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"# 6.2 Edmonton AC Loads: Multi-Model Analysis\n",
"\n",
"This notebook continues the workflow example about AC loads in the city of Edmonton, using a single ECCC station site as the spatial domain. Here we expand that example by including multiple CMIP6 models in the analysis. This allows us to characterize the uncertainty in our future projections due to uncertainty in modeling choices. We'll use one ensemble member each from the models listed below, chosen because they have data available on Google Cloud for the ensemble member `r4i1p1f1` (chosen because this `member_id` was used for many `ssp370` runs) and both the `historical` and `ssp370` scenarios. From each modeling centre, only one model is chosen (e.g. we don't include both `EC-Earth3` and `EC-Earth3-AerChem` from the `EC-Earth-Consortium` institution).\n",
"\n",
"Models:\n",
"* AWI-CM-1-1-MR\n",
"* CESM2\n",
"* CanESM5\n",
"* EC-Earth3\n",
"* FGOALS-g3\n",
"* INM-CM5-0\n",
"* IPSL-CM6A-LR\n",
"* MPI-ESM1-2-LR\n",
"* MRI-ESM2-0\n",
"\n",
"The [guided survey](https://utcdw.physics.utoronto.ca/survey/) on the main UTCDW website allows users to clone a survey, in order to change your response to one or more questions. To generate the flowchart below, I cloned the survey that generated the flowchart shown in 6.1, and changed the answer to the model data question from \"CESM2\" to \"CMIP6 Multi-Model Ensemble\", along with the title.\n",
"\n",
"```{image} ./figures/survey_station_multimodel.png\n",
":width: 600px\n",
":align: center\n",
"```\n",
"\n",
"## 6.2.1 Multi-Model Analysis\n",
"\n",
"In the hidden code cells below, we'll re-access the same station data as we did in the previous section. Then we'll search the data catalog to get the download URLs for these model simulations, access the data, sub-select the data to our desired location and time periods, and then combine it all together using the `xclim.ensembles` framework. "
]
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{
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"execution_count": 1,
"id": "d4da1bbe",
"metadata": {
"tags": [
"hide-cell"
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"outputs": [],
"source": [
"import xarray as xr\n",
"from xclim import sdba\n",
"from xclim.core.calendar import convert_calendar\n",
"import xclim.indicators as xci\n",
"import xclim.ensembles as xce\n",
"import numpy as np\n",
"import pandas as pd\n",
"import scipy.stats as stats\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import ec3\n",
"import gcsfs\n",
"import zarr\n",
"import os\n",
"\n",
"# lat and lon coordinates for Edmonton\n",
"lat_edm = 53.5\n",
"lon_edm = -113.5\n",
"\n",
"# time periods for historical and future periods\n",
"years_hist = range(1980, 2011) # remember that range(start, end) is not inclusive of `end`\n",
"years_future = range(2070, 2101)\n",
"\n",
"# url for the CSV file that contains the data catalog\n",
"url_gcsfs_catalog = 'https://storage.googleapis.com/cmip6/cmip6-zarr-consolidated-stores.csv'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cbb55c12",
"metadata": {
"tags": [
"hide-cell"
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"outputs": [],
"source": [
"# get the same station data as from 6.1. \n",
"# The data file will only exist if you've already run\n",
"# the code for 6.1\n",
"stn_ds = xr.open_dataset('data_files/station_data_edmonton.nc')\n",
"stn_ds_noleap = convert_calendar(stn_ds, 'noleap')\n",
"tas_obs_noleap = stn_ds_noleap.tas\n",
"stn_lat = float(stn_ds.lat.values)\n",
"stn_lon = float(stn_ds.lon.values)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c692b765",
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"249084 r4i1p1f1 day tas gn \n",
"462633 r4i1p1f1 day tas gn \n",
"\n",
" zstore dcpp_init_year \\\n",
"447474 gs://cmip6/CMIP6/CMIP/CSIRO/ACCESS-ESM1-5/hist... NaN \n",
"45526 gs://cmip6/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/histor... NaN \n",
"203937 gs://cmip6/CMIP6/ScenarioMIP/AWI/AWI-CM-1-1-MR... NaN \n",
"61604 gs://cmip6/CMIP6/CMIP/NCAR/CESM2/historical/r4... NaN \n",
"446493 gs://cmip6/CMIP6/ScenarioMIP/NCAR/CESM2/ssp370... NaN \n",
"91510 gs://cmip6/CMIP6/CMIP/CCCma/CanESM5/historical... NaN \n",
"108616 gs://cmip6/CMIP6/ScenarioMIP/CCCma/CanESM5/ssp... NaN \n",
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"232957 gs://cmip6/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/hist... NaN \n",
"224968 gs://cmip6/CMIP6/ScenarioMIP/MPI-M/MPI-ESM1-2-... NaN \n",
"296317 gs://cmip6/CMIP6/ScenarioMIP/MRI/MRI-ESM2-0/ss... NaN \n",
"205666 gs://cmip6/CMIP6/CMIP/MRI/MRI-ESM2-0/historica... NaN \n",
"249084 gs://cmip6/CMIP6/CMIP/NUIST/NESM3/historical/r... NaN \n",
"462633 gs://cmip6/CMIP6/CMIP/NCC/NorCPM1/historical/r... NaN \n",
"\n",
" version \n",
"447474 20200529 \n",
"45526 20181218 \n",
"203937 20190529 \n",
"61604 20190308 \n",
"446493 20200528 \n",
"91510 20190429 \n",
"108616 20190429 \n",
"439125 20200425 \n",
"438347 20200425 \n",
"501363 20201214 \n",
"513242 20210120 \n",
"439284 20200425 \n",
"438424 20200425 \n",
"395178 20191212 \n",
"376691 20191030 \n",
"215875 20190704 \n",
"244040 20190723 \n",
"208258 20190614 \n",
"206858 20190614 \n",
"363884 20191016 \n",
"239961 20190710 \n",
"238542 20190710 \n",
"232957 20190710 \n",
"224968 20190710 \n",
"296317 20190927 \n",
"205666 20190603 \n",
"249084 20190812 \n",
"462633 20200724 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# open the Google Cloud model data catalog with pandas\n",
"df_catalog = pd.read_csv(url_gcsfs_catalog)\n",
"\n",
"# search for models which have daily tas data from the historical and SSP3-3.0 scenarios\n",
"search_string_mm = \"table_id == 'day' & variable_id == 'tas' & member_id == 'r4i1p1f1'\" \n",
"# continue on the next line\n",
"search_string_mm += \" & experiment_id == ['historical', 'ssp370']\"\n",
"df_search_mm = df_catalog.query(search_string_mm).sort_values('source_id')\n",
"df_search_mm"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7a5b15b0",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
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"text/plain": [
" activity_id institution_id source_id experiment_id \\\n",
"45526 CMIP AWI AWI-CM-1-1-MR historical \n",
"203937 ScenarioMIP AWI AWI-CM-1-1-MR ssp370 \n",
"61604 CMIP NCAR CESM2 historical \n",
"446493 ScenarioMIP NCAR CESM2 ssp370 \n",
"91510 CMIP CCCma CanESM5 historical \n",
"108616 ScenarioMIP CCCma CanESM5 ssp370 \n",
"439125 CMIP EC-Earth-Consortium EC-Earth3 historical \n",
"438347 ScenarioMIP EC-Earth-Consortium EC-Earth3 ssp370 \n",
"395178 ScenarioMIP CAS FGOALS-g3 ssp370 \n",
"376691 CMIP CAS FGOALS-g3 historical \n",
"215875 CMIP INM INM-CM5-0 historical \n",
"244040 ScenarioMIP INM INM-CM5-0 ssp370 \n",
"208258 ScenarioMIP IPSL IPSL-CM6A-LR ssp370 \n",
"206858 CMIP IPSL IPSL-CM6A-LR historical \n",
"232957 CMIP MPI-M MPI-ESM1-2-LR historical \n",
"224968 ScenarioMIP MPI-M MPI-ESM1-2-LR ssp370 \n",
"296317 ScenarioMIP MRI MRI-ESM2-0 ssp370 \n",
"205666 CMIP MRI MRI-ESM2-0 historical \n",
"\n",
" member_id table_id variable_id grid_label \\\n",
"45526 r4i1p1f1 day tas gn \n",
"203937 r4i1p1f1 day tas gn \n",
"61604 r4i1p1f1 day tas gn \n",
"446493 r4i1p1f1 day tas gn \n",
"91510 r4i1p1f1 day tas gn \n",
"108616 r4i1p1f1 day tas gn \n",
"439125 r4i1p1f1 day tas gr \n",
"438347 r4i1p1f1 day tas gr \n",
"395178 r4i1p1f1 day tas gn \n",
"376691 r4i1p1f1 day tas gn \n",
"215875 r4i1p1f1 day tas gr1 \n",
"244040 r4i1p1f1 day tas gr1 \n",
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"296317 r4i1p1f1 day tas gn \n",
"205666 r4i1p1f1 day tas gn \n",
"\n",
" zstore dcpp_init_year \\\n",
"45526 gs://cmip6/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/histor... NaN \n",
"203937 gs://cmip6/CMIP6/ScenarioMIP/AWI/AWI-CM-1-1-MR... NaN \n",
"61604 gs://cmip6/CMIP6/CMIP/NCAR/CESM2/historical/r4... NaN \n",
"446493 gs://cmip6/CMIP6/ScenarioMIP/NCAR/CESM2/ssp370... NaN \n",
"91510 gs://cmip6/CMIP6/CMIP/CCCma/CanESM5/historical... NaN \n",
"108616 gs://cmip6/CMIP6/ScenarioMIP/CCCma/CanESM5/ssp... NaN \n",
"439125 gs://cmip6/CMIP6/CMIP/EC-Earth-Consortium/EC-E... NaN \n",
"438347 gs://cmip6/CMIP6/ScenarioMIP/EC-Earth-Consorti... NaN \n",
"395178 gs://cmip6/CMIP6/ScenarioMIP/CAS/FGOALS-g3/ssp... NaN \n",
"376691 gs://cmip6/CMIP6/CMIP/CAS/FGOALS-g3/historical... NaN \n",
"215875 gs://cmip6/CMIP6/CMIP/INM/INM-CM5-0/historical... NaN \n",
"244040 gs://cmip6/CMIP6/ScenarioMIP/INM/INM-CM5-0/ssp... NaN \n",
"208258 gs://cmip6/CMIP6/ScenarioMIP/IPSL/IPSL-CM6A-LR... NaN \n",
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"\n",
" version \n",
"45526 20181218 \n",
"203937 20190529 \n",
"61604 20190308 \n",
"446493 20200528 \n",
"91510 20190429 \n",
"108616 20190429 \n",
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]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# refine the list to include only the chosen models\n",
"models = ['AWI-CM-1-1-MR', 'CESM2', 'CanESM5', 'EC-Earth3', \n",
" 'FGOALS-g3','INM-CM5-0', 'IPSL-CM6A-LR', \n",
" 'MPI-ESM1-2-LR', 'MRI-ESM2-0']\n",
"df_search_mm = df_search_mm.query(f\"source_id == {models}\")\n",
"df_search_mm"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a8320562",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# function for pre-processing data\n",
"def get_and_process_data(catalog_df, model, scenario, gcs, lat, lon, years):\n",
" # get the ztore url for this model and scenario\n",
" df_scen = catalog_df.query(f\"source_id == '{model}' & experiment_id == '{scenario}'\")\n",
" zstore_url = df_scen.zstore.values[0]\n",
" \n",
" # get the GCS mapper from the url\n",
" mapper = gcs.get_mapper(zstore_url)\n",
" \n",
" # open the file with xarray\n",
" ds = xr.open_zarr(mapper, consolidated = True)\n",
" \n",
" # get the tas data, select the time period, and interp to the desired location\n",
" tas_loc = ds.tas.sel(time = ds.time.dt.year.isin(years)).interp(lat = lat, lon = lon)\n",
" \n",
" # drop 'height' coordinate, which is always 2m but isn't present on all datasets\n",
" if 'height' in tas_loc.coords.keys():\n",
" tas_loc = tas_loc.reset_coords('height', drop = True)\n",
" \n",
" # some datasets put the date at 12:00 whereas some put it at 00:00. To make all\n",
" # of them consistent, simply change the time coordinate to the date only\n",
" tas_loc = tas_loc.assign_coords(time = tas_loc.time.dt.floor('D'))\n",
" # convert from Kelvin to Celsius and return\n",
" \n",
" tas_loc = tas_loc - 273.15\n",
" return tas_loc.compute()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6c678ce9",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# function for downloading the data\n",
"def download_data_multimodel(catalog_df, gcs, \n",
" models, scenario,\n",
" stn_lat, stn_lon,\n",
" years_hist, years_future):\n",
"\n",
" ds_list_hist = []\n",
" ds_list_future = []\n",
" for model in models:\n",
" print(f\"========================{model}=============================\")\n",
" print('historical')\n",
" tas_model_hist = get_and_process_data(catalog_df,\n",
" model, \n",
" 'historical', \n",
" gcs, \n",
" stn_lat,\n",
" stn_lon,\n",
" years_hist)\n",
" ds_list_hist.append(tas_model_hist)\n",
" \n",
" # get the future simulation data for this model and scenario\n",
" print(scenario)\n",
" tas_model_future = get_and_process_data(catalog_df, \n",
" model, \n",
" scenario, \n",
" gcs, \n",
" stn_lat, \n",
" stn_lon, \n",
" years_future)\n",
" ds_list_future.append(tas_model_future)\n",
"\n",
" print('finished acquiring model data')\n",
" \n",
" # concatenate the ds_lists together\n",
" ds_ens_hist_raw = xce.create_ensemble(ds_list_hist, \n",
" # names of each model, which is represented by a dimension called 'realization'\n",
" realizations = models,\n",
" # common calendar to place all models onto\n",
" calendar = 'noleap') \n",
"\n",
" ds_ens_future_raw = xce.create_ensemble(ds_list_future, \n",
" realizations = models,\n",
" calendar = 'noleap')\n",
"\n",
" \n",
" # return\n",
" return ds_ens_hist_raw, ds_ens_future_raw"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a7cd84f5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"========================AWI-CM-1-1-MR=============================\n",
"historical\n",
"ssp370\n",
"========================CESM2=============================\n",
"historical\n",
"ssp370\n",
"========================CanESM5=============================\n",
"historical\n",
"ssp370\n",
"========================EC-Earth3=============================\n",
"historical\n",
"ssp370\n",
"========================FGOALS-g3=============================\n",
"historical\n",
"ssp370\n",
"========================INM-CM5-0=============================\n",
"historical\n",
"ssp370\n",
"========================IPSL-CM6A-LR=============================\n",
"historical\n",
"ssp370\n",
"========================MPI-ESM1-2-LR=============================\n",
"historical\n",
"ssp370\n",
"========================MRI-ESM2-0=============================\n",
"historical\n",
"ssp370\n",
"finished acquiring model data\n"
]
}
],
"source": [
"# authenticate access to Google Cloud\n",
"gcs = gcsfs.GCSFileSystem(token='anon')\n",
"\n",
"# file names to save the downloaded data, to save time later when re-running this notebook\n",
"fout_hist = 'data_files/tas.cmip6.daily.historical.r4i1p1f1.1980-2010.edmonton.nc'\n",
"fout_future = 'data_files/tas.cmip6.daily.ssp3.r4i1p1f1.2070-2100.edmonton.nc'\n",
"\n",
"# use the function to download the data, this may take a few minutes to run\n",
"if (not os.path.exists(fout_hist)) or (not os.path.exists(fout_future)):\n",
" ds_ens_hist_raw, ds_ens_ssp3_raw = download_data_multimodel(df_search_mm, \n",
" gcs, \n",
" models, \n",
" \"ssp370\",\n",
" stn_lat, \n",
" stn_lon, \n",
" years_hist, \n",
" years_future)\n",
"\n",
" # write the data to output files \n",
" ds_ens_hist_raw.to_netcdf(fout_hist)\n",
" ds_ens_ssp3_raw.to_netcdf(fout_future)\n",
"else:\n",
" # open the files that already exist\n",
" ds_ens_hist_raw = xr.open_dataset(fout_hist)\n",
" ds_ens_ssp3_raw = xr.open_dataset(fout_future)"
]
},
{
"cell_type": "markdown",
"id": "b5e9a905",
"metadata": {},
"source": [
"## 6.2.2 Exploratory Multi-Model Analysis\n",
"\n",
"```{warning}\n",
"Whether it's calculating a climate indicator from model output, or doing downscaling/bias correction, calculating ensemble statistics (across different models or different realizations of the same model) like a mean or standard deviation should be done as the **last step** before plotting or interpreting the results.\n",
"\n",
"Calculating an ensemble mean too early in an analysis attenuates variability, and can artificially alter the model projections. Since different realizations of the same date across different ensemble members are unrelated, a given date (e.g., June 4th 2037, as an example) might exceed the CDD temperature threshold in some ensemble members, but not the others. The ensemble mean for that date (which isn't a meaningful quantity) might fall below the threshold, so that day would contribute zero to the total CDDs for that year. If one did the CDD calculation first and *then* calculated the ensemble mean, you'd get a larger number, which more faithfully reflects what the model is projecting.\n",
"```\n",
"\n",
"With this multi-model ensemble, we can re-do all of the same steps as before with the single model. First, let's plot the daily climatologies of `tas` for each model, and compare them to the observations. To make the plot more legible, we'll plot shading for only the observed one-$\\sigma$ range. We can calculate the daily climatology for all models with a single line of code:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "926355f2",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# calculate daily climatologies for the multi-model ensemble\n",
"tas_clim_mm_hist_raw = ds_ens_hist_raw.tas.groupby('time.dayofyear').mean('time').compute()\n",
"\n",
"# same for observations\n",
"tas_dailyclim_obs = tas_obs_noleap.groupby('time.dayofyear').mean('time').compute()\n",
"tas_dailyclim_std_obs = tas_obs_noleap.groupby('time.dayofyear').std('time').compute()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7f6e87bb",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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mTcNms6HT6dDr9Tz22GMDeiS4q7PPPpu8vLxkGgfAf/7zH3JzcznzzDMHfJzKykqmT5/O448/Tnd3N2+99VbysfSu3n33XRRF4bzzziMajSb/FRQUMG7cuJTH3R0dHfzyl7+ktLQ0ea3l5eUAfV7vySefnPLz2LFjCQaDvVIE9sa7777LjBkzKCoqSmlv4j2786h4gOOPPz4lXWPEiBGA+p7cWWJ5Q0NDyvJRo0b1Gnh0zjnn4Ha7WbFiRbJNo0ePZvz48SltOvbYY/usjHLUUUf1mec5f/58jjnmGNLT09Fqtej1ev7yl7/Q3d39je5ZfzIzM3s9ot/ba9lbff0Obdu2jXPOOYeCgoLkdR955JFA3++r3bHb7Vx00UU8+eSTydSH+fPns2HDBq6++upv1PZvYvz48RQXFyd/Trzfpk+fnpIXnVi+8+eV1+vlhhtuYMiQIeh0OnQ6HTabDZ/PN6D7s2jRIgKBQK/P0NLSUo466qhen6E7S/xd2XXfgw8+mBEjRiT3Xbx4MaFQiJ/97Gcp2x1yyCG9BsYNGjSIE088kQcffDD5fnj++efp7u7+Xl8jaQcZ6ErfixEjRjBp0qSUfwcddFByfXd3Nzqdjuzs7JT9CgoK+j1mVlZWys8GgwGLxYLJZOq1PBgMppyrsLCw1/GKioqS63e2a5uMRiOgjsjek8R15ebmpixXFIWCgoI9nitxvoGca08Sf3wS1/n666/zs5/9jOLiYp599lkWLVrE0qVLufjii1Pu10AZjUYuv/xynn/+eZxOJ52dnbz88stccsklyXs2UL/4xS945513uPfeezGbzZx++ul9btfe3o4Qgvz8fPR6fcq/xYsXJ/Nv4/E4s2bN4vXXX+f3v/89H3/8MV999VUy17qv+/tNXvf+tLe388477/Rq66hRowB65Qv39R7f3fJdX7e+fn8SyxLvvfb2dtasWdOrTXa7HSFErzb19bvz1VdfMWvWLAAeeeQRvvjiC5YuXcof//hH4Jvds/701Y69vZa9tevvkNfr5fDDD2fJkiX87W9/45NPPmHp0qW8/vrrwNe77l/96ld4PB6ee+45AO6//35KSko45ZRTdrtf4gtybW3tXp9zT77J+/Ccc87h/vvv55JLLuGDDz7gq6++YunSpeTm5g74MxT6fr2Liop6fYZ+nX0T/83Pz++1XV/LrrnmGrZu3cq8efMAeOCBBzj00EOZOHHini5H+g7IqgvSD1J2djbRaJTu7u6UAKOtre1bOVdra2uv5S0tLQDk5OTs03NFo1E6OztTgl0hBG1tbUyePHmfnWt3AoEAH330EYMHD06Oqn722WeprKzkpZdeShmA8k1qhV5xxRXccccdPP744wSDQaLRKL/85S/3+jinnXYaV111FXfccQeXXnppv6P6c3JyUBSFzz77rM9gOrFs3bp1rF69mieffJILLrggub66unqv2/ZN5OTkMHbsWP7+97/3uT4RQO0rff3+JJYlfs9ycnIwm839Dnrc9fehrwFVL774Inq9nnfffTfli+abb7454LYm9tv1/ddfcNpXO/b2WvbW22+/DZAcnDR//nxaWlr45JNPkr24QK+BpntjyJAhHHfccTzwwAMcd9xxvP3229x6660pT5X6cuyxx/KHP/yBN99883srEbYrl8vFu+++y80338yNN96YXB4Khejp6RnQMRLv0/4+s3f3mu68767VJHbeN7Fde3t7r2O0tbX16tU96qijGD16NPfffz82m40VK1bw7LPPDuh6pG+f7NGVfpBmzJgBkOzFSHj++ef3+bmOPvpoNmzYkHx0m5CoDpBoy97or7fv6KOPBuj1Ifjaa6/h8/mS679NsViMq6++mu7ubm644YbkckVRMBgMKQFDW1tbn1UXBqqwsJAzzjiDBx98kIcffpiTTjppt6O8+2M2m/nLX/7CSSedtNtyaCeeeCJCCJqbm3s9MZg0aRJjxowBdgRFuwbD//3vf/e6bd/EiSeeyLp16xg8eHCf7d3Xge769etZvXp1yrLnn38eu92e7H068cQTqampITs7u882DaSmqaIo6HS6lGAsEAjwzDPP9Nq2vycUifOsWbMmZXkiuByIfXEt/Zk3bx6PPvooU6dO5bDDDgO+vffVNddcw5o1a7jgggvQarVceumle9xn4sSJHHfccTz22GO90q8Sli1b1iu95dukKApCiF7359FHHyUWi6Us6+8z9NBDD8VsNvf6DG1qamL+/Pm7/QxNpLbsuu/SpUvZuHFjct8pU6ZgNBp56aWXUrZbvHhxv2ljv/71r5kzZw433XQT+fn5yaoR0vdP9uhK34t169allE9KGDx4MLm5ucyaNYsjjjiC3//+9/h8PiZNmsQXX3zR5x/Kb+raa6/l6aef5oQTTuCvf/0r5eXlzJkzhwcffJArrriCYcOG7fUxEwHVnXfeyXHHHYdWq2Xs2LHMnDmTY489lhtuuAG32820adNYs2YNN998MxMmTODnP//5Pr229vZ2Fi9ejBACj8eTnDBi9erVXHvttSl/ME888URef/11rrzySk4//XQaGxu57bbbKCwsZOvWrV+7Dddccw1TpkwB1IlCvq7rrruO6667brfbTJs2jcsuu4yLLrqIZcuWccQRR2C1WmltbeXzzz9nzJgxXHHFFQwfPpzBgwdz4403IoQgKyuLd955J/no8bvy17/+lXnz5jF16lR+/etfU1VVRTAYpK6ujvfee4+HH354n9YxLSoq4uSTT+aWW26hsLCQZ599lnnz5nHnnXcmcyt/85vf8Nprr3HEEUdw7bXXMnbsWOLxOA0NDXz44Ydcf/31ydezPyeccAL33nsv55xzDpdddhnd3d3cc889ffayjxkzhhdffJGXXnqJQYMGYTKZGDNmDJMnT6aqqorf/va3RKNRMjMzeeONN/j8888HfL374lri8XgypSUUCtHQ0MD777/Pyy+/zIgRI3j55ZeT206dOpXMzEx++ctfcvPNN6PX63nuued6fbnYWzNnzmTkyJEsWLAgWQZxIJ5++mlmz57Ncccdx8UXX8xxxx1HZmYmra2tvPPOO7zwwgssX778a335/DrS0tI44ogjuPvuu8nJyaGiooKFCxfy2GOPkZGRkbLt6NGjAfjf//6H3W7HZDJRWVlJdnY2f/7zn/nDH/7A+eefz9lnn013dze33norJpOJm2++ud/zV1VVcdlll/Gf//wHjUbDcccdR11dHX/+858pLS3l2muvBUiWp7z99tvJzMzk1FNPpampiVtvvZXCwsI+yxqed9553HTTTXz66af86U9/SqZtSD8A388YOOnHandVFwDxyCOPJLd1Op3i4osvFhkZGcJisYiZM2eKTZs29Vt1YefSMEL0P2L6yCOPFKNGjUpZVl9fL8455xyRnZ0t9Hq9qKqqEnfffXfKCPfEyPedSzEl7NqmUCgkLrnkEpGbmysURUkZPR4IBMQNN9wgysvLhV6vF4WFheKKK64QDocj5Zi7jtDfuf19jVLvq02JfxqNRqSlpYkxY8aIyy67TCxatKjPfe644w5RUVEhjEajGDFihHjkkUf6HXm9p6oLO6uoqBAjRozYY5sTdq66sDt9lRcTQojHH39cTJkyRVitVmE2m8XgwYPF+eefL5YtW5bcZsOGDWLmzJnCbreLzMxMccYZZ4iGhoYBv7/6qwqwO329pp2dneLXv/61qKysFHq9XmRlZYmDDjpI/PGPfxRer1cI0f97r7/7lGjbztUGEud+9dVXxahRo4TBYBAVFRXi3nvv7dVOr9cr/vSnP4mqqiphMBhEenq6GDNmjLj22mtTSrSxm8oejz/+uKiqqhJGo1EMGjRI3H777eKxxx7rdc/q6urErFmzhN1uT5ZQS9iyZYuYNWuWSEtLE7m5ueJXv/qVmDNnTp9VF3b9nd7ba+nLBRdckPJ7ZDabRVlZmTjppJPE448/LkKhUK99vvzyS3HooYcKi8UicnNzxSWXXCJWrFjR6/djIFUXdnbLLbckSzPujUAgIO677z5x6KGHirS0NKHT6URRUZE47bTTxJw5c5Lb7U3Vhb4+l/p6L/T1vm1qahI//elPRWZmprDb7WL27Nli3bp1vT5ThFCrilRWVgqtVtvr/j366KNi7Nixydf0lFNO6VVura/2x2Ixceedd4phw4YJvV4vcnJyxHnnnZcss5gQj8fF3/72N1FSUiIMBoMYO3asePfdd8W4cePEqaee2vtGC7Wknk6nS6lIIX3/FCH6GDYqSZK0j6xZs4Zx48bxwAMPcOWVV37fzfnRqqioYPTo0cnC/tL+ZdKkSQOeaEX6dtTW1jJ8+HBuvvlm/vCHP6SsC4fDVFRUcNhhh6X08kvfP5m6IEnSt6Kmpob6+nr+8Ic/UFhYuNuZ1CRJ6s3tdrNu3Treffddli9fzhtvvPF9N+lHY/Xq1bzwwgtMnTqVtLQ0Nm/ezF133UVaWhq/+MUvktt1dnayefNmnnjiCdrb21MG2Uk/DDLQlSTpW3HbbbfxzDPPMGLECF555ZWU+pqSJO3ZihUrmDFjBtnZ2dx888385Cc/+b6b9KNhtVpZtmwZjz32GE6nk/T0dKZPn87f//73lBJjc+bM4aKLLqKwsJAHH3xQlhT7AZKpC5IkSZIkSdIBSZYXkyRJkiRJkg5IMtCVJEmSJEmSDkgy0JUkSZIkSZIOSHIw2i7i8TgtLS3Y7fY+p5SUJEmSJEmSvl9i+0RIRUVFfU7ikSAD3V20tLRQWlr6fTdDkiRJkiRJ2oPGxsbdziApA91d2O12QL1xaWlp33NrJEmSJEmSpF253W5KS0uTcVt/ZKC7i0S6Qlpamgx0JUmSJEmSfsD2lGYqB6NJkiRJkiRJByQZ6EqSJEmSJEkHJBnoSpIkSZIkSQckGehKkiRJkiRJByQZ6EqSJEmSJEkHJBnoSpIkSZIkSQckGehKkiRJkiRJByQZ6EqSJEmSJEkHJBnoSpIkSZIkSQckGehKkiRJkiRJByQZ6EqSJEmSJEkHJBnoSpIkSZIkSQckGehKkiRJkiRJByQZ6EqSJEmSJEkHJBnoSpIkSZIkSQckGehKkiRJkiRJByQZ6EqSJEmSJEkHJBnoSpIkSd8pt9tNJBL5vpshSdKPgAx0JUmSpO+MEIKNGzfS2dn5fTdFkqQfARnoSpIkSd8Zv9+P0+kkEAh8302RJOlHQAa6kiRJ0nfG7/cTCARwu9173DYcDrNlyxaCweCAj+90OnG5XN+kiZIkHUBkoCtJkiR9Z/x+P8FgEJfLRTwe73e7eDzO5s2b2bp1Kx6PZ8DHr6+vp7W1dV80VZKkA4AMdCVJkqTvjNPpRKPREAqFCIVCfW4Ti8Worq6mpqaGYDA44B7dWCxGT08PXq93XzZZkqT9mO77boAkSZL04xCPx3E4HKSnpxMKhQgEApjN5pRtAoEAmzdvpra2lqysLJxOJ36/v89jKYqCoijJZT6fD7/fj0ajQQiRsk6SpB8nGehKkiRJexSNRolEIr0C0z1xOp14PB6Ki4uTaQt2u51AINCrp7a7u5t169bR3d1NQUEBRqMRv9/fK59XCMGqVavweDwUFBQwbNgwFEXB6/USCAQwGo1EIhEMBsM3vm5JkvZvMtCVJEmSdisej7Nx40ZCoRCTJk3aq/22bt1KY2MjXV1d6HQ6AoEAOTk5ACmVF4QQVFdX43Q6KS0tRaNRM+sMBgNer5dYLIZWqwXA4XDQ0tKCoijU1dVRVlaG2WzG4/EQj8eJRCKEw2EZ6EqSJANdSZIkafe2bdvGli1byMzMTAk496Srq4vW1lays7NpaGgAID09HUVR0Ov19PT04PP5yMvLw2q10tPTQ3Z2djLIBTAajXi9XkKhEBaLBYDm5mZisRiFhYW0trbi9/sxmUx0dnaSlpZGOBwmHA7v+xshSdJ+Rwa6kiRJUr8CgQDbtm3DbDYTDodTAs7dEUJQX18PgM1mw2azpaw3mUw0NTURiURwuVwUFRURCATIy8tL2c5gMCTzeS0WC16vl5aWFjIyMtBqtQgh8Pl8mM1mfD4fVquVYDAoA11JkgAZ6EqSJEm74XK58Pv9FBYW0t7eTjAYHFCg6/P56O7uJisrq8/16enpWCwWtFotzc3NaDSaPvN/E8FsIp+3oaEBn8+XTH/QaDS43W70ej2BQIDs7GyAfis6SJL04yIDXUmSJKlfPT09hB06tq4NoWRqBhxAJgaeJQLSXSmKksyhtVqttLS0UFRU1O+2wWCQ7u5uamtrU45pMplwOBxEo1E0Gk2yEoMMdCVJAhnoSpIkSf1oqXawak47jhozEIVmCxvz2wkO05FXkYY13djvvj6fb7clvlwtUYw2DaY0DVlZWZjNZkwmU5/b6nQ6amtrURSFeDyO1WpNrjObzfj9fkKhEGlpacntfT7fXl1rNBpFUZQB5x9LkrR/kBNGSJIkSb1sXdrOG/esxFEjAAVLtvrnYuPHPbz30Fo++N86QK2s0NPT02t/h8PRb9UDX1eMjXN8rHnNQ099BEVRdpsOkZOTkxyglp+fn7LOaDQSDAbxer3JAFiv1+91oLt161aam5v3ah9Jkn74ZKArSZIkpRBCsOitrQAYcyOMPNHKmFNtpA+KodueRtu6zUUoEKWnp4fNmzcnS4W5uwIserOazhZnvzV3HQ0RAOJR2PKhn84tux84ptPpSE9PTw5A25lWqyUWi6HRaJLBsF6vJxQKEY1GB3y9nZ2dA56BTZKk/YdMXZAkSdrPBL0Rlry9jaJhGQydlL/nHXYSjUbx+/3Jx/x92by8CU9XGEUrGDEzDZNV/VNRcrCeWCxGywIz7q4gbTUuNOkBuru7cblcRAMKb9y7Am9PCENGnFEn991L625RA1BThoagM07NpwF0JoXMMv1eXUtCUVFRSoqEwWDA4/EQCoXQ6fb8Zy4YDPY5gYUkSfs/2aMrSZK0H3G2+3nu5sWs+7SZz17aghBir/ZvbW1l/fr1xOPxfrdZu0B9hJ8/3IjJuiP9QK/XEw6Hya1QS4W1VquznrlcLjo7unnnvlV4e9RBYGGnBmdt7/zceFTg6YgBUDXTQs4QPQjY+rEfT/vAemB3pdfrUwLaRI/uQAPXQCBAKBSSA9gk6QAkA11JkqT9yCfPbyLoUx/9BzwRvI6BB2dCCFpaWujp6cHr9fa5jdcRpKPGD0DBqNQcW4PBQDgcJrNYXd5S7cTpdKLT6dj0WQeONj8Gi0LWMDX4bvwqSCySGoh72mOIGBisCqZ0DYOONJNeoiMehc0f+Am6YgO+nv5otVri8Th+v3odgUAAIQTRaJQ1a9bgcDhStk9UiJA9upJ04JGBriRJ0n4iEo7RWu0CQGdQP77ba90D2jceFzh6XPT09BAMBvF4PH1ut2FxEwCWXAVTemo+bKJ8V0CjDj7rqHPj9fhJM2fTuV7tIbYM8VIwXoPRrhANCRz1kZRjuLanLaQV6VAUBY1GYdgxFqy5WqIhQcuafTPRg0ajwefzEQ6HWb58OTU1NTQ1NVFdXU1LS0vKtl6vl0gkQiQSIRb75oG2JEk/HDLQlSRJ2k+017qJxwTWDCPDphQA0FG/50A3Fovzzn2reOFPK2hcqCXmNuJ0OgFYt7CJJ2/8guYtai9nzYoOAHIH9106LD8/n25vGwaLhlhU4GoO071Gj4grGDKiDJ6YS1p6GjlD1V7frurUQNfZqP6cXrQj1UCrVyg9SD2foyGy1+kYfUnU13W73XR3d7Nx40aqq6tRFIW2traUNAWn04nJZCIWiw14AJskSfuH/SbQvf3225k8eTJ2u528vDx+8pOfsHnz5pRthBDccsstFBUVYTabmT59OuvXr/+eWixJkrRvtVY7ASgakk5+hTqYbCCB7uI3amja5AABEaeOnpVm2ls76Wr28NkrW/E5Q3z0xAa6W730NKqP77Mq+x4YptPpyMnJxpCtBqwdS424mmIoWhhypB29Xt0vZ7D6X2dTlEhA7e0NOGL4u+MoCmSUpQ4SSyvSodVDxC/wdX7zXlWTyYTP56OrqwshBBaLhVAoRElJCW63O1kSLRwO4/V6sdlsRKNRGehK0gFmvwl0Fy5cyFVXXcXixYuZN28e0WiUWbNmpdRKvOuuu7j33nu5//77Wbp0KQUFBcycObPfR3SSJEn7k5atTgAKh2SQV64Gup31HkRc9NsL2rLVwaqPGgHIHR/FYIdYWKFlVYiPn9pAPKru53WEeP3u5QBYczQYbf3/ebDZbKQPD2DOUkCoA84qpppJy9uR02vO0GLN0YKA7lo1KE707qaX6tCbUo+v0Sqkl6jBcU/9Nw82E/V1u7u7MZlMZGRkUFBQgEajQafT0dbWRjwex+l0EggEsNlsskdXkg5A+02gO3fuXC688EJGjRrFuHHjeOKJJ2hoaGD5cvWDWQjB//3f//HHP/6R0047jdGjR/PUU0/h9/t5/vnnv+fWS5IkfTOxWJy2bWp+btHQDLIKLej0GsLBGPVb21i2bBnhcJhoNMq2bduSAVv1ik4AysdnYCwMUDJRnX3MVa2nq8GHwaTlmItGAhD2qz2p+SP6n/EsobAkH9uYHmwlMUoOMpJX1bsHOHt7r25PrZqO0FWt5t/mDOm7tzirQu3lddR98/QFvV5PNBrF6/X2mowiKyuLuro6Nm7cyIYNG9BoNBiNRmKxGJFIpJ8jSpK0P9pv6+i6XOoHflZWFgC1tbW0tbUxa9as5DZGo5EjjzySL7/8kssvv7zP4+xaUsbtHtjADkmSpO9CW1sbHo8Huy6PaDiO0aIjq9CKolHILbPTWuNixfxqNIXdlJWVAVBXV0d6ejrZ2dlqygKQU2mkLSDIHWKgZXWYoDOOOV3L7EvGUTQ0A51ZsGrZOtLy9WQV9D2j2c50Oh1llcVoh2iTEzXsKrNMR8MS8LTFcDVHCXkFGj1klvcd6GaU6lE0AQLOOB2bwuQNN4AARdP3NMIDEQgEyM7OTllmMpnIyclh8+bNaDQaSkpKknV4ZY+uJB1Y9stAVwjBddddx2GHHcbo0aMB9Y8B9J4eMj8/n/r6+n6Pdfvtt3Prrbd+e42VJEn6Bnw+Hy0tLWja1R7OkqrMZOA38vAiWmtctK6OkImWjo4O4vE4nZ2deL1eTFobjlYfKKBND6GP6lE0CsNnW2nc0M2QSXkUDc0AIK1Qhy7bT2Z+8YDblsjH7Y8pXYPBphD2Cmo/V3N/syv1aHV9B646o0LpZBMNS4LULQrSuDRELCpIK9BRPMFIWqEOIQTt68O4WqJUTjNjsPb/YNJutxOJRFImk0iwWCwUFxej1WqT6xMlyCRJOnDsN6kLO7v66qtZs2YNL7zwQq91u36gCSH6/JBLuOmmm3C5XMl/jY2N+7y9kiRJeysUiOJ3h/H5fHg9PjYvUb/MDz+0MLnN8EMKyRuh9le4NlhpbW6nra0NRVHo7u6mafP23twSG96AC5NJTVsw2TXkDNPhC3iSKQKJWrO7+7zcW4qikLE97zbkUQek5Vbtvre4cIyBjFIdIgbRkEDEwNUcZeN7Pto2hKj9LEDdoiCO+ih1i3Zf9zYjI4Pc3Nx+1+t0ul7XK1MXJOnAst/16P7qV7/i7bff5tNPP6WkpCS5vKBALbXT1tZGYeGOPwQdHR29enl3ZjQaMRr3nI8mSZL0Xelu9vLW/60k5I+SO0JLIBon5ItiTTdQNioruV0sFiNrVBRHI0S80FkdwlwUIjc3F4fDQXeD+tmWP9iGP9BFRkZGcl+DwUAwGCQUCmEymfB4PP2mIHwTGSU6OjapubmmdA32fO1ut1cUhaFHWejcGsacqUVvUmhcHsRRF6Xui50CW0XN/XW3Rkkr3Dd/yhRFSQa60WiU6upqiouLsdvtu93P7/ezefNmhg8fjtls3idtkSRp39hvenSFEFx99dW8/vrrzJ8/n8rKypT1lZWVFBQUMG/evOSycDjMwoULmTp16nfdXEmSpK/F2e7nzX+tJOCJEI8J2tdFcW9SB1MNO6SAcGTHhArBYJBINEzuMDV4DDSbsBrSEX4jndUhalepA9EyS9QZzXb+Um80GgmHw8nZwBwOR7LHd19KK9bB9k7T3GGGAfUYaw0KBaOMpBfpsGRpGXa0hcIxBswZGjLKdFQdayF/uNoz3PDVvpvNTKfTJe9HZ2cnmzZtYv369YTD6j1vb29n48aNvfZzuVw0NDRQXV29T2oAS5K07+w3PbpXXXUVzz//PG+99RZ2uz2Zk5ueno7ZbEZRFH7zm9/wj3/8g6FDhzJ06FD+8Y9/YLFYOOecc77n1kuSJA3M6o8bCXoj5JbZGT29kEXvbCboBI1OwVDgZ+XKlRxyyCEoipLskc0fnknrKh8hh0L1HEAEARMQJ68iDUsu0JV6Hp1ORyQSIRAIYDabCQQC38rTLZ1BIX+EAXdrtM/KDAOhaBTKDzFTfsiOZdYcLe0bw3g7YoT9cQyWb95vo9VqCQaDCCFoaGhAo9HQ0tKCyWSioqKCTZs2EY1GGTJkCHq9Ppnq4Xa7CYfD1NbWkpOTk/JUUZKk79d+E+g+9NBDAEyfPj1l+RNPPMGFF14IwO9//3sCgQBXXnklDoeDKVOm8OGHH+7xsZMkSdIPRWKGsknHVZAz2EiBI4jJYCYUCtPUvg2j0YjX68VutyeDMqNVR/YgvVqnVoDerBCLxykaaebEiyeycvUKDIbeubGJYNnv9xMMBklLS/tWrqlymvo4XwjBypUrqa+v5/DDD+9VDSEhFqvDH3gUo/EkDPopfW5jsGiw5mjxdakVHXKH7rlSxJ4kAt2enh46OzvJyckBYNu2bbhcLrq6ujAYDHi9XoQQ1NbWMm7cODo7O0lLSyMYDOJyuWSgK0k/IPtNoDuQx0GKonDLLbdwyy23fPsNkiRJ+oa2bduGzWYjLy8PAL87jKPND6i1cr1BF5FIhLy8PJqbm0lPT8fpdOJyuZKBbiIVoGKqGXuBlrRCHeYM7fYSjEEisTBut7vPtASdTofH40nWkNXp9v2fhFAohE6nQ6vV8tZbb/G3v/0NgOLiYp577jlsNlsf+8wlFtuC3/9PNNa/otMN7/PY6SU6NdBt2jeBrk6nIxqNsmXLFuLxeLKHu6SkhK6uLgoLC2lvb8fn8xEMBmlpaSErKwufz4fFYiEWi6VMYiRJ0vdvv8nRlSRJOhC43e7kRAZbt25l7dq1ydkbq1e3AJBZaMZk0ydzQzUaDaWlpaSlpaHT6eju7k4eKxGc6owK+SOMmDPUfF2LxUIgEKCzs5NAINBnoGswGHC5XMnj7UvhcJjf/e53TJs2jZ///OdUV1fz6KOPJtc3Nzfz7rvv9rlvLN6U/H+f/26E8Pe5XXrx9ooTzdF9khur1Wrx+Xy0trYmBzgnlufn52M0GtFqtTidTlpbW3G73bS3txMMBjGZTCm9vZIk/TDIQFeSJOlrisViOByOAW8vhGDt2rVUV1cnewY9Hg+bNm0iHo/TtFkNOLPL1Ef9O09mk2C1Wunq6iIcDuPxePpMSQC1xm04HE5u21f+rc1mo6enh5qamn2e4vXUU0+xYMECALZs2cJZZ52VHFuRcM8993D11Vfz4osvJuvXChEnFttR+1wID5HIsj7PYc/XotFBJCDw98S/cZvNZjN6vZ6SkhK02r6rQ5jNZrq7u3G73RQUFOBwOBBCoNFo0Ov1RCIRWaJMkn5AZKArSZL0NfX09LBlyxZisdiAtg+FQni9PtZ8UUvNhgbsdjv5+fm0t7fjdDpp3+YFwF6g9lQGAoFeJb+sVmtyEolQKNRvoAtqT2Q4HO630oHRaKSkpITS0tKU0mPflNPp5Nlnnx3QtosXL+aee+7hkEMO4ZRTTuG+//wJCAEGQmtLAQj5PgenE6WlJWVfjVZJlhZzNn7z4FKj0ZCbm9tvkAskB+6FQiEyMjIIhULJKYYTXy4SPfGSJH3/ZKArSZL0NQUCAfx+/4B78ILBII5tMTqXGqldGCE9PR2DwUAkEqGxrhV/jxowa9PVnlyfz9dr9jGdTodOp2PTpk2EQqHdVkqwWCy4XK49zmC2J+3t7bz11lusX79+QNs/9dRT+Hw+FL2RtCmnU/Dze8g/724Uo3W3+zU3N9PU+AUAmze4KXinFYBYZBWm316D6YYb0dTUpOyTUaYGuo7672ZGM5PJlJLzXFpamhxUl+jR7asnXpKk78d+MxhNkiTph8br9RIMBgc8bazH6cOxUQ06o14dUb+C1q6mENSt6wDAkCbwh9zEYjH8fn+fQWp+fj5Op5NIJLLbINZsNtPU1JSsHvB1dHd3c/HFF9Pe3g6o06bPnDmz3+2j0Sivv/46Gks6eT+9GWPRsOQ66/DD8K7+YLfnGzpUDdwDdQJTk4K2G2LZEBoawbxGg27BJ4QHD+bdd9/lueeeo7SgktNG3rBPy4ztjqIoFBcX93nfE73vskdXkn44ZI+uJEnSTuLxOE1NTQNKR3A6nUSj0QEHuus/aSce3vGx62xSe4LT0tJwNKrBUXqxLjmILBQK9RvIZmRkUFRUtNvzmUwm8vLyvlHZsKeffjoZ5AK8+OKLu92+rq4Of0RQcM4dGIuGEfO78G/+EgDL8MOT22nMaaDtfW1Dtge6Gc1aFBTqv1LvUdOR6jWIzz/nqksv5ZZbbmHr1q3M/+xDOjwNADgbvrte3f7SG4QQskdXkn5AZI+uJEnSTlwuF9u2bcNisZCVldXvduFwGL/fTywWG3DqQtNaNwC2PC3ejhjOxij5I4zodDpC3WrglFVmwBt2UF9fj8/n220bBuKbBLnhcJjnnnsuZdnq1auTEyX0ZePGTeSccC3HTajGxpe8/O9VXHLqyazwbGZj6Wg0lnR0abnkn3MnkY5tnJPfxsQJE2hubmbFiuUMGbIEgOHtamrA3EVuLjkum0iBm3ahkB+JkF1fl3rObfPJG3chgc+XY7v/MSJTDyd02pnwLcz0tieJ2sSSJP0wyB5dSZKknbjdbjo6OrbXoe1fYkBSItD98vVqVn3U0O/2XkeIkC8OCMoOVgMwV0uUeEwQdMeJ+jUoCqQVqr2cra2t5OfnD2jK3L0hhCAQfBm357fE47svK/bhhx/2uTxZjkykVjqYW+PnRc8whk4s5+zhb3DS8C+YPdVKfutmZnbNpzzUwsRTLmHK1f+HRm/EWDyCgkNOYfjw4Rx99NFce93PSEvTEg7GyWzX4ozFmLPKTTwuyMiM8k6sB4Bzp2fyhz/mkZOjZWy+hr8eshKA9thQfAEL2jnzMP3pT7A94LQ6NjBm7ukUbH3+m9y6AUmUGNuZEGLAvf6SJO1bMtCVJEnaSVdXF6FQKOVxfcLO9VGDwSCRSAStVkvjeicrP2zgi1er8bv7zs9s2+YEwJiuYC/QojcrxCNQszBA4zI1ILPla9HqFXJycsjKyvpWpuQNhl4kFHqVeLyBSGR5v9utXbuWO++8s891dXV1FGx5lonvzmL8+ydSufhqAnV38/SqDoL6NGaVzktuO/0QiAYDAIz0bqKzbAYNnh3Hem6dl0BUDZijkRUAGDpzUWIKn/m8eHyC2lr1ntaUhoiJOEXn6TjqKBu3/a2AvxxlYrChiQznZuIaPbWjfoLGFEfT2obuo4/QRP1kv30X8748Hddbq+FbrnGr1+vx+Xwp75W2tja++OIL1q9fL3t7Jek7JgNdSZKk7UKhEA6Hg8zMTFwuF37/jokKIpEIK1euTNbNDQQC29coVC/aUUu3cWNP8v87Oztpbm4GoLlaXW7L1aAoCjlD1J7b7poI3TVq6kNGiZpNZjabsVp3X6Hg64hGtxAKvZH8OR5v63O75uZmrrrqqp2uMVVjXQ35215BIY426qc+v4lQ5lJuHfF/mJs/YkrBjrq3BeVdKFo1kB3sr8UUU4950Tg7+VYtzmCchbU1xOMOIlE10LWtVoPEjahB4fp16n+LRuhZnOUntn1s3dChRkpnpePYYmXYlldAxGizH0R8fBkA+nfnUPDJv1i55QjqSo/jK/1FGNz997rvC4kSYzunswQCATo6OtiyZcsenxRIkrRvyUBXkiRpO4/Hg8/nIzs7m0AggNvtTq5raWmhubk5OcVrYlaysFOLs2XH4KOGDepj/Xg8Tk1NDQ0NamDVUaceK61ADXDLppgYeZKV/JEGcqv0lB1somBUag+u+si7BiH2zWPvaGxjys+xfgLd559/Hr/fj8nUO21CUWBQ2gICBj9hYzbLj/gjPVlqLd/comZ+dfib6PUKa9cGcHTH0RriZA2JYM3NRyNi/HnoEu44ZBnHDzHxs5E2RmRt5uDcP+Hy/IZodCsA1i89oAhOOH4ws06+gI2b1OsfNdpI3Ri1d1fbrrbNW2Kip9aCzd9KTa06QcUG+0+IWUDxeHA+sZG27EkA+CyFhL9a9Q3v4u4ZjUZCoVDKVMDBYBCj0YiiKLIigyR9x2SgK0mStJ3b7SYej6PT6VAUhZ4etRc2EAhQU1ODx+MhEAgghMDpdGI0GvE3qkFeTqkNgMYNPYi4oKenh87OTjxuLz6Pn+5mtXfYnq8GuoqikFago3KamcFHWCgaZ0RrSA0sI5FP8fpuwh+4b59cXyxWC4BOOwrou0c3Ho8zf/58Dj/cyltvV3DmWekp6085JY3yKT2sGp1OS8ERrHZ/DIAmBigKVUM0+P1xHn6oh4b16kQKBZPdFB80lCGn1FMw5HVy054m2vEqU0s8XDHuSTSKQCGAogicXRlonQrBQg0Nnjxmmbo4rGAKAEOGGBl2mPplwP6+BnwKQqMQKlSoNabx+Bf/JSZitEVGoB+vdvv6zbl47OXJ9rfW7Pue8p0launu3HO7cz1kOWuaJH23ZKArSdKPkhAipXctHo/T0tKSnOXKarXS2dlJLBZLzlyWnp6Oy+UiGAwSCAQwmUyEHGq1hENOGYzeqCXgidDV5KWlpYVwOELDQnjq94uJhQWKVmDOGPjHbig8F4BIZDGR6MAma9idRKCr1x+6/ZrbEbsMKFu7di0ORye//GU2Wq3Cz87I5JJLLgIgI1PLRRdlAhA2aliW3UR5WjWRmA7NV6eiDdvRRMy8cX8+mzeH0NSPgogRvbULS9mz2AoCyRTZoPI+oeC/sOp91LlLaHAXA5C+xURUo7AstwiBggCsQR1BjxadTqG4RE88Bmy1YKpWjxUeJHgoGMfl72FpwyIAauzHMfTUVmLTqwAwaNT0h2ZGE4sMbCa7r8tkMtHW1oYQAiFEsh6yVqtNSYeRJOnbJwNdSZJ+lJqamli5cmWyXq7L5cLpdCbLcdlsNjweDy6XKxkAm0wmPB5PcqIITUxP1K/2whYMSqO4Sg0CV35cR2trGzpvJqEebTK4M+eAohlYFYVYrJ5YbMcsYMHAU72CUkikN2whFu/Y7fGECCZ7cPX6yYAWiCBET8p28+bN49jZdvK3T0OcnqHh2GMKAbj4okysNi2amHpBmTY1cH5/jo0y5/FUfPEPBn96L6fknkOmJY1js84lf8vZ6oGVABGfjk0vDwKXQtzk3359Nj5uvIKPmq5HiV1EwesuanMzcGPCpgtRWhrGq7XR8kUhnU3qnyxndToLy0sJt6q9u22T7bzfpqaIzFv8GAC1oYNxa4vZHFMntygdr8UU6CSqNdPzvw/QbNiQer+j+26Qmt1ux+l04vP5iEajyYk9dDpdv3nPkiR9O2SgK0nSj47b7Wbz5s10dXUlS0F1d3cTjUYxGNRUhMSgoubmZhwOB3a7HaPRSDgcpqenR+2p215ly5gm0Ohh9JHFoMDWJZ20rYjTuU5dnzdCT8bIEIMOswy4jaHwfAB02tGAhVi8jmDo1ZRtYrFWvL4/qf+8f0SI/icqiMXqAIGiZKLRZKLR5KvL463U1dVx6623cuqpp/Lmmy9x3nnbe229arBr4gvS07XMnGUHYOx6N6GQGmRuas5mUuvP0Gv1xPwNaGIGDiqewFs/fwi7Pgtb02GktRyK3p9H8I0hhJxGWF6qNkoo2LW/4vqpQ7nu0BKyv4hCIE59rvpl48j8bZySvoEvs6bgrrfTPKeKNY8Po2FhIUII6qLbR6XlBYm51UC/3dnABuc2QMMLjr/hDueg6OJ8tGk+FZ3qrGx12kkojz+bvDfNK4MsfcJN97Z9k1ZgMpkIBAK4XC7C4TDRaBSdToder5c9upL0HZOBriRJPzo1NTV4vV7C4TButzrdbnNzczJtIcFkMuF2uwmHw5hMJgwGA6FQCJfLhaIoeDvU3mBjplontXxUNkecqU556603EPIItEZBzug4ltIgtu2DtvZEiBiRyOfqsY0nYzH/AoBQ6DUikVXJ7QLBx4nFtm7fx0V4+z59UQNdUNa52fSnPwO5AETCzVxzzTW88847NDY2cv4FmeTm6gi59Wydq/bkGrOauP5Xlej1CiZXnDdXjuezJZNZWl/Jgv9ZmVE5lVA0zNPL78KsUWdBq8woJRoPs0L3BdntV1D5+Z2UBiag1xgpDf6azLpjKVx7KZnvFqH9qh3FH0U37yOaM22EtTqsRqjMjmKICs5Py8KXNg6haCgafzhTLr0WS1Y2jjYrIgYWU5DJkwclr/XDL/+7/aLV/OJ3Fj3NP/91F5fNfw5rcAsxrZG1hWfirPEScMZoWqF+QWhYEiAe++Y9u4qioNPp6O7uTlZg0Ol06HS6ZA+vJEnfDRnoSpL0oxKPx3E6ndjtdvR6PT09PXR1deFyuXrNImaz2ejs7EwGwFqtlng8TjAYxGQy4e1QqwHoM3ZMAzxmegljTsjGlBvBlK6heLIOr9+d7CkeiFhsK0J4UBQbOt1YDIbDMRhmAYJg6HUAhAgTjaqP3/X6IwAIheam1G/dWWenWjPXUi8YXlPD+jVqD2hH57pkCbShQw389KdqcNj0eQG1zSYinlw0WsHUGWraRM3qApxBEzkbu1nwz2auHXk5AI8sfZlHVzRg1TyKVfsem+LLeL/pUZRiG4FKHQoKWdnjOCh7FhZdDpb1x0FDFWatnZx6O7lvudAZSqnLywBg7OBxdGf+go7wPRwZH8y5WcdiPfQ3DJlxLOaMTMZPG4uIafB3qZNv/Otf5zBzppqmUN24jMbQ9oGE8TAL16n3bFsozEOf3osmFsadVsGm+THWvu5NznsR8go6t+ybqggWiwWHw0EwGCQWiyV7dGWgK0nfLRnoSpL0o5LoYdPr9VgsFrq6uqitrUWj0SRHxidYLBaMRiMZGRnJZYkpXo0GI95OtUdXn5YavFiLohQeGmP8z+wUVFkIBoN7NRVvJLoKAJ1uLIqifkwbDWoQF481qnm5sS1ABEXJxGy6EDAQj9fz8sv/4L777ksGr9FolLfffpuOTrW2rb5Jg0WjoXHJNgB8PjXPduhQA3fdVYxWq9CzNR1Po42jTz+L9JybiAbVFIZYWEP31kza3WrprIsnH095ZjHt3m46bW1cPX06D28Zxpqe99jY+AH+mIf0vBxCRVqEiKK3FVBuG0lcxFnU8TYb1z/Iqp4FOMMdKDoz1ilXkp09gdEZkygLzCbeMIOoKAEiGBWFE1p16JxqVFqqbyXX6MVZo97XYOh5jj5abadGUXh3zYsEFMEniotAeEepr6W1Wzmy7o+UNC1AQ5R4DCLRMPPXqGkh277yc+MHXcyt9vf7pWEgTCYTfr8fp9OZnN1Op9MRiURkoCtJ3yEZ6EqS9KOyc6BrtVrx+/20t7eTk5PTa1tFUcjLy0On0yWX6XQ6PB4PoW498Sho9aCx7OjRjcfjuN3u5KxmGo2GQYMG9UqL2J1oRJ3SVq+bkFym0RQCCgIfQriIRtdub89oNBobOt00AAzGL3j66ac5++yzee6557j44ouZ+8pDDBqkhzgYqtWgK297HVqb2cHMcRXcfXcR9jQFk6uS/I3nordYyRs2HKPHiGfLTMJeHc416dR2dfDPDxbyRXUdlfYx6j1tWsTPO5swmE3EFB3LekoJx3VkG3xMbHwAe89XRLt31PDd7FpCSfVqRtY34ohsZF7zUzQG1gAwNvNIRmQcot4Hm4LWvIkC4yV0KrVoUBAb1R5Xa/daqtI66VybRc+2SgAOmrSFyko9vz56GmeXe1kc+4yN6Sa09uzkuQUQUVoZVv0qh7r+y7srHuWh92/i7a8epcvdihLWUNqm8MhKNw8uc3/tYDdRT9fv3xEwa7VaYrGYrKUrSd8hGehKknTAcLlcLF++fLeBRGJwUGIUfOL/d+3N7U9aWho6rYHGJeo58oYbUJQd9VGDwSDhcPhrT98bjzuJxbfXu9WNSy5XFAMaTR4AsXhTMtDV69Rg8/PP1PYffriV00/L4pknC/G5nqeYEFecOQQAwzYFv0vtEa1ypxOPKqRnRfnlr9Ow2TUYvEWULPs9pYZxDJp6NAaPgvHvdzLiv/M57OMeJnoD/OfD5cSFINDsptCsBphe/0Y67Wognx4IkeELUhWNccaQGjJcGxj8xR+IVn8KQNQqyBmvo8ThQTFrKTvhFOLEWdz2Ib6IC4vOjkaxErUrdM824ZkSR6d0M0z/CAD2phjNnUF0HesZltYFKDR8ZEKrTERRBNdfV8C4aXGGTndw2UHLuEZZQlr5GI480kphofqFpS6mlhqLb9nI3KUvsKVlFdFYhBc//RcAE8NaiqIatq6tQ/ntDWi/+AJ8Pgz/+x/a5f1Pm7yzRC9uNBpFq9UmlwkhZI+uJH2HZKArSdIBIRQKsWHDBtra2nY7sj0cDiOESAYiZWVl5OfnD/g8FosF0Z5FyCMwWBVKDjIlzw/q5BLBYHCvcnJ3FomqKQZaTSUaTUbKOo1GrTUbi25Jlh7T6cYQCAT4179eYc2aADqdwi+vyiA9W/Czc61cfEUaGZUedf8NOv7b000wHkeY0nFsVfNx0yvUyhNZtSegjZnRa4yMdI4k56Mw9gm/wVB0EMEmI8rgI5k+fToAfxh3IoqioSvYzLosaCtVB66VzTyeQ+s7GLy+jvr4GbhzJuIJ5RFtW01w2f/hn9LFKOdDFE/roeLIVsZ2Pc206SOZmFVPd/iD5LX6RuhBUfDkTsKVezAWZQ0hpQMjCoM/CeEOPoaiHUE0LQ8EOKvHAnqGj9RTekQb2aO70A7dyLgjPuKd3xXx57/k89jjZfzk1DRW+9VA1+SLo1d2lHvb1LyCtboQCgrHYOCkbV9gaWvB8Pzz6N96C93CTzE88igMsEfWZDLh9Xp7fYkKh8PU1NSwZMkSVqxYkSxxJ0nSvicDXUmS9nuxWIzNmzfT2tpKOBwmGAz2u+03fWwshKBjk3qM8kPMaPUKRqORrq4uQA104/F4shdvoOJxN9FoNYHAMwDo9VN6baPVlAAQCs8DxPbAN5Pbb7+d7u5u3npzx5TFQYcBEYfckS7sJWrg39Way3LhpjH/ILKGnYZjXeGOY4fSMTWPozW0GgBDt/q4XWPJwjz5Mrz+icRzR3P33Xfz/CNPUD7ieAAaI9XERZxwwI+i1ZEx6RAiZ52lHvTNj6keciP1uReqx4ysZOSXF2EIdmAcloEhSyGz7QsOaf8vR+bXUn6IQrBYS7BIS7B0x/1rGnUFaLTka9VBZenoEVjwxn7H2IMPA6B24Qq04uTt124ireZY9L58ouZugiWL1fMb4Oqrc5j50ysJXXQQnX+OMrXCnDyPLqOA5Wb1uvP9CpM71RkpFKcL/Zz31P/3eNB99tmAXlOz2Yzb7U4JdBVFobu7m02bNtHd3U1TU1NyBj5JkvY93Z43kSRJ+uESQrB161ZqamrIz8+no6ODYDCIEIKWlhYKCgpSgs5gMJjszf06vB0xIgGBVg+Z5epHqMViweVyEQqF8Hq9aDR714cQDL5BMPRC8metdiRG48m8+OKLvPfee4waNYrrrrsOjbZ4+zWrBXzr6zL4y19+SmNjIwBffO6jq1GL1axjzmMW8soMTDvdi1YPWm8uB1X+gzd+4UCvVevkWoMlfN78JCOKq8lsOAaz5g3G2ZfQEb4fAH/Dl+gBfdlUNJXn4vcr6HyCg5x5aEx2Ir52Pp/YTN6HCiDILKtAazAQnTUT7dKlaDdtQv/ss4hcNf/ZmB5BoODNHkvt+Bsx+ZspX/1PjP5WYloTnZU/ITa8d8pH0F5O++AzyN/6KmFNIXGDIOo7iGi8lKH+DJpLK3A11rH1XTe+nqFUmQ6nMPMINm+uJD7zv2j0AtvmMzDqwnQPfovAuHfwa9Wc6tN/kkXzc2ZOHDsCg8VGm+NTnPoZZMT1CGsFeHdMxCEUBUUIdO+/T3TGDNjD62w2m3ulseh0OrxeL9FolJKSEpqammhtbSU3N3cv3jGSJA2UDHQlSdqvORwOqqurycnJwWQyJadZ9Xq91NfXY7FYyMzMTG7v8/kGnI/b5/nq1QApo1SPRqsGzGazGafTSU9PD83NzdhstgEfT4gAwdBbyZ+12mFYLb9l+fJV3HPPPQBs2LABk8nEVVcdl7LvHXd8SGOjmjJh0us4Z8p4mt7LBwSnWnSsbswl/8vh+MZ+REbDMQDotZlERAQh4uSYSjhp87X4utYTr8ujMOM3QBSt5gNW+CYyaNWz+O3pZBeORptWRNYygUIQUCeOWN/1Eu/rNnPlmJn41m6mo1Thk55PmJ41nfBFF2K66Q/oli1DbK840XXwebTNOIqoKQuAiCWf9TOeJKPtC0LmfGLG9OS1uaIu0rRpyS8lLcMuJK1jKVnuRyAKIeNCOkL3YmqNM3nkqcxvvR93SxNaxcSQ3IMA+M97HzDUO5Zhad1kRtKZYpyKP2sDgcytyfOMONzOzJXFlGSp587zrKPaXk6GroqOvIl0RTupcjRiiEeJnH0W+jffQtPahmbTJuIjR/b5mirNzehffpnoSScxZMiQlHUGg4G2tjbKysoAyMjIoLW1lcGDB2O1Wvf8hpEkaa/I1AVJkvZrXq+XSCSSrGpgNBpxu914vd7kzFQ7+6aBbk+9OpAos2JHP0Givm5bWxsejwe73T7g44XCHwN+NJoi0tOew2a9DY3GxoIFC1K2e+ONN4hEdlSGcDhgy5YdM6HNHl3FyKJ8UDSMyi6mrLads8aeR3ZoCqVLbsDYpGNe+//4pPVF3mv8L5+3v0osFkYbtULrOCptD6AoUeKKhkLDf7CuewjiUdJGWTF6ngNAQUFs/6sRqf+C5embEQjeHbKZ0vPP4FnrRzzZ8iSOiANRUkJ09mx1P7eaUhEaMTkZ5MZFnBp/DXO653FXfCs39LzM9ZuvZ4N3A586PuWaTdfwRscbyevriLl4dfjpeK0lOPMPoXr6H/CMU/Ogs6oNHHzyLzBlZFJhG41ZZ6XJ1ca7mz7hsWfm4mpIp77lC+p0XVjX/oIOTxHW2hKUqAnSQ4wapb53uoXa8+rsXIwCODNH0jZyEvdPOI3F46YTnTWL2IgRAGi2l29LcAZjvL3ZhzcYxfjgg+iWLUf3zju9Xu+MjAxKS0uTOdw2mw2/3093d/cA3zGSJO0N2aMrSdJ+zel0ppT/MhgM+Hw+enp68Hg8KYFuoobp1w10A84YQWccRaP26O7MYDDg8XjQaDQDzs8VIkooNAcAo/FEFGXHMTds2JCyrdfr5eOPv+SIg/TELRHWfe4jUflKoyiM3z4YbPRPzqTo3bnoyw9D0WiJ9dSgrbuD2DVXU6X5KfUv/4u4MNPp99C54E/UZJRzxNQlWDU9dBfNYHWLj6mOFeQ3NyE0GjKHeLG5vmLbpy5EyEvTX6/EeOut5LgFE67/OW8rr1EfqudV3RzYnhGyxrOGI7OOJPKzMxD5eeDzI/LyEBXlADgjTu6su5PWUGuve/JUy1ME42qO9ZyuOUzLmEaeIY9/1f+LllALT5UU8IviC6iyloNNYGyPYWyNU9CayaTzLyfngzCEwTNYwznnncO4ceMo18Wp/3Iha7ve4pn4CFqDN/JP5W1KTR48hUvIGuRlxZYoY2IGOnNMjA41c5Q5ik5vYo1/BJbc97g1fhb/9MHQ7SkGSmdnSrufW+tlfl0A24J5nFhXD4C2uhqEgJ1SZTQaTa+KHDqdDvf2LwNCCAKBAKFQiIyMjG+UZiNJkuzRlSRpPxaPx3E4HCk1ag0GA+FwmJ6eHiKRSMrAtJ1r6H4d7RvUoDm9WIfOkBqAWCwW2traSE9P72tXQqEQr7zyCvfddx/V1eogp2h0A0J0oyhpGLbPbqYuj7Jly5Zex3jjtdcwrhMQgeDn8eTyQblZ2ExGdGYLnuxKepq70Zcfrq7s/Iicgzppso6BrBJ6Siq4etgijrUsw+p1MrZ5FVkeN3UU8UnZNcyNjKNns5p6YRyeSWZ4HXpznFhGFOHrwPP+y+S4BXEFikceyeT0yQBs9O2ok7vGq9bERa8neswxRE85mdihh+y4jo43aA21YtKYOCjtIE7NO5UrS68kTZdGe7gdV9QFQEzEeKntJRqCDbSEWgDoCHfwYOODROIRtSrDeANCAWNbnMz1WoxhPXE9ZB9ezjXXXMP06dMpnTwNnclMwNHDHw4vokTv43kxHHurmnqQPzTKFWP/yFihprgMKxiLzWjGpFEYbi6mLKROL/xxbQCRCHQ7dgS6MSFY1hrCHAkyfdG7yeWK04UygJ5ak8lET08PQgjq6+v57LPPWL58eTL4lSTp65OBriRJ+y2fz4ff78dkMiWXJQJdv9+PwWBIKTWWCHR37gEeqEgwTsdmNdAtHNN7wJTdbic/P7/f/NzHHnuMO++8k6effporrriCzs7OZCkxvW4yirKjHFlNTU2yXFlChgnuraon4xmF/D/qGe9TqwUoeoUjx6iP003lVdy4wEG6oRiNJYuwCFI2di6r9UO4c2mIj2v9PBqZTUAxMroyhK04AEKhZlk+d9efxqtztxKo1+OqU49dVLwJgKYRlxE5RK1uMOxjtafZVZoNJhMzsmYk26hs79Jd713PVv9WNvk29boPzcFmPnWoNXWvr7ieX5X9ilPyTuHg9IM5Le+05HbH5RyHBg0rPCt4oU0dqDfWNpYsXRauqIsvnV8CELNpCFaoPeiWbWr+tH+YHqHb8UVEZzRSPPFgAFqWfs4/T6pEXzQaYycoMQPC6iKe2UHmkBMxRyJUZe4IytO0CplMIo9uYtF5BIvULxianXp0a3oiuENxjmpagS0apMWeR6xc7b3W1NT0uge7MplMBAIBAoEALS0txGIxPB4PPp+vz+1DoRBNTU1y4glJGgCZuiBJ0n7L5/MRDAZTRqxrNBqEEMlpd71eb3JdKBQiFot9rUC3fUOYeBQs2RrSinqnJiiKsttBaHPmzEn+v8Ph4LjjjuPV14aSkQF6/SRAfWwdi8V6pS0A/PFwI5PsJppjCoGInvaRldw0aghrJ3qpXGeHKHwYKePQiCB77NkAmGwrUGIRFsXHsLk7wtbuCHHS+KTgEqb0vMW64hClLaDtFFzd+frOV4NvjJ5nRpYxoeBkNGUnoaR1wPPPoxEQ1UDo/J9jBAabB1NiLKEp1MSU9Cls8G7AHXPz921/B+CS3EvIETkELAFsWhtPtz6NQDDRPpGhlqHJ++HxeJhaNJV13nXERZzT808nHA/zcc/HyYB5asZUnFEnL7a9yPtd73N45uFoFA3eEXqMjTGUOHhH6fEP6/36Fk+cQuPSL/G2t7LxzRc4etgUVmzwUto1Fm/+Mjz5y8j1nM6hpslkGQuJxiMs7XqfQ/NOJleXzs9L3mDksIW44zp0kwTmjTsC3eWtIRCCMxoWAfBWxaGcmekhq74ezdZqYlN6l4rbmdFopKenh66uLtxuN2lpaXR3d+PxePrcvrOzk+XLl5Odnc3YsWMHNL30N3mSIUn7MxnoSpK03/J6vSiK0iuPMTEDlcFgIBgMJmenam1t3evSXwmdW9RBaEVjjXudN5mYZnhngwYZyMiIEQzG+XRhLRpNK3fffXefQXieVeHKyQa869VAZVteBlGtlmzMTF+l9r56zVHasPOMxo6iaIh0rKFk0IMA2AYdDJshDgzO1JEz6TTqlJ+SdyzE3p+L5uWXaTFnku1zYIqGWTnayh3HBxGaCIcqLVwOiLw8nBV5ZNR18PbsbGaPUINzRVE4u/Bs3ux4k5NyT0KraPnC+UWy7U91PkWMGHF2pFpYtVZ+VvAzAFpaWjCZTKSnp+P3+rm67Orkdj/J+wmLnIvwx/3oFB3j7OpMcW93vE1buI2X2l7izIIzwaqh+1gTaBTipr5fG4PFypCjZrN13nt012yBmi0ENEaGtIzDm7+MnvxF5FT/lFzLsQBs7P6SBt9GRoQPJcOQy4jMOgA0mijOi0F7rwf8fjbW1/PeKsEYj4N8RyshnYGPyiYx2biNLECzPU1ld7RaLUIIurq6CAaDyQoiiQFq0Wg05X2RqLvb3t5OT0/PHgPdcDjMqlWrGDx4MNnZ2TidTiwWy9ee1ESS9icy0JUkab+UCAx2TltISMx0FovF8Hq9yUkkWlpayM7O3utzhf1xQh41UMso67tXrMkdxaCFPGvvj9WGhoZey44+Ru39Xb48wF//esduz/+7qQYseoXqNh1RvZbmDLWqg9sSwBYw0VIcY/Hgdq5vUzDENUS7trC17hEenajhFJ+VcaPGUNXlodYR4dKJaWh3CtSjx80metxsbHFBLBSkpW4dd0TvR2zfZoNvA2L7qLcnzszD2dTN0IlHpLRvlG0Uo2yjADg+53j8MT/TMqYxp20OtRF1OuNsTTYu4WKUbRQXFl1Ipj4Tv9+PTqdj4sSJdHZ2snnzZjIyMpLHtevsnJp/Ks+1PsfEtImYtWpQ/7OCn/Fky5N80P0BERHh/KLziVv2/AWmaNwk0kvKqf3sYzytzfj9Ie5piXHeWC16azchWxMmbymfNC3l8pf/wc+njmWwfQUT86ajyWtBAFsdlQzNrMV3dIxLZs5kq8FGyZVPccpKtURc7eiD8evNrLCVMgnQ1NWhXbqU2IQJsJsnCRqNhnA4nPzilphVzel0smXLFoYNG0ZGRgbRaJSurq5ktYadn1j0p7Ozk5aWFnJzc8nIyGDz5s2UlZVRWFi4x30laX8nA11JkvZLPp8Pp9PZZ7pA4hGtoiiEw2FCoRCNjY1Eo9E+A+M98barU7RasjS9BqEB1Dkj3PBRNxa9woMn5GLWpQZd9fX1O7UNbrghj+kz1HZ/9mnfeZg7O2aShaVGHYrDQENRBkKjkOUN0JXdxlOH2BkSO4NT/J0cEi4iJqKEVj1LU0mYt+025ths3Brp4JYjiwlEBenGvgNCrSJQzGa2FoFoVCgxltAWbsMVddEebmetdy2LNJvQlGk5L+OQPo8BUGwq5prya4hGo9jNdrYVb+OIyiPQNelwuVzk5eUlt+3u7k72Mgoh2Lx5c6/ey2OyjqHMVEapqTS5bHrWdPSKnkeaH2FBzwJmZ88mz5jHQFizcxn9E3XmtiXNQT7/0sn47tVMyFtL/cEPkB26nmLrBKY7ZvDeks847Bg9XblehDaCq0fHM6tP4a8z/o/gGMElv8miaJKd99Z+xbS29cSFoO3QadAKX8UzuCQzE43DgfH//k3kqBlEfvGLftuVGJCWGFiZqM1cV1dHS0sLhYWFZGRk4PF48Pv95OTkEI1G9zhgLR6P09DQgM/no7Ozk4yMDBwOhwxypR8NORhNkqT9ksvlIhAI7DZw1el0xGKxZI9WVlbW1zqXp10d5GTL3xGAORwOXn31VeZ+8CEPL3cRFeAOCz6r7z398M6B7mk/TWf6DBuxmOC55xx8/PHue+Ty083cWpnLDZY8DFo9DdnqY+pBHU4q2wQ2bxn/3FjJeV0nALDRM5e4t42qjGzGB0PEFPik5xMMWqXfINcZcXLT1pu4fdvt1AXqABhiGcIgs1ptYG7XXF5sfRGAMwvOpNhUvMd7FgwGybXl8rtDfscRZUdQVFREIBAA1EfujY2NmEwmSkvVADYjI4OMjIxegZuiKFRZq7BoLSnLp2VOY6xtLALBRz0f7bE9fZlYYOTwMhNN/p8BOaBro8f2N+xpOv76179y739PpXBqC46haj1cU8sQtAu/wNuYBxoYP8tMXlaUcw96iZhN8JHXS5tPzd1t9sZx/Pb3RI5SB+vpli2HeLy/piRn10t8cUvUZu7u7sbv9yfvi8fjSebbGo1GAoEA0Wi03+N2d3fT2dlJQUEBLpeL9vZ2XC4XkUjka90zSdrfyEBXkqT9UmdnJzqdbkD5si6Xi2AwmFKGbG94tvfo2vPVQWh+v5/LL7+cO+64gzte/pStPTsCjfdr/MlH/QmJQDctTcPZZ2cA8O//c/DsM1522TTpoPJiThhTxV+njufQz7Tc/HyM+pw0YloNfsVKrsfP8CbBr5sKMVpzEWEvT1ifQte+HIBKY5grnGqZri+dXxKOh/nK9RU3V9/M+13vJ88TF3H+2/Rf2sPtbPZvTlYzKDeXU2WtAuATxyfEiDE5bTKzsmcN6J4Fg0GsVmuyZmxmZiZGo5Guri60Wi1jx45l/PjxyVQFnU5HcXExHo+H+G4Cwp0dk63O9vaZ4zMCscCA9tmZXqvwmykZ/HxcFWn229FoChDCRSg0FyFiZGWlDgoc5P0JpxdH6Fin5rbGY1ocvnT0tgiuc6M82tPNxlVLKbCq75NNpjwiF1yAMJlQ3G6UPlJYEsxmM4MGDUrJmzUYDDidTnJycuju7kYIQU9PT/KJhV6vT6bl9Mfv9xOPx0lLS0tOTBGJRHpV9ZCkA5UMdCVJ2u+EQiG6uroGNAOZoig4HI6U3M+9EY8JfF3bA908NYB54okn2LZtGwDWUWqP3ZkjNZTa2+n2u9jQGea1117j6quv5r///W+ybu5ZZ2dgs2np7jZz3XUv8+WXX3L11Vf3CtatRgNnTh7HjBFD8FozGV9tI9utUJur1uhdkj2agBFy3XBwu5pzHGlexmy3nUKXeiyrro1DAkFyten4435u2noTDzY+SH2wnjc73iQUVwOdOZ1zUmrgOqIOAMpNOwJdAINi4OzCswc8EC8x4UFCWloamZmZOBwOKioqGDRoEAUFBSn7lJaWkp2dTVdX14DOMdo2mgJDAYF4gKdbniYmYgPary8aTTom4xlq28PvEoksQogeFMVO9ZzDyfjqYmzu4ZRZR+BusNGycAoNC26g9dNLAAiMiVNNiBUrVjAsWw1EF9QFCCtaYiPV8m/atWt324ZdByLm5eVRWlqKxWIhEAjQ1dVFR0dHstfXaDTuMdCNxWLbr0+tRuL1ejGbzcnedUk60MlAV5KkH7R4PM6GDRtS6uG6XC58Pt+AemgTM5btzbS8O/N1xRBx0JkUjGkaPB4PTzzxBACKzoCxcBhGbYhjim/ilkP/zn0zbmJ9w+vcfvvtLF68mEceeYSamhpMJoUTTlDTDgL+2WRkZKEoChdeeCFvvPEGf/vb3xgzZgwAo4ry0WgUlLhAaBTWluTy/kGFRHQ6vKYo1YPqWThaDTj1GcMAiHVuwvLVyuSMXSajBxQdR2RNB6A70o1W0WLRWAjFQ6x0r6Q73M07nepj+fH28clr1qChxFTCUMtQtKjB/XT7dEJdA+8FjMfjKfdcURSKioooLCxMpivsymg0MmzYMMLh8IBqxGoUDWcVnIUGDYtci3io8aFevel7Q6+fhkZTiBBe/IEHADDojyR91E8It6gpMsPThwEK4qsuIh35aDzDiXstKBqFQYMM1NTUMCZTDS6/aAxy08fdhEepr+ueAt1e17d9lj2j0UgwGKS5uRmv15sMdBPVRXYX6Eaj0eSXk0Ter81mk4Gu9KMhA11Jkn7QIpEIDocjZXS52+1GCDGgqXZzc3MpLS392lOp7py2oCgKL774YnKdoXAYik5PqW4dGmVHzdPJpR+jN6S27fDDrVitGpqbI+TkTE9ZV1JSwuzZs7nhhhvQ6/WMLlarRgxt7yHH4wNFQRMxgwKLR/Wgz1nCRxM0KMZ0tGnFCBEn6tyGpr0dJRQCqwmDNUbQXsGxuSdwev7pXFp8KfdW3cvR2UcDsMi1iBfbXiQswlRZqri05FK0itrmImMRBo0Bo8bI8bnHM8Y2hoOVg4lEIgMKJOPxOIqiYDabU5YXFhYyduzY3X5Byc/PJycnp99BVtFoNPleEEIw3DCcX5X9Cp2iY5l7GQscC/bYvv4oigaz6ReAEYgBGgyGYxg6rpRtrlcBsOpK0Cha/AYYs+4REDH87sEADBmqpmkozWv488Ea/mx8gQt8j7EyV10f37gZl8vfx5l3T6PREI/HcblcWK3WlPeyoii7DVrD4XDy9yQrK4vy8nL0ej2RSGTAKSKStD+Tga4kST9okUiEQCCQzCkUQtDR0dEriOqPoigDCoj7490+EM2+fSDaggU7AilT6WgASjUrANBqJ+IIZpBpcnPyuUNTjjN7ttq7+fHHAfLy8nudRxv2MDM6j/qbRzG6WJ0AI9/lI2jrJGBQg+0hRx1HqETtzfMVZaMMUVMLhOgiOnKI+v82G2mnVaBowZcxHIPGwIm5JzItcxrpunQOTT8UgNWe1Sx1L0VB4dzCc7FqrYywqo/Yy83lyXb9NP+nXFt2LSbFhMlkIhQKIYSgsbGRtWvX9jmoKRQKYTKZkgGty+Vi/fr1tLS07LHmq0ajobi4ONmDv2vPrsPhoKOjg1AoRHd3N11dXeR78zk973QAXmx9kY5Qx27PsTt6/VjS0x7BarkBm/UWtNoiALqHHUU01oOi6MkyFOA36kl3bWVo9WsEnWoP9ZiRahqJc+MnXLDxEn6hvMNFug/wt31GuzkTfTxGw7KNfZ7X2rMOs6v/WdQMBkOyakJqe/W7rbwQiUSStaM1Gg16vR6tVks0GpUD0qQfBVleTJKkH7REoJt4PBsIBPB4PF97YNneEEIke3RteWpwUFtbm1xvLFVrx5bb6gDQ66rY7BjGIYUvcu5pAkeDjQXzvRQW6hg33kw8Lti0MbPXpBUWx0YGL/sLuoCXze7RZBlKCbjrsIUivD9BS0t2Cye4L6TkoEO4LlTOJt8mDkk/BMv4GvCBzbAYx6nHEsnKJHb0dPLX/QoAR9GRva6pyFREhamCumAdBsXAGQVnUGYuA+CU3FPwRD0clXUUAF1dXQQCATIzMzGZTOh0OgKBACtWrEhOZqDT6RgxYkTKORKBrslkYuPGjbz++uvJoKqiooKf//znu/3ykZWVhdFopK2tjUAgQFZWFunp6cljFxUV0dXVRSwWY+TIkXR2djLWOZZV1lVs8m3ilfZXuKrsqgG8wn1TFBN6/UEpyyYfdSLz/7WQWYOmUWAuoivUjNekp6R5IT0ts2AkTBiTj0IdM/Ur0EV8BPWZmCIOLoi9ymtZU8lvdhCrroWjU49t71zB0MW/I6azsGbWqwht7ymmc3JyCIVCvfJ4DQYDXq8XIUSfTy127tFN0Ol0+P1+otFocrCgJB2oZKArSdIPWiQSIRKJJB9Xu91uAoHA15r4YW+FvIJIQIAiuPmO3/Pl4i+Sg3vQaDEWqQHe4EI3oKDVDsbdFafFnk+RrZ0//CGPyZPMWKxqYLt0aYCyssNSzqHEQhQvvQ190EVj6HHsxiyOLoLW+Mf4S/3UFDooi4QpGa7ORFZoLKTQWAhxgYgMQgEsyiIqW5dTe9YfSe9agS7iJWTOw5U1jtbmZnJzc1NG8/+y9Jes865jUtokMvQZyeVDrUO5dcityZ8DgQBms5mOjg7KytRgeP369XR3dyfzQ+vr6xk2bFhKMOVwOIjFYvzvf/+jra0NUINXj8dDXV0dCxYsYMSIEVitVtLT03sFaHa7naysLNrb2ykvL6elpSUZ6AohsFqtdHZ2kpmZSWVlJXq9nq6uLs4tPJc/V/+ZZe5ltIRaKDIWfc1XvjeDwYB1cBYIyNl+XF95PhkNQax+dfBcWk4P50+bybS8RYBCzdR7MH76V4ZQT1lmJzSDuak+5bjakIuKVbejINBFfdi7VuLO712nWKfT9TlrntFoxO/3EwgE+vzyt3OP7s7HisViskdX+lGQga4kST9okUiEaDSKx+NBCIHLpZbM+ro5t3vS3t6OEIKCgoJk2kJzTw2fffFpynbmwZPRGExkROopKlDbotUOwlP9Gn9tuJxZw5ZzyqA5zJxl334dgkf+182NNx6TchztqidJC7VRH52Alh11fvNzD+b5grmgKAwOaqnKSa0XbOiIowlD3BBDr92CqSvEqAXnE99eb7a75FjcHi96vZ6enp6UCgcFxgIKjKkVD6LRKJ2dneTn56cERtnZ2Xg8HvLy8ggEArS2tgIwZswYtm7dSiAQoKWlBYvFkgx8W1pakvsrisKUKVOYOXMm69ev5/XXX+fzzz/n888/B9Sg9txzz01pn6IoVFZWkp+fj8VioaWlJfkFIzGoLRQKUVBQgMFgSPZKlppKmWCfwErPSp5qfooSUwmlplLG28enBPRf1/CjJ8BHQbJM5Qyyj2NQ+aHoh6czQ38bSyJaNPoopx55MDrNYnosgwmmVbKk+HKGNP2BQ3I20Ug2+R2NWDtXktn+BS1VF1Ky4WEMwe7kOdI7lvQZ6PYnMdFEX4MzhRBEo9Fega5MXZB+TGSgK0nSD1oi0E2MxO/s7Bxwfu7eeuKJJ9hW+zTxmGBk5dUcPPg4ADY3rgJAMZjJOOxcwu01pE35KQC/N6uj8wMuQUa6jY3r1tLm2Moc/dV4A3rOH/smAC+96CRTW0ym30k0HEJnMKK0rGBk86ugwNzAiZxggK5QK1lxExpzJs0FwzDHl3OkpwCzPjVYMTapQXiwxMiWwf+ifPW9WNzVEFF7vrtLZ+Hp8VBSUkJjYyOxWGy36QJOp1NN1fB4SE9Px+1209nZSVVVFSUlJaSnp9PQ0EAkEsFgMFBSUkI4HGbTpk1UV1dTUFBAXV1dcvKCiooKxo4dS1VVFVarFYCxY8fS2NjIypUrMZlM+P1+PB4PS5Ys4ZRTTklpT2Ia53A4jM1mw+v1YjAYMJlM2Gw2xo8fn6wnazQakz3MJ+aeyErPSjb7N7PZv1ldrzFy59A7ydBnEI1Hmd8zn0GWQQyxDEk5Z0eoA0VRyDXk9nmPoukKcS3oMTM5Z/aO5fHRGFw1hHPAbTPg82eyODQEq9fLfx56AsYWcH6Bmjdc5O2i/MtbMWvcmHzNpHUsBaB16HkUbn2W9PZFNI7+NQzwi1yibJjP5yM3N7XdsVisz9c98SVxdxNNSNKBQga6kiTtkRCC9evXU1FR0eeUu9+mcDicLIzf3d2Nx+PZ44Cmr8PpdPL5F0/wz3+qPYtb355Md7UaCNS2qxMHZB55IfaJJyT3EUE346q6aMOG0REmmBdk9erVeB1OrGOOZiFHoXVtJdO9iOeec/KXUw6lcfFnuBrrmDRzKiNW/gW9EuNjzVQGm3IhDq5AF/a2eozDT2SW+3Cmxj4mWqLmm+p6YsTsGoQWTM1qD2ewVEskYzgbD38Ie/dqrM6NBK3FeHQ56PUOSktLcbvduN1uMjMz+71+n89HSUkJra2tOBwO1q9fTzwe5/XXX+eEE07AZDKxcuVKAMrLy9FqtZSVlbFt2za8Xm+yVrDZbKaqqorjjz8+JV0i4YQTTuCEE9R7WFdXx5NPPsmGDRs4/vjjk4HrzgwGAwUFBVRXV2O1WjGZTJjN5pQefaPRmKwkMNgymNPzT6cuUEe2PpslriU4o07WeddxWOZhvND2Ah/3fIxBMXDLkFuS6Q09kR7+XPNnjIqRf1b9E72md1vQKISKtZgbYrjD3YAgzZBDRFTQ3q6QmSMwZTSxqu1Q3uiJs3nen1m1YjnXroeZV9jQWaJE/TriXUHIU3tvAZx5h9DRORhrq5W0wg5MnjqCaZX9vla70uv1OJ3OXssTgW5f9xWQPbrSj4KsuiBJ0h6FQqHklLv7khBij8dM5IlGIhG6uroIBoO7nfb361q8eBGXXpqR/NmSo46AD4b9VLeuwVg8IhnkingMW9jPg/PvwL89VaA8EuGBf/8Th8MBCBzzHgbgY98l3PeEgWyLDbNGDc7czY3Mf/Ilnt86go/8o1k57HrSAuo6o7eNSP3nCOJM8A/nKPNRDBk1BX1HjOyPQ2R/GCRtaVhNWzBCJGf7x7hGiyd3Im1Dz8VZNB2n00l2djZ5eXmUlZXh8ewof7arxD3OysoiFouxbt064vE4BoOBSCTCm2++yX/+8x+cTicGg4GiIjU4NBqNTJ06NRnQ2mw2ioqKKCsr6zPI3VVZWRnp6emEQiE2b97c73Z5eXloNBpcLhcZGRm90lYSgW6iQsOJuSdyddnVnF14NtMypgGw0beRxc7FfNzzMQBhEeahxodSJs4IxUO4Y24ag439tsU9yUDH8UZWhp5lSeccACLxStr9ag6zMbORdxqn8uizL/PZZ5+p+4TglBf9aDO2fzlx6PFmjkoeszXrJAwPP0Lz5+nEYzsC4IEymUzJvOidxWIx4vF4vz35MtCVfgxkoCtJ0h4Fg0GCweA+f9TpcDhYt27dbo8bCATQ6/XJoPiblArbnZ6eeQwfviOANudUs9r/W9oyryC30Efm0ZcC4F3zIW3P/JYp8/6PynAIb776MZrni9K5/O3k/uH2GvzVX6FotKQfcgYnTlPzLq15BZgz1VxcR9jC0qYChtOJTVF7qdNaNiMCPWzTqYOWHJkXAGBsUYMYrV9gboghAM94A2h6P+IWQhAKhSgpKUFRFDIzM9FqtXg8Hj7//HPWr1+fUg/X5XKRk5NDWVkZQgiEEBgMBk4++WSOOOIItFotgUAAo9HImDFjUva12+0MHz6ccePGMWvWLAwGw4AHCmo0GsaOHQvAV199RVdXF/Pnz+e1117jvffeY9GiRaxZs4b6+nqysrKIRCJ99ubr9fpkUL6rRMm0DZ4NPN/yPAAzsmZg19ppDDbyp61/Yn73fBY6Fib32RbY1n+jtQrCqmXYMcfhi7YTF3HiZGB0lQBgymikNG8kRVmDUnZb2RbnFXcGAGs7y6ie/De8mSPpqDiFUNv2938Mwm4dZvduzt+HxExnO0+qAjt6dHfN0QU1T3fXaYBbWlpob2/fq3NL0g+dTF2QJGmPQqEQgUCgV4/RNxUOh/H5fMkgqq6ujsGDByeD2cSsT4nR5j6fL5nvuS8JIUhLrwX0tLVAQRFYC1dw+s+daLUGZp9Qwgfb1vPSpkocnzxJPODmOGOEaKWBuB2UqCDNE2X2EB0fbVPvkdFo5MaTxnHfRkgbewwTgyH8rY0UjZ3IsAorZQuv56WGsfSEYOsbLzK24joAND31hPQKX6VvZHB3JdoetcfY0KEeN24EJaz2LAbL+v4IT8yelQg47XY7FouFTZs24XA4cDgcBINBJk6ciKIoRCKR5MCuBLPZTFpaGqNHj2bixImsWrWKqqoq2tvbaWpqSlZBADVgnTBhAiaTic7Ozr2ahW7cuHF8/vnnNDQ0cP/99/e7nUajoaSkpM9yWIqiYLPZ+gzShliGoEWLI6ZObZyuTefcgnOZmjGVhxsfpjPSydOtT6fsUxuo7XWcXu0pHcfh5f/FF+nBrs/B3GYnGhHoDH70lm6OnXAOT3z8t5R95rW5OdmmJ+AyYTGksfkw9XoNjz6W3Cbo1GP0Ne/x/DszGAzJ36Wd732iR7e/QHfXpynNzc1YrdZkfrQkHQhkj64kSXsUDAYJBAL7vEc3HA7j9XoJBAK4XC5aW1vx+XzJ9YmBaInSSi6Xa5/nCHu9Xu666y5yc9RAct1Xas+c0d6DVqsQ8KrLjx20gEOMzxMPuBliMDDKZCI8VO3ZDNbG0Ag4eZiOxIRoV115JWOsEc5wfcTJre/ga2sCIGvwMAwdq7DoIuQUadBl5mHXZ6FRNMSIIIIu6nNhhW2T2o6OGEpIoHep5+qeZabzZDPBiv77KVwuF0VFRclBewaDAZ1Olyz1pSgKLS0tyWoGGo0m+QUiEfzYbLbk/hkZGUyfPp3CwkJycnJSek5jsVgy0MzMzKSkpGSvcqhzcnI455xzyMvLA6CoqIhjjjmGww47jOHDh1NZWUlJSQnxeJyGhgY2bNhAJBJh27ZtfPXVV7z88ss89NBDbNiwoc88VZPWRLlxxwQYBxsPRqfRMdQylL8N+Rsn5Z5ElaWKImMRp+SqA+J226OboCjYpp1Nll0NSjN0+bh71C8KxswGJgw+kvyMUqxWK4cffjgAGzvUlIhiXxeNPTt6UzVbtiT/P+TUY9rLQDcxKUp1dXXKPdhd6oJOp0uZOjhR2WR3k09I0v5I9uhKkrRHiZnJ9nWgG4lEkj268Xgcp9NJIBBIBkqJQNdsNidH3vdVS/TrisfjXHPNNaxevZrzfl6hLus5mIjfi97iBMC50M3IUQZqK6xcMmM5xvp0jl5thgiEhqpTqPrWgtsuGJqt5dUzzNzTOI5pg8tY88oz7FzEy5Kdizk9k9iny4lHFWqto5j60/PQbXHDWogLNY+2Lg/a7S7iWtCEwFKtBpZRu0LctPvR+KFQCEVRkoFjQmOjGmTl5eWRlpZGdXU1bW1tZGRkYDQaMZvNCCGS5cPKysr6/FKRnp6OyWRKBkldXV3YbDasVisGg4GqqqqBvwDbDR06lMGDBydrwfZVOm7FihW8/fbbfPHFF6xcuTLlCxGoZeEURaG0tLRXma1SStnGNvQaPZN0k5JfnsxaMz/N/2lyO3fUzVudb9EaasUf82PR7n5SEmfREYRdEezrImQY8ggHc4BWQqYVaJSJXHXK3xh/ajbdjk4+++wzWiNhAhot5niM+i1NVBw6BLxeNM07AtuQU48u0o027CJmSO//5LsoKCigpaWFVatWceihh2I0GonFYv1OJKHX6wkGg0QiEfR6fcqkLHuq0CFJ+xPZoytJ0h4latfumtP3TQUCASKRCC6XC4fDkSx8n7Bzj67dbqewsHCfnn/dunWsXr2azEwtVquGeFyQZzyUQPdgANxhG2MUG5UNAQrbgmg0cMHF2Qw/3YpAEBmh9rIWbNPzkxf9BCKCk6r0/PuMKuq+UKcKzhk1gfacMobau5hU5ID6eqIvd9D4aRbm0vFoNBosYTWgcjrVAVn1eQpV9ioiuepHtGWL+gUjnLf74CMcDtPW1kZFRUVKnmxXVxfbtqm9lEOGDEnWrO3o6EgGlyaTCZfLhc/nQ6PRMGPGjD7LuNlsNjIyMujq6qKjo4OSkhLGjh37jQcIJnqV+6uPPHHiRMaPH58spWWz2Rg2bBjTp0/njDPOIC8vDyEEGzZs6HVPJpgmYNPbuHDkhRRnFfc7MC9Nl0auXi3RVReoG1C7o+nqa5RrKkPboX65GDoxgtaokGUqwbXWTkmJOkWwAOoVtde3a6P6emi2bFXXbf8CF3Sp63fu1VViYfK2vaqWItspP3pnGo2GwsJCXC5X8vp2l2pksVgIBALJiVj8fj/BYJBwOLzPf88l6fske3QlSdqteDyO3+9Hq9UmR7XvK4FAAI1Gg9PpTD4O3/nRaSQSIRaL7dNeXIBITPDQchcd1S5QNJSUqOWXurs0mPQZdDVMJK10OR/XHclJ1mdQgMFbo9i9XrYMseGfILB8qSdmiUAEsht02LLGc19djN8P2cbalQ2ImIXswVWMmTWLEz64gBzRDdGNrJsTgrjC2vzDcNe30RPNIm+bOjgt2rGVlqJCLEVDODLjOEKFWoxtcTTbO9LDeb37JpxOJzU1NaSlpWE2m6msrGTEiBEpeZkLFy5ECJEc0JWdnZ3M6+zq6mLcuHEoikJTk5pekZ+f32/VBEVRKCgooLW1laqqql7n+jYdf/zxyRSJcePGpbwvDAYDzz33HK2trVRXVzNkiFojNxAIUJlWyWcnfoZOp2P16tXJ3u2+VFoq6XR1UuOvYaRt5B7bFM3SIBSw6OwMF8fTyGqEpo7hx1rY+J4PV1OUnC4L5fmlpGGmOhRkuA40re3c+HE3Z61ew1QgNnkS2sVLiAUhGtRg9Dbhy1TPX7j1GQq3PgeAN2ME1YfcSUzfu7ddq9Umvwjk5OTsNtDV6XREIhE8Hg+ZmZn4/X6EEITDYYLB4HcyxbYkfRdkj64kSbuV6OUxm837vKfH7/djtVqTVR3S09NxOBzE43E6OzuTs6HtayvaQiysD7JRP5T8M/9GaaX6R93vUAPO1R3j+fX822mvL0OnxHFrs6ideheknQNRhbgNPKepvcv6ditKVOG2n/2MY37zMLWRUjoCFnQ6LcOOPYmirU+rQe529q2biWSWsGrkEDwixBeNK3lfu4LnDZ8wZ1wxnx1xBNpgEQ1rG/BXaPGM0xPK1xAq1BIqSO3Rra+v57PPPqOlpYVNmzYRCoUoLCxMqZva2dnJ2rVrATjiiCNIS0ujpaUlmdrgdDqx2+0EAoHkbGUlJSW7vX+5ubmMHj2aqqqq7yzIBTWYPeaYYzjooIN6ffkZPHgww4cPB9RBVQmBQICsrKzk9mlpabtNwak0q/Vr64P1/W6zs7hJoWeGkZ5MD0ZPGcQ1CNGDMbOa4gnqwLnu5SHePutB3rvwUaz54wAodHeytSeCvU6tPxwYPgpRoA4CCzr1mHzqlw6Dv438mpfVcyk6bM6NpHV81W97ErnssPseXVDTF9RyeOoXTJPJRDwelz260gFFBrqSJO1WKBRKBrr7skc3kZZgs9mS57DZbASDQVpaWlixYsVua6sORK0zwjVzO2lb8yHFG/4LcTXA2di14zpM5WMZPFENkDK0an5ptR6CMSs3j1AHb8VyR+DLGk1H0anoG9VH64HBaiCii6tpDrqPPgJFy7KAWh91aI4fiyFOXu0bANzBxQQjWkLxUdQefhpRJY4+rgEFWrQO/Bo1KLFtHyXf1dVFY0sT/mF6nEeYcB5mBF3qY/3aWrU6QCLYTPSGJx5Hg1q2C6Cqqorx48czefJk0tPTk3nQDocDIQTPPPMMbW1tWCwWDjlk91PQJtIG9nVP+zeh0Wg4+uijAfU+JB7fRyKRlIky+kqxSAS+wWAQXbd6TfWBPQe6MRHDF/MRzdYSmZGHwEBa61QAnB0PkD/SgMWscBAaskxqvu1xUy9Fk1FBqaedQVaocqq9yx8aSoiXqrV4Q05dsvJC8cZH0MQjuLPH01M6CwCzp67fNiVq6sbj8T3m1JvNZrq7uwmHwzidzmRFi50HqUnS/k4GupIk7VYwGEzOrhSNRvdZibFEoGsymYhEImg0GkwmE6FQiKamJoLBIGlpad+o1NHza720esJMr/83BTUvkdU8H4CNnWqgG6hTZ/oqrdxeccBVgUIMg76WkjQdxQE10E48QtauXIkhMSBfo/Z6aSqORRiNaBobib36Kk0t6iCpyeZ1VKy6B008gj9tCOGhP2GZ7w70h13PBrPawzt56TKmL1jAwUuWcMQnCzm4cS0zTj452TO5fv36fnvXgsFgMpgbOnQooObiPvnkkzzwwAN4vV5CoRCrV68GYMqUKYAaCCV6fc1mM9FolBdffJGWlhbMZjMXXHDBgOvg/tDk5uZSVqYGi3V1dSkVIRJMJhNarTYZBHo8HmprawmFQjidToZnq/e+M9KJP+bvdY5ALMAy1zLeaH+D3235HVdtvIotvi2gVQgNMpJTfSrEdBjs7bha32Z8gR6bVsEXj/PJtiXotXpM486hzN3G38qdGGJRXAYrc/0ZxMvUXN6QU4/R14Q+0Elmi1rft2nUlQTsam+zydN/+TOz2Yzf78fv9xOJRPrNeQawWq34/X4aGxuTE7FotdqUgX4+n+9beaoiSd8VGehKkrRbiUBLq9UmC9B/HbFYjPXr1yd7HSORCJFIBJ1OR2ZmJtnZ2Wi1WuLxON3d3eTk5GAymQY0w1bCNkeEBpea69vkjrKi7f/Ze+8wO87y/P8z5fR+tvemXfVqyZbkblwwxg4Gh94JJUAIyfdHAiEhQAiBAKlAIAkt9GqKsbGNuy0XWbKq1bfXs7un1zlTfn+8e85qrWpbMpI9n+vyhX3OzJyZYWfmnue93/spsUIawIeY4FY/cCtDoxOMTZd4Y8bJK9ISzrJGV0QITy3TQI12iP9zfJp1wTT++B4AcmHRdEDZtQvn4NHCQUH1r0S//DIAJrc8gO7xEdY0ahx5wlOPABBrfxWvm1XpdC9lQJ6iJOkU1QJfu7ife1YkebB7mB+/rEDNez8CkkRXVxehUAhd19m3b99xj3V2VuxzMBiko0PEZ1UsIIVCgQcffJA9e/agaRrRaJTOzs7quvX19SiKUp3cVywWkWWZN7zhDed9huqGDRsA0fwgn8/j9XqrQlfXdXRdx+VyUSqVqn7WpqYmpqenKZfLtNa0EpJE9XW4OHzM9r88/GW+PPJlfjX9K+LlOAC7s8IaUuhScZRqiAxfA0BZu4vapBCJO/ImPxvYjWEaKJFO3J4wnkfF38e+mk5GMwbTtS1AxbowRu3IHUiYZGpWUwgtqgpdT2YITAO1OMszqRxbLpdD07STpidU2ibv3bsXTdOq19vR1fC9e/dWrRA2NucjttC1sbE5KcViEUmSUFX1lMOhpVLphBXI8fFxBgYGqkJX0zR0XUdRlOpEKhAeQ8MwnvUs/tG0zsfumeVj98RJFQ1+eyhHs2+Cd174HWI1Qiz7Ugf42hf/jtW6i07PLJtXdPBuI03EkxT7lGkkPLyX2G0BPnTb3zJ+h8TwlgZyzg4wTZRdu3EMzt82FaUHSXKjX3cdpqry9NoLyHcuRQm2Mjl0JXnjYjSlllL+CnzjJpap058SVoIB/yCH2iR+eaHJby+Uad1wA6oivLWyLLNy5UpAxIJVfJRHMzMzA4gcWpfLVW0UUDmPTz75JPfffz8AF1xwwQIvbSQSoba2luXLl7N582YcDgc33XRTtRp6PrN06dJqO+BYLEYwGKwOyf/kJz/hK1/5CqOjo+zcuZM777yTmZmZalvhQCBAY2MjzYpocTxcWCh0J0oT7M3tRUJiY2gjLS4hTKc00ajCCMnku1XCo1cC4K6bxXAmyPglZnSLTctfxdYx8fKkNq1FeUQI3USHmDj3mCJ801paRdbyNB76IQAz7a8AoBDsBMCVG6Nj5xdZdfdriY7cuWAfKxXcXC5XHSk5GU1NTTQ0NNDc3IwkSTidTvL5PLquUywWq/F/NjbnK+eOwcrGxuacJJfL4XA4kGX5lNaF/v5+YrEYfX19C6LA8vk8Bw8eJJ1OV4dFKykLzxxafS4RYpqm8fXHYuiWim5YfHtnhidGc3xg7c/xh1IMyh6CCRW3mefPV+Q45Bmj+2WfQ5Lnj8Uou7GyboKJpzCKCsYAgBBIzi/9O+XXvhYpk0F2u5HwYJFGVYWlwapt4NCr/5KiLHydsx19GNpm4mUJ5BTeOatxZud3mbhQiKMx7xht7jZGiiN4ZA9XRK9YcEyV5gujo6Ns27aNSy65ZIH4rwhdRVGYmZmhsbGR+vp6rr32Wu6++24OHz5MJpMhGAyyZs2aBdtWFIV169ZVG3FcddVV55Tf9vmgqipNTU0MDw+TyWRoaxN2gHQ6zcG5xgzDw/MCdnBwkCVLltDY2EgwGKS+vp52Tzv7MvuOmZBWaRO8KrCK97W9j+3p7fzH8H8wVZrvyJZZ6yBUbMKT6KUQOUSq8VGsnptxp3UgxN6pJ9nYthq1aS2OI78HILhqCcTg7oyXV7vdUCyiZVRcoRK6w0+iSYwY6M4IZWcIh5aidlQI3I5d/0Y+1Ecx2FXdB4/Hw/j4OIqinDIP9+iJiyAm/KXT6eroQDabtT27Nuc1dkXXxsbmpFSEbsVWcLKKbjqdZmpqil27di3o0DQ7O0s6nSYajVark6fyD54ujzzyCG9634fpyjzJWukQTso8NpzhuzV/y7IaIWwyAQffDr2FsgHLQ610LL4LSTYwTbAsiXysj4nH38l2p8lbr/prkpeFqF2RJrJZxfL5UA4fpv///oc7V3Rxz+I2ivEOQMHhEJO2zMNZdkpCFEmWREYuMpE/jEmJQ+U8W6XDFFP9jJojGIpCVs2ScqZ4b+t7+UDbB/hI50eO25xg2bJluN1uCoUCjz32WPUlIZfLkc/nq1VIEN3LbrrpJhoaGnjlK1/J2rVrueGGG/jTP/3T47ZNdrvdVXH7YhG5FSo2DUmSaG4W1dlKvm4oFMLpdOLz+YhGo1iWxR133MH27dsZHR1ldnaWpTXCqnK0daFoFHkkISqwV0SuAKDBKWweU9rUvI9VlkhtcmJa6wAYr7udHff/GH+DsDnk1DAASk0PkiuI5XCw6II+AIbSJvpc5u6E5yoApjv+CEuZa3ssSVX7QgXZLNG9/R+qEy0rx5hIJNA07VmnYrhcLjRNqzaJOTpr95lks9kFCRc2NuciL667m42NzRml4qM9HaFrWRaFQoGamhpSqRSzs7OEw+HqdiqTzSpDqmciweEXv/gFn/vc5/j2+y/kLc7/AGDIrON35oUoXQlg3t+73eHlyPZarly5iUCriGsK/quffG4Zw0vejYXOw8EybrfEwKaPsSj1U2a7bkabNpG/9CWGogEMh4t85xKeejjBipWXEV7TDcDUwDiWBAFNxh30Ml3McmD2XtQReGh1LyYWs8QpLhMV4DHfGF3eLlrdrbS6TxzlVSqV6OvrY//+/WQyGe6//35WrlxZfYnw+/20tLTQ0tLC2NhYVdCGw2H+6I/+6Hmf3/OVRYsW8eCDDzIzM1PtDLZnj7AMbNq0iba2Nh5//HEsyyISiTA0NMTk5CSTk5M88sgjrFi/AoDx4jiPJR/jSOEIjyQeIW/miagRVgVWAVDnrENComgWSRtpQupcJzNZwtlxLcXUT3FGs+Tiu9ByBeAWmhtWsmNiP2ualjBUv4ZD2gFaEzGiHhfxgkmyoYW6w4dIl7vYecNP0V2RBcdWDHYRnN0BQKzjJiITD+DJDFI7/FtmOsX/5w6HA8Mw0HX9WQtdSZKq17KmadWs3WcSi8XYu3cvpmlSU1PzvBuG2NicLeyKro2NzQmpPOgqw5uWZZ3QulBZVlVV/H4/o6Oj1WUrPt9K69jKrPDnU0mcnZ3l85//PA6nk5uiYhZ6RoMOeZq3ee8gEXaCBY1TYti1PbiPH7b+NbmOaSTZRBpTCR7RaJ7dztWRf6P9ajevXRvgS9fWsrijleFVf0Ex0InZ3c3o29+MJUlI/giWw0k53MDTT+4lMTSAmjAZnvNomslx2peIuLGR9jb2eUxMRKVvrCHKbCSCicmwf5grwlec9Ph0XSeZTLJ69Wre8Y53EIlEME2TnTt3VofeGxsbaW1tpbGx8bjZsi9VmpubUVWVfD7PzMwMU1NT1WYYy5Yto6amhp6eHiKRCFdddRV/8Rd/wQ033MCiRYuwLIvdW3ezOrcaA4OvjX6Nu2fvJm/mqXPU8Setf4IiCTuAU3YSdYjs5aPtCwCKHMDhXANAqCtNZmoEp6+IQ3XyyLjwsvi6r+BDDz7Iu999C6khUXEej4oKtDwyjO6uAWnhY/roim6s69VM9L1NHPOB7yCX59MSAoEAyWTyObXylWWZbDZLJpNBVdVqB8MK5XKZffv2kclkjulmaGNzrmHfFW1sbE7IM4WuJEknrOhqmlbNwnW73UxOTpJIJKitraVQKKCqanWSUCqVIpVKHeMPPB1m8gafeyRBfXkKwzC46bLlhKRBJo0gF39tjC3v9GEsEkO9itIDgWXAb1hRu4/20BsJdj4OQPNjJSw8BDsKOBZ5aeny0XKi3xwdBMBq6wDdBKDU0MYjT+2gyTFKTE6BBa2LOmlsacV78BB54FCfGJLu6u9npL0dQi7uDN2D7tJZoa446XFms1lCoRDt7e04HA4uvfRSHn30Uaanp7Esi3A4TGtrK7W1tc/6HL7YUVWV1tZWBgcH+c1vfsP4+DgAXV1d1fzg1atXo2kaqqoiyzIbNmxg/fr13HXXXTz66KOszK2kvqmeHYUdtLpbuTJ6JSv8K5CfITwbnY3MlmeZ0qbo8/Ut+M7huBBd3060t8jUdguXbwgtt5iEHCBVzNAZaeUfP7aMC68uMDL9He6eehWHEm2sBqTh43dvy0ZXYkky2ehKSoF2pn3N1A/cijs3Qu3w7cR6/hgQaRyFQuG4bZxPhcvlIplMLsi5LhaL1es1Ho+TTCarHfIKhcKCrGIbm3MJu6JrY2NzQjRNwzCMalXoZBXdUqmErus4HI5qZbESgVUsFqufSZJELBarznZ/tnx/d4aBpM5TWT/1Ppk/Xi5E7W8ma+lPWFz7vTw75tILHI51FBrfAHgIOHP8cef3UF1ZynkP1kPC1uBfJDHVfcv8DxiW+Kfyn5pGfOAwliSTn/u8rk6IS0tRGTeTYjso9F72sqpoUuaGjD35POu3Pkl38SC3N95B0pXk8trL0fILrRuVXOEK2WyWurq6qrgIh8M0NzfT0NCALMs0NDTQ2Nj4nCp2LwUqPt3h4WF0Xaerq4tXvepVC5ZxOp0LhvYlSeLiiy8GoJArcIVyBV9Y/AX+vOPPWRVYdYzIBWhwzfl0n1HRBXCo6wEZVziLM6hRLhwCYHnXJn6x926KwQE2vExUQ9vqcrxzxfcJ9D2MJVnI8TgclWdboRjoYO+V3+Hwhn8QH8gqMx0ilcEf31VdTpZlmpqanlOV3+12k8/n0TQNn89HuVxeMCFtYmICWZZRVRVJkhbk7trYnGvYQtfGxuaEPNNHe6qKbsUPCfOztystRSsPXIfDweTkJOFw+FmLtIFkmYeGxQP37x3fY+r/8/OGGjEM/OPtSQD2zpjoDULEquoaJEnF5RQTe1Yt2S6282QUNAUp6ufw679XnbEulS1q7ixSc2cRSReidmLPU5i6jlzfhGVZeDweLrpoI5esX0c4NoHPEkK7c3Ef0pwQCgaDrN+wAa/LRXtqkj3dCv/a9zQZM0ONs4bX974ewzAYGRlhZmaGcrnM+Pg4Y2NjFAoFLMuqeh8ruN1uJEliw4YNXHfddXg8HkKh0LM6fy8lLrzwQjZt2sTll1/OG97wBt761ree1vny+/3VmLWpqWPF6zOpTEib1CaP+U6Wg6iK8GUvvqWflst/i68uhoyKo6+DySXfRZJgeGeE7/5c/O2sbHiY2FXiGvufz3zmuNdbydeC6ZhvgpGNiG58/vjTcAaaO1SyeEulEi6XC8uyKJVKGIZRtYJUKuNOp3PBxFPbymBzrmFbF2xsbE5IqVRakIwgSVK1g1SpVMLpdFaHLJ8pih0OR7UqZBhGNcs0HA6TTqefk0j74Z4sFtBAnNcq91c/HzUi3PfUIADLlrnx+WXKZRcHD5ZoDpXx199MJnsnTqcQDaWHRNavdtElmI75tAPvwTJqTgiFxM8eYzA8w/ToMKok427rglyRuro6JEki0tTCVS9/O74tBSZ8adx9CyeV1dbVEls5y3ebRfe1ZlcLm+XNvGXjW2htbKXeU4+u6xw4cIChoSEWLVqE2+3m8OHDOBwOvF7vgoq3x+NBlmUMw6i2ZK6IDZtj8Xq9XHfddc9p3WXLljE8PLxAwJ2IWlVU9ytZus/E4dyMXtiD4rBQHDqR3l+Qm34f3X1eSuF+JN3NpfGP8807v8D3l13Cm5b+HO0SE+sei9T4E3z603/P3//9p0/6UpgP9WFKKg4tgTM/geZrfk7HXd3nuUYSkiThcDiQJInZ2VkGBwdJJpMYhlG1zLhcLjKZDLquI0kSu3fvJhQKVbv72dj8obGFro2NzQnJ5XILhj4VRSGdTjMyMlL15V1yySUoikKhUFgwDFzx41bC571eISjdbvdzmqE9ktbZNlFCAj4auRdHwWCr2cd/6jeza+ceTEvEe13/ChG3lUg0ceTIAFMplZbGNkbNLtZddIhCvIW1w1OgyBhH5cvKRQvvgfnqWROdPFSKQUM7cn0b2ZyoJNfV1VWXccXBhYOGunrSz4hKuzV2K3fOiqzTm+tv5hU1r2BqYoqQT8Rbtba2Vs/HyMgIS5curZ6bffv2UVtbWz1nleUq0U+5XI5wOPyc/Jc2p2bp0qX87ne/I5fLMTIyQigUIhAIkEqlcDqd1f9fTNPEiosXo6nSFLqpo8oLH6tOx1VIOIkPbcNd/yie+h0gF5BcTwKQ7e/EXa7l6zf+HX92cJJirwt3Q4nEu3X+ZG0NP/vZVm699VZuueUWToSlOMmHevEn9+FPPE38eQrdCqZpIkkSLpeL/v5+XC4XtbW1C7z1brebZDJJoVAgkUhUJ/3Z2Jwr2NYFGxubE/JMoauqKuPj48iyTG1tLcVisdoJLZvNLngAVqpCuVwOXdefdyLAbw8JH+DmJriudBcA/6u/ggfN1ezftYt169axZo2ba68NYJowPiYqSrnAADODBQoHXsfE1rey9ZebqVdkNFnGXLy4un3fvjKyAbPFcbJ6klFnBuaEuzknYltaWmhsbASE/1iJCWGs1Ypqm2ZqPJF6gi3JLdw2fRsAN3tu5qa6mzDKBk6ns1rZrtDY2MiGDRvwer3IskxPTw/r16+nu7t7wXJHC91icb6ybHPmCYVC9Pb2AjA0NISu6+zevZuHHnqIe+65h0cffRRN00gmkyyqWYRX8qJZGv2F/mO2JUkyTudl1LS9l1LaheI0qOn7Lf7mHQDMTl3CtvF9BF1+/klt4eCY6JJWXCsE9DXXBPj1r28FQNMeIpf/D0zrWE9sLiIsEr7E3jNyDgKBQFXQ19TUVP3hx2swUS6XGR0d5cABYSPK5XLPuVW4jc2Zxha6NjY2x8UwjAUzrUF062poaCAajeJ0OtE0jVKphGVZ5PP54wrdbDaLYRjPS+imSyYPDArf359Gt+M1s4xatdxtrsfIJVCTQ6xdu4oP/4UYTj1woJFMpg4ssGSdnHc/QWuE6T0FCrseBGCyvh7m9lcumHj6hWjdlXiAAechDipipv76cg/XaWt4tbKZdavWIsuyON5UFmdCiJFyrfjsv0f/m6+OfJX/Hv1vLCxWO1ZzcehiisUimqbhdDpPq5rd2Nh4TJqCJEmEQiGSySQOh8Oe5X6WecUrXoGqqiQSiWpUV4WKTzWbzdLa0kqvS4jivdkTi0yH24uRuQCA6NJ7cPpnMQ0nhdganirKjKdjNDs8bBrdsGC9UEjB7RlmamqCQvHblMsPUyr95pjtZ6MVn+6ZEbrhcLj6N1iZeHY8Ki9b+/fvxzRNGhoaKJfLJ2wFbmPzQmMLXRsbm+NydLOICoqiVIWaoihVMXy8ZSuC8LlOTLGOmlTz2GgRzYSusMqqpGib+sPsekxk8gcfo7uri2XLHLS2OkmnTWZnLgXAnxGZtkXvDHppK6a2h9ZWsf/JRT3V7XsP6EgmJKwZYsVhki0KM3IG2ZJYbDTTItUQzXkI7J7LEp0ssXJvDbIloTstDL/EluQWnkw/iYJCQAnQ7m7nRu+NeDwe8vk8xWIRn8/3vAR/IBCoJghEo9HnvB2bUxOJRLjiiisAuPvuu0mlUkiSRH19PQCJRIJgMEhnZycX1AoBuy+3j9HiKDszO5nVZo/ZZrj5dRRmXSgO8VKlKquAImHPBAezYqJkS+4yPIk+nNlm1APCgnDF5T62P3UrliUaN6RSt/LlL//zgo5lubkJaZ5MP5Lx/JuxPBtaWlpoa2ujtrYWp9NZjSOzsTkXsIWujY3NcSmXy6dVia3MztY07bi5uEcnMZwOlmXxqQfivOWXMT5x/ywHZzX2TIsH93X1SYKzOzAt+M5TRcxSnsyO2+nq6qKzawaAp592YVlulLIPd74Zp+oARUH3i8lvhs+NBVgrVgIglSy8R+aquTP3A5CRxXE0NDWSuTFEarOwG3gP6/h3a9Q9ZuAqyphemW2dw3xl5Kt8c/ybAPxR/R/xn0v/k79p/RuCriB+v786E72pqem0z8Px8Hq9tLW1HWNrsDk7bN68mZ6enuowfDgcrlbSc7kcNTU1uFwuLu+8HIDD+cN88sgn+dehf+X/Hfx//Cb2G7LZbPWlzRNqZPShpZTzc3F9pV60zA8xio8zVdpJvDSFhEzLE39F55Z/pHb8GgAuudTH0OAvq/vldlvoxl184QtfqH5WdteiO/xIlok7d/wM3rOFJEnVa7zSQdEWujbnCrbQtbGxOS6VXNeTzfZWFIVcLldNV3A6nQu+l2UZXdcXVGdPxUhaZ1dMo6Bb7J0u83+7MuyNCaF7vfEAAPcM6Oy979eM/NtrKccG6O7uIBg8DMDEhGj74CpFKSqzhBziNpdwBdB1A1OWGZQlAnMVXU+/qOYWfGUms0dQ/AGmZkQ1rrOrE8stoTUq5JYIwe/br6PoEsUopN4S4IvqV9ia3ophGawJrOGGuhuq58/pdFJbW4thGASDQRoaGk77PByPhoYG1qxZY7dbfYGQZZnXvOY1RKPRanZxxbdaKBSqqRh9DX1E5SgmJrqlV1sB/yL2Cx4bfazaQleSJHzRPg79qpPk4Q3s/MFejFIeh7cB1XMZT8sK24wkD07+DCwI6peRipsEgwp//Fqxza1P5AG44go/99xzz3z8mCRR9ItYNHdmuHoMllV6VtffmcIWujbnCrbQtbGxOS66rmOa5kmFrtPpJJPJkEwmF1R1jv7+6GYRp8OuKSFqO0IqErBvpkyyZOKUoSv5CADf2THfjlSWZV72sjYkKUcqZWAaYjKPWg7yozu/xtC2xwBw1dRRtsQtb48CNbW1YM5Xcwc10YJVbumuCtOjc2yzKxxk58Ru0W0Quww+9MSfk7WytDpa+Xjbx3mV9SrGR8eJxWKUSiU8Hg+RSAS/309bW9vzFqiKoixIYrA5+3i9Xt7znvfwrne9i3A4XP1b1jRtQZLIMo+YDLbIu4gv9H2Bi8MXY2HxG/M37MvuY2tqKw8mHiTU2oGWdjJ4TxZTKxNsbmX9296JK7ie2VyIX/ic7DfSzJbGkSyF/jtExrOiSJimxQ9+kASgpkahWCyyd++8J7fo7xD7kxUJJGV9N6n02yiVbn1BzlUFh8NRFfc2Nn9obKFrY2MDzEUlHVX5Obq3/YmoZOXGYrHjijiHw1Ft/3u67JwTupd3eFheN18h7os6cGdFdNHjY/Mzuj/wgQ8QCovZ7jt2SNTWilSEcg6eHn6UqKGh5NIig3bZGoqN7STnYsVc4wZKwUKziuw5dDeWrJBxiuPo7u5eKNwlidxKJ7PXuNmzPM63Z7/LTHGGFlcL7wi8g0g5QlNTEytXrqxaOfx+Pz6fj9bWVlpaTtRg2OZcx+1209TUhNvtrr74VSr2INJIXtP0Gm4J3sJfdvwlTtnJm5veTI1SQ8pM8V/x/+IrI1/hm2PfpD+00LvbfcW1uAJu6heLbS3NO3ig5hLG82KEYknpJu64Iw3Avn0l+vvF9REIKDidEk8++WR1W8XAXEU3Kyq6pdJtgEm5/PhZOjPHx+l0kkql/iCVZBubZ2ILXRsbGwAOHTrE8PD8kOfpCN2jc139fv8x3z9boVs2LZ6e8+OubnByWce8eN5Yk8Up6eimxVDSBISH8i1veQt6WTRliE01IcsSsuFkx8FHaY36cagK2qE9jAwPY6kOypF6nD19bNmyBfpFTNPh1FNYqoK67mLKuoHX66W5+fhZpHpYZg9P8+jMo6iSyl8t/yuchpNCoUB9fT0tLS34fD6y2SyBQABZllm+fPlxz4/N+YMsy4TD4QV2nqOH5xuCDayR1+BVRJXXo3h4r/+9XBwSLYVdsvB5/1q7B4dHLBNq6yTcKqqwDcvE94E05JxtJDOi09qihh4euLeN//rqLF/60jS5nImmib//aFRh27Zt1X0oVCq6mWFMM46u7wDAMIexLJ10Os1HPvIRXve613HrrWevyluZkPbMJjI2Nn8IbKFrY2MDQDKZZGxsDNMUD9FKZ6STUWkKUSwWj8mHBfHAezZC99BsmaJhEXTJtIdUNra6mbPYskodA2AoaVEWu8grX/lKLGsK05oGFCRJ5OKqZT+Dsae5sqsNgKnJaQ7+/Ocs3rMb5/Q46GXS6TS3Jx9nUkownNuP78LLSObyyLLMBRdcwKw+y78P/TtfHPwiJXM+KqlcLrNF2wLAO1e+kxUNKwDhvwwGg7jdburr63E4HMc9JzbnL6FQiHK5XP3/NZlMomkaX//61/n5z3/Ojh07mJycbwXswcN72t/DJ4Kf4N8W/xtBNci0Po3WE0VWVbovfVl1WXdQJtwurpP1JZXhuQ59fkeYN/f18MD9LoaHxMvn7KwY0YhEFXbu3FkVlBmfQSqg4s6NoGkPAJWKqoFhjvLJT36S++67jyNHjvDZz36WwcHBs3KeKi/AdsSYzbmALXRtbGwwTZN8Pk8ikah66wqFwkn9uSA8oxVBfDxR7HA4aGlpOe1q5u6YeDCurHciSxI+h8yfXxTmTSv8yIPCn3s4bla3vXnTJqzHRdqBqiyhrU3kmarlADfJGZa0ChvDdfkybwoEWf70flwz4/gG9+PQdPJSiduc24n1tDMRTwKwatUq9rOfvz38tzyVeYo92T08lHiIVCrFyMgI/WP9jOrCQvHHfX+M1+vF5XItaMlbX19POBy2he6LjGBQpGhUXtwSiQQHDx5kYmICEIkhQ0ND1X+vrON1elFNlRvrbgTgvt4RLv6zjxJqbV+w/eZV4u9lpaawP9KDkY0BEHXWs7RPeIA3btxIPC6Ebk1UoVQqsWfPHkwrR8L4Kk+uDdPf4UAr3T63VXEND/Tfx4MPPlj9Lcuy2Lp16xk9PxVUVaVcLtsVXZtzAlvo2tjYoGkamqaRzWZJJBIAp12JDYfDCyZtPRO/33/a8WIDSTExbEmNiPcyDIPZHb9H23kbMwefAOBwQgjdDRs2EJyaomzsAsCh9eJwzHkmyz5W1ViYsoy/UGKpZnC5349iGCDJyOUSa+N+evUmkKDyOF6xYgX7vfv52ujX0CyNGoc4rtunbqeklVi2bBnZUBYLi1Z/K42+RrxeLx6Ph3A4XPUpR6NRamtr8fl8p3XcNucHNTU1XHTRRdX2zYlEgj179gBUI99mZmbQdb2aQhIOh6tD+RcERd7uaGkUXTGP2X6wSSXYpKAgceXK9eiBOYuCq4ENdWE2b97MP/zDP1DWROvnaFRcn/v378cw+gFR8R1q82KSQpLqmJ0VHQIfeeRHC36ry+lk/PDhM3l6qlSud7uia3MuYAtdGxsbSqUSuq7j8/kYHx/HsixKpdJpC12Px3NG9mNoTuh2hIXQ/Zd/+Rc++clP8sUvfhFvUQwJVyq6V155JdboYbQ+UTlTH0uTy4kA/UBG4+mgEJ0Hh8aoyOwtepnOS67AE47S23ohl+vLeEXf5SxdupT169cTaY3wg4kfAHBNzTX846J/xCf7iJtxEg0J+vr6yIRExXt943pAeDdramoWRIe5XC47BuxFSjAYpKdHRNNNTExw6NAhAC6//HJcLhemaVZTN1wuF6FQqDqUH1EjhNQQJibDxeHjbr9lnfibyR7RmY6I3OWIs5FWp86///u/E4lEsBAjB9GoqNZOTk7OCV2BopuECp1k0h/i298SIyGLeudHF/4oGOS3Xd28b99+mHuxPRvYFV2bcwFb6NrY2FAqlSiXy0QiEVKpFKlUinK5fErrwvPFsizMuSHefNkklhdDsu0hFcuy+M1v5ludLoqK29XhuMnyFT6uvFImvejHWG5Q4pB/cAAA2XDiKU4i+70Ypsk39h9mYm5i3c6uLjo3Xc7Gt38Id1aIaUebn0WLFtHU1MTOzE4sLDrdnbyx8Y24ZBfrVSFoP7frc3zq0U/x+KSYwb6+YX1135YsWVKt8tm8+KmMYIyMjGAYBnV1dbS2tlJXVwfA1NQUpVIJn8+Hw+EgFAqhaRqSJNHlEXFh/dn+42472KRQv9gBFgwPi7/bqKsRU7YoDBwBQJbC4vMapfp7hiG+q88s4fItcdrHa/jEJz7P3r3ixaynx4ksw0avl083zglow8D1L/8KZ6HyKsvyc+6KaGNzJrGFro2NTbXy4nK5KJVKJJNJdF1/Xu1qT0W6ZPInv5nmn7ckARhOiWpu1CMTcMokEgny+Xx1+YrQLQQU/v3fG0D6PkYgh5yAyP+oJD3CJqCWA1gRUdkdiadIaWXeMjzEG4YGqbtUtAZ2TRpIQDkApnf+NrgjswOAtcG1SJJEqVTimtA1XNt2LRYWPzv4M/bF9wHzFV0QfuGz/VJgc+7Q3t7OqlWrqv+9YsUKFEWpvuxMTU2Rz+erXdQCgQDZbJbBwUFalBaWx5ejPa5xxx13sG/fvgXbliSJ7su8dF3iJmlUJqRFcMguRu+4k/uHCjgcQlAvrOjOveipfUiAPrmXXbt2MTpaplAw8XhkLr3ExydXNWIst7g3myFlmij9/bj+4TNI8fgZPUdOp5NcLndGt2lj81ywha6NjU3VS1fx1iWTydNq//t82B0rkSyZbB0vcThergrdjpD4zcoEH4A6r0TQJWFaFt5G59y+1uC7z0XdPznggltI1NcDInGh5BEP2EMx0RZ4XNfZWSyyYcMGscFhIaBvc9/HgdwBADRTY29WhO+vCawRn2kafpefz1/2eb553TeJuqMANPuaafHbubgvVWRZ5tWvfjVvfetbufLKK9m8eTMAHR0dOJ1OyuUyo6OjHDhwgG9+85vcf//9RCIROjo6qNVr6ciKGDBd1zly5Mhxh/jrlziRfRLZObFb524jOzXOfz6RIucU61c8upnMJKY5BYDpWSO2/VCeH7Z3EJUU7rlHvPh9/O/qUf8R4h/UefzyHO8dGcb0+1EGBnB96V/O6DmqZGzbWbo2f2hsoWtjY0Mul8PhEEP5LpeLXC53yva/z5fD8fmc3t8dyTNUFbpiP44WupVq7kjKYvkqkaTgNFYR/CkkXcvIXHEDs4v7ACF087PC/3hoambBbzYF65E0C/+U2N7v/Y/yuYHPcTh/mKdzT6NZGlFHlDaXiCXTNA2fz4eqqmxo3MAPbvgBL+98OX+x/i/O+PmwOf/o7u7m8ssvr147TU1N1Ulp8Xic7du3Mzw8zPDwMPv376euro7aci0ew4OJidfnxbIs7jl8z4IIOxAvnXWLncR04Ulv9vRQcEs4DI0ZS1SOKxXd2lrx4ibLDZT9fZSyDnLDblZ7PPxXaxv/+x9xDh6sQZbnJ4W++e0RpMXQ/+4/EesODsIZbNurqmp1kquNzR8SW+ja2NiQzWar1Vuv10uhUDhl+9/ny5GEXv33h4cL7JmLFms/TkV3aZ24VQ2kJC65RESIaeNetq7/KDtXfpBdt2XJzg2TOk2dciEHsszQbLK6jX993z9Qe1uB2tsLKKbMmCNGv2sUC4tHk4+yI70DgJXelRw+fJhSqUSpVKpGhgG0+Fv4wuVf4OWdLz/zJ8TmvCccDrNkyZKqZSEUCnHjjTficrmIx+MkEgmk0tyoiTNJLCjiw0bGR7g/fv8x26vrczJZFhXRZm8PZVVhdWIfw0VhXYhEFC7r62TzOjHSoCjdWIqT1GxddRvL3W4+WldP7NElRP9LJfpJlQfvyqIoEn/90XqGtCy4xTUnzc5ypnA4HHbEmM05wdkbl7SxsTkvMAyDQqFQbWfqdrtJpVJn9TdNy6I/ISq6IZdMqmQymhET0Y5nXbikTQjunstfx2HPfkwLhg73kfeLylbJEkOzkg5G9jYAIu1dvPd97+P3v/891665nFdHLkMyQZorJD8cfIql/qXsy+1jd2Y3BV1MnOmVewmHw+RyOUzTtCPCbJ4VbW1trF27lmg0Sm9vLy6Xi8nJSbZu3cq+ffuqNqG4O06/3M+1XEtDoYEjmSNQu3BbLr+M0aygpyw8aoCIs4HF2cP8enoZpmmhKBKv3tRH84XjQA5FEWkQ2Uk3UKRfzdGt+/ijYIjUoSO44zIPSfD5f5umb5WLxkYHvsytuNwFSkUHyuQo+hlqVW0LXZtzBbuia2PzEqcSLVYZflVVFcMwzupvjmcMCrqFS5H464vDRNziVtQXHiSqfArd6F8gdC/rEOI3GVyHYQgvopZtoGXsQVZHtmO4hNBV8gn0QgokmaaV63jnO9/JD77/ff7f6rcimxKlRplSo0xOKXB36FGuil6FjEysHCNjZXBKTpqNZmpqaqoT4eyIMJtnQzQaZcWKFSxfvrzaMKTiDT948GA1p/qC5gsIBUJknVlkZHIzx5+41XKBm9hcVbfdt5SIOc0bj3wboyiuCYdXJ9AkLAeq0oecLoH/lUjeWmINSR7IZlEkiWg8jqUo3FNfT6lk8Y3/FZPPAh3jSHXievcMbj9j50GWZSzLsoWuzR+c80roPvjgg9x44400NzcjSRK//OUvF3xvWRaf/OQnaW5uxuPxcMUVV7B3794/zM7a2JwnFAoFSqVSVegC1SYIZ4vDc9XcrrDK4honX3lFHe9aG+B9ax/DNA9SLP6sKnSb/BI9URnTgr39ESTZwNSdLD1wB4sP/Rg6g5RColOZXMjRumEzF//ZX1G/VLTmVTIWatrCkiB1kYvpixVe1/tXjLliLPIuotvTXd2vHqUHp+zE4/FUxb8tdG2eDZIkEY1GFzRJqa+vp6enB8uyqpFbG1o38Jnez7C8bTkA3oyXrJ49Znu+WoV0SGxrSfgirmj6Y+rUMOWCELo5/wwOr4GhS7znvZ9l33/dibPnWvzXfpabLnCw4qL5bepXXoGzvR1FgqslHTVexlQlMhcJH/D4I3fxhS984Yy+6NpNI2z+0JxXQjeXy7F69Wq+/OUvH/f7f/7nf+Zf/uVf+PKXv8zWrVtpbGzkmmuuqbY0tbGxERiGQTYrHoDT09OYprkgYaG2tpba2toTrf6c2D5R4mdPZzEtiyNzE9F6onMT4BSJVyzyEXEJwWpo2/jpdVP01chc2iFsCzNqC1pBVHNlqR7f+A52rlrFw/FZyoaGXMwTtMp0XXoVDve8SHdNiIe2Vi9jOSWmtCkMycAjewirYZb5l1WXXe5ejt/vp6mpCY/Hg9PptIWuzRnh1a9+dTV/9+gXqJYGYRVoKDQwUBg47rrOjS4OFQ0My6TR08W1Le8kZwqveuMF4u87F3Mx+fRBLgh1VtdTHG/hkpUmoZ4sVlMN5ZtvpqmpiTeudPA3l7ronRaV4NleYVtqUyR+8uMfc+edd56RY5YkiWQyyeDgoC14bf5gnFdC9/rrr+czn/kMr371q4/5zrIs/u3f/o2Pf/zjvPrVr2bFihV85zvfIZ/P84Mf/OAPsLc2Nucu09PT7Ny5k3g8ztjYGIFA4Kz+3s6pEp97JMEP92bZNlHiwKwYzlwUcRAZu4dl978TT/JpTHMMAEu2aF7i4pF3evmz5V7y004mfZtRfaI7mqMUYOuFG9i/bCnFUglJK+EZOcTiq1+BojoW/LZrXAiBUrMQzOOlcQBaXC1IksRyv6ioSUhcVHcRNTU1RKNRfD4fLper6l22sXk++Hw+3vKWt9DZ2UlLSwu6LiZjRiIRTNnEZboYnBk8/rq1KpP1cG/GYDYziyxJ9E0JO0RznbDYFGI+vrRsCR7X/LWcNW6mbIZo3pBmyZX76Tryn6yuh7+6WPxN33pXFsOwMOtM9FoLRVNZ1yTzu9/97owcczgcZmhoiG3btrFnzx7K5fKpV7KxOcOcV0L3ZAwMDDA5Ocm1115b/czlcnH55ZezZcuWE65XKpVIp9ML/rGxebGTz+cZGRnh4MGDZDKZBckCZ5pYzuCLjyaZiwPlvsFCNXFhZZ2Dlv3fxJMZpObgl4D5IdOxiJOA7qDu6UaG7qklmV2M0y8qutK0wtRcy91IMY1vYC/13b1EuxYt+G2pZOGYEcOypSYhdMeKQkw3u5sBWORZxEbnRt675L1csPQCOjo6qm19Q6HQgiFoG5vnQzgc5vWvfz3Nzc1V76osyyhh8beZmDlxO96W9V7yJjys+8lbZWonNpMveKvf5yY9eGuiSD6RuKCbWUDmzbc2ce+oE9ksEx2/jzdm/5sV9QqZksXH7yiwY4ewUhTWmpRzCtctUtm6desZOV6/309raystLS0MDQ1V2yXb2LyQvGiE7uSkqPQc3W++8t+V747HP/3TPxEKhar/tLW1ndX9tLE5F0gmk7jdbsbHx1EUBVk+e7eCLSMF8mULn0MIxsfHxBBmd1iltbAPV154cQ1EpdVRFsJ0LORk25MRzLLYt8z4DL4G0UUqOwWWLOM1DPSBgyiKwqKrjo38ck3NdUALSZg+GdMyOVIQrVKbXULo6mWdm0M387blb6Ourq4aDdXW1mbfD2zOOE6ns5pIUKHSOlhKnvilylejEJUmQJLJahlky0Fq5+Lq97lJD1q4CUmSyZRy3HHwCQAi3m7+bl8v+y79L5ING5EQb5xf36aRKsFDD4pJcMU1JnpBZn2DgsPhOKONHhwOB8FgkOnpabuBhM0LzotG6FZ4ZvXFsqyTVmQ+9rGPkUqlqv+MjIyc7V20sfmDYhgGqVSKQCBAY2MjjY2NZ/X3Ko0gru3xoh51x+n2FBm7/YsAxAsWWZ/wCDfESmSnNDxemdKfw0RUI7vcxPXqW3EGYlimm4nYXG5oXozAtK67CHcwdMxvq3EhmrV6Bc3U+PzA59mT3QNAr3cuj1fTcLlc1RnyFUKhENFo9EydBhsbQFRwK5MdK/Q2i7/FYDHIeG78hOs29IoLqL8orAfL47cwMi6x40gbRklFDohr+cjsMAem+wFYXNtNXV09+fBijmz4DKNL38PDiVo+97CoKD/6qLA+lDssTBesiTjJ5/NMT0+f0eN2Op3VbGobmxeSF43QrTysn1m9jcVix1R5j8blchEMBhf8Y2PzYqZQKFAsFnG73bhcrrNazQWqrX0PPXYXrtT8i+Q93/gnLnCLDmZv+kWBYUXsxw/uz/POD06gj1mYESh+zCT5bgNJNUjNdKBN/iVjXjGBx5iZQFYdtK7fdNzfdiSF0NVDMk+knuBA/gBu2c27Wt5Fj1dkjpZKJTwez4LUCRubs4nf719Q0Y36o5TVMjIyu2O7T7he8KIOXKUkMcuFIZvUqS088eNLmfqemwa1Eb9TVIYPx4fYPyd0l9R1Uz/XHhtJZmrR6/lN6O2or/lnwpe+mdlZg5kZHWTQWyzqFQc1HomBgeNPjHuuuFwuNE2jeAa7r9nYnA4vGqHb1dVFY2Mjd999d/UzTdN44IEHqn3IbWxshD+3VCodU8E8G+imxWhGCN07f/RNRraK2dwudC40nyLslhhMmtx5WCczV9H9wYMFrBQ0/bsD5yEJl09GdlrE483s3ncJTxwewVBVFK2EXMzTtHodTp9/we+algmWhZqaE7phmcHCIACXRy7n0sil1WU1TbNfcG1eULxe74KKLoAjIF60RmdGT7ie5HbRYPVjAZMlIRj/6qJ38f7Vb+eKtrexKnoZAIOlLPvnJrb11nbQUNdAuVjgwJ2/ZviJRyjULcPdspTA+j8CSebIYVHdLbdalHMKa5tkBgcHF/x2y9NfZ9l970AtPrfuaaqqouu6XdG1ecE5r4RuNptlx44d7NixAxAT0Hbs2MHw8DCSJPHhD3+Yz372s9x6663s2bOHt7/97Xi9Xt74xjf+YXfcxuYcIp/Pn9LSc6aYyBroJphaAT0VI7fnXoojeyht+wVvXSUm4Hx3V5nOLgfBoEK5bDE0pHGpz4cjKzP9zwZjo+uYmuxj39OXgS7EQCgexzV2BFlWaLvw4gW/+VT6Kd6/7/3cOXI7sgaWBHpQYrgoqsft7vYFyxuGYXc/s3lBOV6SR3ON8IxrGY2SeWIxWL9IvBDuzCkYTgs1a6F6F3Yzi1/wCsxlF1EoF3GrLrqiLQw8dC8TO7fRf/9d1D/2Y+pLMVSHk4bmDg4fEb9XbrXQMirrmhQGBwdxFGdwZYaRjBL1A7fiyQ5RN3Tb8zr2Z1PRnZ6eZmpqyo4ItXlenFdC98knn2Tt2rWsXbsWgL/8y79k7dq1fOITnwDgr/7qr/jwhz/M+9//ftavX8/Y2Bh33XXXWY9OsrE5n0ilUi/YMP1wSgzPlmeGAAuzkGbqBx+l+Oh3uW7ugf3dnWWuf4WoqD72WJ5IpJ4r5yqs0tr1RCJv5eDBi6DsY/GhADf85jYiqSmUYp7GFWtwBxZ6c7ckt1A0ixwefxoAPSBhylZV6HZ4OqrLmqao+Hq9XmxsXiiON5rSViMmPoZLYXaM7TihR1a9eDX+/BhlZMaOPAqApRcplGeqy4xYZd7VYpI3RPezqBVifIdIUpC9ATx6nldN/Ia3jPyAj1y8jOKMyPQtt1nkYy7WNSqMDA2w+OE/Y9mD76Zm5E5kU1R9a0Z+B5Z5zH4pWgq5fPzubhVkWSaXO/kyFdLpNDt27GDLli3s2bOneq3a2Dxbziuhe8UVV2BZ1jH/fPvb3wbERLRPfvKTTExMUCwWeeCBB1ixYsUfdqdtbM4hNE0jHo8/q65ng4ODvP/97+cNb3jDAmvQ6bBrSAxzatNDCz5/40oHqizx6IjOYMbi6quF9SCZWMHtt93GtXXCU9h5yy30HxIC1VVsoOW6DuLXXMFsMQeSRPtFlyzYrjqtw7SoTnUVWwGI+7JMa9MUzSIOyUGTq6m6fC6Xw+/3Ew6Hn9Vx2dg8HyrJC0fbFyppH37dz9SOKR5//PFqF7UKo8VRHjJ2ElkjmrkMlX3k7v9Hsvd+ivQasYxmFGlMbsOPRmpO/KqHR8GycLb38eDyNzPmasJlaQQN0TRmUb0oHpWbLfJJlbW1Ckvox1WYQjbLtD799eo+uApTBGaeAsuk6cB3aNr/LRoO/4hVd7+OZQ++57giuLquy3XaEZ6zs7Nks1mampqYnp5mdva5WSZsbNRTL2JjY/NiYWpqikQi8axisz772c+yfft2AD7xiU+wbt26aoenU7F3LAFyHeXYwoktb14lKsr/t6vMpZf5CAYVYlM6mza9CykeR8rnsRSFEbeLRHoaLGhtbiWtjLF/4AAALesuxBMRqQiGYVAYSNL9lJtP8z6+Xf9rNpirANipPk2pKIR9q7sVRVKq+5HNZmltbX1B/Mo2NhWcTieqqqJpWrUjocPhwOF1UM6XkZCwLIuZmZnqtZosJ/ncwOfIGlne3fUBlIN9xKNLeLz4HQ62FblxaTOP77+LxOgR1s8J3JiepBuodUTZrnj5nnUBiRnY13wDrzWfwho7TFhPkbM6KekDuBwlZv4/g3Ahwl+Plhm6N4SpS7jCZWqXaVBbg7MYo3b4drBMmg9+Z8FxufITuPITlHwLrRQVHA4H+XwewzBQFHEd6rpOsVjE75/32RuGwejoKF6vtxp1Nj4+Xo1hs7F5NpxXFV0bG5vnjmEYDA0N4fV6TztpIZFIVEUuQLlc5vHHHz/letN5gy9sSTCFqFIdXdHtq5FZ16RQNix+cUDnTW8KA+Byv4xFi/qQ5pJTZnq62blbRIF5c+20r3Bz6O7fAhbNa9ZXc3M1TWNseJS2g24khO/47bGbWD7bCcDDPMFT6acA6HDP2xYqx3OmWx3b2JyKZ2bpViaI1kfqFyw3NTVFsVjEsiy+MfYNsnMV2N+WbsUKFQCZ2y9ez9bFvey6LYlnyfJqFRfgFwGRs1sb7uHhFW8hoYaRgA9srGP5Nddzb+3lAHgLCYYzwiNc7rCYXuKgnA6Rj7koxp2k+n2MPBhlcMWHAAhNPUpk4kEANFcNmnv+xdebPHjC435m8sLw8DAPP/ww27ZtI5/PV5dLJBIkEglCIWFLCofDTE5OVtuW29g8G2yha2PzEmF2dpbZ2dnqEOnpsG3btmM+O1kDlgq/O5znsbESpqyiZ2bRJg/x/g0OfnKLhw9scJB3y9wrO3jVGyJ0dDiRpCBtbW8DQJ6cYu+yZdy7di2GoePQgtS5O5nYtQVDK+Grb6T3mhuQJHH7yuVy9CRrceYksmqBb9b9El0WHdbKks5B9xCPpoSXsd0jJqJVckLdbnf1YWpj80KhKAperxdN0zBNk+npaWKxGF1dXVh+i73hvYCYjPXUU09x5wN3oo1qeEwPbskNcXgiJBJMVk5czhVHXo826WBsR4Rgs/gbH3M38ZTqwcTCXVb46IX1XN7h5s8vCrG5zU17SCXpFPeCoJ7hULx7wT6WFxtIa8F/cx+K00RLOyj+vp/+3zeR2KVSM3w7AF8Z6ODB9f/NdMeNAHhTJ+5+VsnSLRaLGIbBkSNHyOVyzM7OMjMjBHoqleLQoUNYllWdS+D3+ykUCrbQtXlO2NYFG5vzFF3XURTltNMTCoUClmVVh0pPh+O1Ap2YmDjlekcSolLlPHAXw7d9jU5/mX+7zo9DkZhocPH4Ij+qIvHaueU97jcjS2LoUpuaZM+qlQCEHI2oU114F+UZ2y46PXVf+rKqyAWwUmUi/cJ68H9Nv+U3/ntpXr2Ei7TVHDEnyMdLzDWDoscjsnNjsRh1dXVEo9EFQ6Y2Ni8UTU1NjI+PV7uGFQoFfD4fF198Mb868CsWpxaDTlUArmAFS7QlWPUWjpiDvFJAV0uEi/NVYC1n4YlcgbflAbaY6ygAGbdEqAh1BfjQheHqsk5FoiYSoDjqwm2W2Nl/IUPxdv489X9oVxuMLSvw2y1L+NNXfoCa6U+RfngW9fd3UNIlpmeCeOs0HDUl/v4797NpyMnX33sxdYA3deKKrizLmKZJOp1GURRyuRy1tbUkk0lGRkbweDzs3r2bTCZDU1PTMevbGbw2zwW7omtjc56yZ88epqamTnv5QqHwrCPFjid0R0dPnPMJohvhwJzQTe17BEvX+LvLXDgUiWRQ5enFAUxFYmxUo1g0mRivw+G4vLp+Ii2ihPySRDC1BPQUU7u/j6mXCba0Ee3uXfB7jUecSCZIHR5+47sXgO5AD1qDQltTD19a/CXe2/pePtj2QTo8HZimiaqqrFixghUrVrwgMWs2Ns+kvr6+2ha3qamJSCRCOp2mxlnDG5rfwIx73oIQC8YoS2XUnIpzSESTeQ0P3s5UdZn+tidBgkKiljU3v53evk6W1jqQIuIxP/1AgXJBTBQzDYuRrUUuc7uIO0RVd3OwzJOJtXw9ISampRtkvv6ze3jje/6CXyy+mcS7FSY/X8ZoEX73ia1hHho0yGhw//33kwsuEvuVOgQnafPr9XoZGxsjmUxSLpdxOByEw2FmZ2fZtWsX+Xye1tbWqoe3gqqqpz2RzcbmaGyha2NzHlIul5mdnSWVSp164TlyudyzihWbmppieHj4mM+P99nRTOcNsmULRYLpw7tYUS/z1tXid39RFNXkzMEC73jHKK+8YRDTfP8CsRk3he0g5PFTSKbRMj+jXMjgralj2Y23zC9rWfj2aETiTiwJtq8dBgla1BZC6rwdIagG2RTexPrQekB4lVVVfVaVbRubM43H46GtrY1gMEhjYyOtra1Vn+rVNVfTERJ+8mn3NA9FH2J/eD8AljkvIuP6MJLDJO6Z4N7mH+EKimujkDD58EVhProixPCQeOkMWhLxAfHvE7tLjO0o0dJvsaJbeHNbEPeSx703YBgWjY0O6htcjEXW8KWJdrKrTCwPTH74leA00DIqB/eJWDJN0xgrhzAlFbWcwVk4sb0pEAiQSqUYHx+v5gk7HA5UVaVYLB63kgvC9pBOp7Esiz179tgpDDanjS10bWzOQ/L5PMVikdnZWayTVE8qWJZFNps9blD9iTiePxfmJ8iciP6EiExq9lq0+nRuf6MXRZb41f4ybReKyK8f3hekqamFD33oQyxfvnx+ZcNg1i0qRk61Fi17G1h5fHUNrH3jO3EHw5UDwr+zjH+f+C3l0lp+lRKeweXqUds7Drqu20LX5pygpaWF7u5uIpEItbW1+Hw+MpkM6XSatZ1rOdB5gEcaHgEJivXFamOTNWvW4HA4KBTzRDbOcs/ab6DLZaygiCPLxw0M3eLwfQXiJXF/CCsSiSGdUtZk7CkRwWfqoFgiucSVm8WjQtlRw5FBIZg3v+MWwpe8kbpQAVURObpb997HAyVRWU1MzL84j09NUwh2AeBNntinW5mQVon2q9DQ0EBjY+NJ1ysUCqRSKaampmy/rs1pYwtdG5vzkEKhQLFYJJPJHFd0VqKJKiK4XC5XhwlPl0OHTvywGh8fP+azxx57jK985Sv84j5hd9i35U5+9XovbSGZfdMGnz+oIMtJwMlHPvItfvWrX/HWt75VrGyIKq4VixGPiqHUmT0PYRnjyIqL5a96HQ6Pt3JwhB7T8B0SInekK09+rYOtU+J3TyV0K9FGL1TTDBubE+H3+1myZAmyLOP3++no6CAej5NIJOjq6uLKdVdizE2sXBxYzObNm9m0aRNtbW0sWbIEgIOH99MrCe952ifsDvmEwcjWIsWUSd4lLOpuWYIpg4FHCkLgzr3z5mbE6EchPsOKeuF13z8hfL/LFgv7QJMxn7ySTB7gZ+Oi6cNy53yjlYmJCfKhPnFc8V0nPW6fz0c8Hn9WjVoqAjkWi5FOp+1uaTanjS10bWzOQ/L5PJIkUSwWj9tpaGRkhL1791YfBpqmUS6Xn1UVc2ho6ITfPdO+8NBDD/HBD36Qb33rW+wZF0OgF2jbWdukkClZXPPdPBdcIiKIVHUVkjRfWVbv+B2ed74Lxw9/RHZwEENVwdCxcpMguVn8ilvwRubji1wTBu5RA0uC6bUSqQ6LLdNbMC2TpeGlNLgbqrFNx8Ou6Nqcq7S2thIMBgmFQrS1tXFD9w3V75b4luB2u6txeB0dHTQ3N2NZFi1jIrd23C3yqjOTBlN7RQW26zIPWr141F/sVXCMG0gSLHm5D9UtYZTFtZWfnWaNQ9gBJnQRS9bgm6YcH6cm9uvqfrR1+tgx18ii1+UiOBdVOD4+TqpxMwDRsXuQDA13egDJ0I45zmg0SkdHx2nHHIKwN2iaRiqVIp/P235dm9PGFro2NuchyWQSl8tVtSQcTTweZ9++fSQSCUolMURZEbrPxrpwMqH7zAlpe+/6Loui4nbibBCTUt5YfwSAnzxdJp6FDRsqfrwNC9ZVtmxB0nUct93G2IMPiM8KORTHYlrWvZeGpX0LlndOiQk1hS6VVIOOw+Hgd8O/A+CajmuqD8QToes6TqfTnoRmc87h8/no7e2lt7cXr9dLi7+Fl9e/nE61k+U+MVIxMTFRnVi6cqVIJ6EITsPJAVVUUospE8sCb1Qm3OYgtclFygmqJLHao9Cy1kmgQSXaqSLJfvyNcykne+7mtWM/Z2VB3FPqPTNoEwfpaJzPuG1pVpk1DIbmrrE1c10WJycnSdVdiOauxaGl6Hv0L1n+wLtoPvDNY45TkqTnNKIiSRL5fB6Px0OhUDjpC62NTQVb6NrYnONMTU0taBVqGAapVAq3243D4SCRSFS/K5fLHDhwoCr0Kv9bKpUwTfO0Kyi6rp80XWFkZKT670p6hK9ecIin3utjbVcUxRfGa2Z5TZd4OD60U+HRC3tpaTEACYd6wfyGTBP5KBvE8FwXKEfRhcN3PS1rj824dU6JoVytQUbTNKaZZvfsblRJ5VW9r0JV1QXn65kYhvGsWiDb2LyQdHR00N7eXv3v9y95P+/yvQu34q7mz1aueafTWfXtRrQII8phJHnesx/tFGLSckrMrHdQtix8ikRXq/jcExbWBG/NJcgOB6WZSRq0GKEZMRIUdSfQp/bT3T3/ghz0m/j9Mtvnqrpr566liYkJkBVm2q4HwJ94GoDw5JYzdm4URSGdThONRikWi3bcmM1pYQtdG5tzmFKpxIEDBxZUVyv+XLfbjcfjIZFIYMx5XEdGRpicnKS+vr66PnDSCufxGB8fr27zeNx3330MDg6K39j5cxyKhN8p8avXQC0pri3cid8pcWDGYEkpSHmVePg6RtzIuru6HWl6GqlYxHI4GP3SFykFgmCaeLQluPwK3ujCiCG5YKJmLCwgH7Uol8s8URT5ule2X0mdrw63231K64Ld8tfmfOHoUZhsNkskElnwIhcMBgHoMDswZRMrUKp+N1Czq+rT97c4KLaK68kzJK5tT1hIgHLeR9elLwMkTNVFOa+i6wqKbHLpYovmZiGMi7q4bvoWh4ls3gTAu6I1bO3tJTzXSGa2/Xos5kdL3LlRHIXpM3IuvF5vtV1wuVymMCe2bWxOhi10bWzOYQzDIJ/Pc/jw4WqUWKFQQNM0XC4Xbreo8uTzefL5PEeOHCEYDFY9qBVbQ6lUelZD9aeKEIvH43zgAx8gkUgQnhJdxzTDos2n8y71dl7uFVFIP96jc4XfT3G1sBt4tmooTz1V3Y48J+DN1lYO9QurgyOTRJFa8NcvFLkAzpjYTjFgMhIb42D6II8kHgHglt5bADH8e7KKrmmauN3uE35vY3MuUbHZWJZFPp8nGAxWO4zBvNBt0BsAmPGMAZB0T/GNzFc5mJ9v4FDuE4LVPWoglS08EXGNFVMmLes2culffJz6jVcCEvmMuEbe/+ZuZFkinpQYTIsRl3e+4wa8GzeimSaqJOGTFS7K5rjxxhv5wMc/z++8r2Zk+QfIzU1OC8zuPCPnIhwO093dXb2X2RVdm9PBFro2Nucwuq5jGAbZbJaBgbmJJpkMpmkiSdKCqJ50Ok0ul6u2tHU4HNVczmw2+6w8cc/05y675HqWv/KdcFSlZmpqiv/8/KdY5BTVmk/eLx68V8g72eQR648OOQn4ZUq9oqrk3iUj79tPYniAQ/fcgTF3TPmuTmKzcQB8JRlJUvDXHTtZzBkTlaikr8gu/y6+qX2TvJGnO9TNxuaNgKj6nKyiK0mSPRHN5rzB6XSiqiqlUglFUWhpacHv91cnoVaud09RWAh2+cWL59MNj4IEd83eVd1WuUZGD0hIBrhHDJw+CVkV/R1KaRPF4aB7sWjIYqaEPHC5hEgdHYVYvg6AlasaiS5Zwk2DA/zDlKjkbvb5mJiY4KGHHuIVf/0tbptpI1O7BoDA7I4zfl4qfl0bm1NhC10bm3OYitCNRCLMzMxQKpWYnp4+piKZz+erCQuVakdF6FaE8qmE7ujoKJ/61Kf4x3/8Rx5//PH5LySZ0oVvJ7v81Sy6+UML1gnFHkeRYOekwf9sL2NaEkvlYUJkyZctLrklzOQ/lUWz8XwINSZh7N/H1gcfYH+2xJOxMSzgSKMIiVfyGVRd/LuvbmFFV8mauEeE0H08tItfTP4CgBs6b+B/r/1fZKnyYD65LeHZtkG2sflDUhG6U1NT+P1+IpEIDQ0NVZFXqegaBQPZlDlYu5XHLv4e120Skz63p7cT02JiY5JEoUv87XuOlJGYty+UZgw8/TreYBTLE0BLi/uFaQqv/vp1r2d2rt1wvjxBfX09o4bBrakUmmnS7HDQcdQ95rbbbiNTswYA/8yOM35eXC4XyWTyjG/X5sWHfbe3sTmH0XUd0zQJBAKMj48zNTVFKpVakD9ZmZBWKpUWTLJyOp3kcjlSqRSlUumkiQumafKhD33ouJYFV3MfukNMeCn3XUPdun1MbxdVondvDAEavzkMcULstjpZLfUD0O9souVlwkKgFSTCvj8G/o9dPielkIg0mmxuZ1/LGAPMeXjjU1isQ5LBVyOjxg30sAwSBLZpSAZMB7J8Xfo/AP7igr/gnSveuWB/T6dybWfo2pwvuFwuQqEQwWCQjo4OVFUlHA5jmsLG43a7cTqdaJrGHwf/GMNncH3t9SiSwgr/CvZk93Bv/F5e3/h6AAqdKv49ZRxJCzVu4gkr5GZMmvbrBAsgF1SaenrQ0gtHdVzOdRiWyNbWjUlUVcU0TYrA9kKBjT4fm3w+hubE58GDB8lG/xoLGXd+HEchRtlTf8bOi9PprL7IP7NdsI3N0dgVXRubc5jKhLBKWkIsFqNQKCwQum63m1QqRSaTWSB0HQ4H5XK52kXoZOHsg4ODJ/TlehYJS4BHFZXitpe/F4APvv4KLm3SKFhOfljYiLOhmwfNVdX1zPZOANRBmZrId3AGryXW3cFw35LqMpbTxZ6Nm9FME6lcwlUqIikNeMIy/gmTmntKBJ/QcA8auGImpmzx07Z7QRJRYs8UuTDvaawIgWeeT0VR7IquzXmDLMusX7+ejRs30tws2vV6PB4cDge6riNJUrWqu0xaxivrXokiCeG3OSxybfvz/dXtWS6JYttc2sIRHXdIptUhMddUDXnYoHHVOkrp+ZERSYoiy+24HUKoKojGFGvWrAHg0bywUWz2+qrrDAwMUDBVCsFuAHzJA2fupDB/f3u2E21tXnrYQtfG5hzm6ElVXq+XXC6HZVkLYsI8Hk81audooVuJ2Uqn08iyfNJosZNNPvP2XgTAG1eIdp2zhouLX/UWPtMnJpz9i34LU5HVOBsX8aAxL3TTbvEwJNXN49u2M3j4MFub6zC8ASTTZEM2i2SaWA5RaXbGY0TaNyNJMv56Bdf43MzwEYPgU+JhNtaa53Gn6NJ0Q9d8mP7ROJ3Oqgh4Jrqu213RbM47VFVdMJnU5XItyIuuCN1ndgtrcDTQle4imUsu+DzfI1703EMGDZbECs98RdSdNQk3ttO27pXVzyRjKZIkEXAJoetU0liWxtq1awF4dM5GcaHXW3XxG4bBwMAA+ZDw/HpTJ+60+FyoXON2lq7NqbCFro3NOczRYs3n8zEzM3OMP7cyA/uZArhCNputPghPxNG5uEfjqO/GUdOGIsHlHR46QuIBuWl5CyEpz2G9nm8a1+Nq6iXQvZanrEUcqW1jsKOVUm0SgKfKK5idnWXP03vJ1wr/bd+BA3Tf9luuuvNOPKOHcY8eJmCWUT1rxLFGZRwz8/FmkgF5n87kqgKxUgyP6mFzy+bj7nPF03i8B6Bd0bV5MeB0Oqt2BRCthIFjmsfkh/Osm11HV6yLgjEfxaXXKBTaFSSgtd/AJUskdYuCaSEjocQM6vouwTKFbNXSovNaUyBEURcvpvnyNG984xvZvHkzow4HZUkiqCi0HfUSeeDAgbMmdCsv8nZF1+ZU2ELXxuYcplwuVys5LpeLQCBAOBxesIwkSTidTgKBwDHrS5JEJpOphsqfiONVdKPXvI+mt/0rAMvrnPicMivrxUNuBeKhdVe/iYGCo6YNZ8syAs4Mg4uLHOkoggKltI9kXuyXJcmYbi+yZbH4oFg/tPlietdcgDOXoe/qV1BIimMN+RSUElgy6H4JS4aBrgx79b0AXNJyCR71+E0fHA5HdVjzmdjtf21eDMiyvCBdpHLtH13R1XWdsSERNVZfrGeyNLlgG5k1Tsw5235JhfFlCok5r7w1oCNJKvmpHrITHnITEQBWN7pJaVEAHhgYIRKJ8B//8R/8/r77kLs6AVjimn8RP3jw4FkTupXINVvo2pwKW+ja2JzDVCKFKtTU1Bx32L2xsfEYAQyi0uN2u085WeOZQldyegiseyWSrNDmLvHudaIiXBG662WRzfnEkTh6agoAU1K4uf4+UCyYK8aOxpaCZeFLxqrbbu/qgr/7W0rveQ/l17+Ojk2Xcdn/+ztCLYvQsuJBG5orZJejMvGr3UxcrVAOy2yZFV2Wrum45oTHIssyHo/nuNYFwzBsoWvzoiAQCBxT0S0Wi9W/++Hh4aoQdppOxuJjC9a3XBLJi13kuxTS17qpWe2mGJlr4z0t/O164uUc/nUn+VmR4e1SJAIuETF2cHaC0bT4LcuySN9YJPMKgyXueW/vwYMHKQS7sZBxlOKoxdkzfh5soWtzKmyha2NzDqNp2vOaURwOh6mrqzvlcs8Uus66DgD09DRfekUrzQEhDJfVOQlIBZZIYvk/+/x3Wd9V2b7F+jbhn+WuOp687QrGx5egZpLIE8M4M0k8bjeLFi3C6ujAuPwymBOckiSRjwt17PRLuJPiQavVylgOiYxVIOVIMZIdwSk7uaz1spMez/GEbrFYJJ1OV3NHbWzOZ7xeb3XCpdPprMbqZbNZdF3nyBHRgMWSxMvjbPxYkVmuVcisd2H65qTAXPSYX7OwdBNvTS0A+dmZ6jphj2hMEXEn2DUlsrNNc4jC4iEyrzRY2TM/0nLw4EF02UXRLxpNnI2qri10bU6FLXRtbM5hnlnRPRvk83mmpxe26HTUdQFQ51gotL0OmVdFhlAki4yzHgJNrGwR1d6e0ACuQBpKcCBWT9HbAEi0dXQQ7e5l/UUXcfU11yyYMLdgP2aF0PVFFBwz4gFensvSzefzHERUkTc3b8bnOLkVw+fzLeiaZJomU1NT9PX1sWzZstM9NTY25yzPzIs+2r5w8ODB6uRUqVnYgUrJ+dbAyWTyuNYeT5eKZlookoQ5ZuCtES+x+fhMtZWwLAnxW+NOMJoRL5O6vr+6ja6r50eccrkc/f39VftCZOJBfPE9okPFGUBV1WrjjKOxG0nYHI0tdG1szlEq/rOzLXSPNxHNWdcJwOblncd8947GQQC0upUA9ETFg+3KpocAKBzwklH8WKpIP1i2+VJW3fJmanr6TroflYpuvU9GzVlYsujkBMJvuD0rqsVXd1x9ymOqr68nEAhU2yaXSiW8Xi/d3d0nzRO2sTlfcLlcyLJcjSCs2BfGx8fp7xdxYitXrqSmVmRWq1kVy7KYmpqiWCwSj8eP2aasymTmXD3WmIEnHAFJxtBKaFnh/5Xlo4TunHVBN+aFrrQJ6r3z96wtW7ZUhW7tyO9Y8siH6H3s/8OZW2ileC44HI5jhG42m2X37t3HTMyzeeliC10bm3MUwzBekDD0Z9oWGhsbWfeyGwHorTs2e7cuuQOAXHQFAItrnKyqN9nQJD4fHayjHBaVoJaWlpPGmh1NLi6quM0FUe15ouZpyoqBruvMSDMMZgdRJZUr2q445baCwSA9PT2kUikMw6BUKuF2u49JrLCxOV9xuVw4nc5jJqTFYjEsy6KxsZGGhgZaa1vRJR2H4WBsbAxFUWhrazvhkH/JLyrAatxEVlQhdhFVXZgXulF3gpG0QVE3KWhzQlcHywOvuz5c3d4jjzxCovkKcuHFFAJdmLKT4MxT9D7210jm84sGczgclEqlqtgHSCQSTE9PHxO1VsEwjBN+Z/PixBa6NjbnKJX2vy+00G1rb2c0I8RmJU6sgid1mEB8FxYyqfqLUB59jMAn/56P+X+O6jAopRzIE370oHg4dnZ2ntY+mIZFIW7glyGQEr/9P4Gf8ET6Cfam9vKNzDcA2NyymZDr9Dy2bW1thEIhMpkMxWKRUCh02qLbxuZc55lZupWKLgjP7sqVYsSl0d3IzFym9fDEMN3d3dTXn7hDmTlnF/LMvXDO+3SFvUk6SuhmSjrfeGoAVYpjWTK+HcLb//K3BIhExHa2bdtGwvCw/9L/4ukrvsHeK75J2RXBnR+ndvj2hceUHcb1LCq9x4sYq3SPzGazmKbJkSNHKJXmbRuxWIz9+/cfb3M2L1Lsu76NzTnKH0roNnYvo6BbqDLVSWgVGo78GIBE8+Vozlq04a8z9eH95BsfBiD9dIBgqximrKmpOW7k2dEUUgapMZ0Dd+UxDVjkVZCQeNS/kzFXjF/FfsVXJ79KzsyxNLqUT2z8xGkfl9PppKamhnw+T7lctieh2byoUFUVj8dTFXlHX2urVq2qjl44ZSfpQBqAVDpFNBrF6/UuEMlHI7fPTUizoJApYgWjGB4fM/2HKGXSyFIUkHAoOgFnllxxHwBT+TbcmU04hiVcAZk/+1BNdZtXXHEFH/nIR3j00UfRfM1M9L4FgKaD30XWRb6vKzfGsgfew5KH3l/97FRUmkZUjiOfzzM7O4vH42FmZoZEIsHIyMiCCm4ulyOfz1c9xzYvfmyha2NzjvJCCd2BgYEF/+1rEV7atqCKKh/VjSk7QnT8PgAme16HvO0xspfmQAX8FpYF6m4/A3MxZ8er5paLJgfuzjH8RJHJp4qUf50nfXee1KiO2wGtDvF7v659AKfkZEqbomSVWOpfyneu/w4NvoZndWw1NTXouo5lWSecBGdjc77i8/mq6SIul4s1a9awZs0ampqaFiwnh+e87nkdh8OB1+vF7XYvmLBZQamR0SwLJItHHnmEoUKZfOdSJgoaW7/1VYqpDJIkRmxq3Al6I8IPvHumi2LHIsLfU8CAyy7zs3btvFXovvvu48/+7M/49a9/zUzHDZS8TThKcaJj9wDQuucryKaGWs4QmHnqtI6/0himInSTyST5fJ6amhoymQxjY2PMzs4uEPTxeLx6b7V5aWALXRubc5QXwqNrmuYxQleOiiig9qNsC4qWZtETH0eyTFJ1GyiE+zD6f4nlA6noJn6kltHHmshd9TpKhoHb7aaxsRHXmI73YLk6y3p8Z4nEoE5iV4muAwa9boULvArtdQrrl7hQLIn97gEaWzu5JHIJACEpxN+s+JsTNog4GYFAoNpFyus91m9sY3M+88wYvba2Nurr6xkdHWVycr5BRE2ghoQzAcCRI0dQVZVgMHhcoYskkXVIDMkzFMr5asOacrCGcqlEbN8uZFl48Ou8M3SHBgE4nOziKV8rjlEZ34NCWrz3vTUc1bkYgF/+8pdYsoOZtusBCE1tITj1GOHYY9VlQrHHT+v4K/tWEbKzs7MoioLX66VQKDA7O0upVKpaF8rlMplMpnpvtXlpYAtdG5tzlEolUnrmk+IMMjU1RaGwcJhQc4vOR5sa76NQ/D6WZdK543O4c6OUPPUMrvkrlCefpNgm0hrSsW72jlzLYOkqRmLCC7hkyRJkSSK0RSOws4xvn45esojt01Al2BxQCSoSFuJhtRqZ8Jh4YN9aex8vr305r2l4DTfV3cQ7fO+gIfjsKrkV/H4/fr8fl8tlV3RtXnQ4nc4FQ/ClUompqSmampqqVctisYgr52LCOwHAnj17AIhEIieckFYOSexTRgHo6ekRL4myjO4PMXNoP4oi4gev9D1Em194ao8kO3ksKWM2N+O/XaFclFjU6+Lqq/0Ltj00NARAqnETAMHp7bTs/yYAudBiAEJTj592BFml+6Ou60xPT+Pz+ZBlGdM0SafTVdELUCgUKBaLmKZpC92XELbQtbE5RzleZ68zTSVUvoLf7ydeVvCoeRYFf0Sp9Cuswhbx4AGOXPiPmAfHUL79H5SWiQdR/74AyIp4EOo6gUCA1tZW5LxFRaL79paR7ivQI8tsCqn4ZQndDbMvd6MHJeQyKKbMXs9hnO0hwo4wPsXHTTU3Ue+sf85pCYqiUFdXh8/ns2PFbF50PLNLYiaToa6ujtWrVxMIBMhkMkxNTbG8ZTkjvhEsLI4cOcK+ffvw+XzVhhMgXnp///vf88ADD/CEupNxJYFkQaOvleY5K4QejJKZHIdyJwCLOgaQZQvdCJIohXlyvESxqwclJxE+IixQf/mBHo5+Va9MFCsEuil56pFNDW/6MKbs5Mj6T2LKTpzFGO7M4GmdA5/PV52Als/nq+3Og8EgLpcLt9td9ejm83mKxaJd0X2JYQtdG5tziNnZWWIx0S73eIHuZ5pn2ha6ursZzxh0h4aQ5joqGflfIWGRivYwo/4KY/e3yF+mgQLZSQ8ZpR2Yb0O8evVqJElCzcxXZCSgOQNLPQpRJCwZUpe4MQIyictcHFmW5P91fJG/6fhPrq97RXW9Uqn0vKuxjY2NtLe3P+f1bWzOVZ7ZyrpQKAjLkMtFc3MzMzMz+P1+Luy9kKwzy5GIeLG9/fbbcTgcuFyu6rB+f38/hUKBdDrNVEokLLSbtdTtUlh2SIzy6IEwliyTGBTSVVbFNV5OBGgNOsiVLe6WmwEIfLMfqQiOQIZfX9eF96iRqdHRUZAkUg2bqp/Ntl1H2dtApnYtAKGjrAwnw+fzkclkGB8fp1wuV8V/pSukw+GgUChgWVY1c9eu6L60sIWujc05xOjoKFu3buXpp5/m0KFDZ7UKOTu7DUn+FR7P/AOovXc5Bd2iNzwvgHPqECWnzHB7E+XyY6RePkb2clEJmtzXguV0oygKa9eu5dJLLyUSERNVlIxYJuWBvQWDQcNkJgj5ToXE5S70iLj9mB6Z//b9iKe9/WyMbqLGOT9bW9M0XC7XMV2gng3RaJSWlpbnvL6NzbmKw+GoDtPruo4kSYTnJoPW1tYSDAbp6uqit74XVVLZHdxNICQqvaOjo/h8PvL5fDWtAKC9vZ2VK1eyxNvD5vJiagpQpwUImG6QJExPkJl9w5Sz890JE4fLfKC3hEOGuxQhdOWChHubEJ2Ra2XWeeY98pUmNRWhayEx1f0aANJzQteXPHBa56CSJZzL5Y6pcFfOkaZpaJpGIpHA7XbbQvclhi10bWzOIQqFAqVSiX379iFJEg0Nz82beip27NhCKv1ZXvlKmXf9SbT6eaRjCQBLagbnPpFBgrFGF8nAnJdXBdxQiDvJqRcC0NzcfEx1qVLRTRkWh0smqRUOjOu8ZDa4KNfOT7AbLAyyK7sLCYkbam+o+uhAVHRDodBZ9Snb2JyvOByOapZsLpfD7/dXY/QikQiLFi2ira0NVVZpDbRiyibRdnG9j46OUltbSy6XY2RkBMuy8Pl8hMNhOjs76du0BI8lXjBndYuoJeLLoqFeEkMDpEfmXz7zMTfWwW28e12Q0XAjs+4gZUlhtPbtABRXWVzQND8qMzoq/L/p2guIddzE6LL3UvKLUZdCsBsAT7r/tM+Dy+UiHo8fd8Kpw+GoTkJLpVJ4vV4sy7KF7ksIW+ja2JwjmKZJoVAgFArR2dlZrYyeaQzDYGjoX4hGhdi88cYgXd2icuyu60DCpCMgKrpBfT0AI61eNGkubzcjROfUjlpKqvDONjc3H/M7lYpuIi/+13eUuD16As3tMyI0fmNoIw2uBmKxGFNTU5imiaZp1NbWnpkDt7F5keFwOFAUBV3XyWaz1NfXV6uaiqLQ29tb9bd3BEUzBz0gvP8DwwOoPhXTNKvtgDs7O1EUBdM0sbwyyZUOEk0yB+plSpoQqh5fA07ZRXZcbNeyJPLTHiZ276JrrMzXLq7nJ2/8K9579Ud4zLMRNVsDMqxbc6zQRVYYWfVhYj2vrX5XCAih68qNIxnzjR5ORqUxTMWf+8xzpOs6sViMbDZbXcYWui8dbKFrY3OOUC6XF3jMzhZbtvyYy68Ql/7BgyUUReJ97xNVHtNXS4t/AqdSAjws3tePp2CgqxJgkZ928fSvuxm4q4XMdCelchlZlolGo8f8jpqeq+hWOywp7B3by58+/ad8f+L7ACTKCbaltgFwfe31VU9uIBBgfHycYDBoC10bmxNwdEXXNM2TvhxXhO6sW1gUpmPTfOzJj6E4FLLZLAC9vb24XK5qGkN5qRPtEjedl3goWqJampYLrIxcRnrEh17wkB1fj2XWgFVmfMdu9v02T6daw4SvloMzGgqigUzLkvn7WlXoHgfdFUF3BJEwcWeGTus8uN1uFi1adMyoEohUhqP9uZW4RlvovnSwha6NzTmCpmnoun5Wha5pmoyP/xKAhx7M8elPTQFwwQVe2trDJE0nvXMTVtx6DcHEftpH5yfFpYYCaFknqYEgrg7xAItEIsc8YKSyhVIUAjdjWrjDMoVSjl3FXRTMAvcn7qdgFLg/fj8GBr3eXto97WQyGYLBIK2trRSLRVpaWp5z4oKNzYsdRVGqHlRJkk46abMidB9PPI7m0JCRScwk2F3cTbFYRJZlFi9ejMvlOiZfV3VJ9GwQL7NJKc+i4FrWBW4ksftdjD3yHlTPCrGgtRuAYBqaihNc8uRXOfCYiB9TeyVq50TmyYQukjRvX8gMnHi5Z0kul1tQ8X0hUm1szg1soWtjc46gaRrlcvm4VYkzxa5dO1mxUgjX++/PMjmpc/iQGB788w9dw0SmzFVtDwHQODHXcz70x0hSA5YJySNBItkCiiRh+IUXsK6urrp9y7LIzRoYMVEtKSugW+CvVUilUozK4gGnWzrb0tt4IPEAAC+LvgwQ8T9NTU00NzfT2tp61jzKNjYvFjweD9lsFrfbfdKmKBe3XIxH9XA4eZiYQyS7REtR9sRErm5bWxsej4dgMFhNYjia+nZxvZekMnmrRHdgFQ26ELi1vatBktELk5hGCj1usjx3CIelk5sQXl69xWJNRAjxWCx23N+oUAiKnN5n49M9GYqikEwm8fvnM33tiu5LB1vo2ticI5TLZSzLQpbP3mV55MgDtLQ4KJVMHn88T3t7O2roSgBq+xy0B7bS7J9Cstx0DM+gOwLEul9LcewNHPh5F2rSw8Yj41y6ciPJtMimrAjd9ITOUz/MsPsXWSbvFxPXcoiqrjsiUTbLHC4cru7L9ya+R1JPElJDrA+ur4r8SCRCKBRizZo1Z82nbGPzYsHj8VAsFnG73Scd/Wjxt/CDV/yAzmAnSXdSfKa3EMiKSWaLFi0ChN/1eI0kVFWtCukdurA6NGSEiK3rCxNqFZPJLOMIhgadmujMVlIa0DIOkOHiFWJ9y7IYHx9neHiYf/7nf+YrX/kKyWSy+luFwJzQPc0s3VPh8/mq1W8QdoYXIr7R5tzAFro2NucIleHHs4nq2AXAE08UKBYtVlxxEz8eugCAkGM3N3bfAUB9ogbVsEg0XYaluJg+MEIx7qahUEYCkpFI1WYRCoUwTYsjDxbQckLYBuZy6NOa+G/LXSDjy1AySyiI4cuiKYZH39D4BhRJYWpqivr6+mo80vEmltjY2CykYlcIh8OnvH8siizi1j+6lU/e8EkAorko9YV68d2c0PV4PAsmix5NpSI6ZmUxLIugJFHjkgi3qtQuEl3NAsoMllnEXZxFkVR21m8iOyn2cfmaMJEr34XsDrBjxw7e/e5385Of/IRvfetbXH311Xz+85/nRz/6EbOKGMmxJvfwla98hS1btjyPMyTE+9ETZhVFOWFXOJsXH2dvjNTGxuZZcbKhvDOBYej09aYAhYceEhMz4q2XEEu6KRluAs4cAWcOCLLosPDpxltehl4qEe8/BEDjdAKAWVVURqLRKJIkEduvUUqbODwSoWaVxph4UE4WTWQF8BQYlYRtYV14Hf3pfmbNWS4MXcjG8MZqsP3SpUurk0VsbGxOjcPhwOl0VmPFToUqqyzvXs4T7U8wPDyMikpJKVHfIASvx+NBURQMwzjmWvT7/cRiMXR3gdGCRYdLYkWzg5IqUdOzGGXbLGtrXkZMy5BWr6U7sJpJo0RuOki0N010CTTI1+PuWsfn/v3vMLLxBdv/6U9/CsDX/gMyHwsSVgr88off4lvf+hYf/ehHueWWW87AGQNZlu2K7ksIu6JrY3OW0HWdPXv2kM/nT2v5fD5/Vv25ExP30dSskMuabHkkh7tzLROGH1lScagrAZCkKE2FG3EXs2juGrI1K5k5tA9TL+MJRwglUgDMlkU1pKamBkO3GHtKVGebVzuJBfbiVyQMyyJWtoh2ObAkg325fQBsqN/Aje4buTp6NW9rfhuFQgFN01i6dCnBYPCsHb+NzYsRVVXx+XzPqnugJElcd9111f+e9ExyMHEQEEL3eBPSAAIBYXNw1hbJtgn5EExbYFl4ozW0hZYBUO8MsCi4FlmSuUxysHNW5HNbXTob47tx1nVQ/7p/QHIc32qR1WAoKYaFltYJsf2v//qvDA8Pn/YxngxFUWyh+xLCFro2NmeJXC7H2NgYk5OTp7V8oVA4q0K3UPwdAHf/PkOxaFF72ZsAuK7HS8j3Zlyumwl4P03ngdsAUc1FUpjcuxOAxtZOJMAMBonP+emi0SgTO0toOQunXyLTOUI6KyaQzOgWBlDb6yBuxtmdFDOyX9bzMlaFV3GT/yY8kodYLEZXVxdNTU1n7dhtbF6sOBwO/H7/s26T3dLSwgUXCNvSiG+ExyceB6hOajue0K28iGYLaWoudWOqIBugpiwwLKKqsBxkyvOV2h5ZYYe+Ai3jQFLh0vwv0TOzOGs7qLn+Qyfcv/0zQuguqRUypVQq8elPf/qEtopngyzLtnXhJYQtdG1szhK5XI5MJsPIyMgpqweVZhFnS+iaZpyaGtF287bfpFHDjShNS5CAG/t8KEoTHvcbaBh+GFe6nyNKLxNdr6WUSZMcEhE/TR7xkEu1tVGey891ywHGdgrLRcdFHn6fvJsNueUATJYtnD4JXz08Vn4MC4vLWi+jr76PlpYWUqkUk5OT1NbWsmjRIrv7mY3Nc8DtduP3+0+auHAibrjhBtpf2c6Ud4pv7PkG1/zsGn568KfsNHbyuanPce/svQuWDwaD1WpoJpulHBUSwhE3cSRMZGQ0Stw++j/8bPBLotuaKdHT0UtqRPh7O5cUcD78WRzk8C29DG/f5upxHM2+GZGKsLR2Xqbs2LGDbdu2PevjfCayLGMYBqZpPu9t2Zz72ELXxuYskc1mkWWZeDzO9PT0SZc9280itPLDyDLs2V1kcLCMb+XVAKxucFLrFUODsl6g+cC3eJgNfNd4JY/tPszEnqcAi1BrO/5DIjFhukdkXEYiEcZ3aFgGBJsUaM1wcHYfSwqdAEyWTWqXKaS0FNs08XB667K3AtDU1FT1Fq5YscLOyrWxeY4EAgFWr179nF6SZVnm0p5LAUiWkkzmJvmHx/6Brw99nWlzmv+b+D9+N/O7BctXklBmZ2fRq0LXwDFXgTWbPXRddjWNay9hbm4qr5N9ZLLivmFuNPjvL2l8sO9zAITWvpz777+fhx9+mAcffJBbbrmFlpYWnM0iumxN60IB//vf//5ZH+czqXR/syPGXhrYk9FsbM4Sld7rhmHQ399PTU0NLper+l0+n8fpdFJfX0+pVKJcLlc9cGeaYvERAO65JwOSjH/FVQBc1TU/3Omf3YWs59jGGgCmpqZIZRKoQNOKtShf+wYAM/X1kM0SCUeJPyEq1a3r3dyTuJuV+V5kZIbdk/x3z79xaf0m9o7tpWyV6Qv3cWHjhYCYIV5pc3y8rmo2Njanz/OZwNkb6eWTmz5JopSgbJT52q6vYVkWPWoPh/XD/GjyR4TUEJvCmwDhy5+ZmSEej1NuagPAMWsiz3VALNcpdPQJ8WzeVYCUhT5kULPkYixjG5LLAiRWdKbonBxismUZ0tAYslHCu3w5H/3oRwHwz+yAR/+S1S0eIFHd33vvvZePfOQjz+uYK9YFwzDOeidKmz88ttC1sTkLlEolstksHo8Hj8fDyMgIR44cYenSpZimye7du5mdncXr9XLRRRdVA9TPxk3XNGeAAUzT4tGdXhpe91HUYD0+h8SG5vlKanBmG0O0ksaHLMuYpkkxEMHRsZiI04OUSlEK+JmY8+65zDCpMjh9EoEGhR1HdnBTTgxDJmtK5J1p7ozfCYBf8fOpiz9VtSdIksTy5cvP+LHa2Ng8e17T95rqv1/VfhWFYoHJXZPcWbyT36d+zzfGvkG9s54eb0+1ohuPx4m1pPHjQEkryHPlW61uXoDKLQqkdIKyRNm9lPSIn1BnFjkmYdZb3BC5lYt+mqHut2KSa+ld78S4SryEFwMil7dWyeFSoDRXfI3H4zz11FOsX7/+OR+vXdF9aWFbF2xsThPDMI47QeN45PN5CoUCbrcbRVGor69nYGCAeDxOOp0mk8nQ3NxMqVTi0KFDDA0NEYlEzopPVSs/BsDu3UWUiz+Mu2M1GBrvXhfEqcz/XnB6GzsRs6aD6QSBiSEwTcreAFsPHMSQZQ5u3ISu6wQCAYxYABnoq1fxPp7jgrFFrM2J2dWtnYt4U9ObWOxdTLfazT8t/ydW1K4448dmY2NzZlkcXczqptV4vV5e7n05awNr0S2d7018j/HiOJ+OfRpLsigWizy49RF+69oOWMgGGB4JPTx/T9GDQmIEFCilvMzsXs/e7y1i9iciI3tdTz9RJYmJWEc5eHB+XWcE3eFHwuLaC7oX7OPdd9/9vI6x4tG1he5LA1vo2ticBpZlceDAAbZv337Km6NlWaTTaQzDqPrmvF4vuq4zNTVFOp2u+nHr6uqYmJggl8udlWgty7Iol0XY+kMPFXC1CCF6QeJ+Lm2fty2oxVnUzDBP0wtAaWYCktP4Bp5GlSAhyzxx0YUcrq0BoKd7EclhnZUehZ4EBEdk3h17DU3lOiwJ9DqVa2qu4WPdH+MdvnfQGek848dmY2NzdpAkiWg0ilbSeEfLO1AllYHCAF8d+SoZK8Osa7a67LSUZkbKUPKZJC91wVEv63poLoJMkchO6dT2LKecczDu6sYxIIEKuYtNfrhYzBmQR0aP3gmKflHVfdUl4gW8oUHF6ZR44oknntfx2RXdlxa20LWxOQ1isRj9/f1MT0+fdGJZuVzmySefZM+ePTidzgXfBQIBJiYmmJiYqHp1XS4X4XCYxsbGs7LfZX0rhnGYctliy94okuLAKGTYvLRjwXLB6W0M0YKGE6msoRSydOc0Nu89woVPiXix4Y4ONMvCqXgoHApjlKHOKR5qY/6Z+d+skbEcCyvTleO1sbE5PwiFQpTLZYJqkI2hjQCMloQQ3VazDb1FZ8YrrvufBR7gx2sfqgrbCoZfwpJBlSSslEmkQ3RPM2QL1w5hgUhcpXJf+1oApLExOCoJoSJ0L+gI0tfn5P++28Zff7SOkZER0un0cz62ijXLFrovDWyha2NzCnRd59ChQ0iShKIojIyMnDDLMZfLMTU1RTAYpKGhYcF3gUCATCZDOp1e0N7W7/cfI4qfK5alo+uHsCwTy9IoFr4DwE9+nCTv7gFAm+pn9epVC9YLxR7jCJ0AKLk07rJOx5veTqRQom3/ftZu205Ac+PONeGbWkq838AhgW+uevOZ1v9hp1cMO5aa5j16mqahKIqdqmBjc54RiUTwer0UCgUu819W/dwpOck6s/zK+Sv2B/YDYOoKk0bs2I3IEoZP3CP8soRp1uAORTB1ncGuV2NoLhyBEk1dYxiqA6lcRorNb6cidNvUOJs2BVAUiUsu8VFTo7Bv377nfGySJGFZli10XyLYQtfG5hQkEglmZ2epra0lGo0yNTVFPB4/7rLlchld14+baSnLMqqqkk6nn1Pm5amwLIvt2/+ZbO7j7N79txQKv8G0pikWPfzwh0kc9ULougux6oQSAKWcJTz5CEcQVV41m6K+bGH1LcZcvRqA9skknuSFBDK9eBwBkGDpOlGlLbp1BqURPtP+38xslMn3qtX9mZqaorm52e54ZmNznuHz+QiHw6TTaVwpF31qHy7JxTsb3lldZsY7g6mauEwX5ZnjZ4VXhK5Xhty0Qc0iUdUdSBcZmxRWqes77me6RhQG5NF5+0K6TjS0CM88yfoLxD1LUSSuvMr/vIRuBV3Xn/c2bM59bKFrY3MKYnMVBlVVcblcGIbB0NDQcau6p+q2U1dXR0NDA7J85i+9e+65h0DgSQDaOw6TSv8YgIcfrqdYtHA2CqHb7FkYkh4Zv5+s6SRGLVgWaj5NOFoHQOlVNzPW/TL2XfJhLBP89Qpr3xDggjcFqPWLyu0ht2jLuS66HqPNDXMT3OLxOIFAgMWLFz+vKCAbG5sXHkmSaGpqIpPJEAwGeXfdu/lM22doK7XR4xH3krctexs1bcK3XztWSzabPWY7hk/c67yyRHxQp6ZHCN2SYTAxvhjDUOiMDBC/XNyXpKN8uoXgIoq+NiRTo7dnfptXX+3n6aefft7Hd7qTi23Ob2yha2NzEkqlEpOTkwvybWtraxkbG2NmZuaY5U/VAU1V1bNSzQW49dZbKWnzItbjgaEhk9/eFgNJxlnXBcDi+oW/Hx29u1rNlYt5HCUNqWsRlmUxWW7lQPurSRTCADSsUDAtA4dHRk2I39ru2IOMzCvrXrlgu7lcjp6eHvx+/1k5Xhsbm7NLJBKhpqaGrq4uaqO1lLNlLMviE+s/wac3f5oPXvBBlq5cyoxrBsVU2LZt2zEFgEpF16dK5GYM8olmXNE6LEVF07z094uYsOClw5RbTaSJITTtYUwrC5JEvOUqii4Z1W2i6xaaZrFokYt0+vlVdCujazYvfmyha2NzEuLxOJlMZoHQrfhNBwcHj/F4FYvFP0gr20KhwM6d22lqWpjD+7X/mmL37r2o0WZkpxtTK7Cmp7n6vTM/SSC+u5q2oOZSBIsaLF9OLpcjOSyG9vxNEqHlOXRvitHRUSzLwjEndA+7h9kU3kS9s766XU3TcDqdhMPhs3zkNjY2Z4vKiExbWxv19fXk83n8fj8rWldwc+/NOGQHrcFWHq9/HE3WSKfTjI+PL9hGReiG56LGxraXCPUISxSmxeRELzMzbciKSfYak9yiPeQL/0E2+3EMc4p4y1WkA8IONTKosWtnAYCGxuwJLWSng8vlIp1OHyPMZ2dnmZ0VqRKGYZxylM7m3McWujY2JyEWiyHL8jFWg7o6MfN3cHCQUqlEKiUCzwuFwh+k0862bduoqwNVlSgUTP71X6b56ldm2LpVPBRcDYsA0GIDLO7rra4XnH6SWcIcQuRUOpKz+B1uahctIpVMk54QQtfbnWX9Nb1s3HgRgUCAfCqHkhEPiMPuEa6IXLFgfzKZDH6/3/bm2ticx0iSRFtbG06nk1AoRCAQoLGxccHk2ZAnBCocCh4C4ODBgzz99NPs2bMHXder1gW3CYEmhaAE9Qnhx1XzGbAkhodXAlBYY1JYJe6lpjlBJvP/EZd/zmirsFL1GAYDA0J4dnU6n5dP1+VyUSwWj7EvjI2NVcX66Ogohw4des6/YXNuYAtdG5sTUCwWicVixxVrDoeDaDTK/v37efjhh9mxYweappHL5Z5Tz/nnyyOPPEJbmxDYw8NlfvvbDL/4xfywXCU/l9lB6urqqp8Hp5/k8bmWv550ErlcwtfdQ21tLYVZMHWQnSaLV3fQ19dHbW0t9fX1GON5JGBGTVB0lunydi3Yn3w+T3Nz81nxItvY2LzwBAIBGhoajkmTUVWVkBziSPAIkiKRzWY5cuQIAwMDPPTQQ6TIA6AUobZNZbVHIS3lAGhVmpE1nVy2hnSqCRxgeUCJgZKrB0qUy1tIBksALMZgpVOMJHV2ORkaGnrOx+N0OtE0bYHQtSyLZDJZtTSk0+lqEcPm/MV+CtnYnIBEIkEul1sQBXY0gUAAt9uNaZpkMhkymQyapp2xim6hUOD73/8+//u//8vBozoGHY9HH32Utnbxu6Mjxw61uVqWAlBLet5aYRk4p3fzFKIVr2NGVDECGzfj9XopzQrB7qrRiUajVdFaX19PcEZMLtvm28di32KyqWy181sul0OSJNu2YGPzIkKWZdasWUNtbe2Czx0OByE5RFkpozaLe0YwGMTtdpPNZnn8qScoqmJkqCMvEVFl4nNCt01tI1AWI0OzI2uq2/Tfq1DztSh+32dxOq8HPEiWg2iizC1N4v7V1eVkdHTkOR+PqqrHdLssFosUCgUKhQKappFKpSgWiyeNIUskEuzcuZNSqfSc98Xm7PLCl55sbM4TTmRbOJqKmBsZGSGZTFIul8/YZLPPfvaz3HHHHQB87Wtf48orr+QTn/jEAr9w5bdHR0dpaxOV2uGRhRPiJKcHR10nAH1RFUwT9Y47cLqLjJQjlCUnvlIJs5RHsiC6ZBlerxctLoSzp85acEzhcJhSUviUHwnsoEfpI5/Ps3z5csbHxykUCnR0dCyIMLOxsTn/OV56isPhIKJGQIdR5yg3b76ZaDRKqVTioYceIpfL8ZBzH1frKwiNCsE4O1flDZteopafFCXiU93U9AYwTYnGxwvIpX4cmRrUyDvwuN8EVplY7i20uJJYlkUopJBIDD/vYyoUCv8/e+8dJllZ5u/fJ9Sp3F2d80xPjgwzzJAGJCggKEFBARF0BfWHaRdQd1Vcl1XBsKuiu4ZlJahfZcEIIkHCDDOkyTmn7p7OqbpyOuH3x1t1umu6JzQTmIFzX1df03XqxJqu93zO8z7P5yn6PZPJoCgK0WjUFrmZTGbMcT2ZTLJ582Y6OztxuVzMnj37qM/H4djjRHQdHMYgk8nQ19d3xDmmkiQRiUTQdf2YRHTT6TTPPfdc0bIlS5bwy1/+ctS6r776KoCdurC/rVjouuumI8kK+lA3cyY3oixbjva7R+GhP7N+93QASru7kAC3x4vH7ycTNcmEZcCitFEtimqrAwaujERSTrPev536XD2zZ89m1qxZLF68mPPPP5/58+e/JSkcDg4OJxaXy0W5Wg6A4TdIpVJIkoTH42HhwoVIkkSr2UuHLArH4pJOVhHRz5DlpwrxQJwhy/LN3+RfX/8a3eWiZkBZsxYASdKQZD8rtPNRTPAkhWBWlO6jPvdYLGa/TiaTGIZBLpcjHA6TyWTI5XIHLUjbtWsXfX191NbW2p0zHU4+HKHr4DAG6XSaTCZzxB293G43qVQKXdePicBraWnBNM1Ry1etWjVq2euvvw4MC93mSecUpQ0U0hYyHduZMWMG6osv2O/1lgunBE0T56xW16IoCpuXiTQGtSxDqNJf1MI3tUXYqq3yb8Gr+phUMon6euHk4PV6D5rq4eDg8PZDVVXKXULoxojhcrlIJkXEtry8nObmZgA2KCKfdm+ZyHlVTBduXDSpTQAYaprJgy2c3/kqKypLGfB7UNasKTpWvPFitvcblKSE0PUHokfV3UzTNCKRiO28kEwm7Rm8QiqarutFQretrY1EIoFhGAwMDBAKhQgEAhiGQU9Pz5s+F4fjhyN0HRzGoPAkf6Si1ePxkE6nsSzrmNiL7d69e8zlra2tRQN7JpNh9erVlJbKlJQomKbFzBkXMG3asLNCQeiWmWFmaxrK3n1Yqkrd5VHC5SKaYtUJwesOlWMZEttf7wLA15ShvLy86BzSO8IAvB7cQDPN1NXV4fV6j/qaHRwcTj1UVaXSLfJ2I1aEhoYGwuGw/f6UKVOQkOhSwuyRu9mgC6eE8mANlgQhKYhkGCBBsmM5MxK7ccsxVkypp6VnPyQS9r4amibw89U5/AkxBk5oUo4qiurxeEilUrYwD4fDuN1uJEnCMAx7LC/k38bjcXbt2kV/fz+JRIJUKmWPfYFAgL6+Pqet8EmII3QdHMagMLAdqWgtCN1jxZ49ew56Xl1dXfbr1157jUwmQ02NEOSDgwZnnXUes2YJcSupmi10P3/j+3C9+BIA8mmT6A+VY0kyXq+XZJfoRuSuqKJzW4JMUsdfplE5yVuUE2zlDHI94qawxbeH2Z7Zo6qwHRwc3lnU+esA6E31UlFZUTQb5fV6aappAGCJtoVMNkMwGGTRBaehl0hISHjynXgNb4DclIVs908DSWJHbTmJvz9HImcykDIoLy/nT7sU3HGxwZzpGu0jWgaPF6/XSyqVIh6Po+s68Xgct9uN2+0mmUyiKAqSJNkR3b6+Pvr7++nr6yORSJDL5WyrNZ/PRzKZLEqFcDg5cISug8MYZDKZcUVmXS4X2Wz2mDWLOFhEF2Dv3r3c+6eV3PD/dnL3jx4EoKpKCN14XDRpuPrqq1EUBe/kRchuH34yLJ5UjfLGGwAEZ6u00ghAWWkp6aFBQMJdXs2+1UMAzH5XLWVloaIijGxXAkyLISXGoCvCeY3njYr4Ojg4vLNormhGkzUyRoaIFEHTtCIXgqlzphMMBHG5XHi9XhYuXIiqqughIUFq3PmW47UTKZ/URKZpGjFVRIn3bljLp5/s5fNP99EW1fGUN7ByowgqTJjsprOz5U2fd2G8jkajxGIx0uk0Ho8HTdOIxWK43W5UVbWFcFtbGy6Xi6GhIbupRIGCXZkjdE8+HKHr4DAGb8YP1+PxHLN2tweL6AL827/9GysGNHR3CdXX/StqaQ3V+YiurjbwuWf6iPnq+O1vf8u8Kz8BwCUzylFXrULKZDBraih3b6cNkVfrQURffJWVGEkfke40qktm3oUTmTZtWlG+b65D9LLf5WnjjJozWLxwsVN05uDwDmfWjFlMLxOFrfsz+/H7/XY6AIDf7+f8d53PxRdfzCWXXGLPEuXKhAQ5JzQfdyoEEnR2tDNZ6qWzScxEDXpl3t3+AgsGVvKXbTEaGxt58OU0nrSBrEoYxtajOnev10tfXx89PT12R0e3220LXZfLRSKRoL+/n6GhIerq6kTXyKGhUTUcLpdrlAB2eOtxhK7DKUksFkPX9eO6//G6J1RXVx8T79hoNEpvb+9B30/oEq5QLQCKr5TKq79sR3Sj2jS64wa/3hCjoXkyAx4xpXhekwd12XIArHMW4E520kk+5SA2BECwtpHEfjENN/v0CmL/tx3zjx1Y2RE5we0iWrHL08q7Gt9V1CHJwcHhnYksy8wonwHAzvBOKioqSCaTJBIJurq66OjooLu7uyjtCrAjut4hiVr5dIJDM6gKiTEr6LaQciqWJDEls4uzhtbQt20jFROmsWSfTmhApBPUlu8jlf4/YvG7icW/hm60jOvcfT4fsViMjo4O22XH4/FQX19PIBDA5XKRSqXYt28fqqqiaRqmaRbl547cV29vL6+99prTUe0kwhG6DqcclmWxffv242blksvlyGQyb5mIO1Q0F0CrFe189dgAlqHjrp/JtFkiB27vUCj/r84v10bJGlDjV5iSHkDZtg1LkvDN8tFHOTk0FEUh090BgK+ynmSXQrkiMWlfhMyuITJ7I0Se3mcfu2u3qJxu8/dwefPlx/rSHRwcTlFmlovui9sHtxMKhdB1ncHBQRoaGpg0aRJz5sxBVdWi/N1cuYzhFl3TJnlVPOka6v1iP0EpTe28hUiWhSu/zbzIJiK1i0jpEN4j0hdmzIuTyfwJw9iFYewml106rvMuFKRFo9EiO8nC7Jymaei6Tm9vr90sw+PxEA6HR0V0g8EghmEQDofZt28f8Xh8XOficHxwhK7DKUculyMajRYZfb8ZstnsmBZemUzmmHY4Gy9jWYiNxF0npggzbZtI7RM+k83TRXS2JzncpGFpq7gRXF2VxfODHwBgzplDwGqjAxERDoVCxLuFlZgl1YIlMa3UBYaFq07YhCVWdNP9n6tp+d4rhCIignHN+R+mPlB/TK7XwcHh1KcQ0d0xuINAIIDf72fy5MmcfvrpnHbaadTW1uJyucjlRvh8KxKJ2WKcnZgRHaxyMdkWmaHTUJNZlAABAABJREFU53LZ5n1cuLUVFJXqbD/JNGi101i5JoVkWciyyLNVpWYATGN83rqyLONyufD7/WM2B1JVlaGhITRNs9O0ysvLqaysHJW2Jcsy1dXV1NbWEo/H6ejoGNe5OBwfHKHrcMqRyWTIZDJH3YN8y5YtY/oeFoTuWxHRXb16NQ8++GDRsjPOOMP+XZbhQ+/L8vHZj3LTope5dqEQuDLCjH0wHWJi6fDge3Gzl2v+9r/IXV2YFRVkb7uVQHgr7YjpQVcui6nnUD1e0tFSAMo0MSyUXDoR/7liPb0/hRoWXpO6bHDJaU4018HBYZhCjm5vqpeUkqJpShMzZsywxaOmaWiaVix0gdRkFT0g4TKg2S2TGjLtroqDiQRS0wQ0w6S+Qox1iwdWUfH+O1i2x6IkKtLXvJlKZm8WubpKavu4z722tpaKioox31NVlfr6eqqqqoqWlZaWHnKf5eXltLa2FuUqO7w1OELX4ZSj4HEbjUZto+/xks1mGRwcJBqNjvmeZVmHbP17PMjlcvzbv/3bKB/GT3/607bzwXsvD/KRc9dzQePrXP2uAa5f3INbMQhqQvQPpsu4fIqPT5we5EOz/HymMUmubT+7p05l6XXXsrq1hc3RAPvzQje2awsATWedR7zLQgFcaXHz0JqChN4/mbIPT2fHZRGeCb0CgHtO+TFzl3BwcHh74Hf5mRCcAMBlf7qMz639nAjR5nG5XKMjugCyRHKGiOo2aTKpsGEL3XA4jDFDRIonr1oPQG22k8rSMrbUf4BpexPUd6VZuG4nvqRwecjJCdTkwWsc3gw+n2/cY14gECCVSpEY4QPs8NbgCF2HU45CxDWdTh+xd20sFiuK3iaTSVKpFIODg2Pu/80K6KPh5ZdfHhVh/sQnPsGiRYs477zzALjmg8LKqysuGjzIrODCCWlkySJnKsSyAU6r0bhyup8rGg1eXL2aJz74AdYsWkhfNEpndw9PczF9iFwzomH81bVUTDsbPSURVA1kJLJ+AyWoIaky/oU1/HDo5/yk7ne8+oE2am+Ye+I+FAcHh1OGaWXDjWr6U/3sHdprv5YkiUAgMGY73XSTgiVDiSIRNCVK/CEAhoaG0GeISHHJUJTKWBIkiYVD68iecRP9kUpm7Yrjzpr0TbkdAEOVqGz93XG8yiNDkiQsyzqm/uoObw5H6DqccmQyGWRZtsXuWO+vXbuWrq4uW7Du37+fzZs328UByWSSdDpNPB4v8nsE0f3mrbDM+uMf/1j0eu7cuXzmM58B4Mtf/jKf/v8uZepkhazh4rHtnwAkDGMXN81pAyCaKeOMOi+1fgWArq4uClcWBGbNmsXCygzu/FIpl0WxTGa892pineJzUvyio9FWbQ+GKSLL/al+2mJtSEi8/4xrkFRn2HBwcBjNpRMvRZWGx859kX1F7/v9/tERXcBySaQbxLjVpElokh9FUTAMg+iECfZ6zX1i5mpmbBsaBs+aZ2FaEvflPkL3hGtRLJHbG+x+mqlvfAVX6vgULB8pkiTZtSTd3d1jinyH449zx3I45Sh0rzEMY8yCtKGhIdra2li1ahU7d+4km83S1dVFf38/e/fuxbIsksmkPQiNnFqyLIuhoSHcbveJvCRaW1tHFaHdcMMNmOZeMpln8AfWc8ONYvnK7jM4t3kWqioiq5b+FADVgWq+dn6ZPcWWyKdlzF+7josXLWLq1KmcY61ldu8rqNFB3L3tzHjv1ZTUNRDtEukKAZe4Ca1Xt/Fi24sAbOjdAMDUsqkEtGPjE+zg4PD24/2T38/Kj67k2mnXAtASbSl63+v1HnS2LN0sBHKjS8YaMgkawtEgbamYzROxJImKUAW+TBZVspi/7ym+vlxmXv+9PGBcxcrONKiiCU7Sq1Dat5KmLT89Tld6ZGiaRiQSIZPJsHfv3qLWyA4nDkfoOpxyxONx2xFhLKEbDoeRJImSkhL27dvHvn37iMVi1NfX09raSn9/P+FwGJ/Ph2maRcUCmUyGZDI5yjbmePO3v/2t6HVpaSkXX3wG8cS/k0o/TCr1CyxzDzlTYWP/xbxnkheXS6QzmOZ+AGS5smgfiXxaRkBVserqSO5ZzxMrDHYPlOLt2Mv00+dTO3e+WLdfRG/rLGHkvsvTxp92/wmADX1C6J5edfpxuHIHB4e3Ey7FxaSSScDoiO7IAt+smaUt1Tb8ukYmIVlossTEDbotdHNdCTJf+hLpb30T/f3vZ1anaMhwJl34Nv6F9o2vAbBq3U4ibcLne//0qwEo6V2JZAzP2GmJThq2/g+B/vXH+KrHRtM04vE4kUiEoaGhUbOHDicGR+g6nFLouk4qlbI71hxYTGaaJj09Pfh8PoLBIJlMhr6+PmRZtgu6CsLX7XYjSVLRPlKpFJlM5oRHdLds2VL0+n3vex+m9VcggyRVoihzWbr/PXz7jS9x4aRZqLKE5lqMLDfY28jycCtey7JI5KfJvJOaGdizk1V//DORnAe/2+T0G/+BiedeCEA2aZJNWLglkxpDFIHs9LayonMFQ+khR+g6ODiMi+bSZmB0RNftdiPLMvFcnPv23sc39nyDddF14k1JYk9I5LWqBgQsIXQzgwmssjKsSZMwZ82kMp6jMqajyDIfXDCH+MYXqMj0MXvHX4l3CyGZcktkvNUoRpqSvtUAVLb8lTlLP0HtnsdoXv89OAF1GG63m2w2S39/P9Fo1HFgeItwhK7DKUXBccHlcuHxeEY5L8RiMeLxuO3DWFVVRXt7u92xrLKyku7ubrunudfrZXBw0N5HMplE1/UTnqO7e/fuotdnndVMNitSB3y+z5GR7+Y3266hM9HAwjohwiXJQ8D/7yiKaCBR+Bcgk0phyDKSaSJNn872v/0RC5gW7Of8D19D2YRJ9rqFaG6lXwzC2sQSGiqb0C2d51qeY3P/ZsARug4ODkdGc0kzAK3RVkxr2Kv8d3t/xw8iP+Bf9/wrLekWAJaFl9nvZ0MyezJifU9AeHankymkjBifM4Ey/v7eT7J//rsxFBeTqsqpkdNc1fEXNCtHJpqf6YvsYqj2fABCXa+gJbtp2vLfyKZIzXKnevDEW4/fB5BH0zQymYwoqtN1YrHYcT+mw2gcoetwSlHw0HW5XPYgMnI6KBKJFHngut1upk6dit8vmh9omugGlkgk7J7m6XTaLpBIJpMn3FZsaGhoVH/0GTO3AwaqOh+XOoedA+L8JpaqeEYUg8lyCQH/twgG7selnmkvT+WFszeVYsfereTSaarccS44TSNTv8her7u7m3CHSP+YpAoB7V9Uw3ub3wvAAxsfIGtmKXWX2jcvBwcHh0PREGxAlVVSeoqehHCS6U/18+C2Bxk0BwnrYTyyiNhujG8kYYg6CZdPYkvaZJ3fQpop0qjiUhp3p4GhGyx/YQXR0kF0LYkRmgzAx849g6CkE3cFWc0CAAyjh97yswEI9bxG45afIZs5YhXziVSJcbKkd+Uhr8GyLHL6RizrzUdhFUWx2wUHAgESicSYTYocji/jvqPv37+f9vZ2+/XKlSu54447eOCBB47piTk4jEUmk8E0TRRFQdO0Uc4L0Wh0VDT2QP/D6upqGhoakCQJl8tFNpu1xXKhA86J5MBo7uzZfjRNpAt4PDcBsHNQpCFMrxjdrU2SFBSlvug6C0LXJcFgyx4UyeT9DTsYbL7SXseyLNF4oydDmSJRgY+cYuCdV2kL3d6U8KOcXzXf8c51cHA4Ilyyi6ZgEwD7oiJP97Edj6GbOhPcE7gpdBP/PuXfaXQ3YlgGqyMivUDzCUkykLXw+kWqWVxK4+4y2LS8jaQ1HBAwA+VMK1nIJ+d8hVJXFdmpZ/K6JMSt5s+ye3+SjLcaNRejrFt4gLfP+hSRarFOae+KQ15DKv0IicS3Sad/f9SfRzKZpLS0dFRgxuHEMG6he9NNN7FkyRJARIMuvfRSVq5cyde+9jW++c1vHvMTdHAYSTqdtgWXqqroul4kdLPZLIqiHHIfsizbObgFA/NsNmtPLZ3o/NwDhe5nPlubP7fzUZVmAHblI7rTyw8jwk0Tee06Eu2i9WQ6J6K151S2EfJZDNWeZ6+aTqdB14gN6UzQxGdqTHUju1UmlEzg47M/zuyK2VzefDlfWPCFo75OBweHdw6FGaCWSAtpPc3jOx4H4AN1H+A05TRq3DWcXSpE5+uR17EsC5dPjEO5pInXK1IXEmSw+nT6evsBKJXFct1jMr/iPbgVHxN888hV1DGULSWTcyMpMNi+hO1n3kukUkR5e2supINaotVnARAY2ISsjx2tNc0hstlnAMhk/zbmOkdKISDj8/nI5XJjCl3TNOnr6zvqtvbHi3Q6zcaNG0/Z1ItxC93Nmzdz1lniD+Xxxx9n7ty5vPbaa/zud7/jkUceOdbn5+BQRCKRGCVkxyt0RyLLsh3ZTKVSdu7uiWTPnj327xWVCrNmWYDE0vYreXJngg09GfaG80J3jIjuSNSnnsLzgx+QUPJf7XSKUr/MovJ2hurehaUOX9v2V4boesmHN+ejId/2t/bc4TzfL535JR678jH+48L/sPvYOzg4OBwJk0pFHcCvt/6a6568jsH0IHX+Ot494d3ourAzPCd0DjIy2xPbeWrvU/SFOwHIJi27WNiSLPRsmpw2BMCsCRNx6SaWbDAgCeHVHYnT17oDC5nN/acB4Kvupjf7P6yZk+DR6n9i5ldf5tJLL+X6z3yVIbkc2dIp6VtTdM6WZZLTN5FMDc9Qjyz4fTNUVVXR1NQ0ZmCmQGtrKytWrGD58uVFM+YnA7lcji1bttDS0nLKFtONW+jmcjk74vXCCy9w9dXCxmPmzJl0dXUd27NzOGVoa2sbs8vYsSYajRalFiiKYjeBAJHaMB6hC2IKP5vNkkqlivJ7TxQjhe7cOUKIRrJNPLTBx682xPjmsjBZEwIuibrAoa9N2SQKx6LV+c5p2TQXVu5ClS0GGi+119MzFsk2cZ1VmoFLktB94J9eOXqnDg4ODuPkwsYLcStuOuIdtMXaqPBU8O+L/52ATxQKW5ZFlVbFZSWXAfB09mnq51YDFligp8HtEuNhrxzBUIVAnNJaS60kxrcuOYyJRYNayqM//QEAb/SIotnKOYPIWguWNcjvnvkt4Yhw19m2bRsPvya0Sqj71aJzzmSfJpH4Frq+2l5mmkd3X5NlueielE6naWtrs91+wuEwO3fuxOv1kkwmT6qoaSwWY/369bS2tqLruv2AcqoxbqE7Z84cfvGLX7B8+XKef/55Lr/8cgA6OzupqKg45ifocPKSzWYxDIPe3l42bdrEvn37Dr/RUVCwFhspRDVNswcMwzDQdX3cQldRFJLJJMlkEsuyTmguqmVZRUJ3dl7o7h0S0ZCpZS7ywVZmVWmHPjfDINeyj+11lUTzD6Mhl85UbyfJkqnE8lN4AP17siimyoCvk+lN+YWzgkiyk4fr4OBw9JxRcwYvfvhF7jn3Hu4++27+du3fOLf+XLxer50yBnCudC4zAjNIGSleSLyAK5+nm0takBXj2C6lG4ByTynelEK9KWwQV6q7+bX7Zcoqy1jaWMddK39DR0cDuRzII24DHm9xse+ftwnBVtrzGpjD4s0wWgDhYOP1fja/NIVlHZs2vpIk0dvby7p169i8eTP9/f1s2bKFTCZDKBRC07STJmqq6zrr16+no6ODhoYGZFk+ZYXuuD2Uvve97/HBD36Q//iP/+DjH/84p58unp6efPJJO6XB4e2PYRisXbvWzjcq+NXGYjGCweBxOWbBWmzk/t1uN6lUilwuh2mamKZpN5M4UlwuF4lEAl3Xx73t0dLR0VHUmW3uHDGwr+1pBuALZ5XiVSVWdKRZVH/olAqrtZU19eV0T5+NJUlIuSzn+9cjSdA++9MgDT/Xdu9IARJdFRsJDVwFgHd+1bG9OAcHh3c0pe5Srpt+XdEyn8+Hx+MhnU6jqiqKpPCpWZ/iS6u+xNN7n+YLpe8hkswy0JLBSrnBC+2KEKr1qVIAKjO9SKqFJUnoGLT7daYpKpd2bmDQX8GGJo1F84bb7U6eXDxL9+p+g96ERbU/TnBgA7GqhQBY+eitW7sCTXsXqdTDQArTHERR6o/683C73bS3t1NaWmrbXBaaGYGoOzlZ8nRzuRzJZJLKykpUVUWSpFNW6I47onvRRRfR399Pf38/Dz30kL3805/+NL/4xS+O6cm9WX72s58xadIkPB4PCxcuZPny5W/1Kb3tGBgYoLe31/6iNjU1kUql6O/vP27HLFSsjozoulwue7mu6xiGMe6IrqZpJBKJt6T178svv2z/7vFITJ0mjr89PImAJlEfVKjwKbxvmp9q/6Gvq3X5S/Q1NKKXlINlMTXbxqxAN9HKhcSqhi3FEgMG6X4JQzIoqzKQgGwAgg1lx+UaHRwcHAqoqkogECCTyZBIJPD7/Vww6QKaS5pJ6klSHjF137kuh2IUj8f1uTL0gISrTuKiF9/Am6wDIKZkeSghIsSTIx38bVUDpgGRVmErOWmSuGc0NLr43aMT+OSnynlih1g/lHdkADDzrg6yXJH/tzy//Nik5ZWVlVFZWUkoFKK2tpZsNkt9fb1taVlwATIM45gc72gwDAPDMOxzk2X5pBHh4+VNGYYqikJZWfFNsbm5mep8XuBbyWOPPcYdd9zB3Xffzbp163jXu97FFVdcQVtb2+E3djgiLMuio6MDSZKorKykrq7O7jy2f//+Y/4lNU3TTuK3LKvI59btdpPL5Uin0/YXc7xCV1VVcrkcqVTqhBeivfTSS/bvM2a4URSJjFHGYLqcGRUa8hGmUexf9RotPfvJlYoc29nTJ/OR4HPIEnRNu9lez7IsWt8Qg9Xe8vXMcDcDoFX67CpnBwcHh+NJKBQik8kQi8WorKzE6/XyoekfAqDFGHahcWVFBFe1ZKYZdTSa5cTnujBnz6Ay3IErKcasqJRkvypm+iZFe9jaN41ffSNIx6vCwWbiRA1Zhk9/upzqapWrri7hiV0iOhnqegUsA8uy7HxcSRICV5aEzpEy+5n+6j9R0fbMUV23qqq2p7vb7aaqqqrofla4F2Wz2YPt4oSh67pt5Qni3E5Va7Q3JXT/8Ic/cP3113POOedwxhlnFP281fzwhz/ktttu45Of/CSzZs3i/vvvp6mpiZ///Odv9am9bYhGo3R1dY162AkGg8RisaKp+GNBe3s7GzduHPNpUpJEy8h0On1UEd2Cl+6JjOj29/ezceNG+/Vp84TIbo8LI/SZlaPTKDLxGBse+xXRZ/6LuS9+FG90D/tXv86eJc9hKiqmVwyi840NyGaWROk04hXz7O3DrTrRTgNTNlg54SmmWBMACDSEHJ9cBweHE4Lf7yeXy6GqKjU1NQBcPeVqVEllj7IVAJdHonKKm7kzZ3Nz5gIuzM3GCCmkG2Ss6moyP/hPhpIi+huT0pi+CiRPKRPOu5PnTvsgJUoj2ZiLXAY0TeK9lwc57zwxPnq9Mj0+lRRutMwAgYHNWCQAIeQKkVwp/68nsprg4CYmbLofd3z/cftcCs4Mhfzlt5IDA0eKoozpGHEqMG6h+5Of/IRPfOITVFdXs27dOs466ywqKirYu3cvV1xxxfE4xyMmm82yZs0aLrvssqLll112Ga+99tqY22QyGaLRaNGPw6GJRqNkMplREcBCdHW8Qtc0zUM6NgwMDLB//376+/sP2pq34INrmua4O5u5XK7DimTTDBNPfIts7o1x7ftQLF261G497PdLfOADIQBWd88EYGbFaPeHPUueI9y6l7Wb+ujpS1Kx4j/Zt+wFACoNFSSJUMDPpI4/AdA7+UOQF7CpIYN9r4iHhZ31rxPzDFKdEQO5WulEcx0cHE4MpaWlzJw5k7PPPpu6OpF+UOYpY1HtIrbUvIr3+m4+9p3zeNc1cznz3LMhJB76W+qitO0XQtOqqiKpiPtGUsowu3Eu6rn/hBKso8bl5SvnfZkG33SSAyJ48cUvihoEwxBj7oJFPtamGgEo73zJzs+VpCCSJMZeW/DmhO2ZbOaYsOknMKLt/LHkZBO6I4uzFUUhm82ekp3dxi10f/azn/HAAw/w3//932iaxj//8z/z/PPP84//+I9EIpHjcY5HTH9/P4Zh2E+IBWpqauju7h5zm+985zuUlpbaP01NTWOu5zBMLBY7qCCUJGnc9ihDQ0Ps2rVrzGmRXC7H4OCg3S98rGKxgmvCm02ZkCTpsAI5m30RXd9EJvPEmzrGWLz66rC1zU0fLSMUkkGq58W2RUjAlLLiax1qa6F326bCWfNM5wyW7nBj6jo1coxciYiwzzY24cqESfsbCNdfhGVZDO3Pse3pBLmUhbdc4tX6JwHwJ8RNQC0/sSkbDg4O71yCwSBz586lvLy8aPlFTReBZLE8+zwer0ZzczMTJ06k4dNnoH1kIs0XzCq691ROdiGbYty+7ozL8JQ2YqYj7I53I0syE/yzyEWGH+IjEYNf/q8QtIsWeXm+U6Q7hLqWYRqiC2QhbQFAlgo5umF7WUn/GvyDm4/hpzFMwdf9ZBC6BxaeqapqOxudaoxb6La1tbF48WIAvF6vLWpuueUWHn300WN7dm+SA6dgD2UZ9dWvfpVIJGL/7N9//KYl3i4MDg4edIrf4/EwMDAw5nsHoxAFHmtaJB6Pk0qlaGhoIB6P4/P5Rq1TKCY7mi9gIBAgFAod/Bx1ITANow3LOvonWsuy2LpVTNFVVCh88IMiFy2s34RhKVR4ZSQzZ0d8Afa98iIAM8uGKNOSxHQ3e93T0P1BZqQi9OQf8OalXsVCpmX+v2DJLva8nGL7s0myCQtvSMZ1fjc5JUNIC0G+EYVa4UR0HRwc3louaroIgHW96xhKD/FG1xt88rlP8kr8DapPn0AoFEKWZTuocfY5Z5NNiPtGVBKzVakVP6enV4zXbrWUVN/wQ/zatefz3HMxTNNiyhQ3r3cnyGkhXNkI7uhaYLgQDYZTF3KKCMLEKoTLlH9o+/H6CACOS45uJBKht7f3iNc/MHBUiDafikJ33PZitbW1DAwMMHHiRCZOnMgbb7zB6aefzr59+4puym8FlZWVKIoyKnrb29s7KspbwO12n/BK+1OZdDpNMpk8aNGWx+MhFouNq8NYQeimUilKS4XgSyQSmKZJPB5H13U8Hg/Nzc1jbq+qKslk8qiegg+MLIzEstIYxs7C2WKa3UdtNdPf328/EFx6aQBNk9D1ieyPzwWizHSHee65FcydO5dJkyZhWSaxbmFyfm7ZbuT6IH/x3UpLPANYLKtoxFBVKsw4NXI/XdM/RqJ8Lqkhg/5dOZCgbq5G/Xw3y/tF553TPLOxcibIoJQ53wEHB4e3loZAA9PKprErvIsvvPQFNvZvxLRMtoe383Tt06iqagtdRVEoKSmhpCRI0soQk1L06FF84b3MN3WYfClBtZTwrlJqT59IWf01+Dy7mFnRwN7dOlOnuyir6GWw4T3U7PsT3sHXoGY4XQGGi9EymkzGV0esYj7BgQ14o3uP6+dwrCK6yWSSSCSCYRjs2LEDRVEoLy8/aArgSA4UuoqivHMiuu9+97v561//CsBtt93GnXfeyaWXXsoNN9zABz/4wWN+guNB0zQWLlzI888/X7T8+eeft6PQDmMTj8dZt27dYaf/U6kUmUzmoCLW6/WSSqXGladb8OsbWWzW2dnJ2rVr6e3tPWxxWcF8PJFIHJeCKl3fCgx/LobZetT73LZtm/37ey8X02cB/3vpSYhocX3e5qajowOATCyKqeeQJYmQlsKsmUW2pBB5kIj5/ai5HPPOv4xNlz5O14x/AKB3h4gMlDWpTDzHi8sjM5AR+y4UoikhD5LypupSHRwcHI4pl04UHRzX963HtEy8qpdIJsIvN/4SRVHsKfQC9RNEnm1USrE158GUFKyUSE/wqX4wXPzh+ak8t7sS//5dXH/mPMy+EADNkzJ0TroeQ/HYFmKyNBzRLYjerCYTD80gWTJF7Dc63OTnWHMsvXRbWlp4/fXXWbVqFel0mmg0OmaK6VizqQcKWkVRTpr84fEy7oju3XffTUOD6P18++23U15eziuvvMJVV131lhejAdx1113ccsstLFq0iHPPPZcHHniAtrY2br/99rf61E4KCi0GD4xwF74A6XTatj852PaGYRz0iVBRFEzTJJFIjOqUNzg4SCwWY+LEiUXLC40gRhYCZjIZ2tvbKS8vHzNdYSQul4tYLEYymRy348KhyOkbSSUfsIu5ChhGK7jOPap9F4Tu7Nlumpo0slkoLTmP7ngGCQtvTgxGhafx5KAQpwGfhCxB1NNAd6uYuaiXZQaSSRZ2dxOoqKAwDJmmJaK5QNWM4cK2mCnSjRp1Yb2jVjj5uQ4ODicHn5jzCRoDjUQyESaUiIfxz734Of7ftv/HDVNvsCOLBXyl4n7VRhJvRqJ3+sVU96zG0jNIqhufUkJNfIiBl/6GP573yQ2XAwlOn+ehM2ZQO/lDZDRRt+CLD2Hmh0RJComOxLJEtKyZVIlwxPHEW8E0ituvHSNUVX3TzkVDQ0OUlpYiSRLpdJrOzk7KysooKSkBYP/+/YTD4aJ7cyQSYceOHZx++ulFs9vZbLboflrIHz4VI7rjFrpTp06lq6vL9sy9/vrruf766xkYGKC6uvotNzq+4YYbGBgY4Jvf/CZdXV3MnTuXp59+epS4eqfS09NDS0sLJSUlRa4JsViMeDxONps9pNCNx+OHjZoqikI8Hh+1vLu7m0gkMur/IpVKIUkSkUjEzqfO5XL2l/NwndYKuUMjza2PFtMcIpn8CZYVBatwXbMwjG1C6B4l27eLHK9LLxPX1tpaRXWVl55EknIpiZRvS2maJpFIhOSgaMQR8gjhuiNXi2maBINBztm4EXXFSnLXf5iRQ1B6a5b3uBRyLiBskphokdN1kogWkzUFxwUnP9fBweEkwaN6uGrKVfZry7KYVzmPjf0bWd61nBqlpljo5gMhOXcaL9Ay+1qCX/0onj8O4MaNTy2hIjtEWWY4kJLs8aHnLKprVFpbttI9+wbSA88CMHHb48Qby+mb9EEkC7ScRVaTiJdWkvXVYiheFCOFJ9FGOjjpmF+/qqq2Z/x4Ziij0SgbNmygsbGRyZMnMzAwQDwep7Gx0V7H6/XS1dXF5MmT7XtlLpcjFosRi8WKhG4mkxnzfnoqCt1xq4KD5eHG4/ETbrZ/MD772c/S0tJCJpNhzZo1XHDBBW/1KZ0UWJZFT08PfX199PT0FC0fGBggk8kcNgk+HA4f9v/Z7XaPsmnL5XJ0d3eTSqVGPQylUin8fj/pdLqopbCmaVRXVx82Slt40nwzHroHI5n6Hywriiw3oCjTUORJeNxXA6Ig7WgpCN1Fi4TI1HPzAehJGNTKxZ/d4OAgqXxEt0IV0djdERGhbWxsRGnvQALMA3KY3XsN3LJEQJYI7DbQekwymQxxxENIWTIAOI4LDg4OJy+SJPHuCe8GYFnHMlwuV9E9pBCYyZppZM0iGbYYaLWgUghgv1qCZQ4ioaPLHgaSaUxdpm2vSBMLtDyD6fKTygd+3BmT+u0PoWQjlPStwpcUwi4e8IEk21Hd45WnW7C7HK+gzGazhMNhNm/ezKZNm2hvb8flchWJ5WAwSDQaLXJG0nWdWCw26p6dzWbHnLl9W6cu3HXXXYD4o/vGN75RNJ1sGAYrVqxg/vz5x/wEHY4dhcR0t9tNa2srDQ0NuFwu0um0XfR1qM4nhXa/hxO6LpfLTnEoCM9IJEIsFsPr9ZLL5ezlpinEl8/nI5PJ2N3JDpw2ORJM0zyiJPvDYVlpdH0NAH7fnSiKmD4zrXj+/T4sK4kkHTql4mD09/fT19dHba1KXZ0LXbeoq7uAjGExmDJZ4BKDUCHfeXBwEHc+olsp9xPDR19M/D811NQgFYovaxtx9RtIOUiVS/iTFigSugZqFtwdBqWGyZd6buSfG39EaY94enfVHTyCf7JiGMYpOeA6nDq4XK5jmgrl8Oa5oPEC7l97Pyu7V3LjlBuLhK7X6803DjKpmm3Rs16i5bU0FWUqtYBPLbXXlZU6UpoB5NB6S2BGAs/0XhL992O5RF7sH7t/wsWe/6Fu52/QUj3oQYOhkAvDEsGhVMlkAuEteKN7CTe8R6QwiJ0fk2st5Ohms9kx7TQPRuHeXVZWxr59+9B13fYoLlDwuo/H43bhd+G+39vby+TJk+11c7ncmBHdU3HcPWJVsG7dOkBE/zZt2oSmDef8aZrG6aefzpe+9KVjf4YOx4xoNEoqlaKuro7u7m4GBwepqamxHQ80TTuk0I1GoySTyUPacIH4MhWcFwpP2+Fw2H5CzOVytljO5XK2q0LBYqzQ8nc8aQiFdIdjIXRNs+CZ6LFFLoAsBZCkCixrAN3YgyI3oRs7calnjppi2rFjBz/+8Y9Jp9PcfvvtnHXWWfZ7q1evBmD+fBFB2LUrx1lnTqUrYeAlR60shO7UqVPZtGkTg4ODlAwOYCoquDW2STPAEm00fZEokmFg+UupWOFFzv//GdUSJfmPLzHPRenqHJ42Ha+uIFHNF7o/gpqUkDQZ96RSThUsy6K7u5uhoaG3+lQc3gGEQiFqa2udroFvMVNDU6n319OZ6GRvbi9VRpX9niRJ+Hw+EokE/iYdzz4P6YjJYNig1qvgd1Xa62pKPXKJCsldpPN5uv76NDlEQ6lE92xiqXrWG1dz1b5vYyERVcS9yjRF04hkPqIb6n4NydSpbnmSRNksdp77g1H1HG+GQnH14dIID6QwG+v3+w+5nSRJJJNJ+3UhchyJREgmk/h8PtvL98B78KnaBviIVcGSJUsA+MQnPsGPf/xjO3/S4dRhcHAQSZJQVRXLsuw/9oKVl6ZpY+bWFohGo1iWdVgBWhDMBaFrGAbd3d2UlJSQTqeL0iMKQtfn89kJ9IUOZ+N5mi1Epo/F36WVNweX5bJR77nU08jmlpLLvkba7MQwtuH1fAK3e7gQ0zRNvv71r7Nv3z5AeDU/8cQTBAIiVeC5554D4PT5YgDt7S1DURS6ognere3CJZkEAgGamprYunUruVyOVDZHesI0/uSZjx9RIVtXV4fcIazC5GnnIGdEOrEElPeaSJJERoH0RJXghhxyjvy7cE5ctAV2TytDUk8dx4WCyK2urrb/ZhwcjjWF8bHgO3pgZMzhxCJJEu9qfBeP7XiMDYkNXKRfVPR+QeimsylO+2Al0S4dNmUhCX41ZK8nq/VMGWonpUK8y0/Pugq0kixa3CJlfor+XbMAiGmijkTCQpbrgCimIewdE+VzAfDGW/HGRb1GcGA9/vBWEuVzjvpaC8V2YwnKSCSC3+8fM6CTSqWOaAZC07SiQEEul0PTNFKpFLFYDJ/PZ9+DDzyOoijHzBHiRDLu8NfDDz98PM7D4RgzMDCAZVlUVoqnWcMw6Ovrs8WWy+Wy/9jD4TCapuFyuQ5a7WlZFr29vaPa/o5FIWe28EUdGhpiaGiIqqoqUqlU0dRHQeiqqookSWSzWbvH9nhyvl0uF9Fo9JhMNZpmwWZmtLeuS7uAbG4p2dwyyPsbpDN/QdPeY7eN3Llzpy1yQQxO9957L2eddRYLFy6021EXIrrl5cLBobttL1VyAl1SOeuss1AUhdraWjo6OkjXTcD0iKf0hCU+l7q6OqQNGwFQa8Xgm25W0Np0FFMIwFyFDLJEpl7B2yqm2NJSFo8lztU76+D+wScbhmHYIvdARw8Hh2NNYazr7e09oloBh+PLxU0X89iOx1gxuILz/ecXvef3++nr6yORSKC4JMomuHD5ZFiSISgVCqwkJLWW2qTEvhLxumulKKqXLAstNBFJFuNmNFfFtsU/oWr/M4QnvQv4IYbZhWWZpEqmsP28n1De8RJaqhclFyM4uImK/c8cE6Fb4MB6GdM02bJlC01NTWN2cI3H40cUHCrMuBZSCzOZjJ33PDAwQE1Nje2XO3LmvrDtyMjvqcKpE8pxGBc9PT20tQ0XTaVSKTv/FURjh0gkQjabZWBgAK/Xa0diRybBm6bJ7t276ejoIBqNjmsqpeDN19fXh2EY9pfwQKFbsCsrVJu+GQcFTdNIp9PHJnUh76cojRHRVZXZ+RaRw9dgWWGy2Rfs12+88Yb9+9SpGr/9XROS/Dr33nsv1157LYZhUF+vUlWlkstZzD/9OgCyUVFwli6bbH/OEybk84PzIteLeJouLS3F7/fbEV2XVwx8mXqFgeDwAGnWiptzapKKBeyvGOLlEpE6gQSeGaeO0C383ZxKA6zDqY1d0X8K5iW+3Ti77myqfdXE9Bhbs1uL3iv8P42ckjd8QrS6XSK44/ZWIEkuLFeVXVTfHYmRiMSwJAkjuwPNL7YxMhYR32xa53+ZbMkiQAEy9mxfonwu+0/7R/ac9W06Z9wKQHnHEmT92EQ7C7ObI0mlUkSjUTo6OkaZAhRmII5U6BbqYUDk9iqKQiAQoKuryw42maY56h5cUlJCNBqls7PzKK/wxOII3VOcoaGhMc2eE4kE4XDYFq3JZJJsNmvbh3g8HtLpNL29vSSTSfx+v50blEql6OzsxDRNYrEYO3fuZOPGjUVC+XAUvG2z2SwdHR1FFmEHpi4UKCThFyK644mgBAIBmpubj00xWj5Hd6yIriTJaK7haIKmiZSFdOZv9uDz+uuv2++fe66PmhoXV1xRbJE2aZJ4Uu7vcxMMVgixnxNpIw01wzlllbkcqjH84HEzf+aiJpOFCxeKc2zvQPKWo1g+LAmS5Ra9nuEWxXql+Ip3lg7yT7P+k/sbfsPTZcsxMHFPDaEEi5/YTwWcdAWHE4Xzt3byoMoqH5j6AQDW5NYUvVcIDIyckTQ9EpYEsqzSmJSpdYlulll3OQlLCMId3X1sbBVNeYzsVrwhGc1vkY39iQ2PPYxpGEiSiiyLyK9hjhZ48Yp5pH31KEaKUNfyY3KthfvnSAquRAMDA6NqFLLZ7BHXqBSEbuGhoCB0g8Eg8Xjc1g1jpS5IkkQoFGLfvn1v2uv3rcARuqc4O3fupKtL5A4VGi8Unu4KbgogBoCRvnyF6G1/f7+dOlAoFNu/fz/bt28nHA4Ti8XIZDIEAgHKysqOeOAvfFF7e3uJx+O20D0wx+dAoZtOp8nlcpimOe6pwmNlb2fmn9rHiugCaNolgBeX6114PTcBct6JYYBEIsGGDRvsdevrxYA6daqbkQ/HheVuj4jYtvYMImORslQWNIXESpaF+f3vIw8IV4VqwjTQQ0N9vRjYdR2puxu1WuSV5cplUkaGQUMmrJsMSEniQfH5romuYRd72Zrbxk5vK784969UfHTWsfi4HBwcHE4IH5wquq/u1ffSl+2zl48V0UWWMPIR2gVhmdqtOwCI+arYUzIV3TBZ29bB3/e2gSVhGb3Imf3ADky9hXhvG7FuIYJlWYhk0xgjkilJDNWJ4Id/aNvo998EmqbZ9+wCqVTKLhIbaQ8Kw0L3SCK6wqHCsvdXcDhSFAVJkujt7bVTF8aaVS0pKSEWi7F7925M0xzjCCcfjtA9hTEMg3g8Tnd3N5ZlsWXLFjo6Ouw2fclk0n7qikQiRV+CQh5tOp2283AKrRX7+/vp7u4mHA4TDodRFAW/33/Yxg0jcbvdpNNpNm/ejNvttkXrgXnA2WzWFs+Fxg+ZTOaIzLItK4tlHXvzatOO6I4tdBWlltKSh/F5P4ckuVFkUbig69tp7/gen7h1uCCurk585l6vzIQJw59/fYP4vaZG5NZubxf2YSm1hKBbfFZSOEybaqIN9lDeuoerBkURW9ovBl2puwfJMFDqFwCQrZFJp9Ok4hbL4gb3lv2R5/tFSkVXpqv4Gio8yJ6jj347nFhaWlqQJIn169cDsHTpUiRJOu4uFM3Nzdx///3H9RgODoejMdjIvPJ5WFhsiW+xl49MMRk5Y6jnrWek5tPwpERqWMZdxrLKi/juthgd4SixbA7VErN3qZ5VJPpesbePtItiMyUvdA2zeBwtkMo3jvDGjr6ZEIj7ZEG8Fkgmk0iSRGlpKS0tLXahJIxP6IK418ZiMTtNsHB/DgaD9PT0EI/HD1p4LkkSNTU1tLS00N7efpRXemJwhO4pQjKZpKWlhdbW4S9SIYIbiUTo6uqip6eHaDRq/9FblkUkEsE0TYaGhkZFPGVZJhqNjsp5HBwcpKysjK6uLvr7+8eVl1vA4/EwNDSEqqpUVQ1bwYzs+mIYBolEwp4eKQjtsVIxDsQ0B4lEP0Uy+ZNxn9vhsAo9z+WD569Kkowkia+Pok4HIBx+nJqa7dxwQ4jaWnFNtXXDYnL6jOGuMw31YrlLFQNoeFCI65LSYXEd37qZtooSJMti/qYtZF4zMEyZrLcGd7tO6ToLuaQRtTpfiNYoPttMvpX5gK+Tv4f/TtbM0p3pLjr/Sm8lDqc+ixcvpqury/bEPFoeeeSRMe0DV61axac//eljcgwHh6NhTr7gqzU5fC9UVdVOyyuyzioVwRLr3EtR68XYKssuXEh4zvwQ/tkXoZY3kJOEUB2K7sEY0UFtaL+oc5EV4bphGvvHPKd0sBkAzzEWuiNFeyQSQdM0SkpKME2TTZs2EQ6L+0Y2mz0iR6QCbreboaEhuzHFSKEbi8Xo7+8/5PYejwe/32/P/J7sOEL3JCcej7Nx40ZeffVVVq5cyf79w1+0QiezRCJBV1cXkUikSOiWlJTQ399v+9MeKHQ9Hg/hcLhI6AYCAYLBIKFQyPbNfTNCV1VVJk2aRFlZcVS00PVlcHCQlStX0tbWZu9fURR0XSedTh82mqsbO4EUOX0FljU8sFmWSTzxXeKJ72BZ459WsSzLjugeLHXhQFRFCF23Z1hMLlzoxe2WqKwcIXSnDwvdiRPFZy7LtWQNE1dWDK5TGoQA1TNpNq9+BVOWqbQUKmWZXFylf18tSlKmdGUWd7oc37u+jCTJZCtkjFKZXMrCSilYmAz6uohaUZYNLhsV0a3yVeFwYjlc18E3g6ZpJ8TntaqqyikCdDgpmFk+E4DWdLGoHCt9QS8VEkdNKhj/9jWUfMCzDAl37VQqr/oS1R+6BzyzkdRGJAskWUFxixqIaEcblmWiKiLNSze2YVmjAzHpgEhBc2XDKIVIw1FQqJcpOBcZhlHUorempoZkMsnatWvp6+sbt7et2+0mlUqNauxU8CQ+MD94LMrKyshkMmzZsuWktxxzhO5JTldXFzt37sTlclFZWUkmk7G7whSqIzVNsy3CCnm5pim8WGOxGG1tbWQymaI+1jBshj4y4bysrIxQKISmafYT5Xj8bA9HIQ94z549dHd3U1NTY6dEHJi6cChMszBtY6Hr20Ys70LX16Lr6zCMHeM+P4sEIATJwVIXDqQQ0R3JwkVe3v/+s4uWnXtuPS6Xi2nTJlFekbf/MqtZ2RLBK+UwkZjVKKLIra8vI5XN4MnmmD1pJtqlpwEQ3iBRsiKFlG/GI7mEBVJqsoiGGwnxfxn1DFAZFPtaMrCEqFHc3lHCKbI53lx00UV8/vOf56677qKyspJLL72UrVu38r73vY9AIEBNTQ233HJLUfTk2Wef5fzzzycUClFRUcGVV17Jnj17DnqMA1MXLrroIiRJGvXT0tICwA9/+ENOO+00/H4/TU1NfPazn7Xz+JcuXconPvEJIpGIvd0999wDjE5daGtr45prriEQCFBSUsL1119flDd4zz33MH/+fH7zm9/Q3NxMaWkpN9544xHdQB0cDsXsitkAtGfaMUcEMwoBk9bWVntGc2XXJp7S1mBGsiBJaAEhed7X4Maf6ceyTLyhOry+StzB67lkaxfnfPQfUb3vAlzomTSd61czuCeCLNcAOjl9I5ZlYpqDZLOvkUj+iJTxMhlvDQDeeMtRX+OBFp0F//mR9/D6+nrS6TQrV66kvb19XA+7Ho+HTCZTZDNWIBQKHXEqVG1tLb29vfT19R1+5bcQR+ie5EQiEXw+H8FgEE3T0HXdjgwVvgQlJSUMDAxQXV1NJpOxe1Z7vV5cLhc7d+4ERlcQFyxFDkZFRcWoiOzRUhCzBZE7UkQXkuSPJD/XNIe/WLq+2f7dMIZFQS63YtznV3BckCS/7Yt7OGSpGsPw548pBPqCBV7uvPOj+X2Jz7imJsuyZUv4f//vx0iSRVrX+OcXdd7YI67F0vy4VBU9m6Frg6gqntPRj6u5Gd8MN1owh1w2F21QwlIg07pMXLNkkaqX6diYJLZbRO0HfJ3cPPtmADpyoqCiXCvn0omXoskaFzZdOO7PxmH8/OpXv0JVVV599VW++93vcuGFFzJ//nxWr17Ns88+S09PD9dff729fiKR4K677mLVqlW8+OKLyLLMBz/4wSMu+vjTn/5EV1eX/XPttdcyY8YMamrETViWZX7yk5+wefNmfvWrX/HSSy/xz//8z4BIg7j//vspKSmxtx+r26VlWXzgAx9gcHCQl19+meeff549e/Zwww03FK23Z88e/vKXv/DUU0/x1FNP8fLLL/Pd7373zX6UDg4ATApNwiW5yFpZerLDD1dNTU3Iskx/fz+vvPIKnZ2dtPW00y0PsZ69yCkLzS8kT0VuFx8u3Ud5eAelec9xWU+h6kk8vW2obhlZFekKu57/G1v+8hhGaioA8fAfCA9+mmjsdpKp+8nlXieV/jXJoKjVOFbpCzA8C5RKpchkMqN8bWtrawmFQsRisXHdqwv34bGErqqqaJo2KjA2FrIsoyjKSW+/51SjnCS0t7fjcrnsGxJg23sV/uBGtgb0er32FH8gEGDq1KlYlkV/f3/R1H9FRQXl5W/OK/XNpCwcDlVV7XSIg32RjsRabDiiCzl9M4U2Foax116eza3E4/n4uJ507bSFMazFDoYkSSTiNZSU7uXZZ2JcdLGfYFDBtITQVpU56PpmLBJIcjetQ72Uq9CbrKIzblKjRkGF2ooQAD1bNqBn0viyOaqjScLlFXgiXch1GVJB0Uo4VZWm6+UtJKvOI2pa9D02gJTWKDy7dgf3ctfE6/n1ll/TmxKf1aTSSXzvXd8ja2bxu479/63DaKZOncr3v/99AL7xjW9wxhlncN9999nvP/TQQzQ1NbFz506mT5/OddddV7T9gw8+SHV1NVu3bmXu3LmHPd7I7/qPfvQjXnrpJVasWGE3P7jjjjvs9ydNmsS3vvUtPvOZz/Czn/0MTdMoLS1FkiRqa2sPeowXXniBjRs3sm/fPtu4/je/+Q1z5sxh1apVnHnmmYAYvx555BF7xuaWW27hxRdf5N577z3sdTg4HAy35qbB1UBLtoW2dBt1biFIKysrWbx4MatXryYej7N27Vp7my1KO3Xdzbj9GoacZjAm0swmWD3EzHyTh2wYCVBaWvCGJpOJNGLqw170fZstqheC7G4BwLJEYbJpDgA5ImWVlPVid0s7WlRVpaenh4qKCtvuc6wcXI/H86YdhwpC+sB7ZHV19RHvQ1GUYreLkxAnonuS0NPTw8aNG+nq6mLz5s20t7ePmq4oFGsV/jhjsdioiChg24WNXH4y+UE2NjYWCfoDOZJmESOFrmm2Ypoiiq0bwx3JLKu/SPgeCUdSiDYWu3fP4amnovzq12HWrRP5Srnca/l91aAozeJcjRbWdYmBMKVXi3a9khgkaipCWJZF+xrRcKK5dwhUlV5FRhlqwVsJau3pAGQz++ivnMverEm/biGlNXJyhpVNT/HUrJ+xd8Jq6v31nFN/jn2OU8un4lJcjsg9gSxatMj+fc2aNSxZsoRAIGD/zJwp8g0L6Ql79uzhpptuYvLkyZSUlDBpkiiSGdn85Uh45pln+MpXvsJjjz3G9OnDqTVLlizh0ksvpaGhgWAwyMc+9jEGBgbG5Ym5bdu2Ud2ZZs+eTSgUYtu24TSi5ubmIqeWurq6okpxB4c3y0SviJ62psRYalompmVSVlbGmWeead8/VFWl1lWOJVks276CuNRD2jdcS9Hgs+yIbjwh/jbl1hZycgLFfTp7B93834r1AHStHcTIiv1mIi62PTqHYODHKMpkAGJB8TDpibUck2usqqqio6ODtWvXsnv37kPeM98MhYK3o6Xgf38y4wjdk4RsNkt/fz/r169ny5YttLe3k0qlSKfToyKfhQrLRCIxaipDkiQymcwxaZxwvHC73QcV3rIsk8vlDhnRFQVjYrpfQog23diKZZm2sJVlcRPO6avGdW6HsxY7GF1dMvf/qJ+hsMGSl4pFgyzXICt5CzKjFVUSA2pzeQMfPS1ApSKEbklJCfHeblKDAyiSRWM4hlZXTqCkBH+2D7nqNCSXBzM5gLl7DQP56uM1Tc+xrfo11p3xZ9Y2Pk97aAdTy6YiSRJn1w3nCTeXNI/rmhyOnpGzIqZpctVVV7F+/fqin127dnHBBRcAcNVVVzEwMMD//u//smLFClasELMC47khbd26lRtvvJHvfve7XHbZZfby1tZW3ve+9zF37lz++Mc/smbNGn76058C4+v8dbDUogOXH5jbL0nSKeO76XByM7VEpBG0pdvImBn+eec/87193wNEjun8+fNRFIVZs2ZxZv1plJo+MkaW1qHNJP3DD41VIT/lpih4aBvYjwXILS20dO5Akr3Ejemsbu1gV08/linRs66CjlaLvc82kY2Z6Jk0Sn5sT3rFfo6VxZiqqjQ2NpJIJKitrT2iVILxUMjTPVocoetwxGSzWSorK/H5fNTV1RGJRBgYGBg1XVEweC6kMBx4M3G73SQSiWNaQHYiURTFNrA+GJYVQRSMSaiuMwBh+2KanUAGcOPWLgXAMMYXCRtuFhEa13aRyHCl7fLlCdrbhwclWamxB8Os3kKZW4j0gLue901y4c23Ey4tLWVwz3YA6swIqmnhdXWycEoFqp4gqwhTcr1jNfHNneS0IEgZ1tQ/y+4Zr/DpuR+nKSgE/rSyaQCcXTssdCeVThrXNTkcW8444wy2bNlCc3MzU6dOLfrx+/0MDAywbds2vv71r/Oe97yHWbNmjdu6Z2BggKuuuoprr72WO++8s+i91atXo+s6P/jBDzjnnHOYPn36qFaemqbZxa4HY/bs2bS1tRU5wGzdupVIJMKsWU4TEofjz4zyGYCI6O5N7qU/18+O5A6GckMANDQ0cMUVV9Dc3Iy7wse12bOZr04WlpASSKYLWfcgSRIzSWBhoi3w8OIl7yEXHqK3T8yw1ITEePryDhFAWf6sxcdv3Ue+hw/pyBCKLBwXMqqYVXRlBlGyxcW/bxZFUaipqTnmIheGve6Pdra3kO9b6MJ6MuII3ZOAQstbVVUJBAL4fD67r/WBU/iyLNuJ6WMJ3UJHlVNV6Kqqeliha0dzpXKUfOTWMLvsaK6iNCMrDfl1xzb4PhiWFc/v++BFeiBaLz/wwAN89atf5bXXXhtVpbrijYn277Jcawtd02hlSkikV7jVCbZA9vv9qKpKeJcorKuKCAsbX1mc8uX/hmGVkDJFGkKufRUDZSKau79iJ6ZscrbrbBrrGrnv/Ps4u+5sbpghCoNq/DWcW3cu5Z5y5lYePsfT4fjxuc99jsHBQT7ykY+wcuVK9u7dy9///nduvfVWDMOgrKyMiooKHnjgAXbv3s1LL73EXXfdNa5jXHvttXi9Xu655x66u7vtH8MwmDJlCrqu81//9V/s3buX3/zmN/ziF78o2r65uZl4PM6LL75If3//mLl3l1xyCfPmzeOjH/0oa9euZeXKlXzsYx/jwgsvLErVcHA4XkwLTUNGJmbE2BwfLkZuSw8HNuxUvlIZBZmFyUlceOEF1FdNZMH8BQTdFQCYWoRWzxDBUjcDlZW8fNGFMCDG6JqQELHbu/v43jNLeeiV1QCEkyKCmY4O2WlpurmfjFfkth7LgrTjRSEoNt4OpAdSELonc0GaI3RPAgpCtyBqCzm16XR6lGAtdBYrNIs48H2fz4ckScflCfBEoKoqmUzmkDm6hfxcWa4eNvI2u9BtoTsJRS4s78ayDh2hGollibSDQwndF198keuuu44HHniA559/nrvuuquo7S9ANtuA1/sZPJ6Po8jVKHIjICNLcfyuFMlcEEWZajtklJSUkE0mGOoRVlNlXULo+msz0LKchHEZ4KLfaseMtDFUOgWAnaH1BJQAc11z8fl8zK+ezy8v+6Ud8QD46SU/5YUPvUCp+9g0FXB4c9TX1/Pqq69iGAbvfe97mTt3Lv/0T/9EaWkpsiwjyzL/93//x5o1a5g7dy533nkn//Ef/zGuYyxbtsyOGtfV1dk/+/fvZ/78+fzwhz/ke9/7HnPnzuW3v/0t3/nOd4q2X7x4Mbfffjs33HADVVVVdiHdSCRJ4i9/+QtlZWVccMEFXHLJJUyePJnHHnvsqD4fB4cjJegNUikLz/FXh161l7ekWkata/iFS41kQgg/C8+ZR8PEGiZMF6I0ofaxyz88cxIuL6eyxo9hGng0H6dNXMz8SRfQF0tg5FNvBhN5oTsURlFEsMWywsRKxe/HqiDteFK4xx5tUKwgdI+HT/ix4uRN5HwHoes6pmkW5dX6fD4GBwdHOR+4XC6SySThcHjMTigul4vm5uYTcdrHhYLQPVSOcSGiK8tVw4LW6AbEF1ZVpuRdE1xADtPsQ1EOXkU+ksNFdN944w2+8pWvFPn86ro+yuu0tLQUt3ax/VqSNDCrQRZzXj2pedRLsi100x1trN8gitAq5ASerIGrsRHtwktp2/UcQ+GrKAf+r/JFFjRLDJZWoAJD3l7OCJyBz+U76MONSz41o/unOkuXLh21bNq0afzpT3866DaXXHIJW7duLVo28m+tubm56PVFF11U9Ppw/tN33nnnqJSGW265pej1z3/+c37+858XLSv48BaYMGECTzzxxEGPc88999gevAXuuOOOItcHB4c3i6Zp1Kv19GZ7GdKH7OUHNpEAQJLQS2RcYRM1YmIExT2zrqmKjVstZHeWSaZoD2z09qJUV1MycQKD7R1UhSbw/13+LQC+/fitdIfF/gsR3b6OdprOXIws12CaPUTKyqjsPnYFacebCRMmHLPUBSei63BIDMNA1/Ui0RoMBkmlUqO6ERUsxjo6Oo6L/ddbjcfjIRAIjCqyG4lpjYjoyqIS1SKBYewCQFFELpYsD0d7xb8xstllpNN/sKO/B1IQuvIYQre7u5u77777sGICGLMlay5eYv9+bvcmmtfeR6Jf5EimOttIDggBX58Rpvr+886Dq3/Ckql3UK5XEFXiLKncyCMfa0ZB7CvmHuQ0z2m43e43bTHj4ODgcCqhaRoNWsOo5QUXhgMptAJWo8Njt9vttoMDpbKYQfv9+lYUXScdCOCXitumf+LGz9i/h/MR3cEuMX4rskhNiwXEfetYFaQdb2RZPmqhW/C/d4SuwyEpRHRH5sq4XC6mTp06SvAVOotFIhFKSkoO3NUpj6qq1NfXHyZ1YTiiK0luJKki/44BuJFlMQAqBwjdRPL7JFP/TTrzOInEdzDN+Kh9Hyqi+8Mf/rCo6OxQhEKhUcvSYfHQYuoSde0dlLW/QDwmUiUCZWXMfu/lXFK7iykswjX5YvznLUY3ddzbRZJ/d0OcOyru5P3+a5CQyclZJM1ggjQBj8dzyIcDBwcHh7cLmqYx0TNcB6FKYgawP9dPXB89ruslebuxSLHrx5QpU+zfM5ZC/PTr6E2KGTBvqNiR4Mx553PRRRcBEM7nrmeiQwB2nm7SIwSw5xh0RzvVcISuwyExDGOU0D0YLpeLdFo8fZ7MFmLHE9MUeaxyPkerIGhBDDiSJP6sC/m7htmJZWXtiK8klWFZEdLp3xTtV3RlGztHNxqNsmzZsiM+x7EiurG9MpYJ4V2l7FTPZntqAroixOms917F1FqZpqiEe/pH8cz7CJ7ZZ7CqfQVnRITXatPps/BZPiZbIv82roWZXzIfM2e+LR96HBwcHMZCVVXbSxdggmcCVa4qoLggrYBeOrbQnThxou0y0mMGUUtr2OgRvriJYIpMJsZgXER2U2HDbtpSiOgqhghCKIqwO8vIYrZRSw+g5EYL7rczjtB1OCSGYRzRdDgIuxFFUd50t7O3A5Y5BAx73coj8m8L5t0AslwPiIiusBkzkaQS/D6Ro5jNLUHXd4/YcwoQA+GBQnfZsmVF9imaptlm/2NxYES3vP0FonuibP71dPa/UkuL90xWDE0BRTyseH1+vPvWMNg67IygD1hsXbkWn+kh7k3jbgwKr9KkmG6LuwdZHFqMrutFxvwODg4Ob2ckSaIqWEUobwPZ5Gmyhe9YBWl6iZieV+IWGMP32kLNC0Bb7xCZzu20m6VgmqR8Hva9fCevtPwBgFTYHBa6+Rxdj6oQHhiwha5p9ZDwiwDMqZKneyxQFOWk9tJ1hO5JgK7r48qTaWhoGJW7+07BsrJY5KOucl7o5gUtgDpC6BYivYbRhZHvmKYok1DVmbhc5wKQ01fa65tW4QncJYrHRvDiiy8C0FgicelkhXPPPZdLLrnkoOdZJHQtk8r1PydtuDAyCpgSPVs30Z8Q/+eSZeKWTYwX1yMFhqMUqZYhArvzfxez/Wj5fLJMXIjx6VWTOC14GoCTn+vg4PCOwu/305R3PJjsnUyztxmAvanR9RemV8J0gWSBGisOKtXV1fHnP/+ZJb/8Ft2/+RKpvnb0fNbCpPoGFJ8IcKRjJnNmzRX+szmdVFZEMNeveB1ZDtj1IgNVIvDifQuErmWlyWZfw7LSJ/S4J3vTCEfongSMJ6L7TqfQ0AFcSAixr8gHi+gKoWtZ/ejGjvz7ommCSxWNJnR9o73+wfJz4/E4b7whHBF+d62Xv9/i5z0XnsXkeWczFoqiFBUKuhPtRBJiekyXRHqKnk5h5aO5filFqPcNsi1x5NLhtqqxbT0sjAgD/olnz0bTNGRZJh0V+6oMlaLrOoqiOELXwcHhHYXX6+Vyz+Xc2nAr55edzxSvyLcdS+giSeTK8nZafcV2kwsWLGDHjh12177UrtcZMMW9pbymhlCFH8UtgQVm2sX8+fOB4ajujo3CWrIQ1Y2UilbAZZ1LYRzWluPBsnQ7hW8kmcxTJFP3k8k8dVyOezAcoetwWE7mjiInG1ahRa9cbkfBZWUCICHhtwvRACQpiCSFAMjlXgdAkZsBUNV5ABjGPkxTuBwcLD/32WefJZfLIQFn1AmhaupJfrynDH9FXdG6alk9oYYpSJLE7sEcm3ozBMJbGcyIgbPDU4+hisisq1REpP0kKF/7GHpSRskblAOoQxYeS6OvJIqnqRRN03C5XGRiYkB2B2Wy2SyapjlC18HB4R2FpmmUyCVcUHYBiqTQ7G1GQmIwN2h3SBtJtlaM3e6uYvEZCoX44he/iNcrBGpy1xukFZHvm6koZ3JpCF9ISKVU2OCss84CYCAuUh52bdrAbbfdxuCgqJOIlHoxZTcl/Wup2/HrY3/hQDL5E6Kxzx6QegeG2V7074miUCR/smoZR+ieBIw3deGdjN2iNy9gARS5Gp/vi/j9/2IXool1JDTt3flXYpqpEPGV5TJkuQmw0PVNwNgRXV3X+dWvfgVAfVDCr4n/p5mSaH9af+1Xkdx+JNVN6Xkfof6TPyfw4e/wzO4E//LiAN9aFkbt28JgVgyig64yzPppSIpK9fwzAfCTgl3t4PIi+8UAK/uHCw1zCz35a9GEz3A+dUELCKE70ibHwcHB4Z2Apmm2tRWAV/HS4BaBjj2pPaPWz+SDFFqfCXrxDOq1117LkiVLuPXWW/GGu/kUYhwOV9YwTZbwloltU2GTcxYu5Pt1dfjyQndSZRkbNmzgFz9/FoCs1EnL6aIOpG7X/0NLjq875+EwzUFyuphhzOkrDnivr+jfE4WmaeRyOTKZzOFXfgtwhO5JQDqdPuo2fO8U7IhuvhCtgOY6C1UdXRzm1i5nuC+KF1mutt9z5aO6hfQFyywI3eG0g2eeeYauLjFQzagc/rrMlEVlb7Z8Mk3/+Dua7vo9ofM/iiQroLr55ToRJTYs8A4OR3TDrjJC57+fxZ/7Eq6gcGbwSVkSPW6UfNqCEnKTmygsbsJqlNkXiAiCy+XCpbrIJcUg7Q6IdtBlZWWHtGNzcHBweLtRePAfGUWc7BOBjL3J0ekLRlDC8ElIZl7sHoCqqpxxxhlcN/dy6ilBsiCtKUykFm8+7SE+aNAQSXBlSSmXmCLoMamyHAlYunQvlqlhWUP01pQTqzgdCYtQ1yvi+EY38fi/k8m+eFTXnc2+NOJVcYBsWOiOTms4nmiaRiaTsR2hTjacu+NJQC6Xc4TuEWJaQ8BwIdrhkOUQmutdQLH1GAynL+jGNmDsZhG//e1v7d9nVAxvO0Paz9l1KuVqDklWkCQZPdbPwLP/hRrvtdfzkyKUbKUvI8Rz2BWirkTD5fHaT7+qt4REjxu5VKQtuBoCbK7dh4HJa1O2EfAKRwVJkij1V4IlIUmg+SRyuRxlZUf2WTg4ODi8XXC73faUeYHJ3rzQPUiebuYg6QsFTp83j5sXXI2Kgt8U6WCytw5/hdiuryPHc0uETWVjNkdW1/G7NapLAmQyFtu3i8LodPpxBuvOB6CsazmmlSCR/B66sYV0+o9YloWub8Uwe8c4i4NjWSaZ7BL7tWkOjngvi5W/P1pWGMs6cXZfsixjWZYjdB0OTjabdSJyR0jhi31gRPdQeDw34FLPweO5rmj5cOc0sc8Dc3TD4TC7dw/nQE0fIXQ9Uo4vli7l2caHif7vx9j/3zfT8bN/IL7hObJ//wEfnxfkssle5sl7Gcq6ietudEmh111FlV8MmgWhK1OKmZNRQmLaTavz87pvA1fP/ALmGQe0gLZEZNjllzAtE1mW35Yd8t6uvPbaayiKwuWXX24vu/HGG7niiiuK1nvmmWeQJIl//dd/LVr+rW99i/p6cTNtaWlBkiTWr19/yGNalsUDDzzA2WefTSAQIBQKsWjRIu6//37bWumee+5BkqSi8yrw/e9/H0mSbLP8g7Fs2TKuuuoq6uvrkSSJv/zlL4dcv8ADDzzARRddRElJCZIkMTQ0dNhtCteuqiodHR1F73V1daGqKpIk2a2LC+sXfkpLSznnnHP461//ekTn6HDyUahZGCl0p/hEQdq+1D5Ma3TUNlMnxnB3pwFjFICXJN1Mq2gmaeTozYlxOuJ2ESiXkBTQDImmfNFVUFLYPzAEwOSqciSXm4ce2g94McwWeqvFfcQf3kI6/hNMU/ydWlY/udzrxBP3kEz857iu2TB2YFnDaQmFGU4AM9/G+GCvjzeSJDlC1+HgZLNZJ6J7hBSeWOW8f+KRIMvl+P132akKw8sLTRYyWFZmVI7uli1bAAhd9Amqb/g2s2qK82DPavkZ1d1L+fCkGGZCnJcETGuo4uoZfubVuFko7aQlLkR5p6+Ry3176O0UhQJ2PlMk356yQggYtdrHvsg+TMlicunkomPm4vnK4YBlt4h2hO6pw0MPPcQXvvAFXnnlFdraRPrLxRdfzCuvvFI0Bbt06VKamppYsmRJ0fZLly7l4osvHtcxb7nlFu644w6uueYalixZwvr16/nXf/1XnnjiCf7+97/b69XV1bFkyRLa24sLWR5++GEmTJhw4G5HkUgkOP300/nv//7vcZ1fMpnk8ssv52tf+9q4tgOor6/n178uLvj51a9+RUPD6PawAC+88AJdXV2sWLGCs846i+uuu47NmzeP+7gObz2yLOP1eouEboO7AUVSSJtpwrnwqG2yNQqmCkrKwjU4Wgi720Wkt6vCYrskUssGlASetjBqBVhYlI9IbTttvnDvmT79NJrueJzt0TJy2QsAiBlPEC2bTtIrkzXXgQWetNh/Ki3+Zg2zFcs68rxWwyi0FhY1H6Y1HNE1reK8XNM6sekLqqoSjUZP6DGPFEfovsUYhoFhGI7QPUJMs1CMdiwaZngp5O9aVnSE0BUD2aZNmwCJkoVX4W2ez+w6EU3da9YW7eX6dy8AQJMk/to8iXtzOpgmr2V/ybKm1exNiHNNltVSSYw9e0ShREHoutuEsJACQkyolR72RYTv74FCd3C/iMCpwRzpdJpgMOg4LpwiJBIJHn/8cT7zmc9w5ZVX8sgjjwBC6MbjcVavXm2vu3TpUr7yla+watUqO+qazWZ5/fXXxyV0H3/8cX7729/y6KOP8rWvfY0zzzyT5uZmrrnmGl566aWifVVXV3PZZZfZxZcgItD9/f28//3vP+yxrrjiCr797W9z7bXXHvH5Adxxxx185Stf4ZxzzhnXdgAf//jHefjhh4uWPfLII3z84x8fc/2Kigpqa2uZOXMm9957L7lcbtTDhMOpg9/vL3pAlCWZCpdoCd+fG0PoKZJdlFYQtSMpdE5zN/nok0TK2IAUJ7G3h055OYnAPiTvsNPO1GYRQZ4aUAiYKTzN81m61I0kVWFZ/eyeUk57vRifKwcz1PSKMd+yBaqFYRbPSBwKw+wEwKWKxhUjUxcOzMs90QVpbrebaDR6UlqlOkL3LaYgdJ3UhSPDsgr2YqGj3peYxhRP7aYZtRtGFCK6mzZtQvGHkFQNjRz1bjFl9bRZ7J+7oCnAddddx1XTpjHZ7aa0v5/czq1sSq6mTTNpT4pjqB4REY7FY9y7+17SGTHNU+E7G7mkEUwFJBjyJ4nlYsiSzMSSiUXH6t4nnpjlQIZIJEJFRcVRfw6nMpZlkczqJ/znzQzmjz32GDNmzGDGjBncfPPNPPzww1iWxfTp06mvr7cFVywWY+3atXz4wx9mypQpvPrqqwC88cYbpFKpcQnd3/72t8yYMYNrrrlm1HuFKfyR3HrrrbYABxGB/uhHP4qmaZyMXH311YTDYV55RRT8vPLKKwwODnLVVVcdcrtcLsf//u//AqLI0+HUxO/3j2o9W+kSncn6s2NHNDNNQuh62kenLxSErqdKIZEPeMTkFC2JIcAi7etiqGwyha0qNC9xw8IrGVzV8zS+UBWbN+/C570NgLBvNx31IkDS2JkmmBj9PTKN0S2LD0Yh/UFV5+SXpOzmEAcK27fCeSGTyZyUzgvq4VdxOJ7ouo5pmqiq819xOCwrNyLqemwKsGSpBMMawLIiRTm6pmmyZcsW2wlhotSDIlmkJB9PG2fzWfVJTJcfNRfHn+rgq1/9Pq7Hfw9PPAFAbs3rcDrUDrgxLZmYGqBczecvWdAT7SGbzQIQKJuBe8FNACilblqSYnqqMdCIpgwPjOlEjqEeEd1bcN5MBoZ6RwmVdxqpnMHsbzx3wo+79ZvvxaeN7zv74IMPcvPNNwNw+eWXE4/HefHFF7nkkku46KKLWLp0KV/96ldZvnw506dPp6qqigsvvJClS5dy6aWX2ukMU6ZMOeJj7tq1ixkzZhzx+ldeeSW33347y5YtY+HChTz++OO88sorPPTQQ+O61hOFy+Xi5ptv5qGHHuL888/noYce4uabbz6oeF28eDGyLNxKTNOkubmZ66+//gSftcOxYqwHsEqtEhIHiegCmdp8+kLSovSNLIkZKnq5gpS2UDJgAUapTFWJGysqIbks9qgRACzZIB7QiZY0UxptQYnFSDVNhegQvqoaFvfn2LB8Fy7XGbjd15DJPIElWShU0jfra/jCG5Csp7BG2IkaxqE9by3LJJd7DVWdg2GIiK5oTuEB0phmGEWpGyFsvUAK6wQ7LxQiuul0+qSbZXTCiG8xhmGg67oT0T0CCvm5oI5q6vBmkfJ5usWpCwFaWlpIJBKopcKObEbeN3evVctWq5n/bvoRO877LwC0ZDeSkUXO5/QCeNeLvL/GPhHFTXorcUnDOWEV6QoKYQEvGmqZ6KqjVnnZGxEVw5NKJxWda0+LiOaWVnuZNXc6ixcvprq6GoeTnx07drBy5UpuvPFGQOSz3XDDDbaAvPjii3n11VfJ5XIsXbrULvwqCF0Q6Qzvfve7x9o9AHPmzCEQCBAIBOziNsuyxuXRXRCODz/8ML///e+ZPn068+YV57YvX77cPk4gEChyJjkU9913X9F2hRzlw3HFFVfY28yZM2fU+7fddhu///3v6e7u5ve//z233nrrQff12GOPsW7dOp588kmmTp3KL3/5S8rLj0UalMNbwZhC9zARXRSJ9ETxkOppNwi9LgIOalSMz4ZfAlWisURlwBDjd04aTnPIePrYOPd24v56pKEIE2fNJVY9CdPjo6lEZu++FnK5HF7PRwn478HlOgev//MkKuaTqDyH0ohItVAVkX5gmPsPeY3Z3MskUz8hkbwfyxIFZrJcjyyLv9tCnm4hdaFgs3miI7oFq7eTsSDNCSO+xRQiuk6O7uEZzs8tO2YNNiRJCF3zgBzdTZuEEbdaIoTkjYrwLnxVFy155crppANuDNWPoidw9+9B2isEqiVJ+DsHqBpSmN4uvmKTs0N0U2kftzol9qtZKsqI501Xle+g+bk9e0VUoXaSiOI6D0fgdSls/eZ735LjjocHH3wQXdeLiqQsy8LlchEOh7n44otJJBKsWrWKJUuW8OUvfxkQQvdjH/sYg4ODvP766wfNPQV4+umn7WncQpen6dOns23btnGd66233srZZ5/N5s2bxxSNixYtKnJ6qKmpOaL93n777UXR04J7xOH45S9/abcXHStSO3fuXGbOnMlHPvIRZs2axdy5cw/qRNHU1MS0adOYNm0agYBIOdq6davzwHiKomkaiqKg67o9K1qp5YVuPqJbeNizLIs9e/aIv9cFAdJNCuVLMyhJCyln2WkLeqkYVxuDKlvlMirpyu8HJAmyWj9ZbQab5nyShUOvUFY/CV/e+cPnsrA8pbS0tDBt2jRUdTaqOts+32TpVGass0h4ogzVV9IeAsM4tNDVc2sAMPI2mJJUiiwHkKUyTDpt5wUrL2xVZRa6vu6EF6MVcISuwygsy8I0Tacz2hFQeHI9Fvm5BeSC0DUHAJFbJMkBdu7cyVRN4z+Srbzc+zLnT9iCbsn8Wr+MmRUu5lVrIEmkA434h3agbVqNbpqYNTVYZWUo27ezaJeFP+0i7YJ0iRCnmtdFNpWjJiXEgc8qjkioVV469vdTlqwZHdHN5+fWTCrBQSBJ0rhTCE40uq7z61//mh/84AdcdtllRe9dd911/Pa3v+Xzn/88TU1NPPnkk6xfv54LL7wQEE4Izc3N/OAHPyCdTh8yP3fixImjlt10003ceOONPPHEE6PydC3LIhqNjkp/mTNnDnPmzGHjxo3cdNNNo/bp9XqZOnXqEV9/gfLy8jcVPT2Yg8JIbr31Vj772c/y85///Ij3e+GFFzJ37lzuvfdefvzjH4/7vBzeegoWYyOFbpVLdDXry/bxo9Yf0Z5u5xtTvoEr68Lr9ZJMJgkGg+SqFAyPhJK2UKPmCKEr7sWNJSrLGHZYCGa86OYgaZ+XrNqL5KulPxEikkgj52/fiuZCLatl586dTJs2bfQJSwrxmiuo3fMY5UN/pH1xBZbVj2UlUXST0t6VRGrOxVTFg6plGeT0YlcQWRYPiJJcBoa4L1qWYd8fVXUWZMQ9zbLMIu/4E4FpjnazeKtxQkInCSdK6OrGPsx8LuqphpnPT5Ll2sOseeQMF6N1FpYg4WP37t3cXFbGjGyMG1tFJ5v+2gv47gfncO+7K/Br4quT9oscXnn7DgCMObMxzlwEwJUrTbKKC1NRiZSLorGQInJsXZaITE0yiyNJht/FtCWX8oHNdzDB21z0Xt9+0W2tutkRuqcSTz31FOFwmNtuu425c+cW/XzoQx/iwQcfBET6ws9+9jOmTp1aFCW98MIL+a//+i8mT558RDZfI7n++uu54YYb+MhHPsJ3vvMdVq9eTWtrK0899RSXXHLJQR0HXnrpJbq6ugiFQkd8rHg8zvr16+1o6r59+1i/fv1hUxS6u7tZv3697Vm9adMm1q9fz+Dg4CG3G8mnPvUp+vr6+OQnP3nE2wB88Ytf5H/+539GefE6nBqM5aVbiOgO5AbYENvAQG6Ap/qeIplMEgqF7NoIAL1E3HeVqIUaEblkdkS3RGXA9NnrTkm7qO8S94khdw8A+5XZDAyMiJwqCrOmTWNocIBEYuz7bMesT9Mx85O4dAstI45pGO3U7fodk9d+m5mvfB5JT+eX7wGSRdsrinjwk/POQ5Y5iGkNAAagoihTENJOH5Hu987GEbrvIHK5jcTj/0Iq9eBbfSpvioINiyIfPsJzpBRydHV9JwCyVAVI7N69m3N84mm+IikiqUNTr8OrFn9l0gEhdK020eHGnDED/YILSGvgT6mYsoxeWoEly5T3D1Da0zJ8bAtm6g3oRtxetqctjGpouA0fZalhsZNO5EjFxGBeVjs8+Dqc/Dz44INccsklYxYOXnfddaxfv561a9dy8cUXE4vFRjVmuPDCC4nFYuP2zwXxAP273/2OH/7wh/z5z3/mwgsvZN68edxzzz1cc801vPe9Y6d9+P3+cYlcgNWrV7NgwQIWLBB2e3fddRcLFizgG9/4xiG3+8UvfsGCBQv41Kc+BcAFF1zAggULePLJJ4/42KqqUllZOe6i3iuvvJLm5mbuvffecW3ncHLgcrlGCd1StRRFUrAYdlR4afAlOhOd+HzFY6dRIsZzNWraOboFoVvjV8jKGqYh0pQmUk1Vb77Fri+FbGRJuOvIHvBA9v6zZlISKmPt66+OfdKSRPeU6zEllUBSnLdh7qekbxUA3tg+Jq37jjgXfQNQuC8JChHd4RzdsO3cIMsNSJJq22+e6FbAJysn95yfwzEll3sdACMv6k41CtYqstJ4zPZZSF2AlL3vwcFB/IkEE2rzndOSEiYKidDo6vV0oAnLBD3vhmBOnozp9bD0dJkzt7uwgFxIRBgm79uL5Y1hzJmAIrlpygbw4yFcsp+yRADJq7Jt7XBLyEwfkJ/9CneJ6ECgzI3mcb62pxKH6r51xhln2FZlZ5xxBv/wD/8wap2bb77ZdmsYSXNz8xHZnMmyzO23387tt99+0HXuuece7rnnnoO+f//99x/2OBdddNGbsl073LHH4nDXPn/+/KL3D7a+JEls3759XMd2OLkIBALE48PBAlmSqXRV0pMVUVdFUjAsg5czL3O272y26ltRUgr13nr0oIjoujsMZB0sGYxAPsorS9QHXLwamco3FJVqTy3WgKiTUJQslf2r6Kk9B3IxkCCbyqJ5NVRNzNZFEsmDe+TLKungBLypHigD0+hFSw2P/WXdy1EyEXL6RnF+7mtIZx7HsqIosrj/SbJwHjLNMEZe6CpKfoZRrsIw+vMFadOPyed8KuNEdN8hWJZFTl8PiA4qlqUfeoOTDMsyMYxCRPfYCV1JKk4DUORG9uzZY0dzAYyMQlKrA3m0wEwHm8lEVSwdLI8bq7aWcC7M3xZJxDwapseP6faiSBITWtuobhuisaMbyTSZZwkVG51bTvlNM3Fd3sxQ5/C02mDX8JRVuFv8XlbndEFzcHBwKBAMBovSEWDYeQHghpobANic28za7FoeTTzKgx1iVlMvRHQT4iEoU6tgJ9wi0hf2SCU0pYXLT0AN4XO7kQCXvousNgSSRczUGIgUpxhYssL+HQd/iEoFJ+NN5/NZ9f2ouRiWJGMowppLzrRiGCIo5XItwOf9PG73taj5Dp+yVBC6/bZzgyKL1CZZFtc/sluaYfZiWcWf0zsFR+i+QzDNDtuaBKwTbj1ytIhzzwAKsnxkVd5Hwiihq+SFrr94iivF2OkS6cBEhjKiCMhV7QZZpjfbTV9I4vUZGrpf7L+muhrVMCiJ5lj8+iret2wNtZSjGynUuhC+eVVs2TkEgC6J6azBzuEoxWA+ouukLTg4ODgMMzIdIRKJEI/H7TzdUrWUSyouISSHyFgZfrr1pwC0Z9qxLMtOXSiQaSiOvjaWiNfdubzHev10KvIOHbGAga6KKGzECNE/NKL9rSECSfv37T3oeadKJtktgS1d5P6m/U3kPCJNIau/AVgoyjRkuQqXaz5ez412cZmiTABkLKsfXd80YtkIoZtPXcjm3iAW+wLJ1P8c9HzezjhC9x1CTl9X9No0u9+iM3lzFKK5slyHJB0jKzbLQpaLha4sN7Jn927Ozkd0rfzDfSp3kAYVksRQVlSgB/09/Gb/A/yqXUQLJMWFqQkfxmAohJm3U1INA2O2eCrfHehGdivs3z7I1leFjc3qpmcBGOwcLmYIdxeErhPRdXBwcCjg9Xpti7FIJEI4HKbJI6bwFwQXIEsyp7lOAyCeE8GDjJWhta+VpJUmqQi3HUMySNUVF4U3lohZvPWacEGQTltsd6PsqqtFd4mAkTtdRqg0CKYBpsngbtHmPZLJYhzQua3AyIhuwTEhVTKZnDsEQBohXjXXeWNuL0k+FEWkJViWENkjUxdACF3LSpNKPQJY5HJvYFnJsXb3tsYRuqcQhtH5pqYeLMsgl1uRfyW+yKbZcwzP7PhjmKJ7zHjSFtrb2/na177GnXfeyebNxRYttTt/w2kvXE9gcBcw7M2p6T6ulNdSpaoYgFEtRHUmfXCBqedFaKoiw4uR1+jWB6mIaJTE3JiamIbSfBrpScPnXjrpHAB2edp4oe9FlvxGTHFppyXYWiPamcbDGTL5YoVwPo2hvM6J6Do4ODgU8Hq9aJpGIpGwfZYvKruI/6/x/+OGWpG2cJp62qjtujPdDIbD7HeLAMMG307+PPRE0ToFobslv1851Eh1dTWKopAsCZL1ABbUp8q47NKLUNr24m7by7SSm8A0sVwa3a1jR3VTJZPxZEREV1fSmJJYpmshUh6ZjNIDSLhciw967S51/shPAkkSkVxZKkR0+0hn/ohlFQrmcuRyaw+6v7crjtA9Rcjl1hOL30Eq/etxbWdZGRLJ/8zn+ii41LMAMMaI6JpmlEz2Jbt39smEmW+TKCtH7rjw7//+7/z9739n+fLlfP7zn6e/P1+BallUtf4VLT3A1FX/howQj5JUScOOR7mxVhSmdStugkHxey55kCiyriO3ifyonrxT2IxeD1e+WotsyJhuEdE13SbhCSISMBSU0VQxELW4O1m9bTuxgTS+Uo30mW1k1TSmX0QZBjsT5DIGsUHxf+JEdB0cHByG8Xg8eDwewuEwXq8Xl8uFZVicGzoXr+LFNE3q1Dqml05HQiKkhQAwgga92V7W+LYC8GzoVf7W9zcSxvBMWn1ARQY6EZFXJWHhdruL2nCruRJCpkZzfRNPuc5A1T6ILPlREiIo1bF/7IYQOU8lEn5kQ+QHp92yELruEH0Vwl9dVeYe0jdedS2wf1eUJtumdDii20cm8/f8+6ImZDjoNcY55daQzjyFru9+U4WlJyuO0D1FyOaWAaDrR97lyDA6icW/hq6vAVz4fV+0E9nHSl1IZ35PKvULMtkXjsk5H0vGay3W39/PunXD6RrxeJz/+R+Rn6SletDS+XaJuSiepBjYFKURb89aslHxFN/t9hH0C6FrRHNIbW2QyRQdR+rqQsrlsHw+djSI3OHT9/rEgNo8GRQRCdDdOstmw4oZEs9fOQE1KgaRuC9DQ79wc5i6sJohI98Uo1xEcpf+bge//YZwy/D4XXiDo1teOjg4OLxTkSSJUChEKpUiGAzidrvJjBins9ksHo+HH73rRzz6/kd5d6Noo53QEuw39vO7yqe5Z84v2VPVjYHBptgm2tPt7E3uxaVIzK7SGFLEeK0kLbAsJk+ejJYXld6kCJSkwgZzvI348m4InpQISgzEk2OLRkkiHZyMN5+nm/IoJIOTybnLyGiFPNzmQ167Ik+0veAL+bkwnKMLaSCFJAXwem8DRBrjWMEs04yTSP4n6fSviSe+RiZ7cLeYUw1H6J4CWJaOnhOizTS7sazDdx6xLItE8nuY5n4kqZSA/19xuRYhKzX5/YxOXdD1rQd9761EOC4I+5SXX97FH/7wB1577TV0/eDOEQemKgA8+eSTdHd34+kT3oQ9GRFt9aRFWoBqVRHMdJGNCaFrlaq4/GIQUl9fgferX0P7WXHnJam/n/6KCuJNjeyonIViSHiHxABXtUjkVqWUFJ16J08nl/KDaxUmnPthlJQY+E4LLmTioOh5nmrsJZwR7Rzd+ejwYGeCREREBsqctAUHBweHUZSUlOB2u6mpqcHn8xW1oU2n07jdbhrLGplTOYfJ5aK1ek+2h3arHUMyKSurZn5wPgDLwsv41t5v8e2936Yj3cG/XlDGv7+/AguQTJAywr93/umn09jeTk23ENWJQYM5egiAQT2Blq0B00BHIhKJjDrn/v5+vvd8F66UuMdEAqXkvNXoWoicS0gzSQ4e8rolScblOhcQrX+Hl7uLCq1VZQ6KPAlZqgaytgPTSAyzFdF0QpDNLnnbRHUdoXsKoBvbsShMp+RG5NscihSmKXKPgoHvoKozgeGuYqbZQTzxHTIZUfhkWUnMfB6sZY7+Ur6ViK5lKdJpi7vv/inf/e53+cd//Eeuu+46tm0bO8K9cePGUcsMw+CnP/0pm58WxWKProvSHbcoiQvBXJIUwjeTj+jOru63hW4BdfVqEdnNs7u7mxcvvYTn582jEze1A24kU8YdLMF0if3FXXH+r/v/yFpZJnsns8CYA4Dukwglm/AYflJqjJ/3/pChzBAANWe7mHluLWdfM5lF72umemKQeRc3vclP0MHBweHti9frpaysjEAgQCgUKoroptNpSkpKkGUhdyYEReSzI9FBWz6AMs0/jQVBkQawNbGVjJnBxOQPPX9AlSX8bgXTk/fXTYpAU01TE+dEopRGRWCof1cOj+kijcUfMy0ocj1qXNxL2/cXdwe0LIu7776be5/aw29eFaL8p+tjvLFiBbo7RLYgdA9wBRrz2j03E/B/E5fr/KLlhfQFAFWdiyRJuFyiNiSXe2PUfgpNJ1RlDqBimh2Y5thpF6cajtA9BcjlVhW9Hiu/9kBMcyj/m3fENMZwkjqArq8jnX4MyzLR9d2Q7yRjWieX0NXzXoLbt6cZ2Ua7o6OD2267jTfeGP2lHSuiC/DMM88wSRUD06v7DdZ1GUxuSTJx6ANU94mHiULqwsyKPlw+Y9Q+XE89BcCePXvYko8q5xSF4P4gTb0i6loxZQbJpIgUx9U4aVMMZtfVXIcrn7aQK4FMr0hFaCnfzO7ILjrjwmamsjLEez4+m0VXNHP21ZP58FfPZOrC4nbBDg4ODg6ik19paSnBYJBAIIA54kaRy+WKuvxNLBF2kNvD2+nKiWDQVN9UpvimEFSGI6gSEuti69iV3AWA4SsI3eEop3HGAvxJsY94r7hX7FdN+ktKWbPnddS4ENzd+4tnSZ944gnWrFkDQGeXuIe4S+Duu+8mYXnJufK5tkcgdCVJQ1Vn2vm5BUbe69V8Md6w0F07qrDdMFrF9akzUNXTAWFL9nbAEbqnALptDZYvbDoCoVvocX1gIrvw4PMMr0cC09xvG1OLbU8uoVvo5LZt6+i8omw2yze/+c2iJ3hd19myZcuY+wpqcFq1+LN/tc1gfY+BBJQOdRMY2IhpQDYhCs/cQZ392vBTsTFLRMWV199g78aNbN0qUj0m7dmLBFTEK2iIiW5qFVOm29164i7x78KShcwJzLF7qmcDFrmoONZQpchB7oiLf8s8B7Ezc3BwcHAoIhgMMn/+fDRNw+v1IkmSPe1uWRZer9detzHYiMSwKKyRayhVS5ElmXlBUcMyyz+L80MiQrp0cCkA5lhCd+FCfJnhjmYArS4DNVjBr5f/kOhgDIBULs3SJUvJZrOk02l+8pOf2Ot39wihW1vnIhKJ8OKKTSMiuodOXTgUhYiuJJUjy+K+pChTkKQKII2uF896jmw6oeXTIbLZl0imHrRTB09VHKF7kmNZhp0z61LF1IppHHlEV5JCo97zej6KosxAzndR0fXtdtRUHPPkErq6IZ6ot23LjPl+b28vf/7zn+3Xu3fvLhK+I1ncpKDIEvvCJl1xi3Vd4ik8MLgRb2QXubiKhITsMlE8JvcZHyV++fswZs8mc9ddGFOmEAkG2dIqnn5ndXVz1qpV1OeLB1zuCpAkQhOaSSREhLggdG+puwUAdUhEG9IBi1xCDJ6B6mGLM4BQ3kvR4e1Dd3c3X/jCF5g8eTJut5umpiauuuoqXnzxRUC0qZUkadTPd7/7XXsff/zjHzn77LPt6NWcOXP44he/aL//yCOPIEkSs2bNGnX8xx9/HEmSaG5utpf96U9/4tJLL6WqqoqSkhLOPfdcnnvuueP3ITg4HCcK1mI+nw+/309HRwft7e34/X78/mG3Gk3RsBgWq1d7r7ZF8QerP8h7yt/DrQ232qK3KyMitoY/H2UdIXStigrUzxa3527N+9QqpdWs2LIaDANk+P2vnuLTn/40a9asIRodbi7R0y0Kj2trxUzib//ynB3RlXjzdRmKMjn/uSyyo72SJKG5zgYgm3t9+DpG1MEoygRcrkWAC8saJJt9jnT6D2/6PE4GRvc0dTipEKLTAhQUdQY5/Y1xRnRLR73ndr8Xt/u9pNN/IJ1pQze2Yei7RmybwLJ0JOnE/3lIehokGUvR8ucynDt8MKEL4gY/f/58Nm/eTGtehBZoaGjA7/ezc+dOrpohBsPn94qn6HXdQnR64+JLvqNNxQV0mDqP6zfzvLmQT360lky+LaTZ3EzepIyKigrmvCBEiloiQ7+J4fWjlFXy2hsr7AKE2tJabmi4gZArBKaFKy90Y5qOmRX7ra4NwYjTdoTu24uWlhbOO+88QqEQ3//+95k3bx65XI7nnnuOz33uc2zfLnyUv/nNb/KpT32qaNtgUER1XnjhBW688Ubuu+8+rr76aiRJYuvWrbZQLuD3++nt7eX111/n3HPPtZc/9NBDTJgwoWjdZcuWcemll3LfffcRCoV4+OGHueqqq1ixYgULFizAweFUw+/3M3/+fLq6ujBNk8bGRkpLi++Dl068lOdbn+cjUz/ClKEp6LqOy+WiUqvklnoRkEgaQrD2ZUVTiLFSFwCk2dNxv9FDxvCgmUnC6T7wNKKGaukY2oeSTmL4g1x85vvwJ/rZ98q+ou3378+Ry1lUVKg0N7vYuGsfhpoXqTkL803ehl2uxfjlEGreVmx4+blksk+Ty63CstJIkiffKjgDqMhyLZKk4vfdSTa7hJy+qqiV8KmII3RPckxTtO2VpDIUWXTWOliOrmklkCV//veh/Hahg+5bUWdCBnK5lYCOSI3IASaWFclPcZxAcgncLbeimirx6b8GSUE3RO5wV1eOcFhEXxVF4cc//jGf//zn7U37+/u5+eabx9zt6aefzmc/+1m++537+NCcrYDJn7cLobtn0CSWsQi6xSC2ZIvEZcCqhMSDxvvwuyTUEb3PrcZGImHhjBAqLUUeFIWB0Qod+sF0e0mV15IZGgKgpqaGK2dcaT9Rq0MmkgmmBpG0DqgEyty4K5psoetVvXjU4fQSh1Ofz372s0iSxMqVK4uiS3PmzOHWW2+1XweDQWpra8fcx1NPPcX555/Pl7/8ZXvZ9OnT+cAHPlC0nqqq3HTTTTz00EO20G1vb2fp0qXceeedPProo/a6999/f9G29913H0888QR//etfHaHrcMpSWVlJZWXlQd+/++y7+dC0D7GgfAHLly8nm83aEeEC1Vq+1a8RI2Wk0Hzi/QOFLoAvaJIZglB8L16/ThJQQ3UMdG5CTicw/EFKygy0xBYaJJX6UAmd+ZbB5533HjZv3s2CBRIXvzvAk0+K5ZJloWWzpL2jDndESJKMS507armiTEeW6zDNLrK513Br77YL0WS5wQ5wuVyLkORycvFVmOaRFMCfvDipCyc5hdaAslw+wjGhe5TtRzrzJNHoJ8jlVgNg5VMX5EMIXfGkpyBELrjdV9qefG9FQZoVeYDuaov22hxqVOQlG/oOoDiaO336dM455xwWLVp02H1qmsaZZ57Jhg0b+Nw/fJhqn4mheNkcFzmwFrChRwjozQMuJmaECNkuaYBOg387+zv321NNZmMD0VJRIBCUJCTTxFIU2v0xslYSJIlM3m1h8eLFnHXWWUVFAq5BEc3NlcskI+K4pdU+u0ACoMzt5OceMZYF2cSJ/xmH7c7g4CDPPvssn/vc54pEboGRhTKHora2li1bthy00HIkt912G4899phdEPnII49w+eWXU1NTc8jtTNMkFotRXl5+ROfk4HAqUuGtYHHDYtxuN5qmkRujTa9X8drFab3ZXkxf3ts2Odres3KahpaN0tDyIiFZ1JK4yhv4oMeLK+/TrqsiX1dC57Z3nYlXE8K5qamJobBo5fvuiwOESkXdhitn4coe+/uwJElo2sWAyMGFEYVoSvGMjyyJccCyhrCs0YXZpwpORPckx8pHdIXQrUI8m2SxrDCSNHwzKjSSyOZW4HItsoWqdIiuKpLkRlEmYxi7UJQpeNzXkcutxrLCwmLsIM3Ajge6vpO4OpwzRHIplC4ip4ub+ob1KfutuXPFU+p5553H6tWrD7nfj33sY4AoWtvenuU5LuCsGpmJUwZo7+6jyeViyRqVKaqPH/89wV0eD0nT5G+uMk4PrmVxWmL9mvVIksS73/1ufI2NREuE0C3JiwizrJRlkVe4wJiPpoqcKp/PN6ZYGCl0s/nAfKjGR/0IoRvyhI7wU3Mgl4T76k/8cb/WCdqRdanbvVt0GZo5c+Zh1/2Xf/kXvv71rxcte+qpp7jooov4whe+wPLlyznttNOYOHEi55xzDpdddhkf/ehHcec78BWYP38+U6ZM4Q9/+AO33HILjzzyCD/84Q/Zu3fsdqQFfvCDH5BIJLj++uuP6NocHE5lZFnG6/USzs/SHUiVVkUsFaM320uzT4hAOQPoFqjDAYyKeWU03v8lpFyOmdZsOgFXVTOXB0voiQyRbALDLQsvXqDU62F6TSUb9nfR0NBALOYhldpJXb2Ls88W9xBXzkS13ZOOLZrrItLp/8MwdpLJLiGT/RvAqDQHYW+mAAaWNXTiZ3mPEU5E9ySnMGUgS+VIkmpXUhp5j9wChZxcwxAR0OGI7qGjgx73h1DVRfi8/5Tffyi/vxMX0bUsnWTq5yCBmhNCMMN2LCtju0GsXTssdOfMET60p502un/5SGRZpqFBdFKb5xc5Rm+wkD0l5zJ9+nRqVZWnJk3mQ5l6hpaF+LwmKlP/HIlghKopk4c/A8uy6O/vJ+vxkM5X8JbuEOfWHTRImklcueGoc319/Si7FxgWutkyGT0hvn6haq/t7QhORPftRmH2Zay/hwP58pe/zPr164t+zj5bFI/4/X7+9re/sXv3br7+9a8TCAT44he/yFlnnWVHbkdy66238vDDD/Pyyy8Tj8d53/ved8hjP/roo9xzzz089thj/z97bx4mV1mn/X/OXntX9b6nk04nISGBQICwE2V32EZFFERAcFRURBlm1FcEheEnIy7AIM4rioLihs4LyACC7PuSAFnJ3ulO7921r2f5/fGcqupKd4fAIAlO3ddVV7q7zlYndc5zn/u5v/eXxsZqlF0V/zsQDAbJ5/PTvle0Lwznh3E0Sn7ZYsOfEmQZx50tWSyLsarLF2Q/j4dwLOYWpCnYugdJEZaKkEc8nLa1tREK1fPcs+IaPvkUoSJrBRstPz0B/59ClsNoblFaJvNjHCeFosxF1z9YsZwkySX74/vZvlBVdPdxFK0LkizUQVnuwLaHsKxtaOqi8nIusbXtQWw7Wvbo7kbRBdC0pWiT+mXvDetCLncvtt2PlrdZvDbOqweGSXnieM3XAYuhoQIDA+UuaPPni5a5CxYsQFEULGv6KZViEY+Mw5mpu4hbH2Gb0kG/PpeeHofNhoEmSaRtG8txCCoKtuNw18Q4XScswiNXnoPx8fHS1LMvlUJaKXqGb/HFAYX6nErc9VO1tk5VGaWCg5oQN8h0wMRKC8k83OTDo3po8bcwkBqoKrpvB5pPqKt7Y797iJ6eHiRJYt26dVP8tLuivr6euXPn7naZ7u5uuru7ufjii/nGN77BvHnz+O1vf8uFF15Ysdy5557LlVdeydVXX83555+Pqs58u//tb3/Lpz/9aX7/+99z/PHH7/Fnq6KK9zt8Pl9F7u5kNOmCvA7nh0GSsH0SctxBSTlYuyR/2S0tyH199JDDMfMcPSoKvEPZAkoujeULYnsCyLl2LGuU4CSim81meeyxLB/4YIDWVmFp0AsOaiH6t/nQgM/7T2TwkS88iiTV4Pd9FUnSpiwny7VY1hi2Mwb0TN3Q+wBVRXcfR1nRFVMGqhsZYlnlyk3HsUuKLoBprSspsrvz6E6HYkD1u9kdTcnH0NMzFNDZUbK5ewCYtzmFx2zAk7WwZchmRNHMypWV+bnt7e0AeDwevvTBdp65yMf8uqlf5SLR9aTTZIZ01B3iqT01OMzChQtpdAf+F9JpTt66hR+PjvLNwUG2Fwo0d83B47ZDHPWLnIXx8XESCeGzCsXieAeErWQipPCRpo+gxJOo0VFaG+pFS8o+E//aAkpC3ER1l6ybfom0k8N0o8XCTYI0FX26VUX3bUCShIXgvX7tgTpbRG1tLSeddBL/8R//UYqcm4yoW7j4TtDV1YXP55t2u7W1tZx++uk88cQTFQVvu+Luu+/mggsu4Ne//jUf+tCH3vGxVFHF+xGGYczY6nayogtgBl2fbmIqMXZa3Qz1bJb8yHaO2ilyapPJFHJGqLWSEUSSAwAEPQaKotDY2EgkEmHLlspUIa1go+X+diqqJPnw+f6JYOBHBAM3IsvT2xKK3MNxuUg+/wyp1PdwnMy0y++LqBLdfRyOU/boQjkbz7K2TFomyeQe1aKTmg1Ie9RCcDKKCvC7pug6DvOeu4KFj1+Emp160YrEhwLerJemkRyx1mMJx0W0mOWIWLGVK8sXVF1dXUX49+VL8xzRoXLzKVNTCpbMng2AN52h97F6AuOioCw1MkJbWxvdYUEoh80CE5bFzWOj/CkeQ5ZlPE0Ghi2OY4dPBGmnUilGRwXprYmXz8+hc07l1MjJmKkk3oFtLF6yBNmEmufzBNYUqH8wS+iZLP6XxY0s166QiuZxbAlZlgjViWPfr1Zkn7YH29/WKa5i38ett96KZVkceuih3HPPPWzcuJF169Zx0003VUSAJRIJBgcHK17FQsirr76aK6+8kscff5ytW7eycuVKLrroIgqFAieccMK0+73jjjsYHR2d0R989913c/7553PjjTeyfPny0j6L0XhVVPH3Dl3XkWV5WlV3V6JrBd30nITDqsQqfrT9R6X4MbtFEF1/NIo8tJm5UdH85+7+AZSseBB1DA+Sm4xU37WI1hWfRFVVIpEIW7dW2ie0goOR6n+3P+4UKEoLsjwzTyjOJtv2OLY9QTrzIwrmixU5vPs6qkR3H4bjOCVFV3KfthRFkDfb7sdxsu5ylT6eQkFMqUtSCEl6exVlsmtdeLc8ukZyB774ZhQriy++ecr7BVO0N24ZjCEB0eajqEsvonZcXPSWJbNykj+36LkF0NJDdHjEDeSEbpUTu5XSMscccwwfPvZYQBBdgKCrxqZyORGq7/oQBwtlWwTAwQcfTEIZwbDE1FJMjREIiqfwwcFBd1uiCURvg0TgkOPIJQUZkVUVzetDG7GQHLAkEU3u3WmjWTJJf4GJHonhleLSi7T6kRXx82eWfIYfrvghH5n3kbdxhqt4P2D27Nm8+uqrrFixgq9+9avsv//+nHDCCTz66KP8+Mc/Li131VVX0dLSUvG68sorATj22GPZsmUL559/PgsWLOCUU05hcHCQhx9+uGTn2RVer5e6upkLSH7yk59gmiaXXnppxT4vu+yyd/cEVFHFPopi8sJ0Pt0GtzPmeGEc0zZLiq4at/ll/y9ZmVjJ1ZuvxnEcHJfoKkNDLPdkkXGIKjovOqCmxXiR83pwZDGDF9Q15IPFvT4SiZBKiRjNIvSCjec9ILpvhaLIZjvjpdlXEHn77xdUPbr7MIRSK774xaIyWY4gSREcZwLL2o6qzse2BdGVpCCOkyits7sM3ZlQ8ujuiXXBcWja8jsywTnEGw+peCs4/BKynUfPlNsj6umdu6yexnRTFZpGkuS8jaTC+2EkD2Xpqr8y3NTJNau7MFObSutMJro1Iy9VbO/Os7zcsUbjA9/6PZKqs+H3vwdFIaDlCXWmSXcLYptUFBzHodPvg3icYbOS6J500kn8xdmJYQmlNSfn8If9JBNJHMdBlmX6LlzBd8a20RiezdUNjeR6twFgBGuQJAljyG0K0WYz2pKnebOOnpeJHqaz/qlxsiMeFFXi2HPmlfYb0AN8sLOyGKCKvx+0tLRwyy23cMstt0z7/rZt23a7/ooVK1ixYsVul7ngggu44IILZnz/y1/+Ml/+8pdLvz/++OO73V4VVfy9Y3LEmMdTOTNYo9ZgyAY5O0dfqo+5oQ4AlITDeL0QoVJWimejz3Jky4EAyBMTXHRsO6yHnTXN/PJHN/Lqv18LcywcVcHWhCDjdxtSFFsUG4bB1i15WlqET7ZoXZDNNLb6zjuk/U9RjBgzzQ04TnlW1vkbJUL8LVBVdPdhFG0LQpktm8SLqm7Rp1ssPFOUOajqQaXl5LcoRJsOkrzniq4vtpH2tT9h9qvXwqSMPcnKM++Ff2HuS9+kcUv5CdBID2Cab5LN/RnHcSgUVgIWnryBL2Mz0XIsSBKxpuU4kkzjUC+Lom8y8S9Brv+gUFeL/lyA0LBQrh/LLmTjuE2jX+bKQy1aN/8agGxSPHFGglnajogS+MBBSLaNpShkR0epdW1Zg2ZlhuKKFSvISwNojjjnOSWHVit+9nq9HHHEEfT6xkh7JDo84saXTYjzZQTFFJDmZvM67V5iaoY3F8RJn1nLnAPmYUWF9eLIj3XTMjf8lue5iiqqqKKKvw00TZsxS1eSJGYZonbi5ZGXsYoe3ayDzyqT4j8N/wn8fuwmIaZ0vP4iANtCraj+Gl4JN9E35s76yULd9dgZJMcmazpIkuT6dMuqsm0K65yR2gvFtpNQVHQdZ4TJFknb+dskQvwtUCW6+zAmR4tNRpnoCp+uU1J0a/B6zi8t59hx3i7K1oU4jjN9JWoRekZM46uFBL7om5P+XlZxPZNUXCM1QCZzO9nsLzDNV0q2hfqBKADDjUeJz6WHSNQdCMDnewaRJYkrjtCZX1eOC5PsAqFR0VSi+YQvMfiP/8WOnk8BUNf3F8jlyLppDBGvOA9OuAl/Vtg90ps2obnex6FJiu6CBQuoqalBlsVDho1NQS5g1Vgcc8wxHHfccUQiEXZkhW+30ytiwXKuZ9cI1SBnbLSEg4NDeFETtm1jWRahUIiGhgbMtPB5dS6YuXNPFVVUUUUV7w0CgcCMEWML9YUArMmtwVIcLI+4f7fny81XRgujFOwC9pxuADQ3r3pHoJHt0QIdHR2MpF2SqCQACQnwWRliOTHO1tbWVhDdpNu8yEj1va3PMlMK0TuFtAv/0DRRU1DkHe8HVInuPoxdo8WKKCYvmNZmdznxhZPlCIrSiq6LwhRNP/pt71MUr0mINsC7J8parvxFD42UGzfomaFplzfSA1i2eM80V2MWXNvCRI7tUZv/c2tZ/Y02H1WxripLfPd4o6To+sfXoJhpCnqYdM1cfMEwo3PPxlI8GOkBfKufJOMVT9wRTZBWUw8RkMVXPr1jB5KbPTqZ6H7mM58hVcjjkcR7lmKBJNpA1tTUlCKaSkTX04njOMQH+pElBU8whNYntuc06ERa6vF4PMiyjN/vJ5ssYBZskCAQrrb5raKKKqrY2/D5fJi7WNiKmCuJuL/t1nb6RvtIaqKouDPXzCzPLFS3ZW7UjGJ3d1es2xtsYlvM5KCDDmIkL2YF81oGJLexkJUmkRdENxwOM7GtfAzRXqHoTufT7e/v57nnnqvIz85ms3zlK1/h6KOP5vLLLyeXy01Z752gUCg3xnEcDV37AFCeSX4/oEp092FYpf7TlW07FUVceLbdh+OkpzSH8HouJhD4/zD0k9/2PiVJnZSlu/toEy07Vvp5MtFd/8IjFculg4KYq9kBQFyY+cJTOMSx8jahhMl/bzK57777SzebaPORpfW/+0wO03Y4Y4HG/Nri/oQaHG9YBpL4Gtuql1jT4TgOGH99kIybzhCxRVKCqdWUcnDTw6JS1vF4OOnMM5k3bx5f+tKXOOaYY9gYHy4lLkiaeHqPm2XSnzSTjBXG8ORkPFtibH/2CWqHfXy06wqWpJdR85qYAgsubsLn8+Hz+fB6vfh8PhLjQlH2hXQUrXr5VVFFFVXsbei6PmPEWI1TQ6evExubVbFVyHVibGjPN9OoN1KriUFpojCBPXcaohs1mT9/Pr52kXyS9YIku3nsVpp4Tuy3traWwLiCOgDKMJhrxDaG+rdNObY333yT0dFR1q1bV/rbH/7wB5588kny+TxPPfUUv/jFL/6HZ0XgppvKxbIvvpghnxfHblcV3SreDRQLtVR1YcXfRUFaA+BgWpvKzSHc4jNJklCVOUjSO6s1LObpOW/RCWVyxl9gYg1yIcXg4CCvP3k/AHe/UeAbf83xRKMIsjflcnqCKJoD30QB2YGHNwuCWyzIKXgbeDF0Kj98PsfXH83xQp+YjmlRxD5rhl2iu0sR3HjbB5h4009y9RimJp6ggyRxkLD0AD63MjapioIAp7aWr3/96/z6178utQvekhzCsIUnWNbFJVIkusPr86x/OIVq6Ry9voWt//1ntj3zGI0e4ePyxTUkR0KaHyT8gVnIskxDQwN+vx+Px0NyXDxlB2uram4VVVRRxb4ATZvaKAHAtm0kSeLoFjE7usHYgN4sEng6ck006o3Uy/UcmtifujcVnJZOHEWMLaZuMOqtYVtUCB+Fmg4cByxNxlEnE12h6EYiEbpVg4brNBqv1QgNWlh5CSu2g43jZf9wLpcjmRQ+3507d5ZyuP/4xz9WHPt//ud/zkjeQdTSeBJbYTfLJJNJfve73/HggwlGR01++IN+nn9+vftuGseZ3u6xr6FKdPdR2HYU2+4DJFRl4ZT3VVV0KLHMjaV4MVl+dxoNSK4y/FYt/yYrupJjExxdye233057UFw4bwxb/NtTOa77ye/Ie+rIGVO/bh0pE9N2+OtWQXQ3btxYeu+B+HwufyiH7cCGMRvLUehd5yU3OI4vLpIY4g3LKraXiNUytCpUUnNVRcaggKUFQVIIdojisfHaWhzAqZ16zvoyQ6VoMVUTDwtFotu/KofZ76EzupBwRiyj+4OEQqIIIe9zGJpboP7j+yGp4vM2NjbS2dmJJEklRTcQqRLdKqqooop9ATMR3Vwuh8fj4Yy5Z+BRPKyJr+HP+b8AsF9mDrPsdr6x9lNc0/d5Fm5qIfQ6OO4YY7W0giSxIy7GuKFshpQiiKFtCLLckJ0gMZnoGjqSLSGZEooDse1euqRBVo/kicfjbN++nbGxsYpj3LBhAwC9vb1Tjr/43nToWH0Lix7/dMVs7K54+umnAfjev4/w8XN6GRmxeOKJFwChar9fCtKqRHcfhWmuBUCWO5Hl4JT3VUXEUpnWm6X2v0WC+j9FUdG1nbHdLqe6im7eI7IG7e3Pc++99zKrRnytemOC8D7zzDOMWUFy+tRM30i0wAt9FjHXTrR+/XquueYaTjzxRK655prScutHbTZnD2ft1oXseNbNw63pwZzcRSybRf/P28GRkLuE5cDrKrKmLtIQIrW1KI5D1uslGg6zfZpzO5wvZ+gqfeO0D3uJm3Ec2yGXdAsH0i14CuLzLDrjbPzucQwttojOdkoEGURb1w735lckusG6KtGtoooqqtgXoGkakiRNaRqRzWbxeDwsaFrADcfcgCzJ/Dz9a4bVcSJWiONfXUhtLkhUSWBJNp5+C33hGej7nYkyqwefKmHasG40j+ndQNwjbHSOLoj1/MQA8XyZ6M7VxbizOitmP5P9HhqkOCvf3MZJJ53Ehz/8Ye677z5AjCsAIyMjjI+LsfiQVpmXLvGz+nN+fnq6hzvu+PmMqm5g/HX33zdmPC9//etfSz8XN7N27bqSqPZ+KUirEt19FKYlbAuauv+07ytFomu+DgiW+E7ixKZDMeXhrRVd8X6s8TAAUlue56CDdOSPNjBaq7E9Vr5prB1IT1J0BQl08g7BpMnDW8oG/F/96lfcd999pQu3iA1jNkMF8ZkLKWFjiDdMsi04DvrP70AeHEQOqKTnCouCZhenkQTRlWWZelftHWpu4oWsn/FMZZVqzBotWRekZIrDV9eSyMfJpRxwL/badAuK661SPV7krPg5r9koioIsT39pJYtEt9aY9v0qqqiiiireW6iqiqqqUwrSstkskUgESZJY0bmCzyz5DKZk8ce6RwHwZgRh/be2n/J0iyCMXn0RxvxTMRZ8iFlhMda92J9DUqMkNCHS4BV/ry0kytaFcJi5hhgX7oxGGWpqJD7qxbFATQ1RMMU4VRxbZs2ahcfjwXEc1q8XdoLPH6KzrFVhUaPCp5fqDL7+GJdccgmbNm3innvuYeVKkVQk2QU8bpqDJzlVCS5+9meffXbK37dt24ZlCUX6/VKQViW6+yhM14muqoumfV9RugCNcq6dB0l6d1TCPfLoOlYpdSHWeCgArfIYnzg3jOlTeG3/Goay5SfJNQNpcq66qmvHIEvzaNiYRAIe3/bWcSjrR21GCqIIr1BwfbMu0XUch613rqN/uxdHljE+vIwNljimdCzEhNlaIroAoXYRCTbY3Myot4Zfvp6o2FeaUXTLLUYzTfxZlbqteXKT+pvXppogL3xTuupFct/KK1ZJHZgOVetCFVVUUcW+BU3TUFV1SjSXZVkVLecvXCTqTR4MP0NMET7ZofoEb/g38l+Nj5NrlHEnA1FNP11hQYRf3JlF1uLENWGBK3jF+ODIoA6LJKJGw6BGUbAch6Hubh5fsYJXDlpGZkynRx9Db+rG4/HQ1CSK02tra4lEhLK6c6eI8Ty4pXLW9JBWhVWrVnHOOedw/fXXc8kll3D//fdjJPuQ3PhQT2L7tOfkhRdeIOvGce6KiQmxblXRreIdQ/SUHgCkKYVoRUiSWkpfAAlDP/Fd2780qeXfTFDzMSRsHCQSDQdhOxJNfomAXiZ4K84Ml35+Zct4iegqSifx/jM5YCyHZTu8svOtie7WKIyYIj84Z/mwVB+pWnFuMm/sYCjXxpY5p5H51IXEeo5kwhF2Csn08HD0q+S18rGYQeGnHWloYH1tJ6/szJWmd2zbxlTG8Lh3K8kSZHb+Rg/paPmiD2XKlgfDEcvaGliSXYogmw4l60K1GK2KKqqoYp9Akejuqug6jlPh3/VpPi4/+HJycp67Wh4g3yDTt1jYDIbtEaLHepg4Ttzb1ZjN3IgYC0bTNpIaJ667RFcRY15esejcLEStRpdU9hUKNHUIMWZbVxcDE3X0yP14OventbUVSZJK3uEi0c1kMvg0WNggxtg7XxNe4EPbptoFf/SjH6GMl2thPKk+sKdGqxVV4unQ3ydIftWjW8U7RjFtQVHmIEkzt/7zeS/GY5xNMHAjXu9579r+98S6ULQtmEaYgmSw0f2+tzSUSd5Z/1iD131yfa43X7IuyISwekVXs9XDNqmpDWmmoC7UgemIG4iFwUTkEBxZ3IDMJ14BwJEUEkuOZttgF5Yi7ByqozBqzmGi0FHa1lBeJ2lr2IpCLhIkbTpE3emjwUwcSc7jLYh9aapKRrcIZFWy23YSlN2Lxq02VXQDxVWYbY+EZVnouj7tZzDzFpmEGz1WJbr/6zA4OMgXv/hF5syZg2EYdHR0cNppp/Hoo4++a/u4+uqrkSRpymvBggWlZbZs2cLHP/5xWltb8Xg8tLe3c8YZZ/Dmm+WmL8X1nn/++Yrt53I56urqkCSpon1wV1fXlH3+67/+67v2uaqo4m8JRVGmJbowtVDtwkUX8tX9vsqslkVMHOfBVyNmC2OFGLZjYwUkHBlkC44K6/h1E3CQ1VjZugDYiool5Znb+xr6T35Ck+u93ZTLUd8krHeOLPNUzbHMlfowOhYTDofFuqlx2tb8mLqQ4Acej4cDmxUUWWJnwua/NojPMR3RnZiYoH9lOQJUcqxpu6/t2LFjxvO1ebPrNX6ftAF+Z/lTVfxNUbItKNPbFopQlA4UpWPa92zbntEn+laQSw0qMjhOelqyXUxcKBi1bNy4Eacvx7xaHU9N+cLSNIm2do1NG/NsHLfJusVo3nQK/8Q68MOLe6DmAnTWz6v4fTQsrAlSfz/5vglwxe3ksMXQZgXbK4hoSEqRB+JmY+mpbmfSZtwJEGCCDiNLf6aGvliB/35uNcNWDJoRxWgSBOsaGPYMMy++gOWpdghBwXF4PFpgHNC8PhTXomF7RDHDTBW8yQmXfBsKhr966f1vwrZt2zjyyCMJh8PccMMNLFmyhEKhwEMPPcSll166W/Xk7WLRokU88khllnVxliGfz3PCCSewYMEC/vjHP9LS0kJfXx8PPPAAsVhl2++Ojg5+/vOfs3z58tLf/vSnPxEIBKZ46AG+/e1vc8kll5R+DwQC79pnqqKKvyUkScLj8UyZqpckacoMnSRJfGj2h3h24Fkcx6FGrUFCwsIibsYJa2HMkIQWdZgY7UOZ8230kROQtBiWbJFSU/hNP463DZLbCWdHsJ7vRXFtE+tzOWoj5SLrbU2tLMluwNOxiNDYUwAc4B+hecujmJLB01IjHo+HQ7rrgQyv7LT4h89cBdHvsaRJxqNCdhf+nuldBXPKv3uT28kFOyuW2S3R3TIK1FUV3SreOd7Kn7s7ZDIZrrjiCo488kguu+wystkslmXxwAMPcOedd04ZzIp4I/EG2zLbAJAkDxLFUOjpVd1ihm7BqGPdunWsHLTJ6xIoEjgOvqwgx22tZdJXtC4EowM0W6LbSzEf960wv/OAit+jwQMBUB96mKynrvT3obV5ChkHRxE3rIgjGkMkC+XuctsTMVIhoZrXu13TXtkyQjDZS3cmRm22FkUSxx1paWFe5zIOiBwnzofjoEkS873CuqB6vMgZQXQtl+jOpOiWbAsRY0YPbxV/n/j85z+PJEm8+OKLfOQjH2HevHksWrSIr3zlKyXV9Pvf/z6LFy/G7/fT0dHB5z//+VJeJsAdd9xBOBzmoYceYr/99iMQCHDyySczMDBQsS9VVWlubq54FSu0165dy5YtW7j11ltZvnw5s2bN4sgjj+S6667jkEMqM6k/9alP8Zvf/IZMppx//bOf/YxPfepT037GYDBYsc8q0a3i/QSPx1Oh6BYTGKazommahizLWJaFIinUqKLJ0njBnekMi7FuZKQfR7JRg6uRVKHmxnQxBjsBYaHbOquL+04/jYc/8mH+VBPi7mSCgEeMP7Klg+TQn1uAz1Bpb2oFIDQsjrO5914MXRxfz2zRNfTlAYuORcsZzSqossSZrT5OCVamC80JCtGl4KYFTVeQ1tc3c+vhkWE3Js0e3W1W776CKtHdx2DZw9jOMKCgqgvecvldcd999/H4449TKBR45plnuO222/jhD3/IVVddxY9+9CPOOuss/vrXv9Lb24tlWQwNDfHwCw/z/e3f59+3/TsFW0ytl3y6b0V0PbWsXbuWVYMWWUMotkbORnXE+q1t4oINhWRwxV59x2q6vcKr9GL/nhHdrqb9Kn7PyMKDKw8MkJlEdLMxGwcHWxYXYq0kpliSOTG9lLNzbPbdTNIvLmyfI4jExEh56ubQYaEWK+kEtW2zONA4DL9WQ9pM8kxSHG+HESSgRrAkCTMubhq2V8JxnBk9uiO94kZX0zizHaWKtwfHcUgX0u/56+3c3MfHx3nwwQe59NJLS535JqM4HSnLMjfddBOrV6/mF7/4BX/961+58sorK5ZNp9N873vf48477+TJJ5+kt7eXK664Yo+PpaGhAVmW+cMf/jCl8GZXHHzwwcyePZt77hGtuXfs2MGTTz7JJz/5yWmX/+53v0tdXR0HHngg1113Hfn8+yNMvooqALxebwXRtSwLVVWnnaErpjQUr6FSdzRTKJymG7HpiYlBT/HuRJJsofwGxTqFoEYhGGZw3nwsVSUhSQwceii6q+bmHRUtHwagT+6kWxqg031PHcrjOKAW4sxKi7SH2S3iYbbPqmdkdJQ7tfO4lfP4RPfB3Njaxiz3c2gy9NSK44s2HyWOc5eCtHg8PqMoBrBlSx7blrHtfgqFZ0ilbyGb/cNbnOG9h+r86T6GopqrKN1Ikvctlp6KXeNA7rrrrorf4/F4afDUdZ18Pk/okBCdl3aSslJsSG5g/9D+yHIttr1jxoK0snWhjvXrH6ev32LQFiplNuNBajwUCn20tWq0tKgcfrggd1repmliJZrmkMw7rBkRT80/+MEPuPvuu3nxxRen3V/YJ4itIhewbA3TtQtIiQTZ5rqKZR2pgOMKpg3yIOuAlKswr4q9gaMNEXMVa48JMjZtlD+n3xLvadFRAk3N1L0ujnH1xJOMKUcRqwlSE5NYGD6ctcYGnJQJ6MSiFk6N8HtNh74N4ibYPv/dyTuuAjJmhsN+fdh7vt8XPvECPm3PHlg2bdqE4zgVPtnp8OUvf7n08+zZs/nOd77D5z73OW699dbS3wuFArfddhvd3aLV6Be+8AW+/e1vV2znjTfemKKmnnPOOfz0pz+lra2Nm266iSuvvJJrrrmGZcuWsWLFCs4991zmzJnDrrjwwgv52c9+xnnnncfPf/5zTj31VBoaGqYsd9lll3HQQQcRiUR48cUX+drXvsbWrVv56U9/+pbnp4oq9gXs2ga4SHSnEy5UVUVRFEzTxDAMIloEMjCad9vNu0S3I9fkriG2W6PW4Il4YAhMtYDV2AGShCwr2LZFc3MztbWCNOcsD7WFIDnvMFHdRw87Cfp0soAnkeG59BKO8L9OmzLGBiCviWs+MP8Y0ShCEdvRZvcwd+cIdarK/l0O/3qUjqZIxHMO4+EDaNh+3xRFd1c1V1EUli5dyssvi+YS4+MW69e1s3BRL+nMTQAUkIDF7+zk/41RVXT3MVjWFgBU5e2ruQDbt08fFTIdioqLp7NcGPWLp0V/7GJBmll4GdM9pskoKrpZNcTGjRtJ5OHfVomn4aQyF1kV0yitbSo3/HsLn79UPG3qeRtNFhf9fRtMbEdcRIcccgj/8R//wS9/+UvOOuusqftT3C5kIfGv6WbYOolEWdF1ya2tuZ9LcYgoYlo3nRbr9abEcafUFJZkITsSPcooXskkJ+cwJfeJ3rLQMylU3cB1QTCQ2QoMkpovrAmzAouoD7agus0uBrYWSPbq0xJdq2AzsDEKQPuCKtH934Ti4PlWdpXHHnuME044gba2NoLBIOeffz5jY2OkUqnSMj6fr0RyAVpaWhgeHq7Yzvz581m1alXF67rrriu9f+mllzI4OMhdd93F4Ycfzu9//3sWLVrEX/7ylynHdN555/Hcc8+xZcsW7rjjDi666KJpj/3yyy/n2GOPZcmSJVx88cXcdttt3H777VO6OFVRxb6KXZVb0zRLRWq7okh0i4ruLLcF/CNjj5C38xRcotuab8Cwy1a2iBYhHAyTlbOAg6MbYJmEvOWZnvoGQY5t24taEJaDvJbilNw2TI8Yq73pDI+8WUNv5AhWbY8C0JsJ8J+v5Nlv2bEVx5rxiQdynyTz4w95OKpTfJ4HN5k8t1ms601sQ7LKMzC7+nObm5unPKjff7+NJIUn/cVBVTdPOVf7AqqK7j6GYi6dLNe/o/UN4+03IvB0lIluv9HvFrKJi61gvkgh+Qqh4E+Q5XIWrZYVT669E/nSdE/QjVIJ1cxGlpsBWLjQg6qWB/j0qLBG/Hxlnlef8/PC3HauVRU87gW8cOFC4vE4f/rTn0rryJKM7H5VjaBMJmoLous4mFkHWzEAh1CzSnzAwttoMWGC7q8h2bAQJiCbUnBsh4GMmI5RzVbiWpxIPsIBqrAt9Pv7qZXrCMdq0BLjGD4fUgEk9yE/b2Uw5GGcpiUMZPtp8TQy2+5Bs8VNLetAIaZMS3QHt8YwCzbeoEZt69Tp6yreGbyqlxc+8cJe2e+eoqenB0mSWLduHWeeeea0y2zfvp1TTz2Vz372s3znO9+htraWp59+mk9/+tMUCuVYkl0HY0mSptgodF1n7ty57A7BYJDTTz+d008/nWuvvZaTTjqJa6+9lhNOOKFiubq6Ov7hH/6BT3/602SzWU455RQSicQMWy2jWMC2adMm6urq3mLpKqrY+5iJ6O7OulC8Nk+oO4G/jv+VkcIID44+yGkNp5GU0wRsHwucubyG6HQaUSM0GA284X2DjpQoJNdi4ziKB0VRKBQKLF6yBAC5YKAW/OCAoxQoZFowQ+JYfOk0zo4BvrP6IB59YgPnnw8bkn5+86yP2z/dzODgILIsY9s2aZfoLq7X6KixSeUdjr0jxcpBm5NSr3Lu0bVouXEC46tJNBwETFV029vbKx6wAdau3YLf9/+Ryz+K48QxzZUoyqb/0f/B3wpVRXcfg+0IIia9wy5n70RBmUx09SadtQNr0fUTMIwzAC9gYduDADhOlnTmP0nqIuR6dV+8tG5TkyCjHqO1RHSLJPf11zNc+50hPvPNEZb/NMVF92b5UKCGoKJwsb9ymrWrq6vid0Mrkwoj6Lb0zTmQzZLVhDqq+yQaF+goGvhbxVO2x+PhysgwlmTi2JBPO4zmogBE6C5lGvokcbPaGtxKYI6fjvpajKE+dL8f2VWOTSxsLKzCDhRDYm18HQANmQa8GfG5c7ZDISmXiG4+a5J1s9P61pdtC9VCtHcPkiTh03zv+evt/B/W1tZy0kkn8R//8R8V6mwR0WiUl19+GdM0ufHGG1m+fDnz5s0rhcD/rVGMH5vu2AAuuugiHn/8cc4///wZbTm7otiBqaWl5V07ziqq+FtCVdVSgRkI64JhzFw47PF4Sst6FS/nNJ8DwJ9H/8yEOcG4KsaXIz3l1JKIFqFeq2fYU56F0aIjFGLxUiOI+towAEZOQ0LByIprbrMuCtG0XJ6UruD1KPz8Z7cTj4v9hEIhjjrqKNLpNEDJYpT1eLAliU8fKVTnhzabvDJgYzvwzDPPEqs/WKw/KmwJIyMj1NXVsXBhOcO/o6NjysNzf38/hcIs/L5L0fXjAFD2UUW3SnT3ARQKhVJxmOO21JMrpgT2DKZpMjExc9zHwoUL+e///m9WrFgBQM3yGnzzfOh1Ymols01UV784/CKyHMTrORdFEZEjRa9uOnMn+fwjrJkvLv4X1pcH48ZGQfhkuR5ZDiBJZeXypZcyPP54is07TV7ot6iRZWa56QQ9ySTStm2lZZuamujsLEed1Ibd5g8KaG4ur5lzhD/XK9QiI6hQP1fnkAtqkL2CXKqGytbsFhKGa7OI20RNcVNoMVrJGuUomZ3GGFEjSndNNw0eDcm20P0B5LxLdBUJkMgne0mNDDFe2MlAegsS5Ztg1gEzJYMtYZk2v/u3l7jz/zzH0LY4W18TCnj7gnL6QxX/e3DrrbdiWRaHHnoo99xzDxs3bmTdunXcdNNNHH744XR3d2OaJjfffDNbtmzhzjvv5LbbbntH+zJNk8HBwYrX0JB4MF21ahVnnHEGf/jDH1i7di2bNm3i9ttv52c/+xlnnHHGtNs7+eSTGRkZmeIFLuK5557jBz/4AatWrWLr1q387ne/45/+6Z84/fTTK67jKqrYl6HrOpqmlVTaov92Juya0nBYzWF4ZS85O8frideJukR3ltReWiaiRajX6xnwDZBVsqhZAyWXwYrHmDdvXoVNImAKJbYmKsSvhE+Mz7aT4Zl5HSgdjSxuay4RXcMwOO2000oPrLW1tYLgSRIZr5fZCHJ974byMcfjcdbmhCgVGhZEd8eOHSiKwqJF5dSn9vZ2Zs+eXUH6D2iSGHhTPNBqUbENRRnAsqIzn+S9hCrR3Qewc+dOXn/9dfr7+7FtV9GVat72dqbLtixCkiS+8IUv0NDQwNe+9jWalzTT8dkO5nxdFKDkR/Ik3hBTkjvSZX+OLAnF1LEnsG2beLycz5lH4+FnXin93thUJrri3+bSe729lVO9izyVDRO0e++tONarrrqKnp4eOjs7+cploqpcxUR17U5mzkaa5M8tKr1AKQ7JVMUFHTeEyp2L26RtcVNo9YXR/OUpqfV1rwEwxzuHvBvppPsDJUW3IMvIWo84Py8/B06Wl0b/u+IzFBzAkUiOFdi8cpjYcIZ8xuSeG15hrD+JqsvM2r86jfu/EbNnz+bVV19lxYoVfPWrX2X//ffnhBNO4NFHH+XHP/4xBx54IN///vf57ne/y/7778+vfvUrrr/++ne0rzVr1tDS0lLxmjVLqDnt7e10dXVxzTXXcNhhh3HQQQfxox/9iGuuuYZvfOMb025PkiTq6+tnjM0zDIPf/va3HHfccSxcuJCrrrqKSy65hLvvvvsdHX8VVewN+P1+wuFwiTju2v53VxiGUUF0JUmixRAzGCsTK5lwiW6jVb7nR9QItVotpmIS8jjMtYVKKmfjBINBli1bBkDBkQk5YRzHxj8k6m5MQxBwxypblerrmykUCqUxb+7cuaVIwkAggMe1NaV9PuyChIPEmnxbxee47u5nAPDFN6HmJkpi2WTLUXt7Ox6Ph44OYbeYXyfz0iV+jui9BWnHDnz//G3UITGeZrNvzHyS9xKqHt19AMWQ6nR6nFCN+Fl+C+uCbGawFV3InAhVZdeBRVEU7rnnHlavXs2CBQtKloDa2lq+/M0vc1eqnMiQ3ZElPyTM6GNW2f4wuR3wSy89wfwF5YvszZEcQ0PiovJ4JEIhxT32MtG1rM2AQSYdBMp5n4s94gayPp9nvmGgvvAi5urV2PvvD8CBBx5Y+jzJFzazuhfU5ATG2k3AAmFdSCRLGbpGSGYwN8ia5JpShm9aSYMFCc8YxCAdNymoCSRglj9MSgowOjSK7XOYMCZo1BsJqAH6Uy7R9QWQ3EKzvOOgeg4mX3iT4bWv49iQwWZgETSscxjPlc9LfDjH5pfG3XMgYdsOsipx6meX4A+/fQ91FX8faGlp4ZZbbuGWW26Z9v3LL7+cyy+/vOJvk6O8LrjgAi644IKK988888wKj+7VV1/N1VdfPeMx1NfX86Mf/egtj3V38WnhcLji/YMOOmhKB7Uqqni/QZIkWltbS7nURevCTNg1pQGgxWhhS2YLa5JrWK6IJkeBghef6iNtp4loERRJ4SBzEeeP/QPIsCZ8FG9En8G2TBoaGnjdeyDRMZMPOwrZxN0UfCY4DrhqqpIve/Y7ZkeQN8il48hkMiWi6/f78RUKpHWdjNfLY7qP2sYO5h80l5fXbStt4+FnV/HK/gFmt0TQdr5MOi04SLEDouM4tLcLVbqpqYne3l6O6hQZvc32IBM//SlSoYCxzsJsgkx2FTB91vbeQlXR3QdQTD8oFIqKrAHM3CLWG9vEkoc/TNfK/w+Ap59+mi9+8YtTosXq6upob2/n5JNPnuJ79UcqC6KyvVnybgh0Sit79SZMEa1l2xOkUpXb3562Sz+3d4inOUkKljqpybJ4ulXV/WhsrPTqLXYV3ZU1IcwTjgdA/+ntsGtnmpFR5N//FwCKmcF4+lFMNcVEoQ87HicREE+YrzrP8a8b/5U7B+5kNCVsAnFZPFHHPOL3oZEkqOImMCsYocnXxBOtT/BU+EkAur3CbJ9PTVV08zbIagu+2jYc2wbEZy/4vLwYcXguZZVSHza/MsbglhiyLHHmVw9ivyNbOO0LB9CxsGpbqKKKKqrYV1FXV4fP5yv5XGfKRIepxWsArYbw0ZqOWbIuKDmH0xpPY0lgCXN9QsFtl1pL6yyKHEmnfwGDw1EKtsOmtIFi+nEcC6wBbKuAkixn2uYpN3BpjRSY/c+zaWwUzSe2jWzDsiwkScLv9+Mtimg+HzvQ+LI/xaGHH1pxzC0tLdwf+iQ3cREvvDlU+ruqqtTUiJnl1lZxvMXM7wObhaiV6vOgbBK+XO9LMnbvkYRCZ854zvYW3jdE97rrruOII47A5/OVTvau6O3t5bTTTsPv91NfX8+XvvSlfT603DTN0vSHZbmJC1LNtAZ4PT0Itknr+p+hWFlqdz6OUkjO6OXbXbVzxi5fLIqtEH81XiK6pt/EtE12Znfyx5G/ApC3hqkJb6vYxoBZ/vp0zRLTmrJc9iMZ+vFo2uF4POdMKUrZ3yuIrtQzj8LZZ2PX1SGPjKA+9njFcsrzz2GZ7pOsX0fPJ0mENjKubOSZWIx4UOzvIbmc0mDlRIHAmCSU6aHgVvG5hhQ098k3otXQrJetFQALA8J8n09PIrquRzdrin9r5yysWMcsaGST4vgCzeLfwU3iBtd9cCMt3TV84JP7Vb25VVRRRRX7OAKBAA0NDaVmCTO1c4fpSXCR6AIl64KcdTil/hS+0vUVdFmMk41Ujs2z/PvxxoYR/vkvYySzNgcWVBy73BVRi42Wfn4htBN5VIhRvpyCt8uLPyyEq7U7RbqDz+dDlmW8rrqb8XnxuFRImiuVlOpAIMAFF1yA4xdEeXu+0jJZX19PTU0NPje5oZjxe2CzGPvHN5QLyfWtMtqaJnStY8ZztrfwviG6+Xyej370o3zuc5+b9n3LsvjQhz5EKpXi6aef5je/+Q333HMPX/3qV9/jI317mNzi03YL0aZLXAiOvMriRz/BoscvJDwspgklx8I/8Bzr16+fdtvFtp/TIWMJontk+EguSl7EgXaBbsXGztlIssRwYZif9v+UmCXIm2WP0tIcr9jGiF0m411d4gJWlPKXXJZr8fsuR1Xm0NxcJpWNqkqjqmE6DvWHHgJeL+YpJ4v1V1f6e+ShYSw3Q1duiKAU0phuWsI4DtH610j71pBVk7QZbUiOhOwS8CFHPJ1GmjzEjTEUS2XWxCIkR8Mje5jtnY2Cgkf28I+N/8iR4SOB6RXdTEH8Wz+vkujmswrpcUGsaybV3QQiBoefVRnHUkUVVVRRxb6N9vb23bb/LUJV1SmCVAXRVUTNi5ydagOqQ9S+TBhimWbvbLZvHGdHzOTMrE5XQQFJvGdLDnImXVo3ZIeYcC11Rl4BCUYRRLguKwh0sQOjzyXsaa8Pj+t4eCL+BIcdJprs9PT0oOs6w8PD+Kzy+F5Mk6irq6sQqSKRCBJwQJNCIS2TGRPjvnnsMeJ4dsn03lfwviG611xzDZdffjmLF0/feePhhx9m7dq13HXXXSxdupTjjz+eG2+8kf/7f/9vyVy+L2JyJqXkttuVpylEq+0XRWCeVD8AtvtkKG18CCWoIOlTFeA9UXS9spe5jX6euMDHI+f7Sqrub/t/y5bMFuIu0VWcMXx+B8tykEbFMrFJF/nsOYKMKpMU3cmYfLEscJ8mt+RzLFy6FADLjTKR12+AyQb/4WFMVai/sl/HVsrvAZhaklRojJ5UD59q/RRe04uEhCzL9FviXC0PL2dT/asAzB09GEMKIkkSdXod3533XW6cfyOnN56OLAmv07TWBbcAINgcQZLLEUujO1JYBQckB1+LjeoBb1Dj9MsOJFg7s/2kiiqqqKKKfQ8NDQ10dHTM2BWtiGIc2eSCtAa9AVUS68TUItGdum6EMACbAn0krBSKrHKQZDDHlunOKUgyNC8UbHawNsujR5vUjB2AJ9nBeR/8JEqdUGAVS4xFvXZlZ7NgMAi2jc8tUM/4vHhdcrwhvYHzLjuP+vr6UmTYmjVryG55rrT+m2++CQixbPLYHQ6HmRORCBoSiT4xvunNGlqnINb6UJXo/k3x3HPPsf/++5e8JAAnnXQSuVyOV155Zcb1crkc8Xi84vVeIh6PoyiCOMqa+CZKhCoXcmxqhkQofqpmPll/B9sPEEkERmYt8783n9n/PHvKtndLdF1F16t46fLn0BWJ9pCMHhXH8lpapBAUFV3J7ZqwY0cBf1487Wa18tdnv/3C4jMoU6ct5DVrWLhjRymIq1MTJH1IUUs2FKejAzsQQMpmkbduLa0rjYxgKaJwTfHppIPiZ9n0UDt0CJ60UIr3y+1Hl7cLv+m27/VoJN2pnx7jQDbVCaLbGV1IQ6H8HanX6/ErZb+ymcviuE+zmt9fKkbLOaBogGTjbS5XrY71iykkLWCDbLHgdI3zvn04keZqU4gqqqiiivcbZFmmq6uLurq6GZNGYGp3NBDNjYqWONkrbA+y29xoMmps0fFslAkGZGFZXKDVcDJCBGraT0dx60lSHouGuhp0s4ZgcjbRJ0K0LTiuuEcAtlnbStt2JEfE+sXj+FJCCU77fHgKDrrkRomGMtx///309Igkoc2bN/PHx16hjQG66OUfG8QYPLu9ifnz57Ny5UpWv/YqF3gf4ZZTxRgc3SH+rWmZoGtYdFQ1hoZ2W8i6t/B3Q3QHBwdLgctFRCIRdF1ncHBwxvWuv/56ampqSq9ifMZ7gYmJ58nlL2fRoscA0HVBPjVTxj++muCoIGf+6Hq0/ASW6mfDUTex5gO/YLxtBQW9hje9ErIhV7Txlb0ykWMi1DTOHFGWtcVjplf24s+PlP7ekqtUTPcPLiNbrjlj65Y8Ne4X+dSPnMHll1/OddddRSgkGKEiTz1/xq230nrvfVzl/v906OIGUKgr+1Yfiz7BS+3iopTXCJ8RloU0OlpSdBVdItnq5vVZXhTHSyDu/p5QcAoOjYgn3bzbBjishnljUGdENRnx70BxVD74xsfJTJRvTpNRVHMVw4OiaiWPbt4GzStTKBRoPeJYPMEwinFwaT1Prah49fh1dG81zKSKKqqo4v2KSCTC4sWLCQQCMy6jadoUogtl+4LXJ9aVHJB2KRUKO0LMmiDKaG0UgHajHn8CJBlaDzDIxoXtIOU1mRfswRcRdC0xZJGNCbHFkmUk2yGtlq0NI5ERAoEAUjSKzy2qy3o8GAWJ/QMi1Wg4P0w8HkfTNNLpNDt37uS1gQL2ugc4176HI+vFvuuaO2hqaqKvr4+tvf0odo6T56qYWZnsiCDNobYUetAEyUHJZCAa3fMT/R5hrxLdq6++GkmSdvt6+eWX93h70xVwOY6z2y5GX/va14jFYqXXrj2e/5YwjGYkaYJgaBRZNtE0QXSNXJ6e569k3nNXEBp+kZohMaUQa1iGI7vmeEkhXnsgG9wnTtmQkTTxOetPqqftojYG22cm+EVF16N40NPlSsv5UpnoZndmaTabS6ouwMTOPHpBMF9vSOfcc8/lgx8UwdKSFKpoEwxAPo/kBl5/LBzhrFANHa6ia3TOKi22JrmGN1yPq7J2jdje2BiSbVNw262qukSiVqjUiin+1t6/kiziiXhoaIh6W/iSJyTxtya9iYmMhZ1t5eF5PyPqGcKTC7Dxr+lpnzwn2xaAsnXBcdB8EoVCgUBtPR/79q1ovnJP8XCrQTKZ3G3xQhVVVFFFFe8P7I7kQrkN8K5Ed7ZPzK62+zuwXUF4V5+u6taRpJUsfXXCYmcoBhJQN0/B9uTJxqMApLwW8/zz6D7OR8chHrwRGRw331eSiMRlUmqKnJwjJ+d4OfgypmMiTUxg5HJIto0jy8iSj26fqBsZzg8z7PppN2/eXBoLr/rzBEff6eFHj5WjQMERVghgwBWSYtuERVAK5dEDFrIKml+cB6e30kaxL2CvSk9f+MIXOOecc3a7zK6xWDOhubmZF16o7Hk/MTFBoVCYovROhmEYu83K+1vC6+nEzHlQjSyh0DC6LlTW0MQOFEv83LXyeoq5VbGmwyvW35YNskEvEyvFp2DGTDxdQgG1fNOrllD26PpkH0am/KVe7rF40v05sSrBgD3ArKUSTZrbOGGsgF4QV69lDxBPfBXbFg8H06m5UixW8fs54TA+WVzk7YcsK/09YSbY2SU+p/zmRsjl2LKhn0VA0hDk2VIgERQ3H9XyEo5vomfTH/jz8oW0FSIMDg4SdKeEBiTxmZqMJmITNla2hUTNKv5r/5s4f+U1pMdVYv0m4fZKYlpwu8roPj/YDrJr4M87EPDKFApZDMOgpq7SmtA5v4F1W/urRLeKKqqo4n8BFEVBVdUKjy7AB2s/SIvRwn7+/bANGznvIOccJo/GxXElJWfYoQ2VBLnuwzVuVK8lvynHWa5qW/DJzPbORvUp+OsUPCGZjY/agA7kaZlQGA+bPNL+CJqskZEyDOQG6IpGkR2HYCpJPBhiy4KlNGiiy+hwdrgk6m3atAkATZL4dVMzpuPwD08Oc8PhfZieCItqbRJNC1m3bh0DNOI4MLJRpDDsCCRYADiSjFFToJBU90miu1cV3fr6ehYsWLDbl8ezZwU9hx9+OKtXry6FPYMoUDMMg4MPPng3a+49SBseIDEhFMj6+pGSdSE8sqG0jJaPoeWjZH2txJqPqFj/xd40b04mun5hTPe0ukRXm5noFq0LQtEtK7/HBMo+hZtmFVA3vloqSAMIpiwM16NrWWtLJBdAVqYWokm7tCTez+ul01WhGycVFiasBDtrYaQGpEIB+43VPP2y2HZGD2LJWTaMj5NwH0qUkTc5YNXNyI5Nn1+0IR4ZGcGbF0+6KUUQ1kNDhxLN2thZMZ2U1ZKYXaJCdeCNqdFz+ZQoIBDRYuJvDoLo6q6i6/f70QwFVReXj2YotHU34Pf7d+vpqqKKKqqo4u8DkiRiutLpdAXZ1WWdA4MHYsgGtsct5t5F0ZXcFJ+UkuEN3qRgC+ufWTPIgLmTscJYybrQWNtZKnADqO1SMUIykizIZkNUjEMhb4hWvxjntmW2Iff1AdA9vA3ZshhubsPpE/vVx3SyWSHabNu2DYDZuk6rptGp68wxDMLrf8Xl3M78UKaUpztAIz98UMJJaaRsiy+uHOOlho8x0HMeRkicA3t7lei+Y/T29rJq1Sp6e3uxLItVq1axatWqUjzXiSeeyMKFC/nkJz/JypUrefTRR7niiiu45JJLCIVCb7H1vQO7/RBGY2K+PlI7jKYJ8unLCLIVazyUsbbjeb7uo9zhvYS8XNmO8IE1ffRNUhCVgEhf0OpdD6xaYCakLeHd8cpeDJfoOkh02BbqlhSzxzP8o8/kwtodJetCNmUxxwA9b0+7TdXtBDMZ0kQUAKunBycQQEU8OTqKgjOpWC5pJkGSeKVb7GvsqZepiQtCqnh9xCNrySZeoZhRMWf7iyi2uLAGAzEUVcG2beyEOLa0mqbdaGdRYBGxrI2dK1eOGvPTIEGszyxFgxVRsi4EAkiubcGN8UXzlokugDfoEvZZQcLhGoLBYFXRreLvHscddxxf/vKX9/ZhVFHFXkdDgxA4+vv7pyi7QIno7mpdKBJdR5XIkCOPILpjo8LGoBUk3A729DTsX7muLNE4TwO3MVNzSvzbarTS6RV8oj/Xj7xRKLUTbQqHvvgiACPbRgjnwnSNd4lt9/SIwjVgziSRZqHhoTfmoGIRsqMlojtBmA5T2Bf+HI+zIWrzgrOEdE0P4e40DacrqJ+5ZM9P4HuE9w3Rveqqq1i6dCnf+ta3SCaTLF26lKVLl5Y8vIqi8Oc//xmPx8ORRx7J2WefzZlnnsn3vve9vXzkMyOFj/EJUUzl8QyiKIJ0FYlktPkovvykj8O/dDuf+9JXufzyy0teGtM0eWbn5ortBeuDGC0GkiwurrSTZiYUrQvhzChaTkSQJOsOQAa++Nogf5wYRgUOCzkloutJWSxqkNEKlUTXa/wTIa5CUysVZwDJNaY7kQj2nHIyhFNfD4pQoG3HJmEJgvlKj9hXzZrXaE0KoisbXkwtyWTMHSmqvWBqEjVht/DOvZ+k1TQn1Z+EJEnEcjaOFSAki+zC2nCA2i5BSPtW5iq2m42J4zUCoZI/t+AmTmg+ET9WnGUoEd2uEJqm0dzcXFV0q5gWF1xwwbQ1CCeffHJpmZUrV/LRj36UpqYmPB4P8+bN45JLLilF/UyHxx9/fMb6ht0V4e4JituOvoPikn/6p3+iu7sbr9dLQ0MDZ5xxxox531VU8X5Fd3c3hx9+OMFgkGx2ao6YNQPRLVoX6t1GDTmX6Kbda82fEQpuVrNYFFkyZbu1szUkV/gKu0S3zWhj3oYkP/++SdsrW5FdpXbNbJVZ23tp7e/HcRxW7FyBz/KhGiqdnZ0c39xMj24we9LYtcjjYVtUjPN6Zghd1wlJgk+E/YKz3BOLARJD4zEywdnoAYuIfwBJ3fdo5b53RDPgjjvuwHGcKa/jjjuutExnZyf3338/6XSasbExbr755r3mv90TxGIx8nk/mUxZcS5kvCguj3zg5a3cddddpfeeffbZ0mCxYcMGpMbKIrsvXPEFvnjNF0u/p8wUMyHrKrr7v/pdACzVz/DsMwG46EAN1SXLGrA9KbE6o1AzkueAJmWKohvetIiWh+fg2Tm1uKtoXXDCYezZc0p/d5oaSz+nrTSO21J3TadETpcJZ+IsHxTpC6Y89Wsqu4Q/4YrcteFygoODQ8BoYHnNcnKJOMQFkf9ww6c4o+EMun3dtC0V34vxLYUKVTcTFcfrjdSVEhdy7sfVvOKcFL9TDR3CLzxrkVCm58+fT1tbOXqsiiom4+STT2ZgYKDidffddwNw//33s3z5cnK5HL/61a9Yt24dd955JzU1NXzzm998y21v2LBhyraLbUHfCQqFmWeD9gQHH3wwP//5z1m3bh0PPfQQjuNw4oknTincqaKK9zu8Xi+BQGBaojujout22tQMQS5zsiC6TkJsI5AVRDfnhRa9sqsogDes4EhCrDGsZhr1Rg6pOYSl97+BPwcn/XoNkmXhhEJsCCexJFi6ciWyJCEjk5WzBPcLog4NcfGOPn7a0cFcvcyV9vMYJaJruMXqLYjitWQkwoCvjo1N86g54mPcmT6Q19O1WIoHxTHREn3v5DT+TfG+Ibp/j/B6vSxdupSdO0Ul5NDQbDa+dkzp/a//8K4p67zxhugc9uqrr+LpqPQve5wB5Loy+U1ZqWmTBUzHJO+IeZFQQRDenK+JaPPRxOsPYl16BevSK/j3Z3OYtoMvZ/PTUYNUGiJeCdkCYYQHWWrAGA+L/d/zEPqNN+I4Dq+99hqvvPIKlquQOpEw9pwy0bUnDcJJq6zWmqrEa26XNd21JuSl8uCYcxQWrl5T+v2pRRIe2UMkEin9Le3obFrzT9iOysrf/oKzdvwOv5nikPASzmo6C1mS8dcp1M4WN5P+SapuJipIsTccKSm6ObdZhOoRvqyianvMOfM47zuH0zZf7FuW5d0mfFTxvxuGYdDc3FzxikQipNNpLrzwQk499VTuvfdejj/+eGbPns1hhx3G9773PX7yk5+85bYbGxunbFt2HxBfeuklTjjhhFI7z2OPPZZXX321Yn1Jkrjttts444wz8Pv9XHzxxaxYsQJwuyFJEhdccEFpedu2ufLKK6mtraW5uZmrr766Ynuf+cxnOOaYY+jq6uKggw7i2muvZceOHSU/YBVV/D2htrZ2ekXXL8YDNTZJHHIcJPc5UnPJZUYVBSFaVqJz0MuR20W9ixYKzjimmKqYES1IIW6YdwNd3i4Kwcoiaaunh3FzgqwOgWSKpV1dpCNpHmv5K1FjAuW115CBBlXlmEB53QWGhx2TFF3JLtDqCFvFRCTCk21LaDq7nsgxwhP8+rBJNiBSlPTopj07ae8hqoGfexF1dXUMDw/zT5+5h3A4xGWXfRLZsbAlid6oRTQzVf1Ys0aQvFdffRV9uZtjZ1nEFQV9x33EfJEiB8XCImtn8SqV3t6sVb4g/W6rw7y3BSSJLT1f4pnVQSQcblv1JKsGE4x9NA+dOtGETv+wn3vazmSB9QSKkkdRF5SKtuRUHnXNSjZv20avW3n5YiDIUZIkrAvdkxTdxnISRsISzlvH8iIpGe47rEBbfx2t6XHslhZMxF0hr/i4O7WQY3eI3OEt4Xp+d/QEYdlbajwBkHJ0QGIikSE7PooGdOX68Krl/QO0HuBhfGuSid4Cju1g5rOYWTd2LRxBHhEEN+s+fcseC83RSkRXVmRqGirPbRXvLRzHwclk3vP9Sl7vu/ZQ89BDDzE6OsqVV1457fuTv9vvBIlEgk996lPcdNNNANx4442ceuqpbNy4sRQbBPCtb32L66+/nh/84AcoisIZZ5zBhz/8YTZs2EAoFMLrLX/Xf/GLX/CVr3yFF154geeee44LLriAI488khNOOGHK/lOpFD//+c+ZPXv2e5pTXkUV7xUCgUCpbfBkFBoEGVWjDlLewdElsES2LoDmzg4m1QxYEM75OG5lA7IjBtV5XcvAcTAGLPJ1Co5Rvufkgl58acgpKo5lISkKslN5T7K6u0lZa8jo4M9Bm99PjcfhhzckGNjvCZRCeRz2T+r46ZNllIyGjYRs5/HGtxI0B0GF/rY2nq+F4KJhbPMZUhtXMJy2yAS78Mc2oEUrLZX7AqpEdy/jV7/6FQCxWEJM6ykKcQKsHh6fdvm1a8V0fmzrVozjxEUyq2DyhqIQkxW2SzmE4UAgaSWnEN2iP9dj26Ulcz7xhZ8otAIpHODndz6IEihw5V+uBOK0/NXHC40LGW8NkckYBAKgKvNLyieaj4Kqsm5DOTViIBRk/X4LmBMOC7IbiSBPTOBMinyLF9ye3vl6JDXGhvY437/wAr5zyGIsR8b+7UYA6oM+OlWNLWd+gpaxDVzlb8KRf4GKB49HvLLZLElHnJfoWDnxoSs/QC4eIzkyRLhjFqrhwV8vo2hgFSA9YWPlxTnX/QFU3UBJub4pG1SPhCObaJpW9eHuQ3AyGTYc9N6nqsx/9RUkn+9trXP//fdPyeb8l3/5l5IVZsGCBe/4eNrbKxNP2tra2OBehx/4wAcq3vvJT35CJBLhiSee4B/+4R9Kf//EJz7BRRddVPp9q9uhsLGxcQrZXrJkCd/61rcAUdByyy238Oijj1YQ3VtvvZUrr7ySVCrFggUL+Mtf/lK9dqr4u4Tf70fTNEzTrGgbbHskzKCEmnDQRy1yrSpysRBNAo8u7iEJLQ05iOQCbHck9ECIhad/hJq2Tox+i/BzeTKdCvHDyvaCQn0tDIFDHmswitpWhzlRfugfDvp4betqunSDrBtdKmWz9PTnCKcg/PIgjlJuFgVQcBw2SHn2x+CA+ggFjx8jO4p/Yi01A8OEAxNEIxFC3jz9gKymkNQEIymDVNdCmNiO45s5znVvoWpd2Mt44oknAKFMFYs+Jqjh5Z3TJxts27aN+Lp1/Mrn51+fFxfU1i2CkG1qPpQ+VVBXj/t0mbKm+nSLzSL8dtnWkPcJH1B6UsewbMLG4/HwwcM+iJF3CIxLDDWLL/H2bfuhKIej60eViK6k+9nUM5ecm0ywcOFCAHa2tOK41oLCuZ/APOZorAPKBvuhrGi77Fi+UjrCwrZRUFWsAliuZFwT9PKDE+s57MSlmB8/h1C9+Po6trBwFO0LQtGFxKRos+Z0P6t+ewer//hrnrn5Bvqefw4t5uB3n7iTIxZZ15/rcf2+Skp8rrTt4KkRPc2rRLeKd4oVK1aU0mKKr0svvXSPW2YuWrSIQCBAIBDglFNOqXjvqaeeqtjuQw89VHpveHiYz372s8ybN6/UATKZTJZmXYpYtmwZe4olSyoLZFpaWkoB9EWce+65rFy5kieeeIKenh7OPvvsaad3q6ji/Q6fz1cSWnZF3h1jtBExJhdtC44KQVXMqIzpQuwxFHcs6+wi3D4LSZJQXQuBkq68Txghsa7jZMj2irFLT4mxPakrvDynhUI+x+ItNWR1V+nNZKkfLcdqSpaFo5SV3MEI7DhYHMN53bW8qov4U//EWnLjGotfF9bJeaaKYQrSLRuDDKdMRrtO4+mer5HoOXPPT9x7hKqiuxex68AwMTFBXV0dP1jp5RfP56Zdx3EcNtz/Z5olicUDIDkOWzfnaFgIm/P9OBL4HZlWM89GXSdpxqdso6joBhyb/gUX44u9yVj78eK9iTLBzsXFz2E1TNsY2LLCaL344o+Pd5DPHYHk8SK5xFnSvERrwoAoDGyqrWUtEI2EsUIhZMA6/HCswysbX4y4RFcjQKc/wnY2UFBFHrJVcLBdortrpnJ9IM8oYLoXXH3bLF7pS7HZEseYcf3BAL58nGwekCQc26L1zRB1O7K0NinEsUgOm6ha2Z8Lk4kueGtkcrkc9fX1VR/uPgTJ62X+q6/slf2+Xfj9fubOnTvl7/PmiVi+9evXc/gu18ZkPPDAA6UiMe8u+589e/aMFocLLriAkZERfvjDHzJr1iwMw+Dwww8nn6/MkS7G5u0Jdo3RkyRpytRtkVT39PSwfPlyIpEIf/rTn/j4xz++x/upoor3A3RdJxAIEI1Gp8zaFBpk2AL6sBCRSoquJhFQxbIjelRsx01SCLWVLT5K0hWSCpVE1xcIYAOOnSI7mMLJmNS71rs/HN5MY9Rd0IGCrgAmUi5LcLiSE1iHHIKzciVaLsfOJpmHFssc/YZJzxBsuj/B2LEy/ol1DI9rtAwNoORMMFQasg30BfqQjQGGR7uJJxLsq6gqunsRxcKyIiZcBXJ1IkR8ep4LQP9rqwDwFaAhCp6cIIAx0w2Y9nZQYwsy5oy9OmX9rGsV8Ns2o52nsmXZ1Vi6iOeanECQdTNpa9QaOkccRuvrsSZNyyQSiVIyAYCk+cn4xIUa27yBnU89gpbPY6kqW7JDXL7+ch4aLStNRYzlxfH45AAndQgfbV9WVG5aebAVMSDvmqAR9olBP5sXf99RCPBwYT5Rx8sxqJw6vpA2X2W27+yjPsDsuctp8Yqos2Z3rE8OW0T7RJyZN1IruqJlyoquEZLJZrM0NzdPOf4q9h4kSUL2+d7z17v5sHPiiSdSX1/PDTfcMO37xZmeWbNmMXfuXObOnfu20j2eeuopvvSlL3HqqaeyaNEiDMNgdHT0Ldcrzly8W0kJjuOQy+3mxlZFFe9j1NbWTvv9zjcImqVGHaRCuRDN1iCgCKI7pLqKrOxxt9VJ4LU8SsJGdQUXeZcglGCtW4DtpEhPZFm/I4biOOQVmcZoWRTy5RQKhjtuZ7MYQ2MAJN1FrGXLsPfbD4C+OtjuXcJnR2PkVZi702FlzoeR6ic7oSMBPp+4L3gssQHFGARZ4Tvfu3mPZ6fea1SJ7l7ETER3coKA1+vlxBNPrFhOd5swAMwacUpt/YpoNJrxeAUhk4afK/19LD/Gjdtu5ImxvwDgdyRMl+CCGIimU3RDaoiOEYfhpsq4ong8jjzpupY0HxlXaZp4cy07168m5NoBNgy/yYQ5wdPRp6ech1hBPGEGlCAdHvEkuyO7A8dxXEVX7GRXRTdgCJaayulYtsNLO8Vyc5D5N3z48TAvdDB5N4ZF0Q1alx7CovqjStsIxmwUhJId3SEGfyMQQUk7SICFQ84ByRB2jLpJTS6qqOLtIJfLMTg4WPEaHR3F7/fz05/+lD//+c+cfvrpPPLII2zbto2XX36ZK6+8ks9+9rNvue3h4eEp2y6qv3PnzuXOO+9k3bp1vPDCC5x77rlTFOHpMGuWmDq9//77GRkZKTXneSts2bKF66+/nldeeYXe3l6ee+45zj77bLxeL6eeeuoebaOKKt5v8Hg80xI92ytjBiQkhKorTVJ0i9aFmOx25JQ9+D21dL0Ywv+miX9tASXpWh7Mym1HagLYCJEnkUqztVcQ2JGQ+4BqCP+vZsmk3RkYKZtFHRQzydefrTByxeewlh+Gfe4neGqRnweXyViZblZ84esk68WxbTQ9FFIKVl7GkSWURkHOi0RX0kSm/bOr1vPoo4/+j87h3wpVorsXsSvRLU5rHrj0QFpaWmhsbORb3/oWhx12WMVyrZOmDTsHHNrClepOo96IGhTbyuaG8CS24zgOvxz4JW8k3+DVjChS8UoGTFKmChkHM1e+mHKuohtUg3QOw5BbQNboDniC6E66+HRviejKpiChalp4hNMxEWO2M7uTgl35aKqkLAKFAGEtSIvegoJCxs4wXhjHytlIrqLrMQz0AQs5I45LVQWxtUyDlYM5nuvLIgHfVcpFQqqs8WrNgdjeIHOO+SDenIFvWHiSclYG2ZZoC7heX0so4maupsK2AJCXkjQ1Nb2t6d0qqpiMBx98kJaWlorXUUeJh64zzjiDZ599Fk3T+MQnPsGCBQv4+Mc/TiwW49prr33Lbc+fP3/Ktl95RVg6fvaznzExMcHSpUv55Cc/yZe+9KU9ythta2vjmmuu4V//9V9pamriC1/4wh59To/Hw1NPPcWpp57K3LlzOfvss/H7/Tz77LP/o2zfKqrYl7G7zP58sxhzjAGrpMw6GuiSjiZpJBQxPuqKl2ObP1paz9NnlVKNpAIwiUi3hVQyiiCjKSvPwE4hKo0FxHGM+WtxvIL0xtwoJmlgECmbxZZgSzOMLmgHSSLf3MB/nGYT80tY6Tk0z1+KVCtEnYGcTnZCcA6rIURSE8fqL4j8f8U7DlioNY3cdddd+2RWdtWjuxdRJLoaUEC0EwRI22mu/MU/c1T4KCRZ5vXXX69Yr62C6NpEl3axmXKkR5PehOWIL1tUlqkZfp6V0ed5LfEaAO3R+XRGF+Jrfrxiu0U1t5hEkEvYOLZDSA0RGHXYdLBQf+f09TG8YAGJRAIpV1aA85pesjZIphsJZrqSbwqoEZFn/bl+urxdAIyMjLB0cBYptZ5YVwBVVmkxWujL9bEju4P9hueXitHCgyqRNTlyjTLRYz1kXa+xY3u45aUYtgNH1Ou0jJaf33xqiG2+WRx18gfpDBuEH88iOTCujjEYfZOF4cPp8Clsiw6BIwh8aiKIUuf2InczdGWvSUvL1ODuKqrYE9xxxx3ccccdu11m2bJl3HPPPW9ru8cdd9xbThcuXbqUl156qeJvH/nIRyp+n2kb3/zmN6c0rHj88cenLPdf//VfpZ9bW1t54IEHdntMVVTx9waPxzNt8gJArkXBt8lEH7Axg2J8sjXRwTCgBEi6RNej+PBQFmqkSbZ3yQEsSqxNkyXSgTr8sVHy5LDGhVAT9wqltU/xYegqNZk8OdUtHHNzrMcjKpYCCVMoyVsyW7ClArYZwM430Bc3MRragW3IaZmxqFhf72pmnHFChGjVmtBsjYJcQNZHUWoaia2N8frrr9PT0/NundZ3BVVFdy/Btm20jZv4y5xu7nB7TXd1dQFg2AZd3/0Z+tXfAsti0euvc3NrG7oksf/++9N/9FFYbhj83CE4dcsgx75eviKa9KaS9ycuy0T6/8qfRu4tvX/s5o+zZOA4Wjd9GjPvkIkKUlxMXAi1qEiyeHjMpRyMVB5/wcDUNHAcWrZuQ5IkTNMkkyy3GU5JboSJWaB1ycFIQN4WRNfIGai2uEJ7s72lc7B69WoA/KafRlmopUX7Qm+2F89YDtsNHWxYIz6zMSw+a7GoTnI8JFyv8Gmd4iZhuQO3R/FTUAPUeGRCr+RRclCokdjWtIPe5DoAagsOdur3YltKA/F+BTlR3IeD5gOf3zOlyKCKKqqooooqQCi6mqbN6NO1FVCyDvqIGGcdTcymBtQACaUyHakQkTH9U+sAdvXpOs1iNtd2JliQEMXUWbfb2pDHy4gixkxTFuKY7EYGjteLmde4FSdnOaxNiI6rVmoOINGfMEn6haJbm3AYi7p2iDk9DDvC+qBbOrPcJhGyZwA1JGZrnnzyybc4U+89qkR3L2HLli0MpFO0aRrzDQ8yMK+nB9t1qjcmA2ibRb/qwMN/4YPBIEf7/Zx4/PHsmD2bATfmqyEt0bHqNS79s12a1mg0GvErgjRGFQV/bCM73C4qCzMWwbzwAOuJDl65K85rvxdNE9Jj4gL0hRwMP9hSgWzMQt6xg4QbLO9Lp9FjMYIu6YslyxWcaUlc4JJZINTQRAQF2TLRbAsJiUhO7Lc3I4ju9u3bK3x/4QKsWrWKlkGhnI7kR5hwFWGPo6Hs8nUtxqSd1VNHS0BhWYvBwoAg00NOnrzbGCMs+wh7FBSXvMaX6ag1AWKFEZJOHNmRaPN1E+nqxtfwYWxTwhoV5yJlgxYQhTm7eoSrqKKKKqqoAgTR1XV9+vbZikS+qWhfEOOQ407MBpUgOSlPAbO0eCEsYUam0rNdkxcaW0UtjmON0ZVJYwN5l9Tmwnqp4Mx261QkNxkl3ujGmuXifPb+Ye7tdYluRhDXvrjJDk3M4NYlQIoKYpxdcAiDzqB7LBKthuiMJusjqDWC6D711FO7P1F7AVWiu5fwxhtvsD2fJ2Pb+GSZJXV1tN32E+pHBXFMuV5Q++knkFzPy9G1tQRrxJdvMDg1rL4uAR7ZQ0gJlWJLJjQPaUki4yrAx8ZCFeu4DgfGtxVIDIpfav/7TtK5Vxlreo7tO7Yi79xJ0iW2AZeYRrxi/8OJcvV2qkh0C3kMB+oTQu1VCoJw1uZEPm1R0e3vFy0FM4ogrIWhUXbs2IE0KHHk1jNJRwuM54XvyOeU/U+OBDhOSdHtCgW45ZQGLp2bYdvDItVBy4+QclMoWiSFBq9U8jrZHgkjJM5DX1Y0o+j078es5cfQMDcslhkVN4S07aCHLfx+P8qkvMEqqqiiiiqqKEKSJPx+/5TYviLyLZXjh11UdJUASFSoumZYplD71kR3dqdLdO0YfjVEytAAiYJic/LSALoYclHkXUSixjAAvcko8byDpYmxOCKL2dShlMV6W4z5XUMOvpSJI0nEW0LEJcFRzLxJoybIrayP0Vof5vjjj2fnzp2Mj0/f8GpvoUp09xLeeOMNbGCjO83xqZZWlPXr8aUEkVwzRzxxac88U1pn6axy96PxoJ/n51dObbSPOjTqjUiFAh0vbsabc5jQvIy5BE2XdGoiFwIwGNhK7pAttB0kCOTEdpNs3AYcxpUxxmrFcQxN9CEND5MMii+9Ny9Ia6OrEA9lxkr7LxJd2czjyWTxRAXRxBSEtzEvLorebC/bo7lS7t7mkPAX59Llri490UXM2TiHNYYgopOJruTA9ev/jcGceLL0ucVn/S8/h5MUx5Cz0qTMKABzNQWvJJfaLjq6hBEURHfrhPA/N3u78PtraTvIwFcrU6xJl8Iyvq40NTXldIoqqqiiiiqq2BXBYHBGopvtULC85TG7qOgWRamiTxdcojuNorurdaGjMYTj9jcdaF7IWEjYDcZDeSQ1hx4Rgo0mVW4rNVsosaO5OJKSRNYEeT2sYTY+VcJ24MmUGFddKkCq1scgUbKK4ACO49Agi7oiWR9jv7DNkUceySGHHMIjjzwy0ynaK6gS3b2EK6+8kldffZV6txvRCtd2kNDFU12yRXwRtdQkv0+otvRjIhjg/54sc+uJ9ZjuNtpGReKC9qtf0fXzeznjeZuYrLCt4QCxuhrCsESb0XHfTlJtA7QsNkACMyv27/WkeP2A/Uv7yVkpEtEYiYBLvC1xPA2mmGaJkSGN+FsK16NbKODr7cPIi2XsjLiI6nJ1qKhk7SzffHw9lmliY7M9sH3K+cn4+7DdVAUcaNXrKITLN4lUOk7CEkTZ64ZsJ0eGMFzSm3IKpNxmGXNUBSlfbrvoKGAEBNGN54aZyA0hSwrNL2pE3jQ5ulbDI0tYOLQd70OSHXxvs91rFVVUUUUV/7vg8/mmNE4pwtEk4geXu2o6ihjPgm5yQmIy0a2RMSMyRf3WcZnarhFjsiSRM8T6lh2jt1mM7xPBAmkrTdTjzrI6Dn+aewx3LjiRN756FVaXsChECwlkQzRn8jgNnNFTS1tI2P/GPJXizqa6AjtzO3EkB0sRs78RhB1RUyaYrQph67XXXuPBBx98y3P1XqJKdPcSPB4PS5cuZf7JJwOgu8RxyC++LIq3Mhs3q0EsXP7i5f0BEj6J3LL9cNqFIb19zKHDjKA+KTwy3TshaadZ2/MxQBDdfFRcXOO+AWq1WlRdwl9fnlLR5H5sRcHImuiup3YnlBRdyc20NWLxksrZL4/jYJUUXaWQw1izFsN0O8EkYtjYKKbCHFU0hKg1REOIpJYkjQJGZZWqqYnHyDlmMxfmVtB6dA/jJ3jJ+90mFla5MMyreLEtk/TYKIYsCOmrvtmsdNsXtsty2bagA5KErKpoPmEPeW38cQpODjXp4N9g4hm1cRRILDeQ3YKAqj+3iiqqqKKK3cEwjN02k8m3KKR6VGwD8o2Cfu2q6Jp+CUcTr2ynQiEkkXfb3RebTRg7TMJPZJGzDqEu0fzIKmwnpYpxc6AuKyI6jbS7nknfqWfy6wUncttYbalYPWUlkD2C6O5fM4uIR6HGEPtKaR4svTyTurWuwOMTj4tfimq0a29oy0fQJJuJeIIdO3bw0EMP7VPNI6pEdy9D7alsCbqpQaiUpqlQmPS/89whEaKTW3x6A+BAR2MHdqsgul3jGites5DcqZPOEQcHh6H8ECA6nKXdCLED2xdySM0hAIQme4fywqsTiiXRs4Io9oeCJY9uwVVZpegE9W7zhJ3yBKbPKRWjGZkMyrZtJaKrZi3iuiDw82zRqaxWF7aDuBbnEOcyZrcKb9CcOXMqzkeXXY+CzKgkvLopzS0wM4PlUyF7SY+P4dgWhibIa1KTedUrCvbqTAcn61a66uWbkBEURH0ou41n9b8SP0gjPVclPVdl7IMech0qhUIBTdOqRLeKKqqooordwjAMVFXFNM0Zl0keqDNymhfbJwb4XFSMm0VF1wyXB/74YQbjJ3mxPWLcKrYP9m8wMYZtjJ0WCw8WM7ZOfgOOPQFI7KzPkLEyJKU0GV2Mfae25PGpEluiJsNxMQuaI4Hi2QlAp0ekPx3VKca6s/YLINWVZ5F7GyS2ZkRqg6oLYcrO24TVMLMSQiHeGSvw9a9/nb/85S9v/+T9DVElunsZand36eeCz8PGpgQ2NpZl0dshiFhWA+XscxmrLSu6sqJh2AY+xYfttgPtHpZpfLzc8jeSgmDaYXtGWANChEvdzo7tOgxFEgS3prWspuZNtzvb+DhGth4ciNbUUNB1QZplYa2QolGadoonwX5lHDOslRRdX0Z4bTWX6EpIxNwWhw15oVSHZXFRZ3WTzy7pYcGCBSxfvpyFCxei2O5TpAPtdh0mFn+Y+CMAE4p4EKixJhFdxUtqWJB5nycMQE6TGMBVfwsS+bg4JruC6JYL8/S6MJlujcRSncRSHatGXBr5fB7DMKpEt4oqqqiiit3C4/Gg6/pbt7p2Vd9kMknE486caiK2q9gyeDIcVSwvFRxwnFKCkJy2qWnrQJdVHDd0V1LbUfCTttOk7BQTQSF8ORODHNQixtaRhDueKaky0fUKont0p5c7Tm/kvMVBnNoy0e2rL4+dXo9LlHM5WuVWGrOi/qb1wKP59Kc/zcKFC9/VNun/U1SJ7l6G7PeTd5XR8e4mbBkKhpifGO8SX7zhFh+1SiPIGjYWeTf5wF/w41f8OK0tOJKElM0ij47ihELYbhvhOSNBatbX0JJqoS4rYrs0r4TmLf/Xh1pUQq0KjfNk4h4xJ1HrUZAdDU+m3CTBlmx6ddee8OpKWu7+A4ojk5ZyDOlx8pJ4ijVtQaBlwET8nHVbHCppBclRCBUEUW2O1KMpEqqqlhpmqHlBQNNaCh2VqJpgpDACwIgkit9qzLJ1QZd0kiNCIfaoQtE1NRh0ia5hy0iJoqJbPveeUJno+iLTt/bN5XKlm1cVVVRRRRVVzATDMPB6vWSz2T1afmJigvY6UWT+h7q/sPMYh0z31D5excI1qQBy1kF2BWMl7SBJMo3ujCiAonWzYHg5E4UJLMdirEYQ3cTgAN21YkM7Y277XiWLbAiCPcszq7SNoGtfKBJdR5IYqCsT16BHjN+5XI5msxkJiYRkMWbO3B1ub6JKdPcBZDvFl7Rvrvul8rnduOYeCIC+7AhwfepxPcHAuCB7PtMnEgd0HSb1rs9/9CPYs7sA6Ex1EsqF6Ep2UTMilF9fbWXMiaRAoX0zee0N4i75C8/vQSskCcTLVoK0mmZbsyDhUiKBpvpotcUxvxoVbYUNS6bP9cYCZN0OMV5Z7DOdTKPlZxFyyezsutkVx2Kb4Em1IJsGSW8UgJiSIGpGcRyHPkmoyLV2uHz8kkRq1A2xlsUFbOsSGSBaJLtu3O9Miq53BqKbz+cJhULTvldFFVVUUUUVRUiSRCQSeWtFF8hms2iaxoHdByIhoSk6cqMP5KlKaDGKTC44KImy91VJi5/rlh1W+puszaE9No/Rgoj+HA8LVpwc2kl3RBDdbWMq0iT6F1bDhNXwlP2WiG5zM+1BwQVkZGp8YnY5l8sRMYWoFlWzjOf2HRV3MqpEdx/AyKmnkvv0p3nlMEEQVZ8gh9lII5mbbyJ01vkMbBcEb9g7zMIDFgKim1gxWssJlhVO67jjcNrFU6LPJaJe04uxRWTuNcwvtxAGMX3S29vLxrExHFnGME20JUswclEkFA5/5k2MiQRv1L5Bb2uei4//Z+495SKsj11Ip+2q0VnhwZ1vtfLB9tOxa7twdJ2kIQiu1xKKaC6XI5CYh+Zo2Ngsql9UcSyFjINeCFM7fgi6Ki7iqJogWogyUhhhVBb5fHPlrsrP4FoXNFt8Nsf1NI3Lboe0tDgOexqPLoA3Up6imQzTNPG7mcZVVPFOccEFFyBJ0pTXpk2bABgcHOSyyy5j7ty5eDwempqaOOqoo7jttttIp9MV23r22Wc59dRTiUQieDweFi9ezI033jhjj/n58+ej63opt3oyjjvuOL785S/PeNyPPfYYK1asoLa2Fp/PR09PD5/61Kd260HcE/zxj39k2bJlhMNh/H4/Bx54IHfeeef/aJtVVLEvIBgM7tH1kclkCAQCzG6azXUHX8cn/Z+c8RqerOiq8XKqg+wS3fDc+TR3L6Cp50BkJUxTootEQcz8ZsKCTyRHhpgVlJCAsQzIdnlcOzpy9LRWA9tte2/Pmc3iwGIAGvQGfB7BO3K5HN6c22VNj1aJbhUzwwqFMFccx4QjZEdfQHyJ4vE4Tm0t49Eo4+Pj2NhsCm3CGxZfLH/Bj99tm5s/75PYXV1kv30NyDJ2RwcO4OjiaSuQD0JORfdL1M6uJLq7TrPUOA65+iZUWwywqunF3JxkwDcAkk1/TYD7GpagNM2nwyqrt5IDC+1ZzNdq0U/7Crmvf41CwFWn056Sz7UxLgh33jAJasGKfY9v3YJt7sTvsQm7PtyokiDv5FmXXEdMERdvp9ROq9HKh+o/RHJshHwyjiKpyLa40BQ3rzCpiJuCJyOIbkUxWkgQXdXjRfPOHB9WtS1U8W7g5JNPZmBgoOI1e/ZstmzZwtKlS3n44Yf5t3/7N1auXMkjjzzC5Zdfzn333VeRSfmnP/2JY489lvb2dh577DHWr1/PZZddxnXXXcc555wzpdL56aefJpvN8tGPfpQ77rjjbR3vmjVrOOWUUzjkkEN48skneeONN7j55pvRNG3GCKU9RW1tLd/4xjd47rnneP3117nwwgu58MILeeihh/5H262iir0Nn8+HLMtvmTpgWRa6riNJEifNO4kFNQtmtDwU2wVLBQd1sqKbEZ5dSZZZ8OGPs+DMM5F0B802qE+5uftBD6rHi2NZOLFRWoJiLLRcOyHAB2o/MP0xHr6c3Oc/R/7jH+fw8OEElACHhA4pjYm5XA4pI44t7hlhIsc+lbZQxFQzSBV7DTG3k1coFGKUUZLJJLZtl1SfifAEGTVDThPTIpMVXfugpWQPWlralt3eQTIQwNLEF1JzVBwcmhd5eGpHlmd2ZPnyYTX4NHnKNEtY03lgc5oGSUIFcnoYs86LX/GTslKo/jeJZg9AH7XR8VBjBIjlknTaDQQQZFb2+LB7ajFXCn+QmdAI1gfJZrPMQRSGzW7oqtivmcuy8S+/ZpZvfw7TZ8HwPwJC0QXYkN5A1iW6Wl7m33r+DauQ54U7fgJApFlMrTgydDdoyJsBrw0FkB1xMdqTOGuopZ3GBftT0965W+N8lehW8W7AMAyam5un/P3zn/88qqry8ssvV8weLF68mA9/+MOlgSOVSnHJJZdw+umn85//+Z+l5S6++GKampo4/fTT+d3vfsfHPvax0nu33347n/jEJzj22GO59NJL+frXv77HRSJ/+ctfaGlp4YYbbij9rbu7m5PdSMTd4dprr+Wmm24ik8nwsY99jPr6eh588EFWrVoFCCV5Mi677DJ+8Ytf8PTTT3PSSSft0fFVUcW+CK/XWypI210Rs23baJoQnXRdJxQKMTY2RiAQmLqsq03JBSBRfsiUbJBzYLu7kSQJb6NDuk+iJT6HkUAvftVPoKmF6PYtJAZ3MjfSzc5EWTn2yl4iWmT6g1RVrCOPBKAum+Eza5bTtN88/LPEfSqRSCC5VouEZ5icUyCem16V3puoKrr7EGIFQXTrgnXouo5t22zcuJGhITEtn20ST3sTmkgwqM3VojM9CbOamtnSXfbtIIEjmTTY23nk9WFeGcjx2pAgoUWiW5vJMn/derp9Xl4bytNvCBKdNcJEOpup14R66237LWrHDchjwq87d3Y3XsPHUrPst5Xc73rKI4iplZDw+tzuam7RWlN9Y8Ux5xJxHNtiSeTIyvPiJi2sT6wn5pJe2W1wsfGJR8hPjKJ5fdQvPBQA25A4tN3LXWc1UReuvOgmK7qyorDw9I/SdtBhTAfTNFEUpUp092E4jkMhZ73nr3dLtRgbG+Phhx/m0ksvndEiUySmDz/8MGNjY1xxxRVTljnttNOYN28ed999d+lviUSC3//+95x33nmccMIJpFIpHn/88T0+tubmZgYGBnjyySff1mf61a9+xXXXXcd3v/tdXnnlFTo7O/nxj3884/KO4/Doo4+yYcMGjjnmmLe1ryqq2Nfg9XrxeDxvWZA2megC1NfXz+jtLSm6ZqWiCyJ5YTJqmsU2W+Ii0cmv+Ak2CQtCcmgnc1yfbnbnhwlJTfyfOf9njz7X+JaNjG/ZSO+LTxMIBAgGgziOg23Z2NgktSSSFmMoWXjrjb3HqCq6+wgcxykpumEtzOzZs9mwYQNvvvkmIAadWCAG47BT2Um9Uo/P8jE+Oj5FJUqNWbz5cIaxzgOASb48LUvoe9/m7PYlXL3sfKJutmzx4qpLJjjwtdfIHX00I1ELPRBmVh7yRpiuBW18vuPzPDj6ENv7eqm3Pai2Qk4zaZ3bQUYyqHtV9OwGIGuRsTLEtDTgxchDXvVWHGdtbaUvNu+2P44VRvGqZUuD6hOPq+PWOLJrRZDzYspmYptoH3zMeReSHhWEtKjaGopESqskupM9um8F0zTRNK1KdPdhmHmb/7zsifd8v5/50bFohvLWC07C/fffX6HWnHLKKVxxxRU4jsP8+fMrlq2vry8NlJdeeinf/e53S/eC/fbbb9rtL1iwoLQMwG9+8xt6enpYtEj44M855xxuv/12VqxYsUfH+9GPfpSHHnqIY489lubmZpYvX84HP/hBzj///N0WaN588818+tOf5sILRbvxq666iocffpikmxZTRCwWo62tjVwuh6Io3HrrrZxwwgl7dGxVVLGvQlEUQqFQSaCaCZZlYRjllAK/348kSTiOM2XWpUh05axTagNsBiTUpIOSdjAnDaXhFoMB0rTG59I9upRIqIZgs+i0mhgcYMEiQfsa7eX8YL9/QJmm+G06ZOOCn2RjojC8tbWVDRtEEXrGyOBIDrIaYzCx7xHdqqK7jyBjZ8g7QmFdN2jQ1jkLWS7/9/T09BDWwgDszO9kp19k3w0ODk7Z1sibeXJJh4KWqPi7Lo8jAbPGRVeyaFaQxuKA6nHzb/O6wVDSYkwTF0SsvpOOBZ00GU1c5DmX/+j9Ctf0fV7sXx8iOTZM/7pn+MvOX/D/0q6ilLEYzA+Wwqq9Zo68UvbBFiSdzJDGugdS5N0n0mJsmrTL19KYlChR9OhKjkQhlafVbOO0js/T8EYtjTtcomuUL9yCXvm0a+vC+7x9+9S2w7ui2CyiSnSreDewYsUKVq1aVXrddNNNpfd2HdhefPFFVq1axaJFi6aoPDOpybsOkLfffjvnnXde6ffzzjuPP/7xj0Sj0T06XkVR+PnPf05fXx833HADra2tXHfddSxatIiBAVEcGwgESq/PfvazAGzYsIFDDz20Ylu7/g6iaGfVqlW89NJLXHfddXzlK195W4pzFVXsqwiHw+Tdxk0zwXGcCkU3EAhgGMa0SnCFdQExjpkRMU4WkxeKCDaooFkYlo8TNl7A8m1n4G8QzZOSw8OMPpDhO8vCXHNcbYnkZuMW25/PYGZn9t7nEoLoWvkcZjZDS0s5etTyuJn5WpShfZDoVhXdfQT9OaG86gS56YUMH1uksF9nJ9u2baO+vp5wOEx4IgzAYH6QvC/P3PhcBgcHsW27ghTn4jYOTqmNrmzp2EoeJS0Gp4b0BKptlohucSD1JkUziEFHxwEkQ4IUoJfVm3xvZTXpeO963lz9MgXFZsKSebI9yhnjH0e3VIZTQ2QNcQH4rAxJqUxYTaOGgdfzpEYsxrcVaF5okE8JYm4olcqv7NXAvfYLsomlOiimRKJ/mC7fQnxqEGcoT9EN5Uwiunmj8sJ1NInoRBSv10smk8HrrdzXZBQKBQzDqLgZVbFvQdVlPvOjY/fKft8u/H4/c+dWdkIsFqOsX7++4u/FDoGTv5/z5omuguvWreOII46Ysv3169ezcKFIZFm7di0vvPACL730Ev/yL/9SWsayLO6++24+97nP7fFxt7W18clPfpJPfvKTXHvttcybN4/bbruNa665puS5BSpU3imK1DTkXJbl0vk48MADWbduHddff/0U/24VVbzfoKpvTa0cx0FRyrNCPp8Pn8837bhUVHSLMGtkLJ+r8u5CdGVFYvFpNQyvyzO0Lk9yi4xxWARJUXCsAo4Vpy7nI+Ip77t/ZY6RNwsgwazDph8Tc/F46edMdIJQSxuhUIh4PI7id7Pz91HrQlXR3UewMb0RADXfBcCqwRz77bcfCxYs4MADDwQo5dxZjsWoZxRLsSkUCqxcubJiWjCbsLHUNEg2kq2g5cV6ck7k7yo4NKYnphBdT1IQzb682zTCzds1cw62KS4mO1Umjr3SIL2pdQBolkw0kGdLQ4ys2yEtkZzAUITv0GelieUVLFlsW/WHyYwLEpyNucfhWhd0ufJCU73l6Z2gFkTyiptIbmgCnyoGV72rPMgWL3vLsrC8lTeIjJND0zRCoRCxWIzdoVAoVKPF9nFIkoRmKO/5693q+lNXV8cJJ5zALbfcQiqV2u2yJ554IrW1tdx4441T3rv33nvZuHEjH//4xwGh5h5zzDG89tprFSrylVdeye233/6OjzcSidDS0lI61rlz55ZejY3Ccz9//nxefPHFivVefvnlt9y24zh7lD9aRRX7OiYT2D1dTpIk6uvrybgzq5Ph7MKbsx1KiejuqugC+OsUuo70oAckrALE+h08IVFj41ijZGOVlr70hBiD4wMzF5IVFV0Q9gWARYsW0dTUhKdJyEwHNE5wwbKGGbext1BVdPcRFIluLim6k2waL2Ch0NPTU1qmaF0AcCSHtRgspsDOnTuJxWJ84AMfEINF0sZ0bQuqGUB2M2yRyhdQS2qMWE74dkpENyae2La7RLctoiArYFuQT9t4Qkpp6qQ3Z/Nodj0+qzw4vxzZn/mFDzOuxmgtNNLVW8tPh67j9ZonWBd7nlgyjaw14M2M0uBrxHavqWJb4qJHt6joJhYpOJqMEfSDqL+jPdCO5FchYaHEc/hcL2/tR+Yx+D0xmBZqxA3ANE1kTUHyqThpoURvG9jBrK5ZtLW1vaWHqkp0q3gvcOutt3LkkUeybNkyrr76apYsWYIsy7z00kusX7+egw8+GBCK8E9+8hPOOeccPvOZz/CFL3yBUCjEo48+yj//8z/zkY98hLPPPptCocCdd97Jt7/9bfbff/+KfV188cXccMMNvPbaaxxwwAEAjIyMVCizIGoC/t//+3+sWrWKs846i+7ubrLZLL/85S9Zs2YNN99884yf54tf/CKXXHIJy5Yt44gjjuC3v/0tr7/+ekmlBrj++utZtmwZ3d3d5PN5HnjgAX75y1/utmitiireL9gTRRemEmKPxzO9NWkXH222XUUfEwPodEQXXOI8V2fnqhyjm/KonnpgCMcaJRe38W4u4F9nUqiVmJN2sDwym8YszLyDOk0tSzZRVnSzMZFnX19fT319PU+MPwFRsJQYAf3t1S68F6gquvsAbMcuEd14TBBdy4E3xys9PpM7lziOwiuZ/Vi4VHjfUqkUjuMI9bVAyZ+rFILIbnWWpZRtBy2pMSayFs/3pcm5XiKvqwpvzgmi2xnW0VxFtJARF5OUF/8WHIdQVhTW9Dam+X9HD7NOXUGz2s2Em4ywZFRUfdZ6RZ5fKpliNbO4J38AEbscu5KdRHRVSUeRxE1itD7O5tRr5P7fc7QPCfLbGexEjgiFtybrQ5YUHByUWg81ly9moDtHtF3cAEzTRFVV5FCxOk2mtq6WtrY26urq8Pl8U8L4J8NxnN3Gw1RRxbuB7u5uVq5cyfHHH8/XvvY1DjjgAJYtW8bNN9/MFVdcwXe+853Ssh/5yEd47LHH2LFjB8cccwzz58/n+9//Pt/4xjf4zW9+gyRJ3HvvvYyNjXHWWWdN2VdPTw+LFy+uUHV//etfs3Tp0orXbbfdxqGHHkoymeSzn/0sixYt4thjj+X555/nv/7rvzj22JntIueeey5f+9rXuOKKKzjooIPYunUrF1xwQcW1lEql+PznP8+iRYs44ogj+MMf/sBdd93FxRdf/C6d1Sqq2HvYU0V3V0Ksqupb5+96JBxDwvIJ+rZr6sJk1M8VY3m018Q2RXMn2xolG7PxbTBRMg6efps5mkKPR6FLk0kMTW12YRXymJnyWJnZxedfp4ltx+zdz5LuLVQV3X0Ao/aoyKeVNOxsa+nva0byLG6cVJWp+FElFdMxsdKzwTbYkisrjrlcDjMh/kstQ5DWghRAc6+DvFH+725JjRHL2jy8IUYxfVd3Ce+baXEBzapRSXktckmLghvn5SaDUQCwhXE2q9vk/PWATI2ukdKzkIGgJYrP/KpozJBJJhi03b9loXhJZOM2ju2QTyVKaq5pF3jxjltKx3vkWB331PXTEepArfdQIE6dVQcyOD6QZAl/Q4jkXAXbymHgxbIsVFVFDRtYg2kUv87ixYupq6vDMAzC4TDRaBSfr9osooq/Ld6qWUNLSws333zzbpXSIo4++mj++7//e8b3P/zhD8/YYQng9ddfL/38VsVf77Rb2Te/+U2++c1vln4/4YQTKvzJ1157Lddee+072nYVVezrUBRhb9q1fqaIYuHoroR4Twhyptsd410RSskBtjNt62BfRCHQpJAcsshn3Ha+1ihK0kZ1HBwZxtoV7M0FGjWZkCLRv9Mk0lFZl5KbpOYCZGMTFb/XamLbcbtyuX0FVUV3H8A2cxsA9fJsoPxFXztSaeqWJIkalzSaSRFHtHKoUIooyWaz5BIOljVBQRZfuCHbX7IuZLxeLFlsvzU1SsGG4ZiwM1goyI6DrevETRlZgvaQWlJ0TVfRlYtE1wHHEUQ3r1lopqjADOgyBU/lE6ZPFcpvPJYkb4EigZQsP7U6NuRTDvlkEsP15+ZscVyq14fmD+DNK+y3PcismllseP0pAPyy8OUqYfH5ZVmmpqamVLVqmia6rqOG3SYWXpXW1tbS+dpdT/LijahKdKuo4u0hnU7z/e9/nzVr1rB+/Xq+9a1v8cgjj/CpT31qbx9aFVW8J1AUBUVRZuwgaFkWsixPIba7szyMH2uQXKSRWiCWcXRw+yCVcuWnQ9fhXpBAll2Prj1Bg7tevkGmPwibc+I4g4o0rU93KtGNVvxeJLpZsqTNmWdJ9xaqRHcfQK/ZC4DHbbhwQJMgV2+O5ZnIWIylLTb1jfLqXT/l2PEFeJwGzLjw1702lC8Rt1wuRy5hk3dWgiRCul5yHHLZLQBkPR52dIrK7bnRfv71pTs5ZFCoOwVLfBVMQxDN1oCCrkhonqJ1QVwIiiUuqLzjQIno2pAXWb4BXcbx7BIPJnmQJQXDFOS1ya+QGa+8AaQnCpjZDLqr6OatDLVzejj0okvpPu5EAPbfEqJVaWDrxsrCFqOxXIg2uc+4aZoYhlEmwr7Km4jP55txmqhQKKCqapXoVlHF24QkSTzwwAMcffTRHHzwwdx3333cc889HH/88Xv70Kqo4j1BkehOnllJpVIl4ltUeqcjusUs3V1RaFRILdTKyq0kYRdV3czMRDfQoNC8UAc5iCTrgE2j6toFmxWyMZukLdb3y5AetbDyldsrZuh6a+vd36OsvjdB74tuNKniwSeLmdHR3Ohbn6D3GFXrwj6APktEi+VTHQAc2uohnrPZGjW59qkJ+hMmi6Kvc/TYDjrkTubP+QYjpmsbMB0KkiBj2WwWK2FjajGgDsU0qc9sQE0+BRyEqWmsnrU/XdvWUZ+NcWz/a3TocV7qOJScKx5ndaF+dtaIqQvNK0hr0bqguNdtwnFwHKGG5jQbM1skuhKKr2y3KMKnBPFagui2+1RyfeJCCzQqZIYtUsPiidGQhRXD29rI4hXnIkkSTfstZt0TD2Aks6SfXk80XVlEptWWUxoMwyjdJEzTxOv1YjTVgCJhzKmpWM/j8cwY0J1MJgkEAru1NVRRRRVT4fV6eeSRR/b2YVRRxV6DqqrIslwiurlcjoGBgVJUqG3bqKo6rXWhSJD3pKDN8kgoaQd5N0QXoONQD5pXYueqBrKjw9S7kZm5ZoXM5jxpG2wJFCR8EiSGTMKT7AvFxIWa1nay0XEcyyIxECM5HKR5kY7ul6nVaknn0ozm9z2iW1V09zLSZppRS3wx3twpQp3bQwqXLw/jUSW2xUwKNoQKgghm43ES+V3UUMf90uZyJMczWJrrL8imqS2MI9k2xYiDlzorq7CzboGIXRAXSkoRJHVWWFxkZUXXJbru9RSVKhXdbEoce0CX8fqn9ur2qkF8lpjSWJAVXzvNJ1FTL3NiSKW7V3wGw40Lw6eWyKcky9TNWgDAaw/9GdMpkJfKodpqpFzkMlmBtSwLn8+H0Rmi7eojCK3orDymST3Jd0UqlaKtrW2Pq2erqKKKKqqoAqZaF2KxGPX19aUmEruzLkwmyG+FoqK7O+sCgKJKtC31EGisp85oQZFkcgpYQYlMVOwr78aVBeWp9oVihq6nJowREoKRY8XAgZGN4jO1Z7uZO3IwI24iw76EKtHdy9gY2wiSg12owbFEVFZ7SKUtqPLFQ2oIuTEf4UIUEF6ZeFYQ2bluz+qE2zYlmc4wsHMHjuo+iWVShEyRgCAVhGTbNPIG4/5JiQcu0ZVM8cWOyS7RrREET/VWWhdU93qakOySR1fxeEhlhRIb0GUCwUrlFISi67MyLMkpNAmnBo3zdGoVGV2WCFs6MgqGIoju5O5mAL5WoXabBXFROYHy+0VrAoCmaaUiAKBk65C0qV91j8eDrutTOtjkciJrt66ubso6VVRRRRVVVLE7KIpSIqyO45DJZAiFQqWxZibrwlt5e3fFnlgXJsMbqcPvpjelZLAsyLv1MnbYJbqKRHygMnmhqOgawRq84Vr3M4iCtJENBRzHoXNoMcdvOp/MizO3B99bqBLdvYx1E6IjkpVtA6AzpFJjiP+W5e0efnZ6I+fuH6Cm4GYUODZmWiQqLKgXhHasIEhpNJnBmx8oEV0llybiEmTZFBdYW2o7T8+Zw1iwjqyikXE7sCg58cWekCqJbqkYLetg2w7FBi1JFRxbKKEfbP4HCu51GdQlAoFw6fNl/eINnxrCa2U4KCe227y/TvsyA20SYQ1oYQxFqMH/f3v3HSdFfT9+/DUzO7N9r1eucEdvoqCxBYSICGKi39hFBDF+Y4+JxiTmF8VeYo0xpijFGEWN6FdJwwIYKxE1oalEkHr04/r2+f0xu3O3d3sFFO443s/H4x7c7czOzg5zt+95z/vz/sRb9fFz5uTjaNGeyFnot7/XWmV0dV0nEol0OpjM4XDg9XrbZHRra2vJysoiI6NtwC6EEEJ0JBnExuNxGhoa7Gmyk2V1sVjMDmpbSpYzdDWjm+y80FnpQpInKwdv4q5pYyRO4y7rdRwuhXimtS9+TaF+Z4xYpHmbyRpdZyADT3Zy4ok9iWVx6rbFyNptJaP85V/PZDpfJwl0u9knu6yZxQiW8NQZ+dw7ISelXlRRFPr4FDszC6A0WLcRBudaQdy2JusEbaoNQrSKeCLQVaIRO9BVEpnQuG4Q1+I8+/3bWFYwhJ351iwmWqO1vMHhxO1QyPNY27RrdJtMYk1xHIl9CzqxSxfKfSOsbSjgcigoTpVGd4SYTyHWx9pHq3ShCU9imGjeQGvqU6er+b369WycmlUTG9Fa/aIrCgUDh1iv43DgryiwFzkymjO6yUC3qakJh8NhZ3Tbk5mZmRLoNjU1EQqFKC0tTdsWRgghhOiM0+kkFotRX19Pbm4uWVlZ9rJkDW7rsSHJ4Dc5oLozcVfbQDcYDNqdh1pzZ+fYs4nWNpns+Mz63M8odhANWNsqNVTGeDWinyfKLCJhGvdYs6p6snPx5FgxgxnbgyNx53XzR0GUWhdgMnbkqC7t+8Ekn+Td7POazwDI0crwGiqG1vZqqFCpR6X5RHaGraB3cI4V0O5KZHTNcIhYrDmjm8ziWt9bpQumQ8cwI5QYQaoKCgm5XDhicZx7rfrZRoeLsozmX0C7RjdoEmto3oeYESfRTZemRLmDz1Ct5ykKa0bUol5UhqvAytAmB6O5EptI/oIYjtRA11Ct7GxIa/uLXjL8SACKBw3FKLAyuqpfTylL0HUdh8NBY2Mjuq532jUh2XkhFotRU1PDjh076N+/P3369OnweUIIIUR7dF0nFosRjUbJyMjAMAy7nCEej6f9bFJVFV3X25QuNDY2snv37jbr26ULLWp0d+3axc6dO9Pukzsz2+5r3xgLs/Nz6zM8s9RBNND8OZrtUPFssJJNdduqwIxj+Py4Ahl4k4FufA9FI6z3ULvVWtfIjKG7et7MaDLSphvVhevYHd4KQJmzb7vreUJ7U372R+vRFMh0qeS6FBqD1slmqmFrRodEr1wlEdzGHE7iiStEU7fWDQT3sCEvAw/Qp66WuNNat1G3At0kRzLjakJ0r/XLFzNN3I7mHr+NWIG1r0W5gamC7jKIJrKtHocfpxlGNWOgOOxAV22RuPXr2TgTgW5YidI6F9t39LHkZGdTPGgIzkAGeh8frsHZKeuoqorb7WbHjh34/f5OM7rJAWnbtm3D6/UyePBgBgwYINlcIYQQ+y0ZsJqmiWEYOJ1ODMMgEokQi8XaTcIYhkF9YpbSpJqaGqLRKD6fL+UzLV3pgmma7bbNdDideI1MABqjtYD1+ZlR4iDmUoj6FRx1iYHnjSYxoHbrJgACRdYMp+5sa+yKGa8hqxx2rlUJ1iTGxOR1LRN9sEmg240+3WPV58bDmfTLyGx3vVB16ihGf7Qev1Nl84fv8d3//pMX8r8NTkCBmMu69a9ioiROdtObyWr3AAYSxO0uotRrEA3vYWuGBpiUbN5MQaZ1WyXidHF8SXPNq6opaAbEwhCptk7mqAIuR+J2v+KkIWr9svkMKzhMtutyOBzEAwZxwJ3sphBvRHEEUBNnntJiToyAno1TS7RKUyJtAl2Hw8GQMePtnwuuOYp0PB4PkUgEt9vd5tZQa1lZWYwePRpd1/F6vZ0GxkIIIURnkqULgB3oJsePtJfRbf28pGg0Sl5eHtXV1RQWFtqP210XIkDUBIeCFldQDAfRaLRt1yDTxK1ad1kbIntAz8aTo2IkphPePdFFfEOUog8jOGMQjJvUVuqpPnYAAFFPSURBVFntT2u35RJujKOoHlBcYAaJhvaQNzCHTf9K9NPN7ZmBrqStulHfQF/8decR3j2OskD71xyNiUDXLhGI1eE3VHZ+vhpnpJG+TRtREi3G4olAV2+RkVR9GXzqqgQgqsUZmnEcwb170DUTRyRC4WefozRapQvnjs5lZEFqsJes043WJjK6Cni05kC3PtHuLBnoJuuPdF23ZyVzaR5URcM0G3G4lObWYdHmK0+/noOhWNsIktoJAbo+f7jX60VRFPx+f6frOhwOCgoKyM7OliBXHDAzZszgzDPPtL9XFIV77rknZZ2XX3455cJsyZIlKIpCVlZWm5q7ZcuWoShKpxdyAOFwmPvuu4+RI0fi8XjIzc3lxBNPZM6cOUQS3ViS+3T55Ze3ef6VV16JoijMmDHDfmzWrFn26ye/Wn4AtycUCnHNNdeQm5uL1+vlO9/5Dps3b+70eUIcanRdJxqNommaNUNnYsxIOBwmHo+j63ra5xmGkXYwms/nIxqNptTvmg4wEx+Lxs44mf8MctSybPL2uNPW6apNJqqiEjdjhDSrvKFlv1xUBa3A2qBLgcadMWq3Jn4/zSL2bowSbgBFtTLBTdW7yBuooxngylDRA13rFnGwSaDbjTKMHHZsHUVk73Ep5QKtNe21At0tLqtu1B+tJ+BUiCSC06xwNUrUOjmjLqvNl9Hil8gIZNJgJqYBVsJ4jCwaElP6ZdbU4IhEULdaJRSkmSAhWacbq09kdDUFj5oIRBVXi0A30aEhcSWp6zqaVyeuWsGsW/NjxhvRWpQ4KC0uAJ2aGzXxwR1xNP/CxOPxtPOCt0fXdZxOp0z2IHosl8vFvffeS3V1dafr+v1+XnrppZTHZs+eTVlZWTvPaBYOhzn11FO55557+N///V/effddli1bxlVXXcWjjz7KqlWr7HVLS0uZP38+TU1N9mPBYJBnn3027WsNGzaMqqoq+2vFihWd7s91113HSy+9xPz583n77bepr6/n9NNP7/IocyEOFclBZS3Hivj9fvvisr0e7U6nM6VGN9lzt7i4mMzMTOrqmgemoyh2+ULW2yGc2xJT+dbp9iBrY3sMz+cRME20RuuzuDFahytQiy9fo2BwambZdCvEMVEVhYZ1ewnX1wIKiqOA2qoo4YY4qmaVLzTu3onhURl5jp/hZ/jownV3t5BAtxt9ubuBaNzEpZnkuNv/r2iqtorQN7uTgW4dPkMl0tgAQE6k2h54FvNaJQIud/NsYd7MTEI47ImxQ2qUWMj63pP4gFG3bbNWdrtRG+N4V4bJeiOIviNmtxgzE78kcQ1civVLpChO6hLTBSYzui0DXV3XiRjJQNdrZXRb9MhVo21ricIFKnGl+fF4PJ62FUt7DMOwa2+F6IkmTJhAYWEhd999d6frTp8+ndmzZ9s/NzU1MX/+fKZPn97pcx9++GHeeust3njjDa666iqOPPJIKisrufDCC/nggw8YMGCAve6oUaMoKytjwYIF9mMLFiygtLSUo45qWybkcDgoLCy0v/Ly8jrcl5qaGp588kkeeOABJkyYwFFHHcXTTz/NihUrZCY10etomoaiKCmBrs/nswPd9j7Pks9LikQiGIaB1+vF4/F0qSODHlPtQDewLIz/3xG02paBbi3xSDXDz/Dh9LeKPRSFcKKPaHiLNZmVouWiKDq1VVFC9XEUzcroNuy2lhseNeVzvaeRQLcb1QWjDMjzUOptOwVtUjQUJLjXyvps9lhZFVc8TKYaIhqybk3kRKpRw1bQS+Iq0d0im+nPygIUDNO6Nd9ACFWzSgrcWupVpel0k/NaEN+aKMaeOO4NURyJIFxN/H7FHeBSrMBaUdzUh1JLF5K3a5I9AaOJQNeleSGeGujSokbXfs/fzERVVfuqtr1ZZNpjGIY1I5qUIvR6pmkSCQYP+ld7gz26StM07rrrLh599NFOb91PmzaNf/7zn2zcaM208uKLL9K3b19Gjeq8jc+f/vQnO6hsLVmX3tIll1zCnDlz7J9nz57NzJkz02577dq1FBcXU1FRwfnnn8+6des63Jfly5cTiUSYOHGi/VhxcTHDhw/n3Xff7fS9CHEoSSZnkgkfaK6/TfbRTcfhcKT8fQmFQnaNr9vtbhPoRnKtz924DruOsB4zYg7rLknUtDsyaEETNdE5qSFaQyhxVzedWGKWNKXWGhSnakUAhBtM6qqidqDbuDt9d4eeRgajdaPR5Vk8d8lI3nrrn+2uU7fNKilwBjIpLMwhuMXAFQ+T3dR8gunxMJH6KsistB/z+gMkb4pm5VgDzTw4CROkQQli6i4ghiu7ubcfgGb6UVuUx6oh087oJieLMB0KRqKHrqI42V1nZYUDzuZA1+fz2QPSYol406V5MWOpgW68KQxo1EX24NezWUWE4cWZ6Dutov3kbZx9zeh6PB7J6B4GoqEQv5p+9kF/3Wvn/Rm9xQQm++N//ud/OPLII7nlllt48skn210vPz+fyZMnM3fuXG6++eYOg8/W1q5dy7hx47q8T9OmTeNnP/sZX375JYqi8M477zB//nyWLFmSst6xxx7LU089xcCBA9m+fTt33HEHJ5xwAqtWrWp3RsFt27ZhGEZKP1GAgoICtiXvKAnRSySn8215MZmRkUFFRQVNTU24W9x1ban151wkEiEzMxNN09IGuvVDdaJ+laZKB5Gt9YCGFrF68KsNzSUQSjg1oxtuaCAej6GqaT5XM1WoieGKW6+lOIrsRXu+jKKq1u94U/Ue4rEYahc/m7uLZHR7gI7qWuq2WSMeA0XFjCxwUu+wBlj5GnakrOdoqIEWV4Een4+MknLcWTlk5uZiqJBhWh/MDUqImMP6r3dVVKRsRw+n1rUqIdoEunEDlEii0F1x8eXuxKxr/kSdcDSKKxEEaJrWItD1YcYbUgLdaJ1VZ7yydgV/r4lQ5Y7j9XrtNiyw7xldr9dLZWUlPp+vS+sL0V3uvfde5s2bx+rVqztcb+bMmcydO5d169bx3nvvMXXq1DbrJGdf8vl89qCyZAeUrsrNzWXKlCnMmzePOXPmMGXKFHJzc9usN3nyZM466yxGjBjBhAkT+Mtf/gLAvHnzALjrrrtS9ieZjU5nX/dRiENBMjnTMtD1+/2MGjWKE088kezs7LTPS9buJrO6oVDIHlidbgBb3KvSOFjHNBTCmhXYKkETXdcxa5pvmaohE63RWt4QqwNMIg0Nafchnihn8CSCYNXRaqCp6kfRdMx4zB5D1JNJRreHq62yMrr+wj6MLDB4R/ORy26ctdtT1lPiMRyRGFHD+i91Op0cecEMMEFRVfr5HGQ0Nge6wcQvhKu8HDMQQKm1bmM4GqwsaKhAxbk9jhoyye5rsOWjEA4SH0aGQrQhkdFVXVYbBs2kNNE5IhqN2lermqbZs7e4HF4wm9Bali6EoqCA4sojFAG3W8Hr9dptWKD9ecHboyhKp/WCondwOJ1cO+/P3fK6X4exY8dy6qmnctNNN6V0NWjttNNO4/vf/z6XXnop3/72t9NmTT/55BP7+0DAqtUfOHAga9as2ad9mjlzJldffTUAjz32WJee4/V6GTFiBGvXrgXg8ssv59xzz7WXFxcXU1hYSDgcprq6OiWru2PHDk444YR92kcherpkt4X2MrftaTkNsMPhIB6P28Fye50aksJqBNAxm6J4PV7i20OQ6HOvhkFNZHQjuvXZGqqvw+kPtNlO3Gt9RnsdflCcKGo2gWKN2qoYqgMKh7rYsTqX+h1VNO7eZU8i0VNJRreHS5Yu+Av70C9Lp86RyFJWt73V59OarxxdLheKoqIk2ozdMCKAN1Gju1dpIKxY5QZuj4fYwIH28/Raa/1QceJKLmRieFQGT/baGV3VqxJNti5RnOgm+A2FDGdzH91kfayiKJCYTtileTHNkJ3RjcdiaDHre3euNdDO8Fo1TcleuLDvg9HE4UNRFHSX66B/fZ0ZyHvuuYdXX321wzpVTdOYNm0aS5YsabdsoX///vZXfn4+ABdeeCGvv/46H3/8cZv1o9EoDWkyOpMmTSIcDtsdG7oiFAqxZs0aioqsW5zZ2dkp++NwOOx+1a+99pr9vKqqKlauXCmBruh1NE2zJ4nY1+dpmpbSeSH5eWoYBoqitDtGIJScgcmEwqx8qG0uc1DCJlooMaA8kXwK1aev040lA109A1UrtNocluuUnNxE1vG7KfuGC2+uFdweCnW6Euj2YOHGBkK1ewHwFxahqQpDy63biEpDjfVvi365Odkl9vetB2LloxEwrSvLbaq1Td1UcTVqxAcPsrZl+HA0Jl67MBHoRoGYiTdHI7vIekwLQP2OKus5ihcDhdJA6rzdLa88Nb/1vUvzgBnCkWgvVr15Aw7FWlb5jUEYgTgF/a3SCb/fTzic6CQRi3V6JSvEoWrEiBFMnTqVRx99tMP1br/9dnbu3Nnl4BOsdl4nnngiJ598Mo899hj//ve/WbduHc8//zzHHnusnYFtSdM01qxZw5o1a9q9uLzhhhtYunQp69ev54MPPuDss8+mtra2w04QGRkZXHrppVx//fW88cYbfPzxx1x00UV2+YMQvYmmabhcrn0OdJPT2EciESKRCA6Hwy4FTC5rr/NCNB7FTGSkMp1+nOHm3181ZJJolgQe6+5ruL6u9SYAiHmtuMKt+VET9bmGVyWuhfH6XcRiMTw5h06gK6ULPVhdYkYSd3YuDqd1oo/om8ealc3rBIpLqdm8ARQnBaWVxLPj9i9DS1pTnIJ4JgoKMSXRa8/0kPlOiB0nnsC///U2RdnDGAJE/Qoxr4KpgGKCGjaJuxUcpgKYVG/fSKiuFlP1oOrl6GaMkkBqXZFhGMRjcbas3Yvp0oGwVaPbIqO7Z91aBirHAdDvmD5sd28hv9C6jeJ0Ou1tddRcW4je4Pbbb+f555/vcB3DMNLWy3bE6XTy2muv8dBDD/G73/2OG264AY/Hw5AhQ7j22msZPnx42uclSx/as3nzZi644AJ27dpFXl4exx13HO+//z7l5eUdPu+hhx7C4XBw7rnn0tTUxMknn8zcuXPlbo3odQzDwO/373M/d5fLRSAQYO/evUQiETwejz3epGWgm7ZeNx7HdKsokRg+h5u6SHMc4KgzsT7BAZ+VCAu1E+jGnRA1ozgUB35nKU2A5ozjwGEH4clAN9lirCeTQLcHa9hlDTjzFzSPeHQFMlLWySqvJFg3gHgsA1dAZ3hF+g8urdHEwEGekcmOsNWPwWMaOBpMdi9fw06Xg0Kndbszkq2CohA3QAuBGoK4G5SIFXhWffZva6OBo1AUB4YZpzSjuT432U5lzbtVLPnTZ/Qf6SWLRHsxM0Rill/qqrbiSPyyam6d7OzslCvXpI7mBRfiUDB37ty03yeVl5e3mclo3LhxHbYxO/PMM7vU5szpdPLTn/6Un/70p13av3RefvnllJ/nz5/f6eum43K5ePTRRzvNXgtxqNM0rd0Lyc7k5+ezbds2wuEwFRUVduKqs4wugOLWoDaGGjQxQhqJ0BYtMbOp6QSn3wqc28voButrqQntJMdVTKZRSFMUokoQj9uDaZpEo1E8OdZFd/32rXz09B/wZOfiHXH0fr3fA01KF7pZuKmRcM3etMsiQWuGIsPb3D3A2SrQdbg9KOoRaHo5hrf9usFkEXpBoDkjpISt+xiOdU1oik6lf6S1T4kpAM1E5lVN1PWoiYkhavdsRdUNtCxrfd0kZSCaw+HAMAyq/muVV9TWWnVDmqJhqAaKw/o53tjcx0x1agwYMIDi4mJrn1pkpFt2cRBCCCF6s0AggKIoxGKxlO4MyYmYkuNXWlMUBSVRlhCtDtmf3QDJ8t2YU8HwWXds2svo7vnic6rD1oD3LIcTFAjHG8nOzrYDbXdmtl06Wbt1M9tWfoLZQ2c4lEC3G3367ns8c/2VVL21JO3yaCLQTZYtABg+HyjN/22Kat0WUTRS2nbV19eza9cuGhPTBCf75+VnN4+ODAWttiAlngEMzDoGl+alIV5LsNQKdOMtA13TJDFHBOF4kIIhwzHc1msbQFki0E3WFOm6zq4tVrPpYEOcaLLLg+ZFMROzqoUSV6UqKA41ZTYzXdftovuWg9uEEEKI3iwQCOD1eu0yhpbS9dJtamoiHA5jmiZqsv52SztlCS4Fp89qV9ZeRnfXf5sD3QxNQXcrRGMRcnNzcblcRKNRVE3DbDFgDiAabNz3N3sQSKDbjTRHPqYZJ1K3k0hT2xMk2dnA0SKbqaoazkRPPYBgrRUAerJSpw2srq7G6/XS0NBg9bBsSEzqkJ1hB5MNjduIxiP49WyGZ34TgFW736Z+t1UykQx0lZCJErXqdcEKdPMGD8eZGFTmV5WUySKcTicKKtVV1ojuprooEb050DUJYppxlEii55/Rtj7P4bBqgWKJK0Sp0RVCCHE4MAyD7Oxs/H5/m37wrQNd0zTZsWMHW7duRVVVVK/1WRnZbCWaIkZqMBpUwhiJQDddRjcWCbN34zr2hlIDXV3X8fl8KdMQFwwbmfrcRgl0RSt9BpeiqDn49Wyc79ew/ZMgO9c2385PTvHbMqMLqXW6NZutk7qij4OsxUG0uuaTurS0lBNPPJEhQ4agJe501EYaGDJkCF5NQanfzdbG/wKgmgr11PJl/Up2f/E5kJrRVRJlC9F4BNXtJLOsL5k+K0Adne+0g+xIJILb7aZ6WyPxWKJnX1OcsNY8DXA8EiYaDNodFxRX+kBX0zT7F0oCXSGEEIeL4uJiysrK2rQydLvddgIIoK6ujkAgQE5ODpqm4UgMNIvusu4IB32pdfxhR5w9dVYQHG1qJN4qO1y9YT3xaJQmVxgTcKoKXlccl8uFx+NJCbQrTzqFIaefjb+oJLG99BNQdDcJdLuR26+ju/tydM6p5O/OxFy+gbVvrLIHmNiBriu14bTT3xzohupcqBqU7TExdsVxf9l80uq6jt/vZ9CgQWhx65elKRqirKyMQUX5KPE4H+7+B2vz17P7W05WFazBxCRUZ9XWxhPVAmoIe1rgcDxI3sChqKqGI9HGpI8ntZ7W6/Wye3PqlWKyq4lL8xINBQk3NqArVmZZdbYdE6nrOpqmEQ6HrV6pEugKIYQ4TBQWFlJWVtbm8dafhbW1tRQXF9O/f38CgQCaP3XgdjDbJK41B7uFFcX07T8AEvW1oYbUz+q9m74EILOikmjA+owvKIzj8XhwOp0414cZsNqHEjJx+vwUDB1hJ9+iktEVrSmKQl7BIPJcpQB42EG49mUiQetqzS5daDejq4DioqxUR6+zTmRHTXNG1x7QFY1D4uGQaUWsrgxrZqKoEmVPiZM9egO635pwIlxvXe21zOgmB6KF403kDhhsPZ74fYtFmn+J4nHrym/XltQru1DiAtSleYkGg0QaG3GoyUC3/dKFUChk1/wKIYQQh7OWHYgikQiqqlJQUEBxcTGDBw/GlZnazixUqBFt8fEZKMjiyCOPxJVImIXqUieNaNhhTUYVKCommpXopxtqHhSnflxHoMbAub05q5ys+ZWMrkirIqfCvjXhdWQCUL99N9Ayo5sa6CY7LyiaG0VRKHc039pw1Jj2lLnJQDcebD4hY4lCW09hHwKVA/nGOVMZPGw4tbW1dneHcOIKL56owVXDJkpi9GYo1oQr0wqStURGN9ZqAKiu620yusFEotnK6DYRqq+zA10lTaCrqiqGYUigK4QQQiQ4nU67rK++vp5AIEBWVhaqqpKXl2fX6AKofgO90ENUi6U8pigKmYnZE/dsb55l1TRN6ndatbnevEIiyUC3QcPn8xEPx2Cv9YGvBJsTXEZiGuFYmrFGPYEEut0sN9IcpPqSge7O7VavujSD0QDcmdaVlaL40IBAdfMJpzWaxINRq1YnEeiayXSqoaI5rF+Q3Xv2MOrsqZx45jkEAgFM08TwJkZiNlgZ3ZT2Yk1WpBqOBzE8VuZXTQS68aj1+nvWRwjttub33pUohM8ssK4uGxqsdZOlC8H62ubShTSD0cDquRkMBiXQFUIIIbBqdJ1OJ6FQiFAoRGZmJmqLGVK1FoGua2AWXp+PsNoc6Go+a3kgMeFDsKbGXhZuqCfS2ACKgjc3n1ggEegGHdYgtO2Nyba80JScbtikrLGcSv9Ioo2S0RWtxOrCGDXN6VCvbs1c1rBzJ/FIBDNunUitSxcyyysoOWYMmmssAU1BjUHMBTG3FUxqe2P2rX+AeCLQVZ3W3Nv19fWoqkp5eTmKouB2W5lhPRHAhurrMU0ztb1YoudtxAyhGVbxruZIZnRNGvfE+Pz1RnZ/5KGpJkZTXQRFVSgdagXlwcTbdGpuosEgofr6DjO6YF25RiIRu15XCCGEOJw5nU7cbjfBYJBIJEJGRmpv/ZYZXWdFBk6nMyXQVROBri/L+mwON9bbyxoS2VxPVg6arts1us6gittwEd7avK4StOohjR1xCnZmc0zuJKKS0RWthTfVoSiwN2oSN000RcOl+Wiq3mmXLaCoaHpqcbmqahQOG4eml+F1JYJNj0o0oznQTc3oWtlY1e3A7Xazc+dOcnJy7Jqb5BUiidcxY1GioWCL9mJgNlrbiKpRu9RCa1Gjm+wWYcYU/vuB1Z83p4+XzHxrIF2ixBdDdduD0ToLdJMBuNvtTrtcCCGEOJwoikJmZiahkDXEu/Xno+LUcOS5QVNwDcnGMAziLUIIzWv94E0Eui2zsPWJ+lxvXgFg9dyNaSaKqeBoMIlUNa+bDHT1nS2C6GCkS7M1HmwS6HYj99Ac3FcN4pNohMbEYDGfnkmwZmdKfW7r9iIAwcR0fr5EFjfuVohmWP+djhozJdBN1ugqTod9m6OkpMS+3eFyuayrvmjU7vAQrq+zuy4ogKPeOnljjhYzrSRKF6JBk13/bc5Mr/3A6sNbWJmBN9PaSCRx8huam2goRLihvsOuC9DcYkwCXXGomzFjBmeeeab9vaIodjeRyspKbrjhBhoamj9EXnzxRY499lgyMjLw+/0MGzaM66+/3l4+d+5cMjMz93k/Fi9ezGmnnUZOTg4ej4ehQ4dy/fXXs2XLFgCWLFmCoihkZWW1mZJ42bJl9n63ZJom999/PwMHDsTpdFJaWspdd93V5rWbmprIysoiOzubpqamTvc1uS979+5Nu3zWrFn2/qiqSnFxMVOnTmXTpk1dPBpCHJoCgQBNTU0YhoHHkzr4TFEU8q88kqKffQPNq6cEuopLQ9Gtz31fdg6QWlebDHR9+YXJjRF0W/FDZEdTSqCrJlopGTubB8AbONPOCdDdJNDtZorHQdAbozFuBYI+Rybhhj2EEx96ujP91LehRL9cb+KkbRnoGnXWgLBkIGu2KF0IBALk5uaSm9s8FbCmafj9fkKhUIsBafWgKvYviLMxETTrzYGuO1NFdUC4wSTS2Px4NGztW2FlBr5Ma/+bM7pOYsEgkabGTjO6uq6j67oEuqLXmTRpElVVVaxbt4477riD3/zmN9xwww0AvP7665x//vmcffbZLFu2jOXLl3PnnXcSDoc72WrHfve73zFhwgQKCwt58cUXWb16Nb/97W+pqanhgQceSFnX7/fz0ksvpTw2e/bstO2OfvCDH/DEE09w//338+mnn/Lqq6/yjW98o816L774IsOHD2fo0KEsWLDgK72XpGHDhlFVVcXmzZt57rnnWLFiBeeee+7Xsm0heiq3242u63YZQ2uq24Hmsz5fDcOAxIROyceguXShZaeEZOmCHegCTYlAN7q9gUhVc+mCFgYlYqLvbg50nZqHptrmmt+eIn0qTRxUvoow4fUuiIHXkQ1mnLptm4G2A9GSkhlddyJGjLUIdF0NKs4WLUiSNbqKUyMrK4t+/fq1uQrMyMhg8+bNGF4fjbt32jOmRP0qxu44RqI/ielsvjbSXSoDJnj4/B+NmCY4s0xC1c3ZnoKKAA7d2sGwCSYmCgpmU5xosBHdmRyMlv56y+Fw4HQ6ZSCaaJdpmpiReOcrfs0UXU17p6WrnE4nhYXWh8mFF17I4sWLefnll3n88cdZuHAh3/zmN/nxj39srz9w4EA7I7w/Nm/ezLXXXsu1117LQw89ZD/et29fxo4d2yZrOn36dGbPns0FF1wAWNnY+fPnc+2113L77bfb661Zs4bHH3+clStXMmjQoA734cknn+Siiy7CNE2efPJJpk6dut/vJ8nhcNjHsbi4mMsuu4xrr72W2traNlOnCtFbJMsNA4FAcxvRdui6bge4qr/5szRZuhBraiQWi6GYJo17dlnL8gvs9YKuKOCk6bNqzHDz31otoqDvjNszpoJVmhis2fsV393XTwLdHsCdFyPg1mFFFJ9hnWA1m63bb60HoiUFExldp6IAppXR9SuYgBZVcOO017VrdBMZ3XQfAMnA12g1B3bMr8Du5vXMVrOYZZXqDJjgYcenYfwDG9iyxEk8Bi6fTkaeGzNuoihgmhDXQIuBFjGJB4Pobuu9Ka70p2HyilUCXdEeMxJn683vHvTXLb7thLRTV+8vt9tNJGKV/xQWFvLMM8+wcuVKhg8f/rVs/4UXXiAcDnPjjTemXd66DGLatGn88pe/ZOPGjZSVlfHiiy/St29fRo0albLeq6++SmVlJQsXLmTSpEmYpsmECRO477777DEAAF988QXvvfceCxYswDRNrrvuOtatW0dlZeXX8v4Atm3bxoIFC9A0TQavil7N7Xbjdru7VL5kGAbxMhda1E3guFL7cV+WVboQj0QINzURqduLGY+juz04fc0xQjKjG9lkxQRatovYniCOqIJzW4yWnJq7R2Z0pXShh4j5EnUzeiYANVsTgW4io2uaJtUbIoQTxbyhREZXT5xncZcCmkLMa2WZ3MHmP/QtM7rtcbvdqKpqd15IthiL+ludIu62QWl2X53Bk7yo7hj+QisoLawIWLVzmkpemR+HrqImZlDTIgqxcIgsw+rjp+d72mwTrGyNy+WSQFf0asuWLeOZZ57h5JNPBuCaa67hmGOOYcSIEfTt25fzzz+f2bNn24NP9sfatWsJBAIUFRV1af38/HwmT57M3LlzAatsYebMmW3WW7duHRs2bOCFF17gqaeeYu7cuSxfvpyzzz47Zb3Zs2czefJku0Z30qRJzJ49e7/fT9KKFSvw+Xx4PB6KiopYsmQJV111FV6v9ytvW4ieyuFwkJubi9/v79K6g0cOpXDaCFwDs+zHDbcbh9NKiDXV7qW2yqrT9xf1SblblazRTQp8qxQzsdjY3irQVT0Ea/fuz1s6oCSj20MkA1Sfw4eCYrfpcDit+ptN/wqx9d8hsvo6GDDeQ7jBul+gJ4pfY26FzZs343YGCDQ4cDSX0mAmBqOp7WROoXlAWqjFYDRIZHRbUHxGm+cmRaNRigZ7qdmyl8qj8u3Hz/jhUUSCMWrn/YdYXQxHTMOrBXBqHtAU9KL0H0qS0RWdUXSV4ttO6JbX/SoWLlyIz+cjGo0SiUQ444wzePTRRwHwer385S9/4YsvvmDx4sW8//77XH/99TzyyCO89957bcqOWrv88st5+umn7Z/rE+0C97XUYubMmfzgBz/goosu4r333uOFF17gn//8Z8o68XicUCjEU089xcCBAwGrRGH06NF89tlnDBo0iFgsxrx583jkkUfs51100UX88Ic/5NZbb0XTNIYNG8aGDRsAGDNmDH/729+6tI+DBg3ilVdeIRQK8X//93+88MIL3Hnnnfv0PoU4FA0dOjSlf25H0gXEiqLgy8ph77atBOtqqUsEuoGiPinrhVzN5Qqq38AzqoA9C7+AYNwepB7OVTF2xfF4s4i5O/771B0k0O0hon6FmAOcUZ2+vuGsr18BWBndmi1Rtv7byuYEtscIvBtCw5qCV03MOBZ3K8T3xmk0IgRwoNU0X2l1JaPrcrkwDAMl0SO3vYyu6k1fSpFUeXQWx04YandbADBcDgyXg3qvQYwghuom21kMgF7sQ3Gk/2V1uVz069dPau1EuxRF+VpLCA6W8ePH8/jjj6PrOsXFxWkv5vr160e/fv343ve+x89//nMGDhzIc889xyWXXNLhtm+77TZ7YFvSwIEDqampoaqqqstZ3dNOO43vf//7XHrppXz7298mJyenzTpFRUU4HA47yAUYMmQIABs3bmTQoEH84x//YMuWLZx33nkpz43FYixatIjJkyfz17/+1S7d2JfBp4Zh0L9/f8AamLZ27VquuOIK/vjHP3Z5G0Icir6O8hxfdrYV6NbW2IGuv7A50I3H4yiqgtrXi7mlidzpQ1FUBdOt2u3FoDnQzSodTMYJ/b7yfn3dpHShp9AUavpZ1x3Dsr6JqlgnseZ0su6t5nYdQ3QN7/Y4fQyFQCIIjWsQiocxDIOI1TQBpSZqP6dljW57VFXF4/HYgW4oEejGfIp9myIaj+Dwd3y1pus6vqz0LdEcfmvbTs1FjtP6sDVKfB1uLycn5ysN+hGiJ/J6vfTv35/y8vIu3bHo27cvHo8npQVZe/Lz8+nfv7/9BXD22WdjGAb33Xdf2ueka+GlaRrTpk1jyZIlacsWAE488USi0ShffPGF/djnn38OQHl5OWBleM8//3w++eSTlK+pU6fy5JNP2usm97dPnz5tX6iLfvGLX/Dss8/y0Ucf7fc2hDhcJOt0m/bstgei+VtkdGMxa/Ipz9kVFN54DEZJIjPsbo4lYh6FuDfR2jTaM0NKyej2IE0DHDSuieB1BKj0HcF/6z4mFnISqjfRdMjN0HBGraAv36FSm6vCDiubGwqHcblcqNmJ/9Lq5r62dka3g9IFsDovbEzMApEsXUC16n4d9aY1/a+749q3jkaAah5r21ZGNxHolnZeYyTE4WTWrFk0NjZy2mmnUV5ezt69e/nVr35FJBLhlFNOsdeLxWJ88sknKc81DIOhQ4e22WZpaSkPPfQQV199NbW1tVx88cX07duXzZs389RTT+Hz+dq0GAO4/fbb+fGPf5w2mwswYcIERo0axcyZM3n44YeJx+NcddVVnHLKKQwcOJCdO3fy6quv8sorr7QZWDd9+nSmTJnCzp07ycvLa/d4rFixos2t1yOPPDLtupWVlZxxxhncfPPNLFy4sN1tCiGae+nWblwHgCsjC8PT/Bkfi1mTT+luw55oAkBpEehGA81tSPVIz0xK9czw+zCluRTWh6zbAUUeK/3ftNcKDrMrdIoDzSdXvq6QnWn9HHcrhEIhPB4PmX2tDwyzNmK3XbL76HZyi9ftdqMmanRj4RCxRN/OaCLpGo412YPVWkvWAHYU6KqJQNeleclKdJeQQFeIVCeddBLr1q3j4osvZvDgwUyePJlt27axaNGilBZe9fX1HHXUUSlfp512WrvbvfLKK1m0aBFbtmzhf/7nfxg8eDDf+973CAQCbUodkgzDIDc3t927Kqqq8uqrr5Kbm8vYsWOZMmUKQ4YMYf78+QA89dRTeL1ee6BdS+PHj8fv93daZjB27Ng277Mj119/PX/5y1/44IMPOlxPiMNdspduqNpqreRvVZ+bDHRbf64rnhaBrl+1Z1GVjK7olKIo7NGs4u48VykKKg27HHhVKMnVyKpqronRFYWMusRANJdCMBikrKwMf0YGEccutKhCdHcTeqG3eWY0V8eBrsvlQtV1VN0gHgkTqq/Dk51DyBXBhYOwGUQz0g9Gs6/8OrgNq3od9ntzqDqKS8ORI5NBiN4v2b2g9ffpjB8/nvHjx3e4zowZM5gxY8Y+78eECROYMGFCu8vHjRvX4RSeZ555ZpvlxcXFvPjii2nXv/7661NmdGvJ4XCwe/futMu6si+zZs1i1qxZbR4/4YQTeuQ0pEL0NMleukmZpeUpP8diMVRVbRvoenWSv2GxQMtAV+HgdzXvXM8Mvw9jTYZCKB5BVw1ynEXEIgYn+ByUrY7hr7ZOrbqY9a8rEfjG3QqmaeLz+cjOzsbMsE7KyE5rms2WM6N1JNnKy+mzUrih+loAGl3WdhqpbzezE41G0175tZTM6CZbqBklfhS1Z97qEEIIIXozX4tAN9CnlKIjRqcsT9both74pniaP+ejfoW4YX2Oa1EF4j3vIlMC3R7G4VLYGbbmmM93l+NUPXhaBINRTNYGU3vXxVxWNtjtduNyuQiUWXU30Z3WILZ4YjBaR10XwJqtyTAMHJ5EoFtnBbrV7hoWVz3LZ/F/t/vc9m5xtKR6UpfZhe1CCCGEOKiy+5Si6TqKw8Gw75yL2iqgjcViOJ3ONs9L3p0FiAZUTANMQEGBUM/L6Uqg28M4XAq7YtZ/S4GrnEw9tZ1XME/DON5JY4Vm3zpo9MdS5rx2FFidESLbGqwpUkOd99EFK9B1Op04En3wwomMbrixjh3BjSie9nvodi3QTS1rMEo77rgghBBCiAPDE8jgjP93J32/cz66t+3ncbuBbqKfftwA06mAqmAmw4Ngzwt0pUa3h9GdCjujVkCY4+rD3kTyNlii0VThIJKlkudUqAPqR5ioYZPaeB0GBq7ELGpGH+uEjWxtsAakJSLizjK6iqLg8/nsAWmhOqvzQt22KgA82bntPjcWi1lzanfQ269toCsZXSGEEKK75PYpxbXuS6LRKEarMTjJz/XW9BIfVXlh1JLmMTZxQ0ENmyn9dXsKyej2MIFiB42mQkPMRFM0KhKdEiKZKuFCzbp6SjCdCjG/SiwWwzAMO8jUi61AN7qriVhNYtpQpWuzOeXk5IBhBczJGt2azdaMRZkl5e0+LxaL2YF2e1qWLmgBAy3Q9kpRCCGEEAeHYRjoum5P2NJSe5/rmq6xeXCQhvLmmCI5IK0nZnQl0O1hcvrpFAwx2B61ThY9cc5EM9v/r4pGoym3FzSvjpaYmSy0vgawsrldmXihtLSUokSj91BdLZFgEw27dgCQUVLW4T50GugaGiRmQdMlmyuEEEJ0q44CXUjfG19VVVRVJR5vDmqTga5kdEWnFEWh7wkuwsWpJQDRjPaD1Fgs1mbaTD1RvhBaZwW6qrNrVSqapjFgqNXYPVhbS83mjQC4s3IwEjU8NTU1rF+/vs0+pKvlabP9RFZXyhaEEEKI7pUcyL4/gW7LNn49uUZXAt0eSFEVsk5yYyZi3bhutRBrT7rbC0ZxaqDbWX1uS3klJQBEGuvZu+lLADJalC0Eg0E0TSOcmFACrDmxW9f3pKNlW/vprMjo8v4IIYQQ4sDwer37FOhqmnWHOBZr7gAVdyqYmCiRnhfoymC0nkpTCBVouLbGrLKFDsoOTNNsUzCul1iBbrzWCkbVTiaLaMmbmYWiqpjxOLs+Xw2kNpKORCL4/X6amppSgtuOOi4kZZ8/iMj2RpzlgS7vjxBCCCEODI/HkxK0tpRugHm6jG79MJ01mds5YmTJAdvP/SUZ3W6mKAqqqqY9yZoqrMAx2KfzILV1kJnM6Nqv08n0vy2pqoY7YGVcgzV7gdSMrmmaeDwempqa7J+Ttz863c9MF+5B2Z2uJ4QQQogDL93d2I4mgUpXo4umQA+d/0kC3W7m9XpTgsaWwsUaO85009S/80xp64yu5jdwDW4OKPeldAHAn9PcSiyjpBx3ZlbKcqfTad/qCIVCOJ1OPB7PPr2GEIeLGTNmoCgKl19+eZtlV155JYqi2FP6JtdVFAVd16msrOSGG26goaEBgC+//BJFUfjkk0/afb0lS5bY22j9tW3bNgAaGhr4yU9+QmVlJS6Xi7y8PMaNG8fChQvt7YwbNw5FUbjnnnvavMZpp52Goigp0/AuWLCAU089ldzc3E73MenLL7/k0ksvpaKiArfbTb9+/bjllltSSqM6eo979+5Nu3zWrFn2e1ZVleLiYqZOncqmTZs63SchDifpAt2dO3cSCATSJrDSBro92CER6Hb1D+HGjRv59re/jdfrJTc3l2uvvbbTP5bdzTAMcnJy7A+x1kxd6bBsob25qAFypg0lY0olWo4LzxHt98BNx9sisC0+8piUZYqi2DXBpmkSDAZTJqwQQrRVWlrK/PnzUy5qg8Egzz77LGVlqR1NJk2aRFVVFevWreOOO+7gN7/5DTfccMM+v+Znn31GVVVVyld+fj4Al19+OS+//DK//vWv+fTTT/n73//OWWedxe7du9vs95w5c1Ie27p1K2+++SZFRUUpjzc0NHDiiSemDYzb8+mnnxKPx/nd737HqlWreOihh/jtb3/LTTfdtM/vt7Vhw4ZRVVXF5s2bee6551ixYgXnnnvuV96uEL2JYRg4HA6iUWsW1d27d+NyuRgxYkTabkrJi8dDJdA9JGp0W/4h7N+/PytXruSyyy6joaGB+++/H7ACvilTppCXl8fbb7/N7t27mT59OqZp8uijj3bzO+hYTk5Omy4GLcXjcbZu3UpeXl6bzgbJGcnSNXVWNAX/mD74x/TZ531qTJQsAOQOGGx/n7ydkZWVhcvlIhgMEgwGKSwsRFUPiesm0YuYptnuIIoDSdf1LrXra2nUqFGsW7eOBQsWMHXqVMDKgJaWllJZWZmyrtPppLCwEIALL7yQxYsX8/LLL/P444/v02vm5+eTmZmZdtmrr77KI488wmmnnQZA3759GT16dJv1Tj/9dJ5//nneeecdTjzxRADmzp3LxIkT2bhxY8q606ZNA6zkRFdNmjSJSZMm2T9XVlby2Wef8fjjj9t/3/eXw+Gwj2NxcTGXXXYZ1157LbW1tQQCMk5ACEhtMeZwOGhsbGTEiBFkZ7dfZqjrun3RHovFqK6ubrfOt7sdEoFuV/4QLlq0iNWrV7Np0yaKi4sBeOCBB5gxYwZ33nlnj/6jFggEMAyDcDiMYRj2VVIycKyurkZVVZqamtoEutFoFIfD0aWBYPvimG9/l1cfuoeCo0+gKRTClwiko9Eouq6TkZGBx+OhsbGRSCRCVlZWJ1sU4usXiUS46667Dvrr3nTTTV3qMtLaJZdcwpw5c+xAd/bs2cycOZMlS5Z0+LyO2v/sr8LCQv7617/y3e9+F7+//XZ/hmEwdepU5syZkxLo3nfffSllC1+nmpqaDj9k98e2bdtYsGABmqZ1OIOjEIcbp9OJw+EgEongdrsxTbPTdqEOh8MejNbQ0EAsFuuxge4hm4Jr/YfwvffeY/jw4XaQC3DqqacSCoVYvnx5u9sJhULU1tamfB1sfr8fn89HfX09YN0W3LRpE/X19cTjcRoaGsjKyrJvK7QUi8VwOBxpM7pfxYBjT+SKP/yJweMn2vsF2Fd8hmFQUlJCfX09pmlK2YIQXTBt2jTefvttvvzySzZs2MA777zDRRdd1OFzli1bxjPPPMPJJ5+8z69XUlKCz+ezvwYNGmQv+/3vf8+7775LTk4OxxxzDD/84Q9555130m7n0ksv5fnnn6ehoYG33nqLmpoapkyZss/70xVffPEFjz76aNp65n21YsUKfD4fHo+HoqIilixZwlVXXYXX6/0a9lSI3kHTNFwul30xrShKpxfyDofDDmzD4TCZmZkMGTJkvxIAB9ohkdFtLfmH8IEHHrAf27ZtGwUFBSnrZWVlYRiGPfginbvvvptbb731gO1rV6iqSlFREStXrsTlcqHrOv369WPz5s3s2rWLrKws3G43NTU1bZ6bzLB+3RldRVHwBDIoKChIuT2ZnA9b13WKi4tZv349wWBQBqKJbqHr+tdSy7k/r7s/cnNzmTJlCvPmzcM0TaZMmUJubtv6+YULF+Lz+YhGo0QiEc4444x2S7CGDRvGhg3WNN1jxozhb3/7m73sn//8Z0q2tuXfibFjx7Ju3Tref/993nnnHd58800eeeQRbr31Vn7xi1+kvMYRRxzBgAED+POf/8zixYuZNm3afh2Dyy+/nKefftr+ueVFNFgX+ZMmTeKcc87he9/7XpfeY0cGDRrEK6+8QigU4v/+7/944YUXuPPOO/d5v4Xo7Xw+H3v37rXLE7sS6CYzupFIBJ/Px4gRIw7Gru6zbg10Z82a1WmQ+a9//Yujjz7a/rm9P4RA2pq5ZOur9vzsZz/jRz/6kf1zbW0tpaWlXX0LX5uSkhI2bdrE1q1bGThwIMOGDaO0tJTq6mqcTif19fVs3ry5zfNisViHtx2/qszMTDweDw0NDXZT6YwMq/WYy+WioqKCzZs3S0ZXdIuuZB56mpkzZ3L11VcD8Nhjj6VdZ/z48Tz++OP2BWVHQeVf//pXOxPT+vewoqKi3RpdsAL2MWPGMGbMGH76059yxx13cNttt/GTn/ykzXGdOXMmjz32GKtXr2bZsmVdeatt3Hbbbe0Oqtu6dSvjx4/n+OOP5/e//33Kso7eY0cMw6B///6AFSyvXbuWK664gj/+8Y/7tf9C9FbJz/dk8qwrgW6yzDIajeLz+Tpcvzt1a6B79dVXc/7553e4Tt++fe3vO/pDWFhYyAcffJDyWHV1NZFIpE2mtyWn09mlqWsPNI/HQ0VFBZFIhD59+qAoChkZGXZQuWHDhpTmzEnRaDTtqMivi8/no7S0lM8++wy32000Gk257VdaWorX6z3kgg0husukSZPsbjCnnnpq2nW8Xq8doHWmvLy885W6aOjQoUSjUYLBYJvf6QsvvJAbbriBkSNHMnTo0P3afn5+vt31oaUtW7Ywfvx4Ro8ezZw5c9oMbP263uMvfvELBg4cyA9/+ENGjRr1tWxTiN4geQEZiUS6FOjqup4Sk/SEOKo93Rro5ubmpr1tl05nfwiPP/547rzzTqqqquyWN4sWLcLpdKYdSdwTlZSUoOt62mPSXkYnGo0e0Gyqoij069eP6upqtm/f3ma6YV3XO7yQEEKk0jSNNWvW2N8fSDt27CAYDKY8lpOTg67rjBs3jgsuuICjjz6anJwcVq9ezU033cT48ePTDt7Nysqiqqqqw+zynj172LhxI1u3bgWs9mZgJSKS3Q9a27p1K+PGjaOsrIz777+fnTt32svae05LK1asaHNX68gjj0y7bmVlJWeccQY333xzSr9gIQ53brcbVVUJhUK43e5OyyGTM6Ml75pLoPsVdeUP4cSJExk6dCjTpk3jl7/8JXv27OGGG27gsssu69EdF1oyDKPdson2PlzSTf/7dXO5XAwePJgPP/ywzbS/Qoh9d7D+JrUcfJb03nvvcdxxx3Hqqacyb948brrpJhobGykuLub000/n5ptvbnd7HZVBALzyyitccskl9s/JO3a33HJLux0aFi1axH//+1/++9//UlKSOn1ourtYrY0dO7bNYx097/rrr+fEE0/kgw8+4Nhjj+10+0IcDlwul10m2ZUEZPIiPRwOo+t6jw50FbMrf0m62dy5c1P+eLbUcvc3btzIlVdeyZtvvonb7ebCCy/k/vvv36f/gNraWjIyMqipqelRAfLevXt5++23ycvLS7nS2rRpE0cffXSbD4gDYePGjXz++eccccQRaW8/CnEgBYNB1q9fT0VFxQEt1xEiSc45cbiIx+O89dZbbNmyhdGjRzN48OAO19+0aRPLly8nKyuLSCTC2LFjD3oSrKvx2iGR0Z0xY4Y9PWZHysrKeu3tqGRnhWTfXOCg3zIoLS1F0zS7blgIIYQQhz5VVfH7/aiq2qWLOlVVURSFcDiM0+k84HeWv4pDto/u4aZloJsUCoVwOp0HrbWXoij06dOnR9+iEEIIIcS+y8jIwDCMLmVmkzW6kUgEv9+/zzNFHkwS6B4i0gW6wWAQl8slrb2EEEII8ZW43e4ud1FK1uhGIpEePwGLBLqHCEVRcLlcbQLdjIyMNh0ohBBCCCH2xb4EuqqqomkaDoejxyfbDokaXWFxu93s3r3b/jkSiXQ6CloIIYQQojNer5eMjIwuBa6BQICRI0fi9XrJyso6CHu3/yTQPYR4PJ6UjC7s2yxBQgghhBDpOJ1OjjjiiC6taxgGZWVlB3iPvh5yz/sQYhiG3U4t2bvuYA1EE0IIIYQ41EigewhpWTeTHIgmga4QQgghRHoS6B5CPB4Puq4TDodpbGwkIyOj02n6hBBCCCEOVxLoHkJ8Ph9ut5vGxkbC4XCXpukTQgghhDhcSaB7CNE0jezsbOrr69E0Db/f3927JIToghkzZqAoCpdffnmbZVdeeSWKotizPybXVRQFh8NBWVkZV1xxBdXV1SnP69u3Lw8//HCHr5vcTuuv+fPn2+v87ne/s0dPZ2ZmctRRR3Hvvffay2fNmoWiKEyaNKnN9u+77z4URWHcuHH2Y3/4wx8YM2YMWVlZZGVlMWHCBJYtW9bpMTJNk1mzZlFcXIzb7WbcuHGsWrWq0+cJIURHJNA9xGRlZdHU1ITH45FAV4hDSGlpKfPnz6epqcl+LBgM8uyzz7YZvTxp0iSqqqr48ssveeKJJ3j11Ve58sor9+t158yZQ1VVVcrXmWeeCcCTTz7Jj370I6699lr+/e9/884773DjjTdSX1+fso2ioiIWL17M5s2b22y79b4vWbKECy64gMWLF/Pee+9RVlbGxIkT2bJlS4f7ed999/Hggw/y61//mn/9618UFhZyyimnUFdXt1/vWwghQNqLHXK8Xi9ut5usrKwuNXUWojczTZN4vKnzFb9mqure5ykvR40axbp161iwYAFTp04FYMGCBZSWllJZWZmyrtPppLCwEICSkhLOO+885s6du1/7mpmZaW+rtVdffZVzzz2XSy+91H5s2LBhbdbLz89n9OjRzJs3j5///OcAvPvuu+zatYtzzjmH1atX2+v+6U9/SnnuH/7wB/785z/zxhtvcPHFF6fdD9M0efjhh/n5z3/Od7/7XQDmzZtHQUEBzzzzDN///vf37U0LIUSCBLqHGJ/PRyAQICcnp7t3RYhuF483sWTpiIP+uuNOWoGm7XvHk0suuYQ5c+bYge7s2bOZOXMmS5Ysafc569at4+9//zu6ru/v7rarsLCQpUuXsmHDBsrLyztcd+bMmdx44412oDt79mz7fXSksbGRSCRCdnZ2u+usX7+ebdu2MXHiRPsxp9PJSSedxLvvviuBrhBiv0npwiHG5XJRXFzc4YeGEKJnmjZtGm+//TZffvklGzZs4J133uGiiy5qs97ChQvtwaf9+vVj9erV/OQnP9mv17zgggvw+XwpX+vWrQPglltuITMzk759+zJo0CBmzJjB888/Tzweb7Od008/ndraWt566y0aGhp4/vnnmTlzZqev/9Of/pQ+ffowYcKEdtfZtm0bAAUFBSmPFxQU2MuEEGJ/SEb3EDRo0KDu3gUhegRVdTPupBXd8rr7Izc3lylTpjBv3jxM02TKlClpu6eMHz+exx9/nMbGRp544gk+//xzrrnmmna3e/nll/P000/bP7essX3ooYfaBJmlpaWAVXv73nvvsXLlSpYuXcq7777L9OnTeeKJJ/j73/+OqjbnQnRd56KLLmLOnDmsW7eOgQMHdjqL0n333cezzz7LkiVLcLlcgFXa0DJD+7e//Q1N0wDalIOYprnPJSJCCNGSBLpCiEOWoij7VULQnWbOnMnVV18NwGOPPZZ2Ha/XS//+/QH41a9+xfjx47n11lu5/fbb065/2223ccMNN6RdVlhYaG+rPcOHD2f48OFcddVVvP3224wZM4alS5cyfvz4Nvt+7LHHsnLlyk6zuffffz933XUXr7/+ekpA/J3vfIdjjz3W/rlPnz5UVVUBVma3qKjIXrZjx442WV4hhNgXEugKIcRBNGnSJMLhMACnnnpql55zyy23MHnyZK644gqKi4vbLM/Pzyc/P/9r2b+hQ4cC0NDQ0GbZsGHDGDZsGP/5z3+48MIL293GL3/5S+644w7+8Y9/cPTRR6cs8/v9bTrGVFRUUFhYyGuvvcZRRx0FWNOcL126NKXVmRBC7CsJdIUQ4iDSNI01a9bY33fFuHHjGDZsGHfddRe//vWv9+n19u7d26bO1e/34/V67cD5W9/6FiUlJVRVVXHHHXeQl5fH8ccfn3Z7b775JpFIhMzMzLTL77vvPn7xi1/wzDPP0LdvX/u1k/XB6SiKwnXXXcddd93FgAEDGDBgAHfddRcej6fDgFoIITojg9GEEOIgCwQCBAKBfXrOj370I/7whz+wadOmfXreJZdcQlFRUcrXo48+CsCECRN4//33Oeeccxg4cCBnnXUWLpeLN954o93OLsmJJdrzm9/8hnA4zNlnn53ymvfff3+H+3njjTdy3XXXceWVV3L00UezZcsWFi1aJP3ChRBfiWKaptndO9GT1NbWkpGRQU1NzT5/EAkhDpxgMMj69eupqKiwBzYJcSDJOSdEz9XVeE0yukIIIYQQoleSQFcIIYQQQvRKEugKIYQQQoheSQJdIYQQQgjRK0mgK4Q4pMj4WXGwyLkmxKFPAl0hxCFB13UAGhsbu3lPxOEiea4lzz0hxKFHJowQQhwSNE0jMzOTHTt2AODxeFAUpZv3SvRGpmnS2NjIjh07yMzM7PLEHkKInkcCXSHEIaOwsBDADnaFOJAyMzPtc04IcWiSQFcIcchQFIWioiLy8/OJRCLdvTuiF9N1XTK5QvQCEugKIQ45mqZJECKEEKJTMhhNCCGEEEL0ShLoCiGEEEKIXkkCXSGEEEII0StJjW4ryQbhtbW13bwnQgghhBAinWSc1tnELhLotlJXVwdAaWlpN++JEEIIIYToSF1dHRkZGe0uV0yZ4zBFPB5n69at+P3+A9qMvra2ltLSUjZt2kQgEDhgr9PbyHHbd3LM9o8ct30nx2zfyTHbP3Lc9l1vO2amaVJXV0dxcTGq2n4lrmR0W1FVlZKSkoP2eoFAoFeccAebHLd9J8ds/8hx23dyzPadHLP9I8dt3/WmY9ZRJjdJBqMJIYQQQoheSQJdIYQQQgjRK0mg202cTie33HILTqezu3flkCLHbd/JMds/ctz2nRyzfSfHbP/Icdt3h+sxk8FoQgghhBCiV5KMrhBCCCGE6JUk0BVCCCGEEL2SBLpCCCGEEKJXkkBXCCGEEEL0ShLodpPf/OY3VFRU4HK5GD16NP/85z+7e5d6jFmzZqEoSspXYWGhvdw0TWbNmkVxcTFut5tx48axatWqbtzjg++tt97i29/+NsXFxSiKwssvv5yyvCvHKBQKcc0115Cbm4vX6+U73/kOmzdvPojv4uDr7LjNmDGjzbl33HHHpaxzuB23u+++m2OOOQa/309+fj5nnnkmn332Wco6cr6l6soxk3Otrccff5wjjjjCntDg+OOP529/+5u9XM6ztjo7ZnKeSaDbLZ577jmuu+46fv7zn/Pxxx8zZswYJk+ezMaNG7t713qMYcOGUVVVZX+tWLHCXnbffffx4IMP8utf/5p//etfFBYWcsopp1BXV9eNe3xwNTQ0MHLkSH7961+nXd6VY3Tdddfx0ksvMX/+fN5++23q6+s5/fTTicViB+ttHHSdHTeASZMmpZx7f/3rX1OWH27HbenSpVx11VW8//77vPbaa0SjUSZOnEhDQ4O9jpxvqbpyzEDOtdZKSkq45557+PDDD/nwww/51re+xRlnnGEHs3KetdXZMQM5zzDFQfeNb3zDvPzyy1MeGzx4sPnTn/60m/aoZ7nlllvMkSNHpl0Wj8fNwsJC85577rEfCwaDZkZGhvnb3/72IO1hzwKYL730kv1zV47R3r17TV3Xzfnz59vrbNmyxVRV1fz73/9+0Pa9O7U+bqZpmtOnTzfPOOOMdp8jx800d+zYYQLm0qVLTdOU860rWh8z05RzrauysrLMJ554Qs6zfZA8ZqYp55lpmqZkdA+ycDjM8uXLmThxYsrjEydO5N133+2mvep51q5dS3FxMRUVFZx//vmsW7cOgPXr17Nt27aU4+d0OjnppJPk+CV05RgtX76cSCSSsk5xcTHDhw8/7I/jkiVLyM/PZ+DAgVx22WXs2LHDXibHDWpqagDIzs4G5HzritbHLEnOtfbFYjHmz59PQ0MDxx9/vJxnXdD6mCUd7ueZo7t34HCza9cuYrEYBQUFKY8XFBSwbdu2btqrnuXYY4/lqaeeYuDAgWzfvp077riDE044gVWrVtnHKN3x27BhQ3fsbo/TlWO0bds2DMMgKyurzTqH83k4efJkzjnnHMrLy1m/fj2/+MUv+Na3vsXy5ctxOp2H/XEzTZMf/ehHfPOb32T48OGAnG+dSXfMQM619qxYsYLjjz+eYDCIz+fjpZdeYujQoXbQJedZW+0dM5DzDCTQ7TaKoqT8bJpmm8cOV5MnT7a/HzFiBMcffzz9+vVj3rx5dhG9HL/O7c8xOtyP43nnnWd/P3z4cI4++mjKy8v5y1/+wne/+912n3e4HLerr76a//znP7z99tttlsn5ll57x0zOtfQGDRrEJ598wt69e3nxxReZPn06S5cutZfLedZWe8ds6NChcp4hg9EOutzcXDRNa3OltGPHjjZXqsLi9XoZMWIEa9eutbsvyPFrX1eOUWFhIeFwmOrq6nbXEVBUVER5eTlr164FDu/jds011/DKK6+wePFiSkpK7MflfGtfe8csHTnXLIZh0L9/f44++mjuvvtuRo4cySOPPCLnWQfaO2bpHI7nmQS6B5lhGIwePZrXXnst5fHXXnuNE044oZv2qmcLhUKsWbOGoqIiKioqKCwsTDl+4XCYpUuXyvFL6MoxGj16NLqup6xTVVXFypUr5Ti2sHv3bjZt2kRRURFweB430zS5+uqrWbBgAW+++SYVFRUpy+V8a6uzY5aOnGvpmaZJKBSS82wfJI9ZOofleXbQh78Jc/78+aau6+aTTz5prl692rzuuutMr9drfvnll929az3C9ddfby5ZssRct26d+f7775unn3666ff77eNzzz33mBkZGeaCBQvMFStWmBdccIFZVFRk1tbWdvOeHzx1dXXmxx9/bH788ccmYD744IPmxx9/bG7YsME0za4do8svv9wsKSkxX3/9dfOjjz4yv/Wtb5kjR440o9Fod72tA66j41ZXV2def/315rvvvmuuX7/eXLx4sXn88cebffr0OayP2xVXXGFmZGSYS5YsMauqquyvxsZGex0531J1dszkXEvvZz/7mfnWW2+Z69evN//zn/+YN910k6mqqrlo0SLTNOU8S6ejYybnmUUC3W7y2GOPmeXl5aZhGOaoUaNS2s4c7s477zyzqKjI1HXdLC4uNr/73e+aq1atspfH43HzlltuMQsLC02n02mOHTvWXLFiRTfu8cG3ePFiE2jzNX36dNM0u3aMmpqazKuvvtrMzs423W63efrpp5sbN27shndz8HR03BobG82JEyeaeXl5pq7rZllZmTl9+vQ2x+RwO27pjhdgzpkzx15HzrdUnR0zOdfSmzlzpv25mJeXZ5588sl2kGuacp6l09Exk/PMopimaR68/LEQQgghhBAHh9ToCiGEEEKIXkkCXSGEEEII0StJoCuEEEIIIXolCXSFEEIIIUSvJIGuEEIIIYTolSTQFUIIIYQQvZIEukIIIYQQoleSQFcIIYQQQvRKEugKIcRBNm7cOK677rqD+pq///3vKS0tRVVVHn744YP62kII0V0c3b0DQgghDqza2lquvvpqHnzwQc466ywyMjK6e5eEEOKgkEBXCCF6uY0bNxKJRJgyZQpFRUXdth+xWAxFUVBVuZkohDg45K+NEEIcQA0NDVx88cX4fD6Kiop44IEHUpY//fTTHH300fj9fgoLC7nwwgvZsWMHAKZp0r9/f+6///6U56xcuRJVVfniiy8AK5A944wz8Pl8BAIBzj33XLZv3w7A3LlzGTFiBACVlZUoisJtt91GTk4OoVAoZbtnnXUWF198sf3zq6++yujRo3G5XFRWVnLrrbcSjUbt5Q8++CAjRozA6/VSWlrKlVdeSX19vb187ty5ZGZmsnDhQoYOHYrT6WTDhg1f9ZAKIUSXSaArhBAH0I9//GMWL17MSy+9xKJFi1iyZAnLly+3l4fDYW6//Xb+/e9/8/LLL7N+/XpmzJgBgKIozJw5kzlz5qRsc/bs2YwZM4Z+/fphmiZnnnkme/bsYenSpbz22mt88cUXnHfeeQCcd955vP766wAsW7aMqqoqrr/+emKxGK+88oq9zV27drFw4UIuueQSAP7xj39w0UUXce2117J69Wp+97vfMXfuXO688077Oaqq8qtf/YqVK1cyb9483nzzTW688caUfW1sbOTuu+/miSeeYNWqVeTn5399B1cIITpjCiGEOCDq6upMwzDM+fPn24/t3r3bdLvd5g9+8IO0z1m2bJkJmHV1daZpmubWrVtNTdPMDz74wDRN0wyHw2ZeXp45d+5c0zRNc9GiRaamaebGjRvtbaxatcoEzGXLlpmmaZoff/yxCZjr16+317niiivMyZMn2z8//PDDZmVlpRmPx03TNM0xY8aYd911V8q+/fGPfzSLiorafb/PP/+8mZOTY/88Z84cEzA/+eSTdp8jhBAHkmR0hRDiAPniiy8Ih8Mcf/zx9mPZ2dkMGjTI/vnjjz/mjDPOoLy8HL/fz7hx4wCrHAGgqKiIKVOmMHv2bAAWLlxIMBjknHPOAWDNmjWUlpZSWlpqb3Po0KFkZmayZs2advftsssuY9GiRWzZsgWAOXPmMGPGDBRFAWD58uXcdttt+Hw+++uyyy6jqqqKxsZGABYvXswpp5xCnz598Pv9XHzxxezevZuGhgb7dQzD4IgjjtjvYyiEEF+FBLpCCHGAmKbZ4fKGhgYmTpyIz+fj6aef5l//+hcvvfQSYJU0JH3ve99j/vz5NDU1MWfOHM477zw8Ho/9GsngtPVrp3s86aijjmLkyJE89dRTfPTRR6xYscIumQCIx+PceuutfPLJJ/bXihUrWLt2LS6Xiw0bNnDaaacxfPhwXnzxRZYvX85jjz0GQCQSsbfjdrs73A8hhDiQpOuCEEIcIP3790fXdd5//33KysoAqK6u5vPPP+ekk07i008/ZdeuXdxzzz12RvbDDz9ss53TTjsNr9fL448/zt/+9jfeeuste9nQoUPZuHEjmzZtsrexevVqampqGDJkSIf7973vfY+HHnqILVu2MGHChJSs8KhRo/jss8/o379/2ud++OGHRKNRHnjgAbuLwvPPP78PR0cIIQ48yegKIcQB4vP5uPTSS/nxj3/MG2+8wcqVK5kxY4YdGJaVlWEYBo8++ijr1q3jlVde4fbbb2+zHU3TmDFjBj/72c/o379/SinEhAkTOOKII5g6dSofffQRy5Yt4+KLL+akk07i6KOP7nD/pk6dypYtW/jDH/7AzJkzU5bdfPPNPPXUU8yaNYtVq1axZs0annvuOf7f//t/APTr149oNGrv+x//+Ed++9vfftVDJoQQXysJdIUQ4gD65S9/ydixY/nOd77DhAkT+OY3v8no0aMByMvLY+7cubzwwgsMHTqUe+65p00rsaRLL72UcDjcJiBVFIWXX36ZrKwsxo4dy4QJE6isrOS5557rdN8CgQBnnXUWPp+PM888M2XZqaeeysKFC3nttdc45phjOO6443jwwQcpLy8H4Mgjj+TBBx/k3nvvZfjw4fzpT3/i7rvv3o8jJIQQB45idlZEJoQQotu98847jBs3js2bN1NQUPC1bfeUU05hyJAh/OpXv/ratimEED2FBLpCCNGDhUIhNm3axP/+7/9SVFTEn/70p69lu3v27GHRokVMnTqV1atXp3SCEEKI3kIGowkhRA/27LPPcumll3LkkUfyxz/+8Wvb7qhRo6iurubee++VIFcI0WtJRlcIIYQQQvRKMhhNCCGEEEL0ShLoCiGEEEKIXkkCXSGEEEII0StJoCuEEEIIIXolCXSFEEIIIUSvJIGuEEIIIYTolSTQFUIIIYQQvZIEukIIIYQQolf6/wAXOnna5dTOAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the daily climatologies for all models\n",
"fig, ax = plt.subplots(figsize = (8,6))\n",
"\n",
"# daily climatologies as 1D curves\n",
"# obs\n",
"tas_dailyclim_obs.plot.line(ax = ax, label = \"Station Obs\", color = 'k', linewidth = 3)\n",
"\n",
"# models\n",
"tas_clim_mm_hist_raw.plot.line(ax = ax, hue = 'realization')\n",
"\n",
"# 1 sigma shading\n",
"# obs\n",
"ax.fill_between(tas_dailyclim_obs.dayofyear,\n",
" tas_dailyclim_obs - tas_dailyclim_std_obs, \n",
" tas_dailyclim_obs + tas_dailyclim_std_obs,\n",
" alpha = 0.2, color = 'k')\n",
"\n",
"ax.set_title(\"Edmonton Daily Mean Temperature Daily Climatology\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b2183f67",
"metadata": {},
"source": [
"This plot is quite illustrative of the variations across models. Like the observed internal variability, there is also more variation across models in the winter season. There is also a range of biases across the different models, with some having means that fall near the low end of the normal observed range (like MPI-ESM1-2-LR) and others that peak at the high end of the observed range (like FGOALS-g3). These models will likely produce very different CDDs than the observations or from the first model we looked at, CESM2. Let's do the CDD calculation for each model using the raw data."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "36ddddff",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:42: UserWarning: Variable does not have a `cell_methods` attribute.\n",
" _check_cell_methods(\n",
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:46: UserWarning: Variable does not have a `standard_name` attribute.\n",
" check_valid(vardata, \"standard_name\", data[\"standard_name\"])\n",
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:42: UserWarning: Variable does not have a `cell_methods` attribute.\n",
" _check_cell_methods(\n",
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:46: UserWarning: Variable does not have a `standard_name` attribute.\n",
" check_valid(vardata, \"standard_name\", data[\"standard_name\"])\n"
]
}
],
"source": [
"# assign unit to temperature data\n",
"tas_ens_hist_raw = ds_ens_hist_raw.tas\n",
"tas_ens_hist_raw.attrs['units'] = 'degC'\n",
"tas_obs_noleap.attrs['units'] = 'degC'\n",
"\n",
"# calculate CDDs\n",
"cdd_obs = xci.atmos.cooling_degree_days(tas_obs_noleap).compute()\n",
"cdds_mm_hist_raw = xci.atmos.cooling_degree_days(tas_ens_hist_raw).compute()\n",
"\n",
"# long-term means and stdevs\n",
"cdds_mm_hist_raw_ltm = cdds_mm_hist_raw.mean('time')\n",
"cdds_mm_hist_raw_stdev = cdds_mm_hist_raw.std('time')\n",
"\n",
"cdd_obs_ltm = cdd_obs.mean('time')\n",
"cdd_obs_stdev = cdd_obs.std('time')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "eb82e12c",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot timeseries of CDDs for multi-model historical ensemble and obs\n",
"fig, axes = plt.subplots(ncols = 2, figsize = (12, 4))\n",
"cdd_obs.plot.line(ax = axes[0], color = 'k', linewidth = 3)\n",
"lines = cdds_mm_hist_raw.plot.line(ax = axes[0], hue = 'realization')\n",
"# set legend location\n",
"sns.move_legend(axes[0], loc='center left', bbox_to_anchor=(-0.55, 0.5))\n",
"axes[0].set_title(\"Edmonton Annual Cooling Degree Days\")\n",
"\n",
"# plot long-term means\n",
"bars = axes[1].bar(['Obs'] + models, np.append(cdd_obs_ltm.values, cdds_mm_hist_raw_ltm.values),\n",
" yerr = np.append(cdd_obs_stdev.values, cdds_mm_hist_raw_stdev.values), \n",
" capsize = 5, error_kw = {'ecolor': 'darkgrey', 'elinewidth': 2})\n",
"\n",
"axes[1].set_title(\"Edmonton Cooling Degree Days - Long Term Mean\")\n",
"\n",
"# rotate the model labels so they're legible\n",
"axes[1].set_xticks(axes[1].get_xticks(), axes[1].get_xticklabels(), rotation = 45, ha = 'right')\n",
"\n",
"# match bar colors to line colors\n",
"bars[0].set_color('k')\n",
"for i, b in enumerate(bars[1:]):\n",
" b.set_color(lines[i].get_color())\n",
" \n",
"for ax in axes:\n",
" ax.set(ylabel = \"CDD\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1992d22b",
"metadata": {},
"source": [
"The inter-model variance in temperature has resulted in major variations in CDDs. The model with the coldest summer temperatures (MPI-ESM1-2-LR) has single-digit CDDs on average, while FGOALS-g3 exceeds 160 per year. This is an enormous range of biases, so for many of these models the bias correction should have a larger effect than it did for CESM2. \n",
"\n",
"There are multiple reasons why MPI-ESM1-2-LR has such a substantial low bias in historical CDDs. First, it may have too few days that exceed the temperature threshold and second, it days that do exceed the threshold may not exceed it by as much as in observations. Let's investigate the first reason by simply calculating the mean annual number of days over $18^{\\circ}$C in observations and in MPI-ESM1-2-LR.\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "cd479ed7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Annual Days over Threshold (Obs): 36.70967741935484\n",
"Mean Annual Days over Threshold (MPI-ESM1-2-LR): 4.064516129032258\n"
]
}
],
"source": [
"days_over_thresh_obs = xr.where(tas_obs_noleap > 18, \n",
" 1, 0).groupby('time.year').sum('time').mean('year')\n",
"tas_mpi_hist_raw = tas_ens_hist_raw.sel(realization = \"MPI-ESM1-2-LR\")\n",
"days_over_thresh_mpi = xr.where(tas_mpi_hist_raw > 18, \n",
" 1, 0).groupby('time.year').sum('time').mean('year')\n",
"\n",
"print(f\"Mean Annual Days over Threshold (Obs): {days_over_thresh_obs.values}\")\n",
"print(f\"Mean Annual Days over Threshold (MPI-ESM1-2-LR): {days_over_thresh_mpi.values}\")"
]
},
{
"cell_type": "markdown",
"id": "626f5f2f",
"metadata": {},
"source": [
"Indeed, MPI-ESM1-2-LR has far too few days per year that contribute to the CDD calculation. Nearly 37 days per year exceed the temperature threshold in the observations, but only about 4 per year in this model. With bias correction, we should expect this number to go way up for the model, and as a result, the CDDs calculated from bias-adjusted MPI-ESM1-2-LR should be much greater than for the raw model.\n",
"\n",
"\n",
"Now let's examine the future projections from the raw model data. First the change in daily climatologies, then the CDDs."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f68bbc15",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# calculate daily climatologies for the multi-model ensemble, SSP3-7.0 end-of-century\n",
"tas_clim_mm_ssp3_raw = ds_ens_ssp3_raw.tas.groupby('time.dayofyear').mean('time').compute()\n",
"\n",
"# climate change signal for daily clim\n",
"tas_clim_mm_delta_raw = tas_clim_mm_ssp3_raw - tas_clim_mm_hist_raw"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "1ffa56d2",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the daily climatologies for all models\n",
"fig, ax = plt.subplots(figsize = (6,4))\n",
"\n",
"# daily climatologies as 1D curves\n",
"# historical\n",
"tas_clim_mm_delta_raw.plot.line(ax = ax, hue = 'realization')\n",
"\n",
"sns.move_legend(ax, loc='center left', bbox_to_anchor=(1.05, 0.5))\n",
"\n",
"ax.set_title(\"Change in Edmonton Daily Mean Temperature Daily Climatology\\nSSP3-7.0 minus Historical\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3b7f86b8",
"metadata": {},
"source": [
"There is also a notable amount of model spread in the projections of future daily mean temperatures in Edmonton, especially in the winter season. The mean changes of up to 10 degrees for certain changes might have a big impact on the number of CDDs since this can extend the warm season and thus the number of days that exceed the temperature threshold. Interestingly, CESM2 shows the greatest peak warming in the summer season, so the projections for that model may be on the high end of the multi-model range. To investigate, let's plot the mean changes in the number of CDDs for each model."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "23cadda9",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:42: UserWarning: Variable does not have a `cell_methods` attribute.\n",
" _check_cell_methods(\n",
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:46: UserWarning: Variable does not have a `standard_name` attribute.\n",
" check_valid(vardata, \"standard_name\", data[\"standard_name\"])\n"
]
}
],
"source": [
"# calculate CDDs for future period\n",
"tas_ens_ssp3_raw = ds_ens_ssp3_raw.tas\n",
"tas_ens_ssp3_raw.attrs['units'] = 'degC'\n",
"\n",
"cdds_mm_ssp3_raw = xci.atmos.cooling_degree_days(tas_ens_ssp3_raw).compute()\n",
"\n",
"# long-term means\n",
"cdds_mm_ssp3_raw_ltm = cdds_mm_ssp3_raw.mean('time')\n",
"\n",
"# climate change deltas\n",
"cdds_mm_ssp3_raw_delta = cdds_mm_ssp3_raw_ltm - cdds_mm_hist_raw_ltm"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c4855463",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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Nm0aJiYmF7n4rzve3uPvP77//Trm5ufT1118rfA66urrk6en5j//ti7vd/4T8OF7weNegQQNycnIqdLxT9bGgpN8vZd9lOWXnI6L354+Cy9+8eVOiy0sDBgyg+Ph4Onr0KG3fvp20tbWpW7duRW5TcY4tRJ9+3y4Ote7s6+Tk9MHOvomJiaSpqUlmZmYKy62trYt8jqmpqcLf2trapK+vT7q6uoWW5+/ZnZiYSJUqVSr0era2tuL6/ArWSd4pMiMjo8i65X8vTU3NQp1eBUEga2vrj76X/P0+9l7yHSwyMlLp3WH5JSUlEQCldxMV/AwSExOLVa4kirONiYmJVLly5ULlPlXH3LS0NEpMTCQXFxcien/bLhHR2LFjaezYsUqfI+8jkpiYqLQeRdVN2ecXHx9Phw4dKrLztfy94uPj6e3bt6Strf3Bcv+U/CAk//eUyWTk4+NDMTExNHXqVHJxcSEDAwOSyWTUsGFDhX8jHR0dCgwMpEWLFtGCBQsoJyeHfvnlFwoODha/I4Ig0KlTp2jWrFk0f/58CgkJIVNTU+rduzfNmTOHDA0Nldbr3Llz5OXlpbAsMjJS6feW6P3+/+jRI0pLSyMDA4NibbuyY4WOjg5lZmaKf1+5coV8fHyoRYsWtG7dOrHPwf79+2nOnDmFvpfF3beLs//I90l3d3el9S9T5p/9ti3Odv9T8uNBUceMgic9VR8LSvr9+tAdmMrORx9anpmZWewhAOzt7alVq1a0YcMGioqKoh49epC+vj6lp6cXKlvcY8vn2LeLQ62DzMeYmZlRbm4uJSYmKnxgcXFxn+W9YmNjCy2PiYkhIlL4pfQp3is3N5devXqlEGYAUFxcXJEHqZLy9fWlH3/8kfbv308TJ078YFkTExMqU6ZMsT6D0vys8jMzMxMP5Pl9qv3h8OHDlJeXRy1atCCi/21HaGgode7cWelzHB0d/1HdBEEotMzc3Jxq165Nc+bMUfocebAwNzcnMzMzOnbsmNJyRQWB4jp48CARkfg53Llzh27dukWbNm2ifv36ieUeP36s9PnDhg2j77//njZs2ECZmZmUm5tLQ4cOVShjb29P69evJyKihw8f0i+//EIzZsyg7OxsWrt2rdLXdXV1FTsLy8k/E2V8fX3p+PHjdOjQIerRo8eHN7oEdu7cSVpaWvTbb78pnPz379//j1+zuPuPfJ/cvXu32CImdfJjd2xsbKFO1zExMf/oePE5jwUl/X4p+y6XloEDB1KfPn1IJpPRmjVriixX3GPL59i3i+OLDjJeXl40f/582r59O40ePVpcvmPHjk/+Xq1ataKwsDC6fv061a9fX1wuv9ui4C/B4sjfSpP/drxWrVrR/Pnzadu2bTRmzBhx+Z49eygtLY1atWr1L7bkfzp06EAuLi4UFhZGAQEBSu9c+v3336lZs2ZkYGBAHh4etHfvXlq4cKFYX5lMRtu2baMKFSqIzaetWrWiffv2UUxMjMKJZMuWLaSvr//Zbu/09PSkhQsX0t9//63QpLxz585//drPnz+nsWPHkrGxMQUGBhLR+5Di4OBAt27dorlz5360bkeOHKHXr1+LB2aZTEa//vprsesQEBBAR44coapVq5KJickHy+3cuZPy8vLIw8Oj2K9fHPJtrVSpknhZQ36gLngrdsG7u+RsbGyoW7dutHr1asrOzqZ27dopND8XVL16dZoyZQrt2bPngwM0Ghoalmi4hkGDBtGCBQto/Pjx1KxZMypfvnyhMnv37i0ypBZFEATS1NRUuLSckZFBW7duLdHr5Ffc/cfX15c0NTXpyZMn1KVLl3/8fqWpZcuWRES0bds2hR9p4eHhdO/ePZo8eXKJX/NzHgs+5/frU+vUqRN16tSJjI2NP3jcLe6x5XPs28Wh1kHmzp07Sq9zV61alSwsLMjHx4eaN29O48ePp7S0NHJzc6O//vrrs3yoY8aMoS1btlDbtm1p1qxZZG9vT4cPH6bVq1fTsGHDirwG+iHySxTz5s0jPz8/0tDQoNq1a1Pr1q3J19eXJkyYQMnJydSkSROKiIig6dOnU7169ahv376fZJs0NDRo37595OPjQ40aNaJhw4aRl5cXGRgY0LNnz2j37t106NAhcUCwsLAwat26NXl5edHYsWNJW1ubVq9eTXfu3KGff/5ZPKFNnz5dvOY6bdo0MjU1pe3bt9Phw4dp/vz5n21wvaCgINqwYQP5+fnRrFmzyMrKinbs2EH3798nouI3q8v3u9zcXEpISKA///yTNm7cKH5e+VvJfvjhB/Lz8yNfX1/q378/lS9fnt68eUP37t2j69eviyeayZMn06FDh6hVq1Y0efJk0tPTo7Vr11JaWlqx6zZr1iw6ceIENW7cmEaPHk2Ojo6UmZlJUVFRdOTIEVq7di1VqFCBevToQdu3byd/f3/69ttvqUGDBqSlpUXR0dF05swZ6tChA3Xq1Omj73ft2jUyNjamnJwccUC8rVu3kqWlJR06dEhs7q5RowZVrVqVJk6cSADI1NSUDh06RCdOnCjytb/99lvxJLBx40aFdRERETRy5Ejq1q0bOTg4kLa2Np0+fZoiIiI+2nJYEsbGxnTgwAEKCAigevXqKQyI9+jRI9q2bRvdunWrxEGmbdu2tHjxYurVqxcNGTKEEhMTaeHChf9qzJ3i7j+VKlWiWbNm0eTJk+np06fUpk0bMjExofj4eLpy5QoZGBiIt/KXpuTkZKVj8lhYWJCnpycNGTKEVqxYQWXKlCE/Pz+KioqiqVOnkp2dncKPueL6VMcCZT7V96s06OrqFmsspOIeWz7Hvl0sJeoaLBEfumuJiLBu3Tqx7Nu3bzFw4ECUK1cO+vr6aN26tXh7qLK7lgreiVGwR7qcsp72z549Q69evWBmZgYtLS04OjpiwYIF4p0pwP/uxFmwYEGh1yxYp6ysLAwePBgWFhYQBEHh7oOMjAxMmDAB9vb20NLSgo2NDYYNG4akpCSF17S3t0fbtm2V1t/T07PQcmXevn2L2bNno379+ihbtiy0tLRQsWJF9OnTB3/99ZdC2T///BMtW7aEgYEB9PT00LBhQxw6dKjQa96+fRvt2rWDsbExtLW1UadOHYW7k/J/VsW5a0nZXQ/9+vWDvb29wrI7d+7A29sburq6MDU1xaBBg7B582YQEW7duvXBz6HgfqetrQ1LS0t4enpi7ty5SEhIUPq8W7duoXv37rC0tISWlhasra3RsmVLrF27ttBn5+HhAR0dHVhbW2PcuHGYN28eiEi8kwso+t8UAF69eoXRo0ejcuXK0NLSgqmpKVxdXTF58mSF24hzcnKwcOFC1KlTB7q6uihbtixq1KiBwMBAPHr06IOfg/y7In/o6OjAxsYGPj4+WLZsGZKTkws95++//0br1q1haGgIExMTdOvWDc+fPy+0z+dXqVIlhTvA5OLj49G/f3/UqFEDBgYGKFu2LGrXro0lS5Yo3An4qcTFxWHChAmoVasW9PX1oaOjg2rVqiEwMBC3b98WyxV1rJB/Xvlt2LABjo6O0NHRQZUqVRAWFob169crvUOtuN/f4u4/ALB//354eXnByMgIOjo6sLe3R9euXXHy5MkPfhZF3bVU3O1WRn6nkbKHfBvz8vIwb948VK9eHVpaWjA3N0efPn3w4sWLQq9VGseCgq9dcPuL+/0q6t9X/jn/+uuvCsuLunPyY3cSfqiuBSm7a0m+vDjHls+xb3+MACi5xYCx/5AhQ4bQzz//TImJiUV20FMVHx8fioqKUjqI45csIiKC6tSpQ6tWraLhw4erujpq67+6//xTUj4WsKKp9aUlxkpq1qxZZGtrS1WqVKHU1FT67bff6KeffqIpU6ao/MAVHBxM9erVIzs7O3rz5g1t376dTpw4IXZq/S948uQJPXv2jCZNmkQ2NjaFbrllReP9p2SkfCxgJcNBhv2naGlp0YIFCyg6Oppyc3PJwcGBFi9eTN9++62qq0Z5eXk0bdo0iouLI0EQqGbNmrR161bq06ePqqtWambPnk1bt24lJycn+vXXXxWmv2AfxvtPyUj5WMBKhi8tMcYYY0xtqfXIvowxxhj7b+Mgw/7zLl++TJ06daKKFSuKMyk3atSIQkJCFMrl5OTQDz/8QO7u7mRqakr6+vpkb29PHTp0oH379onl5DOcyx9lypQhMzMz8vf3LzT9wuDBg8nZ2ZnKlStHenp6VL16dRo3blyxR9eVz9pe1KM442KkpqZSUFAQ2draijORf4rxNIpD2WzKUiL/fIv693B2dhYH/pMTBIFmzJhRovc5cuRIiZ9TEpUqVfqs/Y1atGhR6HNgrLRwHxn2n3b48GFq3749tWjRgubPn082NjYUGxtLV69epZ07d9KiRYvEsn379qW9e/dSUFAQzZw5k3R0dOjp06d07Ngx+v333wuNDTFq1Cjq1asX5eXl0d27d2nmzJnk5eVFFy9epHr16hHR+2kNhgwZQtWqVSNdXV26evUqzZkzh44cOUI3btz4aKfDwYMHU5s2bQot/+abb+jJkydK1xXUuXNnCg8Pp++//56qV69OO3bsoJ49e5JMJvvgvGSfQv369enixYuF5rxRZxcvXiw0Au3HHDlyhFatWvXZwsy+ffvIyMjos7w2YypXopu1GfvCNG/eHFWrVi00OzUAhfF/nj59CiLCtGnTlL5OccYKOnXqFIgIgwcP/mCdVq9eDSLCqVOnSrIpCu8vCAL69Onz0bKHDx8GEWHHjh0Ky1u3bg1bW9vPMi6LOvnY+By1atUq8ZgXyhQ10/2/lZ6e/slfU5l/MvYHY58KX1pi/2mJiYlkbm5OmpqFGyfzj+75oYnrCpYtinwI8I/N7CofGVhZnYpjw4YNBIAGDx780bL79u2jsmXLFpr1dsCAARQTE6Mwm7wy/fv3p7Jly9L9+/fJ19eXDAwMyMbGhr7//nsiIrp06RI1bdqUDAwMqHr16rR582aF5yu7tCR/zcePH5O/vz+VLVuW7OzsKCQkhLKysj74XKL/XdrbtGmTuOzp06fUo0cPsrW1FS8ftmrVim7evPnRz6ikCl5aSk9Pp7Fjx1LlypVJV1eXTE1Nyc3NjX7++Wdxe+Wzfee/LBgVFUVE7ycCDA0NpcqVK5O2tjaVL1+eRowYQW/fvlV430qVKlFAQADt3buX6tWrR7q6uuIovcouLb19+5ZCQkKoSpUqpKOjQ5aWluTv7y+ObktENHPmTPLw8CBTU1MyMjKi+vXr0/r165XOcM6YqvClJfaf1qhRI/rpp59o9OjR1Lt3b6pfv77SGV6dnJyoXLlyNHPmTCpTpgz5+PgUOWtyUeSTJBactZyIKDc3l7KysujmzZs0depUatq0KTVp0qTE2yOTyWjTpk1UrVo18vT0/Gj5O3fukJOTU6HQVLt2bXF948aNP/gaOTk51LlzZxo6dCiNGzeOduzYQaGhoZScnEx79uyhCRMmUIUKFWjFihXUv39/cnZ2JldX14++Zvv27WnQoEEUEhJCf/zxB82ePZuMjY1p2rRpH92ugvz9/SkvL4/mz59PFStWpNevX9OFCxcKhYGi5OXlKZ0OpTiCg4Np69at9N1331G9evUoLS2N7ty5I4bjqVOnUlpaGu3evVuhD5WNjQ0BoI4dO9KpU6coNDSUmjVrJk5HcvHiRbp48aLC8O/Xr1+ne/fu0ZQpU6hy5cpFztqdkpJCTZs2paioKJowYQJ5eHhQamoq/fHHHxQbGyvOdh8VFUWBgYHiXFeXLl2iUaNG0cuXL//RvwNjn4WKW4QYU6nXr1+jadOm4pDoWlpaaNy4McLCwpCSkqJQ9vDhwzA3NxfLmpmZoVu3bjh48KBCOfmlpXnz5iEnJweZmZm4du0a3N3dQUQ4fPiwQvmLFy8qDMvu7++vdJj/4jh69CiICGFhYcUq7+DgAF9f30LLY2JiQESYO3fuB5/fr18/EBH27NkjLsvJyYGFhQWICNevXxeXJyYmQkNDA8HBweKyooa8JyL88ssvCu/l7+8PR0fHDz4XKDy1xevXr0FEWLp06Qe3RZmC0zEoexS8pEIFhnd3dnZGx44dP/g+RV1aOnbsGIgI8+fPV1i+a9cuEBF+/PFHcZm9vT00NDTw4MGDQq9jb2+Pfv36iX/PmjULRIQTJ058sF755eXlIScnB7NmzYKZmRlkMpm4ji8tMVXiS0vsP83MzIz+/PNPsbNrhw4d6OHDhxQaGkouLi4Kd6v4+/vT8+fPad++fTR27FiqVasW7d+/n9q3b08jR44s9NoTJkwgLS0t0tXVJVdXV3r+/Dn98MMP5O/vr1DOxcWFwsPD6dy5c7Rs2TK6ceMGtW7dmtLT08Uy8kkq5Q8U0bS/fv160tTULNEdKvLJPEu6Ln+Z/NukqalJ1apVIxsbG7FTMxGRqakpWVpafvTSmvw127Vrp7Csdu3axXpuQaamplS1alVasGABLV68mG7cuEEymaxEr3Hy5EkKDw8v9KhatepHn9ugQQM6evQoTZw4kc6ePUsZGRnFft/Tp08TERX69+zWrRsZGBjQqVOnFJbXrl27WBPUHj16lKpXr07e3t4ffX9vb28yNjYmDQ0N0tLSomnTplFiYiIlJCQUezsY+5w4yDBGRG5ubjRhwgT69ddfKSYmhsaMGUNRUVE0f/58hXJ6enrUsWNHWrBgAZ07d44eP35MNWvWpFWrVtHdu3cVyn777bcUHh5O165doydPnlBsbCwNGTKk0HsbGBiQm5sbNW/enEaPHk379u2jy5cv0w8//EBE75v3tbS0FB7nzp0r9DqvX7+mgwcPUtu2bcna2rpY221mZiZe4sjvzZs3RPQ+BHyMvr4+6erqKizT1tZW+lxtbW3KzMz8R6+po6NTrOcWJAgCnTp1inx9fWn+/PlUv359srCwoNGjR1NKSkqxXqNOnTrk5uZW6FGwjsosX76cJkyYQPv37ycvLy8yNTWljh070qNHjz763MTERNLU1Cx0OVIQBLK2ti70b1dUH66CXr169dE7q65cuUI+Pj5ERLRu3Tr666+/KDw8nCZPnkxEVKJAxtjnxEGGsQK0tLRo+vTpRPS+j8iHVKxYUQwnBYNMhQoVyM3NjerXr09VqlQpVusG0ftQVaZMGXGiP1tb20ItAcr6mGzdupWys7OL1clXzsXFhe7du1eo/8ft27eJ6P04KVIlDxH5OwATkdIxX+zt7Wn9+vUUFxdHDx48oDFjxtDq1atp3Lhxn72eBgYGNHPmTLp//z7FxcXRmjVr6NKlS4VanJQxMzOj3NxcevXqlcJyABQXF0fm5uYKy4u7j1lYWFB0dPQHy+zcuZO0tLTot99+o+7du1Pjxo3Jzc2tWK/PWGniIMP+02JjY5Uuv3fvHhG9DxFE7ztHpqamFqvsv3Xu3DmSyWRUrVo1InrfilGwJcDQ0LDQ89avX0+2trbk5+dX7Pfq1KkTpaam0p49exSWb968mWxtbcnDw+PfbcxnJO9sHRERobD84MGDH3xe9erVacqUKeTi4kLXr1//XNVTysrKivr37089e/akBw8eiJcP5R12C7ZytGrVioiItm3bprB8z549lJaWJq4vKT8/P3r48KF46UoZQRBIU1OTNDQ0xGUZGRm0devWf/SejH0ufNcS+0/z9fWlChUqULt27ahGjRokk8no5s2btGjRIipbtqw4gdyDBw/I19eXevToQZ6enmRjY0NJSUl0+PBh+vHHH6lFixYfvbunoN9++43WrVtH7du3J3t7e8rJyaGrV6/S0qVLqVq1aiVqWbl8+TLdvXuXJk2apHDiyW/WrFk0a9YsOnXqlHhHk5+fH7Vu3ZqGDRtGycnJVK1aNfr555/p2LFjtG3btiJfSwqsra3J29ubwsLCyMTEhOzt7enUqVO0d+9ehXIRERE0cuRI6tatGzk4OJC2tjadPn2aIiIiaOLEiZ+9nh4eHhQQEEC1a9cmExMTunfvHm3dupUaNWokTorp4uJCRETz5s0jPz8/0tDQoNq1a1Pr1q3J19eXJkyYQMnJydSkSRPxrqV69epR3759/1GdgoKCaNeuXdShQweaOHEiNWjQgDIyMujcuXMUEBBAXl5e1LZtW1q8eDH16tWLhgwZQomJibRw4UKFu6QYkwIOMuw/bcqUKXTgwAFasmQJxcbGUlZWFtnY2JC3tzeFhoaSk5MTERFVq1aNgoOD6fTp03TgwAF69eoVaWlpkYODA3333XcUHBxcrLFk8qtWrRppa2vT7NmzKT4+nojetzIMGjSIJk6cSMbGxsV+rfXr15MgCDRo0KAiy8hkMsrLyyvUUXjv3r00efJkmjZtGr1584Zq1KhBP//8M/Xo0aNE26MKW7dupVGjRtGECRMoLy+P2rVrRz///LPCJRBra2uqWrUqrV69ml68eEGCIFCVKlVo0aJFNGrUqM9ex5YtW9LBgwdpyZIllJ6eTuXLl6evv/5a7GtCRNSrVy/666+/aPXq1TRr1iwCQJGRkVSpUiXav38/zZgxgzZu3Ehz5swhc3Nz6tu3L82dO/cfhwpDQ0M6f/48zZgxg3788UeaOXMmmZiYkLu7u3iptGXLlrRhwwaaN28etWvXjsqXL0/ffPMNWVpafnA/Y6y08ezXjDHGGFNb3EeGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4gHx6P1AYTExMWRoaFjsuUoYY4wx9n7ur5SUFLK1tS3xwKCfAgcZIoqJiSE7OztVV4MxxhhTWy9evPjorOqfAwcZInECvhcvXpCRkZGKa8MYY4ypj+TkZLKzs1M6mW1p4CBDJF5OMjIy4iDDGGOM/QOq6prBnX0ZY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xt8RQFrGhvXxClJ6q6FsrpmxGV44k+GWPsv46DDFPu7Quila5EuVmqrolymjpEI69xmGGMsf84vrTElEtPlG6IIXpfN6m2FjHGGCs1HGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjakulQWbGjBkkCILCw9raWlwPgGbMmEG2trakp6dHLVq0oLt37yq8RlZWFo0aNYrMzc3JwMCA2rdvT9HR0aW9KYwxxhhTAZW3yNSqVYtiY2PFx+3bt8V18+fPp8WLF9PKlSspPDycrK2tqXXr1pSSkiKWCQoKon379tHOnTvp/PnzlJqaSgEBAZSXl6eKzWGMMcZYKVL5gHiampoKrTByAGjp0qU0efJk6ty5MxERbd68maysrGjHjh0UGBhI7969o/Xr19PWrVvJ29ubiIi2bdtGdnZ2dPLkSfL19S3VbWGMMcZY6VJ5i8yjR4/I1taWKleuTD169KCnT58SEVFkZCTFxcWRj4+PWFZHR4c8PT3pwoULRER07do1ysnJUShja2tLzs7OYhllsrKyKDk5WeHBGGOMMfWj0iDj4eFBW7Zsod9//53WrVtHcXFx1LhxY0pMTKS4uDgiIrKyslJ4jpWVlbguLi6OtLW1ycTEpMgyyoSFhZGxsbH4sLPjYe4ZY4wxdaTSIOPn50ddunQhFxcX8vb2psOHDxPR+0tIcoIgKDwHQKFlBX2sTGhoKL179058vHjx4l9sBWOMMcZUReWXlvIzMDAgFxcXevTokdhvpmDLSkJCgthKY21tTdnZ2ZSUlFRkGWV0dHTIyMhI4cEYY4wx9SOpIJOVlUX37t0jGxsbqly5MllbW9OJEyfE9dnZ2XTu3Dlq3LgxERG5urqSlpaWQpnY2Fi6c+eOWIYxxhhjXy6V3rU0duxYateuHVWsWJESEhLou+++o+TkZOrXrx8JgkBBQUE0d+5ccnBwIAcHB5o7dy7p6+tTr169iIjI2NiYBg0aRCEhIWRmZkampqY0duxY8VIVY4wxxr5sKg0y0dHR1LNnT3r9+jVZWFhQw4YN6dKlS2Rvb09EROPHj6eMjAwaPnw4JSUlkYeHBx0/fpwMDQ3F11iyZAlpampS9+7dKSMjg1q1akWbNm0iDQ0NVW0WY4wxxkqJAACqroSqJScnk7GxMb179477y8jF3CT60VPVtfiwIeeIbOuquhaMMfafpupzqKT6yDDGGGOMlQQHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtaWp6gowxhj79HLfZpIsLVfV1VCqjIEmaZbTVXU12BeCgwxjjH1hct9mUtzCq0S5UHVVlNMUyHqsG4cZ9knwpSXGGPvCyNJypRtiiIhyIdnWIqZ+OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS0OMowxxhhTWxxkGGOMMaa2OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1JZkgExYWRoIgUFBQkLgMAM2YMYNsbW1JT0+PWrRoQXfv3lV4XlZWFo0aNYrMzc3JwMCA2rdvT9HR0aVce8YYY4ypgiSCTHh4OP34449Uu3ZtheXz58+nxYsX08qVKyk8PJysra2pdevWlJKSIpYJCgqiffv20c6dO+n8+fOUmppKAQEBlJeXV9qbwRhjjLFSpvIgk5qaSr1796Z169aRiYmJuBwALV26lCZPnkydO3cmZ2dn2rx5M6Wnp9OOHTuIiOjdu3e0fv16WrRoEXl7e1O9evVo27ZtdPv2bTp58qSqNokxxhhjpURT1RUYMWIEtW3blry9vem7774Tl0dGRlJcXBz5+PiIy3R0dMjT05MuXLhAgYGBdO3aNcrJyVEoY2trS87OznThwgXy9fUt1W0p6OXbDEpKy1ZpHZQxMdCm8uX0VF0Nxhhj7F9TaZDZuXMnXb9+ncLDwwuti4uLIyIiKysrheVWVlb07NkzsYy2trZCS468jPz5ymRlZVFWVpb4d3Jy8j/ehqK8fJtBLReepaxc2Sd/7X9LR7MMnR7bgsMMY4wxtaeyS0svXrygb7/9lrZt20a6urpFlhMEQeFvAIWWFfSxMmFhYWRsbCw+7OzsSlb5YkhKy5ZkiCEiysqVSbKliDHGGCsplQWZa9euUUJCArm6upKmpiZpamrSuXPnaPny5aSpqSm2xBRsWUlISBDXWVtbU3Z2NiUlJRVZRpnQ0FB69+6d+Hjx4sUn3jrGGGOMlQaVBZlWrVrR7du36ebNm+LDzc2NevfuTTdv3qQqVaqQtbU1nThxQnxOdnY2nTt3jho3bkxERK6urqSlpaVQJjY2lu7cuSOWUUZHR4eMjIwUHowxxhhTPyrrI2NoaEjOzs4KywwMDMjMzExcHhQURHPnziUHBwdycHCguXPnkr6+PvXq1YuIiIyNjWnQoEEUEhJCZmZmZGpqSmPHjiUXFxfy9vYu9W1ijDHGWOlS+V1LHzJ+/HjKyMig4cOHU1JSEnl4eNDx48fJ0NBQLLNkyRLS1NSk7t27U0ZGBrVq1Yo2bdpEGhoaKqw5Y4wxxkqDpILM2bNnFf4WBIFmzJhBM2bMKPI5urq6tGLFClqxYsXnrRxTO7GpsZSUlfTxgipgomNCNmVtVF0NxhhTe5IKMox9KrGpsRSwP4Cy86R5d5a2hjb91vE3DjOMMfYvqXxkX8Y+h6SsJMmGGCKi7LxsybYWMcaYOuEgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS0OMowxxhhTWxxkGGOMMaa2OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS2VBpk1a9ZQ7dq1ycjIiIyMjKhRo0Z09OhRcT0AmjFjBtna2pKenh61aNGC7t69q/AaWVlZNGrUKDI3NycDAwNq3749RUdHl/amMMYYY0wFVBpkKlSoQN9//z1dvXqVrl69Si1btqQOHTqIYWX+/Pm0ePFiWrlyJYWHh5O1tTW1bt2aUlJSxNcICgqiffv20c6dO+n8+fOUmppKAQEBlJeXp6rNYowxxlgpUWmQadeuHfn7+1P16tWpevXqNGfOHCpbtixdunSJANDSpUtp8uTJ1LlzZ3J2dqbNmzdTeno67dixg4iI3r17R+vXr6dFixaRt7c31atXj7Zt20a3b9+mkydPqnLTGGOMMVYKJNNHJi8vj3bu3ElpaWnUqFEjioyMpLi4OPLx8RHL6OjokKenJ124cIGIiK5du0Y5OTkKZWxtbcnZ2Vkso0xWVhYlJycrPBhjjDGmflQeZG7fvk1ly5YlHR0dGjp0KO3bt49q1qxJcXFxRERkZWWlUN7KykpcFxcXR9ra2mRiYlJkGWXCwsLI2NhYfNjZ2X3irWKMMcZYadBUdQUcHR3p5s2b9PbtW9qzZw/169ePzp07J64XBEGhPIBCywr6WJnQ0FAKDg4W/05OTuYwwyQnJyaGcpOSVF0NpTRNTEjL1lbV1WCMsX8WZADQtWvXKCoqigRBoMqVK1O9evU+GjCU0dbWpmrVqhERkZubG4WHh9OyZctowoQJRPS+1cXGxkYsn5CQILbSWFtbU3Z2NiUlJSm0yiQkJFDjxo2LfE8dHR3S0dEpcV0ZKy05MTH0pI0fITtb1VVRStDWpqrHjnKYYYypXIkvLZ05c4aqVq1KHh4e1L17d+rWrRu5u7uTg4MD/fHHH/+6QgAoKyuLKleuTNbW1nTixAlxXXZ2Np07d04MKa6urqSlpaVQJjY2lu7cufPBIMOY1OUmJUk2xBARITtbsq1FjLH/lhK1yDx+/JgCAgLIw8ODlixZQjVq1CAA9Pfff9Py5cvJ39+fIiIiqEqVKsV6vUmTJpGfnx/Z2dlRSkoK7dy5k86ePUvHjh0jQRAoKCiI5s6dSw4ODuTg4EBz584lfX196tWrFxERGRsb06BBgygkJITMzMzI1NSUxo4dSy4uLuTt7V3yT4MxxhhjaqVEQWbp0qXUsGFDOnXqlMLyGjVqUKdOncjb25uWLFlCK1asKNbrxcfHU9++fSk2NpaMjY2pdu3adOzYMWrdujUREY0fP54yMjJo+PDhlJSURB4eHnT8+HEyNDQUX2PJkiWkqalJ3bt3p4yMDGrVqhVt2rSJNDQ0SrJpjDHGGFNDJQoyZ8+epbCwMKXr5C0ooaGhxX699evXf3C9IAg0Y8YMmjFjRpFldHV1acWKFcUOT4wxxhj7cpSoj8zz58/JxcWlyPXOzs707Nmzf10pxhhjjLHiKFGQSU1NJX19/SLX6+vrU3p6+r+uFGOMMcZYcZT49uu///67yMHmXr9+/a8rxBhjjDFWXCUOMq1atSIAhZYLglCsweoYY4wxxj6VEgWZyMjIz1UPxhhjjLESK1GQsbe3/1z1YIwxxhgrsX80RcGjR4/owIEDClMUdOzYsdgD4THGGGOMfQolDjJhYWE0bdo0kslkZGlpSQDo1atXNHHiRJo7dy6NHTv2c9STMcYYY6yQEt1+febMGZoyZQpNnjyZXr9+TbGxsRQXFycGmYkTJ36S+ZYYY4wxxoqjRC0ya9eupcGDBxcaadfU1JRmzZpFcXFxtGbNGmrevPmnrCNjjDHGmFIlapG5cuUK9e3bt8j1ffv2pUuXLv3rSjHGGGOMFUeJgkx8fDxVqlSpyPWVK1cucrA8xhhjjLFPrURBJjMzk7S1tYtcr6WlRdnZ2f+6UowxxhhjxVHiu5Z++uknKlu2rNJ1KSkp/7pCjDHGGGPFVaIgU7FiRVq3bt1HyzDGGGOMlYYSBZmoqKjPVA3GGGOMsZIrUR+Z06dPU82aNSk5ObnQunfv3lGtWrXozz///GSVY4wxxhj7kBIFmaVLl9I333xDRkZGhdYZGxtTYGAgLV68+JNVjjHGGGPsQ0oUZG7dukVt2rQpcr2Pjw9du3btX1eKMcYYY6w4SjyOjJaWVpHrNTU16dWrV/+6UowxxhhjxVGiIFO+fHm6fft2kesjIiLIxsbmX1eKMcYYY6w4ShRk/P39adq0aZSZmVloXUZGBk2fPp0CAgI+WeUYY4wxxj6kRLdfT5kyhfbu3UvVq1enkSNHkqOjIwmCQPfu3aNVq1ZRXl4eTZ48+XPVlTHGGGNMQYmCjJWVFV24cIGGDRtGoaGhBICIiARBIF9fX1q9ejVZWVl9looyxhhjjBVU4ikK7O3t6ciRI5SUlESPHz8mAOTg4EAmJiafo36MMcYYY0UqcZCRMzExIXd3909ZF8YYY4yxEilRZ1/GGGOMMSnhIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS0OMowxxhhTWxxkGGOMMaa2OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY0VV0Bxhhj7EuTmRlD2TlvVF0NpbS1TElX11bV1fhkOMgwxhhjn1BmZgxdvORNMlmWqquiVJkyOtSo4ckvJszwpSXGGGPsE8rOeSPZEENEJJNlSba16J/gIMMYY4wxtaXSIBMWFkbu7u5kaGhIlpaW1LFjR3rw4IFCGQA0Y8YMsrW1JT09PWrRogXdvXtXoUxWVhaNGjWKzM3NycDAgNq3b0/R0dGluSmMMcYYUwGVBplz587RiBEj6NKlS3TixAnKzc0lHx8fSktLE8vMnz+fFi9eTCtXrqTw8HCytram1q1bU0pKilgmKCiI9u3bRzt37qTz589TamoqBQQEUF5enio2izHGGGOlRKWdfY8dO6bw98aNG8nS0pKuXbtGzZs3JwC0dOlSmjx5MnXu3JmIiDZv3kxWVla0Y8cOCgwMpHfv3tH69etp69at5O3tTURE27ZtIzs7Ozp58iT5+vqW+nYxxhhjrHRIqo/Mu3fviIjI1NSUiIgiIyMpLi6OfHx8xDI6Ojrk6elJFy5cICKia9euUU5OjkIZW1tbcnZ2Fsswxhhj7MskmduvAVBwcDA1bdqUnJ2diYgoLi6OiIisrKwUylpZWdGzZ8/EMtra2mRiYlKojPz5BWVlZVFW1v96lCcnJ3+y7WCMMcZY6ZFMkBk5ciRFRETQ+fPnC60TBEHhbwCFlhX0oTJhYWE0c+bMf15ZxthHpbzJpMzUHFVXQyndslpkaKqr6mowxj4BSQSZUaNG0cGDB+mPP/6gChUqiMutra2J6H2ri42Njbg8ISFBbKWxtram7OxsSkpKUmiVSUhIoMaNGyt9v9DQUAoODhb/Tk5OJjs7u0+6TYz9l6W8yaTt0y5RXq5M1VVRSkOzDPWe1ZDDDGNfAJX2kQFAI0eOpL1799Lp06epcuXKCusrV65M1tbWdOLECXFZdnY2nTt3Tgwprq6upKWlpVAmNjaW7ty5U2SQ0dHRISMjI4UHY+zTyUzNkWyIISLKy5VJtrWIMVYyKm2RGTFiBO3YsYMOHDhAhoaGYp8WY2Nj0tPTI0EQKCgoiObOnUsODg7k4OBAc+fOJX19ferVq5dYdtCgQRQSEkJmZmZkampKY8eOJRcXF/EuJsYYY4x9mVQaZNasWUNERC1atFBYvnHjRurfvz8REY0fP54yMjJo+PDhlJSURB4eHnT8+HEyNDQUyy9ZsoQ0NTWpe/fulJGRQa1ataJNmzaRhoZGaW0KY4wxxlRApUEGwEfLCIJAM2bMoBkzZhRZRldXl1asWEErVqz4hLVjjDHGmNRJahwZxhhjjLGS4CDDGGOMMbXFQYYxxhhjaksS48gwxpjUJL9OoAyJjvqtZ2RERuaWqq4GY5LAQYYxxgpIfp1AG4ICKS9HmmPNaGhp0cClP3CYYYz40hJjjBWSkZws2RBDRJSXkyPZ1iLGShsHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS0OMowxxhhTWxxkGGOMMaa2OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtaWp6gowxhhjBb19+5bS09NVXQ2l9PX1qVy5cqquBvt/HGQYY4xJytu3b2nlypWUm5ur6qoopampSSNHjuQwIxEqvbT0xx9/ULt27cjW1pYEQaD9+/crrAdAM2bMIFtbW9LT06MWLVrQ3bt3FcpkZWXRqFGjyNzcnAwMDKh9+/YUHR1dilvBGGPsU0pPT5dsiCEiys3NlWxr0X+RSoNMWloa1alTh1auXKl0/fz582nx4sW0cuVKCg8PJ2tra2rdujWlpKSIZYKCgmjfvn20c+dOOn/+PKWmplJAQADl5eWV1mYwxhhjTEVUemnJz8+P/Pz8lK4DQEuXLqXJkydT586diYho8+bNZGVlRTt27KDAwEB69+4drV+/nrZu3Ure3t5ERLRt2zays7OjkydPkq+vb6ltC2OMMcZKn2TvWoqMjKS4uDjy8fERl+no6JCnpydduHCBiIiuXbtGOTk5CmVsbW3J2dlZLKNMVlYWJScnKzwYY4wxpn4kG2Ti4uKIiMjKykphuZWVlbguLi6OtLW1ycTEpMgyyoSFhZGxsbH4sLOz+8S1Z4wxxlhpkGyQkRMEQeFvAIWWFfSxMqGhofTu3Tvx8eLFi09SV8YYY4yVLskGGWtrayKiQi0rCQkJYiuNtbU1ZWdnU1JSUpFllNHR0SEjIyOFB2OMMcbUj2SDTOXKlcna2ppOnDghLsvOzqZz585R48aNiYjI1dWVtLS0FMrExsbSnTt3xDKMMcYY+3Kp9K6l1NRUevz4sfh3ZGQk3bx5k0xNTalixYoUFBREc+fOJQcHB3JwcKC5c+eSvr4+9erVi4iIjI2NadCgQRQSEkJmZmZkampKY8eOJRcXF/EuJsYYY4x9uVQaZK5evUpeXl7i38HBwURE1K9fP9q0aRONHz+eMjIyaPjw4ZSUlEQeHh50/PhxMjQ0FJ+zZMkS0tTUpO7du1NGRga1atWKNm3aRBoaGqW+PYwxxhgrXSoNMi1atCAARa4XBIFmzJhBM2bMKLKMrq4urVixglasWPEZasgYY4wxKZNsHxnGGGOMsY/hIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS0OMowxxhhTWxxkGGOMMaa2OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKktDjKMMcYYU1scZBhjjDGmtjjIMMYYY0xtcZBhjDHGmNriIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxnGGGOMqS0OMowxxhhTWxxkGGOMMaa2OMgwxhhjTG1xkGGMMcaY2uIgwxhjjDG1xUGGMcYYY2qLgwxjjDHG1BYHGcYYY4ypLQ4yjDHGGFNbHGQYY4wxprY4yDDGGGNMbXGQYYwxxpja4iDDGGOMMbXFQYYxxhhjaouDDGOMMcbUFgcZxhhjjKmtLybIrF69mipXrky6urrk6upKf/75p6qrxBhjjLHP7IsIMrt27aKgoCCaPHky3bhxg5o1a0Z+fn70/PlzVVeNMcYYY5/RFxFkFi9eTIMGDaLBgweTk5MTLV26lOzs7GjNmjWqrhpjjDHGPiO1DzLZ2dl07do18vHxUVju4+NDFy5cUFGtGGOMMVYaNFVdgX/r9evXlJeXR1ZWVgrLraysKC4uTulzsrKyKCsrS/z73bt3RESUnJz8yeqVmpJMsqz0T/Z6n1pqSjIlJwtFF0hJJcpC6VXon0hJJSri3yw1JZXyMvJKuUIlk5qSSslayuufkZpKqXnSrn9yairlFPH5p6SkUEZ2WinXqGRSUpJJJ1n5Pp6SkkKZOTmlXKOSSUlJIb0iPv/slFRKyZL256+bkkzayTKl61JSUhSO0VKUkpJS5DkjOSWV0tKUb5tUJCenEuHTnPPknwOgonMG1NzLly9BRLhw4YLC8u+++w6Ojo5KnzN9+nQQET/4wQ9+8IMf/PhEjxcvXpTGab8QtW+RMTc3Jw0NjUKtLwkJCYVaaeRCQ0MpODhY/Fsmk9GbN2/IzMyMBOEDrRQqkpycTHZ2dvTixQsyMjJSdXVKjOuvWlx/1eL6q566b4PU6w+AUlJSyNbWViXvr/ZBRltbm1xdXenEiRPUqVMncfmJEyeoQ4cOSp+jo6NDOjo6CsvKlSv3Oav5SRgZGUlyJy4urr9qcf1Vi+uveuq+DVKuv7GxscreW+2DDBFRcHAw9e3bl9zc3KhRo0b0448/0vPnz2no0KGqrhpjjDHGPqMvIsh89dVXlJiYSLNmzaLY2FhydnamI0eOkL29vaqrxhhjjLHP6IsIMkREw4cPp+HDh6u6Gp+Fjo4OTZ8+vdDlMHXB9Vctrr9qcf1VT923Qd3r/7kJgKrul2KMMcYY+3fUfkA8xhhjjP13cZBhjDHGmNriIMMYY4wxtcVBhjHGGGNqi4MMY4wxxtQWBxkJUMcbxwCQTCbtSdE+Ji1N2pPqKaPsM1f3fwemWup4/GEsPw4ypez58+e0bds2Wrx4MT148IBycnIkOb/Thzx48IBCQkLIz8+PZs6cSVeuXFF1lUrs1q1b1L9/f4qMjFR1VYpNJpNRmTJl6MWLF7Rv3z5atmwZvXnzhsqUKcNhRgLUKRDk318EQVDr/SdP4rPEs8+Px5EpRREREdS+fXuytram69evk62tLX3//ffUo0cPAqAWgebOnTvUsmVL8vb2Jm1tbbp8+TLVr1+f1qxZQ4aGhmqxDbdu3SJXV1caN24chYWFERGJn79U/x3kIeb27dvUqVMnMjMzo8jISNLX16dr166RmZmZqqtYIpcuXaK///6bBEGgBg0aUK1atVRdpWJ79OgRbdu2jd68eUPOzs7Uvn17srGxISKS7P6T36NHj2jFihUUHx9P9vb2NH/+fCL63z4mdS9fvqRr167R69evqVOnTmRiYqI2dScievjwIW3atIliYmLIw8ODmjdvLu7/6rD/SJIqptz+L7p16xb09PQwdepUJCYmIjExEXZ2dvDx8RHLyGQyFdbw416+fIm6deti3Lhx4rI///wT+vr6OH/+vAprVny3b9+Gnp4eJk+eLC7LysrC69evVVir4rl//z4sLCwwZcoUxMXFISEhAZUrV8bOnTtVXbUSWb9+PaytreHp6QkTExN0794dr169UnW1iuXOnTswNjaGt7c3/P39oaenBz8/P/z8889iGSl/j2/evAkLCwt07twZ7dq1g46ODnr06KHqahXbrVu34OjoiFq1asHY2Bj29vZ4/vw5AGl/7nJ3795FuXLl0KZNG3Ts2BGmpqZo1aoV1q5dK5ZRh+2QGg4ypSAyMhKCICA4OBjA/3ZULy8v2NjYFDqJ5ubmlnodP0Ymk2Hfvn3o3Lkz7t+/D+B/9WzSpAl2796tyuoVy8uXL1G2bFm0bdtWXDZ69Gg0b94ctWrVQr9+/SQbaJKTk9GpUyeMHj1a4UDn7++P+fPnY+rUqbh48SLevn2rwlp+3I4dO2BsbIxffvkFAHD69Gloa2uL+5ScFA/mGRkZ6NChA4YNGyYuu3//Ptq0aYNmzZphw4YNKqzdx0VEREBfXx9TpkwBALx9+xb9+/eHjo4OLl26JH7meXl5qqxmkW7evAk9PT1MnDgRUVFROHbsGLS1tREQEIDc3FxJ7jP5ZWZmokePHggMDBSX3b17FwMGDICrqyuWLFmiusqpOfVoi1Nz6enppK+vT9HR0fT27VsSBIEWLFhAZ8+epZycHBo1ahT5+vrSokWLKDo6mlJTU1Vd5UIEQSBbW1tq3rw5OTo6EhGRhoYGERHl5ORQdHS0KqtXLCYmJlSrVi3KyMigvXv3UqNGjejvv/+mli1b0uDBg+nUqVPUoUMHyszMVHVVCzE0NKRu3bpRt27dxKbn2bNn0/Hjx+n06dN04sQJ8vX1pV27dhGRNPtrPHv2jDZu3EizZs2ibt26ERFRixYtqEmTJrRv3z5atGgRHThwgIhIks3rurq69ObNGzIxMSGi930zHB0dac2aNWRubk5bt26ls2fPqraSRXj9+jV16dKFatWqRbNnzyYiImNjYyJ6vx0pKSkUExNDRCTJSzRRUVHk4eFBo0ePprCwMLK3tydfX19ycHCgpKQk0tDQkOQ+k5+Ojg69fPlSYb6kmjVr0tSpU8nd3Z1+/fVX2rt3rwprqMZUnaS+ZDk5OeL/37hxAxYWFujZsyemT58OMzMzHDx4ELdu3cK9e/cwZMgQNG/eHIIgoFevXkhLS1Nhzf/n7t27GDp0qPgrTd4Kk//Xj6enJ5YuXSr+vX79ehw+fLh0K/oBaWlpyMjIAACkpKTAy8sL2tra6NSpE+Lj48Vyz58/h5mZGWbOnKmqqiql7Jfm5cuXUbt2bfz222/itg0ZMgRVqlRBZmZmaVexWF69eoXdu3fjxYsX4rL27dvDzMwMX331FVq0aAFHR0dJtmzIZDKkpaWhVatWGDRoEID33wX5d/zx48dwdnZGv379VFjLoj1//hwjRoyAs7MzFi9eDACYN28etLW14eXlBR8fH9SqVQuenp5YsWIFLl26JKmWmc2bN8Pe3h4DBgwQj0Hff/89BEGAvb09AgMD0aVLF5w5cwZRUVEqrm1hMpkMWVlZ6NGjB/r06YPs7Gzk5eWJ3+379+/Dy8sLPXv2VHFN1RMHmc8kIiICrVu3xr1798Rl165dg52dHQRBwN69ews9JycnBzt37sSjR49Ks6pFSk5ORrVq1SAIArp37y4e2OQHb/mXsEOHDli/fj0AIDQ0FHp6eoUuFajKnTt30KhRIxw8eBDp6ekAgNTUVAQGBmLfvn0KZXNzc9G4cWOMGDFCBTX9uPyB5vXr13j27BmA//17rFu3Dm5ubmKwkYr89U5NTRX/f/PmzbC1tcXff/8NAEhMTET79u3Ru3dvhR8BUrJ//34IgiD2S8rLy0N2djYA4NixY9DT08PDhw9VWcUiRUVFYfz48XBycoKPjw8sLCxw/PhxZGdn4/Xr13jw4AH69OkDV1dXWFpaIikpSdVVFqWnp2PdunWoX78+Bg8ejO+++w7m5ub46aefcOPGDWzZsgU9e/ZE1apVYWBggJCQEEkFMbkDBw6gTJky2LRpE4D33w15PU+cOAFBECRz7FQnHGQ+g9zcXLi5uUEQBNSrV0/hwHbr1i3Y2tqic+fOePPmDQAoJHMpSUpKQvfu3dG0aVM0a9YM/v7+hVpmgPd9fX788UfMnj0benp6CA8PV1WVC/H19YUgCHB0dMTRo0fF1oqcnJxCJ/yMjAy0adMGy5cvB6D6fhryzzg+Ph6vX7/+6IF5+PDh6Nmzp2RbZJT1wSh4shw8eDC6detWmtUqNvlJJyQkBDo6OoV+jPzxxx9wcnJCTEyMimr4cZGRkRg/fjwsLCzEliVA8d8kOTkZsbGxqqieUvL9JiMjAz/++CPq1asHQRCUtvpGRERg69atuHv3bmlXs9imTp0KTU1NsZ+Y3I0bN1CrVi1ERkaqpmJqjIPMZ7J+/Xq0bt0aderUQYUKFfDgwQNx3fXr12FhYYEOHTpI6lePMhs3boSBgQEWL16Mxo0bIyAgoFCYadOmDczMzCQXYoD3v3LatGkDV1dXlCtXDocPHy6yM/WUKVNgZ2eHp0+flnIt/2ffvn04d+6c+Pfu3bvh6uqK8uXLY9SoUTh79myh56SlpWHKlCkwNTWV1AE8/8lxx44daN++vbhM3oqR37t37+Dj44Pvvvuu1OpYEvL95sWLFxg2bBg0NTWxYsUKREdHIyUlBaGhoahZs6ZkO4zLyVtmatSogUWLFonLlf2bqFL+HxIFw0z9+vXFSzQAJBve85O3MiYnJ2PcuHEoU6YM5s2bh9u3b+Pdu3eYMGECHBwckJCQoOKaqh8OMp/JhQsX4OjoiIMHD6Jnz54oX768QpPhjRs3UL58eXh6ekoyzOQ/2ffr1w/z5s3Djh07UKtWLYUTUmZmJrp16wYLCwvcvn1bVdUt0r1799CqVSv8/vvvCA4OhqGhIY4cOaJwkDx58iR69OgBCwsLXL9+XWV1ffToERwcHNCtWzdcu3YNDx8+hKWlJebNm4ewsDB4eHjAz88Phw4dEp9z+vRpdOzYERUrVlRp3QvKH2JOnz6NwYMHQ1NTE8OGDSt0iTI3NxcJCQlo27Yt3N3dJXNZKf8+Iv8+vHz5Ejdu3EBiYiLmz58PHR0d2Nvbw9nZGVZWVpL4N3jw4EGhX/sFyVtmHB0dJXe3TP7WoA+FGVdXV/Ts2VMMM1K821Mu//5z8uRJZGZmYvny5TA3N4etrS2cnZ1hbW0tif1HHXGQ+USUfYmCgoLg6+uLR48ewdvbG3Z2dgphJjw8HA4ODuI4CKp27949DBo0CH///bf4qzIvLw+TJk1CQEAAAGDPnj1wdnZWCDMnTpyQTL+AzMzMQpeEZs6cCWdnZ6SkpGDgwIEwNjbGkSNHkJeXh6ysLBw9ehT9+vXDnTt3VFTr/zlw4AAaNWqE/v37Y/bs2Zg6daq47sKFC/Dz84Ovr68YZuLj47Fo0SLJfP4FBQcHw83NDUOGDIGbmxusra3Rt29f8fuSkZGBNWvWwM/PDw0aNFD5SenGjRuFTuzy/TwqKgoGBgaYOHGiuO7OnTv49ddfsXv3brHPkirJZDLMmTMHgiBg+/btHywbGRmJ0NBQmJubY9WqVaVUww9LTU1FpUqV0KlTJ3HZh8KMh4cH2rZtK5nwm78DuJz876ioKBgaGiqMYfX333/j999/x6FDhxQ6wbOS4SDzCURERKBRo0bYtGkTLl++LC6/dOkSfHx8EBkZibdv38LT0xMVK1ZUuMwklSbRpKQk1KxZE4IgoEWLFujXrx9++uknAO/r6OLigrVr1yIvLw8///wzXF1d0axZM0l1qLt16xbq1q2LadOm4ciRI+LyN2/eoE2bNjh16hQA4KuvvkK5cuVw9OhRAO8PjqruIJv/xH3kyBE0aNAA5cuXx5AhQxTKXbhwAW3atIG/vz/27NlT2tUskWPHjsHc3BwXLlwA8P6AvmDBAtSuXRv9+/cX952LFy9i+fLl4megqpPSzZs3oaOjoxBU5OLj42Fra4vAwECld+5JSUpKCqZNmwZBELB169YPln39+jWmTp0qmRsMZDIZ9uzZAzMzM4U7wIoKM6tXr0bTpk0RHR1d2lUt5P79+xg8eDBatmyJb775RuEy++vXr2FpaYkhQ4ZI6pj5peAg8y9lZ2fD09MTgiDA29sb1apVw7hx48Sd2N/fHwMHDgTwfmf28fGBgYGBZA4ccq9evcKCBQvg5OSEhg0b4ueff4aNjQ06deqE2bNnY9q0afj2228BvD+AbNq0CU2bNpVMaxIA+Pn5QRAEeHl5wdjYGMOGDcO2bdsAAN988w06duwolv36668hCAKOHz+uquoqXJ6Tu3LlCt69e4dTp07BxcUFdevWLTRq8sWLF9GoUSN06dIFKSkppVrnktiyZQsqVKggdmoH3veDmTx5MvT19RVCQcH/lrabN29CX18fY8eOVbo+PDwcK1askGx4KSg1NRWTJ09WCDP5656ZmYkhQ4bgxIkTqqpikfLy8nDo0CEYGRkphJn8ASA9PR2//fYbgPf7lKrduXMHFhYW6NOnD8aPH48qVarA29tbvFMyIiICGzduVJv9R91wkPkEIiIi4OzsDDc3N+zbtw8tW7ZE69at0alTJ6xYsQK1atUSO2HGxsaiQ4cOkrkUkJycLB4g4uPjxeu2CxYsQHp6OlauXAlvb28IggBBEMTgkpmZieTkZFVWvZCMjAy4u7ujbt262LJlCwYPHgxvb280bdoUixcvhoGBgUJwGTJkiMpvdYyOjkb16tXx+vVrHDx4EEZGRmJwOXr0KNzd3dGzZ0+xVUPuypUrkgqRypw7dw41atTAyZMnFZZHRkbCxsYGDg4O+Oabb1R+cI+KioKOjg6CgoIAvJ+yYvHixRgxYgSGDx+OM2fOFBpyQB0kJyeLYWbLli3i8szMTHz77bcQBEFynfPlZDKZ0jAjH49lxIgREARBEi0xsbGxcHNzE/cf4P0PQwMDA7WbPkRdcZD5RO7cuQMrKyv0798fjx49wqNHj9CnTx/UqFEDgiDg2rVrYlmpNC0+ePAA3bp1w8SJE8U6JSYmYunSpTA0NERYWJhYdt26deLlGikdzOPj43H//n3xV1l6ejqqVauGVq1a4fz580hNTcXYsWPh7+8PQRDw559/qrjGiqKjo8W7vjQ0NAod+A4ePIgGDRqgR48euHTpkopq+c/Ex8ejfv36CAgIULib6vHjx+jatStmzZqFevXq4a+//lJhLYGtW7eicuXKGDJkCNLS0uDr6yt2rK5Zsybq1q2LsLAwyd3VU5SCl+ZCQ0MVWmZGjBgBPT09yXYszd8qd/DgQRgaGophRiaTYfjw4ShbtqzCMVWVDh48CH9/f/FHUVZWFgCgRYsWkhzc8UvEQeYTun37NqysrODv7y82+d+6dUuSv3oiIiJgbW2N4cOHK0x4B/wvzBgbG2PChAkqquHH3b17Fw0bNkT//v1x9+5d8QCenp6O6tWro06dOuIJNDExUVK3JucPgxs3boQgCDAyMhJbWfKfNA8ePIjGjRvD398fV65cKfW6fkzBYJv/72fPnqF8+fLw8/PDkiVLcOrUKXh7e6NXr154/fo1DAwMFEaFLk3y/SUtLQ3r16+Hm5sb9PT00LZtW4U7Z4YOHYpatWpJojPvx8hDwLNnzxAUFITMzEzxMpOOjg48PDwkFQIKktc/NjYWN27cAACFlpng4GDo6elJov7y/ef58+dYsGCBuFy+//v7+yv8GGSfDweZTyD/Lwh5QGjdurUkb6sGgKdPn8LOzg6TJk0qsmPl27dvsWTJEpQrV07hzhmpuH37NkxMTBASEoI//vhDXF4wzLi4uOD69eviwUVKrUkAxDumVq5ciS5dusDc3FwMXPJfdsD7g7mXl5ckmtLlIiIiCg2cJv989+7di9atW0Mmk+H+/fvo0qULqlevjqpVq6J58+Zi34FGjRp99Fbhz+HBgwcYNWqUOKpweno61q5diz59+og/POStlO/evYMgCNixY0ep17M4Cu7bUVFRsLW1xejRo8UyqampCA0NhZmZmSRbYnJzc8XjaFRUFCpWrIjvv/8ewPt/h8OHD0NHRweCIEii/vfu3UOfPn3Evo7Kji9t2rTBpEmTxL9/+uknyXfQV1ccZP6l/INkyQcru337NmxsbBAQECDJwY3WrFmDDh06ID09XTxYP336FMePH8fEiRNx5swZpKSkICMjA8uXL4cgCJIapCw+Ph716tVTOEjIZWdni3cgpaWlwcHBAW5ubgp3k6ma/GB3/fp1GBsbi5eTXrx4gYCAAJibmyv03Tlw4ADevXsnnvylYMeOHXBxcUGvXr0KdbbctWsXDA0N8cMPP4jL0tPTkZiYqDAPTmhoKMqXL1/qc+O8ffsWtWrVgo6ODgYPHiwGx/T0dISHhysEyNzcXPz9999wcXGRTGvY7du3MWHCBDx8+FD8sSTfp16/fo3y5ctj6NChhUL727dvkZiYWNrVLeTx48eYMWMGRowYgdmzZyuse/78OWxsbBAYGKhwCT4nJwcnTpzA48ePS7u6haSkpMDV1RWCIKB9+/ZimCk4UOhXX32FhQsXAoDYV0nVffK+VBxkSqDggSH/+BLW1tYYP368uO7OnTvQ0dFBt27dJNMnRi44OBhOTk7i3z///DM6duwIKysr2NnZQU9PT2wqffXqFdasWSOpL+C1a9dQr149hXFfrl69irVr16JZs2YYMmSIOM5KWloaLCws0Lx5c8nc6g68H69kw4YNhe6SiY6ORrt27WBubo69e/ciJCQE5ubmkhq2fMOGDTAwMMD69etx9epVcXlOTg7evHkDCwsLhctFBb83169fR7t27WBjY6OSX9fJyclo3rw5TE1N0alTJwwYMECcE01Zi93UqVNRr149SQzbn5WVBUdHRwiCgAEDBsDPzw9nzpxR6Hj/66+/KrQSS6kVMiIiApaWlujWrRtatGgBZ2dndOnSRVx/+PBhBAcHS6rOBSUnJ6Nz586oVq0aevfujTZt2iiEGfln37VrVyxfvhxz5syBnp6ewneFfVocZIrh6dOnhVK3XExMDCpWrFjoFwTwfrAjqdyd9Pz5c/GkcejQIbi6uqJHjx4YOHAgTExM8O2334p39AQHB8PCwkJsTZJaENu/fz90dXXFk/v69evRrFkz1K9fH23btkWzZs3g7OwsHjgyMjIk8UsOeH9Syc7Oho2NDQRBQOfOnQuViY+PR+/evWFnZwcXFxdJHQDPnz+P8uXLK70cJA+K8pPqh05GK1asUEk4lu/Lf/31Fzw8PDBkyBA0adIE/fv3L/RdPX36NMaOHQtDQ0PcvHmz1OtalA0bNqBPnz44cOAAJk2aBEtLS/Ts2VPhUgwgvZFunz9/DicnJ7HfXUZGBnbt2oW6desqTK4rZfJ9+vz587CxsUFQUBD8/Pzg5+cnHmPkZbp37w4tLS3o6upKsp/kl4SDzEfcv38fgiBAR0dHbILOf2L/448/8N1330n6F8T169dhaGgoXp9NSkpCWFgY/Pz80KRJExw/flxhrI/9+/ejVq1akpr87tatW1i8eLH4d7NmzWBgYAB3d3fo6OhgxowZ4gn/jz/+gJWVldIZxlVNvp+8evUKLi4uqFChAi5evKh0/7l//77k5u3ZsGED/Pz8FC6/HD9+HJMmTYKLiwvGjx9f6FZxKcjfF0wmkyEqKgrdu3fHwYMH8euvv8Ld3R0DBgwQw0xaWhoGDRoENzc33Lp1S1XVVurMmTPw8vISg2B4eDg2b94sXuqYOHEikpKSJPcDZOPGjWjVqhViYmLE/T0hIQEWFhYKA1hKkXz/kU/w++7dOwwfPhzr1q3Dvn370Lx5c4Uwk5WVhZ49e6Js2bKSusngS8VB5gNev34Nf39/dOzYEf7+/jAzMxPnE5LaQaIoN2/eRNmyZcXLXgU7peU/Icl9++238PX1lcxgazdv3oSuri6mT58uLnv37h3CwsIwc+ZM3LlzR+HfIzIyEnXq1MGxY8dUUNvCigq5r169gp2dHZo0aaJwmUzK+1ZYWBjMzc3FfSMkJERsDevXrx8qVqyIfv36SWKQMrmHDx9i9OjRhQZ/mzFjBqpWrYrMzExs3rwZDRs2xIABA8SRt5OTkxEfH6+KKiuVf7+Qz0ovJ2/B+/bbb9G0aVOxX5uUbhm/cOGCQr+pnJwc5ObmwtHREfv27StUXirTDty/fx+9evXCiRMnkJaWJi6fM2cOqlevjszMTLEzvp+fn9h6/+TJE8m0yH/pOMh8wNWrVzF48GAcO3YMMTEx6NChg0KYkcoXrSi3bt2Cnp6ewtwewPvB1OQtMPmbn+Pj4zFx4kSYmJhIZgJI+Yiryjr2AspDwqRJk+Ds7CyJFiV5/f78808sXrwYY8aMwd9//y2e6OPj41G+fHk0bdpULX653b59G40aNYKNjQ2qVasGOzs7rFmzRrzMt27dOmhpaUmmT1ViYiKcnJwgCAJ0dXURFBQkzvick5ODHj16iJ2tV61ahWbNmqFr164K04io0vPnz/H777+Lf8vDzI0bN9C2bVs8evQIffv2hZWVlfiZZ2ZmIiwsTDL/BnL5Q1X+UObu7q4wBMTGjRtLs1of9PbtW7i7u0MQBJiZmWHkyJGYNm2auL5r165iS/H27dvh4+ODxo0bc4ApZRxkPiJ//4To6Gi0b9++UMuMFObqKejRo0cwMDAoNFfPzJkzYW1tXWhU2NWrV6Nz586oXr26OH6DqkVEREBfXx9TpkxRWL5582YcPHiwUPm7d+9i7NixMDExkUSfhvy3IpuYmKBNmzZo2LAhbG1tsWrVKjFoxcfHo1KlSnB2dpZ8XwGZTIaLFy9i4cKFmDlzZqFLGEePHoWHh4dkxlzJyMjAhAkT4O3tjTZt2iAkJAQ+Pj5wcXHBmjVr4OXlJU4hAgBLly6Fj4+PJELwrVu3UKlSJUydOlUMivJ9Kjk5GY0aNYKRkRGqVKkime9sSci3xdnZWby1XT5HlFSCZEpKCubPn482bdqgfv36WLVqFZo0aQIPDw9Mnz4dffr0UTjGbtq0CR06dJD8qNtfGg4yRSjqcsDLly/FMCO/HDBt2jRs2bJFUpcEjh49CkEQMHbsWLGp8/vvv1d6PTo5ORkrV67E3Llz8fTpU1VUt5CEhARUrVoVDRs2VFg+Z84cmJmZFbqdesOGDfDw8ICHh4fK+jQo22f++usv2NjYiCN8ZmRkoEyZMrC3t8eiRYsQFxcH4P0AYDVr1pTU3UnyX9DFHYMnIyMDAQEB6NKli8r7jGVkZODVq1fi/0+ePBm+vr749ttvkZ6ejnnz5iEwMBDa2toQBEEcTwaAJMZ/evr0KaysrBAcHFxkmbNnz6JChQpqM3pswRbsrKwsZGdnw8HBAYcPH8bixYslM9jd27dvxf5p7969w7Jly9C4cWMxtPz4448YOnSoOHVL/tZUKV1W/a/gIPMPyMOMlZUVvvrqKwiCoNDHQZUSEhIQHh6OmJgY/P777yhfvjwmTZqEsWPHwszMTOkkifLbSqV0l0NUVBQCAwPh7OyMFStWAADmzZsHMzOzQn1fZDIZYmNjsXfvXrx8+VIV1RVDbP73z83NxaZNm8T+SU+ePEGlSpUwcuRIjBo1Crq6uli6dKn4601KQfj48eOYPHmyeDBXNvuwvL4pKSm4ePEi/Pz84OLiotAxUhXu37+Pr7/+Gs2aNRMvWaSlpWHq1Klwc3PDlClTxH390KFDYv8MKX3+K1asQIcOHQC8r9f333+PoKAgjBw5Ei9fvoRMJkNMTAx8fX3FvmNS+v4WJK/b06dPC43k3Lx5c1SrVg16enqSuLvn/v376Nq1K4KCgsQ+UsnJyeK8eSNHjhTLHjx4UDweSWn/+a/hIPMBBX9B5D+YR0ZGwsLCAmZmZpJp1r179y6aNGkiTlgJvL8MY2lpCS0tLYVrz/JtmT59Ovz8/CQ3ASTw/qAXEhICJycntGnTBhYWFoUmIASg0hmsAcV+C4Ig4PDhw+K6hw8f4u7du0hPT4e3tzcGDRoE4P2B3dLSEubm5li1ahVyc3NV3oqRX1BQEJycnDBr1ixxEDVl9cvIyMDs2bPRtGlTtGvXTmzFUdVJNSIiAjY2Nhg/fjx27dqlUOe0tDRMmzYN7u7uCAkJkdQAgwVNnDgR/fv3BwA0aNAAnp6eaNeuHWrWrAlbW1txzrClS5cqTOYqRflHHLa2tkbv3r0V1tWvXx9aWlqIiIhQVRVFERERsLKywtChQ3H06FGFdSkpKVixYgVcXFzEfxsmDRxkipD/F8T06dMV0nZeXh6GDx8OLS0tybTE3LlzB+XKlcOkSZPw7NkzhRC2e/duWFtbIzg4WOHa87Rp01CmTBlJNOXml/+zfvjwoTgo3NChQwuVmTp1qjgLriqCgLwe8rvDJk6cqLTcw4cPUbt2bTGIRUZGomfPnhg1apR46U9qJk6ciPr162PGjBlFhpmUlBQcOXIEf/zxh/hZqKoT/PPnz1GlShWFWYiB9/9G8rrJw4yHhwfGjRsnub5t8s9u8uTJaNCgAX7//XcEBAQgOTlZPCa1bdsW1apVEwcgbNWqFZ48eaLKagN4P+3Dli1blIbYxMRE1KpVC0OGDCl0qXLfvn2SqP+zZ89gZ2eHiRMnFrkPp6SkYNWqVahduzYGDx5cyjVkRfnPBxllXzr5FywyMhI2Njbo27evwvp79+6hU6dOkgkAiYmJaNq0KUaNGqWwPP+XcevWrShfvjxGjx6NmJgYzJ49Gzo6OpLZBuB/n3tSUhIyMzPFk8/9+/cREhKCGjVqYNmyZWL5KVOmQF9fX2UDxuUPMXp6eggNDVVYn7+Z/OLFi7CxscHOnTsRGxuLGTNmwMfHRzIn0vwBJf9+M27cuEJhRi4mJga9evXCunXrxGWqbF5fu3YtvLy8iry8KP+up6enY+bMmahevXqhjuSq8uTJE4UO0k+fPoWLiwucnZ3Rvn175OXlia1dMTExsLKyEu9mkkKfjIcPH8LQ0BCCIGD58uWF1kdHR2Pbtm1Kf2xIpSVy/fr18PPzQ0ZGhlinR48eYf/+/Rg+fDh27dqFrKwspKenY/Xq1ahYsaLCZSamOv/pIPPgwQPMmzdP6YHv3bt3cHd3x+DBg5V+0aQyxgrw/pJS1apVcfbs2UInEplMJtZ/27ZtqFixImrUqKHSAPAhBw4cgKurK5o3b45+/fqJ49zcu3cPISEhcHR0xE8//YT58+dDV1dX5dvw5MkTpXNRzZ07FxYWFgonpx49esDIyAgODg4wMzOTVIgsOF5K/vGF5GFm+vTp4m37MTExaNasGezt7SUzDEG/fv3g6empdJ38OyAfByQtLQ1z586VROfq58+fi4NuygdUS0pKwtSpU2FhYYEGDRoolI+MjISLiwsuXryoiuoW8u7dO/Tp0we9evXCrFmzIAiCwuCV6iIsLAxVq1YVO4lv27YN7dq1g62tLWrXrg1BEMQfK2/fvsW6desk0ZLE/sNB5tGjRzAzM4MgCBg3blyhyR1fv36No0ePFgoxUvn1kN/27duhqalZqBNmfmlpaYiOjsZvv/2GSpUqSWq00vyTKOrq6mLatGkYM2YM6tWrh1q1aolD39+7dw/jx4+HgYEBypQpo/IQA7wfBVkQBIVf9nPnzoWZmZn4i7ngZb7du3dL5u4w4P3+o6WlhdmzZ2PNmjVKy4wdOxb169fHrFmzcO/ePbRs2RI1a9ZUeZ+Y/L7++mu4urqKfyv7rn7zzTfirb5S+S7fvn0b9vb2sLKyQrly5cQ7YJ49e4bRo0ejTJky6NChAxITE/Hs2TN89913cHJyksQt4sD7yU5nzZoljhy+bNkylClTRi3CTFRUlDh1y/79++Hh4YEOHTqge/fuMDIywpgxY3D69GkA71v8NDQ0xMvzUtl/2H80yKSmpmLQoEHo168f1q5dC0EQMGbMGEnOVF0cf/31F3R1dbF79+4iyyxbtgytW7cGAEl27L127RqOHj0qzheTm5uL8PBwuLi4wMnJSQwzd+7cwdSpUyUz2FdWVha2bdsGbW1tzJo1C0uXLoWpqanSUYWlchmpoAkTJkBDQwNLlixB7dq10bp1a6xbt65QK01ISAjq168PExMTODk5iSFG1S0y8hPK2rVrYWZmhp9++klcl79uaWlp6Nq1q3jClcqJKDExET4+PggMDMSgQYMUhrWPiYnBqlWrYG9vj3LlyqFmzZqws7NTyWSbBeXvLF1wBnN5J+T8YSYvL08SE2/KyTvn5x+Mb8GCBejTpw9atWqFU6dOKVy2O3z4MGrWrIkXL16oorrsA/6TQSYpKQlr1qwRd+C9e/d+NMxI5aCnTHR0NCwtLdG+fXuFA0r+OoeEhGDcuHEKl5qk4tWrV+Loq/n7mchkMly9ehW1a9eGi4uLeOCU0rDrwPuT5ZYtW2BsbAxBEMS5hvK3UowbNw4DBw6UXN2B9/tP586d8fvvvyM1NRWBgYHo3bs3rKys8OOPP+Kvv/4Sy8oHlJMHBFWHmPxevHgBR0dHODk5iWFFLi8vD9OmTUOtWrUkcyLK33J64MAB2NnZ4eDBg+jSpQuMjIzEsW0yMzORlpaGffv24fz585Ko//3798W5qvLLf2xZsmQJBEHAkiVLkJmZieDgYIwaNUoSs9AX7JxfsBVbWQvjuHHj0LJlS7x9+7ZU6siK7z8ZZACI10Hldu/eDUEQEBQUpDDrs7pcA92zZw90dHTQt29fhcGZ0tLSEBoaCnt7e8mMlllQVlYW9uzZA1dXV9SvX19hnUwmw7Vr11CxYkWxr4DUghjwv5l89fX1xdl95aZPnw4tLa1Cg/hJRUpKCrp3767QWfz169cQBAEuLi6oWrUqRowYgXPnzgH43+cvpRAjD4h3796FpaUlKleujODgYDx8+BDbt2/HkCFDUK5cOUmM+PzkyRNEREQohNpXr16hZ8+e2LJlC16+fIk2bdrA2NhYkiM9p6WloVGjRhAEAX379lUYbqBgIFi2bBl0dHTg5uYGQRAkMVRFRESE0qlbzp49q/RSaXR0NCZOnAhjY2NJ3CLOCvvPBhk5+RQDwP/CzJgxYxAdHY0xY8agQ4cOSE1NVXEtPy4vLw9r166FpqYmHB0dMWDAAAwbNgzt27eHpaWlJJqiPyQ9PR2HDh1ClSpV4O3trbBOJpPhxo0bKguVH+onVXDwty1btkBHRwchISEA3ocYXV1dyXTsLSoEXr58GaampmLfqdq1a8Pb2xvXrl3D3r17YWFhgV69ehV7lN/PRX6CyR+i5Muio6Px+PFjREZGolOnTjA3N4eWlhYqVaqEgIAAScwfJu/Yq62tjTFjxijchRcWFgYnJycA77elbdu2MDc3l+QcXFOnToWmpibq1q2LTp06KVxKLRhmGjRoAFNTU0mEgEePHkEQBIwYMUJh+XfffQdNTU2xs7XcokWL0K1bNzg5OUkihDHl/vNBBlAcZ2Lv3r3Q1taGg4MDNDU1JR8ACrp8+TK6du2KevXqoWnTppgwYYKkJjCTnwCvXr2KdevW4aeffhJ/dWZkZODQoUNwdHQU+/Oomny/SE5ORkJCgsI1fvkJNCoqCt27d0dcXBxycnKwbds2GBgYwMHBQXJ3h6WkpCAlJaXQnXryfmPTpk2Dk5MTmjRpotBqWXBOJVW4desW6tSpI3aUzs3NFQNNVFQUKlasiAULFgB4v53x8fH4888/ER8fL5l+YTdu3BDvgJk5cyZq1aoFb29vLF++HPHx8WjTpg22bt0K4H3LTfPmzWFvb4/s7GxJtETKP+/o6GgMGDAACxYsgIeHB3x9fQtNbpmXl4cxY8ZAEARJhBjg/Z2qgiCgd+/e4mV4+dQtyvq1/fTTT1i0aJEk7m5jRfvPBJn8B2H5lzE9PV2hA6b8QNG6dWvJ/IL4J1R9wimK/PPds2cPbG1t4erqimbNmsHc3FwcqVQeZmrVqgV3d3dVVldhHJsuXbqgU6dOmDRpkkIrXlRUFGxtbTF8+HBxWW5uLjZu3IgaNWpIKgjv3r0bnTp1QsWKFWFpaYmOHTsqzNOzfPlyCIKAli1bKnwv8jezq+rupJycHPj4+EAQBNjZ2SkMIvjs2TMYGhpi6NChkt3387t+/Trq1KkDT09PvHr1CosWLULbtm1haWmJcuXKKYx8GxkZKYlRe/P3a5HJZEhPT0f79u0xZcoUJCQkoGHDhvDz81MIM69evcLs2bMl05Ih33dv3rwJAwMD9OvXD6GhoTA1NcWJEycKlZcPnaAO+9R/3RcdZB49eqQwLH9eXp4YYiIjI+Hj46NwosnNzUVwcDAEQZDU7cklpWxeHKk4e/YszM3N8cMPPwAArly5AkEQoKurK15rz8jIwJ49e+Du7q6yWZTlB6+IiAiYm5tj/PjxOHv2rHgwlMlkSE1NhYODAwIDAwt9zpmZmZJpBQDe/7I0MDDAd999h+XLl2PVqlVwdHSEpaUlxowZI5br3LkzAgMDJXnwXrZsGVq0aAEfHx8YGxuLLY2XL1/GyJEjJbevy0VFRWHhwoUIDQ0VB0m8du0aKlWqpDAo4qZNm9C5c2ds2bJFldUt5N69e+jWrRtmzpyJtLQ0sR/JzZs3UaFCBdy8eRP37t1DgwYN4O/vrzBliNQ6t8u/v9evX4eRkREEQcC2bdvE9fJ9aNKkSfDx8ZHEYIPs477YIBMfHw9zc3Po6+tjyZIlCuuePn2K8uXLY8CAAQoHv6ysLGzatEkSHQK/FPJJLOUH8OnTp2PatGkA3jdPV6xYEQMGDMDXX38NHR0dnDlzBsD7IKDqQQdfvnwJJycnsb+LXP595vz585I9gcr98ccfsLGxKXQnz9OnT9G7d2+YmZlh3rx5AN43s7u7uxfqDC8F169fh7GxMVasWIGvv/4a5cqVEy9LSqnjcX4RERGoVq0a+vXrhwULFijs09euXRNneJfXX0rhF3h/ydHd3R2CIKBcuXJo0KABZs2aJbagfvPNN+JIvjdu3EDjxo3RtGlTpXOiSYX8s7579y7Kli2Lr776SmFcp2nTpkFTU1MSE1iy4vlig8ytW7dgb2+PZs2aoUWLFggLCxPXDRgwAP369ZP0cNlfAvkklm3atBEnsbx69SouXLiAlJQUNGzYEEOGDAHwPhAIggBBEBSap1XpwIEDcHNzw8OHDwu1UCgbQVmqVq1ahYCAAGRkZBS6K+PJkydo0qQJ3NzckJaWhpSUFAiCgIULF6qyygCUh5NZs2ahR48euHr1Kvz8/FCuXDmxZUYKg/Ll9/DhQ1haWmLixIkKLRP595Vr167BwcEBDRs2FEdTllpr2I4dO9CwYUMMHz4cgwcPxqRJk1C2bFnMmTMHvr6+sLW1RXR0NID3YaZVq1aSuBwmp6xzvnwoh6tXr8LAwABdu3bFq1evMG3aNMlN3cI+7osNMgAwYsQIVK5cGSEhIXB3dxc7Ar59+1ayv+C+FAUnsSx4krl69Src3d3FsTLu3LmD7t27Y9y4ceKy0lbwBDJ27FhUrlxZaVn5wTE1NVU8iEtV3759FUa8lZNvw++//w5NTU2cOnUKwPs+TKr+fty5cwe1a9fG1q1bcenSJXH5kSNH0LBhQ7x8+RLx8fHw9fWFiYmJ2GdGKmEmJycHQ4cORZcuXRQGjlMWeK9duwZHR0eFkZJV7c2bNwo3CWzduhWNGzfGoEGDcOfOHVy+fBmBgYHw9PSEIAi4dOmSuG35p7dQlcjISOzZs0e8bCeTyRQmAq5Ro4Z42frGjRswNjaGiYkJjIyMJNU5nxXPFxlk5F+ku3fvonv37vj5558RFBQEFxcXhV+aUvvl86UoahLL/J/30aNHIQiCeEvslClT4O/vL86FU9rkdXv48KHYLD579mxUqVIF8fHxRZ4gv/vuO0ydOrXU6llSMpkMISEhqFy5MuLj45UOiHjv3j0YGhri6NGjCstVFWYyMzPRvn17CIIAT09P+Pj44Ouvvxab//v06YOePXsCeH9SkpcteOusKmVmZqJu3bqYPn260vUFZwq/cuUKXF1dJXF3zN9//w0fHx+MHz9e4TL79u3b4erqij59+oh3/Lx580YMwKq+NT+/vn37okKFCti5c6dCx/WoqChUqFABffv2RV5enkKfmSpVqkiqcz4rvi8myDx9+hQ//PCDwpcoMTERXl5emD59OtLT0xEUFIS6deuKLTMAh5nP4UOTWALvD3TZ2dno1KkTBEGAu7s7ypYtq7K+SfI63rhxA2XLlsWqVasAAMePH4cgCGLHZHnd5dLS0jBgwACsX7++dCv8EampqUhLSxMP4BcuXICmpiZmzZqlUE5+EL98+TLq168vmbv0srKy8Ndff6Fp06awt7fHX3/9hdatW8Pb2xtt27ZFWFgYWrRoIV6+kI8yK5VpK4D3ffSqVq0qjhNTVEvLjBkzxDAvhRFv5Z3bhw4dKg6AmN+2bdtQv359fP311wotF1IIL/nJZDJ06dIFLi4u2LFjh9gq1qFDBwwbNkyhvvLvgVRaw1jJfRFBJiYmBpaWlhAEAf7+/pg3b554cLh8+TJq1KiB27dvIzo6GkFBQXB3dy90UGefTnEnsfztt9+wb98+LF68WGVj3cjrdvPmTejr64tDlgPvD2wDBw6EIAjiRINyMpkMU6dOhZOTkyR+Rcv99ttvGD58OL7++msxmCQnJ2PkyJEQBAFhYWEKrUs5OTnw8/NDmzZtVB7qHz58KHbezcrKwpUrV1C1alW0a9cOqampuHXrFkaNGiVO9nrlyhXxuVI7CeXk5KBOnTpo1aqVuKxgq154eDg6deokmf3n5cuXqF69usJ3QC7/vrFlyxa4urpi4MCBku8Q26FDB9SuXVucjkZZfzc5qYUxVnxfRJC5ceMGOnfujNq1a6N58+YYP348TE1NMWPGDHF48k2bNgF4f+30m2++QfPmzZGYmKjimn+ZijOJ5apVq1Q+6J38gHbr1i3o6+tj0qRJCutPnTqF7du3o0OHDihTpgyGDRuG7du3Y/Xq1ejbty9MTEwkM0YGAGzcuBF2dnZYuHAhdu3aJS7Pzs5GTEyMGMq8vLwwbtw4TJ8+HV5eXnB2dhaDgKrCTE5ODvr06QNBEHDnzh2x3uHh4ahUqRK8vLwULsPIWwOkePKR12nTpk3Q1NTE2LFjla6fOnUq/P398ebNm1KvozIHDhyAu7s74uLixGV3797F1q1b8fXXXyvcvbd9+3ZUrVoVw4YNk0RLUmxsLE6ePImDBw8WmgupY8eOqFmzpsJlJinuN+yfU+sgk/8a/rVr1/DNN9+gTp06+O2333DhwgX06dNHnBOkWrVq4k78/PlzhS8r+7SKM4llcHAwJkyYoPIDyvPnz2Fubo7u3bsrLJ85cyYqVaqEJ0+e4MGDB5g1axbMzc1hbGwMJycndOvWTVJDx8vnedq2bZtCZ8uQkBAEBwfj3bt3SE1NxY4dO+Du7o5q1arB398fISEhkpkA8tGjR+jSpQsMDQ3FFtWcnByEh4eLtylLpTNvcURFRWHgwIHQ0NDAiBEj8OrVK2RlZeH27dsYM2YMypUrJ5nLeQCwefNm1KhRQ+w4vWnTJrRu3Ro1atRAkyZNYGpqikaNGonld+/erXDbsqpERESgVq1aqF69OkxNTVG3bt1Cwwd07NgRLi4u2L59u2RnoWf/nNoGmcePH2Pq1KkIDAzExYsXAQCXLl1Cnz594OTkJC578uQJBg8eXOjSAPu81GUSy8jISLi7u6N9+/Y4f/48gPdz3pibmytMhgcAcXFxiIqKwps3byR1MIyPj4eXlxe+//57heUdO3aEnp4eXFxcMHnyZMTHxwN4/2+QnJys0PoilYDw+PFjdOjQocgw4+npKbnLSAXlD4SpqakYM2YMdHV1YWZmBnNzc7i6uqJWrVqSGK/q7t27YqvirVu3YGJigubNm6NZs2YwMDBAaGioeAnv9OnTMDIywpEjR1RYY0XyS8ITJkzAo0ePsGHDBpQpUwaDBg1Cbm6uQqjv2LEj6tWrhw0bNkiiFYl9OmoZZCIiIlCxYkUMHz4cc+fOVdhZr1y5gt69e6NmzZo4dOiQCmv536ZOk1g+fPgQbdq0Qfv27fHNN9/AwsJCHMsmf4uRlFpg8nv69CnMzMzEEVVlMhl27tyJKlWqICYmBjNnzoS7uzvGjx+PmJiYQs9XVavY8+fPsX///kKXVp49e4a2bdvC0NBQbLHIycnB1atXYWJiAj8/P1VUt1jy3+JrbGyMu3fvIjU1FY8fP8bSpUsxd+5cHD9+XOm/Q2m7desWBEFQCMB//vknRowYgYEDB+LSpUsKgf3PP/9EjRo1JNOK9PjxY+jr62PcuHHisuzsbNjZ2aFt27ZKn9OiRQs0btyYR+z9wqhdkHn8+DGsra0xYcIEheX5f1FeuXIFffr0Qa1atST16+G/SOqTWMo9ePAArVu3hp6enniLfv5bladMmYIKFSogKSlJ5ZfD5OSXRy9evKh0Wo38fcDGjx8PKysrcURWVYuJiYG5uTkEQUDFihUxcOBALF68GFFRUZDJZHj58iV69+4NAwMDhT4zN27cUJhnSZWKasV6/vw5bG1tMWDAAJV3oC7KzZs3oaenhylTphRaV9QElZMmTULDhg2RkJBQGlX8qCVLlsDS0hJTpkwRW+m+//57CIKAOnXqYPTo0fj2229x69Ytha4EL168UFWV2WeiVkEmLy8PoaGh6NKlC5KSkgqtz//lu3r1Kr7++mvY2NgozP3BSp9UD+YFPX78GD4+PvDz88Mff/whLp86dSp0dXUlNVDW0qVLYWdnh9evX+P+/fsoV64cpk6ditTUVLGMTCYTL3P88ccf8PT0FO8KUqWsrCwkJiaibdu2cHFxQdOmTREaGgobGxtUr14d9evXx5IlS/DTTz/B19cXNjY2krq1Ov9JsWCYyc7OxpAhQzB69GjJBN6C5JMmFrw7afPmzeLlx/yePXuGkJAQlCtXThKXwyIjI3Hy5Enk5eVhzpw5cHNzw8yZMzF79myYmZlh2bJluHDhAmbOnCm2ANvZ2WHGjBmqrjr7TNQqyABA06ZNMWjQIKXr5CdM+ZgB8tEnnzx5Umr1Y4VJeRLLguSXmXx9fXH9+nXMmzdPciFm7dq10NHRUbgzqVevXjA0NMSBAwcKXf9PTU1F27Zt0aNHD5V//i9evEDXrl1x48YNxMbGok+fPmjdujV27twp9oUZOHAg2rRpA01NTTg5OUEQBDg6OhbZUlCa3r17hxo1aqBXr17isoJhRsq/+GNjY6GlpYVvvvkGwP++j99//z309fUVbmkHgHHjxsHb2xt169aVxES6L1++hLm5ORwcHHDgwAHk5eVh1qxZqFGjBjQ0NPDbb78Ves7Zs2exaNEisWWPfXnUJsjk5eUhNTUVzs7OYnNoUXdZTJs2TfzSSalTJlMPDx8+REBAACwtLaGlpSWpEPPjjz9CW1sb+/btU1geFRUFPz8/WFhY4McffxT7YISHh8Pb2xu1atUSvy+qbCF78uQJPDw84O/vjzt37iA6Ohq9evWCu7u7Qof8rKwsXL58GT/88AO++uorydzm/u7dO6xevRoVKlQQ5wkDPtxZWiodqYH3rRleXl6oVKmSeMfR3LlzYWpqqrTl+ubNm1izZo1k5k46ffq0OIhmQEAA9u7dC5lMhrlz58LFxQUTJ04Ug7wUpkpgpUNtgozcwIEDUaFCBfE6ecEh158+fYqWLVvi8uXLqqoi+wLcv38f7du3l9SvuDNnzkAQBMycOVNh+ddff43Zs2fjyZMnaNu2LTQ0NGBsbAwrKyu4uLjA29tb7EOg6lusgfdB0dfXFz4+Prhz5w5iYmLQq1cvNGrUSHKjJMu9fftWbOl99+4dNmzYACsrK4Uwk/+zzc7Oxt69e0u9nsXx7NkzeHt7o2LFiggJCYGlpWWh6SkAiPu+qlvBCho4cCDq1KmDLl26wNPTE/v27YNMJsOsWbPg5uaGsWPHiiFGSiGSfT5qF2R++eUXWFtbo0ePHkovGc2YMQNNmjQpNI4AYyUltdt8Hz58iGbNmqF9+/biiKqdO3eGo6OjwsSVu3fvxooVK7B48WKcPn260Lw+UvChMLNlyxZVV0/B/fv30aFDB4wcOVKcCywlJQUbN26ElZWVeJkGeH/izM7OxsiRI6GjoyPZCUWfPXuGjh07QhAEcbDQ/PvHuHHjUKFChUKDy6mSvKXl8OHD6N+/P37//Xd07twZTZo0UbjM1LBhQwwbNoxbZP5D1C7IAMDEiRNhbGwMb29v/PHHH3jz5g0uX76M4cOHo1y5cpK4lsvY5yDvw9O2bVs0bdoU9evXF4e4/9CvTyl2uFYWZr7++ms4OTmJQ8qrWkREBCwtLTFy5Ejs2bNHYV1ycjI2btwIS0tLhTAzfPhw6Ovr49q1a6Vd3RJ5+vQpfH19Ub58eYU7waZNmwYDAwNJtGo/f/680GXUhIQE1KhRAytXrkRCQgI6d+6Mpk2bimFm4sSJ8PLyUtpxmX2ZJBlklDVlyg/S8j4vixYtgouLC8qUKQMzMzPUrFkTDRo0kESvesY+p4cPH8Lb2xvGxsb45ZdfxOVSuwRQHPnDzN27dxEdHY1vvvlGEvMPRUVFwd7eHpMmTSoyJKalpSmEmXHjxkFfX19S4yTlJ98O+d1tL1++ROvWrWFra4v4+HhJdW5//vy5OK+Wv78/du3aJQ6iefDgQTRr1gwJCQn4+++/0blzZ3h5eeGXX35BXl4et8j/x0guyDx8+BBDhw5FcnKyuEze5BkVFYWqVauKv4weP36MQ4cO4ccff8TFixclM74BY5/b48eP4evrCz8/P4WxYdQ1zPj7+8PDwwP37t2TTL+GzZs3w9/fH6mpqWKL1qNHj3Dw4EEMGzYM+/fvx+vXr5GTk4PNmzfDwMAAgiBIoiXmwYMHWLlypcKy/MfRunXr4tSpUwDeX2by9fWFIAjQ1taWRIgB3tfTzc0NjRo1gqurKwYPHgx7e3usXbsWu3btQkBAgDhO2N27d+Ht7Q1/f3+kpKSouOastEkuyJw/fx6CIKBfv34KO2RkZCQqVKiAwMBASV3rZ0xV5JeZ2rRpI06voK7u3buHLl264NmzZ6quimj69OmoWLGi2Ndi+/btaNeuHcqXLw9HR0doaWlh8uTJAICkpCTs2LEDjx8/VmWVRevWrYMgCFi8eLHC8sjISJQvXx5Dhw5VuNz4+PFjBAYGSmbUXrmHDx+ic+fO6NixI/bu3Yv9+/ejRYsWYv+eBg0aiP8+9+/fl/St7+zzkUyQefToEf766y8A7wfvMjIyQu/evcWWmdDQUAwZMkQtf3Ey9rk8fPgQbdu2hZubm9r3DZNa58zz58+jfv368PPzQ+/evWFkZITg4GCxJSMsLAz6+vriZTCpHZuWL18OQRCwYMEC5OXlQSaToWvXrhg8eLDSukqtc7vc/fv34efnBx8fHzx48ACpqam4ePEiAgICxI7hUvvsWemSRJDJyspCr1694OzsLCbq/GGGd1LGivb3338jODhYkh161cnTp0/x3XffISQkBD/99BMAYP369ejcuTO8vb1x+vRphTl6jh8/jpo1a0qmFSkhIQF//fUXTp8+Lf4AXLJkCQRBwPz58wFAYeRndfLw4UP4+PjAx8dH7Vsf2acniSADvL8eXa1aNfFWQOD9JGVGRkbo2bMnX/dkrBg4zPwzN2/ehK2tLVq0aIEKFSpAX18fo0ePFtcra60ICQlBy5YtJXGLckREBOrVqwc7OzsYGBigQYMG4l07y5YtgyAICAsLU3Et/538o25LZc4wJg0qDTIFW1p69uwJe3t7hdDy559/wtjYGL169eIwwxj75CIiIqCvr48pU6YgMzMTL168wPTp06Gvry/e+pu/X97Lly8xceJElCtXDrdv31ZRrf9HPndScHAwLl26hOXLl6NatWpo3bq1OIjfypUrFVpm1JV81O2GDRvi4sWLqq4OkwiVBZlHjx5h5cqVCp2zYmNj4eDggD59+iiU/fPPP2Fubo527dqpbdMoY0x6YmJiUKFCBXh5eSksj4iIgImJSaHReVetWoWOHTvCyclJEtMmPH78GPr6+hg3bpzC8qCgIFSsWFHhTs6VK1dCR0en0MjQ6ubevXvo2rWrZC7pMdUrQyqQnZ1NgwYNolGjRlG7du3o9OnTlJeXR9bW1jR8+HCKiIigw4cPExERAGratCn9+uuvFBERQe/evVNFlRljX5js7GzS0tKiunXrkkwmo82bN4vrZDIZZWdnk6GhoUJ5HR0d8vLyoiNHjlDdunVVUGtFhw4dorJly5Kuri5lZ2eLy+vXr09aWlqUlZVFAIiIaMSIETRnzhxatmwZvXnzRlVV/tdq1KhB27dvp4oVK6q6KkwiBMj38lIkk8lo/fr1tH//fqpQoQL99ttv1LdvXwoICCA3Nzdq1qwZ2dnZ0d69e4mIKC8vjzQ0NCgjI4P09PRKu7qMsS9MdHQ0jRkzhqZMmUKWlpY0duxYevr0KU2cOJGaNWtGLi4u1K1bN1q6dCkRvf9BJQgCASCZTEYaGhoqrX9UVBQ9efKEvLy86Pvvv6d9+/ZR8+bNadGiRZSUlERVqlShoKAgmj59eqHnJiUlkYmJiQpqzdjnoZIgQ/T+QPLVV1/RoEGDqEmTJrRixQqKiIigdu3aUfPmzalx48a0YcMG6tevnyqqxxj7gj19+pR69epFZmZmNH/+fDI1NaWxY8fSgwcP6MGDBzRw4EBatmwZEb3/4VWmjEoar5WKiYmhOnXqkImJCS1cuJACAgJo7ty5dOjQIapTpw4dPnyYunbtKtZfHsIY+1KVWpB5/vw5nTx5kgYOHCguO3PmDLVv356OHTtGHh4edOHCBerTpw85OzvTgwcPKDc3lw4fPkzOzs6lUUXG2H/Io0ePaNSoUQSAFi9eLIaZ8+fP08yZM6l///5EJL0gc+bMGWrVqhW5ubmRlZUVDRgwgDp27Ehz586ldevWkZGREV25coX09PQoNzeXNDU1VV1lxj6rz/7tBEDZ2dk0e/ZsCgoKoo4dO9LDhw8pPT2dvLy8KCQkhNasWUOxsbHUvHlzevDgAdWuXZu0tbUpOTmZTE1NP3cVGWP/QQ4ODrRixQr6v/buJ6TpN4Dj+HtZcxRkUFHUIAQXiJCMXBgquaCgIInA1EOBlwodacVoYOQhrEM5xIiaeAjyYNahzEbQHwo9iNihAnMsD9VBzKLAqBy4p0Mk/H784EfQ9/vd9PM6bofnc/w8z/f543K5OHnyJJ8+fSIajVJeXk5XVxc3btwAyKgSAxAMBqmvr5/fs9PZ2cm9e/doaWnhyJEjeDweWltbSaVSLF26lHQ67XRkEUvZtiLz9u1bxsbGaG5uJp1OU1dXR2NjIzMzM4RCIRoaGqiqqgJ+7Yl5+fIla9euxev12hFPRBap/1qZiUQijIyM0NraSm1trdMR583OzpKbm0s8HufWrVvU1dURi8WYmpoiHA6zb98+2traiMfj+P1+Ojo6cLvdTscWsZSlU43x8XEikQhv3rxh06ZN7Nmzh9evX7Nr1y7u379PWVkZHz9+pLCwkFOnTvH161cAcnJy8Pv9KjEiYrl/r8x8/vyZ8+fPU1FRQWlpqdPxeP/+PXfu3AEgNzcXgEAgwPDwMMlkkmvXrrFu3TouXbrEwMAALS0tVFZWMj4+zpcvX5wLLmIXq851z87OmkAgYFwulykoKDBNTU2mp6dn/v/R0VFTU1Mzf5HTypUrTUNDQ8a8fCsii0smvsL97t07s3r1auNyuczevXvNzZs3TSKRMMYY09/fbyoqKsyHDx/M2NiYOXDggAkGg6avr8/Mzc2Z6elph9OL2MOyFRm32011dTXt7e1cvXqVvLw8GhsbqampIRaL4ff76e3tpbu7m5GREWZmZnj27Nn8qoyIiJ18Ph/t7e14vV6WL1/u+BFr+LXROD8/n9LSUqampnj48CG7d+8mFovx/ft38vLyGB0dpbCwkHPnzpGTk8P169f59u0ba9ascTq+iC0s3SPz9OlT9u/fz6NHjygpKWFycpKuri4uXLjAli1bqK+vp7q6mlQqRX9/Pzt37mTz5s1WxRER+V+pVCqj9pUkk0kikQjpdJrDhw+zZMkSOjo6WLVqFXfv3iUQCDA4OIjb7SaRSLBixQp9lpdFxfLNvuFwmMnJSbq7u/F4PNTW1vLixQu2b9/OxMQEQ0NDRKNRQqFQRsyAREQyTSKR4MSJE8zNzXH58mU2btzIq1evaGtr4+DBgxw6dEj3xciiZXmRuX37NtFolMHBQY4ePcrAwACPHz+mqKiIiYkJHjx4QGVlJUVFRVbGEBHJaslkklAoBMDZs2cpKytzOJFIZrDl+PWOHTsYGhpi/fr1xONxiouLrR5SRGTBSSaTHD9+HGMMZ86coby83OlIIo6z9Pj17450+vRpCgoKuHLlCsXFxdjQnUREFhyfz0dnZyfLli0jHA4zPDzsdCQRx1laZH5/r926dSvpdJrnz5//43cREfkzPp+Pixcv4vV62bBhg9NxRBxn282+PT09HDt2jCdPnrBt2zY7hhQRWbAy7XSViFNse0QkGAwSCAQ0gxAR+QtUYkR+sW1FBuDHjx94PB67hhMREZEFztYiIyIiIvI3Zdb79CIiIiJ/QEVGREREspaKjIiIiGQtFRkRERHJWioyIiIikrVUZERERCRrqciIiIhI1lKRERERkaylIiMiIiJZS0VGREREstZPLRYcn0dSp5kAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot deltas to CDDs\n",
"fig, ax = plt.subplots( figsize = (6, 4))\n",
"# plot long-term means\n",
"bars = ax.bar(models, cdds_mm_ssp3_raw_delta.values)\n",
"ax.set_title(\"Edmonton Cooling Degree Days - Change in Long Term Mean\\nSSP3-7.0 minus Historical\")\n",
"\n",
"# rotate the model labels so they're legible\n",
"ax.set_xticks(ax.get_xticks(), ax.get_xticklabels(), \n",
" rotation = 45, ha = 'right')\n",
"\n",
"# match bar colors to line colors\n",
"for i, b in enumerate(bars):\n",
" b.set_color(lines[i].get_color())\n",
" \n",
"ax.set_ylabel('CDD')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "839ee4d0",
"metadata": {},
"source": [
"Indeed CESM2 is the model that projects the largest increase to CDDs in its raw output, though it is not alone as an outlier. Interestingly the MPI model, which has the fewest historical CDDs, also projects the smallest increase. It's possible that this model's cold bias means that even after a similar amount of warming to other models, the baseline is so low that not many days exceed the temperature threshold by a large amount. Let's calculate the mean number of days per year that contribute to the CDD total for the future period:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "799f0da9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Annual Days over Threshold (MPI-ESM1-2-LR 2071-2100): 47.064516129032256\n"
]
}
],
"source": [
"tas_mpi_ssp3_raw = tas_ens_ssp3_raw.sel(realization = \"MPI-ESM1-2-LR\")\n",
"days_over_thresh_mpi_ssp3 = xr.where(tas_mpi_ssp3_raw > 18, \n",
" 1, 0).groupby('time.year').sum('time').mean('year')\n",
"\n",
"print(f\"Mean Annual Days over Threshold (MPI-ESM1-2-LR 2071-2100): {days_over_thresh_mpi_ssp3.values}\")"
]
},
{
"cell_type": "markdown",
"id": "63f57733",
"metadata": {},
"source": [
"Even in the end-of-century period, the MPI model has only about 10 more days per year above 18$^{\\circ}$C than the 1980-2010 observations. The bias adjustment has the potential to have a large effect on this number, which in turn could have a large effect on the changes to CDDs."
]
},
{
"cell_type": "markdown",
"id": "a2dd9ab1",
"metadata": {},
"source": [
"## 6.2.3 Multi-Model Bias-Correction\n",
"Applying the bias correction is the next step in the multi-model workflow. Doing so is no more complicated than it was for the single model case because the `xclim` routines automatically apply the correction separately over each dimension in the input dataset. Using multiple models is no different from using data with multiple spatial dimensions, the `realization` is just another dimension to the data which has no effect on the calculations."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "ea0600a3",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# fix the time axis chunking so xclim won't complain\n",
"tas_ens_hist_raw = tas_ens_hist_raw.chunk({'time': -1})\n",
"tas_ens_ssp3_raw = tas_ens_ssp3_raw.chunk({'time': -1})"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3d64aec3",
"metadata": {},
"outputs": [],
"source": [
"# train and then apply the QDM bias correction\n",
"QDM_trained_mm = sdba.adjustment.QuantileDeltaMapping.train(tas_obs_noleap, \n",
" tas_ens_hist_raw, \n",
" nquantiles = 50, \n",
" kind = \"+\",\n",
" group = 'time.month' \n",
" )\n",
"\n",
"\n",
"tas_ens_hist_qdm = QDM_trained_mm.adjust(tas_ens_hist_raw, \n",
" interp = 'linear')\n",
"\n",
"tas_ens_ssp3_qdm = QDM_trained_mm.adjust(tas_ens_ssp3_raw, \n",
" interp = 'linear')"
]
},
{
"cell_type": "markdown",
"id": "488f4154",
"metadata": {},
"source": [
"## 6.2.4 Validating the Multi-Model BC'd Data\n",
"\n",
"Like before, we'll plot the historical cliamtologies using the downscaled data."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "4a000fa3",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# calculate daily climatologies for the multi-model ensemble\n",
"tas_clim_mm_hist_qdm = tas_ens_hist_qdm.groupby('time.dayofyear').mean('time').compute()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "348f9457",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the daily climatologies for all models, QDM\n",
"fig, ax = plt.subplots(figsize = (8,6))\n",
"\n",
"# daily climatologies as 1D curves\n",
"# obs\n",
"tas_dailyclim_obs.plot.line(ax = ax, label = \"Station Obs\", color = 'k', linewidth = 3)\n",
"\n",
"# models\n",
"tas_clim_mm_hist_qdm.plot.line(ax = ax, hue = 'realization')\n",
"\n",
"# 1 sigma shading\n",
"# obs\n",
"ax.fill_between(tas_dailyclim_obs.dayofyear,\n",
" tas_dailyclim_obs - tas_dailyclim_std_obs, \n",
" tas_dailyclim_obs + tas_dailyclim_std_obs,\n",
" alpha = 0.2, color = 'k')\n",
"\n",
"ax.set_title(\"Edmonton Daily Mean Temperature Daily Climatology - QDM\")\n",
"ax.set_ylabel('tas')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4b84d935",
"metadata": {},
"source": [
"As expected, the bias-adjusted historical data matches the observed seasonal cycle very well, with much less spread than the raw model simulations. Next, we'll plot the historical CDDs."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "18663915",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:42: UserWarning: Variable does not have a `cell_methods` attribute.\n",
" _check_cell_methods(\n",
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:46: UserWarning: Variable does not have a `standard_name` attribute.\n",
" check_valid(vardata, \"standard_name\", data[\"standard_name\"])\n"
]
}
],
"source": [
"# assign unit to temperature data\n",
"tas_ens_hist_qdm.attrs['units'] = 'degC'\n",
"\n",
"# calculate CDDs\n",
"cdds_mm_hist_qdm = xci.atmos.cooling_degree_days(tas_ens_hist_qdm).compute()\n",
"\n",
"# long-term means\n",
"cdds_mm_hist_qdm_ltm = cdds_mm_hist_qdm.mean('time')\n",
"cdds_mm_hist_qdm_stdev = cdds_mm_hist_qdm.std('time')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "32f6fbec",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot timeseries of CDDs for bias-corrected multi-model historical ensemble and obs\n",
"fig, axes = plt.subplots(ncols = 2, figsize = (12, 4))\n",
"cdd_obs.plot.line(ax = axes[0], color = 'k', linewidth = 3)\n",
"lines = cdds_mm_hist_qdm.plot.line(ax = axes[0], hue = 'realization')\n",
"# set legend location\n",
"sns.move_legend(axes[0], loc='center left', bbox_to_anchor=(-0.55, 0.5))\n",
"axes[0].set_title(\"Edmonton Annual Cooling Degree Days - QDM\")\n",
"\n",
"# plot long-term means\n",
"bars = axes[1].bar(['Obs'] + models, np.append(cdd_obs_ltm.values, cdds_mm_hist_qdm_ltm.values),\n",
" yerr = np.append(cdd_obs_stdev.values, cdds_mm_hist_qdm_stdev.values), \n",
" capsize = 5, error_kw = {'ecolor': 'darkgrey', 'elinewidth': 2})\n",
"axes[1].set_title(\"QDM Long Term Mean\")\n",
"\n",
"\n",
"# rotate the model labels so they're legible\n",
"axes[1].set_xticks(axes[1].get_xticks(), axes[1].get_xticklabels(), rotation = 45, ha = 'right')\n",
"\n",
"# match bar colors to line colors\n",
"bars[0].set_color('k')\n",
"for i, b in enumerate(bars[1:]):\n",
" b.set_color(lines[i].get_color())\n",
" \n",
"for ax in axes:\n",
" ax.set(ylabel = \"CDD\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "04169761",
"metadata": {},
"source": [
"Also as expected, the long-term means of the bias-corrected historical CDDs are also basically indistinguishable from the observations, though the ranges of variability differ slightly. \n",
"\n",
"## 6.2.5 Downscaled Climate Indicator\n",
"What impact has the bias correction had on the future projections? Let's take a look."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b2c3ed9c",
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:42: UserWarning: Variable does not have a `cell_methods` attribute.\n",
" _check_cell_methods(\n",
"/Users/mikemorris/opt/anaconda3/envs/UTCDW-env2/lib/python3.12/site-packages/xclim/core/cfchecks.py:46: UserWarning: Variable does not have a `standard_name` attribute.\n",
" check_valid(vardata, \"standard_name\", data[\"standard_name\"])\n"
]
}
],
"source": [
"# calculate CDDs for future period\n",
"tas_ens_ssp3_qdm.attrs['units'] = 'degC'\n",
"\n",
"cdds_mm_ssp3_qdm = xci.atmos.cooling_degree_days(tas_ens_ssp3_qdm).compute()\n",
"\n",
"# long-term means\n",
"cdds_mm_ssp3_qdm_ltm = cdds_mm_ssp3_qdm.mean('time')\n",
"\n",
"# climate change deltas\n",
"cdds_mm_ssp3_qdm_delta = cdds_mm_ssp3_qdm_ltm - cdds_mm_hist_qdm_ltm"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "1b64be33",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot deltas to CDDs - QDM\n",
"fig, ax = plt.subplots( figsize = (6, 4))\n",
"# plot long-term means\n",
"bars = ax.bar(models, cdds_mm_ssp3_qdm_delta.values)\n",
"ax.set_title(\"Edmonton Cooling Degree Days - Change in Long Term Mean\\nQDM SSP3-7.0 minus Historical\")\n",
"\n",
"# rotate the model labels so they're legible\n",
"ax.set_xticks(ax.get_xticks(), ax.get_xticklabels(), rotation = 45, ha = 'right')\n",
"\n",
"# match bar colors to line colors\n",
"for i, b in enumerate(bars):\n",
" b.set_color(lines[i].get_color())\n",
" \n",
"ax.set_ylabel('CDD')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "cb727ff0",
"metadata": {},
"source": [
"After bias correction, there is still a fairly sizeable range of projections across the different models, but the ordering has changed. Notably, the MPI model no longer projects the lowest increase, likely because the bias correction led to more days meeting the 18$^{\\circ}$C threshold. **Importantly, this demonstrates that bias correction can have a substantial impact on the climate change signal of your indicator.** This holds especially for indicators based on a fixed threshold, calculated with a nonlinear formula, or using a complex model. For indicators like CDDs that use a fixed threshold, the values calculated using the raw model output are essentially meaningless. The 18$^{\\circ}$C threshold was developed based on the observed climate, so if the raw model climate is substantially different, it doesn't make sense to apply that same threshold.\n",
"\n",
"CanESM5 now projects the largest increase instead of CESM2, though it had the third largest increase amongst the raw model data so the overall grouping hasn't changed by much. Using this multi-model ensemble of projections, we can create a likely range of projected changes for our future period (2070-2100) under the SSP3-7.0 scenario. We'll use the 10$^{\\text{th}}$-90$^{\\text{th}}$ percentile range of the inter-model spread as our range of projections."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "3f9b8ae6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Likely Range of Mean CDD Change from 1980-2010 to 2070-2100 under SSP3-7.0: 208.7 to 564.6 CDD/year\n"
]
}
],
"source": [
"cdd_change_10p = cdds_mm_ssp3_qdm_delta.quantile(0.1, dim = 'realization')\n",
"cdd_change_90p = cdds_mm_ssp3_qdm_delta.quantile(0.9, dim = 'realization')\n",
"\n",
"# round the values to the nearest tenth for printing\n",
"low_range = np.around(cdd_change_10p.values, 1)\n",
"high_range = np.around(cdd_change_90p.values, 1)\n",
"\n",
"result_str = \"Likely Range of Mean CDD Change from 1980-2010 to 2070-2100 under SSP3-7.0: \"\n",
"result_str += f\"{low_range} to {high_range} CDD/year\"\n",
"\n",
"print(result_str)"
]
},
{
"cell_type": "markdown",
"id": "35fac9bd",
"metadata": {},
"source": [
"Or, in terms of percent changes, which may be easier to interpret:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "3a695d92",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Likely Range of Mean CDD Change from 1980-2010 to 2070-2100 under SSP3-7.0: 243% to 658%\n"
]
}
],
"source": [
"# multi-model mean historical CDDs\n",
"cdds_hist_qdm_ltm_mm_mean = cdds_mm_hist_qdm_ltm.mean('realization')\n",
"\n",
"low_range_pct = int(np.around(100 * cdd_change_10p.values/cdds_hist_qdm_ltm_mm_mean.values, 0))\n",
"high_range_pct = int(np.around(100 * cdd_change_90p.values/cdds_hist_qdm_ltm_mm_mean.values, 0))\n",
"\n",
"result_str = \"Likely Range of Mean CDD Change from 1980-2010 to 2070-2100 under SSP3-7.0: \"\n",
"result_str += f\"{low_range_pct}% to \"\n",
"result_str += f\"{high_range_pct}%\"\n",
"\n",
"print(result_str)"
]
},
{
"cell_type": "markdown",
"id": "93b5b023",
"metadata": {},
"source": [
"This likely range of increases under this scenario is quite large, indicating that model structural uncertainty is very important to consider when studying changes to CDDs under climate change. Of course, there is also uncertainty relating to the future emissions scenario and internal climate variability. In the next section, we'll quantify the effect of scenario uncertainty on future projections by considering multiple SSP scenarios."
]
}
],
"metadata": {
"celltoolbar": "Tags",
"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": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}