{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "009c704f" }, "source": [ "### *Import*" ], "id": "009c704f" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "hEN_s3pofbMt", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "670dcd2a-ce3d-43a9-b84b-5d7c952d6367" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting sktime\n", " Downloading sktime-0.38.4-py3-none-any.whl.metadata (35 kB)\n", "Requirement already satisfied: joblib<1.6,>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from sktime) (1.5.1)\n", "Requirement already satisfied: numpy<2.4,>=1.21 in /usr/local/lib/python3.11/dist-packages (from sktime) (2.0.2)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from sktime) (25.0)\n", "Requirement already satisfied: pandas<2.4.0,>=1.1 in /usr/local/lib/python3.11/dist-packages (from sktime) (2.2.2)\n", "Collecting scikit-base<0.13.0,>=0.6.1 (from sktime)\n", " Downloading scikit_base-0.12.5-py3-none-any.whl.metadata (8.8 kB)\n", "Requirement already satisfied: scikit-learn<1.8.0,>=0.24 in /usr/local/lib/python3.11/dist-packages (from sktime) (1.6.1)\n", "Requirement already satisfied: scipy<2.0.0,>=1.2 in /usr/local/lib/python3.11/dist-packages (from sktime) (1.16.1)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas<2.4.0,>=1.1->sktime) (2.9.0.post0)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas<2.4.0,>=1.1->sktime) (2025.2)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas<2.4.0,>=1.1->sktime) (2025.2)\n", "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn<1.8.0,>=0.24->sktime) (3.6.0)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas<2.4.0,>=1.1->sktime) (1.17.0)\n", "Downloading sktime-0.38.4-py3-none-any.whl (35.5 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m35.5/35.5 MB\u001b[0m \u001b[31m29.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hDownloading scikit_base-0.12.5-py3-none-any.whl (145 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m145.7/145.7 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: scikit-base, sktime\n", "Successfully installed scikit-base-0.12.5 sktime-0.38.4\n", "Collecting eli5\n", " Downloading eli5-0.16.0-py2.py3-none-any.whl.metadata (18 kB)\n", "Requirement already satisfied: attrs>17.1.0 in /usr/local/lib/python3.11/dist-packages (from eli5) (25.3.0)\n", "Requirement already satisfied: jinja2>=3.0.0 in /usr/local/lib/python3.11/dist-packages (from eli5) (3.1.6)\n", "Requirement already 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kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m108.4/108.4 kB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: eli5\n", "Successfully installed eli5-0.16.0\n" ] } ], "source": [ "!pip install sktime\n", "!pip install eli5" ], "id": "hEN_s3pofbMt" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "1fd73f80" }, "outputs": [], "source": [ "# general data processing\n", "import pandas as pd\n", "import numpy as np\n", "import calendar\n", "import pyarrow.parquet as pq\n", "import io\n", "import os\n", "import time\n", "from tqdm import tqdm\n", "from tqdm.notebook import tqdm_notebook\n", "\n", "# visual\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import colorcet as cc\n", "import graphviz\n", "import imageio\n", "import imageio.v2 as imageio\n", "from IPython.display import display, Image\n", "\n", "# models & valuation\n", "from scipy.stats import pearsonr\n", "from statsmodels.tsa.seasonal import seasonal_decompose\n", "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", "from sklearn.metrics import make_scorer, mean_squared_error, r2_score, mean_absolute_error\n", "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", "from sktime.utils.plotting import plot_series, plot_correlations, plot_lags\n", "\n", "import sklearn\n", "import sklearn.tree\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.model_selection import TimeSeriesSplit, GridSearchCV\n", "\n", "import eli5\n", "from eli5.sklearn import PermutationImportance\n", "\n", "import shap\n", "\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ], "id": "1fd73f80" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Z0K4ndSPSTCn", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "706d5420-9c1b-44a0-9da9-00fe51377c19" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/MyDrive\n" ] } ], "source": [ "# mount Google Drive\n", "from google.colab import drive\n", "drive.mount('/content/MyDrive')\n" ], "id": "Z0K4ndSPSTCn" }, { "cell_type": "markdown", "source": [ " **The following procedural steps are identical across all regions. However, model hyperparameters and resulting outputs vary by region due to differences in data characteristics and model's hyperparamters tunning.**" ], "metadata": { "id": "Ag6w92xyMsVI" }, "id": "Ag6w92xyMsVI" }, { "cell_type": "markdown", "metadata": { "id": "6f18c815" }, "source": [ "# **I. Import Data**" ], "id": "6f18c815" }, { "cell_type": "markdown", "source": [ "Data Source: Data gathering and preprocessing steps are documented in the separate `Environmental_Forcing_Data_Acquisition_and_Preprocessing.ipynb` notebook, where a unified dataset encompassing all regions was constructed (.parquet file). \n", "In this notebook, the dataset is uploaded, and a region-specific subset is selected for subsequent driver analysis." ], "metadata": { "id": "0y3nUMK2RNGN" }, "id": "0y3nUMK2RNGN" }, { "cell_type": "code", "source": [ "# read final nobm df from parquet\n", "df_nobm_par_final = pq.read_table(source='MyDrive/MyDrive/parquet/nobm_light_final2.parquet').to_pandas()\n", "print(df_nobm_par_final.shape)\n", "print(df_nobm_par_final.groupby('region')['ocean'].value_counts())\n", "display(df_nobm_par_final.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 558 }, "id": "vFiJfFHe88Yz", "outputId": "881a5283-c7f7-4441-c061-439969fe7fce" }, "id": "vFiJfFHe88Yz", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(4404672, 57)\n", "region ocean \n", "NB-SAF Pacific 206784\n", " Atlantic 156096\n", " Indian 117216\n", "PF-SACCF Indian 243648\n", " Pacific 220896\n", " Atlantic 114336\n", "SACCF-SB Indian 103104\n", " Pacific 102528\n", " Atlantic 50400\n", "SAF-PF Pacific 186624\n", " Indian 162720\n", " Atlantic 116640\n", "Name: count, dtype: int64\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " time lon lat tot_mean tot_median tot_std chl_mean \\\n", "0 1998-01-31 0.0 -70.666664 0.366950 0.361758 0.016995 2.504737e-22 \n", "1 1998-01-31 0.0 -70.000000 0.361027 0.395709 0.114228 1.959865e-21 \n", "2 1998-01-31 0.0 -69.333336 0.236135 0.246649 0.031171 5.354299e-21 \n", "3 1998-01-31 0.0 -68.666664 0.353528 0.351912 0.052255 5.727515e-21 \n", "4 1998-01-31 0.0 -68.000000 0.368872 0.365078 0.047692 1.077565e-20 \n", "\n", " chl_median chl_std dia_mean ... region ocean AAO SOI \\\n", "0 2.151291e-22 1.394673e-22 0.000001 ... 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timelonlattot_meantot_mediantot_stdchl_meanchl_medianchl_stddia_mean...regionoceanAAOSOINAOAOseaiceGAMCO2MEIpar
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timelonlattot_meantot_mediantot_stdchl_meanchl_medianchl_stddia_mean...monthyearAAOSOINAOAOseaiceGAMCO2MEIpar
count9477094770.00000094770.00000094770.00000094770.00000094770.0000009.477000e+049.477000e+049.477000e+0494770.000000...94770.00000094770.00000094770.00000094770.00000094770.00000094770.00000094770.00000094770.00000094770.00000094770.000000
mean2012-04-15 05:13:50.769230848261.145062-49.1670780.2718910.2639360.0585511.837763e-041.701711e-046.678666e-050.227487...6.5769232011.7435900.2004130.400855-0.0250180.0129680.174095393.343120-0.231795640.664909
min2002-07-31 00:00:001.250000-60.0000000.0171860.0163660.0010473.367634e-212.058324e-211.786350e-210.009151...1.0000002002.000000-2.630000-2.400000-3.179000-4.2700000.029677370.350000-2.4300003.893694
25%2007-05-31 00:00:00297.500000-50.0000000.1714810.1674960.0243323.496054e-122.849802e-121.351297e-120.146032...4.0000002007.000000-0.434000-0.300000-0.922500-0.5070000.085100382.670000-0.860000239.628479
50%2012-04-15 00:00:00311.250000-48.0000000.2268740.2215600.0408531.274994e-091.092591e-094.686921e-100.196620...7.0000002012.0000000.2260000.4000000.050781-0.0253000.192997392.120000-0.225000577.859283
75%2017-02-28 00:00:00335.000000-46.6666680.3248110.3157000.0712001.224902e-071.073134e-074.435044e-080.280144...10.0000002017.0000000.8410001.1000000.7300000.6310000.256625404.3600000.3400001008.380188
max2021-12-31 00:00:00358.750000-40.0000001.6935931.6438530.6393061.670943e-011.548093e-015.949347e-021.257714...12.0000002021.0000002.5700004.0000002.5445003.4200000.310796416.6100002.2100001952.910156
stdNaN125.9598113.7578190.1564110.1492610.0564852.270681e-032.086439e-039.072707e-040.125977...3.4512145.6328910.9390511.0026941.0970881.0615390.08949912.5547630.866641419.453103
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe" } }, "metadata": {}, "execution_count": 12 } ], "source": [ "df_region.describe()" ], "id": "fvH9KuqTPOAH" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TisonqZ4qwb5", "outputId": "bfd5666b-6f56-4ef6-a9b0-89aabd3e1fb7" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.int64(0)" ] }, "metadata": {}, "execution_count": 13 } ], "source": [ "# ensure we don't have missing values\n", "nan_count = df_region.isna().sum().sum()\n", "nan_count" ], "id": "TisonqZ4qwb5" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QxnAaLPtyBin", "outputId": "fc406eae-ac50-4aae-8e5d-bfd72866cc24" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "time | min= 2002-07-31 00:00:00 | max= 2021-12-31 00:00:00\n", "lon | min= 1.25 | max= 358.75\n", "lat | min= -60.0 | max= -40.0\n", "tot_mean | min= 0.017185591161251068 | max= 1.6935930252075195\n", "tot_median | min= 0.01636616140604019 | max= 1.643852949142456\n", "tot_std | min= 0.001047294659208583 | max= 0.6393062749263497\n", "chl_mean | min= 3.367633623359155e-21 | max= 0.16709427535533905\n", "chl_median | min= 2.0583238437549195e-21 | max= 0.15480926632881165\n", "chl_std | min= 1.7863499225477166e-21 | max= 0.05949346666828002\n", "dia_mean | min= 0.009150675497949123 | max= 1.257714033126831\n", "dia_median | min= 0.007048560306429863 | max= 1.2433574199676514\n", "dia_std | min= 0.0003370915153687407 | max= 0.523633873979292\n", "coc_mean | min= 2.4218732505687512e-05 | max= 0.9100562334060669\n", "coc_median | min= 2.0755767764057964e-05 | max= 0.882515013217926\n", "coc_std | min= 2.0674108608066243e-06 | max= 0.4327717499400118\n", "cya_mean | min= 1.2887993413000854e-17 | max= 0.34186622500419617\n", "cya_median | min= 7.90411607144433e-18 | max= 0.3583008050918579\n", "cya_std | min= 7.56885148208621e-18 | max= 0.13551225643132186\n", "irn_mean | min= 0.10423336923122406 | max= 0.627660870552063\n", "irn_median | min= 0.10462667047977448 | max= 0.6324188709259033\n", "irn_std | min= 9.920128566727625e-05 | max= 0.11114694307717561\n", "rno_mean | min= 0.17158199846744537 | max= 16.385114669799805\n", "rno_median | min= 0.16084475815296173 | max= 16.57534408569336\n", "rno_std | min= 0.006766323818050204 | max= 2.4473401006644417\n", "h_mean | min= 5.227080345153809 | max= 200.0\n", "h_median | min= 5.0 | max= 200.0\n", "h_std | min= 0.0 | max= 77.58190522498292\n", "s_mean | min= 33.83168411254883 | max= 35.162086486816406\n", "s_median | min= 33.82628631591797 | max= 35.16144561767578\n", "s_std | min= 2.505277061854562e-05 | max= 0.16747246880419914\n", "t_mean | min= 0.6513656377792358 | max= 19.712291717529297\n", "t_median | min= 0.6192394495010376 | max= 19.79495620727539\n", "t_std | min= 0.0010219305100798617 | max= 1.1060728677824188\n", "fco_mean | min= -3.4003045558929443 | max= -0.011373932473361492\n", "fco_median | min= -3.4266350269317627 | max= -0.005964831914752722\n", "fco_std | min= 0.0009364621140957014 | max= 0.5440492572575488\n", "pco_mean | min= 176.0740509033203 | max= 364.1861267089844\n", "pco_median | min= 174.1978759765625 | max= 364.2496337890625\n", "pco_std | min= 0.024682784404420052 | max= 29.917300315074325\n", "dic_mean | min= 1950.7344970703125 | max= 2210.65966796875\n", "dic_median | min= 1944.744873046875 | max= 2210.828857421875\n", "dic_std | min= 0.013270970226190892 | max= 31.899038220394154\n", "ice_mean | min= 0.0 | max= 3.189236640930176\n", "ice_median | min= 0.0 | max= 3.189236640930176\n", "ice_std | min= 0.0 | max= 0.0036965470823097893\n", "month | min= 1 | max= 12\n", "year | min= 2002 | max= 2021\n", "region | min= SAF-PF | max= SAF-PF\n", "ocean | min= Atlantic | max= Atlantic\n", "AAO | min= -2.63 | max= 2.57\n", "SOI | min= -2.4 | max= 4.0\n", "NAO | min= -3.179 | max= 2.5445\n", "AO | min= -4.27 | max= 3.42\n", "seaice | min= 0.029677443 | max= 0.310795695\n", "GAMCO2 | min= 370.35 | max= 416.61\n", "MEI | min= -2.43 | max= 2.21\n", "par | min= 3.8936941623687744 | max= 1952.91015625\n" ] } ], "source": [ "for col in df_region.columns:\n", " print(col, \"| min=\", df_region[col].min(), \"| max=\", df_region[col].max())" ], "id": "QxnAaLPtyBin" }, { "cell_type": "markdown", "metadata": { "id": "6ac4d448" }, "source": [ "# **II. Data Manipulation**" ], "id": "6ac4d448" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a58b5fa8", "outputId": "8f169738-7190-4f5d-f799-6cfba9f43e2c" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Data frame dimentions: (94770, 57)\n", "Missing values: 0\n" ] } ], "source": [ "print('Data frame dimentions:', df_region.shape)\n", "print('Missing values: ',df_region.isnull().values.sum())" ], "id": "a58b5fa8" }, { "cell_type": "markdown", "metadata": { "id": "5xDLEgZ4Yrim" }, "source": [ "## **1. Spatial Aggregation**" ], "id": "5xDLEgZ4Yrim" }, { "cell_type": "markdown", "source": [ "Based on additional analysis, we observed minimal differences between results derived from mean and median statistics. Consequently, we adopted the mean (i.e., mean of means) as the representative metric in our final approach." ], "metadata": { "id": "i0X4o0cUS8EJ" }, "id": "i0X4o0cUS8EJ" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 311 }, "id": "ogiQh054YqYI", "outputId": "349d7422-f167-4fb1-d964-8032c0ca7a08" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " time lon lat tot_mean chl_mean dia_mean coc_mean \\\n", "0 2002-07-31 1.25 -49.333332 0.147976 6.236517e-08 0.144363 0.002593 \n", "1 2002-07-31 1.25 -48.666668 0.165804 6.224105e-08 0.162671 0.002867 \n", "2 2002-07-31 1.25 -48.000000 0.173222 6.296681e-08 0.170122 0.002921 \n", "3 2002-07-31 1.25 -47.333332 0.172217 7.825481e-08 0.168656 0.003465 \n", "4 2002-07-31 1.25 -46.666668 0.168027 1.107517e-07 0.163444 0.004499 \n", "\n", " cya_mean irn_mean rno_mean ... region ocean AAO SOI NAO \\\n", "0 2.003229e-10 0.227049 10.327242 ... SAF-PF Atlantic -0.591 1.8 0.62 \n", "1 2.372924e-10 0.212036 9.822068 ... SAF-PF Atlantic -0.591 1.8 0.62 \n", "2 3.309349e-10 0.203030 9.548862 ... SAF-PF Atlantic -0.591 1.8 0.62 \n", "3 5.256289e-10 0.201573 9.432857 ... SAF-PF Atlantic -0.591 1.8 0.62 \n", "4 9.101808e-10 0.208425 9.525606 ... SAF-PF Atlantic -0.591 1.8 0.62 \n", "\n", " AO seaice GAMCO2 MEI par \n", "0 0.328 0.224864 371.41 0.42 163.363617 \n", "1 0.328 0.224864 371.41 0.42 163.363617 \n", "2 0.328 0.224864 371.41 0.42 179.469421 \n", "3 0.328 0.224864 371.41 0.42 195.682404 \n", "4 0.328 0.224864 371.41 0.42 195.682404 \n", "\n", "[5 rows x 29 columns]" ], "text/html": [ "\n", "
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12002-07-311.25-48.6666680.1658046.224105e-080.1626710.0028672.372924e-100.2120369.822068...SAF-PFAtlantic-0.5911.80.620.3280.224864371.410.42163.363617
22002-07-311.25-48.0000000.1732226.296681e-080.1701220.0029213.309349e-100.2030309.548862...SAF-PFAtlantic-0.5911.80.620.3280.224864371.410.42179.469421
32002-07-311.25-47.3333320.1722177.825481e-080.1686560.0034655.256289e-100.2015739.432857...SAF-PFAtlantic-0.5911.80.620.3280.224864371.410.42195.682404
42002-07-311.25-46.6666680.1680271.107517e-070.1634440.0044999.101808e-100.2084259.525606...SAF-PFAtlantic-0.5911.80.620.3280.224864371.410.42195.682404
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_region_mean" } }, "metadata": {}, "execution_count": 16 } ], "source": [ "# filter on the measures that were aggregated by mean (\"Mean of Mean\")\n", "filtered_columns = [col for col in df_region.columns if not (col.endswith('_median') or col.endswith('_std'))]\n", "df_region_mean = df_region[filtered_columns]\n", "df_region_mean.head()" ], "id": "ogiQh054YqYI" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 331 }, "id": "15d5541d", "outputId": "f1ae2ace-1116-4353-ef33-e536eb567d57" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " time tot_mean chl_mean dia_mean coc_mean cya_mean irn_mean \\\n", "0 2002-07-31 0.180770 0.000212 0.167119 0.006048 0.000029 0.227417 \n", "1 2002-08-31 0.163070 0.000142 0.152521 0.004780 0.000004 0.223765 \n", "2 2002-09-30 0.175451 0.000196 0.162260 0.003965 0.000003 0.204719 \n", "3 2002-10-31 0.218303 0.000244 0.192594 0.003544 0.000008 0.183485 \n", "4 2002-11-30 0.244104 0.000290 0.218736 0.003133 0.000048 0.168257 \n", "\n", " rno_mean h_mean s_mean ... month year AAO SOI NAO \\\n", "0 10.613107 168.637619 34.071747 ... 7 2002 -0.5910 1.8 0.62 \n", "1 10.587635 161.080505 34.077789 ... 8 2002 -0.0994 1.1 0.38 \n", "2 10.186872 140.107269 34.083973 ... 9 2002 -0.8650 1.1 -0.70 \n", "3 9.813664 143.837341 34.085037 ... 10 2002 -2.5600 -0.1 -2.28 \n", "4 9.351830 147.665894 34.086693 ... 11 2002 -0.9240 1.1 -0.18 \n", "\n", " AO seaice GAMCO2 MEI par \n", "0 0.3280 0.224864 371.41 0.42 158.428163 \n", "1 -0.2290 0.247314 370.35 0.97 266.299101 \n", "2 -0.0427 0.254284 370.67 0.84 532.903957 \n", "3 -1.4900 0.249028 371.95 0.79 783.894187 \n", "4 -1.4300 0.210650 373.28 0.76 1063.953834 \n", "\n", "[5 rows x 25 columns]" ], "text/html": [ "\n", "
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timetot_meanchl_meandia_meancoc_meancya_meanirn_meanrno_meanh_means_mean...monthyearAAOSOINAOAOseaiceGAMCO2MEIpar
02002-07-310.1807700.0002120.1671190.0060480.0000290.22741710.613107168.63761934.071747...72002-0.59101.80.620.32800.224864371.410.42158.428163
12002-08-310.1630700.0001420.1525210.0047800.0000040.22376510.587635161.08050534.077789...82002-0.09941.10.38-0.22900.247314370.350.97266.299101
22002-09-300.1754510.0001960.1622600.0039650.0000030.20471910.186872140.10726934.083973...92002-0.86501.1-0.70-0.04270.254284370.670.84532.903957
32002-10-310.2183030.0002440.1925940.0035440.0000080.1834859.813664143.83734134.085037...102002-2.5600-0.1-2.28-1.49000.249028371.950.79783.894187
42002-11-300.2441040.0002900.2187360.0031330.0000480.1682579.351830147.66589434.086693...112002-0.92401.1-0.18-1.43000.210650373.280.761063.953834
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_region_mean_aggr" } }, "metadata": {}, "execution_count": 17 } ], "source": [ "# drop coords and aggregate by mean (mean of means)\n", "df_region_mean_aggr = df_region_mean.drop(columns=['lon', 'lat', 'region', 'ocean'])\n", "df_region_mean_aggr = df_region_mean_aggr.groupby(['time']).mean()\n", "\n", "df_region_mean_aggr['year'] = pd.DatetimeIndex(df_region_mean_aggr.index).year\n", "df_region_mean_aggr['month'] = pd.DatetimeIndex(df_region_mean_aggr.index).month\n", "df_region_mean_aggr.reset_index(inplace=True)\n", "df_region_mean_aggr.head()" ], "id": "15d5541d" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KH77ct0fQV8e", "outputId": "4e9cd2af-6795-4a49-8839-27a2bad5926f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([ 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6], dtype=int32)" ] }, "metadata": {}, "execution_count": 18 } ], "source": [ "# ensure we have all months\n", "df_region_mean_aggr.month.unique()" ], "id": "KH77ct0fQV8e" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 440 }, "id": "XQEPVqr6o1cC", "outputId": "5172d0a5-257a-4a3b-d133-8870acc280f3" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " time tot_mean chl_mean dia_mean \\\n", "count 234 234.000000 2.340000e+02 234.000000 \n", "mean 2012-04-15 05:13:50.769230848 0.271891 1.837763e-04 0.227487 \n", "min 2002-07-31 00:00:00 0.157871 5.200674e-07 0.139941 \n", "25% 2007-06-07 12:00:00 0.210904 1.876149e-05 0.178989 \n", "50% 2012-04-15 00:00:00 0.244406 7.646739e-05 0.208746 \n", "75% 2017-02-21 00:00:00 0.319182 2.015378e-04 0.267529 \n", "max 2021-12-31 00:00:00 0.539030 3.567586e-03 0.426032 \n", "std NaN 0.086242 3.567439e-04 0.065159 \n", "\n", " coc_mean cya_mean irn_mean rno_mean h_mean \\\n", "count 234.000000 2.340000e+02 234.000000 234.000000 234.000000 \n", "mean 0.019017 3.811014e-04 0.235224 8.497423 140.358719 \n", "min 0.003133 2.582694e-07 0.154430 5.522251 77.420067 \n", "25% 0.009206 1.603882e-05 0.209728 7.688007 122.907679 \n", "50% 0.013362 1.212105e-04 0.233136 8.562200 141.654869 \n", "75% 0.023456 7.069811e-04 0.260623 9.284026 160.136620 \n", "max 0.080586 2.686389e-03 0.330163 10.613107 185.539276 \n", "std 0.015091 4.845590e-04 0.035917 1.094727 24.008993 \n", "\n", " s_mean ... month year AAO SOI \\\n", "count 234.000000 ... 234.000000 234.000000 234.000000 234.000000 \n", "mean 34.091084 ... 6.576923 2011.743590 0.200413 0.400855 \n", "min 34.067532 ... 1.000000 2002.000000 -2.630000 -2.400000 \n", "25% 34.083035 ... 4.000000 2007.000000 -0.431500 -0.300000 \n", "50% 34.091391 ... 7.000000 2012.000000 0.226000 0.400000 \n", "75% 34.098502 ... 10.000000 2017.000000 0.837500 1.100000 \n", "max 34.119228 ... 12.000000 2021.000000 2.570000 4.000000 \n", "std 0.010462 ... 3.458593 5.644936 0.941059 1.004838 \n", "\n", " NAO AO seaice GAMCO2 MEI par \n", "count 234.000000 234.000000 234.000000 234.00000 234.000000 234.000000 \n", "mean -0.025018 0.012968 0.174095 393.34312 -0.231795 640.664909 \n", "min -3.179000 -4.270000 0.029677 370.35000 -2.430000 123.794843 \n", "25% -0.918582 -0.503250 0.085105 382.69500 -0.860000 267.867835 \n", "50% 0.050781 -0.025300 0.192997 392.12000 -0.225000 581.310321 \n", "75% 0.729967 0.629500 0.256442 404.31000 0.337500 1053.883855 \n", "max 2.544500 3.420000 0.310796 416.61000 2.210000 1332.127409 \n", "std 1.099434 1.063809 0.089691 12.58161 0.868494 402.001308 \n", "\n", "[8 rows x 25 columns]" ], "text/html": [ "\n", "
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timetot_meanchl_meandia_meancoc_meancya_meanirn_meanrno_meanh_means_mean...monthyearAAOSOINAOAOseaiceGAMCO2MEIpar
count234234.0000002.340000e+02234.000000234.0000002.340000e+02234.000000234.000000234.000000234.000000...234.000000234.000000234.000000234.000000234.000000234.000000234.000000234.00000234.000000234.000000
mean2012-04-15 05:13:50.7692308480.2718911.837763e-040.2274870.0190173.811014e-040.2352248.497423140.35871934.091084...6.5769232011.7435900.2004130.400855-0.0250180.0129680.174095393.34312-0.231795640.664909
min2002-07-31 00:00:000.1578715.200674e-070.1399410.0031332.582694e-070.1544305.52225177.42006734.067532...1.0000002002.000000-2.630000-2.400000-3.179000-4.2700000.029677370.35000-2.430000123.794843
25%2007-06-07 12:00:000.2109041.876149e-050.1789890.0092061.603882e-050.2097287.688007122.90767934.083035...4.0000002007.000000-0.431500-0.300000-0.918582-0.5032500.085105382.69500-0.860000267.867835
50%2012-04-15 00:00:000.2444067.646739e-050.2087460.0133621.212105e-040.2331368.562200141.65486934.091391...7.0000002012.0000000.2260000.4000000.050781-0.0253000.192997392.12000-0.225000581.310321
75%2017-02-21 00:00:000.3191822.015378e-040.2675290.0234567.069811e-040.2606239.284026160.13662034.098502...10.0000002017.0000000.8375001.1000000.7299670.6295000.256442404.310000.3375001053.883855
max2021-12-31 00:00:000.5390303.567586e-030.4260320.0805862.686389e-030.33016310.613107185.53927634.119228...12.0000002021.0000002.5700004.0000002.5445003.4200000.310796416.610002.2100001332.127409
stdNaN0.0862423.567439e-040.0651590.0150914.845590e-040.0359171.09472724.0089930.010462...3.4585935.6449360.9410591.0048381.0994341.0638090.08969112.581610.868494402.001308
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8 rows × 25 columns

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\n" }, "metadata": {} } ], "source": [ "# plot monthly avg of tot\n", "fig, ax = plt.subplots(figsize=(12, 4))\n", "df_region_mean_aggr.tot_mean.plot.line(\n", " marker='o',\n", " markersize=4,\n", " ax=ax,\n", " color='blue',\n", " alpha=0.6)\n", "fig.suptitle('Average Total Chlorophyll for SAF-PF Atlantic Region', fontsize=13)\n", "plt.show();" ], "id": "18c94d9f" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 514 }, "id": "VaiXv1E6royV", "outputId": "3c07a4ef-a1d3-4ee1-fef8-6574f3e96bba" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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lUlNTufDCC9u8zebNm7HZbEydOrXFdaH6AFu2bGlx3aRJk1psC00dqKmp6XDbT/Z4S5cubTE3dcGCBeEpEMfz1ltvhadG2Gw2hg4dyq233sr9998fTk1/9913KS8vZ9GiRVit1vBtr7/+ev72t7/x4osvcu6557Z6/KeeeqrFtj//+c/ccccd7Wrf8WzevBmg1RTpGTNmYLVaW/0/5ubmHjP1vjU5OTl8+eWXbNmyhU8//ZRNmzaxZs0aVqxYwYoVK3j11Vf5z3/+g8ViCd+mpKSEDz/8kGHDhnHGGWeEt19xxRXceeedvPLKK/zyl79sdeWIN954g6uuuqrN9tTU1PDHP/6xxfbQPPCQAwcO8PjjjwOqFkBaWhpXX301Dz30EOPGjevw/R7Ppk2b2Lp1K+ecc07EtJrrr7+eJ554ghdffJFbb731hI8fUlZWxq9//Wv+85//cOjQoRZ1KYqKilrcZsKECej1kbMpT+b929SmTZvQNI25c+diMplO6ljQctoCqFUmfv/730dsW7duHQDr16/nwIEDLW7jcrmoqKigoqKC5OTkcD2BWbNmtdi3+QoJx3Ks9153foYKIcTJksBeCCFakZSUxMUXX4zNZmP+/Pn87Gc/45NPPglff+655zJ48GBeeeUVnnjiCYxGIy+88AI6nY5Fixad0H2aTCauvfZa/vjHP/LVV1/x6aef8pOf/OSYnQR1dXVkZ2e3el1GRkZ4n+ZiY2NbbAvdT0fnXnfG8ZYuXcrnn38esS0nJ6fdgX17grhQgNG8XsE555xDVlYW7777LlVVVSQmJra4bXFxMenp6TQ2NrJ+/XoWLVrET37yE4YPH855553XrjYeS+h/lJaW1uI6nU5HWloahYWFLa5rbf/2mjBhQsTzu2rVKq699lo+++wznnnmGX7yk5+Er3vllVfw+Xxcd911EceIjY3lkksu4c0332T58uV897vf7XA7ampqwgF7U80D++adb12trdfL8OHDmT59OuvWrWPnzp2tFiFsr6qqKqZMmcLhw4eZOXMm8+bNIz4+HoPBwJYtW3j33XdbLdLZ2e/fpmprawE6bUm4tWvXMn36dDweD1u3buX222/nqaeeYvTo0RGflVVVVQD83//93zGP53A4SE5ODr9nUlNTW+zTkfdFXV0der2elJSUVo+j0+m65TNUCCFOlhTPE0KIYwiN0jevuq3T6bj11lspKSnh/fff58iRI3z88cecc845DBky5ITvb9GiRQQCAa688koCgcBxOwliY2MpKytr9bqSkpLwPr3dqlWr0NT0sPBPa5W6T1To/wMwZ86ciArhBoOBwsJC3G43f/vb3455nKioKM466yw+/PBDdDodCxcuxOl0nnT7Qv+jUOGzpjRNo7S0tNX/Y2cWjTvrrLP45S9/CcDKlSsjrgtVw3/ssccinjudTsebb74JtD4y2x45OTkt/vdaK4UCu1NjYyNvvPEGoApbNn/ModHlky0c+OKLL3L48GF++ctf8uWXX/LnP/+ZX/7ylyxevJjp06ef9OM4EfHx8QCtdiSdDLPZzJQpU/joo49ISEjgrrvuiriP0Ot7+/btrb4eQj+hApSh/Vv7/GvtfdSW2NhYAoEA5eXlLa4rKytD07Q+8RkqhBAS2AshxDGEqjAHAoEW1910002YTCZeeOEFXnrpJQKBALfccstJ3d+YMWOYNm0ahYWFTJ8+ndGjRx9z/4kTJ+J0OtmwYUOL60LLbLV31Ls1odTqvj4CtXTpUgKBALNmzQpXvW76c8MNNwDtD9RGjRrFj3/8Y4qKilpNI++oiRMnArS6NNr69etxuVwn9X9sr+jo6BbbvvjiC/bu3cvQoUNbfe4WLVpESkoKH3zwQZudTH3Nv//9b2pra5kwYUKbj9lqtfLaa6/h8XiAE3uvhFLOm65GEdJ8Sb0TZTAYOtSmyZMno9fr+eyzz05qWbu2pKSk8Nhjj+F0OiMyNUKdqGvXrm3XcXJzcwFYs2ZNi+u++uqrdrfnWO+9zvgMFUKI7iKBvRBCHMPTTz8NqLXpm0tLS2PBggUsX76cZ599luTk5PD6zCfjpZde4p133mlXkBkKSB9++OGIk/AjR47w9NNPYzQaueaaa064LQkJCeh0Oo4cOXLCx+hpmqbx8ssvo9PpeOWVV3jhhRda/CxdupQZM2awbds2Nm3a1K7jPvTQQ0RFRfH73/++1VTdjrj66qsxGo08/fTTEXOqPR4PDz74IECnZDDk5eXxl7/8hfr6+hbXOZ1O/vSnPwGR85ZDr8NHHnmk1efuhRde4Oabb8br9fLqq6+edBt7g9Bjfvrpp9t8zJdeeikVFRW89957wIm9V0Kjz19++WXE9r///e989NFHnfJYEhMTqaioaPcSbGlpaVx++eURNQ2aKisrw+fznVSbfvjDH5KZmcnLL79MXl4eoDpKY2JieOSRR9i5c2eL2zidznCmBMBVV12FXq/nqaeeoqKiIrzd4XDw5JNPtrstoc/Qxx9/POJ9XFtbG378oX2EEKI3kzn2QgiBWg+86Zzeqqoq1qxZwzfffENCQgK/+c1vWr3dj370I/71r39RWlrKfffd1+FCZq0ZM2YMY8aMade+1113HW+//Tbvvvsu48eP58ILL8ThcPCPf/yDqqoqnnrqqZOaGhAdHc2UKVNYvXo11113HcOHD0ev13PdddeFg5LebuXKleTl5TFnzpxjPhc33XQTa9eu5cUXX2Ty5MnHPW5aWhq33XYbTz/9NH/4wx8i1qTvqKFDh/Kb3/yG++67j/Hjx3PllVdit9t5//332bNnD5dccgnXXnvtCR8/pLa2ljvvvJOf/vSnzJo1i9NOO42oqCgKCwv58MMPqaysZNKkSdx5552Amn/8r3/9C7vdzhVXXNHmcW+88UZ+9atf8eKLL3L//fefdDt70v79+1m9ejU5OTnHXO/9pptu4o033uDFF1/ke9/73gm9V6677jp+85vfcOedd/LZZ58xaNAgtm7dyooVK7jssst4++23T/rxnH322WzatInvfOc7nHnmmZjNZmbPnt1qZ2XIM888w44dO3jyySf56KOPOPvss9E0jb179/Lxxx9TWloaTtk/EVarlYceeoi77rqLX/ziF7z88sukpKTwxhtvcMUVV5Cbm8v555/PqFGjcLvd5Ofn8/nnn3PGGWeE6yyMHDmShx56iP/93/9l3LhxXHnllRiNRt5++23GjRvHjh07WhQYbM3s2bO58847+fOf/8xpp53G5ZdfjqZpvPXWWxQUFHDXXXcd87kSQoheoztL8AshRG/T1nJ3FotFGzp0qHbbbbdphw4davP2gUBAGzhwoAZou3bt6vD902S5u+Npbbk7TdM0r9er/f73v9fGjRunWSwWLSYmRpszZ4727rvvttj3WEtuhZZqeuyxxyK279mzR7vgggu0+Ph4TafTaYD22WefaZp2dGmx0N/tva/O0tY69k394Ac/aFc7amtrtaioKC0uLk5zOp2aprW9jn1ISUmJZrPZtLi4OK2qquq47W1rubuQd999V5szZ44WExOjWSwWbdy4cdpTTz3VYvnE4y2t1haXy6W99dZb2q233qrl5uZqycnJmsFg0BISErRZs2ZpTz/9dMRSgM8//3y77ye0hF5oObz2/G/a41jr2LfmZO/34YcfbvV90Jzf79eys7M1vV6vHT58WNO0Y79X2no/bNmyRTv33HO1hISE8Hv3008/bXX/4/3faWWJt/r6eu2WW27RMjIyNIPBEPHYjnW82tpa7ec//7k2atQozWKxaHFxcdqECRO0Rx99tF3L4LW1jn2Iy+XSsrKyNIPBoO3Zsye8fffu3dqiRYu0QYMGaWazWUtISNDGjRun3XXXXRHr3oc888wz2ujRozWz2awNGDBAu//++7UjR45ogHbJJZe02qamy92FvPTSS9qUKVM0m82m2Ww2bcqUKdpLL73UYr+2Pic17cTfl0II0Rl0mtbDFWqEEKIPKy4uZuDAgcyYMYPVq1f3dHOEEKLf+/TTT5k/fz4PPPBAm9lWQghxqpE59kIIcRL++Mc/4vP5uO2223q6KUII0a+Ul5e3KAxYU1PDww8/DNApNU+EEKKvkDn2QgjRQbW1tTz77LMcOnSIF154gTFjxnDllVf2dLOEEKJfef311/n973/P2WefTWZmJsXFxSxfvpyysjJuvPFGZsyY0dNNFEKIbiOp+EII0UH5+fkMHjwYq9XK9OnTee655xg5cmRPN0sIIfqVDRs28OSTT7Jx40aqqqowGAyMHj2aG2+8kdtvv71dxfOEEOJUIYG9EEIIIYQQQgjRh0lXphBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YdJYC+EEEIIIYQQQvRhEtgLIYQQQgghhBB9mAT2QgghhBBCCCFEHyaBvRBCCCGEEEII0YcZe7oBfUEgEKCoqIiYmBh0Ol1PN0cIIYQQQgghxClO0zTq6+vJzMxErz/2mLwE9u1QVFREdnZ2TzdDCCGEEEIIIUQ/c+TIEQYMGHDMfSSwb4eYmBhAPaGxsbE93BohhBBCCCGEEKe6uro6srOzw/HosUhg3w6h9PvY2FgJ7IUQQgghhBBCdJv2TAeX4nlCCCGEEEIIIUQfJoG9EEIIIYQQQgjRh0lgL4QQQgghhBBC9GEyx14IIYQQQggh+glN0/D5fPj9/p5uigBMJhMGg+GkjyOBvRBCCCGEEEL0Ax6Ph+LiYpxOZ083RQTpdDoGDBhAdHT0SR1HAnshhBBCCCGEOMUFAgHy8vIwGAxkZmZiNpvbVW1ddB1N0ygvL6egoIDhw4ef1Mi9BPZCCCGEEEIIcYrzeDwEAgGys7Ox2Ww93RwRlJKSQn5+Pl6v96QCeymeJ4QQQgghhBD9hF4vIWBv0llZE/JfFUIIIYQQQggh+jAJ7IUQQgghhBBCiD5MAnshhBBCCCGEEL3G4sWLmTBhQk83o0+RwF4IIYToKfVe2FgJ/ylSl/Xenm6REEII0a10Oh3Lli3r6Wb0eVIVXwghhOgJ9V4V0LsDYNZDhRvyGuA7mRBj6unWCSGEEKIPkRF7IYQQoifsrlNBvdUAvgBY9eDyw566nm6ZEEKIfuiss87izjvv5J577iEhIYG0tDT++te/4nA4uOmmm4iJiWHYsGH85z//Cd/m888/Z+rUqVgsFjIyMnjooYfw+XwRx7zrrrt44IEHSExMJD09ncWLF4evz8nJAeDSSy9Fp9OF/w557bXXyMnJIS4ujquuuor6+vp2P5Zj3S/A008/zbhx47Db7WRnZ3P77bfT0NAQvn7p0qXEx8fzwQcfMHLkSGw2G9/73vdwOp288sor5OTkkJCQwF133YXf7w/fzu12c//995OVlYXdbmfatGmsWrWqXe0+GRLYCyGEEN1N0+CIQ43alzRClQdKXFDphq+rVFr+3jp1XaNP7S+EEEJ0sVdeeYXk5GQ2bNjAnXfeyW233cYVV1zBGWecwTfffMO5557Lddddh9PppLCwkAsuuIApU6awdetWnn32WV588UWeeOKJFse02+2sX7+e3/72t/ziF7/gk08+AWDjxo0AvPzyyxQXF4f/Bjhw4ADLli3jgw8+4IMPPuDzzz/n17/+dYceS1v3C2rZvyVLlrBz505eeeUVVq5cyQMPPBBxDKfTyZIlS3jzzTdZvnw5q1at4tJLL+Wjjz7io48+4rXXXuP555/n3//+d/g2d9xxB2vXruXNN99k27ZtXHHFFZx//vns27ev/f+IE6DTNDlbOJ66ujri4uKora0lNja2p5sjhBCir9I0KHeroH1PHTT4IM0KUUY1al/lgTQLJFuhzguegLqdWQ+xJogzQZxZ/R5tBH3nrH0rhBDi1OdyucjLy2Pw4MFYrdYW15911ln4/X6++OILAPx+P3FxcVx22WW8+uqrAJSUlJCRkcHatWt5//33eeutt9i1a1d4LfZnnnmGBx98kNraWvR6fYtjAkydOpWzzz47HKTrdDreeecdFixYEN5n8eLF/O53v6OkpISYmBgAHnjgAVavXs26deuO+1jbc7/N/fvf/+ZHP/oRFRUVgBqxv+mmm9i/fz9Dhw4F4Ec/+hGvvfYapaWlREdHA3D++eeTk5PDc889x+HDhxkyZAiHDx8mMzMzfOx58+YxdepU/vd//7fF/R7r/9KROFTm2AshhBBdTdPUiPy+eqjxQIIZ5qbBxioVvOv86jLOBHPT1Rx7TVOp+bVeFeTXeqHYBQeCaYJ63dFgP3QZYwKTJOMJIYQ4MePHjw//bjAYSEpKYty4ceFtaWlpAJSVlbFr1y5mzJgRDuoBZs6cSUNDAwUFBQwcOLDFMQEyMjIoKys7bltycnLCQX1HbtfaY2nt9p9++im/+tWv2L17N3V1dfh8PlwuF06nE5vNBoDNZgsH9aAef05OTjioD20LHXf79u34/X5GjBgRcd9ut5ukpKR2t/1ESGAvhBBCdJWABsWNsLdepd0nWWBGMiRbQKeDFKsauS93Q4oFRsYeLZyn06mR/CgjpEcdPaYnoI5V64U6j+ooOOJU9wVgNwZH9k0QGxzdt+rV8YQQQohjMJkii7fqdLqIbaEgPhAInNQx23P7E71de26fn5/PhRdeyG233caTTz5JYmIiX375JYsWLcLj8YQD++M9H82P29DQgMFg4Ouvv8ZgMETs17QzoCtIYC+EEEJ0toAGBU41Qu/wQaoVxserwL6pGBNM7mAPvlmvjtP0WH4NGpqM7Nd6YX8DeIMnQBa9CvLjmozw2yWVv1ep96qCihVu1fEzKlZWRxBC9GqjR4/mrbfeQtO0cMC/Zs0aYmJiGDBgQLuPYzKZIorPdYevv/6aQCDAU089hV6vMt3++c9/nvRxJ06ciN/vp6ysjDPPPPOkj9cREtgLIYQQncUfLIq3vx6cfsiIgkmJEG/u2vs16NTc+zgzZAe3aRo0Nk3l90ChE/b7j96maSp/6Md4jFR+CT67hix9KITog26//Xb++Mc/cuedd3LHHXewZ88eHnvsMe69995wsNweOTk5rFixgpkzZ2KxWEhISOjCVivDhg3D6/Xy5z//mYsuuog1a9bw3HPPnfRxR4wYwTXXXMP111/PU089xcSJEykvL2fFihWMHz+e7373u53Q+tZJYC+EEEKcLF8ADjnU/He3HzKjYGqsCpR7ik4HNqP6yWiWyl/nORrwV3lU2zVAR5NUfvPRwN9ikOCzK4WWPrQF0zajTOr/s6eu4xkdQnQn6ezr17Kysvjoo4/46U9/Sm5uLomJiSxatIif/exnHTrOU089xb333stf//pXsrKyyM/P75oGN5Gbm8vTTz/Nb37zGx5++GFmz57Nr371K66//vqTPvbLL7/ME088wX333UdhYSHJyclMnz6dCy+8sBNa3japit8OUhVfCCFEq7wByG9QAb03ANk2GBYD0X3sxNavqRP0cCq/R/3uC54iWA1qLn+lWxX+izKqToBaL4yOleDzZP2nSC1t2BBc+9msB5NOTeG4sP3prEJ0q+adfZ6AmvYjnX291vGq4oueIVXxhRCiKRk1EN3JE4CD9ZDnUEHxIBsMjVGj432RQaemCzSdMqBp4PCr0f06r0rj9wZUoT+zVwWdZr36W5w4TQsudeiGJKsqdOjwQbVHZVGsr1AdRmlR6v8kRG+xuw4cXvU69QZUhk+jXzJNhOghffQMRAghmgiNGrj8aqmvCpekCIuu4fLDwQY1Sq8BOXYYEgNRhuPetM/R6SDaqH4ygXqfOpGPMkCZS40wWw0wtGur/J7S/Bpsq1YdRQlmMKCed7MBMm2q4GKVBzZVqc+2zCgYYINEs6xyIHpWjQd21kCNV30OABT7wKhTdUYksBdd6PDhw4wZM6bN67/99tvwUnv9iQT2Qoi+LaDBpsqjo4ahJb98bni/QAVdVr2aI2wJXRrUNrNBpbvKCbI4HqdPpdsfdqgU9MHRMCRavZb6i1GxqsOs0Q8JJihzq4C0eaV/0T7eAGysVIH79GQ12tnW0ocNXrXKQoFT1UOwGVSAP8DW96Z9iL6tyq2W7yxzqSA+2gipwRoeTh+UutRrek25mpaUapHvWNHpMjMz2bJlyzGv748ksBdC9D2apub2FjqhsBH21amAPs6sUoP9mhpZ9WtqOa96n0rRdwfUtqb0upaBv7VpJ0CTy2NVCxenJodPVbg/4lQnscNjICdavc76mxiTyoIJBZ+Do1Vgv6NGdXbkyMh9uzX6VYp9o18F9cnBzpG2RjmjTTAqTgX7VR4V4Oc5VIAVb1ap+plR/aujSXSvSjfsDb73Y4xqtY8YIywvVlN1zHpVkyMjCqYkQkGjeo3HmdTnZnqULK8pOo3RaGTYsGE93YxeRwJ7IUTf4fCpYL7AqYpMWfQqXdWsV6l/cU3mBwdoWdRL09SJh9uvgnxX8LLp3zWeo9ualxY16loP/Jv/bTYcfy5sX6oJ0Jfa2lnqvWoN+kKnen2NilVp9/29cyfGFPmeCmjwbS1sq1Hvz9FxcvJ+PHVeFfAAzErp2HtJp1MZEkkWOC0eShtVp9OOGvWTapX5+KLzaJoK6PfUq8tYE0xOVMF7aBS+aWdf00yTwdHqO2N/vZpKEm1UI/hZNnltCtFFJLAXQvRubj8UNapgvtqjguv0KHVSm2wJjsh7VVpgrTeyMu/IZtVDdTqVem/Sw/EGFzVNHad54O8JdQj4VSaAO7itOXPzLIAmf/s1laboC6hOgLJGdfJzbnpkWu3x1ixp8/pWrmjP+iet7dPggxXFwefUcOrXL6j1qFHQ0Pzx0+JhoF1ORNui16nnyG5UgaXDB6cnSgdIWypcsLFKpdJPTT652gwGnerYzLQd/Zw84pT5+OLkaZoK1PfWqQyROBNMSYJ0a8vXUvPOvhCdDlKs6qfao77jtlSrToCh0epzVT4nhOhUEtgLIXofXwBKXCqYL3epbalWlfqXZm15MtA8Rbj5/NQTodMdnY/PcY4T0CI7ANz+yM4Al18FjO5AsKq4S2UGmA1AcHkrjxuWFaiToN6kaVvrfaAHfB74uBjGxQeLq5lUYNeXg9+m80btRshNkJGljhgcrYLVr6tUp9XJBq2nogKnCmySLGrU09SJQY3FoP4Hg6NbmY9vhAFRMMCu3q9CtEXTVO2MvXUqGI83w7Qk9f17Mp1DCWbVMVDnhQP1sLNWfd4Oie6/U5tEz/IHwBVQ55tGvRp8MfT916F8wgsheoeApoLIAqcK6v2aGmkaF6/S/o43d7StUYPuoNepIKY9gYxfg48K1YlM05MZtx/sJph6nMega/OPNjed0D4hX5QdzT4IBKcyOHwq2D/YcDRbQYda2zy66Y9JXVr0vXPEMJRmurdepYzGGNVoc6bMBT0haVEwMwU2VMKXZeq13HR6TH+labC/AXbVwkAbjE/o2tfXsebjJ5jVKL7MxxdNaZoqere3Xn22J5pV7YeUTi58F2uCiYkwIlYtF7q3Xo3k5wSLkVrlNSm6gT+gMjw11LmLLzgYE2fq88G9BPaipf44n1b0DE1TowKhIniegHqtjQjOw+ura4IfiyE4laDGqwLhEI8Gg+zqut4k264+D5qecGkcrV/g9qt0fYdPXYamReT5jqb2G3Uq2IgxqtHwnh7lbz4qdaw0U9ExcWaYlQobKtTI/aREFfD3VwFNTVHId6hAe0RM973GjjcfP82qgnyZj99/aRoUN6oAu86rXiszgsUcu/J1ajfCuAQYHnt0+dC8BtXxNTTm1PzuF72HK6DOT/SoS4MuWHQ5AHYJ7MWpJLQeuDugRukq3Kf2fFrRM+qDqaKFTnD61Uj3QDtkRake/VM9uAotG3a8mgC9wfHaGpqu0HzJM7+mlj4KB/1elcpf4lLTESBylD8c9HfhKL+mqfvfW6ceT4IZpiXLckydLcqgRu6/qVKj96fFqxTx/sYXUM9BqQsmJKjPuJ4i8/FFU4EmAX29V43Mz0zp/qUrrQYYE6eK6uU3BIN8h3otDouR807R+bRgAWW/pmZC6gCzDnSgizbxzjvvsGDBgh5u5ImTwF5E2l2ngno9gKZGsmq9au5yT6U5i1NDo0+Nyhc41chA6GQyywZJ/exksitqAnSVE22rQaf2ab5fqChhQ5Ogv96rAm5nk1F+k14F+jHBwN/egVH+5llHI2OgzqeWRaz3qW1nJKuT2P70uutORr36zthVC9tr1P96bD+qmO/2w/pK1aE1NVmNjvcWTefj17cyHz/bpj6XZT7+qSegqQ71ffXqPZlqhdx4SOzmgL45s16l5w+JhsMONXXliFNNwxsWozphheigG2+8kZqaGpYtW6Ze+57A0aBe09T3VOh8oj0FhvsA+dQWkSrc6gO2watGUmODlbDL3T3dMtEXeQJqVKDAqYqT6XXqBHdkrDqh6M/pnz1ZE6CjOrOtTYsSHmuUv8EHjjZG+W3GJkG/6Wjgb9Gr24Wyjkx6KHDAuoqjnUi5CT1/Ettf6HUwNl79b7bXqP/t6Z1cNK43avCp5ex8ATgjRRUg661iTGqJwlGxUBmcj3+gXnXkhebjZ9mkuFlfF9DU/3ZfvepMTbeque69LWA26mFIDAyKPtoB8UWZ6lAeHiOdsX2Yr6SEumXL8Ozdi3nECGIXLMCYnt71dxwI1gXyBtT5g0mvssoaggMJAe3oXPtTgAT2IlKyRQX3KVbVk1/tUYVUsvvxHEnRMX5NzeUsaFRzrTVNva5yE1Tv+6l+Ui9O3AmN8jdEjvLXuFXBsBgTVLtVsT8d6sRwenJ3PyIBqjCWzQibKtW8+2lJkfUlTiVVbjX9wKyHM1P7zlxhnU59TidbVMHSkmCH7I4aVcE81apG8kMdslKLp2/whwL6OjVYkxGlVmTo7UUtDTo1dWWATQ0O7KuHrypUR8TwGDVAIAF+n+ErKaHkrrsI1Nejj4nBs2sXzpUrSV+ypGuC+4CmAnlvQL0H/Bo5uSO45567uecnP1H7xOmYMHEiCy64mMU/f0xVxT8F9JFvHNFtms+ntRugwa9G7I84VCEtIZoLBKuLFzrV3E2fpkapxsSqOZ1S6VacjI6M8q8NLo/Y4FOvu1RTsJK/v/vbLY5Ktaqieusr4ItyVTG/N49kn4iSRrXcX5xJpd/31VFug06N0mcF5+OHplBtrFSdZ0lmVadCQy2DKbV4eh+/Fkxpr1fLrWZEwdRYVcOmL9EHX4uZUarg6b461XEWY1IBvqxg0iM0jwdfSUm796/929/wl5VhzMoCwJCYiK+wkJqXXybummvafRxjejo68zG+N3wBNQjQdLUeg05l9+mI7Awy6NVrx2pQWWWniFPnkYjO0Xw+7dBoGBatlsrZXK22jYuXUVehRlFrvUcr2rv86sNxaIwqghfdx04gRN/UfJS/xqNGEuOavP6cweJQomfFmtQo9obKoxXze9sqECcqr0GNbqdHqekGp8o0I4tBzXse0mQ+/sYKdS5gM4IddWLs8kstnt7AFzg6R93tV0Hx8FOgCJ0uOI0vzaoGEfbVq8KUu43q8Q2wnTrvuT7AV1JCxZNPtnt/59q1aA0N+EpLw9s0t5vaN97Am5/f7uMkP/IIpoEDIzdqwdF5d3B0Xo/6TDLr1dQOva5fZXdIYC9aam0+7USLSs/fVq3S8yclnnqjLaKl1tIt9bqjFe0bfGpec2h0J74fVLQXvVtfWnGgP7IaVOHCzdVqBHhMnAoa++rnhqbBrjo1Mjo0Wj2evvpYjic0Hz+/QT1Gn6ZqYNR61brQW6tVsJ9oVnUs+mrGQl/kC6hq8gfq1Wdetg2GxZ6aBRBDSzjWelSAv61adSoNjVZLxhrlddfVjOnpJD/ySLv3r/3b33B8/HF4xB7AV1iI/fzzibv66g7db5hfA49fvd411LK6NiOY+lcg39wp+I4XXWaATc1v+roKvixX61j35RMycWxNlz406tRUjA0VakQqyqBS+06LVwG/pMKJ3qIvrTjQXxn1ap7vrjo1f9vhU58lfe1zxK/Blio1/ei0OFX0qz9ItkKFR6XkJ6FGyyrdqmO3wKk6OXSo91xSMMhPssiUrK7gDaiOlgMN6veBdlVF/hRKLW5TnFkNQjV4VYbCt7Vq+b4hwRUf2tGxVFdSzdZl6ynbW0jqiCxyF0wjNj2hGxrft+nM5pYj58cQv3Ahri1b8FdVoY+JIVBfjyE1lfgbb+zYHPvw6Lz/aP0cs15NCTpOxoZer0fTIkvfe73e9t93H9EP3vmiU9mNaq3TPcETsnK3Wp9XvrBPDZoGroA60f66Up2sGfUqzVLtoNJp56ZJr7jovfrSigP9lU6nRrftRjXi5vSrTLC+Ms3LE1AZB6EMtkxbT7eo+7SWFRNvhnMz1Qix06+KCFZ61LzoPIe6nd14NNBPtKgaPjIwcGI8TQJ6vwYDg+u+95VijZ0p2qTOQ0fGqOdjf73KXBhkV51tUa2fn9aVVPOvu17AVd+INcZKya5C9q7czhVLbpbgvpMZ09NJX7KE+nffxb1nD5aRI4m55JL2B/Whpeo8fgiggvioYLp9Oz9DUlJSKC4uDv9dV1dHXl7eCTya3q0ffgKIk2YInpAlW2BzFXxequYUpvSidXrFsXkCqpfbEawwHqo07vCpXlBQI/QBTZ1oJ5rVSZk7oK6XoF4I0RkG2cFmgE3BTLBpSb0/OHH61Br1bj/MSG5Z0PFUd7ysGHtw+clQsV1Xk0C/0q3WJ9dQAwKJZvX8JZpVp7EE+sfmCcDBejgYXA1kkF3VtWkjeO1Xoowq82d4jOp4ynOon2xbq1kMW5etx1XvxBprw9vowRJtpaGils1vrWXOjy/omcfQ3Cm0+oQxPZ2EH/6w/TfQVDV73IGjy92a9UfnznfQ2WefzdKlS7nooouIj4/n0UcfxWA49d43vfzbU/RqqVaYk6aC+7UV6oMzNAdb9DxfoGXQHvo9VDEU1MlVtPHomsV2o/p7ZzCtrWkRMk9AipAJITpXihVmpahg+YsyVVG+t62vHVLrUe3Uo7LX+uhJ9knrSFaM1aAyGkJZDZ6AWoqy0qMC/p21kZ3IoUA/ztw/C6K1FsyZ9SqYzwsG9DnBgF6yJVuyGGBUnHp+DgXrDhx2qAr6mTb8+XWUbD7E1le/oLKiCr3JoFK6NfC5vXz5/H+pOFCCPSnm6E9idJO/YzFFmdF1dieUpqnR6NBlnQc+LlaBrdUAFa7+sfpEaKk6d0D9rg+Ozpv0HY4vAoEARqMKdR9++GHy8vK48MILiYuL45e//KWM2AvRgtWg1oY+0AC7atUX0aTE/jG/qzcILfXVNGgPXYbT5wkuXRgM2NOs6jI0qtJWz+eYOPWlKEXIhBBdLcYEZ6aoivlflcPEhN6X3l7uUun30Sa1XJ8EVSfGrIe0KPUDqhO6xhsc1XerpfR8mgrqE5oE+gnmUz9brGltG7MeyhphS7UK8C16yIlWReIs8to7LpNeDTgNjsa7r5qi/+6mYM0+ikpL8RkC6J1+LD496adlY4614fd4qThUzpDJwxk2YSSOGgeOknqKvi3BWePA7/WpThUNTGYj9rhobHF27LF27LHR6jJG/W2xWtBpqAA9oKnbBbTgD8HgXTt6fWifpspdapUXs0Gd1+l14PfAp8UwLkGdx0UbVYbTqTCgFlqqzhsshmfSq4DeeOLF8MrKyhg2bBgAsbGxvPnmmxHX33DDDRF/N5+D3xdJ9CVOnk6nPjyTLKqw3uelkJugqqSLSCeSVhXQoNHfctS9wQeNvqNfBkbd0WA9KTTyblKXJ1KdWIqQCSG6k8UAZ6SoLLBNVTDGr4KY3pCefcShAqwUqyr8d6oHmN3JqFffh8nBbLBAcCnVUKCf1wB7AmpUNb5JoH+qVN4PjVB6Auocqs6rgrXG4Pe8xw8ZVpiXcWo83m7idrgo3JrPkc0HKfn2CIEiBwmajTHjRjIgPROdTse//rkMx4Eq/HEuXI0uYqOszJ08ndj4WIgHcgAdaDpwud04Ghw46p04Gxw4Gpw46hyUFRXiqHfi8/rUaxQwmAzY4qKJTojGFh+NPSEae3yMukyIxhpnQx9aR11P8FKnbh/6/atyFdxaDUdfI06/ynQJdX6h2hceuIk2HQ34o029//XSfKk6Hep7wNzx0fmmqqurWbNmDatWreJHP/pR57W3D5DAXnSeBDPMSVWFkL6uUr2Np8XLCVBI8574CvfRtKro4Pz1iLT50Bx4v/pQB/VBZzeoD/HMqKOBfLRR9eZ39gmwFCETQnQng05lfUXXqSrXDh+Mi++5ESlNU0tq7a5T85l7si39hT44Up9gVunUWnBZvVCgXxisvA/qOyq5SUG+np5r3jRID11G/PjVd33TbaH5w6A6kDwB1Zlv0KmpcCYLGPS9P0jrBZw1DRRsyaNgcx5le4vQNI2UoenkXjqdAZVRRBN8jQSXSLvilivY9u23lOodpI3MYvxFU4jNSGgRaOuAqOBPciv3q2kaHqcbZ1U9jsomP1UNVFXUcWR/KR6HK7y/3qAnKiG6Wbp/DPZkdWlLsKMfaFefO00yg+pqKtlatI+ynbWkDskg9+zTibVHq3PHBh8UOVXwH2LRNwv2jWDyt8wO6G6tLlUXTLfvhPPYhQsXsnHjRu677z4uueSSk29vH6LTToW8gy5WV1dHXFwctbW1xMZKGvJxaZoqjrO9Rn2ATkpUc+X6u42V6kPabjhaDKTOq0Ye4s2Rva9RxqPp8k3T5qMMclIpepwsESS6xREHbK1Rn5GTk7o/sAlo6nvskENlVw2P6R3ZA/2dFsxiq3RDVbAgX4NPXWcLVt5PalZ5/0Sy5TQNvE2qcbcI0lvZHkojbs6kP1r4y6xXAZfZELnNrIdva+CgQ50zhV5qtV61vLB0sreqvryWgs0HKdicR8XBEnR6PWmjssieOISsCYOJig1mj4bOwZrWDerG59br8uCoasBRWRcO/J1VDeHfXXXOozvrdNhsVuxlGnarDVu8HXwBvly1Fl+cgejUOFwNLqwxUS2r+Detr9QQHCQK/e7XcBl95KXXM3hgDtaoKJUxYNAd7czoqnNMTVPnuS2WqtOrjqt+zuVykZeXx+DBg7FaI4uRdyQOlRF70fl0OrWWamjN+y/KYWycKvbSX0+KNE2dpDZ41ZwpOPpB6tdgROzRAN5m7J8Fg0SfIEsEdS3pNGki2646OTdWwppgUb3uqt/iC6jpAOUuNd8/VOFd9DydTn1P2lqpvB8K9AuClfcterXfvnrQaSrNt9ipagJNS1IZhccK1tsK0psG6nYjJOiPrqfdPFjvSNGv3EQocqlOf6lt0ypN06gtquLI5oMUbD5ITUElBpORjLHZTL/pHLLG52C2tVLkt7VlGrvxuTVZzcRnJhKfmdjq9X6vD0dVA86qehoq6lTQX1iDY08FZYePcGBfHlUVVVjcUbgcLuIHJOGqc7Lt3Q3M+uF5Rw9k1KuOoeYDapqm3ifVDqh0qPNMTQNPs/n9Oo6en0YE/Bz/HN4fUEsm+wKqHdbgCHzo/RTQTmipOtF+MmLfDjJifxL8mkqnzGuAdCtMSOxf6WTegDrByAtWs23wqTmatuDIu/TEi14sEAjgrG6IGFnY/K815K/fi8lmwRZnJ2lIGjWFVeQumBZ5ciE6rHmniau+jRGZ/qbBqyrR+wIwJUmNxHYll18V8WvwqvvroaVcpZPnJHgDKsivcsOWKihuBFOTNH2PX2XKZUS1HZCbWwnWTfqu73iv90ptm2Y0TaMyvyw4Mn+Q+rJaTFYzmeMHkX36UNLHZGOytOM56sPP7b/veYHKvDIMZgN1xdU4KhvQAgHSx2Zz49/ubb0zoxWtjgyHC/sFl5gLFfXzNwsRIwJ+jv6u06mgvtarOgl0HC0IaNQ3G50/8WJ4p7JTYsR+9erV/O53v+Prr7+muLiYd955hwULFgDg9Xr52c9+xkcffcTBgweJi4tj3rx5/PrXvyYzMzN8jKqqKu68807ef/999Ho9l19+OX/605+Ijo4O77Nt2zZ+/OMfs3HjRlJSUrjzzjt54IEHuvvh9k8GnZqTmGJRhYdWBde8Tz7Fl0yr90J+g5qS4NfUycP8DLUsoCdwdI6d9MSLHhQaIVCpgHVH0wKDl87qBtWjH2SJiaJsXzFmu5WoWBt1ZTU01jqIzUykdE9BDz6SU8PWZetxVNarlM2KWsw2C/Vltaz684fMueMColPiMBj7YTXsaJNaDm9jJXxVoUbQu6o4a4MX1lWqk9KZKT02jUwyY06SSa9WgEmzQr4DdHowoAINvU4F/nEmuCCrp1vaktS2AVTHcvm+4vDIfGONA0tMFAMmDOb0788ibdSAjn8e9uHnNm3UAEr3FBGbHo89MQaP003htnycVQ28+9CrDJk5mpHnjCc6+QTOKdtKwde0yMr9/uClu1k2ix6VXh9azSLUOYCmrosxyTTSbtKjgb3D4SA3N5eFCxdy2WWXRVzndDr55ptv+PnPf05ubi7V1dXcfffdXHzxxWzatCm83zXXXENxcTGffPIJXq+Xm266iVtvvZW///3vgOrlOPfcc5k3bx7PPfcc27dvZ+HChcTHx3Prrbd26+Pt19KjYI4ZvqmCteVqruKIU2zN+4AGZcF1RsvdKmgfEg2Doo8W9Ekw99neYtH3eF2eZoV86iPm9rWY0xdvxxZcrzdlWLoq5pMUgy0xGltiDCaLiS+eW862dzeQODCZuKxESncXULQtn9ThGWia1vlr+/YTmqaxb9UOqg6XY422EpVgx+v04K5vZPv7G3FU1KHT64lJjSM2I4G4jATiMhOJTY8nNj0Bg+kUn1lnMcCMFNgaLM7q8HX+nPcqtxqpt+hVdX5bzz2nW5etx1XvJDo5FpPVjC0hmqrDFS3TbsXxJVvU3Hpbk+/aRj+k9kwmRkf1p8wNv89Pya4jFGzOo2BLHh6HC1tCNAMnDWXAxCEkD01Hr+9HWZ9N5C6Yxt6V26k6XBHO6EobOYALn7yG0l0F7Fu1g72fbWfgpKGMmp9LUk7ayd+pTqc6xFrLUmk+yu/xqY4AP2qE3qQjXCjiVDrX7+V6TSq+TqeLGLFvzcaNG5k6dSqHDh1i4MCB7Nq1izFjxrBx40YmT54MwPLly7ngggsoKCggMzOTZ599lkceeYSSkhLMZtXz/tBDD7Fs2TJ2797drrZJKn4nCmiqmu2eOhXknp7YoydPncITgMMONULv9KvHNThajdLLXHnRDidy4qZpGu4GV7gKb0M4YD8auHuc7vD+eoMeW5NAPVyFN1iR15ZgR284/uhHi3TxOieNtU5ShmWQM30k02+YiyU66qSfk/7E7XCx8W+fs+Fvq3DVOhg0dYRaCgmoOlzB2O+czujzJ1JfUkNNURV1xdXUFVfRWBvsmNHpiE6ODQf84cv0BEzWU6xwqabB3uB3SLYNxid0zudskRO+qVaf31N6oFBfM2/e9hx56/bgc3nRG/XYk2IwWkykjx7A9/54c4+2rc9pviJNKFvuO5m9vmP96OetE7PdisfhwhpjO6UyN7xuL8U7DlGwOY+i7YfwujzEpMWTffoQsicOIWFginQYB9WVVLPt3Q2U7ikgbeQAxl8yNfw68Hm85K3dw55Pt1JfVkvK8ExGzc8la3xOxPN3rJTvk+LwqWlMTT+P/Zqq6t9dtVH6sFMiFb+jamtr0el0xMfHA7B27Vri4+PDQT3AvHnz0Ov1rF+/nksvvZS1a9cye/bscFAPcN555/Gb3/yG6upqEhJafjC63W7c7qMnxHV1dV33oPobvU6N1CeH1rwvgwkJKgjua2o9kOdQS+9oQFYUTIpWJ4ZCtFNbKbeX/3Eh5ihLxCh7RBXdqnr8Hl/4OEaLKRywJw9Jxz4lMoiPirN3yslRbHoCVyy5ucnJRS7jL5lKfVkt65au5D+/+AfTF84jfdSAk76v/qBk1xHWLV2J3+Pj/J9dwdoXV1BTWBUxx/70K2cSm55A2ojItGGP001dSTW1xdXUFlVRV1LN4U37cVTWh/exJUSrkf2IoD+x3fMxex2dTmU62Y1qepfTf/KB+MF62FmrlhCdkNijHbKaprHv8x2U7i7AVesga3wOHpeHhvI6Gg6UEPAH2PDaZwycPIzUkVn9dvSyQ2JMKojvQ9lyzpoGKvPK+PK55RRuy8dgMhDwBdDpwdvo4e+3PsPIs8dhiY7CEhOFNcYa/t0SbcUao3432yy9Mih2O1wUbsunYPNBinceIeDzk5CdzOjzJjBg4hBi0xN6Zbt7Wmx6QpsZO0azieFzTmPomWMo3JrP7k+28MUz/yEmLZ5R83IZPGNk12Z2WfWq4n1oPfrQXHurfEZ1pz4T2LtcLh588EF+8IMfhHsrSkpKSE1NjdjPaDSSmJhISUlJeJ/BgwdH7JOWlha+rrXA/le/+hWPP/54VzwMEZJogTlpKq1yY6WqmD82vvePcAc0VYQnr0EV5okywIgYtQqApR/Ofe3FekP6oqZp+Dw+fG4vPpcHr8uL1+XB5/Lic6vfN//7K8oPFGNPjKa+vA6fy0PZ3iKW/uAp0poEx2a7FXswSM8Ymx0efQ9tM9ut3XYi1NrJRWx6At959ErWvrSCz/74PmPOn8i4i6a0KwugP/J7fWx9Zx17VmwjffQApt14Nrb4aAbkDm5zRKY5s81C8pB0koekR2z3ur3UBwP+uuJqaourKNqWz54V28I1E6yxtqOp/MG0/riMRCzR3fc6OikDbOrzd2MlfBmsmB/dwVMaLVjc9UADDItRhUx78LHXldaw4bVVlO8rYuL3zmDPym14nB6iYm3odDriMhKYcNkMSnYXcuDLXVhiosieOISBU4aRMixDgvxj6cVzq70uD5X5ZVTmlVKVX0ZlfhmNNQ4AjnxzALPdQmxaPEariYDXj7O6gYDPjynKQmOtg+qCCtwNLtwNroiaKAA6vR6z3aIC/WhrsBPg6O+W6KhwJ4Al2ool2nrSr6O2vnsbax3BNeYPUrpHrTGfPCRNrTE/YfCJzQ0XLej1erInqmyHioMl7P5kKxv/vppt765n+NxxDJwxvGvu2KBXdSuaV8WXpey6VZ8I7L1eL1deeSWapvHss892+f09/PDD3HvvveG/6+rqyM7O7vL77XfMepicqNYI3lkLlR615n3sifeid1kw5/Krdh5yqN+TLGqUKM0qc4d6oZMpPOX3+SODcLcXX/B3r0sF6CooPxqkq/18kX+7vHjd3hYnWhF0OvLX78XbqDKEDEYDRouJ2LQ4olPjmH3HBdiTYrEnRveJlGpbfDRz77mIXf/dzPb3NlK2p4gZi+bJCVsz1QUVrH3xU+rLapl4xUxGnjM+HEwfa0SmvUwWE4mDUkkcFNnx7ff6qCutUan8JdXUFlVTuqeQA198S8AfAFQHUkQ6f0YicRkJRMW3zPjo8c6zJAvMSoUNFSq4n5KktrWHX4PNwWrp4+LV9KkeEggE2P3xFra/vxFbQjRn33cJaSOymHD5jFY7eTRNo/pwOYc27efwpgPsX70Ta6yN7ElDGTR5GMlD0/tG50w/5Pf5qS2spKJJEF9XUgOahslqJjEnlcEzRpKUk0piTipfv/kl297dQEJ2cpNjBMhdMI2Zt0Z+TgQCAbxON676RhXoBy9d9Y246hvxBH+vL60JXxd634fpdJhtlohR//DvbXQMNC1g1/y7t3DrITa9sZphs8fSUF6HTqcjbWQmk39wJlm5OUTFyTKSXSl5SDqzfphOfXktez7dyq7/bmb/2m8ZfOl4/F4fdHaZCYMe7L0rkF+7di2zZs3i/PPP58MPP+zp5nS5Xh/Yh4L6Q4cOsXLlyoi5Benp6ZSVlUXs7/P5qKqqIj09PbxPaWlpxD6hv0P7NGexWLBY+miaYl+j00FOtBrB/7oSvihTa94P6via951eRVjToNqjRueLXSqlKNum2nsSnQ+i64UKT1mio/A2etDpoHx/Me//7HWGnjkmMvhuEqj7XJ6WJzrNGExGjFYTJqsZk9WE0WrGaDFiibYSnRyDMbTdovYJ7Wu0mjBZTEevt5oxmo18+fx/w8XoQqoOVzB6/gSyxuV08TPV+fR6PWO/M4m0kVl89cInLP/lP5ly3VkMmjysp5vW4zRNY8+KbWx9Zx2xafGc9z/fIz6r+0YRDSYjCQOSSRiQHLE94PfTUF4XHOGvora4mqr8MvLX7VUnf6g1mGPS44Mj+wnoTQZW/fEDfB4v1pionqvaHm1Uwf3GSrXqyIQENZp/LJ6A6gyo9apR3B6cClZ9pJz1r66i+kgFo+bnMu6iKRjN6vulrU4enU4X7riZcNkMKvNKObxpP4e/PsC+z7ZjS4gme9JQBk4eRlJOqgT5PUTTNBrKa6nMUwF8VX4ZVYfLCfj86PR6ErKTSBuZxejzJpKUk9pq+nlrBdOsMVGMu3hqi/vT6/UqHb+dNU40TcPb6MHd0BjRGdC8Y6DqUHn499DnQVMmqzkc8B/ZfJDSPQXEpMRRmVeGu8GFx+miIiuRs+66iMxxg7DY+0bRwlNJTEock38wm3EXT2XvlzvweHzUldUSaPRjjY3CaDF1+eeEoxL2fwFVhyFxIAw7E+zd8PX34osvcuedd/Liiy9SVFQUsbLaqahXB/ahoH7fvn189tlnJCVFvgJmzJhBTU0NX3/9NZMmTQJg5cqVBAIBpk2bFt7nkUcewev1YjKpL8tPPvmEkSNHtpqGL3pIrAnOTFVpkdtq1Dy43IQOzZvcumw9jbUOouLt+N1eLHYLdaXVbHjtM2b96DuYbeb2pQX7NTVvPq9BnfjZjTAmFgbYe7ygkjg+TdM48MW3VB+uQAto6HSqcJzP56d452FSh2eGg+2oeHswAG8WhAe3hYLw0Daj1dTp6a4dOXHrS5KHpHP+z69k498+56u/fkzJt0c4/fuz2rfW8CnIWd3AuqUrKd1dwMh5ueQumNZrKtnrDQZi01WxPSYOCW8PBAI4KuuD6fzBoL+oiiNfH+DI5oNU5ZdhjbVhibYSPyAJV72zZ6q2m/UwPRm2V6uVVxw+NUWqtRNVpw/WBZcdnZGsOpV7gN/rY8eHm9j13y3EZSRw7kOXnVAVa51OF56OMfGKmZTvL+bw1wc4tGEfez7dij0pJjySL0XIuparvpHKvNJwEF+ZVxouYBqTGkfS4DQGTlGdLQnZye16/7esaXLs6TkdoQuOzpttFmJS44+7f2hqmQryj2YDNM0MqC+rBQ0cVQ1YY6wkDEwGnY7Y9AQGTx950m0WJ8ditzJ8zmkcPHgQW7wdv1tlcRnNRqyxti6ryeCohJV/BI8TzDaoOgSHv4az7+na4L6hoYF//OMfbNq0iZKSEpYuXcr//M//ALB06VLuueceampqwvsvW7aMSy+9lKZ15Z944gmWLFlCY2Mj3//+90lOTmb58uVs2bKl6xp+Enr0rKKhoYH9+/eH/87Ly2PLli0kJiaSkZHB9773Pb755hs++OAD/H5/eN58YmIiZrOZ0aNHc/7553PLLbfw3HPP4fV6ueOOO7jqqqvCPTJXX301jz/+OIsWLeLBBx9kx44d/OlPf+IPf/hDjzxmcQxGvapwnGyBrTXwealKzT/GiVdjnZOKAyWU7y9mw2urqC+pxmA+Gjj43F7Wv/Y55fvVa8doMWG2W7HYLZjtVvWlZldfbGaDCUudhrk2gNlgxJwVg2VkIqZBsV3Wm9njqaynEE3TKNh8kB0fbKLqcDlaIEDWhMFExdhAp0bBJ1zaMn2xp3XliVtPM0dZOOPm+WSMHcimN1ZTvr+YmbfMJyE7paeb1q0Of72fjX/7HIPZyNyfXNxnCgvq9XpiUuKISYkja3xOeLumafzzx89jsVvQGw04qxoo+bYAvUHPgTW7mHnrud0fQBp0qjPYboRddSq4z21WMb/GA+sr1HfNrNSOz8nvJOUHiln/ymc4Kuo47cLJjD5vYsfX426FTqcjdXgmqcMzOf3KmZTvK+bwpv3kfbWb3R9vIToljoGT1Uh+fFaSBPknwev2Un24PCKIDxWttMREkTQ4jZHzcsMp9SczSt0Z03M6g06nw2RRmWdtTa/yNnpazUDrK595/YVOp8Nit2JJtOB1eXDVNtJQUYfBYMAaG4X5OLUW/F4VrLfXtx+Dsxqig1/91lhoKIcdH8Ho+e0/jj0JDB0YG/jnP//JqFGjGDlyJNdeey333HMPDz/8cLs/+15//XWefPJJnnnmGWbOnMmbb77JU0891aJ2W2/So8vdrVq1irlz57bYfsMNN7B48eI2n7jPPvuMs846C4CqqiruuOMO3n//ffR6PZdffjlLliwhOvrofLlt27bx4x//mI0bN5KcnMydd97Jgw8+2O52ynJ3PcDpUyMv1R5VvXZYDJoOGsprKd+vAvny/cXUl9YAYE+KoeZIJaV7C0kdkYnJasbv81N1qIwRc8cx7uKpeBxuPE43HocLt8Ol/m5w4alw4C5qwFvlxOMNjtDHmIJrcCp6oyHcCWCxWzHZLOHOAYvdEvy7SUeB3ar2izK3+QHSYtmw4EjtqbSMTXfQNI2CLXns+GAjNQWVpI8eQM70Eax8+n15bnuRutIavvrrx9QWVzPhsumMOHv8KR9YeF0eNr3xBfnr9pB9+lCmXDvnlElD/eK55REn8I21Tgq2HCQmNY5xF01l/IJppA7voZTHQidsroYovVpOtcarljer86qO4mlJPVLs1OvysHXZevat2kHy4DSmXHcW8ZmJXX6/gUCAsj2FHNq4n4LNB/E43cSkxTNoyjAGTh5GXEbXt6EvCwQC1BZVhefEV+aVUlNYBZqGwWwkcVBqOIBPGpyKPTHmlP9sa4uc1/R+bS2r5nN7cdU14nG60Ol14cKK+lY6HetKYP2r7b/Poh3gdUUG5X4vmKyQeVr7jzPteohtfRZ1q2bOnMmVV17J3Xffjc/nIyMjg3/961+cddZZ7Rqxnz59OpMnT+Yvf/lLeJ9Zs2bR0NDQ6SP2nbXcXa9Zx743k8C+ZwR8fmo+z6d8bT7lddWUe+twOV2g0xGflUjKsIzwjy0humNfKL4AFATT7et9KpAfbCeQacXr9QWDfzdepzvcCeB2uIJ/H+0gCG33ONxogVbmZjdJdQt1CoR+37/6Ww5v2k98VmI4JbzqcAW5C6b1it753q55QJ82agDjLppCyrAM4NjrvYqe4ff52fr2Wvas2EbmuEFMu+FsrDF9cKnLdijfX8zalz7F43Az6QdnkjNtxCl1st/6562VM2//Dge/3EX1kQoyxg5k/CVTWxTx6xZHHPDOEQgAMUY1Wm8zwg8GQXz3p98X7zzMhr99jruhkdwF0xg+d1yPVLH3+/yU7i7g8Kb9FGzOw+vyEJeZyMDJKsiPTYvv9jb1hLay5TRNw1FV3ySIL6PqUJlaWjR47nE0iE8jLjNRViNoRr57e7fjrWPv9/lx1zXiamgETcNst2KNtWE0H81wOpER+0Mbjo7Ygxqxz5nWdSP2e/bs4bTTTqOwsDC8gtodd9xBbW0tr732WrsC+4SEBP70pz9x/fXXh/e59957WblyZa8N7HvHBD8hUKltVflllO0romJ/MRUHS/G5vei9kGSIZkhGOimXDCN56qBW12BuV0pzgxfyHXDYoebSp0epishJFtDp0AMWsxGL3UpMB9quaRo+t7dJRkBkp0DT7Y21DmqLqzi8aT/OGodaokYH9sRoLNFWSnYXnOxTeUrTNI3CrXns+GAT1UcqSBs1gHPuX9BidLC3pC+KowxGA6dfOYu00QNYH1zzfsaiU2vN+4Dfz44PNrHzP9+QPCSNs++95JRcFeBYn7fD55xGweaDbHt3A//933+TffpQxl08pXtHhktcqnaLy6/Wuk+yqBVM9jfA5O4L7N0OF9/8cw356/aQPnoAU+47+npwUkIey6hhL/GMYDALsNGB4agTYDAayDxtEJmnDcJ/rao7cnjT/uBKFqr6evakoQyaMvyUfN1CZKeU2Wbm8Mb9bHr9c8ZcMAlHZT3u+kZAZQIm5qQy7qIpJA1OI2FgSr+tEdIR8t3btxmMBmyJ0VjjbbjrXbjrndQ6XJitZhXgW00YTLoOjZyP+y6U7wNXnZpj73GCLQFOu6Dr5ti/+OKL+Hy+iGJ5mqZhsVj4y1/+gl6vp/nYttfr7ZrGdCMZsW8HGbHvGq76RioOFFO+v4SyfUXBYmcBtTZzeDQ+ncRBqRj8wJZqKHXBkGgYHdf+Ne81DcpckOdQl2a9qro/yK5GcHpIKJU1LjOBhvJa6oqqqSutIXNcDnPvuZAhZ4xqd3Xb/kDTNAq35bPj/Y1UH6kgdWQWp104mbQRWT3dNHECGmsdrH1pBaV7Chlz3kTGXdz317yvK61h7YufUH2kknEXTWb0+af369G8QCBA/rq97PhgI46qBgZPH8FpF07pnoDxP0Uq9d6iB3dArXnf6FfB/ne6fopAqObHxr+vRvMHmHjFTAbPGBnO2nBSwpfchZd6TMSEL2expMuD+9b4vT6Kdqggv3BbPn6Pj8RBKeGRfHtiR7q6ewev24ur1oGzxoGr1kljrZPGGgfb3l3PoY37MUeZ8brUiby30c2gqcOZcs0ckgankZiTSlTscVZXEKIPOt6IfXOapuFxuHHVOfF5fRhNwUJ79o4V2nNUwv4vVeG8xEEwbFbXBfU+n48BAwbwwAMPcO6550Zct2DBAu6//34GDRrEd7/7Xerr67Hb1bKLjzzyCP/7v/8bkYo/ZcoU/vznP4dvf+aZZ1JfX99rR+wlsG8HCexPnqZpOCrrw6Px5ftLqCupBsCWGEPKsHRSh2eSPCyDuIyWS74ED6JS57+tU6mVkxIh+hi9556ASsfMc6g5+/FmGGyHTFv7OwW6UMtU1kZ0Oh2j5ueGi/0NnDSUYXPGkjyk/65L3CKgH5HJaRdNkYD+FKBpGrs+3sK2ZetJGJjMzFvO7ZOjhKGVGL755xpsidHMWHjOCVU4P1X5fX4OfPktOz/8Go/DxdAzxzD2gkldu4b1xkrYXQdxTb4jar0wOlYtcdeFGmsdbHrjCwo2H2TAxCFM/sGZEY81gI+tPMUh3sdMLAF86DHRSCUDmMdIbsCEHRPRGLGh7+bkSq/bS9H2QxzetJ/iHYfxe30kD0ln4OShZE8aii0++vgH6eL2NdY4aKxVAXs4cA9ua6x14qp14nV5Im5ntJiIirOx7/OdeBvdRMVHh9dj9zV6iM9O4vKnF/XQoxKie3Q0sA/RNA2fy4urzonH5UFv0GONsWGJOXahvZ6wbNkyvv/971NWVkZcXFzEdQ8++CArV67kv//9LwMHDmTRokXcddddrF+/np/+9KcUFRWFA/vXX3+dW265hWeffZYzzjiDf/zjH/zud79jyJAhbN68uVPbLIF9N5LAvuMCgQC1hZXh0fiK/cU01jrVHLXMRJKHpYfnx3d4JKDWA19XqRTLIdFqVKbSo6rpj4oFDdUBUOBUv2dGQY4dEsytL3/Ug9qai+ZuaOTgV7vZ9/lOHBV1xA9IYtjsseRMG4HJau7pZncLTdMo2n6IHR9spOpQOSnDMxl3sQT0p6KKvFK+euETPA0uplw7h0FThvd0k9rNVd/I+lc/o2hbPsNmj2XC986QdN02eN1e9q3awa7l3+D3+hk+9zTGnH961xQUrPeqUXt3QGVpeQJq9P47maqmShfQNI2DX+1m87/WoDfqGXd1LokTLbh05TRSipNSGinFTRXFfIWPBozY0WMkgA8fDoxEk86MiOMasGDCjjH4Y2rzUnUEHO0QOPkMGK/LQ+HWfA5/vZ8jO/dQ6z+IeZiDgZOGMnnS1STGqiLHnbHCi9flUaPqTQL2xvBouyM84u5zR6bLhgL2qHg7UXF2rHG2iL/VpS383dm88CP03lVThOhsJxrYN+Xz+FSA73CDDlVoLzaqU1b36AwXXXQRgUCADz/8sMV1GzZsYNq0aWzdupWDBw/y05/+lMLCQs455xwuvvhibr311ogU/V/+8pcsWbIEl8vFlVdeSXR0NBs2bGDt2rWd2mYJ7LuRBPbH5/N4qcwvC4/GVxwowevyoDcaSByUEhyNTydlaEar8+M7focB2FQJayvApFdBfb0PvH5Ii1Inbjl2GGgHa+/4oDkRmqZR8u0R9n2+g8JthzCajeRMG8GwOWNJGJB8/AP0QZqmUbTjEDveDwb0wzLUCP3IrH6btdAfeF0eNv7tcw5t3MfgM0Yx6aoze32AXLgtn/WvfgbAtOvnRiwJJ9rmcbrZ/elW9ny6FZ1Ox8j5uYyal9v5nZb1XthTB+VuSLGoFVY6MajX0PBSj5NSKivy+Oa19ZTtLiVxho70K3zo7aqgqh4jVlKwkUZU8KeQFRTzBbEMBtTnWj2HGch3GMoV+HDiw4GXBnw48dKAF0f4dx+O4PUO/LhbbZ8B6zGDf7Ut1BFgD/+tqs1EclLCKuedVG110LApitpvPeg1E+NGXEbG4GGsf+0zvI3eVgvXNg3Y1ai6MzJgD25rNWAPBuXhgD30dyhobxKwt5dUbhf9WWcE9iEBnx9XfSPuhka0gIbZZsUaG4XRYsLv9eGsduBzezBazNgS7BhMfb+02/z580lPT+e1117r1ONKYN+N+ntg31pPvCUmKrzkXMX+EqoOlRHwBzBFmUkeqkbjU4dnkjgopeveyBsr1bx7j19VPgaVrj86Ds5JV4WSTiHO6gYOfPktB774lsZaJ8lD0xk+5zSyTx9ySnxYappG8c7DbH9/I1X5ZSQPTWfcxVMloO9HNE0jb90evn7jC6LibJxxy7kkDux9a977PF42//sr9n++k8xxg5h6/VyZj3sCXPWNfLv8G/at2oHJamL0+acz4qzTet3nmRcnjZTRSGnEpZNSfIFGyj7zULTMgyXaxphrh5A1dkgwgE8lijSsJLYIljtzjr0a7XfibdYR0DT4b+3Sj6fV4xmxBQP+ox0Bpayjgs3YyMRKEprDTPGWAvQbx1P6tp6q/DLiByRhtlvwe3zUldaSPCSNlGEZxw3Yo+JV0G6LD422n1jA3hFSub3/6Ikilb1ZZwb2IYFAAE+DC1d9I36fH4PRoEbzAZ1Bj+YPoDPoSRyY3Os+34/F6XTy3HPPcd5552EwGHjjjTf4xS9+wSeffMK8efM69b4ksO9G/TmwVz3bf8VR2QBoNFTUEfD5yT59KGabBVtCNCnDMsKp9fFZSd0XhIWKI5l04PBBlFFVuu+m4kg9JeD3U7g1n32f76R0dwFmu5UhM0cxbPZYYlLijn+AXqbVgP6iKaSNGiABfT9VV1rDVy98Qm1hJbmXzWDkOb1nzfuqQ2V89eKnOKsaOP3KmQw9c0yvaVtf5axuYMeHmzi4ZjfW2ChO++5khswc1a3FFP14cdE0ZT4UwJfioT68n5lYokjDRhq+omj2vFpIQ76bUWdNYsKCMzoUjKqA411q2EM8IxnMJd0acPjxBoP/ox0BbXUCHODfuKlGhwHQiCIVEzHEMZzCO0ZStPMIPpcXn8eL0Wwk4PMTk5bA3HsuIirO1m0BuxBN9bYilb1BVwT2IZqm4XW6qS2uxuN0ozcaMJqN6I0G/B4fUQn2PnWe2tjYyEUXXcTmzZtxuVyMHDmSn/3sZ1x22WWdfl8S2Hej/hzYf/Hccrb8+ytqCqsAVG+818/Y75zOOT9dgD0xpudOanuwOFJvUVdaw/7VO8n7ajcep5uMsQMZNnsMmeNzel0xk+ZC0wy2v7+RyrxSkoekqzn0EtALgmvev7OOPZ9uJeO0gUy/8Zw217zvjhGZQCAQXBJsIwnZScxYNL/frPndXerLatj+/kYObdyPPSmG8RdPZeCUYR36LDvWa0EjgIvKVoL3MtxUoaFOh4xEhYP30Kh76NKIFb/Pz7fLv+Hbj77GnhzLtBvmkjI0o0uek95iJ8+Rz7vYycJJCQ4KcVFBGjPQnruA/e8eisiukTnrojfYyXPk8TZ6zICGHgtuqhjMJYzjHnT0v3ONrgzsQ6qOlONzeQn4A2j+AGa7lYA/gNFsICG792Xh9QYS2Hej/hzYv3Xvi9QcqUQDrDFRGEwGnNUNxA/oBdVje6A4Um/l9/o4tHE/+z7fQVV+GbaEaIbMGs3QWaN7vIJxc6GAfscHm6g4WELykHROu2gK6aNP7YBe0gFPTNGOQ6xbuhKdTseMheeQPjo74vruGJFpqKxj3UsrKD9QwtjvnM7Y707uNUWCTkU1hZVse3c9hVvzictMZPwlU8nKHXzcz4fQa8FNNXpMuKhEj4FBXIQfF42Uo+EH1Lz3ULDedO67GomObvOEvzK/lA2vrqK2uJox509k7AWT+lRq6Ylq/j7zUI+GlxQmUVtSyfa7/BjqE4iJScNd75Y566LHNVDAKm6mjv0YsAA6NPz4cWMkmgxmYSEBK4lYgj9Nf7eQgJGuCXx7UncE9vVltTTWODBYjGqKrE6H3+3DlmAnug+N2HcnCey7UX8O7Ht99dguLo7UF1UdLmf/6p3kr99LwBdgwITBDJsztsfnqmuaRsmuAna8v5GKgyUkDU5j3EVTSB+TfUoH9CDpgCersc7Jupc+pXjXEUacN5rRl4xFM3jw4WIvr1LAp0SRgg4DRmy4qGQwlzKWH57U/WqaRv76vXz9xheY7Ram33QOqcNP3Wk+vU1FXinblq2ndHcBiTmp5C6YFpHRo6HhpooGDlPPYfbxd8rZgCF8Mq7Dj4cUJjOEy4giNRzEW0jo0Gidz+Nl+/sb2f3JVhKyk5l2/Vn9buSptakDUaRRw272lLzPt+9up3GPkYEjJzDrkqtISJclH0X30ghQyVYKWUkNe6knDxdVJDE+uPqEn3oOksGZZHI2bqpwU4UreOmhJpy5A6reRFuBv5VEzMS1WmyyN+uOwN7v9VF1uCI8t76vzrHvThLYd6P+HNhL9di+y9PoJn/dXvZ9voO64mpi0uIZNnssg2eM7JrlpdqgaRqluwvY/v5GKg6UkJiTyviLp57SAb2GRgBPsJJ1A7t4iQI+xoqaIqJDTyPlZHIWw7gSPSb0mNFjDP7e8keHodvSBjszuyD0XPhoxI8LHy784d+bbjv6d+R1wUutkeJPnBS+48Y20MCQm6OwpOgpYS0+GoLBnPo68+MhimRGcAN2MrGRgZ1MokjHQPs6/twOF5v+vprDm/aTM30kk66ahTmqE1b0EB1WsruAbe+up/RgPrEjzGQviMEwtJoGDuPDCYCZOMrZiB8vNtIwYseABQ+12BnATJ4+4fsv3VPIhtdW4axuYNzFUxk1P7fXT3XqCQ0UUMDHlLERA1YymUMWZ2Omf503ie7nxUEJayhiFS4qiWUoWZyNjQy+4ift7lTXCOCmJiLYbx78+2gM769Dj4X4Nkb81d9GWp9C1pruyOzrjsAeVHDvrHHgc3kwWs3Y4k+NqvhdRQL7btSfA3uQ6rF9naZplO8vZv/nOznyzQF0ej0Dpwxj2OyxJOWkdllwrWkapXsK2fH+Rsr3F5OYk8q4i6aQMXZgnwvoA/jDS095qQ8H7K3/rX4CHK0EHQo+jdhQ6YAB/DS2umb1sbQe9Bvb1THQ3n3dVLORR/HhwEQsXuowYOV0foaZ6HBg3jIYb22b+mk6AtLaYzJixUAUBqzh3yMvj/5el+9iywtb8db7Of3qM/BMW8dh/kMMg9AI4MNBLXkkk0siY3FQhJtqAHTogsuOZQQD/sxgwJ8WEfCX7C5g3csr8Ht8TL5mDoMmD+v4i0acMI0ADopp4HD4p147TNV2B0XL3HgKTaSPz2DsJRPJHDAGO9lYiAvPA49mYPhYDRxmMJcyhls73A5Po5stb63lwBffkjI8k6nXnSV1FdrBTTUFfEoxX6DhJ43pDGC+ZCeJTuegiEJWUso6QCOFKWQxlxgGhffp7CKVPhpxU90i+D/6ezVaeKkmtezksUf949Fj6LbMvu4K7EXHSGDfjfp7YC9OXG+bV+2qb+Tgml3sX70TR2U9CdnJDJszlkFTR3TamuHhgP6DTZTvKyJxUAqnXTSFzNMGdWpAf6LPrYaGj0Z8wQDcEwzMfa0E56HAvWkPfYgOfXAt6KY/MeHfjURjDv59gH9xhI8jTjbqOUwOFzGSGwjgPcaPL3jpafL7sfb1NLtd6/u1pYpvaSAfE0drM3hpIIYcEhgTfOxqnMIYDsabBuWRAXnzfZr/rqfjc9W9Lg+b/r6a/PV7yZyejvMHbxCwNrR5MuSjESfFOCjCQRFOinBSjJua8OOxkkKUL52iZT4KP6khY9RgzrzxYqIT4jvcPtF+frw4KQqn0zdwGAcFBPChQ0cUqUQzMPxj1wZQvKmY7e9toL6sloGThzHu4qnEpsV36olx4bZ8Nr7+OT6Xl9zLpjNs9tg+1yHZ07w4KWY1hazAQx1J5JLNecQxtKebJvowlW6/PZhuvxszcWRyFhmciZmYnm5eMEet7hiBfxVeHOH9degwE0cN+6hlL3Yyg9+T9mChv8tOelpZUxLY904S2HcjCex7l94WLLelN8+rDgQClHx7hH2f76Ro+yFMFhM5M0YyfM5Y4jIST/i4pXsK2f7+xqMB/YVTyBzXuQE9RD63Rux4qMGAlVx+ihFrRGDeWsDetDc9RK3b3Hag3vTHSDRGotqdGt/bXgtacGy7taB/E4txUIyZaDQ0dOjx4cBOFtP5bTAgt/SKasJ56/aw6e+rMcZpZNzsxD/ocIdGZLw4cVKMkyJKiw6w+YUt1JVWk3GpjtRzzOh1BqJIwdYknV/9noYeSSnsKD9uGiiIGIl3UIRGAB16bGQQzUBiQkE8A9osXhXw+8lbu4cdH2yisdbJ4BkjOe3CyegSHSc1Oueqb+Sbf3zJoY37yDhtIFOvPQtbQu8qQNrXBPBRynoK+AQnxcQyhGzOJYncPjc/WfQcL85guv1nwXT7IWRxNslM7HOfx37cLYL+HTxDI6Xo0OHHDWj4cRNFCqNYiJ1sohlANNmYiT/h72AJ7HsnCey7kQT2vUdXBUihQEfD1+QyNOp5dHsALxr+JkFR27c5wnLK2IgFNW1BjxE3NWQyh2H8ABP2JoGiHQM9s7ZvQ2UdB774lgNf7sJd30jK8EyGzxnLgIlD2l35u3SvSrkv21tEwsAUxl104gG9H28wvT3004CHuiZp7/UU8CmVbMdIVLjKddNRZT0mzMRgbHegbj+hkeOO6Ok1q9urs9OZu1p9mVrzvqagkvGXTmfUvNwOve40TWPvym1seXsdMalxzFg0j+gBtnDA33SU30MdoLI1VCG25in9qX3uBLOreHHi4Eh4FL6BwzRSioaGHiN2siJH4slqd/2DpvxeH/tX72Tnf77B2+hh2OyxjPnO6UTF2jp0HE3TOLRhH1//40sAJn1/FoOmDpdR+k6koVHFdo7wMbXsI4pUBjCfNGac0P9e9A8OiilkJWWsI4CfVKaQyVxiyenppnWqpt+96ozUSR0HSWQcCYyigSPhmiIm7NiDQX7o0kZ6u75/+lNgX15ezqOPPsqHH35IaWkpCQkJ5Obm8uijjzJz5syebl4ECey7kQT2vcdOnuMgb2EkigAeNDQaKSOFSWRyVotgu/3BessR3PbSoQ/PX9ZhDM5dNlLAp3ioxxScVx3Ah5d6DFhIa2VetR5TMNC0BwNSezjoPBqERl5nwNppI6d+n5/9Wzax6fO3KdtbRHRMErmzzmfMmWcQnRRLXUk1W5etp2xvIakjsshdMA1XfSPb39ugAvrsZE67aApZ43MiToZDj9tznGA9dL3qqY5kwBpMa1c/+byHl3osJITnhvtwEk02M/lTj3WSnAp6W3ZBe/h9fra9u57dH28hY+xApt14drsCO2dNA+uXrqRkVwEjzxlP7qXTj1ncx4sjnNKvgv7iVgL+NOxkRIzyNw/4+0rWEbSvrR7qI+fDcxgXFQAYMGMnOzwKH81AbGR0ekea1+1l78pt7PrvZgL+ACPPGc/ocydith2/4KGzuoENf1tF8Y7DDJoynNO/PwtrTPsLXomOqyOPAj6mgs2YiCaTs8lkDibsPd000QtoBKhiB4WspJpdmIklkzlkMPuULcZ4vO9eDQ0PNTRwhAaO4KCABo7QSDkAOgzYyYgY2bczoMV7qj8F9rNnz8bj8fCrX/2KIUOGUFpayooVKxg7diwXX3xxTzcvggT23UgC+56nEaCab1nDPdSRjwFzsFK4Hj9uLMQziIuaBdehYNvQauCtbm9ssb3l7VveJvKYrQfWbY185rCAkdzQJFXc0ez35n+3LMYWouZ5h4L9UOAfmQlganGdvdX0x6ZfKv7iaMpWO6lbayHFNZOU7Gz2r/4WnV6HJcZKXUklzjoHaeNSSBgZy+CLMkkYb8Gna4gI4D3U48fV4r4MWDARExGsm4jGTGyTkfWY8Kh789Gcvjaq3Nf0leyC5op3HmbtyyvQ6XRMv+kcMsZkt7nvkW8OsOFvn2MwGZh+49mkj2573+Px4ggG+0dH+VXAXw80DfjV3Mm9vIaGP3jypmoDTOc32MkIvjf16NAHP1v0wSBY1+3TH1pbu9yIhdO4Ex/OcCAfqlVgJCpiFD6GgUSR2q3p1h6nm10fb2bPim3oDXpGnzeREWePb7WGiKZp7F+9k61vr8NoNTH56tkMyB3cbW0V0EgZBXxKCV+hQ0c6M8liHlEkH//G4pTjxUkpX1HIZ7ioIJbBZHI2KZzeL7KhTuS714cLB4URwb6DwvA5o4WEiJF9kyuN4ry6bg/sSxpKeHfvMvZU72VkwgguGbGA9OiuO6+oqakhISGBVatWMWfOnDb3uf/++3n33Xdxu91MnjyZP/zhD+Tm5gKwePFili1bxm233cYTTzxBZWUlF154IX/961+Ji4vr1PZKYN+NJLDvOY2UUcJXlLIWNzU4KKKRUhI5DX0w2OutAV1nj3z68Qbni7feEdDada0VfYOm88mPdgSUsJYKvsFOJhoBAnhpcJeg2zSKQ7+zUfF1PeZkPXpLAG+tRsCvMfBKK2N/GY1BZw4G5W0H6KYmPyebdtkXR5VF92isc7J+6UqKdx5m1LkTyJk2gh0fbApnmow5/3T2fb6DvK92k336UKZcO6fLln/00hAO+EPB/mGWU8PuYxYnbIsK7HXBoL9pB4C+ybbQ9YZwx0DLfSI7DppfH9qnmNVUsIUokvHjxksDbqqJIYc0pkUE8dEMxEpSr6i9AOp18O1/vmH/6p2YosyM/c7ppI7IZMeHX1O2t5DYjATc9S7qS2sYeuYYJlw+Q5Yz7EEe6iliFUV8hg8nyUwim3MjCo6KU5eDYopYRSlrCeAjlcnBdHvpaDsRGgGclDYJ9NWlhzp0rjhi8i4hZ/BAoqw29JgjBsu6QklDCXd/chf13nqizTE0eOqJMcXwp/lLuiy49/l8JCQkcPPNN/PrX/8ai6Xl5/v8+fOJiori0UcfJS4ujueff56lS5eyd+9eEhMTWbx4Mb///e+ZNm0aTz31FHV1dSxatIipU6fy+uuvd2p7JbDvRhLYdy8/bsr5hhLWUMs+jESRyjTSOQM9ZtZwd58J6Hp65PPoMm2RwX/TTIDQdXm8jZuqYEaCygUI4MdKMmX3TqR2j4uAE/wujdjMBAx6E4nZqVz+9M0Y6P4T4p5+bkXvpWkauz/dyqbXP+fw1weISY3DnhRDXWkNDWW1DDljFDMWzWfwjJHdPod6DfdST37wPRMIplfWEUUqudwX3qYRCE4RCoR/P7qtPdf7g39rbewTOOb1GgHyWYabGoxYw1OFNALEMowz+b9eE8QfS0NlHTs//Jrdn27l8IZ9RMXbMZgNVB0qx2y3cvX/u52hs47doSK6jx8PJXxFAZ/gooJ4RpHNuSQwpk+83kT7qZoLoXT7bzETQ0Yw3d5C546GCsVDHVWuw5TnecgenI7JSkQ2qMpMDQX6oZ+W06Y8fg8lDSXBmki1+PFgwIyJuFYHbl7f+Tc+zvuYzJis8Lai+kLOHXwe14y9pt3tT49Ox2xo/1TLt956i1tuuYXGxkYmnj6RmXOmcPlV3yV3/AQ2fPktF3/3EsrKyiKC/mHDhvHAAw9w6623snjxYp544gkOHTpEVpZq+/Lly/nud79LYWEh6endswxhR+LQUz+vRfQJGhr15FHCGsrYhB8X8YxiNDeTxISID4pZLOkzAZ2N9E5dpqSj9BgwE9uuOWlmYoPp7aGUZF04GyJxxEC27dpA4oij6ZFVhyvIGjWsR4J66PnnVvReOp2O0fMncHjjPg58uYv60loCAY2G8joCmkb6mGyGnDGqR9oWzwhq2EUUKeFtXurJYBbJ5PZIm9piJKrVKS/JTOgzQVZ0UizTrp9LXWk1Bd8cpLHWCTpIHZGFXq+jeOcRCex7EQNmsjiLTGZTwWaO8DHbWYKdLLI5lxSmdHmhU9G1fDRSwlcU8RmNlBPDIEaxkBQm9Yt0+55kJpZ4hlFNHlYSsWINZ2j6w0vlenBTC6hxX1VHqmmwb6K4oZgn1z6Bl4bgfrrwpYnoFiP/awvX4vA0UOosDW9z+9y8sesN8uvy293+R2Y8wsC4gcffMejyyy/nu9/9Lqu++Iwv1n3MJ//5nD/89v9Y8sITOB0uGhoaSEpKirhNY2MjBw4cCP89cODAcFAPMGPGDAKBAHv27OnUwL6zyDtI9CgPdZSyjhK+wkkxVhIZwDzSOQMrSa3eRgK6rjGYBRSykgaORGRD5HAxAxZY2LtyO1WHK7DGWHHVu7DGRDHu4qk93Wwh2tRQUUfWhME4KupoKK0haVAK5mgrNYWVPdamo++zwy3eZ71NX2rr8dQVV5M+ZgDG4Fx7s82Cs7qB0j0FPdwy0RodelKYRDKnU8s+jvBfdvMyeSwji3PI4Mw2l0IUvZOTUor4jBK+IoCXFCYxioXEMLjPdBSeinToMWCJGKRRWWM+/MFAP4AHLw60YKHY6Ggvd824jgCe4LRYXfB23mDNp5jwkQDe2JnOp3kryIzJCN9HUX0x84ecw/fHXB6x79EWNN2mLuOi9Tgpbba/1uSWkftraGCF6fOHMmX+Tdz385u5++ZH+fVjf2bh7T8gPSONz1etbvGcxMfHt+OZ650ksBfdLoCfKnZQwhqq2I4OPclMZBjfJ55R8gHfQ2ykt50NkQ5XLLmZbe9uoHRPAWkjBzD+kqnEpif0dLOFaFPqiCxKdhWSNjKLlGEZ6A16qg5XkD5qQI+16Zjvs16mL7X1eEKvhcQma9K76l09+loQx6dDRzwjiGcEDooo4BPyeIdDfEAmc8jibCzE93QzRRs0NKrZSSErqWInZmIYwLxgun18TzdPtEGVajUFg/ajK8wE8BPAi8XgwRAXCKbxNw2rtXBR59CRAK4efxFbSr+m0lVBjDmaek8DybYErh63gLTopPB+hCOApnGALuIaml3qWt0W+bcfV3hawagxI/ho2WdMOH0cpSVlGI1GcnJy2nwuDh8+TFFREZmZmQCsW7cOvV7PyJEj234Ce5AE9qLbOCmhhDWUsg4PdUQzkKF8n1SmBpeEEz3tWNkQsekJzPrhed3cIiFOXO6Cab0y06QvZR31pbYeS299LYj2s5PJSG4gh0soZCVFfE4Bn5LGNAZwLnYyjn8Q0S18uChlLYWspJEyohnIKG4imUknXTxX9Bw9huBUGCt+XLipiVhe2I8HCwkRU80AYqIH8n/zX+C9fe+yu2oPoxJHcvHwS7q0Kn5lZSVXXHEFCxcuZMT4LCwxAbZu2sOS377Ady+Zz5x505k2YzILFizgt7/9LSNGjKCoqIgPP/yQSy+9lMmTJwNgtVq54YYb+P3vf09dXR133XUXV155Za9MwwcJ7EUX8+GinK8p4UvqOIgJe7gQ3tG53EII0fli0xMk00QA8lo4lViIZwiXMZALKGY1hayghK9IYhwDOJc4htNIKXkso4a9xDOCwSzok5kmfU0jZRSG0+09JHM6I7mRWIZINuYpxkxCcEljDzoMaPjRYcDcRiZGenQ6t07svk7i6Ohopk2bxh/+8AcOHDiA1+shKzud62/5Pvf+z63odUY+/OgjHn1kMTfddBPl5eWkp6cze/Zs0tLSwscZNmwYl112GRdccAFVVVVceOGFPPPMM932ODpKquK3g1TF7xgNjVr2U8pXlLOJAF4SGEM6M0kiV4qjCCGEEKJTBPBRziaO8F8cFGEhiXI2osOIuQ+sntPXqBVpjnaa5HAJbqqC6fY7MBFNBrPJZDYWpOOstzlW9fWO8uPFQw1+XBiwYia+12ZknEhbQ+vYb9mypcvbJ1XxRa/jpoZS1lLCVzRShpVksvkO6cyQD3chhBBCdDo9RtKYTirTqOZbNrKYGnZjJTk4UzgGN1Xk8e4pMa2kJzkp4Uvuwks9RuyUsIbtLCGFScQzkpHcQApTem1wJzqXAVOLtPveqi+19WRIYC9OSgAfVWwPFsLbgQ4jKUxiBNcRx3BJvRJCCCFEl9OhI5GxRJONHyce6mngMBp+/LjZxf/DSz12siJ+pLr+8Xmox0kJ3/IctezDSBQNFATTr/XEM4LTeUTO+YToYRLYixPioChcCM9LA7EMZjjXkMJkjET1dPOEEEII0Q/FM4IadpHAaEDDj5s6DpDERMzEUcMeilmNRgAAK4nhIN9GFnYysZHe76YNami4qcJJCU6Km1wW48UBQClrCeDDhJ1osogiHR9OXFRLUC9OOYsXL2bx4sU93YwO6V+fWuKkeHFSziZKWEM9+ZiJIY3ppDMTO5k93TwhhBBC9HODWUAhK2ngMKbgHHsbmUzikfAc+wA+nJTgoDD8U8p63FQDam1vG+lNAv5M7GRhJanPB7AB/DRSRiMlOChuclmKHzcAekzYSMNGBgmMxkYGNjLIYxmHeJ9oBoaP10gpCYzqqYcjhGhCAntxTKoQ3l5KWEM536DhI5FxjOVHJDKu3/VoCyGEEKL3spHOLJaQx7vUsId4RjKYSyIK5+kxEs0AohkQcVsvTpwUNQn4i6hiJz6cABiwNEnjzwz/biK6Wx9je/hx46Q0POoeGoFvpCycrWDEho10oskmlSnhAN5KIjr0LY45hMsoYlVEp4mJGHK4uLsfnhCiFRKViRYVTgezAD3mcCE8FxXYSCOHi0hlGpY2lrIQQgghhOhpNtJPqFCeCRtxDCOOYeFtGhoeasKBvoNC6skPp6UDmIltMXffRkbEGt9dxYujRfDupAQXleF9LMQTRToJjCaTudiDAbyJmA5lILSn00QI0XMksO/nmlc4LWMd3/I8SYzDTDwpTCKdm4hlaJ9PPxNCCCGE6AgdOiwkYCGBRE4Lb9cIBEfEj47wV7KVQlagoaFDh5WUFgF/FCktRsNbG2BpGiwf7VxoPvpegof6cDutpGAjnRQmYyM9OAKf3qm1j06000QI0fUksO/n8liGl3r0mKllDwF8aGhYSWcqv5BqsUIIIYQQzejQYycDOxmkMCm83Y8bB8UR8/eLWY2HOkBNA7CREQ709VjYzh/w4cZMNJVs4SBvM4ob8OMJB/JH578bsZEeHIEfRVQwgI8iVZaZE6Kfk8C+n6thLyZiAIJfDOn4caHhk6BeCCGEEKIDDFiIJYdYciK2e6iPCPadFFHBZsrZTAP5WIingQAQwEsDu3iJbM7FTlbECLwq4Ndy/rsQQkhg38+FloWJZiAWEgBwUS4VToUQQgghOomZGMyMiji/0tD4gtsxEoUeIzoMGLHhx0MsOUzkwR5ssRCir5Euv35uMAswEUMDh3FTHa50KhVOhRBCCCG6jg4dSeSix0A02djJxEI8AVwkMLqnmydEn3fkyBEWLlxIZmYmZrOZQYMGcffdd1NZWXn8GwOrVq1Cp9NRU1PTtQ3tJBLY93OhCqc5LMDOAHJYwCyWSIVTIYQQQoguJgMsQnSNgwcPMnnyZPbt28cbb7zB/v37ee6551ixYgUzZsygqqqqp5vY6SQVX0iFUyGEEEKIHiBLyIn+oMTlYVlhFXsbXIyItrIgK5F0a9cuB/njH/8Ys9nMxx9/TFSUWhli4MCBTJw4kaFDh/LII4/w7LPP4na7efTRR/n73/9OWVkZ2dnZPPzww5xzzjnMnTsXgIQENV35hhtuYOnSpV3a7pMhgb0QQgghhBA9RAZYxKmsxOXhri351Pt8xBgN7Kp3srK8jiUTcrosuK+qquK///0vTz75ZDioD0lPT+eaa67hH//4B8888wzXX389a9euZcmSJeTm5pKXl0dFRQXZ2dm89dZbXH755ezZs4fY2NgWx+ptJLAXQgghxMlrrICCz6DuEMQOggFzISq5p1slhBCiE3kCAUpc3nbv/7fD5ZS5PWRFWQBINOspbHTzcn4Z1wxMafdx0q0mzPr2zSLft28fmqYxenTrtSpGjx5NdXU1Gzdu5J///CeffPIJ8+bNA2DIkCHh/RITEwFITU0lPj6+3W3tKRLYCyGEEOLkNFbA178BrxNMNqjLg9INMOlBCe6FEOIUUuLy8uTugnbvv7ayngafn1L30c4Atz/AG0cqyHe6232cR0YNYKDN0qG2app2zOvz8/MxGAzMmTOnQ8ftrSSwF0IIIcTJObQcGgoBHQS8EJ0FzjIoWAXDv9fTrRNCCNFJ0q0mHhk1oN37/+1wOR+X1oRH7AEKG92cnxbP1R0csW+vYcOGodPp2LVrF5deemmL63ft2kVCQkKvT63vKAnshRBCCNFxAR/U7IOKrXDgXfA1qtH5xgrwOiAqBerye7qVQgghOpFZr+/QyPnCnFS21Dip8niJMRqo9/lJtZi5MSe1y+bYJyUlMX/+fJ555hl+8pOfRATwJSUlvP7661x//fWMGzeOQCDA559/Hk7Fb8psVu3z+/1d0s7OJsvdCSGEEKJ9NA0cxZC/HDb/Efb/WwXx6dMgZgDED4WEkSror94LpuiebrEQQogelG41s2RCDgsykxgQZWFBZlKXFs4L+ctf/oLb7ea8885j9erVHDlyhOXLlzN//nyysrJ48sknycnJ4YYbbmDhwoUsW7aMvLw8Vq1axT//+U8ABg0ahE6n44MPPqC8vJyGhoYubfPJksBeCCGEEMfmdUDJOtjx/2DnC1D9LaRMgHE/grGLYMyNYI4BRwloPrAmqL8bCqDoS9UhIIQQol9Kt5r54ZA0ns7N4YdD0ro8qAcYPnw4mzZtYsiQIVx55ZUMHTqUW2+9lblz57J27dpwYbxnn32W733ve9x+++2MGjWKW265BYfDAUBWVhaPP/44Dz30EGlpadxxxx1d3u6TodOOV1VAUFdXR1xcHLW1tcTGxvZ0c4QQQoiuF/BBzX6Val+zH3Q6SBgByRMgbgjomo0NNFaoOfV1+RCbA1mzoWqnCuzjR8CQi8F4as1nFEKIvsTlcpGXl8fgwYOxWq093RwRdKz/S0fiUJljL4QQQoijHCUqmK/cAT4n2DNg0LmQdNqxA/Oo5JaF8mypYM+Cg8tg50vqeltalzZfCCGE6I96NBV/9erVXHTRRWRmZqLT6Vi2bFnE9Zqm8eijj5KRkUFUVBTz5s1j3759EftUVVVxzTXXEBsbS3x8PIsWLWox/2Hbtm2ceeaZWK1WsrOz+e1vf9vVD00IIYToO7wOKFkP2/8f7PwrVO6E5PFw2q0w9mZIm3Lio+0JI9Qx9Cb49mWo2N65bRdCCCFEzwb2DoeD3Nxc/u///q/V63/729+yZMkSnnvuOdavX4/dbue8887D5XKF97nmmmvYuXMnn3zyCR988AGrV6/m1ltvDV9fV1fHueeey6BBg/j666/53e9+x+LFi/l//+//dfnjE0IIIXqtgB+q98C+f6pCeEc+VXPjh38fJtwNA+d33ui6NRHG3AQJo9Toff5yleovhBBCiE7Ra+bY63Q63nnnHRYsWACo0frMzEzuu+8+7r//fgBqa2tJS0tj6dKlXHXVVezatYsxY8awceNGJk+eDMDy5cu54IILKCgoIDMzk2effZZHHnmEkpKS8JIFDz30EMuWLWP37t3tapvMsRdCCHHKcJaqVPuKHeBzgC1dFcJLHAsmW9fet6ZB2SY49DFEZ8Kwy8Es36tCCNEdZI5979RZc+x7bVX8vLw8SkpKItYUjIuLY9q0aaxduxaAtWvXEh8fHw7qAebNm4der2f9+vXhfWbPnh0O6gHOO+889uzZQ3V1dav37Xa7qauri/gRQggh+iyvE0o3wo6/qsr2FTsg+TSVan/aLSrVvquDelAF+NKmwOjrwV2rKuzXHer6+xVCiONprIB9/4Kvf68uGyt6ukVCdEivLZ5XUlICQFpaZBpgWlpa+LqSkhJSU1MjrjcajSQmJkbsM3jw4BbHCF2XkJDQ4r5/9atf8fjjj3fOAxFCCCF6QsAPtQeCVe33ggYkDFfV6uOGgd7Qc22LyYbTbob9b8Puv8HAcyBtmgr8hRCiuzVWwNe/UZ2gJhvU5UHpBpj0oCoMKkQf0GsD+5708MMPc++994b/rqurIzs7uwdbJIQQQrSTsyxY1X67KooXlQbZ81RVe5O9p1t3lCkaRl0LR1bC4U+goRAGXwSGrl/fWAghADU9yF0Du16F2rzg548OolKhsUwt4dl8tQ8heqleG9inp6cDUFpaSkZGRnh7aWkpEyZMCO9TVlYWcTufz0dVVVX49unp6ZSWlkbsE/o7tE9zFosFi8XSKY9DiHZrrICCz1RaauwgGDBXeomFEO3ja1TL01VsBUcxGG0qkE/OBXvr33W9gk4PA+dBdBYcfA92vgjDr4SopJ5umRDiVOWugbp8qD+kzrk8tVC+VV1nsICjCBpLwRQLtQd7sqVCdEivDewHDx5Meno6K1asCAfydXV1rF+/nttuuw2AGTNmUFNTw9dff82kSZMAWLlyJYFAgGnTpoX3eeSRR/B6vZhMJgA++eQTRo4c2WoavhA9QlLARF8lHVI9RwuoVPvyUKq9BvHDYPisYKp9r/2KbylxtHrd7PuXmnc/5BJIHNXTrRJCnAo8deo7qi4f6vNVYI9OrfqROApiciB2KBSvUR2hfo/qIG0oAIMJSjZA6kS1ZKcQvViPfus3NDSwf//+8N95eXls2bKFxMREBg4cyD333MMTTzzB8OHDGTx4MD//+c/JzMwMV84fPXo0559/PrfccgvPPfccXq+XO+64g6uuuorMzEwArr76ah5//HEWLVrEgw8+yI4dO/jTn/7EH/7wh554yEK0FPDDwffBUarSZH2N6gS3sUJSwETvJh1SXautTpPGchXMV24LptqnQvbZwVT76J5u9YmLSoGxi9Tn4f5/QcYZ6jHrem2dXyFEb+SpPzoaX5cP7iq1PSoF4oZDbI76TDVGHb2NNREqNoOjRH2fGSyQMBLSpsLhj6H4K8icpVYQ6UudpqJf6dFX5qZNm5g7d27479C89htuuIGlS5fywAMP4HA4uPXWW6mpqWHWrFksX748YhmA119/nTvuuINzzvn/7N13nNxVvf/x13d6316TbLLpjXSE0BEUFIQgShGvBK7ivYqA6FWQn3CxoV4L5noVCwheBSxIQhGuCCIEQkgP6T2bbLbvzk6v3+/vjzMzW9J2k+37eeaxj6k7853J7He+73M+55xLMJlMXHvttSxbtix3e15eHn/729/4/Oc/z8KFCykuLub+++/vsta9EAMiO44r2qgOzCOZ01gzNG5QgT4dVUE/XKdCftvOwd5qIY7v8D8g1qYOgGKtYHZApAn2vwgz/kUC2eno3mjSvgcO/h8Uz1Flo2anCvIlc9VydSNl0jmzXS2BV/+OGnsfOgKTPzq05gYQQgwtybAK8Nny+liLut5RDHkTwfd+8FadeD/iLFaN0odfV49TNgHGXpRpTG2BI2/CwZc7An7x3MGdgFSc1NKlS3niiSd46KGHuOeee3LXL1++nGuuuYYhsuJ7nxoy69gPZbKOvegVw4BkUIX2zgE+2gR6Ut3H7FAtx84ScJVC4zpo2qjGmepJFY4CB8BdCRM/AhWLVcmYODVSLt53DAMi9dC2A7Y+pgK9xaE+0+m4aqCyOFXZoqNIvc+OEnXqLFbXSW/Hiekp2P47qH1drfGeDKlGwVREHUzOXAr5U0b++xg4CHueUQ1EUz4GnrGDvUWiJ2R/K/pbMtLRIx88oI6vQH2/eMerz51vQt9XMEWboPYNaN0G9nyoPF81tg6jRuzRtI790qVL+cMf/oDD4WDfvn25IdhDMdj31Tr2I/yoQIh+lopmgntj1yCfjqnbNQu4SlSpbOHMjiBv9XbtYfNVq7Gy2RIwzaTuP/4yFaBa3oO8Sao01Tt+5PTODQQpFz99hqHGGrZth9YdHT3GvgmgmSGvWn1mDSB8GIrnQ9lC9d5HmyC4TvWoAGACR0Em5BdnGrgy582jaPxiOq6qHeJtHafxVnU+EVANfamoOm9xgKdSje90lqjx6KOBb3xmSbxnYPsTUHUZlC6U/d9QJvtb0R9SUQjWZHrlD6qJ7QDsBeqYqOJctb+w9XPnm7NEVRRFzoPaN2H/83DkLbWEaNGsYRXwB1qEevazHD+7yGcq1SzBRf9P7HrppZeyZ88eHnroIb7//e8f8z7PPPMM999/P3v27KGiooIvfOELfOlLXwLga1/7Gq+++iqrV6/u8jtz587l2muv5f777+/319AbEuyF6Il0IhPcu5XRJ0OZO5jULM7OUiifqMK7s0R96fTkIPREJWDjLlGtw3WrYMf/grsCyherg3v5Ejm5w/9Q4+1MNhUurV4VlmT+ghPT06pHpHU7+Hdm3js3FEyHghmqrDHepg7iI43qID4ZUQdWUz529EF8Kpr5G2ruOG15T/1fAKCp381Wsjg7hX7zMFylJFu5kwvtbV2DfDracV+zXe0rHAVQNEb1BDmKoWm96qXO7kPC9aoRcDSx+WD6v6jl8A6+pBqYJlwxuhqBhhLDUBUl6ZhqnMpW6WTP17wCwUPq/y3WpqpKQkdg51Mw8SqweVUvqixpKE4kFVNBPnhABflIA2CALU81KFecrQK9PW9wts9Vpr7nwvVQ+0/Yt1yV6o+5AApnSeNjNxHqWckdJAlixYuf7dTyGuexrN/Dvdls5jvf+Q6f+MQnuOOOOxg7tmvl17p167juuuv4z//8T66//nrefvttPve5z1FUVMTSpUu56aabeOihh9i7dy+TJk0CYOvWrWzevJlnnnmmX7f9VEiwF6IzPaXGZuXK5zOncX/mDpo6AHeVqAlUnJkA7yg8/bJYZ/Gxg6bJDMVnqPG0gX1qfNfev8DhfCg/G4rnyUHusegpVQVR84o6sDTbMr3KdZBOwoG/qv8733g1BEJmu1XDQNr3qSqRtl3q4N2WB0VnqEDfOWTCiRukurM4VWOAt6rr9el417AfbVaVAfXtqBIAVGOMs1vvvqu068RHg0FPQby9I7h3D+9GquO+Vm+mUqEE8qeq8/YCte8wO44+EPRWQWCvOqDNNppYXTD2woF9jUOByQITPqT+Tve/qPbPUz6u3sPRoq/K2/VURwhPxyDV6XzucqzrfdJxFbSylw39+I/fvEXdTzMBmnq+ZFiFn4S/434mmwr4VjfYPGDxqFNrpx+bRy3bKA3YI186rhqEsmPkw3WoIO9TAb7sTHU61P7m3eUw9Xq1PN7hf8LeZ+HIShhzofrOHKEBP02CCPU9vv9ufkeURtyMAcBOIWFq2cFvmMJNPX4cF+WY6X2j4DXXXMO8efN44IEHePTRR7vc9qMf/YhLLrmEr3/96wBMnTqVbdu28V//9V8sXbqUWbNmMXfuXJ588sncfX7/+99z1llnMXny5F5vS3+TYC9GtuMdDBm6OvDOhfdGNa491gpkDlqyvYcFMzIl9CVqrPBghWhNU+X4eZPUl0jdKjWZVu0b6kuvdJE68B/NDEO9N83vqTW905nx3vY8yJ8EmlVdFzioWtwb1sCRN1Q5uWdMZsmbURb003Hw71Fh3r8H9IQKzmWL1GffVXbig5PjNUj1lNmu3m/PmG7blVSNbNkhLrEW1VDTsJbc36jF3TF231mSCfwl6vrjbXNvA1Iqphr2jlcyn2180EwqqNsL1OeoZH5HL7w9v/efp940mowWxXPU5zG7JN6ka9TyfiNd5/J2s10tbVj7Bsz8V7A6O/Wcx44R0rtd7tzY1J3JqhqZzPbMvBl2FazthV2vy94nd12ny3v+rD6z7k69cOF6NdlY1aWQCKlKt2RIBf5kSFW2RJrU5c6VLABo6nvN6u0U+t0dPf9Wd8f1p1oFIHMC9J/jvbfpBIQOZcbIH1SN7+jq/zO7//RN6HnV42BzV8K0G1VF0eF/qr8DZ5lqiM2fOjxeQy9EqGc93+7x/etZRYoQURpy16WJs5unCHKgx4+zgPvwUnXyOx7D9773Pd7//vfz5S9/ucv127dv5+qrr+5y3bnnnsvDDz9MOp3GbDZz00038dhjj/H1r38dwzB46qmnchO+DzUyeV4PyOR5w1SkEdZ+Vx04aGbVs6ahli5JRTsOcMzOTOl8acd4eGfx4PcG9kSsDepXQ9MGdblkPpSfNfRatftbIgDNm9VPrEUd5BWdoSodNHPXMZ/Z04VfVRPtRBs7Di4CB9WBZS7oj8/8jB1ZQT8VVSsutO1QPfRGWg3xKJiulvdxlgz2Fh6fnlINcLHmTj39meCf7Uk0O47u4XeWqIPJ9d/v+lmwuGDu5wBT70rm7Z1+HAWqIVB6FgdGKgr7VoB/N1ReAGPOH7nvfSoKW36pgjya+lsFNZGiu1LN+A1qn5UL5dnw3f3yscK4Q1022fpmhu/uY+w77297EpazPfzJbg0AieDRDQLZ9yIrWwXQvec/G/5tXnW+c8Pf6W6vOL7O763Fofbbhq46IhLt6rzF3THRnXeCqmAaCSE4WKOqVAIH1KolYy+CvMlD4rX1xeR5p9Jjf4i/5XrsAcLUMo7LmcInevw4ve2xX7p0KX6/n+XLlwNwxRVXYLVaWbp0aW7yvAULFnD11VfzwAMP5H5vxYoVfPzjHycajWI2mzl8+DBVVVWsXbuWaDTKhRdeyJEjRygtLe3xtpyMTJ4nBkd/t2wbhuoxzJUBJjqdxlSpcCrW6T6d7qsnVI+Enrm+bYcq57JkerE1U6Z0tlWN0cwG+RP17g11jgKYcLka19W4VvVAN65V4+8rFqsDv5EqnVDjv1s2q8+jZlave/xlahxy5wP9E/V8usrUT/n71Ocv2tgxSU/DWjVubiQE/UQwE+a3Q6AGMFRp/bj3q0Bvzx/sLewZk0U1xLm6faFmq3BinUr6w3WqeiPbiBc4qP5/nSUqHOhxVQWw+hsdAam3JfNi4FmcMOV6VfJa+08I16re++HQGNsTsVbVK9+2W+2Lsg23zhL1fWYyqcDvLIP5X1QBfajsj0630sRkURVWJxs7bRjqmCAZ6lYFkA3+QdW4f8wqAFOmCsCjGofaD3T0Ils9asjA4X+o4R6idww9s6xvM+x5Ftr3q89nOAoY6hgtVKuWsPSOV5/pkbhP9VapuUECB9VnadfT6nhszIWq6nKYv2Yztl71nE/nVprZSJxWrHhJEsRJKdNZOiAT6GV997vfZd68eUybNi133YwZM3jrrbe63O+tt95i6tSpmM2qsXPs2LFceOGF/P73vycajfKBD3ygT0N9X5JgL3rueLPdLviK+hJOx7oGcb1b8O4ewo8V3vXEibdBs2R6GWwdvQ9mm2qJN3W7LtYKJgfYveqA3GSDZACsPtWrPZJYXSrcly+G5o1qDeitj6pW8PLFI+KLBFAHDYEDqme+bYdq6PFOgOorVag/3iRrPS0X17SOoF92Zregf/AYQb9KPb9n7NCc5yDWlhkvv0MdTKGpBrkJl6ue+b5eCmgwadkJLIugc8GKYagDzVgLbP5Zx0RfmlmFeLNLlQ3P/qwK8UMlIIkT0zTVU++ugL3LYcuvYMp1XUvAhwtDVyW8/t2q8S3Woj6fvgmqodJbpfbpnV9bMqJWThmKf8OnOzynJzRNNeRYnCevMDpWFUC2MaD+XcBQ73l2Odp0Anb/WVWCOYo6LdtZmJlPR/YRHZVTLV3nR4k1d1RSNG9RpxaHet9sXjXEylGkvl9HA994mHGzOl6u/SfsekodL4y5KLOqzAg4LusBF+WcxzL2swI/O8lnGtVcPaChHuCMM87gpptuYtmyZbnrvvSlL3HmmWfyzW9+k+uvv55Vq1bx05/+lJ/97Gddfvemm27igQceIJFI8OMf/3hAt7s3pBS/B6QUP2P3n1QrfDquviSNtOoFdJd39HYdi2buCNumTFlg9xDe+fSYt9l7XyqY3d7uY/3Gvh+mXHuq78LwYOiqN7t+leq1dJapHvzCmX1TbjnQok2ZUvv3VE+Mo0iNty2aPbA9zYaRWb7tYEf5fiqiQqV7jPoSH+ygH21SS9K17VDrzWtm1bBTOEOtfT5SejVPxWjeJ4xkcb/6v402q0n2SuYN9hadXDpTLdK2S81tkY6q6rH8yapSJG9ix5hxKRfvP533CYaeGftdq+YXKZqRCa7NHUvY5lbvKO4I/Y5Mg2L3ZWxHgnSi4z2INnUMgYq1kZvrxOzMzEGUne8kM/TpwP9B7euyv80yDPU3X/u6Oi7zjlc9+L7xA7oZg7aOvZ5UmSGd6NQh17/HSd1L8QEOHDjAtGnTSCQSuXXss8vd7d69O7fcXfex+H6/n/LycsxmMw0NDXg8fduo2lel+BLse0CCfca6H6i1Q7Ol8JjVl52zGGZ8KtMrbu0Yr5cL84NUGCIHQ+qLJHhQzaTfvlfNcF5+lhqLP9SXG0qGoWWrKrUP16mDh6JZKtC7K4fGAdQJg35lZtzgePCM67+gbxgQqesI87EW9feXP1mF+bzJQ///eqDIPmHk0pNw4GVVsVSyQPV0D9Z3z/HE/R298sGDKkg6S1WDW8FU1Th4wkkfX1cVS74JMpFiX+nJPsEw1H491pIJuS0d5zsHXJMt06vfuYc/czrU98GpaEePe7RJvcZokxoLn3Ws1UmcxWregmOR/e2xGYbaD9T+UzW++6pVwPeOG5CnH5RgrydVo46hZ1Ynypy6y6UCJkOC/QCSYJ8xHHu75GCoQ6RBzaTfslUdZJQuVOPKh1Ipp55UvVfNm8C/V012mD8FiuaooDrUDtS763HQH3t6B3rZ0t22HSrQJ9pVw0fBVDVePq9aviyPR/YJI1vjBrXevasMJn9s8Na5BvV3Gj6S6ZXfpfYNmkntAwqmqX3bcJnbYiQ7nX2Cns4M9WnuFvpbIRXuuJ/Nd4yy/iLV2D5QjdSGobap8/Ki2SCfzG6rpj6TuZVGijpOLacQAmV/e3yGoRr5av+phvzlTVIBv/sKMX1swIO9kRnqkgiq/Z/Joj7z6aTqtXcU9v82DAMS7AeQBPsMaX0dGRIBNV6zcYMaTlE8F8rPVqWEg8EwVEht3gyt21QViLtS9cwXzhreS/gZhjpwyq7NG6jJHOyZwFOpDvB9E44O+seapNJeoB6jdTv4d6oDMasnM5P9dDUOdzgOsxCir4VqYc8zqqFw0kdVQ9dASSfUShP+TIl9Kqwa3fInqzCfN/H4c4GIkSUVPbqHP9qsVtzIjkPXLB2l/J3L+h1Fx/+cnGwSY8NQjb254N4pyGeHFGgmtYxhtvc9F+RlDoEBZxjq2Kf2DfX/lT9FBXx3Rb88Xb8Fe0NXcy/oKTVhbe58WuUFdMCUqeQ1q0Yxk3V4zovSDyTYDyAJ9p1I6+vIkYpC4zo1AWIyog46KxarkDkQYm3Q8p4aNx9vVT0aRWeoQD9SP1M9Cfq2PNj5pDoAszjUQaGeUOFd09TthTPUZc/YoTEkQYihJhmBvX9Rf2tjL4aKc/rvbyURUD1v/t3q+Yy0KlMumKoO0j1jR+5yfKL3sjPH55bt7BT8k6GO+1k93cJ+MaDBez9X398Wp1rG12SG6qvU90Q2yGcnAtQsxy6ftxdIQ/BQY+iqovLIm+qzUDBNBXxXWZ8+zWkFe8NQ+7fu4V1PkRuSAmpuH5NFff5MFtURkYqqIJ/dDaeTmUqWUbY883FIsB9AEuzFiKYn1ey19avUl4m3Ss2knz+l7w+EUzG13FrzZjXTvMkGhdNV1YB3/OgLqbmgf7CjfL9lsxri4ihUE2wZuvo/Kl8Ms/5VfcmPtvdJiFNh6KrM9chKdZBcfdWplRMf9biGKrH371Zl9tEGwAS+KjXxXf4UKS8VpyYdz/S0t3Yq78/MPm+k1Fw54frMSkRJ1BJyEfX9WbG40wR2mSA/kKX+om8YOrRsUfuuuF815FdecPQSr6eoR8He0FWPevfwbqSAbGzUOoJ79kezqAaj7g2ZMsb+pGQdeyFE3zBZoXS+mknav1ONw9/9B3WAULFYzTx/OmPbDV2VpjZvVr1aRlpVe0xcog62h/qkQv1J0zIHYCVQtkgFhne/CVhAM1Svij1f9cSY7VKyJkRvaCbVW++uVEvibX1UrU1+KgfI6SQE9qkw79+leqDMDlViX3mOGh87mlecEH3DbFdjrLuPs86W16//AWBWk7GabKqhKp1UFV8zbxmUTRZ9TDN1DEVs2Qy1b8KWX6pVjcZc2HfDJg3j+OE9O1Qkuz2aJfOZc3aEec3c80ajbMn9AM+KPxpJsBdCKJrWMV47eEjNpL//eTWWr+wsKF3Qu96uSIOaBK9lizoIdhSrL6Xi2ar8ShxN01TrfKSh2ySVfigbwHHCQowkBdNg9mdg9x9h22NQfaVqsDyZRECNk2/bpdahNlKqLLroDNUz7x0nJfZiYGiZSe2K56phbN0nMfadYMlhMTyZzGoFo6Iz1LHUkZVqGEbRbBhzgeo0OdFcC1l6Ss3rEG1RVSAhPyTL1LwLejYGah3l82Zn1574vtrHmaxSyTQAJNgLIY7mHQfe69WOv+4dte7qkTc7ZtK3+Y49gY/FoYJ802ZVnmpxdyxR5yqXksCeGHuxmvcgXN91ksqxFw72lgkxfDkKYeatcOBF2PusWk3CSKtGzOz+y1Gklp/K9sqH6wATeMeqv7/8aYM3yagQIN8Po5HJoo69iudC0wYV8BvWqQoiq1sNywjsV9WWM29R+7XsRI3dl2Q028E2BrQKdXxmd3WU0Mvx2YggY+x7QMbYi1EvEYCGNWqyPT0J3glQv1p9gVgcEGlSYwPzp6iDjIKpaom6vEkyQc+pkEkqhegfhgGHXoUND6t9k3eCKnE2UqrU1Uirg9+8SZnx8pOlxF4MLfL9MLrpSVj/sOpYsTjUMVc6ro7T3JVq5Q1bXmayxKJOkyYWgcVNLB4f+HXsxUnJGHshxMCx+WDcJVB5HjSuh22/heA+NTY8kpkQxdDV7KZzPicHwqfLWQxTPjbYWyHEyKNpqizVVapmIA/VqOvTSUinYMa/yNKRYmiT74fRzWTtGLanxzNVGz41J497DCy8R42HF6OSBHshRM+Z7WpCvdo3gbRqJXaWqTJXPa56wyTUCyGGssBB1XvlHauWC7N61IROVtfArnkvhBCnwjdeld93n2uhaLaE+lFOZn0RQvReXrVqNc6fDJ4KsNhVq7FPDoqF6K4+luCRvfXcvekAj+ytpz6WGOxNGt1849X+ymRVvZ8Wh1oyTPZfQojhYOzFqiEyXK9K8LNzLshcC10sXboUTdPQNA2r1UpZWRkf+MAHeOyxx9B1fbA3r19IsBdC9J58qQjRI/WxBHdsPMAzta0ciMRYUdfKHRsPSLgfTLL/EkIMZ85iWPjVzEz4Zep04VdlroVjuPzyy6mrq+PAgQO89NJLXHzxxdx5551ceeWVpFKpwd68PifBXgjRe/KlIsRxGYZBUzzJ2y1BvvreQda3hTgci7M9GKU+lmRbIML3dtayLxQjpcv8tQNO9l9CiOEuO9fCwi+r06G+/womYU0LvHREnQaTA/K0drud8vJyxowZw4IFC/ja177GihUreOmll3j88ccB8Pv9fPrTn6akpASfz8f73/9+Nm3a1OVxnn/+ec4880wcDgfFxcVcc801A7L9vSVj7IUQp0Ym8BECUEG+LpZkVyjK7lCMPaEY/mQKDY3doRgldgsVTjsAgVSKxliK1xoDRNI6Zk1jnNNOtTvz43JQYregydJD/Uv2X0IIMTCCSRXo4zrYTNAch/0h+FAleAd+ToD3v//9zJ07l7/85S98+tOf5uMf/zhOp5OXXnqJvLw8fvGLX3DJJZewa9cuCgsLefHFF7nmmmu47777+O1vf0sikeCvf/3rgG93T0iwF0IIIXohbRgcisTZlQnxu0MxIuk0JjQmuO2cVehhisfBJLeD3x5sYkVdKyV29XVbYrdg1eJcXVHI5eX5HIjE2R+Osy0Q4R9N7QC4zWYmuO1Uu+xUux1Uu+24LTJLuxBCiCEgpUOoF2Xsm9sgnASvTV12miGYgA2tMKeg54/jsYClb4rNp0+fzubNm1m5ciXvvvsujY2N2O2qAf4HP/gBy5cv589//jO33XYb3/72t7nhhht48MEHc78/d+7cPtmOvibBXgghhDiBpK6zPxxndybE7wvHiOs6Vk1jksfBJaV5THY7mOixYzN1PehYMqaQ15oC1ETieC1mgqk0XouFJWMKKXfYmOB2cFGJum84lc4F/f3hGP9oCvBCfRsApXarCvku1bM/1mnHYpJe/eGmPpZgeW0ru0Ixpnocuc+BEEIMG6EUvNHY8/sfCkNCh1C647qUDu/5wd+LkvwLSiG/b/aXhmGgaRqbNm0iFApRVFTU5fZoNMrevXsB2LhxI5/5zGf65Hn7mwR7IYQQopNoOs3eUJzdmdL6A5E4acPAaTYxxePkivICpngcVLlOHq7LHTaWzZvAiiNt7AxGmeZ1cnVlwTHDnNtiZpbPxSyfC1AHHs2JFPvDMRX2I3HWtYVIGQYWTWOslPAPK9mJFIOpFF6Lme3BCK81BVg2b4KEeyHE8OGxqJDdU5vbYG+wo8ceVI/9JB/Mye/d8/aR7du3U11dTSgUoqKigtdff/2o++Tnq21zOofPMs4S7IUQQoxqwWSa3aEoe8IxdgVjHI4mMDDwWcxM8Tj5+BhVWl/ptGE6heBc7rDx2Yllvf49TdMosVspsVt5X6EXgJRucDgazwX9rd1K+FXQV+X7E1xSwj9URFJpHjvQSG00TqHNgkUzMc5p4VA0zoojbaf0+RBCiEFhMfWu53x+IdTHIJpWY+wTOritML+gX8fY64ZBPK1zKBLHbjJRYDNjNZl47bXXeO+99/jiF7/I2LFjqa+vx2KxMGHChGM+zpw5c3j11Ve55ZZb+m1b+4oEeyGEEKNKSzzJnrAqq98VjNIQV6WAxTYrUzwOLi7xMcXjHJI94BaTxgS3gwluBxdnrutewv9aYzvhtCp5lBL+gZHQdVriKZoTSZrjKZoTKVpy55NE0zqrWoKEUmnakmkMYjhMJhwmjVWtQT5TXXpKjUZCiOFtVAzP8VrVRHk7A9AUhxI7TPP1a6hP6jrhlE44FqO2ro5kKkVrUxOb//ka3//ud7nyyiv51Kc+hclkYvHixSxZsoTvf//7TJ06lSNHjuQmzFu0aBEPPPAAl1xyCZMmTeKGG24glUrx17/+la9+9av9tv2nSoK9EEKIEcswDBriydz4+N2hKK0JNelPpcPGNK+Tj1QUMtnjoMA2PL8Sj1XC3xRPsT+SKeEPx1nbFiKdKeGvcnWU71e77RTZOhowRsVB5ilIGwZtiVQuqGdPWxIpmuNJAqmOsaMWTaPQZqHYZqXabefMAg9FdgtVThv/bAoywW2nPZmmJZFkXziGNRTly5sPMifPxfx8NzN9TqwmWY1YiJFuVA3P8VphUdHJ73eaDMMgqRvUx5OkDIM3//4KiydXY7FY8OUXMHvOHJYtW8bNN9+MKbOf/etf/8p9993HLbfcQlNTE+Xl5VxwwQWUlalKqosuuog//elPfPOb3+S73/0uPp+PCy64oN9fy6nQDMOQRXRPIhAIkJeXR3t7Oz6fb7A3RwghRrUThU/dMDgcTeRC/J5QjGBKzVg/zmVjisfJVI+DSR4HnlFUpp7SDQ5FO3r190fiNGUqFbwWMxNcdvKtFn53qAlDhzxbx0R/I/IgsxvDMDJhu2twb46naEmkaEuk0FGHSxoa+VYzxXYrxTZL7rQocz7faj5mpUf3g3j1/pr5j6mV1EaTbGwPUxdLYDOZmOVzMi/PzZw8F65R9DkVYjR5ZG89fzjcjNtixmrS8FrMNMWTLKks6rfhObFYjP3791NdXY3D4eiX5xhIhmGQ0A3iuk4srU51wyCU1gGwahoWTcOsQcoAm0ljnMs+yFt9tBP9v/Qmh0qw7wEJ9kIIMTR0D0eBZBqTBjdVldCSSLE3FCOm61g0jWq3gyke9TPR7cBhll7QzkKpNAc6Bf0VR1rZFYzhsZpwmExYTRqBZJp5eS4uKcvHbjJhN2nq1Kx1XDZ3ut5kwmHWsHW6zdyPJeY9rTAwDINIWs8E9STNmZ727GlLIkWq0+GQ12KmyGal2G7pFt6taoz8KQ5nqI8lTjiRYkMswUZ/hI3tYfaFY5jQmOp1MD/fzdw897CtKhFCKO3JFNsDUbYFo/zP3nraEkmcZnOu4TCtwxinlS9Oqcwse+rAa+27xr3hHuyzQT6m68TSOnHdyM1wn/0ecphNBJIp/Mk09k776rhuUGCzUGLvvyEAp0qC/QCSYC+EEEPDI3vrefZIK3aziaZ4kkAyTSCZZorHzpIxRbkgP95ll3LmXvripv0qTGoa4ZROyjAIJtN4rWY+UlGgDqYyB1KJzEFVsgeHEBate2PAMRoEOjcUmEzdGguOfd/GeLJLI097Mo3NpPHFKRVoaEeF95iu57bJYTJRbLdmetlV2Xz2tMhmwT4EGoH8iRSb2sNs9EfYEYyiYzDB5WBevot5eW4qnCO7ikKIkSCp6+wOxdgWiLItGKE2mgBgvMvOoUiCrYEI07xO0oZBKJVmXzjGVI+TSqeNYGaIT5HNygSXPRP07VS57Ke8jxpuwd4wDOK6mgQvph8d5B3mju+UzpVSSV2nJpIgbRiYNS13WuWyDcljg74K9tL0K4QQYsgzDIODkTjLj7SqcckmEwVWNQu8YcBUr4M7JlcM9mYOa9M8TnYEo1S5bJCpVKyJxLmmsojbjlMWqncqg4xnyiDjmYMvdSCmGgHiadXD0lEyqe4TTKVpSqeIZ25T1+tdes+PZ2cwysFInHyrhSNGkoShE0rqPLDtEHPy3LnS+IluO+8r8HQJ8C6zachNjNhdvs3ChSV5XFiSRySVZksgwgZ/hJfq/Sw/0kqZ3cq8fDfz891McNmH/OsRYjQwDIMjsQRbA1G2BaLsDkVJGQb5VgszfU4+VFbAdK8Tr9Wcq0A7HI3nhudMdDv50dwJlNmttCZSHIjEc5OjPl/XRkLX0dCodFqZ4OpYAaXSaevX6qiBoh8jyJMJ8g6TRp7VjMNkwtYtyHdnNZmoctnwJ9PE0joOs5l8q3lIhvq+JMFeCCHEkBVJpXm3LcSbzUEOR+MYgM9q5gyfG7tZfanXROLM8LoGd0NHgCVjCnmtKUBNJN5pDLiFqyoLjvs7Jk3DYVa9JvRhdaM6uOvcWKAO9OJ6RwPBj3cdQTfAmQnpDpNGQteZ4HLw03nVIyrouixm3lfo5X2FXpK6zvZglI3+CG+1BPm/Bj/5Vgtz81zMy3cz1eOUlQ+EGECBZIrtQRXktwUiBFJprJrGVK+TayoLmelzUeGwHrVPKnfYWDZvwnGH5xTZrRTZrSws8ABqv1gXS6ghVJE4B8JxVrUE0TGw5iZGdTAhM0Fq54lRh6rsvj7WaV+PYWDKVHoVdBoa1tvXYjWZKLGP7CDfnQR7IYQQQ4phGOwLx3mzOZCZzR3m5Lm4prKQQpuZuzYdpCGe6HH4FD1zsoPMgWTSNJxmM84TDC3dXJrHirpWqjpNhFQTiTMv3z3kD2ZPh9VkYk6emzl5bnSjmL2hGBsyJfv/bA7gNJs4w6dm2J/lcw2JYQVCjCRJXWdvKM62YIRtgSiHonEAxjntLC7yMtPrYpKnZ8PByh22Hk+UZ9I0xjjtjHHaOTdzXULXORRJsD8c40AkzkZ/mL83+gFwm8258v0JbjsTXI6+bH89JbrRMaQrllaNtGBkGokzQd5swqr1PsgLGWPfIzLGXggh+l84lead1hBvNgeoiyUotlk5r9jLOUVe8qwd7dAnm4BMjA7HnmV+dMzifyxGZkWIjf4wG9sjHI7GsWgaM30u5uW5mJPn7tNJuIQYLQzDoD6WZGsgwrZglF3BKEnDwGcxM9PnYqbPyQyvE591aPSXZidGVSX8KvCHMuP1J1g0LtEiTJwwAY/Lhc2kYerHAJ02OoZlxTsFebOm5k5xZCZctYzyIC+T5w0gCfZCCNE/DMNgdyjGm80B1vvDGMC8PDfnF3uZ7nWO6i96cXLSyHN8zfEkG/1hNvjD7A2rHsXJHjXD/rw8F0VDcGZoIYaKUCqdmb1e9cr7kyksmsYUj5OZPiczvU7GOG3D4jvKMAxaMuP1D7cHKQ80UzpuPGabDdCwmtREdNnVTI5X9p7UddoSaeK6rsrkbUePWU9nhktly+uTmUlLzSZNhfjMBKijPch3J8F+AEmwF0KIvhVMplnVGmRlc4CGeJJSu5Xzi30sLvRKr6IQfSyYTLOpXYX8HUE1mdc4p515mZA/XAKKEP0lpRvsC3fMXl8TSWBgUOmwMdPnYpbPyRSPY9hPvpYNkBMmTMBss+dWOYnrBslMb7qmadg6BX2bScMADh1jlvkxThvpTuX12SBv6bT0nMOkYRnm71t/k1nxhRBiCOvp+tqjiWEY7AhGebM5yMb2MBqwIN/NJ6tKmOJxSLAQop94rWbOK/ZxXrGPWFpnSyDCRn+YVxr8PF/XSrEtO8O+i4luByZNk32YGNEMw6AxnszMXh9hVyhGXNfxWszM8Dq5uCSPGV4n+baRGZU0TcNmNmEzA6jG9OwqJ9mgH02nCSZV/28sE/xVyDcwgEg6zYFIDKfJhCXTI59ntWLPXBYDb2R+WoUQYhB1HvvrMJvYHozwWlNg1I79bU+meLslyMrmIM2JJBUOG9eOKeLsQg9ui/TOCzGQHGYTiwo8LCrwkNINdoaibPSHebc1yN8b/XgtZsa77LxQ14aGWoVitO/DxPBxogapcCrNjuzs9cEIrQlVXj/Z4+CK8gJm+pyMHcXVK11WOclIZ4J+bSxBWoOkYWDoYNLAomnYNBNjnXbMEuSHBAn2QgjRx35f08TeUJQ0ENd1rJqJlBHnwW2H+Ex1GVWu4bEMzenQDYNtgShvNgfY3B7BrMGiAg+3Fpcy0S1rbgsxFFhMGrN8Lmb5XHxiXDH7w3E2tId5dH8D2wJR8mxmCtMW8m0WWhNJVhxp6/EM3mLkGC7VG90n1NwejPBcXSvXjS2mLpbkYCSOgUGFw8b8fDczvS6meByycsQJmE0aTpMZn8WCP5nClgnwGhDXDbxW85AN9UuXLsXv97N8+fLB3pQBI8FeCCH6QEo32NgeZmVzkCcONhNNpxnnspNvtRBJ6zTGEqxtC6PTAKhlaKpcdqpcNsa77IwfIWG/LZHirZYgb7UEaE2kGOu0c/24It5X4MElvfNCDFmapjHR42Cix8HK5gBmTSNlQGsixZ5QjFg6zWMHGvBZzcz0OpnmdXbp2RMj07HCcl9VbxiGgY76/kwZmZ8u5+k4f9RtBknDIG2QO/9iXRu7Q1GKbBaOxJK0J1P4E2kSehPXjyvmgmIvM30uCkZoeX1/KrCplUcSetcx9vkyJ86QIp9sIUax4dIKP5QdiSZY2RLgnZYQ4XSaSW4Hl5Xlsbk9wgR3x/raGgbXVBZxw7giDkbiHIwkqInEWd0a4v8a/AC4zOZc0K9y2aly2imxD/2wrxsG77VHWNkS5L32CDaTxqICDxcUexnvkt55IYabaR4nO4LRXONjSjfYEYwxw+tgayDC603tmNCY6Lbnlvsa77L367JZYmDF0zrtyTS/3NfA4WicQpuFUErHQGNPKMoDWw9xcWkeKUONvU5nArc6zzGvTxnqcsd5MqO1T40pM6O7WdOwaLCuLURc1/En01hNGmOddqqcMNXr4DPVUmlyOqwmE1UuG/5kmlhax2E2k289elb84wnUt7Fp+Woad9VSOnUMc5echa+8oJ+3usPLL7/Mt771LbZs2YLZbGbx4sX85Cc/YdKkSQAcOHCA6upqnnnmGf77v/+b1atXM2XKFB555BEWL148YNt5uiTYiyFPwmf/6M9W+JEultZZ2xZiZUuQ/eEYHouZc4q8nFvkpcJpy723NZF4l/W1r6oswGe1cEaehTPy3LnHCyRT1GSC/sFInHc7hX2n2USV0854twr6411DJ+y3xJOsbAnydksQfzLFeJedm6qKObPAIz15QgxjS8YU8lpToMs+bIzTxrdmV1HusNEUT+aWAvtbg5/n6lpxmc1M93YsBSbL6Q09hmEQSum0J1O0p9K0J9MEkinak5nzqbS6LamWNANY1RIklLmvWdMwaSr0b2oPM9Zlx6JpmDWwmrTMeS23LrlZ03LXWzJjsi25y8c6zwluy57vuE/378FH9tazoq6VKldHo3pNJM4Mr2tA3+eRymoyUWLv/Xd7oL6NP93xa2LBKA6vg/rttex67T0+vuzTAxbuw+Ewd999N3PmzCEUCnH//fdzzTXXsHHjRkydGifuu+8+fvCDHzBlyhTuu+8+brzxRvbs2YPFMjwi8/DYSjFqSfjsP3881EJjLEG+zUI0rVNks9IiYyiPyzAM9ofjrGwJsrYtREI3mOlz8tnqMubkubvMAFvusLFs3oQer6/ts1qYnWdhdl7HwUcwmaYmGudgOE5NNM7athB/y4R9h8lEVaZ8f3ymR63Ubh2QsJ82DDb5w6xsCbItEMVu0nhfoYfzi31dDqaEEMPXyfZhJXYrJSVWLijxoRsGB8JxtgXV7OJP1jSjY1Bqt6refCnbP0pfd1ikdCMXyDuH80AmkOcuJ9Po3XrI3WYzPquZPKuZQpuFaredPEv2Ogsr3K282tDOeLed7FdMTSTONZVF3DbEjhWO1SCVbVQXfSeVSBKo9/f4/mt+909CjX7yxhQB4C700F7bwqrfvMqZN13Y48fxledjsZ1ag+G1117b5fJjjz1GSUkJ27ZtY/bs2bnrv/zlL3PFFVcA8OCDDzJr1iz27NnD9OnTT+l5B5oEezGkLa9txZ9IkWczk9AN8qwWmuMpVtS28tlJ5YO9eUOeYRi0JlLUx5PUx5LUxxK50/9r8BNKpWlMpNAAnRiGAc/WtnBmgZvpXqeMiUYF7NWtQVa2BKmLJSiyWflgWT7nFHkoPMEXTLnDdloNJF6rmVlWNalV522picZzPfvr/WFeafQDKuyP6xT0x7vslPVh2G+MJVnZEmBVS5BAKs1Et4N/qSpmUYFHJh4SYgTq6T7M1Gls/pUVBURSaXaGYmwPRKRs/xh62mFhGAbRTDn8icJ6ezJNJJ3u8hwmtFxYz7NaqHJ1Det5VjM+izp/smXJPjW+hLVtYQ5Fh35Y7m2jujg1gXo///ftP/X4/vtW7SQRihFoaM9dl4onWfvUm7QeaOzx41x238cprCrp1bZm7d69m/vvv5/Vq1fT3NyMnqlIqamp6RLs58yZkztfUVEBQGNjowR7IU6FYRjUxZLsC8fYG47x+MEmGuMJ7LGO4BBP6/xsXwO1sQTFdisldivFNgvFmdMSu3XU9QwkdZ2GWLJLgK+LJWmIJUgaqnXeqmmUOWyUO6xM8+Zh0TTeaQ0yyeNEQy1JtjsUw2rS+MX+htyB2Cyfi9l5LsaNoiVgdMNgezDKyuYgm9rDAMzPd3P92CKme52D9j4cK+yHU+lc0D8YSbDRH+bvmbBvz/Ts58btO+2UOazHPKA+Vg9Ssc3KBn+YlS0BdgSjuMxmzir0cH6xlzFO6Z0XQhzNZTEzP9/N/Hw13Khz2f4rjVK2v7y2lfZkihK7lbiuYzOZ2BeO8v+2HmJRgbujLD6Zyn1/Z9lNplxYz7OaGeO05QJ657DusZj67HtquIXl021UFyfnK8/nsvs+3uP7r/ndP9nxtw25HnuA9toWpl8+nzM/0bse+1P1kY98hPHjx/OrX/2KyspKdF1n9uzZJBKJLvezWjv2Rdm/oWwjwHAwpIN9Op3mP//zP/nd735HfX09lZWVLF26lP/3//5f7s02DIMHHniAX/3qV/j9fs4991x+/vOfM2XKlNzjtLa28oUvfIHnn38ek8nEtddey09+8hM8Hs9gvTSREU2n2R+Osy8cZ184xr5wjGhaR0NjjNPGTJ8TLQBTvA5sJhPxtM7+SJyzCjyckeemKZ5kTyjGqngyNx4MVGlZsV2F/KJM2M+G/0KbBfMwDKjZsXHZ0F4fz/a+J2lNpHIT0PgsZsodNia67ZxT5KXcYaU887o7f9EvKnCzd2Oc2k6t8FM8TpbNm4BV09gWjLI1EOH/GvysqGvFazFnlkVyMtPnwjMCe/Nb4knebgnydmuQ1kSKysx662cVeobs63VbzMzwuZhxjLBfE0lwMBJnkz/Cq42qpdxuMjHOacuN2Vfl8wZ3bTqY60Ha2B7miZom5vhcoMEUj5NbxpeysMDd44lyhBACRl/ZvmEYRNI6LYmU+oknc+dbEyn+UtuKP5mkJhoHQEMjrRtsC0SYk+ei3GFlqsdxVFjPs5oHrTpKwrLozGKz9qrnfPGtl3B4437CrSEcXgexYAxPaT6Ll14yIGPsW1pa2LlzJ7/61a84//zzAVi5cmW/P+9gGNLB/nvf+x4///nPeeKJJ5g1axZr167llltuIS8vjzvuuAOA73//+yxbtownnniC6upqvv71r3PZZZexbds2HA4HADfddBN1dXW88sorJJNJbrnlFm677TaefPLJwXx5o45hGDTGk+zNhPi9oRh1sSQGBm6zmWq3nQ+W5jPR7WCC247DbMqVrDXFk7nwWemw8R/TKo8qWQuldFoSSZriKZoTSZozp/vDcdoSqdy4Mg2NQpslF/RL7BaKbVaKM6d92dJ9KnTDoCnX8941wGfL7UxolNgtlDtsLCpwU+6wUW63Uu6w9rh8/mSt8OfbrZxf7CNtGOwNxdgaiLA1EOWd1iAaGuNddmb7nMzyuZjgHr5llSndYFN7mLcyY8ZtJo0zCzycW+Slepiut36ssB9JpdUEfVHVu/9ee0fY3xWMUhdLMtZpoyaaoD2ZIpbWOcPn4sEZ46hwDs2eGSHE8DISyvYNwyCYStOaSNGcCevdA3znjgabyUSRzUJRZvz6eUUe1vrDjHfZsZtM2Ewah6JDc8y6EH3BV17Ax5d9ms0r3qVh52HKpo1lztXvG7CJ8woKCigqKuKXv/wlFRUV1NTUcM899wzIcw+0IR3s3377ba6++urcJAYTJkzgqaee4t133wXUzvXhhx/m//2//8fVV18NwG9/+1vKyspYvnw5N9xwA9u3b+fll19mzZo1LFq0CID//u//5sMf/jA/+MEPqKysHJwXNwrE03qmN16V1e8Pxwmn02hoVDisTPI4+EBZPpPc9uNO/NXTEjBN0/BazXitZia4j3oY0oZBWyJFUzxJcyJFc+a0NqpKl8OdxqfZTaZcyC+2WyjpFPqL7BZsJ+mx7OmkOLG03mnMe0eAb4wnSWfK7xwmkwrtDmumJV8F+BK79aTj4nqiJ63wZk1jqtfJVK+Ta8aokv1tgShbAmpc4Av1bbjMZmZmQv4sn5M865DetQBqmbq3WoK806pm/M2OGV84Qmd0d1nMTPc5me5z5q6LpNIciia4d8tBQqk0bckUNpOJGV4XJsBjMUuoF0L0m6FYtm8YBu3JdCakd+1tb46rCrnOJfIOk4kiu4Uim5VpXmcuxBfZVKVc986CS0rzuGPjAfxJVSHVEB+6Y9aF6Cu+8gLO++xlA/qcuq5jsVgwmUw8/fTT3HHHHcyePZtp06axbNkyLrroogHdnoEwpI++zznnHH75y1+ya9cupk6dyqZNm1i5ciU/+tGPANi/fz/19fVceumlud/Jy8vjrLPOYtWqVdxwww2sWrWK/Pz8XKgHuPTSSzGZTKxevZprrrnmqOeNx+PE4/Hc5UAg0I+vcmQwDIOmeCpXTr8vHOdwNIGBgcNkYqLbwftL85jotlPttuM097ysuS9KwMyapsbgH+eAIJbWaY4nacq0ujdlvsC3BqI0xwOkOn2J+yxmVdrfqby/JHMaS6e5s1NJ8/ZghJcb/Nw9pYK0QWYMvArw/mQq95gFVtX7Pt3r5KISH+V2FebzrOYh12OcZ7WwuMjL4iJvrqxyayDClkCU3x5swsBgrNPOLJ+T2T4XkzyOITP0Id5pmbp9mWXqzi70cl5mmbrRxmUxM83r5IOl+cdcImi613mC3xZCiL51OmX7PW1U1zMN/bmwnut1T+auS3f6znebzZngrlYuKbJZO4V3C05z76r8htuYdSGGq8bGRiZPngyo7Ldt27Yutxud/s4nTJjQ5TJAfn7+UdcNdUM62N9zzz0EAgGmT5+O2WwmnU7z7W9/m5tuugmA+vp6AMrKuoa+srKy3G319fWUlpZ2ud1isVBYWJi7T3cPPfQQDz74YF+/nBEloescDMfZmwnx+8IxginV650d331hiY9JbgcVjoFZhut0OMwmxrrsjD3Gcl3Z1vtseX/nXv+dwWiXgL4jGKU2kqDUYaUlkSKS1mlPpLlvaw1z8tyU2q2UO2ycU+TIjH23UeYYvpP9dS6r/EglhFJptmd6899uCfJ/DX4cJhPTvR29+QM9SVJ2mbq3WoKs6bRM3W3VZczttkzdaCVLBAkhhpruZfvRdJqdwRjbjlG2X+Gw8dQhFfzdZjOb2sMsr2vlcxPLAK1Lr3vnoXkAXos5F9ar8u1H9bj3x/ezjFkXov+0tbXx1ltv8frrr/Nv//Zvg705A2pIB/s//vGP/P73v+fJJ59k1qxZbNy4kbvuuovKykpuvvnmfnvee++9l7vvvjt3ORAIMG7cuH57vqEuu2TavlyQj3EokkDHwG4yUe22c36xCvHVbjvuITrJ2KnSNI18m4V8m4XJx5hvMamrSXKa4yke3H6IpG5g1jTsJhMlditJh8FEt53/nlc9pMYJ9gePxcyZhR7OLPRgGAaHoonc2PzsQVeFw5YL+VM8jn6bjC2USrO6NcTK5gBHYgkKbRY+UJrHOUXeUTUDc09ID5IQYqhzms3My3cz7xhl+48dbGB3MI7PasYADAxCSZ0f7KpjcZGXIpuFQpuFyW4HhTZLrge+0Hby4XVCiOHl1ltvZc2aNXzpS1/KDdUeLYZ0sP+P//gP7rnnHm644QYAzjjjDA4ePMhDDz3EzTffTHm5Wse8oaEht9Zg9vK8efMAKC8vp7Gx6xqJqVSK1tbW3O93Z7fbsdtH9lJOJypZS+o6NZFELsTvC8dpz/RKl9qtTHQ7OK/Ix0S3nUqnbcSH1ZOx5sbB27ikJO+YJc0L8j2j7n3SNC2z1JqdD5WrSZJ2BKNsDURZ1xbi741+rJrGNK8q2Z/lc1HqOL3AbRgGO4JRVrYE2egPYwDz8tx8bGwRM7zOUfd/0BvSgySEGE46l+3vDEZxmFRJvEXTcJhMxPQ01S4H3ztj/GBvqhBiAD377LODvQmDZkgH+0gkgqlbS6rZbM6tJ1hdXU15eTmvvvpqLsgHAgFWr17Nv//7vwOwePFi/H4/69atY+HChQC89tpr6LrOWWedNXAvZgjJzjSfHQe+uT3CM7WtfHxsIa1JtUxW2jCwmUxMcNlZXOhhotvBRLcDr3Vk9cb3NSlpPj6XxcyCAg8LClRvfl0syZZMSeWfa1t4+nAzJXZrrjd/msd51NI+x2uQakukeKslyNstQVoSSSocNq6pLOSsQq98ZoUQYoSb5nGyIxhlXKe5UmoiKWZ2WhlECCFGuiEd7D/ykY/w7W9/m6qqKmbNmsWGDRv40Y9+xK233gqoHsG77rqLb33rW0yZMiW33F1lZSVLliwBYMaMGVx++eV85jOf4ZFHHiGZTHL77bdzww03jNoZ8ZfXtuJPpIgZOnUxtf57KKnz7JFWPjamiLMKVJAf67INmUnPhgspae4ZTdOodNqodNr4YFk+8bTOzpDqzd/SrsZOWjSNyR4Hs3wuZvtcaBhdJibcFlANUheWeDkcTWIzaSwq8HBeUemwXaZOCCFE70mjuhBCgGYM4en+gsEgX//613n22WdpbGyksrKSG2+8kfvvvx+bTQUlwzB44IEH+OUvf4nf7+e8887jZz/7GVOnTs09TmtrK7fffjvPP/88JpOJa6+9lmXLluHxHGPA9DEEAgHy8vJob2/H5/P1y2sdSHdvOsChSJzDsQReixmvxYyOQbXLwY/mThjszROjXHaFBTXTfoSdwSjJzOzI9bEkkzwOQqk0DTG17NCiAjdfmlrJohG6TJ0QQoiTq48lpFFdiJOIxWLs37+f6upqHA7HYG+OyDjR/0tvcuiQDvZDxUgL9o/srT/mOPBrKou4TcbYiiEmqevsDsX4ynsH2ReOY2Bg1UyUOiw4TSameJzSICWEEEIIcRIS7Iemvgr2Q7oUX/QPKVkTw4nVZGKmz8WV5QWsqGul3GHDommYNFlrXQghhBBCCJBgPyrJOHAxHGUbpOozQ0ikQUoIIYQQQghFgv0oJUtbieFGGqSEEEIIIUR/0zSNZ599NjcZ+3AhwV4IMWxIg5QQQgghhDiZpUuX8sQTTxx1/e7du5k8efIgbFH/k2AvhBBCCCGEEGJEufzyy/nNb37T5bqSkpJB2pr+1+u1odLpNG+88QZ+v78fNkcIIYQQQgghxIgRbYbdf4J1P1Cn0eYBeVq73U55eXmXH7PZzIoVK1iwYAEOh4OJEyfy4IMPkkqluvxuXV0dH/rQh3A6nUycOJE///nPA7LNp6PXwd5sNvPBD36Qtra2/tgeIYQQQgghhBAjQbQZ1n0PDr8O0QZ1uu57Axbuu3vzzTf51Kc+xZ133sm2bdv4xS9+weOPP863v/3tLvf7+te/zrXXXsumTZu46aabuOGGG9i+ffugbHNPnVIp/uzZs9m3bx/V1dV9vT1CCCGEEEIIIYaidBJivQjl+1+EaBu4MiXwNh9EmmDvCqj+cM8fx1EMZmuvNvWFF17A4/HkLn/oQx+ira2Ne+65h5tvvhmAiRMn8s1vfpOvfOUrPPDAA7n7fvzjH+fTn/40AN/85jd55ZVX+O///m9+9rOf9WobBtIpBftvfetbfPnLX+ab3/wmCxcuxO12d7nd5/P1ycYJIYQQQgghhBgiYs2w9dc9v3/TJkhFId7ScV06AQdfgsiRnj/OrE+Du6Ln9wcuvvhifv7zn+cuu91u5syZw1tvvdWlhz6dThOLxYhEIrhcLgAWL17c5bEWL17Mxo0be/X8A+2Ugv2HP6xaV6666io0TctdbxgGmqaRTqf7ZuuEEEIIIYQQQgwNjmIVsntq/4tQ905Hjz2oHvvKxTChlz32veR2u4+aAT8UCvHggw/y0Y9+9OincDh6/RxDySkF+3/84x99vR1CCCGEEEIIIYYys7V3PeeTloB/JyQCYHVBMgLOAph4NTh7H9ZP14IFC9i5c+dJl7x75513+NSnPtXl8vz58/t7807LKQX7Cy+8sK+3QwghhBBCCCHESOIshoVfVZPmBQ5A2QQYe9GghHqA+++/nyuvvJKqqio+9rGPYTKZ2LRpE1u2bOFb3/pW7n5/+tOfWLRoEeeddx6///3veffdd3n00UcHZZt76rTWsY9EItTU1JBIJLpcP2fOnNPaKCGEEEIIIYQQI4CzGKZ8bLC3AoDLLruMF154gW984xt873vfw2q1Mn369NxEeVkPPvggTz/9NJ/73OeoqKjgqaeeYubMmYO01T2jGYZh9PaXmpqauOWWW3jppZeOeftIG2MfCATIy8ujvb1dJgYUQgghhBBCDDuxWIz9+/dTXV097MeTjyQn+n/pTQ7t9Tr2AHfddRd+v5/Vq1fjdDp5+eWXeeKJJ5gyZQrPPffcqTykEEIIIYQQQgghTsEpleK/9tprrFixgkWLFmEymRg/fjwf+MAH8Pl8PPTQQ1xxxRV9vZ1CCCGEEEIIIYQ4hlPqsQ+Hw5SWlgJQUFBAU1MTAGeccQbr16/vu60TQgghhBBCCCHECZ1SsJ82bRo7d+4EYO7cufziF7+gtraWRx55hIqKXix/IIQQQgghhBBCiNNySqX4d955J3V1dQA88MADXH755fzud7/DZrPxxBNP9OkGCiGEEEIIIYQQ4vhOKdh/8pOfzJ1fsGABBw8eZMeOHVRVVVFcPDhrEgohhBBCCCGEEKPRKZXiAzz66KPMnj0bh8NBQUEBn/rUp1i+fHkfbpoQQgghhBBCCCFO5pR67O+//35+9KMf8YUvfIHFixcDsGrVKr74xS9SU1PDN77xjT7dSCGEEEIIIYQQQhzbKQX7n//85/zqV7/ixhtvzF131VVXMWfOHL7whS9IsBdCCCGEEEIIIQbIKZXiJ5NJFi1adNT1CxcuJJVKnfZGCSGEEEIIIYQQomdOKdj/y7/8Cz//+c+Puv6Xv/wlN91002lvlBBCCCGEEEIIcSqWLl2Kpmn827/921G3ff7zn0fTNJYuXTrwG9aPTqkUH9TkeX/72984++yzAVi9ejU1NTV86lOf4u67787d70c/+tHpb6UQQgghhBBCCNFD48aN4+mnn+bHP/4xTqcTgFgsxpNPPklVVdVpPXYymcRqtfbFZvaZU+qx37JlCwsWLKCkpIS9e/eyd+9eiouLWbBgAVu2bGHDhg1s2LCBjRs39vHmCiGEEEIIIYQYLvwt9byy/BF+u+xuXln+CP6W+gF53gULFjBu3Dj+8pe/5K77y1/+QlVVFfPnz89d9/LLL3PeeeeRn59PUVERV155JXv37s3dfuDAATRN4w9/+AMXXnghDoeD3//+9wPyGnrjlHrs//GPf/T1dgghhBBCCCGEGEH8LfU8/vAdxCJBHC4vRw5uZ+u611h61zLyi8r7/flvvfVWfvOb3+SGiz/22GPccsstvP7667n7hMNh7r77bubMmUMoFOL+++/nmmuuYePGjZhMHf3g99xzDz/84Q+ZP38+Doej37e9t065FF8IIYQQQgghxOiRSiZ61eP+5t9+R3tbI4UlYwBwevJpaajhxT/8mHMuuR6nJw+L+eQl7flF5Vistl5v7yc/+UnuvfdeDh48CMBbb73F008/3SXYX3vttV1+57HHHqOkpIRt27Yxe/bs3PV33XUXH/3oR3u9DQNFgr0QQgghhBBCiJPyt9Tz7G+/3eP779qyilgsRHtbAxiQTiVJJuME31xOc8NBNDTsLg8m7cQjxK/51H0Ul/d+XHxJSQlXXHEFjz/+OIZhcMUVV1BcXNzlPrt37+b+++9n9erVNDc3o+s6ADU1NV2C/bFWhRtKJNgLIYQQQgghhDip/KJyrvnUfT2+/5t/+x2b3/0bhSVjSCZipJIJAv4mps89nzMvWEI6lcTpzsPrKzrp856qW2+9ldtvvx2A//mf/znq9o985COMHz+eX/3qV1RWVqLrOrNnzyaRSHS5n9vtPuVtGAgS7IUQp83fUs+aN5dTV7OLiqqpnHn+kgEZNyWEEEKI4UGOFUYGi9V2VM+5YRjouo6upzH0NHo6ja6n0fUUi867ij1b36Gt+QhWq51YLITLk8f8xVdQWDwGXU9jttgoLhvXb9t8+eWXk0gk0DSNyy67rMttLS0t7Ny5k1/96lecf/75AKxcubLftqU/SbAXQpyWwZ4URQghhBBDmxwrDE8qsHcO6sc/353JZMJkMuPLL+HGf3uITe/+jcP7t1FUOpa5Z11OXkEpALqexmnv34nozGYz27dvz53vrKCggKKiIn75y19SUVFBTU0N99xzT79uT3+RYC+EOCld14nHwsQiIWLRTj+REGveeJbag9txunyEgn7MZjMtzbX88df3c+YFS7DZXTicbmx2F3anG7vDhd3hxmZ3dplpVAghhBAj05o3l9Pe1oiup4lEglisNvy1jTz35H9x/mWfxOn24XLn4XL7TmmCtNGut9UQhq6TTiWPDuqdL6fT6IZ+1O+aTGb1YzZjsdpy5ztfbzKZ0TQt9zt5hWWMrZ5FKpWkpaFG9ewbOul0GpPJjMuT3x9vSxc+n++Y15tMJp5++mnuuOMOZs+ezbRp01i2bBkXXXRRv29TX9MMwzAGeyOGukAgQF5eHu3t7cf9UIxWUlbVf/rrvTUMg2QiRjQSPCqoxzNhvUt4j4ZIxCJ031Vomobd4Wbne2+RiEdxun1oJhN6Ok00HMDucDF97vnEo+FjtuQC2OxObA4XDocbm8OFvXv473ybo+N6q83e5Qujt+RzK4QQQgyM1qZafvrNf6Gp/gAebyFWm4NUMkEsEsBitTFl1uIu97faHLg8eThdPnXq9uXOu9zqssuTh8PpkQ4COqohopEgNruLcKgNq9XGZdfegdliIRpqJxJuJxJqJ5lKM3bquYypLMdq7ejf1QDNbMbcJZxbcue17PUm02kdfwGkUkkiIT+JeAyb3YHLk4/FcvJZ8UeyWCzG/v37qa6uPmoZvd7kUAn2PSDB/ti6l1VlT6Ws6vT15r1NJRO53vNsEI9GgiqkHyeoG/rRLbA2uxOH04PD6cHu8uTOO5wenC7vUddne9xfWf4I695cQVFZx3irloYazrzgGi65+jYMwyCVTBCPRYjHwrnTRCxCLHPa+fp4LEI8GiYej5CMR49qUADQTKaORoDM6TEbCI5xW6i9RT63/UgaTYQQnck+YfQK+JtZt/I59m5/l6b6g0RCfqomnYGKkepYYdH5SzjvgzcRiQQyATRAJNxONBwgmjkfCbUTjQSIR8NdHl/TNBwub663v8tpp4YBl9uH1eboVSAdyM+tnk6TSMRIZn4SiRjJeIxEIkoy3vm6KMlknEQ82uW+u957m9qDO7A7XBiZHvZYJERJxQSqp87H6VYNIi5PHi5vMa6C8UyYMB6n09UR3LXTD+zi1PVVsJdSfHHK1ry5nGgkSDqdIpGI4fLkEwq0snblCi69+rODvXnD2rtvPEuwvRm3t5BEIoYBHDm0m9/97CtMnLaQWCSYC+npVPKo3zdbrB3B3OXB5c2nsHRsl7DuyIZ0lxe73YXZcmq7gzPPX8LWda/R0lDTJSgvPO8qQH3xWm12rDY7Hl9Brx7bMAwS8Wgu6Hc5jUVIdLouEvTT1nyEeDRMIh4hmYgf8zGP1OykuaEGj6+QaCSI3emmpekwb7z8v1x545ek9f80yBhKIURnw3GfIA0Rpy8SamfDqr+yfdMbOJwezrn0RsoqJ/G/P72bloZDXY4VFp1/tToecXmguPKEj5tOpYhGgrng370BoL21gfpDu4mE2486NjJbrB3l/pnQn20AcLl8ODMNAE6Xj2B780k/t7quk0rGSWSDdzyauRztGtIzITwb1nPXdQroxzqO60wdQzlyPza7E6vNgTevGKvNwd5taygqHYfbk4fZYsVitZGIRSmpmMDSu37S5bGyAVINiezfce1i4EmwF6esrmYXNruTpvqDqmcVg2QyzmvPP0oqmaCguJLC4jEUFFeSX1wx6stsjkXXdYLtzbQ1H1E/LXW0NR/h3X/8mUg0iLWlDk3TMJutpNMpmusPMv2Mc/HlF6se9G496tmwPpDj0/KLyll61zLWrlzBkYM7qRw/jUXnXd0nB0Kq3N+F3eHq9e+mU6kujQGJTCXA80//gHQ6hc3mIB6P4G+tJxoJ8ub//S/N9QfIL6qgsGQMhaVjKSweQ2HJGDXMQFqyj8swDKKRIH9/7pc0N9TgdPkIB/1YbDZam2r5xwuP8oFrPofLkycNJ0KMAqlUkqC/mb/95Wc01e3H4fIRb2tE0zRam+v446MPsGDxhzFbrOrHbMWSPW9R501mCxaLLXO7JRdYsufNZkuf75eHY0PEUBKPRdi0+v/Ysu5VzBYrZ56/hFkLLs4dk5zusYLZYsHjKzhpJ4Eachg/qgEg2/MfCbXTeGQfkXA7sUjwqMrA+tq9NNcfwJdfQjQSRNfT1Nfu5ZHv/ivjqmdlQvuxOw86ttXaEcKt9lwYd3nzyS8qz13OhfXMfS2d7muzO7BY7Sf93oyE21n35goKOjWMREPtjKuedZJ3VIw0EuzFKauomsqRg9uZNH0RuqGTiEVoPLKP8ZPngqaxb+c6Nr/7N0AFNG9+CYUlYygoqqCgJBP4C8owdZudciQyDIOgXwX41uYj+DMB3t9an2uptTlcFBRVUFpRzcyF72ffjnWUj5mExWoFtC7l7UNNflH5kKvSMFssuCw+XO6uZUtnLLr0qKEDjUf2M33ueUybcx6tTbW0Nh1m/671pJJq/VK7001RyVgKSsbkwn5BcSVWm31AX9NgS8RjtLc1EGhrxN/aQHtbA+2t6ieZiLFryyrisTCpZBzQSCXjxBNR3n71DzQ31KBpGk53Hm5vPm5vAW6POnVlTrPXSyOgEENfKpUk4G8i0NZIe1sjQX8T7W2NBNoaCQfbMAyDXVtW5eZoMZmtGIaOrqeo2bMJb14R6VSy4yed6vU2dDQMWHINAmZzR+OAuXNjgbnjvharajBQjQdWLBYbJrOFdW+uoK3lCAXFY3G6PLi9BbQ01Egl4kkkE3G2rHuNzWv+hp5OccaiS5nzvg8e1Sg/UMcKmqZhs6tgnF9YdsL76rquhjBmgn8k3M4LT/0Ab14JZosVPZ3GbLHi9hagoTF97gXYsoHc7sBmc2ZOu4b0gTy2PVnlpBg9JNiLU3asHUlR6Tg+dut/5lpgE/FYLsS2NtXS1nKEHZtXEg0HADWzZl5hWS4oZX+8ecXDsmfPMAyC7S0dPfDZEN9S1xHg7U4KiispqZjAlNmLKcy85s69wmcsupTHH76D9tZ62Un3sWN9bt3efC656rYuPQfZxpjW5lpaGg/T1lTL4f1b2bb+HxiGoRqr8opV2M8G/tKx+PJLhuVnN0tPpwm0N6vA3im4t7c1EAm15+7ncHnJLyynqGQsE6ctJK+wjNLKiWxd/w9Kysdn7mXQeOQAsxddwoJzriAUbCMS9BMOthEO+TlSs5NwyE8iFumyDXan++jQ3y382+xOqaIQop8lE/FceA90Cu4BfxPhYFvuflabHV9+Kb78EibNeB95BaX4CkpZ99bzvLfmFYqPMwdLZ4ZhkE6nSKeSpJKJjvOpjvPZn1SuMaDT+c63pTvOp5IJ4tEw6XRKPVamESH7PHo6lWtU2LVlFbFYiGB7CyaThbyCUmx2F0cO7hyYN3yYSadS7Ni8kg2rXiQeDTN97vnMP+eKoxrUhzKTyYTLrToBikrHAlCz94PHnDto0XlXsfDcKwdrU4+rPysnxfAik+f1gEyed3z+lvpT2pHEouGOsJ8JwK3NtbkDfLPF2iXoq/A7Brc3f0gczBuGQSjQ2iXAt7XU4W+py/XyWm0Otf1FFV1ei8uT16PXcKrvrTi503lvU6lkx2e3qZbW5lpam2pzjVVmizVXlVJUMlY1WpWMwenyDonPLqjPbyTU3iW4+zPng+3NuckVswfreYVl6qcge1p6zOERpzqhZjIRJxxSgT8S9KsGgFBHA0A42HZUuWS2B6V74O/cEOB0+07YyCJjaUXWaP4sJOKxLj3vAX8jgbYmAv7GLo15VpuDvMIyfPkl5BWU4s2c+gpKj7t/Gy6T7GYbFf727M9Z/9Zz5BeWE/A34W+pJxRoZdL0RVz5if9g4rSFo65S61h0XWfv9jWsW/kcoUALk2eexYJzP4Ivv3iwN61PDJfP7ak40SRtYvDIrPgDSIL9wDAMg2g40CXwtzbX4m+py41lstocud79zr38Tpe337YpFGjF31JHa6ce+O7b1Dm852fOD5VGCDEwopFgpoy/I/C3NR/JNfQ4nB7Vs98p7BcUVfTrQWIiHlUl89163wP+xtznVzOZ8OYVk19YTl5B1xDf00aozvqrQUpPp4mE2wkHuwb+XANA0E8k5O9SzquZTLjceV3L/r35eLwFpFJJnvv990gm4rjcvhF14CZ6ZzgexPe2ISIeixyz5729rZFYJJi7n83hyoX1vEwPvK+gFF9BCQ6n55S+04ZTI3X3z0I0HETXU8yYdyGtTYexWO1MmXU2M+ZdQGHJmMHe3AFnGAY1ezaz5s3ltDUfYfzkuSy6YAmFJ5n0bjgaTp/b3pBgPzRJsB9AEuwHVzZcd+/db2+pzx3EO1zeXEl7dvx+YXElNrsz9zgnOhAyDINwZlb1tpauZfQdAd6eC+2qJ76SguIKNe5KArw4BsMwCPibjgr8gbbGjnL+zNwTubH7JWO6lPOf7AA+nUplDtS7ls37Wxu6HLC7PPlHBfe8wjJ8ecUjZp4LwzCIRUO58N+91z97fTIR4/CBbTTVHcDh8uTG5MajISZMnc/c912G3eFWSyY63Dgyp50v93bpJDH4DMMgHosQiwSJRoLEIkEi4QDv/OOP7Nz8Fi53HrqeRjOZCAfbqJ62kDlnfqBjDHdmHLcpe95syY3R7nyavb7zJG+dH8NktpzWcJ3jNUTc8G/fxaRpmV73ziG+ocsyYQ6nR4X1TGjPBnlffgkOp7sv3uph7XiBLuBvZufmlex87y2i4QCllROZPvd8Jk1fNKAT1g6WIzW7WPPGszQe2Udl1TQWnb+EsjETB3uzRC9JsB+aJNgPIAn2Q5Ou6wT8TZmwdIS2zBj+9rbGXCmx21tAQXEldoeLt/7+FHo6jduTRzDQikkzcdZF1xKPRWhrqSOZiAFgsdq6BPjCTC+8x1coB/KiT6SSCdpa6rqE/ZbGw7kgnh2K4nC6eff1v6AbBh5vAaFgGyaTiXMuvZFUMk57awOhQEuuRD1bKptfWI6voJT8TID3FZTKsjadJOIxnvjJnTTXH8Rqd5BMJEink0TD7TicHuad/SFi0TDxWJhYNJTbn3SmmUxdQ38m+Ds6NQDkLne6zmqzn/J+ZDSXix9PKpU8KqjHIkG1BFan69X5wFH/l5rJxN7ta0kmorjceWgmE4auE4+Fcbi8zDv7Q7kx2dmx2Nnx2Xo6ddRs2j2lmUw9agDofF228WDr+n+wf+c6vPklJBNxkoko7W2NFJWOY+yEmQA43b5jBndffskprTIiOujpNAf3bmb7xjeoPbANm93JlFlnM33eBSOy57qp/iBr3lhO7YFtFJeP530XXEPl+OlyPDRMSbAfmiTYDyAJ9sNLOpXC31rf0bvfVMv6t1/g0L4tap3UjHgswoQp8znz/Ku7jIGXAC8GS+dy/tamw7z7z2c5sHtDlwPxeDRM1eQ5zD/7w13HvReWDalx/EPdK8sfOebkSN0n9coumxSPhdXSibEwsU7n49Ful2PhXKPAsRoETCbzcSsBjlcdYHe4CQVaeeInd47ocnHoqLroHMi7BPXMafa2bINsZzaHC6fLq9apdnlxuLy5U5fbpy671W02u5O/r/hFjz4Lx9pWQ9e7hP3jNQCkMqfZ6ztf1/k2vdtjHesx1731PJFQOzabPbc0Vjqdpqh0HJ/49+/iyy+RhrwB0r0Xv2zMJKbPPZ+J0xcN+9U9/K0NrH1zBft3riO/qJxF513NhKnz5TtmmJNgPzT1VbCXWfHFiGO2WCgqHZub3RSgoXYvdocbi9VGOp3EZneRjEcoLBnHRVfcMohbK0QHp8vLmPHTGTN+OgAHd2/CYrFisztJJuNYrXYS8ShFpeP44Ec/N8hbO7z1dHmgzssmefOKevz4qkEglgv5uUaB7pdjYfwt9bnqgOzSYN0dObiD5sYaPL4igoEWNE2jsW4/jz98B9Pnno/JZFY/ZvNxz2ua6cT3Oc5tWk9+RzN1ub69rTHXEGFzuDm4dxPrVj7PlTd8CYvV1imcB44K8d1fv9ls6RLG8wrLKB87WQV1V9eg7nB6MFt6d2hzqktFaZqGZlav38rATajm8RUesyFi1vwLKS4bN2DbIcCXX8yZFyxhwTlXUrN3M9s3vcE///o4q177I1NmnjUse/FDgTbWv/U8u7auwuXO44LLP8WU2YuH9WovYvRatWoV5513HpdffjkvvvjiYG9Ov5NgL0aFiqqpHDm4vcuBebCtMReghBiKsp9bj68wN19E0N8kn9s+0N/LA6kGAWfm/63nM0UbhkEiHj2qEuD5J/+LtJ7GZnOg62kMw8Du1AkFWjGZzOiGTiqRxNDT6HoaPZ05PeqynrvO6HR9XxfvHT6wjeb6gzhdXnRDVS7EIiH+9NgDjJ0wE7vT3aVHvaCookvPejaoO13efp/PYLgtFSVrVg89ZouF6mkLqJ62gEBbEzsyvfhb1/+DsjGTmDH3AqqnLxzSvfjRSJBN77zMtg2vY7U5OOuijzFj3gVDepuFOJlHH32UL3zhCzz66KMcOXKEyspTb2hLp9NomjakG7mGfCl+bW0tX/3qV3nppZeIRCJMnjyZ3/zmNyxatAhQB0EPPPAAv/rVr/D7/Zx77rn8/Oc/Z8qUKbnHaG1t5Qtf+ALPP/88JpOJa6+9lp/85Cd4PJ7jPW0XUoo//A3HWY+FkM+tyOrp0IFTlQv8uaCvd20c6Mn5Tpdf+uPDtLc14nR5c2PD47EoJeVVLL1r2YiZsHGwjNQZu0eSdCrFwT2b2LH5TWoPbMfmcKkZ9edeQEFxxWBvXk4iHuO9Na/w3tpXAI0zzvwAZyy6VIZzjFCDVYpf7/ezfM1adh2pY2plBUvOXER5fn6/PmcoFKKiooK1a9fywAMPMGfOHL72ta8B8Prrr3PxxRfzwgsvcO+997Jr1y7mzZvHr3/9a2bPng3A448/zl133cVvf/tb7rnnHnbt2sWePXuYMGFCn2/rqCjFb2tr49xzz+Xiiy/mpZdeoqSkhN27d1NQUJC7z/e//32WLVvGE088QXV1NV//+te57LLL2LZtW+6Nuemmm6irq+OVV14hmUxyyy23cNttt/Hkk08O1ksTA2y49cgIAfK5FR36u5fWZDKpXog+6p2r2buZdW+uoKBTGXIsEmT85LkS6vtAflE5l1792cHeDHECZouFidMXMnH6QtrbGjNj8d9m67rXKB87melzzh/UXvxUKsn2Df9kwzt/JZWIM3PBxcw76/IucxEJ0Rfq/X7u+M0TBGMxvA4H248c4bUtW1l2y839Gu7/+Mc/Mn36dKZNm8YnP/lJ7rrrLu69994uFWD/8R//wU9+8hPKy8v52te+xkc+8hF27dqF1ar+LiORCN/73vf49a9/TVFREaWlpf22vX1hSPfY33PPPbz11lu8+eabx7zdMAwqKyv50pe+xJe//GUA2tvbKSsr4/HHH+eGG25g+/btzJw5kzVr1uR6+V9++WU+/OEPc/jw4R6VZEiPvRBCiME2nHpppdpEiKOlUykO7NnIjk1vcuTgDmwOF1NnLWb63PMHrBdf13V2vfc2699+gUi4namzz2HBOVfi8RWc/JfFsNcXPfaJVIp6v7/H9//dmyv52+b3GNOpY7a2rY3L5s7hpvPO7fHjlOfnY+vFHCrnnnsu1113HXfeeSepVIqKigr+9Kc/cdFFF+V67J9++mmuv/56QFV4jx07lscff5zrrruOxx9/nFtuuYWNGzcyd+7cHj/vqRgVPfbPPfccl112GR//+Mf55z//yZgxY/jc5z7HZz7zGQD2799PfX09l156ae538vLyOOuss1i1ahU33HADq1atIj8/PxfqAS699FJMJhOrV6/mmmuuOep54/E48Xg8dzkQCPTjqxRCCCFObjj10kq1iRBHM1ssTJq+iEnTF3Xpxd+y7lXKx05h+tzzqZ62oF968Q3DYP/O9axduYL21gYmTl/EwvOuIr+wrM+fS4xs9X4/3/7L8h7ff9WuXYRicRr87bnr4skkT618iwONTT1+nPs+uoSq4p7NWbNz507effddnn32WQAsFgvXX389jz76KBdddFHufosXL86dLywsZNq0aWzfvj13nc1mY86cOT3exsE2pIP9vn37+PnPf87dd9/N1772NdasWcMdd9yBzWbj5ptvpr6+HoCysq47pbKystxt9fX1R5VNWCwWCgsLc/fp7qGHHuLBBx/sh1ckhBBCjA7DqSFCiIGWV1DK+y78KAvPvSrXi//6i4+x6rU/5Hrx+6IhzDAMDu/fxto3l9PcUMPY6lm8/8pPU1xedfJfFuIYyvPzue+jS3p8/+P12F8+dw6f6GWPfU89+uijpFKpLpXZhmFgt9v56U9/2uPHcTqdw2qJxyEd7HVdZ9GiRXznO98BYP78+WzZsoVHHnmEm2++ud+e99577+Xuu+/OXQ4EAowbJ0vICCGEEEKIvtO5F9/f2sDOzSvZ9d7bvLf275SPncKMeRcwYer8U+rFb6jdx5o3nqXu0C7Kxkziyhu/TMW4KSf/RSFOwGax9LjnHODWiy9i44GDtIbDeB0OgrEYpT4fSy+6sF/G2KdSKX7729/ywx/+kA9+8INdbluyZAlPPfUU06er1YXeeecdqqpUI1dbWxu7du1ixowZfb5NA2VIB/uKigpmzpzZ5boZM2bwzDPPAFBerloyGxoaqKjoGJvU0NDAvHnzcvdpbGzs8hipVIrW1tbc73dnt9ux2wduTVohhBBCCDG65ReWcdZF17LovKs5sHsDOza9yT9eeBS706168edd0KPS+damWta8sZyavZspLB3LBz/6eaomnTGseh7FyFGen8+yW25mxdp17Kw9wrQxlVy9aGG/TZz3wgsv0NbWxr/+67+Sl5fX5bZrr72WRx99lP/6r/8C4Bvf+AZFRUWUlZVx3333UVxczJIlS/pluwbCkA725557Ljt37uxy3a5duxg/fjwA1dXVlJeX8+qrr+aCfCAQYPXq1fz7v/87oMZO+P1+1q1bx8KFCwF47bXX0HWds846a+BejBBCCCGE6BP1oXpW7FrOzrZdTCuYytVTl1DuGRlzOJgtFibNOJNJM87E39rAjk1vsmuL6sWvGDdV9eJPmU+wvZk1by6nrmYXFVVTmT73fPZsXc3e7e/i8RVx8ZX/yqQZZ0qgF4OuPD+fz156yYA816OPPsqll156VKgHFey///3vs3nzZgC++93vcuedd7J7927mzZvH888/j81mG5Dt7A9Delb8NWvWcM455/Dggw9y3XXX8e677/KZz3yGX/7yl9x0000AfO973+O73/1ul+XuNm/e3GW5uw996EM0NDTwyCOP5Ja7W7RoUY+Xu5NZ8YUQQgghhob6UD13vnIH/ng7XpuHSCqC1+rlJx9YNmLCfXfpVIoDuzewfeMb1B3aBUDN3vew2R043Xk0HtlPLBpk7lmXcc4lNzDtjHNlaUlxlMFax36oyc6K39bWRn4/LrnXU6NiVvwzzzyTZ599lnvvvZdvfOMbVFdX8/DDD+dCPcBXvvIVwuEwt912G36/n/POO4+XX365y5vy+9//nttvv51LLrkEk8nEtddey7JlywbjJQkhhBBCiNPwl53PsK99H9FUDMPQ8dl9NEWaePy9x/nq2V8dkT3U3Xvx//irr9PWUofN7qC9tQHNZMLjLWRs9WxmzLtgsDdXCDEIhnSwB7jyyiu58sorj3u7pml84xvf4Bvf+MZx71NYWNjj3nkhhBDidIzkEmEhBpNhGGxo2MATW56gLepnYsFEnBYHrbFWWiItPLntSVqiLcwqnsXsktnMKJqB2+Ye7M3uc/mFZTicHiZOX4ieTpNKJsgvKicWCdJweM9gb54QYpAM+WAvhBBCDBfZEuFgMojH5mVHy3ZeO/jaiC4RFmIg1AZr+cP2P7CzdSfVeRPxWD1U51cDUO6pwGP1sHjMYmYVz2ZL8xZWHVmFhkZ1frUK+sWzGZ83fsT05ldUTeXIwe0UlXUsWxeLBBkzfvogbpUQw8NFF13EEB6Nfsok2AshhBB9wDAMfrflfzkUPIzH5qYl0kyhs5BAIsBzu1dw23xZ012I3gonwjy35zn+WfNPSl2lfGHhFyh2FnPnK3dwKFCDx+YllAjis/m4bd5nKfeUcy3X0hZrY2vTVrY2b+WV/a/w/J7n8Vg9zCqexaySWcwsmonX7h3sl3fKzjx/CVvXvUZLQw0Ol5dYJIjD5WXheVcN9qYJIQbJkJ48b6iQyfOEEEJ0ZhgGLdEWDgYOcrBd/dQEanj14KuEEyHy7HlomoloKkIqnWJCfjXfv/j7zCqehdXc+/WohRhtdEPnjZo3eG7Pc6T1NB+Z8hEuqroIi0n1SdWH6nlu9wp2tO5keuE0rppy9XGrYtJ6mn3+fWxt3sqWpi0cCh5CQ6PKV5Ur26/Or8akmQbyJZ42f0s9a1eu4MjBnVSOn8ai864mv0gqg8TxyeR5Q1NfTZ4nwb4HJNgLIcToZRgGbbE2FeADBznQfoCaQA3hZBiAAkcB433jGZ83ntW1q1l1ZFWuRDiSjLC9ZTuVnkoqPBXYzXbOKDmDheULmVU8C7vFPpgvTYghaUfLDv6w/Q/Uheo4d+y5XD3lanz2vjv+CsQDbG1WvfnbmrcRToZxWVzMLJ6pevSLZ5HnOHqpLCGGOwn2Q9OomBVfCCGEGEiGYdAeb+dguwrwBwOqJz6YCAKQb8+nylfF+8e/nwl5E6jyVXUJHAvKFrCjZXuXEuFJeRP5yQeWoWka6+vXs65+Hb/Y+AusJitnlJzBgvIFnFFyBg6LHGSJ0a050syfd/6ZDQ0bmJQ/iXsX38v4vPF9/jw+u4/FYxazeMxidEPnQPsBtjZtZUvzFn675bcYGIz1js315k/Kn4TZNHqWjpMJQIUYnqTHvgekx14IIUamQDygAnymlP5A+wECiQAAXpuX8b7xTMibwPi88VT5qsh35J/0MXtSItwUaWJ9/XrWN6znQPsBLCYLs4pnsbB8IXNK5uC0Ovvj5QoxJMVTcV7e9zJ/O/A3PFYP1067ljMrzhyUie5CiRDbmrflevSDiSAOs4MZxTNyQb/AUTDg2zVQuk8AGkoE8Vq9MgHoCNHbHvtkOok/1kYsHcdhtpPvKJDhZP1ASvEHkAR7IYQY/oLxYMeY+MypP+4HwG11qwCfKakfnzeefHv+gASLlmgLGxo2sK5+Hfv8+zBrZmYWz2RB2QLmls4dkct1CQGqQmZN3Rqe2fkMoWSID074IJdPvHzIDFExDIOaQE1ubP4+/z4MDCrcFcwumc2s4llMKZySG/c/XKT1NMFEkPZ4e+40EA/QHm/nhT0vsK5+LS6rCwCb2U4oEeLcMefy8RkfJ9+RT749n3xHPnn2vGH32ke73gT7ZDpJTaAG3Uhj0sy50ypflYT7PibBfgBJsBdCiOElnAgfFeJbY60AuCwuFd47hfhCR+GQWAarLdbGhvoNrG9Yz562PWiaxoyiGSwoW8C8snl4bJ7B3kTRC1LSfHw17TU8vf1p9vr3Mr9sPh+b9jGKXcWDvVknlJ0zIzvbvj/ux2ayMb1oeq43f7Beg2EYhJPhXEAPJAIE4oEul7MBPpQMHfX7HqsHn93HPw68RiQVId+RjwEk0gnaY37sFgdnVpxJUk8e9XvZsJ9nz6PAUZAL/QWOAvLseXht3iGxfxU9C/aGYZA20jSGG2mPt2M2mdHQMJvMpPQUBY4CSlwlA7zlI5sE+wEkwV6ciBy4CdH/TvR3FklGqAnUdAnxzdFmABxmR5cQPyFvAkXOomFxkNkea2dDgwr5u1p3oWkaUwumsrB8IfPK5vXpZGKi70lJ87EF40GW717OW4ffosJTwfUzrmd60fBbe90wDGqDtbne/D3+PeiGTpmrjFklagK+aYXTcj2bp3KsYBgG8XT8qLCeDehdLicC6Ibe5fcdZgc+u488ex4+uw+fzddxudN5r82bm0PgF+sfYcWeFYzzVeUe51CghiVTr+Ezcz9DNBXFH/Pjj/uPedoeb6c93o5BR7wwaaYuQT/b49/99FTnGZHjsJ7rHCBtdhvJdJKUniKpJ3M/qXQKA4NQIoRu6JhNZgxDx0B9Jq0mCyXuUmxmG3azHavJOiS/U5cuXcoTTzzBZz/7WR555JEut33+85/nZz/7GTfffDOPP/744GxgJxLsB5AEe3E8cuAmRP/r/HfmsrhpijQCGldNvQp/zE9jpBEAu9lOla8qF+DH+8ZT4ioZkgccvRWMB9nYuJF19evY2boTwzCYUjCFBeULmF82v0dj/0X/MgwDf9xPY7iRxkgjv9vyO946vBKn1Ynd7KDYWUQkFeVj067ltvmfHezNHXApPcXrNa/z/O7nMWkmrppyFRdWXTjslpg7nlgqxo6WHbmg3xprxWqyMrVwKhXuCn639X9JppN47F6C8QAOi4OvLb4Pm9nWpTe9y/l4gISe6PI8FpPlqIB+rODutXlPaUhDXxzX6IZOIB7IBf22WBvt8Xb8cX/H+ZifSCrS5ffsZvtxQ3+2CqB7+b8ch51YdlWXhnAD9eF6WoItjEuNo2xcGZql47vRpJmwmqxYzVZ1arJmhmoEsJntGBjohk48FcdpcWAz23PVGxoaNrMtF/RtZhsWk2XQv3uXLl3Ka6+9RiAQoK6uDqdTzV0Ti8WoqKjA5/Nx8cUXj6hgLwNjRglpzewfK3Ytxx9vx2GxE4gHcFqcNEYaeWbnM3x+4ecHe/OEGJayM9M3RhppCDfwv1v+ly3NW3BYHERTUQAiiQirDr/NdTOuz/XIl7nLBv1Aor947V7OH3c+5487n3AizMbGjayvX88fd/yRP2z/A5MKJrGgbAELyheM6Im9Blv3z2ZTpKnL+c4HuhsbN2A1WfHZfERSEXa17SaeivPk1ieZUjh1VDXIbG3ayh+2/4HGSCMXVl3IVZOvGnFzRzgsDuaVzWNe2TwMw6A+XJ8L+f+z/qfs8++j0FGIHtRJGSlCiRBfeu1uZhTPREPDa/PmAnqZq4wpBVNylzv3sDstzn7dz5V7yvnJB5addALQEzFpplwYP5FEOpEL/917/ltiLez178Uf95PSU11+z2vz5kr/NzSsZ69/L2O8Y9B1nTx7Po3hBv6044/cvvALI/Y7obt4Kk5DuIGGSAP1oXrqw/W5MJ/dL1lMFqrd1VR5qnBanLidbqwmKxaT5ZirPlhMFsLJMIl0PDfG3ma2McY7FqvZim7oJNIJEukE8XScaCqaW0HGpJm6hP3WJjMvPBdn164EU6faWLLERXl5/8fQBQsWsHfvXv7yl79w0003AfCXv/yFqqoqqqurc/d7+eWX+da3vsWWLVswm80sXryYn/zkJ0yaNAmA97///cycOZOf/vSnud9pampizJgxvPTSS1xyySX9/lp6Qnrse2C499hnWzPb4+34HHnSmtkHdENnW/M2vvj3uzjQfgCr2YbNZCWhJ4in4rhtHj486cNUuCso95TnTsvd5TLWTIiMWCqmDkSyP5GO8/F0HFAHBxvq15NIJylyFuKxefBYPcTTccb6xvGjS340yK9icEWSETY1bmJ9/Xq2tWwjpaeYmD8xF/KLnEWDvYnDTufwnu1973y+c3gvdBZS6iqlzF1Giaskd77IWcSjG3/dpaQ5mU6wrXkbE/KqKXAWoBs6E/MnMr9sPvPL5o/IMauN4Ub+uOOPvNf0HlMLpnL9jOsZ6xs72Js14O585U52tOwAwGIyYzPbiCZjVPnG8YNLfojH5hkxlQt9zTAMIslIl+DfuQrgya2/pznajEkzQ6b8P3scdu7Yc3Fb3XhtXjxWj/r+sHnw2rzqusz3Se68zTOkJwPM9r53Du31oXoaIg20xdpy9/PZfJS7yylzl+WOPbP7pUQ80ftZ8eN+YqkYDouDfHv+CSfOS+vpXNDPntbXp3nwqzrhkIbPayIS1vB5zSxbVsKYSlufvDfHsnTpUvx+PxdeeCEvvvgif//73wG49NJLufLKK3n99dfJz8/n8ccf55lnnkHTNObMmUMoFOL+++/nwIEDbNy4EZPJxJNPPsntt99OXV0ddruqhPnxj3/MsmXL2Ldv32kf10uPveixFbuWE0wGCSZDNMdaKHGW0Bxt5rndK0ZlOeDpOBI8wqraVbxz5B0CCVVKV+AoYFbxbGwWG2k9zd62PZxVeTZnV55NXaiObc3beL3m9dzYN5fFldvR5n485ZS4SuSLXYw4KT1FS7Qld/DRGG7MHZRkl5UDdSBS5i6jylfFmRVnUuYqo8xdRrGr+KiABNASaBmW43L7msvqyq3HHU1G2dy0mfX161m+ezl/3vlnxvvGs7B8IfPL5lPqLh3szR0ysuG9e497NsBny587h/fJBZM5Z+w5lLpKKXWVUuwqPmEIuHrqEl47+BqHAjW5EuHxvvE8fOnD+Ow+3mt6jw0NG3hu93M8s/MZxnrHMr9sPgvKFlDhqRjWDcCxVIwX97zIqwdfJd+Rz2fnfZb5ZfOH9Ws6HTOLZrC7bddR49YXVZ4pc2WchKZpuG1u3DY3Y7xjjrrdjEl9P3jHkcyMFa9pP8j54y7gg9UfJJQMEUwECSaChBIhmiJNueu6VwKAmpcgG/5zp1ZPl+s6X++wOHr1ue5JBW22971LgM+c79z7nm1IPLvy7Fx4L3OX5VY06AtWs/WoRsdEwqC+Pn2i38r8qH3t//0pQKA1QlmFRtpI485Lc+RIip/84jAfu1716meHAdjMtuMeC5eXm7HZer8P+eQnP8m9997LwYMHAXjrrbd4+umnef3113P3ufbaa7v8zmOPPUZJSQnbtm1j9uzZfPSjH+X2229nxYoVXHfddQA8/vjjLF26dEjt1yTYjwI723bhsXlxWz00RZo4HDxEJBnh8feeYKxvHIvKF8kB3wmEEiHePfIuq46soiZQg9vq5qzKs1hcuRirycpdf7+Thkh97sCt1FXKXWfe1WVHndbTNEWaqA/XUxeqoz5cz5HQEdbXryeWjgFg1syUukqp8FTkwn42+A+VpX8GmgwhGR6yIelYPe/N0eZco5bdbKfUVUq5p5xphdModZdS7i6n1FV6wnXbjxWQvFYvV02+aqBe4rDgtDo5q/Iszqo8i1gqxpamLayrX8fze57nL7v+wjjvOBaUL2Bh+ULK3GW53xtOf2e92VbDMAjEA0f1uDdGGmmKNOWqQrLhvcRZwsT8iSwes5gSZwml7lJKXCWn3IN3spLm7P9VPBVna/NWNjRs4JX9r/D8nucpdZXmQv74vPFD6sDxRAzDYFXtKp7d9SzRVJQrJl3BB6s/OOqXxpJ9WP/JvbfBQ7n3ttxdzu0Lbz/hfiw7MWEoEVI/3RoAQgl1uT5cn7vcfU4AUMdux20AsHrw2r25qoBwMsx9//waoWQIj9XD5sbNLN+9nE/P/QwJPXHC3vfqvGoWj1ncpfd9sDqD6uvTfPvbbSe/Y8aqVTFCIYOmRgATYCIe13nxGWg8DGkjStoI5+5v0kyYNTNmzYTJZMaECU2D++4roKqq9/vjkpISrrjiCh5//HEMw+CKK66guLjr6hW7d+/m/vvvZ/Xq1TQ3N6Pr6rilpqaG2bNn43A4+Jd/+Rcee+wxrrvuOtavX8+WLVt47rnner09/UlK8XtguJfid5/hVNd1trdsZ2J+NfmOAuLpOOO841hUsYiF5QtHZDlgb6X0FFuatrCqdhXvNb2HgcGckjksHrOY2SWzj5q45VTHomUDUbacqnPwz66vDVDgKOjSw58N/z67b9gc8PXWkeARvvDKFwjE23Fb3YSTYbw2Hz+85IeM9Y4dEhOzdDdSA1JWNBnNBffOPe+NkcYupfPFzuJcz0G2573MXUaePe+U/89O5+9stMsGx/UN69ncuJl4Ok6lp5KF5QsZ6xnLd1Z9h9AwmHjqWJNkeaxevn3ht9E0LRfcO/e+dw7vBY4C1dvuLs31upe6Syl2Fg+Z4JnSU+xo2cGGhg1sbNhIKBmiwFGQK9efXDB5yFZ27fPv4w/b/8CB9gOcWXEm1067VuZ76ET2Yf1noN7btJ7u0gjQuQEglOx0vtN1nVcq2Na8jYPtB8i356Ojoxs6oUSIifmTuHj8xap0vtOxXqm7tE9736F369gfz8l77Lv63e+C/O1vUcaM6Th2rq1NcfnlTj7xCS+gjocT6QTJdJKErk47D3uymq2MrbTjdTqOOzlfMp3EH2sjlo7jMNv50ue+TKA9wPLly3nxxRe5/fbbAfif//kfPvzhD7NkyZJcKf706dMZP348X/nKV6isrETXdWbPns2zzz7LkiVLAHjvvfeYN28eBw8e5Hvf+x47duzglVdeOaX3sDuZFX8ADfdgf6IZQwudhWxt2sra+rVsbtxMQk/kSjcXli8c8mvK9iXDMDgUOMTbtW+zpm4NoWSIKl8V54w5hzMrzhzw9aNjqVgu7Od+Mq252S8Kp8V5VNg/WVl/f4fPbCt4NBUllkC5/UMAAGo1SURBVIoRTUWJJqPE0rEup11u73Q+e7qhYQMH2w90ed9DiRAT8iYwo3gm0DGLq8Vk6fjRLF0uH3W76SS3n+LvN0ea+fJrX1It8cMwIGW3tdhVTHOk+aie92OVzmd7DrI979lehKE8RnG0S6aTbGvexrr6dWpsfsN66kN1TMqflKsMagg3cO7Y87hy8pUYhkH2H9BxudMpcMzrsvupY96GfszHO9FzvHbwVdbXb6DIWUja0ImlojRGGqnyVeX2Cbnw3i3Al7hKhkx47ynd0NnTtof19evZ0LABf9yP1+ZlXuk85pfNZ1rRtCHxt+aP+Xl217O8c+QdxnnHccPMG5hcMHmwN0uIQWcYBtFUNNcY8MAbD3AkVJsp3zfhsjhJpBNU50/kx5f+eEC2qS+CfW/V16e4444WgkEdr1cjGDTwek0sW1Z0wgn0uk/Ol0gncsMnspPzZWfhN2kmaoO16EY6N9HfPbffSzKc5LkVz5FOp6mqqkLTNA4ePIjZbM4F+x/+8IcUFxfzxhtvcP755wOwcuVKzj///C7BHuCss87i8ssv56c//Sk//elPufHGG/vkPZIx9qLHTlYOOL98PvPL5xNPxdnSvIW1dWtzpZsT8ibkQv5InYSpPdbO6rrVrKpdxZHQEXw2H+eMOYfFYxZT6a0ctO1yWBxMyJ/AhPwJXa5P62mao83Uh+qpC9flwv+Ghg1HlfV3H8uPBl997Su5QLejZTuvHXyNn3xgGWXuMhLpxFEB+2QBvHuAj6fjXdav7c5utuO0ONWP1YnD7MBpcVLoKOy4bHXSGG7AYbZT6CxEQ0M3DNpjfkrcJdw651a17mo6ScpIkdbTau1VPdXlJ6knSRvp3H1jqRgpI3XU/bL3zZ5PGz1vic7KtsR7bF5MmgZohBJBPvn8J5lXNg+TZsr9mDXzUZc1TTvm9Z0vH/N3TWY0NMyZcrXO1x/vd5/f8zw1wRrK3eXEUjGSeootzVv417/eSlXe+C6l89ne9mmF0zp64d1lp7zesBhcVrOVuWVzmVs2l5Se4tYXbyWejnMkdISUkUZD9fD//cDfiaVjaNl/mZ6R7PnO12UbEXt8G5nH6nTfnjzH3rZ9aEA0HcOUmUXcaXFR5RvHA+c+MCzD+4mYNBNTC6cytVBNOneg/QAbGjawvmE9bx5+E6fFyZySOcwvm8+sklnYzP03CdWxJNNJXj34Kn/d+1esJiufnPVJzh177pCtKBBioGmahsvqwmV1UUop5409lxV7VjDWNy53n0OBGmYUzxjErex/5eUWli0rYsWKCDt3Jpg2zcbVV598VnyTZsJhcXQ53ug+OV8wEUQ3dKKpKMl0MvMdoKkl+gwj1+tvNpvZvn177nxnBQUFFBUV8ctf/pKKigpqamq45557jrlNn/70p7n99ttxu91cc801p/Gu9A8J9qNEuaf8pBPl2S32XIiPp+K81/Qea+vX5ib2qc6rzpXrD/fyumQ6yabGTayqXcXW5q2YTWbmlc7j2mnXMrN45pA+MDGbzLlwNZe5ueuz40k7l/PXh+t558g7ufFa25q3URuspcxdRmusjbSeYld0F5987iamFE3tUjLWnc1kw2Fx5AK50+LEYXGQZ8/Lnc/dnrnc/bzdYu/xe7u3dQ8r9qwgv9NnLZQMckHVhZxVedYpvns9YxhGlwaB4zUGdG4Q+MHq/8JmsuGxuXM9jcFEkDybj0vGX4JuqLK7tJHOnT/W5WNdl9JTR91uYJDWT/xYx3vstw6/RTgRoj3ejoaGw6IaVDTNxCdmfkL1wrtKT6t0Xgx9FpOFc8ecQ3O0iXFlXSf1WjL1Gm6bd9sgbt3R8m15R02ieChQw/lVFwxqI+xA0DSN6vxqqvOruWbqNRwJHVEhv349q+tWYzVZmV0ym/ll85lTMueEc1acLsMw2Ny4mT/u+COtsVYurrqYKydf2eclw0KMNKN5roXycguf/ezpVz2bTWacJmduH5c9XqsJ1IChKrxSRgqb2YamaV2Oa4/X220ymXj66ae54447mD17NtOmTWPZsmVcdNFFR933xhtv5K677uLGG28csIqH3pBS/B4Y7qX4pyuWiqmQX7eWLc1bcsspLSpfNKzWTDYMg/3t+1lVu4q1dWuJpCJqoqTKxSyqWDSiD0qyy4rd8/o9HGqvyfXmmk0WYskoZe4y7jzzrlyPeecAn+1BH+jGjhOViw+10nY4ei4LGLoB6RfrH2HF7hWM9Y1VvaeaNmS3VfSv4fR3Npy2dSA1hhvZ0LCBDQ0b2N++H7NmZkbRDOaXzWdu6Vy8dm+fPVddqI4/bP8D21u2M6t4Fh+f/nEqPBV99vhCjHSDPdfCYJTiD4SmcCP+uB+buWOy6UQ6Tr6joE/nDjtw4ACTJk1izZo1LFiwoM8eV8bYD6DRHuw7i6VibGrcxLr6dWxt3kpKTzEpf1Iu5Oc78gd7E4/SFmvjndp3WFW7ioZIAwWOAs6uPJvFYxZ3mRl6NBhO4RMG/wuwN4ZT6BhO2yr633D7Oxsu2zoY2mJtbGzYyPr69exu2w3AlIIpavK98vmn3BAfSUZ4fs/zvF7zOkXOIq6bfh1nlJwhFT1CDDMjNdgn00lqAjVdxtibNDNVvqo+GaKVTCZpaWnhy1/+Mvv37+ett97qg63uIMF+AEmwP7ZoMsqmxk2srV/LtuZt6IbO5ILJuZA/mGuzxlNxNjRsYFXtKna27sRqsrKgfAGLxyxmWuG0UXswIoGufw2n0DGctlUI0XvBeJDNTZtZX7+e7S3bSRtpJuRNYEHZAuaXze/RMre6obPy0EpW7F5BUk9yxaQruGTCJUNi0j4hRO+N1GAPmVnx435iqRgOi4N8e36fzbvy+uuvc/HFFzN16lT+/Oc/c8YZZ/TJ42ZJsB9AEuxPLpKMsLFhI+vq17GtZRuGYTClYAqLKhYxv2z+gIR8wzDY3babVbWrWFe/jng6ztSCqSwes5gF5Qtksq8MCXRCCDG6RJNR3mt6jw0NG9jStIWEnmCMZ0xuGb0x3jE0hBu6rJhyRumc3PrgiysXc83Ua8hz5A32SxFCnIaRHOyHMwn2A0iCfe+EE2E2NqqQv71lO4ZhMK1wGgvLFzK/bH6fjvcDaIo0qVL7I6toibZQ7Cxm8ZjFnF159qhark8IIYQ4mUQ6wdamrWxo2MDmps1EU1FcFhfv1q3GZrKRZ89jr38vkWSU62dez2fmfobq/OrB3mwhRB+QYD80yXJ3Yshy29ycO/Zczh17LqFEiI0NG1lbv5antj/FU9uf6hLyT3Vt+Fgqxrr6dayqXcXutt04zA4Wli9k8ZjFTC6YPGpL7YUQQogTsZltuWVuU3qKnS07+eG7P6AuVIfD4qAh0oDNZKPMXcp473gJ9UIIMUxIsBf9ymPzcN648zhv3HkE40E2Nm5kbd1afr/19zy57UmmF05nUcUi5pXOw21zA6pUvHM54NVTl1DuKUc3dHa07GBV7So2NGwgpaeYXjSdf53zr8wrmzfga/gKIYQQw5nFZGFWySzyHQUsKl+EWTMTSUUocZUSSATY2bZzsDdRCCFED0mwFwPGa/dy/rjzOX/c+QTjQTY0bGBt/Vr+d8v/8jvtd8womkF1XjWPv/c40VQEj83Ljpbt/HXvX7l66hJ2tu7EH/dT7i7nyslXclblWcNmqT0hhBBiqJpWMJUdLdsZ56vChxpHH0oEmV40fZC3TAghRE9JsBeDwmv3ckHVBVxQdQGBeID19etZW7+W/1r9fQ62H8wtx9YSbaEuVEc4GeZf532axZWLGZ83XkrthRBCiD5y9dQlaqK8QE2XFVOumnzVYG+aEEKIHpJgLwadz+7jovEXcdH4i9jv34dJMxNLxzjYXkOho4BphdOZVTKLG2feONibKoQQQow45Z5yfvKBZbJiihBCDGMS7MWQMqdkDvvb9zOtaBoYBmgahwI1zCyeOdibJoQQQoxY5Z5ybpv/2cHeDCGEEKfINNgbIERnV09dgtfq5VCghra4n0OBGikHFEIIIYQQQvTY0qVLWbJkyWBvxoCSHnsxpEg5oBBCCCGEEEL0jvTYiyEnWw74o0t+xG3zPyuhXgghhBBCiGGq3kjyiN7M3Xotj+jN1BvJAX3+CRMm8PDDD3e5bt68efznf/5n7rKmafz617/mmmuuweVyMWXKFJ577rkB3c7TJcFeCCGEEEIIIUSfqzeS3GEcZgXtHCbBCtq5wzg84OG+Jx588EGuu+46Nm/ezIc//GFuuukmWltbB3uzekxK8YUQQgghhBBCnFTC0Kkn1eP7/85opZEUY7ACUIiZWpL8xmjhJgp7/DjlWLBp/dsnvXTpUm68Ua3C9Z3vfIdly5bx7rvvcvnll/fr8/YVCfZCCCGEEEIIIU6qnhTfNhp6fP9VhAmRpqFTY0Acnafwc6AXvfb3aWVUYevVtvbWnDlzcufdbjc+n4/GxsZ+fc6+JMFeCCGEEEIIIcRJlWPhPq2sx/f/ndHK3wjmeuwBaklyOT4+oRX06nlPlclkwjCMLtclk0c3Klit1i6XNU1D1/VTft6BJsFeCCGEEEIIIcRJ2TRTr3rOb6WIjUaUVtJ4MRFEpxQLS7VCyjXryR+gD5SUlFBXV5e7HAgE2L9//4A890CSYC+EEEIIIYQQos+Va1aWMZYVRjs7iTMNO1dreQMW6gHe//738/jjj/ORj3yE/Px87r//fsxm84A9/0CRYC+EEEIIIYQQol+Ua1Y+qxUP6HPquo7FoqLuvffey/79+7nyyivJy8vjm9/8pvTYCyGEEEIIIYQQQ1ljYyOTJ08GwOfz8fTTT3e5/eabb+5yufsYfAC/399v29cfZB17IYQQQgghhBDDXltbGy+88AKvv/46l1566WBvzoCSHnshhBBCCCGEEMPerbfeypo1a/jSl77E1VdfPdibM6Ak2AshhBBCCCGEGPaeffbZwd6EQSOl+EIIIYQQQgghxDAmwV4IIYQQQgghRoljTRQnBk9f/X9IsBdCCCGEEEKIEc5qVWvHRyKRQd4S0VkikQDAbDaf1uPIGHshhBBCCCGEGOHMZjP5+fk0NjYC4HK50DRtkLdqdNN1naamJlwuFxbL6UXzYRXsv/vd73Lvvfdy55138vDDDwMQi8X40pe+xNNPP008Hueyyy7jZz/7GWVlZbnfq6mp4d///d/5xz/+gcfj4eabb+ahhx467TdPCCGEEEIIIYaL8vJygFy4F4PPZDJRVVV12o0swybZrlmzhl/84hfMmTOny/Vf/OIXefHFF/nTn/5EXl4et99+Ox/96Ed56623AEin01xxxRWUl5fz9ttvU1dXx6c+9SmsVivf+c53BuOlCCGEEEIIIcSA0zSNiooKSktLSSaTg705ArDZbJhMpz9CXjOGwewJoVCIBQsW8LOf/YxvfetbzJs3j4cffpj29nZKSkp48skn+djHPgbAjh07mDFjBqtWreLss8/mpZde4sorr+TIkSO5XvxHHnmEr371qzQ1NWGz2U76/IFAgLy8PNrb2/H5fP36WoUQQgghhBBCiN7k0GExed7nP/95rrjiCi699NIu169bt45kMtnl+unTp1NVVcWqVasAWLVqFWeccUaX0vzLLruMQCDA1q1bj/l88XicQCDQ5UcIIYQQQgghhrJ6v59HXvk7dz/xvzzyyt+p9/sHe5PEABnypfhPP/0069evZ82aNUfdVl9fj81mIz8/v8v1ZWVl1NfX5+7TOdRnb8/ediwPPfQQDz74YB9svRBCCNE/6v1+lq9Zy64jdUytrGDJmYso7/Z9KIQQ4vQNl/1tvd/PHb95gmAshtfhYPuRI7y2ZSvLbrl5SG6v6FtDOtgfOnSIO++8k1deeQWHwzFgz3vvvfdy99135y4HAgHGjRs3YM8vhBBCnEju4C0axet0ysGbEEL0k4EIy4ZhoBsGqXRa/eh65rxOSk93O69uS6bTpPWO86l0mufWrmNvQwPFXi/tkQgeh4PWUIgVa9by2Q9cevINEcPakA7269ato7GxkQULFuSuS6f/f3tnHmdHVeb9Xy13X7s73ensCUsCYd+JETCKCYpCIMyLCgZxFEEWGZWZF/WV0fkojvq68I7I+zoI44g6AwoZI1ski5JkgLCGhCyQhCZLL+nu23df6tZ5/zi13qVzu/ve7lvdz/fzqc+pOnXuvVV1T53z/J7z1Kki/vKXv+Bf/uVf8MwzzyCfzyMWi9lG7Xt6eowZHzs7O/Hiiy/avrenp8fYVwmPxwOPx1PnsyEIgiCI0aEUi+iOxXBoYBCHBgbwH1v/G9ve2Qev2wW/24OI34eDqTR+u3kL/u7yj0704RIEQTgeVVWRzGbx0IZNODIYQ1soiEw+D0kQsL+3F//0+8fx4dNPNYR2LWLcWNfSQlHRxLmKsUx7JooCXJKMzXv2IJnNQWUMqsqQV/qRKxTwi+c2QGUMCzo6sKCjHfOmTYO3hnnGCGfR1ML+Qx/6ELZv327Lu/HGG3HSSSfhH/7hHzBnzhy4XC4899xzWLVqFQBg9+7d6OrqwpIlSwAAS5YswXe+8x309vaio6MDALBu3TqEw2EsXrx4fE+IIAiCIIaBMYaBZNIQ8HraPRSDqnKjrzUYRO9QHJ0tUUwLhpDMZRFLpzGYTOGhDRvRn0jixBmdOLGzEwtndKItFKL3FBMEQYCL9VQuh6F0GolMFkPpNOKZjLmkzfVkNgvGGLZqYvloIgFRECAIAvJFBS/sfRsRvw+yJEEWJciSaKZant8ja+siXLIMSRS1db5fEkW4JAmyZF+v9F3mupZa1vU2/oF1f8aabS9jblsbACCvKNjbfQSnzZ2LbKGAp157Ddl8gc+MH41iQUe7IfZntrTUZWZ2YuJoamEfCoVw6qmn2vICgQDa2tqM/L/927/Fl7/8ZbS2tiIcDuP222/HkiVLcOGFFwIAli9fjsWLF+PTn/40vv/976O7uxvf+MY3cOutt9KoPOEYnPJsF0EQtZPKZk0BP8jTw4ODyOb564f8Hg9mtbZg4cwZWHbKYsxqbcXM1hb43G7DeJvREjW+b19vLy44/nicOmc29nZ3Y+uevWCMIRoIGCL/xBmd6IxGSegTBDGh1NOuYYwhlctpojxtE+hD6TQSWVPAJzLZspFxr9uFsM+HiN+PkNeH6dEIIn4fQl6eN3faNGzYsQMLOjogam1nV38/rjrvXNx06YfGeinqysrzzsX6N3egq78fIa8XiWwWM1tacc81q9AZjUJVVXTHhrC/txf7+/qwv7cXW/fuhaoyuGUZ89qncaHf3o4FHe2IBgLUXziIphb2tfDjH/8Yoihi1apVyOVyWLFiBe6//35jvyRJWLt2LW655RYsWbIEgUAAN9xwA7797W9P4FETRO3QRCgE4WwKioLu2JBNwB8aGEQslQIAyJKEzmgEs1pbcea8eZjV2opZrS3DGlSVjLeWQAC3fWSF0S6kczm83d2Dvd3d2HukGy/v3wdVZQh6vZYR/RmY1UqjNARBjB+12DWMMaRzuYoj6fq2LtrjmbQR0aTjcXGxHvb5EPb7cPz06cZ2xO9HyOdFxO9H2OeDSx5eDnVEwnj93XdxcGDAaG9DXi+uOPecRl2iUdMZjeK+G2/Amm0vY/ehw1g0ayauPPcc47qKooiZrS2Y2dqCpSctAgDkCgV0HT2K/b192N/bh5feeQfPvv4GACDi9xuj+vPbp2F+ezuF8DcxjniP/URD77GfnEzkKDhjDLlCAdlCAZl8HrmCgkw+b2xnCwVkC3lk8wWsfeUVvPT2PkQCfqiMwS1JiGcy+MDixbj+ovcj4vcjGvAj4vdDlqRxOf7JBEVDEPWCMYa+eNweRj84gN6huDFCNC0cwqwWLtx1Ad8RiUAahbDujsWqGm+VyBUK2NfTawj9fb29UIpFeN0unDDdHNGfO20atSUEQTQExhjue+ppPP7iNrSFgsgrCvKKgu5YDCfPnoXT5841hHtRVW2fdcmSbWQ94ueiPezz20R82OeDx+Wq63GPtL11OkPpNA709mF/Xy/29/bhQF8fhfBPECPRoSTsa4CE/eSj1Fusp8caBVeKRVN457n4zuRNEW4X5ryMVajrZXMFZdhJUlyyBJ/bDa/LhfVv7kAqm0PQ5+XPdSkK4ukM3C4ZF55wgu1zAa8HER8X+tFAABG/D1F/wBD/Ub8fYb9/VCJiMjLaekBMTkbi5ElkMrZn4A8NDOLw4CDyigKA34ulAn5mS0tTjXQoxSIO9PVh75Fu7DlyBO/09CJXKMAlSzh++nSc2MmF/oKODriPMaJFEJMRcvyOHKVYRCyVQn8yiYFkEgPJFAaSSfQnkhhI8by/7HwLyWwOHpcLoijALclQ1CLaw2Hc+IFLqo6se1wuCgufIEpD+A/09uHQ4ACF8I8DJOzrDAn7yYE+YUoql8MvnluPZ15/A9NCISja60K6h4Zw1vz5eN/ChVyoW0W6JtqVYrHq9wuCYIhxr8vF192usm2fyw2Pvl2hnNfttgnv0olQAP5s18rzzsWnL3o/Yqk0htJpxNIpyzpPh9JpxFLpMq93yOeziH4fooEAon4+6q87AcI+36g9sBNhDOlOl0w+j3Qub6xn8nmkjfyclsf/2007d2LHwYPwe7xQmQqXJCGdy+OsBfNx2RmnI+TzIeT18tTnRcjL01pC9whnUc3J88NPXwdVZWVh9IlMBgB3ws2IttgE/KzWVoR9PscZNaqqoutovzGiv7e7G+lcDpIoYn57uxG+f3zndPiayEFBOAuniGXrKyUDXi9SudyUd/zq4fG6WB9IJjGQsgj3ZBLxTMY2cBHy+dAaDKA1GERrMIi2YBDrd+zA5l17cNz0Dj7xG5r3mXWiOqUh/Pv7ejGY5I+YRfx+zNdE/oKO9mFD+J3SJkwUJOzrDAn72hivG5Mxhkw+z0V6lgv1ZDarifYsUtkcktkc0nlLfpYLOh19hlOPywVJFCGJIgqKgpZgAKsuOB9elxs+NxfZNmGupR6XrG2b5VyWWUnryVhHlfVJZWKpFIbSGZ5m0sZ6LJXWtu3PqAmCgJDPi6g/YIT6V4oACHq9NgfAaI5XfzTBLsALFmFesq3t5/k8r6BUd7p43fx/87nc8Hvc8Lnd8Hs8eOy/X8BQOo2I3w9REKAUVQymUwh6vbjsjNORyGaRyGSRzuXKvtPjctnEvuEA0NKwz4eg18v3+Xx1i5JwUgfYbMeqqqoR9pnT00IBeUXBI3/dgufefBPt4RByioJULocjg4OY2dKCk2fNgiAIaA+HTPHe0opZra1oD4cmbQgiYwyHBwcNkb/nyBHE0xkIgoA5bW2G0D+hczpCPt9EHy7hAOodJcW0937r93VeKSKnFLR7W7Hka/d60Sxnvf9tZYt8e9s7+/B2dzf82kTLoiggncvjlNmzcNHJJ8Hv9sDndiPg9cCnvXbS73Ebqd7P+N18fTzaibG2uUVVRSxVOsJuEfHJFHKFglFeliSbaG8NBtAaCNq2KznBKVpu8lJrCP/89nbMam1BbzxOdeEYkLCvMyTsj81oxVxeUZDOcSGeypkiPKkJdH2E3ZqXzufKJkkBeAcT9Hrhd7sR9HoR8HoQ8PAl6PXydS3vDy++hD9vfxPz29ubfoZTYHye7WKMIZHJcMGfThmj/dYIgFgqXeaNF0UBYZ8p+rftewdvvNuFWa2tAABFVdE9GMNZC+Zj6aKFZYJcF+zVmiJJFOH3cMPJ53YbxpSx7fFo+W4tXzeo3IYzpppBVS0aorQeKMUikprIT2T5rLqJTEYT/hnDAaDvsxo+On6Pp8wBEPb7EPSYjoCQz2vU1UrH7CRjaDTHajfQ7cZ2VWO91HC3linayw8XcWN19rllGX6PG2DA3GnT8M/XfRIzWqJ1f2bTaehzCOih+3u7u9GfSAIAZrREjcn4TpzRiWggYPtsszl5iInhgWfX4bEXXuTRcqoKVVVxJBbD+xaeiOWnn64Jb7voria89e1azFhBEOCWZbhlGR6XDLckG9tGniwb979blvDQhk0YSKYQDfgBmKI34vfjb5ZcyAcYtEGDdD5nRIpVw1si/vV+yir+A57yfL/HA7csH3PgoJY2l4+2l4t1PvKeRCyVtl3PgNeDtmCobMRdF+2hMUQmTbVn1qcq1hD+A318ZN8awn94cBD7entxXEcHQj4fPLJsRKV+oQnt8YmAhH2dIWF/bHSB1BmJIJPPQykWcXBgABeccAIuWXwy0vk8Hz23iPVkNlvR0BYEwRDhQY9doJfneRH0emru+HScJJCaDVVVkchmyyIAYim+/HbzFvQnk5BEAYwBsiRCKaqIBvxYdcH5dvFdIsatglzfJzcoEgJoXD3IKwoX/MM4AuLpDJI57hAovQ8EQeCj/ZYR/5DXi+d37cZL7+zD7LZWIwLg8GAMHzxlMVZdcD4YGBjjAkxlDIyxEeTx7Yp5YFBV++fMPPNzDLx+MADr3tiOl/ftR1soyL9TZTiaSGDxnFk497jjbAa7LtorOewqYRrgkmmYyy6LoS7B43KZZaRSo90swz8r49d/fR5PvfY65rVPg4Dmd/Y1CwPJpDGiv/dIN7pjMQB8ksCFM2bgxM5OhP0+fPuxP1B7O0Uoqir6Ewn0xRPoi8fRF4+jV0ufeGkb4umMzUmWKxQQ8vvwwVNOMe9N2/1cKry1+14qvafL72s9fzT9SK2OXyuqqiJbKNiiytI5HmWWtjwOpq+nc2ZEWjqXM+boKEUUBbvw1x0EFqfAn7e/ia179mJWawsUVUWuUMChgUGcPGsmTp41CwOppPEqTf07W4NBbYTdItxDPG0JBKa8M5NoDNYQ/u//1x9xcGAAAgRMj4SxaOZMDKZSmN3aih/d8OmJPtSmYCQ6lB4SJerCnsNHEPJ60T0Uw4HeowD4jfuXXbsQ9HmNUfOI349ZrS2aMPdWHE33ud0Nfzb1WK8DIaojiqLxLH4lXLKENdtexpw2PmIvQGhagdSoeuCWZbSFQmgLhY5ZljGGbKFQ7gjI8lmBk9kcEtkMDg8MYuvetxFL8WcYdXKFAp546SX0DA2N6BgFQYAgAKIgQhD4/1R7Hv+8KGj79TwIEEW+vfvwYahMRTKbNcp6XDIGU2l0RqM2o7uSIW415q3lGvXIyyeWvg9b9uzFe/3N/zqjZqI1GMQFJ56AC07kE3nG02nbK/a27tmLHe+9h0MDg5jT1gYBgEuUcLB/AD9/5s9YfclF5vwjWoSN0+YmmIrkFcUQ7X3xBHqHhriQT8QxkEwaTjpJFDEtHEJ7KIyTZs7EBxYvxrZ9+7Cgox2yKEESRRwaGMBV55/XdP1DpVdKHqtNELUIMz18f6Toc8Xogl93CticAVq0WyqbQ38iaZRbt307kpksBi2v0WRMRW88jpXnnWsPlw8GxzSPDkGMBY/LhRNnzMCJM2ZgX2+vMTCoamPNiWwWJ82aOcFH6UxoxL4GaMT+2FhH7BW1CJck48jgYFN21kRjoWiIxvHAuj9jzUvbMKOlBSpTAQg4NDCAj519Fj677AOm0Bb4mLNNfFvyxkM4jWa0a6Kh0ND6k87lcPMvHsTb3d0oqgzpfB5FtYhsvoCg14MlCxfayguaA0ifE0OP5DHmydAfw6m6jzsHxvq6Pnp0AEhls+aoe8Iu4IfSaaOcx+VCeziE9nCYL6EQOiJ8vSUQGPMcLBOJk9qEB55dh8dfehkzWqKQtbmDmr3NJQintQkTAYXi1xkS9seGbkzCipOMISfhpPvMScdKNJZSJw8D8G7fUXzkzNNx7fuW2Oba0Bf9rSSl69ayw82ZoL8y1DrpqX3hzoFKToF4JoOv/+4/tFnQfU1fd0frhGCMYSidNkbdrSHzffGEbdLQgNeDjnDEEPAduogPh0b8nDX1D42B2lzCqVCbMDwk7OsMCfvaoBuTIBqPk+4zJx0r0TgaJTisr7gsdwIUqjgF7M6BShNd7jx4EAf6jiLk80ISRYiCiGQ2g8WzZuN9ixaWPSIy3KRslRdpTM9+j+TaqqqK/mSSi/ahuE3E9yXitreJtAQDaA+F7aPv2vpoQ8uJ8YXaXIKYfJCwrzMk7AmCIAhi9DSr4NAnO7M6Ab792B9weHAQfrcHRcZnbh/KZNDi9+MTS99X8e0M5mvU+DLc6zetWGdrtwp++4SQUlUnwdpXXsXzu3ZhVmsrVJUhW8jjYP8AFs6cgYUzZqA/mTCedxdFAdNC9pD59nAYHZEwpoVCFV9LRhAEQUwsNHkeQRAEQRBNQ2c02pSvLqo02dn7Fi3Emm38WWWdrv5+XHneufj0xRfV9L3661wrL6WvdSx/v7r1NY+JbKbqayD11zQOJFPa+QgAA/oTCZy55EJL2HwIrcEgTZZGEAQxiSFhTxAEQRAEoTGa2dBL4ZMAuhr6ujDGGO5/Zh3WvLwNM1taIECAS5bxnjZh2jUXXtCw3yYIgiCaDxL2BEEQBEEQGk55HaogCFh14fnY9NZb6BmKcyfE0BC9ppEgCGKKQs/Y1wA9Y08QBEEQRDPSrPMXEARBEGOHnrEnCIIgCIKYAjTr/AUEQRDE+EKzqBAEQRAEQRAEQRCEgyFhTxAEQRAEQRAEQRAOhoQ9QRAEQRAEQRAEQTgYesaeIAiCIAiiDqT6gbf/Cgx0Aa1zgRMuAgJtE31UBEEQxFSAhD1BEMQoISOeIAidVD+w/idAPg24/cDAu0DXy8AH76R2gWhuqC8jiMkBCXuCIJoKpxgYTjTinXJtnQhd26lLUQHSg8BrvwdihwGXF8inANkLJHqBHU8D530SEOjhxymFU9oEJ/ZlBEFUht5jXwP0HvvG45QOkGgspQaGno7VwGAqoKqAWgRYUUtVLb/Ctl5G1fOUkvIq8M5fgcM7AF8EAAMgAJkYMONU4LgL+bYAzZgXzG0IPM9YFyqk4Kn+Wb2svt/YB/Nz1n227xH5enoQ2PJLoJAFvCFAydXn2hKNq7dEc5FPA6kB/n+nB4BkP5DuBzJxAAw4/CagFPj9JUqAkgVyKS70Z58JBNuB8HQg1MGXYDsguSb6rIhGUI82gTHeFxUV3u8UC7wvUvVtxdwuFrS+Sd9WSsoWLPkl5Y7sAAa7AJeP/67o4v3DrNOAky7lfZwvylOqryPHafYtHW/zMRIdSsK+BkjYNxYyiqceTOWGQyHL/28lx9NdzwEHXwd8Ic2oYUBmCOg4AZh5qim0reK8FsGOerVyAjfYBRE49AaQzwIuNzTlrYllHzDnbH7s+u8yph0HzPzStNH0HwDiRwCXn2+LElDMA52LgRM/APij3HjzRwFPyHQMEOUwFcgmgewQr587n+H11u3j102UuaCbdRqw6INc2Ln8Wurji0Txck0JU7lQT/VzEZ/uN8V8IaMVErjICbRpSytP920B9v83F+86sSPA7NN5+5XoBeI93CnAVP49gVYgNF1bOoBwhymwCDvNYMAzpvUtBS6Wqy17Nmh9WcTsk9IxoONEYNbpNQrxIkbcN4iyuUgSF+mSJU+U7NuSzNuvbALwBPh3FAu8XZPcwPRFvG/VcQdMkW+kEa3fCFJUSilOs2+dfLwuP1Bo8uMdLSPRoWRaEBOGkgOSR4FXf887atnNOxfZw0c+X3kMOGMl4G/h+4jR0UhjiDFNoGe4SDdSfb00X0uVHCoaLEd2AkoeyAqAaBl5jvcCnSo3SkQXIEimwB42lQBRLEkrlNPXSz9n5Ouftxgtrz/Br6vViI/3ACdcDJxx5eiupU3ww3RKMGjXi5kOj1LnwLEcCVt+yY0yt58bbkqOC5h4Dx+xySXNzwuSKfLL0gg3CCczjPFQ6syQuWSt63Hz+gJA927u2xEl7Z7Ic6fJ4TerG+eSWxP6JaLfrQl/Y9vPQ7rdPv6ZejhcmkEgTTRKnkexWEfeUwN80YWM6DJFe9t8U8j7opUdM4s+yB1+8R7TKPYGgdOvsF/fogKkjvJyiR4u+Hv3crEIAN6wNqqvi/3p5GyrNVzcGOXWRbbC78XSVB/lLlss+xW9nP45rUwtYvvwm0Ahx8uLetSWyh/V6FjI2wqXBxADpsC2iu2KQlwX6VL1sqOpI9kEbw9CHWaeKPO+7PQreN+QGeJ2WSZmtoODXVq/oSFIptC3Cf8oX1yekR+bU1CL5kBFIaOlaWD3Bt7OeoK8TwGAeDew/qfA7DNKou/0CL2SaDvbeqXIPKHKPrFy1KA1EtD2mwKvB4le3u6pCu9z4j3AS78Djl+imSFF8z7TbQ1Vt1VU+7ZaNK9P6WeYWrKuWsrU8juMt5vxI7yvnHYcbyvjPcDbz4/ODpsMTHLzjGgGGANyCd5YJPpMQyYT4/sP7+A3qaw1+nr44r7N3JgGuCDxt5QvviiJ/uEYiTFUzAP5DL/+1QR5pbxKRo4gWcSJJlCC00zhInvL97t8wJtr6yuWG8kJF/FraTXi3X7ghPeP7vsES8fbCDpP4tdWH5XR0a+tqnBjLR3j96ae9h8ADsYsozYCN1JsYr/F3HZ5G3QCdYQxXn8riXZduKuKWd7l4waqN8yNcl+Yn6s3zPPf/FP1env6FRbnV8Zu/On3UT5thnkX0vw+tI6S6Qiiea+4vLy+WZ0AFfO9dofUVHqeljHtumqh86l+cyQ+GzfLuYPckI3O4qOpupgfqZgOtPHr+Pbz/Lq2zuPtQel1lWQg3MkX41hV7mjQR/UTvcB7r5hRAi6fXeyHOvhxTtYR0qLChVAuye2BnU8Dg4d4+5VP8+s1dBh49vtA+/Gm6NYfmzomAg8rlzSxLLm5mJW11OXj97dRxrKIWnmpUqqVeWMtf1zL6X2ZIPBHS7whoGV2+WeLiqX9jGn9xhB3YBzZye0KHdlrOodLR/29Ye6YqJVGD1gUC5Z2Wm+jM1r7bBXvGdNuKkUQgSNvadGEinl++uCV/luqArujXhe4Vgc+7I5+Y71Gh3/FqMGSbUBzSGXtDptiAXj3BUDJmAMgtkVzIogiAG3bGAix7Cv9jOgq/46y9WP8TvIoz9Md4IDZr01VKBS/BigUv3ZUhRtNiV77ojd6stc0SvTlneeBdzaXd4ALlgDHLeHGTiYGpAaBzCDfVnJmWU+wROxb1qdquKuS553O608AB17gnaYe4pcaAKYt4AJFFxZKtrIxZAgJb4XUIiZkbVsX7ZJrdCMHTgwDO5YR3yyM5drqzrlS0a+vW40al88coSkd8fcEa68XYzXcCtnhhbvV4JTc2jFrQt1rHXEKm07H4Y61nvVWNyxtkS8Z04islm89JwPBfr/27AX693NRqI/wZYb4M+CLPmgfBdRFjHVdHzEcT45VF/QwZ0PAD5gCXq+bgsj/T1206yH0/tbmdUZZneK62E/0mg5v0QWE2u2CP9jevP2eHs2S18S6VbjnkvbtUqF0eAe/JzwBM6pKyQP+CHDax02xLbvM+lptEV2jH92uFerLShyoMftofybGIwUMu0MwHaV622t1Arh85v810mvL1Aqj6VqbWTrCntfaU6tjV0dyaxFVftN56vabUVbWPJefO4neWOOMwQpd3L/+BLfJg9P5tiDwNqfZjlen3pGTzQo9Y19nSNhXppDRRuAtAj511GyofVGLwaEZH5VGQEbcSGudRXqw8mI1bj2h6iP9zWr8VEIPec+nufGTTwE5fb0kzaXNkE7d+2oY6BIX994IcMplVQS7RbjXK/R3JDhJLDuNRl3bQqZc9OsOOavnX5RLjDbLSL8vbIb419ImKHku0DMx/khBJmbftgoD0VUyyh41RbwvyoX7WOt5M9RbVeHhvzYnQMkjMTue4oa13hbo8124vPw58FoQxJJQYFf587w2R4Alr9q2pIktyWXfzsaBDffxOiB7+LYgAScv5+1cqp/XNb3fkdyW595bgcA0nk6mR0gKGf54UtIi+FP94Ia4yJ0VxiR9WlrNeVGPkU89MsIqzHXxXrpdKpgkNxfr7gB3/LkDfNsT1PK1dOezzhkB12mGNqGZUYtc3BuCP2YX/sacFtCcr5ro790D9L3D67Yg8DqVPAp0LOLzmpSOsFeMLBTMCMJSQW7Nswr20diMTnTw0PE2HyTs68xUF/aM8UbWGkqf7DNDGUWZjxKEOjQBP52HXR9rlMtKvTpA3cCwCn19lD8ds4h+LbzMNsof1bajxzYA62IMaV5kfeTCJtDTPL+gpfl0eWiuIJpGkMuvGUGaJ9mtGUpv/xXo2gZEZpjCpdmNIWJyUVTso/u2Ef8he4i/N8zvv753gKPvAKFOHnan5Hn7M20B0Lag3OgTJLtQt4n3qH20Z6pTdYTjIuCUj1pm2LZM6FVUtMnCSmbhLipVyhcsE4AVgGLRXq7mcGlokz528/ZM/0whDbQuABZcaAp4vybmRxIVMpkoKrxf1h91i2v9tC6kvRH7jPyhDn5fbfhpdaNYVTQHchWRrgt5PTTeistninWPVbQHLUI+ULudMFUMeMKkkCsX+5kh4K1n+bp1hv6iwm26Ey+2C/JqI+yyd/zaCac5eOh4mw8S9nVmKgl7wziwjMIn+0xB7A7YDYNgu3Oe89MnxCob5Y/xVB/lNgSGVey38FEQX5h3LNUMDF/ULtBLxXmpeC/1IuuhXvokZ7pAd/sBT8l2LaOMZAwRzYw+u7w+uq+P9O94mqfGCIkAgPH767SP2UW7Nzx1xdxoaJY2QZ8RvFgi+EudBS/9lofX6yNmspdHGIQ7gWV3jN/xOhGmao/G9dj7dN0pFjvEnfWhDn7/FAu8fMtsoGWO3XkGmM+ylop067Y7wPuqRkRHTAUDnjg2unPS3wqA8bqW7KMBC2LyQsK+zjhR2NcyopxL8VC+RK8Z1pcaAPR3cgdagWAHf/1OUBuJL514a7LAGB95MEb5YzxNDfB1I3xQ4KNH8SM8xFN/7U16iBuaLbPKv1v2WkbS/eZIhSHe/Rax3oCJAMkYIpyGbrgFtXtMcjX3c35Ow0ltwlR5hnK8YIyHPyd6gC0P8msJaG91cPG+LtAKnLXKDIP3BPlCkS9EM9AszkmCGC9I2NcZpwn7skYvxTvsM6/iIx26115/9YbktoTSdzT/BDzjjXXisPQg8OIj3DusvyZNlLm4D0wDzv1kSUh8g0YuCGIyQ4YboUN1oXGQ04RwKk5yThLEWCFhX2ecJuz1ztod4CPLhQwX8eEZwMzTyie080XJCz8SyBgiiMZDhhuhQ3WhMZDThCAIovkZiQ6lscRJyECXNlIs8eewfVFAVXmY+MW3TPTROZ96v7+cIIhyAm3kKCM4VBcaQ6CNi3hymhAEQUwOSNhPQlrn8k46PJ2vA1yETjt+Yo9rskDGEEEQBDEZIKcJQRDE5IGE/SSERpQbDxlDBEEQBEEQBEE0CyTsJyE0okwQBEEQBEEQBDF1IGE/SaERZYIgCIIgCIIgiKmBONEHQBAEQRAEQRAEQRDE6CFhTxAEQRAEQRAEQRAOhoQ9QRAEQRAEQRAEQTgYEvYEQRAEQRAEQRAE4WBI2BMEQRAEQRAEQRCEgyFhTxAEQRAEQRAEQRAOhoQ9QRAEQRAEQRAEQTgYEvYEQRAEQRAEQRAE4WDkiT4AgiCIZqK7W8ETT6SxZ08eCxe6sXKlH52d1FQSBEEQBEEQzQtZqwShQYKO6O5WcMcd/UgkVIRCAt56q4D16zO47742qgt1gO4xgiAIgiCIxtDUofj33nsvzjvvPIRCIXR0dGDlypXYvXu3rUw2m8Wtt96KtrY2BINBrFq1Cj09PbYyXV1duPzyy+H3+9HR0YG77roLiqKM56kQTY4u6NasSeHgQQVr1qRwxx396O6mejKZyWRUHDyo4PXXc9iwIYNvfnMAO3fm0d9fxP79CuJxFbt25fGP/ziI557L4KWXstizJ4/ubgXptArG2ESfgmNw4j3W3a3ggQfi+PKXj+KBB+JNfawEQRDE+EB9A9GsCKyJLdPLLrsMn/jEJ3DeeedBURR87Wtfw5tvvomdO3ciEAgAAG655Rb86U9/wsMPP4xIJILbbrsNoihi8+bNAIBisYgzzzwTnZ2d+MEPfoAjR45g9erV+PznP4/vfve7NR1HPB5HJBLB0NAQwuFww86XGF9UlSGZZEgmVfziF3E8+2wG06ZJEARAFIHe3iI+/GEfrr8+BLdbgMsFuFwC3G7B2BZFYUKOnUY+jw1j/P/t7y+iv19Ff38RAwP2NJMxmz9ZFrBtWxa5HENLiwRRBPJ5YGioCK9XwPnne1Eo2JtLWRYQiYgIh0WEw+a6mWeuu1wTU1cajaoyZDL8PkqlmLbw9WRSRTrN02efzeD113MIBESoKiAIQDKpYvFiNy680AOXS9AWfl31+82eZ8+XZdhS6/5K3zGS+7U0eiORYAiFxKaN3qA2oXHQtSWIxuOU+8xpfQPhfEaiQ5ta2JfS19eHjo4ObNq0CRdffDGGhobQ3t6O3/zmN7jmmmsAALt27cLJJ5+MrVu34sILL8RTTz2Fj33sYzh8+DCmT58OAHjggQfwD//wD+jr64Pb7T7m75Kwb34YY4aA0MW6mVbOS6fNqr91axbJJIPHYxr+uRxDMChgyRJv1d+VJC4YrGKfp5W33W5TaFi39TKVvsu6TxAE6lQ0VJVhaEg1RHt/v4qBAbuItwpxj0dAW5uE1lYRbW0S2tpE23Y4LOD//t8E1qxJYe5c8zp2dSm46qoAPv/5EHI5hnic/248zhd93ZoXj6tQVfvx+nyCTeiXin99OxgURixA62EMMcaQy3FniC7MUym1bLtUsGcyDJV6EbdbQCAgIBgUEQgI+NOf0kgkVESj3GnCGBCPFxGNSvjUp4IoFABFYSgUGAoFaCmDoqBinqKMvOsSRbvoH86BsHlzBm+8kbc5+44eVbFkiQeXXx6ALPP7X5KgLYKRWvfZy9nLV9snCCNzAlGb0DiceG2dIpAAZx0r4LzjdQoTcZ8xxlAs8r5E71P0/sZMy/c99lgKf/lLBu3tMhhjkCQBR48q+PCH/Vi9OgS/X4DPJ8DnE+F2j7w9J4hSRqJDHdUaDQ0NAQBaW1sBAC+//DIKhQIuvfRSo8xJJ52EuXPnGsJ+69atOO200wxRDwArVqzALbfcgh07duCss84q+51cLodcLmdsx+PxRp3SpGa0HaBVYNQi0PX1SuLC7+fCgi8COjslBIOyLS8YFPGHPySxbl0G8+e7wBgXjV1dCi67zI9PfSqIfJ4hnzeFhXU7nzdFB8/n2/p6PK4a26WfLRQqi6JqyLKAXbvy2L9fQTQq4uhRPgr57rsF3HVXP5Yv98PrFSosYsV8WR6fTmc0dUFRGAYGTLE+MFDE0aPm9uBg0SaeAwHREOunnuo2RPu0aTz1+4VjnuvKlX6sX59BV5diMy6uuMIPQdCvG9DRIQ37PXq0wHDi/9AhBfE4F8tWBAEIhao7AKyRAbFYEV/60kDZnAA//GErQiGxTIRbxXkl0V7qjAC44LQK9EBAxKxZsiVPzxcs6+URCj6fWMFpAqxcGcD114eGvZ7VrnGpEWZ1AHAnQeX9tTgQuroUzfmgam0CkMkwvPhiDj6fiGKRG4W6YVhPRLFc8MuyKfzNdZ6+8EIWO3bk0doqIZXi93VPTwHf/e4g/uZvgvD5+P/i9wvw+0XD8JyoiKNmp1jkUSiZDMMvf5lAd7eCjg4JhQJ30B0+rODnP4/jk58MGg6aSv+PLJvOm/Fsa50yT0gzHytjZt+sqtwR2d2t4O/+jh9vOCw21fE6nd//PoX+/iI6OiQUi0AgABw8qODHPx7Cxz8e0IS12X6XC/Hh91US7qNtt7duzWp9ZgGCwPuAbJbh8cdT6O4u2sqKIu/7uNA3F79ftKwLw5aR5bG3G+SQmjo45l9VVRV33nknli5dilNPPRUA0N3dDbfbjWg0ais7ffp0dHd3G2Wsol7fr++rxL333otvfetbdT6DqYW1ww4EBLzxRh5r16bw938fhdcrHFO0F4vlDa7XK9jEeFubhHnzZFuedT0QqN1w/fSnQ3jppTzee88UdC0tEq67LtjQxk/3GFsdApUcBLrgyOcZ/s//UTBzpgS/3xQXiiKiq0vBwYMKcjlukGaz3EEynONAkio5AaovPp8Aj0dfF+Hx8LzhnATVjLcf/KAVLpdghMWXjrjrgkonEjFH2hcscJWNuFujLUZLZ6eM++5rw5o1aezenceiRW5ceeXIO0BBEBAKCQiFRMyaNXxZRWFIJOzin69zx0B3dxF79hQwNGSPQACA3bsLeO89BW1tIvr6AEUBdu7M47rrerF4sT0aSRAAv5/fH7oAb2+XMH++bBPtumDXnWL1GnEYzmkyGgTBHG1vBC6XUDV646ab7B5zXQRwoc+NRvs6M7Z1Z8DI9vF6Yi9n7hscVOHz8SlzCgV+72cyDM8/n0U+j6ptgNfL/3PduAwETNGvr1udAdb1sRqbjTI0CwVdlKuGONevR2l+tTzrfaZHc/X1mV6vXK6yEX8srA6bUtE/EgfBcN/x5JMpdHUV0NkpI5/nkUpdXQX87/89hI9/3A/GYDiqdCd2tTxzm9dxfdu6z5o/XF6l79y8OYPt2/OIRiUMDvL8ffsKuOWWozj/fI/xW+ULM5yQ+neZ6+WC3Fxnw3ynfX8ldu7M48ABBcGgCEEoQpYFpNMF3H77UaxY4Uc4LCIUErVUMByy4bBYF3HmNPTHHSs5ts1+jqcbNmSQTDIcPmzeU7kcw1NPpRGLqUZdt6Z6hFVpHrdHzHw9Ssv6ef0RLj1Cq9q+SmUefDCO//qvtNE3MAa8+24Bl13mx7XXBm3tSjpttivptNnO9PYWbWVyueqGmiwLligAuxPA6hSoVmZoqIg77ywfACCH1OTEMf/orbfeijfffBPPP/98w3/r7rvvxpe//GVjOx6PY86cOQ3/3cnEE0/wsNuBARUHDvBeN5lU8fWvD2DxYjdkmQsfXYyHwyJmzqws0PW0kR1jvQTdSBEEs7Pw16hvdu8ujEhw5PN8krhczjRwreK/0pJO89HybFa15Q/nJBBFlEUH+HwCXnghi1278mhvl3DkCEM2q2LXrgKuv94Un6IItLRw0d7RIWHxYhdaW/l2aysX7+NlGHV2yvjCF8bvkRtZFtDSIqGl5dhRALkcM0T/0JCK730vhkKBwe02Df1IRMTMmRJuvz2CYFAwxLzPd+yIhUYyUffYaBmJI0IQBCNcfyLmUsjl2LCPkOj3NF9UYz2VUjWDk6+n07xe6evpdGUnK8DPk0cBiJojoLIDoNL6wIBSIdIkjR/8oA2RiFgixKsL8my2PG+4UTi3u7Lh29oqV8z3+QTMmyfhueeymDdPhigKYIxHc1x+uR/XXx8ynDCm48Vc10cIrY6a4VLr56zfpf8PlcqW5m/alNHEVMFWP555hvfJvJ6a9dVMBWN7+Dx7vpkO/516Kstm3uCgilCI9xcAz2NMRCajYs4c2fgt/fcrL8PtP/ZnRW0Kaf0YzXXBli8IwE9+MgSPhwv2YpE7kQYH+XkMDfGJWCtFYQE80kMX/fqii//S/Ho4qRsFY9wWsIv1yo+nJRLlkZSBgBl11tIiYt48GZEIrwNbt2Yxd64Lssyv+aFDClauDODmm8NNFc5+1VUBbNiQtfUNkYiET35y9ANBqmraXtXaO6tjgNtoRVRzSFrZuTOPri4FLS0Senu503D//gLuvLMfy5b54PHwARu3G1oqWPLMVN9vzR/No2O1QBEGo8cRV+m2227D2rVr8Ze//AWzZ8828js7O5HP5xGLxWyj9j09Pejs7DTKvPjii7bv02fN18uU4vF44PF46nwWU4s9e/IIhQT4/RJUVYLLJSCVUjF3royf/GRaUz53NN6CbrSMVHB4PIDHM7xorAXdScBFvlrVKWB1HmSzDIcOcQ98PK7C5RIMQ272bBl33RVFWxsPMaew4OExHwUQoQchXXqpr6KgW7bMh1NPPfb8IeONU+4xwFmOiGM9QsJFKtDWNrLvZYxHClmdAfp6KmWONqVSPL+/v4iuLrNMPl/Z0Ny1q6AZmiK6u7mAjcWKNmdfKVZnoS6+g0ER7e2VBXlpntcrQJJG3sZ89rNhvPZaAUeOFG3RXJ/4RBDTpo29Xa03DzwQx5o1Scye7QLABel77xWwcmUAX/hCZIKPzo6qoqpDajSP5zSaSy7JY82aFNrbzf+dMZQ51YtFHoWVSDDbvCuJhL7O0NtbqCp+3W6rE0AoiQQw88JhcViH7UjEUaFgP9ZS4W7NKxWQLpd94tgTTnBVnFA2FKruoD/9dDf271fQ31+0ieWrrgo0pa1Y775BFHXH5+iPS1HsjlDdSfDP/xwzHglQFDOapq+POwaGhvjATz7P7TZ9vdKjeeXHjRE5AuxlYSlr5g8OFnH33QNIpbjjjyIMRkZTXyHGGG6//XY8/vjj2LhxIxYsWGDbf84558DlcuG5557DqlWrAAC7d+9GV1cXlixZAgBYsmQJvvOd76C3txcdHR0AgHXr1iEcDmPx4sXje0JTiIUL3XjrrYKtw04kVJx1lqepvdFOYCKjC7iTgHfWtcJYZeNt2TIfTjjB1YhDnTLUO7ydsOMUR0Sj2gRB4MaX2y2h5Im3mtANzVLHwPe/PwTGmDZSy6OWWltFzJgh4dZbw2Ui3euduPkAnOTgAcw24eBBa5sg4corAxN9aGU4rf2q9XglSUA0Wts9o8/HYop+3QlgCu2uLsXIK41IkSShLOw/FBKhKCr+3/9LIJ/nx/jSSzk8+mgSn/tcCLIs2ELh43H7ZMIAdwhZ53bp7JSwaJELleZ78XjGHg3mtPusGfsGPRI2FAIA0/m0bFnlAYBKUZ46+mOiVsGfz5du2x0B1jJ6XixmdRqYn68WXQDYH3lZvFjE3LkyuroUrFmTbrpr3ow09az4X/ziF/Gb3/wGa9aswaJFi4z8SCQCn88HgL/u7sknn8TDDz+McDiM22+/HQCwZcsWAObr7mbOnInvf//76O7uxqc//Wl87nOfo9fdNRAnziRMNAaqC42lu1txjDFEEIA+qjwyQ5OoHSe1CU46VmBij5cx7ijjTgBWIRLAdAhs2ZLF228XEAyaTvhkUsXChS68//3eYd/QMpq3sxDNSzPaYKpqTiRd6hz47ncHceRIEYGAiGiUR3gODhYxe7aMH/1o2oQc70QzaV53V80D+NBDD+Ezn/kMACCbzeIrX/kKfvvb3yKXy2HFihW4//77bWH27777Lm655RZs3LgRgUAAN9xwA773ve9Blmur0CTsR4fTOmyicVBdmBiU7m7En3gC+T174F64EOGVKyFXeQSJIMaLYxmaVG8JYmx8+ctH0dWlIBAQUSgw2+OQU1UcTWWcZIOR47ecSSPsmwUS9gRBOA2luxvdd9wBNZGAGAoZaed995FIIiacaoYm1VvCqTSTQ4rE0cTSTHXhWDTbsZLjtxwS9nWGhD1BEM0OKxahxuMoDg1BHRpC7Fe/QnrjRkjhMJ/oQBRRHByEb8kShK68EoLbbS4eT/m2NU+sfU6F0TIVO+upBmMMLJeDmkxCTST4oq9rafKpp5B99VWIgQCgqhBkGcVEAp4zzkBg2TKIXi8Enw+CxwPR54Pg9ULwenm+ZTG2PZ6G11+qu0SzOaSaMfx6LDjpHmu2ujAczXqs5Pi1Q8K+zpCwrz9OaqSJxkJ1YXhsgj0Ws6dDQyjGYlCHhqAmk7YXMKe3bgXL57mwF0WgWISaSkEMBOC/6CKwXA5MUWo6BkGWh3cCDJdfQxmlrw89X/rSlOusx4tG3WOMMbBMxi7UK4h163qlOif4fBBDIYjBIFLPPAM1mYQYjUIQRaP+i+EwQldcwR0DmQxYNmsux6jHgsczvPjX10sdBh4PP7ZhnART1dAkAKYovF4nk4g9+CCSzz4Lua2NT/cvSVCOHkXwwx9GZPVqXsd8PqOOjcdM704Kvx6OkdxjjDGgWATT3hfJ+LsgzW3+Dsna91vK1fqZ1MaNyL3xBsQIfwuFIAgoxmLwnHYa/O9/v+2di4L+LkXAeK+iYH0no+UdjIL13ZP650vLVsof5rcSf/oTslu2QNZftQNA6e2F733vQ+hjHzOvqW5bWFOrfNTWK5YtLV+pbLXvLtmfXLcOmW3bILe1QYxEILe3o9DVhdDKlWj5wheOVZUcCwn7OuMUYe8UgUSGUGNxSj0AnFcX6nltDcEei9mFeolwVxMJ+wdFEVIkAlFbpGjUnkYiEKNRDD3yCJJr1sA1d67x0UJXF0JXXYWWm27ix6CqYPm8ueRy9rQ0f6Tl8nmUvcupArm33kLh3XchRaOAJEGQJKiJBDxnn43gpZdycWUdndUMZCPPui6NzyvInHKfjdQoZqkUiokEWDJpSysK9mSSv6vOiiBA9Pu5UNfEui0tzQsGIVjmuxl44IFj1ttSmKJwwZ/NgmUyFcW/WmWdZbO8bC7HtwuFir9hnJ4WzaLXt8zLLyO/axfk9nZAlnmEwcAA/MuWIXLddRADAQh+P8RAAKLfbztXojlgjIHl81CTSbBkEmoqxet4SVq6j+Vyxnekt24FSyYheL2GI5XlchCCQfi1tzRZsTmTrM4jS1tWqc0rzR+Lg2A82jCmXYex9CepDRuQe/11iKEQoKp8xvahIbhPOAHeU06xC+xa3tFWK4LA+xNJ4vet1jcZqSxX3J944gkUh4Z41JEgAIxBTachRSII/83fgOnvm7Mu2nEzfd2yj1UoW5ZnLat/HjDWWYXfAmNIbdwINZmE4PGYgjuf5wMAF19sOgL066FvW9OSMlXLlpav8h1CpXwtTT79NHf0+v2Qpk2Da+5cFAcHIc+ejc4f/Wjk/7FDGIkOpR5mklBqvOXfegvp9etHLJAMb6eicAOnUADTF0WxbxcK3Eup7TPyLOUrfUf6r39F7s03IYXDKPb2ArKMwrvvovuuuxC67DKzY/P5uCFkTcfZ463jVCN+tPUAMDsYpii2/xnFormuKPx/1utGyX5bGb2+aPuhKEiuX4/cjh2QolEuYEURhYMH0Xv33QisWAHB5bIvbjfvTLV1fSQZLpc5quxy8TLaer3CcGu9tkxRTMGuC3XLyHotgl2KRuE+4YSKAl4MBmuq++GVK5Fevx6Fri6boAtdcYVRRhBFboh6vXW5RqUwxvh/rhloai4HWAw3fbv/Rz8yBKFupAFAsbsbxYEBU6RlMlAzmWGNN8HlshvAutFcLa/Sfq932HpTz/tsJBhGm2bE1jLaFP/Nb1A4fBiuzk4wRYEgy8i/8w56v/EN+M47zy7WS6I++AUVysS53NlZXawHAmO652qpt6UImqAWA2N/pRsrFiuL/0qOgEwGqQ0bIHg8ULNZo61Tk0kkn3oKaixWfqweD+/PNKFvE/66+C9d9/vHLOJ0nNKX6Yz0eBljYOm0KcB1EV6yXbqvYiSJLPP2NhDg9TsQgKu93Vi37nM99hhSf/4z3PPmGWIu/+67CF52GcLXXmtrv2z1SE+19WIsxtczGaPODYfNQWBtv6q0a3paTCRw9B//EWomAzEQQO6NN5B88km0/6//BSkardpej9TxW6vQNvr0CtFdxaNHjXYGogiIIkTt/AIf/nCZsNbXbULcKsIrifVK+0fbjrndI3ZOThSjcaROJNL06WXHqyYS8Jx00gQeVXNBI/Y14IQR+4EHHkBizRoIjHFvoKpC6euD96yzeOhPrQL9GKMV1dCFlyG69G1dcFn2Jx57DMVYjDfSAFAsohiPQwwGEVy+HGo6fWwDXhDKxH9Fh4DPx40m6359u8aRk/EeVWaqWtFpUvE/LHGoxNesQWbLFkh6OKCqQjl6FN4zz4R/6VLzc7ooqCbA9f1jaB4EWTZGsIx1rT5AkiC4XEiuXcv/+0DA8CQXUyleF1asKD/vQmHkHnlRLK+TulPA6izQHQFWB4Hlc8knn0T6+echz5zJvzefR+HQIXhOPx2+s882RtrVZNL++5IEKRyGGI3aR9WtYn0Egn0kKN3dSKxZg9zu3fAsWoTQlVc2pRE/EuNCdxZYjWF9vcxo1o3jKvuHq99G+HaJQ0DwepF+/nlkX3kFcmcnBEHgI0g9PfBecAGCy5cPG85Za7hn1fwRYowkejw8Qwtvl1pbEfkf/wNCMAhpmNF1we8fVycq4Jx6CwxTd6+4AuFPfYr3Z6kUF5Ml62oqZYpQfV86XbleiiLv14ZxAlidBJWiBCY6QopZRwwttgpUtXydMSjd3ej92teMkfDi0BBEjwfRz38egtttCnOrYE+lKl4/weOpKMj17Ur7BLe75rrfqGurz0tha78sot+aX6n9szqirNclt3MnCgcOQAwGjTw1mYRr/nx4Fi8uuXhCwx7DMpZhrrPTxOdE32cjwUnHCjjveOsFheLXGScI++4vfxnKe+8hv3cvFzKiCDWXgxSNInT11XZhYxFYpeKlLM+6bRXolv2QpBEZfrU20np4nNFxZTKG6K+Up2Yy3EgqMeKrIchyueivECWQfPpppDdvhmv2bP5BVUXh8GH4L74Y4SuusInO0Qpy2/ZoQsk08ZrevJk/R60b43o9aGlB+Oqry4W2/v9Wyi8V4xXK2OqSNb/GOjGqsFs9fFy/1to609ZhWS+LIrH+TzXm9XolPHXSLOwqJDB/9wEs/+vraD86xAWSqkKaNg3R666zhcFbR9obIdir0c0KeIINYQ9yWAgPVgoRdAqucfntsTARnXVZ+2I1mEucAqX7E088geLgIK/r2sSELJeDGA4juHx5echmyYhR6chS1RGjEYR/Vhutiv37vyP11FP8HtP6hsJ77zWtUew06l13jXkLLEK/1AFgjECXrLN8vuJ36lEC2Z07UdizB1J7OwRJ4g6p/n54zjgD/qVLDWFthPrq0SH6eiUBrof9VttXKuJHQDXx6V64EL73vc8U5SWpUClvHB6BaGaHlM1BkM2i7+tfR+HwYdNWkCSoySTkmTPR8Z3v2EQ3ZHncnXtWnCjmmrkulOKkYwWcd7z1gIR9nXGCsHeSR3M8G2mmqvbRu+EcA1YHgcVRkPrrX+0jXoD92TlBsAvkKhELpfuGdbIM51ApiYCwhps7qR4Azd9hd7MC7mAHkYAKzzv7ERs4ihAk/NNvN2F6Ot9UAsl6rEGISEJFCCLuE2Y7Rtw3c2dtdZrM+usLuOT//hazQq3G/ma9z5r9HpsMNEvdZYoyrPAffOABKH19EN1uHgEiCGCZDKSWFoRWrTIcP9CEnrGu52uLdd2YlKvCPuvnq36H/v2SVPZbR7/3PRR7eyFFIkZfpyYSkOfMmdTP044HTrQVmuEeq4ZTneqEMyBhX2ecIOydZrw1eyNtZeD++5F4/HHIM2YA4M8lFw4dMmfhHGHEQiPQO5VdqQF0/ub3uHTTK+hUhKavB0Bz1gXGGDJg+Bnrw1rE0Q4ZxWwWmTfeQG/Qiwv2HsaHNr8BFgwgevvtEFpbUQSDCqAIhiIA1bJdOeVlSstWzGfmZ/TPqyVltyODfcghCAkCABcEZKDibPjwESGCCEREINmWMES4hca/ys7pWJ0mIYiI5zKQX3kN//izxx1xnzXjPUaMP04Tc047XifhNJuxmelmBdzODmIIRQQgIa31E/8HszBDdE/04VWEHBHOgoR9nXGCsAfIeGsUzd4BVhId3oNH8O1fP4c5M+dRPQCgMoYUVCShIoGiltrXkyjyPMbzVABbkUISRXigiV9FQSaVhC+VwQVDBXjnzYfsD0ACIEIwUhGAZGwDksDzrGUkrUylfNGyrzQt/aye/pwdxVEoCEMCA5AHwyCKCEDEciGEIVZEHCoU2Jt8LwQu9AWr6BcRhn3bD3HCHVjjhcoYMlCRAU9/yfqxDglMgwwGQIaAnnwaH3z1HXziT1sRnb8A7R/7OFydMyb60B0JGZnjQ7P3ZaU44XidXHeb3WZs1LVljCEHhixULWXIQdVS67qZZ5bVUqZqZRleRtpwquskUcR8eHA6fJDBHe0yBJ4KQnmesY4KeZXLHyvfmifCnG2+1GbUU6dE901FSNjXGacIe6JxNFMHqDLeEXHhwUXHs0igAy4I4KKwBwVchjBuEFrhggA3BLghwq2JwokUaPXorIuMlYl0Q5hb8xjPS0FFaUMnAghCRFCQEIKIECQEISIEUUslrGVD2IQk5mnSXgBwEAVchTBuEqY1ldB9QD2KNRjCXJgjBF3I4ypEcJM4DQA3aNJQMQQVQyhiCEXEUbRtDzGeZkuumAwBYYgIC6bYrxQBEIYEqcbr0gjDjVnuj7RFnJsLK1tPQ0WGmdu5knMvc/AAyEFFEBKWgM/ELgDwQ0QAIvwCd4TwReB5+r6SJQARHgh1r0tOERxONDKdcm0r0Ux9WS008/E6re46qd5ar20AIuIowgcR/4hOhAWpdgGu7c8xM6+0fa+EBwI8EOCFCI+gpbCmAjwQ4YWAf2X9GICCKGQIAFQAQ1AwDTJuFqZBAaCAoQAGRVv4Ooy8QqV8Vp5f6pivFQGm0N+BNN5BAVFImvMAiEPFEvhxpRBBACKCkLSU91EBzX5sJptnKkHCvs6QsB87TupQgMYJjjzMkcCsLTVFRRblQiTLzLKjER1WBABurYE3RL8gGHlWJ4CtDErLmOuVy4iQYXciVDOE/jdmISiI1UfR9XXGR93TKJ+ESYbABblgCvOQ1kFZxbq+XssItJMMt3ofa56piFsFv7GopkNAc5xYa6QA7jCxOgDCJQ6ACERkmIq7cLjseL+PmYgIUkUBbt1Ol4pzphqivFqnJgLwaf+9TxDgg6gtAs+zbFvXH2UxPIsE5sMNAfyRiAPI41KEsFKIIKXVSX1Jla4z08lQ7bgMsS+IVRwBgi1PTysZW+Ndb1XGjMdE9MdJKqfmuqKl/8EGsQFJdGjREADQAwUfQBBXC1HoZ6a3boKxCJZ16z57vp5X+Tvs5Yf7fn1/H1PwNRxBSpvLIgUVEUj4MWZhtuBqOsPXaX1vs6I/nhU3HKIqHmED2IQkotqbowUAA1BwPvxYIYSNyCo9eqtyqkde1Va2NFrLWma4uldrm8CYKSBLReix8qzbhap5w3wPM/NeQRpvI48ARKNd0EfBF8P+elbZEOECPIKoie5KYly0C/YqQn2kArYWp3q9YFpbW9UZUCG/1KlwPzuKPijwQzQ+l0ARfohYigBSWsRiKbqNFRBMsW8V/pWcAQGIEMfYJlIbRsK+7pCwHxtOEkdA5eMNQsS9mIGwIBnC2y7Aqwv0rGUkcLibzWOICQFegYsKb4nA8JaIDi8E/CeLYZ0mOvRnr99DHssRxt8IURTAHQp6Wrqub5t5qr0MKy9Ta6Ohe4l1wb8dGexFDi2aEV8AwwAUzIW7rLN2Q+AiXKgszM0Rdp7XiFFPgNeHNWwIu5HDInhwZRN3KhNxrCpjSJQ4AMocAow7BKyjDTuRRRfyaIMMphkgQ1Awr4LhBvC6ZIhu7f7wVxDhpet+y7ZrlHWkXm2YHuJvCn9W2RFgzdOcAqURFDoiYDoANIPrRZbCdmQxXYviUcHQBwXnwo9lQkgT1sMLb1tqMSYrlRmLETFSx+REsxNZHKgSdrsYXoiAEUIrg4sulya8eAguXyRbuQplUa0stLxKZfl36Nv9rICvoRsprb6mRllvJzNFxsW6tc3So5jilvYrDhWFkpr+AlLIgyGk1QUGII0iQpBwKULDOrkaYXhXEvu6Q+BVpLEHObRox6oCiKGIE+DGKfAZom/kL9S0/76rpE7LEOASKuSVbJfu/yXrRz+KiEAyziMFFTMh45+EmYZ490CE3ARzHDnJxj2WI0KPektp/VASRcu6PU2BR0amhumjfBAQgISgUMkZIPJ9Wh+m79PtOadd20ZBwr7OkLAfG3oj0gEZh1AAAByFgnPgxweFIBhgW1St0xs+j43iM/bPqdBeAWP7DPAyUtiLPEKap1gBEIdS0VMM8E5IFxFebRSwkgCvJNC9lv2j9WqOd8One4xLnQCVnAWl679gR9GnhdQBgAtADgwz4ML/EqbbRtdpUrfJhT7ipRvP32LdOIwC78DBDbcMVMyAC18TppcJ9EY5bmploh08Kit3AqTBkEJRS83837FB9EPRAkP56HNOG1m+XAiXGf+6UCwVBHKFvGojitW+41jf+zDrx5NIYI7mhACA91DAlQjjs0IbgOptuG686C7T0vZ+uH3W7+HloJWr9P3mvu+yHvRAQQiSUTaGItoh4zZL2K0elWAdnSyCOzOr7TO2LaOmpWVH8sK4UieECCANFSfDi6VCwLjHanGQ6YurwfdgPUbndGFiCHNrlJHV+ajNp2JFABCCNeKIP2LEU3sU0sNsYNQjtYyNwLFmSdURlLVOxvog68dRbVQW4HUhBRXtWri49bns0me7a8mTgDGPzFoZz1HwejDR/cNIaJTNWGSsxAFQPKYzIAW1ojNJhgA/BLyFLN5GDu1wwQMBx8ODLuSxEhF8oQnrQaMYiQ5t/Is9iSnPHuQQgogiGGLaLayA4S1kcTw8hjGnP8NsDYGsnidY9gGi1lnZP2N+rur3COXhlttZGp2QEQKfXVyGgDQkzIQLXxHa4S0R6hPtLe4UXLgPs8etUxEEs2PXjYRaOcwKFTvrDyKIUwRfnY+UaCYEQTDCyWfAhUtYsGJd+ACCOLUJ60Kn4MIXhIkzJERBQBCSbaS4GgJDdaN4As+hEteiBZtZCodQMIzMMERcJUThaULn3oUsgDUYMkY+AS6QliGIpUJwmE+OgGG6FJWVOAFKnQIWB8J3WTd84PVGf3tGDAokAPPgNiLJulEYdo4JKzIzHdk8cqYWh0BtzoFSwfEWsljPErgPXHCojNnmBCkdaR9CEXHGt0tH113QJwnlIr0TLk2820V7aAShwysRwXqWQJc2EKAf9xVC5Jiftfaj40E3Uyq2CZcjjI8IzTdgtVIY/bWdCCa6fxgJjbIZJUFAWLuXjolW7fWJDMuEv+YU2MGyCGntV077aAgidhtbRCkk7ImGsxAevIUs5sKNc+AH0LxGJgD0VOwAGS5CEAuF8hH7ZsApnYrTOmuicVBdaBxOurbj7ZgcKxN9bUXtDRuuGgTh+zTnWbvF1FPA8HFEcL3Qai9s+Tp9glZzHovKk05a14fq4BzYylLYixymw4UYisiD4V3kcRPrwkLmRRKV5/PQ3+gxHTIWCpJtTg99tL0RET9OqrsTXW9HipOurRNpFptREPj8Bl6IaKuw/2CFwaAEVJwEz/gdpMOgUPwaoFD8seG0Z2ScdrxOw0kha0RjobrQOOjaNg6nXNuJ7MtG4xx4lMXQD4VPXgY+L0sRDB2QcZvQbpuIU38DRz3Dvyc7Tqm3BKFD9jiHnrGvMyTsx47TOhSnHS9BEARBlOKkvsxpz1UTBNF4nNSGNQoS9nWGhD1BEARBEETjoNE5giCIcmjyPIIgCIIgCMIx0HPVBEEQY4OEPUEQBEEQBDHhNMukXgRBEE6k+d4lQxAEQRAEQRAEQRBEzZCwJwiCIAiCIAiCIAgHQ8KeIAiCIAiCIAiCIBwMCXuCIAiCIAiCIAiCcDAk7AmCIAiCIAiCIAjCwZCwJwiCIAiCIAiCIAgHQ8KeIAiCIAiCIAiCIBwMCXuCIAiCIAiCIAiCcDAk7AmCIAiCIAiCIAjCwZCwJwiCIAiCIAiCIAgHQ8KeIAiCIAiCIAiCIBwMCXuCIAiCIAiCIAiCcDDyRB+AE2CMAQDi8fgEHwlBEARBEARBEAQxFdD1p65Hh4OEfQ0kEgkAwJw5cyb4SAiCIAiCIAiCIIipRCKRQCQSGbaMwGqR/1McVVVx+PBhhEIhCIIw0YdDVCAej2POnDl47733EA6HJ/pwCKImqN4SToTqLeFEqN4SToTqLcEYQyKRwMyZMyGKwz9FTyP2NSCKImbPnj3Rh0HUQDgcpoaPcBxUbwknQvWWcCJUbwknQvV2anOskXodmjyPIAiCIAiCIAiCIBwMCXuCIAiCIAiCIAiCcDAk7IlJgcfjwT333AOPxzPRh0IQNUP1lnAiVG8JJ0L1lnAiVG+JkUCT5xEEQRAEQRAEQRCEg6ERe4IgCIIgCIIgCIJwMCTsCYIgCIIgCIIgCMLBkLAnCIIgCIIgCIIgCAdDwp4gCIIgCIIgCIIgHAwJe6IpuPfee3HeeechFAqho6MDK1euxO7du21lstksbr31VrS1tSEYDGLVqlXo6emxlenq6sLll18Ov9+Pjo4O3HXXXVAUpeJvbt68GbIs48wzz2zUaRGTnPGst4888gjOOOMM+P1+zJgxA5/97GfR39/f8HMkJh/1qrd33HEHzjnnHHg8nort6MaNG3HllVdixowZCAQCOPPMM/HII4808tSIScx41VsAYIzhhz/8IRYuXAiPx4NZs2bhO9/5TqNOjZjk1KPuvv766/jkJz+JOXPmwOfz4eSTT8ZPf/rTst/auHEjzj77bHg8Hpxwwgl4+OGHG316RBNBwp5oCjZt2oRbb70V//3f/41169ahUChg+fLlSKVSRpm/+7u/wx//+Ec8+uij2LRpEw4fPoyrr77a2F8sFnH55Zcjn89jy5Yt+Ld/+zc8/PDD+OY3v1n2e7FYDKtXr8aHPvShcTk/YnIyXvV28+bNWL16Nf72b/8WO3bswKOPPooXX3wRn//858f1fInJQT3qrc5nP/tZXHvttRV/Z8uWLTj99NPx+9//Hm+88QZuvPFGrF69GmvXrm3YuRGTl/GqtwDwpS99Cf/6r/+KH/7wh9i1axf+67/+C+eff35DzouY/NSj7r788svo6OjAr3/9a+zYsQNf//rXcffdd+Nf/uVfjDL79+/H5ZdfjmXLluG1117DnXfeic997nN45plnxvV8iQmEEUQT0tvbywCwTZs2McYYi8VizOVysUcffdQo89ZbbzEAbOvWrYwxxp588kkmiiLr7u42yvz85z9n4XCY5XI52/dfe+217Bvf+Aa755572BlnnNH4EyKmBI2qtz/4wQ/YcccdZ/ut++67j82aNavRp0RMAUZTb62MpB396Ec/ym688ca6HDcxtWlUvd25cyeTZZnt2rWrYcdOTG3GWnd1vvjFL7Jly5YZ23//93/PTjnlFFuZa6+9lq1YsaLOZ0A0KzRiTzQlQ0NDAIDW1lYA3FNZKBRw6aWXGmVOOukkzJ07F1u3bgUAbN26FaeddhqmT59ulFmxYgXi8Th27Nhh5D300EPYt28f7rnnnvE4FWIK0ah6u2TJErz33nt48sknwRhDT08PHnvsMXz0ox8dr1MjJjGjqbdj+S39dwhiLDSq3v7xj3/Ecccdh7Vr12LBggWYP38+Pve5z2FgYKC+J0BMWepVd0vb061bt9q+A+D2xFjbbcI5kLAnmg5VVXHnnXdi6dKlOPXUUwEA3d3dcLvdiEajtrLTp09Hd3e3UcYqjvT9+j4A2Lt3L/7n//yf+PWvfw1Zlht8JsRUopH1dunSpXjkkUdw7bXXwu12o7OzE5FIBD/72c8afFbEZGe09XY0/Od//ideeukl3HjjjWM5ZIJoaL3dt28f3n33XTz66KP41a9+hYcffhgvv/wyrrnmmnqeAjFFqVfd3bJlC/7jP/4DN910k5FXzZ6Ix+PIZDL1PRGiKSFlQzQdt956K9588008//zzdf3eYrGIT33qU/jWt76FhQsX1vW7CaJR9RYAdu7ciS996Uv45je/iRUrVuDIkSO46667cPPNN+PBBx+s++8RU4dG1lsrGzZswI033ohf/OIXOOWUUxr6W8Tkp5H1VlVV5HI5/OpXvzJshQcffBDnnHMOdu/ejUWLFtX9N4mpQz3q7ptvvokrr7wS99xzD5YvX17HoyOcDo3YE03FbbfdhrVr12LDhg2YPXu2kd/Z2Yl8Po9YLGYr39PTg87OTqNM6ey3+nZnZycSiQS2bduG2267DbIsQ5ZlfPvb38brr78OWZaxfv36xp4cMWlpZL0F+Iy6S5cuxV133YXTTz8dK1aswP33349f/vKXOHLkSAPPjJjMjKXejoRNmzbh4x//OH784x9j9erVYz1sYorT6Ho7Y8YMyLJsGwA4+eSTAfA3mBDEaKlH3d25cyc+9KEP4aabbsI3vvEN275q9kQ4HIbP56vvyRBNCQl7oilgjOG2227D448/jvXr12PBggW2/eeccw5cLheee+45I2/37t3o6urCkiVLAPDnkLdv347e3l6jzLp16xAOh7F48WKEw2Fs374dr732mrHcfPPNWLRoEV577TVccMEF43OyxKRhPOotAKTTaYiivbmWJMk4BoIYCfWot7WyceNGXH755fjnf/5nW8goQYyU8aq3S5cuhaIoeOedd4y8PXv2AADmzZs3xrMgpiL1qrs7duzAsmXLcMMNN1R8/eKSJUts3wFwe2Kk7TbhYCZw4j6CMLjllltYJBJhGzduZEeOHDGWdDptlLn55pvZ3Llz2fr169m2bdvYkiVL2JIlS4z9iqKwU089lS1fvpy99tpr7Omnn2bt7e3s7rvvrvq7NCs+MRbGq94+9NBDTJZldv/997N33nmHPf/88+zcc89l559//rieLzE5qEe9ZYyxvXv3sldffZV94QtfYAsXLmSvvvoqe/XVV423Oaxfv575/X529913236nv79/XM+XmByMV70tFovs7LPPZhdffDF75ZVX2LZt29gFF1zAPvzhD4/r+RKTh3rU3e3bt7P29nZ2/fXX276jt7fXKLNv3z7m9/vZXXfdxd566y32s5/9jEmSxJ5++ulxPV9i4iBhTzQFACouDz30kFEmk8mwL37xi6ylpYX5/X521VVXsSNHjti+58CBA+wjH/kI8/l8bNq0aewrX/kKKxQKVX+XhD0xFsaz3t53331s8eLFzOfzsRkzZrDrrruOHTx4cDxOk5hk1KveXnLJJRW/Z//+/Ywxxm644YaK+y+55JLxO1li0jBe9ZYxxg4dOsSuvvpqFgwG2fTp09lnPvMZckgRo6Yedfeee+6p+B3z5s2z/daGDRvYmWeeydxuNzvuuONsv0FMfgTGKI6TIAiCIAiCIAiCIJwKPWNPEARBEARBEARBEA6GhD1BEARBEARBEARBOBgS9gRBEARBEARBEAThYEjYEwRBEARBEARBEISDIWFPEARBEARBEARBEA6GhD1BEARBEARBEARBOBgS9gRBEARBEARBEAThYEjYEwRBEAQxKjZu3AhBEBCLxSb6UAiCIAhiSiMwxthEHwRBEARBEM3PBz7wAZx55pn4yU9+AgDI5/MYGBjA9OnTIQjCxB4cQRAEQUxh5Ik+AIIgCIIgnInb7UZnZ+dEHwZBEARBTHkoFJ8gCIIgiGPymc98Bps2bcJPf/pTCIIAQRDw8MMP20LxH374YUSjUaxduxaLFi2C3+/HNddcg3Q6jX/7t3/D/Pnz0dLSgjvuuAPFYtH47lwuh69+9auYNWsWAoEALrjgAmzcuHFiTpQgCIIgHAiN2BMEQRAEcUx++tOfYs+ePTj11FPx7W9/GwCwY8eOsnLpdBr33Xcffve73yGRSODqq6/GVVddhWg0iieffBL79u3DqlWrsHTpUlx77bUAgNtuuw07d+7E7373O8ycOROPP/44LrvsMmzfvh0nnnjiuJ4nQRAEQTgREvYEQRAEQRyTSCQCt9sNv99vhN/v2rWrrFyhUMDPf/5zHH/88QCAa665Bv/+7/+Onp4eBINBLF68GMuWLcOGDRtw7bXXoqurCw899BC6urowc+ZMAMBXv/pVPP3003jooYfw3e9+d/xOkiAIgiAcCgl7giAIgiDqht/vN0Q9AEyfPh3z589HMBi05fX29gIAtm/fjmKxiIULF9q+J5fLoa2tbXwOmiAIgiAcDgl7giAIgiDqhsvlsm0LglAxT1VVAEAymYQkSXj55ZchSZKtnNUZQBAEQRBEdUjYEwRBEARRE2632zbpXT0466yzUCwW0dvbi4suuqiu300QBEEQUwWaFZ8gCIIgiJqYP38+XnjhBRw4cABHjx41Rt3HwsKFC3Hddddh9erV+MMf/oD9+/fjxRdfxL333os//elPdThqgiAIgpj8kLAnCIIgCKImvvrVr0KSJCxevBjt7e3o6uqqy/c+9NBDWL16Nb7yla9g0aJFWLlyJV566SXMnTu3Lt9PEARBEJMdgTHGJvogCIIgCIIgCIIgCIIYHTRiTxAEQRAEQRAEQRAOhoQ9QRAEQRAEQRAEQTgYEvYEQRAEQRAEQRAE4WBI2BMEQRAEQRAEQRCEgyFhTxAEQRAEQRAEQRAOhoQ9QRAEQRAEQRAEQTgYEvYEQRAEQRAEQRAE4WBI2BMEQRAEQRAEQRCEgyFhTxAEQRAEQRAEQRAOhoQ9QRAEQRAEQRAEQTgYEvYEQRAEQRAEQRAE4WBI2BMEQRAEQRAEQRCEg/n/djl8bEUFkpEAAAAASUVORK5CYII=\n" }, "metadata": {} } ], "source": [ "df_region_mean_aggr['month_name'] = df_region_mean_aggr['month'].apply(lambda x: calendar.month_abbr[x])\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n", "palette = sns.color_palette(cc.glasbey, n_colors=12)\n", "\n", "sns.lineplot(\n", " x=df_region_mean_aggr.time,\n", " y=df_region_mean_aggr.par,\n", " hue=df_region_mean_aggr['month_name'],\n", " palette=palette,\n", " lw=1,\n", " marker='o',\n", " markersize=4,\n", " alpha=0.6,\n", " markeredgecolor=None\n", ")\n", "\n", "fig.suptitle('By Month - PAR for SAF-PF Atlantic Region', fontsize=14)\n", "ax.grid(False)\n", "plt.show()" ], "id": "VaiXv1E6royV" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 608 }, "id": "nnH938GPDGWg", "outputId": "e1f6e0a4-40d6-4dcb-88e8-2bf17ce48897" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# to ensure we have a trend and seasonal component\n", "decompose_result = seasonal_decompose(df_region_mean_aggr['tot_mean'], model='additive', period=12)\n", "fig = decompose_result.plot()\n", "fig.suptitle('Trend-Seasonal Decomposition Details')\n", "fig.set_size_inches(10, 6)\n", "plt.tight_layout()\n", "plt.show();" ], "id": "nnH938GPDGWg" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 290 }, "id": "Il2xoCprBvid", "outputId": "6cb7be23-dbb2-4d85-f698-b2d3b90f8cb4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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lSTksWp9CYuoxbL/6JQrwcOah+O7cMrQTTiqodkqvrz3E37/ew+BOvnx2/0h7hyMiItIuNSQPVeItItIGrT+Yz62vb8RmwHMTB3BT7LlNu1haVcOM97ayZl/eSetiI/3456RoIvzdzzuuonILHyem8+ZPh8ksrKhb3qWDByO6BjCiayCje3TAw6XBHbLaldziSobNWYnNgDWPjCEywMPeIYmIiLQ7DclD9WQjItLGpBeU87sPtmEz4ObY8HNOugE8XRx5646hFFdaOFJYSVZhBftySpj/wwG2pB7jin+t5f+u7cvACF/W7stj7f58tqYdw8vViTBfN8L93Aj1dcPHzQlvNye8XR2psFhJTD3GppQCknNKOPG619/DmVuHRXLLkAhCfd2a6N9G2xTk7crIboGs3Z/P5z9n8fv47vYOSURERM5ALd4iIm1IxrFyJr22gczCCnqFeLHk/pG4OTtc8HHTC8r5w+JtbEm98Pm+e4V4MW1EFNcPCsPV6cJja68+25rBzI+20znQgx8eHq0CdCIiIs1MLd4iIu3QkaIKfrNwI5mFFXQO9ODtO4Y2StINEOHvzof3DGPB6oP8a+V+zGYTQ6L8GNW9A8O6BGCx2sg4Vk5GQQVHiisprrBQXFlDSaUFgOgIX4ZG+RMT5UeQl2ujxNTejesbgpvTLlLyy1ielMP4fiH2DklEREROQy3eIiJtQE5xJbf8ZwMp+WV08ndn8W+H0dGnabpvV1RbARotqZfz939f7eaNn1Jwc3Lgw3uGMTDC194hiYiItBsNyUNVLlZEpJXLK6niNwtrk+5wPzc+uKfpkm6oTbiVdLcMs67sxcU9OlBhsXLHos0czi+zd0giIiJyCkq8RURasaOlVUx5fQMH88oI9XHlg7uHEaZCZe2Gk4OZf08ZTL8wb46WVXP7m5s4Wlpl77BERETkfyjxFhFppY6VVTPl9Y3syykl2NuF9+8edkFTfUnr5OniyBu3DyHcz43DR8u5/c3N9aZqExEREftT4i0i0goVlVu49b8b2ZtdQgev2qQ7KlBzObdXQV6uvHXHUHzdndiZWcT4f/7IZ1szaANlXERERNoEJd4iIq1MZmEFkxduICmrmAAPZ96/K46uHTztHZbYWdcOnnx+/0gGd/KlpKqGmR9t5753t6rruYiISAugxFtEpBVJTD3GtfN/YveRYgI9nXnv7ji6B3vZOyxpIaICPfjot8N5ZFxPHM0mliVlc92/fyJfybeIiIhdKfEWEWklPk3MYPJ/NpBfWkXvjt58PmMkvUI0haLU5+hgZsYl3fh8xkgi/N1IL6jgt+8kUmmx2js0ERGRdkuJt4hIK/DGuhQe/ng71VYb4/oG88m9wwn3UyE1Ob1+YT4smj4Ub1dHElOP8dinOzTmW0RExE6UeIuItHBHiip4bnkyAPeP6cqCKTF4uDjaOSppDbp28GTBrTE4mk18vi2L+T8csHdIIiIi7ZISbxGRFu65ZclUWKwMifLjkXE9MZtN9g5JWpGR3QJ56rp+ADy/Yh9Ld2TZOSIREZH2R4m3iEgLti29kM9+zgTg8av6YDIp6ZaGmzy0E3de1BmAhz/azrb0QvsGJCIi0s4o8RYRaaEMw+D/vkoC4MbB4QwI97VvQNKq/fnK3lzaK4iqGht3vbWFzMIKe4ckIiLSbijxFhFpob7acYStaYW4OTnwp/E97R2OtHIOZhMvTR5ErxAv8kuruHPRZkqrauwdloiISLugxFtEpAWqtFh55ps9ANw3pivB3q52jkjaAk8XR16fFkugpwt7s0t46MOfsdpU6VxERKSpKfEWEWmB3t2QSlZRJaE+rtw9qou9w5E2JNzPnYVTY3B2NPP9nlxVOhcREWkGSrxFRFoYwzB4f1MaADMu7Yabs4OdI5K2ZlAnP565oT8A/159gPSCcjtHJCIi0rYp8RYRaWESU49xKK8Md2cHro0Os3c40kZdPyiMEV0DqKqx8Y/jwxpERESkaSjxFhFpYRZvTgdgQv+OeLo42jkaaatMJhNPXN0XB7OJb3dls/5Avr1DEhERabOUeIuItCClVTV8vfMIAJOGRNg5GmnreoZ4cduwSACe/CqJGqvNzhGJiIi0TUq8RURakKXbsyivttKlgwcxkX72DkfagT/E98DP3Yl9OaW8uyHV3uGIiIi0SUq8RURakA+PdzOfFBuByWSyczTSHvi4O/HHcbXzxL+wYh8FZdV2jkhERKTtUeItItJC7MspYVt6IY5mEzcMDrd3ONKO3DKkE306elNcWcO875LtHY6IiEibc16J9yuvvEJUVBSurq7ExcWxadOm02772WefERsbi6+vLx4eHkRHR/POO+/U28YwDGbPnk3Hjh1xc3MjPj6e/fv3n09oIiKt1omiapf2CqKDl4udo5H2xMFs4slr+gLwwaY0dmUW2TkiERGRtqXBiffixYuZOXMmTzzxBFu3bmXgwIGMGzeO3NzcU27v7+/PX/7yFxISEtixYwfTp09n+vTpLF++vG6buXPn8tJLL/Hqq6+yceNGPDw8GDduHJWVled/ZSIirUh1jY0lP2cCKqom9jG0sz9XDwzFMOBvXyVhGIa9QxIREWkzTEYDf1nj4uIYMmQI8+fPB8BmsxEREcGDDz7IY489dk7HGDx4MBMmTOCpp57CMAxCQ0N5+OGH+eMf/whAUVERwcHBLFq0iFtuueWsxysuLsbHx4eioiK8vb0bcjkiIi3Cd0nZ3PNOIkFeLqx/7FIcHTQSSJpfVmEFlz2/hgqLlZcmD+KagaH2DklERKTFakge2qAnu+rqahITE4mPj//lAGYz8fHxJCQknHV/wzBYuXIlycnJXHzxxQCkpKSQnZ1d75g+Pj7ExcWd9phVVVUUFxfX+4iItGY/7K3tNXRl/45KusVuQn3duH9MVwD+8fUeyqtr7ByRiIhI29Cgp7v8/HysVivBwcH1lgcHB5OdnX3a/YqKivD09MTZ2ZkJEybw8ssvc/nllwPU7deQY86ZMwcfH5+6T0SEumWKSOtlGAarkmsT70t6Bdk5Gmnv7r64CxH+bmQXV7Jg9UF7hyMiItImNEuzipeXF9u2bWPz5s08/fTTzJw5k9WrV5/38WbNmkVRUVHdJz09vfGCFRFpZruPFJNTXIWbkwNxnf3tHY60c65ODvzlyj4AvPbjIQ7mldo5IhERkdavQYl3YGAgDg4O5OTk1Fuek5NDSEjI6U9iNtOtWzeio6N5+OGHmThxInPmzAGo268hx3RxccHb27veR0SktVqdnAfAyG4BuDo52DkaERjXN5iLe3SgusbGjPe2Ummx2jskERGRVq1BibezszMxMTGsXLmybpnNZmPlypUMHz78nI9js9moqqoCoHPnzoSEhNQ7ZnFxMRs3bmzQMUVEWqsT47vVzVxaCpPJxLyJAwjwcGZvdglPf73H3iGJiIi0ag3uaj5z5kwWLlzIW2+9xZ49e7jvvvsoKytj+vTpAEydOpVZs2bVbT9nzhxWrFjBoUOH2LNnD88//zzvvPMOt956K1D74/7QQw/x97//nS+//JKdO3cydepUQkNDue666xrnKkVEWqhjZdX8nHYMgDE9lXhLyxHk7coLk6IBeGdDKt/sPGLfgERERFoxx4buMGnSJPLy8pg9ezbZ2dlER0ezbNmyuuJoaWlpmM2/5PNlZWXcf//9ZGRk4ObmRq9evXj33XeZNGlS3TZ/+tOfKCsr45577qGwsJCLLrqIZcuW4erq2giXKCLScv24Pw+bAT2DvQjzdbN3OCL1jO7RgfvGdGXB6oM8+skO+oX60CnA3d5hiYiItDoNnse7JdI83iLSWj304c98vi2Le0d35bEretk7HJGTWKw2Jr2WwNa0QgZG+LLkvhGYzSZ7hyUi0uiKyi14ujrioO84OUdNNo+3iIg0HqvNYM2+2sJql/TsYOdoRE7NycHMy78ZjJeLI9vTC1mzP8/eIYmINJr9OSW8tHI/V/xrLQP/7zsufX41y3Zl0wbaJqWFaXBXcxERaRzb0gs5Vm7By9WRmEg/e4cjclphvm7cPCSC/65L4Z2EVC5RPQIRacUMw2B5Ujb/WnmAPUeK661LPVrOve8mMqyLP3+d0Id+YT52ilLaGrV4i4jYyerk2mrmF/fogKODvo6lZbt1WCQAq5JzSTtabudoREQazjAMViXncvX8ddz77lb2HCnG2cHMpb2CmDtxAOsevYQHLumGi6OZDYcKuHr+Ot5Yl2LvsKWNUIu3iIidrDqeeKv1UFqDzoEeXNyjAz/uy+Pdjan8+cre9g5JROScWG0GK3bn8J8fD7I1rRAAD2cH7ryoM3de1AUfd6e6bf84rie3DI3gmW/3snTHEZ76ejcR/u5c3ifYTtFLW6HEW0TEDvJKqtiVWdu9bYzGd0srMW14JD/uy2Px5nT+EN8DN2cHe4ckInJalRYrnyRm8N91KaTklwHg4mhm6vBI7h3dlQBPl1PuF+7nzsuTB+Hr7sS7G9L4/Yc/8/G9w+kbqm7ncv6UeIuI2MHu42PKunbwIPA0P/wiLc2YnkGE+7mRcayCr7ZncfOQCHuHJCJySkUVFm7770Z2ZBQB4O3qyG3DI5k2Ioogr7NPWWwymXji6r6kHi1n7f587n5rC5/PGEmQt6Y7lvOjQYUiInawP6cEgB7BXnaOROTcOZhNdWO930o4rKq/ItIilVRamPbGJnZkFOHn7sTsq/qQMOsyHhnX65yS7hOcHMzM/81gunbwIKuokrvf3qIaF3LelHiLiNjBgdxSALoHedo5EpGGmRQbgYujmaSs4rqxkiIiLUVZVQ3T39zMtvRCfN2deO+uYdxxUWc8XM6vo6+PmxNv3D4EP3cntmcUcfFzq7j65XW8uuYgGceUhMu5U+ItImIH+463eHdXi7e0Mn4ezlw9MBSAtxMO2zcYEZFfqai2cseizWxJPYa3qyPv3hlHn1DvCz5uZIAHb98Rx8huAZhNsDOziGe+3cul89awbn9+I0Qu7YESbxGRZmYYBvtPtHgHq8VbWp8T3c2/S8qhxmqzczQiIrWVyx94fysbUwrwdHHk7TvjGnUO7v7hPrx31zA2/SWep6/vR3SEL9VWGzPe31pXuE3kTJR4i4g0s9ySKkoqa3Awm+gc6GHvcEQabECYD16ujlRYrOzNLrF3OCIiPP31HlbuzcXZ0cyb04cQHeHbJOcJ9HRhSlwkH94zjEGdfCmqsHD321sorrQ0yfmk7VDiLSLSzE50M48McMfFUdMxSetjNpsY3MkPgC2HC+wcjYi0d+9sSOWNn1IAeP6mgQyJ8m/yc7o6OfDarTGEeLtyILeUhz7chtWmgpNyekq8RUSa2f4cFVaT1i82sjbxTlSBNRGxozX78njyyyQA/ji2R10NiuYQ5O3Kf6bG4OJo5oe9uTy3PLnZzi2tjxJvEZFmVje+O0iF1aT1ijmeeG9NPWbnSESkvdqXU8ID723FajO4YXAYMy7p1uwxDAj3Ze7EAQC8uuYghzXeW05DibeISDM7kHuiorlavKX1Ghjhi4PZRGZhBUeKKuwdjoi0M3klVUx/czMlVTUMjfJnzg39MZlMdonl2ugwLu7RAYBPt2bYJQZp+ZR4i4g0I8Mw2JejFm9p/TxcHOndsfYeTlSrt4g0o0qLlXve2UJmYQVRAe68dluM3Wum3BQTDsCniRnYNNZbTkGJt4hIM8orraKowoLZBF06qKK5tG4xdQXWlHiLSPOw2Qz++PF2fk4rxMfNif/ePgQ/D2d7h8XlfYLxdnUkq6iS9QeP2jscaYGUeIuINKMDx1u7O/m74+qkiubSusUcrxy8NU2Jt4g0jxe/38fSHUdwNJtYcOtgunZoGcO2XJ0cuCa6trDbJ4npdo5GWiIl3iIizejEVGLdg9XNXFq/EwXWkrKKKa+usXM0ItLWbT5cwEs/HADgHzf0Z0TXQDtHVN/EmAgAliVla15vOYkSbxGRZvRLRfOW8YZe5EKE+brR0ccVq81ge3qRvcMRkTbuPz8eAmBiTDg3x0bYOZqTDQz3oXuQJ5UWG1/vOGLvcKSFUeItItKM6hJvVTSXNmLwiWnF1N1cRJpQSn4Z3+/JAeDe0V3tHM2pmUwmJh4vsvZJoqqbS31KvEVEmolhGOw/0dVcFc2ljYiNPFFgrcDOkYhIW/bmTykYBlzaK4huLbjX2PWDwnAwm0hMPcbBvFJ7hyMtiBJvEZFmcrSsmmPlFkwmWkwxGJELFVPX4l2oKXREpEkUllfz8ZbaFuS7Lups52jOLMjbldEn5vRWq7f8ihJvEZFmsv94RfMIP3fcnFXRXNqG3h29cXNyoKjCotYdEWkS729Ko8JipXdHb4Z3DbB3OGf16+7mVTVWO0cjLYUSbxGRZnIgt7abeQ+N75Y2xMnBzMAIHwASU5t/nHdmYQWbUgowDLW2i7RF1TU23lp/GKht7TaZTPYN6BzE9w4m2NuF3JIqvtiWZe9wpIVQ4i0i0kz2HW/x7qbx3dLGxEbWzue9pZkSb6vNYNXeXO5ctJlRz/7Aza8l8OqaQ81ybhFpXt/sPEJOcRVBXi5cPTDU3uGcE2dHM3ce7xL/2pqDGoYjgBJvEZFmsz/3RGE1tXhL2xLXpTbxXp2ch7WJHzBXJedy8dxVTF+0mZV7czlxuueW72Xt/rwmPbeINC/DMHh9Xe1LtWkjonB2bD2py+ShnfBydeRgXhkr9+baOxxpAc7r7n3llVeIiorC1dWVuLg4Nm3adNptFy5cyKhRo/Dz88PPz4/4+PiTti8tLeWBBx4gPDwcNzc3+vTpw6uvvno+oYmItEi1Fc1rW7x7BKvFW9qWuM4BeLs6kl9a1aTTin2amMFdb20hs7ACHzcn7rqoMysfHs2k2AhsBjz4wc+kF5Q32flFpHl9ujWTXZnFuDqZ+c3QTvYOp0G8XJ24dVgkUNvqLdLgxHvx4sXMnDmTJ554gq1btzJw4EDGjRtHbu6p3+SsXr2ayZMns2rVKhISEoiIiGDs2LFkZmbWbTNz5kyWLVvGu+++y549e3jooYd44IEH+PLLL8//ykREWpCMYxUcLavG0Wxq0dOgiJwPZ0cz8b2DAVi2K7tJzrHwx0M8/PF2rDaDGwaFsfHPl/HXq/rQtYMnf7u2LwPDfSgst/DbdxKpqFYxI5HWLq+kiqeW7gbg95f1wM/D2c4RNdz0EVE4O5jZknpMUy5KwxPvF154gbvvvpvp06fXtUy7u7vzxhtvnHL79957j/vvv5/o6Gh69erF66+/js1mY+XKlXXbrF+/nmnTpjFmzBiioqK45557GDhw4Blb0kVEWpPNx39w+4X5qKK5tEnj+oUAtYl3YxY6MwyDOd/u4elv9gC1xZXm3TQQV6df/o5cnRxYcGsMAR7O7D5SzKzPdqjYmkgr939Ld1NUYaFPR2/uGtWypxA7nSBvV26MCQNQHQppWOJdXV1NYmIi8fHxvxzAbCY+Pp6EhIRzOkZ5eTkWiwV/f/+6ZSNGjODLL78kMzMTwzBYtWoV+/btY+zYsac8RlVVFcXFxfU+IiIt2YnEe2hn/7NsKdI6je7RATcnBzILK9iV2Ti/yzabwV8+38Vrxx9YHx3fi79M6I3ZfHJV41BfN16ZMhgHs4nPt2Wx4ZBal0Raq5V7cvhqexZmEzx74wCcHFrP2O7/ddeoLphM8P2eHPbnlNg7HLGjBt3F+fn5WK1WgoOD6y0PDg4mO/vcupY9+uijhIaG1kveX375Zfr06UN4eDjOzs6MHz+eV155hYsvvviUx5gzZw4+Pj51n4iIiIZchohIs9uUUpsEDIlS4i1tk6uTA5f06gDAsqQjF3w8q83g0U938P7GNEwmeOaG/tw3pusZpxIa1iWASUNqnwne/CnlgmMQkeZXWlXDXz/fBdQmrf3Dfewc0YXp2sGTsX1qc6d/rdxv52jEnpr19dEzzzzDhx9+yJIlS3B1da1b/vLLL7Nhwwa+/PJLEhMTef7555kxYwbff//9KY8za9YsioqK6j7p6enNdQkiIg12tLSKg3llAMRG+tk5GpGmM67vL93NL0SN1cbMj7bxcWIGDmYTL06K5pZzLKw0fUQUACv25KjQmkgrYrMZbD5cwEMf/syRoko6+bvzh/ge9g6rUTx4aXfMJli64wjf7rzwF5PSOjk2ZOPAwEAcHBzIycmptzwnJ4eQkJAz7jtv3jyeeeYZvv/+ewYMGFC3vKKigj//+c8sWbKECRMmADBgwAC2bdvGvHnz6rWMn+Di4oKLi0tDQhcRsZsTcxt3D/JslcVhRM7Vpb2CcHYwczCvjP05JXQ/jwr+B3JLeXbZXlbszsHRbOKlyYO4sn/Hc96/e7AXo7oHsnZ/Pm+tP8xfr+rT4BhEpPmkHS3n9XWHWLYrm9ySqrrl/7i+f5upidIvzIf7xnTllVUH+fOSncRE+hHk7Xr2HaVNaVCLt7OzMzExMfUKo50olDZ8+PDT7jd37lyeeuopli1bRmxsbL11FosFi8WC2Vw/FAcHB2w2W0PCExFpkTaf6Gau8d3Sxnm5OnFR90CgYa3eRRUW3tuYyvX//on4F9awYncOzg5mXr01pkFJ9wl3XFRbiGnx5nRKq2oavL+INJ9ZS3bwdkIquSVVeLk6csOgMD64e1jdd0lb8fvLetA31Jtj5Rb+9KkKQLZHDWrxhtqpv6ZNm0ZsbCxDhw7lxRdfpKysjOnTpwMwdepUwsLCmDNnDgDPPvsss2fP5v333ycqKqpuLLinpyeenp54e3szevRoHnnkEdzc3IiMjGTNmjW8/fbbvPDCC414qSIi9lFXWE3ju6UdGN83hB/25rIsKZsHL+t+2u0Mw+Dn9ELe35jG0h1ZVFpqX7Y7mE1c0jOI+8Z0ISby/P5mRnfvQJdADw7ll/FpYgbTjnc/F5GWpdJiZfPh2l5h/7olmvH9QnBxbBut3P/L2dHMi5OimfDyOlYn5/H+pjSmxEXaOyxpRg1OvCdNmkReXh6zZ88mOzub6Oholi1bVldwLS0trV7r9YIFC6iurmbixIn1jvPEE0/w5JNPAvDhhx8ya9YspkyZQkFBAZGRkTz99NPce++9F3BpIiL2V1ZVw66s2grPavGW9iC+TzDmzyApq5i0o+V0CnCvt7640sIXP2fy3sY09mb/UuG3R7AnN8dGcG10GB28Lmw4mdlsYvrIKB7/IolF6w9z27DIU1ZCFxH72pFRRHWNjUBPF64ZGHrG4oltQfdgL/40rid//3oPf1+6h7jO/nQLaviQHGmdTEYb6OdQXFyMj48PRUVFeHt72zscEZE6Px3IZ8rrGwn1cWX9rMvsHY5Is5j8nw0kHDpKZIA7o3t0YETXQAI9nfl4SwZfbs+iwmIFwMXRzFUDQvlNXCcGd/Jt1Ifusqoahs1ZSUllDW/cHsulvYLPvpOINKuXV+7n+RX7mNC/I69MGWzvcJqFzWYw5fWNJBw6io+bEy9PHsTFPTrYOyw5Tw3JQxvc4i0iIuduk8Z3Szs0dXgkmw8XkHq0nLcTUnk7IbXe+m5BnvxmaCduHByOj7tTk8Tg4eLILUMiWLg2hYU/pnBJz6CzJvaVFivrD+ZTWmWlxmqjxmoQ4uPKqO6Bbb4lTsQeNp0YitWOfiPNx4tG3v32FralF3L7m5t4ZFwv7h3dpUm+ZyxWGwdySwFwcjDhYDbj6eJIoKezvteamRJvEZEmdGJ8t+bvlvbkiv4d2dI1gA2HjvLTgaP8dDCf7KJKxvYJ5jdxkQyJ8muWB76pw6N486fDJBw6yutrU7j74i6n3Ta3pJLpb24m6fjQkF+786LO/HVC7wuKubC8mv25pfQL9WkzlZpFLoTFaiPx+KwfcV3a129kBy8XFv92GE98kcSHm9N5dtledmUW8ezEAXi6NF56tjurmN99+HNd4v1rrk5mwv3cCfdzI8DDBTdnM25ODrg5OeBgbtYZp8/oxpgwwv3cz75hK6DEW0SkiVisNn5OKwTa19t8EQBfd2fG9+vI+H4Nr0reWCL83fnrhN48+dVu5ny7h+7BnozpGXTSdofySpn25ibSCyrwcXOid0cvnBxqHzzX7s/nv+tScHE088i4ng1OvndlFvF2wmG+2JZFVY0Nd2cHLu0VxFUDOjKmZxCuTkrCpX3alVlEebUVX3cnerTDcc4ujg7MuaE//cN9ePLLJL7eeYRdWUX865ZBREf4XtCxDcNg0frDzPlmL9XW2u8dd2dHrDYbNTaDsqoaKi21LeGnSspbkmFd/JV4i4jImSVlFVNhseLj5kS3Dp72DkekXZo2Ioo9R0pYvCWdBz/4mc9njKTrr/4ef047xp1vbaGgrJrIAHfemj6UqECPuvVvJxxm9hdJ/Hv1QVwcHfh9/OkrtZ9gGAZr9uXx0sr9bD3+8g3Ay8WRkqoalu44wtIdRwj0dOHDe4bRLUjfD9L+bEz5pUdYey1+aDKZmBIXSa8QL373wTZSj5Zz44L1/CG+O/eN6YbDefx7OVZWzcyPtrEqOQ+Ay3oFMXfiAAI8fylaWV1j40hRBekFFaQfK6eowkJFtZVKi5UKixWrreWUAGtL850r8RYRaSJ183dH+bXbhwoRezOZTPzfdX05kFdKYuox7n57C3+7pi+7MovZmnaMH/flUVVjY0C4D2/cPoRAz/oV1acOj6K6xsbfv97DP7/fh4MZZlzS7bQt39vTC3nm270kHDoKgKPZxJX9OzJ1eCQxkX5szyjim51H+HJbFtnFlfzug59ZMmNEm51CSeR0TtRAiVOPMGIi/fnm96P4y5KdLN1xhHnf7WPdgXz+O20IHg3oem6x2rjnnS1sPnwMZ0czf53Qm9uGRZ70feXsaCYywIPIAI/THEmagqqai4g0kbvf3sKK3TnMuqIXvx3d1d7hiLRreSVVXDN/HUeKKk9aN6ZnB175zeAzPuC+suoAzy1PBmqHjjx1bT96htR2jzUMgy2px1j002G+3nkEAGcHM1OHR3LPxV1O2WKTW1zJ+H+tpaCsmrtHdeYvE/o0xmWKtApWm0H0376jpKqGrx64iP7hPvYOqUUwDINPt2byxBe7KKu2cvXAUF66Jfqch7j8feluXl+XgpeLI4t/O5w+ocqLmpqqmouI2FmlxcpPB/IBGNYlwM7RiEgHLxcWTo1l2hubcHY0M6iTL4Mi/BgcWfu/Z+uVMuOSbrg7OzB3WTKbUgq48qW13DEyimBvVz7cnF43TtJkgusHhTHz8h5nHJcY5O3K3BsHcNfbW1i4NoVR3TtoSiFpN/YcKaakqgZPF0d6d2x/47tPx2QyMTEmnKgAd275zwa+2p5FTCdfbh/Z+az7frPzCK+vSwHguZsGKulugZR4i4g0gTX78iivthLq48oAvckXaRH6hfmQ+Pjl573/9JGdGds3hP/7KonlSTksXJtSt87NyYGrBnTkjos607vjuT3wxvcJZurwSN5OSGXmR9tZ9tCok7q6twWGYZCYeoz3N6aRlFXMvJsGqoWznTsxvjs2yg9Hh5ZTQbuliI3yZ9aVvXlq6W7+/vUe+of7EhPpd9rtD+SW8sjH2wH47egujO8X0lyhSgMo8RYRaQLfHu9uekX/jponU6QNCfN147XbYlmVnMuL3+/HbIKJMeFcMzAUL9eGz0n+5yt7s+HQUfbllPKnT3bw32mxbeY7o8Zq4/1Naby7IZV9Ob9UTn7yqyQ+uXd4m7lOabhNKbU1EDTjx+ndMTKKrWnH+HrHEWa8t5Wlv7volC/mSiot3PduImXVVoZ18eeRsT3tEK2cC71iEhFpZFU1Vr7fkwvAlf311lmkLbqkZxBfzBjJkvtHMiUu8rySbgBXJwdemjwIZ0czP+zN5ePEjEaO1H6e+DKJ2V8ksS+nFFcnMzcODsfF0Uxi6jF+3J9v7/DETmw241eF1TQU63RMJhPP3jiArh08yC6u5LfvJJJZWFFvm0N5pVz/7/Xszy0lyMuFlycPVg+CFkz/ZUREGtnaffmUVtUQ4u3KoIjTdw0TEQHoFeLNzMt7APDU0t3kFJ9cAK61Wboji/c2pmEywV+u7M3GP8fz/M0DuXVYJAAvfJdMG6jvK+fhQF4px8otuDqZ6R+mIQdn4uniyGu3xeDh7EBi6jEuf2ENr689RI3Vxg97c7j2lZ84kFtKiLcrb9w+hA5ebW+oSluixFtEpJF9s6u2m/n4fiGaRkxEzsldF3VmYLgPJZU1/GXJzkZLSg3DYOGPh/jbV0l8veMIuSVNn9SnHS1n1qc7Abh/TFfuvrgLPm61PQLuG9MVNycHtmcUsfJ4zyBpXzYen2ovJtIPZ0elImfTLciLz2eMZEiUH+XVVv7+9R7iX1jDnW9toaSyhthIP758cCT99BKjxdPdLiLSiKprbKzYnQPAlf072jkaEWktHB3MPHfTQJwdzHy/J5cvtmU1ynG/2JbF09/s4c2fDjPj/a0MfXoll8xbzetrDzVJi3N1jY0HPthKSVVtQvCH+B711gd6ujBtRBQAL6zYp1bvdigpqxiAwZ3UI+xcdQ/2YvE9w3n2xv74uDlx+Gg5hgFT4jrx/t3DCPI6ecpCaXlUXE1EpBH9dCCfksoagrxciD1DBVIRkf/VI9iL313WjXnf7ePJr5IY0S3ggh6oc4sreeLLJAAu6hbI0bJq9mYXk5Jfxt+/3sPe7BL+cX3/82p1tNkM1h3I56Mt6ZRV1dA50JPOHTzYmVHIjowifN2deGnyoFOON73n4i68k3CY3UeKWZ6Uzfh+eknZnqQfKwcgKsDDzpG0LmaziUlDOnFZ72BeX5tC745eXBsdZu+wpAGUeIuINKJvdqqbuYicv9+O7sq3u7JJyipm9udJLLh18HlV/zYMgz8v2UVRhYV+Yd68OX0ITg5miiosfJKYwT++2cMniRlkHqvg1Vtj8HE/t+JwxZUWPtqcznsb00jJL6tbvio5r9528yYOJNTX7ZTH8Pdw5o6LOvPyDwf454r9jO2j78v2JL2gtkBYuN+p7w85s0BPFx67ope9w5DzoK7mIiKNxGK18d3xbuZXqAVHRM6Dk4OZ5yYOxNFsYllSNt/szD6v43yxLYvv9+Tg5GBi3k0DcTre8uzj5sSdF3Xmv9Ni8XB2IOHQUW5Y8BOpR8vOckTYl1PCuH/+yN+/3kNKfhleLo7cPiKKp6/vx92jOnNZryB6BHvyyLiexPcJPuOx7rqoC16ujiTnlPD9npzzukZpfaw2g6zjlbkj/N3tHI1I81KLt4hII0k4eJSiCguBns6am1REzlufUG/uv6QbL63cz+wvdjGsiz8Bp5i/93R+3cX895d1p1eI90nbjOkZxMf3juDOtzZzMK+Mq15ex3MTB5y22/eWwwXcsWgzxZU1dPJ357eju3BddBgeLuf3KOnj7sRvhnbitR8P8d7GNMb21dSL7cGRogpqbAZODiaCvTUuWdoXtXiLiDSSZUm1LVPj+obgoG6TInIBHrikG71CvDhaVs2TX+1u0L6Pf1Hbxbx/mA/3ju562u36hHrz+YyRxET6UVJZw73vbuWJL3ZRVWOtt92K3TlMeX0jxZU1DO7ky5cP1M5dfr5J9wm/iesEwI/780g7Wn5Bx5LW4UQ38zBfN/1OSrujxFtEpJGs258PwKW9guwciYi0ds6OtV3OHcwmvtqexfKkc+tyvv5gPsuTcnA0m3jupgGnLG72a8Hernx4zzB+O7oLAG8lpHLt/J+YuXgbM97byvQ3N/Hbd7ZQVWPj0l5BvHfXMHzdnS/4+gAiAzwY1T0Qw4APNqc1yjGlZTtRWE3dzKU9UuItItII0gvKSSsox8FsUjdzEWkU/cN9+O3FtQnxX5bsorC8+ozb22wG//hmD1DbmnyqLuan4uRgZtYVvXnz9iH4uTuxN7uEz37O5OudR1iVnIfNgIkx4bx2Wwxuzg4XdlH/Y0pcJAAfbU4/qaVd2p6MgtrEO9xPibe0PxrjLSLSCBIOHQVgYLgPXq7nVh1YRORsfndZd77bncOB3FL+8vku5k8edNoq519uz2JXZjGeLo78/rLuDT7XJb2C+Pb3F7N0RxaGAS5OZlwczYT6unFRt8Dzqq5+NvG9gwj2diGnuIrlSTlcMzC00c8hLUf6sROF1VTRXNoftXiLiDSChIO1ifeIroF2jkRE2hJXJweemzgAR7OJr3ccYdH6w6fcrtJi5bnlyQDcN6Zrg4qx/VqIjyt3jerC3Rd3YerwKCYN6cSo7h2aJOkGcHQwc8uQ2rHe721IbZJzSMuRfrzFO0It3tIOKfEWkQtiGAa7MouY/8N+HvrwZxb+eIgdGYXUWG32Dq3ZGIbBTwdqx3eP6Bpg52hEpK0Z1MmPP1/ZG4Cnv97DlsMFJ22zaP1hMgsr6Ojjyp0XdW7uEC/ILUMjMJtgY0oBB3JL7B2ONCGN8Zb2TF3NReS87Mgo5L0NaaxKziW3pKpu+efbsgDwcHagb6gPvu5OeLk64eXqiLerI16uTni71f7vgHCfNjHO62BeGbklVTg7mhkc6WfvcESkDZo+MoqtacdYuuMIM97fytIHR9HBq7ZVu6CsmldWHQDgj2N74urUuOOwm1pHHzcu6x3Mit05vLcxjSeu7mvvkKQJVFqs5BTXPi9E+KmrubQ/SrxF5JwZhsG6A/ksWH2Q9ce7VgO4OzswslsgfUO92ZlRxKbDBZRU1rDpFK0yv2Y2wdg+Idw5qjOxkX5N1pWxqSUcrG3tjo30a3UPvCLSOphMJp69cQDJ2SXszy1lxvtbmdC/I9vTC9mYUvud26ejN9cPCrN3qOdlSlwnVuzO4ZPEDB4d30vfpW1QZmHt+G53Zwf8PRqnMr5Ia6LEW0ROUmmxsuTnTN7dkEpeSdXxAjsOVNVY6+bgdDSbuGZgKDcMDmdIZz9cHH95SLLaDPZmF3Mgt5SSyprjH0u9/80vrWJ7RhHLkrJZlpTNgHAfbh8RxZX9O7a6B66fDpwY361u5iLSdDxcHFlwawzXzl/HppQCNqX88nLTw9mBv13bF3MrnRv54u4dCPVxJauokrX787m8T7C9Q5JG9uvx3a31RbvIhVDiLSJ1cksqeTchlXc3plFQduppa9ycHLhlaAR3jepCmO+pu4o5mE30DfWhb6jPGc+3L6eEN9al8NnPmezIKGLmR9t5auluboqN4DdDOxEV6HHB19TUbDajrqL5iG4qrCYiTatbkCcvTR7E01/vIcLfnegIX6I7+TIowrfR5te2B7PZxNi+ISxaf5jlSdlKvNsgVTSX9u68Eu9XXnmF5557juzsbAYOHMjLL7/M0KFDT7ntwoULefvtt9m1axcAMTEx/OMf/zhp+z179vDoo4+yZs0aampq6NOnD59++imdOnU6nxBFpAEyCyt4bc1BPtycTnVNbVG0MF83po+MYliXAKqtNqprbFisNvqH+TTaw12PYC+euXEAj4zryQeb0vhgUzqZhRX858dD/OfHQzwyriczLunWKOdqKruPFFNUYcHTxZEBYWd+0SAi0hgu6x3MZb3bXmI67nji/f2eHGqsNhwdVAO4LdEc3tLeNTjxXrx4MTNnzuTVV18lLi6OF198kXHjxpGcnExQUNBJ269evZrJkyczYsQIXF1defbZZxk7dixJSUmEhdWOQzp48CAXXXQRd955J3/729/w9vYmKSkJV1fXC79CETmt7KJK/rliH59uzaDGZgAQHeHLPRd3YWyf4GZ76AnwdOGBS7tz35hurE7O5Z0NqaxOzuO55clYbQa/O4/5aJvL+uPju+M6++shUUTkAgyJ8sPfw5mCsmo2pRSoF1Ebo4rm0t6ZDMMwGrJDXFwcQ4YMYf78+QDYbDYiIiJ48MEHeeyxx866v9Vqxc/Pj/nz5zN16lQAbrnlFpycnHjnnXfO4xKguLgYHx8fioqK8Pb2Pq9jiLQ3VpvBhJfWsje7duqWEV0DeODSbgzvEtAixl79e/UB5i6rnZN25uU9Wmzyffubm1idnMdfJ/TmrlFd7B2OiEir9qdPtvPRlgymDo/k/67tZ+9wpBFd/fI6dmYW8Z/bYhjbN8Te4Yg0iobkoQ1qnqmuriYxMZH4+PhfDmA2Ex8fT0JCwjkdo7y8HIvFgr+/P1CbuH/99df06NGDcePGERQURFxcHJ9//vlpj1FVVUVxcXG9j4g0zNIdWezNLsHb1ZFP7xvB+3cPY0TXwBaRdAPcP6YbfxrfE4AXVuzjpZX77RzRySxWW11xoxFd1TIjInKhxverTci+S8rBZmtQ25C0cGrxlvauQYl3fn4+VquV4OD644qCg4PJzs4+p2M8+uijhIaG1iXvubm5lJaW8swzzzB+/Hi+++47rr/+em644QbWrFlzymPMmTMHHx+fuk9ERERDLkOk3aux2njx+9pE9p6LuxDTQuee/t/k+/OfM+0cUX07Mgopr7bi7+FMrxAve4cjItLqjegaiIezA9nFlWzPKLR3ONJISiotFJZbACXe0n4164DEZ555hg8//JAlS5bUjd+22WoLOV177bX84Q9/IDo6mscee4yrrrqKV1999ZTHmTVrFkVFRXWf9PT0ZrsGkbbg821ZpOSX4efuxO0jO9s7nDO6f0w3ZlzSFYD/W7r7tNXW7eGTxAwAhncJaLVT+IiItCSuTg5c0qu2ZtDypBw7RyON5cRUpH7uTni6aFIlaZ8alHgHBgbi4OBATk79L8KcnBxCQs48VmPevHk888wzfPfddwwYMKDeMR0dHenTp0+97Xv37k1aWtopj+Xi4oK3t3e9j4icG4vVVtdt+97RXVvFD+DvL+tBz2AvCsqqefrrPfYOB4A9R4pZvLn2pd/tI6PsG4yISBsy7vj43+VJ2TSwFJG0UOpmLtLAxNvZ2ZmYmBhWrlxZt8xms7Fy5UqGDx9+2v3mzp3LU089xbJly4iNjT3pmEOGDCE5Obne8n379hEZGdmQ8ETkHHySmEFaQTmBns7cNrx1/I05O5r5xw39MZng060Z/HQg367xGIbB01/vwWbAhP4dGRLlb9d4RETakkt6BeHsYCYlv4z9uaX2DkcaQfrxqcQiNJWYtGMN7mo+c+ZMFi5cyFtvvcWePXu47777KCsrY/r06QBMnTqVWbNm1W3/7LPP8vjjj/PGG28QFRVFdnY22dnZlJb+8kX6yCOPsHjxYhYuXMiBAweYP38+X331Fffff38jXKKInFBVY+Xl463d943phrtzy2/tPiEm0o/bhtW+KPjzkp1UWqx2i+WHvbmsO5CPs4OZx67oZbc4RETaIk8XRy7qXluwcvmuc6shJC1bxrHarubhfm52jkTEfhqceE+aNIl58+Yxe/ZsoqOj2bZtG8uWLasruJaWlsaRI0fqtl+wYAHV1dVMnDiRjh071n3mzZtXt83111/Pq6++yty5c+nfvz+vv/46n376KRdddFEjXKKInPDRlgyyiioJ9nZhSlwne4fTYI+M60mItyupR8vtVuXcYrXx9De13d3vuKizus2JiDSB8ce7m3+rxLtNONHiHa7fTGnHGjyPd0ukebxFzs1VL69lV2Yxs6/qwx0XteyiaqfzXVI297yTiKPZxOczRtIvzKdZz//mTyn87avdBHg4s/qRMXi5OjXr+UVE2oOCsmqGPv09NTaD5Q9dTE/NHNGqjf3nGvbllLJo+hDG9AyydzgijabJ5vEWkdYrJb+MXZnFOJhNXBsdau9wztvYviFc2T+EGpvBQ4u3NWuX850ZRfzreEv7zLE9lHSLiDQRfw9nLj1e3fyTxPYxe02N1cacb/Yw4/2t7M4qtnc4jcYwjLqq5uolJu2ZEm+RdmLp9iwARnYLJMDTxc7RXJi/X9efDl4uHMgt5dlle5v8fLkllTzy8XaueWUdheUWeoV4MSk2osnPKyLSnt10/Ht2yc9ZWKw2O0fTtKprbDz4wc+89uMhvt5xhAkvr+Xhj7ZzpKjC3qFdsKNl1VQcf0ke5qsx3tJ+tZ7KSiJyQb7aUZt4XzWgo50juXD+Hs48N3EAt7+5mTd/OsylvYIY1b1Dg49TUW1le0Yh+3NLKa6wUFRhobjCQnWNDScHM06OJqw2+HJbJmXVtQ8N10WH8ucre+PooPeWIiJNaUzPDgR6OpNfWsWa5Dzi+wTbO6QmUWmxcu+7iaxOzsPZwczIbgGsSs7j060ZLN2RxWNX9GL6yNY5PAx+Gd8d7O2Cq5ODnaMRsR8l3iLtQHJ2CftySnFyMNXNj9rajekZxG3DInlnQyp//Hg7yx+6GF935zPuk1dSRWJqAZsPH2NL6jGSMouosZ1bmYuBEb48cXUfBnfya4zwRUTkLJwczFwXHcbr61L4ODG9TSbepVU13LloMxtTCnBzcuA/U2MY1b0D29IL+cfXe9h0uID/W7qb+N7BrbabdvrxiuaaSkzaOyXe0uaUVtWw4eBR1h3IZ0dGIQGeLnQJ9CAq0IOuHTwZEO5zTm9cjxRV4Oni2CbG8S493to9ukcQPm6t/3pOmHVlL346kM+h/DL++PF2nr8pGh/3+teXnF3Cf9cdYmNKAalHy086RpCXCwPCffD3cMbb1QkfNydcnMxYrAYWq40aq0GfUG/G9w3BbDY116WJiAgwMTac19elsHJPLkdLq1r9UKlfq6qxcseizWxKKcDLxZE3pg9hSJQ/ANERviz+7TBu/e9GfjpwlPc2prXa6St3ZRYB0D1YBfKkfVPiLXZlsdpYsjWT6E6+9LjAL+Sswgr+9MkONhw6esZWTBdHM0Oi/BnRLYAxPYLoE1q/AqHFauPlHw7wyqoDeLk6MvuqPlw/KAyTqXUmXYZhsHRH7RR/Vw9s/d3Mf83d2ZEXJkVz44L1fL8nl9HzVvH7y7pz67BI8kureOG7fXy6NYMTt4PJBD2DvYiJ9CM2yo/YSH/C/dxa7X9bEZG2rleIN/3DfNiZWcQX27Ja7Ywc/8swDB77dGdt0u3qyHt3xTEg3LfeNiaTiWnDo/jpwFEWb07jofjurbKr9ubDBQDERqrHmLRvSrzFrl5ZdYAXv9+PyQRXDQjlofjudO3g2eDj5JdWcet/N3IorwyAyAB3LuoWyJAof4oqLKTkl5GSX8buI8XklVSx7kA+6w7kM3dZMjGRftwxsjPj+gaTWlDOzMXb2J5R+3a2sNzCzI+28/m2LP5xfT/CW2E3qaSsYlLyy3B1MhPfu+1104uO8OWdO4fy5JdJ7Msp5W9f7eaNn1LILa6iqqa2GM+V/UO4OTaCQZ382lSLv4hIezAxJpydmUV8kpjRZhLvf63cz5KfM3E0m1gwJeakpPuEy3oHE+brRmZhBUt3HGFiTHjzBnqBKi3Wuhbv2Cgl3tK+KfEWu7FYbby/MQ0Aw4Cvtmfx9Y4srhsUxoxLup1zAl5caWHaG5s4lFdGqI8rb90x9LTdmQzD4EBuKesO5PPTgXzW7MsjMfUYianHCPN142hZFZUWG96ujjx1XT8yjlXwr5X7+XFfHmP/+SP/nBTd6sZInyiqdlmvYDxc2uaf/IiugXzzu1F8tCWDF1Yk101bMjTKn8eu7KVx2SIirdg1A0N5+us97D5STFJWEX1Dfewd0gVZ8nMGL35fOzXl36/rx0XdA0+7rYPZxG/iOvHc8mTeSTjc6hLvHRlFWKwGHbxc6NRKx6iLNJa2+RQurcL3u3PILaki0NOZ16cN4ZVVB1ixO4fPtmay5OdMruzXkfvGdKVf2Ol/YCstVu5atIWkrGICPJx59644upwhYTeZTHQP9qJ7sBfTR3Ymt6SSdxNSeXdjGpmFtcnaRd0Cee6mAXT0qZ3yYny/EGZ9upNNhwt48sskLusV1GoqWhuGwdLttd3M20I18zNxdDDzm7hOXD2wIx9tyaBzoDuX9AxSN3IRkVbOz8OZ+D5BfLMzm4+3ZND3mtabeK8/kM+jn+wE4N7RXbllaKez7nPLkAj+9f1+tmcUsT29kIERvk0cZeP5dTdz/R5Le9c6sgdpk9473tp9c2wE0RG+LJway5cPjOTyPsEYBny98whXvbyO2/67kWW7sqmu+WUOT8Mw2Hy4oLYoyeHaoiRv3TH0jEn3qQR5uTJzbE/WP3Ypz980kBduHsjbdwytS7oBunbw5J27huLv4cyRokpWJec1zr+AZpCYeozMwgo8nB24pFeQvcNpFl6uTtx5UWcu7RWsH3kRkTbi5uNzen+SmEFRhcXO0Zyf5UnZ3L5oM9VWG1f2D+FP43qe034Bni5MOP7y/O2E1KYMsdElph4DIEbju0XU4i32kZJfxroD+ZhMMPlXb3sHhNcm4MnZJSxYfYAvt2exdn8+a/fn4+/hzPWDwvBxc+LTrRl1Fapdncy8MX3IGVvGz8bVyYEbz9B9y8XRgZtiwnntx0O8uyGVy1vBlCbHyqp55JMdAIzrF9IqC7KIiIgAXNy9Az2DvUjOKeHdDanMuKSbvUNqkMWb05j12U5sBoztE8wLN0c3aKaM24ZHsuTnTL7akcVfJvTG3+PM02e2BDabUZd4xx6v1i7SnqnFW+zivQ21b2wv6Rl0ynkpe4Z48eItg1j1xzHcO7orHbxcKCir5r/rUnhhxT5Sj5bj7lybDH9238i66Tea0m/ial8Q/Lg/j7RTTEvVklRarNz99hZS8ssI83VrtVOQiIiIAJjNJu4d0wWAN39KodJitXNE58YwDP69+gCPflqbdE+KjeDfUwY3+GX4oAhf+of5UF1jY/Hm9CaKtnEdyCulqMKCq5OZvv8zg4xIe6TEW5pdpcXKx4kZANw67MxjmyIDPHjsil4kPHYp/50Wy5X9Q7ikZweev2kgm/8Sz3M3DTxpOrCmEhngwajugRgGvL8prVnOeT5sNoM/frydLanH8HJ15M3pQwjycrV3WCIiIhfkqgGhhPm6kV9aXfcc0dK9+dNh5i5LBuC+MV155sb+51UnxmQycdvwSAA+TmwdifeWw7Wt3dERvji1kto4Ik1JfwXS7JbuOEJRhYUwXzdG9zi3cceODmYu6x3Mv6fE8Ob0odwYE26XCt1T4o7/6G1Jp6qm5b1tL6uqYc63e1i64wiOZhOv3RpzwfOji4iItARODmbuubi21fs/Px6kxmo7yx72teVwAf/4Zg8Aj4zryaPje11Q7ZHx/UJwcjBxKK+Mg3mljRVmk9mSeqKwmrqZi4DGeIsdvHu8m/lv4jrh0IDxTS1BfO8ggr1dyCmuYnlSDtcMDG3S85VUWvhsayY/px3D190Zfw9nAjyd8XRxxGI1sNpsWKy1U6Qlph5j95FirDYDgGduHMCIbqefokRERKS1uTk2gpdW7ie9oIKvdx7h2ugwe4d0SvmlVcx4fys1NoOrB4Zy/5iuF3xMb1cnhnUJYO3+fFbszqHr6IYVlG1uJ1q8NX+3SC0l3tKsdmUWsS29ECcHE5OGRNg7nAZzdDBzy5BO/Gvlft7dkNpkifehvFLeTkjlk8QMSqtqGrRvRx9X7h3dtdXN9SkiInI2bs4OTB8Zxbzv9rFg9UGuGRja4mawsNoMfv/hz+QUV9EtyJNnbujfaDGO7RNcl3jfO/rCk/mmkltSSVpBOSYTDFZFcxFAibc0s/c21rZ2j+/XkUBPFztHc34mD+3E/FUH2JRSwKaUAoZE1Z+b0mK1sT29kPJqK8O6BODseG4jOmw2gzX78li0/jBr9v0yZVnXDh5cMzCMaquVo6XVHC2rpry6BkezGUezCQeziY4+rsRE+RMb6Ueor9sZziIiItK63TYsigWrD7I3u4TVyXktbrrMf67Yx08HjuLu7MCrtw5u1KFx8X2CefyLJLamHSOvpIoOXs33LGUYBklZxXy/J4fv9+RQabHxym8G0zPk5CFticdbu3sGe+Ht6tRsMYq0ZEq8pdkUV1r4/OcsAG6NO3NRtZYsxMeVy3oF8d3uHG5+LYFQH1cu6h5Ilw6ebE4pYMOho5RV147/9nV34pqBodwwOJyB4T6YTCYMw8BqMzhWbiGnuJLckkr255TywaY0Dh+vlm4ywaU9g7h9ZBQXdQtscW/zRURE7MXH3YkpwyL5z4+HmPddMqN7dGjQ1FxN6fvdOcxfdQCoHfLVLahx66x09HFjQLgPOzKKWLknh1uGNs/z1NIdWfzj6z1kFVXWW37LfxJ45864k6Z03axu5iInUeItzWbJ1kwqLFZ6BHsytHPrLrQx++o+VFisbDxUQFZRJR9tqV9d1c/dCUcHM3klVbydkMrbCak4OZiwGdSNwT4VL1dHbo6NYOrwSCIDPJr6MkRERFqle0d35YONaSRlFfPF9kyuH2T/4VUHckt5aPE2AKYNj2yy4WiX9w5mR0YRK3Y3T+K9KjmX33+4DavNwM3JgVHdA7msdxDvb0pne3ohk/+zgUV3DCHmV0XUElVYTeQkSrylWRiGUVdUbUpcZKtvwQ33c+edO+OoqLay6XAB6/bnkVZQzqBOflzULZA+Hb0xgJ8O5PPZ1gyWJWVTaalffdVkggAPF4K9XQjxdmVMryBuGBRml2rtIiIirYm/hzP3XdKVucuSeW5ZMlf069jgubEbU3GlhXve2UJpVQ1DO/vz16v6NNm5Lu8bzPMr9rH2QD5lVTVN+tywM6OIGe9txWozuC46lGduHFD37/nK/h25c9EWNh0u4Lb/bmLWFbVV24sqLCRlFQMQo/HdInX0hC/NYlNKAftzS3FzcuD6wS2zAun5cHN2YHSPDozu0eGU6y/u0YGLe3SgotpKQXl13ZhsB5MJL1fH85rLU0REROCOkZ15NyGVrKJK3vzpMPc1QuXw82GzGfzhw20cyisj1MeVf08Z3KTzVvcM9qKTvztpBeWs3Z/H+H4dm+Q86QXlTF+0mfJqKxd1C2TuxIH16tZ4uTrx1h1DueedLazdn8/jXyTV2z/M141wP9WdETlBibecF8MwOFJUyZ4jxew5UkxxZQ2je3RgWJeAU04R9u7GNACuGxTaLotsuDk7EOasHx8REZHG4urkwB/H9WTmR9v596oDTBoSgb+Hc7PGUFZVwz9X7GPl3lxcHM28dltskxePNZlMXN4nmP+uS+G73TlNkngXlFUz7Y1N5JdW0bujNwtuHXzKYrFuzg4snBrL3GXJ7MoqwtfNCV93J3zdnbmyf8dW38NRpDEp8ZZzVmmxsmZfHt/uPMKafXkcK7fUW/+fHw8R6OnMFf06ck10KLGRtdW+80qqWLbrCFDbzVxERESkMVwXHcZ/16WQlFXMSyv38+Q1fZv8nFabwYZDR/l0awbLdmVTfryg6pwb+tM/3OcsezeOE4n3D3tzqbHaGrUHXXZRJbf9dyOH8ssI83Vj0fQheJ2h0cTVyYHZVzdd13qRtkKJt5zVjoxCFq5NYeWenLofFwAHs4luHTzp3dELJwczK/bkkF9azTsbUnlnQyqdAz24KTacwnILFqtBdITvSVUvRURERM6X2Wziz1f2ZsrrG3l3QyrTRkTRObDpipNarDamvbGJ9QeP1i2LCnDnnou7csPg5ivwFhvph6+7E4XlFrakHmNYl4BGOe7h/DJu/e9GMo5VEOztwlt3DCXY27VRji3S3inxltPamVHEv1bu4/s9uXXLwnzdGN8vhPH9Qugf5lOvkInFamPdgXy+2p7Fsl3ZpOSXMXdZct36W4eptVtEREQa18hugYzp2YHVyXnM+y6ZV34zuMnO9fLK/aw/eLSuZs2Ng8MZ3Mm32btUOzqYuaxXMJ9uzeD1tSkMjfK/4CnVdmcVM/V49/KogNoishH+7o0UsYiYDMM4/dxGrURxcTE+Pj4UFRXh7e1t73BavYKyamZ9toPlSTkAmE21Xbmmjoiqm4v6bMqqavh6xxEWb0knMfUYHX1cWfXHMXatOCoiIiJt097sYq7411oMA76YMZKBEb6Nfo7NhwuY9FoCNgPm/2YQVw1omunCztW29EJuenU9FqvB7SOieOLqPvWe0Q7klrDl8DH8PJwJ8nIhyNuVYC+Xk7qlV9fY+GBTGvO+S6aksoY+Hb15646hdPBq2rHqIm1BQ/JQJd5Sz8G8Uu5YtJnUo+WYTXDNwFAevKw7XTt4nvcxM46V4+7s2OwFT0RERKT9ePij7Xy6NYPhXQJ4/+64Rm2FLqqwcOW/1pJZWMGNg8N5/uaBjXbsC/HFtkx+/+E2AP40vif3j+lGpcXKyz/s57U1h6ix1X/M93JxZEyvIC7vE8zoHh1Ysy+PecuTSSsoB2BolD+v3x7bLgvhipyPhuSh6mouddYfyOfedxMprqwh3M+N/9wWS5/QC3+REe6nbkoiIiLStGaO7cFXO7JIOHSUH/fnn3aqz/Mx+4tdZBZW0MnfnSevaTmFxK6NDiOvpIq/f72HucuSKa+y8s2uIxzKKwNgUCdfbAbkFVeSV1pFSVUNX23P4qvtWfWOE+jpwu/ju3PLkIgmnQpNpD07r7+sV155haioKFxdXYmLi2PTpk2n3XbhwoWMGjUKPz8//Pz8iI+PP+P29957LyaTiRdffPF8QpPz9PGWdKa+sYniyhoGd/Ll8xkjGyXpFhEREWkOYb5uTBteW0/mmW/3YrM1TqfOz7Zm8MW2LBzMJl68JfqMFb7t4a5RXfjtxV0AmL/qAIfyygj0dGHBlMEsuX8kX8wYyfpZl5H81BUsuX8E943pStcOtQXoPF0cefjyHqx5ZAy3DYtU0i3ShBrc4r148WJmzpzJq6++SlxcHC+++CLjxo0jOTmZoKCgk7ZfvXo1kydPZsSIEbi6uvLss88yduxYkpKSCAsLq7ftkiVL2LBhA6Gh9h0z097szynh0U93YDNqu5bPnThAY7FFRESk1bl/TDc+3JzOniPFfLk9i+sGhZ19pzPYnl7IrM92AvC7S7szuJNfY4TZ6B4d34tj5dV8tCWDm2LC+euEPvi4139BYDabGNTJj0Gd/Hh0fC8yCyvwcXPC00UdYEWaQ4PHeMfFxTFkyBDmz58PgM1mIyIiggcffJDHHnvsrPtbrVb8/PyYP38+U6dOrVuemZlJXFwcy5cvZ8KECTz00EM89NBDpzxGVVUVVVVVdf9cXFxMRESExnifp9++s4XlSTnE9w5i4dTYZq/MKSIiItJY/r36AHOXJRPu58bKh0fj4nh+jQlHiiq4dv5P5JZUcUnPDrw+bQgOF1g5vKmVVdXgoURapNk0ZIx3g/qTVFdXk5iYSHx8/C8HMJuJj48nISHhnI5RXl6OxWLB39+/bpnNZuO2227jkUceoW/fvmc9xpw5c/Dx8an7RERENOQy5Fd+TjvG8qQczKbat6VKukVERKQ1mz6iM8HeLmQcq+C9DWnndYzy6hrufnsLuSVV9Az24qXJg1p80g0o6RZpwRqUeOfn52O1WgkODq63PDg4mOzs7HM6xqOPPkpoaGi95P3ZZ5/F0dGR3/3ud+d0jFmzZlFUVFT3SU9PP/eLkDqGYdTNs33j4HC6B3vZOSIRERGRC+Pm7MAf4nsA8PIP+ymutDRof5vNYObi7ezKLCbAw5nXp8W2uHHdItL6NGsFhWeeeYYPP/yQJUuW4OrqCkBiYiL/+te/WLRo0Tm3trq4uODt7V3vIw237kA+CYeO4uxg5qHLe9g7HBEREZFGMTEmnK4dPDhWbmHhj4fOeb+taceY8vpGliVl4+xg5tXbYojw1+wsInLhGpR4BwYG4uDgQE5OTr3lOTk5hISEnHHfefPm8cwzz/Ddd98xYMCAuuVr164lNzeXTp064ejoiKOjI6mpqTz88MNERUU1JDxpAJvtl9buW4dFEubrZueIRERERBqHo4OZP43vBcDra1PILa484/a7s4q5c9Fmbvj3+rpGibkTBzAkyv+M+4mInKsGJd7Ozs7ExMSwcuXKumU2m42VK1cyfPjw0+43d+5cnnrqKZYtW0ZsbGy9dbfddhs7duxg27ZtdZ/Q0FAeeeQRli9f3sDLkXP17a5sdmYW4eHswIxLuto7HBEREZFGNbZPMIM7+VJhsfKvlftPu91HW9KZ8PJaVu7NxcFsYlJsBD/8cfQFV0QXEfm1BldgmDlzJtOmTSM2NpahQ4fy4osvUlZWxvTp0wGYOnUqYWFhzJkzB6gdvz179mzef/99oqKi6saCe3p64unpSUBAAAEBAfXO4eTkREhICD179rzQ65NTsFhtzPuutrX77ou7EODpYueIRERERBqXyWTisSt6c/NrCXy4OZ07L+pMlw6e9bZZtusIj326A8OA8X1D+NP4nidtIyLSGBo8xnvSpEnMmzeP2bNnEx0dzbZt21i2bFldwbW0tDSOHDlSt/2CBQuorq5m4sSJdOzYse4zb968xrsKaZD3NqSSkl9GoKczd43qYu9wRERERJrE0M7+xPcOwmoz+NtXuzla+st0tOv25/O7D7ZhM2BSbAQLbh2spFtEmkyD5/FuiRoyf1p7V1RhYcxzqzhWbuHp6/sxJS7S3iGJiIiINJl9OSWMf/FHbAY4O5i5on8II7sF8uSXSZRXW7myfwgvTx7cKqYLE5GWpcnm8ZbW79+rDnCs3EL3IE8mxWr+cxEREWnbegR78eqtMfQP86HaauOLbVn86ZMdlFdbGdU9kH9OilbSLSJNrsFjvKX1Si8o582fDgPw5yt74+ig9y4iIiLS9o3tG8LYviHsyCjk/Y1pfLk9iwHhPrx2Wwwujg72Dk9E2gEl3m1QQVk1y5Oy2Zp6jAHhPozrF0KQlyvPLttLtdXGRd0CGdOzg73DFBEREWlWA8J9GRDuyz+u74/JVFuATUSkOSjxbiNsNoMlP2fy+bZM1h88itVWO3T/48QMZn+ZxOBOfiSmHsNkqm3t1g+NiIiItFdmdS0XkWamxLsNMAyD/1u6m0XrD9ct6xvqzYiuAWw6fIzt6YUkph4D4KaYcPqEqgCdiIiIiIhIc1Hi3QYsXHuoLul+8NJu3DA4nM6BHnXr0wvK+XbXEdILKph5eQ87RSkiIiIiItI+KfFu5b7cnsU/vtkLwF+u7M3dF588L3eEvzv3XNy1uUMTERERERERNJ1Yq5Zw8Ch//Gg7ANNHRnHXqM52jkhERERERET+lxLvVmpnRhH3vLOFaquNK/uH8PiEPiqYJiIiIiIi0gIp8W6FdmUWMeX1DZRU1jA0yp8Xbo5WdU4REREREZEWSol3K1ObdG+kuLKGmEg/3pg+BFcnB3uHJSIiIiIiIqehxLsVScoq4tb/bqSowsLgTr4smj4ETxfVxxMREREREWnJlHi3EgVl1Ux7YxOF5RYGdfLlrTuG4uXqZO+wRERERERE5CyUeLcST3yZRH5pNT2CPZV0i4iIiIiItCJKvFuBZbuy+Wp7Fg5mE8/fFI23km4REREREZFWQ4l3C3esrJq/fr4LgN9e3IX+4T52jkhEREREREQaQol3C/e3r5LIL62ie5Anv4/vbu9wREREREREpIGUeLdgK3bn8Pm2LMwmeO6mgbg4atowERERERGR1kaJdwu15XABf1i8DYC7L+5CdISvXeMRERERERGR86NJoFughINHufOtzZRXW4nr7M8f4nvYOyQRERERERE5T0q8W5h1+/O56+3NVFpsjOoeyH9ui8XVSV3MRUREREREWisl3i2EYRh8uT2LRz7ZQXWNjUt6dmDBrTFKukVERERERFo5Jd7NqNJiJeHgUWKi/OrNxZ1VWMHjn+9i5d5cAMb2CWb+bwbj7Kgh+CIiIiIiIq2dEu9mtC29kOmLNmM2QZ9Qb4ZGBeDn7sSraw5SVm3F2cHMjEu6cf8lXXFyUNItIiIiIiLSFijxbkYllTVEBbhz+Gg5uzKL2ZVZXLcuJtKPZ27oT/dgLztGKCIiIiIiIo1NiXczurxPMJf3CSa7qJJNhwvYlHKUQ3lljO8Xwq1xkZjNJnuHKCIiIiIiIo1MibcdhPi4cs3AUK4ZGGrvUERERERERKSJnddA4ldeeYWoqChcXV2Ji4tj06ZNp9124cKFjBo1Cj8/P/z8/IiPj6+3vcVi4dFHH6V///54eHgQGhrK1KlTycrKOp/QRERERERERFqUBifeixcvZubMmTzxxBNs3bqVgQMHMm7cOHJzc0+5/erVq5k8eTKrVq0iISGBiIgIxo4dS2ZmJgDl5eVs3bqVxx9/nK1bt/LZZ5+RnJzMNddcc2FXJiIiIiIiItICmAzDMBqyQ1xcHEOGDGH+/PkA2Gw2IiIiePDBB3nsscfOur/VasXPz4/58+czderUU26zefNmhg4dSmpqKp06dTrrMYuLi/Hx8aGoqAhvb++GXI6IiIiIiIhIgzUkD21Qi3d1dTWJiYnEx8f/cgCzmfj4eBISEs7pGOXl5VgsFvz9/U+7TVFRESaTCV9f31Our6qqori4uN5HREREREREpCVqUOKdn5+P1WolODi43vLg4GCys7PP6RiPPvoooaGh9ZL3X6usrOTRRx9l8uTJp31rMGfOHHx8fOo+ERERDbkMERERERERkWZzXsXVztczzzzDhx9+yJIlS3B1dT1pvcVi4eabb8YwDBYsWHDa48yaNYuioqK6T3p6elOGLSIiIiIiInLeGjSdWGBgIA4ODuTk5NRbnpOTQ0hIyBn3nTdvHs888wzff/89AwYMOGn9iaQ7NTWVH3744Yx95F1cXHBxcWlI6CIiIiIiIiJ20aDE29nZmZiYGFauXMl1110H1BZXW7lyJQ888MBp95s7dy5PP/00y5cvJzY29qT1J5Lu/fv3s2rVKgICAhp0ESfqw2mst4iIiIiIiDSHE/nnudQrb1DiDTBz5kymTZtGbGwsQ4cO5cUXX6SsrIzp06cDMHXqVMLCwpgzZw4Azz77LLNnz+b9998nKiqqbiy4p6cnnp6eWCwWJk6cyNatW1m6dClWq7VuG39/f5ydnc8aU0lJCYDGeouIiIiIiEizKikpwcfH54zbNHg6MYD58+fz3HPPkZ2dTXR0NC+99BJxcXEAjBkzhqioKBYtWgRAVFQUqampJx3jiSee4Mknn+Tw4cN07tz5lOdZtWoVY8aMOWs8NpuNrKwsvLy8MJlMDb2ckxQXFxMREUF6erqmJ5N2Rfe+tFe696U90/0v7ZXufblQhmFQUlJCaGgoZvOZy6edV+Ld1mlecGmvdO9Le6V7X9oz3f/SXunel+bUrFXNRURERERERNobJd4iIiIiIiIiTUiJ9ym4uLjwxBNPaMoyaXd070t7pXtf2jPd/9Je6d6X5qQx3iIiIiIiIiJNSC3eIiIiIiIiIk1IibeIiIiIiIhIE1LiLSIiIiIiItKElHiLiIiIiIiINCEl3iIiIiIiIiJNSIn3/3jllVeIiorC1dWVuLg4Nm3aZO+QRBrVk08+iclkqvfp1atX3frKykpmzJhBQEAAnp6e3HjjjeTk5NgxYpHz9+OPP3L11VcTGhqKyWTi888/r7feMAxmz55Nx44dcXNzIz4+nv3799fbpqCggClTpuDt7Y2vry933nknpaWlzXgVIg13tnv/9ttvP+m3YPz48fW20b0vrdGcOXMYMmQIXl5eBAUFcd1115GcnFxvm3N51klLS2PChAm4u7sTFBTEI488Qk1NTXNeirQxSrx/ZfHixcycOZMnnniCrVu3MnDgQMaNG0dubq69QxNpVH379uXIkSN1n3Xr1tWt+8Mf/sBXX33Fxx9/zJo1a8jKyuKGG26wY7Qi56+srIyBAwfyyiuvnHL93Llzeemll3j11VfZuHEjHh4ejBs3jsrKyrptpkyZQlJSEitWrGDp0qX8+OOP3HPPPc11CSLn5Wz3PsD48ePr/RZ88MEH9dbr3pfWaM2aNcyYMYMNGzawYsUKLBYLY8eOpaysrG6bsz3rWK1WJkyYQHV1NevXr+ett95i0aJFzJ492x6XJG2FIXWGDh1qzJgxo+6frVarERoaasyZM8eOUYk0rieeeMIYOHDgKdcVFhYaTk5Oxscff1y3bM+ePQZgJCQkNFOEIk0DMJYsWVL3zzabzQgJCTGee+65umWFhYWGi4uL8cEHHxiGYRi7d+82AGPz5s1123z77beGyWQyMjMzmy12kQvxv/e+YRjGtGnTjGuvvfa0++jel7YiNzfXAIw1a9YYhnFuzzrffPONYTabjezs7LptFixYYHh7extVVVXNewHSZqjF+7jq6moSExOJj4+vW2Y2m4mPjychIcGOkYk0vv379xMaGkqXLl2YMmUKaWlpACQmJmKxWOr9HfTq1YtOnTrp70DanJSUFLKzs+vd7z4+PsTFxdXd7wkJCfj6+hIbG1u3TXx8PGazmY0bNzZ7zCKNafXq1QQFBdGzZ0/uu+8+jh49WrdO9760FUVFRQD4+/sD5/ask5CQQP/+/QkODq7bZty4cRQXF5OUlNSM0UtbosT7uPz8fKxWa70/MIDg4GCys7PtFJVI44uLi2PRokUsW7aMBQsWkJKSwqhRoygpKSE7OxtnZ2d8fX3r7aO/A2mLTtzTZ/rez87OJigoqN56R0dH/P399Tchrdr48eN5++23WblyJc8++yxr1qzhiiuuwGq1Arr3pW2w2Ww89NBDjBw5kn79+gGc07NOdnb2KX8bTqwTOR+O9g5ARJrXFVdcUff/BwwYQFxcHJGRkXz00Ue4ubnZMTIREWkut9xyS93/79+/PwMGDKBr166sXr2ayy67zI6RiTSeGTNmsGvXrnq1bETsRS3exwUGBuLg4HBSRcOcnBxCQkLsFJVI0/P19aVHjx4cOHCAkJAQqqurKSwsrLeN/g6kLTpxT5/pez8kJOSkAps1NTUUFBTob0LalC5duhAYGMiBAwcA3fvS+j3wwAMsXbqUVatWER4eXrf8XJ51QkJCTvnbcGKdyPlQ4n2cs7MzMTExrFy5sm6ZzWZj5cqVDB8+3I6RiTSt0tJSDh48SMeOHYmJicHJyane30FycjJpaWn6O5A2p3PnzoSEhNS734uLi9m4cWPd/T58+HAKCwtJTEys2+aHH37AZrMRFxfX7DGLNJWMjAyOHj1Kx44dAd370noZhsEDDzzAkiVL+OGHH+jcuXO99efyrDN8+HB27txZ7+XTihUr8Pb2pk+fPs1zIdLmqKv5r8ycOZNp06YRGxvL0KFDefHFFykrK2P69On2Dk2k0fzxj3/k6quvJjIykqysLJ544gkcHByYPHkyPj4+3HnnncycORN/f3+8vb158MEHGT58OMOGDbN36CINVlpaWteCB7UF1bZt24a/vz+dOnXioYce4u9//zvdu3enc+fOPP7444SGhnLdddcB0Lt3b8aPH8/dd9/Nq6++isVi4YEHHuCWW24hNDTUTlclcnZnuvf9/f3529/+xo033khISAgHDx7kT3/6E926dWPcuHGA7n1pvWbMmMH777/PF198gZeXV92YbB8fH9zc3M7pWWfs2LH06dOH2267jblz55Kdnc1f//pXZsyYgYuLiz0vT1oze5dVb2lefvllo1OnToazs7MxdOhQY8OGDfYOSaRRTZo0yejYsaPh7OxshIWFGZMmTTIOHDhQt76iosK4//77DT8/P8Pd3d24/vrrjSNHjtgxYpHzt2rVKgM46TNt2jTDMGqnFHv88ceN4OBgw8XFxbjsssuM5OTkesc4evSoMXnyZMPT09Pw9vY2pk+fbpSUlNjhakTO3Znu/fLycmPs2LFGhw4dDCcnJyMyMtK4++67602dZBi696V1OtV9Dxhvvvlm3Tbn8qxz+PBh44orrjDc3NyMwMBA4+GHHzYsFkszX420JSbDMIzmT/dFRERERERE2geN8RYRERERERFpQkq8RURERERERJqQEm8RERERERGRJqTEW0RERERERKQJKfEWERERERERaUJKvEVERERERESakBJvERERERERkSakxFtERERERESkCSnxFhEREREREWlCSrxFREREREREmpASbxEREREREZEm9P+Qug3E6VynXwAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "decompose_result.trend.plot()\n", "plt.show();" ], "id": "Il2xoCprBvid" }, { "cell_type": "markdown", "metadata": { "id": "Veoqw8_lDp4l" }, "source": [ "https://oceanservice.noaa.gov/facts/ninonina.html#:~:text=Episodes%20of%20El%20Ni%C3%B1o%20and,more%20frequently%20than%20La%20Ni%C3%B1a. \n", "\n", "Episodes of El Niño and La Niña typically last nine to 12 months, but can sometimes last for years. El Niño and La Niña events occur every two to seven years, on average, but they don’t occur on a regular schedule. Generally, El Niño occurs more frequently than La Niña. \n", "\n", "El Niño: 1986-1987, 1991-1992, 1993, 1994, 1997-1998 and 2015-2016. \n", "La Niña: 1988-1989, 1995, 1998, 2007 and 2011. La Niña events occur after some (but not all) El Niños." ], "id": "Veoqw8_lDp4l" }, { "cell_type": "markdown", "metadata": { "id": "rIkAn0oc1Rre" }, "source": [ "## **2. Correlation**" ], "id": "rIkAn0oc1Rre" }, { "cell_type": "markdown", "source": [ "**Feature Selection:** \n", "- In this analysis, we utilized only the total chlorophyll (`tot_mean`) concentration and excluded the specific chlorophyll composition breakdown variables (chlorophytes-`chl`, diatoms-`dia`, coccolithophores-`coc`, cyanobacteria-`cya`). \n", "\n", "- Categorical variables such as `region` and `ocean` were removed, as the analysis focuses on one region at a time. \n", "\n", "- Separate `month` and `year` variables were also excluded, as we utilized exact date values.\n", "\n", "- These, along with other variables (e.g., Air-sea carbon dioxide fluxes-`fco`,\n", "Ocean carbon dioxide partial pressure-`pco`, -Dissolved Inorganic Carbon-`dic`), were omitted to avoid introducing redundant correlations, as their effects on the target variable are mediated through other included features.\n", "\n", "The following variables were retained and included in the correlation analysis:" ], "metadata": { "id": "8QGi_u7-kMZQ" }, "id": "8QGi_u7-kMZQ" }, { "cell_type": "markdown", "metadata": { "id": "UsSRiLPDEFPo" }, "source": [ "\n", "**NASA Ocean Biogeochemical Model (NOBM) features:** \n", "- tot - Total Chlorophyll \n", "- irn - Iron \n", "- rno - Nitrate \n", "- h - Mixed Layer Depth \n", "- s - Salinity \n", "- t - Temperature \n", "- ice - Percentage Ice Cover\n", "\n", "**NOAA Climate Indeces:**\n", "- AAO - Antarctic oscillation (aka SAM) = Shift in wind strength in the westerly winds. Positive means stronger winds (if that is possible) with the wind belt migrating south. In the negative phase, the opposite happens. Unlike ENSO, the shifts in AAO can happen within a month.\n", "- SOI - Southern Oscillation Index = El Nino or La Nina (aka ENSO)\n", "- NAO - North Atlantic Oscillation\n", "- AO - Arctic Oscillation\n", "- MEI - Multivariate ENSO Index = a more complex ENSO index that includes sea surface temperatures, winds, etc.\n", "\n", "**Ocean-Atmosphere Spectral Irradiance Model feature:**\n", "- PAR - Surface Photosynthetically Available Radiation" ], "id": "UsSRiLPDEFPo" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 809, "referenced_widgets": [ "63a2460e566a4f1e86a5fc1806d38ecc", "9fb0c08286ab494a8c734bec6b0b4bbe", "ac52ca7ed3c14b509395a8ded2c1e4ad", "d9ee34fdc20c411c849fca0306752777", "a7aa7dd4713f4f5d91b328159ef821e2", "a442b847bee24364ad6c3afb0a661071", "b2bc83433dc84b079ae41ffad43333db", "10bf58af518b43d1b17017d0b11c7c2a", "13816bda20c34053917749787c0786b8", "3f9e0fe096094369bd8b03db45d4877a", "42275faab0c8428daf47e5f3036413c7" ] }, "id": "f9d2405d", "outputId": "7111f854-5ec9-4d87-8e4b-02cb9f059f18" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "--- 3.0994415283203125e-06 seconds ---\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Progress :: 0%| | 0/10 [00:00 0.7) & (cm_abs[column] !=1))]\n", "len(to_drop_from_select) # no high multicollinearity\n", "print('Highly correlated features {}: {}'.format(len(to_drop_from_select), to_drop_from_select))" ], "id": "6995c1f0" }, { "cell_type": "markdown", "source": [ "Although nitrate and mixed layer depth are moderately correlated with temperature (≈ -0.79), we retained all for the random forest model because our objective is explanatory rather than purely predictive. These variables represent distinct but interrelated ecological drivers in the Southern Ocean, and tree-based methods are robust to multicollinearity. Including them allows us to assess their relative influence using permutation importance and SHAP values while preserving meaningful relationships." ], "metadata": { "id": "o1KVAfwpOYXx" }, "id": "o1KVAfwpOYXx" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 409 }, "id": "CijL81CK7yUv", "outputId": "9972ab30-1176-419a-ffb3-4683333d3548" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "fig, axs = plt.subplots(ncols=2, figsize=(15,4))\n", "\n", "#NAO\n", "sns.scatterplot(data=df_region_mean_aggr, x='NAO', y='tot_mean', ax=axs[0])\n", "corr_NAO = df_region_mean_aggr.NAO.corr(df_region_mean_aggr.tot_mean)\n", "axs[0].text(0.5, 0.9, f'Correlation: {corr_NAO:.2f}', horizontalalignment='center',\n", " verticalalignment='center', transform=axs[0].transAxes, fontsize=12, bbox=dict(facecolor='white', alpha=0.5))\n", "axs[0].set_title('Total Chl and NAO')\n", "\n", "#AO\n", "sns.scatterplot(data=df_region_mean_aggr, x='AO', y='tot_mean', ax=axs[1])\n", "corr_AO = df_region_mean_aggr.AO.corr(df_region_mean_aggr.tot_mean)\n", "axs[1].text(0.5, 0.9, f'Correlation: {corr_AO:.2f}', horizontalalignment='center',\n", " verticalalignment='center', transform=axs[1].transAxes, fontsize=12, bbox=dict(facecolor='white', alpha=0.5))\n", "axs[1].set_title('Total Chl and AO')\n", "\n", "plt.show()" ], "id": "CijL81CK7yUv" }, { "cell_type": "markdown", "metadata": { "id": "fyGKPwXtEgLW" }, "source": [ "NAO and AO were added for \"sanity\" check. We observed that they are not correlated with other factors and we are dropping them from the dataset." ], "id": "fyGKPwXtEgLW" }, { "cell_type": "code", "source": [ "df_region_final = df_region_mean_aggr[['time', 'tot_mean', 'irn_mean', 'rno_mean', 'h_mean', 's_mean', 't_mean', 'ice_mean', 'AAO', 'SOI', 'MEI', 'par']]" ], "metadata": { "id": "OxdC4RUAJKY5" }, "id": "OxdC4RUAJKY5", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "veCc5upMelGT" }, "source": [ "# **III. Modeling**" ], "id": "veCc5upMelGT" }, { "cell_type": "markdown", "metadata": { "id": "LU-ar5b5vh7H" }, "source": [ "### **1. Prepare the Data**" ], "id": "LU-ar5b5vh7H" }, { "cell_type": "markdown", "metadata": { "id": "mcuLlertICEg" }, "source": [ "Tree based model consider not to be benefited from data scaling as it's based on decision trees, which split on feature values rather than using distance metrics, and scaling doesn’t change the splits. We used unscaled data for input. \n", "\n", "However, we **normalized** data (took log of the chlorophyll)." ], "id": "mcuLlertICEg" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "NmFs1xLiDEKU" }, "outputs": [], "source": [ "df_region_transform = df_region_final.copy()\n", "df_region_transform['tot'] = np.log(df_region_mean_aggr['tot_mean'])" ], "id": "NmFs1xLiDEKU" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 407 }, "id": "6XFUlWw5w6LZ", "outputId": "8e277579-5c14-4700-b0b6-a17392c03f68" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "fig, axs = plt.subplots(ncols=2, figsize=(7,4))\n", "sns.histplot(df_region_mean_aggr['tot_mean'], kde=True, ax=axs[0])\n", "sns.histplot(df_region_transform['tot'], kde=True, ax=axs[1])\n", "axs[0].set_title('Total Chl - Original')\n", "axs[1].set_title('Total Chl - Log')\n", "fig.tight_layout()\n", "plt.show();" ], "id": "6XFUlWw5w6LZ" }, { "cell_type": "code", "source": [ "df_region_rf = df_region_transform.drop('tot_mean', axis=1)" ], "metadata": { "id": "oZztZtjdSEac" }, "id": "oZztZtjdSEac", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Since random forests do not inherently model temporal relationships and we observed seasonal patterns, we included a lagged version of the target variable to explicitly provide this information during training. The lagged values help capture temporal autocorrelation in chlorophyll concentrations, reflecting seasonal effects that may influence current observations." ], "metadata": { "id": "SNCeRkFFVtyo" }, "id": "SNCeRkFFVtyo" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "-CTQxP1NN45O" }, "outputs": [], "source": [ "# create lagged data\n", "dataframe = pd.DataFrame()\n", "for i in range(12, 0, -1):\n", " dataframe['t-' + str(i)] = df_region_rf.tot.shift(i)\n", "df_lag = pd.concat([df_region_rf, dataframe], axis=1)\n", "df_lag.dropna(inplace=True)" ], "id": "-CTQxP1NN45O" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 362 }, "id": "GWy2_UKUfm6-", "outputId": "0637e776-2d81-4d50-f56c-7048d2b1860a" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " irn_mean rno_mean h_mean s_mean t_mean ice_mean \\\n", "time \n", "2003-07-31 0.203965 8.878181 155.250916 34.072350 4.746409 0.0 \n", "2003-08-31 0.205823 9.264010 166.466492 34.074604 4.333447 0.0 \n", "2003-09-30 0.194266 9.140025 139.382507 34.083038 4.273364 0.0 \n", "2003-10-31 0.178249 8.764438 141.799591 34.091343 4.391953 0.0 \n", "2003-11-30 0.171315 8.506876 141.762360 34.095753 4.560252 0.0 \n", "\n", " AAO SOI MEI par ... t-10 t-9 t-8 \\\n", "time ... \n", "2003-07-31 0.7270 0.6 0.01 163.066144 ... -1.740396 -1.521873 -1.410160 \n", "2003-08-31 0.6780 0.4 0.01 294.244595 ... -1.521873 -1.410160 -1.137514 \n", "2003-09-30 -0.3230 0.2 0.14 482.408019 ... -1.410160 -1.137514 -1.213413 \n", "2003-10-31 -0.0249 -0.3 0.26 817.507320 ... -1.137514 -1.213413 -1.140916 \n", "2003-11-30 -0.7120 0.6 0.29 1121.524203 ... -1.213413 -1.140916 -1.410019 \n", "\n", " t-7 t-6 t-5 t-4 t-3 t-2 \\\n", "time \n", "2003-07-31 -1.137514 -1.213413 -1.140916 -1.410019 -1.676503 -1.692626 \n", "2003-08-31 -1.213413 -1.140916 -1.410019 -1.676503 -1.692626 -1.835769 \n", "2003-09-30 -1.140916 -1.410019 -1.676503 -1.692626 -1.835769 -1.845976 \n", "2003-10-31 -1.410019 -1.676503 -1.692626 -1.835769 -1.845976 -1.747397 \n", "2003-11-30 -1.676503 -1.692626 -1.835769 -1.845976 -1.747397 -1.634009 \n", "\n", " t-1 \n", "time \n", "2003-07-31 -1.835769 \n", "2003-08-31 -1.845976 \n", "2003-09-30 -1.747397 \n", "2003-10-31 -1.634009 \n", "2003-11-30 -1.404892 \n", "\n", "[5 rows x 23 columns]" ], "text/html": [ "\n", "
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irn_meanrno_meanh_means_meant_meanice_meanAAOSOIMEIpar...t-10t-9t-8t-7t-6t-5t-4t-3t-2t-1
time
2003-07-310.2039658.878181155.25091634.0723504.7464090.00.72700.60.01163.066144...-1.740396-1.521873-1.410160-1.137514-1.213413-1.140916-1.410019-1.676503-1.692626-1.835769
2003-08-310.2058239.264010166.46649234.0746044.3334470.00.67800.40.01294.244595...-1.521873-1.410160-1.137514-1.213413-1.140916-1.410019-1.676503-1.692626-1.835769-1.845976
2003-09-300.1942669.140025139.38250734.0830384.2733640.0-0.32300.20.14482.408019...-1.410160-1.137514-1.213413-1.140916-1.410019-1.676503-1.692626-1.835769-1.845976-1.747397
2003-10-310.1782498.764438141.79959134.0913434.3919530.0-0.0249-0.30.26817.507320...-1.137514-1.213413-1.140916-1.410019-1.676503-1.692626-1.835769-1.845976-1.747397-1.634009
2003-11-300.1713158.506876141.76236034.0957534.5602520.0-0.71200.60.291121.524203...-1.213413-1.140916-1.410019-1.676503-1.692626-1.835769-1.845976-1.747397-1.634009-1.404892
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_lag" } }, "metadata": {}, "execution_count": 26 } ], "source": [ "df_lag = df_lag.set_index('time')\n", "df_lag.head()" ], "id": "GWy2_UKUfm6-" }, { "cell_type": "markdown", "source": [ "To select the appropriate lag, we examined ACF and PACF plots for statistically significant autocorrelations and reviewed scatter plots to assess the relationship. Based on this analysis, we selected a 12-month lag (t-12) as an additional predictor in the model." ], "metadata": { "id": "05VHxPuZV7YO" }, "id": "05VHxPuZV7YO" }, { "cell_type": "code", "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 4))\n", "\n", "# Autocorrelation plot\n", "plot_acf(df_lag['tot'], lags=50, alpha=0.05, ax=ax1)\n", "ax1.set_title('Autocorrelation Plot (ACF)')\n", "ax1.set_xlabel('Lag')\n", "ax1.set_ylabel('Autocorrelation')\n", "ax1.set_ylim(-0.5, 1.05)\n", "\n", "# Partial autocorrelation plot\n", "plot_pacf(df_lag['tot'], lags=50, alpha=0.05, ax=ax2)\n", "ax2.set_title('Partial Autocorrelation Plot (PACF)')\n", "ax2.set_xlabel('Lag')\n", "ax2.set_ylabel('Partial Autocorrelation')\n", "ax2.set_ylim(-0.5, 1.05)\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 409 }, "id": "2fMkqmdHzxYX", "outputId": "2a61d28f-a628-42aa-fff2-54f337420f31" }, "id": "2fMkqmdHzxYX", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "OG8YzTd4xEpm", "outputId": "bbe58778-6401-4b23-c458-8b132d8df174" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# scatter plot of lags vs itself\n", "plot_lags(df_region_rf.tot, lags=[1,2,3, 4, 5, 6, 7, 8, 9, 10, 11, 12])\n", "plt.show()" ], "id": "OG8YzTd4xEpm" }, { "cell_type": "markdown", "metadata": { "id": "T6I6evIR2Avz" }, "source": [ "We observed the most significant correlation for lags 1 and 12." ], "id": "T6I6evIR2Avz" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "s6inIrJtR7t8" }, "outputs": [], "source": [ "df_lag2 = df_lag.drop(['t-1', 't-2', 't-3', 't-4', 't-5', 't-6', 't-7', 't-8', 't-9', 't-10', 't-11'], axis=1)" ], "id": "s6inIrJtR7t8" }, { "cell_type": "markdown", "source": [ "We split the data into training and test sets to evaluate model performance on unseen observations, and, because this is time series data, we used a chronological split to preserve the temporal relationships." ], "metadata": { "id": "_PPMMudnW4j5" }, "id": "_PPMMudnW4j5" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TiCT_a29t0qY", "outputId": "d98af8d2-5963-4f95-ed20-3c1ec654b29e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X_train dataset dimension: (177, 11)\n", "y_train dataset dimension: (177, 1)\n", "\n", "X_test dataset dimension: (45, 11)\n", "y_test dataset dimension: (45, 1)\n" ] } ], "source": [ "# 80/20 train/test split\n", "train_ratio = 0.8\n", "split_index = int(train_ratio * len(df_lag2))\n", "\n", "train = df_lag2.iloc[:split_index]\n", "test = df_lag2.iloc[split_index:]\n", "\n", "# create target and features variables for train dataset\n", "features = list(set(list(train.columns))-set(['tot']))\n", "\n", "X_train_rf = train[features]\n", "y_train_rf = train[['tot']]\n", "\n", "print('X_train dataset dimension: ', X_train_rf.shape)\n", "print('y_train dataset dimension: ', y_train_rf.shape)\n", "\n", "X_test_rf = test[features]\n", "y_test_rf = test[['tot']]\n", "\n", "print('\\nX_test dataset dimension: ', X_test_rf.shape)\n", "print('y_test dataset dimension: ', y_test_rf.shape)" ], "id": "TiCT_a29t0qY" }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n", "sns.lineplot(x=y_train_rf.index, y=y_train_rf.tot, marker='o', markersize=5, label='y_train', ax=ax)\n", "sns.lineplot(x=y_test_rf.index, y=y_test_rf.tot, marker='o', markersize=5, label='y_test', ax=ax)\n", "ax.axvline(x=y_train_rf.tail(1).index[0], color = 'grey', linestyle='--')\n", "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", "ax.set(title='Natural Log of Total Chlorophyll - 80/20 Train/Test Split (SAF-PF Atlantic Region)')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 409 }, "id": "hJB-_t0rwzzB", "outputId": "83b07f0a-7007-4702-8ffa-a9fac2d3d379" }, "id": "hJB-_t0rwzzB", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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Fit Baseline Random Forest Model**" ], "id": "Fuo41rj6xpIx" }, { "cell_type": "markdown", "source": [ "Random Forest is an ensemble method that uses bagging (Bootstrap and Aggregating). Each tree in the forest is trained on a bootstrap sample of the training data, and results from all trees are averaged." ], "metadata": { "id": "l-LqHydJtRsw" }, "id": "l-LqHydJtRsw" }, { "cell_type": "markdown", "metadata": { "id": "fLbwCdtD95Mr" }, "source": [ "**Bagging** = Bootstrap & Aggregation \n", "\n", "**Bootstrap:** subset from the entire population (with resplacement). It helps to reduced/weaken muticollinearity and reduce varianc[link text](https://)e.\n", "\n", "**Aggregation:** Average results from all trees trained in parallel. " ], "id": "fLbwCdtD95Mr" }, { "cell_type": "code", "source": [ "# RF model (baseline)\n", "\n", "# to convert to 1d array to avoid warnings\n", "y_train_rf = np.ravel(y_train_rf)\n", "y_test_rf = np.ravel(y_test_rf)\n", "\n", "# fit the baseline model\n", "model_rf = RandomForestRegressor(n_estimators=1000, max_depth=15,\n", " min_samples_split=15, random_state=123)\n", "model_rf.fit(X_train_rf, y_train_rf)\n", "pred_train_rf= model_rf.predict(X_train_rf)\n", "\n", "print('Root Mean Squared Error (RMSE) - train: ', np.sqrt(mean_squared_error(y_train_rf,pred_train_rf)))\n", "print('Mean Absolute Error (MAE) - train:', mean_absolute_error(y_train_rf, pred_train_rf))\n", "print('R2 - train: ', r2_score(y_train_rf, pred_train_rf))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "uxsoYoHWtx9J", "outputId": "2c633386-0114-4877-e992-14df66eacb24" }, "id": "uxsoYoHWtx9J", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Root Mean Squared Error (RMSE) - train: 0.07995055672935177\n", "Mean Absolute Error (MAE) - train: 0.061909066869637104\n", "R2 - train: 0.9202377506648088\n" ] } ] }, { "cell_type": "code", "source": [ "pred_test_rf = model_rf.predict(X_test_rf)\n", "print('RMSE - test: ', np.sqrt(mean_squared_error(y_test_rf,pred_test_rf)))\n", "print('MAE - test:', mean_absolute_error(y_test_rf,pred_test_rf))\n", "print('R2 - test: ', r2_score(y_test_rf, pred_test_rf))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wXoHCrfF2yQL", "outputId": "14c10fb4-9832-4d88-c0d9-b69689a6a620" }, "id": "wXoHCrfF2yQL", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "RMSE - test: 0.11900239900659558\n", "MAE - test: 0.08767366625571694\n", "R2 - test: 0.8655292830761463\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "itwt99uamDZL" }, "source": [ "We clearly see overfitting here." ], "id": "itwt99uamDZL" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "c1e49943", "outputId": "00cfcad8-c47c-4760-9027-467d716b225f" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "plt.plot(X_test_rf.index, np.exp(y_test_rf), color = 'orange', label='Actual test')\n", "plt.plot(X_test_rf.index, np.exp(pred_test_rf), color = 'red', label='Out-of-sample Predictions')\n", "plt.title('SAF-PF Atlantic: Random Forest - Total Avg. Chlorophyll', fontsize=16)\n", "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", "plt.grid(False)\n", "plt.show()" ], "id": "c1e49943" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "trkfR1H_wv6b", "outputId": "44fa1151-ecd3-495b-ff1f-e30925e158a6" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", "# Plot fitted values on the training dataset\n", "plt.plot(X_train_rf.index, np.exp(y_train_rf), color='blue', label='Actual train', alpha=0.5)\n", "plt.plot(X_train_rf.index, np.exp(pred_train_rf), color='green', label='Fitted values', linestyle='--')\n", "\n", "# Plot continuous predictions on the actual test set\n", "plt.plot(X_test_rf.index, np.exp(y_test_rf), color='orange', label='Actual test')\n", "plt.plot(X_test_rf.index, np.exp(pred_test_rf), color='red', label='Out-of-sample Predictions')\n", "\n", "plt.title('SAF-PF Atlantic: Random Forest - Total Avg. Chlorophyll', fontsize=16)\n", "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", "plt.grid(False)\n", "plt.show()\n" ], "id": "trkfR1H_wv6b" }, { "cell_type": "markdown", "source": [ "We observed that the model captures the seasonality pattern." ], "metadata": { "id": "nM8AcWd9WKIy" }, "id": "nM8AcWd9WKIy" }, { "cell_type": "markdown", "metadata": { "id": "u2hDlnQTxJaQ" }, "source": [ "### **3. Random Forest Hyperparamters Tunning**\n", "\n" ], "id": "u2hDlnQTxJaQ" }, { "cell_type": "markdown", "source": [ "Even though your main goal is explanation of the main drivers, it’s very common pracrice to perform model hyperparameters tunning before doing feature importance. \n", "A well-tuned model captures more of the real signal, making interpretation more meaningful. \n", "The hyperparameter tuning was done to improve the model, so that importance measures reflect stronger patterns, not to optimize forecasting performance." ], "metadata": { "id": "fCXW7lGwYd69" }, "id": "fCXW7lGwYd69" }, { "cell_type": "markdown", "source": [ "We adopted a two-step hyperparameter tuning strategy: \n", "**1. TimeSeriesSplit with GridSearchCV** \n", "This keeps the chronological order and uses past data to predict the future. \n", "**2. Targeted manual adjustments around the suggested values**. \n", "Try small tweaks around suggested by grid serach values while comparing RMSE, MAE, and R² on the test set. This refinement allowed us to balance predictive accuracy with model stability and select the final parameters." ], "metadata": { "id": "GsIjrerGSRGY" }, "id": "GsIjrerGSRGY" }, { "cell_type": "code", "source": [ "tscv = TimeSeriesSplit(n_splits=5)\n", "\n", "param_grid = {\n", " 'n_estimators': [100, 200, 300, 400, 500, 600, 700, 800, 1000, 1200],\n", " 'max_depth': [None, 10, 20, 40, 50, 80, 90, 100, 110],\n", " 'min_samples_split': [5, 8, 10, 12],\n", " 'max_features': [2, 3, 5, 10],\n", " 'min_samples_leaf': [3, 4, 5, 8],\n", "}\n", "\n", "rf = RandomForestRegressor(random_state=123)\n", "\n", "grid_search = GridSearchCV(\n", " rf,\n", " param_grid,\n", " cv=tscv,\n", " scoring='neg_mean_squared_error',\n", " n_jobs=-1,\n", " verbose = 2)" ], "metadata": { "id": "E6xmdOf9fe85" }, "id": "E6xmdOf9fe85", "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# fit the grid search to the data\n", "grid_search.fit(X_train_rf, y_train_rf)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 181 }, "id": "lyjocqNbhHzk", "outputId": "2a01160c-f64a-4267-a305-11bb388ba25b" }, "id": "lyjocqNbhHzk", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Fitting 5 folds for each of 5760 candidates, totalling 28800 fits\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=5, test_size=None),\n", " estimator=RandomForestRegressor(random_state=123), n_jobs=-1,\n", " param_grid={'max_depth': [None, 10, 20, 40, 50, 80, 90, 100, 110],\n", " 'max_features': [2, 3, 5, 10],\n", " 'min_samples_leaf': [3, 4, 5, 8],\n", " 'min_samples_split': [5, 8, 10, 12],\n", " 'n_estimators': [100, 200, 300, 400, 500, 600, 700,\n", " 800, 1000, 1200]},\n", " scoring='neg_mean_squared_error', verbose=2)" ], "text/html": [ "
GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=5, test_size=None),\n",
              "             estimator=RandomForestRegressor(random_state=123), n_jobs=-1,\n",
              "             param_grid={'max_depth': [None, 10, 20, 40, 50, 80, 90, 100, 110],\n",
              "                         'max_features': [2, 3, 5, 10],\n",
              "                         'min_samples_leaf': [3, 4, 5, 8],\n",
              "                         'min_samples_split': [5, 8, 10, 12],\n",
              "                         'n_estimators': [100, 200, 300, 400, 500, 600, 700,\n",
              "                                          800, 1000, 1200]},\n",
              "             scoring='neg_mean_squared_error', verbose=2)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ] }, "metadata": {}, "execution_count": 154 } ] }, { "cell_type": "code", "source": [ "grid_search.best_params_" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jwa5QrPlBO2a", "outputId": "bec02ecc-dac3-4b03-b3bc-0185b14dbd99" }, "id": "jwa5QrPlBO2a", "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'max_depth': 10,\n", " 'max_features': 5,\n", " 'min_samples_leaf': 3,\n", " 'min_samples_split': 5,\n", " 'n_estimators': 200}" ] }, "metadata": {}, "execution_count": 35 } ] }, { "cell_type": "code", "source": [ "# RF model (improved)\n", "model_rf2 = RandomForestRegressor(n_estimators=250, max_depth=10, max_features=10,\n", " min_samples_leaf=3, min_samples_split=5, random_state=123)\n", "\n", "model_rf2.fit(X_train_rf, y_train_rf)\n", "pred_train_rf2= model_rf2.predict(X_train_rf)\n", "\n", "print('Root Mean Squared Error (RMSE) - train: ', np.sqrt(mean_squared_error(y_train_rf,pred_train_rf2)))\n", "print('Mean Absolute Error (MAE) - train:', mean_absolute_error(y_train_rf, pred_train_rf2))\n", "print('R2 - train: ', r2_score(y_train_rf, pred_train_rf2))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PWecM1H_gomr", "outputId": "ba8914d8-e917-4c2c-bcc1-f0c6aa507821" }, "id": "PWecM1H_gomr", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Root Mean Squared Error (RMSE) - train: 0.0635441229401449\n", "Mean Absolute Error (MAE) - train: 0.04784723718460135\n", "R2 - train: 0.9496145446447621\n" ] } ] }, { "cell_type": "code", "source": [ "n = X_train_rf.shape[0]\n", "p = X_train_rf.shape[1]\n", "adjusted_r2_train = 1 - (1 - r2_score(y_train_rf, pred_train_rf2)) * (n - 1) / (n - p - 1)\n", "print('Adjusted R² - train:', adjusted_r2_train)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "L-HhLTLgBb6K", "outputId": "6710db3b-ebc8-4893-d4f8-8d31a9dcbef5" }, "id": "L-HhLTLgBb6K", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Adjusted R² - train: 0.9462555142877462\n" ] } ] }, { "cell_type": "code", "source": [ "pred_test_rf2 = model_rf2.predict(X_test_rf)\n", "print('RMSE - test: ', np.sqrt(mean_squared_error(y_test_rf,pred_test_rf2)))\n", "print('MAE - test:', mean_absolute_error(y_test_rf,pred_test_rf2))\n", "print('R2 - test: ', r2_score(y_test_rf, pred_test_rf2))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VVk19sothmWw", "outputId": "1709ee6f-7ef8-4107-ba58-1ea365fd2ab0" }, "id": "VVk19sothmWw", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "RMSE - test: 0.1202956178758047\n", "MAE - test: 0.08973837007771072\n", "R2 - test: 0.8625907714086486\n" ] } ] }, { "cell_type": "code", "source": [ "n = X_test_rf.shape[0]\n", "p = X_test_rf.shape[1]\n", "adjusted_r2_test = 1 - (1 - r2_score(y_test_rf, pred_test_rf2)) * (n - 1) / (n - p - 1)\n", "print('Adjusted R² - test:', adjusted_r2_test)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "v52SNjxfhvqW", "outputId": "42bf0a18-1472-4768-b7e2-db31849e7328" }, "id": "v52SNjxfhvqW", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Adjusted R² - test: 0.8167876952115315\n" ] } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 390 }, "id": "tq-faiuWyIo1", "outputId": "ff01e5e2-eb4b-4a98-b7a6-483a42cd176d" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "plt.plot(test.index, y_test_rf, color = 'red', label='Actual')\n", "plt.plot(test.index, pred_test_rf2, color = 'blue', label='Out-of-sample Predictions')\n", "plt.title('Random Forest - Total Avg. Chlorophyll')\n", "plt.legend()\n", "plt.show()" ], "id": "tq-faiuWyIo1" }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", "# plot fitted values on the training dataset\n", "plt.plot(X_train_rf.index, np.exp(y_train_rf), color='blue', label='Actual train', alpha=0.5)\n", "plt.plot(X_train_rf.index, np.exp(pred_train_rf2), color='green', label='Fitted values', linestyle='--')\n", "\n", "# plot continuous predictions on the actual test set\n", "plt.plot(X_test_rf.index, np.exp(y_test_rf), color='orange', label='Actual test')\n", "plt.plot(X_test_rf.index, np.exp(pred_test_rf2), color='red', label='Predictions')\n", "\n", "plt.title('SAF-PF Atlantic: Random Forest - Total Avg. Chlorophyll', fontsize=16)\n", "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", "plt.grid(False)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "xC35JfX2rymP", "outputId": "427409c0-7081-4568-ff41-5d2f9b372401" }, "id": "xC35JfX2rymP", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# **IV. Drivers' Analysis**" ], "metadata": { "id": "EeRf66goXvX7" }, "id": "EeRf66goXvX7" }, { "cell_type": "markdown", "metadata": { "id": "p0Od14j90Kt-" }, "source": [ "### **1. Permutation Importance**" ], "id": "p0Od14j90Kt-" }, { "cell_type": "markdown", "source": [ "**Permutation importance** is a model-agnostic method for estimating the contribution of each feature to a model’s predictive performance. It works by randomly shuffling the values of one feature at a time and measuring the resulting decrease in model R² (coefficient of determination). A larger drop indicates that the feature is more important for the model. The results are averaged over multiple permutations (`n_iter=100` in our case).\n", "\n", "We applied permutation importance to the final tuned model to quantify the relative importance of each predictor for explaining chlorophyll level." ], "metadata": { "id": "zCBAZPGjvm-5" }, "id": "zCBAZPGjvm-5" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0tfCYlg0oPZq" }, "outputs": [], "source": [ "perm = PermutationImportance(model_rf2, cv = None, refit = False, n_iter = 100, random_state=123).fit(X_train_rf, y_train_rf)" ], "id": "0tfCYlg0oPZq" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "LSMA5dxphbUG" }, "outputs": [], "source": [ "df_fi = pd.DataFrame(dict(feature_names=X_train_rf.columns.tolist(),\n", " feat_imp=perm.feature_importances_,\n", " std=perm.feature_importances_std_,\n", " ))" ], "id": "LSMA5dxphbUG" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 383 }, "id": "LQRXcDnOY6kW", "outputId": "f15e9d95-433e-4be9-9d29-c33597fa99de" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " feature_names feat_imp std\n", "0 rno_mean 0.005614 0.000672\n", "1 t_mean 0.034889 0.004933\n", "2 h_mean 0.045341 0.005843\n", "3 t-12 0.412173 0.031276\n", "4 MEI 0.013373 0.001807\n", "5 irn_mean 0.025532 0.003403\n", "6 ice_mean 0.000457 0.000113\n", "7 SOI 0.005606 0.000719\n", "8 par 0.491520 0.049445\n", "9 AAO 0.005057 0.000651\n", "10 s_mean 0.019279 0.002104" ], "text/html": [ "\n", "
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feature_namesfeat_impstd
0rno_mean0.0056140.000672
1t_mean0.0348890.004933
2h_mean0.0453410.005843
3t-120.4121730.031276
4MEI0.0133730.001807
5irn_mean0.0255320.003403
6ice_mean0.0004570.000113
7SOI0.0056060.000719
8par0.4915200.049445
9AAO0.0050570.000651
10s_mean0.0192790.002104
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\n" }, "metadata": {} } ], "source": [ "# plot features importance\n", "fig, ax = plt.subplots( figsize=(10, 6))\n", "df_fi = df_fi.sort_values('feat_imp', ascending=True)\n", "fig.suptitle('SAF-PF Atlantic: RF - Permutation Importances', fontsize=15)\n", "ax.barh(df_fi.feature_names, df_fi.feat_imp)\n", "[ax.text(v, i, '{:.3f}'.format(100*v)) for i, v in enumerate(np.sort(perm.feature_importances_))]\n", "ax.set_xlabel('feature importance', fontsize=13)\n", "ax.set_ylabel('feature', fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ], "id": "hIWEANM31t9x" }, { "cell_type": "markdown", "source": [ "We included a **lagged chlorophyll variable (t-12)** so the model could learn seasonal pattern in the time series. We use this feature only to capture temporal structure and do not interpret it as an environmental driver like the other predictors." ], "metadata": { "id": "E3O9GYM5w9in" }, "id": "E3O9GYM5w9in" }, { "cell_type": "markdown", "metadata": { "id": "lUa6P_3kIWPN" }, "source": [ "#### **1.1 Key Drivers vs. Chlorophyll Plots**" ], "id": "lUa6P_3kIWPN" }, { "cell_type": "markdown", "source": [ "Plots of the top three variables to visually illustrate how their dynamics align with chlorophyll concentrations over time to highlight temporal patterns, correlations." ], "metadata": { "id": "JQcijK3W49aJ" }, "id": "JQcijK3W49aJ" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 427 }, "id": "DXqNdFOeHHxy", "outputId": "95f2067c-d91c-45e5-c62c-5efd240061ce" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(15, 4))\n", "palette = sns.color_palette('bright', 4)\n", "\n", "sns.lineplot(x=X_test_rf.index, y=X_test_rf.par, label='PAR',\n", " lw=1, marker='o', markersize=4, alpha=0.6, markeredgecolor=None, color=palette[0], ax=ax1)\n", "\n", "ax2 = ax1.twinx()\n", "sns.lineplot(x=X_test_rf.index, y=np.exp(y_test_rf), label='Chlorophyll',\n", " lw=1, marker='o', markersize=4, alpha=0.6, markeredgecolor=None, color=palette[1], ax=ax2)\n", "\n", "fig.suptitle('Average PAR & Chlorophyll for SAF-PF Atlantic Region', fontsize=16)\n", "lines, labels = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax2.legend(lines + lines2, labels + labels2, loc='upper right')\n", "ax1.legend().set_visible(False)\n", "\n", "plt.show()\n" ], "id": "DXqNdFOeHHxy" }, { "cell_type": "code", "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(15, 4))\n", "palette = sns.color_palette('bright', 4)\n", "\n", "sns.lineplot(x=X_test_rf.index, y=X_test_rf.t_mean, label='Temperature',\n", " lw=1, marker='o', markersize=4, alpha=0.6, markeredgecolor=None, color=palette[0], ax=ax1)\n", "\n", "ax2 = ax1.twinx()\n", "sns.lineplot(x=X_test_rf.index, y=np.exp(y_test_rf), label='Chlorophyll',\n", " lw=1, marker='o', markersize=4, alpha=0.6, markeredgecolor=None, color=palette[1], ax=ax2)\n", "\n", "fig.suptitle('Average Temperature & Chlorophyll for SAF-PF Atlantic Region', fontsize=16)\n", "lines, labels = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax2.legend(lines + lines2, labels + labels2, loc='upper right')\n", "ax1.legend().set_visible(False)\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 427 }, "id": "kIEWQXrC4J39", "outputId": "7ce5ce36-42ed-4b0e-f2d7-a0c46bb265f5" }, "id": "kIEWQXrC4J39", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(15, 4))\n", "palette = sns.color_palette('bright', 4)\n", "\n", "sns.lineplot(x=X_test_rf.index, y=X_test_rf.h_mean, label='Mixed Layer Depth',\n", " lw=1, marker='o', markersize=4, alpha=0.6, markeredgecolor=None, color=palette[0], ax=ax1)\n", "\n", "ax2 = ax1.twinx()\n", "sns.lineplot(x=X_test_rf.index, y=np.exp(y_test_rf), label='Chlorophyll',\n", " lw=1, marker='o', markersize=4, alpha=0.6, markeredgecolor=None, color=palette[1], ax=ax2)\n", "\n", "fig.suptitle('Average Mixed Layer Depth & Chlorophyll for SAF-PF Atlantic Region', fontsize=16)\n", "lines, labels = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax2.legend(lines + lines2, labels + labels2, loc='upper right')\n", "ax1.legend().set_visible(False)\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 427 }, "id": "aclVNURu4mhx", "outputId": "2529df3a-c5c7-4130-f0c7-e4d0d429d9af" }, "id": "aclVNURu4mhx", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": { "id": "aYoRWNYTAe4T" }, "source": [ "### **2. SHAP**" ], "id": "aYoRWNYTAe4T" }, { "cell_type": "markdown", "source": [ "**SHAP (SHapley Additive exPlanations)** is a model-agnostic method for interpreting machine learning predictions based on cooperative game theory. It assigns each feature a contribution value for every prediction, indicating how much it increases or decreases the predicted value relative to the expected output. \n", "\n", "We used SHAP because it complements permutataion importance, by providing local explanations for individual predictions, while also allowing aggregation to assess global feature importance. \n", "\n", "Compared to permutation importance, SHAP can better account for feature interactions and correlations, giving a more nuanced view of drivers." ], "metadata": { "id": "VdUFpy2U6LJF" }, "id": "VdUFpy2U6LJF" }, { "cell_type": "markdown", "source": [ "#### **2.1 Global View**" ], "metadata": { "id": "1Daug01rqEuU" }, "id": "1Daug01rqEuU" }, { "cell_type": "markdown", "source": [ "##### **2.1.1 Beeswarm SHAP Summary Plot**" ], "metadata": { "id": "1RgDc54gd7zt" }, "id": "1RgDc54gd7zt" }, { "cell_type": "markdown", "source": [ "The SHAP summary plot combines both **global** feature importance and **local** effects in a single visualization. It shows: \n", "\n", "*Feature ranking:* which variables have the largest overall impact on model predictions. Here, par, t_mean, and h_mean are the top strongest drivers.\n", "\n", "*Directionality:* whether high or low values of a feature push predictions up or down. High values, in red, increase predictions. Low values, in blue, decrease them (e.g., high par values increase predictions, while low ones decrease them). \n", "\n", "*Distribution of effects:* how each feature behaves across all observations in the test set." ], "metadata": { "id": "KquWg3uOdm7L" }, "id": "KquWg3uOdm7L" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 621 }, "id": "mgvnrwUmAj2h", "outputId": "49390c57-4a3a-42f2-b00c-6ae3aa8b78d3" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "
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\n" }, "metadata": {} } ], "source": [ "shap.initjs()\n", "\n", "# explain predictions using SHAP\n", "explainer = shap.TreeExplainer(model_rf2)\n", "shap_values = explainer.shap_values(X_test_rf)\n", "shap.summary_plot(shap_values, X_test_rf)\n" ], "id": "mgvnrwUmAj2h" }, { "cell_type": "markdown", "source": [ "##### **2.1.2 Bar-Type SHAP Summary Plot**" ], "metadata": { "id": "ia6AxurZjTq1" }, "id": "ia6AxurZjTq1" }, { "cell_type": "markdown", "source": [ "The SHAP variable importance bar plot provides a **global** ranking of drivers by their average contribution to model predictions. \n", "Unlike permutation importance, which only measures the drop in model accuracy when a feature is shuffled, SHAP quantifies how much each variable contributes on average across all samples." ], "metadata": { "id": "extFqbNzjPR2" }, "id": "extFqbNzjPR2" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 612 }, "id": "9ssFm5QTwLRS", "outputId": "485c9782-59bf-4d42-cd64-967906cf3bdb" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Variable Importance Plot - Global Interpretation\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "print('Variable Importance Plot - Global Interpretation')\n", "figure = plt.figure()\n", "shap.summary_plot(shap_values, X_test_rf, plot_type='bar')" ], "id": "9ssFm5QTwLRS" }, { "cell_type": "code", "source": [ "feature_names = X_test_rf.columns\n", "\n", "\n", "rf_resultX = pd.DataFrame(shap_values, columns = feature_names)\n", "\n", "vals = np.abs(rf_resultX.values).mean(0)\n", "\n", "shap_importance = pd.DataFrame(list(zip(feature_names, vals)),\n", " columns=['col_name','feature_importance_vals'])\n", "shap_importance.sort_values(by=['feature_importance_vals'],\n", " ascending=False, inplace=True)\n", "shap_importance" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 383 }, "id": "3eHDyilkVLcL", "outputId": "423e2501-3e76-4fd2-ebe2-39622b5cb5ed" }, "id": "3eHDyilkVLcL", "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " col_name feature_importance_vals\n", "8 par 0.118567\n", "3 t-12 0.095283\n", "1 t_mean 0.023435\n", "2 h_mean 0.023186\n", "5 irn_mean 0.011206\n", "10 s_mean 0.007059\n", "4 MEI 0.004629\n", "9 AAO 0.001964\n", "0 rno_mean 0.001927\n", "7 SOI 0.001581\n", "6 ice_mean 0.000578" ], "text/html": [ "\n", "
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col_namefeature_importance_vals
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "shap_importance", "summary": "{\n \"name\": \"shap_importance\",\n \"rows\": 11,\n \"fields\": [\n {\n \"column\": \"col_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 11,\n \"samples\": [\n \"s_mean\",\n \"par\",\n \"SOI\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"feature_importance_vals\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.04100773452080419,\n \"min\": 0.0005784580443954222,\n \"max\": 0.11856722983721973,\n \"num_unique_values\": 11,\n \"samples\": [\n 0.007058520901034946,\n 0.11856722983721973,\n 0.0015812926696420454\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 171 } ] }, { "cell_type": "markdown", "source": [ "#### **2.2 Local Views**" ], "metadata": { "id": "zqt36T8kmtwe" }, "id": "zqt36T8kmtwe" }, { "cell_type": "markdown", "source": [ "To move beyond global feature importance, we used SHAP local interpretability tools to analyze the drivers of chlorophyll dynamics at the monthly level. The force and waterfall plots show how each feature contributes to a single month’s prediction relative to the model’s baseline (the expectedpredicted value). This allows us to answer the question: Why did the model predict a higher (or lower) value in this specific period? \n", "\n", "Local approach is useful in identifying seasonal or event-driven effects at the monthly scale, which may not be evident in global averages." ], "metadata": { "id": "rsVVVK3YnbnN" }, "id": "rsVVVK3YnbnN" }, { "cell_type": "markdown", "source": [ "##### **2.2.1 Force Plot**" ], "metadata": { "id": "1o_zwr8lqkp4" }, "id": "1o_zwr8lqkp4" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 192 }, "id": "oe1UY0MEN4Da", "outputId": "31293842-a788-4a9b-dfad-916862e9ddf9" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [ "" ], "text/html": [ "\n", "
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\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ] }, "metadata": {}, "execution_count": 145 } ], "source": [ "# Force plot\n", "# shows how a feature pushes a single prediction above or below the baseline\n", "shap.initjs()\n", "shap.force_plot(explainer.expected_value, shap_values[0], feature_names=X_test_rf.columns)" ], "id": "oe1UY0MEN4Da" }, { "cell_type": "markdown", "source": [ "##### **2.2.2 Waterfall Plot**" ], "metadata": { "id": "DkaqQhF1qwl-" }, "id": "DkaqQhF1qwl-" }, { "cell_type": "markdown", "source": [ "Waterfall plot is a clearer way to show the same information as the force plot, but in a more interpretable stacked bar chart format. \n", "It helps explain the exact breakdown of feature contributions for a single prediction." ], "metadata": { "id": "LTaddu61pD8E" }, "id": "LTaddu61pD8E" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "XxkxiYfg5tw3" }, "outputs": [], "source": [ "explainer2 = shap.Explainer(model_rf2)\n", "shap_values = explainer2(X_test_rf)" ], "id": "XxkxiYfg5tw3" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 616 }, "id": "Zkkkw0vF5Zb1", "outputId": "541e8a23-df41-465e-9825-cb33ae269f8a" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "shap.plots.waterfall(shap_values[44])" ], "id": "Zkkkw0vF5Zb1" }, { "cell_type": "markdown", "source": [ "To better capture the dynamics of feature importance at the monthly level, we generated SHAP waterfall plots for each months in the test period.\n", "\n", "We then combined these individual plots into a GIF animation, creating a continuous view of how the factors change over time." ], "metadata": { "id": "Yk3FRFkBu9Va" }, "id": "Yk3FRFkBu9Va" }, { "cell_type": "code", "source": [ "# create a folder to save PNG files\n", "drive_path = '/content/drive/My Drive/'\n", "output_folder = os.path.join(drive_path, 'waterfall_plots')\n", "if not os.path.exists(output_folder):\n", " os.makedirs(output_folder)\n", "\n", "# ensure shap_values is from the new Explainer\n", "explainer = shap.Explainer(model_rf2, X_train_rf)\n", "shap_values = explainer(X_test_rf)\n", "\n", "# loop through rows (e.g., months)\n", "for row in range(45):\n", " # generate waterfall plot for the corresponding row\n", " fig = plt.figure()\n", " shap.plots.waterfall(shap_values[row], max_display=10, show=False)\n", "\n", " # save the plot as a PNG file\n", " plt.savefig(os.path.join(output_folder, f'saf_pf_atl_waterfall_plot_{row}.png'))\n", " plt.close(fig)\n", "\n", "# combine PNG files into a GIF animation\n", "images = []\n", "for filename in sorted(os.listdir(output_folder)):\n", " if filename.endswith('.png'):\n", " images.append(imageio.imread(os.path.join(output_folder, filename)))\n", "\n", "# save the GIF animation to Google Drive\n", "output_gif = os.path.join(drive_path, 'waterfall_animation.gif')\n", "imageio.mimsave(output_gif, images, duration=4.0)" ], "metadata": { "id": "0M8-DD2MyNPS" }, "id": "0M8-DD2MyNPS", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Together with the global SHAP summary plots, this monthly-level breakdown provides a richer understanding of the top drivers and their fluctuations over time." ], "metadata": { "id": "qL8CB13Nv3wn" }, "id": "qL8CB13Nv3wn" }, { "cell_type": "code", "source": [ "# display the GIF animation\n", "display(Image(filename='/content/drive/My Drive/waterfall_animation.gif'))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 667 }, "id": "o7U6xguUwmKV", "outputId": "624e7415-747a-4263-cf61-f23fe1974266" }, "id": "o7U6xguUwmKV", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/gif": 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84Vte4soBqJK3KEEQE2Y/iII+pDVCxqbV0QFtTH0CEvAACjCgjXYij//XP/aCopfEgwMJoQ9LndiBBBwD6vcI3g2jtYkPn/jH53pySAMaR2o2s9NjIQfnENWHMwLxZsJREG00GFJmM/nEdiABUwNxRAaxRItFHBZAQvHXEfNHefZXf8VHf/k3dftHV3RySWmRWZpCEALoewmhV3tVTuiDTWBmOIQRSibYHDe3MQtXPeiEA3xkELdEEIIkEGVzNxvIEcCHXyLogSBYIyOIfCVIJmoBLmfyKcYBHn7lggixZHdFARTwZDV3ZZTnHRL1H6+nEWEHgSAhSwQRhAUxhPRjPwIxAbPUTlyIEEvohHxofH0YhWaHHPzXeTkxI94xAKaCE5U0PYkIZIr/YjYFyB9ZdIBgNok4hEbmgXYOs3ZYxxAdSBh3k0dvCAAYIITuQ4SJgTyXk4QPoXMBAHfewYRMGILFh1+zCIj2phz8pyiIwinNZRiDEhZsURNpol/zUYYOJQBogUEacmZmMwDZBx8kxVWW4lVhNVbXaCkOQo1XRVbUaI1ZhY3hWI1YxY3T6I3nmI3g+I3liI7iSBQP2IkLoVItVY9qI4ECQYGL1zsXiAPEQ2ERIGEBKRGuqE4d9kC0SCNBBlShgRgN6YcDhZBANZERiT4HSZEXaT4ZuZHgtpFktY4f2Y7qKJLkKCPfAWLF8R+EcUCjoRMD2BCRGBqJck1k+DXRIQCu/5eGEBF4bPgR6CcQrAgc7HdCjJckpaYRwNeEtAiRf3iLuEhvupiDQgFfpfJZOaQozgcSMakTMUiTOKCSbRMdO4EeO6gxSNSTHUF7/mh7AjFbc5h7h2SEGDCXGCACpAiLG5GUCeWUSrmXT/iU+JZ8mJUWUjmVAWVcClkQjXhckuRcyngYpEEaxCgae4FlD3R6w4UemugwTYeWHUF4wDMQDVZ74aV4BhGUGdGBlfeBSvlDSwmY9RaVBEAUQxEgKqmFLYkm1WGM8YGMZNQXgEM3lTkmN0kBL+kyOnN1JuF2CoaXo9mWqTN3B4GaEpGU+FFue3edsDlwUTlNO0EoWYkUyP+0RcioEQbwRmAohuajAKBUEQ8ASoVxehIAhvS5mcZ2AJ0pjwC3nbDZnWRyFMeUmIDieY0JehIBAW0kADJoPna1Vxi1kA6KA10pfhX3bp7JGp/In333K8fZIfbJMD0Rj+SRoRpKdhyahwVSlrKGAzypn2NXooB4ojrZFGbBUxeaGtYJoybqKx2KIB/6MAKxhi6aGiSqo1G3dDpzlkM6GUVqpEincjfTFfnJHDnqpEdqcxU6ED0Ic1Z6fEgaM4AhosrRpF1Kc196My3KpWVadjN6L61mo0sKGVW6pj33dzbTaiJgfsgxp3Q6c2faMrimpMlhO336pI0zfm16ED86ICj/mqgEtKjp0ag/A6nHpqIhIqk+Q6nGZqkggqk9w6mJqqnm4ak8A6ptKqrlQao7g6qO2qp1warsVW8FWqgmdx+uSjn2pp6FEXuu2Ku++qu+WpQa6kN2mqj2NqsAAKzKuqzA+m0wahCqqjOwClkFx0TMeq3Y6qwlykiI+mq5miRXh63i2qvaOqxIcquN862F0QHj2q6/Wq7meiF/+nr21j0AoKTumq/wyp/nenatWq+Fkaf5OrCts6/8Kq9Y6qjqSooE27AGu53lA6UKW29i2KIN264PC7HAMa9UJ3DxeLHjmrH9ST3T2k/HShjhCrLZWqYbi649swCsgwEqlBCyE5B1/xc7F8ABASmz4vZk+amy4iqyswitUteyh9Ot/aSzFVABGRABM3sQEeBLFKZxMLsAHcC0AWCX4DYY+Aq01yqyrLmj0Yoc0FEsJes08qNpKoUQ+jMQeZpg5YpT4iawXoux4eaXTLl1UbIXSPsqfWtFGoBnbQu1W5YB8kYYgRtuBwCndfu1UOmlY+safOuyqmK4BMGuT0sQAXCHApG46NNL4VZ+jWu3Myh5WbSjUjJ6o4EZ0mEREqEAuZFGBnEAt9G6DdhoEbAAixUAR8mivEsQTIQ+44U84Paxo7usBiuLYVu0OiIBOOBKYcgQKDYbWUJarqtZFqEZuWF6EEABqiskXf9FMZcWALrrtr9bEONVasFrPlErbsdLun/YmvlHHqkHNAgxuQ7RukGiglg1EJXRXBtluw41EFpRKcxhqlNDt+Tqj+UbpOdLEOkLvAFgPjr7sD/7vsqavPGbt4Z6wLzZMfjbEJWSJxXREwW8X+wxUERhHX0xE99bktnYjTEMVuP4jeYYvu64VCTJjjkswzVMwzcMwz+MwzNMxEMsxEEsVD0cGBXQAU7cxE/sOZZLG5hbVeR7GInbPbMDr91jvBj8rhhJf/ZKJgj5kGFskRJZkWo8xmncYSG5xEacxOkoxB8RwgwRR7bBIqNnJwRAJD+CVTURfsxxtksTuAQxuBVYuJL/8z6pE24W+8VgLHB8aaY6YscPEcgsIshFQRCaDBhogcm3y2hpq6UoBUX5qE95+kuHFAAJNm6cCMm++rB4i4v0qxAQY8kOAcobVcBlRb15gSmfPMCUWxdKy7ROq6V4FrVL276EsVsckIHQHG4yAMvIK8lsqoMfnBmAkhG6zCA94QCe3BP7sSCeTBPC3Bx/y0gw+4qZO5ADITsBoFKfwavctbVdS80Fq253u6GR2xqlkZ4Q0c3h230QkBtE0X3hV85/rMnKQchWdG8XjM+lA7YjyyOa8cIFIdBC/EmGMhBpZMfBzNDJkc6R9q0SHctr6lbDfDbf6sX4TNFPabSB49Aw/wSwjyzRME3LKi0lKjKTt0LTBASwDHvS/pbTUYiwj0LSVYLAhqauQnrSRj2CSB0lTP0oVb1nC3vPsBzVXjrVewPU1DNwEb3VVgpDYI07J1sYKUvWThqxK83SFPsZLv3FXL2hbn20/yqrn3HTkFzX1+zVdXPWm1NwjMvWz2pFSs1oCys6RG1IOgqtbw3X9KaroEjUfq11xOqveT1vbGyHS/vZoB3aoj3apB3aMmCkmX04gj3YjbHanXbVWN0YsO2os91m/cwStX2qrnrbK+Hal+bbh8PbKgHckV3cxu0Uia3YjZHct0rcezM9JBhZdFeP1F3d1l2PJ3RszB1o0A1xJf/BIWPdsHh53KkmhSqx1hdreLnm3HUTRN5NEj7y1ECr3rXG3m7j3von3bn1vvT9arktZsSxcSVhHXwNsuOda//tZQFu3iJhHfRct/2davbN0qf73votEF8c4aM24WADGpd34db6vgdO3or94cuZ4ciW4FXmmgJOEkoh3xCObBzONSzO4CFhFq/cuBreadstNPmmOfn2KQUHs0CorQZRs2tLhBjAOn5mEDVR4EA74iTeMzN4HzZooEQrcMXctM5agVKLU5obAbPT5HQHyzt+aT1O5RRiTmvu4bE4IQRHQo0sz0+CyG8rmhhO5ptMzWceaTMeMVDI5gtOtONDcJ5LGLr/20NJ3palWBABoOd0EuIoXqmMFOjpE+iEDucDZ7ifETff5uiciwOG7OiQ7hPoXbdSbiu069EPUSmihRsZnRviRBMiPR1T3hKWnuXl092FPnC5+xlyXiMRPBBMZBCPrhDhHeO8ctBa0QC1XhAVARs4gBVYEX5m0b0ibSfuCe0CXB5/7jC5Hle7nukVxJ2Lc0KpA8EPjAPFTuoKodU6HilprhDblBUQ8hDW0boz4ccNfd/6vODdPegzpOnklt0IwTu/XhjBThzDLhDtrrmlDuWoLikf3DQrx++XUhOBPB810e3x0RDdzlQgiVQjr8NwvFRy/I45XPI+nPJPtfI7/MZF/4zEJ8/yQFzz5djG3hPoUBVUaDJr3rNVOq+RUHy1Tmz0oJg3iOHp2YPhDTwAhtxyx85Up67sJ6/EM2/zcYzzMK+VefHsBkEdIR81GE0QIZ8cKl4zmO5DAj/uBI9vhx6Xiq7Ixl7qODDXVs8rDlL20L4QGC8Q1B4kL3z2yPHtDROcHp74luj25S5wC28/N2vKd4/Km1v3CiG6Zi7vHiGWK0f4+05S/rsQhH8c884zVa6bFQ7wWD7J6bblTqvWyfzlamYBFcBEGLC0XIH3UU7x2SyOgI8pIK8QFeEj8WLEZn/rKnHluw5Ep5/lA0fkHKCt7lyHs7PoAvHKBo++fN4rWv+xFxSAFaOPEKNvFrchyIFfGeEf/q1R+gDO+pIM3ziQ4/Gu90RSthER/gQgyA9gFgMA9gah/gCBQ+BAggUNHkSYUOFChjgONIQYUeJEihUtXsSYUeNGjh0hAsABQORIkiVNnkTpceBDCwFcvoQZU+ZMmgEyqMSZU+dOnj19/ixIAOhQokWNHkXaESRKpk2Z5hwgMEJNqlVlckiaVetWrl29fgUbVuzYhSBDOkXrFKrAClbdVr1JVu5PAnXt2p2b9+JDvX39/vVrNu3glDj54nibeGZcwI0rRnUcueFhyZUtX1Zp9ixhzpo9Hl6gWLRLrJhNQ4R8um9q1a1dvy7YuXP/zwmjRTOGnVv3WNa7ff+W61k24ZxCB2KwnRg3cObNf1J2Hl06UeHD0+ak3DK52+XTvX+nCB38ePIXq1tXi9P4wKnbq5YuH1/+fPr1KaJP37Ote6rd7f9nbj0AByzPs83wOwk7g/jrj0AHfxPvQQmZM/BABElSsKDQGFxsQg9bE/BDEXOr8MIEceoNhwkiYLFFF1+EMUYXKxixRhtvxPGvCgGLMEcfv+rxRyHH2/GvIIdE0qgjk2QSuCL9SrFJKX+KckorSbSsyiu37EhLLr+07Mm+lgSzTInINDPNvMTUC0013zTITTjnpLNOO+/E06gdZcsqRIEmADRQQQcltFBA//MU0U9EF9XTIOuSEg85DmFagFEJ5bQ0U6UcHS6pEGubFCb/NJ1PUVJP7Qk9rzYM1aVRUYU1ViYNVBUp6FqFCQNZ6cN0V18ROq9TWwnaD9cAdP21vF6TZTYkgvBLirX2jH21Wea8tDZbgTRDMNqBtDPWJm29w3bcZrmFdliBJA0XWXOdW/ZdVNGt9Si+QA33WHnh3bdfC4XNitVwq/W3YIMlE6xbpIzL9yV3D4bNVIhxLEmhip/F0OJ/AcZhgakwmEChCTBgUYOCKiA5gAsWeqjYfB92bqSEGhCA1HgnHvDEg0zCWGaNTRyIgwgqqCCDCEJGKIIMiI4APsQiQG5lhf+EmjZfgnXz+SCaSZUYZxGzFglYegdKmCETzWrJAvZMPii0gUQIoIOBXBBIZYbAbfhq77b2uu/vwia7SMC3LZHNs83SIAKC3D4oArYFygBmxKRO6AAOGnb4P74zvdnv+QbfbOfqOC3rbMgf7iAApAsKgMaBEl+QcoRewDzz6Xw+qQEcBtjaAQUYIkAACAxwAIcEKMCBAAlqboA1AnQ3vvmBCHigeIEg0Ax5BBhIwHjko+vc8/hAzzrw0WMz3HQcIqj02wDULqg2+AW6IIDYF9Kgdle9w90k3R2QAAMgUDNsBa94EMBB8SiQAN01cHrdewAFHiCABEAGAQl4gEAkgAP/6OEAeQ5IAAK79zvnlEt8OTsPp86HsdIBDTHtEwjc5jcQ+RGkfvdTiP725xsD9NCHPzQA4TyjuwwKJIgMWEjwkieQAdQMiRrcHRTXowDhIUR3xvmgWYLXwWud8D9oOUvPVMhC9FmMMyJIiOrWB0McpM0gNRzIDVknO4O4DHOSe80A9LhHPkKmfLo7TBOLmJAtEqR7mkHiQ5rYPD4mwAEG0iPyguhBSg7EkWKqUmo0OZBNHqSTUWQiJxHySVKuhCClDGUqDYJKULayIKz85CtFqcpYnnKWrazlLWE5Sl320pO+xCUvaQlMWQ7TmKsEZi6PSUqUDMAszgylSD45OGeC/0STYYslSaoJgG12EwAd6ADRwClOuQ0gcqBMHdJSUxvXCSRxm1RZKe3YMAywspjBPOY9d/nLfDakf0N01kAEwMWDBA+BAwFh9nCAAByQ0CAJMAsEukeQ72mPIAnllxdHRD7BrTBwLbyQOxU3EMYZxHEEOeccF6JDcd0OcH8MqEAGmsQqIhSiA7Ho7wjaUIFksAEUYCgCK7rQi95Uo0c12+CUii7zkc6MLnSjVB53KIGUFG7tHIjdFMKuO/4GiF8VIkF055mZTq2mAsGoQCzaxA0iRACPHAgSh8pQm7LJNV1D6hd5RrielU9nKgypQIRGNKOtjkUEURrTcGOBCtQPA/9ESwjt9IdH1/TRsmEdyFgJUlZCnjWBRqUkXTfo0FS+9Zndm2tR7dqa8OWVfxnjq/lAt7GOurCqU+HA6tY30j8h56QEuVxM0FjQ4HbVpQkDKFl3GhTPpjW0AiFA93THgAeEUCC6kwAFJKpAtRK1rs7Bq2vppD6k4M1qr0WuWGOKA84ixKCqxal3d1fdgTzgMEUMIUNT+13x9jcpSwmsvdZXO8r6lyytNfCsaDubYc0TVwVOcFgQHOEhIbdeRoFM7fRGn7t0eLVIMiGFuWThRyEFMgKjlohqdpDvgSnEIr4SvUosYBUZ10N0NUh4kzRhGOdIxhwrymGKaywI93grPDb/so8UphXztmrDSYay14LFp4Uh9mVRDouOsZykKTOYxmy58pa9gmQxS4hWMzZKiMJc5q1omc2zQrNWUDypJ7/ZzucCLGcgFb923TkrZPazfQpH5S8HzViPC3SQEy2lPREaw2+0QKQlPWlKV9rSkQb0ohvyYk2b6cOSyXSnFcJpUX/p05Ehdan3ouo8ndoxqWZ1eGJ9J1c3JtSzxnWrd3PrXLs5178GNkN4HWwH1RowviY28JKt5KbsLC8fCEG0pT3taZ/gIMNedrY9lJ9n5WUDBQB3uMU97hQhW9sFPbeNwNiYb4/b3eEeQbpVgm15k4jb2/L2u/WtgjjV2yKw9jd4/67T7bm0W9/u/kBB6B1whgt83WTL98HdDYJ7NnwyFn/QYAguF4NLXNwesCXGLy5yFD58vWPpuMfBXQKCLJzkL8fawPFdcJW7OzUuLzXAYf4b4vgl5TWP986FLfT69PzkYvm5yvkNXaKju+ny0fPRJbJXscHWQgdJuspRIJDwDaAEKSiACVagEA+0oAAp2ABrRtACFRTA2k+Hu1eibmzZlq+vfrX6QLLucYov8SIgKMAISBCCAoDckykIAQlGgHiCFEAFZn87lM0dd9h4OaljDJ3o0otvuwtk7x4fO0RAsAGDoKAAW98d2hFSggJA5gMFIMFAQD4At2MZ55QPjp5XO//bMH5UdGRsqkE+L3GWo2n0wl+6QFiPEBWQfiAhMMErax9lneP+NLPZfeHEiD6PZr4gw5f4AIzvfIKEoAUEIUHhVxl4gmwgBdKPvPXlPxQgi82pmN1+bIP//ZrrewQmPL6CKACWG4jXS7iCWIECgAGCOIECgL+dAADd4R3oQqADwK9J2paDwgEJIBOQaAAEsB4EmsANFJABGKQGWI8BgADrwYFBIioKaDENbI7bmz+wqL+6uxiOGrT887726793UwEt4aPR4yOBGECCeD3UI4gEVEIcaEDWoL34y4z/uR4VTKAD6h7j8IyDIi1n66kEQqsNyiAWhIwIQiABMI4DEAD/F2wrojogBuCujKrB6LjBBZMZHcQ8/cM/H/xBd7MBhHi9gwO5IyzAAjjAJVRABnTAU5q+nIhADiIIBGrD3ykihmrDh2BBYBEIEjKLIgKADHqIT3SI6YFER0EgEqIrPwLDURMmfHJFfUqmVtwnV5rFTIpFVYLFZZLFW0QmXcTFkHNFZQpGYgLGWczFYeQnZHSlYuTFY7QnZvTFXlRGW2SikfAmaUqQTuIma+RG/esmUZImTpqtbaQl8JM4E/gkD/iAdYS2FlhHFDhA8wul9DtEyKC9oNsd92slGqg9YXzG2NAd0kIgHAOJDRLFw3gmjWFBANigwwiiICrIPmrDUxoA/4Z6oqAim+WJjuqbQ4RxtITgPY6yP9/bPz7sQ3FrwoQIwPZLPhxYvoNQveeLPkaUQo94xIKoQIgrHoY0iFPUmA66yYHQr2V0lCeKRIEYym1ZLt+gwY7kijosI+7Dv6XavJLUu5MUNxXQsZUcCNNDvQGISRzwAMNzydYTiNeLPZqEwJ1CoPUAiZ2cyOvhKZAsxZAgqKE0Fbp6IgoIIuQ5qKS0S+mYPKesDKgEvrtbKhzsMtAxR/8bv4MAPMEjPLJUgeQDy8RbvBAgCBgYgQY0gRH4P5wIyoFoS50MCVCEOKLsNqC8S0p6S2DJRKL6y0oKTMIsGOzzp0azOh3EO6rDgf/GfLcB2EryO6WvKwAQCD2BqEyCKLuzSzuCALxxO0SlYEu/cxbrYagOwsSyqMvRfMHTxAEMjKZMBIADQkra9E7gGEzbdAzL4zisXLnmSM/SxDfr2cJN5E7WLIikHIDigR6fksvrcQDz/E6llI6mZE+kwE2ag0+QQ9CjmE/rfM0MHAgONJvubM0WAwAZbABO1ED7woHZ1NCl3I31TFAd6Tm6IwrgFLeZfNAThdHMSNGIO8kD5Mhze9EY/QmjU9GhYFFw08xffBDh7LC6uFERyVEdTRWNm7n3PMm0HMVtSwgZ5JIjVVKxYNImJYsfXUSuE5EuJMUysdIrtUGZ64sfJcD/GkxSMnVEM+1RoPhRsrTOuFtTNpXRe3vTn2DR82s5O/VTsjBTqQMLFp3OOYU7E/3TrzA5n/vBIO3IOk1UjVhUQf0K4IRSU8I9RI3Up2w2R6FRlbu2TRVVrbg3LR2LFQABE1DVVWXVVcVHYKTTUS1M14BUYqtVWb2PykrUMcXVosjTsODVpgvWXgWKXwWLWwU2ZCVWf6LVRFXWZYXWaB2vu0pUTZVWpeg8Ss2LFUhJL/3TZyXWi9m4xgC8brXWuDvXa5XUvKsMDwA3FlDXeNUTdjVWo2C9AoBXhXNWeSVVcTVVv4C3fvtWfs0K39RWsoCBcLtUIb3SYSXYiPireiWK/+jEV2m0U4d92Nz0V4kFCncNt3zt04HN2HmlOo79iRsQt4WNUj8F114tjMgYt1cd2Zld15IFDNMTN5ANUz9NV5rV2L0y2Z6gWHCT2ZW105bF1ac4WJDiPZzw2JTNMYzwOrATu/EJWiTpWZ9lWn+1iL/KiQYcN53diMgcPPXbNQVAAAPAsftDSgMAU44wAAlIAAF4qwcQEAJYQbrFIAGhIhLVWop5iuzDvGz1CLALW4FdCK4UCK9korDMDbVF27WNSujqobfViAkKIe1aHhxTgLkNIAagGQHg3PYCDqSV1Un9vcntPZ3A2ZhFXIVQ3N9syZf8DQSQ3MM0AAJwW8OgoP9XggwCcAABEM8LQsNNJF0I+dsdLdXUPUzC3QgTeDeVBUDiFAh5HIj0k1PdsF2QJAm0BYDd5V6e8U0AQIA1BBuRQKIHEA4GMF8A6NuNTF6fQF221UPnzYinPdyKU0nqxQFCPEtDBI7trToA0F1nAt8Bzg+RUMMEIID+GYDlUQClOoC5FQmdgt/45Yn5tcP6bdqNAFt3E1uj9V09IsI9MsI0xYEkbA2msN3aWqgDEIkDPggF+KofCsWXEokJqlsDSI3oEoBt2hbgLV4LlkMMbtNOzbMEwcOcMFx3U9keCUR9G0QUNsAVRgkB1rwDYKgYtlwmsqwiDJ2SoIDgpds15Dr/CsadBxaAh3hfVkxGY4RGZXRGYKKMWtzFaJzjfuJFf9zjO5bjOP7HaORjQfbjQJ7GW8rjVwRkYuxjVSqJa8SnbTwJP7qmcGTYQ04lwnu30PTFAWBHaDMBdlxAHIA+TsJeasRkaYTjZoQILOaUAcjdbZHhPFzdMD4JBZAo4SHg7gHikBBioWhjI2Y2JDYjtu3gjUi/dwvh4UQ+gqBd33Bl9MHi7+3iHsTDpihfAeAmCMadCV6xYA4QYdYJDT5MzLLfjKC9TX7d/S2902tc/r0MFkaAjqrhHuoRGq5nA7hhANuR6IqiAVLfl2Jf6AHn0hXnI1ba0tE8dvWIpFNZZjYI/7KdTNeQ518SiSJVWwLIpC824cy7aNL6XgoCCSE2AMAhXuMo6N/I2oO2ww9rWoPFiQR0t6IVPXie2uNMTt0ggAPQYn0+gCmCSFqZZakkSY8m37qlANCl25KuYPbaIKUuiJRm6Q9ptqvVCU3O2XUmEHz+IYei4VoOiaHmwSUOiQFgALnV2w49ELwl473VDKnetam2ycD9ixGYaa2+UtMdVaW1aqhwYotlU4wVZr4GjJQLYcEWtJd1MbnGVpv9iyh+V7xmtIT+Er0W1Zfta51oO4WV7CYhZi6x7E312saw64Bl7IOO2MZI58gOimo97Y1IbXYz7ZBl2deuWbvLbJ2I4v+Hdm3bxgiYjozNpmnfplmuXdqxKO0QDu1OW+5ENe7c1ol0LtrmXjTq9lOGhm6dMLtCVU0lRWwjPmfV9gDrVrXvxuDsLjRRJW87Re9Hw9X1ZtP2LgrzJu4rlW+igO9OW2mWvu+hyG9N++/6tu39Ru3cIHABj28hCu82KQihmSEyPfDB3hjMUDN9qW0E71rgvoyX+FP6Tl5+ZmhbYx2XwCoMv1YQD3EjGfGWYtMA11EUX/C56A2Y0C0ldfEYhfFjhpIVDwA2MvFozfH+njce562G/fGpo63LuBWYePAYvfEXV2zMiIkiI8wIB+8Fs4wKh4kjZ+8UdxbK/gqPOZYa11f/gpCJEodRKz9xDf/yKO+KwSqaoyEkHt+hAeGd4lVMHf9t5yXc0TZoDD/frY1xooiq9UG0lZIJMqePOxcQMG/sJ6FXN/8ND19WkdTEz94K2CEp+0GIJY8JHy86+9Vz8whxrt3NUedy1SDr2Njgr0gpgUinTqdzlyjyUAdrHpxr7OZnXO9B5AX0FHI2TNcK9iGIQtdfmmhyq2X03aEZBWiAuVWACUKA6qIg8USIzpUA4qHbCnx2AZCABtYiah+oG6ae4qEgCNgmAxAABoDDc0d11Xjyplv1bhP2rOhxgpChVqybmaDy11r2O3ckdrfAt3IAAZpbhLzlBJjbBzhr4ZGA/wCaoEcCiQMoHoandhg+6gZg9+WR+JAGIQhodwoQcm9BbbWYd4ird52Am5oIGWJ3n2QX4ZpIbGYv3jtvw098q4FQdxdMeNE947IyQQH4naCPYKRMAAlYqqCf55DG8wkGrWRM5EFO5ai/pRJsZFVm5atH5VUm5Eu24zfO+q7v7q/HejxeZD0W+61PpmZ6poS0ZFcCsGvkJkZO+4Mgp3ACp3A6HU5qixqHjANIjRmoieE6e0XW+kKm+z/WPJoXijsnyAnCwAmOS4Po3IlKnmaPq/AEgAl2AD46gOUxCT1SdwaIYTOGLs2aQRO39PD186zQ9Kri9IagiVovkGeimca/ff/CmSCHonjLv/aj56TcNyIPct/NKuMf5iY4FChdDmmjnEBK74p4J7pAv3RHZ7L3WZs5N/OZoKPal6bb5ybhz2GhXwkQynNst308D891d9+3st33R4AI3tC34kuGat/RD35DTfWYM26Ut36tAAgOESpUyBBhAo6EChUeWIgjAMSIEBE6rGjxIsaMGjdy7GgRAEgAAxoIICCSJIGEIB8IUMDQQYKFIWcqSCABQMKRJVUaEMAAx4EEMUGqBElAggCFACgIeACy58+cKD1SrWr16sKUWLdy7er1K9iwYseSLSt2Jk6MONGiNdt1QYQAHChe1KpQYkQObvfyragz5V8cIVn/ukx4AKbGmhIUBhYMFccAlhRCCh4A4GjShJgfOMbBIGTjvqI7Nhxt+jTq1KpXs77KdmZrsnghVohtm2PgwEQJv4yZUTHjqY59GnYgQAIDBg8cNEgIQYADBhAcGOeMAypo4bdH293u/Tv48OLNrn2ddjzH0ndno/+eWzsO3sV9YwQudWfCx5qnCxCQoEFhA0CQgH8PINBUfsTd1117DTr4IIQRSqiWYOZNWJF6Cc2GwYUdevihRhmCOCKJJTpY3msjDuDQbBaY+CKM44kYI4012lgWimypyKJEEdzoHgFBChnkj+2tWCSSSSqpUY5tgSgiXgssydph/VlppXVT3nak/5Zdekljk5SNCKVEdH05mgIIqLmmmgyeidqMb8o554MWxihRBnTqOWWce/r5p2phEjUigxLVBiiiiSq6KKMVCXreh2RC1CilHbpZKaaZMlmhjoTyGACHmooq46ilmipTp3dC5OKprbZ2qauxAipoiWT6KCuuueq6q0e0kkimlLwKO1afwxpbZFqpgshlQh1gYOax0VpVrLTVgokktdZq6xCz23r7IqQ2dvstuTmVe+6I4dY4LrrbZtsuvOGpS+O78Qpbr735tjZvjPjq+y/AAQs8cJewEnwwX/zCaDDCrvrbMMQb2anwhSdYfAIMCz0ccaUMc/wxkxZSLKEHBZhssv8HCnkMMsstC2veyBOScDLKLue6sc0RwyyYiRvQXEDKhuV8Ks5DI7xzzBCG8HPQQBldKrtPu4x0iQP8DDRjUosatdYgU03iB1c3zXXXiBZd9r9fj3iC2AyhXenZb9urNoggtC203Hnr/SXMSUN4NdZ7N7qy4Pr2zfOIKwDeNOGFdxm3494e7nd7M9/tdOR+Np45upNvpSxqPl++uV8lpFCACStwvjrrph3OVYqqqbD4V3aPQMLSTduYJgIGABXuAAoYYAACKcXuVU/4vcZAf0XR1ACB0E1G+YuQt36s5yE7OqiYqFlNO94ZgbBBRSgUgEJOKZB/Y/AHBNmQAVwSQLz/+8IfcHxXEhAIAadowSTA9GYSlQdQgAHGucnjrhew7GVkUKh6YGrCBj7MiW99C9mAChZSggJMaQAGUI+aFiI8B4aFAAKAgP66lxAFCMAACXCAmHriAMukhTPN0RLZFFguBqpFXSRU4WjYNsEc4mB8FQlBCxYyM90hywAB+mBWPki9jjxnfi0hIQ5I4pmSnMc49+OeF3Gow7TR7SJYrBCqplg7wAUOMhsxokMKUIKFhO0DSgqeAbTiwQzNTwFO8opNEiKABnRvAIPEgQkhkJYDQIdTKmEe//g0xnz1bS1m3BkalXLGvrCxjX0aACgHML5QHkmOdDxfkTw4PEQuhHga/yNep1Q5vFn6znlOOhAFEsISGoaEKS4BQAoTxBnYAICFN1yS9SaZq0oiziGVLE8aUaM4NjYtThKkJg5MqZA6IgmUDcnQAZy4onC6UpNpISU6QXk8La4QgP7zDQB8h4CEMIV/xGTkYjASNS7xM2vmskg//+lGgXLLnwM9aEAFmtCEFlShBt3nQyMKUIki9CILpWhDK+rQiW5Uo36hKEMXctGOZnSkBy0pSC2aUoKKdKUnbWlHeclL2CwUNDZN1jkrZFKIxtSgOCgZNi86gA8Q9QMhMAEKipoyJHJpBFjjqUdD6lKp9rQqOAHnLItXTk1yxZASOABYg+IApTDyAWFtSP8+ezJMyhTzkFMinTKxV8aP+BBSm+zL7Ca4MjheMIMK2eCUillLka7Ig4Xh6laYdyUrqYclgmyeAMbZSDEBAJJaSmZcZcXDS24Pp2r8iugu9y6+KsR86IOM+gIrPIzMj0FEkSUtB2shmMSWKVl6YWyZFxUCfTFZYXxrZuG1WbrS9Y+nsdzo3mjBhdgOd21Mkgfn6cyEhDCakEknKVNUVmcaJ0GfwalQEjTDQdkwuOZNGCYlNi/QmWaal+MIaRljugKAQHU/OgAC3EeAcEKGKARQgPvCiYCZArEq8lEK8wwATC6eBwCc8WNldVnAA352TOc913AvhM3wMSp4vcMBAhT/wEvIpAnEDcHfVZrnTHymBIbhOpBTQKIA6PXHAdNL4IXJleEJ2U20OU7lj7+1YwkJkWk+DXKMiIhkXQ05Qtek2diWXCPMSrlSTYbQ94zM4SrXisvVmmuHlqZlCnq5zEFOL4lCezImmplEcG2zpsB8IeSuWWVwtvCdeSXnCdHAx3n20Jv/3Kg9Tyi5gj709dBMIhOMGdEXorKj50RoIo8Z0pHui6UvzTeRmejJntT0g5QMakVNOkJZLoAKqDpq96waVxWGUKZb7ZZYy9pLr34QrWtNLF236tYOEjWvg/0xXzcI2ML23rFHRez25DrZXGm2s220bPRAO9pWCbS1s63t/20nKUXTHg+2uV1CcdPpdTaKwWwCcCty86Xa7D6RomOEgXQHAFrvHoux7x0jc9dIA/S2t74Dfip+02je6Qa4wLvi7oSDh+DypjerGA6WhUt8Ow6HkcFbVPGNZ+riL8o4XiLO8a3ke+QX8riJQC6RDpj82S2/EcpLpPKIHOrl17Z5jWJOIn+nu+Y4//mZdD6imdMG6FQJt9HlFW+qsHcvcAEVwnFA9ABcIFZ2OabAKJ70vgi9gU0vi0AIYhCET73qrhorDnLpFbUPC+lb907Xz0jZu47FAgGIeAQ0cBGezyZYrsqSV9D+9gvHva4Q5IsG1o2DBQTgIlP3u6lSEsmvCP/+XoMHETPVuz3r7iUDoWpWvS0ydb0DikvNGYlmHIJ1h6C98hYpllawznYc8O8AgKd9R1afJK1fniyZ154z7Ur3sEQA8nYXuUJGjyjBNwftEOAaBSgg+YW4fqwQoIB1SqP26FPgSLJfCP+oI7SxNmfyzlkIZ0q+o9536Pedjd0Phw+WAEBeBHcXPb0//ye1N0f3WcE9+n3USTUE4LleFi3E7IVfRqxI682J+rGfbbhfGiGN8Pma/dFb6BXfQhwf/qWb/vnJDfmfQ0yfLgEFKc0eY4ASDlSeAX6fQphfQowVOh2TAWoEVO2USlXVS02VQWUIDrIUDwKhDqraD+7gEB7/WRAaYVRhFEwtoRA6oUehlA5KIRRSoUlZIRNO1U3BRkWBhEyBRlGI1Gu5VEF1QAdUgBmeYRoihOdxSQWEHkJNnV7cIBk2YRFiIUnZIRJSX0KI4P/BoEWgIEa0IAKCH5mxluoJ4u5B4MkV3uYhFuIpHuPtXf4xih/aGSBWREpoRSbGYEW44PmRzopkyQMyorVIIGcFn2eJBgcmRN45Hr2RnqJcYupNHmfETQ0G4AuyEqa4nSmiBioS1/sVmFmEXUEcBCymmyz+ifdtBAkiYiBuROV1C/+sjB5VxO1hyy9KiCMO47dxxNPNBUY8XqLwnzMC4PnRHgWYX2nwj+6VX/St/0guWd8KGqLBrKP4veA6bhmS+OI2us7SvQjfRQmiPEDsnWMnXoTgHUYT8iICJqBD8mEfvmAu/iMZ2YmNkKNF8p5Ffk5Aphy9md0/cmRHusZHyhy9+dwvlmJJjkbXfcjUqaQpsmRLct1JkkhMdiRJ1mSv3OTQ0RvLbSRPjsdLeshASgTyDaVSskZRdsjUJSUj+uNSnoVPgshT6uRUfkdTXsjUiUBHSmVWfsVWTshRRkTUhSVa4khVwuS/YWVaxsZYSsjUneXl7eRbTuDXmcgMLABB9GUFQCUj0uRd4kg3TaVgDuZYfON4HObP2SVimpE2LqVjPqajRCZlXiZmZgpYZv8mViimeGzmy00mZ3pmeIjmtoEmZ1pVP6Yma7bmnpgmZpImeMBmttEmZcrmd9hmtDGmazJdYS4lb/ZmR+CmdwRnaArnaRDnduimszHnYCrnbTgnck4ndY5bdSbMakrmdWJnkUinsKHmdspEdoYneZYnrpmn71mmlA0Je7ane74nfManfM6neyISfd4nfuanfu4nf/anf/4ngAaogA4ogRaogR4oguZn8SQogzYoeyoKeKLn1kVorQiAfjkohmYogDLShWqoh34ofXIoiI4oibqniJYoitInCynAgJ5oihIoo2QGXCaJjO4LjVocktRoT34jdFaFIfGmjtqosQRpoNz/aAQa6ZEWCZGqF4+Cx4+GxZIW6ZDeRo/aRpQmJ5LOqJKaZJO6R2RBKdwdS1RoaZGMqZCWKY6iqWskZnjkE1iYKZlKqJzOKZ3WqZ3eKZ7m6ZcYwHKoWEYgxWKpBwstFi3aUsxgpKF+B58ax5UmBKBeiYgMCHQMVsgQYw9VoHG1xqL6KUewROUN6pUUqjnJnyoO43ZsaqM6hKdWhKQ6AKUyKaniD6KyBqpuBAoRiAOYlQgtlltxRKYWFxfipZ4QiP6kqv6wyYApBAtBAJscltdZKl6qEIq1BrESyEYcK5swC1IwAJ8qSKWS6qhGK7iKRrWmqrLW2K4y65o467dSTrAa/+q48kW5esSgut62diucPmusHs+srsa8aoQEXJ8BMACBHNayNuuO7quyTKuXxJ6x0kdFsNCr+moYAl9xmdN2OOy1QqxD9MRg7ZLEVKyvSmu8nobGdkQCDMintlBniiysch60msbJckTKvlArsawufSnFZtKOYix4zGxHGNIxSWzL8uxwOlD3xKyWsNOfcuyuTmxPal4qOg94MC1G6M/V1igjKeLUak/8VSlWWG1GDAgO2Oy5Qi3T+Q1RxB/n2YbYYgTZmq2jai0AWZUaIW3JosbbbsRxnG1X5C3Pfu2e7K1DPGpTdAeoTqrdwirJBl/VGuuVGORC9O3kZmMPjSw0jf+q0qoG4ToEI82T3OJA4rqqSWKu0WIR4LpF52qMAIBu5VGuQiBI2h5tsDJsa6wuYdle3baTlZCuVYxrqqAu2DoI7tIeA6iJYtnFATSAExkAUiSkMOorFwJR6u5F8ULA8SJA8uaE7CpEIB3tyLpsv8ZG8a7gDYXu8jbv8/5u0nBPgwmvd5QvcySE3BrS7X1v1DIupr6r25qrCVmJmaav8Kzv4uqvz0IijQxAciwwAydHt5Qv6/ohSfQWiuXt3IVL9XqEAjdwAz+wuUYw9wIeALwQwSmsy3bWXmwwBy+wB28EU2hF6H6ihT6T41aqyFIvbqrwCjNAC2vEC9Ov4NmvQ5D/sAQCL/+Wqlno8Ar38EYowABD7wTT8OG16wGf8MLw6mIxCAQvROc2xHfNKuC6LwYr5/9icX9o8QdzcWYIsVLYRAmPTNJSzOZyRRmbMRprhAmxXQx7rk9IMQJf7A3Dr1nUMRbfcUbksfcGcffS700U8d0qzBxjBSHzqiFTxfxeBCN9saKF8SpOsZxs8QvqrF+cUP6mLU7VcPymcSgfCewKkuV2LbB+XSSPBu5Cz5C8EAHsEynPrvQ6iSDfRi0nwC07QC4Lkpu6cgGb8iUNr0aAckIwD6wYEvRGb88arTW/iTPjAFLUh7dKLS+fbgabRTZv89yyLtdScyz/KtWmskYw/yqviiAL5avFLjP8VSA7Z4Q7E2o5M8TulnI1o/B2ZPNz9Ek8J3M1C66evO0AGIwxHRlS+IvcQTLevi8zb4RCM3SveqxCsMTmRLTm+jISB3SQLrSyIqtQ5BdLPbRBB/LETPQ9i5Rd8M6anHRpaHTOwpVHq0RIj3FFY8RFH9kAWGtKW+hKB+5Ou7ScKED0GUf0fWxLUJcDQMDwsIQwK4QENAAFGAAFGMc0wytSo5ntqoZSbzUAZfVGPzWIRfVU+0d33CtLyLM3IvUjenVPW8RYM7VZ5yy7JvJCXHVWk3VXf7Rco7JX38Zdl7VT7zUQF65P4GvC1q4YB29Yn8ZhN/VZF/8GBSQAtw4sgQyWX2s1Vz92HHvWwubllLDEYtGHfBBAn0LH8yFgsQ6SdOnvV1ewOrMGal+JaqM1azNqVHeLgOAq2sY1RXftZKNGblvJbit22VYeBcR2A8w25v6RpQrvEa9GcvfHcl9EDAe34op2bZf2badGdvvHZRtGayeArirEc0dPdJsydUc2/5q2nta3fd83fue3fu83f/e3f/83gAe4gA84gRe4gR+4uM03W6ktT4eza6C265H1WG11ps6EC8kEU/SHcaZHmuTRAnZ4iAE3iHfHAXQ4hSL4Mvlx/2TuOlPt1zr4b2AxAjxAAoTYzR6vSySAgvWS8gDAc/iRjiv/BQHMuCibBvEID8O0T5AgOWMQz/tkyJF7OIoTDCri7VGfckiTBVMQT7bSOAldNXvrqDTzxO4SrDMxz4YHrZR3RHWBGHM3+YlPeaxsUk5f84IXd9uOhWNhYwKQUD/nqjM9h2Vsl2Gg9SMV+Wl4EOmUGCLFjw2uuZwDDJ3v7xGDjnW7xSWrap+nxXNYiQSYkHQbBQAFtYsRRcrKBJqvhqJ7RB+tUPz0DhT5BaRHuuF0yourc4Xz9KWOb0WcEDrp0qav0HPQz4EYD2xAj/6YxEw0wDFXFqJzS2zFVleseojM0mHBeoA5kazHOa2XCgWi8l1Vuq7vOn0DRSHHR7A/s4wy/0+iDqofadJzoPqzcwt2qWBXzTpALbQTK0TvqAd/QTu3d7uotDS48wsxXrpYosWBhJgT7zu6OxCzh/L2MIWLaRK7I9i8YwVsRTtw4/tvSFfv8NOsU7vAz43Bj/EfJyphOxJYoAXzAJGXn8epO0eQtpVxvHtRXPyhB2d8bvvRObrwiDyDkHzJC9fJw2xdsfgfQ2swql4uxjz3DpbOq0wg/cf7xjvGk83GS/u9k878jJOj58TIe3zR69jRHzAOo8jKx6zQ/cdFQL2543yxs14CyCN+VEjEZ70N1jtNEr0SUlctGZayTqzfl73Zn32Lk2wnLz2MA1Q3K0XMP0Vk+VcLzfAES5SGNKPFzIcEmjPzfoUTgGF+rIsugO1X7yivE/3X6CMSWDkRWBk+hhE841fxaGd5WBwsmxhP5Pv4pqdFrnI+ztI8LzFSYQC/ZaAGrNOS2KvHf/VOiDEIfjm5QyT/LMH+Dsn+CYvxUQP0WGT4YkkXjff16jEFde2yyvSzmTtEqlv/sV13yl/uBJJ33ZNNkKPsqypwxrP/qrm/FcPyeLsFQDwQIMABDoMHEVIoiJAhQgMJGFIYKGBAQ4sXMWbUuJFjR48fQYYUOZJkSZMnUaZUuZJlS5cvYcYkCYAmAJg1bcq0SECBggMwB/RUoJNox4AAIfkEAQAAOQAsAAAAACADigKH/v7+AIv6AQEB6Ojo1tbWmJiYy8vL/gBRpqamGBgYenp6uLi4JycnNzc3aLn7SEhIaGhoWFhYFJP6hoaGe8L8z+j9jcr7rdn8KZv3WLL7R6j3nNL8N6P691qMveD9/WeW/bnO/zx6mb3Z/4iu/djj/KrE/8na/5i43/D+/ihs/0iC/hJdq8zm/3ylqsTY/EF9/xdhyN7v/6C+Y6/rn8Dav9Df0r/F/3Cd/9DeAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACP8AAQgcSLCgwYMIEypcyLChw4cQI0qcSLGixYsYM2rcyLGjx48gQ4ocSbKkyZMoU6pcybKly5cwY8qcSbOmzZs4c+rcybOnz59AgwodSrSo0aNIkypdyrSp06dQo0qdSrWq1atYs2rdyrWr169gw4odS7as2bNo06pdy7at27dw48qdS7eu3bt48+rdy7ev37+AAwseTLiw4cOIEytezLix48eQI0ueTLmy5cuYM2vezLmz58+gQ4seTbq06dOoU6tezbq169ewY8ueTbu27du4c+vezbu379/AgwsfTry48ePIkytfzry58+fQo0ufTr269evYs2vfzr279+/gw4v/H0++vPnz6NOrX8++vfv38OPLn0+/vv37+PPr38+/v///AAYo4IAEFmjggQgmqOCCDDbo4IMQRijhhBRWaOGFGGao4YI5dOhhQzkksOGI03WoQIcJ5OBQiil52CFDAyyAQA4IEEBQjDkUUCNBLqpI4o96vQiAkA0pICJKPS40gI4dGmDAQEvWSICTPLoI5JV3CZlDBA99mNIARCKEwAJikqkQmD5iqeZbELiYYpoAgAnBQCYOlMCcX4ZpEAE5DHAQAQX4eaaeaxaKVg5tJklQm36GCCehJKGp0AJ9zljAkwItECgCBVx6kKSGhprWiQKRWpCcoA7UJkJo9uhlRake/8TppVPmYOasBtRq5o2QiurrV0KualCiCQg6kKmfDqDsssteFKtBnGIKgAEFCBTtQNQa9Oyv3HZ1p0DCnvrqsXDC6qqLxgq0LUGcGgumje1CWYCNvJbb7b1YgYrsouOCay9F5/YbZ6+ZBgplDjZq6u684v6L78NSedmvi3hWyWrABDu0LrYGq4vwtB3HyXC9EJdcVYeCjvthogV9yyqzMDurZ7pL7qqpugXYXG3DJvccFQRHCrQlnUMPXPGQGXt0rsdwUrsAAZRK67StnhKtqM9YJxWmkAOwqCqRRrboKtMFGcDpjgSZTSO9VluZ9dtNec2Q3HDXzVnSQgdt99589//t99+ABy744IQXbvjhiCeu+OKMc9j444WBmS7klPMleeWYW95n5pzjdXnnoNPlcOikl256dqOfrnpYqa/uOleTvy777LTz1nrtuD91e+689+57Z7H/LjxSuw9vfE/FH6/88szvlXzz0L/0fPTUqzR99dhnrz1W12/vPUfdfy++s+OXb1Lw5qe/Ufjqt6+QvRjHL//89Ndv//3456///h5y4D57/AugAAdIwAIaMH7/I0+5KHDABjrwgRA8YALHUy4JRPCCGMygBgU2Qe7AaQMbDKEIR8i/DpoHAyRMoQpXeDUTdidNFWChDGcYQhd+J000zKEOH2hD7xhrh0AMYgD/e9gdQTFQiEhM4vyI6EGBWFCJUIwiB5lIHRWBUIr4k8AGBOIBDmCMAxaogNBcJAEKiBEAHtBAAOIXgDa60UVufGMKqcgdFGLxfmKkgAPEaEdXUQAAFRBjjxwAgAs4YI8AcMAazxVHOeagkY4UIR1NoiO2zapTmJTWtM62K44gAALoG0gBHsAAAQigkwBAwAMSYEoG7Ewrd8xfBgCQgQ5JoJABe6IFkOYhDEigjR0S4yJdJcdiArNDxxzhJEsyJWl1iE8EIACn2Nahp1ELAR6JgADYhpAGCIABrERlAhIQgQkYSQBcgqUGYmm/C/AyB1uU3y6JOcxdPpGecFxkMh+5/88NLhMmBUgToKS1JE1mRJvc/BO4TlkQbBKElQY9GTvtV4ELuIiQfTzXPHuUTHf2k5/D5CcyQxpJf/6zJQMdyM3Yxb6DeNOUpjzaQSDAUIXQ9JVXccBE6weAK3ZIAwBYJ8Y2ms8OYaCQH43kMR1ZUg2eVCQzSshKC9bQzWkEAd5UwAQmENGC0BSVBnlATbm3U/oBwAIuAqpQA0ZUDx1TjL8M6UhJCkxINjWDTw2JpsAqkJylbWR9BWxBNIXJTrmoqwBAqEO+qhADfDOUUPEpO/2XEBT2NK1B5Wgcd9lIkbpTjUndZzLtKlen5hUkKDMItRJayTjNKqFQglnMEKLYhv8wllWsdOiZWAWl3qrLt9oCrruAeyrhGved7JRABpbL3OZasKIXBUBGQdpGzsaRn1usZVOVStc13hWDx40Tb39LXvGWt7jlHe55bxRe9QY3veFFr3nn6175ure+7IWvft9L3/jmt7/7tW97xwvgAgt4v+i7r38HLBVoQgun6rJUzp7JkdoKJJrRnNxttVXKCWylrPVzp4viGb+2InOXOhUpI+kasO9e8LQgAZNBC/qygkFWIhYOKExl2ia+DoABOfAwV6YLYlfNspY5uKVFjUpkE+fgj2gFqVuHaczSSpmEMP4IhQmiMIYgQLcGIWxhD0vbbULpy19OaI85LAAhcyX/xUXGWB4R2UcUoMBDZTQjAChAASQDtQLNzcA9RwvJKRcay1nuSFQLoiOGrDYhsp3tTAWA2GHZ6lQdBss94+wqLXLRix6yc/8M4oEO/dEgoFbxXJl6aEQnWiOaMuijDZKDXEGtap4UQAO2itgFQAACQI7Ar1Om660au9JReTKnl23SV2cEbeyCMLZm9TSQAC2mCFEATE255W3nYMewRC6zx91AZzdHReROtwPN7ZwYqvvdA2T3cnxEZHjbm6fyTo6PlnzvfuM738cx1qb9TfClATzgAzliwRfewoMP51EMjzjeHK4biEuc4RRXjrsvXvCME6dcqeZ4vz3+8ILwW+T3/ya5cOw1cJSrW+XIMeQhZ07zmtv85jjPuc53zvOe+/znQA+60GsuApgDp6WhQbbRa4N00Nx46bN5+mqkDnXYUD01Sq96bJr+maxr/TVc/7rYxwLbscsm7J3pKp/Xzva2u/3tcI+73OdO97rb/e54h/sZza6028BWkaQNvOAHT/iP+puyfO8I2kcT18I7/vGBl/hRE18dg1oA8pjPvIvtPXnKr+82BsWA5kfv+It33vMZWfxm0nUB0rt+8BdHPOoxcnXUpAu0r8/9dU0/e43U/jTSqoDuh7/5e5++9xVRvWakBXji517kskc+wHbj/OGL/PjSVw69Ll/953Mc+9mHiP/yM4Opxnd/9CgHf/gdMn7M2Kj153d9/TyNxpD3CIxnXLXhDX3X4tsv+uvXJbmBe/GXeRS1Z3QWMH8USEhjVy3WavxXQOp3IVBzNoi1JCEDKIWFSYxjAMJXgOhHP0dmS7h0Lro0JFX2gPrUT7s3QBNYIU4TTZoCZgMxK+mCYRjWaJLRfpdhAM0HgpDXTu9EYkOFgiy2YkXFf1amPy9IITpoY2WDAAZgVQcxazfxe8RzGx8IhJhHUSeHUSVmhPlUWtxVVPuXPwCIIX7FMacyL1MYSpySTZQmVt8EZhPQAKyka5qkawtQSgyQFVhYGj/IhaXHU5KlVmGoalc2hkkoZWf/iD9NOCGxdmGXxi5kQi0JtoYV9k0MoAA0JQC6lQANAAEToE2UNhACwEoRoAAKECHmR4iEdz9nhVlrpVFiaGj01F0jtYsEFImSWFiytjOYiBBdJlUusoG4VhDa1ADY8k3EtQDohIptxhU8WBnwB4uFmANpOBCWdYhBJXjzJFqhdYTGVEDbeCEG8DS3pklVM4wH8YQvE2nKkhDahFPeNGPKomuoWCwNkWAMNl8HVmD+iGDABScKFmD/dZAAmZD/GJAK6ZALRpAI+Y/4BVzY+Hh4FmiB9lxfKF3geItzlYtmGHkCNHkPyZASyV8KOZACSVwo2ZKfQpEEtpIz2ZAvGYhA/1GJUAgAMsIxwZNScqhJNOVQC/BSMPWHAqGPFEKAF0mSITaE4tYj4XiE+DRl1AWB++OLEAIo3MSVAOCVY1R2cfgREVBriwKK0xIiCqAjCOCMQsOMsHMbItCUhWc/I5hkJZgDGNBkRriCVPaXfql/Lcg/WvkgU9iVDKOBY9YpbchXg3WMG4hY9UgQ9wgALIOKSAkASvlhfid6dCl4eISAfBRqd2ZLfJZHfdZqhNZZSEhA50ghgNJJxYiDULNlPgkj8jiPZQaX0+KWbaJb2paZmxlut7EBnwl787dF9eciotYhAOgBrMmLgvmAEvgjOaKOlOKY7kgQ8NgR2sQAnfiJDv81hXeiAHgoAGkynBHyJK94nIPJez9iNp0ihQmxnReWjN45h60EZggAZDnQAAaQAJn5n11RjZXxJBTgnqTlcoXJOBYGFwZKGYKioAsKfafzoG+Bk6MhKBlAoVgZcQ26OBgaKpiyhR7qf5x3oWYmFxE6GdLCASf6ngz3mgGYEC1qGdcYo0vobyFaowspG9zUnhT6fT4aERoqGprEfTq6o8ZXpOLndwWxpI9obzTqpDzSGx26pPBppcRhUCYao5LHpSACeqgmpWEqpgtxo5EROzkKpgxHSGj6PpCjpnHaM3RqdHdqKEeafXlaKHsqfX/6Nn1KcoGaNYPqcYdap92SqFf/wqiK6ivws0G35HCOap20FkLudHCVuiYKp0FFp6lzWhAtd0Es8KiiAicnp0GZCnCbOiLpYn8Z9KmsCjnGsnEhJKv5VqhYkyZIJkKrmquhOkYjVKqgWjmdequUGqyjmkEuYKr94QAWpAF7dxAVoAESYEEFkQG+JAEc8Ku0dlkpNK3y1qrxwQESYAEW4EviShASgAHoyq0DUQEcQAEbYAHrdGoHoSL15qkGgii62hfk+h4WtarYehA6RTTKaRDWqhC2OkK4KiBlGbBjIbHtgZcDcbAHUbACgQFAZbABYKO9SkLESiARu34cSxAgtK5Dskt0MqkEgQIXAK8I4QIs5K0A/+IqMlUQJ4Iob4JuKNKKVfKzVdKzj0K0E+cUFMseEgCnAjGwBhFDv8pABKGkHYsQcJZCD3uzJjJFpeIhnugo5fkqHgIBO4tDiMKzRIIiOfC1/JgVSbseOcC0SGOzUEsQUksQHnABGSCtCbGsG5S1ACQ/tDVxO9s2ZDMwcHKZPDNG6cRLWvGv+iE/cCW3TlsQdZtwDgOtCCFZKWSz7JGbunkQJcsQhSusPMKPHsIsHZKzypJajjtGOStfEDmRKVmRtRtfNLleMqm7t8u7MGlgNxmRv2u7w+uSu/ujvYu8xeu7uYu8A2ABGxC90Cu9ynmy4pWy+RW3B3NL6tV6q2osV/+bQqXavLMLvMfLkuQbvLS7vMp7kmUxugtRuq+bN36SKK6SThhDv0TTuFfxtuphsQKBsQahsdJVtSYXAJ7bsCQEuP8Bvwohvx3CvyHiJ2VZtm6TIhHrNhO8v8SJJZULABrLgAFstiyrsAGgspm1Qs0aH0skuoSbtkWjv1O0ukGrv4ybPuaKruo6ENfKru5qAe16sfNarzAqtwUhAiyEwuoBuqGkuA8MwxLMj61yI42CKIY7JG2LNPxrFf67HtCqjdPaw/G6TgR8AdaaZByQsPm6rxpEA/3acDoLxaebMiFSlvYbJxi8JY7iIxt8w25LOZwrQgz8H0BDwwkBwTGMxT//5CEpAkrC6iGj28da3MGMoyJ+i0Ej66xqoiLHiqnJ+jh0vMAMkr+L0cUTIii1iKwKIriKAbkm4yMKrKoL0ipjsxiuXDJpwsYRlMnjmjmBHKuf3DhwcskPNMiavCFw0skYpMSJZsoSUi4jtMKzyjkhC8zFKsyWK0K8fMyWWhCwGkExEMyMEzsVgK7mfM7onM7qvM7mfAFel1fOHDjv/FS3/Dr13D73vDr5nD7xDDjzfFL9/Df/zM0ETSEB7Tdl52wH3TcRxVwPxMzLs9B8k1BK+kCzVNDd4plMyj8GXD0SvTeadI0Q1NHU89F2o0m4N9Lbs8+nU6souj8kHT0sbTrg//vS+hPT0GPSdSMtNn3T26PTcIMpFR1BF43RodJ4F4TTzTPTpfN+Pe3T2gPUb/MkKZ3UP9050BoAfJsQ1XqtRS0Q2nqt3aoQBLCFGfTV1eFNRv0ROZyuEqDE7fquiCev9GqvAYCvHjulBKTU0KHWd5M53svDaH2xH8tFAaDGBLGwCGEATw3T2eHXmyHVCiJoBKFICKFcBGG9BiHAm93YUH0dkK0ZTH0vmt1TJ3wQAVDCtOSyAwGzMpuxnp0/fP0c3sQn6MkAWbe1KZIA1dJw5FnHxmIAEfAmCQC0/oK2dAN1S0sQgW25CGy3hS0QVJsQIq1Bs+0c3sQADaAApsgQjP9MtsS9thGsUo2sx0EzAeTEiuN93GtrJGb5x5gTAHILnXT73AkX3Vykt1tdpnpdQNedG4Z1Lo4JAN5UMdombQWhwWKLQ1kcUMad4FaluJQi2RFB4fsBnYY3ucxt3wQhfFGL35XN2gQR2/oz2L/BxAlR280Yu1XSuF0DJyU7hRGguqKoLQNwImaiuC+uJDWZkuVLvM1bX0He47/748abvOhrk+dL5O6L5EwuvEMek8lr5Mx7vIAkvdNbr9EbJycrKMa5rsLHsn4iaO71wVCi0RtE0lGukkru5FLOvuU7FqFNANH4Pmt7uvyiIgF1LkcyAIXsIg7lxCHyuJlD2YR92V//XdrMnQOeO9QZ9N/MMeeJnK93Tid6wzJ7bnA4GyxbozdcDNgcjtkCIcKJFN3QqdqJnQMoTOL4A+m3EeCuMuBzXuc2Wul5k+fzWxB8kricXrSUTDltvcNOxNpxDcSd5wBDbAFFnBAzwOp2WRwo3k0CQBB0vsWX+uCD/jV8PDOIOxAE8CbHjedil9UcEMasXa0BIOpNa63pnsYM6+z14+rKIenWDuHYfulCsgBvworDDbQU07Phbum/vj0GUNVWjR2zXu9Vcu+4LjTDjSIRQC8D8PDFPQG9Lu7cUz4GgOEbvddXPT5+guYHv9ZY4ifG2d8BJO8lEjCMYeE9U34oz9Hi/7HrLK8YLm8ymJKgMf/Z4IExo00WP2868B4/Ku87Qd85bJOlHS/zUa3x8Tr0AVP0vXPzJcNNIu9AJk7yV1LdDiT1vEP1EGNQcaXSTT8+BqXzSy/bHy8+sXOtbv/2cB/3ci/3nqv1hDPQvgP2pIP3U69yR0+rfr/SKsf3Xz/4a2/3iG8hsBVIjN/4js/4tKP3oRNRomc/Xo/NJJdQ0Hk/Iq46kq86asT5iR/2HZ72vTQ7n985mqRIkIj6gc/Dpk+CsvP3bD8Ql5c/nd/Shr+xsW9Urk9ymNJ6TPj7MBf6uD/6D2MjwpeVxP89Wb3f1Gqt6g5IFGCuEgD9qlXqzC87qf//K8H+1n37w68NrQ5Qr6LnAQlhIztPRs2vPc0Nwllv2YatnOL62gdx+/uT+8i/H4YewCAu2AABQCAADBoGHgSQQQLCgwYwBMgRUeJEihUxMMSYUeNGjh09fgQZUuRIkiVNnkSZUuXKkDlYvoQZU+ZMmjVt3sTJsuDBDQEqYAxg4aDCjBwuZhQBseJSpkdzPoUa1aaBHAlyCGBQgOOCHAomWLUKgKpEhBHBRhgwMEcEq1UVHFSQYwEEsFql3i2LV+9evn39/v0rwcHBCwEuMKxg+CCFABgTU9DIQSlTyhIXAsacGeeABAIiTFDwIMJWsxAUtLUad+1AA1YhrK06sED/gggKFDBYLVA1A9ttNd9M+1v4cOLFjdMMMHigB8UIEx8eyBijBKeIJ1eufPn4dr8EKBdAkBGBgLcguUYUOHaCWpcCIwYHgKBrxgY5gqtmjZ77Svj7/f8HMECamKPsJ8EIa+6g5xZrDCEOJPgpIweuw64pAS8EbgANN+QwowUEaKA/0toTKKyBXiMAAO/Q2pAAEw/SMK7wAIjLrhJJzEjEgeDjcUcfMepRoCAB0FHIH4k8Ej4ch2QyxySfBBJKJI2MksoprywSSymzbNJKLrc8EqEutaySTDPFBNNKNL2Uck0zh3RzzC/ZpJOhMWPYIE8LLNCTT4F2QrIn6K4MaqiF/+CT7CcmM6CwQovKlNPJOuGEMc0r4wwTQ5giEACrCBboiCsIDoptoLgMiI+pBE5sSyK74gJVrVU1FQlHWm/FNVddiRpowowkyOAgQAVidNCMEnM0O12XjcoABRoQIIdRN+KqPPdm1U2uVJkS6AGKXntVW1mZJbdcc8/1r7BBgR2ogggB8FUg5oQSaMINPHooWaa0Q7dfgbxjCjyPBmBAgCwFqpZUbGnUlqoHcsyhgYPAzTbWa/0lFWONN+Z4pQf3xADCgSTgl7o9qRvIggA4uKDlljVKSt+lquuYXA5v1lDSgR4QIEWNEh7XVHFxQ7XSASLe0apwLQagVI1trTlqqf+nrleCld8FgGQFNQiA3YEYpRCFjAiwWmaK+KVa6gk888pbBkiztumFYU2vLdvYKi8ib+mKaGmFOYY6bcEHJxwllc2eCO3CNTbggc4ESACCgxGeL+iKByKALbMiaG8AzRNQoIAc/LZ8cdNPR51qVANoNFmaU4c99pUCl7122/tFdULEI3r9dt9/x4h24Icn/r+0kN1d8eKZpWx5kyZ3Pnrp/QpOsuSnZ/bogLEHCXruvwefpqIL27338AOkzHvwhT+/ffdRKjrr1rEz/337mb8/f/1NOtxs5fcHYAAFOEBa+UwgrPMfARUIIPYt0IHTix+85keZ+j3Qgn9p4AU1+Dv/AwIAefqq4AZFGJUMjtCEtuOazP53Qha20IUOjCAAyAfCF9bQJiW0YQ4Zx5CyJYsDOgQiS3AYRCJmDzEuQ2ISkeiCIjaRJOpzYhRVJ0UqcgSKVcQixq6YRSAOkYtftBkYuehFMZaRVjE0YxrVuMYAoZGNOiTjG+U4RzreJI51xGN38pjDO+7Rj1JB4wYwMEhCYsBYf0RkIhHZQYFYjXWPDIBBFBnAPk7SkjYpDCQfGcJLfq+SnQTlSWIoGU2yTpKhfN8WUblKk0QwMaU0JStlOUsg9mdCsAwAJ2k5vE/u0pdhwiXrdPnL2/WSmLuMn8qCecpjNtOZ+oufI3HJzGcO/0+V1TxmJoM5TGyezpjdBKXPSLlMcPKynGt0gNU0gDXEaIBkwTqIBdwZAMhsBFWvDGYkz7lPfl7oYxYIGTsPYjILSOCHA+ka1+qpkRSBLZ/cFCEEBOBGPvYTjOoaGTwZEi8AMOdeAhEbAOjpkXxusogSpagNv2lREfKqXg3ioUYJQk2RLjQjBlBmSWnKUtNdk6ctHBYAeiJQkdKLWIobqT2lmc+d/tSpT43KgQaCUeckCADSQUhSNZLTkkJ0gygVyGsWwBYBIGBtCDhNVdbTkQQwwAD18YxANOdWhPAtYkx7jVkeYMAVIQA3cQUcVKWYnIMw55AetCpWD6LVjDykpP/CPOlEw4oV3ijAAGtjQOTSOqONJMAqtalPBBrAm9csDDcPUADfLJYD1IbGaQATgGnqM62nCbaFzAmmgZQjEKoqKLEwRahNrfPYWBIRrACQ6NsGMgGnHU1iHLHKWgGAm+cyLFw24oxyGcLctXpHsiUSgBV1FilIWQpTkwoTeS9VKfSqib1vypSlKCXf+Lb3TO9V73nhW1776ndM/m0Tfs0r4P4SeL92oi9/r8SnPvXpT6ccwFCDRNivXQY+SR3SLYmrgf8auMMJXu+A+3VcidoIAMyNGwO0qxHPHoRzNqJKeTJ7M56JSEMr+hfSBsI5n16ox7a9oEsl+CuZBvWAwq3/KnFzGdmiSZRpzDVxZtm64tfEzzvTokzRCoCbiTxMRbkJaw5SSq6VAnmAvfWaB9/F0XkxhLEYcexjm/pCEn9XIMzl7HQXlpG2TkzMmMtNVZYiENHxJiLy8TKOT/Tn2pq5iP8M6MhKhoGTVecCFmCMBvYEMyXP2YV1jiCeDyJl6FKZ0V8ezXTDSx+DATrRYEbuqR09a5Ck82oD5VcFuJZmgYzzkR4Y21LJadzvHvfOOcgzqTtraivnJi60/Ve3Wt0t1uY41WEeM/5ozUqubpPJkw11WUe9Z4z0edHNvnZ9GuAVCKiY0DmorERefe1YZ3tZZd62GFcn528j184nFvdA/5TNYmYDmt63McvolmsVATzgaPP2s711he98fzF3/K54xjUOmOM91qsbvxXFQS7F6nWVjtqryI+LJ/KRO3F8OqUjlyvi5f2pvOVcjCZT6ZjlANr85mDstiY//nP0Ef2PHdS50c/FcqXnMIIaLqWnmz51qjOkg/iMetW1rfU8cg2WQ+c6cZgedhPGUJualDrZ9zN2tW8QjXGGZNrbPveK6+gCGsB73jUgArpjiO19t6HEAS+cvw/ehT43/F0Qn3giLp7xT3H8450uee4UnvJuv/xxLJ95znfe87Vj5OcBs3nRv88EMkC9CRpSes2QnvXnC8EBZH+Ag4T+9Xtx/e2/N/972Ude97/HIwh4fwD4CB74Ncn98Z3XguEXX/m4f34NY8/7+UY/J763fviGT/z6Zt8m2Pc+9oTffNaEHyrJN3/tmE/+9KQ/J+h3P+ymT/3417+O2+d+tO1PE/jvv3DjZz+x8L+Z6L8BFJz1C0Db654PWIEDeAHVM8CmicABmj/6U4nYG4ETSIEDIIH7GYAFEB2mEZIFQADwMD6SWJtpwwiJWjWGWADH6ZSsmECowr/8E8COCIEOYIgSOIASEJIV0MH3IQDwIICxgBETLEKBmYkG6Iy4gRHPEgATC7O1mIB2A5GOKcAZrBkADECJy0GG6AAYOIgPoL33QQDOGoACiB//EKy9AlBA+CEPJhSPKEyA6rozrOgPzqE3f8lCLeSYEajB6mOIL0SIFFCBgzgBDnSfNIwgNhSIEjzCNzwJTiGAtRFBafM3A+KMnhGTgpFEI/LD/KlACwwxjCDEgziADzgI4QMB9zGAAuiPVwyOV1yAtBiAM5QJzpAYAmg4q4srAyCPgfgQOzyRYNQY8AvF06lBG0wpDsnBDgGAVFzFHnRFWGzD4iuAbCyAS2wIbfRG0RGXjCiAKJQ2EVEAAYgVObxDaJONXmy0ZHQfEzgApnA+jODC7etAaRwIVqxGhBhCAzKABSCAJOTGHcEZaGS1gRgP6RIIZaMbGjFGhBgPYnQT/wCrE4u8LxBTEg8LMI0cLxGzL0FUrzk5MJLML468SJTMyJDsvpH8yALzSAX7MJZ0r5hEMJq8yZIEAHkMxDEhARAAShAwRKAsgVYEAEM0kkQ0ylLUyZqESWaRxWtEmDz7R5gAxgYwgKxcAHNDGM/IyoCsNoBjR0JzR3gEp2WEj08UiFMciDAcwzJsn6hkDWsEADVEiG2ECRbslL20M06JiL28irQYxhWMSD40y/dRgUAsPxwMwoPgQR8kEiBMJbsURrtgxLIoyFf8xmyMiILUs288x2nJrm+UqPXYREYiGE58x8MMH0DEv7T0CLYcCAzUQEU0QzSkzLrMs1cUnoNESP+JjC2GKJg7ZEgiMTfMykNYM0zWPB+e3D5Vkk0hYcADCAEIDJ+0JMJD60YEMAACAME8UwmeQSOJCg9oCT1vabKIgIAqLBiKZE5nUsz2OzwYkY9wxBz5MEGY4EVyA4BhpIoVa8drQwAYxAopxJg+fM9yScznXMwE/QgEddBlcc0AREb/q9AIjRrnJMULtT8OxdCOec0G/VCNgNARvZUFJcUTTNASNVFNmdDZ89AWldHB0dDew5wZDR4cdR4GlU8dVQsfLR4UtVH9A1IJLFLgeVEbPNIlJZ4arcciZVEm3Y4uXNIolVLjQNEVeC8gjdErxZUBIIEwtQEvZUoyTR0V/VD/KzXT4ujS/VPTNR2ONoXTORUQNMXQN6XTzLDTCMXTPPVTvejTP+0LtRTUQkUXVPG1rgHSQDVUvEgRWCKqEWXURsULWDosE5VTSj2OfdOkj9LUT8UVToUkJDPRSQXVzRCpUpIpGTXVU/2+VNWkg3LVWQUQUX2kFcLQTKVVPYVVTfLRVt3VmcClXw3WmnlUSC3WZMULW1snjbDVR7rUNFXWW4E0kcGIYy0lo2LVadWUC8iBdVnVrIKl3ZJRXeVWmBAyjkKIZy2uc3XXmAiqocIIdl0yExoAaGmcTiEAnhmrzmAAphkAuuiUvQoVz5iAgkmA9cjXhotFsmo4voqAgoEc/2g7xwI4DcgpzuV81/+QKt6yKh8JphO6V8hZNwXYV6xYNxb0mZFdN075t+CBnNi6DfLAjdC4QoTpjNrglAQIjtmojWcpy7jILAiwQvDsF2DdWLUgV8OKkpC1V2ihN56hubUpj7i4NuZyT1LplKKhiuAkEp5JkQEAW4VUTiERz2zBFq7IWnMx16TdCNzCJd1CkEulV5942n/jV9aIq3vNAb6Clsm5iuoiANwwoLwSC4bdEAMYOCEZACjLFmsZXP7cUpUUSRDDyCFZEsul3JbUXJu8XM7Fyc91yqZkSpeUyY7ESZMESdJV3adk3Zc8MNEtxT3Jkw1gMNt9sB1RGXZKi/+6hY7Wjd3NHd2ZzJWRRYixrZtdxI3jfdmyACwiqQ+4QLb44Eu+7ByBBcy1qpEdid6NQVq3TVfgcrO4vVvmBcg6VJHlPYizJdHn5Vvp1Qr5aIAzpF8EiBVOaYAJOMPXqFqFE5LuXU23PQ5vBdex6VVfLd/1VU2xQF++9VsVhNlre1+h0QqqyFoXmZvK2d7//V4B5phqjVR6xdUFMl4FPt/nstp2XFv3cF8Atq6vDTgfqQpsGVwN9l/o7WCUyOGkTacc4IBIVZEDfiRZFaES3pkFbo3nYlkFcNlsuwoJduENbo2GuxvakKuISa22smHscmGN9eBlwaVwvSAjlrYT3hH/7CVYjnhi7sWRDVYRh6WNovGczogc0elfLt5hk8jjL74pIWYdcuXjQF4JetXWFt1jQa4UXIpWLhqAgXRkRxagQ0ZkIyHfNJri6u0UJ/TAST4jPxbfMqrfUCbU72lbTn4JeiVWU9aUr0tlVQ4QbI07V5ZlkGBXQDbkWQYQWH6kQr5lXAYQS21lX94OdgViYZ5ldl1UY+aOtJAnB3BmZ05mZd6PPWXOUpbmJ5JSa75mkdDm55NkVaZm1vxmUw7nbTZnBx1nTh5laT3n4jCAC6CAeJbnYl7Rdi4OAgBme8ZlWOJldtbn3zCAccXRdJ7kgFZVHO3mf84RWCJiTFXo38C6/1sd6IfWDIMupYmmaMywaATO6Emu5F7u6O5Q5BklaETeaEjqZz4NaZtg1mLGZ4Fe6V0F4Y0IYxcigBLkzo34wBLMz5gQ204Bz7wqjw/B5D9T3BY80JiWCTQT4/TApYYWodERSKrwzA/sziQ02pT46bL8smgZaqyYgLAOa2s86sBSanTlF3VdV1waYRLGy39xw48YwnK2E575W9mIGGP8EJpb1+HcmIQ25ni1WyBx2rKjS0LzTDHJTf7gmXNcK8/pCr3m6obQj2M8a5joWBn62HYp7BFyRGHMajspQd87mrIarbqpDcl2uJtJD/UN4MtGCQqTl8126o8WIVw8iM++Vv9tRABJrM+++UYF/GkDACvVOMevjpbqbe2S7gjm/lO4RdbM7q21HmkTwu3KtKIi7G2d9s2cyRHx3EoIIAA5PO6unN/6jRXFbSDgJV7TzUn3ft3TTUnPFd7S7dzUhd32vu/4fu/Vhe/6Zm/U5W/ZDfD5xm/HqN3bZTAi2Yng6IkYeJJg8oACX8kBV8lzuW6EMdAcWWyVGO6flo+3KO/+nGzWcO2khu2VCF+Gyq0T0u3+DG2MyHAP9xaXwKy+ZZiv5uuGOHEvTvGTYGpn7WwRkkv3SGyJ3PBHnIjNFG70FIv21A3VvqnKRvEfT4mZHhu2ZqE0tJiq7D4ieWsg6e6DGW7/94CAohnxvb4pv7Zy4LG1H+YIXAI7/ZHqIrRPSJzKqwbBw2bs5oXIr2YAsR7rFClr721zqDjpR5K7BbrpnlZIG/FOns5pn2ZfhEhzTI6WCmbzKj/0m0j0P55RwA7piN7lUO/0nCB11vHUUj11nPh02lbpVp8K25b1XR1Wkq71mnhpTWpr5nRuPv70OZ/BX//iXY/lXC9WmN5WZJeJT0/pWGd2q4SlVXfoaIeJAYA71llkBxX1labrUCR2YK9Sa89Fcp/Wbn89dO/ob/fDcP9idtdCdzf3ee/QgwziI5V3Za3BE4D3Yad3bq7BD1hnbv/3kCCBgC/4Rj14/PuAfp/A/3wv1hqdvYYf94T3iHuceHW3+PDDeNn7AI0XPZCXZh5keIePQIgP1kQs+Yrf+I1Q+e1TxZb30ySd+IGvZ5nXCAQcvg6g5gGYzgfUIIpoIZTfVZ3nvQ6w+YOgzQ3sQAuKCPw4ibhwH6KnVTLEv8bciOh8zB/E+gUq25J4EZwHoA4IeHuLTrccCDJ0emlZibBfH7HPCLK/erPv+qM8xIFIxKYHHyWxj4koi4pwD6Fnj1YhkUGjcrKItbXwDeQifLhADaqn+lkV0qP3nujUR4Hgx/ApfIlILRHpCqEXauNmj9fgHP1IuPdoGhxB/LzqCqnnfLuawioW+ZmYfWMexYzPkf8NecYNEYjLBwDhg8z1aQ/Ezwj1ZA96Q/1LiYhrc/vD1w/DFRoS4Yzhl1wtgnuM2MCVZ4iOn718jHnMP4Cl9KThp3KGMP4rto8NIX7Gnf6BaH7Vf/7D51kOMf3y1+n8FvD/tsnMDV0Ax38DBwgAAwAQHFiQoECEBhEqbHjwYUKGDiNSXLhQosWJGSVC3FiRY0eNEzGKDAnSI0qQH01SJMnSo8uVMmOmhEizZEuGNWfqxAkTQIoDQocK7WBg44ASIJameLEURAmCTRWeOEDip0+cN22q7Or1K9iwYgHkyEGw7NeyEBCWbevWLNm3ORIgTACX7d24cCGgxSsXbVu7ecf/Ei5s+PBZxIoXM27s+DHkyJInU65s+TLmryGIEu0QNoRniR1gMPxwIDPq1If79u2q1u/fuAn4lk1Al6Bdia31EqTNcG7sgjki2E1wUTXy5MqXM2/u/Dn06NIRvuA89AMBsKA5ljgQVeCK0NPHS94N8jXBCOYRKtg9t+7g3er37s4dtr0C8pkH6+/v/z+AAQr4XAfWFWWAduIxtNkIJwRFwoARqmTQerrlsNZZ5sHV3l211XUbXgq11dtu+OlmU1kRSPgYfyu6+CKMMcroXIEGdpCdZgoq9MEKB4RgwowDstbibxcyxNdsFw45G4e24UXbQG0pAIFg9MVXVnu+xcUX/5UVBpnWl2GKOSaZZZZm4AE6mkmmehmmZWSRteWQX4ZvgTjAWwQpUJxbJPLHIXBWBromoYUaeiii5N2A5gcIJvoopGYSGSmllVqaaAtoGnUpp50COKmnoYo6qn8jaHocqamqWhmqq7r6KqyUVWXgB63GeiuuXdmaK6+9+grArNY1+iuxvIJaLLLJctqdjY4q++yox0I7LbVlgqBptdlquy233aJ2La04ejsumdKSey66y5mgqbPpuuuiue/KOy9kOGgqLr359hevvv36+xUJ2P47MMEFGxzgAIy2ezDDl/HbMMTpshsxxZM9XDHG2o6wMccbH5UxyIvtGjLJ545cMv/KMaW88rgns4zyxS/LzOvCM7Mcs805u1qzzj37/DPQQVuKs9BFP4qv0RUTnTTTa/Lc9MFLQz31l0hTfTXWWWu9tUpSc/11f0+DLa/XY5sNndhno+uy2m2Tx7bb28IdN93NzV33tGXjvbdkafNdrd5/C76Y34MbfjjiiZcZuOKNg2S148kyHjnlhVOe6+SXNw655p17/jnoLIY++leWk47YX6mrvjrrrbv+Ouyxyz477bXbfjvuueu+O++9+/478MGnTkDuCAh/vOtFI7888807/zz00Us/PfXVW3999EUTsD3sBghgAPa6ew8+89sTD/z44eeefu3mh8+++rbD737//N1/Hzz9tS8gwAI55C8X/OoXnLMJgEwFFNMBEWjABY4pgf0ZgADg5sDTUWaCQbKgjDCYQQYqsIEAgqAEKXgZDcaIhC8y4Qk5GCYUuoiFzgGhWFwoQsTQSUw1/NINcUimHAaJhzPy4XgaMBYgzrCIRjwiEpOoxCUysYlOfCIUo3iuAkSAAV5CSP8EoMUtfu9ICRAAAwqgHCoyQItiKUADtNgAMRKkAFzUIoZUQ0YzhgWNamRjQYgjgAYgIDlzZGEa3+is/b3xAX6sIh29EkguLoxKYMSjHBEpw/SAkSGE5KIhkfNHwkSgkhJxZBjHKEmwQKABdmFABNp1yS1mMnRf/zQlCvGEgFkiwI0gAkAaFUBFARCxMq/8YlgeIAAIFKAACqihGxVASwSYDjK/dKEwiWnMGg6gjLpMIyQz80ywmHKZCFjI/iCwzAUkZ5tf6eYyL5LLXfaSMuYMCyEZYMlhjrOcewSmWOIpkXV2sp2TeWdXGgCBCRjzi+QkSDjrOTocCbMwCOAlQtyIx07erTEMZaEC+KcSNx6UORcFS0Y7KpGQIsSUyPnoOW8pkf1lMzkoVaRKGSJRhFD0pARpqFhmkwB5YlEALbUpAHAaFp3ytI0+pWkEgSpUsUCwlSxF4lKDKQBxpZEh3pvAcqIKEgGoaKMahY5WOcLVruyUIQ/tY/9ywrrPmPb0p8pRK0NMqpKqIuSqWZUhlQBQ1rZGB66fpMteCUJXgtj1rZNEyB75esQHPIwAiUWsEBkyVsN+ZX8TgIAWE3BDN26RAWi9a2UFcNnMUnOyBHGsPyfjV8FyMQL4WmUombNaXLYWX49FbFfT6kLv9TGwAICtW1EzWwDwVq9FBcBtCWJa5AxXIAMwQCexilAuxpaCzdWTAD4LwdziJrK6/YotE1AABAgztwiIQAEWUIAySpeyXgnveMtLWIhKlrupmS0ElImAjE61rg9Irx3j+N2v5HeW/MXRdiWSAO8y14UMyKRvDfBf9TYATu79yoNxU9QEM2TBoAWLY7X/OCerTjjAiBvAMVOs4mMe57p6dSCH63JcxaB4xStuMQonoEVxCZNzZeRcYWps4xTj+Cs67u9N++u9HAqglTQesoqLTBjvOVkiwmymV4QMZSmPhcoFWa5xHaPlIXO5KzrGkW85cmUxQ5nIVmbhmTWsEDCnGTFjtnGZvbIACgtYzV00nGNz8EYuIu264dQJnRmsmBAPeouFznFyZwoS4wWXMIwWtIgd/WYjR/qoS5YImA/D6EYjGSEuTnJXPm1RUmuaIacO6gFj3F3HjFrEbnn0Vxzb3jpblb6MqfWgce0VXct4zvb1cGMwzUVllxrVhcmwSlRNuut2cmHJRa5974vC/4dy17LRFu2Hu8LteWJV1qi98FgwaysI9lnbhlG3chUdauGi8AEJMB8BdpqDdQ8z3CqxN753SgCDXHvemXl1RjnHbuvKEIIzpm2v29vgXHfarZIecFccy2BJ+/as6BbLYDmyv9Sq9rCsLakDC4txlZTxjWWpMhZH/HGOtHzQmQy5yideGMw+beQM58gArKbjll68k0C+jFaDHtc/09YgxyljRR+TdHyl0VlpNAhJBcvWg1tQ6SrZXyuPU3V/FwTIYI/oUSl5dMtMHYvetE0OHCX2uJNdIOJawNsTwEyjTrTZqmk7VwaAz5yMPXQLmMAE2EtQpIoUAFAHCT99nZrDJ/9etIunZEe9p1k71jABESDonsCNHMorvu+ZF8Dmc6mQL+pSmJWeDOktb3qCIIAB0uzkvUvK2BxUvt2YiT3iZw+A2t8e9VTnJTuTA/zLA6CTjS+27gnae+UjvvSMV0maI09yyCz/Ls4nyAQ0m4OCph2XD5B+GX2vuU6WZYsg+n5dDT4AUL6eMp184/u/elph7hGSCoBlAjzA82XG/XFR/okUAfDfGmGEHvFRchSg+10fABCAJNneRUwALDXZZ6kGBGaWBFJgy1kgRtCfcnQg6tFUDgxgmCEEBn6RBpbgoB0g9s3Y/H1RdXFgDEogdFnRXKQSQ7SgFj3ABkoRERahER7/IRImoRIuIRM2oRM+IRRGoRROIRVWoRVeIRZmoRZuIRd2oRd+IRhOzf3NWOXJU+KdkUodWVIhhwHgXQEc3QC4IQIswHHEYS0hAL60YS2tXRj2YaysEqadl96JVDLNoV5BUpwhBGaRk3gxBAGc1xrK0Rz6T5YtgAFsj3qJywCM1/YYQLuMVyb6oSj+ytB50wAQB0c0QCvpGEb0m1FJ155wREZFnZi9IWHMEkIYYpbZ4ij2Iq50EkigIqi1FypxBLx5T255T+PN4nJsIh9aEloRQAGcjDP6ojXCCrRJhDD2Bhc1gGMN4QSKluDN2GyMVCQiRzWKhTQelHoNQC0VAM+k/+M1ziOpDNMA3OM9psctLQBmjZcBPBTk2JspFZqiMeOEFBNCJmT9fQWe8KEBIGRHveMlPuTzySM9XiSneE+wNZ9KtQd7aBAhPR9mmePI4KNJ4iNjWOSEBN2e5SI81lVLqSRGziSknNWe3aQ+Wpl3jSRI6NjDAUBGkeRjbKJCJmQd8mI+oVUtWQRSFkRT0iRUIkpQBqNKlSM3gsT+lNHzTeVH0qJK4BtYWo1MDts0/lZZOiXSjGVUrmWZPMBPciSi4RFXIkS+CVEAGuMEGeRJFGVCpuRT5lpZPiRTpuVfsqVhisldUmWvRaTfMYBxAEAimlpBniPQnaRJ+mVaekUtOf9lR6kX0BXmYYZmjEAQEG0jALjRQjgWJFXbl/WZVXalS5FP3MndSyKUJRLPHsLkAhCAerULAXhienmiaA6njCTUMuGIaeYVQxQjdkESvM3XMlJmZrxjMY2fUzoLbxrPHCLNP3KiRFAnQhKneLqIGiobWpmmKkoEKw6fK9Kl6AFlTOnleM4nxRBHPpLVQuJGNqGYdNKnfxbMGHrFGdZRGm6RV/4ngnoLb1qiZcRhSyYohEaohE4ohVaohV4ohmaohm4oh3aoh34oiIaoiI4oiZaoiZ4oiqaoiq4oi7aoi74ojMaojM4ojdaojd4ojuaoju4oj/aoj/4okAapkA7pvAQBBAAh+QQBAAAkACwAADIAHANCAof+/v4Ai/oBAQHn5+fW1taZmZnLy8umpqYYGBhpufm4uLh6enoTk/pISEgoKChnZ2dYWFis2PyGhoY3NzeNyvvQ6f16wvxJqfZYsvs5pPonnPqc0vy94P2lwdjf8P5rruPI3OyDvOqxzeWNudwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAI/wBJCBxIsKDBgwgTKlzIsKHDhxAjRgRAEQAJBwIcSHCQkKLAAggkihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhzjqwIoICABQcUICig0COJoTR5GlBwoAABhAoKSJ1KlATFpSScDuTJtMABAzrDih1LtqzZs2jTql3L1qzRCQ0EShCw0OiCkDN5eo361CCAAX0JEPBqleJerQIrejVAIKqCtpAjS55MubLly5gzOzQqQIJABxDqejQg4HFSjwMQFzQqMDVY1qn7DjRQYMDAqJpz697Nu7fv38DD8nxAV4AABAIOVCQxQMADjwp+Wjz6oOby2H5Zk6BdeDpz1QJpe//nHry8+fPo06tfP5Zrda9zny4nbpsAggZGG0ywjhp8Yp4UBdVdRdgRlJoC9RUAFnsMNujggxBG+Jt2Ai1A14DNPTCAA/sZRRxBPKVG1YgiXeffgBRhB+Bf/gFA21QLSijjjDTWaOONKOW3Hwkf/kcRcRMgYJtdF25F4ABIJplkif3JZqR3uHU3UIFbNSYYbU7iqOWWXHbpZXlGIVAdj0WGaNyCRJIU4ogjDtlkdt4VoIBFy7VWFUGDQXnnl3z26eefgOJ0nQBVWfgkAMQJ0JeHRTJJIQmCCebjd1lKCalTdMK2p0AKzDnQYLYFKuqopJZqKpzblWbRAYoOOJdPY+r/CCKBbFLlKKWokhCVR3V+Z9AByn1a26nEFmvssTIu59MAFhFA6HIHkOAZcfJNJ+ZqRyqp5K0qTlknUdP1SiWnw5KL7Lnopqtubh4iYBRoowkAgUUZLkeaaTHx1JecBhhAr4LKMvvkdrQp0G9hqUXbmILrNuzwwxDr9BZ+081FLwITzKfodHedFiCb/74GQLTe/dcUiQR29VXELLfs8ssphbkptgIhBfPNOOes83pGbdTRdCDtLPTQRBdt9NFIJ6300kw37fTTUEct9dRUV2311VhnrfXWXHft9ddghy322GSXbfbZo3q3I9pst+12ZYOG+vbcdNctVtx256333i7h/83334AHvhlqAsgt+OGIC6524ow37vjjkEcetneVSm755ViPh/nmnFftneGdhy766KSXbrp5mp+u+uoQp87667DHLvvstBc1Ze24586l67r37juElP8u/PDEF2+81cEfr/zyl/HO/PPQp5V89NRXb/312D/ofPbcd3/S9t6HL/5mt49v/vm2t4b++uwnNlv78JufOk8ZgB3A/fjnr//+/PevfwLxC2BOKlIBsfnvgAg8IAMEyMC+fWpAAAxbAidIwQAssIEYjNn7eDK2CnrQfxfMoAjV9CmeUKCDH0xh/kI4whaqqSIaQKEKVchCF9qwLrMhINlmOMMa3vCHfskhRf8wsEMeptCHQEyiVbz1qK8Z8YhKjOJWEsMsAJywiE+sIBKlaMNw+QsAMcRiFie4RS62MFP+igBw9pcQ/Q2EARugCAcygD+DZIACFWgiHCnigQ2QZYxaNKMUeXKBNbLxIG4USB4tkIA8aqCOBLEAACqQR4MwgCKMtIAaxwJICpZRkDSaSqiu0pSgCIxT0SJKjFiioYUQhSMMccDMGqSvkvEGkpA0SAAEcj+BYAAAGLjfJdXYS4JckAK2JEEEKvBJnHSSjKD0EmES0xSwgKVcAzBYX5oCupvAkk9KuaJvisnLXSqkmBEoWRxJkEuCILMgGgBABM/yzAQ2M5oRGkyMsLT/FTlNyk5kGdOX9HVPy5CTnQfVpTkrsEmBJACMCR3IOwnyUAxwgCIRKGhM6olAjeKzQVGRG21G2RPTUMifMBEoQlSakPdEiCcNHac5yzlTRJoTAH4cyAUAcIGICmSiEsUoBh5aQE5yFIQf1RJK7XQA22SzXLDhSzJtwtLdwTA4B22nQhMjThLstKc1dact41hUEvxynjo5KlKTeiNM4elkXpFbiqZyAAI08SO1kkpKqooQB3STZzo0KAIRSpA6ZmBFy4khTgny1bCKtSDItACIchoWtfbPo2xVTwF6ZSXBAGtWSLLmXbVF2r0u5K8IQa3cVls+5qS2taxV30Fi61rZ/9YWppdJIGEHUkcGYOC3wA3uAhlKURKEESFAFYgk0QqAmObEsvxjIW2n+1rbUne2sM0udq2rXYNct7bgLch3aSve7pLXQOZtbXm5y17vpte26wXvd+M73urK1zxfnA6oELbUFX1lqi8BHV+n9M2XchCrNfVpYc2ZTt6uUyHJ9aoVJ2tU6K4wszaq4nQ+C61ozWogm43Jnlg6YOYUWEKERLA5cxnRYv6SiBZs7kA0cNyg+qWsFa2whYWJYRt9i2Qe+SxUZgnivBJ5uytN7YlRXJEOlId/vJ1p/xbZSIjezwMeeKMFLLBICxDRl5NMADLLWtkd4w+zPT4Pa7jZH3yJd/+asyXttpL8EL5uCEf0U3E7yXnZdc4xf1geyGEBxAGCYCCPVkRzS8x85jTPiLNSsaZUQrXKF6F2Jg94ACwzHaolJ6siBHCuARltQUd/WrwqQ9CUHiMVU7pEoCWWSKzRg0YAKJpqpC61qQWYKbtKtmy5vvWusccTMo+a0cIeNvW8SJFCinHHyVY29Jgt42dbONrSZt7nKoLtpgU72+3bNkW6aj9SdxvcxhvPgY9t5nOjm3jqrsiXJWjud8ePJ4VmN7Ttfb7g8aTGXvs2v8enORPq+9oDJ/gDB3Rw6Lo74cUzYQImTvGKW/ziGM+4xjfO8Y57/OMgD7nIR07yklN8BBD/Dx/4wAbgl6wy5cR+n9la7pJLw3za6h0bzVti85trO+di2zlLXu7zZcu8bEJfCdGLjvPwMP3pUH9I0lVSuagfb3pkmypit851rue3IhTYstjHTvaym/3saE+72tfO9ra7XeyitrqoVv61ZHb97ngHgF0B5CUeyv1UWG9b3gef919zye9/T7MtCc94pQDo4Xr+YOJLRXevLb7xjf963G+E+MnP/ehZnxXmGa9hANSv7zP0fNqAPjnRj37wGjb2ljqv+j997mzeeX3mK4LWw6e+9oCqfNdyr3vC5xfyT/498P0kfJYXv/GURb0Kl//RcD1/8Hs//ZdoT30vBT7oPrr+/939JXvfT7/74AS9zlEkfq7btfclOaRNtUqCPQJgjgrRQDqby0L9U6QCzjYS3Id+W/J9Otd+g7cSUDZ/EUVljoQQl1QBCSBJZXVJAMBIeaR9EjGAKvcUreYk2VRKquYjBiCCPfd0CDh4BkBu8VdM9MdL5VQQLyYQw4RctiYQOxVByHRck0QSHNg9AOAYkHIwTMUYJVguVgEsC6IAVZczBuh8KTh+ANeCC7YQCdVgA/FgfhFTFZBvlCRWU+gQP8g9IzUw21EbtBIjTGGGbHGCYKJ+QReFd7d5AphgChaDBEFcA/FQU3hJhqdM0/GFQTVvETGG2bMprLEraWgnsnFXJf8RF7LhAG5WEHFBiQfAEZ6mHrc3c3LYdQGIEll1h7u1FdH3VXYETI8FiCGUR/AnhsonPq6RFYtBOXLiVGsYHk4RFV7RhCQRFw7AEWPiZg2gUpXjGRnUiV3HEqHoWFUIIl1ligVxWISITAu0UxGQARqATBdYh+c3PoMBLIIhhARBFcFCLkHhWSdSZEaGWpVYEN9kONHCUkfGM3AIhci4Iix4ToO1jAQxaBx0VYulUzx1itPoHQ/1f8vFjSl0PpZWESH1KUzogR6mK9NkGBPpXXK2JAgRFxcJX8yBJAeRdKr1XuGFXu11XiRJW+NRXx6Zkqx3XydpXyzpXjHZkjUJkzT/iZMoaV0E0pMpsnUaFpQ++RdyBBG6xY9vFFxKiQHDFVN8aEnbOBBYSIMZUD8P9YlGqXwzSV8kyZU36ZU6KZNdaZJhaZNliZNg6YaYMRgFMRh9QR5WEYsUKTJBiIQoAYkEERqmcYnumET3uHWQF4pWGFZTSQJauBpcmG8GkU7CZojYs1Tf8Rr9VVK4WC1nqJYOgZcDoZcFcScF1o4v9ZJ195cr0oo+6IJ85lgJNYP1V23GdVzUiIPydBCHlY+u2I3i0xMdWRUlBSDTpE/LESUHYWSTtpEk0JGuFRov95mPVo/2SJoUwYsisYCj2D8D4YBgNBCBRoNhRoFvVAGMNGbJ/+aY1lOXctMUG7ZZoMYwH6EcHgFnGJmRlwaaAwFLyjkQ1cGcybJwnAid8qaAiYSHCCV/9od/2pllM7Z/GfVG+1cBFBBt5Gk9CbMg7HkpXyGReLKLR4iZmXkRwMgpIEoCC0AQ+jlCmeKfBlB+5reQ6PNURJElC7MXyXQyI7gSmnkRblYA3/QUJRqaAiGdXHOi0OkvYTh7r1h0cTF1u+OcdRd+f8ks0Sd9LPp0SWoqm4h0TnqPVeQnEWpvVap4WYqMX2SaONKl7/alpNJ8W0N8pPlFKlqmR0qAWqKmluefFaGBKyp5ctolVxp6h4KMe+eaXWKme+ogfbp+f9qJX4d8hv+Em4V6I3SaNZd3j4EalYMap49KI5Fap3b6pjVCqJl6b9hyj183kJfqqKHanD+Ke3CiqABChzQCqqlKa0xqea0qh6VHEYzaGzNUpLOqPfw5eUpKEEv3q8b6hhJRrMfKIJuacsMqmstKj06nes9qltEqrSX5d9W6Hdfqo9kqd9uqrN1Kq9M6rubKHs0KcdsKpOfarmthd3hXqqaalRWkmO5qHcGaePB6d5UKAAi6gRVkm/f6EuladK/3h/Q6QWQ6sC3xhFE3qeP3eAqZQCHAsBbbECVjfLg1sQgksBerEgU7cBkLe3nGsQe0sB+bI7WKgonadbHXghSEsilrEoeqrS3/63W8B7MT5LEzS7PQyrJhirO6qrMU27MEu7IPO3pRCrAxa7QOVK7CGrTuRxF4yrQK67Tgum4hyUEJwAABcAGI1iuKdAEM4FsnigEaULYZsH+IRX4n4UE8i7US4bA3hFg/c6cMQAEUkLZhqx0MkI0PWj//lwEWsAEUUEiShFjv97YVJLO4UwDPwTQhe2+scVesoUYN5VtGsoczxQEBEEeIRbbJyLhNezxomjR060LaYbnewZQGOVOsobkztlOIBUBbt4KgWEEVa7pLJLcTMrJa5x0asFNZGAB9y1td5boA4gEZ5Y8AYgC+mrAJFLe1c2LGmGQGAAF04QDXBEvXKxDI/zkQB7A2E3CRHCEbEyCu6TG58LO6j9IrDPBQUhkAbHud9BtJAyJOtItYsCq9COS41Sstq9pSHsojA+EcF6ErA+EZDjCiAhEaAzEB1TEmEwlLcQHB28ob7BtuwJsr7CS/AuG5bBuI9zsQkkVoEYABYLt1WHmapas6xBliB3G6BLw2DtwXtlGJTwGaoYHDeEICa/OhFXKc3sqhuXl3hTErnstG91NA8esdEVDCRlEBJWwVJ1y7FrgiKgG3rCOfIGmcSVcdE/kYoIkADmARI9pUSRIt3/uRo/QZvavADpwQI3mTdXyWdzyTnzOTeTyWLmmWfCyWX0mWW0nIfmzHLxnISP9WyH/8rUT5kz/ZGtPhJg66AYZLAZZsuDk1vPRimAEAAv8UAPM0AK4rlDI2wv+3xbqbk4yMyIDcyGnZXbHcXrO8JTSMvQWhUhxhERBsEGOydNOxy7nsrep7RiOLEKzhupxrhrJrFZzMv4C4ItHrvyerPLd8ENWRJbq8RHHRxpBSWw9QFcKcwLY0a2qGtCZaucS3uQKBuUl5nZVEAgnQuQGgjStSSH1bEbtLule7OjEMYNfsy99MENuMxkQ8nAJcn707zvjpuxirxf/heqaXt3vLAGFbtsYEuH/Le4RruFZ5uynBxavjxZcWGm6YzcOs0M1yESUjMERxvR4WzHEsEOb/jDr5GkV8x85OKs9emwF9i9HX2VNmWxERQLb1lwGgq7gAPJgvXDyeocMKgdIETaK9a4wTvKrNYcAgAsflTMzA93qe+hAetNS008vePNXaTNUA1sDJ5AAH8KUMTdPeyq4+J6QqaHr8XLQObbF2nXdplNcdu9cqC7X6KrVAObRE+7+C/T3oXNeGjVhVhLBWm0BknTtn7T44U7Pg+tgr4qYmIdLPQ9cvo9lWx6Z+XREtTM3+s8+LvRONjYKj179M3c+t7dqEbbM3q7g8MZ6NW9vuCrzxanAm6z/U69shedObLdFTq7WF2NvGPbevDXWvR4iq3T+V/dxxLNowB7FdV6r2/1rd/MPa2L2s+9rd0jydATveELHB6FbeXJer9ycRejvf9F3f813M6j1Ft+3QSorf+R3HRszXDxHgz03acqukBG7c7G2u/f3fGBvdF9vgDj7hFJ4vyO27Sqrd473g4+rejldsErGUIg5c172nqWu03A0g/UrdDfFBYV3hs8p46F1BTnauHN6twN22wt3cNN6uN36tOd7Z/zbjFCTbqWrgWGvah12URD5BRh6qSO60Sg7Z/9nkCVTjDA7hAs7Z+eXCFITlHa7lDGt9ETthw+0/oAzjQE54vF1BIuDjP4vi7Ld1dvXkCPFBYI7jYj6wfX2782rlCJTnQH7hnpfTyNy1X/9LZisCgGVL3Wirtqis4i8+2xM06W5Dn2rufRBNmxfEt2H6t3rLANpXAR19uCSQuFsn2Tz+5YKD6ZJL6NqqzgjhzlbRzAUxzwPhuZQFIKJ7u9iG560uNT8Obu6LEExJUcxYf4Q4vH9qu1uHcp/tQXbONq6+NFFe2h1sEMxevMZGEfVsaCFUEcwr6lxXtZOdQNOONnEhN5LIEE8Rzt470PDlJA0gNzza0At8nHN82ZneN9kOIvFLELTeHVQcUxZwU2YuYVtn6ZR+5cG+ada6qhiRnzO8cL1cWxe5H+3IwNcSosC638L671OEVoUWU/9XxaeO8PeXwitcu7nb42MTwwn/ccEgJqILkSWhMse21SogOmCaycCwrol7vmt4l8RLvEv7k0cBL5XKZBAFH0kqz3tZLLGAjUBpLjYkPfPcqj4XfxA7rN8EMaJgkcPaksDiNQCeURWecb0WkYmJDMuGPMiNLFdTosisfMh4/PaufPdyv/d93Pd5/8p7X8s7Gfjfavh/f5YY4pPM4REgYMkkoLeWLPnO7Gy2sQFVLDf13LoLZMqYC8l/kdrnjkBvXvh2T/h6b/i1XCP0aRHV/kDbTBCeES2T6BdVZYyzT9VF3H3FfhDHvswHYbazm6WfvyLffeb9I+h60/ok8PqrGvv5TvsL0fXVgfsHDcdeTX29Iuvt/9z0tT5vgijPveu54sTrJJDP3Fb1B6T8XSPzxrnVzv/N0C8XRGwba7MaZj/E1m++KBb0WWvoAAEAAAmCJDIwIKiBQQWCABgwECiQgQYKFCYWTJDBwgYKGUgkiBhSYIKCJU2ePBlA5UqWLVUyRBlT5kyaNW3exJlT506eJwf8BBp0gMwGJgcWnUmAxIOSDkxKIHGA4AQSCkwOHeiU4FASULtGbdpT7FiyZc2eRZtW7Vq2bd2+RSuypMC5CRgEyACThEOIEStcCMAAQ8kIFxAyyLBB5OKyLh2z7ABX8mTKlWkiLXiUplKmBbUWhCqVhNKTnacuJeHUa+iwll3LHEiQ9P9r2rVt38adWzfNxb0jGhg89vHwyLuNH3+NuSEJ5Sg5twYNdutJA8sLPpC6WjrBz8jhxiZR3ft48uXNn5/s27cBvT2HPxaBXv58+vVtg59tX/9+/v0rD1RPpAEA0EC491yKwD8FF2SwQQcfhDBCBQEMMKIBNzDwQMgk5LBDD90CT7wPRySxxPQaqhAAAyQSS8OWijMxxrTAO8krGXML8UYdd+SRNxQrXBEAktxzcaUEe0TSrPyS/K8grpiEMkoSU/SrxSJVik9KLbc0DrwnuQQzzPnAS5GAiDzi6UqVYBSzTTfZyvFNOee8jUwgIzpyJzUDYJNOP/+sKU5AByU0rrn/AjQzIoT0VLO9Qh+FNFJJJ8WJyogsSFPNPinlVEv8OgWVUhr3Ui9IgRy9ac9NQ2V1R0FbhdXPUQM0VaALGL0yy1h3jfFTXn9tc1RSexswpAgeQjZZZZdlltkMvgQ2WmmnpXZEYWcSsVpt+3t1W29BvVambL8lF71uy0W30HBjgjZdd7t08l15AV0XpXbnxfc1L/PlN9icxu034O8KAlhgg3msl7qDF27rXIYfhjhiiSemuM6TEF2sAo035rhjj1Gt+F1fQyaZQWFpFQmDPVvCtGR5HXY55jGNwjgkElZm6VaZ0x15Z5/1s1QgCm7GWSWdf0Y6aaXNojHFWhEq2uil/7eFeWqrXWv6ToGOjDqA4K6Wtmqwx34r6wCLBUDnro8mm9d924ZbMjsrRLugteN2O168915rbpQBaJnoor/mO1SxC0e80h+1XlRwnNlOXFSCI6d8rKAByNPxlSGvvHPPwx62TADQJOjuzyPt+fSJ5YJNyLsugKk3Ev56iPAKLDiIAdhpdbTrIVVXd3LgV2csptERokAhhnybqCLEMGIgAY4K5EA9An4vPWrOh6czde4PjiizcDEPIEGJBps1gQAK4iAADGcXCbEAG8++6O2/xz9/oLM2noTGhVzfxQRTEg3obDEY6EtvsFe/x+lPVsJzoMDoIr5rEehoANhAAFAFgP8ADK0gCFycQDKgAfUUyCRdI1zFHFCAnbAQW1eBIEo6YxoXyuhwEeSZ2S7mkN+RL3N7qUD5SmKBAIqEIRbwDchMFzGumOYmTnGiTKyCmhpBhyBMcUB3Cvaht+GwXxP80Q4D0MP2/RAAQcwcEUMnERL6ZoEM3By6DFAAOtbRjlOMiY3agoAn1VAmTUxNQfBoQ715kWoVIhVB2rc+x1SAh5mJgBDFh8Yhrk8kB3Gkb2KCwnQJxZM0uddMIFDIgoySIOIJymmuwpUpMqWGQ+mOvdhVyCfVcpbTwSUJbCnLXO5Sl5khmC+Fectf9pKUJRmmMXlZTGb6EobKbCYxk8nMZ0b/E5rVnGYos3lMWnYzl9j0JjWRGU5njhOa5SRnOMHZSwsVb0AEAQGGOLIBelKAnrosYGYyCAIn0aWD00Eg2tIGP7ShjZ8ouZs20/lNc1rToesUJ5Qc8IAtnmQBVqQiCfxoryhKp6OxLNENDfktMCYSJQP5n/ooSJABFiSfERlMBCqUQjju6X4S62hNYklDnbjyiicB6UiFepbwoUh8kBTi+RqiMYwEkATt86CQSKCYCilRe3K0Y1YLMMg/OiWUMtnpTZaEGhd+VEfeG2oOWWfShhyEBMlbCKkeEpLmWcSEbzVIBPSq1xKmJGpv3JYnhULMsYTVM7KEFmnKCtSzxjCt/yKz2VHFZxe8xI4vIflLYAinspN4wI1+td/ELkqQ0QaVJoYlCFdlgkWN/tQkpuViQcb62LZdTlhLDNkDEoYS1MqENNCCymJfS1vi2odCVDLAAnFb3CSJlLk+O67Tehc1mj7XVY617tSiS7fRlWS52W0sQ8GrtNhYakCZ+27FZkuQjeZNvONFWnmRy6Kaqqm6P/tqq5wL35D5rVQjsdtV+Rve8AwYbJfTS3oNvGAGw+lQNRuo5mzaYBOhlcL9ffB/t1bfKwH2whHa74fBl2HfJIpFChaxgyycYpJdDlMoZnGMZWwdCq5HLjCeMX9CnON5nUzDEQHMX3n8oB0P2V0+9v+NQAHggb022clPbnJFjWxcbk55absVl5UX1EUta1cs+e2yubAb5p9hmbBkrk+R0QwxM6NEymuG84fbrLA402fFdcazltWc54DN2STr5fNx7hxoNu9QdiYB2Ag1sGhGN3rRHCB0pCOI5OKVZEkUKNJNJU1U2W56ZwGqyV1cpGlPk2XPpeYZzTSJaMJcidSo7gmXYc0ws626JNkKsovuO2tew63Wh26oB9T06l4r7pTFpjWJK11IIroa2Uwb87Px5V9gQ1DURdq1tLUN3RrbWniRHPa2xSJrceeLSjLJwITLvZNTr9u95/7z7OLo7pwMmt6eiqzxIkvZ3ZW0ILQbYEj/KGAYEiAx35NT3548fG+Go27Zqj4TAyqiPH+zlCIWyYDNdFfwtXb62s7eVU6TLZuGBwuMFTdqQyJ5JIdgoOIqVaT7IuLZgRi8qCbJ4LxjJfKFtbvk1uLfSWkEwqZWvKV7KSBjbF5xA6Rb5z/v33uhzqSS3vxQBGRbBh2ZEg/uBYFK7zhBOjC4qZd9UFWvuNWj12qZmoSSDcEU2A9OkFyre+cl4TlPYBtIk/D8AXvnTo98bnYQ61DV3sVeGUf19r3EXS5Lv21oQ4731MQSima5/HBdm5PMZ7TC0Sa8hFLE1mEtkiWCY8jaC7LyxUtSII63GeRNgmmyT/46fD8zToLq/8dX4n4tCj1nlR06TYhO00vblDryIxr8azZU+cVXp/MX6pPpA3/4wle+9Z8vfeZTv/vanz70m1997JOznZEFQC0jEs960pMj9kyIzoaSwbYz85+6BMDXMcvxgjqp7hNGp+8rv/HjECfyqZnIop5or8AbLHH6iZsAMxATvtA7q6DboZIgOoJQH6MLDoFIuscLO9prINvbPJPwI8A7rNsrjZsoABRUQUI6NgqkupOzE8nai5UrCMGgC6bSQKeCNAqQO6vjsFHjFQO0CRf0vbyjCRZyigVcwRuxNxkMqUpDu5A4iIlbCEWhn7qaCGOhAEy5gIoQQhL4vw4rQsrTqSdCw/+YQMEIfEEp9LWDq8IJoqy8oCv6ySwdtMKTqB5hGbsRvLs3BCs1FEQZmgk3LMHPIzk4DBtLQQmnsztYMcI0PMI1tIm/0wom5A7AU0IOGTxGfCBHRDRwi8RWmcTTIsREZMOScEIw60TR6zRQ/JXtUg+F+Thsk8VcjBZa9LbpSLhwg8NP1EU3kS9EgqEgKsV3sT5gEcZhFJNiBDVWI8M9yTZyQUL3Wj5nlJwQqrYYJMVMY0Ry00bDMcaYuMUDIbaGa8Zx3JJfe7jRKAgRJMJgBD12fBR3DLsCC7AiWTh79MfuUbZ8zI8yHI50ZLgo/Ed1qcWZMD0NMch7W8eEbC6Ie8f/cdEAcKTHRZRI1DG0ipw9XNzIkJQTSsvHdrmAk0TJlEzJVTG7iBTJZ0SLN/s5l3xJMPGzQwzHCazJbTQLRDxIndxJSbnJLMtIfQxKVhnKmJDJkqPJo3TKp2SwpHSOnNRIqKQXOYzJk/ghpqxHqzQ5q5PKk1gSwNjKn6xKr+yefGSLdHtItHTL/VmrsJTGgnC6smvKt/REKszKknC6ruPKGMTLNwE2uWwognC6u/rLbAzMdtTLs4AWSAQZdxPHxcS3xjSLcYHEfhS3u6TMBrE1wnQsSKQfszTKzuSSXmwLSJQk02RNcxlMtFgS1WxLXkPI1uyVz9xLumyJmexK25QR/37LpJsbCIBLoYG7i8DptthsCb+kt9r0zQ+5QrgKzlHhQtK5Gd0JAOTkRhpRzcC4x7lbI9BsHZQLI6FTy+e8GtY7n3wDIPZxn4LwgL3IzsPbixXhS5eAtLNbNtSMizEMoY48z9gCTPTcEf0biQBgz6MjgXyai/m8OoLhTpeoxmecGxscFjgBz//MsAeDwt4kUA/5QIHQOuG8P4LIwIZwUAstFt10iT8ZgAkQAANoAAEQAAKYUQWAAAQQAAcYpAF4AB0VgAYANEESAAiQAAcQAASAChml0QYQKAPI0SYlDQAgAAhwiiRliohYAAEogAXQUSUlzw6ZzA8lkegxlvK5Of/GKzinQlHtLKkVNUzHeJ85edEknYAFWAAb3dE7fQAaNRNdgtE7hQAafTMFSFIBeIAFQFJFbYAFmNEJoAsF0FEIWIBB5SOBKAAEoFQSgNEG0NIdRYAH+DsBOADxtDOgJNMOGaOQUDwwUlM1EonsLKqSChIWbQnrfJM6hQDwmFFPJQgJEIAFEIgtNaWuEACq2E4AMNQYPSUa7YwBmFEzgdYajY0DKNJZTb8ZDZItRQAihVQYLM1UbZCGdInUAwk8QVNXXc01XQxZDR9aBaPuXInIBJM6zZYbjQ0DuNY6nQ0CgNEn6Q1D/dbRQNLZ6FOr0FcnBQoDcAAEOLmfANYCGNb/YJWthq0X8Os+8Xso7rs+GjOA7JOm8ONY4hvZ6CO/5DtZ7+vYbATZZdq+lMXYldXYAFxZmm1ZlX1ZAURZnVVZ9pun9sOQAQhRDAoAELAQu/GgoQgozJLVd8K/6RCIJ5HXl0hZjX2QOgWjaM1XBKAKAkDSrGVWKSpSJ4HRkrioUrVWGlVbtY3aHxUAElBbUtnSV6IKUxXXfjFQAEpQwmHQzEjRlJONCHWJ2UQSrOVVaj0lriVYAQBbKTPUYq1Ts9UoAJCKCTiAy8VcBRCIUZoACbjcPhVWAJhbst0LcB3Su5UQ9Ww5v4gdmHuqEm1T+lQRwW2JshQTwy2IaG0IA1Bc/36NDX8VAK7wjceNjcgtiLlVkWPFVipFAIf91NAd3a2oW3BdStR9kOikOIlYFJS6uItYvS8MgDD0S5H4U1tdidHMVRgF29ngXWQl1tgogGMNSOKV3rdtiNGd1lItrwEhgOZtCK8N1omlW/vtlVi0XhOpw+l8iJLIwxSS1/wMT5OQV81sR8ONCN0tCK6N2kCtVEKlicclWwIWXS5N3CDF0xzdVRIYVD5FgEXdi4uS2KiF2wPWLtw8C8wsV1mJ3JDA4PDQ4LYFUiGtCRCuXxSJ3tHIUbjVVFSK0lCN39FC3g0mYEUMVxrmIhu+TAm+1cSsXis2GSwui8dczsT0SS+eEP8wJgsxPj1vGQACcOM3dmNqGVMzhhA0HgscXokJjRXeXdu1Ha1d9FA63rLXvGEtNpJvwdxEvtzTNZxAFmT/4M+1EM1HpmSesGOxUE6V0E6INOBKFj3LLAs81iCo40xPxg1CVhJDxlXSZGRT1rF3XEuVmFNXpmV9i8vcjFM25eJaLjz2xGWD8Bq7dGReHhOsdEyTUBl6lUxUJeY0y9C2YElOlrpmnpDK6GJtK2Vqpg27BaWWHGZtlg9uxklwJufSpYxrljbnLGfzEGeinLpsXmdwVud4Ho92jolWpmc65kW2EI9ci6vm7OR8BprwDFNMhiPm3MxvFmjviGSzaAkK7rX/OV5odiZocRaPlkDMibZiXrTompLmKtZoMWvoL6spZS42eA7pGano36sphE5pceXotbjohwboaX5phl5ptZhplsjobUPpmyaqbkwLx6hpeARqkR5pniCNRjpqygxQjm4z4CRKx3DpZ5vnpg7q84Tqm8DefxbL+oJoLRkAA7jcAjiApSSAA6CjA8BnnSiACQBSB4CA/CCAUU3SuS4JQ22OKVForC4L4ayXhaQJHGSpanSMnnaTOVIAN1YAs/7grXJjA0Bnm7DUB5CAB4BR0agKHb1TR6VRzdbrDrVpv8bQB72YisayE3VdaXwMF0W0AgC0OSrjndDXbkUmrgBgPzoA/x0ljdAmbbcxPKNAbZvo26kaZTp7DJOGkrMpAFM5lK3yT4p8146j3GulQdFV4aZ5X2UNUtEG6d9umOCei+EONewh7Gd6jKquTGJpbvRLv+aeI7OWsqARn9o2MRSpU80lEz4WCKvYa2vpa/C2ZPEGJsGeiTEqiTLipccIaySRQ2UtAKyYIIEgALNmawJobNViRa2qo1oJnUHdUQiIcNnS0brZCwCejf8WUMUU8EpBpCo8KdQm15YwV7ZzMw5DbMasujkSj+lWETpCm8bWJsECijASiSNdW1Pi71m116ro7nHGWZGF2ZDtvuOr2pIlwJodQC13WSnn2Zgl2Snv8ozF8v+NFfMoJ/Mzn9ktz1kuZ9krb4iCOtq9UD9/wwr8i9p2qid7er97Etpb4Qqt66WdbgkGaPMw/+JR4fGViogKnyIKh21bXilGD1i31a3+xfPyQnEnV3EP+enfRruZiMaZUG1dBq0tJkZahW5Kp9Ktwu/mlvTyNHL1SNv0g1H9Li8+Tq0nL+ABbfHwrsEYN3CZOG8FtTQOa3DBAyPFvu7QcexGj/SY4PAOv1D/7N/gXQrrLq8tRQrf/nWkhOXSHXZ0kzjpVEoOs93KPCXovm4Jh3C0Ues/IvIHrHYKHyQAiN/Sze0J2u0a3fVOF9OA/nYMjW5xT+qSSGDf4jDlnsGBqPD/C1cKApBwIbcQ+cZwWI/1C510gbBWuZYAz+bSiLAK+fXs7fB2Kp7sgQeRgyeSQh/JSOVwq+jvEbeQxjbrIQXs4E6/BYBrGkWABsB1CrdrTS1fTvfutlZ5ECHvvXSMVU56t9zqtCD0lUh2T/v0pz/tcU/j+kp3/WJ5cAlwrIc2rR8LrmDqXRx1ZmRmsXewr/+XmkJf4HZ7npxttue0ub+JqceLok55u2caoUYLl6h6qw97v4+1nE6Lpa5dw4d6xGd6Gi9qpGd8U3P8s1D88/3ovp/8WAP8s0D1ZT7LzW+Yys9izdlk0d/JfZZpOOp6ZLt6v1d9teCKwkiA2idNzUd9/52w53Mn49w/kcqo+1mTaN+HNuDnTV8n/r6xDNwnfORPfpW25ueXfha76ukPFMuQfNosfOu35XAPZYL4QguwAPWOaIHnflPDe5xQim809fO3x/TPCfZn+FJ7fcYn++9nf/IX/u13/4As6DsGCBIRAhAkiIEEwoQKFzJs6PAhxIgSJ1KsaPEixowaN3LsCBFAwgEeR5IsafIkypQqV7Js6fKlSQAyZ85UKXJgwQAaYPLs6fMnUKAgEYoMavQo0qRKlzJtypEmVJsCcxJ0avUq1qwRh5IwoPUr2LBix5KNCbVmSq84c1Yo6/Yt3Ixcvcata/cu3rwjz6JFqZZqAAp6B/8TLmz4MOLEilvylblybcEEiydTRsmVQOXMmjdz/tiYq0nMkAnu7Gz69MK5qFezbh33M+iSfwG7rk35su3cundbpum5scUEDAJcaPtQNOAAxnkzb+78OXTEfH+frZiBAQUKGhgsdziaoGDoUA0oOFDgQGoSBdazxxwTgsMFC907BOCAs+ro+vfb7uu4/mcUDRRBQgwc5NBsVEm2mwIKnXVeeeg5qB5CBFhoGXwM2TcfCfcpJIFIG26WH38lmogfaP81BBtFGDCgUAIBPJRgTqXpVoB7/jl2gIQKKVBAQn2RBECGJBRFQoMNKETfih5qxtWRJ0o5pXQpqphagBNpcIH/Qhso59BNycm4WwENkiDkjj0m9GOQV+4FH5BBIiTBkh85mRmUVOq5p15XCulglhIxsCBCA4I5VXLd1VYeQm6mydCP7CkwQGweEdlVh0SR0ECcFZIwwQChitronZWRyCeqqY7lp5ttBgpRAISSwEEABDZEY04bMBinoyDxyJABBlhowHpRLkQse8muZ6aGGdKJUJydksCkhqXelhBdqmq77U+wOcZqpY3CRquYXw6qkKG3IgqYrIvyGtujK8503kMAiHrvvfVlSIAAEHAlLWbWkiqRsSEZrCnCRh6a8JENL6wwwwefqZDDESe8UMUQa1ywxRtLjLHEGXPscccjixzy/8MnX0wxyh2DXPLHLMO8csska/yyzRnjrPLNMuccc8087xx0ykQ3RKlMSNvrGNIQ9+Vw0jMpXQEFG2yQndVYI7Slpl7aenOYyVEgtM8658XmmfD6quaKP46s0aUTY/oAhQlRm5rAi+HGLd99I8VqvSxK5CKMYzaEXHJf28Zo2liS8GtExL4tV5HoOQmwnfhh6zfnnfOkY+DATZQuCQbOuC5VvJUprpWPs90Q2rcqqyyzqRU5wJ2Y15u3Ynt7/jvwJ00HoOgTXZfddorW+V0AL5KZo72uui730fTWhy/2+ipUwANm6l4f78GLP754vlEXVUXCBZCB8gwxzyWDCplHE/8BwZoXrHtRIjs55Q9hXuqzRPSkzZGvgAY0S/FMgiuCWAA685tJpJJlpqGsB0n8659DvrcQIAkQTwQ8IAhDiBHBnWSBtRIh8PKEwhWyUF4JLEnYUtdCzqlwhjZEIQlNEsOCOO+G3DqVD4M4vhzKBnUEgZ8QVQXEJDKRhq8q4nca2MQpUrGKrnnhSb6jOCueyHdc/KKenlgSxLEFjFJaohnTqB8xkgRXPVTjfrwIxzk6h40jIeMR6ajHPfJRKVg0yWik2MfmoHGQhkTR8PxixC0esj8fbCQkn/THkeCqfZFcTQ0vqcneTdIjIqlATt64SdZkcpSmLEy4WJKtU17xkaz/fOVdUrmSVcISNYWsJS7FIkup5LKXvrTiLlNywV9KB2jEPGZTgqlIZA4QIbRkJjT/5pNnRrOYnqomNrOpzW1qEzjKPMnduNknu4mznHux40pGkJx2mbMst2wnPEPXSZXECDAHiqc7jYnPfWJpniqhQHKQyM+BEjSWRHTJB5KTgYKG5Z0Mbae3fJJQwNjooVhxqEXFGdGe1JMqoswoSEPqx4O2pKOhFKlVSonScm6UJxOlzUqZgtGYQrOlMHmpDGmaFDnqtJvoXAlAk9PToRK1JDZ9iUlzUlSj8HSpzDyqRc6ivuI8BKdldKpPZorVWkK1IlA5nna445CkFsSS+wkf/wubutVfklRDlUIL6UzXkKACxqzkQ+ta8zqZrjquryRwEVdi5BCrFoSRJqIbSfA6Ja3q1ZR8BZRbE7Kl/3ipfYQliGFXY6xhbtBDDpCWtDyCWIaMNjeMbewmH9umyCJkUP8hXeGSo6vclMpDDxhmaWtLgtI+5IJ0c8CdnMRb3vZMb/pELSz5KjgVxeo/tDIsWcGzJ+IypCj8U2xCfgsRkXgWk8dFLiu7ChVyiaktrh0KbBNy2cBMt7qjOlqoMpUQ7CKEbtK6D74UQl+azcxmQ+vvf3/WKGzxzGxG82/ZDhxgsh3YwP11sIAR3GB9FpjCEz7ahaub4QXXjMMuSzCAQf8cYQ9L+MExkxqKk3awpcmEalmrWtZmO9noeQkEDVkvoSDMYLzsd7cl2S91CelK8HL1p6v1K2ATIti5iik8VAryQx4Q2vlaBMq9lRZniazlIbUVsv0s1Albe8+FRDcAs33yj6vMH7VueZSqFZcLZQLW5A1WTJnV7EWs3JE7GUvPGrblkNvs2C4fuZ8zUR/7HlLmO++ntIilG3WtjNgj3Ue72ZXIA4CrEEh3hs2CviSh/ykmDrR3exAJrs8oAmWBZfrTrnbJm1GyXru+2quBrjUkY32SWeO6I6ftNRx1bZIyA/sp3y32HoVdEmIjWy7HbvYclU2S9UJ7hLeuNh2lPRL/amPb1s7stiFDnRK6nhTc5s6ltj0S3Y+eW0PkbLce092Ry1YU3u7+tr2jLe6TRHeh+V7Ru/+dxn2fhNwFEajAE85HeXPksghP+K8VPkOCLzs5Y1Z4xCWeViOjZAAJyA7IKcBoeKtU4wMHSpbzXXKTg/GbHWc5wPENczW6vIQzT4/Mb95yoFBT5z7/OTw9DfQg1jw0QM/40ENY9CL+XOhJt+HSSRLOp1O96r5EutWHyPOjXzvrad1605/tdaWjnOv8HfvXf5Jye2Md7Z6LOiXNjim33xDuHuk53fOu95Nfc+8rtHtHpm7ytvt9W4DnCN417vTCpxAogmc85COf9rlL/96Ah99I4iVOn9dVPniPXwnnOy/60Q/GQp8/lgAyHxTTzyj1YWG9M13vFgOk/vRXof0qYa8V3EdE90vh/UV8/xPgM0T4DjF+RhQggNohSPYsxYgAshLM6OtyIdR/iwAuf5Tryyks3K/XVb7v7e2HjiLaJ4oAhin+bUZ9/UuZ/qqsH5fsz//eYHE/zp2C/60kBf9/Av9IDED6TcT+VVP7SV9EFGAyyR9c0F8D2t9XKCD1NIUExhz5EY/5kYQAql/QYYR8XFREfGBDLYQIusUCnF9QlOCAhYUK1sdVtGAGIgUMdt9EoOCnUMQMkp4O7iAP9qAP/iAQBqEQJpv5hE4BQP+Ah4CLTCifADShE8oeEz6hkmwE+jDEETpAE6ZNEQIA8znhKj0AAgjAZwmPb1xhFsaZTBTABDThBBTAvDxhE/oZRwAJdqXhBCBEGwbJAEAAAnzKAdhgQ5gh9VUhHsJh6kEQQkihFrbKHCLhGbrQHcIhLYGhGLqhEhbhRQiiRUCAGP5HFDrhFALKW2FiRGhiRXCik8wEJY4h8WDiH5kiRDzABIShA0DAKn1iE4biwpGiWwFAGM7iBJ7FAPAIMRaAAPQhQijfAxDjATDfRRCiQvxiGCaSvaiJMSJjIS7AEQpADsqFb0jj+p1FAwiAlBXAApxgGnIjM6re54xjOZ5jSGD/oTau4ZSZBDiyjpvMIjMegNIoIzMqQCJ5xD0Sjz4yY5SsoTZyIjqKIjRWxEBOhPJ1iCeS4z8amqH9n0M8pEQwYSqCBDdu4wwWzx9ppENMwANIgDmGIbP4IzE6Y7bB2US4h5JwhY6AxgFw45oIQD3CDUwWH0KMIyNqofzgJLToZEJw4tp9BJzJpPj1xQIsH+skhDG6pFI8JVXKB7MA40ow5QrmIzbCpPJJS01K3U/6Hx5+5QYZJUIgpZWcH1dSBAKAoQNM5E7ioyhKj0S85UTEJQKkojG64VoO4FaoCEZyyKZUYEgIQCiGpZvBHU22pUKMI30wJhlGxEyWX0JIZkKs/6FC0N6zmEVkNiVo9EuhUQhV9l+RMERfcsVNhp5JjKNfnWVfUWZPCuVrKqBWNgRnNopnQmZJwOZEgCEJrOZQ0GZkAQ5eUgRwYlof9qVCrOF/eGYNPmbNLWdFCMAdJqNaalJQ1od19ordYKePPCErWkowzSQhngW/ZGcismcipiaXheZFcqEASMADNCEClCCQOKEDuOZPKJ99IkR+Jqa/zAS/dCNJWGfjPOcTQgAB0MQnfhZ43qZERGITOqhCiKcW9ktb8iJGKGjzoQdxaid/iuW3tI6XKacE0p6I3gl2qghptiJhVgdEgCiYDIABcOJnRmhdxlvRAcBy/omKPKWaGP8Ap/zIGsqhRHTnTy5iTc4EkRLoQiCAe8ZnZn7fgwwnApzHOFYOBJRJAWDhZyLFNW7pAShJhtAeOs5EjLKEgrrJAywAjzylADyoTBgpmCap2pyEjS5EnM5pE+ZPjDoGlXaoh1pEny6EA0zhiHbFkaohOR7ZjO5pRSSqfjGqkwhggSYElcqooRZmWcbkE5YgniJppFaRtzjKAJwjq7bqOUYJkF6fkHJFGFqm87kKbKyqq7qqsaBnck4p9WjqlOKVMJIgr4LGm6KFBMhqrNKHimCh7eHMw1TEstZpo2immk6ILlKErroqxUBFskIE7ekiWigJLTGpkewqry4iUNJooY3/K/rBR02s5m9QjLq2aq9Gn7csq3s0KkOMo1egxaRizL2yar6iIb/KBL0aCYfSKu8QYrfe68FCJJJaGcCiaqqmBr8Y4hM6a6z+6oIqY+QQJUN+xsY6IQnAIbVcJshq5wNASZsKaJWiIQBQiyE+qHze5Zy8aNr8ZaHdZI/yxLK6J5AASbbKCXyKqiEuCbhi6Xk67bepILqeLMdaK02gJzReCXBqKloUar2GZ9UG6kLAJmxgxmf6K+qtaaH9CdVy7MqGo4GSgATMxMJyLa3OrLyA7ROmrBO+LUYsaushKM3VnEx8J6VyYuYJoJJ6hmUGIyMi7mhWacxaaajq7ONwaNoA/2hUxt6YGsVNpmaD0ImwkpPgekS4xqJgRqVI8Ba6fqgCXsl9FsWL0kTDphKoToSlbgoCmB4B9CUBmAw5Lhelqqhl7q7p+a7sTgCMJq0LYaBD5G5DPOXUKW4jtS7rGO5dCiBeKV/pDmbj+ibFdCJo7Cbn9kbOJud6DgUA+Kxtqsd2HsV6mlqcOGdCoId/JijUQgT5giXJti/+Lun4Xh90zoRXzG1Q3q5E5C4Wcuy25uSaDg+4IGoBLrAhTuEAly8A2253Qi9p3ep4dm/LjWIvGu4AQA9ILOuUGcsasqP3+lW76mGOJAQKXwn7kgAnRmtUIWv2gUYJxwZdAMAaWhdoYP9hUmrgQqxwowQxQlhlNALi82JpCc+mYoYEWqwwdfKp+EVxoSlfAzjGX87EDQvsl20EiGoxkuwjAiDAAdDFkciEFWfJWFZqFk8mGqsxXXxxYGIGYY7xBPrv2M5xzAxAra4MEveRSLqJAkiABIgpSjYKJwLkfxAxQ0xAA6DkIp8q3FDjCV+yIlsikUAlTRBxpSAkSCIQBCkyI3cKfEAyANBefkLqmiIABKDkAoRh56rE5dSHK88jyQryRypJ0HZEInMySoLx8vmKA5QjJ+7uTFCyJWPhy7qrRwxzKh/lMQPAASTzeiyznYIEKSvkJSLwQ1BzfTZyYLqkL85lM1dyAVz/MnX1SkM6BDl3sjVTJf2mzTcTpcAesjSvCSqXsypDpdy+ckpupzO3MzSHmyanCCfCITJ+MiTHHvNKwCzm4v1mcBXKREM/IQIYc4MQMOZW1yoG8zNCxUZnITY+Mv2MI3Z6MgAsQEUjQAOcZrfUrJK0tIPsYR/i7UmcNH6CMZKABAEgYco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AgbBnI4HSAS4XcnUI6BLgWnezTLxe8J4fROxQeR7tjPjetOfxamwfy+TevjDKB0YpmOqLyHHLKvhkPiOBuvrKEyIc0X8m8IJvSbaH/XWc5/zhcHQjHOM7R9rVsfE7wkBTIy/5GzAdIQ3MfPDjDdtREVIhW00fQqr+ENHnHTeozzLXJ7J6YLcetK9ndoMolMnmgG6EjPfg/4uktzreiyV6v0dI1CH4dFquz1Wp6k1jebn85lidsa5hyEHRSc1zDhScBjVOORZKjOEcBugeO0aACniABbgYfyUS1cdwhXdzGzBP8TRPAkF2CMdB51UQQ3c9HxCCJ2UBXhYWJvVNCOV/KJhOKhiA5PR/WAeD3dSC/FdQNUiDMihQK9h/LkhQOLiDNpiDQYhdNEUQc6ccPuERzOcQYCYAJjF1uRF9WDZ9F0F4Oed13ZZZBbE/IJR2HshCOnZgYBEAupZ+LCV358EjvBF3G7GEe6d3B2FjTsha2SGFV0aFFmGFB6dtfEg7WkgQU3M3ECcQRoV2L1IBiIiITUQBcmaCMP9QhiRjeYGxWprnGG1hPATBhriSfAfgJUsoer80h1CoG3aIZ4P3eq7Heq03QmK3h6YDbrzjAXsmV3S1VnZ1EOY3hh5gequ2FwYxd22hFi/UFIw1fxPTN5A0h/ZWG6XYY3hYEVjIbd2Wiq2Ic5v1FJATbLI4ENrXIFJGELmYcRTGcRLVUGpYKVoUHXFBH5smRr8BZsnxfCfRJHInc824Y8/ILM2zdOmHHiGCFRAEH6MyHR/hdwLxhgQRc6bSVYB3j4ImLkWVa+nHaw75kK8GOpE2ketSkRYJLgGUkSojiTjDkVSVj8nSOnymkfBCkmb2aiQCiSoZLizZaB4pYDGZLjP/uWUeKV6xdmKTlpMmaSwRmWk+ST85CQBBWSyM82U3qS5HmZTEgnRNiZNA6S0oOWdTWS5PaZXUwY9Z2S1HuWfagn6mIpJfKSwT5RIweZZsGUk6sZZtGZf2lxNmKZdhlpYtUZd2eWN4yRJwuZddoZc105ck8ZeAuRWCeZiKOV+ECRnG+JhxuJiAuSNatnAReJm0Yx+GKZkaCYZZpgCYiZmkZIScKZljBpqhGYFSWZpx6ZlYhpqpWX1ctpmsyXSrdJqxGYEMlly12Za3qWWwmZvZdmCJ2ZsN9hhlFpzCiVS6U5zGOWDISWbKuZwjRBe0+Zwv4Zyik1i4SZ3ZZkLXiZ15/6lRbDad3rma4tmZ3Amc3rl6KsWL6fmTLcJA86ljScF93dmeSMVg4UkVCrABcSaGBeEBFVA9AJWBD8ABmVMBAhqfNDIBLYck9gl8w7We87mQbWae7Sk38KlPJpUBCiqWVLEBHJABHUCiAwEDG6AAJqqg3+igDxqhRtIis3Qn0XlVVJQUGaqf2WaT+tRdF5BqmbEBNgmaWYEBS6kDxLkBuwmjMSqht0mhUOElNWqjO8qjwOZuDWEB3UUBJQiaEac7HNCIBUEB6OmkGgKhUDqlRQJTVBord6ah7fkAf8mlBsEBabRwInoamDYQZopsHYimHQKhBBABLccAyJUQyXFbhf+yAN/Rb64BqdapEAoZWTbhppTppvSJSXYmp+dpNHaKQYYmQGlWECAQAOwlEA+Aikp6lYIqIxDqHQ0AAQOQAJI0GfJ4FpD6dzrAqAPhqyahkC/HRToQc/3JEZgaSZqqrDp6pViKVA9IFQTCpY4VO6OqA0h6Zqe6YatKHQLwAYH6qrfBiex2EBDqAG3RAAOQK3TCI7QUKk6YAHRxJgIAIDA3j3anAwYJElcGUYmlrFFKRXAap88KbOGKpBEIO9A2EEj6oq2aqjqwqgbBT3vKmtrJFY9ZpYRqGgswAL66IPoKWwaxr5hRIHExMKchAC+HGS/3Ewkij/43hMfUgAPYHnz/Qxx6UZ/G5B4CSFULiIBAK0oFa33PJAAYoAK6xwEWoHsYoFJjmkS1s0wipFd+im4FKmU7uH85qLVZm0xd+4Jfq4M9KLMz2IMAyH9nu7UxGLZcO7Y/mIJmu7bHRH8+GLcsaLc8eIMsAaG+MwD7ihCTwahzmJADgZCQ8bf5Wqy0BLMvsazMaqNsuhCA5qneGVzI1qVfyqo6QKR4RKYUIKTi+qSwEbIKMXWD63KFS7oHoasD4Xc9UamnwbjDYRy0G51Werts0qlDO0I4sKVACroCwLkZuGdGSqr5A5rRGrq5Qa4aK6OG4rf+Y7p5p5BEgbgii7Kvu7ilkWOQa6U0OqH0/1meuxs9dSpg/NQBIBq1AhGCekGiJoqiAtEBk3MB9Eu/yqsbGVskappc0Fu62ku4mSGPT5EgoYIo2UsVstu429e968mm3Bu+yTm+IGB6oUpL/zk5B8a+A0GgBkoXn5ttFXu/+sG3o2u9Hfe/qDtG9GgQwtFvJnHAepHAtKG7QxuuIvwsJKwlfrsQ0lsQsOt0o3eQxAW7pwtw+MmeQws6x3rDF4YUzoql8bXETHycR/yZQys4FzvFiHNVEVyw0KHF2gKJy/gnXCydBes5UgzG4MErWbwdN4rEWCpeaazG+rdTXcyjTUrHavabVoylG9aheoxgfPyaUFwQcxzI2TXIV/9GuaEZXICMyE0Mx+3ZxpCMN665yDzaXYdcyWWVqVgGAzwqoJvMyeQJsP0KAx2Qyqq8yqzMyslLyaQ8SUgxyrGsnrBcywIlyHmLyzVxy2BjKLzcm7MczMRczHscKcacfp1DAczczM7szKMJQcCczExXoFhocIWEzNTMcdasud0Wzducft28ELTjbMMczrs2zuQMuvZHy+icX+qsELSzmznyzqMxQfEsz7hmf75MzP18MvlcUmR5zvacaAEtUgHwFARd0HR20CJluQzd0Ianz2ODFI8c0RTxzyTj0CKlAguN0TfG0fiUR9osEe5xwSTQoO3BwUSq0ADgAQm6oCoN0tr/UaXKItL4NNMNwRbnm7576h7ue6JtwxYqyqId4KI0vR+pcQCwiyw4vW1Ts5Y8rTtblmpA3V1sYaRsgaQhZT5AncdJXdNtYajN8tQYlJlSDQAV3B5e2lBgSkUfcDds8bRU9KdhjR+pQdbMYtZn/QATM9VTiqcNpadTOrUNZddTukexrNGAsRgpMQCQ/bE+LBcGiahFYRIJ8LEIsL8NoFgu/G8MkACF2nIT4M5iwdfEpr6cutZssbBbXaoNdarsxRYSO6WnCtF3bY9ywgADIAG+DZPD2kUOUKs6MADDSocHOQAM4AANIBwQMNbLLQEOkG/ug9lnQau2ah2oTWympKwF/0KtBNLahvbaG8YW29pQ3Wqj32rDuS0YDcKJwmcahnqhBvFyE5Cu+XcaA/AdArDfj+F3iEIa/X3fAhGsv0pcurHd3QbWWy1SqePajwPb7SHb6J1zPK3a7X0YDQKZkTvfNo26P2EA+00QXIQUYlQfBIIAHrtL9TqXJmGdK84dXuu2eNu26KTgOAfOp8EYR5u0S6t7Hq06csYWhE0iA3KCbB1foXS1NT7jeou2cgvlYEvjUr7LbOvkQvi2ZVvlNp7lTT7lT662d8vlWA6EWl63ZA7mu+xbY91yH36vWkQAO1wS2W3Cihspen0nBZ7dfWHc2j3RDDFCac3a04NaWY2Kzf8m10J+2Oy82GCS124uSS8X53O+50jhd4aLKPnmAD0hHG0R2q1S6bmB4yQ06FSNlFbNGJzLFtt46KHE1e2BvBl+elXFiYXU5v6KEJMOW6IO6r2K4CcMrC7O55Ei6rhB6qVzdYCd2B8aou3BvkBdokLdHvJrAfVrv7NuGBtujDmqrwPgJpQ6zcX+t74u5wwg4EgRuJLh5pbO63ZOGwo+zzut1gh00gBqAV6dSYb+0gXa0mx91iGc7czYFgew378d7pRO7nwuAbXqANJtqHEhAJvu7fn26cQu5+8uGvEupKYt8EliHBCQbzGu6+KO8SRO7I7acgnQRVlhAGrKAAjAfL7/3ucZHxrbTTtKJ+4ez2E3r3FrvvPwDOgIjTyMDfQ8g9ok1M5GvyyGq+e8wtcjBDsfvfTFIm2NOSZQH1pUfxFFHzJZ31QWvfVogs9Cf9ahpvNiP19mTTujGfZp719PXZ1vz/Nl323XOvVzn104HfVQgfZ5n10qEIKCP/iEH9cL2fV/HzNadPWJP1+L3/gzBmmQL2OSP/ke0kOPb/kagfggk/ma//mgjy4vNBAiUPqmf/qlH/rZlfkrQBAF8Pqw//ohoPq9NfoiUBCxH/ssQPvohQK4n/uvv/u8v1OPXwAGAfwFMALDT/x3MgLG//u5r/zLP0mQpgHP7/rAL/zT30N0/xECr3/82b/9nP8xWrQC3w/9sS/9yz/+HoMoIgD7BwH86r/9Z4QC8A/+uk//PTQhsR//uR8DAKFD4ECCBQ0eRJhQ4UKGDR0+hBhR4kSKFS1exJhR40aOHT1+BBlS5EiSDEtoKJBChEIRKTRoQEFQRIsVL1UCwAnAoAEdLQr8LHAQKNAQJY0eRZpU6VKmTZ0+hVoyp86oVTXWHDHihIaVCDWcyKphxcCTJUxoLfBiakECOlACRTi0AAurde3exZtX716+ddf2BTwwRIGiAmEiLBFU4IsCJgR21YFTrECcBgcPjTuUbmDOnT1/Bh1a9GjSClFoIJjYa8yBJ1IYxHmaMv/VgQZOyM0MdERp3r19/wYeXHhp1wRNFIBMsMDugbIL4lxxYjZtHSzkKjYol/lw7t29fwdfde1U8gAMRBA4gMEBhgMaSEigI4EEgRMG6IhAHb/ABBAEFIxPoAZoa0CHBRwIkL2nNCiBoMEKk4kwgnyCTYQCWpiOoBSuy+2nzcIDMUQRRyTRofHKw0mABAaAQIIGIoCgPQYScEA+HeBDD70YB4rPAfoGSICqA/oTiAEddtShQAYYKDC+BZ4qoMGBGINwIAurpPC5rwbKSTkOO/ywRDHHJLOz/8oUiIAD1mSzTQS65BIB9zJc6L620ruRsgkii2zPM9MrEDY/BdSBAdr/BkAvJMauA2olBh2UsKArp8KQPB1qggzOnhhNaKjt0AQ1VFGZ+hNNAU5FNVUBNI1sgQEm+I9VhBDlMj7aamyLABZTJSABIws6tUAECFUwMl8XKpWgP5cd6MyzRjDh2WhHWMm1P0dATodlLRxhqtNy+m/DGpoFV6DEvhRKt2SbZVcgZt1F6F1t2533IHnvjZdefO3Vt19+4QW4XoGB9VfgdQPed2BlC5aXYIQLdthgiBd+uGKDEm6YYoktjhjjfC3OmOGJReZYY4//3TjljunV6MTKuAQAggHUg2AB/Q4aoEbKZiRQB56GPSjIyBAsSMECn9xZ6KacMxe7gg5r7bXm/wij7uXHOAVzVK235rprkFyuGicDGrAv5/YCjYzngY7WYdhED8qxbR1qNNpALtVu6sGBoNZBBMhUW2w5shrT1GqBVkC3ILli8Lpxxx+HXAc126T8TcM1FYCBAQ4maM6ke0aaVntfJYhuQpFOW+mmsNKKq71R2xusEbYUCNsVQsAd978Gsg63dImKPHjhhy9RVeNZBWBVLiMY4M6EPE8d9LR9JlgA0t2Nr27UAcDbqZMKWCG5l2TakG8dUGBUBsPTvA2z3z0kPn755+cObIIAkIDF95j/VSHouVcd2/izH/4EKkf0OZb27qY6EB3HfdnRDP0kOEEKesZ+XDrPioDkAP/OdQ5tAJTeQCAQoCPxRFtIagB7FPg5EfHkLT/pkOAqOEMa1tCGYuLJuWAIQU/d0Ic/BGIQRfMfGTzQSxEUYhKVuMSPOI+JH9vQDhUnlzA90YpXpEgH52c9hBRriSZclNMGcp1PYdGMZ0TWDYF2MSuaUAft42EP0ThHOtbxig6MI1CqaEc+9tGP8XMeAFCSR/j90ZCHRCTX3AiALB1xKFVKZCQlOUnwBFIHYrzkdRhHSU520pPBYc0YGbXHT5bSlKe0yiL7NkUyotKVr4RlUlT5Rkc+Mpa3xGUuM/Inqoggd7/8pQjcqEtiFtOYJlrIMI+5zN9okZliulnEnjlN0jj/k5oiiqbGrrlNbnoym7XpZjjFGclvCkSZ40RnOtW5Tna2E03llJw75TnP+aGIMgKxAAcusBN69tOfj7MnnzAQgACQwCBO/GdCFUomFFGHAgS1wEIlOtF3BlQnBC0oPym6UY4Op6GUUQFGDVqQc3bUpGw86V4+GhkSYDSi0kxpTGXKl5UKAKMBeKk2Z7pTnoonoB24aQU02lOiFlUpDaUKB246UoKU1KhPhSpHkKoDD9wUp1GVqTWx+rWPPsCqOR0IQrc6VrI+ZKofsKpQSZqQ8lxMARsoKAgU4oEKBGADFChVByqA1geU1a/qRCoIrHpVtrC1rQSxQAA6kAGleiBe/xvgQAY6AFmCBOADde3rXzUrkYDez1JcXZ9ns9nZ8CBVAYMFK8xgUxkLUMBwFwjAPrV1V4Sc9kwDzcBAHGvTzG7Wtw1Z6XR255HhPkdWkQkueJA62IySNLQva63hKPABgpwWIR+gAEE4wFR3BaC3vwWvicImleLCTFbDPa5HGwrbwaq1qc+lSnStxgH36iADAXAssBRLEApsQL/fDe8ZtcpQ2qSXuJ81LnLDdjMDAwepD0XtxeCLT9daLQAKIMhAMWAQwaqAIF79b4BFPBDmEYB5zZMZAUaoHsvlBEEzm4BTC4IoBGguAQUSwIknQICXCWDFiGpLiiBgpA0qWE4SgP8PkJCrXBTZlLk5BddhU9XaVAnkwhmOLYezPBCvloq3Ix4x8xIwgQZwUGZLKvPMeIwT+5BZZgNYZEOBlLMGaK7Obn5VZVR0JAk4QM2V0R/Z8owTOc3IAXUewAHg2ZuG3pe5ap2KAVC04cHqgKCOvfJANKxlD3M5ACEGc4CZh56cyGxPApGTzg6AKKq4qn8KJs/MUDczJKVYIMyTtDlZXWCcyEzSAJBTAs5kPUMphHMnUxjJVGYyhqEIwhGOzKrMI+0uCQADF8AABjhggWxjoNPbbdZ989ssm3bgT/0F2JdRmrKQgWxk7i6ZstvN7nfTO97wXra8WcZsfK+s3/y297r/ke3vgBM8YQavN7KPrW+UDRzgA1YIrgkiszUCQHS4po19nKkegtjHefSx3KtUxTPynOrIhDbbQPa0aN40NKRPPsiEdSBf/lJ3INY9CG0HAm5leTfUZoQ4eJhXEFtTZsz1GYDVfF2nt+HnPgMZlgQA4MSZVT0nDSDhzByAcvqQmE/fWS7M2QJfndB8ILCVrQB0TtVx21YguAX1z3879Ik3jyoAOJYO7KN0OAs31vkh8dNRPQCp62oCCEB84i3n5wlI4AAIyN/WgU14gpCayc5+9E5Cq2CzDySxi23sQD5g89lGdrIcIIgKOuBVEnTA3HLfLN1F2Lxa/QrjKt+cef9O/xvZT77rHH9ZlxJAQgCsWvJHXp7gvYPUgUKbIGuOOU6i61a4WkCuoic9Vet611Il1qobhn1ZdcI88sgMQIYqvugMxHGmV17wvr91oruUPJ3M6G5mA/aNpiJ7sDcUrl8NvwBkivFLuqkoOv5APwBoswZ4MxkbCPVzujihPG1ZkQhoAAZMgERhvDLzlZQ7uZzgv+VrqNOyKu4yJwFEwZEIwQOUj1d7sVdxwAdsOv5DPnd5wQxEnRfrD1fRmRqMPxAJrPYaqhQkQnqaKqW6qdRKtiJkQsD6KKBKwnVrwimECgEggCvEwisMOgmaqqoKqiGkwjBcCg2quqrTmSSaqplbKv8wFMNb2sLIUbw4FCsgWilHg6g2nKY3LMKaisLCwsM/pKaVAoC6Iqj6OkFARMRlEkT2IqznS8RHLKbkcilIpERFtCgdgDATpJ5K5MRXusTmM8RN7MRRLKVL1IEKIAEbkEJSZMVSPIgYbMVY5KRo0kNZtEU+osVbLKVaDMNogkVd/CNepEJfBMZiNMZjREaSiKY5TMZmPCOdKI9h8qUQSA5ntEY0RBEnAoqxuMZuxMbDEggj8sZxrKGGGqahcAxyVMcZMkfaGAqpWcd4pJ+GUp5wFEd5xMfgoUd3tKV8FCJhnMJ2FCWgkBJ/BCKAbEKBtEeggB2DdMjGScNMGopqfMj/igSVhuKxgdQNi+TIUFFIidzGjhRJ9dKU71EJv8sJ6ANJuBjJqPKzX0Qje2KdregKpKIKRknHljSqlwSuzROiwgEAvTGMmGjHm7wOeNTJ32owOgwbptEB1SjKhfSdpFRKnwyiywGA4hiI4xCBfTTK64AkqpQpnpybAViAFYO8AUAArJMPqSsnvGMAA9gTFomMFYvL+yGaV9keB/iVDHQeXYGAGtMBugwOrHwUwaCaJnsZRokSsYwfhOwOsvQzNGsAA8gfQ8M6tXzL4dMf+4CACTCSGiE+zUGPF0Mai7PAF7GRNCkUOrOPM/QNrGzMKUnMaFxMRmlIxwweyHQwF4Mz/5yYTILIH1tJnuthqxXpOu7RO8pogESLjOYsFhV5NS7Jn65ri74zFuUDjIZ6AamcSEEqSB14kKhcyYnUzZOaipcETucciPwpkJxYkoXAO+KTmWIxgDkBIFVhnmQ5lbbYkbY4tbrMvYRYOHwr0IDjpamgtt2Ylmg5CxPACa0UCK6ktgqtjBxgzAKQAQPdN4ZbQgTtUA4NGIS7NxAd0YdLOA8l0XwT0Q9VuI8xUYFTthWdtxdtuBlF0RK1URn9Nw890HmzCMk0S+F0TvgkIYSASy4hS8nBv1nhieKbzkQBTCXFzthsytyEymy8zeuQjvMcS+xc0htRSwWzP4VIUspY0v8p1YkjRTWBYA8mYQ+3SRPCHJoqZTSrwQmhdAuiRJFf806gwBAv7aj0/E0A8LOCyJ9hMVL5zLs6dSM11Rwk1biwIqApRVM7vVNLmUnXwcgtlQuKFNSFItRfC9NEJVM2hY1GNdQqVdPmhM2pi4z9pIy4YVIkWVWYtKDd+Z7w0b3Dws1QjSkhHSZTNdLN7J9bDSvCVMBXeQ++NJLiK5QLjE8ppVNkhaY+9VSgCCVg7ShhJVKgwYnuiTlVTdNqrbPBzEAFwZ/4QJT/oFZbDdMRIU9GCUtutVeVUsyvvMd75Ve82EeN/Amk7Fet4U2ChVEs+shWGliuKVhRUU64iUlsBVj/TFrYpwIA1FmriO0suejSivVYnyqPjPTOQP3YknWKhDVPk1XZpehUjczNlYVZo0iuoQjPmLXZkDBHR6rXm+XZlulTR+rZoD2w8iiVtxBYoUXaiwDHgaABUE3a72hYIoQnXH3aZtJFeIraqu1ZrNXarqWIqfXasIUIsBXbsjXbs/2ahWBGtC3biDQh9PkJ12HbsLVJ1nQLOZpbr41Iw3jHvNXbNDShFyqAl/VbM7lawOXblC3cpK3behHcSFlcpG3cM3ncmo1cnm3cwOXYy5VcxL3bqeTcvsjaFNzbzx2K7gxdzE3DO3lcGUrde0UwskCJmwgozZWLo31dLyWtTe3K/8Ni3esg3NzlJAEwAMRjj1zjkrZYkwUY3YTouhAliOnsTV5DTAiBCdIyXcUV3k4ygANYgCtcgMcrGskhAAQ4gLXFiAAtEoKR3jOR3t/AyuZoSABokI+yXbnIye2ti+b9DC9ymJzoXucR35xAPJBAjz/hiab7D/UtiPe1UtESCAkFAMfoXUu5X5rVX0Py3+jTlgMwITV5UrE5349gD7QxHXZh4OjtDqykisOMjKIIAXuiXEbp2AyeRaoQAA9OkxFOSR3+iAkIkPFbo3mBFVUZCAe+Uwi+pIIEgO6M4baaYayx4T7aYM8SiPAdNu9VsPDF2OejnMqBiDgdYmdC4r6wyf8mZsxLchQmhmF7uuB+nOIqDJUqng1z8t/wNYBT6V4tjhfjqbI0urU2ZRckLuMT9VEYdTjKsNAU0YEGnRZoMYH/KI5YoeAUKReeEIAMTcdEbtEfxdFDvtEe7WRE/uRRDuWCy1EWjVFPFuVVJuVW3lEahd5Y5rdTSdEWlWVDbuWHoOMu6V7kHYjwXRMEUJMu5ogYcZ4xXk6EKGTSiF+BcMr6Ja3W/QmnjeM+qozutRlaXJUcptqIeJIAVeYUPuIVxlPaEEpBQoGP+l0pvuY5omPk0ubYVbDu5ZzJ+eJhBi4j+ZVxTohmdual5V37TVy54MZ3hueIMQ/vXVrkymFjVhb/P0YVhxhif2bm/juuXa3gtmpnuSBZhOajYlETYs5CBP5eAujeN0EKZSZkj9xbat5ZkD6jYhFmykEdAlgA80WAX2M5jVDmg1AQgL682i3ofZVpQc3cov6JGj5qYJ1cpS6AbW3qUH3q7P2J/J1qpPbc1rXmrA4J/g2/pLZqivXqkQDrsE4uq8bdshbLxu3on/hottZNsX7cmJbrlnRrpb5rqk5rwWXqvaZKusZgwJ7r4LpgrCZsnYzIMwmBFCiBx05s3W2Ib47sh2S5s65sXW7Fy85sksBs2GM5yu7sfAzt0Tbt0wbthkBf1FbHxhWI1XuA2I7tfRJt1kZG17Y05rJC/9t2yNJlrgD4bN5+RNd2ssEiXuH2R9cWLN2ubeQ+3OBqPuMO7siebs0647P7bVt2boyo7r+6boGwQ6s67u1ex+/WASg07uYm783eWxjI7vUub9cmQeNebfg2RvMmxPS273E0b++jbySlZ3d5q7ja70TEbSQ0bsMK8M9jLPwq8BLBaZ0mZquJ8DURLauUCD8bUKJ9s15FACCGMUXraSuNyP9LbwaDLtcqCLRzl7V78BAxgAUwAPD1YNow35z2ogCnCAIAcfroU85sMUYWCB/hS1bDJtf+beAGZtWiMP2Yrur6tBcnk/C9mfDl4IwwPiBWMCLFugmAk+ZkAGnTFh058v+ITPJTQXHPqzDtqi9xs+3u/gx7NggrX61dSjE/2+bn288UowoDWJE163PNqW/4ndwzr0crbnLqyLS3CwDwQ2047ww1+TqCoPMEwwg/3xNXgQBN4UEdWLUBEYj8OTU4kZnnHeqAWm7m/qzkQRUqm2hLwzBN2zIpDxHzXd7QqnREb5t8ZhNAbyvolJz9JA88lxwgpgo/05kvp9NTP6zoxqhm4ekucXaCym0HX3Qd2DRaD5H+XADmrfIqthqJRpWp4nHByx8RFxu8qRGk8bNAgZP8abpVBGUeRWVQJtpy0YFUHywPgGJr8zZtqwAV6DbHoq8/cXNXPuWDS+UaVdGFn+X/hp/3XHZRiDdlelf4iHd4zaZljOf4ipd4Vq73XbaI7v32K7cIOYkAA1B5BDg6yjA+le/eIxnylFN2JGH2z/JC3RZZXZ++moNybRcTb55zcB/xhHizMpwZE8qxp6u6wfwPUaeTUg+R7y7uE1+t+FJxgmDx2couoCcRoS+IXGfyXef18zXHGaEcZL9iX6Ecqfdzu3sZAxD0qUfy7N75C+95xFKsBh83rw+R8BUrsa9jdxF3aiuPyCOpMm1Ot2y1vANzMc8xmad7SczuzZuK1rKXAbc+vwcP753x4mVocFl5D55xWCuvhlh6ZfIxtSx3lRxzn0ke/iBy0iz6lnNttGJu/86PnOK19e8lj5pmE0XFXodwFVT1dBrTu/VxVQIG8VcR8TIPLgQXb/XWfTE075bSbUi/a+0fK/N+NvHmfrYOf6wy7/me/up/7uDyqtxHf1vEbfQW7/a/RfN+uf+Wf1l07WnHqPG+f/YOLn0HiAACAwggoOMgwoQKFzJs6PAhxIgSJ1KsaPEixowaN3Ls6PEjyJAiR5IsafIkypQqJQJo6dJlQg8DZxJcafMmzpw6d/Ls6fMn0KBCh+Z8aRQAQgE0BwowQPQp1KhSp1KtavUq1qwTj75MuFRgU61ix5Ita/Ys2rRqNXKFifArBx0C1tKta/cu0bl49/LFiRSi076CB/8TLjxRr+HEiiv+fRh4MeTIkidTriy2sUPEljdz7uz5M2jGETWHLm36NOrUdTE3fKz6NezOpGPTFsqaoevaunfz7u37N/DgwocD56oDs4DkyucaJO78OfToZ9u2RIjhK4jc0rdz7+69KHWEKr5eaP79PPr06jNSb9yB/Pr48kfPj94eIQzy2uvz7+/f930HUaDffwUaeKBqAepgAXmzIfgghBEmpiAHDUp4IYYZ3qXgVwFcsJ+GIZ7moIihcUhgiSmquGJQAcoEH4sxyjgjSgGC0GF5NOq4I48YBXhBhx2AeJxRDAmgwAYBkABCj03uOMFBETwYYAYdumDeQsYpxGD/BxlU6IGTYbLIgITt/fVAhxkQmWV1C1LAGpAXHCTABhSIeSeeEJHpnJkHKZCmAW0mJKgFbypEwQcJ/Zkno40etCdxfepQgZWB3kbom5hxUEFCVYLpKKjbISalAFIyZOpCB+zJwAEJHQDlQbBChCpGsp5qmKQVfuWCAIIihKmvASiQ0HUYhHosdJBKyQCsJNoa66MKMXtYlHpCqgOZtCpkK4kbBvhBmr0WedxyhS53kLDEeogsuyB1G5mU2l4EpV7vYruQvNI+NNeqkkn61UEZWFrkdTTpMBCY6VoXgLHtOryRvYaZmu9hyjVk8bXXVvtQqwiRuVypHltEImIlJ3Wy/5Eoy6UyySy7zJW4AMzVYQAuDOyWBxjorMKmGKigs1ybrqxDlUzO6fLRSS9kstJML4300FEr5DTVF0Pt9NRXq5x101BzHXXVKXc99tNkY51Q2GBbbfbWaGut9Ndpt8w23G7TLbXdapMd99tl6/0333VftCfFDz3L0OEJaaxD4Rs1jte/Vq6pELCHJorQog9r/tvjiE/U8UKLd16RAKDjzVeuOBLg60FuFQrnunLVuTntvI0u0uKJ0yYpCUFaytBLry/EpZcBfFo78qnpdftCumN0bcQQRb+XpAPuuvptRLZUqJFIBmCB0cmLnxrzhjckL62IQbp48zrIygCkzgsmKf+aX3UwPv7fle+qrM/uCSX05FcRZSkOIQK0i6Te8xWB5a+BDtzMjyr1wAlSUDEBKthSeFXBDXKQeuHRwYuWkoHpdXCDJCxhTwKklAUOCYUlPKELdXKiDLYwhja8YYs+qANwZRCHPvzhUBTEoKXkCIhGPKJfdEippQgJiU58okkU9KcMYgmKVrwie3SoQJrcD4te/CJFFFSlpaighmA8IxYVhMGZ2AyNbnyjggTQgTnSUWAwfCMekZi9r+VRc3fsI0f2mDdAOuyPhGRPRMx4yEXiUJAIUSQjIynJSVJyfI48SBUrqckOXlIHkNwkKJPXyUyGspSmPCUqS9TJT6aylY3/WqUrY7m5ThpSlg+qZStpaUsd4TKVsNwlMEH1y2ASs5jGPCZoRonMZe5omMx85oqUCc1pUrOa1qyKM6+pzQORUiEI2CY4wylOZBKgnJ4cACstUs5uHmQBA1hAT9bJEQOgUy3y3Ak903mSe2olnyLhJ2H8uRCA/rAxAziJWy42gF52pJMSOehaHHoSiNqmLBQNiUTrclHKOdGgCGXd1Bbqk4w+ZKPT8YlJR2pRkpB0LSltXUcR8tKPJNRIIk2hR2Y6lpaORKcyXOlIeJqWmQp1go1pQI0icsCUFFUhSI2oT55aUbJIFaOLqSpHx6nVrXK1q179KljDKtYzvuQAEGDA/wB8qj0dQGAA7NtpVyCiJbOiVa0OmEAC3AoBfdYorg5pS0fomlbpHSACeWWAAxjKppo25Cg+EaxaEeCAurJzXHK1rFYgu1iYLGACA0gABLDkWPy9JK949elL3OlWtWC2scYxbV6V6gAJHKABeYWnbfzqWi1pBLY+dWcEaNuAtLIzi4wFXmtz4lulDmACaK2sbnebXKssd1BHQUBzDyCBBCRAL4C1ZOuaEwHUuiQBDkjAWy/TupbCRLxqDen+kjq5v2LmuOqMkk/NiRB3QkAkfwFpltbb1I+4lz46cMAAKrveiAjKvlUp8K8aDADuPnIADlirgB3YpvE+pDoAOK8O0P+7Gp76isMWaS5UAHzZj5i4IiJmaUYdnJMWRwTBxV1wh32l4qvQuKbulEBCOFzTHdNuw0StDj2/+eKISnS0+K2YAdoK5KcQ2bUsfq9CUAzjMFbZJjSGiI0ZfMkhd1kqPfYVkHF7kOFij3JlbpeR6fsoUy2ZtQ518pMjQoC0phWrubWIjC3y5YgM13QYjfGbUzJoh4R5xTmub6KfcmaFXFghB3hnQqOLp5c4qAGebsBc4oxcpEggwQepc4rNxBqQCuDTrnY1aRbNkAUs4FWVZqqq3cyYHbf61a+ONZYPgl3mqXrViB7wvnz9a4XI2rofTjBvcUxfSCM7JL1WNlJj1pL/8cKEdRfG0qURoCBGvYSUfDa1qN2MlD1L4C+opnKurTvQc9ObuJhptkMYEF8fxTvCXHbknut97iriWyHuXGqEJeXvrUS6IgEXOHGZrVaXfDva892ts4XycIHrAHsukVK3WXNrhFwanjq05F8W/RLDmpMA6CWAYnN4kYQWnCFshjfDGz4rLB885lbOeVBqjpBG5/iy1C7LmTGT5oTcPMOB1ly6nQ2Aa51731HROc2DPfR6EqXMmuaI0N3JAJ//nCU6L4nQD0J0OT9a3ki/qI8HMOU8s0nDKYdomwriEngi4JsI4C4C+Hr1SzXG2Pc2aUHaJoDY4lzXCa82vhCPJbGT/73sC1d30CXPkLVbXtrzfTpVzpx4IlH4ODqw8KhJu/dHyZ221Wmrmif3brJ8F8PhWYAEJIDW3IMO9gfZbgMOUNu8GnqkvHXLyTGCe923vvfvPAg95d736fv3+BLGM06Wv3vaIsT30M+9ZxuQ+1FbNtMWv4r2m9862LsEuxPQLne9i33kvaS/p+dzAl7//IXPHq5ORr6WtBW9JUD37V+U1RVoCV4UWd9/1V5GCOC5EeBBeN+lcdyh/d/1TddKQCD+FaCaDVe9kZ9fkdnXWQUHppUEshWmVUdnfZb9CRjojZUMziAN1qAN3iAO5qAO7iAP9qAP/iAQBqEQDiERFqERdv8dY7mEAGoM85GJ7nme9rTEAaTg7/FZ5U2XASwAAhyAx7GOXrTKAiBGSwiAFh4AAmBJFm7hjR0hKuUavZ0eWyUAAsReqzTAHIbYAXhYqTVHS1wYPCWA6RAAArT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udQGAHvSym32NxH63F+WD9JYwZWxPOYu5qHgfl5gauA14dksQ4DgbHPfaMRlx5VZX61KK9+yIT3wZh6463yKXfIWnpOInT3nGp87x6it8S9JN+c4HPe2uw3z6Cu/Fbnv+9MIGfetEjz7Sxxj1sBe25U3qpMLjU+axz710Z097JtneJWTXvfCBqvref8n17By+8gHLe+OrCPk/Xb70R9p8529I82Lh/PS3z8/qW98/kReL/+m5T35yFv/7LIJ+Sxhc/vaP0/vo75PYz4J799ufmvCPf3uwn30F+P//ABiAAjiABFiABniACJiACriADNiADviAEBiBEjiBFFiBExgD+rcoVwQkGYgtdNeBHLKB8gaCyCJ1JAh+zHOCr2KCKtgnKdiCjPKBMLh/KyGDM8ghNniD8ZKDOtgfItiDygKEkTNgQvgbpfJQtsR/SriEhccBEvCEUBiFUjiFVFiFVniFWJiFWriFXNiFXviFXqgBB8GDRWgaRzhQ0cSEariGA7UBAfCGcBiHcjiHdFiHdniHeJiHeriHfNiHfviHfngBB0GEZTgdKJWEbJiIiihJbgiIjv/4iJAYiZI4iZRYhyNQIoXog/eyiJzYibXWiJUYiqI4iqRYine4AQZBhplYGZX1UGnoibDoiaBoirRYi7Z4i3mIAgWhiqs4GRpDVa8Yi8KYiLOIi8Z4jMgYiiJwab0oHb+IUnc2jNKohsWYjNZ4jdiYhxbCgs3IilQDjdMYjtSYjeRYjuYYABaAbN1oiN/oiuL4jvxXjec4j/RYioI4ELy4jnUBWsEIj/5IVfJYjwI5kJF4icihj9CBH/+4kP8YkAT5kBCph6goEISIkEGoV0jIkBr5UA4ZkR75kXGoi9Jmkb5hY/y4kQUmGlqkkpuBUh0Jkn74AeukAR2ZAWJIAC3/UAJ0SAECAZN3yJM2UJEkORcFhogo+VBShipJORYF9pI+qYcoAAASIAIcYAMZUIcXQAAcIAISQAAoQIdW8ZR2CBU/6IzREy0IAAF5ZUJHyZBuhZFMuTEx0ZRiqYca8AFzSAEAQAFvWAIEMAJ1+AE2cAFvaAI2IAJyaAEccIl1SYfpmI8asi8eMmUDEI0wNH9tiZSdMZlKSZeNeYd3OYcjQABxKJh1+JdxyAEaEIcZYAMhYJqfGYclMJKv8j35thWD90C11o+ZOVBwaZJy6RwcGZt2GJpyqJpxuIxXKYeCKAFx2AKkCYcasJqwSZxvOJrIYpuJ02quxgCF4iIL4ADZ/wFrSqcRCVBlBMFqe3Geb8V1r4YAYnEmBYAXAZebFgRj0dibtISRv8mfetOG1kmHxhmHAICXcBgCrjmHqMiXcJiOB2qVAVCd1rkB3Jh+iGMffJcaERAB0XQQLNcADFAdCaAX+qURx6IX9MUAreYALvEA9BUBJ0MwLtFqXbNf05Z0uKOf7+ifn9EWnDmcARoAJTCkJYACI0CkOhkABRqHhhkCCmoDDPqGDvqGHGCgEmqdMuBQMTE25iIYIeJbuDkcLjIBLqEXA2BKM3IjaRpV1YFtLnYVG8EcreYdLeEi7cJXu6mjK+kZPOqjm/mj9uSUILkBqEKYS/qgTiqHCxqHU//alUl6pcSJoLUZEyI3cpkBpsDpoTKKdcolFg3gF+DyJuChapTaJq2GT62mFJz6Mm8mI2wmaZcmabCqaZVWq65qq7P6qpuGq2K2cW+hZ27HZ77qYWgqrMDqYcaarL+qrMOan8H6rM0qrHi2Z3bGZ4rxp8B6rdDqrNEarIL6kSVgAuJqAi+gAeNqAlS6mnConHPYnM8ZnTZgARcwr5c4r0FqAbJKZrwKZ7Gqq62aq5xmKlaCqWupJnYyMCojEGdScq6WXNbRGpLFb9dxFS2xsMyBsDCnp9KoV/0ZSb9JSt/6lAMKh6NZmjZwmoAJh8h5jwaRstYJmdcXP5tBsCRXEOD/ORAYOxAWS2W20bNEJRzZAQHVdqoV6xctkbOfVWDcqrF+9JadKZd+CqBBGocj+4Z6yaB+6bIZsJwROpiFeZhvGAJiK7ZiGAIhC5EiALOR2XFdOhW2ZBBgGm+TAhsugbDxCaqpUbNKByNRpRFkabFHyzIZe5JMO0xLCagfy5LddLYwWbVvGJVTWZVcywEcAIdZuZVd+QKBebJBygFCaaGdVqltgiW+lTPHAZ51yzJ3C6cNcGdk2S2kCh6VWbSggbRJC1pGWbiSpLiTCZftGKhTS7UGKoclIJMAQJOpWblwaJOKMQKESYeQ2pgIWpbRYTdHeCfKtaFgp6kHK7g6izI8/wESMMpvXUYA2eEAESBfswsAgCtZ3jtVH6u78ptOjBu89iuJYqi2/MExTiMfMRoeCXGzFPm+fgc56jlt9IVPB8CdDYAArYGqRuu+CZuj8dtNuTu/mVm/97vBf9iatGlA9qk8wAmMGKyxGszBKKyHgjlps6Od0qOQfbW0JayRJ5zCNlyHZSY5vcIrd0W9fMW7MxzEf1TDN1zEbwgD+Hg5POFqrlahx3Y+TNNXvCnEC0nERnzDVUksl3NePuuzJ0S4VHyUVnzFKCypBzmUp/GMDyXDYfyOY0zGGyyGOIvGoiKcA8XGbRyObwzHwevBSUzHZmjH9jTFeSyOe8zHQbrCc/8MyEaIUoRcyNN4yIhsnZjIyKTRipCcyZI8yZ8pAaloyZf8JwN1wZmsx5x8ym84LPoLyipxhoNcygvpnKg8yUDJjKwMJp+LOqtshP/iw7csQ7tckr/8P8HsOU68v708zHtSzJ1zzC54OMoMJs5sOsycxskczV4yzaVTzYEMzdjsJNz8zSwhzk2Sj6J7zuiczuq8zuzczu68zlVVwihyzeScLVHqh1ajl2rxyL05z/WsPrkMoX8oN/lJyhpbyfHiy/8MFrzItX0oNxJQyH200CoS0A7Nh3JTAvscxMlBzxT9Khe9h3PTAmfBz/rZ0R9NPg0NiHOTAdPK0Z3lzSndHyv/PdBzE5XSisFu4dEz3R7OHNJ6+Df6jHVUHNMJ3dP98dMs/TdJZdI6atTohNT8UdP4/DcRncclo9BSbRNU/dCAU7dhfMZRvdWKAtR5mBPGS5MKYZOdlpMDcQEjwAGdhgK1XBFyqBBy+AFEDSjzK9YtxG8waNFLbROQS5UA4McFcblc6ZUDYZMWIAIioAEAkI52PYcIMYcuLVlS09dazR6dzSKAnTgZ2NUYjRJ3aRBXKxBZixB6fY8mAADLeBCS3RBvaBBw2JO1fRC3zbk4HbW6ezGfvSKhHcLNJNg2fRKnXRDYORB6rR4GKRCqydr3k9sEQd2ce9kBUN162aFzKc8y/y03wx3c52TWeJgSyU0Q0T0QInDYBnEBUkkQ0FkQJXABeimSC2HduF3d+M252T0QVBqMFXzSNcRvBKAyLRc9SuEABuA4IxqUDPJf2yieAvEAauMAfacweaEdYdPgAUTaIm3aiiwfIR4CAGDGA0GodW0By3HVx8uyeN3f+q3fMO7f1v2GXdndI/zb3301/GYjIWodb9o+AFeiqYEgW2cDCRKU55u+NyoQ1uYADKCiSD4QqvGp+pUdj4c/Hh7UJIGkRoqkbBHir23iAoHiBKHiBHEBJkABI6ABiF0Qd5jfND7juD3jtS3Xf6rTO74obasVzcJveNESPIGeCaEUZ+pm5P/BvpUpHKmaxCqjMfyWGKqBMlAxPvij1McdEoRaJYJYoARB4mRuA2Y+EGh+EDKJ3XFe4/u92/kNA74tvzy9KOhcL/x2Yp1GwIPod/LhtysHG2b2AAwzX8nRJkIxK6pB6ADQAH2XEHOGabbar/t6q84+7dA+7c2er/xKq9aew9qO7SwcFVbh7RZC3nE+EuE6ruV6rtAtxwKx3m8+mO89EPF9EKCu2+Wu6nTO3zFOAXqGkcf67x4C8Nsa8Mx6rC+97dnur9Te7Qpf7d4O7Z22qwi/8AoPsBNPEwQuIv+1EAm+65CjF7fxQkZ7Mt+S4cL1qR0+EeRuh+Yd4gKx3ALR3Dr/8tw2kN4GQeJ1jd22bef5Luf5ncWiDOt7njThnVxJLuQJm+wfrx3SdvROXnJ+d19Vhp4g7/EpLxErj8Mgjtp7qdp/2dh+3NoC8dqxPZsEIdnvvvM739+sTt27faC5G+D9PPR80udyFSJFv/HqYgNJj/JUzvSVTiU2sOw2cOwZ3lZKr0JZT4ctfxCFLdd+TLlvrZWL/QKkjgKPLQFR6fI6v/ZxSONz/vkaAOAz7ECzbiXhLWtObxAdzxZ+f/iMzvTyQZaDLx8gQfWyj1+Qsz/GXdXIzfk2ULwzOZHQDfRWKdl/ybIhoAH4RNcOsd/8zerXHfpv6NJxX/p0XzKp/18I/873Vv/323Eg/xXl4gmxrTEBMCrsuI/4r+8/W37WhaPXWC1MgBPaIvIA3d/3S99WBQ4S2OEAAHHAhg0ADhLYSAABgQ0GAyMMWDgQQIODAy1exJhR40aOHT1+BBlS5EiSJU1mLGAyQwCWLV2+dHlS5kyaNTcCAHAA506ePX3+BBpU6FCiRAnaRJoUKQClTZ0+hRpV6lSqVa1aXQlT68urXa1KwKmz6FiyZc0aPepV7Vq2bd2+hRtXrlOBJbNuxTtXb0gOOAmcBRxYsFCJe+cyNZxY8WLGjb3WJXkXr1bHikPs/DtY8+azhSurRfy5cuiMDUWfRq2XgMrJeVPHRbFTLP9n2rV/WiT9Ompu3Xp5W0zZW/hwqavttt5KfG0GnrNtP6+NW/nT39OtX8dOHPJIychbZq/6Afp46OCdVjefXv36t9tFdvcegD11ngXI3xd8Ef38jvv5/wcwQK/g807AmsBqDj8Fy8LIPwMfhDBCCTsKLrL4uJqQpMx2sm9BD4dqMEONHBSxRBO1Y+3C7070iIIPXySLxZtkpLHG3irkTsUVbcQotp6cgxHGjEg0kEgej0RSNAKRS3Ig5nwCMsgPh2yySiuvpMo9vmCwoEsvvwQzTDHHJLNMM89EM001y/Sxpw2lnJJKGY3Esk47S9IypDw/ovNOP0f7M1BBSzKOUJP/+hw0UbkQVbTRKgvV8FBHJ22MUUovlXHPjzTtD1NPD/s01Cs57YjUGUVFFbRUV2W1VVdfhZVVHEeaNSRLY8U1xFwdRYECX38FNlhhhyW2WGOPRTZZZSkwAVkNforSpxF3pVbSahMNwc8ne+qQMDmvBdejW8M9MVs/n+2MXHXXDdXcOy/7sahv2V13XHoldPfOvhJES7972bX33wfztRNBzMbSVeBwA1Y4QILtdBNhfxsGl2GK+Xu4TvFki1G6i6u1+OP1MsZy25w69kzkXENW2TySsUQ33ZZnppm9l6+EF4Bu5U255lZZ9nm6m6/cN9qgPA6aVaCTHm5otj74S4MN/zB6KYNnCWihBIsysAAFGwiQ2iLKkhIBp515XpppJNOeDyd2nVYrNglE6CsDsV26gAAORJCAAK8HsoCAD/juy4SBkksqMLUXr2wBSAc6AAEDEMCRgAUkn9xUkxCA4CMDHmhggAEWwAiBBxIYIIEGDDAQbqg0+CAjFymQrwQCRjicpcPFu2AgEwAQYaANdLfB9r/luxt5pMQzmjC2GafxedEkh1TyAwpYwADILL++gAMmd8qBAR7PaIIBKBodowQScCACBlB3QEDXn4I9oxEIIF683C+6/SIONNifRe63EeIhhTnNO5r0oHciBX7GAKQbSAEMUKHsDYkpEtTcSMRHPv+MBEd8ELRIRCyCulqNrC31w8j/iFc2uxXwAgCQgPJasJod2QAFHCCg8pCigTcxaIGfamBlwDeQClqEANprkF+05zZx3aYn5hOd6BjQE9zgJH4LII1PIAARh50wdg36APEuk60CbgAAtLOIBZiyIzNaQCM1tEkIeoiyH9axLdmDzAMxokf9AIAA1NtJE4mCgNBFwJBRkogVR8dEgvTkATYAIca8UgJKlgAFI6hkCVgCgDC25HdkVJ4Z0Qi4NRIvbxzQYe5SiRQZKM6OlwpiY5a4kwfyxAYIiKQEDTC5lASydLsEZjAn6MtGbpCYxBzIB33pywOcL5ZzmZ9NzBiUC8j/p5MsyRYoLSJK5anRBitCAQFWkhE4IqVsgHklLCeEAOfUkokIEOFACOA9yjWSNwTAZz71uZpjFmR8R7uIMpkYSAKgDose4eDXjLhQeTI0I4WCqEMTGtGGVlShNohmTUpgAo6a4AUa6KgJWKLClrDwm8p7YQwtMsOTyudZw0tlOXfol4PR1KZ+/A1FL7rTiUrUpxrRaVA3IlSL9rSoP30oUnWKEaLydKhKdShToWpRqR7Vqkm96lL5N9WdVtWpV/VqU436VbKGNaokwaVF+BjCSNrziAJh5E3iOld/vqkAd7VPFa+4TL+EzgBxnU9GlYLCi9wvf4gp4NdwZ5H/5W4E/2c86UVkapMMnI2O6VTUMxnzPbW2da2JHAg8GynIPvbRmDgxQBQHYJqdCBQxfR0A6wBrMy/K7oy16983M2C3b/LOd8DbHXB3NFmbtACB3sJsozSrmJwYIDPZ48lbkxha2fIGc8IEZodM+0+m/BGe9RytayVCAL+CFkCCTQphLyI3ugGAtzbgACpZckq+EeAFFilbr4ClSgwhpQQ668xyk8sfARsGAJLj0DCZUsTSHpF0s91nhEer1wHMRlduE+/XClnFLrJFvRYpAdQAEDbGypclVvPjCHo3kI3ZEwC9c41NDGaWAdeYKpLDkfWwh0QisvOu2XPuhDmCTLqmdgKHlP8WJCEAgdA5YMmIaYANjmzIQ3Z4UH85bpILbOP0bFkvjstI5Hh5Eexhjp0c7g9d+wgACKButUlmgOhsEMWLDmDOql2tlQPlopP50Mtczs6fAU0V9NbIR3NErqAHPR1FLxoqhZbRNHGKskY72tIupuKqIM2ix4bFh2m5NJYqfR3kimrTJvovxyTWs1BXadTWKXW7BKVGdLbaT6+29UxOXSK7rprVuT4SroFtkl1niM+q7tevh10jYS97JMWeUJvMxrOJOZtHzbY2SKAdIUnTONvfXuC2IdRpfoEoYeBmEbbRvRFxG+iFUEo20tZtInXPGyMtsJHWPELriJn73PbOUL3/AW6RDA7c4Ae3TsEFpHCEB0rgBk9ohhje8FtTPDERnxDGLZ6ohw984v/R+MYF1XGAf5w/Jhe5q1NOL5SvfG0uXwwGZD5zmtfc5jfHec51vnOe0xzmPx+0llKQHQEUXQAKEEkJgV7xpcsFA+AxugA6IJKWNz3dVo8LCaBu9KmHROlYvxLJ7V31z0S962BHu9q2cwLzmJ3qaWc63KkCKRC0netvl3udxD7vQlUgPW4PScjzHr3BTwUyQ7d70c/+EcEXnoGOj0pdnv73u+sJ8iq/fFS0TnnF4z3zwf48lgAfetJfSyArcErRQaACnLAA8RkpugcqgJMK1N0GAvDACTBA//vXj2T0H/l66QNOo84FX2C2V0rRd78CBezeA7AXAAgAgAEFrGD6AxHACQCggurvfvEh+b1HyC78LhPfBsa/l9+bUnQSAIAEqgeA+i9SdO2DQPEAQLoAUmB/AdhA+pP3vcoDCfQjvwfZu3U7gOdbPwGYPewTANaDvvhzQAxgAYswuoFoQJIIvwLkwFSZgadQPvUrOgUAAAV0QOlDvdtjwNC4QBuQuZLYQI4Yvw4kNfMLjs7ZjggYCNOwAR3UkyjbCPfonIGYgEgawrOCANaJkO9DiqLbPgfsAABYvKJLAfdzQO2zwKKzgSpkOw0UwE2hQXqzwYE4QgZggAPwQRuAAP/TaCuPYIAJIEKGOMLSGMK2MsOOWEM4nMM7ccIuvL8p1D8rVMH6c8Domz7kE4kYfKowFJEDvIriI8OM0EEgPD8beCSQUEKLgMMdvCVOFCGM08FMjKAISUEv7L0+8gABeEIVjEJArMLNoz8WjD7nMwlFBCpGbMQxVEMbEEUdTEOEkAkRIh0e/Bp9YjV80ohL3CqOGCuxWkSy0iquoiikg8HoI4FrxMZstD8MEMGjK8H5M8QULLoMVMHZO8VEvLtolKe6cMZbzKqzkkZ4fEewWkZolEd7pMd4pKp6bEeswseu4keuMqt59Md+HMh/PMimGkg/QqqEbMiAJEiHTApI3MX/HOxEmsBBjNhDlBgIUdSIOaRI/gDABczAooNAjHDCbqRAC5y9zavFLxQ/XBw+GaHIkOxBpLDJXfScHfRIiwDJSgSQc7QJ9nM/+PO72Hu+WOS/KKRGG2C7pnzJzpNJg6tJoHQInLTKSARGjoDD0NCSnyTA6/hAEBSA5Wu+byw6F3ABFfy/6ru+2yNBDMhGEkBEkLBFjpzKCHFEq6hKHPnFmcjJIWwIYrwIOMQ4sBQQE0y+6GM9AHA9B1RLB5Q92rO9B0yiuvyIu8SIGcxL3djLqujLi/hLmQhMTZQyBoiAOfTBO/zIi8jJ+VAB9tBMMutMCPlMqghNixjNkyhNiyBM/xH6RfJBTAARCMzEjtmszeQ8EoGAyq2TSpDgTOUUjdu0tsYbDuSEHOkMEOpUjLFCFeNgwuvAToDUzvXgzmWLzsUYT+ssT+I4T8Now+xcFchQzOOEyVJpTwLLT46IzcSTOs/bz/ILUI0wTuUYzwFF0PnYjlK0z+cEvgQ1j/eE0My8Txmc0EC7UItwSfGs0I0Iywz9DAnNNfcYSes4UBBFUeHQkvo0UKPb0JhMUfdMUPLhxgqw0RvF0RzV0R3l0R710R8F0hstuPSM0bUQ0SJNmYJjTyQ1MCaFtXt0RydNjSNF0tCwTiKV0qqg0iL1SgDN0hD90uHo0jAl05n50DJ9i/8tjdHQ+FAsRdPzeFOv6AkJ2K06tdM7zQAJQJqCO9M4NVI/vYpM64j+YlNANdQmEdRBbQk3kok+PVSrUFNGTFSOwJsk9dJHjYtIDcNJpdSWAKAxBYklxVSq0FQa5NQcYgnDsdJRZVUGsqWQcIm+gNIwa9VFqdXzeFWQcImyIbhLvVVV+dXEydWPeIlCcdNgRdbFONVOZQlGjZRk/VNopYllRdUAWLGshFFp7YpS7UBqrdbF4tNE8gsR0CQT+BttTRx0lQlvfaOWmBpsBQmemBoL+ICVwCF1xde2YNd2ZYn7SjPhoYBecpsRCIDH+poSoIB8rQlu5cB9JaeSsgFNYaL/DaAAuEIMCni3gRCBVVJYkmDYAnRYqnEJApBYxKBYfkKMDMgZGwije+1Ya3nZeB1WkXCJwBkyk03YCQuAc2IKDQgAAIrZQVmAhliAI/RIHizCkEjaSCyUCdgOAjhCp3VNrxrGNNzIlZlZWG2JvEkiv8gniq2BfDocnrUBn12soB2JjyWJO+RB1mxDBrjaj3jDXZwAwsQIuJVP37RbEFpDTryWkH1YlqCBNRuxh/0mHNrZQPJZoEVbkVBbpb2IhtjEiL0I0pncGewcCLraydXIyjWJZhRIiERI0VVI0n1IfSTPo7Kpk3AJwzGOSQMbDZDdDDAB2dUAfLMB2sWMlgXd/4g03XwkSHX8R+Htx94dXdQ13tJF3mc0yN8tK+clXtSVyOdd3iht3tCtiYbwSM7ViI9rq+DUJ8NkKsvRyTYUX5DJWq1libO1IIBF2YHAWCba2Mb12Boh2o3gXp38iPwtlGFM3YraTSJiCH/cFcCVrK39uomtWHuyAYI1WAJAWPpNWxOBlPvViPyN2/LxR//VuNVknV/0X68q4PQl1kUtWYANDnm1AXq1Vwl2XAqOXEgiCVPhX4sI4VC1Yc+1W1H1FAPmrwCYp5sF2CoaV03agHN1YSupYBnWCMvtVcil2gHWzY5oWh0mYKxFJvXdWZJw1CQ+FRFZ4vi82wy+4A2WYv9NZM1NNA3WtGIRxuLZKuGRolzL8+KFhWHfZOKNQFox1uAoJsYMJsbtuOFZ/RkSZtYAMJw5HsA6tmNGJmI4VlSWAFoeduRKngkDdon3ulJLPonHvQrvtDRMbokvUmQw5OSS8GTSA9yXAFXGO2VUbhQxPlaVWWWI/dxXrl9LruWRKlQ6xmVb4eSQdYlsaeVs/WU+CWZDFllJBrUuPuZntqAsrtb3Mgln1uVklmZ+DYAvKmb8hGZxwWZIPuAd6WaOsOZKTuXQ6wkL2ICQcmd3dtZV/eZ5htlSlopZftl0Vud6NDx6HrJTJg1KNhR/npZgvgh8JuRv1ufPIw2EzluCrjb/iG4Kh87Xhc480jhnidbof+7VnvjRRt1oeXNkjMa0Qow6KjwJisZXixa+nhDHkzY6FvW6kFY2L27onqhMmI49mubpc3OO/lRBnZZp6ORploa8gOYJE9TpnTYJlVZXo3a80Jg0xwRHoT4JgUZngMaN2QBEq75lmobqwnutPlvLqobpoTblkA7ro+aJ5lxq3EvpotbqRuqQunxrtO5piGYKjgHqLPTqkshoRl7rlOsJBbC/DijRvZ42Fn1roSRqsM5nnti/EzgBDwCBxOaJCoS+v+ZiubYR7OHFniRZINMuq1hjYxYVX6oABrQIENjQHwnPu87rOomnjJAc0unJ78El/9laC8KkMirDaogJDboMDQXov0cGgBjYCNluas+OEB7rCAbjMAkK7I443zy2W1xhJA+IQsRQgbJE7ub067OOa8iWENHyCOkGLeqWig/GCB3M7lhhJBAgQcRYbfmjVuYeaLWeEPVu4p5MsLyCigOYXONgHWKcAAlTGhas74FgAdbGtC7UCP1+Vv6WkO/ROP8OJAWTQewKJj6GHB0UCNapoPiGpcxGyah7OvpmovsWV5xAawofCadGV6jG8PTuSeDgcGaMMGP05jjkxTNu4pFI3tMN3nssXubF3oqa6hNQgSd3cijvQu52GwL4bgxA2cxw7KAm7+NdxyO33iUfXiSXXv/oJXMwL0gxT/Iw993qTfM2R/MiB94x38efYsg5X/M39/I935Qgi+4cjyAFSxvIEIjOOfCKGW7pswjjRm752+wun20r8e+MmPRA75anyJND/9sWh3D/e22eKFAZTzrnhhD0/nNz3vHu9XBgAnHKNY5N1PRN34nJruzLJlz8W+6l3nLUlmiohu7UrfTzS3Wg6nGx9WYDgAAIinVZxwnD1r8SLekJX2q8phBSf5B4km6SHfEDgIywOIDsWQBuH3CNWPYe/O0ARl/ZEG8uP2lqj/QjkW4gC6ZP9PDgDkJyF3J8r5fmgHZ2jzp3v3fzvuaDOUdR9+WNHmy5U2yccnSTbvf/q7Z2wU4ksbDraYd4gc/qRhILCXf4fy9vC8flSTX4xwb5jCeIboHKkX93epbq2RhJlfeI6rbpuY4gnji7xv54hH9mjx7vh6/miK/jmwb1jo/plS95IPFDi29ujB/praKit/7PpS/5X/YJnTM5ew/6XrfQr576eUYPSqZxbU34lmbGnNfosS899Ah7ow9atT8JmU9itM/QtYdWud9nD317oIdm93pX0KJ7tu9Y+XJZDsl7pp9n+QoeF5OJv0dWu/88E0PZsLj4rv9mE3Oj5gB8tjexd8MMs9d6iDaxgo0uz9driQ79bmP8zFfX0A+ANrl6vX9m1idb0idox8881gdi/7MpfMqPe0PGfVprOQIgV0RGYtUX+yTLCNx/N2dOieFh4QBwWYUukesKJsig/l2SCtOIuPjhCASY3AkAdFjpp43AfdEPCYrdTAeWpwhm+RLBq5QoABwLIfC6K7YhADX20Iqobaglw9QEcmoBCAAAbBC0IbAgQhscAjBsGGADgAMJJxLcQCEhAQoXEIoIQPEjyJAiR5IsafIkypQqV7Js6fIlzJgoB8qsaTOlQAMIECJYgPDgTRs7GUwAGcHG0aIIGRAkUJDAAxsOglKtalUlUIICaSZc6LAhCokjLU7MEALhhwAcrrJt6/Yt3Lhy59KtC1JgAQNiCfb8mbXmVBtMff9ibBq4YIEENgokZLzYLuTIFP9upej1awAKTsdeRHgggAiEGgJokGz6NOrUqttyXT136wIDrREYqG1gwV+ZjItKPFzQ59ShBQ3YUJpw6lHXyq1Szk3wMuYXIAlQJ2CxutPPoQuOHrH8O/jw4u22Hs984O3WCw4UKHBAZ8jYtufX3kvxKHGoNjYXhGDDZwHG2eCffxMd5Zt5CWq1FYMMGtRaZRNB99V2E42GWUMcEACaaKQp+CGIIYo4UXkjvnTQewWUuFVe9mGEHYwElPiUgPgh5Fh//xHkH1MTERfVdB/xN+RTRVJEZFNG7iekkkgueWSTUUKZJJVP7tfgVjI2RZP/UwIhCQAKGDK0QZVOEaDBCBpokIEJaqpJnVn8WaCWlfwVVqaUEzm5J5N4+qlnnk7eWWeeg/JZpaGB9knon4n+aSdChzIK6KNKOjoppIo2GqmRAEh66aecVoqoqJOuVBltzvG0k00+PXAArKwiRBwEsL5nA5AE3ieVib0W1NxHEzrkHWcJHaARRx75uiyzzdI1o7MlHUSAXqr+JptNBU60F5CAEidgQchFG2KEDwYr5gU4hkSWZyMEQCwBJXQ2Lr312ovVvSOJBZsBMpabEAIIQCsffba5iBhB9DFVoFj0+XeUY+o+NnG+4mEJrbAMWXAwRewmtEEAFnyQAZ0Vm3wy/8opd5qTwA5O1CK0McIILa2N2aCYYEgZa0MDBPU4ZFQIqrxagyBlHAABEn/kMUGMESBCCQ+hMDTVVZNr9bYGMJZVAQiw959O0K6k38HBEQBuU1FJRMBUCUAQQYFoY21exiKIre/ceesd3t0q07bgUz7V5nXfKUmEM8C4ymrggAUhYNwExO2tYMYvRLSS0pNrvvlrnHv++VXCQnQ56KWbfjrqqYco7AhersSx6rHLTuLstdc+4QVZvm4777YX3jvwc09owVawj5Rp8Mlz/rvyzZ88ob+kp4S889Vbzbz12UcLnd3/omS89uHni7345YsIHQcMZk4S+Oa7zyz578sf3v9lJjTY/vz5678//yddVpr6MNe/AYIofgQ8oFy8spEHWYt9CHwgeAwIwQlWxSsW+JVA8PeR9VGwg8/yIAjn4hX+FC+EJjwhCicHAAvAICGuU4kGUyhDl0hwhjYMycFqaIMY3rCH0vIhEFmSKR1SL4hGHIkOj2jDIQpRiU784ROjuC3a7U6KVnThFa+YQ5bwMIs3TKIXwyjGMZLRiErTIQfL+EU1GlEsJ1gBHFfgQuZ1kY0gBKMd+8eYCgigj32sAAYbeKM8GhGPhOQfH/0oADkuSJCHfCQk+SeRRPqxA4H8XR0jeUBDatJ8k1SkAEBwycJlspP946Qpw+cUSvoRA43/dKSVUmlCVMrSeqsEpQAAyUDvUaqWIaSlL5v3SVAyEksiKWUw3wfMZAZvmIpMwSsdiUxmlm+Z1AQeK/soyl3y8pre/Gbe9ohLAbjyYiFJIzjnZ810qs6ZigSkOUEyTXY2b530tJoCQCCADriSmwjLZh8VwM1uNu2eA7SnQVWWAhCc4AQeAAEG4kkQgAoAmhdDaEIzOhmX3eWiQfHoKP9FUETmsiAgIEFWgOJORQ60gfPUqO80VzSRgLQmF+XKTXEKy/mRYJsEUYAAIESTlbbyph95KUxnh1ER7dQvwPQeUDi6y0ZO0AOWLIgKyOnUJVFUACow6pSSqkzPSfMBCRjA/wAagC2QLGAADIjAWRNwlANMAK3dappZB5AAB/CnAA4468165LMBLAACcV3rA0Eg0ILwUZdUveU4FZDTsIrVfEsl190IcFYHRIABD3DA3draALcx4KxwfYBnB3CYA5z1bQ7Q63D2ygAGNEC1BWFAWhswW8UQ5oECWCxBWGADxzJwh8MdZ0UnO8XKuu+y4MlLwWyzOJ64NZDxQauKIoLWCBykrgWpa/QQ4FadCgS8gzUXUmXHgnEWJKKKZVBjt0pUPyp3Z8y1bN5khp2PtHUCm3FkWx/AoLMCBQIDYEwBVIudxDQgqp4iAG5ZhVvZDAQACehZSKgnKUGVasOL8nBYQf/cyw0TQAUqaKiJUfxVAljVUwPJaj+7lJWugiBLNi6RiDWsqVh2eMegKlSPRzViHwcZUx8m8o45nGRLFTlUSybVk3kcZR0LmcpGhnKVmYxkGvbttWl1AG5E0lZt8QxxghmARMSL1jWjNQFbMewAbLBmyeEWNxUe7QR7ihCgCrWgXe1AfQd532qSlZREQSuZKdJWwZZ5KYQVygAeELBJ90QgD4h0BAJmYDoTliYAwDME40uQk6Z0qMcd5wnAutxBh8+534FudOFDUwLUtoj/Ge9WRluZOu8w0pNxSlHePABOh9kgoIbgQhv60Iga8zFdrYCqbcbqVudXv9TBopUsfeD/6zKAQbqmCa95hubWyIgAAwi2p85KbE8fG4L5rGg/Z8pY5La0qdO+t1PlDZQIqPatl8YwW6tbkHaHm7WRnu1fuw2ASz8AbuKm8GB+1e4bzleUNV01vp3n6vHUVKV51SsEbH1rRhP80U37a5sdcAAvoTwBDDDAsAUSbmObmeKnBiUJ6i3PjFtv4zy/F2RBeQKdL+rnyfO50ekVdEUKV6KUTXrvkH6v9lC96kmdbzQFmV6o503q9TI3m9ksuYwS1QNZPybXg+f1elG67SIHJ0BzPtC0073uJhGn0M9+TrvHlO/tvHkro4k3v8tu7YT/EN5ZKniRoPPwmzO84xWUTbMv/z7ylof6SoEr1Z1f3nSQ7/x3Vjr0VzoQ9KD7vOld4xQMgLKfUz1e6j+H+ti7xnjYezvthzb73KfG9ibZOu/hF/zJFRF7wB9+r3aP/MgUf/nON6jvS4L759tL+dSfS/RLf33db593je/+uKwP/pvACGHmFP/4018+dzmkMyuPNuPVfzL0y98lEvhKBpoWaLTXf3z9Z1YI4F9IjdTT/V+00J8BpsQFCOAO7V8CPiAQYUb+NSD84RAEht8FhkiYMGD0OB3/ZaDwgaCCpAUHOqAInmAHwYAEEsT7XZxITB8KRlAMjocJrCAFuqAFzuCIIKAOIkTUMKAJgsT39aBy8CARbv+IDWYXDhIhE8rPhTBgC3rgkUBNAJjA1IRUExKN7MjNfZEgAyqhFE4EyLAQyaxF1hnhDKKha7xVb63EWwVTR9hgoDENQbhL6xRAvHRGhBBgFnZOH6YGyNhgFDabDdChDWgEUHQE4GDQHwZRorGamEzgIMqbIZpFBtlAWqxFc6jhCXKiVUAKDA7HrMwK5NRRcuyIcSWEtkxAGzJaCiGhDXYgIRoiaFziaACQUHkiCOriW0wAA4RcQiwAU0xABCSHf/hijzDaBLxNQYhFchRjBCDPKTaOzzCAffwiQRDGMc4Wlk3QE5bgRWHHdVSHQNSii3WHuVhXI0YGL1LFNJKEtrT/IUEUxWbYSSZN4yO6Yih60JxgiCRe1DdiRvrYQPfISGng4latI2S0I1vII0Uk2gFgxzs2xbWhBD7awNg9xX4Fo0lYmYj92KZM2ZEJGUiaSpM9xf35Iwve2IOpSQusSQikyZsAgCUSwMplokEMie6E2JZdmUmKJE+S5EmGZJZ1Y46NpE+WpJIVpZQxpUf25FEGpacAGVAOmVD2ZFCs4kckxwJwYUlcJA+14UR6EPvJYbQZIiJejiKm4yIqJHnMjUOKhFaOBARk5ElcJEpQS6mA0AtEov6pmiHa4UDkIVUVl1vaEER+hCuWhFc+4kkwxWJ2kF/eoEQZYiGGDAyU4QAe/+ZbYs0+xmNxKGZCjGWGqeJEQGbRxaUHkUwS1pdlPk3UbMAV6h1nfhDWkCZIkFmBvA0EGIdYQEBk7kgxOkVyYKNpTkRR+KLDIcQyLufxaQ8FqGS92RvF1KZqMGRkJJoBQE5kToCLnM1pFkQxIoRj5sxDMqdqUlA/QmEQWqd7mk5ZOsQ/ViDnvSdqYOcFZswEyqK8DZ59ngZ+XqB08ufmleZ/AuiBxkUgyudK0mfRJWhnQmhbxCGDUiYh+qeE1kWAQuB6NsQETudJPGeG4sSIskVABsAEguGFliiLDg0semiDLuEGtagf0mhQtKaDUoSI2ihN8WhQLChDfGiOUsQQ+v8oTGwoBFJokMZoGBqpkzKLFy6phfbnBz5pVSDpA3KABWzplsrAlgypfVnplYppUIgc+ewjmZ4EloqgmZ4EmqYpFMFpTLQP+ewonK4pCNJpiMrpTeApn/4poFoFOpFPkQZqjxoqFx1qSdhpmvrpBQ7qSRQqon6Eo06qpV7qoiqq9mHqTHDqnoZEnXoqiYoqSbRpR5KqmqIq7IGqm6pqnLqqjmoqhsIqpdLqUclqldoqFekqr/YqZEDq3fnqrvqqnv6esGKbsAJrSUiqqFbqsT7riBZrpkKrQTzrdL3MSVyrrzIrtXbr9VHdAaCZ1bSVT4Sri1DdYrSHyZgrTKCriLD/K1y4K2rAq2vI61XQ633RRJxZjbltxr4mpLOGxL+eSK8M7FvQn8Fq4VskbGXpq2cOgL+SSFShDMOeSsHWaGpU7H3ChcbClMPyK8QSRMLuIcXKBJZ27JiuBspKxsatbEKB29wYR2TiFMoEJ76YiM0yxxrK4FvkrLf+LNAGrdAOLdEWbSduhQE4QG1VLIP05lk1gMrtEgFAQG0lwKskSNIuLaW+2QQ8bdQ2RmAoxhCtKGRkLVrRZdd+mX2oD1pp6xluLXW2hNmurNOqrWdQrV5NgNv6E01daJOaxNyirdceDJyp1ZEWqMRSKd8mROBmmAHkVQMAY6TgrdUy6ixtxVml/y3cAkBzGkBpdZqXKMbLwZXJiUfmAtZGldfbeO5ZtaFoRYABRMADqEi+IW5dnO7Kdu7n9haD1NUA7O0S2u5N4O5I6G7rfpfbxG5dlafiJq6+/S1JEK9IGG/pFodbJa3AtUTzzpHfkq30BlzDeS52PUUCuFzsHm8eeZpjXBpJVIa5CdhA8JudLYavjcf6Mm1b7kf97ofVJqRh1itBsK+b7i9NEAe/7S33Oq9z3W9e7q+L1FXmeFr8lEt58OHe4YrLRsr+wtzYvdab/kT+tm+pkZe0CbAQqktbHYb8Isb+EhJQmHDfiuwEHARuvZ/ICk14wPBGJcS5iee2+YU6focOk/9ED2sw7P6uSeQG2V7FEI9EEVMEzCFw3LJl4r5EE4vEE3tXMw4Abs6EAZWa/ybEFYfEhd2WuBaEbT3SC3csg1DHAbwWdwlEfy2ATV6a5VbFGAOOG8Pxd6HZ0nrnCG9vZORxpNgkHyPEAzRYFPft5h2EBdsEIWvkG3MxSMzcDouw8D6ySEQyRU7yKT7xDcdEUxGiEkMLJ/OwccxxHZ/xIa1xR+EFmzEFgxjAWaFVA3CrZBAyLK8Zo9WyAyAAXFUnmNIFJycYLwPMuC3yK0OVI0+xSxRzLE9HGYPq7yxxYT6zyxozWgmWuSFIAnilF2MyBZfyR5yyGWckLa/ZLUtRG8//lju/82zJWACzMWzExjLuEgI03ALAVQN8sE1AGDzDsyxe2ooexALYM5mh1VTIcRpfsya7BEAHtDtDyhVjyUFvJwQAhWZlNAAo8zLn4jWPjUS/M0Vn8EXfc77V1STOkbRksqpE9EiXdEmctLZ0c0JMswK74ChzFExLtEybhHjdlVDoMz/7cwcF0ESw2dbQxCkDRQPAL0bG2UEkGA7LhTaH3ZqpaFQUdHk8NRpXb/mSMCOyxVVj9Q8XREXf1FPThGH5i0cjkVg/9AaZtVKLcQYjhFcHUlS0DJVOsaoQVFljtcSY88ABiU0jxDdvLvz5NU0wBl2PLyLfdX8x7llTNSS5/zImn5ljNEDPOHXNiYculwdubfZZW6+D9ZlqEPZgMUa4RgDV8ZvWtHSFDXNNqLZm27Vdbi1OlDIq2fZoyzAPV/Vu77YEszRFnHJ/QQpnJ8TE2RFmw/VA+IdYpFU6NncOo2xuGJhYvFYbhrUEo3Zq2LZ2Q9qaydmaaVBl5JSriTcrY3Bu67YXg7RMsLdYaDELUvLhEnf+EhQni1amUDdefzYbYbZG44iMDSaBDYRKo0gLj8cQJ81TkBuBZeP+jplY/y9qPLiBYwTqEkDbGRgDIIA8a0UCT6czr4SGM5lmDeylvTd8AzGJh7Fck0SKk8qKD8ewhUtpa++K0Kz/jrMpJ/8shP9GWiGPSm+xUJcRg+xzBNRWMVKYVIAuXL0c68YcQwuG+LY3eDC5k8OujtvZlNfG50J5lD+A+F5J7c74VXA5F3s5QXA3QYR5lY9dg3j0Hsqomq8Emz/5l8e5+c65jksapUWwRN15ocsoSey5m0c5Ycj5mDPn9b6Wz4ozRxl69yquonewyYUrF7cdkV8vbmm5km9FYLCZmw0Ed2eQ0qacRCx5Xu3VHd+El5n6l6t6z+iVyu1hcuyVlnBvnlvFrK8Z4sD5Dq06rq/tLAuFOiL6r6dEsLdZnxf70sI6Ypv1zB76d/cnbX/Es8PWm2+6sVP75D6ti8f382Z7Izdvtw//u8nBnFkjxAK8+tcaLb3Xu73fO77nu77vO7/3u7//O8AHvMAPPMEzl5cBXJzXVoNNpIMABS2P5pr5i68v0wEsAG2cUZZYvE7Q8U8QgMYjgLpU/MVv4okX/CO1FVYjwF9VGtLmDG4kQEZCjCMbmE/APFB0zVSMeOXJxMbHtq97PHsUQGwYuKzBClf0PBULsskHE2y73V9x0wTALwDwG0YMQIF0NH6XVkrhls4H8T/7fBWviuO0YalRy/o0+9Ln0WtRxNNnBX5/GoIAgIFlR0OH6/zKXMgy8zqZPdwGI6vkhZ2cNt+nbtqDU14fh2IchIGt2QQkmKywCFJoFsLfDEdv/wXXhzDaO+7Z/0VeEEZseHh9CL7WzEjmF34ZWX35SUXiy/GmeY144QiDmFXXTsQDzDCDXD4V52Ss1YZ6Hw/YJ/B71EZv0YZeuMdtBJLZO0fpm74YcXrYMcZfNYgsDwRusTTKO6SBOQjul7K1HTj0NsXvbxV1CP3wV0sG0bmXjH6PByzzJ4949cRBH/Sbn/pW1D5bG+xB8FuDneYARMj2VzBAAABgg2BBgwcJGFC4kCEBgQ8TFnh4cKLBBQgIIjBAoGBEghANSBRIceRBkydRplS5kmVLly9hxpQ5k2ZNmzdx5tS5k2dPnz+BBhV6kMEAlA4SlLSRAEJBCEYNClwwoP/BgAUmiz4cWJSjDaUfv7IsMJZsWa9aE541WbFggY02FrwlGHEgSJEDo4YdupdvX79/AQcWPJhwYcOHDz5ocDQpXgIDDBQsmrdAgglLH5h8WnfrgK5hASRkOFprab0mPZ5kS9AtxwNybdA9Gzrk6tmIcefWvZt3b9+/gftOkPkk0pIHrBZEMKBAQYENEnCMcPLBBM4AuIIlSYB7d++zTeNVmbojWPEZI8c2cJVgXLx29doOPp9+ffv38efXL/MxA8YlDfCsLcicc2CAA+ayoSnnmDIvO7XyOk+nAg54bYEK5zLggIcWuJBCjZojyEK4NBSPQgsxdM60/Vhs0cUXYYy5UUaYpoIAgRtvDNG4hyBo7KMGHJCMQKcE9Ao59s7Kzjb5cNJotAw3FKiAiwxAYAGJnEMwMiyVGy0987SaUcwxySzTzDOHimCANdkcACMbdhRoggdKAkDNjAZYsC0bphOIgQTyUlLC29As1NBDEU1UUTOR4g4lgRL4UjXxIkVIUJJOW1TTTTnt1NNPdTKQqkftXAlAQA1Sc02HJCwN1FdhjVXWWRGd8kJSM22JgA6RxHRQWoENVtiaAgIAIfkEAQAAOQAsAAAyANICQgKH/v7+/gBRAIv6AQEB6ujo19fXmJiYzMzMaLn7pqamFxcXuLi4eXl5WFhY/nqkNzc3SEhIJycnZ2dnh4eH/ouv/leMyub+rtn8/hpjLpz0/rrPOaT6E5P6/maW/pq5/ils/kuE/dnkWbP7/xJd/kJ9Rqj3jMn69nKb/jl4/qjDnNL8/8fYecH7veD9/aK+3/D+/NHekLrbrcPVydvqvtDe34ik25et2aKz3b7IAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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iAIkAIIkEsaklaInMVQLYqJhHSqrOeo8iwpsBAxqY+aqBGqtkIWg3M6V0EQEOYHOJmq02eqNfaqr7w48CM1rWaWCASqPaumy74wBksQBgswDBiaWLWii9Wppe+qUMlKl216hT8qiFEql36kBcukcLK4e/iooS1LCD0nLAUq5VgrADSUA0kDWgCSijQ7BSYrCEgrFCqUAkkDX9OjkgWyIiOygk+44CRK2AJ7G++q+n/5lA6vquWUez/po4L4uu8yOwiLeyJNKyV/Kz0apAKftERDsiRmslSGuxUguD55q0+9MApbe0IfuwhEhAPHtITSsiT1slKVC1Ect2WsuyKvsRYzu1bhsiZ9i2bxtFL4g4Cyu3c5s5YRsieCsld5u3zvO1Bbu2JQO4zSO4Wys5cWu4KVS3jPu4CbG39nYn+FK5lnu5mJu5mou5ymW57gG5Nbi5oju6pFu6mqtZVgFVuhcAYwa6sJK2RRstpju7tFu7mdu5IiF6uid5rkslkmsf9mK7wju8xDsW2ra6vNu7UgK7Tiu7xfu80Hu6W5F7q5e8yitA0Zu92lu5qDteq1tF1v97vSLyu/URvNt7vujLXFYxd7srvq1CvvRhvuk7v9A7civ1veDrvqyCuGpbL/T7v7aLuqqLv+Grv8EoXs4LwApsupqlu99bwAbsaY67wBRsu8dLwBFcKPA7H/JbwR58uyGBv1YEwRncPh98uXqCLynsGAHsvY6ETQKxTVzkTQIRTlYUAlnVeGv0azZEAA/AMMfDvGKbwCfMwiEzuyssusrFvoJ0bt82T1p0ZQGVA7pbw790RyScQKLiw7gSKH+SElWjN5HxxYOywfLRwUV8FZibwkmsxqYbe4WUUq0kTnB8RWWkTHF0vIEkTjqsRllMQE8ixntCKqcixm3ct2shxHz/S8RpDBm0e8iY+1SPxFJWNFtaRGlWJGlXxMdYPENPwiyKsTTTsxi9wx4fcsqjrD+N7LmUscazKwOQ9FdWJFNMzMlVRMlWZMtt9MeAHMpcPKU/jK/KkQMtmQAQoByDcx9fYwAV8Rw48wDKsZNWUQDHfBwP4CjUXBHGGQGVohMO4AAVUR2InBZmHB9o3MhJfMjpnDeze8GE5GhWFEcDXEXcBHZltMlXbEe8PEDm8csZ88PH+c0saREM4AAv0yiroQDKAQEOIAHPUZbYZREicQAVwdDVLCcJMAAP8M0OPZM5YRHVAc450K6+O8Gr7MYobcQpPbyeZwHxrGtYVM9WdMe5/5zPu+zJ/fzDwDwAYAMALYmctUozzusTy1ESyiEgBNCSRJXUprFsX2MkTO0aOgEuJqfQhsK/seu/9HsyktHKKj28Lr3DGnJJ8FxF8hzTOWDPwkVFusxG++w/S/PLzPXDzOHTBzPRT10vPqEAIlEAwUyZd30Ax2kmB+DQ40Em3nxnQh0Sfl0r8vmhHqqf9lmek+1sle2qkk2i9anZkH2ekg2f3SES9rsV9lvaon3aYWHaIaHa6pvaqN3azFUno20VpS3brz3bqO3OYSRlVdbbgSTLVUTLWNTWuFxFbb1GYnXZIXrZnU2fzc2fmY2flM3Z0S2i2Mnc1U1XUaHTc80wIf+h1HVC0TCDED4BNv6s2BMQasix3schHgQAznSBHNbhzaL9w1i9GeUMH+d80is9upBsuQ5MSMUdAJbsUHWsyTXdx2n01gvkz/4sEuAdEuKd0Oat07e6E+rNAMWy4bKxMBexFCeSXRi+2hZOKPlNHPudxv/91f+94pXLxIIkx2yNyVR0a1VE0wGQx/is4GjE4Fpo4Q/+3U0t4Qww3mP8XF9T30BM34K9EZKRk3QhEnMh4vTKFeftQPyt0i7OyqbbApjkxPwExVQkbsZNxVOsuxcQAmXEAiEQAtQLRjxcQw5u4RA+5CZX5EOd5CS+5BjO1M75H4bN2A5N5fBZ4hNr0ln/3t9eDSW1WwBvnkcwnAMyXEVkDr5ZZcNVNGkEoXrIjdO+zN3nLeREReRGbhDl3R2GTt93ztPfDAEMICDGUdARwAAVfWcpouSKjBknPhwpnugfHNYiXOOePhlyfeV2Peo4g+cKcerNkeojrlFXehwB4i0E8DLGCQFMkV23vue5fhndXr6M7OserDTBnr8l3EDiftJKo9vIe+5XsuvC0evprsAeFeDtTksEQLG9QjrwHhzyPu//O3Lz/MC0RNHsjRxd+Tn3PcRaDfALrFl1TPC0VBQcvuHf/i8Lv8gN7/AAjLowXr3ubiX9Dhz/zvH/C+wSH/JTMvK/UfImv724CwDB/+7jKl89Lz/uVsHuoxfnNR8iF8/B4X7z6Bvz9j56NN/zlcHyvuHyQo++Aw/ySE8iP3/GQd/02tu995vyUc8/Vq/AWC9Y38vzWy/BCFz1Xf+8uH1OFrD2bN/2bv/2cB/3cj/3dF/3FvB9Yw+3juunCqT0ea8SGT+5HstAgf/3sbL342w7hW/4NeH3nEEtDeT4jP8Rkn9XsxH5k5/5mh86U2/Ol89Anb/5KmFyZ6+9n09BBpEBvb36rN/6rv/6r99um69RpW/6FgX6W7ZXR3+9tb+9KBTxIzVxog8WX9/7wjv4qE9bfCX8ok/6xg+9t5/8AlH09bT7ygvbz0+80a+FWf/2Wtbfu9if/cPrJw2EMeDF/LNf/OL/yHzKQI6C8lKF/prv/Ouv/YiB+ckEXt/vuvUP/R0E/AARQOBAggUNHkSYEGGFHA0dPoQYUeJEihUtXsSYUeNGjh09fgQZUuRIkhUBEACQUuVKli1dvoQZU+ZMmjVhOgRQUudOnj19/izQcIRCokWNGqXwU+lSpk2dPoUa1SKAAzatXsWaVWvMhjmlfgUb9ueBHBuOnkV7NqlYtm3dvoX7FkCBrXVf5qiJ965dm13j/gXcNiiCtAIpmGjIYmjCChkaZqBAMITjHCEUMgycWfPUlJs9R+UburNKvXZLi3b5WfVqnYUFbqiMAHb/BYRJNyAIUZbg48oK17IG3tNAAogHFiQwsABiAQPNnTfnmSACAYsGHjAYMED5wwQPFGRnYCC4zrmot56WeRq9eZp4x7+HX9yC6ws5LhjOkQGhhRyRA3DIgTDDAkjKsoR+iy9BjoZ7iIDhFkguogImpJDBnSAYIKiKJBiAge+2c0gBBSCYwIHvIFDwI6rYC209FlFLMUbVDvAvLccIQgyh/AjagIWCCrxMRiErSoA4iSKUSKUDDNBQJwybnEjDCLSDyMgQByBrSIxOetG0vbo8T0sx35rPtQ30GwiBHGj7sbeBbiQISMbGpLPIiZCMSCXkSOOsJfQ4zC67CFjCKaUI/3JYwKuuWJpSPDopAtOq9VzMyc8vI+3sUU2lYrOwHEwgCEAODBrBPoL4a9PA2jYd0s4jQYQoJQcT5RNSmhLg0IEJJqiK0NKmpLXQlR5AlNU8e8WUK0tTWzbZm4yF9iezXAsghzIFEpVUUwfir0YC3Vw12hQTuAvWh1KCkLpaHYLwOXeRLfTJWtfNAVg+V8rhgA6pExcvZLs0qVJCLyXNWa76RXgkAbWliLZPQ81h1IJKvY/bHFINMuH3inwJz1gBsJDeHAgguWST1c1UL3nvesjeTEkj4DtyLeI3oppvdghniXQeOWefd/6554Z05lIllGQ1OmmkXTq6aKebbpolqP+N1mvqga1+WumWsJ566Il4BvvroMMG2muzhUYbIrLRrlntsd8um224bZ6bZ7fP5hlNgyi4oG+//47sTILU7HQgCgBQNQA4DQf3IMzWvltuvMWevHK6Lbe7wbqDjnzttjW3PAdXI/L4XOay1KvPcxVVOcOVKCygZkMRvVdW7CZIOVqnDW7vPN5z1zj4jbxFa/EAcjxox4F6xPhA4YMbHaLScUJuddULXX1lkAMd4NBftaudgNtT73fF35nNC9+Bz3++/YwWTqu+ipPSu4JOu8U2wObDdf8zR2nFl7ly5jHgIcpd78pdSlY2siIVSUOdcZlXTjI+8omrPOdDn8CwQin/TPXPg1GiVgBgEwLZrGkgLnAB426Tm2kJ5AIh4A8LQhAC4gkEMx/UjAOjlpLpNWRJbSvgyYRYQb1MCV7nWlS9wJcp8Q1gAtgrHwaV1Ts/5SlSOMQiROCHlsMkZjECQSFBGvMYb7EgIl+MUxYzE718HWBJCXDj54bDugJ+jI53TMAAJLCrf2VqARGIAHYgAEh+MSAHe9wVHxF2QSk2EkasU6P7DtDCEFZSLZEEDBsPaADU5eB0d7xeEoUVge8MYFI5cEB2chAoTzbElNwT1CL76EhaZsUvmOwfWSRmSV4S5Ya4BGYwp0KXWhbTlu4RpvCoo7deNtMgv0xmNJNpTGpu/xCZ0kQYvwrnTG4iCJsKetY3RWK+apYznJAUJ6uydC1udjOdKTrYOz1CTnPWE1+3lKc6HVLDdloSmvkETjwBqpHd2bOeA9XYFvvpT4Q2NGEFNWg5kejQMTWJkgu1pDcpulE60TOi1YwVR7XUyV1itJIaFWlKY+TRjxozpCqNEZR8ZFKGwtSm8GzpQW+qqW3SNC0o3WlQP8PInBYzT0KFTycf5lNqARWpT/0LS4vayKNCFThK7Q9TXfNPq3bVLUSdKlWr6tXPfM5aFEBrWtW6Vra21a1vhauayDrXr9LVrsLD6l31Sld07jWfefVrYHcCWCz2VbDiNOthFSuSxGbRsP+LjWZjITtZjUgWh4+lLDAJm1nOyhOznVXjZkE72nwJ87OkRW1qMdnXsF5FteLqQGxlO1va1ta2tiWBRKD0WtLuloOtDWdHTsvbt3hAAMdFbnKVu1zmMlcFEhEtcRerVOBac57S/UwDmrtd7m63BBLCbm/tWN28qCi8m9Fud9WrXhCcl7eQJK+k3Kul9K7Xvs3tQHHmi9r4yve6+/1Lfe87YORqQL8Anmwn+9sX8yIYLgImMIHbZlkH21V2Cy7vfyvcFghH+L4pAN2GBXthDM8EJMMV8VI67OH1iuAh0U0xWUucYeHGWCwrZrF6v+tDG/s1SzNuT4N7LBUc55i77R3/cmAlCOT0JJk1RTbydvPbSifTNShX/O09WdYiIVe5KVCOMnMNXFqQEOAEIhAACqY8ERKsQAAi0EDbUrACFQigAdG8Z2rJAqbS/LbP6xtNXU7s5aeAOczLpY5vNwICAaTAAx8QQG53JoIPeCAFlH6IAFTg5jtPU2SgJeaL1DPFQGdQK4Mm9JcPPeBOYwQEY35ICQSwYwLAeSInEAC/MCAADzgktwSwc6oXyWdAF9vEgha2Zgy9auS6GMavjogGnusQXE9EBbDOwQdQoLZgJztasyS2qUvNHlR72yfLZvZxX/BsbDfkAyt4iHEl3aBGP0QDLqZ3q9X4gAEQgN8ZMiIE/xSQAwUYgFHfOWR0ATCABxhp4D0zpQSgRAAUOaRJBPBeQyCgKOLs6uHBA3eLmmVsDZLctV02907Qne4PULgh0IaIAE7wkF1jICIdEMALHqJdbus7i/xmgAQcMJ0pMYABQ19lqDkkAVcWyySmzAGKDOmAoEddbQMn0ZSoTJaKM53pDbFS+3b4SJOXfNwFMw3KU16Slafb5l8r2atN1hCZ03zWN7+7Q7Q74W5Hkt/EKqIeVbKAAVScOF8vrSGf7vSFWx0vKNoz5C3O8CQdajvEUQC/Fq54C46dxlacFMHOPnrr1njtPGk7s7ctkV1vN7d1d0jN8a5zvQug57jk93YMNf8AcqlEjxonM144ZNnN44TpqHMUXvR4Mgl8PGcECDtxMg4AxFOksZ7jXIixH7ft05NrWvN81pCGF6uhB2XfX9rWwD+3znkFctrfHPfjfznJ1b9z878/5ihX/8zNv//6Dx34M5vUWzUkwxkCwIASwAAM0LYFXEDqeLeaSYFIYxsSqDeHuDefATYaYD8B5L/92z76C8H8S5uG4LdCMaKVUADFYzpFAQBgeTrAQyaOyz4kygnn444ceKJbQjEhkSrRQA9KyTKzCxMNOz22S7f7ejuLgDl7m7aGqDaJsDWH0Lbbw6QTXJQpCTUAWMGGaEGcgEFIoTwedIiOa6XqA7uGcID/Q3KIJ/IeMyTDKAIY9bkJOkQ7LjtCtyDAMPsARYuIJnQIWaO1KcwBEpg3XNM1XrNCv4O6wNvCLrQ61KG+fotBnMAnMyy+JPGQHHxDHbTEa4qWLWSRP6vDsxtC/zK9PCSJPYwyD2A3iWA0R4O0eVOBJ6y1Sru0D3iIF0gB7UKBFEgBl9MYLHREFVQ84pDBVeK8iVg4GZSgMvREAECR5PMaANjErjCkTtzBGUSYkIORU1yyPFudU1M7VfwIVjQyKmPCdhuaMxMAEFizHKjFh2izN4uzh2A05VpCHCLG3XtExZtEoZsSKqnEOBQdTxQawBM4iEBDbfzEHhQSUWQyljFC/3MECXRkMZ+DrH58QddRCUg0lFKSgKqYijHkxjTcxhtMkoeAALJwSIPUHXCcMYtkC4z0MOqAMZr0rIkUKI6ASJ2MCJsksDHLSaDEpj3jyeDySaM8xyTsrikTxvMiANiBnaikKM1LytQoR6a8CKG8L108GxHjwonIOKHCyqz0lYrkSozwSvvqNR4TNj8MKrRMy1Rcy4xoy/V6sbtEKEmky0/LiJ9cy7zsLo3kS4C6o788TFVzSuZqG7lczGSCkr+so8CMzK5szOVqt6K8zCyiLsXcys5sCMKUsuUQTXHaLcost9OECNJkLrBkTc8ar6yMTZXLzOSivb2szXcCTbWMTf/jus03g67dTCas6k27JM4acMDlZM7mdM7nxIB4rEHiVCOrXKnVJE7OpM6gsk54ws7d7M7tvCntBKfvrM3wFE+YIs8EEcxP3M71TM/FbM/4hEv6nCvI/KD5tM/97EsLMs/YxE/+tKkABQs8nCjfTLkG+IAFZdAGddAPYMfgE1BhA8KX2s0Ik051nNCnItCvqNCS0M8Yi7AI3VCrgk+m+FD3RM7Tu8kDK1GkQs+m+EYVXUpz9DCfO9EXDa8Zxafa9DB8m04dVakcVQrzONAVXTsWy80SFFL1zAwjpdGNCNEUYzHYlNAm7TFy69HYzLE1I1IsjawnhdJxssgcI1EwTan/L/UJLQXFGlVFI+OXDkVTeZJT0NBS/dRKZqzLupSuCPMA6sCAt1TTOQWtUWxTn6wiK9pTcezTAcuvBjiBeatTVcSQGBWqSX0KUQtMdKodw+pUSwRM1WquQNXMHNCA4xIBApi3y6xUyBpUnhC14SqgBPJUUBpH9xpV4EyuEgA25BLUzmzVxbLUpeCzi5jVxFRU67nV88rV5SKB1juumeuAVyW0YDXKYuUM0BOWZIWibWVW5iJV5coBXRUAeAvG0/OvJ6k4Bgi7KIm65FvDJpGACau4gbu4ijuSiFjDhKFW8gAYPd0yZLWjZV2UKRWs5BKBhBWBDigBhUUz2yPXbdOA/wylUPnCkKrzHvwMimXUQeeTQQ3JuobQEOXoOul5CBPJAWr8NjHVVEUtRYL1VlGKWexCLiSzNohNLnhbgZlLOeTYpOZoEj5BERkkjn2liN36HK+4svrkupV8CEfhF+pAQ/ojwffzvyANQbvJWhDEvwYBv69lmvXDm5c4mpHpDM1DibPhk/PLGaoJSw+0WgC0P7jtwKt9W7tlUrn9vw+kO1RFgb9FgRjAAMBFgeN61uSauQ+wRa6V26qtW73FWrx13ADE2+uTXLp9PiEqGRccDRQBEQJgOMwKCsRT2jY8SPczGUhsEAdBSJU12PgY1iL912z9GGXVVpktWFwFV3I9Lv9eTa5e6ztzo5d56dy0EbyKCAp8pT7nEw/xAKyHAwCjdYh9dd3m41eWNVTaXVbi9dbhrUxR3d1SPdU3IwBZ61fs8l7OrRQUaZvjPVrHEz7mdQiymFojQRGmEw/prV4chBZMdQpsDRiXzbOUyVMhbNTlClfletRIzTYNOF/i8tmfDdrilR33dVfltV6HSD6pZcYOeYhtTNlYyeC5AmBbSZJFHcd1oUjeatblEoE/zQEMYLQO8N8K01yTUV/gkx02RF74Xd6nNT6gyUS8kN9zGWFxqWEUzd7Q9LYos9m1S19vrVR8mVrTxOAiflsUqbj7vRMR5l9jeeCRiNX/NLco+67/MH4v4CFer5hi36vih0he48PioSlLCNC9soSV/U2YJCbWOyXjJs4xfENjQj0sQ33dPDQyEMtbQu7PwGBTPC3THIta8aRK2DFR7MVDSLZRFoO1QabQRqSr2P2JR/7jZOvS+d1QPn4nUV5THg2JQ3YwFntiRk5TTE67LZXSSI6wHRNZWuYoT1aRFD1UgtLlAXvC+vRlBHNlWGbRCFNki0tmilLlUTZQMS7m+2LlaMYkYJ6nah5my9zkAeNZ3dTmgZrmVuaLsULSlIuwGIgIbi7nrvLmb+7MFAABwsXnfB7nEItneYLndQ4LZkawf+7nbdYMgSZTi8zmgl7lg44qmlxo/4ZGLIeOC4TeL4KWaCzCaGKuaJrc6Iz2oI9+D4sG6ZIOJpKmznM2aWlS6Z7g1J50aY+OiAyg6Zq2aZpeaX+m6BRe4Zi2SN8qCgDJadRkjSAb5bVMnIUYavSdzZ4WUKXip4LgqqXWrJ0uWJjeCZQ+r05ipjmhamkSaWPlaaWEVYh+CDTy6q9OpojO6rF26rZWaIe4qLRW62Bia/IQFhMrUpluiIopiqmua8/caQY7aotEnbMolcAOprDe1M8ra6BM6oxR7NEKR6NO5YaIaseZbGBq6cdGRZ82R7IAlbMA7M3OJQ9lVBv87Md2MgSIDA6AjfftKYVIbNNWo87ekkQ9Yf/CXtMqGwEKsAALqAAKiO2JmGtfOkzdHi+XTl/1raLvRSju3e3Vvkz9oIz+qI+JOICSMorSplBbUe68Zm41XuPn1mrNIGhaBVjqxuskuwAEIQyKkIHC8O5Uq0z4OtZQPbEB5m8T7kY7hdm85m3Q7rEKEOqGAJXi1iL6Nkforl2R9Q7wwB3kLTwDwA4FeKICAJQHoNfvUIAHeKACgADsGAAFGBSvmADeM5ESn/BsAvCZFXDHhushowC5egzFmYjMpmt0RbFaOZESeYAHEN0O6R6qc6IPd4C/s7gfx5DMw4sEGBEHcAAOEfKUSHEPiYAVb1douesAhvGrHnDW7rEAsPH/HPCR636I0U6L+iY0HvrZ5jhLH+qecISUAsiOXgHdOfdCSjwkj6SKwqsiYiGmJ1IA9/u9/wbR9KDVly49Ag+vmUII2Kjxh7BuiZjtoqjtI5SVGyaZ3BVZPXog6LZzCVgJ7EhbVKIS0OXw1GWAUiOZ5rXyAXAA1uFYqsXcua1cxuVbCd3aPOGarrgZekE/8cudXhdB93vcXd9bY59cXIfcu332RWZ2D8QBE7B2C7B2EwhuxFgToaYOULnumkHro6iAuFX2yI32Zl/2y811+WvcW1/30NHvPmsZ8LBjUS+8h7jGhkhx4tAXVWKlQs8JUuIehExxlf1ih1Lv6Q7zy3zv/4eIb4noanJv8M/y3gKY8uzYOArH1xzYdx3kvXxhuAYieQXSowkokjXc136HiITfFNwOpftudDG3sUrH7OyWCB1XalV08zc/9bHGDrpgRjvfOJXwkExhedAl9ZfpjA5BelTi95B/CJfXFIwuYLfW68JOst8O7uFW8AVPi0zncU4nmb7aIQxJlKMFdKMX+Kg3Eg7pPWDPCaf3ioFbeakPkT1Gbf2e+RlPMtcOgBH4+ohgcJ633WfJowfQlYsd8o7/eJb3pO9QfAcQuC0+eVKauqaP+4ageqQ6phI9AIVCbqAkYJYpgAgv8elofH13PsgfGYHLjhFBHdg38aK1ctFJmf/OpxPGNgmZdPCEDu3jlmzb1miHPjmtV0Xq4G6iEHvi96AuJ4nKzvrejuuJH/70rGQKsSrot2bfJ1a+vnTNtk9Y4h7pDSreh5QYJ2u/z8N1Iu39JPn4h3lhQn9jlfH2Bsr3d37Kcu4mK9EmAQgEAQYSLFiwQo6EChcybOjwIcSIEidSrGjxIsaMGjdy7OjxI8iQIhsWGDkSwEIAKleyZGmSIcqXMmfSrGlT4gGFGwzyJIjwJtCgQocSLWr0qMecSCPGTNjy6cqaTZdSrWq1YkmFHHryHHH1K9iwYseSpZi1rEKoT6WibevWZgauBn++rWv3Lt68aKfmUNtSL+DAQZX/Kqwg16fgxIoXM/5IOCzfvn5Vsm1seezjHBYOD6R7+TPo0Hozf408mTLNyKJXByXQkAJnDqxn06691LXd05Vt8w664Tfw4BtI9y5u/PhF3IpVi2SO/LlM4tCnU+8tPa9zkNmrc9eovDv48J+v493u0bz49A6/q2/v/r1J9PDnmyRP/z7+oGcTy9/YPz919gE4IIEgCUjdfwUquCCDBO4nWIIYRdhgbQ9SeCGGq5m2VoYMkibQQR2KOKCFgG34l38jUmdhTxmo+CJ8B+qlFkcTwijaZjy1cCOP4rEXGF80pthjcZkZxhMMRCq55G6SQcVkjAvF1SKUVVrH2FR+1Wjl/2zfbdXTjlyKuZqMbjU12ZZjhqbcTlyFqSaccTqVlpZyVkcYiFTauSdgP5pIp5Aa2cinWIQdliShidZVZl26DamoYjm6CSmlZZU4o1NoPlopXlnBJtcMnIpKH4oPoXTaoKOChQBsHGwAUU5TyvWqqrUedelVT5rqZJ2C2krVCBRYYEEFFNBKUg4jcPbmryGpVEACOSRwAGrM4erRBAn52VcEES3wgEIMIMcoUVFlyhSqaTZbVFwuJkTBBRC1eRiz655XgAELFHCAAQnEBEABAQucgwEzASBBQg48pFzBKXWbAwQLIVzctlahdq6pqA6aqr0bXUDBQgI9dECeciHa8f9H/SpEgAHSubbATDk5MLFD0RZMc0LZ5qAcABFHDOfFTmacLspvVSCbQiYEcOxCMnA2kLtFc4RvViolEK1D/FbcUc85FKBzQ/92exZuD5Z9JVlBmxu2xupKbRMFCEgZQNQhPx1AvW9fxC+dCzQMk7QzuYZwSeAyVFLEmcGMs0LdKswbuUOpHXRKbW+q90wByK0QC3Q79OmymGvkd6YAaI0seeTBDNHfMbH3eF84g91QwYbbtrVUuk2umsaUX8Sx3p3PmkPcc9edkKycHS86RaQ7eXpKCfxtKgHVW399xQcvFO3sfMGew/cMRcs4Q9sqd/7K6a+n/s7sm+8+/Anth77/tvE3RH/79WurFm4AnL8S/Z5CAAAC0H7lW5nrDLgQ/DFwYfbD3wH1l78Jvk+CDVyfBRX4QA1msIMTjKBmTCBCC4jQBCRMyNEWorQNoK9kh9qgB0F4wQ8uEIY0tCEEa+jBHOKQfTK04Q8luBDnUQZ66VvdS3JCM5iJSyEw+1kOYGa42TGkdmgby+SGRjRfMW8mH7ObQ+YVui5ahG9Rcd5C+HWtjjwMIl1b3+Ic4rgrimVtvgOUo7hIRpO0SyHwesiROBOqPZrFAAVAzdVgkkiceGtXDfmen9p4Nh2uUUm6ckjvCAmWYA2rWExbSAvu9klNPqRflGFZZkoiIP9hD3sP/8Ea4AaQMwzOcoJdg6JtKkmVUmHScnokZUhYFYARjFIhBQCdXPIGzMPla18qY4jfcHe5tDxMew/KUrdkKTHjRK4svswI8JaZEUklU5wRKUm/kJiWKM4EV4vLSROrCLGF2C6exdHlW06VR3CaUyg5edrJ+inQ8vAqUAPFTA5cyJPlHfRt3cRiQS/Jz4bSxDViBBNFmffQOpbOoBLKqOAS8qVJgVRv0mxURyX60ZLWB3mHYShLm3XSfOKRQ7+MqWMKYzKcFm2j3uzVRHk6EnIaRJlCVZVPwZIlj/7uqB/ZTzmdKlWgLFWlUx2M3XpSzKtSCp9mqpxVLRJOoe7nogQZJP9XR5XUn9o0qGnlyEgLYtS3EsqrbQlSWCsyVp5mJnkECShdAzvNvAp2JKQJJEFgWlg5rTVXbOPlShcbkR9lAAGWtawFGitZFWmWptPcbEY6C9oMzXQxGxttR0qLWiKplj9uW21yYMtY25xWthgRrW0VhNu9vDa3jPQtcIMr3GXa1bWfHe5CiotcCu3WmzWlyF55WoIGULcBfmruct+jXCDV1DzRjSkBBCBe8abAIdvNbmDbil5tjVe8KlivmLAL0ZR6F7jhba8AMNAQ+cI3PPyFTHcn8l2W3re9INhvf3nUWggFWCIDLmmB20sCECZYRQvmLn2382CQRni8J6BwhUX/9F+ldlfD9sXveL8z4hBDZ8WOzbCDT4xiAZRXIS5mMTAJO9wOj/e9OL7ReTGV4exsOKM8Hm8JjPljEdO2xESW8YwPnJAbL5k3QVaqSxwZ0Tuu07dHHm8H5McRApxABAJAQZirXDQdDznBXxbvhz0CAhp74AMCmLC9niW9aaHLdNFKwAIuLJEF4AwCjwHA9x5w6ByQbzZUlokdmXMmpnY5t28Wr2sEBAINNKQEAkjyzkTA6TzzS1+ldiMArnaAgOnLJFQEF9gIIC5xTeBnrWN0kfizVC0DFXBennF7y6vpUS9EAz5OyAkE0DGWLYAyVNsVLCEtRP/NCXzJTcjqUNJo/9YIujRVxaSTnVNkil5aAO+V5qYb8oEVLMQDd7aX1lCTr4UZsiaDg8j4GpLvvuC6N93O1bfDFm43QhnYn0Y3sRUigDgnBAP5tRfpULOAaKfRazDr15XBPQDiAABc06u2a7SdawgF3NdbXpvJbVtuAYDAZdbb9PUSsvCFOBzUzUqkxD++kHQGjGCXyo4BtgU7CEzgLAAQl4W0BzOR07GOuit5SsIt6YIb3AYOcbjBJzxzhThcv+vCeUzQCM1nquSZYWulK/GNsweEXIhOAVe0mA6RClKQg3XfoQPxHsMZ8lDvd78fAlUyQMGfcnJ8J2CW/z7DICo+7413ew8h7/e+P//+74xfvA4rT3e+Ox43KxcA/mKAgdG/YN0YeMHod7budgsgzZrvPBAzz3lazh7wk4e93y8fEbBjW+e9JwwAohmzx4Hr6F4LG8KW3m8r67pyvO51pVVu8PHSoJLpZoixF5LsjkU87BS3cb2dYkSZ8MzjAm+f3G3z6JdE+vmEHXdDV06CYXf609oSdcfiHZN5m7dlaRF71LHOTBlfSezb9vRb+lXIcqhXpUFf9MlWubGb9SWcQsxZCtTZu9kLszlb+PXFd5AdAJgdTKBdzGESxZWENsXE92RFti3fqECWFsEgcpWb103E9ZVPmbGc660LSjQTwSBRqjXMs2BcTgTdSLj/hgJAgAPUWsKsjLggDBMSzDptG5k02ZCJG9Xh1wdMGUvpmbRQS1pIT+lAiwHky79h0gTYDqNRHKLR06JRoWisH1JMGgMGoKVNnwdwoZpdyBneBR3K4APC1qX50B4uSB/mhpMxRRaOVwMQYiEWiBwexR8mHrj9GrApRyQ+4nhY4ZbFmCWiWMJloibmWR0u15ft4CgySMb5YYl54h2i2BZeWypCIieyGfwd1JHlYcXNooPUIiDaofShGLLwYlqVoimiWCMSY4OIYrk0mCJ+YoohmDLmBzNKjjMSHDQKAAXq4TTexyGiVEpBV3DZGZjRUjfOxzdiR1MFVzWeo2W0o1H8/8ctNhQ8uuNi1GMzipVwpaM99tM8phU/9iNyBCQi6iM7CuSC4KM1GiRwKSRC5sUq0sY/PiRFjgiHTCSBlaCYVSSARORePIk8jlaHxWIOOCRHvoVJngRIruNmYV17KdlJ4gdBQgabVeJmpYAwxiROaQlGgpQG5GRJ6uR9pKSz0EhIghY5viQ3CuV7EKV2GCVLStaMOSJTmhNPrhcJTKXkVWV4zKS3rSRDLpanAaVTcuVVlOV5QGVYFlYDaGVQmmV7eGTaUJorLtYKuCVcDtRVopcKuKVc5uVn/KXTgaVewcQvQhiw2diY5SCaZVQBwOFshQaaHGUrOlUHJOZGaoQFYv8gngEmYwgmltFlL/EboJSOVLkbXtrgNnoaqBEA/lEULiXYZELXhjifUyWbW9If9h1bDmzfQYHmi6Bljeylg52KbZrmUc1ZbqqmurGbQrhbZxYNeyhHRNIMHHpVbG5TdwinfxAnupAmxiCnUBkcVTLEDSocw+VA1xHSxGzLxJwFFU5MdoKYSMjnDXGbaMxmDKLI7hxVVmLmfe7My2lACW5dw9nfQJUILiGM5zXEfIqEVwZGhFaFfj4WT0JdTLkkWV7d9Gldeq5ngjLEz2hk+VSP4JBoRmxe7EVegNYeJsreit7eVrqoAxGejfpPAoHV4OGo4EnG/0QGjdJejL7ejLL/qO7FEIzmXpJW3pFaHmpqJQEoxfkQwOiNnumVQOoRwOrhhrvFQJHKqO0RaZjWXpNSXpCO6ZBi3kU8CGS6oFAA52jkpwNmDHhKxnHy1GUCKEWcZ0Jkn0L4ZohqJ7IAp125BhRNqCV5J6o9lniOJ4BOYP215msGqkI8aEcU2jDOB5xajKLSKV4dZkYlJX4ppkTwaUJspp1Fp9SUVokwjkf6SSVlxY9Yamhwp6B06mh+KsoJ1U/6JXPeTw6CACr2UyW1qeNJBJu6qUIY62psKoXO6TMuFk6m5lFBgFddinU+BPkQAM3g03kxK6dUKHJpqFK+pWeCh62CE65i42L954ae/yu6aohaFuZmASiiwmte3OtSrKuWLZZyjupW4utx6Osczqs4bhZuAqy5Cux0pKu6EubBStaTlqvDMixNVOzviCa7LlaeKqzFEhK/ZqN4weTHPoezPivECtho9aXCYmzJGpa8pmxd2iVQnuzLtoXN7lJNnt9mtaXH3izzGOxyjSXFAu1xuKxYyWy0Spa7jhepGm3TfYbQzqy0poDVpkANlCfUrgbBklhkCeLWDmRxREhPklLXhm1YIG1vqaxtqS3acoTb3lTEwlbcvq3d3u2Y5CyAfe1q6S3eWkXd8u3crlbg/u1E+G1puFXfGi7jNu5RFe5aDi5qQa7jSiNvkG1uUf9u5WYeJ0auSG7umoyt4qLW2YKuP4mu4I6W5pru6lIt28pW65qu7M4ueCDui0Xl4tIuY8TuxtIr7OruZ6Iu7qKW7QKv8R4vhvBuv/ou3YKuwDwv9Eav9E4v9Vav9V7v8yYA9m4v93av934v+Iav+I4v+Zav+Z4v+qZv9Gqv+rav+74v/MZv93ZH8SIvQtavpcgv9x7Axumv//4v9fLvqgEwAQOwABcwArvvAgyAvuxL/yYwBLvvAUfw+xKKNh2XRFbLBSMH8GzwnxAFAQyAcnhwPCoGCY+uUJ2w59aGuQCACl/uR7xwQQ5FCI8whZrwR5Ttr8jw646tBk9HBy9HUdT/sELwMFXh8HlwVfikbi0usfByhBMTVFHgTBQvpGBU8QrbrxZvMRd3sRd/MRiHcT8ZAAQwwAAY8UJAwAAwAEscQASYsQJIABuq185aDBmLCw+3hBrbE7ckBAMYgA4/LJeBlUvc8Rl3VENEgAQowBobWvm88QAogKJRFSXuZ1VVMuuU8SFLhCIzMgM48uFAACMnoTSBaica5q7WhCEbcSc3ck6gSAGc8RzTsTHWCiMvMhpj2xmz8UoscgQYwARIwAC00ckNnJncMiMXp0oscA7Y08EMgMKoMRZ/5SA7GTKnYCpLQARMgAE4ACMjEQEogAI4ADB/802YcqBorEJc80Ro/zM3ezMDD9Eac3MaVhI6S1QdfwQ7S4Q7d/M3o4gwD8As2xS0qkpWPEAu54ACRIACNJFKZIYw/9zFRFogS0hJdFxCL3RDp4UBDMDfqHHpclE19xLAJARCF5REhLDtTEA8y88AqKHBhKdeTTQqH65JJ7S2vPTKSPJEjTSjimcqy8RB4/TOvPS/9OAAsPQcg1VpNirKnDRFMLRCO3RkdPT30UlTy7SZQPVESPVGO4Uwp1FS5wbZNgVC13JCDADNOMDGLcQA0Gp8lDWq9QdXW4RaKwRLB5lPsw1WZzVQ1HVF3HWmhDA3C7SA0eGdPjUa82+0fLXvsLU6RZQxNwpgj4xAA//AV/ObBLTEW5P1TCfeWesTc1TPAagx2CywBATaASD0je21ZA+NRVT2wkSpaS/rxpmxWjOKaxM0Xg2FbK8HbY91pjyAuFj1YU920fw2QzCA4Tg2X4QzH9OyKUOGcqcFc6tEZhtqS8SxZx82JYa20JDEGZ9x+BgAI+8y4u61MQY1RFS3MY03NC/EeUNAAkwAI3uVepfKrrp2SLi3S4/396RaWxt3nxEye8sJATiAgi84gzsAe3C1X+Q1Sjg3QwgzaUCWOtsEtUGEg6eEf0s4ZseTodJJZhfFN9npAjW4ig8QPQ3AUTPHAviNNovPA0zAAtg3A3Tbie82JqdFgqs4gz//eC7HuAHMeBF3ti5DgKb0tXdPNOXw93oAeZAzBGD7BZEbubYsdEIQOGwb+IHDSSzDt5gPwINAOFSUxARQBoUrBEJf9XFS9L5eC5l7OA/HMthk9zxNYcHuE4q/95jD9yGZtYs7tUMwt0J09FnEMlz32ZJrNW32Upj/+RmXOVE3s+2cMRCKc6P3edI6NZSLt6RPOpV7sMYYekIwNG5w+U9n9Zfbins/gAI8b0MXwOCxuUd7t1Z/+i69eqwLzKy3Hc6gxKJ728P2RWiDKltnBQPwMQMogFDo+n7run8/0pw3c7UnRFjPdLFzOrfbxLQzRLKXZFILDEt3ICEbJrq/jXvj//aYPwBqILTv/fSTV7SgrPuY54BOP7NYU9FHFnvHFTNEREBb4zuzO3tQQHt/ZsS3L4TAK4Uaq5M4d7qEVAuGenulN7y0yNKfZwYmz7veVDYBnMXEXc3ViPO0UAa8h+ensrqu72uVh7xTjDzJKzSfheCt94Ua4++t8nW1NTVGCxDZlE8yY/vAiztM5w7P12l4E3pFgHzQL9DQR5FO6zIxF2fSrzxQtzxHOD0hhrM2EQDJX43AO0ACfEePwznK3PgEmPEEcHOltnRDNDRLqPEDhL32XiFyexPMrL0suT3OxzNUlPgzk7M059MltbBaqD3bc/NKPHzOjHMZwvPfLDA0d//zGY9YOlP84We44ie130NMS9s3OfvzzScE3Vu+ApTy5r94W+WzR3R+23906EM+6QMyVFg14q8+WouKGou5wYN+ZK8zL2M3vsO3tQF8ZZpJbEayUzh+4PMxATD0Gsf7YOq35v9F78O3AjR+S5c2bieh4sB6JIOyhq9+m+W9Q2T/eP++45ekJo8/afA9KdMmb7N+Je++SKj/GbN/978/+J8cQBgYkABAwRw5CiZUePCgwoQMIUaUOJFiRYsXMWbUuJFjR48fQYYUOZJkSZMnUaZUuZJlS5cvYcaUOZNmTZs3cebUuZNnT58/gQYVOpRoUaNHkSZVupRpU6dPoUaVOpX/alWrV7Fm1bqVa1evX8GGFTuWbFmzZ9GmVbuWbVu3b+HGlTuXbl27d/Hm1buXb1+/f/8uhLjQYMbCDB3WTFzR4eGGix8/BMwQwoABDCJOYHA5h2aNBhRktjyAQM0DCxIYKGCRAGoDCRaUhtg6dYLVDE+nvj2Zt93GvwcTBhB8OGKDjiHLTC7xd3GEjYk7vrtgdPUEEBTAhijQgXYFBiBOGLA7R4QBC3J8h1jgOumarxeoZr3gQIEC8XcTeG3/wIHtsOXrTcC5mpMsOOMiMlAy6Z5zjiYDDXOOwQQnpEu81xLIMAECsJNIggcYEi8iAgaIgCGBJjjIgdAicsA9m/Qj/w+jDBnSjrUAB8zRrQkZPKzH43yUDsKZhryosCIpdPCuyibqMKIBUjyIAQgkMq+0Awag8iAs0YPIRdlqipEj1A4qwAAwKRJTxzXX4tHBAplbTsgKX0KSogWhi1NJuxgAUSInDzJvNAkKGEiiQicgQAHMIFLARC9fDBNHjMzsMj4CUjPAP4nUZNNTs4B7LrrlIpszScYK3LMjO0c1Lk/i9iqRgFlnPQjQHBYw77UDEhhvogcUkEABGR+QoMVIOTVA2WWZHanTig5YtsscMq0v2mkZevbTbb+C09TH7ixyTlVdDTUkVsuVMEg99cKyOstWuzUHFxmidyLqzqtygGPR5P+U1n9rFUnbiWa9b9rUNs0h2mRl5NZhrZoD90CJ2Y3z1JJSHZejI4NUEl24eoVtgZG7lLdYhsyjSDxGj+XXJP2YjbnfgS0ik9ozs500B5of7pmqCr8VVc8fL8YYzqIjHE5BjfOy908WGXIU5X0lom4zbFWkul5kR7LP668b5pkiM0u7NGcZxfZZbaeAfnPdU4mGNdyjz6VzooeW9thuuB5gOaJbSQQv60ODTc9PiFKGtN/ZYo7ZWZ0vIlthnA/SNu21MU+qbbkbhDvoyCxKdaQhyZV46YrxUuDwv6FWON+DepWRAQVKE49YYxVnDeB/H0fbotQqN2Da+BjO3Hi2N3frVfnlSde7dJZCzRsycxsUrC4SHaDoVoHALFRwWwfYlMRHoyY/68VfKqA/4fsLPuGRrdUNN+Hv03S99elL+Pj9izoaOb2XBzoBBlA5eZJe8xBoPbpQJwIaytBtbhWB1uVgSlv7XnkixSWX0SRTzdqZ/crkGtjIiFf7iUgHl8U/FRLFf26j0AAH+KPnrXAm4nmXoXJwqw+JBnYligii6jXBeXGNhkXknwItppFxzdCIOsFOwCiiHo1IMVtfauIV94fEF0YoSXvD4k0qw5mKeCYjoBGNZdD3RTV+SosnaeMac2Iw/aWkNSODY0oCAgAh+QQBAAA6ACwAAAAAIAOKAof+/v4Ai/oBAQHo5+jW1tb+AVHLy8uYmJimpqYXFxe4uLh5eXlpufonJydISEhoaGgUlPpYWFg3NzeHh4fR6f1JqPWs2PyMyft6wvxYs/sqnPn7O3ic0f03o/v1ZpT4Wo39uM694P3+hqz+2eT+mLj+KW39qsSYvNpuruPf8P7/EV3/ydn/SIL6eqKnyub0cZr/QX3/F2H2pL64ydf30t2dwN2/0N/Utb/UucHF2egAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAI/wABCBxIsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KtarVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5AjS55MubLly5gza97MubPnz6BDix5NurTp06hTq17NurXr17Bjy55Nu7bt27hz697Nu7fv38CDCx9OvLjx48iTK1/OvLnz59CjS59Ovbr169iza9/Ovbv37+DDi/8fT768+fPo06tfz769+/fw48ufT7++/fv48+vfz7+///8ABijggAQWaOCBCCao4IIMNujggxBGKOGEFFZo4YUYZqjhgjp06GFDHW4o4nQeluhQiCgZYGJCAxzg4gE6HDAAQQMogMABCBBAkAE2HqDjiEDqJYEOAqEIIpEolYgkQi0aQMCTPwrUYo46GGAAQTgqAGOQXN6Fog4RPKTikicNYORBLUZZEAIKLJRml3DG9YCSZ5r5wEAfFnlnSmaSadCbBhEgo5s+xmloWzrMqWRBc86YZ5ESqNSnQi2+qMOMAmk5AAIxXvmnDmoeKqpZX/oJgJ1mRkrQnEzSuWJFk7L/qMCTBtyI6Y0HOGnAAW0WBOiowJKlg6qsGjTnkJjiaepAAzTr7LMXxeoQrwLd6CkAu/5ZaLDchpWoQMX62uG1ymbUp6uXirtsQlpWO6iU2zIbb7f0ahXrmQMpamq4F6GL76n/KpQtAJrKG+qv9SZs1ZhF4lvingQN26q/0QbMLpK7JovwqfMq7HFUHWL6KAAfKlrQt0w+q3LFfiarba8t9krwAdqG+vHNTPEL5kAqhgkwxNhaDFKVY1opZZUDKaCAri4mu+usnRJEgJUwGo3z1UoNGTGSqa5qpNBD03n0tQQgcCOnBtWqQ45ruhiji1jH7RTYW8tt92d0N3z33nz3/+3334AHLvjghBdu+OGIJ6744ow7qGrjkA9mpsuRV87X5JZnfnm6mnd+F+aeh07X46KXbvrp3q2L+upikcv662JRDvvstNfOm+u2514V7rr37vvvo8kO/PBI8U788UOpjvzyzDcPmPLOR0+T8dJXLxP01mev/fZeUc/99yV5D/74IAlP/vkfmY/++hqJz/77E+Gegb/012///fjnr//+/Pfv///00wD8ngPAAhrwgAhMoAIX6CEXDNA4fsIAAydIwQpa8IL2O8EDi+M6CGDwgyAMoQj358ANDodMHBihClfIQhBawITI0UALZ0jDGgJQgzAMzrUoYMMe+vCHrsJhDv9/c635AfGISJzhC4f4m2Ql8YlQDGEJmdgbTEkwiljM4gKFSMXdeMqDWgyjGP1Xgy725kopHKMCIcABgYSgAwFcogXA2CENLJECFVBj/0JgRt/IUI8IpAAAMMAAQf6RThAAAAUYgAFFeiiRgywkAOAIyPxxsY8FedGLEEAjFcFIfZWymWMqmcAMAMCIibQAui4AADBWAAAM6BArD+lIUt7vkphUFpQI4DItme1dB8GVKBtjgDzaEoAvLFEb0QUAVXqIAiHoEAV46KFZHrN+U8wlltwnKPMJalfDlIn6oHLNAlLAmR1iAAAO+chBliiZOphmiVhpxHK6aona3CZDuon/EB8JKpwVccClBNohmQFgAUPqkAPUpAMHIKABeWtKLO3ZPwCksUOvNGaJOnDKeZJMBy+koyAnSlEl4VKbMHIRAozHT4PYCAD/9IhAGyCBBSjqWglwwAMmEAEdJMCJHYrABLDXlJJW9AIlyiidOFpPHbDSg6+0QAc0wEp3GrVEJ83lrJ6kJYMOhACck9qgYpoQGFEMIQJ9nAIkJiWCcApiHeKkVi56VR1wNCEytGhSAaBRDzHVox5Sp0Ao0EiSXjMAiE1sAPCZz4OAM1DAHMhKBULWlKkMWmjVgUGR5atmsZVkDXCI+TTGrNK2FU2mPVVqR7va1na0rh2CQAZmS9va/3rwnCVSJztja9UOwTO2HYCjOvt6TMUmtoSkRe1pVbtc1jbXtX+CbnKj+9zqUpe52J2ur6Sb2u1aV7s04u5yvZtd6JJ3uuAVb3mVu972nre7VaFWQVrKM7nCFFQyDSsAeuqph4oNUlyBrf5+q4NluqqZJYImukIqYB1ktbECka9YXdYknnUsIwJ1GX8J1qEFeEgAS2poV3bbYFeZEpUIruMhn4pRWLqKo0ht8IMhLOGvRlZQltKk+czKzMxuNl09jZK0RMwVw5YYXYIkpCE9lIIUtHORjaSmDiBAWAawkgJ0hC0fIXwQLdmMvpTd5a6cxKLLYvYgaU0aW4Ocr685wP8rWT4yItsIgDeWqMklsqNA5vjIO14gznWdcReVpqsbkWkAVtKSlYwXI6JGZKY1vWmmOjysRxF5Kzq4opw3/UFBU5EAPcJRqHDcoRchBKwApUiGCapZLHlooW7uypU4TesLZpPLOhEoXYjU1Fr7GoGMxXVOdF0XKf/62AX0tLBhQmy5eIrEyI62JZe9k2bHxVPolLa28Rdsaq8mWYDetrjpdGtvqyZZmh63uk1qbteQa93wxmq7W0OuXsdb3Fue92uMfW9xl1HfqvETJfstbmUDvDOuyzbBpV3ug4/GVOFeuK+77fDUWIABGM+4xjfO8Y57/OMgD7nIR07ykpv85Cj/T3nJL+C+im+m5ciBucsxI3PjjHPmm7m5cnSOc8zwPOY9H03NORh00Qy96EifTKqTThlHHwd3GIi61KdO9apb/epYz7rWt371qjL9J0cfTqgsYNyym/3saE+72tfO9rJ7/es8cTpzOtD2utv97ng3OwrgTiFyUSDvgA+84Mu+d77zJOzCqffgF894uwvW8DpBfHBc1vjKW/7sj4c8Tn5+nGRd4PKgB33hNb/56lwLAqFPfeNHT3qbSB442Fa97Af/9tZPDzt0n73u8Z552ydIR3/fvfDrznrfX8/0pxy+8tfee+PD5PW/0dHs2ejG3J9dz81EfdlNCQDG1975L5G7/3EwMPskS1IDZ08klBVZdkh2f/HFxxmO/tQjNqXtbGzjCAKA1k8HNEAAAuBVCOAACSAACdAANPMxBqB9qXdiiJVKZ/dUiPVKDGBcF3BO7zd48Xcz80cjOKIrApgrtLJ0EREBAnBzEiAADVCAXpUACSBUC1CAPpMV4kccJzB7L6RYbXR2zaRY0KRYAlQBO7h4zXczZrMmXkUQBRMSJnhzP2KCAlgQBUiCTQF9flR+ZJdYutV+g6RYOZhYFkB2Q0h7dnOEFqY+uSISKQiAALgAC9FTScgoAmBfV8F5xRF8smdRipVRZcdUisVKifVK6DeGgreBH2OG7rIpLqIAyfJPWv8CI1T4EA8lABNQieIDhQvhAAGoMBmgewDweYHIV32YfIklgQFAAaBIiIFniB6DiB+lWU8SMgKxK2bDVWmIELiiSZo0TE3oEJiYEAagglthhbyxeHeFEOinh6FYAaPYiaX4fo2kfaoIeN9nhHS4iPLSK7uSgO5SZmbWLAnRiw3xi2jCggzhXO2VXt9lXuG1jstFLujFjuqljukoj+7oXu1Yj+OVj/G4j/MIX//oj9bFgIAnW7V1kKh3Toq1hcaVSOQHht2XSH8GARAQUgSZdwzQj9j1XvfIkfp4XRqJjiHJJAEJkurlkRqJkvb4kU/hik3jVnL1NDsSWRghjmH2JAb/AYdM8n/cmDCgKHtfiFjTiFg9mFg/6H4FkYWrWIZ0aCtulYBjJlaROI4nOBAHwIYC4IYEQY40wpNdYYfFoXsOGAAQiFgagH6IZYoUOIEV0JYVwEcVYH2AV4Qf8yK9slYuY4YxM5Pmk4u66CK8WJVSYja1WBBcKSVeKWvVwYzlF0mGlFhNlljqx0jsZ3ZDiXfVeIg5gil7CS/XciNP6Y3fGI4CAHOHOQD/NwFfUYPDgYeqR311JpeRmVjYN0dnd5l3R5etSIczMyu06IErVTYXdhFXKQGWiBAK8AAP8H8RoJx4IgDGWYnHqTDFtHzWiXasqDCuOItnk4Q1sohg6RAP/1CAWYkQCwBiOsCGnIOV6qmVWMGaiaeU1zmfiKWb4KcSxMgbM3KR9Ll8mXmfklIdM/KT/Wmd2Qmg/eEpBTqfB4qg4YN8sLSg1vmfDmoS+ekbrimhu2efFUoS4Sl2A8GYGrp7DdqhIfGhiTcQ8jmissehJhoSF6obaoKWLCp7FPqiMKodBFqjoeeiOEofHcSjqleiP8oR8KlDBVGBQtqjRZoiAloQGbqkjUdxTTo0OBOjVfo3WJqlCLGlFYKiXAoRXkohYBqmonWlZioSZToiY5qm2OKmntOmEjKVcEo4uANowkdnvnekQBIqdOUhwuejSSenFwJtwvdKxsenbEoQ/P8GqLvHfXUqIvWGLoHqfIQKIS7jL4dqqTiDbpq6e4jqe2sqqQMRcTpQqcY3qhviKX+qJJtqfJcqIdDmqLoXqrYXqw6iI9FEP68aqavKV/XzgHT2RmlXmwxIVYLUTHIpqAqiiZ2hqCJCAI1KJ4hlfo9pdpMZZc/IAYwkSCJqqxTirJyBqw5iZK4SAGNZlm7XShMYoQHQAQyofqF4IeK6GdC6qqYKqEEZAJdZlNUaAmcXlOA6IfUaqeZ6rgqphevEhQ+JWPvqg3jIrAmSYSaoAw0Qh/MlAD3VIQmgmgSQgg1FYRubAPhVJBvbIUAzVJxCsjqgmlpBrgwyq66qjO0qoon/5YfPaHYwNq8WQlBD8gAg5oQqmCgW27I51VCXRgAkK1Qm+FNF8oIdMiRvJhBDhbI+tTYvezMKp6mfuIeiaFw4m5bsqljqx4AD6x9/qYvmI1BT+1HueWog5ikDAGIQw1kAMCRREowzWBAC9SNDlQDMAp32cjPGdIwHkYwc4LU2i1hhGwCASLbXWp8E8o3OkhACdS1zu7cHQQCCOxAQBVRtMrcOoDIH+Cd9koBD9bYNEFqUQpL3KJInyY8l+ZH0OJICSbsA+bq5i7u3a7sbKbsdCbwsKbwpSbwr6buwG7yl9UcGeZC0lZDyyZBk24UQaVwvJJcBgKjFW5LJO7zc67q8/2uSyqu7vbuSXpFhBCEAbQu3e7uCBKGyQeMqgAsuLOshLjtUPem+WQGzChJj9rNYGcivAaxY/nqKAAuRzui19Oon6rsQnNu+80u1WKsirOYhctVTQ8IpHSbBdKi/WMG/CoI/6EqK6nqWz6h9aym2SmpcZ9sfaatjmVUQDawQD0wQHgwA8Du3pCPDrNswWgm/nhvBVERclHqKjrmwiDWbZKlIlBmxioSQkjsglAuOMZy+67u5GmvDQgzEGexdwjgQJPvDWBvEWnGvGjID9yOs1adYShwAxppYekoQKIwh1gYAM5wQNUzGAwHESou0YPKCAoHBEzCeG4zDYywQN7wwV/9DxNQKqnTMwFccKFmsxxzMLBFQvxFwLSerKGLcwUJsFWacIQawtY1cq75KqjLbIajqeyCcIAMarI7cJWB1YIvRygiCKfnaq0GCnnTytoehqhriKQdLq7MnsRKiwbScGMAsyoPFq7HMynLDyKr8zLeKM1Gyq+dKzad8IeQyq6tse6GMIWrSqtNsyrB6N+Gmy60XztxcEOlGzLLXwtssIbiTzbpnzD1nywciOxZwAf78zwAd0AI90ARN0PrMRAd9NwmdQ8vcOA1tbg+9OBFNbQstNxVtQheNNRk9zxz9H+y8OHSaz7+DOxfgvCZ90iiN0o0EQx+tODbDP4OXrB0dJO//nMaCJ9MPtNFoKscwfdMwpNM3Qy6k/L8+bUITnTguM3D6E9MwdNSIkyzTatOBh9MDBNQKOBD2JsJFvUFW7THX8j9MPdMiUtP5E9Yb5NSH8yP5CstT/dMjrVdgvdUP1NJBwgCoVwFUDaUVQJGQqkgYAK8QgNc0jMQBUCLG5cxtLdbuAa/+rAFUlhAQQFV/dox2zQAccAHol28H4ZqGrViIDXh5bR77h9Z2QdciQnb4JFsIEUsDEU10RtUQYLgFUUzlDKinilifnXehXR4mGNKG0dUEkgFIydoHodoDoQEtLNwJgcaO6qq4/amJrR697XN9g9wEkUKh7VQEodwHMVUJ/2FYz02ruY13uz0ea8iG/FcQ57l/BXixADCJCeDLCrCG8a2EBAhiCEgQEpAABqCJKoixuQQBmadK3cZDjCVBmx0AK13cne3chQ3doL0eCJCCCzCd5qmCDWBTBjgBCfAAC5CYAHCVDeDhKdi2/rdT4ykA3JiCCRBpBkjaNwHcAxIAmRdNBQ5SBIHgBhHZCZG4nf3gtQ3huo0dj5hjL2I8080Q59nDEwCAMNO5Orwqc4gmX3y3k4zDlJi1CXPAZydIAk4QBG4Qf3fgAWAQ8FredNfgPz7ed1fezzHF6pPkC3GeLostnYvITtvkE/AsCiAA6d0sKYgpKXgtwZje5KWS1v+F6Pj4veOFvODru4peu7NrvIlO6YtOvr/L6OLrvZjevdvb6WhyARww6qJO6nRm3aqF3e1I48yi3MmSR3mdLBWo5uIt5OQN6ZYu6Zge6bvr6OxFj2Ih5wqx3l91x3frtEDLngDoMwTg3+kJgD+y34145XXYN9wtEMS9432N6gIxP1RKEEB+2w7O5nbn5uIh7AlxnjKTxwIh7fuVlYRJmJ4igzgy4QIQ7U5LWdSuyHyD2qUKqdM0ENkeTV5XgXGcEMwY5LVexNFdHUXuNpqE5PfeEOpe7Hvr7nqOnH5uwxN/7NOuuVVh2iLC2Jj92AJBkXIs2TwuEJ/XAWH48gnhAof/Dc+JZc8Rfh1wnhBA23IVr+8X77Rz2wBqAo59DlfQ3u75DlP7DmF2/a44jfIDgUdT1tcJXPMpkBBy+eMz7+A3rx4IAJ0WfhA9r/Q/jylX+YKDrImhK4M8ZYAd7+4+X8YjPdRlLdfpkeIbn+6bGPcDAfcEQ98jjikGkFAIuLFI34g7s79vvdZs3fVz/TuvHNcNr9hk2jD+Y9bvsUuazxgyXi/CLPmO3x5XqexHrxidTy+eEtVSHfrssSnxHu+MAeOIo9RLbffwI/uDEyV03/hDjtFvXar9g/lV/Ttq4r+1P/mUjyHBb/vvI/KG4zrDTO51Z+7kc/rd4jqqb+ttztKQ/28Qwk2R4B/+4j/+5F/+4C/Pye831s8462867a847y86uG8789889U8797888Y84+x+nOdT/AAFA4ECCBQ0eRJhQ4UKGDR0+hBhR4kSKFS1exJhR40aOHT1+BBlS5EiSJU2eRJlS5UqWLV2+XEjgIAWaNW3exEkT5k6ePX3+BFpQR1CiRY0eRZrUgEELAZw+hRpVqlMGSa1exZrV5VKtXb1+BZtVZsEOU82arRBW7Vq2YYe2hRtX7lyNFM7ejZqW7l6+ff3+BRxY8EKuAzPgRRxA72DGjQcXdhxZ8uSOkAEkRryY8mbOXS13Bh069ACCFzDj1Sxa9WqYpFm/hh3Ytf9ACKfvpo6dW3fH2bt9//Y8sKnts7iBH0eu8HNy5s23DixLHK1z6s6XV8eePaRd6dO1fwcfXvx4gWMPd59qnPz6xm/Zv6fMoHYFCgopVIAAIUPBC/gDYCBMIPTM2g8+Ax87MMHBOoDgggs0gKA+hCDQwEEIOiAoAAgq+C8mADAYMD0FR+TLPRJPjKspCwbSDyEGAhgohAA4GCgFAQFkqLYQ80KxRx9/BDIDCAh6ccICBdIAtw6VG25HqNQDMkqjrpOySqKSJIiDACQsKIALCBLSoCUTMkADJ3m00icDHEhABwEaOGAhBXRYYII2dZgAAAMk0EEHBwoiwIE+E4hgNgL/IriTToIW0EGBB/rUIU7GqEyz0p0gqEq4AFYsyC5OBQJRTBwTavJMp6C0FKUBEhAgggkWcCACOXVoIIFH27RTUEFlFciAPh+NQIcEBjqA0D4b0IFXABilldE2FWCst1SnhSmATAWS8dOBPCUo1C5HRYhDU59ClVqICDggXXXXRQAhBARYAKI5dRjLVzwH4hNfHWZDQNGD+HSN0QYG8vXPwaQ1N2GOZDyrPkwJUtEgbgfyNkNwDxr3SYUxGqBjjz9GWCAFBJAgZITmNFigNgl6VCYCkv2YgAQGLqhjRttdNlKCZl7I5Nl+Hgjog4QGgGifg0ZaIKIhMzrpohFqWmmn/2t2OmqDrCaaaqm3fpprrbsGO2uCsJ567KrPHhrtsKFWW+y21f6a7LS5tjrut7flgAMH89Y776KxdE1LLrf1Umohgf7PZ+4yVgxus+l2/O615568cru9Bi0CAd6MANpZHyCo1kV1WKpfSE8fVqBHT9c5Z88FEh3BjWc/KcyBijyoxYGw/HYhcTMul/aPDFhAgs1BV2jOeAeKXSBGoe1XUNY911WHfh+V9PnQUxe+e+wipu1InQTCHQAZv+xdIRcYb9z7c9eF/wCce0bWZJH9hZ171/X0E2qSWW6d9pinP8CYyH0HzAiDHAQhLuWHIBSykAYgdgEQVcBBZDJTxo6EQP+GgMyDbCOIAwQwlpPhDwDN298JSUe1AfxPaW3KXqO2NykO1hAj8glABwbnwG1xSHfQkUoIEEIALQHPhh+ZQLLwJCiaJUR5MxyIAA2QKCUuT1cTeMCdYvi6ExLwLwY8YhiJoiNTBU+MEFkTpGxlv/stL3+je92hThcBrgwgWH1awAECKMMBntGPPVoKiMZlxj9ykFKFRGRJuGLERBbykI2EpEdc8zsnETKSDnkZ6/o0IjZe0pMZcc3iKvlJjglAk32S1IE6SUpWSqQwGRxlKytiOk2uEjyPlGUuAySQIsZSl97D5S+FmRAyhsiSw0RmMmdHwg+d6ZjK/BEYoQlNy5z/aYPTnFYwsdlKZgLgPMbcprmkGc5pihI9zyRnOtXJns9EZ0DoXCd8tBnPRn6mVN25Fj2jNE99FjJkFgBoQAU6UIIClJ/9XI8tEarPgy5UPAp16DohGtHxNJSi05zoRW+p0YtalKMfBSlyPBrS5IyTpCdFqUhTSs9urjQ8JnWpMj+DAQ3U1KY3xakGtBVTnvZULi0lDjx9+sWhxtM0tpFgUUMzUqU6siDFTIxQm0qXjE61nhCTjlStulWuiqQ37jxNUrsaGaaOtYazMSdmxGpWGrJVloX5pm206la61pUhhTmnXQVTVb3a8KjSWWtf+VJWwW5sLFA9zVwLmxSYLnY9/zikj33w80OB9Kc2FzPIUu4pV8d2FqQKfFCEiFmhC1woQxsa0xABAFbiBHZjDxAAYVHUWM9+B3wAoCyRYIStGdXoRgxJK1K9B1vZnqi4tc2N7ci3W4NQlncWI0xcs4pcufCVusd5LgAEhzH0CUS5A0ntQWawI8Ve17yXfJimdgqAiYGKueDFbEFeFCLXKoy4qhOAAhAlAAQkEQELaFMC8sSQme3JTbxCFK0sszqScXF1fXIACV8WAQQgq1WNOe55VWMtgmRLYpvq1nt/qxDEtna4scVvAxqwgAUYIInCegCArUfgNgWLTxGQALJuFTo/LSCL+R2IAKQnKO5lUgCP4v8T8gSTYQ0LhmFmcVg+b0s4bVUMvgrZ7HS7d18AwLaJAEgi9wagAwkQ+F6wI3MU95jKVX2ZIEkc8MtQrDIB9AyElXMb5PQMtsvheWpy4/Pj/Iw5yeV50JYTNKD7XLdES27RkdszowtdtkkTOtKQPrShAX20S1u6a33L2wX4hr7smqY+iLvAbPDDNQ7rmZLnlHSnEV3pQDsaMFyGbSrBbEIV05ggwUqlr5ZXK5CJUFodm3B50jwQzVn3K85ucmy+W76nbjC7I0ZIlk285TnDlotJ1DUKEcKzgXAZAC9D3indxJUDIOt0Bkt2ueccGCZHmzO3/eH4AFC+84lqISXmLLf/uWLuXc+viwT+srnjLaxTCkSPK+5T9JStrC7Pu4D2Dg9oGciiIbGItBSaYAUviBAUkPfEA7e4f6GoEHLjtzDxbkCdEWI8Q/Xv3MlimcUxvlAc6vCBHRfIfTR0TdYGQIgHIYDJBe7yN8+4jwtpecVfjvOcKbk8AjH2QHQ18ZzX2yi03Tm15oue+iYM1yl3+huhnvB5xxsAfOITFnsNgIfTyd3wpjrTlxx29xkguIk9ud4FovKns5ztU6f4Atztp1S+WMhjxjvFCU5UvndvKUUHfOU171LSaDsxZd98ULwe+vG4BuCIAb0/1Q3t5Iye9OHhyl+DSsrFsy5lBmL96w+E/9fulJd289Kk61mTe90raOzCLX5RhJ/86pDw76hhPlGWH/3mQAbz0Kd+9tXJTM8XR/s+Afv3e3R6s6Re/CiZ/vl9YxnZR1X9MAn/+9kppoDL3/6tRFh/KrB//vff/ye4P5ZIvwAUjwEkQII5wO4hvgR8iAVkQFV6QJNwwAh8DwNMQAukwOrLwJHAwA30wA8EwXMLQY+IvxEUjxWQARPILBPkiA5kwc7YgAIoABEAlBfUiBK0QewYARksAA/IwR88IBHgQR8kCBe8PyMEwsYoAR58gYJAQvl7wiQMjB3kwRb4GimMiAnEwtUQwiG8wi10CC0Ew9BYQi8swjFEIzQED/8qrEInVEOHiMI3jIsuZEI5tMMTKUMzHIiWukOCwME+VA021MNeAUSEiMNC/Ao65EEaJAg+bEAPUIECgIEVMME/RMTOyMNBxIgYFAESWMIRsBICUAAESBeQGAAR4q+CgC14EZnNcUVXXAoDiLlLTCdB1ERc2oAPMAgTKAAVLBoV0MUqIcVR1DWOOMXNuT0CiDlWBICRaYAJgEZoPADSkEWZ2zta/A1FrMMzZIhcNIgPiAGC8IACsBQFKMaNOEaaIxaSYcaRub0inEXZwcbdyMQ2FDSF8MaCKAEWIAgSKABQTBNzNEURWgABGDA7gpd2FDJDjMe9msfdsEVNtKV8JIj/HiQIECgAEKgUgfyIY0SAHOsVQinIt3DHD9KThpSNh9QNbbzFhPiYXPwYgbDIgcBIX7QSjlQIUowfdXHEYzSA+ypIBSjI5ZmTV3QTmavGtlJJ2KhHe0TAg8BIHpRKGQTFmRQIjNTICjSAreTKrjwInHRJD4pJqBEhA1AAWyEACRiWobwfCUCAt3xLz/EVa7yzR9szu5w1WVuaRpM1vNQ0WvNLStNLwcw0wty0O1M0vjy0wPS0w6ScxKQ1TivMx7S1yETMyhxMpYnBqZTBJjy0EQCB0ASBfQxNE8jKfZQaf8zKWstM1lzMv9jJdfnKc9SIUyQd23yXeGHLZrS5zHKT/6VUJn/kTKu8um4MRoIAR3Ekx42kTVAqSzB7kxFalnbsTSf8zcGwRODcq+EkTj1pCIocCF70xQEAxnJsToLQydjsyeesxjKbTqKsziK8zmvUTtaAgeFkxD38zuMkCE70xH80zw4SS49xyeekuwfgit1EGUOcz8DIzvoEDOGcSiKMCPAMGkgsgA2gRCsZgK0kxa10xIrwyYNQUFqBRjyZgAOQibmE0GEagOGkUEIsJHOEH4NzTp1zHuo0ys2JExaVxxYVjfucSs98ynk8RCAFCgl1Sk8DRDFE0rV40Qn9wkt00idVCyFtyYc8UivtCSUtACvkRiPl0tEY0jE108nA0v/uDNE+fNAzlQsljVHv1FI35YwolcH8LM55bFM6hQssjVM+BdS9kNA43VLtK9RAVQk7JVIZFVNElQwhJYEpRcQqdVSrGIARGIFDVT9KrdSr0NTz+9ROPQlONcFQFdWSINVTVdWTMFXt29NV9YpWzT5ZhdVaRYhXtVWsWNNc5dWVyMPVlNP6xNVe5QlBjNFdvURaJdaGUFL+BNJUXdaS+ACpjFFljVY+jcRBtNbk29ZrNQgamEr+hFYQ7FZvJQhtFFdzVdeRYAEpLVLtHNd15QjOrNYWLVd1XQHOdNYWHVZ5NYkW0NdG9NeB1YjNpNYwlYgBwNBJTMJ+JViRGE7+RNb/hPDPT0SRAUgXhDGAfnnLiaWI1fGZO3IXPumTfMGwhz2KqAzXCt1X8VSa8jwRUtyXgvjQPjEAj5WItOyTAfPNiKuZO3qU1XlHwIhXlJ2IcaRXhEUICwWA5ByIcTQuBDCAaSQIc4RWPXoAkzWIJGIU91SzmVWaXTHaKGlK4nwkpkXNgfBHgEwQjCWAqe2NA5g+O/qVTQKUPqFb97AXA9rbHx3bnrDTlSXM/txX4sTKEUEAaIHbPVRRGkUAnI0IXymzOaG4+wEdPXKPJPLaXzszevtboJAB7kzXofEYmCRQADDcXlSQqe0Vqm3djm0UuU0IWjqlNWWWmwPbctskndVd/6tTs8r1i6L93IaYVhhV2qvkTqpE3Rg93ARZIT1xXejVNVIMywFlI94dvNbpFbvtMrtdnYNIoqG9R8WMtcl0TccEABNBX8Y8X8AkX0xb3/e9S/nNS/OVTMhszfvFTPu9zL6k379sTfbVX/+VnLItgOPsULoZgNCUgdFkAdMMTdJATddYWwLO3/51zbhIu8VtXS7i4I2IHq7sl83FWq7UI14JWhLNO8C412sF2Ihl2W8Mx6ddTgNBFxKaWhyWXcaF3Ia4o+AL29Xbtc1lts5l4eH1CZUV3Dyl2JZV3V/c1/VAl0iJH6U5AA+OXppVtz5xxL09nRTmTU0S2b6VT+5FYv8F4c56XQimBYCKBdAEIYA4jmNzvNmBoF47Pk/r7ZiESCLf9ZXUud2qtVtm+Rmxxc4z7gmDlUqJNc6hwVAN9RFf6Q2MlVoCIMUe7hmb/VkuJtma0WS6tRUdENqTReSdYMkD9qMPVhoaVQAtnJeD0CMHGGEVVjIygxStPeRShol8Tdp31eXhNV5fXsoW9tZ2XeIMxkZivlYvReXBxUbh/eWDiEg1rk9ojmaDiAF3ZVTtVOZrRVoejOL67OZo5cVFFthrRuLANVt+ReeXyERGhtBxjtYXMGcrddh2lgglpmZ8/tuDFWaVlOdoFQEPIGgcGN9h5uedCOjNs+aEltRqduj/l2hoD1xob63oyrvoaM3oiObo67rnjn4ITC7EjSZWrrAADEBpDDi6pfxokG6IsYiKa3LpgY0K8wNEku7VRYoKbp7plNBpqBiceZxojnYNqeiuhxzqiC7qmAZOnObVn34Km75Dp85VqH6Knn7YqQhqWmxprFatyzBqhPZqRRIQqZDpS+xqh4asrT7nqZDqsbZSjROthTALsYbriMC3s5ZRKAPou5aIaRMxbjSLo6bFpB7b7NquuSEQhRGhQNmcn4ytH0uAYgSwzZEALkoIIaswAbCVokFFCWAmO2IVkoGMB4g5YSmUgRiZOmGVzo4Wv46I9BKIKXuc8mPsN5EAFiMA/y9bscouDBFasVXE7IPg7FZRPHhpgNzWnCZaFeNeRa4gAOOGlTdR7TexFcUz4iOG7YdoNd5ar72u64QRoc2FLa81gAsDgHcxb+peiM2ZH1ZJGc3xHPnew4U8CNjCmZERgNmgFaWE7SfTatySMhA7CKsGavEGMnnTNReib3yRToVgb4EwnsJ4F0l5E5DBZaUZgNVuRYozHjujTAvm3xA33xG/Gve1TBIv3/hN8RMP4P81TBS/YBWHXxk3cQHG4BW3cUCjAFHTGx/fGyTRC9LQkk+Z5LKeihyo8Rdvcbzci6yTN8ggN3WUNxs1CPvGuv2u7jxpoVd8xYGwE1NyReThcP+to8uL226HAOyEgOmpADpqESFVtLgp1/Iqb+/bi/PqjpcWagC49PMclYAU7S/0LvMs9+80xzICxy29llOzwBAEl3Mpp5kGl/AHz2w8p8syj3CDQKF34ZVCB4A8F4y05me5ZuviNIv4qhRRFzwAIDf1JphNRwgsD/VMZ0bN4dniRKGY+3RmNHREZ42eO/UumYrvXvUzJ7iWG28f25zhvnJMr1pmHICYy+0FQBSDcZPephVCNyFW125g3wgDd4phtxJvT/Yvq+wGawhaZ3VQ/zHOdoDXqWxCOe9ed6NaP3Rwvwhxf/Nn1nd0RHKoeHSk/vfaDPinyKdLGgA5ZngCMGz/Ui74fT94pzD2RBptL0fv3Yt4jBB3cp9RP/dzqt74vpCKfsdGUvfrNhf4ph55izDwhD/5lq8IlX+Kipd5PpUKj+9Dka9Vqzb5ZL75ibDqgVfJh+dn14Cl7i76oHd5IOX5p3Z6phdRqYdVow9Aq3fop68trbdVru8slKf6sIfXDxJpOQT7mc5mevV6x1p7Po1IGdyAsn9DrEfkt89QsadTXubMDWj7wup7N9X7qeT7qMf7glBiqdwAui/8BDx8Hkz8Z118gijnvf/7vqp8M518wb98uzp7kGZmuI/8Mf38DJV7Nez8jh79wacIhY1Ehk0VWzbjNNl8Lj1l0q8IN2bb/zRhnYuI/e84fY6u/Q3Yz118YvIMZyBZYYvo/dAPjxem/EYuCKcVCKitlF+5wd+H+Min5+FUfXzc17QViAqGD/7el9MRCk0SCPQfCNgns8JoODOGFNUhnR+W/5I1EfWnz8j/ZsFfJaZNXWAFCAACBxIsaPAgwoQKFzJs6PAhQx0DdVCUoOPBgIIUdVikCOABx40eBXIEGYGiAZIidWQcqVLix5UpRYIcCbLjyYwQd/LsyVOnz6BChxItavQo0qRKlzJt6vSpQA8FplKdugFowQFaB2z4sFVnAQ8EQRQwAfUs2qIjNyqk+GCijggELerEaiAuXI0wXwqsSZCtwAFr9/+mLdwQq+HEihczbuz4MeSnH6pW3ZDSIFnKVUcACDu2AIjIop8OJmzQ7cCTBr4CHrjVpUuVf23GpvhVMMzWDBG77h3YNwDev4cHBy68OHGgygdeTm4ceNbnzg8un47cYPXr2aNb304wO3iE4a1z1y4d+3nv6c+XH3+9/Xrq8d9/n3/cvfru7OvrJw5/+mSaFWAZcDSAcKAMJbAAggkHCqTgbySANt9/5vnHn4WjITXYQqgJ1NFKa4HYWmwA1EZbcyaGyFaIGqKVoosxyjgjjTXaaJhUAm7QUFcGfRADQVLdOKRDHLZ10UAjrqTiRUvKNttsMPkF14quxbXRcURquSX/l116+aWWOWq2AQEM9ViQCWUFpsIHYLpZ4mlICqQaQrrBZhpHBJ0k5YlFwulmRIAKOiihhQ76goADwnjQmQVtUIAIJJRQAGeG2qjTn7O9pZIEGvH1qYp6WUkbYbqZ6B9Fclmq0KKruvoqrLE21UKiZJrZJnYeqDDgCrK6aGRCHvbl1kUWCXRXkyLBVVNLG9VEakEWdTRlScm2Cqtpvmq7LbfdEkSrjt4WetKTwco5EYjGvsQRsq6NuK6yMWVbpbwVZSsuvvnqu6+WItR6Lb8BC8wYwAMbfDDCTfmrY8EJO/ywUA1DPDHFFQ8koY5ZWrwxxxd2/DHIAWM8psYhm3xw/8knq7xyoWkyzDLMB0scM8012+jymDPbvLOlOvP8M9CKZTZm0EUbfTTSNQ9Nma1JOw3mvU9LPbVPK/xLNdY3+pw111hbrWOZXYs9WtRjm001DbWevTbbbbv91AhXvz23U1vTfTfIA8iNN99F2d034BODIALhhYtwQ8qBKy7f4o3HnLjjjkMeOeUOT1454H9jvrm+mnP+tuefi65t6KObfjrqqateY9mru/5q2K/3XbrstQ9Ju+1Jt547717G3jvwwQs/fO64E398YcYjT7PyyzvPVPPPq3y59NVDRb31NmOfPfdIbd89y9GDPz5D4pNPsfnnq09Q+uu7/z788UO2u//89Sf0u/0xt5+/9fvzjy/9/sc//AmwgAY8IAJ94r8ECm+BDKTSiiIowQlSsIIWvCAGM6jBDXKwgx78IAhDKMIRkrCEIySACVOowhIiYIUu/CDqXijDGdKwhja8IQ5zqMMd8rCHPvxhBGMIRB0QoIhANIAAkDXEDBYRhTVEohKXCMImqhCKUiwhFYloRA9a8YorVIAAFLCSLFKwi15s0QM1JACOrZGNbtTWAATwPYG0MY0fq2PF8JjHN/oqjnMEgB7taLFAQoyQheSjrPwoFEMKEmIL4NgjISnJbXVKKJFsJCYzqclNcrKTnvwkKEMpylGSUnUHiEADBMDIJKmylUn/HAgYXSkAB1jqlKlc5Ydk+UqCPCABAmjAAWqJSlVCJAK/JEgsXUlLQ9mSmA8xZgMM0stfBpOZw6TfAyTgywZEIEXJbOUyS3kjX2oTlwDQJgLSmU6ggPEB6kSAAixFTl8yBJ3vxIoEBLCAU+rTUBWhp0NiGU1YCsCd6oynoeYZQIEINFr65OclBzVPc0rgARM4wAJ8iVAAtPOdGxVnjcLmAIomICFgrCbsBDLSepYUIQcQAEqN+cdfqdScA0lALwfKUJjGSqQ2FQhOE6BTALw0pnIslE93EsdwnhSkX1rpQrRpUp76CqoKkSpC8sk+AUxgVVZdSC8BIFRkUlVWX1VI/1jHysqtdtVSZ22IACrJ0bI6dUtvNUg+WxmB330TmLC6q0P1+ru4FkQAqjIUYAuCRASIdah9RalXbbrYxhKEsJU9bKESm5UBGMCYbZ1rK/1a1yFpti8LSOcCVBk7AzjgAAo4QD43FVmGPOC0CEitAMIWR8yKVa6ZtWkDlqnWY7X2tbF9lQMCGFyg6nS3BUmAbwmV3IYQwJURZa1rYVvQ0SpmAAv4LnjDuwDElNYgSAynQUbqQKN4V7ziJe9PmTPLwBj2uUOdUXvdC174MmQCuWWuQtQ7pPzqd7wFKa9/wzZc5xJkuDQisH752xAFGFe2BxEwdwtTXV26En/lTS8jkf8YURptmMOqPXB8BwJVBt80ujIqsS518F+ClLa6n3Wweft5Ixhz2MO4tPFNm1vfBrs4RhuWcY9RzJPlIkTEGabRhwvygKNSZ7uz3cmUdWLZgQwZsbh0QAKaSAChEuA+Vnbrl8PcRDJrObpd/i1PUktA+lr4yRqK8lwYCcYRSzfFuVyrfD8LZ4XcUpfoJSufB1XaQstymVoN9JUhMuVr7dnOMnrrAOa803AiJp/rVQymNT3XcBY1NTP2MnZip4B3IiABCUDAZTq9SzSnGpasdjWsBVLqOZ160N+JHWIGAFD6eNrSo1HABCaQymQbFaEIaMADDsDPMCfJARdV9pkJhWz/bDPb1M6GtrSNSW1W7tOYiQbTtpd9UW8jxMESsPYBsF1nQaVbB93m9UcbfN98llvH2k62upstkAkkYJ8Y9SVK333tVM7b2I0xpixbCgBjIpQAw/wlRggygXLOkrGWgrgrJU5xgVj8ltAO9jRFOy5dijyM7R7qxn3Z8VWBXJUuGflBcDyAlEN2UBCniCpbjtDO3jIB3dQ4xx3gcYczvelOfzrUoy71qVO96la/OtazrvWtc73rXv862MMu9rGTvexmP3sxVXlfbEdT2Q45gMQH3sqZ9sQAqz6AqINzd3gGe++/szsC8I72wXPrm61EQARe/dGXnjaeCYBsgnnp8scT/4QAiKdyYQ4AT8EnZAAKMEARXwtszRfRACnSvOgJr3pZ+Vfz90w8XsPp36yc+aVtzahBUkt3nwyA8w5J50DguZDe5331xgeTMQ8C+8J+lpvSPCoSD4vEfOt+McSHyKpJfoCSXf/43icUkwuy/L64UgLVXfpAbCzs++K0INXvru8ZQgDXMnT7gT9Aq7r//f2DqaC3mVPcKcCUaZ4BIECvqRh0jZuKRdf7iYe0PSAE9txPxF+TPeBG3R/oGQD9ZQUF8p8H3k6SjZ9ApNZAkOBBxFK+fYQeNaB43MZXDIX+dV6mUVjw4R9zSGAMfqAOso4AwBOF0eDExR0AOIBcTRlC+P/XfY3gCmIeUfReBEJgsHWgQmQfAASeclBgDu6gFrqICRqECIqVbBmhQYBRKqVgFyrh7qWfmK0hdkjh/WwfR8FhYGChG26hHTqGAyQhAH5HWZ0hyUGXWB2aCrofE7bhEz4gDNbhQcxfRmjgFeJPFt6hJDJGAgjiHsrXBR5gAyRARkQejTFgIWKHC25FIkKiQgTeHG7Ua7Vh8U2iKz5FHJ2bCL4UUFQXZBlTrGUbGBJiGkIEAZiea5neHDYHhWVg4K2WaxHAa6XIL2rg533aK0bjTrmTDrQQAoSNCIYVQTifEkJWlmEiLybG/UHgMKbf3ikA/hQg6RXEOCKiNL7jU/iRly55nAi+W0HMXhXqIpCNoBACAAvCI0DWTOJphUJQnkMYpGv8Y0Au5MpAnB4OhNs1BNzd49wxpEWyjDJ+XlN4HhBepEd+JEiGpEiOJEmWpEmeJEqmpEquJEu2pEu+JEzGpEzOJE3WpE3eJE7mpE7uJE/2pE/+JFAGpVAOJVEWpVEeJVImpVIuJVM2pVM+ZdcEBAAh+QQBAAA4ACwAAAAAIAOKAof+/v4Ai/oBAQHo5+jX19eYmJjLy8v/AFGmpqYYGBi5ubl6enonJydZWVlISEg4ODhnZ2dpufoUlPqr2PyGhoZ6wvuOyfrP6P1HqPdYs/ssnPec0fw3o/r+2+aJuN294P39uM7/W4//PHrleJr2hqlsruP/ZZb8qsTf8P7+J2v/lrf/El38ytr+GWL/R4L/e6WIuuOizO38QHz+oL62x9bI3e6/0N//0N4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAI/wABCBxIsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KtarVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5AjS55MubLly5gza97MubPnz6BDix5NurTp06hTq17NurXr17Bjy55Nu7bt27hz697Nu7fv38CDCx9OvLjx48iTK1/OvLnz59CjS59Ovbr169iza9/Ovbv37+DDi/8fT768+fPo06tfz769+/fw48ufT7++/fv48+vfz7+///8ABijggAQWaOCBCCao4IIMNujggxBGKOGEFFZo4YUYZqjhghTg4GGHDeGQwIYkTufhAjgokAAODq2YUooeEsDQAAoggAMCMgIwQAE8FoBDAQMUpICHCBhQ4pF6PcAiACA6tMCIKHk4ZI4J7YgjAQYYqWMBBhDgJZUCedilAgUogOSZdeFAQZgNPCSlSjEuhICZBu0IJkEGADkQmWj2+RYEHnq44pJh4gDBnjgsMFACh76Iw50FEYBDkHU+ilCeeBbg56ZrKQDoh5YS9CkABLg4EA4PwBkqQkMOYCOXAw3/8KOPClAq0I5Dkgorp7yehaJAvxbk4aepikqosIEmG+hFcSaEAI9dGpDirQp4aYCNtgKQp4+79urtWKgKBOhBgD5g6kDBHqSsssyuetCzWmqr6UFlEkRAtVgWAOm3/GrFqLjHnrpsQelatO66yO470LO2yrpvrgIRMK9AfPZrsVYDFzzQp5COm9GXIH9pULOs6nmruwNJuyedEZt88ctUvQkAyQJ1OOzIxY588MAV0WxQng2jTDGhCCBgr8swJ/3UwJIe+yEAgN75L0I7e9juncfiuufEBGlNscsVKy12UxBAyabAbc5sKEEym9Q0jEvyLG+1Q2qpgALR+thwATbe/+vj2IAvpSRBTYqYM9SrPukou2oHfC3fVBJQNN8sx1rjjfEGrjlT5y7U+eagb9bkQiKGbvrpqKeu+uqst+7667DHLvvstNdu++0OHo777oHJzfvvfPkO/PB3CU/88XIZj/zybunO/PPQR8+dwtJXL1bA1mcfFvbad+/997txD/74U4lP/vnopx+a+eq3XxT77scPFPXy12///YDRj//+NMHP//8v0R8AB0jAAnrFfwZMoEgQqMAGdoSBDowgRiAowQpOhIIWzKBDsFe1DnrwgyAMoQhHSMIShnADGkSQCVfIwha68IUrxEAKAXSnCsDwhjjMoQ5DKMMZ+idgOwyiEP+H+MIe+pA/YNoAEZfIxCbuzIhH/I8GnEjFKg4RilHED6EuYMUuehGGWMyifQj1xTKakYRhFCN9yHjGNrrxYGlUo3yWZMM32vGNcZQjfOJ2xz6eMY96dA+LlOjHEUoAhQD4AAeqxgELXKBQOAiAJCfZwUlSMlCWlCQOMxBI/EyxkCJ8ZAUi8MhPrqsCALjAIzGZyQDsrJWu9BAsY1nETgpFb12rEeQKcq1nzSlbGkEABIBpEAQ4gAECEIDRCGLMBCSTAWvayttACUJOZsBDEgDABHYmAQ9ZQG2XvOS6wqnJSJbTnDcEpC1v4qWu8W1M3QJAkazFsI40QACZO8gDBMD/AGcuc1EJaMACniSAtGUFBxigZggn0DgcoNCD35QlLdF5sHNS1KLibKE617mTZ2WKmAOpF0fumU+D5AgCyizIPwWCzMpZRaGh3GagIgAAUx4sohSV6ER1mqxyYtSiLNwoR3Mi0lvFsyB848g+k5nMRiUEpSsllwCiiRWYhhAAhPSQDBNaNZz+dKfmnKhPz5nRoA7VJ7UiSFG3FFVqHfUiCtjnAihAgZIWBKoLuWdbY2bVDwLAAsnaage9KlaghrWnmpwlWE0o1LPChEe2KtrRuLajHtl1az3yUbJcOhCSOgSvCSEAP0EqlaxSkwMKmSJWAwuAhCr2m6786jh/yspW/4LRsTzxmtrSKjEeFWQAA5DcZW8F3OIi7CCebQhoDzIAfzJEfGQ8lXTDRLXpzsy60MWudhtKTQlk4LvgDW83LyBTD9F0iq8FQGwLC9aMyrasMbxVrOYrX+bSV0f3JW3D7htddW33utT1b4ABTODsDri/BBbWfxGs4AP/t8EFfjDbFmxdCCOYwRN2sIZHRuEBW7jDHN4whkEMlbDJq0eS22uYOHuR5EbsS8Bc7m+RSdWq9vWDDE3WQwcLzsK+0scVNSxjccsTExNXIGsVFtcy4mIfMdWpANvrABigpq7Y9MbrsiY2tRkoDVwZB4SNpTjJOtbFwje+RNaJkY82XGmRlv9MmVUWiwHgYlcVDUd3vVGdaHxALHdQlKSsaaBQgIJASaACFRBlBTIAS1bW1pKPhjQMOZlmnOi2mCoWiEcRUlzjMs4gKJ0zqPXcNWQq6it+rtohBaLIZBE6UKgtyAds6+hI07LR6aw0TvjWMLxhqZ4R69uv9dURBAjgAXS9rKEgQGUHQGCYYTo2Xac93KgQoI6pzrZZdW2TfNLIl2m13LMoR9qLlK2pCFkAU5MpJoGsGwdPxhh3tU1vHnI7PTKqt75F2Nh7c4eL+w541frtb+ws6csCFzjBC26dJZU34RBfOMOpw0aIR3zi5CEUti0ecIljPDpO47jCPy6ekIt835T/Jjl5AH7yentc5c250yJbTu+Xw3w5AXs4zf1s85snB1I713bPfe4cnQfdqjQgOncwqJhqKx3kmyn306GuGalP/TlMT4zTr96crCNm61zHedjHDhYBkh05ZndMSSeA6La7/e1wj7vc5073utv97njPu97t/s2z38Trh4GUBBRL+MIb/vBCbrklGer3mqR9MhNAvOQnf/ijP9oDjY9OPjlA+c57/sw0tyTmMz8TwBsmcxf4vOopb/lH9530MTF9YbLF6NXbvvCtdz3sZSJ7wmTr9sBXbO51GoDR7/4lvR9MvCoQ/OZncvhhLf7xYZJ8wcRr8M53PvSjj8jpt6T6hNlA//azv31Lvt77x8mRBsbf/O1H3/joV8njGWOk1LM/+O63JAzizxLw5w8AtXd/tgdCq5ZIM3cwjfRIPSZpP8aAiLVYJbR4/LcS89cYAgh8IARopbQzqKRKC+iADwiC0QdDohc4cBZnsfI4c0I9ZJJpvWIAzHeBA+hBWoYD2WR02ORNM0NOEMiDyiKCJlSCgFMjIcNM8yQ5b7UlSTUZFdh02CeDnwdCORYoO9ZVOwhks4VYIQiBJGR+JphpwDQk2FMkkjUZ/vcXFgCFq5eBD3dePJZTh/WDtOVoideFk3R+SlMjDyExd3It8uSCFHFPCnBP/LRSFGAuyfQAlXNsCIBMDP9gdU1xhn6xfmroeVdlWoJlhXAIX+51a4nFhSMkhGNzgmUidUDjTjJShiPFTwywACglABOTAA8AARRAiCwjAM7kAAMFiecxa5VoiSD0V6zFVTsTUbIlh+wlUcr4QqIoNr6GJR5SblbDTHSiigchhh6SWTwyZ/f0AJRiAKNVXxRTUAORTDVWVZoRgL8oeR4SawihWpjYWoRnjMmIjFoYh3UYindoOrIyZ9iCJ0TjgsrSacWFEPdUYw4gAC5VXMdGKbhodgYWYRv2YSJWXRU5kRcmYSA2YhcpkSHmkRwJkhrZkSEZAevYeTYYXiqZAePVhjU1j1f4gLPlY4TnQuaXkQL/JpIelmE6mWA8iZM+uZEV9pMkRpQdSZE9iZRAqZRZsWYAQCZ30i3WqBGCKCqwSDFLxVSP6G7eiB8nyXpS2FBVWIwxWWtZSIfC10LNuDlrBpVCggCRBYgT0QDTsjFXKS2MwjfGtpUz4zxXIYl9gQFfyY7VBIBbVl5eti70KGZkVls8FX3Pp5aTtH+mY2RuqVLcoo1zho2zklncOFUEkZBmAigrxU9LcmxdAZh8QQODSZgfpIGC5iGvhk2Ipmjq2JjEB3r5KEISGDpt85TEVichUzQEQFoDSZCk1Y3fGI4o8k/qxpeoyRVNqBic15qGF0IF2GqDVmjtaBC+2Ilb2IOg/8ibkwR/SSMpXeI3cLk1+AJjCDGVTMaKrphM84KXELAAiDgpXJkfBhB51nmd+VeegPNtPFIkmKmNSfiHHiGICVmIzERlqKIifBku0rkZRvKE/zlL7hd9eCg/LgYXqrkXQZKGGVqT5beP+POhbxGiekEpJWqi0LeWHopPD6IlJvmiuBajApqiNJo8FioQ9oejtDZ8XjiBL/IZgimkkUmkKGqkJ8GieUEl/qmkQLhzMuqkC/SjA4GhVKqjkmSeWJqlmgEmJEqloKd4k8R4YUoSUOoXZlqlaCpJlLmmv5FPN/qm42lxV0qnHTGdX1cQQfqmuVekfBoSbXoXxJSkgtp6lv+kgIUKEn7qJ2D3qLgzqZQqEYcqIbx4qZi6OZvKqRCRqRFiqaC6QZtDqqX6XKl6PKIKIZG6qqlTUlaEeI7qc6+KJncCWFWEeB2qcq1aId20q4cHpip3q2eSOTi4RLwKqxOSOQdIRYgXA0/3qw5iKywnrIZHrCRHrQ1iK9fURYinrR/HrQwSL1+EeGrqc+S6IFqycdhaeL26raYTrOA6rNO6OTKSrE2EeHPKrDUKAM+KjOKUnYs0pBrAeBMweIhFaYqVrgYyOJxhrEhCANc6k5IGm5Qoadl0ARHQgWSVTQKhWOIaIBC7Geu6IN8aZIzpSjV4g2UGZo0jQyaJSY7EUCL/qyAlO6abQwOV5GNT6CEo5GNcFigXMGtd1lpBO0vxKiA5668AUAI9+4DklSxuyErZtHE2GygTEHlJC0vSmiBKggMOEChbNyRztSIJsCYGELYBQwAOgLYNYCsE0ACDkgCnBiwpUjYismQvtTn0GmQPuFqBkokShVopC7OxJEPr17WtNLIAErYP4IrTqBBiyChPoiYrgiI4YFAGsCK0SJdmUwABNVBUZlCa24qXK2pRcbIIYlqAW1vCOLithViGS7ONcwEkyriZ5Ljr0UGZpiQG1SHnaBBimCPSUmUCUbJKElmJghDLi7cMkDJiK2+Bk7GW5I4HsX6Cq1Wzy0q1a044/4VK2Ke7vblGHZQQSkIl0gJl1zi9i3IsUUMqm5sspcJBiUJqKMI1n/ORTDmRRpmU/wuUTiOUOSnAFtmTEWnABVyUBByUJDmUDZzADPzAOxnBB6zAHxkkXCpJ3bSS4DV4UztTsSlRVytROZZNFiABKsxQKgxLeIjBEnyUATySCAzBFOzANVzBMhwWOSsrBsUqa3MqZgMAKGIkNnIwZqO3yTIvKFI5pXNQmuOuZ6mMP+tQ6qWFXDZJRWuDCDGle8q0WbO5C2G2bDPETSxPO0MnY+sANgMoTFyXYTLEfas5HuSD1uRKLutKXqZJ34R9MqtVGBDIGPABrVWduztGVfO7Yf/8w+17tzNjxtMiLQ7AaRQKMG/sxHIcSMTYgBcLAKNUSpNEaLG0sR2bSjxIvmmKyFWDvos8xs0rxARxxgBAZfnEIrKSM831I3iLyVohsUcSA3W8pAQbVqLcZQj7hDqFyl+Ks61Mua8cx7Fcl517IgtAt6e2xhSgxJdcxtSrOQgHrfYKts2cEGQMy+gCx3Nbt3R5K3QrIgvALbvMzVnhyyViAK47q4e3tE57IBdaRuh6r5oTJFIMztlKISEDMozBughCKf4czhEiKzvDt4Wh0PwsEIf7roT3tRJSNZ8aPKcKpOeazwAdOgHrROE60oAjpV500vvsIJnztyZ9eA4Lc/T/TCJgMtDK6tDqmjr1WtBKV9Mbkk8XzUTL2tINkk8VS9QyjdJjQ0wbYAFQHdVSPdVUXdVWfdVWvQGoWmkUDTtbnWZd/TodrWth7TpjzdUD9NVEVtato9ZG/dYMAtTQI9dyxNasI6uT5sHgJUF0zTx3oq8RmF5w3SclzUKEVwIRZNerg3o5dNiJndYEMdSSOUs05UCKrTrZokOEV9kNdNmpYyu6ikOObdmQLRAwzYyKhdikDUBaAtgrBJODfSSFbZOKxdkK5NmoIyNJTYKp/disbZg7tNkR1NcWEwGDhwG1ahAXgAEqnHIWrQEqzAEzbS/zdkOwHdvvwQESANXQndwE/yEBGgDVEuCOF8ABFfDUCYVKCYHTqD1Lqg0eBcC+lEHc3xJ5aupdCGGSAzFr3VcQzJ0QBnDa1t3b4TG2mYHbEMKSBKHfB4HfA6EBcRQB5uMBQyTcBY7gB2Q7EE4Q4ufd6nV+Cl4QKJCw2FsQ38zbs6Te3wGhgeLIozaIg2IkmmW3KhW2NL4wIhIoK9VPb/MAbs1REmDb9q3cAZCuzEcQaci9CLHbok3g34EDVDZt7PMpiQIoaSsA90kkA9HG+CnGhUKLevtPVJYAugi6W4HhDhIAtj1rM516Rh4AsjYBGYDcCCHZTe7ezqFZO0NaBq5clay5WuIhxSLoBEGXWpLZlf9MZU6Vv91sOt/5iZL0SEFOEEMOqEVOEEd+EMZNNUR03Th3vgjR5wzhxgJzOFBeMz+SLDbi4hBdslRmKydCOhc8wTmMwzBcYbe+wDt8wzEMwBas677O67O+67Xe60s5w/7763WSX/O1AU9tAc4O1c4+MxtOKR0+YFwE4t10X8DMUPs12wNO2Tpc7MMe7OQO7MdO62Ih6gsBKPEiKT/cTwJBlwfTKNPEM/I+EJIi3zFjOyEuEAxuEA4uEBt+ENs03a5N23h+4Z+FA+/u5SwFJXRpM4zjuYHi6kMM740uO5UOAAPvgQAP56wWAPGaUB7u8RVe23neQXzOQO6u7xA/y1D/wujv8sxqMxD5HjExbxX0/S3azd0S4Kgq/N3hncIaMBARYN5PvUi2XRASLkSerhwelBB0aXYvr/PxDiVNk9ma9sxHjPMZv/MkZ9wBwAG1OvQDsdwpSenMHQDj3d/qAvUqHx4+gmyjQy4OD/NZv+UiAubtluOfm+Ngby9iTxU9TzwG8PTB7eTg0c42P2oPv/d7YuP3GyZsa0yEkvPyy8hVgeagYwBM3t6w1PQGdPjDEySbfOcujN0aEiQJH4SMTx4HLTKL4fkfjfKaHfviQfHHpRi2rzlaEtqq30r63B33niwJnUCLL+6r/T9UovjhDkvvfdulnUq5v/CdPUBgkvoK/7/6rF8ir0+ezN9Apg88+XTigY391P/bSD78mUT6BVT+v0NM6C9CKnz/+A/eNfD9Xu3bE/fjAAFA4ECCBQ0eRJhQ4UKGDR0+hBhR4kSKFS1exJhRI0IcGz1+BBlS5EiSJU2eRLlxQEqWLV2+hBlTZsuOM23exJlT506eDFf2BBpU6FCiJWsWRZpU6VKmJA00hRpV6lSTR6lexZpVK8ynW71+BcvUaliyZc2eRZtW7Vq2bd2+JUvA4AW6de3evQBX716scvn+BRzYYleCOAwfRnw4wOIMgh0/1jkW8mTKfP0OtJBYs+HFATRUBh2a5GXRpU2nlbBZc+fPp12/hh1bNv9ZwgAmqF69mMNs3rMl9wYePGZtDLgTd8YgXHno38udP//4E8AF48cXt4aenW9z7d29N5QeoTpi1t/Nr+V+Xr15wuPJL06+Xj7Y9PPtL++a2T1n3ff9X63vPwF5S20/HMobMEEFF2SwJLluM/DA6xqksCfSKsRwqQgkCACDvBK6AAMJJGhsoAsq4GBEDxV6ioMIJewww5AGcECAC2U8KEAcd7QpRQss0ACHD3PU4EcJdhNowwg2ADKADxIigLoXEeQxIxptrBKhG7PkMqYJAphgIBIRiiCAgT4IYAOBhhToSIXEm3LCLueks06sMpCAoDIRGnMgDeIzCM+EaHiRvwD/kLQz0Yp0VLRRi/4kaIMA2BwoAAsIEvQgDrAzqIRCYQTUUZ9qlOtKBRxIQAAFGhAAgQYSwCGBAhhSIIEHCmAABwEgAAAHVHF4gDQCXtXVAcKGzTVWCKQrAIcFFsg1AV7ZYlRUax+SIAKCvgyzoAvAJKgCM+cKoIKECozTs2tHxfLKBBh41gBWGYAXglRrO6jWVBtY4AEcIHjggQUawIGBgQrGgd9XBegKAQEceNZfgwVqVllocaCA2nU3vigAbc8E19uQBRL3IAk4LQjCQqnk2KArS63xAYLmHagAARpYqFYcEBAoVl8FGoBgBQAIGoehe7b1oKJ5BqBZLHtNIAGN/1umGuTOrj4wr2y3HdnErksuKEVKCXLxU+SqNshXLNVmWiBWZxXIgKQV0ncgAhwweqAFcJhV7mQNM+ABAdLm21mKE7a7xoWaO6rxgx/PEfJeJWeccst7LuzyyTGPnPPNP6/cc8c9L2h00CUvXXPTUxddc9ZPb71z2Gd/3fTVM4+ddtxnv11113e3HXXgfVd6IOks2CB55JW/FABIgZaUOsg9PjjTgTCYFGjj/fwURheFJ1738HvPPXjZySfrZaJJnVnVgQxgQGq6517/6aYxBkAB1QRYaYCLEZtWsxZgvBpJBy3VQlvLrAeAPZmsRAJ5nkAy0LWDqCxdKEOb+tQ3EP9WHQ0A8JNfQmolM6Cx73AD1N/fDnM0CBSMAgJE3P0GWEL7JdCGe+GWmB5Il4E0EABoah4D09QQdEWIZQnUoAnd5r64xSpn9NugDKEWwoIQQHAEoUAMBUjAGp5lSze8oY+AJCQx5UlMRbLAyTBzqAm0sY0J8dTK4APGXrFPbaTp4Pvi90QS1u8yWyxaxjJnxcEJxIpaNBwNvxgWBNLxWhs6FJtGRJAQ4aBPErxaZ1CgJbPJ6YZJrGEe47bH+fUxilvsVa4ENjAGOEAgLaxXsnAmRUWuZZGOxCVJMiBHdYERlHhk4gdJKUIoKhGVACAABJKVAAcc7V+wSkADEIDIGfr/MZfXfI4BpGTE/mCzTo30Zjgf0qJ0hUqcVQLnOdWJkJVY0D1HXKfSCDBPes5zPumMZz6J1iZu9lKfBoGfamapHnz+U5356ac5DSoQ/W3mltAp6ELD2R4DdQZREm1QRDEqTji905MbBWlIKXSZbY4HniL1z0NRelCy7edsKx2QRmGaQNK4Ezcnnel6VJrTdRbxph/laVCFKhx86ac6Fh3qPZMaT3z1yqRzXCpBo6pOA67JjVfFqhubOtXsyJSrE/3qd7wa1mtWlazOGetZHWlWtQonrW294VbhOle6AkaudY3NTvG6V74ysq8L1etfKRNYwdKxqUDSQGIVu9jEdquw/4+F7E5utB+FRlYthLUsHY1aHQxm9oCeFSe+guSeyoK2LG817ZxqY1PclDa1r4UtRQxYnP10NrZeQe1tdySdko7HtrrNSm6BmyHCdJS0w0Vucg9CUQO5VrlREe5zKbRZ9/xWuk2J7nUH5Befjse52lUKZsErG0iuCEQiuqRALCCici3kKaytznfHO19xilEDEhjbGY10UUtiz1wKkQttI2Rd+hJFvAUuTQ7b9MCC+BBNahLIJgHQ3oX0trYIhkp2MQyXBfqwIOmNYKX+mxADGLe5GxYLipUT4ugdxFKYMiNBKEzi7slXxTfe2NYGomBKfm1cMh4xmbpHYEUZ4FcCYP8A3BLisGdBc1YKENzPCGJkaDZAOvKCVayqCYAWKsBesVKyWjSMY7VQD2SO9RqawQbkhXT3wi0jQKogQIEFOGCgCHFY/CCwAFhRgJl1jmH+YLVnVoWQz/y62LS4bJh6wequfiVzZT6wmc5o7WMC4XGaw/VjESsEvsfdkQIKMGpSl9qDBbGZIB3iMBz8RAECwB/R/AW0+DFLAFs2nr9+AsuBOOzOsqtd+IJdPo6MD3XmEx+xczds3hVb2Z9jNrKj/Ttjk254z572sq/d7PMJe9vS/ja1n40+ZJN7e8pLHpPSnZcQWyB7n6vBi3+yQIGUy3Qr2WWNwV1taIdb2972ygD/BD5wggsczwJ4AFsPPtA4W4Vgcnk1wQ4jtz4e7F95W7SS4zwxMUeaNx3mNEFArNAZV7B7OCByoliFZAg8WiBMNt4wF/2ULG5GfkHL8mGY1uWYU/GzHpcNjy/JwyT9GIgGKbnJaow2A/RLALtaCMxpTUWeZ1HiiDka3hxAgWkSDG48nzpbDgz0wNgXv2UUORrVuGMLiAsDP0qIiU8c6lLXvQCnhpKuFP7yW/ecIDyPuJYQ/ne+vRLjRJM52TcKSQ5IMsbTwV56AVA2GD3pIARY+m4Lvnl2FkRwt5Q64qmetwHkCl8rIcDg4warrx++9D73ouKrJPfqUm0BN3tWzKLe//ewDwTsOoPYwBIwQ39t/cuFX7QHXz812ctIm5+ycZ1OlSoBDJ8hoV++7w+PZcNE0y/DguYCsth65Sc+9s13PgAEPHf0tx+k7SxUyt2PkjHPXzY/Ga2B5H+tevZfqfZvEISKkOizFgOAtc0IM/OoPwB8DcJws9bCpWnajL3rKgbEENrDjf2zwJBYwA0sDZIaQA+EiQ4UQdAgDvYrwRS8IdKYNMpSQZYYuxd8jvzjLBmkPxucD3zZABfEQQfpwfVoqgdMDAL8wSKUEbNaLwxQwiVkQiX0ACMUCRKEQtiQQhWswik8jSssQS3EQtHgQg/8wi6sjDC0QDIUQ8gwQwBMw/8zZMM2JLMYdENDikP1YIEZmIETeJ05lIg11MOzEIEDAMQZIAg4jENC7EPRGABABMQROMRGzJATUMQDYETwcUSF4MNK9IoQiEQS2B1MXBxPdI4V2MROBEVnK0XgYIFIlERSPMU8bEXZIAFVnERre0VKrMXT+MNRtMVXvMRbZIpEVEVO9MVhXA5IlMVBJEa7SUbXMAFVXMVdbMVeXEaiEEVVVAFkXBQTEEUZYIEuNMRpTItUdMZZxIg/JAEVSIED6AD7MAAEKAAEwDuiaSgE+EaDkLgErDlFUw1nkkZwTJBYHEdWPAgRCAGDgEQ87JUVKMjnaJuDcEcFIAADeMdB3Bn/AyAAUXO5iZC4igMAf/kXi6OAkBTJmjAM5vNHysjFYBRIgyBIgwiBFiCIZoSOApArAqBJ47nJl2tIUQMJgsGbo8A8vNFHjiyMfjSKk6wMYHRGYaTFgVxIgkgBFyAIFVBHhmxIguBJgnBHoMlJQ+pKjSCYaaqmFmqWoUyIkkQPpKQMYwxIaByIliyIAzCBwjgAo6SKrDQIvHy5Auifr7TJeLwIggmcELKVaRpKzbA4k1RLwWhGZ3zGpuyZwyBIxBAIuaRLhMQPvlyuAiCNUfOLiXwf0HQZ40jAmTGMZhmaaUIAw7Q4xIxMxVxMwGgBxzwApuy3g6FNQFxHy8RNu5wK/4lUuHcsFXfkzLi5u5WQSNEkHNXYO4kDgJsBAFQBANbsGRXamcS0RFMsN+0EuHFzne2ETPC8Te8MT37LtmTjNvQUz9BJT/YUz/M0N/JMG/P0N/WkT35zz+5sT1tcTwBIR8fkRGTrAMSISsM4gZqISsyhyvjcz26DTKwATnaSQKORyMtIzp2xyavECOd8uI+kzl4hSuyMTW8aAdokx52CS4J4yZg8AOjQS6VxNc0kCIMbgLv7COfUH3+Riw8FlrP0TZGoxxHVChAw0ZUsiBQdiIPsGYWEjtV8CCfVkuJUGtJMCOd0qonh0RB9zbQUUsGgzWtURoZA0resTXSsyuf4yv+9q9Al09CiZM4qRUsEgICjyVIfFbsuFQwXcExydIgx7RltPAAR6MYmxcowQwCLvEi/1J+IfEcKpAgrLQgexRiRDEm/QEs8zSWqbMsHxRC9bMdRg8iCGAAFUM2MfNRL1cqPjEzNECRU/TlM5YsOAFAjjUZYBYz/1EVOPcUftdWUaMxIJEdejTRh7VWTINJjdMtSJNZiLYmlpNVdZda90NNcjdZq/QpNVcQTncYgtVamkFVgfVZl7da3mE1FBFM5XEZuHVel+NXHXNd3lYpjXcRwBcVlhdeNoFZ7VTF9vVeMmNYDwMzxrEV+7VeLwIEOQFhT5cWCbQuFrVWGXQtHvUX/goVYi5DYisVYnHDYU1TXjA2KjRVXjxVZCxnZsujYkkVZiuiKC+CQAJAANKvFk03Zm/CLL+mMS5vYmSULm12MxxtYnfWKruDZxZAwoDXajxDaTILZhz3aq/iJoTWznG1ap8W0TPLZqcVaiUjaTBpGis3a96lapfVFr/1arskknG1FmS3bk6jZTHLZtf3a8sovsLUNtw05joXbnDC7uUWmsBXbn81bmxA6BkMIqF0MtA3ZwJUJkCMxv72aq1XckWWxdwMox72aChkAwTGyp7sbVVkYBji1AbCXp3MAlYo4CmCA6suYzX0Yq8Ay0r0MZNEVaSGI2ysAPlPdtiBbjNWx/6pdWu2pW7v9XQHJ3Opbpc5lAIGBAM4FGsERmJVzuVeTM2i5tVaqM9UTNNwrtJ8ogGiKmIfRGySTFmVqFdiMXJaI2h+ioO0JXrdF3AEp3jurEVcSCArgvdsbKPvV0oF4NYaJm6ebll/qNeh0mRrpitsLoVfbX0g7X5BAE7tdDEvjmuHdWreFXOLVXIKoEQ8yQJwp3tgVHApUYLtJ3ctY3qExQAcgOBBymQGwX7i5vWoiAPNzRfzkTmyrT9Mhjf500PSET/68T/nMTxy24R7eNyG+YR/OYSCWzx8uzyZe4idu0PmEYgBgkuVRt+RhNww4Hsp9nKfAAcPtjH2SHek44v8pHmKBzYriLQglojhkSt029l8RImBZKySB2BuecZin42M+BprR1ZWnEyTbzbXdnQhDhljGXQgxPhQKYWMNtp83nuE7FggDpps6fmQ8LrxpeoDV9GR4dBtg4To5vV8BULLMReSISOWCHVwosdzOCDIFyeRKjuSk+WC7CeFLHqhZvr2OMEAtjTMqimE8NuVCbuDz2NvGbd+/ZZBZjs5aJiH8rRnsRYjAa15KJuQruUrUixq70ZUZIuRrvtNjhgnG49u+XebLdeQrgmQLnZvifd6ni15MZmdihhu5eZhneZVZYhXlfZdSPuV6TotVxloxvqgFcWY3pp9ngl1aoWdsLmb/QyKW6muArsC56oMAmwHniLbjcSbnj33lpPvorK3gqxleTCRoo31au7WhAeg/evq/ke6Jlc6kg+YYfO5jPsY1sZJpoCjpxYjllvnkoVZbykhpoP3p9U3cnu4Jw+1apuaJtr0am4bqo/3poMbbqs4Jqe6Mk/bEoz5aqCXGotbqiChpqi5rnS1prIbWtLYJ6SiBCJDrc/5qt9YJkHVEsD7ai61Xu84Jvq5rv74JvG5EvTZawhbsxE5BslZshmDsHjTsjO2AF6BsyhbEDwLHx25sbFVE1GvslC1RVVxHf4xsjP1XRVxHxO7D0q7Yco3E1AZH1oZYx1xHwEbpzy6JG6Bt/zJeRtkuWLZ8bcyeRt/u1xfYbdXG7V7VRGcc7cxO7pHA1eDWbBsk7nulTdje1ucOiW9lbnSWLUDlRu1GSnkV7XIs03Rs7uy4SHeEx6pa71EzieXlH3ZaOTx7AOq7Fbeo7ncFyO42VT9VUqJh0u5YTYv81Np4yK0cjfsWAFUrCLlJlW1euTkjX/rlUvHeiHYN7v9+yoFY0YGQye6oKgUviBcFCZsBGNir31ujH2JmAOm4kl87i/1e15Qs74v10wQdCKpM7++I0BIvTY8IGhs5YYPo3KJx5y6Cny4yCxof12rsbhzv8Mqcy4EgUhBYDxPPnyDfiDe2ZqyEOo0eCP09CP9WcfAZx3CVyE3shlGBI0iCo3KCINKA9Y4aBUwtj1S7K7VbIuQjL4git6IQWl5Fq906ftU0vwhxPG6EIO/u5k2BuHL1cEe2wvMZ3Tw4h5J6fuEpG6Yi5zLeK4gssnBgi2KB5WEqRuNST+MzPnUnNvUgTnUjFrdYR/X3VPUkZnVYb/Vbl/V/Q+Je/xyFg3HJMWOB4G5nHFTerokBOAEQcPYUkAFnBwGEhPaD4XEGtXX9DItJr2Yuz4hpMhYDaMcWR3Fxl8gYGvSD2BsZN1lE14g1926F8NMPF4gQ/w5u7/aRIBg+DuQ5vpKn6/f5JnN7jLWBdveMiO4NbwgAB1igGXD/78D3fI86PSe1LwKhukt3QUuyUjPzD0qVCwmo6cYJkbfr5e5uFJ1ygTBHM+3xJpVREfJ247n0gUsI+yV0YZKf2ztznXFxGK8Rdj940DDu3e7TlCcaQBXUe787/zMecXdHcefWKzk9VqHHzxNVSx5yaaEA8nVyJ+/WGbhu4a4Sir8MUau7Nq0I6T2IZnEAhwnR21M0BGBwhIt5svB6a1X08kbuObx7aw17267Evq9W1w5uwM/roMcIGVj04Ub8i9Bw3RT7xu9WzkbtkyR5u250yL/8FBT8aFVKhc9uya+I3d580dfDhD/T2DZ9ijD5yt/7OOz8aO1v11f91ZcI4D4A/5jk7WSM/XV9fT3s/XH9fb63fYww/OLv0uMPfOQfDKQM/m4d/kJk/unH2tJXQetPbA2w2wvua+qXCAj2Yqb1/ocAf7oef38s/7E9f4hIf6ld/4Zo//cf0fhfWPlnCPoXf/tHCPC3vJjV/4UAiAACBw6cAOAgwoQKFzJs6PAhxIgSJ1KsaPEixowaN3Ls6PEjyJAiR5IsafIkypQqV7J8SPClwZYyZ9KsafPmSAI4d/Ls6fMn0KAsI0gIgOGCw5cEYwpt6hQAgQc4pj6tyhKH1axat3Lt6hUABwkWLGiQgJSh0oJf16acuoCCAo5v2WrVSfcu3rx69yqcEICphAwN0/8KZMr3MEUcDT4mwIr4MeTIkidTVphBQsIIAQYTNlw5MgEcEBg7/kyztOnUqldT1oAh4YYAZxUSDrCBtdbSU3fjsIuQ9+6DwFHjeNC4uG7gOqkipMAcwtQGxw9COP4gLsIFxxuvRo37O/jwWyVESOjX88Hat8U3TV58AXSFChYUp0BBJ/QHC+jjWPD7AQQUNBAcAM4lYJ9zADB3kHOOQecWfQq6VR0O2OW3n3TeUaYhex16+KFMAZSH0Ad/oUWYBSD+hAMFwi3IUGijHaSAYglJ5RhxNR7EXUIvNkjdi/z9xiMOCYTHoYpJKrkkQyXWhhR55pm4UG0pMnkTc1Nh11D/jAgNCNyPPU7FIwBkuphQmA/2eBxwLm4ZEZK6/TancA3JWSeeCtpJp5553uknn38q9CehewJ66EKFIjpooI0ypGifkTKKqKA9OhppnJdWqumlk2LaqaWU8ukppJmKmiepnD6qqqShfrooQgNYsAGts9a6nmsHDQBAbLMBsCsAtcEQq6G/sprqqYmCeliWSCLU5UE3DtciAApIOyZCZkqI5nMvDrebTjQWySJrzl55LrrnXpbZZiemZWW6MlV45kPQAnAtbzqFlsCDRRq5o3c+duubgmzy9ptijWkbL8MNO8zXeQgFxlla6z3c0oswiuZlxtl5+2+ZAT+Q0JdAErxw/0P0+ZcawRe7/LJpYY1Vlq8JqQczSjiaC9XGMxankF1CMlhktiDTK+HACakMNKo0LpbazjhLPTVbRAXAQc02d0b1SORuW2/PQPJLAQRSucgvfwmAPFWACTYIH5smKySVfmRnCSDZ07HMNd99S1Yben5n1IBdHQMdtnA3JqAfwlMp/h+4B2lXpH1JK8TfuA7utvibgnv+OegfAR466V9FXTrqqbc0uuqtt+c67LGrxLrstdt0uu25657U1rv73tbvwQvvrlKBD398Rrgjv3zptX3APPQYKR899Xw/WT322Wtv+/Xbe39Qy9+LD3P342c/vfnpq1i++tGH3z78TLIfP//99dtP2fz3/46+/v1HVpv/hse/ABJQLxOIwFgSaAHjFTB2A2wgBNcCrAgK74EUvGBWJojB3Vlwgx4MigE+yEERkpAtISwhClOowhX+7n0sfOFOXAhDz3VwhjYEyQlvGDoZ6rCHJ+GhD4MoxCEScS81LCISF5LDJErtiExk4hKf+DInSrGIGqzixaiIRSFecYsN06IXexjFMMYLjGS04RjPqMY1sjGMQGwjE98IR/aYcY4oTKMdPyTHPApxj3z8IyAD2b86CvKCeCykRAigyEUyspGOfCQkIynJSVIyNJW8JCYzqclNcrKTnvwkKEMpylGSspSmPCUqUwlJBKiylZj/vF9oviXLWdKylra8JS5zqctd8rKXvvwlMIMpzGESs5jGPCYyk6nMZTKzmbX0o/YqaQABGMCV1lzkNKt5TWtmc5vX7KY3WwnOcKZynOQ8pTnPSUkFCEAB0qSmOj/5QQHwhZ57sec966nPfD5lAALoYkPwiUiKCBQvBb3LQRG6T70klC0N9Yk/AcqQhw40oAvNC0W/ktGubJQrHd3KR20S0YmEtKIAWJleUJoXla6ULyy9y0vpElOgjGwiMzUpTnOq053ytKc+/SlQgyrUoWKwAA1ggAAyys6kMjWpS6yOABhQAJoYFakfLcADkvqAqR6kAAIAjoxYUtWkTgSrWuWq/66kI4AHIGAmY41aVptKTYQstakOkMlYNxrXpkYRqlJ161HJSpEGRDUhdWXqXfEa2JISlgEL8StaxbrYiJQtAVFtwBLrupvEYtGyxsnoABAgWtF61WhZXYBRBXBTk3jWshJxgAAgUIAC7AchXsUcDg5ZktZ2FLaypS1KB4BU1GY1sirhbUSMM1rRTpCdEFhu51KCXIgod7kalApqCbtakkxXIkt1LF1jC92ZNOazFPnu3FSb2u2OpLVwDRBtLbsl5452Xlu0C2wtggDV2lYAaCWsRE2C340uoJ0N8Wp0WzLgiBQ4wSc1cLSMppIFU1fChvXvTSj8EOM4xKv//aeCD/+S34nwKwHgnRGGMyzikJb4xADwsJdAzBINT8SfnGWncc84YorA1jdZTcg0qTWTHTtEAE9jCIJ5QuSAHnkhJk7Ifts6ZL1aOLw5psmSGcLhhvwYIUHG8kerUyYX47gnWW6ImJ+MkC4f5MtTvsharQzHMzuEAHFGyJ3x3OSW0Dm8ZEtqAlTq1d0wQMpghgg7/yyAQMfKyAmxM3tJ0uc1N5VwF2bqX2sy6WhVmmB5Poij3xyRabZVzSjG9JVZsuk2C6DULv40AEItk1XragAGIKyQNZtpMtI6O61u9J4Xp+mMljYBBUAAbI+MgAYUQAEFYIDXRN3hRRsb2aGeJktlzef/jUJgAaItsAB8YwAHNNusYZ01t72NAHDbxZ/Brim6JcKAxJoaAOMud1bPHe+IzHtHJ3a3QoQt7XoxtT9AJrez893DAeyn4Q7fzxV7vSOBAjwh9d4Iwx/+cO9smgJJ9U2PGwJtaDok4xpveMQz6vFwIyTk2FaIADiL8ZM7POUWmabMFQJb3VLE5DS3eUVwrittj9kjPj850B/icbtcXOdzNTrNUe70iCzd38AOuIs1cnSNJx3RCde303leQjvLVa4tk7hzE1LxbMGbI2QvO1PPvjOPtx3GDNlvqi3ydrizPCEd/zSMX96jPWdk72XvzdQt0mfBu53vkfM7/0a89h21/10jhi/72TNqZyE3HcgG98jlC973lmteAJz/N9EF3vikyjLzF+l3Qxi/RYkTNoqwJrqqM7rfJic69qY/9EN2f+EWTR7SwK8IBGS8EH+CXSUSR0jygXV7wjs/ow5IACNNTACJMn/YELl+9hmwfVBXHvfVv0iBXdj9MPban1m/l0DdPHAYAT7FC7H7vutcf67WO8rHpwibLQQ7RdpIPB+nrRlqyN+2QYRVlV3OhRcBFmBGNaBcJVYAKmDuXUTy4dEA8tpBDUD4eFyO4R9hkRxIZBkI2sjTwR+wXBG0BdhJoCDBZFUOZRWwNNiaVdn5KUQKNgQ7cdYV0eD/6YoM/WB/ff+YCXqEDNLVciGA2iDACQXhCuZfrPiGAjThE54QCY7eAvKgb1zRALiWrqSX2AWRAtgHUtnHh3UOUgHUaa3XTJwhBaQhBayhly0acfHXjjSAc0yOkK2EHNKhHbJaoJlVcFkWasFW3pVEIJpeHcYYdiAAA/wWYWHfmjlAHc5hbMlEI6ohx0TiJM5WJc6gemkXJ6KhIw6ik7nYA2BiAWhi86FEJz7iQRCWg13cG5piS8ziIFJAIcaX/bViJiJVLCIRYckVyNgikJnfr0AWTRxjUyUjhIEPbK1VZC2AcRSJAzjYSUAjU0njmxBANW4VD6oVW80ENOIAoEEi+CzWJGoQBXz/VswZGkt44zrWon0RQGDhwDvyoDPKhD0uGjsyRL3Fo2XN4zOWHTg2xMUNwD+2RDpiSy1C2K1ZVQJgFprIowPQI1F1pEd+JEiGpEiOJEmWpEmeJEqmpEquJEu2pEu+JEzGpEzOJE3WpE3eJE5CxjFmnXMU1hyWlYStnPKthAFcYQHw0AAYJQIoABgqJcEUJQIcZU5O5XeIi1wtWwIsZULcllYaG5pwYfLFhVc+y7INpUocm7MhpQJoU1rGyrEpkgEsEVpKJVXWZWqIYBMOgHQsRCs2R0Gt34v93klZWIHBoEkMAF1OBAKUhlY+BGImoV1GplcQFkPsJcwJGQMQXvTZ/5usTVPnFCZNPGZFXCH4FIBhiqZkpiZkwJ5CWCZ1fJVW2RlHQoXphWHW8cvlmOVKoGYiNZvPhNZspRFvqiZxMhQEDAByImctGo0CQMexGcB+vc/1GcfZVR5oNsQADMdszRZHDGfsbeeWRGVuEYAB+CYPJmZxpqcJTYXZAYBrSk5pFJgPJlV0JV9uwuBwJKdhRoR3MgRyEoAChGcBlEZ5Lh96qieCckWUBSiDLqfOwZt9MoTHvd+D3edHZCdwbKdpnic0kSYAiKdbtkx/JiiJPoV8VqaE4eZrMgQ7IVV0naiv7SdFSJKBQlMsVcuAhiiHliiPWoUDUKh7Go0/oRWMPv+LsCXAA0ZojJacdm5ndx4oRNxoeZaGd45oj14pTyBpQ7ynZyJEdCoEAyTArlSd31mnbooJb+jnk4po8DkGYs5Xjlkpls5paOrhQrynV02QnUXWgEThJlqcvl3njE1Fs8WlrhRADgVoNUFnYhpAhQAooj4aoa5lGdKppTKieC2XXbynmCVEZvpaZG0mq33mmZ7EYuLAdrpppIKPUrqTQjAqKynEqWropdaqTDTIVTroJSqExx3Efunb5mUHYZaqrRYr30iHcjrEWErEsuqKoBortPbNTiodkN5fUDKVjEartjIMgK7lYTbotoaruI4ruZaruZ4ruqaruq4ru7aru745K7zGq7zOK73Wq73eK77mq77uK7/2q7/+K8AGrMAOLMEWrMEeLMImrMIuLMM2rMM+LMRGrMRWVEAAACH5BAEAADwALAAAMwDtAkECh/7+/gCL+gEBAejn6NbW1piYmMvLy/4BUaamphgYGLm5uXl5eWi5+0hISCcnJ1hYWBOT+jc3N2dnZ47K+oaGhkeo98/o/a3Z/HrC/Fiy+yyc9zej+5zR/Lzg/f5ajv24zv88evyFq+dyl5K72/x8pP4na2Or5f9llv2qxP8ZYv7Y5P8RXX+03/+Vtv/K2t/w/v9IgoW65P5BfbbG06HJ6c7c6P+iv3Su3b/Q39atutK9xOfT2gAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAj/AHkIHEiwoMGDCBMqXMiwocOHECNKXCCxokWEBCJm5AFggAKBCgYAKAigZMmLKFOqXMmypcuXMGPKnEmzps2bOHPqlBnBIsWdBDcyJCB0IAKiCAoMIGiyKdCnUKNKnUq1qtWrWLNqRflg68GiEBUgGCmwwEeBJgee9Mq2rdu3cOPKnUs368+pYAvmHWiWLA8FBdT65Ti4ruHDiBMrXsy48dCEe3s+3duwr0nASwmfTOu4s+fPoEOLHr3w7t2EkqtSNggWwViTSYU2XUu6tu3buHPrxplaYe+Bp3euXkjA7ACPPArInl14t/Pn0KNLn34wuM7hGAUaKMAdgQEeG2kT/6ZOvrz58+inWtdLk6j795SxfyV4fGBm8ZzT69/Pv79/hfIV9FtOAbJnkGuCMSXefww26OCDtclX4E0TAgieYH4tCOGGHHboIVxdERSiVRUKBFZmGymQIXPNfejiizDG6NKAArIGnFyyncXDdyTNJuOPQAYp5JBEFmnkkUgmqeSSTDbp5JNQRinllFRWaeWVWGap5ZZcdunll2CGKeaYZJZp5plopqnmmmy26eaTNL4p55x01mnnnXjmqeeefPbp55+ABirooITiFmehiCaq6KKMNtphiY5GKumklFZq6aWYZqrpppx26umnoIYq6qiklmrqqaimquqqrLbqaluQvv8q66y01mrrZ7HequuuvPbqq3C/BivssMQWa+yxyCar7LLMNuvss9BGK+20jWZgZQDYZqvtttx26+232ELQAbXkvgnuueimiy0D5bbbEFgYXKnuvPRma4K7+D4Egbz19osuu/kGHFSX/hb8LcACJ0ywwQxre6/CEGvZ8MQBPByxwNZiSXHDCF/ssZQbM9zxx+XGm2XIBltMcrn7noyyvyqvLHNW3CaULQQclNTBBgltMIEFGjJn8ksv+zv0zEhb1S1C2QqEAQNAa4AQBgBYALRBAFyQwdYZSA1T0f3GnPRnSgnkUVIm9khAUgUc9VRgA+mIENy7ETBuYk3zkLdBAfD/kAEAGUOQNUItT9AcABPYBHa9Yo/dWHEIDGSAAgYQBRJTgClAlAE8ttQVdr3JPdADFPw04pjYEpR6QhcA0LdAOS9kONaJ17Q4vSM7/ngBnWtI0HaZjefS58QRJLpBCexY5uoC7W2QBRe8zgMDAHiN0Ow9lmRBxl/frm7uui+GWYKS8xC8WQrOWNHxB9GNG/h0Ma+3/CRxIH0FAFSgEPYEWcBABVADAPxS4j11NS58iUEf+cDjGrIMgHfbaZsBWnQRBPRkPQlhH0Ea8JflSW9+HyTJBO6Xv/1RcCBX614Bz3VABCKGACsCTHdEYqK2HYUAmbNI5wpCvIdoUDtbQtf8/waygZGwqHocsd9A8Ke/hPAPIdTjGdFWeK4BurAuBaBNSZZCAAMggIY74o5mxicRCvbQIT+MDvfYIkTmQYBrcOTavqAnPepZ7yBPPAgTVUhFb1nxinOZ4GBmUxwUKbCGuULIGcHjHoSkETp3U4z86FeQ1kkvdiZcSBT52EdutRCQcxHJ4ZpTHLktZYcqWSRDHommvO2Nfn8L3OAEooE7CiSPLRMIBFI4xU5265OglIvv0NLBskRuIBmJFSpHd6H5GISVz/ljXJbWPOnl7WlRG8gLXjAQCGAAA0D7ZsbAOQEGYOAFgIuJL711tGAaJj8G2U7nyJiSEyrPhwihwHRyif+Ymg2EeTfjgEB2RpBtEpE5d6tA60pygSZycp3YAqY73ZKfY2bkI8fkyAO9g8N7vuRQl2OmQUB6GwK0k18QddhEEVOYzklQQchpWyJTsp6Z1iql25LmSmuVkTWiFKcB0OlOh7oboNqLqEgtj1EjmlRhXUBiSxVqU1/FzyotNahTDdZJp3RViWb1q57pKlh95VOuLnWrY01rZ8Sq1lmBRYpWXapX26qqp14rqnSVVV6qGqWrSjWvp7oAAwZL2MIa9rCITaxiF8vYxjr2sZCNrGQnS9nDzgCwmFWMPW+yzMx6Fi6btUnwPkvat4S2JqMtrWq3clqadHa1sKVKa2fy2tj/2va2uG3SbGVi09wWqrdFGuURh0vc4gJAkE3hwDeXy9zmOve50I2udKdL3epa97rfrJ1veSVc43rXuzD0kXkYZtftjga4SvquetdrErRCh2EjMO+uCsPe+rIIuSXhq3TgK19dDdK+ADYJfsurVIPRoL+3+m+AASzKksC1wAUjMIJlpeAF17fBFkgPfydMqxVZ2L7ILSt1NsxhCmPow+xFrn7IW2JbodjC7t2vwbTb4laR5cX2Da9+R2yw+Nb4cV0yIo7rO0GBrrjHP3aVkIe8XhjaMiL+PMi2FIIznT3YIBpY6AX4mWXtOVQiLE7yYtAbXCazN8MooSbftKWQcAbw/8m6rJo5q9bNkmATAFd+CIlnBYC1CeQoHu6zGAvixbZpbqpmJvKXwbw656mumgmJZZwlPBDDtQx/ADOc9ehckT3PyixEySFaTCLGwWQOKbyrEpmFlGj2XjbNH6RkQWQtkNYRBJNYI7AF7mY1gmi60wa21SH/QjeyiAUwa3ngd9LivqyklrutVu9fpRxrWkMaIdAjiB0NIrij2ZoHva50Ohkd4Vop23jNLiSyHaiczfAgoyzhIAE4GNKBpKYBqKQ3MX8VbfXuWM/VDuGsBa4WIwtkjwUp4hqx17pcAm3a1SyYj2kVufAWB5XeITZtZNqR7ayaB/q+i9zoHaK8kG4Bu/9dVb+/a/CLTNLaQ0QI4giCcIIo3NcA2Bf+LrABDRgOADG2GZLNzbbAwPB3x/zIYJbCHe4Mp9kFebZAOBgB+h4kchIoCNR7tXLv5nng4Ip5xBFSxCU3RWoAaHnND7pwv1BPe1SDOAj9RelXUS7UzTSfci639LtnpGwVoSAH4d0TqQuk6kwhVoMXbxLGs8jxHWm85GfzxzYGnHBxjOMcCbztgnSbIN/W5QZ4Rr1FO4RhNJZVxo1CEAScBQCAoU/eRwLvlchbRMVEgAOwZu+Uv6rrxUUzrFVHcOKzbjC4JomuI1nJnANb4rUC3sC4WLaS0DM5GdrOS27PTLkFxy/6Hhb/8IsLZ4i4EqACt7akeSC48tZS3JcW4EGKmHqAQ59W0i/fKZuenKbDTelN8R2Gt3X2gRCDRxCFxwNdsUzgZyzjR1z1R25sdm1zN4EF4WbZJBAGFWf+QzXCt0tPYzgW8G8LEWZulWpogTbmAx+AYTlhhF/v5nscYYA8gHiJt4ADkXUzOHXQ8XFB8oDDRYINEWVi5y0HUWUAQFDaxE0D0WVZk0sQsFAWMAFCqBCepmTJoTlrg4KaYX1Z5BdJoTnfsXcuEXJxE1ILsACp0YDFAoRHZAARCGH+MnEUdlyRI1MKchnCAxJsc2jbl3fFVBb2Fh4DEX664YM/YnZueFwyiBuo/zdRHNSIyKKIbigScncbJghKkSgwN7aIW8RpGjZ0wbSJAdOJnihIpkceV+hCpJgvpriIglR3PFZuYvZ7ntgUVegcDHNgtagqgQaE4TVz6LGKvTgqFfaAMDiMoliMpnKM4xeM8ncemciMvniL2qOM90eNpUJfbohfJTRey6iNcYGIMsKNQOiNsvheMyaO24g1QNhgJlF+z2Ewu8SOc0GOJCOJtWWP/OgQ+tiPABl4F2F4AVmQByGJBGmQCrlvFbGPC2mQ//iQEjmRFOkSkoiPFelb3VVc3ih8L0E1GQkZbWWO4EV5MoE/IXlbC5aLFaEBktiPGOkxzsiRTRGHK4GSKf/5WTNJXPgljyqBkzmZWb/oXQ2WjivhkkHpWUNpXA2Wii2BlEmJWUtJk6B4ki8ZlaD0iuolSJf4EECJlYC1YDYBlWA5kl3YZMJIE19ZlgjEABAQABXgkc9TARDwRl3YNXW5AQv1hjygATBHhP9Ea2upKYa4JTHZLBsAARMwARpQj4Tjc1RYdlWzARjAAROgP1RzRAQQPY4WmFMGdsVHlpxSmGx5GNFTXnZ5EAwgPR0QADnDInR5RByhP505diAEmgghmptCmllymMuSAfy0mpinFhqAPyzCLrL5amI3cMbnmYJ5lYTCm6VJF8V5awEgl82jXYAjOLPxAlsmmczhUJ3/6Twvt5w0B52DUpis9B06GBRxUhThRwCncxrWoU/TSRAQ0DGn+TwBUF5A14XaZZzMsYO2SXzV5pnm2YToKSj0FgEYdBA8IgA8EBw/UZhdESKj9QBp2BMjYhoPypZYNRCtSWkW0J+jFi+z0QFaE5cswgM0Np4v9zqNFpoLeicECHIKGBE8shEbcRe90RNC8RHtWRDhFxy+2V+t+S0Zlp+gZ6IX6KR2dpYD4ZY9wn4GumYHepsJenA1CijcdyGnA6EO8R0ZEX4JaZ8CQRFoipWLyQFuOgFuapm09GUjhJ16UzslEZuR94mn2RSidHlgZ3xhVxCDmSmGOBLSCUSlEYgX//Gh9+k3wVl8qVkSxXlET7WXTdExtFaeg0oQukmYJIGjCsGeCuGoDGGfpjqd+6lL3BNu08OaLnpE+gM0zFGiBYp+MjqjarZEXVonN3qoopoQpJoQdzEcI7F7N4Kqj7oQibmYjfmB/AQBkCmtJsEAlGmZpDdcfmmBuGqBzKlHveonwJqoyjOkBnEaPcE+x2oQykodR7osbhkAG+CRddk/FRAAb9QUDbUvELABr3lEI0SeAVebW8oDhYop47oQw4oQpyEUadgV5loQ7bqsL7GSN/Gphhqq5Lqw1aEXp/OxN8IDEysd75owCwaHN3GwFLtSlPhdE5Sy4bqyENOyRBmNNP+BsaICH+8hsyw1auwlEnb6EjgLKie0pjwrTD67XqhYEyqbKiV7tCyhlS7LUEwbs1CrMAvmkyoxtFfrQlNJXMFokzdptV3bLjs5XMlolWX5tKWYh98FjV3JEE1btlkJYEF7lGSbZGzritnjXd7olD+Zt3Q7LSRpXOiotoMbTBtJXPBYEov5uJAbuZI7uZE7A4KbuKX1spjbj2C0ufbYuZ4rjpobuqJ7uaR7uoC0t751dKhLjaMLO5kXu7I7uxlAq/CEW6qbW6zbTTHxN+LVumClRDAhoLcLvCv1ulp7EcQ7TMYLSqPbmlb5u827Up0LuIErvdPrTmBkq9HrFNl7vGT/IZzdW7zfe0Way5IWsbymW77TMkJqOaDsG0xHl7wpob7xG0wTFD1Vi722lbuOE68smhAWQJf5ShB42a+hxxrfSBO+6733ayzNypi7REHSupj9ShYWcK2XGQAgiW3F5xL2KyeRk5BQ4r9I06es2iKrSRatmXxLJDgIYQDi+778uyaq9MB1AZxuFwAtUsBzqsI8HMMfDMLw+yY3jMNzUakDYT+89E/8o8MF4Z0XfD1D3BIh7Ca/EbEEQREI0J4YFbJxkxqnITru0xOd4wDQxL756Rco3D/96RcYEMS39Doqi771W8RYPKENYRoEkTw/QTd0o4bB2j72dngLoIMkHL9B/+UXI1oYJRp6cTwYKpoBAWwQ+guzNWwlafRaR3yuPICsIltvNYiABJF1x9QcoMyhA6FPRmu80IttOUc9A9HGKPTGAxHJqgnDBiFi48u8aNLJBaGmNdLHwbOmQhqqo5wZZlwQWty6NWBki3lLiTMSSgw7tjxrT6zLlXTNvlbFVsx4cwLMW/xuyDTICdjMJedMCZg2YYrEAgHFArHCR/g3TViotIyfOHHFbiLON6IjGXE6CdgVjjoiQHp45lPO7ezObezDGRa+ctyaeXRw19kiJuDNY5vJVbLJigSIxBqI/0zKS8HKjsQDEbsR6wymdbNdEfysZFGXflHBVAiV1lqZE/+wAYuMERatEg1MvmqSdQ6Zph6do4W8FCgSdR3kxWmTzAjtzlD0lvP60to8wPhKz7VGl/jqr/bEyy+hz20SOSQF1P4s1AadGXBzOnJzoeWs1Oyc0lFpANxLww78Ju3ZzGC91ENNyjmI18nRQyf90Uw9FRP0dVuNx7dlwrYlEpc8E1z91zNDQ3ZcEYs9JzrbSIwtHS8bx3DN025yo4Zd2VKhuTmdvoQ9J4ns2dKh1Rcd16ZNMqz71sM72qt9MaMr2Kmt2bGdMLub2C+x07582xfz2F4J27DV2bD1uu772hjt2wHzunoTE5E93FgJutNTl9Rd3dZ93dhd3Zja28r9Vaj/tL7d/THfHd6YlVrgTd4RY97onVfjvd5t1d7uHd/y/VskYTX2fbeYRdwS+d3bSrAIYZTzHTFgUaKf6RAsAFb6HZL3WuANceABjjSoBJgMIbYPrjA7FMcM3hAUXuECM1pv6a0GzuEyEzz2k+ENLuIr0zn9DXNOhOIkwyNJCuIOEQMuLjMLLuMnXuMXkxEEjuMNQeNfleCfBcANHdcDXJfWYhIWgAGJCQH6g8ffsZom7hAtV2bcreOksdIT/LswfcEl4ZYMYJl+2QFFnBEf7t8M4eBHotplIuSYtarsR9XCM8MtLBC2K3rpU2kS/hBqjuWtApza9kFrkZpzmueAvkAG/7DioY1Hfv4q1bnE14khd2rA/LQWPZfnPDACe/4QGx4jTsGT9CYADnCjAyEAC0AByZMA9hkBEtoAgzFvApEADxA88pk8aeoXFKEAEmDrpN7o+KmfTqoZj6wWmJ0gJTo0+XHjaJ7mSfLpRzQACSAAJ9cACV0Qop4AErAAyYPqDbAAHHQ6ySMBFPAAApAAZFEAsp6Gu9ehAuEAaZg8aeznITpQwa7k9V7so8Z+d0QbPb7szC4kxeF/Av8ag4QApu6zDCGhQiGh9gkAPWFEJ80DB48160wRDuAXAkCuAR7jzgM0a3wScG7v/onvhJGYwpcfUu7jnE4kx9Hy5uPy8AR7Av8QAUth2wKR8WqRPH6Rdckk7UGRAKAczOSsx8UG9L7+pnGqXVFTAWBUpxhSAwFAY4eOFvfqn6Cb8v6+EEC+5mkR1yVB7qL+ACqS8O0JAA5g7jfyHbU3EGgPALuudXWNFmd/3pU99a+a54Tel1+WAfW+IP3O4v/O9ZsR8yVhAGooAAJA16V+F2aP9nUdOdLJQQeYdXCT62ox976+EHDO0CkkzzwA0VPKAwZHvoq+6Aax9UAS8ALfdASfhwUoACQ88RyB+XGP8wcxADNfyskR97Pv+Ljh5pil5bbr0t00rS7puPJ6Acqv/EWs6VP+EFX+Iy1fH9OvGUzRuQDQAAKAHbL/3/i43kFm71H0kftmkzyVH4jen/kMEa/zqhn1ikL3apcmwfdThk7iRQBnDvgKgfpWbnZMQQEAIeDBAgoNBDjgkVDhwoQCFigE4CABAIUPFShMwKPBggUPEjzUqJECj4w8CiS0CFEiRYYtXb6EGVPmTJouCdTEmVPnTp49ff4EGlToUKJFjR5F6nJCAKZNfbJIGlXqVB4ArFK8yjIhAAMNEggQkEDCgJkOVU6syONiQgIeFT4w8LbiyZM8Um5dSVXvXr59/f4FHFjwYMIK4zZ12jNGYcaNHT+GHFnyZMqVLV/WGZcBYqY9J2AGHVr0aNKlTZ9GLZqsBc4BekJNHbsm/wHatWvLxp1b927evXuS5VGhNU/YvnMPEPCyrnHmzZ0/h144Lo8Lw3d+jo4awUvg2b1/Bx9efMvpPDRw5ol9/Hr27d2/h/93KXqdxePfx59f//71NxVaz2kx/gYEzz8CD0Swt/J42Iw+nDhIMEIJJ6SwwqQM5IE1B2sS0EIPTcPwQxFHbEy4DWeyj0QVV2Sxxe8WpA5Amjp0sUYbb8SRNBgBOA+xnC7IMUghhyQysO62suACJZdksskmOygySimnpLJKK6/EMkstt+SySy+/BDNMMccks0wzz0QzTSlDVLNNN9+EM045cWJzThvrtDPP9TagCUg9/wQ00KBC9FNQEf/xNDTR3vhUtFFHH82JNUgnpbRSHjKwNFNNBXVtU08/fVM9UEcldUwISkU1VS4LVbVVV6Nk9FVZZ3XxJklpZQ9RXBtl4NSaIIAAU4UswGADYCuwYCZhd2W22diMneAzX186NVoIYu2VAQ4mOA/Kl27q9MYBDNKVzHKd1RPIQoN9iYGFvE3IApasujYmDIIcV4Bz0eW3xQymZRAmdmWy6t+YAO43YYVPE9VghqzaQAOYRli4YosLg8BdhdR9idV7WwKAtY9dkhhfcnnIVwGvBFDgAQEQeCChBArQ6iUFEoigAIQEkICHrjKKAMO2GmqgvLYQSmgshU7iCOmeL4Z6MI3/E4KS1YU8dgkACEp26dYc870p3wQc4MgAlx0gW4KvYGzp5q8GioAHCSKIoCMekPYZoYE8EmA6BATYaIG48a5LrAUQGilqxYmCV+CpqYPcJaxbMjbZl5ZtMSurwAYg37jfOoilAgSS6WYetvM5owbkWsvltU7H+aWYUT9J34QMSKCkxXcXSj1RlXqpBh4aBniACiJ/KdzMNddIX4oMQj0hl2mmCPfPYXJbIQJWf/2hk3DHO6EIknOJ6YROipktg3hnPyqHE3qcoYEvD+CCmlvCHEewUT4ZdAWuMoBEShc7hfTPJDwYyesYIgDgHI4hTzNfARnYPgoWhWMJmR9DHgcl//VshgNWiYnX9Hey/fkPgAKMyc2u1zwDme8i4Xvg3Q74kPRFMCEGhM6+KggmaElrIcD64fAmALClbKBJMOEaizTXOXIx0Xb+MwxJ7scQFS7EgObDne4YQoDxLWQkNbSLFZ+4QzL+pFc8iBUGEYZBzGVAeQl5wUtotKIlsvB5Y+SB6wyTF+wR8IZjjGDMErfFLrIlbmAEyR91mJtFlnFTa3TR/kooPZadUIsuqaIEWxjGvPGgbh1xwOrkdreHIA2RYmykI1UZmN/VSJI4dJ0lB7jCK3KSBwSQAN4asJYBPC2P2zmlJr2TylVW6o3FRGYyhxI/ZTbTmToRYZcGYBvbPP/TmnsKEwzlck1ueqc6YFLgQojZTXKeBpLlRKcqDdTKdLazmMd0ZzzZhyFmyrMv47RnnKKZT37u7nj9vCdAIfVNgRYUavl7CcUMulCGNtShD4VoRCU6UYpW1KIXxWhGNbpRjkYGnwz9aEe15AIXgFCkJ/3TAQ5wFXGiNKQorRIAVPoBk8LUpm6S6QFgUNOb9vRMOT2ACqboU6KCCagiGGpRlaolq6hUpUldalRjCtQDtECqV81SU51aAqx2lUpXcepMvTpWIoE1rDDQnkvJiiWzhlUFa4Wrjdrq1BOwJSgrOIAMXBATFcDgACvwwJFCAIMUHIAEZHxpXD2UlbA6dSj/BwiBVYPKnRWUoAUhqOxCDpACvx5WNARYC81kkliXpE+x+WRsY6uaEw+0BAUHQIFCAPuSExwAOB9YbULeOgDDRgaqajkdAqjXUrsmJX0r9ORpy5naxnIVJ61liAdSwJADvCQF0E1ICWTAEN569jE8XQhLDUC93yLFtMRtCXKV60jNqVasNcHuQtCqkBZMlruQXYgHVnBf7zoGvBBhyXirAlXStsS0iYSJetdLxva6d7vwbUl1qesSFxzABgshgYQV0l3fJtWkAmapTcwrPoYoWMELrmCD3ZsDCE+YurFlSIVhnJAMH4nDkAnxw0AI4v9K5bwoXi5zVRtf6rpXpW/V/7BCkqyQCl9YIRnmb4c9bJXxZqUv5/0xkJ2pYtX2dyFvlW9CZsyD+Sakvi7hbQjyu9+F7KC3OO7xgLki56QWmCGmjZmuTqxl3nG5sWx7CZF5IF0Xt2S2CtFulOFMMB6X1yg/jhue9hweO/NZP352qqBhIujXzvjQPFABmHlQ29vmdsNv/q6jeQyTm1Q6jzmZtKUVJ+SwukCHmuYBZCUr6hRMNyEDqOxlM6sQG4QgwzIIQQiORJg4L6TKzTYurOPjalnfh9YqBQFrYYJXHuxVIb3+sl8BeyQQqPYDjjFAiLpDFgMINy5GK260f0LtaoPq2rAlUAGi9+uF1KUA/17OXv+yXO9mXtvXBEc4e+aqUjUn3OHiWbhtHz7x7yy8rhTHeHS06lRvZ9zjzNn4AbL9cZL7JuRjpnc8U15y6Gw8BY5mecxFA9QQ1Gzl7by5zEHu1AHAXOc/p0xOTwBtoBedMkcmutGV/pgUlCDHS4c6ZXTw9KhX/THT8bnVtb4X4GR961+PStfBPvbAYN2nOSe7jraSdrazHO1tB41/vA53uufE7EuBgP2SHtG3170yckejazJAdb8Xficb6BThDb/4l5gd8QnR+9wZD3fHd6oCip985sX++K3sPfN133y49P550kexKoFXyOUlX3qwVz68nmc93TkPediDNPbNAfzsg1P/+9uzvFcBQJbiXf/6jfa990TpoQYgIK//5v6Noz8+1KsTeXYRXfe7X330H24wEG5mwORZ+/W/r32la+B4IORAAJh/v+Ev5IPWzrNCFACSp80svImMQDiz5snX9aw7EViQXlIIAIQIX8qj7rgIglAIAyQ/LcmY75s+qgu9llC9+ACAmEEbjiAAkCCbBciItQCA1UmbhNi3/ZMewRmlusFAiDjBnukbtgAcjhBB+VsIkECwBsSSAHAXEOqA+pHA8IMn3nOOC0yutLieuEifizhCGYoJlkAdAFCdreiZiwCAnomem1CwKjydhLiIJ6IIbcJBG+nBzmgJeXlAEIpA8Go///fLPuMgwn3zHhaMmzeEiNUBNBbEmxAELhJEoNMLnwEYn2XjwlECLtMCgEAcpjAUjGiBkGhRiAmwCvP7vvSzgJ5jv7U7D5dggDY0ufhLi9f5wqqItIWwwiYswqqIGQQMI0HcsKoYpG1KQIhIRUXEEu6jCO+zPniyHwucxU/EQ1G8JVLcQpigiOshQlV8CLLQJtQZCbI5iS8axEQ6Rlq8kjTUGkxpPiBsCQgQwuaYRl9cO4Sgw62wQ1M0xl4ErocIxaxBCFVMQlv6RmqskuRbPsJbQ/jpRpBDxzACRSZUwigCw/A6xXiMRSJ8xWCMCJTZikOKRllUyOwwPnnMid/bgP/1E7HTE78O4MROfEiU2EM/JEdSepoSBJmBRMdYrAqE+KSY+ZxSahrpacit2EeJNJPr48aN7I145Mdf3Ar807+SPMeORMmqMMAGeMJEgotXS0eHZEXmiEiaLIp73ESchMqHu0fmq0qtm0CFuMkcoabaaMqsJJWtxEeq3A+oGjixJJU1xMob+UmfUUtXab+bNMu4dLjZm0q7jDrnG5Z81EuHGz665Kin/Mud4EsGwbzCBDrOa8viU0zKcD3BfMyicz0MSMzJ/Dixs4AKYACLxEyoM4C6/EyC67nRtLrSNM2oC83UVE3RZM3XRBXChM3Rcs3ZHCsUIIHcrLkdq017ks3/2SyBsNpNACCA3rTNq+KtsEIqvzxO5cIt5QQg42zOpcqwsCKB6JxOiis34bwK1MxOh1Ot5ewc6fzOnqqwxhLP1SxPhKuvxhpO9VzPevOA8LzMjPpN1iws9LyK4ozPektO/aQy8sS5/jyK11Kt4eTP3zgBvNIrASVQdxIB9xJPoCi3yApOoQK5/RQuBCgP5uFCBNjQO+QJKzOJCPiKg3iA4mQJXHIAsEiAFM0KBQCcB/WQ7QRQrnA0EPCA++k0igC2Hc1Q4iwABbgJfeu8EBsABUg3Ami3AghLnGAelxELCpibl7mKmxGATxIlBLjSGaXRCjGy6wzQmdDR+5Euragt/wcdDNHZjs0pgAWJswF406DQHAMIC+6yRAJo0bqwCgT4ipsAgIsQpS+VkPM80O7MUSBdiBLYKfoKKjUdDAIoAEDt031rtiEFiiX6m/PSnAUgHTrz1CQEHEglVN0IASMTT++EiTKlrqFTCNyiqeYQsO9TgIDrsSSd1EwFISoLCwNhKUBkmSNNHfKR0QYg1VLFjfmUUOxEM4XQ0e6giANw1YTALRQ4VsCoVTnzGScFsIWQ039DALlbokA9H4AzV6zbVatwGRR1UhAigK/oOndt0Zso1mtF1tTIz0Md05Z4TiMTKmnVCli1V6owgPLIVvHi1s7D03ZD1zr6tQGA2IiNV/+tuAoKaFGw+FTcOT1tBda4qNd7RZDgXNbOgYkB+AAY065z4zdG7Y5TxdDd+Df5I6/bSdjxcwkO/YlxrSkFUBueIc6MmNhbmle1GNVEBFmeqK2RJc5ENdOXU4g0dY5nk1nis5mA2wmdNak+3QpAVAus2LGv4MKiPdoBMVD63NeYYNWF6FGUAayB9YtWWwgQpVpMOgmdDS1zBbjQxNp5+VkGqkKB8Fqr8FRR+liIHNud+E/33E+mbYkKbYELdVu+sAoj/bU53bCkktM2HdcNk9iI1VZx+p/OG52S0FMB4FMA8FPbIddBPdz9yFfo9Ly09dYFFbmS8karkFQiHa8nDFT/8mJY2hivmtUJElWIv3GAB6CABTAI05U/oJFBHrBSqyjW1h0QZb1R+ByQrCCA7UAAUCTX7lQA4dI3BXhSgvmvARAcsE2AXdqiXHJRGO1S1qVe/DhVs8XR+SUrQ+XOzYlc/M0npVVV/70qG3Wq9OxfAY6n6tzf+0VgrCpbpxLTA26m+0zNxFUp8UzQBr6q1z0AA4YpCk5N62W4xdVgrGrPAq7PEr4p/e1gZlXhqLpeCX5hcpKBsKIpH5XhGU6nuMhhHW4nHvbhsSKLHg7ichriIu4qIEbiq1JimwLhJYbifmriD47id0mMjWHOKjao+WgJSMxiLQYoLmYIy/xiMOYn/zFeCDImYjOmIDRWiKlcYzZmHzcuyziW492hY8Qs4zt2pzwevD3m43Ty4xR+qCeGzTxWPTsOZKhBZEJ2KEOOy98Lvv/K4w1w5P3gokWGFQiIFuXzzEckw4WwZEBejxvsCVNmEUjOSmusvvvJYw245P1IS02uEVtkENcAr1eOZfxQZVqODklEP/V7ujyWzAMhreuZtEWaZeRCZV8WjTOkCGtcCGLe5fCom5d4iM8xkE/yyAGESaLgCIZo5pV0ZtLQwe/rwcib5lDmymqettJaiFibZZ5o5nK+jDGEJzPcwWj2QZ6iZlIukDuz5wmxAA7YFt/ZWkksTUocZnYGsPIdkP8QibVTDKiBPg1bxkVXdmgeKGYKkehvCcajIKZ5tujIYGVs1Ohj6ugJCZF5rueYWKEsw6eHeOne6OWqpMdPToh/VuTQqBPk8o+a7gkMoektggmSLunGoEid3umNhmWA/o5zUTChFmdWKzFPQuWJxj0z1mWojo0UpZOXQOasdonrCerRagmq1uqkDo1Kdme2via39mq4JqNGnmu6riC77mm8lpVBvmu+nuON/uO9BuxWyWM4Luwz3mjE1qibHs3DfuvELibI/mtucuzPzGM1lmx7ymMvJuzNJpX0OyYvBm17uoFoQe1oiezSdiSxY22Acu3X5iezk+3ZXrvaxu3PYmP/wMtteaJtKjZj3u7t4Sbun/jt4i6n40bubort5Wbu23bublLu6H6m6abu69aLy/5M4cZuZ7Luwdxt6O7u8R7u726Vr0Tv9Fbv9Wbv9nbv23jv+Jbv+abv+rbv+8bv/Nbv/ebv/vbv/wbwABdw+g7XATfw+W4R7SZvn07wA/dvO11SB/9vCJfwCe+bCn/wC8dw/qbwDedwDffw/O7wEEdvGSVS9h5xErdvCP+qxiCfTAWMFzcKAZVxvTDLGg8MycNx/5KJHQ86hfBxI/FbaHvxz16IIA+SHEZyKI3xpKBxv7hxxtDxH4+JJccxIH8M5LDE3ypy0bDyG1FyoRjYLx/R/6kgc6KI8sKY8skorzOXcix3DC2/zC4PDTfPnMag6pkY2Dy/2qng86Ewyz+PCskT9L4or0Jf07R4jM85dBYMDURf8EiX9Emn9ErXDQ8lRqx9vV0ugAe42NLB2FDvm6zoWQewWh0jXp0tH08Hi5oogPHJ0uUYHVGXAEd22CO9ik7/dJp4dbDIGW/lmwggSTpzNFU3CU/HdbEW9RcMW1GX30xP4VxH9hr3UFgPdRgp9VPPCUzvN1aX8afTnBWUv2V/djqdXG+nias4GwCrwq8wdanQdbDg9gU0URTVW+kVdY2Y96CIdyufG3dPygdyd223QOJ9CU1nd4Ofia+od5kYAP8QhfjRlbO4WYBON4usuXVjZwiGB9uZMAgJ+LdwPh+HgHgOJeTNxfWr4Pgv//iQT6QBaNGKH59T33eQQfmVV/gBTICSRwAE5JmSf0ubj3arWPlNtzIT5fkjGZ+KdxlIJ3aXKPpkT3gZPYiFkFEJAPqjCLGGN99ABQukuYqlt3inX/gs/YqajwAJoIAC8MBKwnesh/j/yXmgiHqYVnu2/woFEvum5w++Hd6ayrFL9o/1yYm/UUeTYF5KEkTMS+HBt3JPfcvR6UebhfaDB3zHnwnIx+ZgFZ9L2tikizMVJXyY9vxxJ3iCUVjzDenRD3yrMFGYGJ3lcBmIPvjUN+rmSfj/TScJtQkfGT19QGeLO9Jzoud9OYt9dZ8gpHB8v3d4L/X60yVPzM8J5BjU2Acd2le4uWt93deJ0a8JAxofrbDTg6R8VMcJ73+JTy0fzp/bTHd/dsf9Hp/lsYnbl7H84c909C/r0g/b38d/1QcIHgIbCBDIAwAAgwcRRkig8GGEggYNCKDw8CLGhwgzDpS4caNBhAAkOEzgQKECAQU4smyZcSPBlhtJ8jC5kEfEhQAoWnTpk2NMgSBbCohgMOVKnT+XZgzKtKjBnBMrMq1q9SrWq0N9ilS49WZVpz4JQDVYNKHZBxpFsvXK9utFsRhTUpAgQECCBQoL3L3rAIFQtBzf/3YNLFip3It07eLVK3CAALUGyTq+CNcyYbcNlGaM2PcBAZR9BThIyvTyWrZOvzIcDVph2bRZA7OM2XUrQgM8EACweXR06dkuYUp8mVsAYJsbyy6XLLx2cdQ8Bgww8KCiyJR9S799DrR4S+rWqQqMXd659/Tq10vHWJhzyMM/E7NcgNwg5AeHExh1S1jwf/I9RN9eeCVQAAIEOYfAAwUoUIADVLWnU2bw0UagQXwlcGCCkQlEUWXnGTfcf/ER1BZGEiyAAAL2CRDahw04WEBEElQ1IYUIBfVeYCqy6CKM+T3En3Dt2YYWbgA40ABCvsU4Y43rrcUDhjctmZBJIgl5E/+RUg4YnYACkdXXAmwZIOODNXbnJZXgcTTmXZVtaVCXbNqZXoBrxnfaYTwuNMACgQo66AIDfIlZgAkIIFh++53kH4AgAUoooYYqVCUPFNxFgEgEcbpmhJ/KpCWllV7o5kWavmiQpzyA+JYATLIW5qSlBmopqx7hSNFmTQlgQJ6z1morrgftOOtDvD7moUJOGpYnD7YKWmybhX2lKYxZfqcbVwgNW6qlxA2GELZYOqAlsxs569O3lA7w1mphCqRAmhLo2RG3fmbUrqmXopoRvTTauCx6NT16J8KzBesnjvH1OSuco40GY66IEqYAD/biF9l+/Tnsn5gSFzTxoSxpGgH/WysVUCECKk3YFZw89CXzpqe2dHKBK+lWZlv6IXtRxCKv6q9hPmH4arBrBS0yxYhOWfKcAtX5bIBL01yzv0NtRVZPBsvrqgAhsiRS07BhLa57CHGt7rnepoulxz8FDTS8YPq05J5TOaYvRktLXDamGOE9HbN0xp0w4gg3XLRbTzMVuEHXcWsWyrAVzCPfFpbMUcvo0ZURTy8nmRDmaHNeOA+fR03ZiDdudezXCtlF7cYD/7T4pQfR1vhDs5d3OOpaxX5igAMlQADyBJhEAO3L2i6l6ak1cHzyy78rc3/NJRyvT/bB+B5kA2cuHOQPef/7Q8Envj70sYPsuOZG/4sR/2QHR7XoVF0zvn9q37VEVtz4YpqHCFB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ShwF+LeiSp3Q7D8Y7EkaTNXBhbAM9G/YoHsaIEOdpLQOUp3EUwnWR7HgUq5IVbbiKCWEAO0WEdZMAEiABJiGSEkAZmTQBQ5iYQrkT+UhzIdc+ixlNRZYbxMiO9jM/eZkREPB5G0g3MRZXZpiB8KiBKEmCXLdyHxWZioUuyfgjjSkxPfeLougyqsknrZkir9l0i3cVNlgWt4kiudkwPbdVtdmbLAYmwVl1PceAI/mIdqeVjglxjigzxTk90El0PUd45mac+pKcCdNzH4Vt3P+ZL96JMLHpOLTJcNcpnD2HM9UpNOVpMMO5ceN5L/FJME7HnOL5luopdG7JniE3nbyZngyHEe9Zn4sBl2CjlwlxoAj6oBjBoAjBeBBqIg7qMxJ6EBRaoSRyoT2TofTJoSIqFiAacCN6oiiqMB7KM9Kmifs1fymKIiuaM2UlFQxQTeLDNjMaozGKRZRRXtZjRGyjoDx6NKH1owinSilXpAyyo6XjlEBqPXK0Nk7KpDlBpF7zgUiKcMujNlVqpRWqpVIRpdajRGqzoWCaHF9KM7mxNmRqPWuDpmn6MmPUpmrzpmfnpXO6p3hlhluKcEJaG3w6qNLkpiGnpExHqHRaoID/CAB4ijxTmmSKuh5rCjCheBCXKkAJARV086jI06V3NgAMMFsj8I0BiIUdgEcDYTyvRQIeYKqTGi7yJySaiqmhyIEGwals46nA00aSShHlZQIb8Fr66VIdwAEbYALHOhAt0AGCZwKvpZ2xGhJYih6zCiRSiRD+w0U+em11w6vA85sVNDkg0FdXkaoIcaNcQT7QM3ID0AH/Oa0eUalkca2uqaXaiq+2uqnf2nPi0zUVMDkUEJ41cKMIcUcEwQEC+noKKa8eUa3nYa+4Kab7KlP5yq+dCp5FwRABaxAcUFSiBFUiEgCyybAIUQEy6LDcgkhK0VNRthDNIQFTJhDvSADR/wFaBKFI01YoeTgQ74gA7fGONuGJ9bVjW9aaewOuwEM8HDs5ASBs5COtNVBYEreFKzm1PqeyIEGvY+FiEwBMk8R4zZESC0AtRnIgIjmbr7EANlYQ70i2fjG0FOuULFWx+ZqxPTcCzaZfAduURAS15loQhQVwVjsaA0ACKau1GsG1LfGGvlVWiAQBeMGX0PRp28kiApEWXJEWTFID0zd/b+shalWoBke0NUq0ucp0g6O0wEMDB0E+EKdHT0sQUWsQVKuIK1lexaq4lvKidksQSugdAyAAaescozsQCpAXLPIYzdazNHuPNfCOQisQV4ZXG3mmPiVPReuJm1gd/xOnf/8qhhqKAhdQvh9bvuTbWiCrQKY6AFlrst4UALDKu9mCSGtjYMb7uXn4s1XCEJ/7vNFbJwThvEBVt79rujKUtE53YU1rEAPLRldbeIWjsP8YuPQ7r3siZjuHs/k7wG4rwH3xAB/5kY8FWsGBUELLvyVBQNtqpxaLkZaZwHjri2fVsQVRrqz1rn1DYQMYAOv6dLYIxBeMwQniuJiXfJR0bTHrwQShwjUQMSdBEGuRwgK8wix8q2IqlUvKX7vqdFjRwAYRrMMqsgJBAuH5rsiqrExkAhoGAm7sxkPcuy63ZUisY1HjuUzss1WcFpOVx1xBxYRCwJz0lNnrp1l8qSw1ww7/+asKYcPMNqoaNnJmTBAfgKqq+nrVtLtxPBEQax72u8Ewi8dWrMevwR9sKxCbB1qIKRAmAch5XJqGunJdusmswbhh8ck5Fsr6+8GEUrzd5ss/4cqjTH2N6qgr900bS8uq0cknV8ysq6S2rMyJpquxDHFm6b3SjBrRTBhLwozWghddnHE5is3ZbBrbbBrTCy3gXM0Ip6flfDEjHM/MTKtcbMwQ56uC+s68y87W06Xiqs9kcc7ExsW8GqlYAtCKIdAmk8W8iqj5jNCTytCAOqQQjRjznKVjinDjTMgVPRgKXTLdas9wqqMdbRgXLXWpOwLVhM/uXNJ8erof0AImMNM0/329YuTSHs1lZ1OiOE0THy0zG8rTPY2iQT3UKrvTRm0WPw2Mm5rUZbHUTh3VFxNkQi3VJHHSUBMC4kW4+9lFqWtwVs0SUA0yWGhhMOrViZw4YX3VNlTWFhyhmLPW5+bW/4nUaa3Wch0SY90xbi2/JipDThk5ea3XbQ08LdcQh4zXg51tfe3DOwvY9azYi01tjV2yzdnUhizYk90Re80xjY2Qdl3MYL3ZG9HZG9PYbx0RDUfalG097UTVma3ZrD1sqO3Xl62tsS3Zs800FcfRAVTbDZRkiaq8dCOqpIo9l1rJqnXJAmECHkBRiLbbl1si/xwttZqrte3Dvm2rhiqsxP8aimicrMv6Rq76vtKNrVhCFaWnP1rhEclEU24bj1eRgRk4HpmkGNlqq9nNe8MdsGyDw/mTqqGorjskxHrkvtG921htGiqmgzRCfBvSxxjx3hGCgbExvA2QmInJFfedGKir3wi3TbnUyMGtONd8RAEQigg7EBTsUuZ93qYt1stiUiORTCz7X4h04f6lfPg9t2GU3QGAAo+yEP69Nh+rNgrkz2dIsv+okAh+3rQaIL4BQI9LdZqKyMnUE3gRTJSbPztONx2OGAjslEAeW/1d4pTxtGoTtUB4uwNxPMz24lB+Ity6G2sDefuD2HEdFUeYFt5RTJ3VmcM7AS5qmD3l4T7/zl9AHgAisGV8i0cwJRVqThnkAwJt/tbHY3Nyvtsx7hF1TpF6gUIbUpkPblyvwa0AcIQRAHp6QVOBzpuiOYolcehgIdhjnsiLHtwGAbtcukoszeZc5OYCAecunuCz3ekd8eksRR/jkWS8JSIu6reoXofECwCeZ1CCfhLx7EiCrBP5c+UfWFDaW4gQZ+llNQAXAALmOwLlW76b8bEmxMbLM+Q14F2WTQFOHgAfNucTC87rKBX0IVOkHkaJjIkgSI8iSQAHhe1iFB07ZhJVLbcGnLpATgLCdbJoLjknfqOhiK4sPp1Pzu/9riP/rhe9URnS+MIwPO2sngA7lUiVoYEN/w/DURzxN9TCKk9UEGcCI54QRa42AF4dAi4VPBzEP7x9IT/nyN5lUl7yoOJFt1Tq/HTqUp7qpJhJEP/qoujwXwTxPY7FNATkA4BkPp/xGe3dUEUZk3yuaTzeAoECJnA8IzDTcmrVC24YONX0oC4eOsL3ExrtMWWZIEiKCCABb0WaW0/zXv/1H64j2c3SyfjzZwrJFYDcUrH2tGjJgoGnUivy5vEpjqIfB5AVo/8YlMEXo57yKh/Dc3iEQBjz2Z7hGh4Bz7H4yJHdeoTUHuf5EnH3ZEGMcfEma8KOWcFkCVzwNO/6aRXoYiSaCsXKypsctY1bum9xvB8RS08xtb1eRf8t2qN9/Q3h+0qD2meM2Ln9/eAvLeifLKhdsqG92unfENl/xdftLKj9c5Dt/bga/w3aKuuPLADhIcDAgQxqHESYUOHCGgAcPoQY0SFDihUtXsSYUeNGjh09fgQZUuRIkiVNnkSZUuVKli1dvoQZ06JAggE+JCSQEUBCiT0fygQaVOhQokWNHkWaVOlSpk070hzoQeEBnTx99nSaVetWrl29lqT6VexYsiehBrigMCfGnVavQiwbV+5cunU9hrWbV69XqBxMvo24V/BgwoUNH0aMGOqGhXgttnULOPFkypUtH1x7WfPmi1AZOq4IGSHgn5xNn0adFXRq1pNRkCDhgOH/gKoKSU9snVv3bpWZef/euzqmaODFjR9HnpyucJjElT+Hvpl5dOpHaQ91Xl37dr3TuX9/eV1odvDlzZ9Hf9p7S/Lp3b+HHz/uepbt5d/HT5J+fv79/f+fD0ABcUJIAwMNBAkrhuwbsEEHH8QvLA0KoLCAFT66akEIN/zPNw7vW8uCCinE0CcNP0RRvv1SNE/EETXw6C0WZ8TPQxrRC8vFCjGIMUPbbgQySCE1y3HEAljo0cfRhmTyuRWbRO46HSnMIEkTeYIyy+Ke1BI4KY0sAEaOSMOySzPPRPOoIo08oSMyl0wzTjnnVGnNEUtwUzI46eTTMC77RG1KClPIU09A/w8l7E9ELQsRzAIKlfEgBheltNINS8jAQjEpsnNEC8a8TdKQJHossNHgsjTVimzcDQIBWEVRhQwwwCCFDDZdqFEw8dzotrYmDY3UBYWVFFVVj01I0ctcJcDUyIw9CdqGSptWQdzyEvHTgzJA8iJBKVQB1FB1cq40am3DjdqdzkX2WFh5c/ZUYqNl11gfr7WLhSoRKuFRTg/6lsRefW2IrXJFw9cqhd1qt2HqEq72JWcnbg/iuVK4EKETwvy3hoALcGHgUCeFGF92Iz4VXWAdplNZy5g9yNUDIFBAgAQWsFmCmhUwICMFJkigAQEEkKCGAWgWoAHfBtBZgBomCMshCf+EFkABCAZoKwEBFjBAaAUkWNmrDHgFuABtF/rS0RdEJviikhF+G26VWT7W5cpgrsFVBRpYYAECcG6A7wVqTgAjBWqGYIEJiJ5gggX0RmgAoR9YoGgBqAKAAAEoX+CBpB/SWmgJFhB6gb0KILsGF8ymKG0ww9XI15OLvdLkuBmWl27ddcPb1QkSAvyhAzavGICaEXio5gfaksDmg5pH3iECfhbW9OgLryGzw79a3VEKYRw7oWw7/thfcmUfVkbbD5Yb993fP613ARAAXoCeEdrbPuMVgMjzBNpCgAAicJDDDcCABvTcRB5iwMKBDQBaWx5CHjAWWp3gBBW8II9qgLH/hGwMV8kqm/c+GCysOaSEADhhCdOXwgVOKyEqVAgMJSWeYtEQfoCyG2Xk5xucYe8gDeCfffaWELzVQGumG8DQnKbEGggAazWIANWGlreDaK1oCIGA0fSir4T0CyMfg935xuW2gy1sIbab2w0RlcPJ7LB+PqwBEC2Gv99h8VUIOaLRkoYAPvYxehFIGtcQ0LMsGnFrRMyeXsa3rW4xRFdgWlvsZEcy9tEuZZZEWe7UuMm73TFvnjxIDxMiR/I4hHoPYVbWDlmDw5lrIovDTeEKmUcsJlIvsqKVrUaIkE55im2SoWT67AUZBdEuXpxM07tSsxM3IkSUCJHjY07pkFRW/3GVzVtAupr1NAHg5nezXGXMbKkXTBVABbtEyCONJC4yBfOM8Vrfua6EzDixcS/XQuWrqKnPifQQItG0yM+ICEpaSk4AjntcA+oIuL4FLm8OOSJusqjMyQSMUL+MFD01ShKKWgaf+2wWAFLZT5v9UwGGq2PMCBrOGpBuaAp4AP1CuTMI5AQCEG2pRMd5mV5SKHUGe1PYNjpUoiamp6zDaO2KulSN2JOpSXHdiCClJKE+VaNO9RIBtLpVrdrwP1Gl0lTnWVWrlvU7UlTi0Ao5oJ42UpIZLZhZ5XqfBPjRj1jVTk/bxM55xnWuZcXrX4XyLXQGC66CNWtgEfsSdRZgX/98nZdfFztZyiallxmD7DHJWtmGdZSzR2msBjN7ss1+tm6m9YqgCmvYYqK2qJ51rVB6WaLW7im2t8VtSCQ0ojCONjulze2hFBtckIgnBhZA7mpLFVlREfd9w3WubkkC3OhW17paHAl1r7vd3Ho1RtzdKHTBmxF7ane8azzvUMqbXva2172Ihe17RxLf0Mj3ufY1SQg4sN/9joA2600jfitFXwFTZAM1GQgKdpqgd5q3wA+mVAsQHAAR1Gd2EJ4TgTGMkLMkuAYAlpeDN8wi8aaXBBMGwYen+6wRt/h9E6YwdkUCtwu72MaV+gCMK+xdN4V4jjfWUonHCwIYpwXEzAX/cpeEDF4TwFjBRz5mkqUMKAboOCW1nXKW51QBK2v4jMassZaDtGTnBqYDRQbAAeolrRcy4MwjCAGSxSwkL8tXIgOAMYUzB60oI4TLJtgAB2zS5zkDeZBwNFpdDYCABPC4JIB0YkWa5zSGJOABNUvaAAujrhDkWQTExGexKkCBhRA5xSjsAAUIXegb1ZkyBDCAAeA4gEUfgAAHGOQJUzKBmpmOIoez30ImDYEITO2gm0bYgZ2c5ktaZdQLoQAJqlXlVbN6RmSeiwFgDccDGEA8tFbzjz8yPMWdlCEBNIBAE2KApNHQVRMcjMkckGcQMLtY73y2QjgglYcc+ANstnaL/+taA1knJAH3Owi4w+yR5hEAkIg+iOdq0PCE1MxGQsO2TExGAU+jsNmnyndCAmCQh1wALQAPOIZhTZuCp1PWtBlAXbH8rJ8ERqBJXF5pknhTqjjQkA3oCc58fU+ECVrHHr935A446gNeZ+TVMnm9F55yDmWcLAgIS8t5GetY009BsOZ62Lv+FnQ3xHMn3Ik/AcDrhwDyphIJILy/0k6E5fnkeLmWye1+k5FDxOQXQDnVUWR1seD6IbKOCAESoNVuex1iTYe8AY1ZLIk7JICafggQEQLI6OHMgcTUWkrnHpEUuhAhMLA7CuzdEPHA4AKvR8G+LwCC1x9k3yYEwIEBb/9CwY+Y1iEFAOKFh3CjGSDcwFIXvjQHtQM0P3+gEwAEmn8ACDrE7eqKe7zr3nEzgpzUCok2RKgd+N6/l4/rhqPWDyJ85H9UNDhjIi9/ktYXPvBz+BS69olp9Al/ei2kBYCQQwhTM6FUq7byexDC8wqxC7usQ7RFYxewY8Cuw6QfIriwuz5TagCxa54IMCV+Gg2MIwyJ4Dg0Oz4acwgB9LMAADRB+zfyQ0AHcTXD4CqtWjQCKKFBwgnjO5nIg7wK1JqbihihWT8BopbnY7cGeCJxkjv9c4h5OzrgU5kUVDW0cbMAqIA4O8AYTK+IYL/MqbVbW7RMWi5N+qT/qRYAaJ7/nlkcKYy4D9uJYSs2oZkAEeMKFPA0epk5LnyQGaQM9cueg1s07JGzCtS5oUkXhxieCciJBkhDh2A3ITSiSxuaBvBAO9yKTnMyFcuuR5w6PvwPBUSMaks+GvMxV7IW96MMPIOxFFuvvgJFCPFDATuz/pOxUfFEcYvFXXwPLrNFR+sVMNNFXuQPUawMJeGPKkMxTpwxYcREYswr+DCU/GiyCXuyFRNGaGS1w8IPvUOwCruyLdTGcayOHLPFWUTBZyRHJ6G6ImNGXPSxdRQQYyQu/iOICkNHFpPHffyODouxlYBBfkyPWRQwCUOwa+zEyBDI/qDH4FK2mjAybHSfhQQR/6oLgRHASIykAKoAxthpMIoEye1YMnUMyd1oyOvqSIksyfc4SetKyYRcyZg8jpGUyZrcEomxyfRoyZzkScvYyegiyMfoyaFEjeNCrqM8m5IgjmEkyt0ISgybEEdJSpiswKZEjp8krqgEk6lEiU+0StZ4SgjTSjaJlin8yrPUi7EcEdFSyTRES+PAyuBSyx0pS4V8S+CIy9yaSwqJJKWcQpK8y8Bkib1EnbqMR8FEzK4gTLeiSk9MzNbIS9wiTMxSiUJ8TJ/kQsLsrca0zMv0zKDQTMN0xs80jbDkrnJagcIizItaLnFbys4kTT/JMlyqlVuhCMJ8LIrYQ2HyytgUDP/TzAuIIIBBwrrRxIxBukGlLI0E4LVKlL5rcamqeYATBICkGYxFqgFuuU3vMZ/0+bgfoTmm9M0+ATUwXLzGy8WdOLjFUzxApK2dAKSvKTbPuUQUEhq+iYBCqs/qdETB4CJ+6c6EIMwARZfuA89TFM/xzIvIJArngMCEM74GU7+Dyy64qBrfQKGHWBxfkx7CEZX+3AsO0hiOWYgBLZWJLBMETVAFXY7cIA5Y26aDOL8CjVA8Ir73RKFji4wASqmH4FGE+BzBCB+EwE4B5c4TNcMDdcYVZVE0IY5uuxYKZZhBWgtYY6NEHBo4UiDPuZ/SsLiDCNLTSZ3V4coaGNDCWh//3fzLgGzSQzm4a+k22iCVAUDOWPu/nqjTCcwJV4K/BiC2kPqhy8GkxZGpMPWK7hGh7EydIi0QRzkIDTCRND0RFWXSNh0LBlWv5rNROPU2xzQiW2vPPS0mH7wOVESAxVGiB7iOkypV3OBSMAU6sRgAC8IgDDoIET0ID2KIM81Q3Es4UyQXtOtNSyULTBUKrttUyIhTlSlOhNDBBJmnAxgc4gEAR4wab5ofWAXMofjPg/CiXeVONG2fSV3SbSXWDXlSA4jSG5WUZXW5l+TNibkOrJkgdUWZL22iWN0L7NROcPWeMkw6ck1Pcz1XogBOuVA+bYOMGbUNdz2IOPWJPGVA/+ArJofAOADg0V+BKB3NV4INCtrUpe3819assdeEzYINkNZwUOSBUMeQUzB0DB2cJ1I9GZadFs2JtDhapQ51noIBUcEop3OqCBMlo2GFRZTNi4ONi/LcNjF0vAdS14k4NK0aJJdhlySymgXIz6EZOsmJI63VT4iwTtPATdFMT6StFOEkTkKEqKjlJeREAFezmAigRFaaAJkajeiEKeocW84o279YU49FW6AwVtRaTbPdzcFNWQQMTcANT8WF3IuYTMQVx8hF28l13FO03AXNTO9hzK5k083tisI1LcL8qWbUR9FVXTP1nr5sy8pd3axQWvsiTLbkzGGN3aYg3c+qXf/2wN3cXYrZlS/C3Cu/tEvgtVzCLFMGQ1HkLTw+9J7lxZAAc95LBcUZOJADwcnqFV0FFFzuJUp4NVvwHV1QFN/MJV+v2F3T8t70jdz2dV+vEN74jd31/az5/TL65Qr8dS8NyBQjsc0KLRf9RVoM8J6QmTHSIuCt4N/2MmCpFODvXWD94MMH3soIzt8JtlQLNhLpFaMB1uAN9h7bnaoMDmGlsN/K4uC1HJUok+ATxogUpqwVpktoZbMXhmF5pGG+bOEbzmEW3eHCxNFK/eGYkOHJCuLTfSsfLmLQEjPULKwg/twlVmAb/t0mnjOQDeCFCGLKTCoQHmIczt0GNowrdg//fp3iGgjizaTiK74dMsRi8voOM06Pbq2Bb+Vi72HjD65iJO0+Io7j7aBj9MDVGtDVPHYU1vxiMA6Wd2reQJbGNKPEpGFXhTiiCNiZAToAVG3C7KFEqxEPAkCaqhm6lsqZnalkuxjSsinTIM7NNu7jRi7QJIXkijjipkAhxImAzlkriigcIBqdJsLklvKctTqAmpGArTU3gstal1or0wmcvmkiiLMLIT4IMmUIV7YSF9bNewHWWraIW2YJCZxAvOWJAMomGCwcfqIKI3SIxUGIxTkhdBZGeQ6lOBKeGujkrkBURwGfRUUqhQhiAi1aLPstYPpmcEYOEyJVyTuj0HtZ/wYpnAhqiJOCjKLJCc25mgOanp9NuAGwnnu214r2aK/IIFrFAAs6ARgpZAPepYF2ExbiPSU9FZlGOqSrSoU2jmlEF1dJGghAQ4tooFHiH2dSMfpJKyVa5qZhovsxHTgq6bywYzwWaO95ZaBKXFn+YzGu3zlWRMVxmiuqiMIpZY9+6hqgn5iyK+zxnAeIAD4qGqc2olEqDDSmCG0Wq1ju5o+EY52eCt0gZwY0ZzM0KGAka7oGnrmmipwLjCSqw4eI63uGasPQYnQKYkWG5ZIxmHjlar8mC4Zu6AVZwogDpUprKcQ26sKpVkF9IS1KqQE4KbmebMMI2ij2HszmY70elv949exVcVFuHA2309oJimqDO21oUoiz/jDl6Rua8bW2LrYhkm3UNo01DuPO9mtxXgpJxrSv6cjDRu7EJkRR7m7pSzikUQCuITjJpm7O6OLrNuHeXgkyRrZx7Wb7LkWKERZ5wm6keO9t1m35JkoptuIAF3CT0G75rcGt2pAkLnDNPvCVSHCuSKKkVqJU9g8Hf/D4jnAhsSs/Ol/4CGLXFSsO73AgAe7/CGISxqgTh4kJl6sVT2ADd3GQgHGzCuLixVETr/GYDGIPxmpG7nGRoO/z+nEMHnIJr+DoRfIUTfKQKPLxCmLlwmoef3KQXIES0PItV+IksfIrl2M+FLL+Vuj/GzerEO8xMA9flyBzNZeyMXdzBAdFOI9zCq7zO68s4W3zWo5y4goBBwD0QHeADRjzo8XzjrG2hzxINjf0Q8+VlKtGW/TdrHZ0wYNCSbcwSnd0M9eoS/9GRtf0Q+d0elJGawT1k630gCv1T590VE91VitBTAdIZHx1EAo4fxwIcMz0UL/zUUcmXzT1Vnf1WtcyYGf1XR/2OO/z4LLHmtD1WW/0V/d1TjqxTSyRAbhCOGswXq/zZc+tWpR1kfmzQLOJwB1kYkcOBJAANL8Pu3v2igi5hyBAVPs+St3zE572opCZFHH3jIj3nYg2F6oycwfkK893oth3FEk9f6/3idi3/2rxt/A8d3RPDPThiTpSIrFmCNMxAJ2JI/pBAEf8GtFgTqcZeTy6tB8iPl47AIlrAGo2jH7HiH+vgacrObSQ+IKn+MmYpFMpea2NAO+AZr5pHgUYoMRxRE0juKQZnQmiaAhogNHxeKX/nZ+pnAtdRZmfjaWjgKbbCZt3iKjL+XsP4YOHVkGcQOGzJJnRRWi+Dk2TKceGuYMSj6IZ7IRrt4P4prYYoFI+DHO0MrfwRhjjO5ILe5y3953npd0AbVI1vZ9ge3EzHaVfRMgAIpaDIoMjGoqYoLX4HbwYnl4+DFa09sgxIRR4vQuQvdkDvBrggBGYlgGIeNPHPV9V/N9IGP/+TrrIt4+QxozNSQheywmNTwh4IwCJs3XhTyfgnwzSD3eKoPmAn4iBH/vbX7BlMtmFkajLCTPfzx7m13sFGP6W+vCwOCkIWLRT5UTl//19jvk8nPmGd4h5H4BUI3iy12CzLxG0n8D/0VhmAggBBwAQrGHwIMIFNRAcJCDgAcIJCgjUiFBDIcKDCQRIiFjjgEGJFA06hJjxJMqUKleybOnSYICYMmWicFmBAkKCACoEMLGBQ4APGXUS1fnyKNKkSpcyber0KdSoUqdSrWr1qsqRWLdeJTjgK9iwXwvWMCpBQFkALBUyJPkw4sQaAwQ00IpwY0eDGz+GjOvWJNfALmf/EhZhE2dOAAMYdAhQIcTJokUFU65s+TLmzJo3c+7s+SjZg0ZFqzWoE4GACREigFTJtuHbgyINGhCgAMICCQ8EMBygoAZuCLb51pj997PgxoRjGt4qmSjy6NKnU69uPXrr65dDm+bunaAEBQI4rnx9XLbfj7sNNpAwwOCBCWgbGIBA3HiNktqnkljOnOtzo+03IIEFGnggctkhuCCDDSIElH81ORdgaQ5aeCGGGWq4IYcdcgXhcs1hRWGFHpp4IoopqlggAS266OKK0vHkn4hdURgjjjnqmKGCO25VW0o9+miZB/4FUKNVJA65JJNNfiakk1ENgACVVVZZYpRcUWCk/4Qj3pglmGGKOSaZTG5JI4Bflrkmm2va1Sac1TFgJJJVqRknnnnuCKWefWI2Z4RpPucnoYV2+KahiW7lAJ2CSqYopJFKOumQJjQ64aCUaropZ3xy+ulKlqKJ6aOgmnqqVZ6iiuoG/nUAGamTrTorrbXaSpWqUWF5K6+9+vrrSblCtSuwxdIqrLGavgdgss0e6+ysyzoHLbXVWhsnsk4Rey233XobY7ZNbfstuWuGWy666aq7I6Lr9nkuS4OO6y699dpL2QoF6LtvARlooJSS9wrM7sB5ZsAvvy4AfGfBDZ8Ir8M+HoywvhYsnGnEGWu8cUYTU2xxUgFzPDLJAnuMMP/ISIlcMssEQtyyiSfzmzJoDMN883Qv47yhzPvS/NLKOws9dK89V3wxxkQrvTSqRhfws0tBMz01VzpTjaDTJ4Rs89VdU9Wu1zxTrK/WKksdNtpp51jCwSv8m5LTGGzNdc3QqU012HASMIGzKmSAAQYp+Av32AXIbTbdQJd699JWN9nARVFhlKgFTx+UAQuEj3143UmvxF13pQnIONF51wp5oixkgFAJBWhOMeeKJ55YZCWCTjruUZq+FOqGprACQicU8HbHhcce9dm1K0/avLmP7HiMu7dlAOr0IWQA3yF5mndb8B3UvWwZTR5zCQhVDnUNcc8dIPLLh+680NBr2Dv/exOMn1BxJMm2wAKQT95A9g4CMfA1oAH8Awnq7rc/BWaoAOU7iAssdxL1IY59KQnYd5oHvw2iaHf5C9JJ6KcSAuIPfDWonoUiWLjhpe+BBjkfSpz2gvV5jnk3yiAHc6ijdgnJhAihnwhTAj4D/HAlQUTQCQB3giRiYIkn+NfvEIIBFk6wcDNU2QB0kkWvbOs5W1RMWhCyRR22TH7zO8qbAqgSNYbQJeBDlgczpDrWuS6GVqShrFpyu++QsYxZ8uFK0rgQK1GJIloxAJXa2BLwIYqQiTwIEU8EQ4Ng7nUIO54ekzeUXY1mdH385KFQwifzpCSIbFwIQuKIEoUw0EJ+/wOc4IhXvM3hMY+fI1YNQRkxVYqpXWwcCSldckRG4u9+vMwQ2wqgAlnOEna1tFu8cGlLXWrMjARjSQCz08pSYgRyxPSI/djTOzZac0EU7NziqEm6Y6aIl+3C3v6+h7oJHECEAQTmSb6ZEPp1b5xNOqfsLKjOgRIUMwBF3uwKyrRyKpQqWXumJxt6NYZKNCoPrWAuK6rRjR7FaeiLpkA5KtKRrsSjSEsnSYdG0ZQixaQQZWnjYKoZl2J0mjK9qURpik6b4rRk7OypU3QaUJQClWQrLaodx/bRW2YUqRr7qVOT4jSFQVSDUb3q3VJQOGYitKlYHdhRv6oBGQCurBhYKv9TvfrVe4X1q9LqylrjCr+3JkmudiVdW8ty14jl9ap5tepe0dXXwBK2sAOFKmgMKzDEKpY4I2qsvQbrVMZGDbL1oqxlM6tZHf51s+qSLFI761nBjtYldLVTaVNbsNNSBbCqfe21RAvb2M5WlMyqrbVAi9vd8pZcmI1Xb6H1W8LKNrjG0i1Qh6sS1xoXVcptLnSjm9vbStdXyPXti7Kr3e1yt7ve/S54u4uA8JK3vOY9L3rTq971sre97n0vfOMr3/nSt7725e5476vf7ybqudX971T8y679bvcAAtnvRhJA4PQa+AALfjB6GwzhCZNXwhS+cHctjOENv0jDHP6wgGf/hRagMWUurNXV7S54khEbiLkvYXFlXCwYGJMYQxWi8YFknBIcx5iMPFbxUkzsJcDu6sfX0TFLjPzY6SgZyBe6sYOQvOLNSJlpTc5JiQVw4mGlGCVFRlCVd4yZMFvlypHJEJQbRGaDmBmuOtzmmZlyytYmVnxgtgqc3SydPHsZzQfh85GlAmg9A7jQhj40ohOt6EUzutGZrU8DxrPJiArniBHlqY0iShsIRFoA6QSPRE4IgcFiOjE2nQykJb2SARjgAeJpz5Zt2LyQhpQpqf4xURAggU4jqtZp0XSmQXfr0HkyAXy7DQG6bCdoLvfUuZaPAtyzlkhHO9a1A/akR+dr/46JRyI0nuZG6HJtLKlVKpjutngwRpAJSCACBliAeBIQmFLLWtuSQXeTN/IAdy9gPLuj968Xt+2k4PuCOpHPBCLda1oTNdhYKnjAuYOaCRggAgpQQBYpA/CIk5soFqF4v48oGwFA4N22sbaplV3v0Az8qQZZD5bDiJBoKyCIzBYQtqcium2NBObv+7lB5gKYJavcyyw/es+b3KK7kBy4Mm+2qZlXlaQDGYw1OMvCow70nJu7Oxmhul5/PXMFFMTAeRHMzvUI9PfNZQKl2YhFUBIBAcT9I+SpcdGfjvO8k8znm0RIeGpQ87/zUeoxbp7f9Q661Bx+YaTReuJdMvj2bf/N8FaJ/N+vLoA4Hl3rGt9W4gUEd7JgPk11y3xtEECWAqZkN2+NtOOZSru1C630oTEwQyb/vsI/vvErWY/AtTiAAwin7vMmch5BR/o2I4TxlDfbyqlS+t5j/fnKX7PiWv/t0Mw9AUTpd4hveXrDY50swtF+RuQDr6Lbe+cb15jtK9QAk+he5kfvuGWKvptPE8QhaBHAoKFYV91f5k1fSvRbJGXS3Kwc9tWAAcpc9YEU7fGduYHe9lVI+ekEEclb/rlW+70cWpAF+K0SbxzEXJQg9Mme4bUcugwA/7wgDPLPFxHE/l2fQczdSOheJ1WIJ1Gg0ZGIYsSgENIV8DHbXST/APac3UnVGgV6hRDG4HssH1KgxgMEjQ+KXbNtiws+4QvOIADUoBGSRQRmoeV5HVOQyBZy4QIQ4QUexBjWQOpJGRDaYEukIRe+RxEaRL9BiUMoAAIMn3zwxhxmHhmWoSG6i/+NhyIqYn4UBUT0oFo4RN1N3t4Z4hVmG4UkoqQt4uZlROiNC0HM3xkO4uy9hCZuoiJShBS+xEa4nRV6IPt12Sly4uY5Isdl3htem+eZ4VKQCEXQ4v91IkJ8IgYKI20IgPeJCyn2Hkv4Xw3Q4jNSRB5ehDFmRAJ0GsmdhfcBISEanO10GddlTPw54ES4SM0RgBfKCh1+HksQo8GNINrJ/9gOFmCbtSLKlSJIzdolqsQDimE1Zls3Pl08op/ndV9C1GIHjt/PZaBBnF8gHcB7CAc7xeI3dtE+3ss4YiMnVuGX4JDv8WMbGt1ZSNY+zqPhPaBe0MU94mMWalA4vkQ/lkYu2pD7YCE7ooQ7pqTx1WBCyg7qCWJpsN5L1F/2qSAv6uLNRN4AJJtaJAAhXRwCDERHEuBHMqPfecVIWJ1p+AbzPcUe8eCkWd5oKKVdbEQDrCRLCqQRmkZYRgVZUl8nZpA08eBFjmLthN5Sjh1sSEBd9iInzWVYtt3b0Z0J5g0Cxh4+UiVSskwCrEakrUYkAYBwbCPLESUzEttLclnwVf9EBDymu+nEZJaFxS2AAbybeCTgkCUfWdzJczRmZ9Kdux1EaNod3RFSPkLTDqpbubWEa3pmAp6fTrSGfCzAaqwmw72fZspKb8KmAYAmMpbGxFXcb2RcPAYfXVonQVjEA5gc/ciHVthPae6GEmaSdTIgZq4lxwgHJ/5GWdgHZfKgZR7lLX5e8KknI5IdQYQmABAf5NjGqFWnarrfND2KfSoiewIHMh4jMN7m3glogKKnUhToeBzoZOoERnCicSZNwzncaJzfIuKnZNZAMuoFtEFAsh1eeZ6nXAIA9diGtI2cVuzaeEwAIKUVbq5oRUKoo+0oj/aoj/4okAapkA4pkRb/qZEeKZImqZIuKZM2qZM+qaaopwi9JuR05ksYwIFmpyIuC3Q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ksEdH7DIh+wfnh/aCYBV/cAfj/DI/kPU5wHh1t3sABpf36kJKVsFVUnzdYsLBs2Sd/12Sd4rk+LGNRfI/F2XlCaJS/LF0eYWFn3owkDzQ99zh/yZY6c9yRM3oaL5KbL1RJWIsgWj9ILBfyIxjVHtp3/7nHtR8/3atCTtnejD4b1fOBs9ofMBUPPkDg3+NoX96OcmHwaucfkQQUH2Mq3PrCZEW/nch3fdrJudz+ZNBGbCAlNQBDEhzmSRKm/RMLSd8BnEBNdR+7gc7MdB0WBEfUBFZXFJ/3iR4CdEhtmQA+tcQ2ZcQm1F93Nd9kMcSCBh8+SNzrLQgQiRG8WZ+LrVDnHc+xKOBfyFKpTQyy2cWkSWCDJYk+Hdc7ZRcydeCByEkA6hPN7VTCaWFEbVRFrWFHMVRoPYjjeEgZugconaEOlGDCShJITVSJXVSAkFD+fN7P5h+1NEBHrCHulUBQrSBpGNQXIiFXohTPBWGC1WIg3iIXyiIiP/YhYaYiJEIiTp1ADaliI+YU5l4UYY4ESB4PWZVfzcifTVBhQVBAAnATrQng9+XOrm3Q7s3EBOEcpx3fng4WaHWbGfBPFd4afTnKm8iJJlBiiLBeNBVEKYYFSbBWS9SgDMIE7hndpSHARl0W+lzA+vTPjs0WLbIeRrwjd/YAeiDUkUIOxuQhPEif4PBFpBBitDHJc4HhWWVgir4ECiCVsgIgMqoil/HimJBdmUXfORTjb7za601dDMUSswjW7R1jQVBhKIXANuUc9xBgnThFvgoVMQ4UFLYMetEOcn4HfzYj7X3jC8BkBV4AwMpjSBVOioZOLDDAQqpOqD2cAMBkWb/UW0eqHq0gSJykUCJwyhUwSjqOEjrpI8EgRomUSglkUinuIol2S+ihDjoCHDUEXVtwj2ZxpTXNxBM+RBd6SLOqC+iFDhVuZPhMpYUBzuWpI7+cpZ4o5bwFjvqBmkR54/3Ikq6BXJo6TByOS+ihBl86TFwOTd/GS9G6DKFKTeHCS+i9AIG14sV45bf05jsUpbftmh3GZWAyZa4JpkUs5hug5eI+T4vI5pnY5ndFgBglZl9CWak2S6BaW0H95p+2X2W5Jiwo4Z1iXDGdjG2GZwhBpzCWZyAsYIRQZnG2RWomZoeoZzLqRPNGTbICRHTGZ0jAZ3tRpzYWRra2Z3gyZw0/xZq99SR5skvoBmefXGdQzNqBtEBbBifsNNSMaae9hkS7vmQ8imfNomU9/mfGcFr+rmfbEiOAEoa7Bk6+XmTBBqfb1SfBxqhFtFrMNWgbKiGtSmhGvoQFMqgFlqD//GdGxoSCRo0HSoQC/ChNdiahDiiZlGiQONrHqqiLfeHg+miYiGiVSOjKEqjCHhrMIqj3dFix9ajPtpyWSakL0qkPJqiR9pyb5SeSnoTQdpnReqkT7pDuwlyoPY37eEAGRAAIqCLvKcBICUBxMEBC2ABsaMBZDqlOoZsN4ClPlp2rxOCr9Gl7xEdFcCaGMCmD0odGWABGLABgzoQLZABDlCobP/an3A6nlf6pAFpjgcxR2lzPpMFn22ZAQ5ZEA4gkQJxAYF4A1Q2ABmQpFNapTtWbll6cjcgROEUS4DTqQNhozfwqQjhAZ1qAQZaEBIQeo8KqdvWqjbYAQsGJLNqEBbwTPDzcdTBmgTxqwhRAfQZrBzTlA9hADAYHjLzHxMAgwlCgKxapxWoOv9BVi5Eq0qhhqLanyMQADjWowfxriZ5n6raF+CxUQphLOB6TolXTz9RKKnSr/gBbXT6oZOqpeODi4QmIBWApgKSFYpFPxJkEO+am3MKqrfhAdX6qPcKE/SIdf96AyLriFBVTwvjEASbTePqcwoxP+VKRgyrkvEGpfL/w64LWxDvGq8ZaxB9GqjWqqNkYZ4LkSRQ8ZUWoRjeYU7g6k4ku68LAYaNqIlTy4id6IVnWIZo+GvEWrOjZ0/OYSgXwAIYyKsYiIGYsazEsQEfNzkDwJrEIa32ZKa5eYmT2KKLKIl5S4mbqLd9y7dVK7VXe7ecuLd4+7eHG7iOWLVZuIlZ6LRh2Lh2a7iF67j4ehDMuH8EsbLZYbBdC7MVi4u4+LBKJAG2iqsHwakEwavRGrrWmjjN0q9Lco/36JWWhUtLwrnY4blHmrCxs1bCdalCdQOaehmqO4cP+qlXIarl86no9boZmh0hSxKyqzkpq7u5qx+827tee45d0qUP/xtqfboBf+qsr2qjpkqohjo9bFsBHfC+7wu9+UG0hGcQqJEqxGEs9pK9+bG9klpY24Ss0XED4TuGYKo6VLaHZXqmcetzQCu/xFK9y4UW2JqUm6u9Ldu1GArB0hm7mBsVXzkBSfKViMS/BRupn+s70cvBACqnB5ulZsnCI1qkGfu5bSnDHWxiNPzCR4q+OJwTH7tlJ8rDPsqiQRy0oUK7SiwtPFrDxEocRxysQhs1TUzEKrrBP0ylTLqgTpylgSqlWQwSUVwzJ9rFRxpeYxzGLCSgFdqqGOufagyebDyjPRzHO5HGM8PFRvqkLAqhdhyeemzGNHooePzHlRPIN9ACG/+wyIzcyI78yBvwxodryCJRyDCDnJZMyQeRyS6DnFOsyRwyng7xyaD8nKLcEJxcyjdqbw6Ryqrsyqocyy2DnGAsy925PxKQy7q8y7ysbLAMyr9sMRTYoA9cy7YcnczaoDd3zI+azA1qEMFMydFMMczquwiIXtP8x9ksMdXcoPRJysxsEeD8M9VszT73cOMczhORzj1Tzg1azdscx/EMMe5MzH6szmExzw9TzubccliMzwfKzxaaWQA9FuzMM/zczyeHO/qcxQ3dMAntzYYXGQtygmB6A2Mqq4zBAWbKqWm6pm36pgXNQgmt0IXlqHsqjwTsp4DKsI0xqIV6qAKRqIv/ugGNOtIxqNIGAAED3BE97aUpXdHwaB0l3aCbVDKWmqyWJ0EGwql8xyXKG6qjWqqnitMwItSvwQAC8NMbwdXeZEf56XqlUdTEjNSxRLq+anC3GkZ5qqur26vRCqzq/NAesUdZodUigdVCrdJDDRwlbdJGeChAgtara3HNCrSNAa0DIbc+27HhfNB+YdcPIACUTdnGaBAQIAAKMAEJIABPpa0CkACXjQBpEdqThQAM0NmenSKQ8QAJQABaLQAUoEfX8dcWCpl5OlmEvVKu0a6vsbMVOq8BUK9W3bnKURmTHQHKDTWZfV8NkNkJEAECAAENMNm2Id2A1AAUIACFohSA/xQBENDZrA0Ak50AijQBoV2doPHXgA07LdDTq+GwEOu0itXbTD1ZF1uhbTIAHFvcdD0RISvYAKDVXj1ZmU0BjNEAlE3bAyDblyHb0YHeeqS1BgLhWWESPL14AlCyo8HebFgQGzTAQGSDhfVdNzQQvo3f8BrcBfGz/j0h5nncA454w3sQma2CWXEAFi4Q92V9Gz4gCCAADeAWzhEgacEYky2YiCLkUbu4g0u5gjuIHk6gN+QgXFJSGMgCyzq2GGgoy+oa1Khi0PG2rQkVvzo5IqDCiku1T464lbvmVruIkqtRhBvlllvnTi7nmDi5bm7nfA7nc95Te07nUJ7nd67ndf8t43gtWQiR2UlCANy9uanYWZV9A5XO0wW0TpWNeK096Rc33bWdEBYqAxSt27R6A6brGp+aGzO3q70qAa5r1ZDdF3Y94yfU6ALw6JFeEpOO3hGgxHmUFZ0dVyhy5Dzu6dez634t6gQqAWYN1midGZra1JjqXcmTFVFNs807qsW9wtsR4BS96H39Go7OGJA+AZnh2hqO42BdGUKe7gan7pml7L9h2wQ6Ap0GatHuGuNbvg+6hw4C0+s7EO0Lv/Hb7fPbkTKO3izC1+UOH9yd7pMO6Q9AX4aSFUE+5D3C6cdOEOce6im3nyFeqQuy71Fx0RXQOrXqAdHB0Qy82A6M8Nz/8b18R54lJNvLrRCOPu9fKe/QFdoQAN5arbTDHgHonYpIngA38vFEvVX7iXcyz8Q1P/VYjRWcbdk6n+s8L+nAVNp01QAaUtoPgNre5NpLT+++EdEESnP/zcJtfzBqv59xM+tRb1oC3aCzV/ft4kp8b0DCcvf76ZBvD8GD/xLSvembTiyAL58qVvjQ6/gtgUDAnpHBUs8ir/ddQfc4Y/nyybPGjPkcofk1081rXxCQb62n3y+kL/dPCfo0kfr64swEKvquL1WyL5+nDvu1rzO3H5+6qPupWkw4tofEX/zG7wEJTfu7DzrAv/xW0/zALFXK7/yoLP3U7xfT/zXX3xfZ/3+a238W0P/9SxP++RIdIHD+6J/+6S/+thkpjEECBRD/8j//8x8C7B+cjAECAkH//B//JXD/AHFD4ECCBQ0eRHjjQEKGDR0+hBhR4kSKFS1exJhRY0QAHVEILBBS5EiRJTaeRJlS5UqWLV2+hBlT5kyaNW3exJnz5MIbHQEMJBk0pEmdRY0eRZpU6VKmTZ0+hbqUZ0cTQIWSrBpV61auXb1+bcgT7FiyZREOENjxg9WrJc2+hRtX7lyGYunexasTbc8QBdu6zRtY8GDCM/cWRpwY41QSfv8WyKpY8mTKkg9XxpyZJwiDjwsQzRxa9GivdkmfJvzR8V/QqF2/hj3TdP9s2mYLHHzcuvZu3r19/25Z4kOBFZwTgljx4YNqgSBOkFBevO6NE7c7/40MXPt27qR9dncI3YQJFR+MH/ygYvyHxgKFl0hBvoCLhsNxswafXz/m2a6/7zcohAL6Emg5hEqw7gYXCkihuY4GYo8hARMkKDcAL8QwQw3LQmGtgRBEyMCBVFghrZ8G6jChA1QICSH8NoQxRhlnvIlEglIo4LwKs0uxpxMFIkGFHwuCQSQX28qORiWX1Kk/1P7zKcqODmBAIAEeMKAhBQRoIIIEbkggAoUoEOAGBoYkoEowJziMgAm+FKiBHxu4QQEI4MzSqA9aE5BAgkAYkKDqTBwI0BP/hiRoBSPvu0o3Jh+FFCYnT4NSyo4GSECACSJogIEJtLwyAQjAvMHLKqv8VKADvoQgggkESOBEAxJI9YEbUr2BzgceoPNLBYz6jKAF/Sw00IEG9RFCIRFli8IK23I0Ummn3egy0QgwIFttt0Xgv7QQ4NJEZgva8gYCVC1TTIEo6GndGw4Dl86D2N1L1xMPEEDNlhZsi7M9CeqToI44CyHKE9p98AboQEi4oOoWZTSoJKmluOKJrBVtAI035ngAb3vakoK9GkZoS31J/XHUcwnQlGMCErC1II3pRCDOG/IUCOaGMBboMJ8H2is+E1IQmmgTOCPxMBNyfBdoQE2IskcA/9BStAaffr4BQYivEyparJvuGeizxA67bLAN+jrtsc1W+6C2z+YZbrLldnvut2W2O++62dYb7b6/xptvwf0eHHCC3jb8774Dp7txxhFfu/HEBT/g7sMVN/txzAl3fKNKh+zo1SsnUGBcgrYcdaAHYh2IzoVqPoj1G+4sKE86f1Vd9px6dM9ZCJm7wUYfUQiU5D9HOrJRi5dn/qFJvUv4Y58OaIBMAVJPaEt5BVp9zjpvqJkBBMYnH/dTIxh/VNu/z930mQIukDkQzgNRoAWzAgDBBpNFiIStn1Ve8wQ4wNhga1sH7BbJvDWABwggbgLRHkG617rv4etkhxMAuwaiPv+b4Y57usuJeMhjHgh5qEDqMUF6BrI0EoTAhS5MSJFaFDGJEdCGNxxNx3QoPY8RhAECOFf2wtU+CuLOVqZBywAyCLQvrc+DN5igUYRTABLoSDl/UpSIBEK8FolkBglhke9AAi0clpFazxvN5wQWAU116YcxE+L2oKi726nqS2p6k7zOdydbOVGCIFQMjsRoITMW0pCJUeNAAEClTMEKAg+E4BA/6D0PuglOt+LJAHDVgCz5kYiTWYh9uBbAQ5bSlKcEZdYGiR1UtvJCaHRlbdAyg1WSMZa35A4swRNEg7hPSXsp0WpsiUti+gaS+VEiQnAmLZ7QR5hXmVgxpfmaY+b/h3zXHF81ZTQVFTyza9MEZ2x0GU7v7K9ZpCRnOkMzTnVmRi3nRGc75TlPek7HRwcb42OiWU9+9lOe3vJMsPw5ULqwk6CD8YlqAhqtgzbUoYacysDy+aKHVtSiOIxoR8LomX1e1KNJMehHy3IYn4DghSdFqQtDKlKWSqqliJzISl8605Rok6Zm8eXebrpTw/A0MDnlnE+FyhKZDhUqQC1IUY26VIQolalLQSpBnPpUqlbVqlfFajujOhBeZtWrB5nqV1tiqQf95AIWQGtaLdABsIrVrW89KlnbJYEA1NWuAajAQboKV772NSdk/RFd72rXEfjVsIctCmDnOli7SsAg/2FFrEUhG9mKKPYngmVsAKw1Wco21KadTYllb4BZxm6AcaBFbWohAtifXDazdc3AaVXrU87ONiGsXexrA8DWgdTWtvP07W8LglvX6javvRVucm2LW4GQNrOFVa5QPxtdjojWuYx1rED2Sl2RBje6xB2tbu26F7tYamcOyEAARABdhHBAAwHIgAQuswENeCAAC+BuftPJ2taGV7z31a7AzJuQCgRgAxiwQAA4cJYMWAADG2gwQQLggffiV78XJoACEJAtRFkqwxtGQG2j9EMBwI6CuUKXAFS8YoVMrYGF4e9ArsvY2A43eg+qQHYJ0oHd9iy+CHGAZgVygQBgYCALHv8AgC+s3w1r2ACgk9IADKCAAxDgANmaLkNGrOKTMbBM8sLXAyIw5jEbwGNehjF4Z8xYI4tFgT/JsUEk4AGCBBkhHtDxDSwgApkpeckU865cAKCAJwv4Rwucsue2TKbD/OqHYM5XlA73YsLEuLj/tYBCFAllAMS5IBbQAEEwoGC0GZggEqgx0Pz852llWTEdITSUDU2Q8SnaJz9ko7puVSou/cSCH3uXrbZKFkv7978BGAFJOe1pCTuAIES+gEFGEAAWEGQBAeizhVn9XVgXetNlNV6iNQLuGwhAARSI2csYYIBeKySDOuyZsCut5mPXVb4nahjHcswxgQTA2QMhMm//CTJtgd/g2pdJsra3HalAv+VBsbaxpKVqgCCSldAH3JYHofRD6glgIepit5zcXaYVqzje7UIovRmLEBmQ+wZExnZmF+zvZwcg2gWZdrUHcu1sL3xaDf+Km08EcUNL3FziFtfVdNixTSuS4yz7lAZDPqUrYRN3DER55DRXuMhBTqdpu5p5p7bmzLYA3yfiwAXUzgJQX4AFan8XqME2avbuJcmmbRqqfZbwrUuu65vru+U2Nzm/Dy7wi7sc1zOX+MKf7fCGZ7zXOSf5x3du8HOrPOElH7fN/13xkwd85DE/kTz9h+iE+va7DGBijJCV42YqU64AMPVFRppZWB/2WGLc/9x611XZAr4Bs2VM54HY+SA/Hsiee+7zSLl63gM5Pf82LWXWt95SVVoIu21FgNnLvvZnur28U27d3kuAl2oUvkB4zNsBIP8GHFiwQIK8FyIb+XCrZv6SgK77KMX6xsOlvl6ylIvDuGzBHdfTNC+jgI6gvV8zHtybN/KrtxEoL/NKP4EosANLsPi7AQ8gvndpsAeLsIFggQ24NhHYgA1wvvzDKinxv7MjqQA8CEtZOqYDtte7GQjgiZDrCQckGTSLQLm6NPHKq64asAt8F/TCK/bqwA98v/eKr8sosMG6ORZErQE4gAPYsCysOELzmKnJFgIQwzG0PkThuNZKGB6sPf8xIzMx4T4gHD+54r1jKzgrtEOVIEBtMTEv7AgDwriLADbYOwCjU0N8KTmTezI4FIxiIzu7Ir79u0MCgkTVYsRjw7tJjMRMLCWVEy+708RPtChOfC0dW0FQNCVMTC1RfC7kMkV5QkXUUsXBOi5VaUV5KsVtYy5jy6w6rMV2ukVWi0VHLIjt6kVpekVYFEJdHCy8Y8ViDKdjBC0JzCxrIUZntEZpUqw5ZKx/u8Zu/KdkXDMObEZvxCVo7CxpvKtZlCpyZEdcEq0RqAARkMd5rELGa8d7dMd1xEfg2sch+cV9LCRzXC57BEhy+kcWHBKBLMhf6kd9XEhyUsiHlMgZicj/VCSIapzIjNzEKBnEE3khHdHIkCQgD/MJRQmJbhLJU8RH/vKf/0nJl6wYS+lIAGjJkCAWmMRJaZFJn6hJgcpJjFrJKOPJkTChn7ShioxGoeyInhQjo2Seg2S+nVxKkjAnpxQgqPQ5qaRJkgAeq2QepDxH1mLKovTK5QFLyiLJqSQJkCzLttQPrWRKyHDLuawNKZki6fg2n+A+tRyJYKLLMwJFKRGh8jgPlgwKsvxL4SIAEJvJx8qWvDQei2AjB0o6n4AAk6tMBWCARsKSyMSphIGfG9AiuBQKtkxM1cKWX7myBPJHbanMQKQICsgUOiErTMmUJ5OS1NkUCGigBaSL/4bpkB+pHx/hyKGsodNkONhYPR+RssYUCARQAEJDvem0CHypni/5GHCZlQVMGDZ6gC8UiE/BlbhoGBJJGBwxDho0TpJoD+R8lLNMCmzZy5+otYTBljrJEunJPYN4FQJgo9IxwzK5TO7rmUyZz3gDorlomD0BTWNRT74kCfeEFKyUiyvjH+lMw4WQTuIUF4zAFHZhGfD7EahzN5GrkyXi0NmRJLhomM9ImGF5zZmMS5uUUCah0LjA0HsxM5/QMAgqPfO6sgI0QNxitzz5oS/0iQYwt3WRHTZKnf9gtwt6CilxpnPylxJoUAIhTaHApxqlEfhMrG7jnyv7QmzZiw0lTv9Jq8GNyUYyGQhwiQApiaI6ypUh+g9w0SCtE73PyzygMa/xEIj4IJoUQJoV6KEbWJr0DLtL2UqhMAHOu7yvC71Idbw9bbw+XTxKhdTP29TG61TKs1TB49TR01TPu9RQRbxSlVQ+RVXI05vKSdVRzVRZrdRJra5By08d/cIQg74fBb7qzKAsPAAF0Jm02JIJEFZHEwgn7dCbyRcF/ZHg/JAESctGDQrT9FLDstCEwVAyfdNc5TSLuMxDVDGxeBUrMTnKDJlmvUw5crgs/R3IXKT1JMpsRS35/I76zENuebMgFVIAJavVOSAlTR1MwZJtuUwxwRQg+g8vw0j+48kPGA//wpTX+ZxRv7TXGAFTpFjOSzGAjhyAMRTDDSMA8Gy6NdUYwAIX7FGd2Mu1hi1W7zRZ8cQLuxyOKio6S5nRjspYvkpNhVg9/dzQbKQIHFSky+wWMtlLp2sxAEidVuHNDNpPQZMSGS3NngWtxVw9gLUxNB0wimCZSzqdYIWicNMUn0CAzVSxzpxa8qxaeg0JxMRaDNlYw3pQaxWJrpxbug3KKEHSuKzKvcWQGwXGt4XQGRJcDSHcP9tSkUDJxM2QuvUrwxwJhoJc8JDcvqpWprzJy/Vcty3Ow/3c0YXWKLHYkXhc0s2PzOUryg2JLlXd2AWLxjUW2bXdrqDd28XcfvTb/4QSifbUXe1gXc0dMBqYn+DtjsUFxqZCXvBQXsbV0+b9jeFt3eiV3t6gXrgyney9Xt3d3u4F3/CFSIA0nYcV3/OFCQB4r7oyu+lB3/e1CQC4KwswXfi1X5mAubqiX9i8X9LgXrG6Nrva3ynpX9h43gubQv3lyAJmYJUYrAGemgZGjf/1qvxV4KuR4NOg4KwKYAFe4AwG4YpIsPn94BDOjAPmriR7YKMzYf64Rx5bYb1s4RaWkoMIshgm4IsYACVcrxlWXTkkiBEmYRm+iAxEMFLzYc/1lgfMLAiGiAtcPx/LsyR+ig2mqTcrCBjG4UV6iAucszrDNiqOChSOrDcbkv8b3mJdukC5G4hRE0cxLqQfSpNyvcwDuBNYWaZcyZQboIDSaYifEJ+YGZUBUBMK6CpNshIKcDPeHAg2gb5c0TWWpdpZGwj7YiwI1qYLpDmAszk4rmLXeCMKaIAGIIDL3JVRzhSxeKMGGNcnmkEw0RQoypUHYJdPgaO9mABWLjeeIFEzkWUImqNRsRVdm+TUEwgOeC1MTgh9k6+N6TdufLke8+SmsGKXAIAf4s6OuEzfdLdUwdN7uZI/fs60uKNGZp9PqSRfPohRgZ1focx2gaOt4C+Xa9YbGLUmLuGCsGDGmjlohrZpbgoy9oofAlinFQBvKzcNehUAXZcEva1fdhf/saiZ/ISijnFTmRmAX5GXXxnPi15mUxVVTyWbu0WLS/HTn0CLDl7hL4RVs0k7tTsrDVC7Drg5NkaLUavCT7VVkZ5Vnq5VWtVpVlVV0BNqoAbpWPXpoD7VocbUn07qo3ZVo15VjUHqzlvVpS5qiThSgqhjgihWRosSpNUydRaIrQZmhUWI2CsVg0gdjfYhtS5m6txnD+Zfg/BiJzQ+gJYKUIZrFbWLr3agsC6xsT6ZHzodFEOLB8CmWkMxdlk9MUkVtx4Iw/7NhjGeZK5fh4BiaW6/Kdbro6jmsfqh3PS4HynWhVYkECXstz5s2oTo4VodWtu175Ejyq7sGiaIBB7i/xxuCCQ04g38bDMabcEexIEoVjztrSvxJUBm7UeWl08hZnPpidhOC1uJbBSb7L6m2kBUabruwy727CRMrwpgwuC2IdsWiK42bjiqEna5TPZ56MKGa8nGOoVWZ10Z5V2Zbckua+0ujLkOACc278AI7ZZAb7/2ajgCgO3p45xi7uxu7aP1oQPcHmTdb+zu78rAZ/cdcBDW7Qvm7Q5v4A24ZL8V8bsocK3oVGmZti0W6BOXjRgBALEliPGUlhLncBiPixenDA1bbF6lmPX1bi7W8R3HRxLf7bYtcqZI8adq8SE33yXfiiZ/qjSW8gImLQiO8iuX3nsGcSXnctDeR2Qecv8qD/N2BID0+nIzP3N2xAAHgHMb+A4eb/OdIN9xrHOwYPOl+hE6z/OauvOe/nMVD3RNG3Q9L/Q9v3JFP/RGz8cAc/Tg3T1Dp44TsPTAjXSkYHSWmvQgWhqRkNtMn9tJP5YIFfXLnXSeeBiR6NxTz4lNF6lUF4hVHwpX1/RrnPS9oHUqsvWj8POwJFpdD4peN4pfR8tcVPVrJfYmwXVkn/XjXPabgPWPIvVn58poz9hOt/Z6xfZslXXqEIput4lpv6i7ZBjclm5wD4pW/1pxnxFCduhTGkzzQPdSDwrYlVcwd/fegPctr2tI6ROfWA50T/agAN5m/fd9dx4MSXgmSRH/n0AQgt92U/9V6lR4iiD3+PVMabERn0BPoxP2q634FL14ijB2ruj3dyFotVWAV0GANwET3GQIYqUAA7CV61EItTXki4T5fBELN4kZUTmMkGsAWxEVwvgXnwj4BZr4kUgSMy75ijj5rUh5eIeZUT6AVznlOy7u7EmATMllMoEACqhliD6ABhLPVH7OZ60eiM6S1YGAoheA6L4LF/WJYTG6gg8KFKgUSo56ich4i7gaOZ4abK7xcGbAWJ75TIGdVVFnTVpSyPcgBEiAPD0clxeILHHoVaFxr+CXq7jSKFn6htF7klgWeib5v4eIwK+sSyF8eGe9V8nVVbH8gyDWS5pj/w9S0ixZle/cmAPwaKCRMuzOElyZ452BasuT6oIYj0EdGqMRCPO8lERVU6DZ9d+dmrM76QjOaqsmaqx+6qsOae9vaqUef0ot/+TXPPRvVeUP/+8/f1pNf/GvavZn6vavFjlW+Xi/lSWdEuoGiBsCBw5UkIDCwAEMBBAYaEBAhBsKCBIUMODGgAYPKEIQ+LBBwoUXKZIsafIkypQqU6L4AOAlgBIFYL4c2PDGiQI6d+o8QbHmQKArhxItavQo0qRKlzJt6vQp1KhSp1KtavUqUYUMMS68KXCCgIkvDzxIkNIgQoFavX6UeOMBgrhyJ97o+CCCAQQgJ3gUAFJtV6yCT/+GKBAC5gcUNAEMPCAwJ8+dIX4ChTn4MubMmjdz7uz581DHoEdTBrDWdOCBYMUCIGsWJdqQW/uCPJDgNUkCFAQQjMj3RlvAs0lPJfHBhAkVH0Astvk48s6Si4USr279Ovbs2rdz3wzz9FqCq2+MLXv2oGy2fjGCjUjwom7eAnXf+B2c6/DuSUt8KECCeXMUQRbZB9IFqB+CCSq4IIMNOuhUeOGpFhZ5rZXF2EmxCafeX2QJgFADEzzAAHl21fXARvatt+GDRE1HU2PPQYdCizXaeCOOOYamo1QRpvYVheS5hqFJGuLHoU0QbHRDAgzQNQAEZiUwAQL10ZYejwa+SKT/aAPyZEKWYYo5JpmjiVYmmmkitaVQI3m5EwhqyjknnXWaNJKdec7JJpFuQleAnoEKOmiNeBIalaGHasZnjDhBR4KikUo66WdnUqoUWSb9dmlUjArUJXQlcDoqqaUuZampQwGggFytIuBVqkp5StCbhsV6K6656rprZrPeVCuvwQo7LLHFlvZio28WaCyzzeqIqrPRqsqmc47yRKO02Wq7Lbc1zjrQm2B2Oy655Zrr2ayg8hTnue26OxW07zabrozRyXsvvkjFm++ws45U2E6Q8jswwSUlWnC0RBK0L8IN43uww8Yq3GjEFePLsMW8TqxWxh27i7HHuG6MUcglm3yy/54jg4wyy7pC3LKpKsM887Ar03wzzjnrfPIAPfvcM6w7Cz000VR1EADSSSPdQtFNO/00UgsorbQEUFtdp81Xoyn11EhXrTXYZb4ctppcd60B2WmrfXMLXSON9tpx15i13Dg64HYAX9e9t4J0893i3W7r/Tfhhbcb+NmGK37d2IsDjjfcjkvumd+TdycB3oNbvjnnsWIueOehi57ngSR93rUISw3gQAYBiDDC6LELm1a+yJZ0+tSpK1VBABtgYEEAHMgueuWKLlm7UNQRhDvVK1Wg+Q1Hd6BWBtAPf/2omzZ1vK7UKT+QBnjrntLzpntA0N3Yq18u97l6//0N4bs9Pv9K5VNkQeQ3YBD8+pMXL2aiGkeRKgFnSQ8wAEEMQDsK/I+An/qNAwdCuzS9b2QiEJ/zoBcABxDkAgG4QP8k978wte8BaXnZBAWSlhKm5Tf7GlsEUfSpt6SkhSTLUQVLwjvQ3clnz/uZQDbYwQBML4SLE+CttIeQkRjKMdprn0liSBIHXsSALeJTTXJIkh2iziQexBv/hDgQD4LQiIpDoqn4cgAg3iCCGOkZDQcCxZJEEIFyfKPPCDJHlLwMT35MCCANFsgbEnIk0xnAdyrkx5okiou5K6RaOnCBSVpABJO8QBErmZD9ceCPguQYKCH5SVGSkiKeJGUfB3nKVIZylXf/UiUsR+nKUJoylqV8jy1PWctW2nKXqBykL2dJyGDm8pW8PCZJhKlLXCJzmbFcYy+Z+UtaSlOZxrylUfa4khSWhJt6XEkERxim95nEkUqj30nst7zzDSR9ZlScOHnkRqMgxFVxIUle5qlNgsxzgPZMiAE2hcYEWUYg8LvBBXlIPuhJj3rWeydE7aRGlPTzjhSZIF8qSijbkUR+XVSJOgnCO98BT3gRPWmhmOLNgWi0JNwbSUv5SBLt4ah0FPHoI0FqvdW1rgKwQ+nf4jkq2vkNT8fbSEsRQjsZqpAiQn0QTpsH1KnqiaZIUaAE+bkkBr50pQNUCfcceDyvpol5SUMn/1XTqtarmBVpaF2r7J4KV6W01XVzVZ9c73qUuj5Ur5wbqF+hgricBnZ0gC1sUwZ7TsSOLq+MTYliz/rY0Dl2siaJrNcsq1nEYtaum/3sXds2P9CKkLRSMdvU+mra1YYQtYtlLWwhugEMxjaotWUKADCwgd3ydgMxuC3fKrvakR0WuE0rrnEJQtzkyg25zCVPSYT7XJNJl7Qym27aqovd7XL3byMLWnfDW7frihdq2v3sd8ur3vWyt73di657i3bezZI3vjubr2aXa1+hOZe5+t2vzvqb3PoC+Gb4tSyBCzyzAyu4wQ52V3ofLGGUJXjCJWPwYyNs4Q1zuMMehkqFP/8cMQwzFrxtFHHIYoriFbN4TAcQwJkIIGOsyDhoCgiSZ2oclReTmCk67huMn/LjPA35U0FOU5EHw+POyScogiloQiwympExpckIojJ3rNwULMtpZFouE5et8mXJaTnMToGyWqQMGjMfZczbYfN13JwUOJPJy3vijJwVV+YnK28Aav4MnYmSZ+wEmjiDNkqhx1mSQ+so0U5h9N/+4uQnd5M0jk6JpK/coExveVAj4zSYOQPqFpO61KY+NapTrepVs7pgAX2AAHhjU4qA5XhoftCsScLRBIoo1iqBAAUSIIAHTKDHFbq1rneNmVf7mo8GYICwHwCBROX6WAdl0IGYXeb/5iBASbE2cXemkxJxJ0XbK1HAbqYE7qIJO9iyhlGRYr0keHuL3ifZEknaLWyVUAACeGmAsOlymWoHBd+a0fegb8yAf39bufY2CbltdCCEO3w6u6EArNetHWVbG9lDoXhKEPAhA0TgNgJG2U0WAt0KnSQBUZq3x7Ft0EIjO+WQjjKJMIOha8+84puxeUpmXBABaG/nZjb6pa9j9GqpvOAFN41AIJAf/UA55lXnOUqAnpLbNEYAHQlb03tekigxaSNZTDqhE33tsAuarFbBuoE8w/aPzxHuT+fR98KOZqFIXeNpV9hB9472G8ydJDd2j0AKDzW2w+/FVUrAAyxjd4LC/zniJFG8wQZwgPZwZvIOl/vNB/KhuE9r8ErfmN612PcFCR7iE4v5UDA/kAjg+AYNmPrirQy/EQkE8pUxfXXsbvnLM5oAsY71qAfj+ZkDPymyN8nt7UgZFy2f6qhvsuAxtHoFKc/jV68+RZ5fl/w8ROAty0gD0p9+Uy6G8Ruj/U18v/SNY/H1YUa/+vOf/kSJvyAKUODXbVn9TR/1NZ9a6B8C8p+cvYjIMcCteR7sWdqL4AkC7l/4YZ/q4V5n1B9jdB/8fAv+VWADKGBKbF9fqFjGGN/xNZtNtJ/uTYzxIZ7vOR39YREBnoQKrqAOBk3/kQTvCaANfl7pSUUO6uDx8f/gAi7GRFDAw0Eg+PXKi3iFEfIGEt6dFZrgmg2gB1IZtdjEFK5gFaIEFpYf2L1g+CVAjREA5GHE8OGa2h1UD1LE7fkdVUzew21GHN4YBYyNExqgBBKfFTJf1Gngm5ETSkjeEw6E+NGe+c1hGQqhHBlh4rWhg4BfzMUhQUi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7sRRbsRZ7sRibsRq7sRyrljaAowZRrA9bF9uIfL66rfN6fLrqrCNLGDRpsiebrimLfK+aOS3/Wxgve3wx26gze3wWeLOKkbPGt7My27PFV65Aq4TJR7RFa7T+WRAOm7RlIbTFx7TS6rTD16yVKbXfurRWK6JY+42HybV9QbXE97VJGrYEGoNk6xdmO3xoC7ZqW7NR27Zg8bYCELdyi7U/a7d/gbd6G6pqe61+27UwK7hnC3w6+6tVG39Oiobyd3xU2oYveZ9yqKkwmKj8RwEZgxmAi7iN23uH67XgZ6KAyAGMO3wseoiJuIiXm6k8KLJKx7mc8bljCLcemLduqruii7uJy7u763uY2Hub6FaeSAKp+7QAKqCpuIoxKqrDaoK0uxm2e4W466jAe70eiL3TCby6N7y8/6eLuyeKkUt8+ikA1TilxZilcGqKdUtH06sZ1cuE2mur2Ou9wRu53Su8INB7wbh718i4rUl83Vh84Pi0rBoC77tGnEsA83ZdlZI27zgoa1IAM7ZXJPgACcBlOCApBfAAHzIobOMkCBAlFKwV8yuE9eum99u72Yu/+ct74FuR/at7BOl+xAeWCfm8a9uQPKypIhCwQ8e5xMIAcnVTTPMhdvUhFXAq3rZXxEooD1ABOWUuT5MAD8AADFBjqAIATrIA3UYoDxcVKdyPyme/5evC3Ju7u+eSLOmSsljDbjWT5avDOMnDO3mdP6ypMDB0EEplOAPFKvZcCcE0A0A3gXIzM/92JDO2N2mDEJwrJE5SNtOVFWXsgM3HwmnMxvrLyTiQlQfRAX0nxzhww9hrxwIglgRAlnucqaXKcxKbEJwLZY9cMkV1jwOAKbwiJ8FCAVYDZsBCJy/mJIrGJnKJI74pmYJJmbrJmJccjcuHxr+qxp28ycZrmqRpmm71v7oXwJE7wMNXwDAZm7M5ileaqR/wm8yszr25tevMqe08qZjpzvHMm8ocmYP5l/G8zLnJz4uZz4GJz/L8LblMEIJcyLXMJmXjxYXSNoJSY4FSNmTz0DjgaDVzjwtdFc+8h/irvSsszZo8zcA3w7onvrpHvuUrAOfLnQjxnZrahQsYv9XVxbf/ktDGudAk3DYUcCc8TVGhVQF3UmOKltN0ldFUsdFmTM2JG9K/e71L/Xsk7VbFiwPHq3v8SXz/WYqnOJAGmgEIqqCZ6gGym0F/DD8yTVQ0fX02DcaG09CVzJbH3CTPRdQKbcmka70wPLq8q9eLK8OkrHumG4i6FwJSKgCr66IwyqoksMAAFMuQ3LkHXdPoidMNDQAz1mJHAiIEQShDXdl1jRVIbYuYGrohvbtLfcZ+7XtNeoYesHuEPYxsaKWJLarWN9Y8d9aRrdaT3daGYip7pcUafDY/HQFvNdeefdN2fbiB25lqm7nSC9lpHbJrTdkz5cAbPCgPUC8aLMIIgAOd/z1UbA3ad73c/Ki2Kq25hXsXoU3eQxi2P8vY6S3eys3elWjeryrEjRcyILMY603fZoy1pujOPygoBK5aQTve/k2/ahu98K1LPf3gtk0X/Z3gZBi23Yne8S3hCE7hWBi2zp3hejHhHA5+5l0QEQ7id7vhI26LfAu1KG4XIr7iSoq1NTuFL67h8y3jmBy2K3vjMK7iOl6fYRu9LOvjcHGTQxvkLO60WlvkRu4WBBADDjDlVF7lVn7lWJ7lWr7lXN7lXv7lYB7mYj7mZO7lUj7lMD22T+4WDX4abb7mFbMc+A3nJyjndL4Xb14aeX7n6bMce87ngC51Jz4bgx7oXmE+Kf9wYAem5G6l6I7+6JAe6ZI+6ZTu6L9UEn9u6E0hMiPH6G7VS1hXEYWu6WHxVCjk6TgA6qQOVgXBYyWE6qqO6as+FwKDUKcO67cU6hSR6bOOFOdyWCeE6qme6yYx572uFZjycwEg7MN+Sro+EcZ+7FhRL+d067ju7CbB69JOFCJn7dcOSs8uEdq+7UXBda/O7LFO7pIhJK5OQsze7OBe7OrOFmFi68H+7un+QPO+FjcC7CZ0hff+ewF/6sEGAKwUfK8US6YEARdw6RiAc3hUSyUx6vsOFco+ht6+e9aeQpgmTCH1e5+WTMs0QiPAAiUgdrBk7ngU7sZaTz6iI+82I0D/UrcIEAE3ZQAUEMLcggDfFij0xhUHUO0Bb4Pu3uwCP0KfjvTDrnsj9E1uFU6/52ZwhkI/lkcsDxEUr0MunzL4NCPESm3V5hE5hT8zBsZus9lYXAEmbKQv0+kAv+xMD/e9p/RJL/CwtHuq5KkX0OxFhkK5tUdX/yaWR2hPk1QJ82dsNTOuEi47XxCEMu4tofJ0L4STX/QaX/lyz3sGtfe6x2C9R1LNXvUUVkvK/kaB7xDRDkaEn2IOITccccGCwjYHQdwQ/ClaUXUYn/mWH/e6n/lx71S7F1W9l1jN/ve6NRAsUHWmT7aE7zBqRUF0AsERgQAz1lcVAEGAAsEUgAPS/98UTef7RN/74L/7u9/sAFACwW9Yw19VxQ8AC78BE3ABLNDucXT6DQH5/0P40tLBERoxgDxtAGFA4MCBOAAcRHjwwYACCR06jDBAwcOEBwYsIEBR40aOHT1+BOlwQgCSJUniQJlS5cqUJl2WxHGypUyVMHGo4DgiAIAUKjcA2MAS54SYJEsAeEkyBdKkTZ0+hRo1wM+QVR8esJpV61auXb1+BRtW7FiyZc2e/YoAQUKBEw8SMODWYQEDWDcSwJtXb0aNCxt+jCj3IYEEA9Z25DsYYWLGizU2fus4MkXIACrzvdCU5eaVUYvWpDkzAEoIE0yfRg0BB4YLKhsAGMESAv8AFEUDXGD68ucGqb19//5Z2eFlyZYpE59snHJx5IqTNx/OXPry59OdK8cuPGFz7dahb/dePHp18te5Pw6ffHx26+u7o4W/US1bA4kBzJ8b16zfhAX8F7APgAhwEGy7BQaoID4FuYIgKc4ehBA0CTcLrUKZcFNpKc4AaK0kDFho6qeRfiOxRN0WxA5FFVdksUUXX4QxxvjwOwiB+hKyMb8CxeLvIAMGAHKACCCSiLIDE5QRxhY0i7BJlmyy6TOUoKQpygkAIAqH2VpDaYTYUDqqwakAaIAkMUvCTScT1yyRKgXtSjJOOeeks0477/SxrYMUuBEhGgGga0eK+CSoUDj/HerRMrXU+guhwAY7Ek8UC2DSSUunfGkm0Uza1CQMaGvg0y9xeOGFlGbDoAEUAMCgpBIwKEHVT0tgs9bfrlywUUl35bVXX3/Fk1G+4JILLjgDBWkvZTeK6FCOHjUQQWDRGjHTSy21FlPQOMU006UAYEEFlUpVaQTcODxzg3NZrdZWd59yc1p556W3Xnvr/BMAPhXA4QADDgNUoP/+IwuBASyooAJnEVIggggOfMBhvhbAAeGEE174XpAOaNXBaz8GOWQI3yXZ1njh01VjlVdmuWUZ8wXgABsREMzfQv8tK4LCBjCIIgaAxCFIHP7iOcggh3T5I6xUqFRkp5/GtmSp/9tEMeOkr8Y6a6235nqsjDLzGGqxx35yarN7OxmtlLtmu22334ZbY77OdIlsu8k+O2+o0o67b7//Bjzwle2iNey7Dw9Zb8WT4tssqwWHPHLJJ4cczqYRxzzqxTcfc8HHKQc9dNFHb7ldbjNHPULOOW+8rABJhz122WeXs9GOs00997JXV7x1sl6nPXjhhyf+q0OZNlx35Xlf3PexPi8+eumnJ15XsHFXXnfmFcf1Teq/Bz984uk+Pfvct9fbefHXZ7/9750tHHvzM0c/b/XDWtt9/ffnX+OFL58f5up3tvuBBXr9Q2ACFSin1zUAAg+E4AMDmLoIVtCCF8RgBjW4Qf8OPvAouVpgCEU4QhLe64AlRGEKVbhClZ3QgCyEYQxlOMOtAM9xNMRhDnU4Qxu6boc/BGIQE+jCr/RQiEdEYhJlR0SvMFGJT4RiFNfnRClW0YpXtNfaXoABLnbRi18EYxjFOEYylhGMWERjGtVYloUhb4Akm80a5ThHOnokZbd7I8nquEc+9hEhpsujrfw4SEJK0VmBlFohFbnIIB4KBYgsGSMlOUkZ2od8kGQTJTW5SRImJgWY1CMnRTnK/cFJTaAUJClVucr3HQSPqMwkK2U5S+LxBpappGUudQm6v9zSXbsEZjADh5VHlgwC3wrXU8x1kAvQDQXnKiaJhJnGZk3/E3wNuWStPoWCUMGmKahSFatMwkzamMiaWKzmOan3yZJdaURbakqYSPKTMpkpALOJ5m/UuU9+suwAp3wXbkyylKZwyFMgMgk+zdlPhjZ0WjKYGmtM8hqAmqmcaMqNRfPpG4cqMZ2BeUBhEFABwzCgMAlAUkcSsIADWABID1BIYVjqEBzszAKCeRjPEkCBRhVgAA9AwIF+2tH42DKS7JwnUF4yFJMcxSUKLRFRkfjRiyyAAQzAAUkXkIAImNQwHklAYR7AAJc+wAJWjUgCEnIgCjBAZ0U6yADaygAKDECtB/HpgbpqARwgTapkeeW7ABC/MRm1JEx1FQDoBlVp/jWI/1RdQEJIelfLHAys0jrIgSyAkJ8Z4CCdXcxKNUJSJPl0AHAqjGPJUk/f4GQjOuGJSXazVCw1NaP3vGhjVbtDqnoWISRlwFojq1LKAmAhvo3ZAIILgK3upa4BwotPYQooyyJkIUa04XnUA57yvIc93UUPeLebnu+ah7zuOS93y+td7aZIvYxhbW9Kgxr6NkiiJaHoSxh7m9vu1zefos56xfPe9JKXvQYOr4DHK97yopfBDlaweR9M4AkjeMERdhtVBUNS5DK3uBoRraNOixCfIs1oJ7aLAQ4UNCBRAK9DFTEVd6uRwLpLoCUhaFIM6iGElsS/vZkxb0csoCEfhKQA8/8wWId7kHRSd7p2XVSUfXQRBvzLYC52ckKaHOSuVNRd7rTo9byUWDHR86m51SeXcUjVQx15rR+mSIiZXGTpZnYAG3FpYnyK5TrHWM1egWhEQSWqkpTKx6wKJx4ngIKjsAAFKMimU/5MQzZL9qsI2aqStUxnGP/Mr3g9yHMRUlc+w3jOMp40Xr1sq2MeJJmFfoFJlokuk7DgIW6USqplGJGebdnNmIbzQ+RM5GOZ2qUWYEAFHjbcH1mVAQtgK15xMN1T63orhPXlmqwNw0r/9tKZDbZDht3kPn9WqDtFbgUSgBIKEAAHfJ72plGdaqxkG5fbxne+D4KV+Npbt/oGuK7/M1Jjf+c64EkkwMAGZsSDz4kvhi04kBt+RKGeWK4T55VdrhdxiWMciAqIcpTn7XHvHWTVHC8oyVXuWGyjXNIrh3k/dRVpl48z5jc/56H6XfOX4NznwtQVwXlOkp8X3ZoQH3pJjL50WTqrx0m3OdOlLsqFnZznU8f6Jl/Hmgt03etfB3vYxd51GYzd7GdHe9dnkHW2B5nhZBl52+U+y7d7be5372jcrVJ3vPedlnqvCuD9PvggC57wh/dj/hC/+Hwb/iOKZ3zkNQn5h4TAAxzAfOY1v3kPUMTxkgc9IR0gANKX3vSnJz0IHkL50Lc+8SEZPeplX3oOuN72VIf97HUv/4AVOOTztwf+D/kOgNjvHvUf8H3wlT/K4hv/9PYZ/vKln0QiNt/5pZeAeqe//StW//qyrwj3xS/676Ne9fsef/qhOHzrl7/26of/E71f/tNrANTxx/8PWZ+Q9pc/A+jnCgIQARMQgBPovfxDQBLqv/ILAUDpCg8QAAcAAQ4QgAZMwAucnv1DiAX8vhgICQ9APocgAQEggbcwgRDEwBQcnvmjv9OLmY8AwYf4gA5ICBEQABXEweBhvxY0vxOKQYfggP9DCBCowBw0wvDhwO/jgLr7wYQQABFICA0QAPs7Qvjwi7qSiJ9pmJPqMADwqoMRlIcAwwPhKsvAQgs4FAJ4q/+DOZScsqsHSAwFUC51s6tPkz4W5MHSc4G7yAsQ1IuDeMIoJMEqtMKquqoC+Blou6rCkIu6QisgQTKNsKufIishWQBkW4glAwCxcqugsYs9uypHZBgc2KquOpDlmj48zEMB6DyKkELda8BARAgppEJC3I/q+ixctIjpksPN2reL8AhIRIjCwDIic4uIABif8sWHGJDDkEOGQAhg5IjssjAJwzAKu8ZqpEYG28YI68b2grDv0MYEA0dsFEfL0K4kLD/gIQAS0IB3DMJ3dAEqDMLIIMID5MYBG8cAK8d9tMZz9EZ9zMcLa69vLLCBdK+DTJqFQDLQikZfZMiEqCvokcb/UIOr+8Csi9iLPBsOAuAXpJFDagMAvoq+xdvBVSw9IeyIJkSIGazBG7TFs0gUL7zITRwul9IVZOwIXDSuAYhD5aosoBEanzSynQEaXgRK68KBkkQ8VczDPfQIljyIESxByzjBmJRJouSsmgwxnNy0SBTDZezJnwwuAriIkMMPraqykYo3fUlKhVjK7dPAg1BH5+MAH0TBhIBACaRAC8RKsriuhNDChAixiBy1IpNEsQzMPUnKinyI5hpFpERF44pLFaxL4wMBDZTKtxhAVsTHvxyLxcxFwQixXkSIoNHExEwI0ZTD5VqIlLo/yDwIvpLM1axM6ZtL4kNJ0gPNXhFN/5okzSVzRLcSxp1UTK10S1TUrKsKKV9MxKuCtrbkl8l8gNtcPqekv+z7vd7kEeQETsLUxC+8qY/gSdZ8SwHZmZ0CGK9KgAfYRcakTu9Uvty8TN3LiO3kzvycnPqUvRBkSv0E0L/Bzu87wP8MUF9JOIXzDwPVzwG1S4TAzwOVEaM8MZGUUI84SR6Eyhe8UJcBObREgAjNwQylPxPo0BMVHQfdvewjMRR10WHKPR60DxF90RpdGf4svbx0QBvl0bahTx78zB4VUrZRUdlrxfAb0iS9mh+lv6pEUiWFUrixvBOg0iq10itVSe2L0i2lFyaiUS4FUzxhIgYN0zKdl+gjU/8zVVMEDbw1dVOs8dI3ldOW+dI5tdMsutM8pZfc5FCHODs9BdQYYaK1ASTbCtRDXRE+pQioaAFEdVQ7gR9GfdRJRYs4TQiaI4nXoNRNfZ6qsI+NawpN5dRR9Qo0TQhca4pGJdVVraE2dSWpUFVWldWQsNTaiopVmdVc9QhU6w1R1dVf9Yq/aLlUBdZinQtXxdSJMtZl5VAHmgoAo4iGANWn+CBmBdaGUAEIKIESGAEIgFaKQNWniFVr/dXMWJfS0AiO+Y1xJddZPYAJiKODKJN0LVSn8NV2ldV/ipdP+laEELpQxdfAo4CdWYAufAiDWUS78iwFcKmLq4iBfcPEOID/kAqaBJjMwHirBDBY5SMACPBVc6WInZPUgH28woiACqArCz3Yi+Aqr1K3tqoralMAk2WAhaAskxqrZxMSEVPEt6rToiOAAPBVEFmXhCgRdtVVQrkZPaGIH4FNjzAYrXxGJCEAl3oL2QSAH5nMxeBIIlsyg1FZxHu6l8CAA/DYhABZPy0RXC1WZVkWijAYCxg+sCWx1LIuaAxJvTiABBDLt1BDuIoI5CqAYQuwcGwPczxcfzTc8ljcBkNcxn1cx1XcyD0whGzcG0iBzN1WzS2BpdDXyPikdcGMEtHUyg1IflTIgiTH1K3GxjXdfkRIg6yw2F3d2c3GyFmIi4iAA0LY/8XINEfpFwAgKYuzq7cIqaIpTmixjN/dPnhNiHmliGR9CaQl2Y04gErcWY7o3astrgGZiAqYNrR0Cwp4twpQi+Oas2JhXtxMW8XqHocQWXFdVqVd2jCciwMxou1d3u4tkpDUCGXcNN9SXgJY3+sEgGzd1m7tVxIjkWoFVrfdiwSbTWiUj7ckYP6dCAJGTOMA4H0LGgG+yAvmvr9wVhVY4Odd1+r1iJ/J2brq25VFRREWMbeYWbliToudYApQtpUaAAEmEN8NNwRUV9+gXhVOCAWAWLvaWri14PVV3oldtzf8iwI4XovlsPQFYu6LU6SzVyNe1THdMam4Vy+eVFP1Jv9YJWOrUFCCidLoI5zeKOI09jziBZKN5dFalV6hleOQAFG1SNPeRLX4dYkx3uNfbZRYi4o4LuQ75dND4WKXUORFntNBTYixTQoHlmRAVVSHsLpMzeRidRakItZPDtRaRQhMJWRSllMwdoiNcglMVuU5/WMy+tlY5s4/5ohatmXQFFFc3mUX7eVfVmFdFmZb3GRXLWY3JeZkDtNjDglnZmY7tUEBOL/ki2Y1heaD6ADSo8HVu2Y1jbttJr1a/OY3TVNxLsCrKOdVRecifNJ13tJwNj0o1FJ4VlJ5Nj3os2dObecIfOd9TtJzPr1uBkCAvmev6OdBNGguzWYASOgjbej/hYbShBYAGCjorBBAAjRAia7ChqZoeobmvZxAd9bTApiZz7GZmykLhiVY93QInbUrCnAWxzTgrqBoAeC7zaRKE9TRSY6LAvAX+03Q/whqspisk42AukopDbaqCshd2KRpjkXo2XOAPt2IzXRJhLBBPSUWEjOAufQXX47GBEiZxHCpyRzci4zqI7xpGjygzazHISRpn7YP/fgInPEannQIBKiYlV3GtQY+fJY9Eni7zZTFg6DFPOUThwC5x6uLsgCSMKyrjS2MvyBFLZ7q2fOA7OrDD/hDADhsAJBCJ53TfFlsjzht+VjagVC8n7mIB6gAXTmQjHGpw7js7RNo3aMB/1fcvVikZ8Sewjw1bTveDrvmQwjO34ZtMb4oDOCZ7LhKzetwXYE83YSkXdS1XdXF7tutbtnlbu3+x8S97o5sXW3ePQ/MDgJ4R3jMAA1wR/sjgHrkCyK0aOvu7tr97vKe3P0e7+kmSP3ub8qlboDMmuH2CBz46vi4XmLMrOB9iNqGbsy26d0r7J7O6oPYasXuwsbuCJg5C7MkyucWNgoG7NsTbNQTgf3TaYUmgKvM07BmC/vFq8fu8NUWmJCgGKyI24cwzQjHypuu6LfuaQAQ6b7kauOmC115HT55O+TGC/mYC56ZmPNMa7kocdvzaM3eUY7YTMvoTA8IUjsNaqA27v/7MFi8dp03TLbcjeEDaeqFyKqEuHLXO3HTI218Nel/cZYcqYgEP4sKSGK+BUuY3qmZju7gy3LU6+Zl5mjupOiqtupGr9E6J71hkfQepfTfFutLx8HcNj2/ZHROnz5PJ70T+GdR79A6J2dUn/TM5uZjZfU5bWdIh9BYR9FE501Yt/ULFezf3vUXxXW/rPVfX1NxztJhJ/YAjTsN+AARCHP7Tva/1LtQj3bp++NNr3YMvPZsf9Fp53ZgNp5vF/dxD7iIjmhyT0AiAgFhR3Z0B9C5JAABIOj+cHclHb15r/dUB4ltfj9rzvf8PKFX7PdT/3esrLsTIL0jreeCj8m3CwH/2itchsfKA5pmARj4dpf4mDwg01N4jM/4AyVCiP/4AGU9ChR5XR95QvycFTi9i7/olD9CyvuA0+v4+6uhztxomB+/eG/5sijyuUbUAgA5PR+MoacZtBjeHoqIOxuUJF6Ap73DjWg/l490jVjxqmzxIdfTMRd6NA8YBfCPA5Bxr7CAwljiYSwMg1162M6pF1a+x0loqsdLGZz3DNdkhPB6Jn8LGldw5Sp7jTAYA+Bbh2g2+1iIYrR2jRhB1Kt5aNfLno7rgyBCdrdTuShzf2EY4iaLiCgAkhKUuhKQoSFMCl6rDQ4+G0J41KN6Juzp0E5sQAUYPvlE41YLHLCRMieL/8E3S8R/i6GyCL+Sw0P/mbM3cYp4eNmT++MmAD/MC0D09dEO1A6j30P5l7ogc7D0ahvHfj/pYYsMkMEcScoiqbC9su3LGAnQcnXmbVgE7ecPbkDtMLH3D9nHe76ni8dxciMC/RrBLGDzNtsGiAERABAsCEABDgsGFwIgwJCgQ4gFIzac+LCixIwYNy6k6NGixo4gN358WJLkSJEaT1JUiXLlRZYjWxqUCdPkzJw4b75kWNKFgKBCg3KIORKGhqQuOGTQQCIpQaYSQQjQoJNjzasnXdrEqvUq1687e27NyrOs2J5hzxplG9Is2ZRw0V6sa/cu3rx5DRREoMCgAgMRDf/wNWgAgd7EBRIeaHwgwQLAAx44RkiBYIXJDxHguJz4M+jQokeTLm36NOrUqkUXuGhiqNCiDFvj9fCB4YcOBkUIWO37N/DgwocTL27cOGIABQzQJricNuGFCJKrZoBjAPbr2A8UfIB9gHbsDhUMiMzQOoPj6tezb+/+PUPuDyXAJvpQ/l3bDEkIIAHRxG3wCTgggQUaeCBqfwFwAHMGPUdQYC0ZoOBshFl44WF1LZAAhpk9UBBkGEYwQAUEJTBAcwUtgAN+CLr4IowxjpZiTfUJ4MFDNF6kH0MeCOAACBwIEIKMRRp5JJJJLkTbchQeJJhzBuC3XIsdEXAlllleRN7/hwstMABBBpDIEGRhlteSd54puSabbb6XQX2yicZjRyK85sEKbuq5J599lobAhAUUEJiThBbAIHWpeeckQSPyZQGKDFEwgHwj4vBABRF8qZCfnXr6aZUGaRDnfZ+aeiqqqd51AKCHhcqqq74RgN19CRVQ3kNidnkQBSeWV6KqwQqLYKgGCTmUnAYVOyyzzTr7LLTRSvspTQs5ABuOPk27LbfdevstuOGGVm2NyI4lLrrpqrsuu+3KuGxBvMVWqrv12nsvvvnqaxe8BK0wVLYL9bsvwQUbfDDCzPpoX8INO/wwxBEjqON+884mMcYZa7wxx3UNTNBrAiRb0Mcdm3wy/8opg0sxQ/TdmKPKMcs8M83hEsBwzTnrvDPPbJYMAJwjE/Rzz0UbfTTSo/08am/xJf001FFLXRe5F3UgwrlTa7011zRXfRHRXYs9NtkOhx122WmrvTa7YX/NNtxxy63v23PbfTfeqNYtcN59+/23n2cDPjjhhcfIsuGJK754kVle6RzjkUs++WkUy2su2pRrvrnixcJZn3Kciz765uQeCxvpqavOeQc2Lrg67LHnXayNvWUuO+65Hx3qza7vrTvwwUMdQu1eCX888jpXyzTotyf/PPRmMwSU685Hfz32+ep4revZe/89xzEUjzj45ZvPro4fFG99Q3YKcEKe55ONA//99MuPcqgLg05+bT8GOeT9xLYi+jEqNPYLoLt0dDrU6YVOBeGPfxoCIARy7VKpwYF5KIiv2tkuLw4kSG520zQNRq1+F8wgCdEVKg6+rjYBMlYGDEIVIqUwZRShHwHqh4OF6NCEADDAABdQmDD1cIcEKeIOD3jEA9bvAT7soZOKWMMjVal3vvPgCwsiAKwVZFRWmeLJMki/AeKAJgjpIQB6OEAVNfGJPXSIEtPIRAySEQBkrJ+CeujE34HxPTT5V/G+liXbaAkAWxRVf/posjka8SI+PIgFC4LDkNBvVxjkYSPlaMQxGuSROTTPihSJJJowr3kXKWV9iHTILlZFlBz/m2MBO6lEJ5YRS4+EyJUueUQUylGWm8TBEO1YS1sacUWxbIu23GK8uPBkLcxM5jOr1hW6RFMuaaHmNK2pTGxeE5nZjI9H+LO+i4QgKRpYSlNcABUCSCUiVIlfNd/STXluU5vxXOY38TlPaObTmV3xJ1jmkhaANlOg9PyULuP4kEci0YdnROMuMenLJWayofZ7qEJdaaAqAbJ7WMSNbuI1Qo1iDAd5zORClWjRJNbPADqUJC/j6MaKNnQiBqBlGUkqI+KN76MLgeB/sqjTjGUUk42kpSNl2khdSjKTSNWkLPVyy6HCR0csLNkHCeIjIAmJhlSNWESKOlEIKfSXS1Up/0pDCZGZjlWSIUHIrr76nhX21IUmcR+e5BqxOd7lljXVpBQpOskx1m+NUPVlYc3zV726R0et8yhjj+bEJfZVoS6FaBrvqNaGQPSvU81sZ+94zMi6R3+oYx9pU6taZeFmnKt9LWw/E6rLoY6Psb2taqvFPdDZFre+1Wu1qFK93xIXt6FCpVBaWNzlqjZUHWUgc6N7Wyuijn/SvS4YKeZa7HJXo7RznXW7K977UWyByR0veodq2uSiNr3uBV6x1GfK99JXfsXSgAPyq98aLLO+/oUeH3v73wHjLsAEPvD1ftZeBDM4cgpuMIQjLOEJzyy8oaMwhkn34AxzeHMWtnCHQ/8s4hGTWFUbLjGK/3biFLP4bgZuMYzn9uIY03htK64xjsV24xzzuMc+/rFePgzkISdtx0Q+cs2EjOQlM7nJITayk+O20ilTucpWvjKWs1zExWi5y17+MpjDLGYvc6bKZR4zmtOs5jWzuc1upjKX3yznlfptzna+M57zrOc987nPfv4zoAMtaD7XGYmCivOgLXoASuH50PRzdKKvvOgDNFpQkb4yec446TdD+tJg3rSaO+1pMYMazKIeNUrlCqZ9rdpds6JIq/MVa3zNOsp1qbW9cJ2uVxdE1+7ydbuAbeteE0zY4OI1QYytLmWni9lRTs++oF0vThFE2vmyNr6wPez/bXO7297+NrjDLe5xA++mX3I2ALzDSwBE4ERCVJW5aXWXCFjA3ZTpiKYGkAAKLPhF8TY2ve0dqgI84EQJeICAkfRvvAS8PPfOEXYS9amFz7veDm/RATSFgwRYQOIkPpHFE0MeXBkEUgy46QC03SmQnwgvFohABQzAgBNRiAAJSMDJK0BzVLHc2C+P+cwHUKhfGaACFACxknrucpjLfOcMscB1PL7yAYT8Lj9vutALUu8IFB1SA0kxbSaVmAS0G4ViGqJ3En6ksKO7IQNQU2YodCs1fYrtoJmVmmxOd1XZ/TN4Z4iYMiN1P/U9MX8f2kIghXQJiz0v7QZAmbQe60UD/ytVjf8M1QvCAEoZRDOqunxiMo+ZSDkL9HoR/URIJKbBe8r0eUE94AfA+hC7/j6yhzwKYQ8Az1ue2Vc6gHcqTx4LKIAAB5hUv2FUe5MYP/iSP8C5LZB85fu++WMyCAUis3phLd8n1q/8ebLe4u4bZAGeibzb4wp5aqOK/AW51XewbQBflWfxbHK/c76TcoP46gEI0Dnp9V5ewB92YBsCcN72BQv+KYf+qRxEoB+DEQADTCAFViAD0AT+ZQZtoN+sqB8EGokEWqAFYiCzKUBgvJx0UEAFKIDOLYDa+ZEIjuBCLOBBnODXJRvvcYmShGAMTiAJ6oUJGgAKTgTZmcnsvf8ID/bgD+ZFEA7hQ0DK9P0WAeqf/tGI+91K5XEg75kI+xnJFFIhdlhh29mRmrhUcyyG+hXJF4KhGIaG+TWVk9yckqwhFbYhaLxhoyTAYNzeHIJhHc7gGOIhIB4h7QlbrxxaAUBGAUSE7m3hqdCgQWwebSwAL22IAo6hJBLEl6QIpFxiaGQi5R1aZjTI52FiABLEpATT+AnbuYGhZ3QiyVyfAILGiMgHyalIAngiLXJeuomfieRiKYZGLQLAAfohiwTjLrYI/ajiKvpEcyjAdETjzSGAfJxdd5ziI9YaATQHTdhcq0FhLO6dqbjeNsqFNxYEeagJedxg+2kjN3ZEyzX/RDROx4gwAAK84JGQ4zvWRDyi4gAwI4qxYAV8SQXE3DUe0weaHMo5YJ8IJEEaJEEsCmbgHGEE3RCN3MltHi+aikOSCET2ooLo3MlhXTCliczpGz7KSEcWJNqJn0hW5IkA5A/x4ams5EdKJAC8JEleIwXMIwLYH4J5BxUCI0hexAcSQLuVh0z6iVDqH1HiJPCd28FViQL0ir493Kk05Xc8pfhFJXZMJUMM5FWmpIxo5Vce5NA8gFRiJeDhACG6iVnqG1ouiFp+JVsmQA8VILntJV/2pV/+JWAGpmAOJmEWpmEeJmImpmIuJmM2pmM+ZqoIJS+JZWQMpF7M30Jkhniw/8cBQCMpxoRn+kU3hmaKdCagACVkQtjIUSECFJxfGEbKvSaHGIQGGsSI/MVsvl9rDgBZhsZhBAb5EIACHICgAKdN/eShtMhvfmZqptgo+iQBFNzTwd2szcoNBl61EaXm8aZ7EABz4sV09MVoQcR3NieJecdDSOdCyOICpOGIOMSi7cqiMcrm9aZoeCfSQWOU1A1+mieLCaJBqGej6J8F3IrHYaHN8VIRRiJ3tkd/BtmEQIhgtEqxPKh/lphAOE5EaqcCOAo1HiDF9Eq9WWEX1ifVYAiGmIaFeoyFUAiFHkqEdkR5XiiHLRobppt2AsDmbeeWYEcBjchCmCjVOE4hkf/GisbENppgX0gJyTDjkdIohx2gX5igkuLoDFIbkD5EZqybjs6akJ6Gd6KohXTjjNaFfhIjlJAnjTwplGLYjqZnji4ou+EaeXxJAb3pdtqncyAin/pEmV7EcoxHmjbEd7Jpm05Y9l2EgLrdEOHp+3Ec5IljlubpiYppdJSGoQIqlDCIRxTqnx4qhO2bomrnfPYFNm6IQ9Qm9pVogyIpkT4OphaqXQAKeVJIYPgpaoJqes2KAy6qmFDErZQkL1rnQshptbXqcSTnhDQGeeKHCRInrDQHgyjAoDDp+zXGskahrhbXOvokbSzq45XfrmxeML1nLNInsiIHijbr+4UmtQqODKD8pHSs67ZKmGay5oaW3N5lBkEcIDsyYOXNXPjpab2mZsHBqlEuJZmoogSma8E+LENIpl1Y5l7k6L0SLMQ25qAMp3AIZ5VmLMiGrMiOLMmWrMmeLMqmrMquLMu2rMu+LMzGrMzOLM3WrM3eLM7mrM7uLM/2rM/+LNAGrdAOLdEWrdEeLdImrdIu7ZoEBAAh+QQBAAA5ACwAAAAAIAOKAof+/v4Ai/r+AFEBAQHp5+jW1taYmJjMzMxoufumpqYXFxf/eqS4uLh4eHgnJyeNyvz+Vov+GmNXV1dmZmbM5/1HR0eHh4c3Nzev2vxHqPcUlPr+2eT+mLj+us/+ZpYsnfhatPz9El3/Onj+x9j+qMN6wvyb0fw3o/v+J2v+Qn76or7+SYL+hqylwde94P3Zo7Tf8P7/0N+vzeb/cJ2bvtmEuua/0N/Vsr3E3/QAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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Bfyu3d51FIE+oGwWxjVFULd1oizD2cJWmh0Umdca4Hq8He/zmiEzRf6mmjzfGj1SidbtCaraoJs0RigqGkJLFkI5IZfiWj+KIZRIZJP8IK01XkWDGHBBJbAXSkTDnjaiBixiJjCTpIwq5YWQyhj8GjrAxki3JHi//qWMxuYNfBgD4GBs2eZPqYZKuwmU7+GOMV5AZKZQiQpQniZL9eBdByZSFhyQ8yUkXCZQGSZUHsnAUNm6x15OduJIuxpUj4pSosmOxZ2drRhu2x5JmCTMKNjRRGZd2WRV0eZcJgpZsIzp1qZd+pWB+CZgHkpOuk5eEWSCGeTqImZjtwZeOGZkiAZlkkzJ/KZmYOWAF0XhwExUrxGKZ+RFeCUW4sQGdGRVIBJqhaWEiRoSXFBVgpJqruRGjKUPjYQGniZo8OJtUaRwVEDdTkZorxpsRI5gEkQDAKRWxOZzEmRGUOTbXkZzKuZvNeRGLCTqAwZmvKRXCqWLViRHXmTmA/xEBuTmdsvmdQ+VhrnlMVLGc3omeE/GcVfMVuLmdU+GenASfxEYTv1meVvWZwtM7usZrjBYBF3A83ZN2AhoA3ZmfDeMX4TkntZlANoGc/klEAPBsUpVrmsiJ07UBHDAB6YVCjbegkEWdCwOhxyKfYyOdv6Y/AhFvuXYDlCdK+CY/KDREW4OfTuIwKmosE0o+BqCd7FkQPxeEn0JCGFeEqDZ5AFBzWdOgPfqgJ6ifFkOe9kkQ0mSAG4pJCYijbcI/zNQ9ERelKKowFtRBrfdTHdSFpMF3EnAdAwABFVERgzGnA7EZO1EAmOKm6MGiUUMCLuoYS8Z7mOR79zNGAcA9iv/BAVjqVpB3oueJptbIQAphGNJRESlCAIN3Aw5wAwjwFQqgQQuQIqenqRXxjs0BqFDTARfKIQRpqCKEqDTqk/MTARaAARfAAaZJQr4qqcwJL2tKECuCg0nnhZY6SfHoU1IHGDRhrAVBFDsBH9zHHBGKOP35NXjIYqZ5A2PHV/V5qPojP4pKQhVncRYnpdi2LqzYigfhF8nhE/IYWD8lEBSQdGbxJQzSivfKExBCELTCTyb4fSjYgRd4sCcIggmLsASbTw3rfQaLfg/LgQgrsCRosQo7setXsUZqNgEogM5EnjinNdQkQiL0pSJ0pPTDR5HqUfXHsBFbsBw7ghkbsw7/a7MQq35W8aMDIQE6lCcEIQFdsac0ghAygSkE8RmqegNC+6cKhqVF+oOf4nZKSoRE1KRcBEb7o0cuO6kHw7MC4bOXCrQ9O7T+ShNi+66F6BJK669l67QEZqFZOhAxFaM0JRA2JUI1egP3Bm9cewMo1K1cu6Nnui7DaqkGAbZM+7M42LSFeCgT0bbv6LhWehIeMKhamqFRpT3AyD/d46F6a3nUdjwlukXqCkvu0q4Jo7hpO1BkG7Zmu7TsVxCaehZuC7voEaTNQwByG7UEYWvBo5KdmzXC6D+PagE0lqDtpkc8uq4Gw7qMG7SxyxkwUap0eid3ko19Z7uTu32xwapQ/5OtvmuewZqiatW6bCq9BEG0nOEAMKFByeG+oIom/8q+uAsduls7NOGqcxsVH1C4lYtlNLGeZmMVp3uZqwm+TCMXUFvAVdG8qFsxLtIit6LASSMXROrA9wnAIIOs3zKXkDq+T3HAK5O/PXKtiAMYvavBuum1AYxWICa+LAwVEIzAoWnBo0UQ9SnCLFHDL0xoxkHA/8edHPzDBWHCp1MaDTzEsFnERrx6HpbBTPwUPvzEY0tgD4K5K1HFVlxkD7LCU8wSJNzFCIHDRcMjE5DGarzGbNzGbvzGcBzHbCyWU0rGBmHGekYwNpyZKHyXNWTHIwjI1brHmInHb6bHghytif8MxUi3yI78yA+BxI65IoQsmYZMZg8yASDrTB9Rvi0pyYmJG2G8EQP0npAclwrIbB7xv6bckpcswAWxxGG3EazsoDf5yk5mHN+qyh6hrkzZx3Z5Hb3Kyx3hy0IJzHHZGTK8NSJRy3Xsyo8MGDJFzB3hzM4LarjsxSHMVCBRyrZ8ykKZyrT2EcZ8k8hsll8hy8vLEdYcwauWzTd2O6Pcy55MbKAcXQlAnhYQZvlZARbwgFxVARkwPLg6Xd5pE8M8zh/hzc8MzmfUARGQxhsQAaq1YhGwAWkcAbiYzwmgARNgmvADmhwwz6tcz9Nyzj9yz8Elb7jFTC7IIcg5ECMNPAb/7ZMq2WcfRNLVbNLQEovCAs+IgwG+FtMl5dI1pTYlJdRTdLlOVRLlTC0+HSwo3VcbcDhjh6BIR5BKXVIdUE1OAsaz/BGM+s3Y8qkJ4RIFIL85+BJmzSptTb8yoaoIANRdHAH4xtKwRDne1XM25mzSmEJNXRLtXMm2ogA+G0cKIR2fUacQ8Bn9ersLIHWql73z+9igsQCfGqpwe5MMShAjTWNaCrgEwdewdNFWyXg6XdKt/CsEYhCtPRBRndg30AA6skvtUttLcn7X0UH36sFoRGYj7VTHY9dOgtefotejHQAzAtHWJiP8S80hwdDXvCuqGy6xfdY38Nh8Qq07QQH3/+Gpx0EfWbh6z8ouH6izOEuxJvhNCoux6D2z+iSz633eEpveGzvfNPve+B3fNwvfE+vRGhDgaSzgTFHVatZ4x/NATTEBnbHVece3AUAC+doYqB3YJCGcaqax8tfe9C3fF6uB/X0V140QLkFWNgGGmv3WVkevivwS5nMD80obUx1WSm2A91PUXFXVULg/oD1Fqb3Tqy0tI34QJc5AKG4Tn5oiRNGplOXiRr7ZLcnSVvU5YFbRMb0kI51HioGcn+lHa/bjG/HUrK0Qry0QQ24QRR5YR16pQQXePVu0Tq7muUuVEC3RFC0jR6gYF53GlihAAdABQRfox+gkgmrhIiHd7v/MK9WNEJ9a5mi+1idOuzTE4ksyIG7e5KD64jHu0E5Nnh0QZgG0H/58P1y1tVwjAsz53ApNzjz9LFh3MWkuJmuep419WXExeAvgFzyUp5o+545sAEIc1kBO1tQCEyruGZAO45JuGnwnALtkHAUQ1Zot5x4Uzctk6CAh5vb8yD4hxcK+EWPd0Jz+aHIB5hgx2N0ywS9iK3QdYkQB1uusEeiuLu0emL9OROZuEeE+3ScNLDNulqrOzfQc5Kv27zc5GMEe7+fe6o9W7x5mHOpsc+zM8ED8yIbh7QpvEYhO2OMeXfkeEdq+aiqtl+MB7xKfEfN+y9aupR//ECEPaiPvxwb/8c8PWPM17xEbsAIU3/EB/CAcb1wO/50+z5RBX50S8vPBZfDcbiG/zPMoMfRCWfTNCfUq7/RWf/UsYhDes/Vc3/VeT+zbFfM8n8WrrvVgH11ST5yl4e0N4QFnv1xij/VsCN0G4fbiLvdmGcR0L7V3j/Z4P5k6vPdG+vZA//chocyCXxB2z+9Jb/gg0Rlg/RCLn+jLpfT3bnbM/BA63/fLlfa8SRRs/xASzvmF7/ghIcsRMflIb/rRZRPBnvqEH1xxD5j5DFkVXcf+DND8NgH/vKiDjjz7m/hmT/pxAgCfOvuS4vkRVucfTdHMuecOODyosUe+r5oEsMwnrxCqfyrG/0+IzYL8cSnlMQpsfXYDV96LAeBxqP6kgcZlNl722h/7rJ9ANS4QyDlny5TjYOQYvj9uDiL8AHFD4MAbFwAcPEhQ4UKGDR0+hBhR4kSKFS1exJhR40aOHRsa8BhS5EiSJU2eRJlS5UqGGywQ1BCgAkGEASYQxBABAM0AGRgmvPEhwFCiATAaRLiT5VKmFAE4uEHgxtMbBiAguHGAgsAFWBFshQgAQQOQAiFMvXqDLE0HWG9IUDCQqkAEDwYMlOqggEABZ5v+dVgW8GDChQ0fRpyYYYQEBC8EuEATQAXIBH0qFbjTp0KEAiMUHZrRQ1LMik2HpCqVaoMbCxYYAIvAQf/XG3EfisUKYYFZtQugup0q8IFvrLaVun5wA7jUGwJaS7gB9TTLu9OtX8eeXTvTAI0HcigomXLkgZdp3tgsWeBj0EYxjk66XX5YqKqhsh4IFu+N5Lex7p2KNeim2u0AArMaaICxftoKQOaYE8u5+UaqbkILL8Qww6U4aM+9GyoAgLGkHiMvs8kqKy84udDjDKgOOswIqc40nDC1qaACUKCt9BMLP4dwk+ssAwWKazcAGkBgACWV7E8hJaXyS6omATirQoasJKhCLRPk8soub9hSICy/DBPMLwUzU0wyv3RyTTXfXKhMORuaE84x7XQzzTjzLLNNPP/cE9A+s+STTUL/BTW0UED91LPOQBvNk1FH74T0Bg0m0CBTTDU9yKXOJpApTQAGAMCmCi3QiSfvwESouhfby4iEUWdUtNJHJ6WzVkodXcpGqtDcasjggGuoR7mgEiwvFRlSLceB+lM2s/po1AhNaq/FNlttJ8qJoAQCKC2hCDAgyFOe0qO1IBjfI21b7HydNj8EM1MurAWljWo/qHYiVqAhAdwNQWijOzZfdw9GOGGFESZxoHETqgDEnb5NiMMJMDuoJxNL8wxWduNbODF4DdZx3mHt9dFGgZSNsNiFQBpYuhtJDlkh5mrGOWedl+ogggkm2CACiUPUSakINvj56KkOumCCDAKw4GfS/4ASymOLhgZqZ8BGvvmGYFfsdyFj8b2Z5d0C3k+p6gBILuaCu9bZWq3nprvuihL4rIOZlo4gVYEqsCCAcTd+tSgOpt6JgHUtgi9du1XimqCv6Q2bs3tnLpvgqQZcgIL7Sm4NbbfJphvux09HPfWlMFicosazVt2kyOUVll+U39ZXLrSxGhIACrASwC7+VtYc89iPRz555SEygDKrKZIV5OWnT11u6q/HvvobCi/KIhlhzz58nK0Xv3zzFb6LPdAYb/f8pgYgIH7546fU/Yvqtz9//Ses7rP1K3odx/ZXEgE+a4Aawd8BFbhAw5QFVM+LyPcKyECUkI+CH7lgBjX4F//BtC4i0XPcBkUIGAuO0IQn1Mi3IPiQAKLQhS+EYQwTczPn/U8iLZRhDkNiOh328IRo4h5RJoK1CfrQiMw7YhJH2DX1de+G7VNiFB3CQylWUYH+c2JEcGhFLnbRi/mz1gNt+BAQgu+LSSzhGdUYO7l5sCFEXGMU0xhHOtZtTBW4QB71uEc+6rECBoBiHXuYQEEW0nxoKqIhT0hIRTaSelZKpCM3OEdJVvJ4kLTkCymZSU7aDZGdBGUoRYmdT45Sg1Q0ZSpVucoKstKVNetaJF8pPlTO0pYa+mQHOrCxW/bSl6yM5dNssjRZ/hJ1tTRmMuXjv8ZIT5nI2+QzpUkYNKn/7ybOnGbqGJlNbjIFiES5Zgi7OU5yyrBCNewOMc1Yzp1Fk53v9EiFWEeUZmITnjlz5z31eZEOFiWc4txnQAUavrIIkygnUOc6B+qubS7UoRDB4lDqac+HaiufFa2oVGICGoQiDqMHQ+ZH34k3qMGRICDZQHs0kFCFitSlL91Oz34WNJOuDJ30ZGkxYaqdkO50mg2byuBMpJB5gmaigfTphS6a1F52KzPfkktpPNChYSJOp0w9TUOx6kuXyCUme6NV1drzT6Ru1axnRQlj5AJUWkW0KEct6/XOcjMF7EYBbVGOswBAm7fY5jZ9pQtUrISmAeD1LYKZi3IgUKEi/U45/zKb21LRusp0ZoZD5JnRRjsEV4pS7ywNaIBrCIA21xQnM8kJrXSE5bLcLAA6DmiABBbwWbm0FioCKAsBgocctQzENlgJGNq0JtnJNpJDWfxbiBKQEACwFSgppSpZ4+rZtxBkNwOqyg38EhfsgsRHLpuXWIYnEKjYBirCkgp2FXJeIjUHQr19yK50lStEwUlS88Wvnu5b31vVar+2ki9/AwzgRAm4wARe1KEQrF8F48pLBn7wggfs4P7y97+8arB/M6wmTWXqUpsilafuAoCviikhK6DqUE4wq4OQqsVqOzCFJ6xhGpdESNa9QY52MqAbnza7P4LvVJLjVwNtZScNWP+SkiQgACwpKS7SiYtfNsdkumm1uKx06lSgOlSBBPGtOW3p8uaKY78aCwDQ6Rp7gazeKvm2NQw+lGMJst03D6TNkb1yNtkq1KUNpIkcBfNVVXdnrtSmtqw5M83U7DI266lIZvquv0oW2r1shc7CJfTOeprnV8oUaEILpFuJslKrCjp1mbbroXlTu+SUcMdzdvSbj1wsJDFWu+3FNJw5vevCkFRvSFVhezgbZjHrN9WZuRd3B+LdsFTXzrEO2Fn0Q7wjJSkz0Lk0rK2crU3zepoDoOqwTX1qYxsa2fhhW29U2+xG2zpgR3qLa67Cud4sAD/Zfva2sUVcb/fSAEUtSkf/PWo+VJt7Kpfbq1vgEpFX59vNaHuKW+rSO9ogAAIgwTdv9H2tbvdbmc3rkHSJ7XGSl3xPXh62yRPDb5WvMn3CzqkP4Tc/+W38gCxveSrL4laR+1C8DJFyDG2ec1U6EDQ996FfFYLz/A2d6Kw0akKf3sCpc/NmAIdr1amp9WkKBp2k7izXxX7WrhVO4CMfO0k6nvZVqu+obPcm3H+JSP+dfdxyx8ja8Z5JRD7wn3sHvE8xaQELeICYgU8J0xEvybLcffETUfzjFbk2yZvE6ZVvJOUxT6HN37LxnRdJ5EG/xs+PviOiN33qVb96TdOL9Xl/vSkbv0eAxn7Zthclc2p4/4OLoX31esc9HY9rFAvUPvjH52RZhs9L5J+0+XwXyPI/5HvVo/75OqyO9HvveMxf/vpHzL4Qb1B86pve+9/3ofLFf/jrWx/9MFR/aJJbftC7//0xlD56jH9//luROfnvgP37vf4rpPjzEPZrPvsjQPchKQsYGmaJvvUrCAFMPeBbwAvyNJqqvfzTP/pTnRCaGpQIO4AauAvMMxJBiMExIwMkiAD0QNTBphIkoNqzp1LzJBPsoW5JCKhawQiUv6jiPrtxJgrsiOlCqiF8wX3DQR3qqoT4KscJvx9cDyL8wJ2AHfAxgAdAAAEQgAZwFoZQAAHonC1EgL0wgCULHnXKQv8yXKzMsArgQYB3ewoBuCsyLIAkpJbzW8LzUauEQEHwicIDvIHlwsO56YwrJA0FEQAHoIAFeICgA8MulI2uEIDfGY4H6IuEUIAtZEQIEACsOIjf0Q17y8SDcIAuDC1KBKQq20MZSqeKgQzHYcFyocK6MYACwMVc3AtcNA7SOIBKLBbECUMBYA4D4EL9WLKEkIAkUYoCEMMZUUYmM8Uu9K3gCUJcakUK4sCBAJE+3Ik/5JhZlIxrxJkkM0clYb7aEAAJoBRhzEQx2cI5I8aq6IskIwAEkICsGZUBWAA6nMYcUZAGSKQZs7ANW7ALyxPCyi+ETLD8IsiDNEgMc0j6kjD/iqQwhrQVjByUiYywi4zISPnIhoQwXatI+wrJSvkwTdkUDQARl3Ax3pOJWbmSbZwKUjFJjqwwiKyxGcSYcOEYT+xCB5ijMBQuJCEIZAEAZ+TCpeRCBGixtnCOpTyAaVQ6JCHHbGQnHZwYozCj/5PA7alFIfRJ9aAJA3AtLoSsSCxKYimvpOSPA4DLuFSAg2gbCoDLU7zDOaxKpywdrHwhcFRBARJHgdi+67lFh+jFsQSTBqAyMCNKzDDKgTjFuTTGB6CVg9CtfEQIvKRKheBLPPNLF8pAUOtKHxREicmeczTHdHxJ4ZjHjUmKxxyIyLwROhQIxgQkpZiVAVhHvNjC/7ycTLmgTa2xwNC0H197QIfYxrCMHfAhjX4cRUyMtIUgSoKgTb0kki0cjtmKw53AxAfwnLEQgL2girlEiOE0Tl4bTPK7Sroxo6RYw6ZMS7W0TrfozJVJi0+EAOYYgKv4xM4ZT/Lyx/OsnPFJTykazMJMwAONokAkCNR8Pj1k0AFyUCCMIZqbn0GaUDQyzYFgTxjSLaZkyi/UpA09InFU0BeKyxWFSwk9JBNVovyDUBilUfvxSvkrmvYMvOKs0QGaxQ9tvx7NoRt1jxRtPh4V0gGSvhlN0ialHhbMUfRTQCdVHhbEAOasPyp1oerYPQ3A0s5zUS3NHg+ImOT8vjAVU//DdL37m9I0TR7NY1M33dI1ldM6VZ3Suz8ktdPswdP3a9M9BdT50NNAnZ73ItRDbafMuAnP+NLHG1RERR4IeQk/K0TE+1NItZtJFQhC1FG4Q1NMvcGp0NQb2IBGBdVTPYzGG1UExL1LRdWaWZtVRQrkc9VXXZhYVQhCtNVdlQ9VVYhS7VS2+1ReNVBRFZtgTbtaJVaFWdUJRL5HXVbizIxmXa5otdaVaEAzvT1jVYgAfNZrTZ3R1FaDAYBmXRbq0cVcJAgCUIADKIADUABoZQgK4ML6OUUJoU4t5MIGmDbQBFe7AUxyaSlzNQjsKYB4zVDfUgADiB93VcBlFEOHQID/31yIe4UAz2FM9dKaYf3X7dDKQeTKcJxWhsgAZD2Yg6UIdz0JY3StAv3FAsBHhXBGJJPHJunYVWrCnXhC2PHVhfDW60HZiVCAvAw72IyPdjlFAqBX85wRTEwNoNhCApga3KQbZb1ZxfBGdZGRQylX8ELXXDwACxqAW2Ta/Su1qYlZ3rTM+OBNCAAAY3QAhAhDgZyafhSuuLlaunnFnbisdMFVhiiR5EGIA5CfuJjK0nBXXlQoAkjXdO2dy3xZIWtMhOhH21jGpaFXt9XHX7RZneHYvP0Lmpy+rAVH5+PWhUgP5UGcW1zFBIGfuAAo1UyydJTcpflFCiAN2qTXw+3H/7jVxzDUWEbRyBhbyJMsk66RMYvcyeTtyOUtXpwc3pscyYeUyOlV3oKEXuMl3pGMXpJk3pys3p/xsJXsvZwdAFBJzrsACVIxV+ktSe99XuxdiqAFw8MVwHSBnfQygP01gLGIzb7g37hY28xNF86tWtDVmo/lwSJq30UtH7h0iAEoAKktWlaFnd1YyubgwtykkgxmSlKZ23Sx2wNGYJ0J2D5b15FliL1RXauqjQliXAiZEcZtXLCNqvpM18wdiLFI11PE3QihYIXArRI2JXGVRRVWCL9ZntUtgNalzgKoEFqR3SW5YSJ5R2JiTIFwxh/GDP9Nyi60SbNIw74kYp1Bzv8QklSGKD7DDNv4GVphkeD9JQADcNeyJTb8xQxPnMuN4cwlU42kwMRVPEXtwth1NNntsNoynhBzvZjrYdfEDdulg8t3jdcQDAtEFBMu1Me3fQvdQrekcEa3JRJ97cIfrht5VeRr6VmFYOFUdmWLWGWHOWSuS+RXno6/JYg1RiEb1KFatmXTwOWBaOQTOttZxp7P/WXtiOXkcqGzxb5kfpxlRuHg82VoNo1VJT9ateZTRmLCrNRt7thlZlLbQ2Vw3o40HkdtNue6GVUXNOaqK+d1JqVuLtl3lmdMjeXDseepq+Z7Zoq1AZwEEGhTtVR/9tczNeiNvT9kTmjFYOix6+f/ho47P5VofKroi36+eMZoxdBovIvoje6IElgIEPgx9OtokF4KBlDplWYAADhplLZTll7pfU5WmKYRFpBpleZkirbpDMlpnf5ok3vonhaJAfjplh5qrktqou4IGjjqUYlTpp4QEHjqoC45q5bqiJiBqs7qq5WBp+a/l+5qj7CBpxbrmh5r7RgBrn6/s05rjYgBs96I6mCAG4ABMn7rs0IBsN6IEGAAGXCBG2AAFZgbt3YhrM5rhcDpn95piAgBhigBBhBpkmQ7xE7sgTjqlqakx2aIF1CIuga8pb7siDDqp2Ykzl6IFiAIFxhsaVWTypEKr6BshijQh6ic2p7tnRHt/9F+CKc2bYlAbYIA7YGgapJuPTBxC9dY19y4NWubiLvVjYYAroUIutpGm91OVd42Dapm6ytZkseeXcFWCKqebJ1hDkhcCMMuNEOZWIWAxLvFW+1OjMju7vHO7NYeboEobteul0AxR9ymyPhaEoyLk+oYLC5Bb+HVXvf93u7tkwZfcPjl3ginXpDM3gu33uaV3/etcJHk8OvVyQwHXwsXcQcHcV7ZarAuExUAgRYn6RZo8RIw7htQbTNh7Rnv8Iw8yaWQim0DcJK4E/UWVPlODBjIbJcG7obwbOEu7NxeCvhGE0gU8l4lcsRQgSPfbMiWbPeFpR2OsJWAb4Egnyk/5/8qR4wj76ngJgi/BmzBJmzXTvD44jzn5hJryS0zt6Ijnwg17xIGCIG7bnLk5grhusdBT4uTOIu7ZW4pI3NlxnPDeIH6dp+b6c/KqXS6uLiSAAliqQ4eavTssOzR9mvGDnVew+5Hp/Hffr9Tf3QTUPUhxdD46aFST+wUkPQk+nTUofW8Zm1Sf2ZUlyb6zmmaHrtcx3MjZ2xjV7ldf+sr9/W2BnbCkOtoR1S+5mlqb4pIH3ZmvzJuT+tRl+nGRmhsb4oWyOkQgOpVJ/dUJXax83bedmIpXXfDCON5x9R6Rz9WX/d4/753H21+vz5lt/eBR1SpDWuCJ6EI+Al1RnimoKL/dlc5fSf3Vn7QhndTw1thhrf4lcD4hQhc2/P3y6Z4P9t4MV2BhnBg3JN4bO94hUh5kC95lmh5b/nWmIccm99T8mnfAcR5jPAOB3SImR+IXVIggX/RnseImfqQhqCiDaCgML8IqL8go0/ryPj4N2oIhV+gOL+IH0f6I1qVhRB6gRDE/JFXr7+5r6eIrhqIlRr5Gxj7Gyj72Gmy/fAI4LCgTXtDz2wIvkJ7hAn5jQ57q894hph76tmNMSF06wouoBNzggAOrXINNNmNypE3OtdttaeIsAePq7+Bkzf8tz8fHkJvA3c+Kft7h7hbBYF8bdJ88HCIvRn88BD72D8guDkL/wMI7wJnfS/viCTZfYzI8Y0scQrf1uLH8A/X8BBX/hH3cAhPfuhH/ulvfhNf/uqtfuO/fhI3kw7zfpYkVQuokJvYGy2J+4IY/u19X4xEDD0FjtQ//ofoGvg/mMC36bBX8IEIlQHaNKmIbcgHCAQ3BgocaPAgwoMEEBZMOHDADQgCEUB0aPEixowaN3Ls6PEjyJAiR5IsafIkypQqV7Js6fLkhRsxNS50GKDCy5w6P9Y0COGGAYsLHDZsePEnwp43jGYcOnQn1I5Ko1KtavUq1qxat3L9OGHChhs4HXqwGKArWocVN061WPMpQ4MImCJcq/Cg06QPEyJNCzWo38CCB/8TLmz4sMUEBsc6bDvwLOLIjpc6DCrw6VyLdofSvTEZrkWBgCOnnEz6NOrUqlezNmj3YITWOiGYTlibMuiDll3fvbFgotuEcDtTlm38OPLkypdzLeswNvPo0tOOnm79Ovbsfp0n7KD9O/iU1cOTL2/+PMYVFi2gb++e9/v48ucjZ0z/fvnX+Pfz75+VO0KK+TegceMReCCCCYoE4EEZKPggYgZCOCGFCtp30AQVarghhx162NJkGnw4IlS3kXgiiskxaNBMKbp4koQvyjjjaTFeSCOONOW4I4+DAWDRjT0KOSSRRVq14kA/GjlkjEs6+WRISN6gJJQ5NlklllkmNMD/BQl89WWGWtKon5hligkAmWa+mKaabS6Jpps4XhknnTsCMGedHOKZJ58p3tknoIEKOiihg5lYKKIKAnBoogPu2Sik/f0ZKYWMUnqpfItiuimnnXoq5qOfiprdpKP2F6qpqTJXqqr3sdkqrKu+Gqt5s9J6a2tw4hofqrv6ahirv5rXq7DFphWssckquyyzO1naLLRRaRptdsRSe+1KyGK73LPbenvStN+KOy65sVpbLroYadssAe26+y688co7L7312nvvQvjquy+//fr7L8ABCzwwwQUbfDDCCSu8MMP2HtAwxPfK2G26FSNK8YMRw2uAAAZo/HHCHHsMMskDi1wy/8oAn5wyy/yu3HLDCgigwL8vwzwvpAK4RGVrOifE86oc+Ywa0C4NLe1pR29UNGFoCmCrQTwrbTFCU6PEdGpWY43c1lWr1nVKVucEtl9iX0Q2Wk5DneRBZlPtNkloH6a1dXLD7SNUd2eb9Edyc6V2R1JTfVFuKfldWOFT1s1R4ocdPlLjLz2uVeQWTZ4VABJ4xHPlg3v+Oeihiz466aWbfjrqqavuUgEQNCCA3jcUIAHsEhRw0AASCSDBAQDI7TvwVAYf/E6tv3708AbRDjvzo8k8EPMPJJk85sRfZPz0wEcNvOY3MN8xQg4gIEADt7NEvbrD+44Q+rK7DrtHEJB/kP/M3wsgPfvWc6T99uqjZDz8NAK8nzQgIeIjn/my9zP9YWV4ANRa8BwggfE1AAIGCJ4CvPc9/O1qfBPU2wME4IACFGABcBnA6xYwOwEUAG3qE94Ld+LB8R0EfRM8AA5xWBEAyMwBOTxABl94OXAxMCE0HB/6gjfBG/zQLrRTofw6F5L2WS6G/dPfDGN3g/oV0CA9/GEG88e/pY1xSlY0SRbJ+LwuKk8AUHRj9oB2xqsML40L5J4DKFDC8SkAeF/MYRh3VZMQamQBMxPKIX80QbKVsYbrq8ogkTc95XVmfSy84/YwN8mLLAQAhHSI9pZokQJcciDyW1vgNpm+sz3SjEr/imRHECA+Nm6xlGdTpQDL2EiUwFKAS5nlQUiZwFO6kmdj3CXSzNjL9ClpAPdTkswSqKxPYkQAfTEiLQ8ggAPkkpVDNAk1HUlJUPLQlpns31ZaebZwOlKRxLkB7XQjAArsjJFbU2cj2XkR8S2FltHc3+9+hE91skSfFhEfABBAy3gahGMUWN9A2/k3Khl0gQbZHTTNmayKenGeDoAdAk5oTYXAkZntm+NODNrK5cGONq4MI+zK50qJaoWgoJQeA5X4PZdetHsXvaZKbHrHnMoRaByVJzcVSr/vyZSVZBSoMf23kqM2dJsJpeXuqgYBiEY1fxM1CEeHN4ABGEB+D/Vd//1iKs1fUZWUcynAAUKIFI7lZqQmTSJKc6JSKjlgATg0pAAIADwDPKAAClihAxopVKostoYhxKvv+vpX2NXEmUBFgE+zZU+pKtaoemsA/pTa0MIelnYOcGo3zdhOKoLzszgV7Q0syxAJKKmVnf3qQCo6PAJ8bwHBI6xhEeupAZiwuMY14WuoSgHKAi+EgqVr1ThYRdsuFpkbIe5xjzuA4T22qBbh2AP057sQXtC7hhOi9bCb3eIm12fWdSV4H2JXudDyrkL06ubQtF7jtlcjy60JbF9I3ttmhH+NnelF1Lvf9qJ3ff+dEmxlexCF1haG5j0v8BS83u1S1GzDU0BpT/9LU/J2irf2s99UlItR4N2uhUGpK1AxiU5yDtHEJ/aZYIOH0wsnpLtRpStBDwySBvPPxhpEMUKo2VjtfVLCcsmsfVEqZFAa+cYphhtv6UkQNr7wxQT25jmnixEb3ziwSS7mC7OcpAjPF8I+pS6PiQi8tqC4lVRVJWhpCl1hUVWb15QZPZ3smZKCecYyTikE9/m0gTozsVH9JhE3ouTqru+jFclq22J8tckZOM5UfQAC3qVQAqSp0VUsMHrFnJJPh9pdo750ZgFgTSsGGdKRzq3e+GfInvDP1HzGMqYHIswtH0Sb3GQmTQ+tk71ehHa6LKdvH51OtE0azAyF59EcWs//IcMw2bjOyPFOLN2lNk7IDVY1SqgabvjBDn/XBsoNzkq9gdraJHbO9SM/Ohr+yUyKqdLnAJRCu9HQriKGDOQiLWpoA4sxKgAX7AJltuO1+G7gx6x3SWxK0E9qL+BFLScHh21KM7dE4/eEs6G/XZeeKOCHB5jLAQDzmoGfGr9onnfDVz21gHvR5TAHjMgjElhao3zaYNVZK3n+kF7TcOmPpPmuFEABCrxu6sM85EA4FtIVnnB8KgxhCy9uYciyliVSp/o89WhG+fURAAdowAhbJ4BQm1ECD9Aj2k973waeUXtnr7oe18d237097vKjexvf6O++9f2Rqb7iGP+e9qsH/5IhC717AfI+VPFSerVFHInkre4TrMeRwlTSnOLF6fkpSw6D8QZ8C0fedgqEVHa/YSH3MK95X8nPfg1hu0JCuLu15s6DveP8o59ddpb0/nsC8d1P2k6A95HPARSnwAfvd+yb17TxP2o+9BCgpMEvivpwf80ADthUzUoVwXuHPM+az7zfk97yB8H++LRPY8jWPI7vBYn8gdToVV7wmJ5rqN9a1drnVcXw/ITvjd/M+E5ZHQ8CWFDw4F+7bd/qbCAHdqAHfiAIhqAIjiAJlqAJniAKpqAKriALtqALviAMxqAMziAN1qANqo6mlcQ7oRJKjEZtoF9d9EbWGQTG3KARTv+HRAiFXDRGaOjFT/DgSvwgULTLQPRERbSLAcRIER4hFyZH8YHEq/yGcMQWVkDEFl6XZ3ShGl5HDiZhRuQgRARFX0jIUEAhSpihSCzErODhGvbhd7hhcDBhbNEFXdRhGaYhR7TFWkgIH/qhI3rhWI2VKb0TYEzGRJiIIWrGSzTiRVyJx8QIJz6iKKaGhCwEIA4EaCxeIZFhgkWiK0oiSYSiWigdQowGIyLiKOYicpwiShROJprEqwDhGa5FKMqiLh7jYEQOL75TR/giK55EvWwJLrLFMxLjNJLhGSKjNmbFKb5G4hBAQTAjXjyjNLqEMXISGQaFNU7FOW6jO2bFO52KYika0VpgIjluySu6YkkUI0dATTu+I0BGBUQ0Di8+Y1v8hMwRxRjaYUkQQBZmXUKOxydWYUNRJLwR4UMCxbkEJEdG4STGBUL0ReMsokP8IlfEIRHqhW6kZEe2JGIUJE8ghBjK5D26pE2SiETAYhPG0paY5E3+pIfkIEnsIFAWpYfUxEZqBEMaR0AAACH5BAEAADcALAAAMgDwAkICh/7+/v4AUQCL+gEBAeno6NbW1piYmMvLy6ampv5olxcXF7i4uHl5eScnJ0dHR1hYWGdnZ4eHhzc3NxOT+tDp/YzJ+q3Z/Cuc9kio9mm4+P96pFey+/+Zuf66z/6pxP5YjXzD+/5LhDij+Z3S/P4SXf/Z5f6Irv46eP4nbP7H2P4aY73g/f9Cfmqu5Pqjvt/w/v/Q34u43LPF1M/d6ON3md+Got68xgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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