxzKjhONTShg079qR8N3zIYJw3+RREYzHFdP/1q2ehsqIEG3fsQVN7Z8p3p44bixOOPQqtnV1YuSm1J9OgulpcdNbpAIDFqzZkFFwXnz058e/VW3amfHfisaNxyrgx6Pb2Ysna1Nd+qiorcNl5ZwIAlq3fknGT89XJp2LYkEHYc7AJO/YfSvnu2CNH4IyTT4AvGMr4rSUeD6am/fb4MmclfdbV48O6/s8HNzXgRABN7R04ZtgRULJo5Xpcfv7ZKC8rw/rte9Da2ZWRZjZrtuzACR98AABYUTEg8Xl83UAohLr+xplINDV+48cejZOPOxad3V4sW78FJ3Z7MRjA0rWbUVVbiwn9yy1duynjghRPf9eBBuw62Jjy3djRo3D6Scej1x9IbK/C78fpaXnfvGtfRmPS2aedjCOHHYH9TS2oU1j+rInjEQpHFI/Db1/4FZR6PFi7bRfau3pSvps8fhzGHDUSTW0dWLst9Snj0MED8bUzJkKS5ZR0z0LfxS0UjqC66vCNWfoyANDrD2LFyvU4trUdIwHs3N+AMUnb2LLnANr9UYzv6cXAjJz32X2wESWxKEYDaGxqxoCJp2ZcIBetXJ/1uFi8aiPkkhKcO2kCRgxNHe86/tuOHjkMU085CYHQ4eN7QFsLTk5LK15GnPXuXLQcOxb7TpuSs4wYMrAvWjFJwpI1m1LyuHXPAZx19tmKZcSg5kac1P9vvWXEwNoabNt7EPsbW1K+i5cR3t6+i1RLRzd2K+y/YDiC5Tn2a1x8fx175AiMVPg83/qR995D68RJKa/oRaJRxJvZ/GkT/7R39WBHUr6isVhGGRF32onH4fijj0RzexdWb9mR8t2QgXW4YOqklLwm+/o5Z6Cuphpb9+zHwebU18rGHDki5e/9jS041J9GbXUVLv3KFAB9ZYSnuxuTkpb1BoKohPoyIi55P67cuA1efyDls26fH7UA9je1YMvu/YnvPkvaV8kV3W37DqJNLodHknBm/2ddPb3YoiLmakWjyjcY3V4feppacNKYo9HW3YPlG7YCOPwbV27chkvOOQMA8PmajTij//P083zH/kPYe6gpJe1xRx+J9CtKorwtL8M3v3Y2AGD5hq2KD8MAYG9DE7btTR1+5+iRw5D+vk9yjJLrESekfZ+tjEj+LWrrEeOXfYaBHanHY2dPT+L8Wbd9D7wdPpzqD0L58Xd+nd1ejKyuTvms2+vDgCzLr9++Bz0dPpwWCqOq/7OeXj/WJ/2ek3q8GAQAspxRjzgLqcfmqs07MirhZ556EkaPGIaDTW3YtGtvynejhg7BMei7iVLahycm/fvQs//AEU199ZtFK9dnlBHjvb7EtWjPwUYc0X9yLFq5PlEXiP+dq4xIr0ckSy8j0usR5085TXXsFqWVhQASjefZyuCG1nZka15Irkekr9f22GPY+W//oViPqEuqq/uDISzvT2NiIIjUIyn1vPnGuVNRXVWJzbv2oaH18LBCk8IRVGZZJ93nazZm3OxdeOYkDB5Ql7WMmHjicejx+bF4dWrP4XxlRLwekVxGpO+n5HpEsngZAfTdCH+pUGcyyu5DjTgmx/eLV21MlPvpGlrbsW/l+sP1iD0HcPBgQ0o9f8/Bpqz3Gqf4/YnjKxSJJI6FuFz3GvsamzFq2BFZ7zW+c9G5AFLLiCkxCaXoqyuNHjEMwQULAKQeM6OGDsE5kyZk1PfjlO414pLLiJA/gBoo1zlz1SO8vkDiPFizdSdKIxGM7/87veNCuqVrN6F2/z4oNbl7fX3l7Ii0unVcZ7cX27Nc033+IL5csQ5ndXQkPmvr8eKomupEPSLZUcOH5r3XCK9bh3VhGW2+1Dp6W1c3hh8xWNO9Rly2MgIAJhx/bEY9Im5ATXVKPSK9jDin/++m9k4MBLDnUDMa+7efXEas37EH49F3bDasXJ9SRmixfMM2DD8umHKvke28T9xrKHyXXI+If3+ouR1HQLkekZyGke0Rq7fsxKABdXnvNfS2Rwzs6cK+plZs86d+l94ecVx7F4ahb/9G6gaklBEnQdmhrTsQXvx5X50kC7mlBeF35gHou4dLvtcYm2WdmCRh0cr1GHZgL45bvxorLv93DBk0ACel3aNt3XMAo/rraPEHiG2d3diaJXbxekT870Ur12NwLJqo22SrRxwxaICme43VW3airLQ0MQly/F4jWXJ7hJ4ywsj2iDgtZcSu7Tsy1s+mKBto6+r6Gi4CWbr3xz+PL6fFk0/9HSeNH5/4O96DtrqyEheeOSnremdMOFGxdxwAjB4xDEcMSr09KetvZC4rLVVMt7ys7/uJJx6H8celVpWqKvt6pwwfMjhj3dKkXonnTz0tI93aqsrECTNlwgmJp1tA3xMrABg0oC4j3ZKkxvBzJ01QfGIFAMcdPQpHjRia8l28d1xtlfI+9L/zesrf8WX8785NfDZ4YC0unNL3efj9Q4gCGDVsKLINHnDhmZMS+3jSScclLq7JaWZzxoQTEX/JKzm/8XWTe3yUl6XGr6q/59CQQQNw4ZmTENy+AVJLE86bfApKKirhexOAx4PzJp+a8cQqnv64Y47C0aOGp3xX0d+zq66mGheeOQmyFEPk44+R3nf0lHFjUFtdlfJZbVXf38eOGoEOheWBvtgrxSYe98njx2Xt+TJq2BG4MG32xvi+L/F4MvZhVUVF4liLU9rPA2qqceHEiQg3H0B0326cMOYoRDavSyw34bhjUXrKBAQ3roKU1ugQd/zRRwKRCCI7tmLAh+/DX1uNupMnILlKe+GZk7IeF+dPnZjoQau0by48c1KiB1ZyGRHbvRuhLz9PWf6MCScivHcPQgBG7N+LsT+7KmcZ4Q+GsGLjNpSWlGTk8eTjj8laRkS3VSK8chkA/WUE0NdIcNzoUSnfxeM2oK4GHQBGHDEIxyjsv6qKipz7NS6et4ryMnQpfK7mfB1aWZFyXJeXlQFZeicd0X9extNVKiPi4sf3yKEK+zDpqbbSeRNf9+TjjsW4Y45K+S4UjmBfUmX02CNH4IT+NOK9yn1Ll2LqoQMoO/dcBD89PCP5gP7jUE0ZkSx5P545cTwkSUr5bFD/deDYUSMw4ojBie8uOHMSAu+9AQAp5+z4MaNx6tRJkGNRBN5/EwAweGCdqpirVVZaAqVbz0EDajF4VF8j97BBAzOOlTMnHr5+f+2MifC9/RqAzPP8xGNHZzSWV5aXI/X243B8kx8In33ayRk9aOMPPMceNQqj0h4clpeVoTtLusmUrj3Zyojk36K2HhHctDqjrBwycGDi3Dv9pONRevzxCG1chZjO4erSyzGgL2ZSp/K43JNOOg6lx49DYMkCyIG+Bz8Da1OP4eDWdZBa+86Z9HqE/925Kcfm1FNOVOxBCwBHjxqGYUNSH+fFY+NJu1YB/b1oli9J/D1UjiZqHBeeOSmjjEi+Fh13zOEm+eS6QPq6SmVEej0iWfKbJ0r1iLrq6ox6QTapZWFZxndAZhl81LAjMo7luOR6RPp6ciSSUo+Qe72QGhpQN+wIJHdtqEmKb2DB+xk1vOT9EY/7KePG4MQxoxOfBz6fDzmgvE7yuQr0lRFKPWiB7GUE0NfrJj02ucoIAIl6RHIZkb6f8t1rAMCAtG0bVebGHT/6SES2Zh+b9fypExPlfrqjhg/F2DMnJeoRR69ejpFrUsdcP+7oUWh54AFUTDgFF6bNNxJcvwJSf1FRWV6RsS+U7jXiMR1zZN9j3mz3GnHJZYT/43eAWF9dKVny+vE6Xnp9P05tPaK9ugpyT7fidTJXPWJgXQ3ij6DOOPkEIBREaMXSvmWqKpFr8JTzJp+KSDkQXv1lxncDavqOo4gURGTTuozvh+S4ptfWVKXUDwBg2MC+sj9ej0gW34fZ7jUQCKDz+edx4qmn4tTv/yeAw3EdNrivKUzLvUZctjICOFzOJtcj4pLLWaUyIrprM8IARg4dggCA40aPxEn9aSSXEZNOPA6h5Usw5siROPHMSeqHbktz9mnjUTm8ryyKlxHZzvt4e4TS98n1iPj3o0f2nUdK9YjkNIxoj4jHdMqEE1Tda+htj2i983YMBHDhLbemfJfeHhE6sBOxQ/tx9mnjUXLE4baLqaccroulq3njn6jWMBRMaUlJShnRk2W5kv57veDaLyEBuPCs01FaWgrfW6nLnXz8MYg0HYDs7UZFeTn8AIYNGZQ1dkPS7nsuPHMS0NUFf18/tKz1CEDdvUZyTAfWHj4/4/cayZLbI7SWEUa3R8RpKSMGl6nv+FmUDbSjR/ftwKamJsXvGxv7WvuzjVGby9QpZ2DKlCmK3yW/YpQueeiAdJUV5RkNUnEejydnukoNQ3EV5WWoKM++brZ0a6uqcPZpJ2PYoIEoL888hMrLSnPmaWCO1zOqKyszXlmLKy1VTje9w7j/b7di6K9/nfJ5eWkpavvXbVjeV9GoKC+DHMl83Q5I/e11SbFR0zl9QE11omBOTie+bnx4A6DvhFf6TeVlZRg8oA7tpaUIARhYVwdPeXmiIqX0iks8/eqqypTepcnK+vehf8UKBL74IvF5vpgChy+kyeLHV0lJSc6Y1xl0fPvRt8+SKz9A9v08YEAduirKEQVQU1mZcmMYeu0VDP6//xfR0lJkm6e5urICcoknUbkNbduGqlNPzdh2tuNicF0dPAqvJ/f/uJR8l5Ye3oehmuqMxqUBNdXo3rkz8Xnyukr7MB7TuupqlJeXpeSxpqoqsQ/Ty4hgdVWiwVJvGRHfRk2W4id+wSsvL1fcfyUlnpz7NXn7sixnTOQyeEAdpGBQ1fnqfyO1Elri8SDbJTR+XsbTjVeWcx3fFeXliQqJEq3ldyQSxdmnnQz53b6/qyorMDAtje65fb/piEsvRXIfrHjZo6aMSJa8H+Ov7SV/VtrfkFdV2fc6T/y7wQPqEG/nSD5nq6uqUDugDnI0mvg+UTYp5so4ZSUlibKsvLwMg/uP7/h2ByY9dBw0oDZR5qbnraaqMtH4mSy9gVYpvsnbAA6fq/HXt5TK2vRGrbpIGGVHpDbkZrv2AJllRPJvUVuPaCsryygrk68XdTXVqBxQh7aSEugd5KBMobwsKynJWkbXVfdtM+TxJLaZXldoLytLlJvp3/mR2jA2oDZ7/9GqiopEhTtZPDbp+7C2qgqlA2qB1sPbjqYtK/n96Hn2WRxx1VUp16LketDgAXUpvyF5O7nqePHyKptsr8qqbaBNLQszvwMy60zZrvVAaj1CqRxILmdbnnoS0YYGDJ06NaWBNiUNhQdtSvsjfR+G0o7flP2ddK4CSLyOqSReRkTb2uCpqEDpwMON+2X56sm5jsP+chbI3E/J9YhsSktKEHn2GZRUVWHoL3+Zv8zVOG5oVWUFlGvWfQbXHb4upKuoKE/JfyStcRboOzc6GxsRbWzEUZd/M+W71tLSxPU7Xo9QknyvEY/p0EF98cl2rxGXXEYEPB7IyBxmSWn9QurJFeXlifJD6TqZK93SsrJEPAbUVENKenhZkqfBb1BdLQLVVYrlb/xY81VWKD50KQmFUNPRrnh8lfbvi+TjIH4tST6+M9LMsg9j/cNmRDdtwoif/QzA4bjGlzfrXjq5HqFEqYxo79/vleVlCACoqqzEgLTtl5WVorb/XkCpnqfFwNpalPX/hnjcsp338fYIpe+T96E/8VlfrJT2YXIaRrRHJN+rxjs65LrXKKQ9Inm76eJlRGdZX/wG1taiLGnZAbU1WRtos3UAycbj8aTca2RroPUAqPX1wn/oUEre0wcuqKmqQm9JCaLoKyOBvrpC+vEVj136fc/gAXWIhkOJv3MNuaHmXiNb+4Paa2A6q9oj0qkpI3LVL9MJNUmYWhMnTgQAbN68WfH7Tf2zcp52WmbvMOo70I4cdkTWhjwnCKxapW5BFU8jQzt3Ipr0Go6R8lZ7TRo4Pn3WejfE1Azdb7yh6eYjtHu3ibkxVrHENHLgAHreeSfjc2//MCP5SBomSnCCeFwdJds5lPy5xRPmBddl9uhxKl3nao6xs01j02Rb9k21WJjy8rKUcYmVej8FNmxAeM8eBPJMYpc8TjYBkpoeSCYcr3rO1ZZ77kHznXcanpdCRPbvN26yRiPL9gLT0hNx0etKdk2HHG1oQNvMmakfaoxvzOdTV0dTSLfMA6HjWohYd5b3GBw+ebbo56qS9Pv1XAJJD7R8S/rf3rFxsmo1ijGmahRlA+3555+P2tpaLFy4EN1phVQsFsO8efPg8Xjwr//6rzbl0NmCoTC27zuoOGmUq6i8ELXPmoXW++4zJQuy3w/v/PmGpun96CPIGidpsTqmciyG5jvuQGjPnvwLG7VNI9JwUWOe7pjGzwu3zKipkE/fl1/C9/nnCgu7Xzyuujil8m1BhTHWmd6X1bmsLn+b77jDku0Uu2AonDqOqFPOPzuZsQ+S0jQk9Rzlk+5ztYCJ84Rj5nmQnLbK7QhzT5NN+n5weINNsuZbbkHzbbdpXk8KBND4179i9/sfOjuuNsWi5913bdluoaw+V0O7dkHKMaGaJXSWl91vvJF/IQcQvvzVqSgbaGtqavDf//3f8Hq9+NWvfoVwf3dzWZZxzTXXYM+ePbjiiitw0knZhngubsFwGFt27886i6yIsg2FYITA2rWGpuf96KP8aaYV+FbHVAoEEOvqQm//hAq2clFlVYtCY+r96CODc6Qs5lMYAa3AmHS/9lpB6ztZPK4JbPRxPavL31hXl6718o1/1/3GG5DterDjwPMgGA6jt1gaaO38bQrXC9+SJbp7mec6P4LhMHZv2Iyup/+uqWcTWURH3aGQ8lcO5Z5ky/GMOG9NPvf13H/Fe936Nm8R5l5VCoUQaWnJv2AhHH4/ZHVdqf3xx9Hx7LOWbMsyDquHFGObkhpF2UALALfffjsmTpyIV155BSeddBL+8z//E6eccgoefPBBjB07Fo8++qjdWSwa/hUrED5wwO5sOJvWi2a+3hoOvwhbRk4fut8hssXHqAur3RfopN9n2GuWVlCIS6SxEZ0vvZQxSD65V6yrC1EX9cB1imhLC6KNjfkX1ChXaeWq8y5fueum3+Jw3W+9lX8hnY7asRXS7t2ImTT0FWkX2rMHoT178tbnpEAADX/9KyINDZbky/HylDnBzZvR9corFmWGcumcMwet06bZnY2iY/gQh2Ze57Wmbfe9IGVVtA20AwcOxOLFi/GXv/wFADBv3jyEw2H85je/wbJly3RNEFbsou3taKivR7S1VdN6Xa+8graHHjIpVzmwYLKPFfvegG0UZSONhY0EWSPkonOze+7cvjGv3TIkhEPJoRAa6uvtzgaAviEAWhw2ZqQjOPC89H74od1Z6KNm3ygso3dWbtdiIzQlHQPdb76Z+p3O86H90UfRnt6xRiGtaHMzEI3Cr3aeCofrfvvt/AsVUMZ0PPuseb2ECygLAhs3WvaWlyPIsrEdmQy87vhXrHDXg9Jikx4bHbGKNDUZlBlSS+gG2tmzZ0OWZfziF79Q/H7w4MG4//77sXfvXgSDQezatQuPPvooRo0aZXFOxRDun0AptHOnzTnJHABdsThy8Y1RrLs757g4eS+WTvntdl/UZTlnHvxLl1qYGUqw8rgocFthC8dRFlmsJ9vctOQYTrluJOUjsn9/jgXNFdq5E1IwmH/BOA37r3P2bO0ZcoGWe+4xJiGnHItUkIyx4gu99qtd34QxgU0fq1JpKI/PPjN3m2Yp8PztnD07tYHW7nuJIhY5cACRffvszgbpofK8iTY3m5wRSid0Ay2Zo7ysDEcNH4ryMufOuCerHcvECZV8HT1vmm+/Hc133WVYFqyOqVl7Pdf4h1K2WUsdpvOllxA5dKjgdNxwnrqd1sn4jBCPq10kA3vTxNTMxJ5Dz/vva17HieNGGnWuOqGXQzH1pGmfNQtdL7+c9fvysjJUVVQk/s513et+7TU+7LFAcPNmdL3+uu71y8vKUFNVCcCYiUfJRDnq1skNw0aVv5oe1ljJCfc56Sy6TlRXVqCstFTTOpGGBuf1sHZiDJOYOU9LsqK8rzHxXOl84QXT0larKGOqAhtoSbPa6iqcNXE8aqur7M6KGNQUvrEYeubNS10tV2VQY4EuSkzDOZ7i9n76aeaHeXrQAshbMfIvX64ma6rTDaxaZcgMq6LElFLF42oX3+LFhSciywjt2JEyjICkNFlcHr3z52tex4k30Uadq633329QjrKw6SYxvYT2LVqUsYxd44HGcgyDU1tdhUEDag9/4PCb7EIY9cskvz/ngxspHEZw82bd6Xc88wz8y5bpXr+2ugpDBw/UvX4xCG3ZYt/GdZxjbq8rSeEwGurrEVi3Tt0K/ftI6OFV+uv1NXt3I/TC85pWbX3wQXS99JIZuXI+vZ0OLGpwt+Jc1TpMo2ZWn3fpsUnavtw/mZ6d3F7+moXN1aSZJEkIhSOorChHSYmL2/hdVDkJ79lT0E1FPpbHtJB9b2Tc1DTQ5tH16qsGZcZYwpynlCIeV9dJO88i6a9MFfEYvkacq9H2doNzZY9oczPKR49O/dCAMdTsIEkSYkV8XOvRdPPNOb/veftt+L/4AtDYK84okiQhFuuLqXtqkNaysye4npi4va4Ub2QJrFuH6tNPz1wgrc5s69BdNpTdoW3bLN+mKYzcd1nuo4KbNkGOxeAxoHw1420aK87VlnvvNSVdAIi2tZk3prMC/4oVlm5PD7eXv2bhniDNenx+fLRsFXp8Jo+3VCzMaCjWeGFkTMXjmpja3djiogc1wOG4Jrgs/5TJiHO1kF6FqikdawYffwGnvVpagB6fH22d7hhaJ4WOMlny++H9+GPTy3Mp3rs2ueHbwG1KeXoU9fj8aGjN/TBElmVDh4IxWuTgQbuzYJqUI0Fl2WRE+RtYu1b3ulYKHziA4KZNAIxrQNM11JOJ9Zbgli1ouftu09I3kp4YqO4prZeOh4pKvyLW1lZ4XtK45r4mC1OHRVM4lrpeeUX1snZxe0zNwgZaIoeINDQY1wvKQYVvTk7Ip5l5MDrtPBf3WHd3zmEe4vS8Tu5URj+lF2nfOJpdvSIlSZjepno033GH7nUVX4m1YRxmtTrmzFFVHhYkvk/4oATeDz8EHDjGsxYZk1Yp6Q91thKr99NP0XTDDapvxiMtLTnHzyfn63z+eUPmDlAjvc6Td1z15LLJhPK65+23ta+kcL0vqC6XtG7K5GFuoWUCyeeeMzEjOinFk2WaMbTULSyoR0caG03fBrGBlsxgw41K3nFUlAotm26oIk1NCCqM0dX64IOueerrWBovTqoqhC668W554AG0zZyZf0EHN6pYzgkPCcgysY4OtNx9d8ETlLlVrKvL0PTCe/camp6Rghs2oHvu3MMf8Fw3n4uul7rlOYwSr1SrON5ivb1onTZNeYx8chW7JqA09b7BhWWm3mtcrLvbtkkuJb+7ew/6liyxOwvuoOf6mHRMOmES1tYHHrA7C0WBDbRUNDpmz0bbE08k/rbrNqL1/vvR8fTT6hbWe7PjgELcdmr3nUD7Sjaikmf1DbabbuhdOhambRy8f5w+LpcaoT170DF7tnUbVDHEgRMmncglvG+fbQ0pitxU/lEKIyInh8MAgGhTkwGpUQqPB7IkIWrDBIKRhgZEc0wgSMaKJr1OL/X2al+/owPNt9+OwIoVic8a6uvR+tBDpr5VFW1pAaA88aWbhDZvzhwexsH1P8NY8Rsd2KHG++GHdmdBeGygpaIR3LgR4R077M6GPgbexEmBAAKrVxuWni5m3ZSKXiFw6M18zOtFWM+4dgX+HjkWg9TTU1Aaheh57z3btq1XpLHR8F6UZI/uf/4TwY0bFb9rqK/XlaZ/+XJtr7CllbmdDp79Wg6H0TZzJrpzvJIb3r8fHXPmWJgrwTj0GkXFyfvhh2i56y7LH8q0PvggWu6809JtFrP2xx8vaP14o276MBWRAwfQ8+67BaWdk133LLnK6SIuwx318NZMWmOctrztbQhFgA20pNmgulp8+8KvYFBdrfICbmkky1FA+ZYsyTtZhCX07ssc63W/8QbCu3enfJY3pg6ktgFCcdzEJE54ZcQMVsa07eGH0TZjhnEJqoxJ9xtv2Doel++zzw7/YdFxFI9rXL7jO13rAw8UNA4pGc9J5W/Xq6+itYBzWfJ6C7/B07i+2puq+Jh4uSYv6X79dQQ3bMiflorzfVBdLUYMHaIqb+QOg+pqcfSo4QDyjnSAtsceMz9DlJUHfQ9cgMOT8wSSHmhJfj+kcNhR5a+VtNYdioFSuW7qxE4axHvbFzOzz1XNDbQWjUHvnT8fQF9P5axk2T3tL0mKtfzNhw20pJnH40FpSUnmxd1JBUNaXsK7dikvl6VQ7X7jDXS/9ZbRubJMrkgojXWUNaZmM/OYEaWXrs7tWRnTmNZX+ZJ/UwH7M5TtvBZYPK6i0fNaYkEcdHNqW/mbTbYbUjX5s6Ee0P3mm7kXMHO/KqQdaWiALMvweDwFvQbvW7IEoZ07C0ih+CSOPpUxlyMRdM+bp/rGXEtMI/2Ng+oy4qD6czqj82bVb1U4BpLfOGi6+Wa0Pfyw7vI31t2d8rfTh3dJ51++PKOzhhPIkmTZhGuqOOXc5KRbzqsrWcT7/vuIdXej49ln7c5KQWRJghQMpnxWrDHNR7y7PDJdrz+Az9dsRK8/S2XEgSdZttdAc1145UjEpNzk1zFnDhpvvNGyMWjzxtSN1O4Dp1S+DCZkTE2g6QYl17FiUbkXj6tRJL8f4QMHDEuPtHPNuWrXuN550ouoHb/TgrI+vG8fWh98EMH169HrD6CzR/+Dh+433kD7rFkG5k58sdZWTcv7ly+Hb9EiBNat6/sgzzHS6w+gpaMLgLoxaIvmlVkNJDvG/85SdkWbmnSXv21pr9WnTEhoILPe5ot1dR2e0M5BehcsQOv06RkN4FZgI5GzmV1X0tzZRKNCji7Dzgcdx3h43z5DNu396CM03Xhjymeuqf9ajA20pFk0FkN7Vw+iDnntQzcHX4iDGzZATnvKZBiFGxBhYkoJamIa7exEQ329tjEnjeDgc8/p4nHNJqZxTN72p59G20MPFZqt/NJ7TQv6YEQPXeVv2jkk2XAza5lCyguPx5xjLUua8fMv1tGBaCyGsI0Pesl40VgMof6YqjmqEg2/WcQbcCPNzYVmzTV6FyywbmMqzn299V8rylz/qlVouummvnJFhGumiren4hNnWfpKf/81RtQhz9LlbIg2oX4eUDFskBpm3qvK0ShaH3gg5zKx7u7UYyT+byccNx6PafdWRk1iF9qyJeMztj8oYwMtOUrM50NDfT1C27dbs8FchZkTCly9HJ73+OtLpjYM2tXbK4nk96Ohvh6+L78sOC3vRx/Bt3ixAbk6LNLfc9KJvShUcfhxboe2Rx5RtVzjddeh54MPEC2ihoFkWYe9oez4YEW75H3G/adb4oG1DfswqrFXrqa0+xujov11ITkSsfXtLUvY8Kp2okHKZedgeM8eADYMAeRmemJsdV3SZcehKun7MOnvThdMvJlvrOGY14vm22+Hf8kSi3Kkg5rjmPdNrsAGWnKUWHs7ACC4aVNhCYl28RPs98QnbpC8XtO3lfeJuIkXq1hXFwCg+7XXCk7L5+RKgVasIBgnrWyIdXSoWk2ORND7ySdm5MgVAuvXK34etOrhoAvIspw6Xpja65DR1yutZXiW5Tv/8Q+DMmQgwa7tesW6utCh5iZeKbYmX09a7r338KYiEQw7qGFsWY2abr0VTTffbFr6erj2IZ7CuaV1CAyykFnncUWFOelSUYmPMa04JJjbruNGnWu8lzMNG2jJFTqeey7/RCDJ1BQaDi1QQ/1PzIECxkMq1kLTjN9t0nHi2LGuTNiHUjCIaP/M6T0ffoiWu+82fBuUSc3YdfmGUolZ8BDFFlnOv6BBr+JZwbSGk/5941+yBE033pgxqYPVooW+adH/e2yZeCZLeSpxRu4U3vnzXXHuRRZ/Zmr6cijkuB60rTNn2p2F4mXDAwnReERooDWo13msu9uw4QbSBTdvdnd90e3nldr8Kz246uhIdJwyU7EMIWIENtCSZtWVlZg8fhyqKyst22Zw3Tr4Pv/c2EQd2kDW/uijiX/rLsw0rmdHTB1B4IuFqpha9Pvbn3oKLffcAwAIrFyZfwWHxsWyoVdyiMc1IUc51jZjRsHba33wwYLTcCQHHWO5zlXJ70ekoSF/IiZcz0I7dwLIPRagFeNX522wyvHbIwcPamrwil9zfUuWoKG+XvV6SqorKzGwrlbxu+433igobccyu15lY71NjsVQIvJYz9kIPtGZ3vqv5Y0NDr1nMY1Rv1dDOoodJywcwzxd/M25bG/8aNX+5JOmDTfQ9fLL6Hj2WVPSjjPzXjVfPSEescCqVWh77DF9GyngmJZNnFwxsGoV2h5+2LT0cyna9oc82EBLmlVWlGPMUSNRWVFu2jbyjQXjZG6ctdeKmBYlIyp2Oi7o7U8/DWnLZl0xlU0YHy5i0AygGYrthgWHz1WrZAxD4qCGTSeQZVnzxGzpcpW/7U88odhI7v3444K2mZOGGPuXLTMvH2rlya+enrO9n35a0Dbh8aCyohzVlcq9t8yeLZqM1z13LsJJDSW9n3xiyvWSDKJygkAn1n8j/WMTp+C1VxdVb6vZNUlYnryFNm/u+4dBveoln0/Vdv2rV+tL3+QetGadq8Ft29D8t7+pXj68e7eh21ej/Ykn8i5jxNFrdfuLE8tfJ2ADLWkWCkewr6EZobB5r2H5v/jCtLTVivce0so7f37K3/7Vq+FbutSILKmnsZJhRUxTWFEJ6q+A5K2cOajSa1TlMLRlCzpffDF/TBX2TdCgJ/WFUN144aDYWSV+rjqKLLvywZQRAmvWoPm22xDtHz9dj1zlb7YeqoH0GygVN6Gay5ciPL+MHHomFI4gEMozlIETHzK5Ie425DH9DYrA6tWJiTbdoOheL1V5blle/80jsGEDWqdN0/7KscVliRyLuaIzjQjHfcG/QZLQu3Ch6nh1vfiivu2YfAyada6q6kQiwHGUT6SpCY3XXovw3r3qVjAg3k4rf52CDbSkWSAUwtptuxAwsbu9JfIULLLfryvZ9DEdu158Ed1z5+bIRvZ86L1ZVLqMyLEYfEuWILRtW8Z3wsQ0WRFcTPPRE1P2CHK2+LmqiwGVqcCGDRmvfns//hiNf/2rtoQEOT8jBw8CKKzniJDlr0vFb4SNuKkPhELo6fUVnI6rOOW8tiofGrbTUF+fmDhUKCbs65733kPTbbcZnq4Sq8pf39Kl6HzhhbzLRfsnMoslD6dRwLXbrPkOguvWofmOO0xJm4wVWLMGPe+8k5joKhf/l1/q31DysWZCucC6UuFy9f6NdwhQnAitQLGeHsVJjBlTZWygJSHZeYugt+dtTgb0fAqsXm34uHdSIICG+noEN20yNF3LqHwFTljF/NuNViT7MqowHmokW0+fpH0iQi8W1ytgEglXM+jYUzXeLo9zfbTut/5j1Pvxx4oPnZ0q3vgmEknjjbWaySt7FyyApGPomKwllwPKtO65cxFYs0bfyg4tV7Q+mNR6rDhBpLERDfX1iDQ12ZaHQhvZtfR0Tn8L1K0iTU1ouv122yc5tZSKciLXsFT+/jGPC9H99tvofustNFx7LaJJb0M233Zb3kmJ6TA20FJxM6HSpnXGaasaLsyYGTg+nlFg3TrD09YleV+qiW0sZuqMyV2vvmpa2oZK3lcOuJEhDdwYL4febJIx7BifTQ81DUVxwc2b0frAA5kPYOPnX7bzsNjK1qTfaEXdxvvhh3nzoYrOvPLBk/a6ZWDVKpNyktY5I/kBfI44ybKMsetXQ+rQP0yNJQQ41ppvucXuLGgW7W+YDWuYSyHS1ITeRYtSPpOCwdRe0XbKVT6adJzFfNa+TeL/8ktI3d2INucfEkxVOW7AfvEZ0ABqJq3HpyxJiLa1pXzm++wz+BYvBmIxVz08dRo20JKzGHVhUJGOWa/9JGu49lpjEjL5ZkMOh3DqZ59orqB6yvsG9dbcyOmUiqYsm/rKYVRpooccco5nl7bP5EgEPe+9Z8xTfafEo4j5V6woeNZ4x3HjceXGPJskMeamCxsW891w+VetQtNNNwEApO7uzDHX0taPj4udcQOTZTuFThwngsDatfZt3CljYzro3JHDecZDLlbBIIYf2IvwBx9oW69Ix113PLPOOQ11g/ZZs9Azb17KZ63Tp6P59ttTF7SrfLCjnmPT8Glygb22jWwr8H3+uWFpOUFw3Tq03HOPpofdpA4baEmzstJSDB08EGWlpXZnxXQFvxqh4iZBa+Ef3rFDb26y56GlFTXeHkirNM7cWdJXhFg9QZCoFwMtk+N1v/kmehcsQOv99yu/NubxZD9PHXTTWIhY2pNbWxW4T9U+WY+Xv3qYPcNuutYHH8z+pd0NoVniZccrWJZdUzXs82hnp6lvFxhJ0jFefCjtOtr2yCPaEsizL32ffYay0lKUl5Upr14EjTtRDQ8PnTAxrCkMKudiPT0IbtlSUBq+tB59RUHFdbmsvx5bkn2AhIJEGhsR2qVj3HiNve+D69bBv3x57oXsvu7awaj6rpYGRoX9HEueSFSQOngGk3+XnrpS+5NPmpgjd9JybVajkPpMMbUpacEGWtKsrqYaXztjIupqqu3Oiuk6//EPu7OQU9ZCUWMlrKauFgBQ7pI6Q/Ndd1m3MSsrUkrbiscy7bvksezaZsxQTC7reZrj+LD0EBC1kppH58sv63rVKbB+PcobG/C1Mybq2m7Xyy/rWk+vlPEWXXJjGOvttXybjrymuqRxFgBiOsb1zDpuslY5yrDqSBhHDBqQ+Dv5eh2fXI50ckp5YlE+2p96Ch1PP11QGlrGodSWsLWx0PQ7VOSttr/cLS0155a49YEH0P7449pXzJL3xmuuybqKX+8Ytxaz8gGVYT0gzegBqvLcKXgolfR9YMMQB0Ywq65kxRu1bmJl/cSR9V8HYAMtaSbLMmKS5P6xt1QUyKomBbFRu5YKe67f29/LR9J4U9753HOJf8vRKFpnztT8Wn8+gTVrEEwbx0bNTKRmMfW4V4iRrKJSmG3iEdXnKSsnhlETr8DKlbom7Ov8xz/Q/vjjiOm8UXDSK67+FSvszoJjGHJN5TlsrPRYqI1N0nLNt9+eEtOI0hiGjJurZQyNkcao8VYlp4xd6QAds2erWk5to4uectfoem5Wbr/PyiLnmyoO/c2uv+e1mwH7z6z2B8Y2lZnjhKcTpk3JYGygJc26e314Z9EX6O5NHfBbyJPL4TdPWYc7UIpFjt/SG+pruAlrfL03MRlMLIZoWxsi+/ZlDIyvOn9ZdL7wAjqeekpTvpzIp/cVznhjnI4GA6Xz1HYOP6cK0fPhh2i85hqEc40lnI2G/fLOoqRjyaX7U83EDabK1gtL73WsgDhku6ZqYtEkF8Iw6rzJs09bOrqM2Q6lcki5533vvZzfJ8ZxdgKH7LOcVJRRoQKHekjX01/uRjT0zG2ZNs3QPBglX6O0o64AVk2QrOaBtppzw4z85tiuK++pk3+PCfk3pK6klxvj4VDxY1uWJHR1djrzXtVmbKAl47mhEig6rReS/jG49E6s4fSexk7Q/c9/5l/ICRMGKOQh0tioe/bRjFfZkrclWIWn9+OPAeSZ7C0bwfZFLqa9aquBmoaTXL2c5WgUrTNmIGzUq/LkLEV0PrqS0fGx6torYv3Y9eeKQ/NvwrHimHGIcx0zRv/utPTkaBQ9H3yAjuef15ZOUkNv6/TpCG7aZETusm/O4jkD7N6uCGI+HyKHDtmzcReWwz3vvIOAlUMWuggbaKl4iVhR7qf5yWt8V7h94hKNPYft1vvZZykNmJJV419q3CetDzyg65V8AGh/4gld65H9oiZNwpY+u7FT5XooEevuRuTgQUTirzjbXTl2cDlni3wPgvLtr3zxLDTebr/W2sWBx7ksy+rrXHaXE6JLf9isZX97PAhu2YLg5s1ZF4k0N6P7nXcKyKC58j14tKyOaac8ZYT3ww/R+8knCK5dm/gsoHHs3sihQ+hOq8dE29vR9thjfZNrqiyn1JZmho+RalI5mjPVIij72mbOROv06XZnwznyxDy4YYNFGXEfNtASOVihA+k31NfD29+rz4rtAYD/yy9VbEj8C3U+ciSCnrffhm/p0sRnSherxGybZt6Yqkw7omPctfCePTm3m61nsRN6Weqm5/h2QMND0+23pzRKts2caWNubKI2Dg6Ilxb+NWvQ/dZb6ldw2e/TLNvv0/xwU/D9pFHK2JIG75uYz4eYA8dibZ02Dc1/+5vd2RCDx4Pg1q22bb7j6afR8cwzWb9vve8++BYutCYzAteTcz7QMPl3x9J6iEaamlT1LJZCoZzf9y5ciPDu3ZrGJ5ZzzfvhwvhHW1u1zY1iJhv2X8ykTg1qGTb5KdmODbRkm1hvLxrq61M/tLJAdcGNVShtciw9fMuW9f0j56yd/f/X2yjmkH2ZcvQ4JE/55JwsAUDXq6+asFF9r5e1mjDuWtaJqxwav45nn82/kAsr1kDfRDQ9SWMqSjZOxmcbF8Yu281u8uddL7wAf/xaUGzMjKkLjxcA6HzlFbQ98oi5GzF43zTfcosjb0Cjra3qeyamX9esmsXdRTr+/nfjElM1tmj+RaIdHerGMiXDSH6/OQmnnUtqO6b05ujs0nDNNZqur/FhBPQOHeZkRo8RbTdVDxNiMXS+8oo1GcqWlWg0d4cYM7FsNBwbaEmzgbU1+Ma5UzGwtqagdLLNPO8kUk+P3Vnoo7WxSpYTlUlPeXnexetqqgEApQbdBDjmCaoLqKkceufP13Wzq+c89VRVJf7d/c478H3+uebt5t6AMxte1co67lhSfAo5i9TciH/j3KmH/3BAz+q40M6dJmXEgQrc7+G9exO9xI26pprG40Gsq8tVr+Xn7JkEIJpt3PR4XA26Fg4fMsiQdIwWWLEC4fjwHGmMaAx0XVmQ5zd7589XlUykqQnhXbuyft8+a5bqLEnBYGJ8f9mkh2XRzk5T0tUr2t5uXGIqhzgY0F//LS8tVfxejkTQctdd8H74oXF5U8PldaWcLJzU0lNiQVNHegNVvsnaNHaGKbRM9mQ5trVqqK9HxMYJXm2tK+WIQXjvXgRWrLAwM5nsfIDUfPvt2lZI25eOrv/ahA20pFlJSQmqqyohdXejob4e4YMHU74P79mDkJqnOEXUI6BgefaV0qDk8Z6JnoqKvMmXxCsTaTfg0bY2NN91l+aedE55gipHo8Y3MBp83KpqoH3/fV1pV1dVokRj5bTyxBMT//YtXIjuN9/UtW0lUjCYciwFVq82LG1HMblsq66qNDX9BI03EUKOb2fCTXKsqwttjzwC7yefADh8TdV6rubT/dpriHZ0FJyO1NOD5jvuQHDjRgNyZY2mG27Qt2J8duH0j3Xmw+iYmi24fTt6FywoOJ3Qrl22PTyK+YyfDVrtNbhXxevvKa9K5/gdHc88g9YHHsjakK6Z0rYMeOgSNbDBJrxjh2FpqdX92mt9/8gSi3gdrVdlI70pCjiXDG30dhgpGMz7kMHyZm4VsdI6pqxU6NAuBpbFau/vzOj1r7euJPn9iOmsn5r1cKwoqDwGzKj/uh33BmnmCwSxYuM29O7ua4RNH5Q+sHIl2h99NH9CKk/c9AZgw3g8jnhCHTl0CO0FvtKVcRMuy4keRGp60Ab6bxhi4dReR/4VKxDr6EAkTwy09jS24nW9WEeHMQ1GJh8jRoz7Cyjs02gUKzZugy+QewgFKzXffrv6yo6bH+CYnPcVGwsf+sRybo6nwaT+YU1i/TeW8Wuq7nM1y771L1+OnnffzblqtKMDUp4GrdYHH9SXLxGlzwgev85muU50eY1vLDRSeuNfx5NPOnIYgQw5ypNQjkmeknW9+ip8aWPmF1w30fG2UzaRhgYAMG4oCpPK4O65c01JVxcd9bV4g1PW48Yp1y4d+ZAlKWePbkfR8fvaZ81Cy5135lxGSk/XCfF0wL2n5QzY73rrSk0334zmW28tePtkDqfdqzoBG2hJs0g0iobWdkTj3elNvNhF29rQNmOGaek7RciESRESPWhVNNBGon095eSCXs52Fu/772uemdXRdFToGlrbEXHQa8lynkkWhFFImahi3YbWwz1ivO++q7qHe76GOLXbzyba2urISXyMEN63L+XvjAY5Ledn/z6Ov3oZv6YWdK7qvOFruesuNN9zj/7tiirPeRBvyEtM4phFKNsY2yq3YzbTx6F1MP/y5Yj2N4IaxfDZ1s3mtvymSZ/wKeV8SvptWhveI0nntZ3lYzGNPaxHvs4jALSVsUbsb48n+9wKTlHAeZ9xzqnUu3ix7m3GGVJXIsdhTDOxgZb00zBWW7StDQ319amv2qhYT8ozgVLR0DMGbdoQB6bfODihop92TOXrPeYq+Ya5SGtAouKhtqd4vnE5C+X98MOsY1E13Xijqds2W9vMmbrWU2w8j79GL0loe/RRSC3N8MRikGV7xhBz3Ct8eierjGOjhv0YA3WcUG9ysciBA7kX0HkcJg9pIZs1WZUGwU2bEG1psTsbxrFzQmgLth3vjGDaRGeFKmAf+BYtMmS9tlmz4F+1Snc+gL46VOvMmQi74a0Pl+JDInuwgZZ082hooI0PgxDevdvQPETy9F7JyU0VYx2Df2vpQWs5FviFS9uHRow1SeSqctEMVowx3b8NyetFeM8eRBYtwpkfvIWwgeM9xwXXrTM8TbPZ2fsoMXkYr1GkRwFDHARcNMazKzjgWlboEG3x+yy98xA4me+LL+zOgjmSe25zdvuswjt3ouuVVwpKQw6FENm3z9wJ/AyeONQ0JvVAzfsQjEzBBlrSL34N0ltopa2ndCObGLxfQay3F633368qbSVaq26Sja9nd/7jH9pWSO5Bq6GBVm5tRfuTTyqmRw5n1Fi2JveyJGXx89XICVfIRAXc/Cd6JPSnIfVXgGPr1xecLREYXQal9wBJHzdfZ6KFpwHe/AingHKhc/Zs4/KhxAENlqZz2G8sdIg2YXuvyTJ6THggCUBTXVjY/Zsu7bzwL1tmSzaiHR19b9Ma1Rs8V/wUviuaeBvJgIcMEd7XaMYGWtIs9PencPqhPSgv73t13qgCz/vxxxmfRQ4dyrp8weNZaqzItT30UGHbs5CcNElYYNUq+POMxVqZ1IhryM2rQJxV3U+SPlmNQqV0wvHHoqp/iItkuWb19X32WeF5M0BM48RzjqKjTIxXWH1Ll+ZddsLxxxa8vayKvAIb3rMn9QMDbvgjTU2p42GnNdDmrADbFA87x+/u/fRTW7Yb0TAeafrYh7EsM4nX1dZkTSO0a1fGJF1ksyIv/1yP8aM08V7IMa+3r0dr8jFixvHisIcEgE09sBX2bfx6l7jPlCRNbQhVFRWp9zXpdSkdeTKEA2PuJPnm2cl2r1rM2EBLmsUOHULF2jWQtvTPeGpQD1pVE9jkWF/1d0m0FKmuGv8pqQctAHS98ELOC0hlhQHDIBTJBcqpg/8rNdCeNOZoVFVmXvRyPT2XCx3/0SD5ZuYVTtKkQ4G1axHJUd6cNOZoq3JVfAy6niVrfeABdL7wQtZlCx4f3ISbjpjKcY3dQO3+bX3wwcN/5Jn5u/3xx1P+Tow1mLZcbXVV1u2lp2GXwNq1aKivd+54iW6i5lhzUCNii8gTBCbFonf+fAS3bdO1LpnAwnPA4/FAjkTQ/Le/oXfBgoypkFOGAcqTr86XX87/NmURHDuNN92U83vv/Pmq09LyFklVZUXKfU0iWgXu89COHQWtT9k11NfD+8EHOZfJdq9azNhAS7r5ly/v+4fOC22hl+eOZ54pMAWxaWlIjOZ7JcjoCoeDblC06nnnHbuz0EfFECGNbR2IRDgzpuUKnCG38/nn0TptWtZlGtbyVXjbaYlxlsY+T0lfFcyQ0tCAMjoWf0jq8bhvNvpcSoyr6na/8Yam5UNh5w8ZE9zc97Bd80NygfhXriw4DY436QBJ5VZk795Ej73e+fPR8dRTNmVKIxfXj51IluVE/VhpHhQtb2wEVq6Eb8mSnMsYNVSJkye+yjexaL4eu8lHuJZOIZFINPW+xoAyN7RnDyI632ThmZpHfELcPMNW8V41ExtoyRLdc+dmfpinEhLr7s75fcE9WkW6AVWgpYHWn+2JsEmDoycX1obe1FhQsZWCQdO3oUd4586Mz5Zv2AqfmvwafC74V67kWLZ6qYnF8xrHpNbAqT3EHU9Pg23/Ojlf8bPwOtV8yy19/5DlvDehrqKngTZLTPLdmKbr7PFq33ZGVngbaLbE9bOQN7NiMVvrlcl1k9Du3Wh79FHb8mIV7/z5aLj22sMfuOxckWMxhPfuTTnH441bciDgut+jmoW/y+jy0/veezm/N+pty3y9Dh1Pab8r3VNqiI8vGFS+r0kf8k2WlYdIVBqXNs+bI/HhFIviOlzg3ApaholKpvpetYiwgZYKFy+0NBRe3gUL0PP22wpJHU4j5s28sYk0N+cclzaRjtoncqI20soyJCMaWjTEVNIwZmjyOKfx3juO5ZJjJNsYiKoYWPGINDSg6+WX4f3kE8PSdJ2k/SlLEiJNTTZmRp1YEfee0yWtXNBy/qVPEpbxfTSKtieeQLStTdwbdAvZ2RvYiC1LCnUhV7Brv9t4zth5rLU9/HDi3z1vv505nraAIvv29TWMu5T3o4/Q9sgjivdDdo4DLhSPJ3tZxOurpfSUjr2LFmUfMiH+NlL6JGjLl9s6vntDfb1t27ZLcN261GGigPznnUvur+3ABloqnJYekP0npfe993TNVt56331onT4973JRtU9xBL44Z/SEM7kg7Hr99bzLSMFgX6NDMrdVrh16zCgNcaBW5OBBhHbuLPgJsSxJiXzIfBoKAGi85hq03n8/gps2qVshSwy6lN5CMJLbzkOH6Xz+edXLJm7Gs5TJ0dZWhHfsQO/ChQbkrPik35gZPbZqtJCHYXpYdc3RWEcIbtliUkZcKldDkAVcNU+CWVx2wx+PWWB9cQ1bpKpEMyGWoe3bEVy7NvsCTqrfOykvRtHRg7Zn3rzsQyZkaejrfu011VlyQwcKN8g1+XQ+R213eEctG5TZnQFyP9MuIWaP5+Wyipwmsmz9K+Yq4tX+xBOaBoRXq+v11zHoe98Ts0KjUiGTewXWrEFgzRoc8bOfFZSH8M6d8FT1TYpTFK8DaRDt6FC1XCztAUZgwwaEd++Gf+nSrOsYsaebb7vNgFRIjUQZGL8G5boW2XEeufzcNaShKsc+kPIMv+Q6OuPt+LdfctBzvYx1dRmfEY1kSUqMXU2Z9I4laRuXl7W6CfS7c76tqPM+M9LU5P4HLhp+uxyJ9I19X2Zys5TCcZdvvFwqQL6hLPvvi0bv2GpFblyFV3kqXJYTsHfhQvi++MLizGgkcCOtlrEkSzxZioL4GIlqElGxLxUbZw2IgX/ZMqEqfLoo9KAdUFONkpISRFRW9KLt7QXtRxkQ+pwyWmDNGjTnmUW7c84c+BYvzp1QsR/7TpbrfOj/Lutr0WrjyvinMmB/5HrApGXc9MEt7J3jSNliWOCxE963r6D18+ldtEj3ukJN/Gc2q/cVJ5hzrZxvdWYpT6Te3pxpdhg00ZitNIxB23jddWi5//6MxaOtrSl/l5SUJO5rUtJh2eYq6XEFcDimBIANtGSE/gIylDZJUc8776D7n/+0I0eqhHftEreXnyxrGuKgrrrK5AzlwAurKumv6aYfuUpDHFxyzhkYWFuD3o8+Uk407fhXGgdNM1HPKRN0v/NORo9ZchgTy6d4ykY0nLDxxUKiNaaYcew4/DpgRt0vsH69ujeECth25ODBvMt0PP+8quXIfvFekq4dZ9pMBp2jORt+DNhGTKGxKRcpEHBEb3xbKex3pbpwy733pvw9sLYmcV/Tl4zGBlqHX5ecSFI5P0Vk/37VabYqNMbHY0p92EBLhesv8HKO66OCP723rckFqW/JkpyvDbtZpLFRUw/aQJ7Y2XHrH+vtRcyJr5IafFzGJ70rePzXHK9sapowzsbGh8CGDbZt2w5GNarJgQACGzcakhZZqD/+WiZYVKJnPHfSr5DhZBzJhLpWrLsbvR9/bHi6Ttb14ovaV8rVUzvPOO5Nt96q+HmhdXGyjtQ/QzwAhNImdRO2Awn66ixW0ju7vBmUeg8WM9+SJYl/N9TXI9LYqH5l9qA1lkKZ0/Hss6pWVT3PBqnCBloqnFmVCAsqJ7ECb4ydKrxrV0YDbXeOSYa8H3yQM73Q7t2G5EtRlgtr89/+hubbbzdvuyqlDyAfb1A1LH2jXolUaDT4+P35aLz7HsXeGa0zZihObKR23KvQ7t3wff55ymfeDz8sqKLUOWeO7nUdz8QKZOcrr6Bz9mxNr16TStka44zY1wa90tU6fbqrxwN1pFz1D55neRl9naRM+V6TJv2CGzZYfj01upNK8113oeettwpKwxYGN7pJkoz2xx7Ttm2jsOEwlcL+CKZ1zGh94IGsq3d7fXj3sy/R7e3v1WllA22uY4NxLlgipgSAk4SRg4V27TJ/IyI/oU5roJWTntRr1fvJJxj4r/9aaJYUxbLN/OiQ2GQ0brqo99QRe3dBbm9DRGEXF/oKZLzCW/u1rx1OM6mx2f/FFwgVa6OR2mPXqBuQ+DHKSqJluufNKzyRLPGKvyYdWLdOdVKxzs7C80PqWN1A65BroVAU9qllPRaTt2NymS3LMoc/0Sm4YQOqTz/d1G0kxyawbh3CBnaGiHV0pPROdB3Dzscc6aRtQ1MvQJ5X2imNQatACgRQUl2d8bkMGdFYDHI8pv3pqI2ELMvGvhHKHryGkc2bct6VCuq+sX///rz/HThwAE1NTQhY/DoDWcesp8yWzKwo8I2PHInYnQVVeoxo6IhzaTx7PvzQnITt3B+SVPTjbKXc8EsSWh96iD3LBKFlvK2sslTqY/0N7vlecU7h0rLPjcJpryILo8hvMqONjZacRy33329ZY3DnP/5hyXZEZPlQJtFo5oO2IirXe959F22PPmp8whrKNbXjbfYlmz9dpfT8K1aoSVx1Ptwo31Hdo/b+n2PQkqAKaqAdO3YsjjvuuJz/jR07FqNHj0ZdXR2OPvpo/OlPf0IvX8sRi5ENtFYXngIU1rIsK8ZAyxi0hhC8QmEms8bq81hwfHeIPCxBgZLHApR8PkQOHID3k0/syxAZx2kTexWYVuuMGcbkQxT9ZafS+Oy9CxdamxeyhFWvtEs9PehdsKB/o+Zeo9NfHyYNBLg/cBP/smV9D7/i1zIB7ilCW7dmfOZftsyGnNgg1/mT79zK8XCk0tcL/99uRbStTXMDbb7h/HJieWAqkcfc1qOgBtpLLrkE48aNgyzLkGUZI0eOxDnnnIOzzz4bRx55ZOLz6upqDB48GI2NjZg5cyYuuOAChK1uPCLTZIybRJbqXbgQnc89l/G51Q20ZlelfF9+afIWBGTBBY83gH26/vnPxL+D27dDCgbR+cILhxdg5UMsam8ecy1n0Q2omkkeOOu7MqVxurPR1eNOgEYIUfiXL0fvp59asq3Q9u36VuTxYpmul15C1OyhY3LFU5YZ736WDHmnlYrYCDehZKEMOJ4HtPdNstbzzjtomTZN07q+xYtTHsSpfSiX9Y3U/t8TXL9eUz4cy+jyRtN9D++RkhXUQPvUU0+hq6sLJ5xwAhYtWoSGhgYsXboUy5Ytw8GDB7F8+XJMmjQJgwcPxrp169Da2oof/vCHWLduHR5++GGjfgOJhJURzbLN2CtaD9ru114DwLEWE1Rc+I4ePtSCjBAABFauTPw7vGMHeufPT11A6fzo/8ywJ8cGpSP5/UU14Vhw2zbtKxlR3imkIfn9haebhrPr6qDjXGq89lo+iIlzel1OIU7+pUst23w43uDk9P1U5Fruvtu2bUuBQHGWJwq/uf3xxxND/2iV602VgupeKib59L77rq6khS0V1A69lyVmdTXVGD/2aABAcOPGvMsr6U16i82r8u3Fxuuuy/m9KHWsWEeHbduuq6qybdtOVFAD7XXXXYdAIID58+fj/PPPz/j+zDPPxEcffQSv14vrrrsORxxxBGbPno3hw4fj5ZdfLmTT5FLswm6CLBcmyeIG2mhLS87vw2b30DLrSbUdE4eoWVzF+JQV5ZwH0i5qemIlKkMOKxclv7+oXuPW0wtcz/AE0dbW9EQylvF9/rm+44ENPeZSGRMzzmTT60160y/kFVYTydGobdvWIrx/v/brfihked2uqJn4oDK4fXvODgfRhgbdaZte37ZBx+zZutaTXTIHTjHMT9D95pt9/9B5v1ZWWopqpYY8DfWfUNIY8tHGRl35SHBY3d3NysrL7c6CoxTUQPvxxx/j4osvxjHHHJN1mREjRuDiiy/G+/0DPpeVleGss87CbgNnqiSBsLDTLtuFyWE3Ke2PPaZ6WT3jmvYUMraQC0Wbm/Mu097ZZX5G0rGhSDunlXuyjFh7u925EE5o587UDxTOFVmWdR0PEsf2dwanncsKYj09dmfBVN1vvGF3FlRp0/EmYWjLFjTffrsJuSGr9Lz3HgCg48knTdtGaMsW09K2i6Sz3MrZQFtIea2yrhtSOalk6/TpiOTp6OJ2iUnTdO53fzCEg82t+RfMwdCx/8kwgRAfPCYrqIE2FoshpuIpSDgcRjCpt1dVVRUiLplhnozl8XgQ3ru34HQCa9YUnhnKquW++9D5yiuGNrZpGXJBT4+2WHe35nVUcfHF3Ntr/OvSZIJCG3UMbhSSZRl+jvmcm55yQZIgqej57v3oIx0ZIkOlnVOhHTtsyojxmm+7zfRtFNwzqRAqykMtYwubSdLx2nauBidfrmEaXFyXEUligjiTNNTX532jjawTXLdO9bKyCUMciSQciaCtM/Nez6NiuIk4ORpFtLVV+8NwFzx8dRoteyzMdsEUBTXQnnLKKfj000+xI0fFdceOHfj0008xYcKExGdbt27F6NGjC9k0uZQsy2h75JGC01H7RLIYRA4cMDzNaHMzAitWFJSG5a/rxGK8gKbxcH84Rq4HU9FCx30yOM62Nq64hY7GDlmWUya1ULqp6P34Y5ZjDqS2R1rXiy9qS9gBsQ5kGcdeZEqzq9vB6N6+3XPnGpoemSNg8uSqQnZicUBZmcyMnphCDQNYwG9RmnzcqLckw7t3o+Xee+FfvtyQ9IjMUFAD7R//+EcEg0F8/etfx2uvvZbSS9bv9+O1117DpZdeinA4jF//+tcAgOnTp2Pz5s245JJLCss5ETla6/Tplm4vuGGDORMbubrC5Oa8iyWcYxbiVo0z0WZj+cSAxUzh5kypET55qcihQ7pf0yQxRdSMFenqaxARpevUMYxXsYv19vZNnOYUZvRI7y/rM8arF4yehujkyb0y6JkToLm58AZxXptz4lBp+hU0g8x//dd/YdWqVbj//vvxgx/8AKWlpRg6dCgkSUJHRwckSYIsy/jtb3+Ln//85zhw4AD+8pe/oLq6Gn/84x+N+g0kEpWFHcfbIyXFNLGRGh7WHYpCvGG25b77jEmQr8Lmp7CP8r0dkvH6IvczuRlvTonIKtEoWu69F6NuvdW4NC0Yg1YTWUZMx7AnThQpYJK7XBT3ut5Y8BpmKt/ixXZnwbUK6kELANOmTcP8+fPx7W9/G5WVlWhubkZrayvKy8vxjW98Ax988AFmzpwJAPD5fPjRj36EhQsXYvz48QVnnsSTMYlKFsH1603OiSA0jMtjpoJf4VZJ4vhNKQZUK8x2ajYTZz2m3CSzxmGmDHpeb8zorcEGWlLBt2iRNRvi8eh+jCEJTOrtRSw+0ZTd1J5rGhsBRXkTKudwKzobRivLyzF88KDML1juuU5DfX3K35Xl5TblxJkK6kEbd/H/Z+++4+2o6r3xf2Zm93Z6TT1p56T33uglIIRIEYFARFC6NFFAEFGxRB8frvd5nuu9V73ee32eq1eNBdGfKCIdaYYSQggJGEgI6afX/fvjnH2yy+wye8/MWjP78369eJFz9pTvme+eNWvWrFnrxBNx4oknAgAOHTqE/v5+1NbWQtO0lOXa2trw7//+72bsklyq4w9/EB2Cqyg+H+IFTEpjlXg8DkVRbBsPi5foVP633rR9nwf/+Z9t3yeZjJVda7CBlorQ+eSTokMgIrLF6JjYWa6PH9x7r33B5FLg9dvQa/TxONRQqMiA3C8Y8KO5vgamdEUYGkJ8YKDw5fXyyDqcaYIBv+gQpGJKA22y6upqszdJDmBXD0kyRvH7hTbQugIvwIbkmmGaHILfeWukVfCtmGSEyC7lOLkYEdmj+4UXrN+JbEMclIsij3t//wA6u3XuaUdycXTLFgTnzy9oW51PPFFUDGSNgYFBeDxa/gXLhKEG2o0bN0JRFHzjG99AQ0MDNm7cWPC6iqLg3zgoumvt/+pXRYdAOhSfT2wA8XhBlZi+d9+Fb/z40vfHChNR6TgulzXSj6skQ9AQFSPe2ys6BNcasuI1bpbrjuOW192LYUcDWtdf/1r0upY8YOU5mlNHdzfe+vv7mJj2+0QuOp94At02DYE4eOwYev72N1v2VQ46urtRGY2IDkMahhpo/+M//gOKouCuu+5CQ0MD/uM//qPgddlAS4D7Z6aUjerzYbCE9QcPHzYtllwOPPggmjdvtmVfhrHCRGWm7GaYtvIcT76J4xAHZIKh7m6owaAFG+b44bLYJ8tr3CRUzyuviA7B1Y796ldFr9u3axcO/uu/5l+Q9xAZOv74xyLXjOcdamDo2LEit53bUNrbqEd/9jNL9kMEGGyg/cEPfgAAaGpqSvmZqFD9770nOoTy4fGU3ABgVgNt/549BS038OGH6HvnHVP2SeR0/fv2iQ6BStSzffvov3t37kz9kA20VIShri5LGmgP/+d/mr5NIiK36t22Lf9C8Xjh49CyMXfUwMGDhS9sQ10qveE3PlhK9yei3Aw10F5++eUpP0+ZMgXz5s1DOBw2NSgiKp3i80nTAFBoL4AD3/1uaa/2ObhyU86vspUVA+ekXT3Yy14R5WShDxtTcsgKPZnBout6/9//bsl2iYjKVdczz8BTW1vQsnHA0fcxZtKt/2Y5NLbUlSW5n6byUNIkYZdccgk0TcPO9F4hRNnwwmMbxesVHYLhfA9JOKZd75tv2rKffXffbct+zGBo5lMqGp/QO1+u8oPnEREVY+DAAdEhEFGBjv3mN4UtyHvknBRFQeXBzKESe1591fZYWH8zFyfNTVXSDBX79u3DvHnzTAqFygIvPrZRTe5B2/fuu6Ztyyr8dlmv58030f7II6LDKA+sADpe31tvZf2s889/ti8QInKN/V/7mv4HrGMTkQt0PvNMxu+UR/+Eyr1ihkrMmBSTHShMVRHh2/jJSmqgnTlzJrZu3YoB3kQSSceUIQ6SJg059vDDhlfvfeONlDEYyfkOfe97lg3CT6nYg5aIiIioDPAByyi98X1F9JRNOLplS8rPHJaOrFTSEAc/+tGPsG7dOixfvhxXX3015s6di+rqaqiqfrvvpEmTStkdERmg+HyImzkrcxEVh66//lXoBZXIyfgKlU14U0ROwlcBiYjch3WR43TuXwd7egQEoo+TnpvrWGcXYuGQ6DCkUVID7erVq9HX14c9e/bg05/+dM5lFUVhT1vixcdGis+X+UpGKYrJnd355vfLFkPd3aJDKAuDhw6JDoGIiIiIyDa6b5BJOE8JmWPIzA5lLlBSA20sFuOgvkSSUnw+KCZezAaPHDG8TtzuBlMW8LboeeUV0SGUhY4//lF0COWB9RjKYUiiXjtExejbs6eoOhwR2YidTI7Tu5/LcY8n4yTTRMUqqYF29+7dJoVB5aLv7bdFh1A2FK+35IaHeH//6L8HDx40vH7v66+XtH+j2OOQZNezdavoEIjIgH133y06hBTsGEFGHfjOd0SHQERkmX133SU6BCLTlDRJGBHJS/H50LdrV0nb6N+zx6Ro8ov393PWeiIiIiIiKi/sQUtEKLEHbUJvby9+/OMf489//jP27t0Lv9+PhoYGnHDCCVi/fj0ikYgZuyEiAxSfT3QIhrQ/8ojoEIiIiIiIiGw1cOgQfC0tosMgsl04GBAdglRKbqB94YUXsGHDBuzZsydjvMkf/OAHGDt2LP7rv/4Ly5YtK3VXRGSA0xpoOx59VHQIREREcuMQB0RErnPsl79EaOFC0WEQ2c7rMaXPqGuUdDT27NmD008/HYcOHcIJJ5yAj33sY2hpacHg4CDefvtt/Nd//Rcef/xxnHvuuXjppZfQ3NxsVtzkIAMHDogOoSw5rYGWE3wRERERmUd3NnQiIiJJ9PT2IeB3WLuFhUpqoP3qV7+KQ4cO4b777sMXvvCFjM+vvfZafOlLX8IXv/hFfPvb38bmzZtL2R051P6vfU10CGXJcQ20RERERGSarmeeER0CERFRVj19bKBNVtIkYb/97W8xdepU3cbZhHvuuQdTp07Fr371q1J2RUQGKV6v6BCIiIiISJCh3l7RIRAREVGBSmqg3bt3L+bNm5d3uXnz5mGPjbPBG/XYY4/htNNOQ319PaLRKFasWIGf/OQnosMiKonKHrRERETuwjFoyQCFY/sROUfafD5EVH5KumpXVlbi73//e97l/v73vyMSiZSyK8v853/+Jy677DJ4PB6cdNJJ0DQNf/zjH3HRRRfhtddew3333Sc6RKKicIgDIiIidxk8dAhaLCY6DHIIRS2pLw4RERHZqKSr9sqVK/Hss8/ikUceybrMH/7wBzzzzDNYuXJlKbuyxAcffICrrroK4XAYzzzzDH73u9/hoYcewssvv4yGhgbcf//9ePHFF0WHSVQUNtASERG5S8/27aJDICdhD1oiIpKYl9epFCU10N5+++1QFAXr16/Hl7/8ZWzbtg3d3d3o7u7Gtm3bcP/99+O8886Dqqq47bbbzIrZNP/4j/+I7u5uXH/99ViwYMHo79va2vDAAw8gHo/jO9/5jrgAJaWGQqJDoAKwgZaIiMhdetlASwawBy0REcksHAyIDkEqJV21ly9fju9+97vo6enBvffei1mzZiESiSASiWDWrFn44he/iN7eXnznO9+RsgftQw89BABYv359xmfr16+Hoij4zW9+Y3NU8lOCQdEhUAHYQEtERGS+0JIlwvbd//e/Y6izU9j+yWE4ZjEREUlscHBIdAhSKfmx6qc//Wm8+OKLuPzyy9HS0gK/3w+fz4eJEydi48aNePbZZ3H99debEaup4vE4Xn/9dQDArFmzMj6vqqpCY2MjDh8+jPfee8/u8KQ2NMSTyAkUr1d0CERE8mMDBhkl8jsTj6PnzTfF7Z+IiIjIJO1dXaJDkIopAz7MmTMH3//+9wtefsuWLdi6dSvuueceM3ZflMOHD6OnpwfRaBThcFh3maamJuzduxcffPABxowZY3OERKVhAy0RUQE4azI5iKe5Gb1vvIHQ/PmiQyEiIiIiEwkZkfdnP/sZfvzjHwttoO0ceT0slGM81eDIq/wdHR0Fb/fnv9iCF158afRnTdMwprkJ1dU16OrpyVg+Gh7ef2d3T0bP1IDfB6/Hg77+AfT29aV8pqkqQsEA4vE4Orq6M7YbDgagqiq6e3oxMDiY8pnP54Xf60X/wAB6elO3q6oKwiN/d3tn5tOMUMCPut5e8OV5+T393F8xSXQQRESSeu6559Dd24f6fftQYfG+Ppw1C3WvvmrxXsgue/d9YPl3Jpv94TAqXn0Vu154Ad29fZl1PK8Xfp8XAwMD6E6r4ymqgil2BkvCvfHmm2gUHQQRFeS5vz6P8aKDILLZU08/g3AwiGh4pO2tuxvxodTOE0G/Dx6PB719/ejr70/5zKNpCAb8GBoaQmd3ZntbJBSEoijo6u7BYFp7m9/ng89rQXtbWl3sTQPzB5TtlGmapgEAlAJeUzPySv9Xvnx/0TE5xZNXXomJlZWiw6A8zlt/Lv52zTWiwyAiktLSpUsBAA+cfDI2zptn6b4+dvvt+OPll1u6D7LPr3/1S1w6d66QfV/15S/jZxddhCvWrcMr+/cbXv+9W2+1ICqS1de++lV858wzRYdBRAVYt+5MvHrttaLDIDLFFVu24Ic6cz2lO+v0U60PxkHKtoE2EokAALq7M1vDExKfJZYtxF13fwETJkwY/dmNPWjrf/1rgGOFSO8Xv/wV8LuHRYdBRCSlZ599Ft29faj728vA7t2W7uv7P/w34NE/WboPss9HzjkXeGe3kH1/7T/+E0O/exg//eY3cWDKVMM9aPGLX9gZLgn2uTvvAl56UXQYRFSA3/72YeA3vxYdhqWOjp+AinffER0G2eDL39wMPPlE3uUe+v0fyqIH7dVXfTLvsQDKuIE2Go0iGo3i6NGj6O7uHh3OINnevXsBDI9FW6gN563HggULTItTRh888ggG2UArveXLl+EDNtASEelasmQJAODI/g/QZXED7aIF8/EhG2hdo6mpEV0CGmh9Eydi7do1OLR7F/zHjqF1xXLD23ifDbRlpa2tFUfYQEvkCIsXL8IHLm+gbWpuQhcbaMvC3FkzcbCABtp1p51iQzRiJTplFkK1MA6pKYqCmTNnAgC2bduW8fmhQ4ewb98+VFVVcYKwNFWXXSY6BCoA5yUnIiJyDyUQAAD429rQ/847GOLDciIichK1bJufyg8n4S1KWZ8hZ46MybRly5aMz7Zs2YJ4PI5169bZHJX8egKZvY1JQgWMr0zuovj9okMgIj0sj8lEgdZWIB5H75tvig6FiEhqnkZOkycThQ20ZaPQ5tl2neEDyllZnyGf+MQnEAqF8O1vfxtPPfXU6O+3b9+Ou+66CwBw++23iwpPWoMjE6yR5NggUH6YcyI5sReBuwi+wdQqK+FpbETPG28IjYMKF1y0SHQIRGUptHix6BAomc71s+GLX7Q/DrKct6GhoOUG08ZvLXdl3UA7duxYPPjgg+jq6sKaNWtw6qmn4uyzz8a8efOwb98+PPDAA5graJZemSmesh262FnYWEdERGQ6YfWgpIZ+f1sberdvRzxtwguyR93tt6P2M58peHlPbS2aN2+2LqBsWBekcuekHpvl8DA3rUzSamuhGZiQnZxDq6gQHYIjOajEssaVV16Jhx9+GKtXr8YzzzyDJ554AgsWLMDPfvYzfO5znxMdHlHxTKqUa9XVpmyHbMAbMSI55Tk3X119kk2BkJOpSRPaBtraMNTejoGRCW3JXt6GBkOv6mo1NRZGk8PAgJj9EkmCr9TLRUl6E9fT3IyGHO0tnvr6grfrb2srKS6yhn/GDNEhOA5LLACnn346Hn30UbS3t+PIkSN48sknsWHDBtFhEUmh9sYbRYdARORqfcHCZ3cl8XwtLUL2mzzOuG/iRCh+P4c5EMnAQ9HgvHnWxZFD98svC9kvkTTYeUEuSflQ8uQm9pGPFLVdkkfNJz4BJcj5i4xgAy0ZFgpwIiInMOuJseL1mrIdsgErJ0RS02pqoIbDGb+f2zpFQDRUjIa77zb9ulhM70rF44F/yhT0soHWEfI1RFglXg6vTBPlwh60cknOR55y0T91qsXBkC3yjDHLtqVULLHIMB8b7MqK6vcjMGuW6DCoAKJuAImcSJaGi8qPfQxjx48RHQYVKB6Pm/4wrHrjxqLW87e1oe+ddzDUzRmQiYrBTgjuxyEO5KIYaKBVPB7EzjnH4ojIavnGymfbUiohJdaGDRtwzz33iNg1maC3r190CFQIE28g9Xp8ERE52VBHh/071SmXez/8ELve21f0JhvuvruUiMggNRDI+jDMN3myrbH429qAoSH0vvmmrfstR54CZ6MmZ4nzwbb7sYFWLgYaaPOpuvzyEoMhW+RpoGXbUipDJdakSZNw2223lbzT8847D/fee2/J2yExunt7RYdAhWCls/ww50QF63rmGTE7TjtP+/v78cqOXQAArarK+OZ8PlPCosKowSBUSWYm9lRVwdPQgN7t20WH4npVl14qOoSi8M2awoVXrRIdAlmBDbRyMbGBNqUDEcs6eeVpoGXbUipDJdbu3buxf/9+3c82bNiABx980JSgiMgEJl6ofBMnmrYtsg5fcyUyQNQQB+n7HcxdcSX5eBsaUHnhhZkfCPhO+Vtb0bN9uzRDdhA5iVpbO/pvb3OzwEjIKiIfUngnTDC2QhmU49mGONAqK7OskD1/nupqk6Iikodpj5S2bNmC559/3qzNEZFEgosWiQ6BCpHnCSURHSdLg5Zn/jzRIVARiuntbIVAWxuGjh7FwN69okNxN0nKCzKXarQBLUn95z5nYiRkGYE9aKuvuELYvqWVlI/kxnM1FjO0mdCyZdkbdYkcjH3+qShDfI1AfibmiK/IOQRf4yIqXKLBxc6GF52yVImV+Lo8y2dp+FpaTN9mePXq3PucNAmKz4eeN94wfd+UhA207sS0up/IujGvzxmyTtrGY0UEgA20VASPprHBzgGYo/LDmWqJDBhpcIn39Vm/r5HyWK9U9ni9qKuqtD4GMpdeY7sF4wGr0WjuMDwe+KZMQS8baEkP64I5qWrS8eGxciWRdWPD92Ll8CDIaD5KPC8Vv7+k9cl6Hk0THYJUeDdPhkVCQTb+EYmmdw7yAkdUuJEboe4XX7RuHx4PAEBJnJs6520kEsaKeTOK3wevx/IQdHMdaG1F3+7dGOrpEbL/ciDLkChkLu9IGQ0AwfnzTd127JxzTN0eFUnkNdLgvo/99rcWBSIRg5OElZq9xvvug1ZTU+JWyEqRUFB0CFJhAy0ZFo/HeUNIeVnxqiclsehmMbxypSXbJZJN3IYxm2Onn46qyy6DJ2kiGj39AwOWx0Ims6oelNRgVCh/WxswNITeHTssCKj81N54I7zpk6OygdZ1oqedlpJXxei5x4fizuCgPJXDmxCF9mg2Os57ts5jiscz+pDcO2ZMymexc881tA+yBh+ApmIDLRl2tKMTQ0Xe2NZcd53J0ZCMtOpqRE8/XXQY5ceEBgNPY6MJgZDTVV1+uegQrGdihTDbAynF60Vw7tyc6x7t6MRvH3/OtFjI2Yp5Q8lTUwNPXV1Z3NzbwTd+PDzpjQMOvYHs3b5ddAjSCi5ciN7+/qLXz/iOkJSEvvXJDk2ZRIxBO7Lt2htuSPk1O6XI4WhHp+gQpGL4Mf0HH3yAv/zlL4Y/A4A1a9YY3R0ROVBwzhyo4bDoMIiIsjOxB2147Vr07dpl2vYMyXNTU3XppTj8H/9hUzBlxODNpOL3I97ba1Eww71ou7duRTwe5zBUJvC3taH7pZeO/8KhDbSUnaeU1555jjmHyWPQBmbPRs8rrwz/oGnA4KCp23e9LPko5IyK6yznmzIFfW+9BX9rK3peey33BhQF/unT0bttWyGREglhuIH2kUcewSOPPJLxe0VRsn6W+HyAr/ARlYciXtGk0imKwgmJiQplYoNLoQ1ikRNPxLHf/Ma0/RZC8Xpt3V/ZMDpJmMUNOv62NnQ+/jgG9u2Dt6nJ0n2VA626WnQIZIdiLwPJ1w+PB+A9rm3UigoMHT1a8PJaVRW8Y8cieuqpOPSDH5S8/6qPfxx7P//5whZmQ36GlPpSruOj95miZNTdtIoKAIB/6tTs2+IkyuQghlpRxo8fz6fyRJRX5KSTMHjwoOgwyo8Z5TPLeEdTYzEMHTtW+nZCIROikZsdY9D6Jk0a/Xfz5s0AYH4DLc9ZaYRXrMCxX/1KyL79kyZB8XrRu307G2hN4G9pgb+19fgQATke6Hjq6+GbOBFdz3GoEucZzqvvo+cLjoOsong8qPvMZ3Q/S+kNm0tST1nF60Vgzhz0bN2af9+5HtrprlAG1/MsYwJ7GhrQt3v36M+jk/blOyaFHDMDxzW4cCG6X3ih4OWJzGaogXZ30klD5S1e7JyKfEXM9cKrVkH1+cAXfojsV3/rrdh3770lb8c/ebIJ0UjOzOtRlsq/t7nZvH1k3XUZ3NAJVP/5z2P/Aw9k/D7e3Z3xO8OTDBWiwO+p4vXCN3kyet54A5ETTjA/jjJUvWkT9t59NzAwkHMSE9/Eiai88EI20DqYMtILL5+KCy7A0Z/+1OJoyFQ5rpFKIFDYNtLOf7XA9QqdEKusZMlHxfr16Hr2WQBA09e/rtvrVW+Ig+MfFnCtVBQofn/uZdhWQYKx1CDDYuEQNK3Irw4LvbJh+Kkxlcw7bpwt+wmtWGHLfsqZWuDNYsZ6HPu5cBJcj7TaWsTCIZyxcrHoUCgLJUtvn3hfn7EN5fi+JTf+lTKbcaCtDX27dmGop6fobdBxisdzfBIZAeVFcg98soZvZAiYcLCwBrfw0qUAAO+ECfkXluAaQ7nxAaf9sh1zxesdvY9RNE13OTVHg3eusy15W5UbNuQOkOdt0WJnn13UJMOxsPvf2jOCDbRkmKqqxfafpTLiqalB1RVXiA6jrARmz7ZlPxXr19uyn3JW9fGPiw7B/cwc4qDIm7zICSdAVVX4fRwntiyNfG8K7Y2Vj7+tDRgcRO9bb5myPQJCixYNNxyIGDaCjUeWqTh/eEiDxBHO1fCTrv7OO1Fz9dW6nynBYKmhkdmynEeehobSzzE25pUm7fjXXn89mtLfWMmTI9/48QDyXEcT21AUqKEQvBMnDv8cj8OX+PeI6Gmn5YuasgjMmIFgEfeiRsrfcmDoaHziE5/Av/zLv+h+duzYMfRkeWJ/2WWXwcNJg1yjs7sHg8Xe2CZdyEJLlpgUEckqOGuW6BDIAnxlywY8xpYrpadihmJv8uJxdHb34NmtJcwozEYcIUz5/ozkTvH5Mm9K9Xea82NPbS202trj46ZSybxNTWh64AGobHhzlfCyZQCA/oHhAbm6ewvvEe+proaa7TVpNthZzqxer3U331z4wml5NbX+UM7SjqOiaTknNtU77KHly9HwhS9Ai8Wy7yftO6Pk+MxTV5d9O5RbkedmZzff+klm6A7whz/8If7yl7/oflZVVYVPfepTWddlQeYe/QMDptQ/wqtWlb4Rsg8bjBxnT+sM0SFQkUS9ducdNw61N9wgZN+2k6AHLeJx9A8MYN/Bw+bFQqaJnnlm9g/NrNfG4zlvSo0ItLWh9403WO92A+bQckMj14GBwYGit5G1sZbkkO2Veo+n9AecfEBqWCnXpn6d66SiKNDyDAsWWrhwdNl00XXrjv/79NOLjo2K1z9QfPnrRqa1uMTjcVYGKb/k7wi/L45S//nPiw6B8sioePAUI4PqbroJvkLG1nMDGa5BSTF4Tz4Z1Z/8ZMYijfffn3sbvEG0zMD+/dbuIJE7E7+L/tZWDB4+bH3sLlHSmOo895wvMadGkbms/PjHUXPNNSYGRGbL+cC70M4nOcroyKmnwjd1qsGoCEBh513SMttWrIXv3HMBAKHFhY/dH161Cs2bN4/+HJg7d3Tb3vr647vimxIkAXaJI6KCZJsohYjMZ9UDz4a777Zku45k4jE20uNZq6zUjcG7ajW8DQ2mxUSli/f0ZL+BlKGBX4d/yhTA40HvG2+IDsURoqeeaun21XAYnqQGAJKLd+1a7Jk2A2pzc1HrhxYsgFZdbXJUZCoTHqQoOXpJx04/HbU53iIm8/SFwvDMm4/mzZtL6kwQXrUKTd/4BodsIynxW0nFGbnWBRcuRNPXv559MZNe2SMJsKeI/DJyZH4DQu3115u+TbJPSuNgmYsLGuKg+pOfRHDRouEYCmnkY9krzFB3t+OOv+L1wj95MnrYQJtXzac/DS0aLXj5wE2fMbyPhnvvRd3ttxtej+yh+APYO7UNimLOLTE7MzhLoQ9XPSImCaRhFlyDFUVh4yxJi99MMizg90FNFJaqmrMyUnXZZam/KKbHicNujojsEsgzCVt9VaXp+0yf7ZTIscxsoDVAi0YRaG0d/iEeR8Dvw8zJExHw+4rbIK+RlhnK1YPWDCPbNrvHvL+tDX1vv42h3l5Tt+smWk3NcG9jA0IN9YgbbIBTVNXwmOIcUso+JZe/SG3kq73uOjPCIjPlOv8KPTftemOi3K7nBv/eUs9VspZWVVXUesxpKjbQkmEB3/EG2nyVzvQetEVd3iR9jdAJGu+/H1UbN5qzsbQnjRUf/ag526XipZ9/aT/XVOTuGVRx3nlmR0RmYblnPTOPsdGbqqSxRwM+H6aMb0bAl6WCWsINm3/atKLXpZEhDkzbWOb3TUn6HhhZL59AWxswOIi+nTsNr0vZBXw+2NF8oobDw//gdcByectfA3yTJ3M4CxvoPdBSY7GituWprQUA+CZNKjaY4tYjAMbf6jLrXE1Rbo3iFlI8nqLWMz2nDscGWjKsr38AQyM9CJRQSHeZyEkn2RkSZaEGg1BNGvA8/fIVXr7clO1SCfI00B7r7Mq5enjlSrMjIoOyTizBSr+7JTXM9fUP4L39B9DXX+QstrluLvi6bWmGhgqfRKYUJp/vWm0ttJoaDnNgsr7+Ac696TIll7/J0s9jXsdt4Wtpyd3hINc1cqQjUaKhluylZmlHSJGUP9PO1SxCI8NPkbXSO/BZmVMnYgMtGdbV04POwHCjX+z0042trFdZ4ZMra5l1c8k8SSff+Env7z9geJtqJFJsOFQENcfEE1Gj5SsZI/LmOamBtqunB8+/9ia6RnprNnzhC4bGrMz1JgvHWCuRohh+Pd0Qi/KjKAr8ra3ofeMNyyYcdLwi8trV02Pu2NUkXHr5CwxPCBVatkxgVGRE7XXXITh7dvYFcl0jE8PMFHte897IVunnqpn8bW1QAwFLtk1p0s4bq3LqVIb7IX/wwQf4y1/+YuizDz74wHhkJLmRE0unK3tKr9ocFy5PYyNCS5ZAjcXQ8cgjo7+PnXUWjj30kGmRlj0LGmhj555rzjapNBZUDAMzZ5q+TSpCPI7Q4sVo//3vbdtl0a/4OZSpDVdGt5Vj7FGtogJaRUXGssXI9pYLFSget+cG3IJG1EBbG7qeegqDH37I1671mHjMTW8EZ6OPWDz+5SORa6MNtHzwZQpLH4CSlDzNzRg8eFB0GFIz3ED7yCOP4JGkxrQERVGyfkbulV6wVqxfD39bG7qefz6xQOoKSRc0RdNQeeGF6HzqKQDDr/rGzjwTvRwzzVRW9KCKrF5t+japCPlyW9ScfKnnrBoOY6iz0/iGyFHq77gDWrm94idJD9r8ixZ/A1Nx7rkch1RmFt6c+iZPBjQNPdu3I8IG2gy+ceNEh0CyUhQ20rpJIZOEscHVPsnHmm/5lAXeSxpjqIF2/PjxfNJBAIADY8cjcuRQxu/Dq1YBACInnghF0+BraUldIMcFMLRwIXzjx7OB1mwjFz/f1Kno27Gj+O0Uee5XXXEFDv/wh8Xvl7LLMwatkt5Cq6qGewlotbW8qFqsYsMGHP35z4XGoFVWlt/1XWAP2oImhzKBGgiwoaFUdvegNek7ofr98E+ejN433uBDVR3BBQuKWq/Ub4N3wgQAQP8775S4JZKd0QmQyBo56zaFXot5HS2JXQ10Feefj6P//d+W74eMCcycia7nngPAXtOFMNRAu3v3bovCICfRVBV9M2cjesGGrMuofj+ip56a8XtPTY2VoZGORA9aT22tkAZa38SJxe+TcsrXO7q/ZTLw1vakFYrIIXsVWC68YkVmA63Nxz19wP6yYOYrzkZXSJy7igJNVVERCUPLdj4rCvzTp6N327Yig+M5XBIrbyYMbtvoq/T+tjYc++1vMdTXB5WzJJcs6zlqQN0NNwAA3r/ttvwL89wtmRIMIt7dnfrLpOHZdMtfk875wNy58D/3HHrffNOU7ZEFcgw3lKzq4x/Hkf/3/9D39tu2xOM6Oeo3RuSsK2F4ki820EooR4eiQ60zEGVP6hQ8GmRYNBzCCYvnIhoubGy7RG8BAPDU16P2M59B3c03WxUepUsUeqImtnBrZUMGeS5oy08/ydDm/G1tmb+Mx1F12WWGtkPmUIpsUKkdaQCgPExs/DDaI8A/bRoip5yC8KpVBV1Tqz/xCd3f+6ZMAQBE161D/ec/bygGKoDFrzorBTYOFMvf2goMDHCYC5NEw6GSe9AWJPG9sGNfZU6v/DUrx4qiwDt+vElbo6IV0oM2zz2Sp7oaNVdfjcavfAUAEFmzBgCgVVWZEmLZKuD6mly/yldXUjwe1N16qymhkUXScj5hwtiC25TKhS0NtG+++SZOO+00O3ZFEqq56ioAgBqLAQB8Y8fCO2ZM5oKJGxT2GDCVNnLc/VOnlrSdYsey5asMFkof0iBfL8g8ucg2e2lw7lxDYZEJ4nGoRU7w5Et6KEbZmdUoVnHBBVCjUUPrKJqG2BlnQPX7C1hYyVqOJiZ/ip50UvY3VFgGlyTfsS+Y3vfN4qEuPPX10Kqq0Lt9e/6FSRqsNwmWdPzZAOcCOc4nI2ea4vGMXrO9zc0IzJmDqosvzr+iphnYi0tly4EFZZ23qcn0bVKJks8BjvGdl+EWl3g8jp/85Ce47LLLsG7dOtxxxx3Ys2eP7rK9vb245557MHfuXPzxj38sOViSw5H2Dvz6z0/jSHtHQcurgQBqb7oJdZ/5jKH9+KdNG9kAO3qXQg2H0fSNbyA4b56YAFgIWyft2Hpqa1F16aWjP//6z08b25xOj81iGwnJPlpdnegQnMmkRrHw0qUllXNZr6ksO+WQlIeKCy4Y/Xd6A21o+XLDm070rlODwazbLeV7qigK/G1t6HnjjaK3Qccdae+wrLczWSvbJJj57mmqLrkk/8ZZVttLknOweuPGgh6I13zykzZE40y+sWMNLW+k/QEAArNnGw2JLKDkeEixffceQzktB4bGoO3v78f69evxu9/9brSC8vvf/x7/8i//gj/84Q9YkDTg/u9//3tcd9112LVrF+LxONr0Xp0lxxoyeHEsaLbctApOaPlyVF1+OT789rcxePCgof2VG8XrRby/P/vnZjRyswIqHb28BufNw1BnJ7o9Hgx1DRraXuwjH0n5ueqyy+AfeYWa7GWkhFU8mZfyig0bMPDhh+h8/HHzgnKZvrfeMm1bpfZ4M3pNJRslcqtpw43xeouEQqj86EcNbzq8fDkqzz9/9E2X2htvhFZTgw/uvbfocNMF2trQ9fTTGDhwAJ4sjVRUONaEHGbk/PW1tKD7wAHdRZLL39hZZ8Hf1obOp0cecOtcX8lhkq7P3rFj0Z+lYxlZKLmOlHS+BWbONLSu0bpS9eWXG1qeLJLegzbJEAfzyWCo1ebBBx/Eww8/jGAwiNtuuw3f/e53ceaZZ+Lw4cO4fOQEGBgYwLXXXot169bh7bffht/vx5e+9CX87W9/s+QPIBfRKXRVvx8V55wjIBjKUGwDBBt2rZOl4T28ciU8MzIrPflmFE7uxQUMD22ghsO6yyrsWWspb2NjSeuHV6yAb/LkwhbmWwqls6KcS2yTZahYBQxDUPQEXIoCraJi9Eff+PHQspS5xfJNngxoGnvRpjPjoUjad6N60ybU3X576dtN4IObksXWrTO0fOTEE+Ftahp9eyhXz68MzJdz5chd8psT5EKsY1kuZQi9HMN20TBDd2U/+clPoCgKfvvb3+Ib3/gGrr32WvzmN7/B5Zdfjtdffx1PP/00NmzYgH/6p39CPB7H6aefjldffRV33303vOU4Q3QZiZ5+emFPwfTkOUmVQsboo4IkxgEuidGxlFgIW8fo7KcmPuxovPferK8MUok0bbRHXUFKPMeyTUBFRCiogbbmmmtsCsY4NRCAr6UFvWygtVxg5kx4GxpK3xDrTabxtbQAMP6WQ/SUU1B1ySUcz9INcuQ+Uapr1dVZl8n25oQZ+y8XSpYetAWx68EHH7BYJrJ2LWLr1wMY7kTEcyI3Qw20O3bswNy5c7FmZObChJtuugnxeBzXX389fvOb36CiogL//u//jocffhiTJk0yNWCSU/TUU1G9aVNR6wbnzIFv0qSCGnjrbrmlqH2Um4rzz9f9feM99xS/0ZHC1FBvgqT1yHxGc6F4vfCmjZdVd9ttRe/blKEzyDL5XmcOrVgBAFl7SZMBonrQ8obCcoU07GSdoK1IdTffPPrv8MqVJW8v0NaGvp07cw6FRETHKR4PgvPnp/yu8StfERQNlUKvDG+8776Un7WqKjR9/et2hZTV0NGjokOwBu8Fy5ri9SKyahWaN29GKGlIVNJn6O66vb0dk3VemZw2MpnTyy+/jDlz5uDll1/GJYUMqk6OFA0FceKSeYiGgvkXLoAaDqP22muzT0aUdAPqbW42ZZ9u5586tbT1W1szf1nkbNN8jcE6kZNOyvpZ4jzNp9RX6Ule+XKrFHlOk7myXlMTD8VYhsqhxPPEyORS3jFjRv9txkSN/rY2xPv70fv22yVvyy2U5FcuC2RWvZfsk5j8NNsQT0buadR8b/SNlNWRk09G5cc/bihOyiFtHODo6acXdf4mU4KZ+TbcAYUKZ1I908z2B5LDpDFNzGkaQw20g4ODCOoUaKGRyqPf78fDDz+M8SOz0pI7aZqGWDgEjRcyaZg1q3Cit0D1Jz8Jraoq5bNEI0F8aMjYRtm4YAlfS0vqmD5pEudpCgO5SM+/Hq/B2VfJOK+V11M20JqnhHKO11SymqehAWpFBYc5GKFVVcFXxBt+mqah+qqrRns1e2pr4W9tRfSUUwxvq+Gee7I34rHeZBpPVRVqrrsOkZNP1v3c1PJ35FoaO/NM9hKzUHjpUjR9+cuiwyABWFdyiaRrnN/vY07TmPp+6qmnnoomjtXjel09PXjpjbfQ1dNj7Y7YeGA777p1aN68GYqioP6zn0WjXgWIDbRyyHMxS5ynxSqk11YlJ06wRlKZV3HuuaZvvu7mmznphUSyXVPZc5bMoigKAm1tnChsRGDGjKLOr66eHmyLa/CeeSaA4R53NVddlXc4GT1aLAYtGs29EOu/pvC3tGTtHWn5PQ1zKBcR11Vey0s7Bknr2tL+QCWLrV+Pqo0bsy+QlNO9Hx5kTtOY2kBbkTQTLblXX/8A3t27H339A6JDoQSTKoD9A8dzqni9+j00WdmUgpL2yle6xHmaupJiakVR8XqzvjZIJrGgYu8dM2Z40gs+BDNPCXnKek3lTR2ZyN/WhsEPPxQdhqNZWf/V7U3LstlyvKcpczzHhKi+8kpUXXqp4fUKPVfrP/c51N5wQzGhkQkiq1YhOGdOQcseae9g+Zsm9x0+EZUZYw0CakVF/gHt2chgCY6V5V4pk3blOX88dXXF74jnptxKyE/Dvfcaf9uB5FdCY4J/6lRAVfm9kFDklFMQWrAAR3784+FfsGx2JU9zMwbef190GK5V/YlPID44iMP/9m8lb0uNxTB07JgJUREwXFcdPHx49OfA9OkFr5sYRxoGJib21NYCRbzZQCQDwz1oOzs78e6772b8l+uz5GWIjOKzTXk1fuEL+RfijYY18vSg1cVcOELt9dcf/yFPzurvuKPk/Zk1hnVZk+zc0qJRaHyriZKogQB8LS2iwyBynwLLfw5bY63AjBkIzp5tyrYa77kHWikPwJMx7wguXlz0uokGWs+q1WaFQ6LxnMjJ8B3+li1bsGXLlozfK4qS9bPE5wMD7L5MRWDjgX0sKC9ZIbWGXg9aNRIREAmZzVNTY8+OOMSBaSwp5wrZJnPnWrXXX4+BgwdN3aa/tRV9O3eauk1HSju36m65BR9++9uCgqFS+KZORc3VV6Pr2Wdx9L//W3Q4OfFhqITSygJLes7yPqi020sDPWfJiXh+pDP8jY/H40X9N8RXqlzD7/Ni6vgx8Pu8tu43vJpPzrIyqdLn99qbUype+hi0TQ88kDLhSOI8TV2JF0Hp5MmJLQ84eNMoVNZrao7ca1VVFkdFAISWmb6JExFauBAAUHPttaZsM9DWZsp2HC+tzPM2Nxe0mun1X5a9plAUBeFly4pat5CcVl99NWo+9aliwyMTBWbONHeDaedg/R13oPH++83dB6UyWO4l6sEeVbGm/YH3RrYLLVo0+u+aypjtbUqyM9SDlo2sBABBvx8zJk+wbgdZCm5Fb8IqMlXA7xcdAhUqrQetkta4njhPOdqZ5PJVVC2sOLJ3u4lKOJaWX1OZZzmU0BinmfR2hKepyZTtlCuj56pWXZ3z86zfCL7dYJtCchqYNi33RkbyFUxqdCDzKIqCOADvuHGo3rSp1I3l/FjlfZB8RnrQelTVmroSy1nbRc88Ex1/+hMAoL66EkGedymE9BnfsmULvvSlL4nYNZmgf2AQBw4fRf/AoD07ZMFpm/5B4w9hqq+6yoJIKJ/0HrTpEudpyjqKUvCLJN4xY/IvRNazsnGNjQDm0cmTb9KkglbNek01Kff+fI0LVDb4UKY0Ruu/atJbLTml5YV5so8Z9zSKqqJ582aEly41MTLKwPOiPI3kfXDQxvYHftcslXyN6+rusa9NySGENND+7Gc/w3333Sdi12SCzu5uPPnya+js7rZnhyONB6ywWq+rx3hOA62tFkRCeemMQZsscZ4Wo+7221GxYUNR65JBJpZrNdddV9y+2UBriUIbRrNdU836ZiiaBoW9E+QkoF6jxmK279MtbK//kuWYU8qGd50mKuVaN9KDtr+vn+eqC72zdz9zmoajLhO5gWkNLAVcQNlQLgUrH1h4Gxry9tClIhmc7MDIWKN+ztAujqhJwkgcg/kJsXedNKyerKnuttsAAKElSyzdD1FZcejDZHYwSqWGw4aWHz1+cYuG2mR+TFF3882iQ3AN3oGTc7AAtUTtDTfgwD/8Q8HLFvzKHlmrmPOB55BwWiyGwSNHCl5eDQSgVVdj8NAh84NhD1q55WrMZ84cpekb30D3yy+j66mnRIdCNvA2NqJ582bRYRC5WuUll8BbX2/Oxlg/to1/6lRjKyTqQkOs91B5YA9akpbCxoOCBGbNKukYKT5f0g+5l/VNmABPnkkvyCYFViZ9F11kyu7qbr8dVVdcYcq2ylnklFNG/+2dMAGxs88WF8zId4glrDEVF1yQ+Uu7b+54M2kPHmdXkqZHW766G+u/VKZi69fnXSY0f74z5kuQpbxxKrvaA5K3n5QzR3zHyFXYQEuGqYqCgN8H1eILTsYraLzA6VK8XtO2pdo04pJ37Fhb9uNq+WaiHTlPfdNnILxyZc51ggsW5N2dt6EBwVmzDIdJqTw1NaP/rrroopSf84mdc47u70tubGAjgCGhxYszf1lCDrJeU4vYZt2tt6Lq8suLjoVsVmiOzaz/sC5VNLvqv2Qfq3PK+m5xLDvDeO46jpLoQRuPCyl/gwsX2rq/cuPxaLympmEDLRkWi4Rx+opFiEWMjSFDFjGxUItFI0Wt17x5M2pvuKHg5SMnnljUfqhwRs7Tyosv5uuYNqi+6ir4pkwpev3Rhnaz8C0F05RSCpd0TU3LnbepCcHZs0uIhlyP57uuQsYItrv+G+BDUctZndPg7NlouOceS7ZddtiIU55G8u7zaGx/cKGpE8Yyp2nYQEvOwQuzNXhcpaBWVBhbxkDe4lle2zn+K34H7BBobc17rIOLFmX+0ur8sMGmdBbkyNvYaPo2ySDZzg3Z4nEovUnCKvWGLhGo6WtfSxkSh5zL6KRIlIUV5Z8dZSrr2KVhZwJ3Y14zsIGWDDvW0YnfP/U8jnV0WrofjkFboFKPT9L6VueUSpPcuJevoU/3PGUlUS46+fCNH5+5XOIcNTl/+b5DNddcY+r+ZKNVVooOAUD2a2rVxo2ovfFG2+MJzJ1r+z7LlaJpAnbK60Cx7Kr/AoDi8fDhqQ3szCkAVF12mS37cTybv/s80+SlRobf7hxsaLTkXFX8foSWLUPFeecl/TLpG8F2CEvtePc9tj+kYQMtGTYUj6Ontw9DLLBcZ8iu6YJE3JRKzvCNWJ7lk89T38gYaIlKDklCdBma5yGYf/JkG4NxuBJuJrNdU9VAQL/B3mK+lhbb9yktsxoJdLZTccEF8PEccxTWf52t4e67M35nd04TDwb9bW227I8KwzNaXlo0isYvfQnqvHmWnKuKoqDy/PPhqaszdbtUmIGBQV5T03hEB0CUIe0kjVvUe4z02HOMAzNm2LIfN8kYAsHA+RBcvBj+1lZoBQyjQBJK5NrsMpBlKulhRdkQ39SpeZfRewAXLmDMU3K3xCSRvokTxQZSJmR4ayIx3EFwzhz0vvGG4GgoZz2IdSRpqKEQlPYO0WEQ2YI9aEl6nupqAByPz01GZ+Skgileb9ovCq84Kopie+NsdN06W/dXDix73bVMG+T0xqEsGm/kypfDzh++Ni8PT20tmh54AIHWVtGhkJWSzjlPbS3qP/95BBcvFhiQffzTp4sOIZVN5V/Npz+NyksusXWfZBHmz1o8vBnYSkLS8zY3o+ELX2CvyxwKmWCqIBYVknU332zNhl2kkMaifJN9yUSLxUSHQPmMfIdMbagsE0ogIDgAuc9/p9OqqvIuw4ZOMkPGw1eynOhj7qmpKZvyQ/Sxzmuk/mNmNmLnngv/lCkIzZ9v4lbJVmVyfpqKx8w0hhpof/SjH+HJJ58seacbNmzAPffcU/J2SIxwMIiV82YiHAzatk++mp1bnUkTyYSDoaLX9TY3wzthAsKrVmV+NmZMKWERkNFLK984kSLO0xS8UGclyzhX/pFXs73NzYIjcZ5o+uzqJXzfSzpX2bhuCU9Tk+gQSELCr6tUssoLL0TtDTeM/sycSsqiOqTHhmEu1FDavRTrw6YcA56r7jShqYE5TWOogfaKK67AP/3TP5W80/POOw/33ntvydshMbweDbVVFfB6rJnoKdF4YVqv0DJgVgN2KTlVvF7U3XADPLW1psRSboz2pvDnaaC1+jyl4nkTEz8JrrT7xo9H8+bNo8PIUOECs2en/qKEXPJclU8pvdsavvAFEyMhmfBcdb7QkiXw1teP/mxrTvlArSjBRYtM21bF+eej5lOf4lBrDmTnuVp77bWW74OGhYIBXlPTcJIwMqy7txe79uxDy9hGBP1+07cfnDsX3uZmaXqZlZPu3l6E0p/8kjSMNBpYfZ7mxR4D5GKJyX0SSmnQK+pc5eSZ0uIbP+5lef13wYLRNxuoQFkaPWs+/Wmo0Wje1YXXldzOhGtUxYYN6Hr6afgmTCh5W2ogYPs5Vi7DWVjNznPVl+hIQZbbf+gIPL29LH+T8PERGdbb148d776H3r5+y/bBxlkxevutyynZy47zFMgxGRgrpORWJn+3SzpX2SPLFr7JkxE94wxxAbA8tYXi9Wa+npzE6utq1cc/jlCZTB5lNa26Gt6GhrzL2VVXouIpioL6O+9E7CMfER0KCSTsXGU9y1IHjxxj+ZuGPWiJKAlvAsmY0IIFOPLjH2f8nt8kkp6ZlW43NaCVwc2IGoth6NixvMslemzVXnON1SHlVgY5kUHjl77krnOZ5FKO361i/+a09SwfikmS3ETPOgvtDz0kOgwi41hPMY3hBtrOzk68++67Re1sPLuLExEVpfrKK3Hoe98THUbhJKnsSomVGCKhaq68Eh/+j/+Rd7nYWWcVtf3Kiy5Cx7t/x8DTTxW1Pokh/YzzRGSb6Kmn4sjPfmbrPlUHv+YdXbcO7b/9regwzMf7GbKZ4QbaLVu2YMuWLYZ3pCgKBgYGDK9HlC60fDm6nn5adBjChZYtQ9czz5i7UV6DpOWtr0fcSQ17rNBQOeH33Z2KnEgmtHgx+tqmy9lAy+8qkb14zqVSVWBoKPcyI8csdu65NgSkLzh/PoLz5wvbv9MonuFmJSUQQLynR3A0ZDuD5ZyvpQV9u3ZZFIyzGa55xuPxov4bylcQk2P4vB6Mb6qHzytmhIzKj35UyH5lE5w71/Rt+jwc9cQtRJ+nZB8lGMz6maepycZIqBhFnau84S+JVujrsiU8FGPZ6z68rrqPnTnlZFHDGu66q+BlndyjdJSBvA8cOmRhIPZQLLqXZPnrLpETTgAAVETDzGkaww20l156KYaGhor6j9whFAhgftsUhAIB0aGUNwt6U4ZyNPSQs9h5nkZPPz3zl7wRMU+eY1l1ySWovPhi3c/qbr4ZwUWLrIiKkpXwfec11Z1CgQB8LS3QOOmpa/BclVCJdWHm1H5aRYX1OynwmqyMNAArkuS/b/du0SGUTlXRcN99pm+W56o7NdfVMKdpint3i8ra4OAgjnV2YXBwUFgMjV/5irB9y8o7ZkzJ2+CDFGfS6yWZ7zz1t7WZtv/oqaei7vbbU3/JBlrbaNEoQgsX6n6mqCoUTbM5IoeQZMiQoq6pI+eXo4Y9kUjBY43mKsdGPst27R0cHITvik2ove02o+EZi4NsI0P9lwpU4DnDnLpP4/33o+6LXyxo2cDMmai65BJLhzJQQyHLti2VAs656JlnFr15nqvu1NvXz5ymYQMtGdbe1Y1Hn3sZ7V3d4oLgzUqGGhNmmRaaUypKw913o/a66zJ+n+88rb7iClPj8DY0mLo9Ikcp4ZokxTW1zCgeD+rvuMOUbcTWrdP9PFtePc3NqL3++pL2TWLwXHWQAh9e2ZrTtOuEVlNj/T4FE3G3pgaD6BwqLP+KoiA4fz6UIscbL4RWWVnwso6+uy3gnCulwwDLX3d6e89e5jQNG2iJJKb4fDk+TL2Mq3w9oCxplZVy5p4PUbJK9F5Ww+GClo+dfTY8JjSAB2bPLnkbpD+OIMcWLE+eujrDN5yhxYvhmzjRmoCISDrZrg91N91kcyQOwmuquzg4n54yeJBCcmEDLZHEKi64wPRtNn3ta6Zvk+zBRiB3CC1YgKZvfKPg196Cs2ahPn0IiSJETzut5G2QZKwY4oDDJpDLhRYvFh0CWc0B5VjZvPpegrIbxof1fOkEZs4UHYKrldkZXhBDU6Y9+uijaOBrrCSBcmmosuLvtGp2TbKekyqq5XKOFsvK1+nSBWbMQNezz0KLxWzbJxFlUUrZ6KBrgMx848aJDqFgaiyGoWPHRIdBZmC9qGCJ+grrLURUbgy11Kxdu9aqOMhhVFYyXIMNts6hhkIYOnq08OX1zlOeu2UnMHMmmjdvFh0G5WD0mmpnAz8Vj3Ul97E7pzzXi2TgYYZdOdUqKmzZjxsEpk9H7Q03wDdhguhQSCK8proPO/RkMtQy86UvfSnvMoFAAJWVlZgwYQJWrlyJSCRSdHAkp8poBB85YbnoMMqDDYWWp65u9N+VUZ6vomjV1Rg8ciTnMmowWPD2hJ+nvOCS5HyTJmHQwAMPqxRzrlZ89KM4+H/+D88ziaXn1dvcDADwjR8vKqSyUHX55Tj8b/9mybaFX1fJdHbltPqqq3juG1RK42xlNIIuE2Mh8Vj+utP0SeMRZftDCkMNtF/84hcNtXJ7PB5cd911+MpXvoKggYYFIrKXp7ERA/v2iQ6jvJUws6mU+CouSc5TV4e+d94RHYZhvpYW+CZOhG/iRERPPFF0OFQgb2OjHD3Z2ahPZLtAa6voEMRgeVOe0u4BFK93+P9+v4hoSEJOGrbPboYaaDdu3Ji3gXZwcBDt7e3YsWMHXn/9dfzP//k/sXv3bvz85z8vKVCSR3tnF154fQcWzpiKaJgD3LvB0NAQgOHcMqfuIPo8jY98p4hkJkMDbTHnquLxoPb6660JiJVmU4gug8l8zKn7MKfu1N4psP9sKY3SLm3Q9re1ofKiixBcsKDobfBcdae39+zFJLY/pDDUQPvDH/7Q0MZ37NiByy67DL/85S+xZcsWrF+/3tD6JKfBoSEc7ejEIBtgXCPxFIs5dQ/R56kaCAjZL5ERfbt3iw5B+Lmai6e+HgP794sOw5FkzqurWdjAwZw6SIEPmphTd2I+5aIoCkKLF5e0DZ6r7tTT18ecprF05PmpU6fipz/9KTRNw/e//30rd5Xhscceg6qq+Jd/+Zesyxw7dgx333032traEAwGMXbsWFxzzTXYz5sRKjNqTY3oEMhlvdYSrzMRySo+MID+PXtEh2GcnWWF24ZeIdcLTJ8uOgQiIqLy4tLe3yJYPjXouHHjsHjxYrz22mtW72rU9u3bcfHFF+cc26K9vR0nnngivvKVr2BgYABnn302IpEI/s//+T9YsGAB9jjxpq2clEshYNPf6Vt/HrYtX2vLvqiMeAy9pEFkq/733gMGB0WHYZitj3JcfK1Vw+H8C7nswVk5UFz2UIHj9BWJx42cyC3XXLf8HWQZdWQ84kEPO/Sks7yBFhhupN27d68du8Kf/vQnrFmzJu/+7r33Xrz44ovYuHEj3njjDfz0pz/F66+/jptvvhnvvfcerrvuOlviJbKEwYqp4vejo5q9aIVyUWVGq62Fp6kJKieHJIn1v/suHyKUMTWUOd5ZzXXXoerSS1GxYQMip5wCNRoVEJkOF10fiMzkmzBB9/dsnpVDdN060SEQFS0xqVlg9mzBkchLK/ItXN+UKfCdfz4+HN9ickTOZ0sDbWdnJ8KF9FQowf79+3Httdfi1FNPxaFDhzB+/Pisyx47dgzf+973EAqF8J3vfAeekRs0VVXxzW9+E5MmTcKvfvUr7Ny509KYnSoUCGDRzGkIcYxJOeg1xhocy8WWnPIGM7dCGtUNNLyLPE8bPve50SejRLKK9/bCN25cSdsIzJxZchy8psrD39KC4Lx50CoqEDvjjLwT4+bCvLqPiJyW8h10u4a770b0jDP0PyywvsTz1FqaoIdczKf72H2u1nzqU6i79VZb9uVk/qlTi1pPURTEFi7ColmtPF/TWN5AOzQ0hBdffBFjxoyxdD9f/epX8b//9//GlClT8Kc//Qknnnhi1mUfe+wxdHZ2Ys2aNaiqqkr5TNM0fOQjHwEAPPTQQ5bG7FQ+rwdj6mvh87LnkeWKrJjHDTbQ2pJT1ZbnQTSC5ylRft4sva8K0fjlL6Nq48aSY5D5XGXjUPFkzms580+bVvS6InKaPsSBVllp275lp1VWQimxbsnz1J2YT/vY1Uva7nPVP3UqPNXVtuyrXLH81Wd5i8l3v/td7N27F2dke8JpkkmTJuF//a//hVdffRWrV6/OuWxiPNxZs2bpfj5jxgwAwCuvvGJukC7R09eHt959Hz19faJDoWwMNtDaklOOB2YrnqdE+fkmTix6XTUQMGW8S+nOVZbVppAur1QyGXLacPfdwvbtKAWWYzLklMzHfNpHtxHTgnoEz1U5KYmhwop4oM+c6jPUXP3uu+/mXSYej6OzsxO7d+/Gf//3f+NHP/oRwuEwrr766qKDLMSNN95Y8LLvv/8+AKCpqUn388TvP/jgg9IDc6Ge3j68tnM3aqtiCPh8osMhHUZ70DKn7iNFTtn7zjp+P9DbKzoKx8s2fqGdpDhXs+E5XDRL8srGc6GkPlepKMypO/X0CmzwKeW6yWtuViLP1dCSJehhxz1d0TPOgFZZCU9Dg+F1Wf7qM9RA29JibBDfeDyOUCiEH/7wh5g0aVLB611yySV44YUX8i63ZMkS/OhHPzIUEzA8Ji4AhHQmiACA4MjENh0dHYa3/cKLL6G9s2v0Z4+mYVLLRNTXN6C9qytj+cpoBADQ3tWNwbTZpEMBP3xeL3r7+tGddiPu0TREQkHE43Ec7ejM2G4sHIKqqujs7kH/wEDKZwG/DwGfD339A+jq6Un5TFNVRMPDx+VIe+bfHw0dn/Qn+e8EAL/Pi6Dfj/6BQXR2d6d8pioKYpHhcYiPdXRiKO0mIxwMwuvR0N3bi96+/pTPfF4PQoEABgcH0d41vN34YOrf5Fad3T1ZP+sYOcZ9AwM40t6BSNKETO0dHdCS8ufzehEK+DEwOIiOrtTcHG0//v3R2184EIDX60FPb1/GEy6vx4NwMIChoSEc68z8fldEwlAUZXifSTnX+26VvTz33e1d3RhIKiOOtHfkLCO6eoZ/jsfjKcc7sY2hoSFogOllxPH99xh+UOB2ieOladpoWZp+DLt6ehEYHIKm6ZffCd5PXwOtpydlfVVVERvJzdGOzoxXYyPBIDweDd09vejtTy9ns5cRbqVWVaMdxd0MdfX0oi/tGKbr6e3D4Eh+FEVBReIa2NmFoaRzI/lamqucTRgcKfMTCqlHGJkJPqUscenNYrayq72zC4Np5VYoEIDP60FPX1/GTX+ua2ByXjvSym8ACPr98Pu86OvvHy2vE9LLiKGRbSWu99FQKGsZEfD5EPD70D8wkHFNV8tgqKF89Yv+kWOYs56cOIb9A+hMugam13uPtncinnbxjoSC8Giabhnh93oRDPgxMDA4WodLyFZGeE49FX3//d+jywlteJJMrlx3dHZBSftc714jkdOe3j4gipR7jWSj5ayJZUQ50MtRIccheT0j9xqJcra9swvJ77eYfi+dpYwAhq+hiRYGvTIilyEH1psDs2YhvHYt+mfNAn71K8TjcRxLO55m3GskztX2zi5EQ0Fomoaunh709adu15L2iLHjELvzThz76leNHJqycKx/AFi4aPQcMnKvkZxTBQoqovr1ZMC89ohsdTGry4j0+kMuhhpoC6ngq6qKaDSKSZMmYfXq1fjMZz6DiQZfIXznnXewffv2vMs1NjYa2m6CNvJKYr6x1YopJK++6pMZv7v33ntx22fvwGPPb8347NwTVwAAXtq2A4ePpV7EFkyfinGNdXhv/wG8smNXymd1VZVYMW8GBgYHdbd7xsrF8PtUvLpjF/YdPJzy2czJEzFlfDM+PHwEz7/2ZspnFZEwTlg8FwDw+AuvZBRcJy6ZN/rvF7e9lfLZ1PFjMGPyBBxt78CTL7+W8lnA78PpKxYBAJ7eui2jArNy3kzUVlVg15592PHueymfjW+qx/y2Kejs6R39W5WhISzK+Kvd57Wdu5Ft6O2/bX8bbQD2HzqCt5/fitULjs8w+fJrO9Cx99DozxPHNGLutEno6OrGY89vxeKk7Tzx0qtYOX94opvXd76TcaO4ZHYbmmqr8e6+/dj2dmov+ua6Giye1Yrevn7d7+HZa5dBUxS8vH0nWoDRppDHnt+KBSeeDO3RPxZ4JNxvcGgw5+cvbduBhvZOJKZbeOz5rTnLiKpYZGS7Q3jypePnY2t7J2IA+gcGoflgahmR/L3avnsPqvoHwOehxyXOkapYBGsWzkn5XeLYvblnL+b29iISCuKNXe9izwcHUraRWK5d0fDKnv3Anv2jn4WDAZyybAEA4KmXX8uotK5eMBvVFVHs/Pv72Llnb8pn6WVE+v7caKipKaM8LNSOd9/D7vf2pfwufTtv792PfSPH0uf14MxVSwAAz73yRtaHb7vf34ftu/ek/G5sQy0Wzjg+buaxji48m5SjQuoR8Xi84Kbot/fsQ2lTp8kv/bxLeOH1HRmV8EUzp2FMfS327DuA13buTvmssaYKS+dMR/+Afl0sYeubu/Dh4SMpv5s9tQWTxjbhg4NH8OK2HSmfpZcRvq5OzAWw/+Dw9f7kpfOzlhGtE8eirWU8Dh9tx9Nbt6V8Fg4G4Pa5qPOd04ePdeDN57fitOULEQz48frOd/D+hwdTlpk+aTymTRiLA0eP4blX3si6rSdeejXjZm/tojmojEZ0y4jJY5swa2oLjnV24fEXU3tj5SojquctxuSX/wpguIyI5fj7ykn6OZec97+9+TaOvpt6/HPda7yz9wM01lan3GskqIqCj5ywHID5ZYSbr7HAcD0x/X7t+Ve3oy3PesnHysi9xsEjx0Z/n3xs9x04hJe3p07+XVMZw6r5szAUj+tu12gZMVqPO3AEy0f+nSgjCs1zd08vvAUuKwvF40HozDPx28efw2IMN4a/+PLrmJ+0jJn3Gi9uewsV0Qhi4RC2796Dd/fuT1nXqvaICVUx1Bd8VMpH+rlTzL3Gi9vegkfTcNaapQCGy4j0B2VmtUcklxEAMK91MiY0N1heRux8c0fG+tkYaqC166nOE088Yen2I5Hhhovubv1eQonfJ5Yz4nv//C+Y1to6+nOiB23Q78faRXOyrjd/+lTdni8AMKa+FtUVqbNgekYamT2aprtdr2f481lTW9DaknqrFfAPN5nUVVVmrKsl9a5YvTCzGh8O+EdPmAXTp4w+3QKGn1gBQEU0krFdNakxfPmc6bpPrACgZWwjmutrUj5LDBwdDhw/hvHBQXQ/vCUjPreZOWUi+l54Vvezua2T0PvsE6ivrsS4RXMQCQaRqM7Pm9YCLenBiM87nJtIKIi1i+ag66Gfj362av6s0ae7MyZPSOmpBQw/sQKA8Y31qK+uTPnMOzLujN/n1f0eJvI+r3Uyjnm9wMgTr7WL5kDZ+jdkPosqX6qqIlcT7fzpU9H5ZBhDh4cvAGsXzclZRnT19OKvr26Hpqopuel59QUMHTpgSRmR/L1qnTgWR70exPkW/qjEsdSSxi1N/C5x7GacexaC/uG8trWMx+RxzSnbSCwXi4Qyy9mk3KyYN1O3By0ATB7XjLGNdSmfpZcR6fvLJ7xqFTotvnabrXLNGqxtaCj4b0w2dfwYTGhKraqnb2faR9ejdaSMTH4gvGR2W0YP2sQDz4nNjWisTR3PLVHOJujlHshdjzAy2deksU3of+PVgpd3ovTzLmHhjKm6veMAYGxjLWqrUpvGErnxejLrYsl5nTOtRbfXBgA01OiUs2llxNDhw+h59Peorxm+3ucqIxKvCVZVRHXLiO4//Q5ull7HSZc4Lok664zJEzB1QupExoljWFsRSzmGyTkFUutPCZGRns96ZYR/pJyNhTPP4VxlxIBfQd9IA+3E5kYcAgHIOIbJeZ87tQVK2iu3evcaiZxOaBpeNvleQ4+ZZUR6zG60euFsdP/ulym/WzSrFT27FmPg+b9mXS/5WBm510juQYukub4ba6uxdqR3XkLiXlpVFN3tGi4jFs3B0L69mNl8fNlEGVFonoOBAJz4jmiiPaLroZ/D7/NixbwZ6H7keALMuNdInKsLpk9BeKRu0zpxLFrGpHbYs6o9wtPfh9SmPQIyy2Ej9xrJOY2Fj5+fi2a16vagBUpvj8hWF7O6jKj0FN6OWpZTpo0ZM3wA9+3bp/v53r3Drf3ZxqjNZeGC+ViwYIHuZ4nXY/QkDx2Qzu/zjn4B0imKknO76Y1tyXxeD3ze7Otm267X40FjTRWqK2K62/d6tJwxJV4t0BP0+0dPlHSadny78cFBlMNLuOFgENleZosEg+gF4PN4Mo53JBiAXycHnpFjmNzJviIaRmd3DxprqlAZjWT9zgT8vtGLaTpVVXPmPBIKInDbbdg/8mpIZTSCThMm13GTfM0n0VAQvZo2+n1IPt56ZUTiPPV5vSk5PTCyjURjnpllhPeCC9CzdfgJYygQwDFVNfBil/vpnSOJ3/kuugjdL72EqoqK0c/0cpM4d4N+f87cVeQqZwN+BAP65axHSy2/3fxCZmjKZIQAdCmK4bE9QwH/aONnQvqxqqqq1F03Fk4dXilxrno9npzlbIKm6V9jc9YjJk9G77ZtWT9PFvD7MPpSmkuHOEgcv/ScRcP6Q18BI6+rZRkjTe8amJzX3OWsd/SmJVusA3296EHm9T7Xdr06dQMArq87pddx0nnTzp+cx9DrQWXSNTA5pwBGX8fUo1dGJHjy1ZPTvofdwcDotT9f+VBO0o9hct4joSC8WY5x8r1GIqeJcz9b+ZpgZhmRHrOjaRqip56K9t+lPgCqjEYyypxYOAS1sSFnY5fesSrkXiPB6/HgaNJnVt1Lp5cRiKa+95goIwrNs6o5cxiaxDHsGvl3LBJOybsZ9xrJ7Q+Jh5ihQAChLJs2uz1iqLOTDbQ6sh3jQu41srUppV8Dk5XaHpGN1WVErmtHupIaaAcHB1Oe8iccPXoUu3btwrx580rZvGVmzZoFAHj99dd1P3/tteHu8LNnu/1FsOKEgwEsnTNddBhUAu+4cej/+99Hf7Yjp7qzfFpF04DB3EMGuJ2I8zS8dCnCS5fauk+3CC1ejNDiwl92zFUZEIKTFxXNjnO1euNGDB47hv0PPGDpfug41pXcx0k59U+bht4338y/YJlzUk5l5h0zBp7aWtFhjAoHAykNtOR8PFfdhznVV9RjmldeeQXnnXcebr75Zt3Pf/vb32LhwoVYtWoV/va3v5UUoBVWr16NcDiMP//5zzh6NLX4HhwcxK9//WsoioIzzjhDUIRyGxoaQm9fvyMHMqdhtTfemPKz23KqBrM/IXM0T+HP1NyW03yavvEN0SHYqlzyagsLeonWXHNNwcvaca4qXi88NTX5FwRSG9td2oPWDmbmNXFN844fX/K2qHjldl0tB8ypSSS7VjCf7sNz1X2YU32GG2ifeOIJrFq1Cr/85S/x+OOP6y6ze/duAMBTTz2F5cuX45FHHikpSLOFQiFceeWVaG9vx6c+9Sn0jYyLGY/H8dnPfha7du3C+vXrMW3atDxbKk/HOrvwuyf/WpazkUrBhEpQ+niErsupZBVFs1R97GMFLytDThUbh7FQymB28mSuOVclUPHRj5q+Tf/kyQUvK8O5SuYzM69qKISGe+5BeNWq0gNzYW93T3Nz/oVM4KRzVckyXJjTRU46qbAFC/yeOymnVDjmUzALrjM8V92HOdVn6I527969OOuss9De3o5LLrkEaFyEWAAAodlJREFUP/3pT3WX+/znP4+dO3fivPPOQ09PDy6++GIcOHBAd1lR7r//fsyaNQv/9V//hWnTpuGCCy7AjBkz8O1vfxsTJ07EP/7jP4oOkXJxaQNcIYLzh+fFVEbGrFOTxqx0EiMNGDRMMyPXNp47SkCy1/CJdHjHjMm/ULkq42utbLRYzNBkb+VEzTLup2sYyHuibhgYGc7NbTxFzA9CNmDZZAqW8URkqIH2f/7P/4n29nbcdttt+Pd//3dMmTIl67ITJ07Ez372M1x11VU4ePAg/uEf/qHkYM0Ui8Xw+OOP49ZbbwUA/PrXv0ZfXx+uvfZaPP3000VNEEZktlwXajUSQc3VVyN25pk2RmQeT11d/oWIyBl4U+EagenHxwNjVl3IZedqxUc/isqLLxYdhjwSb5O4LM9GxV3YU1xmut82wZMBv77iBARuuDH/gkREEjHUQPvwww+jpqYG9913X8HrfOtb30IkEsGvf/1rw8GV4oc//CHi8Tg++clPZl2msrISmzdvxu7du9HT04OdO3fiH//xH9HY2GhjpETF80+bBsXAuKSy806YIDoEopIpOWZkJ5JZ8+bN8CY/oC7zRh5XclnDVXj5cmixmOgw5JHIL89dspOE37fOqmqodk5QTK7m1mFjctHYmUoIQw20O3fuxLx58xA0MAFPJBLBihUrsGPHDsPBEVF5qd640ZwNSVhRJCLniJ51lugQiIioWC57EEFlgvcv0lI8nrLrSBRjXVgIQw20iqIgVsRT6lgsNjoRFzlfRSSMdauXoCISFh0KmcSunDbccw8a7r036+dqNGrKfirOOceU7TiZFOcpK5qWka78ddnNsJ1jWho+V112rN1KijKYTCUsp0aupbzuDiuwnOR5ahLJvndOzWuM9y9ZyZDTmhxvZrtFaMUKhNeutWVfMuRURoYaaMeNG4ddu3YZ3smuXbtQU1NjeD2Sk6Io8Ho8HMhcNBOPv1051WIxaCY1wubi4TAlPE9djnm1Xu1nPjP6byvHzOa56k7Mq41UQ7czRWNOxSv0yKuRSGHbY07FsPh4OzWv3oYG0SGYw4LjLkNOVQNvkTuV4vMheuqpCK1YgUBbW8pnWlWVufuSIKcyMlSjWbJkCbZu3Yo333yz4HV27tyJF198EXPmzDEcHMmpo6sbT738Ojq6usUFUS4ncpF/p7e52dDyUuQUKJ+86jG5V1zenLIXnqMJP1fLgG/sWFv2I035S6ZiXq2T/PAEABSbJiNyUk5dW5sqoJ7YcPfd8BQ49qiTcuoqFtdBmVf3YU7toQBQAwFUbthg+Tw3zKk+Qw20mzZtwtDQEG688UYMDAzkXX5oaAjXXHMNAOCCCy4oLkKSzsDgID48fAQDg4PCYiibJy1F/p1qKGRoeRlyCgznNf3Gi4ojS07JXMrIMEPMq80svObwXHUn5tU6JT08KeFcZk7l4cnR01CrrCx4O8xpbv7p00WHUBTmVSBFsaQBnjm1h53nPHOqz1AD7dq1a7F+/Xr84Q9/wBlnnIFXXnkl67KvvvoqTjvtNDzyyCNYuHAhLr/88pKDJXKDyo99zJwNsQckUdkJfOpTeGXNKaLDcLzQ0qWiQ3CGcnkYSo4RWrJEdAhE7pVW5sfOPltQIO5Scf75okMwh8U9Kkk8X46J0Ix2AKPiGD7Lvv/97+Okk07Cn/70J8ybNw/Tp0/H0qVL0dDQgIGBAXz44Yd45pln8OabbyIej6OtrQ0PPfQQPDyhiQAAit8vOgQiciglFEZP1PhknZTKO3686BCcgQ8CySRqRQWGjh4teTsl16Hc/p12+99Htqm+6irrHtKV2ffUjvk3iKxW/YlP4NhDD6H7xRdFh+JqhltNKysr8cwzz+Cuu+7C9773Pbz++ut4/fXXR185j48UuFVVVbjppptwxx13wM8GKSLp1Fx3HeL9/aLDIBcrm6FI0sTL7MbD6Qr6nkqU08iaNaJDIDIsOHs2Op94QnQYzmTgWhrv6wMADBw+bFU0VCYCra0Y+PBD0WGQRBRFgTy1IedTAgHEe3pEh1EwraICwXnz2EBrsaK6tfp8Pnzzm9/E/fffj4ceeghvvPEG9u7dC6/Xi6amJixcuBAnnHACNJsG7Sd7Bf1+zJ7agiAb3q1nYQOXv6Vl9N/Mqfswp+4ka17ZKF08ozkNzptnbUDJyvQhixlkPVepeE7K6cDevaJDcAQn5dQWaddyq15ptrrGwLy6D3PqPsypvpLGHQgEAvjoRz9qeL0tW7Zg69atuOeee0rZPQni93kxaWyT6DBcpfrKK9Hx2GPoe+ut1A9sujlmTt2HOXUn5lUMK28mmVN3Yl7dR1hOi6gLKj6fBYG4D8/T3NRw2JoNW/xQl3m1hsiH8cypTfJdb0Y+D69ejfDy5SXtijnVZ2iSMLP87Gc/w3333Sdi12SCvv5+/H3fh+jj6/GmCUyfDk9NjbD9M6fuw5y6k6x5LdfhLMwga06pNMyr+zghp4rXCwDwT5kiOBJncEJOyTjm1R6BOXNs25csOa29/nqh+5eFGgrBU19f0jZkyalshDTQkrN19fTixW070NXTKzoUMolMORXS0KO6ryjMmlM2pFnGP3368D8s7GEg07laTqw8a5hTd5I2rxyOpGjS5jRZoj7Da31BHJFTJ5CsXGFerZF+j1Z16aW27VuWnPomThS6fzeRJaeycV+rBJFTsTJtHoPHUgkELAqEyknQxp4EdvE0NooOoSQlz/hORK5SsX696BAM4wzw5BahJUuG/yFZgy5Zp3nzZtEhyMvJ9/48hy3DBloqS+G1a0WHkEH3NREnF9wi8bgRmcI3aZLoEOTAMoVIiOpNm+BpaDj+ixJvCkt9JVME9tgiNwguXIjKCy8c/iHtmlp/xx2ov+MOAVHZQ62oEB0CETkEG2ipLGmRiLidZ7nRD0ybZnMgRERERPIKzJzJCa+InMDAg8zwypUpP3vq6uCpqzM7Imn4xo4VHQKROdhhwXJsoCXDNE1DVSwCTdNEh1I8kYWLWa8EmPg3uCKnpXDhaxpln1OXkjWvImf2LYZv3DhjK1j498maUwCsiJdA6rxSUZhT92FOU/nb2opf2cB1UrV4+CHm1X3KPaehZctEh2C6cs9pNh7RAZDzRENBrFnovrEWHcfEBgO35VRhQZ81p96GBvS99ZY9DS+CG3cCc+agZ+tW2/eraBrig4Mpv/NNnmzKtt12roribW7W/0DTgLTcWY05dSfm1Tz+KVPQ//e/iw6DObWYGg5jqLOzsIVNqgMzp6k8tbVww3Q9zKv7lHtOtVjMnh3lu3cz8d6u3HOaDXvQUnlyWG8vMkhRUsaZi5x4osBgCmTTdzL2kY+g7uaboXjc/3wuUEpPkBKooRDUpEldmh54ADVXXy0kFioAe4kSSS165pmo/sQnRIfhLCzXKI0SCuVfKE9dVLWrkYioHEhUTnsnTDC0vNPenHMSNtCSYUfaO/DLR5/CkfYO0aG4llZba+v+pMqpGRertIuGEgiUvk2HyZZTxeOBd8wYQVGVj4a77hp9MKB4vab16pbqXHUCiSq/2TCn7sS8mkdRVagi5w4YwZxaTEB5zZwalCtHEl1vmVeb2JhzN+ZUljNG8fuhqPY3C7oxp2ZgAy2Ri/DJdhlQVTawOoDi8SB21llo3rxZdCjkEvV33YW6z35WdBjkcP4iJyQNr1ljciRkCYf0aiqoNyeZqqC3iiRqZCUJ8fvhXg65dpQD97/jSlRG6m6+ufDxu8iRmr72NdEhEDmHiyqcnqoq0SGQC0ROPhldzz1neD1/ays6//IXCyKicqQAcE/p7Ay+SZPQ/eKL1u3ARddbKo3KBzAFUaNRDHV1iQ6DJMMetEQSM/qcUotG4W1stCQWkoOiqkJeQyHKRXF5r4roWWeJDoHIHEWeq4HW1pSf1XDYjGhsVXH++aJDsJ5DGsmcESVlcMj3i8RSNC1lLhDSp9XUiA7BOJfX92Ug5C5/w4YNuOeee0Tsmkg4raIi/0KsAJWOFxDxknJQddllAgOxVzkOnC/t32xSOcBhRYj0BRcuLGxBCcqI8LJlokOwj+R1oGLfCCjHOQVcQ/LvJJHdDHVusPL8yXF9DsyalfKzp7oaAOAzOKkYFc5QA+1f/vIXbN++3fBO/vmf/xmfSJp99bzzzsO9995reDskh2gohJOXzkfUwa8viLxNUINBVF5yicAIMrkhp5RKipwmXfAVD0fUMYPdeY2sXm3LfiwjQaNQPlKcq2Q61+e1iHMrcsopFgRiH1lzqiY9+E/0WtMkHxLFU1+Pxi99KfWXeb5T/unT4U/ryV0qWXNqJiUYtG7bXm/SD2kNSOk/23g9Loe82iV29tmiQwDAnIpSdemlKT97amvR9MADhY1pnQdzqs9QA+0JJ5yAr371q7qfbdiwAQ8++KDuZ3/5y1/wb//2b8ajIylpmopIKAhN42vWxQrNny86hBRS5dSMJ4QOaJSxmlQ5lUzsnHNEh1A0u/PqqauzZT+yCMycqf+BhWWK1OcqezwVTeq8ChI744ziV5bgu+iEnPqnT0f9nXfCN26c6FDyMjpOZWDWLNOH03FCTmWW8vaMRHVv5tU8kRNOOP6DwBy7KqcjQ9UZffsstGKFFdEAABSfr/Blkx/MlMBVOTWR4aOR7Yu0ZcsWPP/88yUHRPLr7O7BC6+/ic7uHtGhmErK2dZtuiFxa04B8XlNf/JoFylyKsENtZ6CX8k1yoaKqxR5dRKD38HAjBkWBZIdc2ovux46uDGvwXnzRv8tT1OMfZyS08QrqFKTpDHPKTktiZnHWtJ6XbqyyGuZYU4tLNs1DZUXX4yK88+3dZ4T5lQfm6vJsP6BAez54AD6BwZEh0ImkTWnXr0eIA6bICv5htZOsubUTtkeKGoOnNwmgXm1gOAbTubUZjZdQ9yYVyM9bNzIjTmVioCyuNxyWnnRRaZuz+wezRUbNqDqiitK3k655bUcuDGnlk6wq2kFL+ptboYWjdo+Trsbc2oGZ7V0ELlBIU+ycywzOnOygYLXTTyNjaJDoCJIO4kUuZvR8tYhvYNsI/B4OHkoEtdK+j4I+2bwWpLB48SZwEmI0OLFuRcw+gBrpEwILlyof70weA0Jr1iBYNqkRGSt2Lnnwp/n7aG6226zKRqy1cj8IJ6GBsGBUDI20BJJTG+Sh+iZZ6LqkkuKngFXRqEVK8ydJZ03cFIILlggOgQqc2okIjoEKcXOPVd0CHmp0ajoECiH0ausXY34fHjieJETTyxoueiZZ1ocSZkxcO5ETz3V8OabN2+2vecdlcafNMGT6vdDy3O99SY6xxTwXfJPmVJSbJSFoph+f6t4PKi75RZU8IG4VNhAS+VJ9ga8kfg8tbUZH6k+H4KSTTJWqsoNG1B3883DP5TrTZjs38kiRFavFh2CGC7MpVMZnYSmLHg85Xtu6ii71/bNKp9YzpFB/tbW4z/kqOuxN5c4ajBobAWdScLYwC6/onvd5yn3G+65B5UXXFDctkkIb3MzlJGetLp4rbcdG2jJsIDPh9aJYxEot5saG2k2v67GnLqPq3Jaro32OlyVV1kI/n4xp+LU33kn6u+6y5JtM6/u44iclsvNtEl/pyNy6jBZZ3i38bvJvNojfQxVLRbL3dhXAllzKu2bWg64FsiaU9HYQEuGBfw+tLWMR8Dv4JNJ8gaf6o0bUXPNNbbtz1E5zXHByTeGUjHbtI3J30lH5dSBst6AWIx5FcTCawZzKo6nutqySQPLJq8FnhtuGIe8bHJaRkTntO7224Xs1xIS3VuJziuZT9acRk46SXQI1mL913ZsoCXD+gcGsP/gYeEz7tV86lNC928lNRSCf/Jk2/YnS05LlfJqlkQVxYKYfPPqlpxSKubVfWTOqSJoMsrA7NnWbdyma4PMeXUirbISQOrYiXZjTkuUr54joBFfdE69ThvOwcQcWTm8jOi8ys6JD8ykzanT7jeNsvC7Im1OBTPcQLtlyxZMmjQp4z9FUbJ+9stf/tKK2EmQzu4ePL11Gzq7e4TG4R0/Xuj+3USWnJrKyAXFhRdXV+VUxvwIislVeZVRtnLDwgqqLDkNLlyY8TtRY8kpPp8cbzaUQJa8yiL9VVijtEgEzZs3IzB9OgDAN3GiCVEZw5yaSJLzuxxzasqwLsWcz2nr1N9xR+lxZFGOeS2ajHVsHW7KaeLhd7lPhuqmnJrJ8CAhHR0d6OjoMPxZqRUzIipDRsuNxPKSVPzpuFKuAd6mJvS/956J0RBRukQPxZTfVVTYHwg5iqj6fc211/JaT1SItPPEU1VV/LYS57umAQMDqfV0gz2keX1xHsXnQ7y/X3QYconHEVqxAl1PPVXwKmoshsGDBxE76yx0PfOMhcGRExlqoH300UetioOIaJiImz3e5Emt4oILcOA73xEdBjmE4vMh3tdX5Mp8mEzkBIrKUdp02VCfUYJBxLu7Ldgwy19LWHBcKz7yERz9xS+gldLYSwVRvF4pGkUrL74YvvHjsf/rXxcdinSKnZfCyvksggsWoPv5583bIMtn2xhqoF27dq1VcRDZS0CDnFZdjcFDh2zfbzlic6u7iJqQKyc26kurYv16HPnJT0SHQeRukpWBNVdfDSUQEB2GtQSNCW0Fub49ZJQSCun8kg04VlD8fikaaEM6wyDRCLu++wb2E1qwABXnnIN999xjyq59Ns6NU+4MD3FApKoqwsEAVPZecA1X5jTpIhZatgztDz8sMBj7uTKnEgmvXImOP/9Z/0MLGy6YV/eRMaeRE0/EwIED4gJwwY2+jHl1M/+0aZbvQ2ROa667rrBXwu04d0Sdn0nXVrOusjxP3Yl5dR9H5dTjGR4CpACxc8/FMQvma8pVRoZXr4ZWVQX/1Kmm79cIR+XURoaOxo9+9CM8+eSThnfy1a9+FSeddJLh9UhOsXAIpyxbgFhY5+kpOZJrcpplDFotHEbk1FMFBFQ4s5v0XJNTQMrGmsgpp2T8zo5ZcV2V1wJVXnghqq++uriVFQU111xjbkAmkzGnsbPOQvXllwNw9iQWWl1d5u9iMVv2LWNeLSFh+WwVkTn1t7TAU11t+37drmzO0zLDvOYh2RsQhZA5p+lXQcXA2w6R1avNDaYAnoYGRNasgbepKf/CI42nPgsmZ5c5pyIZaqC94oor8E//9E+6ny1YsAD3ZOlCvW3bNjz22GPGoyOymXfMGMPrqHqv+eTgvEuizUq42eNkhO5UdFYdWAF1EsXns2U/oSVLECihd5waDOZegOVGTlUbN4oOoSihZcsQSRuaq/rKK1F16aWCInIZlq9kVFJZy1JXABOudYked3pb8o404NjRm72ssI4inYYvfjHlZ9uuhgKuu4qmof6uuxA94wzb912uTOtP/PLLL2P37t1mbY4kdrSjEw8/8RyOdnSKDsV8ZXoRdEtO1ZHX/6Qcs9RmbskppZIqr2ygMYXdOTX6IEsLhy2KxHr+KVNSfg5Mn274oWqxpDpXJWDHGwZWY06HyVBT9jY3m7Kdssipiedero4snqoqNG/eDG9jo2n7K1ZZ5NVMDiifZcqpFonYvk9/W5vt+0zwVFVZMjGnTDmVCQd8IMPi8Tj6+gdcUdmmYbLmNFHJ86XdZGcTPeUU1HzqU457DdA3eTIqL7jA1G3KltNS4ih0zdrrr0ftjTcWvR8z+FtbTc9lMtny6joCjitzah1PbS2aN28Wsm/m1X2Y0xEWdWZQR4YfyfeQve6221B50UWm7JM5dSdX5dUNf4MJXJVTg5o3b4Zv7FjjK0p+rMo5p7mwgZaIpKWGQsNP4wscekLRtOMDnqffQAgs/GtvugkV55+f9fOK886Dt6HBxogcZmiooMV8EydaMkaSETVXXYXAjBlCY6AieThvKpUB3giRjSKnnILAzJkFLRs95RRUf/KTeR+yexsbodo0xA6ZiGVPUTwS9EimHCR5+7bywgtTf8HzzbHYQEtEUvHU1sI7bpzoMEzlGzcudyMzL6KW8NTXW7dx5sx1gvPnS1PRtlNo+XLRIZDkqj/5yeF/lOH5QcXRqqoAAGogAE+BD6AVTUNA4Gu8rsXzVlp1t9ySd5noySebv2PWYc2jdyx5fKkEbKAlKlWhFZ+R5VhNyk1RVcQ+8pHsC/CiV3aKnYzKP2mSyZFQNtGTT0Zg3jxTtlVz3XWInX22KdsycmNabpMMehoaoFVXIzhnjuhQSHJ6jWaJ19BVB49RTNaJnXNOzs9ZkxPAxPpzvi3FzjkHdTfckPrLMrvGFkIrZEg2RUH0tNPgnTDB0LZj555bZFQmKeN8+yZPFh0CORgbaMmwSDCI1QtmI5JvZmzSlajUVG/aJDSOZOWU0+qrrhKzY5srKuWU03Iia161igpUX3qpKdvyt7QImQxB1BhYonJaf/vtaLjzTlv3aSvBN4eynqvFPvACACUQGP13YpKmyAknlBqSY8iaUyoec2qNyJo1BQ9PZsn+JcxrxXnnZfyu0EmNo6edhtiZZ5odkqPImNNsKnMMaycFSTo7OSmndmIDLRnm8WiorojC49FEh+JogZkzpRnzkDmVW/3nP294HebUndye1+qrrxYdQtHqbr65qPVkz6kc1XjnkTWv2shETMWInX66zgbl+vusJGtOkyU3olN+Tsipa9jYKCRlXnXKSsVA+VlQb1sXkzKn2Wgaaj71KbExOKAHs6NyaiM20JJh3T29eHXHLnT39IoOxRBfS4voEIriGemlYiWn5rRceGpqDK/DnFpM0JhTbs9rYNq00jciqFJabG8ht+e0XLkxr4X29nIrJ+Q0smaN6BAcxQk5NY0F10ZZywQ35tVTXY2mr39ddBjCSJ3T9Pq/VfcDOc7hjLfAJOklm4vUORXIcAPtf/7nf0LTtIz/FEXJ+tmPf/xjK2InQXr7+7Fzz1709veLDsXxChnzsP6WWxBdt87SOGTPqVZZKTqE0tl8oZQ9p64goAe8THmNnHpqxu8qP/5xAZEcFznllOHJvoohqDIrU05zUo0/01cCAdRccw3UUMiCgHLzCZ5s0jF5daHounWo/sQnTN+uE3JqpEeepRzQOAA4I6eyqjj/fFRfcYXoMHRJmVcTGsilOb8FkDKnBhQ7cXFwwQKTI5GH03NqFcO17Xg8XtR/RETFCq9cKToEohSK3nhJDnidqFSJiV+C8+dD1TkGIZMqksU+lImdcQaUbA3n2fKT/HvWV0ylqCr8xUyWUeK5pHi9CC5eXNI23EwtYZiDhMCsWQCQ/XwTKHrSSQjMmCE6DMfKN8EXkQIgvGyZOzpQ2EWi+kUpk4M23ncfPHV1JkbjUmn59pvxhphZ36EiHriTfQzVqnbt2mVVHETWE31hLIPGG7MkJjFRRmaHVpIuJHqNQiUT/d2gnNRIRHQIGRRFKcvvTWDWLBz71a8s2XY0aXxL1YJxFNVYDENHjxa1ruL3mxyNOFpVVXErFnMNs+i6pwQCiPf0ZP1cDYcLekOFihdavhyh5ct5nMsRc+4okdWr0f7//X+iwyC75ThP0xsLjXSmU8NhNvClc1iZGFq4UHQIlIOhBtoJEyZYFQdR+Ui6CLJ3uT7f2LGouvxy3R4wVRs34oP77su7DW9TEwb27rUiPLKZWsKs41S6xq98Bfvuusvy/Wi1tZbvI68slWxt5GGR09V8+tPZX7Mr4QZDq6rC4OHDRa9PzsOGWbnU3nCDox4k5fz2FFk3rr/jDgwcPFjUuk4ROflkBGbOxIEHHyx4HbWiIuN31Zs24dAPfmBmaORUaWV58+bNeP+22wQF4yJmXSNL2I4SCsE7cSL6d+9O/b2Eb77QcYay86c//amknZ100kklrU9y8Hm9mDimET5JB4Yn42TMaXD2bN3fa9FoQetXXnABIieckPmB3oXOhTeaMubU9Wx44CIir6reTb8DHy5la1Dy1NUhvGoVIiedhN4dO7KuH5gzBz1bt5oel5059U+ZYvk+dLmwjM2HZbAEPB5ETz0V7Q8/bMrmZM6pz2GdaKy4gnjq6gy/ei1zTvUEZsyAb/z40rczc6YJ0cjLaXkVzQkP3JhT4xRFQeWGDfjw298WHYou5lSfoQbaU045pegTWFEUDAwMFLUuySUU8GPutEmiwyATuTGnitcLb3Oz6DAKY0FjlxtzSuWV15prrrGlR5iiqqhYvz7vcpUf+xgGTzvN9P07Jqc5yqnQsmWmNYIVJE9dVIa3UxyTVxdr/trXAMC07yZzajEBjUSOy6lFx8jf2ore7dst2bYIjsurSBJcLwvhqpw6oEHcDq7KqYkMNdCuWbPGUAPtG2+8gQ8++AAAoHKsEtcYGBxER1c3IqEgPE6dTVLkxSjpHFIUxZJeBEa5IqelcEjlxAjZcuqEp/NOIFterZRvcqnYueciPjCA9oceyr6Qid871eeD2tho2vYS3JDT6Mkn29tAa7KK889H17PPmrpNN+SVUjGnBjjkmu+GnDbcey86n3oKHX/4Q9HbqN60CXEXzaQuZV4dck4URMB9k5Q5zcWF95Zmc1xObWKo1fTPf/4zHn300bz//e53v8PixYvx4YcfAgCmTZuGxx57zJI/gOzX0dWNx57fio6ubtGhGKI767oNso73JxGn5tQ1LKi0yZZTGXq0FUTyCrQseZUhm77x4+EbM0Z0GCWTJadm80+bhooLLihq3XwPdGquvDJl9vDwmjUpnxt9fTe8bBnqbrrJ0Dr5SJ1Xp5THkpE6pxIwu76r1dZafk12Q061aLTkMSUVj8eaSXgFcUNebaMoltTRPU1Npm7PVTnlNRiAy3JqItO7tT777LOYP38+vvWtbwEAbrnlFrz88stYsWKF2bsiMkSxqhd3nspj9aZN0Cor4TX5QkVEZDvJG7DThZcvFx2C9NRIBADyj91oMPc1V1+N4KxZxYaVk2/iRMTOOuv4L9Ku77rjjxORPApooPBNnOi4a46ULGgMYvMS5VN54YWou+UW0WHYI885ZulwXXxL3XVMy2hvby9uv/12rFq1Cm+88QamTZuGJ554Aps3b0YgEDBrN0RCNd5/v+F1PHV1aLj7big8D8obn5aWRKutFR1CJuZUvDw376GFC41trwxz6m1qQt3ttyO4YIH+ApIek5xRsVFHOloslneZ0JIlNkRCJSvk/Cqh3Ehes5DxwctK2nENr1wpKBAyLC13ZvcwtVUBZYDq8zlnLhCLxdatM3V70ZH5ENRwOGsHMP+k4bFdk982ImcwpYH26aefxrx58/DtkRnibr/9drz88stYtmyZGZsnsoyadsOQrwdRttd/qjdtKnynkt7skkAj34nA7NmInHSS4GDkZFkP+HQ8PwsWnD9fdAijvT9zYmNdXt6GhrzDCqh8yOgeNp8TnqYmRE48Me9yfJBNKRQF4RUrUHnhhaIjkVda3UgJhTKXkeUayPpVioIfPvC4lTXF6834XWI4GS1Hu0ViPVWvTCCplXTH29vbi1tvvRVr1qzB9u3b0dbWhieffBJf//rX4bdh5mUSQ4ECj6ZBgSQX/ELpVFDSG310x8sroGEoMHMmPHmeEso8SZJjc2oS79ix1u+kgPxXX365aU9ZyzmnNZ/6FOrvuEN0GJaQKa9mN9gV8xclen8WtnBmJTczCPuPq0w51TVyTPzTpwsOJFXK0ZLwBlb6vNrI39oKReAEIHW33oraz3ym5O3IktOa664Tuv+sJK7nZiNLTp1G9qMlZV6Tzo/YRz4C36TiZq/35ZlA1a2kzGmxDJSV0TPOyFwvqc5TsWFD3nH3Y+ecYyg8u7gqpyYqekTxp556Cps2bcJbb70FVVVxxx134L777oPP5zMzPpJQRTSMs9YsFR2GJdQy/f4Ky6nHAwwM2LOvLDfw3rFjEV69Gn07d9oTh03cfJ7m4586VcyObWgkcnNeiz163oaGgpbzt7Sga2Ty0kLVXHsthjo6igmrYG7OaaHUaBRD7e2iwzAV81oEi8pQs+YAkCWn/pYWKMEg4t1yTaySdTJenbx6JZngUZackrlkz2tk7dqi16295hq8f9tt5gWjKFI+5Ewne07zKvIBlprc6VEnT74JE1C9aRM6n3026zZ8EycWtW+rOT6nFjHcQNvT04PPf/7z+O53v4vBwUHMnDkTP/jBD7Bo0SIr4iOSnr+tTXQIjtXw+c9b3viRj1ZVpfv6CJGeivPPh2/cONFhiCdDZd5oZbeIyrG/yB4uVBp/ayvig4Oiw6Ai1N54Iw48+KDoMNyvhN6qvkmT0Pf22yYGY1xRE/nJcN2RTdr3QAEn8CKDeF6ZKnb22dCiUQzs3Zv6QfJxLvWYO/BtBSqcoSEOnnjiCcyZMwcPPvggVFXFXXfdhRdffJGNs2XmWGcX/vTsSzjW2SU6FOGip52GSr1hERxGVE61igr7elHkuJj5p02zJwYb8Ty1RnjZMqE9f0TnVeahWrLxNDQgtGwZoqefLjoUXaJzKqPArFklrS/D97Rc8+obP150CJaRKaelfMNlqPPYNq58HjLltCAjZVvt9ddbtovYOecgtHy56dvVa5JSKypM3w/gwLwa1Lx5s+gQbOeUnOo+fMpWJ5GgriKSU3JqN0M9aNcmdcevra3FY489hpNPPrmgdRVFwWOPPWYsOpLS0NAQ2ru6MTQ0JDoUY0x6Qlh7/fXo3bED7b//PZRgUOi4amZxbE5NIsPNvNnKPae2ENDrgHk1TlFVVJ5/vugwsnJiTsOrV6Pz8cdFhyE1qfPKHlNFkTqnOWQMISJ7/m2MT4achpYuRf++feh/553CV8pSb9U9cgaPZ2TNGv3fn3KKoe0Uov6znwUsOPYy5JXMJVtOI6ecgo5HHhEdhqPJllNZGGqgjScV8Hv37sXe9K7bObixAYTKRFrFxjdxIgYOHza8meDixeh67jlolZWjv/OOH++6sU+JiMjlZGvgYR3TNFptLQYPHMj6ed2ttxreJrNThkw4J8vl3jHxJt7B730PvW++aWzlRFmsM3mQ6SzYtspJxYUJzJuHnpdf5vWzSPnmP7CllpTtnJTkDQUqjqEG2kcffdSqOIgMk+X1qEL5W1oyXkmp3rQppVeDVluLoaNH7Q6NiEoUnD8fwfnzRYdBZDtF0A22ZE3EZUNvwq18Y5oWPQHghAlFrlkGjDSqJC2b75Xy8KpVxUaUSraHOERlJl8J4Z80abiBluTmMTxlFBtoHa7oIQ6IRDNlYifBTw3VQABqIDD6c/1nP8tKrVsxr65WdcklokOgJBUf/SgGi3jToVQ111wjrMHSVknXzsqLLxYYCMkgvGKFJZNOxdatM32b5a7+1lvR+eSTx3+haaj82Mdw5D//c/TnvHTqzlpVlUkRljH2ZCQDIqeeio4//CHr57zrcIdyeZOAjmPzOhkWDgSwZHYbwkkNi6L4WlrEBmByoamoqpAxbWXKKZmDOXUnafIq+QOH8PLlQhp3/JMnwzd2rKF1pMlpNkm5rtiwIWOSPFXWuAWTPq8ykvxGVNacxs45J/cCSeewGgql/hwIIDR/ftk2sMqaU5lUXXZZ8SsLOqedlFfvSJ0heQg8WxRQjwstWWJDIIVxUk4zGDgPPM3NFgYiF0fn1EJsoCXDvF4Pmmqr4fUW0eXegbwGb7at4J882dLtl1tOywFz6k7Mq/s4KafhFStQd/PNqb+UvFFNFCfltWR5vgNu+YbImFN/W5vhh0J6Ki+80IRonEfGnJbEQHmsFNgoogSDxUYjjKPyOpKz+s99TnAgmfINiWInR+W0BHWf+Qwav/KVwhZOPt9zNbhLOuRBueTUKDmzRVLr6e3Dm+/sQU9vn+hQSlfA08Oaq68uaX0z+Cweh81VOc1G8h5/ZiuLnIom4DvFvLqPI3Oa/N03ueJfdemlxt8kkbB8d2RebVBzzTXZP5Qwj8lcndPEOIeF5KDYhzKlPsyx4Pvh6pzm4amrK2g5Jz5gcWJelWLGGi0jTsupp7o69RcFln+Kqpo+eV76m0+ycFpO7cIGWjKsp68P295+Fz195XEyqQ58cmxUOeXUiRXNYpRTTssJ8+o+Ts+pt77e1O0FZs40dXuiODWvXgter0xuVrP6jSArSZVTJ/VcN9iw6qmpgXfcOIQTc59Y+LdKlVMDtJHGH39bm+BIDLDxAYxT86rHY/I1dlQBvS9lGv9UupzqHJvkISE8tbWoWL9ef1mbj6uiKPYPoVEA6XIqCTbQEpUiqYCV6SJGzhBatkx0CGRAcPHilJ8tqzQTkTG8/pqm8mMfEx0CFcKN3/mRv0nxeFB3003wNjQIDkheWjSK5s2bEWhtzbqMb+pU1N95Jzy1tQAw+v+E6BlnWBojmUOzapgByd9YcKL0+4TE8CDpbwWZMtE5uRYbaKmsVF500fA/eFEiu7nxZqrMVCXKjxE1114rKBJ3Mtxzj+U4kanUWAyqz2d4Pe/48Tk/59VPMLPrHyx7HUHxeOCproZ/yhQ03H13Ru/1XI27VGZ4j2KJ4Lx5iJ1zDoILFoz+ruryy6EUcZ01S8Y8AiQdNtBSWVFDIVv3V33llbbuj5wltGQJoGmjr6qRs2iRiOgQ7DfSC0CLRk3dbOTkk6XoLaWOTJrixElRiETxVFWJDoGKVHXJJam/MKuhhg0+hgXmzLFs2yW93sxcuoJW4JjDyeJ8GJNdAcdG0TRE1qxJ6UGrxWJWRpWXrOPR0nFsoCXDvB4Pmutq4OVg5in0LmKB6dMFRGIcc2qNfBVi3/jxaP7610cbhczEnBZH9teOROdVi0ZRvWkTYmefLWT/KSy4afTPmIGqyy5DcN4807edjeicSivPzY/s11fmNbeCZpCXrHHALTlNvkH3T5uW+mEBx7ygcaIly102MuU0vHSp6BD0mZVLG78TMuU1L4ecK6I5Kqd6LM6zYvLEYnZwfE4twgZaMiwcDGDxrFaEg+Y3KtmuyBv8RO8xy8YFspmrcmqUS3sGlHVOS+CxYIIcM8mQ18DMmdI3ZBdLURQE586FotpXPZIhp0YlT4Rhhtg55xhex4oHW2ZyYl6tuoH0z5iR8bv0MfmcwJE5TeKdMAFA6RPxBS3s6Wk3p+eU9MmYV6knSHRAI7GMOU0ncj6a4Ny5qLzwQmH7L4YTcioCG2jJsKGhIXT39GJoaEh0KML4p0xB7Q03IDBrluhQTMGc2sDmyg9z6k7Mq/s4Mafe5mb4R3qwmlGyeerq4GtpMWFL8nBiXq0QmDkT/kmTMj9w4MNRKXNqoG6hWTwUhRMny5Uyp0VQw+Hh/zuwF50VZMxr+iRtjibgXJcxpzJRVNX0h+dWY071sYGWDDvW2YX/7+kXcKyzS3QoQvkmTHBkZVQPc+o+zKk7uTavDui9YRXZc5oYLy04d27qByZe/7wNDY5ssMtF9ryScU7NaaLxzj9liqX7qbz4Yku3bwWn5jRdaPFiVG/aBJ8VvTQdWDa7Ja+iyXSf6/icSnQsZeH4nFrENQ20Q0ND+N73vofly5cjFoshEAigtbUVd9xxB44cOaK7zttvv42NGzdiwoQJCAaDmD59Oh544AH09/fbGzzZJ/Haqo2vrxLpCS5aJDoEopIVNI4kOZoaDKJ582ZLx3xVvN6ybqQnKloBN/2JYbmSZxK3Yp8eTngqjKKqw0NXsBGIyDXMnNyck986hytG5B0aGsL555+PX/ziFwiFQliyZAnC4TCee+45fOMb38DPf/5zPPHEE2hImiH6tddew+rVq3H48GEsXboUixYtwuOPP44777wTf/zjH/G73/0OHg5Y7Dr+1lZETzsN4VWr0P7b35q6bcXnM3V7ZBFJKq9VH/uY6BCEqb3xRqihEPZ/7WuiQ6ES1d10E/r37BEdBrmJJGU0kdQS50kBDzYqL7oI3S+9BDVHPdU3fjxCy5cjcvLJ6H7hBbOiHMZz2n2YU1uoRcx1okYiGOroADNkMYvPgcYvf9nUfdRceSV6d+40bXtkHVd0I/zBD36AX/ziF2htbcVrr72GRx99FL/5zW+wc+dOfOQjH8Fbb72FG264IWWdjRs34vDhw/je976HZ555Bj/72c/w1ltvYc2aNfjjH/+If/iHfxD015CVFFVF9LTTclZSi962Aye8cBL/tGmjM1R66usFR1OYOHuE6fKNH++usbjKmKeuDsH580WHQURG8NpUFhruvhv1n/sctIoKRE44Ieeyiqah8qMfhTYyHEIp1JEeu6P4fStY9aZNokMgB/NPn466W25B9VVXZXzGBltnUQMBU8eU1iorEVq40LTtkXVc00ALAN/61rcwceLE0d9Ho1F8//vfh6Io2LJlC7q7uwEAf/rTn/Diiy9i+fLluCqpAIvFYqPLf+c732HjCpFEaq6+Gk1f+YroMDLU33WX6dtUvF7Tt0lEZAnWldyDuXQVrbLS9oehjV/5ChruvNPWfbpJYOZM0SFk8E2ciMCsWQivXHn8lywrTOMdO9bU7WmxGAKtrcWtnNZjk20hFimyZ6ynsREAoHE4GVdzRQNtVVUV2trasGzZsozPamtrUVVVhf7+fhw4cAAA8NBDDwEAzj333IzlJ0+ejDlz5uDdd9/FK6+8Ym3gDlURCePstctQESn9KTvJgTnNr2rjRgTmzEn5nVZVBY8FsyJXXnRRydtgTt2JeXUfp+ZUpslDZOTUvEpFsu8Yc5qf6vdD8XpHGxA8ScPLychtObWiXFa8XlRfccXohJFO4KS8Vqxfj/rPflZcAJKVs9lInVOTGrK1PA/UAtOno+ELXzC9UV8UqXMqkCsaaH/9619j27ZtqKmpyfhs586dOHToEHw+H+rq6gAMjz8LALNmzdLd3owZMwCADbRZKIoCTVXdcXPGJ4MAnJ1Tu54iBufMQfXGjbbsy4zKkpNzKpJ/2jTRIeTEvLoPc+pOzGtu3ubmnJ/HzjoLvpYWm6IpDHNaON/YsWj4whcsnVzQDG7LKXs8DnNSXhWPJ2PoNk2nTaMgOfLv9G+GdDm14FyrSxuSU49WxLjEspIup5JwRQNtLneOvGZz9tlnIzAy2/T7778PAGhqatJdJ/H7Dz74wIYInaejqxtPvPQqOrq6RYdiSL6nUrkEZs5EIEuDvhs4NacAUHfLLaJDkJKTcypS9NRTRYeQE/PqPsxpFg6vsDsyrzo3nOlvjpih7tZbUZX0wNM3aVLGMpETT4SiynWb4sicWqHAhgknNCQwp+7k5Lw23Hsv6m6+WWgMkVNOASDXmzJS59TIccpRfqomjAHuJFLnVCCP6AD0XHLJJXihgBlElyxZgh/96EdZP/8f/+N/4Cc/+QlCoRC+kjR2ZWdnJwAgFArprhcMBgEAHR0dRsIGALzw4kto7+wa/dmjaZjUMhH19Q1o7+rKWL4yGgEAtHd1Y3BwMOWzUMAPn9eL3r5+dPf2pnzm0TREQkHE43Ec7ejM2G4sHIKqqujs7kH/wEDKZwG/DwGfD339A+jq6Un5TFNVRMPDx+VIe+bfHw0FMTA4iINHjuHwsXYMJMXs93kR9PvRPzCIzu7UE01VFMRGuq8f6+jEUFrhFA4G4fVo6O7tRW9ff8pnPq8HoUAAg4ODaE87gQfSjlkuQ6tXZ/5NSQWq3t8LDBce6vkXpCwT9Pvh93nR19+Prp7erLHoH8MQNC1Lbnw+BPw+9A8MoLO7J2PdhKMdnRlPySPBIDweDd09vejtTz+GXoQCfgwMDmYUggoUxBHHwSPHcLSjM+PvCAcC8Ho96OntQ09fX8pnXo8H4WAAQ0NDONaZ+f2uiIShKAo6uroztps4hsV8v5P/8mP9x4/hkfaO48ewfwCdSd/vvt7U2BP6Bway5j5Zd08vgoHUwdqH4vGc68ZHPg8HA8NPx1UVGBoajRU4fgwHB4dGy4gBndwbLSO6enpx8MixrH+flWWEpmno6ulBX1JukssEvTIilyPtHTl7hagjr1DqlRHZtpfN0c4uqOPHY+jdd/Oul/xKTvpnemVEgqZpiIaCWWPJVUb09vXj4JFj6OnryzinVFVFbCQ3ZpcRCcc6uzA08h1OyFVGFKqvvz/rMdT7fieklxGJbeT6fieklxFA2jFs70Q8rc9JJBSER9PQ1dOLvrRj6Pd6EQz4MTAwiI6077eiKKPfl/Rj2N7ZhYNHjmFgcDBnOZtcRiQTVY9IONbRCSXL6ZnIR/o1X2+55O9z/8AgunJcA9PrEb1px+xoRydULbOKm62MGD2GnV0YTPt+hwIB+Lwe9PT1oae38Gtgcl5zXQPNLiNy1SOSv9969LKknrcBR9o7DJURyfoHBtDfP5BaRkSiQNL1IbZuHQ5897speUz83VbVI3J+v7PUI5JzCthXRgBAOBiA13P8GCbK90Seiy0j+vr7M8qI/h798jYhPXYAGBoaSvmuJtcjekbq9fluwju7e9DT3pFRjxga6TjTO2Ys1N5eU+81Ejnt6OpGJBS0tYwAcn+/9bR3dUFr78haRqR/5/KVEQmJbeSrR6hD8ZH9DKA3rWzSKyPiycdqZFtG6xHFHMNEXrt7ehEJBW0rI4D89YiErGVENIqBgcGRQ3b8PiO9jEj/ro0sNHoM+7PUm4DhfPePrN/V3QMt7bPBhuGxTnt6++DXKSMS50DivLGjPSKR08PH2hH0+3TvNQD72iMGRmLu7u1FPOk7m62MGP08qRw+0tEBn+/4vaXe9V7v+504r+Kj52NmPaK9q9vyekSp9xrJOR0cHEJFNMc1UML2CCNlRLtOXNlI2UD7zjvvYPv27XmXaxwZKFnPd77zHdxyyy1QFAX/+q//ira2ttHPNG24GMr3VCj9i1GIq6/6ZMbv7r33Xtz22Tvw2PNbMz4798QVAICXtu3A4WOpJ8+C6VMxrrEO7+0/gFd27Er5rK6qEivmzcDA4KDuds9YuRh+n4pXd+zCvoOHUz6bOXkipoxvxoeHj+D5195M+awiEsYJi+cCAB5/4ZWMguvEJfNG//3itrdSPps6fgxmTJ6Ao+0dePLl11I+C/h9OH3FIgDA01u3ZVxUVs6bidqqCuzasw873n0v5bPxTfWY3zYFnT29GX9rW0cn0uaKzeovL72e8vPitM8T266fORcTXvvb6O+3vrkLHx4+krLs7KktmDS2CR8cPIIXt+0AALS2dyJ9dCa93Jy8dD4ioSDe2PUu9nxwIOWz1olj0dYyHoePtuPprduyxvvUy69lXJBWL5iN6ooodv79fezcszfls4ljGjF32iR0dHVnxOTRNKycPzwpwes738ko4JfMbkNTbTXe3bcf295ObbRqrqvB4lmt6O3r1/1bz167DJqi4OXtO3HwyLGUz+a1TsaE5gbsO3AIL2/fmfJZTWUMq+bPwlA8rrvdpUnfy8ee3zp6bB57fiumTxqPaRPG4sDRY3julTdGlxuzdz/0Xqj88PBR7EzaRjY7//4+Zk1Nfd2yp7cPz+VYt7dv+PPlc6ajvqYKx665HrF/fHA0VgAY21CLhTOmobv3+Pe7au8eTEnbltEyoio2fDMxODSEJ19KPR8Ba8uIWDiE7bv34N29+0ePzWtvvYOpI/9OlBH5jnnCY89vxeIc5XGiEqVXRujt47EcOXvs+a3A7EVYrNNAm77tdauXZP1Mr4xIqIpFsGbhHN31gNxlxISm4dfgjnV0ZeQ8HAzglGULAJhfRswf+ffzr27PuHlNLyMKzWuCv60Nb9Y2Yn/aftPLCL3tJsqI5DIAAE5bvhDBgB+v73wH7394cHT55G2klxHA8AOGk5YO/7VPvPRqRkVu7aI5qIxGsOPd97D7vX0pn00e24RZU1twrLMLj7+YOkSSz+vBmauGvy/PvfJG1gdwu9/fh+2796T8Tq+MSCaqHpEYXOapl1/HgN+vm59EGTFvYBC5pj587PmtaGs/fj0/2t6BbbvexWQAeydNRezAfoSPHR1dPlGPSOzz7/sOIPmdqGe3bkNf8HhDZGI5vTJCVRR85ITlAIAXXt+RUQlfNHMaxtTXYs++A3ht5+6UzxprqrB0znT0D+gfw4RC6xEJpZQRueoRyWWEHr0HYYn9Gykj2pI+O3DkGIaOHtOtR4x+Z0bq43s+OIBEzT6xD6vqEdnKCABZ6xHp7CwjEvWIRBkxt38APgCHj7XjvV3vGi4jEsf+g4NHMsqIhr+/j/FZ/2rgb9vfTskxAPT09eO5pH0n1yP27fsQTQD+tn1nxnrJXtmxC0ePdmfUIwAAZ20A3t6DqQNxS+413tn7ARprq20vI9atXgKvx5NSRuS6hr607S107j2UtYyYeOAw6kb+rVVU5C0jEhLbyFePWD4wfEw/OHgY29L+Ht0yIh7P+HsKqUckK+Ve48CRo6irrrS1jMhVj0g+FvnKCGC4fps4r9LLiIq9H2BMRtTH6xH1776PCUm/T271eOz5rVCGPBgzaRre6xnC6pGyPz7yWezDD9AKYPf7H6BRp4yY2d2DEIavbXa3R7y47S1URCOZZcQIu9ojqt//OyYD2Pnu+/D19oxeu7KVEZGRf7/0xlsYN9J+8ZfnX0FjXQ3GjXxWaBmROK/6+hPn4/F6xGIMt2G9tG2H5fUIs+41Xtz2FjyahrPWLAVgbxlhVz1i55s7MtbPRsoG2ieeeKLodePxOO644w5885vfhKZp+Nd//Vd87GMfS1kmEhk+Rbqz9OBK/D6xnBHf++d/wbSkmRMTPWiDfj/WLsr+mtj86VN1e74AwJj6WlRXpDZDekYamT2aprtdr2f481lTW9DaMi7ls0TPl7qqyox1taTXyVYvnJ2x3XDAP3rCLJg+ZfTpFjD8xAoAKqKRjO2qSY3hy+dM131iBQAtYxvRXJ867o7P6xndd/p2e155HkOHUk+IbNLX7Xro57qfD1YE0ZvUQDtnWovu0xYAaKg5fgx7XnsRQwc/zLnP5HXbWsZj8rjUJsOAbzg3VRXRnPGumDdT94kVAEwe14yxjXUpn/m8w7mJhIIZ2030oAWAGZMnIBwMpHweHnnqN76xHvXVlSmfeT3DufH7vLp/ayLv81onZz2GjbXVWBtNfaUj8f1WFUV3u71/PV5GrF00Z/TYrF00Z/QY1lbEUtYdrAyid+f2jDFr66orMTZpG9mk5woYPpfW5ljX7x0+LoljOrG5EYeS4gaOH8PkMmLgNQ19Lz6Xsi2jZURXTy/++up2aKpqexkBDF/cW8Y0jh6bmVMmoO+FZwAcLyPyHfOEtYvmoPe5x5Gtb0mi7NErI/T2kWvfifWzrZcs8T3V+0yvjEjQcqyXvK5eGdHb14939u5HLBLKLGeTcmN2GeGvr0C8pweLpk7TfaoNHC8jCs1rQs0nP4nZWZ5qA8fLCL3tJsqI5DIAOP6dmDF5AqZOOH4Lk7yN9DICSD2Gq+bP0u0dBwzfACQayxP8I8cwFs7MTfID4SWz2zJ60CYeeE5sbkRjbWoZpVdG6LG7HpHoC7Bi3nQo4YhufhJlRNejvwNydK5eu2jO8PX88PD1vCIawfSW8eh7+XmMnzYF8aoKDLzw/OjyiXpEYp/jGusw8PbxG7ylc6ZDTXq9OrGcXhmRbOGMqVl7voxtrEVtVepj2ERuvJ7MY5ic10LrEQmllBG56hFqniED9DouJLaRr4zo/NVPAQCLZrWi46fHP6utjKG6Yvi4pdcjel56BkMjw44Bww8jBnbvTNmvVfWIbGUEgKz1iOScAvaVEQBS6hGNtdXofvwRxHu6URWLYnzL+NHjUWgZkTgnGmoqAaSWEf39nejfltqA7L/4YvQ98gjiH36Iua2T0Pts6r1aIK0emFyP8I6cn3NbJ6P3mcezxje7dRK0yVMy6hEpcZh8r5HI6YSm4Tdx7CwjgOPf0+Qyoj/eg/7f/lZ3//OnT4U2ZkzWMqL3vbcxuOcdAEDsnHPQNjiUs4z4MG0b+eoR6gsvoANAQ00V6tPGF9YrI+JDQ+j+7S9Slls0qzVvPSJZMfcaibzWVg5fB+wqI4Dc9Yjk62S+MqIn7W9OLyN69r+HgR2ZD5ASZUT/UDf6k+5nk98aHY156XxMBhD/9XCDlzLy2eBbb6H3uScxsbkBFTplRPdfn0C8/RjmTBvuuGJHe0Qipwum21tGJKS3Rwy8qqLvpb9i8rhmxNuPYeDt4Qa4bGVEotVp/vQp6P/72xg6fAhrFs2Gz+dH4vFzoWVEPD58XiXOueR6RNdDP4eqqpg/feroNqyqR5R6r5Gc01jS8A52lBHpx8HqMqLSU3jHTykbaIvV3d2NSy+9FD//+c8RDAbxf//v/8W5556bsdyYMWPw0ksvYd++fTpbAfbuHW7tzzZGbS4LF8zHggX6vRMSr8foSXRB1+P3eUe/AOkURcm53fTGtmQ+rwc+b/Z1c20XAKLhkO4yXo+Wc91Yjpn6gn7/6ImSTtMyt3tA03Ld86VIXze9o3ni855gAMl9SCM5cuPzekcLG71Yis2N1+PJGW+u2Q6DAX/Gq/gJHp1jCBx/9SEcDGSNOeD3pbzWmkxV1Zx/a65jWMz3O/lZaWU0Mnpskpf1ej2oTP5+z5+P+OzZUDypxV7iWOd78UDvmKoj8WVbV0k7LsnHL/3v0rTjy3YHAxnfJaeVEaFAAKHA8e9tOBgc/ZsSZUShL3tURiPYn+ONh0RlQa+M0NtHrn0n1g/fcguUQAD7v/rVjM9yrZcuuYwwsh6gn5vEuZrtXE4wu4zAyFso2b+Fx8uIwl/iOa6QMkJvu0raOZgee/oxTN5GRhmRpiKa/RiGAv7Rxs90nnzXwByvmOcqZ5PLCD12lxGJYxkLh6FlOadGr6uqilxV08poJOUa6vVoCAX86MPw93XA50VyH41EPSKxT3/a5xWR4ZjSY9UrI5JFc+XG5xutcKcr5RpodhmRoFePGJVlyAm9UjZ9G9nKiER/oVg4hOR+3F6PB96RG9v07/eHad8Lv883msf0fZhdj0jIeQwlLiN6VRWDALyaNvo3GCkjEudE4ruXfAw7An70p60ba27GYU3DAIBIKIT0l6eznQM+rwcBnxcdGM5htpeuo2eeicicOSnjDifqEXrMvtdIfC+lKCNOOgnvZ2mgjYaC8KVtJ3m7h71edANQfD6oPh9yjWjpTaoP68WmV4/o0Ibz4/N6EMzy9ySXEfGhodGGqUQDYbHXwGLK2UTZI0sZkXydzFdG5IotFg4Bfh86Mj45fgw7/ccb/tKlb/Nw2mc9I+dqwO/TLSP6RsuCYM44E8y814iGQ6MPKOwsIxISZUTiXi0Y8GOw9/i1K1sZkTgPoqEQjo3UdyojESiaNpqnQr/fifMq0WifXI9IfMeSy3tL6hEw714jGg6lnCt2lhEJVpcRua4d6eQafb8Ex44dw8knn4yf//znqKurw6OPPqrbOAsAs0Yme3r99dd1P3/tteHu8LNnZ/YOo+FCa17r5KwFl604W6kppMqphdIbZ0ulVVbmXkDg97NccmoVb3MzPGm9rWXAvLqPW3IaW7++uBU1LefH8kxRYoxb8krHMafFKaQmFD35ZCGTwjGnNrKxTly2eS3gGHsnTMi7jDpy3GSatMpNOTXtTJBoErdiuCmnZnJFA21/fz/OOussPP3005g8eTKefvppLF26NOvyZ555JgBgy5YtGZ/t3LkTr7zyCsaNG8cG2iz8Pi8mNDdkfcpAzlPWOS2hwlh1xRXmxWEyt+U0vHKl6BCk4La8kntyatoDDYffcCQ4Mq986J2TI3NKOTGnRZK8nGZes6u88MK8y/gmTkTVFVcgtHy5DREVxpU5teA8ip5xBmqvvdb07VrBlTk1gSsaaL/4xS/iiSeeQGNjIx577DFMnjw55/KrV6/GvHnz8Pjjj+PBBx8c/f2xY8fwiU98AvF4HLfddlveScTKVW9fP955/4OM2Q3JuZhTg1QVzZs3Q5PoyXI6t+XUrAZaT47JJZ3AbXk1IrpuHbzjxuVf0GHKIqdl2PBXFnktM8yp+zCn7sS8GhOcOzwhl5o0/05w1iwhvdqzkTqnEtVxoqecAt/4XNM8ykPqnArk+DFoDx48iO985zsAgIaGBtxxxx1Zl/3Wt76FhoYGKIqCH/zgB1i7di1uuukm/Nu//RtaWlrw+OOPY//+/TjrrLNwrUOePIjQ3duLl7fvxNpomE88XMJpOVWCuUbCJMB5ObWLEsg+TpATlHNeoyedhOhJJ+H9224THYqpyjmnbuaGvCo5xsbNpf6OOzDU2YkD3/2uyRGJJVVORXQicWHHFalySqZhXo0JzJwJQO46smtymtyYK1HDrgiuyanJHN9A+9hjj6Gra3g45L/97W/429/+lnXZL37xi2hoGJ6lc968efjrX/+Ke+65B3/84x+xbds2TJ48GbfffjtuuOEGeEweq5KIzFN9+eX44EtfkrYi0bx5s+sakaymBIOId3fnX5CI5CBRY408kbhL/V13FbWep64Og5Jen6kEOo0Jdbfcgg+//W0BwRC5m2/SJETWrjVvg4nx3nNcu3ktNaCExlUeZ8rF8a2QGzZsQLzIE2TatGn4f//v/5kcERFZTYvF0PilLwGCXr1JfgXIaqEVK2zbFxGRjAKzZqHr6adFh+F66bVpzcZrHRWn2Hsgw7I06nibm+3ZPxVkdHg+q78XZd7zzw5FjSOafJ6mnbOxM89E/7598NTVlRgZEVlJnoFFiBzOO3as6BDKihoKQRXQQ6d60ybUXn+9bfvzT5li277KAm8qrCfRmGXkAIlzMse5GWhthX/GDJsCKh8eNq45l8092D0jbyASkTMpwSCiJ53EOXaIJMe7KDLMo2moqYzBk3hVggAAsXXrRIdQNOa0cIGZM0uarTw4b555weTg1JzWfuYzokOQmhPyWn3llaJDcBQn5NRsFRs2iA7Bck7Ia/0tt4gOwVGckFMraDU1KY06sg4vVQzX5rTMG+Fcm9d8XNwJQbqclvk5ZgbpcioJxw9xQPaLhIJYNX+W6DCkozi4cCnrnNp8ga38+MdRefHFlu/HcTkdyYOviJ7oWjRqdjTSckJe1XBYdAiO4oScliytnA2vWIGjP/+5oGDs4bS8apWViJxyiugwpOa0nFqlmOu0rJhTG9nYeMi8Fkfm5l3m1H2YU31soCXD4vE4huJxqIrC1yRs5J8+Hb3btlmybebUIjqVUcWm17/LJafVmzbB19IiOgzbOCKvLu7BYQVH5DQXCfItPoJMTstrw913iw5Biu9SLlLlVPT+XUKqnJJpmFf3YU7dhznVxyEOyLCjHZ34zWPP4GhHp+hQTBE56SSEli4VHUZeNVdeiebNmy3ZtttyaohLLwiOy2mRN+aBmTOhhkImByMvx+WV8mJO3Yl5dR/mtEgSN7wzpzaysb7NvLqPq3Lq0ntPo1yVUxOxBy2VPSePHUtEVK6SJ2asv+MOKD6fwGhIBmokgqGODtFhUIG02lr079kjOgxHUkMhDB48iOhpp1m/M7MaE9go4R7MJdGowKxZ6PzLX6DV1mZfKPEGJc8dyoMNtEREpdI0eJuaeKPpBKwYuYJWW5syXIinrk5gNJRO8fvt3V/iHxL31KNMlRdcgP6VK0WH4Uwj8x54m5sFB0JUIJbP5FL+SZPyvuUaPfVUqH4/vOPG2RQVORWHOCBKxwoEGdT0wAOovekm0WEQOYJaUSE6BLKQv60N9bffbsu+AvPm2bIfsobq98NfRmOIE5Uq38MvJRAY/oeDJy6m4nkaGkSHQFmogQCip51m21wk5Fz8hhARlUhRVQ5uTpSLhy/slAvfxInQKisLXyFf2Znj86qPfxxNX/964fsicgnWOMqTN08DXPSMMwAAnlyvWpMr1V5/PYftcwitulp0CCQx3jGRYbFwCKctXwi/zys6FClnbnYimXIqG622FoMHDti6z8DMmSVvgzl1JyfmtfKii+AdNw4fWjTJoRHhlSvhnzZNdBgpnJhTAFIMFyJzTxTH5pWyYk5zcOjbZ27Lqcqx2AG4L6+F8DQ1QcnRc9rpjfay5dQzMryMb8IEw+tWbNiA0JIlOfNVDmTLqSzkrdmStFRVRTDghyrxjREZw5zKRfF4EDvrrJK2wZy6kxPzGlq8GN7GRtFhAAAqzjvPlAcgZnJiTik/mfMaOflk0SE4ksw5peK4NaeB2bNFhyCUW/OqxztmDADkbOyrvPhiaNGoeTsV8IBWtpx66+vRvHlzUQ20qt8P/+TJFkTlLLLlVBY8GmRYZ3cP/vrqdnR294gOhUzCnLoPc+pOzKv7uCanxfags6LnnQS9e2XOa2TNmrwTmlAmKXMqwXfdyaTMaYmavv51RE48UXQYQrkxr9lETz8d9XfeCcXlQ0mVU07LBXOqjw20ZFj/wADe//Ag+gcGRIdiOd+kSaJDsEU55dRWAl/5Y05zq9iwwZHntyPymu9779BXYa3iiJzaoJRvhae+HgCgRiLmBGMC5tV9yjanhTQCO7Sh2I05VTTN+nkRJL+OuzGvWWkaPDpjmiZewTfCN3asGRFZoqxyWiaYU31soCVKN1KpCa9Zg5qrrxYcDFlN1luKwOzZgKrCN3Gi6FBcKbxiBWqvvVZ0GETOZ/aNehENC8HFi1F32205Z7AOr1xZSlRklIHvhRoKAQC0mhqronEfhzaIUnlRVBW1N9wgOoyy5G9pQdTAcGn1d9yBygsvtDAiyka2obdILHf3hScqgRoMuv51EZJ3ojlPbS2av/EN0WE4Xv2dd2L/V796/BeS9/ooN4mx04hKoShKznGO+Tp/bokeyML2X1eH2s98Bt7mZhz75S+FxkLmC86di87HHsv5AIXECC5YYHljv3ekJ2dw0SJL90OZEg+/CplQ01NXZ3U4lEXVxo2I9/cXvkKiM9nSpRZFRCKx9YkoGzbkEDme3mtfJAf/jBmovuIK0WGQWcr8lVqnqr3pJmhVVaLDkPrVWiqNb/x4PiSRVNXHP17cigbKe8XrZf4FCS1ahKGuLgTmzBEdCuWgaFrOSd4yllcUnlMuxiEOyLCAz4fpk8Yj4POJDqVkaiwmOgQpuCmnNEy6nLJxxRTS5bUEiqoW1KvD7dyU00LY0mtagvLGKXn1jRsHTaKxe2XmlJxS4ZhTd5I1r3b3Ilc0DdETTzTU+CcrWXNKxWNO9bEHLRkW8PswbYKcPR3Ca9ei87HHClq2+hOfgHfcOIsjcgaZc+poAhsJmFP72Dl2lCvyyrETU7gipwUKzJ6N6ssvFx2GLcopr+WCOS1dYOZMQKLGIqlzqmnA4KDoKBxJ1rzW3ngj4n19osNwJFlzSsVjTvWx6woZ1t8/gL0HDqG/X74Z9wJtbYUvO2MGtGjUwmicQ+acUnEcl1O7GrNNbhxs+vrXUWVjg5Pj8kp5MafDqi6+GJGTT3ZNAz7z6j7M6XGBefOKWq960yZUb9xobjAlkDWn9Z/7HBruvlt0GI4la15Vv5/3nkWSNadUPOZUHxtoybDOnh4898ob6OzpER0KmYQ5dR/pclpEo4t34kRETj3VgmDMo2iara/pS5dXKhlzOsxTU4PYmWdCyVZWOKzhlnl1n3LNqd6ZV3XJJWhywUSmsubUU1vLhrwSyJpXKh5z6j7MqT4OcUCULtGTz2E3g0RuEz3xRFuHDyBz5J0JWILxQckE6dfIXHkt4no6+uBDotehyQDWoVxNURTmmIiIyGTsQUtERESmUYNB3dllTZ1xlg0DrheYMwfRdesQWrSo8JXY+E9UGCNvfrC8JZJOcN48QFXhHcsxPInchD1oiYjI1QIzZ6LntddK2oZ3/HiToiGiQiiahuhJJ4kOg8iVGu68E0OdnaLDIKIieRsa0OyCYUaIKBV70JJhqqoiGgpCtXHcRbIWc2oNNRYTt29Jcxpdt872fZoxiVfN1VebEEnpZM0rFY85dSfm1X3clFOtshLeMWNEhyGcm3JKxzGv7sOcug9zqo89aMmwWDiEk5bOFx0Gmaicc2rVi3vVV14p9OannHNqBTUQEB0CAObVjZyaU9+kSejZuhWKzyc6FCk5Na+UHXPqPsypMVplJQBAlXwCM+bVfZhT92FO9bGBlohohOL3I97ba8q2AtOnm7IdItfheIauEF65EqEFC6AGg/bs0Mj4svyOERGZLjBrFmo/8xn4OO4pEZEl2J+YDDva3omH/vIsjrZz7Cq3YE6B+jvvRP2dd4oOwzTMqTsxr+7j1JwqigI1FBIdhrScmlcAqPz4x1G9aZPh9UJLllgQjTycnFPSx5waoyiKIxpnmVf3YU7dhznVxx60ZFgccQwMDiIOzpbsFuWW08CcOejZujXld57qakHRWKPccloumFf3cU1Oc/VaNdL71SWcnNfQggWG12nevNmCSOQiVU7ZS9wUUuWUTMO8ug9z6j7MqT420BJR2VG8XtEhlI3qTZughsMY7OgQHcqwMmwoIiobbLQiIiIiIofiEAdERGSZwMyZ8E2cKDoMIhKJDadERESuoPCaTmQZ9qAlIiLrsecqmYiT8EmokHOcN3VERIZVnHce+vfuFR0GERFZjA20ZFgkFMTaRXMQCdk0czNZrtxyqrlsvFk9bsipf9o08zfq8AYiN+S1VI1f/jIUn090GKZhTt2JeXWfcs1paOlS0SFYxik5Da9cKToER3FKXqlwzKn7MKf6OMQBGebRNFRGI/BomuhQyCTlltPoKaeIDsFybshp+ljBdbfeKigSebghr6VSAwEoqnuqL+Wa09rrrze2gsMerpRrXt2sHHPavHkzImvX5l/QoW/JlGNOywHz6j7Mqfswp/rcc4dDtunq6cXf3nwbXT29okMhk5RbTpXkC4HDbvoL5bScqpFI3mW8TU02RCI3p+WV8ivXnLp9bOpyzaubMafuw5y6E/PqPsyp+zCn+thAS4b19fdj93v70NffLzoUS/inTkVgzhyEli8XHYpt3J7TXGLnnCM6BEs4Lae1n/40qjdtEh2G9JyWV10O7WllFVfktBSFfh8c9r0p+7y6EHPqPsypOzGv7sOcug9zqo9j0BKlUbxeVG/cKDoMsokWjYoOoexVXXEFtMpKaJWVokMhIis5rJGV7Fd/xx0YPHxYdBiOwdnUiYiI3IM9aImISBitpgbBWbNEh0FEopjZwMQGYMfz1NVZM0Gk2whomK1Yvx6+yZNt3y8REVG5YA9aIiIiIiIiyso/ZQr8U6aIDoOIiMi12IOWDPN7vZg8tgn+tBnWybmYU/eRLqd8DdMU0uW1FPxOAHBZTmlU2efVhb2Zyz6nLiR9TnmdLIr0eSXDmFP3YU71sQctGRYM+DFraovoMMhEzKn7MKfuxLy6j1tyqtXUAAC8Y8ZkX6iMGhvcklc6jjl1H9lzWv+5z2HwyBHRYTiO7Hkl45hT92FO9bEHLRk2MDCIQ0fbMTAwKDoUMglz6j7MqTsxr+7jlpx6GxvReP/9CEyfLjoUKbglr3Qcc+o+sufUU1MDP8f9NUz2vJJxzKn7MKf62EBLhnV0d+PxF19BR3e36FBc+QqdCFLllEzBnLoT8+o+bsqpGgyKDkEabsorDWNO3Yc5dSfm1X2YU/dhTvWxgZaIKImvha9auFmgrU10CEREREREREQpOAYtEZUlX0sLtMrKjN/XXHst4j092PeFL9gflJsJ7O2uqCrqbrsNWiwGhT38iIisV0bjDROYbyIiIhOwgZaIylLtddfp/l5RFMR5o+E63sZG0SEQUQk8tbXoFR0EEREREZFFOMQBGaYoCnxeDxQ2YrkGc+o+zKk7Ma/uU/Y5LbB3feyssywOxFxln1cXYk7dhzl1J+bVfZhT92FO9bEHLRlWEQnjzFVLRIdBJmJOUymaJjqEkjGn7uSGvCp+PwDAP2WK4Ejk4Iac2kHxOKvKyry6j1Q55Q2tKaTKKZmGeXUf5tR9mFN97EFLRJRG8XqH/x8KCY6EyH1Uvx+NX/4yQitWiA6FiIiIiAwIr10rOgQi12IDLRl2rLMLjzzzIo51dokOhUzCnOpLNNQ6EXPqTm7JqxoI8JWmEW7JKaViXt2HOXUf5tSdmFdrhRYsQPPmzbbukzl1H+ZUHxtoybChoSF0dvdgaGhIdChkEubUfZhTd2Je3Yc5dSfm1X1kzGm8wDGcjSin4WdkzCmVjnl1H+bUfZhTfWygJSIiIiIiInibm0WHQEREVJbYQEtEREREREREREQkCBtoydUUn090CERERERERERERFmxgZYMCwcDWD5nOsLBgOhQ8lIrKkSH4AhOyikVxjE5tWD8PDdzTF6pYMypOzGv7sOcug9z6k7Mq/swp+7DnOrziA6AnMfr8aC+pkp0GHLyeOCpqsLAhx+KjsQQ5tR9mFN3Yl7dhzl1J+bVfaTMqYUPOX0TJ1q2bVlImVMqGfPqPsyp+zCn+tiDlgzr6e3DG7veRU9vn+hQpNP0la+g7vbbRYdhGHPqPsypOzGv7sOcuhPz6j5S5VRRLN18wz33oPrqqy3dhwykyimZhnl1H+bUfZhTfWygJcN6+vqwffce9PTxZEqnaBoU1XmnFXPqPo7JqcU3mW7jmLxSwcoip2V4npdFXstMOeVUi8WgGpnHwaHDFZVTTssJ8+o+zKn7MKf6OMQBERFZTvX7h/8fCgmOhOxSd9ttuhM1hpYtExANERERERGRvNhAS0RElvNNnYqqyy5DYPZs0aGQTbyNjRm/a968WUAkJJxDe9cREREREdnFee9iExGlqTj/fEROPNGSbYeXLrVku+VGURQE58515BAgRERERERERFZiD1oyzOvxYGxDLbwefn3cwuk5DVv4ynTkxBMta/y1ktNzSvqYV/dhTt2JeXUf5tR9mFN3Yl7dhzl1H+ZUH48GGRYOBrBwxjTRYZCJmFP3YU7diXl1H+bUnZhX92FO3Yc5dSfm1X2YU/dhTvXxXVMybHBwCB1d3RgcHBIdirwcNmM1c+o+zKk7Ma/uw5y6E/PqPsyp+zCn7sS8ug9z6j7MqT420JJh7V1d+OOzL6G9q0t0KGQS5tR9HJNTTh5kiGPySgVjTt2p7PPqwrK97HPqQsypOzGv7sOcug9zqo8NtERE5EjhNWtEh0BERGQ7xWFvahEREVF+bKAlV2P1lci9tKoq0SEQUSHYmERERERElBMnCSNXiJ1zDrSKiozfu+8FOyL3i55xBnpee010GEREVCw2yhMREREZwgZacoXw6tVQFAW9O3aIDoWIShQ95RRETzlFdBhEREREREREtmADLRlWGf3/27vz+KjKQ//j38lMJrMkhEDYdwKybwmLLIILKgqotbVWsbS9Kv5acGlrtaUu1S63V3GpS+sVW1uqpXqr0qq1VAVB0aoQkFVkR/ad7Nvk+f0RMzJkEpIw5Eye+bxfL18tc2Z5zvlMTk6eOTlJ1eXnjXF6GIghmtqHpvWT3K2b/EOGKO8f/4i6PPPmm1X++edNPKra0dU+NLUTXe0Tl00t/GNsTSkum+K00dU+NLUPTaNjghYAkLDa3HyzJNU6Qevt1k3ebt2ackiAvZrq19759XoAAAA0M/yRMDRYflGxlq5YrfyiYqeHghihqX1oaie62iehmibQ2X4J1TVB0NQ+NLUTXe1DU/vQNDrOoEWDhUIhHc0rUCgUcnooiBGa2oemdqKrfWhaf21nz3Z6CPVGV/vQ1D40tRNd7UNT+9A0OiZoAQAAEPc8rVo5PQQAAADgjGCCFs1aYORIHd+xw+lhAACAWiS3b6/SvDynhwHYw5LrLAfOPlverl2dHgYAAHGBa9CiWQuOGqWOc+bIddKBqm/QIIdGBKBBEuialECiSr/iiqr/Y8mkEoCTNPJru+XXvqbAyJExHgwAAM0TE7RosIAvRdn9eivgS3F6KLXytG3r9BCalebQFA1DUzvR1T4J0dSTeL+wlRBdEwxN7UNTO9HVPjS1D02jS7wjZpw2b3KyurRv4/Qw6i3toovkSmnaL3xPZqYqDh5s0tc8Hc2tKU6Npnaiq31oaie62oem9qGpnehqH5rah6bRcQYtGqy0rFxbd+1VaVm500Opl7SLLlLqhAlN+pqtv/c9Zc6a1aSveTqaW1OcGk3tRFf70NROdLVPXDblMkGnJS6b4rTR1T40tQ9No2OCFg1WXFqqNZu2qbi01OmhxC13Wpq83bs7PYx6o6l9aGonutqHpnaiq31oah+a2omu9qGpfWganTUTtMYYzZ07V8OHD5ff71d6errOOecc/fnPf671Mfv379esWbPUq1cv+f1+9ezZU3feeafy8/ObcOQ4kwI5OU4PAUAMtZ450+khAIglzgAEAAAA7JmgvfnmmzVjxgxt2LBB48eP15gxY7Ry5UpNnz5d//Vf/1Xj/nv37tWoUaP05JNPKhAIaPLkyQqFQnrggQc0duxY5eXlObAWiKWOc+YobeJEp4cBIIZSevRweggAAOBEfNACAMBps2KC9o033tCTTz6pLl266NNPP9XChQv1xhtvaMOGDerSpYueffZZvfHGGxGPmTlzpnbs2KHZs2dr9erV+tvf/qZNmzbp61//utasWaO7777bobUBAAAAAAAAkCismKB97rnnJEn333+/unTpEr69S5cumvXFH2o6cYJ28+bNWrBggbp06aL77rsvfLvX69XTTz+tFi1aaO7cuSooKGiiNWhePG632mS0lMftdnooiBGa2oemdqKrfWhqJ7raJ56aBsePl9xuubxep4fSrMVTU8QOXe1DU/vQNDorJmj/+Mc/at26dbrqqqtqLKueZPV4POHb3njjDRljNHny5IjbJSk9PV3nnXeeiouLtWjRojM78GYqNeDXmKH9lRrwOz0UxAhNYyM4YYLTQwijqZ3oah+axk6LqVMVGDVKSampTg+FrhaKp6a+Pn3U8X/+Ry5+sD0t8dQUsUNX+9DUPjSNzooJ2uTkZPXv31/BYDDi9g8++EBPPvmk3G63pk2bFr593bp1kqSBAwdGfb7+/ftLktasWXOGRty8GWNUXlEhw/WmrEHT2EifOlUd58xxehiSmk/TlN69nR5Cs9JcuqL+aBo7nlat1PKqq+RKcv7wlq72oal9aGonutqHpvahaXTOH8GeAddee62GDRumMWPGyOVyaf78+crJyQkv37NnjySpQ4cOUR9fffv+/fvP/GCboeMFhfrnux/peEGh00OpHV/oDdIsmqJBmkPTdvfco/SvftXpYTQrzaErGoamdqKrfWhqH5raia72oal9aBqd59R3aXrTpk3TihUrTnm/kSNHat68eRG3HT58WPPnzw//2+Vyac2aNbryyivl/uLXgAoLq94EgUAg6vP6/VWnWTfmGrQrclcqv7Ao/G+P262ePbqrbdt2yi8qqnH/lmlVv4aXX1SsUCgUsSzgS5E3OVmlZeUqLi2NWOZxu5Ua8MsYE/VN3SIYUFJSkgqLS1ReURGxzJfilc/rVVl5hYpKSiKWuZOSlBas2i7H8muuf9oJp6CfuJ6SlOJNlj8lReUVIRUWF0csS3K51CK16gznvIJCVZ40gRr0+5Xscau4tFSlZeURy7zJHgV8PoVCIeUXRT6vdMI2LCxS2RevW1JWpsr8AgV8PnmTPSopK1NJaVnE45I9HgX9PlVWViqvsGab9NSgXC6XCoqKVXFSG39KilK8ySorL1dRSWQbt9sd3k7Rt2FAbnctbbxe+VK8Kq+oUGFxZJukpCS1+KLN8YLCGp82pfr98njcKi4pVWn5ydswWQFfiipCIRWctA1dcoX//8mvKUlBn0/JyR6VlJappCz22zDm7+/qbVheocKSOrZhfqGMTtqGAb88bne4qTEm3DAlOVl+X4oqKkIqOOn97XK5lF79/i4sUmVlZcTyoN+nZE/d2zAUqozpPiLaOpzoTO4j3G63ikpKVFYe+bw19hGuJOmL92ND9hHViktKVZFf0KB9ROikNtX7iGonrlM87iOq948VoVCNx57JfUR6Wh3v7wTdR5SdtA0bu4848XtpU+4jmvI4ovKLdSyvqFAoFArvI6qF97NxcBxR2z6ioccRJ3ZNhOOIk/cR5ov3VHlFhcrLK6zYR5x83NtU+wjJmeOI+m5DSao86VijyY4jTtCYfUR105LSMilNTbqPkBLrZ42mPI6o7lr+xfvH9uMIKb73EbE4jqhuml9Y1KT7iGpOHEdIdu8jTmxq+88aJx8/1CUuJ2h37NihjRs3nvJ+7du3r3Fbamqq9u/fL5/Pp2XLlumWW27Rz3/+c+3du1dz586VpPBErcvlqvH4E538xqiPGTfeUOO2e++9V7ffcaeWLF9dY9nl542RJK3csElH8yK/eLL79VaX9m20+8Ahrdm0LWJZm4yWGjO0vypCoajPO2nsCKV4k7R20zbtO3w0YtmArO7q1bWjDh49puXrPotYlp4a1LkjhkiS3l2xpsaO67yRQ8P/P3fD5ohlvbt2Uv+sbjqeX6Blq9ZFLPOleHXxmOGSpA9Wb6ixcxo7dIAyM9K1bdc+bdq5O2JZ1w5tNaxvLxWWlNZY1ySXS1PPHS1JWrF+kyq3b1NfSTv3HtDu5as1fMBZ6tQ2U7v2HdK6LdsjHtu+dYZGDe6n8oro2/DSc0Yq2ePR6s+26eDRYxHLBvXuoZ6dO2j/4WPK3bApYllGi1SNzxksSVGf94JRw5Qa8OvTbTu1a/+hiGV9undW3x5ddfR4vj5YvSFiWdDv08SzsyVJ769aV+Mb0jnZg9QqPU1bPt+jLbv2Rizr3qm9hpzVUwVFxTXG5HG7NXbYAEnS+i07auzgRw7qqw6ZrbRz3wFt2LozYlnHNq01YmAflZaVR13XKRPOltvl0qqNW3T4WF7EsqF9stStYzvtO3REqzZuiVjWumULjRs2UJXGRH3ei0bnyO9L0fotO7Tn4OGIZf16dtVZ3Trr0PE8fbTm04hlaQG/zh81TJL03sq1NXbSE4YPVsu0VG3auVttVHVA99EXr5/VuYMG9u6hvMIivZsbefkTb7JHl4wbKUn6aM2nNb6ZjR7cT21bZ2j7nn3auH1XxLLO7TKV0/8sFZfWfH9Ljd9HZLSoOlAIVVZq2crIr0fpzO4jWgQD2rh9l3buPRCxLFb7iJZf3Lbl8z3a71ndoH3Eyd9gq/cR1U58fDzuI7p1aCtJyisoqtH8TO4jJo8fJUlavnZjjQPTRN1HbN+9L2LZ6ewjqjXlPqIpjyO8RUUaIungkWPyl5SG9xHtvnhM9evHw3FEbfuIxhxHVEuE44iT9xGe0hINk3ToWJ4qj+dZs484UVPuI5w4jqjvPkKqOjHioxPuE+/HESfvI3bs3a/2ma2afB+RSD9rOHEccejYcbVp1TIhjiPieR8Ry581cjdsVnpaapPvI5w6jkiEfUTuhs3W/6yx5bNNNR5fG5ex/KIPW7Zs0eDBg1VSUqJNmzapZ8+euvLKK/XKK6/olVde0RVXXFHjMY8//rhuueUWzZw5U0888US9Xic3N1c5OTl6eu4zOqtPn/DtNp5Bm//FF1V2v17h+0rx8YlV2ZbNKp03T55x4+S9YCKfWH3hVJ9qG1XteIYPOEtBvy9ieXP/xOpEDflU+9hdP5WrRQv5v/8DSc3vU+2iklJ9vHajxucMivphVFycQXuChuwjjv70p5Kk5IsnKfnss2Pyqfae22+v+ve9Pwsvi8d9RGlZuf6zeoPGDhtQ46+e2nLmS7V430fE8gza3A2bNWH4YPm8XivPfDEVFSp+5GGlfOMatexzVngfceyuu6rG+cXXXTwcR8TyDNrqrh632/rjiJpn0Bao+KE5cvfpo1bf/o4V+4gTm7ZMS+XsuC+24Z7bb5crPV3+277/5TaM8+OIE8+gzd2wWaMG9VX7zFacHWfJcUR11zFD+qtNq5bWH0dI8b2PiNUZtLkbNiu7Xy91bNOaM2jV/PcRJzZtEQxa/bPGJ6tW6dzx52jFihXKzs6u8VwRr1vnUgtkZWVpzJgxeuutt7Rq1Sr17NlTnTp1kiTt27cv6mP27q2a7a/tGrV1yckeVutGr/7CjebESwecLMWbrBRvctRlLperzuc9ebLtRN5kj7zJtT+2rueVpLRgIOp9kj3uOh9bvWOMxp+SIn9KStRlbnfdz5sWDKjU71epqr4oWpxwX5+36ptANElJSXU+b11/WdCbnCxvcvQ2Ut3bsK42yR5PnY9Nr2sb+lLk90Xfhp5atmH1jjvo99X6ur6Uqh1NNKezDc/U+zs52aOWdby/q78JRBPwpehYLa/vOdX7+4QPLU5W1zZ0u+vehs1tHxHw+RSo5alPdx9R/Rm835ei1BOepz77iFOJ9vh42kdUf63W9rVcLdb7iGqNfX/buI8I1LYN2UeEnfi8GfffH7Es4PPpWJT7Sc4eR9SG44gq9d1HmGBAlX36qMWUKUr+4jIy7COq2LaPkKomPqLdJ16PI07eR1RvU/YRX7LhOKJ638M+okpzP46Qqr4Gq38buin3EdXYR3wpVvuItGAg4mvFxp816vMzaDUrJmhnz56tzZs369lnn1UwWPONkvLFF1j5F7P4AwcOlCStX78+6vOtW1d1OvygQYPOxHCbvRbBgCaNHaFkj/vUd0azQFP70NROdLVPojdN7t7d6SGcEYne1ZWUpNY33uj0MGIq0ZvaiKZ2oqt9aGofmkaX5PQAYuGf//yn/u///k8LFiyosezYsWP6z3/+I0nKycmRJE2aNEkul0uvvfZajdP4jx8/rsWLFysQCGjChAlnfOzNUVJSklK8yeE/DIDmj6b2oamd6GqfRG7a9sc/Vusbal673waJ3NVWNLUPTe1EV/vQ1D40jc6KrfH//t//kyTdfvvt2rTpywvwHj16VNddd50OHz6sK664Qr169ZIkdevWTVOnTtW2bdt0xx13hK+dUVZWpptuukn5+fm66aablJ6e3vQr0wwUFpfow9Ubav0jJ2h+aGofmtqJrvZJ5KaezEwl+Wr/1bDmLJG72oqm9qGpnehqH5rah6bRWTFBO2PGDH3961/Xvn37NGjQIE2cOFGXXHKJsrKy9Prrrys7O1t/+MMfIh7zxBNPqFOnTnr44YfVv39/XXXVVerdu7deeOEF5eTk6P6TrpWGL5VXVGjf4aM1LoYcV6L8USTUrlk0RYPQ1E50tQ9N7URX+9DUPjS1E13tQ1P70DQ6KyZok5KS9Ne//lXPPPOMhgwZovfff19LlixR165d9etf/1rLli1TRkZGxGO6dOmijz76SDfccIOOHz+uV199VT6fT7Nnz9aiRYuUmlr3xfABAAAAAAAA4HRZ8UfCpKq/rnb99dfr+uuvr/djOnbsqLlz557BUQEAAAAAAABA7aw4gxYAAAAAAAAAmiMmaNFgvhSvBmR1ly/F6/RQECM0tQ9N7URX+9DUTnS1D03tQ1M70dU+NLUPTaOz5hIHaDo+r1e9unZ0ehiIIZrah6Z2oqt9aGonutqHpvahqZ3oah+a2oem0XEGLRqsrLxCuw8cUlk5f3HPFjS1TyI0TQoGnR5Ck0uEromGpnaiq31oah+a2omu9qGpfWgaHRO0aLCikhItX/eZikpKnB4KYoSm9kmEpv5hw5weQpNLhK6JhqZ2oqt9aGofmtqJrvahqX1oGh0TtACAZsnlcjk9BAAAAAAAThsTtAAAAAAAAADgECZoAQAAAAAAAMAhTNCiwdxJSUpPDcqdxNvHFjS1D03tRFf70NROdLUPTWuX3KWL00NoFJraia72oal9aBqdx+kBoPlJCwZ07oghTg8DMURT+9DUTnS1D03tRFf70DS6tnfeqaT0dKeH0Sg0tRNd7UNT+9A0OiZoAQAJz9ujh0L5+U4PAwCAZsXTpo3TQwAAwAqcT4wGO5ZfoFff+UDH8gucHgpihKb2oWnDZM6cqXY//rHTwzglutqHpnaiq31oah+a2omu9qGpfWgaHRO0aJRKY5weAmKMpjUFR492eginhaZ2oqt9aGonutqHpvahqZ3oah+a2oemNXGJAwCIouOcOU4PAQAAAAAAJADOoAUAAAAAAAAAhzBBCwAAAAAAAAAO4RIHaLC0gF/njRyqoC/F6aEgRmhqH5raia72oamd6GofmtqHpnaiq31oah+aRscELRrM7XarRTDg9DAQQzS1D03tRFf70NROdLUPTe1DUzvR1T40tQ9No+MSB2iwopISrfx0s4pKSpweCmKEpvahqZ3oah+a2omu9qGpfWhqJ7rah6b2oWl0TNCiwcrKK7Rz7wGVlVc4PRTECE3tQ1M70dU+NLUTXe1DU/vQ1E50tQ9N7UPT6JigBQAAAAAAAACHMEELAAAAAAAAAA5hghYAAAAAAAAAHMIELRosxZus3l07KcWb7PRQECM0tQ9N7URX+9DUTnS1D03tQ1M70dU+NLUPTaPzOD0AND/+lBT1z+rm9DAQQzS1D03tRFf70NROdLUPTe1DUzvR1T40tQ9No+MMWjRYeUVIh44eV3lFyOmhIEZoah+a2omu9qGpnehqH5rah6Z2oqt9aGofmkbHBC0arLC4WMtWrVNhcbHTQ0GM0NQ+NLUTXe1DUzvR1T40tQ9N7URX+9DUPjSNjglaAAAAAAAAAHAIE7QAAAAAAAAA4BAmaAEAAAAAAADAIUzQosGSXC75UrxKcrmcHgpihKb2oamd6GofmtqJrvahqX1oaie62oem9qFpdC5jjHF6EDbIzc1VTk6OVqxYoezsbKeHk7DK9+7VwYceUsuvf12BkSOdHg6AM2DP7bdLkjrOmePwSAAAAAAAiK4hc4WeJhoT0CSSO3RQmx/+UJ727Z0eCgAAAAAAAHBKXOIADZZXUKiF7y9XXkGh00OJKrlDB7k4Vb5B4r0pGo6mdqKrfWhqJ7rah6b2oamd6GofmtqHptExQYsGqzRGJaVlquTqGNagqX1oaie62oemdqKrfWhqH5raia72oal9aBodE7QAAAAAAAAA4BAmaAEAAAAAAADAIUzQAgAAAAAAAIBDmKBFgwX9fo0dOkBBv9/poSBGaGofmtqJrvahqZ3oah+a2oemdqKrfWhqH5pG53F6AGh+kj1uZWakOz0MxBBN7UNTO9HVPjS1E13tQ1P70NROdLUPTe1D0+g4gxYNVlxaqvVbdqi4tNTpoSBGaGofmtqJrvahqZ3oah+a2oemdqKrfWhqH5pGxwQtGqy0rFybdu5WaVm500NBjNDUPjS1E13tQ1M70dU+NLUPTe1EV/vQ1D40jY4JWgAAAAAAAABwCBO0AAAAAAAAAOAQJmgBAAAAAAAAwCFM0KLBvMkede3QVt5kj9NDQYzQ1D40tRNd7UNTO9HVPjS1D03tRFf70NQ+NI2OrYEGC/h8Gta3l9PDQAzR1D40tRNd7UNTO9HVPjS1D03tRFf70NQ+NI2OM2jRYKFQSHmFRQqFQk4PBTFCU/vQ1E50tQ9N7URX+9DUPjS1E13tQ1P70DQ6JmjRYPlFxVr80SrlFxU7PRTECE3tQ1M70dU+NLUTXe1DU/vQ1E50tQ9N7UPT6JigBQAAAAAAAACHMEELAAAAAAAAAA5hghYAAAAAAAAAHMIELRolyeVyegiIMZrah6Z2oqt9aGonutqHpvahqZ3oah+a2oemNbmMMcbpQdggNzdXOTk5WrFihbKzs50eDgBYa8/tt0uSOs6Z4/BIAAAAAACIriFzhZxBCwAAAAAAAAAOYYIWDZZfWKR3Pv5E+YVFTg8FMUJT+9DUTnS1D03tRFf70NQ+NLUTXe1DU/vQNDomaNFgocpKHS8oVKiy0umhIEZoah+a2omu9qGpnehqH5rah6Z2oqt9aGofmkbHBC0AAAAAAAAAOIQJWgAAAAAAAABwCBO0AAAAAAAAAOAQJmjRYAGfT8MHnKWAz+f0UBAjNLUPTe1EV/vQ1E50tQ9N7UNTO9HVPjS1D02j8zg9ADQ/3mSPOrXNdHoYiCGa2oemdqKrfWhqJ7rah6b2oamd6GofmtqHptFxBi0arKSsTJt37lFJWZnTQ0GM0NQ+NLUTXe1DUzvR1T40tQ9N7URX+9DUPjSNjglaNFhJaZnWbdmuklK+mGxBU/vQ1E50tQ9N7URX+9DUPjS1E13tQ1P70DQ6JmgBAAAAAAAAwCFM0AIAAAAAAACAQ5igBQAAAAAAAACHMEGLBkv2eNS+dYaSPR6nh4IYoal9aGonutqHpnaiq31oah+a2omu9qGpfWgancsYY5wehA1yc3OVk5OjFStWKDs72+nhAIC19tx+uySp45w5Do8EAAAAAIDoGjJXyBm0aLDKykqVlpWrsrLS6aEgRmhqH5raia72oamd6GofmtqHpnaiq31oah+aRscELRosr7BI/1r2sfIKi5weCmKEpvahqZ3oah+a2omu9qGpfWhqJ7rah6b2oWl0TNACAAAAAAAAgEOYoAUAAAAAAAAAh/An0wAAzYqnY0f5hw51ehgAAAAAAMQEE7QAgGal7Q9+4PQQAAAAAACIGZcxxjg9CBvk5uYqJydHK1asUHZ2ttPDOaOMMaoIheRxu+VyuZweDmKApvahqZ3oah+a2omu9qGpfWhqJ7rah6b2SaSmDZkr5AxaNJjL5VKyh7eOTWhqH5raia72oamd6GofmtqHpnaiq31oah+aRscfCUODFRQV6/1V61VQVOz0UBAjNLUPTe1EV/vQ1E50tQ9N7UNTO9HVPjS1D02js3aCtrS0VIMHD5bL5dLmzZuj3mf//v2aNWuWevXqJb/fr549e+rOO+9Ufn5+E4+2eakIhXTw6DFVhEJODwUxQlP70NROdLUPTe1EV/vQ1D40tRNd7UNT+9A0OmsnaGfPnq01a9bUunzv3r0aNWqUnnzySQUCAU2ePFmhUEgPPPCAxo4dq7y8vCYcLQAAAAAAAIBEZOUE7aJFi/TII4/UeZ+ZM2dqx44dmj17tlavXq2//e1v2rRpk77+9a9rzZo1uvvuu5totAAAAAAAAAASlXUTtMeOHdO3v/1t9e7dW+3bt496n82bN2vBggXq0qWL7rvvvvDtXq9XTz/9tFq0aKG5c+eqoKCgqYYNAAAAAAAAIAFZN0H7ve99T3v27NG8efOUkpIS9T5vvPGGjDGaPHmyPCf95bj09HSdd955Ki4u1qJFi5piyM2OPyVFg3r3kL+W7Yvmh6b2oamd6GofmtqJrvahqX1oaie62oem9qFpdFZN0M6fP1/z58/XT37yE40aNarW+61bt06SNHDgwKjL+/fvL0l1XsM2kaV4k9WzcweleJOdHgpihKb2oamd6GofmtqJrvahqX1oaie62oem9qFpdNZM0H7++ef63ve+p+zsbN1zzz113nfPnj2SpA4dOkRdXn37/v37YztIS5SVl+vzfQdVVl7u9FAQIzS1D03tRFf70NROdLUPTe1DUzvR1T40tQ9No/Oc+i5Nb9q0aVqxYsUp7zdy5EjNmzdPxhh961vfUnFxsebNm6fk5Lpn4QsLCyVJgUAg6nK/3y9JjboG7YrclcovLAr/2+N2q2eP7mrbtp3yi4pq3L9lWqokKb+oWKFQKGJZwJcib3KySsvKVVxaGrHM43YrNeCXMUbHCwprPG+LYEBJSUkqLC5ReUVFxDJfilc+r1dl5RUqKimJWOZOSlJasGq7HMuvuf5pAb+KSkqVu2GTsvv1Ct9XqvoUxJ+SovKKkAqLiyMel+RyqUVqUJKUV1CoSmMilgf9fiV73CouLVVpWeQXqTfZo4DPp1AopPyiyOeVTtiGhUUKVVZGLAv4fPIme1RSVqaS0rKIZckej4J+nyorK5VXWLNNempQLpdLBUXFqjipjT8lRSneZJWVl6uoJLKN2+1WWqDqPRR9GwbkdtfSxuuVL8Wr8ooKFRZHtklKSlKLL7b38YJCmZO2YarfL4/HreKSUpWWn7wNkxXwpagiFFLBSdvQJZeMjHI3bNLwAWcp6PdFLA/6fEpO9qiktEwlZbHfhjF/f1dvw/IKFZbUsQ3zC2V00jYM+OVxu1VUUlrjm0VKcrL8vhRVVIRUcNL72+VyKb36/V1YpMqT3odBv0/Jnrq3YShUGdN9RPXX6ficQTXeo9KZ3Ue43W4VlZSorDzyedlHVDmdfURpWblyN2zS2GED5HG7I5adyX1Eelod72/2EZIav4/ILyxS7obNmjB8sCorTZPtI5w8jkiEfcSJXcvKK6w/jkiEfcSJTb3JydYfRyTCPqK66ahBfdU+s1VCHEckwj6iuuuYIf3VplVL648jJPv3EdVNs/v1Usc2rRPiOEKyex9xYtMWwaDVxxH5UcZVm7icoN2xY4c2btx4yvtV/xGwhx9+WIsXL9acOXM0YMCAUz7O/cUPtS6Xq877nfzGqI8ZN95Q47Z7771Xt99xp5YsX11j2eXnjZEkrdywSUfzIr94svv1Vpf2bbT7wCGt2bQtYlmbjJYaM7S/KkKhqM87aewIpXiTtHbTNu07fDRi2YCs7urVtaMOHj2m5es+i1iWnhrUuSOGSJLeXbGmxo7rvJFDw/8/d8PmiGW9u3ZS/6xuOp5foGWr1kUs86V4dfGY4ZKkD1ZvqLFzGjt0gDIz0rVt1z5t2rk7YlnXDm01rG8vFZaU1ljXJJdLU88dLUlasX5TjS+e4QPOUqe2mdq175DWbdkesax96wyNGtxP5RXRt+Gl54xUssej1Z9t08GjxyKWDerdQz07d9D+w8eUu2FTxLKMFqkanzNYkqI+7wWjhik14Nen23Zq1/5DEcv6dO+svj266ujxfH2wekPEsqDfp4lnZ0uS3l+1rsY3pHOyB6lVepq2fL5HW3btjVjWvVN7DTmrpwqKimuMyeN2a+ywqq+b9Vt21NjBjxzUVx0yW2nnvgPasHVnxLKObVprxMA+Ki0rj7quUyacLbfLpVUbt+jwsbyIZUP7ZKlbx3bad+iIVm3cErGsdcsWGjdsoCqNifq8F43Okd+XovVbdmjPwcMRy/r17KqzunXWoeN5+mjNpxHL0gJ+nT9qmCTpvZVra+ykJwwfrJZpqdq0c7e2794XsSyrcwcN7N1DeYVFejc38vIn3mSPLhk3UpL00ZpPa3wzGz24n9q2ztD2Pfu0cfuuiGWd22Uqp/9ZKi6t+f6WGr+PyGhRdaAQqqzUspWRX4/Smd1HtAgGtHH7Lu3ceyBiGfuIKqezj+jWoa0kKa+gqEbzM7mPmDy+6rJBy9durHFgyj6iyunsI6o15T7CyeOIRNlHVEuE44hE2UecyPbjiETaR+zYu1/tM1slxHFEIu0jDh07rjatWibEcUSi7CNyN2xWelpqwhxHJMI+InfDZuuPI7Z8tqnG42vjMidPezcza9as0YgRIzRq1CgtXrxYSUlfXrWhe/fu2rFjhzZt2qRevXqFb7/yyiv1yiuv6JVXXtEVV1xR4zkff/xx3XLLLZo5c6aeeOKJeo0jNzdXOTk5enruMzqrT5/w7TaeQZv/xRcVZ9A230+sTlR9Bu2S5as5g9aiT7WLSkr18dqNGp8zKOqHUTac+VItkfYRpWXl+s/qDZxBa9E+4sSz8nxer5VnvpwoUfYRJ3b1uN3WH0ckwj7ixKYt01KtP45IhH0EZ9DauY/gDFr79hGcQWvfPiKRzqD9ZNUqnTv+HK1YsULZ2dk1nividetc2gz85Cc/UWlpqZKSkjR9+vSIZYcOVX0acPvttys1NVU//elP1a9fP3Xq1EmStG/fvhrPJ0l791bN9td2jdq65GQPq3WjV3/hRlP9BRRNije51osnu1yuOp/35Mm2E3mTPfIm1/7Yup5XktKCgaj3Sfa463xs9Y4xGn9KSq1/yc/trvt5T5wsPpnPW/VNIJqkpKQ6nze1jjbe5GR567ikRmPbJHs8dT42va5t6EuR3xd9G3pq2YbVO+6g31fr6/pSqnY00ZzONjxT7+/kZI9a1vH+rv4mEE3Al6JAbdvwVO/vut6HdWxDt7vubdjc9hEBn0+BWp6afcSXGtqm+mu1tq/larHeR1Rr7PubfcSX2EdUYR9RxZbjiGrsI6qwj6jSXPYR1duUfcSXbNhHJCdXTXWwj6hiwz4iLRgI/zY0xxFVmvs+Ii0YiPhasfE4oq73xcma/QRt9XVi33nnnVrv8/e//12SdMMNN6hfv34aOHCgJGn9+vVR779uXdXp8IMGDYrhSO3hdruV0SI1vHNE80dT+9DUTnS1D03tRFf70NQ+NLUTXe1DU/vQNLpmf4mDutR2iYMdO3aoR48e6t69uzZt2hTxpjh+/Li6dOmiUCikPXv2KD09vV6vVX2Jg/qctgwAAAAAAADAXg2ZK0yqc6mlunXrpqlTp2rbtm264447wtfOKCsr00033aT8/HzddNNN9Z6cBQAAAAAAAIDGSMgJWkl64okn1KlTJz388MPq37+/rrrqKvXu3VsvvPCCcnJydP/99zs9xLh1LL9Af1/8ftQLTqN5oql9aGonutqHpnaiq31oah+a2omu9qGpfWgaXcJO0Hbp0kUfffSRbrjhBh0/flyvvvqqfD6fZs+erUWLFik1te4/kAUAAAAAAAAAp6vZ/5Gwumzfvr3O5R07dtTcuXObZjAAAAAAAAAAcJKEPYMWAAAAAAAAAJzGBC0AAAAAAAAAOMRljDFOD8IGubm5ysnJ0YoVK5Sdne30cM6oUKhSxaWl8qekyO1mjt8GNLUPTe1EV/vQ1E50tQ9N7UNTO9HVPjS1TyI1bchcod1bAmfEgQP7NeeB/9GBA/udHgpihKb2oamd6GofmtqJrvahqX1oaie62oem9qFpdEzQosG2btuu++67T1u3bXd6KIgRmtqHpnaiq31oaie62oem9qGpnehqH5rah6bRMUGLBqsIhSL+F80fTe1DUzvR1T40tRNd7UNT+9DUTnS1D03tQ9PomKAFAAAAAAAAAIcwQQsAAAAAAAAADvE4PQBbFBcXS5I2bNjg8EjOvM82bgz/b1ow4PBoEAs0tQ9N7URX+9DUTnS1D03tQ1M70dU+NLVPIjWtniOsnjOsi8sYY870gBLB888/r+uuu87pYQAAAAAAAACIE88995ymTZtW532YoI2RQ4cOaeHCherevbv8fr/TwwEAAAAAAADgkOLiYm3fvl0XX3yxMjMz67wvE7QAAAAAAAAA4BD+SBgAAAAAAAAAOIQJWgAAAAAAAABwCBO0AAAAAAAAAOAQJmgBAAAAAAAAwCFM0AIAAAAAAACAQ5igBQAAAAAAAACHMEFrucrKSj399NMaPXq0WrRoIZ/Ppz59+ujOO+/UsWPHatx/69atmj59urp16ya/369+/frpv//7v1VeXl6v17v++uvlcrlUUVFR631eeukljR8/XmlpaUpNTdXw4cP12GOPKRQKNXY1E0o8Nj2RMUaTJk2Sy+XSW2+91ZBVS1jx1nTlypVyuVy1/nf22WefzuomjHjrKklHjhzRj370I/Xu3Vs+n0+tW7fWFVdcoZUrVzZ2NRNKPDXt3r17nV+n1f/98Y9/PM21tls8Na325ptv6sILL1TLli2VkpKi3r1764c//KGOHj3a2NVMOPHYdd68eRo9erRSU1PVqlUrTZgwQf/3f//X2FVMOGe66d69e3XzzTcrKytLKSkpatGihcaPH6/58+fXOqZXXnlF48aNU0ZGhlq2bKkLL7xQb7/9dqxWOSHEY9cT/fnPf+ZnmgaKt6alpaX6n//5Hw0dOlTBYFCBQECDBw/WL3/5S5WUlMRy1a0Vb03Lysr0wAMPaODAgeGfZy666CK9/vrrsVxtZxhYKxQKma985StGkgkEAubcc881kydPNm3atDGSTK9evcy+ffvC91+7dq3JyMgwksyoUaPMlVdeGb7vBRdcYMrLy+t8vd/85jdGkpFU630ffPBBI8l4PB5z3nnnmSlTpphWrVoZSebCCy80ZWVlMd0GtonHpid77LHHwo958803T2t9E0E8Nn3mmWeMJDN8+HAzbdq0Gv/de++9sdwEVorHrtu3bzfdu3c3kkz37t3NV77yFTNgwAAjyfh8PrN8+fKYbgPbxFvT2267LerX57Rp08zEiRONJJOcnGw+/vjjmG8LW8RbU2OM+d3vfmdcLpdxuVxm3Lhx5vLLLzft27c3kkxWVpbZv39/TLeBjeKta2VlpZk+fbqRZFwul8nJyTFTpkwx7dq1M5LM9ddfb0KhUMy3g03OdNONGzeatm3bGkmmS5cu5rLLLjPjxo0zbrfbSDKzZs2qMaZf/vKXRpIJBoNm6tSp5oILLjBut9u4XC7z+9///oxvExvEY9cTLVu2zKSmpvIzTQPEW9PCwkIzevRoI8mkp6ebCy+80Fx00UWmRYsW4dcsKChokm3TXMVb01AoZC677DIjybRs2dJMnjzZXHDBBSY5OdlIMj/72c+aZLucKUzQWqx6kqVPnz5m27Zt4dvz8vLM1KlTjSRz1VVXhW/Pzs42kszTTz8dvu348eNm/PjxRpJ5+OGHo75ORUWFufPOO8MHp7UdoK5du9YkJSWZFi1amE8++SR8+5EjR8Kv/dvf/jYGa26veGt6svXr1xu/388EbQPEY9OZM2caSea1116LzUomoHjset555xlJZubMmaaioiJ8+69+9SsjyQwZMuT0Vtpy8dg0mlAoZM4991wjyfzud79r+IomkHhrevDgQeP3+01KSopZvHhx+PbCwkIzadIkI8l897vfPf0Vt1y8df39739vJJm0tDSzcOHC8O2FhYXm6quvNpLMk08+GYM1t9eZbjpu3Ljw98cTTxbJzc0NTzS8/vrr4dtXrVplJJmOHTtGjOfdd981wWDQ+P1+s3v37hhuATvFW9cT/fWvfw1PzvIzTf3FW9O77rrLSDJjx441Bw4cCN++f/9+M2rUKCPJ/OhHP4rlJrBOvDX97W9/aySZ7Oxsc/jw4fDtn3zyiWnRooVxuVxm3bp1sdwETYoJWouNHTu21kmWgwcPGpfLZZKTk01RUZF5++23jSQzevToGvfdvHmzcblcpmvXrqaysjJi2dKlS83w4cONJNOzZ886D1Bnz55tJEU9++6FF14wkszUqVMbv8IJIN6anqisrMxkZ2ebzMxM079/fw5m6ikem1Z/0rx3797YrGQCireu7733npFkRowYUeN5jDFm6NChJisryxw8ePA01tpu8da0NtVndV122WUNX8kEE29NX3rpJSPJXHLJJTWWvf/++0aS6d+//2mscWKIt67VkwCPPvpojWV5eXkmMzPTZGZmNujrPNGcyaabNm0KT7aWlpbWeMycOXOMJHPdddeFb/vmN79pJJmnnnqqxv3vueceI8ncfffdp7PKCSHeuhpjzNatW8MfnAQCgfCZ7vxMUz/x1rRTp05Gklm7dm2N+y9fvtxIMp07dz6dVbZevDUdM2aMkRTxQXa17373u0aSeeihh05jjZ3FNWgtlpGRob59+0a9XmRmZqYyMjJUXl6uQ4cOha/Xcfnll9e4b1ZWlgYPHqydO3dqzZo1EcumTp2q5cuXa9q0afr444/rHM/999+vzz77TDfffHONZQUFBZIkj8dT7/VLRPHW9ET33nuvcnNz9dRTT6lNmzYNXLPEFW9NKysrtXr1anXs2FHt27c/jTVLbPHW9W9/+5sk6bbbbpPL5aqxfOXKldq8ebMyMzPrvY6JJt6aRvP555/rF7/4hVJTU/W73/2uwY9PNPHWNCmp6rB89+7dMsZELDt48KAkqVWrVvVfwQQVb12rH3vZZZfVWJaWlqbhw4fr0KFDWr58eb3XMdGcyaYHDx7U2WefrUsuuURer7fGY8466yxJ0p49e8K3/fOf/5QkXXHFFTXu/5WvfEWS9NprrzVwLRNPvHWVpO9///t64YUXNGLECH344Yfq27fvaa9nIomnpgUFBcrKytKQIUM0YMCAWu+/d+/eRq5tYoinppL09ttva9WqVTrnnHNq3N+KOSWnZ4jhjM2bNxtJxuv1muLiYnPxxRfX+smIMcZcc801RpJ57rnnIm6/9tprzQcffBD+txpxts+GDRvC10VcsGBB41YIjjZ99913TVJSUvjTrQkTJvBpcww40XT9+vVGkhk/frz5xS9+YQYOHGj8fr/p2LGjufHGG82uXbtiu5IJyImu55xzjpFkNm3aZI4cOWJ++9vfmhkzZphbbrnFvPrqq7FdwQQUL99Tv/GNbxhJ5le/+lXjVwbGGGeaHjp0yASDQSPJ3HjjjWb79u2moKDA/Otf/zJdunQxLpfLvPzyy7Fd0QTjRFefz2ckmUOHDkV9jSlTphhJ5g9/+MNprFniilXT2lT/ivT06dONMcbs3bvXSDKZmZlR719SUmJcLpdJSUmJuJwQGqapu1a7++67zV/+8pfwGX78TBM7TjWtzVtvvWUkma5du9Z7HRApnpouWLDA+Hw+EwwGm/UlZprx1DJOx+zZsyVJU6ZMkc/nC38q0aFDh6j3r759//79Ebc///zzjR7Dbbfdpg8//FAffvihAoGAHnvssaiftqB+nGqan5+v6dOnq2PHjnr88ccbOmzUwYmmubm5kqSlS5fqww8/1IQJE9S5c2ctX75cc+fO1T/+8Q8tWrRI/fv3b/D6oIoTXTdv3iyp6q+qjhs3LuK5HnvsMV188cX629/+ptTU1PqvCMLi4Xvqhg0b9MILL6h169a65ZZbGv08qOJE09atW+vFF1/U9OnTNXfuXM2dOze8rFOnTlq4cKEuvPDCBq0HIjnRtW/fvlq1apWWLFmiK6+8MmJZSUmJVqxYIenLs6TRMLFqGs2+ffv02GOPSZK+9rWvSdIpnz8lJUUZGRk6cuSIjh8/zlnvjdTUXavdf//9jR4z6uZU02gqKyt111131fv+iM7ppkePHtUNN9yg9evX69NPP1XXrl31pz/9SR07dmzwusQLLnGQgB555BG9+OKLCgQC+uUvfylJKiwslCQFAoGoj/H7/ZK+PG08Fv7whz/oP//5j4wxSkpK0meffaaioqKYPX8icbLpzTffrO3bt+vZZ59Vy5YtT+u58CWnmq5cuVKSNGLECG3dulULFy7UG2+8oe3bt+uaa67R/v37dc0119T49VvUj1Ndjx8/Lkm6+uqr1a9fPy1fvlx5eXl655131L9/fy1cuFAzZsxo9PMnsnj5nvroo4/KGKNbbrlFwWAwZs+biJxsOnToUH31q1+Vx+PR6NGjNXnyZLVt21a7d+/Wgw8+qCNHjpzW8ycyp7p++9vfliTdeuutEZdKKC0t1cyZM8O/XltaWtro10hUZ7JpYWGhvvrVryovL0/nn3++pk6dWq/nb8hrIDonuuLMiremP/jBD/Sf//xH7dq1049//OOGrAq+EA9Nt27dqpdfflmffvpp+LbVq1c3eF3iCRO0CebRRx/VD37wA7lcLv3+978PX1fH7XZLUtRrE56osrIyJuMwxmj9+vUqLCzUu+++q7POOktPPPEEZ9A2gpNNX3rpJf3pT3/SzJkzNXHixEY/DyI52fS///u/tWnTJi1cuDDi08dgMKhnnnlGnTp10urVq7V06dJGv0aicrJr9Q/+bdu21b/+9S/l5OQoLS1NEyZM0MKFCxUIBDR//vyIAxycWrx8Tz127Jj+/Oc/y+/3a9asWTF5zkTlZNOtW7dq5MiRWrBggd5//329//77eu2117Rt2zZ985vf1Jtvvhm+viUaxsmus2bN0pQpU7Rr1y5lZ2dr3Lhxuuyyy9SzZ0+9+OKL+ta3viVJSk5ObvRrJKIz2TQvL0+XXnqp3n//ffXo0UN/+ctfwsvq+/yneg1E51RXnDnx1NQYox/84Af6zW9+I5/PpxdffJG/ndII8dK0T58+OnLkiI4cOaK//vWvKi0t1a233hqeMG6OmKBNEMYY3XHHHfr+978vt9utZ599Vt/4xjfCy6t/rbW4uDjq46tvj9Wvv7pcLnXu3FmBQEDjxo3Tm2++qfbt2+utt97SO++8E5PXsJ3TTffu3aubbrpJZ511lh544IFGPQciOd1UqvoBsVevXsrIyKixLBAI6Pzzz5ck/phJA8RD1+pPsm+88UalpKRELOvcubOmTJkiSVq8eHGjXyORxEPTE7322msqLi7W1KlT+XXaRoqHpnfddZd2796tBx54QCNGjAjfHggE9PTTT6tHjx5aunSp3n333Ua/RqKJh65ut1sLFizQww8/rD59+ujjjz/Whx9+qAsuuECffPJJ+I+g8FtI9XOmm+7atUvjx4/X0qVLlZWVpcWLF6tdu3b1fv76vAZqcrorYi/empaWluq6667TI488okAgoL///e8aP358Y1cvIcVb09TUVGVkZCgjI0NXX321Xn75ZblcLv36179utr/BwARtAiguLtbXvvY1Pfjgg/L7/XrppZfCn9ZX69Spk6Sqa31EU/3rV7VdT+R0ZWRkhCcIqq+BidrFQ9Nf/vKXOnz4sNLT03XjjTfquuuuC/+3YcMGSdKvf/1rXXfddfwwWQ/x0LQ+2rdvL0lcjqSe4qVr9dkBPXr0iLq8e/fukqRDhw41+jUSRbw0PdGCBQskKeIgGfUXL00XLVokSbr44otrLPP5fOEPyKovRYO6xUtXqWqS9vvf/77Wrl2r0tJS7d+/X/PmzVPPnj3Dv7nQrVu303qNRHCmm65cuVKjRo3SJ598ouzsbC1btqxGl1M9f2lpqY4ePSqv18sHZvUUD10RW/HW9PDhw5o4caL+8pe/qHXr1nrrrbd00UUXNXb1ElK8NY1mzJgxysrKUkFBgT777LMGPTZeMEFruby8PF1wwQV6+eWX1aZNGy1evDjqZQQGDhwoSVq/fn3U51m3bp0kadCgQY0ey0MPPaRvfOMb2rZtW9Tl1Wd1lZeXN/o1EkG8NK3+VOrjjz/W888/H/HfgQMHJElvv/22nn/+eW3ZsqVRr5Eo4qWpVHVNpiuvvFI7duyIunzr1q2Sqs66RN3iqWv1Y3fv3h11efWBVNu2bRv9GokgnppWq6ys1L///W/5/X5deumlp/18iSaemh47dkyS5PFE/xu+1beXlZU1+jUSRTx13bJlixYuXFjr9YMXL14sl8ulnJycRr9GIjjTTRcvXqzx48drz549uvTSS7VkyZKoZ261bt1a7du31/79+3X48OEay9evXy9jjAYMGKCkJH7UPpV46YrYibemu3fv1pgxY/Tee+8pKytLH3zwgUaPHt3Y1UtI8dK0oKBAP/zhDzV9+vRax9rs55QMrFVWVmbGjRtnJJmsrCyzefPmWu+7ZMkSI8mcc845NZZt3rzZuFwu06VLF1NZWVnna0oykkx5eXmNZZdffrmRZH7xi19EHWvfvn2NJPPmm2/WY+0SU7w1rc2ECRNoWU/x1nTMmDFGknnkkUdqLNu7d69JS0szbrfb7Ny589Qrl8Direv//u//Gklm9OjRNZYVFxebLl26GElm/fr19Vi7xBRvTautWbPGSDJjxoyp/8rAGBN/TYcOHWokmT/96U81lpWXl5s+ffrwvbUe4q3rT37yEyPJPPHEEzWWvfrqq0aSOf/88+uxZonrTDf9+OOPTTAYNJLMDTfcYCoqKuocz3e+8x0jyfz+97+vsezuu+82ksxPf/rTBqxhYoq3rtHwM03DxFvTo0ePhr93jhgxwhw4cKDxK5eg4qlpKBQyGRkZRpJ57733aizfunWr8Xg8JiUlxeTn5zdwTeMDE7QWmz17tpFk2rdvb3bt2lXnfSsrK8M/GPzmN78J3378+HEzfvz4GrfXpq4D1DfeeMNIMoFAwHzwwQfh24uKisz1119vJJns7GwTCoUasJaJJd6a1oaDmfqLt6bz5s0zkkx6errJzc0N356Xl2cmTZoU/uaJusVb17y8PNOpUycjydxzzz3hA6Py8nIzY8YMI8lcdNFFDVzLxBJvTas9++yzRpKZNWtW/VcGxpj4a/rUU08ZSaZdu3Zm1apV4dtLS0vNd7/7XSPJDBw4kOOkU4i3rh988IGRZLp06WL27t0bvn3dunWmY8eOtf6giS+dyabFxcUmKyvLSDLf/OY36zWejz/+2CQlJZn27dubTz/9NHz7smXLTDAYND6fz+zbt6+Ba5l44q1rNPxM0zDx1vTaa681kkz//v1NXl5e41YqwcVb0zvvvNNIMgMGDIj4nvr555+bkSNHGknmtttua+Baxg+XMcYI1jl8+LC6du2qoqIiDRkyJHy6eTQPPfSQ2rVrp1WrVmnChAnKy8tTdna2evTooXfffVcHDhzQ5MmTtWDBglp/7a5a9V/sKy8vj3rfH/3oR5ozZ46SkpI0duxYpaena/ny5dq3b5969OihRYsWha+FiEjx2jSac889V0uWLNGbb76piRMn1n8lE0w8NjXG6Nvf/rbmzZsnj8ejsWPHqlWrVlq6dKkOHz6scePG6V//+peCweDpbwBLxWNXSVq2bJkuvfRS5eXlqVevXho4cKBWrVql7du3q1u3blqyZAnXZKtFvDaVpHvvvVf333+/fv7zn+uuu+5q/EommHhsaozRt771Lf35z39WUlKSxo0bp5YtW2rFihXavXu3OnTooEWLFoX/WjJqiseuknTLLbfo8ccfV3p6us455xwVFxdryZIlqqio0COPPKLbbrvttNbbZme66e9+9zt973vfkyRdeeWV8vv9UZ+7T58+uvvuu8P/vueee/Tzn/9cPp9PF1xwgUpLS7V48WJVVlbqueee07XXXhvDrWCfeO16Mn6mqb94a7p+/XoNHDhQxhiNHTu2zjmGefPmcUmSKOKtqVR1LdxJkyZp6dKlSktL09ixY1VWVqYPP/xQhYWFuvjii/X3v/+9xh9FbjYcnR7GGfPSSy+FP80/1X+bNm0KP27jxo3m6quvNpmZmcbv95uBAweaBx980JSUlNTrdaufs66zfV5++WVz7rnnmrS0NJOSkmL69u1rZs+ebY4ePXq6q221eG56Mj5trp94bvrHP/7RjB492gSDQeP3+82QIUPMnDlzTFlZ2Wmvt+3iueu2bdvMDTfcYDp16mS8Xq/p3r27ufXWW/mVr1OI56bVZ1Y+/vjjp72eiSSemz7//PNmwoQJpkWLFsbr9ZqsrCxz6623ckZePcRr11AoZB555BHTv39/4/V6Tfv27c3kyZPNO++8E5P1ttmZbjp16tR6PffYsWNrjO355583I0eONIFAwGRmZpqJEyeaxYsXn+lNYoV47noifqapv3hr+tBDD9V7PA35OTeRxFvTamVlZebBBx80gwcPNikpKSYYDJpRo0aZp556qlGXMoknnEELAAAAAAAAAA7hPG4AAAAAAAAAcAgTtAAAAAAAAADgECZoAQAAAAAAAMAhTNACAAAAAAAAgEOYoAUAAAAAAAAAhzBBCwAAAAAAAAAOYYIWAAAAAAAAABzCBC0AAAAAAAAAOIQJWgAAAKCJGWOcHgIAAADiBBO0AAAASFjvvPOOXC5Xjf88Ho/S0tLUt29f3XjjjcrNzY3J63322We65JJLtGXLlpg8HwAAAJo/j9MDAAAAAJwWDAZ1xRVXhP9dWVmp/Px8rV+/Xs8884yeffZZ/frXv9btt99+Wq8zadIkbdu27TRHCwAAAJswQQsAAICEl5mZqeeeey7qsr/85S+aMWOGfvSjH6lDhw6aNm1ao1+nsrKy0Y8FAACAnbjEAQAAAFCHa6+9Vv/7v/8rSbrjjjtUXFzs8IgAAABgEyZoAQAAgFOYNm2ahg8frj179mjBggXh248ePaqf/exnGj58uNLT0+X1etWhQwd97Wtf08cffxy+X/W1bnfs2CFJ6t27t1wul7Zv3x6+T0lJiR544AENGTJEgUBA6enpOv/88/Xqq6821WoCAADAAUzQAgAAAPVw2WWXSZLefvttSdKBAwc0YsQI3XfffTpy5IjOP/98XXjhhTLG6KWXXtK4ceO0fPlySVK7du00bdo0BYNBSdLll1+uadOmKTU1VZKUl5enCRMm6M4779TevXt1/vnna+TIkVq2bJkuu+wy/exnP2v6FQYAAECTYIIWAAAAqIe+fftKkjZu3ChJ+sUvfqEtW7Zo1qxZ2rJli1555RW9/vrr2r59uy6//HKVlZWFL43Qr18/Pffcc8rMzJQkzZkzJ+Lft9xyiz766CNdc8012rZtm1577TW9+eabWrt2rbp166b77rtPb731lgNrDQAAgDONCVoAAACgHjIyMiRJhw4dkiS1atVKkyZN0v333y+XyxW+n8/n03e+8x1J0rZt2075vHv27NFzzz2n9u3ba+7cueGzbKWqSyE8/PDDkqomdQEAAGAfj9MDAAAAAJqDsrIySQpPxka77MDRo0e1Zs0aLVy4UJJUWlp6yuddunSpQqGQRo4cGTE5W+2iiy5SUlKS3n33XYVCIbnd7tNYCwAAAMQbJmgBAACAejhy5IikqjNnq23btk1PPvmk3nvvPX322Wc6evSopC8ncY0xp3zenTt3SpL+8Y9/RJyJe7KioiIdOXJEbdq0afQ6AAAAIP4wQQsAAADUw6pVqyRJgwcPliTNnz9f06dPV0VFhXr27KmJEyeqb9++Gj58uIwxuuKKK+r1vKFQSJLUv39/DRs2rM771jWBCwAAgOaJCVoAAACgHl5//XVJ0sSJE1VQUKCbbrpJxhi98sorNSZjX3nllXo/b4cOHSRJw4YN03PPPRez8QIAAKB54I+EAQAAAKfwwgsv6NNPP1Xnzp01ZcoUrV27Vvn5+Ro0aFDUM2X//e9/S5IqKysjbo92Buz48eMlSUuWLFFRUVGN5cuXL1fv3r311a9+tV6XTAAAAEDzwgQtAAAAUIeXXnpJM2bMkCQ99thj8nq94evAbty4URs3bgzf1xijp556Sk8//bQkqaSkJOK5fD6fJOn48ePh23r27KnLL79cu3bt0vXXX6/8/PzwsgMHDuj666/X5s2b1bVrVy5xAAAAYCGX4WN4AAAAJKh33nlH5513noLBYMSZsKFQSMePH9fq1au1e/duud1uPfroo5o1a1b4Ppdffrn+8Y9/yOfz6dxzz5XP51Nubq527typ/v37a/369erYsaN2794dfsxll12mV199VT169FB2drYeeOAB9ezZUwcOHNB5552n9evXq3Xr1hoxYoRcLpeWLl2qwsJCjR07Vv/+978VCASacvMAAACgCTBBCwAAgIRVPUF7MpfLpWAwqO7du2vChAmaOXOm+vXrF3Gf4uJizZkzR/Pnz9e2bdvk8XjUu3dvXX311br11ls1cuRIrVmzRsuXL1dOTo4kacuWLbr++uv10Ucfyev1av78+brkkkskSQUFBXr00Uf14osvavPmzUpJSVFWVpa++c1vasaMGfL7/Wd+gwAAAKDJMUELAAAAAAAAAA7hGrQAAAAAAAAA4BAmaAEAAAAAAADAIUzQAgAAAAAAAIBDmKAFAAAAAAAAAIcwQQsAAAAAAAAADmGCFgAAAAAAAAAcwgQtAAAAAAAAADiECVoAAAAAAAAAcAgTtAAAAAAAAADgECZoAQAAAAAAAMAhTNACAAAAAAAAgEOYoAUAAAAAAAAAhzBBCwAAAAAAAAAO+f8xtneqrXiOHAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# TimeSeries(series=df[TARGET_COL]).plot_interactive()\n", + "TimeSeries(series=df[TARGET_COL]).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "2caff0ae-d48c-4dd4-9ff9-de5ca43e0a49", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "c5faf2fb-caa5-44ad-8ef3-096bdc5a02e1", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "ebd806e7-28db-4e0c-9669-5535188628d3", + "metadata": {}, + "source": [ + "# **Gap-filling**" + ] + }, + { + "cell_type": "markdown", + "id": "b03f9e6c-bdb1-49ee-b6f9-4a25ab1c75d1", + "metadata": {}, + "source": [ + "## Initialize XGBoost" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "385ce1d8-d580-445f-ae88-4000093d642d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Creating lagged variants ...\n", + "Created lagged variants for: ['Tair_f', 'VPD_f', 'SWC_FF0_0.15_1', 'PPFD'] (lags between -1 and -1 with stepsize 1)\n", + "No lagged variants for: ['NEE_CUT_REF_orig', 'Rg_f', 'TA>0', 'TA>20', 'DAYTIME', 'NIGHTTIME']\n", + "\n", + "Adding timestamp as data columns ...\n", + "Added timestamp as columns: ['.YEAR', '.SEASON', '.MONTH', '.WEEK', '.DOY', '.HOUR', '.YEARMONTH', '.YEARDOY', '.YEARWEEK'] \n", + "\n", + "Adding continuous record number ...\n", + "Added new column .RECORDNUMBER with record numbers from 1 to 175296.\n", + "\n", + "Sanitizing timestamp ...\n", + "Validating timestamp naming of timestamp column TIMESTAMP_MIDDLE ... Timestamp name OK.\n", + "Converting timestamp TIMESTAMP_MIDDLE to datetime ... OK\n", + "All rows have timestamp TIMESTAMP_MIDDLE, no rows removed.\n", + "Sorting timestamp TIMESTAMP_MIDDLE ascending ... Removing data records with duplicate indexes ... OK (no duplicates found in timestamp index)\n", + "Creating continuous <30 * Minutes> timestamp index for timestamp TIMESTAMP_MIDDLE between 2013-01-01 00:15:00 and 2022-12-31 23:45:00 ... " + ] + } + ], + "source": [ + "xgbts = XGBoostTS(\n", + " input_df=df,\n", + " target_col=TARGET_COL,\n", + " verbose=1, \n", + " features_lag=[-1, -1],\n", + " features_lag_exclude_cols=['Rg_f', 'TA>0', 'TA>20', 'DAYTIME', 'NIGHTTIME'],\n", + " include_timestamp_as_features=True,\n", + " add_continuous_record_number=True,\n", + " sanitize_timestamp=True,\n", + " perm_n_repeats=9,\n", + " n_estimators=99,\n", + " random_state=42,\n", + " validate_parameters=True,\n", + " early_stopping_rounds=10,\n", + " max_depth=0,\n", + " learning_rate=0.3,\n", + " tree_method='auto', # auto, hist, approx, exact\n", + " n_jobs=-1\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "d11e5455-13f1-4a12-9499-31fd92d21524", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "d0e3d966-79ab-4789-ab6e-209e5bc79eb1", + "metadata": {}, + "source": [ + "## Feature reduction" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "cb2769e5-df87-41f1-a143-b7a57bbdea76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Feature reduction based on permutation importance ...\n", + "Fitting model ...\n", + "[0]\tvalidation_0-rmse:4.60413\tvalidation_1-rmse:4.95023\n", + "[1]\tvalidation_0-rmse:3.51763\tvalidation_1-rmse:4.27092\n", + "[2]\tvalidation_0-rmse:2.70870\tvalidation_1-rmse:3.87439\n", + "[3]\tvalidation_0-rmse:2.10275\tvalidation_1-rmse:3.64489\n", + "[4]\tvalidation_0-rmse:1.63885\tvalidation_1-rmse:3.51429\n", + "[5]\tvalidation_0-rmse:1.28553\tvalidation_1-rmse:3.44607\n", + "[6]\tvalidation_0-rmse:1.01346\tvalidation_1-rmse:3.40223\n", + "[7]\tvalidation_0-rmse:0.80312\tvalidation_1-rmse:3.37909\n", + "[8]\tvalidation_0-rmse:0.63858\tvalidation_1-rmse:3.36550\n", + "[9]\tvalidation_0-rmse:0.51036\tvalidation_1-rmse:3.35540\n", + "[10]\tvalidation_0-rmse:0.41091\tvalidation_1-rmse:3.34966\n", + "[11]\tvalidation_0-rmse:0.33205\tvalidation_1-rmse:3.34717\n", + "[12]\tvalidation_0-rmse:0.26963\tvalidation_1-rmse:3.34549\n", + "[13]\tvalidation_0-rmse:0.21922\tvalidation_1-rmse:3.34434\n", + "[14]\tvalidation_0-rmse:0.17899\tvalidation_1-rmse:3.34369\n", + "[15]\tvalidation_0-rmse:0.14659\tvalidation_1-rmse:3.34272\n", + "[16]\tvalidation_0-rmse:0.12023\tvalidation_1-rmse:3.34182\n", + "[17]\tvalidation_0-rmse:0.09892\tvalidation_1-rmse:3.34186\n", + "[18]\tvalidation_0-rmse:0.08158\tvalidation_1-rmse:3.34189\n", + "[19]\tvalidation_0-rmse:0.06747\tvalidation_1-rmse:3.34193\n", + "[20]\tvalidation_0-rmse:0.05590\tvalidation_1-rmse:3.34164\n", + "[21]\tvalidation_0-rmse:0.04639\tvalidation_1-rmse:3.34158\n", + "[22]\tvalidation_0-rmse:0.03859\tvalidation_1-rmse:3.34137\n", + "[23]\tvalidation_0-rmse:0.03210\tvalidation_1-rmse:3.34121\n", + "[24]\tvalidation_0-rmse:0.02680\tvalidation_1-rmse:3.34122\n", + "[25]\tvalidation_0-rmse:0.02241\tvalidation_1-rmse:3.34114\n", + "[26]\tvalidation_0-rmse:0.01876\tvalidation_1-rmse:3.34113\n", + "[27]\tvalidation_0-rmse:0.01572\tvalidation_1-rmse:3.34104\n", + "[28]\tvalidation_0-rmse:0.01318\tvalidation_1-rmse:3.34102\n", + "[29]\tvalidation_0-rmse:0.01107\tvalidation_1-rmse:3.34100\n", + "[30]\tvalidation_0-rmse:0.00930\tvalidation_1-rmse:3.34098\n", + "[31]\tvalidation_0-rmse:0.00780\tvalidation_1-rmse:3.34094\n", + "[32]\tvalidation_0-rmse:0.00655\tvalidation_1-rmse:3.34093\n", + "[33]\tvalidation_0-rmse:0.00551\tvalidation_1-rmse:3.34091\n", + "[34]\tvalidation_0-rmse:0.00464\tvalidation_1-rmse:3.34092\n", + "[35]\tvalidation_0-rmse:0.00391\tvalidation_1-rmse:3.34091\n", + "[36]\tvalidation_0-rmse:0.00330\tvalidation_1-rmse:3.34089\n", + "[37]\tvalidation_0-rmse:0.00279\tvalidation_1-rmse:3.34089\n", + "[38]\tvalidation_0-rmse:0.00236\tvalidation_1-rmse:3.34089\n", + "[39]\tvalidation_0-rmse:0.00200\tvalidation_1-rmse:3.34088\n", + "[40]\tvalidation_0-rmse:0.00169\tvalidation_1-rmse:3.34089\n", + "[41]\tvalidation_0-rmse:0.00144\tvalidation_1-rmse:3.34088\n", + "[42]\tvalidation_0-rmse:0.00123\tvalidation_1-rmse:3.34087\n", + "[43]\tvalidation_0-rmse:0.00106\tvalidation_1-rmse:3.34087\n", + "[44]\tvalidation_0-rmse:0.00092\tvalidation_1-rmse:3.34087\n", + "[45]\tvalidation_0-rmse:0.00081\tvalidation_1-rmse:3.34086\n", + "[46]\tvalidation_0-rmse:0.00072\tvalidation_1-rmse:3.34086\n", + "[47]\tvalidation_0-rmse:0.00066\tvalidation_1-rmse:3.34086\n", + "[48]\tvalidation_0-rmse:0.00061\tvalidation_1-rmse:3.34086\n", + "[49]\tvalidation_0-rmse:0.00058\tvalidation_1-rmse:3.34086\n", + "[50]\tvalidation_0-rmse:0.00055\tvalidation_1-rmse:3.34086\n", + "[51]\tvalidation_0-rmse:0.00053\tvalidation_1-rmse:3.34086\n", + "[52]\tvalidation_0-rmse:0.00052\tvalidation_1-rmse:3.34086\n", + "[53]\tvalidation_0-rmse:0.00052\tvalidation_1-rmse:3.34086\n", + "[54]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[55]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[56]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[57]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[58]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[59]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[60]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[61]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[62]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[63]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[64]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[65]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[66]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[67]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[68]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[69]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[70]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[71]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[72]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[73]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[74]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[75]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[76]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[77]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[78]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[79]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[80]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[81]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[82]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[83]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[84]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[85]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[86]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[87]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[88]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[89]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[90]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[91]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[92]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[93]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[94]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[95]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[96]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[97]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "[98]\tvalidation_0-rmse:0.00051\tvalidation_1-rmse:3.34086\n", + "Calculating permutation importance using model ...\n" + ] + } + ], + "source": [ + "xgbts.reduce_features()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c8fc1a42-0936-4466-ac60-7f508149ba39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=================\n", + "FEATURE REDUCTION\n", + "=================\n", + "\n", + "- the random variable .RANDOM was added to the original features, used as benchmark for detecting relevant feature importances\n", + "- target variable: NEE_CUT_REF_orig\n", + "- features before reduction: ['PPFD', 'Rg_f', '.DOY', '.Tair_f-1', 'TA>0', '.HOUR', '.PPFD-1', '.VPD_f-1', 'VPD_f', 'Tair_f', 'TA>20', '.YEARMONTH', '.WEEK', 'SWC_FF0_0.15_1', '.YEARDOY', '.YEARWEEK', '.RECORDNUMBER', '.SWC_FF0_0.15_1-1', '.SEASON', '.YEAR', '.MONTH', 'DAYTIME', '.RANDOM', 'NIGHTTIME']\n", + "- permutation importance was calculated from 9 permutations\n", + "- These results are from feature reduction. Note that feature importances for the final model are calculated during gap-filling.\n", + "\n", + "\n", + "PERMUTATION IMPORTANCE (FULL RESULTS):\n", + "\n", + " PERM_IMPORTANCE PERM_SD\n", + "PPFD 0.656127 0.016446\n", + "Rg_f 0.262034 0.007137\n", + ".DOY 0.205513 0.005364\n", + ".Tair_f-1 0.079822 0.003131\n", + "TA>0 0.075373 0.002531\n", + ".HOUR 0.064995 0.002478\n", + ".PPFD-1 0.061491 0.002567\n", + ".VPD_f-1 0.054092 0.002437\n", + "VPD_f 0.047772 0.002639\n", + "Tair_f 0.038874 0.002177\n", + "TA>20 0.037122 0.001843\n", + ".YEARMONTH 0.017172 0.002322\n", + ".WEEK 0.014733 0.001283\n", + "SWC_FF0_0.15_1 0.011715 0.001403\n", + ".YEARDOY 0.008077 0.001215\n", + ".YEARWEEK 0.004891 0.000889\n", + ".RECORDNUMBER 0.004667 0.000807\n", + ".SWC_FF0_0.15_1-1 0.003663 0.000528\n", + ".SEASON 0.002144 0.001281\n", + ".YEAR 0.001410 0.000662\n", + ".MONTH 0.000734 0.000278\n", + "DAYTIME 0.000432 0.000082\n", + ".RANDOM 0.000289 0.000759\n", + "NIGHTTIME 0.000000 0.000000\n", + "\n", + "--> 24 input features, including .RANDOM: ['PPFD', 'Rg_f', '.DOY', '.Tair_f-1', 'TA>0', '.HOUR', '.PPFD-1', '.VPD_f-1', 'VPD_f', 'Tair_f', 'TA>20', '.YEARMONTH', '.WEEK', 'SWC_FF0_0.15_1', '.YEARDOY', '.YEARWEEK', '.RECORDNUMBER', '.SWC_FF0_0.15_1-1', '.SEASON', '.YEAR', '.MONTH', 'DAYTIME', '.RANDOM', 'NIGHTTIME']\n", + "--> 22 accepted features, larger than .RANDOM: ['PPFD', 'Rg_f', '.DOY', '.Tair_f-1', 'TA>0', '.HOUR', '.PPFD-1', '.VPD_f-1', 'VPD_f', 'Tair_f', 'TA>20', '.YEARMONTH', '.WEEK', 'SWC_FF0_0.15_1', '.YEARDOY', '.YEARWEEK', '.RECORDNUMBER', '.SWC_FF0_0.15_1-1', '.SEASON', '.YEAR', '.MONTH', 'DAYTIME']\n", + "--> 2 rejected features, smaller than or equal to .RANDOM: ['.RANDOM', 'NIGHTTIME']\n", + "\n" + ] + } + ], + "source": [ + "xgbts.report_feature_reduction()" + ] + }, + { + "cell_type": "markdown", + "id": "63d7edcd-defa-4255-b7e2-e0c5ed9b0a8d", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "5ff87470-b6a3-4b56-a119-bc3315681401", + "metadata": {}, + "source": [ + "## Train model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4d96274e-32d8-436b-b6ca-b8fa953f295a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building model based on data between 2013-01-01 00:15:00 and 2022-12-31 23:45:00 ...\n", + "Fitting model ...\n", + "[0]\tvalidation_0-rmse:4.60779\tvalidation_1-rmse:4.94281\n", + "[1]\tvalidation_0-rmse:3.53071\tvalidation_1-rmse:4.24727\n", + "[2]\tvalidation_0-rmse:2.72831\tvalidation_1-rmse:3.84747\n", + "[3]\tvalidation_0-rmse:2.12194\tvalidation_1-rmse:3.61265\n", + "[4]\tvalidation_0-rmse:1.66128\tvalidation_1-rmse:3.48686\n", + "[5]\tvalidation_0-rmse:1.30880\tvalidation_1-rmse:3.41799\n", + "[6]\tvalidation_0-rmse:1.03619\tvalidation_1-rmse:3.37837\n", + "[7]\tvalidation_0-rmse:0.82462\tvalidation_1-rmse:3.35410\n", + "[8]\tvalidation_0-rmse:0.65932\tvalidation_1-rmse:3.34257\n", + "[9]\tvalidation_0-rmse:0.52922\tvalidation_1-rmse:3.33494\n", + "[10]\tvalidation_0-rmse:0.42775\tvalidation_1-rmse:3.33228\n", + "[11]\tvalidation_0-rmse:0.34683\tvalidation_1-rmse:3.32997\n", + "[12]\tvalidation_0-rmse:0.28319\tvalidation_1-rmse:3.32962\n", + "[13]\tvalidation_0-rmse:0.23220\tvalidation_1-rmse:3.32867\n", + "[14]\tvalidation_0-rmse:0.19187\tvalidation_1-rmse:3.32874\n", + "[15]\tvalidation_0-rmse:0.15922\tvalidation_1-rmse:3.32858\n", + "[16]\tvalidation_0-rmse:0.13324\tvalidation_1-rmse:3.32852\n", + "[17]\tvalidation_0-rmse:0.11253\tvalidation_1-rmse:3.32896\n", + "[18]\tvalidation_0-rmse:0.09632\tvalidation_1-rmse:3.32932\n", + "[19]\tvalidation_0-rmse:0.08330\tvalidation_1-rmse:3.32963\n", + "[20]\tvalidation_0-rmse:0.07303\tvalidation_1-rmse:3.32993\n", + "[21]\tvalidation_0-rmse:0.06529\tvalidation_1-rmse:3.33001\n", + "[22]\tvalidation_0-rmse:0.05941\tvalidation_1-rmse:3.32999\n", + "[23]\tvalidation_0-rmse:0.05498\tvalidation_1-rmse:3.33017\n", + "[24]\tvalidation_0-rmse:0.05173\tvalidation_1-rmse:3.33030\n", + "[25]\tvalidation_0-rmse:0.04937\tvalidation_1-rmse:3.33040\n", + "[26]\tvalidation_0-rmse:0.04767\tvalidation_1-rmse:3.33046\n", + "Calculating permutation importance using model ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\ml\\common.py:608: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xgbts.trainmodel(showplot_scores=True, showplot_importance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ddd7c2fb-bca2-4d61-9397-fa8b26e0117c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "================================\n", + "MODEL TRAINING & TESTING RESULTS\n", + "================================\n", + "\n", + "- the model was trained and tested based on data between 2013-01-01T01:45:00.000000000 and 2022-12-31T22:15:00.000000000.\n", + "- in total, 38820 observed target values were available for training and testing\n", + "- the dataset was split into training and test datasets\n", + " > the training dataset comprised 29115 target values (75.0%)\n", + " > the test dataset comprised 9705 target values (25.0%)\n", + "\n", + "## FEATURE IMPORTANCES\n", + "- feature importances were calculated for test data (9705 target values).\n", + "- permutation importances were calculated from 9 repeats.\n", + " PERM_IMPORTANCE PERM_SD\n", + "PPFD 0.726870 0.018808\n", + "Rg_f 0.313242 0.009623\n", + ".DOY 0.204575 0.004805\n", + ".Tair_f-1 0.087559 0.002722\n", + ".PPFD-1 0.080980 0.002913\n", + "TA>0 0.076304 0.002757\n", + ".HOUR 0.067381 0.004399\n", + ".VPD_f-1 0.047683 0.002429\n", + "VPD_f 0.045454 0.003111\n", + "TA>20 0.039324 0.002122\n", + "Tair_f 0.034515 0.002593\n", + ".YEARMONTH 0.019787 0.001988\n", + "SWC_FF0_0.15_1 0.015082 0.001230\n", + ".WEEK 0.013929 0.001078\n", + ".YEARDOY 0.013754 0.001545\n", + ".RECORDNUMBER 0.006090 0.000791\n", + ".YEARWEEK 0.005609 0.001148\n", + ".SWC_FF0_0.15_1-1 0.004152 0.000613\n", + ".SEASON 0.001800 0.001230\n", + "DAYTIME 0.000286 0.000051\n", + ".YEAR 0.000006 0.000005\n", + ".MONTH -0.000021 0.000061\n", + "\n", + "## MODEL\n", + "The model was trained on the training set.\n", + "- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=10,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=0.3, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=0, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", + " num_parallel_tree=None, random_state=42, ...)\n", + "- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': 10, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': 0.3, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': 0, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 99, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': 'auto', 'validate_parameters': True, 'verbosity': None}\n", + "- names of features used in model: ['PPFD', 'Rg_f', '.DOY', '.Tair_f-1', 'TA>0', '.HOUR', '.PPFD-1', '.VPD_f-1', 'VPD_f', 'Tair_f', 'TA>20', '.YEARMONTH', '.WEEK', 'SWC_FF0_0.15_1', '.YEARDOY', '.YEARWEEK', '.RECORDNUMBER', '.SWC_FF0_0.15_1-1', '.SEASON', '.YEAR', '.MONTH', 'DAYTIME']\n", + "- number of features used in model: 22\n", + "\n", + "## MODEL SCORES\n", + "- the model was trained on training data (29115 values).\n", + "- the model was tested on test data (9705 values).\n", + "- all scores were calculated for test split.\n", + " > MAE: 2.3642436843089984 (mean absolute error)\n", + " > MedAE: 1.6848809967041012 (median absolute error)\n", + " > MSE: 11.079039586807092 (mean squared error)\n", + " > RMSE: 3.3285191282020734 (root mean squared error)\n", + " > MAXE: 41.95621384429931 (max error)\n", + " > MAPE: 90256318903.555 (mean absolute percentage error)\n", + " > R2: 0.7011042445986557\n", + "\n" + ] + } + ], + "source": [ + "xgbts.report_traintest()" + ] + }, + { + "cell_type": "markdown", + "id": "2a01dbfd-50d1-4f36-8ddb-6809bb336c82", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "d30b54e7-52c6-4a6f-9bb9-923ad02f57b8", + "metadata": {}, + "source": [ + "## Apply model to fill gaps" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ea2bd83a-bc86-4dc7-9d75-ab079f147430", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating permutation importance using model ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\ml\\common.py:608: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3QAAAYwCAYAAAA6YQ1mAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAADawklEQVR4nOzde3zP9f//8fvsYHvbnGfC4uM0wzCGSGEkOeUzJh+aU8mZHArJMSQdNSTV+jj0URFSKcdOUhMR1VKjyZD4Om9j2Pv3h8veP2/b7L2X8e5pt+vlsou9X6/n6/V6vB7bavc9X6/X28Nut9sFAAAAADBOIXcXAAAAAACwhkAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAOAfxW6339LtChr6ZDZ+PgBci0AHALeJmJgYhYSEOH3Url1bLVq00NSpU3X69Gl3l5ir33//Xf/5z3/yvN2OHTv02GOPOV4nJycrJCREK1euzM/yshUfH6+QkBDFx8ff9GPdiDNnzujJJ5/U9u3b3V2KJQMHDtTy5csdrz///HN17dpVYWFhuvfeezVz5kylpKS4scKbKz09XTNnztRHH32Up+2y+7rHxMQoJiYmv0vM1f79+xUZGakzZ87c8mMDtzMCHQDcRmrWrKn33nvP8fH222+rT58++uCDDzRgwIB//F/pP/vsM+3cuTPP2y1fvlz79u1zvC5Tpozee+89tWjRIh+ry16tWrX03nvvqVatWjf9WDciISFBH374oTIyMtxdSp6tXLlSR48eVZcuXSRJGzZs0KBBg2Sz2fTKK6/oqaee0nfffac+ffro0qVLbq725vj777+1aNGiPJ9fdl/3yZMna/LkyfldYq4qV66sVq1aafr06bf82MDtzMvdBQAA8o+/v7/q1avntKxhw4ZKSUnRq6++qh9//DHL+tuRj4/PLTvP7HqO/HP+/Hm98MILmjx5sgoVuvJ36NjYWFWpUkVvvvmmfHx8JEkRERG67777tHLlSnXr1s2dJf/jVa1a1W3Hfuyxx9SiRQv17t37H/9HEMAUzNABQAFQu3ZtSdLhw4cdyzZu3KioqCiFhYXp7rvv1vTp05WamupYHxsbq/vuu09z585Vo0aN1KxZM50+fVqRkZGaO3euZs6cqcaNGys8PFyjR49WSkqKFi5cqHvvvVcNGjTQsGHDdPLkScf+QkJCFBsb61RXbGysQkJCHJ/PnTs3y9gTJ05o6tSpatmypWrXrq1GjRppyJAhSk5OliSNGzdOq1at0qFDhxyXWWZ3yWVSUpKGDx+uu+++W/Xq1VNMTIx27NjhWJ+5zaeffqrhw4crPDxcjRo10tNPP+3Ul2tde8llbGys2rZtqw0bNqhDhw4KCwvTgw8+qJ07d2rXrl2Kjo5WnTp11KFDB3377bdOvYiMjNTnn3+utm3bqm7duurWrVuWSzn//vtvjR8/Xs2bN1edOnXUtWtXbdq0yWlMSEiI5s6dq6ioKNWpU0dz585Vr169JEm9evVyXG53+fJlLVy4UB06dFCdOnVUr149de/eXd99912W74MvvvhCHTt2VO3atXX//fdr9erVWeoaO3asmjRpovDwcD388MNOs60ZGRlauHCh7rvvPsc+lixZkmNfM33wwQe6cOGCWrZs6Vi2f/9+NWvWzBHmJKl06dKqXLmyvvjiixz3NW7cOMXExGjFihVq2bKlwsPD1bt3b/36669O4w4fPqxRo0apUaNGqlu3rnr37q1ffvnFsT7ze+Xtt992fK0++OADy1/7cePGKTIy0qmGq7+Hk5OT1apVK0nS+PHjncYuX75cUVFRqlevnurUqaMHH3xQn376qaQr35vZfd2vveTywoULmjdvntq2bauwsDC1adNGCxcudJrVi4mJ0YQJE7Rw4UK1aNFCYWFh6t69u3bv3u0Yc/78eU2ZMkX33nuvateurbZt2+qtt95yOq/AwEDdddddev3113P8OgHIGwIdABQAf/zxhyQpODhYkvTRRx9pyJAhqly5subNm6ehQ4dqzZo1Gjx4sNNlmYcPH9aXX36pl19+WePHj1exYsUkSXFxcTpy5IhefvllDRo0SB9//LG6dOmiLVu26JlnntGoUaO0adMmvfrqqy7XGB0dra5du0qS3nvvPUVHR8tut2vAgAH65ptvNGbMGL311lsaOnSovv32W8clY4MHD1bz5s0VGBiY42WWiYmJioqKUnJysp5++mm98MIL8vDwUO/evbVt2zansZMnT1b58uU1f/58PfLII1qxYoVee+0115st6a+//tKsWbM0cOBAzZkzR2fOnNHw4cM1atQoRUdHa968ebLb7Ro5cqTOnz/v2O7EiRMaO3asevTooTlz5sjX11ePPPKIEhISJEnHjx9X165dtX37do0cOVKxsbEqX768hgwZojVr1jjVsGDBAnXs2FGvvvqqWrdurUmTJkmSJk2a5OjdCy+8oPnz5+uhhx7Sm2++qWeeeUanTp3SiBEjlJaW5tjXsWPHNG3aNPXq1UsLFy5UhQoVNHbsWMdlrikpKfrPf/6j+Ph4PfHEE5o7d64KFy6sfv36KSkpSZI0ZcoUvfrqq+rUqZMWLFigtm3baubMmZo3b951e7lmzRq1aNHCKbwVL17c6Y8TknTx4kUdOXJEBw8evO7+EhIS9PLLL2vo0KF6/vnndfLkST388MP6+++/HV+D7t276+eff9bEiRP14osvKiMjQz179nS6rFe6Enb79++v2bNn6+6775Zk/Wt/PWXKlHH8sWPQoEGOz9955x1NmjRJrVu31uuvv64XXnhBPj4+GjNmjP766y/VqlUr26/71ex2uwYOHKg333xT0dHRjq/NK6+8kmX8unXrtGnTJj399NN66aWXdPz4cQ0bNkyXL1+WJM2cOVNfffWVxo4dq7feekutWrXS7Nmz9cEHHzjtp23bttq8efNtfc8jcCtxySUA3EbsdrvTPTanT5/Wtm3b9Nprryk8PFy1a9eW3W7XCy+8oHvuuUcvvPCCY2ylSpXUp08fffnll45QdOnSJY0dO1YRERFOx/H399fLL78sLy8vNW3aVKtWrdLRo0e1fPlyBQQESJK+/vpr/fDDDy7XXrZsWZUtW1aSHJcwHj16VH5+fk41NG7cWH/++afee+89SdKdd96pkiVLOl1mee2M2ty5c+Xj46PFixfL399fktSiRQt16NBBs2fP1ooVKxxjmzdvrrFjx0qSmjRpom+++UZffPGFRo8e7fK5pKWlafLkybr33nslXQmUL774ombMmOEIrampqRo+fLj++OMPhYaGOrabMmWKOnfuLEm666671Lp1ay1cuFAvv/yy3n77bZ04cULr1q1T+fLlHfX26dNHs2fPVocOHRyXJUZERKhv376OmjIfilO1alXHJXd///23Ro4c6TRbU7hwYQ0bNkx79+519DMtLU0zZsxQkyZNJF35XmnZsqW+/PJLValSxTFDumrVKse51K9fX507d9b3338vu92u999/X6NGjXI8vKZZs2by8PDQ66+/rh49eqhEiRJZ+nju3Dnt2bNHDzzwgNPyLl26aMGCBVq4cKG6du2q8+fP65VXXtHZs2dls9mu+7U5e/asFixY4Ph+qlOnjlq3bq3FixdrzJgxWrRokU6dOqVly5Y5enzvvfeqXbt2mjNnjtMfKR544AHHfX2ZrH7tr8fHx8cx7s4771TNmjUlSQcPHtQjjzyiwYMHO8aWL19eUVFR2rFjh9q3b+/4Wl/9db/aV199pa1bt+qll15S+/btJUl33323fH19NWfOHPXq1UvVqlWTdOW/B2+99ZbjZyglJUVjx45VQkKCateurW3btunuu+927Kdx48ay2WwqVaqU0zHDwsJ08eJFbd++Xc2bN8/1/AFcH4EOAG4j33//fZb7UgoVKqSmTZtq2rRp8vDw0L59+/TXX39pwIABTuGvYcOG8vf31zfffOM0y5XdL5x16tSRl9f//19I6dKlZbPZHGFOujKL8ttvv93Q+QQFBWnx4sWy2+1KTk7WgQMHtH//fv3www9KT093eT/btm1Ty5YtHb+ISpKXl5fat2+vefPmOc0UXHs/XNmyZXXo0KE8116/fn3H56VLl5Yk1a1b17GsePHikuT0xD8vLy916NDB8drX11f33nuvvvrqK8d5hIeHO4JGpk6dOmn8+PHav3+/45d2V4LCiy++KOnKrNT+/ft14MABff7555KUpb9X9yUzeGcG5x07dqhChQpOx/Tz89O6deskScuWLZPdbldkZKTT91xkZKRee+017dixQ61bt85S35EjR3T58mVVqFDBaXnmrNCrr76qF198Ud7e3oqOjlarVq2yzKJdq0KFCk5/oChTpozCw8P1/fffS5K+/fZbhYaGKigoyFFroUKFdO+992aZBc2px1a+9laMGzfOsZ/Mr1/mJbqu/nxs27ZNXl5eatu2rdPyTp06ac6cOdq2bZsj0FWtWtXpZygoKEiSHLO5jRs31rvvvqu//vpLzZs3V/PmzTVkyJAsx8z8/s28bBrAjSHQAcBtpFatWpo6daokycPDQ4ULF9Ydd9zh9EvYqVOnJElTp051jL1a5qVnmYoUKZJlzNX7y5TbzIhVa9as0UsvvaQjR46oePHiCg0Nla+vb572cfr0accv1lcrXbq07Ha7zp0751jm5+fnNKZQoUKWng6aXY+u3Xd29VwdlCWpVKlSjq/Z6dOnHZfNXrud5BwQXPl67NmzR1OnTtWePXvk5+enqlWrqly5cpKyvm/Z1bVnzgJmjjl16lSWWZirZdafOXNzraNHj2a7/OzZs9mei5eXl8aMGaNhw4bp4MGDKlOmjIoWLaqePXs6LgvOSWYIuVqpUqX0888/O2o9cOBAjg/suPpS1Jx6bOVrb8Wff/6pSZMm6dtvv5W3t7cqV66sGjVqSHL9fedOnz6tEiVKyNPT02l5YGCgpP//NZCy/9mQ5LjXbsKECSpbtqzWrFmjZ555Rs8884zCw8M1ZcoUR11X7+fqnzsA1hHoAOA2UqRIEYWFhV13TNGiRSVJTz75pBo1apRlfW6/EN+IzHttMl3vYSOStH37do0dO1YxMTF65JFHHL+Mz5492+mBJrkpVqyYjh8/nmX5sWPHJEklSpTIEmTdITP4XO348eOOsFSsWDFHzVe7+jxcde7cOT366KMKCQnRJ598osqVK6tQoUL68ssvHTNrrgoICMh2tuWHH35QsWLFHN9zixYtyvYPBJkh8lqZ53PtTFZ8fLzS09N1zz33OGYkL126pN9++03//ve/r1vr1Q/qyXR1jwMCAtSoUSM9+eST2W5/9b18+cXDwyPPPxsZGRl67LHH5O3trRUrVig0NFReXl5KTEzUhx9+6PKxixUrppMnT+ry5ctOoS7z5yEv31M+Pj4aNGiQBg0apMOHD+vzzz/X/PnzNXr0aH3yySeOcZlfz7zsG0DOeCgKABQwlStXVqlSpZScnKywsDDHR1BQkF588UWnp/nlJ39//ywzMdfeY5f5F/9MO3fuVEZGhoYNG+YIc5cvX9bWrVsl/f+ZgWu3u1bDhg31+eefO80IXL58WZ988onCwsJuyi/pVpw/f15ff/210+uvvvrKce9aw4YNtXPnziyXgK5Zs0aBgYGqWLFijvu+dgZm//79OnXqlHr16qWqVas6eph5eWde3q8uIiJCBw8e1O+//+5YduHCBQ0bNkwrVqxwXOJ48uRJp++5EydOaM6cOdkGWenKbJqnp6f++usvp+Xr1q3TxIkTdfHiRceyDz74QGfOnMn20s2rJSUlOV2WefToUe3cudPR40aNGumPP/7Qv/71L6daP/zwQ61YsSJLH/NDkSJFdPLkSV24cMGx7No/WFx73JMnT+qPP/5wvLl65szutV+/3Opt1KiRLl26pM8++8xpeeblpQ0aNHDpHM6fP6/7779fcXFxkq6E9J49e6p9+/ZZHmCT+fXMKcgDyBtm6ACggPH09NTIkSM1adIkeXp6qmXLljpz5ozmz5+vo0eP3rT3hmrRooU++eQT1a1bVxUrVtTKlSt14MABpzGZMzkff/yx6tatqzp16kiSpk2bpi5duuj06dN65513HI+ZT01Nlb+/v4oWLarjx4/ryy+/zPa+pqFDh+qrr75Sr169HLMaS5cu1cGDB/Xmm2/elPO1avz48Xr88cdVqlQpvfXWW0pNTdWgQYMkSX379tWaNWvUp08fDR06VMWLF9fq1av13XffaebMmdcNtpn3N37xxRcqVqyY/vWvf8nf318LFiyQl5eXvLy8tG7dOscDYq6+tDA3UVFRWrJkiQYNGqThw4erRIkSWrx4sS5evKgePXooODhYnTp10sSJE3Xo0CHVrl1bf/zxh15++WVVqFBBlSpVyna/NptN9evX144dO9SnTx/H8u7du+v999/XuHHj1LVrV/3666968cUX1a5du2xnna+W+VTHkSNHytPTU3PnzlWxYsUcD4bp06ePPvzwQ/Xp00f9+vVTiRIltHbtWr3//vsaP368yz3Ji5YtW2rJkiWaMGGCunbtqt9++01vv/22UxjL/Pp9++23qlKliurWravy5cvrnXfeUdmyZVW0aFF9/fXXWrx4saT///W79ut+9aWP0pUHvjRu3FhPP/20jh49qho1amjbtm1644039O9//9vl96zz9fVVrVq1NHfuXHl7eyskJER//PGHVq1apfvvv99p7I4dO+Tn55flYUsArGGGDgAKoOjoaL344ov64YcfNHDgQE2ZMkUVKlTQkiVLsr1HKz+MHz9eLVu21HPPPafhw4fLZrNleXJkmzZtFBYWpnHjxumtt95S48aNNWnSJO3cuVP9+/fXrFmzVK5cOcdj2zNnMaKiohyP77/2/dEkqVq1avrf//6nUqVKafz48XriiSdkt9u1ePFiNW3a9Kacr1VTpkzR/PnzNXLkSPn4+GjZsmWOmbfAwEAtW7ZMtWrV0vTp0zVixAgdOXJE8+fPz/K0xWtVq1ZNHTp00DvvvKMxY8YoICBA8+fPl91u14gRI/Tkk0/q8OHDWrp0qYoUKaLt27e7XLO/v7+WLl2qunXr6plnntHjjz+ujIwMLV682PH99Oyzz6pv375699139eijj2rBggVq166d4uLirjuLdP/99ys+Pt5p9qp69ep6/fXX9ccff2jgwIFaunSpBg4cqNmzZ+daa7ly5dSvXz/NnDlTTz31lCpVqqR3333X8aCSoKAgvfvuuypfvrymTJmigQMHavfu3ZoxY4ZTqMxPd999t8aOHasdO3aof//+Wrt2rebOnevUF39/f/Xt21cbN25U//79dfHiRc2fP19BQUEaN26cHn/8cf3444967bXXVLlyZcfX79qv+7UynzTavXt3/fe//9Vjjz2mzz77TKNGjdLMmTPzdB7Tpk1TVFSU4uLi1K9fP82fP19du3bVlClTnMZ99dVXatGiRZ7vhQWQPQ+7lTu9AQBAvsp8Y/W9e/e6u5R/lLS0NLVu3VpPPPGE4+0crBo3bpy2bdumzZs3509xyLNDhw7pvvvu04oVKxxvvwDgxjBDBwAA/rH8/Pw0bNgwvfXWW1keHALzxMXFqW3btoQ5IB8R6AAAwD9a9+7dVbZsWS1fvtzdpeAG7Nu3T5s3b9akSZPcXQpwW+GSSwAAAAAwFDN0AAAAAGAoAh0AAAAAGIpABwAAAACG4o3FYYSdO3fKbrfL29vb3aUAAAAAN9XFixfl4eGh8PDwXMcyQwcj2O12xwdcZ7fblZ6eTt/yiL5ZQ9+so3fW0Ddr6Jt19M4a+pZ3efm9lxk6GMHb21vp6emqWrWqbDabu8sxRmpqqhISEuhbHtE3a+ibdfTOGvpmDX2zjt5ZQ9/ybs+ePS6PZYYOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQHna73e7uIoDc7NmzR/tPS52/C3V3KQAAALjN2cd4ufX4e/bskSSFhYXlOpYZOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDebm7ANx6kZGROnTokOO1l5eXgoOD1b17d/Xp00exsbGaO3euY32hQoVUtGhRRUZGauTIkSpTpoySk5PVqlWrbPc/cOBAjRw5UjExMdq2bZtjua+vrypXrqy+ffuqU6dON+8EAQAAgAKCQFdAPfXUU2rXrp0k6dKlS/ruu+80YcIEFS9eXJIUHh6u2NhYSZLdbtfRo0c1fvx4jRkzRosXL3bsZ/ny5brjjjuc9m2z2Ryf9+vXT/369ZPdbtfZs2e1adMmjR8/XpcuXVJUVNRNPksAAADg9kagK6ACAgIUGBjoeP3vf/9bH3/8sdavX6/Q0FB5e3s7rS9TpowGDRqkUaNG6fTp047lJUuWdBp3LZvN5lhfpkwZValSRampqXr++efVvn17FS5c+CacHQAAAFAwcA8dHLy8vOTt7Z3jek9PT3l4eFx3jCseeughnThxQjt27Lih/QAAAAAFHYEOunjxotavX69vvvkmx/vikpKStHDhQjVp0sTpkkor7rjjDtlsNiUmJt7QfgAAAICCjksuC6jJkyfrmWeekSSdP39evr6+6t27tzp16qTY2Fht375d4eHhkq4EvkuXLikiIkLTp0932k+HDh3k4eHheF2zZk298847uR4/ICBAKSkp+XhGAAAAwI3x/Xu37vzwPwp5Q1q8eLHCwsLcUofdbnf6Hft6CHQF1PDhw9WmTRtJUuHChRUYGChPT0/H+tq1a+uFF16QdOUplyVLllSRIkWy7GfhwoUKCgpyvHb1nriUlBT5+/vfyCkAAAAA+ep8mTr6rf/P2t7yR0lSQkKC22rx8fFxaRyBroAqVaqUKlasmON6X1/f667PVK5cOVWoUCFPx05OTta5c+dUrVq1PG0HAAAA3AqhoaFuPX5ebk0i0OGW++CDDxQYGKiIiAh3lwIAAABkcaPPjLhRrl5uKRHocJOlpqbq2LFjkqQzZ87os88+0xtvvKEZM2bIy4tvPwAAAOBG8Bs1bqq4uDjFxcVJkooXL65q1arp1VdfVWRkpJsrAwAAAMznYbfb7e4uAsjNnj17tP+01Pk7917PDAAAgNuffYx757327NkjSS49ZZP3oQMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwlJe7CwBcVcEvXSmD02Wz2dxdijFSU1OVkJCg0NBQ+pYH9M0a+mYdvbOGvllD36yjd9bQt5uLGToAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwlJe7CwBclZzmo4j5PpIuubsUg/hIqit9LtG3vKBv1tA366z3zj6G/5UDQEHGDB0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIbycncB+GeJjIzUoUOHHK89PDxUtGhRNWjQQJMmTdIdd9xxQ/u32+2aNGmSPvroI5UqVUqbNm260ZIBAACAAotAhyyeeuoptWvXTpKUkZGhxMRETZ48WWPHjtXixYtvaN+//vqr3n//fS1cuFAhISH5US4AAABQYBHokEVAQIACAwMdr4OCgjR8+HA98cQTOnv2rAICAizv++zZs5Kke++9Vx4eHjdcKwAAAFCQcQ8dXOLj4yNJKlSokE6ePKmhQ4cqPDxcrVq10rJly1yabYuPj1dMTIwkqUaNGoqNjb2pNQMAAAC3O2bokKs///xTCxcu1D333KMiRYpo6NChunDhgpYtW6ajR49qwoQJLu0nPDxcsbGxGjZsmLZs2SKbzXaTKwcAAABubwQ6ZDF58mQ988wzkqRLly7J29tbrVq10lNPPaU//vhDW7du1caNGxUcHKwaNWpo6NChmjx5cq779fHxUbFixSTJ6ZJOAIB1qamp7i7BbdLS0pz+hWvom3X0zhr6lnd2u93l25MIdMhi+PDhatOmjVJSUhQbG6tDhw5p9OjRKlGihOLj41W8eHEFBwc7xterV899xQJAAZeQkODuEtwuKSnJ3SUYib5ZR++soW95k3nLU24IdMiiVKlSqlixoiRpzpw56tq1qwYPHqz33ntPXl5estvtbq4QAJApNDTU3SW4TVpampKSklSpUiX5+fm5uxxj0Dfr6J019C3vEhMTXR5LoMN1+fj4aPr06XrooYf03//+V61bt9bp06d18OBBxyzdTz/95OYqAaDg4n5kyc/Pjz5YQN+so3fW0DfX5eVp8DzlErmqU6eOunbtqvnz58tms6lZs2Z66qmn9Ouvv+qbb77Rq6++6u4SAQAAgAKJQAeXjBw5Ut7e3nr++ef17LPPymazqVu3bpoyZYqioqLk7e3t7hIBAACAAodLLuFk8+bN2S4vWbKktm3bprS0NG3dulVz5851hLhPP/1UZcqUcWn/jRs31t69e/OtXgAAAKAgY4YOeVK4cGE99dRTmjdvng4ePKidO3dq3rx5uv/++91dGgAAAFDgMEOHPClUqJDmzZun2bNn6+2335a/v786deqkkSNHat26dRo3blyO2zZo0EBvvvnmLawWAAAAuL0R6JBnERERev/997Msb9asmVavXp3jdr6+vjexKgAAAKDgIdAh3xQpUkRFihRxdxkAAABAgcE9dAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIbifehgjAp+6UoZnC6bzebuUoyRmpqqhIQEhYaG0rc8oG/W0Dfr6B0AwCpm6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQXu4uAHBVcpqPIub7SLrk7lIM4iOprvS5RN/ygr5dj30M/+sAAOCfghk6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaCDQ0hIiOOjRo0aatCggfr27avdu3dnGfv3339r4sSJatasmerUqaP27dvrrbfe0qVLlyRJFy5cUKtWrTR06NAs2545c0ZNmjTRiy++eNPPCQAAALidEejgJDY2Vlu2bNGXX36pJUuWqEyZMurdu7d+++03x5gjR44oOjpaycnJeuWVV/TJJ59oyJAheueddzRo0CBlZGSocOHCmjBhgjZs2KCtW7c6HePVV19VkSJFNGTIkFt9egAAAMBthUAHJ8WKFVNgYKCCgoJUs2ZNzZo1SzVr1tRLL73kGPPMM88oODhYb775piIiIhQcHKx27dpp6dKl2r59u5YtWyZJioyMVMuWLTVjxgzHzN3evXu1bNkyTZ48Wb6+vm45RwAAAOB2QaDDdXl4eCg6OlpbtmzR+fPndfz4cW3evFn9+/eXp6en09hy5copKipK77//vmPZhAkTlJycrHfffVeSNHPmTN1///265557bul5AAAAALcjL3cXgH++qlWr6uLFi0pKStLRo0dlt9sVFhaW7dgGDRpo6dKlSk9Pl4+Pj4KDg/XYY49p/vz5KlasmH755Rd9+umnt/gMAAAAgNsTgQ65CggIkCSlpKTo9OnTkqSiRYtmOzZz+alTp1SmTBlJUv/+/fXhhx9q3LhxmjhxokqXLn0LqgZws6Smpma7PC0tzelfuI7eWUPfrKFv1tE7a+hb3tntdnl4eLg0lkCHXJ07d06S5O/vr2LFikmSjh8/rrJly2YZ+/fff0uSihcv7ljm4+OjPn36aP78+XrooYdufsEAbqqEhITrrk9KSro1hdyG6J019M0a+mYdvbOGvuWNj4+PS+MIdMjV3r175e3trUqVKikwMFCenp766aefsg10P/30k0JCQrJ8A/r6+srHx8flvzQA+OcKDQ3NdnlaWpqSkpJUqVIl+fn53eKqzEbvrKFv1tA36+idNfQt7xITE10eS6BDrlauXKnIyEgVLlxYhQsXVuvWrTV//ny1bNnS6cEoR44c0YoVK/Tkk0+6sVoAN5vNZrvuej8/v1zHIHv0zhr6Zg19s47eWUPfXJeXSRCeclnAnTp1SmfPnnW8Pn36tI4dO6ajR4/q559/1ujRo/Xzzz/r8ccfd4yZMGGCTp8+rf79+2v79u06fPiwNmzYoF69eqlRo0bq0aOHG84EAAAAKHiYoSvghg0bpvLly2vWrFmO15JUqFAhlSpVSvXr19e7776rypUrO7YJCgrS+++/r/nz52vMmDE6ceKEgoOD1b17d/Xu3VuFCvF3AgAAAOBWINAVcEuWLHF8vnfvXpe3K1WqlCZOnKiJEye6ND4qKkpRUVF5rg8AAABAzphKAQAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADCUl7sLAFxVwS9dKYPTZbPZ3F2KMVJTU5WQkKDQ0FD6lgf0DQAAmIIZOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADCUl7sLAFyVnOajiPk+ki65uxSD+EiqK30u3S59s4/hP1sAAACZmKEDAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSB7jYRExOjkJCQHD+Sk5Nz3DY2NlYxMTGWj71r1y61adNGYWFhWr58+XXHHjhwQHXq1LF8LAAAAAD/n5e7C0D+iI2N1cWLFyVJcXFx2rlzp2JjYx3rS5YsmeO2/fr1u6FAt3DhQt15552Ki4tT8eLFcxx35MgRDRgwQBcuXLB8LAAAAAD/H4HuNnF1kLLZbPL29lZgYKBL2xYpUuSGjn327Fk1bNhQFSpUyHHMxo0bNXHiRJdrAgAAAJA7LrksIDZt2qTOnTsrLCxMERERGjVqlFJSUiQ5X3K5cuVKde/eXUOGDFGDBg20Zs2a6+43JiZG27Zt07x58xQSEpLjuC+++EIjRozQhAkT8u+kAAAAgAKOGboC4M8//9SIESM0adIkNW3aVElJSRozZozef/999e3bN8v4nTt3auDAgRo1apRKlChx3X3HxsZq4MCBCg8PV79+/XIcN336dElSfHz8jZ0MCrzU1NSbfoy0tDSnf+Ea+mYdvbOGvllD36yjd9bQt7yz2+3y8PBwaSyBrgDIyMjQ008/rW7dukmSKlSooKZNm+r333/PdryHh4cGDRokX1/fXPddvHhxeXt7y2azcTklbomEhIRbdqykpKRbdqzbCX2zjt5ZQ9+soW/W0Ttr6Fve+Pj4uDSOQFcAVKpUST4+Pnrttdf0+++/6/fff1diYqIefPDBbMeXKlXKpTCXnTVr1mjy5MmO11OnTlWnTp0s7QvITmho6E0/RlpampKSklSpUiX5+fnd9OPdLuibdfTOGvpmDX2zjt5ZQ9/yLjEx0eWxBLoC4Ndff9V//vMfRUZGKiIiQn369NGiRYtyHF+4cGHLx4qMjFTdunUdr0uVKmV5X0B2bDbbLTuWn5/fLT3e7YK+WUfvrKFv1tA36+idNfTNda5ebikR6AqEDz/8UA0bNtSLL77oWHbgwAFVqVIl34/l7+8vf3//fN8vAAAAgKwIdIY7deqUPD09FRAQkOOY4sWLa+/evdq9e7cCAgL03nvvac+ePQoODr6FlQIAAADIbwQ6ww0bNkzly5fXrFmzchwTExOjX375RX369FHhwoXVsGFDDRkyRJ988sktrBQAAABAfiPQGW7JkiVZlg0bNszptc1m05w5c7KMGz58eJbxUVFRioqKuuEactK4cWPt3bs3T/sHAAAAkD3eWBwAAAAADMUMHa4rKipKf/zxR47r33jjDUVERNzCigAAAABkItDhuubOnauLFy/muD4oKOgWVgMAAADgagQ6XFe5cuXcXQIAAACAHHAPHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACG4m0LYIwKfulKGZwum83m7lKMkZqaqoSEBIWGhtI3AACA2xAzdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoL3cXALgqOc1HEfN9JF1ydykG8ZFUV/pcMq1v9jH85wkAACA3zNABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGMrL3QXgxoSEhDi99vb2VrVq1dS7d2917txZkjRu3DitWrXKMaZQoUIqWbKkHnjgAT3++OPy9/dXfHy8evXqle0xpk+frujoaEVGRurQoUOSJA8PD/n5+SkkJERDhgzRPffc41K9Bw4cUMeOHbV7924LZwsAAADgagS620BsbKzCw8MlSenp6Vq7dq3Gjh2r8uXLq2HDhpKkBx54QBMmTJAkZWRk6MCBAxo9erRSUlL07LPPOva1ZcuWLPsPCAhwfP7UU0+pXbt2ysjI0OnTp7V69WoNGDBAb775ppo2bXrdOo8cOaIBAwbowoULN3zOAAAAALjk8rZQrFgxBQYGKjAwUOXLl1f//v31r3/9S+vXr3eM8fX1dYwJCgpSo0aNFBMTow0bNjjtK3PM1R++vr6O9QEBAY59VK9eXU8++aTat2/vFAqzs3HjRkVFRcnHxyd/Tx4AAAAowAh0tykvLy95e3tfd4ynp2euY1zx0EMP6bffftOBAwdyHPPFF19oxIgRjllCAAAAADeOSy5vMxcuXNCKFSuUmJioKVOmZDsmIyNDv/76q9555x21atXqho9ZpUoVSVJiYqIqVqyY7Zjp06dLkuLj42/4eCgYUlNT3XbstLQ0p3/hGvpmHb2zhr5ZQ9+so3fW0Le8s9vt8vDwcGksge420L9/f3l6ekq68ktw8eLFNW7cOEVERDjGfPTRR1q3bp0k6eLFi8rIyFCLFi30xBNPOO0r8168TK1bt9bzzz9/3eNn3mOXkpJyw+cCZEpISHB3CUpKSnJ3CUaib9bRO2vomzX0zTp6Zw19yxtXb1Ui0N0Gpk+frrp168rDw0OFCxdWmTJlsiT6yMhIjRkzRtKVyzFLlSrldG9cptWrVzu9ttlsuR7/3LlzkiR/f3+tWbNGkydPdqybOnWqOnXqlNdTAhQaGuq2Y6elpSkpKUmVKlWSn5+f2+owDX2zjt5ZQ9+soW/W0Ttr6FveJSYmujyWQHcbCAoKyvFSx0xFihTJdYwkl8Zca+/evZKkatWqqUSJEqpbt65jXalSpfK8P0By7Y8JN5ufn98/og7T0Dfr6J019M0a+mYdvbOGvrnO1cstJQId8sEHH3ygWrVqKTg4WNKVmToAAAAANx+BzkCnTp2Sp6en0/vD3Spnz57VsWPHZLfbdfLkSa1YsUJr165VXFzcLa8FAAAAKOgIdAYaNmyYypcvr1mzZt3yY8+cOVMzZ86Uh4eHSpYsqZo1a+q///2v0wNYAAAAANwaBDoDLVmyxPF55v1r1+NK8GvcuHGu+9q8eXPuxeXDcQAAAAC4hjcWBwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUF7uLgBwVQW/dKUMTpfNZnN3KcZITU1VQkKCQkND6RsAAMBtiBk6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMJSXuwsAXJWc5qOI+T6SLrm7FIP4SKorfS6Z0jf7GP6zBAAA4Cpm6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaC7zYWEhCg+Pj7L8tjYWMXExDgtS0pK0qhRo9S4cWPVq1dPUVFRWrFihdOY+Ph4hYSEZHusmJgYxcbGOo27+qN27dqKjIx0jAEAAABwY7zcXQD+GRISEtSrVy/dc889euONN1S8eHHFx8fr+eef1+7duzVt2jRL+92yZYvj87S0NG3atEnPPfecgoOD1blz53yqHgAAACiYCHSQJI0bN07NmzfXCy+84Fh25513qkaNGurWrZsiIyPVokWLPO83MDDQ6XXfvn311VdfacOGDQQ6AAAA4AZxySW0e/du/frrrxo4cGCWdWFhYWrevLnef//9fDuej4+PPD09821/AAAAQEHFDB30008/yWazqUqVKtmur1+/vhYvXnzDx7l8+bI2btyob775RrNnz77h/eH2lJqa6u4SlJaW5vQvXEPfrKN31tA3a+ibdfTOGvqWd3a7XR4eHi6NJdAVAP37988yI3bx4kWFh4dLkk6fPq2AgIAcv2mKFSumU6dOWTp25jEk6cKFCypXrpzGjx+vdu3aWdofbl++f+/WnR/+R+FvSNOmTVPVqlXdXZKSkpLcXYKR6Jt19M4a+mYNfbOO3llD3/LGx8fHpXEEugJg+vTpqlu3rtOyJUuWaO/evZKuBLYTJ04oIyNDhQplvQr377//VvHixSVJXl5XvmWyG5uRkeFYn2n16tWSpH379mny5Mlq1aqVevbsmR+nhdvM+TJ19Fv/n5UyON3dpSgtLU1JSUmqVKmS/Pz83F2OMeibdfTOGvpmDX2zjt5ZQ9/yLjEx0eWxBLoCICgoSBUrVnRaVqxYMcfndevW1cWLF/Xbb7+pRo0aWbb/6aefFBYWJkkqWrSoJOns2bNO+5CkM2fOONZnyjxuxYoVVbx4cfXs2VNly5ZV3759b/zEcFuy2WzuLsHBz8/vH1WPKeibdfTOGvpmDX2zjt5ZQ99c5+rllhIPRYGkWrVqqXbt2nr11VezrNu9e7e+/PJLRUdHS7oSzHx9fbVr1y6ncWfOnNEff/yh0NDQHI9Tv3599ejRQ6+88ooOHTqUr+cAAAAAFEQEutvQqVOndPbs2Txt8+yzz+qHH37Q6NGjtWfPHiUnJ2vVqlUaOHCgoqOjFRkZKenKtbzdunXT1KlT9eWXX+rQoUP6/vvvNXToUNWuXdvpnrnsjBgxQjabTbNmzbJ8fgAAAACu4JLL29CwYcNUvnz5PIWm6tWra/ny5Zo7d64GDRqkc+fOqXLlyho5cqRjdi7T2LFjVaxYMU2fPl1//fWXihUrphYtWuiJJ57IdXq4aNGiGjVqlJ5++mlt3bpVTZs2tXSOAAAAAAh0t6UlS5Y4Ps988Mm1hg0blmVZcHCwnnvuuVz37+XlpaFDh2ro0KE5jmncuHGOx46Ojs4SEgEAAADkHZdcAgAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABjKy90FAK6q4JeulMHpstls7i7FGKmpqUpISFBoaCh9AwAAuA0xQwcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACG8nJ3AYCrktN8FDHfR9Ild5diEB9JdaXPpX9C3+xj+E8OAABAfmKGDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQ3m5uwC437hx47Rq1aoc1y9evFiNGzdWZGSk7Ha7Nm/eLA8Pjzwd4+TJk5o0aZK2bNmiEiVKaMSIEXrwwQdvtHQAAACgQCPQQRMmTNDo0aMlSWvXrlVcXJxWrFjhWF+sWDHt3LlT58+f1/nz5xUfH6+77rorT8cYP368zp8/r/fee08//vijnn76af3rX/9SnTp18vVcAAAAgIKEQAcFBAQoICDA8bmnp6cCAwOdxnzyySeKiIjQxYsXtXr1aqdAt2jRIv3f//2fYmJismwnSX/++ac+//xzbdq0SRUqVFD16tW1a9cu/e9//yPQAQAAADeAe+iQq4yMDH322WeKiIhQy5YttW7dOqWmpjrWh4WFaevWrYqMjNTEiRO1f/9+p+1//PFH3XHHHapQoYJjWYMGDbRz585bdg4AAADA7YhAh1zFx8fr2LFjatmypVq2bKnz589r/fr1jvX169fXihUrFBcXp//7v/9Tx44dNWTIEEdgO3bsmMqUKeO0z1KlSuno0aO39DwAAACA2w2XXCJXH3/8sUJCQhQcHCxJqlevnlatWqXOnTs7jWvYsKEaNmyoAwcO6Mknn1T37t21fft2paWlycfHx2msj4+P0tPTb9Up4B/i6pndf7K0tDSnf+Ea+mYdvbOGvllD36yjd9bQt7yz2+0uP4SQQIfrSk9P14YNG/Twww87lrVp00bPPfecDh8+rHLlyjmWX758WevXr1dcXJz27dunfv36yc/PT4ULF84S3tLT0+Xr63vLzgP/DAkJCe4uIU+SkpLcXYKR6Jt19M4a+mYNfbOO3llD3/Lm2gmRnBDocF1ff/21Tp8+rddee00LFiyQdOUvBna7XR9++KEGDRqklJQUrVixQosWLVJ6erp69eqluLg4x4NWgoKCdPz4caf9Hj9+PNsHqOD2Fhoa6u4SXJKWlqakpCRVqlRJfn5+7i7HGPTNOnpnDX2zhr5ZR++soW95l5iY6PJYAh2ua+3atapcubLmzJnjtHzatGlavXq1Bg0apLffflsfffSRBgwYoH//+99Z/ppQr149HTp0SH/99ZfKli0rSdqxY4fq1at3q04D/xA2m83dJeSJn5+fcTX/E9A36+idNfTNGvpmHb2zhr65Li/v+UygQ47S0tK0efNmDR06VNWrV3da17NnTz3++OPauXOnoqOjNXjwYBUqlP0zdoKDg9WsWTM98cQTmjBhgvbs2aOPP/5YS5cuvRWnAQAAANy2eMolcrR582ZdvHgxy8NPJKl169YKDAzUqlWrFBQUlGOYyzR79mwVKVJE3bp104IFCzRz5kzegw4AAAC4QczQwUlUVJSioqIkSe3bt1f79u2zHeft7a0tW7a4vN9SpUo57sEDAAAAkD+YoQMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwlJe7CwBcVcEvXSmD02Wz2dxdijFSU1OVkJCg0NBQ+gYAAHAbYoYOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADOXl7gIAVyWn+Shivo+kS+4uxSA+kupKn0vSJdnH8CMPAABwO2GGDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDpD2O12tWjRQi+//HK261977TW1a9dOkhQTE6OQkBDHR82aNRUZGak5c+bo4sWLkqSVK1c6jalVq5buvfdeTZ8+XefOnXO5rhMnTujhhx9WWFiYxo4de92x6enp6tChg+Lj413ePwAAAICcebm7ALjGw8ND7dq10/r16zVy5Mgs6z/99FN16NDB8bpfv37q16+fJCkjI0M///yzRo8eLU9PTw0dOlSSVLZsWa1YsULSlbCVmJioGTNm6LffftN///tfFSqUe95fs2aNkpKStHr1apUoUSLHcRcuXNDo0aP1+++/5+m8AQAAAOSMGTqDdOjQQfv371diYqLT8v3792vv3r3q2LGjY5nNZlNgYKACAwMVFBSkyMhIdezYURs2bHCM8fT0dIwpX768mjdvrgULFmjHjh1O467n3LlzqlSpkqpUqaKSJUtmOyYxMVHdunXTn3/+aeGsAQAAAOSEQGeQmjVrqnLlylq/fr3T8k8//VR169ZVcHDwdbf38vKSt7f3dcdUrlxZERERLgW62NhYxcbG6vvvv1dISEiOl1Ju27ZNjRs31nvvvZfrPgEAAAC4jksuDdO+fXutX79egwcPdiz77LPPFB0dneM2ly9f1o4dO/TRRx85LsO8nqpVq+qHH37IdVy/fv2UmpqqnTt3KjY2VsWKFct2XI8ePXLdF26N1NRUd5dghLS0NKd/4Rr6Zh29s4a+WUPfrKN31tC3vLPb7fLw8HBpLIHOMB07dlRsbKwOHjyo4OBg7du3T/v27XM8ECXT66+/rri4OElX7l/z9PRUhw4d9Mgjj+R6DH9/f6WkpOQ6rkiRIrLZbPL29lZgYKC1E8ItlZCQ4O4SjJKUlOTuEoxE36yjd9bQN2vom3X0zhr6ljc+Pj4ujSPQGaZixYqqXbu21q9fr0ceeUSffvqpmjRpotKlSzuN6969u2JiYiRJ3t7eKl26tMvfFCkpKfL3989zbYcPH1b79u0drzt27Khp06bleT+4eUJDQ91dghHS0tKUlJSkSpUqyc/Pz93lGIO+WUfvrKFv1tA36+idNfQt7659Zsb1EOgM1LFjR3322WeOQPfoo49mGVOsWDFVrFjR0v737t2ratWq5Xm7MmXKaPXq1Y7XVkIhbi6bzebuEozi5+dHzyygb9bRO2vomzX0zTp6Zw19c52rl1tKPBTFSA888ID27Nmj7du36+DBg7rvvvvybd9JSUnavn272rZtm+dtvby8VLFiRcdHqVKl8q0uAAAAAFkxQ2eAU6dOydPTUwEBAZKkoKAgNWjQQNOnT1eLFi0sz4RdvnxZx44dkyRdvHhRv/zyi5577jk1adJELVu2zLf6AQAAANwcBDoDDBs2TOXLl9esWbMcyzp06KCJEydqyJAhlvf7119/qVmzZpKkwoULq1y5curYsWO2l3ACAAAA+Och0BlgyZIlWZZ169ZN3bp1c3n8taKiohQVFXXDtQ0bNixP4/fu3XvDxwQAAABwBffQAQAAAIChmKFDjmbMmKEVK1bkuH7AgAEaOHDgLawIAAAAwNUIdMjRoEGD9PDDD+e4vlixYrewGgAAAADXItAhRyVLllTJkiXdXQYAAACAHHAPHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACG4m0LYIwKfulKGZwum83m7lKMkZqaqoSEBIWGhtI3AACA2xAzdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoL3cXALgqOc1HEfN9JF1ydyn/WPYx/EgDAAAUJMzQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQHeb69Gjh0aPHp3tujVr1qhhw4YaNWqUQkJCHB+hoaG6++67NX36dJ07d06SFB8f7zSmZs2aatq0qZ588kkdP37c5XouXLigwYMHq06dOoqJicmXcwQAAAAKKi93F4Cbq3379nr55ZeVnp4uHx8fp3Wffvqp2rRpo8uXL+uBBx7QhAkTJEkZGRk6cOCARo8erZSUFD377LOObbZs2SJJunTpkg4ePKjZs2erd+/eWr58uWw2W671fP311/r666+1bNkylSlTJh/PFAAAACh4mKG7zT3wwANKS0vTt99+67T83Llz2rJlizp06CBJ8vX1VWBgoAIDAxUUFKRGjRopJiZGGzZscNouc8wdd9yhRo0aaeHChTp27Jjeffddl+o5e/asSpcurdq1axPoAAAAgBtEoLvNlSxZUk2aNNH69eudlm/cuFHFixdX48aNc9zW09NT3t7eue6/devWWYJfdlauXKlx48bp8OHDCgkJ0cqVK107CQAAAADZ4pLLAqBDhw6aNWuWpk2bJk9PT0nSZ599pnbt2qlQoayZPiMjQ7/++qveeecdtWrVKtf9V61aVRs3bsx1XLt27XT27FnFxcVpxYoVCggIyPvJ4LpSU1OdXqelpTn9C9fQN2vom3X0zhr6Zg19s47eWUPf8s5ut8vDw8OlsQS6AqB169aaNGmSvv/+e9111106e/astmzZoqFDhzrGfPTRR1q3bp0k6eLFi8rIyFCLFi30xBNP5Lr/gIAApaSk5DrO19dXAQEB8vT0VGBgoPUTQo4SEhKyXZ6UlHRrC7lN0Ddr6Jt19M4a+mYNfbOO3llD3/Lm2udf5IRAVwD4+/urRYsWWr9+ve666y5t3LhRFSpUUO3atR1jIiMjNWbMGEmSl5eXSpUqJV9fX5f2f+7cOfn7+9+U2pE3oaGhTq/T0tKUlJSkSpUqyc/Pz01VmYe+WUPfrKN31tA3a+ibdfTOGvqWd4mJiS6PJdAVEB07dtQzzzyjiRMn6tNPP3U8DCVTkSJFVLFiRUv73rt3r6pVq5YfZeIG5fSkUT8/P5eeQgpn9M0a+mYdvbOGvllD36yjd9bQN9e5ermlxENRCozmzZsrNTVV3333nb799tssgc6qU6dOaePGjWrbtm2+7A8AAACA65ihKyB8fHx033336bnnnlP16tVVqVIlS/s5duyYpCvvQ5eUlKTnn39ed9xxh6Kjo/OxWgAAAACuINAVIB06dNDKlSs1fvx4y/to1qyZJMnb21tly5ZVy5YtNWjQIBUuXDi/ygQAAADgIgJdAXL33Xdr7969WZbPmjUr120bN26c7bZ5FRUVpaioqBveDwAAAADuoQMAAAAAYzFDh3zz9ttv69VXX81xfceOHTVt2rRbWBEAAABweyPQId906dJFkZGROa7nveoAAACA/EWgQ74pWrSoihYt6u4yAAAAgAKDe+gAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBRvWwBjVPBLV8rgdNlsNneXAgAAAPwjMEMHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhvJydwGAq5LTfBQx30fSJXeXcsvYx/AjCgAAgJwxQwcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAJdATBu3DiFhITk+BEfHy9JioyMVMuWLWW32/N8jH379qlfv36qX7++IiMjtWDBAmVkZDjW//LLL4qOjlbdunXVpUsX/fTTT/l2fgAAAEBBRaArACZMmKAtW7Zoy5Yteuqpp1S2bFnH6y1btig8PFw7d+7U+fPndfr0aUfAc1VaWpoee+wxBQUFacWKFZo8ebIWLVqkZcuWSZJSU1P12GOPKSIiQitXrlR4eLgGDBig1NTUm3G6AAAAQIFBoCsAAgICFBgYqMDAQAUEBMjT09PxOjAwUD4+Pvrkk08UERGhxo0ba/Xq1U7bL1q0SC+99JKOHTuW7f6///57nT59WlOnTlXlypXVvHlz9enTRx999JEkae3atSpcuLCefPJJValSRRMmTFCRIkX02Wef3exTBwAAAG5rBDooIyNDn332mSIiItSyZUutW7fOafYsLCxMW7duVWRkpCZOnKj9+/c7bR8aGqp58+bJx8fHafm5c+ckST/++KMaNGggDw8PSZKHh4fq16+vXbt23dwTAwAAAG5zXu4uAO4XHx+vY8eOqWXLlvL19dXkyZO1fv16de7cWZJUv359rVixQt9//73efvttdezYUS1atNCjjz6q8PBwx0xfpvPnz+v9999Xy5YtJUnHjh1T1apVnY5ZqlQp/f7777fsHE11o5elpqWlOf0L19A3a+ibdfTOGvpmDX2zjt5ZQ9/yzm63OyZDckOggz7++GOFhIQoODhYklSvXj2tWrXKEegyNWzYUA0bNtSBAwf05JNPqnv37tq+fbsCAgIcYzIyMjRu3DilpKRowIABkq788F47e+fj46P09PSbe2K3gYSEhHzZT1JSUr7sp6Chb9bQN+vonTX0zRr6Zh29s4a+5c21vz/nhEBXwKWnp2vDhg16+OGHHcvatGmj5557TocPH1a5cuUcyy9fvqz169crLi7O8VRLPz8/x/pLly5p7Nix+uKLLxQXF+eYtStcuHCW8Jaeni5fX9+bfHbmCw0NvaHt09LSlJSUpEqVKjl9rXB99M0a+mYdvbOGvllD36yjd9bQt7xLTEx0eSyBroD7+uuvdfr0ab322mtasGCBpCtTvHa7XR9++KEGDRqklJQUrVixQosWLVJ6erp69eqluLg4p5m5ixcvauTIkfrmm2+0cOFC1a9f37EuKChIx48fdzru8ePHVaZMmVtzkgaz2Wz5sh8/P79821dBQt+soW/W0Ttr6Js19M06emcNfXOdq5dbSgS6Am/t2rWqXLmy5syZ47R82rRpWr16tQYNGqS3335bH330kQYMGKB///vf2U7/Tpo0Sd98843eeOMNRUREOK2rW7eu3njjDce1wHa7XT/88IMGDhx4U88NAAAAuN3xlMsCLC0tTZs3b1bXrl1VvXp1p4+ePXsqKSlJO3fuVHR0tD799FM99NBD2Ya5b775RitXrtS4ceNUsWJFHTt2TMeOHdOJEyckSW3bttWZM2c0Y8YMJSYmasaMGUpLS9MDDzxwq08ZAAAAuK0Q6AqwzZs36+LFi1kefiJJrVu3VmBgoFatWqWgoCAVKpTzt8q6deskXZmla9asmeOja9eukiR/f3+9/vrr2rFjh6KiovTjjz9q4cKFTLkDAAAAN4hLLguYqKgoRUVFSZLat2+v9u3bZzvO29tbW7ZscWmf06ZN07Rp0647pk6dOlq1alXeigUAAABwXczQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKC93FwC4qoJfulIGp8tms7m7FAAAAOAfgRk6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMJSXuwsAXJWc5qOI+T6SLrm7lBtiH8OPHQAAAPIHM3QAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQFWDjxo1TSEhIjh/x8fHZbrdy5UpFRkZaPu6BAwf04IMPKiwsTK+88orl/QAAAAAFnZe7C4D7TJgwQaNHj5YkrV27VnFxcVqxYoVjfbFixbLdrl27dmrRooXl4y5dulSS9Mknn+R4DAAAAAC5I9AVYAEBAQoICHB87unpqcDAwFy38/X1la+vr+Xjnjt3TjVq1NCdd95peR8AAAAAuOQSOdixY4f+85//qG7duqpXr5769++vv//+W5LzJZfx8fGKjIzU5MmT1aBBAy1cuPC6+x03bpxWrlyp1atXKyQkRMnJyTf9XAAAAIDbFTN0yOLs2bMaMGCA+vTpo9mzZ+vvv//WU089pYULF+rpp5/OMv7QoUNKT0/XypUr5e3tfd19T5gwQefPn3d8XrJkyZtyDv9kqampt+xYaWlpTv/CNfTNGvpmHb2zhr5ZQ9+so3fW0Le8s9vt8vDwcGksgQ5ZnD9/XoMHD1bfvn3l4eGh4OBgtWnTRrt3785xm0cffVQVK1bMdd8BAQGOyzVdubzzduL7927d+eF/FP6GNG3aNFWtWvWWHTspKemWHet2Qt+soW/W0Ttr6Js19M06emcNfcsbHx8fl8YR6JBFYGCgOnfurP/+979KSEhQYmKi9u7dq/r16+e4TYUKFW5hhWY6X6aOfuv/s1IGp9+yY6alpSkpKUmVKlWSn5/fLTuu6eibNfTNOnpnDX2zhr5ZR++soW95l5iY6PJYAh2yOHr0qLp06aJatWqpadOm6tatm7744gv9+OOPOW5TuHDhW1ih2Ww22y0/pp+fn1uOazr6Zg19s47eWUPfrKFv1tE7a+ib61y93FIi0CEbGzZsULFixfT66687li1ZskR2u92NVQEAAAC4Fk+5RBbFixfX4cOH9e233+rgwYNauHCh1q9fr/T0W3epIAAAAIDcMUOHLB544AF9//33Gj58uDw8PBQWFqaxY8cqNjaWUAcAAAD8gxDoIEmKiopSVFSUJMnT01NTp07V1KlTncb06dMny9jGjRtr7969eTrWrFmzbrxgAAAAAFxyCQAAAACmYoYO+WrIkCHaunVrjuunTp2qTp063cKKAAAAgNsXgQ75avLkyUpLS8txfalSpW5hNQAAAMDtjUCHfFWmTBl3lwAAAAAUGNxDBwAAAACGshzofv31V40fP17du3fX0aNH9c477yg+Pj4/awMAAAAAXIelQPfTTz+pW7duSk5O1k8//aT09HQlJCTokUce0ZdffpnfNQIAAAAAsmEp0L3wwgvq27evlixZIm9vb0nS9OnT1bNnT8XGxuZrgQAAAACA7FmeoevcuXOW5T179tS+fftutCYAAAAAgAssBTpvb2+dO3cuy/IjR47Iz8/vhosCAAAAAOTOUqBr3bq1XnnlFZ05c8axbN++fZoxY4ZatGiRX7UBAAAAAK7D0vvQjR07Vo8++qjuuusuZWRkKCoqSufOnVONGjX05JNP5neNgCSpgl+6Ugany2azubsUAAAA4B/BUqDz8PDQu+++q2+//Va//PKLMjIyVL16dd1zzz0qVIi3tgMAAACAW8FSoOvcubNeeeUVNWnSRE2aNMnvmgAAAAAALrA0nZaWliZfX9/8rgUAAAAAkAeWZuh69eqlYcOGqWfPnrrzzjuzhLuGDRvmS3EAAAAAgJxZCnQvvfSSJOmZZ57Jss7Dw0MJCQk3VhUAAAAAIFeWAt2mTZvyuw4AAAAAQB5ZCnTly5fP7zoAAAAAAHlk+R6661m8eLGlYgAAAAAArsuXGbpLly7pwIED+u2339S7d+98KQwAAAAAcH2WAt2zzz6b7fJ58+bpr7/+uqGCAAAAAACusfQ+dDl58MEH9emnn+bnLgEAAAAAOcjXQLdz5055enrm5y4BAAAAADnIt4einDt3Tnv37lWPHj1uuCgAAAAAQO4sBbpy5crJw8PDaZm3t7cefvhhderUKV8KAwAAAABcn6VAN3z4cJUtW1aFCjlfsXnp0iX98ssvqlOnTr4UBwAAAADImaV76Fq1aqVTp05lWZ6cnKyYmJgbrQkAAAAA4AKXZ+jeeecdxcXFSZLsdru6dOmSZYbuzJkzKleuXP5WCAAAAADIlsuBLioqSidPnpTdbte8efPUtm1bFSlSxGlMkSJF1KZNm3wvEgAAAACQlcuBzs/PT0OHDpUkeXh46JFHHpGfn99NKwwAAAAAcH2WHooydOhQXbp0SUePHtXly5clXbkMMz09XXv27OFJlwAAAABwC1gKdFu2bNHYsWN14sSJLOt8fX0JdAAAAABwC1h6yuVLL72kmjVr6vXXX5evr6/mzp2rp556Sv7+/nr++efzu0YAAAAAQDYszdAlJiZq5syZqlGjhkJDQ2Wz2RQTEyObzaa33npLrVu3zu86AQAAAADXsDRD5+npqYCAAElSxYoV9dtvv0mS7rrrLu3bty//qgMAAAAA5MhSoKtWrZo2b94sSapcubJ27NghSfrrr7/yrzIAAAAAwHVZuuTyscce0/Dhw+Xt7a0OHTooNjZWjz32mPbu3au77rorv2sEAAAAAGTD0gxd69attXz5ctWrV0933HGH3nzzTXl6eqpVq1aaNm1aftcIAAAAAMiGpRk6SapVq5YkKT09XY0aNVKjRo3yrSgAAAAAQO4szdBJ0rJlyxQZGal69erp4MGDmjJliubPn5+ftQEAAAAArsNSoPvoo4/04osv6t///re8vb0lXXk4yoIFCxQXF5evBQIAAAAAsmcp0MXFxWnChAkaNmyYChW6sotevXpp0qRJeu+99/K1QAAAAABA9iwFuj/++EMRERFZljdu3FhHjhy54aIAAAAAALmzFOhKly6tP/74I8vynTt3qkyZMjdcFAAAAAAgd5aecvnQQw9p2rRpGj9+vCRp//792rJli1555RX17t07XwsEMiWn+Shivo+kS+4uJc/sYyw/UBYAAADIkaXfMvv376+zZ89q1KhRunDhggYMGCAvLy91795dAwcOzO8aAQAAAADZcDnQzZ49W0OHDpXNZpMkjRo1SoMGDVJiYqLsdrsqV64sf3//m1YoAAAAAMCZy/fQvf3220pLS3NaNmLECAUFBalOnTqEOQAAAAC4xVwOdHa7Pcuy77//XhcuXMjXggAAAAAArrH0lEsAAAAAgPsR6AAAAADAUHkKdB4eHjerDgAAAABAHuXpbQumT5+uwoULO15fvHhRzz//vIoUKeI07tlnn82f6gAAAAAAOXI50DVs2FDHjh1zWhYeHq6TJ0/q5MmT+V4YAAAAAOD6XA50S5YsuZl1AAAAAADyiIeiXIfdblf37t0VFRWljIwMp3UXL15Uu3btNGrUKElSTEyMQkJCsv1YuXKl07apqamqV6+eevTokeWY8fHxWbavXbu2IiMjFRsbm2Vcq1atsq195MiRCgkJUXx8vGNZenq65s+fr/vvv19hYWFq2bKlpk+frhMnTjhtGxISotGjR2fZ58qVKxUZGSlJGjduXI7nm3ncq8dfKzIyMktfAAAAAORNnu6hK2g8PDw0efJkdenSRR988IGio6Md65YuXapjx45p8eLFjmX9+vVTv379suwnICDA6fXmzZsVGBioH374QQcPHlRwcHCWbbZs2eL4PC0tTZs2bdJzzz2n4OBgde7c2bHu6NGj+u2331S9enXHsvT0dH399ddO+7t06ZIGDBig5ORkjRkzRrVr19bBgwc1d+5cRUdH63//+5+CgoIc4z/++GN17dpVTZo0ybY3EyZMcIS+tWvXKi4uTitWrHCsL1asmA4dOpTttgAAAADyBzN0uQgNDVWPHj300ksv6ezZs5Kk48ePa+7cuRo9erRKly7tGGuz2RQYGJjlw9fX12mfH3/8sVq3bq3q1atr9erV2R736u3vvPNO9e3bV02aNNGGDRucxkVERGjz5s1Oy7799ltVrVrVadnSpUuVkJCg//3vf7r//vtVvnx53XXXXYqLi1Px4sU1Y8YMp/Hly5fXtGnTlJ6enm19AQEBjvoCAgLk6enpVLOPj0/OTQUAAACQLwh0LhgxYoQKFSqk+fPnS5JefPFFVatWTQ899FCe93X69Glt2bJFERERatmypVavXi273e7Stj4+PvL09HRa1qpVqyyBbtOmTWrdurXTsuXLlysqKkqBgYFZ9vnYY49p48aNTg+3efzxx3X06FG99dZbeTk9AAAAALcQgc4FAQEBeuKJJ7R06VJt3rxZH3/8saZNm2bpffnWr18vT09PNW3aVK1atVJycrK2b99+3W0uX76sdevW6ZtvvlHbtm2d1kVGRmrPnj06fvy4JCkjI0ObN292CnSpqanat2+fwsLCst1/gwYNdPnyZf3888+OZUFBQRo+fLgWLFiggwcP5vk8AQAAANx83EPnos6dO2v58uUaNmyY+vXr53TPWqbXX39dcXFxWZbv3LnT8fknn3yipk2bys/PT2FhYSpbtqxWrVqlhg0bOm0THh7u+PzChQsqV66cxo8fr3bt2jmNK1++vEJCQvT5558rOjpau3btUvHixVWpUiXHmLNnz8put6tYsWLZnlvRokUlSadOnXJaHhMTo5UrV2rGjBlasGBB9o3JxeHDh53OJVNaWpql/ZkqNTXVLcfN7HNB6/eNom/W0Dfr6J019M0a+mYdvbOGvuWd3W53efKIQJcHjz32mB577DENGTIk2/Xdu3dXTExMjtsfO3ZM27Zt0zPPPCPpykNX7rvvPq1cuVITJ06Un5+fY2zmvXX79u3T5MmT1apVK/Xs2TPb/bZq1UqbNm1SdHS0Nm7cmOVyy8wgd+37CGb6+++/JUnFixd3Wu7p6akpU6aoR48e2rhxY47ndT1lypTJ9i0vrten21FCQoJbj5+UlOTW45uKvllD36yjd9bQN2vom3X0zhr6ljeuPpOCQJcHmQ83ufYhJ5mKFSumihUr5rj9p59+qsuXL2vixImaOHGipCvpOyMjQxs2bFCnTp0cYzP3U7FiRRUvXlw9e/ZU2bJl1bdv3yz7bdWqld58803H0zBfeumlLHVXr15dP//8sx588MEs2//000/y9PRUzZo1s6yrX7++unTpohkzZujRRx/N8dxy4uXllW1PvLwK1rdeaGioW46blpampKQkVapUyekPBrg++mYNfbOO3llD36yhb9bRO2voW94lJia6PLZg/VbtZmvXrlWTJk301FNPOS0fMmSIVq9e7RTorla/fn316NFDr7zyitq0aaPy5cs7ra9Zs6ZKliypd955RxcvXlStWrWy7KN79+564YUX9Mgjjzi9PcGlS5f02muvqXXr1ipZsmS2xx8zZozatm3LA1JugM1mc+vx/fz83F6DieibNfTNOnpnDX2zhr5ZR++soW+uy8uzOngoSg5OnTrleJsCV6WmpurYsWNZPs6dO6fk5GTt3LlT3bt3V/Xq1Z0+HnroIX377bc6evRojvseMWKEbDabZs2ale36yMhIzZ8/P8c3Gv/Pf/6jhg0bKiYmRhs2bNDhw4e1fft29e/fX2fPntWECRNyPHaJEiU0ZswY3lcOAAAA+Ich0OVg2LBhWd6bLTdxcXFq1qxZlo9nn31Wa9euVYkSJRQZGZllu6ioKHl5eenDDz/Mcd9FixbVqFGjtH79em3dujXL+latWiklJSXL/XOZMt92oVu3bnrllVfUtm1bjRkzRlWqVNGKFSucZu2y07Vr12wfbgIAAADAfTzsrr4JGuBGe/bs0f7TUufv3HMv2o2yj3HP1c2pqalKSEhQaGgolzjkAX2zhr5ZR++soW/W0Dfr6J019C3v9uzZI0k5vu3Y1ZihAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADCUl7sLAFxVwS9dKYPTZbPZ3F0KAAAA8I/ADB0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYikAHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCgCHQAAAAAYysvdBQCuSk7zUcR8H0mX3F2K7GP40QEAAID7MUMHAAAAAIYi0AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKAIdAAAAABiKQAcAAAAAhiLQAQAAAIChCHQAAAAAYCijA93FixcVGxurVq1aqXbt2mrRooWeffZZnTt3Tm+++aZatWrlNP7vv/9WSEiIYmJinJZv375dNWrU0KlTpxzLVq9erejoaIWHh6tZs2YaO3asjhw54nJt48aNU0hISLYfly5dUnx8fI7rly9fLkm6cOGCnnrqKUVERKhZs2aKi4vLU3+2bt2qDh06qG7duurVq5cOHjyY6zZ2u139+vXTypUrnZb/97//zVLnc889l6d6JOnpp59WbGxsnrcDAAAAkJWXuwu4ES+88IK2bt2q6dOnKzg4WAcPHtSMGTN04MABDRw4UM8//7xOnDihkiVLSpLi4+NVpkwZ7dq1SxcuXFDhwoUlSbt27VJISIiKFy8uSXr22We1evVqjRkzRo0aNdKpU6c0Z84cPfzww1q+fLljf7l54IEHNGHChCzLvbz+f9u3bNmSZX1AQIAkafbs2frpp5+0aNEiHT58WGPHjlW5cuXUtm3bXI99+PBhDRkyRMOGDdM999yjefPmafDgwVqzZo08PDyy3SYjI0MzZszQN998ow4dOjitS0xMVI8ePTR48GDHMj8/v1zruNobb7yh5cuXa+jQoXnaDgAAAED2jJ6hW7VqlUaMGKEmTZqoQoUKatKkiaZMmaLPP/9cQUFB8vPz0549exzj4+Pj1blzZ/n7++uHH35wLN+1a5caNmwo6cps3aJFizRv3jxFR0erYsWKqlu3rubNm6dLly5p0aJFLtfn6+urwMDALB9Xy269r6+vUlNTtXz5ck2YMEG1atXSfffdp0cffVTvvPOOS8devny5ateurX79+qlatWp69tlndejQIW3bti3b8UePHlXv3r21efNmFS1aNMv6ffv2qUaNGk51+vv7u1TLuXPnNHz4cL3xxhu64447XNoGAAAAQO6MDnQeHh767rvvlJGR4VgWHh6uTz75RKVLl1bdunWzBLrGjRurYcOG+u677xzLd+3apUaNGkm6cqllnTp1FBER4XQsPz8/vfbaa+rZs+dNPqsrfv31V126dEnh4eGOZQ0aNNCPP/7odL45+fHHH53Owc/PT7Vq1dKuXbuyHf/zzz/rjjvu0AcffOCYIbza/v37ValSpTyfhyQlJyfrwoULWrlypYKDgy3tAwAAAEBWRl9y2atXL7366qvauHGjmjdvrqZNm6pZs2aqWrWqJCkiIkK7d++WJB05ckRHjhxR/fr1lZSUpI8//liSdOjQIR0/ftwxQ/frr7+qbt262R6vZs2at+Csrjh27JhKlCghHx8fx7LSpUvrwoULOnXqVK6XfR47dkxlypRxWlaqVCn99ddf2Y6PjIxUZGRktuuOHz+uU6dOadWqVRo/frwKFy6srl27ql+/fjlevnm1GjVq6PXXX891nElSU1PdXYJL0tLSnP6Fa+ibNfTNOnpnDX2zhr5ZR++soW95Z7fbXfo9WzI80A0ZMkTBwcH63//+p/fff1/vvvuuihQpogkTJqhLly6KiIjQ//73P0lXZudq164tm82mRo0aadasWUpNTdWPP/6oatWqqUSJEpKks2fPunwpYW4++ugjrVu3zmnZnDlzdO+99zpeXz0DJ0mtW7fW888/r7S0NKcwJ8nxOj09Pddj57S9K9tea//+/ZKuBMLXXntNCQkJmj59ujw9PdWnT5887+92kJCQ4O4S8iQpKcndJRiJvllD36yjd9bQN2vom3X0zhr6ljfX/i6fE6MDnSR16tRJnTp10smTJ7VlyxYtXbpUEyZMUEhIiOrVq6ezZ8/q4MGDjsstJalatWoKCAjQ7t27tXPnTsfsnCQVL15cZ86cyZfaIiMjNWbMGKdl186arV692um1zWaTJBUuXDhL+Mp87evrm+uxc9o+u/vjctOoUSN99913jtAbEhKiEydOaNmyZQU20IWGhrq7BJekpaUpKSlJlSpVyvNDbAoy+mYNfbOO3llD36yhb9bRO2voW94lJia6PNbYQPfrr79q9erVGjdunCSpRIkS6tixo+6//361adNG3333nWrXrq1atWrpp59+0rZt2zRt2jRJV+69a9iwoXbt2qXdu3c7hZLM8dlZtGiRjh8/rtGjR7tUY5EiRVSxYsXrjslpfVBQkE6ePKlLly45nop57Ngx+fr6uhTKgoKCdPz4cadlx48ftxxEMsNcpipVqujo0aOW9nU7yAzepvDz8zOu5n8C+mYNfbOO3llD36yhb9bRO2vom+tcvdxSMvihKJcvX9bbb7+tX375xWm5j4+PfH19HfeYNWjQQFu2bNHRo0dVv359x7hGjRrp559/1i+//OJ4IIokdezYUbt379aOHTuc9puSkqJFixbp8uXLN/Gs/r/Q0FB5eXk5PcRkx44dCgsLU6FCuX/Z6tat63QOaWlp+uWXX3K8P/B6li9frvvvv192u92xLCEhQZUrV87zvgAAAADkH2MDXa1atdSiRQsNHjxYH330kZKTk7Vr1y5NnjxZ6enpatOmjSSpYcOGWrt2rcLCwpymeBs1aqSvv/5awcHBKlWqlGN5eHi4oqOjNXjwYK1YsUJ//vmntm3bpv79+6tQoULq37//LTk/Pz8/de7cWVOmTNHu3bu1ceNGxcXFqVevXi5t36VLF/3www9auHChfv/9d40fP14VKlRwXHaakpKiEydOuLSvpk2b6tixY3ruued04MABffLJJ3rjjTf06KOPWj4/AAAAADfO2EsuJemVV17RggULNHfuXB0+fFg2m03NmjXT0qVLHQ82qV+/vs6fP+80CydduY/Oz8/P6f65TFOnTlWVKlW0aNEiTZ8+XUWLFtXdd9+tl19+OculhzfT+PHjNWXKFPXu3Vv+/v4aNmyYI6jmpkKFCoqNjdXMmTM1b948hYeHa968eY7p27i4OK1atUqbN2/OdV/ly5fXwoUL9fzzz2vZsmUqVaqUxowZo3bt2t3Q+QEAAAC4MR72q6+jA/6h9uzZo/2npc7f/TMeRmIfY8bfQlJTU5WQkKDQ0FCuWc8D+mYNfbOO3llD36yhb9bRO2voW95lvpd2WFhYrmONveQSAAAAAAo6M6YZ/mGGDBmirVu35rh+6tSp6tSp0007/ttvv61XX301x/UdO3Z0PNHzZnN3LwAAAICCjEBnweTJk6/7TvdXP2TlZujSpYsiIyNzXJ9fb4zuCnf3AgAAACjICHQWXPvm4Lda0aJFLb1B+M3g7l4AAAAABRn30AEAAACAoQh0AAAAAGAoAh0AAAAAGIpABwAAAACGItABAAAAgKEIdAAAAABgKN62AMao4JeulMHpstls7i4FAAAA+Edghg4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6AAAAADAUAQ6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAM5eXuAgBXJaf5KGK+j6RLt+yY9jH8iAAAAOCfixk6AAAAADAUgQ4AAAAADEWgAwAAAABDEegAAAAAwFAEOgAAAAAwFIEOAAAAAAxFoAMAAAAAQxHoAAAAAMBQBDoAAAAAMBSBDgAAAAAMRaADAAAAAEMR6G4hu92u7t27KyoqShkZGU7rLl68qHbt2mnUqFGSpJiYGIWEhGT7sXLlSqdtU1NTVa9ePfXo0SPLMePj47NsX7t2bUVGRio2NtYxLjk52WlMaGioGjdurMGDByspKSnLfpOSkjRq1Cg1btxY9erVU1RUlFasWOFY/3//93+KiIjQs88+m2XbP//8U2FhYXr33Xfz1D8AAAAAzrzcXUBB4uHhocmTJ6tLly764IMPFB0d7Vi3dOlSHTt2TIsXL3Ys69evn/r165dlPwEBAU6vN2/erMDAQP3www86ePCggoODs2yzZcsWx+dpaWnatGmTnnvuOQUHB6tz586OdcuXL9cdd9yhy5cv6+jRo4qNjdXDDz+slStXqkyZMpKkhIQE9erVS/fcc4/eeOMNFS9eXPHx8Xr++ee1e/duTZs2TaVKldKIESP03HPPqVu3bqpSpYrjGDNnzlStWrX00EMP5b2JAAAAAByYobvFQkND1aNHD7300ks6e/asJOn48eOaO3euRo8erdKlSzvG2mw2BQYGZvnw9fV12ufHH3+s1q1bq3r16lq9enW2x716+zvvvFN9+/ZVkyZNtGHDBqdxJUuWVGBgoMqWLau6detq3rx5stlsev311x1jxo0bp+bNm+ull15SnTp1dOeddyo6Olpvvvmmli9fri+++EKS1KNHD1WtWlUzZ850bPvll19qy5YtmjZtmjw8PG6klQAAAECBR6BzgxEjRqhQoUKaP3++JOnFF19UtWrVLM1YnT59Wlu2bFFERIRatmyp1atXy263/7/27j0+5/rx//hzNmPL2hpzZg61GWYbMzmFDUUoIqIpU0oaH4dKGDnlkHycvr5OiUp9IzPHPjmVosxHTiOH0GQdNGEfszHs+v3ht+vjcm1c1xvb3jzut9t1a9f7/Xq/36/r2VTP3ofLoW3d3d3l6up60zHFihXTU089ZS1++/bt06FDh/Tqq6/ajQ0ODlazZs20dOlSSZKrq6tGjRqlbdu26euvv9aVK1c0YcIE9erVSwEBAU5+UgAAAAA34pLLAuDl5aU33nhDcXFxql+/vtasWaPly5cbOmO1fv16ubq6qlGjRvLz89OcOXO0c+dO1a9fP89trl69qo0bN2rbtm2aPHnyLY/x8MMP69SpU0pPT9f+/fvl6elpcwnl9erWrWtz2WhYWJg6deqkqVOn6tdff9WVK1fUr18/pz9nQcnIyCjoKdyWzMxMm7/CMeRmDLkZR3bGkJsx5GYc2RlDbs6zWCwOdwMKXQF5+umntWzZMsXGxiomJibXM1Zz587VwoUL7Zbv3r3b+vPatWvVqFEjeXh4KDg4WGXLltWKFSvsCl1YWJj150uXLql8+fJ6++231bZt21vONeeevQsXLigtLU1eXl55/oJ5e3vr3LlzNsuGDBmiJ554QpMnT9acOXPsLhktzA4ePFjQU7gjcnuwDW6N3IwhN+PIzhhyM4bcjCM7Y8jNOe7u7g6No9AVoD59+qhPnz55nrHq1q2boqOj89w+NTVVO3bs0NixYyVde+hKq1atFB8fr7i4OHl4eFjH5txbd+zYMY0aNUpRUVHq0aOHQ/NMT0+XJD3wwAPy9vbWmTNnlJ2drSJF7K/Y/euvv+Tj42OzzNfXV126dNGOHTvUtGlTh45ZWAQFBRX0FG5LZmamkpOTVaVKFZvfB9wcuRlDbsaRnTHkZgy5GUd2xpCb844ePerwWApdAco5U5XXGStvb2/5+/vnuf2XX36pq1evKi4uTnFxcZKunZ7Nzs7Whg0b1KFDB+vYnP34+/vLx8dHPXr0UNmyZdWrV69bzvPw4cMqX768SpQooZCQEF2+fFlHjhxRjRo17Mbu379fwcHBuX5WM52Zy+Hp6VnQU7gjPDw87pnPkp/IzRhyM47sjCE3Y8jNOLIzhtwc58ytWDwUxcTWrVunhg0bKiEhwfpauXKlKleunOfTLqVr97l1795d06ZN02+//XbTY2RlZWnVqlV64oknJEm1atVS7dq1NWPGDLux+/bt05YtW2y+jgEAAADA3UOhyyfnzp2zfk2BozIyMpSammr3Sk9PV0pKinbv3q1u3bopICDA5tW1a1f98MMPOnXqVJ77HjBggDw9PTVx4kSb5WfOnFFqaqpOnTql3bt369VXX1VmZqZefvll65gJEyZo165dGjx4sJKSkpSSkqIVK1bo1VdfVZcuXRQZGelcOAAAAAAM4ZLLfBIbG6sKFSrYFaibWbhwYa4PRencubP8/f310EMP5VqeOnXqpOnTp2vlypUKCQnJdd8PPvigBg0apBEjRuj7779X5cqVJcl6ds3V1VWlS5dWw4YNNWbMGPn6+lq3DQgI0LJlyzRr1iz17dtX6enpqlatmgYOHMjZOQAAACAfUejyyccff2y3rEGDBjp8+LDD42/Up0+fXJf7+voqKSnJ+j6vY3Tp0sWmgOU1LjeVKlXSpEmTHB4fGxvr8FgAAAAAjuGSSwAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJiUW0FPAHBURY8sXXgtS56engU9FQAAAKBQ4AwdAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJiUW0FPAHBUSqa7wme7S7py2/uyDOFXHwAAAObHGToAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQncPe/LJJzVr1iybZXPnzlVgYKDi4+Ntlg8fPlyvvfaaJCkyMlKBgYG5vhITEyVJQ4cOzXPMzJkzJUkzZ85UdHS0zXGysrL04osvqnnz5vr999/v1kcHAAAA7gtuBT0B3D316tVTUlKSzbLExESVLl1aiYmJ6tSpk3X5nj171KVLF+v7YcOGqW3btnb79Pb2tv7cpk0bDR8+3G6Mp6dnrvPJzs7Wm2++qSNHjmjJkiUqX768058JAAAAwH9R6O5h4eHhmjhxovV9VlaWdu3apX/84x9atGiRdfn58+d17NgxRUREWJd5eXnJz8/vpvsvXrz4Lcdcb/z48dq6das+/vhjVa1a1fEPAgAAACBXXHJ5D6tfv77+/vtv/fbbb5Kkffv2ycvLS88884z++usvnThxQpK0d+9eeXl5qUaNGndtLrNnz9by5cs1d+5cBQUF3bXjAAAAAPcTztDdw8qVK6cKFSpo3759qlChghITExUREWEtb4mJifL399eePXtUr149FSlyd/r9smXLNH36dPXv31/16tW7K8dwVkZGRkFPIV9kZmba/BWOITdjyM04sjOG3IwhN+PIzhhyc57FYpGLi4tDYyl097jw8HDt27dPbdq0UWJiotq1aydJatCggRITE/Xss89qz549atSokc12o0aN0tixY22WlS9fXmvXrrW+X716tb766iu7Y65du9Z6f9zPP/+s0aNHq169elqyZImee+45+fr63umP6bSDBw8W9BTyVXJyckFPwZTIzRhyM47sjCE3Y8jNOLIzhtyc4+7u7tA4Ct09Ljw8XKtWrVJWVpb27NmjMWPGSJIiIiI0ZswYWSwW7du3TwMGDLDZrn///mrdurXNMjc321+XyMhIDRkyxO6YpUuXtv589uxZjRs3Tm3atFHbtm01duxY/fOf/7xTH8+w++Wyz8zMTCUnJ6tKlSry8PAo6OmYBrkZQ27GkZ0x5GYMuRlHdsaQm/OOHj3q8FgK3T0uPDxcEyZM0O7du+Xj46MqVapYl586dUqJiYm6evWqatasabNdyZIl5e/vf9N9P/DAA7ccU7duXevTM0eOHKl+/fqpTZs2dmUxv+X1JM57lYeHx333me8EcjOG3IwjO2PIzRhyM47sjCE3xzl6uaXEQ1HuedWqVZOHh4dWr15t9xTLGjVqaNmyZapXr55cXV3vyvGvP6vXsmVLPf7443rnnXd05syZu3I8AAAA4H5CobsHnTt3TufPn7e+Dw8P19q1a9WgQQObcQ0aNNCmTZtUv359u32cP39eqampdq/rHyZy8eLFXMekpaXlObcRI0YoKyvL7v48AAAAAM6j0N2DYmNjNX78eOv7evXqKSMjw+YMnXTtPrrMzEy75ZL07rvvqkmTJnav67+/7ssvv8x1zI33412vdOnSeuONN7Ru3TqtX7/+9j8sAAAAcB/jHrp70Mcff2zz/oUXXtALL7xgN65FixY6fPiw3fLNmzff8hgTJ060+dLy3MTGxua6vGvXruratestjwEAAADg5jhDBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJNyK+gJAI6q6JGlC69lydPTs6CnAgAAABQKnKEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJNyK+gJAI5KyXRX+Gx3SVccGm8Zwq83AAAA7m2coQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodHeAxWJRt27d1KlTJ2VnZ9usu3z5stq2batBgwZJkqKjoxUYGJjrKz4+3mbbjIwMhYaGqnv37nbHTExMtNu+du3aioyM1MyZMyVJ+/btU2BgoH7//XebbR9//HEFBwfr0qVLNvOsU6eONm7cmOu+c16RkZHWbfIaExgYqJSUFElSZGSk3ef66aefVLduXb399tuyWCzOxg0AAADg/3Mr6AncC1xcXDRq1Cg988wzWr58ubp06WJd98knnyg1NVUfffSRdVlMTIxiYmLs9uPl5WXzfvPmzfLz89OuXbt08uRJVapUyW6brVu3Wn/OzMzUpk2bNGnSJFWqVEnt2rWTp6en9u3bp/Lly0uSTp06pd9++00lSpTQ7t279eijj0qSDh48qKysLIWHh+vw4cN2+87h6upq837mzJkKCwuzG+fr62sflKRff/1VL7/8spo0aaJx48bJxcUl13EAAAAAbo0zdHdIUFCQunfvrqlTp+r8+fOSpNOnT2vWrFkaPHiwSpUqZR3r6ekpPz8/u1fx4sVt9rlmzRq1bNlSAQEBSkhIyPW4129fuXJl9erVSw0bNtSGDRvk5uam0NBQ7du3zzo+MTFRtWvXVkREhBITE63L9+zZo4CAAPn4+OS675zXjUXN29s713E3Fr+cPHr37q0aNWpoypQpuY4BAAAA4DgK3R00YMAAFSlSRLNnz5Ykvf/++3rkkUfUtWtXp/eVlpamrVu3Kjw8XC1atFBCQoLDlye6u7tby1J4eLiSkpKs6xITExUREaGIiAht377dunzv3r2KiIhwep6OSk9P18svv6ySJUtq1qxZcnd3v2vHAgAAAO4XXHJ5B3l5eemNN95QXFyc6tevrzVr1mj58uWGLitcv369XF1d1ahRI/n5+WnOnDnauXOn6tevn+c2V69e1caNG7Vt2zZNnjxZ0rVC98EHHyg7O1tFihRRYmKi3nnnHZUuXVoTJ05URkaGPD09tXv3bg0dOtTwZ7+Zy5cv6/XXX9ehQ4e0ceNGeXh43JXj3CgjIyNfjlOYZWZm2vwVjiE3Y8jNOLIzhtyMITfjyM4YcnOexWJxuENQ6O6wp59+WsuWLVNsbKxiYmIUEBBgN2bu3LlauHCh3fLdu3dbf167dq0aNWokDw8PBQcHq2zZslqxYoVdobv+/rVLly6pfPnyevvtt9W2bVtJUmhoqLKysnTs2DE98MAD+vPPP1W3bl15eHjIy8tLu3btUo0aNfT7778rPDw8z33neOWVV/Tqq69a37/88st2l07Wq1dPCxYssL6fMWOGSpQoYT07N2HChFyzu9MOHjyYL8cxg+Tk5IKegimRmzHkZhzZGUNuxpCbcWRnDLk5x9Er2ih0d0GfPn3Up08f9evXL9f13bp1U3R0dJ7bp6amaseOHRo7dqykaw9dadWqleLj4xUXF2dzhivn3rpjx45p1KhRioqKUo8ePazrixUrptq1a2vfvn0qUqSIateuLU9PT0lS/fr1tWvXLl28eFEPP/yw3f1xud235+3tbfN+3LhxCgkJsVl2472Abm5uWrhwofbv36/+/furTZs2euyxx/L8/HdKUFDQXT9GYZeZmank5GRVqVIl386M3gvIzRhyM47sjCE3Y8jNOLIzhtycd/ToUYfHUujugpxCc2OxyeHt7S1/f/88t//yyy919epVxcXFKS4uTtK1067Z2dnasGGDOnToYB2bsx9/f3/5+PioR48eKlu2rHr16mUdU79+fe3fv18XL15UgwYNrMsjIiK0efNmXb58OddLOW82xxxlypS55bjXX39dFSpUUIUKFdSyZUvFxcVpzZo1dk/1vNNyiiskDw8P8jCA3IwhN+PIzhhyM4bcjCM7Y8jNcc7cssVDUQqhdevWqWHDhkpISLC+Vq5cqcqVK+f5tEtJqlu3rrp3765p06bpt99+sy4PDw/XwYMHtXfvXrtCd+TIEe3Zs+euPhDl+ksyR44cqfT09Hy77BIAAAC4l3GG7jadO3dOrq6uTp1tysjIUGpqqt1yDw8PnTt3Trt379b06dPt7r/r2rWr3n//fZ06dSrPfQ8YMEDr1q3TxIkTrV8wXrduXR0+fFhXrlyxuS/ukUce0dWrV5WUlJTrGbrc5ihJJUuWVJEi1/5fQFpaWq7jHnzwQRUrVsxueZkyZTR48GCNHj1aTzzxRL5cegkAAADcqyh0tyk2NlYVKlTQxIkTHd5m4cKFuT4UpXPnzvL399dDDz2kyMhIu/WdOnXS9OnTtXLlSrv71nI8+OCDGjRokEaMGKHvv/9ejRo1kpeXl/z9/eXh4WFz3bKLi4vq16+vn3/+2eZ78nI0adIk12Ns2bJFZcuWlXTt8+dm8uTJeuqpp3Jd99xzz2n16tX5duklAAAAcK9ysTj65WZAAUpKStLxNOnp7Y4/6MQyhP9fkZGRoYMHDyooKIhr1p1AbsaQm3FkZwy5GUNuxpGdMeTmvJzvkQ4ODr7lWO6hAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgEm5FfQEAEdV9MjShdey5OnpWdBTAQAAAAoFztABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApNwKegKAo1Iy3RU+213SlZuOswzh1xoAAAD3B87QAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKRMUegCAwNtXkFBQWrYsKHeeOMN/ec//7GOi4yMtBub80pMTLSOy87O1uLFi9WhQweFhISoRYsWGjdunM6dO2dzXIvFoiVLlqh9+/YKDg5WkyZNNHToUJ08edJmXHR0tN3x6tatq549e+rIkSPWcUOHDrUZExwcrLZt22rx4sWyWCw24+rXr6+///471yxyPsvMmTMVHR2dZ2Y543KOO2vWLLtx6enpql27tiIjIyVJKSkpdlk3adJE7733nq5cuXLTz5zzio+Pt87vxnUhISFq37691q9fn+u8AQAAADjOraAn4KiZM2cqLCxMknTlyhXt379fI0aM0IQJEzRhwgTruGHDhqlt27Z223t7e1t/HjBggA4cOKAhQ4YoODhYv//+uyZNmqSXXnpJS5YsUbFixaz72rJliwYPHqwGDRro9OnTWrBggbp06aLFixcrMDDQus+YmBjFxMRIulYET548qfHjx+v111/Xv/71LxUpcq07t2nTRsOHD5ckZWRkaPv27Zo4caL+85//KDY21rq///znP5o0aZImT558R/IrWrSoNm/erNdff91m+TfffGNT1HIsW7ZM5cqV09WrV/XLL79o6NCh8vb2Vp8+fXL9zNfz8vKy/hwWFqaZM2da3589e1bz58/XoEGDtHbtWvn7+9+JjwcAAADcl0xxhk66Vsj8/Pzk5+encuXKqVWrVnrxxRe1ceNGm3FeXl7Wcde/3N3dJUmrVq3S119/rUWLFqlt27aqVKmSGjRooHnz5uno0aNauXKlJGnjxo1as2aNFi9erGeeeUYVK1ZUaGioZs6cqbp162rYsGE2x/X09LQeq3Tp0qpXr56GDx+uEydO2JylK168uHWcv7+/unbtqmHDhmnu3Lk6deqUdVyFChW0cuVK7dix447kV69ePf300082x8j5nKGhoXbjfX195efnp7Jly6phw4bq0aOHvvzyyzw/8/Wv4sWLW8cULVrUZl1AQIDGjx8vNzc3ffPNN3fkswEAAAD3K9MUuty4u7vL1dXVqW1WrFihVq1aqXLlyjbLS5UqpcWLF6t169aSpKVLlyoyMlKPPPKIzTgXFxe99tpr2r9/vw4ePHjL+Um65Rw7dOigokWL6ttvv7Uui4iIUKtWrTR69GhdvnzZ4c+Xl3LlyqlmzZravHmzdVlWVpa2bt1qvdzyZjw8PG57DjlcXV3l5uYmNzfTnCAGAAAACiXTFrqDBw9qyZIlevzxx53a7tChQwoODs51XUhIiHx8fCRJ+/fvz3NcrVq15OHhoX379uV5nL/++kvTpk3TI488omrVqt10TsWKFVPFihV19OhRm+XDhw/X77//rg8//PCm2zsqMjLSptD98MMPevjhh1WqVKmbbvfHH39o2bJl6tChw23PISMjQzNmzFBWVpaaNWt22/sDAAAA7memOUXy8ssvW890Xb58WQ888IDatWunN954w2bcqFGjNHbsWJtl5cuX19q1ayVJ58+ft7nHKy9paWk2991dz8XFRSVKlLB5iMrcuXO1cOFCSdLVq1clSY0aNdLcuXMdOotYokQJXbhwwWZZuXLl1K9fP82aNUvt2rVT+fLlb7mfm2nZsqXmzp2rjIwMeXp6auPGjWrVqlWuY9u1aycXFxdlZ2fr4sWL8vf311NPPWUz5vrPfL3du3dbf965c6f13keLxaJLly6pZs2amj9/vipWrHhbnycvGRkZd2W/ZpSZmWnzVziG3IwhN+PIzhhyM4bcjCM7Y8jNeRaLRS4uLg6NNU2hGzdunEJCQnTmzBlNmjRJRYsW1cCBA23u15Kk/v37Wy+bzHH9pX0+Pj5KS0u75fG8vb2Vmpqa67orV67ozJkz1rN5ktStWzdFR0crKytLixcv1vfff6+BAweqQoUKDn2+9PR0lShRwm75iy++qJUrV2rcuHGaPXu23efKzs622yZn2Y2XNNaoUUN+fn7aunWrWrZsqc2bN+uzzz7Tzp077fYxb948lSlTRtnZ2Tp9+rT+93//V927d9eqVausl5LmfOabqV27tqZMmaLs7Gx99913mjFjhnr16qUGDRrcPJDbcKtLYe9HycnJBT0FUyI3Y8jNOLIzhtyMITfjyM4YcnNOzn9z34ppCl2ZMmXk7+8vf39/zZkzR+3bt9cbb7yh//3f/7UZV7JkyZs+ObFWrVo6cOBAruumTp2qkiVL6oUXXlCdOnXyHHfw4EFdvXrV5pJMb29v63HHjh2rl19+Wa+88opWr159yzOCly5dUnJysl588UW7dW5ubho1apSef/55ff311zbrHnzwQZ0/f95um5yvcnjwwQft1uVcdlmqVCn5+vqqcuXKuRa68uXLW8+gVa1aVf7+/mratKm2bdumFi1a2H3mvBQvXtw6pmrVqrp48aLeeustVapUSSEhITfd1qigoKC7sl8zyszMVHJysqpUqXJH74O815GbMeRmHNkZQ27GkJtxZGcMuTnvxluxbsY0he56Pj4+GjFihPr3769169bl+jUFeenQoYP1u+QqVapkXX7q1CktWbJEgwYNkiR17dpVffv21YEDB1SrVi2bfcyaNUu1atVSzZo1cz2Gi4uLxowZoyeffFLvv/++3nnnnZvOafXq1XJxcbEWpRuFh4erY8eOdpeSBgYG6vjx43aXh+7du1ceHh6qUqWK3b6ioqI0aNAgPfTQQ3lebpmbnO/Jy7mc1KjevXtr3bp1GjFihBISEpx+qI0jPD097/g+zc7Dw4NcDCA3Y8jNOLIzhtyMITfjyM4YcnOco5dbSoX4oSjnzp3L9exTjscff1yNGzfW5MmTba7HPX/+vFJTU+1eOfdVtW3bVhEREXrhhRf05Zdf6uTJk9qyZYt69+6t6tWrq3PnzpKkFi1a6Nlnn1WfPn20YsUKpaSkKCkpSYMGDdKePXtsvvsuN+XLl9crr7yizz//3OYSwIsXL1rndOLECX3yySd699131bdvX/n6+ua5vzfeeMPuHru6desqICBAAwYM0N69e3Xy5EmtX79eo0eP1vPPP6+iRYva7ad+/fq6evWqPv/885sWujNnzljn+fPPP2vMmDF66KGH9Oijj1rHZGRk5Jp1enp6nvt1dXVVXFycjhw5ok8//TTPcQAAAABurdCeoYuNjVWFChU0ceLEPMcMHz5cTz31lObMmaOBAwdKkt599129++67dmMHDBig1157TS4uLpo9e7bmzZunadOm6Y8//lCpUqXUsmVL9evXz/ql4pI0ZswYBQcH66OPPtLo0aNVokQJNWnSRF988YXN2b28xMTEaPny5Ro7dqy1vHz55ZfW73MrUaKEqlatqhEjRqhTp0433Zevr68GDRqkkSNHWpcVKVJECxYs0Hvvvad+/fopLS1NZcuWVdeuXfXyyy/nuh83Nzc99thj2rVr100vTezSpYv15xIlSqhevXpauHChzX1+CxcuzPWhKJ07d9b48ePz3He9evXUoUMHzZgxQ08++eRNiywAAACAvLlYcq6lAwqxpKQkHU+Tnt5+6/vjLEMK7f+nyHcZGRk6ePCggoKCuMTBCeRmDLkZR3bGkJsx5GYc2RlDbs5LSkqSpDy/Ru16hfaSSwAAAADAzVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFJuBT0BwFEVPbJ04bUseXp6FvRUAAAAgEKBM3QAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFJuBT0BwFEpme4Kn+0u6UqeYyxD+JUGAADA/YMzdAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADCpQlPo0tPTNX78eD322GOqXbu2WrdurVmzZikrK0uSNHr0aPXs2dNmm927dyswMFBDhw61Wb5y5UpFREQoOztbkpSdna3FixerQ4cOCgkJUYsWLTRu3DidO3fO4flFR0crMDDQ7vXYY49JkuLj43NdHxgYqO+//16SdPbsWcXGxiosLEyRkZFauXKlUxmtWbNGLVu2VEhIiPr166czZ87ccpusrCy1a9dOiYmJNsvHjRtnN89PPvnEqflYLBbFxMQoPj7e4W1WrVql6Ohop44DAAAAIHduBT2BHEOHDtW5c+c0bdo0lS5dWocOHdKYMWN09uxZxcXFKTw8XKtWrVJ2draKFLnWQxMTE1W6dGm7srJnzx6Fh4dbxw0YMEAHDhzQkCFDFBwcrN9//12TJk3SSy+9pCVLlqhYsWIOzTEmJkYxMTE2y1xdXa0/ly1bVl988YXddt7e3pKkt99+WxcvXtTnn3+uvXv3asSIEapatarq1Klzy2Pv27dPw4cP1+jRo1WjRg2NHz9eb7/9tubOnZvnNpcuXdLgwYP1888/2607duyYBg8erI4dO1qXlShR4pbzyJGdna3x48dr27ZtateunUPbbN++XSNHjlRwcLDDxwEAAACQt0JR6M6fP6+NGzdqxYoVCgoKkiRVrFhRFy5c0MiRIzV8+HCFh4crPT1dx48f18MPPyzpWqF74YUXNHXqVJ08eVKVKlWSdK3QPfXUU5KunRH6+uuvtW7dOlWuXFmSVKlSJc2bN08tW7bUypUr9eyzzzo0T09PT/n5+eW53tXVNc/1v/76q77++mtt2rRJFStWVEBAgPbs2aNPP/3UoUL3ySefqE2bNnr66aclSZMnT1aLFi1sPvf1jh49qsGDB8tiseS6v2PHjql37943/Tx5OXXqlIYMGaKUlBQ9+OCDDm0za9YszZ07V1WqVHH6eAAAAAByVyguuXRxcZGLi4v10sQcrVu31ooVK+Ti4qIyZcqoUqVKSkpKknTtUsJdu3YpKipKNWrU0Pbt2yVJmZmZOnLkiOrXry9JWrFihVq1amUtczlKlSqlxYsXq3Xr1vnwCaW9e/eqXLlyqlixonVZvXr1tHv3boe3Dw8Pt74vV66cypcvr7179+Y6fseOHWrQoIE+//xzu3Xp6ek6deqU4XJ14MABlStXTsuXL5eXl5dD22zbtk0ffPBBvuUNAAAA3A8KRaErUaKEOnbsqMmTJ+uJJ57QhAkTtGXLFrm6uqpatWpycXGRJIWHh2vfvn2Srl2C+OCDD6pq1apq0KCBtdAlJSXJw8PDeqbv0KFDeV7iFxISIh8fn7v/ASWlpqaqdOnSNstKliypU6dOObT9X3/9lev2f/75Z67ju3fvrmHDhsnDw8Nu3bFjx+Ti4qI5c+boscceU4cOHbRixQoHP4kUGRmpyZMny9fX1+FtPvvsM0VERDg8HgAAAMCtFYpLLqVrD+kICgrS8uXLtWjRIi1atEilSpXS+PHj1bx5c0nXCt1nn30m6dr9WDkFISIiQiNHjpRkf//c+fPnHT6LdCtz587VwoULbZZ98cUXql69uiTp999/V1hYmM36nj17auDAgcrMzJS7u7vNOnd3d+tDX27l4sWLt7X99Y4fPy4XFxdVq1ZNzz//vP79738rLi5OJUqUUKtWrZzeX2GSkZFR0FMoVDIzM23+CseQmzHkZhzZGUNuxpCbcWRnDLk5z2KxWE9q3UqhKXRFihRRdHS0oqOjderUKX377bf68MMP1b9/f23YsEFlypRReHi43nnnHWVlZSkxMVHt27eXdK3o/f333zp58qT27NljvdxSknx8fJSWlnZH5titWze7JzSWK1fO+nPp0qX18ccf26zPucesWLFiduUrKytLxYsXd+jYeW2f2xm4W3n66afVokUL69nJGjVqKDk5WZ999tltF7qRI0dq9erV1vdr165V+fLlb2ufzjh48GC+HctMkpOTC3oKpkRuxpCbcWRnDLkZQ27GkZ0x5OacG0/m5KVQFLrExETt2rVLffv2lSSVKVNGXbp0UatWrdSsWTPt2rVLbdq0UZUqVeTj46OkpCTt3btXY8eOlSR5eXmpRo0a2rNnj/bt26dXX33Vuu9atWrpwIEDuR536tSpKlmypF544QWH5unt7S1/f/8817u5ueW5vkyZMjp9+rTNstOnTzv8UJLb3f56Li4udpeaVqtWzXrZ6u0YMGCAevfubX1/42Wid1vOpba4JjMzU8nJyapSpYqh8n+/IjdjyM04sjOG3IwhN+PIzhhyc97Ro0cdHlsoCl1aWppmz56tzp072xQUT09Pubq62tyrVa9ePa1YsUI+Pj42D/Vo0KCBvvnmG2VkZKhWrVrW5R06dNDQoUPtngZ56tQpLVmyRIMGDbq7H+7/Cw0N1W+//aY///xTZcuWlST9+OOPCg0NdWj7kJAQ/fjjj+rUqZMk6Y8//tAff/yhkJAQp+cyffp07d69W4sWLbIuO3TokKpVq+b0vm5UsmRJlSxZ8rb3Y5Snp2eBHbsw8/DwIBsDyM0YcjOO7IwhN2PIzTiyM4bcHOfo5ZZSAT8U5dy5czp//rxatGih6tWrq1evXtq8ebNSUlK0c+dODR48WFWrVrW5hLJ+/fpau3at3QM2IiIitGnTJtWrV8/mu+Hatm2riIgIvfDCC/ryyy918uRJbdmyRb1791b16tXVuXPnfPmslSpVUpMmTfTGG2/o0KFDWrZsmdasWaMePXo4tP1zzz2nlStXatmyZTp06JDefPNNNW/e3FpSz58/7/AXpbdo0UL//ve/9cEHH+jXX3/Vp59+qoSEBLvv2AMAAABQuBXoGbrY2FhVqFBBEydO1KJFizRjxgyNHTtWqamp8vb2VsuWLTV27FjrA06ka/fLZWRkqEGDBjb7Cg8PV1ZWlk35k66129mzZ2vevHmaNm2a/vjjD5UqVUotW7ZUv379HP5S8Tth8uTJGj58uJ599ln5+fnp3Xffdeg76CQpLCxMY8aM0YwZM5SWlqbGjRtbLzmVpPHjx+u3336zu4cvN3Xq1NH06dM1Y8YMTZ8+XRUqVND7779v90AXAAAAAIWbiyWvb54GCpGkpCQdT5Oe3n7ze+QsQwrFVcSFRkZGhg4ePKigoCAucXACuRlDbsaRnTHkZgy5GUd2xpCb83K+ezuvr1+7XqH4HjoAAAAAgPM4nSGpU6dO+uWXX/JcP3/+fIWHh9+1448fP15ffPFFnutfeeUVmyd33k0FnQUAAAAAx1HoJM2aNUuXL1/Oc32ZMmXu6vH79u2r559/Ps/13t7ed/X41yvoLAAAAAA4jkIn5esXX+fG19fX5qsZClJBZwEAAADAcdxDBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgU30MH06jokaULr2XJ09OzoKcCAAAAFAqcoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk3Ir6AkAjkrJdFf4bHdJV6zLLEP4FQYAAMD9izN0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIWuEEtPT9f48eP12GOPqXbt2mrdurVmzZqlrKws65jo6GgFBgbm+oqPj7fZX0ZGhkJDQ9W9e/dcj3fixAnFxsaqfv36CgkJ0TPPPKM1a9bYjUtOTtagQYPUoEEDhYaGqlOnTvriiy9sxsTHxyswMFDbtm2z2z46OlozZ840EgkAAACA67gV9ASQt6FDh+rcuXOaNm2aSpcurUOHDmnMmDE6e/as4uLirONiYmIUExNjt72Xl5fN+82bN8vPz0+7du3SyZMnValSJeu6zMxM9ezZUy1atNCSJUtUrFgxbd26VW+99ZaKFi2qxx9/XJJ08OBB9ezZU02bNtX8+fPl4+OjxMREvffee9q3b5/GjBljc8wxY8Zo9erVcnd3v5PRAAAAABCFrtA6f/68Nm7cqBUrVigoKEiSVLFiRV24cEEjR47U8OHDVaTItROsnp6e8vPzu+U+16xZo5YtW2rbtm1KSEhQbGysdd3333+vjIwMvfPOO9Zl/v7++umnn7R06VJroRs6dKiaNWumKVOmWMdVrlxZNWrU0LPPPqvIyEg1b95ckuTt7a3Tp09r3rx5ev311283EgAAAAA34JLLQsrFxUUuLi76/vvvbZa3bt1aK1askIuLi1P7S0tL09atWxUeHq4WLVooISFBFovFur5IkSK6cOGC9uzZY7Pd4MGDNW7cOEnSvn37dOjQIb366qt2+w8ODlazZs20dOlS67ISJUpowIABmjdvnn799Ven5gsAAADg1jhDV0iVKFFCHTt21OTJk7Vs2TI1a9ZMjRo1UsOGDVWtWjWn97d+/Xq5urqqUaNG8vPz05w5c7Rz507Vr19fktSoUSNVrVpV3bp1U1hYmBo3bqymTZsqJCTEuo/9+/fL09NT1atXz/UYdevW1UcffWSzrEePHlqxYoXGjBmjBQsWOD3vW8nIyLjj+7yXZGZm2vwVjiE3Y8jNOLIzhtyMITfjyM4YcnOexWJx+AQOha4QGzdunIKCgrR8+XItWrRIixYtUqlSpTR+/HjrZY2SNHfuXC1cuNBu+927d1t/Xrt2rRo1aiQPDw8FBwerbNmyWrFihbXQFStWTJ9++qnmzJmjf/3rX5o5c6ZmzpypmjVr6p///KeqVKmitLQ0eXl55fnL5e3trXPnztksc3V11TvvvKNu3brpX//6l5544onbD+Y6Bw8evKP7u1clJycX9BRMidyMITfjyM4YcjOG3IwjO2PIzTmOPoOCQleIFSlSRNHR0YqOjtapU6f07bff6sMPP1T//v21YcMGlSlTRpLUrVs3RUdH57mf1NRU7dixQ2PHjpV07XLOVq1aKT4+XnFxcfLw8JB0rZC99dZbeuutt3TkyBFt2rTJerxVq1bJ29tbZ86cUXZ2tvX+vev99ddf8vHxsVseEhKiLl26aMKECWratOkdSOa/cu4vRO4yMzOVnJysKlWqWP8+49bIzRhyM47sjCE3Y8jNOLIzhtycd/ToUYfHUugKqcTERO3atUt9+/aVJJUpU0ZdunRRq1at1KxZM+3atUtt2rSRdK2I+fv757mvL7/8UlevXlVcXJz16ZgWi0XZ2dnasGGDOnTooKVLl6pEiRJq27atJCkgIEABAQGqVauWXn75ZZ05c0YhISG6fPmyjhw5oho1atgdZ//+/QoODs51DoMHD9aGDRvu+NcVeHp63tH93as8PDzIygByM4bcjCM7Y8jNGHIzjuyMITfHOfO8DB6KUkilpaVp9uzZSk1NtVnu6ekpV1dX+fr6OryvdevWqWHDhkpISLC+Vq5cqcqVKyshIUGSdOTIEc2fP1/Z2dk22z744INyd3dXiRIlVKtWLdWuXVszZsywO8a+ffu0ZcsWdenSJdc5eHt7680339THH3/MA1IAAACAO4RCV8icO3dO58+fV4sWLVS9enX16tVLmzdvVkpKinbu3KnBgweratWq1nvfpGsPBklNTbV7paenKyUlRbt371a3bt2sZ91yXl27dtUPP/ygU6dOqWfPnjp58qRef/11/fjjjzp58qS+/vprxcXFqUePHtZreCdMmKBdu3Zp8ODBSkpKUkpKilasWKFXX31VXbp0UWRkZJ6frWPHjgoNDdWff/5513MEAAAA7gdcclnIxMbGqkKFCpo4caIWLVqkGTNmaOzYsUpNTZW3t7datmypsWPH2tzDtnDhwlwfitK5c2f5+/vroYceyrVoderUSdOnT9fKlSvVp08fffbZZ5o+fbpef/11nT9/XuXLl1fnzp3Vu3dv6zYBAQFatmyZZs2apb59+yo9PV3VqlXTwIED8zw7d7133nlHHTt2NJgOAAAAgOu5WK7/MjKgkEpKStLxNOnp7bYPQbEM4f9J3ExGRoYOHjyooKAgrll3ArkZQ27GkZ0x5GYMuRlHdsaQm/OSkpIkKc/nU1yPSy4BAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUm4FPQHAURU9snThtSx5enoW9FQAAACAQoEzdAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoSuEIiMjFRgYqMDAQNWoUUNhYWHq1q2bvvvuO7uxiYmJCgwM1LRp06zLvvvuOwUGBmrTpk1241etWqXatWvryJEj1mPk9oqMjJQkDR06VEOHDpUkpaSkKDAwUKGhobp06ZLdvqdMmaLAwEDFx8dLkmbOnJnn/nP2CQAAAMA4t4KeAHI3bNgwtW3bVtnZ2UpLS1NCQoJeeeUVLViwQI0aNbKOW7t2rSpXrqxVq1ZpwIABcnFxUdOmTdW6dWtNnDhRTZs2lbu7uyTpwoULeu+999SrVy8FBARo69at1v3ExsYqLCxMMTExkiRXV9c853blyhV9//33atGihc3yjRs3ysXFxWZZWFiYZs6cabeP4sWLOx8KAAAAABucoSukvLy85OfnpzJlyiggIEBvvvmmnnzySU2YMME65vLly/rqq6/Ut29f/fHHH9qxY4d13bBhw3T69GktXLjQumz27NkqVqyY+vXrJ0ny8/OzvooWLSpPT0/re19f3zznFh4ers2bN9ssO3bsmC5cuKBy5crZLC9atKjNcXJeXl5et5UPAAAAAAqdqXTt2lVHjhzRiRMnJEnbtm3T+fPnFRUVpZCQECUkJFjHlitXTn379tXcuXOVmpqqEydOaPHixRo1atRtnx2LiorS119/LYvFYl22ceNGtWzZ0u4MHQAAAIC7h0suTaR69eqSpKNHj8rf319r165V3bp15e3traioKM2ePVtxcXHy9PSUJL344otasWKFZs2apTNnzqh169Zq2rTpbc+jUaNGev/995WUlKQ6depIkjZs2KCBAwdqy5Ytt73/m8nMzLyr+7/X5ORFbs4hN2PIzTiyM4bcjCE348jOGHJznsVicfhECYXORHIuU7xw4YIuXryoTZs2qX///pKk1q1ba8qUKVq/fr2efvppSZK7u7tGjhyp3r17q0SJElq3bt0dmUexYsXUuHFjbdq0SXXq1NGpU6f066+/KiIiwm7szp07FRYWZrd8/vz5Cg8Pd/rYycnJRqZ83yM3Y8jNGHIzjuyMITdjyM04sjOG3JyT8xyMW6HQmUh6erokqUSJEvr666914cIFRUVFSZL8/f0VEBCghIQEa6GTpIYNG6pWrVqKiIhQqVKl7thcoqKi9OGHH2rgwIHauHGjmjVrpqJFi9qNq127tqZMmWK3vEyZMoaOW6VKFXl4eBja9n6UmZmp5ORkcnMSuRlDbsaRnTHkZgy5GUd2xpCb844ePerwWAqdiRw+fFiS9Mgjj2jSpEmSpMcff9y6Pjs7W0ePHtUff/xh83CS4sWL3/GnSjZv3lwjRoxQSkqKNm3apG7duuU6rnjx4vL3979jx/Xw8LBeUgrHkZsx5GYMuRlHdsaQmzHkZhzZGUNujnPmuRQ8FMVEli9frlq1aumhhx7St99+qz59+ighIcH6+uijjyRJK1euvOtz8fX1VVhYmFavXq19+/bdkXvzAAAAADiHM3SF1Pnz55WamiqLxaKzZ8/qiy++0Lp167Rw4UJt2LBBV69eVc+ePeXn52ezXdOmTbVixQq9+uqrd32OUVFRmjVrlh599NE8T59fvnxZqampdstdXV1v+tUIAAAAAG6NQldIvfvuu3r33Xfl4uIiX19f1axZU4sWLVJ4eLh69+6txx57zK7MSdJzzz2nV199VXv27FFoaOhdnWNUVJQmTZqkli1b5jlm9+7datKkid3yypUra8OGDXdzegAAAMA9j0JXCN34pd03+uCDD/Jc16JFC+u9djk+/vjjWx4zrzETJ060/lyxYkWbffv7+9sd6/q5x8bGKjY29pbHBgAAAGAM99ABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotCZUEpKigIDAxUaGqpLly7ZrZ8yZYoCAwMVHx9vXWaxWLRkyRK1b99ewcHBatKkiYYOHaqTJ0/abBsZGannnntOFovFZnliYqICAwMlSTNnzlRgYGCer/j4eJvxN4qOjtbMmTNvNwYAAADgvkehM7ErV67o+++/t1u+ceNGubi42CwbNmyY/ud//kcvvviivvzyS82aNUvp6enq0qWLDh8+bDN2165dWr58eZ7HjYmJ0datW7V161ZrMct5v3XrVrVt2/YOfDoAAAAAt0KhM7Hw8HBt3rzZZtmxY8d04cIFlStXzrps48aNWrNmjRYvXqxnnnlGFStWVGhoqGbOnKm6detq2LBhNvuoUKGCpkyZonPnzuV63AceeEB+fn7y8/OTt7e3JFnf+/n5qXjx4nf2gwIAAADIFYXOxKKiovT111/bXB65ceNGtWzZ0uYM3dKlSxUZGalHHnnEZnsXFxe99tpr2r9/vw4ePGhd3rt3bxUvXlxTpky5+x8CAAAAgGFuBT0BGNeoUSO9//77SkpKUp06dSRJGzZs0MCBA7VlyxbruP379ysmJibXfdSqVUseHh7at2+fgoKCJEkeHh4aPny4YmNj9cwzzygsLOzufxgHZWZmFvQUTCUnL3JzDrkZQ27GkZ0x5GYMuRlHdsaQm/MsFovdLVR5odCZWLFixdS4cWNt2rRJderU0alTp/Trr78qIiLCZlxaWpr10sgbubi4qESJEnaXV7Zq1UrNmjXTO++8Y/NwFWflVgYvXrxoN0dHJScnG57L/YzcjCE3Y8jNOLIzhtyMITfjyM4YcnOOu7u7Q+ModCYXFRWlDz/8UAMHDtTGjRvVrFkzFS1a1GaMt7e3UlNTc93+ypUrOnPmjHx8fOzWjRgxQu3atdPHH39sPXvnrISEBLtlQ4YMMbQvSapSpYo8PDwMb3+/yczMVHJyMrk5idyMITfjyM4YcjOG3IwjO2PIzXlHjx51eCyFzuSaN2+uESNGKCUlRZs2bVK3bt3sxtSpU0cHDhzIdfuDBw/q6tWrCg4OtltXqVIlvfLKK5oxY4ZGjx5taH7+/v52y27noSkeHh7y9PQ0vP39ityMITdjyM04sjOG3IwhN+PIzhhyc5yjl1tKPBTF9Hx9fRUWFqbVq1dr3759atq0qd2Yrl27atOmTbmWulmzZqlWrVqqWbNmrvt/6aWXVLp0af3zn/+843MHAAAAcHsodCZy7tw5nT9/3m55VFSU5s+fr4iIiFxPY7do0ULPPvus+vTpoxUrViglJUVJSUkaNGiQ9uzZowkTJuR5THd3d40aNUq//fbbHf0sAAAAAG4fhc5EYmNjNX78eLvlUVFRunDhglq2bJnntmPGjNE//vEPffTRR2rXrp369u0rd3d3ffHFFwoMDLzpcRs2bKh27drd9vwBAAAA3Fkuluu/xAwopJKSkpSVlaWgoCCuvXZCRkaGDh48SG5OIjdjyM04sjOG3IwhN+PIzhhyc15SUpIk5fqcixtxhg4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJgUhQ4AAAAATIpCBwAAAAAmRaEDAAAAAJOi0AEAAACASVHoAAAAAMCkKHQAAAAAYFIUOgAAAAAwKQodAAAAAJiUW0FPAHefxWLRc889p6ysLH3xxRcqUuS/Pf7y5ct66qmnVKNGDU2dOlXR0dHasWNHrvuZMGGCOnXqZH2fkZGhRo0aqWbNmvr0009txiYmJqpnz542y4oWLarSpUurY8eOio2NvYOfEAAAALg/UejuAy4uLho1apSeeeYZLV++XF26dLGu++STT5SamqqPPvrIuiwmJkYxMTF2+/Hy8rJ5v3nzZvn5+WnXrl06efKkKlWqZLfN1q1brT9nZmZq06ZNmjRpkipVqqSnn376Dnw6AAAA4P7FJZf3iaCgIHXv3l1Tp07V+fPnJUmnT5/WrFmzNHjwYJUqVco61tPTU35+fnav4sWL2+xzzZo1atmypQICApSQkJDrca/fvnLlyurVq5caNmyoDRs23LXPCgAAANwvKHT3kQEDBqhIkSKaPXu2JOn999/XI488oq5duzq9r7S0NG3dulXh4eFq0aKFEhISZLFYHNrW3d1drq6uTh8TAAAAgC0K3X3Ey8tLb7zxhj755BNt3rxZa9as0ZgxY+Ti4uL0vtavXy9XV1c1atRIUVFRSklJ0c6dO2+6zdWrV/XVV19p27ZteuKJJ4x+DAAAAAD/H/fQ3WeefvppLVu2TLGxsYqJiVFAQIDdmLlz52rhwoV2y3fv3m39ee3atWrUqJE8PDwUHByssmXLasWKFapfv77NNmFhYdafL126pPLly+vtt99W27ZtDc0/MzPT0Hb3q5y8yM055GYMuRlHdsaQmzHkZhzZGUNuzrNYLA6fdKHQ3Yf69OmjPn36qF+/frmu79atm6Kjo/PcPjU1VTt27NDYsWMlXXvoSqtWrRQfH6+4uDh5eHhYx+bcW3fs2DGNGjVKUVFR6tGjh+G5JycnG972fkZuxpCbMeRmHNkZQ27GkJtxZGcMuTnH3d3doXEUuvtQzsNNbnzISQ5vb2/5+/vnuf2XX36pq1evKi4uTnFxcZKu/V+E7OxsbdiwQR06dLCOzdmPv7+/fHx81KNHD5UtW1a9evUyNPcqVarYFEbcXGZmppKTk8nNSeRmDLkZR3bGkJsx5GYc2RlDbs47evSow2MpdHDaunXr1LBhQw0bNsxmeb9+/ZSQkGBT6K5Xt25dde/eXdOmTVPr1q1VoUIFp4/t4eEhT09PQ/O+n5GbMeRmDLkZR3bGkJsx5GYc2RlDbo5z5hkXPBTlHnfu3Dnr1xQ4KiMjQ6mpqXav9PR0paSkaPfu3erWrZsCAgJsXl27dtUPP/ygU6dO5bnvAQMGyNPTUxMnTrzdjwYAAADc9yh097jY2FiNHz/eqW0WLlyoJk2a2L0mTJigdevW6aGHHlJkZKTddp06dZKbm5tWrlyZ574ffPBBDRo0SOvXr9f333/v9OcBAAAA8F9ccnmP+/jjj+2WNWjQQIcPH3Z4/I369OmT63JfX18lJSVZ3+d1jC5duqhLly63PA4AAACAm+MMHQAAAACYFIUOAAAAMCgyMlKBgYHWV61atfTEE09o0aJFkqSZM2farL/+NXToUElSYmKi3bratWsrMjJSM2fOtB4rZ1xUVFSucxk4cKACAwOVmJjo0Nyjo6Ot+3d230OHDrWZb1BQkBo3bqxx48YpPT3dZtvt27dr3LhxatSokSIiItS7d2/t2LHDZkxuOYWEhKh9+/Zav369JCk+Pj7PLAMDA22yypnfr7/+avdZAgMDNXjwYLvl8fHxdrcVpaWlaeLEiYqMjFRISIjatGmjRYsWKTs72ybHvOYUHx+fZ/53CpdcAgAAoNBymXIlX49nGeL8fx4PGzZMbdu2lSRduXJF27dv1/Dhw+Xj4yNJCgsLsykbOW78CqmtW7daf87MzNSmTZs0adIkVapUSU8//bR13alTp3TkyBEFBARYl2VlZem7775zeu43cmbfbdq00fDhwyVJ2dnZOnHihAYPHqwLFy5owoQJkqTly5dr1KhRat++vcaNG6dixYpp9erViomJ0bhx42w+1405nT17VvPnz9egQYO0du1atW3bVk2bNpUk/fHHH+rSpYuWLVumcuXKSZL1CZqXLl3Shg0bVLlyZSUkJKh///52c1+zZo06d+6shg0b5pnF2bNn1bVrV5UuXVrjx49XxYoVlZSUpLFjx+rkyZPWr++SpJiYGMXExNjtw8vLK8/93ymcoQMAAABug5eXl/z8/OTn56dy5cqpY8eOatiwofXMUtGiRa3rr3/d+B/716+rXLmyevXqpYYNG2rDhg0248LDw7V582abZT/88IMefvjh2/4szuy7ePHi1vmWKVNGERERio6Ots731KlTGjNmjIYOHarOnTuratWqevjhhzVw4EANHjxYY8aMUWpqqnV/N+YUEBCg8ePHy83NTd98843N8Xx9fSVde4ZDzrIHHnhAkrRlyxYVLVpU3bt3V0JCgiwWi93cK1SooDFjxigrKyvPLN5//325u7vrgw8+UMOGDVWpUiW1bdtW48eP15IlS/TLL79Yx3p6eub69ziv732+kyh0AAAAwB3m5uamokWL3vZ+3N3d5erqarMsKirKrnRt2rRJLVu2vO3j3e6+XV1drZ979erV8vLysjkLlyM6Olpubm5au3btLffn5uYmNzfHz5yuWbNG4eHhatGihX777Tf9+9//thvzj3/8Q6dOndIHH3yQ6z6ysrK0du1a9ejRQ8WKFbNZ16JFCy1atMjQdyrfDRQ6AAAA4A65fPmy1q9fr23btuV5P5ojrl69qq+++krbtm3TE088YbMuMjJSSUlJOn36tKRrlztu3rz5jhQ6o/vOzs7WTz/9pCVLllg/9/79+1WzZk0VKWJfOdzc3FSnTh2bJ6TfKCMjQzNmzFBWVpaaNWvm0PwvXLigLVu2qEWLFqpSpYqqV6+uFStW2I0rU6aM+vfvrzlz5ujkyZN263/99VdlZGQoODjYbp2Li4seffRRubu7OzSnu4176AAAAIDbMGrUKI0dO1aSdPHiRRUvXlwvvPCCOnTooJkzZ2rnzp0KCwuz227+/PkKDw+3vr9+zKVLl1S+fHm9/fbb1vvzclSoUEGBgYH6+uuv1aVLF+3Zs0c+Pj6qUqXKbX8WZ/a9evVqffXVV5KuFdns7Gw1b95cb7zxhqRrDxQpWbJknsfy9vbWuXPnrO+vz8lisejSpUuqWbOm5s+fr4oVKzo0/40bN+ry5ctq0aKFJKlVq1b6+OOPNXLkSHl4eNiMjY6OVnx8vMaPH685c+bYrPvPf/4jyfF74ObOnauFCxfaLd+9e7dD298OCh0AAABwG/r376/WrVtLkooVKyY/Pz+byyRr166tKVOm2G1XpkwZm/cJCQmSpGPHjmnUqFGKiopSjx49cj1mVFSUNm3apC5dumjjxo135Oycs/uOjIzUkCFDJF0741ayZEmbe8a8vb2tZ/py89dff6l06dLW9zk5ZWdn67vvvtOMGTPUq1cvNWjQwOG5r127VnXr1rXeY9e6dWvNmTNH69ev11NPPWUz1tXVVe+88466d++ujRs32qzLeaBNWlqaQ8ft1q2boqOjHZ7nnUShAwAAAG5DyZIl5e/vn+f64sWL33R9jpwx/v7+8vHxUY8ePVS2bFn16tXLbmxUVJQWLFhgfRrm1KlTjX8Ag/t+4IEHbvq5QkJCtGDBAl2+fNlu3aVLl/Tzzz/bXJZ6fU5Vq1bVxYsX9dZbb6lSpUoKCQm55bzPnj2r77//XleuXFHNmjVt1iUkJNgVOkmqW7eunnnmGY0fP14vvfSSdXnlypXl5eWlAwcOqE6dOnbb9e3bV9HR0WrUqJGka+XVkb/HdwP30AEAAACFTN26ddW9e3dNmzZNv/32m936mjVrytfXV0uWLNHly5dVq1atO3bsO7XvJ598UpmZmVq6dKnduk8++USXLl2yu5z0er1799YjjzyiESNG6OrVq7c83vr165Wdna0lS5YoISHB+oqJidH27dv1559/5rrdkCFDlJGRYfOAFDc3N7Vt21ZLliyxexLm5s2btXnzZpuziwWJQgcAAADcRZcvX1Zqaqrd68yZMzfdbsCAAfL09NTEiRNzXR8ZGanZs2ff1sNX8nIn9l26dGmNGjVKM2bMUHx8vJKTk3X8+HHNmjVL06ZN06hRo25ailxdXRUXF6cjR47o008/veXx1qxZo6ZNm6pevXoKCAiwvl588UUVKVJEK1euzHW7hx56SEOGDLErzrGxsUpPT7d+Efqvv/6qZcuWaejQoerZs6fNVzlkZGTk+vf4xi9Zvxu45BIAAAC4i3bv3q0mTZrYLa9cubLdd8xd78EHH9SgQYM0YsQIff/997l+fcEnn3xyR++fu9P7fuqpp/TQQw9pxowZ6tmzp1xcXFSnTh198MEHioiIuOX29erVU4cOHTRjxgw9+eST1nvjbnTq1Cnt3LlTM2bMsFtXpkwZRUVFacWKFXrllVdy3b5z585avny5/vrrL+syPz8/ffbZZ5o5c6aGDBmic+fOqXLlyurfv7+ee+45m+0XLlyY60NROnfurPHjx9/yc94OF0tu37QHFDJJSUnKyspSUFCQPD09C3o6ppGRkaGDBw+Sm5PIzRhyM47sjCE3Y8jNOLIzhtycl/N1Drl9bcKNuOQSAAAAAEyKSy4BAACAe0yDBg3sHuZxvbVr16p8+fL5OCPcLRQ6AAAA4B7zxRdfKDs7O8/1heUJjbh9FDoAAADgHlOpUqWCngLyCffQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKRcLBaLpaAnAdzKrl27ZLFYVLRoUbm4uBT0dEzDYrHo8uXL5OYkcjOG3IwjO2PIzRhyM47sjCE352VlZcnFxUV169a95Vi3fJgPcNty/vDzDwHnuLi4yN3dvaCnYTrkZgy5GUd2xpCbMeRmHNkZQ27Oc3Fxcfi/ezlDBwAAAAAmxT10AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6FAoXLp0ScOGDVN4eLiaNGmihQsX5jn2p59+UpcuXRQSEqJnnnlG+/fvz8eZFj7OZJdj586dioqKyofZFV7O5PbNN9/oqaeeUlhYmNq3b69Nmzbl40wLF2dyW7VqlR5//HHVqVNH3bp10759+/JxpoWPkT+rKSkpCgsLU2JiYj7MsHByJre+ffsqMDDQ5vX111/n42wLD2dyO3z4sJ577jnVqVNH7du31/bt2/NxpoWPo9lFR0fb/b4FBgbq7bffzucZFw7O/M5t2LBBbdq0UVhYmJ577jkdOHAgH2d6D7IAhcCYMWMs7du3t+zfv9+yfv16S1hYmOXLL7+0G3fhwgVL48aNLRMnTrQcPXrUMnbsWEujRo0sFy5cKIBZFw6OZpfj0KFDlkaNGllatGiRj7MsfBzN7eDBg5ZatWpZFi9ebElOTrZ88sknllq1alkOHjxYALMueI7m9u9//9tSu3ZtS0JCguXXX3+1TJw40RIREWFJT08vgFkXDs7+WbVYLJbevXtbAgICLNu3b8+nWRY+zuTWqlUry8qVKy1//fWX9XXp0qV8nnHh4Ghu//nPfyyNGjWyjBgxwpKcnGyZPn26pV69epbTp08XwKwLB0ezO3v2rM3v2oYNGyy1atWy7Nu3rwBmXfAcze3IkSOW4OBgy4oVKywnTpywjB492tK4cWNLRkZGAcz63kChQ4G7cOGCJTg42OY/WP7nf/7H8vzzz9uNXbZsmSUyMtKSnZ1tsVgsluzsbEurVq0sy5cvz7f5FibOZGexWCyfffaZJTQ01NK+ffv7utA5k9t7771n6d27t82ymJgYy9SpU+/6PAsbZ3Jbt26dZfbs2db358+ftwQEBFj27t2bL3MtbJz9s2qxWCwrV660dOvW7b4udM7kdunSJUtQUJDl+PHj+TnFQsmZ3BYvXmxp2bKl5cqVK9ZlnTp1snzzzTf5MtfCxsifVYvFYrly5Yqlbdu2ln/+8593eYaFkzO5ffjhh5aOHTta3+f8++F+LcJ3ApdcosAdOnRIV65cUVhYmHVZvXr1tHfvXmVnZ9uM3bt3r+rVqycXFxdJkouLi+rWras9e/bk55QLDWeyk6Rvv/1WkyZN0osvvpiPsyx8nMmtY8eOGjJkiN0+zp8/f9fnWdg4k1ubNm3Ut29fSdLFixe1aNEilSxZUtWrV8/XORcWzv5ZPXv2rN577z2NGTMmP6dZ6DiT2/Hjx+Xi4qJKlSrl9zQLHWdy27Fjh6KiouTq6mpdtnz5cjVr1izf5luYOPtnNUd8fLzS0tL08ssv58c0Cx1ncvPx8dHRo0f1448/Kjs7W/Hx8SpRooQqV66c39O+Z1DoUOBSU1P10EMPyd3d3bqsVKlSunTpks6dO2c3tnTp0jbLSpYsqT///DM/plroOJOdJM2ePVutW7fOxxkWTs7kVr16ddWoUcP6/ueff9YPP/yghg0b5td0Cw1nf98k6YcfflBYWJhmzZqlYcOG6YEHHsin2RYuzmY3ceJEdezYUY888kg+zrLwcSa348ePq0SJEnrzzTfVpEkTde7cWVu2bMnnGRcOzuR28uRJ+fr6Ki4uTo0bN9azzz6rH3/8MZ9nXHgY+eecxWLRggUL1LNnT/4Z50Bubdu2VfPmzdW9e3fVrl1bkydP1owZM+Tt7Z3Ps753UOhQ4DIzM23+ASDJ+j4rK8uhsTeOu184kx3+y2huZ86cUWxsrOrWrXtfPlTGSG6PPPKI4uPj1b9/fw0dOvS+PZvuTHbff/+9fvzxR7322mv5Nr/Cypncjh8/rosXL6pJkyZasGCBmjVrpr59+yopKSnf5ltYOJNbRkaG5s2bJz8/P82fP1/169dX79699ccff+TbfAsTI/+cS0xM1J9//qlnn332rs+vsHImt7Nnzyo1NVUjR47U0qVL9dRTT+ntt9/W33//nW/zvde4FfQEgGLFitn9Yc95X7x4cYfG3jjufuFMdvgvI7mdPn1avXr1ksVi0YwZM1SkyP33/8OM5FaqVCmVKlVKQUFB2rt3r/7v//5PoaGhd3uqhY6j2V28eFEjR47UqFGj+DMs537nXnvtNUVHR1v/L3+NGjV04MABLV26VMHBwfkz4ULCmdxcXV0VFBSk/v37S5Jq1qypbdu2aeXKlXr11VfzZ8KFiJF/zn311Vd67LHH5OPjc7enV2g5k9uUKVMUEBCgHj16SJLGjh2rNm3aaPny5erTp0/+TPgec//9FwkKnTJlyujs2bO6cuWKdVlqaqqKFy+uBx980G7s6dOnbZadPn3a7jLM+4Uz2eG/nM3t1KlT6tGjh7KysvTRRx/J19c3P6dbaDiT2759++weQ129enWdPXs2X+Za2Dia3b59+3Ty5En1799fYWFh1vtRXn75ZY0cOTLf513QnPmdK1KkiN0lW9WqVdOpU6fyZa6FiTO5+fn5qVq1ajbLqlSpct+eoTPy79Xvvvvuvrxq43rO5HbgwAGbWxmKFCmiGjVq6Pfff8+3+d5rKHQocEFBQXJzc7O5FOvHH39UcHCw3VmQkJAQ7d69WxaLRdK169Z37dqlkJCQ/JxyoeFMdvgvZ3LLyMjQSy+9pCJFiuiTTz5RmTJl8nm2hYczuX3xxReaOnWqzbIDBw7Y/Yfj/cLR7OrUqaP169crISHB+pKkcePGacCAAfk864LnzO/c0KFD7b7/69ChQ/fl75wzuYWGhurw4cM2y44fP64KFSrkx1QLHWf/vXrmzBmdPHlS9erVy8dZFj7O5Fa6dGkdO3bMZtkvv/yiihUr5sdU700F+5BN4Jq4uDjLk08+adm7d69lw4YNlrp161q++uori8Visfz111+WzMxMi8Vy7dG2jz76qGXs2LGWn3/+2TJ27FhL48aN7+vvoXM0u+stX778vv7aAovF8dymTp1qqVOnjmXv3r023zf0n//8pyCnX2AczW3//v2WmjVrWhYtWmT55ZdfLNOnT7eEhoZa/vzzz4KcfoEy8mfVYrHc119bYLE4nttXX31lqVWrlmXFihWW5ORky8yZMy116tSxnDx5siCnX2AczS0lJcUSGhpqmTFjhiU5Odkybdo0/qw68Wd1+/btluDgYOvXKd3PHM1t7dq11u+hS05Otrz33nv3/Xcf3i4KHQqFjIwMy5tvvmkJDQ21NGnSxPLhhx9a1wUEBNh8z9zevXstTz/9tCU4ONjSuXNny4EDBwpgxoWHM9nloNA5ntvjjz9uCQgIsHu99dZbBTTzguXM79vmzZst7dq1swQHB1s6depk+fHHHwtgxoWHkT+rOevu50LnTG5Lly61tG7d2lK7dm1Lx44dLTt27CiAGRcOzuS2c+dOS8eOHS21a9e2PPXUU/d1bhaLc9mtXbvW0rhx4wKYZeHj7J/VJ554whIaGmp57rnnLPv37y+AGd87XCyW/3/tGgAAAADAVLjJBgAAAABMikIHAAAAACZFoQMAAAAAk6LQAQAAAIBJUegAAAAAwKQodAAAAABgUhQ6AAAAADApCh0AAAAAmBSFDgCAPERHRyswMDDX16RJk+7YcTIyMrRkyZI7tj9HJSYmKjAwUCkpKfl+7Fv5+eef9c033xT0NACg0HOxWCyWgp4EAACFUXR0tEqWLKnhw4fbrfPw8FCJEiXuyHFmzZql+Ph4bd68+Y7sz1FZWVlKS0uTr6+vXF1d8/XYtxIZGamOHTsqNja2oKcCAIWaW0FPAACAwqx48eLy8/O7q8coqP+36u7uftc/GwDg7uKSSwAAboPFYtH8+fMVFRWlkJAQPfXUU1q1apXNmI0bN6pLly4KDQ1VcHCwOnXqpO+++06SNHPmTM2aNUu//fab9fLHoUOHKjo62mYf1y9LSUlRYGCg5s6dq8aNGysqKkrp6ek6f/684uLi9Oijj6pevXrq2bOnkpKS8pz7jZdcRkZGat68eerTp49CQkIUGRmpjRs3auPGjXr88ccVGhqq3r176++//7bZfv369WrZsqVCQ0P14osv6tixY9ZjXL16VYsWLdLjjz+u4OBgPf744/rss89s5lCzZk3NmzdPDRo0UKdOndS8eXP99ttvmjVrlvUzHzlyRK+88orq16+v2rVrKyoqSgsXLrTuZ+bMmXrxxRc1b948PfbYYwoODtbzzz9vM5cLFy5o7NixatKkicLCwvT8889r//791vW7du1Sjx49VKdOHTVv3lyjR49Wenq6A78FAFBwKHQAANyGf/7zn/rss88UFxen1atXq2fPnnrnnXes98Tt379fsbGxevLJJ7V69WotXbpUvr6+evPNN5WVlaWYmBjFxMSobNmy2rp1q8qVK+fwsVesWKHFixdr2rRpeuCBB/Tyyy/r5MmTmjt3rpYuXarQ0FA999xz+umnnxze5+zZs9W2bVutXr1aNWrU0Jtvvqk5c+bovffe05w5c5SUlKT58+fbbDNx4kTFxcXp888/l5ubm3r27Knz589b182ePVuvv/66Vq9erR49emj8+PFatGiRdfurV69qy5Yt+vzzzzV+/HjFx8erbNmyiomJ0cyZM5WZmamYmBj5+Pjo//7v/7RmzRo98cQTmjRpkg4ePGjdz86dO/Xjjz9q3rx5+vTTT/X3339r9OjR1vX/+Mc/9O2332rChAlKSEhQpUqVFBMTo7S0NB06dEi9evVS06ZNtWrVKk2ZMkUHDhxQTExMgZ1BBQBHcMklAAA3sXr1an311Vc2y+rVq6cFCxYoIyNDixYt0tSpU9W8eXNJUuXKlfXbb7/pgw8+UI8ePeTq6qq4uDh1797dun3Pnj318ssv6++//1a5cuXk6ekpV1dXpy9/7N69ux5++GFJ0g8//KA9e/Zo+/bt8vHxkSQNGjRIu3bt0kcffaSJEyc6tM/mzZvr6aefliQ9++yz2rRpkwYOHKg6depIkho1aqSff/7ZZpu33npLzZo1kyRNmTJFzZs319q1a9WuXTt99tlnGjp0qNq3by9JqlKlilJSUjRv3jy98MIL1n3ExMSoSpUq1veurq7y9PSUj4+Pzpw5o549e6pHjx564IEHJEn9+/fXggULdPjwYQUFBUmSrly5osmTJ8vb21uS1K1bN7333nuSpOPHj+vbb7/VBx98oCZNmkiS3nnnHT344IM6e/asPvjgAzVu3FivvvqqdZ7vv/++WrZsqR07dqhBgwYO5QcA+Y1CBwDATURGRmrIkCE2y4oXLy5JOnr0qC5duqTBgwerSJH/XvRy5coVZWVl6eLFiwoKCpK3t7fmzZun48eP68SJEzp06JCka2emboe/v7/15wMHDshisahFixY2Y7KysnTp0iVD+/Tw8JB0raTmKF68uPWSyxzXlx0fHx9VrVpVR44c0fHjx3X58mXVq1fPZnxERIQWL15ss5/ry9yNfH191b17d61Zs0Y//fSTfv31V2uG2dnZ1nGlSpWyljlJ8vLy0uXLlyVdu2RTkkJDQ63rixUrprfffluS9NNPP+nEiRMKCwuzO/6xY8codAAKLQodAAA38cADD9iUnOvlXIo3bdo0VatWzW69u7u7duzYod69e6t58+aqV6+e2rdvr8zMTPXr18+peVy5csVuWU6xlK4VmxIlSig+Pj7XeTjKzc3+Pw1cXFyc2ubq1asqUqRInpcq5pSw67crVqxYnvtPTU1V165d5evrq8jISDVp0kTBwcHWs4I5bvY5c/tcN86pffv21jN01/P19b3ptgBQkLiHDgAAg6pVqyY3Nzf9/vvv8vf3t762bNmiDz74QEWKFNHChQvVoEED60M7GjdurD/++EPSfwvhjYWpaNGidg/jOHHixE3nEhAQoPT0dF2+fNlmLvPnz9emTZvu4Ke2d/2DV86cOaMTJ06oVq1aql69uooWLaoff/zRZvzOnTvl5+dnczbtZtasWaNz587ps88+02uvvaZWrVopLS1NkuNPCK1evbrdXK9cuaLIyEj961//0iOPPKKjR4/aZHflyhVNmDDB+vcLAAojCh0AAAZ5eXmpW7dumj59ulauXKmTJ0/qiy++0HvvvafSpUtLksqVK6fDhw9r586dSklJ0fLlyzV9+nRJ1y6HlCRPT0+lpaXpl19+0eXLlxUaGqpDhw5p1apVOnnypP7nf/7HeslgXpo2baqgoCANHDhQ27dv14kTJzRhwgTFx8dby8zdMnr0aP373//WoUOHNHjwYPn5+emJJ55QiRIl1LVrV82YMUNr1qzRiRMntGTJEn366aeKiYm56Zm/Bx54QMnJyTp9+rTKli2rzMxM/etf/9Lvv/+urVu3atCgQZL+m+GtVK1aVa1bt9bo0aO1fft2/fLLL4qLi9OlS5cUERGhmJgY/fTTTxo9erSOHTum3bt3a/DgwUpOTr7p5aAAUNC45BIAgNvw9ttv66GHHtL06dP1119/qVy5curfv79eeuklSdce3nH69GnrpXwPP/yw3n33Xb3xxhtKSkpS9erV1bp1ay1dulQdOnTQJ598og4dOujgwYMaN26crly5ojZt2uiFF17Q7t2785yHq6urFi5cqPfee0//+Mc/lJmZqerVq2vWrFlq2LDhXc2ga9euevPNN3Xu3Dk9+uij+uijj6z33+XkM2XKFJ0+fVpVqlTRyJEj9eyzz950n9HR0Zo0aZJ+/vlnrVy5UgcOHNDEiROVnp6uChUqqEuXLtq0aZOSkpL03HPPOTTPd999V5MnT9aAAQOUlZWlkJAQffDBB/L19ZWvr68WLFig6dOnq2PHjvL09FTDhg311ltvOXXJKgDkNxcLz+IFAAAGJCYmqmfPntq0aZMqVqxY0NMBgPsSl1wCAAAAgElR6AAAAADApLjkEgAAAABMijN0AAAAAGBSFDoAAAAAMCkKHQAAAACYFIUOAAAAAEyKQgcAAAAAJkWhAwAAAACTotABAAAAgElR6AAAAADApCh0AAAAAGBS/w+P+BcxmOWL+gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Adding timestamp as data columns ...\n", + "Added timestamp as columns: ['.YEAR', '.SEASON', '.MONTH', '.WEEK', '.DOY', '.HOUR', '.YEARMONTH', '.YEARDOY', '.YEARWEEK'] (ONLY FALLBACK)\n", + "Fitting model ...\n", + "[0]\tvalidation_0-rmse:3.86269\tvalidation_1-rmse:3.86269\n", + "[1]\tvalidation_0-rmse:3.08741\tvalidation_1-rmse:3.08741\n", + "[2]\tvalidation_0-rmse:2.57424\tvalidation_1-rmse:2.57424\n", + "[3]\tvalidation_0-rmse:2.23591\tvalidation_1-rmse:2.23591\n", + "[4]\tvalidation_0-rmse:2.01524\tvalidation_1-rmse:2.01524\n", + "[5]\tvalidation_0-rmse:1.87114\tvalidation_1-rmse:1.87114\n", + "[6]\tvalidation_0-rmse:1.77870\tvalidation_1-rmse:1.77870\n", + "[7]\tvalidation_0-rmse:1.71968\tvalidation_1-rmse:1.71968\n", + "[8]\tvalidation_0-rmse:1.68207\tvalidation_1-rmse:1.68207\n", + "[9]\tvalidation_0-rmse:1.65828\tvalidation_1-rmse:1.65828\n", + "[10]\tvalidation_0-rmse:1.64305\tvalidation_1-rmse:1.64305\n", + "[11]\tvalidation_0-rmse:1.63334\tvalidation_1-rmse:1.63334\n", + "[12]\tvalidation_0-rmse:1.62716\tvalidation_1-rmse:1.62716\n", + "[13]\tvalidation_0-rmse:1.62324\tvalidation_1-rmse:1.62324\n", + "[14]\tvalidation_0-rmse:1.62077\tvalidation_1-rmse:1.62077\n", + "[15]\tvalidation_0-rmse:1.61917\tvalidation_1-rmse:1.61917\n", + "[16]\tvalidation_0-rmse:1.61814\tvalidation_1-rmse:1.61814\n", + "[17]\tvalidation_0-rmse:1.61749\tvalidation_1-rmse:1.61749\n", + "[18]\tvalidation_0-rmse:1.61707\tvalidation_1-rmse:1.61707\n", + "[19]\tvalidation_0-rmse:1.61680\tvalidation_1-rmse:1.61680\n", + "[20]\tvalidation_0-rmse:1.61662\tvalidation_1-rmse:1.61662\n", + "[21]\tvalidation_0-rmse:1.61651\tvalidation_1-rmse:1.61651\n", + "[22]\tvalidation_0-rmse:1.61644\tvalidation_1-rmse:1.61644\n", + "[23]\tvalidation_0-rmse:1.61639\tvalidation_1-rmse:1.61639\n", + "[24]\tvalidation_0-rmse:1.61636\tvalidation_1-rmse:1.61636\n", + "[25]\tvalidation_0-rmse:1.61634\tvalidation_1-rmse:1.61634\n", + "[26]\tvalidation_0-rmse:1.61633\tvalidation_1-rmse:1.61633\n", + "[27]\tvalidation_0-rmse:1.61632\tvalidation_1-rmse:1.61632\n", + "[28]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[29]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[30]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[31]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[32]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[33]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[34]\tvalidation_0-rmse:1.61631\tvalidation_1-rmse:1.61631\n", + "[35]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[36]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[37]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[38]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[39]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[40]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[41]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[42]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[43]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[44]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[45]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[46]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[47]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[48]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[49]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[50]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[51]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[52]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[53]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[54]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[55]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[56]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[57]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[58]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n", + "[59]\tvalidation_0-rmse:1.61630\tvalidation_1-rmse:1.61630\n" + ] + } + ], + "source": [ + "xgbts.fillgaps(showplot_scores=True, showplot_importance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "26545714-6dcd-463b-b0ea-e5d4104a34c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===================\n", + "GAP-FILLING RESULTS\n", + "===================\n", + "\n", + "Model scores and feature importances were calculated from high-quality predicted targets (124031 values, NEE_CUT_REF_orig_gfXG where flag=1) in comparison to observed targets (38820 values, NEE_CUT_REF_orig).\n", + "\n", + "## TARGET\n", + "- first timestamp: 2013-01-01 00:15:00\n", + "- last timestamp: 2022-12-31 23:45:00\n", + "- potential number of values: 175296 values)\n", + "- target column (observed): NEE_CUT_REF_orig\n", + "- missing records (observed): 136476 (cross-check from flag: 136476)\n", + "- target column (gap-filled): NEE_CUT_REF_orig_gfXG (175296 values)\n", + "- missing records (gap-filled): 0\n", + "- gap-filling flag: FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED\n", + " > flag 0 ... observed targets (38820 values)\n", + " > flag 1 ... targets gap-filled with high-quality, all features available (124031 values)\n", + " > flag 2 ... targets gap-filled with fallback (12445 values)\n", + "\n", + "## FEATURE IMPORTANCES\n", + "- names of features used in model: ['PPFD', 'Rg_f', '.DOY', '.Tair_f-1', '.PPFD-1', '.HOUR', 'TA>0', '.VPD_f-1', 'VPD_f', 'TA>20', 'Tair_f', '.YEARMONTH', 'SWC_FF0_0.15_1', '.YEARDOY', '.WEEK', '.YEARWEEK', '.RECORDNUMBER', '.SWC_FF0_0.15_1-1', '.SEASON', 'DAYTIME', '.MONTH', '.YEAR']\n", + "- number of features used in model: 22\n", + "- permutation importances were calculated from 9 repeats.\n", + "\n", + " PERM_IMPORTANCE PERM_SD\n", + "PPFD 0.855478 0.008094\n", + "Rg_f 0.418334 0.002930\n", + ".DOY 0.290443 0.002548\n", + ".Tair_f-1 0.167019 0.001806\n", + ".PPFD-1 0.159044 0.001105\n", + ".HOUR 0.155978 0.001534\n", + "TA>0 0.145487 0.001513\n", + ".VPD_f-1 0.103784 0.001243\n", + "VPD_f 0.093352 0.001234\n", + "TA>20 0.079123 0.001186\n", + "Tair_f 0.064797 0.000796\n", + ".YEARMONTH 0.060251 0.000491\n", + "SWC_FF0_0.15_1 0.045272 0.000751\n", + ".YEARDOY 0.037616 0.000461\n", + ".WEEK 0.025129 0.000668\n", + ".YEARWEEK 0.015987 0.000450\n", + ".RECORDNUMBER 0.012780 0.000525\n", + ".SWC_FF0_0.15_1-1 0.011681 0.000200\n", + ".SEASON 0.006616 0.000421\n", + "DAYTIME 0.000329 0.000029\n", + ".MONTH 0.000045 0.000013\n", + ".YEAR 0.000005 0.000001\n", + "\n", + "## MODEL\n", + "The model was trained on a training set with test size 25.00%.\n", + "- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=10,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=0.3, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=0, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", + " num_parallel_tree=None, random_state=42, ...)\n", + "- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': 10, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': 0.3, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': 0, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 99, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': 'auto', 'validate_parameters': True, 'verbosity': None}\n", + "\n", + "## MODEL SCORES\n", + "- MAE: 0.6341149178247157 (mean absolute error)\n", + "- MedAE: 0.03867464876174925 (median absolute error)\n", + "- MSE: 2.7830741571859714 (mean squared error)\n", + "- RMSE: 1.6682548238161852 (root mean squared error)\n", + "- MAXE: 41.95621384429931 (max error)\n", + "- MAPE: 29360822080.995 (mean absolute percentage error)\n", + "- R2: 0.9250428712721172\n", + "\n" + ] + } + ], + "source": [ + "xgbts.report_gapfilling()" + ] + }, + { + "cell_type": "markdown", + "id": "df5ae8f7-31e6-4e8c-a1b1-ba1c3f2a4882", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "194f65b7-f62a-4c96-9469-3894366b9f39", + "metadata": {}, + "source": [ + "## Attributes\n", + "A lot more information about feature reduction, training and testing, model building and gap-filling is available via the class attributes." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5677f7fb-2b65-477d-a283-efa064614508", + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PERM_IMPORTANCEPERM_SD
PPFD0.8554780.008094
Rg_f0.4183340.002930
.DOY0.2904430.002548
.Tair_f-10.1670190.001806
.PPFD-10.1590440.001105
.HOUR0.1559780.001534
TA>00.1454870.001513
.VPD_f-10.1037840.001243
VPD_f0.0933520.001234
TA>200.0791230.001186
Tair_f0.0647970.000796
.YEARMONTH0.0602510.000491
SWC_FF0_0.15_10.0452720.000751
.YEARDOY0.0376160.000461
.WEEK0.0251290.000668
.YEARWEEK0.0159870.000450
.RECORDNUMBER0.0127800.000525
.SWC_FF0_0.15_1-10.0116810.000200
.SEASON0.0066160.000421
DAYTIME0.0003290.000029
.MONTH0.0000450.000013
.YEAR0.0000050.000001
\n", + "
" + ], + "text/plain": [ + " PERM_IMPORTANCE PERM_SD\n", + "PPFD 0.855478 0.008094\n", + "Rg_f 0.418334 0.002930\n", + ".DOY 0.290443 0.002548\n", + ".Tair_f-1 0.167019 0.001806\n", + ".PPFD-1 0.159044 0.001105\n", + ".HOUR 0.155978 0.001534\n", + "TA>0 0.145487 0.001513\n", + ".VPD_f-1 0.103784 0.001243\n", + "VPD_f 0.093352 0.001234\n", + "TA>20 0.079123 0.001186\n", + "Tair_f 0.064797 0.000796\n", + ".YEARMONTH 0.060251 0.000491\n", + "SWC_FF0_0.15_1 0.045272 0.000751\n", + ".YEARDOY 0.037616 0.000461\n", + ".WEEK 0.025129 0.000668\n", + ".YEARWEEK 0.015987 0.000450\n", + ".RECORDNUMBER 0.012780 0.000525\n", + ".SWC_FF0_0.15_1-1 0.011681 0.000200\n", + ".SEASON 0.006616 0.000421\n", + "DAYTIME 0.000329 0.000029\n", + ".MONTH 0.000045 0.000013\n", + ".YEAR 0.000005 0.000001" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.feature_importances_" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "07ebdd80-e2f0-48ea-af15-47f538090666", + "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", + " \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", + " \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", + "
PERM_IMPORTANCEPERM_SD
PPFD0.6561270.016446
Rg_f0.2620340.007137
.DOY0.2055130.005364
.Tair_f-10.0798220.003131
TA>00.0753730.002531
.HOUR0.0649950.002478
.PPFD-10.0614910.002567
.VPD_f-10.0540920.002437
VPD_f0.0477720.002639
Tair_f0.0388740.002177
TA>200.0371220.001843
.YEARMONTH0.0171720.002322
.WEEK0.0147330.001283
SWC_FF0_0.15_10.0117150.001403
.YEARDOY0.0080770.001215
.YEARWEEK0.0048910.000889
.RECORDNUMBER0.0046670.000807
.SWC_FF0_0.15_1-10.0036630.000528
.SEASON0.0021440.001281
.YEAR0.0014100.000662
.MONTH0.0007340.000278
DAYTIME0.0004320.000082
.RANDOM0.0002890.000759
NIGHTTIME0.0000000.000000
\n", + "
" + ], + "text/plain": [ + " PERM_IMPORTANCE PERM_SD\n", + "PPFD 0.656127 0.016446\n", + "Rg_f 0.262034 0.007137\n", + ".DOY 0.205513 0.005364\n", + ".Tair_f-1 0.079822 0.003131\n", + "TA>0 0.075373 0.002531\n", + ".HOUR 0.064995 0.002478\n", + ".PPFD-1 0.061491 0.002567\n", + ".VPD_f-1 0.054092 0.002437\n", + "VPD_f 0.047772 0.002639\n", + "Tair_f 0.038874 0.002177\n", + "TA>20 0.037122 0.001843\n", + ".YEARMONTH 0.017172 0.002322\n", + ".WEEK 0.014733 0.001283\n", + "SWC_FF0_0.15_1 0.011715 0.001403\n", + ".YEARDOY 0.008077 0.001215\n", + ".YEARWEEK 0.004891 0.000889\n", + ".RECORDNUMBER 0.004667 0.000807\n", + ".SWC_FF0_0.15_1-1 0.003663 0.000528\n", + ".SEASON 0.002144 0.001281\n", + ".YEAR 0.001410 0.000662\n", + ".MONTH 0.000734 0.000278\n", + "DAYTIME 0.000432 0.000082\n", + ".RANDOM 0.000289 0.000759\n", + "NIGHTTIME 0.000000 0.000000" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.feature_importances_reduction_" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "09b6f5c4-73d3-476d-9381-76ada2cab3ed", + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PERM_IMPORTANCEPERM_SD
PPFD0.7268700.018808
Rg_f0.3132420.009623
.DOY0.2045750.004805
.Tair_f-10.0875590.002722
.PPFD-10.0809800.002913
TA>00.0763040.002757
.HOUR0.0673810.004399
.VPD_f-10.0476830.002429
VPD_f0.0454540.003111
TA>200.0393240.002122
Tair_f0.0345150.002593
.YEARMONTH0.0197870.001988
SWC_FF0_0.15_10.0150820.001230
.WEEK0.0139290.001078
.YEARDOY0.0137540.001545
.RECORDNUMBER0.0060900.000791
.YEARWEEK0.0056090.001148
.SWC_FF0_0.15_1-10.0041520.000613
.SEASON0.0018000.001230
DAYTIME0.0002860.000051
.YEAR0.0000060.000005
.MONTH-0.0000210.000061
\n", + "
" + ], + "text/plain": [ + " PERM_IMPORTANCE PERM_SD\n", + "PPFD 0.726870 0.018808\n", + "Rg_f 0.313242 0.009623\n", + ".DOY 0.204575 0.004805\n", + ".Tair_f-1 0.087559 0.002722\n", + ".PPFD-1 0.080980 0.002913\n", + "TA>0 0.076304 0.002757\n", + ".HOUR 0.067381 0.004399\n", + ".VPD_f-1 0.047683 0.002429\n", + "VPD_f 0.045454 0.003111\n", + "TA>20 0.039324 0.002122\n", + "Tair_f 0.034515 0.002593\n", + ".YEARMONTH 0.019787 0.001988\n", + "SWC_FF0_0.15_1 0.015082 0.001230\n", + ".WEEK 0.013929 0.001078\n", + ".YEARDOY 0.013754 0.001545\n", + ".RECORDNUMBER 0.006090 0.000791\n", + ".YEARWEEK 0.005609 0.001148\n", + ".SWC_FF0_0.15_1-1 0.004152 0.000613\n", + ".SEASON 0.001800 0.001230\n", + "DAYTIME 0.000286 0.000051\n", + ".YEAR 0.000006 0.000005\n", + ".MONTH -0.000021 0.000061" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.feature_importances_traintest_" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "db1bca31-51bc-419a-8304-e01256f08819", + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + "
.PREDICTIONS_FULLMODELNEE_CUT_REF_orig.GAP_PREDICTIONSFLAG_NEE_CUT_REF_orig_gfXG_ISFILLEDNEE_CUT_REF_orig_gfXG.PREDICTIONS_FALLBACK.GAPFILLED_CUMULATIVE.PREDICTIONS
TIMESTAMP_MIDDLE
2013-01-01 00:15:00NaNNaNNaN2.01.1574701.1574701.1574701.157470
2013-01-01 00:45:000.789539NaN0.7895391.00.7895391.1574701.9470090.789539
2013-01-01 01:15:000.551183NaN0.5511831.00.5511830.5296072.4981920.551183
2013-01-01 01:45:000.5257490.538NaN0.00.5380000.5296073.0361920.525749
2013-01-01 02:15:00-0.843809NaN-0.8438091.0-0.8438090.4445802.192383-0.843809
...........................
2022-12-31 21:45:002.489827NaN2.4898271.02.4898271.715796-84087.0627072.489827
2022-12-31 22:15:003.4066103.518NaN0.03.518000-0.235902-84083.5447073.406610
2022-12-31 22:45:00-1.447790NaN-1.4477901.0-1.447790-0.235902-84084.992497-1.447790
2022-12-31 23:15:00-1.790129NaN-1.7901291.0-1.790129-0.624014-84086.782626-1.790129
2022-12-31 23:45:00-0.509094NaN-0.5090941.0-0.509094-0.624014-84087.291721-0.509094
\n", + "

175296 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " .PREDICTIONS_FULLMODEL NEE_CUT_REF_orig .GAP_PREDICTIONS FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED NEE_CUT_REF_orig_gfXG .PREDICTIONS_FALLBACK .GAPFILLED_CUMULATIVE .PREDICTIONS\n", + "TIMESTAMP_MIDDLE \n", + "2013-01-01 00:15:00 NaN NaN NaN 2.0 1.157470 1.157470 1.157470 1.157470\n", + "2013-01-01 00:45:00 0.789539 NaN 0.789539 1.0 0.789539 1.157470 1.947009 0.789539\n", + "2013-01-01 01:15:00 0.551183 NaN 0.551183 1.0 0.551183 0.529607 2.498192 0.551183\n", + "2013-01-01 01:45:00 0.525749 0.538 NaN 0.0 0.538000 0.529607 3.036192 0.525749\n", + "2013-01-01 02:15:00 -0.843809 NaN -0.843809 1.0 -0.843809 0.444580 2.192383 -0.843809\n", + "... ... ... ... ... ... ... ... ...\n", + "2022-12-31 21:45:00 2.489827 NaN 2.489827 1.0 2.489827 1.715796 -84087.062707 2.489827\n", + "2022-12-31 22:15:00 3.406610 3.518 NaN 0.0 3.518000 -0.235902 -84083.544707 3.406610\n", + "2022-12-31 22:45:00 -1.447790 NaN -1.447790 1.0 -1.447790 -0.235902 -84084.992497 -1.447790\n", + "2022-12-31 23:15:00 -1.790129 NaN -1.790129 1.0 -1.790129 -0.624014 -84086.782626 -1.790129\n", + "2022-12-31 23:45:00 -0.509094 NaN -0.509094 1.0 -0.509094 -0.624014 -84087.291721 -0.509094\n", + "\n", + "[175296 rows x 8 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.gapfilling_df_" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "44665ad5-6407-4116-b5af-0dadea771c56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
+       "             colsample_bytree=None, device=None, early_stopping_rounds=10,\n",
+       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "             gamma=None, grow_policy=None, importance_type=None,\n",
+       "             interaction_constraints=None, learning_rate=0.3, max_bin=None,\n",
+       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "             max_delta_step=None, max_depth=0, max_leaves=None,\n",
+       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "             multi_strategy=None, n_estimators=99, n_jobs=-1,\n",
+       "             num_parallel_tree=None, random_state=42, ...)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=10,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=0.3, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=0, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", + " num_parallel_tree=None, random_state=42, ...)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.model_" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "c0573f66-690d-42f9-a42e-742dc75875e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['PPFD',\n", + " 'Rg_f',\n", + " '.DOY',\n", + " '.Tair_f-1',\n", + " 'TA>0',\n", + " '.HOUR',\n", + " '.PPFD-1',\n", + " '.VPD_f-1',\n", + " 'VPD_f',\n", + " 'Tair_f',\n", + " 'TA>20',\n", + " '.YEARMONTH',\n", + " '.WEEK',\n", + " 'SWC_FF0_0.15_1',\n", + " '.YEARDOY',\n", + " '.YEARWEEK',\n", + " '.RECORDNUMBER',\n", + " '.SWC_FF0_0.15_1-1',\n", + " '.SEASON',\n", + " '.YEAR',\n", + " '.MONTH',\n", + " 'DAYTIME']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.accepted_features_" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "5fc78990-fb1f-4468-972b-519ae1224679", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['.RANDOM', 'NIGHTTIME']" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.rejected_features_" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "237d6a48-26c7-4daa-8215-afda8d5be477", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'mae': 0.6341149178247157,\n", + " 'medae': 0.03867464876174925,\n", + " 'mse': 2.7830741571859714,\n", + " 'rmse': 1.6682548238161852,\n", + " 'mape': 29360822080.99505,\n", + " 'maxe': 41.95621384429931,\n", + " 'r2': 0.9250428712721172}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.scores_" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7877daf4-8bc6-4d93-8c84-10a4f7e24a60", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'mae': 2.3642436843089984,\n", + " 'medae': 1.6848809967041012,\n", + " 'mse': 11.079039586807092,\n", + " 'rmse': 3.3285191282020734,\n", + " 'mape': 90256318903.55498,\n", + " 'maxe': 41.95621384429931,\n", + " 'r2': 0.7011042445986557}" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.scores_test_" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "bdf810bd-eea4-4e86-bc16-70168675b0fd", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['X', 'y', 'timestamp', 'predictions', 'X_names', 'y_name', 'X_train', 'y_train', 'X_test', 'y_test', 'model'])" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.traintest_details_.keys()" + ] + }, + { + "cell_type": "markdown", + "id": "1541eac0-cccc-4a0c-81f5-ad3346b44ffa", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "efc9ef4a-21ed-4218-ae6f-05eb7077241b", + "metadata": {}, + "source": [ + "## Result" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b1f5e1ce-e2cd-4b56-8506-f4a1c66da3b1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "TIMESTAMP_MIDDLE\n", + "2013-01-01 00:15:00 1.157470\n", + "2013-01-01 00:45:00 0.789539\n", + "2013-01-01 01:15:00 0.551183\n", + "2013-01-01 01:45:00 0.538000\n", + "2013-01-01 02:15:00 -0.843809\n", + " ... \n", + "2022-12-31 21:45:00 2.489827\n", + "2022-12-31 22:15:00 3.518000\n", + "2022-12-31 22:45:00 -1.447790\n", + "2022-12-31 23:15:00 -1.790129\n", + "2022-12-31 23:45:00 -0.509094\n", + "Freq: 30min, Name: NEE_CUT_REF_orig_gfXG, Length: 175296, dtype: float64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gapfilled = xgbts.get_gapfilled_target()\n", + "gapfilled" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "938a74cf-1548-4e0a-ab1f-428d59f76ac2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TIMESTAMP_MIDDLE\n", + "2013-01-01 00:15:00 2.0\n", + "2013-01-01 00:45:00 1.0\n", + "2013-01-01 01:15:00 1.0\n", + "2013-01-01 01:45:00 0.0\n", + "2013-01-01 02:15:00 1.0\n", + " ... \n", + "2022-12-31 21:45:00 1.0\n", + "2022-12-31 22:15:00 0.0\n", + "2022-12-31 22:45:00 1.0\n", + "2022-12-31 23:15:00 1.0\n", + "2022-12-31 23:45:00 1.0\n", + "Freq: 30min, Name: FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED, Length: 175296, dtype: float64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "flag = xgbts.get_flag()\n", + "flag" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6304cd83-0445-4d01-ab1c-a26246de69e4", + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + "
.PREDICTIONS_FULLMODELNEE_CUT_REF_orig.GAP_PREDICTIONSFLAG_NEE_CUT_REF_orig_gfXG_ISFILLEDNEE_CUT_REF_orig_gfXG.PREDICTIONS_FALLBACK.GAPFILLED_CUMULATIVE.PREDICTIONS
TIMESTAMP_MIDDLE
2013-01-01 00:15:00NaNNaNNaN2.01.1574701.1574701.1574701.157470
2013-01-01 00:45:000.789539NaN0.7895391.00.7895391.1574701.9470090.789539
2013-01-01 01:15:000.551183NaN0.5511831.00.5511830.5296072.4981920.551183
2013-01-01 01:45:000.5257490.538NaN0.00.5380000.5296073.0361920.525749
2013-01-01 02:15:00-0.843809NaN-0.8438091.0-0.8438090.4445802.192383-0.843809
...........................
2022-12-31 21:45:002.489827NaN2.4898271.02.4898271.715796-84087.0627072.489827
2022-12-31 22:15:003.4066103.518NaN0.03.518000-0.235902-84083.5447073.406610
2022-12-31 22:45:00-1.447790NaN-1.4477901.0-1.447790-0.235902-84084.992497-1.447790
2022-12-31 23:15:00-1.790129NaN-1.7901291.0-1.790129-0.624014-84086.782626-1.790129
2022-12-31 23:45:00-0.509094NaN-0.5090941.0-0.509094-0.624014-84087.291721-0.509094
\n", + "

175296 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " .PREDICTIONS_FULLMODEL NEE_CUT_REF_orig .GAP_PREDICTIONS FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED NEE_CUT_REF_orig_gfXG .PREDICTIONS_FALLBACK .GAPFILLED_CUMULATIVE .PREDICTIONS\n", + "TIMESTAMP_MIDDLE \n", + "2013-01-01 00:15:00 NaN NaN NaN 2.0 1.157470 1.157470 1.157470 1.157470\n", + "2013-01-01 00:45:00 0.789539 NaN 0.789539 1.0 0.789539 1.157470 1.947009 0.789539\n", + "2013-01-01 01:15:00 0.551183 NaN 0.551183 1.0 0.551183 0.529607 2.498192 0.551183\n", + "2013-01-01 01:45:00 0.525749 0.538 NaN 0.0 0.538000 0.529607 3.036192 0.525749\n", + "2013-01-01 02:15:00 -0.843809 NaN -0.843809 1.0 -0.843809 0.444580 2.192383 -0.843809\n", + "... ... ... ... ... ... ... ... ...\n", + "2022-12-31 21:45:00 2.489827 NaN 2.489827 1.0 2.489827 1.715796 -84087.062707 2.489827\n", + "2022-12-31 22:15:00 3.406610 3.518 NaN 0.0 3.518000 -0.235902 -84083.544707 3.406610\n", + "2022-12-31 22:45:00 -1.447790 NaN -1.447790 1.0 -1.447790 -0.235902 -84084.992497 -1.447790\n", + "2022-12-31 23:15:00 -1.790129 NaN -1.790129 1.0 -1.790129 -0.624014 -84086.782626 -1.790129\n", + "2022-12-31 23:45:00 -0.509094 NaN -0.509094 1.0 -0.509094 -0.624014 -84087.291721 -0.509094\n", + "\n", + "[175296 rows x 8 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gapfilling_df = xgbts.gapfilling_df_\n", + "gapfilling_df" + ] + }, + { + "cell_type": "markdown", + "id": "5ce907d7-3d76-411c-b347-9da6efca4478", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "f76b66b9-87c7-4144-8f06-df4fe48e1a0c", + "metadata": {}, + "source": [ + "## Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "28823987-3361-459b-add7-6e5df0f129a1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(ncols=2, figsize=(16, 9))\n", + "HeatmapDateTime(series=df[TARGET_COL], ax=axs[0]).plot()\n", + "HeatmapDateTime(series=gapfilled, ax=axs[1]).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "be6fd025-fae3-4c46-80ea-211eeabf579a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\plotting\\timeseries.py:139: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " self.fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "TimeSeries(gapfilled.cumsum()).plot();" + ] + }, + { + "cell_type": "markdown", + "id": "349a38bf-49dc-46f3-aed8-c37415f7b1c4", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "def56ee3-2a84-4a86-bd5b-525f0764b48d", + "metadata": {}, + "source": [ + "# **End of notebook**\n", + "Congratulations, you reached the end of this notebook! Before you go let's store your finish time." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e6ea09b1-a8b1-420f-9df0-44e50d69c37c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished. 2024-04-26 13:14:21\n" + ] + } + ], + "source": [ + "dt_string = datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n", + "print(f\"Finished. {dt_string}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b50b45c-10a0-489d-b6e9-8b3d69d74303", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + }, + "toc-autonumbering": true, + "toc-showcode": false, + "toc-showmarkdowntxt": false, + "toc-showtags": true + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/GapFilling/XGBoostGapFillingMinimal.ipynb b/notebooks/GapFilling/XGBoostGapFillingMinimal.ipynb new file mode 100644 index 0000000..26bd753 --- /dev/null +++ b/notebooks/GapFilling/XGBoostGapFillingMinimal.ipynb @@ -0,0 +1,1996 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1b68dee5-76ca-44bd-8de6-45c5a314d982", + "metadata": {}, + "source": [ + "![lop](../../images/logo_diive1_128px.png)" + ] + }, + { + "cell_type": "markdown", + "id": "80476531-3a45-420c-8ece-d8fe73ab8788", + "metadata": {}, + "source": [ + "\n", + "\n", + " XGBoost gap-filling\n", + ": Minimal example \n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "48815613-0181-48f3-a4d7-9620a9f88b15", + "metadata": {}, + "source": [ + "---\n", + "**Notebook version**: `1` (26 Apr 2024) \n", + "**Author**: Lukas Hörtnagl (holukas@ethz.ch) " + ] + }, + { + "cell_type": "markdown", + "id": "16a83491-39e1-4d9d-a0ba-e99ca4c578c4", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "10364782-eb90-4f6f-b419-d4fd5f2bccd1", + "metadata": {}, + "source": [ + "# **Background**" + ] + }, + { + "cell_type": "markdown", + "id": "f4616152-4f22-4f0b-9d31-f590782c0ddb", + "metadata": { + "tags": [] + }, + "source": [ + "- Using [XGBoost](https://xgboost.readthedocs.io/en/stable/) to gap-fill time series data" + ] + }, + { + "cell_type": "markdown", + "id": "114bdf76-2238-4790-9107-8242990b029a", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "da7534be-f906-48e0-8257-8134c6f379e2", + "metadata": {}, + "source": [ + "# **User settings**\n", + "`TARGET_COL` ... name of the time series that is gap-filled \n", + "`subsetcols` ... list of columns included in the random forest model, target must also be listed here\n", + "\n", + "All columns that are not the target will be used as features/predictors during model building." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8cc892bd-75a4-467f-8399-6b152e37c4c1", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "TARGET_COL = 'NEE_CUT_REF_orig'\n", + "subsetcols = [TARGET_COL, 'Tair_f', 'VPD_f', 'Rg_f']" + ] + }, + { + "cell_type": "markdown", + "id": "27daca5e-76ed-47be-a3e8-18d259ea7522", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "a8b8983b-88e5-42e3-8d72-9729f9306653", + "metadata": {}, + "source": [ + "# **Imports**\n", + "- This notebook uses `diive` ([source code](https://gitlab.ethz.ch/diive/diive)) to check eddy covariance fluxes for quality" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a5a21aa1-ea9a-4959-995e-3770371efc73", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "diive version: v0.75.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import importlib.metadata\n", + "from datetime import datetime\n", + "import matplotlib.pyplot as plt\n", + "from diive.configs.exampledata import load_exampledata_parquet\n", + "from diive.core.plotting.timeseries import TimeSeries # For simple (interactive) time series plotting\n", + "from diive.core.dfun.stats import sstats # Time series stats\n", + "from diive.core.plotting.heatmap_datetime import HeatmapDateTime\n", + "from diive.pkgs.gapfilling.xgboost_ts import XGBoostTS\n", + "version_diive = importlib.metadata.version(\"diive\")\n", + "print(f\"diive version: v{version_diive}\")" + ] + }, + { + "cell_type": "markdown", + "id": "82c9dc2d-5570-48cc-8428-bdd5f7e980df", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "5d93046a-097d-49d2-b46d-bbf5f67b3850", + "metadata": {}, + "source": [ + "# **Docstring** for `XGBoostTS`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f5462f0f-012b-4810-a731-d1c0ff60c04a", + "metadata": {}, + "outputs": [], + "source": [ + "# help(XGBoostTS)" + ] + }, + { + "cell_type": "markdown", + "id": "57c69ddc-0420-451d-bf56-95859c5174d0", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "bdb4b245-837d-4830-942d-293f0e8e343b", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "72383d3c-88ba-4e50-ae97-313c8e701f05", + "metadata": {}, + "source": [ + "# **Load data**" + ] + }, + { + "cell_type": "markdown", + "id": "a33d178e-0b56-4526-87c6-ab7d8b40561a", + "metadata": {}, + "source": [ + "## Load example data from parquet file" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d8813d50-abc1-46cc-89de-c463c8250eab", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded .parquet file L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\configs\\exampledata\\exampledata_PARQUET_CH-DAV_FP2022.5_2013-2022_ID20230206154316_30MIN.parquet (0.043 seconds). Detected time resolution of <30 * Minutes> / 30min \n" + ] + } + ], + "source": [ + "source_df = load_exampledata_parquet()" + ] + }, + { + "cell_type": "markdown", + "id": "a33fb475-7d83-40b2-8d84-4da1b604e766", + "metadata": {}, + "source": [ + "## Make subset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "74fe2892-e86d-4f49-a9f4-67bca026a125", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = source_df.copy()\n", + "lowquality = df[\"QCF_NEE\"] > 0 # This example uses NEE flux data, only records where the quality flag QCF is 0 (highest quality) are retained\n", + "df.loc[lowquality, TARGET_COL] = np.nan # Set fluxes of lower quality to missing\n", + "df = df[subsetcols].copy() # Keep subset columns only" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "25ae8042-12c8-41fd-8a6d-7a71d56cdd4a", + "metadata": { + "tags": [] + }, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NEE_CUT_REF_origTair_fVPD_fRg_f
count41284.000000175296.000000175296.000000175296.000000
mean-3.8335224.7129993.233176152.671445
std6.0854497.5486533.710180247.531312
min-38.653000-23.0960000.0000000.000000
25%-7.840000-0.8000000.6610000.000000
50%-3.8270004.6000001.9910002.596000
75%0.60625010.0670004.375000225.677750
max25.29000028.71300032.1180001197.800000
\n", + "
" + ], + "text/plain": [ + " NEE_CUT_REF_orig Tair_f VPD_f Rg_f\n", + "count 41284.000000 175296.000000 175296.000000 175296.000000\n", + "mean -3.833522 4.712999 3.233176 152.671445\n", + "std 6.085449 7.548653 3.710180 247.531312\n", + "min -38.653000 -23.096000 0.000000 0.000000\n", + "25% -7.840000 -0.800000 0.661000 0.000000\n", + "50% -3.827000 4.600000 1.991000 2.596000\n", + "75% 0.606250 10.067000 4.375000 225.677750\n", + "max 25.290000 28.713000 32.118000 1197.800000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c9f9284e-4518-423f-bfdd-55bebc06ed75", + "metadata": { + "tags": [] + }, + "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", + " \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", + "
NEE_CUT_REF_orig
STARTDATE2013-01-01 00:15
ENDDATE2022-12-31 23:45
PERIOD3651 days 23:30:00
NOV41284
MISSING134012
MISSING_PERC76.448978
MEAN-3.833522
SD6.085449
VAR37.032694
SD/MEAN-1.58743
SUM-158263.133
MEDIAN-3.827
MIN-38.653
MAX25.29
P01-18.7924
P05-13.7397
P25-7.84
P750.60625
P955.48585
P9910.92289
\n", + "
" + ], + "text/plain": [ + " NEE_CUT_REF_orig\n", + "STARTDATE 2013-01-01 00:15\n", + "ENDDATE 2022-12-31 23:45\n", + "PERIOD 3651 days 23:30:00\n", + "NOV 41284\n", + "MISSING 134012\n", + "MISSING_PERC 76.448978\n", + "MEAN -3.833522\n", + "SD 6.085449\n", + "VAR 37.032694\n", + "SD/MEAN -1.58743\n", + "SUM -158263.133\n", + "MEDIAN -3.827\n", + "MIN -38.653\n", + "MAX 25.29\n", + "P01 -18.7924\n", + "P05 -13.7397\n", + "P25 -7.84\n", + "P75 0.60625\n", + "P95 5.48585\n", + "P99 10.92289" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sstats(df[TARGET_COL])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f0d91cb8-d483-4595-baf5-72f7017751ab", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\plotting\\timeseries.py:139: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " self.fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# TimeSeries(series=df[TARGET_COL]).plot_interactive()\n", + "TimeSeries(series=df[TARGET_COL]).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "2caff0ae-d48c-4dd4-9ff9-de5ca43e0a49", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "c5faf2fb-caa5-44ad-8ef3-096bdc5a02e1", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "ebd806e7-28db-4e0c-9669-5535188628d3", + "metadata": {}, + "source": [ + "# **Gap-filling**" + ] + }, + { + "cell_type": "markdown", + "id": "b03f9e6c-bdb1-49ee-b6f9-4a25ab1c75d1", + "metadata": {}, + "source": [ + "## Initialize XGBoost" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "385ce1d8-d580-445f-ae88-4000093d642d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "xgbts = XGBoostTS(\n", + " input_df=df,\n", + " target_col=TARGET_COL, \n", + " n_estimators=99, \n", + " random_state=42, # To keep results consitent between runs\n", + " n_jobs=-1 # Use all available CPU cores\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "d11e5455-13f1-4a12-9499-31fd92d21524", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "d0e3d966-79ab-4789-ab6e-209e5bc79eb1", + "metadata": {}, + "source": [ + "## Feature reduction" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cb2769e5-df87-41f1-a143-b7a57bbdea76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Feature reduction based on permutation importance ...\n", + "Fitting model ...\n", + "[0]\tvalidation_0-rmse:5.01045\tvalidation_1-rmse:5.06030\n", + "[1]\tvalidation_0-rmse:4.35827\tvalidation_1-rmse:4.42919\n", + "[2]\tvalidation_0-rmse:3.98184\tvalidation_1-rmse:4.06488\n", + "[3]\tvalidation_0-rmse:3.76197\tvalidation_1-rmse:3.85593\n", + "[4]\tvalidation_0-rmse:3.63649\tvalidation_1-rmse:3.73628\n", + "[5]\tvalidation_0-rmse:3.57002\tvalidation_1-rmse:3.67734\n", + "[6]\tvalidation_0-rmse:3.52062\tvalidation_1-rmse:3.63871\n", + "[7]\tvalidation_0-rmse:3.49164\tvalidation_1-rmse:3.61759\n", + "[8]\tvalidation_0-rmse:3.46882\tvalidation_1-rmse:3.60305\n", + "[9]\tvalidation_0-rmse:3.45453\tvalidation_1-rmse:3.59754\n", + "[10]\tvalidation_0-rmse:3.44440\tvalidation_1-rmse:3.59588\n", + "[11]\tvalidation_0-rmse:3.43348\tvalidation_1-rmse:3.59616\n", + "[12]\tvalidation_0-rmse:3.42354\tvalidation_1-rmse:3.59301\n", + "[13]\tvalidation_0-rmse:3.41611\tvalidation_1-rmse:3.59417\n", + "[14]\tvalidation_0-rmse:3.40927\tvalidation_1-rmse:3.59429\n", + "[15]\tvalidation_0-rmse:3.40234\tvalidation_1-rmse:3.59433\n", + "[16]\tvalidation_0-rmse:3.39863\tvalidation_1-rmse:3.59393\n", + "[17]\tvalidation_0-rmse:3.39282\tvalidation_1-rmse:3.59415\n", + "[18]\tvalidation_0-rmse:3.38788\tvalidation_1-rmse:3.59366\n", + "[19]\tvalidation_0-rmse:3.38236\tvalidation_1-rmse:3.59382\n", + "[20]\tvalidation_0-rmse:3.37774\tvalidation_1-rmse:3.59439\n", + "[21]\tvalidation_0-rmse:3.37019\tvalidation_1-rmse:3.59588\n", + "[22]\tvalidation_0-rmse:3.36725\tvalidation_1-rmse:3.59490\n", + "[23]\tvalidation_0-rmse:3.36235\tvalidation_1-rmse:3.59441\n", + "[24]\tvalidation_0-rmse:3.35502\tvalidation_1-rmse:3.59651\n", + "[25]\tvalidation_0-rmse:3.34916\tvalidation_1-rmse:3.59855\n", + "[26]\tvalidation_0-rmse:3.34313\tvalidation_1-rmse:3.59788\n", + "[27]\tvalidation_0-rmse:3.33511\tvalidation_1-rmse:3.59983\n", + "[28]\tvalidation_0-rmse:3.33155\tvalidation_1-rmse:3.60004\n", + "[29]\tvalidation_0-rmse:3.32681\tvalidation_1-rmse:3.59882\n", + "[30]\tvalidation_0-rmse:3.32382\tvalidation_1-rmse:3.60036\n", + "[31]\tvalidation_0-rmse:3.31459\tvalidation_1-rmse:3.60238\n", + "[32]\tvalidation_0-rmse:3.31080\tvalidation_1-rmse:3.60341\n", + "[33]\tvalidation_0-rmse:3.30310\tvalidation_1-rmse:3.60488\n", + "[34]\tvalidation_0-rmse:3.29774\tvalidation_1-rmse:3.60668\n", + "[35]\tvalidation_0-rmse:3.29397\tvalidation_1-rmse:3.60740\n", + "[36]\tvalidation_0-rmse:3.28759\tvalidation_1-rmse:3.60950\n", + "[37]\tvalidation_0-rmse:3.28284\tvalidation_1-rmse:3.61105\n", + "[38]\tvalidation_0-rmse:3.28028\tvalidation_1-rmse:3.61055\n", + "[39]\tvalidation_0-rmse:3.27668\tvalidation_1-rmse:3.61126\n", + "[40]\tvalidation_0-rmse:3.27289\tvalidation_1-rmse:3.61223\n", + "[41]\tvalidation_0-rmse:3.27009\tvalidation_1-rmse:3.61294\n", + "[42]\tvalidation_0-rmse:3.26832\tvalidation_1-rmse:3.61258\n", + "[43]\tvalidation_0-rmse:3.26397\tvalidation_1-rmse:3.61261\n", + "[44]\tvalidation_0-rmse:3.25763\tvalidation_1-rmse:3.61502\n", + "[45]\tvalidation_0-rmse:3.25121\tvalidation_1-rmse:3.61575\n", + "[46]\tvalidation_0-rmse:3.24598\tvalidation_1-rmse:3.61509\n", + "[47]\tvalidation_0-rmse:3.24245\tvalidation_1-rmse:3.61522\n", + "[48]\tvalidation_0-rmse:3.23635\tvalidation_1-rmse:3.61508\n", + "[49]\tvalidation_0-rmse:3.23356\tvalidation_1-rmse:3.61641\n", + "[50]\tvalidation_0-rmse:3.23076\tvalidation_1-rmse:3.61646\n", + "[51]\tvalidation_0-rmse:3.22376\tvalidation_1-rmse:3.61670\n", + "[52]\tvalidation_0-rmse:3.22114\tvalidation_1-rmse:3.61747\n", + "[53]\tvalidation_0-rmse:3.21711\tvalidation_1-rmse:3.61735\n", + "[54]\tvalidation_0-rmse:3.21261\tvalidation_1-rmse:3.61799\n", + "[55]\tvalidation_0-rmse:3.20871\tvalidation_1-rmse:3.61943\n", + "[56]\tvalidation_0-rmse:3.20353\tvalidation_1-rmse:3.62086\n", + "[57]\tvalidation_0-rmse:3.20051\tvalidation_1-rmse:3.62210\n", + "[58]\tvalidation_0-rmse:3.19500\tvalidation_1-rmse:3.62304\n", + "[59]\tvalidation_0-rmse:3.18947\tvalidation_1-rmse:3.62494\n", + "[60]\tvalidation_0-rmse:3.18585\tvalidation_1-rmse:3.62580\n", + "[61]\tvalidation_0-rmse:3.18211\tvalidation_1-rmse:3.62562\n", + "[62]\tvalidation_0-rmse:3.17782\tvalidation_1-rmse:3.62637\n", + "[63]\tvalidation_0-rmse:3.17565\tvalidation_1-rmse:3.62733\n", + "[64]\tvalidation_0-rmse:3.17076\tvalidation_1-rmse:3.62906\n", + "[65]\tvalidation_0-rmse:3.16902\tvalidation_1-rmse:3.62883\n", + "[66]\tvalidation_0-rmse:3.16530\tvalidation_1-rmse:3.63067\n", + "[67]\tvalidation_0-rmse:3.16333\tvalidation_1-rmse:3.63073\n", + "[68]\tvalidation_0-rmse:3.15790\tvalidation_1-rmse:3.63148\n", + "[69]\tvalidation_0-rmse:3.15473\tvalidation_1-rmse:3.63251\n", + "[70]\tvalidation_0-rmse:3.15263\tvalidation_1-rmse:3.63321\n", + "[71]\tvalidation_0-rmse:3.14633\tvalidation_1-rmse:3.63422\n", + "[72]\tvalidation_0-rmse:3.14189\tvalidation_1-rmse:3.63549\n", + "[73]\tvalidation_0-rmse:3.14036\tvalidation_1-rmse:3.63551\n", + "[74]\tvalidation_0-rmse:3.13665\tvalidation_1-rmse:3.63796\n", + "[75]\tvalidation_0-rmse:3.12891\tvalidation_1-rmse:3.63852\n", + "[76]\tvalidation_0-rmse:3.12521\tvalidation_1-rmse:3.63891\n", + "[77]\tvalidation_0-rmse:3.12064\tvalidation_1-rmse:3.63915\n", + "[78]\tvalidation_0-rmse:3.11634\tvalidation_1-rmse:3.64065\n", + "[79]\tvalidation_0-rmse:3.11004\tvalidation_1-rmse:3.64153\n", + "[80]\tvalidation_0-rmse:3.10502\tvalidation_1-rmse:3.64158\n", + "[81]\tvalidation_0-rmse:3.09749\tvalidation_1-rmse:3.64300\n", + "[82]\tvalidation_0-rmse:3.09236\tvalidation_1-rmse:3.64527\n", + "[83]\tvalidation_0-rmse:3.08761\tvalidation_1-rmse:3.64635\n", + "[84]\tvalidation_0-rmse:3.08154\tvalidation_1-rmse:3.64860\n", + "[85]\tvalidation_0-rmse:3.07933\tvalidation_1-rmse:3.64907\n", + "[86]\tvalidation_0-rmse:3.07575\tvalidation_1-rmse:3.64982\n", + "[87]\tvalidation_0-rmse:3.07106\tvalidation_1-rmse:3.65232\n", + "[88]\tvalidation_0-rmse:3.06622\tvalidation_1-rmse:3.65198\n", + "[89]\tvalidation_0-rmse:3.06362\tvalidation_1-rmse:3.65339\n", + "[90]\tvalidation_0-rmse:3.06196\tvalidation_1-rmse:3.65457\n", + "[91]\tvalidation_0-rmse:3.05893\tvalidation_1-rmse:3.65530\n", + "[92]\tvalidation_0-rmse:3.05774\tvalidation_1-rmse:3.65605\n", + "[93]\tvalidation_0-rmse:3.05625\tvalidation_1-rmse:3.65632\n", + "[94]\tvalidation_0-rmse:3.05033\tvalidation_1-rmse:3.65681\n", + "[95]\tvalidation_0-rmse:3.04668\tvalidation_1-rmse:3.65852\n", + "[96]\tvalidation_0-rmse:3.04272\tvalidation_1-rmse:3.65845\n", + "[97]\tvalidation_0-rmse:3.03819\tvalidation_1-rmse:3.65867\n", + "[98]\tvalidation_0-rmse:3.03391\tvalidation_1-rmse:3.65872\n", + "Calculating permutation importance using model ...\n" + ] + } + ], + "source": [ + "xgbts.reduce_features()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c8fc1a42-0936-4466-ac60-7f508149ba39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=================\n", + "FEATURE REDUCTION\n", + "=================\n", + "\n", + "- the random variable .RANDOM was added to the original features, used as benchmark for detecting relevant feature importances\n", + "- target variable: NEE_CUT_REF_orig\n", + "- features before reduction: ['Rg_f', 'Tair_f', 'VPD_f', '.RANDOM']\n", + "- permutation importance was calculated from 3 permutations\n", + "- These results are from feature reduction. Note that feature importances for the final model are calculated during gap-filling.\n", + "\n", + "\n", + "PERMUTATION IMPORTANCE (FULL RESULTS):\n", + "\n", + " PERM_IMPORTANCE PERM_SD\n", + "Rg_f 1.396775 0.015523\n", + "Tair_f 1.057946 0.011651\n", + "VPD_f 0.548097 0.005102\n", + ".RANDOM -0.001863 0.000540\n", + "\n", + "--> 4 input features, including .RANDOM: ['Rg_f', 'Tair_f', 'VPD_f', '.RANDOM']\n", + "--> 3 accepted features, larger than .RANDOM: ['Rg_f', 'Tair_f', 'VPD_f']\n", + "--> 1 rejected features, smaller than or equal to .RANDOM: ['.RANDOM']\n", + "\n" + ] + } + ], + "source": [ + "xgbts.report_feature_reduction()" + ] + }, + { + "cell_type": "markdown", + "id": "63d7edcd-defa-4255-b7e2-e0c5ed9b0a8d", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "5ff87470-b6a3-4b56-a119-bc3315681401", + "metadata": {}, + "source": [ + "## Train model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4d96274e-32d8-436b-b6ca-b8fa953f295a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building model based on data between 2013-01-01 00:15:00 and 2022-12-31 23:45:00 ...\n", + "Fitting model ...\n", + "[0]\tvalidation_0-rmse:5.01085\tvalidation_1-rmse:5.05899\n", + "[1]\tvalidation_0-rmse:4.35924\tvalidation_1-rmse:4.42779\n", + "[2]\tvalidation_0-rmse:3.98348\tvalidation_1-rmse:4.06293\n", + "[3]\tvalidation_0-rmse:3.76395\tvalidation_1-rmse:3.85240\n", + "[4]\tvalidation_0-rmse:3.63988\tvalidation_1-rmse:3.73152\n", + "[5]\tvalidation_0-rmse:3.57302\tvalidation_1-rmse:3.67123\n", + "[6]\tvalidation_0-rmse:3.52490\tvalidation_1-rmse:3.63135\n", + "[7]\tvalidation_0-rmse:3.49683\tvalidation_1-rmse:3.61086\n", + "[8]\tvalidation_0-rmse:3.47750\tvalidation_1-rmse:3.59560\n", + "[9]\tvalidation_0-rmse:3.46305\tvalidation_1-rmse:3.58741\n", + "[10]\tvalidation_0-rmse:3.45501\tvalidation_1-rmse:3.58390\n", + "[11]\tvalidation_0-rmse:3.44491\tvalidation_1-rmse:3.57961\n", + "[12]\tvalidation_0-rmse:3.44131\tvalidation_1-rmse:3.57934\n", + "[13]\tvalidation_0-rmse:3.43360\tvalidation_1-rmse:3.57964\n", + "[14]\tvalidation_0-rmse:3.42856\tvalidation_1-rmse:3.58052\n", + "[15]\tvalidation_0-rmse:3.42266\tvalidation_1-rmse:3.57939\n", + "[16]\tvalidation_0-rmse:3.41502\tvalidation_1-rmse:3.57855\n", + "[17]\tvalidation_0-rmse:3.40741\tvalidation_1-rmse:3.57717\n", + "[18]\tvalidation_0-rmse:3.40231\tvalidation_1-rmse:3.57808\n", + "[19]\tvalidation_0-rmse:3.39458\tvalidation_1-rmse:3.57790\n", + "[20]\tvalidation_0-rmse:3.39228\tvalidation_1-rmse:3.57748\n", + "[21]\tvalidation_0-rmse:3.38939\tvalidation_1-rmse:3.57729\n", + "[22]\tvalidation_0-rmse:3.38425\tvalidation_1-rmse:3.57658\n", + "[23]\tvalidation_0-rmse:3.37693\tvalidation_1-rmse:3.57523\n", + "[24]\tvalidation_0-rmse:3.37197\tvalidation_1-rmse:3.57578\n", + "[25]\tvalidation_0-rmse:3.36782\tvalidation_1-rmse:3.57562\n", + "[26]\tvalidation_0-rmse:3.35706\tvalidation_1-rmse:3.57501\n", + "[27]\tvalidation_0-rmse:3.35175\tvalidation_1-rmse:3.57434\n", + "[28]\tvalidation_0-rmse:3.34749\tvalidation_1-rmse:3.57462\n", + "[29]\tvalidation_0-rmse:3.34452\tvalidation_1-rmse:3.57460\n", + "[30]\tvalidation_0-rmse:3.33911\tvalidation_1-rmse:3.57590\n", + "[31]\tvalidation_0-rmse:3.33307\tvalidation_1-rmse:3.57649\n", + "[32]\tvalidation_0-rmse:3.32831\tvalidation_1-rmse:3.57740\n", + "[33]\tvalidation_0-rmse:3.32634\tvalidation_1-rmse:3.57797\n", + "[34]\tvalidation_0-rmse:3.32470\tvalidation_1-rmse:3.57813\n", + "[35]\tvalidation_0-rmse:3.32325\tvalidation_1-rmse:3.57930\n", + "[36]\tvalidation_0-rmse:3.32144\tvalidation_1-rmse:3.57937\n", + "[37]\tvalidation_0-rmse:3.31655\tvalidation_1-rmse:3.58004\n", + "[38]\tvalidation_0-rmse:3.31267\tvalidation_1-rmse:3.58049\n", + "[39]\tvalidation_0-rmse:3.30931\tvalidation_1-rmse:3.58018\n", + "[40]\tvalidation_0-rmse:3.30715\tvalidation_1-rmse:3.57990\n", + "[41]\tvalidation_0-rmse:3.30490\tvalidation_1-rmse:3.57915\n", + "[42]\tvalidation_0-rmse:3.30128\tvalidation_1-rmse:3.57870\n", + "[43]\tvalidation_0-rmse:3.29750\tvalidation_1-rmse:3.57984\n", + "[44]\tvalidation_0-rmse:3.29456\tvalidation_1-rmse:3.58039\n", + "[45]\tvalidation_0-rmse:3.28961\tvalidation_1-rmse:3.58230\n", + "[46]\tvalidation_0-rmse:3.28563\tvalidation_1-rmse:3.58338\n", + "[47]\tvalidation_0-rmse:3.28219\tvalidation_1-rmse:3.58347\n", + "[48]\tvalidation_0-rmse:3.27965\tvalidation_1-rmse:3.58497\n", + "[49]\tvalidation_0-rmse:3.27582\tvalidation_1-rmse:3.58667\n", + "[50]\tvalidation_0-rmse:3.27300\tvalidation_1-rmse:3.58786\n", + "[51]\tvalidation_0-rmse:3.26644\tvalidation_1-rmse:3.58880\n", + "[52]\tvalidation_0-rmse:3.26350\tvalidation_1-rmse:3.59069\n", + "[53]\tvalidation_0-rmse:3.25582\tvalidation_1-rmse:3.59140\n", + "[54]\tvalidation_0-rmse:3.25210\tvalidation_1-rmse:3.59342\n", + "[55]\tvalidation_0-rmse:3.24968\tvalidation_1-rmse:3.59425\n", + "[56]\tvalidation_0-rmse:3.24521\tvalidation_1-rmse:3.59446\n", + "[57]\tvalidation_0-rmse:3.24285\tvalidation_1-rmse:3.59534\n", + "[58]\tvalidation_0-rmse:3.23860\tvalidation_1-rmse:3.59661\n", + "[59]\tvalidation_0-rmse:3.23603\tvalidation_1-rmse:3.59728\n", + "[60]\tvalidation_0-rmse:3.23435\tvalidation_1-rmse:3.59703\n", + "[61]\tvalidation_0-rmse:3.23203\tvalidation_1-rmse:3.59706\n", + "[62]\tvalidation_0-rmse:3.23036\tvalidation_1-rmse:3.59733\n", + "[63]\tvalidation_0-rmse:3.22652\tvalidation_1-rmse:3.59865\n", + "[64]\tvalidation_0-rmse:3.22074\tvalidation_1-rmse:3.59957\n", + "[65]\tvalidation_0-rmse:3.21876\tvalidation_1-rmse:3.60019\n", + "[66]\tvalidation_0-rmse:3.21175\tvalidation_1-rmse:3.60003\n", + "[67]\tvalidation_0-rmse:3.20700\tvalidation_1-rmse:3.60229\n", + "[68]\tvalidation_0-rmse:3.20336\tvalidation_1-rmse:3.60323\n", + "[69]\tvalidation_0-rmse:3.20091\tvalidation_1-rmse:3.60309\n", + "[70]\tvalidation_0-rmse:3.19656\tvalidation_1-rmse:3.60469\n", + "[71]\tvalidation_0-rmse:3.19216\tvalidation_1-rmse:3.60474\n", + "[72]\tvalidation_0-rmse:3.18615\tvalidation_1-rmse:3.60605\n", + "[73]\tvalidation_0-rmse:3.18519\tvalidation_1-rmse:3.60618\n", + "[74]\tvalidation_0-rmse:3.18167\tvalidation_1-rmse:3.60742\n", + "[75]\tvalidation_0-rmse:3.17932\tvalidation_1-rmse:3.60816\n", + "[76]\tvalidation_0-rmse:3.17821\tvalidation_1-rmse:3.60844\n", + "[77]\tvalidation_0-rmse:3.17388\tvalidation_1-rmse:3.60926\n", + "[78]\tvalidation_0-rmse:3.17243\tvalidation_1-rmse:3.60913\n", + "[79]\tvalidation_0-rmse:3.17004\tvalidation_1-rmse:3.60942\n", + "[80]\tvalidation_0-rmse:3.16616\tvalidation_1-rmse:3.61084\n", + "[81]\tvalidation_0-rmse:3.16330\tvalidation_1-rmse:3.61182\n", + "[82]\tvalidation_0-rmse:3.16013\tvalidation_1-rmse:3.61199\n", + "[83]\tvalidation_0-rmse:3.15918\tvalidation_1-rmse:3.61188\n", + "[84]\tvalidation_0-rmse:3.15844\tvalidation_1-rmse:3.61211\n", + "[85]\tvalidation_0-rmse:3.15526\tvalidation_1-rmse:3.61298\n", + "[86]\tvalidation_0-rmse:3.14912\tvalidation_1-rmse:3.61297\n", + "[87]\tvalidation_0-rmse:3.14471\tvalidation_1-rmse:3.61376\n", + "[88]\tvalidation_0-rmse:3.14255\tvalidation_1-rmse:3.61295\n", + "[89]\tvalidation_0-rmse:3.13895\tvalidation_1-rmse:3.61483\n", + "[90]\tvalidation_0-rmse:3.13697\tvalidation_1-rmse:3.61532\n", + "[91]\tvalidation_0-rmse:3.13457\tvalidation_1-rmse:3.61636\n", + "[92]\tvalidation_0-rmse:3.13341\tvalidation_1-rmse:3.61634\n", + "[93]\tvalidation_0-rmse:3.13126\tvalidation_1-rmse:3.61688\n", + "[94]\tvalidation_0-rmse:3.12550\tvalidation_1-rmse:3.61662\n", + "[95]\tvalidation_0-rmse:3.12156\tvalidation_1-rmse:3.61838\n", + "[96]\tvalidation_0-rmse:3.11784\tvalidation_1-rmse:3.61915\n", + "[97]\tvalidation_0-rmse:3.11564\tvalidation_1-rmse:3.61956\n", + "[98]\tvalidation_0-rmse:3.11263\tvalidation_1-rmse:3.61959\n", + "Calculating permutation importance using model ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\ml\\common.py:608: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xgbts.trainmodel(showplot_scores=True, showplot_importance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ddd7c2fb-bca2-4d61-9397-fa8b26e0117c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "================================\n", + "MODEL TRAINING & TESTING RESULTS\n", + "================================\n", + "\n", + "- the model was trained and tested based on data between 2013-01-01T01:45:00.000000000 and 2022-12-31T22:15:00.000000000.\n", + "- in total, 41284 observed target values were available for training and testing\n", + "- the dataset was split into training and test datasets\n", + " > the training dataset comprised 30963 target values (75.0%)\n", + " > the test dataset comprised 10321 target values (25.0%)\n", + "\n", + "## FEATURE IMPORTANCES\n", + "- feature importances were calculated for test data (10321 target values).\n", + "- permutation importances were calculated from 3 repeats.\n", + " PERM_IMPORTANCE PERM_SD\n", + "Rg_f 1.417461 0.008945\n", + "Tair_f 0.791058 0.007621\n", + "VPD_f 0.395501 0.005402\n", + "\n", + "## MODEL\n", + "The model was trained on the training set.\n", + "- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=None, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=None, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", + " num_parallel_tree=None, random_state=42, ...)\n", + "- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': None, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': None, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': None, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 99, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': None, 'validate_parameters': None, 'verbosity': None}\n", + "- names of features used in model: ['Rg_f', 'Tair_f', 'VPD_f']\n", + "- number of features used in model: 3\n", + "\n", + "## MODEL SCORES\n", + "- the model was trained on training data (30963 values).\n", + "- the model was tested on test data (10321 values).\n", + "- all scores were calculated for test split.\n", + " > MAE: 2.6314699774620776 (mean absolute error)\n", + " > MedAE: 1.9671425781250003 (median absolute error)\n", + " > MSE: 13.101452611428972 (mean squared error)\n", + " > RMSE: 3.619592879237798 (root mean squared error)\n", + " > MAXE: 30.963097227096554 (max error)\n", + " > MAPE: 393919967661.242 (mean absolute percentage error)\n", + " > R2: 0.6483018113680266\n", + "\n" + ] + } + ], + "source": [ + "xgbts.report_traintest()" + ] + }, + { + "cell_type": "markdown", + "id": "2a01dbfd-50d1-4f36-8ddb-6809bb336c82", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "d30b54e7-52c6-4a6f-9bb9-923ad02f57b8", + "metadata": {}, + "source": [ + "## Apply model to fill gaps" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ea2bd83a-bc86-4dc7-9d75-ab079f147430", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating permutation importance using model ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\ml\\common.py:608: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xgbts.fillgaps(showplot_scores=True, showplot_importance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "26545714-6dcd-463b-b0ea-e5d4104a34c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===================\n", + "GAP-FILLING RESULTS\n", + "===================\n", + "\n", + "Model scores and feature importances were calculated from high-quality predicted targets (134012 values, NEE_CUT_REF_orig_gfXG where flag=1) in comparison to observed targets (41284 values, NEE_CUT_REF_orig).\n", + "\n", + "## TARGET\n", + "- first timestamp: 2013-01-01 00:15:00\n", + "- last timestamp: 2022-12-31 23:45:00\n", + "- potential number of values: 175296 values)\n", + "- target column (observed): NEE_CUT_REF_orig\n", + "- missing records (observed): 134012 (cross-check from flag: 134012)\n", + "- target column (gap-filled): NEE_CUT_REF_orig_gfXG (175296 values)\n", + "- missing records (gap-filled): 0\n", + "- gap-filling flag: FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED\n", + " > flag 0 ... observed targets (41284 values)\n", + " > flag 1 ... targets gap-filled with high-quality, all features available (134012 values)\n", + " > flag 2 ... targets gap-filled with fallback (0 values)\n", + "\n", + "## FEATURE IMPORTANCES\n", + "- names of features used in model: ['Rg_f', 'Tair_f', 'VPD_f']\n", + "- number of features used in model: 3\n", + "- permutation importances were calculated from 3 repeats.\n", + "\n", + " PERM_IMPORTANCE PERM_SD\n", + "Rg_f 1.457146 0.000222\n", + "Tair_f 0.848385 0.007304\n", + "VPD_f 0.438221 0.002936\n", + "\n", + "## MODEL\n", + "The model was trained on a training set with test size 25.00%.\n", + "- estimator: XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=None, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=None, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", + " num_parallel_tree=None, random_state=42, ...)\n", + "- parameters: {'objective': 'reg:squarederror', 'base_score': None, 'booster': None, 'callbacks': None, 'colsample_bylevel': None, 'colsample_bynode': None, 'colsample_bytree': None, 'device': None, 'early_stopping_rounds': None, 'enable_categorical': False, 'eval_metric': None, 'feature_types': None, 'gamma': None, 'grow_policy': None, 'importance_type': None, 'interaction_constraints': None, 'learning_rate': None, 'max_bin': None, 'max_cat_threshold': None, 'max_cat_to_onehot': None, 'max_delta_step': None, 'max_depth': None, 'max_leaves': None, 'min_child_weight': None, 'missing': nan, 'monotone_constraints': None, 'multi_strategy': None, 'n_estimators': 99, 'n_jobs': -1, 'num_parallel_tree': None, 'random_state': 42, 'reg_alpha': None, 'reg_lambda': None, 'sampling_method': None, 'scale_pos_weight': None, 'subsample': None, 'tree_method': None, 'validate_parameters': None, 'verbosity': None}\n", + "\n", + "## MODEL SCORES\n", + "- MAE: 2.357199294427239 (mean absolute error)\n", + "- MedAE: 1.7542474763393403 (median absolute error)\n", + "- MSE: 10.541710864068556 (mean squared error)\n", + "- RMSE: 3.246800096105172 (root mean squared error)\n", + "- MAXE: 30.963097227096554 (max error)\n", + "- MAPE: 197936615793.681 (mean absolute percentage error)\n", + "- R2: 0.7153335328230823\n", + "\n" + ] + } + ], + "source": [ + "xgbts.report_gapfilling()" + ] + }, + { + "cell_type": "markdown", + "id": "df5ae8f7-31e6-4e8c-a1b1-ba1c3f2a4882", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "194f65b7-f62a-4c96-9469-3894366b9f39", + "metadata": {}, + "source": [ + "## Attributes\n", + "A lot more information about feature reduction, training and testing, model building and gap-filling is available via the class attributes." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5677f7fb-2b65-477d-a283-efa064614508", + "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", + "
PERM_IMPORTANCEPERM_SD
Rg_f1.4571460.000222
Tair_f0.8483850.007304
VPD_f0.4382210.002936
\n", + "
" + ], + "text/plain": [ + " PERM_IMPORTANCE PERM_SD\n", + "Rg_f 1.457146 0.000222\n", + "Tair_f 0.848385 0.007304\n", + "VPD_f 0.438221 0.002936" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.feature_importances_" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "db1bca31-51bc-419a-8304-e01256f08819", + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + "
.PREDICTIONS_FULLMODELNEE_CUT_REF_orig.GAP_PREDICTIONSFLAG_NEE_CUT_REF_orig_gfXG_ISFILLEDNEE_CUT_REF_orig_gfXG.PREDICTIONS_FALLBACK.GAPFILLED_CUMULATIVE.PREDICTIONS
TIMESTAMP_MIDDLE
2013-01-01 00:15:000.974075NaN0.97407510.974075None0.9740750.974075
2013-01-01 00:45:000.974075NaN0.97407510.974075None1.9481510.974075
2013-01-01 01:15:000.974075NaN0.97407510.974075None2.9222260.974075
2013-01-01 01:45:000.9740750.538NaN00.538000None3.4602260.974075
2013-01-01 02:15:001.435770NaN1.43577011.435770None4.8959961.435770
...........................
2022-12-31 21:45:002.289599NaN2.28959912.289599None-77640.1832562.289599
2022-12-31 22:15:002.8256193.518NaN03.518000None-77636.6652562.825619
2022-12-31 22:45:003.202299NaN3.20229913.202299None-77633.4629573.202299
2022-12-31 23:15:002.797740NaN2.79774012.797740None-77630.6652182.797740
2022-12-31 23:45:002.811922NaN2.81192212.811922None-77627.8532962.811922
\n", + "

175296 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " .PREDICTIONS_FULLMODEL NEE_CUT_REF_orig .GAP_PREDICTIONS FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED NEE_CUT_REF_orig_gfXG .PREDICTIONS_FALLBACK .GAPFILLED_CUMULATIVE .PREDICTIONS\n", + "TIMESTAMP_MIDDLE \n", + "2013-01-01 00:15:00 0.974075 NaN 0.974075 1 0.974075 None 0.974075 0.974075\n", + "2013-01-01 00:45:00 0.974075 NaN 0.974075 1 0.974075 None 1.948151 0.974075\n", + "2013-01-01 01:15:00 0.974075 NaN 0.974075 1 0.974075 None 2.922226 0.974075\n", + "2013-01-01 01:45:00 0.974075 0.538 NaN 0 0.538000 None 3.460226 0.974075\n", + "2013-01-01 02:15:00 1.435770 NaN 1.435770 1 1.435770 None 4.895996 1.435770\n", + "... ... ... ... ... ... ... ... ...\n", + "2022-12-31 21:45:00 2.289599 NaN 2.289599 1 2.289599 None -77640.183256 2.289599\n", + "2022-12-31 22:15:00 2.825619 3.518 NaN 0 3.518000 None -77636.665256 2.825619\n", + "2022-12-31 22:45:00 3.202299 NaN 3.202299 1 3.202299 None -77633.462957 3.202299\n", + "2022-12-31 23:15:00 2.797740 NaN 2.797740 1 2.797740 None -77630.665218 2.797740\n", + "2022-12-31 23:45:00 2.811922 NaN 2.811922 1 2.811922 None -77627.853296 2.811922\n", + "\n", + "[175296 rows x 8 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.gapfilling_df_" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "44665ad5-6407-4116-b5af-0dadea771c56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
+       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "             gamma=None, grow_policy=None, importance_type=None,\n",
+       "             interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "             multi_strategy=None, n_estimators=99, n_jobs=-1,\n",
+       "             num_parallel_tree=None, random_state=42, ...)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " gamma=None, grow_policy=None, importance_type=None,\n", + " interaction_constraints=None, learning_rate=None, max_bin=None,\n", + " max_cat_threshold=None, max_cat_to_onehot=None,\n", + " max_delta_step=None, max_depth=None, max_leaves=None,\n", + " min_child_weight=None, missing=nan, monotone_constraints=None,\n", + " multi_strategy=None, n_estimators=99, n_jobs=-1,\n", + " num_parallel_tree=None, random_state=42, ...)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.model_" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c0573f66-690d-42f9-a42e-742dc75875e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Rg_f', 'Tair_f', 'VPD_f']" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.accepted_features_" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5fc78990-fb1f-4468-972b-519ae1224679", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['.RANDOM']" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.rejected_features_" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "237d6a48-26c7-4daa-8215-afda8d5be477", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'mae': 2.357199294427239,\n", + " 'medae': 1.7542474763393403,\n", + " 'mse': 10.541710864068556,\n", + " 'rmse': 3.246800096105172,\n", + " 'mape': 197936615793.6807,\n", + " 'maxe': 30.963097227096554,\n", + " 'r2': 0.7153335328230823}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgbts.scores_" + ] + }, + { + "cell_type": "markdown", + "id": "1541eac0-cccc-4a0c-81f5-ad3346b44ffa", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "efc9ef4a-21ed-4218-ae6f-05eb7077241b", + "metadata": {}, + "source": [ + "## Result" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b1f5e1ce-e2cd-4b56-8506-f4a1c66da3b1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "TIMESTAMP_MIDDLE\n", + "2013-01-01 00:15:00 0.974075\n", + "2013-01-01 00:45:00 0.974075\n", + "2013-01-01 01:15:00 0.974075\n", + "2013-01-01 01:45:00 0.538000\n", + "2013-01-01 02:15:00 1.435770\n", + " ... \n", + "2022-12-31 21:45:00 2.289599\n", + "2022-12-31 22:15:00 3.518000\n", + "2022-12-31 22:45:00 3.202299\n", + "2022-12-31 23:15:00 2.797740\n", + "2022-12-31 23:45:00 2.811922\n", + "Freq: 30min, Name: NEE_CUT_REF_orig_gfXG, Length: 175296, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gapfilled = xgbts.get_gapfilled_target()\n", + "gapfilled" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "938a74cf-1548-4e0a-ab1f-428d59f76ac2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TIMESTAMP_MIDDLE\n", + "2013-01-01 00:15:00 1\n", + "2013-01-01 00:45:00 1\n", + "2013-01-01 01:15:00 1\n", + "2013-01-01 01:45:00 0\n", + "2013-01-01 02:15:00 1\n", + " ..\n", + "2022-12-31 21:45:00 1\n", + "2022-12-31 22:15:00 0\n", + "2022-12-31 22:45:00 1\n", + "2022-12-31 23:15:00 1\n", + "2022-12-31 23:45:00 1\n", + "Freq: 30min, Name: FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED, Length: 175296, dtype: int32" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "flag = xgbts.get_flag()\n", + "flag" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6304cd83-0445-4d01-ab1c-a26246de69e4", + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + "
.PREDICTIONS_FULLMODELNEE_CUT_REF_orig.GAP_PREDICTIONSFLAG_NEE_CUT_REF_orig_gfXG_ISFILLEDNEE_CUT_REF_orig_gfXG.PREDICTIONS_FALLBACK.GAPFILLED_CUMULATIVE.PREDICTIONS
TIMESTAMP_MIDDLE
2013-01-01 00:15:000.974075NaN0.97407510.974075None0.9740750.974075
2013-01-01 00:45:000.974075NaN0.97407510.974075None1.9481510.974075
2013-01-01 01:15:000.974075NaN0.97407510.974075None2.9222260.974075
2013-01-01 01:45:000.9740750.538NaN00.538000None3.4602260.974075
2013-01-01 02:15:001.435770NaN1.43577011.435770None4.8959961.435770
...........................
2022-12-31 21:45:002.289599NaN2.28959912.289599None-77640.1832562.289599
2022-12-31 22:15:002.8256193.518NaN03.518000None-77636.6652562.825619
2022-12-31 22:45:003.202299NaN3.20229913.202299None-77633.4629573.202299
2022-12-31 23:15:002.797740NaN2.79774012.797740None-77630.6652182.797740
2022-12-31 23:45:002.811922NaN2.81192212.811922None-77627.8532962.811922
\n", + "

175296 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " .PREDICTIONS_FULLMODEL NEE_CUT_REF_orig .GAP_PREDICTIONS FLAG_NEE_CUT_REF_orig_gfXG_ISFILLED NEE_CUT_REF_orig_gfXG .PREDICTIONS_FALLBACK .GAPFILLED_CUMULATIVE .PREDICTIONS\n", + "TIMESTAMP_MIDDLE \n", + "2013-01-01 00:15:00 0.974075 NaN 0.974075 1 0.974075 None 0.974075 0.974075\n", + "2013-01-01 00:45:00 0.974075 NaN 0.974075 1 0.974075 None 1.948151 0.974075\n", + "2013-01-01 01:15:00 0.974075 NaN 0.974075 1 0.974075 None 2.922226 0.974075\n", + "2013-01-01 01:45:00 0.974075 0.538 NaN 0 0.538000 None 3.460226 0.974075\n", + "2013-01-01 02:15:00 1.435770 NaN 1.435770 1 1.435770 None 4.895996 1.435770\n", + "... ... ... ... ... ... ... ... ...\n", + "2022-12-31 21:45:00 2.289599 NaN 2.289599 1 2.289599 None -77640.183256 2.289599\n", + "2022-12-31 22:15:00 2.825619 3.518 NaN 0 3.518000 None -77636.665256 2.825619\n", + "2022-12-31 22:45:00 3.202299 NaN 3.202299 1 3.202299 None -77633.462957 3.202299\n", + "2022-12-31 23:15:00 2.797740 NaN 2.797740 1 2.797740 None -77630.665218 2.797740\n", + "2022-12-31 23:45:00 2.811922 NaN 2.811922 1 2.811922 None -77627.853296 2.811922\n", + "\n", + "[175296 rows x 8 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gapfilling_df = xgbts.gapfilling_df_\n", + "gapfilling_df" + ] + }, + { + "cell_type": "markdown", + "id": "5ce907d7-3d76-411c-b347-9da6efca4478", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "f76b66b9-87c7-4144-8f06-df4fe48e1a0c", + "metadata": {}, + "source": [ + "## Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "28823987-3361-459b-add7-6e5df0f129a1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(ncols=2, figsize=(16, 9))\n", + "HeatmapDateTime(series=df[TARGET_COL], ax=axs[0]).plot()\n", + "HeatmapDateTime(series=gapfilled, ax=axs[1]).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "be6fd025-fae3-4c46-80ea-211eeabf579a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "L:\\Sync\\luhk_work\\20 - CODING\\21 - DIIVE\\diive\\diive\\core\\plotting\\timeseries.py:139: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " self.fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "TimeSeries(gapfilled.cumsum()).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "349a38bf-49dc-46f3-aed8-c37415f7b1c4", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "id": "def56ee3-2a84-4a86-bd5b-525f0764b48d", + "metadata": {}, + "source": [ + "# **End of notebook**\n", + "Congratulations, you reached the end of this notebook! Before you go let's store your finish time." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e6ea09b1-a8b1-420f-9df0-44e50d69c37c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished. 2024-04-26 13:17:51\n" + ] + } + ], + "source": [ + "dt_string = datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n", + "print(f\"Finished. {dt_string}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b50b45c-10a0-489d-b6e9-8b3d69d74303", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + }, + "toc-autonumbering": true, + "toc-showcode": false, + "toc-showmarkdowntxt": false, + "toc-showtags": true + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/OVERVIEW.ipynb b/notebooks/OVERVIEW.ipynb index 1189e27..91f31fb 100644 --- a/notebooks/OVERVIEW.ipynb +++ b/notebooks/OVERVIEW.ipynb @@ -189,7 +189,8 @@ "id": "ec0b4ba4-f35a-4e3c-988e-83b79b70fec7", "metadata": {}, "source": [ - "- NEW! [Gap-filling with XGBoost](GapFilling/XGBoostGapFilling.ipynb)\n", + "- NEW! [Gap-filling with XGBoost, minimal example](GapFilling/XGBoostGapFillingMinimal.ipynb)\n", + "- NEW! [Gap-filling with XGBoost, more extensive example](GapFilling/XGBoostGapFillingExtensive.ipynb)\n", "- [Gap-filling with random forest](GapFilling/RandomForestGapFilling.ipynb)\n", "- [Linear interpolation](GapFilling/LinearInterpolation.ipynb)\n", "- [Quick gap-filling with random forest](GapFilling/QuickRandomForestGapFilling.ipynb): Quick gap-filling with pre-defined parameters\n", diff --git a/tests/test_createvar.py b/tests/test_createvar.py new file mode 100644 index 0000000..f2a182a --- /dev/null +++ b/tests/test_createvar.py @@ -0,0 +1,32 @@ +import unittest + +from diive.configs.exampledata import load_exampledata_parquet +from diive.pkgs.createvar.timesince import TimeSince + + +class TestCreateVar(unittest.TestCase): + + def test_timesince(self): + df = load_exampledata_parquet() + series_ta = df.loc[(df.index.year == 2022) & (df.index.month == 3), "Tair_f"].copy() + ts = TimeSince(series_ta, upper_lim=5, lower_lim=None, include_lim=True) + ts.calc() + ts_full_results = ts.get_full_results() + greater_equal_stats = ts_full_results.loc[ts_full_results['Tair_f'] >= 5].describe() + less_stats = ts_full_results.loc[ts_full_results['Tair_f'] < 5].describe() + self.assertEqual(greater_equal_stats['Tair_f']['count'], 273) + self.assertEqual(greater_equal_stats['Tair_f']['min'], 5.017) + self.assertEqual(ts_full_results['FLAG_IS_OUTSIDE_RANGE'].sum(), 273) + self.assertEqual(less_stats['Tair_f']['count'], 1215) + self.assertEqual(less_stats['Tair_f']['max'], 4.99) + self.assertEqual(less_stats['FLAG_IS_OUTSIDE_RANGE']['min'], 0) + self.assertEqual(less_stats['FLAG_IS_OUTSIDE_RANGE']['max'], 0) + self.assertEqual(ts_full_results.sum().sum(), -7223.621999999999) + # from pathlib import Path + # outpath = Path(r"F:\TMP") / 'ts_full_results.csv' + # ts_full_results.to_csv(outpath, index=False) + # ts_series = ts.get_timesince() + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/test_gapfilling.py b/tests/test_gapfilling.py index bd10c33..c32c25e 100644 --- a/tests/test_gapfilling.py +++ b/tests/test_gapfilling.py @@ -118,10 +118,9 @@ def test_gapfilling_xgboost(self): self.assertAlmostEqual(scores['mae'], 1.2650862351023513, places=3) self.assertAlmostEqual(scores['r2'], 0.8622005478022436, places=3) self.assertAlmostEqual(scores['mse'], 3.7510484134745607, places=2) - self.assertAlmostEqual(gfdf['NEE_CUT_REF_orig_gfRF'].sum(), -1621.1198972031475, places=0) + self.assertAlmostEqual(gfdf['NEE_CUT_REF_orig_gfXG'].sum(), -1621.1198972031475, places=0) self.assertAlmostEqual(fi['PERM_IMPORTANCE']['Rg_f'], 1.101849758841488, places=2) - if __name__ == '__main__': unittest.main()