{
 "cells": [
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   "cell_type": "code",
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   "id": "3ffdae35",
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   "source": [
    "SUBMIT_TO_COMPETITION = False #Don't forget to turn on the GPU for submissions\n",
    "FIT_ON_PREPROCESSED = True #Has no effect if submitting\n",
    "MODELS_PATH = '/kaggle/input/ariel25_exp_86/scikitlearn/default/1/Exp_86'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "16fd92ed",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2025-09-25T09:59:58.830418Z"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "49b43cef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T09:59:58.898627Z",
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     "status": "completed"
    },
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing /kaggle/input/batman-package-for-python-3-10/batman_package-2.5.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl\r\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from batman-package==2.5.3) (1.26.4)\r\n",
      "Installing collected packages: batman-package\r\n",
      "Successfully installed batman-package-2.5.3\r\n"
     ]
    }
   ],
   "source": [
    "#!pip install /kaggle/input/batman-package-for-python-3-11/batman_package-2.5.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl    #For 2025 kaggle env\n",
    "!pip install /kaggle/input/batman-package-for-python-3-10/batman_package-2.5.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl  #For 2024 kaggle env\n",
    "import batman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c0888eaf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:43.669782Z",
     "iopub.status.busy": "2025-09-25T10:00:43.669415Z",
     "iopub.status.idle": "2025-09-25T10:00:52.843980Z",
     "shell.execute_reply": "2025-09-25T10:00:52.843019Z"
    },
    "papermill": {
     "duration": 9.210476,
     "end_time": "2025-09-25T10:00:52.846573",
     "exception": false,
     "start_time": "2025-09-25T10:00:43.636097",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "import itertools\n",
    "import random\n",
    "from tqdm import tqdm\n",
    "import multiprocessing as mp\n",
    "from joblib import Parallel, delayed\n",
    "from astropy.stats import sigma_clip\n",
    "from scipy.interpolate import interp1d\n",
    "from scipy.signal import savgol_filter\n",
    "from scipy.signal import medfilt\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "from scipy.optimize import curve_fit\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import scipy.stats\n",
    "import joblib\n",
    "from numpy.polynomial.polynomial import Polynomial\n",
    "import matplotlib.pyplot as plt\n",
    "import lightgbm as lgb\n",
    "from pathlib import Path\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.feature_selection import mutual_info_regression\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "10f39d8e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:52.913313Z",
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     "shell.execute_reply": "2025-09-25T10:00:52.925542Z"
    },
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     "duration": 0.049738,
     "end_time": "2025-09-25T10:00:52.928620",
     "exception": false,
     "start_time": "2025-09-25T10:00:52.878882",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if SUBMIT_TO_COMPETITION:\n",
    "    FIT_ON_PREPROCESSED = False\n",
    "    GET_METRICS = False\n",
    "    TRAIN_NEW_MODELS = False\n",
    "else:\n",
    "    GET_METRICS = True\n",
    "    TRAIN_NEW_MODELS = True\n",
    "\n",
    "FIT_PCA = False\n",
    "ERROR_PCA = True\n",
    "FOLDS = 10\n",
    "INNER_FOLDS = 5\n",
    "EARLY_STOPPING = False\n",
    "ROOT = \"/kaggle\"\n",
    "MASK_HOT_PIXELS = False\n",
    "SIGNAL_VERSION = 'signal_v5'\n",
    "MIX_SPLITS = False  # Throw 75% of the val split from inner folds back into the fit training split data.  At risk of data leakage between fitting and error models.\n",
    "\n",
    "if MASK_HOT_PIXELS:\n",
    "    SIGNAL_PATH = '/kaggle/input/ariel-updated-signal/signal_v4.npy' if FIT_ON_PREPROCESSED else None\n",
    "else:\n",
    "    SIGNAL_PATH = '/kaggle/input/ariel25-signal-v5/signal_v5.npy' if FIT_ON_PREPROCESSED else None\n",
    "\n",
    "FIT_FEATURES = (['polypoints_std', 'polypoints_range', 'transit_fit_a', 'bat_correction']\n",
    "                + ['Rs', 'Ms', 'Ts', 'Mp', 'P', 'sma', 'cos_i', 'm_ratio'] \n",
    "                + ['half_delta', 'asymmetry', 'transit_half_delta_height']\n",
    "                + [\"transit_residual_std\", \"rel_noise\", \"aspect\", 'mean_first_diff', 'mean_second_diff']\n",
    "                + ['a', 'b', 'c',  'impact', 'fgs_diff',  'darkening_correction']  #'x_centre'\n",
    "                + [\"main_wl_bin\", \"main_mean_diff\", \"local_diff_2\", \"local_diff_4\", \"local_diff_6\"]\n",
    "                + [\"local_diff_8\", \"transit_delta\",  \"transit_delta_width\", 'transit_ratio', 'max_slope']\n",
    "                )\n",
    "\n",
    "LGBM_LOCAL_ERROR_FEATURES =  ([\"main_mean_diff\", \"local_diff_2\", \"local_diff_4\", \"main_wl_bin\"]\n",
    "                              + [\"local_diff_6\", \"local_diff_8\"])\n",
    "\n",
    "ERROR_FEATURES = (['polypoints_range', 'polypoints_std',  'mean_first_diff', 'bat_correction']\n",
    "                   + ['mean_second_diff', 'asymmetry']\n",
    "                   +['max_slope', 'c', 'x_centre',  \"aspect\", 'transit_width', 'rel_noise']\n",
    "                 )\n",
    "\n",
    "LGBM_FIT_PARAMETERS = {\n",
    "                        'num_leaves':12, #got slight drop in score with 14\n",
    "                        'min_child_samples':15,  #current best score 0.494 was with 15\n",
    "                        #'colsample_bytree': 0.9,\n",
    "                        #'reg_alpha': 0.001,\n",
    "                        #'reg_lambda': 0.01,\n",
    "                        'objective': 'regression_l2',\n",
    "                        'learning_rate': 0.01,\n",
    "                        'max_depth': 6,\n",
    "                        'n_estimators': 4000,  #Using early stopping: 8000\n",
    "                        #'tree_learner': 'serial',\n",
    "                        'verbose' : -1\n",
    "                      }\n",
    "\n",
    "LGBM_ERROR_PARAMETERS = {\n",
    "                        'num_leaves': 5,  #was 5   score drops for 4 and 6\n",
    "                        'min_child_samples':10,\n",
    "                        #\"colsample_bytree\": 0.9,\n",
    "                        #'reg_alpha': 0.01,\n",
    "                        #'reg_lambda': 0.1,\n",
    "                        'objective': 'regression_l2',\n",
    "                        'learning_rate': 0.01,\n",
    "                        'max_depth': 4,    #6\n",
    "                        'n_estimators': 800, #8000,  #Using early stopping\n",
    "                        #'tree_learner': 'serial',\n",
    "                        'verbose' : -1\n",
    "                        }\n",
    "\n",
    "EXCLUDE_PLANETS = [1843015807]  #exclude from model building and evaluation ids\n",
    "USE_INTERPOLATED_FIT_THRESHOLD = 0.001 #above this all wavelengths use the fitted value\n",
    "PCA_FEATURES = 6\n",
    "PCA_ERROR_FEATURES = 4\n",
    "NO_BREAKPOINTS_ERROR_FACTOR = 2 #Multiplies the error prediction by this if no breakpoints found (only four examples of this in data)\n",
    "WL_BINS = 12 #12 current best  16 #18 #20 #24 \n",
    "BINNING_KERNEL = 25 #41 #19 #25 #19 #15   Want binning_kernel x WL_bins to be >= 283\n",
    "CONV_KERNEL_LIMITS = {'min':21, 'max': 21} #current best 21, 21  Min/Max concept is flawed.  change to 19 or 25 doesn't make any difference.\n",
    "#It would only make sense if the samples were differeing in wavelength-frequency\n",
    "WL_BUFFER = 5  #Number of wavelengths between last model prediction and the end\n",
    "MODEL_FOLD_VAR_ENSEMBLE_WEIGHTS = 0.5  #between 0 and 1.  Weights the relative importance of modelled variance vs the fold variance\n",
    "#6.  0.486 weight 0.5,  EF 1.2    applying over 0.0005  ERROR_OFFSET 0.00003  \n",
    "#5.  0.481 weight 0.25, EF 1      applying over 0.0005\n",
    "#4.  0.491 weight 0.25, EF 1.25   applying over 0.0005\n",
    "#3.  0.491 weight 1.0   EF 1.25   all\n",
    "#2.  0.44  weight 0.5   EF 1.25   all\n",
    "#1.  0.41  weight 0.25  EF 1.25   all\n",
    "\n",
    "#current theory,  model is more accurate < 0.0005.  Above that we want a higher blend of fold var.  \n",
    "#however there are no actual samples in the public test set > 0.0005 anyway, but there could be in the hidden data\n",
    "\n",
    "ERROR_FACTOR = 1.25 #Allows for slightly worse performance on compeition data?\n",
    "ERROR_OFFSET = 0\n",
    "AIRS_MIN_SIGMA, AIRS_MAX_SIGMA = 0.0001, 0.1  #Public notebooks are using 0008 & 0009\n",
    "WEIGHTED_ENSEMBLE_THRESHOLD = 0.0007  #Above this we include error estimated from fold variance\n",
    "AIRS_MAX_SHIFT = 0.05  #So high it's just to prevent infinty or other crazyness\n",
    "FGS_MAX_SHIFT = 0.05\n",
    "SCALE = 1  #Fudge factor\n",
    "\n",
    "TRANSITION_BUFFER = 15\n",
    "MAX_LEFT_EDGE = 20   \n",
    "MAX_RIGHT_EDGE = 40\n",
    "TOP_POINTS = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a8bba293",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:53.057145Z",
     "iopub.status.busy": "2025-09-25T10:00:53.056794Z",
     "iopub.status.idle": "2025-09-25T10:00:53.062254Z",
     "shell.execute_reply": "2025-09-25T10:00:53.061194Z"
    },
    "papermill": {
     "duration": 0.040725,
     "end_time": "2025-09-25T10:00:53.064358",
     "exception": false,
     "start_time": "2025-09-25T10:00:53.023633",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "TIME_BINS = 15  #15  was used up until version 97\n",
    "sensor_sizes_dict = {\n",
    "    \"AIRS-CH0\": [[11250, 32, 356], [32, 356]],\n",
    "    \"FGS1\": [[135000, 32, 32], [32, 32]],\n",
    "    \"cl\": 8,\n",
    "    \"cr\": 24\n",
    "    }  # input, mask\n",
    "\n",
    "# 16 center pixels, rest is just noise\n",
    "cl = 8\n",
    "cr = 24"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30d5f01e",
   "metadata": {
    "papermill": {
     "duration": 0.031021,
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Filepaths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2863196b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:53.192989Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "class Paths():\n",
    "    def __init__(self,\n",
    "                 root,\n",
    "                 train_models,\n",
    "                 saved_models_path=None,\n",
    "                 new_signal_name=None,\n",
    "                 saved_signal_path=None,\n",
    "                 ):\n",
    "        _root = Path(root)\n",
    "        self.working = _root / 'working'\n",
    "        self.data = _root / 'input/ariel-data-challenge-2025'\n",
    "        self.test_dir = self.data / 'test'\n",
    "        self.train_dir = self.data / 'train'\n",
    "        self.wavelengths = self.data / 'wavelengths.csv'\n",
    "        self.train_csv = self.data / 'train.csv'\n",
    "        \n",
    "        if train_models:\n",
    "            self.pred_models = self.working / 'prediction_models'\n",
    "            self.error_models = self.working / 'uncertainty_models'\n",
    "            self.fit_pipeline = self.working / 'fit_pipeline.pkl'\n",
    "            self.error_pipeline = self.working / 'error_pipeline.pkl'\n",
    "            self.pred_models.mkdir(exist_ok=True)\n",
    "            self.error_models.mkdir(exist_ok=True)\n",
    "            self.star_info = self.data / 'train_star_info.csv' \n",
    "            self.signal_folder = self.train_dir \n",
    "        else:\n",
    "            _models_dir = Path(saved_models_path)\n",
    "            print(f'Using models from {saved_models_path}')\n",
    "            self.pred_models = _models_dir / 'prediction_models'\n",
    "            self.error_models = _models_dir / 'uncertainty_models'\n",
    "            self.fit_pipeline = _models_dir / 'fit_pipeline.pkl'\n",
    "            self.error_pipeline = _models_dir / 'error_pipeline.pkl'\n",
    "            self.star_info = self.data / 'test_star_info.csv' \n",
    "            self.signal_folder = self.test_dir\n",
    "\n",
    "        if saved_signal_path is not None:\n",
    "            self.signal_path = saved_signal_path\n",
    "        else:\n",
    "            self.signal_path = self.working / f'{new_signal_name}.npy'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e99c9036",
   "metadata": {
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     "duration": 0.031055,
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     "start_time": "2025-09-25T10:00:53.235450",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Main Processing Classes\n",
    "### Preprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f7edd3c2",
   "metadata": {
    "execution": {
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   "source": [
    "class PreProcessor():\n",
    "    def __init__(self,\n",
    "                 signal_version: str,\n",
    "                 time_bins: int,\n",
    "                 sensor_sizes: dict,\n",
    "                 signal_source_dir,\n",
    "                 mask_hot=True,\n",
    "                 ):\n",
    "\n",
    "        self.signal_version = signal_version\n",
    "        self.time_bins = time_bins\n",
    "        self.sensor_sizes = sensor_sizes\n",
    "        self.raw_signal_dir = signal_source_dir\n",
    "        self.mask_hot = mask_hot\n",
    "\n",
    "    \n",
    "    def get_gain_offset(self):\n",
    "        \"\"\"\n",
    "        Get the gain and offset for a given planet and sensor\n",
    "    \n",
    "        Unlike last year's challenge, all planets use the same adc_info.\n",
    "        We can just hard code it.\n",
    "        \"\"\"\n",
    "        gain = 0.4369\n",
    "        offset = -1000.0\n",
    "        return gain, offset\n",
    "    \n",
    "    \n",
    "    def read_data(self, planet_id, sensor, folder):\n",
    "        \"\"\"\n",
    "        Read the data for a given planet and sensor\n",
    "        \"\"\"\n",
    "        # get all noise correction frames and signal\n",
    "        signal = pd.read_parquet(\n",
    "            folder / f\"{planet_id}/{sensor}_signal_0.parquet\",\n",
    "            engine=\"pyarrow\",\n",
    "        )\n",
    "        dark_frame = pd.read_parquet(\n",
    "            folder / f\"{planet_id}/{sensor}_calibration_0/dark.parquet\",\n",
    "            engine=\"pyarrow\",\n",
    "        )\n",
    "        dead_frame = pd.read_parquet(\n",
    "             folder / f\"{planet_id}/{sensor}_calibration_0/dead.parquet\",\n",
    "            engine=\"pyarrow\",\n",
    "        )\n",
    "        linear_corr_frame = pd.read_parquet(\n",
    "             folder / f\"{planet_id}/{sensor}_calibration_0/linear_corr.parquet\",\n",
    "            engine=\"pyarrow\",\n",
    "        )\n",
    "        flat_frame = pd.read_parquet(\n",
    "            folder / f\"{planet_id}/{sensor}_calibration_0/flat.parquet\",\n",
    "            engine=\"pyarrow\",\n",
    "        )\n",
    "\n",
    "        signal = signal.values.astype(np.float64).reshape(self.sensor_sizes[sensor][0])[\n",
    "            :, cl:cr, :\n",
    "        ]\n",
    "        dark_frame = dark_frame.values.astype(np.float64).reshape(\n",
    "            self.sensor_sizes[sensor][1]\n",
    "        )[cl:cr, :]\n",
    "        dead_frame = dead_frame.values.reshape(self.sensor_sizes[sensor][1])[cl:cr, :]\n",
    "        flat_frame = flat_frame.values.astype(np.float64).reshape(\n",
    "            self.sensor_sizes[sensor][1]\n",
    "        )[cl:cr, :]\n",
    "        linear_corr = linear_corr_frame.values.astype(np.float64).reshape(\n",
    "            [6] + self.sensor_sizes[sensor][1]\n",
    "        )[:, self.sensor_sizes['cl']:self.sensor_sizes['cr'], :]\n",
    "    \n",
    "        return (\n",
    "            signal,\n",
    "            dark_frame,\n",
    "            dead_frame,\n",
    "            linear_corr,\n",
    "            flat_frame,\n",
    "        )\n",
    "    \n",
    "    \n",
    "    def ADC_convert(self, signal, gain, offset):\n",
    "        \"\"\"\n",
    "        Step 1: Analog-to-Digital Conversion (ADC) correction\n",
    "    \n",
    "        The Analog-to-Digital Conversion (adc) is performed by the detector to convert the\n",
    "        pixel voltage into an integer number. We revert this operation by using the gain\n",
    "        and offset for the calibration files 'train_adc_info.csv'.\n",
    "        \"\"\"\n",
    "    \n",
    "        return signal / gain + offset\n",
    "    \n",
    "    \n",
    "    def mask_hot_dead(self, signal, dead, dark):\n",
    "        \"\"\"\n",
    "        Step 2: Mask hot/dead pixel\n",
    "    \n",
    "        The dead pixels map is a map of the pixels that do not respond to light and, thus,\n",
    "        can't be accounted for any calculation. In all these frames the dead pixels are\n",
    "        masked using python masked arrays. The bad pixels are thus masked but left\n",
    "        uncorrected. Some methods can be used to correct bad-pixels but this task,\n",
    "        if needed, is left to the participants.\n",
    "        \"\"\"\n",
    "    \n",
    "        hot = sigma_clip(dark, sigma=5, maxiters=5).mask\n",
    "        hot = np.tile(hot, (signal.shape[0], 1, 1))\n",
    "        dead = np.tile(dead, (signal.shape[0], 1, 1))\n",
    "    \n",
    "        # Set values to np.nan where dead or hot pixels are found\n",
    "        signal[dead] = np.nan\n",
    "        if self.mask_hot:\n",
    "            signal[hot] = np.nan\n",
    "        return signal\n",
    "    \n",
    "    \n",
    "    def apply_linear_corr(self, c, signal):\n",
    "        \"\"\"\n",
    "        Step 3: linearity Correction\n",
    "    \n",
    "        The non-linearity of the pixels' response can be explained as capacitive leakage\n",
    "        on the readout electronics of each pixel during the integration time. The number\n",
    "        of electrons in the well is proportional to the number of photons that hit the\n",
    "        pixel, with a quantum efficiency coefficient. However, the response of the pixel\n",
    "        is not linear with the number of electrons in the well. This effect can be\n",
    "        described by a polynomial function of the number of electrons actually in the well.\n",
    "        The data is provided with calibration files linear_corr.parquet that are the\n",
    "        coefficients of the inverse polynomial function and can be used to correct this\n",
    "        non-linearity effect.\n",
    "        Using horner's method to evaluate the polynomial\n",
    "        \"\"\"\n",
    "        assert c.shape[0] == 6  # Ensure the polynomial is of degree 5\n",
    "    \n",
    "        return (\n",
    "            (((c[5] * signal + c[4]) * signal + c[3]) * signal + c[2]) * signal + c[1]\n",
    "        ) * signal + c[0]\n",
    "    \n",
    "    \n",
    "    def clean_dark(self, signal, dark, dt):\n",
    "        \"\"\"\n",
    "        Step 4: dark current subtraction\n",
    "    \n",
    "        The data provided include calibration for dark current estimation, which can be\n",
    "        used to pre-process the observations. Dark current represents a constant signal\n",
    "        that accumulates in each pixel during the integration time, independent of the\n",
    "        incoming light. To obtain the corrected image, the following conventional approach\n",
    "        is applied: The data provided include calibration files such as dark frames or\n",
    "        dead pixels' maps. They can be used to pre-process the observations. The dark frame\n",
    "        is a map of the detector response to a very short exposure time, to correct for the\n",
    "        dark current of the detector.\n",
    "    \n",
    "        image - (dark * dt)\n",
    "    \n",
    "        The corrected image is conventionally obtained via the following: where the dark\n",
    "        current map is first corrected for the dead pixel.\n",
    "        \"\"\"\n",
    "    \n",
    "        dark = torch.tile(dark, (signal.shape[0], 1, 1))\n",
    "        signal -= dark * dt[:, None, None]\n",
    "        return signal\n",
    "    \n",
    "    \n",
    "    def get_cds(self, signal):\n",
    "        \"\"\"\n",
    "        Step 5: Get Correlated Double Sampling (CDS)\n",
    "    \n",
    "        The science frames are alternating between the start of the exposure and the end of\n",
    "        the exposure. The lecture scheme is a ramp with a double sampling, called\n",
    "        Correlated Double Sampling (CDS), the detector is read twice, once at the start\n",
    "        of the exposure and once at the end of the exposure. The final CDS is the\n",
    "        difference (End of exposure) - (Start of exposure).\n",
    "        \"\"\"\n",
    "    \n",
    "        return torch.subtract(signal[1::2, :, :], signal[::2, :, :])\n",
    "    \n",
    "    \n",
    "    def bin_obs(self, signal, binning):\n",
    "        \"\"\"\n",
    "        Step 5.1: Bin Observations\n",
    "    \n",
    "        The data provided are binned in the time dimension. The binning is performed by\n",
    "        summing the signal over the time dimension.\n",
    "        \"\"\"\n",
    "    \n",
    "        # Pad if signal.shape[0] is not divisible by binning\n",
    "        remainder = signal.shape[0] % binning\n",
    "        if remainder != 0:\n",
    "            pad_len = binning - remainder\n",
    "            pad = signal[-1:].repeat(pad_len, 1, 1)\n",
    "            signal = torch.cat([signal, pad], dim=0)\n",
    "    \n",
    "        # Allocate output tensor on the same device as input\n",
    "        device = signal.device\n",
    "        cds_binned = torch.zeros(\n",
    "            (\n",
    "                signal.shape[0] // binning,\n",
    "                signal.shape[1],\n",
    "                signal.shape[2],\n",
    "            ),\n",
    "            device=device,\n",
    "        )\n",
    "    \n",
    "        for i in range(signal.shape[0] // binning):\n",
    "            cds_binned[i, :, :] = torch.sum(\n",
    "                signal[i * binning : (i + 1) * binning, :, :], axis=0\n",
    "            )\n",
    "    \n",
    "        return cds_binned\n",
    "\n",
    "\n",
    "    \n",
    "    def correct_flat_field(self, flat, signal):\n",
    "        \"\"\"\n",
    "        Step 6: Flat Field Correction\n",
    "    \n",
    "        The flat field is a map of the detector response to uniform illumination, to\n",
    "        correct for the pixel-to-pixel variations of the detector, for example the\n",
    "        different quantum efficiencies of each pixel.\n",
    "        \"\"\"\n",
    "    \n",
    "        return signal / flat\n",
    "    \n",
    "    \n",
    "    def nan_interpolation(self, tensor):\n",
    "        # Assume tensor is of shape (batch, height, width)\n",
    "        nan_mask = torch.isnan(tensor)\n",
    "    \n",
    "        # Replace NaNs with zero temporarily\n",
    "        tensor_filled = torch.where(\n",
    "            nan_mask, torch.tensor(0.0, device=tensor.device), tensor\n",
    "        )\n",
    "    \n",
    "        # Create a binary mask (0 where NaNs were and 1 elsewhere)\n",
    "        ones = torch.ones_like(tensor, device=tensor.device)\n",
    "        weight = torch.where(nan_mask, torch.tensor(0.0, device=tensor.device), ones)\n",
    "    \n",
    "        # Perform interpolation by convolving with a kernel\n",
    "        # using bilinear interpolation\n",
    "        kernel = torch.ones(1, 1, 1, 3, device=tensor.device, dtype=tensor.dtype)\n",
    "    \n",
    "        # Apply padding to the tensor and weight to prevent boundary issues\n",
    "        tensor_padded = F.pad(\n",
    "            tensor_filled.unsqueeze(1), (1, 1, 0, 0), mode=\"replicate\"\n",
    "        ).squeeze(1)\n",
    "        weight_padded = F.pad(weight.unsqueeze(1), (1, 1, 0, 0), mode=\"replicate\").squeeze(\n",
    "            1\n",
    "        )\n",
    "    \n",
    "        # Convolve the filled tensor and the weight mask\n",
    "        tensor_conv = F.conv2d(tensor_padded.unsqueeze(1), kernel, stride=1)\n",
    "        weight_conv = F.conv2d(weight_padded.unsqueeze(1), kernel, stride=1)\n",
    "    \n",
    "        # Compute interpolated values (normalized by weights)\n",
    "        interpolated_tensor = tensor_conv / weight_conv\n",
    "    \n",
    "        # Apply the interpolated values only to the positions of NaNs\n",
    "        result = torch.where(nan_mask, interpolated_tensor.squeeze(1), tensor)\n",
    "    \n",
    "        return result\n",
    "\n",
    "\n",
    "    def process_planet(self, planet_id, mask_hot=True):\n",
    "        \"\"\"\n",
    "        Process a single planet's data\n",
    "        \"\"\"\n",
    "    \n",
    "        axis_info = pd.read_parquet(self.raw_signal_dir.parent / \"axis_info.parquet\")\n",
    "        dt_airs = axis_info[\"AIRS-CH0-integration_time\"].dropna().values\n",
    "    \n",
    "        for sensor in [\"FGS1\", \"AIRS-CH0\"]:\n",
    "            # load all data for this planet and sensor\n",
    "            signal, dark_frame, dead_frame, linear_corr, flat_frame = self.read_data(\n",
    "                planet_id, sensor, self.raw_signal_dir\n",
    "            )\n",
    "            gain, offset = self.get_gain_offset()\n",
    "    \n",
    "            # Step 1: ADC correction\n",
    "            signal = self.ADC_convert(signal, gain, offset)\n",
    "    \n",
    "            # Step 2: Mask hot/dead pixel\n",
    "            signal = self.mask_hot_dead(signal, dead_frame, dark_frame)\n",
    "    \n",
    "            # clip at 0\n",
    "            signal = signal.clip(0)\n",
    "    \n",
    "            # Step 3: linearity Correction\n",
    "            signal = self.apply_linear_corr(\n",
    "                torch.tensor(linear_corr).to(\"cuda:0\"), torch.tensor(signal).to(\"cuda:0\")\n",
    "            )\n",
    "    \n",
    "            # Step 4: dark current subtraction\n",
    "            if sensor == \"FGS1\":\n",
    "                dt = torch.ones(len(signal), device=\"cuda:0\") * 0.1\n",
    "                dt[1::2] += 4.5\n",
    "            elif sensor == \"AIRS-CH0\":\n",
    "                dt = torch.tensor(dt_airs).to(\"cuda:0\")\n",
    "                dt[1::2] += 0.1\n",
    "    \n",
    "            signal = self.clean_dark(signal, torch.tensor(dark_frame).to(\"cuda:0\"), dt)\n",
    "    \n",
    "            # Step 5: Get Correlated Double Sampling (CDS)\n",
    "            signal = self.get_cds(signal)\n",
    "    \n",
    "            # Step 5.1: Bin Observations\n",
    "            if sensor == \"FGS1\":\n",
    "                signal = self.bin_obs(signal, binning=self.time_bins * 12)\n",
    "            elif sensor == \"AIRS-CH0\":\n",
    "                signal = self.bin_obs(signal, binning=self.time_bins)\n",
    "    \n",
    "            # Step 6: Flat Field Correction\n",
    "            signal = self.correct_flat_field(torch.tensor(flat_frame).to(\"cuda:0\"), signal)\n",
    "    \n",
    "            # Step 7: Interpolate NaNs (twice!)\n",
    "            signal = self.nan_interpolation(signal)\n",
    "            signal = self.nan_interpolation(signal)\n",
    "    \n",
    "            # Step 8: Sum over spatial axis\n",
    "            if sensor == \"FGS1\":\n",
    "                signal = torch.nanmean(signal, axis=[1, 2]).cpu().numpy()\n",
    "            elif sensor == \"AIRS-CH0\":\n",
    "                signal = torch.nanmean(signal, axis=1).cpu().numpy()\n",
    "    \n",
    "            # save the processed signal\n",
    "            np.save(\n",
    "                f\"{planet_id}_{sensor}_signal_{self.signal_version}.npz\",\n",
    "                signal.astype(np.float64),\n",
    "            )\n"
   ]
  },
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    "tags": []
   },
   "source": [
    "### Mid Process"
   ]
  },
  {
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   "source": [
    "class MidProcessor():\n",
    "    def __init__(self,\n",
    "                 wavelengths,\n",
    "                 wl_bins: int = WL_BINS,\n",
    "                 binning_kernel: int = BINNING_KERNEL,\n",
    "                 conv_kernel_limits: dict = CONV_KERNEL_LIMITS,\n",
    "                 edge_buffer: int = WL_BUFFER,\n",
    "                 ):\n",
    "\n",
    "        self.wavelengths = wavelengths # pd.read_csv(paths.wavelengths)\n",
    "        self.wl_bins = wl_bins\n",
    "        self.binning_kernel = binning_kernel\n",
    "        self.min_conv_kernel = conv_kernel_limits['min']\n",
    "        self.max_conv_kernel = conv_kernel_limits['max']\n",
    "        self.edge_buffer = edge_buffer        \n",
    "    \n",
    "\n",
    "    def sigma_clip_3d(self, data, window_size=10, sigma=5, use_window_mean=False, mean_window=5):\n",
    "        \"\"\"Performs sigma clip across dimension 3 in a 3d tensor\"\"\"\n",
    "        assert data.ndim == 3, \"Input must be a 3D array\"\n",
    "        if window_size % 2 == 0:\n",
    "            window_size += 1\n",
    "        if mean_window % 2 == 0:\n",
    "            mean_window += 1\n",
    "    \n",
    "        N, T, F = data.shape\n",
    "    \n",
    "        # Apply median filter along axis=1 (time)\n",
    "        local_median = np.apply_along_axis(\n",
    "            lambda x: medfilt(x, kernel_size=window_size),\n",
    "            axis=1,\n",
    "            arr=data\n",
    "        )\n",
    "    \n",
    "        residual = data - local_median\n",
    "        mad = np.median(np.abs(residual), axis=1, keepdims=True)\n",
    "        robust_std = mad * 1.4826\n",
    "        outliers = np.abs(residual) > (sigma * robust_std)\n",
    "    \n",
    "        clean_data = data.copy()\n",
    "    \n",
    "        for i in range(N):\n",
    "            for j in range(F):\n",
    "                outlier_idxs = np.where(outliers[i, :, j])[0]\n",
    "                for t in outlier_idxs:\n",
    "                    if use_window_mean:\n",
    "                        # Use local mean within a window\n",
    "                        half_w = mean_window // 2\n",
    "                        t_start = max(0, t - half_w)\n",
    "                        t_end = min(T, t + half_w + 1)\n",
    "                        local_vals = clean_data[i, t_start:t_end, j]\n",
    "                        valid_vals = local_vals[~outliers[i, t_start:t_end, j]]\n",
    "                        if valid_vals.size > 0:\n",
    "                            clean_data[i, t, j] = valid_vals.mean()\n",
    "                        else:\n",
    "                            fallback = np.median(clean_data[i, :, j][~outliers[i, :, j]])\n",
    "                            clean_data[i, t, j] = fallback\n",
    "                    else:\n",
    "                        # Interpolate from adjacent points\n",
    "                        prev_idx = t - 1\n",
    "                        next_idx = t + 1\n",
    "                        prev_val = clean_data[i, prev_idx, j] if prev_idx >= 0 and not outliers[i, prev_idx, j] else np.nan\n",
    "                        next_val = clean_data[i, next_idx, j] if next_idx < T and not outliers[i, next_idx, j] else np.nan\n",
    "    \n",
    "                        if not np.isnan(prev_val) and not np.isnan(next_val):\n",
    "                            clean_data[i, t, j] = 0.5 * (prev_val + next_val)\n",
    "                        elif not np.isnan(prev_val):\n",
    "                            clean_data[i, t, j] = prev_val\n",
    "                        elif not np.isnan(next_val):\n",
    "                            clean_data[i, t, j] = next_val\n",
    "                        else:\n",
    "                            fallback = np.median(clean_data[i, :, j][~outliers[i, :, j]])\n",
    "                            clean_data[i, t, j] = fallback\n",
    "\n",
    "        return clean_data #, outliers\n",
    "\n",
    "    \n",
    "\n",
    "    def bin_wavelengths_skip_first(self, data, method='mean'):\n",
    "        if data.ndim != 3:\n",
    "            raise ValueError(\"Input must be a 3D array (star, time, wavelength)\")\n",
    "    \n",
    "        N, T, W = data.shape\n",
    "        head = data[:, :, :1]  # Preserve first index (shape N, T, 1)\n",
    "        tail = data[:, :, 1:]  # Wavelengths from index 1 onward (shape N, T, W-1)\n",
    "    \n",
    "        tail_len = tail.shape[-1]\n",
    "        step_size = (tail_len-2*self.edge_buffer) / (self.wl_bins-1)\n",
    "        half_kernel = self.binning_kernel // 2\n",
    "        centres = [int(self.edge_buffer + (n + 1) * step_size) for n in range(self.wl_bins-2)]\n",
    "    \n",
    "        binned_list = []\n",
    "    \n",
    "        first_chunk = tail[:, :, :self.edge_buffer + half_kernel].mean(axis=-1, keepdims=True)\n",
    "        last_chunk = tail[:, :, -half_kernel-self.edge_buffer:].mean(axis=-1, keepdims=True)\n",
    "    \n",
    "        binned_list = [first_chunk]\n",
    "        for centre in centres:\n",
    "            start = max(0, centre - half_kernel)\n",
    "            end = min(tail_len, centre + half_kernel)\n",
    "            chunk = tail[:, :, start:end]  # shape (N, T, kernel_size)\n",
    "            binned_chunk = chunk.mean(axis=-1, keepdims=True)\n",
    "            binned_list.append(binned_chunk)  # shape (N, T, 1)\n",
    "        binned_list.append(last_chunk)\n",
    "        tail_binned = np.concatenate(binned_list, axis=-1)  # shape (N, T, wl_bins)\n",
    "        binned_data = np.concatenate([head, tail_binned], axis=2)  # shape (N, T, 1 + wl_bins)\n",
    "    \n",
    "        return binned_data, [self.edge_buffer] + centres + [W-1-self.edge_buffer]\n",
    "\n",
    "\n",
    "    def convolve_wavelengths_skip_first(self, differences, n_jobs=1):\n",
    "        head = self.full_signal[:, :, :1]   # keep the first wavelength\n",
    "        tail = self.full_signal[:, :, 1:]   # convolve over the rest\n",
    "        N, T, tail_len = tail.shape\n",
    "    \n",
    "        if differences is None:\n",
    "            mean_kernel = self.max_conv_kernel\n",
    "            kernels = [mean_kernel] * N\n",
    "        else:\n",
    "            slope = (self.max_conv_kernel - self.min_conv_kernel)/self.max_conv_kernel\n",
    "            kernels = [self.min_conv_kernel + slope * (1-norm_diff) for norm_diff in differences]\n",
    "    \n",
    "        def gaussian_weights(size, sigma=None):\n",
    "            \"\"\"Generate normalized Gaussian weights of given size.\"\"\"\n",
    "            if sigma is None:\n",
    "                sigma = size / 6  # rule of thumb so ~99% falls inside kernel\n",
    "            center = size // 2\n",
    "            x = np.arange(size)\n",
    "            w = np.exp(-0.5 * ((x - center) / sigma) ** 2)\n",
    "            return w / w.sum()\n",
    "    \n",
    "        def process_array(n):\n",
    "            kernel_size = int(kernels[n])\n",
    "            half_kernel = kernel_size // 2\n",
    "            weights = gaussian_weights(kernel_size)\n",
    "    \n",
    "            binned_list = []\n",
    "            for idx in range(tail_len):\n",
    "                start = max(0, idx - half_kernel)\n",
    "                end = min(tail_len, idx + half_kernel + 1)\n",
    "    \n",
    "                # adjust weights for edge cases\n",
    "                w = weights[(half_kernel - (idx-start)):(half_kernel + (end-idx))]\n",
    "                w = w / w.sum()  # re-normalize so it sums to 1\n",
    "    \n",
    "                chunk = tail[n, :, start:end]   # (T, variable_size)\n",
    "                binned_list.append((chunk * w).sum(axis=-1, keepdims=True))  # weighted sum\n",
    "    \n",
    "            return np.concatenate(binned_list, axis=-1)  # (T, tail_len)\n",
    "    \n",
    "        convolved_list = [process_array(n) for n in range(N)]\n",
    "        tail_binned = np.stack(convolved_list, axis=0)   # (N, T, tail_len)\n",
    "    \n",
    "        return np.concatenate([head, tail_binned], axis=2)  # (N, T, 1+tail_len)\n",
    "\n",
    "    def process_signal(self, signal_path):\n",
    "        full_signal = np.load(signal_path)\n",
    "        full_signal = self.sigma_clip_3d(full_signal, window_size=9, sigma=7, use_window_mean=True, mean_window=5)\n",
    "        if np.isnan(full_signal).any() or np.isinf(full_signal).any():\n",
    "            print(\"Array contains NaN or Inf values\")\n",
    "    \n",
    "        cut_inf, cut_sup = 36, 318\n",
    "        self.full_signal = np.concatenate(\n",
    "            [full_signal[:, :, 0][:, :, None], full_signal[:, :, cut_inf:cut_sup]], axis=2\n",
    "        )\n",
    "        \n",
    "        binned_signal, centres = self.bin_wavelengths_skip_first(self.full_signal, method='mean')\n",
    "        return binned_signal, centres"
   ]
  },
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   "source": [
    "## Helpers Functions"
   ]
  },
  {
   "cell_type": "code",
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    "def format_submission(pred_array,\n",
    "                   index,\n",
    "                   sigma_df):\n",
    "\n",
    "    sigma_cols = [f'sigma_{i+1}' for i in range(283)]\n",
    "    expanded_cols = pd.concat([sigma_df.iloc[:, [1]]] * 282, axis=1)\n",
    "    sigma_expanded = pd.concat([sigma_df.iloc[:, 0], expanded_cols], axis=1)\n",
    "    sigma_expanded.columns = sigma_cols\n",
    "    \n",
    "    if pred_array.shape[1] == 1:\n",
    "        pred_array = np.repeat(pred_array, 283, axis=1)\n",
    "\n",
    "    preds_df = pd.DataFrame(pred_array.clip(0, None), index=index, columns=wavelengths.columns)\n",
    "\n",
    "    formatted = pd.concat([preds_df, sigma_expanded], axis=1)\n",
    "\n",
    "    return formatted\n",
    "\n",
    "\n",
    "class ParticipantVisibleError(Exception):\n",
    "    pass\n",
    "\n",
    "\n",
    "def competition_score(\n",
    "    solution: pd.DataFrame,\n",
    "    submission: pd.DataFrame,\n",
    "    naive_mean: float,\n",
    "    naive_sigma: float,\n",
    "    sigma_true: float = 0.00001,\n",
    "    row_id_column_name: str = \"planet_id\",\n",
    ") -> float:\n",
    "    \"\"\"\n",
    "    This is a Gaussian Log Likelihood based metric. For a submission, which contains\n",
    "    the predicted mean (x_hat) and variance (x_hat_std), we calculate the Gaussian\n",
    "    Log-likelihood (GLL) value to the provided ground truth(x). We treat each pair\n",
    "    of x_hat, x_hat_std as a 1D gaussian, meaning there will be 283 1D gaussian\n",
    "    distributions, hence 283 values for each test spectrum, the GLL value for one\n",
    "    spectrum is the sum of all of them.\n",
    "\n",
    "    Inputs:\n",
    "        - solution: Ground Truth spectra (from test set)\n",
    "            - shape: (nsamples, n_wavelengths)\n",
    "        - submission: Predicted spectra and errors (from participants)\n",
    "            - shape: (nsamples, n_wavelengths*2)\n",
    "        naive_mean: (float) mean from the train set.\n",
    "        naive_sigma: (float) standard deviation from the train set.\n",
    "        sigma_true: (float) essentially sets the scale of the outputs.\n",
    "    \"\"\"\n",
    "\n",
    "    del solution[row_id_column_name]\n",
    "    del submission[row_id_column_name]\n",
    "\n",
    "    if submission.min().min() < 0:\n",
    "        raise ParticipantVisibleError(\"Negative values in the submission\")\n",
    "    for col in submission.columns:\n",
    "        if not pd.api.types.is_numeric_dtype(submission[col]):\n",
    "            raise ParticipantVisibleError(f\"Submission column {col} must be a number\")\n",
    "\n",
    "    n_wavelengths = len(solution.columns)\n",
    "    if len(submission.columns) != n_wavelengths * 2:\n",
    "        raise ParticipantVisibleError(\"Wrong number of columns in the submission\")\n",
    "\n",
    "    y_pred = submission.iloc[:, :n_wavelengths].values\n",
    "    # Set a non-zero minimum sigma pred to prevent division by zero errors.\n",
    "    sigma_pred = np.clip(\n",
    "        submission.iloc[:, n_wavelengths:].values, a_min=10**-15, a_max=None\n",
    "    )\n",
    "    y_true = solution.values\n",
    "\n",
    "    GLL_pred = np.sum(scipy.stats.norm.logpdf(y_true, loc=y_pred, scale=sigma_pred))\n",
    "    GLL_true = np.sum(\n",
    "        scipy.stats.norm.logpdf(\n",
    "            y_true, loc=y_true, scale=sigma_true * np.ones_like(y_true)\n",
    "        )\n",
    "    )\n",
    "    GLL_mean = np.sum(\n",
    "        scipy.stats.norm.logpdf(\n",
    "            y_true,\n",
    "            loc=naive_mean * np.ones_like(y_true),\n",
    "            scale=naive_sigma * np.ones_like(y_true),\n",
    "        )\n",
    "    )\n",
    "\n",
    "    submit_score = (GLL_pred - GLL_mean) / (GLL_true - GLL_mean)\n",
    "    return float(np.clip(submit_score, 0.0, 1.0))\n",
    "\n",
    "\n",
    "def sigma_clip_1d(data, window_size=3, sigma=3):\n",
    "    \"\"\"\n",
    "    Flags local spikes: compare each point to local median, but use global std to define outliers.\n",
    "    \n",
    "    Parameters:\n",
    "        data (np.ndarray): 1D array of values.\n",
    "        window_size (int): Size of the window for local median.\n",
    "        sigma (float): Threshold multiplier for global robust std.\n",
    "        \n",
    "    Returns:\n",
    "        clean_data (np.ndarray): Copy of data with local outliers replaced by NaN.\n",
    "        outliers (np.ndarray): Boolean mask of outlier positions.\n",
    "    \"\"\"\n",
    "    # Local median (or use uniform_filter1d for mean)\n",
    "    local_baseline = medfilt(data, kernel_size=window_size)\n",
    "\n",
    "    # Global robust std using MAD\n",
    "    global_residual = data - np.median(data)\n",
    "    mad = np.median(np.abs(global_residual))\n",
    "    robust_std = mad * 1.4826\n",
    "\n",
    "    # Detect outliers based on local deviation but global threshold\n",
    "    residual = data - local_baseline\n",
    "    outliers = np.abs(residual) > (sigma * robust_std)\n",
    "\n",
    "    # Replace outliers with NaN\n",
    "    clean_data = data.copy()\n",
    "\n",
    "    for i in np.where(outliers)[0]:\n",
    "        if 0 < i < len(data) - 1:\n",
    "            clean_data[i] = 0.5 * (data[i - 1] + data[i + 1])\n",
    "        elif i == 0:\n",
    "            clean_data[i] = data[i + 1]\n",
    "        elif i == len(data) - 1:\n",
    "            clean_data[i] = data[i - 1]\n",
    "\n",
    "    return clean_data #, outliers\n",
    "\n",
    "\n",
    "def interpolate_predictions(bin_values, pred_indices, output_length=282, kind='cubic'):\n",
    "    \"\"\"\n",
    "    Interpolates 12-point predictions to a full 282-length array using cubic spline.\n",
    "\n",
    "    Parameters:\n",
    "    - predicted_values: np.ndarray of shape (N, 12)\n",
    "    - pred_indices: array-like of shape (12,) with indices of the predicted values (must be increasing)\n",
    "    - output_length: int, length of the final interpolated array (default=282)\n",
    "    - kind: interpolation type, e.g., 'linear', 'cubic', 'quadratic'\n",
    "\n",
    "    Returns:\n",
    "    - interpolated: np.ndarray of shape (N, output_length)\n",
    "    \"\"\"\n",
    "\n",
    "    pred_indices = [0] + pred_indices + [output_length]\n",
    "\n",
    "    first_col = bin_values[:, [0]]\n",
    "    last_col = bin_values[:, [-1]]\n",
    "    extended = np.hstack([first_col, bin_values, last_col])\n",
    "    \n",
    "    N, num_preds = extended.shape\n",
    "    if len(pred_indices) != num_preds:\n",
    "        raise ValueError(\"Number of pred_indices must match number of columns in predicted_values.\")\n",
    "\n",
    "    x_full = np.arange(output_length)\n",
    "    interpolated = np.empty((N, output_length))\n",
    "\n",
    "    for i in range(N):\n",
    "        #clipped = sigma_clip_1d(extended[i], window_size = 3, sigma = 2)  #remove local spikes\n",
    "        #interp_func = interp1d(pred_indices, clipped, kind=kind, fill_value=\"extrapolate\")  #extended[i]\n",
    "        interp_func = interp1d(pred_indices, extended[i], kind=kind, fill_value=\"extrapolate\")  #extended[i]\n",
    "        interpolated[i] = interp_func(x_full)\n",
    "\n",
    "    return interpolated"
   ]
  },
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    "### Offset Quadratic Fitting\n",
    "\n",
    "In the baseline regions:\n",
    "$$\n",
    "y = b x + c\n",
    "$$\n",
    "\n",
    "In the transition regions: \n",
    "$$\n",
    "y = a(x - x_0)^2 + b x + c + \\delta\n",
    "$$\n",
    "\n",
    "The key goal here is to fit b, then use it later to adjust the signal for any linear drift"
   ]
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    "def edge_detector(data,\n",
    "                  breakpoints,\n",
    "                  verbose=True,\n",
    "                  ):\n",
    "                   #fallback_width=60):\n",
    "    '''This is to work with an existing breakpoint, to detect the edge of the ingress/egress \n",
    "    for a single planet in the vacinity of the breakpoint'''\n",
    "    \n",
    "\n",
    "    left_corner, right_corner = 0, len(data)  #Initialise in case of no BP available\n",
    "\n",
    "    def plot_result(y, second_derivative, corner_idx):\n",
    "        fig, ax1 = plt.subplots()\n",
    "    \n",
    "        ax1.plot(y, color=\"grey\", alpha=0.5, label=\"original\")\n",
    "        ax1.set_ylabel(\"Original signal\", color=\"grey\")\n",
    "    \n",
    "        ax2 = ax1.twinx()\n",
    "        ax2.plot(second_derivative, color=\"green\", alpha=0.9, label=\"second derivative\")\n",
    "        ax2.set_ylabel(\"Second derivative\", color=\"green\")\n",
    "    \n",
    "        ax1.axvline(corner_idx, color=\"r\")\n",
    "        plt.title(\"Signal and second derivative\")\n",
    "        plt.show()\n",
    "\n",
    "    def find_corner(y, verbose):\n",
    "        first_derivative = np.gradient(y)\n",
    "        second_derivative = np.gradient(first_derivative)\n",
    "        corner_idx = np.argmin(second_derivative)\n",
    "        if verbose:\n",
    "            plot_result(y, second_derivative, corner_idx)\n",
    "        return corner_idx\n",
    "    \n",
    "    left_bp = breakpoints[0]\n",
    "    right_bp = breakpoints[1]\n",
    "    if left_bp is not None and left_bp >= 10: \n",
    "        start = max([0, left_bp-40])\n",
    "        left_data = data[start:left_bp]\n",
    "        left_corner = find_corner(left_data, verbose=verbose) + start\n",
    "        #left_corner = int(np.max([left_corner, left_bp - 40]))  #redundant\n",
    "        \n",
    "    if right_bp is not None and right_bp < len(data) - 10:\n",
    "        stop = min([right_bp  + 40, len(data)])\n",
    "        right_data = data[right_bp: stop]\n",
    "        right_corner = find_corner(right_data, verbose=verbose)\n",
    "        #right_corner = int(np.min([right_corner, 40]))  #redundant\n",
    "        right_corner = right_bp + right_corner #make relative to the breakpoint\n",
    "\n",
    "    if verbose:\n",
    "        print(f'The left corner is {left_corner} right is {right_corner}')\n",
    "\n",
    "    return left_corner, right_corner"
   ]
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   "source": [
    "# find transit zones\n",
    "def phase_detector(signal_orig,\n",
    "                   binning_num,\n",
    "                   buffer = 10,\n",
    "                   smooth_window=11,\n",
    "                   verbose=True\n",
    "                   ):\n",
    "                   #fallback_width=60):\n",
    "    \n",
    "    signal = signal_orig.reshape(-1, binning_num).mean(-1)  # collapse by 15; 375\n",
    "    signal = savgol_filter(signal, smooth_window, 2)  # smooth\n",
    "    first_derivative = np.gradient(signal)\n",
    "    left_bp = np.argmin(first_derivative)\n",
    "    right_bp = np.argmax(first_derivative)\n",
    "\n",
    "    left_edge, right_edge = edge_detector(signal,\n",
    "                                         (left_bp, right_bp),\n",
    "                                          verbose = verbose \n",
    "                                          )\n",
    "\n",
    "    if verbose:\n",
    "        plt.plot(signal_orig, color=\"grey\", alpha=0.5, label=\"original\")\n",
    "        plt.plot(signal, color=\"blue\", alpha=0.9, label=\"smoothed\")\n",
    "        plt.axvline(left_edge, color=\"orange\")\n",
    "        plt.axvline(left_bp, color=\"r\")\n",
    "        plt.axvline(right_bp, color=\"r\")\n",
    "        plt.axvline(right_edge, color=\"orange\")\n",
    "        plt.show()\n",
    "        plt.plot(first_derivative, color=\"green\", alpha=0.9, label=\"first derivative\")\n",
    "        plt.show()\n",
    "\n",
    "    full_length = signal.shape[0]\n",
    "    #first_bit= full_length // 32\n",
    "    #last_bit = 31 * full_length // 32\n",
    "    if left_bp >= right_bp:\n",
    "        print(f'The breakpoints are: {left_pb}, {right_bp} with length {full_length}')\n",
    "        centre = np.argmin(signal_orig)\n",
    "        #if not (first_bit < centre < last_bit):\n",
    "        #    centre = full_length // 2\n",
    "        #    print('min in the first or last bit')\n",
    "        #phase1_idx = max(0, centre - fallback_width)\n",
    "        #phase2_idx = min(signal_orig.shape[0], centre + fallback_width)\n",
    "        #print(f'The fallbacks are {phase1_idx}, {phase2_idx}, with min at {centre}, centre {full_length//2}')\n",
    "\n",
    "        plt.plot(signal_orig, color=\"grey\", alpha=0.5, label=\"original\")\n",
    "        plt.plot(signal, color=\"blue\", alpha=0.9, label=\"smoothed\")\n",
    "        plt.axvline(left_bp, color=\"r\")\n",
    "        plt.axvline(right_bp, color=\"r\")\n",
    "        plt.show()\n",
    "        plt.plot(first_derivative, color=\"green\", alpha=0.9, label=\"first derivative\")\n",
    "        plt.show()\n",
    "\n",
    "    if left_bp is not None and right_bp is not None:\n",
    "        if left_bp >= right_bp:  #it's no use unless there are actually enough points to fit to\n",
    "            if left_bp >= full_length // 2:\n",
    "                left_bp = None\n",
    "            if right_bp <= full_length // 2:\n",
    "                right_bp = None\n",
    "    #So at this point one or both could potentially be None     \n",
    "    if left_bp is not None and left_bp < buffer + 20:\n",
    "        left_bp = None\n",
    "    if right_bp is not None and right_bp > full_length - buffer - 20:\n",
    "        right_bp = None\n",
    "\n",
    "    if left_bp is None:\n",
    "        left_edge = 0\n",
    "    if right_bp is None:\n",
    "        right_edge = full_length\n",
    "        \n",
    "    return (left_bp, right_bp), (left_edge, right_edge)\n",
    "\n",
    "\n",
    "\n",
    "def get_breakpoints(x, pre_binned_time, binning_num, buffer = 10, verbose=True):\n",
    "    breakpoints = []\n",
    "    edges = []\n",
    "    for i in range(x.shape[0]):\n",
    "        verbose = True if i <= 5 else False\n",
    "        signal = x[i].mean(-1)\n",
    "        try:\n",
    "            bps, edge_positions  = phase_detector(signal,\n",
    "                                                  binning_num = binning_num // pre_binned_time,\n",
    "                                                  buffer = buffer,\n",
    "                                                  smooth_window=21,\n",
    "                                                  verbose=verbose   #was smooth window=19\n",
    "                                                  )\n",
    "            #bps = (None, None)                #for troubleshooting only remove later\n",
    "            #edge_positions = (0, len(signal))\n",
    "        except:\n",
    "            bps = (None, None)\n",
    "            edge_positions = (0, len(signal))\n",
    "        breakpoints.append(bps)  #either or both could be None\n",
    "        #print(bps, edge_positions)\n",
    "        edges.append(edge_positions)\n",
    "\n",
    "    return breakpoints, edges   #list of tuples, with position corresponding to index of the planet in signal array\n",
    "\n",
    "\n",
    "def crop_transitions(signal,\n",
    "                     breakpoints,\n",
    "                     edges,\n",
    "                     buffer,\n",
    "                     plot=False,\n",
    "                     reflect=None,\n",
    "                     min_main_width=10,\n",
    "                     max_edge_widths= (40,40),\n",
    "                     top_points = 10\n",
    "                     ):\n",
    "\n",
    "    no_breakpoints = False\n",
    "    two_breakpoints = False\n",
    "    trim_left, trim_right = 0, 0 \n",
    "\n",
    "    if breakpoints[0] is None and breakpoints[1] is None:\n",
    "        no_breakpoints = True\n",
    "        #print('Setting no_breakpoints to True')\n",
    "    \n",
    "    if breakpoints[0] is not None and breakpoints[1] is not None:\n",
    "        two_breakpoints = True\n",
    "\n",
    "    reflected = False\n",
    "    N = len(signal)\n",
    "\n",
    "    left_max = np.max(signal[:100])\n",
    "    right_max = np.max(signal[-100:])\n",
    "    reflect_conditions = right_max > left_max  #(right_max > left_max) or (breakpoints[0] is None and breakpoints[1] is not None)\n",
    "    reflect = reflect if reflect is not None else reflect_conditions\n",
    "\n",
    "    # Normalize breakpoints input\n",
    "    bp_left_orig, bp_right_orig = breakpoints\n",
    "\n",
    "    if reflect:\n",
    "        reflected = True\n",
    "        signal = signal[::-1]\n",
    "        # Correct transformation of both breakpoints after reversing:\n",
    "        # new_index = (N - 1) - old_index\n",
    "        left_breakpoint = None if bp_right_orig is None else (N - 1 - int(bp_right_orig))\n",
    "        right_breakpoint = None if bp_left_orig is None else (N - 1 - int(bp_left_orig))\n",
    "        left_edge = N - int(edges[1])\n",
    "        right_edge =  N - int(edges[0])\n",
    "    else:\n",
    "        left_breakpoint = None if bp_left_orig is None else int(bp_left_orig)\n",
    "        right_breakpoint = None if bp_right_orig is None else int(bp_right_orig)\n",
    "        left_edge, right_edge = edges[0],  edges[1]\n",
    "\n",
    "    # Buffers: if a breakpoint is missing, add extra margin\n",
    "\n",
    "    #let's estimate the distance from transit start to and from breakpoint (mid ingress/egress)\n",
    "    buffers = []\n",
    "    fallback = buffer\n",
    "    if left_breakpoint is not None:\n",
    "        left_internal_buffer = np.max([fallback, left_breakpoint - left_edge])\n",
    "        buffers.append(left_internal_buffer)\n",
    "    if right_breakpoint is not None:\n",
    "        right_internal_buffer = np.max([fallback, right_edge - right_breakpoint])\n",
    "        buffers.append(right_internal_buffer)\n",
    "    if buffers:\n",
    "        buffer = int(np.mean(buffers))\n",
    "\n",
    "    #print(f'the new buffer is {buffer}')\n",
    "        \n",
    "    left_buffer = buffer + 20 if left_breakpoint is None else buffer\n",
    "    right_buffer = buffer + 20 if right_breakpoint is None else buffer\n",
    "\n",
    "    # Defaults: use full-range semantics (right_bp is exclusive)\n",
    "    left_bp = 0 if left_breakpoint is None else left_breakpoint\n",
    "    right_bp = N if right_breakpoint is None else right_breakpoint\n",
    "\n",
    "    # Clamp to valid range\n",
    "    left_bp = max(0, min(left_bp, N))\n",
    "    right_bp = max(0, min(right_bp, N))\n",
    "\n",
    "    # Available \"main\" width after buffers\n",
    "    available = right_bp - left_bp - left_buffer - right_buffer\n",
    "\n",
    "    # If nothing fits, try to reduce buffers to salvage the main section if breakpoints exist\n",
    "    if available <= 0 and (left_breakpoint is not None or right_breakpoint is not None):\n",
    "        total_span = max(1, right_bp - left_bp)\n",
    "        # shrink each buffer proportionally but keep them non-negative\n",
    "        left_buffer = min(left_buffer, max(0, total_span // 4))\n",
    "        right_buffer = min(right_buffer, max(0, total_span // 4))\n",
    "\n",
    "    #centre = (left_bp + right_bp) // 2\n",
    "\n",
    "    x = np.arange(N)\n",
    "\n",
    "    if no_breakpoints:\n",
    "        # original \"no breakpoints\" behavior\n",
    "        #print('Using the no-breakpoints fallback')\n",
    "        left_peak_idx = int(np.argmax(signal[: N//2]))\n",
    "        x0 = x[:left_peak_idx+1]\n",
    "        skip_start = left_peak_idx + buffer + 25\n",
    "        # guard against out-of-range slicing\n",
    "        start = min(skip_start, N)\n",
    "        stop = max(N - (buffer + 20), start)\n",
    "        x1 = x[start:stop]\n",
    "        x2 = np.array([], dtype=int)\n",
    "        #x_centre = int(np.argmin(signal))\n",
    "\n",
    "    elif left_breakpoint is None:\n",
    "        left_peak_idx = int(np.argmax(signal[: N//2]))\n",
    "        x0 = x[:left_peak_idx+1]\n",
    "        skip_start = left_peak_idx + buffer + 25\n",
    "        # guard against out-of-range slicing\n",
    "        start = min(skip_start, N)\n",
    "        stop = right_bp - right_buffer\n",
    "        # ensure at least one element in x1 if possible\n",
    "        if stop <= start:\n",
    "            stop = start + 1\n",
    "            if stop > N:\n",
    "                stop = N\n",
    "                start = max(0, stop - 1)\n",
    "        x1 = np.arange(start, stop)\n",
    "\n",
    "        # right chunk\n",
    "        if right_bp < N - 1:\n",
    "            right_idx = min(right_bp + buffer, N - 5)\n",
    "            right_idx = max(right_idx, 0)\n",
    "            x2 = np.arange(right_idx, N) if right_idx < N else np.array([], dtype=int)\n",
    "        else:\n",
    "            x2 = np.array([], dtype=int)\n",
    "    else:\n",
    "        #For this branch, there is definately a left breakpoint, but there might not be a right one\n",
    "\n",
    "        if left_edge >=5:\n",
    "            left_posn = max(5, left_edge)  #want at least 5 points, but not getting too close to the inflection point\n",
    "            x0 = np.arange(left_posn)\n",
    "        else:\n",
    "            x0 = np.array([], dtype=int)\n",
    "\n",
    "        # main block\n",
    "        start = left_bp + left_buffer\n",
    "        stop = right_bp - right_buffer\n",
    "        # ensure at least one element in x1 if possible\n",
    "        if stop <= start:\n",
    "            stop = start + 1\n",
    "            if stop > N:\n",
    "                stop = N\n",
    "                start = max(0, stop - 1)\n",
    "        x1 = np.arange(start, stop)\n",
    "\n",
    "        # right chunk.  Want it limited to the edge plus about 20 points, but not greater than the edge of the array\n",
    "        if right_bp < N - 1:\n",
    "            right_idx = min(right_edge, N - 5)\n",
    "            right_idx = max(right_idx, 0)\n",
    "            x2 = np.arange(right_idx, N) if right_idx < N else np.array([], dtype=int)\n",
    "        else:\n",
    "            x2 = np.array([], dtype=int)\n",
    "    \n",
    "    original_x0 = len(x0)\n",
    "    original_x2 = len(x2)\n",
    "    x0 = x0[-max_edge_widths[0]:]\n",
    "    x2 = x2[:max_edge_widths[1]]\n",
    "    trimmed = (original_x0-len(x0), original_x2 - len(x2))\n",
    "    \n",
    "\n",
    "    x_idxs = np.concatenate([x0, x1, x2]) if (len(x0) + len(x1) + len(x2)) > 0 else np.array([], dtype=int)\n",
    "\n",
    "    \n",
    "    if len(x0) > 0 and len(x2) > 0:  \n",
    "        # Since we have two breakpoints, we can remove any issues with wandering sensors outside ingress/egress\n",
    "        y0 = signal[x0]\n",
    "        top_idx_0 = np.argsort(y0)[-top_points:]    #[-15:]\n",
    "        x_top_0 = x0[top_idx_0]\n",
    "        y_top_0 = y0[top_idx_0]\n",
    "    \n",
    "        y2 = signal[x2]\n",
    "        top_idx_2 = np.argsort(y2)[-top_points:]  #  [:15]\n",
    "        x_top_2 = x2[top_idx_2]\n",
    "        y_top_2 = y2[top_idx_2]\n",
    "    \n",
    "        # Combine points for fitting\n",
    "        x = np.concatenate([x_top_0, x_top_2])\n",
    "        y = np.concatenate([y_top_0, y_top_2])\n",
    "    \n",
    "        # Fit straight line\n",
    "        m, b = np.polyfit(x, y, 1)\n",
    "    \n",
    "        # Evaluate the fitted line separately for each group\n",
    "        y0_fit = m * x0 + b\n",
    "        y1 = signal[x1]   # unchanged\n",
    "        y2_fit = m * x2 + b\n",
    "    \n",
    "        # Concatenate in correct order\n",
    "        y_final = np.concatenate([y0_fit, y1, y2_fit])\n",
    "    else:\n",
    "        y_final = signal[x_idxs] if x_idxs.size else np.array([], dtype=signal.dtype)\n",
    "        \n",
    "    left_transition = len(x0)\n",
    "    right_transition = len(x0) + len(x1)\n",
    "\n",
    "    x_offset = x0[-1] if len(x0) > 0 else 0\n",
    "\n",
    "    x_final = x_idxs - x_offset #offset so that 0 occurs around the left transition\n",
    "    centre = (right_transition + left_transition) // 2 #centre - x_offset\n",
    "\n",
    "\n",
    "    width = right_transition - left_transition\n",
    "    part_width = width / 4\n",
    "    if not left_transition + part_width < centre < right_transition - part_width:\n",
    "        print(f'There is a problem with crop_transitions.  The final tuple is {(left_transition, centre, right_transition)}')\n",
    "\n",
    "    return x_final, y_final, (left_transition, centre, right_transition), no_breakpoints, two_breakpoints, reflected, x_offset, trimmed\n",
    "\n",
    "\n",
    "def shifted_quadratic_model(x, a, b, c, delta, x0, transition_1, transition_2):\n",
    "    \"\"\"Piecewise model:\n",
    "       - y = b*x + c for baseline (outside transition)\n",
    "       - y = a*(x - x0)^2 + b*x + c + c_offset for transition\n",
    "    \"\"\"\n",
    "    x = np.asarray(x)\n",
    "    N = len(x)\n",
    "\n",
    "    baseline_mask = np.zeros(N, dtype=bool)\n",
    "    baseline_mask[:transition_1] = True\n",
    "    baseline_mask[transition_2:] = True\n",
    "    transit_mask = ~baseline_mask\n",
    "\n",
    "    y_fit = np.zeros(N)\n",
    "    y_fit[baseline_mask] = b * x[baseline_mask] + c\n",
    "    y_fit[transit_mask] = a * (x[transit_mask] - x0)**2 + b * x[transit_mask] + c + delta\n",
    "\n",
    "    return y_fit\n",
    "\n",
    "\n",
    "def fit_shifted_model(x, y, transitions, edges, plot=False, no_breakpoints=False, initial_fit=None, breakpoints=None, fit_centre=True):\n",
    "   \n",
    "    def parameters_are_sensible(popt, transitions):\n",
    "        #if fixed_x0:\n",
    "        if len(popt) == 3:\n",
    "            a, b, delta = popt\n",
    "        else:\n",
    "            a, b, delta, centre = popt\n",
    "\n",
    "        if popt is None or not np.all(np.isfinite(popt)):\n",
    "            return False\n",
    "        if np.any(np.abs(popt) > 1e6):\n",
    "            return False\n",
    "        if not (-.05 < b < 0.05):\n",
    "            return False\n",
    "        if delta > 0.1:\n",
    "            return False\n",
    "        part_width = (transitions[2] - transitions[0]) / 6\n",
    "        if not transitions[0] + part_width < transitions[1] < transitions[2] - part_width:\n",
    "            print(f'There is a problem with the centre fit, transitions are now {transitions}')\n",
    "            return False\n",
    "\n",
    "        \n",
    "        return True\n",
    "    \n",
    "    #print(f'The edges are {edges}')\n",
    "    #print(f'The transitions are (left, centre, edge) {transitions}')\n",
    "\n",
    "    transition_0 = transitions[0]\n",
    "    centre_idx = transitions[1]\n",
    "    centre_val = x[centre_idx]\n",
    "    transition_2 = transitions[2]\n",
    "    x = np.asarray(x)\n",
    "    y = np.asarray(y)\n",
    "    \n",
    "    left_slice = y[:np.max([1,transition_0])]\n",
    "    right_slice = y[np.min([len(y) - 1, transition_2]):]\n",
    "    left_mean = np.nanmean(left_slice)\n",
    "    right_mean = np.nanmean(right_slice)\n",
    "    #fixed_c = np.max([left_mean, right_mean])  #only used with fixed x0\n",
    "    fixed_c = left_mean if len(left_slice) >1 else np.nanmax(y[:20])\n",
    "\n",
    "\n",
    "    if initial_fit is not None:\n",
    "        p0 = [initial_fit['a'],\n",
    "              initial_fit['b'],\n",
    "              #initial_fit['c'],\n",
    "              initial_fit['delta']]\n",
    "              #initial_fit['x0']]\n",
    "    else:\n",
    "        p0 = [0.0, 0.0, 0.01]  # a, b, delta\n",
    "      \n",
    "\n",
    "    def wrapped_model(x, a, b, delta):\n",
    "        return shifted_quadratic_model(x, a, b, fixed_c, delta,  centre_val, transition_0, transition_2)\n",
    "\n",
    "    def wrapped_model_fit_centre(x, a, b, delta, centre):\n",
    "        return shifted_quadratic_model(x, a, b, fixed_c, delta,  centre_val, transition_0, transition_2)\n",
    "\n",
    "    fallback_factor = 1\n",
    "    \n",
    "    try:\n",
    "        try:\n",
    "            #improve this with another try-except\n",
    "            if fit_centre:\n",
    "                try:\n",
    "                    popt, pcov = curve_fit(wrapped_model_fit_centre, x, y, p0=p0 + [centre_val], maxfev=5000)\n",
    "                    a, b, delta, centre_val = popt\n",
    "                    y_fit = wrapped_model_fit_centre(x, *popt)\n",
    "                    correction_fit = b*x + fixed_c\n",
    "                    if not parameters_are_sensible(popt, (x[transition_0], centre_val, x[transition_2 - 1])):\n",
    "                        plot=True\n",
    "                        raise ValueError(\"Unreasonable parameter from the first attempt fitting the centre\")\n",
    "                    #Need to adjust the transitions to get the index that matches this value\n",
    "                    value_to_index = {val: idx for idx, val in enumerate(x)}\n",
    "                    centre_idx = value_to_index[int(centre_val)]  \n",
    "                    transitions = (transition_0, centre_idx, transition_2)  #only over-writing the centre if it passes above test\n",
    "                except:\n",
    "                    popt, pcov = curve_fit(wrapped_model, x, y, p0=p0, maxfev=5000)\n",
    "                    a, b, delta = popt\n",
    "                    y_fit = wrapped_model(x, *popt)\n",
    "                    correction_fit = b*x + fixed_c\n",
    "                    if not parameters_are_sensible(popt, transitions):\n",
    "                        raise ValueError(\"Unreasonable parameter values from the fallback, fixing the centre\")      \n",
    "            else:\n",
    "                popt, pcov = curve_fit(wrapped_model, x, y, p0=p0, maxfev=5000)\n",
    "                a, b, delta = popt\n",
    "                y_fit = wrapped_model(x, *popt)\n",
    "                correction_fit = b*x + fixed_c\n",
    "                \n",
    "                if not parameters_are_sensible(popt, transitions):\n",
    "                    raise ValueError(\"Unreasonable parameter values without attempting to fit the centre\")\n",
    "            \n",
    "            if plot:\n",
    "                print(f'The fit as expected with no_breakpoints = {no_breakpoints}')\n",
    "                plt.figure(figsize=(10, 5))\n",
    "                plt.plot(x, y, 'o', alpha=0.5, label='Data')\n",
    "                plt.plot(x, y_fit, '-', color = 'purple', linewidth=2, label='Fitted curve')\n",
    "                plt.plot(x, correction_fit, '_', color = 'green', linewidth=2, label='Fitted correction')\n",
    "                plt.axvline(x[transition_0+1], linestyle='--', color='gray', label='Transition start')\n",
    "                plt.axvline(x[transition_2-1], linestyle='--', color='gray', label='Transition end')\n",
    "                #plt.axvline(x[edges[0] - transition_0], linestyle='--', color='green', label='Ingress start')  #not quite got this right yet\n",
    "                #plt.axvline(edges[1], linestyle='--', color='gray', label='Egress end')\n",
    "                plt.axvline(x[centre_idx], linestyle=':', color='red', label='x0')\n",
    "                plt.xlabel(\"x\")\n",
    "                plt.ylabel(\"y\")\n",
    "                plt.legend()\n",
    "                plt.title(\"Shifted Quadratic Fit with Shared Linear Drift\")\n",
    "                plt.grid(True)\n",
    "                plt.tight_layout()\n",
    "                plt.show()\n",
    "    \n",
    "        \n",
    "        except Exception as e:\n",
    "            fallback_factor = 1   #score dropped slightly with 1.5\n",
    "            print(f'The error from the first fit attempt was {e}')\n",
    "            try:\n",
    "                left_idx = np.max([60, transition_0])\n",
    "                right_idx = np.min([len(x) - 60, transition_2])\n",
    "                x_cropped = x[left_idx:right_idx]\n",
    "                y_cropped = y[left_idx:right_idx]\n",
    "        \n",
    "                transit_coeffs = np.polyfit(x_cropped-centre_val, y_cropped, 2)\n",
    "                transit_poly = np.poly1d(transit_coeffs)\n",
    "                y_fit = transit_poly(x-centre_val)\n",
    "                delta = fixed_c - np.min(y_fit)\n",
    "                a = transit_coeffs[0]\n",
    "                if len(right_slice) <=1:\n",
    "                    right_mean = left_mean\n",
    "                b = (right_mean - left_mean)/(x[-1] - x[0])\n",
    "                c=fixed_c\n",
    "                baseline = b * x + c\n",
    "                \n",
    "                min_idx = np.argmin(y)\n",
    "                delta = baseline[min_idx] - y[min_idx]\n",
    "\n",
    "                y_fit[:60] = b * x[:60] + c\n",
    "                y_fit[-60:] = b * x[-60:] + c\n",
    "            \n",
    "                if plot:\n",
    "                    print('The fallback fit, because the main fit failed')\n",
    "                    print(f'first value of x is {x[0]} first val of y is {y[0]}')\n",
    "                    plt.figure(figsize=(10, 5))\n",
    "                    plt.plot(x, y, 'o', alpha=0.5, label='Data')\n",
    "                    plt.plot(x, y_fit, '-', linewidth=2, label='Fitted curve')\n",
    "                    plt.axvline(x[transition_0+1], linestyle='--', color='gray', label='Transition start')\n",
    "                    plt.axvline(x[transition_2-1], linestyle='--', color='gray', label='Transition end')\n",
    "                    plt.axvline(x[centre_idx], linestyle=':', color='red', label='centre')\n",
    "                    plt.xlabel(\"x\")\n",
    "                    plt.ylabel(\"y\")\n",
    "                    plt.legend()\n",
    "                    plt.title(\"Fallback fit\")\n",
    "                    plt.grid(True)\n",
    "                    plt.tight_layout()\n",
    "                    plt.show() \n",
    "            \n",
    "                    #y_correction = b * x + ccrop_transitions\n",
    "            except Exception as e2:\n",
    "                print(f\"Second fit failed: {e2}\")\n",
    "        \n",
    "    except:\n",
    "        fallback_factor = 1  #score dropped slightly with 1.5\n",
    "        print('Using the last backup exception')\n",
    "        a = 0\n",
    "        b = 0\n",
    "        delta = np.max(y) - np.min(y)\n",
    "        y_fit = y\n",
    "\n",
    "    transit_points = transition_2 - transition_0\n",
    "    transit_width =  x[transition_2-1] - x[transition_0]\n",
    "    transit_delta =  (y_fit[transition_0] + y_fit[transition_2-1])/2 - y_fit[centre_idx]\n",
    "    half_delta = (y_fit[transition_0 + transit_points//2] + y_fit[transition_2-1 - transit_points//2])/2 - y_fit[centre_idx]\n",
    "    transit_delta_height = transit_delta / delta\n",
    "    transit_half_delta_height = half_delta / delta\n",
    "    transit_delta_width = transit_delta / transit_width\n",
    "    max_slope = a * transit_width / 2\n",
    "\n",
    "    \n",
    "    return {\n",
    "        \"a\": a,\n",
    "        \"b\": b,\n",
    "        \"c\": fixed_c,\n",
    "        \"a_c\": a / fixed_c,\n",
    "        \"delta\": delta,\n",
    "        \"x_centre\": centre_val,\n",
    "        'transit_width': transit_width,\n",
    "        'transit_delta': transit_delta,\n",
    "        'half_delta': half_delta,\n",
    "        \"transit_delta_width\": transit_delta_width,\n",
    "        #\"transit_delta_height\": transit_delta_height,\n",
    "        'transit_half_delta_height': transit_half_delta_height,\n",
    "        'max_slope': max_slope,\n",
    "        'fallback_factor': fallback_factor,\n",
    "        #\"y_fit\": y_fit,\n",
    "        #\"params\": popt,\n",
    "        #\"covariance\": pcov,\n",
    "        }, (x, y_fit), transitions\n",
    "\n",
    "def fit_transit(x, y):\n",
    "    original_length = len(y)\n",
    "    min_width = 3 * original_length // 4  #Score dropped with 20 Only need to increase this if we would like to use other prameters like 'curvyness'\n",
    "    final_length = np.min([min_width, original_length])\n",
    "    to_trim = (original_length - final_length)//2\n",
    "\n",
    "    if to_trim > 0:\n",
    "        x = x[to_trim:-to_trim]\n",
    "        y = y[to_trim:-to_trim]\n",
    "\n",
    "    try:\n",
    "        transit_coeffs = np.polyfit(x, y, 2)\n",
    "        transit_poly = np.poly1d(transit_coeffs)\n",
    "        transit_fit_y = transit_poly(x)\n",
    "        [a, b, c] = transit_coeffs\n",
    "    \n",
    "        # Transit depth is the minimum of the fitted second polynomial\n",
    "        transit_depth = 1 - np.min(transit_fit_y)\n",
    "        residual_std = np.std(transit_fit_y - y)\n",
    "        relative_size = residual_std / transit_depth  \n",
    "    except:\n",
    "        transit_depth = 1-np.min(y)\n",
    "        residual_std = np.std(1 - y)\n",
    "        a = 0\n",
    "        \n",
    "    # Residuals from second fit\n",
    "    #baseline_residual_std = np.std(signal_02)\n",
    "    transit_width = len(x)\n",
    "    aspect_ratio = transit_depth/(len(x))\n",
    "    relative_size = residual_std / transit_depth\n",
    "\n",
    "    return {\"transit_width\": transit_width,\n",
    "            \"max_wl_depth\":  transit_depth,\n",
    "            \"mean_wl_depth\": 1 - np.mean(transit_fit_y),\n",
    "            \"transit_residual_std\": residual_std,\n",
    "            \"rel_noise\": relative_size,\n",
    "            \"aspect\": aspect_ratio,\n",
    "            \"transit_fit_a\": a,\n",
    "            }, (x, transit_fit_y)\n",
    "\n",
    "\n",
    "def correct_k2_old(delta_obs, a, x_ingress, x_egress, b):\n",
    "    '''Trying to estimate a limb darkening correction from characteristics of the fitted parabola'''\n",
    "    T14 = x_egress - x_ingress\n",
    "    mu0 = np.max([math.sqrt(max(0.0, 1.0 - b*b)), 1e-6])\n",
    "    # protection: if mu0==0 (b~1) the formula degenerates; handle separately\n",
    "    #if mu0 <= 1e-6:\n",
    "    #    raise ValueError(\"impact parameter too close to 1; mu0~0. Use a different method.\")\n",
    "    correction = (a * T14**2) / (2.0 * mu0) * (mu0 - 1.0/3.0)\n",
    "    k2 = delta_obs + correction\n",
    "    return correction\n",
    "\n",
    "def correct_k2(delta_obs, a, x_ingress, x_egress, b):\n",
    "    \"\"\"\n",
    "    Estimate a limb darkening correction from characteristics of the fitted parabola.\n",
    "    Internally rescales x so that ingress=0 and egress=1.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    delta_obs : float\n",
    "        Observed transit depth (e.g. 0.01 for 1%).\n",
    "    a : float\n",
    "        Quadratic coefficient from fit to transit curve (in original x-units).\n",
    "    x_ingress : float\n",
    "        Index or time of ingress.\n",
    "    x_egress : float\n",
    "        Index or time of egress.\n",
    "    b : float\n",
    "        Impact parameter (0 = central transit, 1 = grazing).\n",
    "    \"\"\"\n",
    "    # Normalize x so that ingress=0 and egress=1\n",
    "    T14 = x_egress - x_ingress\n",
    "    if T14 <= 0:\n",
    "        print(f'T14 was a negative value : {T14}')\n",
    "        #raise ValueError(\"x_egress must be larger than x_ingress\")\n",
    "\n",
    "    # Rescale quadratic coefficient to normalized coordinates\n",
    "    # Transformation: x_norm = (x - x_ingress) / T14\n",
    "    # => parabola y = a*(x - x0)^2 becomes (a*T14^2)*x_norm^2 in normalized space\n",
    "    a_norm = a * T14**2\n",
    "\n",
    "    # Geometric factor\n",
    "    mu0 = max(math.sqrt(max(0.0, 1.0 - b*b)), 1e-6)\n",
    "\n",
    "    # Correction in normalized coordinates\n",
    "    correction = (a_norm / (2.0 * mu0)) * (mu0 - 1.0/3.0)\n",
    "\n",
    "    #k2 = delta_obs + correction\n",
    "    return correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "21bfa51f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:54.223428Z",
     "iopub.status.busy": "2025-09-25T10:00:54.223034Z",
     "iopub.status.idle": "2025-09-25T10:00:54.232414Z",
     "shell.execute_reply": "2025-09-25T10:00:54.231357Z"
    },
    "papermill": {
     "duration": 0.045027,
     "end_time": "2025-09-25T10:00:54.234524",
     "exception": false,
     "start_time": "2025-09-25T10:00:54.189497",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def batman_fit(bat_signal, params, initial_rp, plot=False):\n",
    "    x, y = bat_signal\n",
    "    \n",
    "    # ---- Model wrapper for fitting ----\n",
    "    # Holds the minimum point at the previously fitted min and fits for u1, u2\n",
    "    def transit_model(time, rp, u1, u2):\n",
    "        params.rp = rp\n",
    "        params.u = [u1, u2]\n",
    "        model = batman.TransitModel(params, time)\n",
    "        flux = model.light_curve(params)\n",
    "        \n",
    "        # Rescale depth so min matches measured_min but OOT baseline stays at 1\n",
    "        flux_min_model = flux.min()\n",
    "        scale = (initial_rp**2) / (1 - flux_min_model)\n",
    "        flux_scaled = 1 - (1 - flux) * scale\n",
    "        return flux_scaled\n",
    "    \n",
    "    # ---- Fit ----\n",
    "    p0 = [initial_rp, 0.3, 0.1]  # initial guesses\n",
    "    bounds = ([0.05, 0.0, 0.0], [0.5, 1.0, 1.0])\n",
    "    popt, pcov = curve_fit(transit_model, x, y, p0=p0, bounds=bounds) #\n",
    "    rp_fit, u1_fit, u2_fit = popt\n",
    "\n",
    "    correction = initial_rp**2 - rp_fit**2\n",
    "    # ---- Results ----\n",
    "    #print(f\"True depth ~ {true_rp**2:.5f}\")\n",
    "    \n",
    "    \n",
    "    # ---- Plot ----\n",
    "    if plot:\n",
    "        print(f\"Initial depth {initial_rp**2:.4f}  → fitted depth ~ {rp_fit**2:.4f}, difference: {correction:.5f}\")\n",
    "        print(f\"Fitted U: u1={u1_fit:.3f}, u2={u2_fit:.3f}\")\n",
    "        \n",
    "        plt.scatter(x, y, s=10, color=\"k\", alpha=0.5, label=\"data\")\n",
    "        #plt.plot(time_obs, flux_true, \"r--\", label=\"true\")\n",
    "        plt.plot(x, transit_model(x, *popt), \"b\", label=\"fit\")\n",
    "        plt.xlabel(\"time (days)\")\n",
    "        plt.ylabel(\"flux\")\n",
    "        plt.legend()\n",
    "        plt.show()\n",
    "\n",
    "    return correction"
   ]
  },
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   "source": [
    "def get_bat_crops(signal, x_cropped, y_cropped, trimmed, reflected, transitions, b, c, days_per_bin):\n",
    "    '''signal:  The original signal\n",
    "       x_cropped concatenated x0, x1, x2\n",
    "                   x0: fitted linear slope pre-transit,  offset so 0 is the last element \n",
    "                   x1: full occlusion transit,\n",
    "                   x2: fitted linear sloping post transti\n",
    "       y_cropped:  The corresponding y values\n",
    "       trimmed from the left side of x0:  The number of indices the zero was moved (so just the last value in the original x0)\n",
    "       reflected: the original signal was reflected\n",
    "       transitions: Tuple, (x0 end, centre of x1, x2 start)\n",
    "       b & c:   linear fit parameters for the linear correction  y = bx + c  in the crops reference frame\n",
    "    '''\n",
    "    one_sided = True if transitions[2] == len(x_cropped) else False\n",
    "    \n",
    "    if reflected:\n",
    "        signal = signal[::-1]\n",
    "\n",
    "    left_trim = trimmed[0]\n",
    "    right_trim = trimmed[1]\n",
    "\n",
    "    signal = signal[left_trim:] #So now the LHS lines up with the out of transit portion of y_cropped\n",
    "    if right_trim > 0:\n",
    "        signal = signal[:-right_trim]\n",
    "    pre_transit = np.max([0, transitions[0] - 15])  #The 15 is because otherwise we risk messing with the egress/ingress\n",
    "    post_transit = np.max([len(x_cropped) - transitions[2], len(x_cropped) - transitions[2] - 15])\n",
    "\n",
    "    x = np.arange(len(signal)) - transitions[0]  #So now it's in the same reference frame\n",
    "    centre_idx = x_cropped[transitions[1]] - x[0]\n",
    "    linear_correction = b * x + c\n",
    "    signal[:pre_transit] = y_cropped[:pre_transit]\n",
    "    if post_transit > 0:\n",
    "        signal[-post_transit:] = y_cropped[-post_transit:]  #Put the fitted portions of the crops in\n",
    "    y = signal / linear_correction\n",
    "\n",
    "    if one_sided:\n",
    "        #reflect about the minimum\n",
    "        left_side = y[:centre_idx]\n",
    "        right_side = left_side[::-1]\n",
    "        y = np.concatenate([left_side, right_side])\n",
    "\n",
    "    x = (np.arange(len(y)) - centre_idx) * days_per_bin\n",
    "    return (x,y), one_sided    #hopefully it's now corrected, trimmed, and the out of transit portions are all a flat line = 1"
   ]
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    "def make_transit_params(row, omega_deg=90.0, limb_law=\"quadratic\"):\n",
    "    \"\"\"\n",
    "    Build a batman.TransitParams object from a DataFrame row.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    df : pandas.DataFrame\n",
    "        Must have columns: Rs, Ms, Ts, Mp, e, P, sma, i\n",
    "    idx : int or label\n",
    "        Index of the row\n",
    "    omega_deg : float\n",
    "        Argument of periastron in degrees (default=90.0 if unknown)\n",
    "    limb_law : str\n",
    "        Limb darkening law (default=\"quadratic\")\n",
    "    u : list\n",
    "        Limb darkening coefficients [u1, u2]\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    params : batman.TransitParams\n",
    "    \"\"\"\n",
    "    \n",
    "    params = batman.TransitParams()\n",
    "    params.t0 = 0.0                 # mid-transit time\n",
    "    params.per = row[\"P\"]           # orbital period (days)\n",
    "    params.rp = 0.1                 # Rp/R* (placeholder, to be fitted later)\n",
    "    params.a = row[\"sma\"]           # a/R*\n",
    "    params.inc = row[\"i\"]           # inclination in deg\n",
    "    params.ecc = row[\"e\"]           # eccentricity\n",
    "    params.w = omega_deg            # argument of periastron (deg)\n",
    "    params.limb_dark = limb_law\n",
    "\n",
    "    return params\n"
   ]
  },
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   "source": [
    "def fit_all_curves(signals,\n",
    "                   centres,\n",
    "                   star_df,\n",
    "                   breakpoints,\n",
    "                   edges,\n",
    "                   days_per_bin,\n",
    "                   impacts,\n",
    "                   scale=0.95,\n",
    "                   limb_law = 'quadratic',\n",
    "                   buffer=25,\n",
    "                   smooth_window=21,\n",
    "                   bad_planets=[], \n",
    "                   show_plots=False,\n",
    "                   max_edge_widths=(40,40),\n",
    "                   top_points=10,\n",
    "                   do_bat_fit=True\n",
    "                  ):\n",
    "    #all_bp, all_bp2 = breakpoints\n",
    "\n",
    "    planets, time, wl = signals.shape\n",
    "    spectra = []\n",
    "    mean_features = []\n",
    "    all_wl_fits = {}\n",
    "    for idx in tqdm(range(len(signals))):\n",
    "        fits = {}\n",
    "        data = signals[idx]\n",
    "        buffer_size_poly = 150 // TIME_BINS\n",
    "        breakpoint_tuple = breakpoints[idx]\n",
    "        edge_tuple = edges[idx]\n",
    "\n",
    "        depths = {}\n",
    "\n",
    "        mean_signal=data[:, 1:].mean(1) / data[:, 1:].mean(1).mean()\n",
    "        mean_signal = savgol_filter(mean_signal, smooth_window, 2)\n",
    "\n",
    "        plot = (idx <= 3 and show_plots) or idx in bad_planets\n",
    "\n",
    "        x, y, transitions, no_bps, two_bps, reflected, offset, trim = crop_transitions(mean_signal,\n",
    "                                                                                  breakpoint_tuple,\n",
    "                                                                                  edge_tuple,\n",
    "                                                                                  buffer=buffer,\n",
    "                                                                                  plot=True,\n",
    "                                                                                  reflect = None,\n",
    "                                                                                  max_edge_widths = max_edge_widths,\n",
    "                                                                                  top_points=top_points)\n",
    "        \n",
    "        #note that the x and y here are not the originals but the ones fitted to the top of the mean signal\n",
    "        #also transitions is relative to the positions in the modified x,y above, not the original\n",
    "\n",
    "        if plot:\n",
    "            print(f'The edge tuple was {edge_tuple}')\n",
    "            print(f'The breakpoints were {breakpoint_tuple}')\n",
    "            print(f'The transitions are {transitions}, reflected is {reflected}')\n",
    "\n",
    "        #x and y and the transitions are in the new coordinate system, shifted by the trimming\n",
    "        mean_baseline, fits['mean_baseline'], transitions = fit_shifted_model(x,\n",
    "                                                                             y,\n",
    "                                                                             transitions,\n",
    "                                                                             edge_tuple,\n",
    "                                                                             no_breakpoints=no_bps,\n",
    "                                                                             plot=plot,\n",
    "                                                                             breakpoints = breakpoint_tuple,\n",
    "                                                                             fit_centre = two_bps)\n",
    "\n",
    "        #so this mean baseline and the parameters a, b & c are in the new coordinate system with 0 at the start of ingress\n",
    "        #Transitions are still relative to that modified x,y signal\n",
    "\n",
    "        egress = 0\n",
    "        ingress = 0\n",
    "        \n",
    "        if breakpoint_tuple[0] is not None and edge_tuple[0] is not None:\n",
    "            igress = 2 * (breakpoint_tuple[0] - edge_tuple[0])\n",
    "        if breakpoint_tuple[1] is not None and edge_tuple[1] is not None:\n",
    "            egress =  2* (edge_tuple[1] - breakpoint_tuple[1])\n",
    "\n",
    "        num_valid = len([item for item in [ingress, egress] if item > 0])\n",
    "        ingress = (ingress + egress) / num_valid if num_valid > 0 else 30\n",
    "        transit_length = len(mean_signal) - 2 * ingress - egress\n",
    "        transit_ratio = ingress / transit_length\n",
    "        transit_ratio_2 = transit_ratio **2\n",
    "\n",
    "        \n",
    "        a = mean_baseline['b']\n",
    "        b = mean_baseline['b']\n",
    "        c = mean_baseline['c']\n",
    "\n",
    "        #Also fit a quadratic to the in-transit curve for feature generation\n",
    "        _x = x[transitions[0]:transitions[2]]  #\n",
    "        linear_correction = b * _x + c\n",
    "        fits['baseline_mean_parameters'] = (b, c)\n",
    "        _y =  y[transitions[0]:transitions[2]] / linear_correction  #All this in the shifted coordinate system\n",
    "\n",
    "        mean_baseline['transit_ratio'] = transit_ratio\n",
    "        mean_baseline['transit_ratio_2'] = transit_ratio_2\n",
    "        mean_transit, fits['mean_transit'] = fit_transit(_x,_y)\n",
    "        mean_baseline['has_no_breakpoints'] = no_bps\n",
    "        mean_baseline['has_two_breakpoints'] = two_bps\n",
    "        mean_baseline['darkening_correction'] = correct_k2(mean_transit[\"max_wl_depth\"],\n",
    "                                                           a,\n",
    "                                                           transitions[0],\n",
    "                                                           transitions[1],\n",
    "                                                           impacts[idx])\n",
    "        mean_baseline['left_transition'] = transitions[0]\n",
    "        mean_baseline['centre'] = transitions[1]\n",
    "        mean_baseline['right_transition']= transitions[2]\n",
    "        mean_baseline['asymmetry'] = mean_baseline['max_slope'] * np.abs((transitions[2] - transitions[0])/2 - transitions[1]) / (transitions[2] - transitions[0])\n",
    "        mean_baseline['reflected'] = reflected\n",
    "        mean_baseline['x_offset'] = offset\n",
    "        mean_transit['mean_depth'] = mean_transit[\"mean_wl_depth\"] #+ mean_baseline['half_delta']\n",
    "        \n",
    "        #reprocess the signal to be centred on the minimum, and with linear correction by the baseline, in time units of days, then fit with batman methods\n",
    "        if do_bat_fit:\n",
    "            try:\n",
    "                bat_signal, one_sided = get_bat_crops(mean_signal, x, y, trim, reflected, transitions, b, c, days_per_bin)  #(signal, x_cropped, y_cropped, trimmed, reflected, transitions, b, c):\n",
    "                bat_plot = True if (idx <= 10 or one_sided) and show_plots else False\n",
    "                params = make_transit_params(star_df.iloc[idx,:], omega_deg=90.0, limb_law=limb_law)\n",
    "                mean_baseline['bat_correction'] = batman_fit(bat_signal,\n",
    "                                                  params=params,\n",
    "                                                  initial_rp = np.sqrt(mean_transit[\"max_wl_depth\"]),\n",
    "                                                  plot=bat_plot)\n",
    "            except:\n",
    "                mean_baseline['bat_correction'] = 0\n",
    "\n",
    "        mean_features.append(mean_transit | mean_baseline)\n",
    "\n",
    "        all_centres = [0] + centres\n",
    "        \n",
    "        for wavelength_idx in range(wl):\n",
    "            plot = (idx in bad_planets) and wavelength_idx == 0 and show_plots\n",
    "            \n",
    "            wavelength = all_centres[wavelength_idx]\n",
    "            flux = data[:, wavelength_idx]\n",
    "            flux_normalized = flux / flux.mean()\n",
    "            signal = savgol_filter(flux_normalized, smooth_window, 2)\n",
    "            if plot:\n",
    "                print(f'Fitting planet {idx}')\n",
    "            try:\n",
    "                x, y, transitions, _ , _, _ , _, _,  = crop_transitions(signal,\n",
    "                                                                        breakpoint_tuple,\n",
    "                                                                        edge_tuple,\n",
    "                                                                        buffer=buffer,\n",
    "                                                                        plot=False,\n",
    "                                                                        reflect = reflected,\n",
    "                                                                        max_edge_widths =  max_edge_widths, #(40,40),\n",
    "                                                                        top_points = top_points,\n",
    "                                                                        )\n",
    "            except Exception as e:\n",
    "                f'There was an exception in crop_transitions {e}'\n",
    "                x = np.arange(len(signal))\n",
    "                y = signal[::-1] if reflected else signal\n",
    "                transitions = (20, len_signal//2, len(signal)-20)\n",
    "            \n",
    "            per_wl_model, per_wl_fit, _ = fit_shifted_model(x,\n",
    "                                                        y,\n",
    "                                                        transitions,\n",
    "                                                        edge_tuple,\n",
    "                                                        plot=plot,\n",
    "                                                        initial_fit=mean_baseline,\n",
    "                                                        no_breakpoints = no_bps,\n",
    "                                                        breakpoints = breakpoint_tuple,\n",
    "                                                        fit_centre = False\n",
    "                                                        )\n",
    "            \n",
    "            b = per_wl_model['b']\n",
    "            c = per_wl_model['c']\n",
    "\n",
    "            _b = fits['baseline_mean_parameters'][0]   #This approach was just a tiny bit worse.  Could retry later\n",
    "            _c = fits['baseline_mean_parameters'][1]\n",
    "\n",
    "            #x = np.arange(len(mean_signal))   ####################   This looks questionable, removed in batman version  ################################\n",
    "            x = x[transitions[0]:transitions[2]]   #Transitions are the indices to be used in the original baseline x, not this new one above\n",
    "            linear_correction = b * x + c\n",
    "            y = y[transitions[0]:transitions[2]] / linear_correction\n",
    "            transit, transit_fit = fit_transit(x,y)\n",
    "            fits[f'wl_{wavelength_idx}_first_fit'] = per_wl_fit\n",
    "            fits[f'wl_{wavelength_idx}_transit_fit'] = transit_fit\n",
    "            \n",
    "            if do_bat_fit:\n",
    "                try:\n",
    "                    bat_signal, one_sided = get_bat_crops(signal, x, y, trim, reflected, transitions, b, c, days_per_bin)  #(signal, x_cropped, y_cropped, trimmed, reflected, transitions, b, c):\n",
    "                    bat_plot =  False\n",
    "                    params = make_transit_params(star_df.iloc[idx,:], omega_deg=90.0, limb_law=limb_law)\n",
    "                    bat_correction = batman_fit(bat_signal,\n",
    "                                                      params=params,\n",
    "                                                      initial_rp = np.sqrt(mean_transit[\"max_wl_depth\"]),\n",
    "                                                      plot=False)\n",
    "                except:\n",
    "                    bat_correction = 0\n",
    "            \n",
    "                per_wl_model['bat_correction'] = bat_correction\n",
    "            \n",
    "            \n",
    "            fits[f'bin_{wavelength}'] = per_wl_model\n",
    "            \n",
    "            #mean_transit['depth_minus_half_delta'] = mean_transit[\"mean_wl_depth\"] - mean_baseline['half_delta']\n",
    "            #depths[f'bin_{wavelength}'] = transit[\"mean_wl_depth\"] * scale\n",
    "            depths[f'bin_{wavelength}'] = transit[\"mean_wl_depth\"] #+ per_wl_model[\"half_delta\"]\n",
    "        \n",
    "            \n",
    "        \n",
    "        \n",
    "        \n",
    "        spectra.append(depths)  # fit is already a dictionary\n",
    "\n",
    "        all_wl_fits[idx] = fits\n",
    "    depths_df = pd.DataFrame(spectra, index=star_info.index)\n",
    "    \n",
    "    mean_features_df = pd.DataFrame(mean_features, index=star_info.index)\n",
    "    mean_features_df['fgs_diff'] = depths_df.values[:,0] - depths_df.values[:,:20].mean(axis=1)\n",
    "    #depths_df.iloc[:,0] = depths_df.values[:,:5].mean(axis=1)  #average over four from airs since they have less noise\n",
    "    #no need for this.  Instead rely on the offset to make the best prediction relative to the baseline, so leave the fgs point unaltered\n",
    "\n",
    "    mean_features_df['a_w2_depth'] = a * (transitions[1] - transitions[2]) / mean_transit[\"max_wl_depth\"]\n",
    "    mean_features_df['polypoints_range'] = depths_df.max(axis=1) - depths_df.min(axis=1)  #.iloc[:,1:]\n",
    "    mean_features_df['polypoints_std'] = depths_df.iloc[:,1:].std(axis=1)  #\n",
    "    mean_features_df['polypoints_mean'] = depths_df.iloc[:,1:].std(axis=1)\n",
    "\n",
    "    return depths_df, mean_features_df, all_wl_fits"
   ]
  },
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   "source": [
    "### Model Training Functions"
   ]
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   "source": [
    "def load_target(filepath, ids):\n",
    "    try:\n",
    "        df = pd.read_csv(filepath)\n",
    "        df.set_index('planet_id', inplace=True)\n",
    "        df = df.loc[ids]\n",
    "        print(\"All files loaded successfully!\")\n",
    "    except FileNotFoundError as e:\n",
    "        print(f\"Error loading files: {e}\")\n",
    "        print(\"Please ensure your notebook is connected to the competition dataset.\")\n",
    "    return df\n",
    "\n",
    "\n",
    "def transform_target(df, poly_df, centres, ids):\n",
    "    fgs1_vals = df.values[:,:1]\n",
    "    airs_vals = df.values[:,centres]#[:,1:]  \n",
    "    true_binned = np.concatenate([fgs1_vals, airs_vals], axis=1)\n",
    "    col_names = ['bin_0'] + [f'bin_{centre}' for centre in centres]\n",
    "    true_binned_df = pd.DataFrame(true_binned, index=ids, columns=col_names)\n",
    "    target_df = pd.DataFrame(true_binned_df.values - poly_df.values, columns=true_binned_df.columns, index=true_binned_df.index) \n",
    "    return target_df\n",
    "\n",
    "\n",
    "def local_mean_diff(df, target_col, n=1):\n",
    "    \"\"\"\n",
    "    Returns a Series of the difference between target_col and\n",
    "    the mean of its n nearest neighboring columns (excluding the first column).\n",
    "    \"\"\"\n",
    "    all_cols = df.columns\n",
    "    feature_cols = df.columns[1:]  # skip first column\n",
    "    \n",
    "    i = list(all_cols).index(target_col)\n",
    "    start = max(0, i - n)\n",
    "    end = min(len(feature_cols), i + n + 1)\n",
    "\n",
    "    # neighbors excluding the target column itself\n",
    "    neighbors = [c for j, c in enumerate(feature_cols[start:end]) if j + start != i]\n",
    "\n",
    "    if not neighbors:\n",
    "        raise ValueError(\"No neighbors found — maybe n is too small or only one feature column exists.\")\n",
    "\n",
    "    local_mean = df[neighbors].mean(axis=1)\n",
    "    diff_series = df[target_col] - local_mean\n",
    "\n",
    "    return diff_series\n",
    "\n",
    "\n",
    "\n",
    "def feature_eng(poly_df, extras_df, star_df, all_wl_fits, use_features):\n",
    "    extras_df['original_fgs'] = poly_df['bin_0']\n",
    "    star_df['m_ratio'] = star_df['Mp'] / star_df['Ms']\n",
    "    star_df[\"impact\"] = (star_info['sma'] / star_info['Rs']) * np.cos(np.radians(star_info['i']))\n",
    "    star_df[\"cos_i\"] =  np.cos(np.radians(star_df['i']))\n",
    "    star_df['sma_rs'] = star_df['sma'] / star_df['Rs']\n",
    "    star_df['Ts_Rs'] = (star_df['Ts']**4) * (star_df['Rs']**2)\n",
    "    extras_df['mean_first_diff'] = poly_df.iloc[:,1:].diff(axis=1).abs().mean(axis=1)\n",
    "    extras_df['mean_second_diff'] = poly_df.iloc[:,1:].diff(axis=1).diff(axis=1).abs().mean(axis=1)\n",
    "    extras_df['first_second_std_sum'] = extras_df['mean_first_diff'] + extras_df['mean_second_diff'] + extras_df['polypoints_std']\n",
    "    extras_df['c_delta'] = extras_df['c'] - extras_df['delta']\n",
    "    #star_info['t_time'] = star_info['P'] /star_info['sma']  #didn't help\n",
    "\n",
    "    #Now let's reduce the poly_df to features that really matter.\n",
    "    poly_columns = list(poly_df.columns)\n",
    "    feats_dict = {}\n",
    "    for col in poly_columns:\n",
    "        local_diff_2 = local_mean_diff(poly_df, target_col=col, n=2)\n",
    "        local_diff_4 = local_mean_diff(poly_df, target_col=col, n=4)\n",
    "        local_diff_6 = local_mean_diff(poly_df, target_col=col, n=6)\n",
    "        local_diff_8 = local_mean_diff(poly_df, target_col=col, n=8)\n",
    "        mean_airs = poly_df.iloc[:, 1:].mean(axis=1)\n",
    "        main_wl_bin = poly_df[col]\n",
    "        main_mean_diff = main_wl_bin - mean_airs\n",
    "\n",
    "        new_df = pd.DataFrame({\n",
    "                                \"main_wl_bin\": main_wl_bin,\n",
    "                                \"main_mean_diff\": main_mean_diff,\n",
    "                                \"local_diff_2\": local_diff_2,\n",
    "                                \"local_diff_4\": local_diff_4,\n",
    "                                \"local_diff_6\": local_diff_6,\n",
    "                                \"local_diff_8\": local_diff_8,\n",
    "                              })\n",
    "        df = pd.concat([star_df, extras_df, new_df], axis=1)\n",
    "        df = df[use_features]\n",
    "\n",
    "        wl_feats = {}\n",
    "        for idx, (row_idx, row) in enumerate(star_df.iterrows()):\n",
    "            wl_fit = all_wl_fits[idx][col]\n",
    "            global_c = extras_df.iloc[idx, extras_df.columns.get_loc('c')]\n",
    "        \n",
    "            wl_feats[row_idx] = {\n",
    "                \"wl_bat_correction\": wl_fit['bat_correction'],\n",
    "                \"wl_c_c\": wl_fit[\"c\"] - global_c,\n",
    "                \"wl_max_slope\": wl_fit[\"max_slope\"],\n",
    "                \"wl_a\": wl_fit[\"a\"],\n",
    "                \"wl_b\": wl_fit[\"b\"],\n",
    "                \"wl_c\": wl_fit[\"c\"],\n",
    "                \"wl_a_c\": wl_fit[\"a\"] / wl_fit[\"c\"],   #low score, but I removed the mean one instead\n",
    "                #\"wl_delta\": wl_fit[\"delta\"],  #low importance score\n",
    "                #\"x_centre\": centre,\n",
    "                #'transit_width': transit_width,\n",
    "                'wl_transit_delta': wl_fit[\"transit_delta\"],\n",
    "                #\"wl_transit_delta_width\": wl_fit[\"transit_delta_width\"], #low importance score\n",
    "            }\n",
    "        wl_feats_df = pd.DataFrame.from_dict(wl_feats, orient=\"index\")\n",
    "\n",
    "        feats_dict[col] = pd.concat([df, poly_df, wl_feats_df], axis=1)\n",
    "        #feats_dict[col] = pd.concat([df, poly_df['bin_0']], axis=1)  #tried with the less informative bins removed\n",
    "    return feats_dict #, poly_df\n",
    "\n",
    "\n",
    "def train_models(features: dict, # Dict of DataFrames with keys bin_##  \n",
    "                 targets: pd.DataFrame,\n",
    "                 train_ids,\n",
    "                 val_ids,\n",
    "                 model_parameters,\n",
    "                 pipeline,  #preprocessing pipeline for PCA features\n",
    "                 early_stopping = True\n",
    "                 ):\n",
    "\n",
    "    targets_train = targets.loc[train_ids]\n",
    "    targets_val = targets.loc[val_ids]\n",
    "\n",
    "    models = {}\n",
    "    feature_imps = []\n",
    "\n",
    "    for target_col in tqdm(targets.columns):\n",
    "        bin_features = features[target_col]#.drop(columns = ['has_two_breakpoints'])\n",
    "        X = features[target_col]\n",
    "        if pipeline is not None:\n",
    "            X_trfmd = pipeline.transform(bin_features)\n",
    "            pca_columns = [f\"PC{i+1}\" for i in range(X_train_transformed.shape[1])]\n",
    "            X_df = pd.DataFrame(\n",
    "                                        X_trfmd,\n",
    "                                        index=bin_features.index,\n",
    "                                        columns=pca_columns\n",
    "                                        )\n",
    "    \n",
    "            X = pd.concat([features[target_col], X_df], axis=1)\n",
    "        X_train = X.loc[train_ids]\n",
    "        X_val = X.loc[val_ids]\n",
    "        feature_list = list(X.columns)\n",
    "        \n",
    "        y_train = targets_train[target_col]\n",
    "        y_val = targets_val[target_col]\n",
    "                \n",
    "        model = lgb.LGBMRegressor(**model_parameters)\n",
    "\n",
    "        if early_stopping:\n",
    "            model.fit(X_train, y_train,\n",
    "                      eval_set=[(X_val, y_val)],\n",
    "                      eval_metric=\"l2\",\n",
    "                      callbacks=[lgb.early_stopping(300)]\n",
    "                     )\n",
    "        else:\n",
    "            model.fit(X_train, y_train,\n",
    "                      eval_metric=\"l2\",\n",
    "                      eval_set=[(X_val, y_val)],\n",
    "                      )\n",
    "            \n",
    "        models[target_col] = model\n",
    "        feature_imps.append(pd.DataFrame(sorted(zip(model.feature_importances_, feature_list)), columns=['Value','Feature']))\n",
    "    return models, pd.concat(feature_imps, axis=0)\n",
    "\n",
    "\n",
    "def train_linear_model(features: pd.DataFrame,\n",
    "                       targets: pd.DataFrame,\n",
    "                       train_ids,\n",
    "                       val_ids):\n",
    "\n",
    "    X_train = features.loc[train_ids]\n",
    "    X_val = features.loc[val_ids]  # Not actually used for fitting here, but you might use for eval\n",
    "    targets_train = targets.loc[train_ids]\n",
    "    targets_val = targets.loc[val_ids]\n",
    "\n",
    "    y_train = targets_train['airs_std']\n",
    "    \n",
    "    model = LinearRegression()\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7514d7f1",
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     "duration": 0.032576,
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     "start_time": "2025-09-25T10:00:54.682270",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Visualisation Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "68821703",
   "metadata": {
    "execution": {
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     "status": "completed"
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   "outputs": [],
   "source": [
    "def plot_spectra(data, num_curves=5,\n",
    "                 planet_idx=None, \n",
    "                 wavelength_idx=None,\n",
    "                 sum_wavelengths=False):\n",
    "    np.random.seed()\n",
    "    \n",
    "    if data.ndim != 3:\n",
    "        raise ValueError(\"Expected a 3D array (star, time, wavelength)\")\n",
    "    num_stars, num_time, num_wavelengths = data.shape\n",
    "\n",
    "    if planet_idx is None:\n",
    "        num_curves = min(num_curves, num_stars * num_wavelengths)\n",
    "        curves = random.choices(range(num_stars), k=num_curves)\n",
    "    else:\n",
    "        curves = [planet_idx]\n",
    "        \n",
    "    if wavelength_idx is not None:\n",
    "        data = data[:, :, wavelength_idx]\n",
    "    elif sum_wavelengths:\n",
    "        data = data.sum(axis=2)\n",
    "    else:\n",
    "        wavelength_idx = np.random.randint(num_wavelengths)\n",
    "        data = data[:, :, wavelength_idx]\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    for planet_idx in curves:\n",
    "\n",
    "        y = data[planet_idx, :]\n",
    "        x = np.arange(num_time)\n",
    "\n",
    "        plt.plot(x, y, label=f\"Star {planet_idx}, λ {wavelength_idx}\")\n",
    "\n",
    "    plt.xlabel(\"Time (dim=1)\")\n",
    "    plt.ylabel(\"Flux (or value)\")\n",
    "    plt.title(\"Random Curves: Time Series from Random Stars and Wavelengths\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "                         \n",
    "\n",
    "class PlanetPlotter:\n",
    "    def __init__(self,\n",
    "                 planet_ids,\n",
    "                 all_signal,\n",
    "                 all_fits,\n",
    "                 breakpoints,\n",
    "                 edges,\n",
    "                 poly_df,\n",
    "                 sub_df,\n",
    "                 targ_df,\n",
    "                 feature_df,\n",
    "                 ):\n",
    "        self.ids = planet_ids\n",
    "        self.signals = all_signal\n",
    "        self.fits = all_fits\n",
    "        self.bps = breakpoints\n",
    "        self.edges = edges\n",
    "        self.id_to_idx = {pid : idx for idx, pid in enumerate(self.ids)}\n",
    "        self.poly_df = poly_df\n",
    "        self.sub_df = sub_df\n",
    "        self.targ_df = targ_df\n",
    "        self.feat_df = feature_df\n",
    "\n",
    "    \n",
    "    def plot_transmission(self,\n",
    "                          planet_ids,\n",
    "                          wavelengths=None, \n",
    "                          df_true=None,\n",
    "                          y_center=None, \n",
    "                          y_range=0.01, \n",
    "                          show_uncertainty=True,\n",
    "                          fitted_points=None):\n",
    "        \"\"\"\n",
    "        Plots transit depth predictions (and optional ground truth) for one or more planet_ids,\n",
    "        with optional ±1σ uncertainty bands around the ground truth.\n",
    "    \n",
    "        Parameters:\n",
    "        - df_pred: DataFrame with first 283 columns as predicted depth, next 283 as 1σ uncertainties\n",
    "        - planet_ids: int or list of ints\n",
    "        - wavelengths: list of x-axis values (optional)\n",
    "        - df_true: optional DataFrame of ground truth values\n",
    "        - y_center: center of y-axis (auto-computed if None)\n",
    "        - y_range: total y-axis range\n",
    "        - show_uncertainty: if True, plots shaded ±1σ band around ground truth\n",
    "        \"\"\"\n",
    "\n",
    "        if planet_ids is None:\n",
    "            planet_ids = random.choice(self.ids)\n",
    "        \n",
    "        plot_bins = False\n",
    "        \n",
    "        if isinstance(planet_ids, int) and fitted_points is not None:\n",
    "            plot_bins = True\n",
    "            bin_numbers = fitted_points.index.str.extract(r'bin_(\\d+)').astype(int).values.flatten()\n",
    "            bin_values = fitted_points.values\n",
    "        \n",
    "        if isinstance(planet_ids, int):\n",
    "            planet_ids = [planet_ids]\n",
    "    \n",
    "        if wavelengths is None:\n",
    "            wavelengths = range(1, 284)\n",
    "    \n",
    "        # Auto-calculate y-axis center if needed\n",
    "        if y_center is None:\n",
    "            all_depths = []\n",
    "            for pid in planet_ids:\n",
    "                if pid in self.sub_df.index:\n",
    "                    all_depths.append(sub_df.loc[pid, sub_df.columns[:283]].values)\n",
    "            y_center = np.mean(np.concatenate(all_depths)) if all_depths else 0.01\n",
    "    \n",
    "        y_min = y_center - y_range / 2\n",
    "        y_max = y_center + y_range / 2\n",
    "    \n",
    "        plt.figure(figsize=(6, 3))\n",
    "    \n",
    "        for pid in planet_ids:\n",
    "            if pid not in self.sub_df.index:\n",
    "                print(f\"planet_id {pid} not found in predictions DataFrame.\")\n",
    "                continue\n",
    "    \n",
    "            pred_depth = self.sub_df.loc[pid, self.sub_df.columns[:283]].values\n",
    "            pred_sigma = self.sub_df.loc[pid, self.sub_df.columns[283:566]].values  # columns 284–566\n",
    "    \n",
    "            # Plot prediction\n",
    "            plt.plot(wavelengths, pred_depth, label=f\"Predicted {pid}\")\n",
    "            plt.plot(wavelengths[0], pred_depth[0], marker='o', color='blue')\n",
    "    \n",
    "            # Plot ground truth\n",
    "            if df_true is not None and pid in df_true.index:\n",
    "                true_depth = df_true.loc[pid, df_true.columns[:283]].values\n",
    "                plt.plot(wavelengths, true_depth, label=f\"Truth {pid}\", linestyle='--', linewidth=2)\n",
    "    \n",
    "                if show_uncertainty:\n",
    "                    lower = true_depth - pred_sigma\n",
    "                    upper = true_depth + pred_sigma\n",
    "                    plt.fill_between(wavelengths, lower, upper, color='gray', alpha=0.3,\n",
    "                                     label=f\"±1σ {pid}\" if pid == planet_ids[0] else None)\n",
    "    \n",
    "            print(f'The planet id is {pid}')\n",
    "    \n",
    "        #plot the geometrically fitted points for each bin\n",
    "        if plot_bins:\n",
    "            plt.plot(bin_numbers, bin_values, marker='o', color='red')\n",
    "    \n",
    "        plt.ylim(y_min, y_max)\n",
    "        plt.xlabel(\"Wavelength\")\n",
    "        plt.ylabel(\"Transit Depth\")\n",
    "        plt.title(\"Transmission Spectra with Uncertainty Bands\")\n",
    "        plt.legend()\n",
    "        plt.grid(True)\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "\n",
    "\n",
    "    def plot_planet(self, planet_id=None, f_y_range=None, t_y_range=0.01):\n",
    "        random_idx = np.random.randint(0, 1100) if planet_id is None else self.id_to_idx[planet_id]\n",
    "        random_choice = planet_ids[random_idx]\n",
    "        \n",
    "        y_all_wl = self.signals[random_idx].mean(axis=1)\n",
    "        #x_offset = self.feat_df.loc[random_choice]['left_transition']\n",
    "        #trimmed = self.feat_df.loc[random_choice]['trimmed']\n",
    "        x_offset = self.feat_df.loc[random_choice]['x_offset']\n",
    "        \n",
    "        y = y_all_wl / y_all_wl.mean()\n",
    "        x_unshifted = np.arange(len(y))\n",
    "        reflected = self.feat_df.loc[random_choice]['reflected']\n",
    "        N = len(y)\n",
    "        if reflected:\n",
    "            y = y[::-1]\n",
    "            print('This signal was reflected left to right')\n",
    "            left_breakpoint = None if self.bps[random_idx][1] is None else (N - 1 - int(self.bps[random_idx][1]))\n",
    "            right_breakpoint = None if self.bps[random_idx][0] is None else (N - 1 - int(self.bps[random_idx][0]))\n",
    "            left_edge = (N - 1 - int(self.edges[random_idx][1]))\n",
    "            right_edge = (N - 1 - int(self.edges[random_idx][0]))\n",
    "        else:\n",
    "            left_breakpoint = None if self.bps[random_idx][0] is None else int(self.bps[random_idx][0])\n",
    "            right_breakpoint = None if self.bps[random_idx][1] is None else int(self.bps[random_idx][1])\n",
    "            left_edge = self.edges[random_idx][0]\n",
    "            right_edge = self.edges[random_idx][1]\n",
    "        \n",
    "        bp_left = left_breakpoint or 0\n",
    "        bp_right = right_breakpoint or len(y)\n",
    "        \n",
    "        b = self.fits[random_idx]['baseline_mean_parameters'][0]\n",
    "        c = self.fits[random_idx]['baseline_mean_parameters'][1]\n",
    "        \n",
    "        x = x_unshifted - self.feat_df.loc[random_choice]['x_offset']\n",
    "        \n",
    "        x_fit = self.fits[random_idx]['mean_baseline'][0]\n",
    "        y_fit = self.fits[random_idx]['mean_baseline'][1]\n",
    "        y_correction = b * x_fit + c\n",
    "\n",
    "        plt.figure(figsize=(6, 3))\n",
    "        if f_y_range is not None:\n",
    "            y_center = np.mean(y)\n",
    "            y_min = y_center - f_y_range / 4\n",
    "            y_max = y_center + 3*f_y_range / 4\n",
    "            plt.ylim(y_min, y_max)\n",
    "\n",
    "        plt.plot(x, y, 'o', alpha=0.5, label='Data')\n",
    "        plt.plot(x_fit, y_fit, '-', linewidth=2, label='Fitted curve')\n",
    "        plt.plot(x_fit, y_correction, '-', linewidth=2, label='Linear baseline')\n",
    "        plt.axvline(bp_left - x_offset, linestyle='--', color='green', label='Left Breakpoint') \n",
    "        plt.axvline(bp_right - x_offset, linestyle='--', color='gray', label='Right Breakpoint') \n",
    "        plt.axvline(left_edge - x_offset, linestyle= ':', color='green', label='Left Breakpoint') \n",
    "        plt.axvline(right_edge - x_offset, linestyle= ':', color='gray', label='Right Breakpoint') \n",
    "        plt.xlabel(\"x\")\n",
    "        plt.ylabel(\"y\")\n",
    "        plt.legend()\n",
    "        plt.title(\"Shifted Quadratic Fit with Shared Linear Drift\")\n",
    "        plt.grid(True)\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "    \n",
    "        poly_preds = self.poly_df.loc[random_choice]\n",
    "        self.plot_transmission(random_choice, df_true=self.targ_df, fitted_points = poly_preds, y_range = t_y_range)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25790cb6",
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    "tags": []
   },
   "source": [
    "## Start Main Workflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "34414033",
   "metadata": {
    "execution": {
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    "tags": []
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   "outputs": [],
   "source": [
    "paths=Paths(root = ROOT,\n",
    "            train_models = TRAIN_NEW_MODELS,\n",
    "            saved_models_path = MODELS_PATH,\n",
    "            new_signal_name = SIGNAL_VERSION,\n",
    "            saved_signal_path = SIGNAL_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6e959e92",
   "metadata": {
    "execution": {
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     "start_time": "2025-09-25T10:00:54.983781",
     "status": "completed"
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    "tags": []
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing complete!\n"
     ]
    }
   ],
   "source": [
    "if __name__ == \"__main__\": \n",
    "    star_info = pd.read_csv(paths.star_info)\n",
    "    star_info['original_index'] = star_info.index\n",
    "    star_info[\"planet_id\"] = star_info[\"planet_id\"].astype(int)\n",
    "    star_info = star_info.set_index(\"planet_id\")\n",
    "    planet_ids = star_info.index.tolist()\n",
    "    id_to_idx = {pid : idx for idx, pid in enumerate(planet_ids)}\n",
    "\n",
    "    preprocessor = PreProcessor(SIGNAL_VERSION,\n",
    "                                TIME_BINS,\n",
    "                                sensor_sizes_dict,\n",
    "                                paths.signal_folder,\n",
    "                                mask_hot = MASK_HOT_PIXELS\n",
    "                                )\n",
    "\n",
    "    if not FIT_ON_PREPROCESSED: \n",
    "        with mp.Pool(processes=4) as pool:\n",
    "            list(tqdm(pool.imap(preprocessor.process_planet, planet_ids), total=len(planet_ids)))\n",
    "    \n",
    "        preprocesed_signals = []\n",
    "    \n",
    "        for planet_id in planet_ids:\n",
    "            f_raw = np.load(f\"{planet_id}_FGS1_signal_{SIGNAL_VERSION}.npz.npy\")\n",
    "            a_raw = np.load(f\"{planet_id}_AIRS-CH0_signal_{SIGNAL_VERSION}.npz.npy\")\n",
    "    \n",
    "            # flip a_raw\n",
    "            signal = np.concatenate([f_raw[:, None], a_raw[:, ::-1]], axis=1)\n",
    "            preprocesed_signals.append(signal)\n",
    "    \n",
    "        reprocessed_and_joined = np.array(preprocesed_signals)\n",
    "        np.save(f\"{SIGNAL_VERSION}.npy\", reprocessed_and_joined, allow_pickle=False)\n",
    "\n",
    "    print(\"Processing complete!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3040e42f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:55.133211Z",
     "iopub.status.busy": "2025-09-25T10:00:55.132877Z",
     "iopub.status.idle": "2025-09-25T10:00:56.308971Z",
     "shell.execute_reply": "2025-09-25T10:00:56.306857Z"
    },
    "papermill": {
     "duration": 1.213781,
     "end_time": "2025-09-25T10:00:56.312087",
     "exception": false,
     "start_time": "2025-09-25T10:00:55.098306",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "!rm -rf *FGS1_signal*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3255c888",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:56.391384Z",
     "iopub.status.busy": "2025-09-25T10:00:56.390929Z",
     "iopub.status.idle": "2025-09-25T10:00:57.589154Z",
     "shell.execute_reply": "2025-09-25T10:00:57.587669Z"
    },
    "papermill": {
     "duration": 1.240381,
     "end_time": "2025-09-25T10:00:57.592039",
     "exception": false,
     "start_time": "2025-09-25T10:00:56.351658",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "!rm -rf *AIRS-CH0_signal*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "780b417d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:57.661687Z",
     "iopub.status.busy": "2025-09-25T10:00:57.661258Z",
     "iopub.status.idle": "2025-09-25T10:00:58.857781Z",
     "shell.execute_reply": "2025-09-25T10:00:58.856463Z"
    },
    "papermill": {
     "duration": 1.23427,
     "end_time": "2025-09-25T10:00:58.860457",
     "exception": false,
     "start_time": "2025-09-25T10:00:57.626187",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__notebook__.ipynb  prediction_models  uncertainty_models\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "raw",
   "id": "411a3b3d",
   "metadata": {
    "papermill": {
     "duration": 0.033176,
     "end_time": "2025-09-25T10:00:58.928267",
     "exception": false,
     "start_time": "2025-09-25T10:00:58.895091",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Mid-Process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b6f055b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:00:58.997948Z",
     "iopub.status.busy": "2025-09-25T10:00:58.996859Z",
     "iopub.status.idle": "2025-09-25T10:02:35.237794Z",
     "shell.execute_reply": "2025-09-25T10:02:35.236738Z"
    },
    "papermill": {
     "duration": 96.278187,
     "end_time": "2025-09-25T10:02:35.240223",
     "exception": false,
     "start_time": "2025-09-25T10:00:58.962036",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "wavelengths = pd.read_csv(paths.wavelengths)\n",
    "midprocessor = MidProcessor(wavelengths,\n",
    "                            wl_bins = WL_BINS,\n",
    "                            binning_kernel = BINNING_KERNEL,\n",
    "                            conv_kernel_limits = CONV_KERNEL_LIMITS,\n",
    "                            edge_buffer = WL_BUFFER)\n",
    "\n",
    "binned_signal, centres = midprocessor.process_signal(paths.signal_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "34429be7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:35.305768Z",
     "iopub.status.busy": "2025-09-25T10:02:35.305374Z",
     "iopub.status.idle": "2025-09-25T10:02:35.313434Z",
     "shell.execute_reply": "2025-09-25T10:02:35.312447Z"
    },
    "papermill": {
     "duration": 0.042901,
     "end_time": "2025-09-25T10:02:35.315578",
     "exception": false,
     "start_time": "2025-09-25T10:02:35.272677",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1100, 375, 13)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "binned_signal.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "28b59688",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:35.380950Z",
     "iopub.status.busy": "2025-09-25T10:02:35.380590Z",
     "iopub.status.idle": "2025-09-25T10:02:35.386920Z",
     "shell.execute_reply": "2025-09-25T10:02:35.385894Z"
    },
    "papermill": {
     "duration": 0.04162,
     "end_time": "2025-09-25T10:02:35.388810",
     "exception": false,
     "start_time": "2025-09-25T10:02:35.347190",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[5, 29, 54, 79, 103, 128, 153, 178, 202, 227, 252, 277]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5f94377b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:35.453792Z",
     "iopub.status.busy": "2025-09-25T10:02:35.453398Z",
     "iopub.status.idle": "2025-09-25T10:02:37.060662Z",
     "shell.execute_reply": "2025-09-25T10:02:37.059490Z"
    },
    "papermill": {
     "duration": 1.642086,
     "end_time": "2025-09-25T10:02:37.062874",
     "exception": false,
     "start_time": "2025-09-25T10:02:35.420788",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_signal = np.load(paths.signal_path)\n",
    "plot_spectra(all_signal, num_curves=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d78cea36",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:37.132701Z",
     "iopub.status.busy": "2025-09-25T10:02:37.132284Z",
     "iopub.status.idle": "2025-09-25T10:02:37.583367Z",
     "shell.execute_reply": "2025-09-25T10:02:37.582211Z"
    },
    "papermill": {
     "duration": 0.488928,
     "end_time": "2025-09-25T10:02:37.585619",
     "exception": false,
     "start_time": "2025-09-25T10:02:37.096691",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    bad_planet_idx = id_to_idx[1665810843]\n",
    "    plot_spectra(all_signal, sum_wavelengths=True, planet_idx = bad_planet_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5d23cfed",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:37.659038Z",
     "iopub.status.busy": "2025-09-25T10:02:37.658666Z",
     "iopub.status.idle": "2025-09-25T10:02:38.108811Z",
     "shell.execute_reply": "2025-09-25T10:02:38.107698Z"
    },
    "papermill": {
     "duration": 0.489311,
     "end_time": "2025-09-25T10:02:38.111173",
     "exception": false,
     "start_time": "2025-09-25T10:02:37.621862",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    bad_planet_idx = id_to_idx[1124834224]\n",
    "    plot_spectra(all_signal, sum_wavelengths=True, planet_idx = bad_planet_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b7c18f2b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:38.185933Z",
     "iopub.status.busy": "2025-09-25T10:02:38.185067Z",
     "iopub.status.idle": "2025-09-25T10:02:38.625195Z",
     "shell.execute_reply": "2025-09-25T10:02:38.624092Z"
    },
    "papermill": {
     "duration": 0.481173,
     "end_time": "2025-09-25T10:02:38.628370",
     "exception": false,
     "start_time": "2025-09-25T10:02:38.147197",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plot_spectra(all_signal, wavelength_idx=40, planet_idx = bad_planet_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "041ba861",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:38.706725Z",
     "iopub.status.busy": "2025-09-25T10:02:38.706367Z",
     "iopub.status.idle": "2025-09-25T10:02:39.099172Z",
     "shell.execute_reply": "2025-09-25T10:02:39.097994Z"
    },
    "papermill": {
     "duration": 0.435359,
     "end_time": "2025-09-25T10:02:39.101715",
     "exception": false,
     "start_time": "2025-09-25T10:02:38.666356",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plot_spectra(all_signal, planet_idx = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "87eb8238",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:39.182166Z",
     "iopub.status.busy": "2025-09-25T10:02:39.181125Z",
     "iopub.status.idle": "2025-09-25T10:02:39.773382Z",
     "shell.execute_reply": "2025-09-25T10:02:39.772143Z"
    },
    "papermill": {
     "duration": 0.635412,
     "end_time": "2025-09-25T10:02:39.775759",
     "exception": false,
     "start_time": "2025-09-25T10:02:39.140347",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plot_spectra(all_signal, planet_idx = 0, sum_wavelengths=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "81e81ee2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:39.860409Z",
     "iopub.status.busy": "2025-09-25T10:02:39.859990Z",
     "iopub.status.idle": "2025-09-25T10:02:40.451436Z",
     "shell.execute_reply": "2025-09-25T10:02:40.450066Z"
    },
    "papermill": {
     "duration": 0.636383,
     "end_time": "2025-09-25T10:02:40.453738",
     "exception": false,
     "start_time": "2025-09-25T10:02:39.817355",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plot_spectra(all_signal, num_curves=1, sum_wavelengths=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "20f1ba81",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:40.541545Z",
     "iopub.status.busy": "2025-09-25T10:02:40.541130Z",
     "iopub.status.idle": "2025-09-25T10:02:40.960575Z",
     "shell.execute_reply": "2025-09-25T10:02:40.959463Z"
    },
    "papermill": {
     "duration": 0.467657,
     "end_time": "2025-09-25T10:02:40.963565",
     "exception": false,
     "start_time": "2025-09-25T10:02:40.495908",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plot_spectra(all_signal, planet_idx=0, num_curves=1, wavelength_idx=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "25e33c8b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:41.057068Z",
     "iopub.status.busy": "2025-09-25T10:02:41.056679Z",
     "iopub.status.idle": "2025-09-25T10:02:41.474023Z",
     "shell.execute_reply": "2025-09-25T10:02:41.472903Z"
    },
    "papermill": {
     "duration": 0.467678,
     "end_time": "2025-09-25T10:02:41.476435",
     "exception": false,
     "start_time": "2025-09-25T10:02:41.008757",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plot_spectra(binned_signal, planet_idx=0, num_curves=1, wavelength_idx=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7b6fe1af",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:41.568410Z",
     "iopub.status.busy": "2025-09-25T10:02:41.567407Z",
     "iopub.status.idle": "2025-09-25T10:02:41.864159Z",
     "shell.execute_reply": "2025-09-25T10:02:41.863085Z"
    },
    "papermill": {
     "duration": 0.345943,
     "end_time": "2025-09-25T10:02:41.867655",
     "exception": false,
     "start_time": "2025-09-25T10:02:41.521712",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    planet_idx  = random.randint(1, 1099)\n",
    "    plot_spectra(all_signal, num_curves=1, planet_idx=planet_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "73513169",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:41.965465Z",
     "iopub.status.busy": "2025-09-25T10:02:41.965035Z",
     "iopub.status.idle": "2025-09-25T10:02:42.260319Z",
     "shell.execute_reply": "2025-09-25T10:02:42.259254Z"
    },
    "papermill": {
     "duration": 0.347846,
     "end_time": "2025-09-25T10:02:42.263348",
     "exception": false,
     "start_time": "2025-09-25T10:02:41.915502",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    bad_planet_idx = id_to_idx[1665810843]\n",
    "    plot_spectra(all_signal, num_curves=1, planet_idx=bad_planet_idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "916b27ad",
   "metadata": {
    "papermill": {
     "duration": 0.049203,
     "end_time": "2025-09-25T10:02:42.361410",
     "exception": false,
     "start_time": "2025-09-25T10:02:42.312207",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Curve Fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e0f5e6da",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:42.460435Z",
     "iopub.status.busy": "2025-09-25T10:02:42.459969Z",
     "iopub.status.idle": "2025-09-25T10:02:50.294449Z",
     "shell.execute_reply": "2025-09-25T10:02:50.293296Z"
    },
    "papermill": {
     "duration": 7.886431,
     "end_time": "2025-09-25T10:02:50.296744",
     "exception": false,
     "start_time": "2025-09-25T10:02:42.410313",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qd955Jx999BHR0dFVal3W9LMTFhaGh4cHixYtwtXVFWdnZ/r3709ISMhVr/3BBx8wd+5cunXrRkRERKXna/oZEKLFUGOJsRDN1W+//abcfffdSqdOnRQXFxfF3t5eCQ8PV2bPnq2kpKRUOvfyUi+Koij79+9XbrjhBsVgMCht2rRR5s+fr7z//vsKoCQnJ1d67dixY6tc//IyHMXFxcqTTz6ptGrVSnF0dFSuv/56ZceOHVXOq02pl5q0Zy71smLFikqvv9J1PvroIyUkJEQxGAxKnz59lC1btlRpszrr169XbrrpJqV169aKvb290rp1a+W2225TTpw4Uem80tJS5a233lK6dOmiGAwGxdPTU+ndu7cyb948JScnp9K5n3/+udKzZ0/LeUOGDFFiYmIqnbNw4UKlU6dOil6vV/z9/ZW//e1vSlZWVqVzhgwZonTp0qVKzJeXK1EURTl79qwyYcIExcnJSfHx8VEeffRR5ffff69RqRdFUZTNmzcrvXv3Vuzt7ZXQ0FBl0aJFyty5c5XqfsSvXLlSGTRokOLs7Kw4OzsrnTp1Uh566CElLi7umrGbn6vu+5Kbm6s4OjoqgPLNN99Ueb6mnx1FUZTVq1crnTt3Vuzs7Cp9Xqr72ilKRSmetm3bKoDy2muvVRt3bT4DQjR3GkVRYeaxEKLGHnvsMRYvXkx+fv4VFxAIIYQQNSVz/oSwIUVFRZUeZ2Rk8PXXXzNo0CBJ/IQQQtQLmfMnhA0ZMGAAUVFRREREkJKSwmeffUZubi4vvvii2qEJIYRoJiT5E8KG3HjjjXz33Xd8/PHHaDQaevXqxWeffcbgwYPVDk0IIUQzIXP+hBBCCCFaEJnzJ4QQQgjRgkjyJ4QQQgjRgsicv3pSXl7O/v378ff3R6uVnFoIIYRoCkwmEykpKfTs2RM7u5qlRVu2bOHtt99m7969XLx4ke+//77Krja2TJK/erJ//3769eundhhCCCGEsMKuXbvo27dvjc4tKCigR48e3H333UyaNKmBI6t/kvzVE39/f6Diw9OqVSuVoxFCCNFgCgvBvE93XBzUcCs+YZsuXrxIv379cHJyIjc313LcYDBgMBiqfc2YMWMYM2ZMY4VY7yT5qyfmod5WrVrRpk0blaMRQgjRYAoK/rofGAjOzurFIupN165dKz2eO3cuL7/8sjrBNDBJ/oQQQgjR4h09epTAwEDL4yv1+jUHkvwJIYQQosVzdXXFzc1N7TAahSxLFUIIIYRoQST5E0IIIYRoQWTYVwghhBCiFvLz8zl16pTlcXx8PAcOHMDLy4t27dqpGFnNSPInhBBCCFELe/bsYejQoZbHTzzxBAAzZszgyy+/VCmqmpPkTwghhBCiFqKiolAURe0wrCZz/oQQQgghWhBJ/oQQQgghWhBJ/oQQQgghWhBJ/oQQQgghWhBJ/oQQQgghWhBZ7SuEEP8vtSCV/8X+j8mdJxPoFnjtFzRBiqJQUlJCaWkpJpOpxje9Xo+zszPOzs44ODig0WjUfitCCCtJ8ieEEP/vX9v/xTeHvuHLg1/y30n/JcI3Qu2Qas2c3BUXF1d7KykpqXOJCp1Oh5OTkyUZNN/s7e0lKRSiCZDkTwghAJNiYs3pNQCk5Kdw87KbWTJxCf3b9Fc5suqVlZVRUFBAYWGh5d+ioqIaJXcajQZ7e3t0Oh1arfaaN41GQ0lJieU6RqORvLw88vLyKrVrZ2eHs7MzLi4ueHl54enpiVYrs4uEsDWS/IlGpygKiqJgNBotQ0rm+5e7vBehuseX3650/NLnhbjc/ov7SStIw8XehQjfCHaf3820ldNYPG4xo8JGqRbX5Ume+X5paekVX6PRaHBwcLDcDAZDlcfW/l9QFIWioiJLLJfGVF5eTk5ODjk5OZw/fx6dToeXlxc+Pj54e3tjZye/coSwBfI/sQVRFKVSonVp8mV+zpyYmW+XH7v8/JrcapLkNQaNRoNer8fOzg47OzvL/cv/Nd+u1RMimpe1p9cCMCxkGP8e/W8e/PlB1p5ey92r7+btkW9zW7fbGuS6iqJQXl5OUVERRUVFFBcXW+4XFRVdNclzcHCwDL86OTnh5OSEg4NDgw6/ajQay7V8fX0tx00mkyVBzc3NJT09nZKSEtLS0khLS0Oj0eDp6WlJBA0GQ4PEJ4S4Nkn+mghzslVWVkZ5eTllZWWW26WPzfevlOTZGo1GU21SVd2w1eXHzI8vT1ivNOSlKAqlpaVX/WVqbdxarRY7Ozt0Op3ldunjqz1nvrXUpLLMWMZrW16jd+veTOg4QbU4zEO+0WHRONg58OmET3km5hmWHl7Kk2ufJL0wnYf7PVzr75G5l7ukpMQyF+/yJM9oNF61jUuTvEsTPVvqSdNqtbi4uODi4oK/vz/h4eHk5eWRnp5Oeno6hYWFZGZmkpmZCYCbmxs+Pj74+Pjg5OSkcvRCtCy285NDVCsnJ4cjR45QXl5er8mbVqutNN/n0mHRmjyu7e3Sa10+z6ghVJcYlpeXW26XJsqX/nvp/Ut7OS//5Ww+dq1f2rV1eUJ4abJoThgv7Z280uOmlER+f/x7Ptn3CUuPLGVM+Bj0On2jx5CQncCJjBPYae0YFjIMADutHQtGLcDHyYeFuxYyf9t80grTeDnqZbSais+tyWSyrJy99N/L79fk/655aNbR0RFHR0fLfWdnZ3Q6XYO+/4ag0Whwc3PDzc2N0NBQCgsLLYlgbm6u5XbmzBlcXV0JDw/H3d1d7bCFaBEk+bNxWq22Uk/VpUOXer3ecrv0sTkJuDTRuvzfppQcWOPSuX9mde0ludpQtzkRNN/Ky8urvV/d40sTyPpKKC/vYbzSvxqN5pqxmY+ZTCZ0Oh16vR57e3vL5818v7pjNfmcfXf0OwDySvLYcW4Hg4MG1+q9Vtfze/l0BcDyua/uD541pyp6/a5rcx3uDu4oikJZWRklJSXcH3E/+jI9/9rzLxbtWsSJpBM82vFRTOUVPfE1ZWdnh729faUEz5zkOTg4NMkErzacnJxo164d7dq1o6SkxJIIZmdnk5eXx/79+wkICCA0NBR7e3u1wxWiWZPkz8Y5OTnRu3fvSkldc0/cbJVGo7EkVfXp0rmY1d3MydelPZfVHbt0PqX5tfUxxH0p87WKiopqdL75D45L//i49JZRmsGW+C0oVCRo/9v9P/yL/audtnD5v+avW11pNBq+PfItpaWlhBHG9u3bKSsrqzR9oK+2Lw+HPszCUwtZd34daflpPNXxKRx1jmi1WgwGA/b29tX+a77f3JO72jAYDAQGBhIYGEhpaSlnzpwhOTmZ5ORk0tLSCA4OJjAwUFYKC9FAJPmzcTqdDldXV7XDEA2oPpNKk8lUKTG81r+KolxxDmJ1xy6dX1paWlrp38vvm+Mxz1Wtzvfnv6fcWI6TzolCYyHrz67nVu9bLcOqdXHplIVLewQvl1uay7GcYwD0dO1ZKWG+NJGb2noq7du0Z86OORwpPMJ7599jycQl+Ln6yR9kdWBvb0+nTp1o3bo1J0+eJC8vj9OnT3Px4kXat2+Pp6en2iEK0ezYTPL35ptvMmfOHB599FH+/e9/A5CcnMzTTz9NTEwMeXl5dOzYkeeff55bbrnF8rp9+/bx7LPPsnv3bnQ6HbfccgvvvPMOLi4ulnMSExP529/+xsaNG3FxcWHGjBnMnz+/0jDgpk2beOKJJzhy5Aht27blhRdeYObMmY319oWoF1qttkGHzGq6QtM8x/JKvZnm5HPn8Z3odDr+3v3vLDqyiBxjDsXuxXTz7VajqQtXmpd6tWTs0mFhk8nEd8e+w05vR0fvjtw46EYURcHe3r7aFbMd6EDHoI7c+f2dHEo7xOSVk/nfLf+jjVubOn1dRcUCkF69epGcnMyZM2coLCzk4MGD+Pr6EhYWhoODg9ohCtFs2ESf+u7du1m8eDHdu3evdHz69OnExcXx448/Ehsby6RJk5gyZQr79+8H4MKFC4wYMYLw8HB27tzJ77//zpEjRyolbUajkbFjx1JaWsr27dtZsmQJX375JS+99JLlnPj4eMaOHcvQoUM5cOAAjz32GPfeey9r1qxplPcvRHNjnpvq4OCAs7Mzbm5uljIf/v7+tG7dmhxDDokFiTjaO/L3oX8nukM0Op2OQ4WHaNu2La1btyYgIABfX1+8vb3x8PDAzc0NZ2dny1w5c6/cpfNcr9ULZ+5pNc/B23h2IxqNhrEdxuLi4oKrq+tV6+D1bNWT1dNWE+gWyOnM00z43wSScpIa4svY4mg0Glq1akW/fv0IDKzYXi8tLY1du3Zx9uxZm6xYIERTpHryl5+fzx133MEnn3xSpXt/+/btzJ49m379+hEaGsoLL7yAh4cHe/fuBeDnn39Gr9fz4Ycf0rFjR/r27cuiRYtYuXIlp06dAmDt2rUcPXqUb775hsjISMaMGcOrr77Khx9+aBneWbRoESEhISxYsICIiAgefvhhJk+ezLvvvtu4XwwhWhDzQo/R4aNxM7gxOnw0AL+f+r3RYigpL2FjwkaAWhVyDvcK56fbfqKDdweS85OZtnIa6YXpDRVmi6PX62nfvj19+vTB3d0dk8lEfHw8u3fvJiMjQ+3whGjyVE/+HnroIcaOHcuIESOqPDdw4ECWLVtGZmYmJpOJpUuXUlxcTFRUFAAlJSXY29tXmhTs6OgIwLZt2wDYsWMH3bp1w9/f33JOdHQ0ubm5HDlyxHLO5dePjo5mx44dV4y7pKSkUrmCy7c5EkJcWbmpnO+Pfw/ALREV0ziGhw7HTmvHiYwTnMk60yhxbEvcRmFZIf4u/nT3737tF1wiwCWAZZOX0catDfFZ8dyx6g7ySuTnQH1ycXEhMjKSiIgI7O3tKSoqIjY2lri4OOkFFKIOVE3+li5dyr59+5g/f361zy9fvpyysjJLNfgHHniA77//nvDwcACGDRtGcnIyb7/9NqWlpWRlZfHcc88BcPHiRaBi3uCliR9geZycnHzVc3Jzc6+4qnH+/Pm4u7tbbp07d7byqyBEy7M5YTPphel4O3kTFRwFgJvBjYFtBwKN1/tn3tUjOizaqkUb/i7+LJ28FG8nb2JTYrnnx3soNdbvCuuWTqPR4O/vT79+/Wjbti1Q8fM9NjaW8vJylaMTomlSLflLSkri0Ucf5dtvv73iRN4XX3yR7Oxs1q1bx549e3jiiSeYMmUKsbGxAHTp0oUlS5awYMECnJycCAgIICQkBH9//wYvETBnzhzLHpY5OTkcPXq0Qa8nRHOy4ugKACZ2nFipqHNjDv2aFBNrz/yV/Fkr1DOUbyd9i7O9M9sSt/Hwrw9jNNVv8W9RUScxLCyMbt0qFgNlZWWxb98+iouL1Q5NiCZHteRv7969pKam0qtXL8vuBJs3b+b999/Hzs6O06dPs3DhQj7//HOGDx9Ojx49mDt3Ln369OHDDz+0tHP77beTnJzM+fPnycjI4OWXXyYtLY3Q0FAAAgICSElJqXRt8+OAgICrnuPm5mYZRr6cwWCwVK93c3OTcixC1FBuSa5lK7Vbu9xa6TlzErb34l7SCtIaNI5DKYdIyU/B2d6Z69tdX6e2uvt354ubvkCv0/PziZ/5x/p/XHGbQVE33t7eREZGYm9vT2FhIfv27SM3N1ftsIRoUlRL/oYPH05sbCwHDhyw3Pr06cMdd9zBgQMHKCwsrAjwsh48nU5X7VwPf39/XFxcWLZsGQ4ODowcORKAAQMGEBsbS2pqquXcmJgY3NzcLEO1AwYMYP369ZXai4mJYcCAAfX6noUQ8MuJXygpL6G9d3u6+XWr9Fwr11ZEBkSiKAoxZ2IaNA7zrh5Dg4dir6t7eZxB7Qbx4Y0fotFo+PrQ1yzYsaDObYrqubq60rt3b1xcXCgtLeXAgQOkpTXsHwtCNCeqJX+urq507dq10s3Z2Rlvb2+6du1Kp06dCA8P54EHHmDXrl2cPn2aBQsWEBMTw8SJEy3tLFy4kH379nHixAk+/PBDHn74YebPn4+HhwcAo0aNonPnztx1110cPHiQNWvW8MILL/DQQw9ZapY9+OCDnDlzhmeeeYbjx4/z0UcfsXz5ch5//HEVvjJCNG/fHatY5Xtr51urnWfXWEO/9THke7lxHcYxf3jFHOZ3drzDF/u/qLe2RWUGg4HIyEi8vLwwmUwcOXKEpKQk6XEVogZUX+17JXq9nl9//RVfX1/Gjx9P9+7d+eqrr1iyZAk33nij5bxdu3YxcuRIunXrxscff8zixYt55JFHLM/rdDp+/vlndDodAwYM4M4772T69Om88sorlnNCQkL45ZdfiImJoUePHixYsIBPP/2U6Oj6+6UghICknCR2JO1Ao9EwKWJSteeYk78tZ7eQX5rfIHEk5iRyLO0YOq2O4aHD67Xt6T2m8/TApwF4YeMLrD6+ul7bF3+xs7OjW7dutG7dGoDTp09z8uRJSQCFuAab2eEDKnbZuFT79u1ZuXLlVV/z1VdfXbPdoKAgfv3116ueExUVZSkeLYRoGKuOrQLg+rbX09q1dbXntPdqT4hnCPFZ8WxK2MS4DuPqPQ7zkG//wP54OHjUe/uPXfcY6YXpfHHgCx75/RE8HDwYEjyk3q8jKlYDt2/fHkdHR06fPs2FCxcoLi6mc+fOlXZxEkL8xWZ7/oQQzYuiKJZVvubaftXRaDSMDmvYod+GGPK9lEaj4dVhr3JTx5soM5Zxz4/3sP+i/HHZUDQaDW3btqVr165otVoyMzPZv38/JSUlaocmhE2S5E+IZiKvJI+Pdn/ElrNbbLLUyIHkA5zJOoODnQNjO4y96rnmod91Z9ZRZiyr1ziyi7P589yfQO129agtrUbL+2PeZ0jwEArLCrnz+zs5lXmqwa4nwMfHx7ISuKCggL1790oBfiGqIcmfEM3Ey5te5rUtrzHtu2n0/aQvb2x9w6aSDfN2bmPCx+Bi73LVc3u16oWPkw+5JbmWRK2+bIjfgNFkpJNPJ4I8guq17cvpdXo+Hf8pPVv1JKsoi2nfTeN87vkGvWZL5+bmRq9evXB2drasBM7Pb5i5o0I0VZL8CdEMnM0+axlSdTO4kZyfzMJdCxn8xWDG/ncsXx74kuzibNXiKzOW8UPcD0DV2n7V0Wl1ll65+h76Nc/3a8hev0s52zvz9c1fE+YVxoW8C4z+djSbEjY1yrVbKgcHB3r27ImHhwdGo5HY2FjLXu5CCEn+hGgW3tv5HuWmcoYED+HQ3w7xyfhPGBk2Ep1Wx/6L+/nH+n/QY1EP7vvxPmJOx9T7UOq1bIjfQFZRFn7OfgxqN6hGrzEP/f526rd6W71ZaixlQ8IGoOHm+1XHy9GLpbcsJcI3gozCDG5feTuvbXmt0b8PLYmdnR1dunTB0dGRkpISDh8+LPsBC/H/JPkToolLyE6w9Po9NeAp7HX2jO0wliUTl7D/gf3Mi5pHF78ulBnL+OXkL8z4YQa9Pu7FSxtfIi49rlFiNA/5ToqYhJ22Ziswb2h3A056J5LzkzmUcqhe4tietJ2C0gL8XfzpEdCjXtqsqUC3QH65/Rdm9JgBwEe7P2LS8kkk5SQ1ahwtiV6vp1u3btjZ2ZGbm0tcXJyUgRECSf6EaPLe+/M9jCYjUcFR9G7du9JzPk4+3Nf7PmLuimH99PU80PsBfJ19ySjM4NN9nzLy65ENPgctpzjHsrp2cufJNX6dwc7AsJBhQP0N/ZqHfEeGjkSrafwffw52DswfMZ9Pxn+Cm8GNvRf2MvLrkfx68uqlqIT1nJyc6NKlCxqNhpSUFJKSJNkWQpI/IZqwhOwEy44ZTw548qrnRvhGMDdqLnvv38tXN39FiGcI5abyBt9G7ce4HykzlhHhG0Fn3861eq1lt4/TdU/+FEWx7CncmEO+1RnbYSwxd8XQq1UvcktyuffHe/nH+n9QUi6lSRqCp6cn4eHhAJw5c4b09HSVIxJCXZL8CdGE/fvPf2M0GRkaMrRKr9+V2GntGBE6gmldpgGwMWFjQ4ZoGZKeHFHzXj+z4SHDsdPaEZceR3xWfJ3iiE2NJTk/GSe9U43nHTaktu5t+X7q9/y9798B+PLAl4z971hOZ55WObLmKTAw0LITyLFjx2QFsGjRJPkToolKyE5g5bGKHXCeGvBUrV9v3tZs69mtDdbjlJCdwJ4Le9BqtFfczu1q3B3cGdB2AFD3od+1pyuGnqOCozDYGerUVn3R6/S8MPgFvp30Ld5O3hxNO0r0N9GsOLJC7dCapfDwcMsK4MOHD8sKYNFiSfInRBP17o53MZqMDA8dTs9WPWv9+gifCPxd/CkuL673WnpmK49WJKc3BN2Av4u/VW1Ydvuo49CvOXlsrBIvtTE0ZCjr7lrH9e2up7CskEd/f5RHf3uUgtICtUNrVrRarWUFcHFxMUeOHJEVwKJFkuRPiCboTNYZS6/fteb6XYlGo2Fo8FCgohRLfVMUxTIf8dbO167tdyXR4RXz8/Zc2EN6oXVztZJykjiadhStRsuI0BFWx9KQ/F38WXrLUp4e+DRajZYVR1cw9r9jyS+V4cn6dOkK4JycHE6cOCErgEWLI8mfEE3QuzvexaSYGBE6gsiASKvbMa+mNde+q097LuzhbPZZnPROloUb1mjt2pru/t1RFIWY09YtTjEvaukX2A8vRy+rY2loOq2Oxwc8zsopK/Fx8uFExokG29+4JXNycqJz54rFR8nJyZw7d07liIRoXJL8CdHEnM48zffHvwes7/UzGxw0GJ1Wx+nM0yTmJNZHeBbm2n7jOozDSe9Up7bquurXlod8q9O/TX/u6HYHULG/sah/Xl5elhXAp0+fJiMjQ+WIhGg8kvwJ0cS8+2dFr9/IsJF1LlTsZnCjT+s+QP0O/ZaUl7A6bjVQu9p+V2JO/jYnbK71PLhL9wdWu8RLbZiHpzclbJKdQBpIYGAgrVq1AuDo0aMUFMgcS9EySPInRBNyKvMUPxz/Aah7r5/ZsOCKod/6LPmy7sw6cktyaeXaigFtBtS5vY7eHQn2CKbUWFrrfXE3xG+g3FROe+/2hHiG1DmWxhIZEImXoxe5JbnsubBH7XCaJY1GQ/v27SvtAVxWJom2aP4k+ROiCTHP9RsVNoru/t3rpU3zvL9tidvqreSLubbfpE6T0Gl1dW5Po9H8NfRbyzlw5l09mlKvH1TM/xseUlGOR4Z+G455BbCDgwPFxcUcO3ZMFoCIZk+SPyGaiJMZJ/kh7gcAnhpY+7p+V9LZtzP+Lv4UlRWx8/zOOreXVpDG+vj1ANzaxfpVvpczJ38xZ2JqNAyakp/C4j2LLYs9mlryB3/VYlwXL8lfQzKvANZqtWRmZpKcnKx2SEI0KEn+hGgi3tnxDoqiEB0eTVe/rvXWrkajISooCqifeX8rj63EaDLSq1UvOnh3qHN7Zr1b9cbbyZvcktwrJqmFZYWsOraK21feTu+PezNv8zwKywrp7NvZqlqIaosKjsJOa8fJjJOczT6rdjjNmrOzMyEhFdMCTp06RUmJbLUnmi9J/kSNKYpCfFY8RpNR7VBanBMZJ/jxxI+Adbt5XIu5h6muyZ+iKCw9vBSAaV2n1TmuS+m0OkaFVqzW/e3kb5bjRpORrWe38uhvj9JjUQ8e/vVhNiVswqSY6N26N28Mf4NVU1eh1TS9H3duBjf6BfYDsPSmiobTpk0b3NzcMBqNxMXFyfCvuKoPP/yQ4OBgHBwc6N+/P7t27VI7pBprej8NhWpe2vgS139+PQM/H8jHez8mtyRX7ZBaDHOv35jwMXTx61Lv7ZtLvpzKPFWnki/7k/dzIuMEDnYOTOg4oR4jrHBpyZdjacd4bctr9P2kL1O/m8qKoysoKC0gyCOIJwY8wR93/8FPt/3EzMiZuBnc6j2WxmJe9WsevhYNR6PR0LFjR8vwb0pKitohCRu1bNkynnjiCebOncu+ffvo0aMH0dHRpKamqh1ajWgU+dOmXpw7d462bduSlJREmzZt1A6n3n1z6BueiXmm0jEXexemdZ3G3T3vJtgjWJ3AGsCPcT/y6b5P0Wg06DQ67LR2aDVa7LR26LQ6yzGdRodOW3G/i28Xpnad2iBJRlx6HMO+GoaiKKybvo7Ovp3r/RoANy+7mZ3ndvLG8DeYGTnTqjaejXmWrw99zS0Rt/DBjR/Ub4BAcXkxXT/qSmFZYaXjbgY3bup4E5M7T6ZP6z5oNJp6v7ZaTmWeYvAXg9Hr9Bz9+1Gc7Z3VDqnZS0xM5MyZM9jZ2dG3b18Mhsv2gi4oABeXivv5+eAs35OmzJrf3/3796dv374sXLgQAJPJRNu2bZk9ezbPPfdcQ4ZbL+zUDkDYvj/P/ck/1v8DqCgvEuASwCf7PuFExgk+3fcpn+3/jFFho7iv130MaDOgSf/iPZlxkkd/f9SqVa9v/fEWU7tM5d5e99ZrSZF3/3wXRVG4sf2NDZb4QUXJl53ndrIxYaNVyV9RWZFlQUp9D/maOdg5MDp8NKuOrUKv0zM8ZDiTO09mROgI7HX2DXJNtYV5hhHsEUxCdgJbE7fWabcUUTNt27YlLS2NvLw8Tpw4QdeuXZv0zzVRM3l5eeTm/jWiZTAYqib+QGlpKXv37mXOnDmWY1qtlhEjRrBjx45GibWuJPkTV5WUk8S9P95LuamcCR0n8MSAJ9BoNNze7Xa2Jm7l470fsyF+A2tOrWHNqTV09u3Mfb3u4+aIm5vcL+MyYxmzf5tNSXkJg9oNYlbkLMpN5ZgUE+WmcspN5RgVI0aTsdL9wrJCVset5kTGCb448AVfHPiCEaEjuLfXvdzQ7oY6/dI4nn6cn078BNRfXb8rGRYyjPnb5ltKvhjsqv7Qu5pfT/5KXkkebd3bMqBt3Wv7Xckbw9/gpo430ad1HzwdPRvsOrZCo9EwPGQ4n+3/jHVn1kny1wg0Gg2dOnViz549ZGRkkJKSQkBAgNphiQZm3vLPbO7cubz88stVzktPT8doNOLv71/puL+/P8ePH2/IEOuNJH/iigpKC5i5eiaZRZl09+/Ou9HvWhIZjUbD4KDBDA4azKnMU3y27zOWHVnG0bSjPL7mcV7f+jozesxgRuQMfJx8VH4nNfPvP//NoZRDeDh48MGYD/B38b/2i/7fY9c9xtbErXy671PWnVlnuXX06cg9Pe/hlohbcNQ71qgto8lIUm4Sx9OP8+m+T1EUhXEdxhHhG2HtW6sRc8mXlPwUdp7fyeCgwbV6/bIjywCY2mVqgy6ucDO4MTJsZIO1b4tGho3ks/2fsT5+PSbF1CQXrzQ15tW/Z86c4dSpU3h6elbbCySaj6NHjxIYGGh53Jy/35L8iWqZFBOP/PYIx9KO4evsyxc3fXHF5CXcK5z5I+bz7KBn+fbQt3x+4HMu5l1kwY4FfLr/U1ZNWdXgiUtd7b2wl/d2vgfAWyPeqlXiB5WT4TNZZyzJcFx6HM/EPMMbW9/gzu53MityFq1cK7aTUhSF83nnOZ5+nBMZJziefpy4jDhOZJyoMuz8+HWP188bvcZ7iAqKYtmRZWyI31Cr5C8xJ5FtidvQaDRM6TKlAaNsma5rcx1OeidS8lM4nHq43gp8i6uT4d+WxdXVFTe3a8/b9vHxQafTVVkQ1JR6iOXPR1Gtd3a8w2+nfkOv0/P5hM8tCcvVeDh48FC/h/jznj9ZNG4RnXw6kVOcwx2r7uBi3sVGiNo6BaUFzP5tNibFxC0RtzC+4/g6tRfqGcrrw19n3wP7mDtkLm3d25JdnM3CXQvp92k/7lx1J+P+O44OCzvQ75N+TP9+Oq9teY3vjn5HbEosJeUl2Ovs6eLXhVsibmHxuMWNljybd/uobcmX5UeWA3BDuxto49b8FjypzV5nz5CgIYDs9tGYzMO/Go2GjIyMJrOSUzQse3t7evfuzfr1f5VfMplMrF+/ngEDGm7KS32Snj9RxU9xP/HOjncAeHvk2/Ru3btWr9fr9EzoOIHBQYO5aelNnMw4yZ3f38n3U7+3yZIbr2x+hYTsBFq7tub14a/XW7tuBjce6PMA9/a6l7Wn1/Lp/k/ZkbSjUmKl1+kJ8wyjg3cHOvl0oqN3Rzr5dKKde7t62RattoYED7GUfEnKSaKte9trvsakmCxDvg210ENUlHz57dRvrDuzjicGPKF2OC2Gs7MzwcHBxMfHc/LkSTw8PGi+g4Gipp544glmzJhBnz596NevH//+978pKChg1qxZaodWI5L8iUoOpx7m0d8fBeDBPg/WaQjPw8GDbyd9y7j/juNY2jHu/fFevp30LXqdvr7CrbN1Z9bx9aGvAXhv9HsNkpzqtDrGtB/DmPZjOJJ6hK2JWwl0DaSjT0dCPEJs6uvhZnCjT+s+7Dy3kw3xG5gROeOar/kj8Q/O557HzeAmixEakLlX9kDyAdIK0vB19lU5opajXbt2pKen/zX8GxKCDP62bFOnTiUtLY2XXnqJ5ORkIiMj+f3336ssArFVMuwrLNIK0pj5w0yKy4sZGjKU5294vs5ttnFrwzeTvsHZ3pltidt4fM3jNlM1P6MwgyfXVqygfaD3A1zf7voGv2YXvy482OdBxnccTwfvDjaV+JkNC/7/od+Emg39/u/w/wCYFDEJBzuHBourpfN38bfM9auPbfhEzZmLP8vwr7jUww8/zNmzZykpKWHnzp30799f7ZBqTJI/AUCpsZR7fryHC3kXCPMK4z9j/1Nvw45d/bry6fhPsdPaserYKt7c9ma9tFsXiqLwdMzTpBWk0dGnI88Nsv2inI3F3MNkLvlyNTnFOfx68legYpWvaFgjQytWOcu8v8bn4uJCcHAwAKdPn1Y3GCHqSJI/gaIoPLfuOfZc2IObwY0lE5fU+/DnkOAhvD3ybQA+2PUBSw4sqdf2a2v5keX8fup39Do9C8csrHVNu+bMXPKlqKyIned3XvXcH47/QKmxlAjfCFmB2gjMezBvPruZMmOZytG0PG3btsXFxYXy8nK1QxGiTiT5E3y2/zOWHl6KVqNl0bhFhHqGNsh1pnadytMDnwbg+Q3Ps/b02ga5zrUk5iTy4sYXAXhm4DMNslduU2Yu+QLXHl5cemQpANO6TJMSGI2gu393fJ19yS/Nv2ZiLuqfVqu1rP4VoimT5K+F25ywmZc3vQzAS0NeIio4qkGv99h1j3F7t9sxKSYe/PlB9l3c16DXu5zRZOTR3x8lvzSffoH9eLDPg416/aaiJiVfjqUd42DyQey0dkyKmNRYobVoWo3WMicz5nSMytG0TC4uLrRr187yuLS0VMVohLCOJH9NgNFkrPc2T2ee5tmYZ5m5eiYmxcTULlO5r9d99X6dy2k0Gt4c8SbDQ4dTXF7M9O+nk5Cd0ODXNVu8dzE7z+3E2d6Z98e8r0o5labg8pIv1TGXdxkVNgpvJ+/GDK9FM+9usi5e5v2ppW3bv0ogJSVV//9DCFsmyZ+Nyy3JpceiHsz+dTYxp2MoNVr/V6aiKOw8t5OZP8xk8JeD+frQ15SUlzA0ZChvjXyr0YYy7LR2LBq7iO7+3cksyuT2lbeTUZjR4Nc9mnaUt/54C4DXhr5GO/d213hFy+VmcKN3q4r6jtX1/pUZy1h5bCUgtf0a2+Cgweh1euKz4jmTdUbtcFokrfavX50XL16kpOTqC6OEsDWS/Nm4DfEbyCzKZOWxlcz4YQbd/tONR397lHVn1tV4wne5qZwf435k7H/HcvOym1l7ei2KojAqbBSrpq7im5u/wV5n38DvpDJne2e+vvlr2rm3IyE7gek/TKeorKjBrldSXsLDvz5MmbGM0eGjZQuyGrAM/VZT8mXdmXVkFGbg7+Lf4FMFRGUu9i5c1+Y6QFb92gKTycTZs2fVDkOIWpHkz8ZN6DiBH2/7kXt73Yu/iz95JXmsOLqC6d9Pp9t/uvH474+zIX5DtYlgfmk+n+77lIGfDeTBnx/kQPIBDHYG7up+F1tnbeXLiV9yXZvrVJu87Ovsy7eTvsXDwYP9F/fz4C8PUm5qmFV0b/3xFsfTj+Pj5MPbI9+WCds1YE7+/kj8o0qPs3mhx+SIydhppVZ8YxsRMgKQ5M9WXLx4kaKihvvjVYj6plFspeJuE3fu3Dnatm1LUlISbdo0zN6mJsXEngt7+DHuR345+Qsp+X9tKu3u4M7osNFM6DiB9t7tWXJgCV8f+prcklwAvBy9mBU5i5mRM21uftaeC3u4dcWtlJSXMKjdIOZFzau3vWxTC1J5+4+3+e/h/6IoCksmLrHMmRJXpygKvT7uRUp+CssmL+OGoBsASMlPoc8nfTCajGydtZUwrzCVI215ErITGPjZQOy0dhz5+xFcDa5qh9SyFBSAiwsAsTt2kFFcTEBAAJ06dVI5MGGNxvj9bWuk568J0Wq09Avsx2vDXmPPfXtYNXUVsyJn4efsR05xDsuOLOOOVXfQ75N+fLj7Q3JLcgn1DOWtEW+x5/49PDnwSZtL/AD6tO7DRzd+hF6nZ1viNkZ8PYLHf3+ci3kXrW6zqKyIf//5b67//Hq+jf0WRVH4e9+/S+JXC1cq+bLy2EqMJiN9WveRxE8lwR7BhHqGUm4qZ/PZzWqH06IFBQUBkJycTGFhocrRCFEzkvw1UTqtjuvaXMfrw19n7/17WTllJTMjZ+Lj5APAdW2uY8nEJWyZtYW7etxl89tujWk/hi0ztzCh4wQURWHZkWVc//n1vLntTfJK8mrcjkkxseLICgZ9MYh//vFPCkoL6NWqF6unreaFwS804DtonsxDv+vj1wMVvYHm7dxu63qbanGJv3b7WH9mvcqRtGxubm54e1f8UZ2QkKBuMELUkAz71hNb6TY2mozklOTg5eilWgx1te/iPl7d8io7z1UUsfV28uaJ657gzu53XnUv3O1J25m3eR6xKbFAxb7Cz9/wPBM6TpA5flbKLcmly0ddMJqM7Lx3J6kFqYz/33gc9Y4cfPAgLvYuaofYYm1L3MaUFVPwcfLhwIMH0Grkb/lGc8mwL/n55CsKe/bsAaBPnz64uMj/i6bEVn5/Nyb5adHM6LS6Jp34AfRq1YtVU1bxxU1fEOYVRkZhBs9veJ6oJVH8evJXLv975UzWGWatnsXk5ZOJTYnF1eDKC4NfYOusrdzU6SZJ/Org8pIv5l6/8R3GS+Knsv6B/XE1uJJemM7B5INqh9Oiubi44OvrC0jvn2gaJPkTNkmj0RAdHs2G6RuYP3w+Pk4+xGfFc++P9zJx2UT2XthLZlEmL2x4gagvo1hzag06rY6ZkTPZfvd2/t7377Jfbz0xD/3+cvIXVsetBqS2ny3Q6/QMCRoCyKpfWxAcHAxAeno6eXk1n6oihBok+RM2Ta/TMyNyBtvv2c7j1z2Og50Du8/vZvz/xtP3k758vv9zyk3ljAwbyYbpG3hj+Bs2uailKTMnf9sSt1FQWkCwRzD9A/urHJUAGBH6/yVfZLcP1Tk7O+Pv7w9AfHy8ytEIcXWS/IkmwcXehaevf5od9+zgtq63odVoKSorootfF5bfupwlE5fQ3ru92mE2S118u+Dn7Gd5PLXLVBlKtxHDQoah0WiITYmtVPpJqCM4OBiNRkNmZiY5OTlqhyPEFUnyJ5oUfxd/FkQvYOOMjXx181f8fsfvDGo3SO2wmjWNRsPQ4KGW+7I7iu3wcfKhZ0BP4K8V2UI9jo6OBAQEABW9f7KeUtgqSf5Ek9Teuz0jQkeg0+rUDqVFmNBxAgCjw0bTyrWVytGISw0PGQ5AzJkYlSMRUFH3T6PRkJ2dTXZ2ttrhCFEtSf6EENc0NGQoa+5cw/tj3lc7FHEZc+HyrWe3UlJeonI0wsHBgcDAQEB6/4TtkuRPCFEj3fy74WzvrHYY4jJdfLvg7+JPYVkhO87tUDscAbRr1w6tVktubi6ZmZlqhyNEFZL8CSFEE6bRaBgR8v+rfqXki02wt7e3FAuW3j9hiyT5E0KIJm54aMW8v22J21SORJi1bdsWnU5Hfn4+aWlpaocjRCWS/AkhRBPXq1UvAE5mnqSgtEDlaASAXq+nbdu2QMWuH9L7J2yJJH9CCNHE+Tn70cq1FYqicDj1sNrhiP/Xpk0b7OzsKCwsJCVF6jAK2yHJnxBCNAM9/HsAcCD5gLqBCAs7OzvatWsHVPT+mUwmlSMSooIkf0II0QyYk7+DKQdVjkRcKjAwEL1eT3FxMcnJyWqHIwQgyZ8QQjQLkQGRgPT82RqdTkdQUBAAiYmJMvdP2ARJ/oQQohno7t8dgITsBHKKZV9ZW9KqVStL75+s/BW2QJI/IYRoBjwdPQnyqOhhik2NVTkacSmdTkfr1q0BOHfunMrRCCHJnxBCNBuy6MN2BQYGotFoyM3NJTc3V+1wRAsnyZ8QQjQT5qHfg8my6MPW2Nvb4+/vD0BSUpLK0YiWTpI/IYRoJsyLPmTFr20yb/mWnp5OcXGxytGIlkySPyGEaCa6+XUD4FzuOTIKM1SORlzOxcUFT09PFEXh/PnzaocjWjBJ/oQQoplwNbgS5hUGSO+frTL3/l24cIHy8nKVoxEtlSR/QgjRjET6RwIy789WeXl54eTkhNFolKLPQjWS/AkhRDPSI+D/V/ymHFA3EFEtjUZj6f07d+6cFH0WqpDkTwghmhFzuZdDKYdUjkRcib+/P3Z2dhQXF5Oenq52OKIFkuRPCCGaka5+XdFqtKTkp5CSn6J2OKIaUvRZqE2SPyGEaEYc9Y509OkISLFnW2Yu+pyTk0NeXp7a4YgWRpI/IYRoZrr7/X+xZ1nxa7MMBgN+fn6AFH0WjU+SPyGEaGbMxZ6l58+2mRd+pKWlUVJSonI0oiWxmeTvzTffRKPR8Nhjj1mOJScnc9dddxEQEICzszO9evVi5cqVlV534sQJbrrpJnx8fHBzc2PQoEFs3Lix0jmJiYmMHTsWJycn/Pz8ePrpp6vUV9q0aRO9evXCYDAQHh7Ol19+2VBvVQghGpR5xe/BlIOymtSGubq64uHhIUWfRaOzieRv9+7dLF68mO7du1c6Pn36dOLi4vjxxx+JjY1l0qRJTJkyhf3791vOGTduHOXl5WzYsIG9e/fSo0cPxo0bZ6mfZDQaGTt2LKWlpWzfvp0lS5bw5Zdf8tJLL1naiI+PZ+zYsQwdOpQDBw7w2GOPce+997JmzZrG+QIIIUQ96uzbGb1OT1ZRFudyZUGBLbu06LPRaFQ5GtFSqJ785efnc8cdd/DJJ5/g6elZ6bnt27cze/Zs+vXrR2hoKC+88AIeHh7s3bsXqNgf8eTJkzz33HN0796d9u3b8+abb1JYWMjhw4cBWLt2LUePHuWbb74hMjKSMWPG8Oqrr/Lhhx9SWloKwKJFiwgJCWHBggVERETw8MMPM3nyZN59993G/WIIIUQ9sNfZE+ETAcjQr63z9vbG0dGR8vJyKfosGo3qyd9DDz3E2LFjGTFiRJXnBg4cyLJly8jMzMRkMrF06VKKi4uJiooCKv7TdOzYka+++oqCggLKy8tZvHgxfn5+9O7dG4AdO3bQrVs3/P39Le1GR0eTm5vLkSNHLOdcfv3o6Gh27NhxxbhLSkrIzc213GS1lhDClpjr/cmiD9smRZ+FGlRN/pYuXcq+ffuYP39+tc8vX76csrIyvL29MRgMPPDAA3z//feEh4cDFf9p1q1bx/79+3F1dcXBwYF33nmH33//3dKLmJycXCnxAyyPzX9lXemc3NxcioqKqo1t/vz5uLu7W26dO3e2/gshhBD1zLzoQ4o9276AgADs7OwoKioiIyND7XBEPXr99dcZOHAgTk5OeHh4qB2OhWrJX1JSEo8++ijffvstDg4O1Z7z4osvkp2dzbp169izZw9PPPEEU6ZMITY2FgBFUXjooYfw8/Nj69at7Nq1i4kTJzJ+/HguXrzYoPHPmTOHnJwcy+3o0aMNej0hhKiNSxd9mBSTytGIq9HpdLRq1QqQos/NTWlpKbfeeit/+9vf1A6lEju1Lrx3715SU1Pp1auX5ZjRaGTLli0sXLiQuLg4Fi5cyOHDh+nSpQsAPXr0YOvWrXz44YcsWrSIDRs28PPPP5OVlYWbmxsAH330ETExMSxZsoTnnnuOgIAAdu3aVenaKSkVVe8DAgIs/5qPXXqOm5sbjo6O1cZvMBgwGAyWx7m5uXX8igghRP1p79Ueg52BvJI8ErITCPUMVTskcRWBgYGcO3eO7Oxs8vPzcXFxUTskUQ/mzZsHYHMVRFTr+Rs+fDixsbEcOHDAcuvTpw933HEHBw4coLCwsCJAbeUQdTodJlPFX7FXOker1VrOGTBgALGxsaSmplqej4mJwc3NzTJUO2DAANavX1+pjZiYGAYMGFCP71gIIRqPXqenq19XAA4my7w/W+fg4ICvry8gRZ+rYzQZKSgtaNBr5OXlVZrL35xrL6qW/Lm6utK1a9dKN2dnZ7y9venatSudOnUiPDycBx54gF27dnH69GkWLFhATEwMEydOBCqSNk9PT2bMmMHBgwc5ceIETz/9tKV0C8CoUaPo3Lkzd911FwcPHmTNmjW88MILPPTQQ5aeuwcffJAzZ87wzDPPcPz4cT766COWL1/O448/rtaXRwgh6sy86ENW/DYN5oUfqampzTrxsMbh1MN0+rATU7+b2mDX6Ny5c6W5/Fdaj9AcqL7a90r0ej2//vorvr6+jB8/nu7du/PVV1+xZMkSbrzxRgB8fHz4/fffyc/PZ9iwYfTp04dt27axevVqevSo+KGn0+n4+eef0el0DBgwgDvvvJPp06fzyiuvWK4VEhLCL7/8QkxMDD169GDBggV8+umnREdHq/LehRCiPsiK36bFzc0Nd3d3FEXhwoULaodjU3Zf2I3RZMReZ99g1zh69Gilufxz5syp9rznnnsOjUZz1dvx48cbLM76oNqcv+ps2rSp0uP27dtX2dHjcn369LlmMeagoCB+/fXXq54TFRVVqXi0EEI0deYVv7GpsZSbyrHT2tSPfFGNNm3akJOTw4ULF2jXrh06nU7tkGzC7vO7AejXul+DXcPV1dWyfuBqnnzySWbOnHnVc0JDbXuOrfwkEEKIZirUMxRne2cKSgs4lXmKTj6d1A5JXIOPjw8ODg4UFxeTmppqWQXckimKwq4LFQs3+wb2VTka8PX1tczPbKpsdthXCCFE3ei0Orr7V2ybKYs+mgaNRkPr1q0BGrxkWVORlJtESn4Kep3e0pvdVCQmJnLgwAESExMxGo2WBa75+fmqxiXJnxBCNGMy76/p8ff3R6PRkJuba6lq0ZKZh3y7+3fHwa76usC26qWXXqJnz57MnTuX/Px8evbsSc+ePdmzZ4+qcUnyJ4QQzZgkf02PwWDAy8sLQPb7BXad//8h39bqD/nW1pdffomiKFVu5m1q1SLJnxBCNGPmnT6OpB6hzFimcjSipsybECQnJ7f4/X53X6jo+WuKyZ+tkuRPCCGasSD3INwMbpQaSzmebtvlJ8RfvL290ev1lJaWkpmZqXY4qskpziEuIw6APq37qBxN8yHJnxBCNGMajabSPr+iadBqtfj7+wMte+h3z4U9KIpCiGcIvs5Ne4WttU5nnuaFDS9w28rbSC2o2K3st5O/cST1iNVtSvInhBDNXKR/JCArfpsa89Bveno6ZWUtc8jePOTbkPX9bNnmhM10+083dp7fyapjq8gvrVglfDDlIHM3zbW6XUn+hBCimTP3/B1IOaBuIKJWXFxccHFxQVEUUlJS1A5HFZb5fjZQ308Nz61/jteGvUbMXTGVdjcZFjKMP8/9aXW7kvwJIUQzZ17xG5ceR3F5scrRiNowF3luiUO/ZcYy9l3cB0C/wJbZ8xebEsvNnW6uctzP2Y/0wnSr25XkTwghmrnWrq3xcfKh3FTO0bSjaocjasHPzw+NRkN+fj55eXlqh9OoYlNjKSkvwdPRkzDPMLXDUYWHgwcX86sW+95/cT+BboFWtyvJnxBCNHOVFn3IvL8mRa/X4+PjA7S83j9zcec+rfug0WhUjkYd07pO49l1z5Kcn4wGDSbFxB+Jf/BUzFNM7z7d6nYl+RNCiBZAij03Xeah35SUFEwmk8rRNB5zcef+gf1VjkQ9bwx/g07enWj7blvyS/Pp/GFnBn85mIFtB/LC4BesbteuHmMUQghho8zJ34HkA+oGImrN09MTg8FASUkJGRkZ+Po2/5IniqJIcWfAXmfPJxM+4cUhL3I49TD5pfn0DOhJe+/2dWpXkj8hhGgBzMO+JzNPUlBagLO9s8oRiZrSaDT4+/uTmJjIxYsXW0TydzbnLOmF6eh1err7d1c7HNVsS9zGoHaDaOfejnbu7eqtXRn2FUKIFsDP2Y9Wrq1QFIXDqYfVDkfUkrnmX2ZmJiUlJSpH0/B2ntsJVPRYG+wMKkejnmFLhhHyXgj/WP+Pel2sJcmfEEK0EDL023Q5OTnh7u4O0CJq/lmKO7fQEi9mF568wJMDnmTz2c10/agrkYsiefuPtzmXe65O7UryJ4QQLYQs+mjazL1/Fy9eRFEUlaNpWJL8VfBx8uHhfg/zx91/cPqR09za+VaWHFxC8L+DGbZkmNXtSvInhBAtRGRAJCDJX1Pl6+uLVqulqKiI3NxctcNpMFlFWZzMOAlUlHkRFUI8Q3hu0HO8OeJNuvl3Y/PZzVa3VaMFH8uWLatxg1OnTrU6GCGEEA3HPHE+Piue3JJc3AxuKkckasPOzg4/Pz+Sk5NJTk62DAM3N3su7AEg3CscL0cvlaOxDX8k/sG3sd/y3dHvKC4v5qZONzF/+Hyr26tR8ufg4GD1BYQQQtgGT0dP2rm3IzEnkUMphxjUbpDaIYlaCggIIDk5mdTUVMLDw9HpdGqHVO/M9f1acokXsznr5rD0yFIu5F1gZOhI3hv9Hjd1ugknvVOd2q1R8nfTTTfV6SJCCCFsQ2RAJIk5iRxMPijJXxPk7u6Oo6MjRUVFpKWlWeYBNicy3+8vWxK38PTAp5nSZQo+Tj711q7M+RNCiBbEPPQrK36bJo1GY0n4muN2b6XGUstnU5I/+OPuP/h737/Xa+IHVhZ5Pnr0KEeOHCEnJwej0VjpuQceeKBeAhNCCFH/ZMVv0+fv7098fDzZ2dkUFRXh6Oiodkj15lDKIUqNpXg7eRPsEax2OKr4Me5HxoSPQa/T82Pcj1c9d0LHCVZdo9bJ386dO9mwYQM9evQgLi6OyMhIsrKyOH/+PH37yvi8EELYMnPP37ncc2QUZuDt5K1yRKK2HBwc8PT0JCsri+TkZEJCQtQOqd5cOt9Po9GoHI06Ji6dSPJTyfg5+zFx6cQrnqfRaDC+ZLzi81dT6+Rv9+7djBs3jm7dunHw4EGuv/56PD092bhxI0VFRVYFIYQQonG4GlwJ8wrjdOZp9ifvZ0ToCLVDElZo1aqVJfkLDg5uNomSOflryUO+prmmau/Xp1rP+cvJyaFt27ZAxbJz8zYz3bt35/Bh2TJICCFsnXkV5R+Jf6gcibCWj4+P5XdwVlaW2uHUC0VRLGVeZKVvha8OfkVJedXt/EqNpXx18Cur26118ufi4mLp4XN3d+fcuYotRrKzs5t9xXEhhGgOooKjANh0dpOqcQjrabVa/Pz8gOaz8ONM1hkyizIx2Bks0xNaulmrZ5FTklPleF5JHrNWz7K63VoP+4aEhBAXF0erVq2IjIxkzZo1HDt2jAsXLtCpUyerAxFCCNE4bmh3AxqNhrj0OC7mXaSVayu1QxJWCAgI4MKFC6Snp1NWVoZer1c7pDoxD/lGBkSi1zXt91JfFEVBQ9Uh/XO553A3WF/ku9bJ3/jx4y09fP369cPJyYmkpCQ6dOhAnz6yDYsQQtg6T0dPIgMi2X9xP5vPbmZa12lqhySs4OrqirOzMwUFBaSmphIYGKh2SHVime/XuuXO9zPrubgnGjRoNBqGfzUcO+1f6ZpRMRKfFc/o8NFWt1/r5E+j0VSaWNq1a1e6du1qdQBCCCEaX1RQFPsv7mdTwiZJ/pooc82/06dPk5yc3OSTP3Nx576BMt9vYseJQEU9zuiwaFzsXSzP2evsCfYI5pbOt1jdvlV1/oqLizl//jwFBQVV5vn16NHD6mCEEEI0jqjgKN798122nN2C0WREp21+24S1BP7+/pw5c4a8vLwmXfMvvTCdM1lnAOjTWkYR50bNBSDYI5ipXafiYFe/2+zWOvmLi4tj1apVlJaWYjAYqiwvl+RPCCFsX89WPXEzuJFdnM2hlEP0bNVT7ZCEFezt7fHw8CArK4vU1FSCgoLUDskq5lW+HX064uHgoW4wNmRG5IwGabfWyd/atWvp2bMnw4cPb/KTS4UQoqWy09oxqN0gfj35K5sSNkny14T5+vqSlZVFWlpak03+dp///yFfKfFSidFk5N0/32X5keUk5iRSaiyt9Hzms5lWtVvrUi95eXn0799fEj8hhGjipORL8+Dr64tGoyE/P5/CwkK1w7HKrgt/7ewh/jJv8zze2fEOU7tMJackhycGPMGkiEloNVpejnrZ6nZrnfyFhYVx4cIFqy8ohBDCNgwJGgLAvov7yC3JVTkaYS29Xo+HhwcAaWlp6gZjheLyYg6lHAJa9s4e1fk29ls+Gf8JTw58EjutHbd1vY1PJ3zKS0Ne4s9zf1rdbq2Tv/bt2xMTE8OmTZs4evQocXFxlW5CCCGahrbubQn1DMVoMrItcZva4Yg6MBd8borJ38Hkg5QZy/Bz9qOdezu1w7EpyfnJdPPvBoCLvYul4PO4DuP45eQvVrdb6zl/P/30EwCbN2+u8pxGo+Gll16yOhghhBCNKyo4ijNZZ9iUsIkb29+odjjCSj4+Ppw4ccIy9Ovk5KR2SDVmru/Xt3XfZrNHcX1p49aGi3kXaefejjDPMNaeXkuvVr3YfX43Bp3B6nZrnfzNnTvX6osJIYSwLVHBUXy+/3M2JWyq2E1Afvk2SXq9Hk9PTzIzM5vcwg+p73dlN3e6mfXx6+nfpj+z+83mzu/v5LP9n5GYk8jj1z1udbtW1fkTQgjRPAxsOxC9Ts+53HPEZ8cT6hmqdkjCSr6+vmRmZjapki8mxWRJ/mS+X1VvjnjTcn9q16kEeQSxPWk77b3aM77jeKvbrXXyt3Pnzis3ZmeHl5cXQUFBaLW1nk4ohBCikTnpnegf2J9tidvYlLBJkr8mzDz0W1BQ0GSGfk9lniKnOAdHvSNdfLuoHY7NKS4vrlTg+bo213Fdm+vq3G6tk78///yTgoICysrKLJXEi4qK0Ov12NvbU1BQgKenJzNmzMDd3fpNh4UQQjSOqOAoS/J3d8+71Q5HWOnSod/U1FSCg4PVDumazPP9egb0RK+TEnKX83vbj5sjbubObncyPHQ4Wk39dKzVupVhw4YRGBjI7NmzeeaZZ3jmmWeYPXs2bdq0YfTo0Tz++OO4uLiwZs2aeglQCCFEwzLX+/sj6Y8qRWRF09LUVv2aizvLkG/1lkxcQmFZITctvYnAdwJ57PfHLLuh1EWtk7+NGzcSHR2Nl5eX5ZiXlxcjR45k/fr1uLm5MXLkSJKSkuocnBBCiIYX4ROBn7MfRWVFlp4Y0TR5e3uj0WgoKCigoKBA7XCuybLYQ4o7V+vmiJtZcesKUp5K4Y1hb3A07SjXfXodHT7owCubX7G6Xat2+DCZTFWOm0wm8vPzAXB1daWkpMTqoIQQQjQejUZjKfi8KWGTusGIOjEP/YLt9/6lFqSSkJ2ARqOhd+veaodj01wNrszqOYu1d63l0N8O4WzvzLzN86xur9bJX0hICD///DMXL160HLt48SK//PILISEhAKSkpFg+fEIIIWzfkGBJ/pqLpjL0ax7y7eTTCTeDm8rR2Lbi8mKWH1nOxKUT6bW4F5lFmTw98Gmr26v1go8JEybw/fff8/HHH6PT6YCKXr+QkBAmTJgAgL29PaNGjbI6KCGEEI1rcNBgAI6mHSW1IBU/Zz+VIxLW8vHxqTT06+zsrHZI1bKUeGkt8/2uZM2pNfz38H/54fgP2GntmBwxmbV3rbX8f7VWrZM/FxcX7rrrLtLT08nIyAAq5hj4+PhYzjH3AAohhGgafJx86ObfjdiUWDYnbObWLreqHZKwkrnsWkZGBmlpaTaf/Elx5yu7ednNjOswjq8mfsWN7W+stxXRVhd59vHxqZTwCSGEaNqigqIqkr+zkvw1db6+vmRkZFgKPtvazi0mxcSxtGMARAZEqhuMDUt5KgVXg2u9t1uj5G/NmjUMHToUe3v7a5ZwiY6OrpfAhBBCNK6o4Cg+2PUBm89uxqSY6q2mmGh85qHfwsJCCgsLba7371zuOYrLi9Hr9LRzb6d2OA0iISGBV199lQ0bNpCcnEzr1q258847ef7557G3t7/i63JLci1zIBUUcktyr3iutXMla5T8JScnW1b4JicnW3UhIYQQtq1P6z442zuTUZjBkdQjdPPvpnZIwkqXDv2mpqba3HSskxknAQjzDMNO2zx3mj1+/Dgmk4nFixcTHh7O4cOHue+++ygoKOBf//rXFV/n+ZYnF5+8iJ+zHx5velTba2veh9v4ktGq2Gr0FZ8xY0a194UQQjQfep2e69tez9rTa9mUsEmSvybOz8/PMu8vODjYpoZ+T2ZWJH/tvdqrHEnDGT16NKNHj7Y8Dg0NJS4ujv/85z9XTf42TN+Al2NFLeWNMzY2SGx1TrdLSkqIj4+XOYBCCNEMRAVHVSR/Zzcxu/9stcMRdeDt7Y1Wq6WwsJCCggJcXFzUDsniRMYJANp7207yl5eXR27uX0OsBoMBg8FQr9fIycmptElGdcxll8pN5Ww+u5m7e95NG7c29RpHrSd0rFixgl27KirAl5WV8fHHH7NixQr+85//cPTo0XoNTgghROMyb/W2+/xu8kvz1Q1G1Il56Bdsr+afLfb8de7cGXd3d8tt/vz59dr+qVOn+OCDD3jggQdqdL6d1o63t79Nuam8XuMAK5K/s2fP0q5dxeTM48ePA/Dcc88xevRotm7dWr/RCSGEaFTBHsEEeQRRbipne9J2tcMRdeTr6wtAamoqiqKoHE0FRVEsc/5sqefv6NGj5OTkWG5z5syp9rznnnsOjUZz1Zs5PzI7f/48o0eP5tZbb+W+++6rcUzDQoaxOWFznd5XdWo97FtSUoKjoyNQkcVGRESg1+vp0KEDMTEx9R6gEEKIxhUVFMWS7CVsStjEqDAp2N+UmYd+i4qKbGboN60wjdySXDQaDaGeoWqHY+Hq6oqb27VXzz755JPMnDnzqueEhv71vi5cuMDQoUMZOHAgH3/8ca1iGhM+hufWP0dsaiy9W/XG2b7yqu0JHSfUqj2zWid/bm5unDt3DkdHR06dOsXkyZMBKCoqws6uea7YEUKIliQqOIolB5fIVm/NgHnoNz09nbS0NJtI/sy9fkHuQTjYOagcTe35+vpaelSv5fz58wwdOpTevXvzxRdfoNXWbsD177/8HYB3drxT5bkGX+17qeuuu45Vq1Zhb2+Pu7s7wcHBQMVwsL+/v1VBCCGEsB0D2w7ETmtHQnYCCdkJBHsEqx2SqANfX1/S09NJTU21iVW/lvl+NjTk2xDOnz9PVFQUQUFB/Otf/6o07zIgIKBGbZjmmhoktlonf3379iUwMJCcnBzCwsIsHyJPT0+GDh1a7wEKIYRoXK4GV/q07sOf5/5kc8JmgiOD1Q5J1IGtDf1a5vvZ0GKPhhATE8OpU6c4deoUbdpUXq1rzfzL4vLieusptap8e+vWrYmIiKhUobpDhw6WhSBCCCGaNvOq301nN6kah6i7S1f9pqamqhyNba70bQgzZ85EUZRqbzVlNBl5dfOrBL4TiMsbLpzJOgPAixte5LN9n1kdm+zdI4QQogpz8vdH4h+UGcvUDUbUmZ+fH1BR8kXtVb/m5C/cK1zVOJqC17e+zpcHv+SfI/6Jve6vDreufl35dP+nVrcryZ8QQogquvp1xcvRi/zSfPZe3Kt2OKKOLh36zc9Xr35jbkkuKfkpQPOf81cfvjr4FR+P+5g7ut+BTquzHO8R0IPj6cev8sqrk+RPCCFEFVqNlsFBgwFk1W8zoNPp8Pb2BtQt+Gye7+fv4o+b4dplVVq683nnq+0hNSmmOvXIS/InhBCiWpZ5f5L8NQu2UPD5VOYpoPnP96svnX07szWx6gYa3x39jp6telrdbo1W+6akpNS4QSn3IoQQzcOQoIo9RmNTY8kozMDbyVvliERdmId+i4uLyc/Px9XVtdFjaCmLPerLS4NfYsYPMzifex6TYmLVsVXEpcfx1aGv+Pm2n61ut0bJ36JFi9BoNFf8S8H8nEaj4aWXXrI6GCGEELbD38WfCN8IjqUdY8vZLdwccbPaIYk6MA/9pqWlkZaWpm7yJ/P9auSmTjfx020/8cqWV3DWO/PSxpfo1aoXP932EyPDRlrdbo2Sv0cffdTqCwghhGi6hgYP5VjaMTaf3SzJXzPg6+tLWloa6enplbYgaywtpcZffboh6AZi7qrf7XNrlPx5eHjU60WFEEI0DVHBUXy0+yPWnVlXr0VmhTq8vLzQaDQUFhZSVFSEo6Njo127pLyExJxEQHr+1Gb1ZrxpaWnk5ORgNFbeV65jx451DkoIIYRt6B/YnzZubTiXe46lh5cyM3Km2iGJOrCzs8Pd3Z3s7GwyMjKq7DzRkM5kncGkmHAzuOHrVLO9cVsiz7c80VCzLfgyn8206hq1Tv6ysrJYtmwZKSkpleYBmrd5kzl/QgjRfOh1ev7W5288v+F5/rPnP9zZ/U7stFb3Gwgb4OPjQ3Z2Nunp6Y2a/F0630/t/YVt2b+j/225n1GUwWtbXiM6PJoBbQYAsOPcDtacWsOLg1+0+hq1/h/8+++/4+HhwfTp03nvvfe49957KSoqYu3atYwcaf3kQyGEELZpWtdpvPPnOyTlJLH6+Gpu6XyL2iGJOvD29ubUqVPk5ORQVlaGXq9vlOvKfL+amRE5w3L/luW38MrQV3i438OWY4/0f4SFuxay7sw6Hh/wuFXXqHWdv6SkJIYOHYqTkxMajQaNRkO7du0YPnw4v//+u1VBALz55ptoNBoee+wxy7Hk5GTuuusuAgICcHZ2plevXqxcudLy/KZNmywxXH7bvXu35bxDhw5xww034ODgQNu2bfnnP/9Z5forVqygU6dOODg40K1bN3799Ver34sQQjQnjnpH7ut1HwALdy/EpJhUjkjUhaOjI87OziiKQmamdcOG1pAyL7W35tQaRoePrnJ8dPho1p1ZZ3W7tU7+FEXB3r5ifzknJyfy8vIAcHd3Jz093aogdu/ezeLFi+nevXul49OnTycuLo4ff/yR2NhYJk2axJQpU9i/fz8AAwcO5OLFi5Vu9957LyEhIfTp0weA3NxcRo0aRVBQEHv37uXtt9/m5Zdf5uOPP7ZcZ/v27dx2223cc8897N+/n4kTJzJx4kQOHz5s1fsRQojmZmbkTFzsXYhLj6vTLx1hG8y7fWRkZDTaNU9knABksUdteDt5s/r46irHVx9fXae6m7VO/vz8/CxFnwMDA9m+fTuJiYls2bIFT0/PWgeQn5/PHXfcwSeffFLl9du3b2f27Nn069eP0NBQXnjhBTw8PNi7t2KfSXt7ewICAiw3b29vVq9ezaxZsyzzCb799ltKS0v5/PPP6dKlC9OmTeORRx7hnXfesVznvffeY/To0Tz99NNERETw6quv0qtXLxYuXFjr9yOEEM2Rm8GNGT0qhqM+2PWBajtEiPphTv4yMzMxmRq+J7fcVM7prNOA9PzVxryoeTy77lnG/288r215jde2vMb4/43nufXPMS9qntXt1jr5u+GGGyz/6YcOHUpWVhZffPEFJ0+eZMyYMbUO4KGHHmLs2LGMGDGiynMDBw5k2bJllg/n0qVLKS4uJioqqtq2fvzxRzIyMpg1a5bl2I4dOxg8eLCltxIgOjqauLg4srKyLOdcfv3o6Gh27NhxxbhLSkrIzc213Mw9oEII0Vzd1/s+7HX27L2wlx3nrvzzUdg+Nzc39Ho95eXl5OTkNPj1knKSKDOWYbAz0Mat8RaZNHUzI2fyx91/4GZwY9WxVaw6tgo3gxvbZm2r08r7Wi/4CA//a4NhLy8vHn74YYqKinBwcKj16p2lS5eyb9++SvPzLrV8+XKmTp2Kt7c3dnZ2ODk58f3331eK4VKfffYZ0dHRlVYvJScnExISUuk88xZ0ycnJeHp6kpycXGVbOn9/f5KTk68Y+/z585k3z/qsWwghmho/Zz9u63obSw4u4YNdHzCw7UC1QxJW0mg0eHt7k5ycTEZGhlUjd7Vhnu8X7hWOTqtr0Gs1N/3b9OfbNt/Wa5u17vmrjqOjY60Tv6SkJB599FG+/fZbHByqLxr64osvkp2dzbp169izZw9PPPEEU6ZMITY2tsq5586dY82aNdxzzz1WvYfamjNnDjk5OZbb0aNHG+W6Qgihpr/1/Rs6rY7NCZs5lHJI7XBEHfj4+ACQnp7e4MP4stLXttS656+0tJRt27YRHx9PQUFBlQ9MTbeC27t3L6mpqfTq1ctyzGg0smXLFhYuXEhcXBwLFy7k8OHDdOnSBYAePXqwdetWPvzwQxYtWlSpvS+++AJvb28mTJhQ6XhAQIBljqKZ+XFAQMBVzzE/Xx2DwYDBYLA8zs3NrdH7FkKIpqydeztu6ngTq46tYuGuhXw8/uNrv0jYJE9PT7RaLcXFxRQWFuLs7Nxg15KVvral1snfTz/9REJCAt27d6/TptDDhw+v0oM3a9YsOnXqxLPPPkthYSEAWm3lzkmdTldlcqqiKHzxxRdMnz69Sr2iAQMG8Pzzz1eqZRQTE0PHjh0t3dwDBgxg/fr1lcrMxMTEMGDAAKvfnxBCNFcP93uYVcdW8cvJXzideZowrzC1QxJW0Ol0eHp6kpGRQXp6euMkf7LS1ybUOvk7efIkt99+O+3atavThV1dXenatWulY87Oznh7e9O1a1fKysoIDw/ngQce4F//+hfe3t788MMPxMTE8PPPP1d63YYNG4iPj+fee++tcp3bb7+defPmcc899/Dss89y+PBh3nvvPd59913LOY8++ihDhgxhwYIFjB07lqVLl7Jnz55K5WCEEEJU6OTTiZFhI4k5HcOHuz/kneh3rv0iYZO8vb3JyMggIyODoKCgBrmGoigy7Gtjaj3nz9HRsVE2gtbr9fz666/4+voyfvx4unfvzldffcWSJUu48cYbK5372WefMXDgQDp16lSlHXd3d9auXUt8fDy9e/fmySef5KWXXuL++++3nDNw4ED++9//8vHHH9OjRw++++47fvjhhyrJqRBCiAqP9HsEgJXHVnIx76LK0QhrmUu+5ObmUlpa2iDXSClIIb80H51WR6hnaINcQ9SORqnlLM9Dhw4RFxfHxIkTG21LmKbg3LlztG3blqSkpEbdK1EIIdRyy/Jb2JG0g/t63ce8oS2o+kFBAbi4VNzPz4cGHC5tDHv37iUvL4+OHTvSqlWrem9/69mtTP1uKqGeoWy7e1u9t19Xtvb7e9KySTU+d9XUVVZdo9bDvjt27CAzM5N//etfeHh4VJmT98ADD1gViBBCiKZldr/Z7EjawTex3/DodY/i5eildkjCCt7e3uTl5ZGRkdEgyZ/s7FE77g7ulvuKovD98e9xN7jTp3XFzmV7L+4luzibSRE1TxIvV+vkr2PHjlZfTAghRPMxJGgIXf26cjj1MJ/v/5ynBj6ldkjCCj4+PiQkJJCZmYnRaESnq986fLLSt3a+uOkLy/1nY55lSucpLBq3yFIf0Wgy8vdf/o6bwc3qa9Q6+bvS7hpCCCFaFo1Gw+x+s3ng5wf4bP9nPNjnQVzsXdQOS9SSs7MzBoOBkpISsrOzLfMA64s5+evg3aFe220JPj/wOdtmbatUGFun1fHEgCcY+PlA3h71tlXt1kuRZyGEEC3Tje1vJNQzlJziHL459I3a4QgrmHf7gIqCz/VNVvpar9xUzvH041WOH08/jkmxfk/mGvX8vfXWW8yePRsnJyfeeuutq5777LPPWh2MEEKIpkWn1fFQ34d4cu2TLN67mLt73o29zv7aLxQ2xcfHhwsXLpCRkYGiKLXetetKsouzSS+sSCjDvarfmlVc2azIWdzz4z2czjpNv8B+AOw8t5M3/3iTWZGzrG63RslfdHQ09vb2lvtCCCGE2eTOk3l7+9sk5yez4sgK7uh+h9ohiVry8PBAp9NRWlpKXl4ebm7Wzye7lLnXr7Vra5ztm/aqaDX8a9S/CHAJYMGOBZaSSq1cW/H0wKd5csCTVrdbo+QvMjKy2vtCCCGEXqfnwT4P8vKml/lw94dM6zqt0hwlYfu0Wi1eXl6kpaWRkZFRf8mf7OxRJ1qNlmeuf4Znrn+G3JKKbWTrstDD0m5tX1BSUnLFm9ForHNAQgghmp47ut2Bh4MHCdkJ/HLyF7XDEVYwz/vLyMiotzZlvl/9cTO41UviB1as9n3zzTevOhfAzc2NHj16EBUVVW9zBoQQQtg2Z3tn7ul5Dwt2LOCDXR8wvsN4+R3QxJiTv/z8fIqLi3FwcKhzm1LmpW5S8lN4KuYp1p9ZT2pBKgqV9+UwvmRdp1utk7+JEyeyYcMGevToQWBgIADnz5/n4MGDDB48mIKCAnbs2IGdnR033HCDVUEJIYRoeu7pdQ//2fMfjqQeYfPZzUQFR6kdkqgFvV6Pu7s7OTk5ZGRkWH7H14UM+9bNzNUzScxJ5MXBL9LKtRUa6ucPqlonfwcPHmTUqFF06dLFcqxjx474+/uzd+9epk+fjru7O1u3bpXkTwghWhAPBw+mdZ3G5/s/Z/Xx1ZL8NUHe3t7k5OSQnp5e5+SvsKyQpJwkQHr+rLUtcRtbZ20lMiCyXtut9Zy/pKQkAgICqhwPCAggKanim9yuXTtycnLqHp0QQogmZXT4aADWx6+vUx0yoQ4fHx8AsrOzKS8vr1NbpzNPA+Dl6IW3U/0Wjm4p2rq1RVGUa59YS7VO/tzc3Ni/f3+V4/v378fdvWI/uqKiIhwdHesenRBCiCalf2B/XOxdSC9M51DKIbXDEbXk5OSEo6MjiqKQlZVVp7ZkyLfu/j363zy3/jkSshPqtd1aD/uOGjWKFStWcOrUKVq3bg3AhQsXSE9PZ8qUKUDFHMBLh4WFEEK0DHqdnsFBg/n15K+sP7O+3oerRMPz8fEhKSmJ9PR0fH19rW5HVvrW3dTvplJYVkjY+2E46Z3Qa/WVns98NtOqdmud/HXs2JGHHnqIvXv3WpaDh4eHM23aNDw8PADo27evVcEIIYRo+kaEjqhI/uLX8+RA6wvRCnV4e3uTlJRU590+ZKVv3f07+t8N0m6tkz8AT09PRowYUd+xCCGEaAaGBg8F4EDyAdIK0vB1tr73SDQ+d3d37OzsKC8vJycnx9KxU1sy7Ft3MyJnNEi7NUr+UlJS8PPzQ6PRkJKSctVz/f396yUwIYQQTZO/iz/d/LsRmxLLxoSNTOkyRe2QRC1oNBq8vb1JSUkhIyPDquSvzFhGfFY8ID1/dWU0Gfnh+A8cSz8GQBffLkzoOKFOu+jUKPlbtGgRTz31FM7OzixatAiNRlPt6hONRsNLL71kdTBCCCGahxEhI4hNiWX9mfWS/DVB5uQvPT2dsLCwWr/+bM5Zyk3lOOmdaO3augEibBlOZZ7ixm9v5HzeeTp6dwRg/rb5tHVryy+3/0KYV+2/N1DD5O/RRx/FycnJcl8IIYS4muGhw3n3z3fZdHYTZcYy9Dr9tV8kbIaXlxcajYaioiIKCwstOUBNmRd7hHuFy04vdfDIb48Q5hXGn/f+iZejFwAZhRnc+f2dPPL7I/xyu3VbKdao1IuHhwcajQaj0cjmzZtRFAUPD49qb0IIIUQP/x54OXqRV5LHngt71A5H1JKdnZ3ld7o1e/3KYo/6sfnsZv454p+WxA/A28mbN4e/yeaEzVa3W6s6fzqdjmPHjll9MSGEEC2DTqtjWMgwoKLgs2h6zAWf09PTa/3aExknAFnsUVcGnYG80rwqx/NL87HX2Vvdbq2LPHfq1Injx49bfUEhhBAtw4jQiqoQ686sUzkSYQ1v74pdOXJycigrK6vVa809fx28O9R7XC3JuA7juP+n+9l5bieKoqAoCn+e+5MHf3mQCR0nWN1urUu9eHl5sWXLFpKSkmjVqhX29pUzz/79+1sdjBBCiOZjSNAQdFodJzJOkJSTRFv3tmqHJGrBwcEBZ2dnCgoKyMrKws/Pr0avMykmTmWeAmTYt67eH/M+M36YwYDPBljmzZabypnQcQLvjX7P6nZrnfzt378fBwcHLl68yMWLF6s8L8mfEEIIAHcHd/q07sPOcztZH7+emZEz1Q5J1JKXlxcFBQVkZmbWOPm7kHeBorIi9Do9QR5BDRyhbZswYQIHDhwgNTXVUiP5rbfesuyQdi0eDh6snraaU5mnOJZWMe0uwjeCcK/wOsVV6+RPVvsKIYSoqREhIyT5a8K8vLxISkoiMzOzxrt9mFf6hniEYKe1ai+JZmPo0KH84x//oFWrVpw/f56nnnqKyZMns3379lq1E+4VXueE71K1nvNnVlhYSGFhYb0FIoQQovkxL/rYlriNorIilaMRteXu7o5Wq6W0tJSCgoIavUZW+v7l8ccf57rrriMoKIiBAwfy3HPP8eeff9Z4DuUty2/hrW1vVTn+zz/+ya0rbrU6rlql5MXFxaxfv54jR45QXFwMVMwJ6Nq1K8OGDcPBwcHqQIQQQjQ/nXw60dq1NRfyLrA9aTvDQ4erHZKoBa1Wi6enJxkZGWRmZuLi4nLN15h7/praSt+8vDxyc3Mtjw0GAwaDod7az8zM5Ntvv2XgwIHo9TWre7nl7BZeHvJyleNjwsewYMcCq2Opcc9fUVERn376KQcPHiQiIoJRo0YxatQoIiIiOHDgAJ999hlFRfJXnRBCiL9oNBrLql8p+dI0eXlV1JjLzMys0flNteevc+fOuLu7W27z58+vl3afffZZnJ2d8fb2JjExkdWrV9f4tVcq6aLX6cktya3mFTVT4+Rv8+bN6HQ6HnnkEcaPH891113Hddddx/jx43nkkUfQarVs3mx9wUEhhBDN0/CQit6+dWfWVbs1qLBt5uQvJyeH8vLya55vSf6aWM/f0aNHycnJsdzmzJlT7XnPPfccGo3mqrdLS+I9/fTT7N+/n7Vr16LT6Zg+fXqN/x908+vGsiPLqhxfengpnX07W/dGqcWw7/Hjxxk3bly1Xb4uLi6MHDmSn3/+mdGjR1sdjBBCiObn+nbXY6+z51zuOU5mnpTab02Mo6Mjjo6OFBUVkZ2dbSn+XJ2MwgyyirLQaDSEeVq376xaXF1dcXNzu+Z5Tz75JDNnzrzqOaGhoZb7Pj4++Pj40KFDByIiImjbti1//vknAwYMuOa1Xhz8IpOWT+J01mmGBf9VNP1/h//HiltXXPP1V1Lj5C8/P/+qy7z9/PzIz8+3OhAhhBDNk5PeievbXc/G+I2sO7NOkr8myMvLi/Pnz5OZmXnV5M+8s0dbt7Y46h0bK7xG5evri6+vr1WvNZlMAJSUlNTo/PEdx/PD1B94Y9sbfHf0OxztHOnu3511d61jSPAQq2KAWiR/Tk5OZGdnXzErzsrKwtGxeX6jhRBC1M2IkBFsjN/I+vj1/L3v39UOR9TSpcnf1Uq+NNUh34awc+dOdu/ezaBBg/D09OT06dO8+OKLhIWF1ajXz2xsh7GM7TC2XmOr8Zy/sLAwNmzYgNForPJceXk5GzduJDy8/mrQCCGEaD7MJV92nd9Vp4nqQh0eHh5otVqKi4uvurjTstK3iS32aAhOTk6sWrWK4cOH07FjR+655x66d+/O5s2ba7WKOLs4m0/3fco/1v+DzKKKRTf7Lu7jfO55q2Orcc/f0KFD+fjjj/nggw/o27cvPj4+KIpCeno6u3fvxmg0cvPNN1sdiBBCiOYryCOIcK9wTmWeYnPCZsZ3HK92SKIWdDod7u7uZGVlkZmZiZOTU7XnNdWVvg2hW7dubNiwoU5tHEo5xIivRuDu4E5CdgL39roXL0cvVh1bRWJOIl/d/JVV7da458/NzY177rkHX19f1q9fz9KlS1m2bBkbNmzA19eXu+++G3d3d6uCEEII0fxJyZemrSYlX2TYt349seYJZkbO5OTskzjY/VVL+cb2N7Ll7Bar261VkWdPT0/uuOMOioqKLN98Ly8vmesnhBDimoaFDGPRnkVsiN+ASTGh1Vi9yZRQgZeXF6dPnyY7Oxuj0YhOp6v0fH5pPhfzLgLS81dfdl/YzeJxi6scD3QNJDk/2ep2rfqf5+joSGBgIIGBgZL4CSGEqJH+gf1xsXchvTCdQymH1A5H1JKTkxMGgwGTyUROTk6V509lngLA19kXdwcZCawPBp2h2jmyJzJO4Ots3YpjqMPevkIIIURt6HV6hgRVlKdYf0aGfpsajUZz1aFfc5kX6fWrPxM6TuCVLa9QZqzYC1iDhsScRJ5d9yy3RNxidbuS/AkhhGg05r1918WvUzkSYY2rJX8b4isWN0QGRDZmSM3aglELyC/Nx+9ffhSVFTHkyyGEvx+Oq8GV14e9bnW7tZrzJ4QQQtSFueTLweSDpBWk1WnoSjQ+T09PNBoNhYWFFBUVWaZ+FZYVEnMmBoDxHWQld31xd3An5q4Y/kj8g4MpB8kvzadXq16WxVPWkuRPCCFEo/Fz9qO7f3cOpRxiQ/wGpnadqnZIohbs7Oxwc3MjJyen0uYO686so6isiCCPILr7d1c5yubn+nbXc3276+utPRn2FUII0aik5EvTVt3Q749xPwIVvX5X2v1D1NyOpB38fOLnSse+OvgVIe+F4Pe2H/f/dD8l5TXbIq46kvwJIYRoVOah381nN1smsoumw5z8ZWVlYTKZyC/NtyTyN3W8Sc3Qmo1XtrzCkdQjlsexKbHc8+M9jAgZwXODnuOnEz8xf9t8q9uX5E8IIUSjigyIxNvJm7ySPHZf2K12OKKWXFxcsLe3x2g0kpubS8zpGErKSwj1DKWzb2e1w2sWDiQfsCyOAlh6eCn9A/vzyYRPeGLAE7w/+n2WH1ludfuS/AkhhGhUWo2WYcEVvX9S8qXp0Wg0eHp6AhVDv6vjVgMVZUlkyLd+ZBVl4e/sb3m8+exmxoSPsTzuG9iXpNwkq9uX5E8IIUSjk5IvTZt56Pds8lk2JmwEKpI/UT/8XfyJz44HoNRYyr6L+7iuzXWW5/NK8tBr9Va3L8mfEEKIRhcVHIVOq+NkxkkScxLVDkfUkjn523y+Yt5mB+8OdPLppHJUzceN4Tfy3Lrn2Hp2K3PWzcFJ78QNQTdYnj+UcogwrzCr25fkTwghRKNzM7jRt3VfQIZ+myK9Xo+rqyvb07djMpmktl89e3XYq9hp7Rjy5RA+2fcJn4z/BHudveX5zw98zqjQUVa3L3X+hBBCqGJ4yHD+PPcn6+PXM6vnLLXDEbVk52LHwZyDKBqFmzrJKt/65OPkw5ZZW8gpzsHF3gWdVlfp+RW3rsDF3sXq9qXnTwghhCrM8/7+SPqDorIilaMRtbU3Zy9GxUhbx7aEeVo/BCmuzN3BvUriB+Dl6FWpJ7C2JPkTQgihio7eHWnr3paS8hK2nN2idjiilmISK7ZzG+A1gNzcXJWjEbUhyZ8QQghVaDQay7ylNafXqByNqI3Moky2JW1Dq9Vyvff1lXb7ELZPkj8hhBCqiQ6PBiDmTAxGk1HlaERN/XryV4wmIxHeEbRybCXJXxMjyZ8QQgjV9A/sj5vBjYzCDPYn71c7HFFD5r18J3WeBEBeXh5lZbJVX1MhyZ8QQgjV6HV6y16/a07J0G9TkFaQxvak7QDc3OVmnJ2dAaT3rwmR5E8IIYSqosMqhn7XnlmrciSiJn45+QsmxURkQCTt3NtZCj5L8td0SPInhBBCVUNDhmKnteNkxknis+LVDkdcg3nI17ydm7e3NwBZWVkoiqJaXKLmJPkTQgihKjeDGwPaDgBk1a+tS8lPYef5nQCWXT3c3NzQ6XSUlpaSn5+vZniihiT5E0IIoTrL0O9pGfq1ZT+f+BlFUejdujeBboEAaLVaPD09ARn6bSok+RNCCKG6UWEV9f52nd9FZpEkELZqddxqAG7qWHk7N5n317RI8ieEEEJ1bdza0Nm3MybFxPoz69UOR1TjQt4F9lzYg0ajYVyHcZWeM/f85ebmUl5erkZ4ohYk+RNCCGETRoePBmTen636Ke4nAPoF9iPAJaDSc46Ojjg5OaEoCllZWWqEJ2pBkj8hhBA2wTz0uylhEyXlJSpHIy7344n/X+XbYUK1z8vQb9MhyZ8QQgib0M2vGwEuARSWFfJH0h9qhyMukZSTxP6L+9FqtIztMLbac8xDv9LzZ/sk+RNCCGETNBqNZdWv7PZhW346UTHkO6DtAPyc/ao9x8PDA41GQ3FxMUVFRY0ZnqglSf6EEELYDPPQ79ozazEpJpWjEWaWws5XGPIF0Ol0uLm5AZCdnd0YYQkrSfInhBDCZlzf7nqc7Z1JyU8hNiVW7XAEkJCdwKGUQ+i0Om5sf+NVz5Wh36ZBkj8hhBA2w15nz9DgoYCs+rUV5l6/69tej7eT91XP9fDwAGSrN1snyZ8QQgibYh76leTPNpiTv8sLO1fHzc0NrVZLWVkZBQUFDR2asJIkf0IIIWzKiNAR6LQ6jqUdIyknSe1wWrTTmac5mnYUO60dY9qPueb5Wq22Uu+fsE2S/AkhhLApHg4e9AvsB8hev2ozb+c2OGgwHg4eNXqNed6fLPqwXTaT/L355ptoNBoee+wxy7Hk5GTuuusuAgICcHZ2plevXqxcubLKa3/55Rf69++Po6Mjnp6eTJw4sdLziYmJjB07FicnJ/z8/Hj66aerbD+zadMmevXqhcFgIDw8nC+//LIB3qUQQoiaGBUqQ79qUxTlr1W+Ha+8yvdylyZ/JpOs2LZFNpH87d69m8WLF9O9e/dKx6dPn05cXBw//vgjsbGxTJo0iSlTprB//37LOStXruSuu+5i1qxZHDx4kD/++IPbb7/d8rzRaGTs2LGUlpayfft2lixZwpdffslLL71kOSc+Pp6xY8cydOhQDhw4wGOPPca9997LmjXyQ0cIIdQQHV5R7+/Pc3+SW5KrcjQt0+HUw5zIOIG9zt6y9V5NODs7o9frMRqN5OXlNWCEwlqqJ3/5+fnccccdfPLJJ5a/Fsy2b9/O7Nmz6devH6Ghobzwwgt4eHiwd+9eAMrLy3n00Ud5++23efDBB+nQoQOdO3dmypQpljbWrl3L0aNH+eabb4iMjGTMmDG8+uqrfPjhh5SWlgKwaNEiQkJCWLBgARERETz88MNMnjyZd999t/G+EEIIISyCPYLp4N2BclM5G+I3qB1Oi7T08FIAxoSPwc3gVuPXaTQamfdn41RP/h566CHGjh3LiBEjqjw3cOBAli1bRmZmJiaTiaVLl1JcXExUVBQA+/bt4/z582i1Wnr27EmrVq0YM2YMhw8ftrSxY8cOunXrhr+/v+VYdHQ0ubm5HDlyxHLO5dePjo5mx44dV4y7pKSE3Nxcy03+uhFCiPplWfUru300upLyElYdXwXAtK7Tav16qfdn21RN/pYuXcq+ffuYP39+tc8vX76csrIyvL29MRgMPPDAA3z//feEh4cDcObMGQBefvllXnjhBX7++Wc8PT2JioqybCydnJxcKfEDLI+Tk5Ovek5ubu4Vt6iZP38+7u7ullvnzp2t/CoIIYSojnmrt40JGykzlqkcTcuy5vQacopzaO3amkHtBtX69ebkLzc3F6PRWN/hiTpSLflLSkri0Ucf5dtvv8XBwaHac1588UWys7NZt24de/bs4YknnmDKlCnExlZUfTdPJH3++ee55ZZb6N27N1988QUajYYVK1Y0aPxz5swhJyfHcjt69GiDXk8IIVqanq164uvsS25JLn+e+1PtcFoU85DvlC5T0Gl1tX69g4MDDg4OKIpCTk5OfYcn6ki15G/v3r2kpqbSq1cv7OzssLOzY/Pmzbz//vvY2dlx+vRpFi5cyOeff87w4cPp0aMHc+fOpU+fPnz44YcAtGrVCqBSr5vBYCA0NJTExEQAAgICSElJqXRt8+OAgICrnuPm5oajo2O18RsMBtzc3Cw3V1fXeviqCCGEMNNqtIwMHQnIqt/GdCHvApvPbgYqkj9ryLw/26Za8jd8+HBiY2M5cOCA5danTx/uuOMODhw4QGFhYUWA2soh6nQ6S49f7969MRgMxMXFWZ4vKysjISGBoKAgAAYMGEBsbCypqamWc2JiYnBzc7MkjQMGDGD9+vWVrhMTE8OAAQPq/40LIYSoMfPQ79rTa2W7sEay4sgKFEVhQNsBBHsEW92OzPuzXaolf66urnTt2rXSzdnZGW9vb7p27UqnTp0IDw/ngQceYNeuXZw+fZoFCxYQExNjqePn5ubGgw8+yNy5c1m7di1xcXH87W9/A+DWW28FYNSoUXTu3Jm77rqLgwcPsmbNGl544QUeeughDAYDAA8++CBnzpzhmWee4fjx43z00UcsX76cxx9/XJWvjRBCiAqD2g3Cwc6Bc7nnOJZ+TO1wmj1FUVh2ZBkAU7tMrVNb5uQvPz+fsrKWPWezpKSEyMhINBoNBw4cUDsc9Vf7Xoler+fXX3/F19eX8ePH0717d7766iuWLFnCjTfeaDnv7bffZtq0adx111307duXs2fPsmHDBsuHTqfT8fPPP6PT6RgwYAB33nkn06dP55VXXrG0ERISwi+//EJMTAw9evRgwYIFfPrpp0RHRzf6+xZCCPEXR70jQ4KHALLqtzHsPL+ThOwEnO2dGddhXJ3asre3x9nZGZDev2eeeYbWrVurHYaFndoBXGrTpk2VHrdv377aHT0updfr+de//sW//vWvK54TFBTEr7/+etV2oqKiKhWPFkIIYRuiw6JZc2oNa8+s5fEBMiLTkJYdruj1m9BhAk56pzq35+npSUFBAdnZ2fj5+dW5vabot99+Y+3ataxcuZLffvtN7XAAG+75E0IIIQCGhwxHo9FwMPkgyfnJaofTbOWX5vPTiZ8A62r7VacpzfvLy8urVL+3pKSkzm2mpKRw33338fXXX+PkVPdkur5I8ieEEMKm+Tr70rtVb6Bi4YdoGD+f+JnCskJCPUPp07pPvbTp7u6ORqOhqKiI4uLiemmzoXTu3LlS/d4r1SCuKUVRmDlzJg8++CB9+tTP17O+SPInhBDC5plX/UrJl4Zjru03res0NBpNvbRpZ2dnKYVm671/R48erVS/d86cOdWe99xzz6HRaK56O378OB988AF5eXlXbEdNNjXnTwghhKhOdHg0r299nW2J28gvzcfF3kXtkJqVM1ln2HV+F1qNlls731qvbXt6epKbm0tWVpalPq8tcnV1xc3t2nsYP/nkk8ycOfOq54SGhrJhwwZ27NhhqSxiZi5rt2TJkrqEWyeS/AkhhLB5YZ5hhHiGEJ8Vz+aEzYztMFbtkJoV80KPoSFD8Xfxv8bZtePp6cnZs2fJzs5GUZR661VUi6+vL76+vtc87/333+e1116zPL5w4QLR0dEsW7aM/v37N2SI1yTDvkIIIWyeRqNhdNhoAL448IUUfK5HRpOR5UeXAzCtS/0s9LiUm5sbWq2W0tJSywYOLUG7du0q1TLu0KEDAGFhYbRp00bV2CT5E0II0STM6jkLg52B7Unb+eXkL2qH02xsPruZlPwUPB09GRU2qt7b12q1uLu7A7Y/76+lkORPCCFEk9DGrQ0P930YgHmb51FUVqRyRM2Dech3UqdJ6HX6BrlGUyr50lCCg4NRFIXIyEi1Q5HkTwghRNPxUL+HaOPWhvO55/lw94dqh9PkZRVl8fvp3wG4rdttDXYdc/Jnnvcn1CXJnxBCiCbDwc6BuUPmArBw10IScxJVjqhp+/7495QZy+jq15XOvp0b7DouLi7Y2dlhNBrJzc1tsOuImpHkTwghRJNyY/sbGdRuEKXGUuZtmqd2OE3a/w7/D4DbujZcrx9ULNiRoV/bIcmfEEKIJkWj0fDq0FfRaXX8duo3tpzdonZITdKR1CMcST2CXqfn5oibG/x6lw79CnVJ8ieEEKLJ6ejTkVmRswB4ceOLlBnLVI6o6THv6DE6bDQeDh4Nfj0Pj4pr5OTkYDQaG/x64sok+RNCCNEkPTXwKbydvDmZcZIvDnyhdjhNSqmxlJXHVgIV27k1BkdHRwwGA4qikJOT0yjXFNWT5E8IIUST5GZw4x+D/gHAgh0LSCtIUzmipmPt6bVkF2cT4BLA4KDBjXJNmfdnOyT5E0II0WRN7TqVHgE9yCvJY/62+WqH02SYh3yndJmCTqtrtOtK8mcbJPkTQgjRZGk1Wl4bWrF/6tLDS9l/cb/KEdm+5PxkNiVsAmBql6mNem3zvL/8/HzKymSeplok+RNCCNGk9W7dm1s73wrACxtfwKSYVI7Itn139DtMiol+gf0I8Qxp1GsbDAacnJwAWfWrJkn+hBBCNHn/uOEfuNi7sP/iflYcWaF2ODZLUZRGq+13JTL0qz5J/oQQQjR5/i7+PH7d4wC8se0NcktkF4nq7Lmwh/iseJz0TozrME6VGCT5U58kf0IIIZqFe3vdS5hXGGkFaby74121w7FJ5l6/8R3G42zvrEoM5nl/RUVFFBcXqxJDSyfJnxBCiGZBr9PzStQrAHy2/zNOZpxUOSLbUlhWyE8nfgIar7Zfdezs7HBzcwOk908tkvwJIYRoNoaGDGVU2CjKTeW8tOklFEVROySb8fOJnykoLSDYI5h+gf1UjUW2elOXJH9CCCGalZejXkav07M5YTNrTq9ROxybYa7tN63rNDQajaqxmId+s7KyJEFXgSR/QgghmpVgj2D+1udvAMzdNJeS8hKVI1JfQnYCf577E61GaymLoyZ3d3e0Wi2lpaUUFhaqHU6LI8mfEEKIZueR/o/g7+JPUk4Sy48sVzsc1Zm/BoODBtPKtZXK0YBWq8Xd3R2QoV81SPInhBCi2XHSO/Fw34cB+HD3h5SbylWOSD1Gk5FlR5YB6i70uJx56FeSv8YnyZ8QQohm6fZut+Pt5E1iTiKrj69WOxzVbEvcxsW8i7g7uBMdFq12OBaXJn8y769xSfInhBCiWXLUO3J/r/sB+GDXBy122zfzQo9JnSZhsDOoHM1fXF1d0Wq1lJWVUVBQoHY4LYokf0IIIZqtGZEzcDO4cSLjBGtOtbyVvznFOfx26jcApnadqnI0lcm8P/VI8ieEEKLZcjO4MStyFgDv73q/xQ0vfn/8e0qNpUT4RtDNr5va4VQh9f7UIcmfEEKIZu3eXvfiqHfkYPJBtpzdonY4jcqy0KOL+rX9qiPz/tQhyZ8QQohmzdvJmzu73QlU9P61FMfSjnEw+SB2WjsmRUxSO5xqubq6otPpKC8vJz8/X+1wWgxJ/oQQQjR7D/Z5EL1Oz46kHew+v1vtcBqFuddvVNgovJ28VY6mehqNRub9qUCSPyGEEM1eK9dWTOk8BWgZvX9lxjJWHlsJwNQutrXQ43JS76/xSfInhBCiRXio30NoNVrWn1nP4dTDaofToNadWUdGYQZ+zn4MDRmqdjhXdemiD5n31zgk+RNCCNEiBHsEc1PHmwD4YOcHKkfTsJYeqajtN7nzZOy0dipHc3UuLi7Y2dlhNBpl3l8jkeRPCCFEizG7/2wAfj75M6cyT6kcTcNILUhlQ/wGwLa2c7uSS+f9ZWVlqRxNyyDJnxBCiBajk08nosOjURSFD3d9qHY4DeK7o99hNBnp3bo34V7haodTIzLvr3FJ8ieEEKJFeaTfIwCsPLaSc7nnVI6mfimKYlnla+sLPS5lnveXk5ODydQyt+FrTJL8CSGEaFF6turJDUE3UG4q5z+7/6N2OPVqf/J+TmacxMHOgQkdJ6gdTo05OzvLvL9GJMmfEEKIFsfc+/dt7LekFqSqHE39WXq4YqHH2PZjcTO4qRxNzWk0Ghn6bUSS/AkhhGhxBrYdSO/WvSk1lvLx3o/VDqdeFJUVsTpuNQBTuzadIV8zc/Iniz4aniR/QgghWhyNRmPp/VtycAnZxdnqBlQPfjv1G3klebR1b8vAtgPVDqfWzMmfzPtreJL8CSGEaJFGhI4gwjeCgtICPt//udrh1Jl5yHdK5yloNU3v17uzszN6vR6TyUReXp7a4TRrTe/TIYQQ4v/au/OgqM50DeBPs3Sz2Ox7FARxUGS5QAKFE1col1ApjVbUiMZcHSGKimicqNGIOjMQTeJgtKKTTMYkE0WNUUfLzIgLqLFB2S4SDaNeiJqA3Jiwiaz93T+49E0rqEDDobufX9WpwOmP08+bN5ZvDqfPIR2QyWRIjEgEAHyc/zHuN92XOFH33a6+jQu3LgAAZoyYIXGa7uF1f32Hwx8RERmtmKEx8Lb3RlVDFT4v+lzqON124NsDAIDnPZ/HINtBEqfpPg5/fYPDHxERGS1TE1MsDW976seu3F1obGmUOFHXqYVac28/fXiix+Pwur++weGPiIiM2vTh0+Gh9EDl/UrNdXP65OLti7hTcwdKhRKTfSdLHadHrKysIJfLoVarUVNTI3Ucg8Xhj4iIjJq5qTkWP7cYAJCWk4YHzQ8kTtQ1+4vbzvpN9ZsKS3NLidP0DK/76xsc/oiIyOjFBsZioM1AVNRV4OP8j6WO81SaW5vxScEnOPbvYwD0895+HeHw1/s4/BERkdFTmCmw+vnVAIAPLn2Ae/X3JE7UOSEETv33KUR9FoV1Z9ahqbUJYwaPQYhbiNTRdKJ9+KupqeF1f72Ewx8RERGAqcOmItA1EHVNddiWvU3qOB0q+akEs7+ajVcPv4obP9+Ao5Uj3ol+B5+/9DlkMpnU8XTC0tJSc91fdXW11HEMEoc/IiIiACYyE6wfvR4A8Nl/fYayqjJpA/3Kvfp7WHNqDaI+i0JWWZbmOsVv5n+DucFzYWZiJnVEnTGk6/4GDx4MmUymtaWmpkodC4bzXwsREVEPPe/5PMZ7j8eZ0jNIOZ+C3S/uljRPU2sT/pr/V6TlpKGmse3Try8MfQHrRq/DYLvBkmbrTfb29qisrNT74Q8ANm3ahIULF2q+VyqVEqZpw+GPiIjoV94a9RYyyzJx7N/HEPdjHMI8wvo8gxAC/7r5L2zK2qQ5AxngEoCNYzciclBkn+fpa7++7q+1tRWmpqbSBuoBpVIJNzc3qWNo4a99iYiIfmW483DNI9I2n9sMIUSfvn9BeQFePvgy5h+dj7KqMrhYu2DbxG34OvZroxj8AMDCwgIKhQJCiD67319tbS1qamo0W2Ojbm74nZqaCkdHR4SEhGDr1q1oaWnRyXF7gsMfERHRQ1aNXAULMwtc+uESTt482SfvmXMnB68cegUxe2Nw8fZFKMwUSIxIxIX5FzAzYCZMTfT37FdX/fq6v19++aVP3tPf3x+2traaLSUlpcfHXLZsGdLT03H27FnEx8fjT3/6E37/+9/rIG3P8Ne+RERED3FXuiMuLA7bc7bjD+f/gPHe42Fuaq7z9xFC4MKtC9iWvQ3Zd7IBtD1ybvrw6Xhj5BsYaDNQ5++pL+zs7HD37t0+u+7v6tWreOaZZzTfKxSKDtetXr0a77zzzmOPde3aNQwbNgwrVqzQ7AsKCoJcLkd8fDxSUlI6PX5f4PBHRETUgcXPLcbfi/6Omz/fxL7ifXg1+FWdHbv9Xn1pOWnIL88H0PakkVkjZiEhPAGetp46ey99ZW9vD6Dt17F9cd2fUqmEjY3NE9etXLkSr7322mPX+Pj4dLg/IiICLS0tKCsrg5+fX3di6gSHPyIiog7YKGywMnIl3jrzFt69+C6mDZ+GAfIBPTqmWqhx4voJ/Dn7z7j6P1cBtN1gem7QXCx6dhHcle66iG4QLCwsYGFhgYaGBlRXV8PBwUHqSAAAZ2dnODs7d+tnCwsLYWJiAhcXFx2n6hoOf0RERJ2YEzQHH+V/hLKqMuzK3YU3Rr7RreO0qFtw9Luj2H5pO67fuw4AsJZbY17wPMSHxcPZunvDhKGzs7NDRUUFqqqq+s3w97RUKhVycnIwbtw4KJVKqFQqJCUlYc6cOZqzmlLh8EdERNQJc1NzrB21FnHH4vBh7oeYGzQXrrKunf3LKsvC2jNrUfpLKYC2M4q/C/0dFoQsgL2ltENAf9c+/PXVhz50SaFQID09HcnJyWhsbIS3tzeSkpK0rgOUCoc/IiKix4gZGoMwjzDk/ZiH91TvYcvIDU/1c/fq7yE5MxmHrh0CADhYOiA+LB7z/mMebBRPvraM/v9+f3V1dWhpaYGZmf6MLaGhocjOzpY6Rod4qxciIqLHkMlkmse+7b2yF//++fpj1wshcPDbgxi9ZzQOXTsEmUyGBSELkP27bCyNWMrBrwssLCxgaWkJIQSf86tDHP6IiIieIPyZcEzynQS1UOOP2Vs7XVdWVYZZh2Yh8Z+J+OXBLxjuPBzHXzmOzeM39/jDIsbKUJ7z259w+CMiInoKb416C6Ympsj4/gxUD91+r7m1GTsv7cS4T8fh/PfnoTBTYO2otfhn7D8R4h4iTWADweFP9zj8ERERPYUhDkMwJ3AOAGDzGEAta9tfWFGIyV9Mxh/P/xGNLY143vN5nJ13FkvCl/TKjaGNTfvwV1tb2y8ejWYI9OfKSSIiIomtiFyBL789iEI3YP8I4Ltv/oC/Fn8OtVDDzsIOyWOT8bL/y5DJZFJHNRgKhQKWlpZ48OABqqqq4OTkJHUkvcczf0RERE/J2doZi/9jIQBg5UTgo6I9UAs1pg2fhvP/eR4zRszg4NcL2u+Lx1/96gaHPyIioi6ID54P17q2rwcpB2Lv9L3Y8cIOOFo5ShvMgPG6P93qN8NfamoqZDIZli9frtlXUVGBuXPnws3NDdbW1ggNDcWhQ4e0fm7w4MGQyWRaW2pqqtaaoqIijBo1ChYWFhg0aBC2bNnyyPsfPHgQw4YNg4WFBQIDA3HixIleqZOIiPSblbkV0r8Etp4Ezs48gbGDx0odyeDZ2dnB3d0dgwYNkjqKQegXw9/ly5exe/duBAUFae1/9dVXUVJSgn/84x+4cuUKpk2bhhkzZqCgoEBr3aZNm1BeXq7Zli5dqnmtpqYGEyZMgJeXF/Ly8rB161YkJyfjL3/5i2bNxYsX8corr2DBggUoKCjA1KlTMXXqVBQXF/du4UREpJf87gGxV9oGQep9crkcfn5+cHV1lTqKQZB8+Kurq0NsbCw++uijR551d/HiRSxduhTh4eHw8fHBunXrYGdnh7y8PK11SqUSbm5ums3a2lrz2hdffIGmpiZ88sknGDFiBGbNmoVly5bh/fff16xJS0vDpEmTsGrVKgwfPhybN29GaGgoduzY0WnuxsZG1NTUaLba2lod/RshIiIi6j2SD38JCQmIiYlBdHT0I6+NHDkS+/fvx88//wy1Wo309HQ0NDRg7NixWutSU1Ph6OiIkJAQbN26Veuj4CqVCqNHj4ZcLtfsmzhxIkpKSjTPClSpVI+8/8SJE6FSqTrNnZKSAltbW83m7+/fnfKJiIiI+pSkt3pJT09Hfn4+Ll++3OHrBw4cwMyZM+Ho6AgzMzNYWVnh8OHD8PX11axZtmwZQkND4eDggIsXL2LNmjUoLy/XnNmrqKiAt7e31nHbTxtXVFTA3t4eFRUVj5xKdnV1RUVFRafZ16xZo/Vw5h9++IEDIBEREfV7kg1/t2/fRmJiIjIyMmBhYdHhmvXr16OqqgqnTp2Ck5MTjhw5ghkzZuD8+fMIDAwEAK0BLCgoCHK5HPHx8UhJSYFCoei1/AqFQuv4NTU1vfZeRERERLoi2fCXl5eHyspKhIaGava1trbi3Llz2LFjB0pKSrBjxw4UFxdjxIgRAIDg4GCcP38eO3fuxK5duzo8bkREBFpaWlBWVgY/Pz+4ubnh7t27Wmvav3dzc9P8s6M17a8TERERGQrJrvmLiorClStXUFhYqNmeffZZxMbGorCwEPX19W0BTbQjmpqaQq1Wd3rcwsJCmJiYwMXFBQAQGRmJc+fOobm5WbMmIyMDfn5+mg+YREZG4vTp01rHycjIQGRkpE5qJSIiIuovJDvzp1QqERAQoLXP2toajo6OCAgIQHNzM3x9fREfH493330Xjo6OOHLkCDIyMnD8+HEAbR/UyMnJwbhx46BUKqFSqZCUlIQ5c+ZoBrvZs2dj48aNWLBgAd58800UFxcjLS0N27Zt07xvYmIixowZg/feew8xMTFIT09Hbm6u1u1giIiIiAxBv322r7m5OU6cOIHVq1fjxRdfRF1dHXx9ffHpp5/ihRdeANB23V16ejqSk5PR2NgIb29vJCUlaV0HaGtri5MnTyIhIQFhYWFwcnLC22+/jbi4OM2akSNHYu/evVi3bh3Wrl2LoUOH4siRI48Mp0RERET6TiaEEFKHMAR37tzBoEGDcPv2bQwcOFDqOERE1Fvu3wcGDGj7uq4O+NW9ZUn/GOPf35Lf54+IiIiI+g6HPyIiIiIjwuGPiIiIyIhw+CMiIiIyIv320776pv3eg+Xl5RInISKiXvV/96EFAPzwA2BlJV0W6rH2v7cfdw9hQ8PhT0fanxASHh4ucRIiIuozfn5SJyAduXv3Ljw9PaWO0Sd4qxcdaWlpQUFBAVxdXR95KklP1dbWwt/fH1evXoVSqdTpsfsTY6jTGGoEWKehYZ2GwxhqBLpWp1qtxt27dxESEgIzM+M4J8bhTw/U1NTA1tYW1dXVsLGxkTpOrzGGOo2hRoB1GhrWaTiMoUbAeOrsLn7gg4iIiMiIcPgjIiIiMiIc/vSAQqHAhg0boFAopI7Sq4yhTmOoEWCdhoZ1Gg5jqBEwnjq7i9f8ERERERkRnvkjIiIiMiIc/oiIiIiMCIc/IiIiIiPC4Y+IiIjIiHD4IyIiIjIiHP76uZ07d2Lw4MGwsLBAREQELl26JHUknUpOToZMJtPahg0bJnWsHjt37hxefPFFeHh4QCaT4ciRI1qvCyHw9ttvw93dHZaWloiOjsb169elCdsDT6rztddee6S/kyZNkiZsN6WkpOC5556DUqmEi4sLpk6dipKSEq01DQ0NSEhIgKOjIwYMGIDp06drnvetL56mzrFjxz7Sz9dff12ixN3z4YcfIigoCDY2NrCxsUFkZCS+/vprzeuG0EvgyXUaQi8flpqaCplMhuXLl2v2GUo/dY3DXz+2f/9+rFixAhs2bEB+fj6Cg4MxceJEVFZWSh1Np0aMGIHy8nLNduHCBakj9dj9+/cRHByMnTt3dvj6li1bsH37duzatQs5OTmwtrbGxIkT0dDQ0MdJe+ZJdQLApEmTtPq7b9++PkzYc1lZWUhISEB2djYyMjLQ3NyMCRMm4P79+5o1SUlJOHbsGA4ePIisrCz8+OOPmDZtmoSpu+5p6gSAhQsXavVzy5YtEiXunoEDByI1NRV5eXnIzc3F+PHjMWXKFHz77bcADKOXwJPrBPS/l792+fJl7N69G0FBQVr7DaWfOieo3woPDxcJCQma71tbW4WHh4dISUmRMJVubdiwQQQHB0sdo1cBEIcPH9Z8r1arhZubm9i6datmX1VVlVAoFGLfvn0SJNSNh+sUQoh58+aJKVOmSJKnt1RWVgoAIisrSwjR1jtzc3Nx8OBBzZpr164JAEKlUkkVs8cerlMIIcaMGSMSExOlC9VL7O3txccff2ywvWzXXqcQhtXL2tpaMXToUJGRkaFVl6H3syd45q+fampqQl5eHqKjozX7TExMEB0dDZVKJWEy3bt+/To8PDzg4+OD2NhY3Lp1S+pIvaq0tBQVFRVavbW1tUVERITB9RYAMjMz4eLiAj8/PyxatAj37t2TOlKPVFdXAwAcHBwAAHl5eWhubtbq57Bhw+Dp6anX/Xy4znZffPEFnJycEBAQgDVr1qC+vl6KeDrR2tqK9PR03L9/H5GRkQbby4frbGcovUxISEBMTIxW3wDD/bOpC2ZSB6CO/fTTT2htbYWrq6vWfldXV3z33XcSpdK9iIgI7NmzB35+figvL8fGjRsxatQoFBcXQ6lUSh2vV1RUVABAh71tf81QTJo0CdOmTYO3tzdu3ryJtWvXYvLkyVCpVDA1NZU6Xpep1WosX74cv/3tbxEQEACgrZ9yuRx2dnZaa/W5nx3VCQCzZ8+Gl5cXPDw8UFRUhDfffBMlJSX46quvJEzbdVeuXEFkZCQaGhowYMAAHD58GP7+/igsLDSoXnZWJ2A4vUxPT0d+fj4uX778yGuG+GdTVzj8kaQmT56s+TooKAgRERHw8vLCgQMHsGDBAgmTkS7MmjVL83VgYCCCgoIwZMgQZGZmIioqSsJk3ZOQkIDi4mKDuC71cTqrMy4uTvN1YGAg3N3dERUVhZs3b2LIkCF9HbPb/Pz8UFhYiOrqanz55ZeYN28esrKypI6lc53V6e/vbxC9vH37NhITE5GRkQELCwup4+gV/tq3n3JycoKpqekjn0q6e/cu3NzcJErV++zs7PCb3/wGN27ckDpKr2nvn7H1FgB8fHzg5OSkl/1dsmQJjh8/jrNnz2LgwIGa/W5ubmhqakJVVZXWen3tZ2d1diQiIgIA9K6fcrkcvr6+CAsLQ0pKCoKDg5GWlmZwveyszo7oYy/z8vJQWVmJ0NBQmJmZwczMDFlZWdi+fTvMzMzg6upqUP3UJQ5//ZRcLkdYWBhOnz6t2adWq3H69GmtazYMTV1dHW7evAl3d3epo/Qab29vuLm5afW2pqYGOTk5Bt1bALhz5w7u3bunV/0VQmDJkiU4fPgwzpw5A29vb63Xw8LCYG5urtXPkpIS3Lp1S6/6+aQ6O1JYWAgAetXPjqjVajQ2NhpMLzvTXmdH9LGXUVFRuHLlCgoLCzXbs88+i9jYWM3XhtzPHpH6EyfUufT0dKFQKMSePXvE1atXRVxcnLCzsxMVFRVSR9OZlStXiszMTFFaWiq++eYbER0dLZycnERlZaXU0XqktrZWFBQUiIKCAgFAvP/++6KgoEB8//33QgghUlNThZ2dnTh69KgoKioSU6ZMEd7e3uLBgwcSJ++ax9VZW1sr3njjDaFSqURpaak4deqUCA0NFUOHDhUNDQ1SR39qixYtEra2tiIzM1OUl5drtvr6es2a119/XXh6eoozZ86I3NxcERkZKSIjIyVM3XVPqvPGjRti06ZNIjc3V5SWloqjR48KHx8fMXr0aImTd83q1atFVlaWKC0tFUVFRWL16tVCJpOJkydPCiEMo5dCPL5OQ+llRx7+FLOh9FPXOPz1cx988IHw9PQUcrlchIeHi+zsbKkj6dTMmTOFu7u7kMvl4plnnhEzZ84UN27ckDpWj509e1YAeGSbN2+eEKLtdi/r168Xrq6uQqFQiKioKFFSUiJt6G54XJ319fViwoQJwtnZWZibmwsvLy+xcOFCvfufl47qAyD+9re/adY8ePBALF68WNjb2wsrKyvx0ksvifLyculCd8OT6rx165YYPXq0cHBwEAqFQvj6+opVq1aJ6upqaYN30fz584WXl5eQy+XC2dlZREVFaQY/IQyjl0I8vk5D6WVHHh7+DKWfuiYTQoi+O89IRERERFLiNX9ERERERoTDHxEREZER4fBHREREZEQ4/BEREREZEQ5/REREREaEwx8RERGREeHwR0RERGREOPwRERERGREOf0RERERGhMMfERERkRHh8EdERERkRP4XcH0j7AvAXVEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The left corner is 121 right is 280\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The left corner is 45 right is 325\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The left corner is 93 right is 248\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AYYaIyMWk+TLGQCO0Gq1b35sTgMkfMMwQEbmYUnvMAJfCTK2lFo3WRre/P5E7MMwQEbmYvCzbzfNlACBUF4rAgEAAHGoi38UwQ0TkYkqtZAIAlUrFoSbyeQwzREQuptQeMxJpoz72zJCvYpghInIxpS5lIIkL4V4z5NsYZoiIXEypSxlIuNcM+TqGGSIiF1NyNRPAvWbI9zHMEBG5mNJhhhOAydcxzBARuZinhBn2zJCvYpghInKhppYm1DXXAVA+zJTWlSry/kSuxjBDRORC0h4zWo0WYbowRWqQwkxFQwXswq5IDUSuxDBDRORCl+8xo1KpFKlB6hFqsbegpqlGkRqIXIlhhojIhZSeLwO09gpFBEUA4LwZ8k0MM0RELlRe39ozo8R1mS4nbZwn1UPkSxhmiIhcqLS+ddKtNG9FKdKGfVI9RL6EYYaIyIWknhCpZ0QpscFcnk2+i2GGiMiFPKVnRt44j8NM5IMYZoiIXEjqCfGUMMOeGfJFDDNERC4khYe4UIWHmaQw08AwQ76HYYaIyEWEEB4zzCRNAGbPDPkihhkiIhepba6FpcUCQPkww2Em8mUMM0RELiIFB4PegMCAQEVrkVZTmZpMaLY1K1oLkbMxzBARuYh0YUele2WA1kCl1WgBcEUT+R6GGSIiF5Guy+QJYUalUl26ejY3ziMfwzBDROQintQzA3CvGfJdDDNERC4iL8tWePdfCScBk69imCEichEpNEjLopXGSxqQr1I8zKxZswbjx49HWFgYYmNjMW/ePGRnZzscM2XKFKhUKofbww8/rFDFRERdI81NYc8MkWspHmb279+PJUuW4ODBg9i1axesViumT5+O+vp6h+MWL16M4uJi+fbCCy8oVDERUdd4yu6/EnnjPO4CTD4mQOkCPv74Y4f7GzZsQGxsLA4fPozJkyfLjwcHByM+Pt7d5RER9ZinXJdJwgnA5KsU75n5IZPJBACIjIx0eHzjxo2Ijo7GiBEjsGrVKjQ0NLR7DovFArPZ7HAjInKnZlszappqAHhemOEwE/kaxXtmLme32/HYY4/h2muvxYgRI+TH7777bqSkpCAxMRHHjh3DihUrkJ2djW3btrV5njVr1mD16tXuKpuI6ApSYNBpdDDqjQpX0+ryMCOEgEqlUrgiIufwqDCzZMkSnDhxAgcOHHB4/MEHH5T/PHLkSCQkJGDq1Kk4d+4cBgwYcMV5Vq1ahWXLlsn3zWYzkpKSXFc4EdEPXD7E5CmhISa4dc5Ms60ZZosZxkDPCFlEveUxw0xLly7Fhx9+iL1796Jv374dHpueng4AyMnJafN5vV4Pg8HgcCMicidPmy8DAPoAPQz61p+HHGoiX6J4mBFCYOnSpdi+fTs+++wz9O/fv9PXZGVlAQASEhJcXB0RUc942u6/EmllFcMM+RLFh5mWLFmCTZs24f3330dYWBhKSkoAAEajEUFBQTh37hw2bdqE2bNnIyoqCseOHcPjjz+OyZMnY9SoUQpXT0TUNum6TJ6yx4wkNiQWZyvPyvUR+QLFw8zatWsBtG6Md7n169dj0aJF0Ol02L17N15++WXU19cjKSkJ8+fPx29+8xsFqiUi6hqpZ8ZTdv+VSPNmpPqIfIHiYUYI0eHzSUlJ2L9/v5uqISJyDmljOk/smQHAnhnyKYrPmSEi8kUF5gIAQEKYZ83t414z5IsYZoiInEwIgQs1FwAA/cL7KVvMDzDMkC9imCEicrKKhgo0WBugUqnQ19DxVhPuxmEm8kUMM0RETpZvygcAJIYlQqfRKVyNI2kCcEldicKVEDkPwwwRkZPl1eQBAFKMKcoW0obEsEQAQHVjNSwtFoWrIXIOhhkiIie7YGqdL+OJYcagNyBIGwQAKK4rVrgaIudgmCEicjJp8m9KuOeFGZVKhYTQ1hVWxbUMM+QbGGaIiJwsz5QHwPNWMkmkoSb2zJCvYJghInIyqWcm2ZiscCVtY88M+RqGGSIiJzJbzPIeLqkRqQpX0zZpI7+i2iKFKyFyDoYZIiInOlt5FkDr1akNeoPC1bRN7pnhMBP5CIYZIiIn+q7yOwDA4KjBClfSPmnODHtmyFcwzBAROZEUZoZEDVG4kvZJw0zsmSFfwTBDRORE31V5fs+MNMxUXl8Oq82qcDVEvccwQ0TkRN4wzBQZFClfZoGXNSBfwDBDROQkdc11KDQXAgAGRQ5SuJr2qVQq7jVDPoVhhojISaSVTDEhMYgIilC4mo7J82a41wz5AIYZIiIn8YbJvxJp3gxXNJEvYJghInKSs1WtPTOePMQkYZghX8IwQ0TkJN4w+VfCOTPkSxhmiIicJLsyG4B3hBnuNUO+hGGGiMgJGqwNuGi6CMBLwgyHmciHMMwQETlBTlUOACAqOApRwVEKV9M5qWemrL6MG+eR12OYISJygmOlxwB4R68MAEQHRyNAHQAhBMobypUuh6hXGGaIiLpof95+/OKjX8i9MJfbdX4XAOC65OvcXVaPqFVqxIfGA+BeM+T9GGaIiLrgb9/8DXf9+y5sPbUVd//7blQ2VMrPNVgb8PmFzwEAMwbMUKrEbpNWNBWYCxSuhKh3GGaIiDpQ31yPN4+8id99/jsAgEFvQIG5AMs+XSYf88WFL2BpsSDJmIS06DSlSu221IhUAGizp4nImzDMEBG147/F/8X4/xuP33z2GwDA0glL8d6d7yFAHYBd53ZhX94+lNeXY/X+1QBae2VUKpWSJXeLNL9H2h+HyFsFKF0AEZEnqWyoRE5VDswWM37+8c9hajIhMSwRd464E8sylkGtUuP+MffjH4f/gZ/t+Bl0Gh3K6suQZEzC0glLlS6/W+QwU8UwQ96NYYaI6HtbT27Fb/b+BrWWWvmxcYnjsHn+ZoToQuTHlmUsw4H8AzhVfgoA0D+iPzbeuhGxIbFur7k3pDBzvvo8rDYrtBqtwhUR9QzDDBERgMyLmfjFx78AABgDjbC0WHDv6Hvx5LVPIlgb7HCsQW/Axz/+GNtPb0ddcx3uGXUPdBqdEmX3SmJYIoK0QWi0NuKC6QIGRg5UuiSiHmGYISK/V2uplSf0Lhi2AH+a8SeoVeoO578EqAOwYPgCd5XoEmqVGoMiB+FY6TF8V/kdwwx5LYYZIvJpQgg0tTRBo9Zg9/nd+CD7A1Q0VCA+NB5T+k1B//D+eOGrF3Ch5gL6GPrgdzf+Dhq1Rumy3WZw1GAcKz2G7IpszB40W+lyiHqEYYZ8ypHiI3j+y+exeOxiTEudpnQ55GYt9hYEqC/9WPu68Gss+2QZzlefR7A2GA3WBofjt53eJv85WBuMdXPXIUwf5rZ6PcGI2BF499S7OFJyROlSiHqMYYZ8Rl1zHR768CEUmAtwqOAQti7YivF9xitdFrlBdWM1HvrwIRzIP4CIoAgsHb8UQ2OGYuF7C+XrDjVYGxAXGof5Q+djROwInCw7iYOFB1FoLkT/iP5YnrEco+JGKdwS97um7zUAWoOfzW7zq14p8h0qIYRQuoiueO211/Diiy+ipKQEo0ePxquvvooJEyZ06bVmsxlGoxEmkwkGg8HFlVJ3ffjdh9hzfg/G9xmPBcMWdHtFhV3YsWLXCmw5uQUt9haoVCoIIXBV/FXYec9OF1VNrmAXdrx35j18eu5TDIgYgEfTH0VgQGCbx9ZaarEndw/qmuuw9tu1yK3ObfO46QOmY/WU1ahrrkNadBp/Wf9Ai70Fw14bhrrmOuz6yS4Mjx2udElEsq7+/vaKnpktW7Zg2bJleP3115Geno6XX34ZM2bMQHZ2NmJjvWspJAFmixnP7X8OX178EsHaYHl565aTW7Avbx/+fvPfu7Xx2Poj67Hx+EYAQGRQJH5/4+/xyI5HcKz0GOqa6xCqC3VJO8j5/pz5Z7yU+ZJ8f9uZbZg7eC4EBBLDEhGqC0VlQyXyTfnYcXYHyurL5GPjQ+OxYd4GnCo/hZcPvox8Uz7GJIzB2jlrEaQNUqI5XiFAHYDxfcZjb+5eHCw4yDDTBeerz2N/3v7WOVcR/ZUuh+AlPTPp6ekYP348/vrXvwIA7HY7kpKS8Oijj2LlypWdvt4Te2aEEB3+ws6uyEZRbRGm9JvS7nEt9hZsOr4J72e/j2ZbM6akTEGSMQnbTm/D2aqzSItOw8+u/hlGx49GgDoAapW6w+WjNrsNH+V8hBNlJ7Bw9EJEBEVAr9Gjxd6CT899iiMlR9AnrA/MFjMmJk3s8RDOil0r8M9j/3R4bPag2dh1fhesNiuGxgzF9SnX4+bBNyNYG4zBUYOhVrW9WXVpXSnS30hHs60Zz97wLBaOXgitRov0N9Jx0XQR/5r/L1zf7/oe1UnOZ7aYkV2RjZiQGPQL74fi2mK8fPBlNLU04erEq7FqzyrYhR0LRy/ERzkfOYSVtiQbk5FkTMI1fa7B4nGLYdC3/v8thMAF0wUkhCZAH6B3R9O82iuHXsHzB57HrIGzsO5H69o8ptHaiF3ndyGvJg+Lrlok/13vy9uH7yq/w31X3dftXtXsimw0tjRiQMSANucqmS1mXDRdhNVuxai4Ue3+HGiPEAIN1gYEaYM6fO3hosNY/J/FiAyKxK1Db8XisYtR01SDAHUAIoIiAAA1TTUoqSvB/zv6/7AhawMAIEQXglWTVuHmwTf3ao+hnKoc7M/bjxBdCOYPnd/j/X4OFRzChqwNKG8ox5qpazAoatAVx5TWlWLn2Z1ICU/B5JTJDnPMgNbPxGwxY2jMUId/CLbYW9BgbUCjtREN1oY2b1NTpyI8MLxHtbenq7+/PT7MNDc3Izg4GO+++y7mzZsnP75w4ULU1NTg/fffv+I1FosFFotFvm82m5GUlOT0MPOPw//AhZoLEBCwC7vDTQjR5uMmiwlnKs6gvL4cYxPG4tEJj2Jg5EC8eeRN7Dq/C4uuWoSKhgq8/u3rsAs7lmcsx8NXPyxv2LXuv+uwJ3cP+hr64r/F/5V7NbpqYtJETEqehD5hfTAvbR4OFR7Cs/ufxTV9r8GhwkM4XnocQOu/1lrsLegf0R8N1gaU1pVeca77rroPv5786yv24JBYbVaYLWZsPbUVTS1NmJg0EfGh8Zj05iS02Fvw5xl/BgCE6cMwe9BsbDq+CU/segI//ErGhMTglxm/xNwhcxGmD3P4ofT8gefxyqFXcHXi1Xj/zvfl4Pfzj36Od0+9i8eveRxPXPtEt/6OqHvswg5TkwnhgeHtBm+rzYoNWRvwUuZLMFvMAIDxfcbjeOlxNLU0ORx769Bb8dfZf0V9cz22n9mOoyVHoQ/Qo8BcAIvNAqPeiGRjMgZHDcbcIXO9cn8XT5NVkoXZG2cjWBuMkz87eUUAbGppwi3/ugUny04CAIbFDMNb897ClpNb8Mev/ggAmJQ8Ca/f/DoigyI7fT8hBJ7d/yz+fvjvAACNWoOxCWMxLHoYSupLcNF0EQXmAvm7AgBxoXHQqDSobqpGmC4MAyMHyrcBEQMQoA5AkjEJ/cL7obqxGq8cegX/OvEvmC1mRAdHY/7Q+RgSPQRVjVWw2W2obqrGkKghuH347fjR5h/h26Jv5fdSq9SwCztUKhUeGPMAooKi8JdDf5G/qyqVCsnGZFyouQAA0Gq0uH3Y7Vg6YSlSwlMc2mq1WfF+9vu4aLqIGQNnICE0Ad8UfQNLiwUGvQFfF36NV75+BTa7DQCQFp0GY6ARgQGBmJQ0CWMTxqKysRJ9wvpgdPxoh59/QgjUNNWg2daMb4q+wSM7HpHPE6oLRZIxCTf0uwH3jr4XR4qPYOuprTiQfwDNtma57riQOKSEp+DFm17ERdNF3L3tbvkccaFxsLRY0GBtkF/TkR1378CYhDGdHtcdPhNmioqK0KdPH3z11VfIyMiQH3/yySexf/9+HDp06IrXPPPMM1i9evUVjzs7zNzyr1twuOiw087XHpVKhflD5yPFmOLQBQ+0bt712DWPwag3Yk/uHuRU5WD2oNmYlDwJW09uxZ7cPahoqGjzvBFBETA1mWAXdofzpYSnyKFGEh0cjekDpqOysRJ2Yceuc7sAtP7LJCIwAkNjhiIhNAHhgeHIrszGt0XfOlxVWNIvvB/yavIwOWUyNt+2+YrnL9RcwNHSo3j72Ns4W3UWdc11qG+ul59PDEvEQ+Mewry0ebDarbjpnzehurEa6+auw6xBs+Tj3j72Np7c9SSuTb4WWxds7cLfMnXHqfJT2HVuF0rqSvBF/hc4X30e/cL7YWr/qQCAIG0QYkNi8W3RtyipK0FeTZ7cyxITEoPqxmq02FsAABP6TECoLhTHy47j3lH3YumEpexNcTMhBK7+v6tRXFuMDfM2YPqA6Q7PP733afzff/8P4YHhCFAHoKKhQv6FD7T+UrTarIgKjsL8ofMxd8hcjE0YCwAwNZnwUuZLOFx8WH5NXk0eqhurAbT+wmzrH0uSqOAoWFosqGuu61JbRsaNRFl9WYfnvNxNA26Sf54tz1iOf/z3Hw47QF8uMCAQobpQvHDTC5iWOg1vHnkT205vw7HSYwBaf1bHh8ZjcvJk3Dr0VozvMx6P7nwUO87uAND681Wj1shtv9zEpIk4UXbCIcD9ULIxGeMTx8MYaERFQwUOFx9GobnQ4ZiZA2eivKG8w99NI+NGosBc4FBHv/B+qG6qhqnJhDB9WLt/ByqVCiHaEARrgxGsDUaQNgjB2mCEaEPw9PVPY2jM0Hbftyf8Osy4q2fmn0f/ieK64tbNtaCCWqV2uKlUVz4WGBCItOg0hAeGY9PxTXjr6Fuob67H1NSpGBw5GGu/XYv40Hj8YdofkFOVg5cPvXzFl+rukXcjLiQO0cHRmDN4Tofdm1I3KwBUNlZi47GNKKsvw+7c3XLYmDlwJo6UHEFcSBzemPsGEsMSkW/KR1BAEA7kH0BgQCCmD5ju0PX5+YXPseyTZSiqLer072lU3CjEhcbJPzAigiLw7oJ3u/Slt9qsWJ+1Hi9+9aJDqLlckjEJX93/lcPEzu8qv8OUDVMQGBCI7x797oquVOqaZlszKhsqERkUKQeMzSc2Y9knyzp55ZWigqOw8tqVuHPEnThffR4bsjZgUvIkzBw406suzuirfvvZb7HuyDrcPvx2vDzzZflx6R8GAPD//uf/YWDkQCzZuQRHio8gMCAQ/zv1fzEydiSWfrQU2RXZ8uvmDpmLlZNWYvX+1fgk55Mr3k+r0eK5G57DvaPvxUXTRXyR/wXyavKQGJaIJEMSkoxJ6Gvoi2BtMJpamnCk+AiCtEEIDwxHTVMNcqpy5Nv56vOwCRvOVZ2TA9aAyAF45vpnMKHPBBzIP4C9eXuRb8pHTHAMAtQBqGysxO7zu+V67h9zP3534+/QaG1EZWMlEkITsPPsTjz7+bNIMabg9uG347Zht0EF1RXf10MFh/CXQ3/Bvrx9V7TRarMiQB2AAZED5L+fJGMSEkITYLKYEBcShwXDFuDWobeiqLYIe3L3IDwwHJUNlXj7+NswNZmQEJaAs5Vn2w06apUaGrUG84bMwx+nt/aUfVP0DSoaKrDuyDocKT6CYG0wFo9djNmDZiMtOg12YUdhbSGKaovwsx0/Q0ldCQBgbMJY/Pv2f6PeWo8CcwECAwLl4BKsDYZeo3fr/68+E2Z6Msz0Q544Z0ZS31yPppYmRAVHAQAKzYWIDIp0mLB4uOgw1hxYA5uw4eZBN+P+Mff3+stU31yPMxVnEBcah76Gvq1dqm38T9oRq82K89XnUdNUg1Plp1DVWIWqxipEBUfhhn43oF94PwgIRAS2jjmv/XYtDhUewuopq9EvvF+36m2xt6DZ1ox3T72Lt4+9jRNlJwAA6X3TsXrK6iuW1NqFHUNfG4paSy1237sbw2KGdev9qDWwPvThQ/K/1O4YfgcSwxLx+y9+D5vdhhv634Ax8WOQGJaIqf2n4r/F/8XnFz5HYEAgKhoqUNlYiYlJE5FiTEFcaBxGxI5od0iSlHew4CBu3XIrQnWh+OK+LxAXGod/n/o3fv7xzyGEwNIJS/Gr634FoHV+3Z7cPRgSNUQeVrHarNhxdgd2n9+N7We2OwwXazVavHjTiwjRhkClUiHFmIKU8BSnT84vrSvFocJDaLQ24pYht3T4fbPZbfjpf36KA/kHcGvarXjq+qccrr/VE5UNlThdcRrbTm/D3ry9cu/QU9c/hTuG34Gf7fwZIgIj8MJNL3S77Q3WBuzL24fc6lzUNtfCoDdgWMwwTOgzodP/r5ptzdCoNO2u5DtVfgqvHHoFGX0zsGD4Ao/6/9RnwgzQOgF4woQJePXVVwG0TgBOTk7G0qVLvXYCMPVOU0sTbHZbhz98FmxdgC/zv8RL01/CXSPvcmN13kkIge1ntuOi6SJSI1Lx2CePodHaKC91v9yCYQvw8syX2aPiQ+zCjjmb5uBoyVHMHjQbtw+/Hfe/fz/swo77rroPv7vxd13+vE+Xn8Zznz8n91SsuHYFfnHNL1xYfc9I32tXfI+FEMipykFFQwWu6XsN/1/pIZ8KM1u2bMHChQvx97//HRMmTMDLL7+Md955B2fOnEFcXFynr2eY8U+/+/x3+Ns3f8O9o+/F89OeV7ocj2az27Bi9wpsOr7J4fHr+12PDT/agMyCTLx55E0cLzuORyc8ioWjF3K/Fh90qvwUZrw9Aza7TZ7fcsfwO/DSjJe6vZIIACoaKnDRdBFXxV/FX+bUIz61z8wdd9yB8vJyPPXUUygpKcFVV12Fjz/+uEtBhvzX6LjRAFpXalDbTpWfwsGCg/iu8jtsOr4JapW6dZWG6QIWj12MlZNWQh+gx5R+UzCl3xSlyyUXGxYzDH+Y9gc8uetJ2IUdk5In4YWbXuhRkAFaFw5EB0c7uUqiK3lFz0xvsWfGP+Wb8nHNG9dAq9Hi7KNn/XYJ70XTRfz54J/x5cUvcXXC1TDoDbDarThaelReait5ZdYruHXorai11MIYaFSoYlLaVxe/wucXPscjVz/C7wEpyqd6Zoh6IsmQhIigCFQ3VuNMxRm/ue5ORUMF3sp6C3k1eTDoDfj36X/LqyAumi46HKvVaJHeJx15NXm4Y/gduG3YbQDAX2B+bmLSRExMmqh0GURdxjBDPkulUmFI1BAcLDiIs5VnvTLM5Jvy8efMPyOzIBPLM5ZjwfAF8nNCCJyuOI1CcyGqGqtQ01SD3JpcvJ/9PkxNJofzjE0Yi0eufgRHSo5Ap9FBr9EjKjgKcwbNkXc4JSLyVgwz5NMGRQ5qDTNVZ5UupUee3f8sdp5tvVjmLz7+BRqsDbg68Wr0NfTFit0r8EH2B22+bnjscMwbMg+FtYWIC4nDw1c/DH2AHnMGz3Fn+UREbsEwQz5tYORAAK3XPvE2NrsNB/IPODy2as8qAI6bcY2IHYGIoAiE68OREJaACX0m4Mb+N3KjQCLyG/xpRz5NutCaN/bMnCo/BbPFjFBdKD79yae4d/u9aLG3oLC2UL4g5wvTXsC4xHFKl0pEpCiGGfJpgyJbw0xudS6sNmuPr0arhC8vfgkAuKbvNegX3g+f3/c5AKCsvgyVDZVIi07j3h1ERAB6tnkAkZdICEtAkDYILfYW5JvylS6nWzILMgHgilUlsSGxGBozlEGGiOh7DDPk09QqtTxvxpuGmlrsLThYcBAAcG3StQpXQ0Tk2RhmyOcNiBgAADhffV7hSrruRNkJ1FouXUyOiIjaxzBDPk+6Qrc3DTN9dfErAK3zZXgNJCKijjHMkM9LMaYAAC6YLihcSddJk385xERE1DmGGfJ5ycZkAMCFGu8IMy32Fnxd+DUA4Npkhhkios4wzJDPSwlv7ZkpMBfAZrcpXE3nvqv8DvXN9QjThyEtOk3pcoiIPB7DDPm8uJA4aDVatNhbUFxXrHQ5nTpachQAMDpuNNQq/i9KRNQZ/qQkn6dRa5BkSALgHUNNWSVZAOCVF8YkIlICwwz5BWmoyRtWNB0tbe2ZuSr+KmULISLyEgwz5Be8ZUVTs60ZpytOA2gdZiIios4xzJBf6GvoC8Dze2ZOl5+G1WZFRFCEXDMREXWMYYb8Qp+wPgDg8ROAv6v8DgAwLGYYr71ERNRFDDPkFxLDEgEARbVFClfSMemSC9IlGIiIqHMMM+QXpDBTUlcCu7ArXE37pDCTGpGqcCVERN6DYYb8QmxILNQqNaw2KyoaKpQup1051TkAGGaIiLqDYYb8glajRUxIDADPHWqyCztyq3MBcJiJiKg7GGbIb0iTgD01zJTUlaCppQkB6gCuZCIi6gaGGfIb0ryZ4lrPXNEkzZdJCU+BVqNVuBoiIu/BMEN+w9NXNJ2rOgeA82WIiLqLYYb8RkJoAgCgsLZQ4UraJu1O3M/YT9lCiIi8DMMM+Q1P75kpMBcAAJKMSQpXQkTkXRhmyG/Ic2Y8dBfgi+aLAMDJv0RE3cQwQ36jj6F1NVNJXQlsdpvC1VxJ7pkxsGeGiKg7GGbIb8QEx0Cj1sBmt6G8oVzpchw0WhtR2VAJgD0zRETdxTBDfkOj1iAuJA6A582bkXplQnWhMOgNCldDRORdGGbIr3jqJODLJ//yatlERN3DMEN+xdPDDIeYiIi6j2GG/Iqn7gIsr2QKY5ghIuouxcJMXl4eHnjgAfTv3x9BQUEYMGAAnn76aTQ3Nzsco1KprrgdPHhQqbLJy7FnhojI9wQo9cZnzpyB3W7H3//+dwwcOBAnTpzA4sWLUV9fjz/+8Y8Ox+7evRvDhw+X70dFRbm7XPIRcpip86wwU1JXAuBSfURE1HWKhZmZM2di5syZ8v3U1FRkZ2dj7dq1V4SZqKgoxMfHu7tE8kGe2jMjhZn4UH7PiYi6y6PmzJhMJkRGRl7x+Ny5cxEbG4tJkybhgw8+6PQ8FosFZrPZ4UYEXLo+U2ldKVrsLQpX00oIgdL6UgBAXGicwtUQEXkfjwkzOTk5ePXVV/HQQw/Jj4WGhuKll17C1q1bsWPHDkyaNAnz5s3rNNCsWbMGRqNRviUlcUdVahUdHA21Sg27sKOqsUrpcgAAtc21aLQ2AoC8Dw4REXWdSgghnHnClStX4g9/+EOHx5w+fRppaWny/cLCQlx//fWYMmUK3njjjQ5fe++99yI3NxdffPFFu8dYLBZYLBb5vtlsRlJSEkwmEwwGbkjm70a/Phrl9eXY9ZNdGB47vPMXuNjZyrO4fsP1MOgNOLP0jNLlEBF5DLPZDKPR2Onvb6fPmVm+fDkWLVrU4TGpqanyn4uKinDDDTdg4sSJ+Mc//tHp+dPT07Fr164Oj9Hr9dDr9V2ql/xPTHAMyuvLPeaSBtIQE+fLEBH1jNPDTExMDGJiYrp0bGFhIW644QaMGzcO69evh1rd+ahXVlYWEhISelsm+bGYkBigHCirL1O6FACXJv9yvgwRUc8otpqpsLAQU6ZMQUpKCv74xz+ivPzSv5KllUtvvfUWdDodxowZAwDYtm0b3nzzzU6Hoog6EhscCwAor/eQnpm673tmQtgzQ0TUE4qFmV27diEnJwc5OTno29dxo7DLp/E899xzuHDhAgICApCWloYtW7bgtttuc3e55ENiQlp7Dj1lmIk9M0REvaNYmFm0aFGnc2sWLlyIhQsXuqcg8hsxwa1hxlOGmThnhoiodzxmaTaRu8SGtA4zVTRUKFxJK7lnhsuyiYh6hGGG/I40zORpPTMcZiIi6hmGGfI70jCTJ8yZEULIoUrqMSIiou5hmCG/I/XMVDdWw2qzKlpLbXMtLC2tGzxKIYuIiLqHYYb8TnhgOALUrXPflZ43I71/qC4UQdogRWshIvJWDDPkd9QqNaKCowAoP9Qk7XUTHRytaB1ERN6MYYb8kjQ/RelJwNL7S0NfRETUfQwz5Jc8ZXm29P7SrsRERNR9DDPkl6KDWod1lO6ZkYa52DNDRNRzDDPkl6SeGaWvzySFKc6ZISLqOYYZ8kuecn0m6f25xwwRUc8xzJBf8pQJwNKcGe4xQ0TUcwwz5JekYR2le2Y4zERE1HsMM+SXPGHOjBBCfn8OMxER9RzDDPklKTyYLWb5cgLuVttci2ZbMwCuZiIi6g2GGfJLYbowaDVaAMoNNUm9MmH6MAQGBCpSAxGRL2CYIb+kUqkUnwQshSjOlyEi6h2GGfJb0goipXYBli9lwJVMRES9wjBDfkuap6JUz4x8KQNO/iUi6hWGGfJb0vWQlFrRJL0ve2aIiHqHYYb8ltK7AHOPGSIi52CYIb8l9YgoNszUyGEmIiJnYJghv6X0aiZ5AjD3mCEi6hWGGfJbUphRajUT58wQETkHwwz5LSVXMwkh5Lk67JkhIuodhhnyW1KPSIO1AfXN9W59b7PFDKvN6lAHERH1DMMM+a0QXQiCtcEA3L+iSXo/g94AfYDere9NRORrGGbIryk1CViaL8Nl2UREvccwQ35N3mvGzRvncb4MEZHzMMyQX1NqrxkpPEm7EBMRUc8xzJBfk4aZ3D1nhrv/EhE5D8MM+TXFema+D0/c/ZeIqPcYZsivKdUzI23UxzkzRES9xzBDfk0OM26eACxfyoB7zBAR9RrDDPk1ac6KUsNM7JkhIuo9RcNMv379oFKpHG7PP/+8wzHHjh3Dddddh8DAQCQlJeGFF15QqFryRZcPMwkh3PKeQohLw0zsmSEi6rUApQt49tlnsXjxYvl+WFiY/Gez2Yzp06dj2rRpeP3113H8+HHcf//9CA8Px4MPPqhEueRjpJ4Rq80Kk8WE8MBwl7+nyWKSL2XA1UxERL2neJgJCwtDfHx8m89t3LgRzc3NePPNN6HT6TB8+HBkZWXhT3/6E8MMOYVOo4Mx0AhTkwll9WVuCTPS/BxeyoCIyDkUnzPz/PPPIyoqCmPGjMGLL76IlpYW+bnMzExMnjwZOp1OfmzGjBnIzs5GdXV1u+e0WCwwm80ON6L2SEM97poEzPkyRETOpWiY+fnPf47Nmzdj7969eOihh/C///u/ePLJJ+XnS0pKEBcX5/Aa6X5JSUm7512zZg2MRqN8S0pKck0DyCe4e3m2FJo4X4aIyDmcHmZWrlx5xaTeH97OnDkDAFi2bBmmTJmCUaNG4eGHH8ZLL72EV199FRaLpVc1rFq1CiaTSb5dvHjRGU0jH+XujfO4YR4RkXM5fc7M8uXLsWjRog6PSU1NbfPx9PR0tLS0IC8vD0OGDEF8fDxKS0sdjpHutzfPBgD0ej30es5FoK5x95WzeSkDIiLncnqYiYmJQUxMz7rPs7KyoFarERvb+sslIyMDv/71r2G1WqHVagEAu3btwpAhQxAREeG0msm/uXvjPPkik+yZISJyCsXmzGRmZuLll1/G0aNHcf78eWzcuBGPP/44fvzjH8tB5e6774ZOp8MDDzyAkydPYsuWLfjLX/6CZcuWKVU2+SCph8Rdc2YqGrnHDBGRMym2NFuv12Pz5s145plnYLFY0L9/fzz++OMOQcVoNOLTTz/FkiVLMG7cOERHR+Opp57ismxyKg4zERF5N8XCzNixY3Hw4MFOjxs1ahS++OILN1RE/kqp1UwcZiIicg7F95khUpq030tlQyVsdptL38su7KhsrHR4XyIi6h2GGfJ7UUFRUKvUDkHDVUxNvJQBEZGzMcyQ39OoNYgMigQA+QKQriINZRkDjdBpdJ0cTUREXcEwQ4RLQz6ungQsnZ8rmYiInIdhhgjuW9Ek9fxw8i8RkfMwzBABiA12z8Z50vk5X4aIyHkYZojAYSYiIm/GMEOES+HC1XvNcJiJiMj5GGaI4L6N86Tzc48ZIiLnYZghgvuHmThnhojIeRhmiOC+1UxSzwyHmYiInIdhhgiX5syYmkxotjW75D3swo7KhkqH9yMiot5jmCECEB4YDq1GC8B1vTM1TTVosbcA4DATEZEzMcwQAVCpVIgPjQcAlNaVuuQ9pD1mLg9ORETUewwzRN+LC4kDAJTUlbjk/FzJRETkGgwzRN+Te2bqXdszw8m/RETOxTBD9D2pZ6a4ttgl55d6ZqKDOF+GiMiZGGaIvufqnhn5UgYcZiIiciqGGaLvSWHGVXNmeCkDIiLXYJgh+l5caOswk8vmzEgTgLnHDBGRUzHMEH3P1UuzOcxEROQaDDNE35MmAJstZjRYG5x+fmmYiT0zRETOxTBD9L1QXSiCtcEAnN8702Jv4dJsIiIXYZgh+p5KpZLnzRTXOXd5dmVDJezCDo1aw0sZEBE5GcMM0WX6GvoCAArMBU49r7RCKiY4Bhq1xqnnJiLydwwzRJdJMiQBAC6aLjr1vNIKKWmSMREROQ/DDNFlpDDj7J4ZaVdhaRiLiIich2GG6DJJxu97Zswu6pkJYc8MEZGzMcwQXSbZmAwAyDflO/W80pwZ9swQETkfwwzRZaRhpuK6YrTYW5x2XinMJIQmOO2cRETUimGG6DIxITHQarSw2W1OvXq2NMzEnhkiIudjmCG6jFqllpdnO3PejDzMFMIwQ0TkbAwzRD/g7OXZzbZmVDdWA+DSbCIiV2CYIfqBFGMKACC3Jtcp55N6ZXQaHcIDw51yTiIiuoRhhugHBkQOAACcqzrnlPMV1RYBABLDEqFSqZxyTiIiukSxMLNv3z6oVKo2b9988w0AIC8vr83nDx48qFTZ5AcGRHwfZqqdE2YKzYUAgD6GPk45HxEROQpQ6o0nTpyI4mLH1SK//e1vsWfPHlx99dUOj+/evRvDhw+X70dFRbmlRvJPAyMHAgDOV5+HzW7r9bWUCmtbw0xiaGKvayMioispFmZ0Oh3i4y9NhrRarXj//ffx6KOPXtEVHxUV5XAskSv1NfSFTqNDs60ZBeYCpISn9Op80jATe2aIiFzDY+bMfPDBB6isrMR99913xXNz585FbGwsJk2ahA8++ECB6sifaNQapEakAnDOUJPUM9MnjGGGiMgVPCbMrFu3DjNmzEDfvn3lx0JDQ/HSSy9h69at2LFjByZNmoR58+Z1GmgsFgvMZrPDjag7pKGmnKqcXp/r8gnARETkfE4PMytXrmx3Yq90O3PmjMNrCgoK8Mknn+CBBx5weDw6OhrLli1Deno6xo8fj+effx4//vGP8eKLL3ZYw5o1a2A0GuVbUlKSs5tJPk6aBOyMMMMJwEREruX0OTPLly/HokWLOjwmNTXV4f769esRFRWFuXPndnr+9PR07Nq1q8NjVq1ahWXLlsn3zWYzAw11y+CowQCA7MrsXp2n1lILs6W1Z5A9M0REruH0MBMTE4OYmJguHy+EwPr163HvvfdCq9V2enxWVhYSEjq+WJ9er4der+9yDUQ/NDRmKADgdPlp2IUdalXPOjGlISaD3oBQXajT6iMioksUW80k+eyzz5Cbm4uf/vSnVzz31ltvQafTYcyYMQCAbdu24c0338Qbb7zh7jLJzwyIGACtRou65joUmAuQbEzu0Xnkyb8cYiIichnFw8y6deswceJEpKWltfn8c889hwsXLiAgIABpaWnYsmULbrvtNjdXSf5Gq9FicNRgnCw7idPlp3scZuRl2VzJRETkMoqHmU2bNrX73MKFC7Fw4UI3VkN0ybDoYThZdhIny09ixsAZPTqHPPmXYYaIyGU8Zmk2kacZFjMMQOu8mZ7iMBMRkesxzBC1QwozJ8pP9Pgc3GOGiMj1GGaI2jE6fjTUKjUu1FxAaV1pj87B3X+JiFyPYYaoHQa9AcNjWy9werCg+1dqtws7e2aIiNyAYYaoA9f0uQYAkFmQ2e3XVjRUwGqzQqVSIT6UF0olInIVhhmiDmQkZQDoWZiRemXiQuKg1XS+ISQREfUMwwxRB9L7pAMAzlaeRVl9Wbdey2syERG5B8MMUQcigiIwOn40AGBv7t5uvZaTf4mI3INhhqgTN/a7EQCwN697Yeai6SIAhhkiIldjmCHqxI39W8PMvrx9aLG3dPl1OdU5AIABkQNcUhcREbVimCHqxFXxVyEiKAJmixnfFH7T5dflVLWGmYGRA11VGhERgWGGqFMatQY3pd4EAPjwuw+79JoGa4M8AXhQ5CCX1UZERAwzRF1yy+BbAAA7zu6AzW7r9Pjz1ecBAJFBkYgIinBpbURE/o5hhqgLJqdMhkFvQFl9Gb4u/LrT489WngXAISYiIndgmCHqAq1Gi9mDZgMANh7f2OnxnC9DROQ+DDNEXbRw9EIAwAfZH6CkrqTDYxlmiIjch2GGqItGx49Get90tNhbsP7I+naPE0Lg2+JvAQDDY4a7qzwiIr/FMEPUDQ+NewgA8M9j/0SDtaHNY85Vn0NxbTF0Gh3G9xnvzvKIiPwSwwxRN9yUehNSwlNQ01SDrSe3tnnMFxe+AABM6DMBgQGB7iyPiMgvMcwQdYNGrcHisYsBAG8ceQNCiCuO+Tz/cwDAdcnXubU2IiJ/xTBD1E23D78dQdognKs6h/8W/9fhubOVZ7Evbx8A4LoUhhkiIncIULoAIm8TqgvFzYNuxtZTW7Hl5BYICKz9Zi1iQmKwL28fLC0WXJdyHUbHjVa6VCIiv6ASbfWT+xiz2Qyj0QiTyQSDwaB0OeQDvsz/Egu2LkBgQCBUKhUarY3yc7Ehsfj0J58iNiRWwQqJiLxfV39/s2eGqAcykjIwoc8EeTfgScmTcFX8Vehr6ItZA2chJiRG4QqJiPwHwwxRD6hVamxdsBWf5X6Gotoi3DPqHug0OqXLIiLySwwzRD2k1WgxY+AMpcsgIvJ7XM1EREREXo1hhoiIiLwawwwRERF5NYYZIiIi8moMM0REROTVGGaIiIjIqzHMEBERkVdjmCEiIiKvxjBDREREXo1hhoiIiLyay8LM73//e0ycOBHBwcEIDw9v85j8/HzMmTMHwcHBiI2NxRNPPIGWlhaHY/bt24exY8dCr9dj4MCB2LBhg6tKJiIiIi/ksjDT3NyMBQsW4JFHHmnzeZvNhjlz5qC5uRlfffUV3nrrLWzYsAFPPfWUfExubi7mzJmDG264AVlZWXjsscfw05/+FJ988omryiYiIiIvoxJCCFe+wYYNG/DYY4+hpqbG4fGPPvoIN998M4qKihAXFwcAeP3117FixQqUl5dDp9NhxYoV2LFjB06cOCG/7s4770RNTQ0+/vjjLtdgNpthNBphMplgMBic0i4iIiJyra7+/lbsqtmZmZkYOXKkHGQAYMaMGXjkkUdw8uRJjBkzBpmZmZg2bZrD62bMmIHHHnusw3NbLBZYLBb5vslkAtD6l0JERETeQfq93Vm/i2JhpqSkxCHIAJDvl5SUdHiM2WxGY2MjgoKC2jz3mjVrsHr16iseT0pKckbpRERE5Ea1tbUwGo3tPt+tMLNy5Ur84Q9/6PCY06dPIy0trTundbpVq1Zh2bJl8n273Y6qqipERUVBpVI57X3MZjOSkpJw8eJFvxm+8rc2s72+zd/aC/hfm9le7yaEQG1tLRITEzs8rlthZvny5Vi0aFGHx6SmpnbpXPHx8fj6668dHistLZWfk/4rPXb5MQaDod1eGQDQ6/XQ6/UOj7W3osoZDAaDT3xpusPf2sz2+jZ/ay/gf21me71XRz0ykm6FmZiYGMTExPS4oMtlZGTg97//PcrKyhAbGwsA2LVrFwwGA4YNGyYfs3PnTofX7dq1CxkZGU6pgYiIiLyfy5Zm5+fnIysrC/n5+bDZbMjKykJWVhbq6uoAANOnT8ewYcPwk5/8BEePHsUnn3yC3/zmN1iyZIncq/Lwww/j/PnzePLJJ3HmzBn87W9/wzvvvIPHH3/cVWUTERGRtxEusnDhQgHgitvevXvlY/Ly8sSsWbNEUFCQiI6OFsuXLxdWq9XhPHv37hVXXXWV0Ol0IjU1Vaxfv95VJXdbU1OTePrpp0VTU5PSpbiNv7WZ7fVt/tZeIfyvzWyvf3D5PjNERERErsRrMxEREZFXY5ghIiIir8YwQ0RERF6NYYaIiIi8GsNML7z22mvo168fAgMDkZ6efsUmgN7qmWeegUqlcrhdvqtzU1MTlixZgqioKISGhmL+/PlXbG7oyT7//HPccsstSExMhEqlwnvvvefwvBACTz31FBISEhAUFIRp06bh7NmzDsdUVVXhnnvugcFgQHh4OB544AF52wFP01l7Fy1adMXnPXPmTIdjvKm9a9aswfjx4xEWFobY2FjMmzcP2dnZDsd05Tucn5+POXPmIDg4GLGxsXjiiSfQ0tLizqZ0WVfaPGXKlCs+54cfftjhGG9p89q1azFq1Ch5Y7iMjAx89NFH8vO+9vl21l5f+mx7TOHVVF5r8+bNQqfTiTfffFOcPHlSLF68WISHh4vS0lKlS+u1p59+WgwfPlwUFxfLt/Lycvn5hx9+WCQlJYk9e/aIb7/9VlxzzTVi4sSJClbcPTt37hS//vWvxbZt2wQAsX37dofnn3/+eWE0GsV7770njh49KubOnSv69+8vGhsb5WNmzpwpRo8eLQ4ePCi++OILMXDgQHHXXXe5uSVd01l7Fy5cKGbOnOnweVdVVTkc403tnTFjhli/fr04ceKEyMrKErNnzxbJycmirq5OPqaz73BLS4sYMWKEmDZtmjhy5IjYuXOniI6OFqtWrVKiSZ3qSpuvv/56sXjxYofP2WQyyc97U5s/+OADsWPHDvHdd9+J7Oxs8atf/UpotVpx4sQJIYTvfb6dtdeXPtueYpjpoQkTJoglS5bI9202m0hMTBRr1qxRsCrnePrpp8Xo0aPbfK6mpkZotVqxdetW+bHTp08LACIzM9NNFTrPD3+52+12ER8fL1588UX5sZqaGqHX68W//vUvIYQQp06dEgDEN998Ix/z0UcfCZVKJQoLC91We0+0F2Z+9KMftfsab26vEEKUlZUJAGL//v1CiK59h3fu3CnUarUoKSmRj1m7dq0wGAzCYrG4twE98MM2C9H6C+8Xv/hFu6/x9jZHRESIN954wy8+XyEutVcI3/9su4LDTD3Q3NyMw4cPY9q0afJjarUa06ZNQ2ZmpoKVOc/Zs2eRmJiI1NRU3HPPPcjPzwcAHD58GFar1aHtaWlpSE5O9om25+bmoqSkxKF9RqMR6enpcvsyMzMRHh6Oq6++Wj5m2rRpUKvVOHTokNtrdoZ9+/YhNjYWQ4YMwSOPPILKykr5OW9vr8lkAgBERkYC6Np3ODMzEyNHjkRcXJx8zIwZM2A2m3Hy5Ek3Vt8zP2yzZOPGjYiOjsaIESOwatUqNDQ0yM95a5ttNhs2b96M+vp6ZGRk+Pzn+8P2Snzxs+2Obl2biVpVVFTAZrM5fDEAIC4uDmfOnFGoKudJT0/Hhg0bMGTIEBQXF2P16tW47rrrcOLECZSUlECn011x4c64uDiUlJQoU7ATSW1o67OVnispKZGvJyYJCAhAZGSkV/4dzJw5E7feeiv69++Pc+fO4Ve/+hVmzZqFzMxMaDQar26v3W7HY489hmuvvRYjRowAgC59h0tKStr8DkjPebK22gwAd999N1JSUpCYmIhjx45hxYoVyM7OxrZt2wB4X5uPHz+OjIwMNDU1ITQ0FNu3b8ewYcOQlZXlk59ve+0FfO+z7QmGGbrCrFmz5D+PGjUK6enpSElJwTvvvNPh1crJO915553yn0eOHIlRo0ZhwIAB2LdvH6ZOnapgZb23ZMkSnDhxAgcOHFC6FLdpr80PPvig/OeRI0ciISEBU6dOxblz5zBgwAB3l9lrQ4YMQVZWFkwmE959910sXLgQ+/fvV7osl2mvvcOGDfO5z7YnOMzUA9HR0dBoNFfMji8tLUV8fLxCVblOeHg4Bg8ejJycHMTHx6O5uRk1NTUOx/hK26U2dPTZxsfHo6yszOH5lpYWVFVV+cTfQWpqKqKjo5GTkwPAe9u7dOlSfPjhh9i7dy/69u0rP96V73B8fHyb3wHpOU/VXpvbkp6eDgAOn7M3tVmn02HgwIEYN24c1qxZg9GjR+Mvf/mLz36+7bW3Ld7+2fYEw0wP6HQ6jBs3Dnv27JEfs9vt2LNnj8MYpq+oq6vDuXPnkJCQgHHjxkGr1Tq0PTs7G/n5+T7R9v79+yM+Pt6hfWazGYcOHZLbl5GRgZqaGhw+fFg+5rPPPoPdbpd/iHizgoICVFZWIiEhAYD3tVcIgaVLl2L79u347LPP0L9/f4fnu/IdzsjIwPHjxx1C3K5du2AwGOSufU/SWZvbkpWVBQAOn7M3tfmH7HY7LBaLT36+bZHa2xZf+2y7ROkZyN5q8+bNQq/Xiw0bNohTp06JBx98UISHhzvMFvdWy5cvF/v27RO5ubniyy+/FNOmTRPR0dGirKxMCNG67DE5OVl89tln4ttvvxUZGRkiIyND4aq7rra2Vhw5ckQcOXJEABB/+tOfxJEjR8SFCxeEEK1Ls8PDw8X7778vjh07Jn70ox+1uTR7zJgx4tChQ+LAgQNi0KBBHrtUuaP21tbWil/+8pciMzNT5Obmit27d4uxY8eKQYMGOVx115va+8gjjwij0Sj27dvnsFS1oaFBPqaz77C0lHX69OkiKytLfPzxxyImJsZjl7J21uacnBzx7LPPim+//Vbk5uaK999/X6SmporJkyfL5/CmNq9cuVLs379f5ObmimPHjomVK1cKlUolPv30UyGE732+HbXX1z7bnmKY6YVXX31VJCcnC51OJyZMmCAOHjyodElOcccdd4iEhASh0+lEnz59xB133CFycnLk5xsbG8XPfvYzERERIYKDg8X//M//iOLiYgUr7p69e/cKAFfcFi5cKIRoXZ7929/+VsTFxQm9Xi+mTp0qsrOzHc5RWVkp7rrrLhEaGioMBoO47777RG1trQKt6VxH7W1oaBDTp08XMTExQqvVipSUFLF48eIrQrk3tbettgIQ69evl4/pync4Ly9PzJo1SwQFBYno6GixfPlyYbVa3dyarumszfn5+WLy5MkiMjJS6PV6MXDgQPHEE0847EUihPe0+f777xcpKSlCp9OJmJgYMXXqVDnICOF7n29H7fW1z7anVEII4b5+ICIiIiLn4pwZIiIi8moMM0REROTVGGaIiIjIqzHMEBERkVdjmCEiIiKvxjBDREREXo1hhoiIiLwawwwRERF5NYYZIiIi8moMM0REROTVGGaIiIjIqzHMEBERkVf7/9UCgFxC5708AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The left corner is 98 right is 279\n"
     ]
    },
    {
     "data": {
      "image/png": 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GoUNymk9IsGP16jp89aut0Osv1hx5T+hGoxFdXV3weDyIiYnxa7ALAO3tUdi1KwZHjyajsjIKTqcTQgh85Sst0Go9UCgEYmL06OmxQqPxwGyOxuTJGvT2liE21oGYGCc0Gg+02kjMm3cdnE4Bj0eBvj43qqrq0N7ejd5eBxoa3Ni7NwFKpRpxcYk4eNCG9nYJbW0axMfbcdNNzbj5ZiPq6uoxa1Y7VCoBs9mM2tpaX1m1Wi3MZrPvQ6lSqaDT6S5r96TX62E0xmPnzlbU12dg3rx4REcLvP9+BRwOBW66qRkZGTYoFAr09QmUlMTirbfSUVcXAa3Wg61blbj+evm6clJS0sVr5Qw5RNc2BiHnz3+dgjffzIBKJfDkk6cxf34XjEYjbDYbHA4HFAojSksN+PxzFUpL46DTRcFs7kVPjxUdHWoolQIVFVFwOhUwmfoQF6eAUtmHqKhITJokQYgm3yVrSZKPuy0tWpw9a0Bzs+ay4kmS5Hd8VqsV0GgAm83je1yp9CAnpwvZ2d0wm3vgdmsRF2eDydSH3l41ursl2GwqdHTEorXVjYYGje+4fvF1MGBo6LcE1GrAbO7GnXe6cccdAt3dDb6OIpMmpWDPHhs6OtT43/9NQ2wscPfd5UhOtl4ot9rXsFiv1yMnJ8fvPLhnzx7f7wqFAhEREZddvvN+uQUAjwfo6VEiKWkaGhp60dzsBBADhWIS/vmfAdUoN44Z7Pl7SC9rNpuxadMmTJ06FUII/OEPf8Dq1atRXFyMmTNn+pZ78cUXB2xIdeTIESQmJuLNN99EWloa9u/fj0ceeQRKpRKPPvooAKCiogKrVq3C2rVr8dZbb2HXrl14+OGHkZycjMLCQgDAO++8g/Xr1+OVV17BwoUL8eKLL6KwsBBnz55FYmLiUDZpzCQkJKCnpwfJySZ89asZ+Id/UGHVqipYLGdQWRmF6upIVFdHorY2Gp2dBvT2KqFSdSEyUq6CjIjwID6+D1FRbiQkaHHiRDTOn5c/CEqlwNe/Xo9//Mda6HQXaygkScK8efPQ09ODmpoamEwmqNVqtLS0+ALO1KlT0dHRAa1Wi+uvT8GCBa1ITo5ASYmEN99UITa2D8uXV8PhsCM1NRVTpphx6NA5SJKE+fPToVKpYLfPQkVFha83VWZmGnQ6CTqd/J4bjUokJaUDkNvhVFRU4Gtfk5CSkgilUoneXjVqa2vhcESgsbEMOp0GixZloanJhbNn25GVNRnJycm+kJOeno7JkydDCIHW1lYAQE5ODurq6i4LOd4Panp6MjQazYWDl4T58w2orKzEtGnTUVFRgdbWVmg0wPXXtyEvrwPPPpuLY8di8O1ve/Dss8WIj3dArVZj0mh//SCiQaurj8D770+GQiHw4INlWLVKjylT5vhqjD0eD5RKJZYuBb797V5oNBoolQoAUejpkVBVVYXGxkZIkhqZmVlISIhBZGQkhIj21VZ/9lk1hBBISEhAWloajh49iqioKGg0rTh9ugdffqmHEHGw2dSoq+tBRUUUamsjERUlweNxobVVA6cTiIx04667BPLzdZgypQZOpwUqlQqTJ09Ga2srLBY5fERHq6BSKdHZ2Y7587NQVlaGjo4OVFREork5CbGxsVCrm5CcXI+uLhUaGxNQWiqho0ODmBgHcnO7EBWlQW5uErKy3CgrOw0AqKnx/99lZaVgyhQFGhoa8NhjEgwGA4SYh/3798PpdMLpdEKtVqOgoGDARtreL8wqlQoLFiyAQqHAgQMH4Ha7fQEpNjbW13ts1qwZUKlUvktqwWLEl6vi4uLw7LPP4qGHHgIAlJSU4Gtf+xoOHz6M5ORkv5qcgaxbtw6nT5/G7t27AQBPPPEEPvzwQ5w8edK3zLe+9S10dHTg448/BgAsXLgQ1113HV566SUAckv6tLQ0/Mu//AuefPLJQZd9LGtyvOUaaOeprKxEZWUljEYjZs+e7buuW1FRgaqqKqhUKkyfPt3XWykvLw91dSrceWcPEhIEvv3t80hO7kR0dDS6urqgVqsxf/58eDweX/d1LyEE6urq0NHRgfT09EFtp8vlQldXF2JiYnzfWoQQftvidrtRUlICAJg3b941ezJcSVdXF1Qqla83lrengRACe/fuBQDMmDFjwPDqcDhQXV2N1NRUdHd3Q5IkxMfHX/M13W43Tp8+DbfbjezsbLS2tkKt1uMb3xAoK9Nj1qxOPP30KaSlmZGdnX3hn8KaHKJrGuWanFt/fx7HSjOwfLmEV17pQ2Tk0Htt2mw2aDQaqNXqAR9vbW1FW1ubrzOEzWaDSqWCJEno6OiATqdDdHQ02tracOLECQCAwWDAvHnz0Nrais8+q4TDITB7diymTZsy4Bf8uro6nDt3DhqNBrNmzUJUVBRcLhe0Wi3Ky8tRcyGhzJkzxxccTp48iZiYGMyaNQsnT55ER0cHcnNzkZiY6GtS4HQ68fnnn/teJzk52Vd77w0mlzpy5IivQXRubi6Sk5MH/L80NDSgo6MD2dnZvv9db28vhBDQ6XS+Hl4HDx6EJElYunTpuE7UOSY1Of253W689957sNlsKCgoACB3Zbv33nvx8ssvw2QyDWo9nZ2dfsmvqKgIy5Yt81umsLAQ3//+9wHIJ7YjR45gw4YNvscVCgWWLVuGoqKiq77WpaNMXmvCspG60ok/MzMTiYmJiIiI8NspMjMzERkZCaPRCJ1Oh0mTJmHKlCkAgClTgKNH5TfS4ZiJ7u5uaDQaFBcXw2w2X7HLtiRJMJvNfr2mrkWlUiE2NtZvHZfuvEqlEvn5+YNe55VER0f73fe+jiRJyM7Ohs1mu+Ks4xqNxhdChtJlXalUYtasWb773mD4yiudWLXKg5MnjTh4MA4xMcE9JwtRuDt1ygidTsJ//qc0rIAD4LIvfpeaNGmSX41t/+X7f7mKiYnx/Z6enu77UnX77fHX7AaenJyMiIgIGAwG35dabycT7zFQqVT6eiDFx8dj0aJF0Gq1kCQJM2fOhN1uv6zHqlqthkaj8Y0jNnXqVF8t15XKk5iYiK6uLkyaNOmq5+nk5OTLAlD/46y3R9r8+fN95QxGQw45J06cQEFBAfr6+qDX67Ft2zbMmDEDAPD4449j8eLFWL169aDWtX//frzzzjv48MMPfX+zWCy+rnNeSUlJsFqt6O3tRXt7O9xu94DLnDlz5qqvt3HjRvzsZz8bVNnG2kBdGyVJumy7BqLRaHzBcMmSJaNetmAxlGA2GubONeLRR9341a8kvPNOGhYuPDGo8TaIaGwoFArcc4+E9PRAl0QOId6wcell7Gud4BUKxRUv43hDVmxsrN+xRqe72GFFrVZfsSYqNzcXZWVlyMnJ8T3/auVJTU290HbROCrBZCyugoymIYec3NxclJSUoLOzE++//z7WrFmDvXv3oqysDLt37/abOfpqTp48idWrV+Ppp5/GihUrhlzw4diwYQPWr1/vu2+1WpGWljYur02h4XvfU+KNNwSqqyNx+LAR+fm2y2qbiGjsOJ1OeE/nCqUSDz8c0OL4uVKt8kgolUrMnj172M+/tCbqWuQevrHXXjBMDDnk9L9EkJ+fj0OHDmHz5s2IiIhAeXm5X5UeANxxxx1YsmSJX0vtU6dO4ZZbbsEjjzyCn/zkJ37Lm0wmNDY2+v2tsbERBoMBERERUCqVUCqVAy5zrUtkWq02oCMvUvCLiQHuvVfCyy8rsHt3Iu65x8qQQzSOGhsb4a3DvfkmCZMnB7Q4FOJGXA/v8Xhgt9vx5JNP4vjx4ygpKfHdAOCFF17A66+/7lu+tLQUN910E9asWYNf/OIXl62voKAAu3bt8vvbzp07fe1+NBoN8vPz/ZbxeDzYtWuXbxmikfjWt+Tq3iNHYlFW1hHo4hBNKO39hrr4xjeCs50HhY4h1eRs2LABK1euRHp6Orq6urB161bs2bMHO3bsgMlkGrAmJT09HVlZWQDkS1Q333wzCgsLsX79el8XZKVS6asGXLt2LV566SX86Ec/woMPPojdu3fj3Xff9Wu3s379eqxZswYLFizA9ddfjxdffBE2mw0PPPDAsP8RRF65ucD8+RIOHZLwt7+p8JWvuDj/CdE4EELg6BEPZl9o33rzzYEtD4W+IR27m5qacP/996OhoQFGoxF5eXnYsWMHli9fPqjnv//++2hubsabb76JN9980/f3jIwM3wCDWVlZ+PDDD/H4449j8+bNMJvNePXVV31j5ADA3XffjebmZjz11FOwWCyYO3cuPv7440E12iUajDvuUOLwYTcOH45Fa2srkibpr/0kIhqRvr4+7N9vwJpb5PsjmOeXCACndRjTcXIodJWXA4sXuyBJLvztb+exYG4Gx8khupYR7tONjY34xj84sf+xCx1CRuuzRmFnsOdv9o0lGsDkyYDZLM/cu39/oEtDNDFUVNhQW3P58BpEw8WQQzQASQJuvllu9HjwYNRVJyslotHx6aeeay9ENAQMOURXcNNNSgASTp0yoKenJ9DFIQprTqcTBw/qrr0g0RAw5BBdwXXXyV3Ja2oi0djIkEM0ljo7O3H6dHTQTg9AoYkhh+gKEhKAtDQXhAAOH+HlKqKxVF7ehcZGHRQKhhwaPQw5RFcxf74cbkqK+VEhGksHDrgAANnZbJdDo4dHbqKruO46+SNy4gSHAyQaK0IIHDsmf8YWLOBpiUYP9yaiq/jKV+S5zs6e5VgdRGPF6XTizBl5jrj8fGWAS0PhhCGH6CpmzFAiOhpwOPhRIRorNpsd589HAZCQn8/PGo0e7k1EV6FQAPPmsY0A0Vg6e9YFp1OByEgPMjICXRoKJww5RNeweLEm0EUgCmsnTshfJKZMcUDBsxKNIu5ORNewaJGSY3cQjaFTp+TP17RprgCXhMINQw7RNcydC47dQTSGzp6VGxtPn85LwzS6GHKIrkGvBzIy+A2TaCwIAZw7J18SnjWLXyZodDHkEA3CtGn8hkk0FpqagI4OJRQKgRkz2H2cRhdDDtEgzJrFjwrRWDhxQkAIgdTUXhiN2kAXh8IMj9xEgzBnjtr3u9vNeayIRou3Z1VmZg+0WoYcGl0MOUSDkJd3cVqHxsbeAJaEKLwcPy5/acjO7oOC/cdplHGPIhoEo/Hi78eOOQNXEKIwc/Kk/HPGDBHYglBYYsghGqLTp3m5img0dHcDNTXyaYjt3mgscK8iGqIvvwx0CYjCw5kzgNstEBfngNkcEejiUBhiyCEaovPnVddeiIiu6dQpuWdVRkYP9Hp9oItDYYghh2iIqqo08HjYfoBopM6d8wAQMJt7EBkZGejiUBhiyCEaot5eJaqrHYEuBlHIO3NGHkk8M9MNpZIDAdLoY8ghGobjxxlyiEbq3Dm5RjQ3lwGHxgZDDtEwlJayhxXRSPT2CtTVyaeguXOjA1waClcMOUTDUF7ONjlEI1Fa2gMhBKKi3MjOjg10cShMMeQQDUNlZaBLQBTaSkq6AQBZWW6oVLxcRWODIYdoGGprVRCCtTlEw/Xll/KcVdnZAS4IhTWGHKJhaG3VoKOjJ9DFIApZ58/Lp5+cHJ6GaOxw7yIaIp0OEAI4c4Yhh2g4PB4PqqvVAIDp09UBLg2FM4YcoiFKS5N7Vp09aw9wSYhCU09PL+rq5Gkcpk1jyKGxw5BDNEQZGRIAoKLCE+CSEIWmyso+2O0KqFQSMjOlQBeHwhhDDtEQZWTIP2tq2COEaDjOnHECAFJTXVCzIofGEEMO0RBlZMgfm7o6TtRJNBxnz8q1oFlZrA2lscWQQzREkyfLNTj19Tq43Rz5mGiovD2rpk7lpSoaWww5REOUnS2HnKYmLWw2zmFFNFSVlXItKLuP01jjHkY0RCaTBK1WwO2WUFHhDHRxiEKKx+NBQ4MGAJCTwwY5NLYYcoiGSKEAUlPlcFNWxjYFREPR3W1HS4sccqZMYeN9GlsMOUTDkJ7uAsCJOomGqqLCAY9HgkYDJCWxTQ6NLYYcomHIyJAbHHOiTqKhKS+XvyCkpjohMePQGGPIIRqGrCy5BqeigtXtREPhHUQzNZU9E2nsMeQQDcOUKfJX0JoajpVDNBTe2s+MDF7qpbHHkEM0DBe7katg5xRWRINWUyOfdrKyeK2Kxh5DDtEwmExqREa64fGwXQ7RUHhHCs/K4qVeGnsMOUTDoNNpkZzcC0Dg3Dm2LSAaDI9HoL5e7j4+dSrHyKGxx5BDNAxqtRqpqfJ1qnPnOCAg0WDU1ztgtysgScCUKZpAF4cmgCGFnC1btiAvLw8GgwEGgwEFBQXYvn37ZcsJIbBy5UpIkoQPPvjA77F//dd/RX5+PrRaLebOnTvg6xw/fhxLliyBTqdDWloannnmmcuWee+99zBt2jTodDrMnj0bH3300VA2hWjEvN3Iv/ySAwISDca5c/I0KPHxTmi1bJNDY29IIcdsNmPTpk04cuQIDh8+jJtvvhmrV69GaWmp33IvvvgipKsMgPDggw/i7rvvHvAxq9WKFStWICMjA0eOHMGzzz6Ln/70p/jd737nW2b//v2455578NBDD6G4uBi33347br/9dpw8eXIom0M0IpMny/t4RUWAC0IUIrxj5JjNrgCXhCaKIfV//frXv+53/xe/+AW2bNmCL774AjNnzgQAlJSU4LnnnsPhw4eRnJx82Tp+9atfAQCam5tx/Pjxyx5/66234HA48Pvf/x4ajQYzZ85ESUkJnn/+eTzyyCMAgM2bN+PWW2/FD3/4QwDAf/zHf2Dnzp146aWX8Morrwxlk4iGzduNvKqKV32JBqOiQu42bjaz9pPGx7CPzm63G2+//TZsNhsKCgoAAD09Pbj33nvx8ssvw2QyDWu9RUVFWLp0KTSai9drCwsLcfbsWbS3t/uWWbZsmd/zCgsLUVRUdNV12+12WK1WvxvRcHknF2xpUaK7O8CFIQoBVVXyz8zMgBaDJpAhh5wTJ05Ar9dDq9Vi7dq12LZtG2bMmAEAePzxx7F48WKsXr162AWyWCxISkry+5v3vsViueoy3sevZOPGjTAajb5bWlrasMtJlJQUAYPBCSEEu5ETDUJtrXeMHNZ+0vgY8nCtubm5KCkpQWdnJ95//32sWbMGe/fuRVlZGXbv3o3i4uKxKOeo2LBhA9avX++7b7VaGXRo2CIiImAydcBqVaOiwo1ZszjuB9HV1NXJtZ9TpnCkcBofQ97TNBoNsrOzAQD5+fk4dOgQNm/ejIiICJSXlyMmJsZv+TvuuANLlizBnj17BrV+k8mExsZGv79573svgV1pmWtdItNqtdBqtYMqB9G1qFQqmExOfPklUFbmBMCQQ3Ql3d0etLfLp5zcXB6HaXyMuM7Q4/HAbrfjySefxPHjx1FSUuK7AcALL7yA119/fdDrKygowKeffgqn8+LYIzt37kRubi5iY2N9y+zatcvveTt37vS1DSIaL2azdzZyNqQkupovv5THlYqKcmPSJNbk0PgY0p62YcMGrFy5Eunp6ejq6sLWrVuxZ88e7NixAyaTacCalPT0dGRlZfnul5WVobu7GxaLBb29vb4wNGPGDGg0Gtx777342c9+hoceeghPPPEETp48ic2bN+OFF17wreOxxx7DDTfcgOeeew6rVq3C22+/jcOHD/t1MycaD2lpcm8Rb4NKIhpYebkTgBYpKU5IUmSgi0MTxJBCTlNTE+6//340NDTAaDQiLy8PO3bswPLlywe9jocffhh79+713Z83bx4AoKKiApmZmTAajfjkk0+wbt065OfnIz4+Hk899ZSv+zgALF68GFu3bsVPfvIT/PjHP8bUqVPxwQcfYNasWUPZHKIRy8z0zkbOgc2Irub8ebnWMy2N06DQ+BlSyHnttdeGtHIhxGV/G0zbnLy8POzbt++qy9x555248847h1QeotGWmSlf8W1oUMLtBpRslkM0IG8PxPT0y88LRGOF/fiIRiA9XQOVSsDpBK4xggHRhFZVJdd2ZmQEuCA0oTDkEI1AVJQO8fF2CMF2OURXU1cnXzhg93EaTww5RCOg0+mQlNQHQLCHFdEVuFwCjY1yuJk6VR3g0tBEwpBDNAIqlQrJyfLMyt7JB4nIX3W1Cy6XBJVKICODY+TQ+GHIIRqh1FS5t0hFBWtyiAYiD5YJJCU5oNGwdT6NH4YcohHyNqSsrg5sOYiClTfkpKaytpPGF0MO0Qh5JxvkWDlEA6uulruNm82s7aTxxZBDNEJZWXKDyvZ2BWy2ABeGKAh5vwCkpjLk0PhiyCEaoYQELfR6F4QQvGRFNID6evlUk54e4ILQhMOQQzRCERERSErqgxACVVUczZXoUvX1cm1nRgYbHdP4YsghGiF5rBx5hmV2Iyfy19cHtLXJ4SYriyGHxhdDDtEIKRQKpKTI4aaigpMPEvVXWyvPY6jTuZGQwIEAaXwx5BCNAu+kg5WVvFxF1F9lpRz8ExPt0Go1AS4NTTQMOUSjIDNT7j1SXc1u5ET9eWs3ExMdUKk4bxWNL4YcolEwebJ88K6rU8DDXrJEPlVV8gciOdkJSeKXABpfDDlEo2DyZB0UCgGHA2hqCnRpiIKHdyBA7/QnROOJIYdoFBgMkUhIsEMIwTmsiPqprZVrb9LSAlwQmpAYcohGgVarRVKSPBv5uXOOAJeGKHjU1sqnGYYcCgSGHKJRIEkSzGa5Ov78eWeAS0MUHGw2oKNDrsnJyODphsYf9zqiUeKdjZzdyIlkNTXyGDmRkW6kpOgDXRyagBhyiEZJZqY8mmtVVYALQhQkKirkOd0SE/ug1zPk0PhjyCEaJVOnagHI3cjdbvYkISork6c7SU52Qa3maMc0/hhyiEbJjBnRkCQJ7e1qVFdbAl0cooCrqJDbp7HRMQUKQw7RKJk0SUJUlAJCAMeONQe6OEQB522fxok5KVAYcohGiSRd7EFSXS3g4dDHNMHV1cmfh8mTeamKAoMhh2gUpafL3WWbmrRwuVwBLg1R4Agh0NQkT3cyeTIn5qTAYMghGkVpaXLIaW5myKGJraPDga4ub8jRBrg0NFEx5BCNIrNZHhiwqUnHkEMTWmWl3LMqKsoDo5ETc1JgMOQQjSJvL5KmJi2cTo58TBNXZaW8/yclcTgFChyGHKJRlJYm1+TwchVNdDU1crhJSWEDfAochhyiUeStyWlv16CnhyGHJq66Orn7eGpqgAtCExpDDtEoiosDdDoBIS4e5IkmooYGuR1OejpPMxQ43PuIRpEkASkpcjV9TU2AC0MUQBaLPABgRoYqwCWhiYwhh2iUedsgeAdCI5qIWlrkAQCzsjgQIAUOj8JEoyw11Rty2G2WJq62Ng0kSUJ6Oqd0oMBhyCEaZWaz/LO+ntX0NHF5PBJUKiAxMdAloYmMIYdolHmndrBYGHJoYktMdEPJihwKIIYcolF2MeSwLQJNbBwjhwKNIYdolHlnIm9rU8PhCHBhiAIoNZXt0iiwGHKIRllSkhparQdCADU1/CZLE1dGBq9VUWAx5BCNMpVKifh4eXLCqiqOekwTF3tWUaAx5BCNMkmSkJQkX6eqrmZNDk1cmZlsfE+BxZBDNAa8My8z5NBEJUkS562igGPIIRoD3l4ltbWcv4omJoYcCgYMOURjIDVVDje1texdQhOTweBGRESgS0ETHUMO0RhIS5PDjXcmZqKJxmRyB7oIREMLOVu2bEFeXh4MBgMMBgMKCgqwffv2y5YTQmDlypWQJAkffPCB32PV1dVYtWoVIiMjkZiYiB/+8Idwufx7oOzZswfz58+HVqtFdnY23njjjcte4+WXX0ZmZiZ0Oh0WLlyIgwcPDmVTiMZUerr80WpsVMLDZjk0AZlMvFRLgTekkGM2m7Fp0yYcOXIEhw8fxs0334zVq1ejtLTUb7kXX3wRknT5N1i3241Vq1bB4XBg//79+MMf/oA33ngDTz31lG+ZiooKrFq1CjfddBNKSkrw/e9/Hw8//DB27NjhW+add97B+vXr8fTTT+Po0aOYM2cOCgsL0dTUNNTtJxoTKSkqKBQCTifA3ZImopSUQJeACIAYodjYWPHqq6/67hcXF4vU1FTR0NAgAIht27b5Hvvoo4+EQqEQFovF97ctW7YIg8Eg7Ha7EEKIH/3oR2LmzJl+r3H33XeLwsJC3/3rr79erFu3znff7XaLlJQUsXHjxiGVvbOzUwAQnZ2dQ3oeTUDObiHegnxzdl9z8c7OTjFtWqeIj7eLQ4eusFB3txCAfOu+9jqJgl6/ffpXGxuHt44hftZoYhrs+XvYbXLcbjfefvtt2Gw2FBQUAAB6enpw77334uWXX4bJZLrsOUVFRZg9ezaSkpJ8fyssLITVavXVBhUVFWHZsmV+zyssLERRUREAwOFw4MiRI37LKBQKLFu2zLfMldjtdlitVr8b0VjQarVISLBDCIGaGlbb08TDKR0oGAw55Jw4cQJ6vR5arRZr167Ftm3bMGPGDADA448/jsWLF2P16tUDPtdisfgFHAC++xaL5arLWK1W9Pb2oqWlBW63e8BlvOu4ko0bN8JoNPpuaWlpg99woiFQq9W+UY+rq9kAkyYGIS4G+owMDgRIgTfkvTA3NxclJSXo7OzE+++/jzVr1mDv3r0oKyvD7t27UVxcPBblHBUbNmzA+vXrffetViuDDo0JhUKB5GS5Qb0ccnjAp/Bnszmhv/B7Whr3eQq8Ie+FGo0G2dnZAID8/HwcOnQImzdvRkREBMrLyxETE+O3/B133IElS5Zgz549MJlMl/WCamxsBADf5S2TyeT7W/9lDAYDIiIioFQqoVQqB1xmoEtk/Wm1Wmi12qFuMtGweAcE5OUqmihqalyYfuH3hASOUEKBN+K90OPxwG6348knn8Tx48dRUlLiuwHACy+8gNdffx0AUFBQgBMnTvj1gtq5cycMBoPvkldBQQF27drl9xo7d+70tfvRaDTIz8/3W8bj8WDXrl2+ZYiCgbd3CQcEpImipubicCADdLAlGndDqsnZsGEDVq5cifT0dHR1dWHr1q3Ys2cPduzYAZPJNGBNSnp6OrKysgAAK1aswIwZM/DP//zPeOaZZ2CxWPCTn/wE69at89WwrF27Fi+99BJ+9KMf4cEHH8Tu3bvx7rvv4sMPP/Stc/369VizZg0WLFiA66+/Hi+++CJsNhseeOCBkfwviEaVd6yc+noJQvCgT+GvpoaDQlFwGVLIaWpqwv3334+GhgYYjUbk5eVhx44dWL58+aCer1Qq8be//Q3f+973UFBQgKioKKxZswY///nPfctkZWXhww8/xOOPP47NmzfDbDbj1VdfRWFhoW+Zu+++G83NzXjqqadgsVgwd+5cfPzxx5c1RiYKpMxMNQCgp0fCyZPVSE+XG7wThau6Ol6apeAiif7N4ScYq9UKo9GIzs5OGAyGQBeHgpnLBrx7oUnlXd2AKuqaT2lvb8eCBWp0dqrx7LPHkJXVgxtvvPHiAjYboL+wzu5uIOra6yQKZt/9p1r89q0LnTmGu08P47NGE89gz99sGUY0RiIiIpCQIHcjb25mg3cKfxYLr8lScGHIIRojWq0W8fEOAAw5NDE0NioDXQQiPww5RGNEkiQkJ8sDAba0MORQePN4BJqa1IEuBpEfhhyiMRQf3wfgYk3OBG4CR2HOYnHB5eLlKgouDDlEY+jSmhyPh11sKTxVVDgCXQSiyzDkEI2hRYvSIEmSrybH7eY8VhSeKitd116IaJwx5BCNoZycSKjVGnR2quFwKOBy8URA4YkT0VIwYsghGkNGo3eoEAktLRrW5FDYqq1lezMKPgw5RGNIkgCzWf7Z3KxlyKGwVV/PRscUfBhyiMZYaqr8kyGHwllDA8fIoeDDkEM0xsxmAJAYcihsCSHQ2DikqRCJxgVDDtEY816uamlhyKHwZLW60NXFkEPBhyGHaIzJNTm8XEXh6/x5eY62iAiOA0XBhSGHaIzJbXJ4uYrCl3eMnMREDpFAwYUhh2iMeS9XtbVp4HAw5FD48Y6R4x3hmyhYMOQQjbHERECpBNxuCU1NgS4N0eirqZHHyElO5lg5FFwYcojGmFIJJCXJ33Dr6/mRo/BTXy//NJs5Vg4FFx5xicZBcrLcIJMhh8JRfb08Ro7ZzLFyKLjwiEs0DlJS5JBjsfAkQOGl/xg5GRnqAJeGyB9DDtE4SE2V2ypYLBxLhMKL3e5Ca6scbhhyKNgw5BCNA+/UDgw5FG6qq+3weCQolYDJxJpKCi4MOUTjwDsgYGMjv+lSeKmsdAIAEhJcUDLjUJBhyCEaB2lpcq+T5mY1BHvZUhipquIYORS8GHKIxoHZLH/UensV6OwMcGGIRlFNjdyo3tu4niiYMOQQjYOoKCWMRrlav7qaJwMKH3V1ci0lx8ihYMSQQzQO1Go1EhLkSQyrqji/D4WPhgb5NJKWxtMJBR/ulUTjQJIkmExymwXvZIZE4cA79lNmJnsOUvBhyCEaJ942C97JDIlCndPpQlOTBgCQlaUJcGmILseQQzROUlLkblU1NQEuCNEoaW62o69PrslJT2f/cQo+DDlE48TbjbyhgQ00KTx4x8gxGt2IiAhwYYgGwJBDNE68bRYaGviNl8KDt6egycR2ZhScGHKIxklmpjzacXu7En19AS4M0SjwjpFjMnFYBApODDlE4yQhQQOdzg0hBGprOewxhb7aWvmndwJaomDDkEM0TnQ6LcfKobDibV/mnYCWKNgw5BCNE4VCgcREOdxUVTkDXBqikfO2L+NAgBSsuGcSjSPvJIbV1azep9DX2Cg3pudAgBSsGHKIxlFystxAk21yKNT19XnQ1iY3pvc2qicKNgw5ROPI23ahvp5j5VBo815yVas9MJkYcig4MeQQjSPvgID19fzoUWjzzsGWmOiEQsHQTsGJR1qiceRtoNnUpISHQ4tQCPPOwcaBACmYMeQQjSOzWQ2FQsDpBJqbA10aouHzDgTobWdGFIwYcojGUWSkBnFxDggB1NcHujREw8eBACkUMOQQjSOtVov4eAcAgdpafgOm0HVxIEC2x6HgxZBDNI5UKpVv1OOaGneAS0M0fN6BADMyeBqh4MW9k2gcSZIEk0kON7W1DDkUmoQAGhvlbuNpacoAl4boyhhyiMaZt6FmXV2AC0I0TM3NcuN5SQIyMzWBLg7RFTHkEI2ziwMCBrYcRMPlnWA2JsYBvV4b4NIQXdmQQs6WLVuQl5cHg8EAg8GAgoICbN++3ff4d7/7XUyZMgURERFISEjA6tWrcebMGb917Nq1C4sXL0Z0dDRMJhOeeOIJuFz+4ywcP34cS5YsgU6nQ1paGp555pnLyvLee+9h2rRp0Ol0mD17Nj766KOhbApRwHjn+fE23CQKNf4DAfK7MgWvIe2dZrMZmzZtwpEjR3D48GHcfPPNWL16NUpLSwEA+fn5eP3113H69Gns2LEDQgisWLECbrfc9uDYsWO47bbbcOutt6K4uBjvvPMO/vrXv+LJJ5/0vYbVasWKFSuQkZGBI0eO4Nlnn8VPf/pT/O53v/Mts3//ftxzzz146KGHUFxcjNtvvx233347Tp48ORr/E6IxlZUlf/Pt6mLIodBUVcWBAClEiBGKjY0Vr7766oCPHTt2TAAQZWVlQgghNmzYIBYsWOC3zF//+leh0+mE1WoVQgjxm9/8RsTGxgq73e5b5oknnhC5ubm++3fddZdYtWqV33oWLlwovvvd7w6p7J2dnQKA6OzsHNLzaAJydgvxFuSbs3tEq+ru7hZpaTaRFtcqhNyGU4juka2TaDz9679axaRJfeLRRxv8H+juHvk+PYqfNQpfgz1/D7ue0e124+2334bNZkNBQcFlj9tsNrz++uvIyspCWloaAMBut0On0/ktFxERgb6+Phw5cgQAUFRUhKVLl0KjudiYrbCwEGfPnkV7e7tvmWXLlvmtp7CwEEVFRVcts91uh9Vq9bsRjTf5cq490MUgGjZvo3lv+zKiYDXkkHPixAno9XpotVqsXbsW27Ztw4wZM3yP/+Y3v4Fer4der8f27duxc+dOX2ApLCzE/v378ac//Qlutxt1dXX4+c9/DgBoaGgAAFgsFiQlJfm9pve+xWK56jLex69k48aNMBqNvps3fBGNJ4VC4etGThSK6urkU4d3wlmiYDXkkJObm4uSkhIcOHAA3/ve97BmzRqcOnXK9/h9992H4uJi7N27Fzk5ObjrrrvQ19cHAFixYgWeffZZrF27FlqtFjk5ObjtttvkgoxD47UNGzags7PTd6upqRnz1yQaCIfCp1BmsXAgQAoNQ95DNRoNsrOzkZ+fj40bN2LOnDnYvHmz73Gj0YipU6di6dKleP/993HmzBls27bN9/j69evR0dGB6upqtLS0YPXq1QCAyZMnAwBMJhMaGxv9XtN732QyXXUZ7+NXotVqfT3DvDeiQPDORk4Uarq6gO5uef/NyOBAgBTcRnyk9Xg8sNsHbl8ghIAQ4rLHJUlCSkoKIiIi8Kc//QlpaWmYP38+AKCgoACffvopnE6nb/mdO3ciNzcXsbGxvmV27drlt86dO3cO2DaIKBilpzPkUGiqrZWP7Xq9C3FxHCOHgptqKAtv2LABK1euRHp6Orq6urB161bs2bMHO3bswPnz5/HOO+9gxYoVSEhIQG1tLTZt2oSIiAjfJSkAePbZZ3HrrbdCoVDgz3/+MzZt2oR3330XSqX8jeDee+/Fz372Mzz00EN44okncPLkSWzevBkvvPCCbx2PPfYYbrjhBjz33HNYtWoV3n77bRw+fNivmzlRMJNrctguh0KPt/t4QoIdWi1rwym4DSnkNDU14f7770dDQwOMRiPy8vKwY8cOLF++HPX19di3bx9efPFFtLe3IykpCUuXLsX+/fuRmJjoW8f27dvxi1/8Ana7HXPmzMFf/vIXrFy50ve40WjEJ598gnXr1iE/Px/x8fF46qmn8Mgjj/iWWbx4MbZu3Yqf/OQn+PGPf4ypU6figw8+wKxZs0bhX0I09uQBARlyKPRcHAjQAZVqSKcQonE3pD30tddeu+JjKSkpgxp1ePfu3ddcJi8vD/v27bvqMnfeeSfuvPPOa66LKBilpmqgUvUFuhhEQ1Zd7QHAHoIUGtgwgCgANBoV4uIcgS4G0ZDV1Mg9A1NTPQEuCdG1MeQQBYAkSUhMdF57QaIg4x0I0GwObDmIBoMhhyhAkpJY3U+hp75e7iTCgQApFDDkEAWIycQBASm09PUBbW3yaUNuPE8U3BhyiAIkOTnQJSAamro6wOMR0Go9SEmJDHRxiK6JIYcoQMxmVvdTaKmocAIQSEiwQ6+PCnRxiK6JIYcoQMxmfvwotJw/L/cITE52+QZwJQpmPMoSBUh6+sU2DVZrAAtCNEhyTQ4nmKXQwZBDFCAGg8b3e319AAtCNEjeMXI49xqFCu6pRAGi0VwMOTU17E5Owc87Rk5WljqwBSEaJIYcogDpP+9PVZUrgCUhujYhBCwWeZ9lyKFQwZBDFATq6jhEPgW33l4XWlrk2sfJkzXXWJooODDkEAWB2lo25KTgVlVlhxCASgWYTOxZRaGBIYcoCDQ0cMwcCm7enlVJSU4oeOagEMFdlSgIWCwMORTcqqrkxvHJyWwkT6GDIYcoCLS2KuHkpOQUxLzdxzlGDoUShhyiIODxAA0NgS4F0ZV5u49zOhIKJQw5REFB+E4iRMGork5ubJyRwUbHFDoYcoiCgBDCdzmAKNj4j5GjusbSRMGDIYcoSFRXs0EnBSeH4+IYORwIkEIJQw5RkOCoxxSsqqt74XJJUCqB1FRerqLQwZBDFCSqqznqMQWnc+e8Y+S4oGZFDoUQhhyiIMGZyClYlZXJtYxmM4M4hRaGHKIg0dCghGDbYwpCVVXyjpmREeCCEA0RQw5RkOjrA9ramHIo+FRXy2PjTJ7MMXIotDDkEAUBo1Fu83D0aBMEq3MoiAghUFcndxufMoXdxym0MOQQBQHvfECHDzfCYrEEuDREFzkcDlgsWgBAdrYmwKUhGhqGHKIgMG2aHgqFAo2NOvT19QW6OEQ+TU09sFrVkCQJWVk8ZVBo4R5LFAQmT1ZCkiQ0NurgdnNQQAoe58/L+6PR6EZ0dIALQzREDDlEQcBsln9aLDq4XBwUkIJHRYUcclJTGb4p9DDkEAWBjAxAkiQ0NWkZciioVFTIP9PSOEYOhR6GHKIgkJ4u/2xu1qK3lyGHgkdNjXyayMwMbDmIhoMhhygIJCQAWi3g8UiwWPixpOBRWyvPVZWZyTFyKPTwaEoUBBQKwGyWx8epq+MEiBQ86uvlsXEmT+Z+SaGHIYcoSGRkyCGntpYDrlFw6Otzo6lJHhtn6lTOzEmhhyGHKEhkZMiXAxoaNBz1mIJCVZUTHo8EtVogJYXhm0IPQw5RkPAOtNbYqOVYORQUysrk6UaSkx1QKtkmh0IPQw5RkPA27Gxs5Fg5FBzKy71j5HB/pNDEkEMUJOSQI10IOazJocCrrpZ/ms0cI4dCE0MOUZBITwckCejpUaK1ld+cKfAqK+WfWVm8VEWhiSGHKEjodEBcnBxuzp9nw2MKvJoauds4J+akUMU9lyiIpKbKDT29lwmIAkWIi2PkZGez+ziFJoYcoiDibeDpvUxAFChNTS709iogSUBOji7QxSEaFoYcoiBiNssNjr3zBREFytmzdgBAXJwTUVEcI4dCE4+kREHEG3Jqa/nRpMA6f16+dMru4xTKeCQlCiLp6ZzagYJDebncbTwtjd3HKXQNKeRs2bIFeXl5MBgMMBgMKCgowPbt232Pf/e738WUKVMQERGBhIQErF69GmfOnPFbx6FDh3DLLbcgJiYGsbGxKCwsxLFjx/yWOX78OJYsWQKdToe0tDQ888wzl5Xlvffew7Rp06DT6TB79mx89NFHQ9kUoqDkHRCwuVkJhyPAhaEJrapK/pmZGdBiEI3IkEKO2WzGpk2bcOTIERw+fBg333wzVq9ejdLSUgBAfn4+Xn/9dZw+fRo7duyAEAIrVqzwDVHf3d2NW2+9Fenp6Thw4AA+++wzREdHo7CwEE6nXDVqtVqxYsUKZGRk4MiRI3j22Wfx05/+FL/73e985di/fz/uuecePPTQQyguLsbtt9+O22+/HSdPnhyt/wtRQCQna6DTueHxCNTUBLo0NJFVVcndxydPZoU/hTAxQrGxseLVV18d8LFjx44JAKKsrEwIIcShQ4cEAFFdXe1b5vjx4wKAOHfunBBCiN/85jciNjZW2O123zJPPPGEyM3N9d2/6667xKpVq/xea+HCheK73/3ukMre2dkpAIjOzs4hPY8mIGe3EG9Bvjm7R2ed3d1CyD115d+FEN3d3WLevDYxaVKf+N//9YzO6xANQ1aWTUya1CeKiroG/6QB9ukhG4vPGoWdwZ6/hx3R3W433n77bdhsNhQUFFz2uM1mw+uvv46srCykpaUBAHJzczFp0iS89tprcDgc6O3txWuvvYbp06cj80KdaFFREZYuXQqNRuNbV2FhIc6ePYv29nbfMsuWLfN7vcLCQhQVFQ13c4iCgk6ng8nUBwCoqODUDhQYbW0eWK1yTU5uruYaSxMFryGHnBMnTkCv10Or1WLt2rXYtm0bZsyY4Xv8N7/5DfR6PfR6PbZv346dO3f6Akt0dDT27NmDN998ExEREdDr9fj444+xfft2qFRyQ0uLxYKkpCS/1/Tet1gsV13G+/iV2O12WK1WvxtRMFEqlUhJkS/deidHJBpvZ87IDcLi4hyIieFAgBS6hhxycnNzUVJSggMHDuB73/se1qxZg1OnTvkev++++1BcXIy9e/ciJycHd911F/r65G+mvb29eOihh/CVr3wFX3zxBT7//HPMmjULq1atQm9v7+ht1RVs3LgRRqPRd/PWMBEFE28Pq4oK9mqhwDh7Vg7aaWlOSBLnraLQNeR+qhqNBtnZ2QDkhsaHDh3C5s2b8dvf/hYAfAFi6tSpWLRoEWJjY7Ft2zbcc8892Lp1KyorK1FUVASFQs5XW7duRWxsLP7yl7/gW9/6FkwmExobG/1e03vfZDL5fg60jPfxK9mwYQPWr1/vu2+1Whl0KOhkZMg/Kyt5cqHAKCuTg3ZGBsfIodA24mbzHo8Hdrt9wMeEEBBC+B7v6emBQqHw+2bgve/xyN9aCwoK8Omnn/p6WwHAzp07kZubi9jYWN8yu3bt8nutnTt3Dtg2qD+tVuvr/u69EQWbnBz5Y1lTo0S/jwHRuDl/Xv6ZlcWJYim0DSnkbNiwAZ9++ikqKytx4sQJbNiwAXv27MF9992H8+fPY+PGjThy5Aiqq6uxf/9+3HnnnYiIiMBtt90GAFi+fDna29uxbt06nD59GqWlpXjggQegUqlw0003AQDuvfdeaDQaPPTQQygtLcU777yDzZs3+9XAPPbYY/j444/x3HPP4cyZM/jpT3+Kw4cP49FHHx3Ffw1RYGRlyd3IHQ6goiLQpaGJqKJCbnQ8ZQprEym0DSnkNDU14f7770dubi5uueUWHDp0CDt27MDy5cuh0+mwb98+3HbbbcjOzsbdd9+N6Oho7N+/H4mJiQCAadOm4X/+539w/PhxFBQUYMmSJaivr8fHH3+M5ORkAPLlrk8++QQVFRXIz8/HD37wAzz11FN45JFHfOVYvHgxtm7dit/97neYM2cO3n//fXzwwQeYNWvWKP5riAIjIkKH9PQeCCFwyViaRGPO47k44nZOjjLApSEaGUkIMWHrI61WK4xGIzo7O3npiq7OZQPe1cu/39UNqKJGvk6bDdBfWGd3NxAlr9PlcuG++xqwa1cifvADJTZs4BQPNH7q64G8PAeUSg/OnHEiNjZ68E++wj49JGPxWaOwM9jzN4eyJAoyKpUKU6bIjXFKS9mNnMbXl1+6AAgkJfXBYIgMdHGIRoQhhygITZ8ut4Xg5Soab6dPe2cfd0Cp5OUqCm0MOURBaNYseQC2mhoFLgwzRTQuzp2Taw8zM1mLSKGPIYcoCKWnRyI62gWPR+DcuUCXhiYSb/fxKVMCWw6i0cCQQxSEoqP1vh5WbJdD46myUj4tZGfz9EChj3sxURDSaDTIypLnDzpxwhHg0tBE4XAADQ1yb77cXM5ZRaGPIYcoSE2bJv9kTQ6Nl8pKAbdbICLCjfR0XaCLQzRiDDlEQWr2bPmb9Llz/JjS+PDOPp6c3IfIyIgAl4Zo5Hj0JApSc+fKJ5nGRiU6OyfsmJ00jk6flkNORoaLs49TWGDIIQpSKSl6TJokn3SOHesNcGloIvjyS/nSKOesonDBkEMUpCRJ8o18fOIEpyOnseedEDY3l1OJUHhgyCEKYlOnyt+sT5/m5SoaW0IIVFfL4WbGDG2AS0M0OhhyiIJYbq78k42PaaxZLD3o6JAbu0+fzkbHFB545CQKYjNmyB/R8nKOWUJj6+TJHgBAfLwbBgPb5FB4YMghCmIzZ2ogSUBHhxItLYEuDYWz0lK53VdmpifAJSEaPQw5REEsNjYCSUl9AAROnnQFujgUxk6dkn/OnMlaHAofDDlEQUylUiErS56GvLSUIYfGhsfjwblzcqPjOXN4aZTCB0MOUZCbMkUON6dOcXoHGhtdXd2orIwCICEvjyGHwgdDDlGQy8mRu4+fPcvLCDQ2Kitt6OpSQakEcnO5n1H44IhPREFu+nT5pFNWpoIQACCHHg67T6PlxAm5tjA93Y0I9h6nMMKQQxTkcnLUUKkEbDYF6uqA1tbjcDgcyM/Ph0LBylgaudJS+ef06Rx0ksILj5BEQc5giEBKSi+EECgtdaO9vR02mw29vZzPikbHmTPy991Zs3hKoPDCPZooyEVERCAtrQdyN3KH7+8eD8czoZFzOBw4dy4SALBgARsdU3hhyCEKcnI3cjuAi20nAMDlYpdyGjmLpQcWiw6SJGHePGWgi0M0qhhyiELAtGlyoDl+/OJHliGHRkNxsbwfJSW5EBsb4MIQjTKGHKIQMHeu3CC0ulqF7m65/QRDDo2GkhL5sueMGdyfKPww5BCFAJNJC5NJHvn43Dk9AIYcGh0nT8qngbw89qyi8MOQQxQCoqKikJPTBYAhh0aP3GNPCwC47jo2Oqbww5BDFAIMBgOmTu0GAHz5ZTQAhhwauepqO5qa5JnuFy3SBbo4RKOOIYcoBGi1WsycKfew+vLLaHg8gNPpDHCpKNQVFcn7VGamHUYjTwcUfrhXE4WIOXNU0Onc6OlRoro6kjU5NGKHDsmNjufM4b5E4YkhhyhE6PU65ObK7XJOnTIw5NCIFRfLp4D8/AAXhGiMMOQQhYiYmBjMmGEFwJBDI9fbK3D6tNzouKCAjY4pPDHkEIWIuLg43HqrEUqlCqdOGeB0MuTQ8O3d2wOnU0JcnBOzZ0cFujhEY4IhhyhESJKE5csTEREhwWpVo6pKFegiUQjbuVNudLxwoR1KJU8FFJ64ZxOFEI0GWLBA/v3kyWhO0knDVlQkH/5vvJHzVVH4YsghCjGLFkkAgNJStsuh4WlosOPcuQgAQGEhL1VR+GLIIQoxBQVyyDl9mu1yaHg++sgJIYDJk/tgNrPRMYUvhhyiEDN/PqBWA21tGpSXM+TQ0H38sRyUb7yxJ8AlIRpbDDlEISYiApg2TT457d3LjzANTVcXsH+/BgCwYgVDMoU3HiGJQtCSJXLI2bGDH2Eamk8+ARwOIDm5DzNn8lIVhTceIYlC0IoVbgDA4cNqtLYGuDAUlOx2O44ePQqLxeL393fflWcfX7KkGVFRkQEqHdH4YMghCkE5OTpkZdngdgt8+GGgS0PBqLW1FVarFXV1db6/1dcDn30mAAjceGMzIiMZcii8MeQQhaDIyEgsWdIMIQRefVWAw+XQpXp65Euadrvd97c//QnweARmzLAiLQ1QqTigJIU3hhyiEBQZGYnly5sRGelGWRnw8ceBLhEFm97eXgCAw+GAx+NBVxfw6quAx+NBYaEFUVEcH4fCH0MOUQhSKBSYNEmDlSsb4PEI/Nd/AU7nlZdvbGxEcXGx37d6Cj1CCJSVlaG0tBT19fVXXdZbkwPItTmvvw50dgKpqX1YtKgVkyZNGuviEgUcQw5RiIqKisLXv14Po9GJc+eA//7vKy97+vRpdHZ2ory8fPwKSKOuq6sLtbW1aG5uxpdffgmHwzHgch6PB319ff2e14fXXgMAgdWrq6BUgiGHJoQhhZwtW7YgLy8PBoMBBoMBBQUF2L59u+/x7373u5gyZQoiIiKQkJCA1atX48yZM77H33jjDUiSNOCtqanJt9yePXswf/58aLVaZGdn44033risLC+//DIyMzOh0+mwcOFCHDx4cBibTxS64uPjode78a1vlcHjceO554Da2qs/x2azjU/haExcGmquVDPX19cHIYTv/l//CjQ3C8TE2PGVr7RAr9dDp9ONaVmJgsGQQo7ZbMamTZtw5MgRHD58GDfffDNWr16N0tJSAEB+fj5ef/11nD59Gjt27IAQAitWrIDbLXd3vfvuu9HQ0OB3KywsxA033IDExEQAQEVFBVatWoWbbroJJSUl+P73v4+HH34YO3bs8JXjnXfewfr16/H000/j6NGjmDNnDgoLC/2CElG4S0pKQlpaGm68sRk5OR3o7RX4938H+p3bAMDvZGez2fDFF1+gqqpqnEtLo+HSUHOlmpz+l6qEAP74Rx1cLhduvrkGKpVAcnLymJaTKFgMKeR8/etfx2233YapU6ciJycHv/jFL6DX6/HFF18AAB555BEsXboUmZmZmD9/Pv7zP/8TNTU1qKysBABERETAZDL5bkqlErt378ZDDz3ke41XXnkFWVlZeO655zB9+nQ8+uij+Md//Ee88MILvmWef/55fOc738EDDzyAGTNm4JVXXkFkZCR+//vfj8K/hCh0ZGVlISJCh4cfLoMQTmzf7sHzz7v9lnFe0linr68PFRUV41lMGiWXhprBhJzPP4/H6dNKqNUuLF/eiJkzZyIlJWVMy0kULIbdJsftduPtt9+GzWZDQUHBZY/bbDa8/vrryMrKQlpa2oDr+OMf/4jIyEj84z/+o+9vRUVFWLZsmd9yhYWFKCoqAiB/qI8cOeK3jEKhwLJly3zLXIndbofVavW7EYUyhUKBjIwMpKf34v77z8PlcmLjRhcee8yGlhYbPB7PFS9piEurfC5ht9tRWlqK8vJyv5MmBc6loebSAAvI71tNTQ0AwGKJxx//mAEhBL7xjVpkZ8ciISEBkiSNS3mJAm3IgyScOHECBQUF6Ovrg16vx7Zt2zBjxgzf47/5zW/wox/9CDabDbm5udi5cyc0Gs2A63rttddw7733IiIiwvc3i8WCpKQkv+WSkpJgtVrR29uL9vZ2uN3uAZfp3/5nIBs3bsTPfvazoW4yUVAzmUzo7u7GPffYYLc34M03k/HWWyp88okdjz9ehttvjxnweX19fX6fvUs1NDSgubkZANDZ2Yn58+ePRfFpCLwhR6VSweVy+e43NMgD/TU3u3H0aB0aGxNQWxuDoqJJcDhcMJn68A//0IC0tLkBLD3R+BtyyMnNzUVJSQk6Ozvx/vvvY82aNdi7d68v6Nx3331Yvnw5Ghoa8Mtf/hJ33XUXPv/888sauRUVFeH06dP4f//v/43OlgzChg0bsH79et99q9V6xVomolAhSRKmTp0KAHjhBYF586rxf/9vHJqbtfjxjzNw4EA9CgqiUFkZhSVLWqDVyiMH9vb2XjXk9O+d078mp6urCydPnkRWVhZMJtMYbRUNxBtq9Ho9Ojo6sGePGo8+Chw/DgACLpcHHk8qAAlqtTwv1eLFrXjwwQpMm5YJg8EQsLITBcKQQ45Go0F2djYAuaHxoUOHsHnzZvz2t78FABiNRhiNRkydOhWLFi1CbGwstm3bhnvuucdvPa+++irmzp2L/Px8v7+bTCY0Njb6/a2xsREGgwERERFQKpVQKpUDLnOtA65Wq4VWqx3qJhOFDEmScP/96bjtth5s3OjBH/+owF/+koK//EVug/HBB6n4l385h9zcbt9gcVfSP+S4XC64XC6oVCq0trbCbrejqamJIWeceUNOX58Rv/xlIg4ciIdS6YZarUBMTA8iI/tgNLowZUoMUlMlfOMbwKRJCqjV09hlnCakEY/pfa1r/kKIyx7v7u7Gu+++i40bN172nIKCAnz00Ud+f9u5c6ev3Y9Go0F+fj527dqF22+/3VeGXbt24dFHHx3p5hCFPEmSkJAQheefBzIyzuG551LR06NETIwCra3RePrpuUhLsyIzU8Ly5XasWKFFZubl67n0c2u326FSqXzh51ohiUaXEAIOhwMnThjx0ktmtLZ6oFB4sGpVHb75zUZERfVBqVRi9uzZiInp/2WOQZQmriGFnA0bNmDlypVIT09HV1cXtm7dij179mDHjh04f/483nnnHaxYsQIJCQmora3Fpk2bEBERgdtuu81vPe+88w5cLhf+6Z/+6bLXWLt2LV566SX86Ec/woMPPojdu3fj3XffxYf9ZiFcv3491qxZgwULFuD666/Hiy++CJvNhgceeGCY/wai8PQP/6DC5MlHYbMpkZ8/Bb/+dSLefVegoiIKFRXA3/8OPP20B48+qsD69YD36lX/LydKpRJutxt2ux1RUVG+kOMdi4WNWMeH0+nEvn1x+NWvpkKpVCIrqwvr1pUhM/PipcT09HTExMQErpBEQWZIIaepqQn3338/GhoaYDQakZeXhx07dmD58uWor6/Hvn378OKLL6K9vR1JSUlYunQp9u/f7xsDx+u1117DN7/5zQE/jFlZWfjwww/x+OOPY/PmzTCbzXj11VdRWFjoW+buu+9Gc3MznnrqKVgsFsydOxcff/zxZY2RiSa6SZMmITq6CtHRLsTHq/GrXwH33deNzz6rQEWFHsePG3H6dAxeflnC734nISMDmDED+NrXXIiK8kCS5EvQbW1tvnDjDT9CiGs2XqaRKysDfvvbHmzf7oTFkgNAwje/KfDNb56ERnNxZlaFQsGu4USXkMS1+pGGMavVCqPRiM7OTjbIo6tz2YB39fLvd3UDqlGY3NBmA/QX1tndDYzBhIlCCHz66acQQmDx4sXQaDRwOBzYv38/APnEuG9fLP70p6loa9P6Pe+66yz46letmDo1AsePdyE1NR733JOEw4c/9XU/z8vLQ1xc3KiXm4CmJuCXvwS2bhXo67vYdXzVqmb8/vep2Ldvr+9vOp0Oqampge9IMRr79Fh81ijsDPb8PeI2OUQUvCRJwqJFi+B2u31DOWg0GuTl5UGpVKKrqwseTxkWL26FzRaLigqguDgGH32UjP37J6GoKB4KhQJutxsKhQK/+AUwe/ZU3HtvNUymPr/GyaGkrq4OUVFRQXlpx24HXnoJ2LJFwGp1w+PxID+/Hbfc0ojp07uQmKiGUmn2LR8VFYXrrrsugCUmCl4MOURhbqAehd7aF6PRiMjISJw6dQp6fTtmzwZmz27HwoXN+OQTE9rbjWhp0SEyshu9vTo0NSmxf/8kHD0agwcfrIDZ7N/4OBTa6LS3t+PcuXMAgBtuuCGg5e3//6qoqMC5c1144YWZOHZMCY9HIDu7A//8z1WYPr0LRqMRQBTMZrPfOqKjowNQcqLQwJBDNMHFxcVhzpw5OHPmDIxG44XxVaqQm1uGlJQUJCYmoqTkBIQAysuj8Mc/ZuLUKQN+85tsnDljw3//N2A0Ai0tLTh16hQyMzORnp4e6M26ov61T729vYiMjBz3MgghUFNTg5qaGiQmJiI2NhaffNKKZ5+dho4OF/R6O77znXIsXtwKSZIH/8vNzfUra3Z2NiwWCyZPnjzu5ScKFQw5RITo6GjfJQ+Px4Pq6moIIWAwGHwDeUoSkJ1tw9NPl+Jvf0vH1q0p+Pvf9bjlFoFf/tIBpfI0PB4PLBZLUIec/l3jOzs7xyzk1NXVwWazITs7GwqF/ww6FRUVKC2tx7lzeiQktKGxsQcvvDATdrsC6ek9+NGPzsJkksPYokWLoNFoLluH2Wy+rFaHiPwx5BCRH4VCgUWLFqG1tRWJiYmQJAnR0dHo6uoCACiVwMMP92LWrFK88EI26upUuOsuCbffnoq77qpBT08PnE6nb8Rdl8uF8vJyJCUlISYmBh0dHWhra0NGRgaUSuW4b1//8X06OzuHNCN3fX096uvrMXnyZN8lP6fTCbfb7Tequ8PhQFlZGYQQiIuLQ1zcJOze3YTaWg0qKqKxY0cMystToVAo4XZ7AMiXrb7yFRfWry9HZmYyOjs7ERsbe9lo8UQ0eAw5RHQZrVbr1x3ZO29VeXk5amtrkZycjK9+tRkpKcfw+99n4e9/T8Sf/2zGuXNGLF1qwblzvcjOVuOrXwXq6mrR0NCAhoYG5OXl4eTJk/B4PBBCYMqUKeO+bZeGnMESQqCiogJOpxPHjx/HjBkzkJCQgOLiYvT19WHBggXQ6XRoampCc7MVXV1KdHercPCgE//zPw6cPh1zYU1uAFGQJAlTpijR0KBERASwfDnwX/+lgU63YFS3l2giY8ghomvyNo6dMmUKMjIyoFaroVar0dDQgHXryjF/fidefXU6SkuNOHFCf2H6Fbmtzvz5Otx8cxSsVjUOHKiFyaSD2dyD2tpaTJo0CVptDKqqOqFS2TFlyvBnyO7u7oZCobjm5af+Iae3txc2mw1Rg+jq3N3dDafTCSGA9nYNdu5sh8ejw5EjMWht1eL55/vQ2OhEY6MeVmssgAy//51G48aUKd1ISenDzJmdKCw0YOHCdHgH8Qjy9tpEIYkhh4gGTZIuTvwYHR2NyZMnw26341//NQV33KHEL37Rg7q6Lmi1StTXT0JjI7BjRyx27Ijttw4F1GoBo1Fuc9Le7oLLpYMk6TB7thOLF3uQkVGDG2+MhFrtRGNjI4QQmD59OjQaIzweIDLyYijweDw4e/YsGhsboVAoMHfuXLhcLgAxaGhQoKEBqKqyob3djqioaOzblwaVyoP4eDWUym4cP96BnJwolJcDHR0CBkMLcnJaERXlhiTZMHNmDmJiYvDllx14++007N+fhPp6te//IUTGFf9farUHZnMvli5txvLlbbjxxnkoLa1GT08P5szJvrCOMXijiAgAQw4RjUD/BsY5OcB//7cKX3xxFh6PB7Gx8di3z4FPPjHhiy/iYTarYDIJlJUp0d0t0NoqwePxAHBDqRRwuyUcPy5w/LgEIB0qlUBSUh+MxigolQINDQq0tsqD4sXEALNnSxDCDqXSiVmzPMjIiER9fQT+8IdWlJYaUF7uhlotwe12w+1WQT7ceQAkQZ6lWwWn0wkAUCpdvukr3G4DgIuDi2k0ElJSBGpqkuB2C6hUKqhUbsTG9iEhwY5JkxxISQGio63IzNRg0aI0GAzdiI1Vobq6Eu3tbQDkWjCdTof58+fD4/EEpD0S0UTDkENEo0aj0SAlJQW1tbVob2/BrFnArFlWpKd7kJlphkIBuN1Aba2E5mYVTp06jejodsTGOtHWpsbJk0acOGHEqVOxaGxUo64uAhZLNDwe94VRluVrO+3twKefCgBqAGrs2ZMNpVIFt9vVrzQeREX1IiamDzExTkRFCTidAqmpvVCp1DAY0lBW1oWWFg96elQwmx2IjLTjzJloNDZGw26X4PG44XAIVFU5IYRATk43fvADA2bMsKCx8TwAICMjA+np6eju1sNgMFy4PCU3So6IyEFzczOMRqNvVFZJkhhwiMYJQw4Rjar09HQ0NDTA7XYjKysLMTExF07+8uNKJZCRAWRkSDCb43DmTBMA4KabZuD6622IiYlBZGQUDh9uRGOjFkLEoqtLvow0a5YWdnsX9u5tgsWigxBKNDWpsX9/CoTQIjHRg9zcPsyfr0BsbAliY+Wamvj4eEyfPh0nT55Ee3s7UlJSkJMDuFwxaGtrw7lzp321OmazGdnZcXA6BT79tBhtbS60tWmQlATcdFM2jEY1HA4THI52TJo0ydeNWx6sz59Opwv8VAtEExhDDhGNKo1GgwULFsDj8VyzQW9iYiLa29sRERGB2NhYxMZebLtz/fWmfkuqAMj3hYiBUmlHV1cXZsyYAZfLhaioiAshSn3hBpSURKGjowMAkJycDKVSiby8PHR0dPhGCVapVEhMTIRWq8WXX36JhIQEZGTIbWzUaglpaUYolfVISLBj3rx5viCj0WgwZ86ckf6riGiMMeQQ0agb7MzkCoUC06dPH9K6JUnC1KlTr7lcamoqOjo6oNVqfWPaSJLkF6S8jEbjgPM/mc1mtLa2IiUlZcCaGiIKbgw5RBSWvJeooqKiht0tPTIyEgUFBaNcMiIaLww5RBSWJElCUlJSoItBRAGkuPYiRERERKGHIYeIiIjCEkMOERERhSWGHCIiIgpLDDlEREQUlhhyiIiIKCwx5BAREVFYYsghIiKisMSQQ0RERGGJIYeIiIjCEkMOERERhSWGHCIiIgpLDDlEREQUlib0LORCCACA1WoNcEko6LlsQM+F361WQOUe+Tpttou/W62AexTWSRRIo7FPj8VnjcKO97ztPY9fiSSutUQYq62tRVpaWqCLQURERMNQU1MDs9l8xccndMjxeDyor69HdHQ0JEkatfVarVakpaWhpqYGBoNh1NYbrCba9gITb5u5veFvom0ztze0CSHQ1dWFlJQUKBRXbnkzoS9XKRSKqybAkTIYDGGxMw3WRNteYOJtM7c3/E20beb2hi6j0XjNZdjwmIiIiMISQw4RERGFJYacMaDVavH0009Dq9UGuijjYqJtLzDxtpnbG/4m2jZzeyeGCd3wmIiIiMIXa3KIiIgoLDHkEBERUVhiyCEiIqKwxJBDREREYYkhZwy8/PLLyMzMhE6nw8KFC3Hw4MFAF2lU/PSnP4UkSX63adOm+R7v6+vDunXrMGnSJOj1etxxxx1obGwMYImH5tNPP8XXv/51pKSkQJIkfPDBB36PCyHw1FNPITk5GREREVi2bBnOnTvnt0xbWxvuu+8+GAwGxMTE4KGHHkJ3d/c4bsXgXWt7v/3tb1/2ft96661+y4TS9m7cuBHXXXcdoqOjkZiYiNtvvx1nz571W2Yw+3B1dTVWrVqFyMhIJCYm4oc//CFcLtd4bsqgDGZ7b7zxxsve47Vr1/otEyrbCwBbtmxBXl6eb8C7goICbN++3fd4OL2/wLW3N9ze3+FgyBll77zzDtavX4+nn34aR48exZw5c1BYWIimpqZAF21UzJw5Ew0NDb7bZ5995nvs8ccfx//8z//gvffew969e1FfX49vfvObASzt0NhsNsyZMwcvv/zygI8/88wz+NWvfoVXXnkFBw4cQFRUFAoLC9HX1+db5r777kNpaSl27tyJv/3tb/j000/xyCOPjNcmDMm1thcAbr31Vr/3+09/+pPf46G0vXv37sW6devwxRdfYOfOnXA6nVixYgVs/SaVvNY+7Ha7sWrVKjgcDuzfvx9/+MMf8MYbb+Cpp54KxCZd1WC2FwC+853v+L3HzzzzjO+xUNpeADCbzdi0aROOHDmCw4cP4+abb8bq1atRWloKILzeX+Da2wuE1/s7LIJG1fXXXy/WrVvnu+92u0VKSorYuHFjAEs1Op5++mkxZ86cAR/r6OgQarVavPfee76/nT59WgAQRUVF41TC0QNAbNu2zXff4/EIk8kknn32Wd/fOjo6hFarFX/605+EEEKcOnVKABCHDh3yLbN9+3YhSZKoq6sbt7IPx6XbK4QQa9asEatXr77ic0J5e4UQoqmpSQAQe/fuFUIMbh/+6KOPhEKhEBaLxbfMli1bhMFgEHa7fXw3YIgu3V4hhLjhhhvEY489dsXnhPL2esXGxopXX3017N9fL+/2CjEx3t9rYU3OKHI4HDhy5AiWLVvm+5tCocCyZctQVFQUwJKNnnPnziElJQWTJ0/Gfffdh+rqagDAkSNH4HQ6/bZ92rRpSE9PD4ttr6iogMVi8ds+o9GIhQsX+ravqKgIMTExWLBggW+ZZcuWQaFQ4MCBA+Ne5tGwZ88eJCYmIjc3F9/73vfQ2trqeyzUt7ezsxMAEBcXB2Bw+3BRURFmz56NpKQk3zKFhYWwWq1+356D0aXb6/XWW28hPj4es2bNwoYNG9DT0+N7LJS31+124+2334bNZkNBQUHYv7+Xbq9XuL6/gzWhJ+gcbS0tLXC73X47DAAkJSXhzJkzASrV6Fm4cCHeeOMN5ObmoqGhAT/72c+wZMkSnDx5EhaLBRqNBjExMX7PSUpKgsViCUyBR5F3GwZ6b72PWSwWJCYm+j2uUqkQFxcXkv+DW2+9Fd/85jeRlZWF8vJy/PjHP8bKlStRVFQEpVIZ0tvr8Xjw/e9/H1/5ylcwa9YsABjUPmyxWAbcB7yPBauBthcA7r33XmRkZCAlJQXHjx/HE088gbNnz+LPf/4zgNDc3hMnTqCgoAB9fX3Q6/XYtm0bZsyYgZKSkrB8f6+0vUB4vr9DxZBDg7Zy5Urf73l5eVi4cCEyMjLw7rvvIiIiIoAlo7HwrW99y/f77NmzkZeXhylTpmDPnj245ZZbAliykVu3bh1Onjzp16YsnF1pe/u3n5o9ezaSk5Nxyy23oLy8HFOmTBnvYo6K3NxclJSUoLOzE++//z7WrFmDvXv3BrpYY+ZK2ztjxoywfH+HiperRlF8fDyUSuVlrfUbGxthMpkCVKqxExMTg5ycHJSVlcFkMsHhcKCjo8NvmXDZdu82XO29NZlMlzUwd7lcaGtrC4v/weTJkxEfH4+ysjIAobu9jz76KP72t7/h73//O8xms+/vg9mHTSbTgPuA97FgdKXtHcjChQsBwO89DrXt1Wg0yM7ORn5+PjZu3Ig5c+Zg8+bNYfv+Xml7BxIO7+9QMeSMIo1Gg/z8fOzatcv3N4/Hg127dvldIw0X3d3dKC8vR3JyMvLz86FWq/22/ezZs6iurg6Lbc/KyoLJZPLbPqvVigMHDvi2r6CgAB0dHThy5Ihvmd27d8Pj8fgOLqGstrYWra2tSE5OBhB62yuEwKOPPopt27Zh9+7dyMrK8nt8MPtwQUEBTpw44Rfudu7cCYPB4LtEECyutb0DKSkpAQC/9zhUtvdKPB4P7HZ72L2/V+Ld3oGE4/t7TYFu+Rxu3n77baHVasUbb7whTp06JR555BERExPj13o9VP3gBz8Qe/bsERUVFeLzzz8Xy5YtE/Hx8aKpqUkIIcTatWtFenq62L17tzh8+LAoKCgQBQUFAS714HV1dYni4mJRXFwsAIjnn39eFBcXi6qqKiGEEJs2bRIxMTHiL3/5izh+/LhYvXq1yMrKEr29vb513HrrrWLevHniwIED4rPPPhNTp04V99xzT6A26aqutr1dXV3i3/7t30RRUZGoqKgQ//u//yvmz58vpk6dKvr6+nzrCKXt/d73vieMRqPYs2ePaGho8N16enp8y1xrH3a5XGLWrFlixYoVoqSkRHz88cciISFBbNiwIRCbdFXX2t6ysjLx85//XBw+fFhUVFSIv/zlL2Ly5Mli6dKlvnWE0vYKIcSTTz4p9u7dKyoqKsTx48fFk08+KSRJEp988okQIrzeXyGuvr3h+P4OB0POGPj1r38t0tPThUajEddff7344osvAl2kUXH33XeL5ORkodFoRGpqqrj77rtFWVmZ7/He3l7xf/7P/xGxsbEiMjJSfOMb3xANDQ0BLPHQ/P3vfxcALrutWbNGCCF3I//3f/93kZSUJLRarbjlllvE2bNn/dbR2toq7rnnHqHX64XBYBAPPPCA6OrqCsDWXNvVtrenp0esWLFCJCQkCLVaLTIyMsR3vvOdy8J6KG3vQNsKQLz++uu+ZQazD1dWVoqVK1eKiIgIER8fL37wgx8Ip9M5zltzbdfa3urqarF06VIRFxcntFqtyM7OFj/84Q9FZ2en33pCZXuFEOLBBx8UGRkZQqPRiISEBHHLLbf4Ao4Q4fX+CnH17Q3H93c4JCGEGL96IyIiIqLxwTY5REREFJYYcoiIiCgsMeQQERFRWGLIISIiorDEkENERERhiSGHiIiIwhJDDhEREYUlhhwiIiIKSww5REREFJYYcoiIiCgsMeQQERFRWGLIISIiorD0/wMq3j2/d+UeRwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dwsqaOHEijzzyCB9//DFhYWGlao1W9L0TFBSEi4sLK1aswNHREXt7e3r27ElgYOAdr/3BBx8wb948OnbsSNu2bUs8XtH3gBCiHOZYgi1EQ7Vt2zblscceU9q0aaM4ODgo1tbWSnBwsPL8888rCQkJJc69vXSOoijKyZMnlf79+ysajUbx8/NTFi9erLz//vsKoMTHx5d47j333FPq+reXNcnLy1NefPFFxdvbW7G1tVX69u2rHDp0qNR5lSmdU5H2DKVzNmzYUOL55V3n448/VgIDAxWNRqN069ZN+e2330q1WZadO3cqY8eOVXx8fBRra2vFx8dHmTRpkvLnn3+WOC8/P1956623lPbt2ysajUZxdXVVQkNDlfnz5yvp6eklzl2zZo3SpUsX43kDBw5Utm/fXuKcDz/8UGnTpo1iZWWleHl5Kc8884ySmppa4pyBAwcq7du3LxXz7eVfFEVRrl+/rowZM0axs7NT3N3dlX/+85/KL7/8UqHSOYqiKHv37lVCQ0MVa2trpUWLFsqKFSuUefPmKWX9iv/uu++Ufv36Kfb29oq9vb3Spk0b5bnnnlOioqLuGrvhsbJ+LhkZGYqtra0CKF9++WWpxyv63lEURfn++++Vdu3aKZaWliXeL2V97xSlqLSRv7+/AigLFy4sM+7KvAeEECWpFMUMM62FEBX2r3/9i5UrV5KVlVXuggkhhBCipsicRSHqkNzc3BL3b926xRdffEG/fv0kURRCCGEWMmdRiDqkd+/eDBo0iLZt25KQkMDq1avJyMjg9ddfN3doQgghGilJFoWoQ0aPHs3GjRv55JNPUKlUdO3aldWrVzNgwABzhyaEEKKRkjmLQgghhBCiXDJnUQghhBBClEuSRSGEEEIIUS6Zs2gihYWFnDx5Ei8vLywsJAcXQggh6gO9Xk9CQgJdunTB0lLSorLId8VETp48SY8ePcwdhhBCCCGq4Pfff6d79+7mDqNOkmTRRLy8vICiN5u3t7eZoxENQk4OGPaSjoqCCm7/JoQQouLi4uLo0aOH8XNclCbJookYhp69vb3x8/MzczSiQcjO/utrX1+wtzdfLEII0cDJFLLyyXdGCCGEEEKUS5JFIYQQQghRLkkWhRBCCCFEuSRZFEIIIYQQ5ZJkUQghhBBClEuSRSGEEEIIUS5JFoUQQgghRLkkWRRCCCGEEOWSZFEIIYQQQpRLkkUhhBBCCFEuSRaFEEIIIUS5JFkUQgghhBDlkmRRCCGEEHWOoihotVpSU1M5fOEwI9eM5MyNM+YOq1GyNHcAQgghhGi8FEUhLy+PnJwcsrOzycnJMd4KCws5mXqS9y6+R44uh7l75rJ5ymZzh9zoSLIohBBCNGCKoqDX643/Fv+6ov/q9Xp0Op3x6zsdA1CpVCX+Le9Yfn4+OTk5xufdHveW2C18c/MbUEEnj04sGbqkJr9VohySLAohhBB1lF6vp6CggIKCAvLz88v9t3iydntSqCiKuV/GXVlYWGBra4u9vT12dnZgBW8efZNt8duwtLJkcsfJLBq6CGu1tblDbZQkWRRCCCFqiF6vp7CwEJ1OR2FhYamvy3vMkCAWFhaaPCaVSoWFhUWF/y1+U6vVdz0GGBPU4olqWccsLS2xt7fHxsbG2ON4Pe06j/3wGOeTzmOltmLh4IX8vdPfTf59EBUnyaIQol67/cO4rH+L965U5EOsvA/Oso6p1WosLS1L3IoPswnzu9MwbHk9ccVv5R2//b1W1tdlDa9WlkqlwsrKCisrK6ytrcv8V61Wl0jubk/0bn8f11X7ru9j+k/TSctLw8Peg0/v+5Qevj3MHVajJ8miEKLOUxSF7OxsUlNTSU1NJTc316QfxqZ2ewJZ/H5Fe2cM9+/U61ObH/rFE6eK3Io/7/Z2bv/69vlvxefBlXXs9qSteHzlHTM3w3ug+HvhTu8TS0tLYzLYGP4AURSFlcdXsvC3hegVPV28u7DqvlV4O3qbOzSBmZPF5cuXs3z5cq5duwZA+/btmTt3LqNGjQJg+vTp7Nixg9jYWBwcHOjTpw9vvfUWbdq0KdXWrVu36NSpEzExMaSmpuLi4gLAnj17GDx4cKnz4+LiaNq0qfH+Rx99xNtvv018fDydOnXigw8+oEcP+WtGCHPJy8szJoepqakUFBTc8Xy1Wl3uB3LxxOpuE+6BUr1Jd5r4X7wnyZAk6XQ6dDodWq3WlN+SUm7v7bzT12UlmZVZ+FAXk/KqKq8HrqzvWXnfP8P9iiR+hvegKFtuQS4v/foSmy8UrXKe2H4iS4YtQWOpMXNkwsCsyaKfnx9LliyhZcuWKIrCZ599xtixYzl58iTt27cnNDSUyZMnExAQQEpKCm+88QYjRozg6tWrqNXqEm09/vjjhISEEBMTU+a1oqKicHJyMt739PQ0fh0eHs7MmTNZsWIFPXv2ZOnSpYSFhREVFVXiPCFEzSkoKCAtLa1E72FxFhYWuLi44OrqiqOjo3HorS59GN+ePJZ1u9tq0tvv3564Flc8ma1tt/eM3j7kefvPo6wkvXhbhp7Uu/17e8JmaK+8++bukRV3Fp0RzWPfP8bZxLOoLdQsGLSARzs/Kj+jOkal1IX++WLc3Nx4++23efzxx0s99scff9CpUycuXbpEUFCQ8fjy5csJDw9n7ty5DB06tMyexeLHbtezZ0+6d+/Ohx9+CBT9wvf39+f5559n9uzZFYo7Ojoaf39/bt68iZ+fX+VetBBlyc4GB4eir7OywN7evPGYmFarJT09nYyMDNLS0sjKyirxuEqlwtHREVdXV1xdXXFycjJOnm+sKtLTWd5cu7KGb8vqUbvTsTslg0JU1sGbB3nqx6dIyU3BzdaNT+/7lN7+vWs9Dvn8vrs6M2dRp9OxYcMGsrOz6d279JslOzubtWvXEhgYiL+/v/F4ZGQkCxYs4MiRI1y5cqXc9jt37oxWq6VDhw688cYb9O3bFyiq8XT8+HHmzJljPNfCwoJhw4Zx6NChctvTarUlhpgyMzMr9XqFaEz0ej3Z2dnG5DA9Pb3MIVp7e3tcXV1xcXHBxcUFS8s68yuqTijeUyZEfXYr5xZ/3/x3cgty6ejVkTVj1uDr5GvusEQ5zP6b+MyZM/Tu3Zu8vDwcHBzYvHkz7dq1Mz7+8ccfM2vWLLKzs2ndujXbt2/H2rqozpJWq2XSpEm8/fbbBAQElJksent7s2LFCrp164ZWq2XVqlUMGjSII0eO0LVrV5KTk9HpdHh5eZV4npeXFxcuXCg37sWLFzN//nwTfReEaFgKCwtLJIYZGRmlhkpVKhX29vY4Ozvj5OSEi4sLGo3MURKiMdh/Yz+5BbkEuwXz/cPfY2NpY+6QxB2YPVls3bo1p06dIj09nY0bNzJ16lT27t1rTBgnT57M8OHDiYuL45133mHChAkcOHAAGxsb5syZQ9u2bXnkkUfu2H7r1q2N9/v06cPly5d57733+OKLL6oc95w5c5g5c6bxfkxMTIkkV4jGSKvVcvPmTeLi4tDpdCUes7S0xMnJyZgcOjk5lZp7LIRoHPbf2A/A0MChkijWA2ZPFq2trQkODgYgNDSUo0ePsmzZMlauXAmAs7Mzzs7OtGzZkl69euHq6srmzZuZNGkSu3bt4syZM2zcuBH4qwyDu7s7r776ark9fz169GD//v3Gc9VqNQkJCSXOSUhIKLFa+nYajaZEL0hGRkYVvwNC1H85OTncvHmT+Ph44/9DGxsbXFxcjAminZ2dzHMTQgBw4OYBAPr49zFzJKIizJ4s3k6v15dbbsIwKdvw+HfffVdixeTRo0d57LHH2LdvX4kFMLc7deoU3t5FtZusra0JDQ1l586djBs3zhjDzp07mTFjholelRANU2ZmJjdu3CApKcl4zMXFhYCAAFxdXSU5FEKUEpsZy7W0a6gt1PTy62XucEQFmDVZnDNnDqNGjSIgIIDMzEy+/vpr9uzZQ0REBFeuXCE8PJwRI0bg4eFBdHQ0S5YswdbWltGjRwOUSgiTk5MBaNu2rXHl89KlSwkMDKR9+/bk5eWxatUqdu3axa+//mp83syZM5k6dSrdunWjR48eLF26lOzsbKZNm1Y73wgh6hFFUUhLS+PGjRukpqYajzdp0oSAgACcnZ3NGJ0Qoq47cKOoVzHEKwRHjaOZoxEVYdZkMTExkSlTphAXF4ezszMhISFEREQwfPhwYmNj2bdvH0uXLiU1NRUvLy8GDBjAwYMHK1X7MD8/nxdffJGYmBjs7OwICQlhx44dJQp1T5w4kaSkJObOnUt8fDydO3fml19+KbXoRYjGTFEUkpOTuXHjhnH1v0qlwtPTk4CAAOwbWGkfIUTNMA5B+8kQdH1R5+os1ldSp0mYXB2ps6goCrdu3eLKlSvk5OQAReWlvL298fPzw9bW1ixxCSHqH0VR6LGqBzEZMXzz4DcMbD7Q3CHJ53cF1Lk5i0KIuiM3N5eLFy+SkpICFK1o9vHxwc/Pz1jCSgghKup6+nViMmKwUlvR3be7ucMRFSTJohCiFL1ez40bN7hx4wZ6vR6VSoW/vz8BAQFSKFsIUWUHbx4EoEvTLthZ2Zk5GlFR8ltfCFFCSkoKFy9eNFYacHV1pWXLltjZyS92IUT1GOor9vXva+ZIRGVIsiiEACAvL49Lly4ZqwoYaqB6eHhICRwhRLUpimLsWewbIMlifSLJohCNnF6vJzo6muvXr6PT6VCpVPj6+tK8eXMZchZCmMyllEskZidirbYm1DvU3OGISpDd6IVoxNLS0jh27BhXrlxBp9Ph7OxMaGgowcHBkigKIUzKUDKnh28PNJb1fx/4jz76iObNm2NjY0PPnj35/fffyz133bp1qFSqEjcbm/qzzaF8GgjRCBUWFnLx4kXjNpdWVlYEBQXh5eUlQ85CiBphGIJuCFv8hYeHM3PmTFasWEHPnj1ZunQpYWFhREVFlVsL2snJiaioKOP9+vS7VpJFIRqZ3Nxczp49S3Z2NgA+Pj4EBgZiZWVl5siEEA2VXtEbexb7BfQzczRly8zMJCMjw3hfo9Gg0ZTdA/ruu+/y5JNPGnd6W7FiBVu3bmXNmjXMnj27zOeoVCqaNm1q+sBrgQxDC9GIpKamcvz4cbKzs7G2tqZLly60atVKEkUhRI2KSo4iNTcVOys7Onl1Mnc4ZWrXrh3Ozs7G2+LFi8s8Lz8/n+PHjzNs2DDjMQsLC4YNG8ahQ4fKbT8rK4tmzZrh7+/P2LFjOXfunMlfQ02RnkUhGgFFUYiJieHy5csoioKjoyMdOnQo969mIYQwJUPJnJ5+PbFS180/TiMjI/H19TXeL+/3Y3JyMjqdrtSWwF5eXly4cKHM57Ru3Zo1a9YQEhJCeno677zzDn369OHcuXP1YtcYSRaFaOD0ej1//vkn8fHxQNEvtNatW2NhIQMLQojaYRiCrsv1FR0dHXFycqqRtnv37k3v3r2N9/v06UPbtm1ZuXIlb775Zo1c05QkWRSiAcvPz+fs2bPGeThBQUH4+fnVq4nVQoj6TafXcTj6MNAwFre4u7ujVquNCwQNEhISKjwn0crKii5dunDp0qWaCNHkpGtBiAYqIyOD48ePk5GRgaWlJSEhIfj7+0uiKISoVWcTz5KhzcBJ40QHzw7mDqfarK2tCQ0NZefOncZjer2enTt3lug9vBOdTseZM2fw9vauqTBNSnoWhWiAEhISiIqKQq/XY2dnR4cOHWS7PiGEWRiGoHv69cTSomGkHTNnzmTq1Kl069aNHj16sHTpUrKzs42ro6dMmYKvr69xkcyCBQvo1asXwcHBpKWl8fbbb3P9+nWeeOIJc76MCmsYPzUhBFC0kOXKlSvcvHkTgCZNmtC2bVspsC2EMBtjyRz/ulkypyomTpxIUlISc+fOJT4+ns6dO/PLL78YF73cuHGjxLzw1NRUnnzySeLj43F1dSU0NJSDBw/Srl07c72ESlEpiqKYO4iGIDo6Gn9/f27evFkvVjaJeiA7Gxwcir7OygJ7+zueXlhYSGRkJCkpKQA0a9aM5s2by7CzEMJsCnQFtP2oLTkFOeyYsoN2HnUvOZLP77uTOYuiRiiKwifHP+HQzfJrTgnT0el0nD59mpSUFCwsLGjXrh2BgYGSKAohzOp0wmlyCnJwtXWljXsbc4cjqkjGpkSNOBF3gjf2vEEzl2YcelwSxpqk1+s5d+4cmZmZWFlZERISgqOjo7nDEkIIY33FPn59sFBJ/1R9JT85USOibhXtf3k97Tp5hXlmjqbhUhSFqKgoY49ix44dJVEUQtQZhv2g+wbU3fqK4u4kWRQ14krqFePXV1OvmjGShu3q1askJCSgUqlo3759jRWUFUKIytIWajkaexSo28W4xd1JsihqxOXUy2V+LUwnOjqaGzduAEVbSTVp0sTMEQkhxF+Oxx1HW6jF096TYLdgc4cjqkGSRVEjLqf8lSAW72UUppGYmGis/B8YGFjhXQOEEKK2GIag+/j3kcV29Zwki8LkCvWFXE+/brwvyaJppaWlcf78eQB8fHwICAgwc0RCCFGaYXFLv4CGU1+xsZJkUZhcdEY0BboC430ZhjadrKwszp49i6IouLu707JlS/mLXQhR5+QU5HAy/iTQMPaDbuwkWRQmZ+hJtFZbAyWHpEXV5eXl8ccff1BYWIizszPt2rWTRFEIUScdjTlKga4AH0cfmjk3M3c4opokWRQmZ0gWDaUS0vLSSM1NNWdI9V5BQQF//PEH+fn52Nvb06FDhxJbSQkhRF1i3OIvoJ/8UdsAyKeNMDlDstjBowPejt4ljomqiYyMJCcnB41GQ8eOHbGysjJ3SEIIUS5DsihD0A2DJIvC5C6lFK3SbeHagiDXIEDmLVZXeno6lpaWhISEYGNjY+5whBCiXBnaDE7HnwakvmJDIcmiMDlDL2KQW9BfyaLMW6w0RVGMX1tYWNChQwfs7e3NGJEQQtzdkegj6BU9zV2a4+vka+5whAlIsihMKrcgl9jMWACCXINo4doCkGHoqoiPjzd+3bp1a1xcXMwXjBBCVJBxiz/pVWwwJFkUJnUt7RoALjYuuNq6/pUspkmyWBnZ2dlcvvxXb6yHh4cZoxFCiIrbf7OovqLsB91wSLIoTMowNzHILajEv1dSr6BX9GaLqz7R6/WcP38evV6+X0KI+iUtL43IpEhAFrc0JJIsCpMyDDe3cCnqUfRz8sNKbYW2UGscnhZ3dvXqVbKysmTFsxCi3jl08xCKotCySUs87T3NHY4wEUkWhUkZFrIYhp8tLSyNBVll3uLdpaSkcPPmTQBatmxp5miEEKJyjFv8+csWfw2JJIvCpAxzEw3JYvGvZUX0nRUUFHDhwgWgaM9nd3d3M0ckhBCVczC6aHGLDEE3LJIsCpMyJITBbsHGY4byOdKzWD5FUbhw4QL5+fnY2dkRFBRk7pCEEKJSkrKTiEqOAqC3f28zRyNMSZJFYTKpuamk5aUB0NylufG4YZGLFOYuX1xcHLdu3UKlUtGuXTvUarW5QxINlE6vY+3JtXxy/JMStTyFqK5D0YcAaOfRDjdbNzNHI0zJ0twBiIbD0HPo4+iDrZWt8bjUWryz7OxsLl36/11vWrTAwcHBzBGJhio2M5YZP8/gcPRhoGhO8WNdHjNzVKKh+O36b4DUV2yIpGdRmIyh57D4fMXi929m3CRfl1/rcdVlxcvkuLq64ufnZ+6QRAP188WfGfr5UA5HH8ZKXbTSfv7e+ZxNPGvmyERDkJWfxQ9RPwAwrMUwM0cjTE2SRWEyxm3+XEvOt/Ow88DB2gFFUYxFu0WRK1euGMvktGnTBpVKZe6QRAOTW5DLy9tf5okfniA9L50u3l3Y++heRgSNoEBXwPSfppOVn2XuMEU9t+HcBrLyswhyC5Ji3A2QJIvCZG4vm2OgUqlKFOcWRVJSUoiOjgagTZs2aDQaM0ckGprzSecZ9dUovvjjC1QqFTN6zGDLxC00d2nOe2Hv4e3ozdXUq7yy8xVzhyrqMUVRWHtqLQDTOk/DQiWpRUMjP1FhMoayOYbEsDhDkW4pn1MkPz+/RJmcJk2amDki0ZAoisLak2sZ9dUo/rz1J572nnz74Le80v8V4xC0q60rH4/+GAuVBRsjN7Lh3AYzRy3qq/039nMp5RL21vaMbzfe3OGIGiDJojAJvaL/a/eW23oWix+TFdFFH+RRUVFSJkfUiJTcFKZ9P41Xd71Kvi6fYS2GsXPKTvo361/q3J5+PXmpz0sAzNk5R/6Yq4RCfSFpeWkU6gvNHYrZrTm1BoAJ7SbgqHE0czSiJshqaGEScZlxaAu1WKmt8HMqvUhDhqH/EhsbK2VyRI04cOMAM7bNICErASu1FXMHzOWxLo/dcS7s8z2e58DNAxy4cYDpP01n69+2orGUKRF3EnEpgpd3vExidiIADtYOOGmccLZxxknjVPS1xtn4r7ONM172XoxuOdrYs9tQ3Ey/yfbL2wF4tPOj5g1G1BhJFoVJGJLAZs7NsLQo/baS8jlFsrOzuXy5qPcmKChIyuQIk0jOSWbViVV88PsHKIpCsFswy+9ZTnvP9nd9rtpCzYejPmTYF8OITIpkwd4FLBq6qBairn/S89J5fffrbIzcWOJ4Vn4WWflZxGbG3vH5w1oM47NxnzWohWyfnf4MvaKnf7P+tGwiW5Q2VJIsCpMor2yOgeF4ck4yGdoMnDROtRZbXaEoirFMjpubG76+vuYOSdRDuQW5nEk8w8m4k5yML7rdTL9pfPxvHf/GgsELsLOyq3CbXg5eLBu5jEc2PcLaU2vp36w/I4NH1kT49dauq7t48dcXSchKwEJlwbPdn+WfPf+JVqclQ5tBel560b/aon/T8tLI0GYYv/754s/suLKDz09/ztTOU839ckwirzCPr898DcBjnaVeZ0MmyaIwCcNcp9vL5hg4WDvg5eBFQlYCl1Mu08W7S22GVyfExsaSlZWFpaUlrVu3blC9C6Jm6PQ6LqZc5FT8KU7EneBk/EkuJF9Ap9eVOre1e2tm9prJfa3vq9K1hgQO4Zluz7D82HJeiHiBjp4d8XWSP2gytZm8secNvjn7DVA0pWZp2FJCfUIBsMe+QruVfHr8U+btmcf8vfPpG9C3xJao9dX3F74nLS8NPyc/qa3YwEmyKEzCsBK6vJ5Fw2MJWQlcSb3S6JLF/Px8rl69CkBgYKCUyRF3FJkUydsH32b/jf1k52eXetzLwYsuTbsU3by7EOIVYpLe+tn9ZnM45jAn407y7M/P8t2E78qcVtJY7L+xnxciXiAmIwaVSsWTXZ9kdr/Z2FjaVLqtx7s+zo6rO9h3fR/P/fwcP036qV7PX1QUhdUnVwNFcxXVFjL3uiFrvL8FhEkZC3KXUTbHoIVLCw7dPNQo5y1euXKFwsJCHBwc8PHxMXc4oo6Ky4zjvwf+y/rI9cZ9m+2t7enk1YnOTTvT1bsrXZp2oalD0xrpmbZSW/Hx6I8Z8eUIjsYc5X8H/8fL/V42+XXquuz8bBb+tpDPTn8GQDOXZiwNW0pPv55VbtNCZcGykcsY/NlgziSc4X+H/sfsfrNNFXKtOx53nLOJZ9FYapjUYZK5wxE1TJJFUW35unzjnKk79SwaEsnGVj4nPT2d+Ph4AFq1aiXDz6KUTG0mHx/9mJXHV5JXmAfAmNZjeL7H87Rxb1OrvTbNXJrx9vC3efqnp3n/9/fpG9CXfgH9au365nY4+jAvRLzA9bTrQFGv2av9X8Xe2r7abTd1aMrbw9/mqR+f4oPfP2Bw88HVSkDNac3JonI541qPw9XW1czRiJomdRZFtV1Pu45e0eNg7YCHnUe55xnmMzamZFFRFP78808AvL29cXJqfAt7RPkKdAWsO7WOPmv6sOzIMvIK8+jh24Of/vYTK+5dQXvP9mYZ3hvTegyTO05GURRm/DyDpOykWo+htuUV5jFv9zweXP8g19Ou4+vkS/hD4fxn6H9Mkiga3NvqXia2n4iiKDy/7XkytBkma7u2JGQl8NOfPwHwWBdZ2NIYSLIoqq14Me479ZoVL59jGGJr6GJiYsjOzsbS0pIWLcrvdRWNi6IoRFyKYMjnQ3hl5yvcyrlFoGsga8auYfPEzXT17mruEFkweAGt3VuTmJ3IP3/5J3pFb+6QakxSdhIPhD/Apyc+RVEUJnWYxK4pu8osZG4KCwYvIMA5gOiMaF7b9VqNXKMmffnHlxTqC+nm042OXh3NHY6oBZIsimq7W9kcgwDnANQWanILcknITqiN0MxKq9UaF7W0aNECK6v6O5ldmM6p+FM8uP5Bpn0/jcspl3GzdWPRkEXsmbqHkcEj68w0BVsrW1bcswIbSxv2XNvDkv1LGuQfeZdSLnHfN/dxKv4ULjYufHH/F/wv7H81uhOJo8aRD0Z9YNxq8YeoH2rsWqZWoCvgiz++AKRXsTGRZFFU293K5hhYqa0IcA4o8ZyG7PLly+h0OhwdHfH29jZ3OMLMkrKTeHbrs4z+ajSHow+jsdTwfI/nOfj4QaZ1mVYnV8a2dm/NoiFFBbo//P1DXvr1pQa1vd3h6MPc98193Ei/QTOXZvz0t58Y2mJorVy7u293/tHzHwDM2j6LuMy4Wrludf188WcSsxPxtPfknpb3mDscUUvMmiwuX76ckJAQnJyccHJyonfv3mzbts34+PTp0wkKCsLW1hYPDw/Gjh3LhQsXymzr1q1b+Pn5oVKpSEtLK/HYnj176Nq1KxqNhuDgYNatW1fq+R999BHNmzfHxsaGnj178vvvv5vypTZohrI5d1oJbdBY5i2mpaWRmFi0FZgsahEAz297ni0XtqBSqRjfbjwHHjvAnP5z6nyB+kkdJ7Fk2BIsVBZ8c/Ybpn0/jZyCHHOHVW1bLmxh4saJpOelE+oTyk+Tfrrr6IipvdDrBTo37UyGNqPeDPUb9oH+e8jf6+QfOKJmmDVZ9PPzY8mSJRw/fpxjx44xZMgQxo4dy7lz5wAIDQ1l7dq1nD9/noiICBRFYcSIEeh0pQvSPv7444SEhJQ6fvXqVe655x4GDx7MqVOn+Ne//sUTTzxBRESE8Zzw8HBmzpzJvHnzOHHiBJ06dSIsLMz4YS/urPicxbtpDNv+6fV646IWHx8fHB1rbjhL1A8n407y2/XfUFuo+XHSjywbtQwfx/pTQmlKpymsHrMaG0sbdl7ZyYPrHyQ5J9kkbSuKUqvD24qi8OHvH/Ls1mcp0BUwuuVoNozfQBO7JrUWg4GV2ooPR3+IrZUt+2/s59Pjn9Z6DJVxNvEsR2OOYmlhySMhj5g7HFGLzJos3nfffYwePZqWLVvSqlUrFi1ahIODA4cPHwbgqaeeYsCAATRv3pyuXbuycOFCbt68ybVr10q0s3z5ctLS0njppZdKXWPFihUEBgbyv//9j7Zt2zJjxgweeugh3nvvPeM57777Lk8++STTpk2jXbt2rFixAjs7O9asWVOjr78hyNBmGFdKBroE3vX8xpAsxsTEkJOTg5WVFYGBd/+eiIbv/d/fB+DBtg/WicUrVREWHMaG8RtwtXXldPxpxnwzhmtp16rcXnpeOm/ufZPgD4Lpu6Yv7x95n4Ssmp3LXKgv5OUdL/Offf8B4KnQp1h578oqFdk2lRauLZg/aD4A/9n/HyKTIs0Wy90YyuXc0/IevBy8zByN+VV2RHLDhg20adMGGxsbOnbsyM8//1xLkVZfnZmzqNPp+Pbbb8nOzqZ3796lHs/Ozmbt2rUEBgbi7+9vPB4ZGcmCBQv4/PPPsbAo/XIOHTrEsGEltyEKCwvj0KFDQNHOGsePHy9xjoWFBcOGDTOeUxatVktGRobxlpmZWenX3BBcTS1awOFp71mhCeENfRhaq9Ua/5iRRS0C4ELyBSIuRaBSqZjRY4a5w6mWUJ9Qfpz0IwHOAVxLu8a9X9/LibgTlWqjQFfAqhOr6L26N8uPLSe3IJdraddYsn8JoZ+EMmXzFLZd3EaBrsCksWflZzF1y1S+/ONLVCoVC4cs5I1Bb9SJnUcmd5zM8KDhFOgKeO7n59AWas0dUimpualsvrAZkIUtUPkRyYMHDzJp0iQef/xxTp48ybhx4xg3bhxnz56t5cirxuzJ4pkzZ3BwcECj0fD000+zefNm2rVrZ3z8448/xsHBAQcHB7Zt28b27duxtrYGij6YJ02axNtvv01AQECZ7cfHx+PlVfIvIC8vLzIyMsjNzSU5ORmdTlfmOYZCymVZvHgxzs7OxlvxmBuTygxBw1/zGm+k3zD5h0FdcOnSJXQ6HU5OTjRt2tTc4Yg64IMjHwBFvTENYT/gFq4t+HHSj4R4hZCSm8JD6x9i++Xtd32eoihs/XMrA9cNZO7uuaTlpdGqSSvWjVvH0pFFu6PoFT07ruzg8R8eJ/STUN7c+yaXUi5VO+aErATuD7+f3Vd3Y2Npw5oxa+pUwqNSqfjfiP/hbudOVHKUseezLvnm7DdoC7V08OxAN59u5g7H7Co7Irls2TJGjhzJv//9b9q2bcubb75J165d+fDDD2s58qoxe7LYunVrTp06xZEjR3jmmWeYOnUqkZF/dcNPnjyZkydPsnfvXlq1asWECRPIyyva4WDOnDm0bduWRx6p/bkTc+bMIT093XgrHnNjUtGyOQZe9l7YWtmi0+u4kX6jJkOrdampqSQlFQ3Jy6IWAXAt7RrfR30PwPM9njdzNKbjYe/BdxO+Y3DgYPIK85j2/TS+/OPLcs8/Hnucsd+O5ckfn+Ra2jU87D14e/jb7JiygxFBI5jQfgKbJ25m37R9PNv9WTzsPUjOSWb5seUMWDuAMd+MIfxseJn7ZN/N+aTzjP56NOcSz+Fu5853E74jLDisOi+/RrjbufNu2LsAfHriU367/puZI/qLTq9j3al1QFGvYkP93ZaZmVlixFCrLbuHtyojkncb5azrzL7dn7W1NcHBRX9th4aGcvToUZYtW8bKlSsBjD13LVu2pFevXri6urJ582YmTZrErl27OHPmDBs3bgQwTpJ2d3fn1VdfZf78+TRt2pSEhJLzYBISEnBycsLW1ha1Wo1arS7znDv1DGk0GjQajfF+Rkb9q8JvChUtm2OgUqlo4dqCc4nnuJJ6pUIrqOsDvV7PxYsXAfD19cXBwcHMEYm64OOjH6NX9AwOHNzgihfbW9uzbuw6Zm2fRfi5cGP5l5f6vGRMJq6nXWfx/sXGOoI2ljY82/1Znun2TJm7ogS5BfHagNd4ue/L7Lq6i6/Pfs2uq7s4FnuMY7HHeG33awxvMZwmtk3QWGqwtbRFY6nBxtIGjbro3+K35JxkZu+cTaY2kyC3IL564Ctj+a66aFiLYUztNJXPTn/GP3/5J3sf3VsnVsvvvLqT6IxoXGxcGNdmnLnDqTG3jxDOmzePN954o9R5dxqRLK9iS3mjnHcawaxLzJ4s3k6v15ebzRtWzRke/+6778jNzTU+fvToUR577DH27dtHUFBREtK7d+9Sk0i3b99unBdpbW1NaGgoO3fuZNy4ccYYdu7cyYwZ9Xt+UW2oTNkcgyDXIM4lnuNy6mWGM7ymQqtV0dHR5OTkYG1tLYtaBADxWfGEnwsH4B89/mHmaGqGldqKd8PexdfJl3cPvct7h98jNjOWVwe8yke/f8SaU2so0BWgUqmY2H4is/rOoqnD3adnWKmtCAsOIyw4jISsBDZEbuCbs99wNfUqWy5sqXScvfx6sWbsGlxsXCr/ImvZ3IFz+e3Gb1xNvcqHv3/IK/1fMXdIrD65GoC/dfybWRcD1bTIyEh8fX2N94t3CDV2Zk0W58yZw6hRowgICCAzM5Ovv/6aPXv2EBERwZUrVwgPD2fEiBF4eHgQHR3NkiVLsLW1ZfTo0QDGhNAgObmolEPbtm1xcXEB4Omnn+bDDz9k1qxZPPbYY+zatYv169ezdetW4/NmzpzJ1KlT6datGz169GDp0qVkZ2czbdq02vlG1FOKolR6ziIUW+TSQApz5+XllVjUYmlZ5/4GE2aw4tgKCnQF9PTrSU+/nuYOp8aoVCpe6vMS3g7evLzjZcLPhbPx/EZ0+qISZwOaDWDuwLm086javG4vBy9m9JjBc92f40jMEY5EHyGvMK/0TZeHtlBrvK/VFX09qNkg5g2ah7Xa2pQvu8bYWtnyxsA3mLplKp8c/4Spnabi6+R79yfWkIu3LrLv+j5UKhVTO001Wxy1wdHRESenu/fkuru7V3pEsrxRzvoyt92sn2qJiYlMmTKFuLg4nJ2dCQkJISIiguHDhxMbG8u+fftYunQpqampeHl5MWDAAA4ePIinp2eFrxEYGMjWrVt54YUXWLZsGX5+fqxatYqwsL/mrEycOJGkpCTmzp1LfHw8nTt35pdffinVZSxKSsxOJDs/GwuVBc2cm1X4ecbyOWkNo3zOpUuX0Ov1ODs7y3tGAJCSm2LcEq2h9irebnLIZDztPZn+03TyCvNo496GuQPnMqj5IJO0r1Kp6OXXi15+vUzSXl02rMUw+vj34eDNgyzev5gPR5tvEYRhruLwFsPxd/a/88mNRFVGJHv37s3OnTv517/+ZTxWfJSzrjNrsrh69epyH/Px8al0DaJBgwaVWdx10KBBnDx58o7PnTFjhgw7V5KhVzHAOaBSlfwbUq3FlJQUkpOTUalUtGzZssFO/BaVs/rEanILcuno1dFkyVJ9MDxoONv/vp1LKZcY1mJYnShLUx+pVCrmDpzLyC9Hsun8Jp7s+iSdmnaq9TiupV1jfeR6AB7v8nitX78uu9uI5JQpU/D19WXx4sUA/POf/2TgwIH873//45577uHbb7/l2LFjfPLJJ+Z8GRVm9tXQov6qyhA0/DW/MSErgaz8LJPHVVsUReHKlaLvgSxqEQaZ2kzjHK9/9PhHo/sDIsgtiLDgMEkUqynEK4QH2z4IwILfFtTqLjc6vY4Vx1Yw5LMhZOdn08a9Df0C+tXa9euDiRMn8s477zB37lw6d+7MqVOnSoxI3rhxg7i4v/b77tOnD19//TWffPIJnTp1YuPGjWzZsoUOHTqY6yVUikyuElVW2bI5Bk4aJ9zt3EnOSeZK6hVCvEpv01gfJCYmkpWVhVqtplmzig/Di4bt89Ofk6HNINgtmFEtR5k7HFGPze43m58u/sShm4fYfmU7I4JG1Pg1o5KjmPnrTE7GFY3G9Qvox7th7za6P3oq4k4jknv27Cl1bPz48YwfP76Go6oZ0rMoqsyQLFa0bE5x9X0oWq/Xc/Vq0e41AQEBslOLACCvMI+Vx4vKfs3oMQMLlfyKFVXn6+TLU12fAuDN396s0Y0MCnQFvHvoXUZ8OYKTcSdx1Djyzoh3CH8oHD8nvxq7rqgf5DeZqDJDoleVWomGZLG+roiOjY0lLy8Pa2tr/PzkF6ko8s2Zb0jOScbPyY/729xv7nBEAzCjxwya2DXhcsrlOxY+r47T8acZ+dVI3jn4DgW6AoYHDWfvo3v5W8e/SY+iACRZFFVUqC/ketp1oPLD0PBXb2R97FksLCzk+vWi1968eXPUapmbJYp6Zj46+hEAz3Z/tlKLvoQoj6PGkRd7vwjA/w79jwyt6TaAyCvMY+FvC7nn63s4n3QeN1s3Pr7nY9aNXVehepii8ZBksR7Iys+q1cnNFRGdEU2hvhAbS5sq/VIx9EbWx/I50dHRFBQUYGtrW29qZImat+n8JmIzY/Gw9+DhDg+bOxzRgEzuOJkgtyBSclP48HfTlNE5En2EYZ8PM+4yNLb1WPY+updxbcZJb6IoRZLFOm7bxW30W9OPH//80dyhlGAYPg50DazSvKziw9B1LRG+k/z8fG7evAkUFeC2sJD/QqJo9egHv38AwPTQ6Q16lwtR+6zUVswdMBeAT45/QkxGTJXbysrP4tWdr3J/+P1cSb2Cl4MX68atY/m9y2li18RUIYsGRj7p6rjIpEgSsxN5dderpOammjsco+osbgFo7tIclUpFVn4WSTlJpgytRl2/fh2dToejoyPu7u7mDkfUET9f/JkrqVdw0jgxpdMUc4cjGiBDoe58XT6L9y+uUhsXki8Q9mUYa0+tBWBSh0nsfXRvrayyFvWbJIt13D96/oPW7q25lXOLeXvmmTscI+Piliomi9Zqa/yd/Eu0Vdfl5uYSGxsLFPUqylCNgKJ6m+///j4AT3R9AgdrqbcpTM9QqBuKpjycjj9dqef/EPUD93x9D1dTr+Lj6EP4Q+H8L+x/OGnuvr2dEJIs1nFWaiveGf4OKpWKjZEb2X11t7lDAqpekLu4+lY+5+rVqyiKgpubG66uruYOR9QRu67u4lziOeys7GSXC1GjqlKou0BXwBt73uDpn54mtyCXfgH9iHgkgv7N+td0uKIBkWSxHgj1CTV+CM3aMYvs/GwzR1T1gtzFGXol60P5nMzMTBITE4GiXkUhoKhXcdmRZQBM6TQFV1v5I0LUrNn9ZqOx1BgLdd9JYnYiEzdO5JPjRVvKPd/jeb558BuZmygqTZLFeuLlvi/j5+RHTEYMS/YvMWssOQU5xGUWbWNUlRqLBsZFLql1P1k0bOvn6ekp2/oJoyMxRzgWewwrtRXTQ6ebOxzRCBQv1L1g74JyC3Ufiz1G2JdhHI4+jIO1A6vHrGZO/zmyDaOoEkkW6wl7a3veHv42AGtOreF47HGzxXIt7RoArrauuNi4VLkdY/mcOj4MnZqaSmpqKiqVisDAQHOHI+oQQ6/iw+0fxsvBy8zRiMbCUKj7SuqVUoW6FUVh7cm1PBD+AAlZCbRq0optk7fJ1pOiWiRZrEcGNh/IhPYTUBSFF399kXxdvlniMAwbV2cIuvjzr6dfp1BfWO24aoKiKMZeRR8fH2xtbc0ckagr9lzbw95re1FbqHm2+7PmDkc0IuUV6s4tyOUf2/7Bq7tepVBfyH2t7mPr37ZWawRICJBksd55Y9AbuNu58+etP/ngyAdmicEwbBzsGlytdnwcfdBYaijQFRCdEW2K0EwuKSmJzMxM1Go1zZo1M3c4oo6IzYzluZ+fA2BKyBSauch7Q9Su2wt1X0u7xr3f3Mt3579DbaFm3sB5rLh3BfbW9uYOVTQAkizWMy42LiwcshCA939/nwvJF2o9BlOshAawUFnU6T2i9Xo9V69eBcDf3x9ra2szRyTqggJdAdN/mk5qbiodvToay5kIUZtuL9Q98suRnE86j7udO+sfWs/0btOlvJcwGUkW66H7Wt3HiKARFOgKeOnXl9DpdbV6fVMliwAtXOpu+Zz4+Hhyc3OxsrLCz8/P3OGIOuLN397keOxxnDROfHrfp2gsNeYOSTRSxQt1Z2gzCPUJ5de//0pv/97mDk00MJIs1kMqlYolw5bgqHHkRNwJ1pxcU2vXVhSFSymXABMli3W01qJOp+PatWsANG/eHEtLS/MGJOqEH6N+ZNWJVQC8P+p9ApwDzByRaMxUKhWLhiyinUc7ngp9ik0TNtHUQfarF6YnyWI91dShKa/1fw2AJQeWcCP9Rq1cNzUv1TiZOtC1+iuDDROv61r5nOjoaPLz87GxscHb29vc4Yg64HLKZWb+OhOA57o/J1ukiTqhtXtrdkzZwRuD3sBKbWXucEQDJcliPTY5ZDK9/HqRW5DLrO2zKlTNv7oMPYC+Tr7YWNpUuz1jYe46lCwWFBRw40ZR8h0YGIiFhfw3aexyCnJ48scnyc7Pprd/b17u97K5QxJCiFojn4L1mIXKgndGvIO12prfrv/GhsgNNX5Nw0KUqu4JfTvDMHRcZhw5BTkmabO6rl+/jk6nw8HBAU9PT3OHI8xMURRm75jNheQLeNp7svye5VhayLQEIUTjIcliPdfCtQUv9XkJgHl75pGUnVSj1zP0AJoqWSxe2NtQ7Nuc8vPziY2NBYq29ZPVhOLrM1+zMXIjFioLlt+zHE97+QNCCNG4SLLYAEwPnU57z/ak56Xz+u7Xa/RaplwJbWCct1gHyufcvHkTvV6Pk5MTrq6yz29jdybhDK/uehWAOf3myCpTIUSjJMliA2CltuLdEe+itlDzQ9QP/Hr51xq7Vo0ki3Vk3mJhYaGxV7FZs2bSq9jIpeel8+SPT5Kvy2d40HCe6f6MuUMSQgizkGSxgejo1ZHpodMBeHnHyzUy/0+v6GskWawr5XNiYmLQ6XTY29vj5uZm1liEeSmKwj9/+Sc30m8Q4BzA+yPfx0Ilvy6FEI2T/PZrQF7q8xJ+Tn4kZCWw9c+tJm8/NjOWfF0+Vmor/JxMV6S6LiSLOp2O6OiiLQcDAgKkV7GRW35sOb9e/hVrtTWf3vcpzjbO5g5JCCHMRpLFBsTG0oa/dfwbQI2sjDYkc81dmqO2UJusXcMw9KWUS7VS/qcs8fHxFBQUYGNjIyugG7nD0YdZvH8xAAuHLKSjV0czRySEEJVzOeUyr+16jUnfTSIxOxGAbRe3cS7xXJXak2SxgXmw7YMAHLh5gNjMWJO2beqyOQaG4t4Z2gxSclNM2nZF6PV6bt68CRTtAS29io1XYnYiT//0NDq9jofaPcTkjpPNHZIQQlTK3mt76bi8I0dijrDp/Cay8rMAOJ1wmnl75lWpTUkWGxh/Z396+/dGURQ2nd9k0rYNC1BMOV8RinpEfZ18AfMMRScmJpKXl4eVlRVNm8pWWY3ZqztfJTE7kdburVkybIn84SCEqHdm75zNwiEL2f737VirrY3HhwQO4XD04Sq1KcliAzS+3XgA1p9bb9Jh3YspFwHT9yyC+eYtKopSoldRrTbd8LqoX7SFWnZc3QHAspHLsLOyM3NEQghReWcSznB/m/tLHfe09yQ5J7lKbUqy2ADd0/IeNJYaLqVc4nTCaZO0GZcZx8GbBwHo4t3FJG0W5+1QtP9yUk7NFhW/3a1bt8jOzkatVuPj41Or1xZ1y7HYY2gLtXg5eNHRU+YpCiHqJxcbF+Ky4kodPxl30jiKV1mSLDZAjhpHRgWPAmDDOdMsdFl3ah06vY7e/r1p497GJG0WZ9jFJS0vzeRtl0dRFOMe0L6+vlhayhZujdm+G/sA6OffT4afhRD11sMdHublHS8TnxWPChV6Rc+BGwd4aftLTAmZUqU2JVlsoAxD0VuitlCgK6hWW7kFuXx55ksAnujyRLVjK4uzpqg0SW0mi+np6WRkZGBhYYGfn+lKAYn6af+N/QD0C+hn5kiEEKLq/jP0P7Rp0gb/9/zJys+i3UftGLBuAH38+/DagNeq1KZ0pTRQ/Zv1x9Pek8TsRHZd3UVYcFiV29p0fhOpuan4O/szImiECaP8i6FnMT0vvUbaL4uhV7Fp06ZYW1vf5WzRkGVoMzgVfwoo+r8jhBD1lbXamk/HfMrrA1/nbOJZsvKz6NK0Cy2btKxym9Kz2EBZWljyQNsHgOrVXFQUhVUnVwHwWOfHTFpfsThX26J9mNO0aTXS/u0yMzNJSUlBpVLh7+9fK9cUddehm4fQK3pauLbAx1Hmrgoh6i/DKEmAcwCjW45mQvsJ1UoUQZLFBs0wFL39yvYqD+8euHmAqOQo7KzsmNRxkgmjK6m2h6ENvYqenp7Y2trWyjVF3WWYrzig2QAzRyKEENUz5LMhBC4L5JWdrxCZFGmSNiVZbMDaerSlnUc7CnQFfH/h+yq18emJTwGY2H4iThonU4ZXQm0ucMnJySEpqWjVtfQqCii2uEXmKwoh6rnYF2N5sfeL7L2+lw4fd6Dzis68feBtojOiq9ymJIsN3IT2EwDYeH5jpZ97Le0aO64U1Z17vOvjJo3rdrWZLBrqKjZp0gQHB4cav56o2xKyErh46yIqlYo+/n3MHY4QQlSLu507M3rM4MBjB7j8j8uMbzeez05/RvOlzRny2ZAqtSnJYgM3rs041BZqjscer3TB69UnVqMoCkNbDDX5ri23MySL2fnZ1V69fSdarZb4+HgAAgICauw6ov4w9CqGeIUY34dCCNEQBLoGMrvfbJYMW0JHr47svb63Su1UaDV0eHh4hRucOHFilQIRNcPT3pNBzQex88pONkZuZFbfWRV6XqY2k/BzRT/3miqXU1zxIe50bTrudu41cp3o6GgURcHZ2RlnZ+cauYaoX4wlc/xlCFoI0XAcuHGAr858xcbIjeQV5jG2zVgWD11cpbYqlCza2NhUqXFRN4xvN96YLL7U5yUsVHfvUA4/F05WfhYtm7SslUn/ags1ThonMrQZpOfVTLJYUFBAbGwsIL2KooiiKLK4RQjRoMzZMYdvz31LbGYsw1sMZ9nIZYxtM7ZaW5hWKFkcO3ZslS8gzG9E0AgcNY5EZ0RzJPoIvf173/F8nV7H6pOrgaJexdrazcLZxpkMbUaNzVuMiYlBp9Ph4OCAm5tbjVxD1C9XUq8QlxmHtdqa7r7dzR2OEEJU2283fuPfff7NhPYTTNbxInMWGwEbSxvua3UfULGaizuv7uR62nWcbZx5qN1DNR2eUU0uctHpdMTExABFvYqynZuAv+Yr9vDtgY2ljKAIIeq/A48d4Nnuz5p0hK5KO7hERkZy7tw50tPT0el0JR6bPn26SQITpjW+3Xi+PvM1P/35E4uGLMLWqvzagqtOFBXhntxx8h3PM7WarLUYFxdHQUEBtra2eHh4mLx9UT/tuy4lc4QQNSclJYXnn3+eH3/8EQsLCx588EGWLVt2x0ocgwYNYu/ekgtRpk+fzooVK8p9zg9RPzAqeBRWait+iPrhjjGNaT2mci+CKiSLR44cYdeuXXTq1ImoqCg6d+5MamoqMTExdO8uwzh1VXff7gQ4B3Aj/QYRlyMY12ZcmeedTzrP/hv7UVuomdZ5Wq3G6GpTtItLuta0W/7p9XpjuRx/f3/pVRRA0XSLAzcPAJIsCiFqxuTJk4mLi2P79u0UFBQwbdo0nnrqKb7++us7Pu/JJ59kwYIFxvt2dneebzju23HEvxSPp70n474dV+55KpUK3VxduY+Xp9LJ4tGjR7n33nvp2LEjp0+fpm/fvri6urJ7925yc3MrHYCoHRYqCx5q9xDvHnqX9efWl5ssGnoVRwePxtfJtxYjLJqzCJCam2rSdhMTE9FqtVhbW9O0aVOTti3qr7OJZ8nQZuCkcSLEK8Tc4QghGpjz58/zyy+/cPToUbp16wbABx98wOjRo3nnnXfw8Sl/a1E7O7tKfV7p5+nL/NpUKj1nMT093bjrhaWlJVqtFoCQkBDOnj1r2uiESRnmH/52/TcSshJKPZ6Sm8KmC5sAeKJrzZfLuZ1hzqIpexYVRTH2Kvr5+WFhIdN0RRHDfMXe/r2xtKjSjBwhRAOSmZlJRkaG8WbIb6rq0KFDuLi4GBNFgGHDhmFhYcGRI0fu+NyvvvoKd3d3OnTowJw5c8jJyanwdT8//TnawtKx5+vy+fz05xV/AcVU+pPTwcHB2IPo7OxMdHTR9jFpaWkoilKlIETtaO7SnG4+3dArejad31Tq8S//+BJtoZYQrxC6+XQro4WaVRMLXNLS0sjOzsbCwgJvb2+TtSvqP2PJnAApmSOEgHbt2hlr8Do7O7N4cdVqEhrEx8fj6elZ4pilpSVubm7GzSHK8re//Y0vv/yS3bt3M2fOHL744gseeeSRCl932vfTyux0ydRmMu37qk0vq/Sf04GBgURFReHt7U3nzp2JiIjg/PnzxMbG0qZNmyoFIWrP+HbjORZ7jA2RG3i629PG+XsFugLWnloLFPUqmmNeX030LBr+mPH29sbKyspk7Yr6TVuo5feY3wGZryiEKBIZGYmv71/TrzQaTZnnzZ49m7feeuuObZ0/f77KcTz11FPGrzt27Ii3tzdDhw7l8uXLBAUF3fX5iqKgovRneHRGtHEhaWVVOlm87777jD2IPXr0wM7Ojps3b9KqVasSXa2ibhrTegyv7X6NC8kXiEyKpL1newC2XtxKQlYCHvYeVVopZQqGN7Gp5izm5ORw69YtgBK/AIQ4GnsUbaEWLwcvgt2CzR2OEKIOcHR0xMnJ6a7nvfjiizz66KN3PKdFixY0bdqUxMTEEscLCwtJSUmp1HzEnj17AnDp0qU7JotdVnZBhQqVSsXQz4eWmF6jU3RcTb3KyOCRFb5ucZVOFlUqVYlepw4dOtChQ4cqXVzUPmcbZ8KCwvjpz5/YELnBmCwaFrZM7TQVa7W1WWIzdc+ioa5ikyZN7rqSTDQuhpI5/QP6y+p4IUSleHh4VKgEW+/evUlLS+P48eOEhoYCsGvXLvR6vTEBrIhTp04B3HUq1bjW44rOjz9FWFAYDtZ/leexVlvT3KU5D7Z7sMLXLa5Ks7rz8vKIiYkhOzu71DzFTp06VSkQUXvGtxvPT3/+xKbzm3htwGucjj/NibgTWKmt+HvI380WlynnLBYWFhrnhPj5+VW7PdGw7L/5//tByxC0EKKGtG3blpEjR/Lkk0+yYsUKCgoKmDFjBg8//LBxJXRMTAxDhw7l888/p0ePHly+fJmvv/6a0aNH06RJE/744w9eeOEFBgwYQEjInas2zBs0DyhanzCxw0STbjRQ6WQxKiqKTZs2kZ+fj0ajKfVXuSSLdd+g5oNoYteE5Jxk9l7by8bIjQDc3+Z+POzNV7C6eLKoKEq1enzi4uLQ6XTY29vj4uJimgBFg5ChzeB0/GmgqGdRCCFqyldffcWMGTMYOnSosSj3+++/b3y8oKCAqKgo42pna2trduzYwdKlS8nOzsbf358HH3yQ1157rcLXnNp5qslfR6WTxV9//ZUuXbowdOhQWTBQT1mprbi/zf2sOrGKj499zNGYo4B5yuUUZ0gWC3QF5BbmVnnTc0VRjAtb/Pz8ZJhRlHDw5kH0ip4gtyC8HWWFvBCi5ri5ud2xAHfz5s1LjND6+/uX2r2lsnR6He8dfo/159ZzI/0G+br8Eo+nvJxS6TYrXTonMzOTnj17miRRXL58OSEhITg5OeHk5ETv3r3Ztm2b8fHp06cTFBRk3KJt7NixXLhwwfj4rVu3GDlyJD4+Pmg0Gvz9/ZkxYwYZGRnGc/bs2WOcZ1n8dvuy9Y8++ojmzZtjY2NDz549+f3336v9+uqy8e3GA3Do5iEK9YX08utFB0/zzj21s7IzTshNz6v6vMXk5GS0Wi1WVlZ4eXmZKjzRQBjmK0rJHCFEQzR/73zePfQuE9tPJF2bzszeM3mg7QNYqCx4Y9AbVWqz0sliUFAQsbGxVbrY7fz8/FiyZAnHjx/n2LFjDBkyhLFjx3Lu3DkAQkNDWbt2LefPnyciIgJFURgxYoRxP2oLCwvGjh3LDz/8wJ9//sm6devYsWMHTz/9dKlrRUVFERcXZ7wVr30UHh7OzJkzmTdvHidOnKBTp06EhYWVWsXUkHTw7EBr99bG++buVYSixVOmmLdoKMLt4+MjRbhFKYb6ijJfUQjREH115is+ve9TXuzzIpYWlkzqMIlVY1Yxd+BcDkcfrlKblR6GbtmyJdu3bycpKQlPT0/UanWJx1u3bl3OM0u77777StxftGgRy5cv5/Dhw7Rv375EraHmzZuzcOFCOnXqxLVr1wgKCsLV1ZVnnnnGeE6zZs149tlnefvtt0tdy9PTs9y5a++++y5PPvkk06YVFatcsWIFW7duZc2aNcyePbvCr6c+UalUjG83noW/LcTPyY+woDBzhwQUrdZOzkmucrJoqLyvUqnuuJWSaJzis+K5lHIJC5UFffz7mDscIYQwufiseDp6dQTAwdrBWGHk3lb38vru16vUZqWTxR9//BGgzDF1lUrF3LlzqxSITqdjw4YNZGdn07t371KPZ2dns3btWgIDA43bDd4uNjaWTZs2MXDgwFKPde7cGa1WS4cOHXjjjTfo27cvAPn5+Rw/fpw5c+YYz7WwsGDYsGEcOnSo3Hi1Wm2JrYAyMzMr/Frrimmdp5Gck8yo4FGoLdR3f0ItqG7PomGuoqenZ7kFVUXjZRiCDvEKMe5FLoQQDYmfkx9xmXEEOAcQ5BrEr5d/pat3V47GHEWjrtrnYqWTxXnz5lXpQuU5c+YMvXv3Ji8vDwcHBzZv3ky7du2Mj3/88cfMmjWL7OxsWrduzfbt27G2LlkHcNKkSXz//ffk5uZy3333sWrVKuNj3t7erFixgm7duqHValm1ahWDBg3iyJEjdO3aleTkZHQ6Xam5bV5eXiXmR95u8eLFzJ8/30TfBfOwtbJl7sCqJfc1pTrJolarJSkpCZByOaJs+29IyRwhRMN2f5v72Xl1Jz39evJ8j+d5ZPMjrD65mhvpN3ih1wtVatPsE7pat27NqVOnOHLkCM888wxTp04lMjLS+PjkyZM5efIke/fupVWrVkyYMIG8vLwSbbz33nucOHGC77//nsuXLzNz5swS7U+fPp3Q0FD69OnDmjVr6NOnD++991614p4zZw7p6enGW/GYRdW5aFyAqiWLMTExKIqCs7Mzjo6Opg1M1HuKovy1H3QzWdwihGiYlgxbwiv9XwFgYoeJ7Ju2j2e6PcPG8RtZMmxJldqsdM/ikSNHym/s/zfIbtasWYUXFlhbWxMcXLTdVmhoKEePHmXZsmWsXLkSwLihd8uWLenVqxeurq5s3ryZSZMmGdto2rQpTZs2pU2bNri5udG/f39ef/31cqud9+jRg/37i3oY3N3dUavVJCQklDgnISHhjtvxaDSaEsOcxVdgi6ozDA1WNlnU6XTGhVflTVMQjdvl1MvEZ8Vjrbamm49sTSqEaJjyCvNKFOTu5deLXn69qtVmpZPFw4cPk52dTUFBAba2tgDk5uZiZWWFtbU12dnZuLq6MnXqVJydKz8nSK/Xl5gLWJyiKCiKUu7jhucDdzzn1KlTxkTS2tqa0NBQdu7cybhx44xt7Ny5kxkzZlQ6flE9rjauQOW3/EtISKCwsBAbGxuaNGlSE6GJes4wX7GHbw+T7mwghBB1iefbntzf9n4e6fgIQ1sMxUJV/UHkSieLQ4YM4cSJE9x33324ubkBkJKSwk8//UTXrl0JCAhg48aNREREMGHChDu2NWfOHEaNGkVAQACZmZl8/fXX7Nmzh4iICK5cuUJ4eDgjRozAw8OD6OholixZgq2tLaNHjwbg559/JiEhge7du+Pg4MC5c+f497//Td++fWnevDkAS5cuJTAwkPbt25OXl8eqVavYtWsXv/76qzGOmTNnMnXqVLp160aPHj2MldMNq6NF7alKz6IU4RYVYRiCll1bhBAN2WfjPuPrs18z9tuxONs4M7H9RB4JeaRaIyqVThZ3797NhAkTjIkiFFUoHz58OOvXr+ef//yn8eu7SUxMZMqUKcTFxeHs7ExISAgREREMHz6c2NhY9u3bx9KlS0lNTcXLy4sBAwZw8OBBY41EW1tbPv30U1544QW0Wi3+/v488MADJcrd5Ofn8+KLLxITE4OdnR0hISHs2LGDwYMHG8+ZOHEiSUlJzJ07l/j4eDp37swvv/wiBZ3NoCoLXFJTU8nJyUGtVt9x6oBovHR6HQdvHgSgfzNJFoUQDdf9be/n/rb3k6nNZGPkRr45+w29VvWihWsLHgl5pEoLWyudLGZmZhqHeovT6/VkZWUB4OjoeMdhYIPVq1eX+5iPjw8///zzHZ8/ePBgDh48eMdzZs2axaxZs+4ay4wZM2TYuQ5w1lS+Z9HQq+jt7Y2lZaXf0qIROJN4hgxtBk4aJzp6djR3OEIIUeMcNY5M6zKNaV2mEZkUyeRNk5m/d36VksVKD2QHBgby008/ERcXZzwWFxfH1q1bCQwMBIrmj7m6ulY6GCFcbSs3ZzE7O5uUlKJ9Ln19fWssLlG/GeYr9vXvW2dqigohRE3KK8xj/bn1jPt2HF1XdiUlN4V/9/l3ldqqdDfMmDFj2Lx5M5988olx9xa9Xk9gYCBjxowBihaNjBgxokoBicbN0LOYmptaofNjYmKAolXthgVXQtxOtvgTQjQWEZci+Prs12y5sAVLC0seavsQv/7912qVDKt0sujg4MDf//53kpOTuXXrFgBNmjTB3d3deI6hh1GIyjLMWczMz0Sn192xF6igoID4+HhAinCL8uUV5vF7zO+AzFcUQjR894ffz72t7uXzcZ8zuuVorNRW1W6zyhO83N3dSySIQpiCIVlUFIXM/Ezj/bLExsai1+txcHCoUpkm0Tgciz1Gvi6fpg5NCXINMnc4QghRoxJeSsBRY9qNKSqULEZERDB48GCsra2JiIi447lhYWEmCUw0TlZqK+ys7MgpyCEtL63cZFGv1xuHoKVcjriT367/BhSVzJH3iRCiITIs4ANQUMjQlr9RiOG8yqhQshgfH29cAW0Y9hOipjjbOBuTxfIkJSWRn5+PtbW1sZSSEGUx7ActQ9BCiIbK9S1X4l6Mw9PeE5clLmX+YawoCiqVCt1cXaXbr1CyOHXq1DK/FqImuNi4EJcZR3pe2Suiixfh9vHxqfDWkqLxSc9L54+EPwApxi2EaLh2TdmFm21R/evdU3ebvP1qF6XTarVcvXpV5jAKk7lbYe6srCwyMzOxsLDAx8en9gIT9c72K9vRK3paNmmJl4MU2RdCNEwDmw8EoFBfyN7re3msy2P4OZlu4Welu2Q2bNjA778XrSwsKCjgk08+YcOGDSxfvpzIyEiTBSYaLxeNC1B+smiYCuHu7o61tXUtRSXqmwJdAe8eeheA+9vcb+ZohBCi5llaWPL2wbcp1BeatN1KJ4vXr18nICAAgAsXLgAwe/ZsRo4cyb59+0wanGic7tSzqNfrSUxMBJCt/cQdfX3ma66lXcPD3oMnuz5p7nCEEKJWDAkcwt5re03aZqWHobVarbH48aVLl2jbti1WVla0atWK7du3mzQ40TgZksWydnG5desWBQUFWFtbyy5BolzZ+dm8e7ioV/FfPf+FvbW9mSMSQojaMSp4FLN3zuZM4hlCvUNL/f4b03pMpdusdLLo5OREdHQ0tra2XLp0iYceegiA3Nxc2ZdXmIQhWSxrFxfDELSXl5eUQRHl+vTEpyRlJ9HMpRmPhDxi7nCEEKLWPLv1WQDjNJzianQ1dHG9evVi06ZNWFtb4+zsTPPmzYGi4WkvL5lALqrP2aaowPbtPYv5+fnGfaBlCFqUJyU3hY+PfgzAy31fNsnuBUIIUV/o5+lN3malk8Xu3bvj6+tLeno6QUFBxt4dV1dXBg8ebPIAReNT3pzFxMREFEXB0dERe3sZVhRle//I+2TlZ9HBs0OVhluEEKKhyCvMw8bSptrtVKlAnY+PD23bti2xErVVq1bGhS9CVEd5cxYNQ9DSqyjKE50RzdpTawF4pf8rWKikBqcQonHR6XW8ufdNfN/1xeE/DlxJvQLA67teZ/WJ1VVqU36TijqnrDmLWVlZZGVloVKpZMcWUa53Dr5Dga6AvgF9GdhsoLnDEUKIWrdo3yLWnV7Hf4f9F2v1X516HTw7sOrkqiq1KcmiqHOcNUVzFosPQxevrWhlJXPQGpLknGQW/raQqOSoarVzIfkCGyI3APBKv1dkAZQQolH6/PTnfHLvJ0wOmYzaQm083qlpJy4kX6hSm5IsijrH1baoJE5eYR7aQi16vZ6EhARAhqAbok+Of8LHRz/mgfUPVPkXGcDi/YtRFIV7Wt5DF+8uJoxQCCHqj5jMGILdgksd1yt6CnQFVWpTkkVR5zhYOxh7hdLy0khJSaGgoAArKyuprdgAHYo+BBRNO5iwYQKXUy5Xuo3fY35n++XtqC3UzO4329QhCiFEvdHOox37bpTeJGVj5MYq/yFdodXQhl6dipDyOaK6LFQWOGucSctLI12bTn58PlD03rKwkL9vGpLcglxOx58GINA1kKupVxm/YTybJ26mmUuzCrWhKAqL9i0C4OH2DxPkFlRj8QohRF03d8Bcpm6ZSkxGDHpFz6bzm4hKjuLzPz7np0k/VanNCiWLK1asQKVSoShKmY8bHlOpVMydO7dKgQhRnIuNC2l5aSRnJVNwq6jbXIagG57jcccp1Bfi7ejNDw//wIPrH+TPW38aE0ZfJ9+7trH9ynaOxhzFxtKGF/u8WAtRCyFE3TW2zVh+nPQjC35bgL2VPXN3z6Wrd1d+nPQjw4OGV6nNCiWL//znP6vUuBBVZVgRfT3+Ot6KNw4ODjg4OJg3KGFyR6KPANDLtxdN7Jqwfvx67g+/v0QPo5dD+aMVOr2OxfsXA/BE1ydo6iB/UAghRP9m/dn+d9NtwVyhMT0XF5cK34QwBcMuLtcTrwPSq9hQHY45DEAvv14AeNp7snH8RgKcA7iWdo0JGyeQnJNc7vM3Rm4kKjkKZxtnZvSYUSsxCyFEY1PlzZyTkpJIT09Hpyu5x2Dr1q2rHZQQLhoXFEUhOSsZlZPUVmyICnQFHIs9BvyVLAJ4O3qzYfwGxoWP4+Kti0zcOJHvJnxn7G020BZqefvg2wA83+N5nDROtRa7EELUJa5vuaKiYuXCUl5OqXT7lU4WU1NTCQ8PJyEhocQ8RsPqVZmzKEzBxcYFvV5PVmEWTZo0KbFbkGgYTiecRluoxc3WrVSZB39nfzaO38j94fdzPuk8D298mPXj15dICNedWkdsZizejt481uWx2g5fCCHqjKVhS41f38q9xcLfFhIWHEZvv95AUdWJiEsRvD7g9Sq1X+lk8ZdffsHFxYUpU6awbNkynnjiCXJzc/n1118ZPrxqEyeFuJ2zjTM6nY6swiwZgm6gDkf/NQRdVgHtQNdA1o9fzwPhD/BHwh88sukRvnnwG+yt7cnQZrDsyDIAXur9kkn2PhVCiPpqauepxq8fXP8gCwYvKDE15x89/8GHv3/Ijis7eKH3C5Vuv9J1SG7evMngwYOxs7NDpVKhUqkICAhg6NCh/PLLL5UOQIiyWOqK/o7J0efg5uZm5mhETSieLJanVZNWhD8UjpPGiWOxx5i6ZSq5BbksP7qctLw0gt2CGd9+fG2FLIQQdV7EpQhGBo8sdXxk8Eh2XNlRpTYrnSwqimIcErSzsyMzMxMAZ2dnkpPLn4guRKXkFv2js9RJbcUGSKfX8XvM78Cdk0WA9p7t+fahb3GwduDgzYNM2TKFT058AsCcfnOwtKjy1GshhGhwmtg14fsL35c6/v2F72li16RKbVb6t6ynpycJCQm4urri6+vLwYMHUavVnDhxQnbXECZRUFBgTBa1Kq15gxE1IjIpkqz8LBw1jrR1b3vX8zs37cyXD3zJpO8mceDGAQBCfULL/OtZCCEas/mD5vPED0+w5/oeevr2BOBIzBF+ufQLn973aZXarHSXTf/+/Y2LWgYPHkxqaipr167l4sWLjBo1qkpBCFFcUlISduqiaQ5ZhVnmDkfUAMMQdA/fHiU2ur+THr49+GzcZ2gsNQC80u+VMuc6CiFEY/Zo50c58NgBnDRObDq/iU3nN+GkcWL/tP082vnRKrVZ6Z7F4OC/Vi26ubkxY8YMcnNzsbGxkV/cwiTi4+NxsHTAwsKCtLw0c4cjaoBxvqLvnYegb9cvoB8//+1nknKS6O3fuyZCE0IIk1m0aBFbt27l1KlTWFtbk5aWdtfnKIrCvHnz+PTTT0lLS6Nv374sX76cli1bVvi6Pf168pXfV9WIvCSTTAaztbWVRFGYRE5ODhkZGThYOqBWq0nXppe7zaSonxRFKVWMuzLaerRlQLMBpg5LCCFMLj8/n/Hjx/PMM89U+Dn//e9/ef/991mxYgVHjhzB3t6esLAw8vLyajDSO6t0z2J+fj779+/n6tWrZGdnl/ogl60BRXXEx8cDEOAZABQthDDMbRMNw8WUi6TmpmJjaUOIV4i5wxFCiBozf/58ANatW1eh8xVFYenSpbz22muMHTsWgM8//xwvLy+2bNnCww8/XFOh3lGlk8Uff/yRa9euERISgqOjfIAL01EUhYSEBACa+TbDWm1Nvi6fdG26JIsNiGEIuptPN6zUVmaORgghimRmZpKRkWG8r9Fo0Gg0tRrD1atXiY+PZ9iwYcZjzs7O9OzZk0OHDtWfZPHixYv87W9/IyAgoCbiEY1YamoqWq0WS0tLmjRpgqutKwlZCaTlpeHn5Gfu8ISJGJJFwyo9IYSoC9q1a1fi/rx583jjjTdqNQbD6JqXl1eJ415eXsbHzKHScxZtbW2xtbWtiVhEI2foVfT09MTCwgJnjTOALHJpQBRFqVAxbiGEqG2RkZGkp6cbb3PmzCnzvNmzZxs3JSnvduHChVqOvmZVumdx8ODB7Nmzh3HjxmFlJUNIwjQKCwtJSkoCMG7v52LjAkiy2JDcSL9BfFY8Vmorunp3NXc4Qghh5OjoiJOT013Pe/HFF3n00UfveE6LFi2qFIPh8y8hIQFvb2/j8YSEBDp37lzu8x4If6DC19g0cVOl46p0snjo0CFSUlJ45513cHFxKbW7xvTp0ysdhBBJSUno9Xrs7OyMc2GdbYp6FtPz0s0ZmjAhQ69iJ69O2FrJCIUQov7x8PDAw8OjRtoODAykadOm7Ny505gcZmRkcOTIkTuuqDZ8XkLRCM7mC5tx1jjTzacbAMfjjpOWl8YDbSueVBZX6WSxdevWVbqQEHdimIvRtGlTYxkmV5uiHYGkZ7HhkCFoIURjcuPGDVJSUrhx4wY6nY5Tp04BRTWrHRwcAGjTpg2LFy/m/vvvR6VS8a9//YuFCxfSsmVLAgMDef311/Hx8WHcuHHlXmft2LXGr1/e/jIT2k1gxb0rjJse6PQ6nt36LE6au/eclqXSyeKgQYOqdCEhypOTk0N6ejoqlarEpF7DnMXUvFRzhSZM7EjMEUCSRSFE4zB37lw+++wz4/0uXboAsHv3bmM+FRUVRXr6XyNos2bNIjs7m6eeeoq0tDT69evHL7/8go2NTYWuuebUGvZP219idyy1hZqZvWfSZ00f3h7xdqVfR6WTRSFMLS4uDijaEah4mQLDnEUZhm4Y4rPiuZZ2DQuVhXFoRAghGrJ169bdtcbi7fWqVSoVCxYsYMGCBVW6ZqG+kAvJF2jtXnIk+ELyBfSKvkptVihZfOutt3j++eexs7PjrbfeuuO5L7/8cpUCEY2TXq83roIuPpkXZIFLQ3MkuqhXsb1n+yoPhQghhLizaZ2n8fgPj3M59TI9fHsARb9/lxxYwrTO06rUZoWSxbCwMKytrY1fC2EqKSkp5OfnY2VlhZubW4nHjD2LWulZbAiquh+0EEKIintnxDs0dWjK/w79j7jMopE7b0dv/t3n37zY+8UqtVmhZLH4cu07Ld0WorKKL2y5fWW9YXWXzFlsGKqzH7QQQoiKsVBZMKvvLGb1nUWGtmhHmuqO5lR6zqJWqy2/MUtL1Gp1uY8LUVx+fj63bt0C/qotVZzMWWw4UnNTiUqOAjAOiwghhKhZppryU+lkccmSJcbSJmVxcnKiU6dODBo06I7nCZGQkICiKDg5OWFvb1/qcZmz2HD8HvM7AK2atKKJXRMzRyOEEA1XQlYCL21/iZ1XdpKYnYhCyQU0urm6SrdZ6WRx3Lhx7Nq1i06dOuHr6wtATEwMp0+fZsCAAWRnZ3Po0CEsLS3p379/pQMSjYOiKMZV0GX1KsJfyWJWfhYFugKs1LJjUH0l9RWFEKJ2PPr9o9xIv8HrA17H29EbFdXvuKt0snj69GlGjBhB+/btjcdat26Nl5cXx48fZ8qUKTg7O7Nv3z5JFkW5MjIyyMnJwcLCAk9PzzLPKd59nqHNkB6pekzmKwohRO3Yf2M/+6bto3PTziZr0+Lup5R08+bNMnuCmjZtys2bNwEICAgoUWBSiNsZFrZ4enpiaVn23yyWFpY4aoq2/pMV0fVXVn4WZxLOANDTt6eZoxFCiIbN38m/VO3G6qp0sujk5MTJkydLHT958iTOzkWrV3Nzc7G1lX1fRdl0Oh2JiYlA+UPQBoah6NRcWRFdXx2LPYZe0dPMpRnejt53f4IQQogqWzpyKbN3zuZa2jWTtVnpYegRI0awYcMGLl26hI+PDwCxsbEkJyczYcIEoGgOY/FhaiGKS0pKQqfTYWtra/wDozzOGmduclN6Fusxqa8ohBC1Z+LGieQU5BD0fhB2VnZYWZSc75/yckql26x0sti6dWuee+45jh8/bix7EhwczMMPP4yLiwsA3bt3r3QgovEovrDlbivmZUV0/SeLW4QQovYsDVtq8jartDe0q6srw4YNM3UsohHIyckxzme92xA0SK3F+i6vMI+T8UXTVnr6yXxFIYSoaVM7TzV5mxVKFhMSEvD09ESlUhn38S2Pl5eXSQITDZNhYUuTJk3QaDR3Pd84Z1F2camXTsadpEBXgJeDF82cm5k7HCGEaBR0eh1bLmzhfPJ5ANp7tGdM6zGoLaq2cUqFFrisWLGCnJwc49crV65kxYoVpW4rV66s1MWXL19OSEgITk5OODk50bt3b7Zt22Z8fPr06QQFBWFra4uHhwdjx47lwoULxsdv3brFyJEj8fHxQaPR4O/vz4wZM8jIyChxnT179tC1a1c0Gg3BwcGsW7euVCwfffQRzZs3x8bGhp49e/L7779X6rWIu1MUpcT2fhXhrCma0yg9i/WTYQi6p29PKdIvhBC14FLKJdp+1JYpW6aw6fwmNp3fxCObH6H9x+25nHK5Sm1WqGfxn//8J3Z2dsavTcXPz48lS5bQsmVLFEXhs88+Y+zYsZw8eZL27dsTGhrK5MmTCQgIICUlhTfeeIMRI0Zw9epV1Go1FhYWjB07loULF+Lh4cGlS5d47rnnSElJ4euvvwbg6tWr3HPPPTz99NN89dVX7Ny5kyeeeAJvb2/CwsIACA8PZ+bMmaxYsYKePXuydOlSwsLCiIqKKrcGoKi8lJQU8vPzsbKyokmTitVMdLV1BWTOYn0l9RWFEKJ2/WPbPwhyC+LwE4dxs3UD4FbOLR7Z/Aj/+OUfbP3b1so3qlRCYWGhsmXLFiUlJaUyT6sUV1dXZdWqVWU+dvr0aQVQLl26VO7zly1bpvj5+Rnvz5o1S2nfvn2JcyZOnKiEhYUZ7/fo0UN57rnnjPd1Op3i4+OjLF68uMJx37x5UwGUmzdvVvg5jc2ZM2eU3bt3KxcvXqzwc748/aXi/Y63MmXzlBqMrI7KylIUKLplZZk7mkrLL8xXWixroXi/462cTzpv7nCEEKJMDe3z226RnfJH/B+ljp+KO6XYL7KvUpuVqrOoVqs5f/585TPSCtDpdHz77bdkZ2fTu3fvUo9nZ2ezdu1aAgMD8ff3L7ON2NhYNm3axMCBA43HDh06VGoxTlhYGIcOHQIgPz+f48ePlzjHwsKCYcOGGc8pi1arJSMjw3jLzMys1OttbPLz842r5729K15rT1ZD119nEs+QW5CLi40LrZq0Mnc4QgjRKGjUGjLzS+ckWflZWKutq9RmpYtyt2nTpsS8weo6c+YMDg4OaDQann76aTZv3ky7du2Mj3/88cc4ODjg4ODAtm3b2L59O9bWJV/spEmTsLOzw9fXFycnJ1atWmV8LD4+vtSiGy8vLzIyMsjNzSU5ORmdTlfmOYb5dWVZvHgxzs7OxlvxmEVpCQkJKIqCo6Mj9vb2FX6es43MWayvjPMV/Xpioar0rxohhBBVcG+re3nqx6c4En0ERVFQFIXD0Yd5euvTjGk9pkptVvo3uJubG7/99hvr169n3759HDlypMStslq3bs2pU6c4cuQIzzzzDFOnTiUyMtL4+OTJkzl58iR79+6lVatWTJgwgby8vBJtvPfee5w4cYLvv/+ey5cvM3PmzErHUVlz5swhPT3deCsesyhJURRjbcXK9CoCuNrInMX66khM0e8DKcYthBC15/1R7xPkFkTv1b2xWWSDzSIb+q7pS7BbMMtGLqtSm5Wus3jy5ElsbGyIi4szJgDF9exZuVpq1tbWBAcHAxAaGsrRo0dZtmyZcWW1oeeuZcuW9OrVC1dXVzZv3sykSZOMbTRt2pSmTZvSpk0b3Nzc6N+/P6+//jre3t40bdq0VLmfhIQEnJycsLW1Ra1Wo1aryzznTit2NRpNidIvt6/AFn/JzMwkJycHCwuLSi8YMvQspuWloSiKrKitJ3R6HUei/z9ZlMUtQghRa1xsXPj+4e+5lHKJ80lFUwfberQl2C24ym1WOlk05Wrosuj1erRabZmPGbpTy3vc8HzAeE7v3r35+eefS5yzfft247xIa2trQkND2blzJ+PGjTO2sXPnTmbMmFHdlyP4a8cWDw8PLC0r95YzzFnM1+WTV5iHrZXsOV4fRN2KIkObgb21Pe09ZetPIYSobcFuwdVKEIur0g4ugLHuoqGkTlXMmTOHUaNGERAQQGZmJl9//TV79uwhIiKCK1euEB4ezogRI/Dw8CA6OpolS5Zga2vL6NGjAfj5559JSEige/fuODg4cO7cOf7973/Tt29fmjdvDsDTTz/Nhx9+yKxZs3jsscfYtWsX69evZ+vWv5aOz5w5k6lTp9KtWzd69OjB0qVLyc7OZtq0aVV+baKITqcjMTERqPwQNIC9lT1qCzU6vY60vDRJFusJw3zF7j7dsbSo8q8ZIYQQlfTg+gfp4dODl/u9XOL4fw/8l6OxR9kwfkOl26zUb/G8vDx27tzJuXPnjPMGbWxs6NChA0OGDMHGxqZSF09MTGTKlCnExcXh7OxMSEgIERERDB8+nNjYWPbt28fSpUtJTU3Fy8uLAQMGcPDgQeNQpq2tLZ9++ikvvPACWq0Wf39/HnjgAWbPnm28RmBgIFu3buWFF15g2bJl+Pn5sWrVKmONRYCJEyeSlJTE3LlziY+Pp3Pnzvzyyy+yG40JJCUlodPpsLW1xdnZudLPV6lUuNi4cCvnFml5aXg7Vj7hFLVP9oMWQgjz+O36b7wx8I1Sx0cFj+J/h/5XpTYrnCzm5uayevVqMjIy6NixIx4eHkBRMnDq1CmuXr3KY489hq1txXt+Vq9eXe5jPj4+pYaPbzd48GAOHjx41+sMGjSIkydP3vGcGTNmyLBzDTAMQTdt2rTK8w2dNc7GZFHUfYaVdyDJohBC1LbySuRYqa3I0FZtfUWFk8W9e/eiVqv5xz/+gYODQ4nHBg8ezBdffMHevXsZOXJklQIRDU9OTg7p6UUlbyq6vV9ZXG1dIRXStVI+pz44FnuM5Jxk7K3t6dy0s7nDEUKIRqWjZ0fCz4Uzd+DcEse/Pfst7TyqVuavwsnihQsXuPfee0sligAODg4MHz6cn376SZJFYWSoU+nm5lZi5XhlGfaHlp7F+mFj5EYA7ml5T5ULwAohhKia1we8zgPrH+By6mWGNB8CwM6rO/nm7DdVmq8IlUgWs7Ky7lj2xNPTk6ysrCoFIRoeRVGMyWJVFrYUJ7u41B/aQi3fR30PwEPtHjJzNEII0fjc1/o+tkzcwn/2/4eNkRuxtbQlxCuEHX/fwcDmA+/eQBkqnCza2dmRlpaGk5NTmY+npqZWar6iaNhSUlLIz8/HysqKJk2aVKstSRbrjx1XdpChzcDb0Zs+/n3MHY4QQjRK97S6h3ta3WOy9iq8g0tQUBC7du1Cp9OVeqywsJDdu3cbi2sLERsbCxRtm2hhUb2t3gzJomz5V/dtiCwa4niw7YOyxZ8QQphJWl4aq06s4pWdr5CSmwLAibgTxGTEVKm9CvcsDh48mE8++YQPPviA7t274+7ujqIoJCcnc/ToUXQ6Hffff3+VghANi1ar5datW0DRqvbqMiSLqXmp1W5L1JyU3BR2Xd0FyBC0EEKYyx8JfzDs82E42zhzLe0aT3R9AjdbNzad38SN9Bt8fv/nlW6zwsmik5MTjz/+OD///DM7d+5EURSgqA5eixYtGD16dJXq6ImGx1Aux8XFpVpF2w0MC1xkNXTd9v2F7ynUF9LRqyOtmrQydzhCCNEozYyYyaOdH+W/w/+L42JH4/HRLUfzt+/+VqU2K1WU29XVlcmTJ5Obm0tKSlG3ppubm8xVFEaKohiTxeoubDGQOYv1w8bzRaugx7cbb+ZIhBCi8Toae5SV964sddzX0Zf4rPgqtVmlfbhsbW3x9fWt0gVFw5aSkoJWq8XS0tJYuL26ZM5i3Xc55TIn406itlAzrs04c4cjhBCNlkatKbP49p+3/sTDvmqfyzIDXZhU8R1bqruwxUDmLNZ9htqKg5sPxt3O3czRCCFE4zWm9RgW/LaAAl0BACpU3Ei/wcs7XubBtg9WqU1JFoXJFF/YYqohaABnm6I5ixnaDPSK3mTtCtPQK3rjELQsbBFCCPP634j/kZWfhec7nuQW5DJw3UCC3w/GUePIoiGLqtRmlYahhShLfHw8iqLg7OyMvb29ydo19CwqikKmNtOYPIq64Uj0EWIyYnDUODIiaIS5wxFCiEbN2caZ7X/fzoEbBzidcJqs/Cy6endlWIthVW5TkkVhEoqiGGsrmqJcTnHWamtsrWzJLcglLS9NksU6xlBb8d6W92JjaWPmaIQQQgD0DehL34C+JmlLhqGFSdTEwpbiZEV03ZRXmMdPf/4EwPj2sgpaCCHM5dDNQ8bfxwafn/6cwGWBeL7tyVM/PoW2UFultiVZFCZREwtbijOuiJZai3VKxKUIsvKz8HPyo4dvD3OHI4QQjdaC3xZwLvGc8f6ZhDM8/sPjDAscxux+s/nxzx9ZvH9xldqWZFFUW00tbClOehbrpuILW2R7PyGEMJ9T8acY2mKo8f63Z7+lp29PPh3zKTN7z+T9ke+z/tz6KrUtv91FtdXUwpbiDLu4SLJYdyRlJ7Hn2h5AVkELIYS5peam4mXvZby/9/peRgWPMt7v7tudmxk3q9S2JIuiWmpix5aySM9i3bPlwhZ0eh1dvbvSwrWFucMRQog6Z9GiRfTp0wc7OztcXFwq9JxHH30UlUpV4jZy5Mi7Ps/LwYuraVcByNflcyLuBL38ehkfz9RmYmVhVaXXIcmiqJbU1FTy8vJqbGGLgeziUvcYVkFXtcirEEI0dPn5+YwfP55nnnmmUs8bOXIkcXFxxts333xz1+eMDh7N7B2z2Xd9H3N2zMHOyo7+zfobH/8j4Q+C3IIq/RpASueIajKUy2natClqtbrGriO7uNQtF5IvcDbxLFZqK8a2GWvucIQQok6aP38+AOvWravU8zQaDU2bNq3Uc94c8iYPhD/AwHUDcbB24LNxn2GttjY+vubUGka0qFotXEkWRZXVxsIWA5mzWLcYtvcbEjgEN1s3M0cjhBDVl5mZSUbGX3sqazQaNBqNWWLZs2cPnp6euLq6MmTIEBYuXEiTJk3u+Bx3O3d+m/Yb6XnpOFg7oLYo2YGzYfwGHKwdqhSPDEOLKquNhS0GrraugJTOqQt0eh2bzm8CYHw7qa0ohGgY2rVrh7Ozs/G2eHHVysxU18iRI/n888/ZuXMnb731Fnv37mXUqFHodLoKPd/ZxrlUogjgZutWoqexMqRnUVRJbS1sMZCexbrj4M2DxGfF42zjXK3to4QQoi6JjIzE19fXeL+8XsXZs2fz1ltv3bGt8+fP06ZNmyrF8fDDDxu/7tixIyEhIQQFBbFnzx6GDh16h2fWHEkWRZXU1sIWA1kNXXcYhqDHth5b5b9ShRCirnF0dMTJyemu57344os8+uijdzynRQvTVYho0aIF7u7uXLp0SZJFUb8YehW9vLxqdGGLgSSLdUNOQQ5bL24FpLaiEKJx8vDwqJVOEoPo6Ghu3bpVK6N45ZE5i6LS8vPzSU5OBsDHx6dWrmlIFnMLcsnX5dfKNUVp2y5uI6cgh+YuzQn1DjV3OEIIUafduHGDU6dOcePGDXQ6HadOneLUqVNkZWUZz2nTpg2bN28GICsri3//+98cPnyYa9eusXPnTsaOHUtwcDBhYWHmehnSsygqz7CwxcnJqcYXthg4ahxRqVQoikJaXhqe9p61cl1RUvHaiiqVyszRCCFE3TZ37lw+++wz4/0uXboAsHv3bgYNGgRAVFQU6elFizfVajV//PEHn332GWlpafj4+DBixAjefPNNs63MBkkWRSUpimKsrVhbvYoAFioLnDROpOelk56XLsmiGcRnxbP/xn5AhqCFEKIi1q1bd9cai4qiGL+2tbUlIiKihqOqPBmGFpVS2wtbinO1KSqfI/MWzWPT+U3oFT3dfbvTzKWZucMRQghRSyRZFJVS2wtbinO2kfI55qIoinEVtNRWFEKIxkWSRVFhxRe2mGNVlqyINp/IpEguJF/ASm3Ffa3uM3c4QgghapEki6LCii9scXCo2pZB1WEozC27uNQ+w8KWsKAwYw+vEEKIxkGSRVEhtb1jS1lkzqJ5FOgK+O78d4AMQQshRGMkyaKokPT0dHJzc1Gr1Xh6mmclssxZNI/tV7ZzK+cWnvaeDA4cbO5whBBC1DJJFkWFGHoVPT09a31hi4HMWTSPb89+CxT1KlpaSLUtIYRobCRZFHdVWFhIUlISYL4haPgrWZQ5i7UnISuBXVd3AfBwh4fvcrYQQoiGSJJFcVeJiYno9Xrs7OxwdHQ0WxzSs1j7NkRuMNZWDHILMnc4QgghzECSRXFXxRe2mHOLN8NqaEkWa4eiKHxz9hsAJnWYZOZohBBCmIski+KOsrKyyMzMRKVS4eXlZdZYpGexdh2NPcrV1KvYWdlxb6t7zR2OEEIIM5FkUdxRfHw8AO7u7lhbW5s1FuOcxbz0EntpiprxzZmiXsUxrcfgYF37dTWFEELUDZIsinLp9Xpjsti0aVMzR/NXslioLyS7INu8wTRwWflZ/Pjnj4AMQQshRGMnyaIoV3JyMoWFhWg0Gtzc3MwdDjaWNliprQAZiq5pP0b9SE5BDi1cW9DNp5u5wxFCCGFGkiyKchXvVTTnwhYDlUpl3MUlPU/K59Sk4gtb6sLPXgghhPlIsijKlJeXR0pKClA3hqANDLu4pOalmjmShutSyiWOxR5DbaHmoXYPmTscIYQQZibJoiiToVfRxcUFW1tbM0fzl+KLXETNMOzYMiRwCF4O5l0BL4QQwvwkWRSlKIpiTBbNuWNLWaR8Ts0q0BWwIXIDAA+3lx1bhBBCSLIoypCWlkZeXh6Wlpa4u7ubO5wSXDQugGz5V1P2XNtDUnYS7nbuDGsxzNzhCCGEqAMkWRSlGHZs8fT0RK1Wmzmakgw9i6m5MmexJhgWtjzU7iHjynMhhBCNmySLooSCggKSk5OBujcEDX8tcJGeRdNLyk5ix5UdAExsP9HM0QghhKgrJFkUJSQmJqLX67G3t8fBoe7t2mEonSNzFk1vY+RGCvWFdPXuSmv31uYORwghRB0hyaIowTAE7e3tXSfr6xl6FiVZNC1FUfj2XNEq6Ic7yMIWIYQQf5FkURhlZmaSlZWFSqXCy6tulkyR1dA140TcCS7euoiNpQ1jWo8xdzhCCCHqEEkWhZGhXI6HhwdWVnVzcYOzRuYs1gRDbcV7W92Lk8bJzNEIIYSoSyRZFADodDoSEhKAurVjy+1cbWXOoqnlFOTwfdT3gAxBCyGEKM2syeLy5csJCQnByckJJycnevfuzbZt24yPT58+naCgIGxtbfHw8GDs2LFcuHDB+Pjp06eZNGkS/v7+2Nra0rZtW5YtW1biGnv27EGlUpW6GXrRDD766COaN2+OjY0NPXv25Pfff6/ZF1/HJCcnU1hYiEajwdXV1dzhlMvQs5ipzaRQX2jmaBqGrX9uJSs/i+Yuzent19vc4QghhKhjzJos+vn5sWTJEo4fP86xY8cYMmQIY8eO5dy5cwCEhoaydu1azp8/T0REBIqiMGLECHQ6HQDHjx/H09OTL7/8knPnzvHqq68yZ84cPvzww1LXioqKIi4uznjz9PQ0PhYeHs7MmTOZN28eJ06coFOnToSFhZGYmFg734g6oK4vbDEwLHAByNBmmDGShsOwsGVi+4l1+mcvhBDCPFSKoijmDqI4Nzc33n77bR5//PFSj/3xxx906tSJS5cuERQUVObzn3vuOc6fP8+uXbuAop7FwYMHk5qaiouLS5nP6dmzJ927dzcmmXq9Hn9/f55//nlmz55dobijo6Px9/fn5s2b+Pn5Veg5dUVubi5HjhwBoFevXtjY2Jg5ojtr9UErsvKzOPDYAQJdA80dTs3JzgZD+aKsLLC3N/klrqVdo8/qPqhUKo49eQxvx7pXW1MIIWpSff78ri11Zs6iTqfj22+/JTs7m969Sw+FZWdns3btWgIDA/H39y+3nfT0dNzc3Eod79y5M97e3gwfPpwDBw4Yj+fn53P8+HGGDftrazMLCwuGDRvGoUOHyr2OVqslIyPDeMvMzKzoS61zDEPyrq6udT5RhGK7uOTJLi7VZVjYMqj5IEkUhRBClMnsyeKZM2dwcHBAo9Hw9NNPs3nzZtq1a2d8/OOPP8bBwQEHBwe2bdvG9u3bsba2LrOtgwcPEh4ezlNPPWU85u3tzYoVK/juu+/47rvv8Pf3Z9CgQZw4cQIomqun0+lKlYrx8vIqNa+xuMWLF+Ps7Gy8FY+5PlEUxfg66+KOLWUx7uKSJyuiq0On1xF+LhyAh9vLwhYhhBBlM3uy2Lp1a06dOsWRI0d45plnmDp1KpGRkcbHJ0+ezMmTJ9m7dy+tWrViwoQJ5OXllWrn7NmzjB07lnnz5jFixIgS7U+fPp3Q0FD69OnDmjVr6NOnD++991614p4zZw7p6enGW/GY65PU1FS0Wi2Wlpa4u7ubO5wKkV1cTGPv9b0kZCXgYuNCWHCYucMRQghRR1maOwBra2uCg4OBogUtR48eZdmyZaxcuRLA2HPXsmVLevXqhaurK5s3b2bSpEnGNiIjIxk6dChPPfUUr7322l2v2aNHD/bv3w+Au7s7arXaWDbGICEh4Y4lZDQaDRqNxng/I6N+LrYwLGzx8vLCwsLsfztUiGFFtCSL1WMYgn6w7YNYq8vurRdCCCHqXHag1+vRarVlPqYoCoqilHj83LlzDB48mKlTp7Jo0aIKXePUqVPGIVdra2tCQ0PZuXNniRh27txZ5tzJhiQ/P5/k5GSg/gxBg+ziYgppeWlEXI4AYFLHSXc5WwghRGNm1p7FOXPmMGrUKAICAsjMzOTrr79mz549REREcOXKFcLDwxkxYgQeHh5ER0ezZMkSbG1tGT16NFA09DxkyBDCwsKYOXOmce6dWq3Gw8MDgKVLlxIYGEj79u3Jy8tj1apV7Nq1i19//dUYx8yZM5k6dSrdunWjR48eLF26lOzsbKZNm1b735RalJiYiKIoxjmh9YVxzqLs4lJlR2OOUqArIMgtiHYe9XO+rRBCiNph1mQxMTGRKVOmEBcXh7OzMyEhIURERDB8+HBiY2PZt28fS5cuJTU1FS8vLwYMGMDBgweNNRI3btxIUlISX375JV9++aWx3WbNmnHt2jWgqPfsxRdfJCYmBjs7O0JCQtixYweDBw82nj9x4kSSkpKYO3cu8fHxdO7cmV9++aXO7o9sKvVtYYuBzFmsvtMJpwEI9Q41cyRCCCHqujpXZ7G+qm91mrKysjh27BgqlYo+ffrU2b2gy/LVH1/x7+3/ZnjQcD4b95m5w6k5NVhncfKmyey+uptFQxYxrUvD7kEXQog7qW+f3+ZQ5+Ysitph6FV0d3evV4kiSOmc6lIUhVPxpwDo4t3FvMEIIYSo8yRZbIT0er1x9fedVnzXVbLApXpupN8gNTcVK7WVzFcUQghxV5IsNkIpKSkUFBRgbW2Nq6urucOpNEOyWFMLXN4+8DYzI2Y22L2nDfMV23m0k5I5Qggh7srsdRZF7TMMQden2orFGZLFlNwUMrWZOGocTdb2/hv7ee9wUcH2s4ln+ebBb2hi18Rk7dcFJ+NOAtClqQxBCyGEuLv6lymIasnPz+fWrVsA9Xa1t4+jD4GugRToClhxbIXJ2lUUhf/s+4/x/tnEszyw/gHis8rf9rE+OpVwCoBOXp3MG4gQQjRg165d4/HHHycwMBBbW1uCgoKYN28e+fn5d3xeXl4ezz33HE2aNMHBwYEHH3yw1MYhtU2SxUbGUFvR0dGxXtVWLM5CZcGcfnMAWHF8BQlZpvlPtO3SNk7Fn8LOyo7NEzfj7ejNxVsXGfftOK6nXTfJNcytUF/IHwl/ALK4RQghatKFCxfQ6/WsXLmSc+fO8d5777FixQpeeeWVOz7vhRde4Mcff2TDhg3s3buX2NhYHnjggVqKumySLDYyhiHo+riwpbh7Wt5DV++u5Bbk8u6hd6vdXqG+kLcOvAXA9NDp9PTryZaJW2ju0pwb6TcYFz6Oi7cuVvs65nbx1kVyC3Kxt7YnyDXI3OEIIUSDNXLkSNauXcuIESNo0aIFY8aM4aWXXmLTpk3lPic9PZ3Vq1fz7rvvMmTIEEJDQ1m7di0HDx7k8OHDtRh9SZIsNiJZWVlkZWWhUqmMhc3rK5VKxesDXgfg67NfcynlUrXa+y7yOy7euoiLjQvTu00HwN/Zn80TN9PavTUJWQncH34/ZxPPVjt2czIsbunk1Qm1hdrM0QghRN2RmZlJRkaG8Vbe1sPVkZ6ejpubW7mPHz9+nIKCAoYNG2Y81qZNGwICAjh06JDJ46koSRYbkfpcW7EsPf16MjxoODq9rsRcw8rSFmp559A7ADzf43mcNE7Gx7wcvPhuwv+1d+9RVVX7HsC/mw17gwIbkbc8BFGIFExKxNIQSDBPQ3t4NLWDj3yUdjItlbQoz+1q6aljZmW3ceX28tWV7HHMSIGs8AGKiiAnCBORh0/e7z3vH1z2EWWDwN4s9uL7GWONAWutveZvOnXsn3Ot+Vv/i0DnQFyruYYndj+B44XHux27VFoWt4x0GSltIEREvUxAQAA0Go1uW79+vUGvn5ubiy1btmDRokV6zykuLoZKpYKdnV2r/c7OzrrvcCkwWewjTL22oj5rxq2BmcIM3+d+3+Uk7pNTn6CwvBAu1i5tvs3E3soee6btQYh7CMrryjHjf2fg8B+Huxu6JFoWtzBZJCJqLSsrC2VlZbotNja2zfNWr14NhULR7nbu3LlWnyksLER0dDSmTZuGBQsW9ER3DIrJYh9h6rUV9Rk2cBim3z0dAPC3n/6Gzr69srK+EpuPbgYArAhdAUtzyzbPs1Hb4IvHvkDY4DDUNNRgdsJsHMg90L3ge1hdYx2yL2cDYLJIRHQrGxsb2Nra6ja1Wt3meStWrEB2dna7m4+Pj+78S5cuYcKECRg7diw++uijdmNwcXFBfX09bty40Wp/SUmJpBM9TBb7CFOvrdiel+5/CZbmlki7lIYDeZ1L4LalbcO1mmvwGeCD6cOnt3uulYUV4qfG4+GhD6OhqQFPf/M0ErITuhN6j8oszUSjthED+w3EIJtBUodDRGSSHB0d4e/v3+6mUjW/8KCwsBBhYWG6hSodff8GBwfDwsICBw8e1O3LycnBhQsXEBoaatR+tUdeWQO1qaGhweRrK7bHxdoFC4MXAgD+8/B/olHbeEefu1p9FdvStwEAVt6/EuZmHdeoVylV+PBPH2JawDQ0aZuwdP9SfHb6s64H34N074N2uQcKhULaYIiIZK4lUfT09MSmTZtw+fJlFBcXt3r2sLCwEP7+/jh27BgAQKPRYP78+Vi+fDmSkpKQnp6OuXPnIjQ0FGPGjJGqK3yDS19QUlJi8rUVO/Lsfc/i09OfIvdaLnZm7sTswNkdfmbLsS2orK/ECOcR+NOwP91xW+Zm5ngn+h30V/VHfEY8ViauBIA7alNKLckii3ETERlfYmIicnNzkZubC3d391bHWh6ZamhoQE5ODqqrq3XH3nnnHZiZmeHxxx9HXV0doqKi8P777/do7LfizGIfIJfaiu2xVdvihTEvAAA2/boJ1Q3V7Z5fWF6I+Ix4AEDsA7EwU3Tun4KZwgxvhL+BZ+97FgDwatKrOH/jfKfj7kkni///NX8sxk1EZHRz5syBEKLNrcXgwYMhhEBYWJhun6WlJbZu3Ypr166hqqoKe/fulfz7m8mizMmptmJH/hL0F3hqPFFaVYptadvaPffvqX9HfVM9xnqMxYNeD3apPYVCgTXj1uABzwdQ21iLF394EVqh7dK1jK28rhy/X/8dABe3EBFR5zBZlDm51VZsj0qp0r0G8P2093Gl+kqb5+Vey8Xus7sBNM8qduf5PYVCgY0PbYSVhRV+Lfi11z6/2PKKP0+NJ+yt9BeEJSIiuhWTRRm7ubaiHBe2tOURv0cQ6ByIqvoqvJP6TpvnvPnzm9AKLaJ8oxDsFtztNr3svHRJ6t9++hsKywu7fU1DYzFuIiLqKiaLMtZSW9HCwqLd1wvJiZnCDGvHrwUAfHr609ueI8wozsB3v30HhUKBVfevMli7c0fOxb1u96Kqvgorf1zZ6XqPxsbFLURE1FVMFmVMzrUV2/OA5wOY4D0BjdpGbPh5Q6tj639ufn3TE3c9AX8Hf4O1qTRT4u2ot6FSqpCUn4Q9WXsMdm1D4OIWIiLqqr6TQfQxN9dWlHoVlRTWjlsLhUKBr3O+1t2C/fnCzzj8x2FYKC3w4tgXDd6mr72v7rqvJr2KksoSg7fRFSWVJSiuLIaZwgwjnEZIHQ4REZkYJosyVVpaCiEErK2tZVtbsT13Od6FaQHTAAD/cfg/IITQzSrOHjEbHhoPo7S7+N7FCHQORHldOV4++HKvuB3dcgt62MBh6K/qL20wRERkcpgsylRfqK3YkZfGvgSVUoXUglSs+nEVThadRD+Lflg2ZpnR2jQ3M8fbUW/D3Mwc+3P349t/fWu0tu4Un1ckIqLuYLIoQ5WVlaioqIBCoegzq6DbMsh2EJ4e9TQA6EraLBi1AI79HY3aboBjAP4a8lcAwMuHXsa1mmtGba8jGSUZAPi8IhERdQ2TRRlqKZczcOBA2ddW7Mhzo5+DxlIDALCztMMz9z3TI+0+H/I8/Bz8cLX6Kl459EqPtNkWIYRuZpFlc4iIqCuYLMrMzbUV+/It6BYaSw3WjFsDoLkAt63atkfatVBa4O2Jb8NMYYaEcwlIzEvskXZv9UfZHyirLYNKqcJdDndJEgMREZk2Josyc/36ddTX1/ep2oodmR04G3l/zcNTQU/1aLv3uN6DRcGLAAArf1yJ8rryHm0f+Hcx7uFOw2Gh7NuzzERE1DVMFmWmr9ZW7IiVhZUk7b50/0vwHuCNksoSrEtZ1+Ptc3ELERF1F7MJGWloaMCVK83vQ+Yt6N7B0twSf5/4dwDAF2e+wOE/Dvdo+yzGTURE3cVkUUb6em3F3mqM+xjMHTkXAPBi4ouoqq/qkXYbmhqQWZoJgItbiIio65gsyghrK/ZeseNi4W7rjoKyAl1xcGP719V/obaxFjZqG/gM8OmRNomISH6YLMpEVVWVrraik5OT1OHQLaxV1tj40EYAwH+f/G9kXc4yeps3P69opuA/dSIi6hp+g8hES7kce3t7qFQqiaOhtjw4+EFMHjoZQHPCaGysr0hERIbAZFEGhBC8BW0i5o+aDwDYm70XZbVlRm2rZXELk0UiIuoOJosy0FJb0dzcHAMHDpQ6HGpHyKAQ+Dv4o7axFrvO7jJaOzUNNci5mgMAuMeFK6GJiKjrmCzKQMusopOTE2sr9nIKhQJzRs4BAMRnxEMrtEZpJ7M0E03aJjj1d4KLNWebiYio65hZmLjGxkbWVjQxj9/1OGzUNjh/4zx++uMno7ShW9ziEgSFQmGUNoiIqG9gsmjiLl++DK1Wi379+sHGxkbqcOgO9Ff1x7SAaQCA7RnbjdKGrhg3b0ETEVE3MVk0cTcvbOEMkulouRX94+8/oqCswODX50poIiIyFCaLJqympgZlZc0rap2dnSWOhjrD194XD3g+ACEEPjn1iUGvfaP2Bs7fOA+AySIREXUfk0UT1lJbccCAAVCr1RJHQ5017555AIAvMr9AXWOdwa57qvgUAGCw3WDYWdoZ7LpERNQ3MVk0UaytaPoifSLhZuOG6zXX8XXO1wa7Lm9BExGRITFZNFFlZWWora2FUqmEg4OD1OFQF5ibmeMvQX8BAMSfijfYdVmMm4iIDInJoolqmVV0dHSEUqmUOBrqqpkjZsJCaYGTRSd1t4+7QwjBmUUiIjIoJosmqKmpCZcvXwbAW9CmzqGfAx4Z9giA5iLd3VVcWYzSqlIozZQY7jS829cjIiJismiCrly5gqamJlhaWkKj0UgdDnXT3JFzAQBf5XyF6zXXu3WtllnFYQOHoZ9Fv+6GRkRExGTRFLG2oryMch2F4U7DUddYhx2ZO7p1LRbjJiIiQ2OyaGLq6upw/Xrz7BNrK8qDQqHQzS5+cuoTNGmbunwtPq9IRESGxmTRxLTUVtRoNLCyspI4GjKUqf5TobHU4ELZBSSdT+rSNbRCi1MlzYtkOLNIRESGwmTRhLC2onxZWVhhxt0zAHR9oUv+9XxU1FVAba7GsIHDDBgdERH1ZUwWTUhFRQWqq6thZmYGR0dHqcMhA4sZGQMASDqfpHtdX2e03IIe4TQCFkoLA0ZGRER9GZNFE9Iyq+jg4ABzc3OJoyFDG2w3GBO8J3TpfdFCCBy+cBgAn1ckIiLDYrJoIrRaLUpLSwHwFrSczQmaAwDYkbkDNQ01d/SZvGt5mP7ldOw+uxsAMNZjrLHCIyKiPojTUybi6tWraGxshFqtxoABA6QOh4wk3DscHhoPFJQVYF/et5jRzrm1jbXYcnQL3jv+HhqaGqA2V+OFMS8gakhUj8VLRETyx5lFE9FyC9rZ2Zm1FWVMaaZETFDzs4vbMz+D0HNeUn4Swv8nHO8ceQcNTQ0I9w5Hckwy/hryV/79ICIig5I0Wfzggw8QGBgIW1tb2NraIjQ0FPv379cdX7RoEYYMGQIrKys4OjpiypQpOHfunO74qVOn8OSTT8LDwwNWVla46667sHnz5tvaSU5OxqhRo6BWq+Hr64v4+Pjbztm6dSsGDx4MS0tLhISE4NixY0bpc1fU19fj2rVrAFhbsS+YMXwGVEoVzlw+ixOurY8VVxZj0TeLMGvvLJy/cR4u1i74r0f+C58++im87LykCZiIiGRN0mTR3d0dGzZsQHp6OtLS0hAeHo4pU6bg7NmzAIDg4GBs374d2dnZOHDgAIQQmDhxIpqamosWp6enw8nJCZ999hnOnj2LNWvWIDY2Fu+9956ujfz8fEyePBkTJkxARkYGli1bhqeffhoHDhzQnbNr1y4sX74ccXFxOHHiBIKCghAVFaV7RlBqpaWlEELAxsYG/fv3lzocMjJ7K3tM9Z8KAIgf2byvUduIj098jHHbx+Gbf30DpZkSC4MX4qe5P2HysMmcTSQi6mXOnz+P+fPnw9vbG1ZWVhgyZAji4uJQX1/f7ufCwsKgUChabYsXL+6hqNumEELou9MlCXt7e2zcuBHz58+/7djp06cRFBSE3NxcDBkypM3PL1myBNnZ2Th06BAAYNWqVfjuu++QmZmpO2fGjBm4ceMGvv/+ewBASEgI7rvvPl2SqdVq4eHhgeeeew6rV69us526ujrU1dXpfi8sLERAQAAKCgrg7u7etc7rkZaWhsrKSgwdOhSDBg0y6LWpd8oozsDDn02CRWExPv4aeOuVCTh7tXlWPdgtGG9GvokAxwCJoyQiMn0XL16Eh4eHwb+/v//+e+zatQtPPvkkfH19kZmZiQULFuCpp57Cpk2b9H4uLCwMw4YNw7p163T7+vXrB1tbW4PF1lm9ZoFLU1MT9uzZg6qqKoSGht52vKqqCtu3b4e3tzc8PDz0XqesrAz29va631NTUxEZGdnqnKioKCxbtgxA8y3e9PR0xMbG6o6bmZkhMjISqampettZv349Xn/99TvtXpdVVlaisrISCoUCTk5ORm+PeoeRLiMx0ikQGcXFiHkUwJVsaKzssGbcGswcMRNmCj5uTETUm0VHRyM6Olr3u4+PD3JycvDBBx+0mywCzclhb6p8Ivk3zpkzZ2BtbQ21Wo3FixcjISEBAQH/njF5//33YW1tDWtra+zfvx+JiYlQqVRtXuvXX3/Frl27sHDhQt2+4uLi257zc3Z2Rnl5OWpqanDlyhU0NTW1eU7LopK2xMbGoqysTLdlZWV1pfsdaolh4MCBsLBgoeW+ZN7wp3Q//9nvMRyeexizA2czUSQiMoKKigqUl5frtpvvHhrKrRNa+nz++edwcHDA8OHDERsbi+rqaoPH0hmSzyz6+fkhIyMDZWVl+PLLLxETE4OUlBRdwjhr1iw89NBDKCoqwqZNm/DnP/8Zv/zyCywtLVtdJzMzE1OmTEFcXBwmTpxo9LjVajXUarXu9/LycqO00/I/izv5y0Xy8viwqcB+wPs6EPz6W0A/Pq9KRGQsN09UAUBcXBxee+01g10/NzcXW7Zs6XBWcebMmfDy8oKbmxtOnz6NVatWIScnB3v37jVYLJ0lebKoUqng6+sLoHlBy/Hjx7F582Zs27YNAKDRaKDRaDB06FCMGTMGAwYMQEJCAp588kndNbKyshAREYGFCxdi7dq1ra7v4uKCkpKSVvtKSkpga2sLKysrKJVKKJXKNs/pDVPA1tbWuj8f6lsUCgWeMM6ENRER3SIrK6vVuoCbJ4Rutnr1arz55pvtXis7Oxv+/v663wsLCxEdHY1p06ZhwYIF7X725rujI0aMgKurKyIiIpCXl6d3vYaxSZ4s3kqr1eqd+hVCQAjR6vjZs2cRHh6OmJgYvPHGG7d9JjQ0FP/85z9b7UtMTNQ9F6lSqRAcHIyDBw9i6tSpuhgOHjyIpUuXGqhXRERE1JvZ2Njc0SKSFStWYM6cOe2e4+Pjo/v50qVLmDBhAsaOHYuPPvqo03GFhIQAQLuLe41N0mQxNjYWkyZNgqenJyoqKvDFF18gOTkZBw4cwO+//45du3Zh4sSJcHR0xMWLF7FhwwZYWVnh4YcfBtB86zk8PBxRUVFYvny57vk+pVIJR0dHAMDixYvx3nvvYeXKlZg3bx4OHTqE3bt347vvvtPFsXz5csTExODee+/F6NGj8Y9//ANVVVWYO3duz/+hEBERUa/l6OioyzE6UlhYiAkTJuhKAZqZdf6Z84yMDACAq6tr+ycak5DQvHnzhJeXl1CpVMLR0VFERESIH374QQghRGFhoZg0aZJwcnISFhYWwt3dXcycOVOcO3dO9/m4uDgB4LbNy8urVTtJSUli5MiRQqVSCR8fH7F9+/bbYtmyZYvw9PQUKpVKjB49Whw5cqRTfSkoKBAAREFBQaf/HIjaVFkpBNC8VVZKHQ0RkSwZ6/v74sWLwtfXV0RERIiLFy+KoqIi3XbzOX5+fuLo0aNCCCFyc3PFunXrRFpamsjPzxf79u0TPj4+Yvz48QaNrbN6XZ1FU2WsOk3Uh1VVAdbWzT9XVgIsyE5EZHDG+v6Oj4/Xe4eyJfU6f/48vL29kZSUhLCwMBQUFGD27NnIzMxEVVUVPDw88Oijj2Lt2rWS1llksmggTBbJ4JgsEhEZHb+/O8aCbURERESkF5NFIiIiItKLySIRERER6cVkkYiIiIj0YrJIRERERHoxWSQiIiIivZgsEhEREZFeTBaJiIiISC9J3w0tJ1qtFgBQVFQkcSQkG9XV//65sBDo10+6WIiIZKrle7vle5xux2TRQEpKSgAAo0ePljgSkiU/P6kjICKStZKSEnh6ekodRq/E1/0ZSGNjI06ePAlnZ2eYmRn27n5FRQUCAgKQlZUFGxsbg167t+gLfQTYT7lhP+WjL/QRYD/botVqUVJSgnvuuQfm5pxDawuTRRNQXl4OjUaDsrIySV8kbkx9oY8A+yk37Kd89IU+AuwndQ0XuBARERGRXkwWiYiIiEgvJosmQK1WIy4uDmq1WupQjKYv9BFgP+WG/ZSPvtBHgP2kruEzi0RERESkF2cWiYiIiEgvJotEREREpBeTRSIiIiLSi8kiEREREenFZJGIiIiI9GKy2Mtt3boVgwcPhqWlJUJCQnDs2DGpQzKo1157DQqFotXm7+8vdVjd9tNPP+GRRx6Bm5sbFAoFvvrqq1bHhRB49dVX4erqCisrK0RGRuK3336TJthu6Kifc+bMuW18o6OjpQm2i9avX4/77rsPNjY2cHJywtSpU5GTk9PqnNraWixZsgQDBw6EtbU1Hn/8cd374k3FnfQzLCzstvFcvHixRBF3zQcffIDAwEDY2trC1tYWoaGh2L9/v+64HMYS6LifchjLW23YsAEKhQLLli3T7ZPLeEqNyWIvtmvXLixfvhxxcXE4ceIEgoKCEBUVhdLSUqlDM6i7774bRUVFuu3nn3+WOqRuq6qqQlBQELZu3drm8bfeegvvvvsuPvzwQxw9ehT9+/dHVFQUamtrezjS7umonwAQHR3danx37NjRgxF2X0pKCpYsWYIjR44gMTERDQ0NmDhxIqqqqnTnvPDCC/jmm2+wZ88epKSk4NKlS3jsscckjLrz7qSfALBgwYJW4/nWW29JFHHXuLu7Y8OGDUhPT0daWhrCw8MxZcoUnD17FoA8xhLouJ+A6Y/lzY4fP45t27YhMDCw1X65jKfkBPVao0ePFkuWLNH93tTUJNzc3MT69esljMqw4uLiRFBQkNRhGBUAkZCQoPtdq9UKFxcXsXHjRt2+GzduCLVaLXbs2CFBhIZxaz+FECImJkZMmTJFkniMpbS0VAAQKSkpQojmsbOwsBB79uzRnZOdnS0AiNTUVKnC7LZb+ymEEA8++KB4/vnnpQvKSAYMGCA+/vhj2Y5li5Z+CiGvsayoqBBDhw4ViYmJrfol9/HsSZxZ7KXq6+uRnp6OyMhI3T4zMzNERkYiNTVVwsgM77fffoObmxt8fHwwa9YsXLhwQeqQjCo/Px/FxcWtxlaj0SAkJER2YwsAycnJcHJygp+fH5555hlcvXpV6pC6paysDABgb28PAEhPT0dDQ0Or8fT394enp6dJj+et/Wzx+eefw8HBAcOHD0dsbCyqq6ulCM8gmpqasHPnTlRVVSE0NFS2Y3lrP1vIZSyXLFmCyZMntxo3QL7/NqVgLnUA1LYrV66gqakJzs7OrfY7Ozvj3LlzEkVleCEhIYiPj4efnx+Kiorw+uuvY9y4ccjMzISNjY3U4RlFcXExALQ5ti3H5CI6OhqPPfYYvL29kZeXh5dffhmTJk1CamoqlEql1OF1mlarxbJly3D//fdj+PDhAJrHU6VSwc7OrtW5pjyebfUTAGbOnAkvLy+4ubnh9OnTWLVqFXJycrB3714Jo+28M2fOIDQ0FLW1tbC2tkZCQgICAgKQkZEhq7HU109APmO5c+dOnDhxAsePH7/tmBz/bUqFySJJatKkSbqfAwMDERISAi8vL+zevRvz58+XMDIyhBkzZuh+HjFiBAIDAzFkyBAkJycjIiJCwsi6ZsmSJcjMzJTFc7Xt0dfPhQsX6n4eMWIEXF1dERERgby8PAwZMqSnw+wyPz8/ZGRkoKysDF9++SViYmKQkpIidVgGp6+fAQEBshjLgoICPP/880hMTISlpaXU4cgab0P3Ug4ODlAqlbet2iopKYGLi4tEURmfnZ0dhg0bhtzcXKlDMZqW8etrYwsAPj4+cHBwMMnxXbp0Kb799lskJSXB3d1dt9/FxQX19fW4ceNGq/NNdTz19bMtISEhAGBy46lSqeDr64vg4GCsX78eQUFB2Lx5s+zGUl8/22KKY5meno7S0lKMGjUK5ubmMDc3R0pKCt59912Ym5vD2dlZVuMpJSaLvZRKpUJwcDAOHjyo26fVanHw4MFWz5zITWVlJfLy8uDq6ip1KEbj7e0NFxeXVmNbXl6Oo0ePynpsAeDixYu4evWqSY2vEAJLly5FQkICDh06BG9v71bHg4ODYWFh0Wo8c3JycOHCBZMaz4762ZaMjAwAMKnxbItWq0VdXZ1sxlKfln62xRTHMiIiAmfOnEFGRoZuu/feezFr1izdz3Iezx4l9Qob0m/nzp1CrVaL+Ph4kZWVJRYuXCjs7OxEcXGx1KEZzIoVK0RycrLIz88Xv/zyi4iMjBQODg6itLRU6tC6paKiQpw8eVKcPHlSABBvv/22OHnypPjjjz+EEEJs2LBB2NnZiX379onTp0+LKVOmCG9vb1FTUyNx5J3TXj8rKirEiy++KFJTU0V+fr748ccfxahRo8TQoUNFbW2t1KHfsWeeeUZoNBqRnJwsioqKdFt1dbXunMWLFwtPT09x6NAhkZaWJkJDQ0VoaKiEUXdeR/3Mzc0V69atE2lpaSI/P1/s27dP+Pj4iPHjx0sceeesXr1apKSkiPz8fHH69GmxevVqoVAoxA8//CCEkMdYCtF+P+Uylm25dZW3XMZTakwWe7ktW7YIT09PoVKpxOjRo8WRI0ekDsmgpk+fLlxdXYVKpRKDBg0S06dPF7m5uVKH1W1JSUkCwG1bTEyMEKK5fM4rr7winJ2dhVqtFhERESInJ0faoLugvX5WV1eLiRMnCkdHR2FhYSG8vLzEggULTO4/O231D4DYvn277pyamhrx7LPPigEDBoh+/fqJRx99VBQVFUkXdBd01M8LFy6I8ePHC3t7e6FWq4Wvr6946aWXRFlZmbSBd9K8efOEl5eXUKlUwtHRUUREROgSRSHkMZZCtN9PuYxlW25NFuUynlJTCCFEz81jEhEREZEp4TOLRERERKQXk0UiIiIi0ovJIhERERHpxWSRiIiIiPRiskhEREREejFZJCIiIiK9mCwSERERkV5MFomIiIhILyaLRERERKQXk0UiIiIi0ovJIhERERHp9X/5AeLEvwtKgQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The left corner is 73 right is 292\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The left corner is 151 right is 297\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(130, 272), (53, 321), (107, 233), (115, 265), (85, 281)]\n"
     ]
    }
   ],
   "source": [
    "breakpoints, edges = get_breakpoints(all_signal,\n",
    "                                  TIME_BINS,\n",
    "                                  TIME_BINS,\n",
    "                                  buffer = TRANSITION_BUFFER,\n",
    "                                  verbose=False)\n",
    "\n",
    "print(breakpoints[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "fc782604",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:50.504349Z",
     "iopub.status.busy": "2025-09-25T10:02:50.503927Z",
     "iopub.status.idle": "2025-09-25T10:02:50.509285Z",
     "shell.execute_reply": "2025-09-25T10:02:50.508245Z"
    },
    "papermill": {
     "duration": 0.142858,
     "end_time": "2025-09-25T10:02:50.511251",
     "exception": false,
     "start_time": "2025-09-25T10:02:50.368393",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "missing_breakpoints = [entry for entry in breakpoints if None in entry]\n",
    "#missing_breakpoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d10e8cdc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:50.645876Z",
     "iopub.status.busy": "2025-09-25T10:02:50.645499Z",
     "iopub.status.idle": "2025-09-25T10:02:50.666773Z",
     "shell.execute_reply": "2025-09-25T10:02:50.665765Z"
    },
    "papermill": {
     "duration": 0.091645,
     "end_time": "2025-09-25T10:02:50.669030",
     "exception": false,
     "start_time": "2025-09-25T10:02:50.577385",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rs</th>\n",
       "      <th>Ms</th>\n",
       "      <th>Ts</th>\n",
       "      <th>Mp</th>\n",
       "      <th>e</th>\n",
       "      <th>P</th>\n",
       "      <th>sma</th>\n",
       "      <th>i</th>\n",
       "      <th>original_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>1.155435</td>\n",
       "      <td>1.062961</td>\n",
       "      <td>5577.006645</td>\n",
       "      <td>0.694946</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.305589</td>\n",
       "      <td>8.550786</td>\n",
       "      <td>89.150759</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>1.813230</td>\n",
       "      <td>1.370451</td>\n",
       "      <td>6216.229756</td>\n",
       "      <td>0.610845</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.352660</td>\n",
       "      <td>9.553384</td>\n",
       "      <td>88.701514</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>0.653807</td>\n",
       "      <td>0.667352</td>\n",
       "      <td>4968.477186</td>\n",
       "      <td>1.529200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.522798</td>\n",
       "      <td>15.285661</td>\n",
       "      <td>89.134177</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456603</th>\n",
       "      <td>1.250623</td>\n",
       "      <td>1.162019</td>\n",
       "      <td>6023.702622</td>\n",
       "      <td>2.262107</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.541019</td>\n",
       "      <td>14.144310</td>\n",
       "      <td>87.178007</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23615382</th>\n",
       "      <td>1.431492</td>\n",
       "      <td>1.306489</td>\n",
       "      <td>6128.061013</td>\n",
       "      <td>0.861299</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.368080</td>\n",
       "      <td>8.347654</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Rs        Ms           Ts        Mp    e         P  \\\n",
       "planet_id                                                             \n",
       "34983      1.155435  1.062961  5577.006645  0.694946  0.0  3.305589   \n",
       "1873185    1.813230  1.370451  6216.229756  0.610845  0.0  6.352660   \n",
       "3849793    0.653807  0.667352  4968.477186  1.529200  0.0  5.522798   \n",
       "8456603    1.250623  1.162019  6023.702622  2.262107  0.0  7.541019   \n",
       "23615382   1.431492  1.306489  6128.061013  0.861299  0.0  4.368080   \n",
       "\n",
       "                 sma          i  original_index  \n",
       "planet_id                                        \n",
       "34983       8.550786  89.150759               0  \n",
       "1873185     9.553384  88.701514               1  \n",
       "3849793    15.285661  89.134177               2  \n",
       "8456603    14.144310  87.178007               3  \n",
       "23615382    8.347654  90.000000               4  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "db9666fd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:50.805437Z",
     "iopub.status.busy": "2025-09-25T10:02:50.804990Z",
     "iopub.status.idle": "2025-09-25T10:02:50.813975Z",
     "shell.execute_reply": "2025-09-25T10:02:50.813003Z"
    },
    "papermill": {
     "duration": 0.080718,
     "end_time": "2025-09-25T10:02:50.816129",
     "exception": false,
     "start_time": "2025-09-25T10:02:50.735411",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.10968644115578942,\n",
       " 0.11939378887273547,\n",
       " 0.35328481211760404,\n",
       " 0.5568178267692488,\n",
       " 3.5707248924458837e-16]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "impacts = list((star_info['sma'] / star_info['Rs']) * np.cos(np.radians(star_info['i'])))\n",
    "impacts[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "69f68dc0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:02:50.951930Z",
     "iopub.status.busy": "2025-09-25T10:02:50.951152Z",
     "iopub.status.idle": "2025-09-25T10:06:13.052691Z",
     "shell.execute_reply": "2025-09-25T10:06:13.051456Z"
    },
    "papermill": {
     "duration": 202.172532,
     "end_time": "2025-09-25T10:06:13.055053",
     "exception": false,
     "start_time": "2025-09-25T10:02:50.882521",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[444, 599]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/1100 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The edge tuple was (121, 280)\n",
      "The breakpoints were (130, 272)\n",
      "The transitions are (20, 76, 132), reflected is True\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/scipy/optimize/_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0197  → fitted depth ~ 0.0088, difference: 0.01085\n",
      "Fitted U: u1=0.022, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 1/1100 [00:00<16:34,  1.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The edge tuple was (45, 325)\n",
      "The breakpoints were (53, 321)\n",
      "The transitions are (20, 139, 258), reflected is True\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0068  → fitted depth ~ 0.0138, difference: -0.00699\n",
      "Fitted U: u1=0.000, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 2/1100 [00:01<17:13,  1.06it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The edge tuple was (93, 248)\n",
      "The breakpoints were (107, 233)\n",
      "The transitions are (20, 68, 116), reflected is False\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0497  → fitted depth ~ 0.0282, difference: 0.02153\n",
      "Fitted U: u1=0.040, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 3/1100 [00:02<16:08,  1.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The edge tuple was (98, 279)\n",
      "The breakpoints were (115, 265)\n",
      "The transitions are (20, 79, 138), reflected is True\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0157  → fitted depth ~ 0.0165, difference: -0.00083\n",
      "Fitted U: u1=0.145, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 4/1100 [00:03<15:59,  1.14it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0162  → fitted depth ~ 0.0076, difference: 0.00862\n",
      "Fitted U: u1=0.000, u2=0.898\n"
     ]
    },
    {
     "data": {
      "image/png": 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f8eNQWgpaLXTtqnY07ZfqSdKCBQvo2rUrRqOR5ORkNm3aVG9bu93O888/T0JCAkajkaSkJFavXu3VpqSkhEmTJtGlSxcCAgIYMmQImzdv9mpTWlrKo48+itlsJiAggD59+vDWW281y/H5qtqDBx0OB0FBeQAUFsrgQSGEaG57Ty2X2bkz+MsoB9WomiSlpaUxefJknn32WbZs2UJSUhKpqakcP368zvYzZszg7bffZv78+ezcuZOJEycycuRIfv75Z0+b+++/n/T0dBYvXsz27du5/vrrSUlJISfn9GmiyZMns3r1apYsWcKuXbuYNGkSjz76KF988UWzH7OvqD14MDs7G5PJ9Z5IkiSEEM3HYrGwbds2Nm06CcBFF6kcUHunqGjQoEHKI4884vnb4XAosbGxyuzZs+tsHxMTo7z++ute22677Tbl7rvvVhRFUcrLyxWdTqesXLnSq83ll1+uPP30056/+/btqzz//PPnbHOmyspKxWazeS5Hjx5VAMVmszXsYH3U0aNHla1btypPPFGkgKKMH692REII0TZ9/fXXyn333afcfvvtSlLSlwooysSJakfV9thstgZ/f6vWk1RdXU1WVhYpKSmebVqtlpSUFDIzM+vcp6qqCqPR6LUtICCA9evXA1BTU4PD4ThnG4AhQ4bwxRdfkJOTg6IofPvtt+zZs4frr7++3nhnz56NyWTyXOLbSelpd0HJ/v1NAOzbp3JAQgjRBtWeLJOYmEhxsWvdzIiIInUDa+dUS5IKCgpwOBxERUV5bY+KiiIvL6/OfVJTU5kzZw579+7F6XSSnp7O8uXLyc3NBSAkJITBgwfzwgsvcOzYMRwOB0uWLCEzM9PTBmD+/Pn06dMHs9mMwWBg2LBhLFiwgCuvvLLeeKdPn47NZvNcjh492gSvgu9wd/lKkiSEEE2v9mQZnU5HRYWrLlJERKHKkbVvqg/cbox58+bRo0cPEhMTMRgMPProo4wfPx6t9vRhLF68GEVRiIuLw9/fn9dee4277rrLq838+fPZsGEDX3zxBVlZWbz66qs88sgj/O9//6v3uf39/QkNDfW6tCfuJCk3F8pkgpsQQjSp2pNlamocWK0dALjkkgCVI2vfVEuSIiIi0Ol05Ofne23Pz88nOjq6zn06derEihUrKCsr4/Dhw2RnZxMcHEz37t09bRISEli3bh2lpaUcPXqUTZs2YbfbPW0qKip46qmnmDNnDjfddBOXXnopjz76KKNHj+aVV15pvgP2cWVlFsLCagDYv1/lYIQQoo2pPVnml1+OYbcHotEoDBlS9/ehaBmqJUkGg4H+/fuTkZHh2eZ0OsnIyGDw4MHn3NdoNBIXF0dNTQ3Lli3jlltuOatNUFAQMTExFBYWsmbNGk8bu92O3W736lkC0Ol0OJ3OJjiytic9PZ1Zs2ah1R4A4D//2aZyREII0fYMHTqUWbNmMWrUNADMZg1nDLEVLUzVZUkmT57MuHHjGDBgAIMGDWLu3LmUlZUxfvx4AMaOHUtcXByzZ88GYOPGjeTk5NCvXz9ycnKYNWsWTqeTqVOneh5zzZo1KIpCr1692LdvH1OmTCExMdHzmKGhoVx11VVMmTKFgIAAunTpwrp16/jwww+ZM2dOy78IrVztwYSxsRWcPAlffbWPBx4Il7WEhBCiiZnNZjQa122Z/q8+VZOk0aNHc+LECWbOnEleXh79+vVj9erVnsHcR44c8erxqaysZMaMGRw4cIDg4GCGDx/O4sWLCQsL87Sx2WxMnz4di8VCx44dGTVqFC+++CJ6vd7TZunSpUyfPp27776bkydP0qVLF1588UUmTpzYYsfuK9yDCRMTE9m/v/DUNhNWq1WSJCGEaAbuIQ0JCerGIUCjKIqidhC+qLi4GJPJhM1ma9ODuC0Wi6fHrqBgBF9+eRuxsTvZuDFUkiQhhGgGY8fC4sXw4ovw1FNqR9P2NOb726dmt4mWV3swYXGxeyxSV0mQhBCiCbkrbVssFg4dcm3r1k3VkAQqn24TvmHo0KH07t2bX38tZt06OHEiEIcDdDq1IxNCCN+Xnp5OWloaNpsNk8nErl2vA0ZJkloB6UkSDWI2mxk6tA96PdjtUGspPCGEEOfpzErbdruWggIDID1JrYEkSaLBdDrXitQABw+qG4sQQrQFZ1baDg7uDWgxGh1ERqodnZAkSTSK+5eNJElCCHHhalfadjgc7NvnqtfXubPTUwpAqEeSJNEokiQJIUTTqT05Jjs7m7Iy18K2PXrof2NP0RJk4LZoFEmShBCiabknx1itVt55pxs//CDjkVoLSZJEo4SGWoFwsrOrAH+1wxFCiDbBbDZjNpspKHD9LUlS6yCn20SDpaens2bNWwDs2FFGenq6yhEJIUTb4u6llySpdZAkSTSIe5pqUNBxAMrLw/j442VYLBaVIxNCiLZDkqTWRZIk0SDuaaoJCaHo9dWAltxcA1arVe3QhBCiTSgtRU63tTKSJIkGcU9TPXYsB5OpCACttjPh4eHqBiaEEG3EkSOu67AwMJlUDUWcIkmSaJDa01R1umMA9Olzg6zhJoQQF8i9bltWlqsbyV20V6hPZreJBnNPUy0sDGD5cggJ6at2SEII4dNqr9t27NjNwBi6dFE7KuEmPUmiUcxmM/36uU6xHT2qcjBCCOHDzly3rbS0AwDh4aUqRybcJEkSjebuCnafPxdCCNF4Z67b5nDEAxAWVqxyZMJNkiTRaJIkCSHEhTtz3baCggAAevaUQr2thSRJotHiXT92OHoUFEXdWIQQwleduW5baalrKMNll8ms4dZCBm6LRnNPaCsvh5MnQaoACCHE+XFPiMnLs7J8eUcAGbjdikhPkmi0ggIL4eF2QE65CSHEhTKbzXTqlITTqcFggKgotSMSbpIkiUZJT09n1qxZOJ2HAfjyy63qBiSEEG3AYddHKvHxoJVv5lZD3grRYLWnq0ZFVQGwevUOWb9NCCEukLtXXk61tS6SJIkGqz1d1WQqPrUtWNZvE0KIC+TuSZJq262LJEmiwWpPVw0JKQKgpiZa1m8TQogL5E6SpCepdZEkSTRY7emqpaU7ATAae8n6bUIIcR7ca7ZZLBbPCgbSk9S6SAkA0Sju6apr15azYQMUF4epHZIQQvic2mu2mUwmsrP/CYR46tCJ1kF6kkSjmc1mrruuJwDHjkFNjcoBCSGEDzlzzTan08mxYzrgdB060TpIkiTOS1QU6PXgdLoSJSGEEA1z5pptERHdqK4OBCRJam0kSRLnRas9vTyJFJQUQoiGO3PNtn37KgAICXESEqJycMKLJEnivNVew00IIUTDnLlmW0WFa4ZwfLx8Jbc2qr8jCxYsoGvXrhiNRpKTk9m0aVO9be12O88//zwJCQkYjUaSkpJYvXq1V5uSkhImTZpEly5dCAgIYMiQIWzevPmsx9q1axc333wzJpOJoKAgBg4cyBHpEmkU9ywMedmEEKJxhg4dyqxZs5gxYwZDh44H5FRba6RqkpSWlsbkyZN59tln2bJlC0lJSaSmpnL8+PE628+YMYO3336b+fPns3PnTiZOnMjIkSP5+eefPW3uv/9+0tPTWbx4Mdu3b+f6668nJSWFnJwcT5v9+/fz+9//nsTERNauXcsvv/zCM888g9FobPZjbkskSRJCiPNnNptJSkqivLzjqb9VDkicTVHRoEGDlEceecTzt8PhUGJjY5XZs2fX2T4mJkZ5/fXXvbbddtttyt13360oiqKUl5crOp1OWblypVebyy+/XHn66ac9f48ePVr505/+1KhYKysrFZvN5rkcPXpUARSbzdaox2lLZs8+qYCipKSUqx2KEEL4rAceUBRQlGefVTuS9sFmszX4+1u1nqTq6mqysrJISUnxbNNqtaSkpJCZmVnnPlVVVWf19gQEBLB+/XoAampqcDgc52zjdDpZtWoVPXv2JDU1lcjISJKTk1mxYsU54509ezYmk8lziW/nxSzS09P59tsPANiy5QTp6ekqRySEEL7Jvfyl9CS1PqolSQUFBTgcDqKiory2R0VFkZeXV+c+qampzJkzh7179+J0OklPT2f58uXk5uYCEBISwuDBg3nhhRc4duwYDoeDJUuWkJmZ6Wlz/PhxSktL+fvf/86wYcP4+uuvGTlyJLfddhvr1q2rN97p06djs9k8l6PteLSyu8ZHYGABAKWlHUlLS5OFboUQ4jxIktR6qT5wuzHmzZtHjx49SExMxGAw8OijjzJ+/Hi02tOHsXjxYhRFIS4uDn9/f1577TXuuusuTxun0wnALbfcwl/+8hf69evHtGnTGDFiBG+99Va9z+3v709oaKjXpb1y1/jo0cPVY1ddHYzVWiUL3QohxHmQJKn1Ui1JioiIQKfTkZ+f77U9Pz+f6OjoOvfp1KkTK1asoKysjMOHD5OdnU1wcDDdu3f3tElISGDdunWUlpZy9OhRNm3ahN1u97SJiIjAz8+PPn36eD127969ZXZbA7lrfBQUHMDf31XfQ6frKgvdCiFEI5WXw8mTrtuSJLU+qiVJBoOB/v37k5GR4dnmdDrJyMhg8ODB59zXaDQSFxdHTU0Ny5Yt45ZbbjmrTVBQEDExMRQWFrJmzRpPG4PBwMCBA9m9e7dX+z179tBFll9ukNo1PoxG10zE/v1HykK3QgjRSO6J10FBYDKpG4s4m6oL3E6ePJlx48YxYMAABg0axNy5cykrK2P8eFfNiLFjxxIXF8fs2bMB2LhxIzk5OfTr14+cnBxmzZqF0+lk6tSpnsdcs2YNiqLQq1cv9u3bx5QpU0hMTPQ8JsCUKVMYPXo0V155Jddccw2rV6/myy+/ZO3atS16/L7MvdDt7t2hrF8PERGXqx2SEEL4BIvFgtVqJTw8nKNHXT8u4+NBo1E5MHEWVZOk0aNHc+LECWbOnEleXh79+vVj9erVnsHcR44c8RpvVFlZyYwZMzhw4ADBwcEMHz6cxYsXExYW5mljs9mYPn06FouFjh07MmrUKF588UX0er2nzciRI3nrrbeYPXs2jz/+OL169WLZsmX8/ve/b7FjbwvMZjN9+sD69ad/DQkhhKhfeno6aWlp2Gw2TCYTHTtOAi6WU22tlEZRFEXtIHxRcXExJpMJm83WrgdxP/88PPss3H8/LFyodjRCCNF6WSwWzxmQuLg4cnJy+OWXEWRl3cY998B776kdYfvQmO9vn5rdJlqfuDjXtfQkCSHEublnBsfFxaHT6YiLi6OwMAiQQdutlSRJ4oJIkiSEEA3jnhmck5ODw+EgJyeHmhrX8BJJklonSZLEBZEkSQghGqb2zODs7Gy0Wi0GQ/dT96kcnKiTqgO3he9zJ0lWK1RUQECAuvEIIURr5p4Z7J7ddtllrjExkiS1TpIkiQvSoQMYjVBZCceOQUKC2hEJIUTrZjabMZvNVFZCgWt1J9r5cqCtlpxuExckJ8dCp05Vp26rHIwQQvgQ92dmQIDrB6dofSRJEuctPT2dWbNmUVGxH4DVq7erHJEQQviO2mu2SSHJ1kmSJHFeLBYLaWlpOJ1OoqLsAGRk7MLi/l8vhBDinGRh29ZPkiRxXmrX+zCZSgE4eTIQq9WqcmRCCOEbJElq/SRJEueldr2P4OAiAByOKMLDw9UNTAghfMTRo65rSZJaL0mSxHmpXe+juDgbgICAHpjlf7sQQjSI9CS1flICQJw3d72Pb76pYMMGKCsLUzskIYRo1SwWi6dGksXiyo5k+n/rJUmSuCBms5mrr3bdPnYMnE7QSv+kEEKcJT09nbS0NGw2GyaTiQMHFgD+nqK8ovWRrzNxwWJiXNNX7fbThdGEEEKcVntGcGJiIjU1GgoL9YCcbmvNJEkSF0yvh8hI120pKCmEEGerPSNYp9MRGtoT0OLnpxARoXZ0oj6SJIkm4e4uljJJQghxttozgh0OBwcPulYqiIx0yBCFVkzeGtEk3EmS9CQJIcTZas8Izs7OpqLCtQ5JfLwMDW7N5N0RTUKSJCGEODf3jGCr1cqXX3YmIwNiY9WOSpyL9CSJJiFJkhBC/Daz2UxSUpKnJ0mSpNZNkiTRJCRJEkKIhjt2zHUt0/9bN0mSRJMwGE4AcOiQXeVIhBCi9XP/oJSepNZNkiRxwdLT01m+fD4Ahw5Vk56ernJEQgjRurl7kiRJat0kSRIXxF0gzWi0AlBdHcRHH32GRWoBCCFEvSRJ8g2SJIkL4i6Q1q1bR/T6agDy8nRYrVaVIxNCiNapogIKC123JUlq3SRJEhfEXSDt2LEcQkKKAdDpOhMeHq5yZEII0Trl5rqujUYIC1M1FPEbJEkSF6R2gTSdLg+ASy4ZhlkWIxJCiDrVPtWm0agbizg3KSYpLpi7QFpeXiCrVkHHjpeoHZIQQrQqFosFq9VKeHg4OTmuH5Ey/b/1kyRJNAmz2czFF8OqVbJ+mxBC1Jaenk5aWho2mw2TyYSf3xSgl4xH8gFyuk00GSkoKYQQ3twzgJ1OJ4mJiTidTn788SAgg7Z9gSRJosm4/8O7ByUKIUR7554BHBcXh06nIy4ujqKiIECSJF/QKpKkBQsW0LVrV4xGI8nJyWzatKnetna7neeff56EhASMRiNJSUmsXr3aq01JSQmTJk2iS5cuBAQEMGTIEDZv3lzvY06cOBGNRsPcuXOb6pDaJXdPkntQohBCtHfuGcA5OTk4HA5ycnKoqekESJLkC1RPktLS0pg8eTLPPvssW7ZsISkpidTUVI4fP15n+xkzZvD2228zf/58du7cycSJExk5ciQ///yzp839999Peno6ixcvZvv27Vx//fWkpKSQU8d5oM8++4wNGzYQK/9aL5j7JTx2DBRF3ViEEKI1qD0DODs7+9RM4HhAkiRfoFEUdb/OkpOTGThwIK+//joATqeT+Ph4HnvsMaZNm3ZW+9jYWJ5++mkeeeQRz7ZRo0YREBDAkiVLqKioICQkhM8//5wbb7zR06Z///7ccMMN/O1vf/Nsy8nJITk5mTVr1nDjjTcyadIkJk2aVGecVVVVVFVVef4uLi4mPj4em81GaGjohb4MbUJ1Nfj7u24fPw6dOqkbjxBCtBa1Z7f17m2mtBT27IEePdSOrP0pLi7GZDI16Ptb1Z6k6upqsrKySElJ8WzTarWkpKSQmZlZ5z5VVVUYjUavbQEBAaxfvx6AmpoaHA7HOduAKxkbM2YMU6ZMoW/fvr8Z6+zZszGZTJ5LfHx8g4+zvTAYTidGcspNCCFOM5vNJCUlERrqSpAAYmLUjUn8NlWTpIKCAhwOB1FRUV7bo6KiyMvLq3Of1NRU5syZw969e3E6nacWV11O7qnRwiEhIQwePJgXXniBY8eO4XA4WLJkCZmZmZ42AC+99BJ+fn48/vjjDYp1+vTp2Gw2z+Xo0aPnedRtW+1TbkIIIby5PxtDQyE4WN1YxG9TfUxSY82bN48ePXqQmJiIwWDg0UcfZfz48Wi1pw9l8eLFKIpCXFwc/v7+vPbaa9x1112eNllZWcybN4/3338fTQPLnfr7+xMaGup1EWfr2LECgB07TqociRBCtD6ysK1vUTVJioiIQKfTkZ+f77U9Pz+f6OjoOvfp1KkTK1asoKysjMOHD5OdnU1wcDDdu3f3tElISGDdunWUlpZy9OhRNm3ahN1u97T5/vvvOX78OJ07d8bPzw8/Pz8OHz7ME088QdeuXZvteNu69PR0cnJ+AuDf//6O9PR0lSMSQojWRZIk36JqkmQwGOjfvz8ZGRmebU6nk4yMDAYPHnzOfY1GI3FxcdTU1LBs2TJuueWWs9oEBQURExNDYWEha9as8bQZM2YMv/zyC1u3bvVcYmNjmTJlCmvWrGnag2wn3AXTAgNdPUhlZSbS0tKwSPltIYTwkCTJt6i+LMnkyZMZN24cAwYMYNCgQcydO5eysjLGjx8PwNixY4mLi2P27NkAbNy4kZycHPr160dOTg6zZs3C6XQydepUz2OuWbMGRVHo1asX+/btY8qUKSQmJnoeMzw8/KxV6vV6PdHR0fTq1auFjrxtcRdMi4mBrVtBUaKx2WxYrVZZ7FYIIU6RJMm3qJ4kjR49mhMnTjBz5kzy8vLo168fq1ev9gzmPnLkiNd4o8rKSmbMmMGBAwcIDg5m+PDhLF68mLCwME8bm83G9OnTsVgsdOzYkVGjRvHiiy+i1+tb+vDaDXfBtMLCQwBYrQGYTKazklEhhGjP3EmSLG7rG1Svk+SrGlNnob1IT09nwYINfP75MwQGFrFixWaGDh2qdlhCCKGq2jWSRo828+OP8OmncPvtakfWPjXm+1v1niTRdgwdOpSOHfvy+edQWWnimmskQRJCtG/p6emkpaVhs9kwmUzs3z8fCJDTbT7C50oAiNatX79YdDpwOjXUs7KMEEK0C+4JLU6nk8TERBwOJydOuPomJEnyDZIkiSal04G7eoMUlBRCtGfuCS1xcXHodDo6drwIp9M1NlaqbfsGSZJEk5Oq20IIcXpCS05ODg6Hg/37XcV2O3RweNa5FK2bJEmiyUmSJIQQrvXaRo8ejVarJTs7m8rKjgDEx+tUjkw0lAzcFk3OnSTl5KgbhxBCqG3o0KH07t0bq9VKeno8a9bIeCRfIj1JoslJT5IQQpxmNptJSkry9CRJkuQ7JEkSTU6SJCGEOJtU2/Y9kiSJJidJkhBCnE2SJN8jSZJocjpdHgAWi0PlSIQQovWQJMn3SJIkmlR6ejoffOBajPjkSR2rVv1P5YiEEKJ1kCTJ90iSJJqMu7qsXl+CTlcDwIcffo3FYlE5MiGEUJfDAXmuTnZZ3NaHSJIkmoy7uqzZHEdISAkAx4/rsVqtKkcmhBDqOn7clShptRAZqXY0oqEkSRJNpnZ12eDgYgC0WjPh4eEqRyaEEOpyn2qLigI/qVDoMyRJEk2mdnVZRXF9IvTqdQ1ms1nlyIQQQl0yHsk3ST4rmpS7umxFhT8ffwyhoYlqhySEEKqwWCxYrVbCw8M5dsz1Y1GSJN8iSZJocq7qsvDxx1IrSQjRPqWnp5OWlobNZsNkMlFVNR1IkCTJx8jpNtEspKCkEKK9cs/0dTqdJCYm4nQ62bTJtZilzGzzLZIkiWYhSZIQor1yz/SNi4tDp9MRFxdHcXEwIKfbfI0kSaJZuD8IcnLUjUMIIVpa7Zm+DoeDnJwcqqsjAEmSfI0kSaJZuD8IiouhtFTdWIQQoiXVnumbnZ2NVqvF4YgGJEnyNTJwWzSLkBAICoKyMsjNhR491I5ICCFajnumr9VqJSQknHffNQCSJPka6UkSzUKjOT1AUcYlCSHaI9dM3yT8/FzT//V6kNq6vkWSJNFsZPC2EEKc/gyMiXEtSyJ8h7xdotmEhZUDsHNnkbqBCCGEitxJkkz/9z2NTpIqKyvrvS83N/eCghFtR3p6Ovv3fwfAihWbSE9PVzkiIYRQh3uWr4xH8j2NTpIuv/xytm7detb2ZcuWcemllzZFTMLHuQupBQQUAlBWZiItLQ2LxaJyZEII0fJk3Tbf1egk6eqrr+Z3v/sdL730EgBlZWXcc889jBkzhqeeeqrJAxS+53QhNdc/r5qaKGw2G1arVeXIhBCi5UmS5LsaXQLgjTfe4MYbb+T+++9n5cqV5ObmEhwczKZNm7j44oubI0bhY9yF1HJzDwBQVBSAyWQiXKZ1CCHaIUmSfNd5Ddy+4YYbuO222/jhhx84cuQIL730kiRIwsNdSC0oyAZAeXkYf/zjaMxms8qRCSFEy5MkyXc1Oknav38/gwcPZuXKlaxZs4apU6dy8803M3XqVOx2+3kFsWDBArp27YrRaCQ5OZlNmzbV29Zut/P888+TkJCA0WgkKSmJ1atXe7UpKSlh0qRJdOnShYCAAIYMGcLmzZu9HuOvf/0rl1xyCUFBQcTGxjJ27FiOyVz1JjN06FBefPFRABwOfwYNGqpyREII0TIsFgvbtm3zjMOU2W0+TGmk4OBgZfTo0UphYaFn2w8//KAkJCQo/fr1a+zDKUuXLlUMBoOyaNEiZceOHcqECROUsLAwJT8/v872U6dOVWJjY5VVq1Yp+/fvV9544w3FaDQqW7Zs8bT54x//qPTp00dZt26dsnfvXuXZZ59VQkNDFYvFoiiKohQVFSkpKSlKWlqakp2drWRmZiqDBg1S+vfv3+C4bTabAig2m63Rx9yedOigKKAoO3aoHYkQQjS/r7/+WrnvvvuU22+/XbnvvvuUL774nwKuz8GiIrWjE4rSuO9vjaIoSmOSqsWLFzNmzJiztrt7b959991GJWnJyckMHDiQ119/HQCn00l8fDyPPfYY06ZNO6t9bGwsTz/9NI888ohn26hRowgICGDJkiVUVFQQEhLC559/zo033uhp079/f2644Qb+9re/1RnH5s2bGTRoEIcPH6Zz586/GXdxcTEmkwmbzUZoaGijjrk9ufhi2LED0tMhJUXtaIQQovlYLBZmzZqF0+kkLi6OnJwcSkuj+fTT/yMw0LWOpUajdpSiMd/fjT7dVleCBBASEtLoBKm6upqsrCxSan17arVaUlJSyMzMrHOfqqoqjEaj17aAgADWr18PQE1NDQ6H45xt6mKz2dBoNISFhdX7vMXFxV4X8dvc5+DddUKEEKKtOj2zNw6dTkdcXBzHj7vmR8XGSoLkixo9u+3DDz+s9z6NRlNvElWXgoICHA4HUVFRXtujoqLIzs6uc5/U1FTmzJnDlVdeSUJCAhkZGSxfvhyHwwG4krXBgwfzwgsv0Lt3b6Kiovj3v/9NZmYmF110UZ2PWVlZyV//+lfuuuuuerPK2bNn89xzzzX42ISLLE0ihGgv3DN7c3JyPD1JGk0yIIO2fVWjk6Q///nPXn/b7XbKy8sxGAwEBgY2Kkk6H/PmzWPChAkkJiai0WhISEhg/PjxLFq0yNNm8eLF3HvvvZ5s/vLLL+euu+4iKyvrrMez2+388Y9/RFEU3nzzzXqfd/r06UyePNnzd3FxMfHx8U17cG2QLHIrhGgv3DN709LSyM7OxmQy0bPnNaxdK0mSr2p0klRYWHjWtr179/LQQw8xZcqURj1WREQEOp2O/Px8r+35+flER0fXuU+nTp1YsWIFlZWVWK1WYmNjmTZtGt27d/e0SUhIYN26dZSVlVFcXExMTAyjR4/2agOnE6TDhw/zzTffnPPcpL+/P/7+/o06PiE9SUKI9mXo0KH07t0bq9VKeHg4c+a4Sp/IzDbf1CQL3Pbo0YO///3vZ/Uy/RaDwUD//v3JyMjwbHM6nWRkZDB48OBz7ms0GomLi6OmpoZly5Zxyy23nNUmKCiImJgYCgsLWbNmjVcbd4K0d+9e/ve//0mhw2YiSZIQor0xm80kJSVhNps94zGlTJxvanRPUr0P5Od3XnWGJk+ezLhx4xgwYACDBg1i7ty5lJWVMX78eADGjh1LXFwcs2fPBmDjxo3k5OTQr18/cnJyPDMJpk6d6nnMNWvWoCgKvXr1Yt++fUyZMoXExETPY9rtdm6//Xa2bNnCypUrcTgc5OXlAdCxY0cMBsOFvhziFEmShBDtmXvJSulJ8k2NTpK++OILr78VRSE3N5fXX3+dK664otEBjB49mhMnTjBz5kzy8vLo168fq1ev9gzmPnLkCFrt6Q6vyspKZsyYwYEDBwgODmb48OEsXrzYa1aazWZj+vTpWCwWOnbsyKhRo3jxxRfR6/UA5OTkeI6jX79+XvF8++23XH311Y0+DlE3d5KUmwtOJ2ibpO9SCCF8g7snSZIk39ToOknaM77lNBoNnTp14tprr+XVV18lJiamSQNsraROUsMcPGghISEORdGQnw+RkWpHJIQQLcPpBKMR7HY4fBgaUIJPtIDGfH83uifJ6XSed2CifUlPTyctLQ2D4RWqqsJYvjyTiRPPPdZMCCHaioICV4Kk0UA76T9oc+Tkh2gWFouFtLQ0nE4nHTqUA/DZZ5s8axkJIURb5/64i4yEU6M9hI9pUE9S7fpAv2XOnDnnHYxoO9yVZxMTEwkJKSUvD6xWA1arFbNM8xBCtAMyHsn3NShJeu+997j44ovx8/NDo9FQ3zAmjdRcF6fUrjwbHGwDQFFipNSCEKLdkOn/vq9BSZLNZmPZsmVERkbSvXt3Nm/eLF924pxqV56trDwIDCQmZoD0Igkh2jSLxeIpJJmTI4UkfV2DkqQOHTpw8OBBIiMjOXTokAzeFg3irjz79tsKf/sbaLWSIAkh2i73ZBWbzYbJZOLo0eeAOEmSfFiDkqRRo0Zx5ZVXEhsbi0ajYcCAAeh0ujrbHjhwoEkDFL7NbDaT7Frf0dP1LIQQbU3tySqJiYnk5OTw669FQJycbvNhDUqS3nnnHW677Tb27dvH448/zoQJEwgJCWnu2EQbIYvcCiHautqTVXQ6HXFxcZSWumrwSE+S72pwnaRhw4YBkJWVxZ///GdJkkSDuatu5+dDTQ34NdliOEII0TrUnqwSFxdHTk4OFRWusbuSJPmuRtdJeu+99yRBEo3SqZMrMVIUOLVEnhBCtCnuySparZbs7GwcjgDs9kBAkiRfJr/pRbPTal3VZo8edZ1yk/PzQoi2yD1ZxWq1UlQUxYcfQkgIyMpVvksqbosW4U6MpOC2EKItM5vNJCUl4XBEA9KL5OskSRItQpIkIUR74v6skyTJt0mSJFqEJElCiPZEqm23DZIkiRYRHFwEwJ495eoGIoQQLUDWbWsbJEkSzS49PZ3165cCsGGDhfT0dJUjEkKI5iVJUtsgSZJoVu4qtAEBVgDKyjqQlpaGRc67CSHaMBmT1DZIkiSalbsKbffu/gBUVHSgqKgYq9WqcmRCCNF8ZExS2yBJkmhW7iq0xcW7AScOhx/+/nGEh4erHZoQQjQLu/104VzpSfJtkiSJZuWuQqvXKxiNNgCuuGI0Zvl5JYRoQywWC9u2bcNisZCX51phwM8PIiPVjkxcCKm4LZqduwptZqY/O3eC2fw7tUMSQogmk56eTlpaGjabDZPJxKWXPgAMIjbWteKA8F3y9okWYTab6dnTtY6RjNkWQrQV7skpTqeTxMREnE4nn3/+EyCn2toCSZJEi5GCkkKItsY9OSUuLg6dTkdcXBxWqxGQJKktkCRJtBhJkoQQbY17ckpOTg4Oh4OcnByczlhAkqS2QJIk0WLcSdLRo+rGIYQQTcU9OUWr1ZKdnY1WqyUiIgmQJKktkIHbosXEx7uuJUkSQrQl7skpVquV8PBw7rorBoDOnVUOTFwwSZJEi+nSxXV99Cg4nTLrQwjRdpjNZk9pkyNHXNvcn3nCd8nXlGgx7umw1dWQn692NEII0fRqak5X25aeJN8nSZJoMXr96XP0hw+rG4sQQjSHY8fA4XB93kVHqx2NuFCSJIkWFR1dBcDPP8vabUKItsf9AzA+XoYUtAWt4i1csGABXbt2xWg0kpyczKZNm+pta7fbef7550lISMBoNJKUlMTq1au92pSUlDBp0iS6dOlCQEAAQ4YMYfPmzV5tFEVh5syZxMTEEBAQQEpKCnv37m2W4xMu6enpnDz5MwDvvfcN6enpKkckhBBNS8YjtS2qJ0lpaWlMnjyZZ599li1btpCUlERqairHjx+vs/2MGTN4++23mT9/Pjt37mTixImMHDmSn3/+2dPm/vvvJz09ncWLF7N9+3auv/56UlJSyHGfKAb+8Y9/8Nprr/HWW2+xceNGgoKCSE1NpbKystmPuT1yV6UNDHT1IJWWdiAtLQ2LFE0SQrQh7p4kGY/UNqieJM2ZM4cJEyYwfvx4+vTpw1tvvUVgYCCLFi2qs/3ixYt56qmnGD58ON27d+ehhx5i+PDhvPrqqwBUVFSwbNky/vGPf3DllVdy0UUXMWvWLC666CLefPNNwNWLNHfuXGbMmMEtt9zCpZdeyocffsixY8dYsWJFSx16u+KuSms2OwCoqTFjs9mwWuW0mxCi7ZCepLZF1SSpurqarKwsUlJSPNu0Wi0pKSlkZmbWuU9VVRVGo9FrW0BAAOvXrwegpqYGh8NxzjYHDx4kLy/P63lNJhPJycnnfN7i4mKvi2g4d1Vau30/AFZrICaTifDwcJUjE0KIpiM9SW2LqklSQUEBDoeDqKgor+1RUVHk5eXVuU9qaipz5sxh7969OJ1O0tPTWb58Obm5uQCEhIQwePBgXnjhBY4dO4bD4WDJkiVkZmZ62rgfuzHPO3v2bEwmk+cS766MKBrEXZU2NLQQgNLScEaPHu2pKyKEEL7KYrGwbds2LBaL9CS1MT5XTHLevHlMmDCBxMRENBoNCQkJjB8/3uv03OLFi7n33ns9Cw5efvnl3HXXXWRlZZ33806fPp3Jkyd7/i4uLpZEqZGGDh1KfHwfli+H6uogkpOHqh2SEEJckPT0dNLS0rDZbISGmjhw4C3AT3qS2ghVe5IiIiLQ6XTkn1FZMD8/n+h6Ckx06tSJFStWUFZWxuHDh8nOziY4OJju3bt72iQkJLBu3TpKS0s5evQomzZtwm63e9q4H7sxz+vv709oaKjXRTReYmIcHTq4brt/cQkhhC9yT0hxOp0kJiZSWRlAZaWr70F+Q7cNqiZJBoOB/v37k5GR4dnmdDrJyMhg8ODB59zXaDQSFxdHTU0Ny5Yt45ZbbjmrTVBQEDExMRQWFrJmzRpPm27duhEdHe31vMXFxWzcuPE3n1dcOPcvLEmShBC+zD0hxX3WIjAwEYCOHe0EBKgcnGgSqp9umzx5MuPGjWPAgAEMGjSIuXPnUlZWxvjx4wEYO3YscXFxzJ49G4CNGzeSk5NDv379yMnJYdasWTidTqZOnep5zDVr1qAoCr169WLfvn1MmTKFxMREz2NqNBomTZrE3/72N3r06EG3bt145plniI2N5dZbb23x16C96doVtm2DAwfUjkQIIc6fe0JKTk4OcXFxHDigABAfr6gcmWgqqidJo0eP5sSJE8ycOZO8vDz69evH6tWrPYOqjxw5grZW2dLKykpmzJjBgQMHCA4OZvjw4SxevJiwsDBPG5vNxvTp07FYLHTs2JFRo0bx4osvotfrPW2mTp1KWVkZDzzwAEVFRfz+979n9erVZ82KE02vRw/XtdTuFEL4MveElLS0NLKzsykuTgLg4osNKkcmmopGURRJec9DcXExJpPp1GA9GZ/UGO+8Aw8+CDfcAP/9r9rRCCHEhbFYLFitVv7+94tYujSIWbPg2WfVjkrUpzHf36r3JIn2p2dP17X0JAkh2gKz2YzZbObYMdff7t5y4ftUr7gt2h/3B8jBg2C3qxuLEEI0lT17XNfuH4LC90mSJFpcbCwEBoLD4UqUhBDC15WUgLsWsfQktR2SJIkWl5NjwWyuAE7/8hJCCF/mHj4QGQkmk7qxiKYjSZJoUenp6cyaNYvy8p8BWLlyt8oRCSHEhXMnSdKL1LZIkiRaTO3qtF26uAYjrVuXi8ViUTkyIYS4MDIeqW2SJEm0mNrVaSMiTgJw8mRHrFarypEJIcSFkZ6ktklKAIgWU7s6bViYa2GjsrI4wsMrVI5MCCEaz10fKTw8nD17zIAkSW2NJEmixdSuTltQkAk8QFlZOLWKpQshhE9IT08nLS3tVEFCEzt2vAno5XRbGyNJkmhRQ4cOpXfv3litVjZtcpCfr2P7dpB1hYUQvqL2+MrExER2766ktFSPXq+QmKhROzzRhGRMkmhxZrOZpKQk+vfXAbB1q7rxCCFEY9QeX6nT6YB+AHTvXolBlm1rUyRJEqpJcq0FKUmSEMKn1B5f6XA42Ls3CIBLLnGqHJloapIkCdX06+e6liRJCOFL3OMrtVot2dnZFBZ2BuCKK4JUjkw0NRmTJFTjTpK2b3ctUaLTqRqOEEI0WO3xlTff3Bc4/Zkm2g7pSRKqSUhwreFWUXG6xogQQvgKs9lMly5JHDni6m9wDyEQbYckSUI1Oh1ceqnrtpxyE0L4ol9+cV137gwdOqgbi2h6kiQJ1VgsFuLjCwBJkoQQvsn92SWn2tomSZKEKtwL3e7fvwyAr7+WpUmEEL7np59c15IktU2SJIkWV7sQ2+WX1wDw668BHDkiC90KIXzLxo2u6+RkdeMQzUOSJNHiahdii4mxotdXY7cHkpVVqnZoQgjRYIWFsGeP6/agQerGIpqHJEmixdUuxKYodjp2PAjAwYORKkcmhBC/zWKxsG3bNlatOgG4ZupGRKgclGgWUidJtLjaC91mZ2cTGXmQ/Pxe7N3bUe3QhBDinGovbHvgwN3ArXKqrQ2TJEmoonYhtg0bzEycePrcvhBCtEZnLmy7YUM3AHr1KgLC1AxNNBNJkoRqzGYzZrPZU1vkl19chSUDAtSNSwgh6uIeT5mYmIhWq+PkyYsA6N79BJIktU0yJkmoLj4eoqNdS5O4p9MKIURrU3s8ZUFBKOXlQWi1dgYPll92bZUkSUJ1Gg1ccYXr9vr16sYihBD1qb2w7aZN/gAkJpaRkGBWOTLRXCRJEq3ClVe6rr/7Tt04hBDiXIYOHcqsWbMwm+8E4Oabw9QNSDQrGZMkWoU//MF1/cMPrtNuOp268QghRH3MZjO//uq67f7sEm2T9CSJVuHSSyE0FEpKYNs2taMRQoj65ebCvn2uoQJDhqgdjWhOkiQJ1VksFn79dRsDBlQAcspNCNG6ff+96zopCcLCVA1FNDPVk6QFCxbQtWtXjEYjycnJbNq0qd62drud559/noSEBIxGI0lJSaxevdqrjcPh4JlnnqFbt24EBASQkJDACy+8gKIonjalpaU8+uijmM1mAgIC6NOnD2+99VazHaOon3uh27/97W8UF/8XOP0BJIQQrZH7M0pOtbV9qo5JSktLY/Lkybz11lskJyczd+5cUlNT2b17N5GRZy9RMWPGDJYsWcLChQtJTExkzZo1jBw5kh9//JHLLrsMgJdeeok333yTDz74gL59+/LTTz8xfvx4TCYTjz/+OACTJ0/mm2++YcmSJXTt2pWvv/6ahx9+mNjYWG6++eYWfQ3aszMLs5WXZwPw7bcOnE4dWtVTeCGEONvata5r94QT0Xap+jU0Z84cJkyYwPjx4z29OYGBgSxatKjO9osXL+app55i+PDhdO/enYceeojhw4fz6quvetr8+OOP3HLLLdx444107dqV22+/neuvv96rh+rHH39k3LhxXH311XTt2pUHHniApKSkc/ZiiaZXe6FbnU5HUlI1fn4VFBbqZFySEKJVysuDX391jUe6+mq1oxHNTbUkqbq6mqysLFJSUk4Ho9WSkpJCZmZmnftUVVVhNBq9tgUEBLC+VnGdIUOGkJGRwZ5TSzNv27aN9evXc8MNN3i1+eKLL04tsKrw7bffsmfPHq6//vp6462qqqK4uNjrIi5M7cJsDoeDvLyjxMS43rf0dJWDE0KIOnzyyUkALr64Wha1bQdUS5IKCgpwOBxERUV5bY+KiiIvL6/OfVJTU5kzZw579+7F6XSSnp7O8uXLyc3N9bSZNm0ad955J4mJiej1ei677DImTZrE3Xff7Wkzf/58+vTpg9lsxmAwMGzYMBYsWMCV5+g7nT17NiaTyXOJj4+/wFdA1C7Mlp2djVarZcQIV4G2//1P5eCEEOIM6enpvP76LgA0mgzS5ddcm+dTdZLmzZvHhAkTSExMRKPRkJCQwPjx471Oz33yySd89NFHfPzxx/Tt25etW7cyadIkYmNjGTduHOBKkjZs2MAXX3xBly5d+O6773jkkUeIjY316tmqbfr06UyePNnzd3FxsSRKTaD2Qrfh4eEUF5t5803XwMjKSjij41AIIVRhsVhYujSNnJx/ABATs4O0tGx69+6N2SwVt9sq1ZKkiIgIdDod+fn5Xtvz8/OJjo6uc59OnTqxYsUKKisrsVqtxMbGMm3aNLp37+5pM2XKFE9vEsAll1zC4cOHmT17NuPGjaOiooKnnnqKzz77jBtvvBGASy+9lK1bt/LKK6/UmyT5+/vj7+/fFIcuzuBe6BZAUSAmxlWH5Icf4LrrVA5OCCFwjaG0WIIpL++ITldDv35l7N9vw2q1SpLUhql2us1gMNC/f38yMjI825xOJxkZGQwePPic+xqNRuLi4qipqWHZsmXccsstnvvKy8vRnjEtSqfT4XQ6AVcZAbvdfs42Qj0aDbjz1DVr1I1FCCHcwsPDsdmSAYiPP8zx44cxmUyEh4erHJloTqrObps8eTILFy7kgw8+YNeuXTz00EOUlZUxfvx4AMaOHcv06dM97Tdu3Mjy5cs5cOAA33//PcOGDcPpdDJ16lRPm5tuuokXX3yRVatWcejQIT777DPmzJnDyJEjAQgNDeWqq65iypQprF27loMHD/L+++/z4YcfetoIdbnH2P/3v+rGIYQQbmazGbvdNbknNHQ9Wq2W0aNHSy9SW6eobP78+Urnzp0Vg8GgDBo0SNmwYYPnvquuukoZN26c5++1a9cqvXv3Vvz9/ZXw8HBlzJgxSk5OjtfjFRcXK3/+85+Vzp07K0ajUenevbvy9NNPK1VVVZ42ubm5yj333KPExsYqRqNR6dWrl/Lqq68qTqezwXHbbDYFUGw22/kfvKiT1aooWq2igKIcOqR2NEIIoSglJYpiMLg+lz77bJdy9OhRtUMS56kx398aRalVilo0WHFxMSaTCZvNRmhoqNrh+DyLxeIZvG02m/nDH2D9eliwAB5+WO3ohBDt3YoVMHIkdO9+et024Zsa8/3tU7PbRNuUnp5OWloaNpsNk8nE6NGjufHGoaxfD6tWSZIkhFDfqlWu6xtvlASpPZGFH4SqzlyaxOl0kpaWRv/+rlpZ33wD5eUqBymEaNcU5fQYyVOTokU7IUmSUNWZS5PExcVhs9no1CmfLl1ctZK+/lrtKIUQ7dnmzXDsGAQFwVVXqR2NaEmSJAlVnbk0SU5ODiaTiYiIcNyTDT/7TN0YhRDt2/LlrusrriiioMCibjCiRUmSJFRV19Ik7mm1t93mavPFF2C3qxunEKJ9UhRYvNh1zt9me49Zs2bJciTtiAzcFqo7c2kSd92RIUMgMhKOH4e1a2HoUHXjFEK0PxkZeRw7Fo1Wa+fKK0spKHCNm5TlSNoH6UkSrYLZbCYpKcnrQ0enA3cx9WXLVApMCNGuuU+1JSTsJzDQ4Rk3abVa1Q1MtAhJkkSrNmqU63r5cqipUTcWIUT7oiiQkeFadiQq6gevcZOyHEn7IEmSaNWuvRYiIuDECai1zJ8QQjS77dthzx49er2Trl23njVuUrR9MiZJtCpnVt7W6+GOO+DNN+Hf/4bUVLUjFEK0F//+t+v6xhu1zJ7917PGTYq2T5YlOU+yLEnTq6vy9tChQ/n+e7jySggNhfx8MBrVjlQI0dYpimsJkkOHIC0N/vhHtSMSTaUx399yuk20CvVV3rZYLFxxBZjNUFwMK1eqHakQoj3YsMGVIAUFwYgRakcj1CJJkmgV6qu8bbVa0WrhT39ytVu0SN04hRDtwwcfuK5vuw0CA9WNRahHkiTRKtRXeds9g+Tee13tVq+Go0dVDFQI0eZVVMDSpa7b48erG4tQlyRJolU4V+VtgB494OqrXeME3ntP3ViFEG3b55+DzQZdukBCgoVt27ZhschyJO2RDNw+TzJwu3mcObutto8+cp1269IFDhwAraT4QohmkJrqWlj7T3/aj7//7LMmkwjfJgO3hc+qq/K22223gckEhw9LzSQhRPM4eBDcS7NVVS2sczKJaD8kSRKtjsVSd/d2QMDpAdz/+pcKgQkh2ryFC12n9QcPLkFR9tc5mUS0H1JMUrQq9dVKcrv/fliwAD77DAoKXNW4hRCiKVRXw7vvum6PH1/Fxo2uySRxcXGyHEk7JT1JotU4V60kt379oH9/sNvhww/Vi1UI0fasWAHHj0NMDNxzT8Q5J5OI9kF6kkSr4a6VlJiY6Onezs7Oxmq1en0wTZgAWVnw+uvw+OPgJ/+KhRAXSFFgzhzX7QkTQK+HoUOH0rt3b1mOpB2TniTRavxWrSS3MWMgPNw1wPKzz1QKVgjRpvz4I2zcCP7+8PDDp7efazKJaPskSRKtxm/VSnILDIRHHnHdfuUV1y9AIYS4EK++6roeMwaiotSNRbQeUifpPEmdpOZzrlpJbsePQ+fOUFUF338Pv/99CwcphGgz9u6FXr1cP7h27oTevV3bG/JZJHxPY76/ZTSHaHXMZjNms9lTCqCuD6jISBg71jVd99VXJUkSQpy/f/7TlSDdeOPpBOm3ZtqK9kF6ks6T9CQ1r4Z8QGVnuz7QNBrYvdu1dIkQQjRGQYGrV7qiAr791rX8kcViYdasWTidTs/0f61Wy6xZs6RHqQ2QitvCpzWkFABAYiKMGOE9K0UIIRrjzTddCVL//nDVVa5t7pm2UkhSSJIkWp3GfEA9+aTretEiOHq0hQMVQvg0m811qg1cnyUajet2Q2fairZPkiTR6jTmA+rKK13d49XV8MILLR+rEMJ3/fOfUFjoOm1/xx2ntzd0pq1o+2RM0nmSMUnNqzGDJn/4wTVwW6dzjVO66KIWDlYI4XOsVujWDUpK4NNP4fbbz24js9vaJp8ak7RgwQK6du2K0WgkOTmZTZs21dvWbrfz/PPPk5CQgNFoJCkpidWrV3u1cTgcPPPMM3Tr1o2AgAASEhJ44YUXODMX3LVrFzfffDMmk4mgoCAGDhzIkSNHmuUYReMNHTqUWbNmMWPGDB588EEiIyPrXX37iivghhvA4YDnnmvhQIUQPumll1wJ0mWXwW23ed/nnlkLSCHJ9k5R0dKlSxWDwaAsWrRI2bFjhzJhwgQlLCxMyc/Pr7P91KlTldjYWGXVqlXK/v37lTfeeEMxGo3Kli1bPG1efPFFJTw8XFm5cqVy8OBB5dNPP1WCg4OVefPmedrs27dP6dixozJlyhRly5Ytyr59+5TPP/+83ueti81mUwDFZrOd/wsgftPXX3+t3Hfffcrtt9+u3HfffcrXX39dZ7usLEUBRdFoFOXXX1s4SCGETzl2TFECAlyfGatWed/X0M8c4bsa8/2t6um25ORkBg4cyOuvvw6A0+kkPj6exx57jGnTpp3VPjY2lqeffppH3OWWgVGjRhEQEMCSJUsAGDFiBFFRUbzrXsq5jjZ33nkner2exYsXn3fscrqt+TV2Gu7tt8OyZa5fhcuWqRCwEMInPPaYa+3HwYNdp+vdA7Zl6n/74BOn26qrq8nKyiIlJeV0MFotKSkpZGZm1rlPVVUVRqPRa1tAQADr16/3/D1kyBAyMjLYs2cPANu2bWP9+vXccMMNgCsRW7VqFT179iQ1NZXIyEiSk5NZsWLFOeOtqqqiuLjY6yKaV2On4T7/vOvDbvly1wefEEKcac8eePtt1+0XXzydIIFM/RdnUy1JKigowOFwEHXGIjlRUVHk5eXVuU9qaipz5sxh7969OJ1O0tPTWb58Obm5uZ4206ZN48477yQxMRG9Xs9ll13GpEmTuPvuuwE4fvw4paWl/P3vf2fYsGF8/fXXjBw5kttuu41169bVG+/s2bMxmUyeS3x8fBO8CuJcas9yKywsZPv27fj5+dU7DbdPH7j/ftftRx91jVESQgg3RYHHHwe73VVd+5prvO+Xqf/iTKoP3G6MefPm0aNHDxITEzEYDDz66KOMHz8erfb0YXzyySd89NFHfPzxx2zZsoUPPviAV155hQ8++ABw9SQB3HLLLfzlL3+hX79+TJs2jREjRvDWW2/V+9zTp0/HZrN5LkelKE+zc0/DPXbsGF988QXbtm2jqKiIXbt21bvP//0fdOgAW7fCO++0XKxCiNbviy9gzRowGGDu3LPvl6n/4kyqrd0WERGBTqcjPz/fa3t+fj7R0dF17tOpUydWrFhBZWUlVquV2NhYpk2bRvfu3T1tpkyZ4ulNArjkkks4fPgws2fPZty4cURERODn50efPn28Hrt3795ep+3O5O/vj7+///kerjhPvXv3pkOHDiQlJdGlSxdKSkpIS0ujd+/edX5wRUS46iU9+ig8/bSr9klEhAqBCyFalYoKmDTJdfvJJ+svFdK7d2/++Mc/AtCnTx9JkNo51XqSDAYD/fv3JyMjw7PN6XSSkZHB4MGDz7mv0WgkLi6Ompoali1bxi233OK5r7y83KtnCUCn03l6kAwGAwMHDmT37t1ebfbs2UOXLl0u9LBEE7NardTU1HDJJZfQoUOHBo0RePBBSEpyFYl7+ukWDFYI0Wr94x9w6BCYzfDUU3W3SU9PZ9asWSxcuJBPPvnknL3Won1Q9XTb5MmTWbhwIR988AG7du3ioYceoqysjPHjxwMwduxYpk+f7mm/ceNGli9fzoEDB/j+++8ZNmwYTqeTqVOnetrcdNNNvPjii6xatYpDhw7x2WefMWfOHEaOHOlpM2XKFNLS0li4cCH79u3j9ddf58svv+Thhx9uuYMXDXLmGIE9e/ZQU1NDdXV1vfv4+cH8+a7bCxfCOUpvCSHagf374e9/d91+9VUICjq7TUPXjBTti6pJ0ujRo3nllVeYOXMm/fr1Y+vWraxevdozmPvIkSNeg7IrKyuZMWMGffr0YeTIkcTFxbF+/XrCwsI8bebPn8/tt9/Oww8/TO/evXnyySd58MEHeaHWmhUjR47krbfe4h//+AeXXHIJ//rXv1i2bBm///3vW+zYRcPUHiOwdu1atm7ditVq5e233yY9Pb3e/f7wB/jTn1wDNe+5ByorWy5mIUTr4XTC+PGuz4Brr/VefqQ2mdkm6iLLkpwnqZPUsjZv3sz//d//YTAY6NmzJ3v27KG6upqnnnqKgQMH1rmP1Qp9+0J+Pkyd6qqwK4RoX+bNc41FCgqC7dtdS5HURWoktR8+USdJiMYwGAz4+fnRs2dPDh06xO7duz2JU309SuHhp+uhvPIK1FN+SwjRRu3ZA+4RG6+8Un+C5DZgwAAqKipkZpvwUG12mxCN4R6btGfPHnbv3k1ZWRkmk4ny8nIWLVpU72y3W26BMWNg8WLXabetWyEgoMXDF0K0MIfDdZqtogJSUlwTOupTe0FtPz8/rrvuOkaMGCEJkpAkqbk5HA7sdrvaYfgcvV6PTqfz/O0em/TGG29QUFCAv78/VVVVHDlyhJ07d/LWW28xceLEOj/U5s2D//3P9avyySdhwYKWPBIhhBpeegl+/BFCQuBf//KurF3bmQO2c3Jy+OmnnxgxYkTLBixaJUmSmomiKOTl5VFUVKR2KD4rLCyM6OhoNKc+3YYOHUpYWBjPPPMMe/bsITg4mJKSEmw2G++++y4//fQTY8eO5f/9v//n9TgdOsCiRXDDDfDGG3DllTB6tBpHJIRoCd9+C88847o9bx6cq7rLzp07OXz4MH369PEM2M7OzsZqtUpPkpAkqbm4E6TIyEgCAwM9X/TitymKQnl5OcePHwcgJibGc9/AgQO59dZbeemllygrK8NmsxEYGEhFRQW//PILM2bM4PDhw4wZM8brA27YMNfYhNmzXUuX9OsHvXq19JEJIZpbbi7cdZdrVtu4ca7T7PVJT0/nvffeY9++fRw+fJiBAwfi7+8vS5EID5nddp7ONTreXc8nMjJS/qNdAKvVyvHjx+nZs6fXqTeLxcKUKVPIy8vj0KFD2Gw2NBoN4eHhHDt2DJPJxIABA/jd735H//79PVVza2pcYxPWrYOLL4aNGyEwUMUDFEI0qcb8H689m62qqorNmzdjt9v53e9+x7333svQoUNbNnjRYmR2m8rcY5AC5Rv4grhfvzPHdJnNZu69916io6Oprq6murqaiIgIrFYrBoMBRVHIzMzkxRdf5L777mPMmDG89dZb5OVZ+Pe/ISoKfv3VNZBTfiII0XY89ZQrQQoOhv/859w/gqxWK3l5eeh0OqKiorjhhhu46KKLGD9+vCRIwkNOtzUjOcV2Yc71+g0dOpTevXuzePFiFi5cSElJCQ6Hg9DQUEpKSlAUBZ1Oh6IoZGVlsW/fPr766it+97vf8cQTKUyfPoAlSzT07Hl67IIQwnctXAgvv+y6/a9//fbp9B07drB3715+/fVXOnToQGRkJF26dDlrXU/RvkmSJHyW2Wxm+vTpdOnShQ8//JAdO3ag0Wjw9/ensrISg8FAVVUVGo2G6upqMjMzycjIoEOHN0hI+At79kxm5kzo3h3uvlvtoxFCnK+vv4aHHnLdnjnztydmbN68mU8//ZTo6GhsNhuFhYWUl5czbtw4GawtvEiSJH7T1VdfTb9+/Zg7d67aodTp//2//8eVV17JypUr+eqrr9iyZQvl5eUYDAbKysrQaDRUVlai0Wg8vUu5ubMICvKnrOwR7rnHQXy8jiuvVPtIhBCNtX073H67qy7Sn/4Es2bV39ZisbBy5UpWrFjBr7/+SqdOnejevTsRERHk5OTQt2/fFotb+AZJkkSTWrt2Lddccw2FhYVea+o1N7PZzMSJExkxYgQrV65k6dKl7N+/n5qaGgIDA9FqtV69SzU1NWg00zAaO1NZeROpqRX861/7ufhiB+Hh4fJrUggfcPAgDB8OJSWu0h511UOyWCxYrVa+//57Vq5cyY4dO/Dz88Pf35/S0lIOHjyIXq8nJiZGJtqIs0iSJNqU2snSzp07ycrKYsOGDV69S+7xS4GB/oSHP8XBgxFUVg5m7NgY+vR5lIsuquSOO+44q96SEKL1OHIErrkGLBbo3Rs++wz8/V331U6MMjIyOHToEAcOHMDPzw+Hw0HHjh3RaDQYDAZOnDhB165dZQkSUSdJkoSXsrIyHnroIZYvX05ISAhPPvmk1/2LFy9m3rx57N69m6CgIK699lrmzp1LZGQkhw4d4pprrgGgQ4cOAIwbN47333+f1atX87e//Y1ff/0VnU7H4MGDmTdvHgkJCc1yHGazGbPZzPXXX+/pYnf3LtntdrRaLZGRkRQUHCM4eDSlpStwOi9nx465nDgxmm3bXPWWUlJSMBgM0rskRCuSkwPXXguHD8NFF0FGBnTsePp02rp169i/fz+7d+/GYDB4ZsHq9XoAioqKPP+ne/bsec6FskX7JnWSztO56ixUVlZy8OBBunXrhtFovKDncf8iaqkv6YcffphVq1axaNEiIiMjeeqpp1i3bh333nsvc+fOZdGiRcTExNCrVy+OHz/O5MmTCQsL47///S8Oh4PPP/+cUaNGsXv3bkJDQwkICMBkMrFs2TI0Gg2XXnoppaWlzJw5k0OHDrF161a02rorUTTl6wiu13Lnzp188803fPLJJ1RWVlJeXk5QUBDFxX5UVHyJw3EpOl0+BsNwAgIOYTKZ6NSpE7GxsVx77bVceeWVkjAJoSKLxVULafdu14K169ZBfDx8/PHHngkcfn5+2O12ioqKPEmSw+FAr9fTqVMn8vPzMZlMXHnllVITqR1qTJ0kSZLOU0skSbUXXTSZTIwePbpZ/zOXlpYSHh7OkiVLuOOOOwA4efIkZrOZBx54oM6B2z/99BMDBw6kpKSE4ODgBo9JKigooFOnTmzfvp2LL764zjZNnSTVVtcHamGhjqqq1TgcvdFoThIQcDuBgdtxOp1oNBrsdjvdu3ena9eucjpOCBVkZ8P118PRo67E6LvvwM/P4ikFUvuHT0lJiSdB0uv1lJWV4e/vT2hoKHq9ngkTJpxVmV+0D41JkuR0WytV16KLaWlp9a523xT2799PdXU1ycnJnm0dO3akV62CI1lZWcyaNYtt27ZRWFiI0+kE4MiRI+esL7J3715mzpzJxo0bKSgo8NqvviSpOdWeEefumi8p2Y3BcAslJf/G4ehPefmX6HT3AGvQ6/VUVVVx4MABCgoK2LZtW53LnwghmsemTa5B2lYr9OwJH3yQy+rVn/PVV1/x008/YbPZiIuLo6qqirKyMsBVa02v13tKg8iPHNFYkiS1UlarFZvNRmJiYqtZdLGsrIzU1FRSU1P56KOP6NSpE0eOHCE1NZXq6upz7nvTTTfRpUsXFi5cSGxsLE6nk4svvvg392tOtQd51579sn37/+PkyX9RWfkHSko+JjBwEk7nB2g0GhRFwWAwkJ+fz+uvv86GDRu44YYbGDFihCRLQjSTL790rcdWVgYDB8K99y5j1qyF7NixA61W6/l/WVBQ4FmeyN/fn5CQEDldLi6IJEmtVHh4OCaTiZycHOLi4sjJyWn2RRcTEhLQ6/Vs3LiRzp07A1BYWMiePXu46qqrPEna3//+d+Lj4wHX6bbaDAYD4Fq/zs1qtbJ7924WLlzIH/7wBwDWr1/fbMfRWO5B3klJSdx6662sXLmSb755m4yMck6eTKW8fAEGw8VoNFMxGAxey59s3bqVLVu2sGLFCm688Ub5EBaiCSkKvPiiq0CkosAf/lDJtde+zj/+8Ybn1FpoaChVVVUEBwdTXFxMaWkpkZGRTJgwQSZeiAsmSVIrZTabGT16NGlpaWRnZ3vGJDXnf/Tg4GDuu+8+pkyZQnh4OJGRkTz99NOegdWdO3fGYDAwf/58Jk6cyK+//soLL7zg9RhdunRBo9GwcuVKhg8fTkBAAB06dCA8PJx33nmHmJgYjhw5wrRp05rtOC5E7d6lEyesPP30Jr76ahDV1Q+h0/XF4bgPOEFwcDBlZWX4+flRUlLCpk2byMzM9HTnu3+1VldXy4e0EOehtBTuuQeWLXP9PXToHuAvvPnmT5SVlXlOrZWWlmI0GtFoNISEhNC3b1/Gjh0rp9NEk5AkqRVzr0/WkrPbXn75ZUpLS7npppsICQnhiSeewGazAdCpUyfef/99nnrqKV577TUuv/xyXnnlFW6++WbP/nFxcTz33HNMmzaN8ePHM3bsWN5//32WLl3K448/zsUXX0yvXr147bXXuPrqq5v9eM6Xu3fpv/+FhQsLmDSpA+XlV1JR8SMhIQ+j0WzyFKPTaDRotVrKy8s5cOAAR48e5ZtvviE6OhqAsLAw6e4XohF+/tl1em33btDrFUaM+IqtWx+lsrKSiooKNBqN16m1gIAA+vXrJ6e+RZOT2W3nqaVKALRnrel13LEDbrsN9uwBjUbhoov+Q2npkxQXW4mOjub48ePY7XZ0Oh3+/v5UVFSg1+sxGo2nqnu7ZsclJibSvXt3Lr30Uvr370+fPn3kA12IU5xOmDsXpk0Dux1MpjIuueR5DhxY4hmYXVBQQFVVFVqtluDgYIxGo8xUE40is9uEaGJ9+0JWFkyaBO++q2Hv3juIi/s9YWH3UVn5C5pTayEYDAbsdjtGo5HKykpPeQG9Xo/D4SAnJ4fDhw/z5Zdf0qFDBy666CKuv/56SZhEu3fgAIwbV8n69a4fRJGRP6DTTeTIkeI6B2YHBgZy6aWXyqk10awkSRKigYKDXWtDDRsGEyZATk4MOt1KEhKWEx7+MocOZaPT6TzTjh0OB5WVlfj7+3sSp6KiIrRarWeh3Q0bNrBp0yY6duzIRRddxOjRo+nfv7+MYxLtRk0NPPtsES+/HITdbkSrrcRg+Ct2+xKqqhznHJgtvUeiuUmSJEQj3X47DBkCjz0Gy5dr2bPnduLjb+LOO9PJz3+X3NxjFBUVERYWRm5uridx0mq1Xj1O5eXl1NTU4O/vj6IoZGVlsX37dkJDQ2XasmjzLBYLa9ZUMmuWCYulEwBG4w+YTH+ltHQrWq0RpxMZmC1UJUmSEOchNtY162bFCnjkETh61J933hnB73+fwhNPHKZbt2IMBoNngc1jx45x4sQJFEWhqqoKg8FAcXGxZ5HNqqoqFEWhsrISjUaDzWZj//79fPPNNzKOSbQZ7mWWli//hYULe5Cb+zsANJpCjManCQv7nNLSEs9YvvDwcPLz82VgtlCNDNw+TzJwu/n5yutYXAyzZ8M//wlVVaDRwP/7f/DMM9Cr1+kvhurqarKysjwL7VqtVsC1GHBZWRlOpxOn04nRaPQspVBVVUVYWBg1NTWUlpbKOCbhM2r/uy8sLCQrK4vMzBw2bLiGEyduAgyAA53uX4SGzsHpzAfA6XTi7++P0+kkMDBQlhARTU7WbmsBkiQ1P197HQ8edM3K+eQT199arWsa81NPQe0VW9wL7WZlZbFmzRr2799PYWEhwcHB+Pn5eRblrKmpwWAwUFlZ6TlVFxISgtVqRavVyjgm0Wp9/PHHfPrppxw7doycnBzKy6MoKXmImpqxuJIj8PPLQK+fhqL86rXwrL+/v9fC0rKEiGhqkiS1AEmSmp+vvo5btsBzz8EXX5zelpoKkyfD0KGunia32gnTL7/8wv79+9m9ezcGgwGn04lOp/PUhfH398fhcFBSUoK/vz9hYWEUF7tO69U1jsn9Cx5cvVWSRInmZrGcXmy2qqqa4uKLKS9/EKfzZkAHgFa7juDgV1GUtfUuPCuVskVzkiSpBUiS1Px8/XXcsgX+9jfXuCX3/7JevWD8eBgzxjWuqTb36YkzxzGVlJRQVVVFSEgIxcXFnpk+Op2OyspKFEUhICAAp9PpqccUHR1NWVkZNTU1KIqCXq8nLi7urCRKvojEhaqd6Ltma+7m5MlhwP1UV59evNrP7xv0+n+g1a4/69+rLDwrWpIkSS1AkqTm11ZexwMH4LXX4N13XUstgOtU3LBhroTpppvA3997nwsZx1RRUeEpMeDn55qbUVVVhb+/v6duU33VwCVxEufiTojA9W/Q/W9z376jFBRcBoymqmoEEHBqj0o0mo8ICHiH8PBcz6lkmcEp1ORzSdKCBQt4+eWXycvLIykpifnz5zNo0KA629rtdmbPns0HH3xATk4OvXr14qWXXmLYsGGeNg6Hg1mzZrFkyRLy8vKIjY3lnnvuYcaMGZ4p2LVNnDiRt99+m3/+859MmjSpQTG31SRJURQefPBB/vOf/1BYWIjJZOKee+5h7ty5LR6LL7+OdSkudo1Xeu89+PHH09tDQmD4cLj1VrjhBjCZzt63MeOY/Pz8qKiowP9U5uV0OqmqqsLPzw+j0VhvNfC6EqdevXoByADxduLMJMhgMHgNvF6zZg2HDx+mvLwcjcZIRcUVlJePwOG4EUU5/Q/Xz28Pfn7v4e//KdXVxwgKCiI4OJiuXbvKGDqhOp+quJ2WlsbkyZN56623SE5OZu7cuaSmprJ7924iIyPPaj9jxgyWLFnCwoULSUxMZM2aNYwcOZIff/yRyy67DICXXnqJN998kw8++IC+ffvy008/MX78eEwmE48//rjX43322Wds2LCB2DPPfbRTq1ev5v3332ft2rV0794drVZLQECA5/6uXbsyadKkBieT4rTQULj/ftdlzx54/3348EPIyYG0NNdFr4drr3UlS9dcAxdf7Op1cq8ld/311zNmzJizxjGVlJR4FbJUFAW73Y6fnx+KouBwOAgICKi3GrjdbicvLw+j0UhBQQH79+9nzZo1dX65ucc5SeLU+tXukayd8IArCap9290r5E6C9Hq9p41rIdkyFKUnAQFjKSsbgt1+BRDseS6tNg8/vxUEBX1JcPCvKIqTvn37cuONf5ZkW/gs1XuSkpOTGThwIK+//jrg+tUbHx/PY489VudK8bGxsTz99NM88sgjnm2jRo0iICCAJUuWADBixAiioqJ49913620DkJOTQ3JyMmvWrOHGG29s1Jd/W+1Jev3113n55Zc5fPhwnfe3ZJLky69jQzmdsHmza9zSihWQne19f0QEXH21K3EaPNi1PIpef/r+usYxuXuVCgsLqampoaamhoqKCgIDA3E6nZ5Tcu5Clu7ep8rKSk8ipdPpKCkpITAwkLCwMM9juk/fBQQE1Jk4nfnF+1tfzGfeL1+iF64h/ybcibM7idZqtdTU1HhKTpSWllJVVQNcTE3NQJzOZByOP6Ao8V7PpdEcw8/vc/T6FYSF7aSkxIbJZOLyyy+Xmkai1fKZniT3eIvp06d7tmm1WlJSUsjMzKxzn6qqqrO+MAMCAli/fr3n7yFDhvDOO++wZ88eevbsybZt21i/fj1z5szxtHE6nYwZM4YpU6bQt2/f34y1qqqKqqoqz9/FxcUNPk5wDdwtL2/ULk0iMNB7NtW53HPPPXzwwQcAaDQaunTpQteuXenXrx9z587l6quv5vDhw/zlL3/hL3/5C+A6PSfOn1YLycmuy+zZrlXPv/gCvvkGvv8eCgrgP/9xXQCMRrjsMhg0CAYMgEsuMZOYaCYpKYlbb7213l6DPXv2eH1hnlkN/MxlVKqqqtDpdGi1WsrKylAU5dQpFtcsO4PB4KkQ7k6czvzird0TUdcX85n3NyTxcidR7kSgvZ+uqasWUV2zJN01t9y9i06nk4qKCgICAtBqtVRXKyhKT+BSTpxIoqbmUmpq+gMhZzxjJVrtD+j1a9HpMggPP0Z1dSWlpaVotR3o378/o0ePluRItBmqJkkFBQU4HA6ioqK8tkdFRZF95k/qU1JTU5kzZw5XXnklCQkJZGRksHz5chwOh6fNtGnTKC4uJjExEZ1Oh8Ph4MUXX+Tuu+/2tHnppZfw8/M76/RbfWbPns1zzz13HkfpUl7uWvurpZWWQlBQw9rOmzePhIQE3nnnHTZv3oxOp+OOO+7w3L98+XKSkpJ44IEHmDBhQjNF3L716gVTprgudrurl+mbb2DdOtdtmw0yM10XN50OLroI+vY107u3mYQE6NbNdbn8ctf9119//VlJ1Jk9DbUTJ4PBgKIonoHhGo3GUx1cUZSzEie9Xn/WF29ZWRnFxcU4nc46v5hr328wGH4z8XInUZdeeinHjx/3lD+oq+SBGj1SZ57aasoErq6xQrXfv5ycHKqqqqioqPCMU3M4HDgcDk+CWlFRicHQmZqa7tTUdMXp7EJFRQ+czh44nb0A/zqeuQSt9icMhiyCg7dRUrIKna6KgIAAjEYjXbt2Jy4uTqrBizZL9TFJjTVv3jwmTJhAYmIiGo2GhIQExo8fz6JFizxtPvnkEz766CM+/vhj+vbty9atW5k0aRKxsbGMGzeOrKws5s2bx5YtW+ocyF2X6dOnM3nyZM/fxcXFxMfHn2MP32MymQgJCUGn03kG8dbWsWNHdDodISEhdd4vmpZe71ojbsgQmDHDdWpu3z7YtMl1ycqCHTtcidPu3a7Lmfz8oHNnV8IUH28mOtpMdDRER8MllyRx6aW3o9GcwGCoxGg89xevv7+/JwlxOBxnJU6KoqDRaDy9izqdjurqas8A8nPd/1uJV1BQEAaDgc2bN7Np0yZCQkIICgqitLSUb775xqvkgTuZclclr31a73ySl4aM63H34FgsFo4fP17n4Pf6Tj+ez1ih4OBgcnNzMRgM2O1OqqoC0OnMKEpHbLZonM5odDozJSWRQCwORxSK0oWqKu9fTE7n6dsaTQl+fjtRlF/w999FUNB2OnU6TlGR1fO6Xnxx0lmva3vvzRNtm6pJUkREBDqdjvz8fK/t+fn59X4Jd+rUiRUrVlBZWYnVaiU2NpZp06bRvXt3T5spU6Ywbdo07rzzTgAuueQSDh8+zOzZsxk3bhzff/89x48fp3Pnzp59HA4HTzzxBHPnzuXQoUNnPa+/v7/nw/58BAaenv7dkgIDW/45RfPQaqFnT9flT39ybVMUOHbMlSzt2OEa03TwoOty+LCrN+rAAdelbtFANBqNa1ZdWFgSQUEPEBhYRY8eNRgM5ZSV5VBYmENpaQEazTEcjlLsdhsBAeDvX0NZ2Qm02ioUpQKnswynUwc4cTgq0emcVFdX4+oYsuN0lgB+KIqTmpoq9Ho9NTU1aLXacyZeTqeTsrIyAE/i5D4laLfbOXbsGIqieHqkXPV6Nnl6PDp06EB1dXWdJQ/ONV6qIeN6NBqNJ5EMDAyioqKSEyds7NuXy+rVmQQGmtBoDPj5BWAyhVNUVIbDocXp1OLnF0BISAeKiyupqTHgdBpxOo1oNMEoSgAQhMNhpKbmTgyGMKqr/XE4QoEOKEqHU9dhjfhX5ECns6DVHkSrPYBefxid7iBG41569DBgNsee6hUaRocOd8mYMdHuqZokGQwG+vfvT0ZGBrfeeivg+gDMyMjg0UcfPee+RqORuLg47HY7y5Yt449//KPnvvLycrRarVd7nU6H89TPpjFjxpCSkuJ1f2pqKmPGjGH8+PFNcGRn02gaftpLiIbSaCAuznW5/nrv+xwOVwJ14IAracrNhby8sy/Fxa5kq6jIdXEtG2E49SgdgLg6n7u6uu6YfmvsnfePBSegnHGB8nLvbXY7Xn9XVp5uq9GAojjRaFz7FRWdLt5ZXu76HMjJ0ZzqxdKg0bgGyWs0rvsUpXZvssZzrdFoUZRE4AGv7d63T3/OnMrhzlJZefr2Gb8HAThxou79zuR6Dc6lGJ3OhqIcw88vH6PxJKGhZURG1jB4cBeuv74XERFllJaeBKBDh0soLDQDV0ivkBD1UP102+TJkxk3bhwDBgxg0KBBzJ07l7KyMk+yMnbsWOLi4pg9ezYAGzduJCcnh379+pGTk8OsWbNwOp1MnTrV85g33XQTL774Ip07d6Zv3778/PPPzJkzh3vvvReA8PBwwsPDveLQ6/VER0d7usZF3QwGg9f4L9F66XQQH++6XHVV/e2qqk4nSO5LYeHp2zabK/GpqDh9XVEBhYVVlJbWUFGhobwc7HYtiqLFbgeHQ4PTqcXh0HguddPWs73h3AnRb80hOLNdQ9s3DQdgB2qAGjQa9207YEejqQEqgTIUpRStthKttgKNpgKnsxSttgIoR6MpR1Gs+PkV4+9fhtNZgFZro6LiGMHB/lKLSIgmpnqSNHr0aE6cOMHMmTPJy8ujX79+rF692jOY+8iRI169QpWVlcyYMYMDBw4QHBzM8OHDWbx4MWFhYZ428+fP55lnnuHhhx/m+PHjxMbG8uCDDzJz5syWPrw2p2vXrnz33Xfceeed+Pv7ExERoXZI4gL5+0NUlOvSyD2pe7Dv2RQFamrOvjgcrvvcl2PHcjl5shC73U5RkQ1FgdBQEzZbMdu3/8quXdk4HI5TbWqoqXFQUlKKXm/AZrNRXW2noqISUOjQIYzy8nLs9mo0Gk4NENfjcNScWtKlAn9/Vz0Fh8NBdXUVBoP+VLVyJ3Z79amCm3b0er9TCw1rUBT3QHQHlZWu0gohIcHYbEWnJorU4O+vw+GopKqqFINBi0ajeE4rugeyA2dtO3Nwu9PppEOHDqfqFJViNBrrOH3Ym2uvfURqEQnRDFSvk+Sr2mqdpLlz53qNy7r66qs9JQAANmzYwIMPPsju3bupqqpq1hIAvvw6iuZRe+o/UOeA6jMrQ5850LkhU+LdtaPcdaTqWxPvzJl3o0ePpqamxmvwe+31884sidCQMgndu3vPILvQgehCtHc+tyyJL2qrSVJrIq+jOF+/NWX+t4orupOXxgz2rt2Dc2b9otpxNHZ2myRCQjQtnykmKYQQzcG9jEttv1Vws75q4OeTpNT1/EII3yNJkhCi3ZDkRQjRGBc+tUQIIYQQog2SJEkIIYQQog6SJDUjGRN/YeT1E0IIoSZJkpqBXu+qvVL+W6WHxTm5Xz/36ymEEEK0JBm43Qx0Oh1hYWEcP34cgMDAwAYvpCvwLHLqXihUp9OpHZIQQoh2SJKkZuJeoNedKInGCwsLq3ehYyGEEKK5SZLUTDQaDTExMURGRmL/7ZUpxRn0er30IAkhhFCVJEnNTKfTyZe9EEII4YNk4LYQQgghRB0kSRJCCCGEqIMkSUIIIYQQdZAxSefJXeiwuLhY5UiEEEII0VDu7+2GFCyWJOk8lZSUABAfH69yJEIIIYRorJKSEkwm0znbaBRZ++G8OJ1Ojh07RkhIiCqFIouLi4mPj+fo0aOEhoa2+POLusn70vrIe9I6yfvS+rSX90RRFEpKSoiNjUWrPfeoI+lJOk9arRaz2ax2GISGhrbpf8y+St6X1kfek9ZJ3pfWpz28J7/Vg+QmA7eFEEIIIeogSZIQQgghRB0kSfJR/v7+PPvss/j7+6sdiqhF3pfWR96T1knel9ZH3pOzycBtIYQQQog6SE+SEEIIIUQdJEkSQgghhKiDJElCCCGEEHWQJEkIIYQQog6SJLVSJ0+e5O677yY0NJSwsDDuu+8+SktLz7nPO++8w9VXX01oaCgajYaioqImeVxx2vm8fpWVlTzyyCOEh4cTHBzMqFGjyM/P92qj0WjOuixdurQ5D8WnLViwgK5du2I0GklOTmbTpk3nbP/pp5+SmJiI0Wjkkksu4b///a/X/YqiMHPmTGJiYggICCAlJYW9e/c25yG0OU39ntxzzz1n/Z8YNmxYcx5Cm9SY92XHjh2MGjWKrl27otFomDt37gU/ps9TRKs0bNgwJSkpSdmwYYPy/fffKxdddJFy1113nXOff/7zn8rs2bOV2bNnK4BSWFjYJI8rTjuf12/ixIlKfHy8kpGRofz000/K7373O2XIkCFebQDlvffeU3Jzcz2XioqK5jwUn7V06VLFYDAoixYtUnbs2KFMmDBBCQsLU/Lz8+ts/8MPPyg6nU75xz/+oezcuVOZMWOGotfrle3bt3va/P3vf1dMJpOyYsUKZdu2bcrNN9+sdOvWTd6DBmqO92TcuHHKsGHDvP5PnDx5sqUOqU1o7PuyadMm5cknn1T+/e9/K9HR0co///nPC35MXydJUiu0c+dOBVA2b97s2fbVV18pGo1GycnJ+c39v/322zqTpAt93PbufF6/oqIiRa/XK59++qln265duxRAyczM9GwDlM8++6zZYm9LBg0apDzyyCOevx0OhxIbG6vMnj27zvZ//OMflRtvvNFrW3JysvLggw8qiqIoTqdTiY6OVl5++WXP/UVFRYq/v7/y73//uxmOoO1p6vdEUVxJ0i233NIs8bYXjX1fauvSpUudSdKFPKYvktNtrVBmZiZhYWEMGDDAsy0lJQWtVsvGjRtb3eO2F+fz+mVlZWG320lJSfFsS0xMpHPnzmRmZnq1feSRR4iIiGDQoEEsWrQIRUqYnaW6upqsrCyv11Or1ZKSknLW6+mWmZnp1R4gNTXV0/7gwYPk5eV5tTGZTCQnJ9f7mOK05nhP3NauXUtkZCS9evXioYcewmq1Nv0BtFHn876o8ZitnSxw2wrl5eURGRnptc3Pz4+OHTuSl5fX6h63vTif1y8vLw+DwUBYWJjX9qioKK99nn/+ea699loCAwP5+uuvefjhhyktLeXxxx9v8uPwZQUFBTgcDqKiory2R0VFkZ2dXec+eXl5dbZ3v/7u63O1EfVrjvcEYNiwYdx2221069aN/fv389RTT3HDDTeQmZmJTqdr+gNpY87nfVHjMVs7SZJa0LRp03jppZfO2WbXrl0tFI1waw3vyzPPPOO5fdlll1FWVsbLL78sSZJot+68807P7UsuuYRLL72UhIQE1q5dy3XXXadiZKI9kSSpBT3xxBPcc88952zTvXt3oqOjOX78uNf2mpoaTp48SXR09Hk/f3M9rq9rzvclOjqa6upqioqKvHqT8vPzz/maJycn88ILL1BVVSXrKNUSERGBTqc7a3bguV7P6Ojoc7Z3X+fn5xMTE+PVpl+/fk0YfdvUHO9JXbp3705ERAT79u2TJKkBzud9UeMxWzsZk9SCOnXqRGJi4jkvBoOBwYMHU1RURFZWlmffb775BqfTSXJy8nk/f3M9rq9rzvelf//+6PV6MjIyPNt2797NkSNHGDx4cL0xbd26lQ4dOkiCdAaDwUD//v29Xk+n00lGRka9r+fgwYO92gOkp6d72nfr1o3o6GivNsXFxWzcuPGc75FwaY73pC4WiwWr1eqVyIr6nc/7osZjtnpqjxwXdRs2bJhy2WWXKRs3blTWr1+v9OjRw2uqucViUXr16qVs3LjRsy03N1f5+eeflYULFyqA8t133yk///yzYrVaG/y44tzO532ZOHGi0rlzZ+Wbb75RfvrpJ2Xw4MHK4MGDPfd/8cUXysKFC5Xt27cre/fuVd544w0lMDBQmTlzZosem69YunSp4u/vr7z//vvKzp07lQceeEAJCwtT8vLyFEVRlDFjxijTpk3ztP/hhx8UPz8/5ZVXXlF27dqlPPvss3WWAAgLC1M+//xz5ZdfflFuueUWKQHQCE39npSUlChPPvmkkpmZqRw8eFD53//+p1x++eVKjx49lMrKSlWO0Rc19n2pqqpSfv75Z+Xnn39WYmJilCeffFL5+eeflb179zb4MdsaSZJaKavVqtx1111KcHCwEhoaqowfP14pKSnx3H/w4EEFUL799lvPtmeffVYBzrq89957DX5ccW7n875UVFQoDz/8sNKhQwclMDBQGTlypJKbm+u5/6uvvlL69eunBAcHK0FBQUpSUpLy1ltvKQ6HoyUPzafMnz9f6dy5s2IwGJRBgwYpGzZs8Nx31VVXKePGjfNq/8knnyg9e/ZUDAaD0rdvX2XVqlVe9zudTuWZZ55RoqKiFH9/f+W6665Tdu/e3RKH0mY05XtSXl6uXH/99UqnTp0UvV6vdOnSRZkwYUKb/SJuTo15X9yfX2derrrqqgY/ZlujURSZZyyEEEIIcSYZkySEEEIIUQdJkoQQQggh6iBJkhBCCCFEHSRJEkIIIYSogyRJQgghhBB1kCRJCCGEEKIOkiQJIYQQQtRBkiQhhBBCiDpIkiSEaFXWrl2LRqOhqKhIlefPyMigd+/eOByOetvMmjWrRRe/nTZtGo899liLPZ8QwkWSJCGEaq6++momTZrktW3IkCHk5uZiMplUiWnq1KnMmDEDnU6nyvPX5cknn+SDDz7gwIEDaociRLsiSZIQolUxGAxER0ej0Wha/LnXr1/P/v37GTVqVIs/97lERESQmprKm2++qXYoQrQrkiQJIVRxzz33sG7dOubNm4dGo0Gj0XDo0KGzTre9//77hIWFsXLlSnr16kVgYCC333475eXlfPDBB3Tt2pUOHTrw+OOPe50iq6qq4sknnyQuLo6goCCSk5NZu3btOWNaunQpQ4cOxWg0em3/+9//TlRUFCEhIdx3331UVlZ63b9582aGDh1KREQEJpOJq666ii1btnjuv/feexkxYoTXPna7ncjISN59910A/vOf/3DJJZcQEBBAeHg4KSkplJWVedrfdNNNLF26tMGvrxDiwkmSJIRQxbx58xg8eDATJkwgNzeX3Nxc4uPj62xbXl7Oa6+9xtKlS1m9ejVr165l5MiR/Pe//+W///0vixcv5u233+Y///mPZ59HH32UzMxMli5dyi+//MIdd9zBsGHD2Lt3b70xff/99wwYMMBr2yeffMKsWbP4v//7P3766SdiYmJ44403vNqUlJQwbtw41q9fz4YNG+jRowfDhw+npKQEgPvvv5/Vq1eTm5vr2WflypWUl5czevRocnNzueuuu7j33nvZtWsXa9eu5bbbbqP2+uODBg3CYrFw6NChBr/GQogLpAghhEquuuoq5c9//rPXtm+//VYBlMLCQkVRFOW9995TAGXfvn2eNg8++KASGBiolJSUeLalpqYqDz74oKIoinL48GFFp9MpOTk5Xo993XXXKdOnT683HpPJpHz44Yde2wYPHqw8/PDDXtuSk5OVpKSkeh/H4XAoISEhypdffunZ1qdPH+Wll17y/H3TTTcp99xzj6IoipKVlaUAyqFDh+p9TJvNpgDK2rVr620jhGha0pMkhGj1AgMDSUhI8PwdFRVF165dCQ4O9tp2/PhxALZv347D4aBnz54EBwd7LuvWrWP//v31Pk9FRcVZp9p27dpFcnKy17bBgwd7/Z2fn8+ECRPo0aMHJpOJ0NBQSktLOXLkiKfN/fffz3vvvedp/9VXX3HvvfcCkJSUxHXXXccll1zCHXfcwcKFCyksLPR6joCAAMDVqyaEaBl+agcghBC/Ra/Xe/2t0Wjq3OZ0OgEoLS1Fp9ORlZV11iy12onVmSIiIs5KThpi3LhxWK1W5s2bR5cuXfD392fw4MFUV1d72owdO5Zp06aRmZnJjz/+SLdu3fjDH/4AgE6nIz09nR9//JGvv/6a+fPn8/TTT7Nx40a6desGwMmTJwHo1KlTo+MTQpwf6UkSQqjGYDCcsx7R+brssstwOBwcP36ciy66yOsSHR19zv127tzpta13795s3LjRa9uGDRu8/v7hhx94/PHHGT58OH379sXf35+CggKvNuHh4dx666289957vP/++4wfP97rfo1GwxVXXMFzzz3Hzz//jMFg4LPPPvPc/+uvv6LX6+nbt2+jXgshxPmTniQhhGq6du3Kxo0bOXToEMHBwXTs2LFJHrdnz57cfffdjB07lldffZXLLruMEydOkJGRwaWXXsqNN95Y536pqal88MEHXtv+/Oc/c8899zBgwACuuOIKPvroI3bs2EH37t09bXr06MHixYsZMGAAxcXFTJkyxXN6rLb777+fESNG4HA4GDdunGf7xo0bycjI4PrrrycyMpKNGzdy4sQJevfu7Wnz/fff84c//KHOxxVCNA/pSRJCqObJJ59Ep9PRp08fOnXq5DWG50K99957jB07lieeeIJevXpx6623snnzZjp37lzvPnfffTc7duxg9+7dnm2jR4/mmWeeYerUqfTv35/Dhw/z0EMPee337rvvUlhYyOWXX86YMWN4/PHHiYyMPOvxU1JSiImJITU1ldjYWM/20NBQvvvuO4YPH07Pnj2ZMWMGr776KjfccIOnzdKlS5kwYcKFvCRCiEbSKEqtOaZCCNHOTZkyheLiYt5+++0mf+zS0lLi4uJ47733uO222xq831dffcUTTzzBL7/8gp+fnAAQoqVIT5IQQtTy9NNP06VLF88g8KbgdDo5fvw4L7zwAmFhYdx8882N2r+srIz33ntPEiQhWpj0JAkhRDM7dOgQ3bp1w2w28/7773PdddepHZIQogEkSRJCCCGEqIOcbhNCCCGEqIMkSUIIIYQQdZAkSQghhBCiDpIkCSGEEELUQZIkIYQQQog6SJIkhBBCCFEHSZKEEEIIIeogSZIQQgghRB3+P7hoUCxqDvM8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 5/1100 [00:03<13:09,  1.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0063  → fitted depth ~ 0.0037, difference: 0.00256\n",
      "Fitted U: u1=0.000, u2=0.999\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 6/1100 [00:04<11:13,  1.62it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0170  → fitted depth ~ 0.0108, difference: 0.00618\n",
      "Fitted U: u1=0.000, u2=0.767\n"
     ]
    },
    {
     "data": {
      "image/png": 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RHD7smDqRkODhwDoZ6YkSzaqy0oy//2kAfH2vlS1ghBCiBdQsbZCZmcmZMzEAjB4d6OHIOhdJokSzslgsBAdnApCT04OoqChZpSeEEC0gLi6OO+64g/HjH6CkJBSVCi691NNRdS4ynCealdFoJDJyHydPQnZ2V7Kzs2ULGCGEaGY1V+YVFV0JXENcHPj7ezqyzkV6okSzcnQxO7qVs7LCUKvVskpPCCGa0fkr87oB0K9fqYcj63wkiRLNbsaMEajVChUVIdx33xKZVC6EEM2o9sq88vJ+APTsWejhyDofSaJEs/P1hdhYxxrbnBzZv0kIIZpTzZV5NpsNszkMgBEjtB6OrPORJEq0iGHDHD8//zxXVuYJIUQzqrky78cfT1JS4tjuZdSoLh6OrPORieWiRfj5ZQKxfPqpmerq16RWlBBCNKPk5GTi4uLYsKGCzz6D6GgIDvZ0VJ2P9ESJZmc2mzl58hMASkr6Sq0oIYRoASaTiaKi3gAMGeLhYDopSaJEs7NYLGi1PwN2iosDCAzsK7WihBCimZjNZvbs2YPZbGbXLscxSaI8Q4bzRLMzGo0YjXoCAk5TVBTB/v1emExSK0oIIS5WzfpQgYGBfPPNCsBPkigPkZ4o0eyckx5DQrIBKCjoJrWihBDiItWuD1VVpeHkSW9AeqI8RZIo0SKSk5O57TbHWH337jfKpHIhhLhItetDeXkNQVE0hIRUEynVZDxCkijRYq680rER5k8/qWRSuRBCXKTa9aEyMx29UAMH2lCpPBxcJyVJlGgxRUVbAThwwIvFi5eQmprq4YiEEKL9qlkfKjMzk3PnogFITDR4NrBOTCaWixZhNpv5+utVeHkNx2o1UFDQhbVr1xIXFydzo4QQoomc9aEsFgtTpsQBMh/Kk6QnSrQIi8VCUVEB4eGnAVCpBkmZAyGEaAYmk4kBA+I5cEAHSBLlSdITJVqEc+ze1/co0J3Dh3249FIpcyCEEBfDbDZjsViwWMKpqIjAzw9iYjwdVefl8Z6ol19+mejoaAwGAwkJCWzfvr3ettXV1SxZsoSYmBgMBgPx8fFs2LDBrU1xcTFz5syhR48eeHt7c/nll7Njxw63NiqVqs7bs88+62oTHR193uNPPfVU8775Dsw5dm80SpkDIYRoDqmpqaSkpPDEE0/wxBOfADBgAKg9/kneeXn00q9du5a5c+fy2GOPsXPnTuLj4xk9ejSnT5+us/3ChQt5/fXXefHFF9m3bx/33nsv48aNY5ezZCswffp0UlNTWb16NXv37mXUqFEkJSWRnZ3tapOTk+N2W7lyJSqVivHjx7u93pIlS9zaPfjggy1zITqo5ORk5s51lDaw2y+RMgdCCNFEtWtE5ed3BSA6utTDkXVuHk2ili9fzowZM5g6dSr9+/fntddew8fHh5UrV9bZfvXq1fz1r39l7Nix9OrVi/vuu4+xY8fy3HPPAVBeXs66det45plnuOqqq+jduzcpKSn07t2bV1991XWeiIgIt9unn37KtddeS69evdxez9/f362dr69vy12MDmrkyDAAzGYvCgs9HIwQQrRTtWtEVVQ46vCZTAWeDayT81gSVVVVRUZGBklJSb8Go1aTlJREenp6nc+prKzEYHBfyunt7c3WrY6l9FarFZvNdsE2teXl5fH5558zbdq08x576qmnMBqNDBkyhGeffRar1XrB91RZWUlRUZHbrbMLDoZu3Rz3P/74sNSLEkKIJqhdIyonJxiAIUN0Ho6sc/NYEnX27FlsNhvh4eFux8PDw8nNza3zOaNHj2b58uUcOnQIu91OamoqH330ETk5OYCj5ygxMZGlS5dy6tQpbDYb77zzDunp6a42ta1atQp/f39uu+02t+OzZ89mzZo1fPXVV8ycOZO///3vzJs374LvadmyZQQGBrpu3ZzZQycXGXkGgBde+IqUlBSpFyWEEI1Us0bUzz8fpqjI8dl5zTVdPBxZ59aupqM9//zz9OnTh9jYWHQ6HbNmzWLq1Kmoa8yqW716NYqiEBUVhV6v54UXXmDixIlubWpauXIlkyZNOq/3au7cuVxzzTUMGjSIe++9l+eee44XX3yRysrKeuNbsGABhYWFrltWVlbzvPF2zGw2U1HhWCygUsVjt9tZu3at9EgJIUQjJScnk5KSwsSJKSiKhsBAZLsXD/NYEhUaGopGoyEvL8/teF5eHhEREXU+p0uXLnzyySeUlpZy4sQJMjMz8fPzc5vLFBMTw5YtWygpKSErK4vt27dTXV193nwngG+++YYDBw4wffr034w3ISEBq9XK8ePH622j1+sJCAhwu3V2FosFg+EgAGfORBAVFSX1ooQQoolMJhNWaz/AsTJPtnvxLI8lUTqdjmHDhpGWluY6ZrfbSUtLIzEx8YLPNRgMREVFYbVaWbduHbfccst5bXx9fenatSv5+fls3LixzjZvvvkmw4YNIz4+/jfj3b17N2q1mrCwsAa8O+FkNBqJijoHQF5eOGbzKQIDpV6UEEI01c8/O34OGODZOISHi23OnTuXKVOmMHz4cEaMGMGKFSsoLS1l6tSpAEyePJmoqCiWLVsGwLZt28jOzmbw4MFkZ2eTkpKC3W53m6u0ceNGFEWhX79+HD58mEceeYTY2FjXOZ2Kior48MMPXSv7akpPT2fbtm1ce+21+Pv7k56ezkMPPcQf//hHgoODW/CKdDwmk4kZM67mk0+sVFXpKS83Mm1astSLEkKIRnAW2TQajfz8s+PvpyRRnufRJGrChAmcOXOGxYsXk5uby+DBg9mwYYNrsvnJkyfd5jJVVFSwcOFCjh49ip+fH2PHjmX16tUEBQW52hQWFrJgwQLMZjMhISGMHz+eJ598Eq1W6/baa9asQVEUJk6ceF5cer2eNWvWkJKSQmVlJT179uShhx5i7ty5LXMhOrgxY5Lo3buagwfhxhsfITlZJkIKIURDpaamsnbtWgoLCwkMDGT79hcAHy65xNORCZWiKIqng+ioioqKCAwMpLCwsNPPj7r9dli3Dv75T5gzx9PRCCFE+2A2m12jLlFRUZw4cZrVq18F1OTkQD1TiMVFaujnd7tanSfarzjHZuPs3+/ZOIQQoj2pXWRTr48H1AQGWqlVIUh4gCRRolU4k6gffiiR8gZCCNFAtYtsHjzomIXTr59NVua1AZJEiVZRWPg9AD/9ZJeCm0II0UA1i2xmZmZSUOCYVD50qN7DkQnw8MRy0TmYzWa2bfs3MIKqqgDKynxZu3YtcXFxskpPCCF+Q3JyMnFxcVgsFh5+uC8gK/PaCumJEi3OYrFQWnqGwEDHDsReXgOl4KYQQjSCyWQiPj6eI0e8AWRlXhshSZRocc4xfT8/xzY4hw9rpeCmEEI0UmkpHDvmuC89UW2DJFGixTnH9IODHRtLFxVFMmHCBBnKE0KIBjCbzezZs4evv3ZskxYaCl2k3F6bIHOiRKtITk5m8uRzzJsHRuPvSE42/PaThBCik6tZaPPs2WTgT/Tr5+mohJP0RIlWc/nlIQAcOyYJlBBC/Baz2czatWux2+3ExsZSUOAoDNWtW6mHIxNOkkSJVuOsFZWVBSUlno1FCCHautqFNquqegEQEVHo4ciEkyRRotWEhEBYmON+ZqZnYxFCiLaudqHN3FzH9iMDB+o8HJlwkiRKtCpnb9SGDSelcrkQQlxAzUKb+/cfoLDQsVHelVeGejgy4SQTy0Wr8vfPArrxzjsZHD/+ORMmTCA5OdnTYQkhRJvkLLT5009FrFunx8sLevb0dFTCSXqiRKsxm82cPbsVAEWJxW63s3btWumREkKICzCZTGg0/QGIiQGt1sMBCRdJokSrsVgsaLWHf7nfhaioKKlcLoQQDeCcRxob69k4hDsZzhOtxmg0EhVVBMC5c8GcPJkrlcuFEKIeZrMZi8WC0WjkwAFHcWKpEdW2SBIlWo3JZGLq1FH85z+VWK16SkvDmDnzGqlcLoQQtdQsshkYGMjOnU8DRkmi2hgZzhOtatSoZPr1UwFwww0PyaRyIYSopXaRTbvdzsGDjr+bMpzXtkgSJVrdgAGOGifnzskyXSGEqK12kc0uXaIpLXXs+CA9UW2LJFGi1fXt6/h58KBn4xBCiLaodpHNzEw7AMHBNmQKadsiSZRodc4kaufOEilvIIQQtdQsspmZmUlRUSQA/ftrPByZqE0mlotWl5+/DUjgp5+qSElJkYKbQghRi7PIpsViYdWqnmzeLEN5bZH0RIlWZTab2bHjPQAqKkKorNRKwU0hhKiDyWQiPj6enBzHnnmSRLU9kkSJVmWxWKioOIWPTykABsNAKbgphBAXIIU22y5JokSrck6Y9PM7BcDhwyopuCmEELWYzWb27NnDyZNm1yIc6Ylqe2ROlGhVzgmTX399mtOn+1BUFMGECROk4KYQQvyiZqFNjSaasrJn8fKCXr08HZmoTXqiRKtLTk7mttsuAaBnz1EyqVwIIX5Ru9BmQUEXALp1q5aNh9sgSaKER1x6aSAAZrOvhyMRQoi2o3ahTbXaMYYXFVXu4chEXSSJEh7hrBV14AAoimdjEUKItqJ2oc2sLMcOD337qjwcmaiLJFHCI3r3dvwsKABZmCeEEA7nF9qMAGDIEH8PRybqIhPLhUd4e0P37nDyJHz++SFGjvSWyeVCCIF7oc077ugPQJ8+Hg5K1El6ooTHGI2OLqiXXvqSlJQUUlNTPRyREEK0DSaTiYED4zlxwjGbXJKotkmSKOERZrOZioo9AOh0l2C326VyuRBC1JCVBZWVoNU6eu5F2yNJlPAIi8WCTncCgIKCUKKioqRyuRBC1HD4sONnz57gJZNv2iRJooRHGI1GwsMLATh71kh2drZULhdCiBoOHXL8lKG8tkuSKOERJpOJP/xhOAAWSzAqlUYqlwshOj3ndi9ms1mSqHZAOgiFx0yadCXTpytYrXruvfdxLr000tMhCSGEx9Tc7iUwMJCff14GdJEkqg2TnijhMV5eEB3tKCBXViYJlBCi86q93Yvdbmf/fisgPVFtmceTqJdffpno6GgMBgMJCQls37693rbV1dUsWbKEmJgYDAYD8fHxbNiwwa1NcXExc+bMoUePHnh7e3P55ZezY8cOtzZ33303KpXK7TZmzBi3NufOnWPSpEkEBAQQFBTEtGnTKCkpab43LgCIiXH8PHLEs3EIIYQn1d7upWtXE8XFoYAkUW2ZR5OotWvXMnfuXB577DF27txJfHw8o0eP5vTp03W2X7hwIa+//jovvvgi+/bt495772XcuHHs2rXL1Wb69OmkpqayevVq9u7dy6hRo0hKSiI7O9vtXGPGjCEnJ8d1e//9990enzRpEj///DOpqamsX7+er7/+mj/96U/NfxE6OWflcucqFCGE6Ixqb/dy8GA5drsWnU6hWzdPRyfqpXjQiBEjlAceeMD1u81mUyIjI5Vly5bV2b5r167KSy+95HbstttuUyZNmqQoiqKUlZUpGo1GWb9+vVuboUOHKn/7299cv0+ZMkW55ZZb6o1r3759CqDs2LHDdeyLL75QVCqVkp2d3eD3V1hYqABKYWFhg5/T2SxfriigKKNG5StZWVmeDkcIITzmyy+/VKZNm6bcfvvtypgxzymgKLGxno6qc2ro57fHeqKqqqrIyMggKSnJdUytVpOUlER6enqdz6msrMRgMLgd8/b2ZuvWrQBYrVZsNtsF2zht3ryZsLAw+vXrx3333edWnyg9PZ2goCCGDx/uOpaUlIRarWbbtm31vqfKykqKiorcbuLCiosdvYjbt5+TquVCiE4tOTmZlJQUFi5cyJVXTgVkKK+t81gSdfbsWWw2G+Hh4W7Hw8PDyc3NrfM5o0ePZvny5Rw6dAi73U5qaiofffQROTk5APj7+5OYmMjSpUs5deoUNpuNd955h/T0dFcbcAzl/fvf/yYtLY2nn36aLVu2cP3112Oz2QDIzc0lLCzM7bW9vLwICQmpNzaAZcuWERgY6Lp1kz7YC3Is5f0IgPLySGw2qVouhOjcTCYT8fHxnD0bDEgS1dZ5fGJ5Yzz//PP06dOH2NhYdDods2bNYurUqajVv76N1atXoygKUVFR6PV6XnjhBSZOnOjW5s477+Tmm29m4MCB3Hrrraxfv54dO3awefPmi4pvwYIFFBYWum5ZWVkXdb6OzmKxoChHADuVlQZCQvpI1XIhhODXeaKSRLVtHkuiQkND0Wg05OXluR3Py8sjIiKizud06dKFTz75hNLSUk6cOEFmZiZ+fn706tXL1SYmJoYtW7ZQUlJCVlYW27dvp7q62q1Nbb169SI0NJTDv/yrjYiIOG9yu9Vq5dy5c/XGBqDX6wkICHC7ifoZjUZCQnzw8SkA4MABm1QtF0IIpFp5e+GxJEqn0zFs2DDS0tJcx+x2O2lpaSQmJl7wuQaDgaioKKxWK+vWreOWW245r42vry9du3YlPz+fjRs31tnGyWw2Y7FY6Nq1KwCJiYkUFBSQkZHharNp0ybsdjsJCQmNfauiHiaTiQkTJhAY6EhYS0rCpWq5EKLTclYrP37czNGjjmPOFcyibVIpiqJ46sXXrl3LlClTeP311xkxYgQrVqzggw8+IDMzk/DwcCZPnkxUVBTLli0DYNu2bWRnZzN48GCys7NJSUnh2LFj7Ny5k6CgIAA2btyIoij069ePw4cP88gjj2AwGPjmm2/QarWUlJTw+OOPM378eCIiIjhy5Ajz5s2juLiYvXv3otfrAbj++uvJy8vjtddeo7q6mqlTpzJ8+HDee++9Br+/oqIiAgMDKSwslF6pC5g4sZQ1a3yZO7eQ554L9HQ4QgjR6mpWK1erY/jgg6fQ66GsDNTtauJNx9DQz2+PbvsyYcIEzpw5w+LFi8nNzWXw4MFs2LDBNdn85MmTbnOZKioqWLhwIUePHsXPz4+xY8eyevVqVwIFUFhYyIIFCzCbzYSEhDB+/HiefPJJtFotABqNhh9//JFVq1ZRUFBAZGQko0aNYunSpa4ECuDdd99l1qxZjBw5ErVazfjx43nhhRda58J0MvHxvqxZA2fOSAIlhOh8alcr37HD8bewW7dq1Gqth6MTF+LRnqiOTnqiGuY//4Hf/x4SE+G77zwdjRBCtK49e/bwxBNPEBsbi0ajYfv2IXzxxS387ndFfP21fHZ4QkM/v6WTUHicbP0ihOjMalcrz8py9D717q3ycGTit0gSJTzOmUSdPg3ffbdX6kQJIToV5yIbtVpNZmYmJSWOOoXx8f4ejkz8Fo/OiRICICAAAgOrKCzU8dhj/6ZHj3wmTJhAcnKyp0MTQohWkZycTFxcHBaLhUmT4oBfv2CKtkt6ooTHmc1m9PqTAAQGDsNul8rlQojOx2QyMWhQPFlZOkCSqPZAkijhcRaLBYPhFAAFBUaioqKkcrkQolOyWMC57Wp0tEdDEQ0gSZTwOKPRiNGYD4DFEkx2drZULhdCdErOBTZRUeDt7dlYxG+TJEp4nMlkIjnZsS1PdrYBtVotlcuFEJ2Gs1K52Wx2JVEylNc+yMRy0SaMGzeQZ54BjaYvKSkpkkAJITqFmpXKAwMDsVrnA70liWonpCdKtAnOPxh5eTpCQyWBEkJ0fLUrldvtdr77Lg+AXr08HJxoEEmiRJsQGuoodaAocOyYp6MRQoiWZ7FYKCwsJCoqCo1GQ1RUFPn5wYAM57UXkkSJNkGl+vWPxuHDno1FCCFaQ+1K5dnZ2ZSVdQUkiWovJIkSbUbv3o6fX3+dLTWihBAdXu1K5Xa7nrIyR0+UDOe1DzKxXLQZavUxoCcff7yX/Pz/SNVyIUSHV7NSucUSzqpVjqkNUuGlfZCeKNEmmM1msrO3/PJbL6laLoToNEwmE/Hx8ZSWRgCOoTyV7D3cLkgSJdoEi8XyS08U5OdL1XIhROcjNaLaH0miRJtgNBqJjCwDoKAgiKysHKlaLoToVI4edfyU+VDthyRRok0wmUzcffcoNJpq7HYNZWWhUrVcCNGpSE9U+yMTy0WbMXp0MjEx1Rw8CLfc8heSk7t4OiQhhGhRZrMZi8WC0WjkyBHHl0ZJotoPSaJEm9Kvn5aDB6GwUBIoIUTHVnPLF3//II4efR1Qy3BeOyLDeaJNcdaKcs4NEEKIjqj2li8lJQFUV6vx8lLo1s3T0YmGkiRKtCnOb2DOuQFCCNER1d7yRa/vD0DXrlV4yRhRuyFJlGhTnHMBpCdKCNGR1d7y5dgxx8dxr16KhyMTjSFJlGhTft0/z87u3Xuk2KYQokOqveVLSUkYAP37GzwcmWgM6TQUbUqPHqBSKZSVqVm06EXCw5HtX4QQHVLNLV8WLerDnj2yMq+9kZ4o0aacOWPGx+ccAKGhI2T7FyFEh+bc8iUnxweQJKq9kSRKtCkWiwUfnxwACgtDZfsXIUSnIIU22ydJokSbYjQaCQ7OB8BiCSI7O1u2fxFCdGj5+Y4bQM+eno1FNI4kUaJNMZlMXHGFYyfzEyfUqNVq2f5FCNHhmM1m9uxxLJ5xrkYODwc/P8/GJRpHJpaLNmf06D689RYEB19KSkpvSaCEEB1KzUrlgYGBRETMBgbJUF47JD1Ros1x/iHJy/OVBEoI0aHUrlRut9vZuPEQgGz30g5JEiXaHOcfkpwcKCvzbCxCCNGcalcqj4qKwmIJBGRSeXskSZRoc0JCICjIcV8qlwshOpLalcqzs7OpqIgCJIlqjySJEm2S849JWtoxqRElhOgwalcqV6vV2GzRgCRR7ZFMLBdtkq9vLhDBypVb2Lt3q1QtF0J0GDUrlfv5GVm50huQOVHtkfREiTbHbDZTULATAJ0uVqqWCyE6HGelcpvNhKKAr6+jxIFoXySJEm2OxWJBqz0BQEGBUaqWCyE6LGel8l69QKXybCyi8SSJEm2O0WgkLKwUgHPngqVquRCiw5LtXto3SaJEm2MymfjDHxIAKCgIBDRStVwI0SHV7IkS7Y8kUaJNmjjxd2i1Cna7lpkzl8ikciFEh1HXli/SE9U+eTyJevnll4mOjsZgMJCQkMD27dvrbVtdXc2SJUuIiYnBYDAQHx/Phg0b3NoUFxczZ84cevTogbe3N5dffjk7duxwO8ejjz7KwIED8fX1JTIyksmTJ3Pq1Cm380RHR6NSqdxuTz31VPO+eVEvjQaiox0TBMrKuno4GiGEaB6pqamkpKTwxBNPkJKSwp49JYAkUe2VR5OotWvXMnfuXB577DF27txJfHw8o0eP5vTp03W2X7hwIa+//jovvvgi+/bt495772XcuHHs2rXL1Wb69OmkpqayevVq9u7dy6hRo0hKSiI7OxuAsrIydu7cyaJFi9i5cycfffQRBw4c4Oabbz7v9ZYsWUJOTo7r9uCDD7bMhRB1cv5RkYKbQoiOoPaWLzabHbNZC8hwXnvl0SRq+fLlzJgxg6lTp9K/f39ee+01fHx8WLlyZZ3tV69ezV//+lfGjh1Lr169uO+++xg7dizPPfccAOXl5axbt45nnnmGq666it69e5OSkkLv3r159dVXAQgMDCQ1NZU77riDfv36cdlll/HSSy+RkZHByZMn3V7P39+fiIgI183X1/eC76eyspKioiK3m2g65x8V55wBIYRoz2pv+RIY2A+bTY9ardCjh6ejE03hsSSqqqqKjIwMkpKSfg1GrSYpKYn09PQ6n1NZWYnBYHA75u3tzdatWwGwWq3YbLYLtqlLYWEhKpWKIOdeI7946qmnMBqNDBkyhGeffRar1XrB97Rs2TICAwNdt27dul2wvbgw6YkSQnQktbd8OXTIDkBUlA2dzsPBiSbxWBJ19uxZbDYb4bWqi4WHh5Obm1vnc0aPHs3y5cs5dOgQdrud1NRUPvroI3JycgBHz1FiYiJLly7l1KlT2Gw23nnnHdLT011taquoqODRRx9l4sSJBAQEuI7Pnj2bNWvW8NVXXzFz5kz+/ve/M2/evAu+pwULFlBYWOi6ZWVlNeaSiFqcPVH791e5JmEKIUR7VXvLl5KSMAD69JHNQ9qrdvVf7vnnn2fGjBnExsaiUqmIiYlh6tSpbsN/q1ev5p577nF1lw4dOpSJEyeSkZFx3vmqq6u54447UBTFNdznNHfuXNf9QYMGodPpmDlzJsuWLUOv19cZn16vr/cx0XjOnqjMzGqeeOIJAgMDZfsXIUS7VnPLl7ff7snXX8uk8vbMYz1RoaGhaDQa8vLy3I7n5eURERFR53O6dOnCJ598QmlpKSdOnCAzMxM/Pz961ZiRFxMTw5YtWygpKSErK4vt27dTXV3t1gZ+TaBOnDhBamqqWy9UXRISErBarRw/frxpb1g0ml7vWAxQVeVLjx6DZfsXIUSH4Nzy5exZx+eOTCpvvzyWROl0OoYNG0ZaWprrmN1uJy0tjcTExAs+12AwEBUVhdVqZd26ddxyyy3ntfH19aVr167k5+ezceNGtzbOBOrQoUP873//a1Al7N27d6NWqwkLC2vEuxQXo7z8LHp9AQBFRaGy/YsQokORauXtn0eH8+bOncuUKVMYPnw4I0aMYMWKFZSWljJ16lQAJk+eTFRUFMuWLQNg27ZtZGdnM3jwYLKzs0lJScFut7vNVdq4cSOKotCvXz8OHz7MI488QmxsrOuc1dXV3H777ezcuZP169djs9lcc7BCQkLQ6XSkp6ezbds2rr32Wvz9/UlPT+ehhx7ij3/8I8HBwa18lTovxyTMs5w+HYTFEoTVuk22fxFCdBjORTPSE9V+eTSJmjBhAmfOnGHx4sXk5uYyePBgNmzY4JpsfvLkSdTqXzvLKioqWLhwIUePHsXPz4+xY8eyevVqt1V1hYWFLFiwALPZTEhICOPHj+fJJ59Eq3XU4sjOzuazzz4DYPDgwW7xfPXVV1xzzTXo9XrWrFlDSkoKlZWV9OzZk4ceeshtnpRoeSaTiUGDTvG//8HBg1YSEtSy/YsQot0ym81YLBaMRiNBQSacs1mkJ6r9UimKong6iI6qqKiIwMBACgsLf3POlahbSgo8/jiMG2fhhRfKJYESQrRLqamprF27lsLCQgIDAxkxYhozZyYSHAznznk6OlFbQz+/Pb7tixAX4vyGVlholARKCNEu1a5Ubrfb+eADx4pxGcpr3ySJEm2aVC0XQrR3tSuVR0VFceaMPyBDee1do5OoioqKeh+rr6ClEE3l/AOTlQVVVZ6NRQghmqJ2pfLs7Gyqqx07WkhPVPvW6CRq6NCh7N69+7zj69atY9CgQc0RkxAu4eHg4wN2O5w44elohBCi8WpXKler1fj6Oj4vpSeqfWv06rxrrrmGyy67jMcff5xHH32U0tJSHnjgAT744AOefPLJlohRdGIqleOb2k8/QWrqUby9dTI3SgjR7tSsVG40GrnuulBAeqLau0YnUa+88go33HAD06dPZ/369eTk5ODn58f27du55JJLWiJG0cn5+58GwnjjjU3s3Pm9bP0ihGiXTCYTJpMJmw2cm19IT1T71qSJ5ddffz233XYb3377LSdPnuTpp5+WBEq0CLPZTHHxbgD0+jjZ+kUI0e6ZzVBdDVotSMd6+9boJOrIkSMkJiayfv16Nm7cyLx587j55puZN28e1dXVLRGj6MQsFgteXicBKCgwytYvQoh2z1mpPDoaNBqPhiIuUqOTqMGDB9OzZ0/27NlDcnIyTzzxBF999RUfffQRI0aMaIkYRSdmNBoJDy8GID8/iOzsbNn6RQjRrsl2Lx1Ho5OoV155hTVr1rhttXL55Zeza9cuhg4d2pyxCfHLqhZHcm6xBKFSydYvQoj2x2w2s2fPHsxms2w83IHIti8tSLZ9aR5VVeDtrWC3q8jIOMXQoZGeDkkIIRqs9pYvhw8/wZYtEfzjH/CXv3g6OlGXhn5+N3p13r///e96H1OpVNx1112NPaUQF6TTQbduKk6cgIoKSaCEEO1H7S1fsrOz+fnnckB6ojqCRidRf/7zn91+r66upqysDJ1Oh4+PjyRRokX06uUotnnkCFx+uaejEUKIhnFu+RIbG+va8qWoSGpEdRSNnhOVn5/vdispKeHAgQNceeWVvP/++y0RoxCub2zOCZlCCNEe1N7y5ejRc1RVOfbNkySq/WuWDYj79OnDU089dV4vlRDNRTYiFkK0R7W3fCktDQcgLAz8/DwcnLhojR7Oq/dEXl6cOnWquU4nhBtnT9T+/ZXs2ZOJ0WiUFXpCiHah5pYv6ekmPv1U5kN1FI1Ooj777DO33xVFIScnh5deeokrrrii2QIToibnH5yffy7niSeeIDAwULZ/EUK0G84tXzZscPwuQ3kdQ6OTqFtvvdXtd5VKRZcuXbjuuut47rnnmisuIdzo9dlAFOXlQfTqNZAzZ46zdu1a4uLipEdKCNFuOKckSBLVMTQ6ibLb7S0RhxAXZLOdRasNpLraj6KiUKKiqsnMzMRisUgSJYRoN5yLY2Q4r2NolonlQrQ0xwqXMwBYLIGy/YsQol2SnqiOpUE9UXPnzm3wCZcvX97kYISoj8lkYsCAXLZsgQMHrFx6qWz/IoRoH8xmMxaLhYAAIydPOv5mSU9Ux9CgJOqtt97ikksuwcvLC5VKRX07xahUqmYNToiaLr88gi1bIC7uBlJSRkoCJYRo82pu+aJS9cFu/zsGA0REeDoy0RwalEQVFhaybt06wsLC6NWrFzt27JBhFNHqnN3fhYWhSP4khGjram/5sn17EADdu1ejVms9G5xoFg2aExUcHMyxY8cAOH78uEwuFx7h7P6WgptCiPbAueVLVFQUGo0GjaYPABERZR6OTDSXBvVEjR8/nquuuorIyEhUKhXDhw9Ho9HU2fao7MshWogziTp+HGw2qOefoBBCtAk1t3yJiooiK8vR+9Snj6zp6igalET961//4rbbbuPw4cPMnj2bGTNm4O/v39KxCeEmKgq0Wqiuhi+/3MfAgQEyL0oI0WY5t3xZu3YtmZmZlJTcCsCgQfL52VE0uE7UmDFjAMjIyODPf/6zJFGi1Wk0EB5eitnsy1NPfUifPllStVwI0abV3PLlD3+IA2RlXkfS6D7Ft956SxIo4RFmsxlwDBf7+8djt9tZu3btL8eFEKJtMplMDBoUT1aWDpAaUR2JDMyKdsNisfyy/QsUFBiJioqisLAQi8Xi4ciEEOLCzp6F4mLH/Z49PRuLaD6SRIl2w2g0EhpaCEB+fpBULRdCtBvONVdRUWAweDYW0XwkiRLthslk4vrr+wGQk+ODWi1Vy4UQbZfZbGbPnj2YzWZXaRaZD9WxNHoDYiE8afz4waSkgNXag5SUFEmghBBtUs1K5YGBgVit84HeMh+qg5GeKNGuOP8AFRd74esrCZQQou2pXancbrfz3Xd5gEwq72gkiRLtio/Pr3tOSeVyIURbVLtSeVRUFPn5wYAM53U0kkSJdke2fxFCtGU1K5XbbDays7MpK3N8+5OeqI5FkijR7jj/CMkOQ0KItshZqVytVpOZmYndrqOsLASQJKqjkYnlot1x9kT9+GMpe/Ycxmg0ygRzIUSbUrNSucUSzqpVEBAAXbp4OjLRnCSJEu2OM4nasuUkVusTBAYGyvYvQog2x2QyYTKZ+PRTx++9e4NK5dmYRPPy+HDeyy+/THR0NAaDgYSEBLZv315v2+rqapYsWUJMTAwGg4H4+Hg2bNjg1qa4uJg5c+bQo0cPvL29ufzyy9mxY4dbG0VRWLx4MV27dsXb25ukpCQOHTrk1ubcuXNMmjSJgIAAgoKCmDZtGiUlJc33xkWT+fmdBqCoqItr5Yts/yKEaKsOH3b87N3bs3GI5ufRJGrt2rXMnTuXxx57jJ07dxIfH8/o0aM5ffp0ne0XLlzI66+/zosvvsi+ffu49957GTduHLt27XK1mT59OqmpqaxevZq9e/cyatQokpKSyM7OdrV55plneOGFF3jttdfYtm0bvr6+jB49moqKClebSZMm8fPPP5Oamsr69ev5+uuv+dOf/tRyF0M0WEDAGQBKS0NQFJ1s/yKEaNOc39H79PFsHKIFKB40YsQI5YEHHnD9brPZlMjISGXZsmV1tu/atavy0ksvuR277bbblEmTJimKoihlZWWKRqNR1q9f79Zm6NChyt/+9jdFURTFbrcrERERyrPPPut6vKCgQNHr9cr777+vKIqi7Nu3TwGUHTt2uNp88cUXikqlUrKzsxv8/goLCxVAKSwsbPBzxG87eTJL8fIqV0BR7rvvn8rUqVOVadOmKVlZWZ4OTQghzjNypKKAorz1lqcjEQ3V0M9vj/VEVVVVkZGRQVJSkuuYWq0mKSmJ9PT0Op9TWVmJodamQ97e3mzduhUAq9WKzWa7YJtjx46Rm5vr9rqBgYEkJCS4Xjc9PZ2goCCGDx/uapOUlIRarWbbtm31vqfKykqKiorcbqL5detmolu3asAxuVy2fxFCtDU1t3xxDudJT1TH47GJ5WfPnsVmsxEeHu52PDw8nMzMzDqfM3r0aJYvX85VV11FTEwMaWlpfPTRR9hsNgD8/f1JTExk6dKlxMXFER4ezvvvv096ejq9fxmMzs3Ndb1O7dd1Ppabm0tYWJjb415eXoSEhLja1GXZsmU8/vjjjbgKoqni4/05dgx+97spPPAAkkAJIdqMmlu++PoaOXnyVUAlc6I6II9PLG+M559/nj59+hAbG4tOp2PWrFlMnToVtfrXt7F69WoURSEqKgq9Xs8LL7zAxIkT3dq0lAULFlBYWOi6ZWVltfhrdlbOWiuVlSZJoIQQbUbtLV+Kiowoigo/Pzu1vpuLDsBjSVRoaCgajYa8vDy343l5eUQ49/WopUuXLnzyySeUlpZy4sQJMjMz8fPzo1eN6mUxMTFs2bKFkpISsrKy2L59O9XV1a42znNf6HUjIiLOm9xutVo5d+5cvbEB6PV6AgIC3G6iZUjVciFEW1R7yxettj8AJlOFlDfogDyWROl0OoYNG0ZaWprrmN1uJy0tjcTExAs+12AwEBUVhdVqZd26ddxyyy3ntfH19aVr167k5+ezceNGV5uePXsSERHh9rpFRUVs27bN9bqJiYkUFBSQkZHharNp0ybsdjsJCQkX9b5F83AmUVK1XAjRltTe8uXYMQ0g5Q06Ko8O582dO5c33niDVatWsX//fu677z5KS0uZOnUqAJMnT2bBggWu9tu2beOjjz7i6NGjfPPNN4wZMwa73c68efNcbTZu3MiGDRs4duwYqampXHvttcTGxrrOqVKpmDNnDk888QSfffYZe/fuZfLkyURGRnLrrbcCEBcXx5gxY5gxYwbbt2/n22+/ZdasWdx5551ERka23gUS9XImUYcP29m1a4/UiBJCtAm1t3wpLnaMXgwa5OPhyERL8GjF8gkTJnDmzBkWL15Mbm4ugwcPZsOGDa5J3ydPnnSby1RRUcHChQs5evQofn5+jB07ltWrVxMUFORqU1hYyIIFCzCbzYSEhDB+/HiefPJJtFqtq828efMoLS3lT3/6EwUFBVx55ZVs2LDBbVXfu+++y6xZsxg5ciRqtZrx48fzwgsvtPxFEQ3SowdoNHYqKtQsXPgKXbvapGq5EKJNqLnly4MP9iMzU3qiOiqVoiiKp4PoqIqKiggMDKSwsFDmRzUzs9nMJZd4UVgYwaRJK9HptqJWq0lJSZGJ5kKINqNnTzh+HL75Bq680tPRiIZq6Od3u1qdJ4STxWLBx8cxhFdQECZVy4UQbU5lJZw86bgvPVEdkyRRol0yGo0YjecAOHs2mOzsbAIDAzEajR6OTAghHI4dA7sd/PygVmlC0UFIEiXaJZPJxHXXdQPgxAmDVC0XQrQ5zj3zevdGyht0UJJEiXbrllviANDpLiElJUUmlQshPK6u7V5kKK/j8ujqPCEuRt++jp+nTukJD5ceKCGEZ9Xc7iUwMJDTpx8DusmeeR2Y9ESJdisyEnx8wGp1rH4RQghPqb3di91uJyPDsQm99ER1XJJEiXZLrf51V/SDBz0bixCic6u93YtjxXAogPREdWCSRIl2zTmkJ0mUEMKTam/3cvJkHmVlXQDpierIJIkS7ZrzG97OnSWuyZxCCNHaam/3UlISjqKo8feHC+xbL9o5mVgu2jVnT9SmTSepqHiCwMBA2f5FCOERNbd72b49io8+gthYKW/QkUlPlGjXgoJOA1BYGO6azLl27VrpkRJCeITJZCI+Pp4zZxzzofr183BAokVJEiXaNWcSVVpqxG43yPYvQog2ITPT8TM21rNxiJYlw3miXYuJCUKvL6Gy0o8zZwKxWo/I9i9CCI+TJKpzkJ4o0a6ZTCZ69bICsHdvpWz/IoTwGGe18qwsMwcOOI5JEtWxSU+UaPeGDw9i/34YPvwPPPqoTRIoIUSrq1mtXKvtTlHRc6jVUt6go5OeKNHuOVfolZR0lQRKCNHqalcrz88PB6B792r0eg8HJ1qUJFGi3ZOCm0IIT6pdrVylcozhdetW7uHIREuTJEq0e84kyjkHQQghWlPtauXHj3sDEBcnBaI6OkmiRLvXt6+jmJ3FAl999ZPUiBJCtKra1cqLiroCcOml/h6OTLQ0mVgu2j0fHwgLKycvz5vHH/+A3r1PSdVyIUSrqlmt/IYbHMN5sjKv45OeKNHumc1mtNrDAPj4DJOq5UIIjzCZTPTpE092tqN/QpKojk+SKNHuWSwWvL2PA3DuXLhULRdCeIxzgYvRCKGhno1FtDxJokS7ZzQaCQ8/B8CZM0ays7OlarkQotU4i2yazWZXpXLZM69zkDlRot0zmUyMHx/H1q2QkxMsVcuFEK2mZpHNwMBAKisXADEylNdJSE+U6BDuumsEAOXloTzyyOMyqVwI0eJqF9m02+18+61jGoEkUZ2DJFGiQzAaoUsXx/3i4ijPBiOE6BRqF9mMiori3LkwQJKozkKSKNFhxMU5fu7f79k4hBCdQ+0im2bzKUpKHDWiJInqHCSJEh3GgAGOnz/95Nk4hBCdQ+0im6WlYdhsevR66NnT09GJ1iATy0WHMXCg4+eOHeXs2XMQo9Eok8uFEC2qZpHNHTui+PBDR6+4l3y6dgryn1l0GM4kavv2cp544gkCAwOlcrkQosWZTCZMJhOffeb43fm3SHR8MpwnOozg4GwASktDiI4eLJXLhRCtau9ex09JojoPSaJEh2G1nsXb+ywAFktXqVwuhGhVkkR1PjKcJzoMo9GI0XgKszmU3NxQYKtULhdCtCiz2YzFYsHX18ihQ445mJJEdR6SRIkOw2QyccUV1axdCwcO6ImMlMrlQoiWU7NaudV6CTbbYwQHQ2SkpyMTrUWG80SHctNNjnXFgYFXkJKSIpPKhRAtona1covFkTn17VuJSuXh4ESrkSRKdCjObvQjR/yIjJQeKCFEy6hdrby62lHtNzq62MORidYkSZToUOLiwGCAoiI4csTT0QghOqra1cqPH3fMvbz0UvlY7Uzkv7boULRaGDzYcf+HHzwaihCiA6tZrXz//gNYLNEAjBoV4tnARKvyeBL18ssvEx0djcFgICEhge3bt9fbtrq6miVLlhATE4PBYCA+Pp4NGza4tbHZbCxatIiePXvi7e1NTEwMS5cuRVEUVxuVSlXn7dlnn3W1iY6OPu/xp556qvkvgGh2w4c7fkoSJYRoScnJyaSkpHDXXUuorvbG2/vXPTxF5+DR1Xlr165l7ty5vPbaayQkJLBixQpGjx7NgQMHCAsLO6/9woULeeedd3jjjTeIjY1l48aNjBs3ju+++44hQ4YA8PTTT/Pqq6+yatUqBgwYwA8//MDUqVMJDAxk9uzZAOTk5Lid94svvmDatGmMHz/e7fiSJUuYMWOG63d/f//mvgSiBTiTqC1bSjCbC2R1nhCixZhMJrZscdwfMkS2e+lsPNoTtXz5cmbMmMHUqVPp378/r732Gj4+PqxcubLO9qtXr+avf/0rY8eOpVevXtx3332MHTuW5557ztXmu+++45ZbbuGGG24gOjqa22+/nVGjRrn1cEVERLjdPv30U6699lp69erl9nr+/v5u7Xx9fVvmQohmVVX1HQB79mhYvPhxUlNTPRyREKIjc/Z6O7/Aic7DY0lUVVUVGRkZJCUl/RqMWk1SUhLp6el1PqeyshKDweB2zNvbm61bt7p+v/zyy0lLS+PgwYMA7Nmzh61bt3L99dfXec68vDw+//xzpk2bdt5jTz31FEajkSFDhvDss89itVov+J4qKyspKipyu4nWZTabSU9/Cy+vSqxWbwoKwmTrFyFEi5IkqvPyWMfj2bNnsdlshIeHux0PDw8nMzOzzueMHj2a5cuXc9VVVxETE0NaWhofffQRNpvN1Wb+/PkUFRURGxuLRqPBZrPx5JNPMmnSpDrPuWrVKvz9/bntttvcjs+ePZuhQ4cSEhLCd999x4IFC8jJyWH58uX1vqdly5bx+OOPN/QSiBZgsVgoLi6ga9ccsrKisVqHUVj4PhaLRYb1hBDNxlmpPCDAyM6djr8tkkR1Pu1q9Pb5559nxowZxMbGolKpiImJYerUqW7Dfx988AHvvvsu7733HgMGDGD37t3MmTOHyMhIpkyZct45V65cyaRJk87r4Zo7d67r/qBBg9DpdMycOZNly5ah1+vrjG/BggVuzysqKqJbt24X+7ZFIziXHQcF/UxWVjT79kVwzTWy9YsQovnUrFReXj6MsrL5GI3Qr5+nIxOtzWPDeaGhoWg0GvLy8tyO5+XlERERUedzunTpwieffEJpaSknTpwgMzMTPz8/t7lMjzzyCPPnz+fOO+9k4MCB3HXXXTz00EMsW7bsvPN98803HDhwgOnTp/9mvAkJCVitVo4fP15vG71eT0BAgNtNtC7nsmOTaR8Ap04N4I47ZOsXIUTzqF2p3GzuD8AVV5Sh9vh6d9HaPPafXKfTMWzYMNLS0lzH7HY7aWlpJCYmXvC5BoOBqKgorFYr69at45ZbbnE9VlZWhrrWv2SNRoPdbj/vPG+++SbDhg0jPj7+N+PdvXs3arW6zlWDom1JTk7mxRcnYjDYKC8PJCJCtn4RQjSP2pXKz551rAwfOvSshyMTnuDR4by5c+cyZcoUhg8fzogRI1ixYgWlpaVMnToVgMmTJxMVFeXqRdq2bRvZ2dkMHjyY7OxsUlJSsNvtzJs3z3XOm266iSeffJLu3bszYMAAdu3axfLly7nnnnvcXruoqIgPP/zQbWWfU3p6Otu2bePaa6/F39+f9PR0HnroIf74xz8SHBzcgldENJeYGBPXXQf//S98+SUMGuTpiIQQHUHNSuUhIb05dSoKgLFjtR6OTHiCR5OoCRMmcObMGRYvXkxubi6DBw9mw4YNrsnmJ0+edOtVqqioYOHChRw9ehQ/Pz/Gjh3L6tWrCQoKcrV58cUXWbRoEffffz+nT58mMjKSmTNnsnjxYrfXXrNmDYqiMHHixPPi0uv1rFmzhpSUFCorK+nZsycPPfSQ23wn0faNGuVIojZuhIcf9nQ0QoiOwDllYO3atXz7rR5FUdOjRwmXXtrV06EJD1ApNUt5i2ZVVFREYGAghYWFMj/KAzIzHdWDtVo7P/6YQ2xslKdDEkJ0EGazmQce8OGzz0KYMwf++U9PRySaU0M/v2UanOiwTp5MJSAgl+pqNfff//+k6KYQotlERJj49lvHPnk1puWKTkaSKNEhmc1mPvhgLd277wTgxInBUnRTCNFstm4FiwWMRrjySk9HIzxFkijRITlX0Awf7kiasrMHk59fisVi8XBkQoiO4JNPHD9vukn2y+vMJIkSHZJzBQ1sw9e3mMpKA6WlI6TophDiomVlmfnggyoAbr3Vs7EIz5IkSnRIzhU0Go2K8HDnXox3SNFNIcRFSU1N5YEHVpGTo8PLqwK1Ou23nyQ6LOmEFB1WcnIycXFxXHZZBTNmwLZtUVRWQj279gghxAU5q5UfOXIHAN277+LTT99nyJB+8gWtk5KeKNGhmUwmpk7tTWQkFBQ4akYJIURTWCwWCgqKOXnyMgCGDz9CYWGhzLXsxCSJEh2eRgN3OL448v77no1FCNF+GY1GysuHU1ISgMFQjsGwhcBA2eC8M5MkSnR4ZrOZYcMOAvDpp1BY6OGAhBDtkslkwm7/AwAREd+h1Sq/bHguQ3mdlcyJEh1aamoqa9eupaCgkKCgFRQURPH++3DvvZ6OTAjR3pSWwrffOnY+WLy4B8nJKZJAdXLSEyU6LOckULvdTlxcLH37fg3AK69UeTgyIUR79NFHUFwMvXrB3Xf3lgRKSBIlOi5nwc2oqCg0Gg1XXnkctbqavXt17Nzp6eiEEO3N669XADBuXCEqlYeDEW2CJFGiw3IW3MzOzsZms5Gff4gePXYB8OabHg5OCNGuvP32Vr791gDYycp6UvbiFIAkUaIDcxbcVKvVZGZmolarmTlTA8C770JZmYcDFEK0C2azmeXLSwCIiTmMr+9Z2YtTADKxXHRwzoKbFosFo9FIZKSJ116D48dh3Tq46y5PRyiEaOtycs5x4MDlAFx6aQZRUVFkZmZisVhkXlQnJz1RosMzmUzEx8djMplQq2HaNMfxf/3Ls3EJIdqH9HQTVVUB+Ppa6NVrP9nZ2VIfSgCSRIlOaOpUx67rW7fCjh2ejkYI0ZYpCrz9dggAsbFfc/DgftRqtdSHEoAM54lOxGw2u4b1Jk40sXo1PPccrFnj6ciEEG3VV1/Brl3g7Q1vvZWA3d4Lo9EoCZQAJIkSnYSz6GZhYSGBgYFcfvk0Vq9O5MMP4amnIDra0xEKIdqif/zD8fOee2DgwEgg0qPxiLZFhvNEh1ez6GZsbCx2u50ffniT3/2uArsdVqzwdIRCiLbop5/giy9ApYI778xhz549siJPuJEkSnR4tYtuRkVFUVhYyMSJ2QD83/9Bfr6HgxRCtDnLlzt+XnFFHm+/vYgnnniClJQUqRElXCSJEh1e7aKbzpU1N96oZ+BAx35Yr7/u6SiFEG1JTg68847jfnDwm2492VIjSjhJEiU6vLqKbk6YMIFu3Uw8/LCjzT//6UimhBACHHOhqqth8OBS9Ppd5/VkWywWT4co2gCZWC46hdpFN50rayZOhMcfh6NH4aWX4NFHPRyoEMLjsrPhlVcc9+fOLWfLFkdPdlRUlNSIEm6kJ0p0GjWLbjpptfDYY477Tz8NhYUeCk4I0Wb8/e9QUQFXXAF//GNonT3ZUuJAAKgURVE8HURHVVRURGBgIIWFhQQEBHg6HIF7rSjnH0GbDS65BDIzISXl16RKCNH5HD8Offs6hvK++gquucZxvK6/HaLjaujntyRRLUiSqLaldq2oCRMmkJycDMAHH8CECRAQ4Bjak556ITqnadNg5UoYORL+9z9PRyM8paGf3zKcJzqFumpF1Vxhc/vtEB8PRUXw7LMeDlYI4REHD8KqVY77Tzzh+Gk2m6U+lKiXJFGiU6ivVpRzhY1aDUuXOto+/7yjS18I0bk88ohjeP/GG+Gyyxy91ykpKVIfStRLkijRKdRXK6rmCpsbb4Rrr3VMKHWWPhBCdA5ffgmffebYnPyZZ36791oIkCRKdBL11YqqOUFUpXL0QqnVsG6dY1KpEKLjq66GOXMc92fNgri43+69FgKkTpToROqrFVXTwIFw333w8sswe7Zj93Yv+b9EiA7t5Zdh/37o0uXX1bk1e6+lPpSoj/REiU7FWSsKqHey6JIlEBLi2Hz0tddaO0IhRGs6fdpR2gTgySchKMhxvyG910JIiYMWJCUO2qYLlTpwevVVuP9+R8mDffsgKspDwQohWtSkSfDeezB0KGzfDhqN++NSH6pzkhIHQtShoZNF//QnSEhwlDy4916QrxpCdDz/7/85Eii12tHrLAmUaCyZ7SE6Fedk0djYWNdk0czMTCwWi9sfSY0G3nwThgyB9evh/ffhD3/wYOBCiGZVUOD4ggTwl7/ApZe6P96QHmshpCdKdCoNKXXgNGAALFrkuD97tmPuhBCiY3jkETh1Cvr0cWxCXpOUNxANJUmU6FQaO1l0/nxHJXOLxTFHSob1hGj/vvwS/u//HPfffBO8vd0fl/IGoqFkOE90Og0pdeCk1Tr20UpIcNSOevNNmD69FYMVQjSrvDyYPNlxf9Ys+N3vzm8j5Q1EQ3m8J+rll18mOjoag8FAQkIC27dvr7dtdXU1S5YsISYmBoPBQHx8PBs2bHBrY7PZWLRoET179sTb25uYmBiWLl1KzUWId999NyqVyu02ZswYt/OcO3eOSZMmERAQQFBQENOmTaOkpKR537zwGJPJhNFoxGKx/GYX/dChjqXP4BjW27+/FQIUQjQ7ux3uvtuRSA0Y4KhMXhcpbyAaTPGgNWvWKDqdTlm5cqXy888/KzNmzFCCgoKUvLy8OtvPmzdPiYyMVD7//HPlyJEjyiuvvKIYDAZl586drjZPPvmkYjQalfXr1yvHjh1TPvzwQ8XPz095/vnnXW2mTJmijBkzRsnJyXHdzp075/ZaY8aMUeLj45Xvv/9e+eabb5TevXsrEydObNT7KywsVAClsLCwUc8TLe/LL79Upk2bptx+++3KtGnTlC+//PKC7W02RUlOVhRQlEGDFKW8vJUCFUI0m3/8w/H/sMGgKD/9VH+7rKwsZffu3cr27duV3bt3K1lZWa0XpGgTGvr57dE6UQkJCVx66aW89NJLANjtdrp168aDDz7I/Pnzz2sfGRnJ3/72Nx544AHXsfHjx+Pt7c0777wDwI033kh4eDhvvvlmvW3uvvtuCgoK+OSTT+qMa//+/fTv358dO3YwfPhwADZs2MDYsWMxm81ERkbW+bzKykoqKytdvxcVFdGtWzepE9XGmM1mUlJSsNvtrq56tVpNSkrKBb9p5uY65kedPu2oav7KK60YtBDiomzfDlde6dji5bXXYObMutvJqjwB7aBOVFVVFRkZGSQlJf0ajFpNUlIS6enpdT6nsrISg8Hgdszb25utW7e6fr/88stJS0vj4MGDgKMq9datW7n++uvdnrd582bCwsLo168f9913n9uEwfT0dIKCglwJFEBSUhJqtZpt27bV+56WLVtGYGCg69atW7cGXAnR2po6aTQiAlatctx/9VXH/CghRNuXkwPjxjkSqPHjHXXg6iKr8kRjeSyJOnv2LDabjfDwcLfj4eHh5Obm1vmc0aNHs3z5cg4dOoTdbic1NZWPPvqInJwcV5v58+dz5513Ehsbi1arZciQIcyZM4dJkya52owZM4Z///vfpKWl8fTTT7Nlyxauv/56bDYbALm5uYSFhbm9tpeXFyEhIfXGBrBgwQIKCwtdt6ysrEZfF9HyGlPmoLYxYxzbwoCjN6qefF8I0UZUVjoSp1OnHBsLr1zp2Gy8LrIqTzSWxyeWN8bzzz9Pnz59iI2NRafTMWvWLKZOnYpa/evb+OCDD3j33Xd577332LlzJ6tWreIf//gHq5xdCMCdd97JzTffzMCBA7n11ltZv349O3bsYPPmzRcVn16vJyAgwO0m2p6LnTT6t7/Bbbc5vtXedhtkZ7dwwEKIJlEUxwq89HTHnniffurYyqk+F/MFS3ROHitxEBoaikajIS8vz+14Xl4eERERdT6nS5cufPLJJ1RUVGCxWIiMjGT+/Pn06tXL1eaRRx5x9UYBDBw4kBMnTrBs2TKmTJlS53l79epFaGgohw8fZuTIkURERHC6VmVFq9XKuXPn6o2tqex2O1VVVc16zs5Aq9Wiqb1HQyPULHNQVVWFTqfDbDY3KJFSqx3DegcPOjYpvuUW2LwZ/PyaHI4QogX885+OelBqtWPXgT59LtzeZDJx3XXX8eGHH3L69GkiIiJkVZ64II8lUTqdjmHDhpGWlsatt94KOBKKtLQ0Zs2adcHnGgwGoqKiqK6uZt26ddxxxx2ux8rKytx6pgA0Gg12u73e8zn3R+ratSsAiYmJFBQUkJGRwbBhwwDYtGkTdrudhISEprzdOlVVVXHs2LELxibqFxQUREREBKr6+uZ/g8lkYv/+/U2aROrn5/hWm5AAGRlw++2Ofbi02iaFIoRoZu+/79jOBRylDGpVsalTamoqmzZtcn2xuu6662RSubggjxbbnDt3LlOmTGH48OGMGDGCFStWUFpaytSpUwGYPHkyUVFRLFu2DIBt27aRnZ3N4MGDyc7Odq2wmjdvnuucN910E08++STdu3dnwIAB7Nq1i+XLl3PPPfcAUFJSwuOPP8748eOJiIjgyJEjzJs3j969ezN69GgA4uLiGDNmDDNmzOC1116jurqaWbNmceedd9a7Mq+xFEUhJycHjUZDt27dzkv8RP0URaGsrMzVW+hMfhur9iTS7Oxs1q5dS1xcXIO+efbqBZ9/DtdeCxs3Oopwvv12/fMthBCtIy0NnAMPs2fD3Lm//Zyafw+GDh1KdnY2mzZt4qqrrpKeKFEvjyZREyZM4MyZMyxevJjc3FwGDx7Mhg0bXJPNT5486ZZcVFRUsHDhQo4ePYqfnx9jx45l9erVBAUFudq8+OKLLFq0iPvvv5/Tp08TGRnJzJkzWbx4MeDolfrxxx9ZtWoVBQUFREZGMmrUKJYuXYper3ed591332XWrFmMHDkStVrN+PHjeeGFF5rtvVutVsrKyoiMjMTHx6fZzttZeP+yT8Pp06cJCwtr0tBeQzcjvpARI+DDD+Hmm+Hf/4awMMe3XkmkhPCMjIxfV+L9/veOIb2G/P/YHH8PROfj0TpRHd2F6kxUVFRw7NgxoqOjXQmBaJzy8nKOHz9Oz549zyt90RA160X5+/tz4sQJvL29efbZZxv9R/Ott+CXzk7++ld44glJpIRobbt2wciRkJ8PV18NGzZAQ/807Nixg7///e/odDr69u3b4PpxomNq83WihENT5/OIi792zlV6p06d4rPPPmPPnj0UFBSwvwn7ukydCs8/77j/979DSspFhSaEaKQ9eyApyZFAJSY65ig2NIFKTU3l9ddf5+zZs+zevZstW7bIVi+iQWQDYtGpxcXFERwcTHx8PD169KC4uLhR86Jqmj0bbDbH/IslSxzLqx9/XHqkhGhpu3ZBcjKcO+cYYv/iC/D3b9hza86Fuuaaazh48CBVVVXMnDmTSy+9tGUDF+2e9ESJZnHNNdcwZ84cT4fRaBaLBavVysCBAwkODr7o4noPPQTPPuu4v3QpPPigY9NTIUTL2LIFrrkGLBYYPtyxyCMwsOHPr11gs2/fvnh5eaHT6VosZtFxSBIlWt3mzZtRqVQUFBR4OpTziusdPHgQq9V6UbW7Hn4YXnrJ0QP18sswaRJIKTAhmt+nn8Lo0VBUBFddBf/7n6OoZmMYjUa8vLzYu3cv+fn5UmBTNIokUaJTq1m9fPPmzezevRuLxcLrr79Oampqk8/7wAPw7rvg5QVr1sDYsY65GkKI5vHyy47tXCorHatjN2xoXA+U0/79+8nPz2fPnj189tln5OTkyFwo0WCSRIlGKy0tZfLkyfj5+dG1a1eee+45t8dXr17N8OHD8ff3JyIigj/84Q+umk7Hjx/n2muvBSA4OBiVSsXdd98NwIYNG7jyyisJCgrCaDRy4403cuTIkRZ/P8nJycycOZPQ0FAGDx7M1Vdf3Swbj06cCOvXg6+vo27NZZfBoUPNGLgQnZDV6viSMmuWYw7i1Kmwbh00ZZGzcz5UZGQkN998M/Hx8QQFBREXF9f8gYsOSZKoDsBsNrNnz55W22n8kUceYcuWLXz66ad8+eWXbN68mZ07d7oer66uZunSpezZs4dPPvmE48ePuxKlbt26sW7dOgAOHDhATk4Oz/+yrK20tJS5c+fyww8/kJaWhlqtZty4ca1S0V2n0+Hl5UXfvn2bdePR0aPh22+he3fHNjEJCY4hByFE41ksjl7dV15xDJc/9RS8+aajx7cp9u3bx4kTJ/D39yc4OJiBAwditVplw2HRYLI6r51LTU1t0rYlTVVSUsKbb77JO++8w8iRIwFYtWqVW9e3szo8OPYlfOGFF7j00kspKSnBz8+PkJAQAMLCwtwKpY4fP97ttVauXEmXLl3Yt28fl1xySYu9J3CfG1WzZlRzzIuIj4ft2x0FANPTYdQoRwmEhQsde3oJIX7b9u2O4pknTzp6d995B37ZMaxJ3nvvPf7973+TmZnJiRMnuPTSS9Hr9TIfSjSK/Alvx2pvW9IcQ1C/5ciRI1RVVbntIRgSEkK/fv1cv2dkZHDTTTfRvXt3/P39ufrqqwFHBfoLOXToEBMnTqRXr14EBAQQHR3doOc1h+asGVWX8HDYtMmxNYyiwGOPwfXXw5kzzXJ6ITosRYEXX4Qrr3QkUL17O3p3LzaBevzxx8nMzESn01FaWsp3331HeXm5zIcSjSJJVDtWe2lucw1BXYzS0lJGjx5NQEAA7777Ljt27ODjjz8G+M0VbzfddBPnzp3jjTfeYNu2bWzbtq1Bz2suNWtG3XzzzQQEBPDKK6+wY8eOZjm/wQBvvOHYX8/bG778EgYOhP/+t1lOL0SHk5sLN93kqMFWXe2YSP7DD47e3abasWMH//d//0dZWRkmk4mAgACCgoLo1q0bU6dOlQ2HRaNIEtWO1V6e3xpLc2NiYtBqta4EByA/P5+DBw8CuPaaeuqpp/jd735HbGysa1K5k7P+is1mcx2zWCwcOHCAhQsXMnLkSOLi4shv5eVsNWtGnTt3jgMHDri2griYlXq1TZniGJro3x/y8uCGG+C++6C0tNleQoh27+OP4ZJLHJt86/WOHQE+/LBpK/Cc3nvvPR599FF++uknysrKyMnJwdfXl9LSUoxGI/3792++NyA6BUmi2rGay/MzMzNbZZsCPz8/pk2bxiOPPMKmTZv46aefuPvuu10bRXfv3h2dTseLL77I0aNH+eyzz1i6dKnbOXr06IFKpWL9+vWcOXOGkpISgoODMRqN/Otf/+Lw4cNs2rSJuQ3Zer0ZOZPSgwcPsnfvXkpLSwkMDKSsrIyVK1c26zDpJZc4vlE765O+9hoMGOBYzSdEZ5abC3fcAbfd5phIHh/v+H9l9uyLq/7vHMI7ePCg6wtcQUEBJ06cQK/X8/vf/16G8UTjKaLFFBYWKoBSWFh43mPl5eXKvn37lPLy8ot+naysLGX37t1KVlbWRZ+rIYqLi5U//vGPio+PjxIeHq4888wzytVXX638+c9/VhRFUd577z0lOjpa0ev1SmJiovLZZ58pgLJr1y7XOZYsWaJEREQoKpVKmTJliqIoipKamqrExcUper1eGTRokLJ582YFUD7++OM642jOa+j05ZdfKrfeeqsSFRWl9OrVS4mJiVFiY2OV6Oho5dVXX22216npf/9TlO7dFcUx+0NRbrtNUVrpP6UQbYbNpihvvKEoQUGO/w80GkWZP19RKiou7rxZWVnKO++8oyQmJiomk0m54oorlF69eikhISFKly5dlGuvvVZ59913m+dNiA7jQp/fNakURVE8m8Z1XBfaBbqiooJjx47Rs2dPDA3dJVO4aalruGPHDhYtWsTBgwfx9/dHpVJRWFhIjx49mDFjBldffXWzf2MtLXXss7d8uaP2jZ+fY/+9Bx4A2X1CdHRff+3YMslZKWXYMMf8wSFDmnY+s9nMvn37yMjIYOPGjRw6dIhz587h5eVFWFgYXbt25fjx4/Tt25enn35a9sgT57nQ53dNUuJAiFouvfRSbr31Vp5++mmqqqqorq6moqKCHTt2cOjQIfr27cuECRO48cYbmy2Z8vWFZ56BP/4R7r3XUQph7lxHVeYnn3Qs7ZZyCKKjOXIE5s2Djz5y/B4Q4Cj/8eCDja/9VDtxOnLkiGuRTWhoKN7e3pSXl2OxWKiqqsLX15fp06dLAiUuiiRRQtThxhtvZMuWLZw7d45jx45RWlqKXq9Ho9GQkZFBZmYmn3zyCTfccANXXXUVRqOxWRKqQYNg61ZHAcFFixwfMnfe6djU+Jln4LrrmuHNCeFhOTnw9NPw6quOfSXVavjTnxy9sWFhjTuX2Wxm/fr1rFmzxi1xCg4ORqPRUFlZSXl5OV26dCEvLw8vLy/69OnD9OnT+cMf/tAC7050JpJECVEHk8nEPffcwyuvvEJhYSFqtZqwsDAKCgqwWq0UFxezfft20tPT6dWrF9HR0fz+979vlj/KajXMmOHYNuaf/3QkTxkZMHKkY7f6BQsgOfniJtkK4QnZ2Y7k6V//cux5B47is88951hs0VBmsxmLxcI333zD+vXr2bNnD6Wlpfj7+7slTlqtloqKCsrLywFHYtWvXz+WLl0qPVCiWUgSJUQ9kpOTCQoKcs2PstvtlJWVYbPZ0Gq1qNVqysrKOHr0KGfPnmXPnj38+OOPXHfddQQHB6PT6S6qh8rPz9EbNXMmPPGEYwXf5s2O27BhjmRq3DgZ5hNt36FDsGIF/N//OXqeAK64wlF0NimpcV8I3nvvPT788EOOHz/O0aNH8fLyoqqqCrvdTlVVlStxqqqqIigoiPLychRFoaysjEsuuYS5c+dKAiWajUwsb0EysbxltdY1TE1N5bnnnuPnn3/m7NmzAERFRXH69Gmqq6vRarV06dKF7Oxs1Go1Pj4+GAwGoqKiiIyM5LrrrmuWIb+sLMc39n/9C375Yk2fPnD//XD33VBjBx0hPE5RIDXVUd+pZkHZ3/3OkTxdd91vJ0/OHqeqqiry8/PZtGkTH3zwAVVVVRQXF7vmNlVVVVFZWYlerycgIACLxYJarSYkJITevXszatQohg0bRv/+/aWMgWiQhk4slySqBUkS1bJa8xo6J63+1h9xrVaLRqOhqqoKvV6Pl5cX1dXVriG/5kiozpyBF16Al16CggLHMW9v+MMfHAnV0KHN976FaKyzZ+G99xw9pzV3TbrhBnj4YceQdH2c/58BHDx4kLS0NE6dOkV2djaVlZWUlJQAF/4SYzQaJXESF02SqDZAkqiW5alreKHhBIPBgM1mo7y8HC8vLwwGg2tSularPS+hcu452JQ/9MXF8O67jh3t9+799fjgwXDXXY45VV27NuMbF6IeVits2ABvvQX/7/85tmgBx5D0PffArFmOXtO61F5Vd+LECYqLiykvL8fHxwer1UplZSVeXl7Y7Xaqq6sxGAxotVpKSkpcvU9arZY77riD6667ThIncdEkiWoDJIlqWZ68hvVNbA0KCqKgoICysjL8/PywWq3YbDY0Gg16vd4toSorK8PX1xc/Pz+io6Nd35wbO59KURwbsr7yCvznP79+gKnVjvkmkybBjTdCSEgLXxTRqVit8M03jq1YPvrIsYWR09ChMHUqTJ7sKFsA7r1MwcHB5Ofn11uOoOb/Q9XV1VitVry9vdFoNJSXl6NWq9HpdNhstmZf2CEESBLVJkgS1bLayjWsucS69rfoqqoqqqqq8Pb2pqqqypVQabVaiouL8fHxISgoiDNnzqBWq/H29r6o+VQWi+NDbfVq+O67X49rNI5hlHHj4NZbISqqxS6H6MDKyhwLGz77zJE4nTnz62OhoY46Z2PH5qEoe4Dzk6UTJ064FmeoVCpKf9kwMjg4mKKiIiorK/H19UVRFFdvrk6nc/t/paCgAF9fX+Lj45u9xIgQTpJEtQEdMYlSFIWZM2fyn//8h/z8fAIDA7n77rtZsWJFq8fS1q5hXfM5nEN+Op3OLaGqrKx0fbtWqVSUlJSg1WrRarUXnE/VmOG/I0fgnXdg3Tr34T6AgQMdS8uTkx0TfX18WuSSiHZOUSAz0zFU98UXjsriztIE4OjdHDcOrr76DCEhu/nxxx8umCyFhoZSVFREaWkpBoPBNTzn5+cHQHFxcZ3/H9TutW3uYrdC1CZJVBvQEZOoL774gltuuYXNmzfTq1cvV++Jv78/ANHR0cyZM4c5zp11W1Bbv4Y1h/xqJ1Q153nYbDaqq6vP+wZeez5VfcN/DUmoDh+GTz6Bjz92VEOv+X+9TgdXXulIqK680lE+wdu7Za+NaJsUBQ4ccBR83brV0et04oR7m7CwcoYPP8v115fRq9dJ9uz5oc4hubqSJV9fX2w2GxUVFRgMBjQajWteU1BQkGtVXV09shczf1CIxpJtX0SLOHLkCF27duXyyy/3dChtnslkwmQyER8fz6233uqWUNVccVRaWoqXlxf+/v4UFBRgs9lcvVUqlQqbzYZaraaqqgovLy+8vb35/vvv2b59+3lLuJ3DJ4Db3CqDAQYN2segQQBd2LxZw86dIezdG8GpU15s2gSbNjni1mode5ZdfjkkJjpuJpMU92xv6pqDBI4kBMBisXDunI2MDBsHDgRw8GAYe/b4UljovlmjTmdn4MBzhIfv5syZf3P69Df88EMZ27adPyTnLHRZXFyM3W5HpVKhUqlcPbGVlZVoNBoURUGtVuPv709FRQWKoqBSqbjsssuaPDdQCE+QnqgW1JieKEVxzDfwBB+fhn1A3n333axatcr1e48ePYiOjmbw4MGsWLGCa665hi1btrg9pyX/ebX1nqj61K59U9+qpN8a/qvr2zuAl5cXiqKg1WqJiopyfdsvLi52DbE4kzF//wC8vPpTVXU1hYVDKSzsT3Gx33kxh4ZCfLxj5Z/zZ2ysI+ESnnWhCdvOYTWr1YZaHYVGMwiVaijV1YMoKelLZWW3Os5YjpfXTvT67Xh5bUOj+Ra1uqLRQ3IajYaKigp8fX0JCAhwm/cHuP4NNrZXVYjWID1R7UxZmWM5sCeUlDg2wP0tzz//PDExMfzrX/9ix44daDQafv/737se/+ijj4iPj+dPf/oTM2bMaMGI2zdnD5XTqFGjuOuuu+qdT6XRaNDpdCiKgt1ud80z0el0v3xAWtFqtVRWVlJRUYG3tzdqtZqioiKKiopcq5u6dOni6vny9fVFrVZjNu9Dqz1Ely7fUVZWQmVlKQZDL3S6q/H3T0ZREsnNDefsWTVpaZCW9uv70Gqhd29HMtWvn/stOFh6rlpK7bl37733HllZWVRVVWG16rDbu1NWFoHdfjl6/X1UVPTEZusLBNV5PpUqC41mN3b7VgyGH1Crd1NRUYRa7Y3dDqWl5RgMBlQqFdXV1fX2MtWsEK5SqdDr9a45TRqN5rxeppo9Y5I4ifZKkijRYIGBga69qSIiIs57PCQkBI1Gg7+/f52Pi/rVTKxGjRrVoOE/b29vioqKXB9YzuTKmWzZ7XasViteXl5YrVZKS0tdwyZ2u93Vs6DRaDh37hyVlZUoioJeb8ZmW43F8jZqtZqgoCBstlgUZRCKMhi1ejAVFf2orDSwf797QUUnPz87JpOVsLBywsMrCAwsIDy8gj59tOh0ZwgKqiI0NMht6LEl79ccwnL2ADrb1Ddk5OwxrP1Yfcd/S+0eo7pet74huODgYM6dy+ebb/axYcMezGYbJSUhVFR0RVH+jErVE5utBxDu9ppWa83fbKjVx1CUnXh57UWl2oWi7MRgKEFRFCorK1Gr9QCuf0fO+xczJCfJkujIJIlqI3x8HD1Cnnpt0bbUNZ+q9vDfkSNHXENz/v7+FBUVuT7IFEXBZrPh4+PjmlNVM8lyJlpqtRrVL11Gzt+9vb3Jz8/Hbrf/8sFZREXF1/j6ZhAY+OuwTFBQX2y23kBfrNbeVFfHYLf3xm6PpKRETWamjsxMHRBI7Q93sKNSWdBofFGpzqBSHcPL6yxq9WkUJR8vr2JUqnwU5RxabQmQj91ehFbr5XpvzmHL37rv7e1NQECAq25XdnY2VqvVbciz9uRlZ29gdXU1/v7+DBo0iGHDhtV7/LcSudrDa1qtlsjI7oSG9mHo0CRCQ/uya9cJtm07zOnTViorfbHZgoFwbLYI7PYw7PZBwKgG/OspRK0+iaLsQ6M5hEZzEKv1RwyGLKDSVaxSrVb/0qvkuO/8twOcd79msvRbvUySLInORJKoNkKlatiQmuh8LjT8V/PD2fmh5ux5stvt6PV6fH19KSgocO0tptfrUalUlJeX4+fnh5+fH2d+Kfij1WpdG7bW7uGy2+0UFxe7hg+t1sNUVPyEt7c3Xl5QXV2Ov78vBoORs2d9UKt7olb3xGYzoVJFY7N1w243AV0BDYrSBau1i+t9OTemrV81KlUhUIiilKBWl6NSlWG3F6HRVKJSlWK1FqHVVgFlWK1l6HQqystVnDyZj0ZjRaNRsNtj8PICqKK6uoyCAi8yM+G//92AwbAZRcE1F81gCKC0tISPP07Hy2sn1dUqvL1D0en8KCuz8tFHOXh5bQL0qNV67HYtdrsWlcoXRfHFbi9DUXyx2a5EUcag0QRgs3mjKL5kZwcCjtIBDgkN/BfhSDbV6mzs9iPAMQyGHCoqMoFj+PlVuyW7zjlIKpWa8nLw8/MjKCiIkpISdDqda/hXp9O5EtC67suQnBDnkyRKNCtnFWHRspyJVe35VDU/2H6r1yQjI4Mff/yRoqIi8vPzKSkpIS8vj+LiYjQajav3wdnDpSgKVVVVdQ4fAq5Eq7z8LCpVGTrdMex2O4piQ6/Xu4aMdDpvFCWEqqoQvLxMKEoY1dVGNJooFKULNlsAKpURRQlCUQKBEEAHaFGUUCAUALv91+tRc9iqZjJWUeG4Ods7q7nXbOM8Vvt4zXpINX+vnez9dvJXd5y/ykelyv+l582Cl1cRcA6b7Qxa7VlUqjyqq09gMOTj5XWW0tJ8t1pKarUacKyiMxgM6PWGehOemv/NdTqdW+9bQ4dFJVkS4leSRIlmFR0dzddff82dd96JXq8nNDTU0yF1eLV7qpxqzq2qa/7OqFGj3Ob3AOzbt48zZ85w8uTJ83q4nMvZ6xo+BM4bJqxZmd15zDE0pAAWwIxWewgAm60cg8HRY1JeXu7qPSkvdx73obzcgF4fgaIEUlnphU4XBPhSVaVFqw1EUXyprtbh5RWIonhjs6nRaPQoiha7XYNabUCl0mK1qlGrdYDul+OaXxJBxTUZXlHsgAqV6tdhTrCjKBWoVFWoVNXY7RVoNHagCputHI3GBlRht5fX6BkrQKerRK0up6LiLF5eFajVZVRV5ePrW4nVehabrdJt1aWX168r23Q6x3WwWsvx8nKscqusdPy30Gq1+Pv7ExUVRXBwMFdffTVJSUkXTHhq/zeXhEiIiyNJlGhWS5YsYebMmcTExLgmKgvPqS/Bqu/xmvfr6uGqb/jQOexTc5iwKUNGF7qv15fg5XUcRVHw8WnYnChnPM5yEM5SDzULm9bc5Fanc9RIqqysdG0Y7VzZWFFRQXl5+XnHy8rKKC0trSPxA7u9HL3efYm/TqdDra5Cr/f5pa6So9fPz8+vzjlHvzWk1thaSr/1b0II0XBSJ6oFdcSK5W2JXEPPuNAKsuYYMmru+xeKxznk6Vz9WHvCee0aW79Ve+tCk9tr1kOq63Vrt5EhNSE8R7Z9aQMkiWpZcg3brrY2ZHSheGoXPwX3EgRAnaUJah9v7Hyiul5XEiQh2gYptimE8Ji2NmR0oXgaEuuFntsSMQkh2ge1pwMQQgghhGiPPJ5Evfzyy0RHR2MwGEhISGD79u31tq2urmbJkiXExMRgMBiIj49nw4YNbm1sNhuLFi2iZ8+eeHt7ExMTw9KlS10TnKurq3n00UcZOHAgvr6+REZGMnnyZE6dOuV2nujoaFelXuftqaeeav4LIIQQQoh2yaPDeWvXrmXu3Lm89tprJCQksGLFCkaPHs2BAwcICws7r/3ChQt55513eOONN4iNjWXjxo2MGzeO7777jiFDhgDw9NNP8+qrr7Jq1SoGDBjADz/8wNSpUwkMDGT27NmUlZWxc+dOFi1aRHx8PPn5+fz5z3/m5ptv5ocffnB7vSVLlrjtAefv79/s10CmpDWdXDshhBCe5NGJ5QkJCVx66aW89NJLgKMeS7du3XjwwQeZP3/+ee0jIyP529/+xgMPPOA6Nn78eLy9vXnnnXcAuPHGGwkPD+fNN9+st01tO3bsYMSIEZw4cYLu3bsDjp6oOXPmMGfOnCa/vwtNTKuurubw4cNERkYSGBjY5NfozCwWC6dPn6Zv375oNBpPhyOEEKKDaPMTy6uqqsjIyGDBggWuY2q1mqSkJNLT0+t8TmVl5XmrsLy9vdm6davr98svv5x//etfHDx4kL59+7Jnzx62bt3K8uXL642lsLAQlUpFUFCQ2/GnnnqKpUuX0r17d/7whz/w0EMP4eVV/yWrrKykskaZ46Kionrbenl54ePjw5kzZ9Bqta6qw+K3KYpCWVkZp0+fJigoSBIoIYQQHuGxJOrs2bPYbDbCw903Jg0PDyczM7PO54wePZrly5dz1VVXERMTQ1paGh999JHbNiPz58+nqKiI2NhYNBoNNpuNJ598kkmTJtV5zoqKCh599FEmTpzolm3Onj2boUOHEhISwnfffceCBQvIycm5YDK2bNkyHn/88Qa9f5VKRdeuXTl27BgnTpxo0HOEu6CgICIiIjwdhhBCiE6qXZU4eP7555kxYwaxsbGoVCpiYmKYOnUqK1eudLX54IMPePfdd3nvvfcYMGAAu3fvZs6cOURGRjJlyhS381VXV3PHHXegKAqvvvqq22Nz58513R80aBA6nY6ZM2eybNky9Hp9nfEtWLDA7XlFRUV069at3vej0+no06cPVY3ZfEsAjo1ypQdKCCGEJ3ksiQoNDUWj0ZCXl+d2PC8vr97ehS5duvDJJ59QUVGBxWIhMjKS+fPn06tXL1ebRx55hPnz53PnnXcCMHDgQE6cOMGyZcvckihnAnXixAk2bdp0wTFPcMzfslqtHD9+3FXtuDbnVg2NoVarpVCkEEII0Q55bCKOTqdj2LBhpKWluY7Z7XbS0tJITEy84HMNBgNRUVFYrVbWrVvHLbfc4nqsrKzsvPlFGo0Ge40t350J1KFDh/jf//7nqj58Ibt370atVte5alAIIYQQnY9Hh/Pmzp3LlClTGD58OCNGjGDFihWUlpYydepUACZPnkxUVBTLli0DYNu2bWRnZzN48GCys7NJSUnBbrczb9481zlvuukmnnzySbp3786AAQPYtWsXy5cv55577gEcCdTtt9/Ozp07Wb9+PTabjdzcXABCQkLQ6XSkp6ezbds2rr32Wvz9/UlPT+ehhx7ij3/8I8HBwa18lYQQQgjRFnk0iZowYQJnzpxh8eLF5ObmMnjwYDZs2OCabH7y5Em3XqWKigoWLlzI0aNH8fPzY+zYsaxevdptVd2LL77IokWLuP/++zl9+jSRkZHMnDmTxYsXA5Cdnc1nn30GwODBg93i+eqrr7jmmmvQ6/WsWbOGlJQUKisr6dmzJw899JDbfCchhBBCdG6yAXELKiwsJCgoiKysrN+ccyWEEEKItsG5MKygoOCCtRzb1eq89qa4uBjggiv0hBBCCNE2FRcXXzCJkp6oFmS32zl16hT+/v6oVCpPh9NkzoxcetRal1z31ifX3DPkurc+ueYXpigKxcXFREZGXrAYtvREtSC1Wo3JZPJ0GM0mICBA/mfzALnurU+uuWfIdW99cs3r15At2WSvESGEEEKIJpAkSgghhBCiCSSJEr9Jr9fz2GOPNboau7g4ct1bn1xzz5Dr3vrkmjcPmVguhBBCCNEE0hMlhBBCCNEEkkQJIYQQQjSBJFFCCCGEEE0gSZQQQgghRBNIEiUAOHfuHJMmTSIgIICgoCCmTZtGSUnJBZ/zr3/9i2uuuYaAgABUKhUFBQXNct7OoinXpqKiggceeACj0Yifnx/jx48nLy/PrY1KpTrvtmbNmpZ8K23ayy+/THR0NAaDgYSEBLZv337B9h9++CGxsbEYDAYGDhzIf//7X7fHFUVh8eLFdO3aFW9vb5KSkjh06FBLvoV2p7mv+d13333ev+kxY8a05Ftolxpz3X/++WfGjx9PdHQ0KpWKFStWXPQ5OyVFCEVRxowZo8THxyvff/+98s033yi9e/dWJk6ceMHn/POf/1SWLVumLFu2TAGU/Pz8ZjlvZ9GUa3Pvvfcq3bp1U9LS0pQffvhBueyyy5TLL7/crQ2gvPXWW0pOTo7rVl5e3pJvpc1as2aNotPplJUrVyo///yzMmPGDCUoKEjJy8urs/23336raDQa5ZlnnlH27dunLFy4UNFqtcrevXtdbZ566iklMDBQ+eSTT5Q9e/YoN998s9KzZ89Oe41ra4lrPmXKFGXMmDFu/6bPnTvXWm+pXWjsdd++fbvy8MMPK++//74SERGh/POf/7zoc3ZGkkQJZd++fQqg7Nixw3Xsiy++UFQqlZKdnf2bz//qq6/qTKIu9rwdWVOuTUFBgaLVapUPP/zQdWz//v0KoKSnp7uOAcrHH3/cYrG3JyNGjFAeeOAB1+82m02JjIxUli1bVmf7O+64Q7nhhhvcjiUkJCgzZ85UFEVR7Ha7EhERoTz77LOuxwsKChS9Xq+8//77LfAO2p/mvuaK4kiibrnllhaJt6No7HWvqUePHnUmURdzzs5ChvME6enpBAUFMXz4cNexpKQk1Go127Zta3Pn7Qiacm0yMjKorq4mKSnJdSw2Npbu3buTnp7u1vaBBx4gNDSUESNGsHLlSpROWA6uqqqKjIwMt+ulVqtJSko673o5paenu7UHGD16tKv9sWPHyM3NdWsTGBhIQkJCvefsTFrimjtt3ryZsLAw+vXrx3333YfFYmn+N9BONeW6e+KcHZFsQCzIzc0lLCzM7ZiXlxchISHk5ua2ufN2BE25Nrm5ueh0OoKCgtyOh4eHuz1nyZIlXHfddfj4+PDll19y//33U1JSwuzZs5v9fbRlZ8+exWazER4e7nY8PDyczMzMOp+Tm5tbZ3vn9XX+vFCbzqwlrjnAmDFjuO222+jZsydHjhzhr3/9K9dffz3p6eloNJrmfyPtTFOuuyfO2RFJEtWBzZ8/n6effvqCbfbv399K0XQObeGaL1q0yHV/yJAhlJaW8uyzz3a6JEp0HHfeeafr/sCBAxk0aBAxMTFs3ryZkSNHejAy0dlJEtWB/eUvf+Huu+++YJtevXoRERHB6dOn3Y5brVbOnTtHREREk1+/pc7blrXkNY+IiKCqqoqCggK33qi8vLwLXs+EhASWLl1KZWVlp9onKzQ0FI1Gc97qxQtdr4iIiAu2d/7My8uja9eubm0GDx7cjNG3Ty1xzevSq1cvQkNDOXz4sCRRNO26e+KcHZHMierAunTpQmxs7AVvOp2OxMRECgoKyMjIcD1306ZN2O12EhISmvz6LXXetqwlr/mwYcPQarWkpaW5jh04cICTJ0+SmJhYb0y7d+8mODi4UyVQADqdjmHDhrldL7vdTlpaWr3XKzEx0a09QGpqqqt9z549iYiIcGtTVFTEtm3bLvjfoLNoiWteF7PZjMVicUtkO7OmXHdPnLND8vTMdtE2jBkzRhkyZIiybds2ZevWrUqfPn3cltubzWalX79+yrZt21zHcnJylF27dilvvPGGAihff/21smvXLsVisTT4vJ1ZU675vffeq3Tv3l3ZtGmT8sMPPyiJiYlKYmKi6/HPPvtMeeONN5S9e/cqhw4dUl555RXFx8dHWbx4cau+t7ZizZo1il6vV95++21l3759yp/+9CclKChIyc3NVRRFUe666y5l/vz5rvbffvut4uXlpfzjH/9Q9u/frzz22GN1ljgICgpSPv30U+XHH39UbrnlFilxUENzX/Pi4mLl4YcfVtLT05Vjx44p//vf/5ShQ4cqffr0USoqKjzyHtuixl73yspKZdeuXcquXbuUrl27Kg8//LCya9cu5dChQw0+p5ASB+IXFotFmThxouLn56cEBAQoU6dOVYqLi12PHzt2TAGUr776ynXsscceU4Dzbm+99VaDz9uZNeWal5eXK/fff78SHBys+Pj4KOPGjVNycnJcj3/xxRfK4MGDFT8/P8XX11eJj49XXnvtNcVms7XmW2tTXnzxRaV79+6KTqdTRowYoXz//feux66++mplypQpbu0/+OADpW/fvopOp1MGDBigfP75526P2+12ZdGiRUp4eLii1+uVkSNHKgcOHGiNt9JuNOc1LysrU0aNGqV06dJF0Wq1So8ePZQZM2bIB3kdGnPdnX9fat+uvvrqBp9TKIpKUTrh2mchhBBCiIskc6KEEEIIIZpAkighhBBCiCaQJEoIIYQQogkkiRJCCCGEaAJJooQQQgghmkCSKCGEEEKIJpAkSgghhBCiCSSJEkIIIYRoAkmihBDtzubNm1GpVBQUFHjk9dPS0oiLi8Nms9XbJiUlpVU3JZ4/fz4PPvhgq72eEEKSKCFEG3fNNdcwZ84ct2OXX345OTk5BAYGeiSmefPmsXDhQjQajUdevy4PP/wwq1at4ujRo54ORYhOQ5IoIUS7o9PpiIiIQKVStfprb926lSNHjjB+/PhWf+0LCQ0NZfTo0bz66queDkWITkOSKCFEm3X33XezZcsWnn/+eVQqFSqViuPHj583nPf2228TFBTE+vXr6devHz4+Ptx+++2UlZWxatUqoqOjCQ4OZvbs2W5DcJWVlTz88MNERUXh6+tLQkICmzdvvmBMa9asITk5GYPB4Hb8qaeeIjw8HH9/f6ZNm0ZFRYXb4zt27CA5OZnQ0FACAwO5+uqr2blzp+vxe+65hxtvvNHtOdXV1YSFhfHmm28C8J///IeBAwfi7e2N0WgkKSmJ0tJSV/ubbrqJNWvWNPj6CiEujiRRQog26/nnnycxMZEZM2aQk5NDTk4O3bp1q7NtWVkZL7zwAmvWrGHDhg1s3ryZcePG8d///pf//ve/rF69mtdff53//Oc/rufMmjWL9PR01qxZw48//sjvf/97xowZw6FDh+qN6ZtvvmH48OFuxz744ANSUlL4+9//zg8//EDXrl155ZVX3NoUFxczZcoUtm7dyvfff0+fPn0YO3YsxcXFAEyfPp0NGzaQk5Pjes769espKytjwoQJ5OTkMHHiRO655x7279/P5s2bue2226i5h/yIESMwm80cP368wddYCHERFCGEaMOuvvpq5c9//rPbsa+++koBlPz8fEVRFOWtt95SAOXw4cOuNjNnzlR8fHyU4uJi17HRo0crM2fOVBRFUU6cOKFoNBolOzvb7dwjR45UFixYUG88gYGByr///W+3Y4mJicr999/vdiwhIUGJj4+v9zw2m03x9/dX/t//+3+uY/3791eefvpp1+833XSTcvfddyuKoigZGRkKoBw/frzecxYWFiqAsnnz5nrbCCGaj/RECSE6BB8fH2JiYly/h4eHEx0djZ+fn9ux06dPA7B3715sNht9+/bFz8/PdduyZQtHjhyp93XKy8vPG8rbv38/CQkJbscSExPdfs/Ly2PGjBn06dOHwMBAAgICKCkp4eTJk64206dP56233nK1/+KLL7jnnnsAiI+PZ+TIkQwcOJDf//73vPHGG+Tn57u9hre3N+DolRNCtDwvTwcghBDNQavVuv2uUqnqPGa32wEoKSlBo9GQkZFx3iq7molXbaGhoeclLw0xZcoULBYLzz//PD169ECv15OYmEhVVZWrzeTJk5k/fz7p6el899139OzZk9/97ncAaDQaUlNT+e677/jyyy958cUX+dvf/sa2bdvo2bMnAOfOnQOgS5cujY5PCNF40hMlhGjTdDrdBesxNdWQIUOw2WycPn2a3r17u90iIiIu+Lx9+/a5HYuLi2Pbtm1ux77//nu337/99ltmz57N2LFjGTBgAHq9nrNnz7q1MRqN3Hrrrbz11lu8/fbbTJ061e1xlUrFFVdcweOPP86uXbvQ6XR8/PHHrsd/+ukntFotAwYMaNS1EEI0jfRECSHatOjoaLZt28bx48fx8/MjJCSkWc7bt29fJk2axOTJk3nuuecYMmQIZ86cIS0tjUGDBnHDDTfU+bzRo0ezatUqt2N//vOfufvuuxk+fDhXXHEF7777Lj///DO9evVytenTpw+rV69m+PDhFBUV8cgjj7iG32qaPn06N954IzabjSlTpriOb9u2jbS0NEaNGkVYWBjbtm3jzJkzxMXFudp88803/O53v6vzvEKI5ic9UUKINu3hhx9Go9HQv39/unTp4jaH6GK99dZbTJ48mb/85S/069ePW2+9lR07dtC9e/d6nzNp0iR+/vlnDhw44Do2YcIEFi1axLx58xg2bBgnTpzgvvvuc3vem2++SX5+PkOHDuWuu+5i9uzZhIWFnXf+pKQkunbtyujRo4mMjHQdDwgI4Ouvv2bs2LH07duXhQsX8txzz3H99de72qxZs4YZM2ZczCURQjSCSlFqrI8VQgjxmx555BGKiop4/fXXm/3cJSUlREVF8dZbb3Hbbbc1+HlffPEFf/nLX/jxxx/x8pJBBiFag/RECSFEI/3tb3+jR48erknqzcFut3P69GmWLl1KUFAQN998c6OeX1payltvvSUJlBCtSHqihBCiDTh+/Dg9e/bEZDLx9ttvM3LkSE+HJIT4DZJECSGEEEI0gQznCSGEEEI0gSRRQgghhBBNIEmUEEIIIUQTSBIlhBBCCNEEkkQJIYQQQjSBJFFCCCGEEE0gSZQQQgghRBNIEiWEEEII0QT/H8nUA8ws9Hj/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 7/1100 [00:04<10:08,  1.80it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0084  → fitted depth ~ 0.0046, difference: 0.00378\n",
      "Fitted U: u1=0.000, u2=0.669\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 8/1100 [00:05<09:23,  1.94it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0152  → fitted depth ~ 0.0139, difference: 0.00122\n",
      "Fitted U: u1=0.009, u2=0.386\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 9/1100 [00:05<09:12,  1.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0086  → fitted depth ~ 0.0141, difference: -0.00557\n",
      "Fitted U: u1=0.000, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|          | 10/1100 [00:06<08:40,  2.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0056  → fitted depth ~ 0.0027, difference: 0.00290\n",
      "Fitted U: u1=0.156, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  4%|▍         | 42/1100 [00:11<02:55,  6.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0061  → fitted depth ~ 0.0031, difference: 0.00299\n",
      "Fitted U: u1=0.068, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  9%|▊         | 95/1100 [00:21<03:01,  5.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0071  → fitted depth ~ 0.0036, difference: 0.00349\n",
      "Fitted U: u1=0.372, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 13%|█▎        | 138/1100 [00:28<02:07,  7.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0033  → fitted depth ~ 0.0032, difference: 0.00014\n",
      "Fitted U: u1=0.000, u2=0.114\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 15%|█▍        | 161/1100 [00:32<02:27,  6.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0160  → fitted depth ~ 0.0374, difference: -0.02149\n",
      "Fitted U: u1=0.000, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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eR1LK1q3A2LFAUFA9brttKvr16y3fW44ePYqFCxciMTFR6Wo2yRX373Y1Zopap+EU8rKyMhw6dAg9eoh5tz7/HGiQi5SIiKhZ0gy+0aMvwWKpwfHjx2E2mxVPT6IkBlOdgDSF/Pz589iyZQsOHDgArXY3goNrYDSKnzKIiIhaUlsLbNokPr9y5UNcvHgR+/fvx44dO6BWq12ansSdtavUCNR6CQkJCAoKQmJiImJiYlBRUYGwsO9RWjoGGzYAd92ldA2JiMjdff01YDQC3t5l6NbtOAYPvhXHjx9HXV0dHnvsMQwbNkzpKiqCLVOdRGlpKerr6zFgwAAEBQUhMjISISHbAQBffQWYTMrWj4iI3N+//y1+DQ//EVFREdBoNOjbty88PDzkpLSdEYOpTqLhuCmpb7tnzwvo2tUMoxH4/nula0hERO5MEID//Ed83rv3Uav7SWcdKyVhMNVJSOOm1Go19u3bh7KyMqSk3Ia77tIAuJp8jYiIqDGHDgEFBYCXF3D//eEoKytDbm5upx4rJWEw1YmMGTMGo0ePhk6ng8lkwrZt29C9+34AwBdfXL+SNxFZEwQBf/zjH9GlSxeoVCoEBgZizpw5SleLqE189ZX4deDAEuzc+Q3q6uqg1WoxevRojBkzRtnKKYzBVCdiMBiwbds2BAUFYdCgQbBYLDh16j14ego4cwY4flzpGhK5t8zMTHz00Uf48ssvUVhYiOPHj1utv9ejRw+sWLFCuQoSuZDUxafRbIXFYsHgwYMRFBSEbdu2wWAwKFs5hTGY6kRKS0thNBoRGRkJjUaDyMhIVFeXIDGxEgDwzTcKV5DIzZ08eRLh4eEYOXIkwsLC0K1bN/j5+SldLSKXKysDfvhBfB4Q8D+r+4jRaERpaamyFVQYg6lOpLFB6AEBAbjtNgsABlNEzXnwwQfxxBNPID8/HyqVCj169MCtt94qd/PdeuutOHv2LJ566imoVCqoVCplK0zkRF9/DVgsQN++JkREmDj4/BoMpjqRhoPQjx49Kg8anDQpAACwbZu45hJRWxMEoKpKmYetYwVXrlyJZcuWISoqCoWFhdi7d6/V65s2bUJUVBSWLVuGwsJCFBYWuuBMESlDGi91993aRu8jnXnwOcCknZ3OmDFjkJCQgCNHjgAQk3mGhwNBQWIz7k8/ATfeqHAlqdOprgZ8fZX52ZWVgI9Py+UCAgLg5+cHjUaDsLCw617v0qULNBoN/Pz8Gn2dqL2yWIDMTPH5+PFA794JuO+++wAA/fr16/SBFMBgqlPKy8vDp59+CqPRiICAAEyePBmjR4/Bxo1iVx+DKSIikvz8M1BSAnh7A9XV32Dp0vVW9w8GU+zm63QMBgM2bNgAi8WC+Ph4WCwWbNiwAUOGlAHguClShre32EKkxMPbW+mjJ3JvO3aIX4cMqcGmTeuvu3909pl8AFumOh1pRl98fLw8E+Po0aO44YYiAEH44QdxHIkt3R5EzqJSdYy/OZ1OB7PZrHQ1iJxq+3bxa2JiGYqKrr9/lJaWdvrWKbZMdTJNzehLSvJDTIy4Rt933yldS6L2qUePHvjuu+9QUFCAixcvKl0dIocJwtWWqd/+VtPo/aOzz+QDGEx1Ok3N6IuOjkJKiliGXX1ErbNs2TKcOXMGsbGxCAkJUbo6RA47cgS4eFFcQmb8+G6cydcElSBwEZHWKC8vR0BAAIxGI/z9/ZWujt0MBgNKS0sRHBws/yOsWwdMmQIMGwbs2aNwBanDqqmpwenTp9GzZ0/o9Xqlq9Nu8TxSW3j7bWDWLCAlBcjKErc1dv9oT1xx/+aYqU4qKioKUVFRMBgMOHDgAIKDgzFqlPhPsW8fx00REdHV8VK33GIdRCUmJipaL3fDYKoTy8rKwoYNG6ymuEZHj8G5c8Du3cDo0UrXkIiIlNJwvJSPz14sXfqu1f2isy9u3BDHTHVSTaVIGDy4GgCwc6fCFSQiIkUdPQpcuAB4ego4ePDvTInQDAZTnVRjix4bjUb063cJAIMpIqLO7mpKhEpUVpZyceNmMJjqpJpe9FgLANi1i+v0kWtx7otjeP7I1aQP1aNGWZgSoQUMpjqpplIkjB4dioAAMTP0wYNK15I6Iq1WDNirq6sVrkn7Jp0/6XwSOdsPP4hfx44NYEqEFnAAeicmLXp87RTXkSOB//5X/FQyeLDClaQOR6PRIDAwEBcuXAAAeHt7Q6VSKVyr9kMQBFRXV+PChQsIDAyERqNRukrUARUVAWfOiKsTJCcD/v6N3y9IxGCqk5NSJDQ0atTVYOrJJxWqGHVoYWFhACAHVGS/wMBA+TwSOduuXeLX/v0BKRVTY/cLEjGYousSsP3mN+L2nTvFqbFsNCBnU6lUCA8PR7du3WAymZSuTruj1WrZIkUuJQVTI0aIX9t7ok5XYzDVyTWWa+o3vxkDrRYoLAROnwZ69VK6ltRRaTQaBgVEbqhhMNXYfYI5pqxxAHon1lSuqUuXDBg0SCzz44/K1pGIiNpWXR3w00/i8549ixq9TzDHlDUGU51YU7mmSktLkZwsluEafUREncuBA0BNDRAUBAQEFDd5n6CrFA+mVq9ejR49ekCv1yM5ORl7mrl7m0wmLFu2DLGxsdDr9UhMTERmZqZVmYqKCsyZMwcxMTHw8vLCyJEjsXfvXqsylZWVmD17NqKiouDl5YV+/fphzZo1Ljk+d9ZUrqng4GAMHy6W2b1b2ToSEVHbkrr4brwRCAlp+j5BVykaTG3YsAFpaWlYsmQJ9u3bh8TERKSmpjY5w2fhwoV49913sWrVKhw5cgQzZ87ExIkTkZubK5d55JFHkJWVhYyMDBw6dAi33347UlJSUFBQIJdJS0tDZmYm1q5di7y8PMyZMwezZ8/Gli1bXH7M7qSpXFNRUVFyy1RurtjkS0REnUPD8VLN3SeoAUFBw4cPF2bNmiV/bzabhYiICCE9Pb3R8uHh4cJbb71lte3ee+8VpkyZIgiCIFRXVwsajUb48ssvrcoMHjxYeOaZZ+Tv+/fvLyxbtqzZMi0xGo0CAMFoNNq8j7s6d+6csH//fuHcuXPyNotFEIKCBAEQhL17FawcERG1qZgY8dqflXV1W2P3ifbKFfdvxVqm6urqkJOTg5SUFHmbWq1GSkoKdklh8TVqa2uh1+uttnl5eWHnrznv6+vrYTabmy0DACNHjsSWLVtQUFAAQRDw7bff4vjx47j99tubrG9tbS3Ky8utHh1FVFQUEhMTrT5pqFSQu/o4boqIqHMoKgLOnrW+BwCN3yfoKsWCqYsXL8JsNiM0NNRqe2hoKIqKihrdJzU1FcuXL8eJEydgsViQlZWFTZs2obCwEADg5+eHESNG4LnnnsP58+dhNpuxdu1a7Nq1Sy4DAKtWrUK/fv0QFRUFnU6HsWPHYvXq1bj55pubrG96ejoCAgLkR3R0tBPOgvswGAw4cOCA1QwNqauP46aIiDoH6cNzv35Xk3U2dn8ga+0qz9TKlSvx6KOPIj4+HiqVCrGxsZgxYwY++OADuUxGRgYeeugheebB4MGD8cADDyAnJ0cus2rVKvz444/YsmULYmJi8N1332HWrFmIiIiwailraMGCBUhLS5O/Ly8v7zABVVM5RNgyRUTUuUgpEYYNE78yx5RtFGuZ6tq1KzQaDYqLi622FxcXN7lEQkhICDZv3oyqqiqcPXsWR48eha+vL3o1yCoZGxuLHTt2oLKyEufOncOePXtgMpnkMleuXMHf/vY3LF++HHfeeScGDhyI2bNnY/LkyXjttdearK+npyf8/f2tHh1BU7mmDAaDHEwdPQpcvqxoNYmIqA1IwdTQoc3fH8iaYsGUTqfDkCFDkJ2dLW+zWCzIzs7GCCl/fRP0ej0iIyNRX1+PjRs34u67776ujI+PD8LDw1FWVoatW7fKZUwmE0wmE9Rq60PXaDSwWCxOOLL2pblcUyEhQM+eYjnpH4yIiDomQQCkTELDhjV/fyBrinbzpaWlYfr06Rg6dCiGDx+OFStWoKqqCjNmzAAATJs2DZGRkUhPTwcA7N69GwUFBUhKSkJBQQGWLl0Ki8WCefPmye+5detWCIKAuLg4/PLLL5g7dy7i4+Pl9/T398ctt9yCuXPnwsvLCzExMdixYwf+8Y9/YPny5W1/EhTWMNdUZGTkdTlEkpPFJWX27AGa6AElIqIOID8fuHgR8PAABg4ELl5s/v5AVymaZ0rqWlu8eDGSkpKwf/9+ZGZmyoPS8/PzrQaO19TUYOHChejXrx8mTpyIyMhI7Ny5E4GBgXIZo9GIWbNmIT4+HtOmTcOoUaOwdetWaLVaucz69esxbNgwTJkyBf369cNLL72EF154ATNnzmyzY3cXLeUQYfJOIqLOQWqVGjgQ0OuZY8oeKkEQBKUr0R6Vl5cjICAARqOxQ4yfampF8P/9Dxg1CoiIABrkPSUiog5m/nzg5ZeBP/4RePfdq9ubuj+0V664f7er2XzkOlFRUY3+kyQliflGzp8X8480MTeAiIjauWtn8kmauj/QVYqvzUfuzccHiI8Xn+/bp2xdiIjINSwW65l8ZB8GU2SlseRsQ4aIXxuk6iIiog7k5EnAaBTHSvXvL25jsk7bsZuPZE0lZxs8GFi7lsEUEVFHJQ0+T0oCtFom67QXW6YIQPPJ2aSWKXbzERF1TEzW6RgGUwSg+eRsgwaJZc6dA0pKlK0nERE5X8Ngisk67cdgigBYJ+80m81Wydn8/IC+fcVybJ0iIupYLBZg/37x+eDBzd8PqHEMpghAy8nZOAidiKhjOnMGqKgAPD3F2dtM1mk/DkAn2ZgxY5CQkNBocrbBg4F//pPBFBFRR5ObK3694QZx8DnQ/P2Arsdgiqw0lZyNg9CJiDomqYsvKcl6O5N12o7dfGQTaRD6mTMAxyASEXUcUsuUdJ0n+zGYous0lqgtMBCIjRWfs3WKiKjjaKxligk77cNuPrLSXKK2wYPFLLn79wPM3UZE1P6VlIiL2KtUwMCB4jYm7LQfW6ZI1lKitsREsdyBAwpWkoiInEZqlerdG/DzY8LO1mIwRbKWErVJwZT0z0dERO3bteOlmLCzdRhMkaylRG1Sf/rRo0BNjXL1JCIi57h2vBQTdrYOgymStZSoLTIS6NIFMJuBI0cUriwRETlMCqaklikm7GwdDkAnK80lalOpxK6+b78Vx00NHqxgRYmIyCHV1cCxY+LzhjP5mLDTfgym6DrNJWqTgimOmyIiat8OHRLX5QsLEx8NMWGnfdjNR3aRPr1wRh8RUfsmDT6/NvM52Y/BFNmlYXoEQVC2LkRE1HrXjpei1mMwRY1qKvttQgLg4QFcvgycO6dM3YiIyHFNtUwx+7n9OGaKrtNc9ltPTzGgOnRIbJ3q3l3hyhIRkd3q64GDB8XnDVummP28ddgyRVZsyX7L5J1ERO3b8eNivkAfn6vrrjL7eesxmCIrtmS/5SB0IqL2TfownJgIqH+NBJj9vPUYTJEVW7Lfco0+IqL2rbHB58x+3noMpsiKLdlvpWDq5EmgslKhihIRUatJH4al6znA7OeOUAkCJ7i3Rnl5OQICAmA0GuHv7690dZzOYDA0m/02IgIoLAR++AEYMUKBChIRUatJ1/Bdu4Abb7R+raXrf3vnivs3Z/NRo1rKfpuUJP4j7t/PYIqIqD0pLRWv3wDQv//1rzP7uf3YzUetwnFTRETt06FD4teePQE/P2Xr0lEwmKJWYTBFRNQ+SfmlBg5Uth4dieLB1OrVq9GjRw/o9XokJydjz549TZY1mUxYtmwZYmNjodfrkZiYiMzMTKsyFRUVmDNnDmJiYuDl5YWRI0di7969171XXl4e7rrrLgQEBMDHxwfDhg1Dfn6+04+vPWsuC64UTB06BJjNbVwxIiJqNallasCA619j9vPWUXTM1IYNG5CWloY1a9YgOTkZK1asQGpqKo4dO4Zu3bpdV37hwoVYu3Yt3n//fcTHx2Pr1q2YOHEifvjhBwz6dX7nI488gsOHDyMjIwMRERFYu3YtUlJScOTIEURGRgIATp48iVGjRuHhhx/Gs88+C39/f/z888/Q6/VtevzurKUsuH36AHo9UFUlzurr21fByhIRkc2aCqaY/bz1FJ3Nl5ycjGHDhuGtt94CAFgsFkRHR+OJJ57A/PnzrysfERGBZ555BrNmzZK3TZo0CV5eXli7di2uXLkCPz8/fPHFF7jjjjvkMkOGDMG4cePw/PPPAwDuv/9+aLVaZGRk2FzX2tpa1NbWyt+Xl5cjOjq6Q87mMxgMWLp0KSwWCyIjI1FQUAC1Wo2lS5daDUocNgz46SfgX/8CJk1SsMJERGQTiwXw9xc/CB85Ii4PBth+3e8IXDGbT7Fuvrq6OuTk5CAlJeVqZdRqpKSkYNeuXY3uU1tbe13rkZeXF3bu3AkAqK+vh9lsbraMxWLBV199hb59+yI1NRXdunVDcnIyNm/e3Gx909PTERAQID+io6PtPeR2w9YsuNKnmsOHFagkERHZ7cwZMZDy9BR7GCTMfu4YxYKpixcvwmw2IzQ01Gp7aGgoioqKGt0nNTUVy5cvx4kTJ2CxWJCVlYVNmzah8Nc5nn5+fhgxYgSee+45nD9/HmazGWvXrsWuXbvkMhcuXEBlZSVeeukljB07Fl9//TUmTpyIe++9Fzt27GiyvgsWLIDRaJQf586dc9KZcD+2ZsG94Qbxq9RkTERE7k26XickAB4NBvow+7ljFB+Abo+VK1eiT58+iI+Ph06nw+zZszFjxgyo1VcPIyMjA4IgIDIyEp6ennjzzTfxwAMPyGUsFgsA4O6778ZTTz2FpKQkzJ8/HxMmTMCaNWua/Nmenp7w9/e3enRUtmbBlYIptkwREbUP0ky+a8dLMfu5YxQbgN61a1doNBoUFxdbbS8uLkZYWFij+4SEhGDz5s2oqalBaWkpIiIiMH/+fPTq1UsuExsbix07dqCqqgrl5eUIDw/H5MmT5TJdu3aFh4cH+vXrZ/XeCQkJclcgAWPGjEFCQkKzWXClf8YTJ8TVxzl+n4jIvUktU42lRbDluk+NU6xlSqfTYciQIcjOzpa3WSwWZGdnY0QLKbX1ej0iIyNRX1+PjRs34u67776ujI+PD8LDw1FWVoatW7fKZXQ6HYYNG4Zjx45ZlT9+/DhiYmKccGQdR1RUFBITE5v8hwoLA7p0EQc05uW1ceWIiMhuzaVFAFq+7lPjFE2NkJaWhunTp2Po0KEYPnw4VqxYgaqqKsyYMQMAMG3aNERGRiI9PR0AsHv3bhQUFCApKQkFBQXyzIN58+bJ77l161YIgoC4uDj88ssvmDt3LuLj4+X3BIC5c+di8uTJuPnmm3HbbbchMzMT//73v7F9+/Y2Pf72TqUSu/q++07s6mu4+jgREbmXmhqxJwFoOpii1lE0mJo8eTJKSkqwePFiFBUVISkpCZmZmfKg9Pz8fKvxUDU1NVi4cCFOnToFX19fjB8/HhkZGQgMDJTLGI1GLFiwAAaDAV26dMGkSZPwwgsvQKvVymUmTpyINWvWID09HU8++STi4uKwceNGjBo1qs2OvaMYMOBqMEVERO4rL09MstylCxAernRtOhZF80y1Z67IU+GumltBfM0a4E9/AsaNA/7zH4UqSERELfrHP4Dp04FbbgGu7Yhp7jrf0bji/q1oyxS5v5Yy4nJGHxFR+9DUTD5mPndcu0qNQG3LYDBgw4YNsFgsiI+Ph8ViwYYNG6zWbJKCqXPnAKNRoYoSEVGLGht8bst1nlrGYIqaZEtG3MBAQGoRZusUEZH7aiyYYuZz52AwRU2yNxM6gykiIvdUWgr8uhCIfM0GmPncWRhMUZNszYjLNfqIiNyb1CrVsyfg53d1OzOfOwcHoFOzbMmIyzX6iIjcW3PJOpn53HEMpqhFUVFRzf5zNezmEwQxmScREbkPqeegYRdfQy1d56l57OYjhyUkAGq12CdfVKR0bYiI6Fo//yx+7d9f2Xp0VAymyGFeXkDv3uJzjpsiInIvggAcOSI+ZzDlGgymyCYGgwEHDhxoMvcIZ/QREbmnoiKgrEzsQYiLu/71lq7v1DKOmaIW2ZIdd8AAYNMmDkInInI3UhdfbCyg11u/xuznzsGWKWqWrdlx2TJFROSemuriY/Zz52EwRc2yNTuuFEz9/DNgsShQUSIiapTUMtWvn/V2Zj93HgZT1Cxbs+P27g14egLV1cDp0wpVloiIrtPUTD5mP3ceBlPULFuz43p4APHx4vO8PAUqSkRE12luJh+znzsPB6BTi2zNjtuvH3DggPgpaMKENq4kERFdp6WZfMx+7hwMpsgmtmTHlfrjpU9BRESkrOZm8kmY/dxx7OYjp2EwRUTkXpiss20wmCKnkYKpvDzO6CMicgdcRqZtMJgip4mNBbRaoKoKOHdO6doQEVFTaRHIuRhMkc1aWnJAq706wJFdfUREyrJlTT4uJeMcHIBONrF1yYF+/cQs6D//DIwbp0BFiYgIQMsz+biUjPOwZYpaZM+SAxyETkTkHpqbycelZJyLwRS1yJ4lBxhMERG5h+a6+LiUjHMxmKIW2bPkQMNgShDauKJERCRrbiYfl5JxLgZT1CJ7lhzo00dcWqaiAigoUKCyREQEoPlgikvJOBcHoJNNbF1yQKcTA6q8PLF1iv+XRERtTxBaTovApWSch8EU2czWJQf69RODqZ9/Bm6/vQ0qRkREVoqKgMuXm57JJ+FSMs7Bbj5yOg5CJyJSltQq1bt302vykfMwmCKnYzBFRKQsZj5vW+zmI7sZDIZm+9ilwY7SjD6Vqo0rSETUydmS+ZxjpZzHLVqmVq9ejR49ekCv1yM5ORl79uxpsqzJZMKyZcsQGxsLvV6PxMREZGZmWpWpqKjAnDlzEBMTAy8vL4wcORJ79+5t8j1nzpwJlUqFFStWOOuQOqysrCwsXboUzz//PJYuXYqsrKzryvTtK/bTX74s9tsTEVHbam4mny3XcbKP4sHUhg0bkJaWhiVLlmDfvn1ITExEamoqLly40Gj5hQsX4t1338WqVatw5MgRzJw5ExMnTkRubq5c5pFHHkFWVhYyMjJw6NAh3H777UhJSUFBI3P1P//8c/z444+IiIhw2TF2FLZmzPX0FPvpAXb1ERG1teZm8jHzuWsoHkwtX74cjz76KGbMmIF+/fphzZo18Pb2xgcffNBo+YyMDPztb3/D+PHj0atXL/zpT3/C+PHj8frrrwMArly5go0bN+KVV17BzTffjN69e2Pp0qXo3bs33nnnHav3KigowBNPPIFPPvkEWq222XrW1taivLzc6tHZtCYTuvQPTUREbaO5mXzMfO4aigZTdXV1yMnJQUpKirxNrVYjJSUFu3btanSf2tpa6K+ZmuDl5YWdO3cCAOrr62E2m5stAwAWiwVTp07F3Llz0b+pTuUG0tPTERAQID+io6NtPs6OorWZ0ImIqO00N5OPmc9dQ9Fg6uLFizCbzQgNDbXaHhoaiqImBtukpqZi+fLlOHHiBCwWC7KysrBp0yYUFhYCAPz8/DBixAg899xzOH/+PMxmM9auXYtdu3bJZQDg5ZdfhoeHB5588kmb6rpgwQIYjUb5ce7cuVYedftlT8bchoPQiYio7TDzedtrd7P5Vq5ciUcffRTx8fFQqVSIjY3FjBkzrLoFMzIy8NBDD8nNmIMHD8YDDzyAnJwcAEBOTg5WrlyJffv2QWXjVDNPT094enq65JjaE1sz5jbs5uOMPiKitiN9iGXm87ajaMtU165dodFoUFxcbLW9uLgYYWFhje4TEhKCzZs3o6qqCmfPnsXRo0fh6+uLXr16yWViY2OxY8cOVFZW4ty5c9izZw9MJpNc5vvvv8eFCxfQvXt3eHh4wMPDA2fPnsVf/vIX9OjRw2XH21FERUUhMTGx2X/AuDgxgLp0CSgpacPKERF1ci0FU4Bt13GynaLBlE6nw5AhQ5CdnS1vs1gsyM7OxogRI5rdV6/XIzIyEvX19di4cSPuvvvu68r4+PggPDwcZWVl2Lp1q1xm6tSpOHjwIPbv3y8/IiIiMHfuXGzdutW5B9lJeXkBUnzLQehERG3n6FHxa0KCsvXoTBTv5ktLS8P06dMxdOhQDB8+HCtWrEBVVRVmzJgBAJg2bRoiIyORnp4OANi9ezcKCgqQlJSEgoICLF26FBaLBfPmzZPfc+vWrRAEAXFxcfjll18wd+5cxMfHy+8ZHBx83WA7rVaLsLAwxDW3iBHZpV8/4ORJ8VPSbbcpXRsioo7v4kXxoVI1vyYfOZfiwdTkyZNRUlKCxYsXo6ioCElJScjMzJQHpefn50OtvtqAVlNTg4ULF+LUqVPw9fXF+PHjkZGRgcDAQLmM0WjEggULYDAY0KVLF0yaNAkvvPBCi+kPyHa2ZM/t3x/49785CJ2IqK3k5YlfY2IAb+/GyzD7ufOpBEEQlK5Ee1ReXo6AgAAYjUb4+/srXZ02lZWVhQ0bNsBoNCIgIACTJ0/GmDFjriuXkQFMmwbceivw7bdtX08ios7mvfeAxx4Dxo4F/vvf61+39frdkbni/q140k5qX+zJnstcU0REbUtqmWpsvBSzn7sOgymyiz3Zc+Pjxa8XLoh9+ERE5FrNDT5n9nPXYTBFdrEne66PDyBlmmDrFBGR6zXXMsXs567DYIrsYm/2XKmrT/oHJyIi16iqAs6eFZ9LPQMNMfu56yg+m4/aH3uy58bHA//5D4MpIiJXO3ZM/Nq1q/hoDLOfuwaDKWqVqKgom/4JpaZmqR+fiIhcw9ZknbZev8l27OYjl5L+qdkyRUTkWs2NlyLXYjBFLiX12+fnA5WVytaFiKgjk4KpxsZLkWsxmCKXCg4GQkLE58ePK1sXIqKOjC1TymEwRa1mMBhw4MCBFhO+sauPiMi16uuBEyfE580FU7Zet8k+HIBOrWLPkgTx8cB33zGYIiJylVOnAJNJXI8vOrrxMlxKxnXYMkV2s3dJArZMERG5VsPxUupG7uxcSsa1GEyR3exdkoDpEYiIXKulwedcSsa1GEyR3exdkkAKpk6cEPv1iYjIuVoafM6lZFyLwRTZzd4lCaKixH58kwk4ebKNK0tE1Am0lLCTS8m4FgegU6vYsySBWi02Pe/bJ/7Dx8W1YUWJiDo4QbAtLQKXknEdBlPUavYsSZCQIAZTeXnA3Xe7uGJERJ3I+fNARQWg0QC9ezdflkvJuAa7+ahNSIMiOaOPiMi5pOtqbCyg0ylbl86KwRS1CaZHICJyDVsXOCbXYTBFbaJhegRBULYuREQdCZeRUR6DKXKYLcsT9O4t9udXVIj9+0RE5By2BlNcSsZ1OACdHGLr8gQ6ndiff/y4+I8fGalAZYmIOqCWEnYCXErG1exumaqpqWnytcLCQocqQ+1La5eVYSZ0IiLnuHwZKCoSnzcVTHEpGdezO5gaPHgw9u/ff932jRs3YuDAgc6oE7UTrV1WhoPQiYicQ/pwGhkJ+Ps3XoZLybie3cHUrbfeihtvvBEvv/wyAKCqqgoPPvggpk6dir/97W9OryC5L3uXJ2B6BCIi57JlvBSXknE9u4Opt99+Gxs3bsSKFStw0003ITExEfv378eePXvw1FNPuaKO5KbsXZ6ALVNERM5ly3gpLiXjeq0agD5u3Djce++9eOedd+Dh4YF///vfuOGGG5xdN2oH7FmeQPpnLyoS+/kDA9ukikREHZatM/m4lIxr2d0ydfLkSYwYMQJffvkltm7dinnz5uGuu+7CvHnzYDKZXFFHcnNRUVFITExs8Z/T3x+IiBCfcxA6EZHj7EnYaeu1muxndzCVlJSEnj174sCBAxgzZgyef/55fPvtt9i0aROGDx/uijpSB8KuPiIi56ipAU6dEp8zYaeyWjVmav369Qhs0EczcuRI5ObmYvDgwc6sG3VATI9AROQcJ04AFos4ZCI0VOnadG52B1NTp05tdLufnx/+/ve/t6oSq1evRo8ePaDX65GcnIw9e/Y0WdZkMmHZsmWIjY2FXq9HYmIiMjMzrcpUVFRgzpw5iImJgZeXF0aOHIm9e/davcdf//pXDBgwAD4+PoiIiMC0adNwnqm5XY4z+oiInKPh4HOVStm6dHZ2D0D/xz/+0eRrKpWqyWCrKRs2bEBaWhrWrFmD5ORkrFixAqmpqTh27Bi6det2XfmFCxdi7dq1eP/99xEfH4+tW7di4sSJ+OGHHzBo0CAAwCOPPILDhw8jIyMDERERWLt2LVJSUnDkyBFERkaiuroa+/btw6JFi5CYmIiysjL8+c9/xl133YWffvrJvhNCAMSkcLYMbGQ3HxGRc9g6XsrW6zO1nkoQ7Ft2NigoyOp7k8mE6upq6HQ6eHt749KlS3ZVIDk5GcOGDcNbb70FALBYLIiOjsYTTzyB+fPnX1c+IiICzzzzDGbNmiVvmzRpEry8vLB27VpcuXIFfn5++OKLL3DHHXfIZYYMGYJx48bh+eefb7Qee/fuxfDhw3H27Fl07969xXqXl5cjICAARqMR/k1lSusk7FmmoLBQHISuVgPV1YCnZxtXloiog3jgAWD9euCVV4C5cxsvw2VkrueK+7fd3XxlZWVWj8rKShw7dgyjRo3CP//5T7veq66uDjk5OUhJSblaIbUaKSkp2LVrV6P71NbWQq/XW23z8vLCzp07AQD19fUwm83NlmmM0WiESqWyGgt27c8tLy+3epD9yxSEhYmz+iwWsb+fiIhap6W0CFxGpu3YHUw1pk+fPnjppZfw5z//2a79Ll68CLPZjNBrRs6FhoaiSFps6BqpqalYvnw5Tpw4AYvFgqysLGzatEleF9DPzw8jRozAc889h/Pnz8NsNmPt2rXYtWtXk2sH1tTU4K9//SseeOCBJqPU9PR0BAQEyI/o6Gi7jrWjsneZApWKXX1ERI4ym4Fjx8TnTSXs5DIybccpwRQAeHh4tMkA7pUrV6JPnz6Ij4+HTqfD7NmzMWPGDKjVVw8lIyMDgiAgMjISnp6eePPNN/HAAw9YlZGYTCbcd999EAQB77zzTpM/d8GCBTAajfLj3LlzLjm+9qY1yxQwmCIickx+vpgawdMT6Nmz8TJcRqbt2D0AfcuWLVbfC4KAwsJCvPXWW/jNb35j13t17doVGo0GxcXFVtuLi4sRFhbW6D4hISHYvHkzampqUFpaioiICMyfPx+9evWSy8TGxmLHjh2oqqpCeXk5wsPDMXnyZKsywNVA6uzZs9i2bVuzfaeenp7w5ACf60jLFGzYsAFHjx6V++RtGYTO9AhERK0jfRjt2xfQaBov05rrM7WO3cHUPffcY/W9SqVCSEgIRo8ejddff92u99LpdBgyZAiys7Pl97VYLMjOzsbs2bOb3Vev1yMyMhImkwkbN27Efffdd10ZHx8f+Pj4oKysDFu3bsUrr7wivyYFUidOnMC3337LSN0B9i5TwPQIRESO4TIy7sXuYMpisTi1AmlpaZg+fTqGDh2K4cOHY8WKFaiqqsKMGTMAANOmTUNkZCTS09MBALt370ZBQQGSkpJQUFCApUuXwmKxYN68efJ7bt26FYIgIC4uDr/88gvmzp2L+Ph4+T1NJhN+97vfYd++ffjyyy9hNpvlMVpdunSBTqdz6jF2BlFRUTb/k0r//MeOiQPRG+l9JSKiZtiywLHEnusztU6rFjp2psmTJ6OkpASLFy9GUVERkpKSkJmZKQ9Kz8/PtxrrVFNTg4ULF+LUqVPw9fXF+PHjkZGRYTULz2g0YsGCBTAYDOjSpQsmTZqEF154AVqtFgBQUFAgd1cmJSVZ1efbb7/Frbfe6tJj7ux69gR0OuDKFbHfv0cPpWtERNS+2LMmH7meTXmm0tLSbH7D5cuXO1Sh9oJ5phxzww3Azz8D//kPMG6c0rUhImo/BAHo2hW4dAnYvx9ITFS6Ru2LK+7fNrVMffjhh7jhhhvg4eEBlUqFpuIvFfPZk40SEsRgKi+PwRQRkT1KSsRASqUSB6CT8mwKpoxGIzZu3Ihu3bqhV69e2Lt3Lwds03XsWbKA6RGIiFpHum727Al4eTVflkvJtA2bgqmgoCCcPn0a3bp1w5kzZ5w+CJ3aP3uXLJAGTTI9AhGRfWwdfM6lZNqOTcHUpEmTcPPNNyMiIgIqlQpDhw6FponEFqdOnXJqBcn9XbtkQUFBATZs2ICEhIQmPwmxZYqIqHVsGXzemusytZ5NwdR7772He++9F7/88guefPJJPProo/Dz83N13aidkJYsiI+Pl5csOHr0KEpLS5v8p42Lk/YV+/9DQtqwwkRE7ZgtOaZac12m1rM5NcLYsWMBADk5Ofjzn//MYIpkDZcsiIyMtGnJAm9vICYGOHtW/JTFYIqIyDa2BFOtuS5T69mdLvHDDz9kIEVWpCUL1Go1jh49CrVabdOSBezqIyKyT2UlIC0N29yYqdZel6l1FE/aSR1Da5YsSEgAMjMZTBER2erYMfFrt25Aly7Nl+VSMm2HwRQ5jb1LFrBliojIPrauySfhUjJtg6uikWKYHoGIyD72BlPUNhhMkWKki8HZs0BVlbJ1ISJqDxhMuScGU6SYrl3FB3B1HAARETVNaslvKWEntS0GU+RUBoMBBw4cgMFgsKk8x00REdnGZAJOnBCf29IyZe/1mFqPA9DJaVqzdEFCAvD99wymiIhacvIkUF8P+PoCLY0p51IybYstU+QU1y5dYLFYsGHDhhY/EUlN1QymiIia13BNPpWq6XKtvR5T6zGYIqeQli6IjIyUly4wGo0oLS1tdj928xER2cbWBY5bez2m1mMwRU7RcOkCs9ls89IFUjB14oQ4HoCIiBpnywLHQOuvx9R6DKbIKVq7dEF0tLhOX309cOpUG1WWiKgdsjUtApeSaXscgE5O05qlC9Rqscl63z7xQhEX1wYVJSJqZwTB9pYpgEvJtDUGU+RUrVm6ICHhajB1zz2uqRcRUXtmMIiLHHt4ALGxtu3DpWTaDrv5SHEchE5E1Dzp+tinD6DVKlsXuh6DKVIcgykiouZxGRn3xm4+cgmDwWBzX710cTh6VBwX0Fz+FCKizsieYMqe6y85B4Mpcjp7M+/27i2OA6isFMcFREe3YWWJiNoBW4MpZj5XBrv5yKlak3lXqxUDKoBdfUREjbElmGLmc+UwmCKnYiZ0IiLnKi0FSkrE582lj2Hmc+UwmCKncjQTOoMpIiJr0nUxJgbw8Wm6HDOfK4fBFDlVazPvcsFjIqLGMfO5++MAdHK61mTeZcsUEVHj7JnJx8znymAwRS5hb+ZdqWWqpEQcH8BWaSIikb05ppj5vO2xm4/cgq/v1ZQI0vpTRETEhJ3tgVsEU6tXr0aPHj2g1+uRnJyMPXv2NFnWZDJh2bJliI2NhV6vR2JiIjIzM63KVFRUYM6cOYiJiYGXlxdGjhyJvXv3WpURBAGLFy9GeHg4vLy8kJKSghMnTrjk+Mg27OojIrJWVQWcPSs+ZzDlvhQPpjZs2IC0tDQsWbIE+/btQ2JiIlJTU3HhwoVGyy9cuBDvvvsuVq1ahSNHjmDmzJmYOHEicnNz5TKPPPIIsrKykJGRgUOHDuH2229HSkoKCgoK5DKvvPIK3nzzTaxZswa7d++Gj48PUlNTUVNT4/Jj7iwMBgMOHDhgc44TBlNERNaOHRO/hoTYNvzB3usuOYmgsOHDhwuzZs2SvzebzUJERISQnp7eaPnw8HDhrbfestp27733ClOmTBEEQRCqq6sFjUYjfPnll1ZlBg8eLDzzzDOCIAiCxWIRwsLChFdffVV+/fLly4Knp6fwz3/+s9GfW1NTIxiNRvlx7tw5AYBgNBrtP+hO4OuvvxYefvhh4Xe/+53w8MMPC19//XWL+6xZIwiAIIwb1wYVJCJqB9auFa+LN9/cctnWXHc7I6PR6PT7t6ItU3V1dcjJyUFKSoq8Ta1WIyUlBbt27Wp0n9raWuj1eqttXl5e2LlzJwCgvr4eZrO52TKnT59GUVGR1c8NCAhAcnJykz83PT0dAQEB8iOaa540qbVZeNkyRURkzdbxUsx+rixFg6mLFy/CbDYjNDTUantoaCiKiooa3Sc1NRXLly/HiRMnYLFYkJWVhU2bNqGwsBAA4OfnhxEjRuC5557D+fPnYTabsXbtWuzatUsuI723PT93wYIFMBqN8uPcuXMOHXtH5mgW9LNngerqNqgoEZGbszWYYvZzZSk+ZspeK1euRJ8+fRAfHw+dTofZs2djxowZUKuvHkpGRgYEQUBkZCQ8PT3x5ptv4oEHHrAqYy9PT0/4+/tbPahxrc3CK40JEISr4wSIiDozW4MpZj9XlqLBVNeuXaHRaFBcXGy1vbi4GGFhYY3uExISgs2bN6Oqqgpnz57F0aNH4evri169esllYmNjsWPHDlRWVuLcuXPYs2cPTCaTXEZ6b3t+LtnOkSy87OojIhKZTIA0yZzZz92bokk7dTodhgwZguzsbNxzzz0AAIvFguzsbMyePbvZffV6PSIjI2EymbBx40bcd99915Xx8fGBj48PysrKsHXrVrzyyisAgJ49eyIsLAzZ2dlISkoCAJSXl2P37t3405/+5NRj7Kxam4U3IQHYuZPBFBHRyZNAfb2Yh8+WSyiznytH8QzoaWlpmD59OoYOHYrhw4djxYoVqKqqwowZMwAA06ZNQ2RkJNLT0wEAu3fvRkFBAZKSklBQUIClS5fCYrFg3rx58ntu3boVgiAgLi4Ov/zyC+bOnYv4+Hj5PVUqFebMmYPnn38effr0Qc+ePbFo0SJERETIQR05rjVZeNkyRUQkkq6D8fGASmXbPsx+rgzFg6nJkyejpKQEixcvRlFREZKSkpCZmSkPDs/Pz7ca61RTU4OFCxfi1KlT8PX1xfjx45GRkYHAwEC5jNFoxIIFC2AwGNClSxdMmjQJL7zwArRarVxm3rx5qKqqwh//+EdcvnwZo0aNQmZm5nWzAKltScEUs6ATUWfHzOfth0oQBEHpSrRH5eXlCAgIgNFo5GB0JzpzBujZE9BqxRl9HoqH+0REypg6FVi7FnjxRWDBAqVr03G44v7d7mbzUcfWvTvg7S0OvDx1SunaEBEphy1T7QeDKXIpe5c2UKuBuDjxOcdNEVFnZbFcHe5gazDFpWSUw04UcpmsrCxs2LABRqMRAQEBmDx5MsaMGdPifgkJQG6uGEzdfXcbVJSIyM0YDOIix1otEBvbcvnWXm/JOdgyRS7hyNIGnNFHRJ3dkSPi1z59Wh47yqVklMdgilzCkaUNGEwRUWdnz3gpLiWjPAZT5BKOLG3QMD0C55oSUWdkTzDFpWSUx2CKXMKRpQ169wY0GqCiAigoaIPKEhG5GXuCKS4lozwOQCeXae3SBjqdGFAdOyZeUHg9IKLOxt60CFxKRlkMpsilWru0QULC1WCKE1KIqDMpKQFKS8UlZKRUMbbgUjLKYTcfuSUuK0NEnZXUKhUTIyYxJvfHYIrcEmf0EVFnxczn7Q+DKXJLDKaIqLNiMNX+cMwUtQmDwWDXwEhpnEBxMVBWBgQFubiCRERuojXBlL3XWHIuBlPkcq1Z5sDPT5zFZzCIF5aRI9uoskRECrM3mOJSMspjNx+5FJeVISKyXWUlcO6c+NyWYIpLybgHBlPkUlxWhojIdtIM5m7dgC5dWi7PpWTcA4MpcilnLCvDYIqIOgt7u/i4lIx7YDBFLuXIMgf9+olfpdXTiYg6Oul6Z2swxaVk3AMHoJPLtXaZAymYOnMGqKoCfHxcV0ciIncgBVP9+9u+D5eSUR6DKWoTrVnmoGtXcdzAhQti0/fQoS6qHBGRm/j5Z/GrPcEUwKVklMZuPnJr0gVFusAQEXVU1dXAqVPic3uDKVIWgylyaxw3RUSdxbFjgCAAwcFASIjStSF7sJuP2kxrMvSyZYqIOouGXXwqlW37MPO5e2AwRW2itRl6GUwRUWdh73gpZj53H+zmI5dzJENvwxl9lZWurScRkZKkYEq67jWHmc/dC4MpcjlHMvRKM/qAq5mBiYg6InvSIjDzuXthMEUu52iGXnb1EVFHZ+9MPmY+dy8MpsjlHM3QKzV5M5gioo7q6FH7ZvIx87l74QB0ahOOZOiVPqUxPQIRdVQNu/hsncnHzOfug8EUtZnWZuhlNx8RdXTMfN6+Kd7Nt3r1avTo0QN6vR7JycnYs2dPk2VNJhOWLVuG2NhY6PV6JCYmIjMz06qM2WzGokWL0LNnT3h5eSE2NhbPPfccBEGQy1RWVmL27NmIioqCl5cX+vXrhzVr1rjsGMkxnNFHRB2dPTP5yP0oGkxt2LABaWlpWLJkCfbt24fExESkpqbiwoULjZZfuHAh3n33XaxatQpHjhzBzJkzMXHiROTm5splXn75Zbzzzjt46623kJeXh5dffhmvvPIKVq1aJZdJS0tDZmYm1q5di7y8PMyZMwezZ8/Gli1bXH7MZD/O6COijq41CxyT+1AJDZts2lhycjKGDRuGt956CwBgsVgQHR2NJ554AvPnz7+ufEREBJ555hnMmjVL3jZp0iR4eXlh7dq1AIAJEyYgNDQUf//735ssc8MNN2Dy5MlYtGiRXGbIkCEYN24cnn/+eZvqXl5ejoCAABiNRvj7+9t/8J1Ua7P1jh4NfPst8NFHwPTprqsfEVFbq64GfH3FAejFxVc/PLaE2c9bxxX3b8XGTNXV1SEnJwcLFiyQt6nVaqSkpGDXrl2N7lNbWwu9Xm+1zcvLCzt37pS/HzlyJN577z0cP34cffv2xYEDB7Bz504sX77cqsyWLVvw0EMPISIiAtu3b8fx48fxxhtvNFnf2tpa1NbWyt+Xl5fbfcydnSPZevv1E4Mpjpsioo7G3pl8ALOfuxvFuvkuXrwIs9mM0NBQq+2hoaEoKipqdJ/U1FQsX74cJ06cgMViQVZWFjZt2oTCwkK5zPz583H//fcjPj4eWq0WgwYNwpw5czBlyhS5zKpVq9CvXz9ERUVBp9Nh7NixWL16NW6++eYm65ueno6AgAD5ER0d7eAZ6FwczdbLQehE1FHZuyYfs5+7H8UHoNtj5cqV6NOnD+Lj46HT6TB79mzMmDEDavXVw/j000/xySefYN26ddi3bx8+/vhjvPbaa/j444/lMqtWrcKPP/6ILVu2ICcnB6+//jpmzZqFb775psmfvWDBAhiNRvlx7tw5lx5rR+Notl6mRyCijsre8VLMfu5+FOvm69q1KzQaDYqLi622FxcXIywsrNF9QkJCsHnzZtTU1KC0tBQRERGYP38+evXqJZeZO3eu3DoFAAMGDMDZs2eRnp6O6dOn48qVK/jb3/6Gzz//HHfccQcAYODAgdi/fz9ee+01pKSkNPqzPT094enp6YxD75QaZuuNjIy0O1vvtTP6fH1dV1ciorZk70w+R6+n5HyKtUzpdDoMGTIE2dnZ8jaLxYLs7GyMGDGi2X31ej0iIyNRX1+PjRs34u6775Zfq66utmqpAgCNRgOLxQJATK9gMpmaLUPO52i23oYz+vLyXFhRIqI2Zm+OKWY/dz+KJu1MS0vD9OnTMXToUAwfPhwrVqxAVVUVZsyYAQCYNm0aIiMjkZ6eDgDYvXs3CgoKkJSUhIKCAixduhQWiwXz5s2T3/POO+/ECy+8gO7du6N///7Izc3F8uXL8dBDDwEA/P39ccstt2Du3Lnw8vJCTEwMduzYgX/84x9Wg9TJ+RzN1tu/P3DhgtgkPmyYiypJRNSGqquB06fF5/akRWD2c/eiaDA1efJklJSUYPHixSgqKkJSUhIyMzPlQen5+flWLUg1NTVYuHAhTp06BV9fX4wfPx4ZGRkIDAyUy6xatQqLFi3C448/jgsXLiAiIgKPPfYYFi9eLJdZv349FixYgClTpuDSpUuIiYnBCy+8gJkzZ7bZsXdWjmTr5Yw+IupoWjOTT8Ls5+5D0TxT7RnzTLW9d94BHn8cGDcO+M9/lK4NEZHj/vEPMXfezTcDO3YoXZvOoUPlmaLOq7WJ5gYMEL8eOuSiihERtTHpeiZd32zFhJ3uhcEUtSlHEs3dcIP41WAAysqAoCAXVpSIqA20Jphiwk73067yTFH75miiucBAoHt38fnhw66rJxFRW5GCqYEDbSvPhJ3uicEUtRlnJJqTPr0dPOiiShIRtZHSUuD8efG51PLe8j5M2OmOGExRm2mYaM5sNrcq0RzHTRFRRyFdx3r0APz8bNvHGddRcj4GU9RmnJFojsEUEXUUrRkvxYSd7okD0KlNOZpoThpXcPiwmJvFlkVBiYjckb3jpSRM2Ol+GExRm3Mk0VxcHKDVAuXlQH4+EBPj5MoREbWR1qZFAJiw092wm48UYzAYcODAAbtmoWi1QHy8+JyD0ImovbJYWhdMtea6Sa7HlilShCN5UgYMEC9Chw4Bd97p4ooSEbnAmTNAVRWg0wF9+ti2D/NLuS+2TFGbczRPCgehE1F7J12/EhLEFveWML+Ue2MwRW3O0Twp0mBNBlNE1F7ZO/ic+aXcG4MpanOO5kmRWqaOHgVqa11YUSIiF5HGfNo6Xor5pdwbgylqc47mSYmKAgICALNZDKiIiNobewefM7+Ue+MAdFKEI3lSVCrxArRzp3hBSkx0YUWJiJyspgY4cUJ8bs9MPuaXcl8MpkgxjuRJGTjwajBFRNSe5OWJLetdugAREfbty/xS7onBFCnKYDC06lMWZ/QRUXvVsIvPnlUcWnu9JNdjMEWKcTTXFMDEnUTU/tg7+Bxgjil3xwHopAhHc6bccIP4taAAKCtzYUWJiJzM3sHnzDHl/hhMkSIczZkSEAB07y4+Z1cfEbUn9gZTzDHl/hhMkSKckTOFyTuJqL25eBEoLBSfSy3sLWGOKffHYIoU4YycKdKnugMHXFRJIiInk8ZL9ewJ+PnZtg9zTLk/DkAnxUg5U44cOQIASEhIsGv/pCTx6/79zq0XEZGrSNcr6fplq4SEBNx3330AgH79+jGQcjMMpkhReXl5+PTTT1s1Q2XQIPHroUNAfT3gwb9mInJzubniV+n6ZYvGZvIxmHIv7OYjxTg6QyU2FvD1FbMJHzvm4soSETmB1DJlazDFmXztA4MpUoyjM1TU6qtLyUif9oiI3NWVK2L2c8D2bj7O5GsfGEyRYpwxQ0X6dMdgiojc3eHD4jIyXbsCkZG27cOZfO0DgylSjDNmqHAQOhG1Fw0Hn9u6jAxn8rUPHLJLimq4CnpdXR10Oh0MBoPNF4qGLVOCYN86V0REbak1g88NBgO6deuGxx57DDqdjuvyuSkGU6S4qKgo5OXltWrdqf79xVl8ZWXAuXNXs6ITEbkbe9MiNDaLL1EaKEpuhd18pDhHZqt4egL9+onPOW6KiNyV2Xw1wbAtLVOcxde+KB5MrV69Gj169IBer0dycjL27NnTZFmTyYRly5YhNjYWer0eiYmJyMzMtCpjNpuxaNEi9OzZE15eXoiNjcVzzz0HQRCsyuXl5eGuu+5CQEAAfHx8MGzYMOTn57vkGKl5js5WkT7lMZgiInd14gRQXQ14eQF9+7ZcnrP42hdFg6kNGzYgLS0NS5Yswb59+5CYmIjU1FRcuHCh0fILFy7Eu+++i1WrVuHIkSOYOXMmJk6ciNwGd9GXX34Z77zzDt566y3k5eXh5ZdfxiuvvIJVq1bJZU6ePIlRo0YhPj4e27dvx8GDB7Fo0SLo9XqXHzNdz9HZKtKnPA5CJyJ3JV2fBg4ENJqWy3MWX/uiEq5tsmlDycnJGDZsGN566y0AgMViQXR0NJ544gnMnz//uvIRERF45plnMGvWLHnbpEmT4OXlhbVr1wIAJkyYgNDQUPz9739vssz9998PrVaLjIyMVte9vLwcAQEBMBqN8Pf3b/X7kEgaG1BYWAidToff//73+MMf/mDTvjt2ALfeKo6XOnvWtfUkImqNv/4VeOUVYOZM4J13bNtn3bp1+Oyzz2AymRAWFmbXChHUNFfcvxVrmaqrq0NOTg5SUlKuVkatRkpKCnbt2tXoPrW1tde1Hnl5eWHnzp3y9yNHjkR2djaOHz8OADhw4AB27tyJcePGARADtq+++gp9+/ZFamoqunXrhuTkZGzevLnZ+tbW1qK8vNzqQc4zZswYjB49GjqdDiaTCdu2bUNWVpZN+0rjMfPzAbaAE5E7kjpQ7Bl8vm3bNtTV1UGr1WL06NEMpNyYYsHUxYsXYTabERoaarU9NDQURUVFje6TmpqK5cuX48SJE7BYLMjKysKmTZtQWFgol5k/fz7uv/9+xMfHQ6vVYtCgQZgzZw6mTJkCALhw4QIqKyvx0ksvYezYsfj6668xceJE3HvvvdixY0eT9U1PT0dAQID8iI6OdsJZIInBYMC2bdsQFBSEQYMG2TXYMjAQ6NVLfL5vn2vrSURkL0EAcnLE54MHt1y+4eDzwYMHIygoCNu2bePgczem+AB0e6xcuRJ9+vRBfHw8dDodZs+ejRkzZkCtvnoYn376KT755BOsW7cO+/btw8cff4zXXnsNH3/8MQCxZQoA7r77bjz11FNISkrC/PnzMWHCBKxZs6bJn71gwQIYjUb5ce7cOdcebCfj6GDLYcPEr3v3urCSREStcPo0cOkSoNWKY6ZawsHn7Y9iwVTXrl2h0WhQXFxstb24uBhhYWGN7hMSEoLNmzejqqoKZ8+exdGjR+Hr64teUrMEgLlz58qtUwMGDMDUqVPx1FNPIT09Xf65Hh4e6CfNp/9VQkJCs7P5PD094e/vb/Ug52k42LKsrAyHDh2Ch4eHzYMtGUwRkbuSrkuJiWI6l5YEBwfDw8MDhw4dQllZGQeftwOKBVM6nQ5DhgxBdna2vM1isSA7OxsjRoxodl+9Xo/IyEjU19dj48aNuPvuu+XXqqurrVqqAECj0cgtUjqdDsOGDcOxY8esyhw/fhwxMTGOHha1krRkwvnz57FlyxYcOHAAly9fRp60KmgLhg4Vv/70kwsrSUTUCtJ1SbpOtSQvLw9lZWU4cOAAtmzZgsLCQi4h4+YUzYCelpaG6dOnY+jQoRg+fDhWrFiBqqoqzJgxAwAwbdo0REZGyq1Ku3fvRkFBAZKSklBQUIClS5fCYrFg3rx58nveeeedeOGFF9C9e3f0798fubm5WL58OR566CG5zNy5czF58mTcfPPNuO2225CZmYl///vf2L59e5seP1lLSEhAUFAQEhMTERMTg4qKCmzYsAEJCQktXkQGDxaXkjEYgKIioInGTSKiNie1TEkt6M2RxktFREQgLi4OZ8+ehZeXFxISElxbSXKIomOmJk+ejNdeew2LFy9GUlIS9u/fj8zMTHlQen5+vtXg8pqaGixcuBD9+vXDxIkTERkZiZ07dyIwMFAus2rVKvzud7/D448/joSEBDz99NN47LHH8Nxzz8llJk6ciDVr1uCVV17BgAED8H//93/YuHEjRo0a1WbHTtcrLS1FfX09BgwYAI1GAw8PDxQWFto0TsDPD5CuNezqIyJ3YTZfHXxuSzBVWlqKoqIiaDQaaDQaDBgwAPX19Rwv5eYUzTPVnjHPlPMZDAYsXboU586dQ3FxMS5fvgxPT08sWbLEppxTDz4IfPwxsHgx8Oyzrq8vEVFL8vLEJa+8vQGjUVxLtDnr1q3Ds88+i9raWgQFBaFbt26Ijo7G0qVL2c3nJB0qzxTRtaKiojB69GicOXMGly9fRlBQEMLCwvDZZ59hrw3NTdJ4BLZMEZG7kK5Hgwa1HEjt3bsXn332GcLCwhAYGIiysjKcOXMGo0ePZiDl5hQdM0V0rf79+6NPnz4IDw/HpUuXcPLkSZw8eRIvvvgiHn/88WaT1jWc0ScI4hgqIiIl2TpeKisrC2+//Tb27t2LkJAQ9OrVC127dkVBQQH69+/v+oqSQ9gyRW4lODgYYWFhKC8vx8mTJ1FVVYWAgABUV1fjgw8+aDZpXWKi+Mnv4kUxGzoRkdKkmXzNBVMGgwEffPABqqurERAQgMrKSpw+fRpGoxHh4eFMidAOMJgityKlSKirq8PFixdhsVhQW1uLkydP4rvvvmt2PUW9/mpCPHb1EZHSTKarCxw3F0xlZGTgu+++w6lTp1BbWwuLxYKSkhLU1dUxJUI7wW4+cjtjxoxBYGAgFi1ahOPHj0MQBFy+fBl1dXV45513YDQaMWDAAISEhCAoKAg6nQ7BwcGIiorCsGHikjJ79wK/+53SR0JEndnhw0BNDRAQAPTuLW4zGAw4cuQISkpKAACHDh3CunXrYDQaceXKFQQGBkIQBNxwww3429/+hmG2TAEkxTGYIrc0bNgw3HPPPXjhhRdQUVEBjUaD4OBgFBcXY/ny5dBqtdDpdPDx8UFkZCQiIiLw+9//HsOG/QHvvgvs3q30ERBRZ7dnj/h16FCgoMCAL7/8EuvXr0deXh6MRiMAQBAEqNVqdOvWDZWVlbh06RL8/Pxwzz33MJBqRxhMkduaMGECNm/ejIMHDyIkJAT5+fmwWCwQBAEqlQrV1dWoqalBZWUl8vPzkZubiz/8wQLg/2HPHrGJXatV+iiIqLP63//Er/7+h/DII3Nx4MABVFRUQBAECIIgX88EQUB5eTm6d++OkpIS9O/fHxMmTFC28mQXjpkitxUVFYVp06bBz88PJSUlqK+vlxPZeXl5wWKxoL6+HrW1tairq0NxcTE++GAevL2v4MoVIDdX6SMgos5s507p68vIzc1FZWUlzGYzTCYTVCoVNBoN1Go11Go1TCYTSkpK4Ofnh2nTpnGcVDvDlilya1Kyzn/84x/ypzqVSgWTyQRAXM/RYrGgpqYGAGA0lkEQdgIYgw8+OIqICF9elIioTRkMBnz//UmcPn0LADMqKrLg42OGxWKB2WyWW6TUajW0Wi3UajV8fX0xcOBATJs2zaYkxeReGEyR2/vDH/6Am2++2Wq8QVVVFby9vVFXVycHVB4eHtBoNKis3A5gDD766CQOHXoR999/P26++WZ5kDoRkSsYDAZkZGRg48aNOHlyEIBboFIdhl5fB4tFBa1Wi/r6eqjVaqhUKqjVavj5+SEhIQGTJ0/GhAkTeI1qp7icTCtxORllNJwJExISgt27d+Ptt9/G5cuX4ePjgytXrqCubjjq67+FSlUMrTYGOp0WvXv3RmhoKG655RZMnTqVFywicgrpmpSTk4MtW7bgwIEDqKurA7ACZvNsqNXvwMtrLvR6PaqrqxEUFISpU6diwIABAICQkBD069eP16Q25Ir7N4OpVmIw5T5WrVqF1157DTU1NaiurobJpEFtbTEAT2i1CQBOwsPDA6pfU6InJCQgLS2NTelE5JB169bhrbfekhNsWiwWqFQqWCwWmEz/gyAMhVY7HTrdRvj4+MDLywt/+ctf8MQTTyhd9U7NFfdvdvNRu/fEE08gODhYHldVXl4OtToXFsuNMJtHQKM5CZPJBE9PT9TW1uLIkSOYP38+Dh48iNGjR/NTIRHZTGqJ2rZtG9atW4dLly5BrVZDEASYzeZfn/tAEJIAABrNj/Dz80NiYiLHQ3VgbJlqJbZMuR+DQczj8vHHHyMn5z6YTE9Bo/kAGs2f5HQKarUaGo0GdXV18PDwQEBAAHr16oVZs2bxIkdEzWrYEnX58mVYLBZ4enpCp9PJM/U0Gg0E4TbU1f0XKtU5JCffh+nTp3M8lBthN58bYTDlvgwGAxYs+BFr1/4Oev1JeHgkoa6uDoIgQK/XyzP/NBoNdDodzGYzunTpgj/84Q9W4xiCgoJQVlYGAGy9IuoEpFYnAPL//7WZyqWWKJPJBLPZDADw9/dHdXU1zGYzPDw8oFYvQWXlPAwceARffeXPa4ebYTDlRhhMubeSEqBbN/H5Sy+9j08/XYOjR4/CYrFYlfPx8UFtbS1qa2sBQG690uv10Gg08PDwgFarRffu3dl6RdSBSa1O586dQ11dHcxmM8xmM65cuQJAzFQOQG6JqqqqkrdLLd433HAD7rrrLmzc+Chycrpi1Spg9mzFDomawGDKjTCYcn/x8cCxY8AXXwCDB4tTlrdu3Ypjx46hvLwcAODl5YXy8nI5C7FKpYJKpZIvnDqdTp7OLLVecZwVUcfQ2PgnDw8PmEwm1NbWWl0PGl4fpJYo6XlcXBxSU1MxdepUhIVFoUsXoKJCXCd00CClj5KuxWDKjTCYcn8zZwLvvgv8+c/AihXitobjqg4dOiQ30wNoMHhUkLdLeWDq6upQW1trNc6K+auI2qeG+aAKCgqsxj95eHigsrJSbsX28BDnaVksFqjV4qIhDVuirh0P9eOPwIgRQFCQ2EKu0ShzjNQ0zuYjssNvfysGU998c3VbVFQUZs6ciQkTJli1VFVUVECtVqO+vl7+BNpw/SypG1AQBFRXVyMnJwcHDx5k/iqidqKpfFA6nQ6A+L9dU1MDHx8fqwzlUrqDhpnKG7ZEXfs/L11vbruNgVRnwpapVmLLlPu7eFEcNyUIQGEhEBZ2fRmpparhSu4qlQp6vR4A5MHqDUnJ9wRBuC5/1fTp0xEXFweAg9aJlNRwMPnx48exbt26RvNBAbDqzpNap6VrwJUrV6BSqRAQEGBTpvLbbgO2bwfefhv405/a5FDJTuzmcyMMptqHwYPFBY/XrgWmTGm6XMPM6sDV2XzffPPNdeOsPD095TUCBUGQ81dJC5f6+vpCr9eje/fu7AokakMGgwGlpaX4/vvvsW7dOpw7dw5XrlyRB4trtVqYTCZ5SReJ9L/bcPxTSkqK1Ww+WzKVV1eL3Xt1deJ4zb59XXu81DoMptwIg6n2Yd484NVXgWnTgI8/bt17XDvOSvo0azabrQalSt9rtVp4enqipqYGWu3VpWySkpIwevRoplwgclBjKQy2bduG/fv3o7i4GL/88gvq6+vh6ekpj3fUaDTyklNSPii1Wo26ujp4enpi4MCBDueDyswExo0DoqKA/Hzg10ZrcjMMptwIg6n24dtvgdGjgZAQoKgIaPBh1G7SoNUdO3bIF2wpf5UUPAHi4FRvb2+rrkBppXgvLy/odDqrlAv3338/4uLi7PoETNQZNNZiLHXZNUxhYDKZUFVV9WuOJ7U8gcTLywtXrlyRPwD5+fmhpqZGzgfl7++PyMhITJo0ySljHp94AnjrLeCPfxTHa5J7YjDlRhhMtQ8mE9C1K1BeLs6ySU52/D0bdiV8+OGHOHr0qNxCJQVN3t7eqKqqksdlaDQa+QKvUqnklAs1NTXy4Na6ujqrsRm33347hgwZwsCKOpWGA8W3bt1qNZZRp9P9uoiw2N3eMIUBAPn/TRr35OPjg6qqKqjVanlWnlqtlvNBOfP/SxCAXr2AM2eALVuAO+90+C3JRRhMuREGU+3H5MnAp58CCxcCzz3n3Pdu2FpVVlaG/Px8XL58Wb64S8GVNCZDmi2oVqvlC73ZbJaThapUKnh4eMg3BH9/fzkNAwe2U0fU3EBx6X9F+r+RZtdqNBq59VdqddJqtVZd79LkEIvFgsDAQHTv3h1BQUEum3n788/ADTcAej1QWgp4ezv17cmJGEy5EQZT7UdGhjhmKjER2L/fNT9Daq2qq6vDN998Y9UVaDKZ5O4+k8kkB1dSMCXR/DqPWroheHh4WA1uv3Zg+7Vdg0FBQdDpdBzsTm6l4f+GNKC74QSPjRs3ori4uMmB4gB+Xe9OsGrd9fHxQWVlJQRBgEajkZPrAmKy3YZpS1JSUlz+v/HSS8CCBcD48cBXX7nkR5CTMJhyIwym2o/SUjEtQn09kJcnZkZ3tWtnFR0/flwekA5A7t6TPjlLNwnp0zcgJgv08vJCVVUVLBaL1cD2a7sG9Xo9fHx8EBkZKX/6bmw2khRwSfl1pJuLVN+GN5vGtlHHZ8vfQsMASfp7auxvTfpgUVZWhoKCAlRVVcFkMsn/B1euXJEHiguCcN1A8YYtuVJrrzRwHBATaUopDEwmE7y8vNC3b19FZtEOGiR+WHv3XXHMFLkvBlNuhMFU+zJhgvhpcfFi4Nln2/ZnNxxE29xNRloDTKLRaOQ0DMDVge3Xdg02LN/YTUbKkyMFXD4+PqipqUFYWBh69eoFLy8vnD9/HiaTCf7+/hg9ejQqKyuxY8cOeHh4wM/PDwMHDkT37t25AHQH0VhrEQDk5+fj4MGDKC8vh9lsxi233AI/Pz9kZ2ejvLwcWq0WERERuHLlCk6ePIni4mLo9XpUVVXJf8PX5mlr+KFByjJeU1Mjd881/BuWbkcNB4pLpDUzm/vQoNTkjSNHgP79Aa1WzGkXHNymP57sxGDKjTCYal/WrRPzTPXuDRw/7h5Tlpu7oW3ZskVOw9DYwHZJS90fDT/RA5AzOkuznjQajTxA19PTExqNBrW1tXI3o7SUTlVVFTQaDXQ6ndUC0KGhoZg0aZJ8QwNsD7CuDTIZmDWvtefr2jQCzQXyKpUK3t7e0Ol0qKioQH19vRwc1dfXw2QywWw2w9vbW25RlXI2NVxEvOFadg27s1UqFfz8/OT1MKUPBA3HQjU2ULx79+4A3Lc7e9Ei4PnnxUHnW7YoXRtqCYMpN8Jgqn2prARCQ8Wkejt2ADffrHSNmtfcwPZruwYBNDsw18PDwyrgAoDAwEB5gK8UOEmXAqnVy8/PD1VVVfJ2KWePIAjyEhxSt4y3tzc8PT2bTfcgtWiVlJQgPz9fnqlVVVVl1T0j7XftPh054Gqs9bLhcUsDs6XuYl9fX3nG57Uths2lEairq2uxi1l6zcfHBxUVFXLwLZH+PqSZpw0nXFwb3F870UKtVsPLyws1NTWN/h116dLF5QPFnc1kAmJjgXPnxA9tDzygdI2oJQym3AiDqfbnsceA995rXwNEGxvYfm2LQktTxqUbnRRweXh4QKfTyV0tDVuvpBue1KUiBWUajUa+cV7boiDdXKVgqqkxXVJ6iNraWrnFTQriTCYTAPHmq9Vq5TFi0j4mk6nRAKKp4KqpMT1A0y1nDVtwpDKNbWtuv6bGpDW3z7WB0rXHrdFo5CBWCkCk897w9yntY8vfRHOTH6S/CW9vb/lvRPo5DWfUSX8jJpMJJpPJqttZuq00lgKk4e+2sRZOd2t1aok0waVbNzEtgpeX0jWilnTYYGr16tV49dVXUVRUhMTERKxatQrDhw9vtKzJZEJ6ejo+/vhjFBQUIC4uDi+//DLGjh0rlzGbzVi6dCnWrl2LoqIiRERE4MEHH8TChQutujwkM2fOxLvvvos33ngDc+bMsanODKban19+AeLiAIsF2LsXGDpU6RrZr6muwaaSGV57c62vr5dbA6RM0FILlNRd4+HhIY+/knJlSYFSwxavhjfO5tI9XFtGGjMjfe/h4YH6+nqrxWWl1ouGN/b6+nqrAMLb27vR1qzjx48jOzsbp0+fRllZmTymp76+vtGWs2vPHQB0794dSUlJyM3Nxblz5+Dh4YEePXrIgVxT51yr1cpj0rp06YIePXpg9OjRTf4saQZbwxZCacanFKxISSeloFcKmqRzrNfrUVdXJweo1wbP17ZWNpeWQ61Wy4Gtt7e3HOhKM0yl5ZLKy8vlLkEAqKurg4eHx3XBc1PJaTvK2LvaWmDIEDEtwosvirP5yP11yGBqw4YNmDZtGtasWYPk5GSsWLECn332GY4dO4Zu3bpdV/6vf/0r1q5di/fffx/x8fHYunUr0tLS8MMPP2DQoEEAgBdffBHLly/Hxx9/jP79++Onn37CjBkz8MILL+DJJ5+0er/PP/8czz77LEpKSjB37lwGUx2clHMqKAiYPt2xjOjuqKKiAqWlpQDEBZlramrk8TBeXl5yl2FdXd2vY2DqUFdnanAT9Pz1Zi4GNTqdDmq1ClVV1b+2kognTAx+BKsWDeDqlHaJWq2CIFxtqQCk7sJaWCziNjEAEJMeit+LLRq1tXWN7tOwVUzaX/perVb9WncV6uulbk0BKtXVYMFsrgdgvY/ZbL3gbcN8RVIrijSWTCqn0ajl/aTuLYvF3OBYVb9ut0Cluv5naTQaWCxm1Neb5XOgUlmPPfL0tD4P0nqQDbvjxHNV2+w5b/h7kQLlhufBYjEDEINmaTyUFJBrNOpfW5dq5ZYxqcVJahWTuuYa/q1Jf38AEBwcDD8/v8b/aNuxH34QkwH7+wNnzwKBgUrXiGzhkvu3oLDhw4cLs2bNkr83m81CRESEkJ6e3mj58PBw4a233rLadu+99wpTpkyRv7/jjjuEhx56qNkygiAIBoNBiIyMFA4fPizExMQIb7zxRpP1rKmpEYxGo/w4d+6cAEAwGo22Hiq5gZISQbjxRvFWwwcffPDh6MPfXxC++UbpKxvZw2g0Cs6+f3u0FGy5Ul1dHXJycrCgQduoWq1GSkoKdu3a1eg+tbW18rRbiZeXF3bu3Cl/P3LkSLz33ns4fvw4+vbtiwMHDmDnzp1Yvny5XMZisWDq1KmYO3cu+vfv32Jd09PT8Wxbz6knp+vaFdi2TcwFU1SkdG3at4qKcly8eLUV7MyZMzh3Lh81NTWoqKj8NemiCcDVbNSCILbeaLXiuJiePXuitrYWFy4UW+1nsZihVmvkfcxmMd8QILbgSK1a4jZc10IjCMKvLT8WeaC1WEaLujpTo/tI2xq+pyAI0Go9YDKJP19s3bq+5Ud6X6kMALkVqqkWJGkfqcVM6ubUaj2gVl9t6VKrxYSUfn5i0tZu3ULh6emJ06dPo7S0FCZTndW5anjOG+4XHd0dPXr0kFuLunYNhp8fW9UdodMB/+//AX37Kl0TUpqiwdTFixdhNpsRGhpqtT00NBRHjx5tdJ/U1FQsX74cN998M2JjY5GdnY1NmzZZzVSaP38+ysvLER8fL48veOGFFzBlyhS5zMsvvwwPD4/ruv2asmDBAqSlpcnfl5eXIzo62p7DJTfh5QXY2JtLzfL/9SEJh8EQ3eSYruZm5jWXJfvaGYCHDx/G5cuX5bFd0gBprdYTFkutHDwBgEajkgdfC4I0Hkt13T7S2C6xK0yAl5eXPHtRHEtmkn+elEhSfP+rub10OrMcNF1d9FqQuxMb/ixpH09P66VOkpKSMHr06OvOVWPpAAyG6CZnADY85+1tQDdRe6RoMNUaK1euxKOPPor4+HioVCrExsZixowZ+OCDD+Qyn376KT755BOsW7cO/fv3x/79+zFnzhxERERg+vTpyMnJwcqVK7Fv375GB6Q3xtPTE56enq46LKIOISoqqlU3bVv3mzp1Ko4cOYJt27Zh//7912XW9vb2tkpM2nAQuJSItKl9IiMj5Q9lGo0Gly9fRmBgIIKCghAREYFTp07Ji+42lUBSSnB57eD3xn5Ww6STrQl4Wnuuicj5FB2AXldXB29vb/zrX//CPffcI2+fPn06Ll++jC+++KLJfWtqalBaWoqIiAjMnz8fX375JX7++WcAQHR0NObPn49Zs2bJ5Z9//nmsXbsWR48exYoVK5CWlmaVeVeaEh4dHY0zZ860WHcOQCdSVnOtWU2lJ2hpn+BfU1c3TKvQcAkVqSUIaLrlp7mlVthaRKQ8V9y/FW2Z0ul0GDJkCLKzs+VgymKxIDs7G7Nnz252X71ej8jISJhMJmzcuBH33Xef/Fp1dbVVoARA7g4AxE+3KSkpVq+npqZi6tSpmDFjhhOOjIhcrTUtM7bu01gZe/ZlkETUuSjezZeWlobp06dj6NChGD58OFasWIGqqio5qJk2bRoiIyORnp4OANi9ezcKCgqQlJSEgoICLF26FBaLBfPmzZPf884778QLL7yA7t27o3///sjNzcXy5cvx0EMPARCn6QZfs3iSVqtFWFgY4uLi2ujIiYiIqCNQPJiaPHkySkpKsHjxYhQVFSEpKQmZmZnyoPT8/HyrVqaamhosXLgQp06dgq+vL8aPH4+MjAwENkjwsWrVKixatAiPP/44Lly4gIiICDz22GNYvHhxWx8eERERdXCKJ+1srzhmioiIqP1xxf27g+V/JiIiImpbDKaIiIiIHMBgioiIiMgBDKaIiIiIHMBgioiIiMgBDKaIiIiIHMBgioiIiMgBDKaIiIiIHKB4BvT2Ssp1Wl5ernBNiIiIyFbSfduZOcsZTLVSRUUFACA6OlrhmhAREZG9KioqEBAQ4JT34nIyrWSxWHD+/Hn4+flBpVLJ28vLyxEdHY1z585xmZlW4jl0HM+h43gOHcdz6BieP8c1dg4FQUBFRQUiIiKs1v51BFumWkmtViMqKqrJ1/39/fnH7yCeQ8fxHDqO59BxPIeO4flz3LXn0FktUhIOQCciIiJyAIMpIiIiIgcwmHIyT09PLFmyBJ6enkpXpd3iOXQcz6HjeA4dx3PoGJ4/x7XVOeQAdCIiIiIHsGWKiIiIyAEMpoiIiIgcwGCKiIiIyAEMpoiIiIgcwGDKTpcuXcKUKVPg7++PwMBAPPzww6isrGx2n/feew+33nor/P39oVKpcPny5evK9OjRAyqVyurx0ksvuegolOWqc9ia922vWnOsNTU1mDVrFoKDg+Hr64tJkyahuLjYqsy1f4MqlQrr16935aG0mdWrV6NHjx7Q6/VITk7Gnj17mi3/2WefIT4+Hnq9HgMGDMB//vMfq9cFQcDixYsRHh4OLy8vpKSk4MSJE648BMU5+xw++OCD1/29jR071pWHoDh7zuHPP/+MSZMmyfeHFStWOPyeHYGzz+HSpUuv+zuMj4+3r1IC2WXs2LFCYmKi8OOPPwrff/+90Lt3b+GBBx5odp833nhDSE9PF9LT0wUAQllZ2XVlYmJihGXLlgmFhYXyo7Ky0kVHoSxXncPWvG971ZpjnTlzphAdHS1kZ2cLP/30k3DjjTcKI0eOtCoDQPjwww+t/g6vXLniykNpE+vXrxd0Op3wwQcfCD///LPw6KOPCoGBgUJxcXGj5f/3v/8JGo1GeOWVV4QjR44ICxcuFLRarXDo0CG5zEsvvSQEBAQImzdvFg4cOCDcddddQs+ePTvE+WqMK87h9OnThbFjx1r9vV26dKmtDqnN2XsO9+zZIzz99NPCP//5TyEsLEx44403HH7P9s4V53DJkiVC//79rf4OS0pK7KoXgyk7HDlyRAAg7N27V9723//+V1CpVEJBQUGL+3/77bfNBlON/ZI7GledQ0fftz1pzbFevnxZ0Gq1wmeffSZvy8vLEwAIu3btkrcBED7//HOX1V0pw4cPF2bNmiV/bzabhYiICCE9Pb3R8vfdd59wxx13WG1LTk4WHnvsMUEQBMFisQhhYWHCq6++Kr9++fJlwdPTU/jnP//pgiNQnrPPoSCIwdTdd9/tkvq6I3vPYUNN3SMcec/2yBXncMmSJUJiYqJD9WI3nx127dqFwMBADB06VN6WkpICtVqN3bt3O/z+L730EoKDgzFo0CC8+uqrqK+vd/g93Y2rzqGrfzfupDXHmpOTA5PJhJSUFHlbfHw8unfvjl27dlmVnTVrFrp27Yrhw4fjgw8+gNDOU9HV1dUhJyfH6tjVajVSUlKuO3bJrl27rMoDQGpqqlz+9OnTKCoqsioTEBCA5OTkJt+zPXPFOZRs374d3bp1Q1xcHP70pz+htLTU+QfgBlpzDpV4T3fmyuM9ceIEIiIi0KtXL0yZMgX5+fl27c+Fju1QVFSEbt26WW3z8PBAly5dUFRU5NB7P/nkkxg8eDC6dOmCH374AQsWLEBhYSGWL1/u0Pu6G1edQ1f+btxNa461qKgIOp0OgYGBVttDQ0Ot9lm2bBlGjx4Nb29vfP3113j88cdRWVmJJ5980unH0VYuXrwIs9mM0NBQq+2hoaE4evRoo/sUFRU1Wl46V9LX5sp0JK44hwAwduxY3HvvvejZsydOnjyJv/3tbxg3bhx27doFjUbj/ANRUGvOoRLv6c5cdbzJycn46KOPEBcXh8LCQjz77LO46aabcPjwYfj5+dn0HgymAMyfPx8vv/xys2Xy8vJcWoe0tDT5+cCBA6HT6fDYY48hPT29XSwl4A7nsL1zh3O4aNEi+fmgQYNQVVWFV199tV0HU+S+7r//fvn5gAEDMHDgQMTGxmL79u347W9/q2DNqDMZN26c/HzgwIFITk5GTEwMPv30Uzz88MM2vQeDKQB/+ctf8OCDDzZbplevXggLC8OFCxesttfX1+PSpUsICwtzap2Sk5NRX1+PM2fOIC4uzqnv7QpKn8O2/N24iivPYVhYGOrq6nD58mWr1qni4uJmz09ycjKee+451NbWtougvjFdu3aFRqO5buZic8ceFhbWbHnpa3FxMcLDw63KJCUlObH27sEV57AxvXr1QteuXfHLL790uGCqNedQifd0Z211vIGBgejbty9++eUXm/fhmCkAISEhiI+Pb/ah0+kwYsQIXL58GTk5OfK+27Ztg8ViQXJyslPrtH//fqjV6uu6c9yV0uewLX83ruLKczhkyBBotVpkZ2fL244dO4b8/HyMGDGiyTrt378fQUFB7TaQAgCdTochQ4ZYHbvFYkF2dnaTxz5ixAir8gCQlZUll+/ZsyfCwsKsypSXl2P37t3Nns/2yhXnsDEGgwGlpaVWAWpH0ZpzqMR7urO2Ot7KykqcPHnSvr9Dh4avd0Jjx44VBg0aJOzevVvYuXOn0KdPH6sp6QaDQYiLixN2794tbyssLBRyc3OF999/XwAgfPfdd0Jubq5QWloqCIIg/PDDD8Ibb7wh7N+/Xzh58qSwdu1aISQkRJg2bVqbH19bcMU5tOV9O5LWnMOZM2cK3bt3F7Zt2yb89NNPwogRI4QRI0bIr2/ZskV4//33hUOHDgknTpwQ3n77bcHb21tYvHhxmx6bK6xfv17w9PQUPvroI+HIkSPCH//4RyEwMFAoKioSBEEQpk6dKsyfP18u/7///U/w8PAQXnvtNSEvL09YsmRJo6kRAgMDhS+++EI4ePCgcPfdd3f41AjOPIcVFRXC008/LezatUs4ffq08M033wiDBw8W+vTpI9TU1ChyjK5m7zmsra0VcnNzhdzcXCE8PFx4+umnhdzcXOHEiRM2v2dH44pz+Je//EXYvn27cPr0aeF///ufkJKSInTt2lW4cOGCzfViMGWn0tJS4YEHHhB8fX0Ff39/YcaMGUJFRYX8+unTpwUAwrfffitvW7JkiQDguseHH34oCIIg5OTkCMnJyUJAQICg1+uFhIQE4cUXX+ywFxRXnENb3rcjac05vHLlivD4448LQUFBgre3tzBx4kShsLBQfv2///2vkJSUJPj6+go+Pj5CYmKisGbNGsFsNrflobnMqlWrhO7duws6nU4YPny48OOPP8qv3XLLLcL06dOtyn/66adC3759BZ1OJ/Tv31/46quvrF63WCzCokWLhNDQUMHT01P47W9/Kxw7dqwtDkUxzjyH1dXVwu233y6EhIQIWq1WiImJER599NEOGwRI7DmH0v/xtY9bbrnF5vfsiJx9DidPniyEh4cLOp1OiIyMFCZPniz88ssvdtVJJQjtfN4zERERkYI4ZoqIiIjIAQymiIiIiBzAYIqIiIjIAQymiIiIiBzAYIqIiIjIAQymiIiIiBzAYIqIiIjIAQymiIiIiBzAYIqI3Mr27duhUqlw+fJlRX5+dnY2EhISYDabmyyzdOnSNl3QeP78+XjiiSfa7OcRkX0YTBGRYm699VbMmTPHatvIkSNRWFiIgIAAReo0b948LFy4EBqNRpGf35inn34aH3/8MU6dOqV0VYioEQymiMit6HQ6hIWFQaVStfnP3rlzJ06ePIlJkya1+c9uTteuXZGamop33nlH6aoQUSMYTBGRIh588EHs2LEDK1euhEqlgkqlwpkzZ67r5vvoo48QGBiIL7/8EnFxcfD29sbvfvc7VFdX4+OPP0aPHj0QFBSEJ5980qprrra2Fk8//TQiIyPh4+OD5ORkbN++vdk6rV+/HmPGjIFer7fa/tJLLyE0NBR+fn54+OGHUVNTY/X63r17MWbMGHTt2hUBAQG45ZZbsG/fPvn1hx56CBMmTLDax2QyoVu3bvj73/8OAPjXv/6FAQMGwMvLC8HBwUhJSUFVVZVc/s4778T69ettPr9E1HYYTBGRIlauXIkRI0bg0UcfRWFhIQoLCxEdHd1o2erqarz55ptYv349MjMzsX37dkycOBH/+c9/8J///AcZGRl499138a9//UveZ/bs2di1axfWr1+PgwcP4ve//z3Gjh2LEydONFmn77//HkOHDrXa9umnn2Lp0qV48cUX8dNPPyE8PBxvv/22VZmKigpMnz4dO3fuxI8//og+ffpg/PjxqKioAAA88sgjyMzMRGFhobzPl19+ierqakyePBmFhYV44IEH8NBDDyEvLw/bt2/Hvffei4br0A8fPhwGgwFnzpyx+RwTURsRiIgUcssttwh//vOfrbZ9++23AgChrKxMEARB+PDDDwUAwi+//CKXeeyxxwRvb2+hoqJC3paamio89thjgiAIwtmzZwWNRiMUFBRYvfdvf/tbYcGCBU3WJyAgQPjHP/5htW3EiBHC448/brUtOTlZSExMbPJ9zGaz4OfnJ/z73/+Wt/Xr1094+eWX5e/vvPNO4cEHHxQEQRBycnIEAMKZM2eafE+j0SgAELZv395kGSJSBlumiMjteXt7IzY2Vv4+NDQUPXr0gK+vr9W2CxcuAAAOHToEs9mMvn37wtfXV37s2LEDJ0+ebPLnXLly5bouvry8PCQnJ1ttGzFihNX3xcXFePTRR9GnTx8EBATA398flZWVyM/Pl8s88sgj+PDDD+Xy//3vf/HQQw8BABITE/Hb3/4WAwYMwO9//3u8//77KCsrs/oZXl5eAMRWOiJyLx5KV4CIqCVardbqe5VK1eg2i8UCAKisrIRGo0FOTs51s/IaBmDX6tq163VBjC2mT5+O0tJSrFy5EjExMfD09MSIESNQV1cnl5k2bRrmz5+PXbt24YcffkDPnj1x0003AQA0Gg2ysrLwww8/4Ouvv8aqVavwzDPPYPfu3ejZsycA4NKlSwCAkJAQu+tHRK7FlikiUoxOp2s2n1NrDRo0CGazGRcuXEDv3r2tHmFhYc3ud+TIEattCQkJ2L17t9W2H3/80er7//3vf3jyyScxfvx49O/fH56enrh48aJVmeDgYNxzzz348MMP8dFHH2HGjBlWr6tUKvzmN7/Bs88+i9zcXOh0Onz++efy64cPH4ZWq0X//v3tOhdE5HpsmSIixfTo0QO7d+/GmTNn4Ovriy5dujjlffv27YspU6Zg2rRpeP311zFo0CCUlJQgOzsbAwcOxB133NHofqmpqfj444+ttv35z3/Ggw8+iKFDh+I3v/kNPvnkE/z888/o1auXXKZPnz7IyMjA0KFDUV5ejrlz58rdcg098sgjmDBhAsxmM6ZPny5v3717N7Kzs3H77bejW7du2L17N0pKSpCQkCCX+f7773HTTTc1+r5EpCy2TBGRYp5++mloNBr069cPISEhVmOMHPXhhx9i2rRp+Mtf/oK4uDjcc8892Lt3L7p3797kPlOmTMHPP/+MY8eOydsmT56MRYsWYd68eRgyZAjOnj2LP/3pT1b7/f3vf0dZWRkGDx6MqVOn4sknn0S3bt2ue/+UlBSEh4cjNTUVERER8nZ/f3989913GD9+PPr27YuFCxfi9ddfx7hx4+Qy69evx6OPPurIKSEiF1EJQoO5t0REndzcuXNRXl6Od9991+nvXVlZicjISHz44Ye49957bd7vv//9L/7yl7/g4MGD8PBghwKRu2HLFBFRA8888wxiYmLkwezOYLFYcOHCBTz33HMIDAzEXXfdZdf+VVVV+PDDDxlIEbkptkwREbnYmTNn0LNnT0RFReGjjz7Cb3/7W6WrREROxGCKiIiIyAHs5iMiIiJyAIMpIiIiIgcwmCIiIiJyAIMpIiIiIgcwmCIiIiJyAIMpIiIiIgcwmCIiIiJyAIMpIiIiIgf8f/wfiKn4zeQxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 15%|█▌        | 168/1100 [00:34<02:47,  5.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0050  → fitted depth ~ 0.0040, difference: 0.00101\n",
      "Fitted U: u1=0.226, u2=0.049\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 19%|█▉        | 210/1100 [00:40<02:12,  6.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0327  → fitted depth ~ 0.0138, difference: 0.01888\n",
      "Fitted U: u1=0.125, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 22%|██▏       | 237/1100 [00:45<02:12,  6.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0075  → fitted depth ~ 0.0034, difference: 0.00402\n",
      "Fitted U: u1=0.402, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 22%|██▏       | 242/1100 [00:46<02:36,  5.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0076  → fitted depth ~ 0.0034, difference: 0.00421\n",
      "Fitted U: u1=0.207, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 25%|██▍       | 272/1100 [00:52<02:54,  4.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0065  → fitted depth ~ 0.0048, difference: 0.00173\n",
      "Fitted U: u1=0.398, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 26%|██▋       | 289/1100 [00:56<02:23,  5.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0042  → fitted depth ~ 0.0288, difference: -0.02460\n",
      "Fitted U: u1=0.324, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 32%|███▏      | 352/1100 [01:08<02:21,  5.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0049  → fitted depth ~ 0.0025, difference: 0.00240\n",
      "Fitted U: u1=0.000, u2=0.999\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▋      | 399/1100 [01:16<02:10,  5.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0096  → fitted depth ~ 0.0108, difference: -0.00123\n",
      "Fitted U: u1=0.131, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 407/1100 [01:18<01:50,  6.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0082  → fitted depth ~ 0.0032, difference: 0.00507\n",
      "Fitted U: u1=0.000, u2=0.795\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 427/1100 [01:22<01:48,  6.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0075  → fitted depth ~ 0.0025, difference: 0.00503\n",
      "Fitted U: u1=0.036, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|████      | 444/1100 [01:26<01:43,  6.32it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The edge tuple was (10, 329)\n",
      "The breakpoints were (41, 294)\n",
      "The transitions are (20, 113, 207), reflected is True\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting planet 444\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 41%|████      | 449/1100 [01:27<02:37,  4.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0052  → fitted depth ~ 0.0036, difference: 0.00155\n",
      "Fitted U: u1=0.328, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 460/1100 [01:29<01:40,  6.39it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0069  → fitted depth ~ 0.0029, difference: 0.00400\n",
      "Fitted U: u1=0.000, u2=0.805\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|████▏     | 461/1100 [01:29<02:33,  4.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0076  → fitted depth ~ 0.0029, difference: 0.00477\n",
      "Fitted U: u1=0.209, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▌     | 496/1100 [01:36<01:41,  5.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0106  → fitted depth ~ 0.0168, difference: -0.00616\n",
      "Fitted U: u1=0.236, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 54%|█████▍    | 599/1100 [01:54<01:22,  6.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The edge tuple was (85, 244)\n",
      "The breakpoints were (96, 234)\n",
      "The transitions are (20, 74, 128), reflected is True\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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DH/7Ali1b+Oijj5gxYwb//e9/cTqdIX19Yf/PV6dOnYBAE/eGLhCfffYZ06ZNY/Hixfv1cS4rKyMpKSn4uPF11mDNmjV8++23B2yO3DCA4uFely3tUK/FmjVrME3zgDMLNB6U7HA+Gwf6fB2pysrK/cbHaOlziIi0BCXdIiJtwOVycfLJJ3PyySeTn5/PpEmTeOWVV0Kmqtl3sLEGpmm2WBwNgzk9+OCDB5zCKT4+nrq6uqM6T8OPCQdLnjZs2EB5eTk5OTnBdQe6w+vz+UJen3/9619MnDiR8847j1tuuYWuXbtit9uZPn16cJCtIxEVFYXNFtoIzOfzMWrUKHbv3s3vfvc7+vbtS1xcHMXFxUycOHG/AbLag5NOOono6Gg+/vhjevXqRdeuXcnPz2fo0KH89a9/pa6ujk8++YTzzz//qM7TUtd8eno6l156KRdeeCHHHHMM//3vf5k1a1ZIX+9DnauwsJAzzzyTvn378sgjj9CzZ09cLhfvvvsujz766H7vc1MjZvv9fkaNGsWtt97a5Lny8/MP63m1lkO9Fn6/H8MweO+995rctuHHgsP9bDT1+TpSmzdvpqysjLy8vFY7h4hIS1HSLSLSxhqaE2/ZsqXVznGg5LWh+XpiYuJB75KmpqYSExMTvDPe2KpVqw55/t69e9OnTx/efPNNZsyY0WQz8+effx6Aiy66KLiuU6dOTTYN3rBhQ0hy/uqrr5KTk8Prr78e8lwb/4gBgQG3Fi5cSGVlZchdxeY8hwYrVqxg9erVPPfccyHzYi9YsGC/bZvTLBwCr29iYiLfffdds+M4Gs2Nq0FDM+9PPvmEXr16BQdBGzp0KHV1dbz44ots27aN008/vUXPe7ScTifHH388a9asCTaHbq63336buro6Zs+eHXInuKkR8Q8kNzeXysrKQ7ZAaInrsjXl5uZimibZ2dkH/aHgcD4bLa1hsMKW6lLRoK2vWRHpGPRToIhIK/nwww+bvGPX0DS7NZuSNsx9u28CO2jQIHJzc3nooYeorKzcb78dO3YAgTthBQUFvPnmm2zcuDH49x9//JF58+Y1K4Zp06axZ88errvuOnw+X8jfli5dyp///GdOOOGEkFGqc3Nz+d///hcyZdY777yz3zRFDXffGr++X3zxBYsXLw7Zbty4cXi93pBpn3w+H0888USznsOBzmWaJjNmzNhv2wO97vuy2Wycd955vP3223z11Vf7/b0lWzccTlyNDR06lC+++IIPP/wwmHR36dKFfv36BUe5bljfkudtjjVr1oRclw1KS0tZvHgxnTp1OuwRp5t6n8vKypg5c2azj3HxxRezePHiJj8jpaWleL1eoGWuy9Z0wQUXYLfbueuuu/a7Fk3TZNeuXcDhfTZa0gcffMA999xDdnb2EU87diCtdc2KSMemO90iIq3k17/+NdXV1Zx//vn07dsXt9vN559/zssvv0xWVhaTJk1qtXPn5uaSnJzM008/TUJCAnFxcZx66qlkZ2fz7LPPMnbsWI455hgmTZpERkYGxcXFfPjhhyQmJvL2228DgXm2586dy9ChQ/nVr36F1+vliSee4JhjjmlWn9vLLruMr776ikceeYQffviByy+/nE6dOvH111/zz3/+k9TUVF599dWQJsBXX301r776KmPGjOHiiy+msLCQf/3rXyEDzAGcffbZvP7665x//vmcddZZFBUV8fTTT9O/f/+QHxPOOecchgwZwu9//3vWr19P//79ef311w+rH3bfvn3Jzc3l5ptvpri4mMTERF577bUm+9oPGjQIgP/3//4fBQUF2O12Lr300iaPe//99zN//nyGDRvGtddeS79+/diyZQuvvPIKn376aZPzux+pg10PBzJ06FDuu+8+Nm3aFJJcn3766fztb38jKyvrkH1nj+S8zbF8+XJ+/vOfM3bsWIYOHUpKSgrFxcU899xzlJSU8Nhjjx2wCfWBjB49GpfLxTnnnMMvf/lLKisreeaZZ+jatWuzW6XccsstzJ49m7PPPpuJEycyaNAgqqqqWLFiBa+++irr16+nS5cuLXJdArz22musXLlyv/UTJkygZ8+eh3WsxnJzc7n33nuZOnUq69ev57zzziMhIYGioiLeeOMNrr32Wm6++ebD+mwcqffee4+VK1fi9XrZtm0bH3zwAQsWLCAzM5PZs2cTHR3dYueCvZ/hP/zhD1x66aU4nU7OOeecYDIuInJE2nq4dBGRjuK9994zr7rqKrNv375mfHy86XK5zLy8PPPXv/61uW3btpBtAfOGG27Y7xj7TqHV3CnDTNM033rrLbN///6mw+HYbxqib775xrzgggvMzp07m1FRUWZmZqZ58cUXmwsXLgw5xkcffWQOGjTIdLlcZk5Ojvn0008Hpx1qrtmzZ5sjR440k5OTg1NbHXPMMWZZWVmT2z/88MNmRkaGGRUVZQ4ZMsT86quv9puKyu/3m/fff7+ZmZlpRkVFmSeccIL5zjvvNDkt0K5du8wrrrjCTExMNJOSkswrrrjC/Oabb5qcMqyp19E0A1OljRw50oyPjze7dOliXnPNNcEp3Rofw+v1mr/+9a/N1NRU0zCMkNeJfaZvMk3T3LBhg3nllVeaqampZlRUlJmTk2PecMMN+02Htq8DXS8N9n29TPPg10NTysvLTbvdbiYkJJherze4/l//+pcJmFdcccVRnXfYsGHmMcccs98xmnoP97Vt2zbzT3/6kzls2DAzPT3ddDgcZqdOncwzzjjDfPXVV0O2bbhed+zYEbK+qc/S7NmzzeOPP96Mjo42s7KyzD//+c/mP//5z/22a2qqqQYVFRXm1KlTzby8PNPlcpldunQxTzvtNPOhhx4KmS6wuddlUxqmDDtQ+eSTT0zTPPCUYc15LUzTNF977TXzpz/9qRkXF2fGxcWZffv2NW+44QZz1apVwW2a+9k42OerKQ0xNRSXy2WmpaWZo0aNMmfMmGGWl5fvt8/BztHcKcNMMzD1W0ZGhmmz2TR9mIi0CMM0W7gNm4iIyEFcffXV/OMf/+CZZ57h6quvtjocERERkValpFtERNqUz+fjvPPOY+7cubz11luMGzfO6pBEREREWo2SbhEREREREZFWotHLRURERERERFqJkm4RERERERGRVqKkW0RERERERKSVKOkWERERERERaSUOqwOIVH6/n5KSEhISEjAMw+pwREREREREpA2ZpklFRQXdu3fHZjvw/Wwl3UeopKSEnj17Wh2GiIiIiIiIWGjTpk306NHjgH9X0n2EEhISgMALnJiYaHE0crg8Hg/z589n9OjROJ1Oq8PpkNxuNw8//DAAv/3tb3G5XBZH1H7peo8wVVXQ8KPupk0QF2dtPBFG13v7pXpjf7repSMJx+u9vLycnj17BnPDA1HSfYQampQnJiYq6Y5AHo+H2NhYEhMTw+ZD29G43W6io6OBwOdIX55aj673CJOYCF6v1VFELF3v7Zfqjf3pepeOJJyv90N1N9ZAaiIiIiIiIiKtREm3iIiIiIiISCuxNOn++OOPOeecc+jevTuGYfDmm28ecp9FixZx4oknEhUVRV5eHrNmzTrsY5qmyR133EF6ejoxMTGMHDmSNWvWtMyTEhERORp1dXDDDYFSV2d1NCIiInKULE26q6qqGDBgAE8++WSzti8qKuKss85ixIgRLFu2jMmTJ3P11Vczb968wzrmAw88wOOPP87TTz/NF198QVxcHAUFBdTW1h71cxIRETkqXi/89a+Bor7dIiIiEc/SgdTGjh3L2LFjm739008/TXZ2dnDkyn79+vHpp5/y6KOPUlBQ0KxjmqbJY489xu233865554LwPPPP0+3bt148803ufTSS4/iGYlIc9ntdoYNGxZcFpF6TidMm7Z3WUQA1RsiErkiavTyxYsXM3LkyJB1BQUFTJ48udnHKCoqYuvWrSHHSUpK4tRTT2Xx4sUHTLrr6uqoa9TMr7y8HAiMoufxeA7jWUg4aHjP9N5Za8iQIQD4/X78fr/F0bRfut4jjGHAH/6w97Het8Oi6719U70RSte7dCTheL03N5aISrq3bt1Kt27dQtZ169aN8vJyampqiImJadYxGvbb9zgNf2vK9OnTueuuu/ZbP3/+fGJjY5sTvoShBQsWWB2CSJvR9S4dia536Uh0vUtHEk7Xe3V1dbO2i6ik20pTp05lypQpwccNE6GPHj1a83RHII/Hw4IFCxg1alTYzfPXUZimyc6dOwHo0qXLIec3lCOn6z3CmCaUlQWWk5ICd76l2XS9t1+qN/an6106knC83htaPx9KRCXdaWlpbNu2LWTdtm3bSExMbNZd7oZjNOyXnp4ecpyBAwcecL+oqCiioqL2W+90OsPmTZfDp/fPOm63m2eeeQYI/Kil96H16XqPEFVV0LVrYLmyEuLirI0nQul6b39UbxyYrnfpSMLpem9uHBE1T/fgwYNZuHBhyLoFCxYwePDgZh8jOzubtLS0kOOUl5fzxRdfHNZxRERERERERA7F0jvdlZWVrF27Nvi4qKiIZcuWkZKSQq9evZg6dSrFxcU8//zzAFx33XX85S9/4dZbb+Wqq67igw8+4L///S9z5sxp9jENw2Dy5Mnce++99O7dm+zsbP74xz/SvXt3zjvvvDZ77iIiIk2KjQW3O7DsiKgGaSIiItIES2vzr776ihEjRgQfN/SZnjBhArNmzWLLli1s3Lgx+Pfs7GzmzJnDTTfdxIwZM+jRowfPPvtscLqw5hwT4NZbb6Wqqoprr72W0tJSfvrTnzJ37lyio6Nb8+mKiIgcmmFoqjAREQnh95sUl9ZQ5fYS53KQnhjNlvJaqtxeYpx2DKDa49vvb4d6bNW+h3usjOTmdSUOV5Ym3cOHD8c0zQP+vSFJ3nefb7755oiPCWAYBnfffTd33313s2MVEREREZEDO1hiGCnJYDjuu6OijuWbSlm3o4parw+310+dx0+U04bb62dnpRsw6RIfhcthC/7N5bCFbLvvY6v2PdxjRTvs5KbGc0afzpZd20dL7dZERETCidu9d57u++4Dl8vaeEREmmHt9grmfbeNwh2V+yWGLZ2EdaR93V4/m3ZX47TbODYjkeQYF0s37Ka0xkOsy47dMPD4TAxMSrw+fP5A4t4p1kluajybdldTWuPZ77FV+x7usU7s1Ylop53vSsrYvKeKLLell/kRU9ItIiISTjweeOihwPKddyrpFpGwt3Z7BTM/W8/uKjfpSdHUeuzBxLClk7CI3zfGQW6XeDbtqKS82kOs04bdNPB6/dhMk+3ltfi9JjUeH0lRdqLtdpxVHhwGbCitxWEYuGq95EXZ2VxciYlJr6QYME2Kd9dgM036JEVTUVzJph93E2czSHfZqagpp9i3kwQDujvtbCurBSAz3gUmbCurxTBNcuOiqKr1stNn0sWATKed6loPu30mXQ2DLIeNXZVuDNOkS6wTTNhdUYdhQkqsk9paL1V+kx6GQW+7jdo6LzV+k14G5Nts1Hl8uH0mWUC03aCixgumSaLLgWGaVNR4MUyTBJcdj8eP224j+cK+9D6lO6u2llNRYeD3H7xVczhS0i0ilrDb7cEZA+x2u8XRiIQRpxNuvnnvsogAqjfCld9vMu+7beyuctO7azxmlYfN8wvpXFpLL5ed6hoPu3wmqYZBltNGda2XUp9JN5tBtt1GTZ2Xcr9JOpDrsLGnMnArMyXagWFCaZUbTJNO0U5q3T7qfCaZQB97IIHz+ExyDHDZDKpqPGBCgsuO4YfKWg8GEO+04/H4MP3QF3Aa4PX6Mf0m/U1wGga1Hh+GaRJtt4Ef3PWPo2w2fD4/+E0GAnbA7zOpjC6je1wFPYBKVwU10dXYDMCEGlc1dhOS62LAb7LFD3GYxNe/Zlv9EG+DeKAmuiYQc12gz3JNdA02E7rWPzb9kNBovimvH1w2qAXi6vetrt82uv5xVV0MNsDmB2xQUb+v3Q+mDcoB6rctrd/XX/94T/1j/OCtP0/DY7cNqhvF7C/ZGzMmeHbs3RcblDbaN2TOrEaPG/Ytqw49Vkx9HLHlsVRsqSG+qhScboqqaikpqyW7a2T9IK2kW0QsYbfbGT16tNVhiIQflwsefNDqKETCjuqN8FRcWsPyLUXYnKUUVzmonLGEms2bqYutpq5hIz94bFDT6DE2qNrncQV7ky73rtAkrKY8NKFjn30bb9uQsNXENXpsB4xG+zoOse8+j/c975q8NawYsOIIXzU5PP+CbwNLfRyXUlV3jrXhHAEl3XJUDmfAjHAaHdHr8VJSBZv31JDZxYHNZlj9UoqIiByRLRVb2FK5Jfh4R/UOdlbvBGBPzR4AOsV0avKxgYHJ3qaajR9bte+hjgXQJaYLqXGpAKTHp5OekH7oF0paRZXbyze7XuGrPc8EVow4+PbtVd6a/vQrOh6ASlcNGCax3jgwDHw+E7vDwLAZ+AGPFxxOwGZQ5ajGNCHOjAcDKmyVmIZBQv198TqvH6fTht1ux4dJncePy2nDsBuUU4lpQJKRAAaUUoUJJNsS8AG1Hj/RLjsOh4HHNKlx+4mJsmHYbezxVQImnRyJmDaDPb5yTKCTMxE/UFXnJzbGjtNux+33U1nnJy7Ght1mY7enDL8BnV3JYMBOTxlg0DkqCS8mlXUm8TH2QN90v0l5rZfEGAdRTju1Ph/lNX4SY+3YHHZ21u7BBFJjOmHaDLbXf95T41LABoY/kYFZ2cQnRlFZ62bzplrioiIvhY28iKVZ2mJagYONpBguA1Mc6Fim6cessbFq4Vp6d0uk4Nhu5HVNsPZN62BM06SsrAyApKQkDEM/fIgAYJrg9QaWHY7AFGKt6GAJG0RGEtb4sc/rY/nu5ZR9V4bdYQ+b59Ca+7635j1eXPEi7Z2BQRJJAJRRFnx9pg2bxp3D77Qwso4tzuXghM4XMajbKFyLS6j77w9Ux1azo78Td/d43H4/VXV+4qLtuJw26nwmlW4f8dEOnPXfzSrrfMTHBG6C7PKUYRoGnaOSwYAd7jLApEt0Ml6gvNbXKIHzU1brJSnGid1usL12DyYGXeM6YRoGO6p3YxoGXeNT8Jome6q8dIp3EuWyU+P1safaR6e4wL7bqndjAmkJgRGyt1XuxsQkLb4zHp/JnmoPKbFOYlx2qt0+Kqqj6Z7QDafdYEtZLY7eKdh+0hOAPbsDiXRi51jqfH6K99TQIzmGhBgn5bUettY/djlsbKnfNqVzLABb6x+ndo7FxGRnaS1xLgfdEqOo8/rYXVoLLgep8U527qwGA5K6xAGwc0cVGJDcJY7dVW4cPhPDYSMp1snuKjcun4nNYaNTjIPS+n071+9bVr9vav2+cT4Tp8NGSv2+tvrHnWIcVNbvm1a/b1X9vun1+7r22Tdqn8fRjY7lrj9Wz/pjeeqPldkljj3VHromRtMnPfB/3aqKcrLjttA9KfKmeVbS3Q4dbPTIlkp+Y112dlW6mxxJMVwGtTjYsTD9eD1gGCbflZRRUlbDpCFZSrzbkMfjYcaMGQBMnToVlwaLikiHk7Dt+7itkrBI27eLGcOlP7kagP/871l8sdGtet7XfniNN1a+Qbuz0eoArPN/x/0fY3qPAcLv+j6az3eSM4l1s9cBcPIlJ5OWlAYE7nSLdTKSYxiQns13JWV0/XQ3vi3dASg/dxAJeZ1CEraGpMu+z2NHoySsuj4J616fhNXUJ2EZ9Qld9D77xjSRwPWq39fbkMB1Duwb7wrdN9G+d1+zNrBvTmxgX7OqKvh4d5Wb5BgTp91GSpST3d76x9jo5HJQbgT2ddoDP5IagGELPK6o9ZEc46TO5yfO78ft2fs41mUL2XbfffdUe+nRKQavz2RXlRuvz09Gcgy1Hh+bSmtJjHHisBlsrwh8P0+Jc+Lzw8Y9NSTHOOmbHs/a7ZX7PbZq3yM5VlbnWCrrvGwpqyUlzkWW04zIFqpKutuZg40e2VLJL6afnZV1OGw2bAas3laBw27D5zfp1SmG3VVuVmwuw+mw0TM5mnX1/wHm1v8HWFj/H2Bu/X+eDdu25L7NOdbGbTVsLavjpKwU1u6oYv7328jpEh+RH+T24mgSuH0fR+IXzdbatzXv/LXbhM1CsW64tH75F7OvprqNf49qnLBBeFzfh3Msn9fH8mXLGTBwQIe50924qTW03+bWbreb6bOnAzAyZ6R+rA0TNptBwbHdKNlSjnfZNgzATI2lNiOera2QhHW0ffunJ1Lr8fFdSTl+v0FSjJPUhCi6ev1EOfbeFDMw6dxwQ63+bwA9U2KD2+772Kp9D+dYZTUeaj1+jstIYkR+Z1Z/tb5tLuwWpqS7HWk8emROlRf/yhI2b6skpdpNT6eNHeWB4f27xgWmBthRXoeBSX6si+o6L6Vek24G5DhtVNf5KPf56W4Y5NoN9lR6MAiMHOn3+Smt8uCy20iMslNT68Xr9dPDZceOQarXR3WtlzinHTuQXOsFE+KdNjChU50Xw28S67ST4TepdfuIsdtwGAY9fX7q3D6i7QY2E7p7/Bh+kyi7DcM06eHxYZiBESpz/CY+rx+HzQiOJFkWXUptXCUGkOg3qYyqpDamGq8Jqa5qMMFXFw0mdIuys2lIPxKTjsFwwrKSZIpLu9MzJdbid7J9OVAi7ff6g+te/v5lbA6bErjW1kZ3/i7oewEX9L8ACI8kLOL2jU7mv+OqMTD4e0JMsHl5a50X2lf/WI/HQ9LGJMYdOw6nRn8XaRN5XRM4o8bkU1/g/5maE7rSs3Ncs5OufR9HYiLZWvuW1XiIctg5d0B3BvRMpktCVNiMm9TSYy4d7FgZyTH4fF5Wt95l3KqUdLcjjUeP3PB5IZ4FRdTEVuOOrcYNeOpHYdxVPwpjXf3jnfuMyrjvSJLl7B3BsW53oxEdPVBZtnffin1Gkqyo75J40JEkbYCL0JEknbTpSJKfrQr8e1Kna6hyn3pY+8qh/W3p37jro7v2W+/EyR/4AwC/mP0LPHia3L+5Cdy+j8MukbL6Tncr3fmDjnOXTUREDqxs0Ybg8thfnEjuyNxWTcI62r4ZyTH7tcY82I2iff92qMdW7Xs4x/L5Drhp2FPS3Y6EjB6ZA/zS6ois1++HAeRt7gfsHUkyzhuPs6IOw2cSXRtP/O3jMKJs+L3JxLn0kWhpvxz0S8b3GR983PhOd0PfvH+M/we2+l9+lcC1PN35ExGR1uTz+FgzZw0AUUlRDD2/P3Zn4Efe1kzCOtq+ErmUYbQjjUePjNpYTm3hHtZV7cAbVYkJgakADFv91ACwxxuYGiDFlYzPbP5IknZ7YCRJr88kNSYZ0wblNYHpDOKiHdS4vfgwsNkhxmVnW/UeTMMgLT4FDIMtVbvAMOgWn0K1x4fXNLDbDeKi7FR6fPh8YHMEHpdU7sYwID2hCwAlFbswMElP6EJVnRefn8C+LjtVdV5sZiIxjk4kRjsor/FgOyGFqlNS9xulMeOFH+i0uASA6M3dWN8rgYEZSWQkx1j3BrZT6QlNJ82N++Zdcswl6psn0sDthvvvDyzfdltg3m4RkTC28dON1JbWAtB7bO9gwi0iAUq625HGo0dmDoiHAVC+fg87KmpJjnFQXp90dq0fSKyyflCybvWDkjV3JEnDMKCsljqfnxiXA6/fT16si1qPj9IaD6mdneR1DQwQUVrjoWe8HYetfhA2THJjjeAAbulJodtmxIU+zour39cb2LdvfP2+tT56xIRuG/K40kOnRo/3G6giO4FOiwOv265PN5FyzUBGH9NNg6iJiPU8HrirvkvGLbco6RaRsLdq9qrgcp9z+1gYiUh4UtLdjgRHjyyrYc32StKTosnqEsvuqroWH1kxIcZBflI0G3fX4Df3H0kRwmNgigMdq6Z/F0xjFYYJiSt3cammC2tzNpuNk046KbgsIvUcDvjVr/YuiwigeiNcmabJqrcCSbfNYSNvTJ7FEYmEH9Xm7Uxe1wQmDckKztNd5/W1TvIbF0VitItzB3Q64EiK4TIwRVPH8nq8/GfmN3gLq/EVldHVYx74RZVW4XA4OOuss6wOQyT8REXBk09aHYVI2FG9EZ52fL+D0qJSALKGZxGdHG1tQCJhSEl3O5TXNYGc4fEUl9a0evLbnJEUw2VgisaPPR4PnQclsK2wGoB1C9YxcOLAA55LRERERPa38q2VweX88fkWRiISvpR0t1M2m9FmyW+kShiYwLb/bgOgcF6hku42Zpom1dWBHz1iY2MDYwWIiIgcgOqN8LR69t6Zk/uMV39ukaaoQ4x0WHH5cUQlRgFQuKAQ068m5m3J4/Hw0EMP8dBDD+HxND1Ht0iHVFUFTmegVFVZHY1I2FC9EX4qSiooXlIMQLcB3UjOTLY2IJEwpaRbOizDYZA5IhOAml01bPl6i8URiYjU83oDRUQkjK1+p9Fdbo1aLnJASrqlQ8sZlRNcXjtvrYWRiIjUi4mBzZsDJSbG6mhERA4oZKowNS0XOSAl3dKhNU66181fZ2EkIiL1bDbIyAgUTYskImHKXelm3fuB704JGQmkn5hucUQi4Uu1uXRoydnJpOSlALDp803UlddZHJGIiIhI+CtcUIivzgcE7nJrYDuRA1PSLR1ebkEuAH6vn/WL1lsbjIiI2w0PPhgobrfV0YiINGnVW2paLtJcSrqlw8sdnRtcVr9uEbGcxwO33hooGqFZRMKQ3+cPDqLmineRNSLL2oBEwpzm6ZYOL2tEFjaHDb/Xr37dbchmszFgwIDgsojUczhgwoS9yyICqN4IJ5s+30TNrhoA8sbk4YjS/1UiB6NPiHR4UQlR9BzSkw0fbWD32t3sWbeHTjmdrA6r3XM4HJx33nlWhyESfqKiYNYsq6MQCTuqN8JHyKjlmipM5JD0M6EIamIuIiIi0hymaQb7cxt2g97jelsckUj4U9Itwt7B1EBTh7UV0zRxu9243W5M07Q6HBERCXOqN8LDrlW72L1mNwCZQzOJSYmxOCKR8KekWwRIPyGd2C6xAKxbuA6fx2dxRO2fx+Nh+vTpTJ8+HY8GixLZq6oKkpMDparK6mhEwobqjfCw8q2VweX88fkWRiISOZR0iwCGzSBnVA4A7go3xV8UWxyRiHRoZWWBIiISZlbPXh1c1lRhIs2jpFukXuMm5urXLSKWiYmB1asDJUbNNkUkfFRtr2LT4k0ApB6TSkpuisURiUQGJd0i9XJH7U26C+cVWhiJiHRoNhv07h0omhZJRMLI6ndWQ313et3lFmk+1eYi9RK6J9D1uK4AlHxVQvWuaosjEhEREQkfmipM5Mgo6RZpJDh1mAnr3tco5iJiAY8HnnwyUDRYlIiECU+1h8L5gZaA8WnxZJycYXFEIpFDSbdII437dTdULCIibcrthhtvDBS32+poRESAwOwu3hovAPnn5GPYDIsjEokcDqsDEAknvX7aC0e0A2+tl8J5hZimiWGoUmkNNpuN/v37B5dFpJ7dDj/72d5lEQFUb1ht1VuNmparP7fIYVHSLdKIM8ZJ5rBMCucVUlFcwc4fd5LaP9XqsNolh8PBRRddZHUYIuEnOhpeecXqKETCjuoN65h+k9VvB6YKc8Y6yT4z2+KIRCKLfiYU2YemDhMRERHZa/MXm6naXgUExr9xxjgtjkgksijpFtlHcDA1NHWYiIiIiEYtFzk6SrpF9pHaP5WEjAQANny0AW+t1+KI2ie3281dd93FXXfdhVuDRYnsVV0NGRmBUq2pC0UaqN6wTkN/bsNm0Pus3hZHIxJ5lHSL7MMwjODdbm+tlw2fbLA4IhHpUEwTSkoCxTStjkZEOrhda3ax88edAPQ8rSdxqXEWRyQSeZR0izRBU4eJiGWio+GbbwIlOtrqaESkg2sYQA0gf3y+hZGIRC4l3SJNyBmZA/Uzhalft4i0KbsdBg4MFE0ZJiIW01RhIkdPSbdIE2I7x9L9pO4AbF+xnYqSCosjEhEREWlb1buq2fjpRgA69+lMlz5dLI5IJDIp6RY5gJAm5gt0t1tE2ojHA7NmBYrHY3U0ItKBrZmzBtMfGFtCd7lFjpySbpED0NRhImIJtxsmTQoUjdAsIhbSVGEiLcNhdQAi4arHT3rgSnDhrnCzbsE6TL+JYTOsDqvdsNls9O7dO7gsIvXsdhg3bu+yiACqN9qat9bL2rlrAYhNjaXHT3pYHJFI5FLSLXIAdqed7DOyWfXWKqp3VrPlmy10H9Td6rDaDYfDwc9//nOrwxAJP9HRMGeO1VGIhB3VG22r6MMiPFWBLi75Z+djs+uHDpEjpU+PyEFo6jARERHpiDRquUjLUdItchB5BXnBZfXrFhERkY7A9JvB+bkd0Q5yRuVYHJFIZFPSLXIQnXI60Sm3EwCbPttEXUWdxRG1H263m/vvv5/7778ftwaLEtmruhp69w6U6mqroxEJG6o32k7J0pLgdKk5I3NwxbksjkgksinpFjmEhibmfq+f9YvWWxtMO+PxePBoSiSRUKYJa9cGimlaHY1IWFG90TYaj1qePz7fwkhE2gcl3SKHoKnDRKRNRUfDp58GSnS01dGISAe0evbq4HKfc9SfW+RoafRykUPIHpGNzWHD7/VrMDURaX12OwwZYnUUItJB7Snaw7ZvtwGQcWoG8WnxFkckEvl0p1vkEKISo+gxODA35e41u9lTtMfiiERERERaR8MAagB9ztVdbpGWoKRbpBk0dZiItBmvF155JVC8XqujEZEORlOFibQ8Jd0izaCpw0SkzdTVwcUXB0qdZkwQkbZTs6eG9R+tB6BTbidS+6daG5BIO6E+3SLNkHZCGjGdY6jZVUPRwiJ8Hh92p93qsCKaYRhkZmYGl0Wkns0Gw4btXRYRQPVGW1j73lpMX2DWhD7j++h1FmkhSrpFmsFmt5E7Kpfv/vMddeV1FC8ppteQXlaHFdGcTicTJ060OgyR8BMTA4sWWR2FSNhRvdH6Gk8Vpv7cIi1HP6GLNFPO6JzgspqYi4iISHvic/tY+95aAGJSYnRzQaQFWZp0f/zxx5xzzjl0794dwzB48803D7nPokWLOPHEE4mKiiIvL49Zs2btt82TTz5JVlYW0dHRnHrqqSxZsiTk78OHD8cwjJBy3XXXtdCzkvYqZL5uDaYmIiIi7cj6j9ZTVx4YR6L3Wb2xOXRvTqSlWPppqqqqYsCAATz55JPN2r6oqIizzjqLESNGsGzZMiZPnszVV1/NvHnzgtu8/PLLTJkyhWnTpvH1118zYMAACgoK2L59e8ixrrnmGrZs2RIsDzzwQIs+N2l/EjMS6XpsVwBKviyhZneNxRFFNrfbzYMPPsiDDz6I2+22OhyR8FFTAwMHBkqN/p8RaaB6o3Vp1HKR1mNpn+6xY8cyduzYZm//9NNPk52dzcMPPwxAv379+PTTT3n00UcpKCgA4JFHHuGaa65h0qRJwX3mzJnDP//5T37/+98HjxUbG0taWloLPhvpCHJG57D9u+2YfpN176/jmIuPsTqkiFZdXW11CCLhx++H5cv3LotIkOqN1mGaZrA/t91lD5kqVUSOXkS1G1m8eDEjR44MWVdQUMDixYuBwC+gS5cuDdnGZrMxcuTI4DYNXnzxRbp06cKxxx7L1KlT9Z+4NEvI1GFqYi4irSE6GubPD5ToaKujEZEOYNvybZRvKgcg+4xsohKiLI5IpH2JqNHLt27dSrdu3ULWdevWjfLycmpqatizZw8+n6/JbVauXBl8/POf/5zMzEy6d+/Ot99+y+9+9ztWrVrF66+/fsBz19XVUddovtTy8sB/TB6PB4/H0xJPT9pQw3t2uO9d+k/ScUQ78NZ6WTtvLW63W9NpHKHGr73H49Hr2IqO9HoXCw0fHvjX79fd7sOk6739Ur2xv5a63n94/Yfgcu5Zufr8SFgKx//fmxtLRCXdLeXaa68NLh933HGkp6dz5plnUlhYSG5u081ppk+fzl133bXf+vnz5xMbG9tqsUrrWrBgwWHvE9M3hoplFVRsruCNv79BdE/diToSPp8vuDxv3jzsds173tqO5HoXiVS63tsf1RsHdrTX+6oX9/bn3hSziW3vbjvakERaTTj9/97c1tIRlXSnpaWxbVvofwLbtm0jMTGRmJgY7HY7dru9yW0O1n/71FNPBWDt2rUHTLqnTp3KlClTgo/Ly8vp2bMno0ePJjEx8UifkljE4/GwYMECRo0ahdPpPKx9v1j1BQuXLQSgR10PThl3SmuE2O653W5WrFgBBLqJuFwuiyNqv47mehcLeL0Y8+cDYI4eDY6Iqqotp+u9/VK9sb+WuN7LN5WzbN0yANJOTOO8K89ruQBFWlA4/v/e0Pr5UCKqJh88eDDvvvtuyLoFCxYwePBgAFwuF4MGDWLhwoWcd955APj9fhYuXMiNN954wOMuW7YMgPT09ANuExUVRVTU/v1bnE5n2LzpcviO5P3LH5fPwt8Fku71C9cz5LdDWiO0ds80zeCyPkdtQ69zhHC7ob4Oo7IS9J4dEV3v7Y/qjQM7mtdj3dx1weW+5/XV6yphL5w+/82Nw9Kku7KykrVr1wYfFxUVsWzZMlJSUujVqxdTp06luLiY559/HoDrrruOv/zlL9x6661cddVVfPDBB/z3v/9lzpw5wWNMmTKFCRMmcNJJJ3HKKafw2GOPUVVVFRzNvLCwkH//+9+MGzeOzp078+2333LTTTdx+umnc/zxx7ftCyARKfWYVBK6J1BRUsH6Revx1npxREfU71dhwTAMunfvHlwWkXo2G5x00t5lEQFUb7QWTRUm0voszRS++uorRowYEXzc0Hx7woQJzJo1iy1btrBx48bg37Ozs5kzZw433XQTM2bMoEePHjz77LPB6cIALrnkEnbs2MEdd9zB1q1bGThwIHPnzg0OruZyuXj//feDyXjPnj258MILuf3229voWUukMwyD3NG5LJu1DG+Nl42fbiRnZI7VYUUcp9PJNddcY3UYIuEnJga+/NLqKETCjuqNlldXXkfRh0UAJGUm0e34bofYQ0SOhKVJ9/Dhw0OaCu1r1qxZTe7zzTffHPS4N9544wGbk/fs2ZOPPvrosOIU2VduQSDphsDUYUq6RUREJNKsnbsWvycwQ0Kf8X3UgkCklajdmsgRyBmZA/X1UuE8zdctIiIikWfV7EZNy89V03KR1qKkW+QIxHaJpfugQL+ybd9uo2JLhcURRR6Px8Njjz3GY489FlbzLYpYrqYGhgwJlJoaq6MRCRuqN1qWz+NjzZw1AEQlRZF5eqbFEYm0X0q6RY5QbsHe6eXWLVh3kC2lKaZpUlZWRllZ2UG7mYh0OH4/fP55oPj9VkcjEjZUb7SsjZ9upLa0FoDeY3tjd2rec5HWoqRb5Ajljt6bdBfOVxNzEWkhUVHwxhuB0sRUlSIiLUFNy0XajuY5EjlCPQb3wBXvwl3ppnB+IabfxLBpABIROUoOx955ukVEWoFpmsGpwmwOG3lj8iyOSKR9051ukSNkd9rJPiMbgOod1WxdttXiiEREREQObcf3OygtKgUga3gW0cnR1gYk0s4p6RY5Co37dauJuYi0CJ8PFi0KFJ/P6mhEpB1a+dbK4HL++HwLIxHpGJR0ixyFkH7dmjpMRFpCbS2MGBEotbVWRyMi7dDq2auDy33Gqz+3SGtTn26Ro5CSl0KnnE7sWbeHjZ9txF3pxhXvsjqsiGAYBqmpqcFlEalnGNC//95lEQFUb7SUipIKipcUA9BtQDeSM5OtDUikA1DSLXKUcgty+eqpr/B7/KxftJ78s9VMqzmcTie/+tWvrA5DJPzExsL331sdhUjYUb3RMla/0+gut0YtF2kTal4ucpQaNzFfO2+thZGIiIiIHFzDqOWgpuUibUVJt8hRyj4jG8MeaOa2bv46i6MRERERaZq70s26hYHvKgkZCaSfmG5xRCIdg5JukaMUlRhFz8E9Adi1ehel60utDShCeDwe/vrXv/LXv/4Vj8djdTgi4aOmBkaNCpSaGqujEQkbqjeOXuH8Qnx1gVkR+ozvo77xIm1ESbdIC9DUYYfPNE127NjBjh07ME3T6nBEwoffD++/Hyh+v9XRiIQN1RtHb9VsNS0XsYKSbpEWEJJ0a+owETkaUVHwr38FSlSU1dGISDvh9/mDg6i54l1kjciyNiCRDkSjl4u0gPQT04lJiaFmdw3rFq7D7/Vjc+g3LRE5Ag4HXH651VGISDuz6fNN1OwKdFnJG5OHI0ppgEhbUVYg0gJsdhs5o3IAqCurC85/KSIiIhIOQpqWa6owkTalpFukhWjqMBFpET4ffPlloPh8VkcjIu2AaZrBqcIMu0Hvcb0tjkikY1HSLdJCGifdmjpMRI5YbS2cckqg1NZaHY2ItAO7Vu1i95rdAGQOzSQmJcbiiEQ6FnXmEGkhiT0SSe2fyo4fdlC8pJiaPTXEdFKldiCGYZCUlBRcFpF6hgGZmXuXRQRQvXE0Vr61MricPz7fwkhEOiYl3SItKLcglx0/7MD0mxQtLKL/z/pbHVLYcjqdTJ482eowRMJPbCysX291FCJhR/XGkVs9e3VwWVOFibQ9NS8XaUGNpw5Tv24RERGxWuW2SjYt3gRA6jGppOSmWByRSMejpFukBWUOzcQeZQcC83WbpmlxRCIiItKRrZmzBuq/jmjUchFrKOkWaUHOWCeZpwf6YpZvKmfXql0WRxS+PB4PzzzzDM888wwej8fqcETCR20tnHdeoGggNZEg1RtHJmSqMDUtF7GE+nSLtLDc0bmsWxAYvXztvLV06dvF4ojCk2malJSUBJdFpJ7PB2+9tXdZRADVG0fCU+2hcH4hAPFp8WScnGFxRCIdk+50i7Swxv26NXWYiBw2lwv+/vdAcbmsjkZEIti6hevw1ngByD8nH8OmUd9FrKA73SItrOuxXYlPj6dySyXrF63HW+fFEaWPmog0k9MJ11xjdRQi0g6sektNy0XCge50i7QwwzDIHR242+2p9rDps00WRyQiIiIdjek3Wf12YKowZ6yT7DOzLY5IpONS0i3SCjR1mIgcMb8fvv8+UPx+q6MRkQi1+YvNVG2vAgLjzThjnBZHJNJxKekWaQU5I3OgvttU4bxCa4MRkchSUwPHHhsoNTVWRyMiESpk1HJNFSZiKSXdIq0gLjWO9BPTAdi2fBuVWystjig8xcbGEhsba3UYIuGnS5dAEZEQqjear6E/t2Ez6H1Wb4ujEenYNLqTSCvJHZ3LlqVbAChcUMiAKwZYHFF4cblc3HLLLVaHIRJ+4uJgxw6roxAJO6o3mm/Xml3s/HEnAD1P60lcapzFEYl0bLrTLdJKNHWYiIiIWKFx0/L88fkWRiIioKRbpNX0HNwTV3xgjt3C+YWYftPiiERERKQjWD17dXC577l9LYxEREBJt0irsbvsZI3IAqBqexXbvt1mbUBhxuPxMGvWLGbNmoXH47E6HJHwUVsLl18eKLW1VkcjEjZUbzRP9a5qNn66EYDOfTrTOb+zxRGJiJJukVakqcMOzDRNNmzYwIYNGzBNtQIQCfL54N//DhSfz+poRMKG6o3mWTNnTbB1XZ/xGrVcJBwo6RZpRbmj9ybdmjpMRJrF5YJHHw0Ul8vqaEQkwmiqMJHwo9HLRVpRSl4KydnJlBaVsvHTjbir3Lji9CVaRA7C6YTJk62OQkQikLfWy9q5gZZ1samx9PhJD4sjEhHQnW6RVmUYRrCJud/jZ/2i9dYGJCIiIu1W0YdFeKoC/d3zz87HZtdXfZFwoE+iSCsLaWI+X03MReQQ/H5Yvz5Q/H6roxGRCLLqrUZNy9WfWyRsqHm5SCvLPiMbw25g+kz16xaRQ6upgezswHJlJcTFWRuPiEQE02+y+u3AVGGOaAc5o3IsjkhEGuhOt0gri06KDvap2rVqF6UbSq0NKIw4nU6cTqfVYYiEn9jYQBGREKo3DqxkaQkVJRUA5IzM0RgyImFEd7pF2kBuQS6bPtsEBJqYD7pmkMURWc/lcnHbbbdZHYZI+ImLg6oqq6MQCTuqNw5Oo5aLhC/d6RZpA5o6TERERFpTsD+3ERhETUTCh5JukTbQ/aTuxKTEAFC0sAi/V4MjiYiISMsoLSpl+4rtAPQ4tQfxafEWRyQijSnpFmkDNruNnJGBAU1qS2sp/rLY4ois5/V6+fe//82///1vvF6v1eGIhI+6OrjmmkCpq7M6GpGwoXrjwNbMWRNczh+vu9wi4UZJt0gbyRm9dxRRTR0Gfr+fNWvWsGbNGvyaFklkL68Xnn02UJRYiASp3jiwhlHLQVOFiYQjJd0ibUT9ukWkWZxOuPfeQNEozSJyCN5KLxs/3ghAp9xOpPZPtTgiEdmXRi8XaSNJPZPo0q8LO3/cSfEXxdTsqSGmU4zVYYlIuHG54A9/sDoKEYkQFUsrMH0mELjLbRiGxRGJyL50p1ukDeUWBO52m36Tog+KLI5GREREIl3Zl2XBZU0VJhKelHSLtKG8grzgspqYi0iTTBN27AgU07Q6GhEJYz63j/KvywGISYmh15BeFkckIk1R83KRNpR5eib2KDu+Oh+F8wsxTVPNwEQkVHU1dO0aWK6shLg4a+MRkbC18eON+KsDg8r1Pqs3Nofup4mEI30yRdqQM9ZJ5tBMAMo2lLFr9S6LIxIREZFIpVHLRSKD7nSLtLGc0Tmse38dEGhi3qVPF4sjsobL5WLatGlWhyESfuLi1KxcpAmqN0KZpsmadwLzc9td9uC4MSISfnSnW6SNhfTr1nzdIiIicgS2LttK+aZAf+7MEZlEJURZHJGIHIiSbpE21vW4rsSnxQOw/sP1eOu8FkckIiIikWbV7FXB5fxz8i2MREQORUm3SBszDIPc0YEmYJ5qD5s+32RxRNbwer288sorvPLKK3i9+uFBJKiuDiZPDpS6OqujEQkbqjdCrZ69tz933ri8g2wpIlZT0i1igcb9rjrq1GF+v58ffviBH374Ab/fb3U4IuHD64UZMwJFiYVIkOqNvco2lbHl6y0AxOTGkNgj0eKIRORglHSLWCBnZE5wWf26RSSE0wm33RYoTqfV0YhIGGo8annSKUkWRiIizaHRy0UsENc1jvQT09ny9Ra2frOVym2VxHeLtzosEQkHLhfcd5/VUYhIGFv11t7+3Eq6RcKf7nSLWCRn9N673esWrLMwEhEREYkUdeV1FH1YBEBSZhLRWdEWRyQih2Jp0v3xxx9zzjnn0L17dwzD4M033zzkPosWLeLEE08kKiqKvLw8Zs2atd82Tz75JFlZWURHR3PqqaeyZMmSkL/X1tZyww030LlzZ+Lj47nwwgvZtm1bCz0rkebR1GEi0iTThKqqQNF83SKyj7Vz1+L3BPq09z67N4ZhWByRiByKpUl3VVUVAwYM4Mknn2zW9kVFRZx11lmMGDGCZcuWMXnyZK6++mrmzZsX3Obll19mypQpTJs2ja+//poBAwZQUFDA9u3bg9vcdNNNvP3227zyyit89NFHlJSUcMEFF7T48xM5mJ6n9cQZF+ivWTi/ENOvL9ciAlRXQ3x8oFRXWx2NiISZxlOF9T6nt4WRiEhzWZp0jx07lnvvvZfzzz+/Wds//fTTZGdn8/DDD9OvXz9uvPFGfvazn/Hoo48Gt3nkkUe45pprmDRpEv379+fpp58mNjaWf/7znwCUlZXxj3/8g0ceeYQzzjiDQYMGMXPmTD7//HP+97//tcrzFGmK3WUne0Q2AFXbqti2Qq0tRERE5MB8Hh9r5qwBICopil5De1kckYg0R0QNpLZ48WJGjhwZsq6goIDJkycD4Ha7Wbp0KVOnTg3+3WazMXLkSBYvXgzA0qVL8Xg8Icfp27cvvXr1YvHixfzkJz9p8tx1dXXUNZovtby8HACPx4PH42mR5ydtp+E9s/q9yxqZxep3AiOQrn53NZ37d7Y0nrZ28803B5etfi/as3C53qWZnE7Ys2fvst63w6LrvX3r6PXG+kXrqS2tBSB3TC5+As3MO+JrIR1POP7/3txYIirp3rp1K926dQtZ161bN8rLy6mpqWHPnj34fL4mt1m5cmXwGC6Xi+Tk5P222bp16wHPPX36dO6666791s+fP5/Y2NgjfEZitQULFlh6/lpnbXD5y/98yZ7+eyyMRto7q693kbak613ao83Pbg4uV/WoCl7nut6lIwmn6726md3AIirpttLUqVOZMmVK8HF5eTk9e/Zk9OjRJCYmWhiZHAmPx8OCBQsYNWoUTgvnwTVNk78++FfK1pdRs7KGkcNG4opzWRaPtE/hcr2LtAVd79JemabJUzc9BYDNYePC312IPc6u6106jHD8/72h9fOhRFTSnZaWtt8o49u2bSMxMZGYmBjsdjt2u73JbdLS0oLHcLvdlJaWhtztbrxNU6KiooiKitpvvdPpDJs3XQ5fOLx/uaNz+frvX+Nz+yj5vITe4zrGoCher5d33nkHgLPPPhuHI6L+O4pI4XC9SzO43dDQsmratMC83XLYdL23Px293tj+3XZKi0oByBqeRUJqQrBpq6536UjC6XpvbhwRNU/34MGDWbhwYci6BQsWMHjwYABcLheDBg0K2cbv97Nw4cLgNoMGDcLpdIZss2rVKjZu3BjcRqQtddSpw/x+P8uXL2f58uX4/X6rwxEJHx4P3H9/oIRRvzURq3X0emPlWyuDy/nj8y2MREQOl6U/EVZWVrJ27drg46KiIpYtW0ZKSgq9evVi6tSpFBcX8/zzzwNw3XXX8Ze//IVbb72Vq666ig8++ID//ve/zJkzJ3iMKVOmMGHCBE466SROOeUUHnvsMaqqqpg0aRIASUlJ/OIXv2DKlCmkpKSQmJjIr3/9awYPHnzAQdREWlP2GdkYdgPTZ1I4r+Mk3SJyAA4H/OY3e5dFRIDVs1cHl/uM72NhJCJyuCytzb/66itGjBgRfNzQZ3rChAnMmjWLLVu2sHHjxuDfs7OzmTNnDjfddBMzZsygR48ePPvssxQUFAS3ueSSS9ixYwd33HEHW7duZeDAgcydOzdkcLVHH30Um83GhRdeSF1dHQUFBfz1r39tg2cssr/o5Gh6nNqDTZ9vYufKnZRtLCOpV5LVYYmIVaKi4LHHrI5CRMJIRUkFxUuKAeg2oBvJmcnWBiQih8XSpHv48OGYpnnAv8+aNavJfb755puDHvfGG2/kxhtvPODfo6OjefLJJ3nyySebHatIa8otyGXT55uAQBPzE68+0eKIREREJFw0TC8K0Odc3eUWiTQR1adbpL3KHZ0bXFYTcxEREWls1VurgstqWi4SeZR0i4SB7id3Jzo5GoB176/D7+t4A8SISL2qKjCMQKmqsjoaEbGYu9LNuoXrAEjISCD9xHSLIxKRw6WkWyQM2Ow2ckbmAFBbWkvJlyUWRyQiIiLhoHB+Ib46HxC4y20YhsURicjh0rCoImEityCXH179AQhUsD1+0sPiiFqX0+nk5ptvDi6LSL3YWNi+fe+yiAAdt95YNbtR03L15xaJSLrTLRImOlq/bsMwiIuLIy4uTr/aizRmGJCaGij6bIgEdcR6w+/1BwdRc8W7yBqeZW1AInJElHSLhImkXkl06dsFgM1fbKa2tNbiiERERMRKmxZvomZXDQB5Y/JwRKmRqkgkUtItEkZyCwJ3u02fSdEHRRZH07q8Xi9z5sxhzpw5eL1eq8MRCR9uN9x3X6C43VZHIxI2OmK9oablIu2Dkm6RMNK4ifnaeWstjKT1+f1+vvrqK7766iv8fo3WLhLk8cDttweKx2N1NCJho6PVG6ZpBqcKM+wGvcf1tjgiETlSaqMiEkYyh2Vid9nxuX0UzivENM0O029NROo5HHD11XuXRaRD2rVqF7vX7AYgc2gmMSkxFkckIkdKtblIGHHFueg1tBdFC4so21DG7jW76Zzf2eqwRKQtRUXBM89YHYWIWGzlWyuDy/nj8y2MRESOlpqXi4SZkFHM57f/UcxFRERkf6tnrw4u9xmv/twikUxJt0iYaRhMDTrG1GEiIiISqnJbJZsWbwIg9ZhUUnJTLI5IRI6Gkm6RMNPtuG7EdYsDoOjDInxun8URiUibqqqCuLhAqaqyOhoRscCaOWvADCxr1HKRyKekWyTMGDYj2MTcU+Vh0+ebLI5IRNpcdXWgiEiH1DBqOahpuUh7oIHURMJQ7uhcvn3hWyAwdVjW8CxrA2oFTqeT3/zmN8FlEakXEwNFRXuXRQToOPWGp9pD4YJA97L4tHgyTs6wOCIROVpKukXCUOPB1NbNXwfTLQymlRiGQXJystVhiIQfmw2ysqyOQiTsdJR6Y9376/DWeAHIPycfw6apQ0UinZqXi4ShuK5xpJ2QBsCWr7dQtV39OkVERDqCVbPVtFykvVHSLRKmQu52v7/Owkhah8/nY/78+cyfPx+fT4PFiQR5PPDYY4Hi8VgdjUjY6Aj1huk3Wf12YKowZ6yT7DOzLY5IRFqCkm6RMNXepw7z+XwsXryYxYsXt9svTyJHxO2Gm24KFLfb6mhEwkZHqDc2f7E52Lotd3Quzpj223ddpCNRn26RMNXztJ44Y52BAVXmF2KaJoahfl0i7Z7dDj//+d5lEekwQpqWa6owkXZDd7pFwpQjykHWiCwAKrdWsn3FdmsDEpG2ER0NL74YKNHRVkcjIm2oYaoww2bQ+6zeFkcjIi1FSbdIGGvcxHztvLUWRiIiIiKtadeaXez8cScQaO0WlxpncUQi0lKUdIuEsf2mDhMREZF2qXHT8vzx+RZGIiItTUm3SBjrnN+ZpMwkADZ8sgFPtUYyFmn3qqogNTVQqjRdoEhHsXr26uBy33P7WhiJiLQ0Jd0iYcwwjODdbl+djw0fb7A4IhFpEzt3BoqIdAjVO6vZ+OlGADr36Uzn/M4WRyQiLUmjl4uEudyCXL5+5msg0K87b0yexRG1DKfTyfXXXx9cFpF6MTHw3Xd7l0UEaN/1xpp312D6TUCjlou0R0q6RcJc9hnZGDYD02+2q/m6DcOga9euVochEn5sNjjmGKujEAk77bneaBi1HKDPeCXdIu2NmpeLhLmYTjFknJoBwM4fd1K2qcziiERERKSleGu9wRlKYlNj6fGTHhZHJCItTUm3SARoPHVY4fz2cbfb5/OxaNEiFi1ahM/nszockfDh8cAzzwSKR4MnijRor/VG0YdFeKoCn/X8s/Ox2fX1XKS90adaJAK0x6nDfD4fH330ER999FG7+vIkctTcbrj22kBxu62ORiRstNd6Q03LRdo/9ekWiQAZJ2cQnRxNbWkthQsK8fv8+iVcpL2y2+Hcc/cui0i7ZfpNVr8dmCrMEe0gZ1SOxRGJSGvQt3aRCGBz2Mg+MxuA2j21lHxVYnFEItJqoqPhzTcDJTra6mhEpBWVLC2hoqQCgJyRObjiXBZHJCKtQUm3SIRoj/26RUREOrJVsxs1LddUYSLtlpJukQjRuF93e5o6TEREpKMK9uc2AoOoiUj7pKRbJEIkZybTuU9nADb/bzO1ZbUWRyQiraK6GrKyAqW62upoRKSV7Cnaw/YV2wHocWoP4tPiLY5IRFqLkm6RCNLQxNz0mRR9UGRxNCLSKkwTNmwIFNO0OhoRaSWNm5bnj9ddbpH2TKOXi0SQ3NG5LHl8CRDo193v/H4WR3TkHA4HV199dXBZROpFR8OSJXuXRQRof/XG6tmrg8t9z+1rYSQi0toi/38skQ4ka3gWNqcNv8dP4bxCTNPEMAyrwzoiNpuNjIwMq8MQCT92O5x8stVRiISd9lRv1OypYf1H6wHolNuJLv26WBuQiLQqNS8XiSCuOBe9ftoLgNKiUnav3W1xRCIiInK41r63FtMX6D7SZ3yfiP0BXUSaR0m3SIRpL1OH+Xw+PvvsMz777DN8Pp/V4YiED68XXnwxULxeq6MRCRvtqd7QVGEiHYuSbpEIk1eQF1yO5KnDfD4f77//Pu+//37Ef3kSaVF1dfB//xcodXVWRyMSNtpLveFz+1j73loAYlJi6DWkl8URiUhrO+yke8KECXz88cetEYuINEO347sR1zUOgPUfrsfnjtwvHiLSBJsNRo4MFJt+Gxdpb9Z/tJ668sAPar3P6o3Noc+5SHt32J/ysrIyRo4cSe/evbn//vspLi5ujbhE5AAMm0Hu6EATc3elm02LN1kckYi0qJgYWLAgUGJirI5GRFrYqrcaNS0fr6blIh3BYSfdb775JsXFxVx//fW8/PLLZGVlMXbsWF599VU8Hk9rxCgi+8gZnRNcjuQm5iIiIh2JaZrB/tx2lz1knBYRab+OqD1LamoqU6ZMYfny5XzxxRfk5eVxxRVX0L17d2666SbWrFnT0nGKSCMNd7ohsgdTExER6Ui2LttK+aZyALLPyCYqIcriiESkLRxVJ5ItW7awYMECFixYgN1uZ9y4caxYsYL+/fvz6KOPtlSMIrKP+G7xpA1MA2DL11uo2lFlcUQi0mKqq+GYYwKlutrqaESkBWnUcpGO6bCTbo/Hw2uvvcbZZ59NZmYmr7zyCpMnT6akpITnnnuO999/n//+97/cfffdrRGviNQLNjE3Yd3766wNRkRajmnCDz8EimlaHY2ItKDG/bnzz8m3MBIRaUuOw90hPT0dv9/PZZddxpIlSxg4cOB+24wYMYLk5OQWCE9EDiSvII/PH/gcCPTrPu6y4yyO6PA4HA4mTJgQXBaRetHR8OGHe5dFBIj8eqNsUxlbv9kKQPeTupOYkWhxRCLSVg77f6xHH32Uiy66iOiDfBFITk6mqKjoqAITkYPrOaQnzlgnnmoPhfMLMU0TwzCsDqvZbDYbWVlZVochEn7sdhg+3OooRMJOpNcbq99eHVzOH6+73CIdyWE3L7/iiisOmnCLSNtwRDnIGp4FQOWWSrZ/t93agEREROSANFWYSMd1VAOpiYi1InnqMJ/Px5IlS1iyZAk+n8/qcETCh9cLb74ZKF6v1dGIhI1Irjfqyuso+jDQCjQpM4lux3ezOCIRaUtKukUiWF5BXnA50qYO8/l8vPfee7z33nsR9+VJpFXV1cH55wdKXZ3V0YiEjUiuN9bOXYvf4wcCd7kjqTuYiBy9yBuFQkSCOvfpTFKvJMo2lrHh4w14qj04Y51WhyUiR8Nmg9NO27ssIhFPU4WJdGyqzUUimGEYwSbmvjofGz7ZYHFEInLUYmLgs88CJSbG6mhE5Cj5PD7WzFkDQFRSFJmnZ1ockYi0NSXdIhEupIl5hPXrFhERae82frqR2tJaAHqP643dabc4IhFpa0q6RSJc9pnZGLZA37BI69ctIiLS3mnUchFR0i0S4WI6xZBxSgYAO77fQfnmcosjEpGjUlMDJ58cKDU1VkcjIkfBNM1gf26bw0be2LxD7CEi7ZGSbpF2IGTqMN3tFolsfj989VWg+P1WRyMiR2H7d9spLSoFIGt4FtFJ0dYGJCKW0OjlIu1AXkEeH9/9MRBIuk+46gSLIzo0h8PBZZddFlwWkXpRUfDOO3uXRQSIzHpDo5aLCCjpFmkXMk7JICopirqyOtYtWIff58dmD++GLDabjfz8fKvDEAk/DgecdZbVUYiEnUisN1bPXh1czj8nsmIXkZZj+bfyJ598kqysLKKjozn11FNZsmTJAbf1eDzcfffd5ObmEh0dzYABA5g7d27INhUVFUyePJnMzExiYmI47bTT+PLLL0O2mThxIoZhhJQxY8a0yvMTaQs2h42cMwNNzGt217Dl6y0WRyQiItKxVZRUULykGIBuA7qRnJlsbUAiYhlLk+6XX36ZKVOmMG3aNL7++msGDBhAQUEB27dvb3L722+/nb/97W888cQT/PDDD1x33XWcf/75fPPNN8Ftrr76ahYsWMALL7zAihUrGD16NCNHjqS4uDjkWGPGjGHLli3B8tJLL7XqcxVpbbkFucHlSJg6zOfzsWzZMpYtW4bP57M6HJHw4fPBggWBos+GSFCk1Rur39l7l1tNy0U6NkuT7kceeYRrrrmGSZMm0b9/f55++mliY2P55z//2eT2L7zwArfddhvjxo0jJyeH66+/nnHjxvHwww8DUFNTw2uvvcYDDzzA6aefTl5eHnfeeSd5eXk89dRTIceKiooiLS0tWDp16tTqz1ekNeWOjryk+6233uKtt96KiC9PIm2mthZGjw6U2lqroxEJG5FWb2iqMBFpYFnS7Xa7Wbp0KSNHjtwbjM3GyJEjWbx4cZP71NXVER0dOupjTEwMn376KQBerxefz3fQbRosWrSIrl270qdPH66//np27drVEk9LxDLJWcl0zu8MwKbFm6grr7M4IhE5IjYbDBgQKDbLe4GJyBFwV7pZt3AdAAkZCaSfmG5xRCJiJcsGUtu5cyc+n49u3bqFrO/WrRsrV65scp+CggIeeeQRTj/9dHJzc1m4cCGvv/568NfOhIQEBg8ezD333EO/fv3o1q0bL730EosXLyYvb++8iGPGjOGCCy4gOzubwsJCbrvtNsaOHcvixYux2+1Nnruuro66ur1JTHl5YC5kj8eDx+M5qtdC2l7De9be3rvsUdnsWr0L02eyZv6asG7O1vi193g8GIZhYTTtW3u93tsthwMaj0Wi9+2w6HpvvyKp3lj17ip8dYHvp73P7o3X622V8+h6l44kHK/35sYSUaOXz5gxg2uuuYa+fftiGAa5ublMmjQppDn6Cy+8wFVXXUVGRgZ2u50TTzyRyy67jKVLlwa3ufTSS4PLxx13HMcffzy5ubksWrSIM888s8lzT58+nbvuumu/9fPnzyc2NrYFn6W0pQULFlgdQosqSy4LLi/6xyIKneHbzLxx08B58+Yd8AcvaTnt7XoXORhd7+1PJNUbG57eEFwuTSvl3XffbdXz6XqXjiScrvfq6upmbWdZ0t2lSxfsdjvbtm0LWb9t2zbS0tKa3Cc1NZU333yT2tpadu3aRffu3fn9739PTk5OcJvc3Fw++ugjqqqqKC8vJz09nUsuuSRkm33l5OTQpUsX1q5de8Cke+rUqUyZMiX4uLy8nJ49ezJ69GgSExMP56lLGPB4PCxYsIBRo0bhdDqtDqfFuE9388gDj+D3+PGt9jFu3DirQzogt9vNihUrgEArFpfLZXFE7Vd7vd5FmqLrvf2KlHrD7/Uz4xczAHAluPjZzT/DEdU6X7l1vUtHEo7Xe0Pr50OxLOl2uVwMGjSIhQsXct555wHg9/tZuHAhN95440H3jY6OJiMjA4/Hw2uvvcbFF1+83zZxcXHExcWxZ88e5s2bxwMPPHDA423evJldu3aRnn7g/jZRUVFERUXtt97pdIbNmy6Hr729f85OTnoN6cX6RespXVdKxcYKUnJTrA6rSaZpBpfb2/sQrvQ6R4iaGhg7NrD83nsQE2NtPBFK13v7Eyn1xob/baBmVw0AeWPyiIlv/c9wOL8eIi0tnK735sZh6QgtU6ZM4ZlnnuG5557jxx9/5Prrr6eqqopJkyYBcOWVVzJ16tTg9l988QWvv/4669at45NPPmHMmDH4/X5uvfXW4Dbz5s1j7ty5FBUVsWDBAkaMGEHfvn2Dx6ysrOSWW27hf//7H+vXr2fhwoWce+655OXlUVBQ0LYvgEgriLSpw0RkH34/fPRRoPj9VkcjIodJo5aLyL4s7dN9ySWXsGPHDu644w62bt3KwIEDmTt3bnBwtY0bN2JrNHJrbW0tt99+O+vWrSM+Pp5x48bxwgsvkJycHNymrKyMqVOnsnnzZlJSUrjwwgu57777gr9C2O12vv32W5577jlKS0vp3r07o0eP5p577mnyTrZIpMkdncvCqQuBQNJ98q9OtjiipjkcDn72s58Fl0WkXlQU/Pe/e5dFBIiMesM0zWDSbdgNeo/rbXFEIhIOLP8f68Ybbzxgc/JFixaFPB42bBg//PDDQY938cUXN9ncvEFMTAzz5s077DhFIkXawDRiU2Op3lFN0QdF+Dw+7M7wG2zGZrNxzDHHWB2GSPhxOOCii6yOQiTsREK9sWvVLnav3Q1A5tBMYlLUPURELG5eLiItz7AZ5I4ONDF3V7rZvHizxRGJiIh0DCvf2jvtbf74fAsjEZFwoqRbpB1qSLoBCueHZ79uv9/P999/z/fff49f/VZF9vL54LPPAqXRFEkiHV0k1BurZ68OLqs/t4g0UNIt0g7ljNo7RV64Dqbm9Xp59dVXefXVV/F6vVaHIxI+amvhpz8NlNpaq6MRCRvhXm9Ubqtk0+JNAKQekxq2s4eISNtT0i3SDiWkJ9Dt+MCAhCVLS6jeWW1xRCLSbIYBeXmBYhhWRyMizbRmzhqon9Wsz7m6yy0ieynpFmmnglOHmbDu/XXWBiMizRcbC2vWBEpsrNXRiEgzaaowETkQJd0i7ZTm6xYREWkbnmoPhQsCdW18WjwZJ2dYHJGIhBMl3SLtVK8hvXDEBGYFLJxfiGmaFkckIiLSPq17fx3emkA/8/xz8jFs6hoiInsp6RZppxzRDrKGZwFQUVLBju93WBuQiDRPbS2cdVagaCA1kYiwanajpuXqzy0i+1DSLdKORcLUYSKyD58P3n03UDRlmEjY8/v8rH47MFWYM9ZJ9hnZFkckIuHGYXUAItJ69u3XPXjKYAujCWW32zn33HODyyJSz+WCmTP3LosIEL71RvGSYqq2VwGBetcZ47Q4IhEJN0q6RdqxLn27kNgjkfLN5Wz4eAOeGk/YfBmw2+0MHDjQ6jBEwo/TCRMnWh2FSNgJ13ojpGm5Ri0XkSaoeblIO2YYRvBut7fWy8ZPNlockYiISPvSMFWYYTPofVZvi6MRkXCkpFuknWvcxHztvLUWRhLK7/ezevVqVq9ejd/vtzockfDh88GyZYGiPt0iQeFYb+xas4udP+4EoOdpPYlLjbM4IhEJR0q6Rdq5nDNzglOXrJu/zuJo9vJ6vbz00ku89NJLeL1eq8MRCR+1tXDCCYGi0ctFgsKx3mjctDx/fL6FkYhIOFPSLdLOxaTE0P3k7gBs/2475cXlFkckIgdlGNC9e6AYmutXJJytnr06uNz33L4WRiIi4UxJt0gH0HjqsHULwudut4g0ITYWiosDJTbW6mhE5ACqd1az8dPAWCmd+3Smc35niyMSkXClpFukA9h36jARERE5OmveXYPpNwHoc65GLReRA1PSLdIB9Di1B1GJUQAULijE7wuPAWhEREQiVcOo5aCpwkTk4JR0i3QANoeN7DOzAajZVcPWb7ZaHJGIHFBtLVx0UaBoIDWRsOSt9QZnBIlNjaXHT3pYHJGIhDMl3SIdRLhOHSYi+/D54NVXA0VThomEpaIPivBUeQDIPzsfm11fqUXkwBxWByAibSNkMLX56zj9D6dbGA3Y7XbGjh0bXBaRei4X/OUve5dFBAiveqPxVGFqWi4ih6KkW6SD6JTdiZTeKexes5tNn2+irrwu2M/bCna7nVNOOcWy84uELacTbrjB6ihEwk641Bum32T124GpwhzRDnJG5VgckYiEO7WFEelAGu52+71+ij4ssjgaERGRyFOytISKkgoAckbm4IpTixQROTgl3SIdSMjUYfOtnTrM7/ezfv161q9fj9+v0dRFgvx+WLMmUPTZEAkKl3ojpGm5pgoTkWZQ0i3SgWSPyMbmDHzsrZ6v2+v18txzz/Hcc8/h9XotjUUkrNTUQH5+oNTUWB2NSNgIl3ojOFWYERhETUTkUJR0i3QgrngXPU/rCcCewj3sLtxtcUQi0qSkpEARkbCyp2gP21dsB6DHqT2IT4u3OCIRiQRKukU6mHBqYi4iTYiLg9LSQImLszoaEWmkcdPy/PG6yy0izaOkW6SD2XfqMBEREWme1bNXB5f7ntvXwkhEJJIo6RbpYNJPSCc2NRaAdQvX4fP4LI5IREQk/NXsqWH9R+sB6JTbiS79ulgbkIhEDCXdIh2MYTPIHRW42+2ucLP5f5stjkhEQtTVwcSJgVJXZ3U0IlJv7XtrMX0mEBi13DAMiyMSkUihpFukA8oZnRNcVr9ukTDj9cJzzwWKRvYXCRvBUcuBPuM1VZiINJ/D6gBEpO017tddOK+QM+45o81jsNvtjBw5MrgsIvWcTnjggb3LIgJYW2/43D7WvLcGgJiUGHoN6dWm5xeRyKakW6QDSkhPoOtxXdm+YjslX5VQvaua2M6xbRqD3W5nyJAhbXpOkYjgcsEtt1gdhUjYsbLeWP/RetwVbgB6n9Ubm0ONRUWk+fQ/hkgHFZw6zIR172sUcxERkQNR03IRORpKukU6qJAm5hb06/b7/RQXF1NcXIzf72/z84uELb8fiosDRZ8NkSCr6g3TNIPzc9td9r0/WouINJOSbpEOKnNoJo6YQA+TwnmFmKbZpuf3er08++yzPPvss3g1WJTIXjU10KNHoNTUWB2NSNiwqt7Yumwr5ZvKAcg+I5uohKg2O7eItA9KukU6KEe0g6xhWQBUFFew44cd1gYkIns5HIEiIpZruMsNganCREQOl2r0Vubz+fB4PFaHIfvweDw4HA5qa2vx+XxWh9NqXC4XNtuBf1vLGZ3D2rlrgUAT867HdG2r0ETkQOLiQPWGSNho3J87/5x8CyMRkUilpLuVmKbJ1q1bKS0ttToUaYJpmqSlpbFp0yYMw7A6nFZjs9nIzs7G5XI1+fe8gjzmMx8INDEffNPgtgxPREQkrJVtKmPrN1sB6H5SdxIzEi2OSEQikZLuVtKQcHft2pXY2Nh2ndhFIr/fT2VlJfHx8Qe9ExzJ/H4/JSUlbNmyhV69ejV5DXbp14WEjAQqiivY8NEGvLVeHNH6b0FERARCm5bnj9ddbhE5Mvp23Qp8Pl8w4e7cubPV4UgT/H4/breb6Ojodpt0A6SmplJSUoLX68XpdO73d8MwyC3IZdk/l+Gt9bLhkw3kjtKorCKWqquDKVMCy488AlEatEnEKqtnrw4u9z23r4WRiEgka7/ZhoUa+nDHxsZaHIl0dA3Nyg/Wbz2vIC+4XDiv7acOE5F9eL3w178Gikb2F7FMbVktRR8WAZCUmUTX4zTuiYgcGd3pbkVqUi5Wa841mH1mNhiA2bbzddvtdoYNGxZcFpF6TidMm7Z3WUSAtq83CucV4vcE5gPvM76PvteJyBFT0i3SwcV2jiXj5AyKlxSzfcV2KkoqSOie0OrntdvtDB8+vNXPIxJxXC64806roxAJO21db2iqMBFpKWpeLiLkjM4JLhcuUBNzERHp2HweH2vmrAEgKimKzNMzLY5IRCKZku4w5vebbNpdzcqt5WzaXY3fb7b6OSdOnIhhGBiGgdPppFu3bowaNYp//vOf+P3+Zh9n1qxZJCcnt16g0qKs6Ndtmibbt29n+/btmGbrX9siEcM0obQ0UPTZEAlqy3pj46cbqS2tBaD3uN7YneoGJSJHTs3Lw9Ta7RXM+24bhTsqqfX6iHbYyU2Np+DYbuR1bd2mv2PGjGHmzJn4fD62bdvG3Llz+c1vfsOrr77K7NmzcTh02bQ3Gadm4Epw4a5ws27BOky/iWFr3b5rHo+Hp556CoCpU6cecC5xkQ6nuho6dQosV1ZCXJy18YiEibasN1a91ahp+Xg1LReRo6M73WFo7fYKZn62nu9KykiOdZLTJZ7kWCfflZQx87P1rN1e0arnj4qKIi0tjYyMDE488URuu+023nrrLd577z1mzZoFwCOPPMJxxx1HXFwcPXv25Fe/+hWVlZUALFq0iEmTJlFWVha8a35nff/EF154gZNOOomEhATS0tL4+c9/zvbt21v1+cih2Z12cs4MNDGv3lnNlm+2WByRiIiINUzTDPbntjls5I3NO8QeIiIHp6Q7zPj9JvO+28buKje9u8aTEO3EbjNIiHbSu2s8u6vczP9+W5s0NW/sjDPOYMCAAbz++usA2Gw2Hn/8cb7//nuee+45PvjgA2699VYATjvtNB577DESExPZsmULW7Zs4eabbwYCv1Lfc889LF++nDfffJP169czceLENn0u0rTcgr3zc2vqMBELxcaC2x0omnpSpM1t/247pUWlAGQNzyI6KdragEQk4qmdcJgpLq2hcEcl6UnR+01NYRgG6UnRrN1eSXFpDT1T2vbLWN++ffn2228BmDx5cnB9VlYW9957L9dddx1//etfcblcJCUlYRgGaWlpIce46qqrgss5OTk8/vjjnHzyyVRWVhIfH98mz0Oalju6UdI9v5Chtw21MBqRDswwNFWYiIU0armItDTd6Q4zVW4vtV4fsa6mfw+Jcdmp8/qocnvbOLJAc6uGHwLef/99zjzzTDIyMkhISOCKK65g165dVFdXH/QYS5cu5ZxzzqFXr14kJCQE59vcuHFjq8cvB9cppxMpeSkAbPpsE3UVdRZHJCIi0vYa9+fOPyffwkhEpL1Q0h1m4lwOoh12qg+QVNe4fUQ57MQdIClvTT/++CPZ2dmsX7+es88+m+OPP57XXnuNpUuX8uSTTwLgdrsPuH9VVRUFBQUkJiby4osv8uWXX/LGG28ccj9pOw1Th/m9ftYvWm9tMCIdldsNt9wSKPq/UaRNVZRUUPJlCQBpA9NIzky2NiARaReUdIeZjOQYclPj2VJWu990GKZpsqWslryu8WQkx7RpXB988AErVqzgwgsvZOnSpfj9fh5++GF+8pOfkJ+fT0lJScj2LpcLn88Xsm7lypXs2rWLP/3pTwwdOpS+fftqELUwY8XUYSKyD48HHnooUDweq6MR6VBWv7M6uJw/Xne5RaRlqE93mLHZDAqO7UZJWQ1rtgf6dse47NS4fWwpqyUlzsXoY7pha8XpnOrq6ti6dWvIlGHTp0/n7LPP5sorr+S7777D4/HwxBNPcM455/DZZ5/x9NNPhxwjKyuLyspKFi5cyIABA4iNjaVXr164XC6eeOIJrrvuOr777jvuueeeVnsecviyRmRhc9jwe/2tnnTb7XYGDx4cXBaRek4n1A8+qb7dInu1Rb2hqcJEpDXoTncYyuuawKQhWRzbPYnSag/rd1ZRWu3huIwkJg3JavV5uufOnUt6ejpZWVmMGTOGDz/8kMcff5y33noLu93OgAEDeOSRR/jzn//Msccey4svvsj06dNDjnHaaadx3XXXcckll5CamsoDDzxAamoqs2bN4pVXXqF///786U9/4qGHHmrV5yKHJyohip6n9QRg99rd7Fm3p9XOZbfbGT16NKNHj1bSLdKYywUPPhgomr9eJKi16w13pZt1C9cBkJCRQPqJ6S1+DhHpmHSnO0zldU0gZ3g8xaU1VLm9xLkcZCTHtOodboBZs2YF5+I+mJtuuombbropZN0VV1wR8vipp57iqaeeCll32WWXcdlll4Ws27cZvVgrtyCXDR9vAAKjmJ903UkWRyQiItL6CucX4qsLdI3rM77PfrPIiIgcKd3pDmM2m0HPlFj6piXSMyW21RNuEdh/6rDWYpompaWllJaW6ocXkcZMM9CX2+MJLIsI0Pr1hqYKE5HWoqRbREKkn5hOTOfAQH1FC4vweXyH2OPIeDweZsyYwYwZM/BosCiRvaqrA83KXa7AsogArVtv+L3+4CBqrgQXWcOzWvT4ItKxKekWkRCGzSB3VOBud115HcVLii2OSEREpHVtWryJml01AOSNycMRpR6YItJylHSLyH5yCxo1MdfUYSJtKzYW9uwJlNhYq6MR6RA0armItCYl3SKyn5B+3Uq6RdqWYUBycqBoICeRVmeaZjDpNuwGvcf1tjgiEWlvLE+6n3zySbKysoiOjubUU09lyZIlB9zW4/Fw9913k5ubS3R0NAMGDGDu3Lkh21RUVDB58mQyMzOJiYnhtNNO48svvwzZxjRN7rjjDtLT04mJiWHkyJGsWbOmVZ6fSCRK6J5A12O7AlD8ZTE1u2ssjkhERKR17Fy5k91rdwOQOTSTmJQYiyMSkfbG0qT75ZdfZsqUKUybNo2vv/6aAQMGUFBQwPbt25vc/vbbb+dvf/sbTzzxBD/88APXXXcd559/Pt98801wm6uvvpoFCxbwwgsvsGLFCkaPHs3IkSMpLt7bL/WBBx7g8ccf5+mnn+aLL74gLi6OgoICamtrW/05i0SKYBNzE9a9v87aYEQ6Ercb7rwzUNxuq6MRafc0armItDZLk+5HHnmEa665hkmTJtG/f3+efvppYmNj+ec//9nk9i+88AK33XYb48aNIycnh+uvv55x48bx8MMPA1BTU8Nrr73GAw88wOmnn05eXh533nkneXl5wfmiTdPkscce4/bbb+fcc8/l+OOP5/nnn6ekpIQ333yzrZ66SNhrq6nDRGQfHg/cdVegaGR/kVa3evbq4HL+OfkWRiIi7ZVlQzO63W6WLl3K1KlTg+tsNhsjR45k8eLFTe5TV1dHdHR0yLqYmBg+/fRTALxeLz6f76DbFBUVsXXrVkaOHBn8e1JSEqeeeiqLFy/m0ksvPeC56+rqgo/Ly8uBQJP3faet8Hg8mKaJ3+/H7/cf9HWIFGeccQYDBgzg0UcfbZPzzZo1iylTprB79+5WOX7D/J4N71N75ff7MU0Tj8eD3W4/rH3Tf5KOI9qBt9bL2nlrcbvdGC3Yv9Tn83HiiScGlzVtWOtpeG31GkcI08R23XUA+Bvm7JZm0/XefrVGvVG5rZJNizcB0KV/FxJ6JUTUtaPrXTqScLzemxuLZUn3zp078fl8dOvWLWR9t27dWLlyZZP7FBQU8Mgjj3D66aeTm5vLwoULef311/H5AvMIJyQkMHjwYO655x769etHt27deOmll1i8eDF5eXkAbN26NXiefc/b8LemTJ8+nbvuumu/9fPnzyd2n9FlHQ4HaWlpVFZW4o6gpoG/+tWveOmll/Zbv3TpUmbOnInD4Qj+2HD88cdz/fXXc/311we3+/e//83UqVPZsGHDUcdSW1uLaZrB87WWioqKVj2+1dxuNzU1NXz88cd4vd7D3j+mbwwVyyqo2FzBG39/g+ie0Yfe6QjMnz+/VY4roRYsWGB1CNJcY8YE/l240No4Ipiu9/atpeqNXe/vgsDv8Nj723n33Xdb5LhtTde7dCThdL1XV1c3a7uImoRwxowZXHPNNfTt2xfDMMjNzWXSpEkhzdFfeOEFrrrqKjIyMrDb7Zx44olcdtllLF269KjOPXXqVKZMmRJ8XF5eTs+ePRk9ejSJiYkh29bW1rJp0ybi4+P3u+sezpxOJwUFBfs1709NTd3vLqnNZiM6OjrkuUdHR2MYxn6vx5FoyWM1xTRNKioqSEhICN69dbvduFyuVjmfVWpra4mJieH0008/omvxi9VfsHBZ4Et/j7oenDLulJYOUdqAx+NhwYIFjBo1CqfTaXU4Iq1K17scjleefSW4PGbyGDJOybAwmsOn6106knC83pt7g9CypLtLly7Y7Xa2bdsWsn7btm2kpaU1uU9qaipvvvkmtbW17Nq1i+7du/P73/+enJyc4Da5ubl89NFHVFVVUV5eTnp6Opdccklwm4Zjb9u2jfT09JDzDhw48IDxRkVFERUVtd96p9O535vu8/kwDAObzYbNZvkA8c1mGAbR0dF07959v78NHz6cgQMH8thjjzF8+HA2bNjAlClTgj9EfPjhh/ziF78ACCbo06ZN484776Suro4//OEPvPTSS5SWlnLsscfy5z//meHDhwePP2vWLO644w527txJQUEBP/3pTwEO+vpt3ryZW265hXnz5lFXV0e/fv148sknOfXUU5k4cSKlpaUh/fQnT57MsmXLWLRoEX6/n7PPPpsBAwbgdDr517/+xXHHHUd6ejo+n4+XX345uJ/H4yE9PZ1HHnmEK6+8Er/fz5///Gf+/ve/s3XrVvLz8/njH//Iz372syN+7VuLzWbDMIwmr9PmyB+Xz8JbA0n3+vfXM+S3Q1osNtM0g78OxsbGtmjTdWnakV4HIpFI13v709L1hqfaQ9HCIgDi0+LJHJyJYYvMukjXu3Qk4XS9NzcOyzJCl8vFoEGDWNio6Zzf72fhwoUMHjz4oPtGR0eTkZGB1+vltdde49xzz91vm7i4ONLT09mzZw/z5s0LbpOdnU1aWlrIecvLy/niiy8OeV4JeP311+nRowd33303W7ZsYcuWLZx22mk89thjJCYmBtfdfPPNANx4440sXryY//znP3z77bdcdNFFjBkzJjhN2xdffMEvfvELbrzxRpYtW8aIESO49957DxpDZWUlw4YNo7i4mNmzZ7N8+XJuvfXWw+6f/fzzz+Nyufjss894+umnufzyy3n77beprKwMbjNv3jyqq6s5//zzgUBXg+eff56nn36a77//nptuuon/+7//46OPPjqsc0eC1P6pJGQkALD+o/V4aw+/ifqBeDweHnroIR566KGw6psjYrmqKnA6A6WqyupoRMJGS9cb695fh7cmUK/ln5MfsQm3iIQ/S5uXT5kyhQkTJnDSSSdxyimn8Nhjj1FVVcWkSZMAuPLKK8nIyGD69OlAIDkrLi5m4MCBFBcXc+edd+L3+7n11luDx5w3bx6madKnTx/Wrl3LLbfcQt++fYPHNAyDyZMnc++999K7d2+ys7P54x//SPfu3TnvvPPa/DUIN++88w7x8fHBx2PHjuWVV14J2SYlJQW73U5CQkJIq4SkpCQMwwhZt3HjRmbOnMnGjRuDd9Bvvvlm5s6dy8yZM7n//vuZMWMGY8aMCb6P+fn5fP755/vNwd7Yv//9b3bs2MGXX35JSkoKQLDf/uHo3bs3DzzwQPBxbm4ucXFxvPHGG1xxxRXBc40fP56EhATq6uq4//77ef/994M/0uTk5PDpp5/yt7/9jWHDhh12DOHMMAxyR+eybOYyvDVeNn66kZyROYfeUUSOzhGMwSAih0dThYlIW7E06b7kkkvYsWMHd9xxB1u3bmXgwIHMnTs3OMjZxo0bQ5oX19bWcvvtt7Nu3Tri4+MZN24cL7zwAsnJycFtysrKmDp1Kps3byYlJYULL7yQ++67L+TW/6233kpVVRXXXnstpaWl/PSnP2Xu3Lmt2v/67yf9ncqtlYfesIXFp8Vz7VfXNnv7ESNGBKdXg0CLgaOxYsUKfD4f+fmhU3DU1dXRuXNnAH788cfgXeQGgwcPPmjSvWzZMk444YRgwn2kGkZBbeBwOLj44ot58cUXueKKK6iqquKtt97iP//5DwBr166lurqaUaNGhezndrs54YQTjiqWcNWQdENg6jAl3SKtLCYGNm/euywiLc7v87P67cBUYc5YJ9lnZFsckYi0Z5YPpHbjjTdy4403Nvm3RYsWhTweNmwYP/zww0GPd/HFF3PxxRcfdBvDMLj77ru5++67DyvWo1G5tZKK4vAfKTsuLu6I7hgfSGVlJXa7naVLl+43GFvjO+qHK+YQX0RtNltwWrAGTTVFa+pHhcsvv5xhw4axfft2FixYQExMDGPqRxJuaHY+Z84cMjJCB1tpqs9/e5AzKgcMwITCeYWMemDUIfcRkaNgs0FGZA3mJBJpipcUU7U90H0jtyAXZ0x49A8VkfbJ8qS7o4hPO/IEMxzP63K5glO1HWzdCSecgM/nY/v27QwdOrTJY/Xr148vvvgiZN3//ve/g57/+OOP59lnn2X37t1N3u1OTU3lu+++C1m3bNmyZg12cNppp9GzZ09efvll3nvvPS666KLgfv379ycqKoqNGze2u6bkBxLbOZbuJ3Wn5MsStn27jYotFSSkJ1gdloiIyBFb9VajpuXj1bRcRFqXku42cjhNvCNBVlYWH3/8MZdeeilRUVF06dKFrKwsKisrWbhwIQMGDCA2Npb8/Hwuv/xyrrzySh5++GFOOOEEduzYwcKFCzn++OM566yz+H//7/8xZMgQHnroIc4991zmzZt30KblAJdddhn3338/5513HtOnTyc9PZ1vvvmG7t27M3jwYM444wwefPBBnn/+eQYPHsy//vUvvvvuu2Y3Af/5z3/O008/zerVq/nwww+D6xMSErj55pu56aab8Pv9/PSnP6WsrIzPPvuMxMREJkyYcFSva7jKHZ1LyZclAKxbsI4BVw6wOCKRdszthhkzAsu/+Q20s6kMRcJBQ39uw2bQ+6zeFkcjIu1d5MxnJWHl7rvvZv369eTm5pKamgoE7hBfd911XHLJJaSmpgYHKJs5cyZXXnklv/3tb+nTpw/nnXceX375Jb169QLgJz/5Cc888wwzZsxgwIABzJ8/n9tvv/2g53e5XMyfP5+uXbsybtw4jjvuOP70pz8Fm7AXFBTwxz/+kVtvvZWTTz6ZiooKrrzyymY/v8svv5wffviBjIwMhgwJnSbrnnvu4Y9//CPTp0+nX79+jBkzhjlz5pCd3X77g+UW5AaXC+cVWhiJSAfg8cCttwaKRvYXaXG71uxi5487Aeh5Wk/iUo9u/BoRkUMxzH07vkqzlJeXk5SURFlZGYmJiSF/q62tpaioiOzs7FYdnE2OnN/vp7y8nMTExIiaS/1wtdS16PP4eKDzA7gr3MSmxnLz1puPemoVr9fLO++8A8DZZ5+Nw6GGN63F4/Hw7rvvMm7cuLCZ11IOoq4OfvnLwPLf/gbtdLyI1qLrvf1qqXrj84c/Z8HNCwAY+cBIhtwy5BB7hC9d79KRhOP1frCcsDF9yxWRQ7I77WSfkc2qt1ZRvaOarcu2kn5i+lEd0+FwaJo+kaZERcGsWVZHIRJ2WqreWD17dXC577l9j/p4IiKH0n5v8YlIi8od3aiJ+Xw1MRcRkchTvbOajZ9uBKBzn850zu9scUQi0hEo6RaRZmnpft2maeJ2u3G73ftN7yYiIrKvlqg31ry7BtMf2LfPuRq1XETahpJuEWmWlNwUOuV2AmDjZxtxV7qP6ngej4fp06czffr0JudQF+mwqqogOTlQqqqsjkYkbLREvaGpwkTECkq6RaTZGpqY+z1+1i9ab20wIu1ZWVmgiEiL8dZ6WTtvLQCxqbH0+EkPiyMSkY5CSbeINFvjJuYNX1xEpIXFxMDq1YESE2N1NCLtRtEHRXiqAnfI88/Ox2bX12ARaRsavVxEmi17RDY2hw2/18+6+eusDkekfbLZoHdvq6MQaXdWzW7UtFz9uUWkDeknPhFptqjEKHoMDjTH27V6F6XrS60NSEREpBlMvxlMuh3RDnJG5lgckYh0JEq6ReSwqIm5SCvzeODJJwNFgwyKtIiSpSVUbqkEIGdUDq44l8URiUhHoqRbmmX48OFMnjy5zc43a9YskpOT2+x8VojU59h4vm41MRdpBW433HhjoLiPbpYAEQkIaVquUctFpI0p6ZagiRMnYhjGfmXt2rW8/vrr3HPPPcFts7KyeOyxx0L2j9Qksi009XpdcsklrF692pqAjkL6ienEdA4M7rRu4Tr8Xv8RHcdms9G/f3/69++Pzab/ikSC7Hb42c8CxW63OhqRsHE09UZwqjAjMIiaiEhb0kBqEmLMmDHMnDkzZF1qair2DvDFz+Px4HQ6Q9a53W5crtZpghYTE0NMBI5MbLPbyBmZw/cvf09dWR3FS4rpeVrPwz6Ow+HgoosuaoUIRSJcdDS88orVUYiEnSOtN/YU7WH7iu0A9Di1B/Fp8S0dmojIQen2koSIiooiLS0tpNjt9pDm5cOHD2fDhg3cdNNNwbvhixYtYtKkSZSVlQXX3XnnnQDU1dVx8803k5GRQVxcHKeeeiqLFi0KOe+sWbPo1asXsbGxnH/++ezateuQsW7evJnLLruMlJQU4uLiOOmkk/jiiy+Cf3/qqafIzc3F5XLRp08fXnjhhZD9O3XqxFNPPcX48eOJi4vjvvvu484772TgwIE8++yzZGdnEx0dDUBpaSlXX301qampJCYmcsYZZ7B8+fKQ47399tucfPLJREdH06VLF84///wDvl4Nz3nflgGHitkwDJ599lnOP/98YmNj6d27N7Nnzz7ka9XS1K9bREQiReOm5fnjdZdbRNqekm45bK+//jo9evTg7rvvZsuWLWzZsoXTTjuNxx57jMTExOC6m2++GYAbb7yRxYsX85///Idvv/2Wiy66iDFjxrBmzRoAvvjiC37xi19w4403smzZMkaMGMG999570BgqKysZNmwYxcXFzJ49m+XLl3Prrbfi9weaOr/xxhv85je/4be//S3fffcdv/zlL5k0aRIffvhhyHHuvvtuzj//fFasWMFVV10FwNq1a3nttdd4/fXXWbZsGQAXXXQR27dv57333mPp0qWceOKJnHnmmezevRuAOXPmcP755zNu3Di++eYbFi5cyCmnnHLA16spzY35rrvu4uKLL+bbb79l3LhxXH755cE42kruKPXrFhGRyLB69t6uXH3P7WthJCLSUal5uYR45513iI/f2+xq7NixvLJPM8eUlBTsdjsJCQmkpaUF1yclJWEYRsi6jRs3MnPmTDZu3Ej37t0BuPnmm5k7dy4zZ87k/vvvZ8aMGYwZM4Zbb70VgPz8fD7//HPmzp17wDj//e9/s2PHDr788ktSUlIAyMvLC/79oYceYuLEifzqV78CYMqUKfzvf//joYceYsSIEcHtLrvsMiZNmhRybLfbzfPPP09qaioAn376KUuWLGH79u1ERUUFj//mm2/y6quvcu2113Lfffdx6aWXctdddwWPM2DAgIO+XvtqbswTJ07ksssuA+D+++/n8ccfZ8mSJYwZM+aAx25piT0SST0mlR3f76B4STE1e2qI6XR4TeXdbjfTp08HYOrUqa3WjF8k4lRX752ne80aiI21Nh6RMHEk9UbNnhrWf7QegE65nejSr0trhigi0iQl3WFoS8UWtlQ2fTcUID0+nfSE9FY594gRI3jqqaeCj+Pi4o7qeCtWrMDn85GfH9qcq66ujs6dOwPw448/BptiNxg8ePBBk+5ly5ZxwgknBBPuff34449ce+21IeuGDBnCjBkzQtYNGjRov30zMzODCTfA8uXLqaysDMbboKamhsLCwmA811xzzQHjbY7mxnz8/2/vzuOjKs+Gj//OObPPZGaykgRIAgFBKZsgPqittqIgPBZ87Cu2vlW05akKr7VWrG1dsFptFS3Y+trWtmKtT1+XamsVF6CgdbduVWtRInsSspFMZj9zznn/GDJmJwGSSeD6fj7z4ZyZeybXTG4yc811L1OmZI69Xi9+v5+6urpD+tkHo3JuJfUf1mOZFp9u+JRJ/2vSoMcgxBHJsqC6+rNjIcRB2/rMViwj/f9owsIJmSleQggxmCTpHoJ+9davuOmFm3q8/cZTb2TlaSsH5Gd7vd4OFeNDFQ6H0TSNt956q8tibO0r6v11uBYg6+5Lhc7XhcNhSkpKusxDBzJzsgdzQbTOi70pipIZVj+YKs+s5LW7XgOg6vkqSbqFOFxcLnjnnc+OhRAHLbNqObJVmBAieyTpHoK+NeNbfHnCl3u8vcQ3MFXu/nA4HBiGccDrpk+fjmEY1NXV8fnPf77bxzr22GM7LIAG8Nprr/X686dMmcJvfvMbmpqauq12H3vssbz88stcdNFFmetefvlljjvuuF4ftzvHH388tbW12Gw2Kioqeoxn48aNXYaqt+nutRnImAdD+RfK0ZwaRsKg6rkqLMuSCoIQh4OmwbRp2Y5CiGHPSBp88kx6/Rh3npuyk8uyHJEQ4mglSfcQVJIzcMPHD5eKigpefPFFzj//fJxOJwUFBVRUVBAOh9m4cSNTp07F4/FwzDHHcMEFF3DhhRdy5513Mn36dOrr69m4cSNTpkxhwYIFXHHFFZx88smsWrWKhQsX8txzz/U6tBzSc7FvvfVWFi1axG233UZJSQnvvPMOpaWlzJ49mxUrVnDeeecxffp05syZw1//+lcef/xxNmzY0O/nOmfOHGbPns2iRYu4/fbbOeaYY6iurs4snjZz5kxuvPFGTj/9dCorKzn//PNJpVKsW7eO733vez2+Xp0dzpgHg91tp/wL5Xy6/lNCu0I0bmmkYKLMlRNCCDE0bN+8nWRrEoDxC8aj2mT9YCFEdshfH3FQfvSjH7F9+3YqKysz859POukkLr30UhYvXkxhYSG33347APfffz8XXngh3/3ud5kwYQKLFi3izTffpKws/Y3zf/zHf3DfffexZs0apk6dyvPPP891113X6893OBw8//zzFBUVMX/+fCZPnsxPfvKTzBD2RYsWsWbNGlatWsWkSZP41a9+xf33389pp53W7+eqKArr1q3jC1/4AhdffDHHHHMM559/Pjt27GDEiBFAeluwRx99lCeffJJp06bxpS99iTfeeKPX16uzwxnzYJGtw4QYALoOa9emL7qe7WiEGLbabxU2YaEMLRdCZI9iWbJKy8EIhUIEAgFaWlrw+/0dbovH42zbtq3DPs9iaDFNk1AohN/vR1WP3O+eBrov1n1Qx72T0wvvjZ8/nq89/bU+31dWLx88uq6zbt065s+f32VNADEERSLQtuZFOAyHuKDl0Ub6+5GrP+8blmWxunw1oV0hNIfGioYVOHOcgxXqoJH+Lo4mQ7G/95YTtifDy4UQB61wUiE5pTm0VreyffN2UokUNmff/qyoqsr4/dsiHclffAjRb5oG8+d/diyEAPr3vlH7bi2hXSEAxnxpzBGZcAshhg9JuoUQB01RFCrPrOTdte+iR3V2vrSTsaeP7dN9bTYbX/ta3yvjQhw1XC54+ulsRyHEkNOf9w0ZWi6EGEqkvCSEOCRjz/wsya56viqLkQghhBBp7bcKO+bsY7IYiRBCSNIthDhElWdUwv6dwqqek6RbCCFEdrXsaqH2nVoASmeW4h/Z8zxLIYQYDJJ0CyEOiafAQ8nx6S3u9r63l3BtuE/3SyaT3Hrrrdx6660kk8mBDFGI4SUahfHj05doNNvRCDFk9PV9o/3Q8mO+LFVuIUT2SdIthDhk7bcOq1rf92q3ruvosiWSEB1ZFmzdmr7IBiNCdNCX942Pn/w4czxx4cSBDkkIIQ5Ikm4hxCEbN3dc5liGmAtxiFwueOml9EW2nRSiX+ItcbZt2gZAoDxA0eSiLEckhBCyerkQ4jAY9R+jcPgcJMNJPl3/KZZpoahKtsMSYnjSNDj55GxHIcSwVPVcFaZuAulVyxVF3ouEENknlW4hxCHTHBpjvjQGgEhdhNr3arMckRBCiKNR+1XLJ3xZtgoTQgwNknSLIU1RFP785z/32mbJkiUsWrRoUOIRPZOtw4Q4TFIpePTR9CWVynY0Qgwbhm7wybpPAHAGnJR/oTzLEQkhRJok3QJIJ7e9XVauXJmVuGpqajjrrLMA2L59O4qi8O6773Zos2bNGtauXTv4wbXTly8H+qqn5znUybxuIQ6TRALOOy99SSSyHY0Qw8bOl3YSb44DMH7+eDS7luWIhBAiTeZ0CyCd3LZ5+OGHueGGG9iy5bMhWj6fL3NsWRaGYWCzDXz3KS4uPmCbQCAw4HEMluG8dVbeuDxyx+ay79N97HxpJ8lIEofX0WN7RVEoLy/PHAsh9lNVOPXUz46FEMCB3zdkaLkQYqiSd3MBpJPbtksgEEBRlMz5v//9b3JycnjmmWeYMWMGTqeTl156iaqqKhYuXMiIESPw+XyccMIJbNiwocPjVlRUcOutt3LJJZeQk5NDWVkZv/71rzO3J5NJli9fTklJCS6Xi/Lycm677bbM7e0ryGPGpOcMT58+HUVROO2004Cuw8sTiQRXXHEFRUVFuFwuTjnlFN58883M7Zs3b0bTNF544QVmzZqFx+PhpJNO6vAlQ2e9xVlRUQHAOeecg6IomfO+vj4333wzF154IX6/n//+7//u8XkOB21DzE3dZPvm7b22tdvtLFmyhCVLlmC32wchOiGGCbcbNm9OX9zubEcjxJDR2/uGZVmZ/blVm8q4s8Z19xBCCJEVknQPomQy2eMl1WneXm9tO+9P2VO7w+3aa6/lJz/5CR999BFTpkwhHA4zf/58Nm7cyDvvvMO8efM4++yz2blzZ4f73XnnncycOZN33nmHyy+/nMsuuyyT4N599908+eSTPPLII2zZsoWHHnook7R29sYbbwCwYcMGampqePzxx7ttd8011/CnP/2JBx54gLfffptx48Yxd+5cmpqaOrS75ZZbuOOOO/jHP/6BzWbjkksu6fG59xZnW0J///33U1NTkznv6+uzatUqpk6dyjvvvMP111/f5+c5FMkQcyGEENlQ90EdzduaAag4rQJXQLbbE0IMHTK8fBC1r+B2Nn78eL72ta9lzletWtUluW5TXl7OkiVLMudr1qwhGo12aXfjjTcefLDd+NGPfsQZZ5yROc/Ly2Pq1KmZ85tvvpknnniCJ598kuXLl2eunz9/PpdffjkA3/ve9/jZz37Gpk2bmDBhAjt37mT8+PGccsopHYaNdaewsBCA/Pz8HoedRyIR7r33XtauXZuZC37fffexfv16fvvb37JixYpM2+uuu45TTz0VVVW59tprWbBgAfF4HFc3++L2FmdbXMFgsENcU6dO7dPr86UvfYnvfve7mXNN0w74PIeqii9WoGgKlmHJYmpCCCEGTVuVG9JbhQkhxFAilW7RZzNnzuxwHg6Hufrqqzn22GMJBoP4fD4++uijLpXcKVOmZI7bhq3X1dUB6aHh7777LhMmTOCKK67g+eefP6QYq6qq0HWdk9vtcWu325k1axYfffRRh7aTJk3KHJeUlABk4ursYOLs6+vT+XUdzlwBF6NnjwagcUsjzTuae2ybTCa54447uOOOO4b1XHYhDrtYDKZNS19isWxHI8SQ0dv7Rvv53MecfcxghyaEEL2SSvcg+v73v9/jbWqnxXKuvvrqHtt2Xjzk29/+9qEF1kder7fD+dVXX8369etZtWoV48aNw+1285WvfKXLG2HneVeKomCaJgDHH38827Zt45lnnmHDhg2cd955zJkzh8cee2xgn0ynuNpe07a4OjuYOPv6+nR+XYe7sWeOZedL6S8Wqp6vYsbSGT227W6EhhBHPdOE99777FgIkdHd+0ZrdSvVb1YDUDytmGB5cJCjEkKI3knSPYgcjp5Xch6stofTyy+/zJIlSzjnnHOAdGV3+/bt/X4cv9/P4sWLWbx4MV/5yleYN28eTU1N5OXldWjX9jwNw+jxsSorK3E4HLz88suZIeC6rvPmm29y5ZVX9ju2vsZpt9u7xHWwr09fnudQNm7uODbfsBlIz+vuLekWQnTD5YK20TTdTHcRQnS05a/tqtxfliq3EGLokaRbHLTx48fz+OOPc/bZZ6MoCtdff32PleKe3HXXXZSUlDB9+nRUVeXRRx+luLiYYDDYpW1RURFut5tnn32WUaNG4XK5umwX5vV6ueyyy1ixYgV5eXmUlZVx++23E41G+cY3vnHQz/VAcVZUVLBx40ZOPvlknE4nubm5B/369OV5DmUlM0pw57mJNcX4dMOnmCkT1SYzWYToM02DdutnCCF69/GTH2eOJy6cmMVIhBCie/JJWBy0u+66i9zcXE466STOPvts5s6dy/HHH9+vx8jJyeH2229n5syZnHDCCWzfvp1169Z1GW4PYLPZuPvuu/nVr35FaWkpCxcu7PYxf/KTn3Duuefy9a9/neOPP56tW7fy3HPPkZube1DPsy9x3nnnnaxfv57Ro0czffp04OBfn74+z6FK1VTGzklvHZZoSbDnzT1ZjkgIIcSRKhlO8unGTwHIGZlD8fThtQCpEOLooFiWZWU7iOEoFAoRCARoaWnB7/d3uC0ej7Nt2zbGjBnT7UrYIvtM0yQUCuH3+7tN8I8U2eqL7/zuHZ78xpMAnHrjqZy28rQubZLJZGZF/+9///tZmyZxNNB1nXXr1jF//nzZE304SKXguefSx3Pngk0GpfWH9PcjV3fvGx89/hGPnPsIADMvm8mC/7sgmyEOOunv4mgyFPt7bzlhe0dutiGEyJrKMyszx7J1mBD9lEjAf/5n+pJIZDsaIYY02SpMCDEcyNfnQojDzj/KT+FxhdT/q549r+8hti+GO9fdoY2iKJSWlmaOhRD7qSq0bSV4BI/EEaK/Or9vmCmTj59Kz+d25DioOK0ii9EJIUTPJOkWQgyIyrmV1P+rHsu02Pa3bRx37nEdbrfb7SxdujRL0QkxhLnd8Oab2Y5CiCGn8/vGjr/vINaY3st+3Lxx2JzysVYIMTTJV+hCiAHRYYj5czLEXAghxOG15S/thpZ/WYaWCyGGLkm6hRADovwL5WhODUgn3bJmoxBCiMPFsqxM0q1oCuPnj89yREII0TNJuoUQA8LusVP++XIAWna20PhxY4fbdV1n9erVrF69Gl3XsxGiEENTLAYnn5y+xGLZjkaIIaP9+0bNBzU0bW0CoPzz5bjz3Ae4txBCZI8k3UKIAVM5t+ch5pZl0dLSQktLi1TBhWjPNOGVV9IX08x2NEIMGe3fNz55+pPM9bJquRBiqJOkWwgxYGTrMCEOgtMJTzyRvjid2Y5GiCHp46c/zhzLfG4hxFAnyzwKIQZM0eQifCU+wjVhtm/aTiqRktVlhTgQmw0WLcp2FEIMadVvVANQ9LkicsfmZjkaIYTonVS6xZCmKAp//vOfe22zZMkSFg3jD6gVFRWsXr0622EMCEVRMtVuPaqz65VdWY5ICCHEcGWa7aYi7T885svHZCcYIYToB0m6BZBOjnq7rFy5Mitx1dTUcNZZZwGwfft2FEXh3Xff7dBmzZo1rF27dvCDE30iW4cJ0U+GAZs3py+Gke1ohBhUpmmxqynKv2tD7GqKkkqZ7GqK8vy/arnz+S1d2ntPGZ2FKIUQon9knKcA0sltm4cffpgbbriBLVs+e3Pz+XyZY8uyMAwDm23gu09xcfEB2wQCgQGPQxy8sWeMzRxXPVfFnJ/MyWI0QgwD8Th88Yvp43AYvN7sxiPEADJNiz3NMSLJFPWtCd7b1cyn9RHiKYNkyiShm6RMkz3NMaxUivbvIEbAyV+jcQrqWhlXlJO15yCEEAcilW4BpJPbtksgEEBRlMz5v//9b3JycnjmmWeYMWMGTqeTl156iaqqKhYuXMiIESPw+XyccMIJbNiwocPjVlRUcOutt3LJJZeQk5NDWVkZv/71rzO3J5NJli9fTklJCS6Xi/Lycm677bbM7e2Hl48ZMwaA6dOnoygKp512GtB1eHkikeCKK66gqKgIl8vFKaecwptvvpm5ffPmzWiaxgsvvMCsWbPweDycdNJJHb5k6M6uXbs477zzCAaD5OXlsXDhQrZv3565vS2OVatWUVJSQn5+PsuWLeuwHVZdXR1nn302brebMWPG8NBDD/Xp9zOceQu9lBxfAkDtu7W8+34Nu5qiWBYUFhZSWFiIoihZjlKIIURR4Ljj0hf5vyGOMO0r2X//pJ7/u3krP1v/Mbc+/RE3/PkDnny3GrAIuh3saoqyZW+IT+rCWBbk5ziIJ51Ql34s10kjaYrpPP/h3o5Dz4UQYoiRSvcgSiaTPd6mqmqHynFvbRVFwW63H7Ctw+E4iCh7du2117Jq1SrGjh1Lbm4uu3btYv78+fz4xz/G6XTy+9//nrPPPpstW7ZQVlaWud+dd97JzTffzA9+8AMee+wxLrvsMk499VQmTJjA3XffzZNPPskjjzxCWVkZu3btYteu7uf9vvHGG8yaNYsNGzYwadKkHp/fNddcw5/+9CceeOABysvLuf3225k7dy5bt24lLy8v0+6WW27hjjvuYMSIEVx66aVccsklvPzyy90+pq7rzJ07l9mzZ/P3v/8dm83GLbfcwrx58/jnP/+ZiWXTpk2UlJSwadMmtm7dyuLFi5k2bRpLly4F0ol5dXU1mzZtwm63c8UVV1BXV3dQv4/hJO+U0dS8nR5N8fv/+wacVs7YAi/TzvhfFOQ4qW3VGRm0oaqSYAiBxwMffpjtKIQ4LHqqZDeEE+xqimLXVCaV5pBMmZgWGKbJx3tbsWkqhmlR7HfyaUMUm6bisDuIbc7H9Up6ETXb7FGUBFxsrQuzpznG6DxPlp+tEEJ0L+tJ9z333MMdd9xBbW0tU6dO5ec//zmzZs3qtq2u69x222088MAD7NmzhwkTJvDTn/6UefPmZdoYhsHKlSv5wx/+QG1tLaWlpSxZsoTrrrsuU01bsmQJDzzwQIfHnjt3Ls8+++zAPVHoUMHtbPz48Xzta1/LnK9atapDhbS98vJylixZkjlfs2YN0Wi0S7sbb7zx4IPtxo9+9CPOOOOMzHleXh5Tp07NnN9888088cQTPPnkkyxfvjxz/fz587n88ssB+N73vsfPfvYzNm3axIQJE9i5cyfjx4/nlFNOQVEUysvLe/z5hYWFAOTn5/c47DwSiXDvvfeydu3azFzw++67j/Xr1/Pb3/6WFStWZNped911nHrqqaiqyrXXXsuCBQuIx+O4XK4uj/vwww9jmia/+c1vMv3o/vvvJxgMsnnzZs4880wAcnNz+cUvfoGmaUycOJEFCxawceNGli5dyscff8wzzzzDG2+8wQknnADAb3/7W4499theXvXhb2tdK+8WOmn7mij/k2YaTyvjyX9W86e3dzM6z0OBz5lOwsuCFOQ48TpsjAy6JQkXQohhqC3R/qg2xD+2NVHfmqAxkuwxyf5XTStJwyTX68ChKewNxYkkDUYF3VgxneLtIfL3RCiti+L/dxMAhkMlNjEfj0Pb3z6V5WcthBA9y2rS/fDDD3PVVVfxy1/+khNPPJHVq1czd+5ctmzZQlFRUZf21113HX/4wx+47777mDhxIs899xznnHMOr7zyCtOnTwfgpz/9Kffeey8PPPAAkyZN4h//+AcXX3wxgUCAK664IvNY8+bN4/7778+cO2Uv1AOaOXNmh/NwOMzKlSt5+umnqampIZVKEYvF2LlzZ4d2U6ZMyRy3DVtvq+4uWbKEM844gwkTJjBv3jz+8z//M5PAHoyqqip0Xefkk0/OXGe325k1axYfffRRh7aTJk3KHJeUpIc/19XVdajSt3nvvffYunUrOTkd54zF43Gqqj5bHGzSpElomtbhcd9//30APvroI2w2GzNmzMjcPnHiRILB4EE80+HBNC2e+2AvjaNyKHbbIJZCf6uGT84ei2FaWJZF0jCxLKtDEp7vdVCY42JmRS7HlvglARdCiCGsu2r2u7ua+XhvKykjXa02LHpMsmta0klzvtuOa0+Esi2NqFv3UVIbxVUbQelm5Pi+iXn4bQpK0sBp0/A6sl5HEkKIHmX1L9Rdd93F0qVLufjiiwH45S9/ydNPP83vfvc7rr322i7tH3zwQX74wx8yf/58AC677DI2bNjAnXfeyR/+8AcAXnnlFRYuXMiCBQuA9JziP/7xj7zxxhsdHsvpdPZpka7D6fvf/36Pt6lqx+n1V199dY9tO89//fa3v31ogfWRt9NiPldffTXr169n1apVjBs3DrfbzVe+8pUuw93bD4WHdPymaQJw/PHHs23bNp555hk2bNjAeeedx5w5c3jssccG9sl0iqvtNW2Lq7NwOMyMGTO6nYPdVoHv/Jhtj9vTYx4N9jTHqKoPU5LvQZs6gtRre1CaE6g7mikYH2RM4z8way3eD8/AsFQsy6IlphNOpHh9WxPPflDDMcU5TBsVlCq4OHrEYvDlL6ePn3wS3O7sxiNEJwcaMm5TFew2FbuqkuvRaIwkaYnpFAdc+F32dJKd0CmOGXh3tRL8tBl7VTP5NRG0RC8r9tvB+haYdo3d7gqmqumEffLIACOD8v9ECDF0ZS3pTiaTvPXWWx0SUVVVmTNnDq+++mq390kkEl2G/rrdbl566aXM+UknncSvf/1rPv74Y4455hjee+89XnrpJe66664O99u8eTNFRUXk5ubypS99iVtuuYX8/PzD+Ay76s8c64Fqezi9/PLLLFmyhHPOOQdIJ6btFxbrK7/fz+LFi1m8eDFf+cpXmDdvHk1NTR3mX8Nnz9PoZQudyspKHA4HL7/8cmaouq7rvPnmm1x55ZX9jq3N8ccfz8MPP0xRURF+v/+gHmPixImkUineeuutzPDyLVu20NzcfNBxDXWRZIp4ysDjcGPMKCb12h4Apq95h3i5F/dFEQBsnzbjn1BIi6GwozFKwG2nKMdJa1ynuiXGjsaoDEUXRw/ThLZFKY/iL+1EdrVPrN12DQWI6kaf5mUnUgb14QTFARcuu40cp0V0dyvuT5opaogzcnsL7p2tOGO9Dwk3VUiMzKFxpI/GkT5SlTnM8LyNhoFWmENtKEG+z8GZk0bIe4AQYkjLWtLd0NCAYRiMGDGiw/UjRozg3//+d7f3mTt3LnfddRdf+MIXqKysZOPGjTz++OMdkrBrr72WUCjExIkT0TQNwzD48Y9/zAUXXJBpM2/ePP7rv/6LMWPGUFVVxQ9+8APOOussXn311Q5Dg9tLJBIkEonMeSgUAtIJXee517quY1kWpmkOyypnW8zd/dv++YwbN47HH3+cBQsWoCgKN9xwA6ZpZp57m87n7a/72c9+RnFxMdOnT0dVVR555BGKi4vx+/1dfm5BQQFut5tnnnmG0tJSXC4XgUAAy7Iyj+d2u7n00ktZsWIFwWCQsrIy7rjjDqLRKBdffHGX59D599TT7+yrX/0qd9xxBwsXLmTlypWMGjWKHTt28MQTT7BixQpGjRrVIY72j9/2uOPHj2fu3Ll861vf4p577sFms3HVVVfhdru7fY0Oh7bfh67rPfbtgeRUwaEqROJJPCcUY6kKimmhmBbu3eFMu5m/fh/LUGgd4WHECA/quCBmZZB4nos9+2IEXHYULBJ6CtO085d39/DY27sYleumwOtkTIGHqaMCFPiceJ02SgMu+QDWTtvfqJ7WiRBDjKqirF0LgKWqIL+3fpH+fnBM06K6JU4kkaIhnOS93c1sa4jSEEnQGE6PYHM7NJoiOnZNYVKJL/032bJIGQYfVofQDZNctw2lUcf1rwZG1McprIvh3hHCFjnw7yMRdBIqy6F5lA9jXC77Snw0GSZBj43KAi91LVFoTLcNODUmlfiYc2wR5bmuo/b3Lf1dHE2GYn/vayzDagLMmjVrWLp0KRMnTkRRFCorK7n44ov53e9+l2nzyCOP8NBDD/E///M/TJo0iXfffZcrr7yS0tJSLrroIgDOP//8TPvJkyczZcoUKisr2bx5M6effnq3P/u2227jpptu6nL9888/j8fTcbVMm81GcXEx4XC411XIh6p4PI5lWZkvFtoWaWttbe0wDP6mm25i+fLlnHLKKeTl5fHtb3+bffv2kUwmM/c1TZN4PJ45h3SlOpFIEAqFsNls/PSnP+XTTz9FVdVMRTkc/iwhi8Vimfv/5Cc/4fbbb+fGG29k9uzZPPXUU+i6TiqVyrT5/ve/Tzwe58ILLyQcDjNt2jQee+wxNE0jFAp1WHSutbUVSC/ABulqfftY2/vrX//KypUrOffccwmHw5SUlHDqqacC6S9hOscB6REd7a9bs2YNV1xxBV/84hcpLCzkhz/8ITt27OjyGh0uyWSSWCzGiy++SCo1+IvMmBboTQpv71IodgNLK7FeayJQE8XbHKd9WqyYFv6aCP6aCLxbD0CFCi0FbqIjPYRHeqgr8rK72IVuVzEthdpkhLgTXtsCD1pQ4AKfHYpcFuU5Fn47ODXIdYLk4LB+/fpshyD6qm2th+efz2oYw5n0996ZFuxLQMKAkA47wgp1MYWwDo0J0BQocEJzEuIGWJaCblmoCjgUhddaWzEMyA8lCOyNoe2O4q+Okr83iiNy4PebuNdGqNRDc4mH5hIvZoUHb76d3REwLMh3gUaEXBXsCaipacXGZ0WW2Z695Icb+Pgf/+bjgXyhhgnp7+JoMpT6e3eLWXdHsdpKcYMsmUzi8Xh47LHHOuyxfNFFF9Hc3Mxf/vKXHu8bj8dpbGyktLSUa6+9lqeeeooP92+vMnr0aK699lqWLVuWaX/LLbfwhz/8occKOqTn5d5yyy1861vf6vb27irdo0ePpqGhoctw43g8zq5du6ioqOh2JWyRfZZl0draSk5OzhG9R3Q8Hmf79u2MHj06a31xa12Y37+2k6ZIkmK/k3/XtlIbSuBMJjnZeB2AxueKcG+L4NobQT3AXyRLgWShh+hIH/uKPMRH+Wgt9hDx2SkOuikJuNMVF9NkVK6bfI+DghwnM8qCHFvipzjHSW1rgkgiddRUxXVdZ/369Zxxxhld1h0Q4kgj/f0z7avXbocGFsR0o0sle/e+eKZ6XdOSoDaUQMUiqps4bBrFfgd6RKfpXw2MaEpQ0hRH2xHCVxvBljzwKK2Uz07rqBxqi9wkywO0jvKSN9pPcdDDv/b/vR6dm15Ec2yBhyntRi61/5vtUC3++JtfAOl1ZbI1vW4okf4ujiZDsb+HQiEKCgpoaWnpdQpq1irdDoeDGTNmsHHjxkzSbZomGzdu7LDdVHdcLhcjR45E13X+9Kc/cd5552Vui0ajXRYl0zSt16G7u3fvprGxMbOCdXecTme3K5zb7fYuv3TDMFAUBVVVu8Qihoa2/tD2ezpSqaqa2dc9W3+cjh2Zyzc+b+O5D/ZSVR/GabehKklUtwP2D2h4f+F4DBQioQRjwikK9sawb2vGtq2FQEOsw8q1igXOuijOuii57X5OymOjtcRLrNRHYYmPULGHsE0jmjR5c0cz6/9Vx8hcNzZVxWlXcdhUXDbtqJofns1+IPrBMODtt9PHxx8PWZgaciQ4Gvt7bwucNYSTgIXHodEYTmbmYacMsKz0fT+qjZBMGRTpFq5dIWIfN1FQHyevLoqjPtrtKuKdJb02EuUBWkZ62Z3nwhgbxF3iI5xI4XRo6CmLlGHidNjRVJVF00cydXTvf4PHuNOfv9qPHjwaf7+9kddDHE2GUn/vaxxZHV5+1VVXcdFFFzFz5kxmzZrF6tWriUQimdXML7zwQkaOHJnZ3/r1119nz549TJs2jT179rBy5UpM0+Saa67JPObZZ5/Nj3/8Y8rKypg0aRLvvPMOd911F5dccgmQHj580003ce6551JcXExVVRXXXHMN48aNY+7cuYP/IghxFBhXlMPY03wdPgy+u72BplfSt6sK2DQNX5GPfbkm+vhcmo8vpCWmU+q2U9gQJ7mlCffuEIUNcVzVEdRUxy/SbNEUuVUt5Fa1ZK4zFYgWeRg9OofGAjdNBS6iI7y4Sn0cX5FHXDd63S+8/eJBR3pCLoaQeBxmzUofh8PQaecIIdocaBVxu6ZSlu+mMZIkkkiBZdIQTmBTVVQFtnzahH1PmHFNCby1EZRdIbw1EZzRvk1HiuQ6iZT6oCJAuNTH3kIXVr6blAUpwyTocaCpUNuSwKYpjAm4mT46eMAkWwghjjRZTboXL15MfX09N9xwA7W1tUybNo1nn302s7jazp07O1Qh4/E41113HZ9++ik+n4/58+fz4IMPdtjn+Oc//znXX389l19+OXV1dZSWlvKtb32LG264AUhXvf/5z3/ywAMP0NzcTGlpKWeeeSY333yz7NUtxABSVYXReen1DyYWw6yyAL94349pwfXzj+ODmkhmX9f6VoPigJOgx0FzVCdR5MZWMpqkYdLkduDAIlS1D/uuVspCSTx7wjh2teIIdVxDQbXAtzcKe6O0XwvfcKjEi73oxV5KCj20Frkxx1tYHnsmCc/3OYgmTcCiwOeUVdPF4FEU2L/7Akfw9BfRN4eyinjKMHh/TwiPYVIRNtB2hUh82kxuU5xgfQx7c+KAPx/AtKskSn00FLpoKHDjmZBPfFQO+7BwaCopM129Lgm6KfG7+LAmhGkqBNx28r0OTqjIZ0Z5LseW+A/p76aiKAQCgcyxEEIMF1mb0z3chUIhAoFAt+P34/E427ZtY8yYMTKne4gyTZNQKITf7z+ih5cPp77Y9sHyo9oQ/9jWRH1rgsZIssMHyeqWeLpiooJNU0kaJgG3A4eW3qtV3xdjQszAubMVY1szgdooOQ0xVKNvf+YMp0akyENroZtQkYdEiY/oCDe2Yi8lQTc7m2LoKXPYbV2m6zrr1q1j/vz5Q2Y4lhADZaj39/ZJtNdho8TvoiYU7/a8r0PEa1oS1LTEcSZT+JriOKoj5DXGcVWHse1pxdvS90Vd4z474VIfVrmfPXlO9uY5KTwmH6fLTm1LnIRh4nPYSJkdk+z2fxsrC71SzR4kQ72/C3E4DcX+3ltO2N6wWr1cCHHkaquEj87zMGfiiG6HTDptGqoCmqpyXEnHJNzj0EgWeGhxO0hV5rJtcj5Bj51RPifW7lainzQRqI9R1JzAVRPB2RCj80dALWHg39WKf1crI9tdn3JoRApcjC/yEilw4agIoI7N46ltjTI0XQjRRU+JdfsvFROGSTJlktDNzDoT7c+TKbP7IeKGQWRnjEBTgkBTnHhDjOK9ESob4jha+la5hvQ6GIlSH3W5ThKlPpxjg4SLPDTalEz1OpZMkTKhOWlA0iDHbeOYgIudTTFMK91OURQWTi2VJFsIIXohSbcQYsjpPBT95MqCfiXhlmVi1xRyXDawayRG+tjuVPC57Oi5blpiOrX1YSamFAL1MdgVQt0VIrchjqsp3iUeW9IgUB2B6kiH62cDcb8Do8SHbbSfN302NuW5cFT4afE5QaXHoemdq1vyIVWI4aO3anX7v1HxlJFJpFOmyZ7mGCnDoiTgojjgYldTlOaYTq7HTmWhL3MedNvwpMC7sxVffYTE3ijljXECTXEce6Nd1rToje7UCBW6MUfnkBrlZ1eOjbqAg9KKIIqm0hLTOw4R97sy1WunTaN0/1QbBYt8rxO/y8HCqbmSZAshRD9I0i2EyApd11m7di0AS5Ys6XWYUH+TcJumURq0k9BN4nqK8P7twRyagmVZxHUDu8dBIuimeWyQmom5RJIpxhZ40SM6zR83EmyIM7JVx1UTxlYdxtOc6HblXlcoCaEm2NLE2HbXGzaFWL6b5AgPSmkOb/hs/C3oJDg2D7XIQ8Kix1XUpUp+lIvH4fzz08f/7//BEJ8acqTo67Dv3qrV7avTnxvpJ+h28NaOJvZFk5gWuO0ahTkOmqNJdu+L4ksYTIib6B80EK6PUbkvga85jm1vFGdY71f8uteOXuwlXuShJsdOcqQPT2UunyomkYTB2AIvTrtGa0sc1TAJJ01SZqrLPOzuqtdD5W9Sf943hBBiKJGkWwiRFZZlUV1dnTnuj74k4e0XZSsJuphY4mJrXZid+2IEXDaCHgf7onpmaLpNU0iZgFOjscRLYkwQZ66bmG6wsymKPWUxzgS1JkJyZwvFrTrehhiOvVFska4fjrWUlVnEjX820H6Wj6VCLOAkWeghpyJAssDNy3aV53KduEf7CWsqvS3gJlXyI5xhwF/+8tmxOGi9JdI9LUrWvjrdedh3b9XqoNuGy27DtMAwTT7e24pNUbA1xhjfkiC0vYXckE5BOIm9Loq9PoY90b/fr6kpJAvc7Mtz0prnxl7uxyzx8bEd7EE3JQEXScPMVK9bTQs1aeF22GiO6RDTh/UQ8UN53xBCiGySpFsIMez1lIS3r0gljfQiP0UpE+f+D9GhmN5laLqmWJmqOIAKGKaF22PHzHWzx+8gMiYHCrxoqkoorlO/J8TYhIWvMUZyRwvehhi5zUmcDVHUVNcPhooJnn0JPPsS8PE+3MDEdrcnvXbieS70QjdKiY83XBqb/E6CFQHUIi9xW897jXeuSJX4XezeF6M6Arv3xSgvsA25D9KiE4cDfv3rz45Fj7pLqtv6+8tbG/mgprXbRDqZMrtdlKx9dbrzsO/uqtV7GqP4ozoTEybx6lbUhhhlUQNXcxylPoZrXxytjws5tqf7HbQEnBgjfaSKvez22mjJdZJXmYvbZWfnviiReHp0jqIquPcn2Y2RZJdVxGWIuBBCZJ8k3UKII05Pi7L1Nvey/dD0yUU+aloS7A2l54d7HBoq0BhOdKiKq4pFOJ7CzHFgjvFSnzLZOT6ApiiU5XnAtGjcvg9XQ5xRSRNXQ4xUdSvBkI67MY4W734vXEdExxHRYVcrUEfntTCTbht6rhPXyBxS+W7+YVd4MeDEWeIjlONA99kp8Ltw2FQSuoldg6Z6lS0btzKuKKfHqnl3CbtU1LPAboelS7MdRdYc6jBvuwbVtSoP7/kIRzeJtMehoSkKumF12bf6472t2DQVw7Qoy3XT3Byj6p0ackJJRrYmiexuJRDWCYZ1bI3pLbfUgyi4WqpCNOAgnOtCKfERy3dR7dLwlgewj8whpsGe5jheh42iHAdNzTEi8RQFWnq3DYeqYjlthBNGl1XEh/oQcSGEOBpJ0i36ZfPmzVx11VV8+OGHjB49muuuu44lS5ZkOywhetS+Ct6mL/PDkykLywIFi6L9lbCeVk3PJOHsr4q7bDhsKjHdIBRwEgm68OZ5iOkGe5pjjC3w4rZrJPfFaKzax+ikia8pQaq6FU9THH9zstdViB2xFI5YCqojaMCYTrcbNoVk0EnC70Tz2bHyXIz0WzgqFDaZBk977RRVBLG77d1W/gp8zkzC3lNFXRJ20V5/tsHqra8cjmHeAZdGPAWKZn02zHt/Ij066OLThihYFse4HdCYoHFXC8GYQZFukqqLYmtOkBPRcbQk0KLdfzHWF4ZDIxx0YBR5MEd42eu10eSzk1uZizLCy85QnEg8xZgCL5FECt2w0G0qeQ6VSFRnVK6blGHRFNVR4YgZIi6EEEcjSbpFn23bto0FCxZw6aWX8tBDD7Fx40a++c1vUlJSwty5c7MdnhAHpbf54T3N+exp1fQeh6bvT8L3RZO47BqqooCiEHXZaBrpI1jgJQTsbIpmquSKbtC0rRnnvjgjUxbOfQmSNWGCER13cwL7vgSK2X2JTUtZuBviuBviBDvcsocp7c50j41YjoNUwIk96ET1OUgGHMSDTpq9dkJODU+hh2njC4jrBk/+szqzRVr7pHygE/YDnQ+HxKKvc4u9DhslPgf1/3iXmG5gnzSJkqDnoBLYQ0l++3PfvibKB+orPS1C1pdh3rubYzhtKmV+J/tqwph7Y1Q4DNzRFPH6KOq+OBVxA3tzgsp9cVyhJGoP/3/6KuW1E/Y7iAYcaMU+knkuap0qVqEH/2g/UafKnpZEplq9N5SuyFtOGz4L7IqC066xN5Qg6LEzscSXWXci6LZzXImfuG7wQbUMERdCiOFOkm6RUV9fz+TJk7niiiv4wQ9+AMArr7zCaaedxjPPPMPzzz/PmDFjuPPOOwE49thjeemll/jZz34mSbc4YnRXGYe+r5re29D0HJeNXK+DcDyFXVOI60YmCbcsq2OV3LJoznehFbjxdK6SO2zE4jq12/dRbij4Qkmie1pxNSfIi6Zw7otja4ofcJEmezSFPZpKL/bWC8Oh4cyxM9lrJ+GzowRcxL02Ek6NZNBJyucAjx3dZ6M6mcJAIaob5HrsHF+We0gJe28JXF/ntA92Etqf6m13z59whN8s/yIAl//qBVpVZ78T2AO9dofrvn2dD915WLeCRXXKwDDTr1m3i5BpKoZhUuG201ofZfvWZvyxFKUxndbaCDlxg1zdRG1JYDYncEd0HIdQmW7P1BRSQSdxv5MWrw2tyAtFHqqdCk1uG0WVudh9zszc6jEFXqJJA5/LRsqwqNMNUrEUI4Nu4rqRSaQnFwWobYlT0xLHpimML/Jh01SctvSw8fbrTrTEdJw2TYaICyHEEUCS7sEU2b/Hr8cDyv43yWQSdB1sNnA6u7Z1u0FNvxmj6+n2mtZxC5me2vZzK43CwkJ+97vfsWjRIs4880wmTJjA17/+dZYvX87pp5/OTTfdxJw5czrcZ+7cuVx55ZX9+jlCtPF4uia3Q1lfty7raWj6MSNycNo13t6xr8sq6v2qkgMJ0yLqd5Io8BIHdo7JyVTJDcti974YWjxFhabhaInTuL2ZUkslJ5pCaYpjNkbxRVI4QoluF3trT0saaI0GrsaOe5iP6qatpaTnnONzkHBpxH0OdI+NCpeNpEvDFnQRc2o02xQ0vwPT6yDh1DBcWockrHPC1t1554Q+f38lMJtJaH+qtz0loWYkTLM3gKYq7G6KstdM9iuBPdBrd7jue6D50E2RJO/vbsFuUxkddLG9Now9nqLSaUcL6zTUtmKPpZioqCT2xSGcZKxuYY/qWK1JbBEdRzx1wP7ZXwmPjXiOA/LdmLkuGpwqIY+NwMgc9KCTnQrYgy6K/E6aIkl0w8JuU8nz2GkJJUgZJiFFwZcyu1Sr21enTVMh4LZTmOPMJNIAZXkeZlbkMaM8l2NL/EfESI7BNNzeN4QQAiTpHlw+X/rfujooLEwf33EHXHcdfPObcN99n7UtKoJoFLZtg4qK9HX33APf+Q587Wvw0EOfta2ogIYG+OADmDQpfd3atQe1EM/8+fNZunQpF1xwATNnzsTr9XLbbbcBUFtby4gRIzq0HzFiBKFQiFgshtvt7vfPE0cvh8PBihUrsh3GITmYoemhmN7tKuqHs0qeTJkApJw2UvkeQnlOdvg0HMV+ok57etXl/VVzy7Ko29OKK5RgFCqOlgSx2gjOSJKgbmFvTWI1x3HHUtgjB64iKhY4oymIpnAesPVnLAV0lw3dpaF67STtKrrTxji3DZvXTkRTaHVqFHnslPkdhBSFnZ+2oNs1HDaFpArVoQQOjwM0spKE9rl6235usQKVBV4Aquoj6fMReZy78olMslfmsXdJYHu8b4G3Q9vukt9+3bc1wb+qmnCaFmNVheo9LahJg7FOG1ZEp7E+is+0yEch3pKAmM4YA+yJFBXRFER0nEkDLW4weX+/bDOWwydlV0l47VgBJ6kcB002UPLcuAo9xDw2ajQFJd+Nv8RLVUsi83wVRaG2JU7CMIk4bKRMk0KPo0N1uvOw796q1d1Vp/uSSPe07oTo6Eh43xBCHJ0k6RZdrFq1is997nM8+uijvPXWWzid/fnoLMTRq69D03sbfnw4quR2TUEBFDV9HI8YOFQyCXr7hB1FIem1k/DYyc33EAF2NEWxLKjI7zSsXVOJ1EfYV91Khc2GrTVJpC6CM6yTlzKxtepYzXEcsRTOuIEt1vehvorVboG4fQk6f4WX14/fg6kpGHYVw66iuGzoWvr4OIeG6raRUEG3qVS4bNjdNppSBqZNJdfvxNJU6mI6pk1hXNBNa8qgVlHwOzRKPXZaUgY7P96Hy6Ex3mtjZ02YlJoeYWCpsLMphqUqVOZ5qG+I0ZAyKQm4sNs06htjRHSD0qAbM5JCSxhYpoXZmgQL7GEdTAtL1fDpBnub4+TnOHFGDfxxnbqWOIVeJzZNwb8vBoaFoymJkjIpbI6hpiy8nlZcSYPmUIJ8hw23opCTSBFuTRCwa9hN8IQTqLpJQFVREwaF0SRa0sRjQWXCwIqnsKdMNN1E1TsmyhM7vdadF/E7XEy7Stxtw/LZIcdJ3KXRbFdx5rtR81zUqtDiUCkc5UfLc7M9luywKFkqFsbnDxBPmaQMk2BbIh3R8bvt2FSFutb06ITOi5J1V51u/0UZHLha3V11WhJpIYQ4eknSPZjC4fS/7YdGrVgBV16ZHl7eXl1d+t/21eNly9LVa03r2Hb79q5tD2FF8aqqKqqrqzFNk+3btzN58mQAiouL2bt3b4e2e/fuxe/3S5VbiAPozyrqh1olB4s8rx3DhJ37YvhdGrlOi+aYji2R6lA1D7ptHRJ0oMP5vmi7irqq0Oq2kRjtJxJM/59vn6B3Po/Fder3hql0OfAmTeJNMUINEUpVDS2qE2+KYY+m8KcsbFEdK5zEHjewJ03UTlXRfr3WhoVqGNjjBrTqB6y4F3Y6L+nHzxrf6XxCD8fQNWGd2ul8Cn137AHi6M2IAzc5LCwFdKeG5bZjum1EbAq624Yj10XKY6dh/1SEwAgvKY+NatPEFnCRN8JLXO20ZVanYd779i9K1uS04bOpHYZ5Bzw2RnihqMjHv2pbux3m3TYloLdFyfo77FuSaiGEED2RpHsweb1dr3M40pe+tLXbu5+n3VPbg5BMJvnf//t/s3jxYiZMmMA3v/lN3n//fYqKipg9ezbr1q3r0H79+vXMnj37oH6WOLrpus5D+6dJXHDBBdgPss8eKQ53lTy/bW5xysSuQnUiTFxRulTNdzXHu1T+2ifs7SvqNpX+JeymhRpwoQfdRG0qe/OdRMpzcPQhYU8mUtTVhhnttOO3IBaK09IQo0hT8RoWydYE0eYE+aqCGjdIhhLYUulqrZI0MOMptKSJ3bBQkwaafvBJ/GDT0PkyTwLwJF/GYHD+b1iqguHQ0G0KissGTg3drhJTwO51gEMjZJnoThveXBeKx069ZRJWoaDQi+GxUZM0sPud5BZ4aNRT6CbYbSq5bluvw9r3RXUC+xcha9ANUobZZRGyvg7ztqvQVN8K0Osw774sSibDvocWed8QQgxXknSLDn74wx/S0tLC3Xffjc/nY926dVxyySU89dRTXHrppfziF7/gmmuu4ZJLLuFvf/sbjzzyCE8//XS2wxbDkGVZ7NixI3MsenawVfK2JGNXU5hnN9Ry7PRj+aCmtceqeaby1y5hb19RH8yEvdWy8BR4CNlUbB47TREH+qgcqvdXOutaE0SSBvGgG8uyqGqI4HPZKct1k0yZHRL4hGGypylKmdeJX1OJtCZoaIhS4rTjNC3qG6OoKYsRXjtKyqIpFE8P2XbZMXSD1tYkQYeGS1FIxlNEIjp+m4rNsohEdBQLfA4NLItoPAUWePefxxMGNkXBaVOxTJN40sCGgkNTiCUMUMDtsmEpChHdABWCNoMp778PwP1TLgGnm4RpYqCgagoOu0pLwsDSFPw+B5ZNpTGRSg+RDziJGCa6oqA6NDweO60pg6SqoDk0vF47u8NJDIfKyCIfpkOjKhTHcKqMHZHTpaLc/rxz4qwoCnX750Pr++dDtw3j3hFNphPlonSifKC+0nmLrJ4WIevLMO+2/j7v9HGUF+TIMO8jiLxvCCGGK0m6RcbmzZtZvXo1mzZtwu/3A/Dggw8ydepU7r33Xi677DKefvppvvOd77BmzRpGjRrFb37zG9kuTIgs66lK3mZUrptSL5w8Lp8vTBjR9/2ie6ioD0bC3l1ls/15f+a0t8YNgh4HMU3B7bERtkw0t599+xPJhlwHKJCzvwK7e38F1rF/YTHdsNjXhyQUulZv27aQiu2v3rYlpc0xHbddw6buXwkcC7umYJiQiCf45dhlFOQ42TJ1Mo1Ji6Dbzrj9CWz7+27vdN/tutGhbVVM73C+K6bjLvVhUxV277+vv8Ddp9e9u99Zf+dD99ZX+roI2YGGebf191G5suq3EEKIoUGSbpFx2mmnoet6h+sqKipoaWnp0Oadd94Z7NCEEIdJb1Xz7vRUUR+MhL3t5/eWwPVlTnt/E8nDed8DVW+7f/4e/lF2EU6bSmnKJP8gEti+vHaH5b4HMR/6QPuhyzBvIYQQRxpJuoUQQvRJNhL2A533ZU77oCahB1G9PZTnP1Tue6iJsiTRQgghjmSSdAshhBhwB5uwH+i8L3Pah0IC268tpEyT0aH9O1gUlYGqDshrd7jvK4QQQojuSdIthBBiWDvQnPZsJaEHnaDGYjBm/w7Y4XD3O1QIIYQQYtiQpFsIkTWy3YsQPfBIRVmI7sj7hhBiOJKkWwiRFQ6Hgx/84AfZDkOIocfrhUgk21EIMeTI+4YQYrhSsx3AkUz2kBTZJn1QCCGEEEKI7JKkewC0DX2KRqNZjkQc7ZLJJACapmU5EiGEEEIIIY5OMrx8AGiaRjAYpK4uvfqsx+NBUZQD3EsMJtM0SSaTxONxVPXI/O7JNE3q6+vxeDzYbEPvv3oqleKRRx4B4LzzzhuSMQqRFYkELF+ePv7FL8DpzG48QgwR8r4hhBiu5K/VACkuLgbIJN5iaLEsi1gshtvtPqK/EFFVlbKysiH5HE3T5JNPPskcCyH2S6XgN79JH69eLUm3EPvJ+4YQYriSpHuAKIpCSUkJRUVF6Lqe7XBEJ7qu8+KLL/KFL3zhiF4J1eFwHLGVfCGOWHY73HLLZ8dCCCGEGNYk6R5gmqbJfNohSNM0UqkULpfriE66hRDDkMMBP/xhtqMQQgghxGEiJTAhhBBCCCGEEGKASKVbCCGEGEosCxoa0scFBTAE12QQQgghRN9J0i2EEEIMJdEoFBWlj8Nh8HqzG48QQgghDokk3QfJsiwAQqFQliMRB0PXdaLRKKFQSOZ0Z0nblm2Q/n/kcDiyHNGRS/r7MBOJfHYcCoFhZC+WYUj6+5FL3je6kv4ujiZDsb+35YJtuWFPFOtALUS3du/ezejRo7MdhhBCCCGEEEKILNq1axejRo3q8XZJug+SaZpUV1eTk5MzJPdAFr0LhUKMHj2aXbt24ff7sx2OEANK+rs4mkh/F0cT6e/iaDIU+7tlWbS2tlJaWtrrNr0yvPwgqara67cZYnjw+/1D5j+tEANN+rs4mkh/F0cT6e/iaDLU+nsgEDhgG9kyTAghhBBCCCGEGCCSdAshhBBCCCGEEANEkm5xVHI6ndx44404nc5shyLEgJP+Lo4m0t/F0UT6uziaDOf+LgupCSGEEEIIIYQQA0Qq3UIIIYQQQgghxACRpFsIIYQQQgghhBggknQLIYQQQgghhBADRJJucVS65557qKiowOVyceKJJ/LGG29kOyQhDsnKlStRFKXDZeLEiZnb4/E4y5YtIz8/H5/Px7nnnsvevXuzGLEQfffiiy9y9tlnU1paiqIo/PnPf+5wu2VZ3HDDDZSUlOB2u5kzZw6ffPJJhzZNTU1ccMEF+P1+gsEg3/jGNwiHw4P4LITomwP19yVLlnT5ez9v3rwObaS/i+Hitttu44QTTiAnJ4eioiIWLVrEli1bOrTpy2eYnTt3smDBAjweD0VFRaxYsYJUKjWYT6VXknSLo87DDz/MVVddxY033sjbb7/N1KlTmTt3LnV1ddkOTYhDMmnSJGpqajKXl156KXPbd77zHf7617/y6KOP8sILL1BdXc1//dd/ZTFaIfouEokwdepU7rnnnm5vv/3227n77rv55S9/yeuvv47X62Xu3LnE4/FMmwsuuIAPP/yQ9evX89RTT/Hiiy/y3//934P1FIToswP1d4B58+Z1+Hv/xz/+scPt0t/FcPHCCy+wbNkyXnvtNdavX4+u65x55plEIpFMmwN9hjEMgwULFpBMJnnllVd44IEHWLt2LTfccEM2nlL3LCGOMrNmzbKWLVuWOTcMwyotLbVuu+22LEYlxKG58cYbralTp3Z7W3Nzs2W3261HH300c91HH31kAdarr746SBEKcXgA1hNPPJE5N03TKi4utu64447Mdc3NzZbT6bT++Mc/WpZlWf/6178swHrzzTczbZ555hlLURRrz549gxa7EP3Vub9blmVddNFF1sKFC3u8j/R3MZzV1dVZgPXCCy9YltW3zzDr1q2zVFW1amtrM23uvfdey+/3W4lEYnCfQA+k0i2OKslkkrfeeos5c+ZkrlNVlTlz5vDqq69mMTIhDt0nn3xCaWkpY8eO5YILLmDnzp0AvPXWW+i63qHfT5w4kbKyMun3Ytjbtm0btbW1Hfp3IBDgxBNPzPTvV199lWAwyMyZMzNt5syZg6qqvP7664MesxCHavPmzRQVFTFhwgQuu+wyGhsbM7dJfxfDWUtLCwB5eXlA3z7DvPrqq0yePJkRI0Zk2sydO5dQKMSHH344iNH3TJJucVRpaGjAMIwO/ykBRowYQW1tbZaiEuLQnXjiiaxdu5Znn32We++9l23btvH5z3+e1tZWamtrcTgcBIPBDveRfi+OBG19uLe/67W1tRQVFXW43WazkZeXJ/8HxLAzb948fv/737Nx40Z++tOf8sILL3DWWWdhGAYg/V0MX6ZpcuWVV3LyySfzuc99DqBPn2Fqa2u7fQ9ou20osGU7ACGEEIfurLPOyhxPmTKFE088kfLych555BHcbncWIxNCCHE4nX/++ZnjyZMnM2XKFCorK9m8eTOnn356FiMT4tAsW7aMDz74oMOaNEcKqXSLo0pBQQGapnVZ8XDv3r0UFxdnKSohDr9gMMgxxxzD1q1bKS4uJplM0tzc3KGN9HtxJGjrw739XS8uLu6yWGYqlaKpqUn+D4hhb+zYsRQUFLB161ZA+rsYnpYvX85TTz3Fpk2bGDVqVOb6vnyGKS4u7vY9oO22oUCSbnFUcTgczJgxg40bN2auM02TjRs3Mnv27CxGJsThFQ6HqaqqoqSkhBkzZmC32zv0+y1btrBz507p92LYGzNmDMXFxR36dygU4vXXX8/079mzZ9Pc3Mxbb72VafO3v/0N0zQ58cQTBz1mIQ6n3bt309jYSElJCSD9XQwvlmWxfPlynnjiCf72t78xZsyYDrf35TPM7Nmzef/99zt82bR+/Xr8fj/HHXfc4DyRA5Dh5eKoc9VVV3HRRRcxc+ZMZs2axerVq4lEIlx88cXZDk2Ig3b11Vdz9tlnU15eTnV1NTfeeCOapvHVr36VQCDAN77xDa666iry8vLw+/38n//zf5g9ezb/8R//ke3QhTigcDicqeJBevG0d999l7y8PMrKyrjyyiu55ZZbGD9+PGPGjOH666+ntLSURYsWAXDssccyb948li5dyi9/+Ut0XWf58uWcf/75lJaWZulZCdG93vp7Xl4eN910E+eeey7FxcVUVVVxzTXXMG7cOObOnQtIfxfDy7Jly/if//kf/vKXv5CTk5OZgx0IBHC73X36DHPmmWdy3HHH8fWvf53bb7+d2tparrvuOpYtW4bT6czm0/tMtpdPFyIbfv7zn1tlZWWWw+GwZs2aZb322mvZDkmIQ7J48WKrpKTEcjgc1siRI63FixdbW7duzdwei8Wsyy+/3MrNzbU8Ho91zjnnWDU1NVmMWIi+27RpkwV0uVx00UWWZaW3Dbv++uutESNGWE6n0zr99NOtLVu2dHiMxsZG66tf/arl8/ksv99vXXzxxVZra2sWno0Qveutv0ejUevMM8+0CgsLLbvdbpWXl1tLly7tsFWSZUl/F8NHd30dsO6///5Mm758htm+fbt11llnWW632yooKLC++93vWrquD/Kz6ZliWZY1+Km+EEIIIYQQQghx5JM53UIIIYQQQgghxACRpFsIIYQQQgghhBggknQLIYQQQgghhBADRJJuIYQQQgghhBBigEjSLYQQQgghhBBCDBBJuoUQQgghhBBCiAEiSbcQQgghhBBCCDFAJOkWQgghhBBCCCEGiCTdQgghhBBCCCHEAJGkWwghhBBCCCGEGCCSdAshhBBCCCGEEANEkm4hhBBC9Fl9fT3FxcXceuutmeteeeUVHA4HGzduzGJkQgghxNCkWJZlZTsIIYQQQgwf69atY9GiRbzyyitMmDCBadOmsXDhQu66665shyaEEEIMOZJ0CyGEEKLfli1bxoYNG5g5cybvv/8+b775Jk6nM9thCSGEEEOOJN1CCCGE6LdYLMbnPvc5du3axVtvvcXkyZOzHZIQQggxJMmcbiGEEEL0W1VVFdXV1Zimyfbt27MdjhBCCDFkSaVbCCGEEP2STCaZNWsW06ZNY8KECaxevZr333+foqKibIcmhBBCDDmSdAshhBCiX1asWMFjjz3Ge++9h8/n49RTTyUQCPDUU09lOzQhhBBiyJHh5UIIIYTos82bN7N69WoefPBB/H4/qqry4IMP8ve//51777032+EJIYQQQ45UuoUQQgghhBBCiAEilW4hhBBCCCGEEGKASNIthBBCCCGEEEIMEEm6hRBCCCGEEEKIASJJtxBCCCGEEEIIMUAk6RZCCCGEEEIIIQaIJN1CCCGEEEIIIcQAkaRbCCGEEEIIIYQYIJJ0CyGEEEIIIYQQA0SSbiGEEEIIIYQQYoBI0i2EEEIIIYQQQgwQSbqFEEIIIYQQQogBIkm3EEIIIYQQQggxQP4/0a9yUjPkdXQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting planet 599\n",
      "The fit as expected with no_breakpoints = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 63%|██████▎   | 698/1100 [02:12<01:07,  5.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0047  → fitted depth ~ 0.0025, difference: 0.00222\n",
      "Fitted U: u1=0.117, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▍   | 713/1100 [02:14<00:57,  6.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0082  → fitted depth ~ 0.0026, difference: 0.00559\n",
      "Fitted U: u1=0.000, u2=0.958\n"
     ]
    },
    {
     "data": {
      "image/png": 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SpG7G5XIxZIgJgNWrq1QrSUREmuTAGkklJb0BGDu2637J1sDtbmjMmJ6sWgVHHXURd955vhIkERFpklCNJLe7iLffTgJgyJDIxtSWlCR1Q6F/6NLSPig/EhGR5nC5XOzZEzx59OwJPXpEOKA2pO62biiUJG3YENk4RESkcwqdP7pyKxIoSeqWlCSJiMihUJIkXdbgwcHrPXvg88+/V40kERFpErfbzapVq/juu1Jg//mkq9KYpG4oLg4cjmq8Xjt//etrDBiwV1W3RUSkUbWrbS9ZcjcwkvT0SEfVttSS1A253W5stu0A9Ox5lKpui4hIow6stl1a2hOA2NhdEY6sbSlJ6oY8Hg9RUaHlSXqo6raIiDSqdrVts9lCWVkyAHFxuyMcWdtSktQNOZ1OkpKCZeT37k1U1W0REWlU7WrbJSVR1NQEq2wffnhChCNrW0qSuiGXy8VJJw0AwO02q+q2iIg0qna17e++2wtAz55VDB7ctc8bGrjdTU2cOIznnoOkpEzuueceJUgiItKoULXtN9+sYcECGDo0KtIhtTklSd3UgGBDErt2xeFyxUU2GBER6RRcLhem4PKf4fNIV6butm4q9M+9cydUVkY2FhER6Ty2bAleK0mSLqtnz2C9JICtWyMbi4iIdB7dKUlSd1s3ZTJB//6wdi2sWLGLiortOJ1OjU0SEZGDuN1uPB4PTqeTrVuD54n+/SMcVDtQktSNDRgQTJKeffZj+vT5GIfDocrbIiJSR+1K2w6Hgw0bngXs3aIlSd1t3VhycnDtndLSHmRkZKjytoiI1HFgpe3qaivFxcEaSd2hJUlJUjeWmFiy71YaFotFlbdFRKSO2pW2LRYLCQnDAIiJ8eNwRDi4dqAkqRsbNChY42LXrij8fr8qb4uISB21K237/X42bfIBkJoaCJcC6MqUJHVjRxwRXKCwvLwHeXl5qrwtIiJ11K60nZeXR0VF8LwxYIAtwpG1Dw3c7sZCuVAgkMqMGTM0u01ERA4SqrTt8XjIyUln0aL954+uTi1J3VhaWvDa6zUzdGimEiQREamXy+UiMzOTkpLgQKTQ+aOrU5LUjSUmQnx88HZ+fmRjERGRji90rugu36mVJHVjJtP+bwOa9S8iIj8ndK5QS5J0C6FvA2pJEhGRn6OWJOlW1JIkIiJNUVMDBQXB292lJUmz27q50LeBdetKWbVqo2a4iYhIHaF126qrUwgE+mK1QkpKpKNqH0qSurnQt4FPP/2R0tKZWr9NRETCaq/bVlV1FHA7qalg7ib9UN3kbUpDoqN3A1BWlqT120REJOzAddtKS4PT/1NSqiIcWftRktTNxcTsAaCqKlnrt4mISNiB67bZbOkAJCVVRDawdqQkqZsbOjRYKKm0NI6amoDWbxMREeDgddsKCgwA+ve3RDiy9qMkqZvLzEzFZDIwDAvffZev9dtERASob922JACGDEmIbGDtSAO3uzmbDZKTTezaBZMn38q4cXFKkEREBKi7btuNNw5j/Xro0yfSUbUfJUlC376waxc4HMO6TYEwERFpGpfLhcvlYu/e4P2+fSMaTrtSd5uEvxWEioSJiIgcKHSO6E4tSUqSJPwPv2NHZOMQEZGOye+HwsLgbSVJ0q2Emk7VkiQiIvXZtQsCgWARyV69Ih1N+1GSJOpuExGRRoXODykpYOk+FQCUJIm620REpHGh80N36moDJUmCuttERKRxofNDd5rZBioBINTtbgut9ux0OlUvSUSkG6t9PigoCJ4PultLkpIkCf/Te70wY8b9lJXtxuFwkJ2dTVZWVmSDExGRdpebm0tOTg5erxeHw8Hu3XcB/btdkqTuNiExEaKigmvylJUlkJGRQSAQICcnB7fbHeHoRESkPbndbnJycggEAuHzwXff7QS6X3ebkiTBZILk5GoA4uOHYLFYSEtLw+v14vF4IhydiIi0J4/Hg9frJS0tLXw+KCmJA7pfd5uSJAH2/+Nv2VKN3+8nPz8fh8OB0+mMbGAiItKunE4nDoeD/Pz88Pmgujp4LlCSJN1S//5RAFRWJpGXl4fZbCY7O1uDt0VEuhmXy0V2djZmszl8PvD5umeSpIHbAuzvZx4z5jyuuOIIzW4TEenGsrKyGD58OB6Ph+joZF56KZgudLcxSUqSBNj/7aCsLJHMzMzIBiMiIhHncrlwuVxs2BC8HxcH8fGRjam9qbtNAC1NIiIi9QudF7pbVxsoSZJ9VHVbRETq012rbYOSJNlH67eJiEh9uuu6baAkSfYJ/fPv3AmBQGRjERGRjkPdbRH0zDPPkJ6eTnR0NGPHjuWrr75qcFufz8df//pXBg8eTHR0NJmZmcybN6/ONiUlJdx4440MGDCAmJgYjj/+eJYvX15nm9LSUq6//npcLhcxMTEcfvjhPPfcc23y/jqL3r2D1zU1sGdPZGMREZGOQ91tEZKTk8O0adO4++67+eabb8jMzGTSpEkUFhbWu/2MGTN4/vnneeqpp1izZg1Tp07l/PPPZ+XKleFtrrrqKnJzc5k1axbff/89EydOZMKECeTn54e3mTZtGvPmzWP27NmsXbuWG2+8keuvv54PP/ywzd9zR2WzQXJy8La63EREJKQ7d7dhRNCYMWOM6667Lnzf7/cbqampxsyZM+vdvm/fvsbTTz9d57ELLrjAuPTSSw3DMIzy8nLDYrEYc+fOrbPN0Ucfbdxxxx3h+yNGjDD++te/NrrNz/F6vQZgeL3eJj+noxs50jDAMP71r0Lj22+/NbZt2xbpkEREJAK2bdsWPg8cdVTw3PDxx5GOqnU05/wdsTpJ1dXVrFixgunTp4cfM5vNTJgwgSVLltT7nKqqKqKjo+s8FhMTw+LFiwGoqanB7/c3ug3A8ccfz4cffsiVV15JamoqCxcu5Mcff+Sxxx5rMN6qqiqqqqrC94uLi5v+ZjuJvn3hhx/g+ec/ICVlPg6Hg+zsbLKysiIdmoiItJPc3FxycnLwer04HA62bHkGiFJ3W3vavXs3fr+f3qHBMPv07t2bggbmoU+aNIlHH32U9evXEwgEyM3N5d1332XHvrbAhIQExo0bx7333sv27dvx+/3Mnj2bJUuWhLcBeOqppzj88MNxuVzY7XbOOOMMnnnmGU4++eQG4505cyYOhyN86devXyvshY4lMbEMgPLyxPDKzzk5Objd7ghHJiIi7cHtdpOTk0MgECAjI4OaGoOiIhvQPbvbIj5wuzmeeOIJhg4dSkZGBna7neuvv54rrrgCs3n/25g1axaGYZCWlkZUVBRPPvkkl1xySZ1tnnrqKZYuXcqHH37IihUreOSRR7juuuv43//+1+Dvnj59Ol6vN3zZtm1bm77XSIiPDyZJFsv+lZ+9Xi8ejyfCkYmISHvweDx4vV7S0oLngR49hmIYZkwmg169Ih1d+4tYd1tycjIWi4WdO3fWeXznzp30aSBd7dWrF++//z6VlZV4PB5SU1O57bbbGDRoUHibwYMHs2jRIsrKyiguLqZv375kZ2eHt6moqOD222/nvffe4+yzzwbgyCOP5Ntvv+Xhhx9mwoQJ9f7uqKgooqKiWuOtd1gDBtgBKCy0hld+djgcOJ3OCEcmIiLtwel04nA4yM/PJy0tjU2bKgBITg5gtVoiHF37i1hLkt1uZ/To0SxYsCD8WCAQYMGCBYwbN67R50ZHR5OWlkZNTQ3vvPMOv/jFLw7aJi4ujr59+1JUVMT8+fPD2/h8Pnw+X52WJQCLxUKgmxcIGjYsCYDKSkd45efs7GwtdCsi0k24XC6ys7Mxm83k5eVRVZUEQN++3S9BgggvcDtt2jQuu+wyjjnmGMaMGcPjjz9OWVkZV1xxBQBTpkwhLS2NmTNnArBs2TLy8/MZNWoU+fn53HPPPQQCAW699dbwa86fPx/DMBg2bBgbNmzglltuISMjI/yaiYmJjB8/nltuuYWYmBgGDBjAokWL+Oc//8mjjz7a/juhAwkND0tIGMyMGTNwOp1KkEREupmsrCyGDx+Ox+Nh4cJ+zJ+///zQ3UQ0ScrOzmbXrl3cddddFBQUMGrUKObNmxcezL1169Y6LT6VlZXMmDGDTZs2ER8fz1lnncWsWbNISkoKb+P1epk+fTput5uePXty4YUXcv/992Oz2cLbzJkzh+nTp3PppZeyZ88eBgwYwP3338/UqVPb7b13RKEPwZ49NjIzMyMbjIiIRIzL5cLlchEaqpuSEtl4IsVkGIYR6SA6o+LiYhwOB16vl8TExEiH0yoKC4OJkskE1dVgjWgKLSIikfbnP8NDD8Gf/gRdpbOlOefvTjW7TdqW0wlmMxgG7NoV6WhERCTSQnOrumtLkpIkCbNY9i9N0sDKMCIi0o2EzgVKkkTYPy7pgMoMIiLSDYWSpO46cFtJktShJElERELUkiRSS+iDoO42EZHuzTCUJClJkjrUkiQiIgDFxRBa1707LkkCSpLkAKEkSS1JIiLdW+g8EB8PsbGRjSVSVAlH6gg1qW7ZUsmqVetUdVtEpJtxu914PB42beoLpHTbrjZQkiQHCLUkff/9Tu677z4cDgfZ2dlkZWVFNjAREWlzubm55OTk4PV6KSo6Bbiu285sA3W3yQEMIzgYqaIigYyMDAKBADk5Objd7ghHJiIibcntdpOTk0MgECAjI4Py8ngAEhIqIhxZ5ChJkjqsVg8AlZWJmM0W0tLS8Hq9eDyeCEcmIiJtyePx4PV6SUtLw2KxYLMFh1rEx5dHOLLIUZIkdQwZElzHJhCwUlZmIz8/H4fDgdPpjHBkIiLSlpxOJw6Hg/z8fPx+f3jgdlqarfEndmFKkqSOwYNdxMX5APj++0LMZjPZ2dkavC0i0sW5XC6ys7Mxm83k5eVRVRX80hz68twdaeC2HCQtzcaPP8LFF/+BSZOilSCJiHQTWVlZDB8+HI/Hw9SpGfz0U/ctJAlKkqQevXvDjz9CYuIQlB+JiHQvLpcLl8uF1xu8r9ltIrWEvjWo6raISPcVOgd055YkJUlyEC1NIiLSvfl8sGdP8LaSJJFatMitiEj3tnt38Npshp49IxtLJClJkoOoJUlEpHsLfUlOTgaLJbKxRJKSJDmIFrkVEeneQsf/7jxoG5QkST00cFtEpHvToO0gJUlyEHW3iYh0b6GWpO6eJKlOkhwklCSVlcGPP+ZTUbEbp9OpopIiIl2Y2+3G4/HgdDopLAwe75UkiRwgPh6io6GyEu688ykCgY04HA6ys7PJysqKdHgiItLKcnNzycnJwev14nA4cLv/AqR1+yRJ3W1yEJMJkpNrACgvjycjI4NAIEBOTg5utzvC0YmISGtyu93k5OQQCATCx/s1a4I1AJQkidTD4agGIDZ2IBaLhbS0NLxeLx6PJ8KRiYhIa/J4PHi9XtLS0sLH+9LSOECz25QkSb369jUB4Hb78Pv95Ofn43A4cDqdEY5MRERak9PpxOFwkJ+fHz7eV1f3ANSSpCRJ6jVgQAwAVVUO8vLyMJvNZGdna/C2iEgX43K5yM7Oxmw2k5eXh8lkxudLApQkaeC21Cv0wTjyyAn88Y+DNLtNRKQLy8rKYvjw4Xg8HqKiknn55WCZbSVJIvXYXwYggczMzMgGIyIibc7lcuFyudi4MXg/Nhbi4iIbU6Spu03qpUVuRUS6J1Xb3k9JktRLVbdFRLonrdu2n5IkqZcWuRUR6Z60JMl+SpKkXqEPh8cDPl9kYxERkfajJGk/JUlSL6cTLMHJDezaFdlYRESk/ShJ2k9JktTLbIZevYK31eUmItJ9KEnaT0mSNCj0AdHgbRGR7iN0zNfAbSVJ0ggN3hYR6X7UkrSfiklKg0IfkHXr9rJq1RZV3RYR6aLcbjcejwen00lhYfA4ryRJSZI0ItSS9OGHS1m37iUcDgfZ2dlkZWVFNjAREWk1ubm55OTk4PV6SUjogcfzPGBSkoS626QR0dF7ASgvTyAjI4NAIEBOTg5utzuygYmISKtwu93k5OQQCATIyMigoiIWwzBhMhk4nZGOLvKUJEmDoqKKATCMFCwWC2lpaXi9XjweT4QjExGR1uDxePB6vaSlpWGxWEhIGAJAUpIfq/qalCRJwwYOjAVg7147fr+f/Px8HA4HTn29EBHpEpxOJw6Hg/z8fPx+P1u3VgLQq5cR4cg6BiVJ0qARI5IBqKxMJC8vD7PZTHZ2tgZvi4h0ES6Xi+zsbMxmM3l5eVRVJQKQlmaLcGQdgxrTpEGhQXvV1UncfvsMevXS7DYRka4mKyuL4cOH4/F4eO+9ASxcqJltIWpJkgaFPiQ1NSYGDMhUgiQi0kW5XC4yMzOpqkoClCSFKEmSBtntkJQUvK2q2yIiXV9BQfBa1baDlCRJo0IfFCVJIiJdX+hY36dPZOPoKJQkSaO0NImISPehddvqUpIkjdIityIi3YeSpLqUJEmj1JIkItI9BALqbjuQkiRplMYkiYh0D0VFUFMTvK3ZbUFKkqRR6m4TEekeQsf5pCSIiopoKB2GkiRplLrbRES6B3W1HUwVt6VRtVuS3G43Ho8Hp1OVt0VEuoLax/WCguBxXYO291OSJI0KfVi2b/dzzz334PV6cTgcZGdnk5WVFdngRESkxXJzc8nJyQkf1222W4BhSpJqUXebNCr0YamqslBVZSUjI4NAIEBOTg5utzuywYmISIu43W5ycnIIBALh4/qXX24E1N1Wm5IkaVRcHERHBwBwOA7DYrGQlpaG1+vF4/FEODoREWkJj8eD1+slLS2t1nE9BlB3W21KkqRRJhP06hVMkjZvLsfv95Ofn4/D4cDpdEY4OhERaQmn04nD4SA/Pz98XPf7kwElSbUpSZKflZoaHLpWVZVEXl4eZrOZ7OxsDd4WEemkXC4X2dnZmM3m8HE9OnoAoO622jRwW35WaIbbhAmXcsYZJ2l2m4hIF5CVlcXw4cPDs9uOOy4RUEtSbUqS5GeFPjA+Xw8yM3tENhgREWk1LpcLl8tVZ0kSJUn7qbtNfpaqbouIdG1akqR+zU6SKisrG/zZjh07DikY6ZhUdVtEpGsLfQnu0UNLktTW7CTp6KOP5ttvvz3o8XfeeYcjjzyyNWKSDkaL3IqIdG0FBcFrdbXV1ewk6ZRTTuG4447jwQcfBKCsrIzLL7+cyZMnc/vtt7d6gBJ56m4TEenatG5b/Zo9cPvZZ5/l7LPP5qqrrmLu3Lns2LGD+Ph4vvrqK0aOHNkWMUqEqbtNRKRr06Dt+rVodtuZZ57JBRdcwN///nesVisfffSREqQuLPSh2bMHfD6w2SIbj4iItC4lSfVrdnfbxo0bGTduHHPnzmX+/PnceuutnHfeedx66634fL62iFEirEcPsFiCt9WaJCLS9YTGJKm7ra5mJ0mjRo1i4MCBrFq1iqysLO677z4+/fRT3n33XcaMGdPsAJ555hnS09OJjo5m7NixfPXVVw1u6/P5+Otf/8rgwYOJjo4mMzOTefPm1dmmpKSEG2+8kQEDBhATE8Pxxx/P8uXLD3qttWvXct555+FwOIiLi+PYY49l69atzY6/OzCb949LUpIkItL1qCWpfs1Okp599lnmzJlDUlJS+LHjjz+elStXcvTRRzfrtXJycpg2bRp3330333zzDZmZmUyaNInCBs7EM2bM4Pnnn+epp55izZo1TJ06lfPPP5+VK1eGt7nqqqvIzc1l1qxZfP/990ycOJEJEyaQn58f3mbjxo2ceOKJZGRksHDhQr777jvuvPNOoqOjm7czupFQkvTDD7tYtWoVbrc7sgGJiMghcbvd4eO5kqT6mQzDMCL1y8eOHcuxxx7L008/DUAgEKBfv3784Q9/4Lbbbjto+9TUVO644w6uu+668GMXXnghMTExzJ49m4qKChISEvjggw84++yzw9uMHj2aM888k/vuuw+AX//619hsNmbNmtXi2IuLi3E4HHi9XhITE1v8Op3FpEnw3//CySe/RErKPBwOB9nZ2WRlZUU6NBERaabc3FxycnLwer04HA4++OBpdu+O5uuvYfToSEfXtppz/m72wO1//vOfDf7MZDIxefLkJr1OdXU1K1asYPr06eHHzGYzEyZMYMmSJfU+p6qq6qDWnpiYGBYvXgxATU0Nfr+/0W0CgQAff/wxt956K5MmTWLlypUMHDiQ6dOn88tf/rLBeKuqqqiqqgrfLy4ubtL77CoSEsqAOMrLE8jIyCA/P5+cnByGDx+uddxERDoRt9tNTk4OgUCAjIwM3O7teDzBdEAtSXU1O0n64x//WOe+z+ejvLwcu91ObGxsk5Ok3bt34/f76X3AX6R3797k5eXV+5xJkybx6KOPcvLJJzN48GAWLFjAu+++i9/vByAhIYFx48Zx7733Mnz4cHr37s0bb7zBkiVLGDJkCACFhYWUlpbywAMPcN999/Hggw8yb948LrjgAj799FPGjx9f7++eOXMmf/nLX5r03rqiuLhgkmS1pmKxrCEtLY28vDw8Ho+SJBGRTsTj8eD1esnIyMBisdCz52AMI5gOaEmSupo9JqmoqKjOpbS0lHXr1nHiiSfyxhtvtEWMYU888QRDhw4lIyMDu93O9ddfzxVXXIHZvP9tzJo1C8MwSEtLIyoqiieffJJLLrkkvE0gEADgF7/4BX/6058YNWoUt912G+eccw7PPfdcg797+vTpeL3e8GXbtm1t+l47mn797ADs2mXG7/eTn5+Pw+HA6XRGODIREWkOp9OJw+EgPz8fv9/PTz+VA5CU5Mduj3BwHUyrLHA7dOhQHnjggYNamRqTnJyMxWJh5wFlnHfu3EmfBuYg9urVi/fff5+ysjK2bNlCXl4e8fHxDBo0KLzN4MGDWbRoEaWlpWzbto2vvvoKn88X3iY5ORmr1crhhx9e57WHDx/e6Oy2qKgoEhMT61y6k8MOSwKgsjKRvLw8zGYz2dnZakUSEelkXC4X2dnZmM1m8vLyqKxMAqBvX0tkA+uAWlRMst4XslrZvn17k7e32+2MHj2aBQsWhMcCBQIBFixYwPXXX9/oc6Ojo0lLS8Pn8/HOO+9w8cUXH7RNXFwccXFxFBUVMX/+fB566KHw7z322GNZt25dne1//PFHBgwY0OT4u5tQ3pqQcBgzZszA6XQqQRIR6aSysrIYPnw4Ho+Hzz5z8Z//qEZSfZqdJH344Yd17huGwY4dO3j66ac54YQTmvVa06ZN47LLLuOYY45hzJgxPP7445SVlXHFFVcAMGXKFNLS0pg5cyYAy5YtIz8/n1GjRpGfn88999xDIBDg1ltvDb/m/PnzMQyDYcOGsWHDBm655RYyMjLCrwlwyy23kJ2dzcknn8ypp57KvHnz+Oijj1i4cGFzd0e3EcqHCgrsZGZmRjYYERE5ZC6XC5crmCAB9OsX2Xg6omYnSQfOADOZTPTq1YvTTjuNRx55pFmvlZ2dza5du7jrrrsoKChg1KhRzJs3LzyYe+vWrXXGG1VWVjJjxgw2bdpEfHw8Z511FrNmzapTs8nr9TJ9+nTcbjc9e/bkwgsv5P7778dWay2N888/n+eee46ZM2dyww03MGzYMN555x1OPPHE5u6ObiP04dm7F0pLIT4+ouGIiEgrCQ2xVZJ0sIjWSerMuludJICkJPB6Yc0aGD480tGIiEhrOO88+OgjeO45uOaaSEfT9ppz/m6VgdvSPYS+ZXSziX0iIl2aWpIa1qTutmnTpjX5BR999NEWByMdW79+8MMPSpJERLoSJUkNa1KS9MorrzBy5EisVismk4mGeuhMJlOrBicdi1qSRES6lvJy8HiCt5UkHaxJSZLX6+Wdd94hJSWFQYMGsXz5chUR7IaUJImIdC2htcrj4sDhiGwsHVGTxiT16NGDn376CYDNmzeHq1ZL9xIqA6AkSUSka6jd1abOoIM1qSXpwgsv5OSTTyY1NRWTycQxxxyDxVJ/Zc5Nmza1aoDScaglSUSka9F4pMY1KUn6xz/+wQUXXMCGDRu44YYbuPrqq0lISGjr2KSDqZ0kbdvmZs8ejypvi4h0Mm63G48nePzeti14/FaSVL8mF5M844wzAFixYgV//OMflSR1Q6FcqKwMbr/9QSorC3A4HGRnZ5OVlRXZ4ERE5Gfl5uaSk5OD1+vF4XCwY8c9gEtJUgOaXSfplVdeUYLUTcXGQo8efgBKSnqQkZFBIBAgJycHd2j0n4iIdEhut5ucnBwCgUD4+P3dd0WAWpIaomKS0iypqVUA2GwZWCwW0tLS8Hq9eEJzSEVEpEPyeDx4vV7S0tLCx++9e4Mz1QcNinBwHZSSJGmWoUOD15s3W/H7/eTn5+NwOFQSQkSkg3M6nTgcDvLz8/H7/WzbtoOyshRg/7Fd6lKSJM1y5JGxAJSU9CYvLw+z2Ux2drYGb4uIdHAul4vs7GzMZjN5eXmUl/fCMKxER0NqaqSj65iaPHBbBGDIkOC10zmWGTOSNLtNRKQTycrKYvjw4Xg8Hr7/PpW33oLBg8GsJpN6KUmSZgk1yW7bFk1mZmZkgxERkWZzuVy4XC4WLw7eV1dbw5Q7SrOEWpK2bYOKisjGIiIiLbd+ffA6dFyXgylJkmZxOvev76Pi6iIindeGDcFrJUkNU5IkzWIy7W+aDX3ARESk8wkdw9Xd1jAlSdJsoW8doaZaERHpXGpq9vcGqCWpYUqSpNmUJImIdG5bt4LPB1FR+5eckoMpSZJmy8gIXq9dG9k4RESkZULH78MO0/T/xmjXSLMdfnjwes2ayMYhIiItEzp+h47nUj8lSdJsw4YFB3B7PPDppz9ocVsRkU7C7XazatUqvv66DFCS9HNUTFKaLTYW+vQpZ8eOWP7yl7cYMiSf7OxssrKyIh2aiIg0IDc3l5ycHLxeL4sWPQAMVpL0M9SSJM3mdruxWoOjtmNjRxMIBMjJyVGLkohIB+V2u8nJySEQCDBsWAZ79wYXa+vZsyDCkXVsSpKk2TweDzExmwHYvbs3aWlpeL1ePB5PZAMTEZF6eTwevF4vaWlplJf3wOeLwWTyk5hYGOnQOjQlSdJsTqeT3r2DCdGuXcnk5+fjcDhwOp0RjkxEROrjdDpxOBzk5+ezc2dPABITC+nTp2eEI+vYlCRJs7lcLi66aAQABQU9MJvNZGdn41KxDRGRDsnlcpGdnY3ZbGb1agOAI44w67j9M0yGYRiRDqIzKi4uxuFw4PV6SUxMjHQ47a6kBEJv+7vvtnPEEamRDUhERH6W2+3mhhtieO89JzNmwL33Rjqi9tec87dakqRFEhJg4MDg7d27lSCJiHQGLpcLtzs4NOLIIyMcTCegJElaLDMzeP3dd5GNQ0REmsbvhx9+CN4OHcOlYUqSpMVCH7BVqyIbh4iINM2GDVBREax3N3hwpKPp+JQkSYuFmmqVJImIdA6h4/XIkWCxRDaWzkBJkrRYqCVp9WqoqYlsLCIi8vNCSZK62ppGSZK02MCBEB8PVVXw44+RjkZERH5OaAypkqSmUZIkLWY2wxFHBG+ry01EpOMLHas1s61plCTJIRk1Knj9zTcRDUNERH7G7t2wbVvwtpKkplGSJIfkmGOC1ytWRDYOERFpXOg4fdhh4HBENpbOQkmSHBKXaycAX38dIBCIcDAiItKgBQu8AAwfXh7hSDoPJUnSYrm5ucyZcxdmczUlJWZee+2LSIckIiL1yM3N5c03NwKwY8dH5ObmRjiizkFJkrSI2+0mJycH8NG3b7A16Z//XI3b7Y5sYCIiUkfoeL179wAAnM6fyMnJ0fG6CZQkSYt4PB68Xi9paWmkpu4AID+/Lx6PJ8KRiYhIbR6Ph507DcrKnIDByJE1eL1eHa+bQEmStIjT6cThcJCfn0/v3sFvIyUlh+F0OiMcmYiI1OZ0OqmuPmLf7d3s3r0Jh8Oh43UTKEmSFnG5XGRnZ2M2m6mq+hyAoqIh9O7tinBkIiJSm8vlIiXlXADi4tZiNpvJzs7G5dLx+udYIx2AdF5ZWVkMHz6cXbs8fPVVAK/XwnffwejRkY5MRERq27UruJrtpZcO4tpr71GC1ERqSZJD4nK5OOqoTI4/Pviv9IUmuImIdCiBACxdGrz9q1+5lCA1g5IkaRXHHx+8VpIkItKxrFsHXi/ExOxfSkqaRkmStIoTTghef/llZOMQEZG6Qq1Ixx4LNltkY+lslCRJqxgzBiwWcLth69ZIRyMiIiFLlgSvjzsusnF0RkqSpFXExe1f7FZdbiIiHUeohV9JUvMpSZJWoy43EZGOxeOB1auDt0PHaGk6JUnSakIfQLUkiYh0DKHj8bBhkJIS2Vg6IyVJ0mpCM9xWrYKSksjGIiIi8Hmw1i8nnRTZODorJUnSKtxuNx7PKtLSaggE4KuvIh2RiIiEkqT09K1a0LYFVHFbDllubi45OTl4vV6iom4GxvLFF3D66ZGOTESk+yorg6+/DgBmvvjiAX76qZrs7GyysrIiHVqnoZYkOSRut5ucnBwCgQAZGRmkpKwH4L//rYxwZCIi3duHH+7C7zcTG7uHo492EggEyMnJUYtSMyhJkkPi8Xjwer2kpaVhsVgYNWoPAMuX26moiHBwIiLd2H//awAwZMhmrFYLaWlpeL1ePB5PhCPrPJQkySFxOp04HA7y8/Px+/1UVn5LbOweqqvNLF4c6ehERLqvFSuSAEhK+hq/309+fj4OhwOn0xnZwDoRJUlySFwuF9nZ2ZjNZvLy8rBYzJxwQrCr7X//i3BwIiLd1O7d8MMPdgDS0vLIy8vDbDaTnZ2tBW6bQQO35ZBlZWUxfPhwPB4PTqeTRYtSyc1VkiQiEimffAKGASNHwkMPTQsfn5UgNY+SJGkVLpcr/OELzWpbuTL4bSY5OYKBiYh0Q6EvqVlZdY/P0jzqbpNW16dP8NuLYQS/zYiISPsxDMjNDd6eMCGysXR2SpKkTYTKcKjLTUSkfW3aBJs3g80GJ58c6Wg6NyVJ0iZC315yc4PfakREpH2EWpHGjYP4+MjG0tkpSZI2cfLJwW8xmzcHv9WIiEj7CLXgq6vt0ClJklbjdrtZtWoVbreb+PjgtxjY/61GRETalt+/fyxoVlbd47I0n2a3SauovX6bw+EgOzubSZOy+OwzmDsXpk6NdIQiIl3fl19CURH06AF79/6PF1+cU+e4rHXbmkctSXLIDly/LbQ+0JgxBUCw6besLMJBioh0Ax9+GLw+9dQy3n57zkHHZbUoNY+SJDlkB67fFlofKDl5JwMHQlUV/Pe/kY5SRKRrMwz44IPg7eOO21XvcVnrtjWPkiQ5ZAeu3xZaHyg52ckvfhHcJvTtRkRE2sa6dbB+PdjtcO65tnqPy1q3rXk6RJL0zDPPkJ6eTnR0NGPHjuWrr75qcFufz8df//pXBg8eTHR0NJmZmcybN6/ONiUlJdx4440MGDCAmJgYjj/+eJYvX97ga06dOhWTycTjjz/eWm+pWzlw/bba6wOdd15wm7lzgwMKRUSkbYRakU49FTIy0ho8LkvTRXzgdk5ODtOmTeO5555j7NixPP7440yaNIl169aRkpJy0PYzZsxg9uzZvPDCC2RkZDB//nzOP/98vvzyS4466igArrrqKn744QdmzZpFamoqs2fPZsKECaxZs4a0tLQ6r/fee++xdOlSUlNT2+X9dlUHrt8W+iCeeGJwAOHu3bBkSfC+iIi0vlCLfagFv6HjsjSDEWFjxowxrrvuuvB9v99vpKamGjNnzqx3+759+xpPP/10nccuuOAC49JLLzUMwzDKy8sNi8VizJ07t842Rx99tHHHHXfUecztdhtpaWnGDz/8YAwYMMB47LHHmhy31+s1AMPr9Tb5Od3VpZcaBhjGzTdHOhIRka6poMAwTKbgsXbbtkhH07E15/wd0e626upqVqxYwYRaFa/MZjMTJkxgyZIl9T6nqqqK6OjoOo/FxMSwePFiAGpqavD7/Y1uAxAIBJg8eTK33HILI0aM+NlYq6qqKC4urnORptG4JBGRtvXxx8GB26NHgxqMWk9Ek6Tdu3fj9/vp3bt3ncd79+5NQUFBvc+ZNGkSjz76KOvXrycQCJCbm8u7777Ljh07AEhISGDcuHHce++9bN++Hb/fz+zZs1myZEl4G4AHH3wQq9XKDTfc0KRYZ86cicPhCF/69evXwnfd/UyaFKy+/eOPkJcX6WhERLqe0Hik0DhQaR0dYuB2czzxxBMMHTqUjIwM7HY7119/PVdccQVm8/63MmvWLAzDIC0tjaioKJ588kkuueSS8DYrVqzgiSee4NVXX8VkMjXp906fPh2v1xu+bNu2rU3eX1eUmAinnx68/fbbkY1FRKSrKS6G+fODt0Mt99I6IpokJScnY7FY2LlzZ53Hd+7cSZ8+fep9Tq9evXj//fcpKytjy5Yt5OXlER8fz6BBg8LbDB48mEWLFlFaWsq2bdv46quv8Pl84W0+//xzCgsL6d+/P1arFavVypYtW7jppptIT0+v9/dGRUWRmJhY5yL1q68MfnZ28PqNN7TgrYhIa3r//WA9uowMOPLI4GNajqR1RHR2m91uZ/To0SxYsIBf/vKXQHCs0IIFC7j++usbfW50dDRpaWn4fD7eeecdLr744oO2iYuLIy4ujqKiIubPn89DDz0EwOTJk+uMg4JgN97kyZO54oorWufNdVP1LU+SlZXF+ecHlyZZswa+/37/B1lERA7NG28Ery+5BEymho/D0nwRLwEwbdo0LrvsMo455hjGjBnD448/TllZWThZmTJlCmlpacycOROAZcuWkZ+fz6hRo8jPz+eee+4hEAhw6623hl9z/vz5GIbBsGHD2LBhA7fccgsZGRnh13Q6nQcV1LLZbPTp04dhw4a10zvveg5cniQ/P5+cnByGDx+Oy+XirLPgvfeCH2glSSIih27Xrv2LiF9yyc8fh6V5Ij4mKTs7m4cffpi77rqLUaNG8e233zJv3rzwYO6tW7fWGXBdWVnJjBkzOPzwwzn//PNJS0tj8eLFJCUlhbfxer1cd911ZGRkMGXKFE488UTmz5+PzWZr77fXrTS0PEmoDP4llwS3mzNHXW4iIq3h7beDhXpHj4ahQ3/+OCzNE/GWJIDrr7++we61hQsX1rk/fvx41qxZ0+jrXXzxxfV2vzVm8+bNzdpeDlZ7eZK0tLSDyuCfcw7Ex8PmzbB0KYwbF9l4RUQ6u9pdbfDzx2Fpnoi3JEnX0djyJAAxMbBv6Fn4gy0iIi2zbRt8/nlwHFJocszPHYeleUyGoY6PliguLsbhcOD1ejXT7QBut7vBMvj//jecfTb07g1uN1g7RFumiEjn8/DDcMstcPLJsGhR3Z81dhzu7ppz/tYpSlqdy+Vq8EOZlQVOJ+zcGRxseOaZ7RyciEgXYBjw2mvB26GuttoaOw5L06m7TdqVzQaTJwdvv/hiZGMREemsli+HH36A6Gj49a8jHU3XpSRJ2t1vfxu8/vDDYIuSiIg0T+hL5kUXQa3J3dLKlCRJm2is2uvIkXDccVBTA//8ZwSCExHpxEpL909+ueqqg3+uatutR2OSpNU1pdrrVVcFywC8+CLcfHNwdoaIiPy8N98MJkpDh8JJJ9X9maptty61JEmrOrDaayAQICcn56BvNNnZwZpJP/4IixdHKFgRkU4o1NV21VV1v2A29fgrTackSVpVU6u9xsfvH2yoAdwiIk2zejUsWRIsnzJlSt2fqdp261OSJK2qdrVXv9/faLXXUF/6m2/C7t3tHKiISCf0/PPB63POgT596v6sOcdfaRolSdKqmlPtdcwYOPpoqKyEF16IQLAiIp3I3r3w8svB29ddd/DPVW279anidgup4nbjmlrtddasYJNxampwTTetQSwiUr9HH4WbboIRI+D77xue8KJq241rzvlbSVILKUlqHVVVMGBAsF7S66/XXzlWRKS7q6mBIUNgyxb4xz/g6qsjHVHn1Zzzt7rbJKKiouDaa4O3H3ssWGpfRETq+vDDYILkdML/+3+Rjqb7UJIkbaapBc2mTgW7PVhmf+nSdgpORKQTefzx4PU110BMTMPbqZBk61IxSWkTzSlolpICl14Kr7wSbE0aN66dgxUR6cBWrIDPPw9O+w+1vNdHhSRbn1qSpNW1pKDZjTcGr99+G9ata584RUQ6g//7v+B1djakpdW/jQpJtg0lSdLqWlLQ7Mgj4dxzg2OSZs5sx2BFRDqw1avh3XeDt6dPb3g7FZJsG0qSpNW1tKDZjBnB69mzYdOmdghURKSDu//+4PWFFwan/jdEhSTbhpIkaXUtLWg2ZgxMnAh+Pzz4YDsFKyLSQf34I+TkBG/fcUfj26qQZNtQnaQWUp2kn9eSgmaLFwdXtbbZgq1J+nyLSHd15ZXBCS3nnAMffdS056iQ5M9TnSTpEFwuF5mZmQBNnpJ64okwfjz4fBqbJCLd16ZNwRUJYP9QhMaEpv4DZGZmKkFqJSoBIG2qJVNS77kHTj01WFV22jQYPLh9YhUR6ShmzAhW2Z40CcaObXxbTf1vO2pJkjbT0impp5wCZ5wRPEDceWf7xCoi0lGsXAlvvBG8/cADjW+rqf9tS0mStJlDmZIa6mp74w345ps2DlREpAO57bbg9W9+A6NGNb6tpv63LSVJ0mYOZUrqqFHBKtyw/4AhItLV/e9/8N//Biev3Hvvz2+vqf9tS0mStJlDnZJ6773BA0VubvCgISLSlQUC+78U/v73MGjQzz9HU//blkoAtJBKADSd2+1mzZo1ABx++OHN+vDeeCM88QQMHw6rVgWTJhGRruill+CqqyAhATZsCK5r2RSHcoztjppz/tbsNmlza9eu5c0332zRzIt77oHXX4e1a+Gpp4Kz3UREupqiov2tSH/5S9MTpPpmtilJaj3qbpM2dagzL5KS9s/uuOce2LGjzUIVEYmYu+6C3bvh8MPh+uub9hzNbGt7SpKkTbXGzIvLLw8uWVJSAn/+c9vFKiISCatWwbPPBm8/9VTThxVoZlvbU5Ikbao1Zl6YzfD002AyBSvQLlzYdvGKiLQnvx+uvTY4aPvii+G005r+XM1sa3tKkqRNHTjzoqKigmOOOabZr3PssfC73wVvX3UVlJe3cqAiIhHwzDPw5ZcQHw8PP9z85x9zzDFUVFRoZlsb0ey2FtLstuZxu93MnTuXRYsWUVNT06LS+V4vjBgB+flw000tO6CIiHQUP/0EI0cGv/Q9+2xw2n9T1R6wbbVaGT9+POecc44SpCbQArfSIX399dfExMS0eIChwwHPPx+8/dhjsHRpGwUqItLGDGN/q/j48XDNNU1/7oEDtmNiYvj666/bLthuTEmStIvaAwzLysqwWq3s2LGj2QMMzz4bJk8O9t9feSVUVLRRwCIibeiFF+CTTyAmBl58MTj2sqk8Hg8FBQVYLBbKyso0YLsNqU6StIvQAMOvvvqKnTt3snfvXqKioli9ejWZmZnNeq3HHgtW4F67Njjb7ckn2yhoEZE2sG4d/OlPwdv33QdDhjTv+atXr2b9+vX88MMP9OjRg5SUFPr166cB221ALUnSLlwuF6eddhqbN29m79699OjRgz59+vDWW2+xfPnyZr2W0wmvvhq8/dRT8PHHrR+viEhbqKqCSy4JdrOddlpwVYHmcLvdfPTRRzidTuLi4igqKmLz5s2cdtppGo/UBpQkSbsZMWIEQ4cOJSsri0GDBuH1elm6dCl//vOfef3115v1Wmecsf/gcvnlKjIpIp3DHXfAypXBL3v//GfzutncbjfPPfccixcvpqioCJPJxOGHH86QIUMYMWJE2wXdjam7TdqN0+mkT58+FBcXs3HjRgoLC6murmbt2rXcfvvtbNiwgV/84hc4nc4mfSN64AH49NNgIbYpU2DePLBY2uGNiIi0wLx58MgjwdsvvQRpaT//HLfbjcfj4fPPP2fu3LmsWrWKsrIybDYbiYmJbNiwgdGjR6urrY0oSZJ2E6qZ9Oyzz7Jz506qq6ux2+0EAgG2b9/OQw89xHvvvUd6ejqnnXYaJ598cqMJU1QUvPEGHHMM/O9/wbL+99/fzm9KRKQJfvoJfvOb4O1rr4Vf/KLhbWsnRgsWLGDz5s1s2rQJq9WK3+8nNjYWr9eLxWKhpqaG8ePHq6utjahOUgupTlLLLV++nD//+c+sXbuWQCBAVVUVVVVV+P1+YmJisNls+Hw+Bg0aRHp6OhdddBG/CR1d6vHGG/sPPu++C+ef305vRESkCcrL4YQT4Ntvg0ssffZZ8EtefV5//XXeeuutcGJkt9uprq6murqauLg4ampqMJvNOBwO0tPT6dOnD3/729+UJDWD6iRJh3bsscdy1VVXERUVRUlJCeZ9nfIWiwW/349hGFRVVbFp0yaWLl3K7bffzlNPPdXg611yyf6ZIpddBnl57fEuRER+nmHA1KnBBKlXL3jnnYYTpKeeeorp06ezdOlSNm3aRHV1NX6/H7/fD0B1dTVOpzOcNPXp04crr7xSCVIbUnebRMRvfvMbPB4PDz/8cPhAEOp+q6qqwmQyUV1djdVqxev18sADD1BaWsrkyZPrPSA8+CB88w0sWgTnnQdLlgQHRoqIRNLDDwfXnLRY4M03ob58xu12M2vWLJ5++mmKioqIjo6muroaCCZGUVFRlJWVhY+LKSkpXH311Q0eD6X1qLuthZraXOf3+/H5fO0YWecyd+5c5s2bR35+Ptu2bcNms1FdXc2OHTuoqKggat9XLp/PR1JSEieffDJXXnllvcuZ7NwJY8fCli1w4omQmwvR0e39jkREgt56K7hoLcATT8ANNxy8TW5uLi+//DKfffYZRUVFREVFhVvTWzoEQRrXnO42tSS1EcMwKCgoYO/evZEOpUMbMWIEw4YNC49NqqiooKamhvLycubOncu7775LZWUlUVFR2O12CgoKePnllxk+fPhB36B69w7WTDrhBFi8GK64Av71r+ZNsRURaQ1ffhlcHQCCyVF9CZLb7ebll1+moKAAu91OdHQ0Pp+PqKgoysvLsdvt4cSoKZNZpPUpSWojoQQpJSWF2NhYTCZTpEPqFKqrq6mpqWHPnj3Ex8cTHR3Na6+9ht1up7i4GLfbzebNm5k7dy5Tp0496PkjRgQHb0+aBHPmBJu2H3oItPtFpL2sXRucvVZVFez+f/TR+rebO3cuS5cuxWKxUFxcHJ7ta7FYSE1N5corr2xWWRRpfUqS2oDf7w8nSKpd0TzR+/rHevbsic1m49xzz+Wjjz5i9+7dJCcnExcXh9frZc6cOSQkJNQ79fW004JrIV1+eXA8QGIi3HlnBN6MiHQ7mzbBhAmwezcceyy8/vrB9dvcbjeLFi1izpw5mEwm4uLiCAQC7N69m7i4ODIzM5kyZYq61DoAJUltIDQGKTY2NsKRdG4pKSkUFxfzu9/9jmeeeYaoqChKS0uprKxk+fLl5OXlMXjwYK677rqDDiaXXQZFRcFZb3fdBQkJzS//LyLSHPn5wQRp+/Zgq/Z//gNxcXW3ef3113n66afZuHEjpaWlJCYmYjabiYqKwuFwcNlllzF16lS1HHUQSpLakLrYDo3JZMJqtfLrX/+aVatWsWfPHn766afwLI/KykpWrVrFbbfdxnfffcdpp53G4YcfHj643HgjlJQEk6Q//QlsNrjuusi+JxHpmvLz4fTTg0UjBw8OThwJdSS43W7WrFnDJ598wuuvv86ePXuwWq2YzWbKyspISEigf//+9OzZUwlSB6MhrdLhhWqBhKrMAthsNqKjozGZTBQUFPDkk0/y29/+lquvvprc3Nzwc2fMgFtuCd6+/vr9SwKIiLSWLVvg5JNh3Tro1y+4AkDfvsGf5ebmctVVV/Hb3/6WJ554gp07d4ZbjqzWYDuF1+slNjZWNY86ILUkyc865ZRTGDVqFI8//njEYsjKyiIpKYk777yT77//ntLSUmpqaqiqqgLAarUSGxtLXl4e999/P4WFheHxSg8+CFYrzJwJN98MFRXBRSbV0Ccih2rDhmAL0tatMHAgfPIJpKfvH3f0wgsvsHXr1vBU/srKSiorK8ODtOPj4znyyCO5/fbbOfbYYyP9duQASpKkVS1cuJBTTz2VoqIikpKSWvW1jz32WG666Sbuv/9+vv76a6qrq7FYLJjN5vD4r8LCQgoKCli/fj2HHXYYEydOpH///pxySi98vrE8/LCDO++EXbuCM060IK6ItNTXX8PZZ0NhIQwa5OPee7/kiy/cvPHGVubPn8/69evZs2cPZrOZfv36ERsbS01NDYFAgPLyciwWC4cddhg33XSTEqQOSkmSdCpZWVkMHz6cWbNmMX/+fNatW0dZWRl2uz28aG5cXBwWi4WlS5fy5ZdfYrVaSUhIYPjw4Zx11h38+98TePJJcLth9myIiYn0uxKRzubf/4Zf/SpARYWZvn130rv37/nTn76gpKSEQCCA2WwmOTk5XC27oKCAxMRErFYrcXFxDBs2jEmTJqlqdgenMUlSR1lZGVOmTCE+Pp6+ffvyyAGDeGbNmsUxxxxDQkICffr04Te/+Q2FhYUAbN68mVNPPRWAHj16YDKZuPzyywGYN28eJ554IklJSTidTs455xw2btzYohhdLhfTp09n9uzZ3H333Rx99NH4/X6qqqqw2+306dOHiooKfD4ffr8fi8VCaWkpS5cuZeHCX9Cz57WYTNW8+y6cdFIVBQUt318i0r0YBtx/fxHnnhtMkKKiPqOo6EhWrvwP5eXlWK3W8EoLFRUV9O7dO7zckt/vZ/To0dx9993Mnj2b6dOnK0Hq4JQkdXBut5tVq1bhdrvb5ffdcsstLFq0iA8++ID//ve/LFy4kG+++Sb8c5/Px7333suqVat4//332bx5czgR6tevH++88w4A69atY8eOHTzxxBNAMPmaNm0aX3/9NQsWLMBsNnP++ecTCARaHKvL5WLq1KnMnj2bhx56iLFjx9K7d28CgQCVlZWYTCYsFgsxMTFUV1fj8/kwmUzExHxIdPR5mEx7WbEiisMPL2f58pbvMxHpHqqq4LTTNjBjRg8CATNW62x69pyM1VpOTU0N1dXVxMTEYDKZMAyDiooKIFjOZOzYsTz00EPMmjVLM9g6Ea3d1kKNrf1SWVnJTz/9xMCBA8PFEVsiNzeXnJwcvF4vDoeD7Ozsetcsay2lpaU4nU5mz57NRRddBMCePXtwuVz87ne/q3fg9tdff82xxx5LSUkJ8fHxTR6TtHv3bnr16sX333/PyJEj692mufsxNzeXRx55hNWrV+PxeDAMA6vVislkCh+sEhISsFgslJWVAYdRXf0mfv9hWK01vPCClX35nohIHdu3wwkn7GDz5r5AALv9biyWR4mLi8Xv91NcXAwE6+MFAgH8fj9ms5mePXsycuRIpk2b1qbHb2m65qzdppakDsrtdpOTk0MgECAjI4NAIEBOTk6btiht3LiR6upqxo4dG36sZ8+eDBs2LHx/xYoVnHvuufTv3z9c8Rpg69atjb72+vXrueSSSxg0aBCJiYmkp6c36XnNkZWVxYsvvshLL73EnXfeydixY8MDJS0WCzabjZiYmHCzt9m8gcTEiZjNH1NTY+WKK+D007ezdm1+q8UkIp2b2+3m/vu/YciQ0n0JUhEJCb/Gan0Uvz84wzY2NhabzYbFYsHv9xMfH89xxx3HjBkzeOmll3jhhReUIHVSGrjdQXk8HrxeLxkZGVgsFtLS0sjLy8Pj8USsmbasrIxJkyYxadIk/vWvf9GrVy+2bt3KpEmTqK6ubvS55557LgMGDOCFF14gNTWVQCDAyJEjf/Z5zeVyuXC5XEycOJHJkyezZs0adu3axdatwdkmGzduDHe72Ww2oJj4+P9HWdkN+P138sknqRx9dD433PAuf/jDGDWJi3RTbreb9977Nw895MDtzgbAZFpJfPxvsVo3YzbbqKmpoaamBpPJxHHHHReeTdurV686hW2l81KS1EE5nU4cDgf5+fmkpaWRn5+Pw+Fo07XgBg8ejM1mY9myZfTv3x+AoqIifvzxR8aPHx9O0h544AH69esHBLvbarPb7UBw/boQj8fDunXreOGFFzjppJMAWLx4cZu9j5BQwhQSSpo++eQTZs2aRVFREbGxsVRVVWCxPEBU1BdUVb1CZWU/HnroXN57bzbXXlvGqaeepAUmRboJt9vNrFmzeOutLXz//Z+oqQm2pNtszwG3EAgYmM3RVFZWkpyczOTJkw+q9i9dh5KkDsrlcpGdnU1OTg55eXnhMUlt+SGMj4/nt7/9LbfccgtOp5OUlBTuuOMOzOZgr2z//v2x2+089dRTTJ06lR9++IF77723zmsMGDAAk8nE3LlzOeuss4iJiaFHjx44nU7+8Y9/0LdvX7Zu3cptt93WZu+jIbVbmdLS0nj44YeprKzEbDbvK0a5iujoU/B6H8Dvv4j166/gppu+Y8iQBxk40MP48eM1XVekCwotG7JixQref38+K1f+Ap/vGcACFJKQcBNRUfMoK/MDZiwWCykpKdx000384Q9/iHD00paUJHVgoZpAHo+n3Voy/va3v1FaWsq5555LQkICN910U3gpkF69evHqq69y++238+STT3L00Ufz8MMPc95554Wfn5aWxl/+8hduu+02rrjiCqZMmcKrr77KnDlzuOGGGxg5ciTDhg3jySef5JRTTmnz99OQP/zhDzidTv75z3+yatWqcK2lkpJdmM3/D5vtf1RVzSQQOJIff/wnmzb9ncWL7+PDDz/kvPPOY/To0fTo0YOioiIAfYsU6QRCyRAQ/vyuWLEi3BVfWDgSn+95DCPYemQyvY7FMg0oJyoqkaqqKuLi4sjMzGTKlCkHLawtXY9mt7VQe8xu6+7aYz+63W7mzp3LnDlz2LhxI7t37waCyV5BQYCKivsJBC4BwGTahtl8O3b7e8TGBuOxWq3YbDb69+/Pr3/9a04++WR1zYl0IG63G4/Hw+eff87rr7/Otm3bqK6uxu/3YzKZKCsrIxBIx2T6G5WVZ+971nYSEm7FMD6gqqoKq9WK0+lkyJAhZGdnc8455+gz3ok1Z3abkqQWUpLU9tpzP9ZepfvNN9+kurqakpISKisrCQQmEAg8QyCQDoDJtILo6Dvw+RZgt9vD6zHZbDaGDBlCeno6p512GsOGDWPXrl306tWrTquTWqBEDk19LUK1b4c+dz/++CMLFixg8+bNbNiwgZqaGqKiovD5fFRXVxMVlUxV1Z+oqbkBiAZqMJmex2a7l+joCvx+Pz179uQ3v/mNxh11Ic1JktTdJkLd8UpHHnkkb731Vq0D6ydYrWOprJxKTc3NGMZoKirmYTJ9SHX13djtmzEMg6qqKjZt2sS2bduYP38+VquVQCAQnhpstVoxDAO/34/VaiUmJob09HTNiBH5GbWToh9//PGgFqHan61QtWuLxUJNTQ2xsbFUV1fXmUlbXW0jEPgD5eU3YxjJAJjNn5KcfB/FxV/uWw8ykUGDBnHdddepW60bU0tSC6klqe1Fcj8e2ET/008/4fV6MYwULJa/Ulb2G0LfMazWuRjGfVgsK7HZbNhsNoqLizGbzcTExFBZWYlhGMTsWySuoqKCuLg4EhMT2bVrF4FAoM76chMnTgyPebLb7eq+k24l9Nmrrq6uM2Zoy5YtlJSU7CsES50WodBnq7y8HLPZTHR0NBUVFRiGQXx8fHiqfk2NHZvtBiorbwBSALBaN2Ey/Rmr9d84nT0ZMmRI+DOoLy1dk7rb2oGSpLbXUfZj7ZkvoYN1cXEqJSW34POdR6gmq9n8X2Jjn8bvX4DPV43JZCIhISFciTf0HqqqqoiOjsZisVBSUgIcXKU3JiaG6Oho0tLSSE1N5aKLLtK3WenyXn/9dd566y22b99Ofn4+VVVV4aQoOTmZvXv3UlZWhsViITY2lvLycgzDCH+2KisrAUhMTAx/7ux2O3b7AEpKJuP3XwX0AsBs3kR8/OP06PFvBg7sp8SoG1F3m0grqq9AJQTHP7z++ou8+eZAtm8/lUBgIqWlEzGb12I2/x2YHS5caRgGJpMJAMMwMAyD6upgIhVKioqKiggEAtjtdnw+H2VlZZSWlrJ161ZWrlzJhg0bOO6444C6Y5lCSVxoHMbhhx8OUOfb+IHPEWltB44TCrWCAvU+7nK56jxn2bJlvPjii1RXV1NZWRkeMG0ymfD5fJSUlGA2B6ffh77bh9Z+rP3ZMpvN+Hy+faVLjsLn+yPl5RcCwRpuMTE7OOusFdx0Ux9KSs4BztFnQxqklqQWUktS2+ss+zG4CHEJDzxQw5IlQ/D7Y/b9pBir9XWio3Ow27/HZts/biI0q6a+9eXi4+PDi2MGx0bEhk8QCQkJxMfHh8cyAcyfP5+1a9dSVlZGfHw8vXv3Dncx5OfnU1NToxl40iYamjlms9lIS0vDYrFQWlpKSUkJ5eXl4cd79OhBamoqmzZtqtONZhgGsbGxVFRUEAgEwovFlpaWhruyq6urw7XbAoEA0dHRREVFhT9bPl88lZXn4/dPwe8/KhzrwIHbufbaan71Kyvp6frf7846XXfbM888w9/+9jcKCgrIzMzkqaeeYsyYMfVu6/P5mDlzJq+99hr5+fkMGzaMBx98kDPOOCO8TUlJCXfeeSfvvfcehYWFHHXUUTzxxBMce+yx4deYMWMG//73v9m0aRMOh4MJEybwwAMPkJqa2qSYlSS1vc64H9esyee11+CNN5xs27Y/5oEDKzj11G2ceuoOhg2LrTPWYu3atZSUlBAIBDCbzXW6FaxWK1FRUVRXV4cHoSYlJbFr1646vzdUiqCyshKfzxe+X1NTEy6WWd8MPCVM0ly1E6P6Zo75/f5wYu7z+aipqaFXr15UVlaGE/9AIIDP58Nms9GrV68m/b8f2A3do0cPxo8fz4QJE9i5cy/ffOPkyy8H8OmnSVRXWwCwWgNMmODl2murOffc3hHec9JRdKokKScnhylTpvDcc88xduxYHn/8cd566y3WrVtHSkrKQdv/+c9/Zvbs2bzwwgtkZGQwf/58pk2bxpdffslRRwW/NWRnZ/PDDz/w97//ndTUVGbPns1jjz3GmjVrSEtLw+v18qtf/Yqrr76azMxMioqK+OMf/4jf7z9omY2GKElqe515PwYC8L//wSuvwPvvw76hEgAcdxycf37wEhPjPmh9uaZ+s67dFWE2m0lKSmLPnj3hMRqBQCC8rlTt8RsxMTHhE9igQYPo3bu3qonLzwot17Fo0SJ27tzJpk2bsNvt4e4xgJiYmPCAaavVisViobKyktjYWEwmU53/wfLycgASEhKa3HJae0JDXJyTvDwXb70FH3wA+2reAjByJPz2t/D//h8kJ0dib0lH1qmSpLFjx3Lsscfy9NNPA8Hm0379+vGHP/yh3qUrUlNTueOOO7juuuvCj1144YXExMQwe/ZsKioqSEhI4IMPPuDss88ObzN69GjOPPNM7rvvvnrjWL58OWPGjGHLli3hdcsaoySp7XWV/ej1wjvvwD//CYsW1f3ZiBFw1lkwYQKcdBJ4PD8/RiM0xTk+Ph4gPEA19A3cZDIRExOD2WymuLgYk8lEfHw8ZWVlmM1mbDYbUVFR4fuhcVGjR4/mjjvu0GrlcpDc3Fzuv/9+vv766/A4oFCyE2r18fv9xMXFUVpaimEYJCYm4vf7qaqq2reYdHBmp8ViIS4ujoqKYB2i2t1oUVFRxMTEEBUVxZVXXllnDF5amosNG2DePPjPf2DhQtjXQw1AaipceCFMmQKjR8O+YUoiB+k0A7erq6tZsWIF06dPDz9mNpuZMGECS5Ysqfc5oZlBtcXExIQXTA19WBvbpj5erxeTyURSUlKDv7eqqip8P3Ri6moMw+Caa67h7bffpqioCIfDweWXX87jjz8e6dA6LYcDrrwyeNm+Pfit97334NNPYfXq4OVvf4OoKDjxRBdZWS5OPx1uu20igwcPrne2j9VqDf+vhlqZQqUEQl0UpaWl2O328CBxm82GYRjY7fbw/7LP5yMhIQG/38+PP/7I/fffT2FhIYcddlizyg8cOG0bVDQzEhorstjSv+ePP/7ICy+8wPr167FYLPuW7wm29IQSm9rda6EWzqioKOLi4ti7d284UQotfB061oaOuzabjYSEhINmc27bBl98Af/3fzB/PmzaVDfOtLRgYnTRRXD88bBvqJJIq4lokrR79278fj+9e9ftK+7duzd5eXn1PmfSpEk8+uijnHzyyQwePJgFCxbw7rvvhj98CQkJjBs3jnvvvZfhw4fTu3dv3njjDZYsWcKQIUPqfc3Kykr+/Oc/c8kllzSYVc6cOZO//OUvh/BuO4d58+bx6quvsnDhQgYNGhQeBxCSnp7OjTfeyI033hi5IDux1FT4/e+Dl6Ki4Dfi3NzgJT8fFiwIXgBiYuCYY37DiBHncvLJu8nI8GKxFNYpRQBw3HHHhQtSbt26le+++47i4mLsdjunnXYapaWldbpILBYLFosl3E1nNpsxDIOioiKWLVvG999/T0xMTPiE9XPVw//3v/+xaNEiioqKwgPFf65o5oGzn2qvT1jfib72zL2umGwdOEOxvgQzlLjU3me1k9LGiizWHjAdGsdTXzJb39+zoqIi3DUWKl0R+p+xWCzhhKh2121CQgILFiwIJ+FHHnkko0ePrhOj1WqtUxcsNrYnW7cmsmlTLz76qAe33QbbttXdTzZbsMX1jDOCl5Ej1WIkbSui3W3bt28nLS2NL7/8knHjxoUfv/XWW1m0aBHLli076Dm7du3i6quv5qOPPsJkMjF48GAmTJjAyy+/HJ4dtHHjRq688ko+++wzLBYLRx99NIcddhgrVqxg7dq1dV7P5/Nx4YUX4na7WbhwYYNJUn0tSf369ety3W1PP/00f/vb38In4AO1Z5LUmfdjcxkGrFu3P2H6/HPYu/fg7VJT4YgjYODAEhITNzNwYAkTJ/Zn0KD9iUPtk2ntMgGNDbatXZTPbDZTVVVFVFQUVquV8vLyBquHh7oCTSZTuNSB3W4nEAg0WDQzOJ4kLjz7KXTf7/fXmfFUXl5ep4JyfHz8QcU2O1tLVWMLrIZmKNbex6EEc+DAgWzfvh2r1UppaWl4QHQoKa2pqWmwyGLo79nYjLCm/j0bW4bnwEkA9f0fAmzb5mbx4g1s3RpPaekQNm9O4ttvYe1a2PddN8xigaOOghNOgNNPh1NPhX29zCIt1mnGJFVXVxMbG8vbb7/NL3/5y/Djl112GXv37uWDDz5o8LmVlZV4PB5SU1O57bbbmDt3LqtXr66zTVlZGcXFxfTt25fs7GxKS0v5+OOPwz/3+XxcfPHFbNq0iU8++ST8Da0pmjsmyTBg35exdhUb2/RvWpdffjmvvfZa+P6AAQNIT09n1KhRPP7445xyyiksOmBQTVv++3SnJOlAgQD8+CMsXRq8LFkCP/wQfPxAVisMHAhDh9a9DB4c7I44cNcdOG1748aN4Qrhffv2xePxhBMju93eaPXw8vJyTCYTcXFxlJWVYTKZiI6ODi/TcmDRzOjo6HALVqj7JRAIkJCQQGlpabhbsFevXhQXF1NaWhoezBvqSq/dunlgS1VHLAbYlAVWaw90Dg1uDiWYhYWF1NTUYLfbiY+Pp7S0FAi+99Djfr+f8vLyeossmkym8N8tNGYIggVMIdhd29jfMz4+np49e7Jjxw4CgQAOh4PBgwc3Wk4iEICCAti6FbZsCf4vr1sXvPz4IzQ0WsHphGOOCSZFJ5wAY8dCXFwb/WGk2+o0Y5LsdjujR49mwYIF4SQpEAiwYMECrr/++kafG5oG6vP5eOedd7j44osP2iYuLo64uDiKioqYP38+Dz30UPhnoQRp/fr1fPrpp81KkFqivDwy34BKS5t+kHniiScYPHgw//jHP1i+fDkWi4WLLroo/PN3332XzMxMfve733H11Ve3UcQCwbEVGRnBy+WXBx8rLQ0mSt99V/fi9cL69cFLfXr1ApcL+vULXbtITXUxeHAmt99+ERs2LOGdd57H7V4XTlz8fn94UG5ocLfNZgu31oaS41CLQ+gSGhsV6o6pr2hmVVUVgUAAk8mE1WqlqqqKoqIi4uLiqK6uDhcODG0T6i4qLy8PF9usqqqisrKSuLg47HY7S5cu5auvviIxMbje1q9//WuGDRsGNH88TkvVNy7r5xZYDSUxPp+PQCBAYmJinUKJJSUl1NTUAMHjZeh1Y2JiwkljaD81VGQx1FpksQSnxdf+29TepqG/ZygRS0lJoX//dC655FqGDTsJk6kP69ZBYSHs3BlMiEKXbdvA52t4X5nNwcQ+MzPYUjRqVPCSlqbuM+lYIl5xe9q0aVx22WUcc8wxjBkzhscff5yysjKuuOIKAKZMmUJaWhozZ84EgjN+8vPzGTVqFPn5+dxzzz0EAgFuvfXW8GvOnz8fwzAYNmwYGzZs4JZbbiEjIyP8mj6fj1/96ld88803zJ07F7/fT0FBAQA9e/bEbre3817oGBwOBwkJCVgsFvr06XPQz3v27InFYiEhIaHen0vbio8Plg/YN+EHCLZQut37k6T162HDhuD1Tz8FZ//s2hW8rFxZ36v2Bn4J/BKzuQqTyQPsxjB2U1FRCngxDC+BgJeysgoCgT1AMX5/NVCKYXixWv3U1PgxmYqxWquIirJgsfiw2eyYzabwQHOr1Ypv35nTMIzwgN9QteRQ0hSaERU66ZvN5nBLSGj8S6gVpnYiEWqFWbFiBd988w3x8fHhFqva43Fau9RB7anxtcdl1dTUUFFRUe8Cq6H9YDKZwkmf3++noqIinLTUTjBDCU5o34X2XyiZDLVChapN22w2oqOjsdujqKmx4vMlALH4/YlYLHZ8Pit+v2PfY2ZqapIwjDgCgRjMZifl5T3w++OAJCoqerBhQw/M5p5s25bEZ581bXS0xRJMevr1gyFDYNiw/ZchQ4ITFUQ6uognSdnZ2ezatYu77rqLgoICRo0axbx588KDubdu3RruS4dgF8yMGTPYtGkT8fHxnHXWWcyaNavOrDSv18v06dNxu9307NmTCy+8kPvvvz88DTU/P58PP/wQgFGjRtWJ59NPP+WUU05p9fcZGxtsCWhv+1rUpYsymYInoX794LTT6v7MMGDPnmAS5XYHv92HrrdvB49nfwJVVQWBQBSQuu8Ctc7pQHCbkNpTrw8cR1J7O5vNj8Xiw+8vp7q6EsOoAfxADSUlBmZzAL+/CsPwUVLCvvvVBAJ+LBYDszk4CLy8PAAEW0cqK+3U1Pjw+32Ul1uAAIGAn0DARCBgDg8c9/nMmEzBVpWCAgMwWLDAxMMP55GWVkzPnj2IigrV+QmOwbLZgmUUDINwDSDDMGG326iq8lFdXYXdHoXNFvzZ3r172bGjgOLikRjGEZhMYBimfa014PcHqK62YBih5AYCAQs1NYF9+9G6bzyQD8OAigpzuOWuqsq0b0KKCZMpitJSE36/BZPJSlVVNBUVZgIBCxUVNoKHcitmc9S+azvl5Tb27q2b0DT0N6xdx+vALt36unh79ICUFOjdO3idkhL8H+zff/8lNTXYFSzSmXWIf+Hrr7++we61hQsX1rk/fvz48MDHhlx88cX1dr+FpKent+lYmvqYTOpbl/ZlMgXHeDidwW6NhoTGy+3aBbt3By+7dsGWLUUUFlZSXAx79vgoKqrB74/H54umuNigosKC32+lshKqqy3U1FioqgomByE+nwWfzwIcPKbM76+bYNW+H0wm6o+39gm99vMPfM6ByVvInj3BS+voDQw76NHacezrLav3fk1N3fsNve/ajxlG3a6s2vu7oX0GYLMZ2Gw1REUFiIkxsFpriIryExdnxmKpIjraT8+eZmy2MuLiahg8OJn09CSSkoJlLJKSgl23vXpBN21sl26oQyRJ0nmEBolK1xFK4OPiID299k96NPu1QifwysqDL35/MCEIXe/YUUhRUQlxcYn4/SY2b95GIAB9+/YnKclZJ4EItsSAx7OHHTu2YxgmYmKCA5S3bNnCt99+R37+9n1ffkzA/jE61dU+TCYzUVHR+8b+gMVixmSy4PPVYDKxr8ZPsOnMZgseFn2+6vDt6uqqfeOyQl2GBjabhUDAwO+v2detZ6W6uqrWLEDzvtewYTYHW4V69UrG4XCQkTGMESMO3zc4GtLS0nA6e4b/HqFrkyk41b+gwI3FYpCe7sJqNSgvL6Znz0T69u2FzRZssQldQvctlmAZidDFajUBtgb+cgm1bvdq9t9dpKtSkiTNkp6ezmeffcavf/1roqKiSFbNf6nFZAq2Mtjt8DOTRoCUfZeQpvwv9dx3qW0EbveRDY4LCk2Nt1ptGIYvXBk6OOg52OcUF5cYLhBrswVbvQKBKmy24MAZv7/yoO3s9pjwAq4WiwWbLYpAoCo8I6z2eKhQvamWrZXn3HepTYmMSHtQkiTN8te//pVrrrmGwYMHU1VV1e7dliL1cblcTJ8+ncmTJzdYZPGnn37C6/VitVpJSEiguLg4PDDc5/OFB0yHBpIfePvA7UJri1VWVobLFIwcOTIiM+tEpG1EfO22zkprt7U97UdpLaEijrWrlR9YrPLAQpm1iyw2tF1Hr9EkIgfrNHWSRETag8vlwuVyMXHiRCZPntzgsicHLtFx4O3Glg0Rka5HSZKIdCuhhElE5OdozWQRERGReihJEhEREamHkqQ2pDHxh0b7T0REIklJUhsILX9SXl4e4Ug6t9D+C+1PERGR9qSB223AYrGQlJREYWEhALGxseF6K/Lzgmt1lVNYWEhSUlKdxT1FRETai5KkNtKnTx+AcKIkzZeUlBTejyIiIu1NSVIbMZlM9O3bl5SUlH1rPUlzhAr2iYiIRIqSpDZmsVh0shcREemENHBbREREpB5KkkRERETqoSRJREREpB4ak9RCoUKHxcXFEY5EREREmip03m5KwWIlSS1UUlICQL9+/SIciYiIiDRXSUkJDoej0W1MhtZ+aJFAIMD27dtJSEhQoch6FBcX069fP7Zt20ZiYmKkw+lytH/bnvZx29L+bXvax/UzDIOSkhJSU1MxmxsfdaSWpBYym824XK5Ih9HhJSYm6sPZhrR/2572cdvS/m172scH+7kWpBAN3BYRERGph5IkERERkXooSZI2ERUVxd13301UVFSkQ+mStH/bnvZx29L+bXvax4dOA7dFRERE6qGWJBEREZF6KEkSERERqYeSJBEREZF6KEkSERERqYeSJGmRPXv2cOmll5KYmEhSUhK//e1vKS0tbfQ5//jHPzjllFNITEzEZDKxd+/eVnndrqol+6KyspLrrrsOp9NJfHw8F154ITt37qyzjclkOugyZ86ctnwrHcIzzzxDeno60dHRjB07lq+++qrR7d966y0yMjKIjo7miCOO4N///nednxuGwV133UXfvn2JiYlhwoQJrF+/vi3fQofX2vv48ssvP+h/9YwzzmjLt9ChNWf/rl69mgsvvJD09HRMJhOPP/74Ib9mt2SItMAZZ5xhZGZmGkuXLjU+//xzY8iQIcYll1zS6HMee+wxY+bMmcbMmTMNwCgqKmqV1+2qWrIvpk6davTr189YsGCB8fXXXxvHHXeccfzxx9fZBjBeeeUVY8eOHeFLRUVFW76ViJszZ45ht9uNl19+2Vi9erVx9dVXG0lJScbOnTvr3f6LL74wLBaL8dBDDxlr1qwxZsyYYdhsNuP7778Pb/PAAw8YDofDeP/9941Vq1YZ5513njFw4MAuvy8b0hb7+LLLLjPOOOOMOv+re/bsaa+31KE0d/9+9dVXxs0332y88cYbRp8+fYzHHnvskF+zO1KSJM22Zs0aAzCWL18efuw///mPYTKZjPz8/J99/qefflpvknSor9uVtGRf7N2717DZbMZbb70Vfmzt2rUGYCxZsiT8GGC89957bRZ7RzRmzBjjuuuuC9/3+/1GamqqMXPmzHq3v/jii42zzz67zmNjx441rrnmGsMwDCMQCBh9+vQx/va3v4V/vnfvXiMqKsp444032uAddHytvY8NI5gk/eIXv2iTeDub5u7f2gYMGFBvknQor9ldqLtNmm3JkiUkJSVxzDHHhB+bMGECZrOZZcuWdbjX7Yxasi9WrFiBz+djwoQJ4ccyMjLo378/S5YsqbPtddddR3JyMmPGjOHll1/G6MLl0qqrq1mxYkWd/WI2m5kwYcJB+yVkyZIldbYHmDRpUnj7n376iYKCgjrbOBwOxo4d2+BrdmVtsY9DFi5cSEpKCsOGDeP3v/89Ho+n9d9AB9eS/RuJ1+yKtMCtNFtBQQEpKSl1HrNarfTs2ZOCgoIO97qdUUv2RUFBAXa7naSkpDqP9+7du85z/vrXv3LaaacRGxvLf//7X6699lpKS0u54YYbWv19dAS7d+/G7/fTu3fvOo/37t2bvLy8ep9TUFBQ7/ah/Ri6bmyb7qQt9jHAGWecwQUXXMDAgQPZuHEjt99+O2eeeSZLlizBYrG0/hvpoFqyfyPxml2RkiQJu+2223jwwQcb3Wbt2rXtFE3X1BH28Z133hm+fdRRR1FWVsbf/va3LpskSef161//Onz7iCOO4Mgjj2Tw4MEsXLiQ008/PYKRSXehJEnCbrrpJi6//PJGtxk0aBB9+vShsLCwzuM1NTXs2bOHPn36tPj3t9XrdiRtuY/79OlDdXU1e/furdOatHPnzkb339ixY7n33nupqqrqkms8JScnY7FYDprl19h+6dOnT6Pbh6537txJ375962wzatSoVoy+c2iLfVyfQYMGkZyczIYNG7pVktSS/RuJ1+yKNCZJwnr16kVGRkajF7vdzrhx49i7dy8rVqwIP/eTTz4hEAgwduzYFv/+tnrdjqQt9/Ho0aOx2WwsWLAg/Ni6devYunUr48aNazCmb7/9lh49enTJBAnAbrczevToOvslEAiwYMGCBvfLuHHj6mwPkJubG95+4MCB9OnTp842xcXFLFu2rNF93VW1xT6uj9vtxuPx1ElMu4OW7N9IvGaXFOmR49I5nXHGGcZRRx1lLFu2zFi8eLExdOjQOtPT3W63MWzYMGPZsmXhx3bs2GGsXLnSeOGFFwzA+Oyzz4yVK1caHo+nya/bnbRkH0+dOtXo37+/8cknnxhff/21MW7cOGPcuHHhn3/44YfGCy+8YHz//ffG+vXrjWeffdaIjY017rrrrnZ9b+1tzpw5RlRUlPHqq68aa9asMX73u98ZSUlJRkFBgWEYhjF58mTjtttuC2//xRdfGFar1Xj44YeNtWvXGnfffXe9JQCSkpKMDz74wPjuu++MX/ziF92+BEBr7uOSkhLj5ptvNpYsWWL89NNPxv/+9z/j6KOPNoYOHWpUVlZG5D1GUnP3b1VVlbFy5Upj5cqVRt++fY2bb77ZWLlypbF+/fomv6aoBIC0kMfjMS655BIjPj7eSExMNK644gqjpKQk/POffvrJAIxPP/00/Njdd99tAAddXnnllSa/bnfSkn1cUVFhXHvttUaPHj2M2NhY4/zzzzd27NgR/vl//vMfY9SoUUZ8fLwRFxdnZGZmGs8995zh9/vb861FxFNPPWX079/fsNvtxpgxY4ylS5eGfzZ+/Hjjsssuq7P9m2++aRx22GGG3W43RowYYXz88cd1fh4IBIw777zT6N27txEVFWWcfvrpxrp169rjrXRYrbmPy8vLjYkTJxq9evUybDabMWDAAOPqq6/u1ifw5uzf0PHhwMv48eOb/JpiGCbD6MJzf0VERERaSGOSREREROqhJElERESkHkqSREREROqhJElERESkHkqSREREROqhJElERESkHkqSREREROqhJElERESkHkqSRKRDWbhwISaTib1790bk9y9YsIDhw4fj9/sb3Oaee+5p14Vsb7vtNv7whz+02+8TkSAlSSISMaeccgo33nhjnceOP/54duzYgcPhiEhMt956KzNmzMBisUTk99fn5ptv5rXXXmPTpk2RDkWkW1GSJCIdit1up0+fPphMpnb/3YsXL2bjxo1ceOGF7f67G5OcnMykSZP4+9//HulQRLoVJUkiEhGXX345ixYt4oknnsBkMmEymdi8efNB3W2vvvoqSUlJzJ07l2HDhhEbG8uvfvUrysvLee2110hPT6dHjx7ccMMNdbrIqqqquPnmm0lLSyMuLo6xY8eycOHCRmOaM2cOWVlZREdH13n8gQceoHfv3iQkJPDb3/6WysrKOj9fvnw5WVlZJCcn43A4GD9+PN98803451deeSXnnHNOnef4fD5SUlJ46aWXAHj77bc54ogjiImJwel0MmHCBMrKysLbn3vuucyZM6fJ+1dEDp2SJBGJiCeeeIJx48Zx9dVXs2PHDnbs2EG/fv3q3ba8vJwnn3ySOXPmMG/ePBYuXMj555/Pv//9b/79738za9Ysnn/+ed5+++3wc66//nqWLFnCnDlz+O6777jooos444wzWL9+fYMxff755xxzzDF1HnvzzTe55557+L//+z++/vpr+vbty7PPPltnm5KSEi677DIWL17M0qVLGTp0KGeddRYlJSUAXHXVVcybN48dO3aEnzN37lzKy8vJzs5mx44dXHLJJVx55ZWsXbuWhQsXcsEFF1B7/fExY8bgdrvZvHlzk/exiBwiQ0QkQsaPH2/88Y9/rPPYp59+agBGUVGRYRiG8corrxiAsWHDhvA211xzjREbG2uUlJSEH5s0aZJxzTXXGIZhGFu2bDEsFouRn59f57VPP/10Y/r06Q3G43A4jH/+8591Hhs3bpxx7bXX1nls7NixRmZmZoOv4/f7jYSEBOOjjz4KP3b44YcbDz74YPj+ueeea1x++eWGYRjGihUrDMDYvHlzg6/p9XoNwFi4cGGD24hI61JLkoh0eLGxsQwePDh8v3fv3qSnpxMfH1/nscLCQgC+//57/H4/hx12GPHx8eHLokWL2LhxY4O/p6Ki4qCutrVr1zJ27Ng6j40bN67O/Z07d3L11VczdOhQHA4HiYmJlJaWsnXr1vA2V111Fa+88kp4+//85z9ceeWVAGRmZnL66adzxBFHcNFFF/HCCy9QVFRU53fExMQAwVY1EWkf1kgHICLyc2w2W537JpOp3scCgQAApaWlWCwWVqxYcdAstdqJ1YGSk5MPSk6a4rLLLsPj8fDEE08wYMAAoqKiGDduHNXV1eFtpkyZwm233caSJUv48ssvGThwICeddBIAFouF3NxcvvzyS/773//y1FNPcccdd7Bs2TIGDhwIwJ49ewDo1atXs+MTkZZRS5KIRIzdbm+0HlFLHXXUUfj9fgoLCxkyZEidS58+fRp93po1a+o8Nnz4cJYtW1bnsaVLl9a5/8UXX3DDDTdw1llnMWLECKKioti9e3edbZxOJ7/85S955ZVXePXVV7niiivq/NxkMnHCCSfwl7/8hZUrV2K323nvvffCP//hhx+w2WyMGDGiWftCRFpOLUkiEjHp6eksW7aMzZs3Ex8fT8+ePVvldQ877DAuvfRSpkyZwiOPPMJRRx3Frl27WLBgAUceeSRnn312vc+bNGkSr732Wp3H/vjHP3L55ZdzzDHHcMIJJ/Cvf/2L1atXM2jQoPA2Q4cOZdasWRxzzDEUFxdzyy23hLvHarvqqqs455xz8Pv9XHbZZeHHly1bxoIFC5g4cSIpKSksW7aMXbt2MXz48PA2n3/+OSeddFK9rysibUMtSSISMTfffDMWi4XDDz+cXr161RnDc6heeeUVpkyZwk033cSwYcP45S9/yfLly+nfv3+Dz7n00ktZvXo169atCz+WnZ3NnXfeya233sro0aPZsmULv//97+s876WXXqKoqIijjz6ayZMnc8MNN5CSknLQ60+YMIG+ffsyadIkUlNTw48nJiby2WefcdZZZ3HYYYcxY8YMHnnkEc4888zwNnPmzOHqq68+lF0iIs1kMoxac0xFRLq5W265heLiYp5//vlWf+3S0lLS0tJ45ZVXuOCCC5r8vP/85z/cdNNNfPfdd1it6gAQaS9qSRIRqeWOO+5gwIAB4UHgrSEQCFBYWMi9995LUlIS5513XrOeX1ZWxiuvvKIESaSdqSVJRKSNbd68mYEDB+JyuXj11Vc5/fTTIx2SiDSBkiQRERGReqi7TURERKQeSpJERERE6qEkSURERKQeSpJERERE6qEkSURERKQeSpJERERE6qEkSURERKQeSpJERERE6vH/AeJOEPmsqZ3YAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▌   | 719/1100 [02:16<01:06,  5.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0043  → fitted depth ~ 0.0028, difference: 0.00153\n",
      "Fitted U: u1=0.000, u2=0.632\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 65%|██████▌   | 720/1100 [02:16<01:36,  3.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0079  → fitted depth ~ 0.0027, difference: 0.00522\n",
      "Fitted U: u1=0.000, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 68%|██████▊   | 747/1100 [02:21<01:00,  5.88it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0038  → fitted depth ~ 0.0025, difference: 0.00133\n",
      "Fitted U: u1=0.000, u2=0.885\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|██████▉   | 765/1100 [02:24<00:52,  6.38it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0060  → fitted depth ~ 0.0091, difference: -0.00309\n",
      "Fitted U: u1=0.021, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 79%|███████▉  | 871/1100 [02:42<00:35,  6.51it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0078  → fitted depth ~ 0.0093, difference: -0.00157\n",
      "Fitted U: u1=0.155, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 80%|███████▉  | 877/1100 [02:43<00:35,  6.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0115  → fitted depth ~ 0.0079, difference: 0.00363\n",
      "Fitted U: u1=0.000, u2=0.474\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 82%|████████▏ | 898/1100 [02:47<00:39,  5.08it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0145  → fitted depth ~ 0.0104, difference: 0.00411\n",
      "Fitted U: u1=0.092, u2=0.357\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 89%|████████▊ | 975/1100 [03:00<00:18,  6.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0060  → fitted depth ~ 0.0162, difference: -0.01017\n",
      "Fitted U: u1=0.000, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 93%|█████████▎| 1028/1100 [03:09<00:10,  6.57it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0049  → fitted depth ~ 0.0025, difference: 0.00244\n",
      "Fitted U: u1=0.016, u2=1.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 98%|█████████▊| 1073/1100 [03:17<00:04,  5.94it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial depth 0.0046  → fitted depth ~ 0.0049, difference: -0.00028\n",
      "Fitted U: u1=0.196, u2=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1100/1100 [03:22<00:00,  5.44it/s]\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>bin_0</th>\n",
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       "      <th>bin_252</th>\n",
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       "      <th>planet_id</th>\n",
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       "      <th></th>\n",
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       "      <th>34983</th>\n",
       "      <td>0.021379</td>\n",
       "      <td>0.019858</td>\n",
       "      <td>0.019646</td>\n",
       "      <td>0.019536</td>\n",
       "      <td>0.019370</td>\n",
       "      <td>0.019333</td>\n",
       "      <td>0.019345</td>\n",
       "      <td>0.019373</td>\n",
       "      <td>0.019233</td>\n",
       "      <td>0.019228</td>\n",
       "      <td>0.019054</td>\n",
       "      <td>0.019146</td>\n",
       "      <td>0.019165</td>\n",
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       "    <tr>\n",
       "      <th>1873185</th>\n",
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       "      <td>0.006772</td>\n",
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       "      <td>0.006718</td>\n",
       "      <td>0.006679</td>\n",
       "      <td>0.006679</td>\n",
       "      <td>0.006692</td>\n",
       "      <td>0.006626</td>\n",
       "      <td>0.006718</td>\n",
       "      <td>0.006854</td>\n",
       "      <td>0.006914</td>\n",
       "      <td>0.006887</td>\n",
       "      <td>0.006687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
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       "      <td>0.049420</td>\n",
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       "      <td>0.048843</td>\n",
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       "              bin_0     bin_5    bin_29    bin_54    bin_79   bin_103  \\\n",
       "planet_id                                                               \n",
       "34983      0.021379  0.019858  0.019646  0.019536  0.019370  0.019333   \n",
       "1873185    0.006903  0.006772  0.006694  0.006718  0.006679  0.006679   \n",
       "3849793    0.054372  0.049447  0.049315  0.049420  0.049187  0.049130   \n",
       "\n",
       "            bin_128   bin_153   bin_178   bin_202   bin_227   bin_252  \\\n",
       "planet_id                                                               \n",
       "34983      0.019345  0.019373  0.019233  0.019228  0.019054  0.019146   \n",
       "1873185    0.006692  0.006626  0.006718  0.006854  0.006914  0.006887   \n",
       "3849793    0.048843  0.048904  0.048957  0.048669  0.048497  0.048302   \n",
       "\n",
       "            bin_277  \n",
       "planet_id            \n",
       "34983      0.019165  \n",
       "1873185    0.006687  \n",
       "3849793    0.048383  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if SUBMIT_TO_COMPETITION:\n",
    "    bad_planets = []\n",
    "    show_plots = False\n",
    "else:\n",
    "    bad_planet_ids = [1665810843, 2270815333] # 546732951, 2270815333,3224114655, 1370368610 ]  #[2401913267]   #[1665810843, 1739553248, 2757227373, 1124834224, 3352800080]   2401913267\n",
    "    bad_planets = [id_to_idx[pid] for pid in bad_planet_ids]\n",
    "    print(bad_planets)\n",
    "    show_plots = True\n",
    "\n",
    "#impact_list = list((star_info['sma'] / star_info['Rs']) * np.cos(star_info['i']))\n",
    "\n",
    "poly_df, extra_feats_df, all_wl_fits = fit_all_curves(binned_signal,\n",
    "                                                      centres,\n",
    "                                                      star_info,\n",
    "                                                      breakpoints,\n",
    "                                                      edges,\n",
    "                                                      days_per_bin =  4.6 * TIME_BINS / (60 * 60 * 24),\n",
    "                                                      impacts = impacts,\n",
    "                                                      scale=SCALE,\n",
    "                                                      limb_law = 'quadratic',\n",
    "                                                      buffer = TRANSITION_BUFFER,\n",
    "                                                      bad_planets = bad_planets,\n",
    "                                                      show_plots = show_plots,\n",
    "                                                      max_edge_widths = (MAX_LEFT_EDGE, MAX_RIGHT_EDGE),\n",
    "                                                      top_points = TOP_POINTS,\n",
    "                                                      do_bat_fit = True\n",
    "                                                      )\n",
    "\n",
    "\n",
    "poly_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "8ebbff22",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:13.399725Z",
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     "status": "completed"
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    "tags": []
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    {
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       "    <tr>\n",
       "      <th>planet_id</th>\n",
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       "      <th>34983</th>\n",
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       "      <td>0.006887</td>\n",
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       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>0.054372</td>\n",
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       "      <th>8456603</th>\n",
       "      <td>0.015435</td>\n",
       "      <td>0.015554</td>\n",
       "      <td>0.015536</td>\n",
       "      <td>0.015652</td>\n",
       "      <td>0.015599</td>\n",
       "      <td>0.015473</td>\n",
       "      <td>0.015560</td>\n",
       "      <td>0.015700</td>\n",
       "      <td>0.015818</td>\n",
       "      <td>0.015533</td>\n",
       "      <td>0.015648</td>\n",
       "      <td>0.015541</td>\n",
       "      <td>0.015650</td>\n",
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       "    <tr>\n",
       "      <th>23615382</th>\n",
       "      <td>0.016455</td>\n",
       "      <td>0.016299</td>\n",
       "      <td>0.015823</td>\n",
       "      <td>0.015949</td>\n",
       "      <td>0.016132</td>\n",
       "      <td>0.016213</td>\n",
       "      <td>0.016161</td>\n",
       "      <td>0.015781</td>\n",
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       "      <td>0.015523</td>\n",
       "      <td>0.015558</td>\n",
       "      <td>0.015190</td>\n",
       "      <td>0.015568</td>\n",
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       "              bin_0     bin_5    bin_29    bin_54    bin_79   bin_103  \\\n",
       "planet_id                                                               \n",
       "34983      0.021379  0.019858  0.019646  0.019536  0.019370  0.019333   \n",
       "1873185    0.006903  0.006772  0.006694  0.006718  0.006679  0.006679   \n",
       "3849793    0.054372  0.049447  0.049315  0.049420  0.049187  0.049130   \n",
       "8456603    0.015435  0.015554  0.015536  0.015652  0.015599  0.015473   \n",
       "23615382   0.016455  0.016299  0.015823  0.015949  0.016132  0.016213   \n",
       "\n",
       "            bin_128   bin_153   bin_178   bin_202   bin_227   bin_252  \\\n",
       "planet_id                                                               \n",
       "34983      0.019345  0.019373  0.019233  0.019228  0.019054  0.019146   \n",
       "1873185    0.006692  0.006626  0.006718  0.006854  0.006914  0.006887   \n",
       "3849793    0.048843  0.048904  0.048957  0.048669  0.048497  0.048302   \n",
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       "            bin_277  \n",
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       "3849793    0.048383  \n",
       "8456603    0.015650  \n",
       "23615382   0.015568  "
      ]
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     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poly_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9779d6e0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:13.748726Z",
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   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transit_width</th>\n",
       "      <th>max_wl_depth</th>\n",
       "      <th>mean_wl_depth</th>\n",
       "      <th>transit_residual_std</th>\n",
       "      <th>rel_noise</th>\n",
       "      <th>aspect</th>\n",
       "      <th>transit_fit_a</th>\n",
       "      <th>mean_depth</th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>...</th>\n",
       "      <th>centre</th>\n",
       "      <th>right_transition</th>\n",
       "      <th>asymmetry</th>\n",
       "      <th>x_offset</th>\n",
       "      <th>bat_correction</th>\n",
       "      <th>fgs_diff</th>\n",
       "      <th>a_w2_depth</th>\n",
       "      <th>polypoints_range</th>\n",
       "      <th>polypoints_std</th>\n",
       "      <th>polypoints_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1.100000e+03</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1.100000e+03</td>\n",
       "      <td>1.100000e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1.100000e+03</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>142.780909</td>\n",
       "      <td>0.015491</td>\n",
       "      <td>0.015320</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.002295</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>3.232527e-07</td>\n",
       "      <td>0.015320</td>\n",
       "      <td>3.941435e-07</td>\n",
       "      <td>-2.675419e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>91.332727</td>\n",
       "      <td>163.468182</td>\n",
       "      <td>3.835962e-06</td>\n",
       "      <td>88.948182</td>\n",
       "      <td>0.000583</td>\n",
       "      <td>0.001020</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>46.939201</td>\n",
       "      <td>0.011165</td>\n",
       "      <td>0.011058</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.001494</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>7.632770e-07</td>\n",
       "      <td>0.011058</td>\n",
       "      <td>9.523171e-07</td>\n",
       "      <td>2.736513e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>22.889262</td>\n",
       "      <td>46.311383</td>\n",
       "      <td>9.257063e-06</td>\n",
       "      <td>32.675508</td>\n",
       "      <td>0.026550</td>\n",
       "      <td>0.001303</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001806</td>\n",
       "      <td>0.000427</td>\n",
       "      <td>0.000427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.003322</td>\n",
       "      <td>0.003316</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>-1.424438e-08</td>\n",
       "      <td>0.003316</td>\n",
       "      <td>-1.034458e-08</td>\n",
       "      <td>-1.427983e-05</td>\n",
       "      <td>...</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>-7.471941e-08</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.245977</td>\n",
       "      <td>-0.006865</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>107.000000</td>\n",
       "      <td>0.008129</td>\n",
       "      <td>0.008030</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.001141</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>7.505146e-08</td>\n",
       "      <td>0.008030</td>\n",
       "      <td>9.141094e-08</td>\n",
       "      <td>-4.073988e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>128.000000</td>\n",
       "      <td>8.923198e-07</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>0.000550</td>\n",
       "      <td>0.000403</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.000777</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>139.000000</td>\n",
       "      <td>0.012260</td>\n",
       "      <td>0.012129</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.001936</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>1.418536e-07</td>\n",
       "      <td>0.012129</td>\n",
       "      <td>1.694226e-07</td>\n",
       "      <td>-2.101855e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>1.639900e-06</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>0.003993</td>\n",
       "      <td>0.000832</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.001214</td>\n",
       "      <td>0.000150</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>172.000000</td>\n",
       "      <td>0.018876</td>\n",
       "      <td>0.018566</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.003078</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>3.333309e-07</td>\n",
       "      <td>0.018566</td>\n",
       "      <td>3.832224e-07</td>\n",
       "      <td>-7.024055e-07</td>\n",
       "      <td>...</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>193.000000</td>\n",
       "      <td>3.743340e-06</td>\n",
       "      <td>113.000000</td>\n",
       "      <td>0.008195</td>\n",
       "      <td>0.001436</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.001957</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.000218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>299.000000</td>\n",
       "      <td>0.081491</td>\n",
       "      <td>0.080856</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>0.008796</td>\n",
       "      <td>0.001656</td>\n",
       "      <td>1.260348e-05</td>\n",
       "      <td>0.080856</td>\n",
       "      <td>1.636525e-05</td>\n",
       "      <td>9.603500e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>1.605053e-04</td>\n",
       "      <td>178.000000</td>\n",
       "      <td>0.035681</td>\n",
       "      <td>0.015855</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.027557</td>\n",
       "      <td>0.008269</td>\n",
       "      <td>0.008269</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       transit_width  max_wl_depth  mean_wl_depth  transit_residual_std  \\\n",
       "count    1100.000000   1100.000000    1100.000000           1100.000000   \n",
       "mean      142.780909      0.015491       0.015320              0.000025   \n",
       "std        46.939201      0.011165       0.011058              0.000015   \n",
       "min        11.000000      0.003322       0.003316              0.000009   \n",
       "25%       107.000000      0.008129       0.008030              0.000020   \n",
       "50%       139.000000      0.012260       0.012129              0.000024   \n",
       "75%       172.000000      0.018876       0.018566              0.000028   \n",
       "max       299.000000      0.081491       0.080856              0.000334   \n",
       "\n",
       "         rel_noise       aspect  transit_fit_a   mean_depth             a  \\\n",
       "count  1100.000000  1100.000000   1.100000e+03  1100.000000  1.100000e+03   \n",
       "mean      0.002295     0.000180   3.232527e-07     0.015320  3.941435e-07   \n",
       "std       0.001494     0.000188   7.632770e-07     0.011058  9.523171e-07   \n",
       "min       0.000188     0.000016  -1.424438e-08     0.003316 -1.034458e-08   \n",
       "25%       0.001141     0.000068   7.505146e-08     0.008030  9.141094e-08   \n",
       "50%       0.001936     0.000115   1.418536e-07     0.012129  1.694226e-07   \n",
       "75%       0.003078     0.000215   3.333309e-07     0.018566  3.832224e-07   \n",
       "max       0.008796     0.001656   1.260348e-05     0.080856  1.636525e-05   \n",
       "\n",
       "                  b  ...       centre  right_transition     asymmetry  \\\n",
       "count  1.100000e+03  ...  1100.000000       1100.000000  1.100000e+03   \n",
       "mean  -2.675419e-06  ...    91.332727        163.468182  3.835962e-06   \n",
       "std    2.736513e-06  ...    22.889262         46.311383  9.257063e-06   \n",
       "min   -1.427983e-05  ...    26.000000         32.000000 -7.471941e-08   \n",
       "25%   -4.073988e-06  ...    74.000000        128.000000  8.923198e-07   \n",
       "50%   -2.101855e-06  ...    90.000000        160.000000  1.639900e-06   \n",
       "75%   -7.024055e-07  ...   106.000000        193.000000  3.743340e-06   \n",
       "max    9.603500e-06  ...   162.000000        304.000000  1.605053e-04   \n",
       "\n",
       "          x_offset  bat_correction     fgs_diff   a_w2_depth  \\\n",
       "count  1100.000000     1100.000000  1100.000000  1100.000000   \n",
       "mean     88.948182        0.000583     0.001020     0.009293   \n",
       "std      32.675508        0.026550     0.001303     0.000000   \n",
       "min       0.000000       -0.245977    -0.006865     0.009293   \n",
       "25%      67.000000        0.000550     0.000403     0.009293   \n",
       "50%      90.000000        0.003993     0.000832     0.009293   \n",
       "75%     113.000000        0.008195     0.001436     0.009293   \n",
       "max     178.000000        0.035681     0.015855     0.009293   \n",
       "\n",
       "       polypoints_range  polypoints_std  polypoints_mean  \n",
       "count       1100.000000     1100.000000      1100.000000  \n",
       "mean           0.001655        0.000220         0.000220  \n",
       "std            0.001806        0.000427         0.000427  \n",
       "min            0.000184        0.000043         0.000043  \n",
       "25%            0.000777        0.000107         0.000107  \n",
       "50%            0.001214        0.000150         0.000150  \n",
       "75%            0.001957        0.000218         0.000218  \n",
       "max            0.027557        0.008269         0.008269  \n",
       "\n",
       "[8 rows x 34 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extra_feats_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "56ee14db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:14.158004Z",
     "iopub.status.busy": "2025-09-25T10:06:14.157592Z",
     "iopub.status.idle": "2025-09-25T10:06:14.164800Z",
     "shell.execute_reply": "2025-09-25T10:06:14.163767Z"
    },
    "papermill": {
     "duration": 0.174318,
     "end_time": "2025-09-25T10:06:14.166849",
     "exception": false,
     "start_time": "2025-09-25T10:06:13.992531",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['transit_width', 'max_wl_depth', 'mean_wl_depth',\n",
       "       'transit_residual_std', 'rel_noise', 'aspect', 'transit_fit_a',\n",
       "       'mean_depth', 'a', 'b', 'c', 'a_c', 'delta', 'x_centre',\n",
       "       'transit_delta', 'half_delta', 'transit_delta_width',\n",
       "       'transit_half_delta_height', 'max_slope', 'fallback_factor',\n",
       "       'transit_ratio', 'transit_ratio_2', 'has_no_breakpoints',\n",
       "       'has_two_breakpoints', 'darkening_correction', 'left_transition',\n",
       "       'centre', 'right_transition', 'asymmetry', 'reflected', 'x_offset',\n",
       "       'bat_correction', 'fgs_diff', 'a_w2_depth', 'polypoints_range',\n",
       "       'polypoints_std', 'polypoints_mean'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extra_feats_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1cb26787",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:14.497162Z",
     "iopub.status.busy": "2025-09-25T10:06:14.496591Z",
     "iopub.status.idle": "2025-09-25T10:06:14.523906Z",
     "shell.execute_reply": "2025-09-25T10:06:14.522680Z"
    },
    "papermill": {
     "duration": 0.195879,
     "end_time": "2025-09-25T10:06:14.526072",
     "exception": false,
     "start_time": "2025-09-25T10:06:14.330193",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transit_width</th>\n",
       "      <th>max_wl_depth</th>\n",
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       "      <th>reflected</th>\n",
       "      <th>x_offset</th>\n",
       "      <th>bat_correction</th>\n",
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       "      <th>a_w2_depth</th>\n",
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       "      <td>-7.728222e-07</td>\n",
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       "      <td>258</td>\n",
       "      <td>4.182164e-07</td>\n",
       "      <td>True</td>\n",
       "      <td>49</td>\n",
       "      <td>-0.006992</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.000288</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>0.000093</td>\n",
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       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>95</td>\n",
       "      <td>0.049684</td>\n",
       "      <td>0.049151</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000734</td>\n",
       "      <td>0.000690</td>\n",
       "      <td>1.233117e-06</td>\n",
       "      <td>0.049151</td>\n",
       "      <td>1.420939e-06</td>\n",
       "      <td>-3.165505e-06</td>\n",
       "      <td>...</td>\n",
       "      <td>116</td>\n",
       "      <td>1.406138e-05</td>\n",
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       "      <td>0.001265</td>\n",
       "      <td>0.000337</td>\n",
       "      <td>0.000337</td>\n",
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       "<p>5 rows × 37 columns</p>\n",
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      "text/plain": [
       "           transit_width  max_wl_depth  mean_wl_depth  transit_residual_std  \\\n",
       "planet_id                                                                     \n",
       "34983                111      0.019704       0.019491              0.000021   \n",
       "1873185              237      0.006768       0.006692              0.000036   \n",
       "3849793               95      0.049684       0.049151              0.000036   \n",
       "8456603              117      0.015708       0.015549              0.000021   \n",
       "23615382             165      0.016202       0.015964              0.000027   \n",
       "\n",
       "           rel_noise    aspect  transit_fit_a  mean_depth             a  \\\n",
       "planet_id                                                                 \n",
       "34983       0.001063  0.000235   3.622115e-07    0.019491  4.311739e-07   \n",
       "1873185     0.005323  0.000038   2.884752e-08    0.006692  4.199810e-08   \n",
       "3849793     0.000734  0.000690   1.233117e-06    0.049151  1.420939e-06   \n",
       "8456603     0.001317  0.000179   2.431763e-07    0.015549  3.187191e-07   \n",
       "23615382    0.001669  0.000131   1.721259e-07    0.015964  2.047444e-07   \n",
       "\n",
       "                      b  ...  right_transition     asymmetry  reflected  \\\n",
       "planet_id                ...                                              \n",
       "34983     -2.058111e-06  ...               132  4.273241e-06       True   \n",
       "1873185   -7.728222e-07  ...               258  4.182164e-07       True   \n",
       "3849793   -3.165505e-06  ...               116  1.406138e-05      False   \n",
       "8456603   -4.000616e-07  ...               138  3.160180e-06       True   \n",
       "23615382  -3.868222e-06  ...               186  2.035110e-06      False   \n",
       "\n",
       "           x_offset  bat_correction  fgs_diff  a_w2_depth  polypoints_range  \\\n",
       "planet_id                                                                     \n",
       "34983            94        0.010855  0.001866    0.009293          0.002325   \n",
       "1873185          49       -0.006992  0.000147    0.009293          0.000288   \n",
       "3849793          92        0.021533  0.005032    0.009293          0.006071   \n",
       "8456603          95       -0.000826 -0.000158    0.009293          0.000383   \n",
       "23615382         72        0.008618  0.000583    0.009293          0.001265   \n",
       "\n",
       "           polypoints_std  polypoints_mean  \n",
       "planet_id                                   \n",
       "34983            0.000228         0.000228  \n",
       "1873185          0.000093         0.000093  \n",
       "3849793          0.000395         0.000395  \n",
       "8456603          0.000094         0.000094  \n",
       "23615382         0.000337         0.000337  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extra_feats_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c46e9fb9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:14.856066Z",
     "iopub.status.busy": "2025-09-25T10:06:14.855692Z",
     "iopub.status.idle": "2025-09-25T10:06:14.860491Z",
     "shell.execute_reply": "2025-09-25T10:06:14.859474Z"
    },
    "papermill": {
     "duration": 0.17389,
     "end_time": "2025-09-25T10:06:14.862441",
     "exception": false,
     "start_time": "2025-09-25T10:06:14.688551",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#if len(poly_df) > 1:\n",
    "#    print(\"So far so good,  let's wait for an hour...\")\n",
    "#    time.sleep(3600)  # pause for 4800 seconds\n",
    "#    print(\"Resuming execution...\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4377d198",
   "metadata": {
    "papermill": {
     "duration": 0.160758,
     "end_time": "2025-09-25T10:06:15.185503",
     "exception": false,
     "start_time": "2025-09-25T10:06:15.024745",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Corrective model training\n",
    "### Prepare Targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "034b9699",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:15.515800Z",
     "iopub.status.busy": "2025-09-25T10:06:15.515427Z",
     "iopub.status.idle": "2025-09-25T10:06:15.698842Z",
     "shell.execute_reply": "2025-09-25T10:06:15.697788Z"
    },
    "papermill": {
     "duration": 0.353289,
     "end_time": "2025-09-25T10:06:15.700996",
     "exception": false,
     "start_time": "2025-09-25T10:06:15.347707",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All files loaded successfully!\n"
     ]
    },
    {
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       "      <th>wl_8</th>\n",
       "      <th>wl_9</th>\n",
       "      <th>wl_10</th>\n",
       "      <th>...</th>\n",
       "      <th>wl_274</th>\n",
       "      <th>wl_275</th>\n",
       "      <th>wl_276</th>\n",
       "      <th>wl_277</th>\n",
       "      <th>wl_278</th>\n",
       "      <th>wl_279</th>\n",
       "      <th>wl_280</th>\n",
       "      <th>wl_281</th>\n",
       "      <th>wl_282</th>\n",
       "      <th>wl_283</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.018291</td>\n",
       "      <td>0.018088</td>\n",
       "      <td>0.018087</td>\n",
       "      <td>0.018085</td>\n",
       "      <td>0.018084</td>\n",
       "      <td>0.018084</td>\n",
       "      <td>0.018084</td>\n",
       "      <td>0.018084</td>\n",
       "      <td>0.018085</td>\n",
       "      <td>0.018084</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018109</td>\n",
       "      <td>0.018112</td>\n",
       "      <td>0.018118</td>\n",
       "      <td>0.018123</td>\n",
       "      <td>0.018125</td>\n",
       "      <td>0.018127</td>\n",
       "      <td>0.018130</td>\n",
       "      <td>0.018134</td>\n",
       "      <td>0.018138</td>\n",
       "      <td>0.018142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.006347</td>\n",
       "      <td>0.006343</td>\n",
       "      <td>0.006343</td>\n",
       "      <td>0.006343</td>\n",
       "      <td>0.006343</td>\n",
       "      <td>0.006343</td>\n",
       "      <td>0.006343</td>\n",
       "      <td>0.006342</td>\n",
       "      <td>0.006342</td>\n",
       "      <td>0.006341</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006340</td>\n",
       "      <td>0.006340</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "      <td>0.006339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>0.046061</td>\n",
       "      <td>0.046139</td>\n",
       "      <td>0.046130</td>\n",
       "      <td>0.046117</td>\n",
       "      <td>0.046107</td>\n",
       "      <td>0.046105</td>\n",
       "      <td>0.046109</td>\n",
       "      <td>0.046112</td>\n",
       "      <td>0.046111</td>\n",
       "      <td>0.046104</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046144</td>\n",
       "      <td>0.046133</td>\n",
       "      <td>0.046131</td>\n",
       "      <td>0.046138</td>\n",
       "      <td>0.046141</td>\n",
       "      <td>0.046147</td>\n",
       "      <td>0.046147</td>\n",
       "      <td>0.046139</td>\n",
       "      <td>0.046134</td>\n",
       "      <td>0.046133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 283 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               wl_1      wl_2      wl_3      wl_4      wl_5      wl_6  \\\n",
       "planet_id                                                               \n",
       "34983      0.018291  0.018088  0.018087  0.018085  0.018084  0.018084   \n",
       "1873185    0.006347  0.006343  0.006343  0.006343  0.006343  0.006343   \n",
       "3849793    0.046061  0.046139  0.046130  0.046117  0.046107  0.046105   \n",
       "\n",
       "               wl_7      wl_8      wl_9     wl_10  ...    wl_274    wl_275  \\\n",
       "planet_id                                          ...                       \n",
       "34983      0.018084  0.018084  0.018085  0.018084  ...  0.018109  0.018112   \n",
       "1873185    0.006343  0.006342  0.006342  0.006341  ...  0.006340  0.006340   \n",
       "3849793    0.046109  0.046112  0.046111  0.046104  ...  0.046144  0.046133   \n",
       "\n",
       "             wl_276    wl_277    wl_278    wl_279    wl_280    wl_281  \\\n",
       "planet_id                                                               \n",
       "34983      0.018118  0.018123  0.018125  0.018127  0.018130  0.018134   \n",
       "1873185    0.006339  0.006339  0.006339  0.006339  0.006339  0.006339   \n",
       "3849793    0.046131  0.046138  0.046141  0.046147  0.046147  0.046139   \n",
       "\n",
       "             wl_282    wl_283  \n",
       "planet_id                      \n",
       "34983      0.018138  0.018142  \n",
       "1873185    0.006339  0.006339  \n",
       "3849793    0.046134  0.046133  \n",
       "\n",
       "[3 rows x 283 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    targ_df = load_target(paths.train_csv, planet_ids) \n",
    "    display(targ_df.head(3))"
   ]
  },
  {
   "cell_type": "code",
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       "            bin_0     bin_5    bin_29    bin_54   bin_79   bin_103   bin_128  \\\n",
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       "          bin_153   bin_178   bin_202   bin_227   bin_252   bin_277  \n",
       "34983   -0.001202 -0.001078 -0.001073 -0.000925 -0.001053 -0.001040  \n",
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     "metadata": {},
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   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    target_df = transform_target(targ_df, poly_df, centres, planet_ids)\n",
    "    display(target_df.head(3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "944f3f5a",
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    "tags": []
   },
   "source": [
    "### Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "6d6d4f13",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
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   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rs</th>\n",
       "      <th>Ms</th>\n",
       "      <th>Ts</th>\n",
       "      <th>Mp</th>\n",
       "      <th>e</th>\n",
       "      <th>P</th>\n",
       "      <th>sma</th>\n",
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       "    <tr>\n",
       "      <th>planet_id</th>\n",
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      "text/plain": [
       "                 Rs        Ms           Ts        Mp    e         P  \\\n",
       "planet_id                                                             \n",
       "34983      1.155435  1.062961  5577.006645  0.694946  0.0  3.305589   \n",
       "1873185    1.813230  1.370451  6216.229756  0.610845  0.0  6.352660   \n",
       "3849793    0.653807  0.667352  4968.477186  1.529200  0.0  5.522798   \n",
       "8456603    1.250623  1.162019  6023.702622  2.262107  0.0  7.541019   \n",
       "23615382   1.431492  1.306489  6128.061013  0.861299  0.0  4.368080   \n",
       "\n",
       "                 sma          i  original_index  \n",
       "planet_id                                        \n",
       "34983       8.550786  89.150759               0  \n",
       "1873185     9.553384  88.701514               1  \n",
       "3849793    15.285661  89.134177               2  \n",
       "8456603    14.144310  87.178007               3  \n",
       "23615382    8.347654  90.000000               4  "
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     "execution_count": 50,
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   ],
   "source": [
    "star_info.head()"
   ]
  },
  {
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       "              bin_0     bin_5    bin_29    bin_54    bin_79   bin_103  \\\n",
       "planet_id                                                               \n",
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       "\n",
       "            bin_128   bin_153   bin_178   bin_202   bin_227   bin_252  \\\n",
       "planet_id                                                               \n",
       "34983      0.019345  0.019373  0.019233  0.019228  0.019054  0.019146   \n",
       "1873185    0.006692  0.006626  0.006718  0.006854  0.006914  0.006887   \n",
       "3849793    0.048843  0.048904  0.048957  0.048669  0.048497  0.048302   \n",
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       "23615382   0.016161  0.015781  0.015687  0.015523  0.015558  0.015190   \n",
       "\n",
       "            bin_277  \n",
       "planet_id            \n",
       "34983      0.019165  \n",
       "1873185    0.006687  \n",
       "3849793    0.048383  \n",
       "8456603    0.015650  \n",
       "23615382   0.015568  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poly_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "4cdd0423",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:17.423508Z",
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     "status": "completed"
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   "outputs": [],
   "source": [
    "feat_dfs = feature_eng(poly_df,\n",
    "                       extra_feats_df,\n",
    "                       star_info,\n",
    "                       all_wl_fits,\n",
    "                       FIT_FEATURES)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "7571777e",
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     "status": "completed"
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    "tags": []
   },
   "outputs": [
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       "          polypoints_std  polypoints_range  transit_fit_a  bat_correction  \\\n",
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       "\n",
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       "23615382  1.431492  1.306489  6128.061013  0.861299  4.368080   8.347654  ...   \n",
       "\n",
       "           bin_252   bin_277  wl_bat_correction    wl_c_c  wl_max_slope  \\\n",
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       "23615382  0.015190  0.015568          -0.233798 -0.000615      0.000037   \n",
       "\n",
       "                  wl_a          wl_b      wl_c        wl_a_c  wl_transit_delta  \n",
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       "\n",
       "[5 rows x 57 columns]"
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       "      <td>0.021533</td>\n",
       "      <td>0.653807</td>\n",
       "      <td>0.667352</td>\n",
       "      <td>4968.477186</td>\n",
       "      <td>1.529200</td>\n",
       "      <td>5.522798</td>\n",
       "      <td>15.285661</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048302</td>\n",
       "      <td>0.048383</td>\n",
       "      <td>-0.200316</td>\n",
       "      <td>0.000396</td>\n",
       "      <td>0.000208</td>\n",
       "      <td>4.379188e-06</td>\n",
       "      <td>-7.913142e-07</td>\n",
       "      <td>1.017560</td>\n",
       "      <td>4.303615e-06</td>\n",
       "      <td>0.009882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456603</th>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000383</td>\n",
       "      <td>2.431763e-07</td>\n",
       "      <td>-0.000826</td>\n",
       "      <td>1.250623</td>\n",
       "      <td>1.162019</td>\n",
       "      <td>6023.702622</td>\n",
       "      <td>2.262107</td>\n",
       "      <td>7.541019</td>\n",
       "      <td>14.144310</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015541</td>\n",
       "      <td>0.015650</td>\n",
       "      <td>-0.059832</td>\n",
       "      <td>-0.001150</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>7.709112e-07</td>\n",
       "      <td>9.573360e-06</td>\n",
       "      <td>1.005147</td>\n",
       "      <td>7.669636e-07</td>\n",
       "      <td>0.002634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23615382</th>\n",
       "      <td>0.000337</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>1.721259e-07</td>\n",
       "      <td>0.008618</td>\n",
       "      <td>1.431492</td>\n",
       "      <td>1.306489</td>\n",
       "      <td>6128.061013</td>\n",
       "      <td>0.861299</td>\n",
       "      <td>4.368080</td>\n",
       "      <td>8.347654</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015190</td>\n",
       "      <td>0.015568</td>\n",
       "      <td>-0.233798</td>\n",
       "      <td>-0.000615</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>4.485070e-07</td>\n",
       "      <td>1.120829e-06</td>\n",
       "      <td>1.008079</td>\n",
       "      <td>4.449124e-07</td>\n",
       "      <td>0.003052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          polypoints_std  polypoints_range  transit_fit_a  bat_correction  \\\n",
       "34983           0.000228          0.002325   3.622115e-07        0.010855   \n",
       "1873185         0.000093          0.000288   2.884752e-08       -0.006992   \n",
       "3849793         0.000395          0.006071   1.233117e-06        0.021533   \n",
       "8456603         0.000094          0.000383   2.431763e-07       -0.000826   \n",
       "23615382        0.000337          0.001265   1.721259e-07        0.008618   \n",
       "\n",
       "                Rs        Ms           Ts        Mp         P        sma  ...  \\\n",
       "34983     1.155435  1.062961  5577.006645  0.694946  3.305589   8.550786  ...   \n",
       "1873185   1.813230  1.370451  6216.229756  0.610845  6.352660   9.553384  ...   \n",
       "3849793   0.653807  0.667352  4968.477186  1.529200  5.522798  15.285661  ...   \n",
       "8456603   1.250623  1.162019  6023.702622  2.262107  7.541019  14.144310  ...   \n",
       "23615382  1.431492  1.306489  6128.061013  0.861299  4.368080   8.347654  ...   \n",
       "\n",
       "           bin_252   bin_277  wl_bat_correction    wl_c_c  wl_max_slope  \\\n",
       "34983     0.019146  0.019165          -0.230296  0.000207      0.000068   \n",
       "1873185   0.006887  0.006687          -0.165645 -0.000701      0.000012   \n",
       "3849793   0.048302  0.048383          -0.200316  0.000396      0.000208   \n",
       "8456603   0.015541  0.015650          -0.059832 -0.001150      0.000045   \n",
       "23615382  0.015190  0.015568          -0.233798 -0.000615      0.000037   \n",
       "\n",
       "                  wl_a          wl_b      wl_c        wl_a_c  wl_transit_delta  \n",
       "34983     1.228778e-06  9.858150e-07  1.007574  1.219541e-06          0.003785  \n",
       "1873185   9.979042e-08  4.136323e-06  1.004110  9.938194e-08          0.001399  \n",
       "3849793   4.379188e-06 -7.913142e-07  1.017560  4.303615e-06          0.009882  \n",
       "8456603   7.709112e-07  9.573360e-06  1.005147  7.669636e-07          0.002634  \n",
       "23615382  4.485070e-07  1.120829e-06  1.008079  4.449124e-07          0.003052  \n",
       "\n",
       "[5 rows x 57 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feat_dfs['bin_0'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81514221",
   "metadata": {
    "papermill": {
     "duration": 0.167396,
     "end_time": "2025-09-25T10:06:19.622058",
     "exception": false,
     "start_time": "2025-09-25T10:06:19.454662",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### PCA and MI analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "91f77ec0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:19.952395Z",
     "iopub.status.busy": "2025-09-25T10:06:19.951992Z",
     "iopub.status.idle": "2025-09-25T10:06:19.958651Z",
     "shell.execute_reply": "2025-09-25T10:06:19.957543Z"
    },
    "papermill": {
     "duration": 0.173137,
     "end_time": "2025-09-25T10:06:19.960675",
     "exception": false,
     "start_time": "2025-09-25T10:06:19.787538",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if FIT_PCA and TRAIN_NEW_MODELS:\n",
    "    first_bin = poly_df.columns[1]\n",
    "    display(first_bin)\n",
    "    X = feat_dfs[first_bin].copy()#.drop(columns = ['has_two_breakpoints'])\n",
    "    X_scaled = (X - X.mean(axis=0)) / X.std(axis=0)\n",
    "    pca = PCA(n_components=6)\n",
    "    X_pca = pca.fit_transform(X_scaled, )\n",
    "    component_names = [f\"PC{i+1}\" for i in range(X_pca.shape[1])]\n",
    "    X_pca = pd.DataFrame(X_pca, columns=component_names)\n",
    "    display(X_pca.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "8d959709",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:20.293675Z",
     "iopub.status.busy": "2025-09-25T10:06:20.293278Z",
     "iopub.status.idle": "2025-09-25T10:06:20.300169Z",
     "shell.execute_reply": "2025-09-25T10:06:20.299112Z"
    },
    "papermill": {
     "duration": 0.177062,
     "end_time": "2025-09-25T10:06:20.302201",
     "exception": false,
     "start_time": "2025-09-25T10:06:20.125139",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if FIT_PCA and TRAIN_NEW_MODELS:\n",
    "    y = target_df[first_bin].copy()\n",
    "    y = y.loc[y.index.intersection(X.index)]\n",
    "    mi_scores = mutual_info_regression(X_pca, y, random_state=0)\n",
    "    mi_scores = pd.Series(mi_scores, name=\"MI Scores\", index=X_pca.columns)\n",
    "    mi_scores = mi_scores.sort_values(ascending=False)\n",
    "    ordered_scores = list(mi_scores.index)\n",
    "    display(mi_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "d202595f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:20.636930Z",
     "iopub.status.busy": "2025-09-25T10:06:20.636548Z",
     "iopub.status.idle": "2025-09-25T10:06:20.642032Z",
     "shell.execute_reply": "2025-09-25T10:06:20.640969Z"
    },
    "papermill": {
     "duration": 0.175276,
     "end_time": "2025-09-25T10:06:20.644070",
     "exception": false,
     "start_time": "2025-09-25T10:06:20.468794",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if FIT_PCA and TRAIN_NEW_MODELS:\n",
    "    loadings = pd.DataFrame(\n",
    "    pca.components_.T,  # transpose the matrix of loadings\n",
    "    columns=component_names,  # so the columns are the principal components\n",
    "    index=X.columns)[ordered_scores] # and the rows are the original features\n",
    "    display(loadings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7199775d",
   "metadata": {
    "papermill": {
     "duration": 0.16888,
     "end_time": "2025-09-25T10:06:20.977578",
     "exception": false,
     "start_time": "2025-09-25T10:06:20.808698",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Let's repeat this but use a pipeline to pass the transform to inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "fcc6b253",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:21.334131Z",
     "iopub.status.busy": "2025-09-25T10:06:21.332899Z",
     "iopub.status.idle": "2025-09-25T10:06:21.341688Z",
     "shell.execute_reply": "2025-09-25T10:06:21.340660Z"
    },
    "papermill": {
     "duration": 0.197115,
     "end_time": "2025-09-25T10:06:21.343841",
     "exception": false,
     "start_time": "2025-09-25T10:06:21.146726",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if FIT_PCA and TRAIN_NEW_MODELS:\n",
    "    preprocess = Pipeline([\n",
    "    (\"scaler\", StandardScaler()),\n",
    "    (\"pca\", PCA(n_components=PCA_FEATURES))\n",
    "    ])\n",
    "\n",
    "    X_train_transformed = preprocess.fit_transform(X)\n",
    "\n",
    "    joblib.dump(preprocess, paths.fit_pipeline)\n",
    "\n",
    "\n",
    "    pca_columns = [f\"PC{i+1}\" for i in range(X_train_transformed.shape[1])]\n",
    "\n",
    "    X_train_transformed_df = pd.DataFrame(\n",
    "    X_train_transformed,\n",
    "    index=X.index,     # preserve row indices\n",
    "    columns=pca_columns      # give meaningful column names\n",
    "    )\n",
    "\n",
    "    display(X_train_transformed_df.head())\n",
    "else:\n",
    "    preprocess = None\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83e7b08a",
   "metadata": {
    "papermill": {
     "duration": 0.174875,
     "end_time": "2025-09-25T10:06:21.686388",
     "exception": false,
     "start_time": "2025-09-25T10:06:21.511513",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Create splits by dataframe index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "81485d93",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:22.017206Z",
     "iopub.status.busy": "2025-09-25T10:06:22.016851Z",
     "iopub.status.idle": "2025-09-25T10:06:22.126286Z",
     "shell.execute_reply": "2025-09-25T10:06:22.125163Z"
    },
    "papermill": {
     "duration": 0.277954,
     "end_time": "2025-09-25T10:06:22.128898",
     "exception": false,
     "start_time": "2025-09-25T10:06:21.850944",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "random_ids = planet_ids.copy()\n",
    "random_ids = [x for x in random_ids if x not in EXCLUDE_PLANETS]\n",
    "random.shuffle(random_ids)\n",
    "\n",
    "test_size = int(len(planet_ids) // FOLDS)\n",
    "\n",
    "fold_ids={}\n",
    "for outer_fold in range(FOLDS):\n",
    "    test_ids = random_ids[test_size * outer_fold : test_size * (outer_fold + 1)]\n",
    "    remaining = [id for id in random_ids if id not in test_ids]\n",
    "    val_size = int(len(remaining) /INNER_FOLDS)\n",
    "    val_ids = {}\n",
    "    train_ids = {}\n",
    "    random.shuffle(remaining)\n",
    "    for n in range(INNER_FOLDS):\n",
    "        val_id_pool = remaining[n*val_size : (n+1)*val_size]\n",
    "        sub_pool_size = (INNER_FOLDS-1) * len(val_id_pool) // INNER_FOLDS  \n",
    "        val_sub_pool = val_id_pool[:sub_pool_size]\n",
    "        val_ids[f'f{n}_val'] = val_id_pool\n",
    "        train_id_pool = [planet for planet in remaining if planet not in val_ids[f'f{n}_val'] ]\n",
    "        if MIX_SPLITS:\n",
    "            #Super-dodgy, but with not much to loose at this stage, let's try it anyway\n",
    "            train_id_pool = train_id_pool + val_sub_pool\n",
    "        train_ids[f'f{n}_train'] = train_id_pool\n",
    "\n",
    "    fold_ids[outer_fold] = {'train_ids': train_ids, 'val_ids': val_ids, 'test_ids': test_ids}  #None of these will contain EXCLUDED_PLANETS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "aeba2467",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:06:22.468214Z",
     "iopub.status.busy": "2025-09-25T10:06:22.467843Z",
     "iopub.status.idle": "2025-09-25T10:51:29.465291Z",
     "shell.execute_reply": "2025-09-25T10:51:29.464134Z"
    },
    "papermill": {
     "duration": 2707.170349,
     "end_time": "2025-09-25T10:51:29.467212",
     "exception": false,
     "start_time": "2025-09-25T10:06:22.296863",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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     "output_type": "stream",
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      "\n",
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      "\n",
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      "100%|██████████| 10/10 [45:06<00:00, 270.70s/it]\n"
     ]
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    feat_imps = []\n",
    "    for outer_fold in tqdm(range(FOLDS)):\n",
    "        outer_destn = paths.pred_models / f'outer_fold_{outer_fold}'\n",
    "        outer_destn.mkdir(exist_ok=True)\n",
    "        for inner_fold in range(INNER_FOLDS):\n",
    "            models, feature_imp = train_models(feat_dfs,\n",
    "                                                target_df,\n",
    "                                                fold_ids[outer_fold]['train_ids'][f'f{inner_fold}_train'],\n",
    "                                                fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'],\n",
    "                                                LGBM_FIT_PARAMETERS,\n",
    "                                                preprocess,\n",
    "                                                EARLY_STOPPING)\n",
    "            inner_destn = outer_destn / f'fold_{inner_fold}'\n",
    "            inner_destn.mkdir(exist_ok=True)\n",
    "            feat_imps.append(feature_imp)\n",
    "            for name, model in models.items():\n",
    "                joblib.dump(model, inner_destn / f'{name}.pkl')\n",
    "    feat_imp_df = pd.concat(feat_imps, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24605255",
   "metadata": {
    "papermill": {
     "duration": 0.339961,
     "end_time": "2025-09-25T10:51:30.081325",
     "exception": false,
     "start_time": "2025-09-25T10:51:29.741364",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "No value:\n",
    "mean_wl_depth, polypoints_mean, has_two_breakpoints, has_no_breakpoints, e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "06eb3178",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:51:30.637197Z",
     "iopub.status.busy": "2025-09-25T10:51:30.636039Z",
     "iopub.status.idle": "2025-09-25T10:51:32.916200Z",
     "shell.execute_reply": "2025-09-25T10:51:32.915186Z"
    },
    "papermill": {
     "duration": 2.559916,
     "end_time": "2025-09-25T10:51:32.919102",
     "exception": false,
     "start_time": "2025-09-25T10:51:30.359186",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    plt.figure(figsize=(6, 8))\n",
    "    sns.barplot(x=\"Value\", y=\"Feature\", data=feat_imp_df)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "ac533ac4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:51:33.493434Z",
     "iopub.status.busy": "2025-09-25T10:51:33.492318Z",
     "iopub.status.idle": "2025-09-25T10:52:17.310959Z",
     "shell.execute_reply": "2025-09-25T10:52:17.310131Z"
    },
    "papermill": {
     "duration": 44.105947,
     "end_time": "2025-09-25T10:52:17.313395",
     "exception": false,
     "start_time": "2025-09-25T10:51:33.207448",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "models = {}\n",
    "for outer_fold in range(FOLDS):\n",
    "    inner_models = {}\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        fold_path = paths.pred_models / f'outer_fold_{outer_fold}' / f'fold_{inner_fold}'\n",
    "        pkl_files = list(fold_path.glob('*.pkl'))\n",
    "        bin_models = {}\n",
    "        for model in pkl_files:\n",
    "            bin_models[model.stem] = joblib.load(model)\n",
    "        inner_models[f'fold_{inner_fold}'] = bin_models\n",
    "    models[outer_fold] = inner_models\n",
    "\n",
    "preprocess = joblib.load(paths.fit_pipeline) if FIT_PCA else None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "a58ae637",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:52:17.927021Z",
     "iopub.status.busy": "2025-09-25T10:52:17.926637Z",
     "iopub.status.idle": "2025-09-25T10:54:15.026756Z",
     "shell.execute_reply": "2025-09-25T10:54:15.025700Z"
    },
    "papermill": {
     "duration": 117.443157,
     "end_time": "2025-09-25T10:54:15.028965",
     "exception": false,
     "start_time": "2025-09-25T10:52:17.585808",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10/10 [01:57<00:00, 11.71s/it]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bin_0</th>\n",
       "      <th>bin_5</th>\n",
       "      <th>bin_29</th>\n",
       "      <th>bin_54</th>\n",
       "      <th>bin_79</th>\n",
       "      <th>bin_103</th>\n",
       "      <th>bin_128</th>\n",
       "      <th>bin_153</th>\n",
       "      <th>bin_178</th>\n",
       "      <th>bin_202</th>\n",
       "      <th>bin_227</th>\n",
       "      <th>bin_252</th>\n",
       "      <th>bin_277</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>-0.003060</td>\n",
       "      <td>-0.001743</td>\n",
       "      <td>-0.001482</td>\n",
       "      <td>-0.001380</td>\n",
       "      <td>-0.001262</td>\n",
       "      <td>-0.001143</td>\n",
       "      <td>-0.001151</td>\n",
       "      <td>-0.001157</td>\n",
       "      <td>-0.001045</td>\n",
       "      <td>-0.001019</td>\n",
       "      <td>-0.000883</td>\n",
       "      <td>-0.001021</td>\n",
       "      <td>-0.001032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>-0.000473</td>\n",
       "      <td>-0.000356</td>\n",
       "      <td>-0.000422</td>\n",
       "      <td>-0.000254</td>\n",
       "      <td>-0.000356</td>\n",
       "      <td>-0.000312</td>\n",
       "      <td>-0.000388</td>\n",
       "      <td>-0.000214</td>\n",
       "      <td>-0.000403</td>\n",
       "      <td>-0.000401</td>\n",
       "      <td>-0.000625</td>\n",
       "      <td>-0.000571</td>\n",
       "      <td>-0.000181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            bin_0     bin_5    bin_29    bin_54    bin_79   bin_103   bin_128  \\\n",
       "34983   -0.003060 -0.001743 -0.001482 -0.001380 -0.001262 -0.001143 -0.001151   \n",
       "1873185 -0.000473 -0.000356 -0.000422 -0.000254 -0.000356 -0.000312 -0.000388   \n",
       "\n",
       "          bin_153   bin_178   bin_202   bin_227   bin_252   bin_277  \n",
       "34983   -0.001157 -0.001045 -0.001019 -0.000883 -0.001021 -0.001032  \n",
       "1873185 -0.000214 -0.000403 -0.000401 -0.000625 -0.000571 -0.000181  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offset_predictions = {}\n",
    "for outer_fold in tqdm(range(FOLDS)):\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        predictions = {}\n",
    "        for bin_id, model in  models[outer_fold][f'fold_{inner_fold}'].items():\n",
    "            if FIT_PCA:\n",
    "                pca_feats = preprocess.transform(feat_dfs[bin_id])#.drop(columns = ['has_two_breakpoints'])\n",
    "                pca_columns = [f\"PC{i+1}\" for i in range(pca_feats.shape[1])]\n",
    "                pca_feat_df = pd.DataFrame(\n",
    "                                        pca_feats,\n",
    "                                        index=feat_dfs[bin_id].index,\n",
    "                                        columns=pca_columns\n",
    "                                        )\n",
    "                wl_feats = pd.concat([feat_dfs[bin_id], pca_feat_df], axis=1)\n",
    "            else:\n",
    "                wl_feats = feat_dfs[bin_id]\n",
    "            predictions[bin_id] =  model.predict(wl_feats)\n",
    "        pred_df = pd.DataFrame(predictions, index=feat_dfs['bin_0'].index)\n",
    "        pred_df = pred_df.reindex(columns=poly_df.columns)\n",
    "        offset_predictions[f'fold_{outer_fold}_{inner_fold}'] = pred_df\n",
    "\n",
    "offset_predictions['fold_0_0'].head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "269c4a1a",
   "metadata": {
    "papermill": {
     "duration": 0.278683,
     "end_time": "2025-09-25T10:54:15.590277",
     "exception": false,
     "start_time": "2025-09-25T10:54:15.311594",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## High resolution fit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc689fe9",
   "metadata": {
    "papermill": {
     "duration": 0.290801,
     "end_time": "2025-09-25T10:54:16.163689",
     "exception": false,
     "start_time": "2025-09-25T10:54:15.872888",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "What we want to know is how big are the maximum second-order differences, over all the bins,  the approach below only looks at bin_0!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "8e655904",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:54:16.802715Z",
     "iopub.status.busy": "2025-09-25T10:54:16.802318Z",
     "iopub.status.idle": "2025-09-25T10:54:16.812718Z",
     "shell.execute_reply": "2025-09-25T10:54:16.811898Z"
    },
    "papermill": {
     "duration": 0.296042,
     "end_time": "2025-09-25T10:54:16.814662",
     "exception": false,
     "start_time": "2025-09-25T10:54:16.518620",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "second_diffs = pd.DataFrame({\n",
    "    key: df['mean_second_diff']\n",
    "    for key, df in feat_dfs.items()\n",
    "})\n",
    "second_diffs['row_max_excl_first2'] = second_diffs.iloc[:, 2:].max(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "267947de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:54:17.385796Z",
     "iopub.status.busy": "2025-09-25T10:54:17.385402Z",
     "iopub.status.idle": "2025-09-25T10:54:17.634534Z",
     "shell.execute_reply": "2025-09-25T10:54:17.633505Z"
    },
    "papermill": {
     "duration": 0.537967,
     "end_time": "2025-09-25T10:54:17.636653",
     "exception": false,
     "start_time": "2025-09-25T10:54:17.098686",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "second_diffs[\"row_max_excl_first2\"].hist(bins=50, edgecolor=\"black\")\n",
    "plt.xlabel(\"Mean difference between fitted bins\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title(\"Histogram the mean of the first order bin difference\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "dd033e74",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:54:18.195586Z",
     "iopub.status.busy": "2025-09-25T10:54:18.194968Z",
     "iopub.status.idle": "2025-09-25T10:54:18.202365Z",
     "shell.execute_reply": "2025-09-25T10:54:18.201433Z"
    },
    "papermill": {
     "duration": 0.290725,
     "end_time": "2025-09-25T10:54:18.204263",
     "exception": false,
     "start_time": "2025-09-25T10:54:17.913538",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "max_mean_diff = second_diffs[\"row_max_excl_first2\"].max()\n",
    "norm_differences = (second_diffs[\"row_max_excl_first2\"] / max_mean_diff).to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "50304453",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:54:18.756354Z",
     "iopub.status.busy": "2025-09-25T10:54:18.755167Z",
     "iopub.status.idle": "2025-09-25T10:54:33.849928Z",
     "shell.execute_reply": "2025-09-25T10:54:33.849018Z"
    },
    "papermill": {
     "duration": 15.373147,
     "end_time": "2025-09-25T10:54:33.852409",
     "exception": false,
     "start_time": "2025-09-25T10:54:18.479262",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "convolved_signal = midprocessor.convolve_wavelengths_skip_first(differences = norm_differences)\n",
    "all_centres = [idx for idx in range(1, convolved_signal.shape[2] + 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "10695995",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T10:54:34.485488Z",
     "iopub.status.busy": "2025-09-25T10:54:34.484930Z",
     "iopub.status.idle": "2025-09-25T11:03:39.443423Z",
     "shell.execute_reply": "2025-09-25T11:03:39.442401Z"
    },
    "papermill": {
     "duration": 545.30633,
     "end_time": "2025-09-25T11:03:39.445482",
     "exception": false,
     "start_time": "2025-09-25T10:54:34.139152",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/1100 [00:00<?, ?it/s]/opt/conda/lib/python3.10/site-packages/scipy/optimize/_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n",
      "100%|██████████| 1100/1100 [09:04<00:00,  2.02it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bin_0</th>\n",
       "      <th>bin_1</th>\n",
       "      <th>bin_2</th>\n",
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       "      <th>bin_9</th>\n",
       "      <th>...</th>\n",
       "      <th>bin_273</th>\n",
       "      <th>bin_274</th>\n",
       "      <th>bin_275</th>\n",
       "      <th>bin_276</th>\n",
       "      <th>bin_277</th>\n",
       "      <th>bin_278</th>\n",
       "      <th>bin_279</th>\n",
       "      <th>bin_280</th>\n",
       "      <th>bin_281</th>\n",
       "      <th>bin_282</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.021379</td>\n",
       "      <td>0.019843</td>\n",
       "      <td>0.019857</td>\n",
       "      <td>0.019875</td>\n",
       "      <td>0.019889</td>\n",
       "      <td>0.019902</td>\n",
       "      <td>0.019916</td>\n",
       "      <td>0.019923</td>\n",
       "      <td>0.019924</td>\n",
       "      <td>0.019918</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019304</td>\n",
       "      <td>0.019321</td>\n",
       "      <td>0.019319</td>\n",
       "      <td>0.019317</td>\n",
       "      <td>0.019302</td>\n",
       "      <td>0.019302</td>\n",
       "      <td>0.01930</td>\n",
       "      <td>0.019287</td>\n",
       "      <td>0.019266</td>\n",
       "      <td>0.019244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.006903</td>\n",
       "      <td>0.006701</td>\n",
       "      <td>0.006713</td>\n",
       "      <td>0.006727</td>\n",
       "      <td>0.006745</td>\n",
       "      <td>0.006766</td>\n",
       "      <td>0.006789</td>\n",
       "      <td>0.006809</td>\n",
       "      <td>0.006828</td>\n",
       "      <td>0.006841</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006650</td>\n",
       "      <td>0.006613</td>\n",
       "      <td>0.006585</td>\n",
       "      <td>0.006559</td>\n",
       "      <td>0.006517</td>\n",
       "      <td>0.006462</td>\n",
       "      <td>0.00638</td>\n",
       "      <td>0.006286</td>\n",
       "      <td>0.006216</td>\n",
       "      <td>0.006199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>0.054372</td>\n",
       "      <td>0.049464</td>\n",
       "      <td>0.049465</td>\n",
       "      <td>0.049468</td>\n",
       "      <td>0.049471</td>\n",
       "      <td>0.049472</td>\n",
       "      <td>0.049473</td>\n",
       "      <td>0.049473</td>\n",
       "      <td>0.049473</td>\n",
       "      <td>0.049470</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048279</td>\n",
       "      <td>0.048300</td>\n",
       "      <td>0.048326</td>\n",
       "      <td>0.048358</td>\n",
       "      <td>0.048391</td>\n",
       "      <td>0.048423</td>\n",
       "      <td>0.04846</td>\n",
       "      <td>0.048507</td>\n",
       "      <td>0.048552</td>\n",
       "      <td>0.048603</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 283 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              bin_0     bin_1     bin_2     bin_3     bin_4     bin_5  \\\n",
       "planet_id                                                               \n",
       "34983      0.021379  0.019843  0.019857  0.019875  0.019889  0.019902   \n",
       "1873185    0.006903  0.006701  0.006713  0.006727  0.006745  0.006766   \n",
       "3849793    0.054372  0.049464  0.049465  0.049468  0.049471  0.049472   \n",
       "\n",
       "              bin_6     bin_7     bin_8     bin_9  ...   bin_273   bin_274  \\\n",
       "planet_id                                          ...                       \n",
       "34983      0.019916  0.019923  0.019924  0.019918  ...  0.019304  0.019321   \n",
       "1873185    0.006789  0.006809  0.006828  0.006841  ...  0.006650  0.006613   \n",
       "3849793    0.049473  0.049473  0.049473  0.049470  ...  0.048279  0.048300   \n",
       "\n",
       "            bin_275   bin_276   bin_277   bin_278  bin_279   bin_280  \\\n",
       "planet_id                                                              \n",
       "34983      0.019319  0.019317  0.019302  0.019302  0.01930  0.019287   \n",
       "1873185    0.006585  0.006559  0.006517  0.006462  0.00638  0.006286   \n",
       "3849793    0.048326  0.048358  0.048391  0.048423  0.04846  0.048507   \n",
       "\n",
       "            bin_281   bin_282  \n",
       "planet_id                      \n",
       "34983      0.019266  0.019244  \n",
       "1873185    0.006216  0.006199  \n",
       "3849793    0.048552  0.048603  \n",
       "\n",
       "[3 rows x 283 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_res_df, _, _ = fit_all_curves(convolved_signal,\n",
    "                                   all_centres,\n",
    "                                   star_info,\n",
    "                                   breakpoints,\n",
    "                                   edges,\n",
    "                                   days_per_bin =  4.6 * TIME_BINS / (60 * 60 * 24),\n",
    "                                   impacts = impacts,\n",
    "                                   scale=SCALE,\n",
    "                                   limb_law = 'quadratic',\n",
    "                                   buffer = TRANSITION_BUFFER,\n",
    "                                   bad_planets = [],\n",
    "                                   show_plots = False,\n",
    "                                   max_edge_widths = (MAX_LEFT_EDGE,MAX_RIGHT_EDGE),\n",
    "                                   top_points = TOP_POINTS,\n",
    "                                   do_bat_fit = False\n",
    "                                   )\n",
    "\n",
    "high_res_df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8e99061",
   "metadata": {
    "papermill": {
     "duration": 0.335922,
     "end_time": "2025-09-25T11:03:40.208346",
     "exception": false,
     "start_time": "2025-09-25T11:03:39.872424",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Postprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "95c10e76",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:03:40.881186Z",
     "iopub.status.busy": "2025-09-25T11:03:40.880815Z",
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    },
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.0183183 , 0.01810037, 0.01811254, 0.01812859, 0.01814336])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_res_predictions = {}\n",
    "\n",
    "for outer_fold in range(FOLDS):\n",
    "    fold_predictions = {}\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        offset_df = offset_predictions[f'fold_{outer_fold}_{inner_fold}'] \n",
    "        fgs_clipped = offset_df.iloc[:,:1].values.clip(min = -FGS_MAX_SHIFT, max = FGS_MAX_SHIFT)\n",
    "        airs_clipped = offset_df.iloc[:,1:].values.clip(min = -AIRS_MAX_SHIFT, max = AIRS_MAX_SHIFT)\n",
    "        interpolated_airs = interpolate_predictions(airs_clipped, centres, kind='quadratic')  #Doing this because the offset dataframe has only 13 points\n",
    "        interpolated = np.concatenate([fgs_clipped, interpolated_airs], axis=1)\n",
    "        fold_predictions[f'fold_{inner_fold}']  = high_res_df.values + interpolated\n",
    "    high_res_predictions[outer_fold] = fold_predictions\n",
    "\n",
    "high_res_predictions[0]['fold_0'][0,:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "73908888",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:03:51.914274Z",
     "iopub.status.busy": "2025-09-25T11:03:51.913878Z",
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     "shell.execute_reply": "2025-09-25T11:04:12.357287Z"
    },
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     "duration": 20.787159,
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     "exception": false,
     "start_time": "2025-09-25T11:03:51.573203",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.0183183 , 0.01811544, 0.01811501, 0.0181148 , 0.0181148 ])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interp_predictions = {}\n",
    "\n",
    "for outer_fold in range(FOLDS):\n",
    "    fold_predictions = {}\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        offset_df = offset_predictions[f'fold_{outer_fold}_{inner_fold}'] \n",
    "        fgs_clipped = offset_df.iloc[:,:1].values.clip(min = -FGS_MAX_SHIFT, max = FGS_MAX_SHIFT)\n",
    "        airs_clipped = offset_df.iloc[:,1:].values.clip(min = -AIRS_MAX_SHIFT, max = AIRS_MAX_SHIFT)\n",
    "        interpolated_airs = interpolate_predictions(airs_clipped, centres, kind='quadratic')  #quadratic, linear\n",
    "        interpolated_fits =  interpolate_predictions(poly_df.values[:,1:], centres, kind='quadratic')\n",
    "        fgs_predictions = fgs_clipped + poly_df.values[:,:1]\n",
    "        airs_predictions = interpolated_airs + interpolated_fits\n",
    "        fold_predictions[f'fold_{inner_fold}']  = np.concatenate([fgs_predictions, airs_predictions], axis=1)\n",
    "    interp_predictions[outer_fold] = fold_predictions\n",
    "\n",
    "interp_predictions[0]['fold_0'][0,:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5efdde14",
   "metadata": {
    "papermill": {
     "duration": 0.337083,
     "end_time": "2025-09-25T11:04:13.111051",
     "exception": false,
     "start_time": "2025-09-25T11:04:12.773968",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Now select the high res for the planets with a large transmission range."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d0cac7e",
   "metadata": {
    "papermill": {
     "duration": 0.332345,
     "end_time": "2025-09-25T11:04:13.782620",
     "exception": false,
     "start_time": "2025-09-25T11:04:13.450275",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Model the Uncertainty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "e34774f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:14.458468Z",
     "iopub.status.busy": "2025-09-25T11:04:14.457400Z",
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     "shell.execute_reply": "2025-09-25T11:04:14.462808Z"
    },
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     "duration": 0.345926,
     "end_time": "2025-09-25T11:04:14.465701",
     "exception": false,
     "start_time": "2025-09-25T11:04:14.119775",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def transform_target(df, poly_df, centres, ids):\n",
    "    fgs1_vals = df.values[:,:1]\n",
    "    airs_vals = df.values[:,centres]\n",
    "    true_binned = np.concatenate([fgs1_vals, airs_vals], axis=1)\n",
    "    col_names = ['bin_0'] + [f'bin_{centre}' for centre in centres]\n",
    "    true_binned_df = pd.DataFrame(true_binned, index=ids, columns=col_names)\n",
    "    target_df = pd.DataFrame(true_binned_df.values - poly_df.values, columns=true_binned_df.columns, index=true_binned_df.index) \n",
    "    return target_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "5e37a69f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:15.212389Z",
     "iopub.status.busy": "2025-09-25T11:04:15.211992Z",
     "iopub.status.idle": "2025-09-25T11:04:15.221440Z",
     "shell.execute_reply": "2025-09-25T11:04:15.220326Z"
    },
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     "duration": 0.422297,
     "end_time": "2025-09-25T11:04:15.223456",
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     "start_time": "2025-09-25T11:04:14.801159",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def bin_wavelengths_skip_first(self, data, method='mean'):\n",
    "        if data.ndim != 3:\n",
    "            raise ValueError(\"Input must be a 3D array (star, time, wavelength)\")\n",
    "    \n",
    "        N, T, W = data.shape\n",
    "        head = data[:, :, :1]  # Preserve first index (shape N, T, 1)\n",
    "        tail = data[:, :, 1:]  # Wavelengths from index 1 onward (shape N, T, W-1)\n",
    "    \n",
    "        tail_len = tail.shape[-1]\n",
    "        step_size = (tail_len-2*self.edge_buffer) / (self.wl_bins-1)\n",
    "        half_kernel = self.binning_kernel // 2\n",
    "        centres = [int(self.edge_buffer + (n + 1) * step_size) for n in range(self.wl_bins-2)]\n",
    "    \n",
    "        binned_list = []\n",
    "    \n",
    "        first_chunk = tail[:, :, :self.edge_buffer + half_kernel].mean(axis=-1, keepdims=True)\n",
    "        last_chunk = tail[:, :, -half_kernel-self.edge_buffer:].mean(axis=-1, keepdims=True)\n",
    "    \n",
    "        binned_list = [first_chunk]\n",
    "        for centre in centres:\n",
    "            start = max(0, centre - half_kernel)\n",
    "            end = min(tail_len, centre + half_kernel)\n",
    "            chunk = tail[:, :, start:end]  # shape (N, T, kernel_size)\n",
    "            binned_chunk = chunk.mean(axis=-1, keepdims=True)\n",
    "            binned_list.append(binned_chunk)  # shape (N, T, 1)\n",
    "        binned_list.append(last_chunk)\n",
    "        tail_binned = np.concatenate(binned_list, axis=-1)  # shape (N, T, wl_bins)\n",
    "        binned_data = np.concatenate([head, tail_binned], axis=2)  # shape (N, T, 1 + wl_bins)\n",
    "    \n",
    "        return binned_data, [self.edge_buffer] + centres + [W-1-self.edge_buffer]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cce8271",
   "metadata": {
    "papermill": {
     "duration": 0.334704,
     "end_time": "2025-09-25T11:04:15.896056",
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     "start_time": "2025-09-25T11:04:15.561352",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#The centres are integers with respect to the airs columns (skips the first which is for FGS sensor),  for example  [5, 29, 54, 79, 103, 128, 153, 178, 202, 227, 252, 277]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "ca3cbdf3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:16.579995Z",
     "iopub.status.busy": "2025-09-25T11:04:16.579611Z",
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     "shell.execute_reply": "2025-09-25T11:04:16.585207Z"
    },
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     "duration": 0.347437,
     "end_time": "2025-09-25T11:04:16.588327",
     "exception": false,
     "start_time": "2025-09-25T11:04:16.240890",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def localized_rmse(df, col_indices, kernel_size):\n",
    "    \"\"\"\n",
    "    Compute localized RMSE over sliding windows of columns.\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    pd.DataFrame\n",
    "        DataFrame with one column per index in `col_indices`,\n",
    "        each column containing the localized RMSE per row.\n",
    "    \"\"\"\n",
    "    results = {}\n",
    "    n_cols = df.shape[1]\n",
    "\n",
    "    for idx in col_indices:\n",
    "        # Define the window range\n",
    "        left = max(0, idx - kernel_size)\n",
    "        right = min(n_cols, idx + kernel_size + 1)\n",
    "        \n",
    "        # Extract subset and compute RMSE\n",
    "        window = df.iloc[:, left:right]\n",
    "        rmse = window.pow(2).mean(axis=1).pow(0.5)\n",
    "        results[f\"rmse_{idx}\"] = rmse\n",
    "\n",
    "    return pd.DataFrame(results, index=df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "680924b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:17.271808Z",
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   "outputs": [],
   "source": [
    "def get_error_dfs(preds,\n",
    "                  targets,\n",
    "                  centres,\n",
    "                  kernel_size = 35,\n",
    "                  #error_factor = ERROR_FACTOR,\n",
    "                  outer_folds = FOLDS,\n",
    "                  inner_folds = INNER_FOLDS,\n",
    "                  index = star_info.index\n",
    "                  ):\n",
    "\n",
    "    error_dfs = {}\n",
    "    for outer_fold in range(outer_folds):\n",
    "        for inner_fold in range(inner_folds):\n",
    "            error_df = pd.DataFrame(preds[outer_fold][f'fold_{inner_fold}'] - targets.values, columns=targets.columns, index = index)   #So we want to bin this with bins matching the predictions.\n",
    "            fgs_std = error_df.loc[fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val']].iloc[:, 0].abs() \n",
    "            airs_errors = error_df.iloc[:, 1:]\n",
    "            airs_local_rmse = localized_rmse(airs_errors, centres, kernel_size=35)  #Estimates the rsme in a window around the list of centres\n",
    "            airs_local_rmse = airs_local_rmse# * ERROR_FACTOR\n",
    "            fgs_std_df = error_df.iloc[:, 0].abs().to_frame(name='rmse_0')# * ERROR_FACTOR  \n",
    "            std_df = pd.concat([fgs_std_df, airs_local_rmse], axis=1)\n",
    "            error_dfs[f'fold_{outer_fold}_{inner_fold}'] = std_df  #airs_local_rmse  #airs_std_df\n",
    "\n",
    "    return error_dfs\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "52fffbba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:18.029089Z",
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rmse_0</th>\n",
       "      <th>rmse_5</th>\n",
       "      <th>rmse_29</th>\n",
       "      <th>rmse_54</th>\n",
       "      <th>rmse_79</th>\n",
       "      <th>rmse_103</th>\n",
       "      <th>rmse_128</th>\n",
       "      <th>rmse_153</th>\n",
       "      <th>rmse_178</th>\n",
       "      <th>rmse_202</th>\n",
       "      <th>rmse_227</th>\n",
       "      <th>rmse_252</th>\n",
       "      <th>rmse_277</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456603</th>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23615382</th>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4290810553</th>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4291452525</th>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000167</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000156</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>0.000146</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4291977477</th>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4293108648</th>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4294092928</th>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              rmse_0    rmse_5   rmse_29   rmse_54   rmse_79  rmse_103  \\\n",
       "planet_id                                                                \n",
       "34983       0.000028  0.000043  0.000042  0.000036  0.000035  0.000031   \n",
       "1873185     0.000083  0.000054  0.000074  0.000068  0.000062  0.000023   \n",
       "3849793     0.000015  0.000049  0.000055  0.000056  0.000055  0.000048   \n",
       "8456603     0.000030  0.000034  0.000030  0.000025  0.000030  0.000031   \n",
       "23615382    0.000061  0.000022  0.000033  0.000041  0.000066  0.000070   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "4290810553  0.000033  0.000085  0.000073  0.000050  0.000037  0.000036   \n",
       "4291452525  0.000010  0.000167  0.000152  0.000156  0.000154  0.000146   \n",
       "4291977477  0.000004  0.000003  0.000004  0.000006  0.000011  0.000010   \n",
       "4293108648  0.000041  0.000013  0.000013  0.000017  0.000017  0.000023   \n",
       "4294092928  0.000012  0.000031  0.000025  0.000014  0.000009  0.000013   \n",
       "\n",
       "            rmse_128  rmse_153  rmse_178  rmse_202  rmse_227  rmse_252  \\\n",
       "planet_id                                                                \n",
       "34983       0.000038  0.000037  0.000044  0.000044  0.000043  0.000034   \n",
       "1873185     0.000039  0.000039  0.000066  0.000064  0.000068  0.000086   \n",
       "3849793     0.000050  0.000085  0.000080  0.000074  0.000016  0.000011   \n",
       "8456603     0.000032  0.000030  0.000028  0.000026  0.000018  0.000019   \n",
       "23615382    0.000073  0.000052  0.000041  0.000030  0.000030  0.000030   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "4290810553  0.000033  0.000062  0.000057  0.000057  0.000014  0.000015   \n",
       "4291452525  0.000135  0.000104  0.000103  0.000093  0.000077  0.000070   \n",
       "4291977477  0.000009  0.000003  0.000008  0.000009  0.000011  0.000009   \n",
       "4293108648  0.000022  0.000024  0.000017  0.000018  0.000017  0.000017   \n",
       "4294092928  0.000016  0.000019  0.000017  0.000015  0.000014  0.000013   \n",
       "\n",
       "            rmse_277  \n",
       "planet_id             \n",
       "34983       0.000027  \n",
       "1873185     0.000101  \n",
       "3849793     0.000010  \n",
       "8456603     0.000019  \n",
       "23615382    0.000027  \n",
       "...              ...  \n",
       "4290810553  0.000012  \n",
       "4291452525  0.000064  \n",
       "4291977477  0.000008  \n",
       "4293108648  0.000017  \n",
       "4294092928  0.000009  \n",
       "\n",
       "[1100 rows x 13 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    lf_error_dfs = get_error_dfs(interp_predictions,targ_df, centres)\n",
    "    hf_error_dfs = get_error_dfs(high_res_predictions,targ_df, centres)\n",
    "    display(lf_error_dfs['fold_0_0'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38ec1cd7",
   "metadata": {
    "papermill": {
     "duration": 0.343564,
     "end_time": "2025-09-25T11:04:20.598600",
     "exception": false,
     "start_time": "2025-09-25T11:04:20.255036",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Now let's visualise this error and have a think about how to comine the hf predictions and interpolated predictions.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "ad39b10b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:21.320731Z",
     "iopub.status.busy": "2025-09-25T11:04:21.320315Z",
     "iopub.status.idle": "2025-09-25T11:04:22.659825Z",
     "shell.execute_reply": "2025-09-25T11:04:22.658778Z"
    },
    "papermill": {
     "duration": 1.722051,
     "end_time": "2025-09-25T11:04:22.662106",
     "exception": false,
     "start_time": "2025-09-25T11:04:20.940055",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.461934468556169e-05\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def stack_and_plot_dfs(dfs, index = star_info.index):\n",
    "    '''Take a dictionary of dataframes, stack them and take the mean, then plot a histogram'''\n",
    "    arr = np.stack([df.to_numpy() for df in dfs.values()], axis=0)\n",
    "    stacked_error_df = pd.concat(dfs, names=['source', 'original_index']).reset_index()  #So this dataframe has a 'localised error around each of the bins'\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    values = stacked_error_df.iloc[:, 3:].values.ravel()\n",
    "    mean_values = np.mean(values)\n",
    "    print(mean_values)\n",
    "    values = pd.Series(values).replace([np.inf, -np.inf], np.nan).dropna()\n",
    "    sns.histplot(values, bins=40, kde=False)  \n",
    "    plt.title('Histogram of Row-wise Standard Deviation')\n",
    "    plt.xlabel('RMS error')\n",
    "    plt.ylabel('Count')\n",
    "    plt.yscale('log')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "if TRAIN_NEW_MODELS:\n",
    "    stack_and_plot_dfs(lf_error_dfs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "f02cd4de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:23.420153Z",
     "iopub.status.busy": "2025-09-25T11:04:23.419558Z",
     "iopub.status.idle": "2025-09-25T11:04:24.774791Z",
     "shell.execute_reply": "2025-09-25T11:04:24.773673Z"
    },
    "papermill": {
     "duration": 1.701662,
     "end_time": "2025-09-25T11:04:24.777162",
     "exception": false,
     "start_time": "2025-09-25T11:04:23.075500",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0001291418849022605\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    stack_and_plot_dfs(hf_error_dfs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95f47620",
   "metadata": {
    "papermill": {
     "duration": 0.334294,
     "end_time": "2025-09-25T11:04:25.461055",
     "exception": false,
     "start_time": "2025-09-25T11:04:25.126761",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Interesting result, but not completely unexpected.  Essentially we've binned the high-res df back into the same bins as the low-res df, so the 'localised' error is virtually identical.\n",
    "\n",
    "Let's look at the overall rmse error for the whole curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "2ce373b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:26.139422Z",
     "iopub.status.busy": "2025-09-25T11:04:26.139014Z",
     "iopub.status.idle": "2025-09-25T11:04:26.145815Z",
     "shell.execute_reply": "2025-09-25T11:04:26.145033Z"
    },
    "papermill": {
     "duration": 0.349543,
     "end_time": "2025-09-25T11:04:26.147557",
     "exception": false,
     "start_time": "2025-09-25T11:04:25.798014",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_global_rmse(preds,\n",
    "                    targets,\n",
    "                    #error_factor=ERROR_FACTOR,\n",
    "                    outer_folds=FOLDS,\n",
    "                    inner_folds=INNER_FOLDS,\n",
    "                    index=star_info.index,\n",
    "                    exclude = EXCLUDE_PLANETS[0],\n",
    "                    ):\n",
    "\n",
    "    rmse_list = []\n",
    "    for outer_fold in range(outer_folds):\n",
    "        for inner_fold in range(inner_folds):\n",
    "            error_df = pd.DataFrame(\n",
    "                preds[outer_fold][f'fold_{inner_fold}'] - targets.values,\n",
    "                columns=targets.columns,\n",
    "                index=index\n",
    "            ).drop(index=exclude)\n",
    "            rmse = error_df.pow(2).mean(axis=1).pow(0.5) #* error_factor\n",
    "            rmse_list.append(rmse)\n",
    "\n",
    "    # Combine into DataFrame: rows = index, cols = folds\n",
    "    rmse_df = pd.concat(rmse_list, axis=1)\n",
    "\n",
    "    # Mean across folds\n",
    "    return rmse_df.mean(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "a6db295a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:26.897190Z",
     "iopub.status.busy": "2025-09-25T11:04:26.896837Z",
     "iopub.status.idle": "2025-09-25T11:04:27.257618Z",
     "shell.execute_reply": "2025-09-25T11:04:27.256682Z"
    },
    "papermill": {
     "duration": 0.775874,
     "end_time": "2025-09-25T11:04:27.259793",
     "exception": false,
     "start_time": "2025-09-25T11:04:26.483919",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00013377224727178374"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "8.516818214137896e-05"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    hf_rmse = get_global_rmse(high_res_predictions, targ_df)\n",
    "    lf_rmse =  get_global_rmse(interp_predictions, targ_df)\n",
    "    display(np.mean(hf_rmse))\n",
    "    display(np.mean(lf_rmse))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abd30d29",
   "metadata": {
    "papermill": {
     "duration": 0.333125,
     "end_time": "2025-09-25T11:04:27.929352",
     "exception": false,
     "start_time": "2025-09-25T11:04:27.596227",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "That's a huge win for the LF RMSE!    But I suspect the story is more nuanced.  Let's plot histograms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "87550adc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:28.618389Z",
     "iopub.status.busy": "2025-09-25T11:04:28.617297Z",
     "iopub.status.idle": "2025-09-25T11:04:29.591823Z",
     "shell.execute_reply": "2025-09-25T11:04:29.590764Z"
    },
    "papermill": {
     "duration": 1.322839,
     "end_time": "2025-09-25T11:04:29.593903",
     "exception": false,
     "start_time": "2025-09-25T11:04:28.271064",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n",
      "  data_subset = grouped_data.get_group(pd_key)\n",
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n",
      "  data_subset = grouped_data.get_group(pd_key)\n",
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n",
      "  data_subset = grouped_data.get_group(pd_key)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    rmse_df = pd.DataFrame({\n",
    "                            \"High-res\": hf_rmse,\n",
    "                            \"Low-res\": lf_rmse\n",
    "                            }).melt(var_name=\"Type\", value_name=\"RMSE\")\n",
    "    \n",
    "    # Clean up infinities and NaNs\n",
    "    rmse_df = rmse_df.replace([np.inf, -np.inf], np.nan).dropna(subset=[\"RMSE\"])\n",
    "    \n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.histplot(data=rmse_df, x=\"RMSE\", hue=\"Type\", bins=50, alpha=0.5, kde=False)\n",
    "    \n",
    "    plt.xlabel(\"Mean RMSE across folds (per index)\")\n",
    "    plt.yscale('log')\n",
    "    plt.ylabel(\"Frequency\")\n",
    "    plt.title(\"Distribution of RMSE (High-res vs Low-res)\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaf5114c",
   "metadata": {
    "papermill": {
     "duration": 0.338557,
     "end_time": "2025-09-25T11:04:30.269084",
     "exception": false,
     "start_time": "2025-09-25T11:04:29.930527",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Now the trick is to figure out if there is a feature that could seperate these two."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "e5e83a10",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:31.008530Z",
     "iopub.status.busy": "2025-09-25T11:04:31.007559Z",
     "iopub.status.idle": "2025-09-25T11:04:31.525667Z",
     "shell.execute_reply": "2025-09-25T11:04:31.524664Z"
    },
    "papermill": {
     "duration": 0.859881,
     "end_time": "2025-09-25T11:04:31.528059",
     "exception": false,
     "start_time": "2025-09-25T11:04:30.668178",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    difference_df = lf_rmse - hf_rmse  #negative means that hf_rmse is a larger value, therefore lf_rmse is a better choice\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.histplot(data=difference_df, bins=50, alpha=0.5, kde=False)\n",
    "    \n",
    "    plt.xlabel(\"Mean RMSE across folds (per index)\")\n",
    "    plt.yscale('log')\n",
    "    plt.ylabel(\"Frequency\")\n",
    "    plt.title(\"Distribution of RMSE (High-res vs Low-res)\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "669fbe2a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:32.219543Z",
     "iopub.status.busy": "2025-09-25T11:04:32.219147Z",
     "iopub.status.idle": "2025-09-25T11:04:33.297180Z",
     "shell.execute_reply": "2025-09-25T11:04:33.296037Z"
    },
    "papermill": {
     "duration": 1.425427,
     "end_time": "2025-09-25T11:04:33.299160",
     "exception": false,
     "start_time": "2025-09-25T11:04:31.873733",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1r5ozZ06hvk8//VS1a9dWdHS0vv32W/n7+2vixInWhZXtVa5cOa1evVpvvfWWFixYoLlz58rT01P16tXTa6+9VqzZCt3d3XX//ffriy++UEREhHx9fW3677//fiUmJuqzzz7T6dOnVaVKFXXq1KnY+78RnTt3VlxcnP7xj3/ogw8+0Llz5+Tv76/Q0FA99dRT1rh//etfcnJy0hdffKGLFy+qffv2+vnnn9WjR49SyatcuXIaOXKkfvrpJy1cuFAWi0V169bVRx99pKefftru/KtXr674+Hi98sor+uKLL5SRkaHq1aurZ8+e1jX0/Pz8tH79eo0fP17vv/++Ll68qGbNmumHH364rtFdKX+2z7y8PL3zzjt64YUX1LRpU33//fd65ZVX7N7XG2+8IXd3d0VFRSk2NlahoaH66aefrjs3ALhVmAzuPgYAAAAAh8Q9dAAAAADgoLjkEgAAB3Lu3LkiJzG5VNWqVa+5XMPt4tSpU1edXMbV1VWVKlW6iRkBwM3FJZcAADiQV199Va+99tpVYxISEhQUFHRzEipjQUFBhRYtv1SnTp20atWqm5cQANxkFHQAADiQQ4cO6dChQ1eN6dChg9zd3W9SRmVr3bp1unDhwhX7fXx81Lp165uYEQDcXBR0AAAAAOCgmBQFAAAAABwUk6LcIiwWi06cOKGKFSvKZDKVdToAAAAAyohhGDp79qwCAgJkNl99DI6C7hZx4sQJBQYGlnUaAAAAAG4RR48eVY0aNa4aQ0F3i6hYsaKk/H80T0/PMs4GAAAAQFnJyMhQYGCgtUa4Ggq6W0TBZZaenp4UdAAAAACKdSsWk6IAAAAAgIOioAMAAAAAB0VBBwAAAAAOioIOAAAAABwUBR0AAAAAOCgKOgAAAABwUBR0AAAAAOCgKOgAAAAAwEFR0AEAAACAg6KgAwAAAAAHRUEHAAAAAA6Kgg4AAAAAHBQFHQAAAAA4KAo6AAAAAHBQFHQAAAAA4KAo6AAAAADAQVHQAQAAAICknDxLWadgNwo6AAAAAHe86PWJ6jg1VtHrE8s6FbtQ0AEAAAC4o+XkWRS16qCSMi4qatVBhxqpo6ADAAAAcEdzcTJrROc68vd014jOdeTi5DhlkuNk+v8+/PBDBQUFyd3dXaGhodqwYcNV4xcsWKAGDRrI3d1dTZs21ZIlS2z6DcPQpEmTVK1aNXl4eCgiIkIHDhywiXnzzTcVHh6ucuXKydvbu8jXOXLkiHr37q1y5crJ19dXL7zwgnJzc2/oWAEAAADcHEPCg7R2fBcNCQ8q61Ts4lAF3bx58zRmzBhNnjxZW7ZsUfPmzdWjRw+lpKQUGb9+/XoNGDBAw4YN09atWxUZGanIyEjt2rXLGjNt2jTNnDlTUVFRio+PV/ny5dWjRw9dvHjRGpOdna2HH35YTz/9dJGvk5eXp969eys7O1vr16/XnDlzFB0drUmTJpXsGwAAAACg1DjSyFwBk2EYRlknUVyhoaG666679MEHH0iSLBaLAgMD9eyzz2rChAmF4vv166fMzEwtXrzY2tauXTu1aNFCUVFRMgxDAQEBGjt2rMaNGydJSk9Pl5+fn6Kjo9W/f3+b/UVHR2v06NFKS0uzaV+6dKn69OmjEydOyM/PT5IUFRWl8ePH69SpU3J1dS2UW1ZWlrKysqzPMzIyFBgYqPT0dHl6el7fGwQAAADA4WVkZMjLy6tYtYHDlKDZ2dnavHmzIiIirG1ms1kRERGKi4srcpu4uDibeEnq0aOHNT4hIUFJSUk2MV5eXgoNDb3iPq/0Ok2bNrUWcwWvk5GRod27dxe5zZQpU+Tl5WV9BAYGFvv1AAAAAEByoILu9OnTysvLsymaJMnPz09JSUlFbpOUlHTV+IKf9uzTnte59DUuN3HiRKWnp1sfR48eLfbrAQAAAIAkOZd1AncqNzc3ubm5lXUaAAAAAByYw4zQValSRU5OTkpOTrZpT05Olr+/f5Hb+Pv7XzW+4Kc9+7TndS59DQAAAAAoaQ5T0Lm6uqp169ZasWKFtc1isWjFihUKCwsrcpuwsDCbeElavny5NT44OFj+/v42MRkZGYqPj7/iPq/0Ojt37rSZbXP58uXy9PRUo0aNir0fAAAAALCHQ11yOWbMGA0ePFht2rRR27ZtNWPGDGVmZmro0KGSpEGDBql69eqaMmWKJOn5559Xp06dNH36dPXu3VtfffWVNm3apFmzZkmSTCaTRo8erTfeeEMhISEKDg7WK6+8ooCAAEVGRlpf98iRI0pNTdWRI0eUl5enbdu2SZLq1q2rChUqqHv37mrUqJEee+wxTZs2TUlJSXr55Zf1zDPPcFklAAAAgFLjUAVdv379dOrUKU2aNElJSUlq0aKFYmJirBOQHDlyRGbzn4OO4eHh+vLLL/Xyyy/rpZdeUkhIiBYtWqQmTZpYY1588UVlZmZq+PDhSktLU4cOHRQTEyN3d3drzKRJkzRnzhzr85YtW0qSYmNj1blzZzk5OWnx4sV6+umnFRYWpvLly2vw4MF6/fXXS/stAQAAAHAHc6h16G5n9qw1AQAAAOD2dVuuQwcAAAAAsEVBBwAAAAAOioIOAAAAABwUBR0AAAAAOCgKOgAAAABwUBR0AAAAAOCgKOgAAAAAwEFR0AEAAACAg6KgAwAAAAAHRUEHAAAAAA6Kgg4AAAAAHBQFHQAAAAA4KAo6AAAAAHBQFHQAAAAA4KAo6AAAAADAQVHQAQAAAICDoqADAAAAAAdFQQcAAAAADoqCDgAAAAAcFAUdAAAAADgoCjoAAAAAcFAUdAAAAADgoCjoAAAAAMBBUdABAAAAgIOioAMAAAAAB0VBBwAAAAAOioIOAAAAABwUBR0AAAAAOCgKOgAAAABwUBR0AAAAAOCgKOgAAAAAwEFR0AEAAACAg6KgAwAAAAAHRUEHAAAAAA6Kgg4AAAAAHBQFHQAAAAA4KAo6AAAAAHBQFHQAAAAA4KAo6AAAAADAQVHQAQAAAICDoqADAAAAAAdFQQcAAAAADoqCDgAAAAAcFAUdAAAAADgoCjoAAAAAcFAUdAAA4JaVk2cp6xQA4JZGQQcAAG5J0esT1XFqrKLXJ5Z1KgBwy6KgAwAAt5ycPIuiVh1UUsZFRa06yEgdAFwBBR0AALjluDiZNaJzHfl7umtE5zpyceIrCwAUxWQYhlHWSUDKyMiQl5eX0tPT5enpWdbpAABwS8jJs1DMAbjj2FMb8AkJAABuWRRzAHB1fEoCAAAAgIOioAMAAAAAB0VBBwAAAAAOioIOAAAAABwUBR0AAAAAOCgKOgAAAABwUBR0AAAAAOCgKOgAAAAAwEE5XEH34YcfKigoSO7u7goNDdWGDRuuGr9gwQI1aNBA7u7uatq0qZYsWWLTbxiGJk2apGrVqsnDw0MRERE6cOCATUxqaqoGDhwoT09PeXt7a9iwYTp37pxNzLJly9SuXTtVrFhRVatWVd++fZWYmFgixwwAAAAARXGogm7evHkaM2aMJk+erC1btqh58+bq0aOHUlJSioxfv369BgwYoGHDhmnr1q2KjIxUZGSkdu3aZY2ZNm2aZs6cqaioKMXHx6t8+fLq0aOHLl68aI0ZOHCgdu/ereXLl2vx4sVas2aNhg8fbu1PSEjQX/7yF3Xt2lXbtm3TsmXLdPr0aT344IOl92YAAAAAuOOZDMMwyjqJ4goNDdVdd92lDz74QJJksVgUGBioZ599VhMmTCgU369fP2VmZmrx4sXWtnbt2qlFixaKioqSYRgKCAjQ2LFjNW7cOElSenq6/Pz8FB0drf79+2vv3r1q1KiRNm7cqDZt2kiSYmJi1KtXLx07dkwBAQH6+uuvNWDAAGVlZclszq+Rf/jhB/3lL39RVlaWXFxcrnlsGRkZ8vLyUnp6ujw9PW/4vQIAAADgmOypDRxmhC47O1ubN29WRESEtc1sNisiIkJxcXFFbhMXF2cTL0k9evSwxickJCgpKckmxsvLS6GhodaYuLg4eXt7W4s5SYqIiJDZbFZ8fLwkqXXr1jKbzZo9e7by8vKUnp6uzz//XBEREVcs5rKyspSRkWHzAAAAAAB7OExBd/r0aeXl5cnPz8+m3c/PT0lJSUVuk5SUdNX4gp/XivH19bXpd3Z2VqVKlawxwcHB+umnn/TSSy/Jzc1N3t7eOnbsmObPn3/F45kyZYq8vLysj8DAwGu9BQAAAABgw2EKultZUlKSnnzySQ0ePFgbN27U6tWr5erqqoceekhXuqJ14sSJSk9Ptz6OHj16k7MGAAAA4OicyzqB4qpSpYqcnJyUnJxs056cnCx/f/8it/H3979qfMHP5ORkVatWzSamRYsW1pjLJ13Jzc1VamqqdfsPP/xQXl5emjZtmjXmv//9rwIDAxUfH6927doVys3NzU1ubm7FOXQAAAAAKJLDjNC5urqqdevWWrFihbXNYrFoxYoVCgsLK3KbsLAwm3hJWr58uTU+ODhY/v7+NjEZGRmKj4+3xoSFhSktLU2bN2+2xqxcuVIWi0WhoaGSpPPnz1snQyng5ORkzREAAAAASoPDFHSSNGbMGH3yySeaM2eO9u7dq6efflqZmZkaOnSoJGnQoEGaOHGiNf75559XTEyMpk+frn379unVV1/Vpk2bNGrUKEmSyWTS6NGj9cYbb+j777/Xzp07NWjQIAUEBCgyMlKS1LBhQ91777168skntWHDBq1bt06jRo1S//79FRAQIEnq3bu3Nm7cqNdff10HDhzQli1bNHToUNWqVUstW7a8uW8SAAAAgDuGw1xyKeUvQ3Dq1ClNmjRJSUlJatGihWJiYqyTmhw5csRmpCw8PFxffvmlXn75Zb300ksKCQnRokWL1KRJE2vMiy++qMzMTA0fPlxpaWnq0KGDYmJi5O7ubo354osvNGrUKHXr1k1ms1l9+/bVzJkzrf1du3bVl19+qWnTpmnatGkqV66cwsLCFBMTIw8Pj5vwzgAAAAC4EznUOnS3M9ahAwAAACDdpuvQAQAAAABsUdABAAAAgIOioAMAAAAAB0VBBwAAAAAO6roKurS0NH366aeaOHGiUlNTJUlbtmzR8ePHSzQ5AAAAAMCV2b1swY4dOxQRESEvLy8lJibqySefVKVKlbRw4UIdOXJEc+fOLY08AQAAAACXsXuEbsyYMRoyZIgOHDhgs1Zbr169tGbNmhJNDgAAAABwZXYXdBs3btRTTz1VqL169epKSkoqkaQAAAAAANdmd0Hn5uamjIyMQu2//fabqlatWiJJAQAAAACuze6C7v7779frr7+unJwcSZLJZNKRI0c0fvx49e3bt8QTBAAAAAAUze6Cbvr06Tp37px8fX114cIFderUSXXr1lXFihX15ptvlkaOAAAAAIAi2D3LpZeXl5YvX65169Zp+/btOnfunFq1aqWIiIjSyA8AAAAAcAV2F3QF2rdvr/bt20vKX5cOAAAAAHBz2X3J5dSpUzVv3jzr80ceeUSVK1dW9erVtX379hJNDgAAAABwZXYXdFFRUQoMDJQkLV++XMuXL9fSpUvVs2dPvfDCCyWeIAAAAACgaHZfcpmUlGQt6BYvXqxHHnlE3bt3V1BQkEJDQ0s8QQAAAABA0eweofPx8dHRo0clSTExMdbJUAzDUF5eXslmBwAAAAC4IrtH6B588EE9+uijCgkJ0ZkzZ9SzZ09J0tatW1W3bt0STxAAAAAAUDS7C7p//vOfCgoK0tGjRzVt2jRVqFBBknTy5EmNHDmyxBMEAAAAABTNZBiGUdZJQMrIyJCXl5fS09Pl6elZ1ukAAAAAKCP21AbXtQ7diRMn9MsvvyglJUUWi8Wm77nnnrueXQIAAAAA7GR3QRcdHa2nnnpKrq6uqly5skwmk7XPZDJR0AEAAADATWL3JZeBgYEaMWKEJk6cKLPZ7kkycQVccgkAAABAsq82sLsiO3/+vPr3708xBwAAAABlzO6qbNiwYVqwYEFp5AIAAAAAsIPdl1zm5eWpT58+unDhgpo2bSoXFxeb/vfee69EE7xTcMklAAAAAKmUZ7mcMmWKli1bpvr160tSoUlRAAAAAAA3h90F3fTp0/XZZ59pyJAhpZAOAAAAAKC47L6Hzs3NTe3bty+NXAAAAAAAdrC7oHv++ef1/vvvl0YuAAAAAAA72H3J5YYNG7Ry5UotXrxYjRs3LjQpysKFC0ssOQAAAADAldld0Hl7e+vBBx8sjVwAAAAAAHawq6DLzc1Vly5d1L17d/n7+5dWTgAAAACAYrDrHjpnZ2eNGDFCWVlZpZUPAAAAAKCY7J4UpW3bttq6dWtp5AIAAAAAsIPd99CNHDlSY8eO1bFjx9S6dWuVL1/epr9Zs2YllhwAAAAA4MpMhmEY9mxgNhce1DOZTDIMQyaTSXl5eSWW3J0kIyNDXl5eSk9Pl6enZ1mnAwAAAKCM2FMb2D1Cl5CQcN2JAQAAAABKjt0FXa1atUojDwAAAACAneyeFAUAAAAAcGugoAMAAAAAB0VBBwAAAAAOioIOAAAAABwUBR0AAAAAOKhizXLp4+Mjk8lUrB2mpqbeUEIAAAAAgOIpVkE3Y8YM6+9nzpzRG2+8oR49eigsLEySFBcXp2XLlumVV14plSQBAAAAAIWZDMMw7Nmgb9++6tKli0aNGmXT/sEHH+jnn3/WokWLSjK/O4Y9q8EDAAAAuH3ZUxvYfQ/dsmXLdO+99xZqv/fee/Xzzz/buzsAAAAAwHWyu6CrXLmyvvvuu0Lt3333nSpXrlwiSQEAAAAArq1Y99Bd6rXXXtMTTzyhVatWKTQ0VJIUHx+vmJgYffLJJyWeIAAAAACgaHYXdEOGDFHDhg01c+ZMLVy4UJLUsGFD/fLLL9YCDwAAAABQ+uyeFAWlg0lRAAAAAEilPCmKJB08eFAvv/yyHn30UaWkpEiSli5dqt27d1/P7gAAAAAA18Hugm716tVq2rSp4uPj9c033+jcuXOSpO3bt2vy5MklniAAAAAAoGh2F3QTJkzQG2+8oeXLl8vV1dXa3rVrV/36668lmhwAAAAA4MrsLuh27typBx54oFC7r6+vTp8+XSJJAQAAAACuze6CztvbWydPnizUvnXrVlWvXr1EkgIAAAAAXJvdBV3//v01fvx4JSUlyWQyyWKxaN26dRo3bpwGDRpUGjkCAAAAAIpgd0H31ltvqUGDBgoMDNS5c+fUqFEj3X333QoPD9fLL79cGjkCAAAAAIpgd0Hn6uqqTz75RIcOHdLixYv13//+V/v27dPnn38uJyen0sjRxocffqigoCC5u7srNDRUGzZsuGr8ggUL1KBBA7m7u6tp06ZasmSJTb9hGJo0aZKqVasmDw8PRURE6MCBAzYxqampGjhwoDw9PeXt7a1hw4ZZZ/e8dD/vvvuu6tWrJzc3N1WvXl1vvvlmyRw0AAAAABTB7oLu9ddf1/nz5xUYGKhevXrpkUceUUhIiC5cuKDXX3+9NHK0mjdvnsaMGaPJkydry5Ytat68uXr06GFdC+9y69ev14ABAzRs2DBt3bpVkZGRioyM1K5du6wx06ZN08yZMxUVFaX4+HiVL19ePXr00MWLF60xAwcO1O7du7V8+XItXrxYa9as0fDhw21e6/nnn9enn36qd999V/v27dP333+vtm3bls4bAQAAAACSTIZhGPZs4OTkpJMnT8rX19em/cyZM/L19VVeXl6JJnip0NBQ3XXXXfrggw8kSRaLRYGBgXr22Wc1YcKEQvH9+vVTZmamFi9ebG1r166dWrRooaioKBmGoYCAAI0dO1bjxo2TJKWnp8vPz0/R0dHq37+/9u7dq0aNGmnjxo1q06aNJCkmJka9evXSsWPHFBAQoL1796pZs2batWuX6tevf13HZs9q8AAAAABuX/bUBnaP0BmGIZPJVKh9+/btqlSpkr27K7bs7Gxt3rxZERER1jaz2ayIiAjFxcUVuU1cXJxNvCT16NHDGp+QkKCkpCSbGC8vL4WGhlpj4uLi5O3tbS3mJCkiIkJms1nx8fGSpB9++EG1a9fW4sWLFRwcrKCgID3xxBNKTU294vFkZWUpIyPD5gEAAAAA9nAubqCPj49MJpNMJpPq1atnU9Tl5eXp3LlzGjFiRKkkKUmnT59WXl6e/Pz8bNr9/Py0b9++IrdJSkoqMj4pKcnaX9B2tZjLRyOdnZ1VqVIla8yhQ4d0+PBhLViwQHPnzlVeXp7+9re/6aGHHtLKlSuLzG3KlCl67bXXinPoAAAAAFCkYhd0M2bMkGEYevzxx/Xaa6/Jy8vL2ufq6qqgoCCFhYWVSpK3OovFoqysLM2dO1f16tWTJP3nP/9R69attX///iIvw5w4caLGjBljfZ6RkaHAwMCbljMAAAAAx1fsgm7w4MGSpODgYLVv317OzsXetERUqVJFTk5OSk5OtmlPTk6Wv79/kdv4+/tfNb7gZ3JysqpVq2YT06JFC2vM5ZOu5ObmKjU11bp9tWrV5OzsbC3mJKlhw4aSpCNHjhRZ0Lm5ucnNze2axw0AAAAAV2L3PXRdu3Yt8t6wM2fOlOqyBa6urmrdurVWrFhhbbNYLFqxYsUVRwbDwsJs4iVp+fLl1vjg4GD5+/vbxGRkZCg+Pt4aExYWprS0NG3evNkas3LlSlksFoWGhkqS2rdvr9zcXB08eNAa89tvv0mSatWqdSOHDQAAAABXZPcw25UmxczKypKrq+sNJ3Q1Y8aM0eDBg9WmTRu1bdtWM2bMUGZmpoYOHSpJGjRokKpXr64pU6ZIyl9KoFOnTpo+fbp69+6tr776Sps2bdKsWbMkSSaTSaNHj9Ybb7yhkJAQBQcH65VXXlFAQIAiIyMl5Y+03XvvvXryyScVFRWlnJwcjRo1Sv3791dAQICk/ElSWrVqpccff1wzZsyQxWLRM888o3vuucdm1A4AAAAASlKxC7qZM2dKyi+CPv30U1WoUMHal5eXpzVr1qhBgwYln+El+vXrp1OnTmnSpElKSkpSixYtFBMTY53U5MiRIzKb/xx0DA8P15dffqmXX35ZL730kkJCQrRo0SI1adLEGvPiiy8qMzNTw4cPV1pamjp06KCYmBi5u7tbY7744guNGjVK3bp1k9lsVt++fa3vh5Q/2+YPP/ygZ599VnfffbfKly+vnj17avr06aX6fgAAAAC4sxV7Hbrg4GBJ0uHDh1WjRg2byysLJkV5/fXXrZchwj6sQwcAAABAsq82KPYIXUJCgiSpS5cuWrhwoXx8fG4sSwAAAADADbH7HrrY2NjSyAMAAAAAYKdiFXRjxozRP/7xD5UvX95m7bSivPfeeyWSGAAAAADg6opV0G3dulU5OTmSpC1btshkMhUZd6V2AAAAAEDJK1ZB969//ct6M96qVatKMx8AAAAAQDEVa2Hxli1b6vTp05Kk2rVr68yZM6WaFAAAAADg2opV0Hl7e1tnuUxMTJTFYinVpAAAAAAA11asSy779u2rTp06qVq1ajKZTGrTpo3NOnSXOnToUIkmCAAAAAAoWrEKulmzZunBBx/U77//rueee05PPvmkKlasWNq5AQAAAACuotjr0N17772SpM2bN+v555+noAMAAACAMmb3wuKzZ88ujTwAAAAAAHYq1qQoAAAAAIBbDwUdAAAAADgoCjoAAAAAcFB2F3SZmZmlkQcAAAAAwE52F3R+fn56/PHH9csvv5RGPgAAAACAYrK7oPvvf/+r1NRUde3aVfXq1dPbb7+tEydOlEZuAAAAAICrsLugi4yM1KJFi3T8+HGNGDFCX375pWrVqqU+ffpo4cKFys3NLY08AQDA/8vJs5R1CgCAW8R1T4pStWpVjRkzRjt27NB7772nn3/+WQ899JACAgI0adIknT9/viTzBAAAkqLXJ6rj1FhFr08s61QAALeA6y7okpOTNW3aNDVq1EgTJkzQQw89pBUrVmj69OlauHChIiMjSzBNAACQk2dR1KqDSsq4qKhVBxmpAwDI2d4NFi5cqNmzZ2vZsmVq1KiRRo4cqb/+9a/y9va2xoSHh6thw4YlmScAAHc8FyezRnSuo6hVBzWicx25OLH6EADc6ewu6IYOHar+/ftr3bp1uuuuu4qMCQgI0N///vcbTg4AANgaEh6kgaE1KeYAAJIkk2EYhj0bnD9/XuXKlSutfO5YGRkZ8vLyUnp6ujw9Pcs6HQAAAABlxJ7aoFgjdBkZGVd9fimKEQAAAAC4OYpV0Hl7e8tkMl01xjAMmUwm5eXllUhiAAAAAICrK1ZBFxsbW9p5AAAAAADsVKyCrlOnTqWdBwAAAADATsUq6Hbs2FHsHTZr1uy6kwEAAAAAFF+xCroWLVrIZDLpWhNicg8dAAAAANw8xSroEhISSjsPAAAAAICdilXQ1apVq7TzAAAAAADYqVgF3aXmzp171f5BgwZddzIAAAAAgOIzGde6Me4yPj4+Ns9zcnJ0/vx5ubq6qly5ckpNTS3RBO8U9qwGDwAAAOD2ZU9tYLZ353/88YfN49y5c9q/f786dOig//3vf9edNAAAAADAPnYXdEUJCQnR22+/reeff74kdgcAAAAAKIYSKegkydnZWSdOnCip3QEAAAAArsHuSVG+//57m+eGYejkyZP64IMP1L59+xJLDAAAAABwdXYXdJGRkTbPTSaTqlatqq5du2r69OkllRcAAAAA4BqKVdBlZGRYZ1exWCylmhAAAAAAoHiKdQ+dj4+PUlJSJEldu3ZVWlpaaeYEAAAAACiGYhV0FSpU0JkzZyRJq1atUk5OTqkmBQAAAAC4tmJdchkREaEuXbqoYcOGkqQHHnhArq6uRcauXLmy5LIDAAAAAFxRsQq6//73v5ozZ44OHjyo1atXq3HjxipXrlxp5wYAAAAAuAqTYRiGPRt06dJF3377rby9vUsppTtTRkaGvLy8lJ6ebp2ABgAAAMCdx57awO5lC2JjY687MQAAAABAySnWpCgAAAAAgFsPBR0AAAAAOCgKOgAAAABwUBR0AAAAAOCgbqiga9q0qY4ePVpSuQAAAAAA7HBDBV1iYqJycnJKKhcAAAAAgB245BIAAAAAHNQNFXQdO3aUh4dHSeUCAAAAALCD3QuLX2rJkiUllQcAAAAAwE5ccgkAAAAADoqCDgAAAAAcFAUdAAAAADgoCjoAAAAAcFDXVdClpaXp008/1cSJE5WamipJ2rJli44fP16iyQEAAAAArszugm7Hjh2qV6+epk6dqnfffVdpaWmSpIULF2rixIklnV8hH374oYKCguTu7q7Q0FBt2LDhqvELFixQgwYN5O7urqZNmxaamdMwDE2aNEnVqlWTh4eHIiIidODAAZuY1NRUDRw4UJ6envL29tawYcN07ty5Il/v999/V8WKFeXt7X1DxwkAAAAA12J3QTdmzBgNGTJEBw4ckLu7u7W9V69eWrNmTYkmd7l58+ZpzJgxmjx5srZs2aLmzZurR48eSklJKTJ+/fr1GjBggIYNG6atW7cqMjJSkZGR2rVrlzVm2rRpmjlzpqKiohQfH6/y5curR48eunjxojVm4MCB2r17t5YvX67FixdrzZo1Gj58eKHXy8nJ0YABA9SxY8eSP3gAAAAAuIzJMAzDng28vLy0ZcsW1alTRxUrVtT27dtVu3ZtHT58WPXr17cphEpaaGio7rrrLn3wwQeSJIvFosDAQD377LOaMGFCofh+/fopMzNTixcvtra1a9dOLVq0UFRUlAzDUEBAgMaOHatx48ZJktLT0+Xn56fo6Gj1799fe/fuVaNGjbRx40a1adNGkhQTE6NevXrp2LFjCggIsO57/PjxOnHihLp166bRo0dbRy+LIyMjQ15eXkpPT5enp+f1vD0AAAAAbgP21AZ2j9C5ubkpIyOjUPtvv/2mqlWr2ru7YsvOztbmzZsVERFhbTObzYqIiFBcXFyR28TFxdnES1KPHj2s8QkJCUpKSrKJ8fLyUmhoqDUmLi5O3t7e1mJOkiIiImQ2mxUfH29tW7lypRYsWKAPP/ywWMeTlZWljIwMmwcAAAAA2MPugu7+++/X66+/rpycHEmSyWTSkSNHNH78ePXt27fEEyxw+vRp5eXlyc/Pz6bdz89PSUlJRW6TlJR01fiCn9eK8fX1tel3dnZWpUqVrDFnzpzRkCFDFB0dXezRtSlTpsjLy8v6CAwMLNZ2wO0sJ89S1ikAAAA4FLsLuunTp+vcuXPy9fXVhQsX1KlTJ9WtW1cVK1bUm2++WRo53vKefPJJPfroo7r77ruLvc3EiROVnp5ufRw9erQUMwRufdHrE9Vxaqyi1yeWdSoAAAAOw9neDby8vLR8+XKtW7dO27dv17lz59SqVatClzaWtCpVqsjJyUnJyck27cnJyfL39y9yG39//6vGF/xMTk5WtWrVbGJatGhhjbl80pXc3FylpqZat1+5cqW+//57vfvuu5LyZ860WCxydnbWrFmz9PjjjxfKzc3NTW5ubsU9fOC2lpNnUdSqg0rKuKioVQc1MLSmXJxYJhMAAOBarvsbU/v27TVy5Ei9+OKLNveXlRZXV1e1bt1aK1assLZZLBatWLFCYWFhRW4TFhZmEy9Jy5cvt8YHBwfL39/fJiYjI0Px8fHWmLCwMKWlpWnz5s3WmJUrV8pisSg0NFRS/n1227Ztsz5ef/11VaxYUdu2bdMDDzxQMm8AcBtzcTJrROc68vd014jOdSjmAAAAisnuEbqpU6cqKChI/fr1kyQ98sgj+uabb+Tv768lS5aoefPmJZ5kgTFjxmjw4MFq06aN2rZtqxkzZigzM1NDhw6VJA0aNEjVq1fXlClTJEnPP/+8OnXqpOnTp6t379766quvtGnTJs2aNUtS/v1/o0eP1htvvKGQkBAFBwfrlVdeUUBAgCIjIyVJDRs21L333qsnn3xSUVFRysnJ0ahRo9S/f3/rDJcNGza0yXPTpk0ym81q0qRJqb0XwO1mSHgQI3MAAAB2srugi4qK0hdffCEpf7Rr+fLlWrp0qebPn68XXnhBP/30U4knWaBfv346deqUJk2apKSkJLVo0UIxMTHWSU2OHDkis/nPL4Ph4eH68ssv9fLLL+ull15SSEiIFi1aZFNovfjii8rMzNTw4cOVlpamDh06KCYmxmaNvS+++EKjRo1St27dZDab1bdvX82cObPUjhO4U1HMAQAA2Mfudeg8PDz022+/KTAwUM8//7wuXryojz/+WL/99ptCQ0P1xx9/lFautzXWoQMAAAAglfI6dD4+PtYZGWNiYqyToRiGoby8vOtIFwAAAABwPey+5PLBBx/Uo48+qpCQEJ05c0Y9e/aUJG3dulV169Yt8QQBAAAAAEWzu6D75z//qaCgIB09elTTpk1ThQoVJEknT57UyJEjSzxBAAAAAEDR7L6HDqWDe+gAAAAASPbVBnaP0EnSiRMn9MsvvyglJUUWi8Wm77nnnrueXQIAAAAA7GR3QRcdHa2nnnpKrq6uqly5skwmk7XPZDJR0AEAAADATWL3JZeBgYEaMWKEJk6caLPmG24Ml1wCAAAAkEp52YLz58+rf//+FHMAAAAAUMbsrsqGDRumBQsWlEYuAAAAAAA72H3JZV5envr06aMLFy6oadOmcnFxsel/7733SjTBOwWXXAIAAACQSnmWyylTpmjZsmWqX7++JBWaFAUAAAAAcHPYXdBNnz5dn332mYYMGVIK6QAAAAAAisvue+jc3NzUvn370sgFAAAAAGAHuwu6559/Xu+//35p5AIAAAAAsIPdl1xu2LBBK1eu1OLFi9W4ceNCk6IsXLiwxJIDAAAAAFyZ3QWdt7e3HnzwwdLIBQAAAABgB7sKutzcXHXp0kXdu3eXv79/aeUEAAAAACgGu+6hc3Z21ogRI5SVlVVa+QAAAAAAisnuSVHatm2rrVu3lkYuAAAAAAA72H0P3ciRIzV27FgdO3ZMrVu3Vvny5W36mzVrVmLJAQAAAACuzGQYhmHPBmZz4UE9k8kkwzBkMpmUl5dXYsndSTIyMuTl5aX09HR5enqWdToAAAAAyog9tYHdI3QJCQnXnRgAAAAAoOTYXdDVqlWrNPIAAAAAANjJ7klRAAAAAAC3Bgo6AAAAAHBQFHQAAAAA4KAo6AAAAADAQVHQAQAAAICDKtYslz4+PjKZTMXaYWpq6g0lBAAAAAAonmIVdDNmzLD+fubMGb3xxhvq0aOHwsLCJElxcXFatmyZXnnllVJJEgAAAABQmMkwDMOeDfr27asuXbpo1KhRNu0ffPCBfv75Zy1atKgk87tj2LMaPAAAAIDblz21gd330C1btkz33ntvofZ7771XP//8s727AwAAAABcJ7sLusqVK+u7774r1P7dd9+pcuXKJZIUAAAAAODainUP3aVee+01PfHEE1q1apVCQ0MlSfHx8YqJidEnn3xS4gkCAAAAAIpmd0E3ZMgQNWzYUDNnztTChQslSQ0bNtQvv/xiLfAAAAAAAKXP7klRUDqYFAUAAACAVMqTokjSwYMH9fLLL+vRRx9VSkqKJGnp0qXavXv39ewOAAAAAHAd7C7oVq9eraZNmyo+Pl7ffPONzp07J0navn27Jk+eXOIJAgAAAACKZndBN2HCBL3xxhtavny5XF1dre1du3bVr7/+WqLJAQAAAACuzO6CbufOnXrggQcKtfv6+ur06dMlkhQAAAAA4NrsLui8vb118uTJQu1bt25V9erVSyQpAAAAAMC12V3Q9e/fX+PHj1dSUpJMJpMsFovWrVuncePGadCgQaWRIwAAAACgCHYXdG+99ZYaNGigwMBAnTt3To0aNdLdd9+t8PBwvfzyy6WRIwAAAACgCNe9Dt3Ro0e1c+dOnTt3Ti1btlRISEhJ53ZHYR06AAAAAFIpr0P3+uuv6/z58woMDFSvXr30yCOPKCQkRBcuXNDrr79+3UkDAAAAAOxj9widk5OTTp48KV9fX5v2M2fOyNfXV3l5eSWa4J2CEToAAAAAUimP0BmGIZPJVKh9+/btqlSpkr27AwAAAABcJ+fiBvr4+MhkMslkMqlevXo2RV1eXp7OnTunESNGlEqSAAAAAIDCil3QzZgxQ4Zh6PHHH9drr70mLy8va5+rq6uCgoIUFhZWKkkCAAAAAAordkE3ePBgSVJwcLDCw8Pl4uJSakkBAAAAAK6t2AVdgU6dOll/v3jxorKzs236mdADAAAAAG4OuydFOX/+vEaNGiVfX1+VL19ePj4+Ng8AAAAAwM1hd0H3wgsvaOXKlfr3v/8tNzc3ffrpp3rttdcUEBCguXPnlkaOAAAAAIAi2H3J5Q8//KC5c+eqc+fOGjp0qDp27Ki6deuqVq1a+uKLLzRw4MDSyBMAAAAAcBm7R+hSU1NVu3ZtSfn3y6WmpkqSOnTooDVr1pRsdgAAAACAK7K7oKtdu7YSEhIkSQ0aNND8+fMl5Y/ceXt7l2hyAG5vOXmWsk4BAADAodld0A0dOlTbt2+XJE2YMEEffvih3N3d9be//U0vvPBCiScI4PYUvT5RHafGKnp9YlmnAgAA4LBMhmEYN7KDw4cPa/Pmzapbt66aNWtWUnndcTIyMuTl5aX09HSWfsBtLyfPoo5TY5WUcVH+nu5aO76LXJzs/vsSAADAbcme2sDuSVEuV6tWLdWqVetGdwPgDuLiZNaIznUUteqgRnSuQzEHAABwnYo1Qjdz5sxi7/C55567oYTuVIzQ4U6Uk2ehmAMAALiMPbVBsQq64ODgYr2wyWTSoUOHipfldfrwww/1zjvvKCkpSc2bN9f777+vtm3bXjF+wYIFeuWVV5SYmKiQkBBNnTpVvXr1svYbhqHJkyfrk08+UVpamtq3b69///vfCgkJscakpqbq2Wef1Q8//CCz2ay+ffvqX//6lypUqCBJWrVqlf75z39qw4YNysjIUEhIiF544QW7lnCgoAMcG8UpAAAoKfbUBsX69pGQkFCsR2kXc/PmzdOYMWM0efJkbdmyRc2bN1ePHj2UkpJSZPz69es1YMAADRs2TFu3blVkZKQiIyO1a9cua8y0adM0c+ZMRUVFKT4+XuXLl1ePHj108eJFa8zAgQO1e/duLV++XIsXL9aaNWs0fPhwm9dp1qyZvvnmG+3YsUNDhw7VoEGDtHjx4tJ7MwDcMpjgBQAAlJUbmhSlYFOTyVRiCV1NaGio7rrrLn3wwQeSJIvFosDAQD377LOaMGFCofh+/fopMzPTprBq166dWrRooaioKBmGoYCAAI0dO1bjxo2TJKWnp8vPz0/R0dHq37+/9u7dq0aNGmnjxo1q06aNJCkmJka9evXSsWPHFBAQUGSuvXv3lp+fnz777LMi+7OyspSVlWV9npGRocDAQEboAAfDBC8AAKCklfgI3eXmzp2rpk2bysPDQx4eHmrWrJk+//zz60q2uLKzs7V582ZFRERY28xmsyIiIhQXF1fkNnFxcTbxktSjRw9rfEJCgpKSkmxivLy8FBoaao2Ji4uTt7e3tZiTpIiICJnNZsXHx18x3/T0dFWqVOmK/VOmTJGXl5f1ERgYeJWjB3CrKpjgxd/TnQleAADATWf3LJfvvfeeXnnlFY0aNUrt27eXJP3yyy8aMWKETp8+rb/97W8lnqQknT59Wnl5efLz87Np9/Pz0759+4rcJikpqcj4pKQka39B29VifH19bfqdnZ1VqVIla8zl5s+fr40bN+rjjz++4vFMnDhRY8aMsT4vGKED4HiGhAdpYGhNijkAAHDT2V3Qvf/++/r3v/+tQYMGWdvuv/9+NW7cWK+++mqpFXSOIjY2VkOHDtUnn3yixo0bXzHOzc1Nbm5uNzEzAKWJYg4AAJQFu7+BnDx5UuHh4YXaw8PDdfLkyRJJqihVqlSRk5OTkpOTbdqTk5Pl7+9f5Db+/v5XjS/4ea2Yyyddyc3NVWpqaqHXXb16te677z7985//tCl4AQAAAKA02F3Q1a1bV/Pnzy/UPm/ePJup/kuaq6urWrdurRUrVljbLBaLVqxYobCwsCK3CQsLs4mXpOXLl1vjg4OD5e/vbxOTkZGh+Ph4a0xYWJjS0tK0efNma8zKlStlsVgUGhpqbVu1apV69+6tqVOn2syACQAAAAClxe5LLl977TX169dPa9assd5Dt27dOq1YsaLIQq8kjRkzRoMHD1abNm3Utm1bzZgxQ5mZmRo6dKgkadCgQapevbqmTJkiSXr++efVqVMnTZ8+Xb1799ZXX32lTZs2adasWZLyZ+ccPXq03njjDYWEhCg4OFivvPKKAgICFBkZKUlq2LCh7r33Xj355JOKiopSTk6ORo0apf79+1tnuIyNjVWfPn30/PPPq2/fvtZ761xdXa86MQoAAAAA3Ai7C7q+ffsqPj5e//znP7Vo0SJJ+UXPhg0b1LJly5LOz0a/fv106tQpTZo0SUlJSWrRooViYmKsk5ocOXJEZvOfg47h4eH68ssv9fLLL+ull15SSEiIFi1apCZNmlhjXnzxRWVmZmr48OFKS0tThw4dFBMTI3d3d2vMF198oVGjRqlbt27WhcVnzpxp7Z8zZ47Onz+vKVOmWItJSerUqZNWrVpViu8IAAAAgDvZDa1Dh5Jjz1oTAAAAAG5f9tQGdo/QSVJeXp6+/fZb7d27V5LUqFEj/eUvf5Gz83XtDgAAAABwHeyuwHbv3q37779fSUlJql+/viRp6tSpqlq1qn744QebyxkBAAAAAKXH7lkun3jiCTVu3FjHjh3Tli1btGXLFh09elTNmjVjdkcAAAAAuInsHqHbtm2bNm3aJB8fH2ubj4+P3nzzTd11110lmhwAAAAA4MrsHqGrV69eoYW4JSklJUV169YtkaQAoLTk5FnKOgUAAIASY3dBN2XKFD333HP6+uuvdezYMR07dkxff/21Ro8eralTpyojI8P6AIBbSfT6RHWcGqvo9YllnQoAAECJsHvZgkvXeTOZTJKkgl1c+txkMikvL6+k8rztsWwBULpy8izqODVWSRkX5e/prrXju8jFye6/aQEAAJS6Ul22IDY29roTA4Cy4uJk1ojOdRS16qBGdK5DMQcAAG4LdhV0ubm5Wr16tR5//HHVqFGjtHICgFIxJDxIA0NrUswBAIDbhl3fapydnfXOO+8oNze3tPIBgFJFMQcAAG4ndn+z6dq1q1avXl0auQAAAAAA7GD3PXQ9e/bUhAkTtHPnTrVu3Vrly5e36b///vtLLDkAAAAAwJXd0CyXhXbGzJbXjVkuAQAAAEilPMulxcKivAAAAABwK7ih2QEuXrxYUnkAAAAAAOxkd0GXl5enf/zjH6pevboqVKigQ4cOSZJeeeUV/ec//ynxBAEAAAAARbO7oHvzzTcVHR2tadOmydXV1drepEkTffrppyWaHAAAAADgyuwu6ObOnatZs2Zp4MCBcnJysrY3b95c+/btK9HkgLKQk8d9ogAAAHAMdhd0x48fV926dQu1WywW5eTklEhSQFmJXp+ojlNjFb0+saxTAQAAAK7J7oKuUaNGWrt2baH2r7/+Wi1btiyRpICykJNnUdSqg0rKuKioVQftHqljZA8AAAA3m93LFkyaNEmDBw/W8ePHZbFYtHDhQu3fv19z587V4sWLSyNHoFTl5Fnk4mSWi5NZIzrXUdSqgxrRuY5cnIr/947o9YnW7YaEB5VesgAAAMAl7F5YXJLWrl2r119/Xdu3b9e5c+fUqlUrTZo0Sd27dy+NHO8ILCxeNooqxAoKvOLKybOo49RYJWVclL+nu9aO72LX9gAAAMClSnVhcUnq2LGjli9ffl3JAbeKyy+xHBha0zpSZ48bGdkDAAAAboTd3zxr166tM2fOFGpPS0tT7dq1SyQp4GYoKMT8Pd31VKfaN1SIDQkP0trxXbjcEgAAADeV3SN0iYmJysvLK9SelZWl48ePl0hSwM0yJDxI5V2d9K+fD8hkMt1QQcbIHAAAAG62Yhd033//vfX3ZcuWycvLy/o8Ly9PK1asUFBQUIkmB5S2nDyLpv/0W6HLLgEAAABHUOyCLjIyUpJkMpk0ePBgmz4XFxcFBQVp+vTpJZocUNq4/w0AAACOzO5ZLoODg7Vx40ZVqVKltHK6IzHLZdm6dGZLe2e5BAAAAEqSPbWB3d9aExISKOZw2yko4KLXJ6rj1FhFr08s24QAAACAYriuZQtWrFihFStWKCUlRRaLxabvs88+K5HEgOIqqRG1Ky1jAAAAANyq7P62+tprr6l79+5asWKFTp8+rT/++MPmAdxMJTmidukyBtxPBwAAAEdg9z101apV07Rp0/TYY4+VVk53JO6hs19OnkUdp8YqKeOi/D3dtXZ8lxIbqbtVirlbKRcAAADcHKV6D112drbCw8OvOzmgpJTWiNqV9pOTZymyvbRwPx8AAACuxe5vwE888YS+/PLL0sgFsNuQ8CCtHd/lhhYEL46bVVwVFI2X3893s4tJAAAAOAa7J0W5ePGiZs2apZ9//lnNmjWTi4uLTf97771XYskBxVHalyTerMlSotcnWtfDGxIexPp4AAAAuCa7C7odO3aoRYsWkqRdu3bZ9JlMphJJCriV3IzFx4sqGoeEBzHTJgAAAK7K7klRUDqYFOXWV9oTlFw+QgcAAIA7kz21AQXdLYKCDhKzWgIAAMC+2qDYl1w++OCDxYpbuHBhcXcJOIybVWhRzAEAAMAexS7ovLy8SjMP4JbFpZAAAAC4VRW7oJs9e3Zp5gFcVVldinizZrgEAAAArgffTHHLu9lrwF2qtBYvBwAAAEoC305xy7iQnVuoqCqtBbYv38/VisabtXg5AAAAYC8KOtxURRVskjQtZq/Gf7PTWlQVtJfGCNnlxVtxikZG5gAAAHAr4lsqbprLC6mC5/M3HdWGhD+0ISHVWlQN+DjOGmfPCNm1RvCKKt64rBIAAACOim+uuCkuL6QuZOdan8/8+YDCaldS2+BK8vd0V7vgStqTlKHF20/YjNRdS3HutbtS8cZllQAAAHBExZ7lErgRBYVUwfT/Hq7O1udP3F1bQ8KDdO5ittxcnDVv4xFZJG1ISNUX8UeKPTJ3+WyUBa97+QyZQ8KDipytkpE5AAAAOBqTYRhGWScB+1aDd2SXF1cFzy9d621gaE11nBqrpIyL8vd019rxXYo9QlewD7NJmrX6kPo0r6ZFW0+whhwAAAAchj21AUMSuKmKGhXLybNo8fYTOpOZpahVByXpuu5pK7hscmBoTX0Ue1AuzmYt2nqixGfIBAAAAG4VXHKJMvdF/BEd++OCejappjZBPnJxMmtIeJD6takhD1fbU7SoBcYvbSv4OaJzHX265pAiWwZYR+i4pBIAAAC3Gy65vEXcKZdcXi4nz1Lk5ZWXXj5ZcKlkQdtTnWpraPtgm7aCuEuLu4LfiyoCAQAAgFsVl1zCYRQ162RRSwtc2vbx6kNasOmote1MZpZidp7U7HUJNrNcXj5qBwAAANxu+KaLm6qo+9guXzKgqCLPxcmspzrVlr+nu5oHeutfPx+QJI3sUkc9m1RTrsXQx6sPcb8cAAAA7ijcQ4ebpqjLKAtcPvNlUUsLDG0frApuzvrXzwf0xN215eJk1oC2+ROgnMnMUs8m1bQhIZX75QAAAHDH4FsvborLZ7K80ghaweLgs9clWC+/vNTDbQIV+0LnQqN5lcu7qU2QD4uDAwAA4I7CCB1KzNUmHymYyfIvLaqrRaBXkXGX3hO3bFeSTp/L0jebjxea8OTyba+0UDiToQAAAOB2x7ddlIiCkbWCCUkudemEJr8cOK1K5VyL3IeLk1lPd65tvSfum83HrffEfbP56BX3X7BtcfMBAAAAbhcUdLDb5ZdBXmlWygKXTmjSraGv3lqyT7PXJRS5z0dDa2lDQqq2H0tT2+BK8vd0V9vgSvrl9zPXvFzzavkAAAAAtyMKOtilqJEvFyezxnavpxreHhrZpY6+iD9SKOav7WqpdS1vrd5/SsfSLujj1Yeshdal+7z0nri761VRDW93Ld11UnEHz6h5dS+bpQ2upKhZMgEAAIDbkcN90/3www8VFBQkd3d3hYaGasOGDVeNX7BggRo0aCB3d3c1bdpUS5Yssek3DEOTJk1StWrV5OHhoYiICB04cMAmJjU1VQMHDpSnp6e8vb01bNgwnTt3ziZmx44d6tixo9zd3RUYGKhp06aVzAHfQq408hW9PlHTf/pNwzoGa0DbmkXGuDiZFVanstrVqawa3h4aEl7rimvOFSxj8FDrQPVpUV2Vy7tpROc6+t9TYRoSHlSsyykvXwoBAAAAuB05VEE3b948jRkzRpMnT9aWLVvUvHlz9ejRQykpKUXGr1+/XgMGDNCwYcO0detWRUZGKjIyUrt27bLGTJs2TTNnzlRUVJTi4+NVvnx59ejRQxcvXrTGDBw4ULt379by5cu1ePFirVmzRsOHD7f2Z2RkqHv37qpVq5Y2b96sd955R6+++qpmzZpVem9GGbjWIuAfrz6k3DzLFUfHcvIMbUpIVbeGvopef1iz1yVo3sYj1ksrL40v+HlpYXalAvBq+QIAAAC3M5NhGEZZJ1FcoaGhuuuuu/TBBx9IkiwWiwIDA/Xss89qwoQJheL79eunzMxMLV682NrWrl07tWjRQlFRUTIMQwEBARo7dqzGjRsnSUpPT5efn5+io6PVv39/7d27V40aNdLGjRvVpk0bSVJMTIx69eqlY8eOKSAgQP/+97/197//XUlJSXJ1zZ/wY8KECVq0aJH27dtXrGPLyMiQl5eX0tPT5enpeUPvU2m7dNRN+nN9uciWAVq8/aSGd6qtAW3/nHWyIL7j1Fh5uDrpQnaekjIuyt/TXTW83bX9eLqaV/fS/54KK1YRdrX17AAAAABHZ09t4DDLFmRnZ2vz5s2aOHGitc1sNisiIkJxcXFFbhMXF6cxY8bYtPXo0UOLFi2SJCUkJCgpKUkRERHWfi8vL4WGhiouLk79+/dXXFycvL29rcWcJEVERMhsNis+Pl4PPPCA4uLidPfdd1uLuYLXmTp1qv744w/5+PgUyi0rK0tZWVnW5xkZGfm/bNsmVajwZ6CPjxQcLF28KO3ZU/ggW7XK/7l/v5SZadsXFCRVqiSdOiUdPWrbV7GiFBIi5eVJ27cX3m/TppKLi3TwoJSebm3OybPom2RDM3ZkaHTrKupbKUdD3M3q362iRv53tdwuSB9ZDA1oW1PaulXfbzuubzYdU982NTSpuvS/jPJq2iRA61ds1ePVDJlNF7Qg7ZgeDqkhHT8u1QyUzp6VLrvsVS4u+TlJGlLxrAbe4yUXp1RpS2p+f0hI/jEdPy4lJ9tuW7myVKuWdOGCtHevbZ/JJLVsmf/73r35MZcKDs7/N0hOzt/3pby8pDp1pJwcaefOwu9h8+aSk1P+sZw9a9sXGChVrSqlpkqJibZ95ctL9evn/75lS+H9NmokubtLCQnSH3/Y9lWrlv/IyJB+/922z81Natw4//cdO6TcXNv+evXyz71jx6TLR72rVJFq1pTOn5cu/yOF2Sy1aJH/+549+efqpWrXlry9paQk6cQJ2z5v7/z+7GzpkpFzqxYt8vf/22/SZZc5q2bN/LxOn5aOHLHtq1Ah/3gslvz/pi7XpInk6iodOiSlpdn2BQRI/v757YcO2fa5u+e//1L+fi2XjRA3aCCVK5efz+nTtn2+vlKNGvnH8dtvtn3OzlKzZvm/794tXfLZIEmqW1fy9JROnsx/XOoW+4yQJFWvLvn55Z+fCbYTIMnDQ2rYMP/3rVuly/+m2LBhfszhw9KZM7Z9fn75+77GZ4R27sz/7/JSfEbk4zMiH58Rf+IzIh+fEfn4jMh3K3xGXP7vejWGgzh+/LghyVi/fr1N+wsvvGC0bdu2yG1cXFyML7/80qbtww8/NHx9fQ3DMIx169YZkowTJ07YxDz88MPGI488YhiGYbz55ptGvXr1Cu27atWqxkcffWQYhmHcc889xvDhw236d+/ebUgy9uzZU2RukydPNiQVeqTnf3T9+Rg4MH+DAwds2wseBdq1K9z3+ef5fR98ULive/f8vvT0ovebkpLff999hfrmPPSs0XvGamP+i9ML9e0PqGt89sshwzAMw+LqWqi//3OfGq9/v8tYEd6nUF/03f2N2esSDCM2tnA+1av/eazVqxfuj401snPzjNwXxxfuGzYsf7tduwr3ubr+ud+WLQv3z5+f3ze98LEa992X35eSUvR7mJ6e39+9e+G+Dz7I7/v888J97dr9mVNR+z1wIL9v4MDCfZMn5/fFxBTuq1Pnz/1WqVK4v+C/rb/9rXDfyJH5fZs3F+6rWPHP/TZqVLj/u+/y+956q3DfQw/l9x09WvSxXryY39+pU+G+Tz7J7/vkk8J9nTrl9128WPR+jx7N73/oocJ9b72V3/fdd4X7GjX681grVizcv3lzft/IkYX7/va3/L716wv3Vany537r1CncHxOT3zd5cuG+W/Azwpg+Pb9v/vzCfS1b/plTEZ8Rxq5d+X3DhhXumzAhv+86PyMMw8jfx+V9fEbkP/iM+PPBZ0T+g8+I/AefEfkPPiP+fNyEz4h0/X9tUHAeXIXDXHJ54sQJVa9eXevXr1dYWJi1/cUXX9Tq1asVHx9faBtXV1fNmTNHAwYMsLZ99NFHeu2115ScnKz169erffv2OnHihKpVq2aNeeSRR2QymTRv3jy99dZbmjNnjvbv32+zb19fX7322mt6+umn1b17dwUHB+vjjz+29u/Zs0eNGzfWnj171LDgL02XKGqELjAwUOmrV8vzFhyhy8mz6Km5m1TPv6Iyq/jrQqUq2r4jQZ1cM3Uo5azubVJNP+44qXaNAxTn5qvujf3lvW+39pxI1+7jGWpc3VNOZpP+m+6hOjV95XHiiJp6WLT7eIYGhtXUF3FHtE8eMlWvobUj28jlUP79cct2J2nBxmN6oF2QIh+7Nz+3Iv6y9t8zrvpgY7Lu8cpVaPkc9WkW8Gcnf1nLx1/W/sRf3/Px1/d8fEbk4zPiT3xG5OMzIh+fEfn4jPjTTfiMyEhMlFenTsW65NJhCrrs7GyVK1dOX3/9tSIjI63tgwcPVlpamr777rtC29SsWVNjxozR6NGjrW2TJ0/WokWLtH37dh06dEh16tTR1q1b1aLgRJLUqVMntWjRQv/617/02WefaezYsfrjkhM+NzdX7u7uWrBggR544AENGjRIGRkZ1ks5JSk2NlZdu3ZVampqkZdcXs4R7qH7ZvNR/W9D/gf6sT8uWO+DG353sD77JVHH0i7I39NdrWt6yd/bQyv2pOiuYB8dPXNem4+mya+iu9rXraKDp84ppGoFrf39tI6lXVANbw/9pUWAvtly3HpfXMF9cm2DK2nprpOqXN5Na8d3KfIeu5w8izpOjbW5L6+49+MBAAAAtxp7agOH+cbr6uqq1q1ba8WKFdY2i8WiFStW2IzYXSosLMwmXpKWL19ujQ8ODpa/v79NTEZGhuLj460xYWFhSktL0+bNm60xK1eulMViUWhoqDVmzZo1yrnkrz3Lly9X/fr1i1XMOYrM7DwFViqnwErlrDNT/qVFNR1MPqt7G/urhreHBt5VU2fOXVRCyjl1ql9Vaw+cUf1qnvKr6K7R94ToQk6ejv1xQZk5eRocXlP+nu5qFuitbUf+UOy4ThoSHmQzk+WGhFSb9eekwgubXzr7ZtvgSrq/ZXWKOQAAANwRHGaETspftmDw4MH6+OOP1bZtW82YMUPz58/Xvn375Ofnp0GDBql69eqaMmWKpPxlCzp16qS3335bvXv31ldffaW33npLW7ZsUZMmTSRJU6dO1dtvv605c+YoODhYr7zyinbs2KE9e/bI3d1dktSzZ08lJycrKipKOTk5Gjp0qNq0aaMvv/xSUv7MmPXr11f37t01fvx47dq1S48//rj++c9/2ixvcDW3+ghdwSjYmcwstQ701uzH2+pCdq7++2ui5m86oS4Nqqq8q5O2HU1XXd8K2pd01mYUL7J5NXmVc9GcuCPWtrtDKqttcCWtOXBGGxJSbWatvHQmy4GhNQvNqFnUDJeXz74JAAAAOCJ7agOHKugk6YMPPtA777yjpKQktWjRQjNnzrSOlHXu3FlBQUGKjo62xi9YsEAvv/yyEhMTFRISomnTpqlXr17WfsMwNHnyZM2aNUtpaWnq0KGDPvroI9WrV88ak5qaqlGjRumHH36Q2WxW3759NXPmTFW45F63HTt26JlnntHGjRtVpUoVPfvssxo/fnyxj+tWL+gkaf6mo5r58wE9eXewTp+7qLiDfyiwUjll5Vq053i62gRXUuLpTB3744IyLmarV9MA/XLgtHo09pOb2ax9yRnyLu+mDQmpahtcSV0aVFGfZtVtLpdcO76LJFnXnLNdx85SKJbiDQAAALeb27qgu13d6gXdOzH79N22E3o0NFDJ6Rf1x4Vca2GWkn5B3Rr66T/rEnUmM0t9mgUoz2Joy+E/1LlBVf3y22k1Dqio0NqVtPfEOR1IOataVcrr7b7N5OJktrlfroaPuxZuOXHFNeZYgw4AAAC3u9vyHjqUnfmbjuq7bSfUuLqX5sYdUaNqFbUhIdV6j9vd9avq018O6u6QKqpc3k0hVctrQ0KqjqVd0M97UtSneTXVrlpeZzKztPb302oa6K3K5V3l4mTWhexcDQytqRre7tp7MkMLt5xQUsZFRa06WOheOUkaEh6kteO7UMwBAAAAoqDDNeTkWTTz5wPqXL+qdh9Pl7eHs/YnZerukCry93RXu+BKqujmrI71/LT+4Bk93Kq6MrNzFNHQVzW8PfRo20DV8HbVt1tPKuH0RSWfvailO5O042iapv+0X13eXa33ftqv+1tW14XsPEW2DJC/p7vNJCiX4zJLAAAAIB+XXN4ibuVLLqPXJ+rrDUcUWqeydp/IkK+nu7Yc/kM9mvgrwNNNn/96RHcFV9Ku4+kK8auoE2kXdPpsllrU9Navh1J1d0gVbT2apgvZefL3dFOATzk1Dqio2esOW++Hix3XSc6XFGoUbQAAALhT2VMbON+knOCgcvIsqubpqp5N/PX5hqPy9sg/ZSq6Oyk1M1s/7jip5oHeijt4Rs0DvbQhIVUZF7P19N119MWGo0rKuKj1B8+oeQ1PVa3oropuTmpV00ddGvkr40KuvtlyXJEtA+Th6sz9cQAAAICdKOhwRV/GJ2rvybNavidFf2lRTYPbBerQmfPKyjWUeOa88iyGzmRmafvRNN3foprmbTyirg38lWcx9M2W4+rR2E8r9qaoW0NfLdudrLbBTnJyMuuV7/eoz+E/tHj7SY29J0SRrWrYrD0XteqgzVIFAAAAAIrGN2YUKSfPotRzOVq+J0VJGRf13baT2nXyrBJOn7eZEKV5dS/d17ya1uw7pb6tAlWnUv6EKCazSSv2pqhWZQ8t251sjd91LE0erk7alPiHUs9nae3vZ9Rxaqy+iD+ikV3qWO+fAwAAAHBtFHQoUm6eRZuPpKpHYz/5e7qrbXAlxe5PUWClcmobXMk6IUp43cpaujNJrYIrac+JDCVlXFTPxv7KybWoc/2qOnzmgno29Ze/p7seaBWgwMrl1bCap479cUG9mgZoy+E/rKNyA9rWzL+Xzix1nBqr6PWJZf02AAAAALc0CjoUacHmY7orqLJW7z+lh1vVUKtALwV4eqh2pXJqXt1TNbzdtftkhuZvOq5jaRe0cm+KcvMsysjO1W/JGWpV00vVPN1Uu3I5ySLV8HZXUnqWdh9Ps47w/XLgtO75/4JxROc6+t+GI+ry7mptSPhDZzKzrrh0AQAAAIB8FHQoJCfPoo9iD2rt/mQ90iZAZ7Ny9OkvieoQUkVfbDyqE+kXFVi5vC5k5+meRr4KqlROA9sG6sCps9qQkKqeTfyVZ0ifxx+Vv4+Hlu9N1qYjaYo7eEZe7i7WpQnaBldSk+qeWju+iwaG1tRHsQdtLuW82tIFAAAAAFi24JZxqy1bMGd9gi5k56qcq5M+WpUgD1cnXcjOsy4z0LOpv9Iys+Th4iRXZ2fF7E5St4a+cnMya8/JDCWeOW+NHdA2UP/bcFQPtArQc11D5OHqrAvZuXJ2MtsUbJfOcsmkKAAAALhT2VMb8I0ZRXo0tJYOnTqvueuPqEdjP+XkWnRfs/x74VrV8tGZc9mKO/SHKnq4KmZ3kpIyLmrF3hRVKu+qHcfTrPfZ3dvYXz9sO6E+zfyVei5H97y3Rm8v3asu767WF/FHbF5zSHiQ1o7voiHhQRRzAAAAQDHwrRlXtObAaeVJWrE3Rc5OJu1PPqvezarJxWxY74P7ccdJ3dskv9Dr2tBXcYfOqFmAl6pWcJO3h5N+3pusXMPQ4h1JKufmJHcXsxZtPWGdCOVCdq7Na1LIAQAAAMXHt2cUycXJrIfaVJeTpIiGfrqYY1E9X09ZLIY2H063zn7ZqpaPnGXSuHvqKjvXooOnMtW0hpc8nCXvcq7q3shPuXmGmgd6a/nuZFUp72q9hy6yZYDueW8Ns1kCAAAA14mCDkXKybPI09VJ3Rr56ee9yXJ3MWtvUrp2Hk9X8tn8yyuf6hislPQLMkxS2oVs/XrwjDxcnbR0V7LyDJMSz1xQama2+t1VQ7uPp6tVLR89dFegJvRsqNhxnbR4+0kdS7vAbJYAAADAdaKgQ5FcnMyqH+CpH3ecVJsgH+XmGapVpYKO/XFBPZtUU+9m/poTd1jJ57K1bHeSkjJy1KVBVV3IzlOn+lW141iakjIu6teEVAV4u6tVLW/9vDdJ7y77TTl5Fnm4OuuJu2tblyzgUksAAADAfs5lnQBuXeezcvWXFtW0bFeyRnWuoxkrf7cuK/BAi2q6p6Gfth5LUwN/T+09maGDpzKtk6M8FlpTB0+f1/C7g3Uhx6INCX8ooqG/2gT5WIu3IeFBzGYJAAAA3AC+SaNIs9cl6LUf9sliGOrWyFcfrDqonv8/+UmPxn5auitZ53PzdOyPC8q4mKO7avmoXe38mS17N60mFycpqJKH/sjMVtSqQ9ZCcEDbmjavQzEHAAAAXD++TaOQnDyLPl6dX4TtOJqu77bl3+u2fE+y2teppBV7U2Qym7Rib4q1UNty+A9VruAmLw8nnTqXpc/WH5G/t4d+2H5Sz3Wry6WVAAAAQCng2zUK+d+GI+oQUkU1vD3Uo7GfdU25VrV8ZDJJD7QMkGEx1K2hr/w93dUuuJJC/DxVpZyLfMq5Wpc0+PVQqoaE19IDrWoodlwnDQytee0XBwAAAFBs3EMHGzl5Fn0Ue1A5ebl6sGUNfbQ6Qb2a+Kt2lXLyreCmlHNZWrD5uPo09dfZrFzVquShH3edVOXybqrh7a5G1TxV399Ty3Ynq3tjP336S6IOp15Q2oUcxR08oxGd62hIeFBZHyYAAABwW2CEDjZcnMwa0bmOOtStqh92JCkp46KW7EpSvzaB2nYszTr6tnhnkqpX9JCfl4cql3dT2+BK2n48XXuSzmrF3hTVqVpeK/em6FjaBS3dlaSjZzKti4mzRAEAAABQMijoUMiQ8CC93beZ9VLLiIa+en/l7+oYUtna1ja4kjLzcpVxIVt9mvqpgquz/Cq6q0VNbzWv6a3DZ84r4v8vyYxo5KugqhXUppaPRnb58z46CjsAAADgxlDQoUjOTmYFV/ZQ22Af/Z5yTof/OK/lu5LVqoaXani7a+muk/pxR5KCq1TQ4p3Jcnc16/7m/lq8/aScTCb1bRWg8zkWtQ321t97NVTjAE8d++OCLEb+/qPXJ6rj1FhFr08s0+MEAAAAHBkFHYrk4mRWdR93Va3gpsQz562LiR85c16tavmocnk39WtTQ0t3/f9lmTuTtCHhD+usly1qeisnz6INCWn634Yj+s/aBOsllxeycxW16iCXYAIAAAA3iIIOV/RAq5r6cWd+wbbneLoMk1krfzulvDxDbYO95eJkqENIFetlmYGVy8vf0109m/jrlUV7lGcxdCYzS7PWJOjR0JrWpQs8XJ01onMdljIAAAAAbhCzXOKqejT20+r9p9ShXlXNjTusrg19lXohRxsS0lTR3VWbElL1aNtAzd90TMlnL6p5dS/tPZGuY2kXlGsx1Ly6l/y8PbTuwCnFjuskD9f8U25IeJAGhtakmAMAAABuAN+mcUVZOblasTdFbYO9FfP/l1au3JtinbFyxd4UySTN33RMHUMqq3J5NwX4lFPjGt7y98yfIMXN2azyLk46ePq85m06ZrN/ijkAAADgxvCNGldUwd1VPZv4yyJZZ6y8p5GvWtb0sV5amZtnqFUtH1Vwd1HtKuVUs5KH4n8/rd5N/bXrWLr+0qqG1hw4zf1yAAAAQCngkktclbOzSb8cSFWPRn5qG+Qtd2cnLd+TLHcXs2L3pahlTS8t/f+Fxd1dzDq0+bgebRuohVuO6/mIED3cJlDns/MUteog98sBAAAAJcxkGIZR1klAysjIkJeXl9LT0+Xp6VnW6UiSLmTnqsu7q5WUcTF/RK6pr2L3nlb9ap7afjRNHUKqyNPNWT/tSVbn+lW1av8pPd4hSI+FBSk3z2K9X07KX3OOYg4AAAC4NntqA75h44o8XJ31QKsA60LiZjmpVS1v7T6erp5N/bVk5wkt2ZWk5jU8dTHXojHdQ+TsZFbHqbEa/81Ofb35qHVfFHMAAABAyeOSS1zVc11DtPFQqvWyynHdQ1Tdy0PpF3Pl6e6qtsGVtHTXSflVdNer9zXUvTN+sa5Fd+KP8zp7MVdD2weX9WEAAAAAtyUKOlxR9PpEfbrmkPo0r6akjCw9FlZL328/od+SM5VxMVsRDXxV3sVJfhXd1b2xnyLeW6sHWgboh+0n1aqWj5buOqljaRf113a1GKEDAAAASgHfslGknDyLolYd1LG0C4rZmaTHOwRp9rpEVargprA6leXp7iqZzPpux3G1qumlJf+/APm3W08oZnQHta7lrcrl3ZgIBQAAAChFfNNGkVyczBrRuY78Pd31bLe6mrUmQUkZF/XrwVTV96ug2HGd1CbIR57urvL19FDb4ErWe+2eiN4kk8mkteO7aEh4UFkfCgAAAHDboqDDFQ0JD9La8V2UmZ1nLdha1PTWf389osc+jZckrR3fReN7NlCbIB/V8HaXi9mkM+dzNGv1oTLOHgAAALj9UdDhmj6KPailu06qhre70s5lqVUtH20/nq6PYg9K+nMGSyezST7lXXX2Yq76NK/GpZYAAABAKeMbN67KxcmspzrVVuXyburToro+f7Kd2gT52Nwfl5Nn0UexB5VyLluLd5xUUsZFLdp6Qjl5lrJOHwAAALitUdDhqqLXJ+o/axM0tns9DQkPkouTWYPCgmzujyu43y4n16LIlvnr1jEZCgAAAFD6TIZhGGWdBOxbDf5mycmzqOPUWCVlXJS/p7vWju9iLdJy8iyFCraCtqL6AAAAABSPPbUB37pxRZfOdHnpiFv0+kR1eWeVvtl81OayyoJ+ijkAAADg5mCE7hZxK47QFbh0xC0nz6Iu76xSkxpe2nYkTW2DK6lNkI8GhQWVbZIAAADAbYIROpSoS0fcXJzMej4iRNuOpCkp46I2JKTq+63H7ZoAhclSAAAAgJJBQYdiKyjEHm4TqKc61bYuJH5/y+rFvswyen2iOk6NVfT6xFLMFAAAALgzcMnlLeJWvuRSyi/EolYd1IjOdayzWxYUeMUt5q42yQoAAACAfFxyiRKVk2dR1KqDSsq4qKhVB20KOXsKsitNsgIAAADg+jiXdQK49RUUYgUjdDdSiA0JD9LA0JoUcwAAAEAJ4JLLW8StfsmlVPTacwAAAABKFpdcolQUtZA4AAAAgLJDQYfrUtRslRR4AAAAwM1FQQe7FTVJCssRAAAAADcfBR3sVjBJSg1vD43tXk+SipwFEwAAAEDpYpZLXJch4UEyDEPTf/pNmdl5Gtmljj6KvfFZMAEAAAAUHwUdrktOnkUfrz5kHZWLHddJA9qyHAEAAABwM/HtG9fl0kXCI1sG6J731uiL+CPF2pZLMgEAAICSQUGH6zYkPEix4zpp8faTOpZ2oVj3zzF5CgAAAFByKOhwQzxcnfXE3bXl7+l+zfvnipodEwAAAMD14x463LAh4UEaGHrt++cKLtOMWsXkKQAAAEBJMBmGYZR1EpAyMjLk5eWl9PR0eXp6lnU6pSonz0IxBwAAAFyBPbWBw3yrTk1N1cCBA+Xp6Slvb28NGzZM586du+o2Fy9e1DPPPKPKlSurQoUK6tu3r5KTk21ijhw5ot69e6tcuXLy9fXVCy+8oNzcXJuYVatWqVWrVnJzc1PdunUVHR1t0z9lyhTdddddqlixonx9fRUZGan9+/eXyHHfjijmAAAAgJLhMN+sBw4cqN27d2v58uVavHix1qxZo+HDh191m7/97W/64YcftGDBAq1evVonTpzQgw8+aO3Py8tT7969lZ2drfXr12vOnDmKjo7WpEmTrDEJCQnq3bu3unTpom3btmn06NF64okntGzZMmvM6tWr9cwzz+jXX3/V8uXLlZOTo+7duyszM7Pk3wgAAAAA+H8Occnl3r171ahRI23cuFFt2rSRJMXExKhXr146duyYAgICCm2Tnp6uqlWr6ssvv9RDDz0kSdq3b58aNmyouLg4tWvXTkuXLlWfPn104sQJ+fn5SZKioqI0fvx4nTp1Sq6urho/frx+/PFH7dq1y7rv/v37Ky0tTTExMUXme+rUKfn6+mr16tW6++67i3WMd9IllwAAAACu7La75DIuLk7e3t7WYk6SIiIiZDabFR8fX+Q2mzdvVk5OjiIiIqxtDRo0UM2aNRUXF2fdb9OmTa3FnCT16NFDGRkZ2r17tzXm0n0UxBTsoyjp6emSpEqVKl0xJisrSxkZGTYPAAAAALCHQxR0SUlJ8vX1tWlzdnZWpUqVlJSUdMVtXF1d5e3tbdPu5+dn3SYpKcmmmCvoL+i7WkxGRoYuXLhQ6HUtFotGjx6t9u3bq0mTJlc8pilTpsjLy8v6CAwMvGIsAAAAABSlTAu6CRMmyGQyXfWxb9++skzRbs8884x27dqlr7766qpxEydOVHp6uvVx9OjRm5QhAAAAgNtFma5DN3bsWA0ZMuSqMbVr15a/v79SUlJs2nNzc5Wamip/f/8it/P391d2drbS0tJsRumSk5Ot2/j7+2vDhg022xXMgnlpzOUzYyYnJ8vT01MeHh427aNGjbJO2FKjRo2rHpebm5vc3NyuGgMAAAAAV1OmBV3VqlVVtWrVa8aFhYUpLS1NmzdvVuvWrSVJK1eulMViUWhoaJHbtG7dWi4uLlqxYoX69u0rSdq/f7+OHDmisLAw637ffPNNpaSkWC/pXL58uTw9PdWoUSNrzJIlS2z2vXz5cus+JMkwDD377LP69ttvtWrVKgUHB9v5TgAAAACA/RxilktJ6tmzp5KTkxUVFaWcnBwNHTpUbdq00ZdffilJOn78uLp166a5c+eqbdu2kqSnn35aS5YsUXR0tDw9PfXss89KktavXy8pf9mCFi1aKCAgQNOmTVNSUpIee+wxPfHEE3rrrbck5S9b0KRJEz3zzDN6/PHHtXLlSj333HP68ccf1aNHD0nSyJEj9eWXX+q7775T/fr1rTl7eXkVGsW7Ema5BAAAACDZVxs4TEGXmpqqUaNG6YcffpDZbFbfvn01c+ZMVahQQZKUmJio4OBgxcbGqnPnzpLyFxYfO3as/ve//ykrK0s9evTQRx99ZHOZ5uHDh/X0009r1apVKl++vAYPHqy3335bzs5/Dl6uWrVKf/vb37Rnzx7VqFFDr7zyis2loiaTqcicZ8+efc1LSgtQ0AEAAACQbtOC7nZHQQcAAABAug3XoQMAAAAAFEZBBwAAAAAOioIOAAAAABwUBR0AAAAAOCgKOgAAAABwUBR0AAAAAOCgnK8dgpuhYPWIjIyMMs4EAAAAQFkqqAmKs8IcBd0t4uzZs5KkwMDAMs4EAAAAwK3g7Nmz8vLyumoMC4vfIiwWi06cOKGKFSvKZDKVSQ4ZGRkKDAzU0aNHWdwcV8W5guLiXIE9OF9QXJwrKC5HPVcMw9DZs2cVEBAgs/nqd8kxQneLMJvNqlGjRlmnIUny9PR0qBMeZYdzBcXFuQJ7cL6guDhXUFyOeK5ca2SuAJOiAAAAAICDoqADAAAAAAdFQQcrNzc3TZ48WW5ubmWdCm5xnCsoLs4V2IPzBcXFuYLiuhPOFSZFAQAAAAAHxQgdAAAAADgoCjoAAAAAcFAUdAAAAADgoCjoAAAAAMBBUdDdRj788EMFBQXJ3d1doaGh2rBhw1XjFyxYoAYNGsjd3V1NmzbVkiVLbPoNw9CkSZNUrVo1eXh4KCIiQgcOHLCJSU1N1cCBA+Xp6Slvb28NGzZM586dK/FjQ8m62edKYmKihg0bpuDgYHl4eKhOnTqaPHmysrOzS+X4UHLK4nOlQFZWllq0aCGTyaRt27aV1CGhFJXV+fLjjz8qNDRUHh4e8vHxUWRkZEkeFkpBWZwrv/32m/7yl7+oSpUq8vT0VIcOHRQbG1vix4aSVdLnysKFC9W9e3dVrlz5iv9/uXjxop555hlVrlxZFSpUUN++fZWcnFySh1WyDNwWvvrqK8PV1dX47LPPjN27dxtPPvmk4e3tbSQnJxcZv27dOsPJycmYNm2asWfPHuPll182XFxcjJ07d1pj3n77bcPLy8tYtGiRsX37duP+++83goODjQsXLlhj7r33XqN58+bGr7/+aqxdu9aoW7euMWDAgFI/Xly/sjhXli5dagwZMsRYtmyZcfDgQeO7774zfH19jbFjx96UY8b1KavPlQLPPfec0bNnT0OSsXXr1tI6TJSQsjpfvv76a8PHx8f497//bezfv9/YvXu3MW/evFI/Xly/sjpXQkJCjF69ehnbt283fvvtN2PkyJFGuXLljJMnT5b6MeP6lMa5MnfuXOO1114zPvnkkyv+/2XEiBFGYGCgsWLFCmPTpk1Gu3btjPDw8NI6zBtGQXebaNu2rfHMM89Yn+fl5RkBAQHGlClTiox/5JFHjN69e9u0hYaGGk899ZRhGIZhsVgMf39/45133rH2p6WlGW5ubsb//vc/wzAMY8+ePYYkY+PGjdaYpUuXGiaTyTh+/HiJHRtKVlmcK0WZNm2aERwcfCOHglJWlufKkiVLjAYNGhi7d++moHMQZXG+5OTkGNWrVzc+/fTTkj4clKKyOFdOnTplSDLWrFljjcnIyDAkGcuXLy+xY0PJKulz5VIJCQlF/v8lLS3NcHFxMRYsWGBt27t3ryHJiIuLu4GjKT1ccnkbyM7O1ubNmxUREWFtM5vNioiIUFxcXJHbxMXF2cRLUo8ePazxCQkJSkpKsonx8vJSaGioNSYuLk7e3t5q06aNNSYiIkJms1nx8fEldnwoOWV1rhQlPT1dlSpVupHDQSkqy3MlOTlZTz75pD7//HOVK1euJA8LpaSszpctW7bo+PHjMpvNatmypapVq6aePXtq165dJX2IKCFlda5UrlxZ9evX19y5c5WZmanc3Fx9/PHH8vX1VevWrUv6MFECSuNcKY7NmzcrJyfHZj8NGjRQzZo17drPzURBdxs4ffq08vLy5OfnZ9Pu5+enpKSkIrdJSkq6anzBz2vF+Pr62vQ7OzurUqVKV3xdlK2yOlcu9/vvv+v999/XU089dV3HgdJXVueKYRgaMmSIRowYYfPHItzayup8OXTokCTp1Vdf1csvv6zFixfLx8dHnTt3Vmpq6o0fGEpcWZ0rJpNJP//8s7Zu3aqKFSvK3d1d7733nmJiYuTj41Mix4aSVRrnSnEkJSXJ1dVV3t7eN7Sfm4mCDsBNdfz4cd177716+OGH9eSTT5Z1OrjFvP/++zp79qwmTpxY1qnAAVgsFknS3//+d/Xt21etW7fW7NmzZTKZtGDBgjLODrcSwzD0zDPPyNfXV2vXrtWGDRsUGRmp++67TydPnizr9IAbQkF3G6hSpYqcnJwKzb6TnJwsf3//Irfx9/e/anzBz2vFpKSk2PTn5uYqNTX1iq+LslVW50qBEydOqEuXLgoPD9esWbNu6FhQusrqXFm5cqXi4uLk5uYmZ2dn1a1bV5LUpk0bDR48+MYPDKWirM6XatWqSZIaNWpk7Xdzc1Pt2rV15MiRGzgilJay/GxZvHixvvrqK7Vv316tWrXSRx99JA8PD82ZM6dEjg0lqzTOleLw9/dXdna20tLSbmg/NxMF3W3A1dVVrVu31ooVK6xtFotFK1asUFhYWJHbhIWF2cRL0vLly63xwcHB8vf3t4nJyMhQfHy8NSYsLExpaWnavHmzNWblypWyWCwKDQ0tseNDySmrc0XKH5nr3Lmz9S/oZjMfP7eysjpXZs6cqe3bt2vbtm3atm2bdbrpefPm6c033yzRY0TJKavzpXXr1nJzc9P+/futMTk5OUpMTFStWrVK7PhQcsrqXDl//rwkFfp/j9lsto704tZSGudKcbRu3VouLi42+9m/f7+OHDli135uqrKelQUl46uvvjLc3NyM6OhoY8+ePcbw4cMNb29vIykpyTAMw3jssceMCRMmWOPXrVtnODs7G++++66xd+9eY/LkyUVOAezt7W189913xo4dO4y//OUvRS5b0LJlSyM+Pt745ZdfjJCQEJYtuMWVxbly7Ngxo27duka3bt2MY8eOGSdPnrQ+cOsqq8+VS11pFjLcesrqfHn++eeN6tWrG8uWLTP27dtnDBs2zPD19TVSU1Nv3sHDLmVxrpw6dcqoXLmy8eCDDxrbtm0z9u/fb4wbN85wcXExtm3bdnPfABRbaZwrZ86cMbZu3Wr8+OOPhiTjq6++MrZu3WrznWTEiBFGzZo1jZUrVxqbNm0ywsLCjLCwsJt34HaioLuNvP/++0bNmjUNV1dXo23btsavv/5q7evUqZMxePBgm/j58+cb9erVM1xdXY3GjRsbP/74o02/xWIxXnnlFcPPz89wc3MzunXrZuzfv98m5syZM8aAAQOMChUqGJ6ensbQoUONs2fPltoxomTc7HNl9uzZhqQiH7i1lcXnyqUo6BxLWZwv2dnZxtixYw1fX1+jYsWKRkREhLFr165SO0aUjLI4VzZu3Gh0797dqFSpklGxYkWjXbt2xpIlS0rtGFEySvpcudJ3ksmTJ1tjLly4YIwcOdLw8fExypUrZzzwwAO39B+hTYZhGGUxMggAAAAAuDHcxAIAAAAADoqCDgAAAAAcFAUdAAAAADgoCjoAAAAAcFAUdAAAAADgoCjoAAAAAMBBUdABAAAAgIOioAMAAAAAB0VBBwAAFBQUpBkzZlz39iaTSYsWLZIkJSYmymQyadu2bdb+devWqWnTpnJxcVFkZOQV2wAA9nEu6wQAAMDtJTAwUCdPnlSVKlWsbWPGjFGLFi20dOlSVahQ4YptAAD7MEIHAABKlJOTk/z9/eXs/OffjQ8ePKiuXbuqRo0a8vb2vmIbAMA+FHQAgFtW586d9eyzz2r06NHy8fGRn5+fPvnkE2VmZmro0KGqWLGi6tatq6VLl1q32bVrl3r27KkKFSrIz89Pjz32mE6fPm3tj4mJUYcOHeTt7a3KlSurT58+OnjwoLW/4HLBhQsXqkuXLipXrpyaN2+uuLi4YuV8+PBh3XffffLx8VH58uXVuHFjLVmypNj5WSwWTZs2TXXr1pWbm5tq1qypN99809q/c+dOde3aVR4eHqpcubKGDx+uc+fOWfuHDBmiyMhIvfvuu6pWrZoqV66sZ555Rjk5OdaYlJQU3XffffLw8FBwcLC++OKLYv6L5Dtw4IDuvvtuubu7q1GjRlq+fLlN/6WXXBb8fubMGT3++OMymUyKjo4usg0AYD8KOgDALW3OnDmqUqWKNmzYoGeffVZPP/20Hn74YYWHh2vLli3q3r27HnvsMZ0/f15paWnq2rWrWrZsqU2bNikmJkbJycl65JFHrPvLzMzUmDFjtGnTJq1YsUJms1kPPPCALBaLzev+/e9/17hx47Rt2zbVq1dPAwYMUG5u7jXzfeaZZ5SVlaU1a9Zo586dmjp1qvVywuLkN3HiRL399tt65ZVXtGfPHn355Zfy8/Oz5t6jRw/5+Pho48aNWrBggX7++WeNGjXKJofY2FgdPHhQsbGxmjNnjqKjo20KpiFDhujo0aOKjY3V119/rY8++kgpKSnF+vewWCx68MEH5erqqvj4eEVFRWn8+PFXjC+4/NLT01MzZszQyZMn9fDDDxdq69evX7FeHwBwGQMAgFtUp06djA4dOlif5+bmGuXLlzcee+wxa9vJkycNSUZcXJzxj3/8w+jevbvNPo4ePWpIMvbv31/ka5w6dcqQZOzcudMwDMNISEgwJBmffvqpNWb37t2GJGPv3r3XzLlp06bGq6++WmTftfLLyMgw3NzcjE8++aTI7WfNmmX4+PgY586ds7b9+OOPhtlsNpKSkgzDMIzBgwcbtWrVMnJzc60xDz/8sNGvXz/DMAxj//79hiRjw4YN1v69e/cakox//vOf1zy+ZcuWGc7Ozsbx48etbUuXLjUkGd9++61hGH++h1u3brXGeHl5GbNnz7bZV1FtAAD7MEIHALilNWvWzPq7k5OTKleurKZNm1rbCkavUlJStH37dsXGxqpChQrWR4MGDSTJelnlgQMHNGDAANWuXVuenp4KCgqSJB05cuSKr1utWjXra1zLc889pzfeeEPt27fX5MmTtWPHDmvftfLbu3evsrKy1K1btyL3vXfvXjVv3lzly5e3trVv314Wi0X79++3tjVu3FhOTk42+RfkvnfvXjk7O6t169bW/gYNGhT7Hra9e/cqMDBQAQEB1rawsLBibQsAKHnMcgkAuKW5uLjYPDeZTDZtJpNJUv6lgOfOndN9992nqVOnFtpPQVF23333qVatWvrkk08UEBAgi8WiJk2aKDs7+4qve+lrXMsTTzyhHj16/F979xMKXRfAcfz33FIzbBhlMSUWzLhho9hajDS2UpI0qQk1TQ1TLPxZspCdLEhKKStWFqOYhaZGGjXFYsqwkGRhKGk2Js9uerx5X9f7THT1/dTZnNu5/e7d/TrndrW3t6f9/X0tLCxoaWlJ4XD4w3yXl5cf3t+K996ZlewAAPthhw4A8GO0tbXp/Pxc9fX1amhoeDMqKip0f3+vTCajmZkZ+Xw+maaph4eHkueora3V2NiYdnZ2FI1Gtba2ZilfY2OjnE6nDg4O3r2vaZpKp9N6fn4uziUSCRmGIa/XaylbU1OTXl5elEqlinOZTEaPj4+W1pumqevra93e3hbnksmkpbUAgNKj0AEAfoxQKKRcLqeBgQGdnJwom80qFotpeHhYhUJBVVVVqq6u1urqqi4uLnR4eKiJiYmSZohEIorFYrq6utLp6ani8bhM07SUz+FwaGpqSpOTk9rc3FQ2m1UymdT6+rokaXBwUA6HQ4FAQGdnZ4rH4wqHwxoaGioePf2I1+uV3+/X6Oiojo+PlUqlFAwG5XQ6La3v6uqSx+NRIBBQOp3W0dGRpqen/9/LAgD8NQodAODHcLvdSiQSKhQK6u7uVmtrqyKRiCorK2UYhgzD0Pb2tlKplFpaWjQ+Pq7FxcWSZigUCgqFQjJNU36/Xx6PRysrK5bySdLs7Kyi0ajm5uZkmqb6+/uL37+Vl5crFospl8upvb1dfX198vl8Wl5e/lTGjY0Nud1udXZ2qre3VyMjI6qpqbG01jAM7e7uKp/Pq6OjQ8Fg8M1vFQAAX+vX6+vr63eHAAAAAAB8Hjt0AAAAAGBTFDoAAD6hp6fnzW8H/hzz8/PfHe+vbW1t/evzNTc3f3c8AMA/cOQSAIBPuLm5UT6ff/eay+WSy+X64kSl9fT0pLu7u3evlZWVqa6u7osTAQD+C4UOAAAAAGyKI5cAAAAAYFMUOgAAAACwKQodAAAAANgUhQ4AAAAAbIpCBwAAAAA2RaEDAAAAAJui0AEAAACATf0GztaRbiQyiCkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    cols_of_interest = ['polypoints_std', 'polypoints_range', 'rel_noise', 'mean_first_diff', 'mean_second_diff']  #I've inspected the rest, none looked helpful    'has_two_breakpoints'\n",
    "\n",
    "    for col in cols_of_interest:\n",
    "        plt.figure(figsize=(10, 6))\n",
    "        sns.scatterplot(x=feat_dfs['bin_0'][col], y=difference_df, s=5)\n",
    "        plt.xlabel(col)\n",
    "        plt.axhline(0, color='red', linestyle='--', linewidth=1)  # horizontal line at 0\n",
    "        plt.ylabel(\"Interpolated rmse - fully fitted rmse\")\n",
    "        plt.title(f\"{difference_df.name} vs {col}\")\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d994b8bd",
   "metadata": {
    "papermill": {
     "duration": 0.428769,
     "end_time": "2025-09-25T11:04:34.084047",
     "exception": false,
     "start_time": "2025-09-25T11:04:33.655278",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "So in general it's better to use the interpolated fit.     Could try 'mean_first_diff' > 0.0008  as a mask to select the hf fit.  We would get a decent way to select the better samples for hf fitting.   I suspect what is really going on here is something to do with relative noise, compared to the range/slope.  So creating a feature like this might help.  Might also try adding  'has_two_breakpoints'  to the condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "8bab7a01",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:34.773284Z",
     "iopub.status.busy": "2025-09-25T11:04:34.772884Z",
     "iopub.status.idle": "2025-09-25T11:04:34.894656Z",
     "shell.execute_reply": "2025-09-25T11:04:34.893574Z"
    },
    "papermill": {
     "duration": 0.469035,
     "end_time": "2025-09-25T11:04:34.896888",
     "exception": false,
     "start_time": "2025-09-25T11:04:34.427853",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1100, 283)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask = (feat_dfs['bin_0']['mean_first_diff'] < USE_INTERPOLATED_FIT_THRESHOLD).to_numpy()[:, None]   #fold doesn't matter here\n",
    "combined_predictions = {}\n",
    "\n",
    "for outer_fold in range(FOLDS):\n",
    "    inner_fold_predictions = {}\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        combined_preds =  np.where(mask, interp_predictions[outer_fold][f'fold_{inner_fold}'], high_res_predictions[outer_fold][f'fold_{inner_fold}'])\n",
    "        inner_fold_predictions[f'fold_{inner_fold}'] = combined_preds\n",
    "    combined_predictions[outer_fold] = inner_fold_predictions\n",
    "\n",
    "combined_predictions[0]['fold_0'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "ec0f5945",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:35.593593Z",
     "iopub.status.busy": "2025-09-25T11:04:35.593205Z",
     "iopub.status.idle": "2025-09-25T11:04:36.534094Z",
     "shell.execute_reply": "2025-09-25T11:04:36.533254Z"
    },
    "papermill": {
     "duration": 1.293679,
     "end_time": "2025-09-25T11:04:36.536408",
     "exception": false,
     "start_time": "2025-09-25T11:04:35.242729",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    error_dfs = {}\n",
    "    for outer_fold in range(FOLDS):\n",
    "        for inner_fold in range(INNER_FOLDS):\n",
    "            error_df = pd.DataFrame(combined_predictions[outer_fold][f'fold_{inner_fold}'] - targ_df.values, columns=targ_df.columns, index = star_info.index)   #So we want to bin this with bins matching the predictions.\n",
    "            fgs_std = error_df.loc[fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val']].iloc[:, 0].abs() \n",
    "            airs_errors = error_df.iloc[:, 1:]\n",
    "            airs_local_rmse = localized_rmse(airs_errors, centres, kernel_size=35)  #Estimates the rsme in a window around the list of centres\n",
    "            #airs_local_rmse = airs_local_rmse * ERROR_FACTOR\n",
    "            fgs_std_df = error_df.iloc[:, 0].abs().to_frame(name='rmse_0') #* ERROR_FACTOR\n",
    "            std_df = pd.concat([fgs_std_df, airs_local_rmse], axis=1)\n",
    "            error_dfs[f'fold_{outer_fold}_{inner_fold}'] = std_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "7f56b3e7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:37.316502Z",
     "iopub.status.busy": "2025-09-25T11:04:37.316085Z",
     "iopub.status.idle": "2025-09-25T11:04:37.324282Z",
     "shell.execute_reply": "2025-09-25T11:04:37.323444Z"
    },
    "papermill": {
     "duration": 0.442837,
     "end_time": "2025-09-25T11:04:37.326397",
     "exception": false,
     "start_time": "2025-09-25T11:04:36.883560",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def stack_and_plot_dfs(dfs, index = star_info.index):\n",
    "    '''Take a dictionary of dataframes, stack them and take the mean, then plot a histogram'''\n",
    "    arr = np.stack([df.to_numpy() for df in dfs.values()], axis=0)\n",
    "    mean_arr = arr.mean(axis=0)\n",
    "    mean_error_df = pd.DataFrame(mean_arr, index = index)  #, columns = [0] + [centres]\n",
    "    stacked_error_df = pd.concat(error_dfs, names=['source', 'original_index']).reset_index()  #So this dataframe has a 'localised error around each of the bins'\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    values = stacked_error_df.iloc[:, 3:].values.ravel()\n",
    "    values = pd.Series(values).replace([np.inf, -np.inf], np.nan).dropna()\n",
    "    sns.histplot(values, bins=40, kde=False)  \n",
    "    plt.title('Histogram of Row-wise Standard Deviation')\n",
    "    plt.xlabel('RMS error')\n",
    "    plt.ylabel('Count')\n",
    "    plt.yscale('log')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "69f4bfe1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:38.019292Z",
     "iopub.status.busy": "2025-09-25T11:04:38.018730Z",
     "iopub.status.idle": "2025-09-25T11:04:38.060700Z",
     "shell.execute_reply": "2025-09-25T11:04:38.059617Z"
    },
    "papermill": {
     "duration": 0.391646,
     "end_time": "2025-09-25T11:04:38.062579",
     "exception": false,
     "start_time": "2025-09-25T11:04:37.670933",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 1100, 13)\n"
     ]
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    rmse_cols = [b.replace(\"bin_\", \"rmse_\") for b in poly_df.columns]\n",
    "    arr = np.stack([df.to_numpy() for df in error_dfs.values()], axis=0)\n",
    "    print(arr.shape)\n",
    "\n",
    "    # Take mean over that axis This is for visualisation only, no worries about data leakage\n",
    "    mean_arr = arr.mean(axis=0)\n",
    "    \n",
    "    # Rebuild DataFrame\n",
    "    mean_error_df = pd.DataFrame(mean_arr, index=star_info.index, columns = rmse_cols)  #, columns = [0] + [centres]\n",
    "    stacked_error_df = pd.concat(error_dfs, names=['source', 'original_index']).reset_index()  #So this dataframe has a 'localised error around each of the bins'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "161083ae",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:38.757124Z",
     "iopub.status.busy": "2025-09-25T11:04:38.756748Z",
     "iopub.status.idle": "2025-09-25T11:04:40.106651Z",
     "shell.execute_reply": "2025-09-25T11:04:40.105206Z"
    },
    "papermill": {
     "duration": 1.701359,
     "end_time": "2025-09-25T11:04:40.108871",
     "exception": false,
     "start_time": "2025-09-25T11:04:38.407512",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    values = stacked_error_df.iloc[:, 3:].values.ravel()\n",
    "    values = pd.Series(values).replace([np.inf, -np.inf], np.nan).dropna()\n",
    "    sns.histplot(values, bins=40, kde=False)  \n",
    "    plt.title('Histogram of Row-wise Standard Deviation')\n",
    "    plt.xlabel('RMS error')\n",
    "    plt.ylabel('Count')\n",
    "    plt.yscale('log')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "d86cd01a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:40.876289Z",
     "iopub.status.busy": "2025-09-25T11:04:40.875429Z",
     "iopub.status.idle": "2025-09-25T11:04:40.882671Z",
     "shell.execute_reply": "2025-09-25T11:04:40.881702Z"
    },
    "papermill": {
     "duration": 0.429479,
     "end_time": "2025-09-25T11:04:40.885105",
     "exception": false,
     "start_time": "2025-09-25T11:04:40.455626",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1349926825, 1843015807, 3649218579, 1597331512, 204264160]\n"
     ]
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    airs_badies = list(stacked_error_df[stacked_error_df[f'rmse_{centres[0]}'] >= 0.002]['original_index'].unique())\n",
    "    print(airs_badies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "b4f68f40",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:04:41.613303Z",
     "iopub.status.busy": "2025-09-25T11:04:41.612878Z",
     "iopub.status.idle": "2025-09-25T11:04:41.628781Z",
     "shell.execute_reply": "2025-09-25T11:04:41.627628Z"
    },
    "papermill": {
     "duration": 0.387371,
     "end_time": "2025-09-25T11:04:41.630720",
     "exception": false,
     "start_time": "2025-09-25T11:04:41.243349",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_local_features(bins_df, preds, high_res_df, hf_preds, lf_preds, centre, kernel_size=19):\n",
    "    '''Derive features related to the local behavior around the bin centre\n",
    "       bins_df:  Predicted offsets from previous LGBM model for this fold\n",
    "       preds_df:  Fitted Polynomials for every point\n",
    "       centre:  The bin index,  ie bin_{centre}\n",
    "    '''\n",
    "    \n",
    "    def mean_bin_diff_at_col(df, col_name):\n",
    "        \"\"\"\n",
    "        Compute mean difference for a given column name in a DataFrame.\n",
    "        - Middle columns: difference to mean of neighbors\n",
    "        - Edge columns: difference to single neighbor\n",
    "        \"\"\"\n",
    "        cols = df.columns\n",
    "        col_idx = cols.get_loc(col_name)  # get positional index\n",
    "        n_cols = len(cols)\n",
    "    \n",
    "        if col_idx == 0:\n",
    "            # first column, only right neighbor\n",
    "            return df[col_name] - df.iloc[:, col_idx + 1]\n",
    "        elif col_idx == n_cols - 1:\n",
    "            # last column, only left neighbor\n",
    "            return df[col_name] - df.iloc[:, col_idx - 1]\n",
    "        else:\n",
    "            # middle columns, average of left and right\n",
    "            return df[col_name] - (df.iloc[:, col_idx - 1] + df.iloc[:, col_idx + 1]) / 2\n",
    "\n",
    "    #preds = preds_df.values\n",
    "    bins = bins_df.values\n",
    "    \n",
    "    bin_names = list(bins_df.columns)\n",
    "    bin_idxs = [int(b.split(\"_\")[1]) for b in bin_names]\n",
    "    \n",
    "\n",
    "    \n",
    "    min_idx = max(0, centre - kernel_size//2)\n",
    "    max_idx = min(preds.shape[1], centre + kernel_size//2)\n",
    "    local_col_idxs = list(range(min_idx, max_idx))\n",
    "\n",
    "    local_bins = bins_df[f'bin_{centre}'].values\n",
    "    local_preds = preds[:,local_col_idxs]\n",
    "    local_first_diffs = np.diff(local_preds, n=1, axis=1)\n",
    "    local_second_diffs = np.diff(local_preds, n=2, axis=1)\n",
    "\n",
    "\n",
    "    local_mean_first_diffs = np.mean(local_first_diffs, axis=1)\n",
    "    local_max_second_diffs = np.max(local_second_diffs, axis=1)\n",
    "    local_mean_second_diffs = np.mean(local_second_diffs, axis=1)\n",
    "\n",
    "    \n",
    "    \n",
    "    local_means = np.mean(local_preds, axis=1)\n",
    "    local_residuals = local_preds -  preds[:,[centre]]\n",
    "\n",
    "    local_residuals_mean = np.mean(local_residuals, axis=1)\n",
    "    local_residuals_std = np.std(local_residuals, axis=1)\n",
    "    # flatten the difference to 1D\n",
    "    local_mean_diff = (local_means - preds[:, centre])\n",
    "    bin_slope = mean_bin_diff_at_col(bins_df, f'bin_{centre}').values\n",
    "\n",
    "    local_hf_lf_diff = hf_preds - lf_preds \n",
    "    local_rms_hf_lf_diff =rms = np.sqrt(np.mean(local_hf_lf_diff**2, axis=1))\n",
    "\n",
    "    \n",
    "\n",
    "    local_feats = np.concatenate([local_residuals_mean[:, None],\n",
    "                                 local_residuals_std[:, None],\n",
    "                                 #local_mean_diff[:, None]\n",
    "                                  bin_slope[:,None],\n",
    "                                  #local_mean_first_diffs[:,None],\n",
    "                                  local_max_second_diffs[:,None],\n",
    "                                  #local_mean_second_diffs[:,None],\n",
    "                                  #local_rms_hf_lf_diff[:,None]\n",
    "                                 ],\n",
    "                                 axis=1)\n",
    "\n",
    "    col_names = ['local_residuals_mean', 'local_residuals_std', 'bin_slope', 'local_max_second_diffs', ] # 'local_mean_diff' 'local_mean_first_diffs',  'local_max_second_diffs', 'local_mean_second_diffs' 'local_rms_hf_lf_diff' \n",
    "    local_feats_df = pd.DataFrame(local_feats, index=bins_df.index, columns = col_names)\n",
    "    \n",
    "    return local_feats_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "fd4101f8",
   "metadata": {
    "execution": {
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   "source": [
    "def residual_by_savgol(X, window=51, polyorder=3):\n",
    "\n",
    "    n_rows, n_cols = X.shape\n",
    "    if window >= n_cols:\n",
    "        window = n_cols - 1 if (n_cols - 1) % 2 == 1 else n_cols - 2\n",
    "    if window % 2 == 0:\n",
    "        window += 1\n",
    "    \n",
    "    trends = np.zeros_like(X)\n",
    "    residuals = np.zeros_like(X)\n",
    "    for i in range(n_rows):\n",
    "        trends[i] = savgol_filter(X[i], window_length=window, polyorder=polyorder, mode='mirror')\n",
    "        residuals[i] = X[i] - trends[i]\n",
    "    return residuals \n",
    "\n",
    "\n",
    "def get_global_features(binned_offsets,\n",
    "                        binned_fits,\n",
    "                        high_res_fits,\n",
    "                        hf_preds,\n",
    "                        lf_preds):\n",
    "\n",
    "    lf_residuals = residual_by_savgol(high_res_fits.values, window=51)\n",
    "    hf_residuals = residual_by_savgol(high_res_fits.values, window=11)\n",
    "\n",
    "    rms_offset = np.sqrt(np.mean(binned_offsets**2, axis=1))\n",
    "    rms_residual_lf = np.sqrt(np.mean(lf_residuals**2, axis=1))\n",
    "    max_residual_lf = np.sqrt(np.max(lf_residuals**2, axis=1))\n",
    "    rms_residual_hf = np.sqrt(np.mean(hf_residuals**2, axis=1))\n",
    "    max_residual_hf = np.sqrt(np.max(hf_residuals**2, axis=1))\n",
    "    binned_fits_range = np.ptp(binned_fits.iloc[:, 1:].values, axis=1)\n",
    "    hf_residual_bin_range_ratio = rms_residual_hf / binned_fits_range\n",
    "    \n",
    "    hf_lf_diff = hf_preds - lf_preds\n",
    "    hf_lf_rms_diff = np.sqrt(np.mean(hf_lf_diff**2, axis=1))\n",
    "\n",
    "    global_df = pd.DataFrame({\n",
    "        'rms_residual_lf': rms_residual_lf,\n",
    "        'max_residual_lf': max_residual_lf,   \n",
    "        #'rms_residual_hf': rms_residual_hf,   #removed for batman version\n",
    "        #'max_residual_hf': max_residual_hf,   #removed for batman version \n",
    "        'rms_offset': rms_offset,\n",
    "        'hf_residual_bin_range_ratio': hf_residual_bin_range_ratio,\n",
    "        'hf_lf_rms_diff': hf_lf_rms_diff,\n",
    "    }, index=high_res_fits.index)\n",
    "\n",
    "    return global_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "0044faf4",
   "metadata": {
    "execution": {
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   "source": [
    "fold_features = {}\n",
    "for outer_fold in range(FOLDS):\n",
    "    #Let's create a feature here from the variance of the inner fold predictions for the outer-fold\n",
    "    #We can work directly with the offsets, since all folds use the same base fit\n",
    "    offset_dfs = [offset_predictions[f'fold_{outer_fold}_{inner_fold}'] for inner_fold in range(INNER_FOLDS)]\n",
    "\n",
    "    stacked = np.stack([df.values for df in offset_dfs], axis=0)\n",
    "    std_values = np.std(stacked, axis=0, ddof=0) \n",
    "    columns = [f'std_{col}' for col in offset_dfs[0].columns]\n",
    "    fold_rms_df = pd.DataFrame(std_values, index=offset_dfs[0].index, columns=columns)\n",
    "    #columns will have headers rms_rmse_**\n",
    "    \n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        binned_preds_df = offset_predictions[f'fold_{outer_fold}_{inner_fold}'].copy()\n",
    "        features_df = pd.concat([extra_feats_df, star_info], axis = 1)\n",
    "        features_df = features_df[ERROR_FEATURES]\n",
    "        lf_preds_df = interp_predictions[outer_fold][f'fold_{inner_fold}']\n",
    "        hf_preds_df = high_res_predictions[outer_fold][f'fold_{inner_fold}']\n",
    "        comb_preds = combined_predictions[outer_fold][f'fold_{inner_fold}']\n",
    "        \n",
    "        features_df = pd.concat([binned_preds_df,\n",
    "                                 #poly_df,\n",
    "                                 features_df], axis = 1)\n",
    "        \n",
    "        features_df = features_df[ERROR_FEATURES + list(binned_preds_df.columns)]  #Need to add bin-specific features here\n",
    "\n",
    "        global_features_df = get_global_features(binned_preds_df, poly_df, high_res_df, hf_preds_df, lf_preds_df)\n",
    "        #global_features_df['use_interpolated'] = (features_df['polypoints_range'] <= USE_INTERPOLATED_FIT_THRESHOLD).astype(int)\n",
    "\n",
    "        features_dfs = {}\n",
    "        for centre in [0] + centres:\n",
    "            local_features_df = get_local_features(binned_preds_df,\n",
    "                                                   comb_preds,  #Numpy array\n",
    "                                                   high_res_df,\n",
    "                                                   hf_preds_df,\n",
    "                                                   lf_preds_df,\n",
    "                                                   centre,\n",
    "                                                   kernel_size = 19)\n",
    "            \n",
    "            local_fit_features = feat_dfs[f'bin_{centre}'][LGBM_LOCAL_ERROR_FEATURES]\n",
    "\n",
    "            #local_std_df = fold_rms_df[f'std_bin_{centre}'].rename(columns={f'std_bin_{centre}': 'fold_std'})\n",
    "            local_std_df = fold_rms_df[[f'std_bin_{centre}']]#.rename(columns={f'bin_std_bin_{centre}': 'my_col'})\n",
    "            local_std_df.columns = ['fold_bin_std']\n",
    "        \n",
    "            features_dfs[f'rmse_{centre}'] =  pd.concat([features_df, \n",
    "                                                         global_features_df,\n",
    "                                                         local_features_df,\n",
    "                                                         local_fit_features,\n",
    "                                                         local_std_df,\n",
    "                                                         #global_features_df\n",
    "                                                        ], axis=1)\n",
    "            #{f'rmse_{centre}':features_df for centre in [0] + centres}\n",
    "        \n",
    "        fold_features[f'fold_{outer_fold}_{inner_fold}'] = features_dfs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "86aecbac",
   "metadata": {
    "execution": {
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    },
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   "outputs": [],
   "source": [
    "def plot_one_feature(df, error_df, feature):\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    cols = error_df.columns\n",
    "    plt.scatter(df[feature], error_df[cols[1]], s=1)\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('rmse')\n",
    "    plt.title(f'Scatter Plot with error feature {feature}')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54b0a71f",
   "metadata": {
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     "start_time": "2025-09-25T11:04:59.156153",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "'mean_wl_depth',\n",
    "'aspect',\n",
    " 'polypoints_range',\n",
    " 'polypoints_std',\n",
    " 'polypoints_mean',\n",
    " 'c',\n",
    " 'delta',\n",
    " 'mean_first_diff',\n",
    " 'mean_second_diff'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "06e92aea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:00.214006Z",
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    },
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   "outputs": [],
   "source": [
    "all_dfs = [df for outer in fold_features.values() for df in outer.values()]\n",
    "stacked = pd.concat(all_dfs, axis=0, ignore_index=True)\n",
    "mean_features_df = pd.concat(all_dfs).groupby(level=0).mean()"
   ]
  },
  {
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    {
     "data": {
      "image/png": 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3kZqail27dkn9vfr27Ytdu3bhxIkT+P3336XymirbklGWuEefMIPBgK5du+LTTz81ubz8l29V16K616m216/OZ2vixIlYuXIlJk+ejMDAQLi4uEChUGDkyJH33dpQdgBFWeWPz7if1atXw83NrUJ8Vcl+WZVde1PlZT8Pu3btwpAhQ9CvXz98/vnncHd3h52dHVauXInvv/++wrpXr17FL7/8AuDuNA0Gg6FCq/W9LFiwAC+99BI2b96MHTt2YNKkSYiLi0NaWpqsw/yDVJP/g6hmmDhRnWS8PXXp0iUAQJs2bWAwGHDs2LFK/9PYuXMnrl69in/84x+yDsumRqWZ+su0qnLj7SSNRmM1yU3r1q0BACdPnqyw7MSJE2jWrJnU2lTZcVXG398f9vb22LVrF3bt2iWNjuvXrx+++uorJCUlSe+rUt39mqtNmzY4ePAgBg4cWOv7KHteH330Uam8pKQE2dnZtX79q/PZ+vvf/46IiAgsWLBAKrt161aF0X5VnZPGjRtXiC8pKZF+18ytb4sWLSzyu/DDDz9ArVZj+/btUKlUUvnKlStNxk+YMAE3btxAXFwcpk2bhoULF8pGh5qra9eu6Nq1K6ZPn469e/eid+/eWL58OT766COT8a1bt670d9O4vCxji5KREAKnT5/GY489BsA6/w+qr9jHiaxaSkqKydYF43194+2SsLAwKJVKfPDBBxX+sjaub/xLtez2SkpK8Pnnn1fYvpOTk8lbG8ZEo/wXi5+fH9q0aYP58+fj5s2bFdb7/fffKz3GB8Xd3R2+vr5YtWqVrL5HjhzBjh07ZKOGKjuuyqjVavTs2RNr167FuXPnZC1ORUVFWLRoEdq0aQN3d/cqt1Pd/Zpr+PDhuHDhAr766qsKy4qKiqTRXzUREhICe3t7LFq0SPZZ+uabb6DX66VRW7WlOp8tGxubCr8vixcvrtBaVNV5b9OmjdR/zejLL7+stMWpPJ1OB41Gg48//hi3b9+usr4Pgo2NDRQKhay+Z8+erTCSEribaK5fvx5z5szB1KlTMXLkSEyfPh2//vqr2fsrKCjAnTt3ZGVdu3aFUqmsMPVFWU8//TT27dsn9QkE7s6D9eWXX8LLy6tCt4Nvv/0WN27ckNX90qVLGDx4MADr/D+ovmKLE1m1iRMn4o8//sCzzz6Ljh07oqSkBHv37sX69evh5eUldbpt27Yt3n//fXz44Yfo27cvnnvuOahUKuzfvx8eHh6Ii4tDUFAQGjdujIiICEyaNAkKhQKrV682mZj5+flh/fr1iI6ORs+ePeHs7IxnnnkGbdq0gVarxfLly9GoUSM4OTkhICAA3t7e+PrrrzF48GD4+PggMjISLVu2xIULF5CSkgKNRoN///vfD/v0Yd68eRg8eDACAwMRFRUlTUfg4uIim6vHz88PwN0h8SNHjoSdnR2eeeaZKvs/9e3bF3PmzIGLiwu6du0K4G4rQ4cOHXDy5EmznstVk/2aY8yYMdiwYQNef/11pKSkoHfv3igtLcWJEyewYcMGbN++vdJO9ffSvHlzTJs2DbNmzcJTTz2FIUOG4OTJk/j888/Rs2dPjB49+r7qXp5SqTT7s/WXv/wFq1evhouLCzp37ozU1FT89NNPFaZu8PX1hY2NDT755BPo9XqoVCo88cQTaNGiBV555RW8/vrreP755zFo0CAcPHgQ27dvl6aLuBeNRoNly5ZhzJgxePzxxzFy5Eg0b94c586dQ0JCAnr37o0lS5bU6jkqKzQ0FJ9++imeeuopvPjii7h8+TKWLl2Ktm3b4tChQ1Lc5cuXMX78eAwYMEB6JuKSJUuQkpKCl156Cbt37zbrll1ycjLefPNNDBs2DO3bt8edO3ewevVq2NjY4Pnnn690valTp2Lt2rUYPHgwJk2ahCZNmmDVqlXIzs7GDz/8UGHfTZo0QZ8+fRAZGYm8vDwsXLgQbdu2xauvvgqgep8Tuk+WGcxHZJ4ff/xRvPzyy6Jjx47C2dlZ2Nvbi7Zt24qJEyeKvLy8CvErVqwQ3bt3FyqVSjRu3FgEBweLxMREafmePXtEr169hIODg/Dw8JCmN0C5odk3b94UL774otBqtQKAbGqCzZs3i86dOwtbW9sKw/8zMzPFc889J5o2bSpUKpVo3bq1GD58uEhKSpJijNMR/P7772adA+Nw5HsNdzY1HYEQQvz000+id+/ewsHBQWg0GvHMM8+IY8eOVVj/ww8/FC1bthRKpdKsqQkSEhIEADF48GBZ+SuvvCIAiG+++abCOjAx1L2y/QIQEyZMqLCN8sO6K1NSUiI++eQT4ePjI30e/Pz8xKxZs2TDzSvbj6mpAcpasmSJ6Nixo7CzsxOurq5i/PjxsqkXhLg7HYGPj88962rOPs35bF2/fl1ERkaKZs2aCWdnZ6HT6cSJEydMnrOvvvpKPProo8LGxkb2+S8tLRXvvvuuaNasmXB0dBQ6nU6cPn260ukIKjs/KSkpQqfTCRcXF6FWq0WbNm3ESy+9JH755ZcanYPKfm8iIiKEk5OTrOybb74R7dq1EyqVSnTs2FGsXLlSWt/oueeeE40aNRJnz56Vrbt582YBQHzyySdV1tPot99+Ey+//LJo06aNUKvVokmTJmLAgAHip59+ksWZugZnzpwRL7zwgtBqtUKtVgt/f3+xZcsWWYzx93/t2rVi2rRpokWLFsLBwUGEhoaKnJycCvUx53NC90chRA1m3iMiIqIHbufOnRgwYAA2btwoPXKJLIt9nIiIiIjMxD5OREREJly7dg0lJSWVLrexsal0rjCqv5g4ERERmfDcc8/hP//5T6XLW7duXenDsKn+Yh8nIiIiEzIyMqqcpd7BwQG9e/d+iDUia8DEiYiIiMhM7BxOREREZCb2cbIgg8GAixcvolGjRg/s0RNERERUNSEEbty4AQ8Pj3tOfMrEyYIuXrxY4WGjREREZBnnz5+/54OZmThZUKNGjQDcvVAajcbCtSEiImqYCgoK4OnpKX0vV4WJkwUZb89pNBomTkRERBZmTrcZdg4nIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEi+p81aTnoPScZa9JyLF0VIiKyUkyciP5n2c4zuJBfhGU7z1i6KkREZKWYOBH9z/j+bdBS64Dx/dtYuipERGSlFEIIYelKNFQFBQVwcXGBXq+HRqOxdHWIiIgapOp8H7PFiYiIiMhMTJyIiIiIzMTEiYiIiMhMTJyIiIiIzMTEiYiIiMhMTJyIiIiIzGTxxGnp0qXw8vKCWq1GQEAA9u3bV2X8xo0b0bFjR6jVanTt2hVbt26VLRdCICYmBu7u7nBwcEBISAhOnToli5k9ezaCgoLg6OgIrVZbYR/x8fFQKBQmX5cvXwYA7Ny50+Ty3Nzc+zshREREZLUsmjitX78e0dHRiI2NxYEDB9CtWzfodDopOSlv7969CA8PR1RUFDIzMxEWFoawsDAcOXJEipk7dy4WLVqE5cuXIz09HU5OTtDpdLh165YUU1JSgmHDhmH8+PEm9zNixAhcunRJ9tLpdAgODkaLFi1ksSdPnpTFlV9ORERE9YiwIH9/fzFhwgTpfWlpqfDw8BBxcXEm44cPHy5CQ0NlZQEBAeK1114TQghhMBiEm5ubmDdvnrQ8Pz9fqFQqsXbt2grbW7lypXBxcblnPS9fvizs7OzEt99+K5WlpKQIAOL69ev3XL8yer1eABB6vb7G2yAiIqL7U53vY4u1OJWUlCAjIwMhISFSmVKpREhICFJTU02uk5qaKosHAJ1OJ8VnZ2cjNzdXFuPi4oKAgIBKt2mOb7/9Fo6OjnjhhRcqLPP19YW7uzsGDRqEPXv21HgfREREZP0sljhduXIFpaWlcHV1lZW7urpW2k8oNze3ynjjz+ps0xzffPMNXnzxRTg4OEhl7u7uWL58OX744Qf88MMP8PT0RP/+/XHgwIFKt1NcXIyCggLZi4iIiOoOW0tXwNqlpqbi+PHjWL16tay8Q4cO6NChg/Q+KCgIZ86cwWeffVYh1iguLg6zZs16oPUlIiKiB8diLU7NmjWDjY0N8vLyZOV5eXlwc3MzuY6bm1uV8caf1dnmvXz99dfw9fWFn5/fPWP9/f1x+vTpSpdPmzYNer1eep0/f75GdSIiIiLLsFjiZG9vDz8/PyQlJUllBoMBSUlJCAwMNLlOYGCgLB4AEhMTpXhvb2+4ubnJYgoKCpCenl7pNqty8+ZNbNiwAVFRUWbFZ2Vlwd3dvdLlKpUKGo1G9iIiIqK6w6K36qKjoxEREYEePXrA398fCxcuRGFhISIjIwEAY8eORcuWLREXFwcA+Otf/4rg4GAsWLAAoaGhWLduHX755Rd8+eWXAACFQoHJkyfjo48+Qrt27eDt7Y0ZM2bAw8MDYWFh0n7PnTuHa9eu4dy5cygtLUVWVhYAoG3btnB2dpbi1q9fjzt37mD06NEV6r5w4UJ4e3vDx8cHt27dwtdff43k5GTs2LHjAZ0tIiIisjSLJk4jRozA77//jpiYGOTm5sLX1xfbtm2TOnefO3cOSuWfjWJBQUH4/vvvMX36dLz33nto164dNm3ahC5dukgxU6ZMQWFhIcaNG4f8/Hz06dMH27Ztg1qtlmJiYmKwatUq6X337t0BACkpKejfv79U/s033+C5554zOUlmSUkJ3nrrLVy4cAGOjo547LHH8NNPP2HAgAG1dXqIiIjIyiiEEMLSlWioCgoK4OLiAr1ez9t2REREFlKd72OLP3KFiIiIqK5g4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGayeOK0dOlSeHl5Qa1WIyAgAPv27asyfuPGjejYsSPUajW6du2KrVu3ypYLIRATEwN3d3c4ODggJCQEp06dksXMnj0bQUFBcHR0hFarNbkfhUJR4bVu3TpZzM6dO/H4449DpVKhbdu2iI+Pr/bxExERUd1h0cRp/fr1iI6ORmxsLA4cOIBu3bpBp9Ph8uXLJuP37t2L8PBwREVFITMzE2FhYQgLC8ORI0ekmLlz52LRokVYvnw50tPT4eTkBJ1Oh1u3bkkxJSUlGDZsGMaPH19l/VauXIlLly5Jr7CwMGlZdnY2QkNDMWDAAGRlZWHy5Ml45ZVXsH379vs7KURERGS9hAX5+/uLCRMmSO9LS0uFh4eHiIuLMxk/fPhwERoaKisLCAgQr732mhBCCIPBINzc3MS8efOk5fn5+UKlUom1a9dW2N7KlSuFi4uLyX0BEP/85z8rrfuUKVOEj4+PrGzEiBFCp9NVuk55er1eABB6vd7sdYiIiKh2Vef72GItTiUlJcjIyEBISIhUplQqERISgtTUVJPrpKamyuIBQKfTSfHZ2dnIzc2Vxbi4uCAgIKDSbVZlwoQJaNasGfz9/bFixQoIIcyuCxEREdU/tpba8ZUrV1BaWgpXV1dZuaurK06cOGFyndzcXJPxubm50nJjWWUx5vrggw/wxBNPwNHRETt27MAbb7yBmzdvYtKkSVXWpaCgAEVFRXBwcKiwzeLiYhQXF0vvCwoKqlUnIiIisiyLJU7WbsaMGdK/u3fvjsLCQsybN09KnGoiLi4Os2bNqo3qERERkQVY7FZds2bNYGNjg7y8PFl5Xl4e3NzcTK7j5uZWZbzxZ3W2aa6AgAD897//lVqMKquLRqMx2doEANOmTYNer5de58+fv686ERER0cNlscTJ3t4efn5+SEpKksoMBgOSkpIQGBhocp3AwEBZPAAkJiZK8d7e3nBzc5PFFBQUID09vdJtmisrKwuNGzeGSqUyqy6mqFQqaDQa2YuIiIjqDoveqouOjkZERAR69OgBf39/LFy4EIWFhYiMjAQAjB07Fi1btkRcXBwA4K9//SuCg4OxYMEChIaGYt26dfjll1/w5ZdfArg799LkyZPx0UcfoV27dvD29saMGTPg4eEhm0rg3LlzuHbtGs6dO4fS0lJkZWUBANq2bQtnZ2f8+9//Rl5eHnr16gW1Wo3ExER8/PHHePvtt6VtvP7661iyZAmmTJmCl19+GcnJydiwYQMSEhIezskjIiKih+/BD/Kr2uLFi0WrVq2Evb298Pf3F2lpadKy4OBgERERIYvfsGGDaN++vbC3txc+Pj4iISFBttxgMIgZM2YIV1dXoVKpxMCBA8XJkydlMREREQJAhVdKSooQQogff/xR+Pr6CmdnZ+Hk5CS6desmli9fLkpLS2XbSUlJEb6+vsLe3l48+uijYuXKldU6dk5HQEREZHnV+T5WCFFmjD09VAUFBXBxcYFer+dtOyIiIgupzvexxR+5QkRERFRXMHEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzWTxxWrp0Kby8vKBWqxEQEIB9+/ZVGb9x40Z07NgRarUaXbt2xdatW2XLhRCIiYmBu7s7HBwcEBISglOnTsliZs+ejaCgIDg6OkKr1VbYx8GDBxEeHg5PT084ODigU6dO+Nvf/iaL2blzJxQKRYVXbm5uzU4EERERWT2LJk7r169HdHQ0YmNjceDAAXTr1g06nQ6XL182Gb93716Eh4cjKioKmZmZCAsLQ1hYGI4cOSLFzJ07F4sWLcLy5cuRnp4OJycn6HQ63Lp1S4opKSnBsGHDMH78eJP7ycjIQIsWLbBmzRocPXoU77//PqZNm4YlS5ZUiD158iQuXbokvVq0aHGfZ4WIiIislUIIISy184CAAPTs2VNKSAwGAzw9PTFx4kRMnTq1QvyIESNQWFiILVu2SGW9evWCr68vli9fDiEEPDw88NZbb+Htt98GAOj1eri6uiI+Ph4jR46UbS8+Ph6TJ09Gfn7+Pes6YcIEHD9+HMnJyQDutjgNGDAA169fN9lqZY6CggK4uLhAr9dDo9HUaBtERER0f6rzfWyxFqeSkhJkZGQgJCTkz8oolQgJCUFqaqrJdVJTU2XxAKDT6aT47Oxs5ObmymJcXFwQEBBQ6TbNpdfr0aRJkwrlvr6+cHd3x6BBg7Bnz54qt1FcXIyCggLZi4iIiOoOiyVOV65cQWlpKVxdXWXlrq6ulfYTys3NrTLe+LM62zTH3r17sX79eowbN04qc3d3x/Lly/HDDz/ghx9+gKenJ/r3748DBw5Uup24uDi4uLhIL09PzxrXiYiIiB4+W0tXwNodOXIEQ4cORWxsLJ588kmpvEOHDujQoYP0PigoCGfOnMFnn32G1atXm9zWtGnTEB0dLb0vKChg8kRERFSHWKzFqVmzZrCxsUFeXp6sPC8vD25ubibXcXNzqzLe+LM626zKsWPHMHDgQIwbNw7Tp0+/Z7y/vz9Onz5d6XKVSgWNRiN7ERERUd1hscTJ3t4efn5+SEpKksoMBgOSkpIQGBhocp3AwEBZPAAkJiZK8d7e3nBzc5PFFBQUID09vdJtVubo0aMYMGAAIiIiMHv2bLPWycrKgru7e7X2Q0RERHWHRW/VRUdHIyIiAj169IC/vz8WLlyIwsJCREZGAgDGjh2Lli1bIi4uDgDw17/+FcHBwViwYAFCQ0Oxbt06/PLLL/jyyy8BAAqFApMnT8ZHH32Edu3awdvbGzNmzICHhwfCwsKk/Z47dw7Xrl3DuXPnUFpaiqysLABA27Zt4ezsjCNHjuCJJ56ATqdDdHS01D/KxsYGzZs3BwAsXLgQ3t7e8PHxwa1bt/D1118jOTkZO3bseEhnj4iIiB46YWGLFy8WrVq1Evb29sLf31+kpaVJy4KDg0VERIQsfsOGDaJ9+/bC3t5e+Pj4iISEBNlyg8EgZsyYIVxdXYVKpRIDBw4UJ0+elMVEREQIABVeKSkpQgghYmNjTS5v3bq1tI1PPvlEtGnTRqjVatGkSRPRv39/kZycXK1j1+v1AoDQ6/XVWo+IiIhqT3W+jy06j1NDx3mciIiILK9OzONEREREVNcwcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnonLWpOWg95xkrEnLsXRViIjIyjBxIipn2c4zuJBfhGU7z1i6KkREZGWYOBGVM75/G7TUOmB8/zaWrgoREVkZhRBCWLoSDVVBQQFcXFyg1+uh0WgsXR0iIqIGqTrfx2xxIiIiIjKTxROnpUuXwsvLC2q1GgEBAdi3b1+V8Rs3bkTHjh2hVqvRtWtXbN26VbZcCIGYmBi4u7vDwcEBISEhOHXqlCxm9uzZCAoKgqOjI7Rarcn9nDt3DqGhoXB0dESLFi3wzjvv4M6dO7KYnTt34vHHH4dKpULbtm0RHx9f7eMnIiKiusOiidP69esRHR2N2NhYHDhwAN26dYNOp8Ply5dNxu/duxfh4eGIiopCZmYmwsLCEBYWhiNHjkgxc+fOxaJFi7B8+XKkp6fDyckJOp0Ot27dkmJKSkowbNgwjB8/3uR+SktLERoaipKSEuzduxerVq1CfHw8YmJipJjs7GyEhoZiwIAByMrKwuTJk/HKK69g+/bttXR2iIiIyOqIGvr2229FUFCQcHd3F2fPnhVCCPHZZ5+JTZs2mb0Nf39/MWHCBOl9aWmp8PDwEHFxcSbjhw8fLkJDQ2VlAQEB4rXXXhNCCGEwGISbm5uYN2+etDw/P1+oVCqxdu3aCttbuXKlcHFxqVC+detWoVQqRW5urlS2bNkyodFoRHFxsRBCiClTpggfHx/ZeiNGjBA6ne4eR/0nvV4vAAi9Xm/2OkRERFS7qvN9XKMWp2XLliE6OhpPP/008vPzUVpaCgDQarVYuHChWdsoKSlBRkYGQkJCpDKlUomQkBCkpqaaXCc1NVUWDwA6nU6Kz87ORm5urizGxcUFAQEBlW6zsv107doVrq6usv0UFBTg6NGjZtXFlOLiYhQUFMheREREVHfUKHFavHgxvvrqK7z//vuwsbGRynv06IHDhw+btY0rV66gtLRUlpwAgKurK3Jzc02uk5ubW2W88Wd1tlmd/ZTdR2UxBQUFKCoqMrnduLg4uLi4SC9PT0+z60RERESWV6PEKTs7G927d69QrlKpUFhYeN+Vqq+mTZsGvV4vvc6fP2/pKhEREVE11Chx8vb2RlZWVoXybdu2oVOnTmZto1mzZrCxsUFeXp6sPC8vD25ubibXcXNzqzLe+LM626zOfsruo7IYjUYDBwcHk9tVqVTQaDSyFxEREdUdNUqcoqOjMWHCBKxfvx5CCOzbtw+zZ8/GtGnTMGXKFLO2YW9vDz8/PyQlJUllBoMBSUlJCAwMNLlOYGCgLB4AEhMTpXhvb2+4ubnJYgoKCpCenl7pNivbz+HDh2Wj+xITE6HRaNC5c2ez6kJERET1UE17oK9Zs0a0bdtWKBQKoVAoRMuWLcXXX39drW2sW7dOqFQqER8fL44dOybGjRsntFqtNJptzJgxYurUqVL8nj17hK2trZg/f744fvy4iI2NFXZ2duLw4cNSzJw5c4RWqxWbN28Whw4dEkOHDhXe3t6iqKhIisnJyRGZmZli1qxZwtnZWWRmZorMzExx48YNIYQQd+7cEV26dBFPPvmkyMrKEtu2bRPNmzcX06ZNk7bx22+/CUdHR/HOO++I48ePi6VLlwobGxuxbds2s4+fo+qIiIgsrzrfxzVOnIwKCwtFXl5ejddfvHixaNWqlbC3txf+/v4iLS1NWhYcHCwiIiJk8Rs2bBDt27cX9vb2wsfHRyQkJMiWGwwGMWPGDOHq6ipUKpUYOHCgOHnypCwmIiJCAKjwSklJkWLOnj0rBg8eLBwcHESzZs3EW2+9JW7fvi3bTkpKivD19RX29vbi0UcfFStXrqzWsTNxIiIisrzqfB/X6Fl1RUVFEELA0dERAJCTk4N//vOf6Ny5M5588snaagyr9/isOiIiIst74M+qGzp0KL799lsAQH5+Pvz9/bFgwQIMHToUy5Ytq8kmiYiIiKxejRKnAwcOoG/fvgCAv//973Bzc0NOTg6+/fZbLFq0qFYrSERERGQtapQ4/fHHH2jUqBEAYMeOHXjuueegVCrRq1cv5OTk1GoFiYiIiKxFjRKntm3bYtOmTTh//jy2b98u9Wu6fPky++oQERFRvVWjxCkmJgZvv/02vLy8EBAQIM1dtGPHDpMzihMRERHVBzUaVQfcfVbbpUuX0K1bNyiVd/Ovffv2QaPRoGPHjrVayfqKo+qIiIgsrzrfx7Y13Ymbm1uFx5j4+/vXdHNEREREVq9GidOtW7ewePFipKSk4PLlyzAYDLLlBw4cqJXKEREREVmTGiVOUVFR2LFjB1544QX4+/tDoVDUdr2IiIiIrE6NEqctW7Zg69at6N27d23Xh4iIiMhq1WhUXcuWLaV5nIiIiIgaiholTgsWLMC7777LyS6JiIioQanRrboePXrg1q1bePTRR+Ho6Ag7OzvZ8mvXrtVK5YiIiIisSY0Sp/DwcFy4cAEff/wxXF1d2TmciIiIGoQaJU579+5FamoqunXrVtv1ISIiIrJaNerj1LFjRxQVFdV2XYiIiIisWo0Spzlz5uCtt97Czp07cfXqVRQUFMheRERERPVRjZ5VZ3w2Xfm+TUIIKBQKlJaW1k7t6jk+q46IiMjyHuiz6m7fvg0AWL58OTp06FCzGhIRERHVQdVOnOzs7NC0aVMMGDAA7dq1exB1IiIiIrJKNerjNHr0aHzzzTe1XRciIiIiq1aj6Qju3LmDFStW4KeffoKfnx+cnJxkyz/99NNaqRwRERGRNalR4nTkyBE8/vjjAIBff/1VtoyTYRIREVF9VaPEKSUlpbbrQURERGT1atTHiYiIiKghYuJERER1zpq0HPSek4w1aTmWrgo1MEyciIiozlm28wwu5Bdh2c4zlq4KNTBWkTgtXboUXl5eUKvVCAgIwL59+6qM37hxIzp27Ai1Wo2uXbti69atsuVCCMTExMDd3R0ODg4ICQnBqVOnZDHXrl3DqFGjoNFooNVqERUVhZs3b0rLZ86cCYVCUeFVdgRhfHx8heVqtboWzggREVVlfP82aKl1wPj+bSxdFWpgLJ44rV+/HtHR0YiNjcWBAwfQrVs36HQ6XL582WT83r17ER4ejqioKGRmZiIsLAxhYWE4cuSIFDN37lwsWrQIy5cvR3p6OpycnKDT6XDr1i0pZtSoUTh69CgSExOxZcsW/Pzzzxg3bpy0/O2338alS5dkr86dO2PYsGGy+mg0GllMTg6bjYmIHrTRvVpjz9QnMLpXa0tXhRoaYWH+/v5iwoQJ0vvS0lLh4eEh4uLiTMYPHz5chIaGysoCAgLEa6+9JoQQwmAwCDc3NzFv3jxpeX5+vlCpVGLt2rVCCCGOHTsmAIj9+/dLMT/++KNQKBTiwoULJveblZUlAIiff/5ZKlu5cqVwcXGp3gGXodfrBQCh1+trvA0iIiK6P9X5PrZoi1NJSQkyMjIQEhIilSmVSoSEhCA1NdXkOqmpqbJ4ANDpdFJ8dnY2cnNzZTEuLi4ICAiQYlJTU6HVatGjRw8pJiQkBEqlEunp6Sb3+/XXX6N9+/bo27evrPzmzZto3bo1PD09MXToUBw9erTS4y0uLkZBQYHsRUREROaxhkEBFk2crly5gtLSUri6usrKXV1dkZuba3Kd3NzcKuONP+8V06JFC9lyW1tbNGnSxOR+b926he+++w5RUVGy8g4dOmDFihXYvHkz1qxZA4PBgKCgIPz3v/81Wfe4uDi4uLhIL09PT5NxREREVJE1DAqweB+nuuCf//wnbty4gYiICFl5YGAgxo4dC19fXwQHB+Mf//gHmjdvji+++MLkdqZNmwa9Xi+9zp8//zCqT0REVC9Yw6CAGs0cXluaNWsGGxsb5OXlycrz8vLg5uZmch03N7cq440/8/Ly4O7uLovx9fWVYsp3Pr9z5w6uXbtmcr9ff/01/vKXv1RoxSrPzs4O3bt3x+nTp00uV6lUUKlUVW6DiIiITBvdq7XFBwRYtMXJ3t4efn5+SEpKksoMBgOSkpIQGBhocp3AwEBZPAAkJiZK8d7e3nBzc5PFFBQUID09XYoJDAxEfn4+MjIypJjk5GQYDAYEBATItp2dnY2UlJQKt+lMKS0txeHDh2UJGxEREdUjD6GzepXWrVsnVCqViI+PF8eOHRPjxo0TWq1W5ObmCiGEGDNmjJg6daoUv2fPHmFrayvmz58vjh8/LmJjY4WdnZ04fPiwFDNnzhyh1WrF5s2bxaFDh8TQoUOFt7e3KCoqkmKeeuop0b17d5Geni52794t2rVrJ8LDwyvUb/r06cLDw0PcuXOnwrJZs2aJ7du3izNnzoiMjAwxcuRIoVarxdGjR806do6qIyIisrzqfB9b9FYdAIwYMQK///47YmJikJubC19fX2zbtk26LXbu3DkolX82jAUFBeH777/H9OnT8d5776Fdu3bYtGkTunTpIsVMmTIFhYWFGDduHPLz89GnTx9s27ZNNjnld999hzfffBMDBw6EUqnE888/j0WLFsnqZjAYEB8fj5deegk2NjYV6n79+nW8+uqryM3NRePGjeHn54e9e/eic+fOtX2aiIiIyAoohBDC0pVoqAoKCuDi4gK9Xg+NRmPp6hARETVI1fk+5qg6ohqwhrlEiIjo4WPiRFQD1jCXCBERPXxMnIhqwBrmEiEiooePfZwsiH2ciIiILI99nIiIiIgeACZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRERERkJiZORERERGZi4kRUD/FZekREDwYTJ6J6iM/SIyJ6MJg40UPBFpCHi8/SIyJ6MPisOgtqSM+q6z0nGRfyi9BS64A9U5+wdHWIiIgkfFYdWR22gBARUX3AFicLakgtTkRERNaKLU5EREREDwATJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEii+L8TkREVJcwcSKL4gzXRERUlzBxIovi/E5ERFSXcB4nC+I8TkRERJZX5+ZxWrp0Kby8vKBWqxEQEIB9+/ZVGb9x40Z07NgRarUaXbt2xdatW2XLhRCIiYmBu7s7HBwcEBISglOnTslirl27hlGjRkGj0UCr1SIqKgo3b96Ulp89exYKhaLCKy0trVp1ISIiovrD4onT+vXrER0djdjYWBw4cADdunWDTqfD5cuXTcbv3bsX4eHhiIqKQmZmJsLCwhAWFoYjR45IMXPnzsWiRYuwfPlypKenw8nJCTqdDrdu3ZJiRo0ahaNHjyIxMRFbtmzBzz//jHHjxlXY308//YRLly5JLz8/v2rVpaFhZ28iIqrXhIX5+/uLCRMmSO9LS0uFh4eHiIuLMxk/fPhwERoaKisLCAgQr732mhBCCIPBINzc3MS8efOk5fn5+UKlUom1a9cKIYQ4duyYACD2798vxfz4449CoVCICxcuCCGEyM7OFgBEZmZmpXW/V13uRa/XCwBCr9ebFV8XBMUlidbvbhFBcUmWrgoREZFZqvN9bNEWp5KSEmRkZCAkJEQqUyqVCAkJQWpqqsl1UlNTZfEAoNPppPjs7Gzk5ubKYlxcXBAQECDFpKamQqvVokePHlJMSEgIlEol0tPTZdseMmQIWrRogT59+uBf//pXterSELGzNxER1We2ltz5lStXUFpaCldXV1m5q6srTpw4YXKd3Nxck/G5ubnScmNZVTEtWrSQLbe1tUWTJk2kGGdnZyxYsAC9e/eGUqnEDz/8gLCwMGzatAlDhgwxqy7lFRcXo7i4WHpfUFBgMq4uG92rNUb3an3f21mTloNlO89gfP82tbI9IiKi2mDRxMmaNWvWDNHR0dL7nj174uLFi5g3b56UOFVXXFwcZs2aVVtVrNfKzu/ExImIiKyFRW/VNWvWDDY2NsjLy5OV5+Xlwc3NzeQ6bm5uVcYbf94rpnzn8zt37uDatWuV7hcAAgICcPr0abPrUt60adOg1+ul1/nz5yvdV0PHW353sbM9EZF1sWjiZG9vDz8/PyQlJUllBoMBSUlJCAwMNLlOYGCgLB4AEhMTpXhvb2+4ubnJYgoKCpCeni7FBAYGIj8/HxkZGVJMcnIyDAYDAgICKq1vVlYW3N3dza5LeSqVChqNRvYi00b3ao09U5+wutamh53IcGZ1IiIr8xA6q1dp3bp1QqVSifj4eHHs2DExbtw4odVqRW5urhBCiDFjxoipU6dK8Xv27BG2trZi/vz54vjx4yI2NlbY2dmJw4cPSzFz5swRWq1WbN68WRw6dEgMHTpUeHt7i6KiIinmqaeeEt27dxfp6eli9+7dol27diI8PFxaHh8fL77//ntx/Phxcfz4cTF79myhVCrFihUrqlWXqtTHUXX13cMeNbg69awIiksSq1PPPpT9ERE1RNX5PrZ44iSEEIsXLxatWrUS9vb2wt/fX6SlpUnLgoODRUREhCx+w4YNon379sLe3l74+PiIhIQE2XKDwSBmzJghXF1dhUqlEgMHDhQnT56UxVy9elWEh4cLZ2dnodFoRGRkpLhx44a0PD4+XnTq1Ek4OjoKjUYj/P39xcaNGyvU/V51qQoTp7qHiQwRUf1Tne9jPnLFgqzpkSscxUZERA1VnXvkClke+9IQERHdGxMnAlD/R7FxdBoREdUGJk4EwPxRbA8jAXkQ+2CLGhER1QYmTlQtDyMBeRD7qO8takRE9HAwcaJqeRgJyIPYh7XOC0VERHULR9VZkDWNqiMiImqoOKqO6AFhJ3MiooaNiRM1aNVNhNjJnIioYWPiRA1adRMhdjInImrYbC1dASJLGt+/jTRjujlG92rNDuZERA0YO4dbEDuHExERWR47hxMRERE9AEyciIiIiMzExIkq4JB7IiIi05g4UQW1NeR+TVoOfGftgO+sHRWSMCZnRKbxd4PIujFxogpqa8j9sp1nkF90G/lFtyskYZwPicg0/m4QWTcmTlRBbT3XbXz/NtA62EHrYFchCbPEfEj8S57qAs4VRmTdOB2BBXE6goer95xkXMgvQkutA/ZMfcLS1SErtyYtR5rji3N3EdVvnI6AGqyqWpX4lzxVB2+ZEZEpTJyoXqnqy662bkFSw8BEm4hM4SNXqF6p7iNUiCrDx+sQkSns42RBda2PE/t8EBFRfcQ+TvRAlL0NVt9GqNW346EHg58TImLiRGYr2+ejph1nq5oU05KqOh5+WZIRO4wTEROnBqy6CUHZztU17ThbdlLM2M1HrCYZqep4+GVJRuwwTkTs42RBD7uPU/k+SpaY12hNWg7mbz8JfdFtCKBOzKnEvl1ERPUb+ziRSeVbTqr713Nt3LIa3as1smKfxIdhXSrdt7XdGuM0BkREZGQVidPSpUvh5eUFtVqNgIAA7Nu3r8r4jRs3omPHjlCr1ejatSu2bt0qWy6EQExMDNzd3eHg4ICQkBCcOnVKFnPt2jWMGjUKGo0GWq0WUVFRuHnzprR8586dGDp0KNzd3eHk5ARfX1989913sm3Ex8dDoVDIXmq1+j7PxoNTPlGqbkJQ3VtWa9Jy0GnGj/CemoBJazNly6raN2+NERGRtbJ44rR+/XpER0cjNjYWBw4cQLdu3aDT6XD58mWT8Xv37kV4eDiioqKQmZmJsLAwhIWF4ciRI1LM3LlzsWjRIixfvhzp6elwcnKCTqfDrVu3pJhRo0bh6NGjSExMxJYtW/Dzzz9j3Lhxsv089thj+OGHH3Do0CFERkZi7Nix2LJli6w+Go0Gly5dkl45OdbRSmLK/bac3KuFqnxL0bKdZ1B02wABIOHQxRrvx9paoIiIqOGyeB+ngIAA9OzZE0uWLAEAGAwGeHp6YuLEiZg6dWqF+BEjRqCwsFCWwPTq1Qu+vr5Yvnw5hBDw8PDAW2+9hbfffhsAoNfr4erqivj4eIwcORLHjx9H586dsX//fvTo0QMAsG3bNjz99NP473//Cw8PD5N1DQ0NhaurK1asWAHgbovT5MmTkZ+fX6Njr2vzON1L+T5Ta9JyMDvhGG7dNuCZbh5YFN5d6uMEAG/rOsiSOGNfIr/WjZGRc92ifbGIiKjhqDN9nEpKSpCRkYGQkBCpTKlUIiQkBKmpqSbXSU1NlcUDgE6nk+Kzs7ORm5sri3FxcUFAQIAUk5qaCq1WKyVNABASEgKlUon09PRK66vX69GkSRNZ2c2bN9G6dWt4enpi6NChOHr0qJlHX/+YuhV4/MPByJ4TikXh3QHIR9WVvxU3f/tJXMgvwr8PXryvvlhE9OCwBZgaOos+cuXKlSsoLS2Fq6urrNzV1RUnTpwwuU5ubq7J+NzcXGm5sayqmBYtWsiW29raokmTJlJMeRs2bMD+/fvxxRdfSGUdOnTAihUr8Nhjj0Gv12P+/PkICgrC0aNH8cgjj1TYRnFxMYqLi6X3BQUFJvdVV1X1iApjS1PxnVI42CmhsrWpNBFS2ynRxEklS8DYMZvIOpTtg8jfS2qI+Kw6M6SkpCAyMhJfffUVfHx8pPLAwEAEBgZK74OCgtCpUyd88cUX+PDDDytsJy4uDrNmzXoodbY2xpYmoPIpCN7WdeCwfyIrx+dBUkNn0Vt1zZo1g42NDfLy8mTleXl5cHNzM7mOm5tblfHGn/eKKd/5/M6dO7h27VqF/f7nP//BM888g88++wxjx46t8njs7OzQvXt3nD592uTyadOmQa/XS6/z589Xub0H5UE0td9rm+P7t4HWwQ5aB7tK/8O15LB/3n4gMg+n56CGzqKJk729Pfz8/JCUlCSVGQwGJCUlyVpyygoMDJTFA0BiYqIU7+3tDTc3N1lMQUEB0tPTpZjAwEDk5+cjIyNDiklOTobBYEBAQIBUtnPnToSGhuKTTz6RjbirTGlpKQ4fPgx3d3eTy1UqFTQajexlCQ9iuP+9tmmcvykr9kmr/A+XUyCYj0kmETVkFp+OIDo6Gl999RVWrVqF48ePY/z48SgsLERkZCQAYOzYsZg2bZoU/9e//hXbtm3DggULcOLECcycORO//PIL3nzzTQCAQqHA5MmT8dFHH+Ff//oXDh8+jLFjx8LDwwNhYWEAgE6dOuGpp57Cq6++in379mHPnj148803MXLkSGlEXUpKCkJDQzFp0iQ8//zzyM3NRW5uLq5duybV5YMPPsCOHTvw22+/4cCBAxg9ejRycnLwyiuvPKSzVzMPorO1NXfgNueL/kHVvz4mGUwyiahBE1Zg8eLFolWrVsLe3l74+/uLtLQ0aVlwcLCIiIiQxW/YsEG0b99e2NvbCx8fH5GQkCBbbjAYxIwZM4Srq6tQqVRi4MCB4uTJk7KYq1evivDwcOHs7Cw0Go2IjIwUN27ckJZHREQIABVewcHBUszkyZOleru6uoqnn35aHDhwwOzj1uv1AoDQ6/Vmr1PbVqeeFUFxSWJ16lmzyiuLMSfeUoLikkTrd7eIoLikB7ofU+egsn1b8/m6l7pcdyIiU6rzfWzxeZwaMmuYx6myOZKqmjvJON9SYfEd5BfdRkutAwDgQn4RbBTArKFdqn07rvzz4Grz+XDmbvt+92nqnFW2Tc5NRURkPerMPE70YFTn9lBlt6hMlRu3a5xvCYAUM75/G9gogFIB6RbOmrQc+M7aAd9ZO0zWpWw9y9/+qc3bQeU7s1a27fvdp6lzVllHWmu+tUlERJVji5MFPagWp9puzSjfwqR1sIOTyvaeLTbGegCmpyAoW8+yQ5xru8WpsuOprP7lZy6/n20SEZH1q873MRMnC3pQiVNtfImX3YaxJUbrYCctL/+4lMq2UdnjVQBgyOLdOHRBj8dauuBfE/vUyjHVxm24miSevPVGRFR38VZdA1cb86wYk6XYzUfg17oxWmod0K99c+j/97gUY0JkZOr24L2mIDh6US/7aU597nUbrXxc+duL5tyGq8ltNN56IyJqGJg4kUll+yxl5FzHnqlPICPnOiprnqwssTEmLpPWZlZIrHw8XGQ/71UfBzsbXMwvwqS1mVXGlU1gjPUCYHZiU53E03h8ADgpYDn1cSoGIiImTg1IZV9klbUWzRraRZZslJ39+21dB9k2jAmLX+vGsm0ZExfjg3vLtlRdLSyR/azK6F6tUXKnFAJAwqGLVcaVTWCM9Xpb1+GBJDac06hyPDdEVB+xj5MFPezpCMr3wzE1rcD99s8x7sPYgdyvdWP8/Ovv0nPqHOyUOP7h4Hv2fzJl0tpMJBy6iNDHPLAovHuN6lfbnbjvt+9VfdYQj5mI6ib2cSKTqnMba9LaTLSZliDdFjPntsuatBwUFt+Bg50N9EW3cSG/CP86eBHFdwxSjMrWRtq3MZlatvPMPacrAIBF4d1xJi60xklT2WOurVYQc2/rGftYle8bVp+VPze8dUdE9YGtpStAD8/oXq1lX/DlpwAo698HL0IA+NfBu7fFEg5dlOZoMk4XYEwC+rVvjoyc67hWWIyi2wYoAFlfqKLbpXCws4HKVom3dR2wJi0H1wqLoQBQfKcU+UW3ZfM3GetTNsmprSkK+GR3yyl/PauDrVdEZC3Y4lSPVecv/PKxajsbaZkxabrr7j/mbz+J/P+NsEs4dLf/0q3bBinCwU4JG8Wf22/iZC+Nrpu//SSKbhsgcLcFSutgh8LiO7KRb8bWK62DXYUWsvtpLbLUk93f1nWQ+lo1VPcz8pD9pYjIWrDFqR4zNRt32b/Yjcvnbz+JG7duo1QAsZuPYF/2Nahs7+bUd0oNuG34s/3oQv4tdJqxDUW3S6UypVIBQ6mAh1aNC/m3AAAldwxlki3Ar3Vjk3U0tlYZ+0WVnQzTONnmsp1nsC/7WoVEqi4p39rXEN3POWBLIRFZC7Y41WNl/8I39Rf73SH+SuQX3ZaSnFJx9/ZcftFtFN0ulSVNRsakSfG/1+1SAQFISZMCQOhjHtA62MHY6JSRc11av1/75tK/jTN0lx/5ZiwD7j4DL+HQ3To5qWxrrVM3+9vUHZZqKawr+HkmeniYONVjZb9sKnuOWkmZjtvVZWujMDmvk9pOiUXh3ZEV+yS6trw7R9PlG7ek/9SNSZQCQGHxHQAV50Ay1t14iyv0MY9Kn51Xky8L3vqh+oSfZ6KHh4lTA1E2iSqbcIQ+5iGLUwBQlumbpFQAQ7p5yPorGd0ucy/Owe7Pj1LRbQOGLN6N3nOScfiCXoo1diY3JnEuDnayjuHlVfbsuJrMBl4eZ/qm+oSfZ6KHh/M4WdDDmMep/GikSWszpZFyxmfPFRbfwW2DgIOdEu+HdpZNUwDcnaqgqZM9Dl/Q/6/TuEDRbXlLlXFSzOmbjlRaF2NM2b4qpv5tbHkyzgllnMHcOM9U+bmiqhppxdFYRER0L3zIbx3xMBIn31k7pE7WWbFPwntqQqWPTTEmKEoFYKJrEwBIs4MbpyswMk5saXxwb1llExxjUmajAGYN7SIlM2Xr2a99cyQcuggfDxdcLSwx2eL0IB/YS0REDUt1vo85qq6BsVUqTHb4BiB1EDcudrBToomTvdTpG4A0E3j5Ldz538rnrv0hK7dR3O0Mvii8uzTFgOJ/+yo72q/4zp+j9IxJ2eELemTPCZXKjbfoxvdvY3YSxNFYRERUm9jHqZ57W9dBuiW3Ji0HpdVoYCy6bZAlTQDw86+/y2YCN7ptEOg040dpNnAj40OCgT/nfhKANK2AsQVKZWsjjayz/V+HKlsbhaw/1r0eJGyqkzhHYxERUW1i4lTPje7VGk4qW+QX3cb87ScrvQVXPRU3YqdUVOj3ZGR88G/5hMs42s+Y2BlvvTnZ320IdbK3lSVLxtjC4jtYk5ZTK53E6S4OZyciMg8TpwbAOOLGOPT/frRq4lghQXKwU8JQriXLTqmA4n/Lfv719/+1KimleZ30RbexJi1HltjFbj6CNWk5slm2y44WKhu7bOeZKp+1R9XD4exEROZh4tQA7Mu+hlx9UaV9m6qjfMdv4O4tvdJym3ZS2cJD6yAlWcZWpWf+N7WBwJ99nMb3byN1TDc+x8x4e834b+BuR++mTvawUdxtxTI1cSbVDIezExGZh53D67k1aTnS9AMPg1IBaNR3px3Yl30NF/OLpOkOgLt9pGYN7YL5209Kt9zKPgKm/ASXxnmcjM/Ly9UXSf2mFoV3Z7JUS/hIGCIi8zBxquce9q2Xso1aCYfujo4r29KVX3Qb+7KvwUllW+Vz9IxlF/KLpGTJRnH3US7GqQmIiIgeNs7jZEEPawLMqialfFC0/5sVvDIOdkqobG2kCTFNzbVU2czhREREtYnzOJHEmGg8qOTJwU6JW7cNFeaH0hfdhgJ/jr9zsFNiUGc36bZh0W0DmjipKr1NZ6w7EyUiIrIm7BzeAOzLvvbAtl1021DhdhzwZ8Jkp5Q/5E7rYCeNuGvqZI/ec5IfaP2IiIhqE2/VWdDDuFVn6hEoD5qdUgGDEFK/JOOIO+O/K/vJx6IQEZElVOf72CpanJYuXQovLy+o1WoEBARg3759VcZv3LgRHTt2hFqtRteuXbF161bZciEEYmJi4O7uDgcHB4SEhODUqVOymGvXrmHUqFHQaDTQarWIiorCzZs3ZTGHDh1C3759oVar4enpiblz51a7Lpb2sJMm4O6M37OGdkFLrQNCH/OA1sEOWgc7hD7mIZW11DrAx8MFNgrAx8OFQ+GJiKhOsHgfp/Xr1yM6OhrLly9HQEAAFi5cCJ1Oh5MnT6JFixYV4vfu3Yvw8HDExcXhL3/5C77//nuEhYXhwIED6NKlCwBg7ty5WLRoEVatWgVvb2/MmDEDOp0Ox44dg1qtBgCMGjUKly5dQmJiIm7fvo3IyEiMGzcO33//PYC72eeTTz6JkJAQLF++HIcPH8bLL78MrVaLcePGmV0XS7OzUeB2+UmWalnZvkwAoLK1Mat/Uu85ySgVwNXCErY0ERFRnWDxW3UBAQHo2bMnlixZAgAwGAzw9PTExIkTMXXq1ArxI0aMQGFhIbZs2SKV9erVC76+vli+fDmEEPDw8MBbb72Ft99+GwCg1+vh6uqK+Ph4jBw5EsePH0fnzp2xf/9+9OjRAwCwbds2PP300/jvf/8LDw8PLFu2DO+//z5yc3Nhb28PAJg6dSo2bdqEEydOmFWXe3lYo+qMz4irLUqF/EHAgzq7ISPnerVHvxlHzXG0HBERWVKdGVVXUlKCjIwMTJs2TSpTKpUICQlBamqqyXVSU1MRHR0tK9PpdNi0aRMAIDs7G7m5uQgJCZGWu7i4ICAgAKmpqRg5ciRSU1Oh1WqlpAkAQkJCoFQqkZ6ejmeffRapqano16+flDQZ9/PJJ5/g+vXraNy48T3rYg2MLT/309dpSDcPLArvXss146g5IiKqeyyaOF25cgWlpaVwdXWVlbu6ukqtOuXl5uaajM/NzZWWG8uqiil/G9DW1hZNmjSRxXh7e1fYhnFZ48aN71mX8oqLi1FcXCy9LygoMBn3IPxrYh+sScvB7IRj0mNQjAmRsVUKAN7WdQBgekJKIiKihs7ifZwakri4OMyaNcti+6+shcdUORMmIiKiiiw6qq5Zs2awsbFBXl6erDwvLw9ubm4m13Fzc6sy3vjzXjGXL1+WLb9z5w6uXbsmizG1jbL7uFddyps2bRr0er30On/+vMk4IiIisk4WTZzs7e3h5+eHpKQkqcxgMCApKQmBgYEm1wkMDJTFA0BiYqIU7+3tDTc3N1lMQUEB0tPTpZjAwEDk5+cjIyNDiklOTobBYEBAQIAU8/PPP+P27duy/XTo0AGNGzc2qy7lqVQqaDQa2YuIiIjqEGFh69atEyqVSsTHx4tjx46JcePGCa1WK3Jzc4UQQowZM0ZMnTpVit+zZ4+wtbUV8+fPF8ePHxexsbHCzs5OHD58WIqZM2eO0Gq1YvPmzeLQoUNi6NChwtvbWxQVFUkxTz31lOjevbtIT08Xu3fvFu3atRPh4eHS8vz8fOHq6irGjBkjjhw5ItatWyccHR3FF198Ua26VEWv1wsAQq/X1/j8ERER0f2pzvexxRMnIYRYvHixaNWqlbC3txf+/v4iLS1NWhYcHCwiIiJk8Rs2bBDt27cX9vb2wsfHRyQkJMiWGwwGMWPGDOHq6ipUKpUYOHCgOHnypCzm6tWrIjw8XDg7OwuNRiMiIyPFjRs3ZDEHDx4Uffr0ESqVSrRs2VLMmTOnQt3vVZeqMHEiIiKyvOp8H1t8HqeG7GHM40RERERVq3OPXCEiIiKqC5g4EREREZmJiRMRERGRmZg4EREREZmJiRMRERGRmfjIFQsyDmh8mM+sIyIiIjnj97A5Ew0wcbKgGzduAAA8PT0tXBMiIiK6ceMGXFxcqozhPE4WZDAYcPHiRTRq1AgKhaLWt19QUABPT0+cP3+e80RZKV4j68drZP14jayftV8jIQRu3LgBDw8PKJVV92Jii5MFKZVKPPLIIw98P3wunvXjNbJ+vEbWj9fI+lnzNbpXS5MRO4cTERERmYmJExEREZGZmDjVYyqVCrGxsVCpVJauClWC18j68RpZP14j61efrhE7hxMRERGZiS1ORERERGZi4kRERERkJiZORERERGZi4mRFli5dCi8vL6jVagQEBGDfvn1Vxm/cuBEdO3aEWq1G165dsXXrVtlyIQRiYmLg7u4OBwcHhISE4NSpU7KYa9euYdSoUdBoNNBqtYiKisLNmzdlMYcOHULfvn2hVqvh6emJuXPn1s4B1zHWeH1u3bqFl156CV27doWtrS3CwsJq7XjrKmu8Tjt37sTQoUPh7u4OJycn+Pr64rvvvqu9g65jrPEanTx5EgMGDICrqyvUajUeffRRTJ8+Hbdv3669A69DrPEalXX69Gk0atQIWq32vo6zRgRZhXXr1gl7e3uxYsUKcfToUfHqq68KrVYr8vLyTMbv2bNH2NjYiLlz54pjx46J6dOnCzs7O3H48GEpZs6cOcLFxUVs2rRJHDx4UAwZMkR4e3uLoqIiKeapp54S3bp1E2lpaWLXrl2ibdu2Ijw8XFqu1+uFq6urGDVqlDhy5IhYu3atcHBwEF988cWDOxlWyFqvz82bN8Xrr78uvvzyS6HT6cTQoUMf2DmoC6z1Os2ePVtMnz5d7NmzR5w+fVosXLhQKJVK8e9///vBnQwrZa3X6MyZM2LFihUiKytLnD17VmzevFm0aNFCTJs27cGdDCtlrdfIqKSkRPTo0UMMHjxYuLi41Prx3wsTJyvh7+8vJkyYIL0vLS0VHh4eIi4uzmT88OHDRWhoqKwsICBAvPbaa0IIIQwGg3BzcxPz5s2Tlufn5wuVSiXWrl0rhBDi2LFjAoDYv3+/FPPjjz8KhUIhLly4IIQQ4vPPPxeNGzcWxcXFUsy7774rOnTocJ9HXLdY6/UpKyIiosEnTnXhOhk9/fTTIjIysvoHWcfVpWv0f//3f6JPnz7VP8g6ztqv0ZQpU8To0aPFypUrLZI48VadFSgpKUFGRgZCQkKkMqVSiZCQEKSmpppcJzU1VRYPADqdTorPzs5Gbm6uLMbFxQUBAQFSTGpqKrRaLXr06CHFhISEQKlUIj09XYrp168f7O3tZfs5efIkrl+/fp9HXjdY8/WhP9W166TX69GkSZPqH2gdVpeu0enTp7Ft2zYEBwfX7GDrKGu/RsnJydi4cSOWLl16/wdbQ0ycrMCVK1dQWloKV1dXWbmrqytyc3NNrpObm1tlvPHnvWJatGghW25ra4smTZrIYkxto+w+6jtrvj70p7p0nTZs2ID9+/cjMjLSzKOrH+rCNQoKCoJarUa7du3Qt29ffPDBB9U8yrrNmq/R1atX8dJLLyE+Pt6iz7tj4kRE9BClpKQgMjISX331FXx8fCxdHSpn/fr1OHDgAL7//nskJCRg/vz5lq4S/c+rr76KF198Ef369bNoPZg4WYFmzZrBxsYGeXl5svK8vDy4ubmZXMfNza3KeOPPe8VcvnxZtvzOnTu4du2aLMbUNsruo76z5utDf6oL1+k///kPnnnmGXz22WcYO3ZsNY+w7qsL18jT0xOdO3dGeHg45syZg5kzZ6K0tLSaR1p3WfM1Sk5Oxvz582FrawtbW1tERUVBr9fD1tYWK1asqOERVx8TJytgb28PPz8/JCUlSWUGgwFJSUkIDAw0uU5gYKAsHgASExOleG9vb7i5ucliCgoKkJ6eLsUEBgYiPz8fGRkZUkxycjIMBgMCAgKkmJ9//lk2JDcxMREdOnRA48aN7/PI6wZrvj70J2u/Tjt37kRoaCg++eQTjBs37v4PuA6y9mtUnsFgwO3bt2EwGKp/sHWUNV+j1NRUZGVlSa8PPvgAjRo1QlZWFp599tnaOQHmeOjd0cmkdevWCZVKJeLj48WxY8fEuHHjhFarFbm5uUIIIcaMGSOmTp0qxe/Zs0fY2tqK+fPni+PHj4vY2FiTwz+1Wq3YvHmzOHTokBg6dKjJ4Z/du3cX6enpYvfu3aJdu3ay4Z/5+fnC1dVVjBkzRhw5ckSsW7dOODo6NsjpCKzx+gghxNGjR0VmZqZ45plnRP/+/UVmZqbIzMx8sCfESlnrdUpOThaOjo5i2rRp4tKlS9Lr6tWrD+GsWBdrvUZr1qwR69evF8eOHRNnzpwR69evFx4eHmLUqFEP4axYF2u9RuVZalQdEycrsnjxYtGqVSthb28v/P39RVpamrQsODhYREREyOI3bNgg2rdvL+zt7YWPj49ISEiQLTcYDGLGjBnC1dVVqFQqMXDgQHHy5ElZzNWrV0V4eLhwdnYWGo1GREZGihs3bshiDh48KPr06SNUKpVo2bKlmDNnTu0eeB1hrdendevWAkCFV0NljdcpIiLC5DUKDg6u9eOvC6zxGq1bt048/vjjwtnZWTg5OYnOnTuLjz/+WPbF3pBY4zUqz1KJk0IIIR5e+xYRERFR3cU+TkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRED9DOnTuhUCiQn59v6aoQUS1g4kRERERkJiZORERERGZi4kREdU7//v0xceJETJ48GY0bN4arqyu++uorFBYWIjIyEo0aNULbtm3x448/AgBKS0sRFRUFb29vODg4oEOHDvjb3/4mbe/WrVvw8fHBuHHjpLIzZ86gUaNGWLFixT3rk5OTg2eeeQaNGzeGk5MTfHx8sHXr1krjf/jhB/j4+EClUsHLywsLFiyQLffy8sKHH36I8PBwODk5oWXLlli6dKksJj8/H6+88gqaN28OjUaDJ554AgcPHjTr/BFRzTFxIqI6adWqVWjWrBn27duHiRMnYvz48Rg2bBiCgoJw4MABPPnkkxgzZgz++OMPGAwGPPLII9i4cSOOHTuGmJgYvPfee9iwYQMAQK1W47vvvsOqVauwefNmlJaWYvTo0Rg0aBBefvnle9ZlwoQJKC4uxs8//4zDhw/jk08+gbOzs8nYjIwMDB8+HCNHjsThw4cxc+ZMzJgxA/Hx8bK4efPmoVu3bsjMzMTUqVPx17/+FYmJidLyYcOG4fLly/jxxx+RkZGBxx9/HAMHDsS1a9dqflKJ6N4EEVEdExwcLPr06SO9v3PnjnBychJjxoyRyi5duiQAiNTUVJPbmDBhgnj++edlZXPnzhXNmjUTb775pnB3dxdXrlwxqz5du3YVM2fONLksJSVFABDXr18XQgjx4osvikGDBsli3nnnHdG5c2fpfevWrcVTTz0lixkxYoQYPHiwEEKIXbt2CY1GI27duiWLadOmjfjiiy/MqjMR1QxbnIioTnrsscekf9vY2KBp06bo2rWrVObq6goAuHz5MgBg6dKl8PPzQ/PmzeHs7Iwvv/wS586dk23zrbfeQvv27bFkyRKsWLECTZs2NasukyZNwkcffYTevXsjNjYWhw4dqjT2+PHj6N27t6ysd+/eOHXqFEpLS6WywMBAWUxgYCCOHz8OADh48CBu3ryJpk2bwtnZWXplZ2fjzJkzZtWZiGqGiRMR1Ul2dnay9wqFQlamUCgAAAaDAevWrcPbb7+NqKgo7NixA1lZWYiMjERJSYlsG5cvX8avv/4KGxsbnDp1yuy6vPLKK/jtt98wZswYHD58GD169MDixYvv4+iqdvPmTbi7uyMrK0v2OnnyJN55550Htl8iAmwtXQEiogdtz549CAoKwhtvvCGVmWqZefnll9G1a1dERUXh1VdfRUhICDp16mTWPjw9PfH666/j9ddfx7Rp0/DVV19h4sSJFeI6deqEPXv2VKhf+/btYWNjI5WlpaXJYtLS0qS6PP7448jNzYWtrS28vLzMqh8R1Q4mTkRU77Vr1w7ffvsttm/fDm9vb6xevRr79++Ht7e3FLN06VKkpqbi0KFD8PT0REJCAkaNGoW0tDTY29tXuf3Jkydj8ODBaN++Pa5fv46UlJRKE6633noLPXv2xIcffogRI0YgNTUVS5Ysweeffy6L27NnD+bOnYuwsDAkJiZi48aNSEhIAACEhIQgMDAQYWFhmDt3Ltq3b4+LFy8iISEBzz77LHr06HGfZ4yIKsNbdURU77322mt47rnnMGLECAQEBODq1auy1qcTJ07gnXfeweeffw5PT08AwOeff44rV65gxowZ99x+aWkpJkyYgE6dOuGpp55C+/btKyRCRo8//jg2bNiAdevWoUuXLoiJicEHH3yAl156SRb31ltv4ZdffkH37t3x0Ucf4dNPP4VOpwNw9zbk1q1b0a9fP0RGRqJ9+/YYOXIkcnJypL5dRPRgKIQQwtKVICKiP3l5eWHy5MmYPHmypatCROWwxYmIiIjITEyciIjuYfDgwbJh/2VfH3/8saWrR0QPEW/VERHdw4ULF1BUVGRyWZMmTdCkSZOHXCMishQmTkRERERm4q06IiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIyExMnIiIiIjMxcSIiIiIy0/8D2p9U7K8xjE0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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onU6Hrl27omvXrmjTpg1GjBiBFStWIDEx0a7tCwsLERERAaPRiClTpqBly5YwGAzIzMzE66+/XqFHqDqs286YMaPSaQrc3d1Vr8v3DtijY8eOt/QW9ero0aMHrly5grS0NGzZskUZ79WzZ09s2bIFBw4cwG+//aaU11T5nozy5DpjwiwWCzp27Ih//OMfNtdf+6VV1bmo7nm62dtX57P14osvYvHixRg7dizCwsLg4eEBjUaDwYMH39DnGwDKyspsll/bPutxlixZAm9v7wrxVSX75dX03DtCVee4snZcr30ajQb//Oc/sWPHDvz73//GunXr8Je//AUzZ87Ejh07Kvx/QrUTEyeqNayXp06dOgUAaNmyJSwWC/bt21fpl8umTZtw9uxZ/Otf/1INWM7Nza0Qe+2swtcrt15OMhqNtSa58ff3BwAcPHiwwroDBw7A09NT6W2qrF2VCQkJgU6nw5YtW7Blyxa89tprAIAHHngACxYsQEpKivK6KtU9rr1atmyJ3bt3o0+fPjf9GOXf1/J/tZeUlCA3N/emn//qfLb++c9/Ii4uDjNnzlTKLl26VGGC0arek4YNG1aILykpUX7X7K1vkyZNas3vQl3WrVs3dOvWDVOnTsVXX32FIUOGYOnSpXjmmWeuu631s3ro0CFVD+CVK1eQm5uLTp063bJ601Uc40S3XWpqqs2/MK3jc6yXS2JiYqDVajFlypQKf1lbt7f+hVd+fyUlJfjoo48q7N/Nzc3mpQ1ronHtF0twcDBatmyJ9957DxcuXKiw3W+//VZpG28VHx8fBAUF4bPPPlPVNycnB+vXr8cjjzyilFXWrsoYDAZ07doVX3/9NY4dO6bqcSouLsbs2bPRsmVL+Pj4VLmf6h7XXgMHDsSJEyewYMGCCuuKi4uVu79qIjIyEjqdDrNnz1Z9lj799FOYzWZER0fXeN+2VOez5eTkVOH3Zc6cORV6i6p631u2bKmMX7P65JNPKu1xulZUVBSMRiPeeecdm2NzHPG7UBedO3euwrm0/lF4+fJlu/bRpUsXNG7cGPPnz0dJSYlSnpyczNn6bxP2ONFt9+KLL+L333/Hn//8Z7Rt2xYlJSXYvn07li1bhubNmysDMlu1aoU33ngDb731Fnr27InHHnsMer0eu3btgq+vL5KSkhAeHo6GDRsiLi4OL730EjQaDZYsWWIzMQsODsayZcsQHx+Prl27wt3dHY8++ihatmwJk8mE+fPn46677oKbmxtCQ0MREBCAhQsX4uGHH0aHDh0wYsQING3aFCdOnEBqaiqMRiP+/e9/3+63DzNmzMDDDz+MsLAwjBw5UpmOwMPDQ/XMuODgYABXb0EePHgwnJ2d8eijj1Y5/qlnz56YNm0aPDw80LFjRwBXexkCAwNx8OBBDB8+/Lr1q8lx7fH0009j+fLl+Otf/4rU1FR0794dZWVlOHDgAJYvX45169ZVOqj+eho3bowJEyZg8uTJeOihh9C/f38cPHgQH330Ebp27YqhQ4feUN2vpdVq7f5s/elPf8KSJUvg4eGB9u3bIy0tDT/++GOFqRuCgoLg5OSEd999F2azGXq9Hr1790aTJk3wzDPP4K9//Ssef/xx9O3bF7t378a6deuU6SKux2g0Yt68eXj66adx//33Y/DgwWjcuDGOHTuG1atXo3v37vjwww9v6nt0J/rss8/w0Ucf4c9//jNatmyJ8+fPY8GCBTAajao/eqri7OyMt99+G8899xx69+6NQYMGITc3F4sXL+YYp9vFMTfzUX32ww8/yF/+8hdp27atuLu7i06nk1atWsmLL74o+fn5FeIXLVoknTt3Fr1eLw0bNpSIiAjZsGGDsn7btm3SrVs3cXFxEV9fX2V6A1xza/aFCxfkqaeeEpPJpEyAafXtt98qEyXimtt3s7Ky5LHHHpO7775b9Hq9+Pv7y8CBAyUlJUWJqe6tvJVNgHmtyibA/PHHH6V79+7i4uIiRqNRHn30UdUEmFZvvfWWNG3aVLRarV1TE6xevVoAyMMPP6wqf+aZZwSAfPrppxW2gY1b3Ss7Lv5/YsprXXtbfGVKSkrk3XfflQ4dOiifh+DgYJk8ebKYzWZVnWwdp7Jbsa0+/PBDadu2rTg7O4uXl5eMHj260gkw7VXVMe35bJ07d05GjBghnp6e4u7uLlFRUXLgwAGb79mCBQukRYsW4uTkpPr8l5WVyeuvv65MPBkVFSW//PJLpdMRVPb+pKamSlRUlHh4eIjBYJCWLVvK8OHD5aeffqrRe2D9PSj/e1pbpiOwtV35CTDLq+z3+dp2Z2ZmSmxsrDRr1kz0er00adJE/vSnP133/bPlo48+koCAANHr9dKlSxe7JsC0VScrTkdgP41ILRyVR0RERFQLcYwTERERkZ04xomIiGots9mM4uLiKmNsTZFgS0FBgWpA9bWcnJwqnSfsdqjt9aOreKmOiIhqreHDh+Ozzz6rMsber7FevXrhP//5T6Xr/f39ceTIkepU76aq7fWjq5g4ERFRrbVv3z6cPHmyyhh755bKyMiocpZyFxcXdO/evVr1u5lqe/3oKiZORERERHbi4HAiIiIiO3FwuANZLBacPHkSd9111y17TAURERFVTURw/vx5+Pr6Qqutuk+JiZMDnTx5ssKDSYmIiMgxjh8/jnvuuafKGCZODnTXXXcBuHqijEajg2tDRERUPxUVFcHPz0/5Xq4KEycHsl6eMxqNTJyIiIgczJ5hMxwcTkRERGQnJk5EREREdmLiRERERGQnJk5EREREdmLiRERERGQnJk5EREREdmLiRERERGQnJk5EREREdmLiRERERGQnJk5EREREdmLiRERENfLFjqPoPm0jvthx1NFVIbptmDgREVGNzNt0GCcKizFv02FHV4XotmHiRERENTK6V0s0NblgdK+Wjq4K0W2jERFxdCXqq6KiInh4eMBsNsNoNDq6OkRERPVSdb6P2eNEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2cnjiNHfuXDRv3hwGgwGhoaHYuXNnlfErVqxA27ZtYTAY0LFjR6xZs0a1XkSQkJAAHx8fuLi4IDIyEocOHVLFTJ06FeHh4XB1dYXJZKpwjOTkZGg0GpvL6dOnAQCbNm2yuT4vL+/G3hAiIiKqtRyaOC1btgzx8fFITExEZmYmOnXqhKioKCU5udb27dsRGxuLkSNHIisrCzExMYiJiUFOTo4SM336dMyePRvz589Heno63NzcEBUVhUuXLikxJSUlePLJJzF69Gibxxk0aBBOnTqlWqKiohAREYEmTZqoYg8ePKiKu3Y9ERER3UHEgUJCQmTMmDHK67KyMvH19ZWkpCSb8QMHDpTo6GhVWWhoqDz33HMiImKxWMTb21tmzJihrC8sLBS9Xi9ff/11hf0tXrxYPDw8rlvP06dPi7Ozs3z++edKWWpqqgCQc+fOXXf7ypjNZgEgZrO5xvsgIiKiG1Od72OH9TiVlJQgIyMDkZGRSplWq0VkZCTS0tJsbpOWlqaKB4CoqCglPjc3F3l5eaoYDw8PhIaGVrpPe3z++edwdXXFE088UWFdUFAQfHx80LdvX2zbtq3GxyAiIqLaz2GJ05kzZ1BWVgYvLy9VuZeXV6XjhPLy8qqMt/6szj7t8emnn+Kpp56Ci4uLUubj44P58+fjm2++wTfffAM/Pz/06tULmZmZle7n8uXLKCoqUi1ERERUdzRwdAVqu7S0NOzfvx9LlixRlQcGBiIwMFB5HR4ejsOHD2PWrFkVYq2SkpIwefLkW1pfIiIiunUc1uPk6ekJJycn5Ofnq8rz8/Ph7e1tcxtvb+8q460/q7PP61m4cCGCgoIQHBx83diQkBD88ssvla6fMGECzGazshw/frxGdSIiIiLHcFjipNPpEBwcjJSUFKXMYrEgJSUFYWFhNrcJCwtTxQPAhg0blPiAgAB4e3urYoqKipCenl7pPqty4cIFLF++HCNHjrQrPjs7Gz4+PpWu1+v1MBqNqoWIiIjqDodeqouPj0dcXBy6dOmCkJAQvP/++7h48SJGjBgBABg2bBiaNm2KpKQkAMDLL7+MiIgIzJw5E9HR0Vi6dCl++uknfPLJJwAAjUaDsWPH4u2330br1q0REBCAiRMnwtfXFzExMcpxjx07hoKCAhw7dgxlZWXIzs4GALRq1Qru7u5K3LJly1BaWoqhQ4dWqPv777+PgIAAdOjQAZcuXcLChQuxceNGrF+//ha9W0RERORoDk2cBg0ahN9++w0JCQnIy8tDUFAQ1q5dqwzuPnbsGLTaPzrFwsPD8dVXX+HNN9/E3//+d7Ru3RqrVq3Cvffeq8SMGzcOFy9exKhRo1BYWIgePXpg7dq1MBgMSkxCQgI+++wz5XXnzp0BAKmpqejVq5dS/umnn+Kxxx6zOUlmSUkJXnnlFZw4cQKurq6477778OOPP+LBBx+8WW8PERER1TIaERFHV6K+KioqgoeHB8xmMy/bEREROUh1vo8d/sgVIiIiorqCiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdmJiRMRERGRnZg4EREREdnJ4YnT3Llz0bx5cxgMBoSGhmLnzp1Vxq9YsQJt27aFwWBAx44dsWbNGtV6EUFCQgJ8fHzg4uKCyMhIHDp0SBUzdepUhIeHw9XVFSaTyeZxNBpNhWXp0qWqmE2bNuH++++HXq9Hq1atkJycXO32ExERUd3h0MRp2bJliI+PR2JiIjIzM9GpUydERUXh9OnTNuO3b9+O2NhYjBw5EllZWYiJiUFMTAxycnKUmOnTp2P27NmYP38+0tPT4ebmhqioKFy6dEmJKSkpwZNPPonRo0dXWb/Fixfj1KlTyhITE6Osy83NRXR0NB588EFkZ2dj7NixeOaZZ7Bu3bobe1OIiIio9hIHCgkJkTFjxiivy8rKxNfXV5KSkmzGDxw4UKKjo1VloaGh8txzz4mIiMViEW9vb5kxY4ayvrCwUPR6vXz99dcV9rd48WLx8PCweSwAsnLlykrrPm7cOOnQoYOqbNCgQRIVFVXpNtcym80CQMxms93bEBER0c1Vne9jh/U4lZSUICMjA5GRkUqZVqtFZGQk0tLSbG6TlpamigeAqKgoJT43Nxd5eXmqGA8PD4SGhla6z6qMGTMGnp6eCAkJwaJFiyAidteFiIiI7jwNHHXgM2fOoKysDF5eXqpyLy8vHDhwwOY2eXl5NuPz8vKU9dayymLsNWXKFPTu3Ruurq5Yv349nn/+eVy4cAEvvfRSlXUpKipCcXExXFxcKuzz8uXLuHz5svK6qKioWnUiIiIix3JY4lTbTZw4Ufl3586dcfHiRcyYMUNJnGoiKSkJkydPvhnVIyIiIgdw2KU6T09PODk5IT8/X1Wen58Pb29vm9t4e3tXGW/9WZ192is0NBS//vqr0mNUWV2MRqPN3iYAmDBhAsxms7IcP378hupEREREt5fDEiedTofg4GCkpKQoZRaLBSkpKQgLC7O5TVhYmCoeADZs2KDEBwQEwNvbWxVTVFSE9PT0Svdpr+zsbDRs2BB6vd6uutii1+thNBpVCxEREdUdDr1UFx8fj7i4OHTp0gUhISF4//33cfHiRYwYMQIAMGzYMDRt2hRJSUkAgJdffhkRERGYOXMmoqOjsXTpUvz000/45JNPAFyde2ns2LF4++230bp1awQEBGDixInw9fVVTSVw7NgxFBQU4NixYygrK0N2djYAoFWrVnB3d8e///1v5Ofno1u3bjAYDNiwYQPeeecdvPrqq8o+/vrXv+LDDz/EuHHj8Je//AUbN27E8uXLsXr16tvz5hEREdHtd+tv8qvanDlzpFmzZqLT6SQkJER27NihrIuIiJC4uDhV/PLly6VNmzai0+mkQ4cOsnr1atV6i8UiEydOFC8vL9Hr9dKnTx85ePCgKiYuLk4AVFhSU1NFROSHH36QoKAgcXd3Fzc3N+nUqZPMnz9fysrKVPtJTU2VoKAg0el00qJFC1m8eHG12s7pCIiIiByvOt/HGpFy99jTbVVUVAQPDw+YzWZetiMiInKQ6nwfO/yRK0RERER1BRMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyk8MTp7lz56J58+YwGAwIDQ3Fzp07q4xfsWIF2rZtC4PBgI4dO2LNmjWq9SKChIQE+Pj4wMXFBZGRkTh06JAqZurUqQgPD4erqytMJlOFY+zevRuxsbHw8/ODi4sL2rVrhw8++EAVs2nTJmg0mgpLXl5ezd4IIiIiqvUcmjgtW7YM8fHxSExMRGZmJjp16oSoqCicPn3aZvz27dsRGxuLkSNHIisrCzExMYiJiUFOTo4SM336dMyePRvz589Heno63NzcEBUVhUuXLikxJSUlePLJJzF69Gibx8nIyECTJk3wxRdfYO/evXjjjTcwYcIEfPjhhxViDx48iFOnTilLkyZNbvBdISIiotpKIyLiqIOHhoaia9euSkJisVjg5+eHF198EePHj68QP2jQIFy8eBHff/+9UtatWzcEBQVh/vz5EBH4+vrilVdewauvvgoAMJvN8PLyQnJyMgYPHqzaX3JyMsaOHYvCwsLr1nXMmDHYv38/Nm7cCOBqj9ODDz6Ic+fO2ey1skdRURE8PDxgNpthNBprtA8iIiK6MdX5PnZYj1NJSQkyMjIQGRn5R2W0WkRGRiItLc3mNmlpaap4AIiKilLic3NzkZeXp4rx8PBAaGhopfu0l9lsRqNGjSqUBwUFwcfHB3379sW2bduq3Mfly5dRVFSkWoiIiKjucFjidObMGZSVlcHLy0tV7uXlVek4oby8vCrjrT+rs097bN++HcuWLcOoUaOUMh8fH8yfPx/ffPMNvvnmG/j5+aFXr17IzMysdD9JSUnw8PBQFj8/vxrXiYiIiG6/Bo6uQG2Xk5ODAQMGIDExEf369VPKAwMDERgYqLwODw/H4cOHMWvWLCxZssTmviZMmID4+HjldVFREZMnIiKiOsRhPU6enp5wcnJCfn6+qjw/Px/e3t42t/H29q4y3vqzOvusyr59+9CnTx+MGjUKb7755nXjQ0JC8Msvv1S6Xq/Xw2g0qhYiIiKqOxyWOOl0OgQHByMlJUUps1gsSElJQVhYmM1twsLCVPEAsGHDBiU+ICAA3t7eqpiioiKkp6dXus/K7N27Fw8++CDi4uIwdepUu7bJzs6Gj49PtY5DREREdYdDL9XFx8cjLi4OXbp0QUhICN5//31cvHgRI0aMAAAMGzYMTZs2RVJSEgDg5ZdfRkREBGbOnIno6GgsXboUP/30Ez755BMAgEajwdixY/H222+jdevWCAgIwMSJE+Hr64uYmBjluMeOHUNBQQGOHTuGsrIyZGdnAwBatWoFd3d35OTkoHfv3oiKikJ8fLwyPsrJyQmNGzcGALz//vsICAhAhw4dcOnSJSxcuBAbN27E+vXrb9O7R0RERLedONicOXOkWbNmotPpJCQkRHbs2KGsi4iIkLi4OFX88uXLpU2bNqLT6aRDhw6yevVq1XqLxSITJ04ULy8v0ev10qdPHzl48KAqJi4uTgBUWFJTU0VEJDEx0eZ6f39/ZR/vvvuutGzZUgwGgzRq1Eh69eolGzdurFbbzWazABCz2Vyt7YiIiOjmqc73sUPncarvOI8TERGR49WJeZyIiIiI6homTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEREREZCcmTkRERER2YuJEtdYXO46i+7SN+GLHUUdXhYiICAATJ6rF5m06jBOFxZi36bCjq0JERASAiRPVYqN7tURTkwtG92rp6KoQEREBADQiIo6uRH1VVFQEDw8PmM1mGI1GR1eHiIioXqrO9zF7nIiIiIjs5PDEae7cuWjevDkMBgNCQ0Oxc+fOKuNXrFiBtm3bwmAwoGPHjlizZo1qvYggISEBPj4+cHFxQWRkJA4dOqSKmTp1KsLDw+Hq6gqTyWTzOMeOHUN0dDRcXV3RpEkTvPbaaygtLVXFbNq0Cffffz/0ej1atWqF5OTkarefiIiI6g6HJk7Lli1DfHw8EhMTkZmZiU6dOiEqKgqnT5+2Gb99+3bExsZi5MiRyMrKQkxMDGJiYpCTk6PETJ8+HbNnz8b8+fORnp4ONzc3REVF4dKlS0pMSUkJnnzySYwePdrmccrKyhAdHY2SkhJs374dn332GZKTk5GQkKDE5ObmIjo6Gg8++CCys7MxduxYPPPMM1i3bt1NeneIiIio1pEa+vzzzyU8PFx8fHzkyJEjIiIya9YsWbVqld37CAkJkTFjxiivy8rKxNfXV5KSkmzGDxw4UKKjo1VloaGh8txzz4mIiMViEW9vb5kxY4ayvrCwUPR6vXz99dcV9rd48WLx8PCoUL5mzRrRarWSl5enlM2bN0+MRqNcvnxZRETGjRsnHTp0UG03aNAgiYqKuk6r/2A2mwWAmM1mu7chIiKim6s638c16nGaN28e4uPj8cgjj6CwsBBlZWUAAJPJhPfff9+ufZSUlCAjIwORkZFKmVarRWRkJNLS0mxuk5aWpooHgKioKCU+NzcXeXl5qhgPDw+EhoZWus/KjtOxY0d4eXmpjlNUVIS9e/faVRdbLl++jKKiItVCREREdUeNEqc5c+ZgwYIFeOONN+Dk5KSUd+nSBXv27LFrH2fOnEFZWZkqOQEALy8v5OXl2dwmLy+vynjrz+rsszrHKX+MymKKiopQXFxsc79JSUnw8PBQFj8/P7vrRERERI5Xo8QpNzcXnTt3rlCu1+tx8eLFG67UnWrChAkwm83Kcvz4cUdXiYiIiKqhRolTQEAAsrOzK5SvXbsW7dq1s2sfnp6ecHJyQn5+vqo8Pz8f3t7eNrfx9vauMt76szr7rM5xyh+jshij0QgXFxeb+9Xr9TAajaqFiIiI6o4aJU7x8fEYM2YMli1bBhHBzp07MXXqVEyYMAHjxo2zax86nQ7BwcFISUlRyiwWC1JSUhAWFmZzm7CwMFU8AGzYsEGJDwgIgLe3tyqmqKgI6enple6zsuPs2bNHdXffhg0bYDQa0b59e7vqQkRERHegmo5A/+KLL6RVq1ai0WhEo9FI06ZNZeHChdXax9KlS0Wv10tycrLs27dPRo0aJSaTSbmb7emnn5bx48cr8du2bZMGDRrIe++9J/v375fExERxdnaWPXv2KDHTpk0Tk8kk3377rfz8888yYMAACQgIkOLiYiXm6NGjkpWVJZMnTxZ3d3fJysqSrKwsOX/+vIiIlJaWyr333iv9+vWT7OxsWbt2rTRu3FgmTJig7ON///ufuLq6ymuvvSb79++XuXPnipOTk6xdu9bu9vOuOiIiIserzvdxjRMnq4sXL0p+fn6Nt58zZ440a9ZMdDqdhISEyI4dO5R1EREREhcXp4pfvny5tGnTRnQ6nXTo0EFWr16tWm+xWGTixIni5eUler1e+vTpIwcPHlTFxMXFCYAKS2pqqhJz5MgRefjhh8XFxUU8PT3llVdekStXrqj2k5qaKkFBQaLT6aRFixayePHiarWdiRMREZHjVef7uEbPqisuLoaIwNXVFQBw9OhRrFy5Eu3bt0e/fv1uVmfYHY/PqiMiInK8W/6sugEDBuDzzz8HABQWFiIkJAQzZ87EgAEDMG/evJrskoiIiKjWq1HilJmZiZ49ewIA/vnPf8Lb2xtHjx7F559/jtmzZ9/UChIRERHVFjVKnH7//XfcddddAID169fjscceg1arRbdu3XD06NGbWkEiIiKi2qJGiVOrVq2watUqHD9+HOvWrVPGNZ0+fZpjdYiIiOiOVaPEKSEhAa+++iqaN2+O0NBQZe6i9evX25xRnIiIiOhOUKO76oCrz2o7deoUOnXqBK32av61c+dOGI1GtG3b9qZW8k7Fu+qIiIgcrzrfxw1qehBvb+8KjzEJCQmp6e6IiIiIar0aJU6XLl3CnDlzkJqaitOnT8NisajWZ2Zm3pTKEREREdUmNUqcRo4cifXr1+OJJ55ASEgINBrNza4XERERUa1To8Tp+++/x5o1a9C9e/ebXR8iIiKiWqtGd9U1bdpUmceJiIiIqL6oUeI0c+ZMvP7665zskoiIiOqVGl2q69KlCy5duoQWLVrA1dUVzs7OqvUFBQU3pXJEREREtUmNEqfY2FicOHEC77zzDry8vDg4nIiIiOqFGiVO27dvR1paGjp16nSz60NERERUa9VojFPbtm1RXFx8s+tCREREVKvVKHGaNm0aXnnlFWzatAlnz55FUVGRaiEiIiK6E9XoWXXWZ9NdO7ZJRKDRaFBWVnZzaneH47PqiIiIHO+WPqvuypUrAID58+cjMDCwZjUkIiIiqoOqnTg5Ozvj7rvvxoMPPojWrVvfijoRERER1Uo1GuM0dOhQfPrppze7LkRERES1Wo2mIygtLcWiRYvw448/Ijg4GG5ubqr1//jHP25K5YiIiIhqkxolTjk5Obj//vsBAP/9739V6zgZJhEREd2papQ4paam3ux6EBEREdV6NRrjRERERFQfMXGq577YcRTdp23EFzuOOroqREREtR4Tp3pu3qbDOFFYjHmbDju6KkRERLVerUic5s6di+bNm8NgMCA0NBQ7d+6sMn7FihVo27YtDAYDOnbsiDVr1qjWiwgSEhLg4+MDFxcXREZG4tChQ6qYgoICDBkyBEajESaTCSNHjsSFCxeU9ZMmTYJGo6mwlL+DMDk5ucJ6g8FwE96R22d0r5ZoanLB6F4tHV0VIiKiWs/hidOyZcsQHx+PxMREZGZmolOnToiKisLp06dtxm/fvh2xsbEYOXIksrKyEBMTg5iYGOTk5Cgx06dPx+zZszF//nykp6fDzc0NUVFRuHTpkhIzZMgQ7N27Fxs2bMD333+PzZs3Y9SoUcr6V199FadOnVIt7du3x5NPPqmqj9FoVMUcPVq3LnkN7eaPbeN7Y2g3f0dXhYiIqPYTBwsJCZExY8Yor8vKysTX11eSkpJsxg8cOFCio6NVZaGhofLcc8+JiIjFYhFvb2+ZMWOGsr6wsFD0er18/fXXIiKyb98+ASC7du1SYn744QfRaDRy4sQJm8fNzs4WALJ582albPHixeLh4VG9BpdjNpsFgJjN5hrvg4iIiG5Mdb6PHdrjVFJSgoyMDERGRiplWq0WkZGRSEtLs7lNWlqaKh4AoqKilPjc3Fzk5eWpYjw8PBAaGqrEpKWlwWQyoUuXLkpMZGQktFot0tPTbR534cKFaNOmDXr27Kkqv3DhAvz9/eHn54cBAwZg7969lbb38uXLKCoqUi2kxsHqRERUmzk0cTpz5gzKysrg5eWlKvfy8kJeXp7NbfLy8qqMt/68XkyTJk1U6xs0aIBGjRrZPO6lS5fw5ZdfYuTIkarywMBALFq0CN9++y2++OILWCwWhIeH49dff7VZ96SkJHh4eCiLn5+fzbj6jIPViYioNnP4GKe6YOXKlTh//jzi4uJU5WFhYRg2bBiCgoIQERGBf/3rX2jcuDE+/vhjm/uZMGECzGazshw/fvx2VL9O4WB1IiKqzWo0c/jN4unpCScnJ+Tn56vK8/Pz4e3tbXMbb2/vKuOtP/Pz8+Hj46OKCQoKUmKuHXxeWlqKgoICm8dduHAh/vSnP1XoxbqWs7MzOnfujF9++cXmer1eD71eX+U+6ruh3fw5UJ2IiGoth/Y46XQ6BAcHIyUlRSmzWCxISUlBWFiYzW3CwsJU8QCwYcMGJT4gIADe3t6qmKKiIqSnpysxYWFhKCwsREZGhhKzceNGWCwWhIaGqvadm5uL1NTUCpfpbCkrK8OePXtUCRsRERHdQW7DYPUqLV26VPR6vSQnJ8u+fftk1KhRYjKZJC8vT0REnn76aRk/frwSv23bNmnQoIG89957sn//fklMTBRnZ2fZs2ePEjNt2jQxmUzy7bffys8//ywDBgyQgIAAKS4uVmIeeugh6dy5s6Snp8vWrVuldevWEhsbW6F+b775pvj6+kppaWmFdZMnT5Z169bJ4cOHJSMjQwYPHiwGg0H27t1rV9t5Vx0REZHjVef72KGX6gBg0KBB+O2335CQkIC8vDwEBQVh7dq1ymWxY8eOQav9o2MsPDwcX331Fd588038/e9/R+vWrbFq1Srce++9Ssy4ceNw8eJFjBo1CoWFhejRowfWrl2rmpzyyy+/xAsvvIA+ffpAq9Xi8ccfx+zZs1V1s1gsSE5OxvDhw+Hk5FSh7ufOncOzzz6LvLw8NGzYEMHBwdi+fTvat29/s98mIiIiqgU0IiKOrkR9VVRUBA8PD5jNZhiNRkdXh4iIqF6qzvcx76qjWodzORERUW3FxIlqHc7lREREtRUTJ6p1OJcTERHVVhzj5EAc40REROR4HONEREREdAswcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnIiIiIjsxcSIiIiKyExMnqjX4jDoiIqrtmDhRrcFn1BERUW3HxIlqDT6jrubYW0dEdHvwWXUOxGfV0c3SfdpGnCgsRlOTC7aN7+3o6hAR1Sl8Vh1RPcPeOiKi24M9Tg7EHiciIiLHY48TERER0S3AxImIiIjITkyciIiIiOzExImIiIjITkyc6Jbi/EJERHQnYeJEtxRnAyciojsJEye6pTi/EBER3Uk4j5MDcR4nIiIix6tz8zjNnTsXzZs3h8FgQGhoKHbu3Fll/IoVK9C2bVsYDAZ07NgRa9asUa0XESQkJMDHxwcuLi6IjIzEoUOHVDEFBQUYMmQIjEYjTCYTRo4ciQsXLijrjxw5Ao1GU2HZsWNHtepCREREdw6HJ07Lli1DfHw8EhMTkZmZiU6dOiEqKgqnT5+2Gb99+3bExsZi5MiRyMrKQkxMDGJiYpCTk6PETJ8+HbNnz8b8+fORnp4ONzc3REVF4dKlS0rMkCFDsHfvXmzYsAHff/89Nm/ejFGjRlU43o8//ohTp04pS3BwcLXqQmQPDqInIqojxMFCQkJkzJgxyuuysjLx9fWVpKQkm/EDBw6U6OhoVVloaKg899xzIiJisVjE29tbZsyYoawvLCwUvV4vX3/9tYiI7Nu3TwDIrl27lJgffvhBNBqNnDhxQkREcnNzBYBkZWVVWvfr1eV6zGazABCz2WxXPN25wpNSxP/17yU8KcXRVSEiqneq833s0B6nkpISZGRkIDIyUinTarWIjIxEWlqazW3S0tJU8QAQFRWlxOfm5iIvL08V4+HhgdDQUCUmLS0NJpMJXbp0UWIiIyOh1WqRnp6u2nf//v3RpEkT9OjRA99991216kJkLw6iJyKqGxo48uBnzpxBWVkZvLy8VOVeXl44cOCAzW3y8vJsxufl5SnrrWVVxTRp0kS1vkGDBmjUqJES4+7ujpkzZ6J79+7QarX45ptvEBMTg1WrVqF///521eValy9fxuXLl5XXRUVFNuPqsy92HMW8TYcxuldLDO3m7+jq3DZDu/nXq/YSEdVVDk2cajNPT0/Ex8crr7t27YqTJ09ixowZSuJUXUlJSZg8efLNquIdqfy8T0wkiIiotnHopTpPT084OTkhPz9fVZ6fnw9vb2+b23h7e1cZb/15vZhrB5+XlpaioKCg0uMCQGhoKH755Re763KtCRMmwGw2K8vx48crPVZdc7MGN/OSFRER1WYOTZx0Oh2Cg4ORkpKilFksFqSkpCAsLMzmNmFhYap4ANiwYYMSHxAQAG9vb1VMUVER0tPTlZiwsDAUFhYiIyNDidm4cSMsFgtCQ0MrrW92djZ8fHzsrsu19Ho9jEajaqltapoA3awZwod288e28b3Z20RERLXTbRisXqWlS5eKXq+X5ORk2bdvn4waNUpMJpPk5eWJiMjTTz8t48ePV+K3bdsmDRo0kPfee0/2798viYmJ4uzsLHv27FFipk2bJiaTSb799lv5+eefZcCAARIQECDFxcVKzEMPPSSdO3eW9PR02bp1q7Ru3VpiY2OV9cnJyfLVV1/J/v37Zf/+/TJ16lTRarWyaNGiatWlKrXxrrqa3t21JO2IhCelyJK0I7eoZkRERLdGdb6PHZ44iYjMmTNHmjVrJjqdTkJCQmTHjh3KuoiICImLi1PFL1++XNq0aSM6nU46dOggq1evVq23WCwyceJE8fLyEr1eL3369JGDBw+qYs6ePSuxsbHi7u4uRqNRRowYIefPn1fWJycnS7t27cTV1VWMRqOEhITIihUrKtT9enWpSm1MnJgAERFRfVOd72M+csWB+MgV+9TXO+2IiOj2qHOPXCGqys0aP0VERHSjmDjRbVPTgee8046IiGoLJk5029jTc2Qruartd9rxOXNERPUHEye6bezpOaqLl+XqYp2JiKhmmDjRbWNPz1FdvCxXF+tMREQ1w7vqHIh31RERETke76qjCjgOh4iI6MYxcaon6to4HCZ6RERUGzFxqifq2jicupboERFR/dDA0RWg22NoN/9aezu/LaN7tVRmCyciIqotODjcgTg4nIiIyPE4OJyIiIjoFmDiRERERGQnJk5UK/AuOiIiqguYOJHCnuTlZiQ4tvbBu+iIiOh6asMf2UycSGFP8nIzEhxb+6hr0yUQEdHtVxv+yGbiRIrKkpfyGf7NSHBs7cOe59gREVH9Vhv+yOZ0BA5UV6Yj6D5tI04UFqOpyQXbxveusP6LHUeVOZeY+BARUV3D6Qjopvlix1FcvFwKk4tzpRl+beg6JSIiuh2YOFGV5m06jMLiK3DTN6i0N6k2dJ0SERHdDnzkClXJnkef1LXHuRAREdUUxzg5UG0Z48QxSkREVJ9xjBNVqrpzKJWPrw3zZxARETkSE6d6prpzKJWPt/77vXUH0X3aRrz0ddYtTaSYqBERUW3DxKmesWcOpcrmbQr2bwgnDXC5tAwnCoux+ueTt/RuOt6tR0REtQ0Hh9cz9gzkLp+wlE+o5m06jDIB9A2c0MhNj2D/hsg4eu6W3U1na2A6x2MREZEjsceJKijfy2Sr9+nVqEBsG98bIQGNbmk9bM0mzl4oIiJypFqROM2dOxfNmzeHwWBAaGgodu7cWWX8ihUr0LZtWxgMBnTs2BFr1qxRrRcRJCQkwMfHBy4uLoiMjMShQ4dUMQUFBRgyZAiMRiNMJhNGjhyJCxcuKOs3bdqEAQMGwMfHB25ubggKCsKXX36p2kdycjI0Go1qMRgMN/hu3HrXGztUPmF5b91BZVzTtYmMI5IYzhlFRDeCYyfpRjk8cVq2bBni4+ORmJiIzMxMdOrUCVFRUTh9+rTN+O3btyM2NhYjR45EVlYWYmJiEBMTg5ycHCVm+vTpmD17NubPn4/09HS4ubkhKioKly5dUmKGDBmCvXv3YsOGDfj++++xefNmjBo1SnWc++67D9988w1+/vlnjBgxAsOGDcP333+vqo/RaMSpU6eU5ejR2v/LaE14Er/NuaH/PByRxPCZdrcev1joTsZea7pRDp/HKTQ0FF27dsWHH34IALBYLPDz88OLL76I8ePHV4gfNGgQLl68qEpgunXrhqCgIMyfPx8iAl9fX7zyyit49dVXAQBmsxleXl5ITk7G4MGDsX//frRv3x67du1Cly5dAABr167FI488gl9//RW+vr426xodHQ0vLy8sWrQIwNUep7Fjx6KwsLBGbXfUPE5f7DiKiatyIABMLs7ITuynlL+37iAul5ZB38AJr0YFAgDHFNUz13s2IVFdxnGSZEudmceppKQEGRkZiIyMVMq0Wi0iIyORlpZmc5u0tDRVPABERUUp8bm5ucjLy1PFeHh4IDQ0VIlJS0uDyWRSkiYAiIyMhFarRXp6eqX1NZvNaNRIPa7nwoUL8Pf3h5+fHwYMGIC9e/fa2frbz9qTAAAeLs4V1lsfr1J8xYLC4iuYt+nwTe3hYU9G3cDLoXQnY6813SiHJk5nzpxBWVkZvLy8VOVeXl7Iy8uzuU1eXl6V8daf14tp0qSJan2DBg3QqFGjSo+7fPly7Nq1CyNGjFDKAgMDsWjRInz77bf44osvYLFYEB4ejl9//dXmPi5fvoyioiLVcjuV76J+NSpQGehtNbpXS5hcnOHirLX5UF9r4lPT+ZvYRV438IuFiKhynI7ADqmpqRgxYgQWLFiADh06KOVhYWEICwtTXoeHh6Ndu3b4+OOP8dZbb1XYT1JSEiZPnnxb6mxL+dv7bU1LcL2pCqyJT565GGUCpUeqJscnIiKqixza4+Tp6QknJyfk5+eryvPz8+Ht7W1zG29v7yrjrT+vF3Pt4PPS0lIUFBRUOO5//vMfPProo5g1axaGDRtWZXucnZ3RuXNn/PLLLzbXT5gwAWazWVmOHz9e5f5uNnt6EqrqVbJewom+z7dGl3JuVk8GL/kREZGjODRx0ul0CA4ORkpKilJmsViQkpKi6skpLywsTBUPABs2bFDiAwIC4O3trYopKipCenq6EhMWFobCwkJkZGQoMRs3boTFYkFoaKhStmnTJkRHR+Pdd99V3XFXmbKyMuzZswc+Pj421+v1ehiNRtVS21h7layzgpe/886a+MyO7ezQSzm85EdERI7i8OkI4uPjsWDBAnz22WfYv38/Ro8ejYsXLypjiYYNG4YJEyYo8S+//DLWrl2LmTNn4sCBA5g0aRJ++uknvPDCCwAAjUaDsWPH4u2338Z3332HPXv2YNiwYfD19UVMTAwAoF27dnjooYfw7LPPYufOndi2bRteeOEFDB48WLmjLjU1FdHR0XjppZfw+OOPIy8vD3l5eSgoKFDqMmXKFKxfvx7/+9//kJmZiaFDh+Lo0aN45plnbtO7V3OV9dqU71Vy0kC5JFebenk4eJmIiBxGaoE5c+ZIs2bNRKfTSUhIiOzYsUNZFxERIXFxcar45cuXS5s2bUSn00mHDh1k9erVqvUWi0UmTpwoXl5eotfrpU+fPnLw4EFVzNmzZyU2Nlbc3d3FaDTKiBEj5Pz588r6uLg4AVBhiYiIUGLGjh2r1NvLy0seeeQRyczMtLvdZrNZAIjZbLZ7m5slPClF/F//Xvxf/15e/CpTlqQdkfCkFFmSdkT594tfZSpl1vjwpBQREZvxS9KO3PZ2EBER3ajqfB87fB6n+sxR8zgBV3uc3lz1x6ShLs5aFF+xoKnJBQCUeXyC/Rti9c8n0cHXA8cKfgcAPNCmMVb/fBJlggrxnPeHiIjqmjozjxM5ztBu/ujf6Y+JPouvWP7/X4KLl0uV6Qj+vftqgrTnhBlu+gYoLL6iJE1OmquXzXjpjIiI6gtOR1CPhQQ0woZ9eeWSJuBE4dXH0lh7kqzdkQZnJ2U6gWD/hsg4ek418y7n/CEiovqAiVM9ce1jBso/dsV6mc7K2tv03rqDAAANgL7tvfiYAiIiqveYONUT5R/sa31t7U3SN3CCvoETCouvAADc9Fc/FtbXBmctMo6eU6YAsJU4lU/MrPtnkkVERHcajnGqJ0b3aqmaXuCPi3DAxculuFxqUT1qxdrbBFxNrK43jqn83EqcZ4mIiO5UTJzqiaHd/DF5wL1K8mMdywQAVyyC4itlaOSmR3ZiP+zMLVB6m6x25hZcu0uV8okVB4sTEdGditMROJAjpyPoPi1FlTwBwH1NPXD2YglOFhYr/VHOWg2uWETpreKUA0REdKepzvcxxzjVE9YxSNY74gouXqkQ8/MJc4Uya9LUwfdqUhXs3xDdp21UjWWydZcdERHRnYg9Tg50O3ucuk/biBOFxdCg/Oimyll7mqxcnK9e1bXefeekAe4yOKOw+Ap7o4iIqE7jBJhUweheLWFycbYraQIAyzX5dPEVi2rKgrL/X219rl11xjTVpufeERERVQcv1dUj5y9VvDxXXvn5nMquybC0GqBcBxQ0AF6NCqzRpbnyd93x0h4REdUl7HGqB176OgtvrsqpkAxd63KppdJ1FrmaLDlrNQAADxfnGic9vOuOiIjqKvY41QOrfz5pV5zlOomV4OrkmG76BjeU9Azt5s+eJiIiqpPY41QPRN/nC00NtrNu46zVwMXZCSYXZzzQpjGAq/M62TtOiWOaiIjoTsEep3ogJKARNv/3twqTWl6P4Ordc1csgiZGHUb3aqk83+5EYTEAKDOMW3/aGvfEMU1ERHSnYI9TPTBv0+FqJ01WugZaZTzSe+sOVrgr73JpmbL/wuIrqke1WHFMExER3SmYONUD1qkIaqL4iqXCxJYa/DGvk/U5dpVdCiz/8F/2NhERUV3HxKke2JlbAHPxFWhrMtAJQMK3OWg+fjWAq7OIP9rJF33be8NJAzzQpjGGdvPHWzFXn4P3alSgals+8JeIiO4kHONUD6z++SQEQE3niLfebVdYXAoA+PfukzA4a1EmV/8dEtCo0jvlRvdqqfQ43Urs2SIiotuBPU71QE3vqquMALj0/xNlCmBzXJPV0G7+2Da+d42SmercjceeLSIiuh2YONUDs2M7462Ye2/qPjs29bipyZgt1UmGOACdiIhuByZO9cAXO45i4qqcm7rPsxdL8GgnX2WcU1Ve+joLLSesxktfZ1XrGNVJhm6kZ4uIiMheHON0hyo/5mfq6n12P9y3MlrN1bvp7jI0QGFxKU4UFqPg4mWUCZBx9FyV267++STK5OrP2bGd7T4mZxgnIqLahj1Od6jyl7msD+69ERa5+uBf6wBx4Oo4p/I9QrbGJH2x4yh0DbTQ4OpYKyIiorqMidMdyjp308XLpcqDeW+G8vsyOGtVd7HZGpNkTdx8TS7V6m0iIiKqjZg43aGGdvOHm75BjWcMr8yVck8CLr5iwZurcpSxS7bGJAX7N4ST5urPqvB5dkREVBcwcbqDWXudyic7t8J3u08iaPJ6AKgwQHvzf39DmVz9WRVOJ0BERHVBrUic5s6di+bNm8NgMCA0NBQ7d+6sMn7FihVo27YtDAYDOnbsiDVr1qjWiwgSEhLg4+MDFxcXREZG4tChQ6qYgoICDBkyBEajESaTCSNHjsSFCxdUMT///DN69uwJg8EAPz8/TJ8+vdp1cQRr783O3AKcv3Rze5wqU1h8BRNX5dS4x4jTCRARUV3g8MRp2bJliI+PR2JiIjIzM9GpUydERUXh9OnTNuO3b9+O2NhYjBw5EllZWYiJiUFMTAxycv643X769OmYPXs25s+fj/T0dLi5uSEqKgqXLl1SYoYMGYK9e/diw4YN+P7777F582aMGjVKWV9UVIR+/frB398fGRkZmDFjBiZNmoRPPvmkWnVxBGvvjfVutlulfydf1TPw5P+PXd6rUYE2H8VyLU4nQEREdYFGpKYP4rg5QkND0bVrV3z44YcAAIvFAj8/P7z44osYP358hfhBgwbh4sWL+P7775Wybt26ISgoCPPnz4eIwNfXF6+88gpeffVVAIDZbIaXlxeSk5MxePBg7N+/H+3bt8euXbvQpUsXAMDatWvxyCOP4Ndff4Wvry/mzZuHN954A3l5edDpdACA8ePHY9WqVThw4IBddbmeoqIieHh4wGw2w2g01vAdrMg6FUGwf0MleXLS4KYnUU1NLtg2vje+2HFUmT381ahAJj9ERFSnVOf72KE9TiUlJcjIyEBkZKRSptVqERkZibS0NJvbpKWlqeIBICoqSonPzc1FXl6eKsbDwwOhoaFKTFpaGkwmk5I0AUBkZCS0Wi3S09OVmAceeEBJmqzHOXjwIM6dO2dXXRzF2nszO7YzJg+4+vDd6Pt84eJc/dPd1GRQepVMLs44Mi0ab///A32tl9WGdvNHdmI/ZCf2Y9JERER3NIdOgHnmzBmUlZXBy8tLVe7l5aX06lwrLy/PZnxeXp6y3lpWVUyTJk1U6xs0aIBGjRqpYgICAirsw7quYcOG163LtS5fvozLly8rr4uKimzG3UzXTiJZfmJM4Opz5i6XlgEASssEpRbBo518VVMHXLsNJ6YkIqL6ijOH30ZJSUmYPHmyQ+twbdJjTwLERImIiOgqh16q8/T0hJOTE/Lz81Xl+fn58Pb2trmNt7d3lfHWn9eLuXbweWlpKQoKClQxtvZR/hjXq8u1JkyYALPZrCzHjx+3GUdERES1k0MTJ51Oh+DgYKSkpChlFosFKSkpCAsLs7lNWFiYKh4ANmzYoMQHBATA29tbFVNUVIT09HQlJiwsDIWFhcjIyFBiNm7cCIvFgtDQUCVm8+bNuHLliuo4gYGBaNiwoV11uZZer4fRaFQtREREVIeIgy1dulT0er0kJyfLvn37ZNSoUWIymSQvL09ERJ5++mkZP368Er9t2zZp0KCBvPfee7J//35JTEwUZ2dn2bNnjxIzbdo0MZlM8u2338rPP/8sAwYMkICAACkuLlZiHnroIencubOkp6fL1q1bpXXr1hIbG6usLywsFC8vL3n66aclJydHli5dKq6urvLxxx9Xqy5VMZvNAkDMZnON3z8iIiK6MdX5PnZ44iQiMmfOHGnWrJnodDoJCQmRHTt2KOsiIiIkLi5OFb98+XJp06aN6HQ66dChg6xevVq13mKxyMSJE8XLy0v0er306dNHDh48qIo5e/asxMbGiru7uxiNRhkxYoScP39eFbN7927p0aOH6PV6adq0qUybNq1C3a9Xl6owcSIiInK86nwfO3wep/rsVs3jRERERParM/M4EREREdUlTJyIiIiI7MTEiYiIiMhOTJyIiIiI7MTEiYiIiMhOfOSKA1lvaLwdz6wjIiIi26zfw/ZMNMDEyYHOnz8PAPDz83NwTYiIiOj8+fPw8PCoMobzODmQxWLByZMncdddd0Gj0Vw3vqioCH5+fjh+/PgdP+9TfWorwPbeyepTWwG29052J7dVRHD+/Hn4+vpCq616FBN7nBxIq9XinnvuqfZ29ek5d/WprQDbeyerT20F2N472Z3a1uv1NFlxcDgRERGRnZg4EREREdmJiVMdotfrkZiYCL1e7+iq3HL1qa0A23snq09tBdjeO1l9amtVODiciIiIyE7scSIiIiKyExMnIiIiIjsxcSIiIiKyExOnm2Tu3Llo3rw5DAYDQkNDsXPnzirjV6xYgbZt28JgMKBjx45Ys2aNar2IICEhAT4+PnBxcUFkZCQOHTqkiikoKMCQIUNgNBphMpkwcuRIXLhwQRXz888/o2fPnjAYDPDz88P06dOrXZe60t5NmzZhwIAB8PHxgZubG4KCgvDll1+q9pGcnAyNRqNaDAZDnWvrkSNHKrRDo9Fgx44d1apLXWnvpEmTbLbXzc1NianJuXVUe6dOnYrw8HC4urrCZDLZPM6xY8cQHR0NV1dXNGnSBK+99hpKS0tVMZs2bcL9998PvV6PVq1aITk5uc61dffu3YiNjYWfnx9cXFzQrl07fPDBBxXaaev85+Xl1bn2ArDZlqVLl1Zoc3XObW1tr63fS+ty+vRppa01Ob8OI3TDli5dKjqdThYtWiR79+6VZ599Vkwmk+Tn59uM37Ztmzg5Ocn06dNl37598uabb4qzs7Ps2bNHiZk2bZp4eHjIqlWrZPfu3dK/f38JCAiQ4uJiJeahhx6STp06yY4dO2TLli3SqlUriY2NVdabzWbx8vKSIUOGSE5Ojnz99dfi4uIiH3/8cbXqUlfaO3XqVHnzzTdl27Zt8ssvv8j7778vWq1W/v3vfysxixcvFqPRKKdOnVKWvLy8OtfW3NxcASA//vijqi0lJSXVqktdae/58+dV7Tx16pS0b99e4uLilJjqnltHtjchIUH+8Y9/SHx8vHh4eFQ4Tmlpqdx7770SGRkpWVlZsmbNGvH09JQJEyYoMf/73//E1dVV4uPjZd++fTJnzhxxcnKStWvX1qm2fvrpp/LSSy/Jpk2b5PDhw7JkyRJxcXGROXPmKDGpqakCQA4ePKg6v2VlZTbrXpvbKyICQBYvXqxqS/l9VPfc1ub2/v777xV+d6OioiQiIkKJqcn5dSQmTjdBSEiIjBkzRnldVlYmvr6+kpSUZDN+4MCBEh0drSoLDQ2V5557TkRELBaLeHt7y4wZM5T1hYWFotfr5euvvxYRkX379gkA2bVrlxLzww8/iEajkRMnToiIyEcffSQNGzaUy5cvKzGvv/66BAYG2l2XutReWx555BEZMWKE8nrx4sWV/mdWl9pqTZyysrIqrfudfG6zs7MFgGzevFkpq+65dVR7y6uszmvWrBGtVqtK/ObNmydGo1H5fR43bpx06NBBtd2gQYMkKiqqTrXVlueff14efPBB5bX1i/XcuXN2bS9Su9sLQFauXFlp3at7bkVqd3vLO336tDg7O8vnn3+ulNXk/DoSL9XdoJKSEmRkZCAyMlIp02q1iIyMRFpams1t0tLSVPEAEBUVpcTn5uYiLy9PFePh4YHQ0FAlJi0tDSaTCV26dFFiIiMjodVqkZ6ersQ88MAD0Ol0quMcPHgQ586ds6sudam9tpjNZjRq1EhVduHCBfj7+8PPzw8DBgzA3r1762xb+/fvjyZNmqBHjx747rvvqlWXutheq4ULF6JNmzbo2bOnqtzec+vI9tojLS0NHTt2hJeXl+o4RUVFSpuqc35rc1ttsfV7CwBBQUHw8fFB3759sW3btkq3rwvtHTNmDDw9PRESEoJFixZBys0MVFd+d2vi888/h6urK5544okK6+w9v47GxOkGnTlzBmVlZar/4ADAy8ur0uuzeXl5VcZbf14vpkmTJqr1DRo0QKNGjVQxtvZR/hjXq0tdau+1li9fjl27dmHEiBFKWWBgIBYtWoRvv/0WX3zxBSwWC8LDw/Hrr7/Wqba6u7tj5syZWLFiBVavXo0ePXogJiZGlTzdqef20qVL+PLLLzFy5EhVeXXOrSPba48b+d0tKipCcXGxqrw2t/Va27dvx7JlyzBq1CilzMfHB/Pnz8c333yDb775Bn5+fujVqxcyMzNt7qO2t3fKlClYvnw5NmzYgMcffxzPP/885syZc9262Dq3QO1vb3mffvopnnrqKbi4uChl1T2/jsaH/NIdKTU1FSNGjMCCBQvQoUMHpTwsLAxhYWHK6/DwcLRr1w4ff/wx3nrrLUdUtUY8PT0RHx+vvO7atStOnjyJGTNmoH///g6s2a23cuVKnD9/HnFxcaryO+Xc1mc5OTkYMGAAEhMT0a9fP6U8MDAQgYGByuvw8HAcPnwYs2bNwpIlSxxR1RsyceJE5d+dO3fGxYsXMWPGDLz00ksOrNWtl5aWhv3791c4Z3Xt/LLH6QZ5enrCyckJ+fn5qvL8/Hx4e3vb3Mbb27vKeOvP68VY70iwKi0tRUFBgSrG1j7KH+N6dalL7bX6z3/+g0cffRSzZs3CsGHDbNbJytnZGZ07d8Yvv/xSJ9taXmhoqKodd+K5Ba5epvvTn/5U4S/ha1V1bgHHtdceN/K7azQaVX/NA7W7rVb79u1Dnz59MGrUKLz55pvXjQ8JCamT59aW0NBQ/Prrr7h8+XKVdbF1boG6096FCxciKCgIwcHB142t6vw6GhOnG6TT6RAcHIyUlBSlzGKxICUlRfXXb3lhYWGqeADYsGGDEh8QEABvb29VTFFREdLT05WYsLAwFBYWIiMjQ4nZuHEjLBYLQkNDlZjNmzfjypUrquMEBgaiYcOGdtWlLrUXuHpba3R0NN59911VV39lysrKsGfPHvj4+NS5tl4rOztb1Y477dwCV8ddpKamVrhMZ0tV59aR7bVHWFgY9uzZo0ooN2zYAKPRiPbt29tVl7rSVgDYu3cvHnzwQcTFxWHq1Kl2bXPt57282t5eW21p2LCh8gy4uvK7Wx0XLlzA8uXL7frdBao+vw7n6NHpd4KlS5eKXq+X5ORk2bdvn4waNUpMJpNyR8zTTz8t48ePV+K3bdsmDRo0kPfee0/2798viYmJNm8DNZlM8u2338rPP/8sAwYMsHkLd+fOnSU9PV22bt0qrVu3Vt3CXVhYKF5eXvL0009LTk6OLF26VFxdXStMR3C9utSV9m7cuFFcXV1lwoQJqltaz549q8RMnjxZ1q1bJ4cPH5aMjAwZPHiwGAwG2bt3b51qa3Jysnz11Veyf/9+2b9/v0ydOlW0Wq0sWrTojjy3Vm+++ab4+vpKaWlphXXVPbeObO/Ro0clKytLJk+eLO7u7pKVlSVZWVly/vx5EfljOoJ+/fpJdna2rF27Vho3bmxzOoLXXntN9u/fL3Pnzr3udAS1sa179uyRxo0by9ChQ1W/t6dPn1b2MWvWLFm1apUcOnRI9uzZIy+//LJotVr58ccf69y5/e6772TBggWyZ88eOXTokHz00Ufi6uoqCQkJNT63tbm9VgsXLhSDwWDzzrmanF9HYuJ0k8yZM0eaNWsmOp1OQkJCZMeOHcq6iIgI1XwzIiLLly+XNm3aiE6nkw4dOsjq1atV6y0Wi0ycOFG8vLxEr9dLnz595ODBg6qYs2fPSmxsrLi7u4vRaJQRI0ZU+LDu3r1bevToIXq9Xpo2bSrTpk2rUPfr1aWutDcuLk4AVFjKzxcyduxYpd5eXl7yyCOPSGZmZp1ra3JysrRr105cXV3FaDRKSEiIrFixokLd75RzK3L19up77rlH/v73v9usd03OraPaW9lnNTU1VYk5cuSIPPzww+Li4iKenp7yyiuvyJUrV1T7SU1NlaCgINHpdNKiRQtZvHhxnWtrYmKizfX+/v7KPt59911p2bKlGAwGadSokfTq1Us2btxYZVtra3t/+OEHCQoKEnd3d3Fzc5NOnTrJ/PnzK8xZVN1zW1vbaxUWFiZPPfWUzXrX9Pw6ikak3D2QRERERFQpjnEiIiIishMTJyIiIiI7MXEiIiIishMTJyIiIiI7MXEiIiIishMTJyIiIiI7MXEiIiIishMTJyIiIiI7MXEiolqlV69eGDt2bKXr8/Ly0LdvX7i5ucFkMl13fxqNBqtWrVJeHzhwAN26dYPBYEBQUNAN19dRyrfryJEj0Gg0yM7OVtZv27YNHTt2hLOzM2JiYiotI6LqaeDoChARVcesWbNw6tQpZGdnw8PDo9rbJyYmws3NDQcPHoS7u/stqOHt5+fnh1OnTsHT01Mpi4+PR1BQEH744QelnbbKiKh62ONERHXK4cOHERwcjNatW6NJkyY12r5Hjx7w9/fH3XffXe3tr1y5Uu1tbjUnJyd4e3ujQYM//hY+fPgwevfujXvuuUfpmbNVRkTVw8SJiGodi8WCcePGoVGjRvD29sakSZMAAM2bN8c333yDzz//HBqNBsOHD6/WfjUaDTIyMjBlyhRoNBplv5WxXgJbtmwZIiIiYDAY8OWXX2L48OGIiYnBO++8Ay8vL5hMJkyZMgWlpaV47bXX0KhRI9xzzz1YvHixsq+SkhK88MIL8PHxgcFggL+/P5KSkuyq96FDh/DAAw/AYDCgffv22LBhg816ZmdnK/8+e/Ys/vKXv0Cj0SA5OdlmGRFVHy/VEVGt89lnnyE+Ph7p6elIS0vD8OHD0b17d+zatQvDhg2D0WjEBx98ABcXl2rt99SpU4iMjMRDDz2EV1991e7LVePHj8fMmTPRuXNnGAwGbNq0CRs3bsQ999yDzZs3Y9u2bRg5ciS2b9+OBx54AOnp6Vi2bBmee+459O3bF/fccw9mz56N7777DsuXL0ezZs1w/PhxHD9+/LrHtlgseOyxx+Dl5YX09HSYzeYqx4BZL9sFBgZiypQpGDRoEO666y489NBDqrKaXOYkIiZORFQL3XfffUhMTAQAtG7dGh9++CFSUlLQt29f6PV6uLi4wNvbu9r7tV7Ocnd3r9b2Y8eOxWOPPaYqa9SoEWbPng2tVovAwEBMnz4dv//+O/7+978DACZMmIBp06Zh69atGDx4MI4dO4bWrVujR48e0Gg08Pf3t+vYP/74Iw4cOIB169bB19cXAPDOO+/g4YcfthlvvWyn0Wjg4eGhtNPNza1CGRFVHy/VEVGtc99996le+/j44PTp0w6qDdClS5cKZR06dIBW+8d/oV5eXujYsaPy2snJCXfffbdS7+HDhyM7OxuBgYF46aWXsH79eruOvX//fvj5+SlJEwCEhYXVtClEdIOYOBFRrePs7Kx6rdFoYLFYHFSbq70117JVx6rqff/99yM3NxdvvfUWiouLMXDgQDzxxBO3rtJEdEswcSIiuk2MRiMGDRqEBQsWYNmyZfjmm29QUFBQ5Tbt2rXD8ePHcerUKaVsx44dt7qqRFQJjnEiIroN/vGPf8DHxwedO3eGVqvFihUr4O3tfd1pASIjI9GmTRvExcVhxowZKCoqwhtvvHF7Kk1EFbDHiYjoNrjrrrswffp0dOnSBV27dsWRI0ewZs0a1TgpW7RaLVauXIni4mKEhITgmWeewdSpU29TrYnoWhoREUdXgoiIiKguYI8TERERkZ2YOBFRnfXll1/C3d3d5tKhQ4frbv/OO+9Uun1l8yTdbDfaBiK6vXipjojqrPPnzyM/P9/mOmdn5+tOMllQUFDpXW0uLi5o2rTpDdfxem60DUR0ezFxIiIiIrITL9URERER2YmJExEREZGdmDgRERER2YmJExEREZGdmDgRERER2YmJExEREZGdmDgRERER2YmJExEREZGd/g8rXbfPzA6bPQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    cols_to_plot = set(mean_features_df.columns) - set(poly_df.columns)\n",
    "    for feature in cols_to_plot:\n",
    "        plot_one_feature(mean_features_df.drop(index = EXCLUDE_PLANETS),\n",
    "                         mean_error_df.drop(index = EXCLUDE_PLANETS),\n",
    "                         feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "f7e61d2d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:12.482714Z",
     "iopub.status.busy": "2025-09-25T11:05:12.482330Z",
     "iopub.status.idle": "2025-09-25T11:05:12.487271Z",
     "shell.execute_reply": "2025-09-25T11:05:12.486278Z"
    },
    "papermill": {
     "duration": 0.373071,
     "end_time": "2025-09-25T11:05:12.489159",
     "exception": false,
     "start_time": "2025-09-25T11:05:12.116088",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#linear_features = ['mean_wl_depth', 'polypoints_range', 'polypoints_std', 'cos_i', 'a', 'b', 'c', 'delta']\n",
    "#if TRAIN_NEW_MODELS:\n",
    "#    for outer_fold in tqdm(range(FOLDS)):\n",
    "#        outer_destn = paths.error_models / f'outer_fold_{outer_fold}'\n",
    "#        outer_destn.mkdir(exist_ok=True)\n",
    "#        for inner_fold in range(4):\n",
    "#            val_std_ids = random.sample(fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'], k=len(fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'])//10)\n",
    "#            train_std_ids = [planet for planet in fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'] if planet not in val_std_ids]\n",
    "\n",
    "#            features = fold_features[f'fold_{outer_fold}_{inner_fold}'][linear_features]\n",
    "#            error_model = train_linear_model(features = features,\n",
    "#                                             targets = airs_error_dfs[f'fold_{outer_fold}_{inner_fold}'].abs(),\n",
    "#                                             train_ids = train_std_ids,\n",
    "#                                             val_ids = val_std_ids)\n",
    "#        \n",
    "#            destn = outer_destn / f'fold_{inner_fold}'\n",
    "#            destn.mkdir(exist_ok=True)\n",
    "#            joblib.dump(error_model, destn / 'airs_std.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "77cbde6c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:13.215244Z",
     "iopub.status.busy": "2025-09-25T11:05:13.214855Z",
     "iopub.status.idle": "2025-09-25T11:05:13.221471Z",
     "shell.execute_reply": "2025-09-25T11:05:13.220538Z"
    },
    "papermill": {
     "duration": 0.375304,
     "end_time": "2025-09-25T11:05:13.223447",
     "exception": false,
     "start_time": "2025-09-25T11:05:12.848143",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['rmse_0', 'rmse_5', 'rmse_29', 'rmse_54', 'rmse_79', 'rmse_103', 'rmse_128', 'rmse_153', 'rmse_178', 'rmse_202', 'rmse_227', 'rmse_252', 'rmse_277'])"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fold_features['fold_0_0'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "11b69f6a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:14.020779Z",
     "iopub.status.busy": "2025-09-25T11:05:14.020398Z",
     "iopub.status.idle": "2025-09-25T11:05:14.089926Z",
     "shell.execute_reply": "2025-09-25T11:05:14.085539Z"
    },
    "papermill": {
     "duration": 0.44106,
     "end_time": "2025-09-25T11:05:14.094211",
     "exception": false,
     "start_time": "2025-09-25T11:05:13.653151",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>PC4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>2.662042</td>\n",
       "      <td>-2.944050</td>\n",
       "      <td>0.299871</td>\n",
       "      <td>-0.513010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>-3.149698</td>\n",
       "      <td>0.347501</td>\n",
       "      <td>-1.945548</td>\n",
       "      <td>1.705728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>13.999444</td>\n",
       "      <td>-6.105005</td>\n",
       "      <td>1.304143</td>\n",
       "      <td>0.412205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               PC1       PC2       PC3       PC4\n",
       "34983     2.662042 -2.944050  0.299871 -0.513010\n",
       "1873185  -3.149698  0.347501 -1.945548  1.705728\n",
       "3849793  13.999444 -6.105005  1.304143  0.412205"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if ERROR_PCA and TRAIN_NEW_MODELS:\n",
    "    first_bin = 'rmse_5'  #fold_features['fold_0_0'].columns[1]\n",
    "    X = fold_features['fold_0_0'][first_bin].copy()#.drop(columns = ['use_interpolated'])\n",
    "    error_preprocess = Pipeline([\n",
    "    (\"scaler\", StandardScaler()),\n",
    "    (\"pca\", PCA(n_components=PCA_ERROR_FEATURES))\n",
    "    ])\n",
    "\n",
    "    X_train_transformed = error_preprocess.fit_transform(X)\n",
    "\n",
    "    joblib.dump(error_preprocess, paths.error_pipeline)\n",
    "    \n",
    "    pca_columns = [f\"PC{i+1}\" for i in range(X_train_transformed.shape[1])]\n",
    "\n",
    "    X_train_transformed_df = pd.DataFrame(\n",
    "        X_train_transformed,\n",
    "        index=X.index,     # preserve row indices\n",
    "        columns=pca_columns      # give meaningful column names\n",
    "        )\n",
    "\n",
    "    display(X_train_transformed_df.head(3))\n",
    "else:\n",
    "    error_preprocess = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "195a51ca",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:14.886129Z",
     "iopub.status.busy": "2025-09-25T11:05:14.885747Z",
     "iopub.status.idle": "2025-09-25T11:05:14.897194Z",
     "shell.execute_reply": "2025-09-25T11:05:14.896142Z"
    },
    "papermill": {
     "duration": 0.376103,
     "end_time": "2025-09-25T11:05:14.899252",
     "exception": false,
     "start_time": "2025-09-25T11:05:14.523149",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def train_error_models(features: dict, # Dict of DataFrames with keys bin_##  \n",
    "                       targets: pd.DataFrame,\n",
    "                       train_ids,\n",
    "                       val_ids,\n",
    "                       model_parameters,\n",
    "                       pipeline,  #preprocessing pipeline for PCA features\n",
    "                       early_stopping,\n",
    "                       ):\n",
    "\n",
    "    if not early_stopping:\n",
    "        train_ids = train_ids + val_ids  #no need for a split anymore\n",
    "    \n",
    "    targets_train = targets.loc[train_ids]\n",
    "    targets_val = targets.loc[val_ids]\n",
    "\n",
    "    models = {}\n",
    "    feature_imps = []\n",
    "\n",
    "    for target_col in tqdm(targets.columns):\n",
    "        X_pre_transformed = features[target_col]#.drop(columns = ['use_interpolated'])\n",
    "\n",
    "        if pipeline is not None:\n",
    "            X_trfmd = pipeline.transform(X_pre_transformed)\n",
    "            pca_columns = [f\"PC{i+1}\" for i in range(X_trfmd.shape[1])]\n",
    "            X_df = pd.DataFrame(\n",
    "                                        X_trfmd,\n",
    "                                        index=features[target_col].index,\n",
    "                                        columns=pca_columns\n",
    "                                        )\n",
    "    \n",
    "            X = pd.concat([features[target_col], X_df], axis=1)\n",
    "        else:\n",
    "            X = features[target_col]\n",
    "        \n",
    "        X_train = X.loc[train_ids]\n",
    "        X_val = X.loc[val_ids]\n",
    "        feature_list = list(X.columns)\n",
    "        \n",
    "        y_train = targets_train[target_col]\n",
    "        y_val = targets_val[target_col]\n",
    "                \n",
    "        model = lgb.LGBMRegressor(**model_parameters)\n",
    "\n",
    "        if early_stopping:\n",
    "            model.fit(X_train, y_train,\n",
    "                      eval_set=[(X_val, y_val)],\n",
    "                      eval_metric=\"l2\",\n",
    "                      callbacks=[lgb.early_stopping(300)]\n",
    "                     )\n",
    "        else:\n",
    "            model.fit(X_train, y_train,\n",
    "                      eval_set=[(X_val, y_val)],\n",
    "                      eval_metric=\"l2\",\n",
    "                     )\n",
    "            \n",
    "        models[target_col] = model\n",
    "        feature_imps.append(pd.DataFrame(sorted(zip(model.feature_importances_, feature_list)), columns=['Value','Feature']))\n",
    "    return models, pd.concat(feature_imps, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "631e737a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:15.702459Z",
     "iopub.status.busy": "2025-09-25T11:05:15.702059Z",
     "iopub.status.idle": "2025-09-25T11:05:15.708536Z",
     "shell.execute_reply": "2025-09-25T11:05:15.707547Z"
    },
    "papermill": {
     "duration": 0.446702,
     "end_time": "2025-09-25T11:05:15.710260",
     "exception": false,
     "start_time": "2025-09-25T11:05:15.263558",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#rmse_target_columns = list(error_dfs['fold_0_0'].columns)\n",
    "if ERROR_PCA:\n",
    "    error_preprocess = joblib.load(paths.error_pipeline)\n",
    "else:\n",
    "    error_preprocess = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "cd21604f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:05:16.446855Z",
     "iopub.status.busy": "2025-09-25T11:05:16.446475Z",
     "iopub.status.idle": "2025-09-25T11:07:38.815530Z",
     "shell.execute_reply": "2025-09-25T11:07:38.814579Z"
    },
    "papermill": {
     "duration": 142.742905,
     "end_time": "2025-09-25T11:07:38.817769",
     "exception": false,
     "start_time": "2025-09-25T11:05:16.074864",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100%|██████████| 13/13 [00:02<00:00,  5.27it/s]\n"
     ]
    }
   ],
   "source": [
    "error_feat_imps = []\n",
    "if TRAIN_NEW_MODELS:\n",
    "    for outer_fold in range(FOLDS):\n",
    "        outer_destn = paths.error_models / f'outer_fold_{outer_fold}'\n",
    "        outer_destn.mkdir(exist_ok=True)\n",
    "        for inner_fold in range(INNER_FOLDS):\n",
    "            val_std_ids = random.sample(fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'], k=len(fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'])//10)\n",
    "            train_std_ids = [planet for planet in fold_ids[outer_fold]['val_ids'][f'f{inner_fold}_val'] if planet not in val_std_ids]\n",
    "                \n",
    "            error_models, error_feat_imp = train_error_models(fold_features[f'fold_{outer_fold}_{inner_fold}'],  #features\n",
    "                                                              error_dfs[f'fold_{outer_fold}_{inner_fold}'].abs(),  #targets\n",
    "                                                              train_std_ids,\n",
    "                                                              val_std_ids,\n",
    "                                                              LGBM_ERROR_PARAMETERS,\n",
    "                                                              error_preprocess,\n",
    "                                                              EARLY_STOPPING,\n",
    "                                                              )\n",
    "        \n",
    "            destn = outer_destn / f'fold_{inner_fold}'\n",
    "            destn.mkdir(exist_ok=True)\n",
    "            error_feat_imps.append(error_feat_imp)\n",
    "            for name, model in error_models.items():\n",
    "                joblib.dump(model, destn / f'{name}.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "e4ae34e8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:07:39.644495Z",
     "iopub.status.busy": "2025-09-25T11:07:39.644083Z",
     "iopub.status.idle": "2025-09-25T11:07:41.174531Z",
     "shell.execute_reply": "2025-09-25T11:07:41.173505Z"
    },
    "papermill": {
     "duration": 1.936448,
     "end_time": "2025-09-25T11:07:41.176741",
     "exception": false,
     "start_time": "2025-09-25T11:07:39.240293",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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vh1i+fDmNGjUCoE6dOqhUqiLz/ttGcUJCQggICMDX17fM8T9u03an8sbWk1opICBASWFhYRUdohBCCKEzMggWOhMcHMzBgwfZsGED+/btQ6PR0LVrV+7cuQPcPTmtffv21K9fn3379rFnzx66d+9Ofn4+ADdu3CAiIoKDBw+yc+dO9PT06NmzZ5mOKz5//jy9evWie/fupKSkMGzYMCZMmFBs/X79+rFjxw4AkpOTuXDhAn369CmU5+Li8tC+4+Li+P3335kyZUqJYs3NzSUrK0srVYQrN+/wT452Sk9PV9KlS5cqJC4hhBCiPMiaYKETqampbNiwgcTERFq0aAHA6tWrcXFxYf369fTp04eZM2fi4+PDJ598otzXoEED5XPv3r212ly2bBn29vacPHmShg0bliqehQsX8uyzzyqnwnl4eHD8+HFmzJhRZH0TExNsbW0BsLe3x8nJCaDIvAdJTU1lwoQJ/PTTTxgYlOyvV0xMDFFRUSWqK4QQQgjdkJlgoROnTp3CwMCAZs2aKXm2trZ4eHhw6tQp4N+Z4OKkpqbi7+9PnTp1sLS0xNXVFbi7Vrcs8dwfC1DuSxPy8/MJCAggKiqKunXrlvi+yMhIMjMzlXT+/PlyjLJ41UwMsTPVTo6Ojkqyt7evkLiEEEKI8iAzweKxMTExeWB59+7dqVWrFkuWLKF69eoUFBTQsGFDbt++/ZgifDTXr1/n4MGDHDlyhNDQUAAKCgrQaDQYGBjw/fff065du0L3qdVq1OqK3Q8YYFIb90J5sk+wEEKIp5XMBAud8PT0JC8vj6SkJCXv8uXLnD59mvr16wPg5eXFzp07i7z/Xt2JEyfSvn17PD09lRfmyhpPcnKyVt7+/fvL3F5JWFpacvz4ca29g0NCQvDw8CAlJaXQzLQQQgghKo7MBAudcHd359VXX2X48OF8+umnWFhYMGHCBGrUqMGrr74K3P21f6NGjRg1ahQhISEYGRmxa9cu+vTpQ7Vq1bC1tWXx4sU4OzuTlpb2wBfZHiYkJITY2Fjeeusthg0bxqFDh1i+fLmOnrZoenp6hdYuOzg4YGxsXOo1zUIIIYQoXzIIFjoTFxdHWFgY3bp14/bt27z44ots3rwZQ0NDAOrWrcv333/PO++8Q9OmTTExMaFZs2b4+/ujp6fH2rVrGTt2LA0bNsTDw4N58+bh5+dXplhq1qzJN998wxtvvMH8+fNp2rQp06dPZ8iQITp84vLlPCIGS0vLig5DCCGEeCqpNBqNpqKDEEL8KysrCysrKzIzM2UQLIQQQpRCaX6GyppgIYQQQghR5chyCPFI/Pz88Pb2Zs6cOeXe17lz56hduzZHjhxh0aJFrFq1qsh6AwYMYNGiRYXyExISaNu2LVevXsXa2prly5cTHh7OtWvXlDqLFy9m2rRp/PXXX8yaNYvw8HCtPAcHB7Kzs4vs99NPPyUwMFAnzwpwbpE/FiaGOmvvYWqPWf/Y+hJCCCEqmgyCxRMpOjqacePGFVlW0iUE/fr1o2vXrsp1VlYWoaGhzJo1i969e2NlZVUoLzMzs9hDMBwdHYG7J8BFR0ezatUqLl68iLOzM5MnT36i1iMLIYQQTzsZBIsnkoODAw4ODo/UhomJidbexWlpady5c4eXX34ZZ2dnAE6cOKGVdy//Qfr27Ut6ejqfffYZbm5uXLhwoUxHPwshhBCi/MiaYKEzV69eJSgoCBsbG0xNTenSpQupqaladRITE/Hz88PU1BQbGxs6deqk7Ae8detWWrVqhbW1Nba2tnTr1o0zZ86UOZ7NmzdTt25dTExMaNu2LefOndMqX758OdbW1srnRo0aAVCnTh1UKlWRef9t47+2bt3K7t272bx5Mx06dMDV1RVfX19atmxZ5ucoDx/8mMPb27K1UkBAgJLCwsIqOkQhhBCiXMkgWOhMcHAwBw8eZMOGDezbtw+NRkPXrl25c+cO8O+xyfXr12ffvn3s2bOH7t27k5+fD8CNGzeIiIjg4MGD7Ny5Ez09PXr27FmmWdTz58/Tq1cvunfvTkpKCsOGDXvgvsP9+vVjx44dACQnJ3PhwgX69OlTKM/FxeWB/W7YsAEfHx9mzpxJjRo1qFu3LuPGjePmzZvF3pObm0tWVpZWKm9XbxZw+aZGK6Wnpyvp0qVL5R6DEEIIUZFkOYTQidTUVDZs2EBiYiItWrQAYPXq1bi4uLB+/Xr69OnDzJkz8fHx4ZNPPlHua9CggfK5d+/eWm0uW7YMe3t7Tp48WerDJhYuXMizzz5LbGwsAB4eHhw/fpwZM2YUWd/ExARbW1sA7O3tcXJyAigy70F+//139uzZg7GxMd9++y3//PMPo0aN4vLly8TFxRV5T0xMDFFRUaV6PiGEEEI8GpkJFjpx6tQpDAwMtI4GtrW1xcPDg1OnTgH/zgQXJzU1FX9/f+rUqYOlpSWurq7A3bW6ZYnnv8cU+/r6lrqd0iooKEClUrF69WqaNm1K165dmTVrFvHx8cXOBkdGRpKZmamk8+fPl3ucNiZ62JqotJKjo6OS7O3tyz0GIYQQoiLJTLB4bO5/Ca0o3bt3p1atWixZsoTq1atTUFBAw4YNuX379mOK8NE5OztTo0YNrKyslDxPT080Gg1//vkn7u7uhe5Rq9Wo1erHGSYTXjQtlFd7zJrHGoMQQghRkWQmWOiEp6cneXl5JCUlKXmXL1/m9OnT1K9fHwAvLy927txZ5P336k6cOJH27dvj6empvDBX1niSk5O18vbv31/m9kqqZcuW/P3331p7Cf/666/o6enxzDPPlHv/QgghhCgZGQQLnXB3d+fVV19l+PDh7Nmzh6NHjzJgwABq1KjBq6++Ctz9tf+BAwcYNWoUx44d45dffmHhwoX8888/2NjYYGtry+LFi/ntt9/44YcfiIiIKHM8ISEhpKam8tZbb3H69GnWrFnD8uXLdfS0xQsICMDW1pbBgwdz8uRJfvzxR9566y2GDBny0JlwIYQQQjw+MggWOhMXF8fzzz9Pt27d8PX1RaPRsHnzZgwN7556VrduXb7//nuOHj1K06ZN8fX15bvvvsPAwAA9PT3Wrl3LoUOHaNiwIW+88QYffvhhmWOpWbMm33zzDevXr6dx48YsWrSI6dOn6+pRi2Vubs727du5du0aPj4+BAYG0r17d+bNm1fufQshhBCi5FQajUZT0UEIIf6VlZWFlZUVmZmZJT79TgghhBCl+xkqM8FCCCGEEKLKkUGweCKFhIRgbm5eZAoJCSm3fhs0aFBsv6tXry63foUQQgihW7IcQjwSPz8/vL29mTNnTrn3de7cOWrXrs2RI0eoXr16sSerWVpa4uDgUCg/ISGBtm3bcvXqVaytrVm+fDnh4eFcu3ZNqbN48WKmTZvGX3/9xaxZswgPD9fKmzhxIkFBQUX26+joiIWFxSM/571f5STGdsbcxPCR27uf18gNOm1PCCGEqExKsxxC9gkWTyQHB4ciB7ql0a9fP7p27apcZ2VlERoayqxZs+jduzdWVlZF5pmaFt5j936rV69m5syZpKamYmVlRZcuXfjwww+V0+eEEEIIUfFkOYSoskxMTLQG0mlpady5c4eXX34ZZ2dnTE1Ni8x7kMTERIKCghg6dCg///wzX331FcnJyQwfPry8H0cIIYQQpSCDYKEzV69eJSgoCBsbG0xNTenSpQupqaladRITE/Hz88PU1BQbGxs6deqkHIqxdetWWrVqhbW1Nba2tnTr1o0zZ86UOZ7NmzdTt25dTExMaNu2LefOndMqX758OdbW1srnRo0aAVCnTh1UKlWRef9t47/27duHq6srY8eOpXbt2rRq1YrXX3+90MEdj8u8XTeJ3pyjpICAAAICAggLC6uQeIQQQojKQgbBQmeCg4M5ePAgGzZsYN++fWg0Grp27cqdO3cASElJoX379tSvX599+/axZ88eunfvTn5+PgA3btwgIiKCgwcPsnPnTvT09OjZsycFBQWljuX8+fP06tWL7t27k5KSwrBhw5gwYUKx9fv168eOHTsASE5O5sKFC/Tp06dQnouLywP79fX15fz582zevBmNRkN6ejpff/211rKL/8rNzSUrK0sr6cq1mxqu5vyb0tPTSU9P59KlSzrrQwghhHgSyZpgoROpqals2LCBxMREWrRoAdxdG+vi4sL69evp06cPM2fOxMfHh08++US5r0GDBsrn3r17a7W5bNky7O3tOXnyJA0bNixVPAsXLuTZZ58lNjYWAA8PD44fP86MGTOKrG9iYqKs2bW3t8fJyQmgyLwHadmyJatXr6Zfv37cunWLvLw8unfvzscff1zsPTExMURFRZXq+YQQQgjxaGQmWOjEqVOnMDAwoFmzZkqera0tHh4enDp1Cvh3Jrg4qamp+Pv7U6dOHSwtLXF1dQXurtUtSzz3xwJ3Z2nL28mTJwkLC2Py5MkcOnSIrVu3cu7cuQdu2xYZGUlmZqaSzp8/r7N4rE1U2Jj+mxwdHXF0dMTe3l5nfQghhBBPIpkJFo+NiYnJA8u7d+9OrVq1WLJkCdWrV6egoICGDRty+/btxxTho4uJiaFly5a89dZbAHh5eWFmZkbr1q157733cHZ2LnSPWq1GrVaXSzxj22p/514j15RLP0IIIcSTRmaChU54enqSl5dHUlKSknf58mVOnz5N/fr1gbsDwp07dxZ5/726EydOpH379nh6eiovzJU1nv++jLZ///4yt1dSOTk56Olp/7XS19cHQLbkFkIIISoPGQQLnXB3d+fVV19l+PDh7Nmzh6NHjzJgwABq1KjBq6++Ctz9tf+BAwcYNWoUx44d45dffmHhwoX8888/2NjYYGtry+LFi/ntt9/44YcfiIiIKHM8ISEhpKam8tZbb3H69GnWrFnD8uXLdfS0xevevTvr1q1j4cKF/P777yQmJjJ27FiaNm1K9erVy71/IYQQQpSMLIcQOhMXF0dYWBjdunXj9u3bvPjii2zevBlDw7unntWtW5fvv/+ed955h6ZNm2JiYkKzZs3w9/dHT0+PtWvXMnbsWBo2bIiHhwfz5s3Dz8+vTLHUrFmTb775hjfeeIP58+fTtGlTpk+fzpAhQ3T4xIUFBwdz/fp1FixYwJtvvom1tTXt2rUr9oW8B2k47IuHnnYjhBBCiLKRY5OFqGRKc+SjEEIIIf5Vmp+hshxCCCGEEEJUObIcQjyRQkJCWLVqVZFlAwYMYNGiReXSb4MGDfjjjz+KLPv0008JDAzUWV/JcX0wMzHUWXtPCt8RGys6BCGEEFVAlZoJ9vPzIzw8/LH0de7cOVQqFSkpKY+lv6omOjqalJSUQmnSpEl8/vnnZW536tSpeHt7K9fBwcH06NFDud60aRPdunXDwMCAGzdusGbNGo4cOUK3bt0IDQ2VP3MhhBDiCSEzweKJ5ODggIODQ6F8R0dHVCqVzvqZO3eu1tZmp06dYt26dSQkJFCnTh3s7OzYvn17oTwhhBBCVG4yCBbiAaysrLSuz5w5g7Ozs3I0dHF5QgghhKjcqtRyiPtdvXqVoKAgbGxsMDU1pUuXLqSmpmrVSUxMxM/PD1NTU2xsbOjUqZNygMPWrVtp1aoV1tbW2Nra0q1bN86cOVOmWBISElCpVGzbto0mTZpgYmJCu3btyMjIYMuWLXh6emJpaUlAQAA5OTnKfQ+LYcWKFZibm2s916hRo6hXr55WO8X55JNPcHd3x9jYGEdHR1577TWlrKCggJiYGGrXro2JiQmNGzfm66+/1rr/559/plu3blhaWmJhYUHr1q2V+AoKCoiOjuaZZ55BrVbj7e3N1q1blXvvLSdZt24dbdu2xdTUlMaNG7Nv3z6tPpYvX07NmjUxNTWlZ8+eXL58uYTf+l0ffPABjo6OWFhYMHToUG7duqVVfv9yiODgYMaMGUNaWhoqlQpXV9ci8wC+/vprGjVqhImJCba2tnTo0IEbN26UKran3eKduXz0v1uFUkBAQKEUFhZW0eEKIYR4ylTZQXBwcDAHDx5kw4YN7Nu3D41GQ9euXblz5w4AKSkptG/fnvr167Nv3z727NlD9+7dyc/PB+DGjRtERERw8OBBdu7ciZ6eHj179qSgoKDMMU2dOpUFCxawd+9ezp8/T9++fZkzZw5r1qxh06ZNfP/998yfP1+p/7AYgoKC6Nq1K4GBgeTl5bFp0yaWLl3K6tWrMTU1fWAsBw8eZOzYsURHR3P69Gm2bt3Kiy++qJTHxMSwYsUKFi1axM8//8wbb7zBgAED2L17NwB//fUXL774Imq1mh9++IFDhw4xZMgQ8vLygLvLDGJjY/noo484duwYnTp14pVXXin0D5F3332XcePGkZKSQt26dfH391faSEpKYujQoYSGhpKSkkLbtm157733Svx9f/nll0ydOpXp06dz8OBBnJ2d+eSTT4qtP3fuXGXgfuHCBQ4cOFBk3oULF/D392fIkCGcOnWKhIQEevXqVeyJcbm5uWRlZWmlqiArR8O1IlJ6enqhdOnSpYoOVwghxFOmSu0T7Ofnh7e3N6NHj6Zu3bokJiYqv8K+fPkyLi4uxMfH06dPHwICAkhLS2PPnj0lavuff/7B3t6e48eP07BhQ86dO0ft2rU5cuSI1otWRUlISKBt27bs2LGD9u3bA3dnKCMjIzlz5gx16tQB7u6IcO7cOa0Z0wfFAHdnvL28vJSTzMaOHcs777zz0OdZt24dgwcP5s8//8TCwkKrLDc3l2rVqrFjxw58fX2V/GHDhpGTk8OaNWt45513WLt2LadPn1YOy7hfjRo1GD16tFYsTZs25YUXXuDjjz9Wvr+lS5cydOhQAE6ePEmDBg04deoU9erVIyAggMzMTDZt2qS00b9/f7Zu3cq1a9ce+owtWrSgSZMmfPzxx0pe8+bNuXXrlvJyW3BwMNeuXWP9+vUAzJkzhzlz5nDu3Dnlnv/mHT58mOeff55z585Rq1ath8YxdepUoqKiCuVvn9Pxqd4d4qP/3eJaTsn+78fR0ZE1a9aUc0RCCCGedLJP8EOcOnUKAwMDmjVrpuTZ2tri4eHBqVOngH9ngouTmpqKv78/derUwdLSUvk1eFpaWpnj8vLyUj47OjpiamqqDIDv5WVkZJQqBhsbGz777DMWLlzIs88+y4QJE0oUy0svvUStWrWoU6cOAwcOZPXq1coSit9++42cnBxeeuklzM3NlbRixQpluUNKSgqtW7cucgCclZXF33//TcuWLbXyW7ZsqXz/RX0nzs7OAMp3cOrUKa0/Q0BrUP4wj3p/cRo3bkz79u1p1KgRffr0YcmSJcoymqJERkaSmZmppPPnzz9yDE8CS1MV1kUkR0fHQsne3r6iwxVCCPGUkRfjimFiYvLA8u7du1OrVi2WLFlC9erVKSgooGHDhty+fbvMfd4/YFSpVIUGkCqVSmu5RUlj+PHHH9HX1+fChQvcuHGj0MxuUSwsLDh8+DAJCQl8//33TJ48malTp3LgwAGys7OBu9uF1ahRQ+s+tVoNPPz7K6n/fifAIy05eRz09fXZvn07e/fuVZawvPvuuyQlJVG7du1C9dVqtfK9VSUj2hf9zL4jZMZXCCFE+auSM8Genp7k5eWRlJSk5F2+fJnTp09Tv3594O4M5M6dO4u8/17diRMn0r59ezw9PR8401ceShrD3r17mTFjBv/73/8wNzcnNDS0xH0YGBjQoUMHZs6cybFjxzh37hw//PAD9evXR61Wk5aWhpubm1ZycXEB7n5/P/30k7LG+n6WlpZUr16dxMRErfzExETl+y8JT09PrT9DgP379z+2+x9EpVLRsmVLoqKiOHLkCEZGRnz77bc6aVsIIYQQj65KzgS7u7vz6quvMnz4cD799FMsLCyYMGECNWrU4NVXXwXu/oq6UaNGjBo1ipCQEIyMjNi1axd9+vShWrVq2NrasnjxYpydnUlLSyvxMgNdsbGxeWgM169fZ+DAgYwdO5YuXbrwzDPP8MILL9C9e3etnR6KsnHjRn7//XdefPFFbGxs2Lx5MwUFBXh4eGBhYcG4ceN44403KCgooFWrVmRmZpKYmIilpSWDBg0iNDSU+fPn079/fyIjI7GysmL//v00bdoUDw8P3nrrLaZMmcKzzz6Lt7c3cXFxpKSksHr16hJ/B2PHjqVly5Z89NFHvPrqq2zbtq3Y9dJFCQsLIzg4GB8fH1q2bMnq1av5+eeftZaglEVSUhI7d+6kY8eOODg4kJSUxKVLl/D09HykdoUQQgihQ5oqpE2bNpqwsDCNRqPRXLlyRTNw4ECNlZWVxsTERNOpUyfNr7/+qlU/ISFB06JFC41ardZYW1trOnXqpLl69apGo9Fotm/frvH09NSo1WqNl5eXJiEhQQNovv32W41Go9GcPXtWA2iOHDny0Lh27dqlAZS2NRqNJi4uTmNlZaVVb8qUKZrGjRsr1w+LYfDgwZpGjRppbt26pdwTGxurqVatmubPP/98YEw//fSTpk2bNhobGxuNiYmJxsvLS/PFF18o5QUFBZo5c+ZoPDw8NIaGhhp7e3tNp06dNLt371bqHD16VNOxY0eNqampxsLCQtO6dWvNmTNnNBqNRpOfn6+ZOnWqpkaNGhpDQ0NN48aNNVu2bFHuLer7u3r1qgbQ7Nq1S8n77LPPNM8884zGxMRE0717d81HH31U6Ht7kPfff19jZ2enMTc31wwaNEgzfvx4re940KBBmldffVW5nj17tqZWrVpabfw37+TJk5pOnTpp7O3tNWq1WlO3bl3N/PnzSxxTZmamBtBkZmaW+B4hhBBClO5naJXaHUKIJ0Fp3mwVQgghxL9kdwghhBBCCCEeoEquCX7cQkJCWLVqVZFlAwYMYNGiRY85Ivjpp5/o0qVLseX3doAoD//de7e8NGjQgD/++EMrLzc3F41GQ3x8PIGBgQ+8/96+0nPmzCm2jqurK+Hh4YSHh+sgYm274197IvYJbjds08MrCSGEEJWMDIIfg+joaMaNG1dkWUX9utvHx0c5EOJxmzt3brGnp+nS5s2bC+1OMX78eK5fv84rr7yikz4OHDiAmZmZTtoSQgghxOMjg+DHwMHBAQcHh4oOQ4uJiQlubm4V0reVldVj6aeo09osLS0pKCgo0V7JJSGHOAghhBBPJlkTLB7Iz8+PMWPGEB4ejo2NDY6OjixZsoQbN24wePBgLCwscHNzY8uWLQDk5+czdOhQateujYmJCR4eHsydO1erzeDgYHr06KHVx9ixYxk/fjzVqlXDycmJqVOnlii+cePG0a1bN+V6zpw5qFQqra3S3NzcWLp0aZmePy8vj9DQUKysrLCzs2PSpElas9iurq5ayyVUKhVLly6lZ8+emJqa4u7uzoYNG8rUd2UVvz2XBRtuKSkgIEArhYWFVXSIQgghxEPJIFg8VHx8PHZ2diQnJzNmzBhGjhxJnz59aNGiBYcPH6Zjx44MHDiQnJwcCgoKeOaZZ/jqq684efIkkydP5p133uHLL798aB9mZmYkJSUxc+ZMoqOj2b59+0Nja9OmDXv27CE/Px+A3bt3Y2dnR0JCAgB//fUXZ86cwc/Pr8zPbmBgQHJyMnPnzmXWrFkPHVBHRUXRt29fjh07RteuXQkMDOTKlSvF1s/NzSUrK0srVWbXb2rIvIGS0tPTtdKlS5cqOkQhhBDioWQQLB6qcePGTJw4EXd3dyIjIzE2NsbOzo7hw4fj7u7O5MmTuXz5MseOHcPQ0JCoqCh8fHyoXbs2gYGBDB48+KGDYC8vL6ZMmYK7uztBQUH4+PgUe2Lf/Vq3bs3169c5cuQIGo2GH3/8kTfffFMZBCckJFCjRo0yL/1wcXFh9uzZeHh4EBgYyJgxY5g9e/YD7wkODsbf3x83NzemT59OdnY2ycnJxdaPiYnByspKSfdO3RNCCCFE+ZFBsHgoLy8v5bO+vj62trY0atRIyXN0dAQgIyMDgI8//pjnn38ee3t7zM3NWbx4MWlpaSXuA8DZ2Vlp70Gsra1p3LgxCQkJHD9+HCMjI0aMGMGRI0fIzs5m9+7dtGnTpsTP+l/NmzdHpVIp176+vqSmpiozzw97FjMzMywtLR/4LJGRkWRmZirp/PnzZY73cbAwUWFlhpIcHR21kqyTFkII8SSQF+PEQxkaam/TpVKptPLuDRILCgpYu3Yt48aNIzY2Fl9fXywsLPjwww9JSkoqdR8FBQUlis/Pz4+EhATUajVt2rShWrVqeHp6smfPHnbv3s2bb75ZonZ0pbTPolarUavV5R2Wzgx6STvWdsPWVFAkQgghRNnJIFjoVGJiIi1atGDUqFFK3pkzZ8q1zzZt2rBs2TIMDAzo3LkzcHdg/Pnnn/Prr7+WeT0wUGjwvn//ftzd3dHX13+UkIUQQghRwWQ5hNApd3d3Dh48yLZt2/j111+ZNGkSBw4cKNc+X3zxRa5fv87GjRuVAa+fnx+rV6/G2dmZunXrlrnttLQ0IiIiOH36NJ9//jnz58+X3Q+EEEKIp4DMBAudev311zly5Aj9+vVDpVLh7+/PqFGjlC3UyoONjQ2NGjUiPT2devXqAXcHxgUFBY+0HhggKCiImzdv0rRpU/T19QkLC2PEiBG6CFsIIYQQFUileRxHdwkhSiwrKwsrKysyMzMr7ERBIYQQ4klUmp+hshxCCCGEEEJUOTIIFpXa6tWrMTc3LzI1aNCgzO2mpaUV2665uflDt3QTQgghxJNNlkOISu369eukp6cXWWZoaMigQYPw9vbWOrr4fq6uroSHhxMeHq6Vn5eXx7lz54rt19XVFQODilkyf+9XOV/O74Cpie5ieHlo+a3LFkIIISqD0iyHkBfjRKVmYWGBhYVFme8/cOAAZmZmhfINDAzKdIrc/Qdn3PP555/Tv3//QvmJiYm0adOGhg0bkpKSUuq+hBBCCFF+ZBAsnmrlcXpZXFycsh8x3D217r+uXbtGUFAQ7du3L3YmWwghhBAVR9YEiydeXl4eoaGhWFlZYWdnx6RJk7i3ysfV1VVrqYRKpWLp0qX07NkTU1NT3N3d2bBhQ6n6s7a2xsnJSUnGxsaF6oSEhBAQEICvr+8jPdujWLv9Dku/u62kgIAAJclex0IIIao6GQSLJ158fDwGBgYkJyczd+5cZs2axdKlS4utHxUVRd++fTl27Bhdu3YlMDCQK1eulLi/0aNHY2dnR9OmTVm2bBn/XVYfFxfH77//zpQpU0rUXm5uLllZWVpJF7JzNGTdQEnp6elKunTpkk76EEIIIZ5UMggWTzwXFxdmz56Nh4cHgYGBjBkzhtmzZxdbPzg4GH9/f9zc3Jg+fTrZ2dkkJyeXqK/o6Gi+/PJLtm/fTu/evRk1ahTz589XylNTU5kwYQKrVq0q8Yt1MTExWFlZKcnFxaVE9wkhhBCi7GRNsHjiNW/eXOuFNV9fX2JjY8nPzy+yvpeXl/LZzMwMS0tLMjIyStTXpEmTlM9NmjThxo0bfPjhh4wdO5b8/HwCAgKIiooq1VHNkZGRREREKNdZWVk6GQibm6qAf2epTcwdlc/lsVZaCCGEeJLIIFhUOYaGhlrXKpWKgoKCMrXVrFkzpk2bRm5uLjdv3uTgwYMcOXKE0NBQAAoKCtBoNBgYGPD999/Trl27Qm2o1WrUanWZ+n+Q/i9pP+fLQ9fovA8hhBDiSSWDYPHES0pK0rrev38/7u7u6Ovrl3vfKSkp2NjYoFarMTQ05Pjx41rln3zyCT/88ANff/01tWvXLvd4hBBCCFEyMggWT7y0tDQiIiJ4/fXXOXz4MPPnzyc2Nlbn/fzvf/8jPT2d5s2bY2xszPbt25k+fTrjxo0DQE9Pj4YNG2rd4+DggLGxcaF8IYQQQlQsGQSLJ15QUBA3b96kadOm6OvrExYWxogRI3Tej6GhIR9//DFvvPEGGo0GNzc3Zs2axfDhw3XelxBCCCHKlxybLEQlU5ojH4UQQgjxr9L8DJUt0oQQQgghRJUjyyGE+H8hISGsWrWqyLIBAwawaNGixxrP+lW9MDWpHH9FXxu8taJDEEIIIXSqcvyEFZVGcHAw165dY/369RUdymMXHR2tvOT2X5aWloW+Gz8/P7y9vZVjmXNychg4cCDbt2/n+vXrXL16FSMjo0J51tbWj+eBhBBCCFEsGQQLLXPnzi10DHBV4eDggIODQ4nrr1u3TmvP4fj4eH766Sf27t2LnZ0dVlZWLFq0qFCeEEIIISqeDIKFFhmklVy1atW0rs+cOYOnp6fWdmhF5QkhhBCi4smLcU8wPz8/xowZQ3h4ODY2Njg6OrJkyRJu3LjB4MGDsbCwwM3NjS1btgCQn5/P0KFDqV27NiYmJnh4eDB37lytNoODg+nRo4dWH2PHjmX8+PFUq1YNJycnpk6dWuIYVSoVn376Kd26dcPU1BRPT0/27dvHb7/9hp+fH2ZmZrRo0YIzZ85o3ffdd9/x3HPPYWxsTJ06dYiKiiIvL08pnzVrFo0aNcLMzAwXFxdGjRpFdna2Ur58+XKsra3Ztm0bnp6emJub07lzZy5cuFCiuPPz84mIiMDa2hpbW1vGjx9faIbcz8+P8PBw5XNsbCw//vgjKpUKPz+/IvOeFN9uy2PVt3eUFBAQoJXCwsIqOkQhhBDikcgg+AkXHx+PnZ0dycnJjBkzhpEjR9KnTx9atGjB4cOH6dixIwMHDiQnJ4eCggKeeeYZvvrqK06ePMnkyZN55513+PLLLx/ah5mZGUlJScycOZPo6Gi2b99e4hinTZtGUFAQKSkp1KtXj4CAAF5//XUiIyM5ePAgGo1GOWYY4KeffiIoKIiwsDBOnjzJp59+yvLly3n//feVOnp6esybN4+ff/6Z+Ph4fvjhB8aPH6/Vb05ODh999BErV67kxx9/JC0trdg1v/8VGxvL8uXLWbZsGXv27OHKlSt8++23xdZft24dw4cPx9fXlwsXLrBu3boi84qSm5tLVlaWVqpoN3I0XL+BktLT07XSpUuXKjpEIYQQ4pHIIPgJ17hxYyZOnIi7uzuRkZEYGxtjZ2fH8OHDcXd3Z/LkyVy+fJljx45haGhIVFQUPj4+1K5dm8DAQAYPHvzQQbCXlxdTpkzB3d2doKAgfHx82LlzZ4ljHDx4MH379qVu3bq8/fbbnDt3jsDAQDp16oSnpydhYWEkJCQo9aOiopgwYQKDBg2iTp06vPTSS0ybNo1PP/1UqRMeHk7btm1xdXWlXbt2vPfee4We486dOyxatAgfHx+ee+45QkNDSxz3nDlziIyMpFevXnh6erJo0aIHLhWpVq0apqamGBkZ4eTkRLVq1YrMK0pMTAxWVlZKcnFxKVGMQgghhCg7WRP8hPPy8lI+6+vrY2trS6NGjZQ8R0dHADIyMgD4+OOPWbZsGWlpady8eZPbt2/j7e1d4j4AnJ2dlfZKG+O9eP4b461bt8jKysLS0pKjR4+SmJioNfObn5/PrVu3yMnJwdTUlB07dhATE8Mvv/xCVlYWeXl5WuUApqamPPvss6WOOzMzkwsXLtCsWTMlz8DAAB8fn3J5aTAyMpKIiAjlOisrq8IHwmamKuDfZzU1d9Qqt7e3f8wRCSGEELolg+An3P27E8DdNbj356lUKgAKCgpYu3Yt48aNIzY2Fl9fXywsLPjwww9JSkoqdR8FBQVlivFePMXFCJCdnU1UVBS9evUq1JaxsTHnzp2jW7dujBw5kvfff59q1aqxZ88ehg4dyu3bt5VBcFFxV8adL9RqNWq1uqLD0NKzk/b/Nbw2eE0FRSKEEEKUDxkEVyGJiYm0aNGCUaNGKXn/fSGtMnjuuec4ffo0bm5uRZYfOnSIgoICYmNj0dO7u6LnYUs6SsPKygpnZ2eSkpJ48cUXAcjLy+PQoUM899xzOutHCCGEEBVHBsFViLu7OytWrGDbtm3Url2blStXcuDAAWrXrl3RoWmZPHky3bp1o2bNmrz22mvo6elx9OhRTpw4wXvvvYebmxt37txh/vz5dO/encTERJ2f5hYWFsYHH3yAu7s79erVY9asWVy7dk2nfQghhBCi4sgguAp5/fXXOXLkCP369UOlUuHv78+oUaOULdQqi06dOrFx40aio6OZMWMGhoaG1KtXj2HDhgF3XwacNWsWM2bMIDIykhdffJGYmBiCgoJ0FsObb77JhQsXGDRoEHp6egwZMoSePXuSmZmpsz4epseAdVhaWj62/oQQQoiqRKWpjIskhajCsrKysLKyIjMzUwbBQgghRCmU5meobJEmhBBCCCGqHFkOIcps9erVvP7660WW1apVi59//vmR2vfz88Pb25s5c+YUWe7q6kp4eLhyaltpmJubF1u2ZcsWWrduXeo2dW3t6p6YmJTur+jA4G3lFI0QQgjxdJFBsCizV155RWsv3fv9d3uy8nDgwAHMzMzKdG9KSkqhvOjoaA4fPkyHDh3w9PQsVCchIYHZs2eTnJxMVlYW7u7uvPXWWwQGBmrVmzNnDgsXLiQtLQ07Oztee+01YmJiMDY2LlOsQgghhNA9GQSLMrOwsMDCwqLC+n+UAxuK2n7N2tqakSNHkpSUxLFjxwqV7927Fy8vL95++20cHR3ZuHEjQUFBWFlZ0a1bNwDWrFnDhAkTWLZsGS1atODXX38lODgYlUrFrFmzyhyvEEIIIXRLXowTlZafnx8NGzYEYOXKlRgaGjJy5Eiio6NRqVSFlkOoVCqWLFnCpk2b2LZtGzVq1CA2NpZXXnmlVP1OnTqV9evXFzlb/F8vv/wyjo6OLFu2DIDQ0FBOnTqldTzzm2++SVJSEnv27ClR//cW9X/6SbsSLYfYvDWPGzl3P5vfd7Kbvb09c+fOLVGfQgghxNNAXowTT434+HgMDAxITk5m7ty5zJo1i6VLlxZbPyoqir59+3Ls2DG6du1KYGAgV65cKbf4MjMzqVatmnLdokULDh06RHJyMgC///47mzdvpmvXrsW2kZubS1ZWllYqjRs5cOPG3ZSenq6kS5cule2hhBBCiCpABsGiUnNxcWH27Nl4eHgQGBjImDFjmD17drH1g4OD8ff3x83NjenTp5Odna0MSHXtyy+/5MCBAwwePFjJCwgIIDo6mlatWmFoaMizzz6Ln58f77zzTrHtxMTEYGVlpSQXF5dyiVcIIYQQ/5JBsKjUmjdvjkqlUq59fX1JTU0lPz+/yPpeXl7KZzMzMywtLcnIyNB5XLt27WLw4MEsWbKEBg0aKPkJCQlMnz6dTz75hMOHD7Nu3To2bdrEtGnTim0rMjKSzMxMJZ0/f75UsZiZgpnZ3eTo6KikR1kzLYQQQjzt5MU48VT5764UKpWKgoICnfaxe/duunfvzuzZswudUjdp0iQGDhyonG7XqFEjbty4wYgRI3j33XfR0yv87061Wo1arS5zPF07//vXeGDwmjK3I4QQQlQlMhMsKrWkpCSt6/379+Pu7o6+vn6FxJOQkMDLL7/MjBkzGDFiRKHynJycQgPde7HKO6hCCCFE5SEzwaJSS0tLIyIigtdff53Dhw8zf/58YmNjy6Wv3377jezsbC5evMjNmzeV3SHq16+PkZERu3btolu3boSFhdG7d28uXrwIgJGRkfJyXPfu3Zk1axZNmjShWbNm/Pbbb0yaNInu3btX2MBdCCGEEIXJIFhUakFBQdy8eZOmTZuir69PWFhYkTOwujBs2DB2796tXDdp0gSAs2fP4urqSnx8PDk5OcTExBATE6PUa9OmDQkJCQBMnDgRlUrFxIkT+euvv7C3t6d79+68//775RKzEEIIIcpG9gkWopIpzR6HQgghhPiX7BMshBBCCCHEA8ggWFQJISEhmJubF5lCQkIqOjwhhBBCPGayHEJUCRkZGYVOYktKSmLAgAH8+uuvuLu7V1Bkhd37Vc7cRSU7NvlJNDxoW0WHIIQQ4ilUmuUQT+dPWCH+w8HBAQcHB628P//8E0AOlRBCCCGqIFkOIYQQQgghqhwZBAud8vPzY8yYMYSHh2NjY4OjoyNLlizhxo0bDB48GAsLC9zc3NiyZQsA+fn5DB06lNq1a2NiYoKHhwdz585V2rt16xYNGjTQ2hbtzJkzWFhYsGzZsofG88cff9C9e3dsbGwwMzOjQYMGbN68udj633zzDQ0aNECtVuPq6lpoT2JXV1emTZuGv78/ZmZm1KhRg48//lirzrVr1xg2bBj29vZYWlrSrl07jh49WqLv72m0Y0seG77WTgEBAYVSWFhYRYcqhBCiCpFBsNC5+Ph47OzsSE5OZsyYMYwcOZI+ffrQokULDh8+TMeOHRk4cCA5OTkUFBTwzDPP8NVXX3Hy5EkmT57MO++8w5dffgmAsbExq1evJj4+nu+++478/HwGDBjASy+9xJAhQx4ay+jRo8nNzeXHH3/k+PHjzJgxA3Nz8yLrHjp0iL59+9K/f3+OHz/O1KlTmTRpEsuXL9eq9+GHH9K4cWOOHDnChAkTCAsLY/v27Up5nz59yMjIYMuWLRw6dIjnnnuO9u3bc+XKlSL7zc3NJSsrSys9TXJuFE7p6emF0qVLlyo6VCGEEFWIvBgndMrPz4/8/Hx++ukn4O5Mr5WVFb169WLFihUAXLx4EWdnZ/bt20fz5s0LtREaGsrFixf5+uuvlbwPP/yQmTNn0r9/f7755huOHz+Ora3tQ+Px8vKid+/eTJkypVBZQkICbdu25erVq1hbWxMYGMilS5f4/vvvlTrjx49n06ZN/Pzzz8DdmWBPT09lJhugf//+ZGVlsXnzZvbs2cPLL79MRkYGarVaqePm5sb48eOLPOhj6tSpREVFFcp/Wl6M2/B1Hjk3Hl7P0dGRNWvWlH9AQgghnlqyT7CoUF5eXspnfX19bG1tadSokZLn6OgI3N2xAeDjjz/m+eefx97eHnNzcxYvXkxaWppWm2+++SZ169ZlwYIFLFu2rEQDYICxY8fy3nvv0bJlS6ZMmcKxY8eKrXvq1ClatmypldeyZUtSU1PJz89X8nx9fbXq+Pr6curUKQCOHj1KdnY2tra2WtuwnT17ljNnzhTZb2RkJJmZmUo6f/58iZ7tSWFqVjg5OjoWSvKCohBCiMfpyZ9mEpWOoaGh1rVKpdLKU6lUABQUFLB27VrGjRtHbGwsvr6+WFhY8OGHH5KUlKTVRkZGBr/++iv6+vqkpqbSuXPnEsUybNgwOnXqxKZNm/j++++JiYkhNjaWMWPGPOJTFi07OxtnZ2flGOX7WVtbF3mPWq3WmjV+2nToUvj/ZoYHyYyvEEKIiiWDYFGhEhMTadGiBaNGjVLyipoxHTJkCI0aNWLo0KEMHz6cDh064OnpWaI+XFxcCAkJISQkhMjISJYsWVLkINjT05PExMRC8dWtWxd9fX0lb//+/Vp19u/fr8Ty3HPPcfHiRQwMDHB1dS1RfEIIIYR4/GQQLCqUu7s7K1asYNu2bdSuXZuVK1dy4MABateurdT5+OOP2bdvH8eOHcPFxYVNmzYRGBjI/v37MTIyemD74eHhdOnShbp163L16lV27dpV7OD5zTff5IUXXmDatGn069ePffv2sWDBAj755BOteomJicycOZMePXqwfft2vvrqKzZt2gRAhw4d8PX1pUePHsycOZO6devy999/s2nTJnr27ImPj88jfmNCCCGE0AVZEywq1Ouvv06vXr3o168fzZo14/Lly1qzwr/88gtvvfUWn3zyCS4uLgB88skn/PPPP0yaNOmh7efn5zN69Gg8PT3p3LkzdevWLTSovee5557jyy+/ZO3atTRs2JDJkycTHR1NcHCwVr0333yTgwcP0qRJE9577z1mzZpFp06dgLtLPTZv3syLL77I4MGDqVu3Lv379+ePP/5Q1kILIYQQouLJ7hBClIKrqyvh4eGEh4eXWx+lebNVCCGEEP+S3SGEEEIIIYR4AFkTLJ5oXbp0UfYk/q933nmHd9555zFHpDuLvuiJsWnV+ys6NnBbRYcghBCiCqh6P2FFhfPz88Pb25s5c+YUWV6aJQdLly7l5s2bRZZVq1btgfeeO3eO2rVrc+TIEby9vR/a1717hBBCCPHkk0GwqHQOHDiAmZlZierWqFGjnKMRQgghxNNIBsGi0pGTw4QQQghR3uTFOFEh8vLyCA0NxcrKCjs7OyZNmsS9jUpcXV21lkqoVCqWLl1Kz549MTU1xd3dnQ0bNpSon6tXrxIYGIi9vT0mJia4u7sTFxdXbP3du3fTtGlT1Go1zs7OTJgwgby8PKXcz8+P0NDQYmMHyM3NZdy4cdSoUQMzMzOaNWtW5AlyAn7amMf3X2qngICAQiksLKyiQxVCCPGUkUGwqBDx8fEYGBiQnJzM3LlzmTVrFkuXLi22flRUFH379uXYsWN07dqVwMBArly58tB+Jk2axMmTJ9myZQunTp1i4cKF2NnZFVn3r7/+omvXrrzwwgscPXqUhQsX8tlnn/Hee++VKvbQ0FD27dvH2rVrOXbsGH369KFz586kpqYW2W9ubi5ZWVlaqaq4mQM3s7VTenp6oXTp0qWKDlUIIcRTRpZDiArh4uLC7NmzUalUeHh4cPz4cWbPns3w4cOLrB8cHIy/vz8A06dPZ968eSQnJ9O5c+cH9pOWlkaTJk2Uk9oedJTxvQM5FixYgEqlol69evz999+8/fbbTJ48GT09vYfGnpaWRlxcHGlpaVSvXh2AcePGsXXrVuLi4pg+fXqhfmNiYoiKinrodyaEEEII3ZGZYFEhmjdvjkqlUq59fX1JTU0lPz+/yPpeXl7KZzMzMywtLcnIyHhoPyNHjmTt2rV4e3szfvx49u7dW2zdU6dO4evrqxVXy5Ytyc7O5s8//yxR7MePHyc/P5+6detibm6upN27d3PmzJki+42MjCQzM1NJ58+ff+hzPS1MTMHEXDs5OjoWSrJOXAghhK7JTLB4IhgaGmpdq1QqCgoKHnpfly5d+OOPP9i8eTPbt2+nffv2jB49mo8++qhc4szOzkZfX59Dhw6hr6+vVWZubl7kPWq1GrVaXS7xVHatuxX+v6CxgWsqIBIhhBBVjcwEiwqRlJSkdb1//37c3d0LDRx1wd7enkGDBrFq1SrmzJnD4sWLi6zn6enJvn37tF5yS0xMxMLCgmeeeaZEsTdp0oT8/HwyMjJwc3PTSk5OTjp/NiGEEEKUjQyCRYVIS0sjIiKC06dP8/nnnzN//vxy2QFg8uTJfPfdd/z222/8/PPPbNy4EU9PzyLrjho1ivPnzzNmzBh++eUXvvvuO6ZMmUJERISyHvhhsdetW5fAwECCgoJYt24dZ8+eJTk5mZiYGDZt2qTz5xNCCCFE2chyCFEhgoKCuHnzJk2bNkVfX5+wsDBGjBih836MjIyIjIzk3LlzmJiY0Lp1a9auXVtk3Ro1arB582beeustGjduTLVq1Rg6dCgTJ04sVexxcXG89957vPnmm/z111/Y2dnRvHlzunXrVqrYQ/p9i6WlZekfWgghhBAPpdLc/7tfIcQDPezIZ13IysrCysqKzMxMGQQLIYQQpVCan6GyHEIIIYQQQlQ5shxCPNFCQkJYtWpVkWUDBgxg0aJFD529dXV1JTw8nPDw8PILtAxiv+6JsWn5/xWN7L+t3PsQQgghKhsZBIsnWnR0NOPGjSuyrKRLCQ4cOICZmVmJ6pbk+OO0tDRGjhzJrl27MDc3Z9CgQcTExGBgIH/dhBBCiMpCfiqLJ5qDgwMODg6P1IYuD2LIz8/n5ZdfxsnJib1793LhwgWCgoIwNDQs8rQ4IYQQQlQMWRMsqoS8vDxCQ0OxsrLCzs6OSZMmKfsBu7q6ai2VUKlULF26lJ49e2Jqaoq7uzsbNmwoUT/ff/89J0+eZNWqVXh7e9OlSxemTZvGxx9/zO3bt8vj0YQQQghRBjIIFlVCfHw8BgYGJCcnM3fuXGbNmsXSpUuLrR8VFUXfvn05duwYXbt2JTAwkCtXrjy0n3379tGoUSMcHR2VvE6dOpGVlcXPP/+sk2d5FAc25LHnc+0UEBCgpPLYq1kIIYSojGQ5hKgSXFxcmD17NiqVCg8PD44fP87s2bMZPnx4kfWDg4Px9/cHYPr06cybN4/k5GQ6d+78wH4uXryoNQAGlOuLFy8WeU9ubi65ubnKdVZWVomfq7Ryb8CtbO28W9np5dafEEIIUVnJTLCoEpo3b45KpVKufX19SU1NJT8/v8j6Xl5eymczMzMsLS3JyMgol9hiYmKwsrJSkouLS7n0I4QQQoh/ySBYiCIYGhpqXatUKgoKCh56n5OTE+np2jOr966dnJyKvCcyMpLMzEwlnT9/voxRP5zaDIzNtZOjo6OSdPmSoBBCCFGZyXIIUSUkJSVpXe/fvx93d3f09fV12o+vry/vv/8+GRkZyq4V27dvx9LSkvr16xd5j1qtRq1W6zSO4rzwSuG/8pH91zyWvoUQQojKRGaCRZWQlpZGREQEp0+f5vPPP2f+/Pnl8hJYx44dqV+/PgMHDuTo0aNs27aNiRMnMnr06Mc20BVCCCHEw8lMsKgSgoKCuHnzJk2bNkVfX5+wsDBGjBih83709fXZuHEjI0eOxNfXFzMzMwYNGkR0dLTO+xJCCCFE2ak09zZLFUJUCllZWVhZWZGZmVniU++EEEIIUbqfobIcQgghhBBCVDkyCBaiFEJCQjA3Ny8yhYSEVHR4QgghhCghWQ4hRClkZGQUe5iFpaWlsiPEo7j3q5zw5e1Rm1auZfsf9Nla0SEIIYQQxSrNcojK9RNWiEooODiYa9eusX79ehwcHHQy0BVCCCFExZLlEELoyJ07dyo6BCGEEEKUkAyCRYW7dOkSTk5OTJ8+Xcnbu3cvRkZG7Ny586H3/+9//+OFF17A2NgYOzs7evbsqZTl5uYybtw4atSogZmZGc2aNSMhIUEpX758OdbW1mzbtg1PT0/Mzc3p3LkzFy5cAGDq1KnEx8fz3XffoVKpUKlUJCQkcO7cOVQqFV988QVt2rTB2NiY1atXA7B06VI8PT0xNjamXr16fPLJJzr6ph6vU+vzOLrqjlYKCAjQSuWx17IQQgjxOMhyCFHh7O3tWbZsGT169KBjx454eHgwcOBAQkNDad++/QPv3bRpEz179uTdd99lxYoV3L59m82bNyvloaGhnDx5krVr11K9enW+/fZbOnfuzPHjx3F3dwcgJyeHjz76iJUrV6Knp8eAAQMYN24cq1evZty4cZw6dYqsrCzi4uIAqFatGn///TcAEyZMIDY2liZNmigD4cmTJ7NgwQKaNGnCkSNHGD58uLJfcFFyc3PJzc1Vrotbc/y43c7WcDtbOy89O73oykIIIcQTRgbBolLo2rUrw4cPJzAwEB8fH8zMzIiJiXnofe+//z79+/cnKipKyWvcuDFw95S4uLg40tLSqF69OgDjxo1j69atxMXFKTPPd+7cYdGiRTz77LPA3YHzvcMtzM3NMTExITc3Fycnp0L9h4eH06tXL+V6ypQpxMbGKnm1a9fm5MmTfPrpp8UOgmNiYrTiF0IIIUT5k0GwqDQ++ugjGjZsyFdffcWhQ4dKdMxwSkoKw4cPL7Ls+PHj5OfnU7duXa383NxcbG1tlWtTU1NlAAzg7OxMRkZGiWL28fFRPt+4cYMzZ84wdOhQrZjy8vKwsrIqto3IyEgiIiKU66ysLFxcXErUf3kyMlcB2pvH2Jg5al3b29s/xoiEEEII3ZFBsKg0zpw5w99//01BQQHnzp2jUaNGD73HxMSk2LLs7Gz09fU5dOgQ+vr6WmXm5ubKZ0NDQ60ylUpFSXcONDMz0+oPYMmSJTRr1kyr3n/7v59arS7RgP9x8+xR+P8ePuizpgIiEUIIIXRPBsGiUrh9+zYDBgygX79+eHh4MGzYMI4fP/7Q7ci8vLzYuXMngwcPLlTWpEkT8vPzycjIoHXr1mWOzcjIiPz8/IfWc3R0pHr16vz+++8EBgaWuT8hhBBClD8ZBItK4d133yUzM5N58+Zhbm7O5s2bGTJkCBs3bnzgfVOmTKF9+/Y8++yz9O/fn7y8PDZv3szbb79N3bp1CQwMJCgoSHl57dKlS+zcuRMvLy9efvnlEsXm6urKtm3bOH36NLa2tg9c2hAVFcXYsWOxsrKic+fO5ObmcvDgQa5evaq15EEIIYQQFUu2SBMVLiEhgTlz5rBy5UosLS3R09Nj5cqV/PTTTyxcuPCB9/r5+fHVV1+xYcMGvL29adeuHcnJyUp5XFwcQUFBvPnmm3h4eNCjRw8OHDhAzZo1Sxzf8OHD8fDwwMfHB3t7exITE4utO2zYMJYuXUpcXByNGjWiTZs2LF++nNq1a5e4PyGEEEKUPzk2WYhKpjRHPgohhBDiX6X5GSozwUIIIYQQosqRNcGiUmvQoAF//PFHkWWffvrpU/0C2sj/9cLI9NH+isb13KqjaIQQQoiniwyCRaXl5+dHs2bN+O6774osb9++PZcuXSI8PPzxBiaEEEKIJ54shxCVmqWlJW5ubkWmgwcPMmLECJ31NXbsWJ5//nnUajXe3t5F1jl27BitW7fG2NgYFxcXZs6cqVW+bt06fHx8sLa2xszMDG9vb1auXKmzGIUQQgihGzITLJ5Y5XFa2ZAhQ0hKSuLYsWOFyrKysujYsSMdOnRg0aJFHD9+nCFDhmBtba0MxqtVq8a7775LvXr1MDIyYuPGjQwePBgHBwc6deqk83iFEEIIUTYyEywqtby8PEJDQ7GyssLOzo5JkyYpp7m5uroyZ84cpa5KpWLp0qX07NkTU1NT3N3d2bBhQ4n7mjdvHqNHj6ZOnTpFlq9evZrbt2+zbNkyGjRoQP/+/Rk7diyzZs1S6vj5+dGzZ088PT159tlnCQsLw8vLiz179pTtCyiD9G/y+Cv+Dn/F3yEgIEBJYWFhjy0GIYQQorKTQbCo1OLj4zEwMCA5OZm5c+cya9Ysli5dWmz9qKgo+vbty7Fjx+jatSuBgYFcuXJFJ7Hs27ePF198ESMjIyWvU6dOnD59mqtXrxaqr9Fo2LlzJ6dPn+bFF18stt3c3FyysrK00qPIy9aQfx3yr0N6erqSLl269EjtCiGEEE8TGQSLSs3FxYXZs2fj4eFBYGAgY8aMYfbs2cXWDw4Oxt/fHzc3N6ZPn052drbW4RmP4uLFizg6Omrl3bu+ePGikpeZmYm5uTlGRka8/PLLzJ8/n5deeqnYdmNiYrCyslKSi4uLTuIVQgghRPFkECwqtebNm6NSqZRrX19fUlNTyc/PL7K+l5eX8tnMzAxLS0syMjLKPc77WVhYkJKSwoEDB3j//feJiIggISGh2PqRkZFkZmYq6fz584/Uv4G5Cn0L0Le4O0i/l8pjDbUQQgjxpJIX48RTxdDQUOtapVJRUFCgk7adnJxIT0/Xyrt37eTkpOTp6enh5uYGgLe3N6dOnSImJgY/P78i21Wr1ajVap3ECODY+9+/1nE91+isXSGEEOJpIjPBolJLSkrSut6/fz/u7u7o6+s/9lh8fX358ccfuXPnjpK3fft2PDw8sLGxKfa+goICcnNzH0eIQgghhCghGQSLSi0tLY2IiAhOnz7N559/zvz588ttl4PffvuNlJQULl68yM2bN0lJSSElJYXbt28DEBAQgJGREUOHDuXnn3/miy++YO7cuURERChtxMTEsH37dn7//XdOnTpFbGwsK1euZMCAAeUSsxBCCCHKRpZDiEotKCiImzdv0rRpU/T19QkLC9PpARn3GzZsGLt371aumzRpAsDZs2dxdXXFysqK77//ntGjR/P8889jZ2fH5MmTteK5ceMGo0aN4s8//8TExIR69eqxatUq+vXrV+p4FnZfh6Wl5aM/mBBCCCEKUWnubboqhKgUsrKysLKyIjMzUwbBQgghRCmU5meoLIcQQgghhBBVjiyHEFVCSEgIq1atKrJswIABLFq06DFH9HC9Nw3HwNTo4RUfoy2vrqzoEIQQQgidkJlgUWmpVCrWr1+vk7aio6OVF93+m6Kjo0lISEClUnHt2rVi21i+fDnW1taPNW4hhBBClA+ZCRZa/Pz88Pb2Zs6cORUdChcuXFC2Hjt37hy1a9fmyJEjeHt7l7otBwcHHBwcii23trbmwoULWFlZlbjNqVOnsn79elJSUkodjxBCCCEqlgyCRaloNBry8/MxMCj//3TuP4CivBkZGT3W/oQQQghRsWQ5hFAEBweze/du5s6di0qlQqVSsXz5clQqFVu2bOH5559HrVazZ88ezpw5w6uvvoqjoyPm5ua88MIL7NixQ6s9V1dXpk+fzpAhQ7CwsKBmzZosXrxYKb99+zahoaE4OztjbGxMrVq1iImJUcrvX1ZQu3Zt4O62ZSqVqtjT1+45ceIEenp6XLp0CYArV66gp6dH//79lTrvvfcerVq1AihyOcTy5cupWbMmpqam9OzZk8uXL2uVRUVFcfToUa3v6p5//vmHnj17Ympqiru7Oxs2bHj4H0Alc+erf7gdl66VAgICtFJ57dkshBBClDcZBAvF3Llz8fX1Zfjw4Vy4cIELFy7g4uICwIQJE/jggw84deoUXl5eZGdn07VrV3bu3MmRI0fo3Lkz3bt3Jy0tTavN2NhYfHx8OHLkCKNGjWLkyJGcPn0agHnz5rFhwwa+/PJLTp8+zerVq3F1dS0ytuTkZAB27NjBhQsXWLdu3QOfpUGDBtja2ir7/v70009a1wC7d+8udjCdlJTE0KFDCQ0NJSUlhbZt2/Lee+8p5f369ePNN9+kQYMGynd1/17AUVFR9O3bl2PHjtG1a1cCAwO5cuVKkX3l5uaSlZWllSoDTXY+XNdO6enpWunePzKEEEKIJ40MgoXCysoKIyMjTE1NcXJywsnJSTmeODo6mpdeeolnn32WatWq0bhxY15//XUaNmyIu7s706ZN49lnny0049m1a1dGjRqFm5sbb7/9NnZ2duzatQu4exqcu7s7rVq1olatWrRq1Qp/f/8iY7O3twfA1tYWJycnqlWr9sBnUalUvPjiiyQkJAB3Z3oHDx5Mbm4uv/zyC3fu3GHv3r20adOmyPvnzp1L586dGT9+PHXr1mXs2LF06tRJKTcxMcHc3BwDAwPluzIxMVHKg4OD8ff3x83NjenTp5Odna0M5P8rJiYGKysrJd37h4cQQgghyo8MgkWJ+Pj4aF1nZ2czbtw4PD09sba2xtzcnFOnThWaCfby8lI+q1QqnJycyMjIAO4OFFNSUvDw8GDs2LF8//33Oo25TZs2yiB49+7dtGvXThkYHzhwgDt37tCyZcsi7z116hTNmjXTyvP19S1x3/c/t5mZGZaWlspz/1dkZCSZmZlKOn/+fIn7KU8qc32w0E6Ojo5a6d4/ToQQQognjbwYJ0rEzMxM63rcuHFs376djz76CDc3N0xMTHjttde4ffu2Vj1DQ0Ota5VKRUFBAQDPPfccZ8+eZcuWLezYsYO+ffvSoUMHvv76a53E7OfnR3h4OKmpqZw8eZJWrVrxyy+/kJCQwNWrV/Hx8cHU1FQnff3Xg577v9RqNWq1ulzieBSGfewK5a2RfYKFEEI8JWQQLLQYGRmRn5//0HqJiYkEBwfTs2dP4O7M8Llz50rdn6WlJf369aNfv3689tprdO7cmStXrhRa7mBkdPfQiJLEdk+jRo2wsbHhvffew9vbG3Nzc/z8/JgxYwZXr1594Mt1np6eJCUlaeXt37+/UEyliUcIIYQQlYcshxBaXF1dSUpK4ty5c/zzzz/Fzl66u7uzbt06UlJSOHr0KAEBAcXWLc6sWbP4/PPP+eWXX/j111/56quvcHJyKvJACgcHB0xMTNi6dSvp6elkZmY+tP1764JXr16tDHi9vLzIzc1l586dxa4HBhg7dixbt27lo48+IjU1lQULFrB161atOq6urpw9e5aUlBT++ecfcnNzS/X8QgghhKg4MhMstIwbN45BgwZRv359bt68SVxcXJH1Zs2axZAhQ2jRogV2dna8/fbbpd7VwMLCgpkzZ5Kamoq+vj4vvPACmzdvRk+v8L/NDAwMmDdvHtHR0UyePJnWrVsr630fpE2bNqxfv14ZBOvp6fHiiy+yadOmYtcDAzRv3pwlS5YwZcoUJk+eTIcOHZg4cSLTpk1T6vTu3Zt169bRtm1brl27RlxcHMHBwaX6Dh7km5eXYGlpqbP2hBBCCPEvlUaj0VR0EEKIf2VlZWFlZUVmZqYMgoUQQohSKM3PUFkOIYQQQgghqhxZDiGeWObm5ty8eRM9Pb1Cuyts2bKF1q1b4+rqSnh4OOHh4RUT5CPovXEihqaPvmvE5h4f6iAaIYQQ4ukiM8HiiZWSkoKPjw+BgYGkpKRopXv7Gh84cIARI0bopL97R0gXle7fA/jjjz/G09MTExMTPDw8WLFihU76F0IIIYTuyEyweGLd25/Y2toaNze3Iuvo8jCHfv360blzZ6284OBgbt26hYODAwALFy4kMjKSJUuW8MILL5CcnMzw4cOxsbGhe/fuOotFCCGEEI9GZoLFEy8vL4/Q0FCsrKyws7Nj0qRJ3Hvf09XVlTlz5ih1VSoVS5cupWfPnpiamuLu7l7oqOfimJiYKEck3ztS+ocffmDo0KFKnZUrV/L666/Tr18/6tSpQ//+/RkxYgQzZszQ6TM/zO2vT5O7/AS5y08QEBCgpLCwsMcahxBCCFFZySBYPPHi4+MxMDAgOTmZuXPnMmvWLJYuXVps/aioKPr27cuxY8fo2rUrgYGBXLlypdT9rlixAlNTU1577TUlLzc3F2NjY616JiYmJCcnc+fOnSLbyc3NJSsrSys9Kk32Hbh+G67fJj09XUmXLl165LaFEEKIp4EMgsUTz8XFhdmzZ+Ph4UFgYCBjxoxh9uzZxdYPDg7G398fNzc3pk+fTnZ2NsnJyaXu97PPPiMgIAATExMlr1OnTixdupRDhw6h0Wg4ePAgS5cu5c6dO/zzzz9FthMTE4OVlZWSXFxcSh2LEEIIIUpHBsHiide8eXNUKpVy7evrS2pqarFHGnt5eSmfzczMsLS01HqxrST27dvHqVOntJZCAEyaNIkuXbrQvHlzDA0NefXVVxk0aBBAkYeAAERGRpKZmamk8+fPlyqWoqjMDcHCCCyMcHR0VJIu10gLIYQQTzJ5MU5UOYaGhlrXKpWq1Ec+L126FG9vb55//nmtfBMTE5YtW8ann35Keno6zs7OLF68GAsLi2IHoGq1utAWb4/K6DUP5fMa2SJNCCGEKERmgsUTLykpSet6//79uLu7o6+vXy79ZWdn8+WXXxaaBb6foaEhzzzzDPr6+qxdu5Zu3boVOxMshBBCiMdPZoLFEy8tLY2IiAhef/11Dh8+zPz584mNjS23/r744gvy8vIYMGBAobJff/2V5ORkmjVrxtWrV5k1axYnTpwgPj6+3OIRQgghROnJIFg88YKCgrh58yZNmzZFX1+fsLAwnR2QUZTPPvuMXr16YW1tXagsPz+f2NhYTp8+jaGhIW3btmXv3r24urqWWzxCCCGEKD2V5t6GqkKISiErKwsrKysyMzOxtLSs6HCEEEKIJ0ZpfobKIkUhhBBCCFHlyHIIIf5fSEgIq1atKrJswIABLFq06LHG0/t/MzE0NX54xfts7jmxnKIRQgghni4yEyyqpF9++YXmzZtjbGyMt7c3AAMHDsTNzY07d+7g4uJCSkqKkqKjoys2YCGEEELolMwEiyppypQpmJmZcfr0aczNzQGYN28etra2/Prrr5ibm2Nra/tIfUydOpX169eTkpKig4iFEEIIoUsyCBbl7vbt2xgZGVV0GFrOnDnDyy+/TK1atR6YJ4QQQoinkyyHEDrn5+dHaGgo4eHh2NnZoVarUalUbNu2jSZNmmBiYkK7du3IyMhgy5YteHp6YmlpSUBAADk5OUo7X3/9NY0aNcLExARbW1s6dOjAjRs3Htp/QUEB0dHRPPPMM6jVary9vdm6datSrlKpOHToENHR0ahUKqZOnVpk3u3btwkNDcXZ2RljY2Nq1apFTEyM0s61a9cYNmwY9vb2WFpa0q5dO44ePQrA8uXLiYqK4ujRo6hUKlQqFcuXL9fdl3yf298cJjd+H7nx+wgICFBSWFhYufQnhBBCPA1kJliUi/j4eEaOHEliYiIJCQmEhIQwdepUFixYgKmpKX379qVv376o1WrWrFlDdnY2PXv2ZP78+bz99ttcuHABf39/Zs6cSc+ePbl+/To//fQTJdnRb+7cucTGxvLpp5/SpEkTli1bxiuvvMLPP/+Mu7s7Fy5coEOHDnTu3Jlx48Zhbm5OSEhIobx58+axYcMGvvzyS2rWrMn58+c5f/680k+fPn0wMTFhy5YtWFlZ8emnn9K+fXt+/fVX+vXrx4kTJ9i6dSs7duwAwMrKqsh4c3Nzyc3NVa6zsrJK9V1rsnPh+i0A0v//f4UQQgjxYDIIFuXC3d2dmTNnAnDhwgUA3nvvPVq2bAnA0KFDiYyM5MyZM9SpUweA1157jV27dimD4Ly8PHr16qUsT2jUqFGJ+v7oo494++236d+/PwAzZsxg165dzJkzh48//hgnJycMDAwwNzfHyckJAHNz80J5aWlpuLu706pVK1QqldYyiT179pCcnExGRgZqtVrpd/369Xz99deMGDFCafNee8WJiYkhKiqqRM8mhBBCCN2Q5RCiXDz//POF8ry8vJTPjo6OmJqaKgPge3kZGRkANG7cmPbt29OoUSP69OnDkiVLuHr16kP7zcrK4u+//1YG2/e0bNmSU6dOleoZgoODSUlJwcPDg7Fjx/L9998rZUePHiU7OxtbW1vMzc2VdPbsWc6cOVOqfiIjI8nMzFTS/bPNJaEyV4OFMVgY4+joqCR7e/tStSOEEEJUJTITLMqFmZlZoTxDQ0Pls0ql0rq+l1dQUACAvr4+27dvZ+/evXz//ffMnz+fd999l6SkJGrXrl2+wf+/5557jrNnz7JlyxZ27NhB37596dChA19//TXZ2dk4OzuTkJBQ6L6ijlN+ELVarcwml4VR7+eUz2tkn2AhhBCiRGQmWFRaKpWKli1bEhUVxZEjRzAyMuLbb7994D2WlpZUr16dxMRErfzExETq169f6hgsLS3p168fS5Ys4YsvvuCbb77hypUrPPfcc1y8eBEDAwPc3Ny0kp2dHQBGRkbk5+eXuk8hhBBClD+ZCRaVUlJSEjt37qRjx444ODiQlJTEpUuX8PT0fOi9b731FlOmTOHZZ5/F29ubuLg4UlJSWL16dalimDVrFs7OzjRp0gQ9PT2++uornJycsLa2pkOHDvj6+tKjRw9mzpxJ3bp1+fvvv9m0aRM9e/bEx8cHV1dXzp49S0pKCs888wwWFhaPNOMrhBBCCN2RQbColCwtLfnxxx+ZM2cOWVlZ1KpVi9jYWLp06fLQe8eOHUtmZiZvvvkmGRkZ1K9fnw0bNuDu7l6qGCwsLJg5cyapqano6+vzwgsvsHnzZvT07v4CZfPmzbz77rsMHjyYS5cu4eTkxIsvvoijoyMAvXv3Zt26dbRt25Zr164RFxdHcHBwifv/pvt4LC0tSxWzEEIIIUpGpSnJnlNCiMcmKysLKysrMjMzZRAshBBClEJpfobKmmAhhBBCCFHlyHII8cQxNzcvtmzLli20bt36MUZTfl7bsABDU+OKDqNCbOoVUdEhCCGEeMrJILiK8PPzw9vbmzlz5lR0KI8sJSWl2LIaNWrotC+VSsW3335Ljx49dNquEEIIISqWDIJFiSQkJNC2bVuuXr1a6n1wdc3NzU3nbU6dOpX169cXGmBfuHABGxsbnfcnhBBCiIola4LFE+P27dtF5t+5c6fc+nRycpJtzYQQQoinkAyCq5C8vDxCQ0OxsrLCzs6OSZMmcW9zkJUrV+Lj44OFhQVOTk4EBAQoRxifO3eOtm3bAmBjY4NKpSrRVl8FBQXMnDkTNzc31Go1NWvW5P3331fKjx8/Trt27TAxMcHW1pYRI0aQnZ2tlAcHB9OjRw/ef/99qlevjoeHB+fOnUOlUvHFF1/Qpk0bjI2Nlf1/ly5diqenJ8bGxtSrV49PPvlEK54///wTf39/qlWrhpmZGT4+PiQlJbF8+XKioqI4evQoKpUKlUrF8uXLgbvLIdavX1/qmD/66COcnZ2xtbVl9OjR5TpQf9LlrtvLrRU/aKWAgIBCKSwsrKJDFUII8RSR5RBVSHx8PEOHDiU5OZmDBw8yYsQIatasyfDhw7lz5w7Tpk3Dw8ODjIwMIiIiCA4OZvPmzbi4uPDNN9/Qu3dvTp8+jaWlJSYmJg/tLzIykiVLljB79mxatWrFhQsX+OWXXwC4ceMGnTp1wtfXlwMHDpCRkcGwYcMIDQ1VBqAAO3fuxNLSku3bt2u1PWHCBGJjY2nSpIkyEJ48eTILFiygSZMmHDlyhOHDh2NmZsagQYPIzs6mTZs21KhRgw0bNuDk5MThw4cpKCigX79+nDhxgq1bt7Jjxw4ArKysCj1PSWPetWsXzs7O7Nq1i99++41+/frh7e3N8OHDi/yecnNzyc3NVa6zsrIe+t0+TTTZt+D6Ta289P9cCyGEELomg+AqxMXFhdmzZ6NSqfDw8OD48ePMnj2b4cOHM2TIEKVenTp1mDdvHi+88ALZ2dmYm5tTrVo1ABwcHEq0Jvj69evMnTuXBQsWMGjQIACeffZZWrVqBcCaNWu4desWK1aswMzMDIAFCxbQvXt3ZsyYoRw4YWZmxtKlSzEyMgLuzkoDhIeH06tXL6W/KVOmEBsbq+TVrl2bkydP8umnnzJo0CDWrFnDpUuXOHDggPIs968tNjc3x8DAACcnp2KfqaQx29jYsGDBAvT19alXrx4vv/wyO3fuLHYQHBMTQ1RU1EO/UyGEEELojiyHqEKaN2+OSqVSrn19fUlNTSU/P59Dhw7RvXt3atasiYWFBW3atAEgLS2tTH2dOnWK3Nxc2rdvX2x548aNlcEkQMuWLSkoKOD06dNKXqNGjZQB8P18fHyUzzdu3ODMmTMMHToUc3NzJb333nucOXMGuLujRJMmTZQBcFmfqSQxN2jQAH19feXa2dlZWVpSlMjISDIzM5V0/vz5Msf4JFKZG4OFiVZydHQslOzt7Ss6VCGEEE8RmQkW3Lp1i06dOtGpUydWr16Nvb09aWlpdOrUqdiX0R6mJMslSuL+AWdx+ffW5C5ZsoRmzZpp1bs3GNVVPCVhaGioda1SqSgoKCi2vlqtrtIv36l7tSiUt0b2CRZCCFHOZCa4CklKStK63r9/P+7u7vzyyy9cvnyZDz74gNatW1OvXr1CM5f3ZmPz8/NL1Je7uzsmJibs3LmzyHJPT0+OHj3KjRs3lLzExET09PTw8PAozWPh6OhI9erV+f3333Fzc9NKtWvXBsDLy4uUlBSuXLlSZBtGRkYPfTZdxiyEEEKIiiWD4CokLS2NiIgITp8+zeeff878+fMJCwujZs2aGBkZMX/+fH7//Xc2bNjAtGnTtO6tVasWKpWKjRs3cunSJa0dEYpibGzM22+/zfjx41mxYgVnzpxh//79fPbZZwAEBgZibGzMoEGDOHHiBLt27WLMmDEMHDhQWVtbGlFRUcTExDBv3jx+/fVXjh8/TlxcHLNmzQLA398fJycnevToQWJiIr///jvffPMN+/btA8DV1ZWzZ8+SkpLCP//8o/Wi2j26jlkIIYQQFUgjqoQ2bdpoRo0apQkJCdFYWlpqbGxsNO+8846moKBAo9FoNGvWrNG4urpq1Gq1xtfXV7NhwwYNoDly5IjSRnR0tMbJyUmjUqk0gwYNemif+fn5mvfee09Tq1YtjaGhoaZmzZqa6dOnK+XHjh3TtG3bVmNsbKypVq2aZvjw4Zrr168r5YMGDdK8+uqrWm2ePXu2UFz3rF69WuPt7a0xMjLS2NjYaF588UXNunXrlPJz585pevfurbG0tNSYmppqfHx8NElJSRqNRqO5deuWpnfv3hpra2sNoImLi9NoNBoNoPn2228fKeawsDBNmzZtHvp93ZOZmakBNJmZmSW+RwghhBCl+xmq0mj+f6NYIUSlkJWVhZWVFZmZmVhaWlZ0OEIIIcQTozQ/Q2U5hBBCCCGEqHJkdwhRJmlpadSvX7/Y8pMnT1KzZs1H6sPPzw9vb2/mzJlTZLmrqyvh4eGEh4c/Uj+V1WsblmBo+vh2tbjfpl6jKqRfIYQQ4nGRmWBRJtWrVyclJaXYVL169XKP4cCBA4wYMUInbR09ehR/f39cXFwwMTHB09OTuXPnatUJDg5WjlW+PzVo0ECp4+rqWmSd0aNH6yROIYQQQuiGzASLMjEwMNA6ca0i6PLwhEOHDuHg4MCqVatwcXFh7969jBgxAn19fUJDQwGYO3cuH3zwgXJPXl4ejRs3pk+fPkregQMHtLZaO3HiBC+99JJWHSGEEEJUPHkxTlRafn5+NGzYEICVK1diaGjIyJEjiY6ORqVSFVoOoVKpWLJkCZs2bWLbtm3UqFGD2NhYXnnllTL1P3r0aE6dOsUPP/xQZPn69evp1asXZ8+epVatWkXWCQ8PZ+PGjaSmpmqd1vcg9xb1v7Tyo8e2HCJ3XQKa7JvKtaOphfLZ3t6+0Ky4EEIIURnJi3HiqREfH4+BgQHJycnMnTuXWbNmsXTp0mLrR0VF0bdvX44dO0bXrl0JDAws9oCMh8nMzHzgMcufffYZHTp0KHYAfPv2bVatWsWQIUMeOADOzc0lKytLKz1umuybcD1HSenp6Uq6dOnSY49HCCGEKG8yCBaVmouLC7Nnz8bDw4PAwEDGjBnD7Nmzi60fHByMv78/bm5uTJ8+nezsbJKTk0vd7969e/niiy+KXXP8999/s2XLFoYNG1ZsG+vXr+fatWsEBwc/sK+YmBisrKyU5OLiUup4hRBCCFE6MggWlVrz5s21ZlF9fX1JTU0t9ohjLy8v5bOZmRmWlpaFjoB+mBMnTvDqq68yZcoUOnbsWGSd+Ph4rK2t6dGjR7HtfPbZZ3Tp0uWhLwlGRkaSmZmppPPnz5cqXl1QmZuAhamSHB0dlaTLtddCCCFEZSEvxomniqGhoda1SqWioKCgxPefPHmS9u3bM2LECCZOnFhkHY1Gw7Jlyxg4cCBGRkZF1vnjjz/YsWMH69ate2ifarUatVpd4hjLg7qXn9b1GtkiTQghxFNOZoJFpZaUlKR1vX//ftzd3dHX19d5Xz///DNt27Zl0KBBvP/++8XW2717N7/99htDhw4ttk5cXBwODg68/PLLOo9TCCGEEI9OBsGiUktLSyMiIoLTp0/z+eefM3/+fMLCwnTez4kTJ2jbti0dO3YkIiKCixcvcvHixSJfCvvss89o1qyZsnPFfxUUFBAXF8egQYMwMJBftgghhBCVUZkHwStXrqRly5ZUr16dP/74A4A5c+bw3Xff6Sw4IYKCgrh58yZNmzZl9OjRhIWF6eyAjPt9/fXXXLp0iVWrVuHs7KykF154QateZmYm33zzzQNngXfs2EFaWhpDhgzReZxCCCGE0I0y7RO8cOFCJk+eTHh4OO+//z4nTpygTp06LF++nPj4eHbt2lUesQpRJZRmj0MhhBBC/Kvc9wmeP38+S5Ys4d1339Vam+nj48Px48fL0qQQQgghhBCPTZkGwWfPnqVJkyaF8tVqNTdu3HjkoITQtZCQEMzNzYtMISEhFR2eEEIIIR6zMr21U7t2bVJSUgqdlLV161Y8PT11EpgQuhQdHc24ceOKLKusSw5e+y7+sR2b/Kg29S7+0BAhhBCiMirTTHBERASjR4/miy++QKPRkJyczPvvv09kZCTjx4/XdYxCPDIHBwfc3NyKTA4ODsDd0+ZUKhUqlQojIyPc3NyIjo4mLy8PuLs/8OLFi2nWrBnm5uZYW1vj4+PDnDlzyMnJAWDJkiW0bt0aGxsbbGxs6NChQ5lOrBNCCCFE+SrTTPCwYcMwMTFh4sSJ5OTkEBAQQPXq1Zk7dy79+/fXdYxCPDadO3cmLi6O3NxcNm/ezOjRozE0NCQyMpKBAweybt06Jk6cyIIFC7C3t+fo0aPMmTMHV1dXevToQUJCAv7+/rRo0QJjY2NmzJhBx44d+fnnn6lRo0ZFP54QQggh/l+pd4fIy8tjzZo1dOrUCUdHR3JycsjOzlZm04R4UgUHB3Pt2jXWr1+v5HXs2JHr16/zxhtv0K9fP9avX8+rr76qdZ9Go1HeRv2v/Px8bGxsWLBgAUFBQSWK415bL62YVymXQ+Su247mxk2tPEdTc61re3t75s6d+zjDEkIIIUq1O0SpZ4INDAwICQnh1KlTAJiammJqalq2SIWo5ExMTLh8+TKrV6/Gw8Oj0AAY7h7NXNQAGCAnJ4c7d+5QrVq1YvvIzc0lNzdXuc7Kynr0wMuR5sZNuK79Amz6dXkhVgghxJOlTGuCmzZtypEjR3QdixCVhkajYceOHWzbto127dqRmpqKh4dHqdt5++23qV69Oh06dCi2TkxMDFZWVkpycXF5lNCFEEIIUQJlWhM8atQo3nzzTf7880+ef/55zMzMtMq9vLx0EpwQj9vGjRsxNzfnzp07FBQUEBAQwNSpU9m4cWOp2/rggw9Yu3YtCQkJGBsbF1svMjKSiIgI5TorK6tSD4RVZib8dw1VUcshhBBCiMqsTIPgey+/jR07VslTqVRoNBpUKhX5+fm6iU6Ix6xt27YsXLgQIyMjqlevjoHB3b8idevW5ZdffilxOx999BEffPABO3bseOg/CtVqNWq1+pHifpzUvV4qlLdGtkgTQgjxhCnTIPjs2bO6jkOISsHMzAw3N7dC+QEBAfTv35/vvvvuoS/GzZw5k/fff59t27bh4+PzWOIWQgghROmUaRD830MyhHja9e3bl2+//RZ/f38mTpxIx44dsbe35/jx48yePZsxY8bQo0cPZsyYweTJk1mzZg2urq5cvHgRQDmdTgghhBCVQ5kGwStWrHhgeUm3ghLiSaFSqVizZg2LFy9m2bJlvP/++xgYGODu7k5QUBCdOnUCYOHChdy+fZvXXntN6/4pU6YwderUCohcCCGEEEUp9T7BADY2NlrXd+7cIScnByMjI0xNTbly5YrOAhSiqinNHodCCCGE+FdpfoaWaYu0q1evaqXs7GxOnz5Nq1at+Pzzz8sUtBBCCCGEEI9LmWaCi3Pw4EEGDBhQqrfohRDa7v0rtmP8okp5Ytx/bXxNlj8JIYSoHMp9Jrg4BgYG/P3337psUlRB69evx83NDX19fcLDw1m+fDnW1tYVHRbnzp1DpVKRkpICQEJCAiqVimvXril1/ht7cXlCCCGEqFhlejFuw4YNWtcajYYLFy6wYMECWrZsqZPARNX1+uuvM3jwYMaOHYuFhQUGBgZ07dr1kdoMDg7m2rVrrF+/XjdBAi1atODChQtaRyb/N/bi8oQQQghRsco0CO7Ro4fWtUqlwt7ennbt2hEbG6uLuEQVlZ2dTUZGBp06daJ69epKvolJ8csCbt++jZGR0eMIT4uRkRFOTk7KdVGxF/c8QgghhKhYZVoOUVBQoJXy8/O5ePEia9aswdnZWdcxijLy8/NjzJgxhIeHY2Njg6OjI0uWLOHGjRsMHjwYCwsL3Nzc2LJli3LPiRMn6NKlC+bm5jg6OjJw4ED++ecfpXzr1q20atUKa2trbG1t6datG2fOnFHK7y0ZWLduHW3btsXU1JTGjRuzb9++h8abkJCgzJS2a9cOlUpFQkJCoeUQU6dOxdvbm6VLl1K7dm3lSOKvv/6aRo0aYWJigq2tLR06dODGjRtMnTqV+Ph4vvvuO1QqldLuwyQnJ9OkSROMjY3x8fHhyJEjheK9txyiuNiLynuS5X67hVurvtZKAQEBSgoLC6voEIUQQogSKdMgODo6mpycnEL5N2/eJDo6+pGDEroTHx+PnZ0dycnJjBkzhpEjR9KnTx9atGjB4cOH6dixIwMHDiQnJ4dr167Rrl07mjRpwsGDB9m6dSvp6en07dtXae/GjRtERERw8OBBdu7ciZ6eHj179qSgoECr33fffZdx48aRkpJC3bp18ff3Jy8v74GxtmjRgtOnTwPwzTffcOHCBVq0aFFk3d9++41vvvmGdevWkZKSwoULF/D392fIkCGcOnWKhIQEevXqhUajYdy4cfTt25fOnTtz4cKFB7Z7T3Z2Nt26daN+/focOnSIqVOnMm7cuFLHXpLnyc3NJSsrSytVVpobN9Bc107p6elKunTpUkWHKIQQQpRImZZDREVFERISgqmpqVZ+Tk4OUVFRTJ48WSfBiUfXuHFjJk6cCEBkZCQffPABdnZ2DB8+HIDJkyezcOFCjh07xo4dO2jSpAnTp09X7l+2bBkuLi78+uuv1K1bl969e2u1v2zZMuzt7Tl58iQNGzZU8seNG8fLL78M3P3vpUGDBvz222/Uq1ev2FiNjIxwcHAAoFq1alpLDf7r9u3brFixAnt7ewAOHz5MXl4evXr1Uk40bNSokVLfxMSE3NzcB7Z5vzVr1lBQUMBnn32GsbExDRo04M8//2TkyJGlir0kzxMTE0NUVFSJ4hJCCCGEbpRpJlij0aBSqQrlHz16lGrVqj1yUEJ3vLy8lM/6+vrY2tpqDQ4dHR0ByMjI4OjRo+zatUs54tfc3FwZtN5b8pCamoq/vz916tTB0tISV1dXANLS0ort994SmYyMDJ09V61atZQBMNwd7Ldv355GjRrRp08flixZwtWrV8vc/qlTp/Dy8lKWWgD4+vo+UszFiYyMJDMzU0nnz58vl350QWVmhspCOzk6Oirp/j8TIYQQojIr1UywjY2Nsqaybt26WgPh/Px8srOzCQkJ0XmQouwMDQ21rlUqlVbevT/DgoICsrOz6d69OzNmzCjUzr2BbPfu3alVqxZLliyhevXqFBQU0LBhQ27fvl1sv/f3oStmZmZa1/r6+mzfvp29e/fy/fffM3/+fN59912SkpKoXbu2zvotD2q1GrVaXdFhlIi6Z5dCeWtkn2AhhBBPoFINgufMmYNGo2HIkCFERUVpbQ1lZGSEq6truc2WifL33HPP8c033+Dq6oqBQeH/NC5fvszp06dZsmQJrVu3BmDPnj2PO8xiqVQqWrZsScuWLZk8eTK1atXi22+/JSIiAiMjI/Lz80vclqenJytXruTWrVvKbPD+/fvLK3QhhBBCPGalGgQPGjQIgNq1a9OiRYtCs4ziyTZ69GiWLFmCv78/48ePp1q1avz222+sXbuWpUuXYmNjg62tLYsXL8bZ2Zm0tDQmTJhQ0WEDkJSUxM6dO+nYsSMODg4kJSVx6dIlPD09AXB1dWXbtm2cPn0aW1tbrKysHvjfb0BAAO+++y7Dhw8nMjKSc+fO8dFHHz2uxxFCCCFEOSvTi3Ft2rRRPt+6davQr8IfdkydqJyqV69OYmIib7/9Nh07diQ3N5datWrRuXNn9PT0UKlUrF27lrFjx9KwYUM8PDyYN28efn5+FR06lpaW/Pjjj8yZM4esrCxq1apFbGwsXbrc/fX98OHDSUhIwMfHh+zsbHbt2vXAuM3Nzfnf//5HSEgITZo0oX79+syYMaPQi4Hl6ase/vJ3SQghhCgnKo1GoyntTTk5OYwfP54vv/ySy5cvFyovza+dhRDaSnPuuRBCCCH+VZqfoWXaHeKtt97ihx9+YOHChajVapYuXUpUVBTVq1dnxYoVZQpaCCGEEEKIx6VMM8E1a9ZkxYoV+Pn5YWlpyeHDh3Fzc2PlypV8/vnnbN68uTxiFU+BLl268NNPPxVZ9s477/DOO+88ljimT5+utR/y/Vq3bq11it7jdu9fsR3jP8PwP3txPyk2vta/okMQQghRBZVmJrhMa4KvXLlCnTp1gLtrMa9cuQJAq1atij1MQAiApUuXcvPmzSLLHuce0yEhIVon4d3PxMSkUF5CQgJt27bl6tWrWkc4CyGEEOLJVKZBcJ06dTh79iw1a9akXr16fPnllzRt2pT//e9/MkAQD1SjRo2KDgG4O+Auj0H37du3MTIy0nm7QgghhNCtMq0JHjx4MEePHgVgwoQJfPzxxxgbG/PGG2/w1ltv6TRAUblt3bqVVq1aYW1tja2tLd26dVNOl7t9+zahoaE4OztjbGxMrVq1iImJAWDIkCF069ZNq607d+7g4ODAZ599BoCfnx9jxowhPDwcGxsbHB0dWbJkCTdu3GDw4MFYWFjg5uamtXQhISEBlUrFtm3baNKkCSYmJrRr146MjAy2bNmCp6cnlpaWBAQEkJOTo9xXUFBATEwMtWvXxsTEhMaNG/P1118DcO7cOdq2bQv8e2BMcHCwEmNoaCjh4eHY2dnRqVOnEj3b0yT32w3cWvW5VgoICNBKYWFhFR2mEEIIoaVMM8FvvPGG8rlDhw788ssvHDp0CDc3N63jcsXT78aNG0RERODl5UV2djaTJ0+mZ8+epKSkMG/ePDZs2MCXX35JzZo1OX/+vHIk8LBhw3jxxRe5cOGCchrdxo0bycnJoV+/fkr78fHxjB8/nuTkZL744gtGjhzJt99+S8+ePXnnnXeYPXs2AwcOJC0tDdP71s9OnTqVBQsWYGpqSt++fenbty9qtZo1a9aQnZ1Nz549mT9/Pm+//TYAMTExrFq1ikWLFuHu7s6PP/7IgAEDsLe3p1WrVnzzzTf07t2b06dPY2lpqbVkIj4+npEjR5KYmAjcPVSkJM92T25uLrm5ucp1VlaWrv54HgvNjRtormdr5aX/51oIIYSobMr0Ytz97j9RS4h//vkHe3t7jh8/zuLFi/n555/ZsWOH1hHb9zRo0IBBgwYxfvx4AF555RVsbW2Ji4sD7s6y5ufnKy/S5efnY2VlRa9evZRdSC5evIizszP79u2jefPmytrdHTt20L59ewA++OADIiMjOXPmjLKWPSQkhHPnzrF161Zyc3OpVq0aO3bs0DrxcNiwYeTk5LBmzZpi1wT7+fmRlZXF4cOHS/Vs95s6dSpRUVGF8p+UF+Nurfq80CD4vxwdHVmzZs1jikgIIURVVe5bpOXn5zNt2jRq1KiBubk5v//+OwCTJk16Kn/dK4qXmpqKv78/derUwdLSEldXVwDS0tIIDg4mJSUFDw8Pxo4dy/fff69177Bhw5RBYXp6Olu2bGHIkCFade7/zYK+vj62trY0atRIyXN0dAQgIyOj2PscHR0xNTVVBsD38u7d89tvv5GTk8NLL72Eubm5klasWKEs7XiQ559/vlBeSZ7tnsjISDIzM5V0b7b8SaEyM0NlYa6VHB0dtZK9vX1FhymEEEJoKdNyiPfff5/4+HhmzpzJ8OHDlfyGDRsyZ84chg4dqrMAReXWvXt3atWqxZIlS6hevToFBQU0bNiQ27dv89xzz3H27Fm2bNnCjh076Nu3Lx06dFDW2gYFBTFhwgT27dvH3r17qV27Nq1bt9Zq/79HG6tUKq28ezPMBQUFxd7333vu5d27Jzv77izmpk2bCr24p1arH/odmJmZFcorybPd30dJ+qms1D1fKZS3RrZIE0IIUcmVaRC8YsUKFi9eTPv27QkJCVHyGzduzC+//KKz4ETldvnyZU6fPs2SJUuUAd6ePXu06lhaWtKvXz/69evHa6+9RufOnbly5QrVqlXD1taWHj16EBcXx759+xg8eHBFPAb169dHrVaTlpamdST4/e7t+FDS0xAry7MJIYQQomhlGgT/9ddfuLm5FcovKCjgzp07jxyUeDLY2Nhga2vL4sWLcXZ2Ji0tjQkTJijls2bNwtnZmSZNmqCnp8dXX32Fk5OT1praYcOG0a1bN/Lz8xk0aFAFPAVYWFgwbtw43njjDQoKCmjVqhWZmZkkJiZiaWnJoEGDqFWrFiqVio0bN9K1a1dMTEwwNzd/YLuV4dmEEEIIUbQyrQmuX79+kad+ff311zRp0uSRgxJPBj09PdauXcuhQ4do2LAhb7zxBh9++KFSbmFhwcyZM/Hx8eGFF17g3LlzbN68GT29f/+z69ChA87OznTq1Inq1atXxGMAMG3aNCZNmkRMTMz/sXffUVUd68PHv4d2OHRBQDQUDSXYe0/EChqJLWqwQazYjRqVWMFCoqKiXhtGMZZoEsUYe4lGRcUWrIhoVPzdi11BLFg47x++7ngEFBAE9fmsNWudPXv2zDNbE8Zhzgyenp74+PiwYcMGSpYsCTzb3zg4OJgRI0Zgb29Pv379XltnYembEEIIITLK1e4Qv//+O/7+/gQFBRESEkJwcDDx8fH89NNPrF+/nsaNG+dHrOI9lJqaSokSJVi8eDGtW7cu6HDyVG77lpNvtgohhBDiX/m2O8Q///yDVqulRYsW/PHHH2zfvh1TU1PGjBlDXFwcf/zxhwyARbakp6dz7do1xo8fj5WVFV98kfHLVe+q97lvQgghxPsiR2uC3dzcSEpKws7Ojk8//RRra2tOnDihbFMlRHYlJiZSsmRJPvroIyIjIzEwyNXy9ELpfe6bEEII8b7I0U/nl1dObNq0iXv37uVpQKLwiYyMZNCgQdy5cyfP6nRxccnw9ymzMoMGDWLQoEF51u7b8HLfVCoVUVFRtGzZMkf1tFu77p04LCOv/fHl+7UsRgghROGUqy/GPfeGh80J8UqHDh2iZ8+e2S6/a9cuVCpVng7WszJu3DgqVqyY7+0IIYQQIn/kaCZYpVJlOP42s+NwhcgLcsqYEEIIIfJLjmaCtVotAQEBtG7dmtatW/Pw4UMCAwOV6+dJFC5eXl7069ePfv36YWlpSdGiRRk9erQyk3/79m26dOlCkSJFMDExoWnTpiQkJGRa18WLF9HT0+Pw4cM6+TNmzMDZ2Zn09HRlRnbDhg2UL18eY2NjatasycmTJ3WeWb16NWXKlEGtVuPi4kJYWJjOfRcXF2bMmKFcq1QqFi5cSKtWrTAxMcHNzY1169YpcdWvXx94tn+xSqUiICAAeLZ1X7ly5dBoNNjY2NCoUaNsLePZtWsX1atXx9TUFCsrK+rUqcOlS5eIjIwkODiYY8eOKf8wjIyMBJ4dI/3ZZ59hbGxM6dKl2bZt22vb+VA9jFrDg2U/ZUgdOnTQSQMHDizoUIUQQryHcjQT/PKG/506dcrTYET+WbJkCd26dePgwYMcPnyYnj174uTkRI8ePQgICCAhIYF169ZhYWHB8OHDadasGadPn85w3LCLiwuNGjVi8eLFVK1aVclfvHgxAQEBOnsAf/vtt4SHh1OsWDG+++47fH19OXv2LIaGhhw5coR27doxbtw42rdvz759++jTpw82NjbK4DUzwcHBTJ48mSlTpjBr1iw6duzIpUuXcHR0ZPXq1bRp04b4+HgsLCzQaDQkJSXh5+fH5MmTadWqFXfv3mXPnj2vXcrz5MkTWrZsSY8ePfj555959OgRBw8eRKVS0b59e06ePMnmzZvZvn07AJaWlqSnp9O6dWvs7e2JiYkhOTk5W+uZ09LSSEtLU65TUlJe+8z7QHsvFe3duxnyr2aSJ4QQQuS1HA2CFy9enF9xiHzm6OjI9OnTUalUeHh4cOLECaZPn46Xlxfr1q0jOjqa2rVrA7B8+XIcHR1Zu3Ytbdu2zVBX9+7dCQwMZNq0aajVao4ePcqJEyf4/fffdcqNHTtW2TJvyZIlfPTRR0RFRdGuXTumTZtGw4YNGT16NADu7u6cPn2aKVOmvHIQHBAQgJ+fHwCTJk1i5syZHDx4EB8fH6ytrQGws7NTTqU7f/48T548oXXr1jg7OwNQrly5176vlJQUkpOTad68OR9//DEAnp6eyn0zMzMMDAwoVqyYkrd161bOnDnDli1blMMxJk2aRNOmTV/ZVmhoKMHBwa+NSQghhBB5542+GCfeHTVr1tRZv12rVi0SEhI4ffo0BgYG1KhRQ7lnY2ODh4cHcXFxmdbVsmVL9PX1iYqKAp7tHlG/fn1cXFx0ytWqVUv5bG1trVNnXFwcderU0Slfp04dEhISePr0aZb9KF++vPLZ1NQUCwsLrl27lmX5ChUq0LBhQ8qVK0fbtm2JiIjg9u3bWZZ/Md6AgAC8vb3x9fUlPDycpKSkVz4TFxeHo6OjzulwL76DrAQFBZGcnKyky5cvv/aZ94HK1AyVuXmGZG9vr5NkbbgQQoj8IBuYihwzMjKiS5cuykloK1asIDw8/K20/fLyDJVKRXp6epbl9fX12bZtG/v27WPr1q3MmjWLkSNHEhMToxyJnJXFixczYMAANm/ezKpVqxg1ahTbtm2jZs2aedKX59RqNWq1Ok/rfBcYt8r8+wMrZIs0IYQQb4HMBH8gYmJidK4PHDiAm5sbpUuX5smTJzr3b968SXx8PKVLl86yvu7du7N9+3bmzJmjLDd42YEDB5TPt2/f5uzZs8qSAk9PT6Kjo3XKR0dH4+7ujr6+fq76aGRkBJBhJlmlUlGnTh2Cg4P5+++/MTIyUmaxX6dSpUoEBQWxb98+ypYty4oVK5S2Xm7H09OTy5cv68wYv/gOhBBCCFF4yCD4A5GYmMjgwYOJj4/n559/ZtasWQwcOBA3NzdatGhBjx492Lt3L8eOHaNTp06UKFGCFi1aZFmfp6cnNWvWZPjw4fj5+aHRaDKUCQkJYceOHZw8eZKAgACKFi2qHBgxZMgQduzYwfjx4zl79ixLlixh9uzZDB06NNd9dHZ2RqVSsX79eq5fv05qaioxMTFMmjSJw4cPk5iYyJo1a7h+/brO+t7MXLhwgaCgIPbv38+lS5fYunUrCQkJynMuLi5cuHCB2NhYbty4QVpaGo0aNcLd3R1/f3+OHTvGnj17GDlyZK77I4QQQoj8I4PgD0SXLl148OAB1atXp2/fvgwcOFA5iGLx4sVUqVKF5s2bU6tWLbRaLRs3bsyw9OBl3bp149GjR3Tt2jXT+99//z0DBw6kSpUqXLlyhT/++EOZra1cuTK//PILK1eupGzZsowZM4aQkJBXfinudUqUKEFwcDAjRozA3t6efv36YWFhwe7du2nWrBnu7u6MGjWKsLCw135ZzcTEhDNnztCmTRvc3d3p2bMnffv2pVevXgC0adMGHx8f6tevj62tLT///DN6enpERUUp77l79+5MnDgx1/0RQgghRP5RaeXYt/eel5cXFStW1NlzNy+MHz+eX3/9lePHj+vk79q1i/r163P79m1llwaRfSkpKVhaWpKcnIyFhUVBhyOEEEK8M3LyM1RmgkWOpaamcvLkSWbPnk3//v0LOhwhhBBCiByT3SFEjvXr14+ff/6Zli1bZrkU4l1gZmaW5b1Nmzbx6aefvsVoMmq/djOGJiYFGsOrrPuyeUGHIIQQQuSazAR/AHbt2pWnSyEiIyNJS0tj1apVNGzYMMOpaF5eXmi12jxfCnHx4kVUKhWxsbG5ev75cc537twBYPTo0ejp6REbG6ukESNGYG5uTr169ZR3tmDBAhwdHdHT08vzJSVCCCGEKBgyCBYfrAEDBnDu3DlcXV1xdXXFzs6OkJAQRo4cyX//+1969uxJSkoK/fr1Y/jw4Ureq6xZs4bGjRtja2uLhYUFtWrVYsuWLW+pR0IIIYTILhkEiw+WRqPBzs5OuU5MTOTx48d8/vnnODg4YGJikmneq+zevZvGjRuzceNGjhw5Qv369fH19eXvv//O7+4IIYQQIgdkECzyzO3bt+nSpQtFihTBxMSEpk2bkpCQoFMmOjoaLy8vTExMKFKkCN7e3soxxps3b6Zu3bpYWVlhY2ND8+bNOX/+fK7j2bhxI+7u7mg0GurXr8/Fixd17kdGRipLNiIjIylXrhwApUqVQqVSZZr3ch0vmzFjBsOGDaNatWq4ubkxadIk3Nzc+OOPP3Ldj8LgQdQq7i/7USd16NBBSQMHDizoEIUQQogckUGwyDMBAQEcPnyYdevWsX//frRaLc2aNePx48cAxMbG0rBhQ0qXLs3+/fvZu3cvvr6+yslr9+7dY/DgwRw+fJgdO3agp6dHq1atXnksclYuX75M69at8fX1JTY2lu7duzNixIgsy7dv357t27cDcPDgQZKSkmjbtm2GPEdHxxzFkZ6ezt27d7G2ts6yTFpaGikpKTqpsNHeS0V7N0UnXb16VUnXr18v6BCFEEKIHJHdIUSeSEhIYN26dURHR1O7dm0Ali9fjqOjI2vXrqVt27ZMnjyZqlWrMmfOHOW5MmXKKJ/btGmjU+eiRYuwtbXl9OnTlC1bNkfxzJ07l48//piwsDAAPDw8OHHiBD/88EOm5TUaDTY2NgDY2tpSrFgxgEzzcmLq1KmkpqbSrl27LMuEhoYSHByc47qFEEIIkXsyEyzyRFxcHAYGBtSoUUPJs7GxwcPDg7i4OODfmeCsJCQk4OfnR6lSpbCwsMDFxQV4tlY3N/G8GAtArVq1clzPm1ixYgXBwcH88ssvOmuPXxYUFERycrKSLl++/BajzB6VqRkqcwudZG9vryRbW9uCDlEIIYTIEZkJFm+NRqN55X1fX1+cnZ2JiIigePHipKenU7ZsWR49evSWIsw7K1eupHv37vz66680atTolWXVajVqtfotRZY7mlbtM+StkH2ChRBCvMNkJljkCU9PT548eUJMTIySd/PmTeLj4yldujQA5cuXZ8eOHZk+/7zsqFGjaNiwIZ6ensoX5nIbz8GDB3XyDhw4kOv6cuLnn3/m66+/5ueff+bzzz9/K20KIYQQImdkECzyhJubGy1atKBHjx7s3buXY8eO0alTJ0qUKEGLFi2AZ7/2P3ToEH369OH48eOcOXOGuXPncuPGDYoUKYKNjQ0LFizg3Llz/PnnnwwePDjX8QQGBpKQkMC3335LfHw8K1asIDIyMo96m7UVK1bQpUsXwsLCqFGjBleuXOHKlSskJyfne9tCCCGEyD5ZDiHyzOLFixk4cCDNmzfn0aNHfPbZZ2zcuBFDQ0MA3N3d2bp1K9999x3Vq1dHo9FQo0YN/Pz80NPTY+XKlQwYMICyZcvi4eHBzJkz8fLyylUsTk5OrF69mm+++YZZs2ZRvXp1Jk2alO/HPC9YsIAnT57Qt29f+vbtq+T7+/vneBC+qqUPFhYWeRyhEEIIIQBUWq1WW9BBCCH+lZKSgqWlJcnJyTIIFkIIIXIgJz9DZTmEEEIIIYT44MhyCPFOCgwMZNmyZZne69SpE/PmzcuXdsuUKcOlS5cyvTd//nw6duyYZ235rd2JoYlpntWXl9Z++eodL4QQQojCTgbB4p0UEhLC0KFDM72Xn0sINm7cqJyA9zJ7e/t8a1cIIYQQeUsGweKdZGdn98oDKPKLs7PzW29TCCGEEHlPBsFC5JP09HSmTp3KggULuHz5Mvb29vTq1YuRI0cWdGg5dj9qKen37irXHdYs0rlva2tLeHj42w5LCCGEyDUZBAuRT4KCgoiIiGD69OnUrVuXpKQkzpw5k6FcWloaaWlpynVKSsrbDDNb0u/dRXv3372Or96VfY+FEEK822QQLEQ+uHv3LuHh4cyePRt/f38APv74Y+rWrZuhbGhoKMHBwW87RCGEEOKDJoNgIfJBXFwcaWlpNGzY8LVlg4KCdE7HS0lJwdHRMT/DyzE9U3PSX7i2MzHWuW9ra/t2AxJCCCHekAyChcgHGo0m22XVajVqtTofo3lzJq0661yvkC3ShBBCvOPksAwh8oGbmxsajYYdO3YUdChCCCGEyITMBAuRD4yNjRk+fDjDhg3DyMiIOnXqcP36dU6dOkW3bt0KOjwhhBDigyeDYCHyyejRozEwMGDMmDH873//w8HBgcDAwIIOSwghhBCASqvVags6CCHEv1JSUrC0tCQ5OTlfT78TQggh3jc5+Rkqa4KFEEIIIcQHRwbBQgghhBDigyNrgkWh5eXlRcWKFZkxY0am911cXBg0aBCDBg16q3G9LR1+34+hiekb1xPVJuMBHUIIIcSHTmaCxTvr0KFD9OzZM8/qGzBgAFWqVEGtVlOxYsUM98eNG4dKpcqQTE11B6ozZszAw8MDjUaDo6Mj33zzDQ8fPsyzOIUQQgjx5mQmWLyz8uOUsq5duxITE8Px48cz3Bs6dGiG3R0aNmxItWrVlOsVK1YwYsQIFi1aRO3atTl79iwBAQGoVCqmTZuW5/EKIYQQIndkECwKtSdPntCvXz+WLl2KoaEhvXv3JiQkBJVKlWE5hEqlIiIigg0bNrBlyxZKlChBWFgYX3zxRbbamjlzJgDXr1/PdBBsZmaGmZmZcn3s2DFOnz7NvHnzlLx9+/ZRp04dOnToADxbsuHn50dMTExuX0GO3VvzI+n3UpTrDqvnKJ9tbW0JDw9/a7EIIYQQhZUshxCF2pIlSzAwMODgwYOEh4czbdo0Fi5cmGX54OBg2rVrx/Hjx2nWrBkdO3bk1q1b+RLbwoULcXd359NPP1XyateuzZEjRzh48CAA//zzDxs3bqRZs2ZZ1pOWlkZKSopOehPp91LQ3r2jpKtXryrp+vXrb1S3EEII8b6QQbAo1BwdHZk+fToeHh507NiR/v37M3369CzLBwQE4Ofnh6urK5MmTSI1NVUZkOalhw8fsnz58gynv3Xo0IGQkBDq1q2LoaEhH3/8MV5eXnz33XdZ1hUaGoqlpaWSHB0d8zxeIYQQQuiSQbAo1GrWrIlKpVKua9WqRUJCAk+fPs20fPny5ZXPpqamWFhYcO3atTyPKyoqirt37+Lv76+Tv2vXLiZNmsScOXM4evQoa9asYcOGDYwfPz7LuoKCgkhOTlbS5cuX3yg2PVMLVOZWSrK3t1dSfqyjFkIIId5FsiZYvFcMDQ11rlUqFenp6XnezsKFC2nevDn29vY6+aNHj6Zz5850794dgHLlynHv3j169uzJyJEj0dPL+O9OtVqNWq3Os9hMW+vOTq+QLdKEEEKIDGQQLAq1l79QduDAAdzc3NDX1y+giODChQvs3LmTdevWZbh3//79DAPd57HKCeVCCCFE4SGDYFGoJSYmMnjwYHr16sXRo0eZNWsWYWFh+dLWuXPnSE1N5cqVKzx48IDY2FgASpcujZGRkVJu0aJFODg40LRp0wx1+Pr6Mm3aNCpVqkSNGjU4d+4co0ePxtfXt0AH7kIIIYTQJYNgUah16dKFBw8eUL16dfT19Rk4cGCeHpDxou7du/PXX38p15UqVQKezfy6uLgAkJ6eTmRkJAEBAZkOakeNGoVKpWLUqFH897//xdbWFl9fXyZOnJgvMQshhBAid1Ra+R2tEIVKSkoKlpaWJCcnY2FhUdDhCCGEEO+MnPwMld0hhBBCCCHEB0eWQ4gPQmBgIMuWLcv0XqdOnXROfSssOv/+N4YmZq8vmE9+a1OlwNoWQggh8luBzgR7eXkpR95m5sqVKzRu3BhTU1OsrKzeWlwvcnFxYcaMGa8so1KpWLt2bZ62+7p386KCivFdEhISQmxsbKYpJCTkjer+0N+tEEII8S4q1DPB06dPJykpidjYWCwtLQskhkOHDmFqalogbeelpKQkihQpUtBhFBg7Ozvs7OzeqI5x48axdu1aZdeI5z70dyuEEEK8iwr1IPj8+fNUqVIFNze3XD3/+PHjDIcn5NT7csJWsWLF8q3up0+folKpMj0I4l3w6NEjnS3Qcio/360QQggh8keBj1rS09MZNmwY1tbWFCtWjHHjxgHPfsW/evVqfvrpJ1QqFQEBAa+tS6VSMXfuXL744gtMTU2Vbal+//13KleujLGxMaVKlSI4OJgnT54Azw4wGDduHE5OTqjVaooXL86AAQOUOl9eapCQkMBnn32GsbExpUuXZtu2bTox7Nq1C5VKxZ07d5S82NhYVCoVFy9eBODmzZv4+flRokQJTExMKFeuHD///HPOX94L7t69i5+fH6amppQoUYL//Oc/Gd7N81/ZX7x4EZVKxZo1a6hfvz4mJiZUqFCB/fv3Z6utyMhIrKysWLduHaVLl0atVpOYmMihQ4do3LgxRYsWxdLSknr16nH06NEMcSxcuJBWrVphYmKCm5tbhkMn1q1bh5ubG8bGxtSvX58lS5ZkeKd79+7l008/RaPR4OjoyIABA7h371624ndxcWH8+PF06dIFCwsLZcu14cOH4+7ujomJCaVKlWL06NE8fvxY6XNwcDDHjh1DpVKhUqmIjIzM8G4BTpw4QYMGDdBoNNjY2NCzZ09SU1OzFVtBSVkzh+SloTqpQ4cOOmngwIEFHaYQQgiRZwp8ELxkyRJMTU2JiYlh8uTJhISEsG3bNg4dOoSPjw/t2rUjKSmJ8PDwbNU3btw4WrVqxYkTJ+jatSt79uyhS5cuDBw4kNOnTzN//nwiIyOVAfLq1auZPn068+fPJyEhgbVr11KuXLlM605PT6d169YYGRkRExPDvHnzGD58eI77/PDhQ6pUqcKGDRs4efIkPXv2pHPnzhw8eDDHdT03ZcoUKlSowN9//82IESMYOHBghgH6y0aOHMnQoUOJjY3F3d0dPz8/5R8Hr3P//n1++OEHFi5cyKlTp7Czs+Pu3bv4+/uzd+9e5WS3Zs2acffuXZ1ng4ODadeuHcePH6dZs2Z07NiRW7duAc/25P3yyy9p2bIlx44do1evXowcOVLn+fPnz+Pj40ObNm04fvw4q1atYu/evfTr1y/b72vq1KnK+xo9ejQA5ubmREZGcvr0acLDw4mIiGD69OkAtG/fniFDhlCmTBmSkpJISkqiffv2Geq9d+8e3t7eFClShEOHDvHrr7+yffv2V8aWlpZGSkqKTnrbtPeSSb97WyddvXpVJ12/fv2txyWEEELklwJfDlG+fHnGjh0LgJubG7Nnz2bHjh00btwYtVqNRqPJ0a+bO3TowNdff61cd+3alREjRuDv7w9AqVKlGD9+PMOGDWPs2LEkJiZSrFgxGjVqhKGhIU5OTlSvXj3Turdv386ZM2fYsmULxYsXB2DSpEmZnhz2KiVKlGDo0KHKdf/+/dmyZQu//PJLlm2/Tp06dRgxYgQA7u7uREdHM336dBo3bpzlM0OHDuXzzz8Hng1My5Qpw7lz5/jkk09e297jx4+ZM2cOFSpUUPIaNGigU2bBggVYWVnx119/0bx5cyU/ICAAPz8/4Nn7mzlzJgcPHsTHx4f58+fj4eHBlClTAPDw8ODkyZM6h02EhobSsWNH5YuDbm5uzJw5k3r16jF37lyMjY1fG3+DBg0YMmSITt6oUaOUzy4uLgwdOpSVK1cybNgwNBoNZmZmGBgYvPLv44oVK3j48CE//fSTspZ89uzZ+Pr68sMPP2Bvb5/hmdDQUIKDg18bsxBCCCHyToHPBJcvX17n2sHBgWvXruW6vqpVq+pcHzt2jJCQEMzMzJTUo0cPkpKSuH//Pm3btuXBgweUKlWKHj16EBUVleVsaFxcHI6OjsoAGKBWrVo5jvHp06eMHz+ecuXKYW1tjZmZGVu2bCExMTHHdWUVR61atYiLi3vlMy++ewcHB4Bsv3sjI6MMf3ZXr16lR48euLm5YWlpiYWFBampqRn69eJzpqamWFhYKO3Gx8dTrVo1nfIv/8Pg2LFjREZG6vyZent7k56ezoULF7IV/8t/TwBWrVpFnTp1KFasGGZmZowaNSrHfyZxcXFUqFBB58uUderUIT09nfj4+EyfCQoKIjk5WUmXL1/OUZt5QWVqiZ55EZ1kb2+vk96X9fFCCCEEFIKZ4Je/uKZSqUhPT891fS/v5JCamkpwcDCtW7fOUNbY2BhHR0fi4+PZvn0727Zto0+fPkyZMoW//vorV1+qe/7lsBcP4nu+rvS5KVOmEB4ezowZMyhXrhympqYMGjSIR48e5bi9N/Fi/1QqFUC2371Go1Geec7f35+bN28SHh6Os7MzarWaWrVqZejXm/6Zp6am0qtXL5212885OTllq46X/57s37+fjh07EhwcjLe3N5aWlqxcuZKwsLBsx5VbarUatVqd7+28ikXrPhnyVsg+wUIIId5jBT4Izm+VK1cmPj4eV1fXLMtoNBp8fX3x9fWlb9++fPLJJ5w4cYLKlSvrlPP09OTy5cskJSUpM6cHDhzQKfN8tuzFbbNe3lIrOjqaFi1a0KlTJ+DZwPPs2bOULl061/18OY4DBw7g6emZ6/pyIzo6mjlz5tCsWTMALl++zI0bN3JUh4eHBxs3btTJO3TokM515cqVOX369Cv/THNq3759ODs766w/vnTpkk4ZIyMjnj59+sp6PD09iYyM5N69e8pAOzo6Gj09PTw8PPIsXiGEEEK8mQJfDpHfxowZw08//URwcDCnTp0iLi6OlStXKus/IyMj+fHHHzl58iT//PMPy5YtQ6PR4OzsnKGuRo0a4e7ujr+/P8eOHWPPnj0ZvrTl6uqKo6Mj48aNIyEhgQ0bNmSYTXRzc2Pbtm3s27ePuLg4evXqxdWrV9+on9HR0UyePJmzZ8/yn//8h19//fWtf5vfzc2NpUuXEhcXR0xMDB07dkSj0eSojl69enHmzBmGDx/O2bNn+eWXX3R2YYBnuzjs27ePfv36ERsbS0JCAr///nuOvhiXWeyJiYmsXLmS8+fPM3PmTKKionTKuLi4cOHCBWJjY7lx4wZpaWkZ6unYsSPGxsb4+/tz8uRJdu7cSf/+/encuXOm64GFEEIIUTDe+5lgb29v1q9fT0hICD/88AOGhoZ88skndO/eHQArKyu+//57Bg8ezNOnTylXrhx//PEHNjY2GerS09MjKiqKbt26Ub16dVxcXJg5cyY+Pj5KGUNDQ37++Wd69+5N+fLlqVatGhMmTKBt27ZKmVGjRvHPP//g7e2NiYkJPXv2pGXLliQnJ+e6n0OGDOHw4cMEBwdjYWHBtGnT8Pb2znV9ufHjjz/Ss2dPKleujKOjI5MmTdL5AmB2lCxZkt9++40hQ4YQHh5OrVq1GDlyJL1791aWDJQvX56//vqLkSNH8umnn6LVavn4448z3a0hu7744gu++eYb+vXrR1paGp9//jmjR49WtuwDaNOmjbKt3J07d1i8eHGGrftMTEzYsmULAwcOpFq1apiYmNCmTRumTZuW45iWtqiEhYVFrvskhBBCiKyptC8uXhWiEJo4cSLz5s0rkC+MFYSUlBQsLS1JTk6WQbAQQgiRAzn5GfrezwSLd8+cOXOoVq0aNjY2REdHM2XKlDda6iCEEEII8bJ3ZhC8fPlyevXqlek9Z2dnTp06la/te3l5UbFiRZ3T4/LLxYsXKVmyJH///Td379595T7E+XESWb169di9ezfGxsbo6+vr3Pvuu+/47rvv2LVrF/Xr1+f27dtYWVnlWdsqlYrmzZszYcIEbt26hZOTE0OGDCEoKChbz+/Zs+etv6/84v97AoYmZgUdRqHwSxv5UqEQQoi89c4Mgr/44gtq1KiR6b3cbGX2rqhatWqG3SXy29KlS/nvf/9LkSJFMDDQ/StibW2d7+1369aNP/74I1fPFsT7EkIIIcS7550ZBJubm2Nubl7QYbx1Go0mR1uBabVanj59mmHwmhNOTk7Z3m+3sMnp+xJCCCHEh+m93yItP9y+fZsuXbpQpEgRTExMaNq0KQkJCTploqOj8fLywsTEhCJFiuDt7c3t27cB2Lx5M3Xr1sXKygobGxuaN2/O+fPncxXLrl27UKlUbNq0iSpVqqBWq9m7dy/p6emEhoZSsmRJNBoNFSpU4LffftPpQ8eOHbG1tUWj0eDm5sbixYuBZ8sxVCqVzozqxo0bcXd3R6PRUL9+fS5evKgTx7hx46hYsaJO3owZM3BxcVGuDx06ROPGjSlatCiWlpbUq1ePo0ePZtm3R48e0a9fPxwcHDA2NsbZ2ZnQ0NBsvReVSsX8+fNp3rw5JiYmeHp6sn//fs6dO4eXlxempqbUrl07w3v//fffqVy5MsbGxpQqVYrg4GCdEwSnTZumHHDi6OhInz59dJZYREZGYmVlxZYtW/D09MTMzAwfHx+SkpKyFbcQQggh3o53Zia4MAkICCAhIYF169ZhYWHB8OHDadasGadPn8bQ0JDY2FgaNmxI165dCQ8Px8DAgJ07dyoHLdy7d4/BgwdTvnx5UlNTGTNmDK1atSI2NlY5cS6nRowYwdSpUylVqhRFihQhNDSUZcuWMW/ePNzc3Ni9ezedOnXC1taWevXqMXr0aE6fPs2mTZsoWrQo586d48GDB5nWffnyZVq3bk3fvn3p2bMnhw8fZsiQITmO8e7du/j7+zNr1iy0Wi1hYWE0a9aMhISETGf5Z86cybp16/jll19wcnLi8uXLOdohYvz48UybNo1p06YxfPhwOnToQKlSpQgKCsLJyYmuXbvSr18/Nm3aBDxbT9ylSxdmzpzJp59+yvnz5+nZsycAY8eOBZ5tkzdz5kxKlizJP//8Q58+fRg2bBhz5sxR2r1//z5Tp05l6dKl6Onp0alTJ4YOHcry5ctz/M4+RMlrwki/d1snr8PqjEuebG1tCQ8Pf1thCSGEeM/IIDiHng9+o6OjqV27NvDsS3uOjo6sXbuWtm3bMnnyZKpWraozMCpTpozyuU2bNjp1Llq0CFtbW06fPk3ZsmVzFVdISAiNGzcGIC0tjUmTJrF9+3Zq1aoFQKlSpdi7dy/z58+nXr16JCYmUqlSJapWrQqgM2P7srlz5/Lxxx8rh354eHhw4sQJfvjhhxzF2KBBA53rBQsWYGVlxV9//UXz5s0zlE9MTMTNzY26deuiUqkyPcDkVb7++mvatWsHPDtgo1atWowePVrZP3ngwIF8/fXXSvng4GBGjBiBv78/8OydjR8/nmHDhimD4EGDBinlXVxcmDBhAoGBgTp/1o8fP2bevHl8/PHHAPTr14+QkJAs40xLS9M5eCMlJSVH/XzfpN+7TfrdWzp5V+8WUDBCCCHeW7IcIofi4uIwMDDQ+ZKejY0NHh4exMXFASgzwVlJSEjAz8+PUqVKYWFhoQxAExMTcx3X88EswLlz57h//z6NGzfGzMxMST/99JPy6//evXuzcuVKKlasyLBhw9i3b98r+/zylxKfD65z4urVq/To0QM3NzcsLS2xsLAgNTU1y34HBAQQGxuLh4cHAwYMYOvWrTlqr3z58srn56e1lStXTifv4cOHyqDz2LFjhISE6LyzHj16kJSUxP379wHYvn07DRs2pESJEpibm9O5c2du3ryp3IdnB2Y8HwADODg4cO3atSzjDA0NxdLSUkmOjo456qcQQgghck5mgvPB644K9vX1xdnZmYiICIoXL056ejply5bl0aNHuW7T1NRU+fx8jeqGDRsoUaKETrnnp641bdqUS5cusXHjRrZt20bDhg3p27cvU6dOzVX7enp6vHzuyuPHj3Wu/f39uXnzJuHh4Tg7O6NWq6lVq1aW/a5cuTIXLlxg06ZNbN++nXbt2tGoUSOdtc2v8uKuIc+PXM4sLz09HXj23oKDg2ndunWGuoyNjbl48SLNmzend+/eTJw4EWtra/bu3Uu3bt149OgRJiYmGdp43s6rzqQJCgpi8ODBynVKSsoHPRDWMy2SIc/WJPPlEEIIIURuySA4hzw9PXny5AkxMTHKcoibN28SHx9P6dKlgWczkDt27CA4ODjD88/LRkRE8OmnnwKwd+/ePI2xdOnSqNVqEhMTqVevXpblbG1t8ff3x9/fn08//ZRvv/0200Gwp6cn69at08k7cOBAhrquXLmCVqtVBpcvb1UWHR3NnDlzaNasGfBsrfGNGzde2RcLCwvat29P+/bt+fLLL/Hx8eHWrVv5slVb5cqViY+Pz3J3iSNHjpCenk5YWJiydvuXX35543bVarXyjxMBlq0zrjdfIfsECyGEyGMyCM4hNzc3WrRoQY8ePZg/fz7m5uaMGDGCEiVK0KJFC+DZzF65cuXo06cPgYGBGBkZsXPnTtq2bYu1tTU2NjYsWLAABwcHEhMTGTFiRJ7GaG5uztChQ/nmm29IT0+nbt26JCcnEx0djYWFBf7+/owZM4YqVapQpkwZ0tLSWL9+PZ6enpnWFxgYSFhYGN9++y3du3fnyJEjREZG6pTx8vLi+vXrTJ48mS+//JLNmzezadMmnSML3dzcWLp0KVWrViUlJYVvv/32lbPm06ZNw8HBgUqVKqGnp8evv/5KsWLF8vRwjheNGTOG5s2b4+TkxJdffomenh7Hjh3j5MmTTJgwAVdXVx4/fsysWbPw9fUlOjqaefPm5UssQgghhMhfsiY4FxYvXkyVKlVo3rw5tWrVQqvVsnHjRuXX4O7u7mzdupVjx45RvXp1atWqxe+//46BgQF6enqsXLmSI0eOULZsWb755humTJmS5zGOHz+e0aNHExoaiqenJz4+PmzYsIGSJUsCYGRkRFBQEOXLl+ezzz5DX1+flStXZlqXk5MTq1evZu3atVSoUIF58+YxadIknTKenp7MmTOH//znP1SoUIGDBw8ydOhQnTI//vgjt2/fpnLlynTu3JkBAwZgZ2eXZR/Mzc2VLxlWq1aNixcvsnHjxlzvoPE63t7erF+/nq1bt1KtWjVq1qzJ9OnTlS/kVahQgWnTpvHDDz9QtmxZli9fnu0t24QQQghRuKi0r1qsKIR461JSUrC0tCQ5OVlnJl0IIYQQr5aTn6EyEyyEEEIIIT44Mggu5AIDA3W27HoxBQYGFnR4BWL58uVZvpMX92MWQgghhMiKLIco5K5du5bl4QkWFhavXFP7vhk3bhxr165lz549XL16NdMyI0aM4MmTJ6xduzbP2o2MjGTQoEHcuXMn2zG+uDPGuHHjmDt3LteuXSMqKoqWLVu+so7nv8rptewURiYZT9IrrGa2+nC3dRNCCFE45GQ5hOwOUcjZ2dl9UAPdVxk6dCj9+/fH3Nw802OWAczMzLI1WH1b4uLiCA4OJioqipo1a1KkSMY9cIUQQgjx9skg+APx6NEjjIyM3un2ny95eJc8P6GvRYsWyv7JQgghhCh4sib4PeXl5UW/fv0YNGgQRYsWRa1Wo1Kp2LJlC5UqVUKj0dCgQQOuXbvGpk2b8PT0xMLCgg4dOugcAfzbb79Rrlw5NBoNNjY2NGrUiHv37r22/YCAAFq2bMnEiRMpXrw4Hh7PDju4fPky7dq1w8rKCmtra1q0aMHFixeV53bt2kX16tUxNTXFysqKOnXqcOnSJeDZsoKKFSsqZZ8+fcrgwYOxsrLCxsaGYcOGZTiZzcXFhRkzZujkVaxYkXHjxinX06ZNo1y5cpiamuLo6EifPn2UU/fexLhx4/D19QWenaj3Pg2CL6yeyNklQ3RShw4ddNLAgQMLOkwhhBAiSzIIfo8tWbIEIyMjnUMdxo0bx+zZs9m3b58yIJ0xYwYrVqxgw4YNbN26lVmzZgGQlJSEn58fXbt2JS4ujl27dtG6detXHgH8oh07dhAfH8+2bdtYv349jx8/xtvbG3Nzc/bs2UN0dDRmZmb4+Pjw6NEjnjx5QsuWLalXrx7Hjx9n//799OzZM8vBY1hYGJGRkSxatIi9e/dy69YtoqKicvye9PT0mDlzJqdOnWLJkiX8+eefDBs2LMf1vGzo0KEsXrwYePYuk5KSMi2XlpZGSkqKTirsHqfe4vHdmzrp6tWrOun69esFHaYQQgiRJVkO8R5zc3Nj8uTJAMoAbMKECdSpUweAbt26ERQUxPnz5ylVqhQAX375JTt37mT48OEkJSXx5MkTWrdurRwYUa5cuWy3b2pqysKFC5VlEMuWLSM9PZ2FCxcqA9vFixdjZWXFrl27qFq1KsnJyTRv3pyPP/4YIMtT7ABmzJhBUFAQrVu3BmDevHls2bIl2/E9N2jQIOWzi4sLEyZMIDAwkDlz5uS4rheZmZkpp9sVK1Ysy3KhoaGZHrEthBBCiPwjM8HvsSpVqmTIK1++vPLZ3t4eExMTZQD8PO/atWvAsxPSGjZsSLly5Wjbti0RERHcvn072+2XK1dOZx3wsWPHOHfuHObm5sr6Xmtrax4+fMj58+extrYmICAAb29vfH19CQ8Pz3L2NDk5maSkJGrUqKHkGRgYULVq1WzH99z27dtp2LAhJUqUwNzcnM6dO3Pz5k2dZSH5KSgoiOTkZCVdvnz5rbT7JgzNrDE0t9FJ9vb2OsnW1ragwxRCCCGyJDPB7zFTU9MMec+PdgZQqVQ618/z0tPTAdDX12fbtm3s27dPWSYxcuRIYmJilOOXc9J+amoqVapUYfny5RnKPh8wLV68mAEDBrB582ZWrVrFqFGj2LZtGzVr1nx9hzOhp6eXYfnG48ePlc8XL16kefPm9O7dm4kTJ2Jtbc3evXvp1q0bjx49wsTEJFft5oRarUatVud7O3mpZJuRGfJkizQhhBDvEpkJFq+kUqmoU6cOwcHB/P333xgZGeVq3S1A5cqVSUhIwM7ODldXV51kaWmplKtUqRJBQUHs27ePsmXLsmLFigx1WVpa4uDgQExMjJL35MkTjhw5olPO1tZWZzY5JSWFCxcuKNdHjhwhPT2dsLAwatasibu7O//73/9y1T8hhBBCvDtkECyyFBMTw6RJkzh8+DCJiYmsWbOG69evv3Kd7qt07NiRokWL0qJFC/bs2cOFCxfYtWsXAwYM4P/+7/+4cOECQUFB7N+/n0uXLrF161YSEhKybG/gwIF8//33rF27ljNnztCnT58MewQ3aNCApUuXsmfPHk6cOIG/vz/6+vrKfVdXVx4/fsysWbP4559/WLp0qfIlQiGEEEK8v2Q5hMiShYUFu3fvZsaMGaSkpODs7ExYWBhNmzbNVX0mJibs3r2b4cOH07p1a+7evUuJEiVo2LAhFhYWPHjwgDNnzrBkyRJu3ryJg4MDffv2pVevXpnWN2TIEJKSkvD390dPT4+uXbvSqlUrkpOTlTJBQUFcuHCB5s2bY2lpyfjx43VmgitUqMC0adP44YcfCAoK4rPPPiM0NJQuXbrkqo9CCCGEeDfIsclCFDI5OfJRCCGEEP/Kyc9QWQ4hhBBCCCE+OLIcQuTKq44v3rRpE59++ulbjObtKVOmjHKC3cvmz59Px44d86ytGX9cwdjk9afzZcewVg55Uo8QQgjxvpBBsMiV2NjYLO+VKFEiT9rw8vKiYsWKGY49fs7FxYVBgwbpHHaR3zZu3KizxdqL7O3t31ocQgghhHgzshxC5MrLW5y9mDQazVuJ4dChQ/Ts2TNP6jp27Bh+fn44Ojqi0Wjw9PQkPDw8Q7kLFy7Qrl07ypQpg4+PD3v37lX6bW5uTmhoKNWqVcPc3Bw7OztatmxJfHx8nsQohBBCiLwjg2DxzrK1tc2zwyyOHDmCnZ0dy5Yt49SpU4wcOZKgoCBmz56tlLlw4QKff/459evXJzY2lkGDBtG9e3edo5r/+usv+vbty4EDB9i2bRuPHz+mSZMm3LuXN8sahBBCCJE3ZHcIUWh5eXlRtmxZAJYuXYqhoSG9e/cmJCQElUqVYTmESqUiIiKCDRs2sGXLFkqUKEFYWBhffPFFrtrv27cvcXFx/PnnnwAMHz6cDRs2cPLkSaXMV199xZ07d9i8eXOmdVy/fh07Ozv++usvPvvss2y1+/ybrcHL4jE2Mc9V7DGrQ3iYeku5tjT5d29kW1vbTGe5hRBCiHed7A4h3htLlizBwMCAgwcPEh4ezrRp01i4cGGW5YODg2nXrh3Hjx+nWbNmdOzYkVu3bmVZ/lWSk5OxtrZWrvfv30+jRo10ynh7e7N///5X1gHo1POytLQ0UlJSdNKbeph6i4d3byjp6tWrSrp+/fob1y+EEEK862QQLAo1R0dHpk+fjoeHBx07dqR///5Mnz49y/IBAQH4+fnh6urKpEmTSE1N5eDBgzlud9++faxatUpnzfGVK1cyfPnN3t6elJQUHjx4kKGO9PR0Bg0aRJ06dZQZ7cyEhoZiaWmpJEdHxxzHK4QQQoickUGwKNRq1qyJSqVSrmvVqkVCQgJPnz7NtHz58uWVz6amplhYWHDt2rUctXny5ElatGjB2LFjadKkSe4C59lyipMnT7Jy5cpXlgsKCiI5OVlJly9fznWbzxmbWWNsXlRJ9vb2SrK1tX3j+oUQQoh3nWyRJt4rhoaGOtcqlYr09PRsP3/69GkaNmxIz549GTVqlM69YsWKcfXqVZ28q1evYmFhkWFHjH79+rF+/Xp2797NRx999Mo21Wo1arU62zFmR402Y3SuZZ9gIYQQQpfMBItCLSYmRuf6wIEDuLm5oa+vn8UTuXfq1Cnq16+Pv78/EydOzHC/Vq1a7NixQydv27Zt1KpVS7nWarX069ePqKgo/vzzT0qWLJnncQohhBDizckgWBRqiYmJDB48mPj4eH7++WdmzZrFwIED87ydkydPUr9+fZo0acLgwYO5cuUKV65c0fkSWWBgIP/88w/Dhg3jzJkzzJkzh19++YVvvvlGKdO3b1+WLVvGihUrMDc3V+rJbM2wEEIIIQqOLIcQhVqXLl148OAB1atXR19fn4EDB+bZARkv+u2337h+/TrLli1j2bJlSr6zszMXL14EoGTJkmzYsIFvvvmG8PBwPvroIxYuXIi3t7dSfu7cucCz7d1etHjxYgICAnIU0yDfYq/d3kUIIYQQuSP7BAtRyORkj0MhhBBC/Ev2CRZCCCGEEOIVZDmE+CAEBgbqLHN4UadOnZg3b95bjuj1lq67jsbkYUGHkW1dW9sVdAhCCCFEtslMsPgghISEYGVlxcCBA4mNjdVJISEh2apDpVKxdu1aAC5evIhKpSI2Nla5Hx0dTbly5TA0NKRly5ZZ5gkhhBCi4MlMsPgg2NnZYWBggK2tLa6urm9cn6OjI0lJSRQtWlTJGzx4MBUrVmTTpk2YmZllmSeEEEKIgiczwULkgr6+PsWKFcPA4N9/R54/f54GDRrw0UcfYWVllWWeEEIIIQqeDIILmJeXF/3792fQoEEUKVIEe3t7IiIiuHfvHl9//TXm5ua4urqyadMm5ZmTJ0/StGlTzMzMsLe3p3Pnzty4cUO5v3nzZurWrYuVlRU2NjY0b96c8+fPK/ef/yp/zZo11K9fHxMTEypUqMD+/fuzFfOlS5fw9fWlSJEimJqaUqZMGTZu3Jjt+NLT05k8eTKurq6o1WqcnJx0Dqc4ceIEDRo0QKPRYGNjQ8+ePUlNTVXuBwQE0LJlS6ZOnYqDgwM2Njb07duXx48fK2WuXbuGr68vGo2GkiVLsnz58mz+iTyTkJDAZ599hrGxMaVLl2bbtm06919cDvH8882bN+natSsqlYrIyMhM894XW9eMY+1P/XVShw4dlJQfezkLIYQQeUkGwYXAkiVLKFq0KAcPHqR///707t2btm3bUrt2bY4ePUqTJk3o3Lkz9+/f586dOzRo0IBKlSpx+PBhNm/ezNWrV2nXrp1S37179xg8eDCHDx9mx44d6Onp0apVqwzHB48cOZKhQ4cSGxuLu7s7fn5+PHny5LXx9u3bl7S0NHbv3s2JEyf44YcflF/1Zye+oKAgvv/+e0aPHs3p06dZsWIF9vb2Suze3t4UKVKEQ4cO8euvv7J9+3b69eunE8POnTs5f/48O3fuZMmSJURGRuoMMgMCArh8+TI7d+7kt99+Y86cOVy7di1bfx7p6em0bt0aIyMjYmJimDdvHsOHD8+y/POlERYWFsyYMYOkpCTatm2bIa99+/aZPp+WlkZKSopOKuzup97k3t0bOunq1atKevGQESGEEKIwkjXBhUCFChUYNWoU8O8AsWjRovTo0QOAMWPGMHfuXI4fP8727dupVKkSkyZNUp5ftGgRjo6OnD17Fnd3d9q0aaNT/6JFi7C1teX06dOULVtWyR86dCiff/45AMHBwZQpU4Zz587xySefvDLexMRE2rRpQ7ly5QAoVaqUcm/27NmvjM/BwYHw8HBmz56Nv78/AB9//DF169YFYMWKFTx8+JCffvoJU1NTpU5fX19++OEHZbBcpEgRZs+ejb6+Pp988gmff/45O3bsoEePHpw9e5ZNmzZx8OBBqlWrBsCPP/6Ip6dntv48tm/fzpkzZ9iyZQvFixcHYNKkSTRt2jTT8s+XRqhUKiwtLSlWrBgApqamGfIyExoaSnBwcLZiE0IIIUTekJngQqB8+fLKZ319fWxsbJQBJqAM/K5du8axY8fYuXMnZmZmSno+aH2+5CEhIQE/Pz9KlSqFhYUFLi4uwLPBa1btOjg4KG28zoABA5gwYQJ16tRh7NixHD9+XLn3uvji4uJIS0ujYcOGmdYdFxdHhQoVlAEwQJ06dUhPTyc+Pl7JK1OmDPr6+jrxP489Li4OAwMDqlSpotz/5JNPsr0mNy4uDkdHR2UADFCrVq1sPZsbQUFBJCcnK+ny5cv51lZeMTGzwdS8qE6yt7dXkq2tbUGHKIQQQrySzAQXAoaGhjrXKpVKJ0+lUgHPfk2fmpqqzIq+7PlA1tfXF2dnZyIiIihevDjp6emULVuWR48eZdnui228Tvfu3fH29mbDhg1s3bqV0NBQwsLC6N+//2vj++eff15bf3Zk9s6yE3thpFarUavVBR1GjjRpPS5DnuwTLIQQ4l0iM8HvmMqVK3Pq1ClcXFxwdXXVSaampty8eZP4+HhGjRpFw4YN8fT05Pbt23keh6OjI4GBgaxZs4YhQ4YQERGRrfjc3NzQaDTs2LEj03o9PT05duwY9+7dU/Kio6PR09PDw8MjW7F98sknPHnyhCNHjih58fHx3LlzJ1vPe3p6cvnyZZKSkpS8AwcOZOtZIYQQQrwbZBD8junbty+3bt3Cz8+PQ4cOcf78ebZs2cLXX3/N06dPKVKkCDY2NixYsIBz587x559/Mnjw4DyNYdCgQWzZsoULFy5w9OhRdu7cqay3fV18xsbGDB8+nGHDhvHTTz9x/vx5Dhw4wI8//ghAx44dMTY2xt/fn5MnT7Jz50769+9P586dlWUhr+Ph4YGPjw+9evUiJiaGI0eO0L17dzQaTbaeb9SoEe7u7vj7+3Ps2DH27NnDyJEjc/eyhBBCCFEoyXKId0zx4sWJjo5m+PDhNGnShLS0NJydnfHx8UFPTw+VSsXKlSsZMGAAZcuWxcPDg5kzZ+Ll5ZVnMTx9+pS+ffvyf//3f1hYWODj48P06dOzFR/A6NGjMTAwYMyYMfzvf//DwcGBwMBAAExMTNiyZQsDBw6kWrVqmJiY0KZNG6ZNm5ajGBcvXkz37t2pV68e9vb2TJgwgdGjR2frWT09PaKioujWrRvVq1fHxcWFmTNn4uPjk6MY3lTnL2yxsLB4q20KIYQQHwqVVqvVFnQQQoh/paSkYGlpSXJysgyChRBCiBzIyc9QWQ4hhBBCCCE+OLIcQmTQtGlT9uzZk+m97777ju++++4tR5S3li9fTq9evTK95+zszKlTp95yRJlbt/YmJiaPXl+wEGj9ZdGCDkEIIYTIERkEiwwWLlzIgwcPMr1nbW39lqPJe1988QU1atTI9N7LW6+9KZVKRVRUFC1btszTeoUQQgjxZmQQLDIoUaJEQYeQr8zNzTE3Ny/oMIQQQghRgGRNsHinbd68mbp162JlZYWNjQ3NmzdXTs579OgR/fr1w8HBAWNjY5ydnQkNDVWeValUzJ07l6ZNm6LRaChVqhS//fabTv2XL1+mXbt2WFlZYW1tTYsWLbh48aJOmUWLFlGmTBnUajUODg7069cPQDmpr1WrVqhUKuX6Xbcmagw/Leunkzp06KCTBg4cWNBhCiGEEK8kg2DxTrt37x6DBw/m8OHD7NixAz09PVq1akV6ejozZ85k3bp1/PLLL8THx7N8+fIMA9HRo0fTpk0bjh07RseOHfnqq6+Ii4sD4PHjx3h7e2Nubs6ePXuIjo7GzMwMHx8f5fS9uXPn0rdvX3r27MmJEydYt24drq6uABw6dAh4tl1bUlKScv2ytLQ0UlJSdFJhlnrvFnfvXtdJV69e1UnXr18v6DCFEEKIV5LlEOKd1qZNG53rRYsWYWtry+nTp0lMTMTNzY26deuiUqlwdnbO8Hzbtm3p3r07AOPHj2fbtm3MmjWLOXPmsGrVKtLT01m4cKFyrPTixYuxsrJi165dNGnShAkTJjBkyBCdmc9q1aoBYGtrC4CVlRXFihXLsg+hoaEEBwe/2YsQQgghRI7IIFi80xISEhgzZgwxMTHcuHGD9PR0ABITEwkICKBx48bKCXLNmzenSZMmOs/XqlUrw3VsbCwAx44d49y5cxnWDz98+JDz589z7do1/ve//9GwYcM36kNQUJDOqX4pKSk4Ojq+UZ35ycw045cjTUx0f6n0/B8AQgghRGElg2DxTvP19cXZ2ZmIiAiKFy9Oeno6ZcuW5dGjR1SuXJkLFy6wadMmtm/fTrt27WjUqFGGdb9ZSU1NpUqVKixfvjzDPVtbW+UEvDelVqtRq9V5Utfb0LpVSMY82SJNCCHEO0bWBIt31s2bN4mPj2fUqFE0bNgQT09Pbt++rVPGwsKC9u3bExERwapVq1i9ejW3bt1S7h84cECn/IEDB/D09ASgcuXKJCQkYGdnh6urq06ytLTE3NwcFxcXduzYkWWMhoaGPH36NA97LYQQQoi8IINg8c4qUqQINjY2LFiwgHPnzvHnn3/qLCuYNm0aP//8M2fOnOHs2bP8+uuvFCtWDCsrK6XMr7/+yqJFizh79ixjx47l4MGDyu4OHTt2pGjRorRo0YI9e/Zw4cIFdu3axYABA/i///s/AMaNG0dYWBgzZ84kISGBo0ePMmvWLKX+54PkK1euZBigCyGEEKLgyCBYvLP09PRYuXIlR44coWzZsnzzzTdMmTJFuW9ubs7kyZOpWrUq1apV4+LFi2zcuFFnGUNwcDArV66kfPny/PTTT/z888+ULl0aABMTE3bv3o2TkxOtW7fG09OTbt268fDhQ+U8cn9/f2bMmMGcOXMoU6YMzZs3JyEhQak/LCyMbdu24ejoSKVKld7SmxFCCCHE66i0Wq22oIMQoiAU1tPcUlJSsLS0JDk5WRlsCyGEEOL1cvIzVGaChRBCCCHEB0cGwUIIIYQQ4oMjW6SJQsvLy4uKFSsyY8aMTO+7uLgwaNAgBg0alKv6C/tKoB2/3sTU5FG+t9PET7Y3E0II8eGRmWDxzjp06BA9e/bMk7qOHTuGn58fjo6OaDQaPD09CQ8P1ymza9cuVCpVhnTlyhWlTGhoKNWqVcPc3Bw7OztatmxJfHx8nsQohBBCiLwjM8HinZWXp5IdOXIEOzs7li1bhqOjI/v27aNnz57o6+srW6Y9Fx8fr7PY3s7OTvn8119/0bdvX6pVq8aTJ0/47rvvaNKkCadPn8bU1DTP4hVCCCHEm5HdIUSh5eXlRdmyZQFYunQphoaG9O7dm5CQEFQqVYblECqVioiICDZs2MCWLVsoUaIEYWFhfPHFF7lqv2/fvsTFxfHnn38Cz2aC69evz+3bt3X2Gn6V69evY2dnx19//cVnn32WrWeef7N1zcJ/MDUxf/0DObTsjzHcvffvgSEa039/IWRra5thBlwIIYR4V8juEOK9sWTJEgwMDDh48CDh4eFMmzaNhQsXZlk+ODiYdu3acfz4cZo1a0bHjh11TojLieTkZKytrTPkV6xYEQcHBxo3bkx0dPRr6wAyree5tLQ0UlJSdFJ+unvvFimp15V09epVJV2/fj1f2xZCCCEKCxkEi0LN0dGR6dOn4+HhQceOHenfvz/Tp0/PsnxAQAB+fn64uroyadIkUlNTOXjwYI7b3bdvH6tWrdJZc+zg4MC8efNYvXo1q1evxtHRES8vL44ePZppHenp6QwaNIg6deooM9qZCQ0NxdLSUkmOjo45jlcIIYQQOSNrgkWhVrNmTVQqlXJdq1YtwsLCePr0aably5cvr3w2NTXFwsKCa9eu5ajNkydP0qJFC8aOHUuTJk2UfA8PDzw8PJTr2rVrc/78eaZPn87SpUsz1NO3b19OnjzJ3r17X9leUFCQznHPKSkp+ToQNjfVnZV+eTmEEEII8SGQQbB4rxgaGupcq1Qq0tPTs/386dOnadiwIT179mTUqFGvLV+9evVMB7n9+vVj/fr17N69m48++uiVdajVatRqdbZjfFOdfEN0rmWLNCGEEB8iWQ4hCrWYmBid6wMHDuDm5oa+vn6et3Xq1Cnq16+Pv78/EydOzNYzsbGxODg4KNdarZZ+/foRFRXFn3/+ScmSJfM8TiGEEEK8OZkJFoVaYmIigwcPplevXhw9epRZs2YRFhaW5+2cPHmSBg0a4O3tzeDBg5W9f/X19ZUlAjNmzKBkyZKUKVOGhw8fsnDhQv7880+2bt2q1NO3b19WrFjB77//jrm5uVKPpaUlGo0mz+MWQgghRO7IIFgUal26dOHBgwdUr14dfX19Bg4cmGcHZLzot99+4/r16yxbtoxly5Yp+c7Ozly8eBGAR48eMWTIEP773/9iYmJC+fLl2b59O/Xr11fKz507F3i2vduLFi9eTEBAQI5iatjW5rXbuwghhBAid2SfYCEKmZzscSiEEEKIf8k+wUIIIYQQQryCLIcQH4TAwECdZQ4v6tSpE/PmzXvLEb3egZ9vYKpJK+gwXqlOF9lSTQghxLtJBsHvqcjISAYNGsSdO3fearsvH2VcWISEhDB06NBM78mSAyGEEOLDI4NgkacOHTqEqalptsvv2rWL+vXrc/v2baysrPItLjs7O+zs7PKtfiGEEEK8W2QQLPJUYTtx7NGjRxgZGRV0GEIIIYQoZOSLcYWUl5cX/fr1o1+/flhaWlK0aFFGjx7N8808bt++TZcuXShSpAgmJiY0bdqUhISETOu6ePEienp6HD58WCd/xowZODs7k56ezq5du1CpVGzYsIHy5ctjbGxMzZo1OXnypM4zq1evpkyZMqjValxcXDLs2evi4sKMGTOUa5VKxcKFC2nVqhUmJia4ubmxbt06Ja7n24sVKVIElUqlbCP222+/Ua5cOTQaDTY2NjRq1Ih79+699r0FBATQsmVLJk6cSPHixZVjjpcuXUrVqlUxNzenWLFidOjQQec45ef937FjB1WrVsXExITatWsTHx+vU/+ECROws7PD3Nyc7t27M2LECCpWrKhTZuHChXh6emJsbMwnn3zCnDlzXhv3u2DhprFM+62fTurQoYNOGjhwYEGHKYQQQmSLDIILsSVLlmBgYMDBgwcJDw9n2rRpLFy4EHg22Dt8+DDr1q1j//79aLVamjVrxuPHjzPU4+LiQqNGjVi8eLFO/vO9a/X0/v1r8O233xIWFsahQ4ewtbXF19dXqfPIkSO0a9eOr776ihMnTjBu3DhGjx5NZGTkK/sRHBxMu3btOH78OM2aNaNjx47cunULR0dHVq9eDUB8fDxJSUmEh4eTlJSEn58fXbt2JS4ujl27dtG6dWuyu5vfjh07iI+PZ9u2baxfvx6Ax48fM378eI4dO8batWu5ePFipvv2jhw5krCwMA4fPoyBgQFdu3ZV7i1fvpyJEyfyww8/cOTIEZycnJR9gV8sM2bMGCZOnEhcXByTJk1i9OjRLFmyJMt409LSSElJ0UmFUcq9m9y5d0MnXb16VSddv369oMMUQgghskWWQxRijo6OTJ8+HZVKhYeHBydOnGD69Ol4eXmxbt06oqOjqV27NvBs8OXo6MjatWtp27Zthrq6d+9OYGAg06ZNQ61Wc/ToUU6cOMHvv/+uU27s2LE0btwYeDYI/+ijj4iKiqJdu3ZMmzaNhg0bMnr0aADc3d05ffo0U6ZMeeVBEAEBAfj5+QEwadIkZs6cycGDB/Hx8cHa2hp4tmb3+Zrg8+fP8+TJE1q3bo2zszMA5cqVy/Z7MzU1ZeHChTrLIF4czJYqVYqZM2dSrVo1UlNTMTMzU+5NnDiRevXqATBixAg+//xzHj58iLGxMbNmzaJbt258/fXXAIwZM4atW7eSmpqq8/7CwsJo3bo1ACVLluT06dPMnz8ff3//TOMNDQ0lODg42/0TQgghxJuTmeBCrGbNmqhUKuW6Vq1aJCQkcPr0aQwMDKhRo4Zyz8bGBg8PD+Li4jKtq2XLlujr6xMVFQU82z2ifv36uLi46JSrVauW8tna2lqnzri4OOrUqaNTvk6dOiQkJPD06dMs+1G+fHnls6mpKRYWFjpLEV5WoUIFGjZsSLly5Wjbti0RERHcvn07y/IvK1euXIZ1wEeOHMHX1xcnJyfMzc2VgW5iYmKWsTo4OAAoscbHx1O9enWd8i9e37t3j/Pnz9OtWzfMzMyUNGHCBM6fP59lvEFBQSQnJyvp8uXL2e7r22RhaoOVaVGdZG9vr5MK25pwIYQQIisyE/yBMDIyokuXLixevJjWrVuzYsUKwsPD30rbhoaGOtcqlYr09PQsy+vr67Nt2zb27dvH1q1bmTVrFiNHjiQmJoaSJUu+tr2Xd6e4d+8e3t7eeHt7s3z5cmxtbUlMTMTb25tHjx5lGevzf4C8KtYXPZ8RjoiI0PkHyvM+ZUWtVqNWq7PVRkHq3jTjbLXsEyyEEOJdJTPBhVhMTIzO9YEDB3Bzc6N06dI8efJE5/7NmzeJj4+ndOnSWdbXvXt3tm/fzpw5c5TlBi87cOCA8vn27ducPXsWT09PADw9PYmOjtYpHx0djbu7+ysHea/yfMb25ZlklUpFnTp1CA4O5u+//8bIyEiZxc6pM2fOcPPmTb7//ns+/fRTPvnkk1fORGfFw8ODQ4cO6eS9eG1vb0/x4sX5559/cHV11UnZGbwLIYQQ4u2RmeBCLDExkcGDB9OrVy+OHj3KrFmzCAsLw83NjRYtWtCjRw/mz5+Pubk5I0aMoESJErRo0SLL+jw9PalZsybDhw+na9euaDSaDGVCQkKwsbHB3t6ekSNHUrRoUVq2bAnAkCFDqFatGuPHj6d9+/bs37+f2bNnv9HuB87OzqhUKtavX0+zZs3QaDScOnWKHTt20KRJE+zs7IiJieH69evKYDynnJycMDIyYtasWQQGBnLy5EnGjx+f43r69+9Pjx49qFq1KrVr12bVqlUcP36cUqVKKWWCg4MZMGAAlpaW+Pj4kJaWxuHDh7l9+zaDBw/OVfxCCCGEyAdaUSjVq1dP26dPH21gYKDWwsJCW6RIEe13332nTU9P12q1Wu2tW7e0nTt31lpaWmo1Go3W29tbe/bsWeX5xYsXay0tLTPU++OPP2oB7cGDB3Xyd+7cqQW0f/zxh7ZMmTJaIyMjbfXq1bXHjh3TKffbb79pS5curTU0NNQ6OTlpp0yZonPf2dlZO336dOUa0EZFRemUsbS01C5evFi5DgkJ0RYrVkyrUqm0/v7+2tOnT2u9vb21tra2WrVarXV3d9fOmjUrW+/N399f26JFiwz5K1as0Lq4uGjVarW2Vq1a2nXr1mkB7d9//63T/9u3byvP/P3331pAe+HCBZ1YixYtqjUzM9N27dpVO2DAAG3NmjV12lq+fLm2YsWKWiMjI22RIkW0n332mXbNmjXZil+r1WqTk5O1gDY5OTnbzwghhBAiZz9DVVptNvedEm+Vl5cXFStW1NlzNy+MHz+eX3/9lePHj+vkv62T2943jRs3plixYixdujTP6kxJScHS0pLk5GQ50lkIIYTIgZz8DJXlEB+I1NRULl68yOzZs5kwYUJBh/NOun//PvPmzcPb2xt9fX1+/vlntm/fzrZt2wo6NCGEEELkkAyCPxD9+vXj559/pmXLljp75r5rXtzT92WbNm3i008/zbe2VSoVGzduZOLEiTx8+BAPDw9Wr15No0aN8qW9Y0uuY6Z5mC91i1er1N2uoEMQQgiRz2Q5hHinnDt3Lst7JUqUyPTLftkVEBCgnOxmaGiIk5MTXbp04bvvvsPAwACtVktERAQ//vgjp06dwsDAAFdXVzp16kTPnj0xMTHRqW/lypX4+fnRokUL1q5dm+04nv8qZ/fMc5hpzHPdH5F7MggWQoh3kyyHEO8tV1fXfK3fx8eHxYsXk5aWxsaNG+nbty+GhoYEBQXRuXNn1qxZw6hRo5g9eza2trYcO3aMGTNm4OLiouyiAXDx4kWGDh2arzPTQgghhMg9GQQL8QK1Wk2xYsUA6N27N1FRUaxbt46PP/6Y5cuXs3btWp1t6FxcXPjiiy9ISUlR8p4+fUrHjh0JDg5mz5493Llz5213Q2TD7G3jSH5wM9N7Rn9mvu+1ra3tWztkRgghRP6SQbAQr6DRaLh58ybLly/Hw8Mj032YVSoVlpaWynVISAh2dnZ069aNPXv2vLaNtLQ00tLSlOsXB9Qi/yQ/uMntezcyv3nv7cYihBDi7ZMT44TIhFarZfv27WzZsoUGDRqQkJCAh4fHa5/bu3cvP/74IxEREdluKzQ0FEtLSyU5Ojq+SehCCCGEyAaZCRbiBevXr8fMzIzHjx+Tnp5Ohw4dGDduHOvXr3/ts3fv3qVz585ERERQtGjRbLcZFBSkc5pcSkqKDITfAkuNTZb3jMyyXg4hhBDi/SCDYCFeUL9+febOnYuRkRHFixfHwODZfyLu7u6cOXPmlc+eP3+eixcv4uvrq+Slp6cDYGBgQHx8PB9//HGG59RqNWq1Og97IbKjX+NxWd6T3SGEEOL9J8shhHiBqakprq6uODk5KQNggA4dOnD27Fl+//33DM9otVqSk5P55JNPOHHiBLGxsUr64osvqF+/PrGxsTK7K4QQQhQiMhMsRDa0a9eOqKgo/Pz8GDVqFE2aNMHW1pYTJ04wffp0+vfvT8uWLSlbtqzOc8+PoH45XwghhBAFSwbBQmSDSqVixYoVLFiwgEWLFjFx4kQMDAxwc3OjS5cueHt7F3SIQgghhMgBOTFOiEImJ6fdCCGEEOJfOfkZKmuChRBCCCHEB0cGwUIIIYQQ4oMja4KFKKTOLbiGmeZBntfr3tc+z+sUQggh3jUyEyzE/xcQEIBKpUKlUmFkZISrqyshISE8efIEeLYV2oIFC6hRowZmZmZYWVlRtWpVZsyYwf379wE4deoUbdq0wcXFBZVKxYwZMwqwR0IIIYTIigyChXiBj48PSUlJJCQkMGTIEMaNG8eUKVMA6Ny5M4MGDaJFixbs3LmT2NhYRo8eze+//87WrVsBuH//PqVKleL777+nWLFiBdkVIYQQQryCLIcQ4gVqtVoZvPbu3ZuoqCjWrVvHxx9/zPLly1m7di0tWrRQyru4uPDFF1+QkpICQLVq1ahWrRoAI0aMePsdyMTUv8Zx+8Et5dowWvdIYFtbW8LDw992WEIIIUSBkkGwEK+g0Wi4efMmy5cvx8PDQ2cA/JxKpcLS0jLXbaSlpZGWlqZcPx9Q55XbD25x6/6NfzPu52n1QgghxDtJlkMIkQmtVsv27dvZsmULDRo0ICEhAQ8Pj3xpKzQ0FEtLSyXJ8cpCCCFE/pOZYCFesH79eszMzHj8+DHp6el06NCBcePGsX79+nxrMygoiMGDByvXKSkpeToQLqKx1rk2NM+4HEIIIYT40MggWIgX1K9fn7lz52JkZETx4sUxMHj2n4i7uztnzpzJlzbVajVqtTpf6gYYWm+czrVskSaEEELIcgghdJiamuLq6oqTk5MyAAbo0KEDZ8+e5ffff8/wjFarJTk5+W2GKYQQQog3JINgIbKhXbt2tG/fHj8/PyZNmsThw4e5dOkS69evp1GjRuzcuROAR48eERsbS2xsLI8ePeK///0vsbGxnDt3roB7IIQQQogXyXIIIbJBpVKxYsUKFixYwKJFi5g4cSIGBga4ubnRpUsXvL29Afjf//5HpUqVlOemTp3K1KlTqVevHrt27Sqg6IUQQgjxMpVWq9UWdBBCiH+lpKRgaWlJcnIyFhYWBR2OEEII8c7Iyc9QWQ4hhBBCCCE+OLIcQohCKin8CqnG9wo6jA9W8W8dCjoEIYQQ+Uhmgt8yLy8vBg0a9FbaunjxIiqVitjY2LfSXm7a37VrFyqVijt37uRp2yqVirVr1+ZpnbkVGRmJlZVVQYchhBBCiBfIIFjkG0dHR5KSkihbtmxBh5IvXFxcmDFjRkGHIYQQQohckOUQIlNarZanT5/q7JWbU/r6+hQrViwPoxJCCCGEyBsyE1yAbt++TZcuXShSpAgmJiY0bdqUhIQEnTLR0dF4eXlhYmJCkSJF8Pb25vbt2wBs3ryZunXrYmVlhY2NDc2bN+f8+fO5iuX5soRNmzZRpUoV1Go1e/fuJT09ndDQUEqWLIlGo6FChQr89ttvOn3o2LEjtra2aDQa3NzcWLx4MZD5coiNGzfi7u6ORqOhfv36XLx4USeOcePGUbFiRZ28GTNm4OLiolwfOnSIxo0bU7RoUSwtLalXrx5Hjx7Nsm+PHj2iX79+ODg4YGxsjLOzM6Ghoa99J1qtlnHjxuHk5IRaraZ48eIMGDAAeLas5dKlS3zzzTeoVCpUKpXyXGRkJE5OTpiYmNCqVStu3rz52rZEwRl/IIRvdg3KkDp06JAhDRw4sKDDFUIIkUdkJrgABQQEkJCQwLp167CwsGD48OE0a9aM06dPY2hoSGxsLA0bNqRr166Eh4djYGDAzp07efr0KQD37t1j8ODBlC9fntTUVMaMGUOrVq2IjY1FTy93/74ZMWIEU6dOpVSpUhQpUoTQ0FCWLVvGvHnzcHNzY/fu3XTq1AlbW1vq1avH6NGjOX36NJs2baJo0aKcO3eOBw8eZFr35cuXad26NX379qVnz54cPnyYIUOG5DjGu3fv4u/vz6xZs9BqtYSFhdGsWTMSEhIwNzfPUH7mzJmsW7eOX375BScnJy5fvszly5df287q1auZPn06K1eupEyZMly5coVjx44BsGbNGipUqEDPnj3p0aOH8kxMTAzdunUjNDSUli1bsnnzZsaOHfvKdtLS0khLS1OuU1JSsvsqRB649fAWNx7eyHjj4duPRQghxNsjg+AC8nzwGx0dTe3atQFYvnw5jo6OrF27lrZt2zJ58mSqVq3KnDlzlOfKlCmjfG7Tpo1OnYsWLcLW1pbTp0/neh1uSEgIjRs3Bp4NziZNmsT27dupVasWAKVKlWLv3r3Mnz+fevXqkZiYSKVKlahatSqAzozty+bOncvHH39MWFgYAB4eHpw4cYIffvghRzE2aNBA53rBggVYWVnx119/0bx58wzlExMTcXNzo27duqhUKpydnbPVTmJiIsWKFaNRo0YYGhri5ORE9erVAbC2tkZfXx9zc3OdJR/h4eH4+PgwbNgwANzd3dm3bx+bN2/Osp3Q0FCCg4OzFZMQQggh8oYshyggcXFxGBgYUKNGDSXPxsYGDw8P4uLiAJSZ4KwkJCTg5+dHqVKlsLCwUAagiYmJuY7r+WAW4Ny5c9y/f5/GjRtjZmampJ9++klZdtG7d29WrlxJxYoVGTZsGPv27Xtln1/sL6AMrnPi6tWr9OjRAzc3NywtLbGwsCA1NTXLfgcEBBAbG4uHhwcDBgxg69at2Wqnbdu2PHjwgFKlStGjRw+ioqJ48uTJK5/JTR+DgoJITk5WUnZmqUXesTa2pqhx0QzJ3t4+Q7K1tS3ocIUQQuQRmQkuxDQazSvv+/r64uzsTEREBMWLFyc9PZ2yZcvy6NGjXLdpamqqfE5NTQVgw4YNlChRQqecWq0GoGnTply6dImNGzeybds2GjZsSN++fZk6dWqu2tfT0+PlQwwfP36sc+3v78/NmzcJDw/H2dkZtVpNrVq1sux35cqVuXDhAps2bWL79u20a9eORo0a6axtzoyjoyPx8fFs376dbdu20adPH6ZMmcJff/2FoaFhrvqXGbVarbxP8faNrjkm03zZJ1gIId5vMhNcQDw9PXny5AkxMTFK3s2bN4mPj6d06dIAlC9fnh07dmT6/POyo0aNomHDhnh6eipfmMsrpUuXRq1Wk5iYiKurq05ydHRUytna2uLv78+yZcuYMWMGCxYsyLQ+T09PDh48qJN34MABnWtbW1uuXLmiMxB+eZ/h6OhoBgwYQLNmzShTpgxqtZobNzJZ0/kCCwsL2rdvT0REBKtWrWL16tXcunXrte9Ao9Hg6+vLzJkz2bVrF/v37+fEiRMAGBkZKeuzX+zji3+mmfVRCCGEEAVPZoILiJubGy1atKBHjx7Mnz8fc3NzRowYQYkSJWjRogXw7Nfk5cqVo0+fPgQGBmJkZMTOnTtp27Yt1tbW2NjYsGDBAhwcHEhMTGTEiBF5GqO5uTlDhw7lm2++IT09nbp165KcnEx0dDQWFhb4+/szZswYqlSpQpkyZUhLS2P9+vV4enpmWl9gYCBhYWF8++23dO/enSNHjhAZGalTxsvLi+vXrzN58mS+/PJLNm/ezKZNm3TO/3Zzc2Pp0qVUrVqVlJQUvv3221fOmk+bNg0HBwcqVaqEnp4ev/76K8WKFXvtARaRkZE8ffqUGjVqYGJiwrJly9BoNMqaYhcXF3bv3s1XX32FWq2maNGiDBgwgDp16jB16lRatGjBli1bXrkeWAghhBAFRCveqnr16mkHDhyo1Wq12lu3bmk7d+6stbS01Go0Gq23t7f27NmzOuV37dqlrV27tlatVmutrKy03t7e2tu3b2u1Wq1227ZtWk9PT61ardaWL19eu2vXLi2gjYqK0mq1Wu2FCxe0gPbvv/9+bVw7d+7UAkrdz6Wnp2tnzJih9fDw0BoaGmptbW213t7e2r/++kur1Wq148eP13p6emo1Go3W2tpa26JFC+0///yTZft//PGH1tXVVatWq7WffvqpdtGiRRnanTt3rtbR0VFramqq7dKli3bixIlaZ2dn5f7Ro0e1VatW1RobG2vd3Ny0v/76q9bZ2Vk7ffp0pcyL72HBggXaihUrak1NTbUWFhbahg0bao8ePfradxIVFaWtUaOG1sLCQmtqaqqtWbOmdvv27cr9/fv3a8uXL69Vq9XaF/9T+vHHH7UfffSRVqPRaH19fbVTp07VWlpavra955KTk7WANjk5OdvPCCGEECJnP0NVWu1LCzCFEAUqJSUFS0tLkpOTdWbAhRBCCPFqOfkZKmuChRBCCCHEB0fWBH8gAgMDWbZsWab3LCwsaNeuHTNmzMj0/pUrV+jcuTP79u3D0NCQO3fuvLItlUpFVFQULVu2BODMmTPKNmWffPJJhi+6FZTly5fTq1evTO85Oztz6tQpnbwX+3Xx4kVKlizJ33//rZxwFx0dTWBgIGfOnOHzzz9n7dq1meZl19WZ57lvnPHwj3dZsaGuBR2CEEIIAcgg+IMREhLC0KFDM73n7+//ymenT59OUlISsbGxWFpa5rjtsWPHYmpqSnx8PGZmZjl+Pr988cUXGfb0fe51W6A5OjqSlJRE0aJFlbzBgwdTsWJFNm3apPQzszwhhBBCFDwZBH8g7OzssLOzy/Te6wZ858+fp0qVKri5ueWq7fPnz/P5559n+6S2lz1+/DhP9+V9ztzcPNNjlrNDX19f56Q4eNbPwMBAPvroo1fmCSGEEKLgyZpgAUB6ejrDhg3D2tqaYsWKMW7cOODZNmCrV6/mp59+QqVSERAQkKN6VSoVR44cISQkBJVKpdSblYsXL6JSqVi1ahX16tXD2NiY5cuXExAQQMuWLZk0aRL29vZYWVkREhLCkydP+Pbbb7G2tuajjz5i8eLFSl2PHj2iX79+ODg4YGxsjLOzM6GhodmKOyEhgc8++wxjY2NKly7Ntm3bMo0zNjZW+Xzz5k26du2KSqUiMjIy07wPRfCByQzc9V2G1KFDB500cODAgg5VCCHEB0pmggUAS5YsYfDgwcTExLB//34CAgKoU6cOhw4dokuXLlhYWBAeHv7aU+xelpSURKNGjfDx8WHo0KHZXhIwYsQIwsLCqFSpEsbGxuzatYs///yTjz76iN27dxMdHU23bt3Yt28fn332GTExMaxatYpevXrRuHFjPvroI2bOnMm6dev45ZdfcHJy4vLly9k6kjg9PZ3WrVtjb29PTEwMycnJDBo0KMvyz5dGeHh4EBISQvv27TE3N8fHx0cnL6ulJGlpaaSlpSnXKSkp2XpHhdmth3e48eBmxhsP3n4sQgghRGZkECyAZ6fTjR07Fnh2GMXs2bPZsWMHjRs3Rq1Wo9FoMvz6PzuKFSuGgYEBZmZmOXp+0KBBtG7dWifP2tqamTNnoqenh4eHB5MnT+b+/ft89913wLPDRb7//nv27t3LV199RWJiIm5ubtStWxeVSpXt5Rjbt2/nzJkzbNmyheLFiwMwadIkmjZtmmn550sjVCoVlpaWSj9NTU0z5GUmNDSU4ODgbMUmhBBCiLwhg2ABPBsEv8jBwYFr164VUDRQtWrVDHllypRBT+/fFTz29vaULVtWudbX18fGxkaJOyAggMaNG+Ph4YGPjw/NmzenSZMmr207Li4OR0dHZQAMUKtWrTfpzisFBQUxePBg5TolJUXnWOp3kbWxVab5+ha6/8uxtbV9C9EIIYQQGckgWAAZvxynUqlIT08voGiezaK+LLMYXxV35cqVuXDhAps2bWL79u20a9eORo0a8dtvv+Vf4LmgVqtRq9UFHUaeGltzWKb5skWaEEKIwkK+GCfeaxYWFrRv356IiAhWrVrF6tWruXXr1iuf8fT05PLlyyQlJSl5Bw4cyO9QhRBCCPEWyUyweG9NmzYNBwcHKlWqhJ6eHr/++ivFihXDysrqlc81atQId3d3/P39mTJlCikpKYwcOfLtBC2EEEKIt0JmgsV7y9zcnMmTJ1O1alWqVavGxYsX2bhxo8664szo6ekRFRXFgwcPqF69Ot27d2fixIlvKWohhBBCvA0qrVarLegghBD/SklJwdLSkuTkZCwsLAo6HCGEEOKdkZOfoTITLIQQQgghPjgyCBY5snz5cszMzDJNZcqUee3zkyZNyvL5rPbhzWtv2gchhBBCvPtkOYTIkbt373L16tVM7xkaGr72QIpbt25luTuDRqOhRIkSOYrHy8uLihUrMmPGjEzvu7i4MGjQIJ0T3960D/nt+a9yEiZFY26cvRP2Xmb/TfnXFxJCCCHeMzlZDiG7Q4gcMTc3x9zcPNfPW1tbY21tnYcRvdqhQ4cy7Dmc2z4cO3ZMOZHuxo0buLi4EBgYyMCBA3XK/ec//2H27NlcvHgRJycnRo4cSZcuXd6oH0IIIYTIWzIIFu+1vDyR7MiRI9jZ2bFs2TIcHR3Zt28fPXv2RF9fn379+gEwd+5cgoKCiIiIoFq1ahw8eJAePXpQpEgRfH198ywWIYQQQrwZWQ4h3mleXl7K0clLly7F0NCQ3r17ExISgkqlyrAcQqVSERERwYYNG9iyZQslSpQgLCyML774Ilft9+3bl7i4OP78808AateuTZ06dZgyZYpSZsiQIcTExLB3795s1Znb5RDjomdy6+EdAPQtjIBn/wgIDw/Pdh1CCCHEu0x2hxAflCVLlmBgYMDBgwcJDw9n2rRpLFy4MMvywcHBtGvXjuPHj9OsWTM6duz42lPkspKcnKyzvCMtLQ1jY2OdMhqNhoMHD/L48eNM60hLSyMlJUUn5cath3e48eA2Nx7c5urVq1y9epXr16/nqi4hhBDifSeDYPHOc3R0ZPr06Xh4eNCxY0f69+/P9OnTsywfEBCAn58frq6uTJo0idTUVA4ePJjjdvft28eqVavo2bOnkuft7c3ChQs5cuQIWq2Ww4cPs3DhQh4/fsyNGzcyrSc0NBRLS0slOTo65jgWIYQQQuSMDILFO69mzZqoVCrlulatWiQkJPD06dNMy5cv/+/OCaamplhYWHDt2rUctXny5ElatGjB2LFjadKkiZI/evRomjZtSs2aNTE0NKRFixb4+/sDZHlSXVBQEMnJyUq6fPlyjmJ5ztrYiqKaIhTVFMHe3h57e/s8XRMthBBCvE/ki3Hig2NoaKhzrVKpSE9Pz/bzp0+fpmHDhvTs2ZNRo0bp3NNoNCxatIj58+dz9epVHBwcWLBgAebm5lkOSNVqNWq1Oucdecm4OgOUz7JFmhBCCPFqMggW77yYmBid6wMHDuDm5oa+vn6et3Xq1CkaNGiAv78/EydOzLKcoaEhH330EQArV66kefPmWc4ECyGEEOLtk0GweOclJiYyePBgevXqxdGjR5k1axZhYWF53s7Jkydp0KAB3t7eDB48mCtXrgCgr6+vzPKePXuWgwcPUqNGDW7fvs20adM4efIkS5YsyfN4hBBCCJF7MggW77wuXbrw4MEDqlevjr6+PgMHDtT5slpe+e2337h+/TrLli1j2bJlSr6zszMXL14E4OnTp4SFhREfH4+hoSH169dn3759uLi45Hk8QgghhMg92SdYiEImJ3scCiGEEOJfsk+wEEIIIYQQryDLIYT4/wIDA3WWObyoU6dOzJs3763Gc23uYR4Ym77VNrNiP7BGQYcghBBC5CkZBIt3jpeXFxUrVmTGjBl5Wm9ISAhDhw7NkD9s2DAuXbqUp20JIYQQomDJIFiI/8/Ozg47O7sM+YsXL0aWzgshhBDvFxkEi0Ll0aNHGBkZFXQYOiwtLQs6BCGEEELkMflinChQXl5e9OvXj0GDBlG0aFG8vb05efIkTZs2xczMDHt7ezp37syNGzdyVb+LiwuTJk2ia9eumJub4+TkxIIFC3TKnDhxggYNGqDRaLCxsaFnz56kpqYq9wMCAmjZsqVy/dtvv1GuXDmlfKNGjbh3755yf+HChXh6emJsbMwnn3zCnDlzchV7QRm3dz4Dtk3WSR06dNBJAwcOLOgwhRBCiDcig2BR4JYsWYKRkRHR0dF8//33NGjQgEqVKnH48GE2b97M1atXadeuXa7rDwsLo2rVqvz999/06dOH3r17Ex8fD8C9e/fw9vamSJEiHDp0iF9//ZXt27fTr1+/TOtKSkrCz8+Prl27EhcXx65du2jdurWyXGL58uWMGTOGiRMnEhcXx6RJkxg9evQrD8tIS0sjJSVFJxWkWw+SufHgjk66evWqTrp+/XqBxiiEEEK8KVkOIQqcm5sbkydPBmDChAlUqlSJSZMmKfcXLVqEo6MjZ8+exd3dPcf1N2vWjD59+gAwfPhwpk+fzs6dO/Hw8GDFihU8fPiQn376CVPTZzsxzJ49G19fX3744Qfs7e116kpKSuLJkye0bt0aZ2dnAMqVK6fcHzt2LGFhYbRu3RqAkiVLcvr0aebPn4+/v3+m8YWGhhIcHJzjfgkhhBAi92QQLApclSpVlM/Hjh1j586dmJmZZSh3/vz5XA2Cy5cvr3xWqVQUK1aMa9euARAXF0eFChWUATBAnTp1SE9PJz4+PsMguEKFCjRs2JBy5crh7e1NkyZN+PLLLylSpAj37t3j/PnzdOvWjR49eijPPHny5JXrioOCghg8eLBynZKSgqOjY477mVesNRlj1bdQ61w/PyZaCCGEeFfJIFgUuBcHoKmpqcos7MscHBxyVb+hoaHOtUqlIj09PVd16evrs23bNvbt28fWrVuZNWsWI0eOJCYmBhMTEwAiIiKoUaNGhueyolarUavVWd5/28bV7ZUhT/YJFkII8b6RQbAoVCpXrszq1atxcXHBwCD//3p6enoSGRnJvXv3lMF4dHQ0enp6eHh4ZPqMSqWiTp061KlThzFjxuDs7ExUVBSDBw+mePHi/PPPP3Ts2DHfYxdCCCFE7skX40Sh0rdvX27duoWfnx+HDh3i/PnzbNmyha+//pqnT5/meXsdO3bE2NgYf39/Tp48yc6dO+nfvz+dO3fOsBQCICYmhkmTJnH48GESExNZs2YN169fx9PTE4Dg4GBCQ0OZOXMmZ8+e5cSJEyxevJhp06bleexCCCGEyD2ZCRaFSvHixYmOjmb48OE0adKEtLQ0nJ2d8fHxQU8v7//NZmJiwpYtWxg4cCDVqlXDxMSENm3aZDlotbCwYPfu3cyYMYOUlBScnZ0JCwujadOmAHTv3h0TExOmTJnCt99+i6mpKeXKlWPQoEE5js2ud1UsLCzepHtCCCGEyIJKK0dhCVGopKSkYGlpSXJysgyChRBCiBzIyc9QWQ4hhBBCCCE+OLIcQrwzdu3aRf369bl9+zZWVlbs2bNHWYbw3OPHj3n06BGmpqY6p769iYsXL1KyZEn+/vtvKlasmKMYAdauXcvQoUO5cOEC/fv3Z8aMGdlq99q8PTwwNn19wTxkP8DrrbYnhBBCFBQZBIt3Ru3atUlKSlL23K1atSqxsbE6ZVavXs3EiRM5evRoAUSYuV69evH1118zYMAAzM3NCzocIYQQQiCDYPGWPH36FJVK9UZfbjMyMqJYsWLKtUajwdXVVaeMvb09enp6GfILSmpqKteuXcPb25vixYsXdDhCCCGE+P9kTfB7wsvLi/79+zNo0CCKFCmCvb09ERER3Lt3j6+//hpzc3NcXV3ZtGkT8GxQ2q1bN0qWLIlGo8HDw4Pw8HClvocPH1KmTBl69uyp5J0/fx5zc3MWLVr02ngiIyOxsrJi3bp1lC5dGrVaTWJiImlpaQwdOpQSJUpgampKjRo12LVrl/LcpUuX8PX1pUiRIpiamlKmTBk2btwIPFtqoFKpuHPnjk47Tk5OmJiY0KpVK27evKkTR0BAAC1bttTJGzRoEF5eXsr15s2bqVu3LlZWVtjY2NC8eXPOnz//2j6+zq5du5SZ3wYNGqBSqXT6KoQQQoiCIzPB75ElS5YwbNgwDh48yKpVq+jduzdRUVG0atWK7777junTp9O5c2cSExMxNDTko48+4tdff8XGxoZ9+/bRs2dPHBwcaNeuHcbGxixfvpwaNWrw+eef07x5czp16kTjxo3p2rVrtuK5f/8+P/zwAwsXLsTGxgY7Ozv69evH6dOnWblyJcWLFycqKgofHx9OnDiBm5sbffv25dGjR+zevRtTU1NOnz6d6RHK8GzP3m7duhEaGkrLli3ZvHkzY8eOzfF7u3fvHoMHD6Z8+fKkpqYyZswYWrVqRWxs7BvNXNeuXZv4+Hg8PDxYvXo1tWvXxtraOtf15YdxeyK59SBFudY/sED5bGtrq/MPIyGEEOJ9IoPg90iFChUYNWoUAEFBQXz//fcULVqUHj16ADBmzBjmzp3L8ePHqVmzJsHBwcqzJUuWZP/+/fzyyy+0a9cOgIoVKzJhwgS6d+/OV199xaVLl1i/fn2243n8+DFz5syhQoUKACQmJrJ48WISExOVpQFDhw5l8+bNLF68mEmTJpGYmEibNm0oV64cAKVKlcqy/vDwcHx8fBg2bBgA7u7u7Nu3j82bN2c7RoA2bdroXC9atAhbW1tOnz5N2bJlc1TXi4yMjLCzswPA2tpaZynHi9LS0khLS1OuU1JSMi2XH249SOHGg+R/M178LIQQQrzHZDnEe6R8+fLKZ319fWxsbJTBJKCcgHbt2jUA/vOf/1ClShVsbW0xMzNjwYIFJCYm6tQ5ZMgQ3N3dmT17NosWLcLGxibb8RgZGenEdOLECZ4+fYq7uztmZmZK+uuvv5TlBwMGDGDChAnUqVOHsWPHcvz48Szrj4uLo0aNGjp5tWrVynZ8zyUkJODn50epUqWwsLDAxcUFIMO7yC+hoaFYWloqydHR8a20K4QQQnzIZBD8HjE0NNS5VqlUOnkqlQqA9PR0Vq5cydChQ+nWrRtbt24lNjaWr7/+mkePHunUce3aNc6ePYu+vj4JCQk5ikej0ShtwrMvienr63PkyBFiY2OVFBcXp/zavXv37vzzzz907tyZEydOULVqVWbNmpWjdl+kp6fHy+fBPH78WOfa19eXW7duERERQUxMDDExMQAZ3kV+CQoKIjk5WUmXL19+K+0CWGssKKqxVJK9vb2SbG1t31ocQgghxNsmyyE+UNHR0dSuXZs+ffooeZl9Gaxr166UK1eObt260aNHDxo1aoSnp2eu2qxUqRJPnz7l2rVrfPrpp1mWc3R0JDAwkMDAQIKCgoiIiKB///4Zynl6eioD1ucOHDigc21ra8vJkyd18mJjY5V/HNy8eZP4+HgiIiKUmPbu3Zur/uWWWq1GrVa/1TafG/dpgM617BMshBDiQyEzwR8oNzc3Dh8+zJYtWzh79iyjR4/m0KFDOmX+85//sH//fpYsWULHjh1p2bIlHTt2zPUMqbu7Ox07dqRLly6sWbOGCxcucPDgQUJDQ9mwYQPwbOeGLVu2cOHCBY4ePcrOnTuzHHQPGDCAzZs3M3XqVBISEpg9e3aG9cANGjTg8OHD/PTTTyQkJDB27FidQXGRIkWwsbFhwYIFnDt3jj///JPBgwfnqn9CCCGEeHfIIPgD1atXL1q3bk379u2pUaMGN2/e1JkVPnPmDN9++y1z5sxR1qjOmTOHGzduMHr06Fy3u3jxYrp06cKQIUPw8PCgZcuWHDp0CCcnJ+DZ1m19+/bF09MTHx8f3N3dmTNnTqZ11axZk4iICMLDw6lQoQJbt25Vvhj4nLe3N6NHj2bYsGFUq1aNu3fv0qVLF+W+np4eK1eu5MiRI5QtW5ZvvvmGKVOm5Lp/QgghhHg3qLQvL5gUQhSolJQULC0tSU5OxsLCoqDDEUIIId4ZOfkZKjPBQgghhBDigyODYJErTZs21dnm7MU0adKkgg4v3wQGBmbZ78DAwIIOTwghhBDZJMshRK7897//5cGDB5nes7a2LnQno+WVa9euZXmYhYWFhXI4xpt4/qucc5N/w1xj+sb1vevs+vkUdAhCCCHeEbIcQuS7EiVK4Orqmml6VwfAAQEBqFQqVCoVRkZGuLq6EhISwpMnTwDQarWsXbuWjh07UrFiRapWrcpXX33F+vXrKV68OHZ2dqxZs4aqVatiZWWFqakpFStWZOnSpQXcMyGEEEK8TPYJFuIFPj4+LF68mLS0NDZu3Ejfvn0xNDQkKCiIzp07s2bNGkaNGsXs2bOxtbXl2LFjzJgxAxcXF1q2bIm1tTUjR47kk08+wcjIiPXr1/P1119jZ2eHt7d3QXdPCCGEEP+fLIcQ4v8LCAjgzp07rF27Vslr0qQJd+/e5ZtvvqF9+/asXbuWFi1a6Dyn1WqVX79kpnLlynz++eeMHz8+W3F8qMshxv21gpsP72bI1zfXZMiztbVVThkUQgghnsvJcgiZCRbiFTQaDTdv3mT58uV4eHhkGADDs+OoMxsAa7Va/vzzT+Lj4/nhhx+ybCMtLY20tDTlOqs1x++7mw/vcuN+Jn3PLE8IIYR4Q7ImWIhMaLVatm/fzpYtW2jQoAEJCQl4eHhk69nk5GTMzMwwMjLi888/Z9asWTRu3DjL8qGhoVhaWirp+eEkQgghhMg/MhMsxAvWr1+PmZkZjx8/Jj09nQ4dOjBu3DjWr1+f7TrMzc2JjY0lNTWVHTt2MHjwYEqVKoWXl1em5YOCgnSOak5JSfkgB8I2xuaZ5me1HEIIIYR4EzIIFuIF9evXZ+7cuRgZGVG8eHEMDJ79J+Lu7s6ZM2eyVYeenh6urq4AVKxYkbi4OEJDQ7McBKvVatRqdZ7E/y4bV69DpvmyRZoQQoj8IMshhHiBqakprq6uODk5KQNggA4dOnD27Fl+//33DM9otVqSk5OzrDM9PV1nza8QQgghCp4MgoXIhnbt2tG+fXv8/PyYNGkShw8f5tKlS6xfv55GjRqxc+dO4Nn63m3btvHPP/8QFxdHWFgYS5cupVOnTgXcAyGEEEK8SJZDCJENKpWKFStWsGDBAhYtWsTEiRMxMDDAzc2NLl26KHsA37t3jz59+vB///d/aDQaPvnkE5YtW0b79u0LuAdCCCGEeJHsEyxEIZOTPQ6FEEII8S85NlkIIYQQQohXkOUQQhRS1xf8wUONSUGHIYQQQuSKXd9WBR3CK8lMsMg2rVZLz549sba2RqVSERsb+8ryu3btQqVScefOnSzLREZGYmVlla32x40bR8WKFV9ZJiAggJYtW2arvrclJ30UQgghxNshM8Ei2zZv3kxkZCS7du2iVKlSFC1atKBDyiA8PJy3tczdxcWFQYMGMWjQoLfSnhBCCCHyjgyCRbadP38eBwcHateuXdChZMnS0rKgQxBCCCHEO0AGwSJbAgICWLJkCfBsuzBnZ2fi4+P59ttvWblyJSkpKVStWpXp06dTrVq1LOuJjIxkzJgx3LhxA29vb+rWrZvjWObPn8+ECRO4efMmzZs3JyIiQhn8BgQEcOfOHdauXQuAl5cX5cuXx9jYmIULF2JkZERgYCDjxo17bTtarZbg4GAWLVrE1atXsbGx4csvv2TmzJl4eXlx6dIlvvnmG7755hulfF71UQghhCjMxv21mpsPUl9ZRj/619fWY2trS3h4eF6FlSMyCBbZEh4ezscff8yCBQs4dOgQ+vr6DBs2jNWrV7NkyRKcnZ2ZPHky3t7enDt3Dmtr6wx1xMTE0K1bN0JDQ2nZsiWbN29m7NixOYrj3Llz/PLLL/zxxx+kpKTQrVs3+vTpw/Lly7N8ZsmSJQwePJiYmBj2799PQEAAderUoXHjxq9sa/Xq1UyfPp2VK1dSpkwZrly5wrFjxwBYs2YNFSpUoGfPnvTo0eON+piWlqZzolxKSkp2XoUQQghRYG4+SOXG/buvLvS6+wVMBsEiWywtLTE3N0dfX59ixYpx79495s6dS2RkJE2bNgUgIiKCbdu28eOPP/Ltt99mqCM8PBwfHx+GDRsGgLu7O/v27WPz5s3ZjuPhw4f89NNPlChRAoBZs2bx+eefExYWRrFixTJ9pnz58spAqY5YjgAAEJhJREFU1M3NjdmzZ7Njx47XDoITExMpVqwYjRo1wtDQECcnJ6pXrw6AtbU1+vr6mJub67Sbmz6GhoYSHByc7XcghBBCiDcnu0OIXDl//jyPHz+mTp06Sp6hoSHVq1cnLi4u02fi4uKoUaOGTl6tWrVy1K6Tk5MyAH7+fHp6OvHx8Vk+U758eZ1rBwcHrl279tq22rZty4MHDyhVqhQ9evQgKiqKJ0+evPKZ3PQxKCiI5ORkJV2+fPm1sQkhhBAFyUZjRlET81cme3v71yZbW9sC64PMBIv3nqGhoc61SqUiPT39tc85OjoSHx/P9u3b2bZtG3369GHKlCn89ddfGep8E2q1GrVanWf1CSGEEPltXL02ry0j+wSL99LHH3+MkZER0dHRSt7jx485dOgQpUuXzvQZT09PYmJidPIOHDiQo3YTExP53//+p/O8np4eHh4eOaonuzQaDb6+vsycOZNdu3axf/9+Tpw4AYCRkRFPnz7VKZ8XfRRCCCFE/pOZYJErpqam9O7dm2+//RZra2ucnJyYPHky9+/fp1u3bpk+M2DAAOrUqcPUqVNp0aIFW7ZsydF6YABjY2P8/f2ZOnUqKSkpDBgwgHbt2mW5HvhNREZG8vTpU2rUqIGJiQnLli1Do9Hg7OwMPNsnePfu3Xz11Veo1WqKFi2aJ30UQgghRP6TQbDIte+//5709HQ6d+7M3bt3qVq1Klu2bKFIkSKZlq9ZsyYRERGMHTuWMWPG0KhRI0aNGsX48eOz3aarqyutW7emWbNm3Lp1i+bNmzNnzpy86pIOKysrvv/+ewYPHszTp08pV64cf/zxBzY2NgCEhITQq1cvPv74Y9LS0tBqtXnSx+dse/piYWGR190SQgghBKDSvq3jtYQQ2ZKcnIyVlRWXL1+WQbAQQgiRAykpKTg6OnLnzp3XHqAlM8FCFDI3b94Enn0xTwghhBA5d/fuXRkEi3dHmTJluHTpUqb35s+fT8eOHfO0veXLl9OrV69M7zk7O3Pq1Kk8bS+7nh80kpiYKMdA8++/6mVmXN7Fi+Rd/Evexb/kXej6EN+HVqvl7t27FC9e/LVlZRAsCo2NGzfy+PHjTO/Z29vneXtffPFFhj19n8vLLdBySk/v2aYtlpaWH8z/tLLDwsJC3sf/J+/iX/Iu/iXv4l/yLnR9aO8juxNIMggWhcbzXRfeFnNzc8zNzd9qm0IIIYQoHGSfYCGEEEII8cGRQbAQhYxarWbs2LFyitz/J+/jX/Iu/iXv4l/yLv4l70KXvI9Xky3ShBBCCCHEB0dmgoUQQgghxAdHBsFCCCGEEOKDI4NgIYQQQgjxwZFBsBBCCCGE+ODIIFiIQuY///kPLi4uGBsbU6NGDQ4ePFjQIeW53bt34+vrS/HixVGpVKxdu1bnvlarZcyYMTg4OKDRaGjUqBEJCQk6ZW7dukXHjh2xsLDAysqKbt26kZqa+hZ7kTdCQ0OpVq0a5ubm2NnZ0bJlS+Lj43XKPHz4kL59+2JjY4OZmRlt2rTh6tWrOmUSExP5/PPPMTExwc7Ojm+//ZYnT568za68sblz51K+fHllY/9atWqxadMm5f6H8h4y8/3336NSqRg0aJCS96G8j3HjxqFSqXTSJ598otz/UN7Dc//973/p1KkTNjY2aDQaypUrx+HDh5X7H9L/P9+YVghRaKxcuVJrZGSkXbRokfbUqVPaHj16aK2srLRXr14t6NDy1MaNG7UjR47UrlmzRgtoo6KidO5///33WktLS+3atWu1x44d037xxRfakiVLah88eKCU8fHx0VaoUEF74MAB7Z49e7Surq5aPz+/t9yTN+ft7a1dvHix9uTJk9rY2Fhts2bNtE5OTtrU1FSlTGBgoNbR0VG7Y8cO7eHDh7U1a9bU1q5dW7n/5MkTbdmyZbWNGjXS/v3339qNGzdqixYtqg0KCiqILuXaunXrtBs2bNCePXtWGx8fr/3uu++0hoaG2pMnT2q12g/nPbzs4MGDWhcXF2358uW1AwcOVPI/lPcxduxYbZkyZbRJSUlKun79unL/Q3kPWq1We+vWLa2zs7M2ICBAGxMTo/3nn3+0W7Zs0Z47d04p8yH9//NNySBYiEKkevXq2r59+yrXT58+1RYvXlwbGhpagFHlr5cHwenp6dpixYppp0yZouTduXNHq1artT///LNWq9VqT58+rQW0hw4dUsps2rRJq1KptP/973/fWuz54dq1a1pA+9dff2m12md9NzQ01P76669Kmbi4OC2g3b9/v1b7/9q515gmzzYO4P+yWrRWrA2FohvEAwrE6qCNpHNGM8jAbAtOo0RxstnEwTyRaKJLtuzDspl92DJ3CMtmVlzmhrrE00zURgSRORYZCGyLAqvDJSDZ5gE8wej1fiA87x5B84q8rez+/xKS9rlvnl73P83DRfP0lr5/KiIiIqS9vV2bU1xcLFFRUXL79u3QLmCYTZgwQXbs2KFsDp2dnZKYmCh+v1/mz5+vNcEq5fHGG2/I7NmzBx1TKQcRkS1btsiTTz5513HVr5/3i7dDED0kuru7UVNTg8zMTO1YREQEMjMzcfr06TBWFlqBQADt7e26HMaPH4/09HQth9OnT8NqtcLtdmtzMjMzERERgerq6pDXPJyuXr0KALDZbACAmpoa9PT06PJISkpCfHy8Lg+n04nY2FhtTlZWFq5du4affvophNUPn97eXpSWluL69evweDzK5rB27Vo888wzunUD6r0vmpqaMHHiREyZMgV5eXlobW0FoF4OBw8ehNvtxtKlSxETE4PU1FR89tln2rjq18/7xSaY6CHxxx9/oLe3V3ehBoDY2Fi0t7eHqarQ61/rvXJob29HTEyMbtxoNMJms43orILBIIqKijB37lzMnDkTQN9aTSYTrFarbu6deQyWV//YSNLQ0ACLxYLIyEgUFBRg3759SElJUS4HACgtLcWPP/6Ibdu2DRhTKY/09HSUlJTgyJEjKC4uRiAQwLx589DZ2alUDgDw66+/ori4GImJiTh69CgKCwuxYcMG7Ny5E4Da18+hMIa7ACIi6rN27Vo0Njbi1KlT4S4lbGbMmIG6ujpcvXoV33zzDfLz81FRURHuskLu4sWL2LhxI/x+P0aPHh3ucsJq4cKF2uNZs2YhPT0dCQkJ2LNnD8aMGRPGykIvGAzC7Xbj7bffBgCkpqaisbERn3zyCfLz88Nc3cjDT4KJHhLR0dF45JFHBnyr+dKlS3A4HGGqKvT613qvHBwOBzo6OnTjf//9N/76668Rm9W6devw7bff4sSJE3j00Ue14w6HA93d3bhy5Ypu/p15DJZX/9hIYjKZMG3aNLhcLmzbtg2zZ8/G9u3blcuhpqYGHR0dSEtLg9FohNFoREVFBT744AMYjUbExsYqlcc/Wa1WTJ8+Hc3Nzcq9L+Li4pCSkqI7lpycrN0eour1c6jYBBM9JEwmE1wuF44fP64dCwaDOH78ODweTxgrC63JkyfD4XDocrh27Rqqq6u1HDweD65cuYKamhptTllZGYLBINLT00Ne84MQEaxbtw779u1DWVkZJk+erBt3uVwYNWqULo9z586htbVVl0dDQ4PuD5vf70dUVNSAP5gjTTAYxO3bt5XLISMjAw0NDairq9N+3G438vLytMcq5fFPXV1daGlpQVxcnHLvi7lz5w7YQvH8+fNISEgAoN7184GF+5t5RPRfpaWlEhkZKSUlJfLzzz/LmjVrxGq16r7V/G/Q2dkptbW1UltbKwDkvffek9raWvntt99EpG+LH6vVKgcOHJD6+nrJyckZdIuf1NRUqa6ullOnTkliYuKI3OKnsLBQxo8fL+Xl5botoG7cuKHNKSgokPj4eCkrK5MzZ86Ix+MRj8ejjfdvAfX0009LXV2dHDlyROx2+4jbAmrr1q1SUVEhgUBA6uvrZevWrWIwGOTYsWMiok4Od/PP3SFE1Mlj06ZNUl5eLoFAQKqqqiQzM1Oio6Olo6NDRNTJQaRvuzyj0ShvvfWWNDU1ya5du8RsNsuXX36pzVHp+vmg2AQTPWQ+/PBDiY+PF5PJJHPmzJHvv/8+3CUNuxMnTgiAAT/5+fki0rfNz+uvvy6xsbESGRkpGRkZcu7cOd05/vzzT1m+fLlYLBaJioqSl156STo7O8OwmgczWA4AxOfzaXNu3rwpr7zyikyYMEHMZrM8//zz0tbWpjvPhQsXZOHChTJmzBiJjo6WTZs2SU9PT4hX82BWr14tCQkJYjKZxG63S0ZGhtYAi6iTw93c2QSrkkdubq7ExcWJyWSSSZMmSW5urm5fXFVy6Hfo0CGZOXOmREZGSlJSknz66ae6cZWunw/KICISns+giYiIiIjCg/cEExEREZFy2AQTERERkXLYBBMRERGRctgEExEREZFy2AQTERERkXLYBBMRERGRctgEExEREZFy2AQTERH9jxYsWICioqJwl0FEw4BNMBERKeG5555Ddnb2oGOVlZUwGAyor68PcVVEFC5sgomISAlerxd+vx+///77gDGfzwe3241Zs2aFoTIiCgc2wUREpIRnn30WdrsdJSUluuNdXV3Yu3cvFi1ahOXLl2PSpEkwm81wOp34+uuv73lOg8GA/fv3645ZrVbda1y8eBHLli2D1WqFzWZDTk4OLly4MDyLIqIhYxNMRERKMBqNWLVqFUpKSiAi2vG9e/eit7cXK1euhMvlwuHDh9HY2Ig1a9bghRdewA8//DDk1+zp6UFWVhbGjRuHyspKVFVVwWKxIDs7G93d3cOxLCIaIjbBRESkjNWrV6OlpQUVFRXaMZ/PhyVLliAhIQGbN2/G448/jilTpmD9+vXIzs7Gnj17hvx6u3fvRjAYxI4dO+B0OpGcnAyfz4fW1laUl5cPw4qIaKjYBBMRkTKSkpLwxBNP4PPPPwcANDc3o7KyEl6vF729vXjzzTfhdDphs9lgsVhw9OhRtLa2Dvn1zp49i+bmZowbNw4WiwUWiwU2mw23bt1CS0vLcC2LiIbAGO4CiIiIQsnr9WL9+vX4+OOP4fP5MHXqVMyfPx/vvPMOtm/fjvfffx9OpxNjx45FUVHRPW9bMBgMulsrgL5bIPp1dXXB5XJh165dA37XbrcP36KI6L6xCSYiIqUsW7YMGzduxFdffYUvvvgChYWFMBgMqKqqQk5ODlauXAkACAaDOH/+PFJSUu56Lrvdjra2Nu15U1MTbty4oT1PS0vD7t27ERMTg6ioqP/foojovvF2CCIiUorFYkFubi5effVVtLW14cUXXwQAJCYmwu/347vvvsMvv/yCl19+GZcuXbrnuZ566il89NFHqK2txZkzZ1BQUIBRo0Zp43l5eYiOjkZOTg4qKysRCARQXl6ODRs2DLpVGxGFDptgIiJSjtfrxeXLl5GVlYWJEycCAF577TWkpaUhKysLCxYsgMPhwKJFi+55nnfffRePPfYY5s2bhxUrVmDz5s0wm83auNlsxsmTJxEfH4/FixcjOTkZXq8Xt27d4ifDRGFmkDtvZiIiIiIi+pfjJ8FEREREpBw2wURERESkHDbBRERERKQcNsFEREREpBw2wURERESkHDbBRERERKQcNsFEREREpBw2wURERESkHDbBRERERKQcNsFEREREpBw2wURERESkHDbBRERERKSc/wCDCFkkhz7lxwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if TRAIN_NEW_MODELS:\n",
    "    error_feat_imp_df = pd.concat(error_feat_imps, axis=0)\n",
    "    plt.figure(figsize=(6, 8))\n",
    "    sns.barplot(x=\"Value\", y=\"Feature\", data=error_feat_imp_df)  #.head(100)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "566da998",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:07:42.024025Z",
     "iopub.status.busy": "2025-09-25T11:07:42.023649Z",
     "iopub.status.idle": "2025-09-25T11:07:49.291627Z",
     "shell.execute_reply": "2025-09-25T11:07:49.290410Z"
    },
    "papermill": {
     "duration": 7.67248,
     "end_time": "2025-09-25T11:07:49.294365",
     "exception": false,
     "start_time": "2025-09-25T11:07:41.621885",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "rmse_cols = [b.replace(\"bin_\", \"rmse_\") for b in poly_df.columns]  \n",
    "error_models = {}\n",
    "for outer_fold in range(FOLDS):\n",
    "    inner_models = {}\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        column_models = {}\n",
    "        for column in rmse_cols:\n",
    "            model_path = paths.error_models / f'outer_fold_{outer_fold}' / f'fold_{inner_fold}' / f'{column}.pkl'\n",
    "            column_models[column] = joblib.load(model_path)\n",
    "        inner_models[f'inner_fold_{inner_fold}'] = column_models\n",
    "    error_models[f'outer_fold_{outer_fold}'] = inner_models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60d5543e",
   "metadata": {
    "papermill": {
     "duration": 0.403811,
     "end_time": "2025-09-25T11:07:50.185954",
     "exception": false,
     "start_time": "2025-09-25T11:07:49.782143",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Let's re-sort the fallback factor into a more useful form"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "28af0e05",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:07:51.013475Z",
     "iopub.status.busy": "2025-09-25T11:07:51.012868Z",
     "iopub.status.idle": "2025-09-25T11:07:51.093151Z",
     "shell.execute_reply": "2025-09-25T11:07:51.091509Z"
    },
    "papermill": {
     "duration": 0.497857,
     "end_time": "2025-09-25T11:07:51.095362",
     "exception": false,
     "start_time": "2025-09-25T11:07:50.597505",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>bin_0</th>\n",
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       "      <th>bin_202</th>\n",
       "      <th>bin_227</th>\n",
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       "      <th>bin_277</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456603</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23615382</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           bin_0  bin_5  bin_29  bin_54  bin_79  bin_103  bin_128  bin_153  \\\n",
       "planet_id                                                                    \n",
       "34983          1      1       1       1       1        1        1        1   \n",
       "1873185        1      1       1       1       1        1        1        1   \n",
       "3849793        1      1       1       1       1        1        1        1   \n",
       "8456603        1      1       1       1       1        1        1        1   \n",
       "23615382       1      1       1       1       1        1        1        1   \n",
       "\n",
       "           bin_178  bin_202  bin_227  bin_252  bin_277  \n",
       "planet_id                                               \n",
       "34983            1        1        1        1        1  \n",
       "1873185          1        1        1        1        1  \n",
       "3849793          1        1        1        1        1  \n",
       "8456603          1        1        1        1        1  \n",
       "23615382         1        1        1        1        1  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = {}\n",
    "for idx, (row_idx, row) in enumerate(star_info.iterrows()):\n",
    "    row = {}\n",
    "    for col in poly_df.columns:\n",
    "        wl_fit = all_wl_fits[idx][col]\n",
    "        row[col] = wl_fit['fallback_factor']\n",
    "    rows[idx] = row\n",
    "fallback_df = pd.DataFrame.from_dict(rows, orient=\"index\")\n",
    "fallback_df.index = star_info.index\n",
    "fallback_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "f44cd7d2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:07:52.034858Z",
     "iopub.status.busy": "2025-09-25T11:07:52.034482Z",
     "iopub.status.idle": "2025-09-25T11:07:52.057040Z",
     "shell.execute_reply": "2025-09-25T11:07:52.056019Z"
    },
    "papermill": {
     "duration": 0.43845,
     "end_time": "2025-09-25T11:07:52.058995",
     "exception": false,
     "start_time": "2025-09-25T11:07:51.620545",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    14300\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fallback_df.stack().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "f7ecb697",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:07:52.891420Z",
     "iopub.status.busy": "2025-09-25T11:07:52.891003Z",
     "iopub.status.idle": "2025-09-25T11:07:52.896826Z",
     "shell.execute_reply": "2025-09-25T11:07:52.895736Z"
    },
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     "end_time": "2025-09-25T11:07:52.898673",
     "exception": false,
     "start_time": "2025-09-25T11:07:52.467309",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "no_breakpoint_mask = (extra_feats_df['has_no_breakpoints'] == 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "95117781",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:07:53.716418Z",
     "iopub.status.busy": "2025-09-25T11:07:53.716008Z",
     "iopub.status.idle": "2025-09-25T11:08:08.542769Z",
     "shell.execute_reply": "2025-09-25T11:08:08.541539Z"
    },
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     "duration": 15.238009,
     "end_time": "2025-09-25T11:08:08.545043",
     "exception": false,
     "start_time": "2025-09-25T11:07:53.307034",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10/10 [00:14<00:00,  1.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The head from fold 0-0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rmse_0</th>\n",
       "      <th>rmse_5</th>\n",
       "      <th>rmse_29</th>\n",
       "      <th>rmse_54</th>\n",
       "      <th>rmse_79</th>\n",
       "      <th>rmse_103</th>\n",
       "      <th>rmse_128</th>\n",
       "      <th>rmse_153</th>\n",
       "      <th>rmse_178</th>\n",
       "      <th>rmse_202</th>\n",
       "      <th>rmse_227</th>\n",
       "      <th>rmse_252</th>\n",
       "      <th>rmse_277</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.000144</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>0.000211</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000163</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.000063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.000168</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.000164</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000061</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           rmse_0    rmse_5   rmse_29   rmse_54   rmse_79  rmse_103  rmse_128  \\\n",
       "34983    0.000144  0.000254  0.000211  0.000141  0.000092  0.000163  0.000077   \n",
       "1873185  0.000168  0.000092  0.000096  0.000066  0.000117  0.000064  0.000073   \n",
       "\n",
       "         rmse_153  rmse_178  rmse_202  rmse_227  rmse_252  rmse_277  \n",
       "34983    0.000104  0.000059  0.000153  0.000110  0.000099  0.000063  \n",
       "1873185  0.000164  0.000077  0.000051  0.000077  0.000149  0.000061  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "error_predictions = {}\n",
    "for outer_fold in tqdm(range(FOLDS)):\n",
    "    inner_predictions = {}\n",
    "    for inner_fold in range(INNER_FOLDS):\n",
    "        rsme_predictions= {}\n",
    "        for rmse_id, model in  error_models[f'outer_fold_{outer_fold}'][f'inner_fold_{inner_fold}'].items():\n",
    "            if ERROR_PCA:\n",
    "                pca_feats = error_preprocess.transform(fold_features[f'fold_{outer_fold}_{inner_fold}'][rmse_id]) #.drop(columns = ['has_two_breakpoints'])) .drop(columns = ['has_two_breakpoints'])\n",
    "                pca_columns = [f\"PC{i+1}\" for i in range(pca_feats.shape[1])]\n",
    "                pca_feat_df = pd.DataFrame(pca_feats,\n",
    "                                           index=fold_features[f'fold_{outer_fold}_{inner_fold}'][rmse_id].index,\n",
    "                                           columns=pca_columns\n",
    "                                           )\n",
    "                wl_feats = pd.concat([fold_features[f'fold_{outer_fold}_{inner_fold}'][rmse_id], pca_feat_df], axis=1)\n",
    "            else: wl_feats = fold_features[f'fold_{outer_fold}_{inner_fold}'][rmse_id]\n",
    "            # success = feature_dfs[bin?]\n",
    "\n",
    "            rsme_predictions[rmse_id] =  model.predict(wl_feats)  # success factor\n",
    "            error_df = pd.DataFrame(rsme_predictions, index = feat_dfs['bin_0'].index)  #, index = feat_dfs['bin_0'].index\n",
    "            error_df = error_df.reindex(columns=rmse_cols)\n",
    "\n",
    "            #print(error_df.dtypes)       # make sure all are numeric\n",
    "            #print(f'NaNs per column: {error_df.isna().sum()}') # count NaNs per column\n",
    "            #print(f'The error df head: {error_df.head()}')\n",
    "            #print(f'The error df shape: {error_df.shape}')\n",
    "\n",
    "        \n",
    "        error_df = pd.DataFrame(error_df.to_numpy() * fallback_df.to_numpy(),\n",
    "                    index=error_df.index, columns=error_df.columns)\n",
    "\n",
    "        error_df.loc[no_breakpoint_mask] = error_df.loc[no_breakpoint_mask] * NO_BREAKPOINTS_ERROR_FACTOR\n",
    "\n",
    "        \n",
    "        inner_predictions[f'fold_{inner_fold}'] = error_df\n",
    "    error_predictions[outer_fold] = inner_predictions\n",
    "\n",
    "print('The head from fold 0-0')\n",
    "display(error_predictions[0]['fold_0'].head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "f48f8b08",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:09.444813Z",
     "iopub.status.busy": "2025-09-25T11:08:09.444445Z",
     "iopub.status.idle": "2025-09-25T11:08:09.513300Z",
     "shell.execute_reply": "2025-09-25T11:08:09.512065Z"
    },
    "papermill": {
     "duration": 0.480094,
     "end_time": "2025-09-25T11:08:09.515806",
     "exception": false,
     "start_time": "2025-09-25T11:08:09.035712",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "fold_std = {}\n",
    "for outer_fold in range(FOLDS):\n",
    "    fold_error = error_predictions[outer_fold]\n",
    "    stacked_error = np.abs(np.stack([values for values in fold_error.values()]))\n",
    "    #stacked_error = np.clip(stacked_error, a_min=AIRS_MIN_SIGMA, a_max=AIRS_MAX_SIGMA)\n",
    "    # Compute the mean across the first axis (i.e., across DataFrames)\n",
    "    ensembled_error = np.sqrt((stacked_error**2).mean(axis=0))\n",
    "    output_length = 282\n",
    "    airs_error = ensembled_error[:,1:]\n",
    "    pred_indices = [0] + centres + [output_length]  #rmse_cols already includes a 0 that can match the first_col being added\n",
    "    first_col = airs_error[:, [0]]\n",
    "    last_col = airs_error[:, [-1]]\n",
    "    extended = np.hstack([first_col, airs_error, last_col])  #Just ensuring that the first and last column have values\n",
    "    num_preds = extended.shape[1]\n",
    "\n",
    "    x_full = np.arange(output_length)\n",
    "\n",
    "    interp_func = interp1d(pred_indices, extended, kind='quadratic', fill_value=\"extrapolate\")  #extended[i]\n",
    "    interpolated = np.concatenate([ensembled_error[:,0][:, None], interp_func(x_full)], axis=1)  #putting back the fgs values\n",
    "    \n",
    "    columns = [f'sigma_{i}' for i in range(1,284)]\n",
    "    std_df = pd.DataFrame(interpolated, index = star_info.index, columns=columns )\n",
    "    fold_std[outer_fold] = std_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5fa5cc4",
   "metadata": {
    "papermill": {
     "duration": 0.416576,
     "end_time": "2025-09-25T11:08:10.334501",
     "exception": false,
     "start_time": "2025-09-25T11:08:09.917925",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Ensemble Inner Folds and Format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "c38c2fbf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:11.247972Z",
     "iopub.status.busy": "2025-09-25T11:08:11.247129Z",
     "iopub.status.idle": "2025-09-25T11:08:11.335899Z",
     "shell.execute_reply": "2025-09-25T11:08:11.334654Z"
    },
    "papermill": {
     "duration": 0.519246,
     "end_time": "2025-09-25T11:08:11.338179",
     "exception": false,
     "start_time": "2025-09-25T11:08:10.818933",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n",
      "(5, 1100, 283)\n"
     ]
    }
   ],
   "source": [
    "inner_predictions = {}\n",
    "for outer_fold in range(FOLDS):\n",
    "    stacked = np.stack([values for values in combined_predictions[outer_fold].values()])  #threw an error because predictions only had 13 columns\n",
    "    print(stacked.shape)\n",
    "    mean_preds = stacked.mean(axis=0)\n",
    "    inner_predictions[outer_fold] = pd.DataFrame(mean_preds.clip(0,None), index = star_info.index, columns = wavelengths.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6893a74",
   "metadata": {
    "papermill": {
     "duration": 0.405011,
     "end_time": "2025-09-25T11:08:12.151777",
     "exception": false,
     "start_time": "2025-09-25T11:08:11.746766",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Let's also look at the std of the predictions themselves from the outer folds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "d638c707",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:12.971074Z",
     "iopub.status.busy": "2025-09-25T11:08:12.970687Z",
     "iopub.status.idle": "2025-09-25T11:08:13.009000Z",
     "shell.execute_reply": "2025-09-25T11:08:13.007651Z"
    },
    "papermill": {
     "duration": 0.451262,
     "end_time": "2025-09-25T11:08:13.011144",
     "exception": false,
     "start_time": "2025-09-25T11:08:12.559882",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1100, 283)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacked_preds = np.stack([values for values in inner_predictions.values()])\n",
    "fold_preds_std = np.std(stacked_preds, axis=0, ddof=0) #so now it's just a 1x\n",
    "fold_preds_std.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "5a1bfdae",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:13.932206Z",
     "iopub.status.busy": "2025-09-25T11:08:13.931622Z",
     "iopub.status.idle": "2025-09-25T11:08:13.959766Z",
     "shell.execute_reply": "2025-09-25T11:08:13.958811Z"
    },
    "papermill": {
     "duration": 0.44072,
     "end_time": "2025-09-25T11:08:13.962176",
     "exception": false,
     "start_time": "2025-09-25T11:08:13.521456",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "stacked_preds = np.stack([values for values in inner_predictions.values()])\n",
    "fold_preds_std = np.std(stacked_preds, axis=0, ddof=0) #so now it's just a 1x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f90c02a1",
   "metadata": {
    "papermill": {
     "duration": 0.413592,
     "end_time": "2025-09-25T11:08:14.786478",
     "exception": false,
     "start_time": "2025-09-25T11:08:14.372886",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We could combine the two types of error here, but for now let's just compare them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "71d4e5a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:15.694743Z",
     "iopub.status.busy": "2025-09-25T11:08:15.694387Z",
     "iopub.status.idle": "2025-09-25T11:08:15.720567Z",
     "shell.execute_reply": "2025-09-25T11:08:15.719519Z"
    },
    "papermill": {
     "duration": 0.441885,
     "end_time": "2025-09-25T11:08:15.722574",
     "exception": false,
     "start_time": "2025-09-25T11:08:15.280689",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1100, 283)"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacked_errors= np.stack([values for values in fold_std.values()])\n",
    "model_error = np.sqrt((stacked_errors**2).mean(axis=0))\n",
    "model_error.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "7f66125f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:16.539714Z",
     "iopub.status.busy": "2025-09-25T11:08:16.538684Z",
     "iopub.status.idle": "2025-09-25T11:08:16.766814Z",
     "shell.execute_reply": "2025-09-25T11:08:16.765803Z"
    },
    "papermill": {
     "duration": 0.641316,
     "end_time": "2025-09-25T11:08:16.768777",
     "exception": false,
     "start_time": "2025-09-25T11:08:16.127461",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_err1 = model_error.mean(axis=1)\n",
    "mean_err2 = fold_preds_std.mean(axis=1)\n",
    "\n",
    "plt.plot(mean_err1, label=\"Modelled error\")\n",
    "plt.plot(mean_err2, label=\"std of the fold predictions\")\n",
    "plt.xlabel(\"Sample index (1100)\")\n",
    "plt.ylabel(\"Mean predicted error\")\n",
    "plt.title(\"Per-sample mean error (collapsed across x)\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "e014fbc7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:17.602320Z",
     "iopub.status.busy": "2025-09-25T11:08:17.601923Z",
     "iopub.status.idle": "2025-09-25T11:08:17.862929Z",
     "shell.execute_reply": "2025-09-25T11:08:17.861886Z"
    },
    "papermill": {
     "duration": 0.679898,
     "end_time": "2025-09-25T11:08:17.865039",
     "exception": false,
     "start_time": "2025-09-25T11:08:17.185141",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = mean_err1 <= WEIGHTED_ENSEMBLE_THRESHOLD\n",
    "m, c = np.polyfit(mean_err1[mask], mean_err2[mask], deg=1)\n",
    "\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.scatter(mean_err1, mean_err2, s=10, alpha=0.5, label=\"Samples\")\n",
    "x_vals = np.linspace(mean_err1.min(), mean_err1.max(), 200)\n",
    "plt.plot(x_vals, m*x_vals + c, 'r-', label=f\"Fit: y={m:.2f}x+{c:.2f}\")\n",
    "plt.scatter(0, c, color=\"black\", zorder=5, label=f\"Intercept (0,{c:.2f})\")\n",
    "plt.axhline(c, color=\"gray\", linestyle=\"--\", alpha=0.5)  # horizontal guide\n",
    "plt.xlabel(\"Modelled 1 sigma\")\n",
    "plt.ylabel(\"std of the fold predictions\")\n",
    "plt.title(\"Per-sample mean error comparison with linear fit\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b3644d6",
   "metadata": {
    "papermill": {
     "duration": 0.4275,
     "end_time": "2025-09-25T11:08:18.772510",
     "exception": false,
     "start_time": "2025-09-25T11:08:18.345010",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "So the rms error by fold is about one quarter of the modelled error predictions, and the relationship is correllated but not linear. Let's allow the hidden dataset to determine the relative size.    Let's compare these modelled predictions with the actual error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "c20382d6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:19.605720Z",
     "iopub.status.busy": "2025-09-25T11:08:19.605315Z",
     "iopub.status.idle": "2025-09-25T11:08:19.711606Z",
     "shell.execute_reply": "2025-09-25T11:08:19.710618Z"
    },
    "papermill": {
     "duration": 0.525528,
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       "      <td>0.014444</td>\n",
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       "               wl_1      wl_2      wl_3      wl_4      wl_5      wl_6  \\\n",
       "planet_id                                                               \n",
       "34983      0.018291  0.018088  0.018087  0.018085  0.018084  0.018084   \n",
       "1873185    0.006347  0.006343  0.006343  0.006343  0.006343  0.006343   \n",
       "3849793    0.046061  0.046139  0.046130  0.046117  0.046107  0.046105   \n",
       "8456603    0.015363  0.015387  0.015385  0.015385  0.015385  0.015385   \n",
       "23615382   0.014474  0.014636  0.014628  0.014635  0.014643  0.014642   \n",
       "\n",
       "               wl_7      wl_8      wl_9     wl_10  ...    wl_274    wl_275  \\\n",
       "planet_id                                          ...                       \n",
       "34983      0.018084  0.018084  0.018085  0.018084  ...  0.018109  0.018112   \n",
       "1873185    0.006343  0.006342  0.006342  0.006341  ...  0.006340  0.006340   \n",
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       "23615382   0.014637  0.014635  0.014639  0.014644  ...  0.014473  0.014467   \n",
       "\n",
       "             wl_276    wl_277    wl_278    wl_279    wl_280    wl_281  \\\n",
       "planet_id                                                               \n",
       "34983      0.018118  0.018123  0.018125  0.018127  0.018130  0.018134   \n",
       "1873185    0.006339  0.006339  0.006339  0.006339  0.006339  0.006339   \n",
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       "23615382   0.014433  0.014426  0.014435  0.014422  0.014399  0.014429   \n",
       "\n",
       "             wl_282    wl_283  \n",
       "planet_id                      \n",
       "34983      0.018138  0.018142  \n",
       "1873185    0.006339  0.006339  \n",
       "3849793    0.046134  0.046133  \n",
       "8456603    0.015460  0.015460  \n",
       "23615382   0.014444  0.014418  \n",
       "\n",
       "[5 rows x 283 columns]"
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     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_labels = pd.read_csv(paths.train_csv, index_col=\"planet_id\")\n",
    "train_labels.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "6cb8765f",
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   "source": [
    "scale = 1 / m if len(star_info) > 1 else 4\n",
    "fold_preds_std = fold_preds_std * scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "ea80c0ed",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:21.473393Z",
     "iopub.status.busy": "2025-09-25T11:08:21.472795Z",
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     "shell.execute_reply": "2025-09-25T11:08:21.513754Z"
    },
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    "tags": []
   },
   "outputs": [],
   "source": [
    "fold_submissions = {}\n",
    "for outer_fold in range(FOLDS):\n",
    "    fold_submissions[f'fold_{outer_fold}'] = pd.concat([inner_predictions[outer_fold], fold_std[outer_fold]], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77e954e5",
   "metadata": {
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Ensemble"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "a9b1c13b",
   "metadata": {
    "execution": {
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     "status": "completed"
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    "tags": []
   },
   "outputs": [
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       "      <td>0.006384</td>\n",
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       "      <td>0.006387</td>\n",
       "      <td>0.006387</td>\n",
       "      <td>0.006388</td>\n",
       "      <td>0.006388</td>\n",
       "      <td>0.006388</td>\n",
       "      <td>0.006388</td>\n",
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       "<p>2 rows × 283 columns</p>\n",
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      ],
      "text/plain": [
       "               wl_1      wl_2      wl_3      wl_4      wl_5      wl_6  \\\n",
       "planet_id                                                               \n",
       "34983      0.018281  0.018201  0.018201  0.018201  0.018201  0.018201   \n",
       "1873185    0.006333  0.006349  0.006349  0.006349  0.006349  0.006349   \n",
       "\n",
       "               wl_7      wl_8      wl_9     wl_10  ...    wl_274    wl_275  \\\n",
       "planet_id                                          ...                       \n",
       "34983      0.018201  0.018201  0.018202  0.018202  ...  0.018147  0.018147   \n",
       "1873185    0.006349  0.006348  0.006347  0.006346  ...  0.006383  0.006384   \n",
       "\n",
       "             wl_276    wl_277    wl_278    wl_279    wl_280    wl_281  \\\n",
       "planet_id                                                               \n",
       "34983      0.018147  0.018147  0.018147  0.018147  0.018146  0.018146   \n",
       "1873185    0.006385  0.006386  0.006387  0.006387  0.006388  0.006388   \n",
       "\n",
       "             wl_282    wl_283  \n",
       "planet_id                      \n",
       "34983      0.018146  0.018146  \n",
       "1873185    0.006388  0.006388  \n",
       "\n",
       "[2 rows x 283 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacked = np.stack([df.values for df in inner_predictions.values()])\n",
    "mean_array = stacked.mean(axis=0)\n",
    "columns = [f'wl_{wl+1}' for wl in range(283)]\n",
    "ensembled_preds_df = pd.DataFrame(mean_array.clip(0, None), index=star_info.index, columns=columns)\n",
    "ensembled_preds_df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a74e3818",
   "metadata": {
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Now let's find the average error by planet and compare that to the error models!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "183c5fbb",
   "metadata": {
    "execution": {
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    },
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   },
   "outputs": [
    {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rms</th>\n",
       "      <th>modelled</th>\n",
       "      <th>scaled_fold_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3849793</th>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>0.000265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456603</th>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.000312</td>\n",
       "      <td>0.000470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23615382</th>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.000197</td>\n",
       "      <td>0.000158</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                rms  modelled  scaled_fold_std\n",
       "planet_id                                     \n",
       "34983      0.000076  0.000160         0.000134\n",
       "1873185    0.000020  0.000092         0.000064\n",
       "3849793    0.000068  0.000381         0.000265\n",
       "8456603    0.000123  0.000312         0.000470\n",
       "23615382   0.000085  0.000197         0.000158"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    rms_df = pd.DataFrame(\n",
    "    np.sqrt(((ensembled_preds_df - train_labels)**2).mean(axis=1)),\n",
    "    index=ensembled_preds_df.index,\n",
    "    columns=[\"rms\"]\n",
    "    )\n",
    "    rms_df['modelled'] = mean_err1\n",
    "    rms_df['scaled_fold_std'] = mean_err2 * scale\n",
    "    display(rms_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "bd8bc989",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:25.834706Z",
     "iopub.status.busy": "2025-09-25T11:08:25.833363Z",
     "iopub.status.idle": "2025-09-25T11:08:26.097101Z",
     "shell.execute_reply": "2025-09-25T11:08:26.096086Z"
    },
    "papermill": {
     "duration": 0.677031,
     "end_time": "2025-09-25T11:08:26.098913",
     "exception": false,
     "start_time": "2025-09-25T11:08:25.421882",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plt.figure(figsize=(6,6))\n",
    "\n",
    "    # Scatter both methods against truth\n",
    "    plt.scatter(rms_df[\"rms\"], rms_df[\"modelled\"], \n",
    "                s=20, alpha=0.6, label=\"Modelled\", color=\"tab:blue\")\n",
    "    plt.scatter(rms_df[\"rms\"], rms_df[\"scaled_fold_std\"], \n",
    "                s=20, alpha=0.6, label=\"Scaled fold std\", color=\"tab:orange\")\n",
    "    \n",
    "    # 1:1 line\n",
    "    lims = [0, 0.0015]\n",
    "    plt.plot(lims, lims, \"k--\", alpha=0.7, label=\"1:1 line\")\n",
    "    \n",
    "    plt.xlabel(\"Ground truth (RMS)\")\n",
    "    plt.xlim(0,0.0015)\n",
    "    plt.ylabel(\"Predicted value\")\n",
    "    plt.title(\"Comparison of prediction methods against ground truth\")\n",
    "    plt.legend()\n",
    "    plt.grid(alpha=0.3)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc06fcc9",
   "metadata": {
    "papermill": {
     "duration": 0.412789,
     "end_time": "2025-09-25T11:08:26.934764",
     "exception": false,
     "start_time": "2025-09-25T11:08:26.521975",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "This gets to the heart of the problem.  The LGBM model under-estimates the error for the higher variance samples.  I wonder if a simpler linear model would be better for those?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "cb557559",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:27.835442Z",
     "iopub.status.busy": "2025-09-25T11:08:27.835025Z",
     "iopub.status.idle": "2025-09-25T11:08:27.845005Z",
     "shell.execute_reply": "2025-09-25T11:08:27.844002Z"
    },
    "papermill": {
     "duration": 0.426225,
     "end_time": "2025-09-25T11:08:27.847175",
     "exception": false,
     "start_time": "2025-09-25T11:08:27.420950",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "w1 = MODEL_FOLD_VAR_ENSEMBLE_WEIGHTS\n",
    "w2 = 1 - w1\n",
    "\n",
    "ensembled_error = np.where(\n",
    "    model_error > WEIGHTED_ENSEMBLE_THRESHOLD,\n",
    "    np.sqrt(w1**2 * model_error**2 + w2**2 * fold_preds_std**2),\n",
    "    model_error\n",
    "    ) * ERROR_FACTOR + ERROR_OFFSET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "391318a0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:28.652484Z",
     "iopub.status.busy": "2025-09-25T11:08:28.651867Z",
     "iopub.status.idle": "2025-09-25T11:08:28.689040Z",
     "shell.execute_reply": "2025-09-25T11:08:28.688011Z"
    },
    "papermill": {
     "duration": 0.442593,
     "end_time": "2025-09-25T11:08:28.691176",
     "exception": false,
     "start_time": "2025-09-25T11:08:28.248583",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sigma_1</th>\n",
       "      <th>sigma_2</th>\n",
       "      <th>sigma_3</th>\n",
       "      <th>sigma_4</th>\n",
       "      <th>sigma_5</th>\n",
       "      <th>sigma_6</th>\n",
       "      <th>sigma_7</th>\n",
       "      <th>sigma_8</th>\n",
       "      <th>sigma_9</th>\n",
       "      <th>sigma_10</th>\n",
       "      <th>...</th>\n",
       "      <th>sigma_274</th>\n",
       "      <th>sigma_275</th>\n",
       "      <th>sigma_276</th>\n",
       "      <th>sigma_277</th>\n",
       "      <th>sigma_278</th>\n",
       "      <th>sigma_279</th>\n",
       "      <th>sigma_280</th>\n",
       "      <th>sigma_281</th>\n",
       "      <th>sigma_282</th>\n",
       "      <th>sigma_283</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.000109</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000225</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 283 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           sigma_1   sigma_2   sigma_3   sigma_4   sigma_5   sigma_6  \\\n",
       "planet_id                                                              \n",
       "34983       0.0002  0.000388  0.000389  0.000389  0.000389  0.000389   \n",
       "1873185     0.0002  0.000100  0.000100  0.000100  0.000100  0.000100   \n",
       "\n",
       "            sigma_7   sigma_8   sigma_9  sigma_10  ...  sigma_274  sigma_275  \\\n",
       "planet_id                                          ...                         \n",
       "34983      0.000388  0.000386  0.000384  0.000381  ...   0.000113   0.000111   \n",
       "1873185    0.000100  0.000100  0.000100  0.000100  ...   0.000213   0.000217   \n",
       "\n",
       "           sigma_276  sigma_277  sigma_278  sigma_279  sigma_280  sigma_281  \\\n",
       "planet_id                                                                     \n",
       "34983       0.000109   0.000107   0.000106   0.000105   0.000105   0.000105   \n",
       "1873185     0.000220   0.000223   0.000225   0.000226   0.000228   0.000228   \n",
       "\n",
       "           sigma_282  sigma_283  \n",
       "planet_id                        \n",
       "34983       0.000105   0.000105  \n",
       "1873185     0.000228   0.000228  \n",
       "\n",
       "[2 rows x 283 columns]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sigma_cols = [f'sigma_{i+1}' for i in range(283)]\n",
    "ensembled_error_df = pd.DataFrame(ensembled_error, index = star_info.index, columns = sigma_cols)\n",
    "ensembled_error_df.iloc[:,:1] = ensembled_error_df.iloc[:,:1].clip(AIRS_MIN_SIGMA*2, AIRS_MAX_SIGMA*2)\n",
    "ensembled_error_df.iloc[:,1:] = ensembled_error_df.iloc[:,1:].clip(AIRS_MIN_SIGMA, AIRS_MAX_SIGMA)\n",
    "ensembled_error_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "a2e7b15b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:29.591390Z",
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     "shell.execute_reply": "2025-09-25T11:08:29.618485Z"
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wl_1</th>\n",
       "      <th>wl_2</th>\n",
       "      <th>wl_3</th>\n",
       "      <th>wl_4</th>\n",
       "      <th>wl_5</th>\n",
       "      <th>wl_6</th>\n",
       "      <th>wl_7</th>\n",
       "      <th>wl_8</th>\n",
       "      <th>wl_9</th>\n",
       "      <th>wl_10</th>\n",
       "      <th>...</th>\n",
       "      <th>sigma_274</th>\n",
       "      <th>sigma_275</th>\n",
       "      <th>sigma_276</th>\n",
       "      <th>sigma_277</th>\n",
       "      <th>sigma_278</th>\n",
       "      <th>sigma_279</th>\n",
       "      <th>sigma_280</th>\n",
       "      <th>sigma_281</th>\n",
       "      <th>sigma_282</th>\n",
       "      <th>sigma_283</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>planet_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34983</th>\n",
       "      <td>0.018281</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018202</td>\n",
       "      <td>0.018202</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.000109</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873185</th>\n",
       "      <td>0.006333</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006348</td>\n",
       "      <td>0.006347</td>\n",
       "      <td>0.006346</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000225</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 566 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               wl_1      wl_2      wl_3      wl_4      wl_5      wl_6  \\\n",
       "planet_id                                                               \n",
       "34983      0.018281  0.018201  0.018201  0.018201  0.018201  0.018201   \n",
       "1873185    0.006333  0.006349  0.006349  0.006349  0.006349  0.006349   \n",
       "\n",
       "               wl_7      wl_8      wl_9     wl_10  ...  sigma_274  sigma_275  \\\n",
       "planet_id                                          ...                         \n",
       "34983      0.018201  0.018201  0.018202  0.018202  ...   0.000113   0.000111   \n",
       "1873185    0.006349  0.006348  0.006347  0.006346  ...   0.000213   0.000217   \n",
       "\n",
       "           sigma_276  sigma_277  sigma_278  sigma_279  sigma_280  sigma_281  \\\n",
       "planet_id                                                                     \n",
       "34983       0.000109   0.000107   0.000106   0.000105   0.000105   0.000105   \n",
       "1873185     0.000220   0.000223   0.000225   0.000226   0.000228   0.000228   \n",
       "\n",
       "           sigma_282  sigma_283  \n",
       "planet_id                        \n",
       "34983       0.000105   0.000105  \n",
       "1873185     0.000228   0.000228  \n",
       "\n",
       "[2 rows x 566 columns]"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df = pd.concat([ensembled_preds_df.clip(0,None), ensembled_error_df], axis=1)\n",
    "sub_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "eb7846d9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:30.424117Z",
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     "iopub.status.idle": "2025-09-25T11:08:30.970420Z",
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     "start_time": "2025-09-25T11:08:30.022864",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1739553248\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter = PlanetPlotter(planet_ids,\n",
    "                            all_signal,\n",
    "                            all_wl_fits,  #These are the original fits of the mean signal used to create the baseline, and their b & c parameters in a dictionary\n",
    "                            breakpoints,\n",
    "                            edges,\n",
    "                            poly_df,\n",
    "                            sub_df,\n",
    "                            targ_df,\n",
    "                            extra_feats_df,\n",
    "                            )\n",
    "    plotter.plot_planet(1739553248)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "e352db91",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:31.846519Z",
     "iopub.status.busy": "2025-09-25T11:08:31.845493Z",
     "iopub.status.idle": "2025-09-25T11:08:32.653170Z",
     "shell.execute_reply": "2025-09-25T11:08:32.652043Z"
    },
    "papermill": {
     "duration": 1.219826,
     "end_time": "2025-09-25T11:08:32.655346",
     "exception": false,
     "start_time": "2025-09-25T11:08:31.435520",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1124834224\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(1124834224)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "995de176",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:33.582268Z",
     "iopub.status.busy": "2025-09-25T11:08:33.581152Z",
     "iopub.status.idle": "2025-09-25T11:08:34.363641Z",
     "shell.execute_reply": "2025-09-25T11:08:34.362454Z"
    },
    "papermill": {
     "duration": 1.202457,
     "end_time": "2025-09-25T11:08:34.365811",
     "exception": false,
     "start_time": "2025-09-25T11:08:33.163354",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2554928345\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(2554928345)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "f60eb179",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:35.210731Z",
     "iopub.status.busy": "2025-09-25T11:08:35.210329Z",
     "iopub.status.idle": "2025-09-25T11:08:36.143031Z",
     "shell.execute_reply": "2025-09-25T11:08:36.141975Z"
    },
    "papermill": {
     "duration": 1.352653,
     "end_time": "2025-09-25T11:08:36.145220",
     "exception": false,
     "start_time": "2025-09-25T11:08:34.792567",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 3573389057\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(t_y_range=0.002)  #will use any planet id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "7a03c5fb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:37.071966Z",
     "iopub.status.busy": "2025-09-25T11:08:37.071595Z",
     "iopub.status.idle": "2025-09-25T11:08:37.733492Z",
     "shell.execute_reply": "2025-09-25T11:08:37.732330Z"
    },
    "papermill": {
     "duration": 1.084666,
     "end_time": "2025-09-25T11:08:37.735810",
     "exception": false,
     "start_time": "2025-09-25T11:08:36.651144",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 3608862334\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    random_baddie = random.choice([3608862334])\n",
    "    plotter.plot_planet(random_baddie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "79ea25d9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:38.585725Z",
     "iopub.status.busy": "2025-09-25T11:08:38.585299Z",
     "iopub.status.idle": "2025-09-25T11:08:39.248581Z",
     "shell.execute_reply": "2025-09-25T11:08:39.247457Z"
    },
    "papermill": {
     "duration": 1.081668,
     "end_time": "2025-09-25T11:08:39.250569",
     "exception": false,
     "start_time": "2025-09-25T11:08:38.168901",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1665810843\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    random_baddie = random.choice([1665810843])\n",
    "    plotter.plot_planet(random_baddie, t_y_range=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "b6a01fe5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:40.110490Z",
     "iopub.status.busy": "2025-09-25T11:08:40.110087Z",
     "iopub.status.idle": "2025-09-25T11:08:40.891393Z",
     "shell.execute_reply": "2025-09-25T11:08:40.890299Z"
    },
    "papermill": {
     "duration": 1.21156,
     "end_time": "2025-09-25T11:08:40.893573",
     "exception": false,
     "start_time": "2025-09-25T11:08:39.682013",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 204264160\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    random_baddie = random.choice([204264160, 1267010874, 1349926825, 1597331512, 2270815333, 2557736212, 3786449677, 2609891029, 1401409675])\n",
    "    plotter.plot_planet(random_baddie, t_y_range=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "85a1cc9d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:41.857961Z",
     "iopub.status.busy": "2025-09-25T11:08:41.857542Z",
     "iopub.status.idle": "2025-09-25T11:08:43.259604Z",
     "shell.execute_reply": "2025-09-25T11:08:43.258357Z"
    },
    "papermill": {
     "duration": 1.907391,
     "end_time": "2025-09-25T11:08:43.262074",
     "exception": false,
     "start_time": "2025-09-25T11:08:41.354683",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__notebook__.ipynb  error_pipeline.pkl\tprediction_models  uncertainty_models\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "7f95c7ca",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:44.104268Z",
     "iopub.status.busy": "2025-09-25T11:08:44.103838Z",
     "iopub.status.idle": "2025-09-25T11:08:44.118002Z",
     "shell.execute_reply": "2025-09-25T11:08:44.116927Z"
    },
    "papermill": {
     "duration": 0.439849,
     "end_time": "2025-09-25T11:08:44.120286",
     "exception": false,
     "start_time": "2025-09-25T11:08:43.680437",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def competition_score(\n",
    "    solution: pd.DataFrame,\n",
    "    submission: pd.DataFrame,\n",
    "    naive_mean: float,\n",
    "    naive_sigma: float,\n",
    "    sigma_true: float = 0.00001,\n",
    "    row_id_column_name: str = \"planet_id\",\n",
    "    return_worst: int | None = None,  # new: optionally return worst fitting ids\n",
    ") -> float | tuple[float, pd.DataFrame]:\n",
    "    \"\"\"\n",
    "    Modified version: returns worst fitting predictions if return_worst is set.\n",
    "    \"\"\"\n",
    "\n",
    "    row_ids = solution[row_id_column_name].values  # keep before dropping\n",
    "    del solution[row_id_column_name]\n",
    "    del submission[row_id_column_name]\n",
    "\n",
    "    if submission.min().min() < 0:\n",
    "        raise ParticipantVisibleError(\"Negative values in the submission\")\n",
    "    for col in submission.columns:\n",
    "        if not pd.api.types.is_numeric_dtype(submission[col]):\n",
    "            raise ParticipantVisibleError(f\"Submission column {col} must be a number\")\n",
    "\n",
    "    n_wavelengths = len(solution.columns)\n",
    "    if len(submission.columns) != n_wavelengths * 2:\n",
    "        raise ParticipantVisibleError(\"Wrong number of columns in the submission\")\n",
    "\n",
    "    y_pred = submission.iloc[:, :n_wavelengths].values\n",
    "    sigma_pred = np.clip(\n",
    "        submission.iloc[:, n_wavelengths:].values, a_min=10**-15, a_max=None\n",
    "    )\n",
    "    y_true = solution.values\n",
    "\n",
    "    # per-row log-likelihood (sum over wavelengths for each sample)\n",
    "    row_gll = np.sum(\n",
    "        scipy.stats.norm.logpdf(y_true, loc=y_pred, scale=sigma_pred), axis=1\n",
    "    )\n",
    "\n",
    "    # overall scores\n",
    "    GLL_pred = row_gll.sum()\n",
    "    GLL_true = np.sum(\n",
    "        scipy.stats.norm.logpdf(\n",
    "            y_true, loc=y_true, scale=sigma_true * np.ones_like(y_true)\n",
    "        )\n",
    "    )\n",
    "    GLL_mean = np.sum(\n",
    "        scipy.stats.norm.logpdf(\n",
    "            y_true,\n",
    "            loc=naive_mean * np.ones_like(y_true),\n",
    "            scale=naive_sigma * np.ones_like(y_true),\n",
    "        )\n",
    "    )\n",
    "\n",
    "    score = (GLL_pred - GLL_mean) / (GLL_true - GLL_mean)\n",
    "\n",
    "    if return_worst is not None:\n",
    "        # Attach row_ids and sort by worst log-likelihood\n",
    "        worst_df = pd.DataFrame({\n",
    "            row_id_column_name: row_ids,\n",
    "            \"row_loglikelihood\": row_gll\n",
    "        }).sort_values(\"row_loglikelihood\").head(return_worst)\n",
    "\n",
    "        first_index = worst_df.index[0]\n",
    "        #print(f'The worst planet is {first_index}')\n",
    "\n",
    "        return score, worst_df\n",
    "\n",
    "    return score, None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "eae93aa6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:45.047060Z",
     "iopub.status.busy": "2025-09-25T11:08:45.046655Z",
     "iopub.status.idle": "2025-09-25T11:08:53.255023Z",
     "shell.execute_reply": "2025-09-25T11:08:53.253787Z"
    },
    "papermill": {
     "duration": 8.712801,
     "end_time": "2025-09-25T11:08:53.257625",
     "exception": false,
     "start_time": "2025-09-25T11:08:44.544824",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 0: 0.540\n",
      "The worst planet was 2987902107 with a score of 1207\n",
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2987902107\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 1: 0.523\n",
      "The worst planet was 807527178 with a score of -341\n",
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 807527178\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 2: 0.526\n",
      "The worst planet was 2554492145 with a score of 146\n"
     ]
    },
    {
     "data": {
      "image/png": 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etaL7kJQeqVhJzioWi4UuXbrQpUsXmjdvzrBhw/jiiy/C3HxPNfAOIoSosHEEDWhfeeWVYt3fo6Ki8Hg8Z9RPUGEs6QH5xx9/kJubS+PGjUNlxc3U6Loedn4+/vhjhg4dysCBA/n3v/9NnTp10DSN8ePHhwyby4PVakVVwye0dV2nb9++HD9+nEceeYSWLVsSGRnJgQMHGDp0aCGj5HOBzp07Y7PZWLZsGSkpKdSpU4fmzZvTs2dP3nrrLTweDz/99BPXXXfdGfVTUdd8vXr1uOWWW7jhhhto06YNn3/+OdOnTw+zvTpdX7t37+byyy+nZcuWvPbaayQnJ2OxWJg3bx4TJ04s9D0X5YlmGAZ9+/bl4YcfLrKv5s2bl0muyuJ058IwDBRF4bvvviuyblAhLOu9UdT9VV7+/PNPcnJyaNq0aaX1ISkbUrGSVBnBpZ/MzMxK66M4BSW41BgTE1PibEdiYiJ2uz00w1WQHTt2nLb/Zs2a0aJFC2bNmsWkSZOKXBL88MMPARg0aFCorFatWkUu4/zxxx9hCtjMmTNp3LgxX331VZisBRVVCBg5L168GIfDETY7UBoZgmzatInff/+dDz74ICxu1KJFiwrVLW1E+sTERGJiYti8eXOpx3EmlDVSfnBJ7qeffiIlJSVkeN6zZ088Hg8zZszg8OHD/O1vf6vQfs8Us9nMhRdeyM6dO0NLV6Xl22+/xePxMHv27LAZnaI8TYujSZMmOByO084kVsR1WZk0adIEIQRpaWklKoNluTcqmqCDSEUtfwep6VklqhKpzkoqnR9++KHIN+/gMlplTvsHY8OcqqR06tSJJk2aMGHCBBwOR6Hjjhw5AgTeaNPT05k1axYZGRmh/du2bWPBggWlGsO4ceM4ceIEI0aMQNf1sH1r167lpZdeokOHDmHeX02aNOHnn38OCzcwZ86cQi7ewbfoguf3l19+YdWqVWH1BgwYgN/vD3OZ13W9TJHvi+pLCMGkSZMK1S3uvJ+KqqoMHDiQb7/9ljVr1hTaX5GzlGUZV0F69uzJL7/8wg8//BBSrGrXrk2rVq1C3mPB8orstzTs3Lkz7LoMkp2dzapVq6hVq1aZPbmK+p5zcnKYNm1aqdu46aabWLVqVZH3SHZ2Nn6/H6iY67Iyuf7669E0jaeffrrQtSiE4NixY0DZ7o2KZMmSJTz77LOkpaWVO2RDcVTWNXs+IGesJJXOAw88QH5+Ptdddx0tW7bE6/WycuVKPvvsM1JTUxk2bFil9d2kSRPi4uKYOnUq0dHRREZG0q1bN9LS0njvvffo378/bdq0YdiwYTRo0IADBw7www8/EBMTw7fffgsE4lDNnz+fnj17ct999+H3+5k8eTJt2rQplQ3Mrbfeypo1a3jttdfYunUrgwcPplatWqxbt47333+fxMREZs6cGbZcc9dddzFz5kz69evHTTfdxO7du/n444/DjPoBrrrqKr766iuuu+46rrzySvbu3cvUqVNp3bp1mMJ49dVXc/HFF/Poo4+yb98+WrduzVdffVUmu6iWLVvSpEkTxowZw4EDB4iJieHLL78s0vatU6dOADz44IOkp6ejaRq33HJLke2+8MILLFy4kF69enH33XfTqlUrMjMz+eKLL1i+fHmFRn0u6Xoojp49e/L888+zf//+MAXqb3/7G++88w6pqamntWUpT7+lYePGjdx2223079+fnj17Eh8fz4EDB/jggw84ePAgr7/+erHLXcVxxRVXYLFYuPrqq7nnnntwOBy8++671KlTp9Szy//+97+ZPXs2V111FUOHDqVTp044nU42bdrEzJkz2bdvH7Vr166Q6xLgyy+/LDJ9z5AhQ0hOTi5TWwVp0qQJzz33HGPHjmXfvn0MHDiQ6Oho9u7dy9dff83dd9/NmDFjynRvlJfvvvuO7du34/f7OXz4MEuWLGHRokU0atSI2bNnV3gQ1OA9/Nhjj3HLLbdgNpu5+uqrKyxQ8DnN2XZDlJx/fPfdd+LOO+8ULVu2FFFRUcJisYimTZuKBx54QBw+fDisLiDuv//+Qm2cGn6gtOEWhBDim2++Ea1btxYmk6mQC/f69evF9ddfLxISEoTVahWNGjUSN910k1i8eHFYGz/++KPo1KmTsFgsonHjxmLq1Kkhl+3SMnv2bNGnTx8RFxcXCgvQpk0bkZOTU2T9V199VTRo0EBYrVZx8cUXizVr1hRy4zcMQ7zwwguiUaNGwmq1ig4dOog5c+YU6VJ97Ngxcfvtt4uYmBgRGxsrbr/9drF+/foiwy0UdR6FCISZ6NOnj4iKihK1a9cWw4cPD4XDKNiG3+8XDzzwgEhMTBSKooSdJ05xfRdCiD/++EPccccdIjExUVitVtG4cWNx//33FwolcSrFXS9BTj1fQpR8PRRFbm6u0DRNREdHC7/fHyr/+OOPBSBuv/32M+q3V69eok2bNoXaKOo7PJXDhw+LF198UfTq1UvUq1dPmEwmUatWLXHZZZeJmTNnhtUNXq9HjhwJKy/qXpo9e7a48MILhc1mE6mpqeKll14S77//fqF6RbnpB8nLyxNjx44VTZs2FRaLRdSuXVv06NFDTJgwISzUSmmvy6IIhlso7u+nn34SQhQfbqE050IIIb788ktxySWXiMjISBEZGSlatmwp7r//frFjx45QndLeGyXdX0URHFPwz2KxiKSkJNG3b18xadIkkZubW+iYkvoobbgFIQJhMxo0aCBUVZWhF8qAIkQFz7VLJJJScdddd/Hf//6Xd999l7vuuquqhyORSCSSCkAqVhJJFaHrOgMHDmT+/Pl88803DBgwoKqHJJFIJJIzRCpWEolEIpFIJBWE9AqUSCQSiUQiqSCkYiWRSCQSiURSQUjFSiKRSCQSiaSCkIqVRCKRSCQSSQUhA4RWIoZhcPDgQaKjo2V6AIlEIpFIajBCCPLy8qhfv36JeRilYlWJHDx48Iyi/kokEolEIqle7N+/v8RsC1KxqkSCCXf3799PTExMFY+mYvD5fCxcuJArrrgCs9lcrjacXif1X60PwMF/HSTSUr1TJFSEzDUNKfO5L/P5Ji9UT5m9Xi+vvvoqAP/617+wWCwV2n51lLmyqSyZc3NzSU5ODj3bi0MqVpVIcPkvJibmnFKsIiIiiImJKfcFq3k1OJnWKiYmpkYoVmcqc01Dynzuy3y+yQvVU2av1xvK8xcTE1MpilV1k7myqWyZT2faI43XJRKJRCKRSCoIqVhJykS+L58Htj9Au/+0I9+XX9XDkUgkEkkBfD4fb731Fm+99RY+n6+qh3NeIpcCzwEMQ3Ag24XT6yfSYqJBnB1VrRwvRCEE+937wR34LJFIJJLqgxCCI0eOhD5Lj/Szj1Ssaji7svJYsPkwu484cPt1bCaNJolRpF9Ql6Z1SjawKw82k41nmzzLRRddhM1kK3cbPwz5IfRZIpFIzldMJhNDhgwJfa7o9nRdP+M2JWWjSpcCly1bxtVXX039+vVRFIVZs2ad9pilS5fSsWNHrFYrTZs2Zfr06WVuUwjBk08+Sb169bDb7fTp04edO3eG1Tl+/DiDBw8mJiaGuLg4/vGPf+BwOM5A2orFMAQ/7TzCa4t+Z/W+Y8TazTSuHUVchJnNB3OYtmIfu7LyKrxfTdVoG92WXo16oalaudvondqb3qm9y92GRCKRnAuoqkpqaiqpqaklxkaqqvYkZadKz7rT6aRdu3ZMmTKlVPX37t3LlVdeyaWXXsqGDRsYNWoUd911FwsWLChTmy+//DJvvPEGU6dO5ZdffiEyMpL09HTcbneozuDBg9myZQuLFi1izpw5LFu2jLvvvrv8wlYgu7LyeOuHXYyft511f5zgUI6bHYfyyHF5ibaZaVYniuNOLwu3HMYw5HKdRCKRSCRniypdCuzfvz/9+/cvdf2pU6eSlpYWivnRqlUrli9fzsSJE0lPTy9Vm0IIXn/9dR5//HGuvfZaAD788EPq1q3LrFmzuOWWW9i2bRvz58/n119/pXPnzgBMnjyZAQMGMGHCBOrXr19ekc+YXVl5TFuxjz9P5OPx69SNsaEokJXnJs/jo31yHPGRVurF2tiV5eBAtovk+IgK699v+Pk5+2d8O3wMbD0Qk1r2S8in+/jP2v8AcHenuzFr54cLsEQikZyKruusXbsWgE6dOqFpZzaLbxgGv//+OwDNmzc/4/FJyk6NmidctWoVffr0CStLT09n1apVpW5j7969HDp0KKyd2NhYunXrFmpn1apVxMXFhZQqgD59+qCqKr/88ssZSlF+DEOwYPNhjju9NIizowAWk4rVpBEfacHl1dl9xIkQArtFw+PXcXr9FToGj9/Di/teZNCXg/D4PeVqw6t7GfndSEZ+NxKv7q3Q8UkkEklNQtd1vvvuO7777rsKsYfy+/189tlnfPbZZ/j9Ffv7LykdNcp4/dChQ9StWzesrG7duuTm5uJyubDb7aVqI3jcqe0E9x06dIg6deqE7TeZTMTHx4fqFIXH48Hj+UvZyM3NBQLurxXh9vrnCRc7D+eSFG3BEAJNVfD6AjeiLgRmTeForosDx634dJ2cfB/7jzmwqlA/1lYhnoK6X6dlZEviYuPQ/To+pexyFTwXPp+vXG2cTYLjPZ9cl6XM5z7nm7xQPWU+9ffwTL34/H5/KN1KQcWqOslc2VTW91za9mqUYlXdGT9+PE8//XSh8oULFxIRcebLcQedsPdPlaNmMAzIc8KfXkAEbkQB+AzIPO7EYwSO2bL/KPFWSIkSdEsU1I2A42444gZDgFUFmxnsGtSyQml0rxebvQjAD4t+KJccbv0vW7YFCxZg02qGZ+CiRYuqeghnHSnzuc/5Ji9UL5kLzlItWLDgjJcCAWrXrg2Ey1mdZD5bVLTM+fmli91YoxSrpKQkDh8+HFZ2+PBhYmJiSjVbFWwjeFy9evXC2mnfvn2oTlZWVthxfr+f48ePh44virFjxzJ69OjQdjCv0BVXXFEhKW1W7DrK7KzfOeg38OkGuX4fPmFgUhXMmorbp+MTAr8OCqCpkOtTyPNDlldjR75GrN2Mw63j9Or4dAMQxNjM1I+zkVY7il7NEmhZLwbDEGQczwcUUhMiaFgrEBvL5/OxaNEi+vbte0a5AtkU+Jyenl4jUtqcqcw1DSnzuS/z+SYvVE+ZvV4vmzYFfhDT09MrJaVNdZO5sqksmYOrUKejRilW3bt3Z968eWFlixYtonv37qVuIy0tjaSkJBYvXhxSpHJzc/nll1+49957Q/1kZ2ezdu1aOnXqBMCSJUswDINu3boV27bVasVqtRYqN5vNZ/zl7srKY+G2I+gC/LrA4zfwGQa6IfDpApfPQAA94j9AtWegGBZU3YoQVvx6BH49Eq8eiScnGs2IxmLE4jficIkYnB6DQ7keNvyZw5zfDhJhNaEboCAwaSpRVhOdGtVi+N8akxZvP2OZzOKv4yri3JwtatJYKwop87nP+SYvVC+ZCwZarsxxVSeZzxYVLXNp26pSxcrhcLBr167Q9t69e9mwYQPx8fGkpKQwduxYDhw4wIcffgjAiBEjePPNN3n44Ye58847WbJkCZ9//jlz584tdZuKojBq1Ciee+45mjVrRlpaGk888QT169dn4MCBQMDbsF+/fgwfPpypU6fi8/kYOXIkt9xyS5V4BAaN1k/k++iaGs/yXUc57vSiKmA1q3i8BsHJZCViHxujXYCzVG1HCEGEIYgwwGYoWA0Ns6FhMkxougVFWFEMG4f/sPPqp7F0aFSP8Tum89iBOGbdOovEiESizFEyHpVEIpFUA3w+Xyi+49ChQ6t0LOcrVapYrVmzhksvvTS0HVxGGzJkCNOnTyczM5OMjIzQ/rS0NObOnctDDz3EpEmTaNiwIe+9914o1EJp2gR4+OGHcTqd3H333WRnZ3PJJZcwf/78UIZxgBkzZjBy5Eguv/xyVFXlhhtu4I033qiU83A6DmS72H3EQb1YG1FWE1aTiqIoKICuC4LvOwrgV8vmBWIoCg5NwRHSi4yTfz7AVaj+8hMGGe4D4D7AtbOuDQWgs5vsRJujibJEEWWJItocTaQ5kmhLNFHmk2WWQJmpwGW3P28/iRGJRFuisWgVOwUukUgk5xtCCA4ePBj6LFPanH2qVLHq3bt3ifnmTo2qHjxm/fr15W4TQFEUnnnmGZ555pli68THx/O///2vxHbOFk6vH7dfJ8JiJ8/tx6cLoiwmNFVBIMhz+zjpHMiOA/cTbzqCXc3DquVhUR2YtHw0NR9Vc4PqwdC86KoPn+rHq+p4VIFLFeSrCp7TWK8rikKjOo1Cn4O4/C5cfhdZrqziDg0hhAi1ceO3N4basaiWMAUspKiZC5QVVNQK7A/+t5vs8odEIpHUGEwmE7feemvoc0W3J1PanH1qlI3V+UqkxYTNpJHv9ePVDRQEEVaNfK+O6WQkMoWAV2C2nkS2XryB/emwKC4i1WwitRzsag42zYFNy0NT86mlHaWdeSsOVWWvNQW9XidQ3eT58nB4HTh8DhxeB/n+kj0nFEUhOqJwHkOv4eW4+zjH3cfLPX5N0f5Stk5RwAoqZgUVtKLqqUqNCvEmkUhqKKqqVmggz1Pbk4rV2UcqVjWABnF2miRGsflgDnWjrZhNGmaThk8XuH06QoDFBH4j8HcmeIUdr27nhP6Xx2RQabPiZZL1LiyKnz8VG28l/oM7L0ktlOxZN/SAknVS0Qr+P1UBc/gc5Hnziqzn9DkxRNmF0YVOjieHHE/OGZ2HSHPkXzNlpkjyHfksW76MGFtMyYpaUFmzRGFWzy9DUYlEIpFIxapGoKoK6RfU5WCOi0O5biItGtn5PmpFmMjK1VFVBUVRsJnA5TdABGJUFbUgGlSSyoMPC+tpTC5bQfxJzpG9LNxip3HtqLDgo5qqEWuNJdYaW3Q7uo8Zm2YQp8UxuMvgIlPaCCFw+V0hxSukgAWVsFIoanm+PPxG+SIPO31OnD4nh/P/Cu+xM2NnCUcUxqbZCs+enTpTFlTKiqln1axyaVMiOYfRdT0UbqFt27YVktJm7969QMAuWXL2kYpVDaFpnWiGXZzKgs2HWb//BEccHlw+QVpiJLF2M3uP5uPw+EmI0rBbNE44vZxw+fDrATVKUf4K/unXCytXysm/ouaIQsbxCvxsNGWUaQ0AT2avY11GvTLnI/TqXoZ9MwyAQa0HFalYKYpChDmCCHMEdalbaH9p8eiegLIVVMCCStepM2VBpeyUeg6fA5e/sBF/aXDrbtwuN0ddR8s9fpNqKlEBK6r8VOUtwhwhlzYlkmqKrut88803ALRu3fqMFSu/38/HH38MBGIryhezs49UrGoQTetE07h3FAeyXWw7lMuavcc5kufBqxs0rROFx29gNalYNAU9PpJ6sTaSYm1szcxj4/4THHd68ekGFjNE2y3UjbFy3OnD4fHj9el4dYEqBP4iprQ0JaDsbBDNaScCD+lmni0sOdSTbYdyKzTRc0Vi1axY7VZq22uXu418Tz7fzPuG7r274xbuohW14OzZqYrayf1OnxNRjrlCv+En25NNtie73ONXUMKWKIuyPws6BwQVM5tqI1PP5IDjALUiagW8OcuRcFsikZxdFEUJpWyTSlXVIH8paxiqqpAcH0FyfAR9WtblQLYLp9dPpMVEvRgbmbnu0HaDuEC0dMMQ7D+Rz+4jDo45vNSOstAkMYqGtSLYleVg5tr97MrK45jTR57bhwI4PH6yT854qQqgKJhVha1KW9aJaFRFsM3YSXa+j0VbD9GnZd0KyUVYHTGrZiLUCBpENSh3sDlDGOT78sMUrjxvwJYsbPkyWFZgmTNY5vA68IuyL20KBHm+PPJ8eaUNbxZiyuwpoc/BkBqRlqI9NsMUtWLqyZAaEknlYjabGTFiRGj7fMoRWF2QilUNJqhkFaSomSNVVWiUEEmjhMKpY5onRfNo/1YhBc1u1lCA7Yfz+HbDAdZlZHPc6cWiqXh1g+P+CHaYkmmlZNCcfcQobn7de4IVu4/Ss1liZYla41EVNTRjlBRZPq9NIQRu3f2Xgb+3aAXsVDszp9cZptB5dM/pOyuCYEiNIsKblRqzai4UMiOklBVwBChSUTvpLCBDakgkkuqMVKwkRSpoKQmRNK4dyZuLd7FgSyb5Xj8oClaTwnpa0IoMNASXRe1jkfcCFm87zMVNap+zs1bVAUVRsJvs2E12Eim/EuvTfYWWMIOemMFlzhxPDtt2b6NWUi3y9fxCDgOnC6lRbN+Gr0JCahT0yAx9PjXmWYFlzlPrRZoiZbYAiURSKUjFqooxDAOv11vVwyiShjFmHuzdiHy3i33H8gmoTF7e4CCzqM1/sNHRdpCdkR3Jd7n5IyubenGnT4bt8XpoFBkIEOpxe9CM6v2A8/l8mEwm3G73ORMTxo4du8VOoiURCkxkWiwWVFXF5/MxL3MeAy4ZUOTyp27oOP3OMEeAgopZmMfmKQ4DBWfVyhtSI9ebS663dAlRiyPSHBmmgEWaIslz5rH2l7XE2mILZQwoOHsWVOKKcryQSKoSn8/HjBkzABg8eHAVj+b8RCpWVYjX62Xv3r0YxhkGn6pEhIBhF0bh8tnRlIC9jtt4EoADKDTGwn1aDKqikHf0IO4Tp/c+M4TB1IunApD5Z2a191gTQpCUlMT+/fvP+SUoVVVJS0s7rZyaqhFjiSHGElPuvgqG1ChoVxb8X1ABCypsRdmf+Yzy2ZAEQ2pkEZ4tYNPuTaVuw6pZwzwxi7IrKy4QbXDbptnO+etKcvYQQvDHH3+EPstr6+wjFasqQghBZmYmmqaRnJwcyrlXHXF6fGTl/mWX4zXiSVSyqYWOQCVDbYhZU0mMtmIxnX72SQhBgicBgFhrbLW/8Q3DwOFwEBUVVa2/pzPFMAwOHjxIZmYm9erVO/0BZ0jBkBpnglf3FrIrO11g2lPLyxtSw6N78OgejrmPlXv8JsVUKDVTcSmbTlXUgtsypEbNxWQyceONN4Y+V3R7Z2uW3TBEmDNV0HnqfEQqVlWE3+8nPz+f+vXrExFRPUMVBLFarXiEiVy3D90QaEocEaoPOw4AbBj4NSsWqw2buXTLenb76ZcMqwvB5VqbzXZOK1YAiYmJHDx4sEYteVo0Cwn2BBLsCeVuw2/4yc7P5tuF39Llki64DXeJmQEKxTs7uV2ukBqiYkJqBA3+i8sEEKaomaOwq3Yy/TKkRlWjqipt2rSptPbOxr28KyuPBZsPs/uIA7dfx2bSaJIYRfoFdQtl5jgfkHdRFRG82C2W6u9+rigK8ZEW8r1+DEOgquBRI8AIKFZRiptcJYJclw+rSa32M1CS4glejzVJsaoITKqJWGss8Vo8LWq1KFdYjYIhNQplAigiMG3QYeDU8vKG1Aj2U1ZODalRksdmURkDTq1n1axlHoOk5rIrK49pK/Zx3OmlXqyNCIudfK+fzQdzOJjjYtjFhdOenetIxaqKqSlKiKqASVXBBB6/k1wBdRCBN2XFjdes4fEbgQCkp1kOFEJwwn0CgFq2WjXmHJwPBL8LIcqb+Oj8pWBIDQpHNikVQgg8uifMrqwoBSwU26yYjAFu3V2u/oMhNY64jpRPAP4KqVEw4Gyxy5xFZAw430JqGIbBtm3bAGjVqtUZz4obhsGff/4JQMOGDc94fCX3JViw+TDHnV6a1YkKfWfRNjNRVhM7sxws3HK4UNqzcx2pWElKhS4CKW0iLCrZ/j9xCfBjxoyB1XCjKuATAr0Uz2NDGOw5sQeADkkd0JTq7RUokZwtAjk/bdhMtjPKFlAwpMapmQCCSlmOO4etu7cSnxSPU3cWinfm9JUxmmyw7woIqaEqapgnZlgYjVPjoBUXsNYcVSNCavj9fmbOnAkEUtCc6SqG3+9n2rRpofbOREE9nd3UgWwXu484qBdb2AFDURTqxdrYleUoc9qzmo5UrCSlQlNAVRSEEGiYURQFn2rHrDtQ0VF1D6piQTt/XkokkmqLWTNTS6tFLVutYuuUNqTG6QLRhhSxYurpouzLyoYwyPPmkecte7aAgkSYIsIUsFNDapxOUYs2R9e4kBqKohAfHx/6bBiCY27YcSiP2EhbqY3KS2M35fT6cft1IixF28zaLRqHT2YDOZ+QilUN52x5Ypg1FatJ5b677+LLzwIxUkwmE/FxMVzYqhlXXTeIm4fdi1kr3TT2t599y2tPvUb2iewKH6tEIjlzCobUqEf5vESDITVOzQRQqowBBeKieY3yxfrL9+eT788vFFJj8+7NpW7DqlmLVsCKCExbnMPA2QypYTabeeCBBzAMwYrdR1m0OZP1+1RWe3YTYTWXyqi8tHZTkRYTNpNGvtdPtK2wAury6lg0lVyXj+2Hcs8bb0GpWNVgzqYnhqIoxNjNKCr87dLLefXN/yC8TrTDm5j/w0oef2Ics+ct5JvZs4myS+NViUQSHlKjTkSdcrcTFlKjgCdmUaE0iqt3piE1zmRp06SYiLREFqmARSp/GeR9tfMrYuwx4Q4DwXrmyFKH1Pj9UB7v/rSblbuP4fHpqLqCPd+L3aKxet8xtmTmcEuXZFITIsn36aFUZsHP8zcfKpXdVIM4O00So9h8MIcoqylMeRRCsPOwAxT45JcMPLpx3ngLSsWqhlIVnhg2s4bNpGK1WomOr40QCTSvo9OxbSu6dGzPFTcP5+3//JcH7ruHtyZPYtq0aezZs4f4+HiuvvpqXn75ZaKioli6dCnPjH4GAJMWuATHjRvHU089xUcffcSkSZPYsWMHkZGRXHbZZbz++uvUqVP+H2WJRFKzqaiQGjmuHL5dEAip4TJc4QpYMY4ABZU3p89ZrmwBfuEnx5NDjien0D7N0LiO6wB4cfWL6GrRS6enhtQoLt7ZwSMe9m3ZijtfkKhHYWgxOPUojhxJZG9WPGazhTy3zoqdR4i1W4i2m/D4DHRDEG3V0DSVYw4vreoFgv8KIch1+Tjh8iEMAUKwZt9x1qTWonOjeNIvqMvBHBc7swK2VnaLhsurs/Owg8xcN/VibdSKtBBhMZ033oJSsaqBVKUnhqIo+IUbtzhInKUhbq+NCOGi7yWdaNXmAubMnsXgIcNQFIU33niDtLQ09uzZw3333cfDDz/MW2+9RY8ePRj99GjemfAOO7bvQFM1oqKigIDdx7PPPkuLFi3Iyspi9OjRDB06lHnz5lWoHBKJ5PzCpJqIscRQS6tF81rNyxVSQwhBvj//tApYodmzU+Kg+Y3KC6mhGird3d2xqbCq7iIMNVwRFIYg3hDYDQWroWIxNGI1DVW3oBoW8FuJVO04DkWw5XgsCjGc8NjJ8USR54/FacShE8Exp4emidF0Tq1Fepu6/PZnDnuOODmc68aiqaBAvVgbHZLjyvyMqunBRqViVQOpSk8MIQQGOj7hwOM3yMdGBIEp9uZNG7N56w7y3D7uundkaM09NTWV5557jhEjRvDWW29hsViIig4ohElJSWGeO3feeWfoc+PGjXnjjTfo0qVLKPK5RCKRVBWKooRyTFZESA2H10F2fjbf/OcbAJ646AnyRX6pFLXiQmooKNRz1Qt9PhWPquAJKSkC8J/88xSqW3T7YBOCY4bAlaewc6OCTWhEKhaiTTbizBFEKhFoukaEOQp3ViyaFoumxaGYaqFo8dSPjGXnIaXIZ9S5EGxUKlY1kKr0xBACNKxEavUQArxqBOiBmFSq8KOoCoaAufMX8u7k19i+fTu5ubn4/X7cbjf5+fnY7DZqR9RGVQoHE127di1PPfUUGzdu5MSJE6E8ihkZGbRu3brC5ZFIJJKzyakhNfQoHa4N7GvbvC2aVroQET7Dh9PrZPOhQ3zy6+9sOHiIpPwNDDF9w0HrUjKVGC48kYAwuTFUH37Vh1fV8WgGblWQr4KznDGz/IpCjqaQExqqDrgCf8YJMABrgV1FrG6qQvDLNxAlFKIUlWjFhB0ThldDExbqR1yOvc5NNXL5sEoVq2XLlvHKK6+wdu1aMjMz+frrrxk4cGCJxyxdupTRo0ezZcsWkpOTefzxxxk6dGhYnSlTpvDKK69w6NAh2rVrx+TJk+natSsA+/btIy0trci2P//8cwYNGgQUHbjzk08+4ZZbbim7oBVMaTwxrCaNSEvFf72KoqBgQhXRaKqKBxuCwFvMzp07aZjcmIN/ZjDklhu45557eP7554mPj2f58uX84x//wOv1EhERQbQ1GgUlzBjT6XSSnp5Oeno6M2bMIDExkYyMDNLT0/F6y+cVJJFIJNUZTdNo3759mY8zq2ZiLLFs3HMUR15dzJ4ornb/yDWKA1jHvd5RLDO6nqwd/JUOR8FPlJpLpJqNXcvFruVi1fKwqE5MWj6q6kLR3AjVg6F60TU/PtWPVzVwqQYuFZyqgl4Oj0dDUchTIC+wBXgDfycVshuM39FUpUYGG61SxcrpdNKuXTvuvPNOrr/++tPW37t3L1deeSUjRoxgxowZLF68mLvuuot69eqRnp4OwGeffcbo0aOZOnUq3bp14/XXXyc9PZ0dO3ZQp04dkpOTyczMDGv3P//5D6+88gr9+/cPK582bRr9+vULbcfFxZ250BXA6TwxMnPctG0QS4O4is/HpyqBQKGGCFw8hqLiUays/OknNm/byfi7/8n2TRsRhsH4lycQaQ0ofp9//nlYOxaLpVDalO3bt3Ps2DFefPFFkpOTAVizZk2FyyCRSCTnAkGzkFoRFvbhpJuyBQBDKKw2WqFAidkrBSbyjHjyjPjAamApCW/XwKY4idayidCysat52LQ8LKoDTctHU/NRNTeK5gEtoJx5FR9e1cCjCfIVgVOhwPJkAJMahRCCPLcfj19HIdxovjorV1WqWPXv37+QMlMSU6dOJS0tjVdffRUIhP9fvnw5EydODClWr732GsOHD2fYsGGhY+bOncv777/Po48+iqZpJCUlhbX79ddfc9NNNxWy4YmLiytUtzqgqkqxnhiZOW7iIy1c0aZupV14Pq+LrKwM0E1kHz/C9MXf8Prkt7mqT09uGzSQbbv34/P5mDrlTa4beC0rVqxg6tSpoeOFECTUS8DhcPD999/Tvn17IiIiSElJwWKxMHnyZEaMGMHmzZt59tlnK0UGiUQiqQ4YhsGuXbsAaNq0aZlS2gTNQhIiLNQijxbsw0BhpbgQVA3VEOhFzFSdKeHKmopbROP2R4M/8EJ8OoXuryPBalYwaxqxZi9mcYykCCfxtnxORLVgy74TZOa4OOH04jtpFuL0+vlbszrV2ubqzJISnWVWrVpFnz59wsrS09NZtWoVAF6vl7Vr14bVUVWVPn36hOqcytq1a9mwYQP/+Mc/Cu27//77qV27Nl27duX999+vVvnTmtaJZtjFqVxQP5bsfB/7jjrJzvfRtkFspa5DCwQ/LvmB3u3b0qdbW+685XqWrljNG8/+m2+mTSRK9ZLWog3jnn+JVye8wgUXXMCMGTMYP358qA1DGCS0SOCG22/glltuITExkZdffpnExESmT5/OF198QevWrXnxxReZMGFCpcghkUgk1QG/388nn3zCJ598gt9fNrvYSIsJr99gy8Ecmrt/Q0XgR2OxdjnXWLeiEu4RqBT4XxZ1q6yqWWmflAbg9gly3X7+zFPZn5/ITmczVh5tx4LdFrYfyuVwrpt8n47Pb+DxGew45GDx9kNMXrKLhVsOsf94PoZRfZ7NUMOM1w8dOkTdunXDyurWrUtubi4ul4sTJ06g63qRdbZv315km//9739p1aoVPXr0CCt/5plnuOyyy4iIiGDhwoXcd999OBwOHnzwwWLH5/F48Hj+8qzIzc0FAiEEfD5fWF2fzxfwsDOMkIF2WWlcO5J7/pbGwRwXDo9OlFWjfmzALbW8bZ6O//73v4x+cTQoCnGmxrh8AhM6zcQ+AOzCjWEIht1zP4+MGY3V9JfuPnjwYIBQHJhHX3yUT6d9GrKzMgyDm2++mZtvvjmsz+CSYWXJdDqCCnXw+zqXMQwDIUToB/7U6/ZcJijr+SLz+SYvVE+ZC47F5/OVKUJ7br6brBw3B3Nc3K5uBiOgBPkFeDEjCMyeqArYrRpur47/ZJ3T/ZJpJ00+FCVQvzR5YMtDwWb9Bhx1FvxuAvNtFi1gg2IxKbj9OtsP5bH/uIttB3NoVS+aJolR9G1Vh6Z1/grbU/B/RVHa9mqUYlXRuFwu/ve///HEE08U2lewrEOHDjidTl555ZUSFavx48fz9NNPFypfuHAhERHhLqUmk4mkpCQcDscZG2bHaBATAeDH4cg7o7ZKQ6o9FSEg26uDAD8KHsxY8WHFjVXR8fkMjmT7iDYHbsyCFAywl5ubW+powlVNXl7ln9uqxuv14nK5WLlyJQCLFi2q4hGdfc43mc83eaF6yVzQ1nTBggWl9go0BHy9T+HgCQWnX6GdaePJNTjBXG9rsoUdBahlMYi2gNfwYTODxwCPriAEmBRQFIFJCShaTr+CQaAZVYD9pIbg8Rfp2HdWEIBXF2iABvj1wFgMv47wetjnzeO33TDv1x10iBdEWwPjr2ODBQsXUZEWMfn5+aWqV6MUq6SkJA4fPhxWdvjwYWJiYrDb7WiahqZpRdYpylZq5syZ5Ofnc8cdd5y2727duvHss8/i8XiwWotO2TJ27FhGjx4d2s7NzSU5OZkrrriCmJiYsLput5v9+/cTFRWFzWY7bf/VBSEEeXl52COjyDM8xFqUQCQUbwRWPQcViLUYuFU7fl0QEWXDfEpmZkMYnAx9RUxMTLVXrIIyR0dHn7V8X1WF2+3GbrfTo0cPli1bRt++fcsVSLEm4vP5WLRo0Xkj8/kmL1RPmb1eL5s2bQICpi0Wi6VUx63YdZSMnduIjBC0MGXTOC/glLWJJvgs0TSKspAUY2XE31LZun4Nl/W6GJNmxun1k+f2k+/1oyoqKfF2VEXB6fWz/VAen6/9k33HXFg1hYRIKwYGx/M85PvBpCnE2U34dINDuV58fiM086UqgVkuv/HXLJRJCcyenSkCQAkohUEFz22Axwu5euD54dcFO3PBalaJtGhYDA+XtU3hti4poZmsMyW4CnU6apRi1b1790IRuBctWkT37t2BgKdZp06dWLx4cShsg2EYLF68mJEjRxZq77///S/XXHMNiYmJp+17w4YN1KpVq1ilCsBqtRa532w2F7qJdV1HURRUVS2TsWJVE1wKEyf/VFVFUcBvigA9kK7BpOejahEIBMbJOgURBdbDg+egOhOUuSaM9UwJfJ8KJlPgp6Goa/dc53yT+XyTF6qXzAVtd0s7LsMQLP39OC6fQXItO93dW0P7dtg7Eq9aqBNjo1aklYQoO/UjoXGd2NO2fWFKAh1TE/jfzxn8vPc4x/IDqym1omz0a5zAxU1rsz0zj11Zefx5wknGcTeGEOiGwO3T8epGSKkyqwqKIkKaUGkN2oujKAUtOJtVsMDrMzApCj5DYemOY5xw6Yzq06xC7I5Le81UqWLlcDhC3hAQCKewYcMG4uPjSUlJYezYsRw4cIAPP/wQgBEjRvDmm2/y8MMPc+edd7JkyRI+//xz5s6dG2pj9OjRDBkyhM6dO9O1a1def/11nE5nyEswyK5du1i2bFmRqVK+/fZbDh8+zEUXXYTNZmPRokW88MILjBkzppLORM1BIDjkOYSmm7CShCEEwoAc3UrsyTqaLx+H0DGpCtq5PcEjkUgkZ50D2S4yc1xEWU34DbjAuzG073d7ezrk78B/xMBn60yktWyP+aZ1onn8qtbsP5HP3qNOIGDP27BWBKqqcGmLOqF0M0fyPGzcn836jBNsy8zD5dNRAZfPwKsb6HpgJkulsGKkUrSd15kqYIoSULbsKpi1QELqBZsP07j32Yt/VaWK1Zo1a7j00ktD28FltCFDhjB9+nQyMzPJyMgI7U9LS2Pu3Lk89NBDTJo0iYYNG/Lee++FQi0A3HzzzRw5coQnn3ySQ4cO0b59e+bPn1/IoP3999+nYcOGXHHFFYXGZTabmTJlCg899BBCCJo2bRoK43C+I4TAoTtAh4ZR9cn36OiGwBAafjRM6Nhx49N1QKWaOWtIJBJJjcfp9aOqUDvKwqFsN6096wHwYmGXpQVNs38CQMRYqR9r47cytq+qCo0SImmUUDhvj6oqoTQ0LZPg4ia1OZDtYtuhXNbsPU5WbsCY/mC2B5dPRwiB269jFoFZf13X8enFK09KAc2qPI+PwGqKwKOD1azh1QW/HciulBRvxVGlilXv3r1LDGEwffr0Io9Zv359ie2OHDmyyKW/grzwwgu88MILRe7r169fWGBQyV8oikKiORGb3UaMxYLD7cJvCMyaglvYiRIOVAwiFR9+xUauy4fVFJ66RlEUUmJTQp8lEonkfEXTtFA8x9IarkdaTPj0QPDMGNd+6nAUgI1KS466FHRzUxTg7tZJlT5LE1S0kuMj6NOybmg2y27WEEKw71g+B7Nd7D3qZM8RB7uPOMnKdeP2GxT5+BcQYdEwqQp5bv9pvRcLctJ2P/BH8PlikO/VKyXFW3HUKBsrSdWjoBBrjiUmIga/ITCpKiAwhCAfG1EEMq/HaB7yzZF4/AY+3cBi+usHQ1VU6kTWqSIJJBKJpPqgaVoo5VppcfkCy3DHnF5utW8POQMt11tzMM9LfkR9+rSsQ89mddH1s6dQFJzNCpJaO2A4bhiCA9ku8jw+cl0+dh7OY8WuYxzKcfNntotctw9hgNmkYjOr+PwGZlPAC1BTg+nUwOMXxc5knXwcAUElK5DKJ8JSOSneikMqVpJyo5+McRJl1QJLfnoUeAJvTjbDhVsBnxCVFv9EIpFIzjcMQ7BoSxYxNjO6IWif+5d91Z7ozpg9KnE2Ezd3SUFVFfSqipNwCqcqXRc1rs3gbqmhZcRFWw6x7o8THMnzkO/VMasKDeIiiIswoykKXl1wNM9DnsdHvkcvZLOlAIo4GXsLsGrg8emYNI0LG8RVSoq34pCKlaTMeA0vHt2DqlhQFQVDgKYqCMWG4VFRMTDr+RhCoCqFDdiFEDi8gZmtKEuUXA6USCTnLYZhhGyJU1JSTut5fCDbxa6sPOrF2oiza3Q4sRkAJxHsNjWlUaSZRIsfb34uQlRMmIHK4tRlxP0n8tl9xMExh5faURaaJEbh9hl8sGofGcfycXn95Pt0LCYBfiPwck9w2S9gIK8AVpOKMAx8OrRuEE36BZWX4q1Iuc5aT5JzAkMYZLgz2HJkCyY1cAH7dAO/bnDtgCt44MnXANDQcbtcKIBZUwu1sePYDnYc2xEWLLSsTJ8+vdokxpZIJJLy4Pf7+eCDD/jggw9KldJmW2YuWw7msvHPbNwHNxMrAmFudke2p1uTOnRtFEu9Az/y5UfvVasI86cjaDB/Wcu6DOqczKUt65KSEEnzpED6tosaJ5CSEEms3YyiKFhMKpEWFZtFxWJSQAQUGptZxWrWiDQLLm+VWGGhFsqCnLGSlIk777yTjz78qFD5/BXreP29j0gyOYFA7JNeXdvz9+H388CD/yQ+0oLNrDF9+nRGjRrF91u/P8sjl0gkkprNrqw85m7KxOHxExdhpoe6JbTvZ9EGv2HgNgyEasJqKp0hfE2gaZ1oGveOCtlobc/MY8P+bA7luPD4Al6G9eJsXNQ4ntpRVgzdYN+m1fy9Xwus1tIFXK1IpGIlKRMKCpdffjkffvghqqoihOBwrhtrVC1UTUUYduDgyboCBXC4/RhCUDuq+OCqNQWv11vqyMgSiURSURiGYMHmw3h8Oo0SIjiS56FtgfhVv3IBjiwHsXYLF15yMyN6NUFVlRo1a1USBW20WteLZWD7BiEPxEiLiQZx9tByn8/nw7GLs7r8FzbWKulVUqOxWq0kJSWRlJREQmIdEhLrEhtp5Y4bruSpcU9hoND7xuHs//MA48eNpUW9GJLjI/lu4WKGDRtGTk4OXRp0oUuDLqHcih6PhzFjxtCgQQMiIyPp1q0bS5cuDet3+vTppKSkEBERwXXXXcexY8dOO9Y///yTW2+9lfj4eCIjI+ncuTO//PILAEOHDg1F6A8yatQoevfuHdru3bs3DzzwAGPHjqVOnTqkp6dz2223FUoU7fP5qF27diiYrWEYjB8/nrS0NOx2O+3atWPmzJllPNMSiUQS4EC2i91HHNSPs9O0TjSRZoVWnkAqnBw1lgOWNP44lo/VrHJFm7NrU1QVBBWtlkkxJMdHVCt55YyV5IzQBQEjdRFY41YUFa9i5at3J9Cu7y0MuuMf3HDbMKxmlVq14pnw6ms88/RTfPbjZwB0bxxIRzRy5Ei2bt3Kp59+Sv369fn666/p168fmzZtolmzZvzyyy/84x//YPz48QwcOJD58+czbty4EsfmcDjo1asXDRo0YPbs2SQlJbFu3bpQiprS8uGHHzJs2DB++uknVFVl165dDBo0CIfDQVRUwDh0wYIF5Ofnc9111wGBhNwff/wxU6dOpVmzZixbtoy///3vJCYm0qtXr7KeZolEcp7j9Ppx+3XsZhtC6FwSuZ/I44GkwOvUtvgFRNtMXHlhvbNuUyQJRypW1Yl3eoEj6+z3G1UH7vmx1NUXLFhAdEw0gagi0OvyK3h72scBzwzApdiJrxWLpqnERVhJrFuXSIsJv2EQHRuLoijUrlM70HVUFBkZGUybNo2MjAzq168PwJgxY5g/fz7Tpk3jhRdeYNKkSfTr14+HH34YgObNm7Ny5Urmz59f7Dj/97//ceTIEX799Vfi4+MBaNq0aZlPT7NmzXjmmWcCCaNVlSZNmhAZGcnXX3/N7bffHurrmmuuITo6Go/HwwsvvMD3338fymPZuHFjli9fzjvvvCMVK4lEUmYiLSa8foOf9xzD6dUZ5FoV2pcZ35V2ibH4dUHzxAhmzZoFwFVXXVVFoz2/kYpVdcKRBXkHq3oUJSIQdOrRiUfHP0rrxNaoiopbmNANI+T26lbswAkATPgwqQqKAqqiFLn2vGnTJnRdp3nz5mHlHo+HhIQEALZt2xaaDQrSvXv3EhWrDRs20KFDh5BSVV46duwYtm0ymbjpppuYMWMGt99+O06nk2+++YZPP/0UCOShzM/Pp2/fvmHHeb1eOnTocEZjkUgk5yfBoKCHct0kxVjpIjaH9i3xtMST66F74wSSoq1s3BiwvRowYIAMZ1MFSMWqOhFVRdHIy9CvgkJsZCwXXXgRdaPqBhQrn85RhwcILAu6FVuovln4QiEZ7GYN7eQ6eMOYhoH2FAWHw4Gmaaxdu7ZQSofgUlt5sNtLDggXNL4vSFGGnpGRhfNlDR48mF69epGVlcWiRYuw2+2hNEgORyBG19y5c2nQoEHYcVZrzTfgl0gkFYemafTp0yf0uShODQrqdbto4d0KQJaayKb8eOqZffRpVRez2RTWXllNHyRnjlSsqhNlWI6rSsyqmbqRAaUKwGbWqB1lRVMDi4NuXcGDBYvZjKJ70fVA9NsYuxmr1Yqu6yRFJYXa69ChA7quk5WVRc+ePYvss1WrViGj8yA///xzieO88MILee+99zh+/HiRs1aJiYls3rw5rGzDhg2YzebTnoMePXqQnJzMZ599xnfffcegQYNCx7Vu3Rqr1UpGRoZc9pNIJCWiaRoXX3xxiXWChutN60SRne8l8uBvWE+GtVlvakfDWhHUirBgt2iF2pOK1dlHegVKKgSbWQsEbLOaiLWb8ap2UpPr89Mv63Ac/gPhzsNm1khNTcXhcLB48WKOHj1Kfn4+zZs3Z/Dgwdxxxx189dVX7N27l9WrVzN+/Hjmzp0LwIMPPsj8+fOZMGECO3fu5M033yxxGRDg1ltvJSkpiYEDB7JixQr27NnDl19+yapVAduEyy67jDVr1vDhhx+yc+dOxo0bV0jRKonbbruNqVOnsmjRIgYPHhwqj46OZsyYMTz00EN88MEH7N69m3Xr1jF58mQ++OCDcpxdiURyPuP0+jnq8LAtM5dth/Jo4V4f2nckoSvd0uKxmtSzmmhYUjxSsZKUGSEEPsNXaBkNwGJSqRdrwxYVyzNjRrBv/0E6dupMcv3ADFWPHj245557uOnmm0hMTOSll14CYNq0adxxxx3861//okWLFgwcOJBff/2VlJQUAC666CLeffddJk2aRLt27Vi4cCGPP/54ieO0WCwsXLiQOnXqMGDAANq2bcuLL74Ymm5PT0/niSee4OGHH6ZLly7k5eVxxx13lPo8DB48mK1bt9KgQYNCb5zPPvssTzzxBOPHj6dVq1b069ePuXPnkpaWVur2JRLJuY9hGBw4cIADBw4UO7t0NM/D/uP5HMpxYTOrdC1gX7XI3YJDOW6spkCiYSEEubm55ObmFvkbLal8FCHPfKWRm5tLbGwsOTk5xMTEhO1zu93s3buXtLQ0bDZbMS1UP/y6nw2HNwDQIakDmlrYJsDt03Hk51PbuSuwrdrJjUglxm7GZtbQDZ31h9aX2EZ1wjAMcnNzQ16B5zLB67Jhw4YsWbKEAQMGlGpp9FzA5/Mxb96880bm801eqJ4ye71exo8fD8DYsWMLBSA2DMFbP+xi9m8H0Q1BA7ufaVmD0DD4U0tmiH0ymqpybfsG3Nu7CX6/L6w9RVGqncyVTWV9zyU90wtybj8lJJVGMNTCqbh9OsccHpx+Fb8SuKAthhu3z88xhwe3r5qkWpdIJJIawIFsF3uOOmlTLwaTqpCUvQ6NwMzWb+YL8Rvg0wUXJseGgmSqqnrOvwRWZ6TxuqRMqIpK04imRc7eCCHIdfnwGwKrScOn2zH5fagIIlUvDsNKrstHQtT58dYkkUgkZ0rQvsrrN/DqBm19f6Wx+ZkLSIq1YTWpJEYHPI4tFgtPPPFEqM65ktKmJiEVK0mF4dMNPH4Ds6aiKODTIrD7cwGw6C7MJjsev4FPl14qEolEUhqC9lVCCOIiLVzi3gp+MFDYar6Q5FgriqISaZGP8+qCnCuUVBih9DYnA9J5tYjQPrOej6oE9uvSrE8ikUhOi2EINmRkYzapaJpKgpJHmn8PAPtMTTghItlyMI8miVE0iCs5bp/k7CEVK0mZEAiOeI+wP3c/hgifedJORlc3TipOumLBIGCYbtFdIaVLk5GAJRKJ5LQE7asuqB9DhMVESu660L6NxdhX+f1+5s6dy9y5c/H7ZfiFqkAqVpIyIYQgx5/DkfwjhVx5zZoairIuBAgUPFrgLUpFB58bq0nFrMnLTiKRSE5HMPFy/bgI2ifH0UPdEtq3Rr2QpFgbyfH2kH0VBLyY16xZw5o1a2Rw0CpCLspKyoSiKNQy1cJmsxXKQaUoCjF2Mz7dIN/rxxCgGVbsBFK8mHQXNnM0iqJQP7p+6BiJRCI5X9E0LZSh4dSUNpEWEzaThtPjx6QqtPf/BoCORmTTS2it2clx+cPsq05tTypXZ58qnTpYtmwZV199NfXr10dRlFBG7pJYunQpHTt2xGq10rRpU6ZPn16ozpQpU0hNTcVms9GtWzdWr14dtr93794oihL2N2LEiLA6GRkZXHnllURERFCnTh3+/e9/y2lVAmEWEiwJ1IuqF0ppUxCbWSPaZsYQIqBg8VeMLjsu8tw+vH5B/ej61I+uX2QbEolEcr6gaRq9e/emd+/ehRSrBnF24iLMrNh1lN93bifRux+AXZaW5GPlUK6HpnXC7atKak9ydqjSp5rT6aRdu3ZMmTKlVPX37t3LlVdeyaWXXsqGDRsYNWoUd911FwsWLAjV+eyzzxg9ejTjxo1j3bp1tGvXjvT0dLKyssLaGj58OJmZmaG/l19+ObRP13WuvPJKvF4vK1eu5IMPPmD69Ok8+eSTFSP4OYwQArdPx6ypxNrNmGyRGCdjXtmFG78RCMkg49JKJBJJyew56iArz4PLp9PG81eYhVVGG378/SiaqnBFm7oh+ypJ9aBKFav+/fvz3HPPcd1115Wq/tSpU0lLS+PVV1+lVatWjBw5khtvvJGJEyeG6rz22msMHz6cYcOG0bp1a6ZOnUpERATvv/9+WFsREREkJSWF/gpGUV24cCFbt27l448/pn379vTv359nn32WKVOm4PV6K0b4GowudHShF6kcqarK7G++waypaKqCpmr41MDblEn4sCk6Hr9Onicfl891VhWsffv2oSgKGzZsOGt9FkXB2dnqMiaJRFI1CCHIysoiKysr7PfQMAQLNh9GNwS9midysbY1tG+LtT12i0bdaCuNa0cVas/tduN2u+ULbBVRo9ZhVq1aRZ8+fcLK0tPTQ0l1vV4va9euDaujqip9+vQJ1QkyY8YMateuzQUXXMDYsWPJz88P66dt27bUrVs3rJ/c3Fy2bNnC+czQYUO54dYb2Hh4YyGvQIA9GX/yt8v7oioKfl2Q7/XjEH8ZVuJz4tMNfj++jS1HthTZxvlEcnIymZmZXHDBBVU9FIlEUgX4fD7efvtt3n777bBgngeyXew+4qBerI2ESAsd9cCMlVexEtusBxc3SeBEvo8D2a5C7b300ku89NJLMjhoFVGjjNcPHToUpuwA1K1bl9zcXFwuFydOnEDX9SLrbN++PbR922230ahRI+rXr89vv/3GI488wo4dO/jqq69K7Ce4rzg8Hg8ejye0nZsbCI7p8/kKXeA+X2A5zDCMmmVcWOAFKDj+gtRPSuJwrhufX8ftNzAEeBQ7iBMAWPR8ToiIEts44yEKga7rmEzhl3ewn7Ke8+BbX0WONTgGRVGoU6dO2PiqEsMwEEKE7AnPpx/moKzni8znm7xQPWUuOBafzxdy6Mlxusn3+kiKsRCTv49ob8Cc5WBMO+x2G7ohOJTjJ8fpJinafNr2qpPMlU1lfc+lba9GKVYVxd133x363LZtW+rVq8fll1/O7t27adKkSbnbHT9+PE8//XSh8oULFxIRERFWZjKZSEpKwuFw1KjlRb/fT6QWSRN7E/Jy8wp59dWqVYt3pn1Mzyuu5MD+DPpe1I7J707ny/ff5Jf1m2malsKjL75B884JQED5/OXnX3jmmWfYsGED8fHxXHXVVTz55JNERkYC8Omnn/LOO++wa9cuIiIi6NmzJ+PHjycxMRGA5cuXc/XVV/P555/z/PPPs3XrVr766isuueSSsLE5HAHvxPXr1zNixAh+++030tLSmDBhAhdffDEQsK8bNWoUy5YtIysri4YNG/KPf/yDESNGkJeXF+pv3LhxbN++HZPJRMuWLXn33XdJSUkBYN68ebz00kvs2LGDpKQkbr31Vv71r3+FKXoul4vc3FwyMjJo164dy5Yto23btiFZZs2axVNPPcWOHTu44IILmDJlCs2aNQsdX5o+yoPX68XlcrFy5UoAFi1adEbt1UTON5nPN3mhesms63/lT12wYEHI4PyoCw4cVDl6CK40FofqrPelsnPnLlx+cPph9coD7P7LRwghBO3atQMCcgZ/o6uTzGeLipa54MpWSdQoxSopKYnDhw+HlR0+fJiYmBjsdjuapqFpWpF1kpKSim23W7duAOzatYsmTZqQlJRUyJMw2GZJ7YwdO5bRo0eHtnNzc0lOTuaKK64olAnb7Xazf/9+oqKisNlspzZVbQlmCo+JiSk2VEK03YKqqqH9r7/8Aq88Poo2afV47KUpPDJyOF8s/xyTycSRI0cYNGgQzz77LNOnT+fIkSM8+OCDPPbYYyG7OJPJxHPPPUeLFi3IyspizJgxPPjgg8ydOxcgpLQ+99xzvPzyyzRu3JhatWoVOudRUQFbhKeeeorXXnuN1q1bM3HiRG699VZ2795NQkICPp+PtLQ0HnjgARISEli5ciUjRoygbt263HHHHei6zt///nfuuusuPv30U7xeL6tXryYmJoaYmBh++ukn7r33Xl5//XV69uzJ7t27GTFiBFarNcz5wW63ExMTExpTZGQkMTExIVnGjx/Pa6+9RmJiIvfddx+jRo3ip59+Aih1H+XB7XZjt9vp0aMHy5Yto2/fvhWaHb464/P5WLRo0Xkj8/kmL1RPmb1eL5s2bQICJicWi4VdWQ72bT2ML/MwmQ4PqewI1Xc26UfTyCbszHLSuX4Mg3umlWi8Xh1lrmwqS+bgKtTpqFGKVffu3Zk3b15Y2aJFi+jevTsQSD7ZqVMnFi9ezMCBA4HA0sbixYsZOXJkse0GDYfr1asX6uf5558nKysrtEyzaNEiYmJiaN26dbHtWK1WrFZroXKz2Vzoy9V1HUVRwrKQ3zznZo66jpZwBiqH2vbafHbVZ2U6Jjj2olA1DYumYjoZCHTYiAfp3TedWiKHp8eMoM2lN/Lnvj9JbZrKyy+9zODBg3nooYcAaNGiBW+88Qa9evVi6tSp2Gw27rrrrlDbTZs25Y033qBLly7k5+cTFRUVGsczzzxDenp6sWMO1hs5ciSDBg0CAg4RCxYsYNq0aTz88MNYrVaeeeaZ0DFNmjTh559/ZtasWQwZMgSHw0FOTg5XX311aAapTZs2ofrPPvssjz76KMOGDQuN99lnn+Xhhx/mqaeeChtLwe/+1O3nn3+eSy+9FIBHH3005KVqs9lK3Ud5CCrEwZmvoq7dc53zTebzTV6oXjIXNDA3m838ccLNx6v/JONYPqqq4Nd12olNoEAeESzLa4DmclE72kb/C+tjtVpK1U91kvlsUdEyl7atKlWsHA4Hu3btCm3v3bs3tByUkpLC2LFjOXDgAB9++CEAI0aM4M033+Thhx/mzjvvZMmSJXz++eehmQuA0aNHM2TIEDp37kzXrl15/fXXcTqdoYfQ7t27+d///seAAQNISEjgt99+46GHHuJvf/sbF154IQBXXHEFrVu35vbbb+fll1/m0KFDPP7449x///1FKk4VxVHXUbLys05fsYrxGl4O5B2gQUyDIuNQqQqYNBWbOTCl3b7dhQhzFHhzqFenNgDHjx4ntWkqv/32G7/99hszZswIHR+0Zdq7dy+tWrVi7dq1PPXUU2zcuJETJ06EbJEyMjLCFN3OnTuXavxBRRwCs2GdO3dm27ZtobIpU6bw/vvvk5GRgcvlwuv10rZtWwDi4+MZOnQo6enp9O3blz59+nDTTTeFlPKNGzeyYsUKnn/++VB7uq7jdrvJz88vtCRcHMFrEf5S+LOyskhJSamwPiQSSfUi6AmYcSyfE/levH6D7tFZxJ80Q/jFaM3qP3K5rkMDBl+UQtM60YXa0HWdxYsDS4eXX375WR2/JECVKlZr1qwJvZUDoWW0IUOGMH36dDIzM8nIyAjtT0tLY+7cuTz00ENMmjSJhg0b8t5774XNUtx8880cOXKEJ598kkOHDtG+fXvmz58fMj63WCx8//33IYUrOTmZG264gccffzzUhqZpzJkzh3vvvZfu3bsTGRnJkCFDwmYyKoPa9tqV2n5F9CsQ+ISPw87DgejpRcxAm1QllNoGwGqx4D2Z2ia4PCiMwFuaw+Hgnnvu4cEHHyzUTkpKCk6nk/T0dNLT05kxYwaJiYlkZGSQnp5eyDYtaJN1Jnz66aeMGTOGV199le7duxMdHc3LL78c5lU6bdo0HnzwQebPn89nn33G448/zqJFi7joootwOBw8/fTTXH/99YXaLsuSb8E3o+A5CyqUFdWHRCKpXhzMcbErK498rx+3Tyc+0sJFzs2h/b9HtMeiK5g0CoVZCKLreuj3KhgMW3J2qVLFqnfv3iXG2Sgqqnrv3r1Zv359ie2OHDmy2KW/5ORkfvzxx9OOrVGjRoWWHSubsi7HVQUKCmbFTN3IusXesMHUNqaT6/75Pp1cL8Tzl7IQZY6lbmRdOnTswNatW2natGmRbW3atIljx47x4osvkpycDAQU8jPh559/5m9/+xsQMMZfu3Zt6HpZsWIFPXr04L777gvV37NnT6E2OnToQIcOHRg7dizdu3fnf//7HxdddBEdO3Zkx44dxcpTEZyNPiQSydlB07TQLLrLLzjh8uLw+ImymVEUhQu8G0J1d0V2IsKtseeIkwPZLpLjC89OF2xPprSpGmqUjZWkeuB2uDmy+wjH1GOhsoSEhJDiA4HUNpHWwOXl1wMu/C7lr9mUSOwkRtTn0Uce5aKLLmLkyJHcddddREZGsnXrVhYtWsSbb75JSkoKFouFyZMnM2LECDZv3syzzz57RuMPeti1atWKiRMncuLECe68804AmjVrxocffsiCBQtIS0vjo48+4tdffw15/O3du5f//Oc/XHPNNdSvX58dO3awc+dO7rjjDgCefPJJrrrqKlJSUrjxxhtRVZWNGzeyefNmnnvuuTMad5Cz0YdEIjk7aJrGFVdcAcD+4/loiorHbxBjV9CEn9begGF7thrHHiUZiykQxsbpLTrFWsH2oHqEcTnfqFEBQiXVg+XLl9OpU6fQrE2HDh0KhZkQQuDxBW7oKJuJKKsJYf5rqc6ke8h1+Wjbti0//vgjv//+Oz179qRDhw48+eST1K8fSNKcmJjI9OnT+eKLL2jdujUvvvgiEyZMOKPxv/jii7z44ou0a9eO5cuXM3v2bGrXDiyH3nPPPVx//fXcfPPNdOvWjWPHjnHvvfeGjo2IiGD79u3ccMMNNG/enLvvvpv777+fe+65Bwh49cyZM4eFCxfSpUsXLrroIiZOnEijRo3OaMwFORt9SCSSs0+DODtNEqPw+g18foPGvt+xi0AA0C2Wdjg8OtE2E3F2c1jiZUn1QhEy5n2lkZubS2xsLDk5OUWGW9i7dy9paWk1yi7GMIyAPLExqIpa7HKg169zONdzMq1NoI5meKmdvxuBwKFGcMxcj3qxUVhN1TtRqGEY5ObmEhMTU6wn5LlC8Lps2LAhS5YsYcCAAeeNJ5HP52PevHnnjcznm7xQPWUWQpCTkwNAbGwsO7Py+PcXv3Eo180Dpln8Pf8jAF613s8Pkf2oFWmle+MERvRqUmSYhYKBjFVVxe/3VzuZK5vK+p5LeqYX5Nx+SkgqHEMY7HbtZv2h9SWmo9EFGEKgFlC8dMWCrmgYwA7DwVHPTvyGXmwbEolEcq7j8/mYNGkSkyZNwufz0bxuDA9c1oz4CAstXH/ZE++O6kitSCsp8RElJl72+Xw899xzPPfcc+dVtPXqhJxLlFQKmgKqomAIgRb0BAS8agQWPbdAPemxIpFIJEF2ZeWx41AejWIU2mUHAoNmKnXwxqTQPSWeK9rULTLMgqT6IBUrSZlQFZU0e1pgWayIGFZBzJqK1aTi8umoioZuCDx+HdWwklCgniEXoiUSiQSAPUccfLT6AMedXnpY92AhMOO0w96BSKuZPq3rnFapMpvNPPLII6HPwbyfkrOHXAqUlBlN0dAUrcT4KAVDLuR7/Ti9fny6wK3Yw+odc3pw++RyoEQikXy/NYvjTi/N6kSFLQPmN7gYr9/g+61ZGKd5G1UUBZvNhs1mkzGsqgipWEkqDZtZIyEqEKleNwQg8CgWjAKXna4Lcl2+EuOZSSQSyfnAnqMO6sUGFKLknL/i9f0Z14V6sTZ2ZTk4kO2qwhFKSoNUrCRlQiA45j1GpiOzROP1IKoSWBaMtgZCLkRazfi1v2atbKqOx2+EorRLJBLJ+YrbrxNhMWHxO0jK2wrAMXsaTktt7BYNj18vNn5VEF3XWbp0KUuXLkXX5WpAVSAVK0mZEEJwwn+CTEdmqWaZgt6BppNJmTVVwaf+FS3YargwhECXE1YSieQ8x2bSyPf6aZC7HpWAUpQR1wUAl1fHatJOG79K13V+/PFHfvzxR6lYVRHSeF1SJhRFIdYUi8ViKdX6fVHegT7NTqIv8Nmsu1DNsWjSFEAikZyHqKoaSiC/1xrN5kwHfXN/Ce3fH9MJIQSZOW7aNoilQZy9uKYKtaeqqjSzqAKkYiUpEwoKiZbE03oFBjnVOxDAq9hJQUNB4DNcWE0qZk1OnkokkvMPk8nElVdeCcDibYdZtP0ItY/9DICBwpfHUjHys08bv6qo9gAZy6oKkE8zSaVyqndgntvHqAdHktCmF0qDjmzZtAm7SdQI75XGjRvz+uuvV2of06dPJy4urlL7kEgk1Y9dWXks2Z5FA7OTZuIPAHaqjdmZZybX5eOylqcPtSCpHkjFSlImhg0bxuDBg8t0jM2sEW0zYwjBku8X8vVnM/jog/fIWL+ANi0bExMZweczvzptO4qihP5MJhMpKSmMHj0aj8dTXnGqHTfffDO///57mY7p3bs3o0aNqpwBSSSSSkUIQV6eg+/W/cFxh4cB0TtD+w4ndOOK1nWpF2tjx6G804ZakFQP5FKgpEwIBE7dyfpD62mf1B5NPX2ePyEEbp+OWVM5euAP6tRNom7nNA4D9U/q9vleP0KcfuZq2rRp9OvXD5/Px8aNGxk2bBiRkZE8++yzRdb3er1YLJYyy1lV2O127PaSbSgkEsm5g8/n47XXXgUgqd1AUjLXhvYdTbyI2AgLqqqEQi0kx0cU1xQQ+M176aWXAHjkkUdqxGrAuYacsZKUC0HRb06bN2+mf//+REVFUbduXW6//XYyD2fh8Rv8+4ERPP7Ivzjw5366NOjCNd2uoUm3qwAYNvhmVFUlNTW1xH7j4uJISkoiOTmZq666imuvvZZ169aF9j/11FO0b9+e9957LyzBdXZ2NnfddReJiQH7sMsuu4yNGzeGjtu9ezfXXnstdevWJSoqii5duvD999+XOJb33nuPuLg4Fi9eDARmjkaOHMnIkSOJjY2ldu3aPPHEE2HGoydOnOCOO+6gVq1aRERE0L9/f3bu/OsN9dSlwKA8H330EampqcTGxnLLLbeQl5cHwNChQ/nxxx+ZNGlSaDZv3759JY5bIpFUTyIsplD8Kl0xcSCmPUCpQy0EMQwjlIhZcvYps2I1ZMgQli1bVhljkQBOr7PYP7ffXeq6Lp+rVHXLioJChBpB2zptCxmvZ2dnc9lll9GhQwfWrFnD/PnzOXz4MLfdeguGEDz34gQefuxJ6jVowHfrv+ODeR/w87yTmdsnv82ejD/59ddfSz2W33//nSVLltCtW7ew8l27dvHll1/y1VdfsWHDBgAGDRpEVlYW3333HWvXrqVjx45cfvnlHD9+HACHw8GAAQNYvHgx69evp1+/flx99dVkZGQU2ffLL7/Mo48+ysKFC7n88stD5R988AEmk4nVq1czadIkXnvtNd57773Q/qFDh7JmzRpmz57NqlWrEEIwYMCAEg1Md+/ezaxZs5gzZw5z5szhxx9/5MUXXwRg0qRJdO/eneHDh5OZmUlmZibJycmlPocSiaT6YHIepJY78JuTGd02FPOvtKEWIJDG5qGHHuKhhx7CbDZX6nglRVPmpcCcnBz69OlDo0aNGDZsGEOGDKFBgwaVMbbzkqjxUcXuG9BsAHNvmxvarjOhDvm+/CLr9mrUi6VDl4a2UyelcjT/aKF6YlzZ1+wVRcGsmgtNMb/55pt06NCBF154IVT2/vvvk5yczL7du2jWvDlRUVFoqkbtOrUBSDyp28fH2GlQLwmLqeSlxVtvvRVN0/D7/Xg8Hq666irGjh0bVsfr9fLhhx+SmJgIwPLly1m9ejVZWVlYrYFI8BMmTGDWrFnMnDmTu+++m3bt2tGuXbtQG88++yxff/01s2fP5r777gtr/5FHHuGjjz7ixx9/pE2bNmH7kpOTmThxIoqi0KJFCzZt2sTEiRMZPnw4O3fuZPbs2axYsYIePXoAMGPGDJKTk5k1axaDBg0qUmbDMJg+fTrR0QHD1dtvv53Fixfz/PPPExsbCH0RERFBUlJSiedOIpFUb+wHV4U+74/pBFCmUAtw0mEoJqbSxig5PWWesZo1axYHDhzg3nvv5bPPPiM1NZX+/fszc+ZM6dZ5nrNx40Z++OEHoqKiQn8tW7YE4OD+ffh0A8MoehHRKnylCrkwceJENmzYwMaNG5kzZw6///47t99+e1idRo0ahZSq4LgcDgcJCQlhY9u7dy+7d+8GAjNWY8aMoVWrVsTFxREVFcW2bdsKzVi9+uqrvPvuuyxfvryQUgVw0UUXhSmc3bt3Z+fOnei6zrZt2zCZTGEzbAkJCbRo0YJt27YVK3NqampIqQKoV68eWVlZpz1XEomkZtEo96/8gAvyW7D/uJOdWQ7iIy2lCrUgqR6Uy3g9MTGR0aNHM3r0aNatW8e0adO4/fbbiYqK4u9//zv33XcfzZo1q+ixnhc4xjqK3XeqoXjWmOIfrqcu0+37574zGldBfIaPw87D1I2qG9aPw+Hg6quvDhlOFqRW7To4dXD7jSID1mm6B4/fwGYuecYqKSmJpk2bAtCiRQvy8vK49dZbee6550LlkZGRYcc4HA7q1avH0qVLC7UXtGcaM2YMixYtYsKECTRt2hS73c6NN96I1+sNq9+zZ0/mzp3L559/zqOPPlriWCuKU6fzFUWR9hMSyTnCniN//eZ3FIE0Nm4sfJ+XjNmTzaUt63Bbt5RSh1rQdZ2ffw7EwbrooosqfsCS03JGXoGZmZksWrSIRYsWoWkaAwYMYNOmTbRu3ZqXX36Zhx56qKLGed4QaYk8faVKrlsSAoFXeDmQd4A6kXWgwAtUx44d+fLLL0lNTcVkCr+0hBB4ctyc+r7lx4zZbELRXeS6vFhNZcvIrmkBRczlKj4xaceOHTl06BAmk6lY4/gVK1YwdOhQrrvuOiCgjBVlBN61a1dGjhxJv379MJlMjBkzJmz/L7/8Erb9888/06xZMzRNo1WrVvj9fn755ZfQUuCxY8fYsWMHrVu3Lq3IhbBYLDJ1hURSAzEMwWe/7g9t1zIC5hrbzBfQLjURh0cnIdJC49rFm4iciq7rIcebLl26SK/AKqDMS4E+n48vv/ySq666ikaNGvHFF18watQoDh48yAcffMD333/P559/zjPPPFMZ45VUMQoKrjwXh3cdZuPGjWzYsIENGzawf/9+7r//fo4fP86tt97Kr7/+yu7du1mwYAHDhg3D7fWhGwKrWUNVFOxaHHYtDl2zk9qwPj8sX83h/XvJOnqsxP6zs7M5dOgQBw8e5Mcff+SZZ56hefPmtGrVqthj+vTpQ/fu3Rk4cCALFy5k3759rFy5kscee4w1awIeOM2aNQsZu2/cuJHbbrut2FmhHj16MG/ePJ5++ulCAUMzMjIYPXo0O3bs4JNPPmHy5Mn885//DPVx7bXXMnz4cJYvX87GjRv5+9//ToMGDbj22mvL8C2Ek5qayi+//MK+ffs4evSonM2SSGoIK3cf5cffj5Kp1cFm0lFPGkr8qrQl47iLhEgLu484OZBd/IvjqaiqGrIZVVXp+F8VlPms16tXj+HDh9OoUSNWr17NmjVrGDFiRJix3KWXXlqq6NHLli3j6quvpn79+iiKwqxZs057zNKlS+nYsSNWq5WmTZsyffr0QnWmTJlCamoqNpuNbt26sXr16tC+48eP88ADD9CiRQvsdjspKSk8+OCD5OTkhLVRMBhl8O/TTz897fjOB1avXM1Vva6iU8dOdOjQgQ4dOvD0009Tv359VqxYga7rXHHFFbRt25ZRo0YRFxeHUFQMIQIzVgrUtjektr0hfi2SV598iEXLfqZj+3Z07dK5xL6HDRtGvXr1aNiwIbfeeitt2rThu+++KzRDVhBFUZg3bx5/+9vfGDZsGM2bN+eWW27hjz/+oG7dugC89tpr1KpVix49enD11VeTnp5Ox44di23zkksuYe7cuTz++ONMnjw5VH7HHXfgcrno2rUr999/P//85z+5++67Q/unTZtGp06duOqqq+jevTtCCObNm3dG3jtjxoxB0zRat25NYmJisZ6MEomk+mAYgu+3ZuH0C44mXEgvbS2mk4mX90R3xOXVOZjjxu0rfZgFCKS0GThwIAMHDizxd1FSiYgy8uGHHwqXy1XWw4pk3rx54rHHHhNfffWVAMTXX39dYv09e/aIiIgIMXr0aLF161YxefJkoWmamD9/fqjOp59+KiwWi3j//ffFli1bxPDhw0VcXJw4fPiwEEKITZs2ieuvv17Mnj1b7Nq1SyxevFg0a9ZM3HDDDWF9AWLatGkiMzMz9FdWuXNycgQgcnJyCu1zuVxi69atFXYuzxa6rosTJ04IXdfLdJzH5xcZx5ziwIl8cSjHFfo7cjxbiAPrhDiwTjgzfxcen7+SRl5+Sitzr169xD//+c+zM6hKInhd5ubmilmzZgmv11vVQzpreL3e80rm801eIaqXzBnHnOLuD34Vl034QQycvEzkPNVQiHExIu+p+uLmt38S1775k7hswg/i7g9/FRnHnOXupzrJfLaoLJlLeqYXpMzq7KkeWGdC//796d+/f6nrT506lbS0NF59NRCltlWrVixfvpyJEyeSnp4OBGYehg8fzrBhw0LHzJ07l/fff59HH32UCy64gC+//DLUZpMmTXj++ef5+9//jt/vD9Pwg8EoJWdOeDJmFYHAMAR+zBioqBjYhAtFJmOWSCTnAU6vH1WFxEgLcTlbsYl8BLDVciFC0TCpBk6Pn3qxtlKFWZBUH2rUU2zVqlX06dMnrCw9PZ1VqwKxP7xeL2vXrg2ro6oqffr0CdUpipycHGJiYgpNm95///3Url2brl278v777xfpzXa+YQiDPfl72Hh4I7pReoPpU5MxH3BuJdO1jTyPDyeB6Oiq0FH8507eP4lEIimOSIsJu9lE/Vgz9dwHGK88iA8TmywX4vHrHMnzYjebuLxV2cIseL1eXnzxRV588cVCXs2Ss0ONWoA9dOhQyCYmSN26dcnNzcXlcnHixAl0XS+yzvbt24ts8+jRozz77LNhdjAAzzzzDJdddhkREREsXLiQ++67D4fDwYMPPljs+DweT1hC4NzcXCBg8H9qjC+fz4cQosalHhBCYGCAIDT+0mLRFKKsJvK9f50LBfCodqKNQKBTrysXk1a9cvsFFerTybtkyRKAGvV9nophBMJh+P0Bm47zKTZdUNbzRebzTV6oXjLXiTSRmmBn658uYguUr9Db4PL6sZgULm6SQNeU2DKN1+fzhZ5DPp8v5BVYHWQ+W1TW91za9mqUYlXR5ObmcuWVV9K6dWueeuqpsH1PPPFE6HOHDh1wOp288sorJSpW48eP5+mnny5UvnDhQiIiwhNnmkwmkpKScDgcNeqtQghBii0FgLzcvDK58goBuT6ggOJhVnR84i9FyuvMwalbqI4ewsH8fOcyXq8Xl8vFypUrAVi0aFEVj+jsc77JfL7JC9VHZms+5B/762Gdo8SSQxyqO48Eq6Befg7z5+8pU5tCiJCX9KJFi0K/0dVF5rNJRcucn190ppNTqVGKVVJSEocPHw4rO3z4MDExMdjtdjRNQ9O0IuucaiuVl5dHv379iI6O5uuvvz6tV1a3bt149tln8Xg8obQopzJ27FhGjx4d2s7NzSU5OZkrrriiUIoBt9vN/v37iYqKCiUKrgkIIcjLyyM6OrrM8VF8uiAv102EWZBz0nvYbrOiYsNwHkJFYMWDOSoas1Z9NKszkbmm4Xa7sdvt9OjRg2XLltG3b9/zJt+Yz+dj0aJF543M55u8UD1lvmz9Ev73XeDzrogOJDdsSJPESPq0qkPTOqWPX1Uc1VHmyqayZA6uQp2OGqVYde/enXnz5oWVLVq0iO7duwOBQImdOnVi8eLFDBw4EAgsbSxevJiRI0eGjsnNzSU9PR2r1crs2bNLpdhs2LCBWrVqFatUAVit1iL3m83mQl+urusoioKqqjUq1khwmSs49jIdq+sIOOU4BV0o+FQbVsOFWfhw6z5Uc/VRNs9E5pqGqqooihKyNyzq2j3XOd9kPt/kheolcyPHxtDnBh368q+OLWkQZ6/w9DXVSeazRUXLXNq2qlSxcjgc7Nq1K7S9d+9eNmzYQHx8PCkpKYwdO5YDBw7w4YcfAjBixAjefPNNHn74Ye68806WLFnC559/zty5fyUmHj16NEOGDKFz58507dqV119/HafTGfISzM3N5YorriA/P5+PP/6Y3NzckBaamJiIpml8++23HD58mIsuugibzcaiRYt44YUXCkXZPh8RCHJ8OXjyPSRGJhZKnVMSmgKqomAYfzkB5Hv86ELBKmxYCUxjCa8DatAsnkQikZQXsfcnIBC/T6RcQsMzVKp0XWft2rUAdOrUqSKGKCkjVapYrVmzhksvvTS0HVxGGzJkCNOnTyczMzMs2GFaWhpz587loYceYtKkSTRs2JD33nsvFGoB4Oabb+bIkSM8+eSTHDp0iPbt2zN//vyQQfu6detCaUeCueWC7N27l9TUVMxmM1OmTOGhhx5CCEHTpk1DYRzOd4QQHPEdAR/UjqhNoRw1JRAMuVDQeN1vCDRVxaPaQT8BgO7Kw22vddq8gRKJRFKT2X0wi/p//kpQsZq01k2TP3eTfkHdUucGPBVd1/nuu8DaYvv27c9584XqSJUqVr179y4xhEFRUdV79+7N+vXrC1cuwMiRI8OW/srSJ0C/fv3o169fiXXOVxRFIUqLwmQ2FXvD7tu3j7S0NNavX0/79u3Djo2xm/H6dUxKNAiBpiqA4KNPv2T8k4+QvW0ZFsNFtsuH1aTWyB+Fp556ilmzZrFhw4ZK7UdRFL7++uvQsrdEIqk57MrK48fv5zJEeGnN72Rb60OEhc0HcziY42LYxanlUq5UVQ3lHlVVVYYJqgLObYMRSYVz57A7aZXUimYJzbBarKSlpfHwww/jdrtDdZKTk8nMzOSCCy4odLzNrBEbYSFSrY9dbYBhKBgCFFUlOP1lFh68Ph8+PTxswdChQ0ulRAwdOjQsFVFCQgL9+vXjt99+OyPZqxuZmZllCrA7ffr0UqWakkgklYthCBZsPkyDE6sxoTOIOTRolEJMhI1mdaI47vSycMvhMLOJ0mIymRg0aBCDBg2SKW2qCKlYScrM5ZdfzoEDB9izZw8TJ07knXfeYdy4caH9mqaRlJRU7E1t0lQsJpUoq4lIq0aU1YRV+2vZTwEshgv9DF60+vXrR2ZmJpmZmSxevBiTycRVV11V4jE1Lc5LUlJSic4UEomkenIg28XuIw4u8P5luL4/NmAPpSgK9WJt7MpylCn5sqT6IBUrSZmxWq0kJSWRnJzMwIED6dOnT1i8kH379qEoSthS2OzZs2nWrBk2m43+fS/ny09n0DA+AmdebsCgHYFAYcHSlbTqdT2NU9O49qoBZGZmAoHltQ8++IBvvvkmNBO1dOnS044xKSmJ9u3b8+ijj7J//36OHDkSNsbPPvuMXr16YbPZmDFjBgDvvfcerVq1wmaz0bJlS95+++2wth955BGaN29OREQEjRs35oknnihRKdu9ezeNGzdm5MiRCCFCM0ezZs0KnZP09HT2798fdtzbb79NkyZNsFgstGjRgo8++ihsf8HE5UF5vvrqKy699FIiIiJo165dKOPA0qVLGTZsGDk5OaHzd2rsNolEcnZwev3gyaG+cxsAx+xp5Ftqh/bbLRoef9mSL0uqD1KxkpQJgSBfz2dT1iZ0Q2fz5s2sXLkSi6X4aOl79+7lxhtvZODAgWzcuJG7776bl54LBGD1GX7yvX48PgOXy8WEqR/x0RvP8f3XH/Ln/v0hT8wxY8Zw0003hc1E9ejRo1RjdjgcfPzxxzRt2pSEhISwfY8++ij//Oc/2bZtG+np6cyYMYMnn3yS559/nm3btvHCCy/w5JNP8sknn4SOiY6OZvr06WzdupVJkybx7rvvMnHixCL7/u2337jkkku47bbbePPNN0M2Y/n5+Tz//PN8+OGHrFixguzsbG655ZbQcV9//TX//Oc/+de//sXmzZu55557GDZsGD/88EOJsj722GOMGTOGDRs20Lx5c2699Vb8fj89evTg9ddfJyYmJnT+pJerRFI1RFpMtPZuRsXAi4k33deRu/ITDH/gBc3l1bGaNCItZV/K8/l8vPbaa7z22ms1bhb+XEEuwFYzSorCrqpq2PJaSXUVRQmLuVFc3ZIUouL46fuf6N6kO4Zu4PF4UFWVN998s9j677zzDi1atOCVV14BoGmzpiz+ZTHvv/E+DreOZjNQlMAPwhsvjqNVahIGCveMuJfxLzwPQFRUFHa7HY/HU6rE2HPmzCEqKhBcz+l0Uq9ePebMmVMoDtWoUaO4/vrrQ9vjxo3j1VdfDZWlpaWxZcsWpk2bxj333APA448/HqqfmprKmDFj+PTTT3n44YfD2l65ciVXXXUVjz32GP/617/C9vl8Pt588026desGwAcffECrVq1YvXo1Xbt2ZcKECQwdOpT77rsPCHjM/vzzz0yYMCHMk/ZUxowZw5VXXgnA008/TZs2bdi1axctW7YkNjYWRVFkYnGJpIppEGfnAu+GQuXr/jhBWt0Yjjl9tG0QW67ky8GAxsHPNdEBqKYjFatqxvjx44vd16xZM2677bbQ9oQJE4p9I2nUqBFDhw4NbU+aNKnIcPwFbaNKg4LCxZdczOS3JmN4DV5//XVMJhM33HBDscfs2LGDLl26hJW17nDSa+VkbCshwG6PoGHj5mDkoiKIrxVLVlZWmcYX5NJLLw0t4Z04cYK33nqL/v37s3r1aho1ahSq17lz59Bnp9PJ7t27+cc//hEWWsPv94dFzv/ss89444032L17Nw6Ho9B+gIyMDPr27cvzzz/PqFGjCo3PZDKFnZOWLVsSFxfHtm3b6Nq1K9u2bSuUv/Liiy9m0qRJJcp94YUXhj7Xq1cPgKysLFq2bFnicRKJ5Oyx56iD5Ow1AOgFFo4O5rjIyPHSLjmOK9qULflyEJPJFHoJNJlM6LpeMYOWlBq5FCgpM1GRUVzQ8gLat2/P+++/zy+//MJ///vfcrUVaTUFjNdNgRk2wxwZ2qfq3nK7CkdGRtK0aVOaNm1Kly5deO+993A6nbz77ruF6gVxOBwAvPvuu2zYsCH099tvv4VsyFatWsXgwYMZMGAAc+bMYf369Tz22GOFZgQTExPp2rUrn3zySanTIFQEBWcpg2+qNTkptERyrmEYgmXrttHAG8gBmGFqEtpnN2vYLRp1o600rl2+dDaqqobsS8/1TBHVFTljVc0YO3ZssftOvUlKspE5dfr3n//855kNrIQx/d///R+jR4/mtttuw24vPHXdokWLQqmItm7YGjheUdDUk6liFPBpfyWrNolwZcVisZT77SuYjsblKt7Lpm7dutSvX589e/YwePDgULlhGCHlaOXKlTRq1IjHHnsstP+PP/4o1JbdbmfOnDkMGDCA9PR0Fi5cSHT0XzFp/H4/a9asoWvXrkBgVi87OzuUPLVVq1asWLGCIUOGhI5ZsWJFKD5NeTiT8yeRSCqGA9kuTPuXh7aP1+4MJ9PbdktLAE3jRL6PA9kukuMjimlFUp2R6mw1w2KxFPt3aviCkuqemtOouHrlwS/8HHMdwxCBmZBBgwahaRpTpkwpsv4999zD9u3beeSRR/j999/54vMvmPP5HABOnY/SFQu6Egi9YBaesH2pqan89ttv7Nixg6NHj5ZomOnxeDh06BCHDh1i27ZtPPDAAzgcDq6++uoSZXv66acZP348b7zxBr///jubNm1i2rRpIdmaNWtGRkYGn376Kbt37+aNN97g66+/LrKtyMhI5s6di8lkon///qEZMQjMLD3wwAP88ssvrF27lqFDh3LRRReFFK1///vfTJ8+nbfffpudO3fy2muv8dVXX52RwXlqaioOh4PFixdz9OjRUmdql0gkFYfT6yctb21oe6utXehztN1MhNV0Rh6Buq6HZtvli1TVIBUrSZkQCDyGhz9y/ggt05lMJkaOHMnLL7+M0+ksdExaWhozZ87kq6++4sILL2TqO1O588E7AVA1M2GrfQr41MBbmnqK2jV8+HBatGhB586dSUxMZMWKFcWOc/78+dSrV4969erRrVs3fv31V7744gt69+5donx33XUX7733HtOmTaNt27b06tWLDz/8MGSXdc011/DQQw8xcuRI2rdvz8qVK3niiSeKbS8qKorvvvsOIQRXXnll6PxERETwyCOPcNttt3HxxRcTFRXFZ599Fjpu4MCBTJo0iQkTJtCmTRveeecdpk2bdtrxl0SPHj0YMWIEN998M4mJibz88svlbksikZSPSIuJFvnrAPBh4puj9UP7Tjg9Z+QRCAHF6ptvvuGbb76RilUVoQgZ777SyM3NJTY2lpycnELGzW63m71795KWloatBiUc1g2dHUd2YDaZaRLfpExJmIMYwmDM42P4ZPon/Lp5F7oRyCMohEAXEOk7ToIeiDdFbEOITKxgKco43pNLgTExMRViszB9+nRGjRpFdnb2mQ+ugglelw0bNmTJkiUMGDCgQrPDV2d8Ph/z5s07b2Q+3+SF6iHznl1bafxxdwA2my7gmYQXaXhiI7oh2BN9AXFREXRvnMCIXk3KZbzu9/v5/PPPAbjpppsQQlS5zGebyvqeS3qmF0TaWEnKhIJCfWv9gJJRBqXqrbfeokuXLiQkJLBixQren/I+I0eOpHaUjeNOL06PHz2YvkGxEoo25XFUuWIlkUgkFYFhCPaunk/jk9tr1bZ4DYX98R3x+g2yct1omo8+rcrnEQiBFYSC3uMyltXZRypWkrPCzp07ee655zh+/DgpKSn861//YuzYsfgFGEJg0hRsZg1VUVAUE0a+gopAeB0oQoCMxSKRSGo4B7JdxB5aGdreG90Jt8/A4fFjUlUa1rJTK8KC3aKV0IqkuiMVK8lZYeLEiYWikwshOJ7nQTcEdrOpgO6k4NMisOpOFMOP0L0opnMnJ97QoUPDYoxJJJLzA6fHR1PnSfsq1UZcs+509yp4dQOLpmK3qPxxLF+msqnhSMVKUiYMYfCH6w9Uj0rrxNZoatnfrHRDZ+PhQPLR2pbmmDWt0ISUT7Vj1QOG3ro7D1PUuaNYSSSS85NY5z7i9GMA7I28kByvQpQZHBu/AcDV9uozMlyHwNLf1KlTARgxYsSZD1pSZqRiJSkzPuGDM3Q2CYZqMBCoRSzzebUICJoGeJ1A7UJ1JBKJpCah/rEs9PkHbytW7TlGgk2luRH4QT2c6+aC5IRypbIJIoTg+PHjoc8ypc3ZRypWkjKhKioNrA2Iiooql0dgofZQMIRAO+Xm92l2BKAAqq9wCAeJRCKpSezKysP92yLqntxer16IqkBWnpvmJ8tqRVrKncomiMlkYtiwYaHPMuTC2UfGsZKUGbtmJ9IcWSFvQhazik83EAKEAN0Q+HUDXSh4lUAYClX3gC49WyQSSc3EMAQLNmWSlhewr8rXosmNa4UhwrNkDO7aiKZ1ootrplSoqkpKSgopKSkypU0VIWesJFVKjM3MCd1HvtePcdJDUAiBIcCODSvuQEWvE+xxVTpWiUQiKQ8Hsl24/9xApJEX2I7tROe02uS5/Xh9XtgcqGezSEXoXEB+i5Iy4/A7OOE+Ue4EyQWxmlSibWYMIU7OXAVsAsyaGrCzCuKVy4ESiaRmEkhjsya0vT+uC4qiEGM3kxD5l2NOvvfMl+0Mw2DLli1s2bJFJmCvIqRiJSkThjA45D3E3uy9IQP0siCEYMQ9I7i8zeV0adCFDRs24PbpmDWVWLuZKKsp9KdYIv86zusoodWzQ+PGjXn99dcrtY/p06cTFxdXqX1IJJKzS6TFRCvXhtD2b+Z25Lp8hV5OIyogfpXf72fmzJnMnDkTv1+GbagKpGIlKRP/uPMfPHLnI0RZolAou43V/Pnz+eCDD5g6Yyo/bf6JFq3aUDfWzuL5c9BUBZOmoqkKigJCNeFTTiaK9rlQFCX0ZzKZSElJYfTo0Xg8npI7rUHcfPPN/P7772U6pnfv3owaNapyBiSRSM6YBtEaTVy/AXBMiWfOwShW7TnGmn0nOO704LXFY46tQ4O4iNO0dHoURaFRo0Y0atRIegRWEVWqWC1btoyrr76a+vXroygKs2bNOu0xS5cupWPHjlitVpo2bcr06dML1ZkyZQqpqanYbDa6devG6tWrw/a73W7uv/9+EhISiIqK4oYbbuDw4cNhdTIyMrjyyiuJiIigTp06/Pvf/5ba/0lsmo3m8c3LZRi5e/du6tWrx60DbuWSNpegmQJ5nIJKWpgBuyHwnVwOVE4mZJ42bRqZmZns3buXt956i48++ojnnnuu2P68Xm+Zx1iV2O126tSpU9XDkEgkFcjBrSuwGC4gkMYmwmrGYlI4kJ3Pj7tOkJN8MTfd9nesVssZ92U2m0NBiM+X3IDVjSpVrJxOJ+3atWPKlCmlqr93716uvPJKLr30UjZs2MCoUaO46667WLBgQajOZ599xujRoxk3bhzr1q2jXbt2pKenk5WVFarz0EMP8e233/LFF1/w448/cvDgQa6//vrQfl3XufLKK/F6vaxcuZIPPviA6dOn8+STT1ac8Ocomzdvpn///kRFRVG3bl1uv/12jh49CgQijj/wwANkZGSgKAqpqam0atYEgDv/fjNJsXY6t/3/9t48Torqatx/qqq7epl9mJVh33cQFAQTVyJuiZpFo+ZVia87iUvcSIxb4quvrxIxMZqfxiXo132NQRERcQEFUVCUddhhhtmnp/da7u+P6mmmZ4EZGBgG7vP59HR11a3b91TVdJ0659xzhhKMmQRjFsGYSYOdmhg0OzuboqIievfuzVlnncXZZ5/NV199ldx+1113MW7cOJ588smUAtd1dXX893//N/n5+WRmZnLyySezcuXK5H6lpaWcffbZFBYWkp6ezjHHHMMHH3ywR1mffPJJsrOzWbBgAeBYjmbMmMGMGTPIysoiLy+PP/7xjynm/traWi6++GJycnLw+/2cfvrprF+/Prm9uSuwUZ45c+bQr18/srKy+OUvf0lDQ0PymC5atIjZs2cnrXmbN29u7+mSSCQHGNsW7Phq9z1qU8YE4qZNOG7hc2v4dI3CDA8D8tK7cJSSzqRLFavTTz+dP//5z5x77rntav/444/Tv39/HnroIYYPH86MGTP4+c9/nlIqZdasWVx++eVMnz6dESNG8Pjjj+P3+3nqqacAqK+v55///CezZs3i5JNPZsKECTz99NMsXryYzz//HID333+f77//nueee45x48Zx+umn86c//YlHH32021lADiZ1dXWcfPLJHHXUUXz55Ze899577Nq1i/POOw+A2bNnc88999CrVy/KyspYtmxZ0pr4v488xmffrOeVuR+hKgouVUFVoEG0nXF93bp1fPjhh0yaNCll/YYNG3jttdd4/fXXWbFiBQC/+MUvqKio4N1332X58uWMHz+eU045JZlILxgMcsYZZ7BgwQK+/vprTjvtNH784x+zdevWVr/7gQce4LbbbuP999/nlFNOSa5/9tlncblcLF26lNmzZzNr1iyefPLJ5PZLL72UL7/8krfffpslS5YghOCMM87YY6HU0tJS3nzzTd555x3eeecdFi1axP333588ppMnT+byyy+nrKyMsrIyevfu3WZfEonk4LKjLkKPys+Tn7UBxzN5QA8m9e/B5IF5HDewB7Vhgx11kS4cpaQz6VbpFpYsWcLUqVNT1k2bNi0ZXxKPx1m+fDkzZ85MbldVlalTp7JkyRIAli9fjmEYKf0MGzaMPn36sGTJEo499liWLFnC6NGjKSwsTPmeq6++mu+++46jjjqq1fHFYrGUeJ9AIAA4JQaa3zgNwwlctG07ZeZGKDH7ze/2J/3jcSuOYRm4VBeeJjXzGtv63L5ksk7DMohbcTRVw+vy7rWtW+uYqVgIQcSKsLpqNcN6DEvx4f/1r39l3LhxKa65J598kr59+7JmzRqGDBlCeno6mqZRTjlYMCp/FADpGVnk5BXgUh2noEBg2QJV1TEtFy4cN+wFF1yApmmYpkksFuPMM8/k1ltvTR5DIQTxeJxnnnmG/Px8wHE5L126lPLycjwe5/g98MADvPnmm7z88stcccUVjB49mtGjRyfHfffdd/PGG2/w1ltvcc0116TIf8stt/Dcc8+xcOFCRo4cmXL+evfuzUMPPYSiKAwePJhvvvmGv/zlL1x22WWsX7+et99+m08++YQpU6YAMGfOHPr27cvrr7/OL37xi2RfTeWxbZunnnqKjAwnv82vfvUrFixYwJ/+9CcyMjLQdb2FC3FfZwPZtjMzs9HtvSeF73CjUdYjReYjTV7oGpkD9bUMCX8HQJ2nhHpPEY5tyvkdNg0De927PLd5Hr+dMQNd3z93oGEYPPvsswBccsklKeuPFA7UeW5vf91KsSovL09RdgAKCwsJBAJEIhFqa2uxLKvVNmvWrEn2oet6i5lXhYWFlJeX7/F7Gre1xX333cfdd9/dYv3777+P358alOhyuSgqKiIYDKZYwXJm5wCw/vL15PmdMi4PLn2Qe5fcy8UjL2b21NnJtiWPlhA2w6ycvpI+mX0AeOzrx/j9x7/n50N/zhOnPZFsO+j/G0R1pJrFv1rM8B7DAXh21bNcMmr3P157MEwDG5uIGaE+UJ+SfX358uV89NFHZGZmttjv22+/paioiGg0im3bmLZz425UPrFtVGFjNpltrAKKClE8pCcUq/v+dDfHnzwVy7LYuHEjt99+OxdccEHSIhmLxejduzcejyfZ9xdffEEwGEwqWo1EIhFWr15NIBAgGAzyv//7v7z//vuUl5djWRaRSIT169cn3W62bfPggw8SDodZuHAhvXv33j1+nNk448ePT7YHGDt2LLNmzaK2tpbly5fjcrkYPnx4cj+3282gQYNYuXIl06ZNIxqNIoRIbo/FYvTp0ydlXU5ODuXl5cnPpmkSj8dTxrKvxONxIpEIixcvBmD+/Pn73Wd340iT+UiTFw6uzJ6qVYxM1OdaxWDWr9+Qsj1qWPS348SjMG/ePDRt/2YGWpaVDH157733kv3J87z/hMPhdrXrVorVoc7MmTO58cYbk58DgQC9e/fm1FNPbaFsRKNRtm3bRnp6ejIOqCkZGRlkpjn7eD3OdrfuTu0nYSxKT09Prm/sy+1ObdtoWUpPS23bmhK0J3S3jlf1MihnEJmeljKdddZZSTdVU4qLi0lLS8Pr9aYEvTd+v8utkZnmwbYFpu3ktLIFWEIQUvykC8fi1rekgHHjxgEwYcIELMvioosu4v7772fQoEF4PB7n2DWRy7IsiouL+fDDD1uMKzs7m8zMTG699VY++OADHnjgAQYNGoTP5+O8885DURQyMjJoaGhAVVWOO+445s6dy7vvvsutt96a0pfL5Wpx3H0+X1LORuU6MzMz5cdT0zQ8Hg+ZmZl4vV4nv02iD4/Hk9zWWp+N36vreofPZWtEo1F8Ph9Tpkzh448/5kc/+tEREwBrGAbz588/YmQ+0uSFrpFZ+fBL2OYs1/Y+mcH5g5LbhBBsKK+HxDPRtGnT9ttiZds2o0Y5noC+fftiWZY8z51Eex9eu5ViVVRU1GL23q5du8jMzMTn86FpGpqmtdqmqKgo2Uc8Hqeuri7FatW8TfOZhI19NrZpjcabYHPcbneLk2tZFoqioKpqiqIRnOnka2rqCrzlB7dww+QbcKmulLYVNzlPJU3dezMmzuCKCVegqVpK283XbW7R9tdH/XqfZvZpikamJ7PFvhMmTOC1115jwIABuFytX1rNp/8qioLb7UYkytqAQty0sAWJtAsKUdtLYlIgwoimfG/jcY3FYqiqmuy/aZsJEyYkLZX9+vVrdVyLFy/m0ksv5Wc/+xngxFxt3ryZE088MWXMkyZN4je/+Q2nnXYabrebm266KaWfpUuXpnz30qVLGTx4MG63m5EjR2KaJsuWLUu6Aqurq1m7di0jR45MuRYa31uTp/k6XdexbbtTylc0HsPG89fatXu4c6TJfKTJCwdZ5i2fJhffjwxFq42S6XWjqVAeiNEjY/eDdWeNa8iQIcnlRveVPM+d01976FZ5rCZPnpycgdXI/PnzmTx5MuDcYCZMmJDSxrZtFixYkGwzYcIE3G53Spu1a9eydevWZJvJkyfz7bffpswknD9/PpmZmYwYMeKAyQeQpqeRpqfW4dM1nTQ9LSW+qmnbpu44t+YmTU9Lia/aU9t9IRAIsGLFipTXtm3buPbaa6mpqeGCCy5g2bJllJaWMm/ePKZPn77HQqD9+vXj808XsWNnGRVVVdgCJ9YqcQhi6FiJS7WuppKysjJ27tzJokWLuOeeexgyZAjDhw9vs/+pU6cyefJkzjnnHN5//302b97M4sWL+cMf/sCXXzrZkAcPHpwMdl+5ciUXXnhhm3FKU6ZMYe7cudx9990tEoZu3bqVG2+8kbVr1/LCCy/w17/+leuuuy75HWeffTaXX345n376KStXruRXv/oVJSUlnH322e09/K0evy+++ILNmzdTVVUlsy1LJIcKkTooWwHALu8ASsNpLN1cw4I1u/hiUw3FWV7+69i+XTpESefTpYpVMBhM3pjBSaewYsWK5EysmTNncvHFFyfbX3XVVWzcuJFbbrmFNWvW8Pe//52XX36ZG264Idnmxhtv5IknnuDZZ59l9erVXH311YRCoWS176ysLC677DJuvPFGFi5cyPLly5k+fTqTJ0/m2GOPBeDUU09lxIgR/Nd//RcrV65k3rx53H777Vx77bWtWqSOND799FMmTJjAUUcdlXzdfffd9OzZk88++wzLsjj11FMZPXo0119/PdnZ2Xu0pjz00EN8suhDpowdylkn/4DGwu5COG5BRVEwVMf9ddkNd9CzZ0969erFBRdcwMiRI3n33XfbtJCBY+GZO3cuxx9/PNOnT2fIkCH88pe/ZMuWLcnYuVmzZpGTk8OUKVP48Y9/zLRp0xg/fnybff7gBz/gP//5D7fffjt//etfk+svvvhiIpEIEydO5Nprr+W6667jiiuuSG5/+umnmTBhAmeddRaTJ09GCMHcuXP366nqpptuQtM0RowYQX5+fpszGSUSyUFmy2JIVKj4zjOOSf1zmDqskGP65ZKf4SFq7H8Jm+bYts26detYt26dfMjqKkQXsnDhQoHj5El5XXLJJUIIIS655BJxwgkntNhn3LhxQtd1MWDAAPH000+36Pevf/2r6NOnj9B1XUycOFF8/vnnKdsjkYi45pprRE5OjvD7/eLcc88VZWVlKW02b94sTj/9dOHz+UReXp743e9+JwzD6JB89fX1AhD19fUttkUiEfH999+LSCTSoT67GsM0xLIdy8SyHcuEaZn71Idpma32UReOi7VlAbG2PJB8X7+rQWypCor6im1C7PhKiB1fiVh9RWeJ0y4syxK1tbXCsqw9tjvhhBPEddddd3AGdYBovC4DgYB48803RTwe7+ohHTTi8fgRJfORJq8QB19m+z83C3FnphB3Zor/98zfxe9f/0bc9dYq8dC8NeKheWvEVXO+FH+bv1rcdddd4q677hKxWGy/vzMWi6X0J89z57Gne3pTujTG6sQTT9xjId/WsqqfeOKJfP3113vstzFJY1t4vV4effTRPSYm7du3L3Pnzt3j9xyJKCh4VA+apu1TSZvGPvxuf3K5EZ9bxadrKIAtBHFLYAtBxBAo6DSGZmtmCMhv0a9EIpEcShili9ABC5VXq/tSX12NS1XJ9esMLEijOMtLaWWIgQVF6C61U0rQKIpCz549k8uSg0+3Cl6XdD2KotDb25vMzJbB6+1FVVVG5LeMVXNrKh6XSjBmYtmiSQA7xIUXGwUVgZLIySWRSCSHLMEK9Gonzc96dSCWJ5McTcWwbCoaojTEDEaXZBGz4ZRzL2BY0f7P6gUnwPryyy9Pfj6S8lcdKkjFSnLIoCgKmT43gaiBaQvcWpNkoUIhhgcfUVQ7jjDjKK79r6vVmXz00UddPQSJRHKIYG/8OBnEvMozDo/LSbHicWnoaSo1oThrdzXQJ8dPmi5vxYcT3WpWoOTwR1XApaq4NdXJY5WwXLk1BdOVlmxnRoNdOEqJRCLZM+G1u/PmLWVUStiLoiikeTTK6qLkZ3ooyfZ1xRAlBwipJks6hBCC7dHtaIbG0B5D98kdaNkW31U6JR5G5o9EU3cny7QEKAqkezRs4cRaicS6uO0jkYAdJR4EcjtDJIlEIul09G2fAGAqbjb6RlEXipPudeFOuAODUQuXpnBUrwweecSpqHHttdfud94lwzCYM2cOAP/1X/+1f0JI9gmpWEk6hEAQtaNgO8v7StxqvZi1poCqKNgChIC4aWPajnIVRScXJ+G8aravtIBEIpEcdGq3oAectCfb00YxvE8RGyqC1IbjBGMmLlUlO81Njl9naGEGS+vrAfY4mau9CCHYtm1bclkGsB98pGIl6RCqolKkF+FP86ckG+0s9hTALlCJ2Tpe4ihmBGwTVHkJSySSQ4xNHycXv3GPRVOgf56fEtOL7lLRNZXyQJQxvbLpmdW5bkCXy8X555+fXN5TcmbJgUHelSQdJt2VTqYn84A8Ce0xgN2GqOLDK+LOungYxdtyJo0QTq1BSzgWMLfWOdOYJRKJpF00Uaw+s0fyyfe7cLsUPC6NDI8Lv8dFn1w/p44sRFU797dJVVWGDRuW/CwVq4OPVKwkhxyNAewgEjFWNqCgqWAqfjAcs7kdbUBrplhFDYtAxCBm2thCoCoKHpdKps+N171/VeMlEolkrwgBmxYBEFN97EofQbFHIRgziZk2ZdEo+RkeTh5WwKCCDOLx1sMiJN0XOStQ0mHCVphgPNhmPMDmzZtRFCVZqqg9PPPMM8mi2E0D2H1uDS3xRGfZELCalBQyUvNZRQ2L6mCMiGGhqc7ToaYqRBLrD0T5iNa46667GDdu3AH/HkVRePPNNw/490gkkg5QtQ6CuwDY4B3NmL75HDcojykD8zhuUB6njiikOMvL2vIGbHv/Y6qaY9s2mzdvZvPmzbKkTRchFStJh7h0+qWU5JWQ5ctC13X69+/PLbfcQjQaTbbp3bs3ZWVljBo1ap++ozGA3bAEUcPCsp04q99ffxVXTP8v4glDq2qEk3W4hBAEIo778JbfXEVJjp/ibB8lOX6OGtyHC39+NkuWfdUpwaGHCmVlZZx++untbt9UeZVIJAeIJm7AnTkTURQlGeKQl+4hy6/TM9vHhoogO+oinf71pmny7LPP8uyzz2KaZqf3L9k7UrGSdJjjTjqOhd8uZP2G9fzlL3/hH//4B3feeWdyu6ZpFBUV7bEwstflxevytrqtMYA9YljYAlyqghAiMVNQEBbOfgqCWMTJZ2VYNjHTxq2poMBJU0/lm3Wb+GbdJl55ey5ul4tfnfdTDKvtJ7julqG4qKhIFgWXSA41Nn6UXNyQNp6qYIxAxEh5qPPpGjHTIhQ3URSF/Px88vPzO62kTWf2J+k4UrGSdAgFhSxfFsePOJ5+fftxzjnnMHXqVObPn59s05or8O2332bw4MF4vV6mnjKV5e8uZ3ThaBoCDSn9z5s3jxEjRjCgZx6X/fJcKnaVYQnBww/8D2++/P/4cN5ccnoNQSkZz0eLvyQSrHesWomcV2rih8Tj0SkoLKKgsIhRY8bymxtuYueO7ZRXVKaM8aWXXuKEE07A6/Xy/PPPA/Dkk08yfPhwvF4vw4YN47HHHksZ46233sqQIUPw+/0MGDCAP/7xj3tUykpLSxkwYAAzZsxACJG0HL355pvJYzJt2rTkFOlGHnvsMQYOHIiu6wwdOjSZmyZ5Lpq4Ahvlef311znppJPw+/2MHTuWJUuWAE5W+OnTp1NfX598gr7rrrv2crYlEkmHsC3Y/CkADUo6r+3M4YtN1SzZWM2Xm2upCcUAiMQtPC6NNN2F2+3mmmuu4ZprrtnvHFZAp/cn6ThSsZLsF6tWrWLx4sXoetvlZTZt2sTPf/5zzjnnHFauXMmVV17JH/7whxbtwuEwDz74IHPmzOH9DxdSvnM7D97zR0xLcMmVMzjtx+fyw5OmsvSb7yj7+n2mHD0W3YoQiBioyfxXLV19oWCQV196gX4DBlKQ1yNl22233cZ1113H6tWrmTZtGs8//zx33HEH9957L6tXr+Z//ud/uOOOO3jhhReS+2RkZPDMM8/w/fffM3v2bJ544gn+8pe/tCr7N998ww9+8AMuvPBC/va3vyWfIMPhMPfeey//+te/+Oyzz6irq+OXv/xlcr833niD6667jt/97nesWrWKK6+8kunTp7Nw4cI9no8//OEP3HTTTaxYsYIhQ4ZwwQUXYJomU6ZM4eGHHyYzM5OysjLKysq46aab9tiXRCLpIOXfQLQOgBXaaAxbIdvnxutWqWiIsmJbHdXBKGX1UQYVpMuM64cpclbgIUbjDBG32528CVuWhWVZqKqa4l7rjLaa1vGZcvPmzSMzMxPTNInFYqiqyt/+9rc22//jH/9g6NCh/N///R8AQ4cOZdWqVdx7770p7QzD4PHHH2fgwIHETYtL//sqZj94H5qqkJ2Vic/vwzTi5Bb2Ic80cWGhiQjVpgW4k+5DBMx/710G9MwDIBwKUVBYxPMvv47HnXrJX3/99fz0pz9Nfr7zzjt56KGHkuv69+/Pd999x9NPP82VV14JwO23355s369fP2666SZefPFFbrnllpS+Fy9ezFlnncUf/vAHfve737WQ9W9/+xuTJk0C4Nlnn2X48OEsXbqUiRMn8uCDD3LppZdyzTXXAHDjjTfy+eef8+CDD3LSSSe1eaxvuukmzjzzTADuvvtuRo4cyYYNGxg2bBhZWVkoikJRUVGb+0skBxvbFuyoixCKm6TpLkqyfZ2eguBg0bQ+YHnuJNxRlcqGONl+N9l+N5UNMZZuquWYfrkHJNWC5NBAKlaHGPfddx/g3CDT0pzaeJ999hkLFy7kqKOO4ic/+Umy7YMPPohhGFx33XXJoORly5Yxb948Ro8enaIwzJ49m3A4zNVXX01BQQEAK1asYMKECR0e4zHHHcPd/3c3+e58Zs+ejcvl4mc/+1mb7deuXcsxxxyT/GzZFoVDCpPLjfj9fgYOHAg4cVYlPYupqnRcd5ri5LMCx+UXwUsGITRsVDNKzNTxuDWiho0lBFN+eAL/O2s2toDq6hqef/oJLvrFOSxdupS+ffsmv/Poo49OLodCIUpLS7nssstSqsObpklm5u60Di+99BKPPPIIpaWlBIPBFtsBtm7dyo9+9CPuvfderr/++hbHxOVypRyTYcOGkZ2dzerVq5k4cSKrV6/miiuuSNnnuOOOY/bs2W0eZ4AxY8Ykl4uLiwGoqKhIyWsjkRwqbKhoYN6qXZRWBomaFl6XxsD8dKaNKmRQQUZXD6/DxNYvpNEGNS8yhLhlEY47sVR+XcOtqbg0ldNGFyXlMwyDJ554AoDLL7+8U0ravPjiiwApVnDJwUMqVpIOIRB4fB5ye+UypmgMTz31FGPHjuWf//wnl112Wbv7idstc7c0/UFRFAW/x50IWhfJEje2cGYKNigeMpREugUjxI5ax2KlKk6gu9fnp2ef/qiKwuBBgzjlh8dSmJfLE088wZ///Ofk9zQqrwDBoBMI/8QTTyQtSeBMX45EnNk7S5Ys4aKLLuLuu+9m2rRpZGVl8eKLL/LQQw+lyJKfn0/Pnj154YUX+PWvf91C8TpQND+GjeOXSA41NlQ08PRnm6kJxSnO8uLXfYTjJqt21rOzPsL04/p1L+XKjKNv/xyAKiWHKk8fCl0acdOiLmygu1SGF2diWjb5GbsnnQghqEw8QHZWSZuNGzcml2UA+8FHKlaHGDNnzgRSb5DHHXccxx57bIuCx40xMk3bHnPMMYwfP75F2+uuu65F233JtaSg4FE99Mvuh6o4Gc1///vfc+ONN3LhhRfi87WMGRg6dChz585NWff9iu/3+l26y5HB41KJGjaqy42ZyCIcZveMwjSi1Fi2o1A1SQKa7XfjcztPiUIIVFVNKkitUVhYSM+ePdm4cSMXXXRRcr1t2wQCAcBx7/Xt2zclRmzLli0t+vL5fLzzzjucccYZTJs2jffff5+MjN03CdM0+fLLL5k4cSLgWPXq6uoYPnw4AMOHD+ezzz7jkksuSe7z2WefMWLEiL0et7bQdV1mYZYcEti2YN6qXdSE4gwuSE/e/DO8btI9LtZXBHn/u10MyEvvNu4ye/uXaJbz+7JKH5cMO/C6XRRmatSE4uyoi9Anx0+afuBuvS6Xi3PPPTe5LP/nDz4yeP0QQ9d1dF1PecrQNA1d11ukL+iMtvuCS3GR681N9vWLX/wCTdN49NFHW21/5ZVXsmbNGm699VbWrVvHKy+/wjsvvwPQrqep4iwfLk2hpHcf1q/+jk0b11NWHSQad3K0+IkiANMWhGImtoBINMrq0m3s2FnOmjVr+M1vfkMwGOTHP/7xHr/r7rvv5r777uORRx5h3bp1fPvttzz99NNJ2QYPHszWrVt58cUXKS0t5ZFHHuGNN95ota+0tDT+85//4HK5OP3005MWMXAU3N/85jd88cUXLF++nEsvvZRjjz02qWjdfPPNPPPMMzz22GOsX7+eWbNm8frrr+9XwHm/fv0IBoMsWLCAqqoqwmFZyFrSNeyoi1BaGaQ4y9viN0BRFIqzvAcsz9OBomH1guTyMmVUivVJURTSPBpldVHyMz0HNGhdVVXGjBnDmDFjWjxgSw4O8qhL9huXy8WMGTN44IEHCIVCLbb379+fV199lddff50xY8bw+D8e59e//TVAu/IwaaqTy+rnF11CvwGDueCMkzl+7CA+XOZYvXTFQsdRsgTO0/CnCz9g8uhBDOjbi0mTJrFs2TJeeeUVTjjhBOKmlczC3tz0/t///d88+eSTPP3004wePZoTTjiBf/3rX8m4rJ/85CfccMMNzJgxg3HjxrF48WL++Mc/tjn29PR03n33XYQQnHnmmcnj4/f7ufXWW7nwwgs57rjjSE9P56WXXkrud8455zB79mwefPBBRo4cyT/+8Q+efvppTjzxxL0er7aYMmUKV111Feeffz75+fk88MAD+9yXRLI/hOImUdPC34blpmmep+6Ce+snyeXV3vHUhOLETAtbCGKmRTBq4dIUju6X222scJJ9QxGHUyrqQ4xAIEBWVhb19fUtYmyi0SibNm2if//+eL2tJ8o8FLFtm4raCtLT00nT0/bJf2/ZFr+Z+Rtem/MaO7fvRFP3bDmLGBZldRHipo1lCxov2HxqKFTqANhq51NHenKfxlGpqlMrsFeOH2Cf6gg2ugIzMzM75QnwmWee4frrr6eurm6/++psGq/LXr168eGHH3LGGWccMblwDMNg7ty5R4zMXSnvtpowf5m/jmy/mwxvy+9uiBrUhQ1u+NEQeuf6O+17D5jM8RDi/r4otkGNp4Q/9X+ejVUhglETRQGXppLm0cjx69z545EpMsXj8eSkpZkzZ+4xdU17sG2bsrIywJnAYlnWEXVdw4E7z3u6pzdFxlhJOoQtbLbHtkMMjio6Ck1pnzvx73//O8cccww9evTgk08+Yc7jczjv0vPata+mOLMCUXBeCc0qJLxJDapAqUPHJCw8RPAgFC1pjYqbNjvrIsk8V25NxaU6JXPqIwahuEleuod0j0sGekokB4GSbB8D89NZtbO+xf+dEIKy+iijS7K6T56nrZ+j2E6S4MXWCL7eWouNY2lP97jpn+cnatiM6ZV9wGUyTZMnn3wScBQ1+Zt28JGKlaTDuBRXhy0369ev589//jM1NTX06dOHi6+6mMt+275ZhG5NTbgGbCwci5UCRPBiC1AV8CoGRdSC4swejKETVjyEhYeQ8BKMuR29TFFQFAshmrgBDScTcobXjV/X0F2q89JU+aMkkRwAVFVh2qhCdtZHWF/hxFr5dI1I3KKsPkpumt698jw1qQ/4YXwEFbEYukvF61KJGhY1oThje2e3KpOiKGRlZSWX95fO7k/Scbo8xurRRx+lX79+eL1eJk2axNKlS9tsaxgG99xzDwMHDsTr9TJ27Fjee++9lDYNDQ1cf/319O3bF5/Px5QpU1i2bFlKm8aSHs1fjQkswQn0bb79/vvv71zhuyGqotLP149R+aP26sJryl/+8hd27txJNBpl3bp1PPq/jzK+ZHy7+mgsYOp1q8mSNUKAjUIZPTCF2qw9eJU4uUoDvZQqhqrbGaFsoZ9STj41+O0wirCSbcEJfK8Lxymrj7KtJszmqjDbaiM0RA3ilk3cAsMSnTId+tJLL026AYUQxE2LiGERN60uKxLdOI6oYWHa9mFVrFpyaDKoIIPpx/VjVM8s6sIGm6tC1IUNRpdkdbtUC9F1HyaXt2eNJyfNmSjUELMIxS1UVaEww8OAvPQW+7rdbq6//nquv/76Titp05n9STpOl1qsXnrpJW688UYef/xxJk2axMMPP8y0adNYu3ZtMollU26//Xaee+45nnjiCYYNG8a8efM499xzWbx4MUcddRTgBB+vWrWKOXPm0LNnT5577jmmTp3K999/T0lJCUDS/9zIu+++y2WXXdYiyeU999yTkiiy6XR5ycHF69YoyPRSE4oTiBiOkgNUi0yqyUQXBn5ipCkx/ETxEqfpw5pLsckgQgaRpPswKtxE8BBJWLai6EmFzbZs4hGLhoiBS1PAhoa6CLqmku13d4rbMGpY+xTz1dk0HUc8FiMQMXnpyx3YctKg5AAzqCCDASemd+vM63aoFr1yFQCbtX4o6YWUCEHctDFtQUPUoEeaO5luoTNjxiSHJl2qWM2aNYvLL7+c6dOnA/D444/zn//8h6eeeorbbrutRfs5c+bwhz/8gTPOOAOAq6++mg8++ICHHnqI5557jkgkwmuvvcZbb73F8ccfD8Bdd93Fv//9bx577LFkYsjmJT3eeustTjrpJAYMGJCyPiMjQ5b/OITwujWKs7z0SNcJRk2CUZOIYWEJgSF06oVOAxnYgCJsfCKGP6Fo+YnhVlLzuXgVAy8GOQSTLsQouqNsoSeVrbjp/MgbcYswjhKS5nFRlOXF63ZiuQzLxhJOPJi7HS7EqGFRHYxh2k7Ml1tRnYzyhoVh2fRI9xwU5ar5OHSXhqoorK8Isr1c4fiKIMNLcg74OCRHLqqqdGtlo+b7D8nDScL7nWcs4FjZPW4ND+DSFIIxi7pEPKfk8KfLFKt4PM7y5cuTCTHByb8xdepUlixZ0uo+sVisxQw6n8/Hp5861cRN08SyrD22ac6uXbv4z3/+w7PPPtti2/3338+f/vQn+vTpw4UXXsgNN9zQIj9U8/HFYrHk58akkoZhYBhGSlvTNBFCYFlWt8qMbQubslgZlbWVDMgZwO5CM+1HCMHamrUADM0d2mHLj1tVyPG7yfG7CcUsasJx4qaNYTlZ2hECG4UQXkLCi4ITb+AWJn5i+BVH0fISR1Wa5poBH3F8JLLCK2CnKFvOKyp0GqIGUcMi0+dCCMdNqCT68LhV/G4Nl+a4Lt1aS/nqIwamJfC4G92YAlVxkqHGDJv6iIHeyn5AUs62+m6L1vZrPg5L2CgK9M72sHarwrzvyhiQl9atLAj7SuP/aPP/1cOVI01eODAyK5sWJZdXaGMQIvX33KUqxAwLhMCjtvxuwzB47rnnAPjVr3613+470zR58803ASdtS6NbX57nzut3b3SZYlVVVYVlWRQWFqasLywsZM2aNa3uM23aNGbNmsXxxx/PwIEDWbBgAa+//noys2xGRgaTJ0/mT3/6E8OHD6ewsJAXXniBJUuWMGjQoFb7fPbZZ8nIyEipqwfw29/+lvHjx5Obm8vixYuZOXMmZWVlzJo1q02Z7rvvPu6+++4W699//338/tQnMlVVKS4upr6+vltd8LawCVkhsKC+vh5V6XiYni1swobjZ6oP7FsfTfFDcsagIaCpXaqpOhDHRRwXdSItsU3gFXF8Shw/MXwJZaupnqcq4CeOnzjQ4IwfhRhuIrZOJOQhJnTiio6iqCgKBKNQDbhUx4LlUsGvQaMByrQhGHf6jrWiU9sCgmEDzYzianJoDAvClrN/YwB/876FAEs4fTQG9lsC4nbL/XQVwmbqOOKRCPF4nNLNu8jW4dNvSsmsXU+P7pMRZL+ZP39+Vw/hoHKkyQudK/PxpR8AYKGwoKE3RGpTfkMMCwKmQPEEWbG4nG+aPaNYlpUMT3nvvff2OXFz0/7WrVsHOGEujf3J87z/tDepcreaFTh79mwuv/xyhg0bhqIoDBw4kOnTp/PUU08l28yZM4df//rXlJSUoGka48eP54ILLmD58uWt9vnUU09x0UUXtbBy3XjjjcnlMWPGoOs6V155Jffdd1+bSS1nzpyZsl8gEKB3796ceuqpLXJeCCHYsWMHoVCo0/IjHQxsYZMTzcGre/F4PPtksbKF3aijoOv6fitWOpAGmJbAEjb1YZNQ3HERpoRgN/ssgDAKYTxU45xTBYEHA68Sx4vz0jFJNaoJFGKO9atRECAuXMRwE0Mnhpu4oqO63Bg2hGyVbLfbKdNj2hCL49Jal1tVnBQRLpeeLOsTN21CMQPLFrg1ZzKF44IUhIRCduIpNxS3iBkmcTMx6zHh4nTitxRcqoJlCwxTYCbST+gJrUwIQTgYIGC56dmnL+HSTXhzC5k4ZRBDiw7/+ELDMJg/fz4/+tGPjoig3yNNXuh8me1AOZ6vdwCwTh2E6ckHnHJaukshbgrKAzH65Hi46dyRDC5s+X8Uj8f59ttvAcd4sL95rCzLolevXoBz77JtW57nTqLRC7U3ukyxysvLQ9M0du3albJ+165dbcY15efn8+abbxKNRqmurqZnz57cdtttKbFRAwcOZNGiRYRCIQKBAMXFxZx//vkt4qcAPvnkE9auXZuS8botJk2ahGmabN68maFDh7baxuPxtKp0ud3uVk9uSUkJmzZtYtu2bXv9/kMFIQSRSASfz0dAad9F1hxb2FTVVwGwJbhlvxWr5hiWTUPUJGpYSQuNwPnTfK5bk7RYbaJi48ZEV0zcWLgxcWG2S6WMoiZau6jUXOi6FxONUNxGVXZPh1YVkjMe7USx6QaPE++kQGLWoGjV9WdYgjJVQSCwLIGVMP0rkEyo6nSt0JpHz+PSUBXnOMRMwZaIB00TxCzIcbvISvN2+MfJtkW3DUhu6//1cOVIkxc6R+YNFQ2snPsqjVOeFhrD2R6O4NYUAlEnDlMIKM7y8ttTBjOiV26r/TSdgdsZ43K73cnSWLDbfSXPc+f01x66TLHSdZ0JEyawYMECzjnnHMDJGLtgwQJmzJixx329Xi8lJSUYhsFrr73Geee1TDSZlpZGWloatbW1zJs3r9XyHf/85z+ZMGECY8eO3et4V6xYgaqqrc5W3Fd0XWfw4MHE4/FO6/NAYxgGH3/8Mccff/w+X7DheJgz554JwFdXfIVf7/zA1S3VIV74fAtfbK4hYjhpDBQUNFXBEjaG5SgbCo4is3caVTQHnTgDlHIGKTsZqOxgkLqTAcpOvMre3bq2cNJEbLKL2CyK2a4WU+YqQWT2pn9BJpuqQ8QMQbpHw8bJiVIbNhhcmE5xVsvkgsGYwTfbA+T4XZiWoCZskOVzY5g25YEIcXO3pS7N46Iw04NlQ304TjBm0jcvjXG9skFRiNkKAgUhTOricHR+WocTGm6oaGDeql2UVgaJmhZel8bA/HSmjSrsVlPoJZK2WFfewH3vfs9PtuzOX7VCG4PbVjBsgYib6C6VE4bkc/nxAxhS2HaWbsnhR5e6Am+88UYuueQSjj76aCZOnMjDDz9MKBRKzhK8+OKLKSkpSab7/+KLL9ixYwfjxo1jx44d3HXXXdi2zS233JLsc968eQghGDp0KBs2bODmm29m2LBhyT4bCQQCvPLKKzz00EMtxrVkyRK++OILTjrpJDIyMliyZAk33HADv/rVr8jJ6dwZUqqqdquSNoqqsLFhIyUNJYwpHrNP1iZLtdgS2gKAx+vBq3e+/ENLvNxxbi6fbKjk7RU72VkXwRaQpmsMzE+jJhxnS3WYbJ8by7ZZtbOBunAco815BKmKFWhsooQFlADHAI5lq79SxkhlCyPULYxQNjNC3UJeK5a9gWxlYLN18XoXG7f1ZJ3dm3WiF+tFLzZRwk6lgJit8t2uMMOKsxhenEGm1520dtXHTUprYoz0eNhaG8Hr1rBjEI7b7GhwZhnGLUGm10VtzETR3HjcGrjcVNXFsWvjKFqYntmNSRpNdtSGSXcLTh6W3yHL04aKBp7+bDM1oTjFWV78uo9w3GTVznp21ke6XX4iiaQR2xZsqw3zyfpKnvp0E1urw9zt/hZUiAkXX4qhZPpcxBI/Imm6i765aQzKP7jXuxCCyspKwPHySA4+XapYnX/++VRWVnLHHXdQXl7OuHHjeO+995IB7Vu3bk2JPYpGo9x+++1s3LiR9PR0zjjjDObMmUN2dnayTX19PTNnzmT79u3k5ubys5/9jHvvvbeFdeXFF19ECMEFF1zQYlwej4cXX3yRu+66i1gsRv/+/bnhhhtS4qeOVCJGhN+u/S2sheDMIGl6WlcPqU1UVeGEIQX8cFBL5WBjVTCpAPTJSqMwy8fSTTVUBGIYlo2iKigIIkb7E2XaqJSKEkpFCW/bUxJrBfnUMVTdzlBlG0OVbQxRtzFE2YFfiaXsrysmw9jKMG1ryvq40NisFlFq9WTjtp5s39mbLZn9ye07CuFOZ315A6GYSV3EIBI3SfdoxAyLuGlj207yUxXH1WjZu12Fpi3I8uvkZ3jok+ujKhhnVyCKx6UxqmcmAWsnC9ZUsrk60i7Lk20L5q3aRU0ozuCC9KTil+F18n6trwjy/ne7GJCX3m3cghKJbQs+K63iteXb+XprLWWBKHFT0EupoI/qKDBfiyHUGRq6bZHm0ZLu/G931h/03FWGYfDYY48BsqRNV9HlweszZsxo0/X30UcfpXw+4YQT+P777/fY33nnndeqa7A5V1xxBVdccUWr28aPH8/nn3++1z6OVDK1zP0OsMzz53XSaPZOa3lyGrM+N7qsYqbFgPx0SnL8GKbF1poIhi0oydIIGxbl9VH2LSmGQiU5VNo5fMroJmtteiuVDFO3MZjtDFUdpWuAUtYi35auWAxRdjCEHbtXNgCroFzkssEuplT0ZNO2nnhET3YEiqlzFWArKjErEZul7o4lMy1BKGbSEDUozPTgUqBXro+BBemoQF6GB2HbPPGNgtuupUeah7w0D5qq8O2OOtZVNHDm6GKGF2emWLB21EUorXTKkzT/MVcUheIsLxsqgjJJouSg0TzWryDN1eZ2n1tDAcKGlfIA9v8+38p735Un8701hg5MUb9L9rPEHoGCE98ZN51JIrYQhONWu3JXNZ81vr90dn+SjtHlipWke5Gmp/Gv0f/ar6rhaXoalTdXdvLIOk5rWZ+LM72UBaKsLg/w5aYaKhtiROImfjuCrfspC8QwTCcZqKI4QefmPmhcApWtopBtViHvc3QyR4Qbk/5KGcOUbQxUdzBQ2clAZScDlHI8rcRvFSk1FGk1/IDvUtbHhIsdFLJVK2QDhWwWRZTFitipFlNRl0/YcoLi68IGlhCs2hHAsGxQFLJ9LuKWTV1IITMcwKe78Lk1PC6NuGVRFYzz7fY6xvTKZnBBRtKCFYqbRE0Lv956TJZP1yivd5Sv7hjUDp0flN+dg/wPdVqL9evXw4cegu21EdZXVSf/x6tDcaqCcUDQI03H59awhaCiIUZZfYRAxMQSAquJAbupYvWZPSpZ5D1u2qhuZ+KJX9dI0/d8m9V1nZtvvrnT5G7eX3dK53O4IBUryRFNa9as3rl+euf6mTqskB11EepDUZYu3skFPzmOt1bt4p+fbGRbbQTTEigIXIlcUQJwq+whTqslzR2NBi7Wid6sE71paiJTsemlVCYVrYHKTgapOxik7CRHCbbo16OYDGAHA5QdnNjsvzwuNHaoBWy2C9lsFrJFFLFLFFGuFrDN6sGOWj2h5ynEgga6y8StOYlLbSFwayRTP6yvCLKmvJ5fHN0bWzjWsF2BCLpLQ9dUMry7S/+U1UXYXB3hhaVbURWwbSjO8jF1RAHH9u9BWSBKQ8wgGDVJ97jI8LqTisahoIB0dlC+DPLvfBqvk9XlAf6zsoyYadMz24n1C8UMPl5XyfYKlfdqVlIdcso4pekahuW4zQ3bYkdtxKnfaab+d6o0nUUsmKI63pOg8LLCHpCsvGvaTk1Rj0tjTEl2hyd/SLo/UrGSSNqgUekqynBT6gWXS+WXx/RhfO8cnviklM82VDsWGreG7lKpDRuEYiaa4szCE62kd9hX7ISFa6soZCFHpWzLIcBgZScD1J0MUMrop5TTV9lFX2VXq7MUdcWiP2X018pabEODajWD7SKf7SKPHSKfbSKf7UY+20U+O0QeYdMLCLbVRIAIa8oDfLS2ksIMncpgnLglyPa5yfS68OsuctLdYMP35Q343BqmZVEdMmiImKzYXsf735eRm+ZBBWoicQxT4Nc1BhakcVTvXIYVZ7CmrCFFARmQl8a4PtnkJsobpXtcpHlcLVw5naV8dXZQvgzy33calafmSngkbjH/+12s3xVgxfY6AlGTgnQPHpdCNTG+2VHPrkCUaFyhZmcARXWSvFUmUtFpTR6QWv3eJsuDlB0UKHUALLWHYeJCSaQ20RTw6C6GFDnWXGmBPPKQipWkQ0TNKLO2zOLFt17k6XOexuvq+Iy+iBHh9OdPB+Ddi97F5+5eT3RDijL435+N5bPSKhas3kVZfRRNUYiZFoGoSdywqQrFqArGiJlO4LiSyBPVntQO7cmt1ZRaMllOJsusYSn7KdiUqLUM06spMHfQm3L6JRSuvko5ac2C5xvpoTTQQ2lgLBtb3V4tMpJKVrnIpUzkUm7kUladS5Qe7BI5lBk2VUGn/6auUq9LoaLBWe9za+guhapgnLL6WDL9haZCfcRxU26sDBEzbbL9bkqy/RRmemiImLz61XaeWbIJl6oihFM2xKureFwaeeke8tI9DMxP50cjC/C4NDZVhbCFIE3XSPO4CMetFlaxtmhvUH6/3DTKAtG9WtUO9SD/A2EdbB7LJIRgc7WTxXpAXhq9cvx7PQeNlqgvN9VQWtHAxuow4ZhjTc31uwkbNm6XSjhmUlYfxbYFdSGDtbtSLboCpxJB839GswP/dD9Uv00uL7ZHJvtVgCyfm7NGF3PRsX3apRwbhsHzzz8PwEUXXdQpJW3efvttAH7yk5/sV1+SfUMqVpIOYdkWH9d+DLXw5E+e3Kc+bGGzaMui5HJ3RFUVfjg4n+MG5rUao9UQM/h+Z4AnP9nEttowtm0nXIcJxalJ6R0VcGlOgLctQNii1R95lwpW4nC1lui0OQoqlWoeYbWQoBiCaTl9GDYIBAXU018tp49STi+lil5KJb2USkqUKoqpRlNav9PsTfECqBRZjsIlcilTcykXPZzPdi4VVjY1ZFMT92E3HbnYrYAaFkRNg9qIY3HbWRdlU2UIVVWSGfZNa/dxsRPZ5dM8GuGYgWHZrNkV4NWvtqEqTk3ESNxKKmE+XcOvuyjI8DAgP53jh+aRqWt8Vwv+tZVk+nUyvG4yvG4sy2bl9jqEEKwuC+DXNXLSdDI8LhqiJoZp8e+VO1i5vQ6Ec214XSr5GV6O7pfD0KKMFEuaEIINFQ1keFxUh+Lomkq6RyMYs4iZFgibT9ZXUpDhYWL/3HYrHfuqCNm2YFtNmFDcpLIhxsptdZRWBKmNxNEUlQF5afxwSB4Fmd5299+YmqC0Msj3OwNsqgwSjDmB3NuqwwRipuNG11TSPS7G98nmrLE9ASVFAQ7GTNbvauCzDdWU1UUoC0SJGjaGZSMSM+8MS7C9Lgqk/h+4VFpNCrwnPMQpUGopoI4CpfHlfC5UailWaihSashQIsl9vrBH4nMpeN0agwrT+c3Jg/nBoPx2nwMhBFu2bEku7y+2bSczuZ911llyVmAXIBUrSYfQNZ1f9/w1I0aMQNf2b2bg4UBbMVoAI4qzGFOSzd8WrmdnXYQcv06arhGKm4kbqoJpw866CKqikOlzU9EQJRAxURNRso1qp6o4CoGCaBEsn0iqjtLsJtKYzV1VVOyE0qJpTgJDUKhSsqkR2Sy1h7W4+bgwKVKq6Z1UuNqveAHkK/XkK/WMYVObbaLCTRVZVIpsKoXzXkUWVWSzS8mikmznJbKIoRNuI3itsQaiJQR1EZP6iMmWmmjS8qcCmqZi23bS1ROMW7jUODvqIny1rZZXl2/DpamYhsa/SleiARleR/Gqj5qU10exbKdEkFMeSMWlqcQNi5hpYwpYtytIusdFYZYHl6ryxaYa/r1yB36PC49LpUeajl93ETdt1lc0kKZrWDjZ8Rsz5gejJhHDKce0pixAbprOgPx0Th5WwHGD8uiZ5UuxijW6v5rHaTW11EFLq5BtC7bXRvimCha//T2VoTgNUUexEgLSPBqWLWiImizdVM0ry7czMN9PXrqXokwv4/pkM7gwnXDcwq9rBGMmoZhJTcggblp8va2Or7fUUlYfJZa4YF2akqhlKbDtRM1KTaEubLC1OszbK8vwulSnFJVIVA4QgrglWrX0Nlo3lUTZJki9/hsvFxcmOTgPA7lKgDzqyVeaKE7sVqCylPbVgmukXOSwXutLSY6fE4bkc+Gk9lmpDiSapjFt2rTksm13z4fX7oxUrCQdwq25+UnBTzhj4hm4tSOrPMK+MKQog9+eMjglrUOGV+eoPrmcOtLJ1/b/Pt/KwrUV1ITiZCZcU2m6i6hp4XGp2EKwpixI1HBMNK6Eb9G0dmdUt+3UGBCFhCKlKpi2jVtTMJqUu2kMxLXbeKI3cbFdFLBdFLaytVHxqqWQGnoq1RQpNcmn+cb3Amr3qHx5FYNeVNFLqdrrcWwQPmpFOrVkUCsyqEm8N66rERmJbenUiAzqyMBI/LxZgGXZu62FCbnjFqjsVmAN22ljJO7IISNOeUNqVQSXApYlaLAsUst9OwRjJsFKEz3hnqqPmgRjJl5do7IhhqYq1IbjmJYg0+emR5pOIGIQjJnYtkAkqm8KG4JRk0DUZFNVmI/XVZKT5ibN4ybDo+FxawjbybKf6XMzKD+d/j3SiBgWSzZW8epX2zBN21FqFCcx7rCiDKYMzqM2ZCStSFuqVBStDLcCIjHDVQhH4clL14kaFraAaMzgu7IAWd4IDTGTF5ZtQdcc5dKywbJtJ2gbgWhS7LupC9xqYoZNhDdhJKy4Amfig2FZznXZxnWgYJNBmCwlRBYhchsVJjVArhJIfA6QqzSQS4AeSqDDytKeiAg9aYktV/JYkP4T/vjD0fxwSN5eLYsHC03TOPbYY5OfpWJ18JGKlURygGktrUNTd8rtZ43gpOEFKfFaXrfGoIJ0Th1ZyIC89GQG+dLKILsCMUzLBgShmO3c/BLf5XM5gUox03nK1xRI97rJd+nsqI8SjTstPW7H7WhYAqWVp321yWc1EdTbdJujeOWznXyWt6E7aVjkU9dC4cpT6smnLmHVqqOH0tB6B03IUCJkKBH60P40HQ3CRwA/AeEnQFric1ris5+GxPrGzwGRRgM+QsJHCC8RdASplQX2lFpDiIRCICBi2+ysd2LJFCBm2li2wKUquDRnlmMgYhCOJabx27tnmzXu0zQ3bcwSlAfigKPoaTiKkBCOsretJkR+hpNrbHNVmFDccix1iRqSVQ2wqTrCu99VNBu1ghsbQzSLMTIhHIskvwPAsAUxI55UfOKWTVMVqFGlSC183tQ9J/ASJ50oaURIV6L4iZKmREgnmlSWMhPvWU3eMxPvGURQ96Cs7yth4aFCZFNBNhUim0qRTYXISazLYZfIplzkECKNLL+b4iw/AwvSuO7kQbJcjaQFUrGSdAhb2OyK7WJz3WYG5g3s9ALKhyutuQybbmstXqup8tU0g3xjAG9FIEpdJE5tyCRiOi6ZbJ+Opgg2VYcJRE28Lo1cvw6KE7dimDY2zs3S41LRFOFMNU/cAE3hKE5uFwgLUB1LV3KsTW60e8NCo5welIseqKJtK4QLkx4EyFfqHKWrmeKVr9TTgwA5SgPZBPdoBWtKhhIhgwglSnX7BtwKYeEhhIew8BLGQxgvIeElgocQXsLCWRfFQ1S4iOEmjtt5F4l3XMSFThQ3cdtFzNYxcNoaloaNiomKhYqFlvK+287W/NiS1GAMAZVBg8pg6gxQR8lrqrQ5Fh93onc3Fi5MNDuxTmlct/vlwcCnxvEQx4OBV4njpflnI7HO+ewnlqIwpSmOIpVGtN3nrjMICD/VIoMaMqkRmcnlapFBpchJKlEVIpsgPpofZwXQNcey2ei2zPW5Gds7i/EJi3NXu/1aQwhBfX09AFlZWV08miMTqVhJOkTEiHDl6ith9aFf0qa7sSflq+n2pjm2mgfNN429eXHpVj7fVEN1yLGcFGR4+cGgfMJxi1U764mZNnlpGhk+d4rr0adrbKkOU1UXQnO7MG2Bz+0EGe8KxAgbVlK5aj6DsbUZjSqO+9IUrc+KNHGxi1x2idy9Rhor2GQSJldpIIcG5z25HGyxLkOJkEmoXcWxW8OvxPATg1bqPR4sTLFb0TKbZVNy1K7G5T2tE7iwDqpi01mYQqWeNOpFGoHEe+PnOhzXb7XITChQznItGcRpGargUp08U02VKLem4FcVoqbtXKsuBSvhZjcsx+pXlOlh8sAe/GhEUYuKA4cahmEwe/ZsQJa06SqkYiXpMB7Vg6Zp+9WH3y1LLuwPewqab+T2s0awrTbcIoAZaJEqornrcVNlgFfe/YhjjhmN263xzfZ6SiuC7KgLs7MuRkPMJGZaWLZNwisJ7I6t2W0hAZ+uOvE3TXxNjT/1SiLovkkXKTQGKDe64AQq9aRTL9LZRHG7p3zpGGQQJlMJk0mITCXc5uc0Gl1UMXzEnM9KFD8xfEp871/WybgUG9c+FlTqSmyhEMRLCB9h4SGIj5BwPgfxEhZeZ3vC9RrA7yhNIj2pONWTRhgPrc97bT8qjgKlqQq2bTnJfDWFDI8LSwhipo3frZGT5iYjkRPNpapkp+n8YFAPfjg4/4DGUO1vioUD3Z+kY0jFStIh0vQ0Xhrz0n6XtAn9PtTJI5M0R1UV+vZIo2+PllbFvbke++T6GZ4Dxw/Jw+1284Mmhawb8xAtLq1m+ZZayuoibKkOUx81ELbAq2v43RqKolAXMYhbNqoCHpeSrLXm5Ptx4XM7U+pN20ZVFCIxC1vZPaNRAAgn0qmpaqEmtLe21I3m7eO4qSaLapFwjbSpkKVaM1r2a+NLurocZSudKB4ljo6BJ/HSFRMPcXRMZ53SZBkDj+K8q9i4Ek4/F3bys6bYaDS+rOSyq0nAvEiMU6Qs715Hk3UCMBI9mWiYwnlvXGck1ltoGGL3uljCrRkVOjF0ouiJZbezjE5UOMvOdjdR4SGI4y7dm0LU/Dw1jnpf7GoqoLuceMDGeG1VcVx4XrcLl+qkNPEqJsU9MinK8iSuRYWiLC8nDM1nWFHmAUsy2xa6rvP73//+gPUnS9ocfKRiJZEcoezN9bi3tv3y0vnlMX2SWbADiVxRiqIwIC+Nnlk+PttYxdsrdlJWH8WtKhiWTW3EoCbkBEF7dY1euT6yfW6CMRO/7mJIUTofrq6kKhgjmkhn0BiwrAIZPjc+t+qkJohbCAU8bg1NUTBMC9N28hu5E/FgjYayttyU0LaC1hyBSggfIXxUipYWteZ9t6fffVUkOodURbIzxtLePppbNmF3/c2mcWGtoWtOoWMloYDHEuWlvG6NLJ+LdK8LUCjI8HLJlL7065HG5uowlmmx+dulXHj2JKoilqzRKDkgSMVKIpHsM3tTzpoG3TeNB1uyqbqFK3Js75xkQPDZY3vx6vJtbKhocGa4KQoZXjeZPhemaVMfNZKWhiFF6eysjVJaGaS0MkRVQyyhjIHfo5Hld2MncjJpmoKmKERMG4+mYFhgmBZx28aymlnFSFU7RJPPukvBr7swLUEkbib30XBidJwYNIFhtZ7MtWlKAVVxFApdU4iaredsOlg0nZyQHB+7ZW8PbZWG8bkdy5GCQEXB5VLRXSpZXjd14TiVwThWwtTkSmi8VhPLk6o4+ch6pOkMLUpnUEEmR/XJJjdNpzoYY9G6KioaoggB2T43gwszUgLM++WlYxgGwQ1OeareuZ59PEoSyZ6RipWkQ8TMGI9ufZS3577N38/8Ox5Xx3+comaUn738MwBeO++1fSqLI+k+tKZ87c0VOaQog9tOH95iO9DqPk3rxwUiBqUVQb7aWkcwaqKpTkLPgkwvE/rm4NM15n5Txs76CNk+N5qiYtoWGyuD7KoJkJOVRjhuE4k7aSx0TcGva2R63fTM8TMkkRizMjErM2YINFVhU7VTfqeH301N2EgoXCKRn4pk+gtNVbABTQhUVUVVINProiDTQ1ltlLBpoWsaPrdCMG4nUjIkjqXSsgZlo+KnNv0gWsuytdtK1NqkA5emkO1z4/doVAZiRE0bXXOUV8MU7GqIYdq7qwfQxlhUVSFd1yjK8pLh0dhaG8GjaQzITyPb56Ywy8eEvqkZ6X1ujc1VQd5eWcbOugi2AL9bpSjLy4iSTLwuF7lp7mQZotZKEU0bWdzlhbr3BdM0efnllwE477zzcLn277ZsmiZz584F4Iwzztjv8Uk6jlSsJB3CtE3m18yHGnjk9Efw0HHFyrIt5q6fm1yWHJm0dxZkc1pb17ztsQPyuGBi26VeirO8KUlbPS6NaSOLcFfUMW3qBCKWkwXdr2ut1hVsrYzMwrUVPLJgPZUNMdyagu12oal2MvO4163ic2toqpNtHAV8bhVFUdBdGpUNcTJ8bo7vk0+2X6c2FKc2HKMu7CQZjZs24XgiM7vtpFFoTLcvAE1R0NTdubRU2ykZk6Y73xlKlMxptIi5XQo+bEb26YHuVtlWEyEUszAtQc8sL7pbI2Y6edJQoG+uD5/uQgVqI3Fiho3HrdIzy0uPdA+VwThRw6I400thlheXqlAeiDG4MJMzRheTl+HZo8LTt0caPxxcsM/KUUdc24cStm2zfv365HJn9Pf1118DcNppp8lZgV2AVKwkHcKtubmo6CKGDB0iM69LDmn2dKNtLWlrQZqL995bQ68c314nZrTW9ynDC+md4+fV5dsorQxi2QJdU50ZZppKTSjG9toI4bhFXiKZp9elkpsoddMz28cpwwuYMjAPoIX7dEd9JKWYdE0ozqJ1VWyqCrK9NkIwajrb3CrZPp2RJVn8dHwJ/XqkEYybBCIGoZhJVTCOCmT7XGxdtYxfnTsBt9vdYgZpzyxf8jubrmushRmMmikK58aqYFJZrQnF8bg0RpdkdSjfU3dVjg4lNE3jpJNOSi7LzOsHH6lYSTqErun8ougXnHGcLGkj6d40v4l3xuypvbkwmyokaR7XHmegNVcwWpvh2ej+am3ywN7SAxiGwdxS5zi0NYO0tXUdUVa7izvucELTNI4//vjkZ6lYHXykYiWRSCSdSEdcmAfqu7qKQ208EklXIOuRSDqEEIJ6s57KUCWivbVNJBKJRHJQEEIQCoUIhULyN7qLkIqVpEOEjTCXrLqEktklhI3OqxovkUgkkv3HMAwefPBBHnzwQZkctIuQrsADSOPTQiDQdXXGOptAKADRxHIggKV3fFZfKB7a7z4OJoZhEA6HCQQCR0ypCCnz4S/zkSYvHJoyx+NxolHnBzEQCKDreqf2pyjKISfzgeZAnefGe/neLIGKkLbCA8b27dvp3bt3Vw9DIpFIJBJJJ7Ft2zZ69erV5napWB1AbNtm586dZGRkHDa5RAKBAL1792bbtm1kZmZ29XAOClJmKfPhyJEmL0iZpcz7hxCChoYGevbsiaq2HUklXYEHEFVV96jVdmcyMzOPmH/SRqTMRwZHmsxHmrwgZT5SOBAyZ2Vl7bWNDF6XSCQSiUQi6SSkYiWRSCQSiUTSSUjFStIhPB4Pd955Jx7PkVMZXsp8ZHCkyXykyQtS5iOFrpZZBq9LJBKJRCKRdBLSYiWRSCQSiUTSSUjFSiKRSCQSiaSTkIqVRCKRSCQSSSchFStJu3n00Ufp168fXq+XSZMmsXTp0q4eUqdx1113oShKymvYsGHJ7dFolGuvvZYePXqQnp7Oz372M3bt2tWFI+44H3/8MT/+8Y/p2bMniqLw5ptvpmwXQnDHHXdQXFyMz+dj6tSprF+/PqVNTU0NF110EZmZmWRnZ3PZZZcRDAYPohQdY28yX3rppS3O+2mnnZbSpjvJfN9993HMMceQkZFBQUEB55xzDmvXrk1p055reevWrZx55pn4/X4KCgq4+eabMU3zYIrSbtoj84knntjiPF911VUpbbqTzI899hhjxoxJ5mmaPHky7777bnL74XaOYe8yH0rnWCpWknbx0ksvceONN3LnnXfy1VdfMXbsWKZNm0ZFRUVXD63TGDlyJGVlZcnXp59+mtx2ww038O9//5tXXnmFRYsWsXPnTn7605924Wg7TigUYuzYsTz66KOtbn/ggQd45JFHePzxx/niiy9IS0tj2rRpybpjABdddBHfffcd8+fP55133uHjjz/miiuuOFgidJi9yQxw2mmnpZz3F154IWV7d5J50aJFXHvttXz++efMnz8fwzA49dRTCYVCyTZ7u5Yty+LMM88kHo+zePFinn32WZ555hnuuOOOrhBpr7RHZoDLL7885Tw/8MADyW3dTeZevXpx//33s3z5cr788ktOPvlkzj77bL777jvg8DvHsHeZ4RA6x0IiaQcTJ04U1157bfKzZVmiZ8+e4r777uvCUXUed955pxg7dmyr2+rq6oTb7RavvPJKct3q1asFIJYsWXKQRti5AOKNN95IfrZtWxQVFYn/+7//S66rq6sTHo9HvPDCC0IIIb7//nsBiGXLliXbvPvuu0JRFLFjx46DNvZ9pbnMQghxySWXiLPPPrvNfbq7zBUVFQIQixYtEkK071qeO3euUFVVlJeXJ9s89thjIjMzU8RisYMrwD7QXGYhhDjhhBPEdddd1+Y+3V1mIYTIyckRTz755BFxjhtplFmIQ+scS4uVZK/E43GWL1/O1KlTk+tUVWXq1KksWbKkC0fWuaxfv56ePXsyYMAALrroIrZu3QrA8uXLMQwjRf5hw4bRp0+fw0b+TZs2UV5eniJjVlYWkyZNSsq4ZMkSsrOzOfroo5Ntpk6diqqqfPHFFwd9zJ3FRx99REFBAUOHDuXqq6+muro6ua27y1xfXw9Abm4u0L5recmSJYwePZrCwsJkm2nTphEIBFKsA4cqzWVu5PnnnycvL49Ro0Yxc+ZMwuFwclt3ltmyLF588UVCoRCTJ08+Is5xc5kbOVTOsawVKNkrVVVVWJaVckECFBYWsmbNmi4aVecyadIknnnmGYYOHUpZWRl33303P/zhD1m1ahXl5eXouk52dnbKPoWFhZSXl3fNgDuZRjlaO8eN28rLyykoKEjZ7nK5yM3N7bbH4bTTTuOnP/0p/fv3p7S0lN///vecfvrpLFmyBE3TurXMtm1z/fXXc9xxxzFq1CiAdl3L5eXlrV4HjdsOZVqTGeDCCy+kb9++9OzZk2+++YZbb72VtWvX8vrrrwPdU+Zvv/2WyZMnE41GSU9P54033mDEiBGsWLHisD3HbckMh9Y5loqVRAKcfvrpyeUxY8YwadIk+vbty8svv4zP5+vCkUkOJL/85S+Ty6NHj2bMmDEMHDiQjz76iFNOOaULR7b/XHvttaxatSolVvBwpy2Zm8bEjR49muLiYk455RRKS0sZOHDgwR5mpzB06FBWrFhBfX09r776KpdccgmLFi3q6mEdUNqSecSIEYfUOZauQMleycvLQ9O0FrNKdu3aRVFRUReN6sCSnZ3NkCFD2LBhA0VFRcTjcerq6lLaHE7yN8qxp3NcVFTUYrKCaZrU1NQcNsdhwIAB5OXlsWHDBqD7yjxjxgzeeecdFi5cSK9evZLr23MtFxUVtXodNG47VGlL5taYNGkSQMp57m4y67rOoEGDmDBhAvfddx9jx45l9uzZh/U5bkvm1ujKcywVK8le0XWdCRMmsGDBguQ627ZZsGBBin/7cCIYDFJaWkpxcTETJkzA7XanyL927Vq2bt162Mjfv39/ioqKUmQMBAJ88cUXSRknT55MXV0dy5cvT7b58MMPsW07+SPW3dm+fTvV1dUUFxcD3U9mIQQzZszgjTfe4MMPP6R///4p29tzLU+ePJlvv/02RaGcP38+mZmZSbfLocTeZG6NFStWAKSc5+4kc2vYtk0sFjssz3FbNMrcGl16jjs1FF5y2PLiiy8Kj8cjnnnmGfH999+LK664QmRnZ6fMsOjO/O53vxMfffSR2LRpk/jss8/E1KlTRV5enqioqBBCCHHVVVeJPn36iA8//FB8+eWXYvLkyWLy5MldPOqO0dDQIL7++mvx9ddfC0DMmjVLfP3112LLli1CCCHuv/9+kZ2dLd566y3xzTffiLPPPlv0799fRCKRZB+nnXaaOOqoo8QXX3whPv30UzF48GBxwQUXdJVIe2VPMjc0NIibbrpJLFmyRGzatEl88MEHYvz48WLw4MEiGo0m++hOMl999dUiKytLfPTRR6KsrCz5CofDyTZ7u5ZN0xSjRo0Sp556qlixYoV47733RH5+vpg5c2ZXiLRX9ibzhg0bxD333CO+/PJLsWnTJvHWW2+JAQMGiOOPPz7ZR3eT+bbbbhOLFi0SmzZtEt9884247bbbhKIo4v333xdCHH7nWIg9y3yonWOpWEnazV//+lfRp08foeu6mDhxovj888+7ekidxvnnny+Ki4uFruuipKREnH/++WLDhg3J7ZFIRFxzzTUiJydH+P1+ce6554qysrIuHHHHWbhwoQBavC655BIhhJNy4Y9//KMoLCwUHo9HnHLKKWLt2rUpfVRXV4sLLrhApKeni8zMTDF9+nTR0NDQBdK0jz3JHA6Hxamnniry8/OF2+0Wffv2FZdffnmLh4XuJHNrsgLi6aefTrZpz7W8efNmcfrppwufzyfy8vLE7373O2EYxkGWpn3sTeatW7eK448/XuTm5gqPxyMGDRokbr75ZlFfX5/ST3eS+de//rXo27ev0HVd5Ofni1NOOSWpVAlx+J1jIfYs86F2jhUhhOhcG5hEIpFIJBLJkYmMsZJIJBKJRCLpJKRiJZFIJBKJRNJJSMVKIpFIJBKJpJOQipVEIpFIJBJJJyEVK4lEIpFIJJJOQipWEolEIpFIJJ2EVKwkEolEIpFIOgmpWEkkEolEIpF0ElKxkkgkEolEIukkpGIlkUgkEolE0klIxUoikUgkEomkk5CKlUQikXSQyspKioqK+J//+Z/kusWLF6PrOgsWLOjCkUkkkq5GFmGWSCSSfWDu3Lmcc845LF68mKFDhzJu3DjOPvtsZs2a1dVDk0gkXYhUrCQSiWQfufbaa/nggw84+uij+fbbb1m2bBkej6erhyWRSLoQqVhJJBLJPhKJRBg1ahTbtm1j+fLljB49uquHJJFIuhgZYyWRSCT7SGlpKTt37sS2bTZv3tzVw5FIJIcA0mIlkUgk+0A8HmfixImMGzeOoUOH8vDDD/Ptt99SUFDQ1UOTSCRdiFSsJBKJZB+4+eabefXVV1m5ciXp6emccMIJZGVl8c4773T10CQSSRciXYESiUTSQT766CMefvhh5syZQ2ZmJqqqMmfOHD755BMee+yxrh6eRCLpQqTFSiKRSCQSiaSTkBYriUQikUgkkk5CKlYSiUQikUgknYRUrCQSiUQikUg6CalYSSQSiUQikXQSUrGSSCQSiUQi6SSkYiWRSCQSiUTSSUjFSiKRSCQSiaSTkIqVRCKRSCQSSSchFSuJRCKRSCSSTkIqVhKJRCKRSCSdhFSsJBKJRCKRSDoJqVhJJBKJRCKRdBL/P5YdwPSMSYl3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2554492145\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 3: 0.555\n",
      "The worst planet was 1748544529 with a score of 692\n",
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1748544529\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 4: 0.568\n",
      "The worst planet was 803053966 with a score of 1053\n",
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 803053966\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 5: 0.559\n",
      "The worst planet was 2505198786 with a score of -603\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2505198786\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 6: 0.559\n",
      "The worst planet was 2330662842 with a score of 551\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2330662842\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 7: 0.549\n",
      "The worst planet was 2270815333 with a score of 1104\n",
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2270815333\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 8: 0.569\n",
      "The worst planet was 1334397549 with a score of 664\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1334397549\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated competition score for fold 9: 0.539\n",
      "The worst planet was 461873112 with a score of -3\n",
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 461873112\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Mean: 0.549, 1σ:0.0163, Mean - 1σ: 0.533\n"
     ]
    }
   ],
   "source": [
    "def get_metrics(all_labels, fold_predictions, fold_ids, plotter):\n",
    "    worst_rows = {}\n",
    "    scores = []\n",
    "    for fold in fold_ids:\n",
    "        labels = all_labels.copy().loc[fold_ids[fold]['test_ids']].reset_index()\n",
    "        predictions = fold_predictions[f'fold_{fold}'].copy().loc[fold_ids[fold]['test_ids']].reset_index()\n",
    "\n",
    "        gll_score, badies_df = competition_score(\n",
    "            labels,\n",
    "            predictions,\n",
    "            naive_mean=all_labels.values.mean(),\n",
    "            naive_sigma=all_labels.values.std(),\n",
    "            return_worst=5\n",
    "        )\n",
    "        print(f\"Estimated competition score for fold {fold}: {gll_score:.3f}\")\n",
    "\n",
    "        worst_planet= badies_df['planet_id'].iloc[0]\n",
    "        worst_score= badies_df.iloc[0]['row_loglikelihood']\n",
    "        print(f'The worst planet was {worst_planet} with a score of {worst_score:.0f}')\n",
    "        plotter.plot_planet(planet_id = worst_planet)\n",
    "\n",
    "        scores.append(gll_score)\n",
    "        worst_rows[fold] = badies_df\n",
    "\n",
    "    mean = np.mean(scores)\n",
    "    sigma = np.std(scores, ddof=1)  # sample standard deviation\n",
    "    mean_minus_sigma = mean - sigma\n",
    "\n",
    "    print(f\"\\nMean: {mean:.3}, 1σ:{sigma:.3}, Mean - 1σ: {mean_minus_sigma:.3}\")\n",
    "    \n",
    "    return worst_rows\n",
    "\n",
    "\n",
    "if GET_METRICS:\n",
    "    train_labels = pd.read_csv(paths.train_csv, index_col=\"planet_id\")\n",
    "    badies_df = get_metrics(train_labels, fold_submissions, fold_ids, plotter)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d399f79",
   "metadata": {
    "papermill": {
     "duration": 0.443613,
     "end_time": "2025-09-25T11:08:54.170165",
     "exception": false,
     "start_time": "2025-09-25T11:08:53.726552",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "WITH FACTOR 5   MEAN - SIGMA = 0.39  \n",
    "WITH FACTOR 10   MEAN - SIGMA = .385  \n",
    "WITH FACTOR 5   MEAN - SIGMA = 0.392  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97050328",
   "metadata": {
    "papermill": {
     "duration": 0.440978,
     "end_time": "2025-09-25T11:08:55.047781",
     "exception": false,
     "start_time": "2025-09-25T11:08:54.606803",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "* Directly after bug fixes (fgs sigma factor 1):       Mean: 0.487  1σ: 0.0148  Mean - 1σ: 0.472  \n",
    "* Error and FGS factors changed to 1.1, fgs 1.5:       Mean: 0.49,  1σ:0.00967, Mean - 1σ: 0.48\n",
    "* Removed less relevent reatures:                      Mean: 0.487, 1σ:0.0113, Mean - 1σ: 0.476\n",
    "* Set error factor to 1.4:                             Mean: 0.485, 1σ:0.0086, Mean - 1σ: 0.476\n",
    "  \n",
    "It seems to peak around 1.1\n",
    "\n",
    "* Reduced   fgs_sigma factor to 1.2:                     Mean: 0.488, 1σ:0.012, Mean - 1σ: 0.476  \n",
    "* Increased fgs_sigma factor to 1.8:                     Mean: 0.49, 1σ:0.00982, Mean - 1σ: 0.481  \n",
    "* Increased fgs_sigma factor to 2:                       Mean: 0.49, 1σ:0.00982, Mean - 1σ: 0.481  \n",
    "\n",
    "\n",
    "* Increased min_child_samples for error to 20          Mean: 0.487, 1σ:0.0122, Mean - 1σ: 0.475\n",
    "* child-samples 8, num_leaves 10                       Mean: 0.489, 1σ:0.00996, Mean - 1σ: 0.479 \n",
    "* child-samples 8, num_leaves 6                        Mean: 0.489, 1σ:0.0095, Mean - 1σ: 0.479\n",
    "\n",
    "Tried increasing the kernel to 35 but no improvement\n",
    "Tried using build_serial_tree but no improvement\n",
    "\n",
    "\n",
    "Forced reflection in any case where left > right (removed breakpoint condition)\n",
    "* Mean: 0.493, 1σ:0.00792, Mean - 1σ: 0.485\n",
    "\n",
    "\n",
    "Added a darkening correction feature\n",
    "\n",
    "* Original Mean: 0.494, 1σ:0.0078, Mean - 1σ: 0.486\n",
    "* Corrected cos_i, extra features:                                  Mean: 0.502, 1σ:0.00918, Mean - 1σ: 0.493  #LB score 0.424\n",
    "* Reduced error factor 1.1 to 1, and lower limit .00015 to .0001:   Mean: 0.499, 1σ:0.0102, Mean - 1σ: 0.488\n",
    "* Put back error factor, but left the lower limit at .0001          Mean: 0.502, 1σ:0.0139, Mean - 1σ: 0.488\n",
    "* Increased leaves from 10 to 12                                    Mean: 0.502, 1σ:0.0105, Mean - 1σ: 0.492   #LB score current best 0.426\n",
    "* Removed the polynomeal dataframe from the features                Mean: 0.498, 1σ:0.0197, Mean - 1σ: 0.478\n",
    "* Tried a variable conv kernel from 15 to 35                        Mean: 0.497, 1σ:0.017, Mean - 1σ: 0.48\n",
    "\n",
    "* New scheme to fit the x0 and x2 to a straight line                Mean: 0.502, 1σ:0.0116, Mean - 1σ: 0.49\n",
    "* Added edge detection                                              Mean: 0.507, 1σ:0.0134, Mean - 1σ: 0.494\n",
    "* New features added (with over curve depth, egress/width)          Mean: 0.512, 1σ:0.0133, Mean - 1σ: 0.499\n",
    "* Changed max right edges from (10 and 30) to 20,20                 Mean: 0.512, 1σ:0.0125, Mean - 1σ: 0.5\n",
    "* Incresed the baseline number of samples from 5 per side to 10     Mean: 0.51, 1σ:0.0113, Mean - 1σ: 0.498\n",
    "* Added a max_slope feature                                         Mean: 0.519, 1σ:0.0149, Mean - 1σ: 0.505\n",
    "* Incresed number of leaves for the fit to 14                       Mean: 0.52, 1σ:0.0163, Mean - 1σ: 0.503\n",
    "* New Localised features for the error                              Mean: 0.521, 1σ:0.00775, Mean - 1σ: 0.513\n",
    "* Increased error model leaves and depth                            Mean: 0.521, 1σ:0.00782, Mean - 1σ: 0.513\n",
    "* Submission with 10 folds                                          Mean: 0.522, 1σ:0.00842, Mean - 1σ: 0.513\n",
    "* conv kernel: min 15, max 25                                       Mean: 0.513, 1σ:0.00603, Mean - 1σ: 0.507\n",
    "* Changed so first fits use the max.  min 17, max 25                Mean: 0.518, 1σ:0.0115, Mean - 1σ: 0.506\n",
    "* Constant kernel of 19                                             Mean: 0.516, 1σ:0.00937, Mean - 1σ: 0.506\n",
    "* Switched to a gaussian weighted kernel width 25                   Mean: 0.521, 1σ:0.0059, Mean - 1σ: 0.516\n",
    "* Gaussian Kernel for the bins                                      Mean: 0.508, 1σ:0.0175, Mean - 1σ: 0.49\n",
    "* Reduced all kernels to 21                                         Mean: 0.51, 1σ:0.0061, Mean - 1σ: 0.504\n",
    "* Increased all kerneld to 29                                       Mean: 0.512, 1σ:0.0146, Mean - 1σ: 0.498\n",
    "* Kernels 25, top points 10, fixed bug with top_points?             Mean: 0.511, 1σ:0.00359, Mean - 1σ: 0.507\n",
    "* Left_edge 10, right edge 30, top points 10                        Mean: 0.513, 1σ:0.00479, Mean - 1σ: 0.508\n",
    "* Left_edge 10, right edge 50                                       Mean: 0.508, 1σ:0.00752, Mean - 1σ: 0.5\n",
    "* Left_edge 2, right edge 40    Modified the gaussian edge case     Mean: 0.524, 1σ:0.00614, Mean - 1σ: 0.518\n",
    "* Added localised second order differential mean and max            Mean: 0.519, 1σ:0.0168, Mean - 1σ: 0.502\n",
    "* Introduced PCA and a threshold for interpolated fit of 0.002      Mean: 0.543, 1σ:0.00991, Mean - 1σ: 0.533\n",
    "* Changed intperolated kernel to 17                                 Mean: 0.533, 1σ:0.0111, Mean - 1σ: 0.521\n",
    "* interpolated fit of threshold 0.003  (put kernel back to 21)      Mean: 0.535, 1σ:0.0157, Mean - 1σ: 0.519\n",
    "* Threshold back to 0.002, main fitting kernel to 27                Mean: 0.53, 1σ:0.00612, Mean - 1σ: 0.524\n",
    "* Changed the polypoints range to ignore the fgs bin                Mean: 0.539, 1σ:0.0108, Mean - 1σ: 0.528\n",
    "* Changed the interp threshold to .0015                             Mean: 0.532, 1σ:0.00714, Mean - 1σ: 0.525\n",
    "* Changed the interp threshold to .0025                             Mean: 0.537, 1σ:0.0121, Mean - 1σ: 0.524\n",
    "\n",
    "\n",
    "\n",
    "* Tentatively putting back the fgs score into the polypoints calculation, and the threshold back to 0.002.  Not convinced these last ethree experiments made any meaningful change.\n",
    "* New pre-process with no hot-pixel mask                           Mean: 0.54, 1σ:0.00986, Mean - 1σ: 0.53\n",
    "* Increase num_leaves to 13                                        Mean: 0.533, 1σ:0.0104, Mean - 1σ: 0.523\n",
    "*  Changed to 11 leaves                                            Mean: 0.534, 1σ:0.00756, Mean - 1σ: 0.527\n",
    "*  Added features, and put PCA back into error model               Mean: 0.538, 1σ:0.0089, Mean - 1σ: 0.53    New best LB score .472\n",
    "*  Incresed to 14 fit points, reduced conv kernel to 19            Mean: 0.539, 1σ:0.0103, Mean - 1σ: 0.529\n",
    "*  Back to 12 Bins, reduced conv kernel to 17                      Mean: 0.539, 1σ:0.0166, Mean - 1σ: 0.522\n",
    "*  Increased min leaves to 15 for the fit                          Mean: 0.533, 1σ:0.00598, Mean - 1σ: 0.527\n",
    "*  Added a *  w*2/width  and adjusted the limb darekening feature  Mean: 0.536, 1σ:0.0035, Mean - 1σ: 0.533\n",
    "   With error factor 1.2                                           Mean: 0.538, 1σ:0.00909, Mean - 1σ: 0.529\n",
    "*  With error factor 1.2, put back old limb darkening              Mean: 0.538, 1σ:0.0146, Mean - 1σ: 0.523\n",
    "*  Error factor 1.2, new darkenging,removed the a * w*2/width term\n",
    "*  Added a bunch of new features from the wavelength fits          Mean: 0.535, 1σ:0.00428, Mean - 1σ: 0.531\n",
    "*  Fixed up bug in the crop_transitions                            Mean: 0.536, 1σ:0.00996, Mean - 1σ: 0.526   New best score 0.479\n",
    "*  removed has_two_bps, transit_delta_height:                      Mean: 0.538, 1σ:0.0129, Mean - 1σ: 0.525\n",
    "*  Added PCA fit features                                          Mean: 0.535, 1σ:0.0109, Mean - 1σ: 0.524\n",
    "*  5 inner folds instead of 4                                      Mean: 0.537, 1σ:0.0108, Mean - 1σ: 0.526   New best score 0.482\n",
    "*  Error feature from the variance and changed inner ensembling    Mean: 0.537, 1σ:0.0125, Mean - 1σ: 0.524\n",
    "*  Added Batman fits and a bunch of other changes                  Mean: 0.526, 1σ:0.0161, Mean - 1σ: 0.51   New bast LB score 0.494"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "ae155b7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:08:56.004273Z",
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       "     planet_id  row_loglikelihood\n",
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   "source": [
    "if GET_METRICS:\n",
    "    display(badies_df[0])"
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  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "b6f37a80",
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       "     planet_id  row_loglikelihood\n",
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    "if GET_METRICS:\n",
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  },
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   "execution_count": 135,
   "id": "aeb7da2c",
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       "      planet_id  row_loglikelihood\n",
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    "if GET_METRICS:\n",
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   "id": "4ce8603d",
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       "     planet_id  row_loglikelihood\n",
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       "      <td>0.000258</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.008120</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000146</td>\n",
       "      <td>0.000526</td>\n",
       "      <td>1.011983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124834224</th>\n",
       "      <td>299</td>\n",
       "      <td>0.004235</td>\n",
       "      <td>0.004126</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.005588</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>2.513854e-08</td>\n",
       "      <td>0.004126</td>\n",
       "      <td>2.686699e-08</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.000767</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.000173</td>\n",
       "      <td>0.004643</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>0.000728</td>\n",
       "      <td>1.008734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843015807</th>\n",
       "      <td>299</td>\n",
       "      <td>0.010621</td>\n",
       "      <td>0.010461</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.005607</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>3.440518e-08</td>\n",
       "      <td>0.010461</td>\n",
       "      <td>4.836762e-08</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000504</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.011052</td>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000372</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>1.020227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            transit_width  max_wl_depth  mean_wl_depth  transit_residual_std  \\\n",
       "planet_id                                                                      \n",
       "158006264             295      0.006094       0.006040              0.000022   \n",
       "1124834224            299      0.004235       0.004126              0.000024   \n",
       "1843015807            299      0.010621       0.010461              0.000060   \n",
       "\n",
       "            rel_noise    aspect  transit_fit_a  mean_depth             a  \\\n",
       "planet_id                                                                  \n",
       "158006264    0.003670  0.000027   1.298787e-08    0.006040  1.626080e-08   \n",
       "1124834224   0.005588  0.000019   2.513854e-08    0.004126  2.686699e-08   \n",
       "1843015807   0.005607  0.000047   3.440518e-08    0.010461  4.836762e-08   \n",
       "\n",
       "                   b  ...  fgs_diff  a_w2_depth  polypoints_range  \\\n",
       "planet_id             ...                                           \n",
       "158006264  -0.000001  ...  0.001756    0.009293          0.002396   \n",
       "1124834224 -0.000003  ...  0.000431    0.009293          0.000767   \n",
       "1843015807  0.000002  ...  0.000504    0.009293          0.000895   \n",
       "\n",
       "            polypoints_std  polypoints_mean  original_fgs  mean_first_diff  \\\n",
       "planet_id                                                                    \n",
       "158006264         0.000258         0.000258      0.008120         0.000121   \n",
       "1124834224        0.000173         0.000173      0.004643         0.000190   \n",
       "1843015807        0.000221         0.000221      0.011052         0.000236   \n",
       "\n",
       "            mean_second_diff  first_second_std_sum   c_delta  \n",
       "planet_id                                                     \n",
       "158006264           0.000146              0.000526  1.011983  \n",
       "1124834224          0.000365              0.000728  1.008734  \n",
       "1843015807          0.000372              0.000829  1.020227  \n",
       "\n",
       "[3 rows x 42 columns]"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extra_feats_df[extra_feats_df['has_no_breakpoints'] == True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "fae39cba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:00.679893Z",
     "iopub.status.busy": "2025-09-25T11:09:00.678662Z",
     "iopub.status.idle": "2025-09-25T11:09:01.501373Z",
     "shell.execute_reply": "2025-09-25T11:09:01.500301Z"
    },
    "papermill": {
     "duration": 1.262685,
     "end_time": "2025-09-25T11:09:01.503544",
     "exception": false,
     "start_time": "2025-09-25T11:09:00.240859",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 158006264\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(158006264, t_y_range=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "aaaba033",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:02.417353Z",
     "iopub.status.busy": "2025-09-25T11:09:02.416290Z",
     "iopub.status.idle": "2025-09-25T11:09:03.222323Z",
     "shell.execute_reply": "2025-09-25T11:09:03.221320Z"
    },
    "papermill": {
     "duration": 1.259914,
     "end_time": "2025-09-25T11:09:03.224574",
     "exception": false,
     "start_time": "2025-09-25T11:09:01.964660",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 926530491\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(926530491, t_y_range=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "914b5db7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:04.224854Z",
     "iopub.status.busy": "2025-09-25T11:09:04.224479Z",
     "iopub.status.idle": "2025-09-25T11:09:05.040751Z",
     "shell.execute_reply": "2025-09-25T11:09:05.039679Z"
    },
    "papermill": {
     "duration": 1.352402,
     "end_time": "2025-09-25T11:09:05.042860",
     "exception": false,
     "start_time": "2025-09-25T11:09:03.690458",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QuXNnOnfuTLNmzRg1ahTfffed3zLYix2ovciyXGXj8DqovvPOO6UuDzcYDNhstsvqx6sQlvUCPHnyJGazmcaNG/vKSptpcblcftfnyy+/JDExkSFDhvD8888THh6OUqlkxowZPsfhyqDValEo/CebXS4Xt99+O1lZWbz44ou0aNGCwMBAzpw5Q2JiYjGn3+uBG264AZ1Ox8aNG2nYsCHh4eE0a9aMHj168NFHH2Gz2fj999+56667Lqufqrrno6KiGDZsGPfccw+tWrXi22+/JSkpyc/36VJ9JScnc9ttt9GiRQveffddoqOj0Wg0rFy5ktmzZxf7nktayeV2u7n99tt54YUXSuyrWbNmFZLrSnGpa+F2u5EkiZ9//rnEul6Fr6LPRknPV2X566+/yM3NpWnTplesD0HFEYqT4IrgNc2kpqZesT5KU0C8pkCTyVTmbEVYWBh6vd43Q1WUw4cPX7L/uLg4mjdvztKlS5k7d26JJrsvvvgCgPvuu89XFhISUqKZ5eTJk34K1vfff0/jxo1ZsmSJn6xFFVHwOBGvW7cOi8Xi9+u+PDJ4+fPPPzly5AgLFy70i5u0du3aYnXLG1E9LCwMk8nE/v37yz2Oy6Gikd69JrPff/+dhg0b+hy7e/Togc1m46uvviItLY1bbrmlSvu9XNRqNW3btuXo0aM+01J5+emnn7DZbCxbtsxvRqaklZql0aRJEywWyyVnAqvivrySNGnSBFmWiY2NLVPZq8izUdV4F2BUlXnay7WeFaG6ESqr4LL47bffSvzl7DVzXclpeW9slIuVkE6dOtGkSRNmzpyJxWIpdl5GRgbg+UWakJDA0qVLOXXqlO/4wYMHWb16dbnGMGXKFLKzs3n88cdxuVx+x3bu3Mlbb71Fhw4d/FZPNWnShP/+979+y/GXL19ebAm091dw0eu7bds2tm7d6ldvwIABOJ1OvyXlLperQpHbS+pLlmXmzp1brG5p1/1iFAoFQ4YM4aeffmLHjh3FjlflLGNFxlWUHj16sG3bNn777Tef4lS3bl3i4+N9q6+85VXZb3k4evSo333pJScnh61btxISElLhlVAlfc+5ubksWLCg3G0MHTqUrVu3lviM5OTk4HQ6gaq5L68kd999N0qlkmnTphW7F2VZ5vz580DFno2q5Ndff+W1114jNja20iENSuNK3bO1BTHjJLgsnn76afLz87nrrrto0aIFdrudLVu2sHjxYmJiYhg1atQV67tJkyYEBwfzySefYDQaCQwM5MYbbyQ2Npb58+fTv39/WrVqxahRo6hfvz5nzpzht99+w2Qy8dNPPwGeOEyrVq2iR48ePPnkkzidTt5//31atWpVLh+U4cOHs2PHDt59910OHDjAgw8+SEhICLt27eLzzz8nLCyM77//3s+cMnr0aL7//nv69evH0KFDSU5O5ssvv/RzmgcYOHAgS5Ys4a677uKOO+4gJSWFTz75hJYtW/ophIMGDaJ79+5MnDiREydO0LJlS5YsWVIhv6QWLVrQpEkTJkyYwJkzZzCZTPzwww8l+p516tQJgGeeeYaEhASUSiXDhg0rsd033niDNWvW0LNnTx599FHi4+NJTU3lu+++Y9OmTVUatbis+6E0evTowfTp0zl9+rSfgnTLLbfw6aefEhMTc0lfksr0Wx727t3LAw88QP/+/enRowehoaGcOXOGhQsXcvbsWebMmVOqOao0+vbti0ajYdCgQTz22GNYLBbmzZtHeHh4uWeHn3/+eZYtW8bAgQNJTEykU6dOWK1W/vzzT77//ntOnDhB3bp1q+S+BPjhhx9KTC8zcuRIoqOjK9RWUZo0acLrr7/OpEmTOHHiBEOGDMFoNJKSksKPP/7Io48+yoQJEyr0bFSWn3/+mUOHDuF0OklLS+PXX39l7dq1NGrUiGXLllV5kE/vM/zSSy8xbNgw1Go1gwYNqrJAuNc9V3sZn+D64ueff5YffvhhuUWLFrLBYJA1Go3ctGlT+emnn5bT0tL86gLyU089VayNi5fnlzccgSzL8n/+8x+5ZcuWskqlKrbEeffu3fLdd98t16lTR9ZqtXKjRo3koUOHyuvWrfNrY8OGDXKnTp1kjUYjN27cWP7kk098S5rLy7Jly+Q+ffrIwcHBvmXzrVq1knNzc0usP2vWLLl+/fqyVquVu3fvLu/YsaPYMne32y2/8cYbcqNGjWStVit36NBBXr58eYlLjs+fPy8/9NBDsslkkoOCguSHHnpI3r17d4nhCEq6jrLsCcPQp08f2WAwyHXr1pXHjBnjCxdRtA2n0yk//fTTclhYmCxJkt914qKl4bIsyydPnpRHjBghh4WFyVqtVm7cuLH81FNPFQu1cDGl3S9eLr5eslz2/VASZrNZViqVstFolJ1Op6/8yy+/lAH5oYceuqx+e/bsKbdq1apYGyV9hxeTlpYmv/nmm3LPnj3lqKgoWaVSySEhIfKtt94qf//99351vfdrRkaGX3lJz9KyZcvktm3byjqdTo6JiZHfeust+fPPPy9Wr6Rl7F7y8vLkSZMmyU2bNpU1Go1ct25duVu3bvLMmTP9QpGU974sCW84gtI+v//+uyzLpYcjKM+1kGVZ/uGHH+Sbb75ZDgwMlAMDA+UWLVrITz31lHz48GFfnfI+G2U9XyXhHZP3o9Fo5MjISPn222+X586dK5vN5mLnlNVHecMRyLInrET9+vVlhUIhQhNUEEmWq3i+XCAQMHr0aD777DPmzZvH6NGjq3s4AoFAIKgihOIkEFwBXC4XQ4YMYdWqVfznP/9hwIAB1T0kgUAgEFQBQnESCAQCgUAgKCdiVZ1AIBAIBAJBORGKk0AgEAgEAkE5EYqTQCAQCAQCQTkRipNAIBAIBAJBOREBMCuJ2+3m7NmzGI1GEb5eIBAIBIJrGFmWycvLo169epfMAygUp0py9uzZy4paKxAIBAKBoGZx+vTpS2YLEIpTJfEmdD19+jQmk6nK2rXardSbVQ+Ak8+cJDgwuMrarsk4HA7WrFlD3759UavV1T2cq0Jtk7m2yQtCZiHz9Ut1yGy325k1axYA//znP9FoNFXWttlsJjo6usRk7RcjFKdK4jXPmUymKlWclHYl/J2WyGQyYQqsurZrMg6Hg4CAAEwmU636w1ObZK5t8oKQWch8/VIdMtvtdl/ePpPJVKWKk5fyuN4I53CBQCAQCASCciIUpxpGviO/xG2BQCAQCGozDoejxO2rjVCcahhFM+CIbDgCgUAgEHioKe9H4eNUwwjWBTOzz0wOHDhAsC64uocjEAgElcblclXrzMDVwuFwoFKpKCwsxOVyVfdwrgrVJXNCQoJvu7CwsNznqdVqlEpllYxBKE41DI1KwzNdnmF1+o9oVFXv+CYQCARXg7S0NPLy8qp7GFcFWZaJjIzk9OnTtSauX3XJHBQUBHhWtFeU4OBgIiMjL3u8QnGqYXy5dhz/ObORUFshf2z7kwhDJGH6MMIDwgnThxEWEEaoLhSVQnx1AoGgZmI0GjGbzURERBAQEHDdKxNutxuLxYLBYLhk8MTrhWtJZlmWyc/PJz09HYCoqKjLak+8fWsYh//6L+uyTgAQdXRJiTekQlJQR1eHsIAwnzIVrg/33w8IJ0QbglJRNVOTAoFAUB5cLhdGo5GwsDDq1KlT3cO5Krjdbt9S+ZquRFQV1SGz2+3GbDYDnnAEFelXr9cDkJ6eTnh4+GWZ7YTiVIM4lp7HMeqQbckGICI4osQbwy27ySjIIKMgo8z2lJLygoL1t3JVN6CuT8nyzmKF6EJQSLXjYRcIBFcWp9OJQqEgICCguociuM7wzhwB5QpUeTHee9LhcAjF6XrgWHoeCzafwCQ/AawE4OO0PP6vwWQU2kLiG8i4FLlk5HsUpoz8DDILM3HL7lLbdMku0gvSSS9Ih/Ol962SVNTR1/EzB/rMg0VmsYK1wULBEggEZeJd7XS9m+cE1x5VdU8KxakG4HbLrN6fRpbVTkxUffjb562z3YxZ7eZnR3dC7EE83rMJCsWFL97ldpFVmOVTpNIL0v0Uq/T8dDIKMjhfcB6Z0pduOmUnaflppOWnlTlOlULlp1iVpFyF68MJ0gaJP5oCgUAgqFKKvleq8x0jFKcawJmcApIzLEQF6ZAk/6W7LTN+Zk9sD46lWziTU0B06IXpb6VC6TPDUYYrgdPt9ChYRZSpi5WrjPwMsgqzylaw3E5SramkWlPLlEetUBMeEE5dfd1is1hF/bFMGpNQsAQCgUBwTSEUpxqA1e6k0OkiQKPHKfsrTrHZmwiOzSPNqcZqd1aqfZVCRXhAOOEB4bSiVan1HG4H5wvO+89a/T2LlV6QTmZ+JhkFHgWrLBxuB2csZzhjOVNmPY1C4/O1qquriyXfQvqBdCINkX4+WUa1UShYAkEtxO2WOZNTgNXuJFCjon6w3m/WvapJTExk4cKFAKhUKkJDQ2nbti3Dhw8nMTGx3M7ISUlJjBs3jpycnCs2VkH1IRSnGkCgRoVOpSTf7iSn0OwrL0AmUHaiPbIMW927CNRc2a9LrVATGRhJZGBkmfUcLgeZBZmlmwj/3s+x5ZTZjt1tL6Zgbd2ztVg9nVLnN2NVmokwUB0oFCyB4DrhWHoeq/enkZxhodDpQqdS0iTMQELrCJqGV9wxuLz069ePBQsW4HK5SEtLY9WqVTz77LN8//33LFu2DJVKvDarCxE5XOCjfrCeJmEG/nv8PKmWHF+51+37JssvrNQOoMBeMyLSqpVqogxRRBnKjoVhd9nJLMj0mQPT89Mv7HsVrYIMcm25ZbZT6CrkdN5pTueVHfBMr9JfMBEWWTlY1GQYHhBOgFqs9hEIajLexTJZVjtRQToCNHry7U72n83lbG4Bo7rHXDHlSavVEhnp+fFYv359OnbsyE033cRtt91GUlISo0eP5t1332XBggUcP36c0NBQBg4cyEsvvYTJZGL9+vWMGjUKuOCHM2XKFKZOncqiRYuYO3cuhw8fJjAwkFtvvZU5c+YQHh5+RWQRXBmE4lQDUCgkbm8VzpoD58i1qGimS8RmKySbfYTLf9FOPkxTdQa/HEyjabjhik5VVyUapYZ6hnrUM9Qrs57NZSPVnMqyX5cR1z6OLHuWT7nymgjTC9LJs5cdhbjAWcBJ80lOmk+WWS9AFeA3Y1WSclVXX1coWAJBNVB0sUxcuMGnfBh1agxaFUfTLaz5XxqN6169v4W33nor7dq1Y8mSJYwePRqFQsF7771HbGwsx48f58knn8RutzNv3jy6devGnDlzmDx5MocPHwbAYDAAnmXwr732Gs2bNyc9PZ3x48eTmJjIypUrr4oc1zoKhcJ3LaszXpZQnGoIerWKMKMWlSIIiy2RnII8NunCaF7osbcP4neWpccWcxC/HtAqtdQ31KeRqhF9GvZBrVaXWK/AWeDzs/KZB0swEVocljL7y3fmc8J8ghPmE2XWM6gNJQYX9ZXpw6gbUBe9Sl9Z0QUCwUX4L5bxV4wkSSIqSFfiYpkrTYsWLdi3bx8A48aN85XHxMTw6quv8sQTTzBv3jw0Gg1BQZ6Vxd6ZKy8PP/ywb7tx48a89957dO7c2ReBW1A2kiRhMpmqexhCcaopWO1ONCoFNzWug6XQwbHjZnIaDEY+8AUSMu2yVvNd4AOVdhC/HtCr9ESbook2RZdZL9+RX7qJsOCCsmV1WMtsx+KwYMm1kJKbUmY9o8ZYYnDRi1cVapXaCsssENQ2ii6WKQm9RkmaufCq/y2UZdmnyP3yyy/MmDGDQ4cOYTabcTqdFBYWkp+fX6YCtHPnTqZOncrevXvJzs7G7fY4ZJw6dYqWLVteFTkEl49QnGoIXgdxs83K72kfku3Ipo1hMqeDOtEwdwchtr9o5jxMoEY8XJciQB1AQ3VDGpoallnP6rD6zVh5lSyfifBvZavAWVBmO3n2PPLseSTnJpdZL0gb5It/FRYQRh1tHdJt6WhPaYk0RvqULY1SJHcW1F6KLpYx6orPPhfYXWhVyiu+WOZiDh48SGxsLCdOnGDgwIE88cQTTJ8+ndDQUDZu3MiYMWOw2+2lnm+1WklISCAhIYGvvvqKsLAwTp06RUJCQpnnCS7gdrt9iaONRmO1meuE4lRD8DqI/3EqhQ3nFgBwl+ufHAzrT8PcHQDcav+N+sEPVOcwrysC1YEEBgUSExRTah1ZlrE6rH6+Vt74VxfPYhW6CsvsL9eWS64tl2M5x/zKV2xa4bcfrA0uOf9gkf26+rqolSWbNAWCaxnv38L9Z3MxaFV+5jpZlknNLaRN/SDqB189E/mvv/7Kn3/+yXPPPcfOnTtxu93MmjXL9+JevHixX32NRoPL5b+Y59ChQ5w/f54333yT6GjPrPmOHTuujgDXCbIsY7V6LAXVadqsVsVp48aNvPPOO+zcuZPU1FR+/PFHhgwZUuY569evZ/z48fzvf/8jOjqal19+mcTERL86H374Ie+88w7nzp2jXbt2vP/++3Tp0qVYW7IsM2DAAFatWlWuvq8kCoVEQusIjp6/sDRflmG34RZ6Sxo0sp2W59eicDtAIWYkrhaSJGHQGDBoDDQOalxqPVmWyXPklalceWez7O6yf13m2HLIseVwNPtomfVCdaE+PyufifAiZauOvg5qhVCwBNcO3r+FZ3MLOJru8XXSa5QU2F2k5hYSGqihb6uIK+YYbrPZOHfunF84ghkzZjBw4EBGjBjB/v37cTgcvP/++wwaNIjNmzfz6aef+rURExODxWJh3bp1tGvXjoCAABo2bIhGo+H999/n8ccfZ//+/bz22mtXRAbBlaVaFSer1Uq7du14+OGHufvuuy9ZPyUlhTvuuIPHH3+cr776inXr1jF69GiioqJISEgAPJr/+PHj+eSTT7jxxhuZM2cOCQkJHD58uNiSzzlz5tSouD9Nw4083K05cw949s9ky5h0Gk7W7U1cxmqUthw4thZa3FGt4xQUR5IkTBoTJo2JxsFlK1hmu5mM/AxS81L5Zdsv1I+rz3nb+WL+WA63o9R2ALIKs8gqzOJw9uHSx4XkUbBKin9VZD9UF4pKISagBTWDpuFGRnWP8cVxSjMXolUpaVM/iL6trmwcp1WrVhEVFYVKpSIkJIR27drx3nvvMXLkSBQKBe3atePdd9/lrbfeYtKkSdxyyy1Mnz7d7wd8t27dePzxx7n//vs5f/68LxxBUlIS//rXv3jvvffo2LEjM2fO5M4777xislxv1JSUK5JcnVGkiiBJ0iVnfV588UVWrFjB/v37fWXDhg0jJyeHVatWAXDjjTfSuXNnPvjgA8BjE42Ojubpp59m4sSJvvP27NnDwIED2bFjB1FRURWecTKbzQQFBZGbm1ulXv5WuxXDDM8U5LaHThEVXIf6Gb+j+Hqop0L8nXD/oirrr6bgcDhYuXIlAwYMKHVV3fVGWTLLskyuLbd0E2GRoKNO9+U7ySokhW8Gq6Tgot79UF0oSkXlsoqL77h2yJyXl8eRI0eIj4/3ZaOvLFc7cnhlcbvdmM1mTCZTtS6Tv5pUh8xut5tz584BEBkZWeF+CwsLSUlJITY2Fp1O53esIu/0a+on5tatW+nTp49fWUJCgm9pqN1uZ+fOnUyaNMl3XKFQ0KdPH7ZuvRCROj8/nwceeIAPP/yw2HLRmkSzCCPBgQEQdBsE1IX8TDiyCgpyQB9c3cMTXEEkSSJYF0ywLphmIc1KreeW3eTYckpM7lzU4f18wXmccukKllt2k1mQSWZBJgezDpZaTyEpqKur6wvLUJJy5Z3BUki14wUiuHIoFNJ1F35FcO1zTSlO586dIyIiwq8sIiICs9lMQUEB2dnZuFyuEuscOnTIt//cc8/RrVs3Bg8eXO6+bTYbNpvNt282e1KjOBwOHI6yTSoVwZx/IeWKucBMoCYQAEWru1Fu/z9w2XH++QNyhxFV1mdNwHsNq/Ja1nSqSmaj0ojRaKSxsXQToU/B+luhyizM9IvenlGQQWZBJucLz+OSS49Q75bdpBekk16QDudLH5NKUlFHX+eCkqUPI1QTSrotncBTgUQZowjThxGkDbquFazaeF87nR4FXZZl33L76x2v4UbIfGUp2k9l+nS73ciyjMPhQKn0nzmvyDN6TSlOVcGyZcv49ddf2b17d4XOmzFjBtOmTStWvmbNmsueji5KjiPHt71k9W9opWC0Soh11aO3t86GT9mcWrfK+qxJrF27trqHcNWpDpk1aKj/9z8fWnBr3FhlK3nuPPLkPMxus+9/i9uCWTaT587DIluQKd3K75SdpOWnkZafBhflhP5x04++bSVKDJIBo8KISWHCKBkxKowYpb/3FUZMkgm9pK9R/ogVpTbd1yqVisjISKxWa61SGAHfUvnaxNWUuaiyZDabK2yqs9vtFBQUsHHjRp+C7yU/P7/c7VxTilNkZCRpaWl+ZWlpaZhMJvR6PUqlEqVSWWIdr0nu119/JTk5meDgYL8699xzDz169GD9+vUl9j1p0iTGjx/v2zebzURHR9O3b98q9XEqdBayTv4ve4+f5bCrMVaHGqUkcaZuY7oFLUKbm0xd62EGdGsNwWXHKbqWcDgcrF27lttvv73W+IJcyzI73U6ybdl+JkHvrFXR/7MKs8pUsFy4yJVzyXXlQhmpGNUKNXX1dX1O7UW3i5aZNKYapWBdy99xZbFYLBw/fpzAwED0+toRVV+WZfLy8jAajTXq/ruSVJfMReM4VZTCwkL0ej233HJLiT5O5eWaUpy6du1aLKfP2rVr6dq1K+CJndGpUyfWrVvnc/R2u92sW7eOsWPHAjBx4kRGjx7t10abNm2YPXs2gwYNKrVvrVaLVls88rNara7SP4gnswupr3icNPcp0vIkrHYbNqebw2kWYpTdeQhPkEX1gSXQ8/kq67emUNXX81rgWpRZjRq9Vk89U9l5CJ1uJ+cLPCsGU/NSWb99PRFNIjhvO++X7DmrMKvMdhxuB6nWVFKtqWXW0yg0pSZ39u0HhGFUX90/9tfid1xZVCrPa0WSpFrlKA1C5qtBUFBQpc9VKBRIklTi81iR57NaFSeLxcKxYxeCAaakpLBnzx5CQ0Np2LAhkyZN4syZM3zxxRcAPP7443zwwQe88MILPPzww/z66698++23rFhxIYDg+PHjGTlyJDfccANdunRhzpw5WK1WX7bqyMjIEh3CGzZsSGxs7BWWuGy8yS1PZeVjdYCzwIlRr8akl3A43Xyf25WH8FwL9i2GWyZALfl1I7g2USlURARGEBEYQfOg5uTvy2dA2+IrzBwuB+cLz/s5tvu2vbNa+Rlk27LL7M/utnPGcoYzljNl1tMpdf75B0tQrsL14QSqA2vNDIJAICgf1ao47dixg969e/v2vaawkSNHkpSURGpqKqdOnfIdj42NZcWKFTz33HPMnTuXBg0aMH/+fF8MJ4D777+fjIwMJk+ezLlz52jfvj2rVq0q5jBeEzmTU8Chc5nszv4Ms1xAF/3DqFWeWS6tWklhUDS7z7ekg3wAzh+Fs7ugfqdqHrVAcPmolWoiAyOJDCx7lavdZfeZAUtbQZhRkEGuLbfMdgpdhZzOO83pvNNl1tOr9H4rBy/OR+g9FqgOrLDMAoGgYsiyjMXiSeJuMBiq7UdNtSpOvXr1oqwwUklJSSWecynH7rFjx/pMc+WhhoSywmp3km7N5mDBZwA4pWGoueB4rlEp+UXdiw72vyNk7l0sFCdBrUKj1FDPUI96hrJNhDaXzaNglaZc/b1ttpft11DgLOBU3ilO5Z0qs16AKsA3U1VXf0G5qqOpQ4ozhVPmU0SZoghQi6X1AkFlKZqrLiAgoNjKuKvFNeXjdL0TqFGhlIreCP7atMPlZovuZhz2eahxwP4fIGE6iJxlAoEfWqWW+ob61DfUL7NeobPQ38H97wTPfsmf8zPIc5S9cijfmc8J8wlOmE+UePyz5Z4fQwa1ocz4V95ZLb2qdjhVCwTXIkJxqkHUD9bTLLwO/O2eoZIueP3LskxegQO91siegK50zt/oCYh5bB0071dNIxYIrm10Kh3RxmiijdFl1st35JdsIrxo3+qwltmOxWHBkmshJTelzHpGtdEXZLSYclXERKhVFl+wIrgy9OrVi/bt2zNnzpyr0l9SUhLjxo0jJyfnqvR3LVBTUq4IxakGoVBIDOlYj2l/WyILHS6UGhmHy02WxY7N6cJsc/KT+hY6sxGAvO1fYRSKk0BwRQlQB9BQ3ZCGprJDgOQ78v3MgWmWNLYd2IYx0ugJOvr3sQJnQZnt5DnyyMvN43ju8TLrmTQmP0WqJOUqTB+GRikSg5eHxMREFi5cWKz86NGjLFmyxG9RQ0xMDOPGjfNlrgCPsjN+/Hih7FznCMWphhEXfiEm1Pk8O/maQmQk8h0uZBnCjBrkBreSf/B9Aly56JJXcfz0GRpHl22SEAgEV54AdQCN1I1oZGoEeOI4haaEMqC7/0pCq8Pq52tVkokwPT+dQldhmf2Z7WbMdjPHco6VWS9YG1xicmc/E6G+Lmph9qdfv34sWLDArywsLKza/GmuJna7HY1GKNmXQihONYxC54U/lLfGB5OWqyElMx+FJBEVpKVxuIEQUwBHwvrS/tx3qGU7J37/hphh42tk8kuBQFCcQHUgsUGxxAaVHgJFlmUsDkupKwiLltlctlLbAcix5ZBjy+Fo9tEy64XqQj3BRUvxvwoLCKOOvg5qxfWrYGm12hJD1hQ11fXq1YuTJ0/y3HPP8dxzzwHw008/8cgjjwAXzEhTpkxh6tSp2Gw2XnrpJb7++mtycnJo3bo1b731Fr169fK1n5SUxOTJk8nMzCQhIYGbb775kmP966+/eP7551m9ejU2m434+Hg+/PBDbrzxRhITE8nJyWHp0qW++uPGjWPPnj2+QM+9evWidevWqFQqvvzyS9q0aUNUVBQul4vFixf7znM4HERFRfHuu+8yYsQI3G43b775Jp9++inp6ek0a9aMV155hXvvvbeil7tCFF3IVZ2LuoTiVMNwuS+ET36yVyzbT8AHvx5Fr1Zgtbs4mJpHWq6NQGMf2p/7DoCGfy3jTM4TIhmmQHAdIUkSRo0Ro8ZI46DS8xDKskyeI89PkUrPTyezILPYrJbdbS+zz6zCLLIKsziSfaT0cSERogspObioPowQKQQ313e+tiVLltCuXTseffRRxowZg9vtRqVSMXv2bKZMmcLhw4cBz5J58Kz0PnDgAN988w316tXjxx9/pF+/fvz555/ExcWxbds2HnnkEWbMmMGQIUNYtWoVU6ZMKXMMFouFnj17Ur9+fZYtW0ZkZCS7du2qcA63hQsX8sQTT7B582YAjh07xn333YfFYvGNf/Xq1eTn53PXXXcBnhRkX375Je+++y7t2rVj06ZN/OMf/yAsLIyePXtWqP9rEaE41TAMGgOj2o3i9OnTpOdJ/HLwHFa7iwiTFq1KicPlJj2vkOWF9bhH24C6tr9omr+HY+dPQmh8dQ9fIBBcZSRJwqQxYdKYaBLcpNR6sixjtpv9lamLwjN4TYZOt7P0dpB9CtYhDhU7HqWJ4sWmL5Kcm4ymUINKoUKlUBH11XCU1kzfbIzkWzUscUXnyg3h8NiGcldfvny5T2EA6N+/P999951fndDQUJRKJUajkcjISNxuN2azGZPJk/Kn6IzVqVOnWLBgAadOnaJePU8YjQkTJrBq1SoWLFjAG2+8wdy5c+nXrx8vvPACAM2aNWPLli2sWrWq1HH++9//JiMjg+3btxMaGgpA06ZNyy2nl7i4ON5++23ffpMmTQgMDOTHH3/koYce8vV15513YjQasdlsvPHGG6xZs4ZWrVphMplo2rQpmzZt4tNPP72iipMkSb7csMI5XOAjQBPAp3d8yvIVK9l81ILV5iREr0YhKVBIElqVEk2ggiyrnd80t3KfzRNJvG7KMogTipNAICgZSZII0gYRpA0iLiSu1HqyLJNjy/GftSoyi+VVrjLzM3HKpStY4Em541XCJEs6SmtGlcp0Jejduzcff/yxbz8w8PKCm/7555+4XC6aNWvmV26z2ahTpw4ABw8e9M3meOnatWuZitOePXvo0KGDT2mqLJ06+ccCVKlUDB06lK+++oqHHnoIq9XKf/7zH7755hvAMyOVn5/vF3gaPP5RHTp0uKyxXAqFQlEsz2x1IBSnGkq2DY4XWGlcNxC7UyY9rxBZo8QNKCUJg1bFctvN3Pd3Cpago0vg9hdEChaBQHBZSJLHFBeiC6E5zUut55bd5NhyipkIrflW1JIarVKLrJB9ipMzoE5VjM73J847T3XJGSxDeIV6CAwMrNTMTWlYLBaUSiU7d+4s5mBedGarolwqgbJCoSjmB+RwOIrVK0kxfPDBB+nZsyfp6emsXbsWvV5Pv36e1dveyN0//fQTQUFBGAwGX666kvK5Xo8IxamGYXPa+Gj7R2w9fwBT4EgahAYSZtRyPMNCurkQhSShVEioVQr+coWSrGtNk8L9SBmHIHUv1Gtf3SIIBIJagEJSEKoLJVQXSvPQCwpWXl4eR44coYGhAQEBAciyjFN24nxsPYV/z0A53A7fbFTR7apAQvKZB70fdX6G53+F2lemlJSXZe7RaDS4XK5LlnXo0AGXy0V6ejo9evQosa34+Hi2bdvmV/bf//63zP7btm3L/PnzycrKKnHWKSwsjP379/uV7dmzp1zJbLt160Z0dDSLFy/m559/5r777vOd17JlS7RaLadOnWLw4MGYTKarluRXlmWsVk+stMDA6ssjKRSnGkZuYS7j13py9o0x3s/ZnHxSMq1oVQokhQqH043TLVNY6ESjVJDV9C6aeB+OfYuF4iQQCGoUkiShltSXXIkny57ZKadcXKGqiIIlI+NwO3C4i8+uXDwulaRCpVShljwKVaGzEIfLgcVuuaSCFRMTw8aNGxk2bBhqtRqNRkNMTAwWi4V169bRrl07AgICaNasGQ8++CAjRoxg1qxZdOjQgYyMDNatW0fbtm254447eOaZZ+jevTszZ85k8ODBrF69ukwzHcDw4cN54403GDJkCDNmzCAqKordu3dTr149unbtyq233so777zDF198QdeuXfnyyy/Zv39/uc1pDzzwAJ988glHjhzht99+85UbjUYmTJjAP//5T/Lz8+nTpw95eXls3rwZk8nEyJEjy9V+ZfD6koFnxq26QkRcHTVRUG6KPqANQ/XsP2sm3+4kMkhHw5AAov/+1A1UE2bQsNd4K7I3uN2f34Oran61CQQCwdVEkiTUSjV6lR6jxkioLpTwgHDqGerR0NSQJsFNaB7anJZ1WtIspBmNgxoTbYwmyhBFWEAYIboQDBoDOpUOpeLSL1RZ9ihYBY4CzHYzWYVZFDoLKXQVctJ8kuScZA5nHeZg1kGOZB+h0FlInj2PVGsqGfkZPP/S8xxPOU6TJk2IiIhAlmW6devG448/zv33309YWJjP6XrBggWMGDGCf/7znzRv3pwhQ4awfft2Gjb0BFS96aabmDdvHnPnzqVdu3asWbOGl19+uczxazQa1qxZQ3h4OAMGDKBNmza8+eabPmUiISGBV155hRdeeIHOnTuTl5fHiBEjyv19PPjggxw4cID69evTvXt3v2OvvfYaL7/8MrNnz6ZVq1b069ePFStWEBtbeniN6wlJrikZbq8xzGYzQUFB5ObmYjKZLn1CObHarRhmeOzeK+8+xturTiHLMsGBGtRKBQ6XG0uhE71GSVy4AZB43f4WAckrPQ08+APE9amy8VwtHA4HK1euZMCAAeWaSr4eqG0y1zZ5oXbK7DXVxcfH+1ZAVQdu2Y3L7fI3C8rFTYRFQ8BcDhKSZ/aqiDlQrVB7ZrWKmAkVkqJaV4RVFUVXEl4tU53b7ebcuXMAREZGVrjfwsJCUlJSiI2NRafT+R2ryDtdmOpqMHUCNUSHBmB3uskpcGC1OVEqFISbdDQJC8SkV3Mi00pW0yEXFKd931yTipNAIBBUJQpJgUKpuGQ0dLfsLtUk6JTLr2DJyDhcDhyusk2ECknh739VVNGSivhglWPWTFA9CMWpBhOoVVHXoCVI73nw7S43GqUCo06FJEnkFTrQqpTITfqCLhgKc+DgcrDlgdZYrWMXCASCawGFpECj1Fwyn19ZCpbD7cDmtCEj45LLVrDcshu7y47dVXYw0qIKVrFZLK/iJQkFqzoQilMNo2jKlZAAaBJmYP/ZXOLCDX7Tu7Isk5pbSJv6QdSvGwyt74Ydn4OzAA7+BO0fqIbRCwQCwfVJWQpWUbMVEqUqV0W33XLZEb4rqmD5KVRF9ouaCK91RMoVQYkUnQ6WcZPQOoKzuQUcTbcQFaRDr1FSYHeRmltIaKCGvq0iPDnq2g7zKE4Ae78RipNAIBBUAxWdwSpLuXK6nVWqYJWmXHm31Qr1deF/daURilMNw6AxcG+Le0lNTcWgMVA/xMio7jGs3p9GcoaFNHMhWpWSNvWD6Nsqgqbhf5vkortASCxkp0DKRjCfBVO96hVGIBAIBCVSXgXL5Xb5QjSUFaahPAqWzWUrMyF089DmqKSaqxZIkuRz6hYpVwQ+AjQB/Pvuf7Ny5UoCNJ4VKU3DjTTuZeBMTgFWu5NAjYr6wXrPTJMXSYK298OGNwEZ/vwOuj9bPUIIBAKBoEpQKpQoUaJVlh2V2+V2FXNoL0nZKk3BkiQJpVSz/aUUCsVlp5ipCoTidI2gUEhEh15iaW/boX8rTsDexUJxEggEglqCUqFEqVCipXQFS5ZlfxNhkWCjsiwLM105ufa9xa4zHC4HX/35FevPr7/kstZi1GkCDTp7ttP/B+f+rPoBCgQCgeCaRJIkj3Kl0mLQGAjWBlNXX5eowCjqGWq+a4csy+Tn55Ofn1+tzuFCcaphZBdkM+qnUcw5PYfsguyKN9D2/gvbe7+puoEJBAKBQFCNuN1ucnJyyMnJwe0u26frSiIUp+uN1veANyfUn99DFUXFFQgEgtqOJEksXbq0uodRIidOnECSJPbs2VOt4yh6jWrKmKoaoTjVMAI1gSVul5uAUIjr69m2nIOUDVU0MoFAILi+SUxMZMiQIaUeT01NpX///ldvQNc40dHRpKam0rp16yppr6gPVnX6YwnF6Xqk7dAL23sXV984BAKB4DoiMjISrbbs1W1XGlmWcTqvjWTuSqWSyMhIVKrrax1atSpOGzduZNCgQdSrV6/cU6Dr16+nY8eOaLVamjZtSlJSUrE6H374ITExMeh0Om688Ub++OMPv+OPPfYYTZo0Qa/XExYWxuDBgzl06FAVSVUDaNYPtEGe7YM/gd1aveMRCASC64CSzFBLlizhtttuo169enTo0IGtW7f6nbNp0yZ69OiBXq8nOjqaZ555Bqv1wt/kRYsWccMNN2A0GomMjOSBBx4gPT3dd3z9+vVIksTPP/9Mp06d0Gq1bNq0qdQxHjp0iG7duqHT6WjdujUbNlywOrhcLh555BFiY2PR6/U0b96cuXPn+p2/fv16unTpQmBgIMHBwXTv3p2TJ0/6jv/nP/+hY8eOBAQE0L59e1599dVSFbmLTXVeWdatW8cNN9xAQEAA3bp14/Dhw37nefvQ6XQ0btyYadOm1ShlsVoVJ6vVSrt27fjwww/LVT8lJYU77riD3r17s2fPHsaNG8fo0aNZvXq1r87ixYsZP348U6ZMYdeuXbRr146EhAS/G7FTp04sWLCAgwcPsnr1amRZpm/fvrhc1e8PZHPaStz24nbLnM7K59A5M6ez8nG7S1hZoNZBqyGebYcVDq24QqMVCASC2s1LL73E+PHj2bhxI3FxcQwfPtz3kk9OTqZfv37cc8897Nu3j8WLF7Np0ybGjh3rO9/hcPDaa6+xd+9eli5dyokTJ0hMTCzWz8SJE3nzzTc5ePAgbdu2LXU8zz//PP/85z/ZvXs3Xbt2ZdCgQZw/fx7wOFc3aNCA7777jgMHDjB58mT+9a9/8e233wLgdDoZMmQIPXv2ZN++fWzdupVHH33UZxb7/fffGTFiBM8++yz79+9n9uzZLFy4kOnTp1f4ms2aNYsdO3agUql4+OGHfceK9nHgwAE+/fRTkpKSmD59uki5AtC/f/8K2Ys/+eQTYmNjmTVrFgDx8fFs2rSJ2bNnk5CQAMC7777LmDFjGDVqlO+cFStW8PnnnzNx4kQAHn30UV+bMTExvP7667Rr144TJ07QpEmTqhKvUjjdzhK3AY6l5/kiiBc6XehUSpqEGUhoXSSCuJd2w2DXQs/23m/8zXcCgUBwlbl/+f1kFmRe9X7r6uuyeOCVc1mYMGECd9xxB2azmalTp9KmTRuOHTtGixYtmDFjBg8++CDjxo0DIC4ujvfee4+ePXvy8ccfo9Pp/JSGxo0b895779G5c2csFgsGg8F37NVXX+X222+/5HjGjh3LPffcA8DHH3/MqlWr+Oyzz3jhhRdQq9VMmzbNVzc2NpatW7fy7bffMnToUMxmM7m5uQwcOND3LoyPj/fVnzZtGhMnTmTkyJG43W7q1q3rK5syZUq5r9n06dPp2bMn4FEI77jjDgoLC9HpdH59eK/Ja6+9xgsvvMDLL79c7j6uJNeU4XHr1q306dPHrywhIcF3U9rtdnbu3MmkSZN8xxUKBX369Ck2ferFarWyYMECYmNjiY6OLrVvm82GzXZhBshsNgOeXwsORwXjLZWBWlKT0DiBzMxM1JLa1/axdAtf/PcUWVY79YJ0RGo0FNhd7Psrm7+yrYy4qSFNwy88ZER1QhXUECn3FPLx33BmnQZjZJWNs6rxylmV17KmU9tkrm3yQu2U2TvbIsuy35LxzIJM0vPTSzvtilLepeuyLBcbd0lteT8ArVu39s1+REZ6/saeO3eOZs2asXfvXvbt28dXX33l14fb7SY5OZn4+Hh27tzJtGnT2LdvH9nZ2b52T5w4QcuWLX37HTt2vOS4AG688UbftkKhoFOnThw4cMBX9tFHH7FgwQJOnTpFQUEBdrud9u3b43a7CQ4OZuTIkSQkJNCnTx/69OnDfffdR1RUFAB79+5l8+bNfjNMLpeLwsJCLBYLAQEBJV6jkq6ZdzsiIsJ3zRo2bFhmH/n5+X4+ZhUNSeB2u5FlGYfDgVLpHyW9Is/oNaU4nTt3zneRvURERGA2mykoKCA7OxuXy1VinYt9mD766CNeeOEFrFYrzZs3Z+3atWg0pecMmjFjhp+m7mXNmjW+m6WqeML0BJhg6waPsueW4ZczEn9ZJSL1kOrR2ZBlKHDCzr8g7a+T3NFQRlXE+NpC157muaeQZDeHf5hOcnjNXw2ydu3a6h7CVae2yVzb5IXaJbNKpSIyMhKr1er3MgpRhyDrrr55JUQd4vuheykcDgdOp7PM+gUFBZjNZiwWC+D5wZ6Xlwfg812yWCyYzWbMZjOJiYk89thjxdoJCwsjNTWVfv36ceutt/LJJ59Qt25d/vrrL+655x6ys7Mxm83k5+cDnpd+WePyjsdqtfrVczqdOBwOzGYzP/zwA88//zyvvfYaXbp0wWAw8N5777Fz507fOXPmzOHhhx/ml19+4d///jevvPIKS5Ys8c2CTZw4kUGDBhXr3263+5Tmi6+Rd0xeWQoLC339ecu816usPooqPN5rXhHsdjsFBQVs3LixmM+Udxzl4ZpSnKqSBx98kNtvv53U1FRmzpzJ0KFD2bx5sy+B4MVMmjSJ8ePH+/bNZjPR0dH07dsXk8lUpWNzOBysXbuW22+/HbVazV/ZBWxYd4yODdQYdJ6vLMtqJznDSrbTgU3l4miBzAFVBPd2rH9h5ul8HHyyDIBWzv00H/B+lY6zKrlY5tpAbZO5tskLtVNmi8XC8ePHCQwMRK/X+8q/vfPbahxV+VCr1ahUqjL/puv1ekwmk8+MFhgYiNFoJC8vz1cWEBCAyWSiU6dOJCcn0759+xLb2rlzJ1lZWcycOdNn8fD+yA8MDMRkMvl+mBuNxjLH5e17//79PhcYp9PJvn37eOqppzCZTOzevZtu3br5vcv++usvlEqlX9s333wzN998M1OnTqV79+4sW7aM2267jY4dO3Ly5Enat2+PLMvk5eVhNBqLhQYo6RqVJktgYKBv/CaTya+PqqawsBC9Xs8tt9xS7F1fXuUarjHFKTIykrS0NL+ytLQ0TCYTer0epVKJUqkssY53CtVLUFAQQUFBxMXFcdNNNxESEsKPP/7I8OHDS+xbq9WWuAxVrVZX6R9Eh8vBLyd+YUfuDm5XeP7Y2twF2N0ygToNCoVEltXOvjN5FNidGHQeZeq8xcbhNAtf/vEXo7rHeHyeIltCvY5wdhdS2p+os45CRMsqG+uVoKqv57VAbZO5tskLtUtm79JzSZJQKK6tiDeSJGE2m9m3b59feZ06dXyKjUKh8H28+17Fwfu/9/jEiRO56aabeOaZZxg9ejSBgYEcOHCAtWvX8sEHHxATE4NGo+HDDz/k8ccfZ//+/T4TVUn9lHU9vcc++ugjmjVrRnx8PLNnzyY7O5tHHnkEhUJBs2bNWLRoEWvXriU2NpZFixaxfft2YmNjUSgUpKSk8H//93/ceeed1KtXj8OHD3P06FFGjBiBQqFg8uTJDBw4kEaNGnH33XeTn59PcnIyBw4c4PXXX/cbS0ljL0mWi8uK9nHvvfeiUCjYu3cv+/fv57XXXvO5zGi12grHcvJ+VyU9jxV5Pq+pu7pr166sW7fOr2zt2rV07doVAI1GQ6dOnfzquN1u1q1b56tTEl67dlEfpuoiuyCbwd8N5vWU130pVwI1KnQqJfl2J7IscyzdQr7dSaBGicvtpsDucRRvGmYgy2pnzf/SLqy2azfsQuP7REwngUAgKIv169fToUMHv09JbhrloW3btmzYsIEjR47Qo0cPOnTowOTJk6lXz5MXLiwsjKSkJL777jtatmzJm2++ycyZMy9r/G+++SZvvvkm7dq1Y9OmTSxbtoy6desCnlA8d999N/fffz833ngj58+f58knn/SdGxAQwKFDh7jnnnto1qwZjz76KE899ZTP1JiQkMDy5ctZs2YNN954I7fffjtz586lUaNGlzXmohTto3Pnztx0003Mnj2bRo0a4Xa7ycrKIisrq1pTrkhyNa7ps1gsHDt2DIAOHTrw7rvv0rt3b0JDQ2nYsCGTJk3izJkzfPHFF4AnHEHr1q156qmnePjhh/n111955plnWLFihW9V3eLFixk5ciSffvopXbp0Yc6cOXz77bccOnSIiIgIjh8/zuLFi+nbty9hYWH89ddfvPnmm2zevJmDBw8SHh5errGbzWaCgoLIzc2tUlNduiWdiFkeH62/nvmL+iH1cbtlPl6fzP6zuUQYtWw4mkGB3Y3D5cYtyzhcbkIDNdwSF4ZGpSAn38FztzcjOjQArJkwsxnILjDVh3H7oQb+CnQ4HKxcuZIBAwbUml/mtU3m2iYv1E6Z8/LyOHLkCPHx8VXu/1lT8fofmUyma26WrbJUh8wul8tnUYqIiCjm4H0pCgsLSUlJITY2tkRTXXnf6dVqqtuxYwe9e/f27XvtriNHjiQpKYnU1FROnTrlOx4bG8uKFSt47rnnmDt3Lg0aNGD+/Pk+pQng/vvvJyMjg8mTJ3Pu3Dnat2/PqlWrfA7jOp2O33//nTlz5pCdnU1ERAS33HILW7ZsKbfSdCUpKeWKQiGR0DqCs7kF7Psrl4w8GypJQqVSgFtG+7dH+N6/cmhTPwib04XV/rfjW2BdaNoHjq4G8xk48Ts07nnV5RIIBAKB4HKoKSlXqlVx6tWrV5lBrEqKCt6rVy92795dZrtjx471CzBWlHr16rFy5coKjbMm0DTcyMhujXhpyX5cbhml0rOqLlCnJjRAjU6tJMtq53BaHg1DAgjUFPlq293vUZzAY64TipNAIBAIBJWidswpXifo1SrqB+toEmbApNfQIFhHvSAdeo0KSZII1CpJzSkkzKSlfvCF1Sw0HwDav6ceDywDe/mXXQoEAoFAILiAUJxqGGWlXLHandjdMm0bBBMcoMFqd2H/28/J5nRhKXShUkrcEBOKQlFkGlOth5Z3erbteXD42ptxEwgEAkHtpqakXBGKUw2jrJQr3tV1OrWC9tHBhBl1FDrcZOfbKXS4CQ5U0yzCSHxkCY5tbcXqOoFAIBAILpdrKo5TbSBAE0CP6B5kZWURoPFfkVI/WE+TMAP7z+YSF26gc0wIeYVO7C43aoXEOXMhbRsE+5vpvDTqDqYGYP4Ljq0DSzoYqt8ZXiAQCASC8iBJki/DR3U6h4sZpxqGQWNg3UPrmB43HYPG4HfMu7ouNFDD0XQLFpsTvUaB3eniWIYFrVpJn5bh/ma6CydD2/s827IL9v9wFaQRCAQCgaBqUCgU1K1bl7p161Zr2AehOF1jNA03Mqp7DK3rBXEqK591B9P57/EsMvJsWG1O1v4vnWPppeTwEeY6gUAgEAguC6E41TBcbhf//eu/HLIcwuV2lVinabiR21tGEKhREWbU0rVxHfrER9AwNID9Z3NZsPlEycpTeAuIaufZPrsbMo5cQUkEAoFAIKg6ZFnGbrdjt9uFc7jgAufzz3PLF7cw8dhEzuefL7GO2y2z9kAadpebjg1DiArWo1IqMOrUxIWXkHalKH6zTt9cISkEAoGg9iHLMo8++iihoaFIksSePXuqe0jlJiYmhjlz5lzRPpKSkggODq70+W63m8zMTDIzM6s15YpQnK5BzuQUkJxhISpIV8xBTpIkooJ0HEu3cCanoPjJre8B6e+vfd+3UI03n0AgENQkEhMTGTJkSKXPX7VqFUlJSSxfvpzU1FRat26NJEksXbr0kudKkuT7qFQqGjZsyPjx42tEDtWq4v777+fIkYpZOnr16sW4ceOuzIAqiVCcahgB6oASt4titTspdLoI0JS8KFKvUfqnXSmKMQKa3OrZzj0Np7Zc9pgFAoFAAMePHycqKopu3boRGRmJSlWxhesLFiwgNTWVlJQUPvroIxYtWsTrr79ean273X65Q76q6PX6y0ptVlNSrgjFqYZRnhvDG88pvyTFCCiwu9CqlP5pV4oinMQFAoGgwuzfv5/+/ftjMBiIiIjgoYceIjMzE4Ann3ySZ555hlOnTiFJEjExMcTExABw1113+crKIjg4mMjISKKjoxk4cCCDBw9m165dvuNTp06lffv2zJ8/3y9RbU5ODqNHjyYsLAyTycStt97K3r17feclJyczePBgIiIiMBgMdO7cmV9++aXMscyfP5/g4GDWrVsHeGZ+vOnMgoKCCA8PZ/r06X6+RtnZ2YwYMYKQkBACAgLo378/R48e9R2/2FTnlWfRokXExMQQFBTEsGHDyMvz+OgmJiayYcMG5s6diyRJKJVKTp8+Xea4rwZCcboG8cZzSs0tLOYgJ8syqbmFNA03lBzPCaDFHeANdfC//4Cj8AqPWCAQCMBqt5b6KXQWlrtugaOgXHWrkpycHG699VY6dOjAjh07WLVqFWlpaQwdOhSAGTNmMG3aNBo0aEBqairbt29n+/btwIWZJO9+eThy5Ai//vorN954o1/5sWPH+OGHH1iyZInPh+q+++4jPT2dn3/+mZ07d9KxY0duu+02srKyALBYLAwYMIB169axe/du+vXrx6BBgzh16lSJfb/99ttMnDiRNWvWcNttt/nKFy5ciEql4o8//mD27Nl89NFHzJ8/33c8MTGRHTt2sGzZMrZu3YosywwYMACHw1GqnMnJySxdupTly5ezfPlyNmzYwJtvvgnA3Llz6dq1K2PGjCE1NZUzZ85Qr169cl/DK4UIgFnDsLvsJW4XxRvP6WxuAUfTPb5Oeo2SAruL1NxCQgM19G0VUXI8JwBNAMTfCXv/DbZcOPIztLrrSogjEAgEPgwzDKUeGxA3gBUPrPDth88MJ99Rcl7Nno16sj5xvW8/Zm4MmfmZxerJU6pu5dUHH3xAhw4deOONN3xln3/+OdHR0Rw5coTIyEiMRiNKpZLIyEi/c70zSZdi+PDhKJVKnE4nNpuNgQMHMmnSJL86drudL774grCwMAA2bdrEH3/8QXp6OlqtFoCZM2eydOlSvv/+ex599FHatWtHu3btfG289tpr/PjjjyxbtoyxY8f6tf/iiy+yaNEiNmzYQKtWrfyORUdHM3v2bCRJIi4ujp07dzJ37lwee+wxjh49yrJly9i8eTPdunUD4KuvviI6OpqlS5dy3333lSiz2+0mKSkJo9EIwEMPPcS6deuYPn06QUFBaDQaAgICiIyMxO12c+7cuUtexyuNmHGqYThcjhK3L6ZoPKecfAcnMq3k5DtoUz+IUd1jaBpuLLujtkMvbO8V5jqBQCAoi7179/Lbb79hMBh8nxYtWgCeWZOqYPbs2ezZs4e9e/eyfPlyjhw5wkMPPeRXp1GjRj6lyTsui8VCnTp1/MaWkpLiG5fFYmHChAnEx8cTHByMwWDg4MGDxWacZs2axbx589i0aVMxpQngpptu8nMh6dKlC0ePHsXlcnHw4EFUKpXfDFmdOnVo3rw5Bw8eLFXmmJgYn9IEEBUVRXp6eol1a0quOjHjVMMI0ATQKaoTuTm5xVKuXEzTcCONexk4k1OA1e4kUKOifrC+9JmmosTeAsYoyEuFY2vBmgmBdatICoFAICiOZZKl1GNKhdJvP31CyS9PAIXk/5v/xLMnLmtc5cFisTBo0CDeeuutYsciIiJwuUqOu1cRIiMjadq0KQDNmzcnLy+P4cOH8/rrr/vKAwMDi40rKiqK9evXF2vP6080YcIE1q5dy8yZM2natCl6vZ577723mHN5jx49WLFiBd9++y0TJ068bHnKg1qt9tuXJKnUUAOSJPnqV6dzuFCcahgGjYGto7aycuXKYilXSkKhkIgOLVvBKvlEJbS5D7a8B24n/O9H6DKmEiMWCASC8hGoCbx0pStct7J07NiRH374gZiYmGKr5dxuN2azucTz1Gp1pZUqpdKjTBYUlBBapsi4zp07h0qlKtX5fPPmzSQmJnLXXR6XDIvFwokTJ4rV69KlC2PHjqVfv36oVComTJjgd3zbtm1++9u3bycuLg6lUkl8fDxOp5Nt27b5THXnz5/n8OHDtGzZsrwiF0Oj0fiun0Kh8Jttqy6Eqa42067I6rq9IhimQCAQ5ObmsmfPHr/P6dOneeqpp8jKymL48OFs376d5ORkVq9ezahRo8pUjGJiYli3bh3nzp0jOzu7zL5zcnI4d+4cZ8+eZcOGDbz66qs0a9aM+Pj4Us/p06cPXbt2ZciQIaxZs4YTJ06wZcsWXnrpJXbs2AFAXFycz5l87969PPDAA6XO6nTr1o2VK1cybdq0YgExT506xfjx4zl8+DBff/018+bN4+mnn/b1MXjwYMaMGcOmTZvYu3cv//jHP6hfvz6DBw8uU+6yiImJYdu2bZw4caLaA196EYpTDcPldnH0/FHOFp4tNeXKxbjdMqez8jl0zszprPySI4aXREQriGjj2T6zAzKPVXLUAoFAcH2wfv16OnTo4PeZNm0a9erVY/PmzbhcLvr27UubNm0YN24cwcHBZSacnTVrFmvXriU6OpoOHTqU2feoUaOIioqiQYMGDB8+nFatWvHzzz+XGQ9KkiRWrlzJLbfcwqhRo2jWrBnDhg3j5MmTREREAPDuu+8SEhJCt27dGDRoEAkJCXTs2LHUNm+++WZWrFjByy+/zPvvv+8rHzFiBAUFBXTp0oWnn36axx57jEcffdR3fMGCBXTq1ImBAwfStWtXZFlm5cqVxcxxFWHChAkolUpatmxJWFgYx48fx+l0VquPkyRXZ+/XMGazmaCgIHJzczGZTFXWbrolnYhZnpv9r2f+on5I/TLrH0vPY/X+NJIzLBQ6XehUSpqEGUhoHXFpB3GAze/B2lc827e8ALe+dLkiVAqHw8HKlSsZMGDAZT1k1xK1TebaJi/UTpnz8vI4cuQI8fHxBARUwo3gGsRrqjOZTGUqUdcyvXr1on379r5ZqOqQ2eVykZaWBnj8yrymzPJSWFhISkqKXwwsLxV5p1+f33At4Vh6Hgs2n2D/2VyCA9Q0rmsgOEBddqLfi2lzX5EULItB6NECgUAgEJSKUJxqGOVJuQIe89zq/WlkWe3EhRsw6tQoFVL5Ev0WxRQFsT092zkn4fS2susLBAKBQFAN1JSUK2JVXQ2jvDdGRRL9XnLVXbthcPw3z/beb6DhTZUev0AgEAiuP0oKd1BbETNO1yiXlej3YloMBO/s1v9+BOf1k41bIBAIBIKqRChONYzypFyB4ol+ZVnGXOAg02LDXOAg3+YsO9FvUbQGiB/k2S7MgSOrL0cEgUAgEAiuW6pVcdq4cSODBg2iXr16SJLE0qVLL3nO+vXr6dixI1qtlqZNm5KUlFSszocffkhMTAw6nY4bb7yRP/74w3csKyuLp59+mubNm6PX62nYsCHPPPMMubm5VShZ5SlvypWiiX7PW2xsP5HN1uPn2Xb8PFuTM9mcfJ6QAHXpiX4vpmgKln0iBYtAIBAIahY1JeVKtSpOVquVdu3a8eGHH5arfkpKCnfccQe9e/dmz549jBs3jtGjR7N69YUZksWLFzN+/HimTJnCrl27aNeuHQkJCb7cN2fPnuXs2bPMnDmT/fv3k5SUxKpVq3jkkUeuiIwVRafS0apuKxrqGqJT6Uqt5030q1RIbDiSwdmcArQqBQFaJYUOFwV2F2l5No5nlp7iwI/YXmDwhEHgyGrIz7psWQQCgUAgqCokSUKlUqFSqWqvc3j//v3p379/uet/8sknxMbGMmvWLADi4+PZtGkTs2fPJiEhAfAE+hozZgyjRo3ynbNixQo+//xzJk6cSOvWrfnhhx98bTZp0oTp06fzj3/8A6fTWWagsauBSWdi96O7WblyJSZd2bEkGtc1EG7UolcrkSTItztRKhTUCwmgcd0AzlsdrPlfGo3rGi6dv06p8oQm2PoBuB0eX6fONUOZFAgEAoFAoVAQHh5e3cO4tnyctm7dSp8+ffzKEhIS2Lp1KwB2u52dO3f61VEoFPTp08dXpyS8Aa+qW2mqKGdyCsjJd9C9aV26NalLl9g6dG1chxsahVDHoPNbWVcu2t5/YVuY6wQCgUAgKMY1pSmcO3fOF0LeS0REBGazmYKCArKzs3G5XCXWOXToUIltZmZm8tprr/mFjS8Jm82GzXZhtZk3oaPD4cDhKN0XqaLIskyqOZVcZ26xzNUXk2stJN/uINKkQamQ8OrBsuxGlkGnkiiwO8m1FhJpLEfU4jotUIXFI2UchNPbcKQfgZDYKpDq0nivYVVey5pObZO5tskLtVNmp/PCgpWakFesqjlx4gRNmjRh586dtG/fHrjgb1OazElJSYwfP56srGvfBWLatGn85z//YefOncCV+56VSiU//PADQ4YM8Sv39lWZaOVutxtZlnE4HMWijlfkGb2mFKeqxmw2c8cdd9CyZUumTp1aZt0ZM2Ywbdq0YuVr1qyp0rQCOY4cEv+XCHhuyGB1cKl1zxdCZpqCwvOg+/ublGUocIFLBqcLnDL8seUMyaW7S/nRVN2GVhwEIHnJGxyOuusypKk4a9euvar91QRqm8y1TV6oXTKrVCoiIyOxWq3XnML45JNP8vXXXwMeOerVq8fgwYP517/+5UvRERQUxKFDh6hTp47vB7SXvLySszUUFhZ6Vj5fVP/ivnNzc/nqq6/KPUaAkJAQOnbsyNSpU2ndunW55LwcbDYbLpfLJ2tpMl8uhw4dIjg42O+aud1uCgsLAdDpdH7K07///W8mTZrEyZMnS23TbrdTUFDAxo0bfQq+l/z8/HKP7ZpSnCIjI315arykpaVhMpnQ6/UolUqUSmWJdSIjI/3K8vLy6NevH0ajkR9//PGSeaQmTZrE+PHjfftms5no6Gj69u1b5bnq+J9nu2fPntQPLj1XndstY/k9hf+dNdM0PJDsfAfJGVay8x04XW7y7S6ahAVyU/fmxEWUI28dgLk98vvfISHT3LaHJv3/D66CE57D4WDt2rXcfvvttSanV22TubbJC7VTZovFwvHjxwkMDESvL+eq3hqCWq0mISGBzz//HIfDwc6dOxk1ahQ6nY4333zTVy8kJMTvPFmWycvLw2g0lui0rNN5AhWX9a5Qq9WoVKpLvk+KjhE8lphXXnmFBx54gBMnTpR6nsPhqJJ7UKvVolQqMRqNZcp8uZR0HYoqThfnyCvPNS4sLESv13PLLbeUmKuuvFR4rmvkyJFs3LixoqdVCV27dmXdunV+ZWvXrqVr164AaDQaOnXq5FfH7Xazbt06Xx3wXKC+ffui0WhYtmxZsQtYElqtFpPJ5PcBz01clR9TwIUv3aQ3lVlXq9UwoG096hp17P0rjx0nc8jIs/9ttoOgADWSQsFX289wMruwfGOo0wgptgcAUnYK6rS9VS5jaZ8rcT1r+qe2yVzb5K2NMnt9RSVJQqFQXFMfSZLQ6XTUq1ePRo0acffdd9OnTx9++eUXX51Tp06hVCrZt2+fr+ynn36iU6dOBAYGctttt7Fo0SKUSiVms9lXx/u+atWqFSaTiQEDBpCWloZCoeDVV1/liy++YNmyZb4JgI0bN15yjPXq1aNjx45MmjSJ06dPc/78eb8xfvfdd/Tu3ZuAgAC+/vprFAoFn3/+Oa1atSIgIICWLVvyySef+LU/adIkWrRogcFgoGnTpkyZMgWXy+XXv/f7BTh+/DhNmzblmWeeQZIkvvjiC0JDQ1m2bBnNmzcnICCA/v37c+bMGb9+Pv30U+Li4tDpdMTHx/PVV1/5HVcqlSxbtsxPnqVLl3LvvffSpEkTOnXqxLZt21AoFGzcuJFHHnmE3Nxc3/V79dVXS71+ZT2r5aHCilNubi59+vQhLi6ON954gzNnzlS0CR8Wi4U9e/awZ88ewBNuYM+ePZw6dQrwzPKMGDHCV//xxx/n+PHjvPDCCxw6dIiPPvqIb7/9lueee85XZ/z48cybN4+FCxdy8OBBnnjiCaxWq2+VnVdpslqtfPbZZ5jNZs6dO8e5c+dwuVyVlqWqUEiKErdLo2m4kZHdGgGQV+hEkmTcMkQE6ekcE0qH6ODy563z0nbYhe1931Ro/AKBQFAadru91M/FppOy6l5sAiyt3uWyf/9+tmzZgkajKbVOSkoKQ4cOZcCAAezevZvHHnuMl156qVi9/Px8Zs6cyaJFi9i4cSOnTp1iwoQJAEyYMIGhQ4fSr18/UlNTSU1NpVu3buUao8Vi4csvv6Rp06bUqVPH79jEiRN59tlnOXjwIAkJCXz11VdMnjyZ6dOnc/DgQd544w1eeeUVFi5c6DvHaDSSlJTEgQMHmDt3LvPmzWP27NmlXp9bbrmFBx54gA8++MCnTOXn5zN9+nS++OILNm/eTE5ODsOGXXiv/Pjjjzz77LP885//ZP/+/Tz22GOMGjWK3377rUxZX3nlFR5//HHWrFlDXFwcw4cPx+l00q1bN+bMmYPJZPJdP++1vRJU2FS3dOlSMjIyWLRoEQsXLmTKlCn06dOHRx55hMGDB1dIa9uxYwe9e/f27XtNYSNHjiQpKYnU1FSfEgUQGxvLihUreO6555g7dy4NGjRg/vz5vlAEAPfffz8ZGRlMnjyZc+fO0b59e1atWuVzGN+1axfbtnkS2TZt2tRvPCkpKcTExFT0klQ7erWKugYNUUF1UasUaJQKjLoLcS4qlLcOPFHEV/wTnAWw/wdImAGq0v9wCAQCQXmYMWNGqcfi4uJ44IEHfPszZ84s1UeqUaNGJCYm+vbnzp1boo/KlClTKjzG5cuXYzAYcDqd2Gw2FAoFH3zwQan1P/30U5o3b85rr72GyWQiPj6e/fv3M336dL96DoeDTz75hCZNmgAwduxYXn31VQAMBgN6vR6bzVbMraSsMYInHmJUVBTLly8v5jA9btw47r77bt/+lClTmDVrlq8sNjaWAwcO8OmnnzJy5EgAXn75ZV/9mJgYJkyYwDfffMMLL7zg1/aWLVsYNGgQL730UjElxeFw8MEHH3DjjTcCsHDhQuLj4/njjz/o0qULM2fOJDExkSeffBLwvPv/+9//MnPmTD+d4GLGjx/vWzU/depU2rRpw7Fjx2jRogVBQUFIklSu63e5VMrHKSwsjPHjxzN+/Hh27drFggULeOihhzAYDPzjH//gySefJC4u7pLt9OrVq8zonyVFBe/Vqxe7d+8us92xY8cyduzYSvVZ3ZQ35UpRrHYnNpeb+iEBPjNdUfQaJWnmwvLlrQPQmaDFAI/SVJANx9ZCizvKd65AIBBcw/Tu3ZuPP/4Yq9XK7NmzUalU3HPPPaXWP3z4MDfccINfWZcuXYrVCwgI8ClNAFFRUb7AzJUdI0B2djYfffQR/fv3548//qBRo0a+ekXHZbVaSU5O5pFHHmHMmDG+cqfTSVBQkG9/8eLFvPfeeyQnJ2OxWHA6ncX8hk6dOkVCQgIvv/yyn++vF5VKRefOnX37LVq0IDg4mIMHD9KlSxcOHjxYbCV79+7dmTt3bplyt23b1rcdFRUFQHp6Oi1atCjzvKrmspzDU1NTWbt2LWvXrkWpVDJgwAD+/PNPWrZsydtvv+1nQhOUj/KmXClK0bx1Rl3xGb8Cu6v8eeu8tB3mUZzAE9NJKE4CgeAymTRpUqnHLp4tKcvUcrEz8rPPPnt5AytCYGCgzxrx+eef065dOz777LPLzi5xsTVGkqRK/4gvOkaA+fPnExQUxLx583j99df96nmxWDxZJObNm+ebCfLiXZq/detWHnzwQaZNm0ZCQgJBQUF88803vqDTXsLCwqhXrx4//PADTzzxBMHBwZWSo6KUFGuxOkJeVNjHyeFw8MMPPzBw4EAaNWrEd999x7hx4zh79iwLFy7kl19+4dtvv/VNQQoqhk6lo3FwYyI1kWWmXClK0bx1Fz+IsiyTmltI03BD+fPWATS5FQLDPNuHV0FBTvnPFQgEghLQaDSlfi5+KZZV92IlpLR6l4tCoeBf//oXL7/8MgUFJQcSbt68uS+mkZft27dXuC+NRlNpP1uvI35pYwRPPMN69er5nLmLfmJjPfH6tmzZQqNGjXjppZe44YYbiIuLK3F5v16vZ9myZWi1Wvr3718sJIHT6WTHjh2+/cOHD5OTk0N8fDzgyfqxefNmv3M2b95My5YtLymn1/n7YuX5cq5fRamw4hQVFcWYMWNo1KgRf/zxBzt27ODxxx/3m8rr3bv3VdNArzdMOhOHnjzEJy0/uWTKFS/evHWhgRqOplvIK3TgdLvJK3RwNN1CaKCGvq0iLp12pShKFbS+17PtssGBpRUXRiAQCK5x7rvvPpRKZak5VR977DEOHTrElClTOHLkCN9++63PzaQiy/RjYmLYt28fhw8fJjMzs8wYWDabzbeo6eDBgzz99NNYLBYGDRpUZh/Tpk1jxowZvPfeexw5coQ///yTBQsW8O677wIeP7NTp07xzTffkJyczHvvvcePP/5YYluBgYEsXrwYlUpF//79fTNa4Jlde/rpp9m2bRs7d+4kMTGRm266yWfCfP7550lKSuLjjz/m6NGjvPvuuyxZsuSSDt0KhYKIiAgiIiKKzVDGxMRgsVhYt24dmZmZFYrLVFEqrDjNnj2bs2fP8uGHH/qipl5McHAwKSkplzs2QQVoGm5kVPcYWtcLIttq58DZXE6ez6dhaAAjuzWiaXg54zgVpV2RFCx7RQoWgUBQ+1CpVIwdO5a3334bq9Va7HhsbCzffvsty5cvp3379nz88ce+VXVarbbc/YwZM4bmzZtzww03EBYWVmxGpiirVq0iKiqKqKgobrzxRrZv3853331Hr169yuxj9OjRzJ8/nwULFtCmTRt69uxJUlKSb8bpzjvv5LnnnmPs2LG0b9+eLVu28Morr5TansFgYMWKFciyzB133OG7PgEBAbz44os88MADdO/eHYPBwOLFF94hQ4YMYe7cucycOZNWrVrx6aefsmDBgkuOvyy6devG448/zv33309YWBhvv/12pdu6FJJckz2lazBms5mgoCBfnruqQpZlcvNzWb16NXcNvKvC081HzuXx/c7TJGdYcMkQolfTNNxIQuuIiitPsgwfdoHMI579Z/dBSKOyz6kkDoeDlStXMmDAgAqtzLyWqW0y1zZ5oXbKnJeXx5EjR4iPj6/SrAo1Gbfbjdls9gVlnD59Op988gmnT5+u7qFdMS6W2UtSUhLjxo0jJyenyvuUZdnnjiJJUoUDbxYWFpKSkkJsbGyJATDL+06/ppL81gYyrBmEzAxh2J/DyLBmVOjcY+l5LNx6gtPZBTSqE0jrekGEBGrYfzaXBZtPcCy9gqHxJck/8e+f31bsfIFAIKgFfPzxx+zatYvjx4+zaNEi3nnnHd/yfkHV4Xa7fSbK6syDKBSn6wS3W2b1/jSyrHbiwg0YdWqUCgmjTk1cuKHiQTC9tB16YXvvYs8slEAgEAh8HD16lAcffJDWrVvz2muv8c9//vOS+U8F1y5Ccaph6NX6ErcvxZmcApIzLEQF6YpNX0qS5BcEs0IEN4RGN3u2zx+Fs7sqdr5AIBBc57z77rscPHiQ/Px8jhw5wiuvvFLi0vnaQGJi4hUx04G/s/2VyI9XXoTiVMOoaMoVL1a7k0Kni4BSYjXpNUpsTlf5g2AWRTiJCwQCgUAACMXpuqFoEEzwONGZCxxkWmyYCxzk25wVD4LpJf5OUP69OmT/D1DOwJwCgUAgEFxv1M65xBpMZSKHw4UgmPvP5mJ3uknOsJKdb8fpcqNSSLiBHk3rViwIphd9MDTv74nllJ8Jyb9Cs4RLnSUQCAQCwXWHmHGqYVQmVx1cCIKpVEhsOJLB2ZwCNEoJlVLCXOAgr8DBOXMhxzMtl26sJNpdyGzN3m8q14ZAIBAIBJWkaPSk6oykJBSnGoZGpaG+sT51VHXQqCoWw6lxXQPhRi16tRJJ8jiMn80ppNDlRqdWcjTdwtfbTlV8ZR1A0z4QUMezfXglFOZWvA2BQCAQCCqJN7WMQqEQzuGCCwTrgkl5OoXPWn9GsC64QueeySkgJ99Bq3omtCoFARoVDYL1NK4bSFCABpvDza+H0tmcnFnxgSnV0PrvDOHOQjiwrOJtCAQCgUBQSRQKBZGRkURGRhZLuXJVx1FtPQuqHKvdSYHDSWpuIS63TFSQDqNejVKhQKtSEGbUUOBwse5gJeI5gX8wzH1idZ1AIBAURZZlHn30UUJDQ5EkiT179lT3kMpNTEwMc+bMuaJ9JCUlXRd5bIXidB0RqFHhdkOGxYZBpy42lel0ywRqVaTmFlY8nhNA/U4Q2sSzfeJ3yLl+0wkIBILaR2JiIkOGDKn0+atWrSIpKYnly5eTmppK69atkSSJpUuXXvJcbwoRSZJQqVQ0bNiQ8ePHY7PZKj2emsb999/PkSNHKnROr169GDdu3JUZUCURilMNI8OageYNDUP2DKlwypX6wXqigvRYbE5UF32zsixjKXQSZtSilKTKxXOSJH8n8T+/q3gbAoFAcJ1y/PhxoqKi6NatG5GRkRUOgrlgwQJSU1NJSUnho48+YtGiRbz++uul1rfby7+AqCag1+sJDw+v9Pkul4uzZ89y9uxZXC5XFY6sYgjFqYZxOasGFAqJPi3DCVArycyzYXO6cMsyhQ4naeZCJAmCdCq0KkXl4jmBfwqWfSIFi0AgqD3s37+f/v37YzAYiIiI4KGHHiIz0+Mz+uSTT/LMM89w6tQpJEkiJiaGmJgYAO666y5fWVkEBwcTGRlJdHQ0AwcOZPDgwezadSFbw9SpU2nfvj3z58/3S1Sbk5PD6NGjCQsLw2Qyceutt7J3717fecnJyQwePJiIiAgMBgOdO3fml19+KXMs8+fPJzg4mHXr1gGemZ+xY8cyduxYgoKCCA8PZ/r06X7vqezsbEaMGEFISAgBAQH079+fo0eP+o5fbKrzyrNo0SJiYmIICgpi2LBh5OV58qomJiayYcMG5s6d65uJqwmJk4XiVMPQqXQlbpeXbk3q0rtFOBqVkgK7i3RzIWdyCrHaXdgcbv48YybTaqfAXkltPSQGGnb1bGccgtS9ZVYXCAQCL1a7Favd6veytbvsWO1WbE5biXXd8oVkrg6XA6vdSqGzsFx1q5KcnBxuvfVWOnTowI4dO1i1ahVpaWkMHer5MTljxgymTZtGgwYNSE1NZfv27Wzfvh24MJPk3S8PR44c4ddff+XGG2/0Kz927Bg//PADS5Ys8flQ3XfffaSnp/Pzzz+zc+dOOnbsyG233UZWVhYAFouFAQMGsG7dOnbv3k2/fv0YNGgQp06dKrHvt99+m4kTJ7JmzRpuu+02X/nChQtRqVT88ccfzJ49m48++oj58+f7jicmJrJjxw6WLVvG1q1bkWWZAQMG4HCU/l0kJyezdOlSli9fzvLly9mwYQNvvvkmAHPnzqVr166MGTOG1NRUzpw5Q7169QCRckVQBKVCWeJ2eVEoJB64sSE3xIRi1KmQJIkAjZJwgxa1UsKk98w0Ldx6gmPpeZUb5MWzTgKBQFAODDMMGGYYyMy/sLL3nc3vYJhhYOzKsX51w2eGY5hh4FTuhZf7h9s/xDDDwCPLHvGrGzM3BsMMAwczDvrKkvYkVenYP/jgAzp06MAbb7xBixYt6NChA59//jm//fYbR44cISgoCKPRiFKpJDIykrCwMMLCwoALM0ne/dIYPnw4BoMBnU5H8+bNadWqFZMmTfKrY7fb+eKLL+jQoQNt27Zl06ZN/PHHH3z33XfccMMNxMXFMXPmTIKDg/n+++8BaNeuHY899hitW7cmLi6O1157jSZNmrBsWfHV0S+++CJz5sxhw4YNdOnSxe9YdHQ0s2fPpnnz5jz44IOMGTOGuXPnAp5Ex8uWLWP+/Pn06NGDdu3a8dVXX3HmzJkyfbzcbjdJSUm0bt2aHj168NBDD/lmuYKCgtBoNAQEBPhW0ymVFX8vVjVCcboOaRpuJLF7I/RqFXanG41SwiXLBAVoaBpuoEndQM5bbKz5XyVX17W6C5R/x5j683twVcJfSiAQCK4h9u7dy2+//YbBYPB9WrRoAXhmTaqC2bNns2fPHvbu3cvy5cs5cuQIDz30kF+dRo0a+Slge/fuxWKxUKdOHb+xpaSk+MZlsViYMGEC8fHxBAcHYzAYOHjwYLEZp1mzZjFv3jw2bdpEq1atio3vpptu8pvp6dKlC0ePHsXlcnHw4EFUKpXfDFmdOnVo3rw5Bw8eLNaWl5iYGIxGo28/KiqK9PT0cl6x6kGkXKlhVDblysXo1SrqGjREBdUl3+HibE4B+TYnh1LzUCmtBGqU7DqVzZmcAqJDAyrYeIgn5crBn8CaDsfXQ1yfSo9VIBDUDiyTPJkLAtQX/uY83/15xt00DpXC/3WUPsHz8tSrL6SJeqrzU4zpOKbYbPyJZ08Uq5vYPrEqh47FYmHQoEG89dZbxY5FRERUibNyZGQkTZs2BaB58+bk5eUxfPhwXn/9dV95YGBgsXFFRUWxfv36Yu15/YkmTJjA2rVrmTlzJk2bNkWv13PvvfcWcy7v0aMHK1as4Ntvv2XixImXLU95UKvVfvuSJOF2u0upXTMQilMNo7IpVy7Gandic7nRa1ScPJdHgd2JQadGrZRwuGRy8h1kWGwcPGeuuOIE0HaYR3EC2PeNUJwEAsElCdQEFivTKDVolMWzJJRUV61Uo1aqy123KunYsSM//PADMTExxVbLud1uzGZzieep1epKK1Ves1RBQenhYzp27Mi5c+dQqVSlOp9v3ryZxMRE7rrrLsCjbJ04caJYvS5dujB27Fj69euHSqViwoQJfse3bdvmt799+3bi4uJQKpXEx8fjdDrZtm0b3bp1A+D8+fMcPnyYli1bllfkYmg0Gt/1EylXBCWiUWkICwjDpDJVOOVKUQI1KrRKBYfPmSmwOwkN1KBVKVBIElqVAoNOidMls+NEVuXMdXF9PTNPAAeXg62S/lICgUBQg8jNzWXPnj1+n9OnT/PUU0+RlZXF8OHD2b59O8nJyaxevZpRo0aVqRjFxMSwbt06zp07R3Z2dpl95+TkcO7cOc6ePcuGDRt49dVXadasGfHx8aWe06dPH7p27cqQIUNYs2YNJ06cYMuWLbz00kvs2LEDgLi4OJ8z+d69e3nggQdKndXp1q0bK1euZNq0acUCYp46dYrx48dz+PBhvv76a+bNm8fTTz/t62Pw4MGMGTOGTZs2sXfvXv7xj39Qv359Bg8eXKbcZRETE8O2bds4ceIE58+fBxApVwT+BOuCOTPuDF+0/qLCKVeKUj9YT5hRR2puIQatx0lclmVsDhdWm5OcfAeRQVoyzLbKBcNUaTy+TgDOgguzTwKBQHANs379ejp06OD3mTZtGvXq1WPz5s24XC769u1LmzZtGDduHMHBwWWm/5g1axZr164lOjqaDh06lNn3qFGjiIqKokGDBgwfPpxWrVrx888/lxkPSpIkVq5cyS233MKoUaNo1qwZw4YN4+TJk0RERADw7rvvEhISQrdu3Rg0aBAJCQl07Nix1DZvvvlmVqxYwcsvv8z777/vKx8xYgQFBQV06dKFp59+mscee4xHH33Ud3zBggV06tSJgQMH0rVrV2RZZuXKlcXMcRVhwoQJKJVKWrZsSUREBHa7vdpTrkhyNc53bdy4kXfeeYedO3eSmprKjz/+eMmorevXr2f8+PH873//Izo6mpdffpnExES/Oh9++CHvvPMO586do127drz//vt+qwP+7//+j3//+9/s2rWLvLw8srOzKxwG3mw2ExQURG5uLiaTqULnXgqHw8HKlSsZMGDAZd1wa/53jteXH0CtlFCrFOQVOsm3u7A73aiVEo3qBBKkV/OvO+JpEVkJGU5tg8/7erYb94IR/6n0WKtK5muJ2iZzbZMXaqfMeXl5HDlyhPj4eAICKuEGcA3iNdWZTKZqfaFfSXr16kX79u19s1BXW2ZZlnG43LhkUEqgVlZ81qmwsJCUlBS/GFheKvJOr9Zv2Gq10q5dOz788MNy1U9JSeGOO+6gd+/e7Nmzh3HjxjF69GhWr17tq7N48WLGjx/PlClT2LVrF+3atSMhIcHPSz8/P59+/frxr3/9q8plqknER5loFmlEq1ZyLtdGToEDWYbgADWRQTpy8h2czsonI6+SIf2ju0BIrGf7+AYwn626wQsEAoFAABQ6XGTk2Ugz20g3F5JmtpGRZ6PQUT3Rw6vVObx///7079+/3PU/+eQTYmNjmTVrFgDx8fFs2rSJ2bNnk5CQAHimJMeMGcOoUaN856xYsYLPP//ct0rAm/empFUI1U2GNYOImZ7p1b96/kW94HqVbqt+sJ72DYI5eT6fIL0Ko06FSqFArZSwO91Y3E4USgV7T+XQvUldFIoK2owlyZP4d8ObgOxJwdL92UqPVyAQCASCohQ6XJy32HC6ZdQKUBbmAlCgMeFwualj0KJTX93YTtfUqrqtW7fSp4//6q2EhASfImS329m5c6dfwDCFQkGfPn3YunXrZfVts9n8ki16V1A4HI4yo6JWFLvdjozHemp32C+77db1DHy/ywWyjFIhYXe5OJNjx2JzogCMOhU/7DpNhEnDnW2jKq48tbwb9QZPlFd57zc4uzxZqXF65azKa1nTqW0y1zZ5oXbK7HR64rrJslzjl5VXFV6Pl+tZ5l9//RXAJ9/Vkjm3wIHTJaNVK0CW8fakVUnYnDK5BQ40yvK9t9xut8fk53AUC6RZkWf0mlKczp0753N28xIREYHZbKagoIDs7GxcLleJdQ4dOnRZfXvD6V/MmjVrqtSOn+/M921v3biVANXltX3WCjqnAqcbTqYVYHGCWwYJz8fudOGWYfqyfXy3YS9tQmXqB0KIFsqrQ/UIbEqo9RhS+gE2ff8J5oCGlR7v2rVrK33utUptk7m2yQu1S2aVSkVkZCRWq7VWKYyAL8dabeJKyux0g8XueRfZ3IAs4/UUtNnsuJGw5DtQOguLJbYvCbvdTkFBARs3bvQp+F7y8/NLOas415TiVJ1MmjSJ8ePH+/bNZjPR0dH07du3Sp3DrXYr7Pds97mtD8GBwZfV3l/ZBRxedwxZltmUnIUaJ5q/Yzm53DKyLCMBDknJwTyJVKeauAgD7esEc1uLMAI0Kqw2J4FaFfWCdCXOSCnCz8HqFwC4JSQV922PV3icDoeDtWvXcvvtt1faidbtljmbW1hsvKWVVzdVIfO1RG2TF2qnzBaLhePHjxMYGIher7/0CdcBsiyTl5eH0Wis1mXyV5OrIbPN6caaZ0Pr04pk3FbPKnCtTgtI2JxuAg3aInVKp7CwEL1ezy233FKic3h5uaYUp8jISNLS0vzK0tLSMJlM6PV6lEolSqWyxDqRkZGX1bdWq0Wr1RYrV6vVVfoHUS1faKsq2m5UV0XTcCM/7P4Lm9OFUaui0OHCDaj+VqDcMjhcMhol2FxuUnMKychLZ/mfqYQZdZh0avRqJU3CDCS0jqBpuNG/k3b3wdqXwO1A+b8lKPu+BpXIs3c5Mh9Lz2P1/jSSMywUOl3oVJ7xtogycig1r1h5iXJUE1V9D9V0apu8ULtk9i6dlyTpul1hdjFeU5WQuWpRKmQUkoRbBqVCwj8GgKdcIUkoFeUbgzf+U0nPY0Wez2vqG+7atasv+Z+XtWvX0rVrV8ATYbRTp05+ddxuN+vWrfPVqek43c4StyuLQiHRvmEwdocbt1vGJcs43J5ZJqdLxvX3jWh3yVjtbs5b7BxKs3Ag1UxyupW9p3NIzS1ARmb/2VwWbC4hOXBAqCcgJkBeKqRsuOxxV4Rj6Xks2HyC/WdzCQ5Q07iugeAANf89fp4ZPx/ivynn/cpLlUMgEAgENQa1UoFWpcDhclM8cJInPIFWpUCtvLqqTLUqThaLxReZFTzhBvbs2eNLPDhp0iRGjBjhq//4449z/PhxXnjhBQ4dOsRHH33Et99+y3PPPeerM378eObNm8fChQs5ePAgTzzxBFar1bfKDjy+Unv27OHYsWMA/Pnnn+zZs4esrKyrIHXZ2Jy2Ercvh7pGLfVD9ARoVNidMk7X3ya6vzV47w0p49mWAZfs+VhtLg6fy2PLsfOoFJBltZecHLjd/Re29y6uknGXB7dbZvX+NLKsduLCDRh1apQKCYNWhdPtJq/QgdPlxqBVoVRIGHVq4sINpcshEAgEghqBJEmY9GpUCgmb0+XnhG5zuFEpPMevtnm0WhWnHTt2+CKzgkfp6dChA5MnTwYgNTXVL3tzbGwsK1asYO3atbRr145Zs2Yxf/58XygCgPvvv5+ZM2cyefJk2rdvz549e1i1apWfw/gnn3xChw4dGDNmDAC33HILHTp0YNmyZVdD7DJRKVQEaYMIUAQUS3pZWQI1KuoH62lYJwCTTkWAVkmgRoWCC4oSeJzFi6oRRW9Fi83JHynZ6FQKjqVbikcbj0sAXZBn++BPYLdWydgvxZmcApIzLEQF6fwenrxCJ9n5DuoEasjOd5BXeGH2TpIkooJ0JcshEAgEghqDTq2kjkGLXq3E5Qb576VN+r/Lr3YoAqhmxalXr17Islzsk5SUBEBSUlKxWEu9evVi9+7d2Gw2kpOTi0UNBxg7diwnT57EZrOxbds2brzxRr/jU6dOLbHfktq62oQGhJLxzwz+3fbfhAaEVkmb9YP1NA03EqhRERygRilJ2F1uz/RnkXoy/ooTeFYzyDLoVBLmQjt7/8rh5HkL/z2eyYGzuZzOysftlnErtViaDPSc5LDiPrj8kuNyu2VOZ+Vz6JyZU1n5ZBbA4XN5vjbLg9XupNDpIkDjr2TaXW6cLjd6jRKX243d5b9cVq9RYnO6sNov3xwqEAhqDydOnECSJJ+lpDwkJSVVODtFTWXq1Km0b9/+ivcjSRJLly4FPMpTmFFLRJCO0LBw6oaHE2bSVYvSBNeYc7igcigUEgmtIzib65ldkYGUTCuOS4TekPHEuHTLMlaHC7tDJiUzn5MSHEk7QB2DlqbhBqKD9VjsLuqc78REvgLg9PoFOKIGlOqAXdSZO9NiIyOvELNZwW+Ww4Qb9eV24A7UqNCplOTbnRh1F5z7NEoFKqWCArsLpUKB5iIbeIHdhVblmXkTCAQCgMTERBYuXAh4nNwbNGjAfffdx6uvvupbhRUdHU1qaip169at8r5zcnJ8ykJ5xggQGhpK586defvtt2nbtm2Vjqk6SU1NJSQkxLcvSRIaVemKUlJSEuPGjSMnJ+eKj+2acg4XVJ6m4UZGdY/hpsZ1aBZuIEinQimBSvI3yV2MhGfFnd3hCTwmg28p/3mLjb2nc/hu1xlW7Evlp+yGnJPCAYjO3sb363eU6IBd1JkbZM5b7eTbXdhcEllWO5TliH4R9YM9SlZqbiFF0y4adSpCAtSct9oJCVBj1F1QkGRZJjW3kKbhBuoH147l0gKBoHz069eP1NRUjh8/zuzZs/n000+ZMmWK77hSqSQyMrLMxLtXa4ypqamsW7cOlUrFwIEDyzznWoupFRkZWeJK9pqAUJxqGJnWTPQz9Ny9524yrZlV2nbTcCNP9GrCAzc1omU9E/FRJuoF6wgJUKNRlnwzONweZano5FSAWuGZ3ZFlsqx2bE6XJ/iYpGCj7lYAFLiJ+WsZ3+34y9+kV8SZu2lYIKm5NmwOF+FGDUEaj8PfObONpmGB5XLg9s6mhQZqOJpu8TiDu91YbE5UCs84VUoFFpvT5yx+NN1CaKCGvq0iisVzKmo+rIjJUCAQXB9otVoiIyOJjo5myJAh9OnTxy+AaUmmumXLltGpUycCAgLo3bs3CxcuRJKkYrMfq1evJj4+HoPB4FN+wGP+WrhwIf/5z3+QJAlJkspMCeYdY2RkJO3bt2fixImcPn2ajIwMvzEuXryYnj17otPp+OorjzVg/vz5xMfHo9PpaNGiBR999JFf2y+++CLNmjUjICCAxo0b88orr5SpdCUnJ9O4cWPGjh3rc7UJDg5m6dKlxMXFodPpSEhI4PTp037nffzxxzRp0gSNRkPz5s1ZtGiR3/GipjqvPN9//z3dunVDr9fTrl07X0aQ9evXM2rUKHJzc33Xb+rUqaWO+XIRdooahlt245Jdvu2qRvH3KgSdRkXbBgH8eSYXsCNJHvNVodONV1e42FkcPMqVwyXjcLlw4olCrkRGo1ZS6HCz3tiboQXfADDM/DnJ239h3+FeHKlzK4H1WlE/NIBdp7KoE6j924HbjkGnxuvXbdCpyLLasdhcfg7c0aH+EdTdbpkzOQVY7U4CNSpGdo1h7QGP6S/NXIhWpaRrkzo0j7wQx8lb3qZ+EH1bFTcDlhYLqibFfBIIrmXsdjvgiZnjXczhcrlwuVwoFAq/WZyqqHtxWo2Ksn//frZs2UKjRo1KrZOSksLQoUN57LHHePLJJ9m7dy8TJkwoVi8/P5+ZM2eyaNEiFAoF//jHP5gwYQJfffUVEyZM4ODBg5jNZhYsWAB4THDlwWKx8OWXX9K0aVPq1Knjd2zixInMmjWLDh06+JSnyZMn88EHH9ChQwd2797NmDFjCAwMZOTIkQAYjUaSkpKoV68ef/75J2PGjMFoNPLCCy+UeH3uu+8+HnnkEV5//XU/WadPn84XX3yBRqPhySefZNiwYWzevBmAH3/8kWeffZY5c+bQp08fli9fzqhRo2jQoAG9e/cuVdZXXnmFSZMmERsby9y5cxk+fDjHjh2jW7duzJkzh8mTJ3P48GEADAZDua5fZRCKUw1Dp9KVuF2VeP2CdGoF7aODOZZu4Zy5wOccXujwOI1707KAx9dJBrRKCadbJq/QidPtyarncoPLJeNG5pSyPvtUbWjr/BOAJvIpmuR+AblfcCqlPr8qupIvdyFFF4dKrcRS6MSgvfDHTa1UkG93YHe5CdKryM63/W3S85jlFAqpVAXn9lbh3Kmu51OmvPV7Nw/3U7K85UXxmg+zrHaignQEaPTk253sP5vL2dwCRnWPEcqTQHCZzJgxA4AJEyYQGBgIwObNm/ntt9/o0KEDd955p6/uzJkzcTgcPPvssz7H6u3bt7N69WratGnD3Xff7as7d+5c8vPzeeKJJwgP97gL7Nmzh06dOlV4jMuXL8dgMOB0OrHZbCgUCj744INS63/66ac0b96c1157DZPJRHx8PPv372f69Ol+9RwOB5988glNmjQBPIuYXn31VcDzktfr9dhstnIFa/aOEcBqtRIVFcXy5cuLBYEcN26c33WaMmUKs2bN8pXFxsZy4MABPv30U5/i9PLLL/vqx8TEMGHCBL755ptiitOWLVsYNGgQL730UjFF0eFw8MEHH/gWZi1cuJD4+Hj++OMPunTpwsyZM0lMTOTJJz25TcePH89///tfZs6cWabiNH78eF++2qlTp9KmTRuOHTtGixYtCAoKQpKkyw52XR6E4lTDUBaJuK2sZPTtS+H1C9p/Npe4cAOdY0LIKzRic7qwOdwcSM0lNdeGTiWRW+jE6XKjUilwuWScbhmX299055Iht9CBAjidlc8jzue4W15HgmIbHRXHfPUaymdIdH1PIt9zOj+C1e4urHR14YSzBVFBHiXR4XKjVCjItzk5lGomPc/G4u2nWRuQ5osE/uuh9DIVnBaR/ilwFAqp2IxVUS6OBeX9xWrUqTFoVRxNt7Dmf2k0rmuoEalaBALBlaN37958/PHHWK1WZs+ejUql4p577im1/uHDh7nhhhv8yrp06VKsXkBAgE9pAoiKiiI9Pf2yxgiQnZ3NRx99RP/+/fnjjz/8ZseKjstqtZKcnMwjjzziC8UDnqTMQUFBvv3Fixfz3nvvkZycjMViwel0FksrdurUKRISEnj55Zf9UpF5UalUdO7c2bffokULgoODOXjwIF26dOHgwYM8+uijfud0796duXPnFmtLlmXsTo8VpmXr1r7yqKgoANLT02nRokUZV6vqEYpTLaToKruj6Z4YSAFaJZIE2fkOYsMM1DVqiQkN/Dv8QAEutxun7MZZivXQLXuUqdwCJ6DjU+7gU+6ggeI8/ZQ7SJC20UlxGMXfxr9o0hit+InRip8446zL+uwb2cQNHC1ohyFAy9F0CxkWG/WDdUQH68mzOdmWksmaA+cw6dV0iA6uMgWntFhQUDzmU1kKWE3mYtNmSbNuAsGVZtKkSYB/eovu3btz0003FZst8c5iFK3buXNnOnbsWKzus88+W6xuZZfMBwYG0rRpUwA+//xz2rVrx2effcYjjzxSqfa8XJzSQ5IkvwUtlR0jePyWgoKCmDdvnp/JzDurBx6THsC8efOKhejxmjS3/n977x0nx1Xme3/PqarOMz05aJSz5CA5SRYGA7ac4O5i4AUWfF+8pL14MbtgLsFc4t3AXliMCb4277ILu7BLMOBlwcZJxja25SRblqxkZY2kyaFzd4Vz3j+quzUjjaSRPNKM5Pp+Pq1pdVdX16mqrvPUE37P2rXccMMNfPWrX+Waa64hmUzys5/9jG9+85ujlm9ubmbatGn86le/4qabbjplUgu2q+jLlOjP+qHYVPHQ/qpcq0eKYp4uAsNpijHRLVeORqXKrhLyGpn/c/70JL9+4QCWKVk2o5687dE5mKcihXQiP/Vu3ci/qWv5N30NjaRYLZ7lWvksl8rNGMJfU4fo5wZ9LzdwLwP5etbaK3jAu4hieDmehuf2DuG4HranGMjZdNRF0dPrqnlRWvuhw7ApealzmM6hPLMa48fYqtEc0oIau8IuGjLoSRfPWM2nIHcrYKoQCoWOeK3SY/RULPtqkVLy+c9/nltuuYX3ve99YzYtXrRoEffdd9+o15577rkT/q5QKITneSe1nZV+cYXC0QV9W1tbmTZtGrt27eKGG24Yc5lKPtf/+l//q/ra3r17j1guGo3yX//1X1x77bVcd911PPjgg9TUHLqWuK7L888/X/W8bdu2jeHhYZYsWQLAkiVLePLJJ6vhQfBDtkuXLh31PZmiQ7bkYpfv2O0Rd+6Z4uiE9Vez/06UwHCaYpyKlitHY35LDXPflDjCEwHwUmeqGso7r6OO/qyNth3sEedlxV9xNENK4IfxXE8jgS6S/ISr+A91FU0yzdXGC1zF06wSm7CEv+JGPcR/cx7gv/EAuXyEJwvLecZayRPiQvrsKEVHsbsvx5qtPVw0qx4Q7OjNMpS3cTxF0fH44ZO7+e+Xzhq3UXA0LagKZ7LmU5C7FRDw6njXu97Fpz/9ae64444xk77/x//4H9x22218+ctf5qabbmLDhg1VEecTaQUye/ZsHnjgAbZt20ZjYyPJZPKojWdLpRLd3d2AH6r73ve+Rzab5U/+5E+O+R1f/epX+au/+iuSySTXXnstpVKJ559/nqGhIW655RYWLFjAvn37+NnPfsYll1zCvffeyz333DPmuuLxOD//+c9573vfy3XXXcf9999fzbuyLIuPf/zjfOc738E0TW6++WYuvfTSqiH16U9/mne/+91ccMEFrF69mt/+9rf8+te/5uGHHwaoeuIcT+GVe6wCGMah/TmQHT0/zp49m2w2y5o1a1i2bBmxWIxY7NRECAI5gimGKU1iVoywCE9Yy5VjUcn/WdxWy4yGGFKKI0r8NZrGuMW0ZJSwKYhbklhI0hi3fD2o8ll0+CVC4CuPw6GcKI3f5XqYJPeaq/lLPs8K+04+532Uh70LKepDF4q4KHI1T/NF59vcW/oA/5/+33zQfIB2+jgwVGDtzgGe3jVAX6ZIxDKIhw3CpmRLV5rbHnqFJ7b3jUtO4GhaUHB8zaepLF9wtD5+Qb++gIDxU5n4v/71r5PLHdlKas6cOfziF7/gd7/7HcuXL+fOO++semxORIfoIx/5CIsWLeLiiy+mubm5WoE2Fvfffz/t7e20t7ezcuVKnnvuOe6++27e9KY3HfM7PvzhD/ODH/yAH/7wh5x33nm88Y1v5Ec/+hFz5swB4E//9E/55Cc/yc0338zy5ct56qmn+OIXv3jU9SUSCe6991601rz1rW+t7p9YLMZnP/tZ3ve+93HZZZeRSCT4+c8P9TC9/vrr+fa3v80//uM/cs455/D973+fH/7wh9Xtd8rhDa39NBCzbIBWKr014JavW5Vr9ute9zo++tGP8p73vIfm5ma+/vWvH3NfvBqEPtkg62ucdDpNMpkklUodkTj3anEch/vuu4+3vOUtR73jOB1UQjwb9g/z8sEUhhTkbY/aiEmq4GIZAqU1w3mn3LbGN5Ak4OpDVvnhEejKTYOUolyN5yPQNIZsLnI3cJWxjivkCzSI7JjbtkXP4lFxCY/LFbhN5yCkpDtVBPzQ2nDBoSke4rrz2rn23LbjelUO98xEQwYF26MrVaQhHhrTM/NqQ2Cn+jh3Dub51kOvUBezxvSkZYoOw3mHT1618LTkbk2V8/p08loccyaT4ZVXXmHJkiWn7I5/qqGUIp1OU1tbi5SSv/u7v+Ouu+46QrvobOLwMVcYqeCttfa9Rtq/7luGHJcXruB4dKcKOJ5GCsERH9HgKkXYNJhWFzmmovhIisUiu3fvZs6cOVUl+AonMqefebGHgNNGJZTXOZTnh0/uZldftpqsF7UkOdvDlAINWIbA1aA8jRBgCYGn9BFGE/jhOwDt+XIGEqqq5Dkd4SF1CQ+oSzDwuFi8wlXG81wl1zFLHqpAWSL2soS93KR+SU9fM0+IC/mDuoCN1vkY4Rpaa8LkbI/n9gzSlSoeNyR1eM5Xd6qAp2BaXZQrl7Qwt2m0JsiZEAI723O3AgLGy8lO4OPlzjvvZMmSJcycOZO1a9fyjW98g5tvvnnC1n8mUnQ80gWHkqtQ2jeAwqb0dQSP02POECAQaO1L42jtS+II/FYXGu0n13NoPjmdBIZTwDGRUjCrMc5/v3QWP3xyD/sG8piGxHb9szVXcv1GwAhC0tdzAoiGJHnbo1LwMJaYpm9wgeMdWsbxNKYJtgseBs/oJTzjLuFv+e8sEvu5Wj7PVcY6zpe7qutp1X28Uz/AO3mAom3xvHMeT5sX8YxxEcnoIvYO5Lj7+f18+upFmKZ/ZzRWlVnFUHxyZz9rtvTQlSrSnS7y6xcO8FJniqvOaSFqmWRKDv/5wgEGsjYLW6eufMHZnLsVEDBeXs0EPl62b9/O3/7t3zI0NMTMmTP51Kc+Va0gfK0ykC3hKo1lSCwhUVpTcDwcT9GYCB9z31uGxJAC19MgNJVAnRQaQwpfeFkKTCkwJuESG1wxpxgD+QE6buvAUx6db+qkLXnqxbzGw0iPzIudQ3QO5nGUwhC+SeQojSkl0lCEpMT2fAVyie+NAspJflRDfJ6iqlJuCBDleLaFwBQad5SlJdiuZ/CKN4M71dtpYZAr5Dquls9zqdxCSPhek4hweD0v8Hr3BXD/id2vzOBp8yKe6r2If/Qc/p+Vc1AKfrmuk519WTwN9VGL+S01XHNuKwD3v9zNYLl6L2oZ9GaKrNnazW83HGR6fQRXaXb25mipCdNcE6IhfiiPYaR8QedQHinEpEkAjNTrSoTNUXfYldyt8zqSQb++gLOWouO9qgl8vNx222185StfOSJs9Vrkxhtv5C3v+DMKjn9jVrnsGEIghUHJ9Q3ZsHl0r1/FyEVUvE2i3HBeUePlAbCNGsKmxDJO//4ODKcphqc8Sl6p+nwqMbIKL1NyyBZdYiGDvO0xmLNZt2eQJ3cMMJi3iZgmAmitDRMNmeRKLgeGCwilSUZNXzSz4GAaAonGMCSO44EGLfzqCXeE5STK/+iypHkfDfzEu4qfqquIU+R1ciOrzZd4Ay/SKoaqn5ujO5njdPJe/pPcC3Fe3nwxj7OcJ71l5Kx6wqZBpuDQn7M5MJwnYhnVZOqhvMOWrmG60wUGsja2q0gXHZZ1JP0E97zN+s5hls+oG2U8RUMGO3qz/PDJ3aQL7qRJAIyl13V47tZY/foCAs4GtNakCw6u0ic9gQecOI6nKLmqHA4d/Z4oh0lLrsLx1Ji5SZXjBlATNsnZHkodSuuorDJk+F7DyTh2geE0xQib4TGfTxWOpcJ99dI2ntzZz0+f3cdAtkR/pkQ0ZFZ/PK21YVIFF8fz7xxMIQgbBpGIpOAo33ASoJT/45HikEeqEue2ZLnEV2tM6f+ICkR40LuER+UKlFLMV3u5Qq7nCuNFlosdyLJeVFznWFl4jJU8xqcQ7FLzeUFfyFp7GbucJWx3PPIllxVzGhnKO6zvHCZfciiUNRjCpm8sbe3OIIQfmsuWXHb25aiPhao/4K7hAp2DeYSAec2JUflPB4bzvOW8dppqwoTlofGdKo6l1zVWv77JJhDqPPOp/A4mu+7o1U7gASeHp0FpjSXG9gRJAY7WY+Ymaa3J2x75cv6sWQ7ZFRyFp5R/V13+XM1JhFon6pwMDKcpxkgJgtMhRzCRSCl4w4Jm2pMR7t/YzX0vd9OTLpKMWrTURpjbFGNnX46DwwU8pamtt5BCkC44OJ4fxw6ZAtfzjSchISQFibBBuuiW3zewPYWUgmTYxPE0nudR0BrH1Sgt2MxstqvZ3KXfTq1K8SZjA1cYL/IGsYGk8MtlJZr57nbmu9t5Nz8nX4jwkrWMJ/X5GPkreTZdT8F2MaUkVShW73iU1vRliiQi/rYnwr6HKlN0qY1aKKV4+WAay5Cc35Gsuu1rIha2q3h2zyAvdQ4zszFO2BA4g4LFvVmWdNSfsuNyNL2uqWaQBEKdZwemaaKUIp/Pj1KuPt28mgk84OQxBEjhp2MYY3iDlPbfr+QmVRL3C44iX3IpuYqC4/k5TJ4ibEoSYROltW/4lDU+TyZEl8/7Yb5XW+F6Zs3MAWcE81tq+Ms3J1g2s46fPruPXMllblOcWNikPemxf6iAEILFbTWELYNXujPkbRfT0NSETUKm4WtAlXOlPKWoiVjUxSwE0J0qEjIkNRGTVN4lFDIRQuEoheP6Bo4W/kVziFp+xxv4L/f1oDwuFNt5k7GeK4z1LBb7qtsco8gq5xlW8Qxs/ScOilaeMy7gUfdcerzFZIlVNUWKrqKULaGBkqMARd5xEQJ29mVxXMUFM+tG5ToM5mxe2p+i5Cg8Q9CcCGMIzQudgn97eh8feoN5So2D4/XrO1Em2jN0JlQpBowPwzDIZDL09fUhpSQWi01KOMVxPZRjY3tizHNTKY1SGqcEwnt1HielFLZtUywWXzM5Tkcbs9YaqRwKJc+/lo/Y9VqD7XpELAPPEaQKimzJpeh4lFyFLid9ozUeAldrSlIQsySGIX3ZG9fPZ3VKRYQanwmjtSafz9Pb20tdXd2rVpUPDKcpxsi8pqmW43QijPQ+VbwIvZkSYdPg6qWtaGA475AuOMxsiHHBjCSqdydXXb6cZDxMPOznSG3tyfDcroFq7lQlGdBWmqGcjV1uPJyMmJhKoJWLo8rhPsCUfjK67WocDJ7Ti3nOXcy3eS9zw1ku9NZzmdjApfolGkhXt3+a7uFt7v28jftxLcl6PZ8/qvN5ivPZpOeQ9wz6MyUilkRreHb3IPOaE8xtSqC0JhG26M+WCBmSeEjy8oFhBrIlYiGJ4ykc5SGkIG7CgaECD7zczdw3nRlNhCfaMxQ0WT77yGQyLFy48KSb2E4EWkO25GC7ulqgMhLH04RMQSFsHakTdMLfpSkUCkSj0ddMvtSxxux4ilzJxVO+IVTOrsBTGkNCPGwyAOVltN/rVPtSNkr5z0cihSBiST99o+R7jTKZ7AlfD+rq6mhre/UFV4HhNMUousUxn5+pHKuty8jXWuIm99+/k4tn149yo85sjLN6cStP7uznnx7fxfbeLPGwQcnVOEoh0KAhW/IATSJi4CpBtuQSkpAo5yHpEblSArBdzW5Rww7vMv5DXYZEsVjs403GBl4vN3CR2Eao3AbGFIqLxStcLF/hk/ySjI7yjFzMWnUOTzvn0B+fR300RDxssqgtwTO7Bzg43I8Q/oUiW3QZLvgioaIszPDw5l4SYYNcVhB2cuwfLtJeF+X65R1T2jg4FZ6hU91kOcibmhxaW1tpb2/HcZzjL3yK2DuQ49cvHCBVcGiuCRGxDIqOR1/GJhm1eMeFHSfU1/JoOI7D448/zuWXX/6aETo93pj3DuR4Yns/nYN5bE8RMiQzG2NcNr+JGfUxfvrsPl7pKRKzJJu60kRMias0vZkSxXK+q5/I718HmmvCtMcl0/ueAeADH/jACYWCLcuakP6FEBhOUw4pJSEjhFLqrHH5Hi1MNPK1Y11cpRRcNq+JP2ztpTtV9BM7HY+c7VdWWIYoV89AJGQhBeWkUIGrNI6nq0nYI/vrFR1V1ZfykGzSs9nizebf5PUIO89FYguXyw1cLjcwT3ZVt6dGFFhtvMhq40UAht0aNgydx4bcMh4+cB6OnoarIBEx2D9UJFt0UBpCFRkGDUN5P+lcarCLLgWnxD8+uI2XD6T4sxUziFrmlJvoT5Vn6FQKdQZ5U5PL0Zryni4WdUR4lxWqngMl1yZsGsxvmdjiCMMwcF2XSCTymjGcjjfmRR0RFrQ3VG9aopafgpF3PF7uybN2T5qhvM1AzqYvU8IQmrzjh+t8YWVf4sa/fmuGShA1ojQW/DkgGo0eof59uggMpylGU6yJ7Gez3HfffTTFmiZ7c6YMB4YLDOcdLpvv7xPbU1jlydlRmqLt8NL+NHUxi3Paa1m/P8W+wRw526t6myzpu3ztEdmgIx3CAt+dXHQ10XCcR4sX8Ad1ARKYZfaxUm/kdXITq+QmmsWhsF4dGS53n+Jy9ynAl0pYJ8/lydxS8t5SCrIJ5YHt+ZWAlvQNqLzjIYGEAZGyMOeaLb2s2ztEc02YkCmrE31FfPPwC1A8ZNJeG6GrbFicSkNroj1DFU9Qd6qIpzS5kp9gfzgnK9QZ5E0FwJlTHHE2UrlpfqU7w78/vbeqnVcouWztzlAbNUlELAwJuZI6lKiv/LBd2JTEQoKc7dGcCFNXG+fP33XLaWkRdSwCwyngjKDilZgWjvrJg4fhKou+rEMiYtKbtZnXHCdfcinYeUwJCEFN2PBznTwPwegeeiETPN87jKc1rqcJW4Ki47eNOaCa+Zm6gl94V2AZMI9OLhWb/IfcQq3IV9fVzCDXqse5VjwOJuzTLTwjl/CMWswLejEHRAtK+eq3Csjari/O53ikXYd00cFxFRfOqqPoKB7e0s2vX9xPUyKE0pAruiCgKeEbVyVHEbbkKEPrVHhUJtIzNNITVHBcOgcL7O7LsWJOPY2JQ3eRJyvUGeRNBYxkoosjAsbPw5t7+OaD2+jPlXM+Lclw0aXg+NdhgaDkqlHVjUqXpWYcRciU1MUsQJMqulOiRVRgOAWcEYynfUhTIszbL+xgQ2eKnX1ZaqMWVtogYlEN2YVDEk05fKd8dXJT+t23VVnvSWjfeIpYBna5gsOQAkNX5P412/QMtugZ/Ku4loihme/t5lK5idfJTVwitxETpeq2zRS9zDR6eZfxGADdup5nxWKeVYt5Vi1in5xBxBSkCm5ZrE+xe8D33DhepceWpnMwR8gwkBLCpkGu5CKEoOB41McsLpxZT8QyjupRebW5PhPVwmVHb5afPLu/6gmaFvIV2p/bM8Rjr/Rzyex62uuir0qoc7zesclWdw8IOFuoXF8q4siJsMn6/cN85+HtDOcdQqZAKe0LCRdsPAWpoku65HL4L07jyxp4SuMpTWM8TLbkIAVTokXUpG7B448/zje+8Q3WrVtHV1cX99xzD9dff/0xP/Poo49yyy23sGnTJmbMmMEXvvAF/vzP/3zUMnfccQff+MY36O7uZtmyZXz3u99lxYoV1feLxSKf+tSn+NnPfkapVOKaa67h//7f/0tra+spGOWJMZAfYNbts3A9lz1v2jNlWq5MNuNtH3LZvCYum9dUnTj/45l9JKMmBUdxcLjAcN4mX/L8nCNTIJVG+/nlyHJjYg2+grmG2qhJ0fYlEYT/ZSh9qOmkaYCtBC/pubzkzeX73p8QNzyWy51cpF7mdcYmLhDbCYtDd0ltYog/Ndbyp8ZaAIZ1gnXeItaKxTwrFrPJnY3CoOi41VCiAGyPqrcsLzyG82Aakhn1UXIlj23dGV43r4kFLYkjPCoTkeszES1clIaHtvQe4Qma0RAnFjJ5ds8g27ozFB1FxDp5oc7xeMemgrp7QMBYTKWChrG2BWD/UIGDOf9vyS3w6xf3s2H/MD2ZEm5Zl28wV6LgKmrCJrGQiac1qbxNaUTBeLmzyhFIIQiZElMKPKWwXc2ceosf33U7AJ/4xCeIxSbHiziphlMul2PZsmV88IMf5B3veMdxl9+9ezdvfetb+ehHP8q///u/s2bNGj784Q/T3t7ONddcA8DPf/5zbrnlFu666y5WrlzJ7bffzjXXXMO2bdtoaWkB4JOf/CT33nsvd999N8lkkptvvpl3vOMdPPnkk6d0vOPBUx45J1d9HuBzou1DZjTE6KiLsulAmpcPpljQkmBuU5x0weGZ3YPsHcxhSkEiYpAtuTiexhDgcihcZwiIWgbJsEUkZJAvuQwXXYq262v/41d8OCPkv6WAojJYJxbxlLeQ73jvIIzNMrGTy8ytXCS3cQHbiI/wSNWJLFeKdVwp1wGQ02HWqYU8rxbxgl7AejWPLP4FQpcfqvzEVYo9A3nCpiRVcNDAOdNqR+UblVzviFyfXMnh2T0DbOpK8b4VM3ndvKbqvjvaRXsiWrgMlWBXITemJ6gxEeayeY0cHC7y7ktmMK85cdITxvG8Y8dSdz8V+U9KaToH80fs06k0Qb7WmKr7fioVNIy1LXVRCwQMZkvs2S957Ncb2TNYxHY9bE+VOzwIbKWqBTgl1yNkShxXURrdhBQ4Mte04lkKW4KC7dGbKTGjPsafnjeNe9b7hURKqSPWc7qYVMPpuuuu47rrrhv38nfddRdz5szhm9/8JgBLlizhiSee4Fvf+lbVcLrtttv4yEc+wgc+8IHqZ+69917+5V/+hc997nOkUin++Z//mf/4j//giiuuAOCHP/whS5Ys4emnn+bSSy+d4FGeGFO95cpkcqLtQ8aa6OMRk8VtCQ4OF7A9RXvSojZicSBVwHZUxR4qd+eWhE2DNy9u4c9WzKAnXeL7j+/k5f0pTClIF32Dq/LztQzQ2vdaOSMC9iVCPKuXsFmeyz8LQa5Y4hyxh0vkVlbKrVwit1EvstXl46LE5cZGLjc2AqC0YJuezotqAS/oBbygFrJbt6F9MQaU9qtOhNLsG8wzmC1x3vQkntKkijb/9eJB9g7kmN+cIBE2Gco77OjNMpQrMVRw2Nuf47rz2rn2XN+7+cDLPezozTCYL2E7mrpYiNcvaOQNC5qZ25R4VS1cSh4UPY/YUdztsbCJaQjakpFXlZNyLO/YsdTdT0X+U3cevv/H3ewZKIyaCBe317C1KzMlJsjXGlPJODl8uyaroOFwQ7Jge/zr2tHbcnA4z0NbegC4eFaSqAHb+/Kki3ZZasWn5Bxq0i4B19Nkyh0ixhJqF/ihOS1AKwhbfpucXMnDVZppdRE+fuUCFk5LVj9jmpNnvkx+sPAEWLt2LatXrx712jXXXMMnPvEJAGzbZt26ddx6663V96WUrF69mrVr/bDIunXrcBxn1HoWL17MzJkzWbt27VENp1KpRKl0yEuQTvtVVY7jTKhOiR5Z8eXpSdVAOZ1Uxnm88c6qj/Dhy2ZyMFUkV3KJh02mJSNIKcb87Kz6CP99xXQe2tLLrr4cJdeX8H/zomY2d2XIFBwsU9IcD1F0/L5VYUsypynOgpYEVyxqZtXcRqQUzGmI4rmz+D8PvELR9o2mkuuVe+EJTMN3KXvqUHKjIaheQAqOhyUFUhpsFfPY6M3jn723INDMFwdZKbewQm5lhdxK24hGxVJolohOlshO3scjAAzqhG9IqQWs1wt4yZ5HnghFz2YoB13pIvUxi6/9bgs7+3OEDUFfpkTElNVKw5qIQYsZIlfyeHb3AJsPpgC/+fJgzuZgqki+5OIqeHBzN02JEK+f18QHXz/rhI7ByGMckuDais7BLHXREDURc5T4YK7oYklBWB7/XDgeVyxqZP9Qjm3d6fKF329Ivasvh+16XDAjCWjUYZ7d1poQr3Sn2dufYXr9+BPSx2LrwWEe6xYk7GE66mK0hUIUbI+ndvZxz4v7aa0Ns7AlUX19w/4h9g/leP+lM5nfknhV3z1ZjPe3PF6U0mOeayfLjt4s//b0PgZzNtOSkQnZ9xMxZqU09204SH+myIKWeNnYV8RDknlNUbb35vj9hoP8xRvmTLhnbEdvtnqNLLoeYUPSn7MBuGBGEiEEWnscHC4QMgRaaw4MFegtQNHxiFom6aKLFBCxJEJoyumhKHxRy5Ge+ZGMlIgR+A3e6yImpinJl2BRY4yv/MkSFrXVYtt29XOe503o/Hgi6zqjDKfu7u4j8pBaW1tJp9MUCgWGhobwPG/MZbZu3VpdRygUoq6u7ohluru7j/rdX/va1/jqV796xOsPPvjghMZZi94h0ctHHnmEiDE5OhWTxUMPPXTCn9kwjmVmaEhIKBkQllAfhsXt8EyvoLfge26aw5AMaebUaDrieerpI/XKbu5/5dB6lIY5lmB3QTAnCt0FSNtga0HJO1SpZwBhA9yygnnUAENCzFCEDMg6kFECW4NGsF13sN3r4CfeakAzQ/RxkXiFC+V2LpQ7WCz2YYpDrukGkeVK40WuLGtJeVqwVc/0jSg1l/XeXHakO+hLF5HCVyi3DdjvgKs1dZbAKfjbmXFgyMmyseAbeRIouODhN9T0Q5fQkynxm/UHeGzLflZ3KFa2+C51gPXaD8OVPH/c9eFD71XozsNLA4LNg73kHIgagpqQpjUKCcvPdeguwIy4Zv1TnWyYgLlhtg3pjODlXoGr/EKAmKGJuIJcX47t/Ud+RmnoLcD9D3cy7VVoIyoNDx8Q5BxBTbqXroz/utbQm/G/g2KGRLH/kPGoYXM33NG9lys79BH7UI1jP08VTua3fDjdedgwKOgpHDp+rVHN+Q2atpO47FaOyf6coC0KXekRbx5n34+Hhx566KSP0UARHu+UJEzYkT7y/aILj/V2Ex/YSuMETgvdeXis2z9P60O+bMveAuzMCCKmhkw/Ccsf0+6MwJL+cdidzeMqgeO6FMt5op4G2/FOqP+fxL9uehqkhripaTaLFFxojmpW1xXY+cIT7MQ3lio88MADE6oRVuljNx7OKMNpMrn11lu55ZZbqv9Pp9PMmDGDq6++mtra2gn7nnQxDX6Ehje+6Y001jRO2LqnMo7j8NBDD3HVVVedVgG5D5zE3eziEXessy2DXX1ZdvTnKdgeGoiYgljIwFMaqSBuSuJhk/qYScnVLG6rYdPBFLmhAtJVWKZACD/+79+UCTp1K526lf9UbwD8Xnrny11cWDWmttMwIrxnCM05Yi/nsJcbyteSnA6zSc/hZT2XLXI+m5nPoGjCU4KUJwlL6VetaMXOvCDvjM4ZKKs4+DkHZekEDxiyBfd3hQi1tPPei2egteZXLx5kVy6H0pq6mMW8RIKrlrQwvyWBUpq1uwa579l97Mv0cNG8Vrb25MkVXXICBoRFU2OCgqNYOi004d6Wwz0WSmm++4ed1McsEpEjL4GZokss73DtlfNflcdp/1CBPzz0CvVOF/PmzcUoNyVNFxz27B6iI+ZP5K3T6xHC1/kKGYI2IFVwWf660d9f9QoUchQ9j4gwmJuIV/fzVGGifss7erM8/fQ+3Bqb86Yfyqc7mCqyJxTi8otP/DzZP1TgsTU7uHD62Me+vegynHeO2PfHozLmuctfxx+2D57UMdrWneHZR3cytyk+puSKpzS7+/OseN1cFrVNTLhOKc33/7ibGifNhS1xhvIOO/tyDBeLKFki78HOokmrFSGlHPK6hKkFppbYKEqui0Iw0mdbuYpUxIWPhgDqoiaW6fckzRddEIKGZITZ05PMb06w+rD9ViwW2bjRnyCvuuqqCRXArESRxsMZZTi1tbXR09Mz6rWenh5qa2uJRqNVldqxlqn0p2lra8O2bYaHh0d5nUYuMxbhcJhw+MicI8uyJnSi90aUG3jCe82o0FaY6P05Hua0hE5o+SUd9XzoDWY1R2J6Q4yaaIiDKV/MUQq/D1bEMuiojzKzIcbu/rzfl0kroiGTec0JulNFHEAKSciQSCj3bfIr9zx96OKTJ8LTailPs9S3XtDME90sF9urhtRC0YkhDl2q4qLECrGVFWytvjZsxNkk5/KSnssmZx4vuHPopgE5Vhdz/2uqeV+Vq6AUfqPjP+4YYM9AgZ50kUzRJWQKwqZBtuQxmHfpydhcsbiFLQfT3Lexi95MEccWDO9LI4Wg6CpcT1Vzxd5+wfRTlmMy8hgrpVnQWusXDURDR1QH9mRszutIMqup5lWFREqqgK00IQMMQyKlb9G62u/PlYhZ9GdKvHQgTam8L0xDkoyahE2DkjrUxX1Hb2aUhEPUMujNFHl2zxA7+/N87M3zWNg6cTdwE8F4fstHS9BWSvPItgGGCy6L2mqrx8gyTWqiIbb3ZvnDKwMsaq87oWNUOSbxSGjMz8Ujgr6sPWrfj5fuPDz9/EGGC245NGySt122dGfpydjHzU9KxiPEQhZFV1MzhlGXsx2iIZNkfOLUyTsH8+wZKNBRHyNVVGw4kKFgu0TDJpFy0Ux/1iFb8qiLWbhKU3AUSh+apySjDSRP+ykKkkMe7MONKSkgFjIIWQaGAKUEQgimN8T4zDWLWTqtdsxk/ZHpMkKICZ0rTmRdZ5ThtGrVKu67775Rrz300EOsWrUKgFAoxEUXXcSaNWuqsgZKKdasWcPNN98MwEUXXYRlWaxZs4Z3vvOdAGzbto19+/ZV1zOZSCkxhOF3mD5LWq6cjYylRux5ir//vW+kREMG9TE/8VwIQTIaYvPBFL2ZEj3pInVRi2XTk+ztHiAcj+B6fm7AUN5mOO/iKVWu6vNbDtjl8l7L8IU8HQV77XZ2qnZ+pS7HklAjCyxWuzhP7OJ8uZNlchfTxehYVJ3IcZnYyGUVt6YJvbqOjWoOm/UsNqtZbNKz6dTNaN9kQuFrWwHVvlGmFBRLDuv2DqK0YHZjlETYwlGKVMGh5HrkSg4v7BtCAAdSBZSnybuQTZcImZKOugiWaTCccyg6HudOrz0tibkTUR04HiqVfcOHFceGDIlpSIZzNqmCX8dZHw9hRUwcT9OdKiEF9GVKLG47UsxzKO+wpWuYobyN6yl29eX4m5zNF9+6lIUT5Ik4HRwrQTtsGqekf+FEaZEdjlKaDYMCt8YeZeidSMHBRMh9nCgV2Y6IGWZ95yDDeZuGmEXIlKRNSdZ2EPiad/2Z0qj2VdWxj3hebWE1IsfTkALP00RCfi86raG2nMPkuIqipym6ivp4iFuvW8LqpUeXBZJSVvfLZM6Pk2o4ZbNZduzYUf3/7t27Wb9+PQ0NDcycOZNbb72VAwcO8G//9m8AfPSjH+V73/sen/nMZ/jgBz/II488wi9+8Qvuvffe6jpuueUWbrzxRi6++GJWrFjB7bffTi6Xq1bZJZNJPvShD3HLLbfQ0NBAbW0tH//4x1m1atWkV9SB33KlcGshaLlyBnC4GrFSmmXT63j5YIpZDbFRF776mEVzTZiLZzfwtuXTqIlYZPJF/vbuJxCJCEVHkSn57VTcsEYIk5kNUZJRi4LtMZCzsUyJIQSZkktfukSlGteUICUMu1Ge4hye4hwqvvNG0pwvRxtTzSI1ahwtYtjPl+LF6msZHa0aUv7f2eykA1v7yUiepxjIedU7yu50iZjlUhMxiVgGA9kimZKH4ymkEJQcRTlSRdgUOJ6mK1VibnOcjvqIH9ba2ssb5jePmlhOVcn4iVZongwddVHmNsdZ0+lPfBVqIiZ1UZONB30ZiZaaUHUSCBn+8TSkZENnapQmWXsywlDeYX3nMAXbJRGxsCImIdNlZ2+WO/6wg49fOf+MqMg7XvXYGxc2n5L+hSdjnIznHDyYKtJTEJw3/cQNvZHrP39GkgPDp9agH0k8ZGK7ise397FvsOBrxNkeUcsgZEq00igFLgpX+deZiu7dWIwMz4myV8k0BO3JKHOa4mzpSpMpurTWRii5HnnhYQvFtLoot1y98JhGE0AsFuNLX/rShI3/ZJlUw+n555/nzW9+c/X/lRyiG2+8kR/96Ed0dXWxb9++6vtz5szh3nvv5ZOf/CTf/va3mT59Oj/4wQ+qUgQA73nPe+jr6+NLX/oS3d3dLF++nPvvv39Uwvi3vvUtpJS8853vHCWAGRDwajieJ6MxEeZdF0+vTmxOjcUb2zSl5gZ29+cZLthIIZnfkuDtF04jHrJGlQY/tLmH7T1pXjqQIh4xmdkQYajgMJRz8A4r861cwAao5Y8s5zFvOaoc4mtjkGVyF8vlTs4Ruzlf7qJO5EaNpUYUWCl8uYQKjjbYoTvYpGf7BhWz2K6nk5a1KK0ZyNv050qY0s9ZcMq9+UxTYhrgepWLqiBk+v0G+zIl2mojxMMmXaniqInleCXjr9aoOtU9zKQUXLWkhac3bmN7b46O+lj1fPCUf4wiloGjNJbwFeKzRZdY2GRBS4KdfdnqthVdj6gVYUuXbzQ1xA+FGONhE9v1GMiVzog2MuNph7Nu7xBhQ064Z+hEvY3jlS3IlatPo6Gxk5WPZugdTSepPRlhOO+ctEE/UsU7XfAbigshmN0YQwpR7XOZK7n0ZUocTBURQDQkcRWkiw6qrNqtAbviVlK+6K8zwot6eC6TWTauWsr9NmsiFhfMrKM+FiJd8NtFNcYsUkWner1750UdUy7UfCwm1XB605veNOpO7HB+9KMfjfmZF1988ciFR3DzzTdXQ3NjEYlEuOOOO7jjjjvGva0BAePhRD0ZbTG49g1z6M25x52857ckeH7vIJnHdtIYD9OWjDCYs3liRz89qSLKVdUefJVflRT+XWLFOyUQ9ItGHqGRB91LystpOujnXGMP5xr7WKT3sFTuPSLMZwmPJWIfS9jnl+OV6dNJtnsz2C5m8IqezitqBjv0NIaI4ZUrodAS11No/PY3IVMihaZgewzlbdrrohjl1icw2iPRVhsmoUzSRV+088BwniuXtI6pgXTVOS2ETYPd/b4hOLcpzvT62FENiVPdw2x+S6JsHNdW88HCpsG5Hclq9/fhgkOu5GJISUtthHnNcWqjFnv6c9VzImL6OU1DeZtEOfxbwfEUpmHQnoyeVPjqdDOedji96SLNNWE6hwoTHrYa72/0RDSV4mETU/oGnTWGvlDB9ggZknTBYWt3+qg6SXnb9Uv+TcmlcxuZVhc97jkMo71WfZkSL3UO8+K+IbZ2Z3xhXO03zDWkoDZq0VEXpTEeoj9rYxqQjFp0DRcpuR7gy6pUakViln8j5Cn/eqLLRn/FYIqYEk8rTCkQUvrXIK3xNDTVhFnUWoNlSLb3ZpnZGOPG182qNiyfSsKjJ8IZleP0WmCoMMScb8/BdVx2vXkXLVbLZG9SwAlyop6M8U7esnzRC1sGLbX+pNOYCPOGBc08v2eQnX1ZXK/i0/FbyhhS4HoaVTaRQobv5TANyXDev6AqBAdppstr5o9yJY6n0C7EdZalci9LxR7OkXtZKvYyXxwYJYsA0CxSNIsUr+Plcia5z37dxDY1g11qBruMmWzwprFDteOqMF45UcL2/Cae7bVh8raiO1UkbEp+/lwnewZyxCzJC/uGyRQcPO3nee0oeyTmNCWYVndownl61wD/9dKBcgKrh9CQjFlcOreR962ceVIhrIkIFY5lHGutuf3h7SSj1qH9YMiyrpUgU3SqHpVKeGntrn5cT2GNSBzWWpMturTURmiuCbN3IDclmqAei/E1i1ZcPKeBnN13SsJWx/uNnmiT6GnJCK1Rv3qzZoyCg+09WRDw02f2UfKUr5OUtUHABTPqqss7niZVcNg7kGdbd4al7X7e39G8rO21EdbuHmDNlh66UkXyJY/9Q3lKriJbcsnbHhq/JLbgeBhSkC25uJ4iYkm2dqfL7aN8j6cq95uS4pBhVHJ9NXApwDQFJcf/HSL83EcpQStJ2DJorQkxmHdYPqOOWY1x+jMlUgWHoqMmJAxeKBT4zne+A8Bf/dVfEY1OXL7XiRAYTlMMx3NIlVLV5wFnJqfKkzFWcmtDPMTqJS1ELMn+oQJ520UKiWX45e4hAwxP4boKISWxsEkibJEpunjeIb0arX3vhSEFQkBR1TDQsIJnrEv5SW8OoTUx4TDT28c5Yg8LRCcLRScL5X6axJGlvNNFP9ON/kO5UyFfb6pTt7Bbt7NbTGO/MR1tzefl/a3kjDq+98h2etIlBrI2CF+BXWuNIfyWL1KA7Wp6KdFRH63uAz9nqsCB4QJh02BWQwwtNKmcze83drGjN8tfXD53VGuZo1GZnLZ0p3l+9yB9mRIlTx01TDMe42rk+aCUpnMoT23UZFd/tqxefigcdbhHpRJeeqU3w66+HCHTl1WohPaiIYN5zXGKzsmFr043403QXtJWy9ym+CnLQzvWb3S8TaIr3j0pBec3aPaEQkcYett7snSlCjTE/crOpniYvO2WG5GbDOVtGuJhBnN2NX+tLmbhKY1lyKqH64rFLaO8rLarGMrZdKeLeEoTtSQFR1F0PHJF129gbghCUmCjfWFeT6OV5uBwgVTeoeAqlFJYpiQWMrE9v7pTlQ2lSnUvHFIAr3i1Dfw8JsdTCARhU2J7/o3Z/3PxDFYvbp3wMLjneRSLxerzyWJq/8Jeg4SM0JjPAwLg6MmtUkrOmZakP2sTC5mELUnR8TClwPUUYcsgV3LJ2h5hU6K1IhY2KTkehoCio9DlijkpfE/Vomk1/P3bz8dViq/81yaG8jZdw0U26rlsFvMwhcBRGsfRNJJiibGfeexnUdmYWig6qRWFUdtvCM1s0cNsengz6/0XB/w/aRLsTrWzQ01ju2pnl25nN9PYq1txtImhdVUo0lHw3J5BIqYkahls783Sl7GxDFmu/Cu3v9G+LtMLe4f4+/u28JZya5mjGT4jwxybuzK4StOSCDG3JYHSuhoq/ODr5zC/peaEWncopXlyZ/8R3oGu4SLndtTSXhc9qkdlfksNH3vzPP4ma7OzL4vtepiGUQ3t1cf8CXuiq65OBSeSoC2lOKV5aEdjfF6x0TlLbTG4/OKZPLJtoGrohcp5WhVP0mDexpSSsCkxJeRLLhv3p1g2I8mO3mw1f00Dw3m/IGRBMsGL+4b5zprttCejtCfDuDnNpp4UfdkSUgga4yGG8y7D5X6V1f2pNEoIvBFOYl02hoaLh7bdsRURUxMPmeRtTdH1Q20S33OtlF9N55bXI/ErfouO3zA9bEq/kjhuUR8LsaSt9pTcPI4UvJxI8csTJTCcphiWYY35PCAAjp3cOpCzWTajjpaaMPsG83QO5snbfl+4GQ0xZjXE6E4XyZZc6mMhlIat3WkGczYNCcmClgRSCAbzDh11UW6+Yj4LW2voHMzTURfFVZpSXFFyPYquImYZ2J5iOO8woJM86SV5gnP87RQg0LToQRbJzlHG1FzRNarJcYVasixjO8vk9lEhP1dL9utm9tHKXtXKHlrYJ1vZU2rj0U0FtBmp5k+FTQlIcrZLquDieIpIyMD1FLmSy3N7BulKFfnAZbOZ25QY05DxyqG+guP5YZa8zY6+HA1xi2TEoitVJGoZvOeSmWPmqIzMgZlV7wv07ejNcve6g/xhWy8FxyMeNmlOhJnXEmffYIEX9w3Tn7VpSoQ5ryPJ6qV+rlYlH6ajLsrC1lq++N+WcscfdjCQK9GejNJcE6boeGzvzZ6SqqtTwYkmaJ/qPLSxOFnZgvktCRa111UNvc0H03xnzXYEmmjIwDIktuvRlSownHcwpf97G8zb5G2PpoQf5rNdD0P6+m4A+bJRP6cxzpauDDv6sn5CuudXuxVs/wbl8IxhV4NyRxeOHM1PU3I1WrsIOSJ/yZIkYxZF26M2GqI/U6ToqrLkgCYiYUZzgnktCZriYbrTRc6fXnfKjPfAcAoICDgpjpfcOrcpUa2oyRZdEmGTmoifELqrP1v9nON5zGyI0VobIWzK8sPggpkNo0IhHXVRmmsiPLN7kJaaMEpDd9q/gFpS+M05odwV3XfV520PrQW9opFu1cgTcjnKAYUmbAhmWWkubxyiJrObdnc/0739zOIgHeLIHiimUFUvFWNIt3TrevaJVvaqFjpVK52qld5MBw6t2FYtCInrediuhwC2dKW47cFtmIbBC/uGcDxFPGT4mjKuomB75So2Az8I4csvpPIOyahFyVas2dJDuuiSKbq01YbLeSC+HMOClgSv9GS4+/n9vPXcFrYOw1NP7eXF/SmUhun1vhHany2Rsw0umVXH/uFitYFy0VE8tGlsL9bCtho+fuX86jHcO5Cb0PDVqZJ/OJzTIQcBJz+eV6OpVDH0lNL87JlOCo7HjPoohpQUbI+edJHhvN/w1lUaS4Ln+YUSA9kSluEv11IboSZiki57qmzP4/m9g3hKY7sKy5C+pxiq3qEx98GYr2rqyTBD9DND9DJD9BLG4bveO8HzPbaUPUlK+x7t+phFMmqUE/YtmhMhzMIQFy1spuTpauXwmWC8v1oCw2mKobQa83lAwEiOl9x6tDv0sT7XXhuhqxx2GGtykVJw8ex67n+5i0zRoSZq0VITpj9XIlt0MQyJ56myQKdvgBVdVU0ANw0BWpOMWmSLNu3JKMqIc7BhIeuzCxlyHL+Kx4MIRebJbhbIg8ziIHNFF/PEQWaJHhKiOOaY2sQQbWKIFSOkEyq32Hk7TBfNdKpGDrrNdO9potNrZF9nE900MWg0UBP1OwIM5mxc5YcDlfKblxpSYhl+A2fb0wyXvXF7B3L8cXsfdbEQ23szCMA0JA2xEE01IfoyJTYdTLPl4DA7DkpC0UFEWejSkBJDQiguGczZ7B4osLAlzsHhAo9v7+OxbX3kbY+OuiizG2L0ZUus3dXPK72ZqkL4yYSvjmdEnEjYcTwopekczB/1+451Lo70tJ3sJHwy4zmeplK+5LKrP0c8bHJuRy37BnPsGcjjuR79Bf/zFQ4MFzg4nCdiSrIlFzT0Z0tkbQ8hIGT6Zf2V8n9D+hpK+wbytCUjzG32W6C8tH+YruECtqsRwqnmHh0uAzBytpAoWhmiQ/TRIfrpEP1ML//tEP1MEwPEDvP65nSYb3vvQCAISb+HpgcUbY9ExEQDuZKiJmLxodfPIZW3eXz9EHsG8kRD5oQbvWMxsgr/WBX5p5rAcJpiFJzCmM8DAg7nZEMYY33ueOtZ0l7LwrYahnI2OdvDU4pkxGJaMkoibLCtO0PJUbhaU3J8IypqSSKWgRQC21PURk3yJZuIJX0vkKvIFH2RTFMKpNQUVYRNajab1Wxg5GSgaSTNLNHDTNHLbNnNTNFb/n8PzWMkpwPEKDGP/cyT+0fsgENPHW3QZTfQZTdxgCY6RRPduoEeWU+PbqDPqycnkwhhlOUT/JBJruRR8hyG8zbRkEksZFBjCPYP5f1JP2xiSL8Ky1OCkuORsxXxsFEOJ/pYpmRPf47hnENvJs/TuwewXUXElOzuz5bbU/hK7bv6sqMUwk/k2B9uRIQNSXNNhItn17OkvfaopfFjld6Ph+48fP+Pu9kzUDim0TLyXNzRm+H7j+8a09CpeFHHa+wfT86ikqM2kle6M/xyXSc7+7J4Guqjfr5OezLCUM5m4/4cPWm/Eq42YvHV/9pEuugiBH4pviPZ9/tt/L+v8/fVlq40u/tz5EoefdkSSpcn+3LSthASz/MIW75Uh1NW1ZZCkbc9Xt6fImd7ZIsOdjlD2zIEWnnU6RStYog2OUSrGKJVDNIhBnzDiH7axCCWOLHk6bgo0SwyDFKLafg5S54CjcaQgpKrqCvnMF2xuJWWuEliYCsrXjeXZDxyWnLPHMcZ9XysNming8BwmoIIzm43Z8CZR0ddlAtm1LPxQIrzasM4SlfL59MFhx29OeY2R9EC+tIlPx/KVYRNiafB1ALHU1hlrZtp9WHSRafawkUIkAgUvmimpw+/qxYMkGRAJ3lBLxx1ey2AGIWqITW7bEzNEH1MK99hR8TYFaqW8JhJHzPpG6VNNRJHG/RRR6+sp9erpytTT4+up0fUM0g9KdVMb7GOfjuBYUgKjofSmkTYpOj4jZ9rIiapQpHedInZTSZFRzGYK5EpueRKvnil0mAKQcSSFF2PVDl51ygrMIdN30AdqRB+LC/SyOrAe1/qouSqamLx1u4MT+7s5/cvd7GwNYHt6iNK40+kXchItvdkeHC/IJIdpKMuxpzGOAXHO6YRdjTNpI0Hhlm3b5DaiEXB8ZDCP49KjiJsSUKmHFMYtSIl0BgPsbU7W21PY0pRzVH7X29dWh3Pmi09fGfNdvoypWrPxUzBoT9nUxsxGc47bO3JYTseQkJXqggaDEMQswzqIgZ9BcH9m3roHC7wZytmcPfz+xkuOMTDBkprMsWK/EeleEFjGJLmmjDDBRdshyazQL0aZpFOEx3op8Hrp1UM0WgN0oLvWW0yho+QBDkRitrigPZvFA6oJjpp5SAtHBAt5EUMNHgKEmGT9mSUttoIsbCJJcWoHCbPc2mMwKK2mtdcT9XAcJpitCRaKH2+xH333UdLItBwCpgajEzo7cmUqqGLbMmluyxWGI9YzGqI8ZKXIpW3cTxN3lZ4yp+w4iEDu6hRWtBaG2Zrd5a2pN9uxfYUaI0py6ZS2WgyDfC8w8MQhxqFmobfviWvo7yiZ7FNzxojp0PTZqRpVZUwxaGQReVxuHL6SCzhMY0BpomBY+4jxzMY8GoZELUMuLUMuklSe5Is9mpIp+qYTQ19hSS5ngaGqCVPCMfz5Uq18sfkaI2yFbZ3KAwj8OUWhNB4ymPfYI67n9/PBTPreGHv0JhyCUrBL9d1sqM3w+6BPCVH0ZwIs2cgS3eq5Buxhm+E7BvIk7O9UaXxI0mEDdbtHeL5vYNcOKP+qJ4epTR/3NHHtx58hV1pQRMFBnIODbEQ81rio3K/Km2HKjlCY2kmOeW8me29WaSA1powibBFuuiQdzzqoiaL2mqPqHYMGZINB4ZxPcVzewZxlaam3J7G8TRDOZtHtvbypsUtvGFBM6/0+Anc3ekibbVhQqaB4/k9F1MFm815P1dQSkltxBduLJU9QFL4Id2DKQ/PhaKyWbujn3V7hn0dNa9IJDfETJEhZgzRoFPU6TRNpGg2MrQYaRrzKep0inozjYnyT/BKVLrinDyBe+mUjnGQZg7oJg7qJrpoYr9u5iBNDBjNdLk1fu6e1khZ1npTGtfVhE3JkuZEWZneF5CNhc1R3Q8qOUyToQaQSCT48pe/fPq/+DACwykgIGBcHC2h9/zpdbzr4hoe2drLQM5mQUucA8OSg8O+0rXWkIyFmNEQY5qRId5US3/Wpuh4NCZCtNSGOThcRAk/FKHKynqe8pW1m+ImmaJH3vYwJNXwlaBsRJUtDF/z2PfQmIZACr+CSWnBEEl6dJKX9Dwof45yrghAnALTxAAdoo9WMUwbg+UQyKFHI2mkOHpehSU82spegVFUrrJG+VHJvyLMsEiQMhOkiZMWCQa8GMMkSBkJUsRJ6Thp4gy7CWxZS78Xo3NA0DVc4L9eOogA2pMRFrYmcDzFH7b1cP/LXX45vaMQQpMuuH61ZNmrFTZ9A0Dh5690pQrEwibZol8F9rp5TQgB+wbybO3JkCk6lFzFNx/cRsgwjvD0XHVOCz3pEr9at5+ndw0wlHcQSvjFA6Zi/1COg6k8rTURsiWPlw+kWL9/mETIZF5zgtcvaDxCM2kwZ/PiviEODhcwyudFyJR0DuVxlaI+FqI7VaIv009DPFT1JJUcj0TEYmPnMAXX1ySqjVjEQwbCMEBr4mGD3kyJhzd3s2pOI798/gB9mRLttRHClu92DJsGVkyUJQIcIrrATKtEvcghGSZhZEmSI0mWOp0lqXPUGVnqRI5aciR1lno3R5TSIaNnLI/mCaTpKC0YoJZuXU+v9r2e3bqBHurp0XW+kaQbMaK1fshPQnMiTCJq0ZQIk+nPgaewMiVKrkJIQSzkh5SLtgIU505P8rfXn4sUovo7782UTkni/plMYDgFBASMm2Mlpc9qjFUvto3xEHVRPz9k2Yw6FrXVEDUF65/qZvEl87hnfTd7B/IMZEtELJPFbTU4rqqGubTWGFJyw6WzeN28RjZ3pbn9oVeqSeeu5ysd264a5ZmR1UnWQOD3x1OaUR3djcpENuK1HFG26+ls19NHzXMjNbgjwvU9BQzRIgZpE0O0yyFaGaSRFI0i7T9Ijyu/JEaJmCiN9mQd74psAgqyXoSCiGIbMTJ9ETK9EXI6QkaHSasoWaIoK45jxun2DNIqQpEQRUJ4rkXIjOEZETLSpLckKLkWjhlhe9mbU3Q8uoaLvkesvJ82OR6mIWlJhFjUVkO6YHPP+k7+45m9vhin7fq9zTSYArJFl6G8jdLguJp9gwW/BZAQvjCrKdnSlebRV3qpiZjEw7XsGcihtS8Qmi465UaxZlXVWmm/+ixnFxDlikfLENTHLOxCgac397OgwWCGyGGrAlFhEyrZRG2HuOFiekUsVSSi8jRvdHipz2TF0CCXuFnqM0WiukBEF4iqPBGVJ6LzxKxyErXikPLjBFbC29pkgFoGdJIhkSRn1VOMNLMhFaNL1dGlGhgU9QzKOnKu/8WWIdBaI4QoC2UKNL5mm+l4RExJe12MxkSYmQ0xrju3jV+t249lSPKOx86+LH3pEkXXA88/Fi3xCB+/YkG1Z9xk6GedKQSG0xRjqDDEou8twi7ZvPLmV4KWKwFTjqMlpR+v0s9xHDYIX+vmM9csAjSbu9LMb05QW249kim6lFyPA8MFVsxu4IOXzUFKweK2WjYfTPPE9n5sT5EpOr6oX7ntA/hSCIYhq/lA+ZKfQxUyJZYEqTS2qzGkf/euOLLNuwRqoiaWlH73dtvDK4cNXUz260b201gNJQrPDyfao+wkTS05mkWGRpGikTQNZYOqSRwysJpIkxQ5kiJLiBNrk5IQRRIUwRvh3ao0EKuEdzTgMPZV3uOQoM9h+bXFQcs3sowQrmHgagMX/6/nStxhAy9l4GkDWxt4SP99DJQw8ITwvYKV3SsAy39emXbNkiCmDDRQGPaN5XCPh6EVJi5Se4SkwsAjpDyk9ginPZRyMS0PE4WFi4VLxLEJpxxk5aAc5vCr7ovKLhYcsopH1AwcVeDoBClpi2HiDOsEwyRIG/UM6lq63Br6dC0pmWRA1TJAkh6vlhTRqvJ2yJQ4RQ83f0h7SQOG8N2jlf3nlnMMpYCoZdAQD1FyPdJFX0CzrdZP1l7QWlOVKHmpM8XLB1MsaEkwtylOuuAwVHBAaYYKDivnNHDZvKbqOCZDP+t4FAoFvve97wF+T9qg5UoA4LdZ6cv3VZ8HBJxJjPdia5qSd18ygx8+uYeeTAkpBdGQgRAwlHeYXh/jmnPbRokgvm/lTIqO4sBwnrqoRdFWbOpKUXQ8bE8TD/kTcdFVuEqhEYRMk5qISbbkoj23ajRV4ntmOVxXyZmqi1nMa04AvnLzvsECIXwVZcsQmEpTcnU1aV0xulO8jyBNgrROsId2tNZUpjxT+snwibCJ6ymEECitqJEORilFncwS93LUiqxvVJGjTmSrf+vIkRAF4hRIiKL/lwLGMUKIJ0pEOERwgFxlOGPzap0PlctbxeBjjL/AKAviNDg8PCQ5omUPXoQsUfJEyYgEKR1nUMUYKhtFKR0npRMMl8OqQ9RQYnTHh3BZzsLFbyFkakAIopbEMzSyXIVaGzExpGDI83CUfyOAEBjS99JV5D00vt1XEzFpiIe4eHY9lpTs6MuytL2W962YSdFTR9y4HC46Go+YyHKIc0bD6N/bVMXzPPL5fPX5ZBEYTlOMoOVKwGuFExVBnN9Swwdff2j5vOvnT81vraGlJkxfxqY7XSBvexQ8v6VMyBAsbK1hR1+OVN4Pb+RtDy0EMVOQjFlETIPBvIPtKsKmQdH1E7ZzJReBJmT64REp/dCQ47n+HF42uEaaLNXEdcpOnfKbAjCkoCZiUHBUOTnbr6jqShXJqBAl0chBtwEpy+FFNTpBvPLcFH7+iqcq69ckpE1UFYmJAgmKJCgQLz+PiwIxikRwCAubCA4RbMI4RIRNBP8RFpXXD71n4WHge3jM6nNvQg214+FpgScMHG3gYeDg/3WR2NqqhiCLhCiV/+/JEHkdIq8sCiPeKxHCkWGyOkrJjOPKKN0li6KMkyNCnhgFLL+1iNI4+tA+9+0dgSnB9vSYRQgVy65yHoCfNF/U2heLlQLDENRETJoSIQZzDgi/JUvJU1hIlPLX4veZ9Bt7Fx1FyQWp/ZClkIKmRJgLZtYRNg26UkVmNcZ59yUzmF02/A/ndImOnkoC5fCAMQlargS8ljheeO9Yy+/sy/LTZ/cxLRmlNmoxu1GTKdbQly2Vm5jaFF2FaUjefdF0zpueRGnYP5Tn5QMpejMltIa6qEVDPMRQ3mZrd5aBrJ/Tkoxa1MdD9GRKNMZCZePKI2RKbFeNiuyEDAC/p5fG9zLYSld7hAn8pOywZeKqQ2HGiGXQlgzTm/a9bkrjexgQaPxKp5HGmSn8UKLjKnLVBmSCvAqTJQw6eWijRhhtRzNzjvVe5X1D+K07Rr+uMPFDaaONKxdJJcw09jGsfKfENwBVeRhKGihhYmuJrX1DyUEihEQKUc57OzwsOjaWIYiFDHKui6sOfacALO17PCPSoOj4Rjajqhg1RrnfYdjwpTJcT6OU32tRH8PtZVTEKctOTdPvPYTyNI7WxMMmiZBB2DLQ+BWh8ZAvWxGx/O2peJYsww/ftdWEEULgKoXr+YrzsZDBjIYYqYJD0VHjNn5O9Pc21QgMp4CAgABOPJeisnxHXZRNB9K8fDBFTcRvi1EbtaiNWsxpjLHhQKraxmR6fWzU5DCW/hFA51Ce3f1+iGpuk98X7O/u3YzjKRriFpmiQGm/B54sVy6FDUlzbcSXBdB+Wxdd9kx4ZUPKkL4gaCXJubkmTF3M9yR4ytdpumR2A0VX4biKWEjSlS6xpy9LyfUn8pAlMaXf1FgAOXtEl4Fj7K/DDaOIKfy+ZIe9V4mYHb6uw40mf50SB4mDydh67kfG1SrpV6PsnhGGZUgKP3l5hBZD2aHmFwwA2ju+sQe+lEGu5GJIUT0G1fwqw68IzDsedtmqkhr0iLAtAmrL1Wie0hwYKqC0QinfoKmNSCzTr9IrOKrc19A/jrlyXpwpIRk1fWXwgkMsbDAtGUED8bBJX6ZUHZdp+AaS7Sr2ODmEFIQMA4Hv2YpZBmEMio5LyDS45tw2/t9LZ5N3vBM2fqZi7tKZRmA4TTGClisBAePjeM1ip9fHuOHSmcxsjI/52bEmj1mNcWaNWF4IMUoxPWpJwmYYy4jgeZrudLGqrLygNUHBdukcKlTV000JYanR0sDxNJ5WNMRDvH5+Ew3xEJly5VnB9vj8W5fgeKoaSgmbkkLJpTfrq1/HQyY9mRIFR2EIPzHYG2FBVLxDiENd7A/H94iUNYjKr2kOeUpk2VMyMq2osu6TDc6NZ7s04Loa1/MNkLDpe2psxzccJCCk78FpivstbRw1ehsPx/dk6ap3KxqS2K4mahnYrofjKnTZw2cYoloRWPE2Oa6iv6z4bRoCV/kGzwWz6pnVGMP1NC/tTzGQ8asPHa9cDepvOpGy+CtoIiFJTdivDmxNRpnbFOe50lBZmNM30kRFYT8WQgqwXYXtajxPo7Tfn6477csmvOuisc/rs52g5UrAmAQtVwICxs+pzts4lmK6UorfbexGa3j9/EaSUT8ncd9Anhf3D5PKO3Qkw7SSpkfE6U4XaY2HWTG3kcayyGRNxKQ7XWTZjDpmlL1iI0MpPekitz34Ct3pIjURs9ojMFNw/DY12jfaNL53yzQEWulRBWRSgGGALk/8flhIELUMskUHV1Xyd8oGxBguphOZokbmemt847HSNsZVatRyIz1BCt9ok4AhJZ5SGBIsIbBMiWVIlPYFVA1D4pXzfSqUc6mrXiM/4V9gCo1hCBzXVxu3y/lEumwoSiEwhMDTGin9XDTX0xRcRcg0iFoCVwqKjkfRUySjZvVYL59Rx/aeNOmig1aaxniIeMTC9hSOqwlbkqLtkoj4WmS2p2mrDZOMWSxtT9CfLVGwPV9I0/WNqnMSIXb15ehKFaiJmLha05cpYbuKttoIH79yAQvbpn4+0qkgaLkSEBAQMAGcyryNYymmd6WKnNvh5xT1ZmwM6ff3akiEmFkfIx11aIxbDPalaWsOYxqS2qhFyJC4SlU9Yw3x0KiO8iO9YYvbanE9PaodSE3YTyz2lN++pjFhkS957BnIY7uq2qqmJmJSH7Moub58gxK+cVUXs/zmxVKQt10MdDUPSGmIWJKQaZCzHdxyXC1kiHLvsnJyvfYNDK18j1A1B0v6rTpwHWriEYYKDo6rfKMEUU2yhrJ3C6rhtIo3ys8p8vW5YiHT7wVXNprilkkyapGptOvhUE5RpQeg7fnhT1OWtztq4Vb7wEHB8fxxibJRKQVSCGTZwHM87XvfyoaU3xLIN0pNQ7L5YIb6WMhvQ2II6mIhLp7dQHdPDy1NceY1Jyi6ile6M3SlipiGYFpdjFkNMTQwnHfY058jbBq8bVk7ewb949aejNJcE6boeAzlHAwpaEqEUFojhWR+S4J3XtRR1VkKmDwCw2mK0ZJowf68HbRcCQg4AU5l3sbxvFrAEe+tmtfI6qUtWALuf7iba1cvwVGChzafuGfsyiWtzKiPVRvQqnJC+4LWGha11bC1K8OO3gyJsMG+wWLVMJleH/V7pBUcklGLtmSE7lSxbBgoZjXGSRdd8rZbzrMR1IZNmmvDvhL3sGC44NCYCBOzfKkIT2uKtkfW9ijaHkpAqCzDLqWgLmpRGzVRBZuls+rY2p0lU3JJRizaasPs6s+RiJh0p0qUXA8DQUsyTF+m5Pdrg6pRVhO1aEmEGMo7ZG0PpRThiMWK2fVELMmuvhy2p4iakqztlT1usuplE0IgpSQeNgmbkj9bOYOuoSLP7h5gW08W21MY0k/AjodNXGWSK7rY5TJ3WVYxdz1NtuRRGwlxbkctXakSB1NFTCmqyvlvXtjI4493U2quZ89AgZLrMbMhxsWzG7holt9IuZJHd7iBv6s/Wz1/9g7kRp0/Ucs8I5O4TxVBy5WAgICAM4TjebWO9p7jOEyL+0aMZVnMbzk5z9jCtho+d92SMT/75kUt1df7MiUef6WP+1/uZjDnq7K3JqPMa47TEA8z2GCz+aBfUSiAttoIBVcxoz5KtuSSL7mUXIUnfKmGGQ0xmhNh2pKRapgyETZIFxxePpiipTbKuy7swDAEv3rhAIM5m7aaMKmeDHVRqyreeNGsOizDoCtdwjL8JOkDwwWkFGgNDfEQSitcDxJlIytiGWVvj6Tg5Cm6flVaPGIxpylOV6qIW9SYpiSsdLmxtG/0RC3JjMY485rjRC0D19OsXtxGR12UzqE8P/jjLh7d2gsIGuIWYcug6Cg6nRw45RCnFP6+UH7D5pVzG5jRECNsZnn3JTNpS0aqx8HzXF6JwbVvmENvzj3m8T3cwD/TK91eiwSGU0BAQMA4OJZXa7wer1fjGTvaZ0eH9mDVnEYEjFJlr/SAq49ZNNeEuXh2A29bPo2BnM3vN3YzlLeZ1xzHVbqasN5RF+XKJa08srV3VJgyZ3v0Zm0Wtyf5wGWzq96yjnq/5c72njR9RYgXXN4wv4meTImBnENbrSQZ9b1NpoRpdREWtNQQC5uYAp7aNYDtamoiJnnbQ5ar7MqbTl3Moq02UvXKvPW8dobyNlu6Mhyw82itqQmbtNRGWDqtlhn1/j7Z3pvlvI7kiNZAcW583WyG8g4vdQ4zXHBJCgFCY5nS741nSeqiIcKmpCEeYsm0WhrjYTJFh4jl99gbeSwqWowne3yDSrczi8BwmmKkiinO/b/nUiwW2XLFFpqspuN/KCAgIKDM0VTZR3a4f9fF06sGT3syUg0VlVyPsGmwck5jNYQ4sgfhsUKMFc/J3v4M9z/cybVXzmdWU82oUFTYNMp5RZKFrTW010Wr27Wozc/dSeUd8rZLpuRiu74w6fT6GDdfMZ/FbbVjSkg8uaOfBzf3oLVmblPcb1pczkM7PIessq2fWL2A/3h6H0/vHqxqdzXFQ0yvj2JKP6cobBpVqQutNV2pYtUICzj9FItF7rzzTgBuuukmIpHIpGxHYDhNMUpuif2Z/dXnAQEBASfKiVQbHi9UdCKhJCkF0+uj1fCklOKIz/dlSrzUOcyuvlw1SfrwfLEdvRmGC/a4kqIrEhIr5jRUx9ubKR03h2x+Sw1f+G9Lj9DuKjqKf127h8GcTXvSwNOawjGMsIDTh+u6pNPp6vPJYtINpzvuuINvfOMbdHd3s2zZMr773e+yYsWKMZd1HIevfe1r/Ou//isHDhxg0aJF/J//83+49tprq8tkMhm++MUvcs8999Db28sFF1zAt7/9bS655JLqMj09PXz2s5/lwQcfZHh4mMsvv5zvfve7LFiw4JSP93gEyuEBAQETwYkaPMcKFb3aUNLh4cTL5jWdcL7Y8TiZXKFK6G7WYZpIZ3prkrOVQDkc+PnPf84tt9zCXXfdxcqVK7n99tu55ppr2LZtGy0tR1aUfeELX+AnP/kJ//RP/8TixYt54IEHePvb385TTz3FBRdcAMCHP/xhXn75ZX784x8zbdo0fvKTn7B69Wo2b95MR0cHWmuuv/56LMviN7/5DbW1tdx2223VZeLxyRUVC3rVBQQETBRTNXdmIvLFJvqzIwkStqcmU8Vwksdf5NRx22238ZGPfIQPfOADLF26lLvuuotYLMa//Mu/jLn8j3/8Yz7/+c/zlre8hblz53LTTTfxlre8hW9+85sAFAoFfvWrX/H1r3+dyy+/nPnz5/OVr3yF+fPnV+Oi27dv5+mnn+bOO+/kkksuYdGiRdx5550UCgV++tOfnraxBwQEBARMXSpG2OK2WmY0xAKjKaDKpBlOtm2zbt06Vq9efWhjpGT16tWsXbt2zM+USqUjksGi0ShPPPEE4Mc8Pc875jKlkp83NHIZKSXhcLi6zGQyVSTlAwICAgICphJTZX6ctFBdf38/nufR2to66vXW1la2bt065meuueYabrvtNi6//HLmzZvHmjVr+PWvf41XrgWtqalh1apV/M3f/A1LliyhtbWVn/70p6xdu5b58+cDsHjxYmbOnMmtt97K97//feLxON/61rfYv38/XV1dR93eUqlUNbqAaoKa4zijZOBfLal86tDzQopEODFh657KVPbhRO7Lqc5rbcyvtfFCMObXCsGYTw/5fH7UcyknzvdzIuMQepLMtoMHD9LR0cFTTz3FqlWrqq9/5jOf4bHHHuOZZ5454jN9fX185CMf4be//S1CCObNm8fq1av5l3/5FwoFv6/bzp07+eAHP8jjjz+OYRhceOGFLFy4kHXr1rFlyxYA1q1bx4c+9CFeeuklDMNg9erVSCnRWvP73/9+zO39yle+wle/+tUjXv/BD35ALDZxOQQpJ8VNW24C4M4ld5K0khO27oCAgICAgDMVx3Gq8/iSJUuwrIkroMrn83z4wx9meHiYZPI4866eJEqlkjYMQ99zzz2jXn//+9+v//RP//SYny0UCnr//v1aKaU/85nP6KVLlx6xTDab1QcPHtRaa/3ud79bv+UtbzlimeHhYd3b26u11nrFihX6L//yL4/6ncViUadSqepj8+bNlT6SwSN4BI/gETyCR/A4Cx6dnZ3HM1/0pIXqQqEQF110EWvWrOH6668HQCnFmjVruPnmm4/52UgkQkdHB47j8Ktf/Yp3v/vdRywTj8eJx+MMDQ3xwAMP8PWvf/2IZSpW5fbt23n++ef5m7/5m6N+ZzgcHtWJOZFI0NnZSU1NTVWVd6JIp9PMmDGDzs5OamtfGw0dgzGf/WN+rY0XgjEHYz57OdvGrLUmk8kwbdq04y47qXIEt9xyCzfeeCMXX3wxK1as4PbbbyeXy/GBD3wAgPe///10dHTwta99DYBnnnmGAwcOsHz5cg4cOMBXvvIVlFJ85jOfqa7zgQceQGvNokWL2LFjB5/+9KdZvHhxdZ0Ad999N83NzcycOZONGzfy13/911x//fVcffXV4952KSXTp0+foD0xNrW1tWfFCXkiBGM++3mtjReCMb9WCMZ8ZnPcEF2ZSTWc3vOe99DX18eXvvQluru7Wb58Offff381YXzfvn2jkr+KxSJf+MIX2LVrF4lEgre85S38+Mc/pq6urrpMKpXi1ltvZf/+/TQ0NPDOd76Tv/u7vxsVC+3q6uKWW26hp6eH9vZ23v/+9/PFL37xtI07ICAgICAg4Mxk0pLDA45OOp0mmUySSqXOGkv+eARjPvvH/FobLwRjDsZ89vJaHHOFSRXADBibcDjMl7/85VE5VWc7wZjPfl5r44VgzK8VgjG/tgg8TgEBAQEBAQEB4yTwOAUEBAQEBAQEjJPAcAoICAgICAgIGCeB4RQQEBAQEBAQME4Cw2mKcccddzB79mwikQgrV67k2WefnexNmjC+8pWvIIQY9Vi8eHH1/WKxyMc+9jEaGxtJJBK8853vpKenZxK3+MR5/PHH+ZM/+ROmTZuGEIL//M//HPW+1povfelLtLe3E41GWb16Ndu3bx+1zODgIDfccAO1tbXU1dXxoQ99iGw2expHcWIcb8x//ud/fsRxv/baa0ctcyaN+Wtf+xqXXHIJNTU1tLS0cP3117Nt27ZRy4znXN63bx9vfetbicVitLS08OlPfxrXdU/nUMbNeMb8pje96Yjj/NGPfnTUMmfSmO+8807OP//8qk7RqlWrRrXkOtuOMRx/zGfbMT5ZAsNpCvHzn/+cW265hS9/+cu88MILLFu2jGuuuYbe3t7J3rQJ45xzzqGrq6v6eOKJJ6rvffKTn+S3v/0td999N4899hgHDx7kHe94xyRu7YmTy+VYtmwZd9xxx5jvf/3rX+c73/kOd911F8888wzxeJxrrrmGYrFYXeaGG25g06ZNPPTQQ/zud7/j8ccf5y/+4i9O1xBOmOONGeDaa68dddx/+tOfjnr/TBrzY489xsc+9jGefvppHnroIRzH4eqrryaXy1WXOd657Hkeb33rW7Ftm6eeeop//dd/5Uc/+hFf+tKXJmNIx2U8Ywb4yEc+Muo4j+zYcKaNefr06fzDP/wD69at4/nnn+eKK67gbW97G5s2bQLOvmMMxx8znF3H+KQ5blOWgNPGihUr9Mc+9rHq/z3P09OmTdNf+9rXJnGrJo4vf/nLetmyZWO+Nzw8rC3L0nfffXf1tS1btmhAr1279jRt4cQCjOrFqJTSbW1t+hvf+Eb1teHhYR0Oh/VPf/pTrbWu9kB87rnnqsv8/ve/10IIfeDAgdO27SfL4WPWWusbb7xRv+1tbzvqZ870Mff29mpAP/bYY1rr8Z3L9913n5ZS6u7u7uoyd955p66trdWlUun0DuAkOHzMWmv9xje+Uf/1X//1UT9zpo9Za63r6+v1D37wg9fEMa5QGbPWr41jPB4Cj9MUwbZt1q1bx+rVq6uvSSlZvXo1a9euncQtm1i2b9/OtGnTmDt3LjfccAP79u0DYN26dTiOM2r8ixcvZubMmWfN+Hfv3k13d/eoMSaTSVauXFkd49q1a6mrq+Piiy+uLrN69WqklDzzzDOnfZsnikcffZSWlhYWLVrETTfdxMDAQPW9M33MqVQKgIaGBmB85/LatWs577zzql0SAK655hrS6fSou/upyuFjrvDv//7vNDU1ce6553LrrbeSz+er753JY/Y8j5/97GfkcjlWrVr1mjjGh4+5wtl6jE+ESW25EnCI/v5+PM8bdcIBtLa2snXr1knaqoll5cqV/OhHP2LRokV0dXXx1a9+lTe84Q28/PLLdHd3EwqFRrXPAX/83d3dk7PBE0xlHGMd48p73d3dtLS0jHrfNE0aGhrO2P1w7bXX8o53vIM5c+awc+dOPv/5z3Pdddexdu1aDMM4o8eslOITn/gEl112Geeeey7AuM7l7u7uMc+DyntTmbHGDPC+972PWbNmMW3aNDZs2MBnP/tZtm3bxq9//WvgzBzzxo0bWbVqFcVikUQiwT333MPSpUtZv379WXuMjzZmODuP8ckQGE4Bp43rrruu+vz8889n5cqVzJo1i1/84hdEo9FJ3LKAU8mf/dmfVZ+fd955nH/++cybN49HH32UK6+8chK37NXzsY99jJdffnlUrt7ZztHGPDIn7bzzzqO9vZ0rr7ySnTt3Mm/evNO9mRPCokWLWL9+PalUil/+8pfceOONPPbYY5O9WaeUo4156dKlZ+UxPhmCUN0UoampCcMwjqjK6Onpoa2tbZK26tRSV1fHwoUL2bFjB21tbdi2zfDw8KhlzqbxV8ZxrGPc1tZ2RDGA67oMDg6eNfth7ty5NDU1sWPHDuDMHfPNN9/M7373O/7whz8wffr06uvjOZfb2trGPA8q701VjjbmsVi5ciXAqON8po05FAoxf/58LrroIr72ta+xbNkyvv3tb5/Vx/hoYx6Ls+EYnwyB4TRFCIVCXHTRRaxZs6b6mlKKNWvWjIovn01ks1l27txJe3s7F110EZZljRr/tm3b2Ldv31kz/jlz5tDW1jZqjOl0mmeeeaY6xlWrVjE8PMy6deuqyzzyyCMopaoXqTOd/fv3MzAwQHt7O3DmjVlrzc0338w999zDI488wpw5c0a9P55zedWqVWzcuHGUwfjQQw9RW1tbDYtMJY435rFYv349wKjjfCaNeSyUUpRKpbPyGB+NypjH4mw8xuNisrPTAw7xs5/9TIfDYf2jH/1Ib968Wf/FX/yFrqurG1WhcCbzqU99Sj/66KN69+7d+sknn9SrV6/WTU1Nure3V2ut9Uc/+lE9c+ZM/cgjj+jnn39er1q1Sq9atWqSt/rEyGQy+sUXX9QvvviiBvRtt92mX3zxRb13716ttdb/8A//oOvq6vRvfvMbvWHDBv22t71Nz5kzRxcKheo6rr32Wn3BBRfoZ555Rj/xxBN6wYIF+r3vfe9kDem4HGvMmUxG/8//+T/12rVr9e7du/XDDz+sL7zwQr1gwQJdLBar6ziTxnzTTTfpZDKpH330Ud3V1VV95PP56jLHO5dd19Xnnnuuvvrqq/X69ev1/fffr5ubm/Wtt946GUM6Lscb844dO/T//t//Wz///PN69+7d+je/+Y2eO3euvvzyy6vrONPG/LnPfU4/9thjevfu3XrDhg36c5/7nBZC6AcffFBrffYdY62PPeaz8RifLIHhNMX47ne/q2fOnKlDoZBesWKFfvrppyd7kyaM97znPbq9vV2HQiHd0dGh3/Oe9+gdO3ZU3y8UCvov//IvdX19vY7FYvrtb3+77urqmsQtPnH+8Ic/aOCIx4033qi19iUJvvjFL+rW1lYdDof1lVdeqbdt2zZqHQMDA/q9732vTiQSura2Vn/gAx/QmUxmEkYzPo415nw+r6+++mrd3NysLcvSs2bN0h/5yEeOuBk4k8Y81lgB/cMf/rC6zHjO5T179ujrrrtOR6NR3dTUpD/1qU9px3FO82jGx/HGvG/fPn355ZfrhoYGHQ6H9fz58/WnP/1pnUqlRq3nTBrzBz/4QT1r1iwdCoV0c3OzvvLKK6tGk9Zn3zHW+thjPhuP8ckitNb69Pm3AgICAgICAgLOXIIcp4CAgICAgICAcRIYTgEBAQEBAQEB4yQwnAICAgICAgICxklgOAUEBAQEBAQEjJPAcAoICAgICAgIGCeB4RQQEBAQEBAQME4CwykgICAgICAgYJwEhlNAQEBAQEBAwDgJDKeAgICAgICAgHESGE4BAQEBAQEBAeMkMJwCAgICAgICAsZJYDgFBAQEHEZfXx9tbW38/d//ffW1p556ilAoxJo1ayZxywICAiaboMlvQEBAwBjcd999XH/99Tz11FMsWrSI5cuX87a3vY3bbrttsjctICBgEgkMp4CAgICj8LGPfYyHH36Yiy++mI0bN/Lcc88RDocne7MCAgImkcBwCggICDgKhUKBc889l87OTtatW8d555032ZsUEBAwyQQ5TgEBAQFHYefOnRw8eBClFHv27JnszQkICJgCBB6ngICAgDGwbZsVK1awfPlyFi1axO23387GjRtpaWmZ7E0LCAiYRALDKSAgIGAMPv3pT/PLX/6Sl156iUQiwRvf+EaSySS/+93vJnvTAgICJpEgVBcQEBBwGI8++ii33347P/7xj6mtrUVKyY9//GP++Mc/cuedd0725gUEBEwigccpICAgICAgIGCcBB6ngICAgICAgIBxEhhOAQEBAQEBAQHjJDCcAgICAgICAgLGSWA4BQQEBAQEBASMk8BwCggICAgICAgYJ4HhFBAQEBAQEBAwTgLDKSAgICAgICBgnASGU0BAQEBAQEDAOAkMp4CAgICAgICAcRIYTgEBAQEBAQEB4yQwnAICAgICAgICxklgOAUEBAQEBAQEjJP/H8lXI0r6cuZdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1124834224\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(1124834224, t_y_range=0.005)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "cdc56e5f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:05.969408Z",
     "iopub.status.busy": "2025-09-25T11:09:05.968766Z",
     "iopub.status.idle": "2025-09-25T11:09:06.797222Z",
     "shell.execute_reply": "2025-09-25T11:09:06.796166Z"
    },
    "papermill": {
     "duration": 1.286848,
     "end_time": "2025-09-25T11:09:06.799581",
     "exception": false,
     "start_time": "2025-09-25T11:09:05.512733",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 1843015807\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(1843015807, t_y_range=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "5afeaced",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:07.728444Z",
     "iopub.status.busy": "2025-09-25T11:09:07.727293Z",
     "iopub.status.idle": "2025-09-25T11:09:08.266343Z",
     "shell.execute_reply": "2025-09-25T11:09:08.265282Z"
    },
    "papermill": {
     "duration": 0.99294,
     "end_time": "2025-09-25T11:09:08.268414",
     "exception": false,
     "start_time": "2025-09-25T11:09:07.275474",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 2154305089\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(2154305089, t_y_range=0.01)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "0c396fea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:09.285458Z",
     "iopub.status.busy": "2025-09-25T11:09:09.284868Z",
     "iopub.status.idle": "2025-09-25T11:09:09.998312Z",
     "shell.execute_reply": "2025-09-25T11:09:09.997328Z"
    },
    "papermill": {
     "duration": 1.184374,
     "end_time": "2025-09-25T11:09:10.001282",
     "exception": false,
     "start_time": "2025-09-25T11:09:08.816908",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This signal was reflected left to right\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The planet id is 3649218579\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not SUBMIT_TO_COMPETITION:\n",
    "    plotter.plot_planet(3649218579, t_y_range=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "c8c98cdf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-25T11:09:10.929407Z",
     "iopub.status.busy": "2025-09-25T11:09:10.928993Z",
     "iopub.status.idle": "2025-09-25T11:09:12.282896Z",
     "shell.execute_reply": "2025-09-25T11:09:12.281803Z"
    },
    "papermill": {
     "duration": 1.808775,
     "end_time": "2025-09-25T11:09:12.285191",
     "exception": false,
     "start_time": "2025-09-25T11:09:10.476416",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>planet_id</th>\n",
       "      <th>wl_1</th>\n",
       "      <th>wl_2</th>\n",
       "      <th>wl_3</th>\n",
       "      <th>wl_4</th>\n",
       "      <th>wl_5</th>\n",
       "      <th>wl_6</th>\n",
       "      <th>wl_7</th>\n",
       "      <th>wl_8</th>\n",
       "      <th>wl_9</th>\n",
       "      <th>...</th>\n",
       "      <th>sigma_274</th>\n",
       "      <th>sigma_275</th>\n",
       "      <th>sigma_276</th>\n",
       "      <th>sigma_277</th>\n",
       "      <th>sigma_278</th>\n",
       "      <th>sigma_279</th>\n",
       "      <th>sigma_280</th>\n",
       "      <th>sigma_281</th>\n",
       "      <th>sigma_282</th>\n",
       "      <th>sigma_283</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34983</td>\n",
       "      <td>0.018281</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.018202</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.000109</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.000105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1873185</td>\n",
       "      <td>0.006333</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>0.006348</td>\n",
       "      <td>0.006347</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000225</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.000228</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 567 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   planet_id      wl_1      wl_2      wl_3      wl_4      wl_5      wl_6  \\\n",
       "0      34983  0.018281  0.018201  0.018201  0.018201  0.018201  0.018201   \n",
       "1    1873185  0.006333  0.006349  0.006349  0.006349  0.006349  0.006349   \n",
       "\n",
       "       wl_7      wl_8      wl_9  ...  sigma_274  sigma_275  sigma_276  \\\n",
       "0  0.018201  0.018201  0.018202  ...   0.000113   0.000111   0.000109   \n",
       "1  0.006349  0.006348  0.006347  ...   0.000213   0.000217   0.000220   \n",
       "\n",
       "   sigma_277  sigma_278  sigma_279  sigma_280  sigma_281  sigma_282  sigma_283  \n",
       "0   0.000107   0.000106   0.000105   0.000105   0.000105   0.000105   0.000105  \n",
       "1   0.000223   0.000225   0.000226   0.000228   0.000228   0.000228   0.000228  \n",
       "\n",
       "[2 rows x 567 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub_df.to_csv('submission.csv')\n",
    "check_df = pd.read_csv(\"submission.csv\")\n",
    "check_df.head(2)"
   ]
  }
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