YAG_scans_oneTT_timestamp.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "import numpy as np\n",
    "import json, glob, copy\n",
    "import os, math\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.optimize import curve_fit\n",
    "from IPython.display import clear_output, display\n",
    "from datetime import datetime\n",
    "\n",
    "from alvra_tools.load_data import *\n",
    "from alvra_tools.channels import *\n",
    "from alvra_tools.timing_tool import *\n",
    "from alvra_tools.utils import *\n",
    "from alvra_tools.YAG_scans import *\n",
    "from alvra_tools.XAS_functions import *\n",
    "from ipyfilechooser import FileChooser\n",
    "\n",
    "import time\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loop over several runs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "datafiles = []\n",
    "for file in glob.glob('/sf/alvra/data/p21533/raw/*t0_scan_9keV*/meta/scan.json'):\n",
    "    datafiles.append(file)\n",
    "datafiles = sorted(datafiles, key = os.path.getmtime)\n",
    "patch = datafiles[:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Absolute timestamp in ns:  3369941720275746188\n",
      "Datetime of the timestamp:  time.struct_time(tm_year=2022, tm_mon=5, tm_mday=19, tm_hour=12, tm_min=48, tm_sec=59, tm_wday=3, tm_yday=139, tm_isdst=1)\n",
      "2022-05-19 12:48:59\n",
      "2022-05-19 12:48:59.950000\n",
      "2022-05-19 12:48:59.951585\n"
     ]
    }
   ],
   "source": [
    "timestamp_rel_sec = np.int64(str(1652957339951585391)[:-7]) / 100\n",
    "timestamp_abs_sec = time.time() + timestamp_rel_sec\n",
    "\n",
    "print('Absolute timestamp in ns: ', time.time_ns() + 1652957339951585391 )\n",
    "print('Datetime of the timestamp: ', time.localtime(timestamp_rel_sec) )\n",
    "\n",
    "tm_year = time.localtime(timestamp_rel_sec).tm_year\n",
    "tm_mon = time.localtime(timestamp_rel_sec).tm_mon\n",
    "tm_mday = time.localtime(timestamp_rel_sec).tm_mday\n",
    "\n",
    "tm_hour = time.localtime(timestamp_rel_sec).tm_hour\n",
    "tm_min = time.localtime(timestamp_rel_sec).tm_min\n",
    "tm_sec = time.localtime(timestamp_rel_sec).tm_sec\n",
    "\n",
    "timestamp_datetime = datetime(tm_year,tm_mon, tm_mday, tm_hour, tm_min, tm_sec)\n",
    "print(timestamp_datetime)\n",
    "\n",
    "print(datetime.fromtimestamp(timestamp_rel_sec))\n",
    "print(datetime.fromtimestamp(1652957339951585391 * 1e-9) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-05-28 20:35:39.876215\n"
     ]
    }
   ],
   "source": [
    "from sfdata import SFScanInfo\n",
    "scan = SFScanInfo(patch[0])\n",
    "with h5py.File(scan.files[0][1]) as f:\n",
    "    try: \n",
    "        timestamp_ns = f[channel_diode_1]['timestamp'][:]\n",
    "        timestamp_s = np.mean(timestamp_ns) * 1e-9\n",
    "    except:\n",
    "        timestamp_s = 0\n",
    "    print( datetime.fromtimestamp (timestamp_s) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average timestamp functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20:36:59\n",
      "2024-05-28T20:36:59.845926\n"
     ]
    }
   ],
   "source": [
    "def timestamp(json_file):\n",
    "    file_split = json_file.split('/')[:-1]\n",
    "    path_to_bsdata = '/'.join([*file_split[:-1], 'data', '*BSDATA.h5'])\n",
    "    \n",
    "    timestamp_s = []\n",
    "    \n",
    "    for file in glob.glob(path_to_bsdata):\n",
    "        with h5py.File(file) as f:\n",
    "            timestamp_ns = f[channel_diode_1]['timestamp'][:]\n",
    "            timestamp_s.append(np.mean(timestamp_ns) * 1e-9)\n",
    "    timestamp_s = np.mean(timestamp_s)\n",
    "    timestamp_datetime = datetime.fromtimestamp(timestamp_s)\n",
    "    return np.datetime64(timestamp_datetime)\n",
    "\n",
    "def timestamp_hms(json_file):\n",
    "    file_split = json_file.split('/')[:-1]\n",
    "    path_to_bsdata = '/'.join([*file_split[:-1], 'data', '*BSDATA.h5'])\n",
    "    \n",
    "    timestamp_s = []\n",
    "    \n",
    "    for file in glob.glob(path_to_bsdata):\n",
    "        with h5py.File(file) as f:\n",
    "            timestamp_ns = f[channel_diode_1]['timestamp'][:]\n",
    "            timestamp_s.append(np.mean(timestamp_ns) * 1e-9)\n",
    "    timestamp_s = np.mean(timestamp_s)\n",
    "    return time.strftime('%H:%M:%S', time.localtime(timestamp_s) )\n",
    "\n",
    "print(timestamp_hms(patch[0]))\n",
    "print(timestamp(patch[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run the loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing: run0301-t0_scan_9keV_pink_138\n",
      "Step 1 of 1: Processing acq0001\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "\u001b[32mSAR-CVME-TIFALL4:EvtSet                   102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_amplitude2        102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_derivative2       102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_position2         102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_raw2              102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.projection_background2 102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.projection_signal2     102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[31mSAROP11-PBPS110:INTENSITY                  81 / 102 -> 21% loss ▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSLAAR11-LMOT-M451:ENC_1_BS                102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSLAAR11-LSCP1-FNS:CH0:VAL_GET             102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSLAAR11-LSCP1-FNS:CH2:VAL_GET             102 / 102 ->  0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\n",
      "\u001b[31mover the whole data set: 81 / 102 -> 21% loss\u001b[39m\n",
      "\u001b[31mcomplete channels: 10 / 11 -> 9% incomplete\u001b[39m\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "FEL rep rate is 100.0 Hz\n",
      "Laser rep rate is 50.0 Hz (delayed or dark)\n",
      "Pump scheme is 1:1\n",
      "Loaded 30 pump and 30 unpump shots\n",
      "Quantile range = 0.25 0.75\n",
      "Loaded 1 files, size of the arrays = 1\n",
      "------------------------------\n",
      "Processed 1 out of 1 files\n",
      "(30,) (30,)\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "zero-size array to reduction operation maximum which has no identity",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-42-d588d7682d69>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     61\u001b[0m     \u001b[0mpp_TT\u001b[0m\u001b[0;34m=\u001b[0m  \u001b[0mpp_TT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m     \u001b[0mfit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mestimate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mDelay_fs_TT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpp_TT\u001b[0m\u001b[0;34m)\u001b[0m            \u001b[0;31m# this sets some internal params\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;31m#fit.p0 = better_p0(fit.p0, 0, 210.42) # overwrite some values (index) if needed:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/das/work/p17/p17589/dev/alvra_tools/alvra_tools/utils.py\u001b[0m in \u001b[0;36mestimate\u001b[0;34m(self, x, y)\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mestimate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mp0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpopt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mestim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/das/work/p17/p17589/dev/alvra_tools/alvra_tools/utils.py\u001b[0m in \u001b[0;36mestimate_errfunc_parameters\u001b[0;34m(x, y)\u001b[0m\n\u001b[1;32m    125\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mestimate_errfunc_parameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    126\u001b[0m     \u001b[0mx0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m     \u001b[0mamplitude\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    128\u001b[0m     \u001b[0mwidth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m     \u001b[0moffset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/sf/alvra/anaconda/alvra-analysis/lib/python3.8/site-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_amax\u001b[0;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m     38\u001b[0m def _amax(a, axis=None, out=None, keepdims=False,\n\u001b[1;32m     39\u001b[0m           initial=_NoValue, where=True):\n\u001b[0;32m---> 40\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mumr_maximum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwhere\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     42\u001b[0m def _amin(a, axis=None, out=None, keepdims=False,\n",
      "\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation maximum which has no identity"
     ]
    }
   ],
   "source": [
    "TT = TT_PSEN124\n",
    "\n",
    "quantile_band = 0.5\n",
    "binsize = 5 # in fs\n",
    "\n",
    "channel_delay_motor = channel_delay_topas\n",
    "\n",
    "Timezero_mm = 190.045820\n",
    "\n",
    "flag = False\n",
    "\n",
    "try:\n",
    "    # Timezero_mm = get_timezero_NBS(fc.selected)\n",
    "    Timezero_mm = get_timezero_NBS(patch[0])\n",
    "    flag = True\n",
    "except:\n",
    "    Timezero_mm = Timezero_mm\n",
    "\n",
    "#target = 'babyYAG'\n",
    "#px2fs = 1.8692375 ## calibration from 17.10.2021\n",
    "\n",
    "########################################################################\n",
    "from sfdata import SFScanInfo\n",
    "from scipy.stats import binned_statistic\n",
    "\n",
    "t0_fs_scan =[]\n",
    "width_fs_scan = []\n",
    "width_fs_der = []\n",
    "\n",
    "timestamps_npy = []\n",
    "timestamps_hms = []\n",
    "\n",
    "# prop_cycle = plt.rcParams['axes.prop_cycle']\n",
    "# colors = prop_cycle.by_key()['color']\n",
    "\n",
    "# fig = plt.figure()\n",
    "# ax = fig.add_subplot(1,1,1)\n",
    "\n",
    "for num, json_file in enumerate(patch):\n",
    "    print (json_file)\n",
    "    scan = SFScanInfo(json_file)\n",
    "    scan = remove_JF_from_scan(scan)\n",
    "    \n",
    "\n",
    "    Delay_rbk, Delay_fs, Delays_corr, Pump_probe, Pump_probe_scan = \\\n",
    "    YAG_scan_one_TT_bs(scan, TT, channel_delay_motor, Timezero_mm, quantile_band)\n",
    "\n",
    "    print (np.shape(Pump_probe_scan),np.shape(Delays_corr))\n",
    "\n",
    "    binList = np.arange(Delay_fs[0] - 100, Delay_fs[-1] + 100, binsize)\n",
    "    Delay_fs_TT = np.arange(Delay_fs[0] -100 + binsize/2, Delay_fs[-1] + 100 - binsize/2, binsize)\n",
    "\n",
    "    pp_TT, binEdges, binNumber = binned_statistic(Delays_corr, Pump_probe_scan, statistic='mean', bins=binList)\n",
    "    \n",
    "    fit = Fit(errfunc_fwhm, estimate_errfunc_parameters)\n",
    "    # fit = Fit(conv_exp_gauss_heaviside, estimate_conv_exp_gauss_heaviside_parameters) \n",
    "    # fit = Fit(conv_exp_gauss_heaviside2, estimate_conv_exp_gauss_heaviside2_parameters)\n",
    "    \n",
    "    index = ~(np.isnan(Delay_fs_TT) | np.isnan(pp_TT))\n",
    "    Delay_fs_TT = Delay_fs_TT[index]\n",
    "    pp_TT=  pp_TT[index]\n",
    "\n",
    "    fit.estimate(Delay_fs_TT, pp_TT)            # this sets some internal params \n",
    "\n",
    "    #fit.p0 = better_p0(fit.p0, 0, 210.42) # overwrite some values (index) if needed: \n",
    "    #fit.p0 =[191.06, 0.04, 80, 0.0, 500]#, 3e-5, 0.035]\n",
    "\n",
    "    fit.fit(Delay_fs_TT,pp_TT)                  # calculate the fit\n",
    "    pp_fit = fit.eval(Delay_fs_TT)           # evaluate the curve for plotting\n",
    "    \n",
    "    t0_fs = fit.popt[0]\n",
    "    width_fs = fit.popt[2]\n",
    "    \n",
    "    pp_TT_derivative = gaussian_filter1d(pp_TT, 2, order = 1)\n",
    "    parameters_M2,extras = curve_fit(gaussian, Delay_fs_TT, pp_TT_derivative, \\\n",
    "                                 p0 = [0, 0,-50, 0])\n",
    "    \n",
    "    t0_fs_scan.append(t0_fs)\n",
    "    width_fs_scan.append(width_fs)\n",
    "    width_fs_der.append(np.abs(parameters_M2[2]*2.355))\n",
    "        \n",
    "    # ax.scatter(Delay_fs_TT, pp_TT_derivative, color=colors[num], s = 5)\n",
    "    # ax.plot(Delay_fs_TT, gaussian(Delay_fs_TT,*parameters_M2), color=colors[num],\\\n",
    "    #      label = '{:.2f} fs'.format(np.abs(parameters_M2[2]*2.355)))\n",
    "    \n",
    "    timestamps_npy.append( timestamp(json_file) )\n",
    "    timestamps_hms.append( timestamp_hms(json_file) )\n",
    "\n",
    "# ax.legend()\n",
    "# plt.show()\n",
    "    \n",
    "print ('------------------------------')\n",
    "if flag:\n",
    "    print ('Timezero found in file = {} mm'.format(Timezero_mm))\n",
    "else:\n",
    "    print ('Timezero = {} mm'.format(Timezero_mm))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8f588002f67e4f0a9720c60e96629e6d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=800.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scan_number = np.delete(np.array(range(123)), [0,65,109,110])\n",
    "\n",
    "#t0_fs_scan_clean = np.delete(t0_fs_scan[:121], [107,108])\n",
    "#width_fs_scan_clean = np.delete(width_fs_scan[:121], [107,108])\n",
    "\n",
    "plt.figure(figsize = (8,4))\n",
    "plt.suptitle ('{} files from {}'.format(len(patch), json_file.split('/')[-3].split('.')[0][:-4]+'*.json'))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.plot(t0_fs_scan, marker='.')\n",
    "plt.xlabel(\"Scan number\")\n",
    "plt.ylabel('timezero TT (fs)')\n",
    "#plt.ylim(-100, 0)\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(width_fs_scan, marker='.', label='Convolution fit')\n",
    "plt.plot(width_fs_der, marker='.', label = 'Derivative fit')\n",
    "plt.xlabel('Scan number')\n",
    "plt.ylabel('Pulse width (fs)')\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ca90d0c2f374a4eaadfeab063eda270",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=800.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scan_number = np.delete(np.array(range(123)), [0,65,109,110])\n",
    "\n",
    "#t0_fs_scan_clean = np.delete(t0_fs_scan[:121], [107,108])\n",
    "#width_fs_scan_clean = np.delete(width_fs_scan[:121], [107,108])\n",
    "\n",
    "plt.figure(figsize = (8,4))\n",
    "plt.suptitle ('{} files from {}'.format(len(patch), json_file.split('/')[-3].split('.')[0][:-4]+'*.json'))\n",
    "# plt.suptitle ('{} files from {}'.format(79+46, json_file.split('/')[-3].split('.')[0][:-4]+'*.json'))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.plot(timestamps_npy, t0_fs_scan, marker='.')\n",
    "plt.xlabel(\"Timestamp\")\n",
    "plt.ylabel('Timezero TT (fs)')\n",
    "plt.xticks(rotation = 45)\n",
    "#plt.ylim(-75,-10)\n",
    "plt.grid()\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(timestamps_npy, width_fs_scan, marker='.')\n",
    "plt.xlabel('Timestamp')\n",
    "plt.ylabel('Pulse width (fs)')\n",
    "plt.xticks(rotation = 45)\n",
    "plt.ylim(110,150)\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4c306b48ceed426497161e2264c38fa8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.hist(t0_fs_scan[1:135], bins=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def fit_errorfunction(Delay_rebin, pp):\n",
    "    fit = Fit(errfunc_fwhm, estimate_errfunc_parameters)\n",
    "    \n",
    "    index = ~(np.isnan(Delay_rebin) | np.isnan(pp))\n",
    "    Delay_rebin = Delay_rebin[index]\n",
    "    pp =  pp[index]\n",
    "    \n",
    "    fit.estimate(Delay_rebin, pp)            # this sets some internal params \n",
    "    fit.fit(Delay_rebin,pp)                  # calculate the fit\n",
    "    pp_fit = fit.eval(Delay_rebin)           # evaluate the curve for plotting\n",
    "    \n",
    "    t0 = fit.popt[0]\n",
    "    width = np.abs(fit.popt[2])\n",
    "    \n",
    "    return t0, width\n",
    "\n",
    "def fit_derivative(Delay_rebin, pp, p0=[0, 1, 50, 0]):\n",
    "    \n",
    "    index = ~(np.isnan(Delay_rebin) | np.isnan(pp))\n",
    "    Delay_rebin = Delay_rebin[index]\n",
    "    pp =  pp[index]\n",
    "    \n",
    "    ## gaussian(x, x0, amplitude, sigma, offset):\n",
    "    pp_derivative = gaussian_filter1d(pp, 2, order = 1)\n",
    "    params, _ = curve_fit(gaussian, Delay_rebin, pp_derivative, p0 = p0)\n",
    "    \n",
    "    t0 = params[0]\n",
    "    width = np.abs(params[2]*2.355)\n",
    "    \n",
    "    return t0, width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing: run0300-t0_scan_9keV_pink_137\n",
      "Step 41 of 41: Processing acq0041\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "\u001b[32mSAR-CVME-TIFALL4:EvtSet                   501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_amplitude         501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_amplitude2        501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_derivative        501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_derivative2       501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_position          501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_position2         501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_raw               501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.edge_raw2              501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.projection_background  501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.projection_background2 501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.projection_signal      501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSARES11-SPEC125-M1.projection_signal2     501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSLAAR11-LMOT-M451:ENC_1_BS                501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSLAAR11-LSCP1-FNS:CH0:VAL_GET             501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\u001b[32mSLAAR11-LSCP1-FNS:CH2:VAL_GET             501 / 501 -> 0% loss ▇▇▇▇▇▇▇▇▇▇\u001b[39m\n",
      "\n",
      "\u001b[32mover the whole data set: 501 / 501 -> 0% loss\u001b[39m\n",
      "\u001b[32mcomplete channels: 16 / 16 -> 0% incomplete\u001b[39m\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\n",
      "FEL rep rate is 100.0 Hz\n",
      "Laser rep rate is 50.0 Hz (delayed or dark)\n",
      "Pump scheme is 1:1\n",
      "Loaded 250 pump and 250 unpump shots\n",
      "Quantile range = 0.25 0.75\n",
      "Loaded 41 files, size of the arrays = 41\n",
      "------------------------------\n",
      "Processed 41 out of 41 files\n",
      "(10250,) (10250,) (10250,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "138it [2:43:45, 71.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------\n",
      "Timezero found in file = 184.314920000045 mm\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "TT1 = TT_PSEN124\n",
    "TT2 = TT_PSEN126\n",
    "\n",
    "quantile_band = 0.5\n",
    "binsize = 5 # in fs\n",
    "\n",
    "channel_delay_motor = channel_delay_topas\n",
    "\n",
    "Timezero_mm = 190.045820\n",
    "\n",
    "flag = False\n",
    "\n",
    "try:\n",
    "    # Timezero_mm = get_timezero_NBS(fc.selected)\n",
    "    Timezero_mm = get_timezero_NBS(patch[0])\n",
    "    flag = True\n",
    "except:\n",
    "    Timezero_mm = Timezero_mm\n",
    "\n",
    "#target = 'babyYAG'\n",
    "#px2fs = 1.8692375 ## calibration from 17.10.2021\n",
    "\n",
    "########################################################################\n",
    "from sfdata import SFScanInfo\n",
    "from scipy.stats import binned_statistic\n",
    "from tqdm import tqdm \n",
    "\n",
    "t0_fs_scan_124 =[]\n",
    "width_fs_scan_124 = []\n",
    "width_fs_der_124 = []\n",
    "t0_fs_scan_126 =[]\n",
    "width_fs_scan_126 = []\n",
    "width_fs_der_126 = []\n",
    "\n",
    "arrTimes_all_124 = []\n",
    "arrTimes_all_126 = []\n",
    "\n",
    "timestamps_npy = []\n",
    "timestamps_hms = []\n",
    "corr = []\n",
    "\n",
    "for num, json_file in tqdm(enumerate(patch[:-1])):\n",
    "#for num, json_file in enumerate(patch):\n",
    "    print (json_file)\n",
    "    scan = SFScanInfo(json_file)\n",
    "    scan = remove_JF_from_scan(scan)\n",
    "    \n",
    "    Delay_rbk, Pump_probe, \\\n",
    "    Delay_fs, Delays_corr1, arrtimes1, _, Pump_probe_scan, _, Delays_corr2, arrtimes2, _, _ = \\\n",
    "    YAG_scan_two_TT_bs(scan, TT1, TT2, channel_delay_motor, Timezero_mm, quantile_band)\n",
    "    \n",
    "    corr.append(pearsonr(arrtimes1, arrtimes2)[0])\n",
    "\n",
    "    print (np.shape(Pump_probe_scan), np.shape(Delays_corr1), np.shape(Delays_corr2))\n",
    "    \n",
    "    binList = np.arange(Delay_fs[0] - 100, Delay_fs[-1] + 100, binsize)\n",
    "    Delay_fs_TT = np.arange(Delay_fs[0] -100 + binsize/2, Delay_fs[-1] + 100 - binsize/2, binsize)\n",
    "\n",
    "    pp_TT1, binEdges, binNumber = binned_statistic(Delays_corr1, Pump_probe_scan, statistic='mean', bins=binList)\n",
    "    pp_TT2, binEdges, binNumber = binned_statistic(Delays_corr2, Pump_probe_scan, statistic='mean', bins=binList)\n",
    "    \n",
    "    t0_fs_124, width_fs_124 = fit_errorfunction(Delay_fs_TT, pp_TT1)\n",
    "    t0_fs_126, width_fs_126 = fit_errorfunction(Delay_fs_TT, pp_TT2)\n",
    "    \n",
    "    _, width_fs_124_d = fit_derivative(Delay_fs_TT, pp_TT1, p0=[-500, 1, 50, 0])\n",
    "    _, width_fs_126_d = fit_derivative(Delay_fs_TT, pp_TT2, p0=[0, 1, 50, 0])\n",
    "    \n",
    "    t0_fs_scan_124.append(t0_fs_124)\n",
    "    width_fs_scan_124.append(width_fs_124)\n",
    "    width_fs_der_124.append(width_fs_124_d)\n",
    "    t0_fs_scan_126.append(t0_fs_126)\n",
    "    width_fs_scan_126.append(width_fs_126)\n",
    "    width_fs_der_126.append(width_fs_126_d)\n",
    "    \n",
    "    timestamps_npy.append( timestamp(json_file) )\n",
    "    timestamps_hms.append( timestamp_hms(json_file) )\n",
    "    \n",
    "    arrTimes_all_124.extend(arrtimes1)\n",
    "    arrTimes_all_126.extend(arrtimes2)\n",
    "    \n",
    "print ('------------------------------')\n",
    "if flag:\n",
    "    print ('Timezero found in file = {} mm'.format(Timezero_mm))\n",
    "else:\n",
    "    print ('Timezero = {} mm'.format(Timezero_mm))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "138"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(timestamps_npy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "844182c1ccb94a439527498258e8ad66",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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9oPR0JCQtCkSRMsXboUy5cvx5kzZ2yeb2JiIgwGA15//XWnbWVmZuLVV19Fo0aN4OXlBYlEgujoaADApUuXbPa39xqWlJS4XOVeJBLh9ddfx549e/Df//4XmZmZuH79Op5//nk+hVokEv4MSklJQdeuXZGfn4+jR48iLi6Ov+/vv/+GXq/HCy+8IHg9fHx80KtXL/4zC5jO74QJE3D+/HmcOnUKgCnl/vfff7eZVuGqli1bCvoDAGPGjEF+fj5Onz5d5uNdPZ/OzoFUKsX777+P0NBQwWOioqIwe/bscj2ftm3bQiqV4uWXX8Z3331nd5R779698PPzwzPPPCPYzk1rsV6VID4+HgEBAfzt8PBw1K9f3+ZzTwghnowCdEJIrdW+fXt06dIFzz33HPbt28fPp+R88803+PPPP7FlyxZMmjQJPXr0wAsvvIC//voLp0+fxooVKx5Y3zIyMsCyLMLDwyGRSAT/HT16lJ+XK5fLceDAAbRt2xazZs1Cy5YtERkZiffff99uWrCr7FWYz87Otrs9MjKSv99SSEiI4DZXkdrRduuUcVf7VRHWAQSX5qxWqwX3Wz8nwDTnlWEYm2XpgoOD0bFjR8THx2PWrFn48ssv8dtvv2H79u2C4zpqEzCfm7KOb3kOrd8f1jUB7HG1H2VhGAZ79uxB//79sWTJErRv3x716tXDm2++yU+x4CreczUZ7DEajejXrx+2bNmC6dOnY8+ePTh+/DiOHj0KwPy6WD8HS9avoSvee+89TJ06FQsXLkR4eDgefvhhAOCnujRo0ECw//Hjx3H16lUkJCTYPB9u2kmnTp1sXpNNmzbZzKWfMGECRCIRPxXhf//7H7RabYXS2wEgIiLC4TZ7r7U1V8+ns3Ngraw6G840adIEu3fvRv369fH666+jSZMmaNKkCT799FN+n+zsbERERNhcUKpfvz68vLxsnrf1cwRMz7M87xlCCKluXmXvQgghNV9AQACaNWuGq1ev8tvOnj0LsViM9u3bC/Zt3LgxQkNDy5wHXBlhYWFgGAaHDh1yOEeW07p1a2zcuBEsy+L8+fNYv349FixYAJlMhhkzZlTo+PZGUENDQ6FUKm22c8XVwsLCKnSsyvYLMJ0Pe0uPuRKY2NOkSRPIZDJcuHDB5r4LFy7goYceclokEAAeffRRABC8p1q3bu2wTQBo1aqV4P8XLlzAwIEDbfbl7geAEydOCO6PjY112q/y9MMV0dHRfLG3q1ev4ueff8a8efOg1Wrx+eef88Xy7t69a5N9wbl48SLOnTuH9evXY9y4cfz269evu9yPivDy8sLy5cuxYMECpKSkICwsDAqFAv3790dsbKxNAJqQkICIiAjMnj0bRqORL7QImN//v/76Kz/y70zDhg3Rr18/bNiwAcuWLcO3336Lhx56CD179qzQc0lPT3e4zV5gWlHOzoG79ejRAz169IDBYMDJkyexcuVKTJkyBeHh4Rg9ejRCQ0Nx7NgxsCwr+G7IzMyEXq+vku8kQgipajSCTgipE7KysvjAixMZGQmDwWATAF29ehXZ2dlljh5VxqBBg8CyLNLS0tCxY0eb/+xVeGYYBnFxcfjkk08QFBTkUlprefTp0wd79+4VVDsHgO+//x6+vr7o0qWLW49XHjExMTh//rxg2969e11Km7fHy8sLgwcPxpYtWwTF9lJTU7Fv3z67Bais7du3DwAE76lhw4bh8uXLOHbsGL9Nr9fjxx9/ROfOnflshAYNGuDRRx/Fjz/+KKgkfvToUVy5ckVwfOv3BheMORtRdrUf5fXII49gzpw5aN26Nf/+69evH8RiMdauXevwcVxwZX0x6osvvqhQP8rL398frVu3hkKhwOnTp7Fnzx783//9n91958yZgxUrVuC9997DzJkz+e39+/eHl5cXbty4Yfcz27FjR5u2Jk6ciNzcXLz33ns4e/YsX3G/Iv7991+cO3dOsG3Dhg0ICAiwuchYWY7OwYMiFovRuXNnrF69GgD491afPn1QWFiIbdu2Cfb//vvv+fsJIaS2oRF0QkiN8eeff6KoqIgPqJKTk/Hrr78CMFWa9vX1hUqlQt++fTFmzBg8/PDDkMlkuHr1Kj799FNoNBq8//77fHsTJkzAJ598ghEjRmDOnDlo2rQpbt68iQ8//BB+fn549dVXH9hz6d69O15++WVMmDABJ0+eRM+ePeHn5welUonDhw+jdevWeO211/DHH39gzZo1GDp0KBo3bgyWZbFlyxbk5eWhb9++bu3T+++/jz/++APx8fF47733EBISgv/973/YsWMHlixZYrMcXVUaO3Ys5s6di/feew+9evVCcnIyVq1aVak+zZ8/H506dcKgQYMwY8YMlJSU4L333kNYWBjeeustfr8vvvgChw4dQr9+/dCoUSMUFRXh0KFDWLlyJbp164YhQ4bw+7744otYvXo1Ro4ciY8++gj169fHmjVrcOXKFezevVtw/MWLF6Nv374YOXIkJk+ejMzMTMyYMQOtWrUSrDbgCJcF8L///Q/NmzeHv78/IiMjERkZWa5+OHP+/Hm88cYbGDlyJB5++GFIpVLs3bsX58+f57M3YmJiMGvWLPz3v/+FWq3ml/JKTk5GVlYW5s+fj2bNmqFJkyaYMWMGWJZFSEgIfv/9dyQmJrrcl4rYv38/Tpw4gTZt2oBlWRw/fhyLFy/Gk08+iTfeeMPh4/7v//4P/v7+ePnll1FYWIjPPvsMMTExWLBgAWbPno2bN2/iySefRHBwMDIyMnD8+HH4+fnxyxVynn76aYSFhWHp0qUQi8WC7IHyioyMxNNPP4158+ZBoVDgxx9/RGJiIhYvXgxfX98Kt+uIvXPg6sWFiRMn4rvvvsONGzccZht8/vnn2Lt3L5566ilERUWhpKQE69atAwB+BY0XXngBq1evxrhx43Dr1i20bt0ahw8fxocffoiBAwc6XWmDEEJqrGorT0cIIeUUHR0tqKJt+R9XMb2kpISdNGkS27x5c9bf35/18vJiGzZsyD7//PPsv//+a9PmtWvX2LFjx7IxMTGst7c3GxUVxSYkJNjd11plqrhz1q1bx3bu3Jn18/NjZTIZ26RJE/aFF15gT548ybIsy16+fJl99tln2SZNmrAymYyVy+Xso48+yq5fv77M/jmr4v7UU0/ZfcyFCxfYwYMHs3K5nJVKpWxcXJxNlXCuivsvv/xi93mfOHHCpX5Y69WrF9uyZUu792k0Gnb69Olso0aNWJlMxvbq1Ys9e/aswyru1n3g+rxv3z7B9pMnT7J9+vRhfX192cDAQHbo0KHs9evXBfv8888/7KBBg9jIyEhWKpWyvr6+bFxcHPvf//6Xr55tKT09nX3hhRfYkJAQ1sfHh+3SpQubmJho93nt2rWL7dKlC+vj48OGhISwL7zwApuRkeH0PFn66aef2GbNmrESicSm0n15+uFIRkYGO378eLZZs2asn58f6+/vz7Zp04b95JNPWL1eL9j3+++/Zzt16sT6+Piw/v7+bLt27QTvneTkZLZv375sQEAAGxwczI4cOZJNTU216bej94u9z1VZ/vnnH7Zz585sYGAg6+3tzbZq1Yr9+OOPWa1Wa7MvSiuYW/rpp59YLy8vdsKECazBYGBZlmW3bdvGxsfH821GR0ezzzzzDLt79267fZg6dSoLgB04cKDL/bbGfWZ//fVXtmXLlqxUKmVjYmLY5cuXC/ZzVsXdlfPp6jkoy7hx42zatq7inpSUxA4bNoyNjo5mvb292dDQULZXr17sb7/9JmgrOzubffXVV1mFQsF6eXmx0dHR7MyZM9mSkhLBfvb6zrK2Kz0QQoinY1jWxXKwhBBCCCGkysXExKBVq1b4448/qrsrFTZ16lT88MMPNsX0CCGECFGKOyGEEEIIeSAyMzORlJSELVu2oGvXrtXdHUII8XgUoBNCCCF1kNFotFnT3JqXl2f+TKjJfbdkMBicrmvPMAzEYnEV9sj9du7ciTfeeANdunQRLKFGCCHEPkpxJ4QQQuqg8ePHl7mmuqf+RKjJfbcUExOD27dvO7y/V69e2L9/f9V1iBBCSLWjAJ0QQgipg27dulXmfGB7S4d5gprcd0sXLlyARqNxeH9AQACaNm1ahT0ihBBS3ShAJ4QQQgghhBBCPICoujtACCGEEEIIIYQQCtAJIYQQQgghhBCPQAE6IYQQQgghhBDiAShAJ4QQQgghhBBCPAAF6IQQQgghhBBCiAegAJ0QQgghhBBCCPEAFKATQgghhBBCCCEegAJ0QgghhBBCCCHEA1CATgghhBBCCCGEeAAK0AkhhBBCCCGEEA9AATohhBBCCCGEEOIBKEAnhBBCCCGEEEI8AAXohBBCCCGEEEKIB6AAnRBCCCGEEEII8QAUoBNCCCGEEEIIIR6AAnRCCCGEEEIIIcQDUIBOCCGEEEIIIYR4AArQCSGEEEIIIYQQD0ABOiGEEEIIIYQQ4gEoQCeEEEIIIYQQQjwABeiEEEIIIYQQQogHoACdEEIIIYQQQgjxABSgE0IIIYQQQgghHoACdEIIIYQQQgghxANQgE4IIYQQQgghhHgACtAJIYQQQgghhBAPQAE6IYQQQgghhBDiAShAJ4QQQgghhBBCPAAF6IQQQgghhBBCiAegAJ0QQgghhBBCCPEAFKATQgghhBBCCCEegAJ0QgghhBBCCCHEA1CATgghhBBCCCGEeAAK0AkhhBBCCCGEEA9AATohhBBCCCGEEOIBKEAnhBBCCCGEEEI8AAXohBBCCCGEEEKIB6AAnRBCCCGEEEII8QAUoBNCCCGEEEIIIR6AAnRCCCGEEEIIIcQDUIBOCCGEEEIIIYR4AArQCSGkljl48CAGDx6MyMhIMAyDbdu2Ce5nGMbuf0uXLuX30Wg0+M9//oOwsDD4+fnh6aefxt27d6v4mRBCSPmV9R1oz4EDB9ChQwf4+PigcePG+Pzzz2322bx5M1q0aAFvb2+0aNECW7dutdlnzZo1iI2NhY+PDzp06IBDhw654ykRQuoQCtAJIaSWKSoqQlxcHFatWmX3fqVSKfhv3bp1YBgGI0aM4PeZMmUKtm7dio0bN+Lw4cMoLCzEoEGDYDAYquppEEJIhZT1HWgtJSUFAwcORI8ePXDmzBnMmjULb775JjZv3szvk5SUhISEBIwdOxbnzp3D2LFjMWrUKBw7dozfZ9OmTZgyZQpmz56NM2fOoEePHhgwYABSU1Pd/hwJIbUXw7IsW92dIIQQ8mAwDIOtW7di6NChDvcZOnQoCgoKsGfPHgCASqVCvXr18MMPPyAhIQEAcO/ePTRq1Ag7d+5E//79q6LrhBBSaa58B7777rv47bffcOnSJX7bq6++inPnziEpKQkAkJCQgPz8fPz555/8Pk8++SSCg4Px008/AQA6d+6M9u3bY+3atfw+zZs3x9ChQ7Fo0SI3PzNCSG1FI+iEEFKHZWRkYMeOHZg4cSK/7dSpU9DpdOjXrx+/LTIyEq1atcKRI0eqo5uEEPLAJCUlCb7vAKB///44efIkdDqd032470StVotTp07Z7NOvXz/63iSElItXdXegJjAajbh37x4CAgLAMEx1d4eQOoVlWRQUFCAyMhIiEV1TdLfvvvsOAQEBGD58OL8tPT0dUqkUwcHBgn3Dw8ORnp5utx2NRgONRsPfNhqNyMnJQWhoKH1vElIN6LvTdenp6QgPDxdsCw8Ph16vR1ZWFhQKhcN9uO/ErKwsGAwGp/vYQ9+dhHgWT/jupADdBVxqJyGk+ty5cwcNGzas7m7UOuvWrcNzzz0HHx+fMvdlWdbhD8ZFixZh/vz57u4eIaSS6LvTNdbfbdwMUMvt9vax3ubKPpbou5MQz1Sd350UoLsgICAAgOmFCgwMrFAbOp0Ou3btQr9+/SCRSCrdp7rUnif3zd3teXLfqqu9/Px8NGrUiP8cEvc5dOgQrly5gk2bNgm2R0REQKvVIjc3VzCKnpmZiW7dutlta+bMmZg2bRp/W6VSISoqCikpKZV67XQ6Hfbt24f4+Hi3vec8tT1P7pu72/PkvnlCe2/9eh57L2cBAOYNboYhcZHlbqugoACxsbH03emCiIgIm1HuzMxMeHl5ITQ01Ok+3Ih5WFgYxGKx033sqYvfnZ7cN09vz5P75u72qqtvnvDdSQG6C7grn4GBgZUK0H19fREYGOi2N1ldac+T++bu9jy5b9XdHqX6ud8333yDDh06IC4uTrC9Q4cOkEgkSExMxKhRowCYKr9fvHgRS5YssduWt7c3vL29bbaHhIRU+HsTML9HQkND3fqe88T2PLlv7m7Pk/vmCe15+QRA5F0MAPD1l/NBYnna4u6j786yde3aFb///rtg265du9CxY0f+PHbt2hWJiYmYOnWqYB/uoqVUKkWHDh2QmJiIYcOG8fskJiZiyJAhDo9dF787Pblvnt6eJ/fN3e1VV9884buTAnRCCKllCgsLcf36df52SkoKzp49i5CQEERFRQEwZSb88ssvWLZsmc3j5XI5Jk6ciLfeeguhoaEICQnB22+/jdatW+OJJ56osudBSF2lNxot/k2L7ZRXWd+BM2fORFpaGr7//nsAportq1atwrRp0/DSSy8hKSkJ33zzDV+dHQD+7//+Dz179sTixYsxZMgQbN++Hbt378bhw4f5faZNm4axY8eiY8eO6Nq1K7788kukpqbi1VdfrbonTwip8ShAJ4SQWubkyZOIj4/nb3Ppk+PGjcP69esBABs3bgTLsnj22WfttvHJJ5/Ay8sLo0aNglqtRp8+fbB+/XqIxeIH3n9C6jq9wRyUGyhAL7eyvgOVSqVgbfLY2Fjs3LkTU6dOxerVqxEZGYnPPvsMI0aM4Pfp1q0bNm7ciDlz5mDu3Llo0qQJNm3ahM6dO/P7JCQkIDs7GwsWLIBSqUSrVq2wc+dOREdHV8GzJoTUFnUmQF+zZg2WLl0KpVKJli1bYsWKFejRo0d1d4sQQtyud+/efIEjR15++WW8/PLLDu/38fHBypUrsXLlSnd3jxBSBhpBr5yyvgO5C5WWevXqhdOnTztt95lnnsEzzzzjdJ/Jkydj8uTJLvWTEELsqRMB+qZNmzBlyhSsWbMG3bt3xxdffIEBAwYgOTmZT/ckxBLLstDr9TAYDGXuq9Pp4OXlhZKSEpf2r6q2akJ7er0eIpGozGCS1E6ufM48/T1cEz7/3BJOXl5eNB+5hrAcQdcbjE72JIQQYslgMECn09ls5/4m6vV6j/97WCcC9OXLl2PixImYNGkSAGDFihX4+++/sXbtWixatMhtx1Gq1EjJKkJsmB8Ucpnb2iVVS6vVQqlUori42KX9WZZFREQE7ty5U+kPuzvbqintKRQKpKWloUGDBpBKpZVuk9QMrn7OasJ72NM//6mpqWAYBr6+vlAoFPQ5qwEsR81pBJ0QQlxTWFiIu3fv2h344f4mpqSkwM/Pz6P/Htb6AF2r1eLUqVOYMWOGYHu/fv1w5MgRtx3nq0M38eGOS2ABiBhg0fDWSOhEo/M1jdFoREpKCsRiMSIjIyGVSsv8oWw0GlFYWAh/f3+IRKJKH99dbdWE9gwGA1QqFYqKipCSkoKHH37YLe0Sz1aez5mnv4drwuffz88Per0e9+/fp89ZDWGZ4k5z0AkhpGwGgwF3796Fr68v6tWrZ/O7gvubKJVKkZWV5dF/D2t9gJ6VlQWDwWCzBmV4eLjNWpUcjUbDpwQCpmrHgCk1wl7KhFJVgg93moJzADCywMwtF9A1NhgKuQ//WMv/V1Zdaq8q+6bRaGAwGNCgQQP4+vq61B7LstBqtfD29nbLCJq72qop7el0OgQEBODOnTsoLi62WW7GXa878RxarRZGoxGNGjUq83NmNBqh1Wrh4+PjtqDVU9t7UH2TyWQQiUSQSCS4ffs2fwziuQQp7hSgE0JImXQ6HViWRb169SCT2WYyc38TAwMDIZVKPfrvYa0P0DnWwQTLsg4DjEWLFmH+/Pk223ft2mX3x+Q1FQOWFVY2NrLAzzv34WG58A9rYmJiebvuVF1qryr65uXlhYiICBQXF0Ov15ervYKCAnd1za1t1YT21Go11Go1Dhw4YHPeXZ1qQGoeT7xqXZvR+a45LINyg5HmoBNCiKtcGUDy9L+HtT5ADwsLg1gsthktz8zMtBlV58ycOZNfkgMwjaA3atQI/fr1Q2BgoM3+SlUJ1lw6CMuL3CIGGDUwXjCCnpiYiL59+0IikVT6edWl9qqybyUlJbhz5w78/f1dvqLGsiwKCgoQEBDglhF0d7VVk9rz8/ODTCZDz549bc47l8FCCCF1hWVhOBpBJ4SQuqXWB+hSqRQdOnRAYmIihg0bxm9PTEzEkCFD7D7G29vbJs0WACQSid0AMSpMgg+GtcbMLRcAmOegR4UFuNxGRdWl9qqibwaDAQzDQCQSuXx1zVg6usE9rjLc2VZNa49hGLuviTtfc0IIqQkEReIMFKATQkhd4tnj+24ybdo0fP3111i3bh0uXbqEqVOnIjU1Fa+++qrbjvHso1EI9DFd7/hxYmcqEEeqFBfgWv8nFosRHByMCRMmONyH+w8ADh48iMGDByMyMhIMw2Dbtm2C4+h0Orz//vuIi4uDn58fIiMj8cILL+DevXs2fUpKSsLjjz8OPz8/BAUFoXfv3lCr1VVxOgh5IJx9xsRiMcaPH++2z9m7776L1q1b0+esjrIMyqlIHCGE1C11IkBPSEjAihUrsGDBArRt2xYHDx7Ezp07ER0d7dbjhPiZSvVLverEaSUeRKlU8v+tWLECgYGBUCqVSEtLw+XLl7FixQrBPgDw7bff2mwrKipCXFwcVq1aZfc4xcXFOH/+PGbPno3Tp09jy5YtuHr1Kp5++mnBfklJSXjyySfRr18/HD9+HCdOnMAbb7zh8XN+CHHG3ueM+4ylpaXh008/ddvn7PTp05g7dy59zuooyyruepqDTgghdUqtT3HnTJ48GZMnT36gx5DLTKm4ecVUdZqYKFVqpGQVITbMDwq5bUVJd4mIiOD/LZfLwTAMIiIiYDQa4evri8DAQJsf7UFBQYLHAcCAAQMwYMAAh8eRy+XYunWroL2VK1fi0UcfRWpqKqKiTJkjU6dOxZtvvilY3vDhhx+u9PMkxJ7q/pxZfsbkcrngMRX9nFkXsaTPWd0iLBJHI+iEEOIqe2ugV2Sf6lRnAvSqIPc1jaDnqSlAr01YloVaZ3B4v9FohFprgJdWLwiCN5+6i/d/+xdG1lSXYP7TLTGiQ0Onx7JuSyYRu6UY24OkUqnAMAyCgoIAmAowHjt2DM899xy6deuGGzduoFmzZvjggw/w2GOPVW9nicdy9Dlz9PnilPdzZq89+pwRTyNYZo3moBNCSJnEYtOKWtzyos5wKwR5ap0jCtDdiBtBV1GAXquodQa0eO/vSrVhZIG52//F3O3/lutxyQv6w1fquR/TkpISzJgxA2PGjOFXOLh58yYAYN68efj444/Rtm1bfP/99+jTpw8uXrxII3zELvqcOUafs7rHMq2dRtAJIaRsXl5e8PX1xf379yGRSGwu6huNRmg0GmRnZyMrKwtBQUF8UO9pPPcXSQ0UxAXoxdpq7gkhD55Op8Po0aNhNBqxZs0afjtXmf2VV17BhAkTAADt2rXDnj17sG7dOixatKha+ktITUSfs7rJctRcRwE6IYSUiWEYKBQKpKSk4Pbt2zb3sywLtVoNmUyG4OBgm+lnnoQCdDcK8qUR9NpIJhEjeUF/h/cbjUYU5BcgIDCAv1qXrirBE8sPwPJ3lYgBdk/rhQi54/XVrduSSTzzyh4XNKSkpGDv3r38qB4AKBQKAECLFi0Ej2nevDlSU1OrtJ+k5nD0ObP3+eJU5HNmrz1P/pyNGjWKPmd1DMuyVnPQqUgcIYS4QiqV4uGHH4ZWaztYqtPpcPDgQfTp0wc+Po5/i3sCCtDdiC8SRwF6rcIwjNP0V6PRCL1UDF+pF/+Dv3E9fywa3hqztlyEgWUhZhh8OLwVGtfzd3ose215Gp1Oh/Hjx+P69evYt28fQkNDBffHxMQgMjISV65cEWy/evWq08JYpG5z9Dlz9pmoyOesJnzGAHNwfu3aNfqc1THWKe00B50QQlwnEonsBuBisRh6vd5j09otUYDuRlTFnVhK6BSFno/Uw62sYsSE+T7Q6tLuUlhYiOvXr/O3U1JScPbsWYSEhCAqKgp6vR7jxo3DhQsX8Mcff8BgMCA9PR0AEBISAqlUCoZh8M477/Drpbdt2xbfffcdLl++jF9//bW6nhqppWrT5ywoKAhBQUHQ6/UYOXIkTp8+TZ+zOkhvFaDTHHRCCKlbKEB3IyoSR6wp5LIaETBwTp48ifj4eP72tGnTAADjxo3D+vXrcffuXfz5558AgLZt2woeu2/fPvTu3RsAMGXKFJSUlGDq1KnIyclBXFwcEhMT0aRJkyp5HqRuqS2fsxdeeAGffvop7t69i99++w0Afc7qIusA3fo2IYSQ2o0CdDcKKl1mjQJ0Up3Gjx+P8ePHO93H0fqPvXv3dro2ZExMDHJzc+2uq25txowZgvWZCalNuM+Z0cn84PJ+zoxGI/Lz8xETE+PyGq30Oat99Abhe4pG0AkhpG7x3Al4NRBXJC6PqrgTQgghpAJ0VnPOdQYqEkcIIXUJBehuZJnibqQr3oQQQggpJ+sRcxpBJ4SQuoUCdDfiAnQjCxRq9dXcG0IIIYTUNNYj5jQHnRBC6hYK0N3IRyKGj8R0SlVUyZ0QQggh5UQj6IQQUrdRgO5mVMmdEEIIMVGq1DhyIwtKlbq6u1Jj6I00gk4IIXUZVXF3syCZFBn5GloLvYZztYIycQ8633UTve5Vq6rP96YTqZi55QKMLCBigEXDWyOhU1SV9qEmsi4SZ3CyUgAhhJDah0bQ3YxG0Gs2icT0+hUXF1dzT+oW7nxz55/UbvQ5qx5V+TlTqtR8cA6YarPM2nKRRtJdYJ3SrjfQhSxCCKlLaATdzeTcUmtqWmqtJhKLxQgKCkJmZiYAwNfXFwzDOH2M0WiEVqtFSUlJmWuDl8WdbdWE9gwGAwoKClBQUIDg4GCIxeJKt0k8X3k+Z57+Hq4Jn3+1Wo2SkhJkZmYiKCioSj5nKVlFsM7MNrAsbmUVQyGXPfDj12RUJI4QQuo2CtDdLIhG0Gu8iIgIAOCDh7KwLAu1Wg2ZTFZmMF+VbdWU9oqKiqBQKPjzTirv4MGDWLp0KU6dOgWlUomtW7di6NChgn0uXbqEd999FwcOHIDRaETLli3x888/IyrKlIKs0Wjw9ttv46effoJarUafPn2wZs0aNGzY0C19dPVzVhPewzXl8x8UFFRln7PYMD8wACxDSzHDICbMt0qOX5NZB+RUJI4QQuoWCtDdjE9xpznoNRbDMFAoFKhfvz50urJfR51Oh4MHD6Jnz56VTh11Z1s1oT29Xo+9e/eibdu2bglIiElRURHi4uIwYcIEjBgxwub+Gzdu4LHHHsPEiRMxf/58yOVyXLp0CT4+Pvw+U6ZMwe+//46NGzciNDQUb731FgYNGoRTp065ZQTW1c+Zp7+Ha8Lnv1evXpDJZFWaoaKQyzCyY0P8fPIuANMc9A+Ht6LRcxdYp7RbF40jhBBSu1GA7mZBXIo7Beg1nlgsdukHrVgshl6vh4+PT6V/VLuzrZrQnk6no0JhD8CAAQMwYMAAh/fPnj0bAwcOxJIlS/htjRs35v+tUqnwzTff4IcffsATTzwBAPjxxx/RqFEj7N69G/3793dbX8v6nHn6e7gmfP69vb2rZfrIYw/X4wP0jS93waOxoVXeh5qIC8gZBmBZGkEnhJC6hgJ0N6MicYQQT2Y0GrFjxw5Mnz4d/fv3x5kzZxAbG4uZM2fyafCnTp2CTqdDv379+MdFRkaiVatWOHLkiN0AXaPRQKPR8Lfz8/MBmC7CuJKJ4gj32Mq0UVPa8+S+VaQ9tcZci0Wn1wseV9198+T2NFrTPj5eIqh1RugNbIXOnbv6TgghpGpRgO5mcl8pACoSRwjxTJmZmSgsLMRHH32EhQsXYvHixfjrr78wfPhw7Nu3D7169UJ6ejqkUimCg4MFjw0PD0d6errddhctWoT58+fbbN+1axd8fSs/7zgxMbHSbdSU9jy5b+Vp71QGA8A0cr/r4DFkJduOBNeW5+rO9i7kmM6biDUAYFCi1WLnzp3lbotWSSCEkJqJAnQ3MxeJ01dzTwghxJaxNH12yJAhmDp1KgCgbdu2OHLkCD7//HP06tXL4WNZlnVYK2DmzJmYNm0afzs/Px+NGjVCv379EBgYWOH+6nQ6JCYmom/fvm6bVuGp7Xly3yrSXmbSbeDmFQBAg4daYGC3aI/pmye3J/o3A7hyDv6+PijK1wAiMQYONGetuNoWl8VCCCGkZqEA3c3MReJoBJ0Q4nnCwsLg5eWFFi1aCLY3b94chw8fBmCqsK7VapGbmysYRc/MzES3bt3stuvt7Q1vb2+b7RKJxC0BjrvaqQnteXLfytOe3mi+mJNVpLP7mNryXN3aHmNaYk8mMWUfGIxshc5dVax3TwghxP0qv9AqEeCLxNEcdEKIB5JKpejUqROuXLki2H716lVER5tGODt06ACJRCJIoVUqlbh48aLDAJ0Qaxq9gf93Rn5JNfakZuGKxPmUBui0DjohhNQtNILuZkEy0xz0Yq0BWr0RUi+6BkIIqVqFhYW4fv06fzslJQVnz55FSEgIoqKi8M477yAhIQE9e/ZEfHw8/vrrL/z+++/Yv38/AEAul2PixIl46623EBoaipCQELz99tto3bo1X9X9QVKq1EjJKkJsmB/CfKv3z5RlX2iJsPLR6s3Lg2Xma5zsSSxxy6x5lwboLAsYjSxEIlqKkhBC6gIK0N0swMeLXxpFpdahXoBtyichhDxIJ0+eRHx8PH+bmxs+btw4rF+/HsOGDcPnn3+ORYsW4c0330TTpk2xefNmPPbYY/xjPvnkE3h5eWHUqFFQq9Xo06cP1q9f/8CX69p0IhUzt1yAkTWtnb1wSAv4PdAjut6XRcNbI6FTVDX1xjPkaYCjN3PwUERgmRcsNBYBekYBjaC7ihsx97G4wK83spBSgE4IIXUCBehuJhIxCPSRQKXWQaXWUoBOCKlyvXv3LnN9+RdffBEvvviiw/t9fHywcuVKrFy50t3dc0ipUvMBMQAYWWDO9mS8367KuuC0L7O2XETPR+rV2ZH0X07dxbzTYrCnT7p0wcIyxZ1G0F2nN5gubHAj6ACthU4IIXUJ5V8/ALQWOiGElF9KVhGs4xAjC9wvqfqRQ3t9MbAsbmV55tJVSpUaR25kQalSP7D252xPBgvTa8FdsHB2PI3OPIJeqNHjRmbhA+lbbWNvBF1nNDranRBCSC1TowP0Dz74AN26dYOvry+CgoLs7pOamorBgwfDz88PYWFhePPNN6HVPtgK63yhuGIK0AkhxFWxYX6wzuIVMUA9n6ofPbTXFzHDICas8mu6u9umE6no/tFejPnqGLp/tBebTqS6/RgVuWBhmeIOAH0/OfBA+lbbcHPQfSxH0A00gk4IIXVFjQ7QtVotRo4ciddee83u/QaDAU899RSKiopw+PBhbNy4EZs3b8Zbb731QPtFI+iEEFJ+CrkMi4a35m8zMM1BD6qGmUIKuQzvPtlM0JcPh7fyuPR2R6n4lRlJtzcaX5ELFvlWfwPd0bfaoKxsB24EXWo1B50QQkjdUKMD9Pnz52Pq1Klo3bq13ft37dqF5ORk/Pjjj2jXrh2eeOIJLFu2DF999RXy8/MfWL+4AJ1G0AkhpHwSOkXBz9s0cji0bSRGdmhYbX3p/lAY/+++LcKrvUCcvcDO3an4jkbjFXIZFg5pAcB0MIYp+4JFnto2W82TpwlUhV9O3S0z24Gbgy4RM5CITVdFaA46IYTUHbW6SFxSUhJatWqFyMhIflv//v2h0Whw6tQpQZVjSxqNBhqNuaANF8zrdDrodGUH3YE+ph+XOYUl/P7W/6+sutSeJ/fN3e15ct+qqz13HYvUDDqDEUUaU3Gx6p51a3mRNbf4wU6NKsumE6mYseUCWKuK8tzItmX8VtFU/HN3cvljALaF8UZ2aIj3tv8LPQuM7xZT5gULsZ2q4546TaAq5GmA+duTyyw8qCvdQSxiIBYx0BlYfm10QgghtV+tDtDT09MRHh4u2BYcHAypVIr09HSHj1u0aBHmz59vs33Xrl3w9S37h8X9NBEAEc5fvo6dmquC+xITE13rvIvqUnue3Dd3t+fJfavq9oqL6+5oW11kGQgXafTV2BMgx6Iv9/Kqb5kwLo3dUeD8Ss/GWHvgJgBT8M6NbJfn4tamE6mYsfkCrMdpuRFvhVwGo5GFni1PwT7hvkwF+1Zb3C9hHGY7WAbohtJg3EskgpdIBMBII+iEEFKHeFyAPm/ePLvBsaUTJ06gY8eOLrXHMLY/JliWtbudM3PmTH7dYMA0gt6oUSP069cPgYGBZR5T+c8tJKZdRVD9Bhg40JR+r9PpkJiYiL59+0IikbjUd2fqUnue3Dd3t+fJfauu9h7kdBTieXKLzIFbQUn1Bui5ReYAPT2/BHqDEV7iqp8Z5iyNXSGXoXXDIH77nKealzsVn78AYOc+yxFvy6Jv+eqyXxtumbVgXwlyi3V4rVcTt00TUKrUSMkqQmyYn8fVBXCkno+pBr7lebaXUcAViZOIGT4LQUdF4gghpM7wuAD9jTfewOjRo53uExMT41JbEREROHbsmGBbbm4udDqdzci6JW9vb3h721YlkkgkLgUlIf4+AIACjd5mf1fbcFVdas+T++bu9jy5b1XdnjuPQzxfjkVQXFjNI+iWo/kGI4vMAg0ig6o+GIwN83Ma2GXkm0f3K3IBwd4FAEA4Gg8Aap15XfP8krJHwLll1sL8vZFbrIOXRcq7UlWCayoGSlUJosJc/4wrVWqsO5yCrw+nCNL9h7dVuNxGdQnyBvq1qI+/kzMBmF5De/P4uQKzap2RP2c0gl4xa9aswdKlS6FUKtGyZUusWLECPXr0cLj/6tWrsWrVKty6dQtRUVGYPXs2XnjhBf5+nU6HRYsW4bvvvkNaWhqaNm2KxYsX48knn+T3sTfQFB4e7jRzkxBCLHlcgB4WFoawsLCyd3RB165d8cEHH0CpVEKhMP3x3rVrF7y9vdGhQwe3HMMevkgcVXEnhJBysQyKqz1ALxLOO7+Xp66WAF0hl2F4+wbYfDoNgG2BtswCc82UimQdXLirsrv98+fbo19Lc+BbYhmgu/D3TVta7CzYVwoAKNaaHv/j0duYu+0iWIix5tJBfj59WTadSMW7my8ItnHp/l1jg8t8vCdoHObH//vA9N5oGCwcPd90IhWbTtwBAPzv6G34e5t+ptEc9PLbtGkTpkyZgjVr1qB79+744osvMGDAACQnJyMqyvb9tnbtWsycORNfffUVOnXqhOPHj+Oll15CcHAwBg8eDACYM2cOfvzxR3z11Vdo1qwZ/v77bwwbNgxHjhxBu3bt+LZatmyJ3bt387fFYrHN8QghxJEaXcU9NTUVZ8+eRWpqKgwGA86ePYuzZ8+isLAQANCvXz+0aNECY8eOxZkzZ7Bnzx68/fbbeOmll1xKVa+oIG6ZNariTggh5SII0Ev0gpFWd8nTAEdv5pS53Feu1Xf4/iuZ1bZE2EP1A/h/P9c5WhDQWo6glzdAV6rUWPzXZbv3NQrxE9xW68xBoivH4UbQg/1MfxOLtAYoVerS4NzE1aXXuDR8ewwsi9ScmlGrwvKiExd8c6ynGrAwZeIBNIJeEcuXL8fEiRMxadIkNG/eHCtWrECjRo2wdu1au/v/8MMPeOWVV5CQkIDGjRtj9OjRmDhxIhYvXizYZ9asWRg4cCAaN26M1157Df3798eyZcsEbXl5eSEiIoL/r169eg/0uRJCahePG0Evj/feew/fffcdf5u7erlv3z707t0bYrEYO3bswOTJk9G9e3fIZDKMGTMGH3/88QPtV1DpaAGtg04IIeVjOWqdp9ah97KDMLLlG2l15sejqVhwWgz29ElBNXS7fSm9WCBmAAMLrNp3A2v233BLP8rLcsmydKtg9r7FCHqhpnx/dxylt5vaEgbhJeVNcefnoHMj6HqkZBU5LURnjZtrnlOkddhPMcMgKsQX2WX2yL0qMg/e8pzmFev43wuA89eC1kEvH61Wi1OnTmHGjBmC7f369cORI0fsPkaj0cDHx0ewTSaT4fjx49DpdJBIJA73OXz4sGDbtWvXEBkZCW9vb3Tu3BkffvghGjdu7PC4lVk5yBFPXsXFk/vm6e15ct/c3V519c0Tipi6LUC/desWDh06hFu3bqG4uBj16tVDu3bt0LVrV5svM3dZv3491q9f73SfqKgo/PHHHw/k+I5YpriXVZCOEEKIWY5FkTjLUUNHS1KVh1KlxoIdl8GWVhcvq01uPrxlfS539KMi8izOy7XMQsF9liPoheUcQbe3TBvfllWArnaS4m4vWOWKynFBaJHGUOZ8ekuWS8sxgM3jAMt58j4448oTdpNNJ1Ixc8sFGK2WvStLocZ8DrmL+Ny585OKHb4Wlp+Fis7fr0uysrJgMBhs6g05mwvev39/fP311xg6dCjat2+PU6dOYd26ddDpdMjKyoJCoUD//v2xfPly9OzZE02aNMGePXuwfft2GAzm17Vz5874/vvv8cgjjyAjIwMLFy5Et27d8O+//yI0NNTmuJVdOagsnryKiyf3zdPb8+S+ubu9qu6bJ6weVOkAfcOGDfjss89w/Phx1K9fHw0aNIBMJkNOTg5u3LgBHx8fPPfcc3j33XcRHR3tjj57vCBf0x9Mg5FFoUaPAB/6A0oIIa5wtt64s5FWV5R39DbPwTSlyvajPLjgLT3fPGp+O7sYt7KKEFM6nzlTMIJevgBdIZdh6hOPYFmiaUlQMcMgKtQXKVlFNsvcWQboBRo9jEYWIhHjMFjlAvSQ0hR3tU4PhVyG7g+F4fD1LAC2hegsn7flmuwsrBdtAyICfbD19W5uX7ZNqVLjeno+8jSO7+eeL1C+izaW5zRPrbM5d32a10diaRE5EWMqsJdZoEG6So0jN7Jw5HoWVu+7Ue75+3WV9QCJs0GTuXPnIj09HV26dAHLsggPD8f48eOxZMkSfg75p59+ipdeegnNmjUDwzBo0qQJJkyYgG+//ZZvZ8CAAfy/W7duja5du6JJkyb47rvvBCsEcSq7cpAjnryKiyf3zdPb8+S+ubu96uqbJ6weVKkAvX379hCJRBg/fjx+/vlnm6IbGo0GSUlJ2LhxIzp27Ig1a9Zg5MiRlepwTeAjEUPqJYJWb4RKraMAnRBCXJRT5DhAdzTS6qpYiwJdrrTJ9cXVEV97LEeWAZQrJdoyeLMWv2w/PhreGkPaNhBcSMivQJG47g+HYVniVYT5S/H7fx7D3G0XkZJVZDMar7GYg86yQJFWj0KN3m6w2q1JKD/qG2wxgg4AUaG+wHUgSMLit//rhaiwAFhLySrig3P+mFb7hPhJy32RpKy0dOGovRiSqLsY0yXWpm+urGduj+UFlFvZRZj/27+Cc7f7kik4bx4RgHUTOmHCtyeQWaDBmxvP2pyP6srmqAnCwsIgFottRsszMzMdruIjk8mwbt06fPHFF8jIyIBCocCXX36JgIAAvnhxvXr1sG3bNpSUlCA7OxuRkZGYMWMGYmNj7bYJAH5+fmjdujWuXbtm9/7KrhxUFk9excWT++bp7Xly39zdXlX3zRNWD6pUgP7f//4XTz31lMP7vb290bt3b/Tu3RsLFy5ESkpKZQ5XowTJJMgs0CCvWIeGNaO4LCGkGmk0Ghw/ftxmmpCzH361kaMRdAb2R1rLQyGXITpEhts5ptFoR8tcAab51tyI8dgu0fj+6O0yH2PNMsDmxuxYuJYSbT1Ka41lgZmbLwhGtYHyp7gD5oJv9QJ8oJDL4FdavMxZijtguhhwO9t+sHrjfhF/O8TPPAcdMM9lNwJQyO1PgbOXCs8wpuctl0mgUuvKnS1gPVr97pPN0LqhnA/W+SJt/Kg9gznbkxHfPELwetubFuDqRRtBgH7f9txxx+4QEyI4pnVwzqnKbI6aRCqVokOHDkhMTMSwYcP47YmJiRgyZIjTx0okEjRs2BAAsHHjRgwaNAgikbCmso+PDxo0aACdTofNmzdj1KhRDtvTaDS4dOmS0+XdCCHEUqUCdGfBuTV3Lp9WEwT5mgJ0V5aiIYTUXUeOHMHKlSuxbds2aLVaBAUF8dOENBoNGjdujJdffhmvvvoqAgJsRxprG0cB+oRu0ej5SD0cuZFVrqJc1rh1wpuE+eHHlzrzgZn1qCrXDy8RgzFdovD90dvw9xYjcVqvMo+tVKlx8laOIMC2jK9cGfl0VjCMbwfAvN+SBdvS88tf7Z77OxXoY/pJ4ChAL7EO0NU6h8FqRKA58A6yWmaNG4kvETYnYJ0KL2YYPNGiPv7+NwPRob44f1clSBcva162vbT0RX+aqtdzF0wahfjanHMjC5sAWCGX4c0+D2PF7mv84129aFNkMQf95v1Ch/v97+httG4QCJ3B+fJqlc0qqc2mTZuGsWPHomPHjujatSu+/PJLpKam4tVXXwVgSi1PS0vD999/DwC4evUqjh8/js6dOyM3NxfLly/HxYsXBcWIjx07hrS0NLRt2xZpaWmYN28ejEYjpk+fzu/z9ttvY/DgwYiKikJmZiYWLlyI/Px8jBs3rmpPACGkxnLbMmunT5/GhQvmJVC2b9+OoUOHYtasWdBqHacs1la0FjohpCxDhgzBM888gwYNGuDvv/9GQUEBsrOzcffuXRQXF+PatWuYM2cO9uzZg0ceecTthVI8UW5pMbQAqyWormYWoPtHezHmq2Po/tFebDqRavfxytK5uo6W7eLS1lmYAq1NJ1LRzU673H6+Ui/oS6vEFWkNqB/gvOgp195/fjrrNMDmRj4t+330Zg4/7zk2zA8VqS+aU6Qt91Jw3Ag6Nx2LO/e2c9CFwWK+WgeFXIZJjwmrU384vBUflHuJGASUBv5cgM6NxGuNDPROAtAwf3OF8z1v9eLXoI8KMQWk3AWEjcdT0evjg1iVLEbvZQcF7w3u/XDqdq7D14O7YOInFdvMcxcxsBsA93zEvGzWly90tJsNYe+9aHnR48C1LAfP3PT+nLXlosP7ub5VNqukNktISMCKFSuwYMECtG3bFgcPHsTOnTv5ekhKpRKpqeb3isFgwLJlyxAXF4e+ffuipKQER44cQUxMDL9PSUkJ5syZgxYtWmDYsGFo0KABDh8+jKCgIH6fu3fv4tlnn0XTpk0xfPhwSKVSHD16tM7UYSKEVJ7bqri/8sormDFjBlq3bo2bN29i9OjRGDZsGH755RcUFxdjxYoV7jpUjSCXmX5YOCoyRAgh/fr1wy+//AKpVGr3/saNG6Nx48YYN24c/v33X9y7d6+Ke1i1NHoDH8A0DPHFJaW5UMvh6zn8vx2NQFvOH7aXRm4wsnzl7CKNHufu5GLG5gs2a3L3fKQetp1JA2BaTuzpVaYllFjWNLIe5m87XxSATYq0M5Yjn8JUePO85wndY7HusHBqGJfm7cytrKJyBW3ckmmBMucj6GqtcMibC+zbRgWZ+wegQ3QIv8Sat5cIvlJTgS0u4LcciS/SGiBzcM0j26IegY9EzF80iQ41nTeN3ohTt7Mxw2J9dMvX8ODV+4IpBvaqwHMMLItirRHxTetj75XM0ufCYuGQlnbPpeW58PES29xvnU7/Tr+HUZDHoEjrJG3ATp8spwrA4jl0rW/A4hfi7c7fJ2aTJ0/G5MmT7d5nvQpQ8+bNceaM87UAevXqheTkZKf7bNy4sVx9JIQQa24bQb969Sratm0LAPjll1/Qs2dPbNiwAevXr8fmzZvddZgag6vkTmuhE0Icef311x0G59ZatmyJvn37PuAeVS/ugqZYxCDSwdxkjr0RaMvgmAvULEcv89U6fhQ1t1iLoauP2K3qfupWLr4+ZA6MLUdenRWxcyUtHRCOfFqnXnPznpUqNVoqhBWcJWIGKxLaltl+eUdUC7gAvXQE3RygC4NJmxT30sdZnhMWQN9PDmDbWdMFDm+JGL5SU3savREGIytox9k88qxCc7t5ai2yS29zI+gAMGLtUZvHca/hDKspBs5eGu6CSYDMPG4xtZUBIzs0tLu/ZXaB9drz9tLpF/99DWsu2Qby5RXXKAgA0Mjf8fx9QgghNZvbAnSWZWE0mlLVdu/ejYEDBwIAGjVqhKwsx2lctZU5xb3upfcTQsrvzp07uHv3Ln/7+PHjmDJlCr788stq7FXV4gK9YF8JAmXOq6haz711VlmbYzkiqzWwdgM2McMAjONgLrvQ9js9TwMcvZljSpF2IS19St9H+JF9e/02ssCO80rcsJqjHOQrResG8jLb9/dxLTmOT8HOM81b5+agO05xt52DDgCp2cJRXpYFPi2dn205gg6YCsWVWKTKFzgpapddaF7nTFWs41+/8EAfSESOTzT/GjqJyKVi8+MtL5jcyTG/X5ydRsGSc1bPwdULNc44+nGWrjK9VrLKx/qEEEI8lNsC9I4dO2LhwoX44YcfcODAAb6AXEpKisMlLWqzoNIfl1QkjhDiijFjxmDfvn0AgPT0dPTt2xfHjx/HrFmzsGDBgmruXdXI5QN0Kfyt5qDX9xdmGiR0aohTt3P5EXKu6rclEYDsIg2/j7M11gFzpfgO0cE2bXGsR9B/OXUX806LMfbbkxi25gjiGpYdQGdaFHLjiqxZW7jjEtbuvyHYFiST8POwOa0bBGL7693w00td+EDYWdDL2XQilZ/Tv6U0nZ+7KMKPoJdYF4kTzhfnjpNqEdRyuADV20sEby8RxKVPslhrQInedgTder620cgKznWeWscH7GH+3vCW2P/5wgXbHaKdL5+iNZgj6A+GmqdC3MlVW+zj+PHFWsdZAOWtH2A9Sj+ifQNsfb2b3fcFdw583TZBkRBCiKdxW4C+YsUKnD59Gm+88QZmz56Nhx56CADw66+/olu3bu46TI0hL01xpznohBBXXLx4EY8++igA4Oeff0arVq1w5MgRfqpQXZBTGkAH+0ltRoFVVsHihuN38MaGM+i2yFTYTSGXoXE94TrnLIA3Npzhi785S08HgP4tI5DQKQoKuQw9HjavOiJmGLSMNKWb5xSZR3WVKjXmbE8GWxrOG1ng3B1Vmc/TcmRXIZfhv0NaWfXa+l8mwb5S+EjEgjnwbRsFI65RMLo2CeUzt8paas3REm7cuuXcuXe0zBoXfF5Oz4dSpbY7Us0Fl1IvERiGEcxDt1xPvVCjF1ws4F6r/BId9BYdzCvW8q9fqL8U/j72Myw+GdmGfw2bWLwfGAb8RQJr+tLsvxKdAfcLzK+v1kkBdUGKu9X5VshleKa9/dR4awwDjH60kWDbYw+HIa5RMBYNb23KBrCgKz0nMnElh+gJIYR4rEoF6J999hlKSkwjAUFBQTh37hxUKhXef/99fp+lS5cKlqioK/gUdwrQCSEu0Ol08PY2BV67d+/G008/DQBo1qwZlEpldXatyuSWfl+G2BlB1+jtR0ssgBmbL+D3c2nIsgiuuPsAU+A8c/MFHLicabcNLgSynJLEjVSP6tAQh2fEo03pyHhOkfk73V4qs72wiYsLueMUWw3N9msZYac3trgLvw2CzaPoMWHmIJQ7ZwUa5393HKVgc3PD/b1NwbSjZdb8SoPtHRfS0f2jvbhZmuJu2fPRpSPS3qUF1LgAvVhrEMxBv5tjO1971paLuKQsEBw7NaeYD9hD/KR8lpq1CIt52ZYBfuMwP/4ChLXM0vfN3Vxh9XutQfhaWI7yq52MoAPmixwDWkVg5sBmgvss0+sbBssQG+YvuD8qxPSaJnSKwuEZ8fjppS5oblWPQEYj6IQQUmtVKkCfNm0a8vNNVXZjY2PtzjX38fGBROJ8LmFtxC0xQ0XiCCGuaNmyJT7//HMcOnQIiYmJePLJJwEA9+7dQ2hoaDX3rmrwKe5+EpsA3RkWwH9+Omszym7JCGDDiTt273vnyaYAgOuZ5rnU3Hd3q4ZyKOQyhPiZvtMtR9DtpdVzLOddsyzwcs9YzB3UHACQWSBcq9zVvxPeXqajNbRIc48JNc/D50e+nZwHpUotmNttiQv2/cqYg25ZPM7IAtcyTHPll45swwfOXF+8vUw/M/yk5qXWLOdvp+aq7dYOuKQUZiLcLK1mHuDtBW8vsc37I7T09eGWNjUaWdzLMwfc1tXQLWXmm6ZB7EpOF2zXWFwT+um4eTm+bov24p8b5t87+SW2afr/3jP9NurTPByv9GyCFgpztXXLiyrhgd4I9pXw5wkQvqYKuQxdm4SifoBw5QBKcSeEkNqrUl/xkZGR2Lx5MwYOHAiWZXH37l1+RN1aVJTtGqG1GTeCTgE6IcQVixcvxrBhw7B06VKMGzcOcXFxAIDffvuNT32v7XKczEF/kPq1CMeSv64gq1CDK+n5aBoRyH93c9/lIX6mAIkrVKZUqZGSVYS2jeQ4U5rWbrmMl+UoOQvgm0O3sDzB9Jpm5gsDZFf/Tuw4n44eD6cKRtC5CumAeR1zyznoXAG7hyICBcuO2RNbGjj6O1hmzXoOurUm9fzRuqEch65l4fzdPADg54r7lo7KF2n1ghF0H4nIZuk4McPAWyKsgsYF6L7eYihVav4iAueh+n7ITtFCVZqFkVmggc7gWhr42Tu56P7RXpvzwr2ESpUas7aaVwhgYTqnHC5N33JZNYnY9Ly5qRHRIb5ItsoKAICTt/Lw88k7iAySISWrCD4SEb9EnSW5VcaADxWJI4SQWqtSI+hz5szBlClT0LhxYzAMg06dOiE2NlbwX0xMDGJjY93V3xojiAJ0QkgZfvvtN+h0pu+I3r17IysrC1lZWVi3bh2/z8svv4zPP/+8XO0ePHgQgwcPRmRkJBiGwbZt2wT3jx8/HgzDCP7r0qWLYB+NRoP//Oc/CAsLg5+fH55++mlBlfkHgSviFuInxdk7eXb3adNQ7iQJvGIsg63+Kw7hwx3JyCodZeYKp4XyI+hawZzpMxZzzp2FgwaWhbY0TT/TKhXf1WKiLEzp3ylZ5tHg574+ik0nUgGYq69zgbVlAbtui/ZixmbHwTlgDvC5AF2jN0JnMAfl/Bx0B48P8ZOiWYRppPhMah4AixR3iRf/XC37IGIYJHRsZHHbVOTNOh39WqYpuM3I16D7R3sF9QQCvL1Qr3RePjeCfjfXtnCdI1cyCu2eF24EPSWryGlF+KyCEps0fY3eCImIwUP1TenrkUHm1PurGcLq/LO2XORXwSnRGfHY4n38a8qxDNBlEhG83FZBiBBCiKep1Ff8yy+/jKysLJw7dw4syyIxMRGnT58W/HfmzBmcPn3aXf2tMfhiPRq94AcOIYRwhg0bhry8PACAWCxGdnY2goOF1adjYmJQv379crVbVFSEuLg4rFq1yuE+Tz75JJRKJf/fzp07BfdPmTIFW7duxcaNG3H48GEUFhZi0KBBMBiclLauJC7oYgD8eOy23X3aNQrCkZmPY3Ccwi3H9PMW473tFwXbvjyUwgdR3NrgXIp7Rn6J01FoR8QMg7iGQQBMF24tR5HLcyHXwLLYnZzB37Zc750LrE/eysGqfdcwe5u5gF1Z64AD5mXWLEenizR6PnWbG5l/pn0kf79l3bVgPykfIHM1A7iK9dwIuvUydYUaPT9yDwCfP98BCZ2i+IsQstIReMvzbWSBi2nmCyOh/lIE+ZoviitVauxzUG+gPLgRdMv+2XPTwZz+BiEyfiQ9wsma5QaWxe0cczq+5WvK4Z4fYH5PEkIIqZ0qnUMYEBCAVq1a4dtvv0X37t35Ikd1neUaviq1DnJvutxNCBGqV68ejh49isGDB4NlWTDlWZvJiQEDBmDAgAFO9/H29kZERITd+1QqFb755hv88MMPeOKJJwAAP/74Ixo1aoTdu3ejf//+bumnNW4EXaM3OhyxDPaTQiGX4Ynm4fj9nOPieWM7R+GHY6l275MwLHSs6VwHeEtQpHF80YEb9eYC9HRVSYWC8w+Ht8LD4f6Qeomg1Rtxv0CDRiGmucblCdBFMM2nt8St955WOuf69/NK/H6+/IUFuRF0idi0NJpGb8RPx1Ox9O8rguc8rF0D/HZeCY2exWej2+GNn87AS8SgsESHX08Jsyz+vWeq9M7NQbeupF+o0UOpMk+NEzEMNp1Ixbf/3AIAqB2k1Vu+BCF+Uv6i+KnbuVhz4Cb//okK8UVarhoGZ0PgDqi0pveIQi5DeIA3Mgrsz93PyLe/vVWkubCbItAcoFtOhQCcv6YKuWk6g+UIeiBViCOEkFrNbVHjuHHjygzO2Qr8gaypxCKGH42gNHdCiD2vvvoqhgwZArFYDIZhEBERAbFYbPc/d9u/fz/q16+PRx55BC+99BIyM80jjqdOnYJOp0O/fv34bZGRkfzSb/ZoNBrk5+cL/gNM1eld/Y8rEtckTGZ3DWgAkPuIodPpoAiQ2t8BplHdIW0VDtvQWfwpqucvdbgfAOQUqqHT6XDwqmnUusjZ4thWfXi3/8P48cWO2PdWDwxvq4Ber0dI6UjoxTu5/PPOLrRfuwUA5DIvvn8iBnin/8M2/RUxgETE4vB120Ktlpxd/vGRiMCwBr5PfqUj3kusgnMAKCjWoGGw6eJCao4p0yDYV4IbGQU2F1ZYADcy8uEjMR39vlWBvAK1DmkW6ejXM/Mxc8sFp8/D+rmE+EoQIDX9nDmakivoQ2pOMTa9/Ch+fLEj5g0SVlMvi0oL3MkuwMHL6VCVlP/vePtGQfz5rO9vDqofb1bPpde0gVzKP95fav65xk1lcOUzRQghpOap1GXY5s2bY+7cuXjmmWcglTr+sXTt2jUsX74c0dHRmDFjRmUOWaPIfSXIL9Ejr1iHqCDKLCCECM2bNw+jR4/G9evX8fTTT+Pbb79FUFDQAz/ugAEDMHLkSERHRyMlJQVz587F448/jlOnTsHb2xvp6emQSqU26fbh4eFIT0+32+aiRYswf/58m+27du2Cr6+vnUfYup8vBsDgbvJJjIplsOmmqDRFmwUXkt268i92Zl+ESgtY/gljwIIFAwYsRsUakXb+H4dtWIZ3TEkeRsWy2HhTBHshbPqlU9hwBVh6Wmz3fgAQg4WBv49FvMKI3goWQfmXkJ0PZAM4AyApg0F6vuk4k386g4TGRnQNZ3HulgiOrper1HqbNi2fF/d89x86AsDZhRwWXeuzOJIpglzCYmJTAzQGBl9fEUFjZCCFQTDNQaQ3PV9719UPHj8Dbx0DQIRdJ68AEMGg1eDMiaNgIObT6rnj3jh7FJn3TM/x0s1UwXO9fS8Daj3Dn9uDpy/ByDq/IMWARZsQFudyTO0U5WTgjj7d4fNf81sShsQYwWhgp3+O5WqBPiuO8PszYNEsiMWlPNfGNu5cu4idOabpE/kW71evgnS8347F/RIG9Xwcv6Zn/tmLM6VtXc9h+OdXUpALAEhMTHR6/OJi1+fhE0II8RyVCtBXr16Nd999F6+//jr69euHjh07IjIyEj4+PsjNzUVycjIOHz6M5ORkvPHGG5g8ebK7+l0jBMmkuAM1VGpt2TsTQuqkZs2aoVmzZnj//fcxcuRIl4PZykhISOD/3apVK3Ts2BHR0dHYsWMHhg8f7vBxztLwZ86ciWnTpvG38/Pz0ahRI/Tr1w+BgYF2H2OpRGeANmkPAGDYwL4I8JFgsqoENzPz8cG207iWbzru490fRbcmoTAaWSw8t4dPQd8w8VEYWBZRIb5QlM73HQhgsqoEf/2bjg//vGr3uC2aROG/T7fAZFUJ1v1zC+uTzGnxEjGDF0YMxNGbOWBPn3TYd+GYOoMD6WLMf64n3w8AUKpKMHXZQf42CwabborxTN/OCCm5Ayjv2aQ+O2qTe16pOcX881WqSrA6+aCTeeYMkjJN57BlVCheS+gIANizOgmX0wvgJ5OhXfdH+T6vvP4PshwsTTaoVycw/95H8rE7uF0sBaBHjpbBin+9MKytAlvPKvl+PNYkFGOGdcS9XddwKD0F0oAQICePb8vbPwg5qhIApr+T0dHROHr/rt1pBCG+Enw2Og5RIb7Yd+U+zv1+CQAQ16wJ2kT643/X7Y+8708XYd5zvaGQ+0ASdRdztifDyNqmmnPV5LnttwvNFw4A02vWLCYSl866Nn3gu2teeLhFC4zs0BAbjt0GcBkAg11pYvTq1AL/16Ehv6+919RS2K0cfH3F9B5s0kgBIA19+/Z1uowtl8VCCCGkZqlUgP7444/jxIkTOHLkCDZt2oQNGzbg1q1bUKvVCAsLQ7t27fDCCy/g+eefr5JRIU9jWbSGEEKcef/996vt2AqFAtHR0bh27RoAICIiAlqtFrm5uYJR9MzMTHTr1s1uG97e3nanOUkkEqdBBCer2FSAzEvEINhfBoZhEBUmgULug0CLBK16gb58ew2DZbh5vwheIgaNwvz5tGtLUWESDG7rhY/+umo36KsfKINEIkFUmATzhrTGtrNKvtBZqJ83JBIJHooIdBI8A9Yj60YWSFNpERVmXvv6rkplc3wWwMgvj6FZhOkCxpA4Bbafu2d3hNe6zagwiaD9qDAJPhrRGjM2X7DqpzlzgNvOPS/ANOcbAJT5Jei97CAWDW8NALjuZN3wxvUDEZ1umu+eqzYvxWZkge3n0jHxsRh8ffgWACAuKhgSiQQBpXOoc4uFfw/z1DpkWcxL1xuBRcNb493NF0r7Zy4QFx3mh8ceCQcAyO+Yg896gTKEBpiXnrNmee7GdIlFfPMInLqVizc3nhFkCDAssGpMO6RkF+Pjv6/AXsaEszoR/VuEY1dyBn+ejSwwd/sltGwQhPk7zO2xMG2Pbx7BzzEHbF9TS2EB5vd2kK/pA1HWZ8uVz50n2rNnD/bs2YPMzEy+uj3HcoULQgiprdwyB71bt2749NNPcebMGeTm5qKkpAR3797F77//jjfeeKNOBueAuVDcmdQ8QREcQggBTJXUHc3ptlRQUIDFixdj9erVD6Qf2dnZuHPnDhQKU2X0Dh06QCKRCFJolUolLl686DBAryx+DXQ/qU0QZLnmc6i/OVoXl07c1RtZ9FxiuzQVRyGXYdHw1hAz5lRlTpi/cHpWwxBzwMQV5lLIZXiph+vLhYoZBjFhwosFsWF+due6syxwSWkKNh9vVg/z2hvwaUIbm33ttWktoVMUjsx8HKuebYeFQ1vijd6NYS/I5JY+U6rU/LEBU0A5c/OFMueAyyRiNAqxHxAbWBYNLC6UcBkOstIicRn5wr+FqTlqQZCcW6zFyA6N+F6/Hv8Qf9+Z1Dz+NbasNB9qUSTOHutzp5DLEOIvtblgYoRpvftIJxXX80v0Du+LDvW1uYhjYFmcuJVrcyyuCJyrLJ9fQC2u4j5//nz069cPe/bsQVZWFnJzcwX/EUJIXUClQB+grNKKr98n3caPR29jVCyDgdXcJ0KI5xg5ciRGjRqFgIAAPP300w6nCe3cuRODBg3C0qVLXWq3sLAQ169f52+npKTg7NmzCAkJQUhICObNm4cRI0ZAoVDg1q1bmDVrFsLCwjBs2DAAgFwux8SJE/HWW28hNDQUISEhePvtt9G6dWu+qru75RaZRlZDfG3rmcgsAnQuM0mpUuOaxXrS3NJUPR+pJxiV5CR0ikLPR+rhRkY+/jxwDP+7YWo01E846q+Qy3AxzRS0WlbLnvBYLL4+nFJmBXeuYrt1H7iLBDM3X7Cp2M0JlEnAegMDW0WgRM9i1paLMLCswzbtUchlGBRn2i81qwCr99+wGZFvpjCN0qZkFdkElEagzPXYvL1EdrMVANPzL7QIYr8+lIKH6vsj+Z5pWbTC0or5vlIxiu0U3Msp0qKgRM93YfW+64L7udeYK2IHlC6zZlXZnBt5d3TuuAsmlq8nF8g7m5a2x8nyba0byu222Skm2OGxXCVYZk3mxc0IqHU+//xzrF+/HmPHjq3urhBCSLWhAP0BUarUOJ6Sw982ssCmmyJMVpUgKqz2Xv0mhLhu4sSJGDt2LH799Vds2rQJX331Fb8uOsMwaNGiBfr3749Tp06hadOmLrd78uRJxMfH87e5ueHjxo3D2rVrceHCBXz//ffIy8uDQqFAfHw8Nm3ahIAAc3rtJ598Ai8vL4waNQpqtRp9+vTB+vXrH0hFecC8xFqwn+33o8zLFNn4SETIKdJCIZfx62Rbsl6ayppCLkOYrxdOHLOMQIXRqOXoqeWoJRdgc0GzNQam9Oj20cEOj5/QKQrNIgIwZLX9rAmd3ijYt+cj9XArqxgxYb4uBefWFHIfJDQ24ucUsSA4bBkpB2A/SBWVPhlnFyJEIgYnbuXYbBczDKY/2RSL/7rMb2NhGpW3bs5ecA6YUuBzSt8LPhIRSqyWWeNeY3+LEXSjkRUsbVovwBu/vdHd6bmzfj0tA/mrFhd+rFm/9NyyeQDQLirYbptxjYKxcEgLzN72L1gw5brgwvGRiCERM9AZWIdLENYGWq32gWXpEEJITUEB+gNib2SCBWMqAONgjhkhpO6RSqUYM2YMxowZA8C0BrlarUZoaGiF55D27t3b6bKWf//9d5lt+Pj4YOXKlVi5cmWF+lBeXIDOrTduSVlsGgEu0RnR/aO9WDS8NXo+Uq/Co5JXVOYR5f/8dAaFGj0SOkUBABRB5qAp0Cpt2jJoPp+WhyV/XoGBZcGAxQdDW+KpNpFlHjuuUTBe7hGLLw+l2NyXX6IT/FFWyGUVCswtdQ1nMXl4T4z88hi/XrfUy7y+t72AEgC/TQRgUs9YbDiWyo9+n7urwn//SBYcRwRgy+SuKNIa7KaOuyqrUCOY7pBhte489xpbrrc+Yf0JLBzSAlIRC62RQYMgmUvnztFFEF+p44tQ1u85y8+ZQi5z2ObIDg2hSz2PJm27oEl4YLlf100nUqEzmI615O+rSGhcOzPyJk2ahA0bNmDu3LnV3RVCCKk2FKA/ILFhfrYVYmGqMEwIIY7I5XLI5fLq7kaV44MyqxR3paoEp7LMATWXyn54RrzDEVBnlKoS/H3XXH7FOjVe4WAEncMFfl2bhOLpuEjcyMjHjbNHMdKiIndZHKXLN4sIwPU0l5txmULug9gwPz5AH/l5EhYNb42ETlEOA0rrbX+cU/IB+sgvjtlNjS/WGh2OyrOM7eizPQUlemQVmvpZz98bU/o8bPcCwieJ5qr8RhaYvS2Z79PZO6a56txFF+fnxjaQtw7QueruYobBtH6PYOnfV0zPiwEfNAPmmgiOLg4EeQOdY0PKfeFNqVIL6gKwqL0ZeSUlJfjyyy+xe/dutGnTxuZcLV++vJp6RgghVafSAfr333+PhIQEu9V76zKFXIZXezfG2v03AZj+kI+KNdosnUIIIQTIdRCg384utplDzaU5VyQN3Fl71oGVs8JjgDllPvtSmYe1edyi4a0xc8sFQSD7UD1/XHf8sApTqkpw7KZwypXwooRtQGm5TalS455FoVN7cTY3su1oVL6gRI+FO1w7Udz0hWBfqd3X+MiNLLsV8S0L4jmrR1AWX6nwp9HHz8QhMkiGmDBf+Eq8+ABdIhZBYzEtwdWLAuWVklVk5/nWzoy88+fPo23btgCAixcvCu5zVkGfEEJqk0oH6BMmTMCTTz6J+vXru6M/tcrzXWKwdv9NeIkY7JnyGM4m7avuLhFCiEfKKV1+K9gqxT061BcMWEFQbZnKXt408LLbM19EfZDhQEKnKHR/KAyPLTb/XcgoLSzqbqaLEkJlzde3ZG++P+C4EJu9oNpoZPHhzkt8oNkpOggnbueCO8sMY5pnrdYacCPTNAecm+5g/RrbG6W3Vp7nZ816BP3hcH+0aRgEwDTfnTu2ZXAOVO6igDP2nm9tzcjbt49+JxFCSKWXWXM2z7Guqx/gDYYxLQHkLXHLinaEEFIrcSPoIVZF4rhCZ9yyYxUpsFWe9g5du8/vu2L3NYdLt7lDw2BfyCyCwd7LDiIpw/2XBaJDfSu0bBvH3hJxYobB1snd8NNLXXB4RrzNyDE3DYA7ryIRg3oB5ky75opAzC9dUm71mHY4MuNx1CsNyC+nFwAQVi63btty2TwRbC+mlLdKuiXrAD3U39xvkYhxmFlR3qXTXGXzfBkgoXHtz8i7e/cu0tIewJwPQgjxcG6JGqsj7ejWrVuYOHEiYmNjIZPJ0KRJE7z//vvQaoVrj6SmpmLw4MHw8/NDWFgY3nzzTZt9HhSJWIR6pX/YlaoHMzJCCCG1gaM56ICp0Nn+t3o6DAbLy1F7SpUac7aZ02pZmEZFlSp1pY7niFKlhtqimjm32odSVeLkUeWnkPsIArzyXuTgAkQuSBcx4KuTWwbhZakfYA4oZRIxgkqXlHuqTSQOXr2P1FzTeb6QZlqSzd6Se5yETlE4PCMeP73UBf/MfBwfDG3Br29f2Ys41inuoVZZHfbeo9xxK3pRoCyWz3f/Wz3RNbx2Do4YjUYsWLAAcrkc0dHRiIqKQlBQEP773//CaCxPuUFCKk+pKsGRG1kP7G8AIY64pUjc+PHjy5yDvmXLFnccinf58mUYjUZ88cUXeOihh3Dx4kW89NJLKCoqwscffwwAMBgMeOqpp1CvXj0cPnwY2dnZGDduHFiWrbLKxAq5DzILNEjPd+8PLkJI7aTVapGZmWnzYzQqyv1zWz1JnpMq7oDpu9Sd823ttWdvrm9lUqXLYi91/EHNLa7ssm0JnaLQNTYYP+/ch1ED4yvUv/oWI+jeEhFQuly6dRE0jsh62N6KZep7ZaukWxKLGH75ND9vMXwkwhF1bmQ/OsQXd3PV5V6rvqK456vT6XDmgR2les2ePRvffPMNPvroI3Tv3h0sy+Kff/7BvHnzUFJSgg8++KC6u0jqiKQMBlOXHYSRNV2U5AprElIV3BKgBwQEQCZ7cH+U7HnyySfx5JNP8rcbN26MK1euYO3atXyAvmvXLiQnJ+POnTuIjDQtf7Ns2TKMHz8eH3zwAQIDAx94PyPkPjh3V4X0/BKEPPCjEUJqqmvXruHFF1/EkSPCNbJZlgXDMDAY7K8bXVtwa187Gp2sCvbm+j7IUdGqnltc2WXbFHIfPCxnK5xaXT/QHKD7SERA6aCUvQsjAPj1xV1V0Srp9vhKxNDqjTaj54D5PRoo88KWZ7uiWGus8Fr1ROi7777D119/jaeffprfFhcXhwYNGmDy5MkUoJMqoVSVYNNNEV+7w7qwJiEPmlsC9M8++8wjisSpVCqEhJjD4KSkJLRq1YoPzgGgf//+0Gg0OHXqFOLj4+22o9FooNGYU9Lz8/MBADqdDjqdrlx94kYM0nKLEVLahjtw7dSF9jy5b+5uz5P7Vl3tuetYnm78+PHw8vLCH3/8AYVCUacqFqu1BpToTMGYdZG4quSoAvmD+kFmfbzavtpHPYsUdx8v86i0o6JvD9X3q6qu2fCVipGn1tkN0HNLLyZdSMvHsDVHsGh4a3RtElrVXayVcnJy0KxZM5vtzZo1Q05Ojp1HEOJ+Za32QciDVmvWQb9x4wZWrlyJZcuW8dvS09MRHh4u2C84OBhSqRTp6ekO21q0aBHmz59vs33Xrl3w9S3fyIbqHgNAjLNXbqH1w0BiYmK5Hl+WutSeJ/fN3e15ct+qur3iYvcXXfJEZ8+exalTp+z+OK3tuNFzqVgEP6sCXVWtsqnglTleA7kUZ/7Z+0CPV50sU9x9LAqnOlp27uHw6ltCjCveZx2gK1VqnEnN42/TyJp7xcXFYdWqVfjss88E21etWoW4uLhq6hWpa8pa7YOQB83jAvR58+bZDY4tnThxAh07duRv37t3D08++SRGjhyJSZMmCfa1NwrFpYw6MnPmTEybNo2/nZ+fj0aNGqFfv37lTovXn1Pit9QLKBQHIE+jwshBfd2SfqfT6ZCYmIi+fWt/e57cN3e358l9q672uAyW2q5FixbIysqq7m5UC34NdD+JR2QOVDYVvKLHq81ziwHrAF14IYa7UDH4s8PIKn0/lDfF3Z0kYtP7UGZ1wSglq6hSS9YR55YsWYKnnnoKu3fvRteuXcEwDI4cOYI7d+5g586d1d09Ukco5D4Y2MiIHXdMn3+uMCZ9xklVcUuA7s6q6G+88QZGjx7tdJ+YmBj+3/fu3UN8fDy6du2KL7/8UrBfREQEjh07JtiWm5sLnU5nM7Juydvb227RO4lEUu6g5GqmqQjQ5YwizMsQQxKVgTFdYsvVhjMV6VNNbc+T++bu9jy5b1XdnjuP42ksLz4sXrwY06dPx4cffojWrVvbPO+qqJlRXZxVcCe1h+Uyaz5eYlhPXlHIZQjxl/IB+tDV/1RLYaZNJ1JxOd20Fvsf59Px2MOpfB+quk5BXdOrVy9cvXoVq1evxuXLl8GyLIYPH47JkycLpiuS2kmpUuPkrRwwDIMO0cHVGhDHWCTwzB7Y3CMKxClValxPz0ceLQxV67klQJdK3fejKiwsDGFhYS7tm5aWhvj4eHTo0AHffvstRCLhqnFdu3bFBx98AKVSCYVCAcCUpu7t7Y0OHTq4rc+OKFVqfHXoJn+bBYM525MR3zyCrsIRQhAUFCQYMWZZFn369BHsUxeKxOWWUcGd1A71A81z0Iu0eli/2kqVGtcyCvnb1ZE+bl1Rnltqj+tDVdcpqIsiIyOpGFwdtOlEKt7dbP7sMQA+GlF9ldNzLYJgL7FbVqWulE0nUvlpQAzEkETddeuAH/EsHpfi7qp79+6hd+/eiIqKwscff4z79+/z90VERAAA+vXrhxYtWmDs2LFYunQpcnJy8Pbbb+Oll16qktEoe5VpjSwoFY4QAgDYt29fdXfBI5hT3ClAr832X87k/z1980UkNGYw0OJ+T0gfd2WpvaquU1DbnT9/Hq1atYJIJML58+ed7tumTZsq6hWpSkqVGjM2C5daZAHM3HKh2uo7WAbohRp9lR/fEnfhkPtuqusDfkqVGilZRYgN86u1z98tAfrff/8NuVzudB/LJTPcYdeuXbh+/TquX7+Ohg0bCu5jWdM7WCwWY8eOHZg8eTK6d+8OmUyGMWPG8MuwPWj2UuFEDCgVjhACwJTOyUlNTUWjRo1s5mCzLIs7d+5UddeqVE6xKdk5hFLcay2lSo252y/yt1kAm26KMFlVgqgw03QOT0gfd7UPVV2noDZr27Yt0tPTUb9+fbRt2xYMw/C/4yzV9kyiuszexTmgege1crXmv8UFJdUboNOAn5llJkFtXp/eLQH6uHHjnN7/IL5Ux48fj/Hjx5e5X1RUFP744w+3HttVXCocl7LDgMXCIS3r3IeJEFK22NhYKJVKmyUrc3JyEBsbW6t/mPIj6L61t95AXWfvByYLBqk5xYgKM0329IT0ceuK8lQc6sFLSUlBvXr1+H+Tuic2zP6SitU5qGU5gl5UzSPoNOBnYp1JUJtX0XBLgM5d+SS2EjpF4dxdFTYcS8Wj9ViM7NCw7AcRQuocR6tLFBYWwsendq6LzeGWWaMU99rL3g9MBiyiQoQ/MD0hfTyhUxS6xgbj5537MGpgPH8BgTwY0dHR/L9v376Nbt26wctL+PNUr9fjyJEjgn1J7aGQy/Bar8ZYe+CmYPui4a2rLfDKsxhBr+4Ud4Vchg+Gtbaoj1E3B/xcmYJUW1Q6QPeEJXE8XduGQdhwLBW57it2TwipJbglHRmGwdy5c+Hraw5YDAYDjh07hrZt21ZT76oGN4JOReJqL+vRcREDjIo1QiG3vfjkCenjCrkPHpazdvtHHpz4+Hi7mUQqlQrx8fG1OpOoNqjM3ODOjUMFAfqkx2LLnbqsVJXgrkplc/zy9otlWcEIenWnuANAfFPLzwSDJ5rXvYFRT5gGVVUqHaDbmydEhJrU9wcAZKjpYgYhROjMGdPK1yzL4sKFC4JVMaRSKeLi4vD2229XV/eqRG7pHHRaZq12sxwdbyCX4sw/e6u7S8TDOMokys7Ohp+f/TRo4hkqOze4WCu8+OIrFZfr+EkZDKYuO2hz/A3HbmP2totgy9GvPLUOWqP5fVjdKe4AcDu7SHD733sFqC/3/M+EOwu6WU8dBmrvFKRKB+jjxo2DTFb7Tow7PVQaoKu0DK5nFqJ5g+Bq7hEhxFNwldwnTJiATz/9tFavd+4IjaDXHdzouE6nw5nq7gzxGMOHDwdgyiQaP348vL29+fsMBgPOnz+Pbt26VVf3SBncMTfYOo1cb53L7PT4Jdh0U8QXmuOO3ywiALO3XrTZXla/vktKFdxOzSl2uS+V4SyYvZ0t7MOfF9PRLFLu0cHpgyjoNrJDI8zacgEGFmihCBS0V5uqu1c6QP/222/d0Y9a7a+LSv7fA1cdwUe1tOIgIaTi6up3KcuyNAedkDqOWwmIZVkEBAQIBn6kUim6dOmCl156qbq6R8rgjrnB1qPUhnIE6Lezi8FCmHlhYFmcuJVb7qUblSo11uwXzoVPy1NDqVI/0KBv04lUzNhyweFI/+0c0wg6l+L986k0/Ho6zWOrmCtVJS5dtClvUJ1TrIWhtM0CjY7fXtuqu9fYddBrCu6qIoetxRUHCSHlw40auWLLli0PsCfVp1hrgFZvBEDLrBFSV3EXKGNiYvD2229TOnsNExvmB4Yx/cbllHdusHWKe3lG0KNDfWFavNEcpIsZBp1igsGU3uNqvxwt+fYgC5Gdu5OLGZsvOB3p50bQLU+LJ1cxv51dXOZFm4oE1Rn5Jfy/swpMF/drY3V3UXV3oLZzdlWREFK3yeVy/r/AwEDs2bMHJ0+e5O8/deoU9uzZw48u1UY5pent3l4iyMo555AQUru8//77FJzXQAq5DC891pi/XZHlCa1T3B2NoCtVahy5kQWlyjSq/fu5NJxOzcNDgeb9uePHNQrGo7Eh/HZXlm6MDfODvYpRD6oQ2aYTqRi6+ojdkf4d55VQqtQAgOuZhXYf76kxRXSoL0RWJ9Ly4ohSpcYMO0E193wdycw3V+9T6wwo0uhrZaxFI+gPWF2qOEgIKR/LtPZ3330Xo0aNwueffw6x2BSoGgwGTJ48uVbPS88tTW/38xY/8BRCQojn+/XXX/Hzzz8jNTUVWq1w+ZvTp09XU69IWdpFBfH//vz59ujXUlGuxxfbzEE32qQ/W464Wo+MW46eT7SoAB8WYKpn4CcVY/dbvcr8G6OQy9AqMhAX7uULttfz93bwiIrjRn4d5Qos3HEJH+68hGHtGuByeoHdfcqKKaprXrZC7uOwoJtSpcYf5+/Bus64K9MiLEfQASCrUFMrY60HMoJ+9+5dpKWlPYimaxyu4qDlVaTaWnGQEFJx69atw9tvv80H5wAgFosxbdo0rFu3rhp79mBtPWP6W5FTpEP3j/Zi04nUMh5BCKmtPvvsM0yYMAH169fHmTNn8OijjyI0NBQ3b97EgAEDqrt7tZrlyHRFcKtxAIBM6nz8T6kqwTUVA6XKHGwVakwp7v7epsdezShA94/2YsxXx9D9o7344sANwYirbVBr/qF9J8f8HPLVpn6pdQaEB7i2bKKX2NTWaz1j+W1FFin45T1X9p4vYD/L1pqRBTafto6pTA8qK1Nh04lUwTmsyr+vSlUJGgWbA+T+LcKR0CmK79MHOy7bPMaVoDrDYgQdAK6k5yMlqwgTHzO/Vtbnxfx6Cc+/J3PbCLrRaMTChQuxbNkyFBaa0jACAgLw1ltvYfbs2RCJ6m42fUKnKLRW+GPgqiQAwJOtyndVkRBS++n1ely6dAlNmzYVbL906RKMRmM19erBUqrUWP/PLf52bZg3RgipuDVr1uDLL7/Es88+i++++w7Tp09H48aN8d577yEnJ6e6u1dr/Xj0NuZuM1U7r2iBrTy1OduhSON4vXrzKLgYq5MP4qUesZjwWCyKtaYRdLlMgkKNHsdTcvnHGFlg8Z+XHY40WzuVmsNnZKlKA3QjCxRp9QjwkZT5+HulgdwTzevjm39uQ2swolCjh1wmKfe8acvnu+bSQcH+9kZ+XWO6gDB/SEuHx67OedlJGQymLDsoGCGPDvOz6ZMlV6YfAEBGgTDIfuWH06bqAxYDoctHtcXQdg0A2M5zHxXLYGBFn1gVclvUPHv2bKxatQofffQRzpw5g9OnT+PDDz/EypUrMXfuXHcdpsZ6ODwAQVLTO/Jahv00FUJI3TVhwgS8+OKL+Pjjj3H48GEcPnwYH3/8MSZNmoQJEyaUq62DBw9i8ODBiIyMBMMw2LZtm8N9X3nlFTAMgxUrVgi2azQa/Oc//0FYWBj8/Pzw9NNP4+7duxV4Zo7ZK8ZT0+eNEUIqLjU1lV9OTSaToaDA9Htp7Nix+Omnn8rd3po1axAbGwsfHx906NABhw4dcrr/6tWr0bx5c8hkMjRt2hTff/+94H6dTocFCxagSZMm8PHxQVxcHP76669KH7c6KVVqPjgHXJ8LbC3PYgRdrbO/brh1gMYC+PJQCrp/tJefYx3gY3/ssDyXqe8XaNFt0V58uCMZWYXmEdf8krLXM9cZjMgsMD0mMsgH/qX9KSzROwx6HZ2rsuZZK+QyfDisNb+/vbnv9pkaLHZyIaS65mUrVSXYeFNkk76u0RmcZgwcnhHv0kWhTKsUd645y+NxS7bae7023RTViJF0twXo3333Hb7++mu89tpraNOmDeLi4jB58mR89dVXWL9+vbsOU6MpfE3vEEfzSAghddfHH3+MGTNm4JNPPkHPnj3Rs2dPfPLJJ5g+fTqWLl1arraKiooQFxeHVatWOd1v27ZtOHbsGCIjI23umzJlCrZu3YqNGzfi8OHDKCwsxKBBg2AwOP5BUF7c6IGlmj5vjBBScREREcjOzgYAREdH4+jRowCAlJQUsNa/+MuwadMmTJkyBbNnz8aZM2fQo0cPDBgwAKmp9tN8165di5kzZ2LevHn4999/MX/+fLz++uv4/fff+X3mzJmDL774AitXrkRycjJeffVVDBs2DGfOnKnwcaubuy6U5haVPYLuKEAzssC10gBdLrM/wi1mGLSKdL0eCxf838szB2Ncursz6aoSsCwgZliE+Er5lPvCChQjS8kqcjjPmjM4zvz395mODcvsn4gBmgeZGk3Lc3wRpbr+vpqqzdtealCpdYgNc1wA0tVR/bu5pufs6EKOJXuvFwumyta1rwy3Beg5OTlo1qyZzfZmzZpRWlKpyNLPxIEr9ys8x4cQUjuJRCJMnz4daWlpyMvLQ15eHtLS0jB9+nTBvHRXDBgwAAsXLnS6jFtaWhreeOMN/O9//4NEIvxBpFKp8M0332DZsmV44okn0K5dO/z444+4cOECdu/eXaHnZw9Xo0NcmpvmaoobIaR2evzxx/mAeOLEiZg6dSr69u2LhIQEDBs2rFxtLV++HBMnTsSkSZPQvHlzrFixAo0aNcLatWvt7v/DDz/glVdeQUJCAho3bozRo0dj4sSJWLx4sWCfWbNmYeDAgWjcuDFee+019O/fH8uWLavwcaubvarlrhQes56DbTkHXa21H6DbCxqtBZYG6K0bCFcv+XB4K4RaFWrzk4oxtK3tBWZHuADd2Rzye6VBb7AUEIkY+FkE6OU9V/YCUuv9uRF+Hy8RNp9ynqXWKjIQ+9/qiVbBrKCv9nB/XzkMqqYGlnnJOyG5TAKFXIa4hhVflWbTiVR+kLPAhWwIbvk/SwxYRIV4/iCA2wJ0R6M1q1atQlxcnLsOU6MVlb6XEi9lUDEkQohDgYGBD7Ryu9FoxNixY/HOO++gZcuWNvefOnUKOp0O/fr147dFRkaiVatWOHLkiFv7ktApCodnxOOnl7q4nOJGCKmdvvzyS8yePRsA8Oqrr2L9+vVo3rw55s+fX64AV6vV4tSpU4LvMADo16+fw+8wjUYDHx9hETGZTIbjx49Dp9M53efw4cMVPm51U8hlaGURDJd1ofSXU3ftFh7LK7YYQdfaD54UchlmDmzutD/cCHpkkPA8J3SK4lf94DSu54/fzt1z2p6l/BK908JpSpUaB6/eBwAEe5uCzIDSAP1OTjFSsorQLCKA37+sc6WQy9Deorq9vaJuWYWm5xQg8ypzLnqovxQKuQ9CSq9TcKPJjiR0ikKD0vPYKSa4Sv6+hvpJ7abqc1MF6geaX9dHY4JdbpdLVy8PhVyGZzqYsxJEDJDQ2AiF3LVigdXJbUXilixZgqeeegq7d+9G165dwTAMjhw5gjt37mDnzp3uOkyNpVSV4Fim+S1LxZAIIe3bt8eePXsQHByMdu3agbG+1GvBncsLLV68GF5eXnjzzTft3p+eng6pVIrgYOEfz/DwcKSnp9t9jEajgUZjMdcv37REjU6n43/cOhLm64WwqEB+f0vc7bLacJUnt+fJfXN3e57cN09vz9W23NX3qiQSiQRFhUeNGoVRo0aVu52srCwYDAaEh4cLtjv7Duvfvz++/vprDB06FO3bt8epU6ewbt066HQ6ZGVlQaFQoH///li+fDl69uyJJk2aYM+ePdi+fTs/9acix63Md6cz5XnPySSmc+7tJULilMegkPvY/S7O0wDztycL5vTO3HIBXWODkWOR4l5Y4rjvXWKCbLaJGMBHIkax1oAAb1PGmE4vnHWu0+mQXSis4O3vLSpXgbWUzAJ89PcVQf9nbDb1//D1LMzelsyP/ZboTcf0lZrOjeU8fc6+t3oIzpVSVYLb2cWIDvXlg8DuTUJwOjUPALDxxQ5oFxMqODeZKlO6dZifN7ILtU6fT2TpsbiLB/fy1GW+vtx0g4ISvd19K/vdZP2cr6arwNoJ0Y0GI3Q6HYo05uNIxObPell9u55e4PJrrTeYn6siwJx18U7fJogsuFIjvjvdFqD36tULV69exerVq3H58mWwLIvhw4dj8uTJduc31jW3s4tt3rCurPdHCKm9hgwZAm9vb/7fzgJ0dzl16hQ+/fRTnD59utzHY1nW4WMWLVqE+fPn22zftWsXfH0rn06WmJhY6TZqSnue3Dd3t+fJffP09spqq7jY8+dZAsD58+dd3rdNmzblatv6+8rZd9jcuXORnp6OLl26gGVZhIeHY/z48ViyZAk/zejTTz/FSy+9hGbNmoFhGDRp0gQTJkzAt99+W+HjesJ35+0MMQAGGr0RJw7thZeD/Nr7JYxNkGRkgZ937kNmngjc3ONL125ip+G63Tau5DEAzNO2gqUsprQy4L9nWAAM0lNvAhBDmZEBMcPAwJra/GPHTtzPF8NyfnPSTW4KreW5ZdG1PoukTAbWc6EPnUmGkRVOGWMBzPh+P5IyGcHv9DvFDGas342sfAaAyG4F+TP/7AVXfSApg8GmmyKwYMCARUJjI7qGs7h51/x8DyYdhzJZ2NKRDNP9Yo0Ko2JZvg1zmjj3bwZFGbeRmHgLwaUxZ36JHut+3YkIB28TIwuo1KZzdi873+mAaUW+m/5JZ/BLivA5a4yA5evLuX7jBnbqrkGZaX4Ns7Lug0vmLqtveRqAgdhu8G/t+10nUXDVdIHn6HURf4xLl68iskHN+O50S4DOpUJ+8cUX+OCDD9zRZK0THeoLBqzgjUXFkAip295//33+3/PmzauSYx46dAiZmZmIijKnuhkMBrz11ltYsWIFbt26hYiICGi1WuTm5gpG0TMzM/kKy9ZmzpyJadOm8bfz8/PRqFEj9OvXr1Lp+jqdDomJiejbt6/NXPna1p4n983d7Xly3zy9PVfb4kZiPV3btm3BMEyZReAYhnG5SGVYWBjEYrHNqHVmZqbN6DZHJpNh3bp1+OKLL5CRkQGFQoEvv/wSAQEBCAsLAwDUq1cP27ZtQ0lJCbKzsxEZGYkZM2YgNja2wset6u9Oe6O875/dB8A0atitdx+EWc315trL+yPRZlkwEQOMGtAbay8fBhdU1otogIEDW9u0AQD6c0rg0gX4ilkUGxhIvX0w8ukeeP+0qb5Jx7iW+PPuZYSE1kOYoRAZpRXVW3buBe3Rf6xaY8DAtMQWt4zWwiEtMbJDQ/RYegDpVmtmP9SkMQ5n3LYJtpMy7QXgDP64I0bn2GAgL9fmXgAYONC0YJdSVYKpyw6aK4qDwc8pYkwe3hO3ztzDjjumixX1GrfAwM7RgjZS9t8Ebl5H88aN8N+hLTFZVYLUnGJEhfji/d+Tse9KFriAtkv7Nujbpj4W/GiuBfPReS98MKQFRnawLTBXUKIDe3QfAKDYKMKAAf1sLhRV9LtJqSrB/318kL/NgsGmm2KHS+E1adIEA/s+jM9TkoDS1RnCwurhispUFJI7l876po24jQ92XimzbwfTRVjwXG8o5D743zcngPum1y84MgZASo347nRLgC6RSHDx4sUqGf2pqRRyHyQ0NmLjTdNVpaoq1kAIqRlmz56N3r17o3v37m4ZNXFk7NixeOKJJwTb+vfvj7Fjx/LLuXXo0AESiQSJiYl8eqlSqcTFixexZMkSu+16e3vz2QCWJBKJWwIcd7VTE9rz5L65uz1P7punt1dWW+7s94OUkpLi9jalUik6dOiAxMREQXG5xMREDBkyxOljJRIJGjY0BTsbN27EoEGDBGn3AODj44MGDRpAp9Nh8+bN/PdkRY5bld+dm06kYsaWC2At1vAe3r4h8iyqmxfpAIVEAqVKjZSsIsSG+fG/VYO8gSl9HsLy3aaAk4GpDbm/DAaLqL1Ezzrse16J6SJLPRlwu9A0Cqwzms9vsJ/pXBhZYamxSxlFdttjAawY1QbXLpzBqIHxiAozzRGPDvWzCdBFIhEmdI/Bun9u2bRhj5EFcosdFyPjnuNdlcpuZkGaSguxRRr3nTyNzXnJU5varx/oA4lEgqgwCf8cmtQLKA3QUbqPDFnFBmy6aW6TZYG52y8hvnmETUxRVGB+XXUGFmoD47BKfnnfb3dVKpttzi6xXc4ohEQiQYnF1AWRRcXAsr7LJBIJnukQxQfoztaP5859VFgA0iyq+OcW6wG/mvHd6bYU9xdeeAHffPMNPvroI3c1Wet0DWfhGxGNdUduo3/LCCqGRAjhnTp1CitXroRGo0H79u3Ru3dv9OrVC4899hj8/f3L1VZhYSGuXzenF6akpODs2bMICQlBVFQUQkNDBftLJBJERESgadOmAAC5XI6JEyfirbfeQmhoKEJCQvD222+jdevWNsE9IYRURnR0dNk7VcC0adMwduxYdOzYEV27dsWXX36J1NRUvPrqqwBMI9dpaWn8WudXr17F8ePH0blzZ+Tm5mL58uW4ePEivvvuO77NY8eOIS0tDW3btkVaWhrmzZsHo9GI6dOnu3zc6sIV2eISFbhaSC0UwlF6lVpnP5BvqwAAtLGowt00IgAJnaKQmi1MCbYuEmcZ7HNVy+vLWNwuZKDWGZCnNs1fl4pFkElMA1kGIwu9RQR2/q5tQAiYslHbNQoCUllB8a8GwTLA6tpPvlqHNx5/yCZAF5VmkVuvtc7A+dLISpUaCrnMabX2U7fNK1mdvp3LP4Zzv/R8hPrZXqSJsCpmFuwnLdeUWZXVsnLZhRqHAXp5OVsyzR5uBStHFf7L64NhrTFn60UY7GTeiBggJswXeoMR6RbrpmcVaYDydbvauC1A12q1+Prrr5GYmIiOHTvCz094BpYvX+6uQ9VoHaODse7IbdzJrf75DYQQz/HXX3/BYDDg+PHjOHDgAPbv3481a9ZArVajffv2/HrArjh58iTi4+P521z65Lhx47B+/XqX2vjkk0/g5eWFUaNGQa1Wo0+fPli/fn25l3wjhJDy+OGHH/D5558jJSUFSUlJiI6OxooVKxAbG1vm6LelhIQEZGdnY8GCBVAqlWjVqhV27tzJXxBQKpWCtckNBgOWLVuGK1euQCKRID4+HkeOHEFMTAy/T0lJCebMmYObN2/C398fAwcOxA8//ICgoCCXj1tdHK3hffGeymq/QruBfNdY03SnNIvK4Wm5arAsa1Nd3TII23QiFTO3XOBT0NtHmdqp52PujFJlCqJ8vcUQl46q6o1G6AzmkPmfa6aRZIXcB5n5GhhY1qKKug8/F5zTMNg2Ey2/RGcT9DIAnuschR+OpsLHSwStwQgja1qO68XuMfjmn9s27XC49cxTsooQ6idFdmmhPEfV3U/fUaH7R3uxaHhr9HykHlKyivil0kL9pTbtW/c1xE+Ken5eLk+ZtV73PbtIi8b1HD6dcrF+biKYRtAdjaKzMJ2vYouLN2XManFqVMdG6N20Hm5lFeN8Wh6W/HmFD9YndI+FQi7DnZxiQWZHdqEWqF/xY1YltwXoFy9eRPv27QGYrkJaotR3s0ciTCNhV9ILcCenCI1CasilHELIAycWi9G1a1eEhIQgODgYAQEB2LZtG27cuFGudnr37l3mfE5Lt27dstnm4+ODlStXYuXKleU6NiGEVNTatWvx3nvvYcqUKfjggw/4OedBQUFYsWJFuQJ0AJg8eTImT55s9z7ri5XNmzfHmTPWYZ5Qr169kJycXKnjVhduDW/LvwxihoFMIgwFbt63H8in5piCUcuU4QKNHlmFWpsAvag0QOdG7S2rpp+8bZoPHCgB/LzFKNIYkF4aoPtJveAlNsUMBiMLvcHckcsZppFsP28xDs+Ix62sYsSE+UIhl9mtut0w2BxA1g/wRmaBBvlq23T17g+F4sejpgs1JXojZg5ohpYKf9w4exTxXaPx7ZHbDlOpz6fl4bmvj9rcf3hGPB/AFpQI+8ZVjmesUrTr2Zn3b70cWIivFL4SCKbM2lu6jWNvBJ3DZTVIRcA1FQOlqgRRYRUbXZdJRNj7dm+8t/1fJCZn2N2HgWlUu0RnnafgOsvTzMB0kUAhl6Frk1A8HReJ0V8cxe2cYvR6xHQV4vukW4LHl7UsnSdxW4C+b98+dzVVqx29YUp10RtZ9Fq6H4uGt6ZUd0II1q5diwMHDuDAgQMwGAzo0aMHevXqhblz55a7cjEhhNREK1euxFdffYWhQ4cKpkx27NgRb7/9djX2rOZTyGV4KNwf1zIKAZgDO6PVxVxvL5HdQD4qxBfZAD/iy7mVXYS/LloVxStNK7Y3as/xlwCBPhIUaQz8CLq/txfEpfP99UYWeoNtMHcj0zQXvWuTUJv7LFkG6I1CfE0BeoltIP/P9WzBc13y1xXse6sHsr1NAfKi4a0xa4v9VOrFf162+/wsg+XcYttjsrAdPbbXToRFO2IRgwAfLxgMenQNZ5GsCcT5tHz8d2grh3GEdYDOrblumdVQ2jrWXDpY4ZgkLMAbCrkMGaWvY9f6BvRo1wzLdl3nz1uvpqZlpbV2XlN3UMhl8PM2h7VKlRpfHxLOcSjSGpBTYv1Iz+S2AJ1z/fp13LhxAz179oRMJnO6tERdk6cB5v9uvvJquRY6AJtiHISQuuP1119HvXr18NZbb+HVV1+tVPVeQgipiVJSUtCuXTub7d7e3igqsl8kjLguzyJYXPtce/RvpcBXB29a7cUg1F/KB3PmEVpTGnlaaRDGMKYgc+vpNGw6cUfQQnaRFkqV2u6oPSdAwiLQxwtKlSmYAkwp7l4i8wi6zk7UyqVKl/VbuWGQOeWbG522F6BbH8EyWwAAEjpFoecjplRqX6kI6aoSvPLjaQCOi5RZCvZ1bVT6Tk4RgDDBtvoB3vx5DvaVQiRiwC1kIC1dCy/Y1zY1nmM7gq61yWrgWMYk5Y1Dgn2lWH8kBefTTNMljmaKMFgmweEZ8VjwezL+vJiO5grb3zQPMjxMySqy+767U1QzYlIHKx2WX3Z2Nvr06YNHHnkEAwcOhFKpBABMmjQJb731lrsOU6PZWz/SwLJYuecaui3aizFfHUP3j/Zi04lU+w0QQmqtLVu24LnnnsPGjRtRv359dO7cGe+++y7+/PNPFBYWVnf3CCHkgYuNjcXZs2dttv/5559o0aJF1XeoBlOqSvjUZQDIKtTgfoFFVfPS6CirSFjpfN+VDD44B2BT1JgbQefSrzccT7UbCHFBdGuLonIiBpCUprAHSIAAHy++rwA3gm66X6u3P9LKpUqX5dC1+/y///7XNMJvL8XdOlzjsgUscWnUcY2C0SnWPHLvSoAZ4CMM0G1XZzeZve2ize9/iVjEL3kX4uc40Feq1DhyI4u/0MGxCdCLNE6zGrhic66wnEYnk4gFA5AsGMzZbrpdXYOO3MUha96iSkx8r0JuC9CnTp0KiUSC1NRUwRJBCQkJ+Ouvv9x1mBqtng8LkZ13y4bjd/gvN+4KlvWHjBBSuw0dOhTLly/H6dOnkZGRgblz5yIjIwNDhgyxqbpOCCG10TvvvIPXX38dmzZtAsuyOH78OD744APMmjUL77zzTnV3r8bYdCIVvZcdxKpkMXovO4hNJ1Jx5EaWYJ+c0oJmXAV2f2/TnOazd4RF4/66mM7/JjWw5mD6Xp7zXOHoUFNgZhlov9u/GXSl88q5FHfAPIKu1hmgKp3PrrF4nOVP534twssM+pQqNeZuv8jf5n5jq9Q6KK36/Xhzc9UwxiJbwBWvxz9ksy2ojBHzv6f2xEcjbNeId/T7n+uLiGHsxgb/XM9C949Mg3zdFu3FhzuS+f24jAGucvuV9AL4ScUOLyw4KjZnT36J+WKHWMTYTdl3Ndh/EBRyGR6NDbHZXqivGSPobktx37VrF/7++29+7UjOww8/jNu3HVdArEuCvIGFQ1pgzrZkm6UcLDlaLoEQUrvl5OTwFdz379+PixcvIjQ0FL169arurhFCyAM3YcIE6PV6TJ8+HcXFxRgzZgwaNGiATz/9FKNHj67u7tUI9gqzzdh8wWa/nCItNp1IxZ+l88cLNfaXv+JSysOiArHvnm0mqCPBvt7QG4y4ed88NeFGlikbTCpmoNabR9BvZZn2OXkrF6dKi8iV6Mz9GdmxIX4+eRcAsCs5A5tOpDqdK+1slPjxZfsFt1tFyqHRGXH4ehZm9G+GhE5RdovO2dOvRThW7b0u2Bbi5zjlHADCA32Q0CkKPyTdxsV7+YL77P3+5wrlXU4vQPeP9mLhkBaClcI2HDNnMLAAvjyUgq8Pp2DR8NZQlWYMyGVeUKl1OJaSg2FrjqClItDm2AAw/cmmLsceeRaFAUP8JDZTGbilzhzhUvfLw9Xit9xekUGm59IlNgRHU0w1wH64LkLzU3cxpkts+Q5exdw2gl5UVCQYOedkZWXB29u2MmFdNbJDQ3w2xnZ+laXyXMEihNQObdq0Qf369fHKK68gLS0NL730Es6dO4fMzEz88ssv1d09Qgh5oPR6Pb777jsMHjwYt2/fRmZmJtLT03Hnzh1MnDixurtXY9gLTu0tf3VZmY+ZW2wDd3tiwnyhVJXgj1TnYUPPh81zqIu1eqTmFAuKgu2/Yko71xpYzDstRkZpMTnLiwNcDGa5HNevp+4KnktZmaaxYX52M1YB+/PGfUrXXpe7OF/cmSAX1xm3N9Ju/ftfqVLjktIcSBtZYM72ZORZzEqwF7Jyo/Fcsb7UHLXgPi44H94uEm0bmeeGL/7rssvTbLkMDADwlXohoVMj/jYDFguHtHAa7PtKKrdkq70sAOtthRrTe+hYSo7lXpizPdnjM5XdFqD37NkT33//PX+bYRgYjUYsXbpUsB4vATpEBzv84jCn19DoOSF1ycsvv4yzZ88iMzMTv/76K9544w20atWqurtFCCFVwsvLC6+99ho0GlP0ERYWhvr1a8iixR7E0dxbazedjDJbigk1LWV2O7tYsPa2JW7rw+EB8JGYQotirQHHBYERkGkxB54Fg2MpuQ6Pa5nibq9+k7P0aYVchkXDW0P8gItU2xvQFbl4TO6iALe7vbXT7RU6M7KmmlYcR0czsCyyCjUO7jXZcuYezt0RXgBwdZptnlV1+i6NTVPxWkUGYl57A0Z2aGjzGKPFCymTuh6gK1UlOHIji7+g4yruIo+9c1id6feucFuAvnTpUnzxxRcYMGAAtFotpk+fjlatWuHgwYNYvHixuw4j8PTTTyMqKgo+Pj5QKBQYO3Ys7t27J9gnNTUVgwcPhp+fH8LCwvDmm29Cq9U6aLFqKOQyvPtkM7v3PWlVjIMQUjdQQE4Iqes6d+5c5lrkxDmFXMavDuSMRMQ4DO58pWLMHdRcsC061BeMnfHamFBfjH7UNHrqJWLgJzWlrW85fbfMEXpn1we4WE7EwGZQy5VM04ROUTg8Ix6rnm3ncFCsIiybstd/V7O2ueB+xpPN8NNLXXB4RrzN7397mQAixlTTijOms/2YQcww/Px/Z9cM7FWx33FeWWaQnltsP5aSyyQIskic5o7NssKLLq4G6EkZDHovO4gxXx3DoJWHXXoMp6g0M8P6+ZeVfu8J3Bagt2jRAufOncOjjz6Kvn37oqioCMOHD8eZM2fQpEkTdx1GID4+Hj///DOuXLmCzZs348aNG3jmmWf4+w0GA5566ikUFRXh8OHD2LhxIzZv3uwRVeUtq1paOnc3z+PTLgghhBBC3G3y5Ml46623sGrVKiQlJeH8+fOC/4hrnAWJXKyiM7JoGWlOb7YMBJtGBODxZuEAwFd+V8h90DOCtdk/UCaBTGIKysUihg+8Vuy5Vmawai9wtA5IvcQiwWi4vZFmRxRyGQbFRWLRcHNRNncG685wldUL7CztZinYV4quTULtPh/rTAAxw2DhkBaCALj7Q2EIDxBOJebOUUFpIbeJ3cs333rhjktlriplb333slhOW/DxKjtAV6pKsOmmSFBPoTyKSlPcJz0Wy59DV9LvPYFb10FXKBSYP3++O5t0aurUqfy/o6OjMWPGDAwdOhQ6nQ4SiQS7du1CcnIy/r+9+45vql7/AP45SdNNS9uU0tKWArKpjLJBtMoQZDiBi6I4EC+ioCJQRQsKIvwEvSBuBS8O0CvolVuVsjeFsmWWFspoobt0pWny/f2R5jRpRpP2tPkmed73xeuaNHnynNPk2zznu65evYqIiAgAwPLlyzFlyhQsXrzYofsM66+K1X6z3SiswKD3t2PJw7HUk04IIYQQtzFhwgQAwMsvvyzeJwgCGGMQBAEajfmFzEgNxhhOXSvU30LtQdCPxrXCz6nXcSWvTJyjCwD3dW6B5DO3AADHMwux+4JuvnhppQalqip4yoDOzRl2Zet6H2fe1wGvbDiOKg2DRqvrGZUb9KDXtZ6XAIaJvaPw42Hd/HKZAHz7dF94e8rw2GcHxccpZILRXuQxSl+7i6sJfaKx6H9ncbuiCmuf7osnv0mx6/n22nA4U1yor6HXA2ofu9LXA0lJxher5AZXHfrGBOFf/+iJXedzUFi9zdrXezMs7kevu9/0fWJtX/SsonKcvl5o97GUGyz8Z8tUAGvTKmxRVql7vdF3RuCZwW1w6WYxLh0/aHb4PW8kK9Dbtm2Lu+++G5999pnRonC5ubno27cv0tPTpXops/Lz8/H9999j4MCBUCh0Cy8cOHAA3bp1E4tzABgxYgRUKhVSU1Mtzo1XqVTiHCgAKC7Wzc9Qq9U2r+xYm/55+v9X+nroVnT/7YxJka5lQMLGUxjQJsjiVg+14zUUz/F4zk3qeDzn5qh4Ur0WIYQQvmVkZDg6Baf31Z4Mq72bvxy9DgBGxTkAsTgHdIXcO7//DW8PGSqqtMgtUSEioGZ1cn8vD7So7rXVaBmqqr/IymUCfKu3a7NUEOp/9ko3De7sGiYW6G2UfrirQyiuFRjPDfaQ6wb7hgf6NKjXU18QhjZr3IWrK6u0RqvoS7HrtuGx1/WdKKR63/Q3NtVML7CUg0zQ7S71xdbTuFxiWgibW1X+x5RMvLHxVL2Oq7zS+AIbqyOKflqFuSJdsKHA17/H/bzkCA/0gdLXA3ln7UjYgSQr0C9fvgwPDw/cdddd+O233xAeHg5AN8y8MbdZmzt3Lj7++GOUlZWhf//+2Lx5s/iz7OxshIWFGT0+KCgInp6eyM7OthhzyZIlZkcCbNmyxexK9fZITk4W/9sPQGJP4FiegF+vGA/10DLgp6QdaB9o/c1rGE8KPMfjOTep4/GcW1PHKyvjeyEPQgghDadWqxEfH4/NmzejS5cujk7HKWUVleO9PwwrENMixtZhwhoGNPfyQEVVJc5lFSMiQGn0c32vbZVWC211d7mHTIBv9RD3CX2isOHwVYvztCu1AgK8a8qQDmHNqmMYz771aKox6fVgbtuvm8Xldg/Flpq1beb0ZAA2TR+ILi39sX73abOPMbeq/BubTItzw6Hr1pRV2jcCJjzQGxPaarE+XfeeMjfy2Prr6fLy9ZR0wHiTkCxjQRDw559/Yvbs2ejduzd+/fVX9OnTx+44CxYsqHOY/OHDh9G7d28AwOuvv45nn30WV65cwcKFC/Hkk09i8+bN4pUVc1dY9EOlLElISMCrr74q3i4uLkZUVBSGDx9e72HxarUaycnJGDZsmNjDrxdfVIH/Lt9t9KaTCcD4UfFWe9AtxZM6P0fH4zk3qePxnJuj4ulHsLiDPXv24PPPP8elS5fwn//8B61atcK6devQpk0bDB482NHpEUJIo1EoFFCpVDb1jBHzMnJL6xxaLhcEyAQGtdb64wQAedVbab3w3VEsftD4oom+cNaymr26ZTJB7KluHeKH+E4tsP3cLbN7ZId6MwR41/zdb1n9fVdeqyD3kEv7frB3721rcsyskn7rdtMuRF37eBgzP41WgG7Ov5bVzFHvHhUEtVoNn+o+QqW/J3JLdPlbXFXezPkrqbCtQDcc4m6rAWEM66sHYX84oQdmrj9u0/Mqq7RQV78v/bzcuEBnjMHf3x8bN25EQkIC7r77bnzxxRcYNmyYXXFmzJiBiRMnWn1MTEyM+N9KpRJKpRIdOnRA586dERUVhYMHD2LAgAFo2bIlDh06ZPTcgoICqNVqk551Q15eXmb3blcoFA0uSszFiFYqsOThWMz75ZQ4C2TJw7GIVjarVzyp8+MlHs+5SR2P59yaOp6Ur8OzX375BZMnT8bjjz+OY8eOidNsbt++jffeew9JSUkOzpAQQhrXSy+9hKVLl+Krr76Ch4fzfal2tDZKP5P7ahdmD/aMEIe56+nv//XYDWgYgwzGBTWDbv/tSW0NnmPQg66prgRPXy/Cnou5AIBlf55Dt1a6BZHHdA/H/05mQ8MY5IKAd8d1ht/Nk9hevS86AKzddxmdWjbD8C4tjXKr3aPuaIbXj7KKzG/7FejjgaJyXdFqaah/Q68TWLuQFR7ogzdHdca7/9ONptAX25bm8ftWf9T0xTkA7J0XbzKlQL+FX+3c8y2s6A7UjOFgYEZD3Osa3m5OsJ9n3Q+qVmowhcPXji3deCFpD7rekiVL0LVrV0ydOhX/+Mc/7IqjL7jrQz/URP/FdsCAAVi8eDGysrLEIfdbtmyBl5cX4uLi6vUajWVCn2hUqDVI/O8Z3BkZSAvEEeJmFi1ahM8++wxPPvkk1q9fL94/cOBAvPPOOw7MjBBCmsahQ4ewbds2bNmyBbGxsfDzMy44N27c6KDMnEN4oA9aBnghu1j3PVgAw+IHuyK+c0tczi2Dr6cMD32y3+g5MgAbpw9A96ggzB7REZdzy5BXqsKMH4y3u9MyoMigDtMX6BoNg6b6+/cfp2qmjzLoCnYAiGsdjIRRnY0WOvth00m8/+d5o8e/sfE0ekYHGb2uQuIedClZGuUa6KMQC/Tnh7TB57ubfm2FB3u2Egt0w2Lb3Dx+Xw/TYtnSqvI9opvjWGah0f2nrhWj0EqRrlefHnRD9ox+KK0e3u7pIYNCztdFHltI2oNu6IknnkC7du3w0EMPSfUSRlJSUpCSkoLBgwcjKCgI6enpePvtt9GuXTsMGDAAADB8+HB06dIFkydPxv/93/8hPz8fs2fPxtSpUx26grsl+kbpeqH5K3KEENd1/vx5DBkyxOT+gIAAFBYWNn1ChBDSxJo3b45HHnnE0Wk4LbVGi/xS3SJiHz4Wi+JLx/BYXCQUCgXCA32w/1Ku6cLEAMoqdePd9YuRZRWVmwyRlglAoEEHZk0Pes0icbXrJ8PbtRc6y6kQTHLRMIYbhcZbDdce8s4Tpb/paNvoYB9xYTsAaOZdxyjAJji8uhbX87FSDWYVlSMjtxRtlH4ID/SBp4dpsctgfrh/bfbOQW8I/R7o/k44vB2QsEDXak0nswwYMAAnTpzAuXPnpHoZkY+PDzZu3IjExESUlpYiPDwc999/P9avXy8OT5fL5fjf//6H6dOnY9CgQfDx8cGkSZPwwQcfSJ6PFGKqhybllqhwu0Jd94eaEOIywsPDkZaWZjSFBwD27t2Ltm3bmn8SIYS4kDVr1jg6Bad2Ja8UlRotfD3lGNWtJf68Zvxzc3OTay8EBtTsvz1v4ymx13LRuC64cq5mZXD90HONlkFTPde39vBnayu5h3ozs7nUHqbPc++n/ty0DPDGE/2j8cGWCwjx90JRueN3n7FnALmvhWrQcLs4maCbfqsxU+8JAELNXKyordzGxeQsseeYSsUF4pxveDugG9kimaqqKmzduhWff/45bt++DUC3intjDCePjY3F9u3bkZeXh4qKCmRkZODTTz9Fq1atjB4XHR2NzZs3o6ysDHl5eVi1apXZ+eU8CPBWIKR6fsWVPFq5mhB3Mm3aNMycOROHDh2CIAi4ceMGvv/+e8yePRvTp093dHqEENJkcnJysHfvXuzbtw85OTl1P4EAAM5nlwAA2oc1g8xMz7O+8JZXT0s1txCY3oQ+0fjXxB4AgJgQX6O9owUINUPcWc0Q94d6tRI7hAVAnINuTnMvXdFfO5fIIOOLBVIvEtcY5DIBHVvyNzLXVr5matisonKj7eL0+6IXlekKX8O3V1zrIDT3rXt+eEOHuNujjHrQda5cuYL7778fmZmZUKlUGDZsGJo1a4Zly5ahoqICn332mVQv5dLaKP2QV1qJv/7ORoi/Z4P2fCSEOI85c+agqKgI8fHxqKiowJAhQ+Dl5YXZs2djxowZjk6PEEIaXWlpKV566SX8+9//FkdmyuVyPPnkk1i1alWDt7p1dUeu5AMAooLMz40GdIW3pcXCausSriuw80pM5xd7GM5Br67i+rcNgVwQ8HPqNUwZGIObtytwqnoeujmPxUWK8+P1udSeMivnbJE4Yxb6dB24zVp9Fl/zMTMH3dxWbRrGkFeqG8r+5ZO9seXMTWw4fBVtQ00XJ9QzXMuuKYe46/dAd/se9JkzZ6J3794oKCiAj0/Nh/2hhx7Ctm3bpHoZl6f/LKzanoZB72/HhsOZAHRXsvZfykVWUbnlJxNCnNrixYuRm5uLlJQUHDx4EDk5OXj33XcdnRYhhDSJV199Fbt27cLvv/+OwsJCFBYW4rfffsOuXbvw2muvOTo9rm04nIk1+y4DAP53Mhs/p16z+NjwQB8MaBdSZyeQfuuz26oqseDRMzcHXS4I4pZWhltbWds5r3YugiAY7X2u4GwOumBm0rjh8Um5jVtTMTfEXT8dwpBcEMTV0du3aIboYDsumDHjHvTGPk/6PdCdcYs1QMIedP1QJE9P4yEOrVu3xvXr1y08ixjKKirH0SsF4m0tAxJ+OYXCcjWW/nHOaA7Iwz3CHZgpIaSx+Pr6onfv3iguLsbWrVvRsWNHdO7c2dFpEUJIo/vll1/wn//8B/fcc49436hRo+Dj44Px48fj008/dVxynDFcvCunWIV5v9TMD9dvi5bYs2Gv4e/lAX8vD5SoqnCz2HgRMHGIu5ZBW12gSzUcXS4TxKLfGYa4A3as9VZdmNYeKeBI5gp0/XSIuQbvq4XjumL+r6cBAM397F8nK/d23QvJSUV/IcHP080LdK1WC43GdOjCtWvX0KxZ3ft5E91wktofVy2AJUk1i+zp54AMaBMEQojrGD9+PIYMGYIZM2agvLwcffr0QUZGBhhjWL9+Pa1sTAhxeWVlZQgLCzO5v0WLFigro7V59AwX7wJgsm85oPu+mFPR8OI2LMALJTlVuFlsvMOQh8E+6FX66QgS9XZ7yAToSzmeF4njRUNLfR8zo8AZY5jQJ1os0PvEBOG+zi0w/1fd76eZnT3T57KKsetirni7qFyNFgH1WxPM2ogMvdLq4fS+Xm4+xH3YsGH46KOPxNuCIKCkpASJiYkYNWqUVC/j0too/Wy6AqdhDJn59IeKEFeye/du3HXXXQCATZs2QavVorCwECtXrsSiRYscnB0hhDS+AQMGIDExERUVNcVgeXk5Fi5cKG6h6+5qL94F6DpzapMJupXSG0o/zN1SD7qWQZyDLq9VOdW3k9iw0Od5mzVLx2fPYTfW0dlz7uUywK+OudpeHnIUVG/h19zXE4ItVbKB3QbFOQDcuq1ChZ2Lxtkz6qCsugfdWReJk6xA//DDD7Fr1y506dIFFRUVmDRpEmJiYnD9+nUsXbpUqpdxaeGBPph6V5s6HycTYN+8D0II94qKihAcHAwA+PPPP/HII4/A19cXDzzwAC5evOjg7AghpPF99NFH2L9/PyIjI3Hfffdh6NChiIqKwr59+/Cvf/3L0elxwdziXQDw/F1tjVZEXzSuC5pLsGlRywDd3HDTHvSaEqKyynoPur1FqOE+4h4cLxJnrlzkZ+C6jq11dIBP3UPWC8p0iwUG+do/vN3cealQm7u0JI2S6lXcfd19iHtERASOHz+OH3/8EUePHoVWq8Wzzz6Lxx9/3GjROGLd04Pb4Ku9GWYbX71nBrVBeKA3jjVdWoSQRhYVFYUDBw4gODgYf/75J9avXw8AKCgogLe35RV5CSHEVcTGxuLixYv47rvvcO7cOTDGMHHiRPouacDSXuZPD47B04NjxBXRlb4eSEo62eDXaxmoq/Jv3lbBcK1uw7pZVV2gG84Xr89q4nqGhb6CtznoZtIRBNsLYV4Fensgy/KC+wAMCnS/urdU09P3tAswLdK9FY1z8YUxVrNInLuv4g4APj4+eOaZZ/Dxxx/jk08+wXPPPUcNqp30izJY+8UM6RDaZPkQQprGrFmz8PjjjyMyMhIRERHiIkm7d+9GbGysXbF2796NMWPGICIiAoIg4NdffzX6+YIFC9CpUyf4+fkhKCgIQ4cOxaFDh4weo1Kp8NJLL0GpVMLPzw9jx47FtWuWVwUmhJCGWrJkCX788UdMnToVy5cvx4oVK/Dcc8/hxx9/pNGY1aztZW7r6uz2aBmgu0B8Nus2StQ19xv2bOsLdJkgSFKoejTiEPeGXDiw+TUcuABcfV+6WR096IIAFJTp3gD16UG/q73S6HaLZl7w8pC2eDZ87+l3HXD7VdwB4Pr169i3bx9u3bol7l+p9/LLL0v5Ui5Nv0flmr2X8eWedJOmZF9aLmKCqUeNEFcyffp09O3bF1evXsWwYcMgq/7y07ZtW7vnoJeWlqJ79+54+umnzS4u16FDB3z88cdo27YtysvL8eGHH2L48OFIS0tDaKjuAuCsWbPw+++/Y/369QgJCcFrr72G0aNHIzU1FXK5c16RJoTw7fPPP8cPP/xgcn/Xrl0xceJEzJ071wFZ8ceevcwb6uLNEgBAamYhjhp0HxkWzvoh7lINRzfuQZcmZpP1cNtYIfM2FD7Qu+6SsLBUP8Td9h50vU7hAdBoGfZdygNg25D62uw5Z/o91/2cdJE4yQr0NWvW4IUXXoCnpydCQkKMFg8QBIEKdDuFB/rgjQc64+nBMUi9XABBAL7dfxkplwvw+e50fLknHePbCKDl9whxHb1790bv3r2N7nvggQfsjjNy5EiMHDnS4s8nTZpkdHvFihX4+uuvcfLkSdx3330oKirC119/jXXr1mHo0KEAgO+++w5RUVHYunUrRowYYXdOhBBSl+zsbISHm24jGxoaiqysLAdkxC99j3ljyioqx7pDV8TbrHp8t1qjNerlVlXpiqHavd317c01jO3hJIvEOWqIu1QjAvKrh6/rrT98Ff/oG232Mc3rUaADgLeigcVy9aHacqpLqQdd5+2338bbb7+NhIQEseeHNFx4oA9Gd/dBVlE5ZvxQM+tcy4AN6TJML6pAtNL+q1CEEMd79dVXbX7sihUrGiWHyspKfPHFFwgMDET37t0BAKmpqVCr1Rg+fLj4uIiICHTr1g379++nAp0Q0ij0C8K1aWO8YO6+ffsQERHhoKzcV0Zuqdkiu7JKC5lMN5ydsZoh7oYFutHz7KxeDeN40DZrZtV1Ru0p3AtVwLFM4wno8zedwj0djafUZhXqFgr0cIJfSWG57mKCqhEXomtMkhXoZWVlmDhxIhXnjcTcHukMAjLzyxCtpH3mCXFGx47ZttSjvduZ2GLz5s2YOHEiysrKEB4ejuTkZCiVujli2dnZ8PT0RFBQkNFzwsLCkJ2dbTaeSqWCSlWzDU9xcTEAQK1WQ61Wm32OLfTPbUgMZ4nHc25Sx+M5N97j2RpLqtyb0nPPPYdZs2ZBrVbj3nvvBQBs27YNc+bMwWuvvebg7NxPG6WfWIQb8qyu0DxkAtQaZrSKuyDBxmGGQ+X57kE3XwTbtc1aI3e92xI9p0IwyVnDgMu5NVs6ZxdV4OIt3XSH1TsuIaoeu0k11bD+XRdycD5bl+vs/5xAlVaLCX2i63gWXyQr0J999ln8/PPPmDdvnlQhiQFzq3YKYLTdGiFObMeOHQ577fj4eBw/fhy5ubn48ssvMX78eBw6dAgtWrSw+BzGmMUvE0uWLMHChQtN7t+yZQt8fRveTiUnJzc4hrPE4zk3qePxnBvv8eqKVVZWZvXnPJozZw7y8/Mxffp0VFbqesC8vb0xd+5cJCQkODg79xMe6IOX7r0DK7elAdB972QQxAJdJujW5hZXcZeomDbuQZd4kbgGVonm/gQaXpTgbW65LUK9mZmdAYAYZc3fbn1xDuiO8Y2NpzF1SN1bQzvi8sra/ZfF/2ZMl+uQDqFQ+jrPcHfJMl2yZAlGjx6NP//8E7GxsVAojIddN9bwTHehX7Vz3i+nxA//mGgtwgNpsThCiP38/Pxwxx134I477kD//v3Rvn17fP3110hISEDLli1RWVmJgoICo170W7duYeDAgWbjJSQkGA3ZLy4uRlRUFIYPH46AgIB656lWq5GcnIxhw4aZ/F1xtXg85yZ1PJ5z4z2erbH0o1iciSAIWLp0Kd566y2cPXsWPj4+aN++Pby8JNjQm9TLiK4tsXJbGpr7KDAqogI/XKqZR+whE6AyeKxUK64bFuVSLRJniVQFtRQjB6RQn+Np7gUsGtcF8387Ixbpix6KtbrGgYYxcVV3m/KqdWWkMVe6rx1awxgu55ZBGV3/7yJNTbIC/b333sNff/2Fjh07AoDJInGk4Sb0icbZrGKs3a9bsOP3TBn6p17DpP51X8EihPAtPj7ealu5ffv2Rn19xpg4RD0uLg4KhQLJyckYP348ACArKwunT5/GsmXLzD7fy8vL7JdohUIhSYEjVRxniMdzblLH4zk33uPVFUvKvJuav78/+vTp4+g0iAFPDxn8a72lahfkJovE1bP8lTfiNmu8cOBObGY9FheJXq1DcP+/9gAAJvSOsvp4uSDUa7s1KdRVV9aeliEXBKPRAM5AsgJ9xYoV+OabbzBlyhSpQpJasorK8e8Dxqtpzv/tDOI7t2z0lTwJIY2rR48eRrfVajWOHz+O06dP46mnnrIrVklJCdLS0sTbGRkZOH78OIKDgxESEoLFixdj7NixCA8PR15eHj755BNcu3YNjz32GAAgMDAQzz77LF577TWEhIQgODgYs2fPRmxsrLiqOyGEEPdWewE3wyHuRmvE2RvXcJs1jgt0SzU2F8V3PXIIC6gZlVv76e1b+IvD3GUC8N7D3ZBbUommZOsFnykDY7Bm32UANbmGB/o41bockhXoXl5eGDRokFThiBkZuaVG80MA3XyRy7llVKAT4uQ+/PBDs/cvWLAAJSUlZn9myZEjRxAfHy/e1g89f+qpp/DZZ5/h3Llz+Pbbb5Gbm4uQkBD06dMHe/bsQdeuXY3y8fDwwPjx41FeXo777rsPa9eupT3QCSGEADDt3dav7C5l3KZZxV26ipqL4rwRtAz0RmWVBlfyy/HxP3pi1J0RWL0jre4nGmjMYe2G7u4Qiv+kXsPtiip8/1x/DGgX0iSvKyXJCvSZM2di1apVWLlypVQhSS3mFoqT1VrEgRDiWp544gn07dsXH3zwgc3Pueeee6z+Idy4cWOdMby9vbFq1SqsWrXK5tclhBDiPuS1qnGpFokzXMW9KYe423txgTVkmEDDnmZ7fDsOqq6H6i+WhPjbsSaElZi21Ov1rell1QcT2sw516+QrEBPSUnB9u3bsXnzZnTt2tVk7pMtXwiJdeJCcRtPVb9hGRaN60q954S4sAMHDsDbmxaDJIQQwpc656DXs7gyjKOQeBX3hjKXTe3Ctr5z7wnRk6xAb968OR5++GGpwhELJvSJRniAD55ckwJvGfBor1aOTokQIoHa7SdjDFlZWThy5AjeeustB2VFCCGEmFd7CzTJVnE3HOIua4oh7s7NGYbV187RCVJ2KMkK9DVr1kgVitShb9tgCAJQoRWQV1qJcE9PR6dECGmggIAAo6FoMpkMHTt2xDvvvIPhw4c7MDNCCCHuzty0KWs96IYPt3foOM896IbM9ZQ7uvdcqmJd9/vma0cu/bE5PpPG5zw7thORt0KOyOY+uFpQjks5pQgP8nd0SoSQBlq7dq2jUyCEEEKMmNvfW39P7TnnHjKZJMWTYc+83El60O097sYu46WO31QLvFnPwdEZNJ0GFei9evXCtm3bEBQUhJ49e1q9unL06NGGvBSppV2oH64WlCP57C20CwugeeiEOKmysjK8/vrr+PXXX6FWqzF06FCsXLkSSqXS0akRQgghFslqfe+vvWicFHFrD6PnioWCkadCkqezx9Fp4V6DCvRx48bBy0u3Ot6DDz4oRT7ERlVaLQDg2wOZWHcwE0sejsWEPtEOzooQYq/ExESsXbsWjz/+OLy9vfHjjz/in//8J37++WdHp0YIIYRYZDIHvdbt+hZkHhwPcTfXGWlPho4eAm+NudESjRmT53PhaA0q0BMTE/HMM8/gX//6FxITE6XKidQhq6gc+9LyxdtaBryx8TSGdAilnnRCnMzGjRvx9ddfY+LEiQB026oNGjQIGo2G9hwnhBDCrdrDzw0La8Piy97CT260zZpzDHHXs7f3vKGDDnjqrSfSafC7/ttvv0V5ebkUuRAbZeSWmlxz0jCGy7llDsmHEFJ/V69exV133SXe7tu3Lzw8PHDjxg0HZkUIIYRYV3sOulwmNLjgrB1X0YT7oNvLaBv0Jl5EjYM12+xich2hARcWnO3Y66PBBToPiwa4mzZKP9Rur+SCgBilr2MSIoTUm0ajgWetnRg8PDxQVVXloIwIIcQ1fPLJJ2jTpg28vb0RFxeHPXv2WH386tWr0blzZ/j4+KBjx47497//bfKYjz76CB07doSPjw+ioqLwyiuvoKKiQvz5ggULIAiC0b+WLVtKfmw8MFnFXaLKyXCovIfcuXrQAUf3akvz4s5c3Tlz7nqSrOLu6KX3VSoV+vXrhxMnTuDYsWPo0aOH+LPMzEy8+OKL2L59O3x8fDBp0iR88MEHJl+InUl4oA8WjeuCN379G/qBQ+893I2GtxPihBhjmDJlirieBwBUVFTghRdegJ+fn3jfxo0bHZEeIYQ4pQ0bNmDWrFn45JNPMGjQIHz++ecYOXIkzpw5g+ho0zV7Pv30UyQkJODLL79Enz59kJKSgqlTpyIoKAhjxowBAHz//feYN28evvnmGwwcOBAXLlzAlClTAAAffvihGKtr167YunWreNtVpysZFuSCAMgaYx90ieagN1WlYmtx3tgdnFKHb4xaz96pD3UdUmPMoXcUSQr0Dh061PmLy8/Pt/rzhpgzZw4iIiJw4sQJo/s1Gg0eeOABhIaGYu/evcjLy8NTTz0FxhhWrVrVaPk0hcfiIrH7yCn8eU2OTi2bYUiHUEenRAiph6eeesrkvieeeMIBmRBCiOtYsWIFnn32WTz33HMAdD3ff/31Fz799FMsWbLE5PHr1q3DtGnTMGHCBABA27ZtcfDgQSxdulQs0A8cOIBBgwZh0qRJAICYmBj84x//QEpKilEsDw8Pl+01N2RYPNce7g7Uv0g07Jk3F5cXRnu92/AYR+BpOLijz4UzkaRAX7hwIQIDA6UIZbc//vgDW7ZswS+//II//vjD6GdbtmzBmTNncPXqVURERAAAli9fjilTpmDx4sUICAhwRMqSO5t9G4Pe304ruRPihNasWePoFAghxKVUVlYiNTUV8+bNM7p/+PDh2L9/v9nnqFQqeHt7G93n4+ODlJQUqNVqKBQKDB48GN999x1SUlLQt29fpKenIykpyeRC68WLFxEREQEvLy/069cP7733Htq2bWvxdVUqlXi7uLgYAKBWq6FWq+0+dj39cxsSA4A43cqwtmKMQa1WG82TlQkC1Go1tNW7DGk0WjCm+2+tVmOUR125yQwXmGPaOo/BnmOtPX1Mq9FAq2XVOWuMzru5eFXqmudXaUz/mzFm1DuuqT4fNblWQa0WxMfoX9NW+scyg5wNF+TTanW/G3WV6fm2Fk/3nFr3a2t+w0yrFQvsKk2V7net0YivWVX93/rfeU2e+vdAzftB9zgGrcFtcznWvk9j8Lsz93jxnFZVQf+OraqqMvl92vp+ciRJCvSJEyeiRYsWUoSyy82bNzF16lT8+uuv8PU1nX994MABdOvWTSzOAWDEiBFQqVRITU1FfHx8U6YrqayiCvx1reaDQyu5E0IIIYQAubm50Gg0CAsLM7o/LCwM2dnZZp8zYsQIfPXVV3jwwQfRq1cvpKam4ptvvoFarUZubi7Cw8MxceJE5OTkYPDgwWCMoaqqCv/85z+NLgT069cP//73v9GhQwfcvHkTixYtwsCBA/H3338jJCTE5HWXLFmChQsXmty/ZcsWs99t7ZWcnNyg518vBQAPVBpcRCgsLEJSUhLycmUQl7PSapCUlISMy7r70tPTcascAGQ4deoUmt06aXNul6/UxD186CDyztqWq7VjrayUAxCwd+9eGJY/F9PScKtUl+fJk6fgd7MmT3PxVBqIz085lAJAjtLSUhxOOQxAjuLiYpRXAfo+9QsXzgOomeKQnJwMPwWQm6M7xhMnTsDzxnHbDtBAfkE+ABmOHTuGigqZ+Hq3bt1EUlISClW6PLVaLZKSkuqMl5ycjLKqmmP7848/oZv+r7udk5OD0koBgICDBw8i9wxw/roAQI6rV6/CpzgTgBx5eXlAWM25u1T9u8zIyEBO9fsBAEpLS5GnLhFv25LjkdRUAHKLx1RUpPsdHz58BOpK3TnZvXsXztcqi+r6TJSVOX7R7QYX6I6af66ft/nCCy+gd+/euHz5ssljsrOzTRrnoKAgeHp6Wmyggca5minVlUy9SzeLwWoNqNEwhks3i6H0tf/XKnV+UsbjOTep4/Gcm6Pi8XAlkxBCiPOp/R2VMWbxe+tbb72F7Oxs9O/fH4wxhIWFYcqUKVi2bJk4h3znzp1YvHgxPvnkE/Tr1w9paWmYOXMmwsPD8dZbbwEARo4cKcaMjY3FgAED0K5dO3z77bd49dVXTV43ISHB6P7i4mJERUVh+PDhDRrpqVarkZycjGHDhkGhUNQ7ztms21h28gAUnl5g0O3a1Lx5IEaN6o/NhcdxuuAWAMDLU4FRo0bg5J/ngawraNu2LYTcUpwuyEFsbCxG9Y60ObdzWy9i240MAMDgQQPRI6p5g491wYkdKK1SY9Cgwfjg1EHx/vZ33AF11m2gIAd33hmLUXGRVuOVqqowJ2U7AKBP377A2VT4+fmhT99O+PTsUTQLCAArV6OgUrdwYIcOHZF0NU18/rBhw9DcV4Gfc1KBojz06N4do3pEwFb63IKDgoHiQvTs2RN/3jyPokpd3dKiRRhGjeqJ7OIKJB7dDZlMhlGjRth07sqrgITDOwAA94+8Hwq5DDMPbAEAhIaGorKwHCgvQ//+/dE3JhiZu9KxOTMNkVGR6N42BOvSTlVfhMoRz92ZLRex9UYGYmJioM0txdnCPACAr58fQgK8kFZcAAAYNWqU2dz+2lJTTMfFxeGr88ctHtOXVw7iamkx+vTpjfVXTgHlVRgy5G60C/UzOVZrnwl93edIDS7QpV7kYMGCBWavJBo6fPgw9u/fj+LiYiQkJFh9rLmG2FoDDTTu1cyGXsnUK1QBAuRGRboAhkvHbb/SaI5U+TVGPJ5zkzoez7k1dTwermQSQghxHkqlEnK53KQz5tatWyYdN3o+Pj745ptv8Pnnn+PmzZsIDw/HF198gWbNmkGpVALQFfGTJ08W57XHxsaitLQUzz//PN58803IzOzZ7efnh9jYWFy8eNHs63p5eRktEqqnUCgaVFhLFUeh0JUKhl+bBZkMCoUCnh41PcNymQCFQiFezJDLZBAE3fmQy+Vmc7CUm6dHTXni4+Vpc/62HKuHh3HpI5PLxcXtaudpLp5CazA/vvr4BUGAwsND/G/DGqP2Pu4KhQcUCoX4GLmH+XNTF8EgZ8PF0WTVvweFh8boOOqiUCigNvgde3gooPCoyV2QycQ3gYdcdwzy6uOXCTJ4yPXnQibGUygUkFWvwi+TycWf6R5nfJ5syVH/3hIgmH18zTn1gH5Egf581z5Wa68nxeeuoRpcoGtrza1oqBkzZmDixIlWHxMTE4NFixbh4MGDJo1a79698fjjj+Pbb79Fy5YtcejQIaOfFxQUQK1WW2yggca5minVlUzDeGcLt2JDhlycE7L4wa54LC7S+hObMD+p4vGcm9TxeM7NUfF4uJJJCCHEeXh6eiIuLg7Jycl46KGHxPuTk5Mxbtw4q89VKBSIjNR9l1q/fj1Gjx4tFt5lZWUmRbhcLjeZd2xIpVLh7NmzuOuuuxpySFwyXLW9diGqU79OvMZYxb0pOXILav1LM4k3G5Pit9DQjNxpjTlJ5qBLSalUilcqrVm5ciUWLVok3r5x4wZGjBiBDRs2oF+/fgCAAQMGYPHixcjKykJ4eDgAXS+4l5cX4uLiLMZuzKuZUl0RBYABYQwP3dcHE748DIVMwGN9WkPRwP0ipcxP6ng85yZ1PJ5za+p4PFzJJIQQ4lxeffVVTJ48Gb1798aAAQPwxRdfIDMzEy+88AIAXWfM9evXxb3OL1y4gJSUFPTr1w8FBQVYsWIFTp8+jW+//VaMOWbMGKxYsQI9e/YUh7i/9dZbGDt2rNi7N3v2bIwZMwbR0dG4desWFi1ahOLiYrM7djg7DyurrRsWU/YWd0b7oJst/PngDKuSN9XWY5YuCDjf5RU+cFeg26r2Hpb+/v4AgHbt2olXPocPH44uXbpg8uTJ+L//+z/k5+dj9uzZmDp1qsus4N4zqjkCvD1QXFGF/xy5hns60SJxhBBCCHFvEyZMQF5eHt555x1kZWWhW7duSEpKQuvWrQEAWVlZyMzMFB+v0WiwfPlynD9/HgqFAvHx8di/fz9iYmLEx8yfPx+CIGD+/Pm4fv06QkNDMWbMGCxevFh8zLVr1/CPf/wDubm5CA0NRf/+/XHw4EHxdV2J3KgHXfffUhRk1gp/RzM3Q9bwLkf2nvPAnqXJ3PxUWeW0Bbot5HI5/ve//2H69OkYNGgQfHx8MGnSJHzwwQeOTk0ygiAgtJkXiiuqkLDpFGQCaLs1QgghhLi96dOnY/r06WZ/tnbtWqPbnTt3xrFjx6zG8/DwQGJiIhITEy0+Zv369Xbn6aw8zBToUjAcLs/zEHfjUQKOy1Oq4ew87ZlulbPk2QAuU6DHxMSYvWoVHR2NzZs3OyCjppFVVIH0nFLxNm23RgghhBBCGpu8jp7u+vaQGsZq6NRNR6COYVO1LyI09kgDZx/J4HzvemLkSl6ZSUOgYQyXc2nla0IIIYQQ0jgMC3RZ7TnoBgWSvT2z5obOu6rG6nlvaH1qrVfecVtsO+RlHYIKdCfXOsQXtdsuuSAgRml5O7isonLsv5SLrKLyRs6OEEIIIYS4IrM96BLUbkY96FwvEuf4irF2Bo7PyDIezpez4PddT2wSHuiNJQ/HirdlAvDew90sDm/fcDgTg97fjklfHsKg97djw+FMs48jhBBCCCHEksabg87vNmtme7wF41ECttShDa1VbT4rEp2++naaO828ds5Qge4CJvSJxkM9IwAAd7VXYkiHULOPyyoqR8LGU9BWNwr6+erUk04IIYQQQixhDCbds4aLuUlZoBsW5bwV6IaoP5g0FirQXYSvp269v10XcjFwyXa8978zOHG1wGgoe0ZuqVic69F8dUIIIYQQYo61bcXq6kGvbwFrtIo7x0PcXY21SyE8jU7n95KNdFxmFXd3llVUjh9TaoaqMwBf7MnAF3syAEDcem1Ih1DIBBgV6fr56llFFbhYJCCrqALRSkUTHwEhhBBCCHEmMiuruBsWdPYuhKaPJQjOt0hcXYUsT4VuU6p93PU7De5z8uiylAsw1zNuSD+UHQBevq+9eL8A3Xz13RdycM/y3fj4jBz3LN9N89IJcXK7d+/GmDFjEBERAUEQ8Ouvv4o/U6vVmDt3LmJjY+Hn54eIiAg8+eSTuHHjhlEMlUqFl156CUqlEn5+fhg7diyuXbvWxEdCCCGEV4ZFuay6q12KVcn1RTnPC8TVZnjUUu1L3hANzYDHCwk85tRYnOedTyxqo/QzWcm9Ng1jSL1cgHah/uJ9Y3uEY0iHUJqXTgDQ6v6upLS0FN27d8fHH39s8rOysjIcPXoUb731Fo4ePYqNGzfiwoULGDt2rNHjZs2ahU2bNmH9+vXYu3cvSkpKMHr0aGg0mqY6DEIIIRxrrMXc9IU/973nEhSMjb2IGudnsHG4QCFPQ9xdQHigD5Y8HIuEX05Ba+VxL68/hviOLcTbtys0VuelW1oJnriOrKJyZOSW4tT1Iiz94xy0rGZKxIQ+0Y5Oj9TTyJEjMXLkSLM/CwwMRHJystF9q1atQt++fZGZmYno6GgUFRXh66+/xrp16zB06FAAwHfffYeoqChs3boVI0aMaPRjIIQQwjfjOejS9fnpC/PGWCCuob3b1ubk2xO/sXrZG2srs3qv4t6ElwhcacV4KtBdxIQ+0RjSIRRr9l7GF3vSzT5Gy4Bt526Jt28WV6CN0s/kcTIAvp40uMLVbTicaTR6Qk8/imJIh1C6SOMmioqKIAgCmjdvDgBITU2FWq3G8OHDxcdERESgW7du2L9/v9kCXaVSQaVSibeLi4sB6IbUq9Xqeuemf25DYjhLPJ5zkzoez7nxHs/WWFLlToglhj3ctWtphvoXi4YLw2UVlUvyXURohOrNqMh2oeKQd65UiFtCBboLCQ/0wRsPdMb5m8XYdSG3zsffLFYhM890BXctgAdX78fUu9rg6cFtqEiTiL63uo3Sz+HntPaWe7XRKAr3UVFRgXnz5mHSpEkICAgAAGRnZ8PT0xNBQUFGjw0LC0N2drbZOEuWLMHChQtN7t+yZQt8fX0bnGftXn9XjsdzblLH4zk33uPVFausjHZoIY1LbqYH3WzxZGdBtftCDgDgdkUVBr2/XdJRfU0xj9lZ50o3xkUMa5z0NDUJKtBdTFZROfZcrLs4B4DcEhUmfnHQ7M/0K8F/tTeDhjubYVhsK33r/hgZ9lbzMIS8roUF9av7NwZ7zx1pPGq1GhMnToRWq8Unn3xS5+MZYxb/gCckJODVV18VbxcXFyMqKgrDhw8XC//65picnIxhw4ZBoWj4DhM8x+M5N6nj8Zwb7/FsjaUfxUJIY/Gwsop7fWUVlePLvTUjQRt9VJ+zVtOOIOGpotNuHX07djF1FV611fVQGu5sqnaxvWhcF5hOFKhRu7e6rnNaqAIOpucjwNcTpZUaSXrcs4oqcK2oSIzVRukHAeZ//zJBt7q/pdfU53dHywC787L33JHGo1arMX78eGRkZGD79u1GRXTLli1RWVmJgoICo170W7duYeDAgWbjeXl5wcvLy+R+hUIhSYEjVRxniMdzblLH4zk33uPVFUvKvAkxx3DeuVQLumXklpoUb409qk/KYpGXwrOx5qI3RENTqs/TnXU0PBXoLka/ors9RXpd9CvAB/vzMTzbkcwV2/N/O4PEnpafY89CfD+nXsOCo3Kwo0fE+xra437gpoBXlu826b3v2yYYhzLyTR6fOKaLxdcyzM9SXpaG8tfn3JHGoS/OL168iB07diAkJMTo53FxcVAoFEhOTsb48eMBAFlZWTh9+jSWLVvmiJQJIYRwxniRONNSqD5fRc19j23MUX2G7F3QzNJe7zyVxo6er+3o13dWVKC7GP2K7m9sPA0NY5CheqGOBsQUALz04zEw8DE8u6mYKzTNFdtaBhzLExBfVIFopWmPRV1/bPSv4+cpx/zfzoDV+gPRkFEMWUUV2JAuE3//WgYk/HIKQzqEGq2Oapjf1Xzz26xlFZUb5WcuL2tD+S2du5wKar2lVlJSgrS0NPF2RkYGjh8/juDgYERERODRRx/F0aNHsXnzZmg0GnFeeXBwMDw9PREYGIhnn30Wr732GkJCQhAcHIzZs2cjNjZWXNWdEEKI+2Bm1h2XWxniXt/e0trfY+WCYHVUnyPpj7Gp525bygPg6+IAqT8q0F2QfkX3y7llyCtVYcYPxxoUz/DD7i5D3g0LTQEQF8yzNELh1yty/Hf5brMXL8IDfZA4pgsS/3sGgC6e/o9N7dex1LDWd3jXlbwy04IfwJq9l3E5t2YBIcPj2Ve9F3rt16prJEBdQ/nNnTuZAIR6058TqR05cgTx8fHibf3c8KeeegoLFizAf//7XwBAjx49jJ63Y8cO3HPPPQCADz/8EB4eHhg/fjzKy8tx3333Ye3atZDL5U1yDIQQQhzPXK+yvh41utBfXaBLsEac0ffYGKWvS37f5HAEulU8daU05dZtjkJ7abmo8EAfDGgXgrjWQag96kgGoFuE8aJN93dtAaG6PJQLAkZ0CbMYW1+UuarahaZ+wbxB72/H7gs5mDm0vdnn6QvSrKJyZBWVY/+lXJy4WoD9l3IRFVwzNOvOyEBM6BNt9nUskQsCfD1l2F9dPNuqdYiv2chf7U3H9ULzcc5m3cag97djw+FMo/v1BXbtvPQjAVKvFFgs4IGaq+KGFo3rguam05ZJA91zzz1gjJn8W7t2LWJiYsz+jDEmFucA4O3tjVWrViEvLw9lZWX4/fffERUV5biDIoQQwhWZYLkHvaH032OdrThv6rpbyrnmTV72OtlFiqZEPeguztxQoTn3d8SSP84ZPW7LmVt4pZsGvfr2R7uwAOSVVOKvMzfNxpQJMBme7Upz0y0ttKcvwN8e09niczWMYc3ey/hqb7pRDMNGr7BcbfV1dC1WzTMEAXiwZwQe+mS/SY9+7XNe+/fx52nzW2LVtUaBfih8p5bN0D1Kt0hYeKAPFo3rgjd+/VvMz3AkwLxfTpnEqT1vbEKfaCz4798oV2sR4O2Bx+IikZR00noyhBBCCOFOXXPQ3YnhKPem6B1v7GH1Uh9D7QsJphMmbIkhVTb8owLdDdQeKpSRW2ryGC0DKrUC+rUJhkKhwI5ztyzGmzuyk8nwbHNz0xuy2rc1Ul8UMJwDXlqpgZ+nHIJgviHQMIbUK4UWY8kAk+IcML5IeLO4Aowxi0O+GdM9fkh7JXZfzMXwzmHYdOy6SY/+l3syMG9kJ0y7ux0A4PPdl/B+0jlxrYC593fC+39egLlrotaG0+tpAYxbvR8JBq/xWFwk3v/f3yhWA7GtjEcC1I5nbjX4UlUVytVaAEBxRRWKqy9WEEIIIcS5WJuDDrh+QcXz4fF47k2KcjuvMdSnqHdWVKC7ifBAH6NCydpc4Kyicsz/9bTZOEG+Ckwb0s7sfOOEX07Bz8sDca2DsONsdp2rfdeHtYsC9SncP999Ce//cc6oIZMJQFx0EI5cKTB5vFwQcK2gZnh/RKA3bhRViLefHhSDr/ddtvqaFWotbquqEB7og1lD22NF8kXxZ68ObY8Pki/C00OGR+IisftiLtJzS8z2eDNANxKiuto2HBWhZcDSP85ZbMrsaeL0rzFtSDswxlBWpbu/tFL3H5ZGAoztHm7yO8+5rTK6fbXA9uH6hBBCCOGHuTnoeobFlKMXUZOSuUPh+egcPV+b53PDMyrQ3ZC5Ye/vjusMv5u6ocbW9lIvrqhChVpjfkVuADN+OCZ+GK2t9g3oCuojl/MhCALiWgfVWVRnFVVYXIRs94Ucq735+tfLyC1FZKBu0vNXezOw9K+LtV8GWqabTw0AbZV+SK8ecSCrHmr+y9Hr4mPzSiuNnhvga9u+s7eKVQjwVqBndJDR/cUVuh7lqCAfdAnXrROQnmM64sGQvtfc5DhsyqRGn5ggpF4uMPu8pX+cw9juEfCSMVQx3e+1sEyXq6U91S/nlZksNpdTQgU6IYQQ4goM90HX96C7UC1eJ3Pzv+2dE+5KFy8ag7mz6Q6njAp0N1V72LvS10OcC2x+WzDAx1OOEpUGKen5KKqotDhM2tx9+r3UR3ev2Y5r3i81w6IFAO8/Yr43XOmre5teySszuwhZ6uUCq6uHA8Y95TIBGB0l4PcDpsV57WOYdndbvLv5DEpUGqwY3wOv/nTc6HGqKuNy9sNkyzEN3SquwB0t/JFl0PsOAF/suQwAUMgEHL6cX32M1mNZ+rEAoJmPB4rLdT3dckFAi2ZeyCquMPv42FaBmP9AZ4xbvd/kZ1oGXM4tg9KvZgXvwrJKXC8ow9r9l83mcPxqEQa9v128WJJVVI69F3ONHnO1oAytrB8eIYQQQjgkN6iUDIt1d1R7/EBdGmsIemPFpQsJTYsKdDdmOOxdrVYb3W9uD8r/pF7D4csFeGpNSr1mgbz04zGczSpGp/BmmFtrQTEGYF71/ty1e8NfH94epUUC7vE03d5JLgiAmW3PDLf/+r+/zmH1jkviz7QM+G+mbX9IQpt5oX1YMxzLLLQ6ssBeF27exsA7lLhZZL5YPnezxOI0A3vcri7OV03sjt5tQvDKj8csFuhr9l1Gx5bNkDCyk8kigvrF3q7k3Bbv0zJg8NIdVt8L+oslhWWVWPrneZPzd/hyAfz86nVohBBCCHEgudEicQ5MhDgn95lSbjcq0IlZ5vag/DHlKoD6f54YgNU7L1n9+aptaVh/ONOoN1w3DF2O1WcOmTznvYe7Ia51kMn9+oLy812XjIrzGoJNC6U99+0R9KhexfzWbfOFbX1cvKUrdC0Vy4DlldZtyRsGj1EIDCO6tEBeuQaHLpvOqzd8/BsbT2PvvHhAgNHc/AVjuyI80AdHL+eZfQ1rNIzh/T/Om33sjvO52Ak5FNHXMKl/GxuiEUIIIYQHhnPQa/eg6xe8Jc7DaCV6iX97taPVp6ffnuc4+3uPrncRiwz3oMwqKsfxq4WN/po/pmRaLEzN3R3g7YGUjHzjhUqqVw8HdEWmpWi9WzeveQ6AezooTR6lZcCxzILq3K5aydw0O2s7jtyuqML+S7m4XD2/3dxDzd0nE3RTAT6e1NNKLsYCPXVDkzJyS+tssPQjD6YNaYd9c+Oh9PcEAAT76f4/t6TS2tPNksF6Q8kgYP5vZ+za350QQgghjmVuFXdzi5K56uBoS9M8eVxBXUr1He3u6udFSlSgE5uY25qtMdj72f3n98cwc/1xVBlM1J4Rfwcm9ImuoyAVcLh6u7QJfaKwL+Fesz3xlnKSAWjuU7MgXNtmxo/qGhGAffPuxY9T+yNhVCdxnpa+UfvviSxM+vIQ9l/S9Ug/Fhdp9rX1f/tkAJ4f0gb75t2LCX2iEdc6yOwFAHP3hfroctOvLWCN4b7lEc198WhcFADg2/0ZyCoqN1kUz9zrP9KrldHrzB3ZyfqLomaOOyGEEEL4Y664csd90A0vQOjPiSDwO0dbqrTsXfxO8gTcDBXoxCa2FHdP9Gv4NmpSSM8tAaDL2RbdIwMBAB9utW2BN0C3QrqvV82c+LbNgBfvqRmiHRcdJI5AmDakHfbOi8ePU/tjaKcWZuO1DfU3uY8BWDmxJ36c2h/7Eu7FG6O6iGsG6NcJqO2hnq1Mfk/BukXrxefoLxbIBQGP9GpldLv2vuWe1SMTUi4XYND725GSkW82fwE1FxCWj++B32YMqjk2pT9aNPMy+zw9mQDxwgAhhBBC+GBtWzGZ4H4FekNRJ3LDucM7jeagE5vUXjiuNrkgYFiXMHx3KFO87/mOGjwxJh5/nLmFpX+cMzt0vWZLNumcvXFbzDnYzxP51b2+luZuy2WCxQXgLD1HJgAhfl64UaibQ+6nYACraTLWHbyCrq0CxFXp9UVv8tlbZnMWYLo3vVwQEBdjefu5IR1CIQjGV7V/PXYDm6YPRMLG0ziTVQwA2HdTwM+pujne5tYWmD2io9Ftvayicny8I028rWXAwQzTOey+Chm2zb7H6LmxrZpD6e+J3JJKTF13xPwxV+cugGHRuK42711PCCGEEMcznF7o4SQFeqMXyDa+gH6Ot9RnjS4ASD9/3hGcugc9JiYGgiAY/Zs3b57RYzIzMzFmzBj4+flBqVTi5ZdfRmWl/fNoiW7hOH1PsOGwbX3P67Vae1oXq4HwQG/dfObq4d4z4tuJPbxyQcD7j8RilR3zqYG6G7PM/DJcLyhDiapKLM6/mByHX18caHYUQN+YELMjBGQAvnoqzuxz5o7shFCDXmEZgE93p4u39QuuGc6rtjZNYOlf54x6v/Xz6K0VrRm5pSZDzjSM4Wp+Oc5mFxvcazzH23BtAXO3DeNbWg8g0Lvm2l7bFv4mz80qKq9zvrrAgH+NvxMLemksDvEnhBBCCJ8Mi3KZma72eg+LbgRih1Aj5WS8wJrraYwh/FIX0s5xicg2Tt+D/s4772Dq1KnibX//mqHCGo0GDzzwAEJDQ7F3717k5eXhqaeeAmMMq1atckS6Tk+/NduAdiEY2z1C7HkFgEHvbzd67IZ0GaYXVSBaqTB63uP9Wxv12GYVlZv0HtfF2uPVWoa7lu3AtLvbAQDCArwwvGtLAMCSh2Mxb+MpsbBt5i1Hm1A/8We1t5a7r3NLo/tl0BXn04a0w/msmi3HKrXWt3oDzO8vr6dlut7vn57vh5179mP8qHhEK5tZPQfm96vXbTtX+++Pfo63Pb3U1vItqqgS/zs62HRoui1rFmgBhPh7AtZHvxNCCCGEQ4Yrt+t7080OiXelyslJ1Oc6hLn59UYxG5iPYcx6reLegNd3Nk5foDdr1gwtW7Y0+7MtW7bgzJkzuHr1KiIiIgAAy5cvx5QpU7B48WIEBAQ0Zaoux3Af9f2Xck0KOQYBmfllJoWm4fP0t+feb7r3tiUMwKqJPRHi7wVfTxmu5pejsLwSb//2t9H2bJ9Wb+nWJqRmLvqEPtHIzCvF6p263u7bFRpsOJyJCX2izQ7/1j/H3P0BBovEhfsys8Wy4bzquqYJaBhDhVqD9oEM4YHedZ4HS/vV6xeQM8ylPnO868pXL8pMgW6tuNeTCwKig32RZ/khhBBCCOGUOy4SZ4yPktFaFo7+rUj5+vUZ/cDr4n11ceoh7gCwdOlShISEoEePHli8eLHR8PUDBw6gW7duYnEOACNGjIBKpUJqaqoj0nVZ5oaIC2Bme1fNia1eqM0W+rnZA9qFoHtUEEZ3j0DbUH+LxeChjHxsOKybG59VVI5Pd6Ub/dxwKLql4d7m7g80KNBb+gCLxnWxuuAaUDNN4ON/9DQ5X/qC1R6G0w72zovHhD7RJovB6eZ4d6nXHG99/PkPdLb4GHM5hwf6YNGD3Yzua9HMy8z5qftCBCGEEEL4IzMs0J20ELKX0VB2/Sruhj3PTZyPO3LWotseTt2DPnPmTPTq1QtBQUFISUlBQkICMjIy8NVXXwEAsrOzERYWZvScoKAgeHp6Ijs722JclUoFlUol3i4u1s3nVavVUKvV9cpV/7z6Pp/3eEpfDywa1wXzfzsDLdP12I5vo4XSV25TzMhAL5MeVwHAR+PvxNX8EizfegkMAmQC8O64zlD6ehjFNfd8PQYgYeMpDGgThCt5ZWaHol+6WQylr30fB3+vmutbVQx48M4wDL5DqRs1EOyL8EBvs8eu9PXAiC6hJudLd1y6leHt+T0ofT2gjA4wet7DPcIxoE0Q0m8V48rpI3jwzrAG/W6Hdw7Fe0lnzZ5fb7lgNvZjvSLw7wOXcS5bt6r+3R2UeCm+ndnzYy03qd7jhBBCCJEO9aDXMDz6pph7795n2/VxV6AvWLAACxcutPqYw4cPo3fv3njllVfE++68804EBQXh0UcfFXvVAfNXWRhjVq++LFmyxGwOW7Zsga9vw7aCSk5ObtDzeY7nByCxJ5BTISDUm6G5l33xxrcRsCFdBgYBAhgmtNUCV48iCsCCXjVx/W6eRFLSSbPPX58ug7lmS8uAn5J2INSbQYAczOAxAhguHT+IvLP2He/WSzLoB6EsPSHH5dtbMSBM1yjnAThWx/Nrny+/myehP11S/l7t/T1YYvj70V320J3D2f85icNHj4vHbihYW3OObt/MxLF9VwCYnh9r+ZWV0f7ohBBCCG8Mi3LDFd0B4yLVDTo8ST0ItlxmcNMhCdwV6DNmzMDEiROtPiYmJsbs/f379wcApKWlISQkBC1btsShQ4eMHlNQUAC1Wm3Ss24oISEBr776qni7uLgYUVFRGD58eL3nravVaiQnJ2PYsGFQKBR1P8EN440CML2owqiH1TDWY6OHWo01CkD/U9mY9ZNp8S4TgPGj4hEe6A1Zqyt4+/dzYo/8onFd7V5FPKuoArMO7BZvMwj4KUOO6Q8PadCwbR5+D5aMAvB83m38+3978W2aXBzaZe3YC1OuYv/vuisf3bt2wqjBbYx+bkt++hEshBBCCOGHuVXcqRa3jTg8XuIT1mir1DdCTFfYDq2xcFegK5VKKJXKej332DFdn1x4eDgAYMCAAVi8eDGysrLE+7Zs2QIvLy/ExcVZjOPl5QUvL9OlpRUKRYOLHCliuHK8aKXC4urltsTq105pdqj73JGdxLgT+7aG9vrfaNejP9qFBdRrbva1oiKTZkXLgOtFlXWuvm4LR/8eLIkKaQZ/hflV4s0d+63bNWtCLNtyEcH+3uLe8LbmJ+V5IIQQQog0jHrQZU6/rJXdzJWXjPFRdtYni8bcKo5V/4/Yxmk/TQcOHMCHH36I48ePIyMjAz/99BOmTZuGsWPHIjpaVwAMHz4cXbp0weTJk3Hs2DFs27YNs2fPxtSpU2kFdxdVe4E0GYCE6m3RDDX3Avq1Ca5XcQ6YXxSvPiulO6NQb2Z2gbvax65bkO+SeJsx073hCSGEEOIcapdXhkW5u8xBN55rXn2fwO8wfkcvqMbreeEddz3otvLy8sKGDRuwcOFCqFQqtG7dGlOnTsWcOXPEx8jlcvzvf//D9OnTMWjQIPj4+GDSpEn44IMPHJg5aWyWtkWTUu0tyHQrpXdtlNfiTXMv3Yr1b/121mh7t9rHnpFbWufe8IQQQgjhl7n6Sl/0GXaa1y7QGeq31zUhdXGHmt9pC/RevXrh4MGDdT4uOjoamzdvboKMCE9q77XeGPQXAi7dLMal4wftnsfuzB6Li0R855ZWL4KY2wvdXE87IYQQQpyPYQ+6OB/dTJepTYuBEUJETjvEnRAehAf6oF+bYDQ3XbLA5VnaM97w54bTDSz1tBNCCCHE+Rh2mrvLEPe60MgBIgWn7UEnhPCvKaYbEEIIIaTpCYIAD5mAKi2jAt3OUQJUw9OFDGuoQCeENKqmmG5ACCGEkKYnd+MCXYpVyRtr+H9Di9/a27U1dLE3xoxzqs92cO5U0NMQd0IIcTG7d+/GmDFjEBERAUEQ8Ouvvxr9fOPGjRgxYgSUSiUEQcDx48dNYqhUKrz00ktQKpXw8/PD2LFjce3ataY5AEIIkcAnn3yCNm3awNvbG3FxcdizZ4/Vx69evRqdO3eGj48POnbsiH//+98mj/noo4/QsWNH+Pj4ICoqCq+88goqKioa9LrOTF+Ye9ReJI655j7XhquiO0PB6OjLJlJegBDfT44+qCZABTohhLiY0tJSdO/eHR9//LHFnw8aNAjvv/++xRizZs3Cpk2bsH79euzduxclJSUYPXo0NBpNY6VNCCGS2bBhA2bNmoU333wTx44dw1133YWRI0ciMzPT7OM//fRTJCQkYMGCBfj777+xcOFCvPjii/j999/Fx3z//feYN28eEhMTcfbsWXz99dfYsGEDEhIS6v26zk5fr+aXVepuW3mMO9D1FDtB5U64RkPcCSHExYwcORIjR460+PPJkycDAC5fvmz250VFRfj666+xbt06DB06FADw3XffISoqClu3bsWIESMkz5kQQqS0YsUKPPvss3juuecA6Hq+//rrL3z66adYsmSJyePXrVuHadOmYcKECQCAtm3b4uDBg1i6dCnGjBkDADhw4AAGDRqESZMmAQBiYmLwj3/8AykpKfV+XWe24XAmSlW6i7bT1qXi/YdjHZyR47jTRQjS+KgHnRBCiJHU1FSo1WoMHz5cvC8iIgLdunXD/v37HZgZIYTUrbKyEqmpqUZtGAAMHz7cYhumUqng7e1tdJ+Pjw9SUlKgVqsBAIMHD0ZqaqpYkKenpyMpKQkPPPBAvV/XWWUVlSNh4ynxNmPAGxtP43aF2oFZEeIaqAfdBvqhKsXFxfWOoVarUVZWhuLiYigUigbn5E7xeM5N6ng85+aoePrPHQ0ZazrZ2dnw9PREUFCQ0f1hYWHIzs42+xyVSgWVSiXeLioqAgDk5+eLX27rQ/8eycvLk/Q9x2M8nnOTOh7PufEez9ZYt2/fBuCebWdubi40Gg3CwsKM7rfWho0YMQJfffUVHnzwQfTq1Qupqan45ptvoFarkZubi/DwcEycOBE5OTkYPHgwGGOoqqrCP//5T8ybN6/er8t721lQUAKtqgxqQY6K8kpoVXJUlilwIu06qirKjB6rBZCdkwetqgxlJUWoLC2HVlWG4sJC5OXVXPxwxOerqqIEWlUVCgoKoFXV5F1yuxgVZbd1eRYXIi/P12o8jZaJzy8u1MWqKhdQWB23slwLjUoNbfXIgtLbxUavl5eXB1bhicoy3Xm9XVSAvDxPu49VVf38osJCaMpLoFXp3isVpbeRl5eHgoIyXW6QIy8vz6Zzp4VMzDUvLw+V3grxdnnpbajLy6BVlaOooAB5zRhKi4urf9fFuF0o1x1/qSfK/GrOXentIvExlWVlYrzK8ipUemqMXs9SblqVR/X5LoRWVQaNYP6Y9Oe0sLAQGlUptCoNCgvykCdUmBwr920nI3W6evUqQ/XWhvSP/tE/x/y7evWqo5sCpwSAbdq0yezPMjIyGAB27Ngxo/u///575unpafL4oUOHsmnTppmNlZiY6PD3CP2jf/TP9J87tp3Xr19nANj+/fuN7l+0aBHr2LGj2eeUlZWxp59+mnl4eDC5XM4iIiLYnDlzGAB28+ZNxhhjO3bsYGFhYezLL79kJ0+eZBs3bmRRUVHsnXfeqffrUttJ/+gfn/8c2XZSD7oNIiIicPXqVTRr1sxo9UZ7FBcXIyoqClevXkVAQECDc3KneDznJnU8nnNzVDzGGG7fvo2IiIgGvx6xTcuWLVFZWYmCggKjXvRbt25h4MCBZp+TkJCAV199Vbyt1WqRn5+PkJCQerebgGu8h10hN6nj8Zwb7/FsjeXObadSqYRcLjfptb5165ZJ77aej48PvvnmG3z++ee4efMmwsPD8cUXX6BZs2ZQKpUAgLfeeguTJ08W55fHxsaitLQUzz//PN588816va47tp0858Z7PJ5zkzqeo3Ljoe2kAt0GMpkMkZGRksQKCAiQ5E3mjvF4zk3qeDzn5oh4gYGBkr0WqVtcXBwUCgWSk5Mxfvx4AEBWVhZOnz6NZcuWmX2Ol5cXvLy8jO5r3ry5ZDk5+3vYUbF4j8dzbrzHsyWWu7adnp6eiIuLQ3JyMh566CHx/uTkZIwbN87qcxUKhfidb/369Rg9ejRkMt2STWVlZeJ/68nlcjDGwBir1+u6c9vJc268x+M5N6njOSI3R7edVKATQoiLKSkpQVpamng7IyMDx48fR3BwMKKjo5Gfn4/MzEzcuHEDAHD+/HkAup7zli1bIjAwEM8++yxee+01hISEIDg4GLNnz0ZsbKy4qjshhPDs1VdfxeTJk9G7d28MGDAAX3zxBTIzM/HCCy8A0PVcX79+Xdzr/MKFC0hJSUG/fv1QUFCAFStW4PTp0/j222/FmGPGjMGKFSvQs2dP9OvXD2lpaXjrrbcwduxYyOVym16XEELqQgU6IYS4mCNHjiA+Pl68rR8++dRTT2Ht2rX473//i6efflr8+cSJEwEAiYmJWLBgAQDgww8/hIeHB8aPH4/y8nLcd999WLt2rfgllBBCeDZhwgTk5eXhnXfeQVZWFrp164akpCS0bt0agG5UkOHe5BqNBsuXL8f58+ehUCgQHx+P/fv3IyYmRnzM/PnzIQgC5s+fj+vXryM0NBRjxozB4sWLbX5dQgipk8Nmv7uZiooKlpiYyCoqKiieA2PxHo/n3JwhHnE9vL/n6PPv+FjuFo/aTWILd3oPu1M8nnOTOh7PuTU2gTE33H+DEEIIIYQQQgjhjKzuhxBCCCGEEEIIIaSxUYFOCCGEEEIIIYRwgAp0QgghhBBCCCGEA1SgE8lJuayBOy2R4E7HCkhzvBUVFZLFIsSRpH4Pu9Nngo7VftR2EldBbWf90bHar6naTirQnYhGo2m02FqttkHPr6qqEv9bEIQGxTM8TkEQGpSXuZhSa8ixSnneACAvLw/l5eUNimEoLS0NmzZtkizexYsXsXLlSgAN/93+/fffGDduHHJzcyEIglv9oSH2cZfPvzO1nTz9zQH4bjulbDcBajuJ7dzl809tZ/1J2Xby/J0TaNq2kwp0J5CZmYni4mLI5XJJPvDp6elYvHgxXnnlFSxbtgwAIJPJ6v1GO3/+PJ5//nmMGzcO48ePb1C8c+fOYerUqZg4cSKeeeYZpKeno7Kysl55AXyfOynPG6BriFq3bo358+dL0lgeP34cnTt3Rk5OToNjAcDJkydxzz334NSpU7hw4YJ4f32O98SJExg8eDCSk5OxYsUKANL9USWuw50+/zy3nTz/zQH4bjulbDcBajuJbdzp809tJx9tJ8/fOYGmbzupQOfc+fPn0a5dO/Ts2RP5+fkN/sCfOnUKAwYMwNGjR3H48GGsXbsWTzzxBID6vdFOnTqFQYMGQaPRoF27djh69Cgee+wxMZ49H4Rz586hb9++KC8vh7+/v/hh+PLLL5Gbm2t3bjyfOynPm96JEyegVquxevVqzJ49GyqVSoxjbzz9uZ85cyaef/55k5/bG+/69esYO3YsJk6ciC+//BIdOnQQf2bvuTtx4gT69++PZ555Bq+88gr27t0rDjkiRM+dPv88t508/83R47XtlLLd1OdGbSepizt9/qnt5KPt5Pk7pz6/Jm87pd5YnUgnOzub3Xvvvey+++5jAwYMYLGxsSwvL48xxlhVVZXd8TIzM1mnTp3Y3LlzGWOMlZaWsu+++4716tWLXbhwwe54aWlprH379iwhIYExxphWq2XLli1jL774ot2xNBoNe+6559j48eON7v/nP//J2rdvz/7v//6PFRQU2ByP53Mn5XkzlJKSwiZNmsR27NjBfHx8jOLl5OTYHOfs2bMsICCAvfzyy4wx3fn64Ycf2LJly9iyZctYeXm53blt3bqVDR8+nDHGmFqtZjNmzGAPPfQQu+uuu9hPP/3Ebt68aVOcI0eOMF9fX/bGG28wxhg7efIkEwSBffPNN3bnRFyXO33+eW47ef6bY4jXtlOqdpMxajuJbdzp809tJx9tJ8/fORlzXNtJBTrHtmzZwh599FG2fft2tnfvXjZw4ECjD7xarbY5llarZV9++SUbOnQoy87OZlqtljHG2LVr11hwcDDbunWr3fmtWrWKPfTQQ6ywsFC8b8aMGaxTp05s0KBBbMiQIWz37t3i69dlwoQJbMqUKYwxxlQqlXj/rFmzWHR0NPvtt99sjsXzuZP6vOnl5eWx2NhYdvPmTfbzzz8zLy8vNmfOHDZ16lQ2a9YsVllZaVOcOXPmMEEQ2G+//cYKCgrEPzYdO3ZkkZGRrG3btuzYsWN25bdmzRrWvXt3Vlpayu655x527733ssTERDZ27FjWsWNHtmDBAlZcXGw1RllZGRsyZAibNWsWY0z3x1WtVrMnn3ySjRo1iuXm5tqUC3F97vb557HtdIa/OXq8tp1StJuMUdtJbOdun39qOx3fdvL6nZMxx7adVKBzbseOHeJ/79mzhw0cOJB169ZNvDKlvypny5t2z5497NNPPxVvq9VqplarWfv27dnmzZtNHq/RaOqMefjwYfG/V6xYwQRBYO+99x7bsGEDe+CBB1hkZKTNV9GmTp3KYmNjxdsVFRXifz/22GOsY8eOdn2x5vncSXne9K9XUlLCevXqxfbt28cYY2zXrl3Mw8ODeXp6Gr2eLZ5++mnWvn171rlzZ/bAAw+w9PR0VlhYyAoLC1l8fDyLjY2164rw5s2bWefOndm2bdvYgw8+yG7duiX+LDExkbVu3ZpdvHixzmO8evWqyf3r1q1jvr6+4jHa88eFuC53+vzz2nby/jdH/5q8tp1StJv6Y6S2k9jKnT7/1Hby0Xby+J1Tf4yOajupQHciWq1WvCrXrVs38crNe++9J344rCktLTWKpderVy/2888/i7fXrVtnd245OTls1qxZbNu2beJ9FRUVzN/f3+ZhIBkZGaxVq1bs6aefFu8rKytjjDGWnp7OQkNDjeLbo6HnTp+HPpZeQ8+dFOfNMJ8pU6awX375hTHG2JNPPslCQkKYp6cne+WVV4z+8NjiqaeeYn369GHnz583uj8lJYU1a9aM7dy506543bp1Y0FBQSw2NtbkqmNkZCRbvnx5nTH0x6rVao2O+95772WjRo2y+xiJe+C17ZTi888Yv21nY7WbjLlP2ylFu8kYtZ2kfhry+ef9Oydj1Hbq8dB28vidkzHHtZ0ejTvDndgjKysLJ0+eRGFhIQYNGoTIyEhoNBrI5XIwxiAIAgYMGIBly5Zhzpw5uO+++9C7d2988803OHPmjNV4AwcORFRUFLRaLWQymbgghCAIRisvJiYm4t1330X//v1xxx132JyfUqnE4sWL4evrKz4+PT0dHTp0QOfOnU1yy8jIwK5du5CTk4P4+Hh06dIFMTExSExMxLJlyzBjxgx8/PHH8PHxAaDbFiIgIADNmjUze+7MxdPnos/RnnNnGO+ee+5Bly5djH5uz7mzlpu9562ueIGBgThy5Ai2bt2KLVu2YM+ePcjMzMTIkSPh4eEhrgJqLV779u0RGBiItWvXIjk5Ga1btzY65uLiYoSHhyMyMtKm/PTxVq9ejRkzZuDmzZu4cuUKQkJCAADl5eVo164dYmJibD5W/fuXVS8cMnr0aHz22WfIzMxE+/btxfc5cQ88t51StpsA322nlO1mXbm5WtspZbtp7Vip7SSGpGw7ef7OCVDbyUvbyfN3TmvH2uRtZ6OU/cRuJ0+eZJ06dWJ33nkni4yMZEqlkp07d44xZnz1Rv//O3fuZL6+viw4OJgdPXq0XvGqqqpYRUUFa9u2LduyZQtbvnw58/X1ZampqXbF0w+tqT3EY/78+SwuLo5lZ2ebxFIqlax3796sc+fOTKFQsBdffJEdP36cVVVVsQ8//JC1bt2ajR49ml28eJGdOXOGvf3226x169bs+vXrZnOrHW/GjBnswIED4mMMhxXZcu7qildZWWnTubMnt7rOm7V4e/fuZYwxtmnTJubt7c3atGljdGx//vknO3v2rM3x9uzZY/JYvTlz5rC7776b5efn2xxPPwxo06ZNrHXr1qxz585s48aNbPfu3eztt99mERERLD093e5zp3/vlZaWssjISDZ9+nSLeRPXxHPbKWW7qY/Ha9spZbtpb271PXe8tJ1Stpu2njtqO4mUbSfP3zn18ajtdHzbyfN3TlvPXVO1nVSgc+DixYssIiKCJSQksBs3brDz58+zRx55hD3wwAMWVy/85z//yby9vdnp06cbHG/w4MGsY8eOzMfHx+ycEXvjHT9+nM2ZM4cFBgay48ePG/2sqKiIDR48mM2ePVt87rp161hcXBwbO3YsO3z4MNNqtSwpKYl169aNhYSEsDvuuIO1adPGbENkKV7v3r3Zgw8+yHbt2iU+Vv+hsnbu7IlX17mzN5a182ZLvIMHD7L8/Hw2e/ZsduLECZPn2xuv9nCio0ePstdff50FBgaajW8t3tixY8UG7uzZsyw+Pp7FxMSwtm3bsjvvvNPkD5Y9504/P2zu3Lmsf//+rLi4mOZSugme204p203G+G47pWw36xPPmdtOKdtNe88dtZ3uS8q2k+fvnIxR28lL28nzd057z11TtJ1UoDtYRUUFmz59Ops8ebLRFa1PP/2Ude3a1eyiCPv372d9+vQx23DYG6+qqop169aNeXh4sJMnTzY43qVLl9icOXNY9+7dzX6giouLWadOndjatWuN7k9KSmKDBg1iEyZMEK9qabVatmPHDpaamspu3LhhEsuWeBMnTjSaz2Lt3Nkbr65zZ0+sS5cusblz51o8b7bEGz9+PMvKyrK5kbAlP/0V64sXL7KZM2eyjh07mm3EbYk3YcIEo+1Bzp07x9LT082ugmnv75Uxxo4dO8YyMjJsOnbi/HhuO6VuNxnju+2Ust20N56zt51Stpu25kZtp3uTsu3k/TsnY9R2WorX1G0nz985bc2vKdtOKtAdTL8X4dKlS43uP3/+PIuOjmY3btwwu4KkftuGhsTTL3jw888/s7S0NEnyU6lULC0tzewwGa1Wy7KysliXLl3YypUrGWPGK2b+9ttvLDIykn300Udmc6lvvH/9619Gz7N27uyJV1VVZfHc2RurrKyMXbp0yex5szVeq1atxHNX14qe9cnv3LlzFv9g1fd3IUWs+uxrTZwfz22nlO2mPh6vbaeU7WZ94jlz2yllu1mfeNR2uicp206ev3Pq41HbaT5eU7adPH/nrE+8pmg7qUDngOG+hHpnz55lkZGR7NatW+KVKVuv0tgaz/CKoZTx6vL666+zgIAAdvnyZcaY8d6TiYmJLDo6mpWUlNgUy554tn6gbIl3+/Ztxljd586eWFLlJvW5c1R+Uh8rcT08t51St5uM8d12Stlu2hvPFjy3nY76vRL3JWXbyft3Tsao7bQUzxZN/b2O93a9qdpOWqqTA4GBgQAgrgyo1WpRUVEBxhi8vb0hCAJef/11DB48GCUlJZLHEwShSfLTP/+NN95A7969cc899yA7Oxuenp7QarUAgA4dOkCpVEIul9d5nPbGqyumPfE8PHQbIFg6d/WJJeWxShmvqfOT+liJ6+K57ZQyN57bTinbzfrGk/JYpYxXV36O/r0S9yVl+8Trd07DGNR2Os/3Ot7b9aZqO6lA54j+gyeTyeDr6ytuMTB//nx89tln+OWXX+Dv7y9ZvI0bNzZpPP3zmzdvjmXLliEyMhK9e/fGkSNHUFZWBgBISUmBt7c3qqqqbM6Hx3g858Z7PKlzI66P57ZTilju9Hl1p3g850bcg5RtJ2/fOQ1j8PgZ4zk3OlYO2k6Je+SJjeqa53bp0iXWpUsX9uSTTzJPT0925MgRp41nKdbff//NHnnkEebt7c26d+/OhgwZwgIDA9mxY8fqlRsP8XjOjfd4UudGXJMztnVS5+aKn1d3isdzbsR1OWNbJ3U8Hj5jPOcmdTyec2uMeFISGKvu1yeN6tq1azh9+jRu3bqFJ598EgAsbmrPGENqair69u0Lf39/7N69Gz169HCaeIWFhaioqEBFRQViYmLqPDc///wzrly5ArlcjjFjxuCOO+4w+jnP8XjOjfd4UudGXBPPbZ3UubnT59Wd4vGcG3FdPLd11HbykRsda8PiNaomuxTgxk6ePMnatm3LevbsyTw8PNjgwYPrfE5FRQV78cUX2alTp5wq3smTJ1nfvn1ZbGws69q1Kxs3bhzLyMgwu1CGLYtd8ByP59x4jyd1bsQ18d7WSZ2bu3xe3Skez7kR18V7W0dtp+Nzkzoez7k1RrzGRgV6I8vIyGCRkZHsnXfeYdeuXWPnzp1joaGhbPfu3XU+13D1QGeIl5aWxlq2bMnefPNNtnPnTpaUlMTatm3LevfuzZKSklhlZaXVeLU/EDzH4zk33uNJnRtxTTy3dVLn5k6fV3eKx3NuxHXx3NZR28lHbnSs/LedVKA3sjVr1rAhQ4YYLcs/bNgw9sMPP7CPPvqIpaWlmW10nDHeypUr2cMPP2z0Rn7nnXeYIAisa9euLCUlhTFW91wjZ4jHc268x5M6N+KaeG7rpM7NnT6v7hSP59yI6+K5raO2k4/cpI7Hc26NEa8p0CrujezKlSvIyMiAp6cnAGD58uXYuXMnvv76a3z44YcYOnQotm3bBqBmmX9njXfmzBlcvXrVaBuIdu3aYfbs2RAEAa+88goAmJ1j5GzxeM6N93hS50ZcE89tndS5udPn1Z3i8ZwbcV08t3XUdvKRm9TxeM6tMeI1CYddGnBx+qs0GRkZLCwsjHXo0IGNGzeOeXp6si1btrDy8nLGGGNDhw5ld911l1PH019x+vXXX1nXrl3ZmjVrGGOMnT17lvn4+LCvvvqKnTlzhoWHh7OdO3fWmRvP8XjOjfd4UudGXBPPbZ3UubnT59Wd4vGcG3FdPLd11HbykRsda8PiNSUq0CWmfzPoGyOtVssuX77MvvjiC/bOO++wCRMmMI1Gw0pLSxljjK1evZr16tWLFRcXO1282rEuXrzInn/+edaqVSvWuXNn5uvry1588UXGGGP5+fksJCSEbdiwweZzx1M8nnPjPZ7UuRHX5ExtndS5ufLn1Z3i8ZwbcV3O1NZR20ltnTPGcwQPR/fgu5KLFy/iq6++QlZWFlq0aIG33noLgYGBaN26NaZOnYq33noLBQUFkMlk8PX1BQCcOHECkZGRUCgUThWvdqz58+fjjjvuQGJiIh5//HFcvHgRERERGDlyJACgtLQUHTp0QKtWrWw6dzzF4zk33uNJnRtxTc7U1kmdmyt/Xt0pHs+5EdflTG0dtZ3U1jnbsTqUo68QuIqTJ08ypVLJnnjiCTZ69GjWr18/du+994rDdhhjbOfOnaxFixZszpw5LCkpib3yyissJCTE4rYRvMYzFys+Pp6VlZWZPTdarZbNnTuXtW3blt24ccOm3HiJx3NuvMeTOjfimpytrZM6N1f9vLpTPJ5zI67L2do6ajubPjc6VudtO6lAl8C1a9dYbGwsmzt3LmNMN7QiKSmJxcbGstTUVPFxt27dYh988AFr2bIl69ixIxs0aBA7ceKEU8WzJZbhKoh79uxhDz30EAsNDWVHjx6tV26OisdzbrzHkzo34pqcva2TOjdX+by6UzyecyOuy9nbOqnj0eefjtXV2k4q0CWwYcMGFh8fzzIyMsT5DuXl5ax169bshx9+MHqsRqNhOTk57MqVK6ywsNDp4tkTSx/vzTffZH///XeDc2vqeDznxns8qXMjrslV2jqpc9PHdNbPqzvF4zk34rpcpa2jttN54vGcW2PEczSagy6BDh06YPLkyYiJiQEAVFVVwdvbG82bN0dlZaXRY2UyGUJCQqBUKp0ynj2x9PEWLVokSW5NHY/n3HiPJ3VuxDW5SlsndW76mM76eXWneDznRlyXq7R11HY6Tzyec2uMeI7G0YZvzuvOO+/E008/DQDQarXw8NBd9wgMDIRKpRIf9/HHH6OoqMhoHz5ni2drrNWrV6OoqMhqXrzH4zk33uNJnRtxTa7Q1kmdmyt8Xt0pHs+5EdflCm0dtZ3OFY/n3BojnqNRgS4Bw43tZTIZGGMAgMrKSmi1WgBAYmIiXn75ZVy/ft2p49ka66WXXpI0N0fE4zk33uNJnRtxTa7Q1kmdmyt8Xt0pHs+5EdflCm0dtZ3OFY/n3BojnsM1+iB6N6BWq41uq1QqptFo2J133sl++OEH9tFHHzFvb2+jxTGcNR7PuUkdj+fceI8ndW7ENbnTe5jneDznxns8nnMjrsud3sM8x+M5N6nj8ZxbY8RzNCrQ7aBSqUzuq6qqYowxdunSJZaQkGD0s+HDh7OWLVsyX19fdvjwYaeKx3NudKz8xJM6N+Ka3Ok9zHM8nnPjPR7PuRHX5U7vYZ7j8ZwbHatrtp00xN1GJ06cwLhx45Cfny/exxiDXC7HlStXMGTIEFy+fNnkefn5+Th06BB69+7tNPF4zo2OlZ94UudGXJM7vYd5jsdzbrzH4zk34rrc6T3Mczyec6NjdeG2s9EvAbiA48ePMy8vL/bGG2+I9+mX8M/Pz2c9evRgzz//vHif/v+Tk5NZRkaGU8XjOTc6Vn7iSZ0bcU3u9B7mOR7PufEej+fciOtyp/cwz/F4zo2O1bXbTirQ63DixAnm6+srbnyvV1payhhjrLi4mG3atEkcXsFYzZvC2eLxnBsdKz/xpM6NuCZ3eg/zHI/n3HiPx3NuxHW503uY53g850bH2rB4zoAKdCuuX7/OIiIi2PDhw8X7Zs2axe6//37Wrl079u6777L09HSXiMdzblLH4zk33uNJnRtxTe70HuY5Hs+58R6P59yI63Kn9zDP8XjOTep4POfWGPGcBc1Bt+LWrVvo3LkzPDw88Msvv+C+++7DnSpDIQAAC8pJREFUmTNn0K1bN0ycOBEff/wxFixYgMzMTKePx3NudKz8xJM6N+Ka3Ok9zHM8nnPjPR7PuRHX5U7vYZ7j8ZwbHaubtJ2OvkLAuwMHDrCHH36YBQcHsxEjRrCcnBym0WgYY4wlJSUxLy8vtmHDBpeIx3NudKz8xJM6N+Ka3Ok9zHM8nnPjPR7PuRHX5U7vYZ7j8ZwbHavrt51UoNeiVqtZZWWl0X179+5lM2bMYLt27WKMGc9riI2NZS+//LJTxuM5NzpWfuJJnRtxTe70HuY5Hs+58R6P59yI63Kn9zDP8XjOjY7V/dpOD0f34PPkzJkzWLhwIW7cuIE77rgDQ4cOxeOPP45BgwahVatWCA8PBwAIggAAKCgoQEBAAHr06OF08XjOjY6Vn3hS50Zckzu9h3mOx3NuvMfjOTfiutzpPcxzPJ5zo2N1z7aT5qBXu3DhAgYOHAhPT08MGzYM6enpWL58OZ566ikAQExMDBQKhdFzVqxYgZs3b+Lee+91qng850bHyk88qXMjrsmd3sM8x+M5N97j8ZwbcV3u9B7mOR7PudGxunHb6egufB5otVr25ptvskcffVS8r7S0lH388ccsNjaWjR8/3ujxP/74I3v66adZcHAwO3r0qFPF4zk3OlZ+4kmdG3FN7vQe5jkez7nxHo/n3Ijrcqf3MM/xeM6NjtW9207qQYdumMT169eRnZ0t3ufr64tnnnkGM2fOxMWLF5GQkCD+TKFQ4Pr169i9ezd69uzpVPF4zo2OlZ94UudGXJM7vYd5jsdzbrzH4zk34rrc6T3Mczyec6NjdfO209FXCBxNv8jAypUr2YABA9jZs2eNfl5UVMTmzJnD+vXrx27evCneX1JS4nTxeM6NjpWfeFLnRlyTO72HeY7Hc268x+M5N+K63Ok9zHM8nnOjY6W20+0LdL20tDSmVCrZ008/zYqLi41+duPGDSaTydimTZtcIh7PuUkdj+fceI8ndW7ENbnTe5jneDznxns8nnMjrsud3sM8x+M5N6nj8ZxbY8RzZlSgG9i+fTvz8vJiL774IsvJyRHvz83NZXFxcWzHjh0uE4/n3KSOx3NuvMeTOjfimtzpPcxzPJ5z4z0ez7kR1+VO72Ge4/Gcm9TxeM6tMeI5KyrQa/nvf//LvLy82EMPPcR++OEHdvr0aTZ37lwWFhbGMjMzXSoez7lJHY/n3HiPJ3VuxDW503uY53g858Z7PJ5zI67Lnd7DPMfjOTep4/GcW2PEc0ZUoJuRmprK7r77bhYdHc3atm3LOnbs2KAVAnmOx3NuUsfjOTfe40mdG3FN7vQe5jkez7nxHo/n3Ijrcqf3MM/xeM5N6ng859YY8ZyNwBhjjl6ojkfFxcXIz89HSUkJWrZsCaVS6bLxeM5N6ng858Z7PKlzI67Jnd7DPMfjOTfe4/GcG3Fd7vQe5jkez7lJHY/n3BojnjOhAp0QQgghhBBCCOEA7YNOCCGEEEIIIYRwgAp0QgghhBBCCCGEA1SgE0IIIYQQQgghHKACnRBCCCGEEEII4QAV6IQQQgghhBBCCAeoQCeEEEIIIYQQQjhABTohhBBCCCGEEMIBKtAJIYQQQgghhBAOUIFOmtSCBQvQo0cPR6dBCCFOhdpOQgixH7WdxBlRgU4kIwiC1X9TpkzB7NmzsW3bNofmSY01IYQn1HYSQoj9qO0krsrD0QkQ15GVlSX+94YNG/D222/j/Pnz4n0+Pj7w9/eHv7+/I9IjhBAuUdtJCCH2o7aTuCrqQSeSadmypfgvMDAQgiCY3Ff7KuKUKVPw4IMP4r333kNYWBiaN2+OhQsXoqqqCq+//jqCg4MRGRmJb775xui1rl+/jgkTJiAoKAghISEYN24cLl++LP58586d6Nu3L/z8/NC8eXMMGjQIV65cwdq1a7Fw4UKcOHFCvMK6du1aAMCKFSsQGxsLPz8/REVFYfr06SgpKRFjrl27Fs2bN8fmzZvRsWNH+Pr64tFHH0VpaSm+/fZbxMTEICgoCC+99BI0Go34vJiYGLz77ruYNGkS/P39ERERgVWrVjXK74AQ4nyo7aS2kxBiP2o7qe10VVSgE4fbvn07bty4gd27d2PFihVYsGABRo8ejaCgIBw6dAgvvPACXnjhBVy9ehUAUFZWhvj4ePj7+2P37t3Yu3cv/P39cf/996OyshJVVVV48MEHcffdd+PkyZM4cOAAnn/+eQiCgAkTJuC1115D165dkZWVhaysLEyYMAEAIJPJsHLlSpw+fRrffvsttm/fjjlz5hjlWlZWhpUrV2L9+vX4888/sXPnTjz88MNISkpCUlIS1q1bhy+++AL/+c9/jJ73f//3f7jzzjtx9OhRJCQk4JVXXkFycnLTnGBCiEuitpMQQuxHbSfhHiOkEaxZs4YFBgaa3J+YmMi6d+8u3n7qqadY69atmUajEe/r2LEju+uuu8TbVVVVzM/Pj/3444+MMca+/vpr1rFjR6bVasXHqFQq5uPjw/766y+Wl5fHALCdO3eaza12Dpb89NNPLCQkxOiYALC0tDTxvmnTpjFfX192+/Zt8b4RI0awadOmibdbt27N7r//fqPYEyZMYCNHjqwzB0KIe6G2k9pOQoj9qO2kttOVUA86cbiuXbtCJqt5K4aFhSE2Nla8LZfLERISglu3bgEAUlNTkZaWhmbNmolzi4KDg1FRUYFLly4hODgYU6ZMwYgRIzBmzBj861//MpqnZMmOHTswbNgwtGrVCs2aNcOTTz6JvLw8lJaWio/x9fVFu3btjHKNiYkxmt8UFhYm5qo3YMAAk9tnz5618QwRQogpajsJIcR+1HYS3lGBThxOoVAY3RYEwex9Wq0WAKDVahEXF4fjx48b/btw4QImTZoEAFizZg0OHDiAgQMHYsOGDejQoQMOHjxoMYcrV65g1KhR6NatG3755RekpqZi9erVAAC1Wl3vXK0RBKHOxxBCiCXUdhJCiP2o7SS8o1XcidPp1asXNmzYgBYtWiAgIMDi43r27ImePXsiISEBAwYMwA8//ID+/fvD09PTaDENADhy5AiqqqqwfPly8arqTz/9JFnOtRvpgwcPolOnTpLFJ4SQulDbSQgh9qO2kzQ16kEnTufxxx+HUqnEuHHjsGfPHmRkZGDXrl2YOXMmrl27hoyMDCQkJODAgQO4cuUKtmzZggsXLqBz584AdKtbZmRk4Pjx48jNzYVKpUK7du1QVVWFVatWIT09HevWrcNnn30mWc779u3DsmXLcOHCBaxevRo///wzZs6cKVl8QgipC7WdhBBiP2o7SVOjAp04HV9fX+zevRvR0dF4+OGH0blzZzzzzDMoLy9HQEAAfH19ce7cOTzyyCPo0KEDnn/+ecyYMQPTpk0DADzyyCO4//77ER8fj9DQUPz444/o0aMHVqxYgaVLl6Jbt274/vvvsWTJEslyfu2115CamoqePXvi3XffxfLlyzFixAjJ4hNCSF2o7SSEEPtR20mamsAYY45OghBXFhMTg1mzZmHWrFmOToUQQpwGtZ2EEGI/ajudH/WgE0IIIYQQQgghHKACnRBCCCGEEEII4QANcSeEEEIIIYQQQjhAPeiEEEIIIYQQQggHqEAnhBBCCCGEEEI4QAU6IYQQQgghhBDCASrQCSGEEEIIIYQQDlCBTgghhBBCCCGEcIAKdEIIIYQQQgghhANUoBNCCCGEEEIIIRygAp0QQgghhBBCCOEAFeiEEEIIIYQQQggHqEAnhBBCCCGEEEI4QAU6IYQQQgghhBDCASrQCSGEEEIIIYQQDlCBTgghhBBCCCGEcIAKdEIIIYQQQgghhANUoBNCCCGEEEIIIRygAp0QQgghhBBCCOEAFeiEEEIIIYQQQggHqEAnhBBCCCGEEEI4QAU6IYQQQgghhBDCASrQCSGEEEIIIYQQDlCBTgghhBBCCCGEcIAKdEIIIYQQQgghhANUoBNCCCGEEEIIIRygAp0QQgghhBBCCOEAFeiEEEIIIYQQQggHqEAnhBBCCCGEEEI48P9k/StLqiFhTQAAAABJRU5ErkJggg==' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,4))\n",
    "plt.suptitle ('{} files from {}'.format(len(patch[:-1]), json_file.split('/')[-3].split('.')[0][:-4]+'*.json'))\n",
    "# plt.suptitle ('{} files from {}'.format(79+46, json_file.split('/')[-3].split('.')[0][:-4]+'*.json'))\n",
    "\n",
    "plt.subplot(131)\n",
    "#plt.plot(timestamps_npy, t0_fs_scan_124-t0_fs_scan_124[0], marker='.', label='TT124')\n",
    "plt.plot(timestamps_npy, t0_fs_scan_126-t0_fs_scan_126[0], marker='.', label='TT126')\n",
    "plt.xlabel(\"Timestamp\")\n",
    "plt.ylabel('Timezero TT (fs)')\n",
    "plt.xticks(rotation = 45)\n",
    "plt.legend(loc='best')\n",
    "#plt.ylim(-75,-10)\n",
    "plt.grid()\n",
    "\n",
    "plt.subplot(132)\n",
    "#plt.plot(timestamps_npy, width_fs_scan_124, marker='.', label='TT124')\n",
    "plt.plot(timestamps_npy, width_fs_scan_126, marker='.', label='TT126')\n",
    "plt.xlabel('Timestamp')\n",
    "plt.ylabel('Pulse width (fs)')\n",
    "plt.xticks(rotation = 45)\n",
    "plt.legend(loc='best')\n",
    "plt.ylim(110, 170)\n",
    "plt.grid()\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.plot(timestamps_npy, corr, marker='.')\n",
    "plt.xlabel('Timestamp')\n",
    "plt.ylabel('correlation')\n",
    "plt.xticks(rotation = 45)\n",
    "plt.legend(loc='best')\n",
    "plt.ylim(0.98, 1.0)\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8d0f644b6524e3689484d3a3df76622",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(timestamps_npy, t0_fs_scan_126-t0_fs_scan_126[0], marker='.', label='TT126')\n",
    "plt.xlabel(\"Timestamp\")\n",
    "plt.ylabel('Timezero TT (fs)')\n",
    "plt.xticks(rotation = 30)\n",
    "plt.legend(loc='best')\n",
    "plt.ylim(-52,-42)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e4381c7ff654bef8dda240e07113c85",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(np.array(np.array(arrTimes_all_126) - np.array(arrTimes_all_124)))\n",
    "#plt.scatter(width_fs_scan_124, width_fs_scan_126)\n",
    "plt.ylim(540, 600)\n",
    "#plt.scatter(arrTimes_all_124, arrTimes_all_126)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1409355,)"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(arrTimes_all_124)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from scipy.stats.stats import pearsonr\n",
    "\n",
    "arrTimes_124 = np.reshape(arrTimes_all_124[:1409000], (1000,1409))\n",
    "arrTimes_126 = np.reshape(arrTimes_all_126[:1409000], (1000,1409))\n",
    "corr = []\n",
    "for ind in range(np.shape(arrTimes_124)[1]):\n",
    "    corr.append(pearsonr(arrTimes_124[:,ind], arrTimes_126[:,ind])[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "01056800d5c84905a6214913342cdd49",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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hDw8AoKBKsizLhnsSb6a2tjZmzZoVq1evzm2bPn16LFy4MJqbmweNr6uri/r6+li2bFluW2NjY7S3t8eGDRsiIuKjH/1oPPfcc/Ef//EfuTF//dd/HW1tbW96dXFAT09PVFVVxa5du6KysvJYDw8AKCCv30XwI+C9e/dGR0dHNDQ05G1vaGiIjRs3DrlPb29vlJeX522rqKiItra26Ovri4iId7/73dHR0RFtbW0REfHiiy/GunXr4oorrjjkXHp7e6OnpyfvBgBQbEZ8AHZ3d0d/f39UV1fnba+uro7t27cPuc+8efPivvvui46OjsiyLNrb26OlpSX6+vqiu7s7IiKuueaauOOOO+Ld7353lJWVxTnnnBOXXXZZ3HTTTYecS3Nzc1RVVeVukyZNOn4HCgBQICM+AAeUlJTkfZ5l2aBtA2699daYP39+zJkzJ8rKyuLqq6/O/X5faWlpREQ8+eST8ZnPfCZWrVoVP/zhD+PrX/96/Mu//Evccccdh5xDU1NT7Nq1K3fbunXr8Tk4AIACGvEBOH78+CgtLR10tW/Hjh2DrgoOqKioiJaWltizZ0+8/PLL0dnZGVOmTIlx48bF+PHjI2J/JC5evDg+8pGPxLve9a74wAc+EHfeeWc0NzfHvn37hnzcsWPHRmVlZd4NAKDYjPgAHDNmTNTU1ERra2ve9tbW1qirqzvsvmVlZTFx4sQoLS2NNWvWxJVXXhmjRu0/5D179uQ+HlBaWhpZlkUR/F0MAMAxK4q3gVm6dGksXrw4Zs+eHXPnzo177rknOjs7Y8mSJRGx/0ez27Zty73X35YtW6KtrS1qa2vjlVdeiRUrVsSzzz4bDz30UO4xFyxYECtWrIiZM2dGbW1t/PSnP41bb701rrrqqtyPiQEATkZFEYCLFi2KnTt3xu233x5dXV0xY8aMWLduXUyePDkiIrq6uqKzszM3vr+/P5YvXx7PP/98lJWVxWWXXRYbN26MKVOm5MbccsstUVJSErfcckts27Yt3v72t8eCBQviM5/5TKEPDwCgoIrifQBHKu8jBADFx+t3EfwOIAAAx5cABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEiMAAQASIwABABIjAAEAEhM0QTgqlWrYurUqVFeXh41NTWxfv36w45fuXJlTJ8+PSoqKmLatGnx8MMP593/O7/zO1FSUjLodsUVV5zIwwAAGHajh3sCR2Lt2rXR2NgYq1ativr6+rj77rtj/vz5sXnz5jjrrLMGjV+9enU0NTXFvffeG5dcckm0tbXFddddF6eddlosWLAgIiK+/vWvx969e3P77Ny5My666KL4wz/8w4IdFwDAcCjJsiwb7km8mdra2pg1a1asXr06t2369OmxcOHCaG5uHjS+rq4u6uvrY9myZbltjY2N0d7eHhs2bBjya3z+85+PT37yk9HV1RWnnHLKEc2rp6cnqqqqYteuXVFZWXmURwUADAev30XwI+C9e/dGR0dHNDQ05G1vaGiIjRs3DrlPb29vlJeX522rqKiItra26OvrG3Kf+++/P6655prDxl9vb2/09PTk3QAAis2ID8Du7u7o7++P6urqvO3V1dWxffv2IfeZN29e3HfffdHR0RFZlkV7e3u0tLREX19fdHd3Dxrf1tYWzz77bHzkIx857Fyam5ujqqoqd5s0adKxHxgAwDAZ8QE4oKSkJO/zLMsGbRtw6623xvz582POnDlRVlYWV199dVx77bUREVFaWjpo/P333x8zZsyISy+99LBzaGpqil27duVuW7duPbaDAQAYRiM+AMePHx+lpaWDrvbt2LFj0FXBARUVFdHS0hJ79uyJl19+OTo7O2PKlCkxbty4GD9+fN7YPXv2xJo1a9706l9ExNixY6OysjLvBgBQbEZ8AI4ZMyZqamqitbU1b3tra2vU1dUddt+ysrKYOHFilJaWxpo1a+LKK6+MUaPyD/mf/umfore3N/7kT/7kuM8dAGAkKoq3gVm6dGksXrw4Zs+eHXPnzo177rknOjs7Y8mSJRGx/0ez27Zty73X35YtW6KtrS1qa2vjlVdeiRUrVsSzzz4bDz300KDHvv/++2PhwoVx+umnF/SYAACGS1EE4KJFi2Lnzp1x++23R1dXV8yYMSPWrVsXkydPjoiIrq6u6OzszI3v7++P5cuXx/PPPx9lZWVx2WWXxcaNG2PKlCl5j7tly5bYsGFDPPHEE4U8HACAYVUU7wM4UnkfIQAoPl6/i+B3AAEAOL4EIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiBCAAQGIEIABAYgQgAEBiiiYAV61aFVOnTo3y8vKoqamJ9evXH3b8ypUrY/r06VFRURHTpk2Lhx9+eNCYV199Na6//vqYMGFClJeXx/Tp02PdunUn6hAAAEaE0cM9gSOxdu3aaGxsjFWrVkV9fX3cfffdMX/+/Ni8eXOcddZZg8avXr06mpqa4t57741LLrkk2tra4rrrrovTTjstFixYEBERe/fujfe///3xjne8Ix599NGYOHFibN26NcaNG1fowwMAKKiSLMuy4Z7Em6mtrY1Zs2bF6tWrc9umT58eCxcujObm5kHj6+rqor6+PpYtW5bb1tjYGO3t7bFhw4aIiPjyl78cy5Yti5/85CdRVlZ2TPPq6emJqqqq2LVrV1RWVh7TYwAAheX1uwh+BLx3797o6OiIhoaGvO0NDQ2xcePGIffp7e2N8vLyvG0VFRXR1tYWfX19ERHxrW99K+bOnRvXX399VFdXx4wZM+LOO++M/v7+Q86lt7c3enp68m4AAMVmxAdgd3d39Pf3R3V1dd726urq2L59+5D7zJs3L+67777o6OiILMuivb09Wlpaoq+vL7q7uyMi4sUXX4xHH300+vv7Y926dXHLLbfE8uXL4zOf+cwh59Lc3BxVVVW526RJk47fgQIAFMiID8ABJSUleZ9nWTZo24Bbb7015s+fH3PmzImysrK4+uqr49prr42IiNLS0oiI2LdvX7zjHe+Ie+65J2pqauKaa66Jm2++Oe/HzAdramqKXbt25W5bt249PgcHAFBAIz4Ax48fH6WlpYOu9u3YsWPQVcEBFRUV0dLSEnv27ImXX345Ojs7Y8qUKTFu3LgYP358RERMmDAhzjvvvFwQRuz/vcLt27fH3r17h3zcsWPHRmVlZd4NAKDYjPgAHDNmTNTU1ERra2ve9tbW1qirqzvsvmVlZTFx4sQoLS2NNWvWxJVXXhmjRu0/5Pr6+vjpT38a+/bty43fsmVLTJgwIcaMGXP8DwQAYIQY8QEYEbF06dK47777oqWlJZ577rm48cYbo7OzM5YsWRIR+380+6d/+qe58Vu2bImvfOUr8cILL0RbW1tcc8018eyzz8add96ZG/OXf/mXsXPnzrjhhhtiy5Yt8a//+q9x5513xvXXX1/w4wMAKKSieB/ARYsWxc6dO+P222+Prq6umDFjRqxbty4mT54cERFdXV3R2dmZG9/f3x/Lly+P559/PsrKyuKyyy6LjRs3xpQpU3JjJk2aFE888UTceOONceGFF8aZZ54ZN9xwQ3ziE58o9OEBABRUUbwP4EjlfYQAoPh4/S6SHwEDAHD8CEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxBRNAK5atSqmTp0a5eXlUVNTE+vXrz/s+JUrV8b06dOjoqIipk2bFg8//HDe/Q8++GCUlJQMur322msn8jAAAIbd6OGewJFYu3ZtNDY2xqpVq6K+vj7uvvvumD9/fmzevDnOOuusQeNXr14dTU1Nce+998Yll1wSbW1tcd1118Vpp50WCxYsyI2rrKyM559/Pm/f8vLyE348AADDqSTLsmy4J/FmamtrY9asWbF69erctunTp8fChQujubl50Pi6urqor6+PZcuW5bY1NjZGe3t7bNiwISL2XwFsbGyMV1999Zjn1dPTE1VVVbFr166orKw85scBAArH63cRXAHcu3dvdHR0xE033ZS3vaGhITZu3DjkPr29vYOu5FVUVERbW1v09fVFWVlZRET8+te/jsmTJ0d/f39cfPHFcccdd8TMmTMPOZfe3t7o7e3Nfb5r166I2P+NBAAUh4HX7SK4BnbCjPgA7O7ujv7+/qiurs7bXl1dHdu3bx9yn3nz5sV9990XCxcujFmzZkVHR0e0tLREX19fdHd3x4QJE+L888+PBx98MN71rndFT09PfOELX4j6+vr40Y9+FOeee+6Qj9vc3By33XbboO2TJk36/z9QAKCgdu/eHVVVVcM9jWEx4gNwQElJSd7nWZYN2jbg1ltvje3bt8ecOXMiy7Korq6Oa6+9Nj73uc9FaWlpRETMmTMn5syZk9unvr4+Zs2aFV/84hfjrrvuGvJxm5qaYunSpbnP9+3bF7/61a/i9NNPP+RcjlVPT09MmjQptm7dmuzl6UKwzoVhnQvDOheGdS6ME7nOWZbF7t2744wzzjiuj1tMRnwAjh8/PkpLSwdd7duxY8egq4IDKioqoqWlJe6+++745S9/GRMmTIh77rknxo0bF+PHjx9yn1GjRsUll1wSL7zwwiHnMnbs2Bg7dmzetre+9a1Hd0BHqbKy0gmmAKxzYVjnwrDOhWGdC+NErXOqV/4GjPi3gRkzZkzU1NREa2tr3vbW1taoq6s77L5lZWUxceLEKC0tjTVr1sSVV14Zo0YNfchZlsUzzzwTEyZMOG5zBwAYiUb8FcCIiKVLl8bixYtj9uzZMXfu3Ljnnnuis7MzlixZEhH7fzS7bdu23Hv9bdmyJdra2qK2tjZeeeWVWLFiRTz77LPx0EMP5R7ztttuizlz5sS5554bPT09cdddd8UzzzwTK1euHJZjBAAolKIIwEWLFsXOnTvj9ttvj66urpgxY0asW7cuJk+eHBERXV1d0dnZmRvf398fy5cvj+effz7Kysrisssui40bN8aUKVNyY1599dX48z//89i+fXtUVVXFzJkz43vf+15ceumlhT68IY0dOzY+9alPDfqRM8eXdS4M61wY1rkwrHNhWOcTqyjeBxAAgONnxP8OIAAAx5cABABIjAAEAEiMAAQASIwAHCarVq2KqVOnRnl5edTU1MT69esPO/6pp56KmpqaKC8vj7PPPju+/OUvF2imxe9o1vrrX/96vP/974+3v/3tUVlZGXPnzo1/+7d/K+Bsi9fRfk8P+P73vx+jR4+Oiy+++MRO8CRxtOvc29sbN998c0yePDnGjh0b55xzTrS0tBRotsXraNf5kUceiYsuuije8pa3xIQJE+LDH/5w7Ny5s0CzLU7f+973YsGCBXHGGWdESUlJfOMb33jTfbwWHkcZBbdmzZqsrKwsu/fee7PNmzdnN9xwQ3bKKadkP//5z4cc/+KLL2ZvectbshtuuCHbvHlzdu+992ZlZWXZo48+WuCZF5+jXesbbrgh++xnP5u1tbVlW7ZsyZqamrKysrLshz/8YYFnXlyOdp0HvPrqq9nZZ5+dNTQ0ZBdddFFhJlvEjmWdr7rqqqy2tjZrbW3NXnrppewHP/hB9v3vf7+Asy4+R7vO69evz0aNGpV94QtfyF588cVs/fr12W/91m9lCxcuLPDMi8u6deuym2++OXvssceyiMgef/zxw473Wnh8CcBhcOmll2ZLlizJ23b++ednN91005DjP/7xj2fnn39+3ra/+Iu/yObMmXPC5niyONq1HsoFF1yQ3Xbbbcd7aieVY13nRYsWZbfcckv2qU99SgAegaNd5+985ztZVVVVtnPnzkJM76RxtOu8bNmy7Oyzz87bdtddd2UTJ048YXM82RxJAHotPL78CLjA9u7dGx0dHdHQ0JC3vaGhITZu3DjkPk8//fSg8fPmzYv29vbo6+s7YXMtdsey1gfbt29f7N69O972trediCmeFI51nR944IH42c9+Fp/61KdO9BRPCseyzt/61rdi9uzZ8bnPfS7OPPPMOO+88+Jv/uZv4n/+538KMeWidCzrXFdXF7/4xS9i3bp1kWVZ/PKXv4xHH300rrjiikJMORleC4+voviXQE4m3d3d0d/fH9XV1Xnbq6urY/v27UPus3379iHHv/7669Hd3e3fLz6EY1nrgy1fvjx+85vfxAc/+METMcWTwrGs8wsvvBA33XRTrF+/PkaPdho6Eseyzi+++GJs2LAhysvL4/HHH4/u7u74q7/6q/jVr37l9wAP4VjWua6uLh555JFYtGhRvPbaa/H666/HVVddFV/84hcLMeVkeC08vlwBHCYlJSV5n2dZNmjbm40fajuDHe1aD/ja174Wn/70p2Pt2rXxjne840RN76RxpOvc398ff/RHfxS33XZbnHfeeYWa3knjaL6f9+3bFyUlJfHII4/EpZdeGpdffnmsWLEiHnzwQVcB38TRrPPmzZvjYx/7WHzyk5+Mjo6O+O53vxsvvfRS7t+r5/jxWnj8+F/vAhs/fnyUlpYO+j/JHTt2DPo/mwHvfOc7hxw/evToOP3000/YXIvdsaz1gLVr18af/dmfxT//8z/H+973vhM5zaJ3tOu8e/fuaG9vj02bNsVHP/rRiNgfKlmWxejRo+OJJ56I3/3d3y3I3IvJsXw/T5gwIc4888yoqqrKbZs+fXpkWRa/+MUv4txzzz2hcy5Gx7LOzc3NUV9fH3/7t38bEREXXnhhnHLKKfGe97wn/v7v/96VqePEa+Hx5QpggY0ZMyZqamqitbU1b3tra2vU1dUNuc/cuXMHjX/iiSdi9uzZUVZWdsLmWuyOZa0j9l/5u/baa+OrX/2q3+E5Ake7zpWVlfFf//Vf8cwzz+RuS5YsiWnTpsUzzzwTtbW1hZp6UTmW7+f6+vr47//+7/j1r3+d27Zly5YYNWpUTJw48YTOt1gdyzrv2bMnRo3KfzktLS2NiDeuUPH/z2vhcTZMf3yStIG3GLj//vuzzZs3Z42Njdkpp5ySvfzyy1mWZdlNN92ULV68ODd+4E/fb7zxxmzz5s3Z/fff70/fj9DRrvVXv/rVbPTo0dnKlSuzrq6u3O3VV18drkMoCke7zgfzV8BH5mjXeffu3dnEiROzP/iDP8h+/OMfZ0899VR27rnnZh/5yEeG6xCKwtGu8wMPPJCNHj06W7VqVfazn/0s27BhQzZ79uzs0ksvHa5DKAq7d+/ONm3alG3atCmLiGzFihXZpk2bcm+347XwxBKAw2TlypXZ5MmTszFjxmSzZs3Knnrqqdx9H/rQh7L3vve9eeOffPLJbObMmdmYMWOyKVOmZKtXry7wjIvX0az1e9/73iwiBt0+9KEPFX7iReZov6cPJACP3NGu83PPPZe9733vyyoqKrKJEydmS5cuzfbs2VPgWRefo13nu+66K7vggguyioqKbMKECdkf//EfZ7/4xS8KPOvi8p//+Z+HPd96LTyxSrLM9WkAgJT4HUAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMQIQACAxAhAAIDECEAAgMT8P4GmEEhKXHgUAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(corr)\n",
    "plt.ylim(0.95,1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract timestamps separately"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_001.run0248/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_002.run0249/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_003.run0250/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_004.run0251/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_005.run0252/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_006.run0253/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_007.run0254/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_008.run0255/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_009.run0256/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_010.run0257/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_011.run0258/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_012.run0259/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_013.run0260/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_014.run0261/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_015.run0262/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_016.run0263/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_017.run0264/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_018.run0265/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_019.run0266/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_020.run0267/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_021.run0268/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_022.run0269/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_023.run0270/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_024.run0271/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_025.run0272/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_026.run0273/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_027.run0274/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_028.run0275/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_029.run0276/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_030.run0277/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_031.run0278/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_032.run0279/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_033.run0280/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_034.run0281/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_035.run0282/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_036.run0283/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_037.run0284/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_038.run0285/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_039.run0286/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_040.run0287/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_041.run0288/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_042.run0289/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_043.run0290/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_044.run0291/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_045.run0292/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_046.run0293/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_047.run0294/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_048.run0295/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_049.run0296/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_050.run0297/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_051.run0298/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_052.run0299/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_053.run0300/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_054.run0301/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_055.run0302/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_056.run0303/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_057.run0304/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_058.run0305/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_059.run0306/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_060.run0307/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_061.run0308/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_062.run0309/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_063.run0310/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_064.run0311/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_065.run0312/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_066.run0313/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_067.run0314/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_068.run0315/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_069.run0316/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_070.run0317/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_071.run0318/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_072.run0319/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_073.run0320/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_074.run0321/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_075.run0322/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_076.run0323/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_077.run0324/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_078.run0325/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_079.run0326/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_080.run0327/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_081.run0328/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_082.run0329/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_083.run0330/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_084.run0331/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_085.run0332/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_086.run0333/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_087.run0334/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_088.run0335/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_089.run0336/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_090.run0337/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_091.run0338/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_092.run0339/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_093.run0340/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_094.run0341/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_095.run0342/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_096.run0343/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_097.run0344/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_098.run0345/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_099.run0346/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_100.run0347/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_101.run0348/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_102.run0349/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_103.run0350/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_104.run0351/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_105.run0352/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_106.run0353/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_107.run0354/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_108.run0355/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_109.run0356/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_110.run0357/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_111.run0358/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_112.run0359/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_113.run0360/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_114.run0361/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_115.run0362/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_116.run0363/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_117.run0364/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_118.run0365/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_119.run0366/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_120.run0367/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_121.run0368/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_122.run0369/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_123.run0370/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_124.run0371/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_125.run0372/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_126.run0373/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_127.run0374/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_128.run0375/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_129.run0376/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_130.run0377/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_131.run0378/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_132.run0379/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_133.run0380/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_134.run0381/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_135.run0382/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_136.run0383/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_137.run0384/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_138.run0385/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_139.run0386/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_140.run0387/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_141.run0388/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_142.run0389/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_143.run0390/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_144.run0391/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_145.run0392/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_146.run0393/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_147.run0394/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_148.run0395/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_149.run0396/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_150.run0397/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_151.run0398/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_152.run0399/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_153.run0400/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_154.run0401/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_155.run0402/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_156.run0403/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_157.run0404/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_158.run0405/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_159.run0406/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_160.run0407/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_161.run0408/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_162.run0409/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_163.run0410/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_164.run0411/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_165.run0412/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_166.run0413/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_167.run0414/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_168.run0415/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_169.run0416/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_170.run0417/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_171.run0418/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_172.run0419/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_173.run0420/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_174.run0421/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_175.run0422/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_176.run0423/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_177.run0424/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_178.run0425/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_179.run0426/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_180.run0427/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_181.run0428/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_182.run0429/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_183.run0430/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_184.run0431/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_185.run0432/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_186.run0433/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_187.run0434/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_188.run0435/meta/scan.json',\n",
       " '/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_189.run0436/meta/scan.json']"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datafiles = []\n",
    "for file in glob('/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop*/meta/scan.json'):\n",
    "    datafiles.append(file)\n",
    "datafiles = sorted(datafiles, key = os.path.getmtime)\n",
    "patch = datafiles\n",
    "patch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/sf/alvra/data/p19776/raw/catalog/YAG_timing_pink_vacuum_loop_189.run0436/meta/scan.json\n"
     ]
    }
   ],
   "source": [
    "from sfdata import SFScanInfo\n",
    "\n",
    "timestamps_npy = []\n",
    "timestamps_hms = []\n",
    "\n",
    "for json_file in patch:\n",
    "    clear_output(wait=True)\n",
    "    print (json_file)\n",
    "    scan = SFScanInfo(json_file)\n",
    "      \n",
    "    timestamps_npy.append( timestamp(json_file) )\n",
    "    timestamps_hms.append( timestamp_hms(json_file) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:alvra-analysis]",
   "language": "python",
   "name": "conda-env-alvra-analysis-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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