ai_jam.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/thopkins1/anaconda3/envs/bluesky-dev/lib/python3.12/site-packages/tqdm_joblib/__init__.py:4: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from tqdm.autonotebook import tqdm\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import re\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tiled.client import from_uri\n",
    "from tqdm import tqdm\n",
    "from numpy.typing import ArrayLike\n",
    "from scipy.signal import find_peaks\n",
    "\n",
    "from joblib import Parallel, delayed\n",
    "from tqdm_joblib import tqdm_joblib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_linescan_log(file_path):\n",
    "    \"\"\"\n",
    "    Parse a linescan log file into a pandas DataFrame.\n",
    "    \n",
    "    Each entry in the file should consist of 4 lines:\n",
    "      1. Timestamp (e.g., \"2024-02-12T09-33-05\")\n",
    "      2. Mode (e.g., \"mode = xafs_x/It\")\n",
    "      3. UID   (e.g., \"uid = e9979416-fd6d-4ea5-9d56-2257f52c9572\")\n",
    "      4. Position (e.g., \"position = 144.1771555806452\")\n",
    "    \n",
    "    The resulting DataFrame uses the UID as the index and includes:\n",
    "      - timestamp\n",
    "      - motor (parsed from mode)\n",
    "      - detector (parsed from mode)\n",
    "      - position\n",
    "    \"\"\"\n",
    "    data = []\n",
    "    \n",
    "    with open(file_path, 'r') as f:\n",
    "        # Remove blank lines and strip whitespace\n",
    "        lines = [line.strip() for line in f if line.strip()]\n",
    "    \n",
    "    # Process entries in blocks of 4 lines.\n",
    "    for i in range(0, len(lines), 4):\n",
    "        try:\n",
    "            ts_line = lines[i]\n",
    "            mode_line = lines[i + 1]\n",
    "            uid_line = lines[i + 2]\n",
    "            pos_line = lines[i + 3]\n",
    "        except IndexError:\n",
    "            # If there are incomplete blocks at the end, skip them.\n",
    "            break\n",
    "\n",
    "        # Parse timestamp\n",
    "        timestamp = ts_line\n",
    "        \n",
    "        # Parse mode and split into motor and detector.\n",
    "        # e.g., \"mode = xafs_x/It\"\n",
    "        mode_value = mode_line.split(\"=\", 1)[1].strip()\n",
    "        motor, detector = mode_value.split(\"/\", 1)\n",
    "        \n",
    "        # Parse UID (e.g., \"uid = e9979416-fd6d-4ea5-9d56-2257f52c9572\")\n",
    "        uid = uid_line.split(\"=\", 1)[1].strip()\n",
    "        \n",
    "        # Parse position (e.g., \"position = 144.1771555806452\")\n",
    "        position = float(pos_line.split(\"=\", 1)[1].strip())\n",
    "        \n",
    "        data.append({\n",
    "            \"timestamp\": timestamp,\n",
    "            \"motor\": motor,\n",
    "            \"detector\": detector,\n",
    "            \"position\": position,\n",
    "            \"uid\": uid\n",
    "        })\n",
    "    \n",
    "    df = pd.DataFrame(data)\n",
    "    df.set_index(\"uid\", inplace=True)\n",
    "    return df\n",
    "\n",
    "# Example usage:\n",
    "# df = parse_linescan_log(\"path/to/linescan_evaluation.txt.1\")\n",
    "# print(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_tiled_dataframe(catalog, row: pd.Series) -> tuple[ArrayLike, ArrayLike]:\n",
    "    \"\"\"\n",
    "    Connect to the BMM Tiled catalog, fetch the record corresponding to the given UID,\n",
    "    and return a DataFrame with all of the relevant primary data.\n",
    "    \n",
    "    The function does the following:\n",
    "      1. Connects to the Tiled server.\n",
    "      2. Accesses the 'bmm' catalog and retrieves the 'raw' collection.\n",
    "      3. Uses the UID to fetch the corresponding record.\n",
    "      4. Reads the primary data (an xarray Dataset) from the record.\n",
    "      5. Converts the xarray Dataset to a Pandas DataFrame.\n",
    "    \n",
    "    Parameters:\n",
    "        uid (str): The unique identifier of the scan record.\n",
    "    \n",
    "    Returns:\n",
    "        pd.DataFrame: A DataFrame containing the data variables and coordinates\n",
    "                      from the record’s primary stream.\n",
    "    \n",
    "    Example:\n",
    "        df = get_tiled_dataframe('3b5dc5fa-9252-43cc-b70d-8288f03dbb69')\n",
    "        print(df.head())\n",
    "    \"\"\"\n",
    "    \n",
    "    # Retrieve the record using the provided UID\n",
    "    try:\n",
    "        record = catalog[row.name]\n",
    "    except KeyError:\n",
    "        raise ValueError(f\"Record with UID {row.name} not found in the catalog.\")\n",
    "    \n",
    "    # Read the primary data from the record (an xarray.Dataset)\n",
    "    ds = record[\"primary\"][\"data\"]\n",
    "    try:\n",
    "        xax = ds[row.motor].read()\n",
    "    except KeyError:\n",
    "        print(f\"WARNING: UID {row.name} failed to find motor {row.motor} from tiled dataset.\")\n",
    "        return None, None\n",
    "\n",
    "    # Extract the y data.\n",
    "    if \"Xs\" not in row.detector:\n",
    "        try:\n",
    "            yax = ds[row.detector]\n",
    "        except KeyError:\n",
    "            print(f\"WARNING: UID {row.name} failed to find detector {row.detector} from tiled dataset.\")\n",
    "            yax = None\n",
    "    else:\n",
    "        # For \"Xs\", sum channels that match a pattern like \"La1\", \"La2\", etc.\n",
    "        channel_keys = [key for key in ds.keys() if re.match(r'^[A-Z][a-z]?[1-9]$', key)]\n",
    "        if not channel_keys:\n",
    "            raise KeyError(f\"No channel keys found for 'Xs' mode: {list(ds.keys())}.\")\n",
    "        yax = sum(ds[key].read() for key in channel_keys)\n",
    "    \n",
    "    return np.array(xax), np.array(yax)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Generator\n",
    "from numpy.typing import ArrayLike\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def generate_plots(x_arrays: list[ArrayLike], y_arrays: list[ArrayLike], rows: list[pd.Series], preds: list[float] | None = None,  show_optimal: bool=False, show_pred: bool=False) -> Generator:\n",
    "    \"\"\"\n",
    "    Generate a sequence of matplotlib plots without displaying them.\n",
    "    \n",
    "    Parameters:\n",
    "    - x_arrays: list of arrays/lists for the x-axis data.\n",
    "    - y_arrays: list of arrays/lists for the y-axis data.\n",
    "    \n",
    "    Both lists must have the same length, and each corresponding pair of arrays must be of equal length.\n",
    "    \n",
    "    Yields:\n",
    "    - (fig, ax): Tuple containing the matplotlib figure and axis objects for each plot.\n",
    "    \"\"\"\n",
    "    if len(x_arrays) != len(y_arrays):\n",
    "        raise ValueError(\"x_arrays and y_arrays must be of the same length.\")\n",
    "\n",
    "    for i, (x, y, row) in enumerate(zip(x_arrays, y_arrays, rows)):\n",
    "        if len(x) != len(y):\n",
    "            raise ValueError(\"Each pair of x and y arrays must be of the same length.\")\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.plot(x, y)\n",
    "        if show_optimal:\n",
    "            ax.axvline(row.position, c=\"red\")\n",
    "        if show_pred and preds is not None:\n",
    "            ax.axvline(preds[i], c=\"green\")\n",
    "        ax.set_title(f\"{row.name}: Scanning motor {row.motor} for detector {row.detector}\")\n",
    "        ax.set_ylabel(row.detector)\n",
    "        ax.set_xlabel(row.motor)\n",
    "        yield fig, ax\n",
    "\n",
    "    \n",
    "def show_plots(x_arrays: list[ArrayLike], y_arrays: list[ArrayLike], rows: list[pd.Series], preds: list[float] | None = None, show_optimal: bool = False, show_pred: bool = False) -> None:\n",
    "    for fig, _ in generate_plots(x_arrays, y_arrays, rows, preds=preds, show_optimal=show_optimal, show_pred=show_pred):\n",
    "        fig.show()\n",
    "\n",
    "\n",
    "def save_plots(x_arrays: list[ArrayLike], y_arrays: list[ArrayLike], rows: list[pd.Series]) -> None:\n",
    "    for fig, ax in generate_plots(x_arrays, y_arrays, rows):\n",
    "        ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tune_peak_finder(test_dataset, prominence_values, width_values):\n",
    "    \"\"\"\n",
    "    Tunes the 'prominence' and 'width' parameters of find_highest_peak_position by\n",
    "    minimizing the average mean squared error (MSE) between the predicted and the \n",
    "    true peak positions on a test dataset.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    test_dataset : list of tuples\n",
    "        Each tuple should be (x_array, y_array, true_peak_x), where:\n",
    "            - x_array: array-like, positions scanned (e.g., motor positions)\n",
    "            - y_array: array-like, corresponding measured signal values\n",
    "            - true_peak_x: float, the known (ground-truth) x-position of the peak.\n",
    "    prominence_values : list or array-like\n",
    "        A list of candidate values for the 'prominence' parameter.\n",
    "    width_values : list or array-like\n",
    "        A list of candidate values for the 'width' parameter.\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    best_params : dict\n",
    "        A dictionary containing the best 'prominence' and 'width' values.\n",
    "    best_mse : float\n",
    "        The lowest average MSE achieved with the best parameters.\n",
    "    \"\"\"\n",
    "    best_mse = np.inf\n",
    "    best_params = {'prominence': None, 'width': None}\n",
    "    mse_grid = np.zeros((len(width_values), len(prominence_values)))\n",
    "    \n",
    "    # Loop over each candidate combination\n",
    "    for i, wd in enumerate(width_values):\n",
    "        for j, prom in tqdm(enumerate(prominence_values)):\n",
    "            mse_list = []\n",
    "            for x_data, y_data, true_peak in test_dataset:\n",
    "                pred_peak, _ = find_highest_peak_position(x_data, y_data, prominence=prom, width=wd)\n",
    "                # If no peak is found, assign a high penalty error\n",
    "                if pred_peak is None:\n",
    "                    continue\n",
    "                else:\n",
    "                    mse_list.append((pred_peak - true_peak)**2)\n",
    "            mse_grid[i, j] = np.mean(mse_list)\n",
    "            avg_mse = np.mean(mse_list)\n",
    "            \n",
    "            # Update best parameters if current combination gives a lower MSE\n",
    "            if avg_mse < best_mse:\n",
    "                best_mse = avg_mse\n",
    "                best_params['prominence'] = prom\n",
    "                best_params['width'] = wd\n",
    "                \n",
    "    return best_params, best_mse, mse_grid\n",
    "\n",
    "def find_highest_peak_position(x, y, prominence=0.01, width=1):\n",
    "    \"\"\"\n",
    "    Find the highest peak in (x, y) data using scipy.signal.find_peaks.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    x : array-like\n",
    "        The x-values (e.g., motor positions).\n",
    "    y : array-like\n",
    "        The signal values corresponding to each x.\n",
    "    prominence : float, optional\n",
    "        Required prominence of peaks.\n",
    "    width : float, optional\n",
    "        Required width of peaks.\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    peak_x : float or None\n",
    "        The x-value of the highest peak.\n",
    "    peak_y : float or None\n",
    "        The y-value of the highest peak.\n",
    "    \"\"\"\n",
    "    peaks, properties = find_peaks(y, prominence=prominence, width=width)\n",
    "    if len(peaks) == 0:\n",
    "        return 0, 0\n",
    "    max_peak_idx = np.argmax(y[peaks])\n",
    "    best_peak = peaks[max_peak_idx]\n",
    "    return x[best_peak], y[best_peak]\n",
    "\n",
    "def evaluate_params(test_dataset, prom, wd):\n",
    "    \"\"\"Evaluate average MSE for a given set of prominence and width.\"\"\"\n",
    "    mse_list = []\n",
    "    for x_data, y_data, true_peak in test_dataset:\n",
    "        pred_peak, _ = find_highest_peak_position(x_data, y_data, prominence=prom, width=wd)\n",
    "        if pred_peak is None:\n",
    "            continue\n",
    "        else:\n",
    "            mse_list.append((pred_peak - true_peak)**2)\n",
    "    return np.mean(mse_list)\n",
    "\n",
    "def plot_grid_search(test_dataset, prominence_values, width_values, n_jobs=-1):\n",
    "    \"\"\"\n",
    "    Performs a grid search over 'prominence' and 'width' parameters, computes\n",
    "    the average MSE for each combination in parallel, and plots the grid with a progress bar.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    test_dataset : list of tuples\n",
    "        Each tuple is (x_array, y_array, true_peak_x)\n",
    "    prominence_values : array-like\n",
    "        Candidate values for 'prominence'\n",
    "    width_values : array-like\n",
    "        Candidate values for 'width'\n",
    "    n_jobs : int, optional\n",
    "        Number of jobs for parallel processing (-1 uses all available cores)\n",
    "    \"\"\"\n",
    "    mse_grid = np.zeros((len(width_values), len(prominence_values)))\n",
    "    n_combinations = len(width_values) * len(prominence_values)\n",
    "\n",
    "    # Use tqdm_joblib to wrap the parallel loop with a progress bar\n",
    "    with tqdm_joblib(tqdm(total=n_combinations, desc=\"Evaluating parameter combinations\")):\n",
    "        results = Parallel(n_jobs=n_jobs)(\n",
    "            delayed(evaluate_params)(test_dataset, prom, wd)\n",
    "            for wd in width_values\n",
    "            for prom in prominence_values\n",
    "        )\n",
    "    \n",
    "    # Fill the mse_grid with results\n",
    "    k = 0\n",
    "    for i in range(len(width_values)):\n",
    "        for j in range(len(prominence_values)):\n",
    "            mse_grid[i, j] = results[k]\n",
    "            k += 1\n",
    "    \n",
    "    # Plot the grid search results as a heatmap\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    extent = [prominence_values[0], prominence_values[-1], width_values[0], width_values[-1]]\n",
    "    im = plt.imshow(mse_grid, origin='lower', extent=extent, aspect='auto', cmap='viridis')\n",
    "    plt.colorbar(im, label='Average MSE')\n",
    "    plt.xlabel('Prominence')\n",
    "    plt.ylabel('Width')\n",
    "    plt.title('Grid Search Results for Peak Finder Tuning')\n",
    "    plt.show()\n",
    "    return mse_grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "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>timestamp</th>\n",
       "      <th>motor</th>\n",
       "      <th>detector</th>\n",
       "      <th>position</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>e9979416-fd6d-4ea5-9d56-2257f52c9572</th>\n",
       "      <td>2024-02-12T09-33-05</td>\n",
       "      <td>xafs_x</td>\n",
       "      <td>It</td>\n",
       "      <td>144.177156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2d8b6741-e589-4e6b-8c16-f3ab6bbc336e</th>\n",
       "      <td>2024-02-12T09-36-20</td>\n",
       "      <td>xafs_x</td>\n",
       "      <td>It</td>\n",
       "      <td>144.150454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2e30454f-a5ac-48f9-a3bf-5e1b15e544b5</th>\n",
       "      <td>2024-02-12T09-40-38</td>\n",
       "      <td>xafs_x</td>\n",
       "      <td>It</td>\n",
       "      <td>143.644743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a925e08a-7d1c-4e44-a8d5-126bcb62dc9e</th>\n",
       "      <td>2024-02-12T09-45-30</td>\n",
       "      <td>xafs_x</td>\n",
       "      <td>It</td>\n",
       "      <td>144.097048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76c348a3-5bb4-4b21-93e6-9e25995c6eaf</th>\n",
       "      <td>2024-02-12T09-48-23</td>\n",
       "      <td>xafs_x</td>\n",
       "      <td>It</td>\n",
       "      <td>141.169582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                timestamp   motor detector  \\\n",
       "uid                                                                          \n",
       "e9979416-fd6d-4ea5-9d56-2257f52c9572  2024-02-12T09-33-05  xafs_x       It   \n",
       "2d8b6741-e589-4e6b-8c16-f3ab6bbc336e  2024-02-12T09-36-20  xafs_x       It   \n",
       "2e30454f-a5ac-48f9-a3bf-5e1b15e544b5  2024-02-12T09-40-38  xafs_x       It   \n",
       "a925e08a-7d1c-4e44-a8d5-126bcb62dc9e  2024-02-12T09-45-30  xafs_x       It   \n",
       "76c348a3-5bb4-4b21-93e6-9e25995c6eaf  2024-02-12T09-48-23  xafs_x       It   \n",
       "\n",
       "                                        position  \n",
       "uid                                               \n",
       "e9979416-fd6d-4ea5-9d56-2257f52c9572  144.177156  \n",
       "2d8b6741-e589-4e6b-8c16-f3ab6bbc336e  144.150454  \n",
       "2e30454f-a5ac-48f9-a3bf-5e1b15e544b5  143.644743  \n",
       "a925e08a-7d1c-4e44-a8d5-126bcb62dc9e  144.097048  \n",
       "76c348a3-5bb4-4b21-93e6-9e25995c6eaf  141.169582  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = parse_linescan_log(os.path.join(\"datasets\", \"linescan_evaluation.txt.1\"))\n",
    "df2 = parse_linescan_log(os.path.join(\"datasets\", \"linescan_evaluation.txt.2\"))\n",
    "df = pd.concat([df1, df2], axis=0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Connect to the Tiled server\n",
    "container = from_uri('https://tiled.nsls2.bnl.gov')\n",
    "# Access the 'bmm' catalog, specifically the 'raw' collection\n",
    "bmm_catalog = container['bmm']['raw']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2511/2511 [06:56<00:00,  6.04it/s]\n"
     ]
    }
   ],
   "source": [
    "x_arrays = []\n",
    "y_arrays = []\n",
    "rows = []\n",
    "for _, row in tqdm(df.iterrows(), total=len(df)):\n",
    "    xax, yax = get_tiled_dataframe(bmm_catalog, row)\n",
    "    x_arrays.append(xax)\n",
    "    y_arrays.append(yax)\n",
    "    rows.append(row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Evaluating parameter combinations:   0%|          | 0/10000 [00:00<?, ?it/s]\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
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      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
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      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
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      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
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      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "Evaluating parameter combinations:   0%|          | 0/10000 [04:26<?, ?it/s]\n",
      "\n",
      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
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      "\u001b[A\n",
      "\u001b[A\n",
      "\u001b[A\n",
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      "100%|██████████| 10000/10000 [02:29<00:00, 66.85it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimal_positions = [r.position for r in rows]\n",
    "prominence_values = np.linspace(0.001, 1.0, 100)\n",
    "width_values = np.linspace(0.5, 2.0, 100)\n",
    "mse_grid = plot_grid_search(list(zip(x_arrays, y_arrays, optimal_positions)), prominence_values, width_values, n_jobs=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_width, best_prom = np.unravel_index(np.argmax(mse_grid), mse_grid.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = 10\n",
    "stop = 50\n",
    "scipy_preds = []\n",
    "for x, y in list(zip(x_arrays, y_arrays))[start:stop]:\n",
    "    pred = find_highest_peak_position(x, y, best_prom, best_width)[0]\n",
    "    scipy_preds.append(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_15324/87768565.py:38: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n",
      "Evaluating parameter combinations:   0%|          | 0/10000 [02:56<?, ?it/s]\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'>' not supported between instances of 'float' and 'NoneType'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[27], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mshow_plots\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_arrays\u001b[49m\u001b[43m[\u001b[49m\u001b[43mstart\u001b[49m\u001b[43m:\u001b[49m\u001b[43mstop\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_arrays\u001b[49m\u001b[43m[\u001b[49m\u001b[43mstart\u001b[49m\u001b[43m:\u001b[49m\u001b[43mstop\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrows\u001b[49m\u001b[43m[\u001b[49m\u001b[43mstart\u001b[49m\u001b[43m:\u001b[49m\u001b[43mstop\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpreds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mscipy_preds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshow_optimal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshow_pred\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
      "Cell \u001b[0;32mIn[4], line 37\u001b[0m, in \u001b[0;36mshow_plots\u001b[0;34m(x_arrays, y_arrays, rows, preds, show_optimal, show_pred)\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mshow_plots\u001b[39m(x_arrays: \u001b[38;5;28mlist\u001b[39m[ArrayLike], y_arrays: \u001b[38;5;28mlist\u001b[39m[ArrayLike], rows: \u001b[38;5;28mlist\u001b[39m[pd\u001b[38;5;241m.\u001b[39mSeries], preds: \u001b[38;5;28mlist\u001b[39m[\u001b[38;5;28mfloat\u001b[39m] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m, show_optimal: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, show_pred: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m---> 37\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m_\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mgenerate_plots\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_arrays\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_arrays\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrows\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpreds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpreds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshow_optimal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mshow_optimal\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshow_pred\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mshow_pred\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m     38\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshow\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "Cell \u001b[0;32mIn[4], line 29\u001b[0m, in \u001b[0;36mgenerate_plots\u001b[0;34m(x_arrays, y_arrays, rows, preds, show_optimal, show_pred)\u001b[0m\n\u001b[1;32m     27\u001b[0m     ax\u001b[38;5;241m.\u001b[39maxvline(row\u001b[38;5;241m.\u001b[39mposition, c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     28\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m show_pred \u001b[38;5;129;01mand\u001b[39;00m preds \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m---> 29\u001b[0m     \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxvline\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpreds\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgreen\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     30\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_title(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: Scanning motor \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mmotor\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for detector \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mdetector\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     31\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_ylabel(row\u001b[38;5;241m.\u001b[39mdetector)\n",
      "File \u001b[0;32m~/anaconda3/envs/bluesky-dev/lib/python3.12/site-packages/matplotlib/axes/_axes.py:888\u001b[0m, in \u001b[0;36mAxes.axvline\u001b[0;34m(self, x, ymin, ymax, **kwargs)\u001b[0m\n\u001b[1;32m    886\u001b[0m \u001b[38;5;66;03m# Strip away the units for comparison with non-unitized bounds.\u001b[39;00m\n\u001b[1;32m    887\u001b[0m xx, \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_process_unit_info([(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m, x)], kwargs)\n\u001b[0;32m--> 888\u001b[0m scalex \u001b[38;5;241m=\u001b[39m (\u001b[43mxx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m<\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mxmin\u001b[49m) \u001b[38;5;129;01mor\u001b[39;00m (xx \u001b[38;5;241m>\u001b[39m xmax)\n\u001b[1;32m    890\u001b[0m trans \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_xaxis_transform(which\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgrid\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    891\u001b[0m l \u001b[38;5;241m=\u001b[39m mlines\u001b[38;5;241m.\u001b[39mLine2D([x, x], [ymin, ymax], transform\u001b[38;5;241m=\u001b[39mtrans, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "\u001b[0;31mTypeError\u001b[0m: '>' not supported between instances of 'float' and 'NoneType'"
     ]
    },
    {
     "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 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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DgxgyZIi4ceNGufunovevsLBQdO3aVSiVSvHGG2+ITZs2iQ0bNoh3331XrFy5UgghxN9//y0AiI8//liMHz9eODg4CJVKJVq1aiU2btxo8Hwl2Z2dnYVKpRJWVlaiU6dO4o8//ij12iX7c+bMmeVmLxEQECA0Go348ssvxblz58ptua7K9gghxGuvvSbmzZsntmzZInbt2iW+/vpr4eLiIkaNGmXwfOHh4cLZ2VkEBgaKH3/8UWzfvl28/PLLAoBYsmRJqW3x8/MTw4YNE3/99ZdYuXKl8PHxEYGBgaKoqEi/7ogRI4Svr6/B65Q8tm3btuK3334TmzZtEhEREUKpVBocV5s3bxZyuVxERESIdevWid9//120a9dO+Pn5lTo3l6Vke4KCgsSCBQvE1q1bRb9+/QQA8cEHH4imTZuKlStXik2bNon27dsLtVptcGzt2bNH/96vXr1arF+/XvTq1UvIZDKxatUqIUTx+XXWrFkCgPj+++/159fExEQhhNDfN3ToUPHXX3+JpUuXioYNGwp7e3tx8eJFg/2kUqmEn5+fmD17tti5c6fB5/ZeFy9eFBqNRgwaNEgIUXxu6tatm3BzcxM3b97Ur/f777+LGTNmiHXr1om9e/eKVatWifDwcOHq6qr/pTY2NlasXbtWABCTJk0SkZGR4vjx40KI4l+FXF1dxc8//yz27Nkj1q9fL2bMmKHf/qq4ffu2qF+/vmjXrp3+u3fEiBHCyspK/Pvvv+U+rqLvrvPnzwuNRiP8/f3F0qVLxV9//aU/393d+lxyrHp5eYmnnnpKbNiwQWzcuFEkJyeX+Zo5OTkiJCRE2Nvbi++++05s3bpVvPLKK/p64O56pCp1S2XHx7Jly4RMJhOPP/64WLt2rfjzzz9Fv379hEKhEDt27NC/1smTJ4Wtra3w8/MTP/74o9i5c6dYvny5GDx4sMjIyJDsOCyRlZUlGjZsKPz8/IRCoRDjx48vtc7KlSv1x9i2bdvEjh07xI8//ljqF9fKPFBx+9prrxksX7FihQAgli9fXuoxarVaABAARKNGjcTZs2dLrfPdd98JR0dHkZCQIIQov7gNDg4WLVq0KPVTQb9+/US9evVK/RQ3e/Zs/WvLZDIxbdq0CrevpJi8fv26AGDw5dOuXTvh6ekpcnNz9csyMjKEk5NTmcWtlZWVfnuEKC5SgoODRUBAQIUZ7lbyJpfcRo0aVWrb/f39hb+/v0GuypQUTIGBgaXeS9xHl4qNGzcKlUqlL07K+4m6vOVV/Zk6IyNDhISECG9vb5GZmVmlbDqdTsyYMUPI5XL9/vPx8REnTpyo8HHVUdyWvG9r1qwxWF7SteKHH36o0jYIIURQUJA+f7169QwKy/Js3bpVyOXyUu9t8+bNRaNGjQw+J4WFhaJhw4YCgPj1118N1v/xxx8NPr9OTk5i+/btBuuUvLctW7Y0KK6uXbsmVCqVeOGFF/TLNm/eLKZNmyb+/PNPsXfvXjF37lxRv359YWNjI06ePGnwvCdOnBAqlUps2bJFCFH+T/u9e/cWAISDg4OYOnWq2LVrl/jxxx+Fs7OzCAgIKPensorev6VLlwoA4pdffinzsUL89x7b2dmJTp066b8Mu3btKmQymT63EMXdYcaOHSt+++03sW/fPrFixQrRvn37Ml9jz549QqFQiA8++KDc1y5x5MgR/ZcpAKHRaES/fv3E0qVLDd6LqmzPvbRarSgsLBRLly4VCoVCpKSk6O8LDw8vsztR48aNRe/evfX/Ljk2Hn30UYP1fvvtNwHA4I/n8opbd3d3kZGRoV+WkJAg5HK5mD17tn5ZmzZthLe3t8jPz9cvy8zMFM7OzlUubgEY/NGYnJwsFAqFsLKyMihkT548KQCIb7/9Vr+sffv2ws3NzeDcVFRUJEJDQ0X9+vX170V5x1xqaqqwsrIqtZ9iYmKEWq0Wzz77rMF+AiAWLlxY6XaVWL16tQAg5syZoz8nbtu2rcLHFBUViaysLGFjY2PQoFDe59DW1lZMnjy5ypnKs3//fqFUKsXkyZPFwoULBQAxf/78Kj22rO+uIUOGCLVaXapBrW/fvsLa2lr/c3jJsdqlS5cqvda8efNK1QhCCDF27NhSxW1V65byjo/s7Gzh5OQk+vfvb7Bcq9WKsLAw0bZtW/2ybt26CQcHB32xWhapjsMSv/76qwAgPDw8yvw+nzhxonBwcLjv573XAxW397YcFRYWCqVSKcaMGVPqMceOHRORkZFi+fLlolWrVsLd3V1ERUXp77927ZqwtbU1OIDLKnouXbokAIgvvvhCFBYWGtx++OEHAaBU4RwfHy+OHj0qtm7dKt566y1hYWEhJk6caLDOrVu3xLhx40T9+vUNCiEA4pNPPhFCFP+1IZfLSz1WiP/e5LsBEP369St3/8XGxur32923e1teUlJSxNGjR8WuXbvExx9/LOzs7MSAAQP0H4YLFy7oW0QrUlhYKD7++GMREhIiVCqVwTb26dOnVPa7TxBFRUUGGUteOy0tTXh5eYn33ntPv25NFLe5ubmiR48ewtraWhw6dMjgvvKyCSHERx99JKytrcWHH34odu/eLf744w/Rs2dP4eLiom9tKEt1FLfDhg0TDg4O+j5bd988PDzE4MGDhRD/FRAlt7tbskpERUWJw4cPi99//110795daDSaCvtKHTt2TNjb24uOHTuW6lu+YMECAUC89NJLIi4uTsTExIgxY8YIhUIhABi0sixcuFCo1WoxZcoUsWPHDrFp0yYxZMgQYW1tbVC4lby3X3zxRaks4eHhwt/fv8L9GB0dLWxtbQ368RYWFooWLVoY9Jku70u1Z8+eAoAYN26cwfL169dXWNBV9P4NHTpUWFpaVthvteQPehcXF4PiKzs7W3h6eopOnTpVuN0FBQWiRYsWwtnZ+b779d37PFu2bBHvvvuu6NWrl7CystKff0rOJ1XZHiGEOH78uOjfv7/+D/a7b3d/9sLDw4WHh0epxw8ZMkQEBwfr/11ybPz4448G650/f77U8VZecXv3L1AlPDw89C0+WVlZQiaTiUmTJpVar6R1rDLh4eGiXr16pZbXq1dPdOjQwWBZfn6+ACCmTJli8Povv/xyqcd/+umnAoA4d+6cEKL8Y27Tpk0CgPjtt99KPUffvn2Fu7u7/t8l3zfp6emVbtfdXnrpJaFSqYRcLjc4Z5fIzMwUU6dOFf7+/vrzQcnt7ta18j6HJUXVRx99JCIjI8v8FbeqSvabWq0udd1ERcoqbt3c3EoVa0L8V/Bv3rxZCHH/vwwOHjxYaDSaUstLnqekuL2fuqW842P79u0CgPjf//5X6jneeustIZPJRFZWlsjOzhYKhUK8+OKLFWaX8jjUarWiQ4cOQi6XC7lcXmZjTckf40OGDBHr169/4Gu8HqjPrYeHh8G/lUolnJ2dkZycXGrdli1bon379hg2bBh2794NIYRB34kJEyYgNDQUTz75JNLS0pCWlqa/0jgrK0vfV6jkKvk33ngDKpXK4FYy5M+9/WQ9PDzQunVr9OrVC5988gk+/PBDzJ07V98XUKfToVevXli7di2mTp2KnTt34siRIzh06BCA4iGIACA1NRU6na7Udpe1LypaXrKsZD/dux339gNydHRE69at0bVrV7z77rv4+eefsWHDBv2V0CX9N0v6QZXn9ddfx/Tp0/UjBxw+fBhHjx5FWFiYfhvL4+/vb5Dxww8/BABMmzYNKpUKEydO1L9vWVlZAIr7SaWlpUEIUeFzVyY/Px9PPPEE9u/fjw0bNqBdu3YG93fv3t0g2+jRowEA586dw4wZM/DBBx9g+vTpiIiIwIABA/DXX3/BwcEBr7/++kPlqsytW7eQlpYGCwuLUu9xQkKC/jj98MMPDe7z9/cv9VxNmjRB27Zt8dRTT2HLli3w9fXFq6++WubrnjhxAj179kRgYCA2bdoEtVptcP/o0aPxySefYNmyZahfvz58fHxw9uxZvPHGGwAALy8vAMXH+4QJE/DCCy/giy++QPfu3dG3b1+sXLkSbdq0KXPEkfKO97LOCXfz8/ND586d9Z85oPjK2qtXr2LmzJn6YysjIwNAcT/CtLQ0fV/BklEWevfubfC8vXv3hkwmw/Hjxyt8/bIkJSXB09Ozwj66Ja/bsWNHaDQa/XJra2uEh4dX+roqlQrPPPMMkpOTDYYNu18qlQq9e/fGxx9/jK1btyI2NhYRERHYuHEjNm/eXOXtiYmJwSOPPIIbN27gm2++wb59+3D06FF8//33AFDqPFHW6BZqtbrM88m965Ycl5Wde6ryOqmpqRBCwN3dvdR6ZS0rj5OTU6llFhYWpZaXjKaSl5dn8Ppl9X329PQEgEo/AyX3l/cc9z7e2tq6wutSyjJ69GgUFhZCqVTilVdeKXX/s88+i7lz5+KFF17A1q1bceTIERw9ehSurq5Vep9Wr16NESNGYP78+ejQoQOcnJzw/PPPVzjEX3mGDRsGCwsL5Ofn480337zvx98tOTn5vt6b8vqwl/W8ZR1f954HH6RuuVfJczz11FOlnuPTTz+FEAIpKSlITU2FVquttB6oaJuAmj0Ov/jiC0RGRuLXX39FYGAgRo8eXer4Gj58OBYuXIjr16/jySefhJubG9q1a4ft27ff12uVvrKrChISEvRfhABQVFSE5OTkCofzAaDvGHzx4kX9sqioKFy/fh2Ojo6l1u/atSvs7e2RlpamHx7snXfewaBBg8p8/qCgoApfv+Qim4sXL6JFixaIiorCqVOnsHjxYowYMUK/3r2dyB0dHcsdi7O8D29F65bsp6NHjxrc36BBgyrnB/67wOzui4bKsnz5cjz//POYNWuWwfLbt2/DwcGhwsf++eefyM/P1/+75KQQFRWFa9eulVnUlOzL1NTUSp+/PPn5+Xj88cexe/du/PHHH2V2Vv/pp5+QmZmp/3fJMXLq1CkIIdCmTRuD9VUqFcLCwgyG0qoJLi4ucHZ2LvPCEwD6YujFF19Ev3799MvvLUbvpVQq0bJlyzIvoDxx4gR69OgBX19fbNu2rVQH/RJvvfUWJk+ejEuXLkGj0cDX1xfjxo2DjY0NWrVqBQC4cOECcnNzS+0/AGjdujX27t2LrKws2Nra6peXd7xXdk4AACGEQeEVFRWF9PR0BAYGllp3+vTpmD59Ok6cOIHmzZujWbNmFV6oeT8XkZVwdXXF/v37odPpyn18s2bNyn38vdtT0XoPmrE8zs7OmDx5Mvbs2YOoqCg8+uijVdqe9evXIzs7G2vXroWvr69+ecl41Maq5Nxc1hCBD1JYPcjry+XyMsfgvnnzJgBUOrRlyWekvOe49/FVuUjubtnZ2Rg+fDgaNWqEW7du4YUXXjAYKi49PR0bN27EzJkz8fbbb+uX5+fnIyUlpUqv4eLigjlz5mDOnDmIiYnBhg0b8PbbbyMxMbHc82BZtFothg0bBkdHR6jVaowZMwYHDhyocIjGijg7O9/Xe1PVfevs7FxqSEmg9DFXHXVLyXN89913aN++fZnruLu7Q6vVQqFQVFoPlKemj8OzZ89ixowZeP755/HMM8/A19cXnTp1wrRp0/DVV18ZrDtq1CiMGjUK2dnZ+PvvvzFz5kz069cPFy9eNDg/VeSBzqorVqww+Pdvv/2GoqIiREREVPi427dv4/Tp0wgICNAvW7VqFXbv3m1we+uttwAAP/74o/7K2KCgIAQGBuLUqVNo3bp1mbe7W1DKsnv3bgDQv37Jm3NvUfHTTz8Z/NvGxgZt27bF2rVr9X+xA0BmZma5Aw/v3LnT4ISr1WqxevVq+Pv76/+yujd/ZYXAvfkbNWoEf39/LFy40KAAvZdMJiu1jX/99Rdu3LhR4esBQNOmTQ0ylhS3c+bMKfW+ff311wCKr6rdvXu3QfFzP0pabHft2oU1a9aUapUrERQUZJCt5Mrdkox3twaWPO/x48cf+C/bqurXrx+Sk5Oh1WrLPE5LTmaenp4Gy5s2bVrh8+bl5eHQoUMGnx+guADp0aMH6tevj+3bt5f5h+Ld1Go1QkND4evri5iYGKxevRpjx46FlZWVPhdQev8JIXDo0CE4OjrCxsbG4L6VK1catNRfv34dBw8erPScEB0djQMHDhictN9+++1Sx9bKlSsBAOPHj8fu3bv1++CJJ56ATCbTt1KW2Lx5M4QQ5X4ZVKRv377Iy8urcCD2evXqoUOHDjhw4IC+VRko/tVi7969lb5uYWEhVq9eDRcXl1LvZ1UUFhaW2yJYcmVzyftYle0p61wo7kzkYcxsbGzQunVrrF+/HgUFBfrlWVlZZY6qUBOv365dO6xdu9agBUqn02H58uWoX78+GjVqBKD8FusOHTrAysoKy5cvN1geFxeHXbt2PfSYzOPHj0dMTAzWrl2LBQsWYMOGDfpzNVD83gshSn1HzJ8/v8yJYCrj4+ODiRMnomfPnvf9y8nMmTOxb98+rFixAqtXr8apU6ceqvW2e/fu2LVrl76YLbF06VJYW1s/0PkBKG54y8zMxIYNGwyW//rrrwb/vp+6pbzjo1OnTnBwcMDZs2fLfQ4LCwv9KDW///57ha3BUhyHRUVFGDFiBFxcXPDNN98AANq3b4/XX38d33zzTZkTCQHFn6++ffti2rRpKCgoqHQSsLs9UMvt2rVroVQq0bNnT5w5cwbTp09HWFgYBg8eDKD4L8GePXvi2WefRWBgIKysrHDx4kV88803yM/Px8yZM/XPVdbBVTK4cKtWrQyGAPrpp5/Qt29f9O7dGyNHjoSXlxdSUlJw7tw5HD9+HL///juA4g9IyYD3Xl5eSEtLw5YtW/DLL7/g6aef1rdQBQcHw9/fH2+//TaEEHBycsKff/5ZZvP3Rx99hD59+qBnz56YMmUKtFotPv30U9jY2JT5162Liwu6deuG6dOnw8bGBj/88APOnz9fpeHAfvrpJ+zbtw+9evWCt7c3srOzsW/fPnz33Xfo2LGjwUQO33//Pfr374/27dvjtddeg4+PD2JiYrB161b9HyH9+vXD4sWLERwcjGbNmuHYsWP4/PPPH6rIa968ebn3NWnSpNKipiJPPfUUNm/ejGnTpsHZ2dmgyLKzs0Pjxo0rfHznzp3Rpk0bvP/++8jJyUGXLl2Qnp6O7777DtHR0Vi2bJnB+nv37tV38dBqtbh+/bp+xq3w8HB9C3lOTg42bdoE4L/Cb+/evbh9+7b+QwgAQ4YMwYoVK/Doo4/i1VdfRdu2baFSqRAXF4fdu3dj4MCBeOKJJyrcho4dO2LAgAEICQmBvb09rl27hnnz5uHKlSsGg91fuHABPXr0AAB8/PHHuHTpksHP3P7+/vr8UVFRWLNmDVq3bg21Wo1Tp07hk08+QWBgID766CP9Y3x8fDBo0CD8/PPPUKvVePTRR5Gfn48lS5bgwIED+Oijj0r91Z6YmIgnnngCY8eORXp6OmbOnAlLS0u88847+nV69OiBLl26oFmzZrCzs8Pp06fx2WefQSaTGbx+cHAwgoODDZ6/5Jzg7+9vcGwFBwdjwoQJ+OGHH6DRaNC3b19cvHgR7733Hlq0aKE/J93P+zd06FAsWrQI48ePx4ULF9C1a1fodDocPnwYISEh+sHhv/jiC3Tt2hW9e/fWD4305Zdf4vbt2wbb8/rrr6OwsBCdOnWCh4cHYmNj8d133+HkyZNYtGiRwdCEe/fuRffu3TFjxgzMmDGj7IMDxedYPz8/PP300+jRowe8vb2RlZWFPXv24JtvvkFISIi+pagq29OzZ09YWFhg6NChmDp1KvLy8jBv3jykpqaWm8FYfPjhh3jsscfQu3dvvPrqq9Bqtfj8889ha2tb5ZbHhzF79mz07NkTXbt2xRtvvAELCwv88MMPiIqKwsqVK/WfldDQUADAzz//rB/Wr0GDBnB2dsb06dPx7rvv4vnnn8fQoUORnJyMDz74AJaWlgbfl/dr/vz5WL58ORYtWoQmTZqgSZMmmDhxIt566y106tQJbdu2hZ2dHbp06YLPP/8cLi4u8PPzw969e7FgwYIq/fKWnp6Orl274tlnn0VwcDA0Gg2OHj2KLVu2lNtaWZbt27dj9uzZmD59ur6Qmj17Nt544w1ERERUes4sy8yZM7Fx40Z07doVM2bMgJOTE1asWIG//voLn332Wbm/cFXm+eefx9dff43nn38eH3/8sb4r2NatW0utW9W6paLj47vvvsOIESOQkpKCp556Cm5ubkhKSsKpU6eQlJSEefPmAQC++uordO7cGe3atcPbb7+NgIAA3Lp1Cxs2bMBPP/0EjUYjyXE4e/Zs/PPPP9i8ebPBMfXRRx/hzz//xOjRo3Hy5ElYWVnpG1o6deqEevXqISEhAbNnz4a9vX2ZvyaW63466JZcEHXs2DHRv39/YWtrKzQajRg6dKjBwPt5eXnihRdeECEhIcLW1lYolUpRv3598dxzz4kzZ85U+joVXWh06tQpMXjwYOHm5iZUKpXw8PAQ3bp1M7hoYcOGDaJHjx7C3d1dKJVKYWtrK9q2bSu+/fbbUhdvnD17VvTs2VNoNBrh6Ogonn76aRETEyOA0sPxbNiwQTRr1kxYWFgIHx8f8cknn1Q4icMPP/wg/P39hUqlEsHBwWLFihVV2c3iwIEDol+/fsLT01NYWFgIa2trERYWJj766KMyr/6OjIwUffv2Ffb29kKtVgt/f3+DK+VTU1PFmDFjhJubm7C2thadO3cW+/btE+Hh4SI8PLzM7A+iui4owz0Xs9x9uzdvedLS0sS0adNESEiIsLa2Fm5ubiIiIkJs2rSp1LolV0uXdbu7033JxRRl3e69GKawsFB88cUXIiwsTFhaWgpbW1sRHBwsxo0bV+FQZCWmTJkiwsLChL29vVAqlcLDw0M88cQT4sCBA2Xuw/Jud1+1e+HCBdGlSxfh5OQkLCwsREBAgHjvvfdEVlZWqdfPzc0Vn3/+uWjWrJnQaDTCyclJtG/fXixfvtzgwseS93bZsmXilVdeEa6urkKtVotHHnmk1IWnkydPFo0bNxYajUYolUrh6ekpnnvuOXHhwoVK90dFEyEUFRWJTz75RAQEBAiVSiXq1asnXnrpJZGamlrmc1Tl/cvNzRUzZswQgYGBwsLCQjg7O4tu3bqJgwcPGqxX8jmytrYW1tbWolu3bqXeowULFoi2bdsKJycnoVQqhaOjo+jdu3eZQ+dUdSiw/Px88cUXX4i+ffsKHx8foVarhaWlpQgJCRFTp04tNYRRVbbnzz//1B+vXl5e4s033xSbN28u9TkIDw8XTZo0KZXp3ovCyvvclzXQfXkXlJV1LvL19S110ee6detE06ZNDc7Nr7zyinB0dCxnD/6nvO3x9fUVjz32WKnlZeXat2+f6Natm7CxsRFWVlaiffv24s8//yz12Dlz5ogGDRroL9q6ex/Mnz9f//1ib28vBg4cWOr7csSIEcLGxqbSbRJCiH///VdYWVmV2ld5eXmiVatWws/PT/8ZiYuLE08++aRwdHQUGo1G9OnTR0RFRZXa12V9DvPy8sT48eNFs2bNhJ2dnbCyshJBQUFi5syZVZ5g4ubNm8LNzU1069bN4MJHnU4n+vfvLxwcHER0dHSFz1He8XL69GnRv39/YW9vLywsLERYWFipoUPvZzKaEiX7rKQOevLJJ8XBgwdLva9CVK1uEaLi42Pv3r3iscceE05OTkKlUgkvLy/x2GOPlcp89uxZ8fTTTwtnZ2f952HkyJEGFxjX5nF48uRJoVKpxNixY8u8PzIy0mB0nyVLloiuXbsKd3d3YWFhITw9PcXgwYMrHA6uLDIhHvKqHyIiIiNSWFiI5s2bw8vLC9u2bZM6DhHVsgfqlkBERGQsxowZg549e+p/xvzxxx9x7tw5ff8+IjIvLG6JiKhOy8zMxBtvvIGkpCSoVCq0bNkSmzZt0vdHJ+kIISq9ME2hUNz31fdEFWG3BCIiIqoRixcvxqhRoypcZ/fu3Q91ETLRvVjcEhERUY1ITk5GdHR0hesEBQVVOpQn0f1gcUtEREREJqP6psYhIiIiIpIYLygzIjqdDjdv3oRGo2HneiIiojpCCIHMzEx4enpW65Ta9GBY3BqRmzdvwtvbW+oYRERE9ABiY2NrfIp3qhyLWyNS0qE+NjYWdnZ2EqchortlpybB88cAAMDN8Zdh4+gqcSIiMhYZGRnw9vbmhXFGgsWtESnpimBnZ8filsjIKLR5gGXx/9vZaWDDzygR3YNdCo0DO4YQERERkclgcUtEREREJoPFLRERERGZDBa3RERERGQyWNwSERERkclgcUtEREREJoPFLRERERGZDBa3RERERGQyWNwSERERkclgcUtEREREJoPFLRERERGZDBa3RERERGQyWNwSEVWBTgipIxARURWwuCUiqkShVod31p6WOgYREVUBi1siogoUFOkw8dfj2H72ln5ZRn6hhImIiKgiLG6JiMqRX6TFyyuOYeuZW7BQ/He6XH88TsJURERUERa3RERlyCvU4sWlx7DjXCLUSjm+fCZMf9+vR2JRUKSTMB0REZWHxS0R0T1yC7R4Yck/2HsxCZYqORaObINO/i76+xMz8vHX6ZsSJiQiovKwuCUiukt2fhFGLT6C/Zdvw9pCgcWj2qJTgEup9X75OxqCIygQERkdFrdERHdk5Rdh5KIjOHQ1BbZqJZaObov2DZ1LrWepUuBsfAYOXkmWICUREVWExS0REYCMvEI8v+Awjl5LhcZSiaVj2qK1n1OZ6z7ewhMA8PPfV2szIhERVQGLWyIye+k5hRg+/zCOx6TB3kqFFS+0Q0sfx3LXf7aND+QyYO/FJFxIyKzFpEREVBkWt0Rk1lKzCzBswSGcikuHo7UKv45th2b1HSp8TH0na/QNrQcA+GUfW2+JiIwJi1siMlvJWfkY+sshRN3IgLONBVa+2B5NPO2r9NgXHmkAAPjj5A3cysiryZhERHQfWNwSkVlKyiwubM8nZMJVo8aqF9sj2MOuyo9v4eOItn5OKNQKLD54reaCEhHRfWFxS0Rm51ZGHob8HImLt7Lgbldc2Aa6a+77ecZ2aQgAWHHoOrLyi6o7JhERPQAWt0RkVuLTczHk50O4kpQNT3tLrH6xA/xdbR/ouboHu6Ghiw0y8orw29HYak5KREQPgsUtEZmNG2m5eOanQ4i+nY36jlZYPa4D/FxsHvj55HIZXnikuPV2wf5oFGk5JS8RkdRY3BKRWUjMyMOzvxxCTEoOfJ2tsXpcB3g7WT/08w5q6QVnGwvcSMvF5qiEakhKREQPg8UtEZm8lOwCDJt/GNeTc+DtZIVVL7aHl4NVtTy3pUqB5zv4ASie1IFT8hIRSYvFLRGZtPTcQgxfcBiXErPgYWeJX19oj3r21VPYlhjewRdqpRynb6TjcHRKtT43ERHdHxa3RGSysvOLMGrREZy5mQEXWwusGNuuWroi3MvJxgJPtaoPAPiFU/ISEUmKxS0RmaS8Qi1eWPKPfkrdZWPaPfCoCFUxpnMDyGTAzvOJuJzIKXmJiKRi9sVtUVER3nvvPTRo0ABWVlZo2LAhPvzwQ+h0/131LITA+++/D09PT1hZWSEiIgJnzpwxeJ78/HxMmjQJLi4usLGxwYABAxAXF1fbm0NEAAqKdHh5xXFEXk2GjYUCS0a3RUi9qk/Q8CAautqiZ4g7AGD+vugafS0iIiqf2Re3n376KX788UfMnTsX586dw2effYbPP/8c3333nX6dzz77DF999RXmzp2Lo0ePwsPDAz179kRm5n+tM5MnT8a6deuwatUq7N+/H1lZWejXrx+0Wq0Um0Vktoq0OkxefQK7zifCUiXHwpFt0NzboVZe+8U7kzqsPX4DiZmckpeISApmX9xGRkZi4MCBeOyxx+Dn54ennnoKvXr1wj///AOguNV2zpw5mDZtGgYNGoTQ0FAsWbIEOTk5+PXXXwEA6enpWLBgAb788kv06NEDLVq0wPLly3H69Gns2LFDys0jMis6ncDUNf9i0+kEWCjk+Gl4a7Rr6Fxrr9/K1xEtfBxQoNVhWeT1WntdIiL6j9kXt507d8bOnTtx8eJFAMCpU6ewf/9+PProowCA6OhoJCQkoFevXvrHqNVqhIeH4+DBgwCAY8eOobCw0GAdT09PhIaG6tcpS35+PjIyMgxuRPRghBCYsSEKa4/fgEIuw3fPtkB4I9dazSCTyfDinUkdlh26jpwCTslLRFTbzL64feuttzB06FAEBwdDpVKhRYsWmDx5MoYOHQoASEgoHpTd3d3d4HHu7u76+xISEmBhYQFHR8dy1ynL7NmzYW9vr795e3tX56YRmQ0hBGZvPo/lh2IgkwFfDQ5D7yYekmTp1cQDPk7WSMspxJpj7HdPRFTbzL64Xb16NZYvX45ff/0Vx48fx5IlS/DFF19gyZIlBuvJZDKDfwshSi27V2XrvPPOO0hPT9ffYmM5Nz3Rg/hm5yX8fGcIrtlPNMXA5l6SZVHIZXjhkQYAgPn7o6HVcVIHIqLaZPbF7Ztvvom3334bQ4YMQdOmTTF8+HC89tprmD17NgDAw6O49efeFtjExER9a66HhwcKCgqQmppa7jplUavVsLOzM7gR0f35+e8rmLPjEgBgRr/GGNLWR+JEwFOt6sPBWoXryTnYfpZT8hIR1SazL25zcnIglxvuBoVCoR8KrEGDBvDw8MD27dv19xcUFGDv3r3o2LEjAKBVq1ZQqVQG68THxyMqKkq/DhFVv2WHrmPWpvMAgDd7B2F05wYSJypmbaHE8Pa+AKBvUSYiotqhlDqA1Pr374+PP/4YPj4+aNKkCU6cOIGvvvoKo0ePBlDcHWHy5MmYNWsWAgMDERgYiFmzZsHa2hrPPvssAMDe3h5jxozBlClT4OzsDCcnJ7zxxhto2rQpevToIeXmEZmsNcfiMH19FADg5Qh/TOgaIHEiQ8938MNPe6/ieEwajl1PQStfJ6kjERGZBbMvbr/77jtMnz4dL7/8MhITE+Hp6Ylx48ZhxowZ+nWmTp2K3NxcvPzyy0hNTUW7du2wbds2aDQa/Tpff/01lEolBg8ejNzcXHTv3h2LFy+GQqGQYrOITNqm0/F483+nAAAjO/rhzd5BEicqzVWjxqCWXlh1NBY//30VPw1ncUtEVBtkQghe7WAkMjIyYG9vj/T0dPa/JSrHgcu3MWLhERTpBJ5p7Y3Zg5pCLq/44s7qkJ2aCNtvi/vQZ71yCzaObpU+5nJiJnp89TdkMmDXlAg0cLGp6ZhEJAF+fxsXs+9zS0R1R36RFu+uO40inUC/ZvUwq5YK2wcV4KZB92A3CAEs2M++t0REtYHFLRHVGYsPXMP15By4atT45MlmUBhxYVti7J0peX//Jw7JWfkSpyEiMn0sbomoTkjKzMd3uy4DAKb2DoKtum5cMtCugROa1bdHfpEOyw5xSl4ioprG4paI6oSvtl9AVn4RmnrZ48mW9aWOU2UymQxj70zJu/zQdeQVaiVORERk2ljcEpHRO3MzHauOFs/gN6N/Y6PuZ1uWvqEe8HKwwu2sAmw4eVPqOEREJo3FLREZNSEEPvzzLIQA+jWrhzZ+dW9ILaVCjpEd/QAA8/dfBQepISKqOSxuiciobT2TgMPRKVAr5Xi7b7DUcR7YM229YWOhwMVbWdh36bbUcYiITBaLWyIyWnmFWny86RwA4MUuDVHf0VriRA/OzlKFZ9r4AADm74+WOA0RkelicUtERmvhgWjEpuTC3U6N8eH+Usd5aKM6+UEuA/6+mIQLCZlSxyEiMkksbonIKCVm5uH7O0N/vdUnGDZ1ZOiving7WaNPqAcAYCFbb4mIagSLWyIySl9svYDsAi3CvB3weHMvqeNUmzGdi4cFW3fyBpIyOakDEVF1Y3FLREYn6kY6fj8WBwCY0a/uDf1VkVa+jmjh44CCIh2Wc1IHIqJqx+KWiIzK3UN/DWzuiVa+jlJHqnYv3Gm9XcZJHYiIqh2LWyIyKptOJ+DItRRYquR4q0/dHfqrIr2buMPLwQop2QVYd+KG1HGIiEwKi1siMhp5hVrMujP017gu/vB0sJI4Uc1QKuQY1ckPALBgfzR0Ok7qQERUXVjcEpHRWLA/GjfScuFhZ4lx4Q2ljlOjnmnjDVu1EpcTs7D3UpLUcYiITAaLWyIyCrcy8vD97uKhv97uGwxri7o/9FdFNJYqDGnjDQBYsI/DghERVRcWt0RkFD7bcgE5BVq08HHAwOaeUsepFSPvTOqw//JtnIvPkDoOEZFJYHFLRJL7Ny4Na47/N/SXTGY6Q39VpL6jNfo2rQeguEsGERE9PBa3RCSpkqG/AOCJFl5o4WN6Q39V5IXODQAAf5y8gcSMPInTEBHVfSxuiUhSf/4bj3+up8JKpcDUPkFSx6l1LXwc0crXEYVagWWc1IGI6KGxuCUiyeQWaPHJnaG/xof7o569aQ79VZmS1tvlh64jt4CTOhARPQwWt0QkmV/2XcXN9Dx42lvixS6mPfRXRXo18YC3kxVScwqx9kSc1HGIiOo0FrdEJImE9DzM23MFAPD2oyGwslBInEg6CrkMozoWt95yUgcioofD4paIJPHplvPILdSila8j+jerJ3UcyQ1u4w2NWomrSdnYczFR6jhERHUWi1siqnUnYlKx7sQNAOY19FdFbNVKDG3nAwCYz0kdiIgeGItbIqpVOp3A+xvOAAAGtfRCmLeDtIGMyIiOflDIZTh4JRlnbqZLHYeIqE5icUtEtWr1P7E4FZcOW7USb/cJljqOUfFysMKjnNSBiOihsLglolqTllOAz7acBwBM7hEINztLiRMZnzF3hgX789RN3OKkDkRE943FLRHVms+3XkBqTiEaudtiREc/qeMYpebeDmjjVzypw9LIa1LHISKqc1jcElGtOB2Xjl+PxAAAPhgQCpWCp5/yjOlcPObvisMxyCkokjgNEVHdwm8XIqpxOp3A9D+iIATQP8wTHfydpY5k1Ho2doePkzXScgqx5vgNqeMQEdUpLG6JqMb971gcTsamwcZCgWmPhkgdx+gp5DKM7uQHAFjISR2IiO4Li1siqlHpOYX45M5FZK/2CISHPS8iq4qnW3tDY6lE9O1s7DrPSR2IiKqKxS0R1agvt19ASnYBAtxsMapTA6nj1Bk2aiWeLZnUYf9VidMQEdUdLG6JqMacuZmO5YeuAwA+HNCEF5Hdp5Ed/aCUy3DoagqibnBSByKiquA3DRHVCJ1OYMYfZ6ATwGPN6qFjgIvUkeqcevZWeKxZ8aQOv+xj6y0RUVWwuCWiGrH2xA0cu54KawsF3nuMF5E9qLGPFA8LtvHfeNxMy5U4DRGR8WNxS0TVLj23EJ9sPgcAmNQtEPXsrSROVHeFetmjfUMnaHUCiw9ekzoOEZHRY3FLRNXu6+0XcTurAA1dbfTTydKDe7FLcevtysMxyMwrlDgNEZFxY3FLRNXqXHyGftrYDwY0gYWSp5mHFdHIDf6uNsjML8Lqo7FSxyEiMmr81iGiaiOEwIw/oqATQN9QDzwS6Cp1JJMgl8v0fW8X7o9GoVYncSIiIuPF4paIqs36kzdw9FoqrFQKvNevsdRxTMrjLbzgYmuBm+l52HQ6Xuo4RERGi8UtEVWLzLxCzNpUPBPZxG4B8HLgRWTVyVKlwPMd/AAUDwsmBKfkJSIqC4tbIqoWc3ZcQlJmPhq42OCFR3gRWU14rr0vLFVyRN3IwKGrKVLHISIySixuieihXUjI1A9TNbN/Y6iVCmkDmSgnGws81ao+AE7qQERUHha3RPRQSi4i0+oEejV2R0SQm9SRTNqYzg0hkwG7zificmKm1HGIiIwOi1sieigbTt3E4egUqJVyTOdFZDWugYsNeoa4AwDm74uWOA0RkfFhcUtEDywrvwizNhXPRDahawC8nawlTmQext6Z1GHtiRtIysyXOA0RkXFhcUtED+zbnZdwKyMfvs7W+lm0qOa19nVEc28HFBTpsOzOhBlERFSMxS0RPZBLtzKxcH/xz+Iz+zeGpYoXkdUWmey/SR2WHbqO3AKtxImIiIwHi1sieiBzd19GkU6gR4gbugW7Sx3H7PRu4g5vJyuk5hTif8fjpI5DRGQ0WNwS0X3LK9Rix9lbAICXuwZInMY8KRVyjO5UPJ7wwv3R0Ok4qQMREcDilogewL5Lt5FdoIWnvSVaeDtIHcdsDW7tDTtLJaJvZ2PHuVtSxyEiMgosbonovm2OigcA9A71gEwmkziN+bJRKzGsvS8ATupARFSCxS0R3ZeCIh223+mS8GjTehKnoZEd/aBSyHD0WipOxKRKHYeISHIsbonovhy4chuZeUVw06jRysdR6jhmz93OEgPCvABwUgciIoDFLRHdp82ni7sk9An1gFzOLgnG4IVHii8s2xwVj9iUHInTEBFJi8UtEVVZoVaHbXe6JPQNZZcEYxFSzw6PBLpAJ4AF+9l6S0TmjcUtEVXZoavJSMsphLONBdo2cJI6Dt2lZFKH3/6JRXpOocRpiIikw+KWiKps0+kEAMWjJCjYJcGoPBLogmAPDXIKtFhx5LrUcYiIJMPiloiqpEirw7YzxcXto+ySYHRkMhleuNN6u/jANRQU6SROREQkDRa3RFQlR66lIDm7AI7WKrRryC4JxmhAmCfc7dRIzMzHhlM3pY5DRCQJFrdEVCWb73RJ6NXYAyoFTx3GyEIpx4iOfgCA+fuuQghOyUtE5offUERUKa1OYMudLgl9m3pInIYqMqytL6wtFDifkIl9l25LHYeIqNaxuCWiSh27noqkzHzYWSrR0d9F6jhUAXtrFQa39gbAKXmJyDyxuCWiSm26M3FDz8YesFDytGHsxnRuALkM2HfpNs7FZ0gdh4ioVvFbCsCNGzfw3HPPwdnZGdbW1mjevDmOHTumv18Igffffx+enp6wsrJCREQEzpw5Y/Ac+fn5mDRpElxcXGBjY4MBAwYgLi6utjeFqNrpdAJbou6MksAuCXWCt5O1fpINTslLRObG7Ivb1NRUdOrUCSqVCps3b8bZs2fx5ZdfwsHBQb/OZ599hq+++gpz587F0aNH4eHhgZ49eyIzM1O/zuTJk7Fu3TqsWrUK+/fvR1ZWFvr16wetVivBVhFVnxOxaUjIyIOtWonOgeySUFeUTMm74dQN3MrIkzgNEVHtMfvi9tNPP4W3tzcWLVqEtm3bws/PD927d4e/vz+A4lbbOXPmYNq0aRg0aBBCQ0OxZMkS5OTk4NdffwUApKenY8GCBfjyyy/Ro0cPtGjRAsuXL8fp06exY8cOKTeP6KFtvtMloUeIG9RKhcRpqKpa+DiijZ8jCrUCH/91DoVajntLRObB7IvbDRs2oHXr1nj66afh5uaGFi1a4JdfftHfHx0djYSEBPTq1Uu/TK1WIzw8HAcPHgQAHDt2DIWFhQbreHp6IjQ0VL9OWfLz85GRkWFwIzImQghsjioZJYETN9Q1r3QPhEwGbDh1E6MWHUV6LqflJSLTZ/bF7dWrVzFv3jwEBgZi69atGD9+PF555RUsXboUAJCQUPzF7u7ubvA4d3d3/X0JCQmwsLCAo6NjueuUZfbs2bC3t9ffvL29q3PTiB7av3HpuJGWC2sLBcIbuUodh+7TI4Gu+Hl4a1hbKLD/8m0M+uEAridnSx2LiKhGmX1xq9Pp0LJlS8yaNQstWrTAuHHjMHbsWMybN89gPZlMZvBvIUSpZfeqbJ133nkH6enp+ltsbOyDbwhRDdgUVdwloVuwGyxV7JJQF/Vs7I7fx3dAPXtLXEnKxuPfH8CR6BSpYxER1RizL27r1auHxo0bGywLCQlBTEwMAMDDo/jq8HtbYBMTE/WtuR4eHigoKEBqamq565RFrVbDzs7O4EZkLIQQ+lnJHmWXhDqtiac9/pjQCc3q2yM1pxDD5h/CmmMczYWITJPZF7edOnXChQsXDJZdvHgRvr6+AIAGDRrAw8MD27dv199fUFCAvXv3omPHjgCAVq1aQaVSGawTHx+PqKgo/TpEdc2ZmxmIScmBpUqOiCB2Sajr3OwssfrFDni0qQcKtQJTfj+Fz7eeh07HKXqJyLSYfXH72muv4dChQ5g1axYuX76MX3/9FT///DMmTJgAoLg7wuTJkzFr1iysW7cOUVFRGDlyJKytrfHss88CAOzt7TFmzBhMmTIFO3fuxIkTJ/Dcc8+hadOm6NGjh5SbR/TANt/pktA1yA3WFkqJ01B1sLJQYO7QlpjQtXg0mO93X8HElceRW8AhC4nIdJj9N1abNm2wbt06vPPOO/jwww/RoEEDzJkzB8OGDdOvM3XqVOTm5uLll19Gamoq2rVrh23btkGj0ejX+frrr6FUKjF48GDk5uaie/fuWLx4MRQK9lOkukcIgU2nOUqCKZLLZXizdzAautji7bX/YtPpBMSlRmL+863hZmcpdTwioocmE0LwNykjkZGRAXt7e6Snp7P/LUnqfEIG+szZBwulHMen94St2uz/DkZ2aiJsvy3uQ5/1yi3YOLpJnOjhHYlOwbhl/yA1pxD17C0xf0RrNPG0lzoWUZ3D72/jYvbdEoiotJJW2/BGrixsTVjbBk5YP6ET/F1tEJ+eh6d/jMT2s7ekjkVE9FBY3BJRKSWzkj3a1EPiJFTTfJ1tsPalTugU4IycAi1eXPYPfvn7KvijHhHVVSxuicjApVuZuJSYBZVChu4h5Q9lR6bD3lqFxaPa4tl2PhAC+HjTOby7LopT9hJRncTilogMlEy3+0igK+wsVRKnodqiUsjx8eOhmN6vMWQyYOWRGIxYeATpOZyyl4jqFha3RGRg050uCX1D2SXB3MhkMozp3ADzny+esvfglWTM3BAldSwiovvC4paI9K4mZeF8QiaUchl6NmaXBHPVPcQdC0a0AQBsO3sLeYUcB5eI6g4Wt0SkV9IloWOACxysLSROQ1Jq39AJnvaWyCnQYv+l21LHISKqMha3RKRXMivZo+ySYPZkMhl6NSk+DradTZA4DRFR1bG4JSIAQExyDqJuZEAh/6+oIfPW607XlB3nEqHVcWgwIqobWNwSEYD/Wm3bN3SCkw27JBDQpoET7K1USMkuwD/XUqSOQ0RUJSxuiQgAsOlOf9u+ofUkTkLGQqWQo3tI8TTD2zhzGRHVESxuiQhxqTk4FZsGmQzozS4JdJdejf/rd8tZy4ioLmBxS0TYcqfVtq2fE1w1aonTkDHp0sgFaqUcsSm5OBefKXUcIqJKsbglIv0QYI82ZZcEMmRtoUSXRq4AOGoCEdUNLG6JzFxCeh6OXU8FAPThEGBUhpJRE7adYb9bIjJ+LG6JzNyWO6MktPZ1hLudpcRpyBh1D3GHXAacjc9AbEqO1HGIiCrE4pbIzJV0SejLLglUDicbC7Rt4ASAoyYQkfFjcUtkxpIy83Hkzvil7JJAFdGPmnCG/W6JyLixuCUyY1vOJEAIoLm3A7wcrKSOQ0as551+t0evpSA5K1/iNERE5WNxS2SmEjPz8N3OSwCAR5uy1ZYq5u1kjSaedtAJYOf5RKnjEBGVi8UtkRkq1OowYcVxJGbmI9DNFsPa+UodieoAdk0gorqAxS2RGfr4r3M4ei0VGrUSPw1vBRu1UupIVAf0alLcNeHvS7eRnV8kcRoiorKxuCUyM3+cvIHFB68BAL4cHIaGrrbSBqI6I9hDAx8naxQU6bDvUpLUcYiIysTilsiMnIvPwFtr/gUATOwagF5N2NeWqk4mk+kndNjKCR2IyEixuCUyE+m5hRi//BjyCnXo0sgVr/VsJHUkqoN63xkybue5WyjU6iROQ0RUGotbIjOg0wm8vvokrifnoL6jFb55pjkUcpnUsagOaunjCGcbC2TkFeFIdIrUcYiISmFxS2QGvtt1GTvPJ0KtlOPH51rB0cZC6khURynkMvQIKemawFETiMj4sLglMnG7zydizs6LAID/ezwUoV72Eieiuq53aHFxu+3MLQghJE5DRGSIxS2RCbuenI1XV52AEMCwdj54urW31JHIBHT0d4G1hQIJGXk4fSNd6jhERAZY3BKZqNwCLcYvP46MvCI093bAjP6NpY5EJsJSpUBEkCsAdk0gIuPD4pbIBAkh8O660zgXnwEXWwvMe64l1EqF1LHIhPRuUjJbGYcEIyLjwuKWyAQtjbyOdSduQCGXYe6zLVHP3krqSGRiIoLcoJTLcCkxC1eTsqSOQ0Skx+KWyMT8cy0FH208CwB4p28w2jd0ljgRmSJ7KxU6+BcfW9vOsvWWiIwHi1siE5KYkYeXVhxHkU6gX7N6GNO5gdSRyIT10ndNYL9bIjIeLG6JTEShVocJvx5HUmY+Grnb4tMnm0Em40QNVHN63hnv9kRsGhIz8iROQ0RUjMUtkYn4+K9zOHotFRq1Ej8+1wo2aqXUkcjEedhbIszbAUIA28+xawIRGQcWt0Qm4I+TN7D44DUAwJeDw9DQ1VbaQGQ2ejf5b0IHIiJjwOKWqI47F5+Bt9b8CwCY2DVA3w+SqDb0alx8vB28chuZeYUSpyEiYnFLVKfpdAJv/u8U8gp16NLIFa/1bCR1JDIzAW62aOhqg0KtwO4LSVLHISJicUtUl204dRNRNzJgq1biq8FhUMh5ARnVvt4cNYGIjAiLW6I6Kq9Qi8+3XgAAvBThDxdbtcSJyFz1alzc73bPhSTkF2klTkNE5o7FLVEdtfjgNdxIy4WHnSVGd+J4tiSdsPoOcLdTIyu/CAevJEsdh4jMHItbojooNbsA3+++DAB4o3cQrCwUEicicyaXy9CzMUdNICLjwOKWqA76dtclZOYVIaSeHZ5o4SV1HCL9qAnbz96CTickTkNE5ozFLVEdc+12NpZFXgcAvPtoMC8iI6PQvqEzNJZK3M7Kx4nYVKnjEJEZY3FLVMd8tvU8inQCXRq54pFAV6njEAEALJRydAt2A8CuCUQkLRa3RHXIseup2HQ6AXJZcastkTEp6Zqw9UwChGDXBCKSBotbojpCCIFZm84BAJ5qVR/BHnYSJyIyFB7kCgulHNeSc3ApMUvqOERkpljcEtURW88k4Nj1VFiq5Hi9Z5DUcYhKsVUr0TnABQAndCAi6bC4JaoDCop0+GTzeQDA2EcawsPeUuJERGUrmdBhK/vdEpFEWNwS1QG/Hr6Oa8k5cLG1wLhwf6njEJWrR2N3yGTA6RvpuJmWK3UcIjJDLG6JjFxGXiG+2XkJADC5RyPYqpUSJyIqn4utGq19HQEAC/dHI/p2NrQc95aIahG/JYmM3Lw9V5CaUwh/VxsMaeMtdRyiSvVq7IGj11Ixf3805u+PhqVKjkA3DRq5axDkYYsgDzsEuWvgbqeGTMZxmomoerG4JTJiN9JysWB/NADgnb4hUCr4YwsZvyFtvXE9JRunYtNx8VYm8gp1OH0jHadvpBusZ2+lQpC7BkEeGjTy0BT/v7sG9tYqiZITkSmos8XtkiVL4OLigsceewwAMHXqVPz8889o3LgxVq5cCV9fX4kTEj28L7deQEGRDu0aOKF7iJvUcYiqRGOpwv893hQAoNUJxKTk4EJCJi4kZOLirUycT8jAteQcpOcW4si1FBy5lmLweA87S7zesxEG85cKInoAMlFHR9oOCgrCvHnz0K1bN0RGRqJ79+6YM2cONm7cCKVSibVr10od8b5lZGTA3t4e6enpsLPjGKbmLupGOvrP3Q8hgA0TO6FZfQepI5m17NRE2H5bPBJA1iu3YOPIPzYeRl6hFleSsnDxViYuJGThQkIGLt7Kwo07F6HZW6lw6J3usLJQSJyUqHL8/jYudbblNjY2FgEBAQCA9evX46mnnsKLL76ITp06ISIiQtpwRA+pZMIGIYABYZ4sbMnkWKoUaOJpjyae9gbLM/IK0e/b/YhJycH6kzcwtK2PRAmJqK6qsx34bG1tkZycDADYtm0bevToAQCwtLREbi6Hn6G6bc+FJBy8kgwLhRxv9uaEDWQ+7CxVeL5DcbeyxQeucRpfIrpvdba47dmzJ1544QW88MILuHjxor7v7ZkzZ9jfluq0Iq0OszcXT7M7spMfvJ2sJU5EVLuebu0NK5UCF25lIvJqstRxiKiOqbPF7ffff48OHTogKSkJa9asgbOzMwDg2LFjePbZZyVOR/Tg/ncsDhdvZcHeSoUJEQFSxyGqdfZWKjzZygsAsOTgNWnDEFGdU+eK2xkzZqCoqAgODg6YO3cu/vjjD/Tp00d//+jRo7Fnzx7pAhI9hJyCIny1/SIAYFK3AA6JRGZrRAc/AMD2s7cQl5ojbRgiqlPqXHG7ePFitGnTBqdPny51388//4xmzZpBqayz18mRmfvl72gkZubDx8kawzuwew2Zr0B3DToHuEAngGWHrksdh4jqkDpX3EZFRaFp06Zo06YNZs+eDZ1Oh5iYGPTo0QNTp07Fl19+ic2bN0sdk+i+JWbm4ae/rwAApvYJglrJIZDIvI3s6AcAWHUkFrkFWmnDEFGdUeeKWzs7OyxduhSrV6/GN998g5YtW6Jp06ZQKpU4ffo0XnjhBakjEj2Qr7dfQk6BFs29HfBY03pSxyGSXNdgN3g7WSE9txDrT96QOg4R1RF1rrgt0a5dOzRt2hT//vsvdDodpk6dCm9vzmZDddOlW5lYfTQGADDtsRDIZDKJExFJTyGX6fveLjnIYcGIqGrqZHG7cuVKNGnSBDqdDufOncNLL72Evn374tVXX+UYt1TnFGp1mLY+CjoB9G7ijjZ+TlJHIjIaJcOCnU/IxKGrKZU/gIjMXp0rbktmInv//fexc+dOBAUF4bPPPsOePXuwZcsWhIWFITIyUuqYRFU2e9N5HIlOgY2FAu/0DZE6DpFRsbdSYVBLDgtGRFVX54rb+Ph4nDhxApMmTTJY3qFDB5w6dQp9+/ZFeHi4ROmI7s+6E3FYeCAaAPDl4DD4udhInIjI+JRcWLbtbAKHBSOiStW54nbfvn0ICCh7YHtLS0t888032LFjxwM//+zZsyGTyTB58mT9MiEE3n//fXh6esLKygoRERE4c+aMwePy8/MxadIkuLi4wMbGBgMGDEBcXNwD5yDTF3UjHe+sLR7SbkJXf/QJ5UVkRGUJdNegU4AzhwUjoiqpc8WtXF555C5dujzQcx89elQ/Vu7dPvvsM3z11VeYO3cujh49Cg8PD/Ts2ROZmZn6dSZPnox169Zh1apV2L9/P7KystCvXz9otRy+hkpLzS7A+OXHkFeoQ3gjV7zeM0jqSERGbWTHBgCA1Uc5LBgRVazOFbc1JSsrC8OGDcMvv/wCR0dH/XIhBObMmYNp06Zh0KBBCA0NxZIlS5CTk4Nff/0VAJCeno4FCxbgyy+/RI8ePdCiRQssX74cp0+ffqhWZDJNWp3AK6tOIC41Fz5O1vh2SAso5Bwdgagi3e4MC5aWU4g/OCwYEVWAxe0dEyZMwGOPPYYePXoYLI+OjkZCQgJ69eqlX6ZWqxEeHo6DBw8CAI4dO4bCwkKDdTw9PREaGqpfpyz5+fnIyMgwuJHp+3zrBey7dBtWKgV+Gt6KU+wSVYFCLsPz7f0AAIs5LBgRVYDFLYBVq1bh+PHjmD17dqn7EhISAADu7u4Gy93d3fX3JSQkwMLCwqDF9951yjJ79mzY29vrbxyn1/T99W88ftxbPAvZp081Q0g9O4kTEdUdg+8aFuxwNIcFI6KymX1xGxsbi1dffRXLly+HpaVluevdO6i+EKLSgfYrW+edd95Benq6/hYbG3t/4alOuZCQiTf/dwoA8GKXhhgQ5ilxIqK6xd76v2HBFh+4Jm0YIjJaZl/cHjt2DImJiWjVqhWUSiWUSiX27t2Lb7/9FkqlUt9ie28LbGJiov4+Dw8PFBQUIDU1tdx1yqJWq2FnZ2dwI9OUnluIccv+QU6BFp0CnDG1Ny8gI3oQI+4aFuxGGiftIaLSzL647d69O06fPo2TJ0/qb61bt8awYcNw8uRJNGzYEB4eHti+fbv+MQUFBdi7dy86duwIAGjVqhVUKpXBOvHx8YiKitKvQ+ZLpxOYvOoEriXnwMvBCt8NbQmlwuw/ekQPpNHdw4JFclgwIipNKXUAqWk0GoSGhhoss7GxgbOzs3755MmTMWvWLAQGBiIwMBCzZs2CtbU1nn32WQCAvb09xowZgylTpsDZ2RlOTk5444030LRp01IXqJH5mbPzEnZfSIJaKcdPw1vBycZC6khEddqIDn44cDkZq47GYHKPQFiqFFJHIiIjYvbFbVVMnToVubm5ePnll5Gamop27dph27Zt0Gg0+nW+/vprKJVKDB48GLm5uejevTsWL14MhYInXXO27UwCvt15CQAw64mmCPWylzgRUd3XPcQd9R2tEJeaiz9O3sAzbXykjkRERkQmOJ6K0cjIyIC9vT3S09PZ/9YEXE7MwuPfH0BWfhFGdvTD+wOaSB2JHkJ2aiJsvy3uQ5/1yi3YOLpJnMi8/fL3VXy86RyCPTTY/OojlV7gS1ST+P1tXNjxj6gGZOYVX0CWlV+Etn5OmPZYiNSRiEzK3cOCHeGwYER0Fxa3RNVMpxOY8tspXEnKhoedJb4f1hIqXkBGVK3srVV4omRYsIPXpA1DREaF37hE1eyHPZex7ewtWCjkmPdcS7hq1FJHIjJJIzr4AQC2nb3FYcGISI/FLVE12n0hEV9uvwgA+HBgE7TwcazkEUT0oII8NOjo7wytTmD5IQ4LRkTFWNwSVZPrydl4deUJCAEMbeuDIW15BTdRTRt5Z1KHlUdikFeolTYMERkFFrdE1eS99VHIyCtCCx8HvD+gsdRxiMxCybBgaTmF2HDyptRxiMgIsLglqgZxqTnYd+k2AGDOM82hVnJ8Y6LaoJDL8HwHXwDAooPXwNEtiYjFLVE1WHf8BgCgQ0Nn+DrbSJyGyLwMbu0NS5Uc5+IzcPRaqtRxiEhiLG6JHpIQAmuOxwEAnmpVX+I0RObHwdoCT7Qo/uwtPhgtcRoikhqLW6KHdOx6Kq4l58DaQoE+oR5SxyEySyUXlm09cws3OSwYkVljcUv0kEpabfuG1oONWilxGiLzFOShQYeGxcOCLeOwYERmjcUt0UPIK9Ri46l4AOySQCS1ER2LLyz748QNXlhGZMZY3BI9hK1nEpCZXwQvByu0a+AkdRwisxYR5AZLlRw30/NwPiFT6jhEJBEWt0QPYc2dURKebFUfcrlM4jRE5s1SpUAnfxcAwK7ziRKnISKpsLglekAJ6XnYfykJAPBkSy+J0xARAHQNdgPA4pbInLG4JXpA607cgE4AbfwcObYtkZHodqe4PRGTipTsAonTEJEUWNwSPQCObUtknDwdrBBSzw46Aey9yNZbInPE4pboAZyKS8flxCxYquR4tGk9qeMQ0V26BbsCAHaeY3FLZI5Y3BI9gDXHilttezfxgMZSJXEaIrpbt2B3AMDfF5NQqNVJnIaIahuLW6L7lF+kxYZTNwGwSwKRMWru7QAnGwtk5BXh2PVUqeMQUS1jcUt0n3aeS0R6biE87CzR8c6wQ0RkPBRyGSIaFXdN4KgJROaHxS3RfSrpkvBESy8oOLYtkVHqFsIhwYjMFYtbovuQlJmPPRdLxrZllwQiY/VIoCsUchkuJ2YhJjlH6jhEVItY3BLdhz9O3oBWJ9Dc2wEBbrZSxyGicthbqdDGzxEAsOv8LYnTEFFtYnFLdB/+d6dLwpO8kIzI6JVM6LCTXROIzAqLW6IqOnMzHecTMmGhkGNAM0+p4xBRJUqGBDt8NQXZ+UUSpyGi2sLilqiKSlptezZ2h701x7YlMnb+rjbwdbZGgVaH/ZdvSx2HiGoJi1uiKijU6rDhZPHYtk+28pI4DRFVhUwmQ9egO6MmcLYyIrPB4paoCvZcSEJydgFcbNXoEugqdRwiqqLud4YE230hETqdkDgNEdUGFrdEVfC/Y7EAgCdaeEKp4MeGqK5o28AJ1hYKJGbm48zNDKnjEFEt4Lc0USVSswv0A8FzlASiukWtVOCRwOKZBHdySDAis8DilqgSG07dRKFWINTLDsEedlLHIaL71P3OqAm7OSQYkVlgcUtUCf3YtpyRjKhOiggu7id/Ki4diZl5EqchoprG4paoAhdvZeL0jXSoFDIMbM5REojqIjeNJZrVtwdQfHEoEZk2FrdEFVhzp9W2a5AbnGwsJE5DRA+KQ4IRmQ8Wt0TlKNLqsPbEDQC8kIyorisZEmzfpSTkF2klTkNENYnFLVE59l2+jaTMfDjZWOhbfYiobgr1tIerRo3sAi2ORqdKHYeIahCLW6JylHRJGBDmCQslPypEdZlcLkPXoOILyzgkGJFp4zc2URnScwqx7WzxF+BT7JJAZBK63RkSbNf5RAjB2cqITBWLW6IybDx9EwVFOgR7aNDEk2PbEpmCzoEuUClkuJ6cg6u3s6WOQ0Q1hMUtURnW3DW2rUwmkzgNEVUHW7US7Rs6A+CoCUSmjMUt0T2uJGXheEwaFHIZBrbwlDoOEVWjbsF3hgTjbGVEJovFLdE91h4vbrUNb+QKN42lxGmIqDqVFLdHr6UgPbdQ4jREVBNY3BLdRasTWHv8zti2nG6XyOT4OtvA39UGRTqBfZc4WxmRKWJxS3SXyCvJiE/Pg72VSj/oOxGZFnZNIDJtLG6J7rL6n1gAQP+werBUKSROQ0Q1oWRIsD0XkqDVcUgwIlPD4pbojpOxafjz1E0AwJA2PhKnIaKa0trPERpLJVKyC3AqLk3qOERUzVjcEgHQ6QRm/hEFABjU0guhXvYSJyKimqJSyNGlUfFsZRwSjMj0sLglAvD7sVicikuHrVqJt/sGSx2HiGpY9zv9bney3y2RyWFxS2YvPacQn225AACY3COQw38RmYHwRq6QyYBz8RmIT8+VOg4RVSMWt2T2vt5xEcnZBQhws8WIjn5SxyGiWuBsq0YLbwcAHDWByNSwuCWzdi4+A0sjrwEAPhjQBCoFPxJE5qJ7SPGoCbtZ3BKZFH6Tk9kSQmDmhjPQCeDRph7oFOAidSQiqkVdg4r73e6/fBt5hVqJ0xBRdWFxS2brz3/jcSQ6BZYqOaY91ljqOERUy0LqaVDP3hJ5hTpEXkmWOg4RVRMWt2SWsvOL8PFfZwEAEyIC4OVgJXEiIqptMpkMXTlbGZHJYXFLZmnu7su4lZEPHydrjO3SUOo4RCSR7ncVt0JwtjIiU8DilszO1aQszN93FQAwo19jTrNLZMY6+rtArZTjRlouLt7KkjoOEVUDFrdkVoQQ+ODPsyjUCkQEuaJ7iJvUkYhIQlYWCnT0dwYA7Dx/S+I0RFQdWNySWdlxLhF7LybBQiHHzP5NIJPJpI5ERBLrdmdIME7FS2QaWNyS2cgr1OKjjcUXkY15pAEauNhInIiIjEG3O/1uj8ekIjW7QOI0RPSwWNyS2fjl76uIScmBh50lJnYNkDoOERkJLwcrBHtooBPA3otJUschoofE4pbMQlxqDr7fcxkA8O5jIbBRKyVORETGpKT19o+TN6DTcdQEorqMxS2ZhVmbziGvUId2DZzQv1k9qeMQkZF5tGnxeWH3hSRMXHmcM5YR1WEsbsnkHbh8G5tOJ0Ahl+H9AbyIjIhKC/Wyx5xnmsNCIcem0wl49pdDSM7KlzoWET0AFrdk0gq1OszccAYAMLy9L0Lq2UmciIiM1eMtvLB0TFvYW6lwPCYNg+YdxNUkjn1LVNewuCWTtuTgNVxOzIKzjQVe69lI6jhEZOTaN3TGmpc6or6jFa4n52DQvIM4ei1F6lhEdB9Y3JLJSszMw5wdlwAAU/sEwd5KJXEiIqoLAtxsse7lTgjzdkBaTiGGzT+MP0/dlDoWEVWR2Re3s2fPRps2baDRaODm5obHH38cFy5cMFhHCIH3338fnp6esLKyQkREBM6cOWOwTn5+PiZNmgQXFxfY2NhgwIABiIuLq81NoXt8svk8svKLEFbfHk+38pY6DhHVIa4aNVaNbY9ejd1RUKTDpJUnMG/PFQjBkRSIjJ3ZF7d79+7FhAkTcOjQIWzfvh1FRUXo1asXsrOz9et89tln+OqrrzB37lwcPXoUHh4e6NmzJzIzM/XrTJ48GevWrcOqVauwf/9+ZGVloV+/ftBqecWtFI5dT8Ha4zcAAB8MDIVczovIiOj+WFkoMO+5VhjdqQEA4NMt5zFtfRSKtDqJkxFRRWSCf4YaSEpKgpubG/bu3YsuXbpACAFPT09MnjwZb731FoDiVlp3d3d8+umnGDduHNLT0+Hq6oply5bhmWeeAQDcvHkT3t7e2LRpE3r37l2l187IyIC9vT3S09NhZ8cLnx6UVicwYO5+nLmZgWdae+PTp5pJHYlMQHZqImy/LZ6mNeuVW7BxdJM4EdWmRQei8eHGsxACCG/kiu+HtYQtx8umO/j9bVzMvuX2Xunp6QAAJycnAEB0dDQSEhLQq1cv/TpqtRrh4eE4ePAgAODYsWMoLCw0WMfT0xOhoaH6dcqSn5+PjIwMgxs9vFVHY3DmZgY0lkq82SdI6jhEZAJGdWqAn55rBUuVHHsvJuHpHyORkJ4ndSwiKgOL27sIIfD666+jc+fOCA0NBQAkJCQAANzd3Q3WdXd319+XkJAACwsLODo6lrtOWWbPng17e3v9zdub/UIfVlZ+Eb7adhEA8HrPRnCxVUuciIhMRa8mHlj9Yge42FrgXHwGnvjhAM7Fs1GCyNiwuL3LxIkT8e+//2LlypWl7rt34H8hRKWTAVS2zjvvvIP09HT9LTY29sGCk978fVeRnF2ABi42eK69r9RxiMjEhHk7YN3LnRDgZov49Dw8/WMk/r6YJHUsIroLi9s7Jk2ahA0bNmD37t2oX7++frmHhwcAlGqBTUxM1Lfmenh4oKCgAKmpqeWuUxa1Wg07OzuDGz245Kx8/PL3VQDAG72CoFLw8Cai6uftZI014zuifUMnZOUXYdTio1h9NEbqWER0h9l/+wshMHHiRKxduxa7du1CgwYNDO5v0KABPDw8sH37dv2ygoIC7N27Fx07dgQAtGrVCiqVymCd+Ph4REVF6dehmvf97ivILtCiqZc9+oZ6SB2HiEyYvbUKS0a3xRMtvKDVCby15jR+2HNZ6lhEBMDsL/WcMGECfv31V/zxxx/QaDT6Flp7e3tYWVlBJpNh8uTJmDVrFgIDAxEYGIhZs2bB2toazz77rH7dMWPGYMqUKXB2doaTkxPeeOMNNG3aFD169JBy88xGXGoOlh+6DqB4wgYO/UVENU2tVOCrwWHwdrTCt7su46ttF9G/mSe8nayljkZk1sy+uJ03bx4AICIiwmD5okWLMHLkSADA1KlTkZubi5dffhmpqalo164dtm3bBo1Go1//66+/hlKpxODBg5Gbm4vu3btj8eLFUCgUtbUpZu3r7ZdQoNWhU4AzHgl0lToOEZkJmUyG13sF4URsGvZduo05Oy7hy8FhUsciMmsc59aIcJy8B3MhIRN9vvkbQgB/TCieMpOounGcW6rIydg0PP79AchlwLbXuiDATVP5g8hk8PvbuJh9n1uq+z7fegFCAH1DPVjYEpEkmns7oGdjd+hE8S9JRCQdFrdUpx27noId525BIZfhjd6csIGIpDOlVyPIZMBfp+Nx5ma61HGIzBaLW6qzhBD4dPMFAMDTrerD39VW4kREZM6CPezQv5knAOgnkyGi2sfiluqsPReScORaCtRKOV7tESh1HCIiTO4RCIVchp3nE3E8JrXyBxBRtWNxS3WSTifw6ZbzAICRHf1Qz95K4kREREBDV1s82dILAPDF1gsSpyEyTyxuqU7acOomzidkQmOpxEsR/lLHISLSe6V7IFQKGQ5eScbBy7eljkNkdljcUp1TUKTDl9uLW0TGh/vDwdpC4kRERP+p72iNZ9v6AAA+33YBHHGTqHaxuKU6Z+WRGMSm5MJVo8aoTn5SxyEiKmVCtwBYquQ4EZOGXecTpY5DZFZY3FKdkp1fhO92FY8h+Wr3QFhbmP0ke0RkhNw0lhjR0Q8A8MW2i9Dp2HpLVFtY3FKdsmB/NG5nFcDX2RrPtPGWOg4RUbnGd/GHRq3EufgMbIqKlzoOkdlgcUt1Rkp2AX7++yoAYEqvIKgUPHyJyHg52lhgzCMNAABfbb+IIq1O4kRE5oHVAdUZP+y+jKz8IjTxtEO/pvWkjkNEVKkxnRvA0VqFq0nZWH/yptRxiMwCi1uqE26k5WJp5HUAwNQ+wZDLZRInIiKqnMZShfHhxcMVztlxEQVFbL0lqmksbqlOmLP9Igq0OrRv6IQugS5SxyEiqrLnO/jBVaNGXGouVv8TK3UcIpPH4paM3qVbmVhzPA4A8FafYMhkbLUlorrDykKBiV0DAABzd11CXqFW4kREpo3FLRm9z7degE4AvZu4o4WPo9RxiIju25C23vBysMKtjHwsu9PFiohqBotbMmrHY1Kx7ewtyGXAm72DpI5DRPRA1EoFXu0eCACYt/cKsvKLJE5EZLpY3JLREkLg083nAQBPtaqPADeNxImIiB7coJZeaOhig5TsAizcHy11HCKTxeKWjNbei0k4HJ0CC6Uck3s0kjoOEdFDUSrkmNyz+Fz2y99XkZZTIHEiItPE4paMkk4n8NmWCwCAER184elgJXEiIqKH169pPQR7aJCZX6SflIaIqheLWzJKf/57E2fjM6BRK/FyRIDUcYiIqoVcLsOUXsXXDyw6cA1JmfkSJyIyPSxuyegIIfDtzksAgHHhDeFoYyFxIiKi6tMjxA1h3g7ILdTihz2XpY5DZHJY3JLRibySjCtJ2bCxUGBkpwZSxyEiqlYymQxv3mm9XXEoBjfTciVORGRaWNyS0Vl2qHgMyEEt68NWrZQ4DRFR9esU4Iz2DZ1QoNXhu12XpI5DZFJY3JJRuZWRh21nbwEAnmvvK3EaIqKaIZPJ8Mad1tvf/onDtdvZEiciMh0sbsmorDwSA61OoI2fI4I8OK4tEZmu1n5OiAhyhVYn8M1Ott4SVRcWt2Q0irQ6rDoSC4CttkRkHkpabzecuokb7HtLVC1Y3JLR2HEuEQkZeXC2sUCfUA+p4xAR1bhQL3t09HeGViewNPKa1HGITAKLWzIay+9cSDa4jTfUSoXEaYiIasfoO6PCrDwcg5yCIonTENV9LG7JKETfzsb+y7chkwHPtvWROg4RUa3pFuwGX2drZOQVYc3xG1LHIarzWNySUVhxp9W2a5AbvJ2sJU5DRFR75HIZRnX0AwAsPhANnU5IG4iojmNxS5LLK9Ti92NxAIDn2rPVlojMz1OtvaFRK3ElKRt/X0qSOg5RncbiliT356mbSM8tRH1HK4Q3cpM6DhFRrbNVK/FMG28AwMID16QNQ1THsbglyS0/HAMAeLadDxRymcRpiIikMaKjH+Qy4O+LSbh0K1PqOER1FotbktTpuHScik2DSiHD4NbeUschIpKMt5M1ejZ2BwAsOnhN2jBEdRiLW5JUyfBfjzatBxdbtcRpiIikVTIs2NrjcUjNLpA4DVHdxOKWJJOeU4g/ThUPe8MZyYiIgLYNnNDE0w55hTqsPBojdRyiOonFLUlmzfE45BXqEOSuQWtfR6njEBFJTiaT6Vtvlx68jkKtTuJERHUPi1uShBACyw8Xd0l4roMvZDJeSEZEBAD9woq7aSVk5GFzVILUcYjqHBa3JInIK8m4mpQNGwsFnmjhJXUcIiKjoVYqMPxOV62F+6MlTkNU97C4JUmUtNo+3sILtmqlxGmIiIzLsPY+sFDIcTI2DcdjUqWOQ1SnsLilWncrIw/bztwCwAvJiIjK4mKrxsDmngDYekt0v1jcUq1bdSQWRTqB1r6OCKlnJ3UcIiKjNOrOhWWboxJwMy1X4jREdQeLW6pVRVodVh4pHt6GrbZEROVr7GmH9g2doNUJLI28LnUcojqDxS3Vqp3nE5GQkQcnGwv0beohdRwiIqNWMizYyiMxyC3QSpyGqG5gcUu1qmRGssGtvaFWKiROQ0Rk3LqHuMPHyRrpuYVYeyJO6jhEdQKLW6o10bezse/SbchkwLB2PlLHISIyegq5DCM7+gEovrBMpxPSBiKqA1jcUq1ZcafVNqKRK7ydrCVOQ0RUNzzduj5s1UpcScrGvsu3pY5DZPRY3FKtyCvU4vdjxT+p8UIyIqKq01iqMLi1NwAOC0ZUFSxuqVZs/Dce6bmF8HKwQkSQm9RxiIjqlJEd/SCTAXsvJuFyYqbUcYiMGotbqhXL7nRJeLadDxRymcRpiIjqFh9na/QMcQcALDpwTdowREaOxS3VuKgb6TgVmwaVQoZn2nhLHYeIqE4a3bl4WLA1x+OQllMgcRoi48XilmpcyfBffUPrwcVWLXEaIqK6qV0DJzSuZ4e8Qh1WHomVOg6R0WJxSzUqPbcQ60/eAMALyYiIHoZMJsOoTn4AgKWR11Co1UkbiMhIsbilGrX2eBzyCnVo5G6LNn6OUschIqrT+od5wsXWAvHpedgSlSB1HCKjpJQ6ABmXlOwCXEnKwpXErOL/JmUjO78I9R2t4eNkDW8nqzv/tYarrRryCi4OE0LouyQMb+8LmYwXkhERPQxLlQLD2vnim52XsPBANPqHeUodicjosLg1Q1qdQFxqDi6XFLCJ2XcK2Syk5hSW+ZjD0Smlllko5fB2tIK3053C17G46PV2Kl4WdSMdV5KyYW2hwOMtvGp6s4iIzMKw9j6Yt+cKTsSk4XhMKlr68FcxoruxuDVxhVod/vo3Xl+8XknMRvTtbBRU0FfLy8EK/m628He1gb+rLWzVSsSl5iA2JRcxKTmITc1BfHoeCop0uJKUjStJ2WU+j/JOq+7jLbygsVTVyPYREZkbN40l+od5Ys3xOCw6cI3FLdE9WNyaOIVMhrfX/ou8QsNiVq2Uo6HrfwVsSTHb0MUWVhaKSp+3UKtDfFoeYlNzigvelBzEphYXv3EpOUjOLkCRTkClkGFEB78a2joiIvM0qpMf1hyPw6bT8Xj30WDUs7eSOhKR0WBxa+LkchkGhHlCIZcXF7JutghwtYWng9VDTaagUsjh42wNH2drdCrj/uz8IsSm5sBKpYCvs82DbwAREZUS6mWPdg2ccDg6Bb/8HY3p/UJ4XQPRHSxuzcBnT4XV+mvaqJUI9rCr9dclIjIXozs3wOHoFCw8EI3jMal4tUcgIhq5ssgls8ehwIiIiOqgniHumNg1AGqlHCdj0zBq0VE8/sNB7D6fCCGE1PGIJMPiloiIqA6Sy2V4o3cQ9r3VFS90bgBLlRynYtMwavFRDPz+AHaeu8Uil8wSi1siIqI6zE1jiff6Nca+qd3wYpeGsFIp8G9cOsYs+QcD5h7A9rMscsm8sLglIiIyAa4aNd59NAT73uqKceENYW2hwOkb6Ri79B/0+24/tp5JYJFLZoHFLRERkQlxsVXjnb4h2P9WN7wU4Q8bCwXO3MzAuGXH8Oi3+7ElKh46HYtcMl0cLYGIiMgEOdlY4K0+wRj7SEMs2H8Viw9cw7n4DIxffhzBHhq80j0Q3YLdUKjVoaBIh0KtQEGRDgVaLfLv/neRDoVaHfKLdCjQ/vfvkvtKlhVodSi8+9/33nfXcshkUCvkUCllsFDIYaGUQ3Xnv+qS/7/z75L71Hf+301jiTBve3jYWXJkCCoTi1siIiIT5mRjgTd7lxS50Vh04BrOJ2Ti5RXHpY72UNw0ajSr74Dm3vZoVt8Bzerbw8HaQupYZARY3FazH374AZ9//jni4+PRpEkTzJkzB4888ojUsYiIyMw5WFtgSq8gvNC5IRYciMaiA9HIzCvS36+UywxaSi3uai0taVW1UMihUt57n8yw5VVx1/rltMgKoEqtv/l3txLf+e+15BxcvJWJxMx87Dh3CzvO3dJvg5+zNcK8HfRFbxNPe1iqKp91k0wLi9tqtHr1akyePBk//PADOnXqhJ9++gl9+/bF2bNn4ePjI3U8IiIi2Fur8HrPRpjULQC5hdrin/8VcsgfYtbK2pZboMWZm+k4FZeOU7Fp+DcuDdeSc/S3P07eBAAo5DIEuWsQ5m2PsPrFRW8jd1soFbzkyJTJBC+drDbt2rVDy5YtMW/ePP2ykJAQPP7445g9e3alj8/IyIC9vT3S09NhZ8fZvYiMSXZqImy/dQcAZL1yCzaObhInIqK7peUU4N87xe6puHSciktDUmZ+qfX2vBEBP5fqnRae39/GhS231aSgoADHjh3D22+/bbC8V69eOHjwYJmPyc/PR37+fx+8jIyMGs1IRERkqhysLdClkSu6NHIFAAghkJCR91+xG5uGmJQc+DpbS5yUahqL22py+/ZtaLVauLu7Gyx3d3dHQkJCmY+ZPXs2Pvjgg9qIR0REZFZkMhnq2Vuhnr0V+oTWA1Bc8HKEBdPHTifV7N4PTUUfpHfeeQfp6en6W2xsbG1EJCIiMkssbM0DW26riYuLCxQKRalW2sTExFKtuSXUajXUanVtxCMiIiIyC2y5rSYWFhZo1aoVtm/fbrB8+/bt6Nixo0SpiIiIiMwLW26r0euvv47hw4ejdevW6NChA37++WfExMRg/PjxUkcjIiIiMgssbqvRM888g+TkZHz44YeIj49HaGgoNm3aBF9fX6mjEREREZkFFrfV7OWXX8bLL78sdQwiIiIis8Q+t0RERERkMljcEhEREZHJYHFLRERERCaDxS0RERERmQwWt0RERERkMljcEhEREZHJYHFLRERERCaDxS0RERERmQxO4mBEhBAAgIyMDImTENG9sjMygbzi/8/IyIRWYSltICIyGiXf2yXf4yQtmeA7YTTi4uLg7e0tdQwiIiJ6ALGxsahfv77UMcwei1sjotPpcPPmTWg0GshkMoP7MjIy4O3tjdjYWNjZ2UmUsO7g/qo67quq476qOu6rquO+qjpj3VdCCGRmZsLT0xNyOXt8So3dEoyIXC6v9C8+Ozs7o/pAGzvur6rjvqo67quq476qOu6rqjPGfWVvby91BLqDf14QERERkclgcUtEREREJoPFbR2hVqsxc+ZMqNVqqaPUCdxfVcd9VXXcV1XHfVV13FdVx31FVcELyoiIiIjIZLDlloiIiIhMBotbIiIiIjIZLG6JiIiIyGSwuCUiIiIik8HiVmJ///03+vfvD09PT8hkMqxfv77cdceNGweZTIY5c+YYLM/Pz8ekSZPg4uICGxsbDBgwAHFxcTUbXAIPu69SUlIwadIkBAUFwdraGj4+PnjllVeQnp5e8+FrWXUcVyWEEOjbt2+lz1NXVde+ioyMRLdu3WBjYwMHBwdEREQgNze35oJLoDr2VUJCAoYPHw4PDw/Y2NigZcuW+N///lezwSVQ2b4aOXIkZDKZwa19+/YG65jLuR14+P1lTud3qhyLW4llZ2cjLCwMc+fOrXC99evX4/Dhw/D09Cx13+TJk7Fu3TqsWrUK+/fvR1ZWFvr16wetVltTsSXxsPvq5s2buHnzJr744gucPn0aixcvxpYtWzBmzJiajC2J6jiuSsyZM6fUdNCmpDr2VWRkJPr06YNevXrhyJEjOHr0KCZOnGhy03BWx74aPnw4Lly4gA0bNuD06dMYNGgQnnnmGZw4caKmYkuiKvuqT58+iI+P1982bdpkcL+5nNuBh99f5nR+pyoQZDQAiHXr1pVaHhcXJ7y8vERUVJTw9fUVX3/9tf6+tLQ0oVKpxKpVq/TLbty4IeRyudiyZUstpJbGg+yrsvz222/CwsJCFBYW1kxQI/Aw++rkyZOifv36Ij4+vtznMSUPuq/atWsn3nvvvdoJaSQedF/Z2NiIpUuXGixzcnIS8+fPr8G00iprX40YMUIMHDiw3MeY67ldiAfbX2Uxh/M7lc20mhVMkE6nw/Dhw/Hmm2+iSZMmpe4/duwYCgsL0atXL/0yT09PhIaG4uDBg7UZVXKV7auypKenw87ODkqlsobTGZeq7KucnBwMHToUc+fOhYeHRy0nNB6V7avExEQcPnwYbm5u6NixI9zd3REeHo79+/dLkFZaVTmuOnfujNWrVyMlJQU6nQ6rVq1Cfn4+IiIiajesEdizZw/c3NzQqFEjjB07FomJifr7eG4vraL9VRZzPb8TuyUYvU8//RRKpRKvvPJKmfcnJCTAwsICjo6OBsvd3d2RkJBQGxGNRmX76l7Jycn46KOPMG7cuBpOZnyqsq9ee+01dOzYEQMHDqzFZMansn119epVAMD777+PsWPHYsuWLWjZsiW6d++OS5cu1WZUyVXluFq9ejWKiorg7OwMtVqNcePGYd26dfD396/FpNLr27cvVqxYgV27duHLL7/E0aNH0a1bN+Tn5wPguf1ele2ve5nz+Z0A/jljxI4dO4ZvvvkGx48fv+8+j0IIk+4nea/73VcZGRl47LHH0LhxY8ycObMWEhqPquyrDRs2YNeuXSbXD/J+VWVf6XQ6AMUXUI0aNQoA0KJFC+zcuRMLFy7E7Nmzay2vlKr6GXzvvfeQmpqKHTt2wMXFBevXr8fTTz+Nffv2oWnTprWYWFrPPPOM/v9DQ0PRunVr+Pr64q+//sKgQYPKfZy5ndtL3M/+MufzOxVjy60R27dvHxITE+Hj4wOlUgmlUonr169jypQp8PPzAwB4eHigoKAAqampBo9NTEyEu7u7BKmlUZV9VSIzMxN9+vSBra0t1q1bB5VKJU1oiVRlX+3atQtXrlyBg4ODfh0AePLJJ83q5+Oq7Kt69eoBABo3bmzw2JCQEMTExNR2ZMlUZV9duXIFc+fOxcKFC9G9e3eEhYVh5syZaN26Nb7//ntpN0Bi9erVg6+vr761n+f2it27v0qY+/mdirHl1ogNHz4cPXr0MFjWu3dvDB8+XN9C1KpVK6hUKmzfvh2DBw8GAMTHxyMqKgqfffZZrWeWSlX2FVD8F33v3r2hVquxYcMGWFpa1nZUyVVlX7399tt44YUXDNZp2rQpvv76a/Tv37/WskqtKvvKz88Pnp6euHDhgsF6Fy9eRN++fWstq9Sqsq9ycnIAoNQoEgqFQt8Cbq6Sk5MRGxur/2OJ5/aK3bu/AJ7f6T8sbiWWlZWFy5cv6/8dHR2NkydPwsnJCT4+PnB2djZYX6VSwcPDA0FBQQAAe3t7jBkzBlOmTIGzszOcnJzwxhtvoGnTpqW+aOq6h91XmZmZ6NWrF3JycrB8+XJkZGQgIyMDAODq6gqFQlF7G1PDHnZfeXh4lHkRmY+PDxo0aFCz4WvZw+4rmUyGN998EzNnzkRYWBiaN2+OJUuW4Pz58yY3fuvD7qvg4GAEBARg3Lhx+OKLL+Ds7Iz169dj+/bt2LhxY61uS02raF85OTnh/fffx5NPPol69erh2rVrePfdd+Hi4oInnngCgHmd24GH31/mdH6nKpB6uAZzt3v3bgGg1G3EiBFlrl/W0Dq5ubli4sSJwsnJSVhZWYl+/fqJmJiYmg9fyx52X5X3eAAiOjq6VrahtlTHcXUvmOhQYNW1r2bPni3q168vrK2tRYcOHcS+fftqNrgEqmNfXbx4UQwaNEi4ubkJa2tr0axZs1JDg5mCivZVTk6O6NWrl3B1dRUqlUr4+PiIESNGlDpvm8u5XYiH31/mdH6nysmEEKL6S2YiIiIiotrHC8qIiIiIyGSwuCUiIiIik8HiloiIiIhMBotbIiIiIjIZLG6JiIiIyGSwuCUiIiIik8HiloiIiIhMBotbIqIakJOTgyeffBJ2dnaQyWRIS0uTOhIRkVng9LtERDVgyZIl2LdvHw4ePAgXFxfY29tLHYmIyCywuCUiqgFXrlxBSEgIQkNDpY5CRGRW2C2BiOgeSUlJ8PDwwKxZs/TLDh8+DAsLC2zbtg1XrlzBwIED4e7uDltbW7Rp0wY7duzQrxsREYEvv/wSf//9N2QyGSIiIgAAP/zwAwIDA2FpaQl3d3c89dRTD52FiIgMyYQQQuoQRETGZtOmTXj88cdx8OBBBAcHo0WLFnjssccwZ84cnDp1CocOHULHjh1haWmJJUuW4Msvv8SFCxfg4+ODlJQUvP3224iKisLatWthYWGBq1evon379li2bBk6duyIlJQU7Nu3D6+88spDZSEiIkMsbomIyjFhwgTs2LEDbdq0walTp3D06FFYWlqWuW6TJk3w0ksvYeLEiQCAyZMn4+TJk9izZw8AYO3atRg1ahTi4uKg0WhqNAsRkTljtwQionJ88cUXKCoqwm+//YYVK1boi8ns7GxMnToVjRs3hoODA2xtbXH+/HnExMSU+1w9e/aEr68vGjZsiOHDh2PFihXIycl56CxERGSIxS0RUTmuXr2KmzdvQqfT4fr16/rlb775JtasWYOPP/4Y+/btw8mTJ9G0aVMUFBSU+1wajQbHjx/HypUrUa9ePcyYMQNhYWFVHiKsvCxERGSIoyUQEZWhoKAAw4YNwzPPPIPg4GCMGTMGp0+fhru7O/bt24eRI0fiiSeeAABkZWXh2rVrlT6nUqlEjx490KNHD8ycORMODg7YtWsXBg0a9MBZiIjIEItbIqIyTJs2Denp6fj2229ha2uLzZs3Y8yYMdi4cSMCAgKwdu1a9O/fHzKZDNOnT4dOp6vw+TZu3IirV6+iS5cucHR0xKZNm6DT6RAUFPRQWYiIyBC7JRAR3WPPnj2YM2cOli1bBjs7O8jlcixbtgz79+/HvHnz8PXXX8PR0REdO3ZE//790bt3b7Rs2bLC53RwcMDatWvRrVs3hISE4Mcff8TKlSvRpEmTh8pCRESGOFoCEREREZkMttwSERERkclgcUtEJKGYmBjY2tqWe6toeDEiIiqN3RKIiCRUVFRU4UgLfn5+UCp57S8RUVWxuCUiIiIik8FuCURERERkMljcEhEREZHJYHFLRERERCaDxS0RERERmQwWt0RERERkMljcEhEREZHJYHFLRERERCaDxS0RERERmYz/BxqmxrNGK5sLAAAAAElFTkSuQmCC",
      "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 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"
    }
   ],
   "source": [
    "show_plots(x_arrays[start:stop], y_arrays[start:stop], rows[start:stop], preds=scipy_preds, show_optimal=True, show_pred=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"gpt_responses.csv\", index_col=\"uid\")\n",
    "eval_df = df.dropna()\n",
    "mse = ((eval_df.position - eval_df.response) ** 2).mean()\n",
    "mse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_df = pd.DataFrame(rows)\n",
    "df2 = pd.concat((df, pred_df), axis=0).loc[:, (\"position\",)].reset_index().rename(columns={\"index\": \"uid\"})\n",
    "df2[\"response\"] = np.nan\n",
    "df2.to_csv(\"gpt_responses.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_43628/2643602172.py:38: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\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 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 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 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 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"
    }
   ],
   "source": [
    "show_plots(x_arrays, y_arrays, rows)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bluesky-dev",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}