V1298Tau / paper_figs.ipynb
paper_figs.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.colors import Normalize\n",
    "\n",
    "from scipy.signal import find_peaks\n",
    "from scipy import ndimage\n",
    "from scipy.signal import savgol_filter\n",
    "from scipy.stats import norm\n",
    "\n",
    "from astropy.time import Time\n",
    "from astropy.timeseries import LombScargle\n",
    "\n",
    "import lightkurve as lk\n",
    "import celerite\n",
    "import tinygp\n",
    "import jax\n",
    "\n",
    "import radvel\n",
    "from radvel.plot import orbit_plots\n",
    "from radvel.kepler import rv_drive\n",
    "from radvel.orbit import timetrans_to_timeperi\n",
    "\n",
    "# enable double precision in JAX\n",
    "jax.config.update(\"jax_enable_x64\", True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loads the RV data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sm21_rvs = pd.read_csv(\n",
    "    'data/RV_DATA.dat', sep='\\s+', comment='#', \n",
    "    names=['time', 'mnvel','errvel', 'tel']\n",
    ")\n",
    "sm21_rvs.time -= 7000\n",
    "\n",
    "# add in fitted jitter and gamma values from SM21 fit\n",
    "sm21_rvs['errvel_withjit'] = sm21_rvs['errvel']\n",
    "for i, jit_val in enumerate([3.05, -4.9, -4.7, -0.3]):\n",
    "    sm21_rvs.loc[sm21_rvs.tel == i, 'errvel_withjit'] = np.sqrt(\n",
    "        (sm21_rvs.loc[sm21_rvs.tel == i, 'errvel_withjit'].values)**2 +\n",
    "        np.exp(jit_val)**2\n",
    "    )\n",
    "sm21_rvs['mnvel_withgamma'] = sm21_rvs['mnvel']\n",
    "for i, gamma_val in enumerate([12, -34, -2, -16]):\n",
    "    sm21_rvs.loc[sm21_rvs.tel == float(i), 'mnvel_withgamma'] += gamma_val\n",
    "\n",
    "harps_rvs = sm21_rvs[sm21_rvs.tel == 0]\n",
    "carm_rvs = sm21_rvs[sm21_rvs.tel == 1]\n",
    "\n",
    "new_rvs = pd.read_csv('data/all_rvs.csv')\n",
    "hires_rvs = new_rvs[new_rvs.tel == 'Keck']\n",
    "hires_rvs.time -= 2457000\n",
    "hires_rvs.mnvel -= np.median(hires_rvs.mnvel)\n",
    "subaru_rvs = new_rvs[new_rvs.tel == 'Subaru']\n",
    "subaru_rvs.time -= 2457000\n",
    "subaru_rvs.mnvel -= np.median(subaru_rvs.mnvel)\n",
    "\n",
    "# clip out one subaru point with v large errors\n",
    "subaru_rvs = subaru_rvs[subaru_rvs.errvel < 1e3]\n",
    "\n",
    "all_rvs = pd.concat([new_rvs, sm21_rvs])\n",
    "\n",
    "times2plot = np.linspace(1400, 1950, int(1e4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loads the LCO photometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_lc(flux):\n",
    "    \"\"\" Returns median-normalized flux in units of parts-per-thousand.\n",
    "    Stolen from Adina Feinstein.\n",
    "    \"\"\"\n",
    "    mu = np.nanmedian(flux)\n",
    "    return (flux/mu - 1) * 1e3\n",
    "\n",
    "# loads LCO data\n",
    "lco_data = pd.read_csv(\n",
    "    'data/LCO_DATA.dat', sep='\\s+', comment='#', \n",
    "    names=['time', 'data', 'errors']\n",
    ")\n",
    "lco_data.time += 2450000 - 2457e3\n",
    "lco_timespan = np.max(lco_data.time.values) - np.min(lco_data.time.values)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loads the K2 & TESS photometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# loads K2 data\n",
    "k2_lc = lk.search_lightcurve(\n",
    "    \"v1298 tau\", author=\"EVEREST\"\n",
    ")[0].download().remove_nans().remove_outliers().normalize()\n",
    "data = {\n",
    "    \"time\": k2_lc.time.value + 2454833 - 2457e3, \n",
    "    \"data\":normalize_lc(k2_lc.flux.value), \n",
    "    \"errors\": 1e3 * np.sqrt(k2_lc.fraw.value) / np.mean(k2_lc.fraw.value)\n",
    "} \n",
    "k2_data = pd.DataFrame(data)\n",
    "\n",
    "# loads TESS data\n",
    "temp1 = np.loadtxt('data/TESS_data/v1298_s43_o1_v2.txt')\n",
    "temp2 = np.loadtxt('data/TESS_data/v1298_s43_o2_v2.txt')\n",
    "temp3 = np.loadtxt('data/TESS_data/v1298_s44_o1_v1.txt')\n",
    "temp4 = np.loadtxt('data/TESS_data/v1298_s44_o2_v1.txt')\n",
    "temp1[:,1] = normalize_lc(temp1[:,2])\n",
    "temp2[:,1] = normalize_lc(temp2[:,2])\n",
    "temp3[:,1] = normalize_lc(temp3[:,2])\n",
    "temp4[:,1] = normalize_lc(temp4[:,2])\n",
    "temp = np.vstack((temp1, temp2, temp3, temp4))\n",
    "data = {\n",
    "    \"time\":Time(temp[:,0], format='mjd').jd - 2457e3, \n",
    "    \"data\":temp[:,1], \n",
    "    \"errors\":np.sqrt(temp[:,2]) / np.mean(temp[:,2]) * 1e3\n",
    "}\n",
    "tess_data = pd.DataFrame(data)\n",
    "\n",
    "k2_timespan = np.max(k2_data.time.values) - np.min(k2_data.time.values)\n",
    "tess_timespan = np.max(tess_data.time.values) - np.min(tess_data.time.values)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figure 6: photometry tour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8))\n",
    "gs = gridspec.GridSpec(\n",
    "    4, 3, figure=fig, height_ratios=[3, 3, 3, 1], wspace=0, hspace=0.5,\n",
    "    width_ratios=[k2_timespan, lco_timespan, tess_timespan]\n",
    ")\n",
    "\n",
    "big_k2_ax = fig.add_subplot(gs[0,:])\n",
    "big_k2_ax.scatter(k2_data.time, k2_data.data, s=0.5, color='rebeccapurple')\n",
    "big_k2_ax.axhline(0, color='k', alpha=0.2, ls='--', lw=0.9)\n",
    "big_k2_ax.text(0.01, 0.87, 'a) K2', transform=big_k2_ax.transAxes)\n",
    "big_k2_ax.set_ylabel('relative flux [ppt]')\n",
    "\n",
    "big_tess_ax = fig.add_subplot(gs[1,:])\n",
    "big_tess_ax.scatter(tess_data.time, tess_data.data, s=0.5, color='rebeccapurple')\n",
    "big_tess_ax.axhline(0, color='k', alpha=0.2, ls='--', lw=0.9)\n",
    "big_tess_ax.text(0.01, 0.87, 'b) TESS', transform=big_tess_ax.transAxes)\n",
    "big_tess_ax.set_ylabel('relative flux [ppt]')\n",
    "\n",
    "k2_ax = fig.add_subplot(gs[2,0], ylim=[-60, 60])\n",
    "k2_ax.set_ylabel('relative flux [ppt]')\n",
    "k2_ax.text(0.05, 0.87, 'c) K2', transform=k2_ax.transAxes)\n",
    "\n",
    "ls = LombScargle(k2_data.time.values, k2_data.data.values)\n",
    "offset = ls.offset()\n",
    "fit_284 = ls.model(k2_data.time.values, 1/2.85)\n",
    "fit_300 = ls.model(k2_data.time.values, 1/3.00)\n",
    "fit_269 = ls.model(k2_data.time.values, 1/2.70)\n",
    "\n",
    "fourier_model = (fit_284 + fit_269 + fit_300)\n",
    "max_model = savgol_filter(ndimage.maximum_filter1d(fourier_model, 200), 501, 3)\n",
    "\n",
    "big_k2_ax.plot(\n",
    "    k2_data.time, \n",
    "    max_model,\n",
    "    color='hotpink', alpha=0.9\n",
    ")\n",
    "big_k2_ax.plot(\n",
    "    k2_data.time, \n",
    "    -max_model,\n",
    "    color='hotpink', alpha=0.9\n",
    ")\n",
    "\n",
    "lco_ax = fig.add_subplot(gs[2,1], ylim=[-60, 60], yticks=[])\n",
    "lco_ax.text(0.02, 0.87, 'd) LCO', transform=lco_ax.transAxes)\n",
    "\n",
    "tess_ax = fig.add_subplot(gs[2,2], ylim=[-60, 60], yticks=[])\n",
    "tess_ax.text(0.05, 0.87, 'e) TESS', transform=tess_ax.transAxes)\n",
    "\n",
    "all_data_ax = fig.add_subplot(gs[3,:])\n",
    "all_data_ax.set_ylim(-60, 60)\n",
    "all_data_ax.axhline(0, color='k', alpha=0.2, ls='--', lw=0.9)\n",
    "all_data_ax.set_xlabel('time [jd - 2457000]')\n",
    "all_data_ax.text(0.01, 0.6, 'e)', transform=all_data_ax.transAxes)\n",
    "k2_ax.errorbar(\n",
    "    [92], [-51], [np.median(k2_data.errors)], color='rebeccapurple', capsize=1\n",
    ")\n",
    "k2_ax.text(60, -54, 'med. error:', fontsize=8)\n",
    "lco_ax.errorbar(\n",
    "    [1809], [-51], [np.median(lco_data.errors)], color='rebeccapurple', capsize=1\n",
    ")\n",
    "lco_ax.text(1777, -54, 'med. error:', fontsize=8)\n",
    "tess_ax.errorbar(\n",
    "    [2505], [-51], [np.median(tess_data.errors)], color='rebeccapurple', \n",
    "    capsize=1\n",
    ")\n",
    "tess_ax.text(2473, -54, 'med. error:', fontsize=8)\n",
    "\n",
    "all_data_ax.text(0.045, 1.05, 'K2:', transform=all_data_ax.transAxes)\n",
    "all_data_ax.text(0.685, 1.05, 'LCO:', transform=all_data_ax.transAxes)\n",
    "all_data_ax.text(0.92, 1.05, 'TESS:', transform=all_data_ax.transAxes)\n",
    "all_data_ax.set_ylabel('relative flux [ppt]')\n",
    "\n",
    "for ax in [all_data_ax, k2_ax]:\n",
    "    ax.scatter(k2_data.time, k2_data.data, s=0.1, color='rebeccapurple')\n",
    "for ax in [all_data_ax, lco_ax]:\n",
    "    ax.scatter(lco_data.time, lco_data.data, s=1, color='rebeccapurple')\n",
    "for ax in [all_data_ax, tess_ax]:\n",
    "    ax.scatter(tess_data.time, tess_data.data, s=0.1, color='rebeccapurple')\n",
    "for ax in [k2_ax, lco_ax, tess_ax]:\n",
    "    ax.axhline(0, color='k', alpha=0.2, ls='--', lw=0.9)\n",
    "\n",
    "plt.savefig('plots/photom.png', dpi=250)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figure 7: Photometry Periodograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_per = 3.5\n",
    "min_per = 2.5\n",
    "\n",
    "efap_threshold = .001\n",
    "\n",
    "ls_k2 = LombScargle(k2_data.time.values, k2_data.data.values, k2_data.errors.values)\n",
    "efaps_k2 = ls_k2.false_alarm_level([efap_threshold])  \n",
    "\n",
    "k2_freq, k2_power = ls_k2.autopower(\n",
    "    minimum_frequency = 1 / max_per, maximum_frequency = 1 / min_per, samples_per_peak=2000\n",
    ")\n",
    "\n",
    "ls_lco = LombScargle(lco_data.time.values, lco_data.data.values, lco_data.errors.values)\n",
    "lco_freq, lco_power = ls_lco.autopower(\n",
    "    minimum_frequency = 1 / max_per, maximum_frequency = 1 / min_per, samples_per_peak=2000\n",
    ")\n",
    "efaps_lco = ls_lco.false_alarm_level([efap_threshold])  \n",
    "\n",
    "ls_tess = LombScargle(tess_data.time.values, tess_data.data.values, tess_data.errors.values)\n",
    "tess_freq, tess_power = ls_tess.autopower(\n",
    "    minimum_frequency = 1 / max_per, maximum_frequency = 1 / min_per, samples_per_peak=2000\n",
    ")\n",
    "efaps_tess = ls_tess.false_alarm_level([efap_threshold])  \n",
    "\n",
    "# detect periodogram peaks\n",
    "tess_peaks, peak_props = find_peaks(tess_power, height=efaps_tess[0])\n",
    "tess_peak_heights = peak_props['peak_heights']\n",
    "\n",
    "lco_peaks, peak_props = find_peaks(lco_power, height=efaps_lco[0])\n",
    "lco_peak_heights = peak_props['peak_heights']\n",
    "\n",
    "k2_peaks, peak_props = find_peaks(k2_power, height=efaps_k2[0])\n",
    "k2_peak_heights = peak_props['peak_heights']\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(8,8))\n",
    "ax = axes[0]\n",
    "plt.sca(ax)\n",
    "\n",
    "plt.plot(1 / tess_freq, tess_power, label='TESS', color='rebeccapurple', alpha=0.5)\n",
    "plt.plot(1 / k2_freq, k2_power, label='K2', color='k', ls='--', alpha=0.5)\n",
    "plt.plot(1 / lco_freq, lco_power, label='LCO', color='hotpink', ls='-.', alpha=0.5)\n",
    "plt.scatter(1 / k2_freq[k2_peaks], k2_peak_heights, color='grey', zorder=10)\n",
    "plt.scatter(1 / lco_freq[lco_peaks], lco_peak_heights, color='hotpink', zorder=10)\n",
    "plt.scatter(1 / tess_freq[tess_peaks], tess_peak_heights, color='rebeccapurple', zorder=10)\n",
    "\n",
    "for i, p in enumerate(tess_peaks):\n",
    "    plt.text(\n",
    "        1 / tess_freq[p], \n",
    "        0.012 + tess_peak_heights[i], \n",
    "        '{:.2f}'.format(1 / tess_freq[p]),\n",
    "        fontdict={'size':8, 'color':'rebeccapurple', 'weight':'bold'}\n",
    "    )\n",
    "for i, p in enumerate(k2_peaks):\n",
    "    if i != 5 and i != 1:\n",
    "        plt.text(\n",
    "            1 / k2_freq[p], \n",
    "            0.012 + k2_peak_heights[i], \n",
    "            '{:.2f}'.format(1 / k2_freq[p]),\n",
    "            fontdict={'size':8, 'color':'grey', 'weight':'bold'}\n",
    "        )\n",
    "    elif i == 5:\n",
    "        plt.text(\n",
    "            1 / k2_freq[p] - .05, \n",
    "            0.012 + k2_peak_heights[i], \n",
    "            '{:.2f}'.format(1 / k2_freq[p]),\n",
    "            fontdict={'size':8, 'color':'grey', 'weight':'bold'}\n",
    "        )\n",
    "    else:\n",
    "        plt.text(\n",
    "            1 / k2_freq[p] - .04, \n",
    "            0.012 + k2_peak_heights[i], \n",
    "            '{:.2f}'.format(1 / k2_freq[p]),\n",
    "            fontdict={'size':8, 'color':'grey', 'weight':'bold'}\n",
    "        )\n",
    "for i, p in enumerate(lco_peaks):\n",
    "    plt.text(\n",
    "        1 / lco_freq[p], \n",
    "        0.012 + lco_peak_heights[i], \n",
    "        '{:.2f}'.format(1 / lco_freq[p]),\n",
    "        fontdict={'size':8, 'color':'hotpink', 'weight':'bold'}\n",
    "    )\n",
    "plt.legend()\n",
    "plt.xlabel('Period [d]')\n",
    "plt.ylabel('Power')\n",
    "\n",
    "max_per = 50\n",
    "min_per = 1\n",
    "\n",
    "k2_freq, k2_power = ls_k2.autopower(\n",
    "    minimum_frequency = 1 / max_per, maximum_frequency = 1 / min_per, samples_per_peak=2000\n",
    ")\n",
    "\n",
    "lco_freq, lco_power = ls_lco.autopower(\n",
    "    minimum_frequency = 1 / max_per, maximum_frequency = 1 / min_per, samples_per_peak=2000\n",
    ")\n",
    "\n",
    "tess_freq, tess_power = ls_tess.autopower(\n",
    "    minimum_frequency = 1 / max_per, maximum_frequency = 1 / min_per, samples_per_peak=2000\n",
    ")\n",
    "\n",
    "axes[1].plot(1 / tess_freq, tess_power, label='TESS', color='rebeccapurple', alpha=0.5)\n",
    "axes[1].plot(1 / k2_freq, k2_power, label='K2', color='k', ls='--', alpha=0.5)\n",
    "axes[1].plot(1 / lco_freq, lco_power, label='LCO', color='hotpink', ls='-.', alpha=0.5)\n",
    "axes[1].set_xscale('log')\n",
    "axes[1].set_xlabel('Period [d]')\n",
    "axes[1].set_ylabel('Power')\n",
    "axes[0].set_yscale('log')\n",
    "plt.savefig('plots/periodogram.png', dpi=250)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figures 3 & 4: SM21 PSD & Data Periodogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Wrl2Lw+Fgw4YN/O9//wPg0KFDtLS0MH36dLTWNDQ0MG/ePH74wx8GPT8rK4tbb72VM844A7PZjMVi4T//+U/I6zz33HNcddVV/sfjx49n165dNDU19er7E4OTrJbXi+x2O/Hx8Ue7GP3OTbMeA+DRz29AKXWUSyMGMlktTwwWfbFaXsQavlJqbifPs2utN3V2YqXUYuBGQAM/DDy+bd99QHHbpqu11mVRlnnAGCg3U0eL16Mxx0jAF0KIvtBZk/6rwHtAuCvyicBxkZ6olMoAbgZOAUYCzwDzOhz2pNb6Nx2fK4YOj9uLOUYmigghRF/oLOD/S2v9i3A7lFJhtweYDazSWjuBg0qpZKVUnNbaEXDMN5VS5wHLgfu01t5ulLvfu+X0f5OZm8x9L33taBel3/J6BtWvXAgh+rWI1atwwV4plRxpXweZQH3A48a2bT5vAFOB04ExwNXhTqKUulEptUEptcGXEGOgsFtdHN5f3/WBQ5jHI10eQgjRV7psT1VKPdn2/3XAJqXUQ1Gctw5ID3ic1rYNAK11vdbao7X2AC8CYQclaK0f01rP0lrPysnJieJlxUDicUsNXwgh+ko0HagFbf8v1FpPAmZG8Zz1wDyllEUplQ+0BDbnK6XSA449A5Bcq0OQx+052kUQotu8Xi833XQTp556KvPnz+fqq40GyiVLlmA2mzl06JD/2AkTJrB48WIAbr31Vk455RROOeUUfv/73/uPueeeexgzZgxnnXVW2NfzLaizcOFCTj75ZF566SWKioo46aSTgo577LHHuPvuu3v43YrBJJqAn6yUOgtoaHvcZbVMa10PPAKsBF4AblVKzVRK3d52yO1KqfVKqTUYTf2Pd7vkYsCTGr4YiN5//33cbjdr1qxh1apVPPRQe6PnySefzAsvvADAp59+yrBhw/z7vv/97/Ppp5+ydu1a3njjDfbv3w/A9773PZYvX97pay5atIjly5ezbNky7r77bgoKCoiPj/cv0APwwgsv+G8+hAgnmoB/B3AR8HulVALwYTQn1lo/pbWeq7U+VWu9QWu9WWv9QNu+u7XWs9v2Xae1dn35tyAGKgn4YiBKTk5m+/bt7Nq1C4DMzPbhSeeeey4ffmhcIjsmzZk4cSJgpPg1m82YzWYA8vLyMJmim63S3NyMy2VcLq+++mqef/55AMrKymhubuaYY47hxRdf5OSTT2bhwoXcddddR/huxWASTaa9uVrrW3wPlFKNvVgeMYS4XdKkL3rOS39aS+me2h4516jJWXz9x+FTkZx22mncdNNNfO9736OoqIhbbrmFW2+9FYCYmBgmT57M5s2b2b59O1//+tfpmDDsmWeeYfz48RQUFERdnnfeeYc5c+awZcsWnnnmGQCuuOIK5s+fzy9/+UteeOEFrrzySgCef/55nn32WSZNmoTXKzfVol00t5Vnd3h8fm8URAw9Mi1PDFTXXXcdy5cvZ8uWLSxZsoQDBw7491155ZXceOONnHnmmSHPW7p0KU8//TSPPvpot15v0aJFrFu3jpdfftm/CE9mZiYTJkzgs88+48UXX/QH/Pvvv58HH3yQq6++mrfeeusI3qUYbDrLtPdDjOQ5I5VSezES8LgwEvIIccSkSV/0pEg18p52+PBhkpOTSU1NJSUlheTk5KCsmvPmzWP69Olcc801lJaW+revX7+ee+65h/fee4+EhIQv9doXXnghf/nLX9i+fTvHHnss11xzDffeey/p6emMGDECgLFjx/LYY4/hcDiYOHEil1xyyZG9YTFodDYP/yGt9UTgeq31JK31RK31MVrre/qwfGIQc7sk4IuBp7S0lPPPP5/58+czd+5cLrjgAsaPH+/fr5TiySefDGmyv/7662lububSSy9lwYIFbNy4EYB//OMfXHPNNXzxxRecddZZ/sF8kdx666384Q9/AOCiiy5i3bp1QYP1br/9dk477TQWLFjATTfd1EPvWgwGERfPUUqdqbX+WCl1Vcd9Wuvne71kHQy0xXN8C8T8a8ONR7kk/Y/vs7ntXxcw+cRRR7k0YiCTxXPEYHFUF88BfFfiiT31YoOZ1+tFKSWrv3WDxy2Z9oQQoq9EDPha66fb/v9l3xVHDCUej4zSF0KIvhJNat3LlVKfK6X2KqX2tQ3gE2HIcrjdI334QgjRd6KZh38vcJ7Wury3CzOQaa2lOb+bZFqeEEL0nWjm4e+QYC96g9TwhRCi70RTw09XSn0ObAY0gNZahp6LI+aVefhCCNFnoqnh/wH4CfAs8FzbPxGG9OF3j0ea9EUPa21tpaGh4Yj/tba2RnyNL774glNPPZXTTjuNM844IyjLXn/wn//8h9mzZ3PaaafxjW98A4fDEXLMunXrmDt3LqeddhoPPPCAf/t1111HXl4e3/nOd8Keu7S0lAULFkRVjoaGBv7zn/+E3bd69WpOPfVUFixYwCmnnMKKFSsAI2lQ4Gv/5z//QSlFUVFRxM99//79nHjiiSQnJ7N69eqoyhaN7rzXgaLLGr7WemVfFEQMPZJpT/Q0h8PB5s2bj/g8M2fOjJgNLy8vj/fff5+UlBTeffdd7rvvPn9++/5g3rx5XH311ZjNZu644w6effZZrr/++qBjbr75Zl599VXy8/NZtGgRl1xyCZMmTeLXv/413/zmN3n22WePuBy+gP/Nb34zZN+Pf/xjXnnlFfLz8/F4PLS0tABgNpspLi7G4XAQFxfHq6++yoknnghE/tzz8vL46KOPuO222464zINdNKP09wWM0G9VSvWv21kxoAS2grjdMi1PDDy5ubmkpKQAEBsbS0xM+HrTnXfeyZw5c1i4cCEffPABWmtuuukm5s2bx9y5c/nss88AWLx4Md/73vc4//zzWbhwIS+//DLnnHMOJ554IocPHwZgwoQJ3HXXXZx++ulcc801nS6KM27cOP9KfJHK19jYSH5+PgCzZs3y17BHjhwZcmxLSwuLFi3irLPO4s9//nPY1/zzn//MGWecwUknncR9993n37Zx40YWLFjAO++8E3R8UlIS77//Ps3NzZjNZtLS0vz7LrjgAt555x2qqqqwWCykp6cDkT/3xMTEoBULw1m+fLm/ReFHP/oRAD/96U9ZuHAhJ5xwAo899lin77WkpIRFixZxxhlnsGjRIqqrqwHj93Lfffdx+umn8/Wvf91/fMffPeD//c2ZM4e333670/L2li4DfltK3UltaXbHAlGtxqCUWqyUWquUWqOUOiHCMb9UShV2r8j9kzTnR0d72z8n6cMXA5nVauXuu+/m9ttvD9n37rvvcujQIdauXcvy5cs566yzeOONN3C5XKxevZpnn32WH/zgB/7jp0yZwnvvvcfkyZNZs2YNH374Iddeey0vvfQSAG63m4svvpiVK1eSkJDAm2++2WX5du3axbvvvhsUiHyys7PZsmULTqeTpUuXUldXF/E8jz/+OPPmzWPp0qX+2nZHN910E8uWLWP9+vV89NFHHDp0iNtuu40TTzyRFStWsGjRoqDj//3vf7NhwwaOP/54zj77bIqLi/37vvGNb/DSSy/x0ksvccUVV4S8Vmefezhaa/7v//6P1157jRUrVvDggw8CcO+997J8+XLWrVvHgw8+iMvlivheb7/9du655x6WLVvGjTfe6E9t7Ha7ueyyy1i5ciX19fVs37497O/+/fffp76+npUrV/Lxxx9z9913H5WYEc2gPT+tdYVS6qSujlNKZWAsvHMKMBJ4BpjX4ZjhwKTuvL4Y+LwBAd/jkZskMTC5XC6+/vWvc9ddd3HMMccA8J3vfIfCwkK++tWvYrPZWLhwoX+qrtlsZs+ePcydayzwM27cOOrr6/3nO/744wEYNWqUv5Y9atQotmzZAhj5+U8++WQAZs+ezZ49ezotX2lpKYsXL+aVV14hPj4+ZP/jjz/Oj3/8Y7TWjBs3zr/wTjh79+7lq1/9qv+1H3/88ZBjXn31VZ544gmUUhw4cICSkpKwrQU+Y8aM8deqn376ae69916efvppwGi6b2lp4cUXX2Tp0qX+4yD8596V6upqsrKyGD58OIC/9eOf//wn//vf/zCbzVRVVVFVVRXxvW7bto0777wTMIL8hAkTAGM55JkzZwKQn59PbW0t27dvD/ndb9u2jZUrV/rHBDgcDmpra8nOzo7qPfSUaJr0P1JKfdj2/3ZgbRTnnQ2s0lo7tdYHgWSlVFyHY+4B7u9+kfsvqeV3zRsQ5KUPXwxEXq+Xa665hksvvZRLL73Uv/2JJ55gxYoV/OAHP+DYY49l5cqVQc+ZPHkya9cal88DBw74m6qBoBwegT/7rilaa3xriXz++edMmhS5rlRTU8Pll1/OP//5z6BFfQJNmzaN999/n7feeou6ujrOPz/yqucTJ04Meu1w7rnnHj744AOWL1/O2LFj0VoTGxuL2+0Oe/zu3bv9P+fl5YV0UXz/+9/nsssuCxpHEelz70pOTg51dXX+Zniv10t9fT1PPfUUK1eu5IMPPiAtLQ2tdcT3Om3aNP7yl7+wYsUKVq9eHXQTEkhrHfZ3P23aNM455xxWrFjBihUr2Lp1a58He4iuhu8bMqmBeq11cxTPyQTqAx43tm0rB1BKTQSStdZbO0tWo5S6EbgR8Pc3DQQS+CMLTLbjcXXeh+/1ejGZoplIIoQhLi7OX+M60vNE8tprr/HOO+9QWVnJs88+y/Tp03nooYeCjrngggtYsWIFc+bMISEhgZ/+9KdcfPHFvPPOO8ybNw+PxxPynM7ExMTw6quvcscddzBy5EguvvhiAK6++mqeey544tQvfvELysrK/IPYrr32Wq6//nqWLFnCyJEjOfvss/nzn//MW28ZvbO33347OTk5APz85z/nvffeo6Kiwt8NccMNN3DFFVfw0Ucfceyxx4Yt31e+8hVOPfVUpkyZQnJyMmD0uSckJHD55Zfzve99jzPPPNN//EMPPcSGDRtITEzEZDLx6KOPhnx+F1xwQVSfe1NTE1/5ylfYuXMnO3bs4IILLuCXv2zPCK+U4uGHH+biiy8mLi6O448/nj//+c9MmzaNefPmMXXqVLKysgAivtc//elPfP/73/cPLrzuuuu45pprwn4W4X73F1xwAevWrWPBggUopRg1atRRGegZcbW8IzqpUudhZOe7te3xZmC21trR9vg54F6t9X6lVKHWekJX5+zvq+X57mRjYmLwerz83+wnAFktryNbs4MfLTSa7s67fjqX/d+ciMe6XC4sFktfFU0MQENltbwJEyZQWDgohjuJCPpitbzeqj6tB+YppSxKqXygxRfs24wDHlZKvQ/kKaX+3kvlOCqkgh9ZYJN+V5n2pKVECCF6TrcG7UVLa12vlHoEWInRFXCLUmomcLbW+gGttb9a11bDv7k3ynG0BA5ME8GCBu11MS2vs6lHQgwlUrsXPaHbAV8pNU1rvaOr47TWTwFPddi8OcxxXTbnDzRaAn5EwX34UsMXR04WrhIDXV9d675Mk/6FPV6KQUBrLQEqCoFN+uvf6TyHk3yeoivx8fHU1tbKd0UMaHa7vU/GK3W7hq+1/kNvFGQwkSb9yAI/G4ct/JQdH7mIi66MGjWK0tJS/5QrIQaqvLy8Xn+NLgO+UmoKxnz5icA+4Gda6129XbCBTJr0I+vOZyMBX3TFYrEwduzYo10MIQaEaJr0/w08AMwA/ggs6c0CDUQet5dNHx8MSpLh45UV4YIEJtsZXpDS6bES8IUQoudEE/DrtNZrtdYerfU6oLa3CzXQvPvUFzz18xVs/eQQEFyLLdxSebSK1S8FNul7u0itKwFfCCF6TsQmfaXUVW0/1iil/gl8BswCpLOsg7pyI/mgtdFINRAYp5JSI2fsGop8N0Mms5Jc+kII0Yc668Of2Pa/byh1PlDV9k8E8AV4ZTKmBgXWYs0xkho2kK9J32wxSQ1fCCH6UMSAr7X+pVLKBPxGa/2zPizTgOMLTL6pwEFLwMoAviBOuzEyPy7R3OX4Bt9UR5ljLYQQR67T6qfW2guMbwv8IgJfQPJVSANrpjJiP5jd6gQgPskiN0NCCNGHopmHnwZ8oZTaAHgAtNayIkwgX83eN0o/IJBJs3SwVqsLgLgkM7YmV5fHSw1fCCF6RjQBf1CtWd8b/OHIPy2vfZ/E+2DtNfyYqPrw5YZJCCF6RpcBX2u9UillBoYRENtEu7Vv7Q16HNhULU36wXwzGRJSLV0GfCGEED2ny755pdR3gJ3ADmAt8GZvF2qg8vfhS5N+RI5WFyazIja+80F7xbuqefRHy/yD/IQQQhyZaAbjfReYDmwFJgNberVEg0DQoD2J90HcLi/mGBPKpDodtPfs71ZRtL2Ww/vr+7B0QggxeEUT8Bu11s62Y53AlGhOrJRarJRaq5Rao5Q6ocO+byilViulPlFKva2USu1+0fufsDV8adIP4nF52gJ+55n2XG01e0u8ua+KJoQQg1o0Af9zpVQCRlP+dqC0qycopTKAm4EFwDXA3zsc8prWep7W+jRgE3Btdwrdf4UbtCcBP5Db7fUHfHTktQb8H5t8fkII0SOiGbR3Z9uPDyqlntBaN0Rx3tnAqraWgYNKqWSlVJzW2tF2TmfAsYkY4wMGPF9sChq0J/EqiMftJcZixmQ2xn96PBpTJ5V4Sb8rhBA9I2INv22wXhBfsA+3r4NMILDztbFtW+D5r1dKbQNOI0LAV0rdqJTaoJTaMCDWuw4zD9/rldXyAnkC+vCh69UEZbVBIYToGZ3V8H+mlBoWZrsCvgI80clz64D0gMdpbdv8tNZPAk8qpe4Abgfu6HgSrfVjwGMAs2bN6vdVPV9t3m5rTygjffjBvB4vJrPC5A/4nX8+bpenL4olhBCDXmcB/5ed7PtdF+ddD/xGKWUB8oAWX3M+gFIqXmttb3vYgNGsP+B5tVEbffvxje0bJd4H8Xo0JpPCl6zZt5hOR76xDzJXXwghekZni+c8/WVPqrWuV0o9AqzECHm3KKVmAmdrrR8AbldKndl2eB1w3Zd9rf7EV5v3JZcB8EonfhCvV2Mym/x9+F012UsNXwghekY0qXW/FK31U8BTHTZvbtv3a+DXvfXaR4uvVjpmSjbFO40xB1JDDeZpa9L31/AjfT6+AZDy+QkhRI+IJtNefF8UZDDw1VYLjm0f+iDT8oJpj0aZlH8p4S5r+G6p4QshRE/oNOArY5myd/qoLANeuNXyZF5eMKNJX6HM0Q3akxq+EEL0jE4DvjYi2KdKqZP7qDwDmm/+fWCtVdZ8D+bxeDEphVLG5xJx0J7v+Aj7hRBCdE80ffhXAFcppTwY12GttZ7Uu8UamPwjyyW1bkTao1Fm0ITeHEU6XgghxJGLJtPexL4oyGCgwww0kxb9YB6Pty3pTuc1fN8H53S4wu8XQgjRLdEM2stSSj2glHpSKRWjlLqqLwo2EB3aWQt0TK0rET+Q19s2D78tnW7kefjG/9VlzX1UMiGEGNyiWTxnCbAKmKi1djNI5sz3lMDgvu0TY10hWS0vMq9HB2Xa6yrxzkdPb+fg9qo+K58QQgxW0QT8BK31m4C77bHqxfIMOOECemC/tFTwg3nbmvS7quEHKt1X28ulEkKIwS+agG/3jdJXSs0AWnq3SANLYA3/uNNHhWyTJv1gvib9rmv47T8rJfeYQghxpKIJ+N8FfgQMA+4Cvt+rJRpgAmv4Zos5ZJs06QfzNen7Mu25IqXOlRslIYToUdFMy/Nora/s9ZIMUOFq88Hb+rxI/ZrX420btGfU2l1Od9jj5HMTQoieFU3Af1wplQNsAJYDy7XW0qnaJlxtPjDgy3ruwby+1Lom4zNyO8PX8KUrRAghelaXTfpa6wuBucBbwE+Ayt4u1EASPEAvdElXr1cCfiCvV2MOWC3PEyFXfmC8f+Y3n2C3OvuieEIIMWhFMw//d8BrwJXA48CE3i7UQBIYmLTX939gwJeaKrTf+Hg9XlRAH/7Tv1gV/vgOLSPFu2p6tXxCCDHYRTNobyJgBkqAA8DhaE6slFqslFqrlFqjlDqhw747lFLr2/Y9pAbwMOzgvPnekG3SNG3weIyavNejUQp/DT8Stys44MfG99pKzkIIMSRE06T/tbZm/U+A+4GGrp6jlMoAbgYWANcAf+9wyOta69la61OB4cAZ3St2/xFUw/el1g3qw5eADwE3Q16NOcbUZcD3dBi9Ly0lQghxZLqsNiml/gKcAjQCrwM/iOK8s4FVWmsncFAplayUitNaOwC01vsCjnXSntRnwAmqzYcbtCeBCjBaOrTW/sQ75pju1fA9Lg8tDXaS0+Ojej2v14vJFE0DlhBCDA3RXBFfB07TWp+ntf6D1npDFM/JBOoDHje2bQuilFoA5GG0HoRQSt2olNqglNpQXV0dxcv2vYZqm//ncIP2Xrh/bZ+XqT9qD/hG4h1zrAra1/HYjgl5yvbX8+Oz/sOaN/dE9Xoulyy6I4QQgaIJ+DuA+5VSbyul/qSUyo7iOXVAesDjtLZtfkqp4zC6CL6uI3R0a60f01rP0lrPysnJieJl+17N4fbFXXw1/I7JdsK9vaE6et/r8Rq59AOa9Dt2e4TrBtn3RTkAezdGNYTEP2ZACCGEIZqA/zSwBbil7f//RPGc9cA8pZRFKZUPtPia8wGUUhOAp4BvaK0H9PDr1MwE/8/ty+MGB/NwwX2oBaTAGr5SwelyXR3m4rvDZN9ztho19phYc1SvN1RvqIQQIpJoAn6y1voZrfV+rfV/gKSunqC1rgceAVYCLwC3KqVmKqVubzvkrxgtAE8rpVYopRZ9qdIfBR1r6+H66/duKu/0OTD4An40sxG01ng8Xkxm42u34NrxQGjyHV9zfsGJqZz+zTHGMW19+qYoJnT4bi6EEEK0i2auk00pdQ2wFjgVaI3mxFrrpzBq8YE2t+27sBtl7FFa6yNajMU3GMx3Dh0mtW5lcWNU5RhMXC4XMTExEQfKBaYd9s3BN7UN3OtYo/cF95yCBLILEoHoVtULfK3B9vkKIcSRiqaGvxg4EfgHcDzwrd4sUG/riUAQeA7/z6o98U40rznYmpw9Hk+Xn63WGu3V/hq+Ocb4P6SG33YDYKyq17atLeBromtJkIAvhBDBuqzha62rlFK/BcYBBwZ6n/uRBoKOLQS+Gr7JrCKujFdX2cLwURlB2wZbwNda4/V6MZsj97EHjtIHMFt8Nfzgz8LffB+jUF0soxvpdYQQQgSLJrXuzcCHwA+BD9seD1g9HQz8wcmkIp774LaqkDIMtqDk9Xo7fU9aa1oa7EB7lj1fDb/joD2n3UjLYLa0p+ANN5Cvs9cabJ+vEEIcqWj68K8BTtZau5VSMRh9+R0z5w0pvmBSUdTAP3/yIQAmsynikq4dxwz4asODSTRB9uFbjc/KN4vBl3ynY1a9wIDvuzmItKpepLIIIYQIFk3A3wPEYmTDiwX2dX5476itrWXJkiVB26ZNm8ZJJ52Ey+XiueeeC3nOzJkzmTlzJjabjZdffhkIbpKfNWsWxx57LI2Njbz++ushz58zZw6TJ0+mpqaGt99+2/98MIJ4lproP9bjdVFbE1pGgPqGuqDtxmh1DxdeeCG5ubkcOHCATz4JzT104YUXkp2dzZ49e1i3bl3I/ssuu4y0tDS2b9/Ohg2h+ZCuuOIKEhMT2bx5M5s3bw7Zf/XVV2OxWPj888/ZsWNHyP7FixcDsHbtWvbu3Ru0z2KxcPXVVwOwcuVKCgsLUUr5B+0lJiZyxRVXALB06VKKi4sp3WsE7Z07dlMX72FkyhQAVq9ay4rPG/znbixruyEIqOHX1RgDIffu3cuSJQfIzc3lvPPOA+C1116jqanJ/3yv18uwYcO48EJjbOjLL7+MzdaeIAlg7NixnH766QA899xzIYl6Jk2axNy5cwHC/k6/zHcv0Jf57gU67bTTGDduHBUVFbz//vsh+88880xGjx5NSUkJH3/8ccj+8847b9B89w4ePBi0v+N3r7S0NGh/amoqX/nKVwB4//33qaioCNqflZXFRRddBMBbb71FbW3wauCdffcARo0axVlnnQXId0++e0f23etp0Qzam4yRHnclcBCYqJT6UCn1YY+Xppc1V3hx2Xqu9hdYkVTKeByudjlwlwbqHd62RMp2hzHhw+sJvz+whu/bFs2gPSGEEKFUV82fSqkxkfZprYt7vEQRzJo1S4e7m+uOm2Y9RsbwJH7/ztVf+hwulwuTyYTZbGbd23tZ8osVACRnxJE+LJG7lnyF7895ktO/PpmVLxlpYG964ExOWDjefw63201jYyNZWVlH9H76k8bGRiwWC4mJiWH3Nzc385OFLwBw0gUFTDgjlpriVj56qIQf/PU8ps/L9x+76eMD/OunSznvtjEMG53Kf360DUucGZfDw7yvTOban53eaVnsdjs2m43MzJBszkIIMWAopTZqrWf11PmiGaXfZ0G9L9RXWo/4HGFr8W2D9nyjyeOTYgL2RXeOgaw778ft9DXZRxi05zAex1iUv3XE1bbN4xpcYx+EEKKvDJnlxA5ur+r6oG7yTRmD9ml5voAfuI8OTfqDcRS50+HudCBi4Pv1BXjfoL2OA/L8g/ZiFarDMroeT9cBfzB+vkIIcaSGTMD/6NmtPXKewEAS2DdvMik0AfPFVUBg6hB7dq4rxWEbPKu5LX9pO/cses0/7a4r7g4Bv2MN3+XwjdI34XAEnzPaGv5QDPi+waBCCBHOkAn43UncEq2gBDx4g2r4ppj2j9bj8fprvxVFDTxy20f8908be7w8R8vK/+4EoLEmeDSyL+j6atxpOUb//shJRhIiU1viHV+A9/HV8GPa9gd2iUTzeyzeWc2Sn69hxSuhI3AHM7fbLcsCCyEiimZaXr9gs9lCpljk5OQwcuRIPB4P27ZtC3lObm4uubm5uFwuGuob/Nt95xkxYgTDhg3Dbreze/fukOePGjWK7OxsbDYbe/fuxe3yUry1joKZGZjNZmyt7ZHI7XFht2u2btkOQHVNFbkTk6jYZ6Wl2coXX3yB2Wym+pAxhmDX2nJaWlpITk6mvr6e4uLQoRKTJk0iMTGRmpqakOkdAFOmTCE+Pp6qqioOHw5dNnbatGlYLBYqKipCpn8ATJ8+HbPZTFlZGdXV1SH7Z86cCUBJSUnI1CSTycRxxx0HgLXZqIXv3VOITdeilCImJoYpU6ZgNpspLCykurqaxEwTdpuZnGM9VFdXk5ZsDKorL6tg8+b2QFVSXAaqPde+Uu2NJPV1DWzevJnk5GQmTJhgfJa7duFwGIsxaq159KbPAdi3oZIFX5vG9u3bcbuDbyrS09MpKCgAYOvWrSHdEVlZWYwePRog7NSe7nz3wk396e53r6MxY8aQkZFBS0sLhYWFADidTrTWxMXFMXbsWNLS0mhsbAyZOgQwYcKEQfHdKyoqoqGhIWh/TEwMxx57LAAHDhwImTYXFxfH1KlTASgsLKSlpSVof0JCApMnTwZgz549tLYGLx8S6bvnk5qayrhx4wCGzHcvkHz3eu6719OGTA3f2wNNvGtfOsSH/zxA1UEjaAc26fsG7fnWcjeZFSddlme8dkAN3+sefE3NvvfsdnqCLl6+/Ppaa9xOL+V7WkgfEeevsUdKretxeTHHKH8LSuB4CE8Xn5+zdeg2acvYBSFEZ7qcltdfzJo1S3/++eedrnTnW8kunL/f/C471hp3i//acCPQ/ZXz/vx/b7Pn88P84G/nMv3UMWxceoDH7lwKQPaYRJQ28b0Hz+eXV7zCZbfNICbFwyu/3M63fjWfGafnk5SUxN5N5fzpxreCyjHQ/fis/9DSYOf6P5zG9LljSEhIAKC1tZXY2Fg8Hg9P3P0xW5aXkJOfwv89dBr79u1Da82Ld+zj/G/P5NLvnew/30t/WsuaN3bzlV8ZtaT//rwQl924KZg0K5cfP3pxxLJUFDVw31fbk40Mls+4M1prqkubePrXK7j8R7MYN3Xk0S6SEKIH9PS0vF6r4SulFiul1iql1iilTuiwb65SaptSyq6UGhXtObtKR9vZ/ryx6WGP784Nz57PjeYjHWZZPGOUPgF9+Aqr1Wiu2b+5kv1bKoOm7fW0cIO1+moAly9VrsvuCXpNX41Ta01lkdG0FdgKoJTCHKNC+vCNGn77V9PUjRq+3eoMLttRSmHc3c++Yzm78710Op2s+t8uCjdVsnv9YVwuV9Drt7Y4KT9Yb/zc2hrSxOzxePB6NRuXHsDaGN3ASyHEwNMrAV8plQHcDCzAyMXfMff+DmAO8Gl3zttVk2VnF3ePJ/R5xoWu/Tn+Zvcobyzc7vaLqqnDqm4mkwJlvObq1/by8M1LObijKiRvfE8Jd/PSV8HO957Li+rZsvJQyOtrrbE1twfiwH4rj0uze8PhoLK7XZ6ggN+dQXv2DrMfOvav9pWO6VS7YrW254fwer0h/cad8Xg81JQaN1TWZgcr/ruDuspm//6Hb/uAX3ztFZ797Sese2cvTmf772LPhsOs+O82dq0v5bE7l/Lmo0eW3EqIoc7j8fTbwbO9NWhvNrBKa+3ESMubrJSK01o7ALTWjRC6qExXfAE/0vMi3QyU7K1h+Yuhg1d8NR2TycTS57dx/MIxZI9I67RrwHgd4//A4KPMRk23fcqZCaWDy1m2r46UjITIb/AIhFuets8CftvN1Ef/Nkbrn7roGH+ZtNZ88upummqMAOZxe6msrAx6fumeOtxuNxaLxX+Mb8oegL2l/SbJ28U8/I7THW0tDn8XQ19xuVw4HA5SUlKifo7dbiclJYXW1lbMZnO3Lhgej8efUGrrihKqipsp3VvHt+87A601+zaVA7DqdWOA1qxzxgJQX9nCn79r5EqffYExCK2pLvobDSFEO601dXV1lJSU4PF4yM3NZfjw4cTE9J+x8b3VpJ8J1Ac8bmzb1i1KqRuVUhuUUhvCjabsKFKAqyhqiHi81+vl8P56/vuXT3n6V8ZCDl3VlH2BLDD4GMvjttf6lRk63jM8+9tV7N0UOqq0J4Rbga+7XRZfhterQxLn+G6EDm6roqnWxvbVJQH7gsuTOyGJ+CRLUBO0x+X1Z+HrKNoa/qzzjYzQtqa+baKuOdzMZx/toeZwY7ee52uJaGpqwuPxdKtLwOPxUFFsvF5VsVGzb641AndDVWhmycq2Y3esax8Bvf5dY7R1S8PADvitra1UVhrdZ/21liUGp5qaGnbv3k1DQwPNzc3s37+f8vLyfrUyam/detQB6QGP09q2dYvW+jHgMYAZM2boyspKTCZT0IpsqampeL1eqqqqsFqtJCUl+Z+fnJxMcnIyy17cHnTewKkaqampWJuMi5y1yUZFRQUulwuLxUJqaiqJiYk4HA4aG9sv4DU1tRw+nIDD3t5c7NUe3G4PNVU1xrlsLXhMoRft/dvK/T87nU5iY2NpbW0NOr9PVlYWFosFm80WMr0DIDs7m5iYGKxWKzU1xuvGxcUBRuDLzE4jLi4Oq9VKS0tLSOvIsGHDMJlMNDU1hW2Czs3NBYw8+R2bmJVSDB8+POzNVPGBEuISY3n45o8ZPTmT+JT2r5nb6aGlpQWlFElJSSRlmWmuUZSXl/tr4i0tNn93SEcOu5OKigpiY2P9ufKrqqr8NzdVFcY0msRM4ztibXb49weKj48nPT0dwB8gAiUkJJCWlgYQdmpPx+8eQHO9nQevNdaUGj4hiV+9OB6PxxN26k9KSgpJSUm43W4qKyupqKjAZDJRWVlJU1MTCQkJZGZm4nK5QqYGORwOsrOzSUpKwul0UlRYSmtz8NiFmvJm/vaDd8kdmxry2rs2FpEzIo3CLaHvq/pwExUVFd367jU3N4fsz8nJwWw209LSEjL1CHrmuwfQ0NCA3d5+U1dTU0NZWRljx45FKeX/DAOZzWZycnIAqKurC+riAGNqVXZ2tv98Hcc8BH73qqurQ27O4uLiyMgwck301XcvkO+6F813z3fdCOS77oX77gGkpaWRkJCA0+mkri70sp6enk58fDx2uz1k2hpAZmZmj133+st3z2azsX//fpxOpz8GWa1WduzYQWtrK6mpxt9hd797Pa23avjrgXlKKYtSKh9o8TXnH4kv04dvbbRzYGvwH4XvHF6vN2xNquNrdHz86u+3ULKrDq83IOueCbRX4/an1u2QXrdN0bb2P6Bo0sRGK/Czaa63c/8V77Hxw4MhYxR6+m4z3CCvx3+8il9dasxEKNlT12FaXfDrmy0m3M7glgiPy+tfJS9QTn4SXk/od8B3QXa73ThbjZ+9McbXrS9r+DtXt9/MVRZao6qlu91u7HY7TqcTr9eLzWajsbEx5ELQ8Tm+99xqdfLkbesBiE1o786pPNjEzk9LWfaC0c3ylZ9N5YY/zQegoaqVn577Iuve2suICRn+56Rkx9Jcax+wtWOv10t9fT1ut5vDhw9TU1PTrbEQQnwZXq+XmpqasOOFfDf0HW8aj5ZeqeFrreuVUo8AKzFyptyilJoJnK21fkApNQl4BJgBvKCUel5r/c/OzmmxWMjJycFisQT1U4PRB5+bmxt0Z+0LgD889amQcw0fNhyT2eS/OzWZjPPFWCzk5uZit9uJj4/3Hx8TE+O/6/P5953r+Podc/yP4+JiUcpLarJxZ56ekUZjF+lz3U4PJBh39J31MycmJkZchQ7ApC2sf7WU866bQVpGCq4m46bik1f2MO+SY/x3/IEr/QVKTU3134GGk5aWRlpamr/lI1BrS2hgqisPvmuOi4v1/3zpLcdjSW6/KzdbFG6nl+zsbH8ZYswWYuOCXweM30P1oUaW3Pkpl/3gZHyL4aWnp5OYmIjNZsNiNsYHJGcYr7nr03JOOG1yxPcG+O/YI+n4uw/k++4BWOuDk5R4PB5iY2M7fb7b7aa1tZWYmBgyMjKorKykubmZYcOGAcb3vuPz6+vr/b+Hg1tqcNqMG4sRk1Ip2lJPR5ZYM2Om5jB5ymSeTlzLvvXttbKR4zM5XGg8Z8xx6WxfVkVqYgYOR6v/e+f77vlapAIlJSUFtaoB/hsGs9lMUlIScXFxId8bn2i/e5H4aspg1LJiY2P95XE4HMTFxflrVOF0taKir7YVSWfnBvy/x0h66rsXjtls7nR/uOtaoHDfvUBdfbfj4+M73X+k171w371AvuteJD313WtsbMTlcoW8lu+9aa2Jj48P+S4d6Xfvy+i1aXla66e01nO11qdqrTdorTdrrR9o27dXa32W1jpDaz2/q2DvE+4uKbC2F1RL9HhwOp0hSV2M8wSPxvf1u3vbamRd1fB9fClgAZQ5eLU8c4wpbC01kL21/Y5Qa/2l7gK9Xi8vPbiWZS/s5HdXv+HfBnB4fwOt1vbXcLs7X+CmK+FqnXZrFDXBgI9hxsLRQbvMFhMetxe3q/29e9xef5a9QOUHjOa/oh3VvPzndf7tgbMr7FYXsQkxJKQaNzWfvByaKaw3fLFiPwe2VZKYGosl3kR8ckxUn7XH46Gurs4/0C+wtaKz5/jOXV/Z3mSZmG4E1eETgy+SiamxuNwuvF4vyRmxVBW3N5MmJLcH4qwxRnfQF8uLgprJfcI1n4ZrxbDb7f5ZB3a7PezzeoPvMwwUrklZiJ6itaaqqqrTFjGv10t5eXm/qOUPqEx7HS+gNWVNlOxr7+foGPAjfcC+4OJyuYzaSNs88JLd9WG7DSJ1Jbz+98/9P5tMCu3ReNpuHkxmFTTSPByHvT2AftmpHB6Px79oTUOVjcLNFVSXBow3ONx+sXW73f730d154oHNyIE6ToPrSsfP0Zcv32F3+8vUcVqeT+DkDN/YAa/XS/GuGv7zq5W43R7sVidxiTEkpMVgiTcTE2Hwn68sPTGo0dHq4tGffEzJrnqy8pKZMj8Th83d5We8cekB1r6xD6/Xi8vlorGxEYfDwdKHS1j5/D7KCoO7jTweD7aWVpY9v6v9d15ttKacdu0YjjkznfyZKZxwcQ6WODPHn1FgPM/tNW5+3W6SMowAnzU6gbMXT+Osa4/lzBsKOO78bBIyjM/qmd98wqdv7fdPD/R9Rna7PeTzampq8o+f8PWXulwu/82hy+Xqs2Z1u90eco1oamrqd90Tzc3NR226qOhZVqs17DiHjnwD+Y62ARPwfSuBBV5w7r7kRX571esANFRbObSrNuh4X/9lRy6nG5fDzb9uXcnuz8pxOdsDWceR7b7HXY0ON5kVHq/X36KgTBATZ8ISH/kjDjyn1rrTftuI5/B4yBrRPv3rge+8yeN3LvM/3ruxvV/ZF+BaW5zYWiL3bYcLVA6HI2z5urvqX8eA4Uuv62x1+S/Mbpc37M3SnEvGB5yoPbD868fLWfPmHppqbax5Yw+2RqOcJy3Kx+OJPFPB7e46KHcULnjUVbTXshNSLVgSTGgv2JqMi3qk2RKP3bmU//19E7otqL/618/Z/E4V1Qdb+fR/xfzqG//lo2e3+n9vLpeLDUv38/F/drHy5V0ANNXaSMmMY+SMOCyJcOo1eaTnxXHni+dx6Q9OBGDMsVnG+Aan098KkDEyloVXTiE1K4ExM9OYdmYm6bmxnHbFJGLjY/jsnSIqiuq5/aznWfv2bv/n5Xa7sVqt/s/B6XTichm/O1/A93q9/hq+2+32X+gcDkfYloOeEm4AVm+/ZnfZ7Xb27t1LWVmZpEEeBBobG6P6fnk8HiorK4/6iP0BE/DtVid3nfMKzfXhawt3X/Iij966ImhA3to39oU99vG7lvGDU5+ifH8TT965MmiO/q71ZV8u4MeooNXyEhKNMQDjT8yK+JzApV69Xm+3A76vG6C5k7nTr/9tg//8vql7ty5YwjO/WhXxghMuqEWqqUVTw+/4eQYyxxpfQYe9vQXB7XQTYwkeZwBw7neObT+nV1Nd1khFcQOutq6V4h1Ga4/HbbzX2AQz2huafc/H1zTenQtvuD/u+qr2gN9qdRKbaLyn5oZWvB4vNZUNITW6wNe0Nbmxt7jZt6aBHR8Hj3ou2l7V9tnb+WL5QcoPNABgbTLeU1NtK4lpof3jGi9pOYmcd/M4pi9K93dx+VpJkrMtuFyuoIGcyqQ4e/ExnHHlNOoP2/hiRREuh4fP3jdq+3a7HbfbHXTz52s5CPx+uN1uf/B1Op20trb6n99bwVdrHZS8yMfpdH6pG+ne4psxU1lZGXYEeU/xfe6i9zidzpCcIp2pra2N+nfuu8FPS0uLPplHFAZMwK853ILWULQjdBoKtK+x7onQDw8w5xIjN/u+jcFTXfYGPC7aWc3eDe21Yl9QKNrReR4Ak0nhsHr8NWpf/31n/fjOgJSynXVBROK7AEeTLOWpe5fzzK9WY7cZgWfLykNhP6O6ihYaa0MvnG63m7q6upAascPmwhJnZv63ImdILt/f4P+54/PNAUvk+i7M7gij9NvXzDPm/z/yo4948Lp3/GMEyg8aXRkZw40+bIfLCDq25vAXfN8NUHeCUMffkdPu5m/ff8//uKXR5g/41kYHj9/1Mb/8ymtYW4J/R9bG9huAij02KvaGz8znchnfi62rillyzyqWPW+0WrU0GM3XjbU2ElJDx9765vIPG5+Asrj9NfCCWSkkpMUwalqyv4snKAeCx0PG8ES0hi0rjZXMmutaqa9qxtZiBG6Hw+F/js1m87eUtLS0+G9cnU4nHo/HPy7B17/eWwHf5XJht9vZ/mEta54tx2Vvf0/hbgT6WkVRA/+8/UMeu305hesbaG21U1NT0yu1fI/Hw6FDhzhw4EC/686IxOFwDLhuDt/NW7RcLleXtXyn00lVVRU7duxg27ZtpKenR64xfgn9JwVQF3xJbrxdZNtzOd3ExMTg8XiCRpCfdEEBWaMij+j0eetRY536f22YaLxeWw2oY773juwtxv4NHx4AQKu2/PKOyL/cwObwaKbMGVnrdjF9Xj4Zw5Nobm4mJiaGlgitHrGJJsxmY/DY5+/vB+Ce9a8GvWbHjII/u/gFxs8cxu2PXRK0/YFvvsf4OWn+pSt9WlscxMabSUgJrZH71B5u/6MoKSkJ2ufrY3fa3f4/+Eh9+B0/n+oSo6k4JtaE16Opa3udy++YiVXXoCzGxdTW4iCL0Btlr9eLUgqXyxVVNr5w0zi3r21PJTzm+BQmzUv3P25psLNpmbE8aHVpE1nZ7VPgArsBPnslci2hodqK2+2m4mBD0PYdq8t47M6PqKtoYfT00Pfmq70H3gAfPHiQjJGxXHqPcePrG8TZcYXD9LYbJl+LSdm+en5+ycuMPT6dcX8Y688ToLX2196VUv7g7qv1ezwe/02px+PBarV2O7tmtJxOJwe31LHtQ6Nbz2H1cPr1IzHHKBobG7u9UFZPam1x8tfvv4Pd6iQ2yUTRVgdFG5uw/F8s2dnZnWZk1Fr7Z2VEm7mxoaGB8vJy/7gK38yl/qquro6DBw+itWb8+PH9vrzQtmBVdXW3m+irqqrIyckJml3iO19jYyPFxcU0NDT4bwR1D98RDpgavo/JpEKaYQN/drQaQdTj8QRlgDvvhmO69csJHPltXDg7/9wPbAyeDtXUZNQ2962PnDzh07cPBL1epLwAPjVlzTz/+9W8+MAaf5+/y+XC2uQgZ3ToxSBvchJoja25vVYVWPNxh8nrr72awk3BAcjj9tJQ1crGNypCPsNWq4uYOBMmS9ffy7S82JDmVV8N/9FbVvL8b9b7Xy+wD/+828Zwzg/GBr22KUyOg8a29L02p3Ej4Bs/0docvubg6xKJth8/3NoLhVuNzIkjpyYz9+o8ssckEJdk3Pw01LTXLKtKGoLOFRjww5l/7WjGHJNFU40Nj8dD1aHQBCRfLCvG2ugISmzk43tfnX3nfYvsBB7jdrtJy2m/+Ukbbozc93o0+zfW09TURHNzs//8vsGmvlp8YJD3NfM7nU4cDgfNzc092szsC2haaxwOBxvfKicp08LJXxtO5T4bn71SgfYaNyVHsx9/6XNbqa+08p0/LODiu8Zz8teGU32wlff/sZ99e/bT0NAQ8TtYV1fHrl27/EldIrFbnRRurmDzqgOs/N8WGqvt/vnh/XmsgNVqpbCwkObmZlpaWti/f/+A6IqwWq1hkw51xeVyUVJSEtSa4Xa7qaioYOfOndTX1/fq72vA1PB93G7jAuVxBQT5gJqyL+A/+8u1uJ3GheyEc/NBQeGGrtPz+jjtbuITY/3Nvs7W7jWNmcwKIjwlfUQcDYcd/qDW2uJkyT2rOP7iLIYNGxY0T973y1dK+Uemb1lZzP+d/ATjT8zi0ttmYGtykDc+zV/j9UnKtGC3NtMQpokeoK6yhbwxsSil2loxAnLWe7U/qAaOm+gYQBw2JzGxitThceTPTKHhsIOmqtALU05BIgtuGBGyPSa2/Z5z73qju8aYlte+PWOEMY878KKoTEBbUXyLFx7YYvx+Y+IULm97wLeFyRXgey+Rmjx9c7g7Hh/4/m02G9VlTWQMT2TBDaP8+3wBf//W9q6hikP1tLa2+lsSAqfTBRo2PoHcSYmMnZWKbo2jZE8d1aVNYQO+T3xyaOuKL+B2Jtw0TZfLRVpG+3ziSfPS2PRGtZESWcOubfuITTQF3SzY7XZMJpN/EKXdbsflctHc3IzT6URrzf7CA+xYVc6U2bk9Vtu22Wzs27ePkSNH8tmH+6gvdTD768MZd1Iarc1utr1fi8epOeny4f4bA601iYmJfVbbtzU72tbpKGD4uGRqdrgZPzsNS7yJNc+W884/drLgumZGjR7FqFGjgvIVOJ1ODh065J/B0dTUFHZu9salB3j2d6v8g0TBGFO08IaRJCbWY7fb+3w9iWhorSkvLw8abNnS0kJdXR0jR/bvJZ47ZnjsjtraWvbv38+IESPQWrNnWxGblh6k+mArrU1ulAmSMy1kjen539mAC/jOVqPfsbGm/UsS2IftC1rbV5f5tyWlW7o9Ct7W4iA+MdZ/kQ+ccx8NXx/0iKlJHN4VHHDPv20Mr9y9z58v/rP3C9mxpowda8qYtWpG0LG+C7LZbA6pFe7fWMva/+3D7fKSOSI0QUVcohmt4V8/+ThsGRsqrWTlJRMXF2dcVGraP0dro92/0E9zffsXu+PdZ2uLk5g4E+YYxanX5PH5q5VhA35ShoWYuNAGJV8N32fTsoM019lDUuu6XC4OHjwYUI72fSHZ+2IVLjvE+mr4EQK+r2ZosVhCksrY7fYuA77dbqehykpqdkLQdku8CWWCbcvax4YcPlhDdXU1+fn5WJscrHhlJwnJsWDy0tpkfLfGzkrllG/k+t+vw9uC16P507c/CCrHsedk0VymKd5h1DAsYXKTNDU1dXlBCten7vF4QLW/l5HTkpl/4Qzqy+z8++erqD9sZ9i4BH8g93g8lJaW+m8aq6qq/FP59u/f77/pWP9GEVvfr6Vij40TTp4RMRFPd9jtdhobG2lsaOSTF4tIybFQcIKRSGXamZkoBds/qqPl8VKSMxKwWGLQWjNx4kQyMzP9LQ45OTm9dgOw/KUd2K0uFn3nBH+rH0D+jBRsjW6+eLOa3atq8c4zPvPAoN/U1ORPLau1prKykoyMDH+FwNps45nfr+CLD0oZe2wOp10xiaractxeF5++UMFn/60kZ2wiVqu1Xwb8lpaWsKl/KyoqyM7ODvn7+zJ8Y0rCJWz7slpbWykvDxjn5dYc3tVC2Q4r9Ycd2BpcmGMUablxjJ6eTMGJqUEVGzCa9g/tL2frBzUcWN+I1pCWG0tShgWvR1N7yM6hLT0/qHPABXxHqwu3y8PPL33Jv823UhjA6tf3sPzF14OeM+fSsUa2o4zo/6hbW5wwDKxNDtxuF05H5Gbfq381i3f/tY36svY7bN+SrhPnpocEfDCCse+OPDa+/dcQKQeA2WwOuxDKuleMPvGM3NCrfmyCUYhItcOKkjrGHJtFTEyMMSivqr2FoLa8xR/wX3tofdjytTTY2b8leBBlpOvm4d3NQGhWsY5/CP+64yMArNYWIHKWLW8nXSy+Mli6CPher5eSkhJGjx6N3W4PCvjhaseBMym8Xi8fLNnKoR31TJwdPK5GKeVvdRg+IQFrvZtdK+pYPXo3V948mvXv7aWiqIGv3z4HV1wDZfvqyD8uBdXhehSbFPxhjpiUSu1hKxNOSWPyseP4wxVLAYhLDr2R8k2V60xjY2PI3OD6eqMlYsTUJJprnCSkxpCUYfHPOtm5rI5P/t3KRTfHkX1htn/0/7YPakkdFpyFz2F3svPjOmITTRR+2pY0aXMjDTUt5OQdeT+tLxgWb26iscLJ3Ktz/TfaSimmnZlFUqaFdc9VsHt1NeNnG1nTiouLiY2Npbi42D8eoTsrG0bLbnPx8QvbOG5+Pnnj09m69VDQ/snzjWvD5ndrGHlsMocw9o8aNQqtdcjUvbq6OhoaGsjKyqKyrI6Hbn6P6mIrUxdmMv/rY3C5m0lPjAFiOP7iHD556jD71taTM6wi6Eahv6ivrw87UM+XA/9IA35rayuHDh2isbGRlJQUCgoKjvjGJ3DdFq01RZua2fJuDa2NbmITTGQXJJA9Jh6Pywjan79axZZ3axg/O42xJ6WSOiyW1kY3e1c3sHe10Vc/cV46U07L8OfI8LHWuXj/R0dU3BADL+DbXFg75EevDwiEy18MnXuvldHnf9x52exe0d7XPuGkLAo/D580wd7i5Ln7V/HJq7uIiTVx8XdPAuDMG8by8eMHg45NG2lm4Y2jeO2+/f5tvhqDL2NcTn4yp1ydQ3ONETAsCWZaW1xtx7afa9f6Mk5cOJGWBjsxsSaqShsYlp+KUoraysiJGxJSjS9LdkE8NUXG59OxRn3Rz8by1u/ay/7S7z/jhLMKMJlMuN3uoNH51SWNFBxjpA3dGbCqWmC/f6RVCAGOP28kra02dq80Pu/sMeGDtzk2wuDLCIMdT1s8ik+WlIbd5+O7SFrijQtca0voRcXj9lJZ3OivjfqSMPl+b77m6sBBjb5ENI2NjZi0hU9eNFaYi0mI3E9++vUjefsPRQCsfKaI9NSNlO6rJTE1llnnj2HnTitx6eHTdyamBf95jp2dzOkzjBaAsrKytvUbIL6TAZOd6ThCH9pHS89fPAJv28qGbrebxJRY4pLM/tkE21Yc5pRzj8HtdlO1v5UdS43WhrzJSf4ujeIvmv2D6ACmnJ7B7pX1fLGsiC8+/oQYi4mbH7oAS2z3y+/xeGhsbMTr0Wz7sJa03FjyZ4QG7TEzU9i3uoGt79cwfGIiyZkWGhsb2bZtmz/Y1NfX90rAf+tfG7A2Orjg+hPCjiNQSnHS5cN494FitrxTzZyr8jh06JC/i6ShoQGPW9NU5Wy7mfKwb98+KiuqeOnXm6grs3HadSMYeUwyzS3BN/UjpiYxfEIC2z+qY/zJNeTlGTcKgL8sqampR+0mwG63R5zS5stel5GR0eky5Z1xuVwUFRX5X8Nms/lbd6JtXfK1APqWHfcNoCwpKcHt8vLZy5UUf9FMVn48J391OLmTEoNmF2mtqSmys2dVPbtX1rNrRT0mM3g9gIKC41OYfm4WyVmxYV8/KfPIW8E6GngBv9UVujJYWeT+TYDy8nJiYmIwxyiOOT2HnSuNZqSMvMh3e61WF5+8aiQ3cTvbm/QLjk9n1gVj2PCuMWWpYHoWDQ0N/otcR4GDz5KzLCRnGb9ES7wJR1ta2taA9LRvPrKJExZM4Mdn/ce/7dZ/ncvoyVkR+30BtMnF5b8ajzlWsfPDJmacnk+TPfhmJtz0rcZaG46WZl5+cD35U9tzO/u6TDpO0dv2SQkLL88KOuacHxT49/tqecnDYMpxOf6AP/P88DnDI2XCc0cI+PkzUjj965NZ+dKeoO0zzxzN5o+N1g5fwI+JUyhlpP/1jcXwXeBe/tNaVryyk0vvHecfLBm43zcgzXfBqShq4Kl7P+b4yzLxer1sfTc0Z32ghTeNwtHixmwxMeX0DDa9YXzn3nh4EwAFx2Zz8ODBTpvdU9o+y5g4E26Hl7Tc9guAx+Nh9tdzObC+MaRm0BNMZuW/ePlG16flxlK13+j2Kd3dxBuPbKC6ohZLwKI9Hz9Sgt3q4bRvj+DQlmYS0mJIzrLQUuNk+rlZFG1q4tW/tGeo3PDhfuZcOCliOZqamlBKhQRk35z+ok1NNFe7mPetvLCLVSmlOPErw/j4kRLe+UMRGSPjmLogg9HHtR9TU1NDXl5ej3Qz+GxbfYilz21jwdeOYeyxw6iqqgrbpZiSHcuUBRns/LiOtNw4JsxJo3BHCSVbW6g+2ErVgVbcDi+WBBN5k5NITIuhvmwflYWtzLkql5HHhM8Vr5Ri5oU5fPDXQ2xfWkNK+n7/30VRURGtra1Mnjy5y1z/vSXSSnU+9fX1WK3WkN+772+yqy6Y2trakJUEq6uryczM7DS/v4+v2b6mpiboumCz2bA2OFn178PUlTk47vwsjlmYGfG7lzM2gZyxCdga3ZTtaMHa4CI+KYYRU5NCWsT6woAL+PZWJ9am4BpbZzVNaL94A5xwYa4/4HsD1ma3xJtw2QP6Zzska3E53MRYTCgVPEJ8wVWTcIZZ+df3ZTZFuIGOSzRjazQCUeBgm4qDjXz2QWHQsfu3VpIzJsmfRjVcmW3OZjKyjSaw6Rekg6mF5CQL33hgIi/ebiQgMsco5l6di7PVi7PVy9b3aoxA9tPVAJTsan8fvmD+yI99y70mUlloC0rV21RrHGOM5DY+y4lz00nKtDBianCNPnAlt47vIRzfgMtwws3Rt8SFH+hoiTfT2tI+Tcz3h7v+PeMz/uTfZeTn55OVa/HvD7wB8Fn+8g6Kd9aSOcGE0worXjI+06z8eMbNDq2h5wbks580L53R05N54zftrSuZeUnU13d+0xCXaGbRTwtITItBe0M/q7EnpjL2xMiLf/SUmpoaamtrmTgnneYaF2NPTGXnsjrWvtY2y0RB5qg4XA4vjZXG3822D2upPtDKuJNSOfGyYXg9GnOMiZHHJLN/fSPTTh1JeVEdHz27hVMWTQy5gHu9XhytbtZ/tJspJ40IufBbrVZsVqNlIWNkHKOOjbxISubIeC74SQF7VzdQur2FNc+Ws+AGs/93ZLPZsNlsnS6U0h3lB+t54u6PGTUpi8tvOcU/Wj6SY8/OoqnSwZZ3a9jybvtxKTkWCo5PISs/nqoDrVQW2nC0eIhNNHH8RTn+8QoR3/eoeApOSGH3ynrGHJ9Ca6uRYMz393Ho0CFSUlK63cztdrtpaWnBYrF0unhNJC6Xyz9tMBJfUpukpCRMJhNOp5Pq6mqqqqqIiYlh+PDhZGRkhL1Ja21tpbS0NGz3aGlpqX9530gaGhrYv39/2FS4tYfsrFpShsvhZf7iEYyaFvl7FygxLYaJc9OjOrY3DZiAH5dgwRSjcLS6aW4MDnwd5ygH8iVB8fEoByazImtUAjarUVuZcnom409J5Z22plcI7fd12t1Y4oyPa9LJw/jsbeNYU9uiOR35ErT4gpMvx75PfIqZ2mKbMa2uwxKzT/18edDj9x7fyvQFedRXWhk9NQNtdjL3mjzMMSZeu28/Dqsn5H36s6cpRVySGUtbf/6Y442LRGuTm63v1XBgWzkmswrqE0/LifffXBRtN26O0obFUV9mp7G6fWBfQ7UVZVLEJpnweo33p0wqfK3D5AFCg77JrJh12TBi4kx8+mL7ILfAm69AWuugpDU+xy0YxefvFpGUHhf0+4hNMNHa7AwZke47pq7Ewet/3sys8wo4/bI0/xK1vlHoPnXlxh9/c7UT5W2/EJz9w9Fd1jaUUiSmWzjju6NY/Z/DOG1eTIlOoOs+ytScvq8FdOQbR5I/M4X8mSlY613sXBZwk6uNG8LsggS2f1RL6vBYijcZn1HupCSUal9X4thzskhKSmLhVVPYuGIPq58t5U83vc35357BtDn5gBHM9+85xH9/t4XKoiZmX1bHt3820v8522w2SktLOfB5Iy21Lk67bkSXv4OkDAvHX5TDtLMyWfpwCZ88Wca4k1OZfFoGKdnGTU1KSkpIE7Ivf0BiYiIxMV1fLpvqWnn4Rx9giYvh+38+l9j4GBobGzu9uTPHKOZ9awQ1RXaqDtgwx5gYPSOZpPT2YDbu5C93M3L8xTmU77Gx9tlyzvr+aCwJRiXBEm+KOCLelzApISEh5HPVWlNRUcHBgwdJSEhg8uTJYbtDfFMmfXPK09LSSElJMboma2tpbGwMeU5H5eXlJCQkkJiY6F/u2P93W1dHbm4uBQUFIX39nWW0a2lpob6+PmzA11qzc+NBPnljKzUlVhxWL3HJRo6R2EQzzdVOSra1kJgWw9k/yCc978gHFfa1ARPwlckY4OW0uyndazRVz/5aHutfKaf8YD0ZwxOprwxtIvKNeg50xf0TQMHG/xnBLDHdTGpOrH+6HBASVHatL/P3CY85NpMRE9M4vK/RyIPeoZJ6ylcDss4F9AkHik+JobXZRavNTs3hJtKHJ+B0uLA1hM4GcDu9/O5rRja3GRfkkJLXvm/uNXnsXV1PQpi52D4X3lkQ0uSUkBpDYnoMhV9U4vVoho1P8DfXJqTFUF3ayHP3r/IfP352GpUHrDRUW/1T1uoqm0nOaK/dd8bUSWvpxFPTsTYEDzDLyg9/B661Duomuei2qYybmUVmZiZzrxzJlJljcXrbuzKSMiyU7K3D5XIDGqfdzZJfrgha5a9kZwMlOzdz3PwxZA1Lp662nrraBn9zp9aa4l3Gd6VwXSPQSEKKhbNv7jrYBxo+IZFh4xIp3d5CXO9XzHtNUoaFEy8bRoxF0VTlZNeKekZNTyZ7TAKjjk3G1uDyB/xh44N/j4lpMcy4OJ16awWjZiQyq7qALz4+xBM/X8bv3ryKhKRYSg9U8ey962mpdRGfYmbD2yVccE09uWMyaW1tpbCwkIqSOrZ/WEvWmHhGTI2+lhmbYGbBDaPY+l4N+9c3UriukQlz0lCXm3A4HKSkpJCVlUViYqJ/2lhxcTHjxo0jLy+v03PXV7bw1++/S0O1lR89sojM3GQcDgelpaVdDqAMbP7tSfHJMcy9Jo+VT5Ty5u8OorXRXZaYFsP4U9LwOmJITU2lusjGp+/uo3hnNfGpimPOymDaiePJy8sL6udvaGiguLjYn1nxwIEDTJkyhaZqB2888jk7Pi3FZFJMOCGH0SfFkZxjXBwtFgsZGRnExcVRURGazyMcj8cYs6BUaKXK97sBGDt2rH/AbUtLC2VlZSHnClRWVuZfUttn94Yy3nz0M/ZvrkYpo2syLslMU5WTqkI3zlYv8SlmJs5N59izsyJ24fZ3vRbwlVKLgRsxosEPtdabAvbFA08C+cAh4HqtdadziJQy+mN9fecAqW19mm6Xl+xRySEBf8IpaUbymY7nagt+w8YmsG9NA6nDjS/Lubfk43VrXrm7kLry4DvEiqIGskYk+2s7/pq7xxvyKc44J9c/gtgXDzqGRF9muvrqFvZvqWTc8dlsXd75FxUgOVcTuN5s7sTEoObjcCI1p2flx1Oy1Xifo45N9gd8S6Li4NZqDrbV7qedOpKMUXEoBfs+r+bJny/j+l+dSUONldTM+Kj+eMNNyQsUl9hexvNuHkfy8PDHa62Z//WJrHvDaE7OHJHgnxI24ZR0xozPZO/e9mbRguPTWP/fcg5ur6J0Ty1vPrzZv+/Ke2fx4dPbqS02vnqFWw+TtiCZx3/8CSYLTHl8Ei6Xiz/d8E7QlEWA9BGxJGV0/8/nhItzMMeqkCVsB5pJp6YDRr6GiaemB40jSEy3cNp1I/B6dNjvnq/1Syk447rxnHheAf/60Qo+fGYzx5wymr/9nzH74LTrRpKSY+GdPxTx4oNruflvi6iurqayvIZPnirDZfdy0uXDuz2lLjEthlO+kcuMC7LZ8XEd+9Y0oDXM+oqHqqoqqqqqmDhxoj9FrS9ZSlpaWtj12W3NDrZ8UsSbj27E1uTgln9cwPgZuTidToqLi8NOPetLuRMTOfN7oznwWSOmGBOJ6TFU7rOx7YNatn9Yy5sp+2htMlJk501I5cDmRvZ+Xs3+c+pYdN2JjBo9kqaaVpa+uJWNSwuxNbnIGBnHsPGJZI6ysu3DGj79XxEmk+KkcyfQarOzbdUhtiz3Mml+OtPPzQZcIX3q0QrIOkdztYumKicetyYhxYzbcZiYmBj/zIaSkpIuE/dYrVYqKysZM2YMJXtqef0fn7FrfRkJqTHMXJTN2FmpIcmstFeH7acfaHol4CulMoCbgVOAkcAzwLyAQxYDu7XWVyul7m17/GjnJzXSZQZKGxZLanY8TTV2krPam1dSs+O55OfjusxNP3pGMudk5ZM5yniub6BSTKyJlf81Buyd+rUC1rxSBEBsWw2/srIyoKne62+ZHTElicO7rUF3o75R+r4pcj6+L9T9V74NgCXJ6x91HSgnP5nqQ0ZQHjktqUfnC4+cluwP+MPGGTWL488ZRXy2h5Kt7c3WyW3N5L7BWVuWl7Dspe1UHGxk9JToUj13tVSwb3repJOHk5Hf+dcyLtHMRT8dT+VOD8kZsf5V3HyZ8wJvQEbPSGH9f8t55ObgXAQLr5rKsPHxzLwgm43/q6Kh3MlbD2+hstBGVZExUHHPplJiLXEc3G5cqM7+wWh2fFzH4V1WEr9EsAdj5O3cqzqvKQ4kJpMKO2gw0mCyjsrKyjCZTIw6Npn3/72F5S/uIDHNwhnfHelf2W/GBdlseuMwv7v2NUZOj+fApjoaDjuY/+0RZIz48s2qCakxRndSrGLX8nqUMrocoJmdO3cG5e6w2WxUVlaSn5+P2WzG7fKwcekBVr++m8LNFXi9mrRh8fzw7+cyYUYeLpeL0tLSoPnaR1P2mASyAxK5HLMwk+YaJ0Ubm2iudZE/LY9xJ2Tg9LTS2pzBxter2PJuNUUblzF8TBqFG2vQXs3wSYlkjE6i9pCdre+131hPO3UE1/xsAbFJsGfPHgrmm9nyTg17PmmgZGsLMy7IZvT0ZLxeaKpy0ljhoKXGhbXBhdPqxevVxMQac9czRsSRPiKO5EwLGqg7ZKd4SzOl21pCWkBNZsWIqeVMnXeQ/Olp2FqjWzdh56b9vPnX7excU05iaiwnXZZLwcnJEQcRD4ZgD71Xw58NrNJaO4GDSqlkpVSc1trXTr4A+EPbz28Bt9NFwO84XxuMUdipwyw01dhRcS7mXJXLuucrUEpFtRCNUoqs0fEh2wMTueSOb++fsjY5/fnDc4+J5dAOSBsWT73V6I+a/+0RFIwpoL6xvX8zJdvCCZfkMPq44H6uhNTgmo+yeFh44yhWPlGGx6059dKJVJTVcsIFebzyyx2MPyWN4y/K6fI9dcfYE1MpXNeA26lJz4vj8l+Px2wxkuhU73FTuLG6rawWQHPqNXl88u8y6koc/O8fxip8U07JBXpmneer7p/OyPzhlJYf6vS4pqYmUodbOG72RGpra2lqaPKnJ+1Ym4pNVFjizP6ETMPyUxmWn8rpV05gz549DBufyPk/LmDtc+UUf9HM0mfaV0587LZPAIhLjOGOZ8+n8MAeTvv2CPatbWDU9OgCmuicL5nRjAuyqdhrw9HqZv51+f5gD8agx+S0RHatrOXT/9ZijlGccmXkEerdNeOCbLwezZ5PGij8tJERU5LIm5xETMAgSZMJir/YgUUdwGWFbSvLaK6zkzMqhePPzyOjwEx2QQLuuCbq6uKprq6moqKiX6e1TcmObat9G5yeti69lBjmfXMEpdtb2P5RLcU76ph4arrxewiYKmZvcdNU6SQuyUz26GTKa4qxFlux2WzEJpg56avDKTgxlc9frWTd8xV82qFCo0zGTVdckhlTjMLW4KVsh9WfVMuXy0R7jcCeNyWRaWdlkjEynhiLwlrvpmKvleLNzXy0/QDxKWZGTksmNScWU4zCZG6rxMUozGaFx6Nx2rzUFLVyaEsz5hjFcefmMGl+WqfLmA8mqje+kEqpq4BJWutftD1eCXxDa13e9vhD4EatdZFSaizwqNb63DDnuRGjW4C8YaNOfODOp/jkuYOcfvU4ZpyTZ6QlXFvNR0/s4yt3TGfElBQ2vF3GlJNHkDzsy9+RLfv3AXasNAaQ/eTZM/no37vZ8nEZX739BMbNyvA3GRk53zvU3OPjcTgcXf6hu50e3nt4LwXTsolNiGHCnDTMMSa01iQnphCfGEdtrdEX3VhlJzHNEjQSvad43F68Hh1y7qTEJHavqebj53Zx8c3TycxvHzxWtruJZf/ej8vh4Qf/XIDNEXm6YOWBZurKW5l6anTTf0wmU9RrHpjN5qjy4JdutbJ1+WEWfms8Yybl+oNMx1zYHzy6l8N7m7ni7pns/rSc8sJmSnc2cerl41lw5WT/70P0Dmu9C4WJxIzI3/PGKruxWFNqz09FrC2zsXt1FXvX19BSFzkrpzLB2BlZzLlkPAXTM2lq7nxa8FCnvZpDOxoo39uM2aLIHJlI5ohE0obFh8y4cTk81JXZqCmx0VRtR2vIGplIwcwM4hLD10+9Hk3R1np2flJF2e5GnK2dXxPiU2KYNDubky4aRWLa0R8U25kLL7ywpqioqMdqer0V8M8DztNa39r2eDMw21fDV0q9CPxea71ZKTUT+KnW+srOzjlr1iy9YcOGsPtaW5xGmtIe1BvnHEy8Hi9ulzcoS+Bg0PEmLtxNnRjctNbUV1r9Saa0buvDVZCcHk9CSlzYxZvE0ef1eLHbXLhdXjwuj/G/24vb5SHGYiY+yUJadt+tpXCkkpOTd7a0tEzrqfP11tV6PfAbpZQFyANaAprzAVYCFwCb2/5feSQv1huBWYJ950xmE7HmwRcIOwZ3CfZDj1KKzFzpshmITGYTiSkDb7pcJFartUeXDuyVq5nWuh54BCOQvwDcqpSaqZS6ve2QJcB0pdQqYHrbYyGEEEL0kl5rj9VaPwU81WHz5rZ9rUCnTfhCCCGE6DnSXimEEEIMARLwhRBCiCFAAr4QQggxBPTKtLzeoJRqBvZ0eaAASAO6Xp2i/zja5e3t1+/p8/fE+b7sOb7M87r7nGwg8vJyItDR/tvprqNd3oH2tz5Ra90zyzgygBbPAfZorWcd7UIMBEqpx7TWNx7tckTraJe3t1+/p8/fE+f7suf4Ms/r7nOUUhvkbz06R/tvp7uOdnkH4t96T50LpEl/sHrraBegm452eXv79Xv6/D1xvi97ji/zvKP9+x3MBtpne7TLOxT/1v0GUpO+3PULMQTI37oQvWMg1fB7tGlDCNFvyd+6EL1gwNTwhRBCCPHlDaQavhBCCCG+JAn4QgghxBAgAV8IIYQYAgZkwFdKjVVKPaOUelop1WNJCYQQ/YtSao5S6l2l1DeOdlmEGOj6VcBXSn2glKpWSv08YNtipdRapdQapdQJbZsXA7cB/wQuOwpFFUIcgWj/1rXW64A/HrWCCjGI9LdMe9cDZwGjAJRSGcDNwCnASOAZYB6Qo7WuVkrFAwuPUlmFEF9etH/rQoge0q9q+Frr0g6bZgOrtNZOrfVBIFkpFQfUKKVygBFAeV+XUwhxZLrxty6E6CH9rYbfUSZQH/C4sW3bEuCBtm239m2RhBC9IOzfetsYnduABKXUAa31Z0eldEIMAv094NcB6QGP04A6rbUDox9fCDE4RPpbLwcuPiolEmKQ6VdN+mGsB+YppSxKqXygpS3YCyEGF/lbF6KX9asavlLqcWAuEKeUmqW1vlQp9QiwEtDALUe1gEKIHiF/60L0PcmlL4QQQgwB/b1JXwghhBA9QAK+EEIIMQRIwBdCCCGGAAn4QgghxBAgAV8IIYQYAiTgCyGEEENArwX8CKvc+fbdppRa0fbvoFLqT71VDiGEEEL00jz8tpWvPiZg5SutddiVr5RS7wK/0lp/2tk5s7OzdUFBQU8XVQghhOiXNm7cWKO1zump8/VWpj3/ylfAQaVUslIqrmOqzLYV78Z2FewBCgoK2LBhQy8VVwghhOhflFLFPXm+3mrSj7TKXUdXAi9HOolS6kal1Aal1Ibq6uoeLqIQQggxdPRWwA+78lWY464Gno10Eq31Y1rrWVrrWTk5PdaqIYQQQgw5vRXwu1z5Sik1CdBa6329VAYhhBBCtOmVPnytdX3Hla+UUjOBs7XWD7Qddg3wXG+8vhBCCCGC9dryuFrrp4CnOmzeHLD/3t56bSGEEEIEk8Q7QgghxBAgAV8IIYQYAiTgCyGEEEOABHwhhBBiCJCAL4QQQgwBEvCFEEKIIUACvhBCCDEESMAXQgghhgAJ+EIIIcQQIAFfCCGEGAIk4AshhpyioiKUUiilMJvNTJgwgVdffbVHX2PFihUopXjiiSeCfhbiaJGAL4QYMDweD1VVVWite+R8N998M7t37yYlJYVrr72W+vr6HjlvR3PmzKGkpISrrrqqV84vRDQk4AshBozW1lbKyspobW3tkfOlpKQwceJEzjvvPFpbWyksLOzW8wsLCxk3bhxxcXFkZ2fzve99L+zNyLp16xg9ejTPP/98xOfs3buXmTNnEh8fz7Bhw7j//vt75D0K4dNrq+UJIURPs9vtNDU1YbfbSUxM7JFzejwePv/8c8xmM/n5+QBorVFKBR23ZMkSpkyZwimnnOLflpSUxF//+leOOeYYXnnlFX72s5/xta99jYULF0Z8vUjP2bhxI3v27GHp0qUkJCRgs9l65P0J4dNrAV8ptRi4EdDAD7XWmzrs/ylwDmAGfqW1XtZbZRFCDA5WqxWtNVarlczMzCM+3x//+EceeOABAB544AHee+89PvvsMxYuXMjUqVP54x//6N+3YcMGVq9eTWxsLCeccAIA1dXV/PGPf2T37t3+AH3o0KFOXzPSc772ta/x0UcfcdFFF5GUlMTtt9/O/Pnzj/g9CuHTK036SqkM4GZgAXAN8PcO+88H0rTWZ2qtF0iwF0J0RWtNc3MzAE1NTT3Sj3/DDTewe/dumpub+dGPfgTAZZddxte+9jWeeuopHn74Ye644w5eeuklZs2axXe+8x1/sAd44oknWLNmDb/97W/59re/7S9nZyI9p76+nnvuuYcNGzYwdepUHnzwwSN+f0IE6q0+/NnAKq21U2t9EEhWSsUF7L8CiFdKfayUekYpldZL5RBCDBJutxuHwwEYTftut/uIz5mRkcHYsWOJjY31b0tJSfH/bDKZwv7sc8UVVzB69GjuueeeqMsT6TmHDh3i6quvZurUqezYsYOf/vSnX+YtCRFRbzXpZwKBw10b27aVtz0eAdRqrc9USv0AuAu4s+NJlFI3YnQL+PvWhBBDk8vlwuVyAeB0OnE6nVgsli91roKCgi5r4osXL+aHP/whHo+H3//+95SXl/Pggw9iNps56aSTAJg3b15QE/6//vUv/88LFiwIeo3AnyM95+KLL/5S70eIaKiemt4SdFKlzgPO01rf2vZ4MzBba+1oe/wC8KTWeqlSagLwd631BZ2dc9asWXrDhg09XlYhxMDQ1NTE1q1bcbvdmEwmZsyYQVqaNA6KwUsptVFrPaunztdbTfrrgXlKKYtSKh9o8QX7NisA35uYBXRvLowQYsjxeDz+JnCv1+uv7QshotMrTfpa63ql1CPASoxR+rcopWYCZ2utHwCWAI8rpZYDLuCbvVEOIcTg4XQ6gx7b7fajVBIhBqZem5antX4KeKrD5s1t+xxIkBdCdEPHgN9TyXeEGCok054QYkDwjdD3sdlsPZZiV4ihQAK+EGJA6NiEHzhqXwjRNQn4Qoh+z+PxhDTpu91uCfhCdIMEfCFEv+d2u/F4PF1uE0JEJgFfCNHveTweCfhCHCEJ+EKIfi9cwIfQgXxCiMgk4Ash+j2v1xs24MtcfCGiJwFfCNHvud1uvF5vyHaZiy9E9CTgCyH6vUgr0dntdunHFyJKEvCFEP1epOl3bre7R5bJFWIokIAvhOj3Os7B95G5+EJETwK+EKLfizQaX6bmCRE9CfhCiH5Nax2xhh+4ZK4QonMS8IUQ/VqkOfg+MhdfiOhEXB5XKTW3k+fZtdabOjuxUmoxcCOggR8GHt+27z6guG3T1VrrsijLLIQYQrpqtpepeUJEJ2LAB14F3gNUmH0nAsdFeqJSKgO4GTgFGAk8A8zrcNiTWuvfdKu0QoghJ1LSHR/fMrlKhbtUCSF8Ogv4/9Ja/yLcDqVU2O0BZgOrtNZO4KBSKlkpFae1Dmx7+6ZS6jxgOXCf1jo0q4YQYsjzNem3NrvZ9kEteZMTGT09xb/f6XTidruxWCxHsZRC9H8R+/DDBXulVHKkfR1kAvUBjxvbtvm8AUwFTgfGAFeHO4lS6kal1Aal1Ibq6uouXlIIMRj5avhfvFnN/k8bWftsOdb69ql4LpdLpuYJEYUuB+0ppZ5s+/86YJNS6qEozlsHpAc8TmvbBoDWul5r7dFae4AXgVnhTqK1fkxrPUtrPSsnJyeKlxVCDDZerxeHzUXJ1hZGTkvC64FDm5v9+yX5jhDRiWaUfkHb/wu11pOAmVE8Zz0wTyllUUrlAy2BzflKqfSAY88A9kRVWiHEkON2u6nYZ8Pr0Uw5PYOMkXGU7bQG7ZeAL0TXogn4yUqps4CGtsdd9rVrreuBR4CVwAvArUqpmUqp29sOuV0ptV4ptQajqf/xbpdcCDEkuFwuakvsmMyQNTqeYeMTqCux43Fr/zGyap4QXets0J7PHcBXgN8rpRKAD6M5sdb6KeCpDps3t+27G7g7+mIKIYYqp9NJXYmD9Lw4zBYT2WMS2PNJAw2H7WTlJwDGSH0hROeiqeHP1VrforUu01q3YgzAE0KIPuGwO6grsZM5Oh6AjJFxADSUt2ffs1qtaK3DPl8IYYgm4J/d4fH5vVEQIYQIp/JQIy67l6y2gJ+caSEmVtFQ3j7L1+VyRUy/K4QwRAz4SqkfKqX2AacopfYqpfYppXYCnWbYE0KInuLxeKg40ARAxigj4CuTIm14HI0VwQFfpuYJ0bmIffha64eAh5RSV2qtX+jDMgkhBGAE/NpSK8oEqcNi/dvT8mIp29E+Ut/lcslIfSG60Fku/TO11h8bP6qrAvdprZ/v9ZIJIYY8j8dDbVkrqTmxmGPaU+em5cZx4LMmWpvdJKTE4PV6pUlfiC50Nkp/VNv/E/uiIEIA1NfXExMTQ0pKStcHi0HP4/FQf7jVP2DPJz3PGLjXWOEkIcW4jMlIfSE611mT/tNt//+y74ojhjKv18vhw4exWCwkJyfLYigCW4udlloXY09KDdqelms07zeUO8idmAi0j9SX740Q4UWTWvdypdTnAQP39vZFwcTQY7fbaWlpobGxUdY4FwBUHDRmAafnxgVtT0iJIS7JHDRwz263Sz++EJ2IJvHOvcB5Wuvy3i6MGNqcTqc/0NvtduLj47t4hhjsyvYbS3D4avSB0vNig6bmOZ1OnE6nrJonRATRzMPfIcFe9AW73Y7X62Xbtm1cfvnlvPjii0e7SOIoK9/fgNmiSM4MDeLpeXE0Vjjxeo2EOzJSX4jORRPw09ua9B9XSj2mlHqs10slhiSr1ZhmNW3aNL71rW8F7SsqKkIphVIKs9nMhAkTePXVV49GMUUfqixqJG14LMoU2i+fnheHx6Wx1hrz771er3QFCdGJaAL+H4CfAM8Cz7X9E6JHaa1paWnxP47UH3vzzTeze/duUlJSuPbaa6mvr+/LYoo+VnWohbQO/fc+6SN8KXbbg7yM1Bcisi4DvtZ6Zcd/fVEwMbQ4nc6gTGmRljxNSUlh4sSJnHfeebS2tlJYWNiXxRR9qLm+FVuj0z8Fr6PU4bEoFRzwW1paJKe+EBF0OWivLb2uBhTG3PxyrfW43i6YGFoCA/yhQ4d47rnniI2N5ZhjjuHkk08OOtbj8fD5559jNpvJz88/GsUVfeDQ3mog/IA9gBiLiZScWOoPB4/Ud7lcxMaGf44QQ1k0NfyJWutJWuuJwFjgrWhOrJRarJRaq5Rao5Q6IcIxv1RKSRVN4Ha7/TX8/Px8fvvb3/LSSy+FBPs//vGPJCYmsmrVKh544AGGDx8OELZWt2TJEj799NPeL7zoFWX7agEiNukDZIyKo67E7v/9yyI6QkQWzbQ8P611hVLqpK6OU0plADcDpwAjgWeAeR2OGQ5M6s7ri8HL4/Hg8XgAWLhwYcTjbrjhBn7yk58wcuRIYmNjWbJkCZ999hkLFy5k6tSp/PGPfwTggQceYMOGDaxevZrY2FhOOCHsPafoxw7vryc20UxCqjniMTkFCRRvaqal1kVKdixOp1NG6gsRQTRN+h/R3qSfB7wfxXlnA6u01k7goFIqWSkVp7UOHEJ7D3A/8Fr3iy0Gm8Ba2a9//Ws+/fRTbDYbL774IsOGDaOoqIixY8eSkZHB2LFjg5572WWXcfbZZ3Pbbbfx8MMPU1xczEsvvcSsWbOYMmWKBPsB6vCBetJyYzvNnDdsXAIA1QdbScmORWuN3W7vqyIKMaBEU8P/Ttv/GqjXWjdH8ZxMIHD4dGPbtnIApdREIFlrvbWzP2al1I3AjYD01Q5ygdOp5s2bx7x589i4cSPr1q3jkksuoaCgIOJgrMC8+yaTKezPYmDRWlNxsJH8mUmdHpc6LJbYBBPVB1sZd1Ia0D69UwgRrMuAr7Uu/hLnrQPSAx6ntW3z+QVGBr+uXvsx4DGAWbNmydDbQaxjrcztdrNy5cqQ+fidWbx4MT/84Q/xeDz8/ve/p7y8nAcffBCz2cxJJ3XZEyX6kfpKKw6bu9P+ewBlUuSMS6Bir82fR7+5uRmv1ys3fEJ00K0+/G5YD/xGKWXB6AZo6dCcPw54uK12n6eU+rvW+uZeKovo5zo2w3q9Xh599FGuuuqqLtOkLl682P/zcccdx1NPPeV/nJeXx/PPy0rOA1FZYVtK3eFdj7YfdWwyZTus1B6ykz0mwZ+iOSEhobeLKcSA0iu3wFrreuARYCXwAnCrUmqmUur2tv1ztNbnaa3Pw5jmJ8F+COs45/61115j7969PP/886xdu/YolkwcLQe2VaIUZIzsej2FUccmY7Yo9q83FtpxOBwyUl+IMLpdw1dKTdNa7+jqOK31U8BTHTZvDnPchO6WQQwugSP0Ab761a/y1a9+FYAJE+TrMRQVbq4ga3Qilviu6ySxCWbGnZRK4aeNTF2YSWpOrKTYFSKML1PDv7DHSyGGNLfbHRTwA8kArKHH4/ZStKOaYeM6H7AXaNrZWZgtii/eqEZrTXNzNGOLhRhauh3wtdZ/6I2CiKHL4/FEnDtts9nwer19XCJxNJXuq8Vpd5NdEP3yyAkpMUw/N5vDu60Urmukqakp4k2kEENVlwFfKTVFKfW6Ump72/9T+6JgYujwer0RL85ut1v6Y4eY/VsqAcjK73yEfkeT56WTOymRL96spuJgA62trb1RPCEGrGhq+P8GHgBmAH8ElvRmgcTQ46vda61D5trLGudDT+GWCtJyEohP7V4DpDIpTvlGLjFxJpY/WUxDbXuzviyoI0R0Ab9Oa71Wa+3RWq8Danu7UGJocTqd2BpcvPPHIj782yEctvbavgT8oUVrTeEXFYyakv6lnp+QGsPca/Joqnay5J5VbF9ziGd++wk3z/83v77yv9RVtHR9EiEGqYgBXyl1lVLqKqBGKfVPpdS3lVIPA9V9VzwxFDidTrZ9WEtztYu6Ugc7P27P0aS1lhHXQ0hlcSONNTZGTErp+uAIcicmMvvruZTtbeShW95n/bv7mHHaGKpLm3jhD6t7sLRCDCydTcub2Pb/gbb/84Gqtn9C9BhrSyslW1sYe1IqLruXok1NzFiUjclkpF2W3OhDx54NhwHIGhsHfPkbvbEnpjJ8QgKx7jRmn3ksKemJvPXYRt5+bCM1h5vJHvHlbyiEGKgi1vC11r8Efg3Eaa1/Gfiv74onBjutNYd21eKyexk1LZn845KxN3uoOdg+4Eqm5g0dezYeJi0nkcSMI88JlphmIW6Yg/KqUqqrqznxnAIAvlh28IjPLcRA1OlfldbaC4xXSklSatEr3G43FYVNAGQXxDPimGTMMYrS7e19rXa7XfrxhwCtNXs3ljN+Rk6P/b49Hg+HDx9mx44dWF11ZI1IYf+Wih45txADTTSZ9tKAL5RSGwAPgNb6xl4tlRgyPB4PVUVWkjItxCcbX8fsgngq97fX8F0uF06nk5iY3lr6QfQH5Qfqaa5rpeC4bFyunk+cU1VVRf4xmez/otK/0I4QQ0k0V9D7e70UYsjyBfys0e1zroeNS2TbR7U4bR5iE80yUn+I8PXf501Mps7a8wHf5XKROy6ZL5YWU1veIv34Ysjpsqlea70SWA3sBfa1/RMihMvh5q3HNrLu7b1RP6ex1oq1zkXm6PasajnjEkBDdVs/vtvtxuVy9Xh5Rf+yZ8NhMnOTMSf23s1d6ggzAAe2VvbaawjRX3VZw1dKfQe4HcgBmoAaYFYvl0sMQP975HOWPrcNgLTsRI45ZVSXz6k42ABA+oj2Gn72mHhMZkXVgVZGTksGkKxpg5zXq9m7qZxjTx3dq7MyErMU5hiTf/ldIYaSaAbjfReYDmwFJgNberVEYkBytLpY9douZp09jvScRD5+YVtUzysvagAgdVj7uudmi4nM0XHUFMlI/aGirLAOa6ODgulZvZp3weV2kpGbRNWhxl57DSH6q2gCfqPW2tl2rBOYEs2JlVKLlVJrlVJrlFIndNj3DaXUaqXUJ0qpt5VSqd0vuuhPdqwrxdHqZv5XpjLrnPHs/qwMp73rptnK4kZiYhWJqcGNTdkFCdSV2nG7jIVzrFarLIYyiO3daPTfF0zP6tW1EzweD5l5iVSVSMAXQ080Af9zpVQC8CawHSjt6glKqQzgZmABcA3w9w6HvKa1nqe1Pg3YBFzbnUKL/mf352XEJVqYeHweU2ePwu3yUri56+lP1YeaSMmJRZmCR0znjE3A64G6EqN51+l0Ssa9QWzPhsNkj0whJrH3V0ZMGxZHVUmT5NcXQ040g/bu1Fq3aq0fBE7VWn89ivPOBlZprZ1a64NAslLK30nb1mLgkwjs6G7BRf+yf3MF448bjjnGxMTjc4mxmNi1vst7Q2rKWoKa831yChKM/UVGwHe5XDJwb5Dyerzs21TOpBPzaGho6PXXS8qKwWl301Bt6/XXEqI/6SyX/nc6btNaN0Ta10EmUB/wuLFtW+D5r1dKbQNOI0LAV0rdqJTaoJTaUF0tKfz7K1uzg7LCOsbPGA5AXIKFgmOHsXdTeafPc7S6aKpxhA34cUlmUofF+kfqezweSbE7SJXuq8PW7GTcjJw+GZyZmGGM1Jd+fDHUdFbD/5lSKty/u4H/6+K8dUB6wOO0tm1+WusntdbTgf9izAIIobV+TGs9S2s9Kycnp8s3I46OA1sr0RomzMz1bys4Joeywjo87shNtIcP1oEmbMAHIwFPTVEr2ms0vTY3h5+bbbPZqKyslD7+AcDR6qK5Pjiob/r4AMqkKJie2SfdNomZbQFf+vHFENNZwP8lUBbmXynwuy7Oux6Yp5SyKKXygRattf8vWSkVH3BsAyBtawPYwR3VKGUEeZ8xU3NwOTxUtI3CD+fwfmOl5UgBP2dsAs5WL01VRg9QU1NTSAIej8fDoUOH2Lt3b8QbAtE/HNpdw10XPs/t5zzDW49tBIzm/HXv7GPaKaPA4sbr7f0+/NhkYyaI1PDFUBNxHr7W+ukve1Ktdb1S6hFgJaCBW5RSM4GztdYPALcrpc5sO7wOuO7LvpY4+op3VZM7NoP4pPbAnT8lGzAu8iMnZIZ9XnlRAyhIybaE3Z8z1ujHr9rfSlpuHHa7HbvdTnJysv+YpqYmampqjIx9VVWkpaVJytR+SGvNM7/5hBiLmZkLCnj7sY1YYs0My0+jocrKV2+dTX19fdcn6pGyeMnKS6KqpKlPXk+I/qLXkpNrrZ8CnuqweXPbvl9jrMQnBjitNcU7q5k2Z3TQ9mGjU4lLiKF4VzVzLpwU9rmVxY0kZ1owW8I3NCVnWUjKiKFin5WJp6bjdDqx2Wz+gO/1eqmsrPTX+hsbG3E4HMTHx4c9nzh6CjdXcGh3Ddf+/DTmXjSJf9+3gtf/8RkAI8ZlMGFWNrt27+yz8mTkJUoNXww50WTai9day2gpEVZDlZWm2lbGTM0O2m4ymxg9OZtDu2siPreyqJG04eGb8wGUUuROTuLQ5ma8Ho3JrKipqSE7OxuTyURzczO1tbX+41tbW7Hb7RLw+6Evlh0kJtbMSeeOx2Q2sfgXC8ifkk11WRPnfWsmdkdzr86/7yg1J44Dm2vwejUmk7QIiaGh02l5ymgbfaePyiIGoOJdRkAfc0zooMr8KdmU7q3F6wntl/W4vdSUhp+SFyhvUiIuu5eaYmOgV319PY2NjTidTsrKyoKm6nm9XsnI109tX1PC5FkjiEuw4HA4cLmdnH3NcVz103kkZ8ZSUdG3S9YmZ1twOTw0VMn3RQwdnQZ8bWSm+FQpdXIflUcMMEU7qzGZFaMmZvm3aa2pqakhb3wajlY3lWGaTmvKmvC4vaR2UsMHyJ2UiClGUbK1BTDm4+/du5cdO3YQbqpmY2OjJFTpZ6pKGqk81Mj0U0fjcrk4cOAAO3bsoK6uDofDQVVVFU1NfdufntQ2Uj/cd1OIwSqaTHtXAC8ppQqVUvuUUtEvhSYGveKd1Ywcn0lsfHvvUEtLC/v27SMhy6jZh2vWP3zAGKCVNjwuZF8gS7yZEVOSKNnajLdtel5ra2vEwG6z2SRBTz+z81MjAdO0uaNpaWmhurqa5uZmdu7cybZt2zhw4ECf36QlZRrfV+nHF0NJNJn2Jmqtx2qtJ7T9HH4ElhhytNYU76oOac5vamrC4XDgsdiwxJn9zf6ByvYbaRm6atIHyJ+ZQmuTh4q9Xc/elBS8/c/eTeVkDE8iZ1QqtbW1/ql3breblpaWPpmK11FcsiIm1kx1qYzUF0NHlwFfKZWllHpAKfWkUipGKXVVXxRM9H+1h5uxNjqCBux5vV7/QDq7o5W8cWkU7wxtei8/UEdShgVLfNeNTKOOTSYhLYZdy4KXNG1tdtNSG1ybd7lcIXP1xdGjtWbfpnImHp+H0+nsk9S50fB4PWSPTJYavhhSomnSXwKsAiZqrd3InHnRpqgtkBdMG+bfZrfbg9KjZubHU7yrOiTjXvnBhk5H6AcyxyimnJ5B1YFWSrY1Y2928/mrlbzx6wO8df9Btr7f3oKgte6T9KwiOlWHGmmqbWXiCXk4HI5+kx7Z6/WSOSJJsu2JISWagJ+gtX4T8FWbZA6LAIz++xiLiRHjM/zbOjapp+XF4HJ4OLy/vXbudnmoLGrscsBeoIlz08kcFceaZ8p547cH2b++kQmnpJE/M4UdS+uoLWkPJDJSv//Y94Ux+n7SCXnY7fZ+1fqSkZtAdWlT2FkkQgxG0QR8u2+UvlJqBtDSu0USA0XxrhpGTcwixmL2b7Pb7UF9sql5xlfs4PYq/7aSPbW4XV6y8qOfL2+OUSy4cRSTTk1nzMwULvhJAbO+MpyTvzocS7yJvavas7QdrX5hEWrvxsOkZiUwfExan4/E70pqTixul5e6SrlBFENDNAH/u8CPgGHAXcD3e7VEYkDwetsG7E0LHrDX0hJ8P5iUaSEpPZY9Gw77t+3fYtT6sgu6lyAnLtHMCZcM45Rv5PoH+1niTYw+LpmyXVa8HmOkt8vl6tMkLiKyfV9UMPH4PLxeb79b6yBRRuqLISaagO/RWl+ptT5Wa/0NrXXXi5yLQa/qUCN2q4sxU9sDvtfrDQn4SilGTEli56el/qbTwi0VJGVYSEwLn0O/u0ZMTcLV6qWmyOi7d7lcMjWvH6g53ExdRQsTj8/F4XD0u5uwxAzj8tedfvzGxsaw+R+EGAiiCfiPK6XWK6UeVkp9VSmV1fVTxGBXvKttwF7AlDyn0xn2op4zIR5bs5OindV4PV72fVHhXxinJ+ROTMJkhrJdRtOs2+3uV33FQ9W+TeUATDpxRL9sdYlNUsQlxHS6omMgt9tNcXExBw8exGaTBT7FwBPNPPwLgbnAW8BPgMreLpTo/w5sq8ISZya3IN2/zel0hq1Z505KxGRWfPZBIYWbK2iptzNiamKPlcUSbyIrP8Ffw9da95vR4EPZvk3lJKXFkTcuw8jL4PEc7SIF8Xg8DBuTRsXBhqiOt1qtNDU1YbPZ+t14BCGiEc3iOb8DpmGsW/848I1eLpPo57TWbFtVzJSTR2KOab9ndLvdYQN+XKKZUdOTWfO/3exYW0JckpmRxySHHHckMkfHU7i2wb/IjkzNO/r2bipnwsxcTCbVL2vEbrebYfkpFG6q6vpgjIRSvpajmpoahg0bhskUTSOpEP1DNN/WiYAZKAEOAIc7P9yglFqslFqrlFqjlDqhw7472roJ1iilHlKygPmAUrqvjtryFmaeXhC0vbNa9Yzzs8CkqTrUxHHnZxET17MXyqz8eDxuTUOFMSXQarVKTv2jqL7KSnVpExOPz0NrHTK2oz/weDzk5KfQWGPD2tR5dkav10t9ffBMELmpFANNNE36X2tr1v8EuB+jpt8ppVQGcDOwALgG+HuHQ17XWs/WWp8KDAfO6F6xxdG04aP9KAXT5+UHbe+sFpecFcuFd45l0U8LmHBKeo+XKWu0MeK/7pBx0+F0OqUf/yhq77/Pw+Vy9dsulswRxliSioP1nR7XMaGUw+GQFM5iwIkmte5flFLrgNuA14HTojjvbGCV1tqptT4IJCul/KukaK33BRzrpD2pj+hnOqaqbW1x8sl/dzJzQQFp2e398NEsTRuXaCY1J/pkO92RlBlDbKKJulK7v9z9bZDYYOB2uyktLe2yxr5vUznxSRZGT8qKOJizP/Ble/Qt5hRJx4RSWmvpxxcDTpd9+BhB/g6tdXfmOWUCgX9BjW3bygMPUkotAPIwWg9EP+P1eln74VZKdzUxbdZYJs8awesPf4at2cl53z4+6NijfVFXSpGeG0djpVEGyanfOxobGzlw4ABZWVlMmTIFs9kccozWmt2flzFhRi4ms6lfT5OMTYa4hBhK99V1elxTQzPbP64BDZPmpRMTa6KhoQGPxxP2MxCiP4om4O8A7ldKTQH2APdrrUOXPwtWB6QHPE5r2+anlDoOo4vgIh2hs1UpdSNwI0B+fn64Q0QvWvvOLp7/1UbQ8MmL7Y0yZ141PWg6HvSPue+pw2Mp/qIZrTUej0cCfg/zer1UVlb6+7Obm5tJT08POa54ZzVVJU2c+62ZgNEc3l/HUzicDvKnZlO0PfLAPa01L/zuMw5sMhaFqj1kZ/7iEdjtdhwOB4mJPTfjpDNaa6xWKwn/z955h8d1lYn7PTMalVHv1ZJly73GsR0ncXoCSUgICSSUQDbLArvLLmX5AQvswrLLUgMsS8lCCCEQkpBCQrrTXeJeYlvF6r1L03s9vz9GM5Y0I2lkS5Zkn/d5/Fhz7517z71z7vnO952vpKSoSYbijIhH4P8BeAL4P+By4I/AzVN85yDw30IIHSEN3i6ljNjDhBBVwEPAByebPEgpHwAeANi8efP8HDHOU3weP8/87xFyy5K5+jOlZGiLMHZ7Ka7MYuPVi6OODwQCcy7wM4uS8LktuKx+9Jk6tcY6w7hcrogZ2+/3YzQaYwr8gzuaSdBp2HRdJRCdfXE+4ff7qVidx1uP1+J1+0lMjh4SD7/WTOsxAxfdmk8wIDnx8jB9jQ5KVohzKvDNZjNNTU0sWrSI4uLic3JNxflFPK7SaVLKR6SULVLKPwKpU31BSmkC7gd2AY8DXxRCbBRCfGXkkJ8RsgD8QQixUwjxvjNqvWLWOPpmGw6zh/U355GYoiW9FG68dwMXXVNJrKCK+aDFhddjLf0hs/58DAVbyLjdbpyO045rRqMxalLl8/g5vKOZddvL0acnEQgE5r3AX7Qyh2BA0lkfrXsEg5KXHjxGZmESy6/IYsWV2SSna2nYbUJKec76WCAQoLu7G6fTSXd3t4oQUJwR8Wj4TiHEx4F9hDT8uHqalPIhQlr8aI6P7LtlGm1UzAHv7mxFn6mjcGnIi9lut+N2uyfUZuaDcI0I/AEvxStScTqdSCljTlAU08Nl9/KbL79NZ42RJVsz2HxHIU6nE6fTSVJSxB+XI6+3YjO5uerONcD892b3+XwsXRmq9thaPUDVxqIx+4+/3UZ/m4XL7i5GoxGggSVbMjm104jHEcBisVBSUjLrfcxut2OxhFIAOxwObDYbKSkzl61ScWEQj4Z/L3Ax8EvgIuBvZrNBirnH7wtw6kAPpavTEJrQQOZ2uycMrZovcdbJ6QkkpWqxDoQEzESZ/xTT54mf7KOz1kjZ2jRaDlqpe9MYFZsupeStP9dQvCSblVtKgLl35pyKYDBIUpqWwopMTh3sGbNPSsmOP5wgu1jPog2nE0UtWp+GDEJ3rR2Hw3FO7s9isYzxSRkaGlIVIRXTJp44/EHgu8C3ge9JKVVq3fOclhMDeJx+ilae1iCklJjN5pjHjw9ZmksyCxMjJn0VmjczDHVbOfBSE6uvymP735RQvjGdureMOMy+MWb9lhMDdNYPc+2H10Q0XpfLNe8Fk9vtZv0VFTQe7cVlP91f6g/30lE3xOaby0La/QjZpUmkZifQfdIelwUj4A+y+5lTvPy7Y9jN089H4Pf7MRgMY7bZbDZl1ldMm3ji8D8PvAZ8Dnht5LNijpBSzrrW2lodmtMVjCtwYzabY157PmlxGYWJWAa8SCnx+/3zLn/7QuT1R0+i0QqWXZEJwMab85ASqncYImZ9gJcePEZ6djKX3LwMCPXV0RaA+YrT6WTze5bi9wU5tKMZCLX95QePkZGbQvmmsWmghRCUrUunv8mB0+aZNKlQMCj5zVdf59Hv7eG5/zvCjz753JhJRTy4XK6oJbPxiYAUiniIx6T/cWCrlPITwNaRz4o5oOPUEA984zWeeWDPrGrU7bVDZBelkKgfG/rjcrliDjLzISQvTMhTP4jL6leheTOA1+3n4MtNrNleTEpGqD+k5uhYvj2LtqNWhjudGAwG6o/0UHegm/fcs4GklFDZY4/HM2UypvmAw+GgbHk2FavzefWPJ/C4fOx9roHGY32852/WEZTRfWjR+jSCAeg95Zg0Ac+bj1VzYncHH/riNr7061sY7LLwyu/fnVb7XC5XzPdrIoubQjER8Qj8BiCcHi0RaJrkWMUsMdxr46d//yLH3+rkrd8389LvjszKdaSUtNUMkFcR7RDk8/liCvz5sH4fZrynvtKCzo7qdzpxO3xUXZI9Zvua63NISddy8Il+utv7+eN/7SKvNJ2rPrQ6csxEE8T5RnjC+sHPX4Kxz8Z3P/4Mj//wHZZvKubiGytiWq/yypNJydDSdTLkTBdTIA85eO7/DrPhygquv3sdKzaXcPH1S9j1dB1ed/wT0bCzXqzt88WyplgYxOOlvwJoE0LUAyuBDiHEawBSyvfMZuNGYzAYePjhh8dsW7NmDVu2bMHn8/Hoo49GfWfjxo1s3LgRp9PJk08+GbV/8+bNrF27FovFwrPPPhu1/9JLL2XFihUMDw/z4osvRu2/8sorWbJkCf39/ezYsSNq/3XXXceiRYvo6urizTffjNp/4403UlRURGtrK7t3RycbvOWWW8jLy6OhoYFHvrMHrzfIkve76T+cwOt/rGHLjUtYtKSYmpoajhyJngDcdddd6PV6jh8/zvHjx6P233333eh0Og4fPkxtbS0AHrvEMuwjpdIK5AHQ1dUVWUOsq6tDr9ej0+m4++67CQaDHDhwgN7esTWVdDoda9aEPLVbW1ujtKCkpCRWrVoFQHNzc9SkQa/Xs3z5cgAaGxujTJppaWlUVVUBcOrUqYjFw+8G0NNa10fxiipcLhdPPvlk1PcrKyu56qqrAHj00UejBuzly5dz2WWXAUT1O7hw+t6bT76LLhUaeo4S7D69PLJy5Uq2fLCQ3b/v5fGv1YGQrPmAjsefCD2LO++8k+HhYXp7e+nv7486/7p169BqtfT09DA0NBS1f+PGjcDYvhdGo9Gwfv16ADo6OqKWDabb9xwOB9XV1Wi1Wqreo2Ww2snF1y/hw1++jBd3PEdf35gEoZG+V7Y2jeaDZna//Q7Hjx+PJMMpKyvj+uuv54UHjuL3BdBU9PKHP/wBAGdqELfDz/Gd7Wy9sWrKvvf73/8eu90+ZmkqPz+f0tJS7HY7jzzySFQSnvOl7zU0NLB///6o/bfffjuZmZkzOu6N5t577wVg3759NDY2jtkXHvcAdu3aRVtb25j9er2eu+66C4A33niD7u7uMfszMjK44447ANixY0fUu5Gbm8utt94KwAsvvBDVtrMlHoF/54xfVTEtvC4/w01BcldIdKlBCi7y0fqilrefqOOer89sAg7ncCiWPjkntqOV3+8f44TldrvnjTkfICEZtEkSlyl0H6pq3pljN7tpO2GkYK0AIWHcYyxdk8bGD6XSUW0mc3GQ1KLTw4nD4WB4eKqEnPMDKSXBYBCtVkveMi0rtuVy662hel6T9e1F69Np2mfB1qMhLTM4RvD2t5vZ+1wDpRclkpx5+jsZpQJ9VgIHXm5i641VU7YtGAxO2H/DPioq654iXsRCGQw3b94sY83mLgQOvtLEQ998mzu+sYaknNAA9M4fezF0eLlvxydI0M3cC7/j4eM8+8tDfPA7S0lMiX3e1atXU1BQAISSr1RXV88rofrG/V3IoOSGfy4nNTWVdevWkZycPNfNWnDsfKqWx3+4l8//3/UMO7um/I1zcnKoqKhAo9HQ3t4epZnPZ5YsWRKVvtvn81FdXT3hGn0wIHn+u61klybzkX/fzPLlyyPRCfd/6VUajvby33/9COnZY5fHnv7ZAd76cw3/8/bfRPwdJsJgMFBdXT3h/oKCAlatWqVyTZynCCGOSik3z9T5ZrYouWJWOPZmG1n5ejKLTwvgJVsycVq8nNzTOaPX6m0xkpGXPKGwB+jv78fn8xEMBhkaGppXwh5C6/jWEU/9+eRQuNA48HITJUuzySxOjOs3NhqN1NTUUF1dvaCEPYDVao26x8lyTwBotIIlWzLpq3fQ1zEcWVZqONLLid0d3PS3F0UJe4DV28oI+IOREsKTYbPZJt0fToilUMSDEvjznGAgSP3hHpZvLcLrO+2gU7RCT2qWjr3P18/o9XpbTOSWTp4b3Gw209/fz9DQUMz117kmszARryuI2xZQVfPOkP52M23Vg1x6y/JplYFdqLkPnE5nVOSLx+OZ8l6WbM1AAife6MPpdOLzBnjqp/vJKUrj2o+sjfmdqo1FJCRqqRuX6Gc8wWBwQoe9MC6X65wK/Pk2uVdMDyXw5zmdDQbcDh+LVmeNWTvXaARLtmRRt78by/DMpLUN+IP0tZvJLEqa9LhgMEhLSwv19fXzUphmFIbaH47Hny9JgRYS+15oQKMVXHRdxbxImzzbxNLm48khkJabSMVF6dTvNnH07Ub+9N3ddDUa+PCXL4tZiAcgMTmBqo1FnDrYHXN/GI9n8hh/OLe5DsxmMzU1NVNOQhTzFyXw5zmNR0Pe7/mV0UJ48cXpBAOSAy81Ru2DUP5z02D8cdBD3Vb83gCZRYlTH8z8ne2HQ/PCKXYvBIE1kwQDwVDs/WWLSE7XXhATpmAwOMaS4Xa7445z33RrPinpWp7+/kkOvNTE+z69aUxFSbvdTlNTE93d3RFv+1VbS+ltMU06WY83oZXJZJr138jtdtPa2orBYKC5uVktIyxQ4vHSnxc4nc6oEItweEogEIjp2FJUVERRURE+ny9m+EVJSQkFBQW43W7q66NN42VlZeTl5eF0OqPCMwAqKirIzs7GbrfT3Nwctb+yspLMzEwsFktU+AZAVVUVaWlpmEwmOjo6ovYvX76cpmN95JWl0dnXGhXTnJeXR/nqHHY/W0fB+rFFYtpPmHjzwTa8Lj+X3b6UDe/LjTr/+NColqNGANzCRH9/6PlBKN53/LWFEBQWFgKhmf/4AUCj0UQc+2INSFqtlvz8fCC09jt+YEtISCAvLxQWODw8HGVJSExMJCcnBwjlFR8dtiSlJCFZYBkInbO+vh6LxTLm+WRlZbF48WIATp48GZX+NTc3l0WLFgHEDO05n/teZ40Z85CTD39lBQMDA3R1dUV9Py8vj4SEhEghl/Hk5+ej1Wqx2+0x8zQUFBSg0WiwWq0xJ2Rz0ffMZjMDAwNkZGSQm5uL0+mMu+9d9LFkBhv9FCzKYNW1p93yDx06RE9PDx6PByEExcXFlJeXs3pbGc/+8hCvPb2fZdvGvpvhvudyuejpiTb76/V6MjIyCAaDDA4OMjAwgNvtJjU1NfLsZrrvWa3WSOity+UiPz+f7OxsWlpaor4/uu+FQ2rdbjdpaWno9XqWLVs25bin1+sZHh6OCmuDUEhocnIyg4ODUeHAEAqZ1el09Pf3z2pIaHt7e9SkMCEhgbVrQ0s5ZxKOnJKSwooVKwBoaGiIatvZojT8eYyUktbqQUqXZ05oOl+5PZ/hbjv9zac7Tl+TjVfvb6awIpNtNy9j37MtdNVObYYzdjtBQHLWTN3B3CCEIC1Pi3XgdE79+bj0MF+pf2eY1Mwk1l9RPq+SKs02brc74gTX1TV1VMJodCkaSjckkpTnxWAwYLVa6e/vjwh7CL3PRqMRv99P2fJc0rKS6aqb+L2cymEvjJQyptPhTBHLl6C3t3dSy1m4sFJPTw99fX2YTCb6+voWRCKm85nzNixPSomUEo1m4c5phrqt/PsH/swdX7yYlHJHzCIkKYmpPPHNOspX5vHFX70Pq8HJdz/+DLqkBL7+x9tJTE7gPz70JPr0RP7tT3dMGr7zm6++Tkf9IO/5Uuls3tY54dBT/XTXOLjjP5ei0+lYt24dGRkZc92seY/D6uGr732EK+5YxZ1f2kZ1dfUFlcJVo9Gg0+nO2kSekJAQc5IphGDt2rXk5uby26+/QdO7/fzwlbuj3ku/38/JkycjGmLAH8Rl8ZOarYtUsByNTqdj7dq1ZGZmRu07W6xWK9XV1VHRLuXl5VRWVka1PRAI0NfXR3t7e9QzyM/PZ+XKlSp3QJwsmLA8IcS9Qoh9Qoi9QohN4/ZdJoSoFkK4hRBlM31tKSW9vb00NzcvSI/hMC0nQ0VsipdlTFhxTGoCXP/xNZw62MPrfzrJb772Bg6rh3+47wZSM5LQJWq56W830tVgoKNuco/63lYTeYvSJj1moZBRmITHEcBt908ZmhcIBLBarSp8Dzj4chN+X5DLbl0xZVja+UgwGJyR9fCJLEpSykgo6+ptZViGnfS2RDvdud3uSDu6a+389b9aeeH77bz84w5sw9Fjms/no6ura1bGO5vNFvPd6O/vj9L8/X4/XV1dtLa24vX6qH51mOe/28prv+hkuMOF0WiM23KhmHlmReALIbKBzwNXEyq28/Nxh9QClwIHZuP6drudjo4Oent752XYWLy0VQ+QnKpDnzvxz+T1etl6SyUrNpfw9M8O0HpygL/5j6spW3Z6XfDi65eQkKhl/0sTl0HwefwMdlnIKp7cQ3+hcNpxLzQATjTIBINBent7qampobOz84Kuriel5J2/1lO+Ko/ylXlxlX5VTJ+wX8LqbSFdp2ZftI9E2GGv95Sdd/7QS1qOjk235eO2+9n1ux78vmgFYHh4mNbWVux2+4yVJA4EAhPmVPB6vbS3t0dM+x6Ph46ODjo6OvD7A+z7Ux81rxvJKEzEbfXz9gPdmPpcDA8Pn3OHXynlvJjAut1uBgYG6O7uxmaznfPnMFtOe5cAe6SUXkJ5+NOEEElSSg+AlNICzFp2KIPBEJnp9vX1kZubuyAzrbVWD1KxOh+HY+J11GAwiM/v5Qu/vJmmd/vIK0knr3Ss6VqfnsSGKys4+kYrH/7yZWNqe4fp77AQDEjSCxaMH+ekhCMNzH0eCpbqsVgsMdOQWiwWOjs78fl89PT0kJmZGXEWnK/4fD5MJhPJyckzukzRXjtET7ORu79xBRB6NgtlyW8h4Xa7cTqd5BXmUbI0m7oD3bz3ng1jjrHb7TjMPvY/1k9mURLX/H0ZiSlaMgoT2flAD417zKy+Nifq3P39/ZhMJlJTU8nIyCA1NRW9Xo9erz+j8dblck1a8dBsNlNXV0dWVhYWiyUysa5700jXSTsb35fHqmtycFp8vPKTDo48M0DR4ixKS0tJSYlOSjQVHo8Hn89Hampq3Pcz2GPk2fsP0ttipHBpGrd+Zgtl5cXnPDuhzWajubk5YhVJTk5m6dKl5OXlnbO2zJZJPwcYbaeyjGybFkKIzwghjgghjsSrqXs8njE5vB0Ox4Io0Tker9tPd5OBilW5U2pZdrsdbYKGlVtKo4R9mA1XVWAzuug8Ffs59raEPPQzCiZP9blQSMlIIClVi7En9OxiJSjx+Xx0d3dHzJXBYJCenp55bdqXUtLX18epU6diFhU6G/Y8c4qklAS2vndpZFKhmHlGx86vuWwRTcf6cFhPv+PBYBCz2cyhJ/sJ+CWXf6I4kvmyeHkqhVUpNO0zEwzGnox5PB6MRiPt7e3U1tZSU1PDwMDAGWn9LpcrrvEnrLECmHrc1LxmoOKidFZeHaqyqM/Useb6XAaaXXTWGc/Iec9ut3Pq1Cmqq6vp6emZ0honpaTuaBs/+JvnOP5mNz5fgJOvDfDrL73J8OC5zQRpt9tpaGgYswTidrtpbm4+pz4ys6XOGYGsUZ8zR7ZNCynlA8ADABs2bJDjQyzGh6dAyMFkYGAAKSWJiYkkJiYyODiI1+uNmkWlp6eTmpqK3++PWegjIyMDvV6Pz+eLadbKzMwkJSUFr9eL0Rh9e1lZWSQnJ08Y05uTk0NiYiIulytqLay9xkAwIClbmY3D0Rdz0qLX69FoNAwPD6PX66O019GhUbmVOoSA/TvqSM4NvfijQ6MaT3Sh0QoCCU7s9tCLlJYWWs93u90x1yQn2y+EiIQJuVyuqJdzqv0ajQa9PpTxz+l0Rg1WWq02oiHEKpCj1WrJLk3C1BOqyW632+ns7CQ7OzQAJScn4/f7MZlMYzzRnU4ner2egoKCiANUrNCeWH1v/LNJS0sjEAjEXFY6075ns9lobW1Fo9FEfFViaTvT7Xtup49Drzaz7qpSzDYjOp0ulDnO54s54If73kSx4lPtD7c5rLHFen6wcPveZPsTEhKwWCx4PB6WXpzN648Eeevpd9ly8+JI+46/0U1fg5O1N2WiSfFit59+hhWbUzn052H6GhxkLop6NJFxLxgM4nQ6sdvtGI1GKioqyMnJibvveb3eyBLBaJKSktDpdAQCgSjBLaXk6F9N6FI0bLw1Z8y4VbRGi+51DbVvDrPhcgPJyckxszjm5uZG+l94v8/no6OjA7PZjF6vp62tDb/fT1JSUlTfz8/PR6PRUHu8kQe/+g4yKNn+d3lkFuvorXVx9CkTT/1sHx/5yvaYfXOmQ0LDSx1Wq5XBJg+DDT40Wihem0T2Ih3Hjh1jyZIlpKSkRIUjzzSzpeEfBLYLIXRCiHLAHjbnzzZ2uz3qBbNarQvOea+rPjSBKK7KmDKkbKoEHU6nk0FjL0VVGTQdiRZOAIMdNnJK9AQ5f9aws8uSsPR7CPhD/cFsNkcG77B2P34wD4cTzUdTdjAYxGAwjBGQg4ODM7LOXr2rB58nwMXvrQBCEwsVyjh7uFwuXC4XxVWZFJSnc/zN0+v4g90WDv6ll8KqFBZviU5zXbJKT1KalpYD8We8C3vOT0ez9nq90w7LHGz2MNTmZv1780jUj1VAEpI0VGzW01fvpKd9cFpjstlsHjNxDQQCdHR0xGxfyC+njyd+cAivM8jWu3PJLA5ZLkvWpLDsskxOvNFPc/XkqY1ngkAgwMDAABazheqXzBx81EDvKQedJ+2887shGnfZcDqdUblEZotZ0fCllCYhxP3ALkJFNb8ghNgI3CClvE8IsRy4H9gAPC6EeExK+X+TnVOn00VmXuPRaDQUFRURCATo7++PzP7DeDweMjMzycrKivn9hISECc891bWllJGZYFlZGTpdtEk8OTl50vOnpKRErWcNt5+kYFEGQhdAp9PFPO9osrKyItrraAKBQCS5SMmqVI4+34del0FG7umBJCMjA0O3g6KqzKhnF27/ZEy1f6q1uqn2h7WtiQhra+PJKfEjg+C3JZBTlkwwGESv15Oenk5vb2/EqhLrnpOSTjsvTvbbhfveRGi12kn3T6fvWa1WAoHAmPZ6vd6IRSIW8fS9RF0Sh1/YxaLluVx85Ur8fj81NTWR60/W98La5JnuT0pKGvOsY7V/MuZr35tqfzgypLy8nCvvWMPTPzuAtVeyeHU+D35lDyDZelcRaRmxn/2SLRnU7zKxOVCAPjP2MRqNJqpvJyQkRNo0Vd8LBAIkJiZOGEKn1Wqjzn9gnwl9VgJLLslEmyCi9q+8PJHmPXbq9gyyccuaSa8f9j1wOp10dnZGnUtKic1mo6SkJHJPfr+f/v5+Xv3TMQZbXGz5UAGlVVljvrfuxhTajtp4+7F6vvTLlRP278zMzEnDHCeSJ6P3h9MjN+100X7Yycqrstlwcx7BoOTw0wM0vG0jRZ9E5nXuMdo9MCu+RLMWlielfEhKeZmU8nIp5REp5XEp5X0j+xqllNdLKbOllFdMJezjxeVyxVzTHJ82cyZxOp20trbS2dkZlwmmv93MQ998iwe+9gbttbG17VDCnQEq1xXEFcIipZzQT8Fms0Xalb801LHHewXbTC4MfXZyF03fiWY+k1MeEgbD7SGtxufz0dDQQH19Pe3t7RNq8VM5Ks0FUkqGh4djmr+HhobOyiv74CtNDHRaeN+nNyGEmDA7nmJmCSfhuepDq8kpSuO3X3+D+z71PF31JrZ+qJC0nIknWksvyUQGofXg9Ma1/v7+uD3VbTbbtLTOoTYXQ20uVl6VjTYhthNael4i+ZUptB4yx+UjIqVkcHBwQl8Vq9VKfX09Q0NDGI1GmpqaOFXdxPGXBimsSmHpJdECO0mvZeWVWbQeNdF4fPJ6BmdDOMtl2zELDbvNLN+exUW35qPRChJ0GrZ9pIhF69M48cow/U122traZk1OhVkwWWnCJtjJzIxut3tCM9Foc+5MYjAYcLlckfXUycyrxn47P/q75zi5p5PGo73c9+kXqDsQ3eEMfXasBhflq/LidsqK5VEtpWRgYCDyzLJKkkjN0nFiV/uY49prQ2vMmcXnh4d+mNTsBPSZCQy1nTZjulyuKc1nUkoMBsO8MuuHzX6xmCg9bTz0t5t54sf7qFxXwMarF0d8Ei7k8MRzhcPhwOl0kpicwD//7Eay8lOxmV1c8YkyKi6aPPoiPS+RouV6Wg5ZJnTei0V4TX8qwpbB6XDqbSOJeg1Lt06e/GfJ1gxswz7qDnVO6SBrt9vp65u8jLDNZqO2tpaTJ08yMDDAyVeH8LmDbLqtYELv9xVXZqNL0fDib4/NilwIK4IWg4Ojzw6SsyiJi27NH3OMEIJL7iokLVfH3j/1YRq009oanUJ9JlkwAt/j8dDa2hrTQSpMeI2nq9rGzge7OfT0QCRJxWyUkfR4PGPaE3YOi4WUkj99bw9+b4Cv//F2vv3UXRSWZ/L7/3gbu3lsu8J1sstWZsW9zuVwOKLuz+FwjHlphRAUrdRz6lAPft/pAb2tZhChEWSWnF8CXwhB/pIUhtpc0xbeFotlzmN2RxPLgSiMx+OJaxCXUnLwlSb+57Mv8v17n+H79z7L9+55lgSdlk9/7zqEEFit1llxFlJE4/P5IstKpVU5/Nuf7uALv72WsvWTLyOEqdqWidPsp68+fmtUWGOeSsi53e5pWbks/R566hws355NQtLkYmXR+nQSEgW1u/unTM/b29NLw/4h9j3ax4E/9zPYMvnE1jropWmfmaXbMifNKZKYomXFFdm0HjPQdGJmtXyn00lLSwtWq5Wjzw7icwfZ9uEiNNoYGRKTtWy/pwSfO8i+R/swGkw0NzfPmoVxwQh8KSXBYJCurq6YD8Pr9WKxWGh/18o7f+jDOuCl45iVV/+3E2O3e0zmqpnC6XSO6bDBYBCj0RhTuDQd66N2Xxfv/4fNFJZnkpaVzCe/cw0Oi4dHv79nzHfefbuN7MJUcsv0cQv8sBPQaGIVDilZlYrH6Y9MKiAk8AsXZxDk/HPSyq9MwWUNYB+eXqjdRGZ9KSVdjQbaawenpVmdDR6PZ0otJx6rxV9+fpCHvvk2Qz0WXG4nHq+L1ZcX8+UHbyG3OB23201HR8e8Dks83wgXvoHQBCBWRMhElK5JIzldS9Ne87SuGY9FKJ5wvNHU7zah1QmWX5415bG6JA3lG9PpeNfKYN/Ek8vmmm4e/tpB9j8WEvQ9dXbe/HU3dW9PbHl494UhEhI1rHtvdLGw8azYnoUuWcNLvzsWt0Lg9/sZGhqirq6O6urqSORAePw1GAzU19djMBjorrXTecLOmhtyJi05nlWcxJYPFjLY4uLdF4YwGAzU1tbGLBx0tiw4lc7lckXC0Eaba1wuF4Z+K4efGiC/MoVr/r4Ml8XPm//XxZ6He7np/1XgcDhiOradKSaTKWqmbDab8Xg8Uc5Er/7xBOk5KVz5wdWRbWXLcnn/P2zm2V8e4vCrLWy9sQq300fdgW6uuH3VpAl3xhM2Q2dnZyOEwOVyxRw8iqr0aBMER95sYdUlZXhcPpre7WPjdWXzyoQ9UxSvCGlL3bV2Vl09NhWElBJzrwe/V5JbkTwmIVH4eebm5kb6md3s5vf/8TY1e0M+EEs3FPLp719PdsHkjltni9VqZaDLxHC7i0S9hoKl+ihtwW6343Q6SU9Pj3mOfc838PojJ9l261KqrkkkEAxNDjQaDQZ7L/4uBwaD4YLKmz8fsNvtDA4OUlJSwtDQ0LTWcDVawfLtWZx8xYCpx012abQDYzAoCXgluuTTul048U8sZ1U4XeQnXpwWP+1HrSy9JJOk1Phy5C/ZkknrISsHX21i0eLSqPGyel87v/3amyDg8k8Us2hdGgG/5OCTA5x4aRhdkoZll2WN+U5PnZ3eUw423pJHctrUoi1Rr2X55VnUvjVI08kelm+IneVdSklvi4lTh7sYHBhGl+kjryIJoREYDAa0Wi2JiYkIIXC73aFkaO4AR54ZJLMoMWrciUXl5gxMPW4a9phJTNGw9j25Matgni0LRuD7XKcFa39/P3l5eWM8YG02G9WvDxHwSy75cGHIQzRXx/Z7inntF13UvWWktNxCaWnpjGQ18nq9GA1G6neZ6Kq2kZqjY8NNeWg0oaWD0R24p9lIzd4ubvvHzSQmn37kUkqu/ehqTuzu4PEfvsPiNfnUHejG5wmw8ZoKzObppQU2GAwUFRWRmprK0NBQTA01IUlD6ZpUjr7eykf+3+XU7g9dr2SNHs6jkLwwabmJ5JQl0XnCNubF8zgC7Husj/4G58hxob4yetA0m804nU5SU1NxO7z87+deprfFxB2fv4RkvY6//Pwgv/zCK3zld7eRrJ+dhEUOm4vHfvAOp3YPEZ6Ppefr2H5PyRiTZdisH0vgD3Vb+fN9+1h+cTEb35+LxWKO7AsGgwwPDysz/hzS3t7O8PAwTqdz2pPuZZdlUfeWierXDFz5t6eLXhk63dS9ZaT3lINgQJJVksTFt+VTsDQ0AR4aGiIvLy9mcTGPxxOVF0QGJVIS0yxd+4YBKWHlVfErU3mLk8kqSeLdV/q47i4zxcWnvfX3v9jAH7+zm/R8HVd+sjTivJiQKLj0Y0X4PUGO/nWQ1BwdJStDMsDnDnDsuSHS83Us3x5/O1ZclU3zAQuPff8dvvmnO9EmnJ6wSCk5dbCHFx84GqlrEia7NImtdxaSU5YcMx/BiVcMuKx+tt+zaEIHxvFsvCUfrytIzetGBltclK2b+bomC8akbzN4qXsrNOt0uVxjTOc+n4/Oll6aD1io3JxBet7pMKDc8hQWX5RO4x4zgz3RJu7x+Hy+iJY+GS6Xi92PtfHuC0MEA5KeWjs7ftqBud8dNUt/9Q/HSUpJ4KoPndbug8EgfX191NbVctsX1qPRarjvU8/zzM8PsmxTMSXLM6btvBHO3NTW1kZnZ+eExy3dloXL5uPAK40ceb0FfUYiGSULpitMm0Ub0jF2ebAOjvhz2Py8cX8XQy0uNt6Sx6V3FxH0S978v+4xa4QulwubzUYwEOTBf3uL7kYDf//D63nvPRu46kOr+eR/X0VPi5En/+edWXH8cdm9/PQfXqRu9xDLLs/ivV8s5/JPFOP3BHnr191RRVRGO2iGCQYlj/z3bjRawW1f2IDVGn/stuLcEI4iOpO8B4kpWtZcl0NPrYOa1wwYOl3s/VMfr/28k8FWJ1WXZrLuvbn4PUHe/HU3XdWhqB+bzTbh+DJ6eVBKyamdRp75dgtPfr2Jtx/oxtB5+nvGbjfNBywsuyyLtNyJwy/HI4Rg3XtzsQ/7ePOJE7jdbqSUvPL7d3n427soWKLn+n9aFBWpoNEILru7mMyiJN75Qy8DzU6CAcmBJwZwmHxsvbMwbgELIY/9Tbfl09ds5c8/eSciU9prB/npP7zI//7zywz32bj0rjJu/UYlt//HEi75cCFue4DXf9lF29Foi0x/o4OmfWaWX55FXkX8kU8areCSDxey+fYCrENejj0383VgFoyGn6jXcuLlYVIyE6i8OIOenh6ys7NJS0vDarVy7LVugn4Z03yy7r15dJ6wceT5XjZdEm1uDxMIBOjs7KSnp4e8vDyqqqomjCE+9nYLDXtMrLgyFGphN/h4/Zdd7H6oh8LSHEpLS9FqtQz32jj8WgvXfmQtqZmnrxsO2fD5fLgSXdz735fz0m+qSU7Rcc+3rsLhsJ+Rz4HFYomanY+ncGkK2SVJPPaDvQT9ki23luMPnL/rtks2Z1DzmoHjLw2x+fYC3n6gB4fJx1WfKqWwKqTx5FemsPOBHnb+tofLP1FM6ZrQ7Lq/v59dj7ZQ/U4nH/3Xy1l/RSgxjcPhQJNlZ8mWDPY/38SmG8tYs6lqxnJi+zx+fvHFV+htNnPF35RQtjbUnpyyZLJLk3j1fzs5+MQA1/1jWaRcqs1mw263j4kP3vPMKRqO9PLRr12GzTO/Ig8UM8PKq7Mx93mofs1A9WsGtDrBmutzWHV1TsSUv/LKbN5+oJv9j/WT8cVEKAz14fF5AsJLWcFgECkl7z4/RMMeMyWrUskoSKT9mJXXftFF5cUZFFbpObljmJR0bVxr5uMpXZ1K/pIU9j3RiYZ3sPb5effNTiovzmTLnQUTCm5dsoarP13KW//Xzdu/6SYpTYvbFuCi9+dTsCQ+h8fRVFyUzlCbi91PNdBwuB+tVkNvi4m0rGRu+vu15K2UY8bHJVsyKVmVyt5H+jjweD/WAS/r3puLRisw9XrY+6c+MgsSWX/T9OPohRAsuzyLqssycdsDPPD+aZ9i8vMvlAFgxYoV8s71/46p182N/1JBel4i2dnZFBUV0dbSzmPfqCG3LJmrPhW7lvvR5wZpesfMP91/Deu2LIt5zPDwMHV1dRFtbenSpZSVlUUN4l6Pj3+7/TEQkhv/pSLSMYfaXLz16y6KlqXxxV/eQmZWBn/67m72vdDId5/7CNmFoUHb7/dz6tSpMSlT09LSWLVqFampqXi9Xurq6mZ1PdU66OXgEwOkZSex9a58tInntpDEuebUTiPHXwyZrbU6wdWfKo2YN8N4HAF2PtiNqdvDmutzqNycSdM+M/W7TFx952o++q/bgZCzZmNjY8hZx+rnhe+3UbYmnX/6yU3Tqkfu9/txOByRVK/hBCfBQJDf/OvrHN/VwaUfK2JxjBCt1sMWDj4xwKbb8llxxWkTZklJCVVVVWg0Goz9dr5911MsWVvAh7+5icbGRiXwz1OklAy1uXDbAhQsTYm5hu2y+nnpR+0ULEnhyk+WkpeXx6pVq8Yk1nG5XFRXV4c8zQ9aOPTUAMu3Z7HptnyEEPjcAapfNdB8wELAJ9FnJXDF35aQE8N/IB5cVj+7H+rB2O1Bo4VV1+Sw7j25kUnsZHhdAep3mbAN+6jYmB6ZFJ8JUkraDlvpOukgMTGRpRflU3FxKm5fdGrkMAG/5Oizg7QctJCeryOvIoXO4zYS9Rqu++yiMZbmM+Waa645KqXcfNYnGmHBaPgAl95dxI6fdLDvT31c/8/lmEwmTCYTrYcteOwBVlyZNeF311yXQ+shK688eJK1m8dqYsFAkOaTfXT1dKBJDUT2jbYijObAjgasgx6uuLdkzCw0vzKFzXcUcuipAR797l4uumope56t59qPro0IewhpYuOFud1up7m5mYqKiri09LMloyCRGz4XIxH3ecrKq7JJzdZh7vOweFMGGQXRL2NSqpZr/2ERh58eoOZ1IzWvh5aQVl2Vx42fWYuUErvdTktLS+T3S8lIYNXV2dS8buTwzjquft8WEhKmfq3CpUUHBgYQQpCTk0NJSQlpaWk89v13OL6zg823F8YU9hBy8uk6YefEy8OUrEqNDC5DQ0OROgCPfHc3SMkHv7SZrq4OJezPY4QQU2q3KRkJrL42hxMvDzPY4iQx0YrD4RhTcTFs6rcNeTn611Dymovenx8ZE3XJWjbdVsDa9+RiN/jILEqalgk9Vpve8/lybMM+ktO0Uel4JyMxRcv6G2cmG50QgiVbM1kSySEgcXknd5rWJgi2fKiA4pX6iL9E6do0Nt2WT0r6/BSt87NVE5CapWPrXYW884c+Tr4yzEW35iOlpGG3icziRAqXTdzhk9MSWH1NNid3GDi5t50N2yuB0FrNg//2FkPdobWYgqUpXPbxYlLSE3C73QwODo4pTiKl5I0/1ZBRkEjp6mjv7KWXZOJxBDjxchcn3u6ifGUet//T1sj+cBxsrBAqk8mExWKZlfXgCx0hBOUb0infENuLPYwuScNldxez8upsDB1ucsqSyC1PoaGhPpLmc3x8/sqrc2g+YGHnI81ctH05ubkTmzfdDi87n67j2M5mHDYn2SVJFCzVY1/qpqtlgJrXjDTuN7DmulyWXT6xtUCI0GDz8o87OPjEANf+YxkajcDn89He3o6pWUvd/m4+9C9bsXkNM1pVT7FwWX5FFk17zbz74hD5S1IwGAykp6cjhMDr9dLb20sgEOTAE/1oEgTbPlocs5x2YoqWnLL4hfNkCI2IOQFfCAghWLQunUXrJh9X5gsLSuADLFqXTtWlTup3mcgqScLjCGDu87LtI0VTrp+uvCqb1iNW/vTf71D0QA6nDnbz1E/3k5Gn573/sJyhPhMnXh7mzfu7eM/nyknUaxkYGCA/Pz/i/Vy9r4OBNitb7yqc0Oy0+toclmzMI1tfxEVXLxnjme9wOCZNKamE/fwgpzR5jJnS7XZPmIhHlxSK+z389CDvvFDDLZ/YHjP/eFvNIL/+ymuYh5xklyaRkKSh7aiVpn2jrDkC1t6Qw9r3TB3Ko8/ScfEHCjjw537q3jCy9j2hiUbLyT7e/k0PZSszyVkRmDRZleLCIkGnYd2NuRx8YoCuE3aSkvrIysoiMzOToaEhLBYLje+YGW53s+0jRegzF5yIUEzCgvw1L3p/PtZBLwceD8WZl65JZfHFU8+wtDoN2+8p4e1f9/CtO54AYO1li/jgly+mrauJnKpsskuTePs3IeeWKz9Zgsfjoaenh6qqKhISEnjtj8dJTteyeNPk10vNF6xYVzBG2EMopno+ZXBTzAxLtmTSuMfM7sdaufTGNRQUjTU1Hn2jlYe+9TaZeSl84GsrSckLTeyCAYmhy42hww0CSlelkp4fv7az+OJ0+hsdVL9mwOsOkpyupeY1AykZCVx8Zy42+9S1GBQXFosvzqB+t4kTrwxTujaNhoYGUlJSsFqtWAc9nHwltEwUz5iqWFgsSIGfoAt5abYctCKDkqXbMuP2js4uSeL2b6zE1ZtE0eIcNlxVQWtrSyS7WMESPZveX8CRZweped3AuvfmMTg4SEpKCvahAE1HB1l/Uy7ahMnD2AKBAGazeYzHtNfrnVYmLcXCQaMVbPpAAW//ppvnf3OYv/3390S0/N3PnOKx7++hcl0ht31pDf3D3WO+l784hfzFZ1a4SAjBJR8uQpMgaNgdshwVLddzyYcLlXamiIlGI9j4vnx2PdhD4zsmVl0dThgjI6b8LR8qnLGIE8X8YcGOCNoETVxpHGN+V+9ny63LyM/Px2w2R5k8qy7LZLjTTc0bRnIrUihZmUpbWxu7f99LQqKg6tL4rjs8PExRUVEkDNBqtaoqZOcxRcv0LNmaweEXuqhcVc2VH1jHK79/l5d+e4y1ly/iI9/YSnNr44xfV6MVXHJXEevem0vQH0oipFBMRvEKPaVrUql+1UDZ2jTS8xKVKf8CYNZ+VSHEvcBnAAl8Tkp5bNS+ZOB3QDnQCfydlPKc2bmDwSCtra243W4GBgaicocLIdjywQLMvW72P9rHVZ8qxWH00VNrZ8PNeSTF6UnqcDgwm80UFRXh9Xrp6elRa/TnOZtvL8A27OPJHx3imf85gt8X5JKbqvjI1y6lpbV5xus5jGaiuugKxXiEEGy+I+T0+fZvuilakUrrQUvcy6OKhcmsxOELIbKBN4FtQCnwiJRy+6j9/wDkSym/I4T4FjAopfz1ZOdcsWKF/M1vfjPjbZ0Mu8HHW7/pxmEMTQjyKpK59h/jT5UIkJycTGVlJVarlZ6entlqqmIeEfAHaT1kRbqT2HL9cqouKqCnp0ct5yjmHYZOF/sf78du8FFxUTpb7iicstqd4tyxUOLwLwH2SCm9QJsQIk0IkSSlDKs3VwM/HPn7BeArwKQCX6fTUVxcPEvNnYBiKPteMdVv96HVaVh/bTG6pOmHooRjts95+xVzRtmiUAKolBQdBoMBIYT6/RXzjuJiWHvJEoJBGTP8TnF+MVsCPwcYHXtmGdnWF2O/GYgZuCyE+AyhZQHKy8tZsWLFbLR1SjZuXjsn11UoFAqFYqaYLduNEcga9TlzZFus/eP3RZBSPiCl3Cyl3Jyfnz8LzVQoFAqF4sJgtgT+QWC7EEInhCgH7KPM+QC7gJtH/r555LNCoVAoFIpZYlYEvpTSBNxPSJA/DnxRCLFRCPGVkUMeBtYJIfYA60Y+KxQKhUKhmCVmLSxPSvkQ8NC4zcdH9rmAj87WtRUKhUKhUIxFxV8oFAqFQnEBoAS+QqFQKBQXALOSeGc2EELYgIa5bscskQcMz3UjZhF1fwsbdX8Ll/P53uD8v78VUsoZS324kBImN8xkxqH5hBDiyPl6b6Dub6Gj7m/hcj7fG1wY9zeT51MmfYVCoVAoLgCUwFcoFAqF4gJgIQn8B+a6AbPI+XxvoO5voaPub+FyPt8bqPubFgvGaU+hUCgUCsWZs5A0fIVCoVAoFGeIEvgKhUKhUFwAzJnAF0K8KoQYEkL8+yTH/KcQonnU58VCiLeEEHuFEN8Ytf1GIcT+kX/vne22T8UZ3tuTQoh9QoiDQoh7R21vE0LsHPn3b7Pc9Lg4w/t7WAjx7sh9PDVq+7z67eCM7++Po34nkxDi1pHtC+r3E0LcO67NpSPbF8S7B2d8fwvi/TvDezsv3r1J7u+8ePdG9v+rEOLNkTZfO7Jt5t49KeWc/APKgHuBf59gfyGhwjvNo7b9Gbhi5O83gJWAFjhJqNxu1sjf2rm6r7O4t2Uj/ycDzUDyyOfm2WzrOby/h4Ht446bd7/dmd7fqH2JQNtC/f0m2b4g3r2zuL8F8f6d4b2dF+/eZO/kyP6F/u7dBHwvxvYZe/fmTMOXUnZPccg3ge+P27ZRSrln5O+XgCuBZUCblNIspTQT+sGXzmRbp8uZ3JuUsmnkTx8QBMLelEII8bYQYocQYuOMNvQMOcPfDuCnQog9QogPj3yed78dnNX9AdwCvCmldI98Xoi/3z1CiHeEEN8RQoTHiAXx7sGZ3d9Cef/O8LeD8+fdm+j+YOG/e3cBySMa/iNCiMyR7TP27s3LNXwhxDIgTUp5ctyu0e01A7lADmCKsX1eMsm9hfkG8LiU0jPy+RIp5TXAvwKPnos2ng2T3N+XpZRbgduArwkhlrDAfjuI6/f7OGN/pwX1+wHPAauAq4AK4O6R7Qv+3RthovsLs5Dfv4nu7bx495j6t1vo714JEJRSXgccBL4+sn3G3r15KfCBbwPfibE9OOrvTMA48i8rxvb5yreJfW8IIe4B1gL/Gd4mpRwe+f8E4BBCZJ+DNp4N3ybG/Y26DyPwOrCBhffbweS/XxawHtgV3rbQfj8ppUlKGZBSBgiZEsNpS8+Hd2+y+1vw799E93a+vHtT/HZZLPB3j9Dz3zHy9w5C9wMz+O7NV4G/BPiVEGIHUCyE+PnI9hNCiMtG/r4J2A00AZVCiAwhRAZQSWgNbr4S896EELcBHwM+IaUMjmxLEkIkj/xdSugHNs9Fo6fBRPeXNfJ/InA50MjC++1g4r4JIZPcXxby7xf+nUa4ltMFq86Hd2/C+zsf3r9J7i1r5P8F/e5N0jfhPHj3gJ2cnsRs5vTvMXPv3hw6L/wWqB1p5F+BjcBXYhw32vFrCfA2sJdRTg/AzcD+kX83z9U9neW92YEjIz/6TqAUWAQcA/YA+4Br5vrezuL+Xh353Q4Bn5+vv92Z3t/I593AulGfF9zvB3yXkDlxL/AQoBvZviDevbO4vwXx/p3hvZ0X795E9zey73x495KAP468Z68BRSPbZ+zdU5n2FAqFQqG4AJivJn2FQqFQKBQziBL4CoVCoVBcACiBr1AoFArFBYAS+AqFQqFQXAAoga9QKBQKxQWAEvgKhUKhUFwAKIGvUCgUCsUFgBL4CoVCoVBcAMyawBeh2sX7Rmr4bhq370uj6hS3CSF+MlvtUCgUCoVCwexk2hspUvAmsI1QispHpJTbJzj2ZeC/pJQHJjtnXl6eXLx48Uw3VaFQKBSKecnRo0eHpZT5M3W+hJk60TguAfZIKb1AmxAiTQiRJE+XnARACJEPVE4l7AEWL17MkSNHZqm5CoVCoVDML4QQHTN5vtky6Y+v1WsZ2TaejwJPTnQSIcRnhBBHhBBHhoaGZriJCoVCoVBcOMyWwI+3Vu/dwJ8mOomU8gEp5WYp5eb8/BmzaigUCoVCccExWwL/ILBdCKETQpQD9hjm/OWAlFI2zVIbFAqFQqFQjDAra/hSSpMQ4n5gFyCBLwghNgI3SCnvGzns48Cjs3F9hUKhUCgUY5ktpz2klA8BD43bfHzU/m/N1rUVCoVCoVCMRSXeUSjmGJ/PN9dNUCgUFwBK4CsUc8zQ0JAS+gqFYtZRAl+hmEMCgQBmsxmPxzP1wQqFQnEWKIGvUMwhPp8Ph8OB3++f66YoFIrzHCXwFYo5xOfz4fP58Hq9c90UhUJxnqMEvkIxhwQCAfx+vzLpKxSKWUcJfIViDgkEAgSDQdxu91w3RaFQnOcoga9QzCFhU74S+AqFYrZRAl+hmEPC4Xg+n49AIDDHrVEoFOczSuArFHNIeO0+vJavUCgUs4US+ArFHBI26Xd3d5OcnIwQAq1WS1VVFX/5y1/muHUKheJ8Qgl8hWKOkFJGTPphc/7nP/956uvrSU9P5xOf+AQmk2kum6hQKM4jlMBXKOYIv98fEfTh/9PT01m2bBk33ngjLpeL5ubmuWyiQqE4j1ACX6GYIwKBQETQSynHbD98+DBarZby8vKo/WEefvhhDhw4cG4aq1AoFjyzJvCFEPcKIfYJIfYKITbF2P+vQog3hRA7hRDXzlY7FIr5SjAYJBgMjtn2ox/9CL1ez549e7jvvvt45ZVX+OxnP8vTTz9NTU0N99xzD/fccw8DAwMcOXKEBx98kGPHjs3RHSgUioVEwmycVAiRDXwe2AaUAo8A20ftvwnIlFJeNxvXVygWAuGkO6P59Kc/zZe//GVKS0tJTEzk4Ycf5vbbb+eGG27gS1/6Er/61a/o6OjgiSeeYPPmzaxcuZJNm6Lm0wqFQhHFbGn4lwB7pJReKWUbkCaESBq1/y4geUTDf0QIkTlL7VAo5i1SyqjY++zsbCorK0lMTIxsS09Pj/yt0Whi/q1QKBRTMSsaPpADjHYvtoxs6xv5XAIYpJTXCSH+Gfg68LXxJxFCfAb4DBBZy1QozhdGm/SLiopobGxk2bJlEx5/77338rnPfY5AIMAPfvAD+vr6+PGPf4xWq2XLli3nqtkKhWKBImI5A531SYW4EbhRSvnFkc/HgUuklJ6Rz48Dv5NSviGEqAJ+LqW8ebJzbt68WR45cmTG26pQzBVGo5GTJ09GPufn57NmzZo5bJFCoZhPCCGOSik3z9T5ZssmeBDYLoTQCSHKAXtY2I+wEwjfxGZAxR4pLjjGZ9bzer1Ra/oKhUIxU8yKSV9KaRJC3A/sAiTwBSHERuAGKeV9wMPAb4UQbwM+4J7ZaIdCMZ8Zv34fDAYJBAJqbV6hUMwKs7WGj5TyIeChcZuPj+zzoIS84gInnGUvTDguX6fTzVGLFArF+YxSJRSKOWK8ST+s4SsUCsVsoAS+QjFHxNLw1Rq+QqGYLZTAVyjmiPEavhL4CoViNlECX6GYA0ZXygsTK9WuQqFQzBRK4CsUc8BE2vx4rV+hUChmCiXwFYo5QAl8hUJxrlECX6GYAybyyPd6vXPQGoVCcSGgBL5CMQeMXq8P+IP4vaG/lcBXKBSzxawl3lEoFBMTFvh+b5BXftoBwE3/UqEEvkKhmDWUhq9QzAFSSoLBIH31DuzDPuzDPnrq7CqfvkKhmDWUwFco5oCwhj/Y6kKrE+hSNPQ1OgkEAspxT6FQzArKpK9QzAHBYBApJcZuNzllyeiSNBg63RGBn5iYONdNVCgU5xlKw1co5oCwh7510EtmYSJZpUnYhrx4PT5l0lcoFLOC0vAVijnA7/fjcwfwOoOk5upIyUhABsEy6FYFdBQKxawwocAXQlw2yffcUspjk51YCHEv8BlAAp8bffzIvv8AOkY23S2l7ImzzQrFgicQCGA3htbq03J0pOaESuKa+lxKw1coFLPCZBr+X4BXABFj38XA+om+KITIBj4PbANKgUeA7eMO+52U8r+n1VqF4jzB7/djN4RC8NJydaTnhdbsrYM+FZqnUChmhckE/m+klN+OtUMIEXP7KC4B9kgpvUCbECJNCJEkpfSMOuYeIcSNwNvAf0gplVqjuGDw+XzYDaHiOWk5OnTJGlIyE7AOepXAVygUs8KETnuxhL0QIm2ifePIAUyjPltGtoV5DlgFXAVUAHfHOokQ4jNCiCNCiCNDQ0NTXFKhWDj4fD4cRh+6ZA2Jei0AGQWJWAc9eDyeKb6tUCgU02dKL30hxO9G/v8kcEwI8Ys4zmsEskZ9zhzZBoCU0iSlDEgpA8Cfgc2xTiKlfEBKuVlKuTk/Pz+OyyoU859waVynxY8++7SRLSTwfTidTqSUc9hChUJxPhJPWN7ikf+vkVIuBzbG8Z2DwHYhhE4IUQ7YR5vzhRBZo469FmiIq7UKxXlAOOmO0+xHnzlW4Ps9QcxDDuWpr1AoZpx4BH6aEOJ6wDzyecq1dimlCbgf2AU8DnxRCLFRCPGVkUO+IoQ4KITYS8jU/9tpt1yhWKCEK+U5LX70WbrI9oyCkOOeoceh1vEVCsWME08c/leBO4AfCCFSgNfiObGU8iHgoXGbj4/s+zfg3+JvpkJx/hAIBPB5/HjsgSgNH8DY41QavkKhmHHiEfiXSSm/EP4ghLDMYnsUivOeQCCA3RTS4EcL/JQMLYkpGoy9LiXwFQrFjBOPSf+GcZ9vmo2GKBQXClJK7KaQS0tK1mmBL4QgsygJc58Ht9s9V81TKBTnKRMKfCHE54QQTcA2IUSjEKJJCFEHTJphT6FQTE4wGMRujNbwAbKKE7H0e3E6nXPRNIVCcR4zoUlfSvkL4BdCiI9KKR8/h21SKM5rgsHgKJO+bsy+zKIkfG4LA10mKislQsRKdKlQKBTTZ7Jc+tdJKd8M/Sk+NnqflPKxWW+ZQnGeIqXEaQ4l3dEljzWyZRaFHPf6Ws34LvWpMrkKhWLGmMxpr2zk/2XnoiEKxYWC3++PisEPk1WUBMBwVyg0Twl8hUIxU0xm0v/DyP//ee6ao1Cc//j9fpwW3xiHvTCJei2pOToG2+z4fL45aJ1CoThfiSe17geFEIdHOe41nouGKRTnK4FAAKfZT2oMgQ+QV5HMcIcLl8t1jlumUCjOZ+IJy/sW8H4p5XIp5bKR9LoKheIMcTs9uO0BUsY57IXJq0jGZQ3Q2244xy1TKBTnM/EI/FopZd+st0ShuEAwDdpBRofkhclbnAJA68kB/H7/uWyaYo7Yv38/N998M3/+85/nuimK85h4BH7WiEn/t0KIB4QQD8x6qxSK8xjzUCjGXj+BST+rOAmtTtDbbFGlci8QLr30Ur761a+O2dbe3o4QAiEEWq2Wqqoq/vKXv8zodXfu3IkQggcffHDM34rzk3gE/g+BLwN/Ah4d+adQKM4AKSXmIQcwsYav0QpyFyUz0KKK6Cjg85//PPX19aSnp/OJT3wCk8k0K9e59NJL6erq4mMf+9jUBysWJFMKfCnlrvH/zkXDFIrzEb/fj80Q0ton0vABchcnY+pxYzHZzlXTFPOU9PR0li1bxo033ojL5aK5uXna52hubmbJkiUkJSWRl5fHZz/7WaSUY47Zv38/ixYt4rHHHpvw+MbGRjZu3EhycjIFBQV8//vfn6nbVJwDpiyeM5JeVwKCUGx+n5RyyWw3TKE4Hwmn1U1I0qBL1k54XH5FCqeCJppO9FBRuUhl3DvPqa+v56c//Skul4slS5awdevWMfsDgQCHDx9Gq9VSXl4+7fOnpqbys5/9jNWrV/PUU0/xjW98gzvvvHPCfjXR8UePHqWhoYE33niDlJQUlQJ6gTGlwJdSRhLvCCGKgK/PaosUivOYcKW8icz5YXIrkgHoqDPguclDcnLyuWieYo5YuXIlzz//fMx9P/rRj7jvvvsAuO+++ygsLARCy0PjBfbDDz/MypUr2bZt25jtQ0ND/OhHP6K+vj4ipDs7O6moqIh5zYmOv/POO3n99de59dZbSU1N5Stf+QpXXHHFmd+44pwSzxp+BCllP7AlnmOFEPcKIfYJIfYKITZNcMx/CiGmb59SKBYowWAQh8k7qTkfIDktgfQ8HX1NVuW4dwEQds4b/a+yshKAT3/609TX12Oz2fiXf/kXHn74YT772c/y9NNPU1NTwz333MM999zDwMAAR44c4cEHH+TYsbE1zh588EH27t3Ld7/7Xf72b/8WIMqkH8/xJpOJb37zmxw5coRVq1bx4x//eJaeiGI2iCfxzutCiNdG/q8B9sXxnWzg88DVwMeBn8c4phBQMf2KC4pAIIB1yENabuwY/NHkVqQw1ObCarWeg5Yp5pJnn32WT33qU9x2220MDg4ipaStrQ2A7OxsKisrx6RZvv3227nzzjt56KGH+NWvfsVXv/pVnnjiCTZv3synPvUpNm0aq2PdddddLFq0iG9+85txhXpOdHxnZyd33303q1atora2ln/913+doSegOBdMadIHPjXyvwRMUsp4vIguAfZIKb1AmxAiTQiRJKUcrap8E/g+8My0WqxQLGBsRhdeZ5CMgqlz5OcvTqb9qJWWum6KiorQ6aaeJCjmDo/HQ1JS0hl99wMf+AAf+MAHeO655zh06BDve9/7WLx48YRaeHp6euRvjUYT8+/RbN++nc7Ozsjn3/zmN5G/R19j9N8THf/+978/nltSzEPi8dLvGPnXGaewB8gBRseOWEa2ASCEWAakSSlPTnYSIcRnhBBHhBBHhoaG4ry0QjF/6e8wA5CeP7XAz60IJeBprx1WWv48x+Px0NbWhsPhOONz+Hw+XnjhBa699tq4v3Pvvffyuc99jvvuu48777yTtWvX8vOf/5zDhw+fcTsU5y/xaPhnghHIGvU5c2RbmG8TStk7KVLKB4AHADZv3jzxgpNCsUAY6LAAxKXhZxYlkpCkYajNSVtbG4mJiWM0O8X8wW63MzAwQFZWFqmpqdP+fjAY5Ctf+Qpf//rXSUlJmfTYe++9N/L3+vXreeihhyKfi4uLeewxVb1cEZtpOe1Ng4PAdiGETghRDtjHmfOXAL8SQuwAioUQUWv8CsX5yEC7FW2CmLBwzmg0GhEqpNPuwm6309jYqArqzFOMRiNSysj/0+XnP/85R48e5b777mP//v2z0EKF4gw0fCHEGill7WTHSClNQoj7gV2E1v6/IITYCNwgpbxPSnnpqPM1Syk/P912KBQLkZ5mE1mlSQhNfHH1BUtTOPmKAZfVD9gwGo2UlpbObiMV08Ln80WWXByOUHbE6a7lf/GLX+SLX/ziLLROoTjNmWj4t8RzkJTyISnlZVLKy6WUR6SUx6WU98U4ruoM2qBQLDiCgSADbTZyyuKPqS9ZlQZA76nQ2vDQ0BCBQGBW2qc4M9xuN263GwCv16vCKBXzlmlr+FLKH85GQxSK852BTgs+d4Ccsvi1v6ziRFKzE2g/ZkWfncBrr3RSv93Oh790ucq+N0/wer34fD4gpO2rCoeK+Uo8cfgrhRDPCiFqRv5fdS4aplCcbzQdD1WZzi2PX8MXQrD8imwGW1zsfKAHY7ebtx+vo+FI72w1UzFN7Hb7mM/Kz0IxX4lHw/898P8IOeJtBR4mFGevUCimwamDPegzdXF56I9mxfYsZEDi90mWb8/ipR90cGhHMyu3qLX8uUZKic02NlpZ5ZdXzFfiEfhGKWU4u95+IYRhNhukUJyPSClpPNpH8fK0aZvihUaw6ppIGgsq1uVQf1hp+PMBr9cbWb8P43Q6CQaDEybBUSjmigkFvhAiXBR5WAjxf8AhYDOgMuAoFNOkt8WE3eRmw/Lcsz5X7qJkGg8O4rB6SM04s8xuipnB6/Xi9Xqjtvl8vjPOuqdQzBaTTUGXjfxrBfqBcmBw5LNCoZgG1e+E0pQWLJ08qUo8ZJWElgS6G5Wxba7x+/0Rh73JtikU84EJNXwp5X8KITTAf0spv3EO26RQnHcceb2FRStzSM44ezNvWOB31g+zYnPJWZ9Pcea43e6oRDs+n0+FTirmJZOOPlLKILB0RPArFIozoKfZSFeDgbVXzIxwTtRrSM9JpqfFOPXBilklloNeMBhUoXmKeUk8TnuZwLtCiCNAAEBK+ZlZbZVCcR7x2iMnSExOYO1VJXT3t5/1+fx+P3ml6Qx1q4I6c0kwGIwKyQsz3pFPoZgPxCPwvz/rrVAozlMO7WjmwEtN3PDx9STEH34/KcFgkJxiPc3HlP/sXOLz+aIc9sIoga+Yj0wp8KWUu4QQWqAAUKm9FIo4CAYlT/x4HzufrGXJ+kJu+8fNtLQ1z9j5s4pSsAw78bh8JKXoZuy8ivjx+XwTOue5XC6klCobomJeEU+mvU8BdUAtsA94frYbpVAsdPa/0MDOJ2u59iNr+dKvbyEhUTujOdYz8kMhX8qsP3dM5o3v8XiU455i3hGPM94/AOuAk8AK4MSstkihOA9464laFq3I5a7/dym6RC1+v39GHbnSckNa/WCXEvhzhcfjGeOh37TPzNP/3kzNawb8fv+E5n6FYq6IR+BbpJTekWO9wMrZbZJCsbAx9NnobjRwyU3LIibdmS6qos/SAjDcowT+XDE6Z77L6ufY80P43EGqXzdg7HUoDV8x74hH4B8WQqQQMuXXAN3xnFgIca8QYp8QYq8QYtO4fR8RQrwjhNgthHhRCJEx/aYrFPOT1upBgDEx8oFAYEYFvtAF0WckMdxrm/pgxYwjpcThcEQ+dxy3EfRLrvvHMgBajpqUwFfMO6YU+FLKr0kpXVLKHwOXSyk/PNV3hBDZwOeBq4GPAz8fd8gzUsrtUsorgWPAJ6bdcoVintJxaoiERC0lS7Mj22Za4AcCAXJL0hjuUQJ/LvD7/WM88Xtq7WQWJVKwVE92SRIDjU5l0lfMOyYU+CPOemOQUpon2jeOS4A9UkqvlLINSBNCRBJLjywRhNETcghUKM4LOuqGKFuWQ4JOG9nm9XqjMrKdDYFAgJyiVIaV096cMHqJxuMMMNTmomxNGgCFy/QMd7iwWRyTnUKhOOdMFpb3DSFEQYztArgDeHCS7+YAplGfLSPb+iInEeLvgC8CLuCHsU4ihPgM8BmA8vLySS6nUMwPpJR0NxrYfMPSMdtnOi47EAiQU5xK7d5ugkGJRqPCv84loz30h1pdyCAUr0wFoGiZnvqdJlpODrB0WeVcNlOhGMNkJv3/BHpi/OsGvjfFeY1A1qjPmSPbIkgpfyelXAc8DXwl1kmklA9IKTdLKTfn5+dPcUmFYu5xWDw4bV4KyjPHbnfMrLYXCATILkrF7wtiGVKa5LlmtIY/1OZCoxXklIWMmDmLQhmWeptMBIPBOWujQjGeyYrn/OEsznsQ+G8hhA4oBuxSykgQshAiWUoZVnnMhMz6CsWCJxwXX7DotB+q3+8f49E9EwSDQbILQ6/NUI+N7MK0GT2/YnJGW2yG213kLEpCqwvpT0l6LfrMBAY77KpMrmJeMStFcaSUJuB+YBfwOPBFIcRGIURYk/+KEGKnEGIncCPws9loh0JxrgkL/PxFpzV8j8czo0l3ILR0kFUQKrVrUJ7655zwBC7gC2Ls9pC3eGzZ46ySJAzdTlUmVzGvmDK17jhtPG6klA8BD43bfHxk33eA70z3nArFfGewy4IQkF+aHtnm8XhmxWNbn61DaARDKhb/nBIMBiNLNMZuD8GAJH+cwM8uSaKvwYHL6SEtTVlfFPODSTV8Ecoa8tI5aotCseAZ7rGRmZ+KLun0XNpiscyoh34YSYDsAuWpf64ZXTRnqD2k6ectHlsZKaskCRmEnmbDOW+fQjERkwp8GRqlDgghtp6j9igUCxrjgJ3cotMancPhYGhodqraeb1e8krTVSz+OWZ00RxDh4u0PB3JaWONpVkloXX7znpV0VAxf4hnDf8u4AkhRLMQokkI0TjbjVIoFiqmAQdZhakEg0GGhoZoamrC6XTOyrW8Xi/5ZRkMdllm5fyK2IRD8qSUDHe4yauIrnuclqtDqxN0NxlnxbqjUJwJ8WTaWyalrJRSVo38vfxcNEyhWGhIKTEN2MkuSMVqtdLQ0IDZbJ6163k8Hoors7CZ3NjNqv76uSJcNMdh9OG2BcirSIk6RqMRZBUnMdhpm9B/w+v10tfXN+M5GhSKiYinPG6uEOI+IcTvhBAJQoiPnYuGKRQLDafVg88TILswjeHh4RlNpRuLQCBAQXko/K+vzTTF0YqZImyxGe4ICepYGj5AVnESxm5XzAgNKSX9/f00NjbS398/e41VKEYRj0n/YWAPsExK6Qc+OastUigWKMaBkOd2ek4SFsvsm9kDgQD55aFogL5WJfDPBVJK7HY7EIq/T0gUZBbFjrPPKk7E4wgw1GuO2mez2eju7kZKGVr6Od5DV8PwbDZdoYhL4KdIKZ8HwuqKyuGpUMTAPBgS+KnZunNipg0Gg2TkJZOk19GrBP45wev1RjT24Q43ueXJaLSxh8Ss4tBEoOlkz5h1/EAgQG9vb8TUX/dOPz/+1Ev8993PcGhH8yzfgeJCJh6B7w576QshNgD22W2SQrEwMQ2EXg19ZsI5SbgSCAQIBoOULcuhs15ph+eCcEie3xPE3OeJuX4fJnNE4Hc3Do/JtGg0GiORGwFfkGPPD1K0JIPylXk89T/78bpndylIceESj8D/B+BfgALg68A/zWqLFIoFinHAgUYrSJhYBswogUAAKSWLV+fTWT9MwB87b/tMp/W9kAmH5Bm73cgg5E6wfg+jUux22jEajQSDQWw2G+3t7QQCAQB6Tzlw2wJsvb2UOz63FavBxfGd7efobhQXGvEI/ICU8qNSyrVSyo9IKbtnvVUKxQLEPOggM0+Pyz07YXjjCQaDBAIBFq8pwOcJxDTrOxwO2tvblSf4DOF0OiPheMCkGj6EzPrmPg/t7e2cOnWKU6dOjSmk1H7MRnK6lrwlSVSsyyWnKI0DLzfN6j0oLlziEfi/FUIcFEL8SgjxISFE7qy3SqFYgJgGHWTl62ct7j4WPp+PyrWhKtatJwei9tvtdgYHB89pm85XpJQRZ8zhdhfp+TqSUrWTfierJAnrgBe308vQ0NCY38HnDtJ7ykH5xnT8fh9+v49Lbqqi7kA3lmH1eylmnnji8G8BLgNeAL4MRI8qCoUCU7+dzDz9OS2YEs62l1OURt2BscY3KSUGg2GMoFKcOV6vF6fTSTAgGWx1UbBk6iKfuRXJyCAYu6MtLP2NDoIByaK1aZGlgm3vW44Myric91RCH8V0iScO/3vAM8BHgd8CVbPdKIXibPD7/ed8MJRSYhp0kJGXPOvx96Pxer0IIVh9aRn1h3vGrON7PB7sdjtuu5/BPmNk3VhxZng8HtxuN6YeDz53kMKqqZ018spDa/zhJYDRdNc6SEzRRCrtOZ1OihZnsXh1PgdemjihaU+zkX//wOP8v+v/GDXJUygmIx6T/jJAC3QBrUDvrLZIoTgLpJR0dXVhtZ7bgjJOmxev20967rkV+OG1+dWXlOF2+GirGYzs83g8tJ808tx32njkq+/SUa+Mc2eD3W7H7/cz0BIytxcsnVrDT05PIC1Xh6FjrONkMCjpPWWnZFVqJKwvHN+/7ZbldDcZY0Ze2M1ufvkvO3DaPehSNDz0rbeVV78ibuIx6d85YtbfDXwfMMdzYiHEvUKIfUKIvUKITeP2fXXEL2CvEOIXI1X5FIqzxul0MjAwgNFoPKfXNfaHBuv03CSCwdje8rOB1+slEAiwcmspQiOo3tsZ2edwODn0lz6S00LrzM/df/Sctet8w+/3R0LpBpqdZBQmkpIxZXVxAPIrUxhscREMnLY6GTrceJ1BStecLrTkcrnw+/1svbEKXZKWd/5aP+Y8Ukoe/d4eLMNOrvxkKZd9pBSb0cWR11tm4A4VFwLxmPT/RwixH/gS8CxwZRzfyQY+D1wNfBz4+bhDnpVSXiKlvBwoBK6dZrsViph4PB48Hg9Go/GcrqUb+0IV6/RZ8QmBmcLv9+P3+0nNSGLl5hKOvNYSWc448loLtiEfmz6Qz9JtmTQd7cftPHfPZKEipWRwcJCGhgZsNltoucZkwmq1EvAHGW5zUbg0/tjLklWpeF1BhttPa/ndtXY0WihecdpK4PV68Xq9pGYksfmGpex/sXGM896hHc0ce6uNKz+8lKwSHZllGjLyUqh+pxOFIh7iMek/C1wppbxRSvlDKeWROL5zCbBHSumVUrYBaUKISP5JKeXouBMvp7P4KRRnhcPhQEqJ2+0+p6FoYQ0/KePcGqvCldsAttxYxXCPjdaTA/j9fg48105GQSJla9IoXq4n4Jc0Hes7p+1biDgcDtra2ujr66O2tpa6ujqam5sJBAIMNLvweyXFK1PjPl/xipDZvrs2FI4XDEg6j9soqNKjSz7t5T+67O7Nf3cRfl+Av/7qEBBat//zj/ayZF0BVdszIt9ZvD6b+kM9E+ZgmEkcVg91B7rVEsICJh6BXwt8XwjxohDiJ0KIvDi+kwOMDgq2jGwbgxDiaqCY0HJBFEKIzwghjgghjsxWTXHF+YOUEpstpGn7fL5zKvAN/XYSErVodOfWMc7v90ec8S6+rhJ9eiKv/+kkNfs7MHQ5WXlVNkIjyK9MQavTcOqgcvKaCovFEklW5Ha7GRoaiqTT7am1k5AoKFo29fp9GF2yhuIVejreDVkIeursOM1+ll2aNea4QCAQEfgFizK54ePr2fdCI//7zy/z408/T2JyAh/+2lbc7tOWgqLlepw2L+21g8wm5iEH3/no0/zvP7/MTz7zAj6vcgBdiMQj8P8AnAC+MPL/H+P4jhHIGvU5c2RbBCHEekI+AR+WE7hUSykfkFJullJuzs/Pj+OyigsZv98/Jqtc2AlqJrDb7ZOWujX228ku0OPzn1uTeSAQiAj85NRErvnwWt59u50/fGsPKZkJLN4UKq6j1WkorkqjTgn8SQkEAkykXEgp6alzULQiFa0unqHzNMuvyMZtC/DuC8PUvGZAn5VAyapoK8Ho/vuBz27hfZ/exFC3laUbi/jyb99PcqZmjFNobkUiAO11s6sQPf2zA9jNbm765EW01w2x55lTs3o9xewQT69Nk1I+IqVskVL+EYjHlnUQ2C6E0AkhygG7lDJSI1IIUQU8BHxESqmSgCtmhNEmUQhVJJspB7qhoSF6enomPJ+xz05WYeo59dAPM7r86o33bmTdFeUkpmi57GNFYwRT8YpU+lrNmAYdsU6jIOT0OVGSImO3B5fFT+nq+M35YYqW6ancnEHTXjOWAS9bPlgQs+jO6EmqRqvh/X+/mf/+60f45/+5kbzS9ChnVJEYIDUzid6W2SueZBqwc+T1Vq65aw0f+OwWKlbns/f5hlm7nmL2iEfgO4UQHxdCLBFCfAKYMjG3lNIE3A/sAh4HviiE2CiE+MrIIT8jZAH4gxBipxDifWfU+gWI3W6nt7c3Zo1sxdkxXuC73e5IRbKzwe/3YzKZsNlsE+alN/bbycpPmROBP1pAJSYn8E8/fS/3/mRzVNhYwUjceP2hnnPavoXEZH2m7bAFTYIY41k/HS65q5CrP13KTV+qoGRV7HOEPfVj4fF4xqTlhZDVoaAinZ6W2YtK2fdCIzIoufKDqwG47NbldDcaVMGmBUg8Av9e4GLgl8BFwN/Ec2Ip5UNSysuklJdLKY9IKY9LKe8b2XeLlLJKSnn1yL+XzvQGFhJOp5OGhgYaGxsnNBsqzpzR69lwurLZ2eJ2uyPe/7Emaj5vAMuwk8wC/Zwkt7Hb7WMsD16vN+ZyRnqBltTMJGXWn4SJMhL6vUHaj9lYtD6NJP3k6XQnQmgExStSySxKmvCYsKd+LMKJf8aTXZJCb4tpVpJNSSk58FIjyy8uJiM/CSklm29YihBwYnfHjF9PMbvEE4c/CHwX+DbwPSmlyt5xBkgp6e3tjTiV9ff3Ky1/hhn/PH0+34xo3OGJg5QypiA1j5jIM/LObQx+mPETkYkiFIRGULkhl/pDPSotawz8fv+ECZua9pnxuYNRjnYzjdfrnTCc1OFwxJxQZhTo8Dh9kUiRmWSgw8Jgl5W1V5RSX1+PxWIhLSuZRSvyaDyicrAtNOKJw/888BrwOeC1kc+KaeJwOMZo9U6nU5UtnWFiCbmZ8NR3u90RAWm1WqOE5UBnSCtMz0s862udCWELRBir1TqhpaF0ZTpWg4ue5nObmGghMP45hnHZ/NS9ZaRohZ78ytmtfRwMBmO2IZwLIBbpBaHcD7Oxjl8zksipoCoZk8lEb28vwWCQFZtLaK0eUCF6C4x4TPofB7ZKKT8BbB35rJgmFotlzIscDAbPefrX851YE6jxa55ngsPhwGnxUfO6ge5GQ5TJtb8tNNCm5+vO+lpnwui+5PV6J10uyl8ayu2ucrBHE2sJSAYlB/7cT8Ar2XTruYkUimVFcrvdE0adpOWHBf7MT+Jq9nZRuDgTvzb0HpnNZhwOBys2l+D3BWmtVgbfhUQ8Ar8BCKsuiYAq1jxNAoEABoMharvJZFIFTWaIQCAQUzNyOBxnZWYPBoPYrHZ2PthD9asGXvxpE0O95jHH9LebSc1MQmrnLotdf38/NpuNoaGhyLJRLJLSBUWVWdTs6zqHrVsYhGvdj6Zhj5n+BiebbsufdO19JolloZkskZRICJCRlzLjGr7b6aPxWB8rthRGHEPDFQOXbigEoLV6duP/FTNLPHlAVwBtQoh6YCXQIYR4DUBK+Z7ZbNxoDAYDDz/88Jhta9asYcuWLfh8Ph599NGo72zcuJGNGzfidDp58skno/Zv3ryZtWvXYrFYePbZZ6P2X3rppaxYsYLh4WFefPHFqP1XXnklS5Ysob+/nx07dkTtv+6661i0aBHNzc3s3LkzSvCsXr2aqqoqBgYG2L07OvfQLbfcQl5eHg0NDezfvz9q/+23305mZiY1NTUcORKdAPGuu+5Cr9dz/Phxjh8/HrX/7rvvRqfTcfjwYWpra6P233vvvQDs27ePxsax1bt0Oh133303ALt27aKtrW3Mfr1ez1133QXAG2+8QXf3WI0yIyODO+64A4AdO3bQ398/Zn9ubi633norAC+88ELUhKmoqIgbb7wRgGeeeSaieYQHyoyMDJYsWYLP5+OJJ56ImgxUVlZy1VVXAfDoo49GrZsuX76cyy67DJ/PxytPvoOlL5G89V6GT+p48PvP8b5PXxTpe8cPNqDRh55D+PpFRUUUFRXh8/liPtuSkhIKCgpwu93U19dH7S8rKyMvLw+n0xn17AEqKirIzs7GbrfT3BwqpXrgwAGklEgpqaysJDMzE4vFMua3EUIgMvU0HbPgsnvpG+xWfW+k7zmdTrxeL3q9nuXLl2MZ8HD8pSHSFvmxJbcTvo20tDSqqkJFQ0+dOhXVt8J9D6C2tjaqb2VnZ1NRUQHAyZMno8aFwsJCli1bRmpqamTMGy3w8/PzKS0tJRAIUF1dHfpSsp7qw808/HDHjI17h948RcAfpNdRz9C7YycbV111FbklqezecYRBzYkx+8LjXldXF2+++WbU+W+88UaKiopobW1VfW+KcW+miUfg3znjV73A8Pl8MbXMyTxyFdMjLOjGM9Gzjxefz4e5VYtGJ8ld48dt1DBUp8XvDUau6zJIspeIOXeEi+c+pZRklEv6jofM+tlLZr9dCwEpZdTzq95hQGih+BIv57K8l9/vx+PxkJqaGmnbVHUhkrMlQ3WhJYiZounoAJoESMr1M/q0LpcLj8dDybIsGo6onA4LCTHXg1S8bN68WcaazS0EWltb6eyMXeBiyZIllJeXn+MWnX9YLBZOnDgRNWgLIdiwYQNZWVlndF6Tycy33v80pWvS2PaRIgaanbz1624+8e9Xsv0DK+lrM/HtO5/izq9sJbnUPidx+NOlcnElP/vkTtZfUc7f/uc1c92ceYHD4aC6ujqiRVuHvLz0w3bW3pDDuvfGk018Zlm0aBFLlixBCIHJZKK6unrSCd1QfZA3Hmzmv/5yF4UVWTPShn+77XEKyjO45O7cMcsJWq2W9evXc/ilTp766X5+tOPjZObFn2pYET9CiKNSys0zdb7p5YdUTBu/3z9pSlaz2TwnoVznG36/P+ZzlFKeVfhjT5MBrytI4Uju9IKlKeSUpfDGYyeRUtJ8PGSSK1+dsyCEPYDdYWf9FeWc3N2hcqKPMN5hr/2oFSFg6basOWmPwWDA5XIRCATo7++fcoxIDzvutc7MOv5Qt5XhHhtVmwqi3p9AIIDb7Wbx6pAT42yn9VXMHErgzzKjQ32klFj6PXgcpwdZFZ43M0wm1M/m+TaOVJcrWBIKxxJCsOqqHPpazdTu6+LUoR4yclNIzTmzZCxzgcvlYuM15ThtXur2K+c9CPWfsFCVUtJ+1Erhcj36zHNb7jiM0+mko6ODzs7OuJJ0pebNbGhe7Ui/WLQ2M+ZSldVqZdGKXIRG0KEE/oJhbnrzBURY4Ad8Qfb+qY+eWgdaneDqT5VSsFQfyZ4VXq9TnBmTxduHS+aKM1iIbaseIjU7gdTs0yF3Zev15LyVyh/+axcOi4crbl+5oCZtbrebNetzSc1M4vBrLWy4avFcN2nOGR2+aR3w4jD5WXN97hy2CAYGphHypgmQU5w6Yyl26/Z3k1eSTkKqH2Is09tsNrQ6QcmSbKXhLyCUhj/LhJNlHH5mkJ5aB2uuzyElM4EDTwwQDIYczQwGw5w7fMWDlBKj0TijjoZms3nCdKbxIqWcsOAJhATcmZjbg8EgPQ1m8haPTbai0Qpu+vs1OK0eUjOTuOET6ycNhZtv+P1+fH4vF1+3hBO7OvC45i6ccD4wPoNib31IwhWtWDjr0oFAgIKKjBnR8AP+IPVHell5ScmEE9lwdsfFa/Jprx1cEOOXYgFp+E6nMyrEImZ4yijmIjRq/PktFgs9DRbaDlupuCSRgo1+hD6BmudddFZbWLwhi56eHkwmE0lJY+N8ly9fjl6vZ3h4OCq8A2Dp0qW4XC68Xi/Dw9GFLNasWYNOp6O/vz8q/ANg3bp1aLVaenp6YpoNN27cCEBXVxcGQyjhTHd3N7m5uWRnZ7N+/XoA2tvbo/wUEhISWLt2LRByWhyfZCgpKYkVK1bQ09PDwMAA2dnZYzTwlJQUVqxYAUBDQ0PUwDM6NKq2tpaWlpYxxyQlJZGdnQ1AZ2cnfr9/zPPNyspi8eLFQOzQqNzcXBJlGg6zj5IcbdTzKytL4Acv301Coobq2hN0dXWN8aROS0sjLS1twnKr6enppKaGquvF+u0yMjLQ6/X4fL6YORwyMzNJSUnB6/VGVVAL319ycjJutzumD0lWVhab37OU3c+c4q8P72LFpWMd06bqeytXriQ5OZnBwUF6e6NTrM503xuNRqM56763atUqAJqbmzGZTHR3d0eWhbpqnWQUJJKapWN4eDhqspiYmEhOTg4QqqI4PmZ+dN8bHByM6lvJyckRJ9KBgYEoYZmSkkJmZiZAzGen1+vJyMggGAwyOHg6Dl6kaBjosNDd1UPZotIzHvd8pmQ8Th+L1mTS1tYcdf+ZmZkRZ8KETA8Oi4fdrx0kszCU1GmikNAwVVVVpKWlYTKZ6OiIzsd/IfW98cmUxo97M43S8GeRcKnNhl0WdCmCim0hgZNblYAuRdBTE9Ik3G53xOw8HYxGI6dOnWJw8NzMsD0eD16vF6vVOiOOhi6XC5vNhsPhOCurQSAQmFSDH10zfjRSSva/2MjRl3rwuqL3Nx0PDSaZJdHr806nk4TkUHU6v9+/YBz2wthsNspWZZFXmkbtzgs7ecro/hMMSszdfgqrZjeF7mygz9UQDEgMPWcXKtd0dACNVlC+JnvCfi2lxOVyUVgZqvo30DbzefwVM48Ky5sl/H4/9fX1NJ3sYcdPO1h/Uy5rrju9Jrj3T30Mtjj5wLdCoTfhmV+84WMej4eamhpsNhuJiYmsW7eO9PT0WbqbEI2NjfT29s7Y9YxGY8Qys27duojWNF2sVivV1dWTxiqvW7eO3Nyxa7K7nznFo9/bA8DqbWV84Zc3j9n/x/9+m4MvN/PB71RF1S7XaDSsXbuWnJwcOjo6Ymoy8xkhBGvXruXYKz08/bMD/PtjH2TR8rlds54rTCYTJ06EkscYe9y8+j+dXHp3EYsvypjjlk0PnzWBp/+rjk9991q2vLfqjM4hpeRbH3yS7IJUPvzNi2hqmjixamFhISuWr+CLVz/MZe9fwUe+cvmZNl0xAQsmLE8Ica8QYp8QYq8QYtO4fZcJIaqFEG4hRNlstWGukFIyPDyM0Wikaa8JrU5QNa7KVvFyPW5bAEt/SLP1eDw0NzfHnfvd6XRGjp3IrDuThDX78N8z4aRms9kiCXPOZg08EAhMmZhkfHt9Hj8v/fYoVRcV8cEvXELdgW4aj441D7bXDpFbnhwl7CG0vt/X14fFYpmec9U8QUrJ4OAg295XRVJKAi/8ZuFMpmea0f4fhvaRbHYVC0/DT8kSaLRiwsJI4ZoLk1nTWk8OMNhp4dJblk+Yuz+M0+kkEAxQsSqftpoL20q0UJgVgS+EyAY+D1xNqNjOz8cdUgtcChyYjevPNVarlba2Nlw2H+1HbSy+OCOqhnbR8pBDUF/DaQFvt9tpbW2Nq8Kb0WjEMujm6F8H6amzMzQ0NCOV4SZifC7vyXILxEMwGBzjrGexWM54mWD8fZv7PBi6xm4bP6Go3d+NecjJTfdu5Oo715CRm8KLvz12+pxOH30tliiHvdEMDQ1RXV09qcPgfMZgMODHw81/t4kTuzp4+n8P8MIDh3n6fw/QcjL+SYzT6cRoNC7YfBKjBdtQh4uUDC367AXj3hQhIP3kL0qnuym2wDcYDNTU1NDd3U3dgS6e/Mk+DrzcRHBUGr3dz5wiKSWBdVcumlL5CEcYLV5bQHejQeV0WADMVq++BNgjpfQSysOfJoRIklJ6AKSUFuCMwqTmO4FAIOIA1HLQQsAvWX55VtRx+iwdGYWJ9Dc6WXX1aVO2wWAgJSWFyspKtNrYsd0ej4fBvmF2PtiDfdhH0z4ziSlaKisdJCcnz8p9uVyuMet5VqsVj8cT5WgYL+HBIkw4fDElZfqa1egBu/OEjb1/6gMJF70/n5VXZkfa7/P50OlC4XXvvt2GPiOJVZeUoU3Q8N6/2chTP91P47E+lm8qpqNuiGBQkjeFprfQ1u5H4/f76ejoYNttlbTVDfD6IyeBUBTCm49V8/lf3MyqraWTniMQCNDe3o7JZGLVqlVnvCwzVwQCgTGCbbjdTV5FyoIcm6SUFC5Op7Mu2snT5XLR0dGB1+vlnedOsffRHjRaQTAQ8mP5m29dhWXYycFXmrn2I2sR2uCUfjXh1OCVawvw+4J01g+zdH3hbN2eYgaYLZN+DjA6PsQysm1aCCE+I4Q4IoQ4Ek/yibnG7fTxxE/fYccDdXSesNGwx0TB0hSyimMLxeIVegZbXfh9YzWj3t7emJ7Zkeu43VTv7Mc+7OOKvy0hKVXLqZ3GmB7BM4GUMkqjn6h2eBiPx0Pd8Waef+Aw7bXR5j6v1zvm+2GHwOkSCAQiAj8YkBx/cYjskiRKVqVy/MUhbMOnl0zC5w8GglS/08nqS0vxeEOTjivvWDWi5R8F4PiudjQJgrzFszOBmi+YzWZO1ddx0R2ZfOBbS7jze1V86hebyStJ58kf7xuj/cXCbrdjNBrx+Xx0d3dPubQy3xjdL1w2Pw6jj9yKhfubZxYnYh50YDONXcIymUzY7XZcVj+H/tLHotXZ/O+uv+Xj/3YFrScH+LfbHufHn36enMJUbvn0ppilgmNhs9lYcXExQiNUEqcFwGxp+EYga9TnzJFt00JK+QDwAMCGDRvk+BCLicJTwpzL0CiDwcCj/3mQpiODaLTQuBe0iYJN78/H7/fHNLcXVKXQsNtMX4ON7MVjtfkTJ06wZcsWsrKycDqdY8I7+vr6qN89TN7iZMrWpDHQbKdpr5XGujYSExMjSXzy8/PRarXY7faY63EFBQVoNBqsVitOpxO/z4/d5CUzP6ThFBUVASHTdXd3Ny6Xi2BAYur2klmsw+l0kpGRgdlsjrq/vp5BHvnaERwmP688eJyPfWsryzafnv2PLg0cTiHa09MTWWtPSEggLy8UKjZZaJTb7cZgMOB2u+k75cJh8rP6venklqcw0Oyk7i0ja9+Xjt1up6enh4yMDHqazDgsHvKXJtLU1ER2djaJiYlcevsSXn2wlj0vnuDwq82Ur80kMUUb89npdDqSkpKQUsY0fSYmJpKYmEgwGIxp8p9qf1JSEjqdjkAgENNfYqr9ycnJJCQkTNj3UlJS0Gq1+Hy+0/engYAXBg0errl7BU/84DCHX2+kYkNm1Pfz8vJISEigr68vMhl0OBwkJiaSlZU17b43nnDfs1gsUfcnhKCwMNSXYvU9jUZDQUEBEOpn4yemWq2W/PxQWtihoaFIHoz+htB10otOa/dOpzNqEq3VaiOWqFjRNVPtT0hIiFjiYj2bqfZP1vc0aaFrdTUYWLGlmKGhIbxeL01NTbhcLk6+bCbgC7Ltw8X4Ah6WXZrNP91/NQeebyUYkFx+RxVoA7jsIYvYVH2vo6MDnU5H2fIs3t3VypbbyqYMCc3JySExMRGXyxUzB0dubi46nS5q3AsT7nsOhyOm789c9738/HzMZjO9vb3o9foxVsvRfS9WTpPx495MM1sa/kFguxBCJ4QoB+xhc/75StORQZqODLLu5mze+9UiLvl4Djf9v0Vkl06sLeQvSUarE/TVR3c6j8dDX19f1GATCARorxvEYQxQuTnkRVyxKQ0ZhI5jViwWyxmF6Dlsbn71ubf4n0++wSP/sR+f5/R6XHj9XkrJoceM7Pu9gXceHGagbzjmtfx+P0d2tOEw+bnq70rJKdXz158dx+MKCW0pZcwX+UwcAUdraH2n3OhSNBQuTyY5XUv5xnQ6T9gile3Cg2PLu6HJn74ogMlkigwaW25aTF5ZGn/69kFsRjdLL4kWdBcCgUCAxRdlkp6dzPG3o+Okw/h8vkhiKSCSRCpWCOR8xev1RvqwqduH0IS05IWKfiTQorP+tLCw2WyhfB3OIF3HnZRvSiMx/fREM6tAz42fWsvNf7+OzPyQcJrKYS9M+P2ruriA3pGJdBiXy0V3dzcmk2nB+necCVarlfr6ejo7O6Pyc8w1s6LhSylNQoj7gV2ABL4ghNgI3CClvE8IsRy4H9gAPC6EeExK+X+TnVOn00VmXuPRaDQT7oPQrGqy/QkJCZPun+zaENLWDj7XTkZ+MquvykOjFWSNinBKSEggLS0t5neLV+jpO+ViyweLotYNDQYDFouF7Oxs9PqQk5/VaqW72oHQwKJ1obC4vEVp5CxKoqfag+cWTyRxh9PpxO12k5GRMeH1IWTJePYXRzD2uFl2WSZN+4Z54+F67v1WSSTeNjU1NeQc2OKhfEManSft7H26hRWrqqJCCW02G80HzOQuSqZkVSrpWSm8+JNmGt4x8J5PbMDtdo9JqBGeASckJERm36MJz3jHI6XEZDKh1+sJBiRDTf2Urk4jPSP0XJZskbQdtmJoDrJkS0h45+bm0lV7iNxFehL1oeft9XojWsVnf3wjT/3PfspWZZG/3I+UctJnJ4SYdL9Gozmr/Vqt9qz2T9b3INS3w34No7E77Ky/soIjr7fyyf+8Fl1S9FARzscw+vzh5xX2Pwlb2SYiIyODjIyJw98yMzMjSWhiMVUYazgBzkSMfv7WPhPZpUmkZ55Ocx1+7yZiqpTYU+2f7NlMtT9m30uDnBILzcf7ufHejWRnZ9Pb20taWhq1B40E/bDqylyCwSB2u53Kysqo8/r9/lDq3Dj6XkJCAhkZGWy/ZS1vP9pAx7s2lq6owOv10tPTQ0+zgepXm+hvcpKZq+eOz11C0fWhsTQlJWVSnx29Xk9b9RDP/PwwDpOHK+5Yxc1/d1FknExNTZ30+c5F3/P5fNTX10f8kaSUE8qXqfxdJhr3zoZZC8uTUj4kpbxMSnm5lPKIlPK4lPK+kX2NUsrrpZTZUsorphL2853W6gGajw+w8srsmCFck1G6Og2nxY+hI9rs6vf76enpGTNDNJvNtL9robBKT1Lq6WWAJVsyMfd66G+10NDQQH19PTU1NdTU1NDf3z+p1u+0ezj8SiuLL0pn8x2FLN+excGXWqg52kRfX19kOaR+l4nU7AQu/Vgx5RvSqds5hGk42qTW2z6Muc9D+UUhwZterKFsZSZ7njkVSYMbS5uf7jq+y+WKLLUYu914XUFKV50eAPIrU0jL09F+LNRGm81GX88ALScGKVh62vJis9kiGk1pVQ5f/NX72P6hpRd0ulCHw8HaK0rxOH3UHYjOdgYhy8947cXv90+ZCMrj8cwLK0AgEIhYd4JBibHLPaWT5kIgf0kKTe/2EfCHljJtNhsBv6Rpn5nCZfqIT1HY92I8U/nnjCZs1SmtyqFybQFvPFaN1+2jv7+ffX9tZsf/dDLQ7GD19kJSM5L47Tfe5OSeia1Go2k83sP9//I6FoOdvPI0nv/1Ed54NDqj6mwhpRxjAYoHi8USZfXq7e2d0XTkZ4PKtDcDvPrH4ySlJlC+afoFcBatT0eXrOHUztMuDgF/MFJRz2g0YjQaI4Ky7mg7doOPRevHzlwrNqaj0QpaD1txuVwMDAzgcrkiHW6y0LEjbzThcwdZui00m119bQ4ajeClB4/R1NQUmvEPexlscbF0Yk6GbQAAH7BJREFUWyYarWD1tTn4PEH2PHsq6nwndrcDUDJK+JZtSGGwy0rDse6YSxVw2us3Hrxe75j7GmgK/R8uYwshDahiYzqDzU5ctlD53L07ThDwBylcdnpgDwaDDA0NRV5sKeVZ5/df6Hi9XhatzkKfkcSxN2MnFZroGYWFTCyMRiM1NTV0dnbOudAfHSli6ffi90pyyxeuw16YnAodboePgzuraW9vR0pJ10kbLoufFVdkRY5zuVwxx4XpvIcQ8pNwuVzc9o+bMfTa+MUXX+H3//YOR/86SNFyPe/76mIuui2Xv//ptSxansvD396J2zH5+T0uH7/92pskpWq4/p/KuPYzi1h/ZTnP/OIg/e3mSb8bXjI8m9LjUkoGBgaorq6mq6srrr7q9/vp7e2Nuqbdbj+jPCMu+8xPEpTAP0sGuywc39nB0m0Z6JKm/zh1yRpWXZ1Nd42Dd/7Qy9sPdPOXb7bwzH+08PovO7EbPbS2ttLT00N7eztNhwZBQNmasQI/Ua+lbG0q7cesBPxjZ6QTOceEqd3XRVKqlvyRmPOUjASqLsuk/Zg14uXediRUH7zy4pAJLLskibzFyRx7vWPMy+D1emk+NkhqdgLpeadNxaVrU9EmCF597PCE5T79fv+UA43T6aS/v59Tp07R09MT2d7f5CS7NGmM1QOgfEM6UkLXyZAG39foQJMgyF8yVpMzGo2RNX6PxxPTx+BCQkqJw2lnw1UVnNjdgd83dsDz+XwTPiOv10tfX1/UIGmz2WhqasJms9Hd3T2rk6pw1EB/f/+Eg/VowWboDFmczgeBX7g0NOl9d2cLfn9oWap+l4mMgkRKVp6ehIdN9+MJJ8SKF5fLxfDwMCu2lPDBL26lrXqQ4Q4nm27L58pPlpCcnhCaXHkdfOxr23FYPOx8qm7Scz7360NYh91c+rFiktMTsNls3PyPa9EmaHjl9+9O+l2z2UxtbS01NTVn7PhmNptpaWnBZrPR0dERV2Izu90es0+HE7FN55kO91j54d/+dTpNjgsl8OPA5wuZqBoaGqK8Tl/6/RE0GhEz1j5eVl2bw/IrshhoceKy+ll6SSbrb8rF3Odl9+97cTpcNDc3Mzg4SFe1nfzKFJLTo9dUKzdn4nUG6ak57XBjHfTSdtRKR0tPzJjxYFDScLif4hV6hOb0csSqa3LQaAU1rxsIBkNr4UUr9OizTgvxys0ZmHpdNL57WvA6HE56G2wULdeP8UlITNFSuiaVliMmgoGJO/5kyT4sFgu1tbXU19djMpkiL5DfE2S43T1Guw+TVZxEZmEincdDA1t/o5P8yhQSdGO7vtvtjryUDodjQZW7nS3MZjMbr67AZfdSf6hnzL7xiZjGMzg4OKYKpNvtprW1NfJcA4FAzEnBTCClpL+/n5aWFpqamiYc9O12e0QbG+5wk5SqJS032p9hoZGSkUDe4mTaj9mQQUl/kxNTj4cVV2aNecchOgImEAiMMUnHS2dnJy0tLRSuE9zxnaXc8Z9LWXHF2IJYQ0NDlK/KZc1li3jtkRO4nbGd2Yz9dnY9eYrKzRnkV4Ym5lJKbC4jV9yxkkM7mjH2x3Yq9Hg8tLe34/F4InkmppsYa3SI6WCLk5o3hjj4Ru2kyxxSypiFlMJYLJa4E6PZzW7+93OvYDHM/BikBP4UhFPeNjQ00NfXN0boD/YaQ2vfF6eTknHm/o8ajeDi2wr44H9VcfOXF3PxBwpYc10ul32sCFOPhxMvh9apDV1uLP1eyjfEzmFftEJPWq6O+t0mZFDSsMfEyz9u58Dj/Tz57Wq6W6NDF9tq+nHZfBSvHLsckZKewLLLs2g/ZuPIXwZwWvwRx7cw5RvS0SYI9r94uqpT84lefO4ghcuilzcWb8rA4wjQ33haqDftNfPMt1s4/PRAxBQXaybs8/no6OiIOSEYag+FCxbFEPgA5RelM9TmYqDZiaXfO+FxYStKa2vrBeVVPBFut5vK9bkkp+o4+kZr1L7JvI8DgQDNzc2RnBKNjY1RgsRsNsedSno6OBwOuru7kVJGQsfGD/rBYHBMewydbnLLkxdkwp1YVF2ahXXQy6ldJg4/PUhqjo7FF0c7qNnt9jG/Qbjg13QJ+xuZTCY0GhHzOTocDpxOJ7d8ehMOi4ddT0VX8gN44TdHCErJuveOre1gtVrZektlJFlQLEwm0xjLk8PhmPYExmq1Yhg2sv/xft78v26OvzTMCz9p5Mn/2Tvhd8LZJifC5XLFpUQEg5LfffMtTAN27vnPS6fV7nhQAn8Swuvfo0tYulwu6uvraW1t5bkH9xHwyUg2t5mmdE0ayy7LpGG3ib4GB3VvGklIFCzeFFvgazSC1dflYOh0s+NnnRx7bojS1alc9XcleN1BHvvevihhemJPO4jTqX5Hs/b6XFKzEmg5aA3F/K8dt4yQoqVsXRrH3+7C4/ISCASo2R9yyIlVbaxoRSqJek3Eia67xs6RZwdJ0AmaD1hoPWTF7XbHNOvbbLYJ0/n2NzrRaEVEGxhP1bZMtDrBW78JOZ8VT1DnfLJJxYWIx+MhIP1svGoxx3e2j0mdGo85Phz/XV1dHXMw9Hq9M27WD5tPR2tj4WWg0X3f6XRGHDW9rgDWAe+CTrgznoqN6eQtTubES8M4zT4u/WhRlFULQoI67CMETJlr/2zw+Xw4HA6WrCtk9bYyXv/TSTyusZPGvjYT+19qYuUVuaRmj7W2+P1+RJKXFVtK2PdCQ1RSKI/HQ29vb9QY19/fH7cTYtjytP/PfbQftbLm+hxu//YSlm7L5J2nm9n1TE3M71mt1kkFejiiaCp2PVVL3f5u3v/ZTfiSzHG1eToogT8Jdrudvr6+qO1ut5u2lnaq3xqgZGUqmUVnll42Hjbemk9mUSI7f9tDd42d1dflkpgSO+UuwJItGSzdlol92Mua63LYfk8JJavS2HBTLh01Rk7uaR9z/KmDPeSUJpGcFm2h0CVruP6fy9l6VyFXfrI0ZgRC5ZYMPA4/+185FaohcNJAVkns82kTQk503dV2DJ0uDj7ZT3ZpEu/76mLyKpKped2A2+WJejnDg/hEWnd/k5O8xckkJMbuzslpCay/KQ8kLN6UTlbJ7P1e5xPhokZb3rsUp80byaTm8/miBPVQu4s37+/ir//Vws4Hu+mtn7jcc3eNnRd/2MYT/9rEH7+5j6Ee84y12e12x0zC1d/fP0bzs9lskX5m6AyZWs+H9fswGq3gmk+Xse2jRdz4LxUTToYh9GwsFgt2uz1mffmZJLzMc8unN2Ezudn19Ni1/Of/7wi6JC0rroodLjc8PMyWG5cw3GOj6djYsdlms8X0SZgoAU8sHA4HR3a0037Uyrr35LL+xjyS0xLYfHsBBUtTePYXR3Daxo5PXq+X8UnhYmE2myedTJmHHPz1/sOs3lbKok3Js1KjQwn8STAYDBP+QG1HrXjsAVZePTvafZgEnYZr/6GMZZeF1vVXXTP59YQQbP1QIXd+bxnrb8qLrNkt3ZZJanYCz/36SGQgtlvcdJ0yRpnzR6PPTGDp1syo4j9hiqr0pGYnsOuZWmpO1jHU6prQZA6w8uocJPDaz7sI+CSX3V2MVqdh5dXZOM1+OqqjX4qJMnYBuKx+zL2eSa8JsPLKbO78XhWXfqz4vDHbngtMJhPLNxeTmpnE4VdbgJCVa/R6ZF+Dgzfv78Ju9FG4LBVzr4ddD/aw9499uG2n14dlUFL9moE9D/eiTQj5vfQ12fjpP7yE3TwzhZ9sNtuEnuednZ243W6cTudYh8+wheg8CMkbTUKShsqLMyZM7R3G4/Fw6tQpamtrZ926ZbfbcblcLN1QxOptZex4+Hjkt2+vHeTYW21surEkpsIAIYG89OIcklN17Hvh9FJiWDOPNcmcjtNcV2s/h5/to2BpCmuuPx0nr9EKLnp/Pi67l5cfOjbmO1arNS4v/HBelIl4+mcH8PuC3PT362Ylyx4ogT8hLpcr4k0upcQy4MFpCZmfZDDk9ZpdmkTB0tkfJJLTEth8RyFrrstFozkzYaVN0LDmhlx6Gk0cezu0HntybxtSQvGK6YcThhEawZItmfQ22Nn/VDfBgKR09STJMHJ0bPtIEflLUrj0Y0VkFISympWuTiNRr6HzePQsffz6l88djLy8TXvNIGDRBH4No5nIAqCYGKfTicfrZvN7lnJ8Vzt2sxu73R5Zv3dZ/ez7Ux+ZhYnc9P8quPSjRdz6jSVsuDmPnjoHL93XTtNeM4ZOF+/8sZea1wwsvjiD93yhnE23FXD1Z0qxDLn443/tOuu8B4FAIFKqOBiQ1L1l5MUftPHiD9po3GtmeHiY2tpa6urqxmh8EQvRGUTZnC94PJ5z4qg62tnzQ1/chsvu5ZlfHMTvC/DkT/aTmpnEsismTnYjpcRkMbD5hiUcfaM1EroWDsObCLPZPOX9eb1edvyumqAftt5ZGOXgmFOaTOXFGbz959qI02A4wdB466PfF6T9mJUjzw5y7PlB+hsdE0ZFAJw61MPhV1u44RPr8GCZtZDVhVcD8hxht9txOp2Yej0cfKIfU48HIaBsXRopmQnYhnxcdnd0drz5TOXFGdTvNPHMzw+y4YrFHHm9BV2K5qxNmcuvyKJxn5mWAxZyFyVHhbyNp2JjOhUbxwpojVZQtjaNzhM2DEMmysvLI9nawh75Touf/Y/2MdgaKmGaWZzEYLOLRWvTyMhfuOlQ5zNerxe73c5VH1zNrqfq2P1MHWWbQ8OGlJIjzwzi90ku/0RJZKlJmxDK01C6OpVDTw9w5NmQiV2jhYtuzQ95i4+8N3kVKWy9vZT9T3VQs7eLddvLz7itDocDq9WK2+Znzx96GW53U7RcT8AnOfpsqMZF1bax76vLFrIQrb8pd4KzKmaScI6LnJwcSqtyuOHj63n1Dyc4vrMdh8XDh7+2lYCc3K/DZDKx8fpFvPPXBg7taGb77SsmDb8EIpadyTInNhzronG/gVVXZ5OeF3s8WfeeXDqP2/jLL/bzyf+6loGBgaiJRneNnSPPDOCyBkhIEsggNOw2U7IqldTPZlJcXDwmm6jP4+fxH7xDXmk6l36gksbm+knv/2xQAj8GgUCAwcFB+hod7Hm4h4REDZvvKMBh8tG834LPHaRsbSqL1k+tVc4nNFrBhvflsef3vdz/1Zep29vHiiumnx1wPIkpWq7+VCkdx20suzTrjCdB5RvSaT1kpeXdIVaudpGWlobH4wkV2vEF2fVgN3ajj1XXhsz/lj4PJatT2fzBgrNqv2JyBgYGWLNmTcTR6taySjSJ0H7MRneNnY3vy4tYakaTWZTE9f+0CGNXyDqWV5ESM5plybY0mvan8/TPDrB6W6hc8UQE/EFOHeymr81MaVUOK7eWRqxeRqOR4S47u37Xg9sW4LK7i6i4KAMZlOx8sIdjfx0if3HKGJ+brhMhjat09eQpbhUzh8lkoqysDJ1Oxwf+aSvp2Sk0H+9n2/uWkVEepKvLPOn3/X4/IsvJohW57Hr6/7d37+FR1lcCx79nJpeZZMiVkAtJCCQkEeUiRCoVBLwij9v2D2zFta5dK9p2W+36qI/d1u0+Xauu69rV1lVRF2+Pty3qqgu1XrgJolFULgLhloQQyAUSEkhCwpz9YyYhhMkFMsmQzPn8w7zzvs87Zw7z5LyX3/s7WyicldzrJfD2GQGTk5MD/n3yer288Vgx0R7nSZfyu4pNimT8zASK39tN9rS1uEdqx5Up73Flw9vVbF9TR+LoaC5cmE5qrhvvcaVkXT1fvVvDGw9uIufxHEZlnPiMd5/+ggNl9fzDf17JwbqaAZ2Qygp+AI2NjezZup/VSyqITYhkzqLRxMT7RoxOvCKZpobjxCZGDKmz+3ajJ8Qybnocm1dXEh3rpCBITxgkZbpIyuzflYLUvBiiYhzs/PwgR753BI/H0/Eoz9ZVddRVHuPiv8+wP86DrL6+nqqqKq686TweWbScT17fR+HsRD5/o4qUsW4KZnf/GxIRkrNdJNP9b8Orx7ns7wp55b7PWLX0G+Z+/9yA29VUHmbx3R+wZ8uJiZtGZccz55oJ5J6fwroPtvHxy+U4I4VLf5rVceVKHMKF16ax7D9K+fiFSq64PbtjxHrphgYS0qN6vc9tgqd9au3IyEgcDuHy6ydx+fWTaGlpYePGvk2dW1tbS8HMJN5/poRV73xFSu6pB5y1Zc3s3dzIsSPHSUiPxnlRFFlZTQHP8tcv307FtnouWDCKSFf3g6IBzr00idINDbz/zE7m3Z6NM9JBc0Mba56vpHp3E/kzE5hy9ciOA1enQyi8OJG4UVGsXrKPP/7iPX75p6tJTPXw1co9LF/yJTP+Jp/s8xLYtCnwNNbBMmwLvqrS0tJCREQEERF9/5qqyt7SSj5aXEZElIM5N58o9gDOSAeepKF7r699UN+4C+IZMTIy4AQ+oXLisn4jZaV7iY2NZd++fTQfaWXrioNknBNrxT4EVJWdO3cSGRnJpHkj+XpZDaUbGnDHR3DhtWlnPK6ks6RxDvKnpfP2k8VMvzKX2PgTBwher5eSzaUsvnMVx44c5/pfX8TUublsXreXD1/dxGsPr+vYNiEjmot/lHHKI13uuAhmLExjxeIKNrxVzQULUqne3URNaTNTrg5+kxLTvfZ72V0b13Q31W8gqkrSeN8Zd/FblVx5e3bH77CxtpUv3qqiYouvyViky8GOT+r5ZuUhkn6fyrlFuSftq7WljbceLyYhPYpx03vvkBnldjL9mlRWPl3BR4srSMuLYccndRw76mXGdWnkTA38hEFGYSyzbxrNx89Vct/1SykoymDDR3vIPieFhXddRNnePQPeWe/s+WsfRG1tbezfv5/Kykqio6PJycnpsStSZ/X19bz5hw00HmzlklszT5pZbrgQR/fPrIda+2X9rev30drma6ZT8nEdx5q8p0zEYQaP1+ulpaWFCZckEp8axeGqY4wtiuvXhFOdNTY2cvVPJvPIor/w1hPFXHf3TMD3h33X9nIW37WS5iNtzL05k7ixbaizjenz8pg+L48dG/fyyYcbcbq9pObGdHuLKr0glsI5iWxdcYhIt4PKbUdxxzkZPyMhKN/B9F1NTQ1paWkd43TAd0vmdCa8ckYIk+ePZO2LlWz432oKL05kz4bDbP7rQcQJk+ePJG9GPJEuB9W7m1j7YiVP3L6Cm++PYNKsMR37WfrYeg7tP8rcWzL7fPCaURjLhQvT+PzNKqp3NZEy1s3Um1JI6qEdOkDa+Bjm35HL1r82sOOrA0y/Ko9rfjmDltambqccD6ZhV/Dbp0UsLy/H6/V2TJOan5/fa6vMlpYW/ufRtZR93cD530lh1LieH/UywZeaF0O0x0nphgayJo6g7ZiXbavrSC+M6fctA9N/InLKBEzB0NraSnSClznXTGDF61soujyX/KnpVB84yLP3rOJoXStzF2WSnO3i0KFDbNmyhaysLKKiomhoqyZzct8OYCfPH0nT4Ta++egQDifMvCEjrEfnh0p7h8r29rOdO1+ejuzJHmr2JLB9TR3b19QBkDXRw9Tvppx0sjZqXAxX/CKb1UsqefyO9/jOrUVcfv0kVi/9hg9f2UzBrKReH+3tauy0OMZMGUFrs/eUHh49cSfCgnumkJmZiYj4Z6XcMygd9WSgWoCKyI3AIkCBn6vqF53WuYBngGygDLhJVXt8EHdM+nhd/G+vM3n2WFKzA192aW5upry8POBsSy6Xi4KCgoBFv7Gumc3rylnx56/Z9WUtY4vi+NYPUofkPfrhoHjpAXZ9epjv3juO0i8O8/mb1Vz600w7ABvm3G43uTn5PPqT92ioa2butRNYv2wbtRVHmXVj8MZuqCqH9rXg8jhPul1nBldGRgZ5eXk4HA727dvH9u2Bp8vtjapStbOJ+v0tJI9xk5zV/YlBW4uXje80sHXdARxOwXtcyZ2WzLQFiTgDzEQ4UFwuFxMmTMDj8VBVVUVJSUnAwXpz5879XFWLgvW5A1LwRSQR+AC4EBgNvKCqMzutvxVIUdXfici9QJWqPtHTPlPjcvR7+b8CICs/maIrcsmflk5WwUjE4ZuDvayszNcS8biiXj3lP9DtdpOfn0/ciDj2bKlh87pyNq8tp3RLNaoQ7XEy4ZIkCmae2mTCDJ66yhaWPVxK/qwEKjY14o6P4LKfZdkBWBgYPXo0sRFJ/PdvVlC2tRZ3nO9+acY5NnZjuHE6neTm5hIVFUVJSUmfp7/tr6ioKJxHEinfUs+IlAhcGUdRBr93htvtJiYmhvr6+oCNzWDoFPx5wFWqept/+UvgW6ra4l9+BXhQVTeIyPnAnap6XU/7LCws1McefoqaklZ2fHaQvdt88xKLQ3CPiMAZKbQd89La4qWtxfef546PIG5kFHEp0bjiIkCVxto29m8/QlNjK+IQsguTyZmcSFwmJIyOCsoAJNN/q58vZ1dxPQhc8bMc0vPtD344EBHi4+PxHvdyoOIgLo/TDr6HsfaD+IG60twdl8uFx+MZ0N4BwXDRRRcFteAP1D38JKBzp4B6/3uVAdbXAQFHY4nIIny3BcjKymLG7KkwG/gx1NccpeybWipKDnG4toljLW1EuyKIckfgio3C4YDafUeo3tvA/m0NHKlvAYHE1FjOm5XFOdMzOqYMtc5oZ5/Cf53Ap8t2kTomjvFT00IdjgmBnLE5oQ7BDHMZGRmhDmFQDVTBPwgkdFqO978XaH3XdR1U9SngKYCioiL1eE6c5Xk8HkbnjIKr+haQ16ugisNpA3SGBA/M++HUUEdhjDHDxkBVv/XATBGJFJFsoLH9cr7fSmC+//V8//KAcjjEir0xxpiwNSAVUFUPAY/jK+QvA7eLyBQRudO/yRJgooisBib6l40xxhgzQAbsOXxVfRZ4tsvbX/rXNQELB+qzjTHGGHMyu8ZtjDHGhAEr+MYYY0wYsIJvjDHGhIEBm1o32ESkGigNdRynYSTQc5Nm01+W48FheR54luOBNxRzPEZVU4K1syFT8IcaESkO5gxJ5lSW48FheR54luOBZzm2S/rGGGNMWLCCb4wxxoQBK/gD56lQBxAGLMeDw/I88CzHAy/sc2z38I0xxpgwYGf4xhhjTBiwgt9PInK+iHwsIqtE5EMRGRdgm7tF5AMRWSEil4QizqGstxyLyDj/uhUi8pGIZIYq1qFKROJEZK0/h5+KyKVd1rtE5CURWe3/1xWqWIeyPuT5LhFZ7/+9PybtDeNNn/WW407b/YuI7Bjs+ELJLun3k4ikAUdUtUFE5gMLVfWHndZfBcxS1V+FLMghrg85/ndgo6o+JyI3Aueo6t0hCndIEhEH4FDVNv8B1auqekGn9bcCKar6OxG5F6hS1SdCFe9Q1Yc8j1fVEv/r14AnVfWDEIU7JPWWY/82qcAfgAtUNS8EYYaEneH3k6ruV9UG/+IxoK3LJt8HXP4z/BdEJH5wIxz6+pDjzUCC/3USUDVIoQ0bqupV1fa8xgFfd9lkDvCO//XbwMWDFNqw0lue24u9X6DfuulFH37LAL8B7h+8qM4OVvCDRERigfuAh7qsygC8qnopsB64Z7BjGy56yPH7wC0i8jVwC/D0YMc2HIjIaBFZA7wHvNFldRJwyP+6DkgexNCGlV7y3L7NHCAdWDV4kQ0fPeVYRMYDHlUNdCAwrFnBDwIRiQReBe5X1S1dVh8ElvtfLwcmDWZsw0UvOX4Q+LWqTgJ+C/x+kMMbFlS1QlVnAtOBP3ZZfZATV1Hi/cvmDPSSZ0RkEr6zzx+o3XM9I73k+LfA7wY9qLOAFfx+8t8vehF4U1XfDLDJCqB9OsciIKwGiQRDH3IsnJgjuwrf2ag5DSIS3WnxMNDQZZOVwHz/6/n+ZXOaesuziOQBzwLXqupQm/f9rNCH3/I44E8ishxIF5FHBy24ELNBe/0kIguAJUCx/62NwDPA5ar6kP/HtxjIAlqBG1R1fyhiHar6kONzgSfx3e+MBG5R1U2hiHWoEpFpwCPAcXw5/GeglhM5duMrRJnAXuBHqtocqniHqj7k+R2gEF+OAR5S1XdDEuwQ1VuOu2y7I5wG7VnBN8YYY8KAXdI3xhhjwoAVfGOMMSYMWME3xhhjwoAVfGOMMSYMWME3xhhjwoAVfGMMIvLSaWz7vojkdHnvRhHZLSKLAmz/tIjMERG3v6GJzUVhTAhYwTcmzImIQ1X/Ngi7ekZVn+pupao2qeqcIHyOMeYMWME3ZhgQkRwR+czfurZYRG7zvx8vIq/5mzd96J/JDf+Z9sMi8hcgr/2sW0RSRWSZiKwUkf8TkRT/+7f59/sSvql1e4vnGhH5UkT+jG/SKWNMiEWEOgBjTNDkAJcAzcBnIvIy8I/AUlV9RUQmAw8AC/zbF6vqHQCd2q7fA7ysqs+LyA3APSLyAHAjvnnJ3cCunoIQESe+JkfT/LF8FawvaIw5c1bwjRk+tra3ERaRTcBYYCIw29/PHk5ut7o2wD4KONFsZC1wrX8/m1S1FWgVka29xDESONApli/O5MsYY4LLCr4xw0ehiHjwnVWfB+wGNgPrVPUNABGJ6rT98QD72AZ8G1+Tp2/7l3cD54pIBL4z/MJe4qgBUjvFMuVMv5AxJnis4BszfOzB16hpPPCcqlaJyH3AEyLyc3xdBd8BHu5hHw8Az4nIj4Gj+Jo9VYnIi8B6YDu+A4BuqepxEbkXWOPftqJ/X8sYEwzWPMeYYcD/mNzTqnpZiD5/AfBPwH91N1Lf33FvGYCN1jdm8FnBN2YYCHXBN8ac/azgG2OMMWHAnsM3xhhjwoAVfGOMMSYMWME3xhhjwoAVfGOMMSYMWME3xhhjwoAVfGOMMSYM/D9xUgwSdOLMQwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3,1, figsize=(8,10))\n",
    "plt.subplots_adjust(hspace=0.15)\n",
    "\n",
    "freqs_for_ls = np.linspace(1 / 60, 1 / 1, int(1e4))\n",
    "ls_data = LombScargle(sm21_rvs.time.values, sm21_rvs.mnvel.values, dy=sm21_rvs.errvel.values)\n",
    "power = ls_data.power(freqs_for_ls)\n",
    "efaps = ls_data.false_alarm_level([0.0001 * 1e-2, 0.01 * 1e-2, 1e-2])  \n",
    "for axis in ax:\n",
    "    axis.axhline(efaps[0], ls='--', color='grey', label='0.0001% eFAP')\n",
    "    axis.axhline(efaps[1], ls='--', color='grey', alpha=0.5, label='0.01% eFAP')\n",
    "    axis.axhline(efaps[2], ls='--', color='grey', alpha=0.25, label='1% eFAP')\n",
    "    axis.set_ylabel('power [arb. units]')\n",
    "\n",
    "for axis in ax:\n",
    "    axis.plot(1/freqs_for_ls, power, color='rebeccapurple', label='SM21 RVs')\n",
    "ax[2].set_xlabel('period [d]')\n",
    "\n",
    "ax[0].set_xlim(1, 60)\n",
    "ax[1].set_xlim(1.4, 1.6)\n",
    "ax[2].set_xlim(2.5, 3.5)\n",
    "\n",
    "# overplot a sinusoid with period 2.91d, sampled at SM21 cadence\n",
    "ls_data_2term = LombScargle(sm21_rvs.time.values, sm21_rvs.mnvel.values, dy=sm21_rvs.errvel.values, nterms=3)\n",
    "P_rot=2.91\n",
    "modelparams_291 = ls_data_2term.model_parameters(1/P_rot)\n",
    "fake_sine_data = (\n",
    "    modelparams_291[0] + \n",
    "    modelparams_291[1] * np.sin(2 * np.pi * sm21_rvs.time.values / P_rot) +  \n",
    "    modelparams_291[2] * np.cos(2 * np.pi * sm21_rvs.time.values / P_rot) + \n",
    "    modelparams_291[3] * np.sin(4 * np.pi * sm21_rvs.time.values / P_rot) +  \n",
    "    modelparams_291[4] * np.cos(4 * np.pi * sm21_rvs.time.values / P_rot)\n",
    ")\n",
    "lspower_fakedata = LombScargle(sm21_rvs.time.values, fake_sine_data, dy=sm21_rvs.errvel.values).power(freqs_for_ls)\n",
    "\n",
    "for axis in ax:\n",
    "    axis.fill_between(\n",
    "        1/freqs_for_ls, 0 * freqs_for_ls, \n",
    "        lspower_fakedata, \n",
    "        color='grey', ec='white', alpha=0.5, label='2-comp. 2.91d at SM21 cadence'\n",
    "    )\n",
    "\n",
    "ax[0].legend()\n",
    "ax[0].set_xscale('log')\n",
    "\n",
    "# label Prot, Prot/2, and their aliases\n",
    "ax[2].text(P_rot, 0.6, 'P$_{{\\\\mathrm{{rot}}}}$', fontdict={'fontweight':'bold'})\n",
    "ax[1].text(P_rot/2, 0.4, '$\\\\frac{{1}}{{2}}$P$_{{\\\\mathrm{{rot}}}}$', fontdict={'fontweight':'bold'})\n",
    "\n",
    "ax[2].text(1/(1 - 1/(P_rot/2)), 0.4, '$\\\\frac{{1}}{{2}}$P$_{{\\\\mathrm{{rot}}}}$ alias', fontdict={'fontweight':'bold'})\n",
    "ax[1].text(1/(1 - 1/P_rot), 0.6, 'P$_{{\\\\mathrm{{rot}}}}$ alias', fontdict={'fontweight':'bold'})\n",
    "\n",
    "plt.savefig('plots/rvs_ls.png', dpi=250)\n",
    "\n",
    "fig, ax = plt.subplots(2, 1, figsize=(8, 8), sharex=True)\n",
    "plt.subplots_adjust(hspace=0)\n",
    "plt.sca(ax[1])\n",
    "\n",
    "norm = Normalize(vmin=lco_data.time.min(), vmax=lco_data.time.max())\n",
    "cmap = cm.get_cmap('Purples')\n",
    "\n",
    "phases2plot = np.linspace(0, 2.91, int(1e3))\n",
    "twocomp_sinmodel = (\n",
    "    modelparams_291[0] + \n",
    "    modelparams_291[1] * np.sin(2 * np.pi * phases2plot / P_rot) +  \n",
    "    modelparams_291[2] * np.cos(2 * np.pi * phases2plot / P_rot) + \n",
    "    modelparams_291[3] * np.sin(4 * np.pi * phases2plot / P_rot) +  \n",
    "    modelparams_291[4] * np.cos(4 * np.pi * phases2plot / P_rot)\n",
    ")\n",
    "onecomp_sinmodel = (\n",
    "    modelparams_291[0] + \n",
    "    modelparams_291[1] * np.sin(2 * np.pi * phases2plot / P_rot) +  \n",
    "    modelparams_291[2] * np.cos(2 * np.pi * phases2plot / P_rot)\n",
    ")\n",
    "\n",
    "plt.scatter(harps_rvs.time[harps_rvs.time > lco_data.time.min()] % 2.91, harps_rvs.mnvel[harps_rvs.time > lco_data.time.min()], c=cmap(norm(harps_rvs.time[harps_rvs.time > lco_data.time.min()])))\n",
    "plt.errorbar(harps_rvs.time[harps_rvs.time > lco_data.time.min()] % 2.91, harps_rvs.mnvel[harps_rvs.time > lco_data.time.min()], harps_rvs.errvel_withjit[harps_rvs.time > lco_data.time.min()], ls='', marker='', color='k', alpha=0.1, zorder=0)\n",
    "plt.plot(phases2plot, onecomp_sinmodel, color='grey', ls='-', label='1-comp fit')\n",
    "plt.plot(phases2plot, twocomp_sinmodel, color='grey', ls='-.', label='2-comp fit')\n",
    "plt.legend(loc='lower left')\n",
    "plt.ylabel('RV [m s$^{{-1}}$]')\n",
    "plt.xlabel('time % P$_{{\\\\mathrm{{rot}}}}$ [d]')\n",
    "plt.text(-.05, 400, 'HARPS-N RVs')\n",
    "\n",
    "\n",
    "plt.sca(ax[0])\n",
    "plt.ylabel('relative flux [ppt]')\n",
    "plt.scatter(lco_data.time % 2.91, lco_data.data, c=cmap(norm(lco_data.time)))\n",
    "plt.errorbar(lco_data.time % 2.91, lco_data.data, lco_data.errors, ls='', marker='', color='k', alpha=0.1, zorder=0)\n",
    "plt.text(-.05, 60, 'LCO photom.')\n",
    "\n",
    "plt.subplots_adjust(bottom=0.1, right=0.8, top=0.9)\n",
    "cax = plt.axes([0.85, 0.1, 0.05, 0.8])\n",
    "plt.colorbar(cm.ScalarMappable(norm=norm, cmap=cmap), cax=cax)\n",
    "plt.ylabel('jd - 2457000')\n",
    "\n",
    "plt.savefig('plots/rv_2compfit.png', dpi=250)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figure 8: the Impact of the Period Scale Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x792 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(12)\n",
    "\n",
    "# generate some noisy data\n",
    "n_pts = int(1e2)\n",
    "t = np.linspace(0, 5, n_pts)\n",
    "sigma = 0.5\n",
    "y = np.sin(2 * np.pi * t) + np.random.normal(scale=sigma, size=n_pts)\n",
    "\n",
    "t_plot = np.linspace(0, 5, 1000)\n",
    "\n",
    "fig, ax = plt.subplots(3, 1, figsize=(8,11))\n",
    "plt.subplots_adjust(hspace=0)\n",
    "\n",
    "for i, eta_3 in enumerate([0.2, 1.5, 10]):\n",
    "    kernel = tinygp.kernels.ExpSineSquared(scale=1, gamma=1/eta_3**2)\n",
    "\n",
    "    gp = tinygp.GaussianProcess(kernel, t, diag=sigma**2)\n",
    "\n",
    "    mu, var = gp.predict(y, t_plot, return_var=True)\n",
    "    ax[i].text(0, -1.8, '$\\eta_3$ = {}'.format(eta_3))\n",
    "    ax[i].scatter(t, y, color='k', alpha=0.5, ec=None)\n",
    "    ax[i].plot(t_plot, mu, color='k')\n",
    "    ax[i].plot(t_plot, np.sin(2 * np.pi * t_plot), color='hotpink', ls='--')\n",
    "    ax[i].set_ylim(-2, 2)\n",
    "    ax[i].set_yticks([-1.5, 0, 1.5])\n",
    "plt.savefig('plots/eta3_impact.png', dpi=250)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figures 9 & 10: RadVel plots with and without assuming diff. datasets are correlated\n",
    "\n",
    "Note: must run the following cell before either of the next two."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_gp_post(correlated=False):\n",
    "\n",
    "    # this code follows the RadVel GP tutorial, using K2-131 data from Dai+ (2017)\n",
    "\n",
    "    data = pd.read_csv(os.path.join(radvel.DATADIR,'k2-131.txt'), sep=' ')\n",
    "\n",
    "    t = np.array(data.time)\n",
    "    vel = np.array(data.mnvel)\n",
    "    errvel = np.array(data.errvel)\n",
    "    tel = np.array(data.tel)\n",
    "\n",
    "    telgrps = data.groupby('tel').groups\n",
    "    instnames = telgrps.keys()\n",
    "\n",
    "    hnames = [ # (this data structure is unused by the updated version of radvel)\n",
    "        'gp_amp', # variability amplitude\n",
    "        'gp_amp', # variability amplitude\n",
    "        'gp_explength', # exponential decay timescale\n",
    "        'gp_per', # variability period\n",
    "        'gp_perlength', # shape parameter\n",
    "    ]\n",
    "\n",
    "    gp_explength_mean = 9.5*np.sqrt(2.) # sqrt(2)*tau in Dai+ 2017 [days]\n",
    "    gp_perlength_mean = np.sqrt(1./(2.*3.32)) # sqrt(1/(2*gamma)) in Dai+ 2017\n",
    "    gp_per_mean = 9.64 # T_bar in Dai+ 2017 [days]\n",
    "\n",
    "    Porb = 0.3693038 # orbital period [days]\n",
    "    Tc = 2457582.9360 # [BJD]\n",
    "\n",
    "    nplanets=1\n",
    "    params = radvel.Parameters(nplanets,basis='per tc secosw sesinw k')\n",
    "\n",
    "    params['per1'] = radvel.Parameter(value=Porb)\n",
    "    params['tc1'] = radvel.Parameter(value=Tc)\n",
    "    params['sesinw1'] = radvel.Parameter(value=0.,vary=False) # fix eccentricity = 0\n",
    "    params['secosw1'] = radvel.Parameter(value=0.,vary=False)\n",
    "    params['k1'] = radvel.Parameter(value=6.55)\n",
    "    params['dvdt'] = radvel.Parameter(value=0.,vary=False)\n",
    "    params['curv'] = radvel.Parameter(value=0.,vary=False)\n",
    "\n",
    "    if correlated:\n",
    "        params['gp_amp_harps-n'] = radvel.Parameter(value=25.0)\n",
    "        params['gp_amp_pfs'] = radvel.Parameter(value=25.0)\n",
    "    else:\n",
    "        params['gp_amp'] = radvel.Parameter(value=25.0)\n",
    "    params['gp_explength'] = radvel.Parameter(value=gp_explength_mean) \n",
    "    params['gp_per'] = radvel.Parameter(value=gp_per_mean) \n",
    "    params['gp_perlength'] = radvel.Parameter(value=gp_perlength_mean)\n",
    "\n",
    "    gpmodel = radvel.model.RVModel(params)\n",
    "\n",
    "    jit_guesses = {'harps-n':0.5, 'pfs':5.0}\n",
    "\n",
    "    likes = []\n",
    "    def initialize(tel_suffix):\n",
    "\n",
    "        # Instantiate a separate likelihood object for each instrument.\n",
    "        # Each likelihood must use the same radvel.RVModel object.\n",
    "        indices = telgrps[tel_suffix]\n",
    "        if correlated:\n",
    "            like = radvel.likelihood.RVLikelihood(\n",
    "                gpmodel, t[indices], vel[indices], \n",
    "                errvel[indices], suffix='_'+tel_suffix\n",
    "            )\n",
    "        else:\n",
    "            like = radvel.likelihood.GPLikelihood(\n",
    "                gpmodel, t[indices], vel[indices], \n",
    "                errvel[indices], hnames, suffix='_'+tel_suffix,\n",
    "                kernel_name=\"QuasiPer\"\n",
    "            )\n",
    "        # Add in instrument parameters\n",
    "        like.params['gamma_'+tel_suffix] = radvel.Parameter(value=np.mean(vel[indices]))\n",
    "        like.params['jit_'+tel_suffix] = radvel.Parameter(value=jit_guesses[tel_suffix]) \n",
    "        likes.append(like)\n",
    "\n",
    "    for tel in instnames:\n",
    "        initialize(tel)\n",
    "\n",
    "    if correlated:\n",
    "        gplike = radvel.likelihood.GPLikelihood(likes)\n",
    "    else:\n",
    "        gplike = radvel.likelihood.CompositeLikelihood(likes)\n",
    "    gppost = radvel.posterior.Posterior(gplike)\n",
    "\n",
    "    return gppost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Already on 'master'\n",
      "Your branch is up to date with 'origin/master'.\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "RadVel version: 1.4.9\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x1041.43 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Figure 9: uncorrelated datasets\n",
    "\"\"\"\n",
    "\n",
    "radvel_path = '/home/sblunt/Projects/radvel'\n",
    "\n",
    "# change to & install the local radvel copy for now\n",
    "current_path = os.getcwd()\n",
    "os.chdir(radvel_path)\n",
    "!git checkout master\n",
    "%pip install -q . --upgrade\n",
    "os.chdir(current_path)\n",
    "\n",
    "print('RadVel version: {}'.format(radvel.__version__))\n",
    "\n",
    "# first make a plot with a previous version of RadVel, assuming data from\n",
    "# diff instruments are uncorrelated \n",
    "GPPlot = orbit_plots.GPMultipanelPlot(\n",
    "    build_gp_post(),\n",
    "    subtract_gp_mean_model=False,\n",
    "    plot_likelihoods_separately=True, \n",
    "    subtract_orbit_model=False,\n",
    "    set_xlim=[7780,7850], \n",
    "    telfmts={\n",
    "        'harps-n': dict(fmt='o', color='rebeccapurple', ms=7),\n",
    "        'pfs': dict(fmt='^', color='hotpink', ms=7)\n",
    "    }\n",
    ") \n",
    "fig, ax = GPPlot.plot_multipanel(nophase=True)\n",
    "\n",
    "ax[0].lines[1].set_color('k')\n",
    "ax[1].lines[1].set_color('k')\n",
    "ax[2].lines[0].set_color('k')\n",
    "\n",
    "# remove the PFS points from the HARPS-N panel and vice versa\n",
    "# (this is a little hacky, apologies)\n",
    "del ax[0].lines[3]\n",
    "del ax[0].collections[2]\n",
    "\n",
    "del ax[1].lines[2]\n",
    "del ax[1].collections[1]\n",
    "\n",
    "plt.savefig('plots/indep.png', dpi=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Already on 'tinygp'\n",
      "Your branch is up to date with 'origin/tinygp'.\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "RadVel version: 1.4.9\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"
     ]
    },
    {
     "data": {
      "image/png": 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YWFhYWEwxrKC3sLCwsNg2jh49Ou4h7Ci21prwWv64h9ETrKC3sLCwsNg27r///nEPYUfRavhoN62g7wtCiKcIITwhxItEhLcKIe4RQnxICLE07vFZWFhYWFisLzcAAL4XwPfCMY+mN0yMoAfwRgCfjP++DUBNSvliAO8F8EtjG5WFxS5HGE5HK2oLi0nAhhL0IQLfCvqeIYR4LoDTAE7GL90K4EPx3x8E8F0533u9EOKoEOKo7+8OF4qFxU5j9ezWuIdgYTE1aGy2AQCBbwV9v/iPAH6b/b8EYCX+ezX+PwUp5dullDdLKW8uFAqjHaGFxS6ClFLFD7fWmmMezcUFEgQW04lWwwMAhIEV9D1DCPFKAEellBfYy8sAFuO/F5AIfQsLix7gtQIl4Btb3phHc3Fh9dzF4UG5WOZpwmsFCEOpWfSTLvDHLugB3ADgViHERwG8HMDvAfgGgFfE778CSezewmJoWDtfH/cQRgavHaDdCgAArboV9DsBSrW6WCz6zdVIkfzCRx7Cm1/zPtz3R8CbX/M+3HvnsTGPbLQI/BBhECIMpBLwy6c3xzyqzhi7oJdSvkVK+VIp5e0A/hnALwJ4JwBPCHEPgNcC+N1xjtFiurCx0tB+t5v+xGvk/cJvBwi8SNDvlhSg3Y7lM5GFS4qV1/Ih5fQSIZtbHu698xj+9I2fwKljy4AETh1bxh+/4a6pFvZkyZPAB4Ct9daYR9UZYxf0HFLKO6SUn5ZShlLKn5ZSvlhK+UrDrW9hsS2sX4gEfDN2aTc22yruNi0I/BC+FyIMJfxY4E+z0JkENDaizb7ViBSrzbUWvNirMo1o1j185M8eyHzvo+/Ifn0aQG77MAjV35NeOGeiBL2FxShB2je5VpvM8vLb07UhJ+7FJI64cmZ6Y6pSJgrNuKDWUzuK4frtYKq9Ke2GhycfzaZPPfHI9NKqlNs+kMp9P+keQSvoLS4KeO0AGytRTJGsd9qEfS/cNYUvuoEsi8S1GG1GwHSz7yPy4Xjcp6RgkCVPSpbXDiZeAAwCqsvQbgU4eGRP5mcuuzr79WkACXeuSE/6fbaC3uKigNdKylWqDdkLds2D2isoTsxZwTS3aWbft5vjKUfqtXylQNL5OVFrWtYVIfBDrF+oR+vLC/C9P3ZD5uduvyP79X5BXrhJACl0GhlPCf3JDotZQW8x1aC4tN8O1INqWr27KU2mGyhOHAZh7FpMCEPtKeMhcGgKzQ6y3tutQIV9aF1xIb/b15MJUpgDP1pft9x2Lb7rB5+OQ9ctAQI4dN0SfvwtL8Utt107lPMtT1C4aYUr0ezZ2g332Qp6i6kGVYUj9zzFTgFE2rhhea2cmew0mW4gd3EYb0RBIJWrlTwZ0wjfS9zkO5nf7bcDdc25srhbBEC/8L0QfjvQFMgwlEqhHjbfsz5BbHYKfSkBz2L0k+R5yIIV9BZTDcr15RtvELvZ6IHlm9akp8l0Q8S214U9uRUnnRm8HYRBQsbbSYs+8EMVAgrZugp2iQDoF9TIhbgf9955DJ/+wDdx6tjKSNLrmnUPUsqJqEJHijLNXbPoreveYpygXPGVi6zeOW0KtFHQpitDmVginDUbRFbJbi8uw/N7ubAHImt/WlPseJy0uQNcBHqeuPKoLHouBCZcAPQLc32NOr0uiJXWZt0beyEis/RtwryP9pVJhhX0UwgegyYmMlm2FwvIBU8dpriLngSC+j8W/tPAvjfnxIXNuEhDo/QkcHc5/b0TpLzNWIGmtcW9QpEyKTUla1rAFeMwCEeeXkf31WtFIZJxQln0oWTCXlfyJhVW0E8hiMDitZOHo7kVacPTXPYVSFJ/yAWvV7HSXYD6AzsdLOkkZigVB4GsjZ0WPKRcjpJQRaVHeQhmJ/LpTZcyXW9Aj9FPOhu7X2hpZYEceXodxcE9VulxXDDJljy7YtJbQVtBPwUgdyy5E9sNL4rTesnDQS5pcuVPK4h8R+5bEt4y1C0RgDPTdQ19N4IUOD02n/xQ+GInXMm06a1fiMZEhKpm3Ru6ItXYbCsWtEmsHCW4p8jkeWgZDxMuAPqFGRIadXodV9TH7W2jKocmB8O67i1ywWOlYZiQeMzf9DnavEwLHUjSPsiCIhc0fzjInbkT8cteQXNT82fs3V42SPossWF9L1DVyXhOM48rylAyMp5UMXvamHdCEI4iTk4KHCcH8WI5ZHmMekPy2oFya1NMlWKboyg1TJaeyYQeFXioICKl6VXSAOYpmiLXvfKQGXHpm//FNbjpe67GwSOLgACqSxhqep35/I4TXsvX7j9/zuj1SS2lbQX9DoEEEFk5JJy9lq82RnJx0u/6RlsJZnJRUuw5qqOt9xsn4a+7q2NB30oanJBA3YkHh4Qabfq+FyiFhK4Bzamx0VKeB7LMyUuxsdJQxyKhRp9ZuxC957eTnOaEOMMsdoMJrT+so9lMpJRKOSOrm+bdrHtDizvS9dVi8zkpX6MEL1xDMU36ze/PsJAIXN0zA4yGgEprNbHiEwWKW3dmxsNux1qcsqjmHSYGyMEji/gP/+sVeM6/D/Edr8bQhHx0Pplay+MA574ACUlQ7Rvx65NaZtoK+hGCp3bRJr++HAkpEs7tVtJOlFyc9Ntr+UqY1zf093j+rtpY68xd7QUaScQsEtNu+iNNJVPhhHjhU24zFwR0DYgw2G766lrQtSMlqLnlKdcZNaWhz3gtX/NiRK8lVaxMF6sMo9xyLhRDwwLeLpSC1fTVPElBoXG36p4qYrPd8rQ89ccMR9B4eE79sKG8Se1AeZFI2aIubqNwv5oscL7pjoKAanI/zH4CpLilMh52eWpjs+7Fz4v+nHitAN/+6uP4H//3h/GlPxF48H0Yauc6rqCPM4OBF8kBdK8p95TRPj1psIJ+BOAxyqjZRqgsGdUxLf7NrRyyyhLrN9kY6Xu8cUaee16zUtkDGR0zUQ5G2VmLBDwJsPpGW82XNkO6BuSJ0K9TuvGMFxfqUK5guoZeqDRsk3mdsrLCpFIeZFooDsuiV4TIVqCuc1YzHdPaHxSkMKTT65KNCVKOzHXPOQJZyhbluQ/bKtNCFcySBvTw1rBAzyFnnweaQGdxXKZ0THq/8m7w20Hmurr3zmP49ucv4Mzja4AUaCxjKHn0SmHK4ECMA8TxIQWn3fQ15VK57ic0PdcK+hGA3HteLMR9j7Hf64mANxcJCSdNYPtRnD5Vp91PLzL+vcRK1S0Oeo2XhB0WyNrx2kmsnISx1/LjlqlhiiBozkmbb10X5lz5MYWbJmRyqt8pS6Sd3pC5YrTdFC3leWHCTbmy2ZxoLqQEDGqFKsWGzSNP8RlFPrIZNuLs91GWhM1yndM9HsWmqz9jMhEAoV6UiNdAD/xw11clNL2EdB8//p6vZn7+b9/6hW2dj/ZQmeFFGAcCP1KUad9Y0SpuBhNffdIK+hGAXNG0kXOXsinE8wS9Ykl3EOap9wxrQm00vJgH23yG5UYlTXvtfD0dK6+nrW7TA5E130wvBf1kdAsz42WBl1wLiilqLtZUqoxumQ1aCpcEdXOrzdzVMT/C6JrHFRuaC3E4eoWp2HAFT7euEwG0udocuivZMxRXc82ZruzmkISwbmXq93AUm67ifoRSW3fK0jNCRmEwHV3sAlOhigXbmePrmZ9fPr21Lau+zkIkk5ARYypy1FPCb0ceO/KUTWpbYivoR4AsUlw3QS2l1OLophWUFlDp93zN3WVsRIzZP2zritzUPgsnZM6XkeG6zZfHuFPjDgzryRAu3DI3yXimi5VvJNzip1BDvyAXNr8OpiJm3tftlG9V3qOWbj1Hx0wrTDKUWn2F7YJCMylliwm/LHLg6pCIclrGRM76GCa4a94k5AHp55uUzl0v6FP3N7rGSwdncr+znep4pAiq1El2X8fRbjlPkJOHzNyvJg1W0A8Ree51Hl/KE9RhhgWU9Z7XCrSSrp2OnZDNEgGXxTDv14okbBnkQZW730Ex0ayvHuabZSFlejAC3XVLc+Pny3LNm/eIFKJBLc48JY9fE/Oc/D1u2XdLwwv8UIv38/nS8ckCTch6oQobDQNmbJ4LeTVf5lWi6zus8EHIXOecjwFEytawUhnNzofKexAmzyKQxZWYlkJMYXIf2b19xosvzf3Odqrj8fVq3tdxFP0yFTmOlbNbI1UuhwEr6IcIsq5MK9QU1ECaZMI1VnOz5huJyRCnBw+A6s5GpDMeqyWmObd8aUyUCdAvKOVGI9OZFn2WFWto6PwamNeCW+hmepzfTqxYjZQVpJn1Keva9Kwwyx8YvKVrWsnTG2CY8zU9CTznvFsqGnFAiPAJ6C5lgBUQqusu5y9/5YGB5mdCpfUxQW56ZRIyZPIsDMvy4WlsZk7zMAUskUvbKYteVyDV/fciDoypyO02mCEuaayvS6+dg1sUmd9d3F8b+LzJHsr2uficg3rbtgNSGDPDQVICMtprxl2mNw9W0A8RtABNUpza8EPJCEq6wOOWqtkUg28kaeuXbaihrjyoTTDWhGUo1Q8v8NFPEZ31C3WQ671ZT1uLptWdEsYZLFpu7Zl1w1PfCZNxm8Qoc9PVBYAufFrM8qLCJ1zg9iuIEm9O0vhCC0ew680tI9Pio+P0UndfVyaSa8OPpzI5NlpYWTuv3n/wW9kkqn6RpdiYa1ZjqPvDFXyZSnHIlcTtW/SBHybKrBEeMwU5Xe92Kw5jxSGUccaXtwMKy2lKOAtF1NebcAt5YiRbAegFaWMpua/jcI/3QvAM/HCkmUzbgRX0Q0IYJFaK6d4zXZr0XrI5h0ZN8pClCyWCDsgT5vH7UoJbNim3fY6C0I+butXw1SZGm15KsWFz8700SSxVSSwINReo/p7U5mm6wM0GE7rbXhe0/Luk3Hhx9oG6LrSZ9PHASilT3hyzRCZXfvT7Z4ZfkjRIunZm4ZcN1lCFC5GsUABh5ewWzq+eRRiEeOjYt3ueWzdwhcnclPm644raUAV9mCFwZdqlvh1Qa1Y+bu5B4q+TW3ntfF2lM3KlZ7eBwnL8OnNy8eq5BtrN7GeFamcMAt9Ir1NeySDccfc4X8ud+AF+O2HfTxqsoB8S+MOuF81IW9jJezx1hG8iXHglgo7eU7FBw2XNz8k9BSYpSll+A1iv5C7mWj13s+kWbHJuM92IXIDJfKVWUUwT5pqyFLvmZeKi5xakdk7j+nMrmdjx9fWW5o5MBG7v18T3QqUYmHnUWSGHrNBLHsGQj5WE6sZyI6UYqesfyLiAkL751jebcIQTse43h5fTbdb/1pVPQ3HN8KxsF1neAjonrXVqQDMouBKYrL1kLlzwkSAgVjZ9d9JroedBhXyYtyTwQ7bHBajNFzO/u53GNpw8yj1f5CXZSayc2eypHoLX8mNja/K8N1bQDwmaoKfNj8XL0+7MdIxWt8ySxW3GHTWByCx//bssts1CAqblRa64biDCnmkhR/NNF+rhrms1LqM8q+aeN7weZpaAZg1yN7ifCHsu9NV3DXexb+TB8r7iUUxVLzDU0733knRC7s0xK+9lhV9Miz41Xi9Qx1xhXQn9dhL/JSHixUWAGlteKr7veW2UimW1doaFrPx9fs9kbF2bMfphbdbmc8SVR1onW2vNbblUk7WRpYhH7+XxKYat2Ow02qyUNN+nVs6vKuVpfn8587vX3Xhw4PPy54MrWsP0BvU6juaWp+03eeDevEmDFfRDQpZbj1vlqpmK1F32pgADsol6vD69qRyYlrNpQWlKgFGHmysfnRbxxoqeRsXHm01QyrJiEwuXxkLH5IqJKfi02H2YnlNKeQkSciJYfj6kTArSkIUnk0p53PXWr0VvenPMa6GNWSMKpq1fvm74sSn+y+8/V7hI2KxluEzbXgulYhlf++wJfOGvz+C+PwLe/Jr3DZzrbCp53CtD94w+Z3pM+LXYLqTUvVjkyeDn2m4vc+59A3QGOs05L4uArNBJdel2g1lhku77Iw8dx2Y9yqFfP5dd9vWh+58c+Lyc2DaqtdMLKBW1l/tH++Akem+soB8STMtZE6SGW1i5orjVZ1jlGmGLWUP0PhcGpjcgL69Yi3NnuFE7uaXSQiZMCZg892zK7W6QAXmbUX1eYaIYaZ4KmaEUpTkJnNhGY81rdBL4YVTFjykGvW7OprJhXguuePH7l7U2uCVqWqk8u0Hb/HogKXm+h9Un2vjQ2+/D1rIPSODUseWBy5Xy6o9ARow+MLxb5poektVDwt33onXF2xPTOqO0z0FhKq3m8wXkPzs8ZLUb0WbeSf5MlIpltNtxeu1aNsfn1LHlgc8rQ5kKY4VjuJbU6rsX4T3q6pPbgRX028TWWlPVYFebrsy2QGmBkoWjl3eM/ufxP3rNdGcr4R+mhYEpaPl75H7UUu/YptupyU0qVscEqqltZ4Up+Pf45/l8eT36PAUly0vBsxf4RkAbhdY1rUOs1hRe3SwHJdSZQqVZfX5yjek+JvNN5kqKDh0rqaut37/cSoCGYpOHx7+ylvn63771ix2/Z4I2MippDED3urDrwCvy6etge1YZTxfkZZWJDKfFeLfp7uX3EoDa+DlPJW8+piK328CzZlLXUQgIISBypEih6A50TvJcKmIqWdVsb9kpUNZEL+unxdbk6rmtkbSjHhRW0G8TrYYfNzjIjg9rhCtfF4xcSKcJZOkYveaCZxtn2g2eHd83iWLmJpiVOkKu7izCXRiwcAKbK4+ZA6YQMEINbL5Zlr/+mSzrmAlRYz68xG4vrlsV62bu6E5YObMZFS/qoLyYLs8sL4/+PT0Ewb+bqhLIFAb+Psf6ZhJLbTeyr0G/DVeI1EjXncakKV00ZqOxjRkuGhRUH4AsP7q/RIZLVU3chqAPjPVI5/K9sOu6Uvn0E+jO7QVZBa9MyJxL6w94zc0qdB4Lq/XjaRsGOnn3Nusb2v/kcQsDCa81/JbM24EV9NsEEXFMAcYFF2+4Eb0XpgSfKYy5EKCFxoWFEuKGVW667MMgLw1OamMD9BxwEg6mhZQaV447OlO4ZSg9fltXPjRL2Nevl0kmpPHo1nzaAl45u9VX3IyTKTtV4Wo1fJXeZt57rpBw7wffOLlClxUDNq9xXvES8/5x1Jtb2NjKtuQHBbnL1fph+fumspUlKEg54+/3izpjta+eq6fuLycJbpepbXpWaH147e6beeBHlumw3M3D6hHQK9qswFd035nwjveI2kI26/7yawZj3dO9ovVMvRl4eC46/WDXtJ/vZSk4p8+dBAA8ee6E9tnNuMdJGCThpEmBFfTbBHUv4nFVQK8GxoUykFHtLUcQcGGNuFkMfd903ybu+VAtNHJnkqbZMhm0hoZMgrG+0U7a6W4mhUJU4xk25oQdL5lgy3LtS2OzN1IRyWXP5+vx2L9uzWtKk3Ed6D3VprTPDYFbzltrzVxrMFHy9HuYdW9M4iJXXMxropcuZh6ZvHh4mF/4qFgowfOj10vVbFfq0qX59cqzYF5nrrSYc8mqQMjXKxVk6ReqXWwoM6sY0lo2lex+QO5Xzqfhc6LiUd2wHqdDDgPD6hHQDR6zoIHoOnIXtpQSEAJSSlxz097MY9x+xw0DnVsa+1FWC2Zg8Gux0seay+IFbNSzG/lQ6C8Me3f37xTGLuiFEM8RQnxGCPEpIcRdQoirRYS3CiHuEUJ8SAixNO5x5sEUNNyFzgU1X6Dk9tQEAlltOe1VgTS7XS1A1iAmq7IaVezjRCVdWCTMc2oRS+PgVj7NTxe6GeGIIFEI+HtZZDovq5a98R4fJz8HXSdNoDKrgzTsfsHDFKTIZSGlcHHvhpbdwO59ipWvK310Xk0xCjOuh6YYRe93a3F71bMWM19/1c88r9dLo83bVPL49TC9Kqk1F3+33oEX0gk8Bp+FVkbN+X7RjNMUzXtotlDuhrVz/XmUOqGx2d6R2O/KmU2lcCfPVbYH4/oXXYXDN82hugRASMxfUsJL/89n4pbbrh3o3ClFnb3On/1BWzqrGhob3ddep5CFCcmfhx6/s1MojHsAAJ4EcLuUckMI8QoA/wnAuwHUpJQvFkL8KIBfAvAr4xxkHvhGwjeDLAGUdsGmLXLTdU/H4t/L2lDNEqxEYAESprnJnOdj4K+ranahNGrz65Ymz8nOEmyml0J5NjLGra6FQMZ7Ogs95bo3Hixybw7aapa7fb24I1+5mv4cF3jcHa2x5nPmS685rhO9l+WxMdZUHrGNjp2XUUDYd2UNs3sqeOS+C1g738DBI0u4/oVX9L0hmwqi6WHg1gxvU0x1CsjbBWSHG3oBtTbO20xJueXrsl/4XvQMmVyIQdznw7LoKWTiOAIQIvo9ZISBnjtOiuvmalNdRxFb80IInHusjie/vYXWJlCaD3Hddy7iyDMvGfj8pMdsGYo6rXVaO40+Sndz0P1bPVdHbS67BoA6p2m0BD4cEXnGRE6J33Hk+3fD2AW9lPI0+7cNwAdwK4APxa99EMBP7vCweoaKTUpo1pVm6TOhD/TWk56/1sv3yHIiq72+0VJjIdcXka60Y6dCCpEVK4RIKQRcUJtCRhdOehw+rz3rIPM1iWdUjYp7MEihGdSKIkvCjIGb6HQtUp4eY9z0XcflSl66YxdfUzqvQ1esogF3n+/8/hJu+/Fn4htPfhY/8sOvwGNfP9f39THDJ37MQufXIfEmtdTcslr39moVmyACbB6oloBpBfYDGq/JOzAtzV4wLIuextFsBXBc0VVQDQIiGXIPJKTEBmt+RV6F88e38NnPH1evt9dc3Pf3Z1F1T+K5A1r0dJ1NkihX9IFtrB3q6Fj3EIayo7IUhSySa9HyWiiXOl9ztV4Yl0CI4Stk/WDsrnuCEGIGwFsA/C6AJQAr8Vur8f9Z33m9EOKoEOKo74+nPaBpzWubvZH+Rpaymd+dJ/hUNziP3Ojse4ocE8fh6wlxBYByOXKodDPWWYtbV6aVyOeTYpEbQoa0/k5CuZugz+tlz2vRpz0YSbcwem+7cUyyBs1zEszWrKbAzfK8pO89m1NO/N7kNSRpm9kKRi9oN31UqxV4nof7779/IEvXFJ5Jff5krGSpUzyUar9zLwi/Hv2i3fQ7WslmV71BBC15J0z3LRWP6vdYwwDNx2sHI2ugEvjRntPLPTr5jex49VfvOZ75ei8gJcK8ZirVLdje2qE9w+uhXbP5jLXbUeGpTjAVkn44AaPCRAh6IUQRwF8D+C0p5YMAlgEsxm8vIBH6GqSUb5dS3iylvLlQGI9zIsvSBeK+8UaOL2mgJJSDmJnJG8TwLllUrIGsI+37UmqsX4p1dnPf0ti8VqC5vFWamCZc9JRATh6kFDoeVzaFjxJuFE6IFQyNKFhPQg0010Sx8dR46bi+cS3pt9cO1IM/iMXFwUk1plcDSNr6agoRI2uZvAPuym5qruxQ3WMgp2MXi8UDOrnMDAvkgln6QgjUalX4vo/ADwaydE3hyRUbWqukbNF7tD7pMyqFakBhFfhhT+lLecpar+dQ654pNlmVBzmyYujDct2rNdVOmh4NG6ai3imFsL6ebVWvXxgsfg7oaa0r6xeSN6REq+6l0u96RWbqZZdrSMQ6WtdBGMB1dVnjB37qO/zZpfok4+xVP3ZBL4RwALwLwN9JKf8ufvmTAF4R//2K+P+JBG8uwklmylJlgrphMtlJwMukhCZvdZto7tGxaMHQptlueEo7VW6uHty3lK6iC7F03JcrLmbXPPP9lIUZk/r4vKlwjQyTFrfU/KPV8NUGRhsLXQu6Nl7LV0KUXuPXZNB4r4m0wI2uKTHEk3zZbIFreinCIOlsqNqYNn1N0dPPy9PzdL4DV7gGKQYjpYRbcLG4sBS10R7Q0s0KRfF89rzKYNyTQd8ZBGEoe9roTfJfX+dgCk0/1/nh49/MPNYwQPtMo94cWfqW6cHIus7kis5raDO7Z/CQAr9X51fOaO9FIcnIMPFi8nCvIE+cVlq3y30Jg4g7c+zhb6HtZZP3Hj35beM7yfXjxbqWuXcrxrD2rG4Yu6AH8CoArwTwI0KIu4UQbwVwJwBPCHEPgNcicudPJMxN2bTMPSa4KMa1ei660RsrjaRhCTVZia1JEtwylOrz5nuBHyottR/XYFaHND3uq1uNnd7nWr+ZgqP4ArEwbmx5yoJbNZrK0O8wCNWDQJ/hufz0YNBrdE0Gdc8CwLnl05mv83lKKdU8eAUsXvUuxR9gD7m698acuCeCjsvDASYRzFS2ZCiVspcLHh+UEm7BwXfe9CJACnjtwYhl3INB599YaXa1kHwvcuub3o++x8CUJwC5m7BZ7KYfpcgMNfXrFeD1C4Zm0cfKx9e+/tWhhQNS5+gQXnnkxLcAJF6Ly582n3mM73jx4A1t+HNsEt5o78tKe+uGxGDQPW6dQApluVjTCuQEgQ/HcTLHqMjDhgFARg21mY7aW++MW3/sgl5K+T4p5ayU8tb452eklKGU8qellC+WUr5SSnmh+5HGA9IKTXcSWaP19ZbawKkDnLJiGZmE3NtmT3v+N0/NGtbYeZ16zSpnbnwppUZMo8XL61G3GdufXIrEFyBhvLnSUB4HeujoGvBcaBWiiJUlUmYCP1TCll7bTvUp0sRX1rKXFy/Fy6ugmZa3GcejcdfXW+o7JNjpPVoDYL3seVYEMdRNIWPG6IHsNKELK2dTrxULRfiBDxGTjyrlCrbq+QWBTJD3xDw/KV89hUxoc6MypwPevzDQLfrHn3gYAHD6/Cntc6bnqZ8qgEqpihW5XrwPYRgqa/fM+SfU68Mi45164kTiPRwgHNELzLRN/mwGYXK/hBDYd2UNP/gfnoc9B2YAAey9fAY3f98hPOWWwVn3dK+klJDQr5vaA7sQZU2QdxRIk147gZR4MxTR8pJYveM42nXh+6O2L9STUKTyXu6QO3/srPvdDlpwMt48adNbPZe0P51YSKnVsOduaMcVWi1++gyPWwJJjFURXGJ2NaC3gJ1EUGxN5LBuaUNVdc0zYulZmjspeaSMdAN9L9UK2E+sd430aGz0WVbB8to57N2jb7blUgWr68twXYEAQKlYwUojm0yVhfp6C6Wym/Lm9NvAIyGFDhY7B9Kue7KqWq2G6tQHMJJnEJVr7iV3mkDCjoQ03ddO8Pw2ioUSAGhCalgW/fLKcqyED1YboBeYilxeGhtZ9c/+rquwuH8GDxy/C897zk146P4nt5X2p7w9fhul+Fqmzt1nOVz+fFI3Qb63eS0fxXJaHCYhM10hbbWbqJZrCAIf5VIFrVYDteqs+k6WJyhJNQ2UIr9T1fN6EvRxLnsnvF9KOX5q4Q5ic7WJ2cVKUkJWRgub3NWDpn7sNMilTO4ss6RpyppkaVRAMk/OMVAP3wQ1dTDhBz4Kbuflb14DFZNu5XhBfF3B6RfkAWk1PM0aSJEeDXJYplWQkc5TLJTQ8ppwXAfSBwSc1AbWCbxlJ5/voFkOlBoZBlE9gV5BGQhZ+ey16izqja1E0LNSvZz02gtMi6yXebbaTVSyii5I2TWVq7cxxaEkpui1mz5KleHZbGpNBxlFjeJnmvLoAcBxHbiF6P41mw2Ui2U47uDzDPzIi9hut1AuVTqOMQwk1pcbmJkvqzHkfV6FKbWKpVEIaGutiT0HZlPfy1MkwjBEpVKD53soFcuq+iTA9gVj/ZhpxieOn4Dj9VeVclD0ujreAUACmRUCJIBPA3hkSGPaFVg7X8fsYiVelAIy3qgGrdY0LuTVsg98obku6T2ykNyi7o6i44wqbjhstNvNvtJkNIugnShFFCeUzMLMKsnaD6hQiGnV02uDpNUBgFtwASmjTdjvjYzEQeRBs+jRoC05eQtUp49GZ6Q/8vOSu9x1C5ob1ffCuE56qKVg9gKTlNYpNPHE2RPYv3Qp/MBXrGwzditDCWxX0EtebjpRLA9cubCt43KYbnEt3BELeMoNl1JCOEIJ2Uazjpm5+Sw9sye0mz5WVldx+vwplEsV5R2pN7dQqyRCMeEMhWg3PBRLLqqz2dY/fV6tWdZ0Kgj0pkjp76WfD5p3qVBCo1WH47ga89503ZukRnr/ySdP49KFI/1fpAHQT4z+BQCOGD9XA2h0+tJuwtGjR3v+rMrTNbS2Qa25cUPFrcilFRq152FUtvP0tL5e3dTjxtkLTyIMQy3GRuBaOaAztrlVTWxfLnSB7af1ETjBkFLRzKp53Xqsk5DhhTr2XBJtlGRV+n6AYql3CUv3fVBFw0SvXQKzxgEkoQ4OszjJ+nJD3cN+QwWm56QTioUiNo0a6GZ8ebvXy/d9CBlVUnQcgXItYrwPWkY4D1khO0K5WFHER7LoXTcR9KEMUamUBhb0y6c30Ww0UCwUVT19ADh15nHtc6q+QUDVK7s3F6J9jeakCNQs88WEZtFLvQBOoVCM9gzDc0kdC03PCG/5OwiZcDvoVdC/DsCXpZSPGz+PAfh3ALJpy7sM999/f8+fpVh8qnraBLurOyE3h5vFAmlz55kE/bY4HTeEENjYWkMYhnAMM/LxU8e0/wP2MPJ7rOW3s9c7dbrrB0ksMc0LoCp0frt7dyyyvAizi5WobKrrIJQSoR9ibinDzdxhXIMKzSzwNdcPaE68UlseiPRoeiE6IffZ7gDHcZNrnbMHhKFUNRgGQaPRQLFQikIdBaGUtGGnaJkERo5qpYZGM/behQEcx4HjOigUI1HixNZ9Hu+lG7bWWwj8EMJocm96RzzmVetFUJvPasD2tqx1QUafRqI0tBelUIr02IgHkNWwjFv8O9WzvidBL6V8t5Qy02STUr5XSjmcHW4Xgdfa7rTQdguITBcaD4CM670DUC7QVt1LuoftElc9wXULEfM8w+TIssB0Qlx+cSBg+GEbrxUo97YKC7DfnfLIS8VyKuWsXCtCCKGIlkIIFEu9O/W44pMXI+8Has31SVTLs4L4pimlxOr6MvuOTiLtBCI3Jkpvb+NT5xciUiQNYSXDzm2Pu6Fer6NULCMIZHwfo+N3Ta/sE51qtTuOq0Ij+/YcwOLcEoSA4ggcOHAJCsU+4jAGWnUv0pO6CMCsaptZ2FhuxOV8dQuaGzJZ3yejL2t/61bOdmutpbgnWtqt2cBrSATNXtB3ep0Q4qFRDGS3QSNKdXGj7gaQ21nNiWm/pIly4T4sN/VOI6vuNFkLruMi4LE2YscyciIpd1oYY5uWbR68lh+lJCLZzIn8uLnW6piaUy5V0Gw1tLm6BQcHD1wOxxFxaCbsy/IyY9bbdRmregR9ui+zNshioQjPT9Zk22thfXNV/W+u6U4gZn6/zUn4tW57aSJZ4IcD8xkAIAgChCHgez5c1wGg1+7YLmieZq32PAghlMJRjWvuHz5yuCMprhMokyIMwnzrOQZvPNXpvpJCbHJdlODv8v3jJx/PfL2TJZ7UBNF7Qqj9Iw6LQgq4xZ2pgd/1jgghjrOfEwAOj35YO4t77zyGN7/mfbjvj4A3v+Z9uPfOY12/Y1q8g+YDTwqSHGlmxRq1AXYb0TAP9JDS5iERudAqpSqa7WSO5KnhFrxZuGbUfafp2CR8lKDoYvEUOCmNYqkFB3uX9kWsexmi3UwEfS8CiHfkA7YftuE8l37A3aknnnwUAHkw4mZEUqLe3EK1UtO+06t1nii0ej+JruNirvtGq54S9GEot52NIyXQaDQxOzMLP0jKWA8Da+fruWTPh49/K/d7jisU/8MtOIML+iCpH9ENdB27VS1UvBKjyBN/nvO+HwYhVlf16utK4ej0/LFa/dxwIhLg8ZOPIQxCVKoVFKuT47ovIIrR08/uZJvl4N47j+GP33AXTh1bBiRw6tgy/vgNd3UV9tyia255PeXYTjLIXalq3RvpO8DuJRoCwIXVqEubaRn4gY9quQbf96J8WCboN1ebmgtOIybG5Dzf6x4rHwbI5dtzQ5UM9yKlQTmuQKvdQtgSypvRy72la8CbIG0HNCfZZ+yan7fZjr5XLJTgsVBFGOg1yU3ltRM4d8DrwoXY3MquQ5DFAQmDcNvhDoQS9a065ucX0Go3e/ZS9AKvFVu/8brmXkop88/hOEIx3t1CFK93XNH3uKjcbJDxPdOCbrIqklyBM71cvsoU0T/HDZo8BdBrB5AZiWalYhmtnEqM2nyMsuE03rW1VYSBxOzsLMTgUY6+0Iug/xEAn5FSflJKeTeAHxrtkHYWH/mzBzJf/+g7sl8ncEY2pe7sBvDUIw6+EE3rVVkhu5RoCEQFZLLQajcxN7MQPbgsNxhgBX9YOlNgWPReK+gYKx8WyE2exTTnOHn6sfSLQkSlb2N2tOM6aDS2MDMb5Q1LKZNKfR3QcxOdHsErHnabFwcX1iq7wHHQaXWaYYdO4G7hqL9C/v198vzJ9Is5MVzfC7e9VtyCE1v0c2i3Wtqa3C4iD1ZE9swrrSzitcRBXIEbb7wRbsFBsVxQ4aF+oLJMsgS9cXfpeeDCFEjqyfNjKsY9y5DhDbry1oXfDhBm1JmolKtoxQomNxyCwNcMBc4L4PuGDKPfxUIBe/ft7X5hhoCugl5KeZeU0gcAIcQbpJT/PPph7RyefHQl8/UnHsl+ndBvCcZJwWMnO1MsOLmFHoq8yli7CRprl21UrXYTs7W5yBqUUt/EKJ2G1bKXmutPqgZBk4JGKxGYpLTUKjOYnZlPLHpHAAIolYtwCw7CoId6+eiPhd4PKDbbiwLRMznOELYakbALeInjjeXGwDHwglvQOB/thrftaze/VEXgh3Fql6/dj+2muJKgpePlheq8wEOxkDSzoUt98803AwBqc6Uos6Nf7kUOMS6L2JjUvNcFqWr4xe6hmUVEc42ErsxVlnwvzLRtovsas/7ZB1bXl/V6+H7iBVT7BjMYhMDAYY5+0e9ZXjmSUYwRB4/syXz9squzXyfsdB7kdnBu+bQiJnVL56CHnT9wvaQx7SowISClhOsWIntBiExrLNMiMMg9kwopJaqVGsqlioqfRulPUG78MOyNQd8Pc72vMfaRrrd8epOlTIUdGdB8rXMPXDckBMwextTheSoWS4o3AESEykH3CwpzFCuFyOKV0fzOnT2njrnd9E4ezwaAb3/zYWw1NlPZDGbFOrOq4eIlUd37vrMpYg+K7+vf8/w2SsVy6n5Gv5kgZ0WreOMvTrrj1SR5fJ8EMT9HdO9FpheUPAxRyeNY6THWYipGD6o8mox/UgX91OF7f+yGzNdvvyP7dUI/rsBxw3FceL4Hn3VcynTxImklyzfeftyqkwaPCFodHbudwR9Ys8rVpIMLQqpg5rgCtZlaJPBFFEvtZT79MNf7AYW+ehH0W2tNtSlTXfkg8FMWH4zsCtNa7Tye3gvldKoMUyyU4PltHH8iKhra3GoPfO2Iw+AWXIQyElxCCDz22OPqmNth9APJOj97NmoN6wgHzWY9KhdNBWwArZcAkO4VUZsrw4nXVT/KRxgXv6EwKLH6m61G5HXz0/MzM2CIOMkbRGVlyCTpxPpzzftGBH6IclHn7ZiGkqb0ZKy5rBh9VMY4KgY0qYJ+Z3IBdhC33HYtfvwtL8WBw3OAAC6/bgkv+zfX45bbru34vX5Tb8YBs9MUL/vKXbwcjc222nh7ZRtPMh57onsGRTcEhtUA7A5B7xkbMo/RX3/99Yw01Vtv9377sveKXgvwhEEYW8Vx2qfvoVgsoRWnsmmbsEm69HrPiaeNuVPHuSfOHI9Ok7clSolCXLOh5UWCor7RHtgbQs/l7MwMtrbqGifI8+PUy23m09O9feI06wAoRCTYCyWtP4QQImoCI0Rm/X4nDgn1JejjQlDcu1QqlOIMihnNO8K/o8iybG1S+q9JiKPrplpCG0odD1cEfohioYxWK/ZoMkFOpXlNpYcjUS6T0EKr2YKAG41TYFs9AfpBv4L+l0YyijHjltuuxU+99Vbc9BPAG975Khx5ZvcWi31p/WPCoye+rf3fajdzm0QQiIDG+6RPA1xW6KMbpJSZbSd5WdBJblrkBz5cx03db4rRu65gQl9EG1IPceh+LO9+0Gs9Au6GBSJFplgootVuolTq3rfAa/nqu50EUC+ei61m5Bqm1EwATAhEOf3CIHcun94cuF1tq+4hCCRqMzWsXFhXEYOZ2hw2N6OxbLdCnurEaUy7HV9fszbA0qWzuU16yFPUj5eBrrfKxpAyOm9soHgZTPd0Pnz8fJoWe6i/ztOJuVKn6okEsaETRUlSOHx5ZAhKMCveuN++lzwvKk223kDBKarxbLfJUa/oS9BLKe8Z1UDGDbpBvbomlbtzgpnoprs6lDKV8pP+UkJAG7Qr2aSAP3SVUjXRzGMIIRBmCP+V9QtYWTuv/ufWwiQTFIm0RBuz53tahz5y3bsFB27Rxclzx+A4AmsrG1hfX1OfM3s+0JzJ8h5WgRY17h7DYOSapc1cAhDCiXgWHdZ1s9UApMTWektt6Bsr+byTXgvGAEDBLcI3eiSUS5VUVUJge6576mhYKpcAhHAL0bwLbgHNht6BclAktUGS14QQ6jqT9Ur7Sq1DxzjXFQgC2VdhLVMJEkLE4Q8PjhOVbTZd50lIzegUlyLjkaCP7lVC5st26Z88eTJ63SiB25HjZJB5zdQ+ANjaaqDgFqN1INP8hlGhr7MIIX5ZCPFCIcTPCCEeF0L81KgGttMgraxn914oh15jelioN7oXMsl1OTJMcliiEy6snMVWYxO+76HgRkQZM0ceAMoZZWKBSEHgClHi9k1igJNIUKSYdctroRxvyDxm6DgChWJCyHv89ENwHAcXzi9js54odWbPB74ptpv5nb7y0JUA2qN3LMrvThSCXuuEnzgdFdVZObPVUzw7sv6DlBJ/YeUsNrbWtPOWWU41vc7zrIUQyoUP9E9QI0T57SFcN6pER3FxGUJdt+164L790Dc7Ehaj58JRe0elVsytrChEEmrpFVnnNcmWxx5/UPtfTwdOBGrSMEl/neqdkAvf9BLxa+h7IcJ+yZhsvF4rUOuMxtNutQG4aDZbcN0dSqJH/677/wdRt7pfAvAtAG8Y+ojGhGKxiEOXXN1zDDIM5LbJL6PCqbPH9RcyNkTSysNwdwrzjogJPC3uaowtE45ShvAnaOxbxlcgq2mSCIpBGEQd+WJXfRiGWrEYguNGcVXHdRKXoYisHNFB/lDaVhhKbKz0lm7WZN6TR07kV1UDEou+m1s7j/WvCfwOwp+nUWWFXlbPxaVLY/Z3Fjzfi1jgcYy2VEq7lE3hVC5W1PUYlHVPnhTHdeC6UfgFiAR9v97IPNQbUac/yPx6GwBw2YErAUS9E3Jd946A1+qP59PLtXGcQjqsxspUk8DWm8okr5teSoqj09r75r2n8ObXvA/n/+lK/Okb78Lph5N0uTAM4Bj39qrLGZcrg3VPz06r4aHRrEfPjpRo1BuoVntvKLVd9CvoFwBUANQA/CSAfUMf0ZhQrVZx2b4rNcJVFrgbs+cqZTsAP/CVJc9rt5MlIc0c8RiPnPjWjnVQGjV4ExNBJKJido9qcnuSotPpGrRbgRLwk+jFWVk7j7WN5chVz/ObDa+N4wjU5vTr4bgCrYbf0ZpusnKjvbrtz154Am2vpRcgWr+Q+VmzO2Aeun3O89so5txvgjRitRwbK824BnlncmLECYgUSCEil3J0cOZa5lZ/Kd3atV/IUMJr+lGmRGzVQ7J8cDkEzlB8vFKhrBRgM7UOgOoLX6oUcslkjuvgxOMn0Wz23g+B9l06T9a1KpfKmnJusuqz8uT562YogVj+YRDiCx95CJ96/zfiKqkC509t4FufPY9zj0fKwdLCPizMLWnfzyPimVhf2cC55SfRavgo14rY2qqjUp5cQf8tAP8M4IsADmJK2tMCkaBv+20t1SILKo9XSqydG38Mu96MxlBvbKpiDWStV0pVzbIyIaVEpVzNZeDvFtCGcG7ldOp13u6y0ybrcaUgo780WfCTSMLjwoZbk0uL+7XPOa4T5TgzuAUXzbrX8dqQUOzF03Vh5SwAoFadVeETyjM+v3Im8zuK/9DNdU/Wm/E5mnOz1UC1XEt9jys8ndIjG5vtTEWAN8eRUqLtJRZ9qkFSVutSFtsdtDVps9lCu+VHPIuYSElCLJqX7Mkr0gkyDFNM8051CiJBny1ChCNQ32xiZWU58/0sBLwKXc41MkNwvhfE3enSvSg4ryZv7fpxn5IgkLnVUE99cw2OEHDdgkpP7herK5tRP4aGh9pcCULIgY81CPo90w8B+HUA/xeATQA/M/QRjQmOE5FbTp082dGFxAk9/cLzkw11K7a+aRPZ3FpX75FlSoQwqtMeBL7aLCkP/tSZqLsS5bpyEFM2C6VCCW2vhWq51lEZGDboIeUVpOhv9TuuHy6lVL2vvZjwRG67IPDV3B4+/k0AvfEOOo1L084zSD8ABu5poNXQZ/MbFrI25KUF3eEmHIHanG6BCAD19WZHAdSOvRi9xJeX16M16ziuCico6zfn/phFS/JgprRSnrUMKd2urT0DWfNRjH3DNU+ZByo9iyl0Z86fQgoiKqQiDIHeC/p1329ubuLU6RNoNwMVo3dcEVvxQXzMzgKt43hUAaK4GlwoEi8F4ti8EKl696Wyq0IIJhxHoLnp9cVJ+OrXv5L8k3G+6Liudl9bdS/i0BikOu6y78S7am61lYL35KOrmZ+pr/tqDQ+K5bNrKBbLqG+2MTs7g2a7saPF1vpl3T8kpfxvUsrjUsovSyk/OKqBjQNCAKdPn4bvdXDb1XsvY0lucyqYsbJ2Xgn2J+I4Om0iy2vnoyYVgY+VeLMkob68elYJPRJ4WVa4SvOh+t8xIxnxhsg3olLsThSxgjMK1JtbqgToY6eifHbqNnZh5Qxa7SbCMFTX4MlzJ6Lfcf1wz2/j7IUn4u9HpXsfiYX66voyNjYTpjigZxmYcyKhQH+b32nH1bfiD+Ru2v029jlz/ol4bidV8R6aHxGLhnn9Ox2L4qm8W+NfvPELeOhopEjmbTzUR7uTICaFjAtzIQTaMUEQyC9alLDpOz9XVEGPk/E0jxTLc866x3SMMJRab3D6zUlZWu1/oc+J0G5HpMcsXLrv8vx59Hm/19fXUS1V0aq34bgOnv7UZ0SEPCHQapLiK7uGHfNAcetEkUqHZ8rlaorPQnyP3ONeqCMM+onRJ/e/XKqg3U4IjQRToV05u6UaT/E0Oi13voMCxBW8vZfPZH6mMusoD05H8DAVy9oBoiwPIQRWz25hdm4WjUZjsvvRTzMkogXdaEYWblaubTPOZ+0Fj56M8tipYIbL2LemdVOrzqDR3EKz3US5pMduKMbXZiQg+r4joh7q1Gc9ZWUAeuwQcX5qISrPOQohT8pMo7GFtfhvSkGiTXe2No/N+oYqb8nnVHCL8HwvO++fu0ZZm1n+/eSj0f+UV54F9bpM96nPQrvHGD096BtbkTIyW5vDZmMjLjqil8w8dvwbPR0zF9LI5c65p44rUt0az5/YxLc/dx7nj9cRhjKVWgegq/sTAE6eeSwaiiHMe1lfvhdVY+y28dEYeDe5bh6pKOVQv/eca7B2vq4JA1Jm8hQ6Pp+210pZevT+3MxC/pj6tOSkjHosNDY9CEdEPQpcAeEINDZaKJXdVIW3fqCKxMgopOG3QzoxgGhNlUsVNFumoHdz0+scV6Cx0U7l5HcCj79Xy1VU4jbD5t6l/a8Eu97chorUdKrRQGHP4088gjCUeO4rr8oc19JhN+UtzQTbP86vns38SOCHKFfKaLfaQ09T7QQr6A1USlXU65GAz2qd2W76HS2benNLud6VZY18jZQWh+O4CKVEu91MWQnlUqRNSykh4rgObagmOcXz2l0JIr7vdS0wMgjIej8TW+FZVjHvNgZELm2TQFUtV9Fs1dH2EmuQI0V4in+7bkI+5Ne5U6Ggq694au5YtwOzLa4QjsaMB/T1oZjTweApUkKIzBaaMwvR+RxH5HZrPPXNdchQplLrgP7qxHdivee57ptbXk9prVJGbHi+aUd53tH3rr3qO7TPAnTv9bUe+FH7WRmT7tqtIJXL34mLoVJxwyCqU8DWYS/KYr+WXFTvIbKQHYdc95H7fvVcHfP7aorNHQa99S3gaG614XkeAIHN1WbClGdzcR0XoUwEE3kUSpV0dgeQeI/6mWutNqsIxa5bUKGng5dcEQ8n7a0hcFKelHo1vKjVcFqoUtiz5TURBiGue+4BPP1F++IqqRK1hSKe89LDmD9Y6Om+dgMpKa4r4PvhjlYe7TeP/mlCiP8hhPhzIcRfCCH+fFQDGwcia0jAj0tKEkOTWzntpt9Ra24062qzznVVsprzfGMUIoqNkRCkB61QKOrseSSbZmTtJ1W48koyqoUqZabgk1LiibMncufVCx45qVfiMyuDmecDImu7GFu4vLykKndpPGAFN7kWmnWPiAHb9lqph5LH37NY0dr/2/BwtNrNrtX3shS5aqWGRquOzfqGcvX3goBfh3gTISWJY3F/LSpV6jq53Rob6/khKdNaSr0fhokQzyOnMZy98KT2v8rT75peF1lnmxsNFSrIOhf/3Wyl2c0eE4rEuu6Uy19wCypkljkuGcIRAkuL+7FnXm87mpWSNQjHR4YSzc02HDcpekRu8+psWYUiwlBic6XRlxBpNXw0Gg0U3RKaW+2ehBrlz+cKeteJ4ux9zFVInRtAmKkm7ZTzwLvTJYS8yKqPWg2nr4das/FaCP0Q+66cxU/+z5fgmh9aw7P/xaW4/JqlbfXJML1NIn4O3YK7Y8VygP4t+g8B+A8AXoeoT/2PDH1E44SkloLRv6TVk5UTBnE8p5vrLeNBkUzbb2UI46w0luRw+Q+eY5R2NVOsaDzqmEbclND2WqkKX71gc2sdaxu68DA9GH7gZ+Z1K0Ugx8uRdcxKOV3hjlAqltFut1LXjwp9EAPcddzUeK687Jr8SfaI9c1VrMfXgjaH1FiAlFeGsiNa7SbKfaTcaIpVfM1ct5BSNqqzJWVh5XVrnNtbzhW0Zq4xYXV9GfXGJjy/nfJSAEwpNe7n2obOxFYx9x7y6AHg0W+fwFYjIXOaypkqXFMoodlupqpB8mIqST3yfEJgOaOqIgfdN84DITRbDVQreux3kNgsVWjjRY+kDFEoOigUhMoikDH/oJ8qee1mJOhLxXJm6C9LwNJ6KtfyXdr9lnftRcfO2wu5omam2DW3vMyaJ0qAC6E+G2Qos4OQfOk7VKyJj52Xod4p9CvoCwBulVI68c/OlfbZASiGZhjlpZq5tkkt6PSK7FQUpFQsaXm0mkWdJdSY9T1sOI6DIPBTD0yjWUe1kk5NygNZ/y2vleIdmKQ4bsWqeHo3q4EUI0pLQrJ5c9c0tyaj8EdC1CK2MJW5bbYaKJcqWJjbg8V5PR+20/3oFRR+0abBrQGZw2zPIBvxlK5c9KgQlmtFle+c163xO158MNd1ztt/cgRhgEazrnlMXMP61RRYtrFmMuKNWudZ4wCiNCyeNmkK0mqlBilDVSfdHIfHrF+qRZ6Vo0/8irIRDjHH3ik0lOk961PQSwklahzXQaHoolB0UG9sYW5uHk7BUfeHUhD7Yd+fPHkSQRCgXCn1FPqLxhGNqDqbT1JzXYH5vb0rrt2Kd3XyEHJCJxliSX+K5L6ub65mpnmGQQg/3ttNr9/CnK4cu8UMsdfBUDNfFyz8slPo90y/DOC3hBD/WQjxZiHEfxrFoMYFKaVq/xgG6epYnYgdWS7bxL2eMFajeFuorAxHOOq73OqPP6yNLf4jm3CXMR7TZRiNJbsaXBAGmVa3eX5SaLbq6+nPxBu5I3QvA9/saL4kiHPnkZWPnPE/J/OlDyE0tnCnTlP6RJIHNa+dbydoXb6ge1Oiw3ff6BXPoRN6VAjL1aSCGXVrPHTdEiCAA4fnce1z9+Apt1ySO64wCHMrxQHQaupnlRU2CVR5pYeD2JWeV3EyTxE5dOlh7f9aZQb79hxQddIplZSg1UHnnQkD3XV/mtLqujxrnWrtZ63xfi16JXykhOPGFn3RRb1Rx+zsDBzH0VIge+kEyMd35kxUf2J+qao61XFkGR60nuaX8gW5EEB1rncuULfHotNzQ8qNXlsgHW7yfC/FnSJCs1IAA4lisYh23BZ3/9Kl2jGWDsQFg6rFRFjzbAy2z9Cx+RxcV8Bxdq5zHdC/oP95AN8J4NcA/Mf4Z2ogpe7WM60YviGYEBCaRhqGoXpAeIxdfV4kMXaz33GWG1+5BYWA57VzLQgAcISISW7phyw6X+dqVcefeBhA0su97bWUwAvM+HgGTIIg5x2USxV1XK6hdypjGiktTub7rXYzFYPlLtRysazNt19STS/FhEwLIfJgRPenVCzB973sFKEerIBhwCxscstt1+KN73k1bvoJ4Bf+5HuxcFkBJ76xgt/7iQ/ivj8CHnxflIKnxpZj0WsgnoRx7wnUd0BKqSm+HMSGN2vp82qU/YCIesVinqAPmctWdmatZ9yfXu5ZlvLcr0Wv3MkiaglbmSmhWHJx2WUHUSwV4BYcrXphP/n0zWYTAhHZrDZbQbPdTIX+aJ683Cutp4V92V7AQqGAECHKtWLPmQCSfa4yU9J+dwNvtkR7eO51UOHESDmrlKN5t5uJslQul1W2lInafLSv1uZKiqOwOLcHi7Hlz/ckcy8Eomt35ZWHJ9qivwLAawFcDeBI/Htq4DhCPTDUQIM/zCrPNMOyUGUuYw2+m/Wo4ohxXDkLnHjGFYBuxy6XKtjcWk+VfxVCpNizWWMiNyX1ct/YWldlLwm8vC59l4Rxnteg03u8gpqJdltvj0nkMwC58f+E4VrInW8v6CU+Z5Z25W1TO9XTz3Jhm/+fPncy9TV6jdIQTU/B3kW9zXKnUqXVahXnHt/EJ975EE4/tgpIoLEM/PEb7lLCPgjSYSw+h+hXkl2QJQBb7SZma3MRU71QzCS3UdOgwCCSrZzdUuVMk9P2prAJiJik2VZER3rGqVe5EvYm8z9HkAshNK9EJ7LWkUPXpec5gEXvxkLBcR3siS3Kqw5fqVoNb61FY+klFZKDSHi+F2BmZgZ+kCazEvie080a3b9/P2rVGVSqxZ4jkFLG5EXHiQikgPoNdL7nYRCqYlZkmVMhHQ4yAtos3ER7UrPuo1B08dWvfgWFQgESQVSJMHbVk1CvxLyEYslFoRS957oFtQ/x4mVZWTCOK7B3797c1MRRoN8zfR7ADwJ4OYCXAXjp0EfEIIS4QwjxWSHEZ4QQN47yXEBEklC9kDMqKmUVX6BYKi/ckYrDdzpnBnkKiDwClYwiFUDkflLCLeMpKpcq2KyvJ4S7Hp8080Ei12dWOKFi5C+3vZY6H1VFywLVEshixlcrM5HHwCA18RhwL0Sh1Gvx/3mKxHZhKgMSUDHkosEpoPEFYYBioZTr6SFsxCESz2urtUCx42oOMdGsiFcsu7nEqGKxiOXHsu/Vh//kS6rccy8pW3n1CoQQaHktzNTmVMw8a02ale8IXitJgSP04wFRvIetVQBJNk2oEbgyzp0VRovPW2bZDfv36K7dbujXog/DUJUuFk7ybLgFB4Vi1MmOZy7009ym2Wyi4JYQBiEqlQr8MB02yRKw3Yh2QgjsWdyDYpzj3wvCUKLZaqBSqqrYP+cA8Gwlz/dSGSpU+4A8NnltxGl/5vU7pJRobLSwteLhzv/3OO77I+DYpxo4e2INM7EFv+dAxP4vVaN9xI25ElnHJ7isnwaNRREqd9B1nx+Uzcb/Ef9+VfxbAvizoY2GQQixB8DPAng+gMsBvBPAi0ZxLo5WXXf7cLchPaDcjXnmwhOYn12MhFsQKCGVZWnyeF0n7ZQ8AnO1eWU1cDe34BZcxnFIeehFKMZv0Im1/yulSi7bOHKJJ0pIVDykezyOu+q1KmN+G7XqrEqr4+8Tf8AMa3SDOn78W+s01QN6PVcv6Tfmsdrt/PvLQUrEOhHDShU1n2KhpOKIdIwsdKpgJoTA1mq2R+nM46tqzfNKcSdPP5aKixPpslQqa6lvfF7lYjmaR866DWMvmmmFkVs2NCz6Xu4Pvzd0LakZFU/JApzeBKS69om3zSR2dsMgFn11rgw8uaEJWMpj9x2BwA+wurGMMLiq5+Y2VCgnDCSCUMItuBBues/IFPQ9uJ0d10GxXOh5vmGYGEhZrvtWu4m5mQXUm1vYqm+kxyX1/dlsYKOdS8pUNsZDR8/h2587DyB6vbUR4gv/eAylShELexPlo1R2ASFiRUs/Rsd1GY83Sq+T2aS+EaFfQf/dIxlFNp4H4B4pZRvAo0KIWSFEWUqZuSv5vo93vOMd2mvPeMYzcMstt8DzPLz73e9OfeeGG27ADTfcgHq9jve+97048+R51NeakAD++m+eQKmxH2H4DARBgD/7sz+DDCXWLtRx4uP3o7HRwiUzV0NAoOlv4pGV+9RxBSIN6JKZI9iL/Wj6G3hy49uaOBAA3NJNcBwHG80LOLP1iP6e6+Ka/c+BlBKb7RWc3XpEHRcACq6LUvlmAMB66xwu1I+r9y4ECzixehxXHToCAFhtncFy45T2npxdw6K4Eq4oYqX5JFYaT0AIgfP+Ak6sHYe8sI6lwhG0vBaWmyex2jiDC+ECjq8+Djm7hrX1NVy95yYAwLn6Y9hsXYAEsC6OY219DY5wcGTPjfH7j2KztYxz3jzWNyILteAUcdXiswEApzePoeGtYWZmFs1mA34QoOiWceXC9QCAJza+hUC0cLpZQL0RKR7lQhWXz0UFUk5tPIjzfhHrG+vKti4XZnHZ3FPV9+WFNe3ez5T24PK5pwEAHlm5T1kya+uRIJot70WtMoNyqYJjy19Muf8XKpfgwEyUkndi7asIzq1gY3NDnX++cgn2Lu6HlAEeXX1A+64AsHfmEC7fcx3WNpfx2OqXtffPtufQaEd30wtb+Nb5z6rrRvdv/4G9AARa/hZOrieV9c77CwCAS2evw3x5H+r+Ot79l+/E2vk6Hn3HF9XnXvayl0VjP3ECpXmJ1lp6M59ZqODYsYfx7Qufw0OrAjIWHifOHMe+fZHXYL11DufrUTlnx3FQq9awubWJKxeegYIoY6V5Wq29hWAhur4Arorv7YX6CVxoRKGIxx8oovStAvx2gCPX/zsUi0Xce++9uO+LD6BQctFuRGlSa+truGYpWvtnth7GWlOvQuYIF9cuPTe6HvUTkBei9bq5uQ7/3DJKKxVcvecmhKHE144dxebXVwARteM9/rEK2pvAVfPPhoDAifWv4/RKXF8iVlDKhSqWFl4CSInH176Clq9X0asW53HF/DMAAI+ufgle0MTa+houBNG9kV84ix/4V68AALz3ve9VBboIR44cwUte8hIAwLvf/W6cfvI02s2IpPjOd53BU57yFLzgBS8AAHzmK/+Eza11hC2BC8sXUL/rOA4sXoGlS5/bdd87e+oC/v6f3ouVC1s493dfw2x1Hg+fPYaZmRqAIrygiRPrX4dg6woADu19CpacOZw/fx4f+tCHUsf/ru/6Llx99dVoeGv4yD9/Fkv3LWmu/pe97GW44oorcOLECXz84x9Xr596/DTOrV7AZZddhlKlgPXWeXzss1+KWr1K4OTZ49h0D2HBOYSSW8OWv4JvX3gsdf7LV+YBAA8/9hAevfBN7b319TVcuXA9Cm4Zy/VTuBAcU2vywleXkCUS773rQVz50jZOPlBGfb2FW9xr4RYcPPLEg3ji7HF4zPDb3NzEFXPXw3ULeHLzIZxceVg7VsEpQjjPR6Ho4rOf/xROn9VrSszPz+NVr3oVho2eXPdCiF8TQsxIKT9p/gghflEIsdD9KH1jCcAK+38tfo2P6/VCiKNCiKPDIDMJEQlStxBVMVteuaAsGhlKJWW71uRO/Z/hPkJkBefVyvaDNAueH6VQLCZFZdQHMq5BB5IbgHx2e85rWTFrYfyGlEY+dfQ7CHwUCtm6pQSl/mXH00vFItpevvu447H7WRrM2swqtsJBdfuLxVJcWcw8VE6aDYAgCFAqliFlqF03AFF3tFJsPRRKqr5B6sob9yfLnqfMiyxX6403RopY7ZLs9byx3MA3PxsxsmUnC1FKCEQuZiI4pcbXi/Ut42csFXmJPDnS/GwOTKuUEJHykmcmqqKmn5ee9yibwyCCCWOlD5qKOcBeNTs3i9nZudTrrisAATRbTZTLZXWteonRN7bagEQU/6ch0R4XewSjIl56JcLqXKmnHPli2UUUwep9viqNNo6HR/xj8mBCKzSWx5+h+ifUCx4AtupMGcuxuv2tbAu7GdsINGfKg3cckVoCxUIRXpfS4o4jonDaDpLxRC8CUggRIOpcdz7j7Y8AuF5K+UjGe4MPTIjbAdwupfy5+P8HADwvz6KfmZmRW1vbaxv7wBe+gQfufgwHr17C1U+7FB//wFH8yM++En/53r/Aq175GgDA5z70bSwdnMPyk1HBjoePfxPXXPk0LK+dVykw/O7vXdyPC6vnMl06ruNidmY+XXAm/iz/LqAz8Bfm9mB9YyXan8JQa06zd3E/Hnr8QVx31XfgibMnMDczj2KhhOW187jskivw0GNfx3WHnxG1FDVWKv8uzYmPh96jEq98zEAUH+blX/mYS4USisWS6lKn3o+v2d7F/cl1BLR5Ly3sw/La+cwQRiEOVdQqM1pXPDWfeL69gI69vHZeG1cWjj3+DVx71dNx9sKTqWIjUkrM1uai2HpOB0G6v+zkEI4DgShcsW/PAZw+fwq1yoziSizM7cFjJ4/hmiufmrmuzLEWywXcfscNeODux3DDrYczx/HLr3i3amxi4rJr9uDGlx7JnDcfe9aa5S77jfo6Du4/pH3HHOuBqxZx8Oo9WD27hetfdKV6/dv3PYHFS2Zw+rFVPP7guY7HoOOceXwVALT1GsZEQKpe99zbr8WjXz+HpQMzcAsOHvz8SVz1Hfvx+IPnsLG1hs36Bi7ddzlW1i+knl3+LPSCC6vn1Fhvue1aXHp4safvAcC3vvYw5meW8KVPPIZX/LvnaO+tnNnEyROncN/Ho+33BS+/AWvntrD/igUc/o7sdUt48PMnMXtQ4htfOIVDT9mLxdm9+Ojf34VL5o7gzMpxLNb2w3FcbNU3VHiiMlPC0qWz8L0Az/veNNGQ48ufehyzByUuveRSVYa5Ez76V5/Dg1/+Nq47/Ay84Aeeis/+w7dw08uvwVc/fRzthocgDocur51Xe57JRwGAvZfN4cIT+j7A9zQA2l5J6+m+Dz+Bdj1taOw9OIvv/L6n4JbbrsW9dx7DC//l03Dfxx7BoeuW0NjycOqhhIzreW2cPPM45mcXo2Nn7LGv+DcvQG2ujJmFcrcQbl1Kmd1pp0/0qlIIAH8D4BPGz90Atte/Lx9fAPAiIURRCHElgM08IT8sODHRpTpTxNrqBsqlioov8djhypnN/IMYRLIgZpGmziVE1FaTW+1ZqWbaoRMh4jouWl4rIph1sJwazS3UqrOolKu4LK4ZvX/poBqb67g9M5j5uDLTxZCfvy+Q0Qo2OUDmOfSPpI+pBEmpgo3NNZSK2Q/OTG0+85h55zFj+wDwxJnjud9RhEqDQ2ASMrte5/j9UMqEzGdkXkQZCMk17KaoU6nScjU/SpdXoAZAxMQ34DhOikTYCbxwDUe9uaWIhYDecQxIyFWpVqNZXAZHKGHCCVyXH7hK/e26Ba2bGu/4Rs85sdcp/97z2wmJ0zjvoG2R+208IxHVQsgib+05MKs8GFH9j95a/iYFZiQqtQK8lh+510UUgxbFEKViGcVCUeMguAUHhVI+uZOjUovqN/Qco5dS9Z4olqP1yivIZXGesrBypnNDIvpdYE3Gzh+vZwp5ALjp5ddAOEIx7KkMseMmhLrZxWjtFQpFRRokYrEJxxGYXaz0vO8OA70K+u9GxLA3f+j1jIbN24OUcgXA2wB8EsB7APzcsM9hotGso1atoVguoNXwIzamqsYVam586ifPxqv9LYRAsVDEVn0jk31fYvnkCn26OjOrWBmLJ5RhiglND25UnrOWspA1sHHwUIOyxPmpEZHMtPx9Joxb7SZ4tbssdFz8sYvY/KxZ4948Bik4eXALjhKI5vkIW83ofnteWzXe6EjCkzK7HHEGUteE/21Y7LnZHHmkqR5KlVK6VhYOXLWYei1qIWrkBgtHVSA0x8VJg3yMjWZdc6Wr4jXxc7a5EvExQtZbPD5I6jSlSgGVmWiO9BuASgvNVBRDmRzbUOKJ6Npus1RW4xhHrnhKer5IiGp5rtl+PfdhIFWRnCzwuXUq6sWhyhpLiVK1CK8VxIIrItDtWVzMvGbE9O/F7VydLcFxnZ6zDMIgVMK8qIRqzrk67CNZilS1XEvVxCiXKtjYWkO5WMapb6YLgAHA7GIZT7vlMk2oR42FhNZvYH5vLR5WVLuhHKd0KkiJUjFSHHfSZU/o6YxZsXnjZySWtpTyT6WUL5BSvlBKme6fOWTUG3XUZiI3Xqvh4fyJBv77T34I9/0R8Af/v3/CVz71OIBIQF5YyWhDaCy8cqmC9c3VzDh8uVTJLchQzCiwk4W87m58LFdceiT7fWTn46cK2DBBExWCqOU2bikWy9hqbOixTRLGpQqa7fx64b2g7bcziwDxDYlilAW30HMnuNp8GeWqLghLRYPRTuz3zdXM3uvxQFLegKzNMnJrh+aL2cfhAlzKjhUMsywcIkHVOlQoe34HF+x3/+t0yCMrNzir8FNqLhlj1IWUnsve2IprWvhhNiOeHSsqCxsJB/Ne5p2bZ9aQYKzX69qz3e5QeTGvGt7SpVEa1uxiRVmmHP1a9GEo4bhOxPbOGgfLx1a1+3voG0DXulh20Wp6qvVtoejg8FXZ+wY11MlUjA3MLlb6s+iDZM1Q2hqdLxN9WMR8fXIDYWNzDaVSGfX1bP5Pfb2thDxX4Kh7oBNfM+5FEhAoUV0VhtnaPGqVmZ6u3bBh29RyCIlSqQjHAY7ddw4PfeGCKiJy9sQ63v8/v4BTDy9jq7GJmVqaGKMOwxZSs9VIb8yxIMprIqNtmsyKTRdXCVVYIGWVx787kckkZGoTbnstVE1hLomg5MW50C3tHHzcm/WNTOWjwOsFcG1ccQCosUmou8/Z+fO67qWuiRC5NQiyUCy5KBqbaFTISP8+T2fMC8kQeI194yCqgEveHKLv664/EbGScr0u1Uqto0VPwicLz771MH7wF5+DhX1VEHFqcX8N3/WDT8ezXnxl6vOO46bGHFXEi9aFVvyoD/OV0uvMVrGZxWwAbf0Vio4SDnQvM8uv8jATE/J0zixPnYjvpcMUrk6gymnFsr6uNusbCMKg//S6IITj5reE5XfdZ6VgO4HCFjKUKJUL8Jo+HNfBvr37OwpX1TmvB2G158AMHLd7BzsppeovUp0tGUI1EqbVuXJHr1Q3OHGbaO01x1H1P2rz2cdeOjirxkPXRJHxYoGfdb0KZn2U+NmNUrGtoB8rrr3uOnXTvvnZdOMDADj2QPx6Vjw9gzSXCbV5p1vVAtSmNdo0W14LJeoMRht9VozSOHcvG+xMJb35t9pNzM8u6toom0dWZTst5mUW2MlCLDBJcEauYDZfFh5wWXc+EiCdjk/KQKlYRq2aL9wAFlcrual82FKxrKq3SSmjMsakmJku3YxrUc5TNIReVS1gdfG185fyG6mkFAMhUKvOZhKTaMPMExIAVEGQcq0ECKC6BNx+xw246un7NaHEG+2Y+dWRdUsKWSNXwQyMojp8LqohSyzQVanavCIw7LtuIXJtU9MXQK+qlgXOCdDyzuN5RQzqeF3GHerMBidZoMpp3MsARFkc6xsruTX78xCxzTv0fmexe99Lmrt0Ai/+5RZdtBs+3IKDyw5errmks87V0cpmoP2q21bU3PKwsVqHIwpYvGQmEaoiFqbx3Dut4X6gPUuxsTO/P9trc+i6vWo8dJ2pKQ0x7wtFN/N6KOWQ5EEs4Heyxj3BCnqGpT2LapFvrWVb2xQ3hBBapaZuwi0rpk0gUhy97ziOiv/yFC8pZdSgw88uBFEsFOHF73ESUh4uO3ClGjv9eL6HamUmxR8wGe55LulMGMqHmm+MMnPrt9qNpOUpKQGsqEx0mGxSYPT9JkqliOiSx5YnUFwta+NKvDJRXK1ihB7anlGW17i/Wo19475zpaHZYkLR+H5eaWRAJz12Wnu9bCqPfPUM3v97X8LZ42uAFGgsA3/1u5/Fw185owkls9FO3prODCnFn+tUWMn3Aq0drtZ8xigCU63UUK0m3ALV+pNtyJ06qwGJmzuvxj1fe624DHPBLWDvnktSn9W+FxMfqZ0sQQgHEgMUzJGR6z7PouWu4HYzas7S3XUfcxNkdO221lux9ZxtoRLo/WG6n9tNHxurWygWilEDJhYLJ8u5mKGMDwWUZXMqO6z48FfOqDWlLPrYy8CvVdb18nwvCjUK3as2sRa9EOLjQoh/L6JqdVMLpbk5IteVM7snsVRaXisp22ogkxFqbMgkzDttfmTVErhFbZLBeK/2btZsLiiswOfUIa6alfrHxx6/qP2mpg+a8hCfzw985faVsZtbzbcHL0UQBpkWchZIEOQ9qBLJ+Yvc3S4l/MBPKmtljCsqfemr+Zrse37vi4WScs3z7+dxIRwh0Go1lKcnD6VKoSdm751//uXM1x/83ImeK8WlXxbaPAmp2hHs2pnWqNk3nhPMapUZrf8Ct7rIGuWx+qy1kxWjp7ED0EIsoQxyY/ImCiU3U2CqZ6XfErix677Sg6BfO7elKv4BwPqFnJa/6poGEAJoNbyIZOboFrvZnY2UqX7Ltx49mk+x8r0Am5sNlIpFjehHRpfq2JejjJ9bPt19AOY6NfamdiP7WdtYbiRtZZVFntxb4aQ9HKQIenytS6myQiaWjAfgOQD+CMBpIcQ/CCH+jRBiKPl9kwRVO9p1cOjp2SlZ1z77gPo7KWPavT50pxifIsV1YaQDiBuCxAzmODoXxt3dSsUyyh1i8t1A6URZ4QHN3RWGPSUW5QmZ3DS7DDisPoDWyz7mLkgj7nZw36GejgskTHQefyN3PoE2e+2aZM2LCWpTwWkyV7Z5TSSkNsf4ALljllLGbOH1KHc/p7684zpY2D/Tk0X/xCMrma+vna9rVrRJPkzNxbhPe+b3qgY7VxyM+l+lyIQ8Zu4FqG+0lTXajpuT8FayeUiEQiKEeEohv04yJjW2m34k8LL6txN3JJ7Lvj0H0CvyLD26Pn2n18Wu+7yWr1zQ8xatUkqsL2dbqk88eTqK5QcS1VoFgfSZspR4RcgK3RPX2uef6Qf3339/7nu+F6Kx1UChWIrCL8zFrdLYMpRxup5mHRKOsxeSynPaeu2DyEcuep03EFv5jJBHoDoNWtaNiNK2AUw0Ge8SAK8E8JcAXoio7vxZIcRfj2pg44BaWI7AvitncN3z9uKSKxcAIbH3slnc/C8vw55DycMWyhCVSg3NdiMl+EwLgmJ8xUIRXkCVzhJil7JCOy1AiosaG+pmfR1zM5Ficum+y/ueNzHVtfh7HgscjDcg82vPh9y9byoNXLjlCE8zBmy+BxExWymOTddidqb3nPliyU1p5OTOJ5ibg+nN4AS91HdYqKJXLwNfH2GOe75UqmCrsYGCW0iHEGIUSi5KPVbfyuUUCtGXUKIxXhLXaeCkSqXodFERI4s0Jn/GFr0Moz71vpc/FodZmlm8BH6dVjeWsbx6TnU7izwJRsMc457S5t0LTNeuiSCQ2FrvPVEp8MOoa90l2bZVVt0K6ktPndxMPHHqZETcC0IsLCyg5TU1FzVdQyIWkgLsGOGRXtBNpgZ+iHYrahvLj62Y7RlWM99TOqW5rm0mSoDssF91Alc0HNeBECJNxsu4HuYepgyLSRX0UkpfSvkRKeWPAbgMwP8AUAbw6lEObqdhki72XVnDj7/lpdj3L47jX//8C3Dtcw6kCFau46LR2NI2Wx4rpxtN7lueg6wWaNbiM8h+IWd5x8ckMt2VB6/OTbnqB3ntQ01wV3SeVddqN1EpGd6FTg+ZSSLs8NlWu4lquRrFzePc2E5phHlQVle8MQNIpcl0gpSyY3tdZCg6qY2GhTwUJ6GdFG0x0wmFECjEHbGEELnekUKx98ImgZ99ramDY/oNIzZvrNVOhLVeGgCRckF53mEQNbUx29cCes46t/6AuOgKe/4oPBaGIRzhqI5vXjtQvcy3A5Hh2jUFIs2nY9GtHORxDhw37YELA5ntqYhRKpXRaDQQBiHKlXIUmoiNHM6qJyu0XCsqclyvZDxCN9lK9xeApmS4Rhw8T7no9Jx2e4Z7KXrEz01ZFGaoqJNCTZlAFErayfa0hJ7PKIT4LiHE/wLwKID/B0AA4B9HNbBxIKpBXNA2R7IuAj+EkOkytkIINNt6vJRv1pyR7jouioUSKuXIalxaiMhiB2IrfGFuD6qV6L1L9l4W/46so1p1FvPxBnrVZVEzFSLTbVfI98yWj6GY4rFFm+XqV4oNy7mmeS/ORQV7ZqqzqBjzJRep6xYwF1e0m41TGavx913HRaVcg+sWlAejUxphHriWTg8ubzuZ2aMgZ57xm5nnKcTEtGq5pj67MBsLQ4PTUIzDJ0B2LwTz/CFLsTTnVii622b4kqUblR/V69ibIQpaq50wU81PSyUQyx4ybh8bSLQaHrwMYUzFfhxHKO8MZzeTpRUaBFDurWjVo2Y52wVZ3Nz9rSlalKoXSNR7tOipw1wnmPwOILHo8wR9rTqDzc1NBL6E4whceuCg5pKmdUMtWSl9USkCQ4wz+14Av+1DhlK5yQEoRVUY5xRCr7/fD1KpuzFKtez5LOyrafeRCIHce8QNhSw0Ww2Uy9Wosp4Qk+u6F0I8gajk7U8C+Eb8+1Ip5fePcGxjQWUmKtsopcT8UlVtBpz1ay4U5ZqNLR2eHkeCiFqkOo6jNkRihc/PLgKIBC4RjMgqovdqlRm1UfUa3+4V87OLKjWLhBs1W8nKZzfnn1VABRBwHAezM/NqnlccjKzu/UtR/+5KuYqZmDRI890Tj2NxfgnFuPDOpfujuDu1Rj2w7zIl3AYhHSZEI2YxkOuXMXv3LXZgV8so/NBo1XMrp5FQO3IoKkhTrdSU0kJr4NCBw9p3+LX1/LaK8aXqBcT3aX5mMXeO/eQ7Z6EyU0S7EXl4NCZ9jkJIa7UTulUpBIgRnjx3MpRYPVfHk2dPpj5bmytr4RfhJMJds7Q6KLFhEKowwXaQkK10165CPIbAD1UxoG5YyelBwLFv/15sGT0eyBuTJ+gd4cLzvDgsIHDppZdGLmmm+AJJ+INb1XnpZHn4+je/0vn9B7+G5paXCqPxMrga94Klp/YDCrWVjO87roMbvieb2/MvfvTZWnw+dT06KD5J5lQDlVIVbiHKHphY1z2AxxGVoD0kpXyZlPKPAJSEEG8a2cjGhOpsSdWOnlkoIwiSblBdy0rGRCPHcZSA7ydmPC4IIZRQJVdWu93qyuomZFWduubKp2rvTxL2HIjTXJg2nhVr25ORl84LEtGGwwuq8EJIvQg18uAIJOVaO6UPqtfj+3Rg32WZ7/dDmvrBn31e5utPf97lOHv6Ai6snoPnt1EuVVIKR5HXF+gXefyOINRIZWTd87r4BKqBQAKex+i50CDvWR6ItJVuXtM5lY6DXOucFJikiiUlggM/RKvu9RQvbmx0F2jVahVXXKaHrrKyCTjIU9lu+VqOvjBc91SNjwu2QslVJWp7wTe+/bWO7/u+j9ULdaVsk8VLYzLXcqlUyQwx8vXRqWdGuVRBM85OuuLgERSKDp7/8mfgBd//FBy6bgkQwKHrlvAvf+pm3HDrYS0cZAp6pRjFY+ZkXnpGrzh4BI7jqK5140Cvgv4/A/j3AN4jhHiqEOJtiIT/r49sZGPC/FIVjhMRLsq1Iry2FzUo8EPImMlqgm5ovbmlLNTdIOA7ocny2YGYfW7m77OwhB8TyA4f6tzRahIwsxBZ4CrvmtWu7sdSKTEFJ8qHr2FuZmEgL8OehX1K6A8DZk55J9xy27X48be8FDNLBUBIVJeAZ71iLy6/ZgnnTi8DMqrb7zhu0r41dkPPzy5iqUu9gkxkEN4IAatrzxvOOMJNpRzqPAudMU4lXSszJT33PSP/n5O2gETByipClAclmJwMy7hYVrUpAj/yIPRSOKdZ702J0sIqYEWGjFQ+LXtBSrTqEdueUvdc/hwIkVjVTKgVS65q8NINX/vUKTz4PuC+PwL+0w//De6981jqMzKUaKy3crMmHEMBcB1XS60knD4XeXxa7aZqIZ0Vfiu4BcWrKZcqKsx15JmX4I3veTVu+gngje95Na5/0ZWp7IkiV3zi0Bh/zjiZl85N+6hbcDJLIu8Eej3rfwNQQ9Sp7nMA5gH8A4C3jmhcY8P83hrWt6K87nK1iHq9gVKpFMWR/FBnVFM6VXxD9y9dqizjSYVwupekBNJM8XKpkspXbbYbWJhbghAiia33mGs8TlRYWl3yI3NJNdTe1FTyeJlLitU7jqPc84Mii6SpGP49gteE6AW33HYtHnrsGzi1/k3Mz89jb7UGNOIYMWP+E/lvY2tdhVtyyYgDglv0XDDVqjOqzwCBeBUq3akQKelcaJTnSgiDUBXgyVIwBESqRGq/IMHE86uVZRxniFQqtZhlHhHlOimWYSjRbvqQxe73nSt0K2vnsXjJTGZKYn2jBbcQGS4QQvVs5zUlgDDKHXeSIjFciXILTteqgwBw753H8P7f+5L6/4mHV/DHb7gLQLTeCBQSNRn/RF4zvW1CCFyy9yCW187Hxbsodh+VuW0068xTpnNgKEZPYUCac5b3y41DFGQI8DGVKgW17vh3OWHyskv08tGdyhiPGr2aL1cDeDmAZwGYAfBaKeWrpJSfGNnIxoiZ2Vq0oVUKqG/VUSqV0G568GPWb1b6DQBlzU8yeIpOFikkjxXNrfakOI6j5txP+tG4UVIbCOtC5eRbwLkd4wAt1bFT7ft+QK06TaJeP8jbvPJw753HcPT953DsvfN48H3A6W9t0YnVZxzhoNlqxD0c6qgMMSRz8vRj6m8ZE8mApIIbENV5MGOz3HOhp2YJzQLNs6TovGbcdpA0LDqHcPQxAcD+gwuKq9Ju+mjVva6pi4EfsdF7GQpX6C6snlPVBE2vgdcK4LUCNT8S9ORyJkvV9AipsIhBSuuEj/zZA5mvf/QdxusSEaPfiNEr5YOF1ziEEGg066iUo7FTCDHqQ5EeX56ynFftr1CM1g4fEwlqajNrcmF450RTHnQqYzxq9HrWAoD/C8AmotvyIiHEMwBIKeXUxelnZmpREZtyAa3WJqrVKjY3thC6kaDv17qaJMwsVLB8ehOlahGlspti9S7N667KrIp31Oa2lxj0JCLtYhUdBSOVPzWtSQBKGJva+3aQ5xXpZ92JDoqLiXvvPKYsLUCguQJ89c5lOLfOosaWQ6VcxfrmKoQQHbvo9TZAfVxmC1FKt9Ks0gzlWlmajk5+4+xxl5PHDCW90dxSc6O47aBQ8VvGFRBOxIifXaxgfnYRy2vnoyI2UvZQpjbK73d78MDxdSuRcIpMZYLc+aFBLCZCZuSylylLdZBCOU8+ml3IxizQFHlSBDtHNKaFfTXj3Pr9LxfLWNtcVUo4ldLmz4lEkjsvwxAiJ0MlKxe+WC6gWHYRBjKlfNDYzNS/ToLccR2tiNNOoh8T5OcA/EcAJQA/Hf/9H0cwprGjVC5haWE/nELUS7lUKqHRbCR17mPQAnLEcCy5nQDlw5bK2VaOimWyfHbaDKjqXD9VwiYRnORDQkJQnD6z8EXYNSQxCm+OWS+eE/26pbK5hhu0E/Isr2MPnNaKBHGrN6v18jCR1Lk3Gs4Y4AqayyzoYsmNXPhOdvlUBUEWq15yuNdUUwInbPF0TccR6TrtqkJeN0Ev4bX8nkJtmjUa5+pnxeh9L6pHQGEKwdzhQOSujlzS+vPAU+96xcEj2fUULrtaf12GEWfCZN1rXoaMMFQpJtU5joswDOOy04li4wc+Cm4xLjNdjFoOZ3TWNEMGhPmlqsowoPtHAp5gGgidBL1w8ssYjxq9SqgjOT9Xj2hcY8fSnn1wY0Hvui6cInSLgllW11z5tJ0f4IAgV1ShC6FmJs5hn6nNqVjsbicYEogxTBsZT69TD2xOT3MCbYy9FNwYFIfjlExi9Ecd9SJCV7dUtn4Km+RZXvW16FxKoWXNlq6MazlsC5yDYFxHEvTtVtCx4gr3xnCrrFDSC5uo65CTR50eWu8eO7eYVFgEEm+Ka4zNRDfX/ZkzZ+C1g564AzyeDiHihj1BSpmgRj6kPJiXohgz6rM8JP1a9E+5KVsZvf2OG7T/q5UZNFp1nQjIQIJW5dEzUl4Q98bwMojC7XYTczPz2GpsolQso97YyiTKkgJjuu5pHG7B0Vz2HERMJCWkE9muUxnjUaPXyniP5/2MeoDjAgmBjbXIii8UdKHI02V2AyjHlx6kbrmw5JavlKu7gmDXFUKgOlvKtLz0n9iVmVNu1EQvld62i42tNczOLMQNdnrLH+bCphvyLK9q3NhJKzIypJDVTHVWKY5ZQrUV5+93y28nAScc3UVfKjNlznD7yjwFY4C5FUou5peqWmoYZ92LDh6Fbq77U6dOYWujDr/dGxmP10MggW4qE2bs3mTrl2tFVGZKMN3lKk7eI7nz3juP4RN//fXU69/9w8/QiHi+7+Pyqw6g5TXhuE7mtaLXSBBTeiz3NPFum8SharWbmJtZwObWGorFEg7sPajxaFTdA+NZufHGG1PjnlvKLsjlFqKMBXPdZcFxRc/7yrCxe3zOOwzHEajN1NBsRDFsrWKalKiUa9n9xicUSbyrs5UxrSiVXdTmy9q8OflHpWjFmwnV+M4DCQuq3jdKHLr0CIqFIhzHwaFLr+r42YX9cazV7eKyZvjeH7sh+7xZjZ36dGnnoVKuqtiqaurE0IwLyrQauqDnraGBxBozCx5lpbqZkFLqilo8N96Hvhsiop/LOAFJMSbTqjfRzXU/W5vD2voKmpvdi/k4jkBttqTWpUrhy0ivI5f+wr5ayootllyUKgU1di2DoY89Iy8c9ND9T2r/N5tNzM7W4BYd1SWubHjTCobVPLugr5Uib93NlLUwLo7T8lpwHTflkZzbU9HmRffu5ptvTo17PkfQA1HjH9HBoi+WC6Aa+d1aJ48KF89O3ycc18HM7IxyCaWIILwBzC6A1pLV3HyGtHlPMqjIB3excmvPjNPxWJpptfMiMVS1b5Tg6Wvdig/N7UlaYXYLzxAoj/7Sw4uAAPYcrOGGf3EZ9l25M9ZHxJzWN1Jq+tIy8sjNHgr8vhFLGkjzMLI8GxTDNTFTne2ZaEgFe1QMm7HSFXcgT9B3segLxRLqzS2US92Fg+M6mFucRbPVUGmxW2stpUwQ6Zby64NAwq1IVCrZ68lUWvqN0fdKxGs2m6jWaigU3Fwlu1QpKOUDACozrB+FEHqDrLwGUxkolgtxS+H++Qccij8ghBYyInBFYFywgj4HjitQq1VUSplpEew2131SfCJxydHmNy530k6iUHRV2hA92Fp6jOG656Saa67QORiRkrc9hvaoUCwXVMy4U1qZiVtuuxZvfM8P4qafAL7vZ56BSw7vXKpoVEdfHyc1fTFr0JupjhRLdgvR/aRiSEkL4rRFrxpNtRqZPRJct6DKNHdDFAZLSJ200RMPxiz2wtGNZCdDibbXRqXSvY+D4wrMLcxgfXNV9YRYPr2plIm181FWg+/5qqywFB5matn58FqIy+GM+N5ERq9EvKNHj6JULsIpJMYUtcYlzC5WlJJOCmwmunSRNKHu3ZDq93Nuw+IlM2o81dnSWMreclhBn4PIQkiagmRp5LuJfa5yxxnJhha2STCZRmgbMq+exl33jNnLBT13FUvmDpxE8OYjjpvf2jT7u9EG6rcC1cJ1WDH5PCgilVnLPxZQZpc3KWXKdc9jyRS/5eVo85qOtDJCBr2CC3S+bsijUCy7mhAhpZrzA7pZ9AglpAxRKHZX1hzXwdzCDOrNTZWtEQYJ6Y4Upq987QHVh164UUZRFngGg8poyMlKyUIeEe+6G/XXv/rVr+Jbx76O2sxM0ofeyRbYWRkUnUiTZtMlE1rGxhBCmUXGC6nUiko5KVcLA3sLhgUr6HPgFhzc97FH8LWPruG+PwI+8RfHcOGEnuubVQt90mDWjebx6MQVNp6Ujx2B0AU6EYpIqEWC0dUeeiAnTYZV1ppUmHm9g25egZ/jrRqy4C+XKh0blKhqdnR6I4ziGFwEEhJzeyIrOKu5TC+9BEyotL3YQ0JWp3m9ad3MLFRUfDuXI9Atjz6UcSGm7mN0HIGZuWrE0GdzIjJec6utzhn4USnvK668IteKpVAIzbFfYfjt+57MfN2M0Usp8c1jX8d1Vz+1q0XNeQ+E7TyLCZu///LXWVDZPLFCovaW4nga2XBYQZ+DE986jz9+w11orAaABNbPN/Htz1/A+ePdu0lNEsjC4Sxk4egxKZP8Mk1ItQ5VpJk4llstskyE5JpkNZ/g9f+PHHrKTgy/b/Rb+jYLIWSqOA/9fejSI9seI0fU6bE9ME/ErKZGSBVbcZJ8cSmTWu89pdEJoZ4jYrbX4jQp0ztGgp6vO431zy36Lul1YSgh0LkFKoFSwFJtjGNlgkiNMoQqL3zw4MGOx05VkOyja12vMXo+/m7z7FfZ6KYEcMWf0o63A1IC+ThNA2JcsII+B1/7zInM109+Y32HRzI4HNdBNbbWtUXIyr5CjK8s406AwhJmrJauB23IqXzYjDhgpVxTzTQK26kKN0L0UygnCzfeeCM87tI2NsthNt4B4tz8PnqLU1dI9f04xJZXktUUtHsv2aNqoyMmcnUrlENMdCAR8KVKIemYlxPy4efnXQ8J3XSMfix6Il4mbaYlWu1m0qUu9oxICVXKu5tCSIRUKj7UTzObTjH6LAWHdx3MQ1YsvZ+mQ6njsWfFLTgdU+N6QUIATZSiThyNnYQV9DnI6wPdWPcm2nXLwVnXBeZW4qlA3IU/jShXC8qDwWO19FDzbATKH+Zduzj2Lu6f+HufVy60V9x8881oe62RV77T0Mc1nZtZAJB0CRMxAY6nv3KYCt7BQ/tVzXkgDh10qU3AQwMU5qLXTCvTLHHayRLuZtGTa78Xpa1SK0bpcBCq2dLxJx9R56B6BGEQwmsHUSGwLgphbS56NuhZiBq59CYM81I2b7/jBiyfTngXgoXWuik0Ke8IBgufEmvf5Otsl6tkpnTy9WFd9xOKvQezWcfV+cLEb/YEihEh1saBbAIKbUKUgz0NoA3Mja09M1ab5cVYOpDkoE+Cu20Q8AyCQREEHgpD7ki3HWSlsVIBE8cRKh86C3yjjVrWsnlJiXKxnJsmS2leVBYWSMJculs2qarGU7/45zJZ9z1Y9Ndf/6yelDYqBgUAxWLS/Idc9+1W3DsgCNGsN+E4btc6CyrsV9F5Cb2AUjapv3tpIcCrfvZ5eM5Lj6BZ93Dvncfwph96r2qi9PBXznQ1OPJK1UbzDFJNpSiMcfhyvXX2YuzFcxy9Uc/iNrOPyqwrptpjhxT/3y523062Q3jR/5Fd1vaqZ+ztWn503FBFUxjxjnf1otQ6M1ZPOdjTgDRZymDVZ/ASTLf+uJmyfUEk93e7FoRwnaEqs72k+FE500dOfCv13vEnHk69xj0xRLzLQmJ5C83FXywU4QVeVOM+iAl/huSdX6qm6q8nzOpEgPPrbVqFhWJSUtZEN4seEth/cLGne0nPrnCEqhRXcAvwPA9SyrgLnoSUwNrqJhwUu3p+SMBzIm8/uOW2a3H7HTegugdorzv49N99E1/8yEP4yj3H8cdvuAunH10FpEBjGbjzz7+Mr302O1xKcJz8td1qN3O9UGYbZa2mCFMctrvmKUzKCziRsLeu+wkFaaR7L5sDBDC7r4jnvPQwnvn8qye+JOzMfFlZdbTYVIUrll5nxhdNa2Q3Q1ljzOriG3an5hJqM3eyXfiTiD2GlTIMC8JslNIvSJnqxRIsFUtoeS0tXp4MJL1J0v3rtoEWikaaW3xdeNlUz28rwc+FQrFcUN4g9b2M7BWec25ahUSSyxKo3S5p4AeozZUyLVgTqiysI+A6LvzAR7kYFfVqNdt48sypOK0uxMbqJgqFoibkOqE8YCMW6orYWAYgBc4eX8Ofv/lTuOuvvpb5+X/6iy93PF6W657g+W2UeH0FIXIvcKXGSYaDh7lMKD4QqzvA18k4YQV9DpYOzOCW267Fa3/1RbjpJ4AXve4yXH7NEhb3D5eMNEyQoKaYpWKVata8o2ub7GGvMNfTbq2WR00jaC68QA53sVL8MQucuLjnwMyuuBYJ6TDfVdwr3FgRXKA4OAar6U/KB1lQMwuVXMWpVKrA89qZTYIEogwAbnHxeGgnFIqOKkGqpcGxTnxtrx21OG01tKp7boGK3jASJwuBcYVZPWMZ41nYVxvIopcyeqb7Udr2LyU8EqreubqyBs/zImKecOAHHkrFYs8s+kHLtuaVwd1Yzi42tXa+jnvvPJZ7vE7x7iAIEoKslCiVKrm1LnopjzwISNniz2Cy91jX/UQiKf8Y/b7qyqtUY5RJA22eZE0Uio6qAscXshY7YkqAaa3U5stj65s8CEioOa6jalKn4mWMkAckD2UWiKgnHBETkCb/ManM6JXgtmNBOG40b5WCWKpEKXA9fddRCicpUzQ2KmVqolQoKSs0CxISvq9b25zh3Anze2uZHh1VNhVk0ZcgZYhiMXm+zRQpIv7ReV32/HTayGcXszkE3Sx6KZHrDcjD/n1JRT8Rz3FzYwulYhmBH6BcjFu7uo7K9e6GQY2bvFS6TvjoOx7Ifc8tJEqbCbNnQacS5bw88iisbf4MbpccO7QxjfXsAIQQ/68Q4vPxz6+w128UQnxGCPFZIcQd4xofbQx79ixFC63H9JI80CJVaSqM4W3GxMiaABJrnSzWuTh+CCSuUR570qrAUVtHtuFxTTNpyOB27FU/LJjXgM7lslaU/DX+HSAR7PT9PUzBUcKJuVi5G61jQZwYXOPvlLrVL8y5DdNTUK6miUCDYv++SyIhQGGOjDKxeShVCmod0pqlseWx46+6/Nqk7a9wMt33ZhW7SAB25xKoCnkdrLdQhnAcJ1UbwSTc8Vaw/NniCmQesjws3Sx6IaJnsh+LPus8vhdCCIFGo4WlpSW0vBaEExV+6iVcVxugteq9dx7LLQg024EL1E056LXKXMEt5JYo50oir+k/LPCspmF7DQYe01jPHuH/k1I+H8ALAPxLIQQ1un4rgB8BcCuAnxVCZCdmjhj0kHVqN5kHfnMpHYiEMme0Ujw5KcqRCG6yhkirpt+VWjESGMzLwF3vtNh4fJHyYdXmRfFcXg7WFaoBDICe82bzQEKNCILFckG5mWmedE1qcyVliVNhEmLCL+yrqetpXqdazElwmVDW2pTGLvteY9clxqzu956b4BZucu+jOc3Ml9V8t0vWUb0McgrI9IMrrrgiUjLja+k6rmpbnIcSE+amslUoRQokeZo6oVJOW2ICAp7XUqVd6Zj9WElZ1lu3cIQm5E2l2Qh/dWWMZwn6LpXxhBBd20l3Og81evGaPqSU2Nrawp59C3CLCdO8U1e27SDPbQ8AL/i+p2B+X7awN2vhm6jOlTOvZVbIJ68YEufgjIIRz1OYbYw+hpTyofh3CCAAEAghygBmpJSPSinbAO4BcMs4xqfKQPaTciV0S9stOMqNSUJ9Jv5dZEKVBLbKX+XvxVo1fYaEMcURgTRRKNNih2mppF37fHPp5OLuBFUhLBZqxArm7lu6BjQnPl+yIuh6ZX2PfhPhigtlHmfvN82FE70G3QhIuHMLl+bCi66YhXsGBc8U2O7mJWJPhuvmE5pMcK+KUrb4euxxXKU43W19cxUra+fV6xJ6z4F+vWumR4cjS0gAzD3viJRlllhtve0LmWS8roK+v9x1IENhFAJeOwqJNLYaqFarKBSS55sqCA4beZXxhACuefalePmPfUfm+7ffcUPH4+65ZEZda76WDh9KUujIy5NX3KlQTBrkjELQ87UmrEWvQwjxOgAPSykfA7AXwCp7ezV+zfzO64UQR4UQR32/e8/mQVBgruNeFwVtepWZYhQLY4VrSIiUqwXV1lC9F1vvZOUVSq6ygJLvUcEOVxPYANtY3cRS59qkcocX9BrPqi66m178nUhrJrj3gyx4EmqKKMiEMc2T5q3lK9N7tcS6ph+aZznjvUTQ61p7P7EyxdjfhtAkvkSxnHHv6f6ytqozCwmZbhBoccdifgGZXkDzFk4U5+0FtE6y4tluhmWTld4IAI7jRulggR/Vbc9BvxkRyYbb/f7ze6Fnr+gtjum9Xrw+vARvGIZoe63uTW3iqpX9VK7MqgPfbkYubN8PUCwWVO/3USKvMt7c/hICP8QzX3wZnv6ifSgtBIAALr92CT/+lpfiltuu7Xjc6mxJjZ0bIVmVKi8/cFXmMRw3zYofJhy+/8ZrJquk9k5iRwS9EMJlcXj+88b4/e8B8G8B/GT8lWUAC+wQC/FrGqSUb5dS3iylvLlQGE1MmVyiXAPMA71HrunE0kxcynS8LOFEQrxsuI5JWej2fbMHtxmv5a5UTfgxMptJ0CMB3amYhMkVKBRd5TovszKaphCiuahxxa5d4Qj1feUSJoudeRvMa6Huj0ia1iSu195rddM8BiHS0HyV5yVDeTHHzT/fT1ESIBFKWkogUxAHAc270ayrkr954LwSkwtBQsdcj0CPHoxYKAJpNyxX+HqByr4gAScEZqpz0bENFz5ZuZqCkrLmnWQj70GxUrwStwA/8HD8iUe6WvQ0z37IcFkCvN3yASkRBlKFsEZdqS2vMt41z1tQCs7+q2ZxxW0buOkngF//q1d3FfIEGju1JOaQMszxzxj9D+JwXr+hkZ7Gx/ZdWjPj7ieyI4JeShlIKZ+f8fObQojnAfhNAK+WUjbizzcB1IUQVwohigBeBOCLOzFWE3sOzOLGG29krvtoGWVVkSMNU1mohUQwpazuDoK6ELc3zLZU879vuuYTskmcbkOCtRzV7tY2MJG2fB03sTipKEltvqxCE4l7nuZdUkqJ24NiQ98vlgu58+3lenFr0eQlmJZXL25QmnNSUKj3x2QxXhem4DPnC8aVEI5Q9468Cb1AOALze6P7whWbuT2VbW3k1BFuZqam9X7PAt17U9nitcuzhGWvniLPj1LfzBACZUT0Pif9/HsumcnlHWgtbuP7QwIyel2o+dG6yvNQ8PMDURMfz/diy763sEg/60/d9/h6CSHQqvuAEAiCAEIATp/K6yAwK+NVl4CX/uhTcPCpM90LBXUBjT2LSFgqljGXU9Bsdk9STZGEPfeoDgvm/gv091yPApPguv8TAHMA/k4IcbcQ4qb49f8A4D0APgngbVLK/nM1hgC34ODmm29OWb8Uc67OJYKPbmZWmcxugprIfvQet4KyUuC4cFOueZb6oxGIiLkfW5QL+2qpcTlOYvFw60tZz/F3a3NldR7a5GdYcRryFtBc8trjCkdk5yT3IMzzrqV5zWhedI0KRbdvK5Df817cnaYLO7oW2WWIU59h96iXNE6quhZlbiTKCRE/BwXdhyuuuLIrqz1rvtw1Gh1PV8Ac18l1u9P5yIJvtZuYn13UCXoiWqd93Us2NkCvYGe6fRWxkY+bKS6mO18I0dVDQQ2kFvfNYW19GbXqrGo4k4dBkjJMpUBKifp6dO3CQGqFs0aNW267Fm98z6tx008A3/Fq4Job9yEMIs+ClBLzA/IDaA5ZKcDzs4u5DaeyKuJVZ4rbbmZjwtyPgO1zcLaLsSdLSymfmfP6UQAv3OHh5MIxHnZVBGS+DL8dIPDDzJKReYJLc/25uuVoxoa5G7RQTAoxmIuJ2M1KWBusejMOzM+hjZXH9wu6kkAxZ68dqGuQuKl7U2xMBYSfD1Jq75nKgHYty1yxMRQJIYwNmciFvT9w5vn2XDKjNeTgKJYL8Fq+sjJMrZ4rKPyeuzIJmQCJQjW7p4p2K0Dg5fSFRxLqcOJUKb5OtgNyR/ciDFI8CXYvkkJNOjGUK4IapAR4e1wp4fkeFueXcGH1rPoYjaufim3qfsTf5YqUmVZXYqmKWcojz583n+tOcByBvQfm8fWvb2HPwr7eWuT2CaWMsuu4cq6OSq2oFAvHGZwLsh1ETQoF2u02wqAW8Xey29Z3hRD9ucPJO8n3PscVak8cJrQ6JsRJGXOH0Emw6HcFzM2rbKQTcUKOyTbmLpy0e11nhatzGYQO05rglr75PX48TVAZQs5xhGG96KlEfL5JHD1huOex/blg1dLcDNcuH3fW2OmYpsBOrqVe+ILGnhTQ0c/J71tv91yvOZDrfhNCcRjyMh80L4NxfbXrRe59loFgehLcYtozwK/VdkGCuNOxaExlTSjqXQK5IqdSmYw1y+EFnrLGhBDKpHVjgh6BrmN1pj9BX2B1GjoVhNIqp7kidY+yFMhe4LgCtfmK4gR0sujDMByo9jop+VqBodh6pvM97bqnq2u40ygXK6jXGwiDENVtlNyOvEKDZF3wmiKjEX+VmZLmGZ0ETMYodgHM9DpOICsYcfiiYWmaP0B2IZcs4cY3FXpPCX9m2QsnseTp+2ZqR1Z8mjTaQmzBJSx1fbPu5KVIlIV89zpXTMwa0+Y10IWi0B5SbT6M1W1a9XTOftjWJpTwisMqefF93q+cZz5o7NuCfu+1OfPQDFMEyeo1UxxVl71CEvbh12O7oHoEna7ZngzFRrt/Wkw7GWcnAdlsNVAt6+5c05UPJBb9XB854OZG37FgUoaniIfPCnGTmjyFJQ+O6yQ9FqTsGKP3PA/FYv8ELscVWNxfQ9tvaYWOKrUi2k0fwhGo1qpjaZsahhIFp4RGo46v3vMEPvg/v4qH/2YBj3yo0rH0bRYct7+sC9OjQ/0PRgFF5uxzfYwSkzGKXQAldB19o8gS1KalmVjlyWaR1EHmFkMn4Za8ZyoBJORpPKIH64lAVn5S2tOw6nM8Ebpik2HFGlkKSXgivdl3EubJd1gRCkMr1z0CuiW5nRQ5rShKBjuXLGteSjQr84ErOTRf7tLn64qupfIQCaE4EEQALdeK2pozORrbBVUYzNsI3UJSBKiYVZiI3Rc+3yyXN4fnt1PtcUnAc2Y8HXexj7bKbsFBuVZMPb8aRJ6nSL/OJeNZ6BXkQROIvBV5rHuvHaDZaKJQ6N/iJe6CdAKtwFC5WoTX8sdiad54440AoroBMpA4+a1VfPB/fgXLT9YBKbDyRBN//Ia7+hL25IrvNU3Q9DSOsvLnjNFQaxIwGaPYBSALy7TaNcFnbLh6QxVdUXDN191EWNP/vI0sF3zmOXXXvm5BOm7nNCSzkpxmZbLjUpGJLEGvWXXGZ3gdeu6a5wKblJXEK8GEOROE/Jppny04xvWMvxu7antl25swrTmaL7nwuWVNxy9wwp2mwDjG/dW9NcpaLDradeZlfYkAWii6ivTI79Gw4oBCCK0+u7kpcqZyUVMQHU2YZ8XoueKWd+6u4xvQEuPFVmhO/Fj8fnJPi6kscmWsn3oFbiF6FhPXfTb7vL7ewvrq1kAWPdUvIN4GEF3TUqWA5paX8mzsBG6++WYAQOCH8LwAx+69kPm5v31r74lVnVrWZn7eWJM7ETO3gn4XwhRcxHbOcu2lLE3mNiIrTROmhpbN0z+4cASgrCazM1JiLaYtyEoPsUytslrmcTNi+K7uMuYPk/IsmJ4IR1dwaL4mKVFTbIxzZlv8jjZ2dY+QX2O913tuumkXDctaEwIlM2yTTcbj8V8u+LKUAMXIZ0Q/cq1zxWaYRTkW98+wwiTp1qt0PdW6MSx5qqWurl+GQtYXMlz3/aI6W0pdqz2XJPOkMBatYdMDZSq2xXKhLy+K40YClyrxhWHEPvfaOuHSawfY2myk+qj3do54bRhyrFh2sbHWSDwu43DdS4n6ehutreziZnlE1yyYFno3qH16ACLnoNhu+exhYjJGsQvgFhylKQOMMFfQhV/0ntDc55wlD6Q3RW410LlM4ea4GQqCqwtVwHA3x8frpZ41r5WeeVw2JtPaV8JNm5dIjZtbxi4Tbua10JuH6MqU6b4nXkGWAqIq6FWLA8WvE4Gq3x+tGI5qY6qHKsx7zAUydwmbio1pQXIrxKwSmNq8hlyUg45L1Q0pdECclHRKqM5LANIcDXPMWi60mSsvEqt0fnZPMq5tWKMqREJE0mpRuYDLRuljvl7JKgaSZ4X3X+gFVLKak/FadQ9ba3pt/8AL4Lf8qKf6APNzCw7m56J6Y3T9CgUXjQ0vFd7aSThCoL6R3Tq272O5+p6ah5mFCjMwknn3Q+QcFLzvw7hhBX2PILebabWbTHHHdRJLhruqHVOwpUlvZhxec/sarm5+bt1y1o8NoKe86lJG97OUQDWt60wPhu6lAJBSTLIUIy7USIjQtTSvkSkY86x9esgWL5kZiMFMGrl5PfOKAOlx+OS+pL0Qeoze1e6tfu+zLEl1LuO4w3ZHmh6h2YWysb7MOaUVl6wiTlxp4hUXXSP/WUqpYvQH9l2mXt9eMSBHKw5F2SO8giEPF/HKaaSU8D4G/YCKKF12yZUAIou+3fThtXSL3vdC+H7Ya5sBY37R3A5febV6TUoJwZ7BsbmURaREVeeyhezSpb1zLorlQqQIdlkLlZmiVhyM5s3rKIwK5WoxIV+OGVbQ94G5PVXNwtUEORNiQGJpmpYbEG+KhhXquEItXF0gpgWjeW6+2WsbWB9x6epMdj50lotcWTlxERBNGDppRcBUTHhxHiXQHX3u3OKn75jfp2uZUogKlA1QVPdiEJSqxdSc6HW6VpoL3VDmTAXI0eaYbdHze29W5stOzUzO2UuIph+YKXQUAtHvZ7Les8iPPCTE50rH5hXyrr7iqV3HNLunqq7HoODXLtUzgnnNaA2TN4hKrmaVXu0FpWoRjiswU42yKGQYue19o1ZCGIQpd36vMMNMxUokEEulAqQIU0rrTqLVbmJudgbXf/fBzPdf9TPP6/lYJVbyeX5vLVdxIa8b32eAwZt19QO34PTUBngnMPaCObsJC/tqikBjpgopgaApAml3NcDc40ZsGmBpbvH7MmtTNYRbltu/3xrOpOGmFRihWUCJta3H+jgxLtPtT9fDEF40X7U5sYI5mkfAmGtKMHJinhL021velEJmuptNy1rzrgjdy6IUNYfSelztvkvm1eEpknyu+UJTvxYzQy6zac5XCUXDe5VWWpK1qjHUuSLg6kpEHkxPzMLeKhpb3rbmZYaa3IKDMJD6eo7vebHspipBDiokKoz1D0TkNCq2xREEEqEf9lwilyPZk2KBtq+GsyfXMTs3Bz9oa4r6TqPRrGN2bg8WL6tgdk8F37jnHJ58dBmHrt2L2++4oeda94CubJcqBXitAhqb7dTnVI8Mw3N2scEK+j6hNrN4s+bxvCx3tOmuBrKrxKXS2JTwDjXrgo9BT2XSFYx+GcGLSqiZFnKy+XG2vKlgmEJcDzXoQphv9FqHM1dAhomCkfIIZIQUTHck3+R6KSPbCUnNc13gZmYoFPj9SRMLE8XGuIdBWrHh3gu+OSX53brHxRmRlaKENU8lZZwF03uhKZ9GuMG8fzTXvpQxIVCdLaHV2F6nyiK/jvGYAz/MeI4EanPl5J4xpXYQRGTA5JkMgxC+F6YK59DrvTS9MWEqfxWq4DkT5da7roDsUiNhdJAoV8pAIcRVz1jCv/qJF+Edf/GneP3rX933kXgr6U716hOvW3/kvWmDFfQDgOecK6vNMTd77oLOcmWn4/BAOl1JyiRWqvLVmWVED7bZA7xcK/bXxlMkFmf0YPia9abGlIrVZ3gwMt3+3AJNNnouvBzXUSVhRUZt+KzYsGlh8msxrF7bppVq9n7n80vNN8cqTyzJMGVtmAIxcd3zYjzMI8S8OcNEktufThnkCgZX5ExBw7sP8gZPphJhQuXPs0A1udG3O8+8+6c9h2VXI+ANA1HKIrPog8h1bwr0MJDwvWCgErmk5Jsek2KpAAioZ2wcFj2EhOs6QMFBu+ltS9lQSnhMCDXn4xZdBF6Q2jvGMu8JwMU5620inUKVdlma1jrf3GgTMS2h6L3u5WS5UEu+p7eF5c1n+oFplekKSjoenu3B0BUEqkLFhX3efLklr1cY1OP3Wda+W9DZ0cOqY80Fqz4u/d5yz4d2Hdl4EwvXZNZnX2e+bgpFR0vpNL83bKSVz2xhrq9/3ZtElheR3ZzUtcxvbmO67UmJ224vdR7fVdeaFFSnswKyHew5MKOV9g38EIGXdt0/efqJTEu/F7jGc1gsR+WDhSNQLkfphaVKYegd23qB45A3z8FDR8/hv7zub3HfHwFvfs37+q6MR10bzf3EbJmt9jHn4hb01qIfACl3pEG6A9JV2VxNgOndsZwMQcAXZSclgN4jzX27LE9yg/FjFwwvgyZ4zRi9YV0DyO3aFs1JFyJSytxrwY/N07rMY27XZW8iZe1pBZGcFGnO9Nhwa7+oKWvZFrv6Pk8JYl3HeEyfKwLDBp0jdf+NdFFS5Drdi1KloBHflPLaRaByYa++u11Bb1YvNEJOwGj6h9NcyNoO/BDtVpASPqfPnEatsDDQOWjN0doQDgAp4boCT7326XBcZ2xMcBrbw19dxhf/4bh6/dSxZfzxG+4CgJ7j9HOs5Sxfb9R4ama+jHNIP2eD1NOYBlycs94mCqW0RcAtAyAdV+aLkQsws05+X/3XNUEfvbfdtJH5pWrq4SmVuWBLk8VoTFkuenPcZhgjRfTqNF9GMDRzmqNrGb1HFeSGBa5kmKx5bg1y5UUIQ9Hr4R4WDAVCu84dPEUjs+gNBca0FrXiUWxOhaKrlBayrPZoVQSZl6IPy3JY8yWvV4o3whSQ7RI5O0F5JKREY7OdqpAnQ4nVs1sDeS7Uc8JCetXqjL5Wx2TZXv/M6+EWHHz5rlOZ73/0HQ/0fUxTCScvHr/HmgI3IeluOw0r6AdAZiMPRqAC0i1bI20ydq9XdeFWyBBgmcJctYotqA2TjkmWUz9tWLNAioJe7jevdr8elzat+WzFRi8lXK7qaX38Wqi0riwlIH6PrgnlQgO91Q3oB44h5PlrXPFJCT51f9PzJS5ElkJF1zKb76Bnaoyy+hZf2zzLhK8BgJeETXLRaR3xokV83mbhGhNSSjjCQRAkxDturW4HvOMeXWezYtywvUIc3COxdr6eScbz2sFAnotCMWnH6rgCBw9ehlplJuV12mnceOONKJVLcAsOVs/UMz/zxCMrfR/XNLDovpmNtjILNF1EsIJ+AGhxVo2IlG5uwi1NynNO4pbJRk0uXVV1rZRuB0u57nScImObEvFskMIwWaD8U3MupjWrrD1DMSGhDTAFpZQINzo2zYVfC7pe9L1SnAtcZMKcriH/PSorLEu46Tnx+maT5Ykwr0VyjdiaYUqPyf0gYZ7mhDgja9DhGPMlIWsKjURxTe75nkuyFU6aLylGfA2ZKJcqaLWTqnHmdR4U1KvATGXk13mhj4Y5/YLPd3OlkbboY7k/iEJDoTeumFHa5rgseSCqd09jmFnIFrb9NCki6M9Dso+mWw1H8+6lSug0wsboBwAvRcoXGaCz3gG9zjoJcdpoiuWC2qQpB5req82V1GZI5yO3FMWnogIcustqWHALjhqTJrg0opkRpzUseboGpEWT0iKEUIVS6ByUelR0hBJ45jXhSg99fza+FqO0wEhYm3F4bllneTBUZT1HKIWG5lSZiYrxSJkoVIkVIrRrzT0npmI5yrkLYcbnRWoN8PlGmR6dXfGO66i1ykl+IasP02o3MT+zEAv6lvZdWmfbgdnmVw+VRNd52DUJOEiASykhhEjly4ehjOpJDCDoa3PlqBIc9/wwEum4BD3AeUd58xogy4BlnvA1yflMPFQ4rEyc3QYr6AcAbdqaK9NwKfMymfQeWTmU77ywL6noRLFM2oToM0IIleNObnlarNSSclSg81TMqnnxjxBCuZu5cDMVG4qZz+6pqs09id3qv4UQ7DpFv+macMVGfS/HchwmOGOc7ldWrFxZuCzEQteFrBVz3oWiy9yN6Vr2jrFZa9yAeCyL+0e3eZkbpuOkFRta671aZLSueEOcykwJza2o4MlMdRYztTkIIbAwt6i+NyyrNE2GZdd5B1zbjiNQLBThBz6KhWLKdS9DCQmplI5+kNR+SBshoyAY9gN6frbWsuvdr57Ldun3ckxhrA3qXyCYJ+pihnXdDwCyqLM0SbK+SbjV5kqJe5l6eDPyEoFbioAex6O/h+WW7xe0eZBlm6XY0G/e0YsEEAkAzvYlFy8XnITES+CqYwK6YrMTbSaTsepxTyCjOmGG4JtfqqrX+DUE9Ng0XZ+a0cc6y2OkWdQulZEdnfVJ4+TuX5NsOahHgacpLuyrqbSzhbk9aq3v23NAfX7YudBmCGQYYYHezitQcAvw/ajCn2nRVyszaLYa23re9fU5et5BL6DxLB3MVggvu3pP38c0Qy+cy6IRVnfgvk4yrKAfAGSRZJGtyKVMm/e4hPMwQXMpVQopq4rczcoqrRWV0B+lANpJFMsFzC5WNIsvERCJ0DNZ//0qI+S5ILKl+ROdN21RjxIqbGOQD/n5ByWAcsu6VOne8tVxh1Mwh9CptPIoIYRAoVCE50ceDLNgTqVUQaNVH8iiJ/A0TDIUKPd8XKC98sbbL898//Y7buj/mEYmCM964l6xcZEQJwUX9+y3CWo7ydnGO9EsYaehuAVzeqwdSKxXYllXasWBCvVMOiozJRUjBvTSu44bFXchl/0gpCIgEXyaB8XgQmSFi0YJzl42Y/RJFslgLmFOmOole4C6yQ0rF9rkWZAiMWpEFn3kugegkfGianjbK7UbnSPtDSJP5LhQKLpwiy4OfkcF3/n91+LQdUuAAA5dt4Qff8tL+6p1T+DPIFfEk/t6cRfKIdgY/Tag2O9lF4G/8y7lnQYpMcVyQVXzIut1J2LlkwBeotgkpQ3LNUohD7KAhBDKzU1cASopO2qk85HTXIRBoRWe6qEJE23aw0qRMrkQwGjz5wlR8ytHlbgl132z7sEpSFQqZdUsaOBzMDLepAg5txAV6zl8+Ajks1dwx5teire//e0D1brnxyTCq+75SjglxCe6mDG9UmkHoNjvcdWvaQePj5NVNaj1uluRVUPBJFtuFxTy4OlqZO1TH+5Cyd0RzwmNJYttv11meiWjcE0nkIVLhMbtIis0shNV47gAD8JAkfFWzmxiZq+L+cVZ7NmzsC0CmZ4COzlCbunSWbSbFRwvrA3leGkui86hibxwQznVrsZkqHq7FDx3fVK05p3CxRrzKmUU+FG5/UMuxhGlX+qpd/S7NlfeEeuTvAu8mZGZKTIoeGOSngQ9IyQOA0Qu5THc6g7wSrhx+cjxbyqLvr7eQqvVQqVWwZHD127Pdc9qFEzS3pTwPKK53Xjjjds+nkleBYxQk3XdW4vewqIfVFgRH0BPJxw2SpWC2hDNAkE7FSIi5UVtmMzFvt3NM2lM0tnynN9bw/pyY+gpUuW4PzxnZQ/LW9AJmpIshCLjNeseql6IcrmEYrm1LUucX89RFVQaFDz8c/PNN2/rWCq8Ral0cZVD3kTLcV0M0AhwqnBxqzkWFn2CCIlkTZeqxZEKXfIWUOrdTlicWeCZBcOyjlRjki6M9+psKUpvHLKgJ36JmX89ajiuUN4MAaHIeK26F/dISHqob+ccKgV2wnhDw0x3K5SivgoaqZJ1kXQcgXK1OLZGPpMCK+gtLPoAERLJ0p2ZL++IxUTnXdpmL4NBobgBrDTysKDKlOYIcqouOexYM/FLiA2+U+BFsCSkct23mz59QBHMBgVXnCZN0DuOGNozM7enkorR6+57B6VKYeKuwU7DCnoLiz6Q9LrfWcuaLM1xuWE5R2DYm6ZJapwz6pFTOuewLXqCW3B2NCXULTiozZUhnGi+RMYjQS8Etl0vYKcJhv1iWGuIyKLcK8RDSxd7bJ5gr4KFxQC4WNIJCcqDsVAZulCkDZrirGa+N5EeR0UALVUKXWv0DxPCEUpxiTr0RYX+261A1b/fboiEYtdAEm6aJAybSMorG6q+EFbQK1zc/gwLiwFxsWUdjNKDIRghLuplrwvdUaeJlSqFHSmUQ0gKBAkUCyW0Wi14noe11TUAewEgVmwGny/PBpnEIl7DLsfLWfck3EcR7tmtmJjdSgjx50KIj7H/bxRCfEYI8VkhxB1jHJqFxUWPUQoLc5NW5ZWpS6S7/Zh1N4zy2CYSD4VAsVhCs9nE8vIy1tbXFDGvwFoyD3oOEqaTGJ8e9nrSsgxYe+2LvVAOYSIEvRDiegCLxstvBfAjAG4F8LNCiP47HlhYWAwFoxSEvI5+Vk/7aatXTh6MQsFFsVBEq9WE1/bgCAdhICGE3vVyUCxOcHhp2MqHm5FlMOy6FrsZk/Lk/DqA/0L/CCHKAGaklI9KKdsA7gFwy7gGZ2FhMTqYZUxVt7U5vZvftLhh3VihEY6AEA6CQCKICXn0e2EIDWh20ksxbrgsVEGCnvpvWEyAoBdC3Arg2wDOsJf3Alhl/6+Cglf6d18vhDgqhDjq+/7oBmlhYTEy5LnuzRK50yK4qLZ/y2ugUq4iDKVy2QdeAAiB+b21MY9yd6FYSpodkaCfZI/GTmNHgjdCCBfAZzLe+jCAFwJ4DXTX/TKABfb/QvyaBinl2wG8HQBmZmYu8tpHFha7E4VSlJvPG+cARtObDgV1dhuIEd9sN7C3shfNVgOBF0AIAc8LUS5Nh0Kzk+DNjuj3tCiGw8COCHopZQDg+ebrQog5AD8I4K8AVAE8QwjxBinlW4QQdSHElQCeBPAiAP9pJ8ZqYWGxs6jOluKObrrlrlrkOkJjU+92EBlPCMCJc+nb7RBSSnhND051Oua509gTF5MaNqN/GjBWOqaUcgPADQAghDgM4I+llG+J3/4PAN6DqDnz26SUK+MYo4WFxWhBDGzTdU/FgaYtRk/9EZTFKSWCdpRL73vh0Gv6Xywghr112acxMXkXUsrHAHwP+/8oIre+hYXFFIPSoairWdKMJXpdOJ1r4e82RF0JCzh46eVorQAQAu2WH7nuW4F1OW8Tk1gJcNyYjifHwsJi1yPpOGZY9ENupjNuLO6vwS042Lu0T73mtSKLvtX0psZzYTE5mI4nx8LCYteDlzEFYktfRMI/qvQ2HdsVKTBcoLdbPhb21dCq+9aitxg6puPJsbCw2PVIapVT97Gkv/h2K8VNIrhAb9U91ObLqK83pyZEYTE5sCvKwsJiIkD58iJ24YvYmnddgUqtuKP16HcCXKA3Ntuo1ApYO9+wZDyLocMKegsLi4kAxed5BzLKrV/YV5s6lzYJ9Lk9Vayeq6NcLUFKOXXztBg/rKC3sLCYCPAKeYn7fnrS6kw4cVvemfkyZChRqiTZBxYWw4QV9BYWFhMBqhhHsXkAWsx+2uDEbXkLcRphsZQUCLKwGCam8wmysLDYdSgUoxrw3KKfphr3JpyYZOiyugFSyqlVbCzGB7uiLCwsJgKFootiLPgoZ36aSt+aMCsBqo52U6rYWIwP0/kEWVhY7DoUyy5q82UtLj9NpW9NqIp/1Ee9XIZEoCx8C4thYWJK4FpYWFzcECIipgFg9e5dVcN82uCw0r5SSiwsziOUgXXdWwwdVtBbWFhMHKj+PVWRm0aoLINYqanWqrjy0BHrurcYOqb3KbKwsNi1oF701Kp2GiGcOLvAERAi+rtYcqeWfGgxPkzvU2RhYbFrUapGHcimuRMZue7hCkhE5Dzq2GdhMUzYYJCFhcXEgQR8da485pGMDlT1TzhCWfHTHKqwGB+soLewsJg41OZKAIClAzNjHsnoQOl1ba+FWq0GIAlZWFgMExMh6IUQNwkh/kkI8QkhxH8VEd4qhLhHCPEhIcTSuMdoYWGxc9hzYBbAdFu4VC9gYXERszNzAKabk2AxPox9VQkhSgB+G8CrpJQb8Wu3A6hJKV8shPhRAL8E4FfGOEwLC4sdxMVg2ZJFf8kl+3GysAEAKFenl5NgMT5MgkX/nQA2AfylEOIuIcSLAdwK4EPx+x8E8F1jGpuFhYXFSJDVxKc2P72cBIvxYRLU5ssAPBvADQDmAHwcwD0AVuL3VwFkuu6FEK8H8HoAmJmZwc033zzioVpYWFiMCL837gFYTBhqwzrQJAj6ZQCflVKuA1gXQpwH4AJYjN9fQCL0NUgp3w7g7QBw8803y6NHj45+tBYWFhYWFiOGEOK+YR1rElz3XwDwFCFEQQgxB+ASAO8H8Ir4/VcA+OS4BmdhYWFhYbGbMXaLXkq5KoR4K4C7ARQB/DKAjwB4hRDiHgDrAH50fCO0sLCwsLDYvRi7oAcAKeU7AbzTePmnxzEWCwsLC4vdBc/zcPLkSTSbzXEPZSBUKhUcOnQIxeJosi4mQtBbWFhYWFgMipMnT2Jubg6HDx/edd0OpZS4cOECTp48iSNHjozkHJMQo7ewsLCwsBgYzWYTe/fu3XVCHojaM+/du3ek3ggr6C0sLCwsdj36FfKTlKU1agXFCnoLCwsLi4sO999//7iHsGOwMXoLCwsLi4sLj67givXtVyF87LHH8JznPAfPfvazsbm5iZ//+Z/H29/+drRaLZTLZbiui49//OP4wAc+gN/5nd9BuVxGu93Gn/7pn+LpT3/6ECbSGy5KQf/YY4/hyJEjeMlLXoK7775be+/RRx/Fddddh9/8zd/Er/7qr45ngBYWFhYWo8Pdj+H5pxaAIATc7Tm2b7rpJnzsYx/D+vo6nvWsZ+HQoUP4m7/5Gxw6dEh95pd/+Zdx3333YW5uDq1WC77vb3cGfcG67g0cOXIEr3zlK/F7v/d7uzZVw8LCwsIiB2tN4P4nsadVBD71+NAOOz8/j0svvRQXLlxIvReGIT7xiU+g2WyiXC5jZmZn2y9f1IK+0Wjgda97HZaWlvCc5zwHX/rSlwAAr3rVq7C8vIwPfvCDYx6hhYWFhcVQcc9xIJDR3//4ELDVHsphT506hXPnzmH//v34oR/6Idx6663KK/yBD3wA733ve/HUpz4Vr371q7G8vDyUc/aKi1rQf/GLX8SVV16Jn/7pn8YDDzyAf/2v/zWCIMALXvACAEi59S0sLCwsdjH8EPj08eT/LQ/48EPbOuR9992H7/7u78brXvc6vP3tb4fjOPibv/kb3H333fit3/otAMD111+Pd73rXXj88cfxrGc9C7//+7+/rXP2i4ta0F9//fV4y1vegt/8zd/E9ddfj2PHjuGRRx5RsZVHH310zCO0sLCwsBga7nsCWG/pr33qceD05sCHvOmmm/CJT3wCd911F172spdlfuab3/ym+vvSSy9FGIYDn28QXJRkvCxIGblyhBAqp3E3Fl+wsLCwsMjBJzNi8qEE3v8g8NPPHdlpf/VXfxWnT59GuVzG7Ows3vGOd4zsXFm4qAX9V7/6VbzxjW8EAHzta1/DNddcgyNHjuCRRx4BAFx11VXjHJ6FhYWFxTDxSy9Ufx49ehQ333zztg53+PBhfOxjH9Neywr5fuADH9jWebaLi1rQP+95z8OpU6fwt3/7t3j2s5+NP/mTP4Hruvjc5z4HALj11lvHO0ALCwsLi5Fgu0J+N+GiFPSHDx9WrnoA+NM//VPt/fe///1YWlrCD/zAD+z00CwsLCwsLIaKi5qMl4VHH30UH/7wh/ELv/ALqFQq4x6OhYWFhUUPaDQamgG3WyClRKPRGOk5LkqLvhOOHDmy41WLLCwsLCwGx8GDB3Hq1Cl4njfuoQyEYrGIgwcPjuz4VtBbWFhYWOxqLC4uYnFxcdzDmFhY172FhYWFhcUUwwp6CwsLCwuLKYYV9BYWFhYWFlMMK+gtLCwsLCymGFbQW1hYWFhYTDGsoLewsLCwsJhiWEFvYWFhYWExxbCC3sLCwsLCYophBb2FhYWFhcUUwwp6CwsLCwuLKYYV9BYWFhYWFlMMK+gtLCwsLCz6RTsAwt3RLc8KegsLCwsLi35R94DW7uh0OjGCXgjxFCGEJ4R4kYjwViHEPUKIDwkhlsY9PgsLCwsLC7SD6LcfAl443rH0iIkR9ADeCOCT8d+3AahJKV8M4L0Afmlso7KwsLCwsCCsNKLfQRj97AJMhKAXQjwXwGkAJ+OXbgXwofjvDwL4rjEMy8JiOlD3xj0CC4vpQSN21/shENgYfT/4jwB+m/2/BGAl/ns1/j8FIcTrhRBHhRBHz507N9oRWljsNsh4E1prjnccFxt2iZVnMSCasaAP5K6512MX9EKIVwI4KqW8wF5eBrAY/72AROhrkFK+XUp5s5Ty5v379492oBYWuwlBCKy3or8bu4MwNDVYuUgUq+ZFuq4oRh9Ka9H3gRsA3CqE+CiAlwP4PQDfAPCK+P1XIIndW1gMD7uEMTsQ2kFCFLpYN+SdBnlQLpZQyepFotCYoNh8ECbpdRPuNRu7oJdSvkVK+VIp5e0A/hnALwJ4JwBPCHEPgNcC+N1xjtFiykAaOW1UoUw26WmBH0Y/QDJfi9GC1hMpVtO2pkw0YoVmwoXc0BHI5IcE/UZ7vGPqgsK4B8AhpbyD/fvT4xqHxZRjpQEcmE0sr602UHSBykQ9DttDICNBLyXgWUG/I9hsA3uqiadosw1Ui0Bh7PbUaNCK19VGG1iojHcsO4kwjs1LmVj1E+4dnNIVaGHRARSzpo3KC6dPGHLXYnCRuZTHBbLkvVgItIPp9qaQcLvYQkOhTJ4rEvoTHqu3gt7i4kAoE0FHGxMvfDHhD2rPIHdxYGxGwHS7WP0wsqDHCVpPpGD5uyfPeiB4F2loiO4vF/gTfp+toLe4ONAOkpgibUxekGzI/mQ/qD2DGN9kZYRM0E8z+74djMd9GoTARisZA5DEb6dpXRFkrDDzkNCEu62HDgn92bIWvYXFhCCLnKa53qZkQ96KrVqaV8isjWnekPn93cl7yd3zPO1KWXqTLQD6hhdGgp4rkKMsAztuLw3HKlOiuYDnXrMJhRX0FtMNsuJJEHBLhAtDelAp93y3gjpqmT9AwkmYRvDwy07msdO6Is8QoFt6Ey4A+oYXJNearrc/wnlO0vO4yZRo+iFC3oQbClbQW0w3Vju4sjlZjTatjQnaWAYBCZ4gQ9hMG+GQg3sudpJ0GMjIojXXlbL2JlsA9A2u2ASGYjMKNCaIQErcHs1bRgJ/vEPrBivopx3kTpykB2Yn0TDKVXKhzh9U2qh2O4OY5ikz5rZLOm0NBB4n3Yl7SM8T9wjxdWV6U6YFgUTKCzZKzwUpFS1//HtYiwn6IZDxjh49OuQB5sMK+mmEZBsOWbQXWxUrssy9QE81y7JEeMxttwtD7qEwBdAoXaydsBOFY3aai6A8RVJfXzSWaRX0XLApQT/CeRKpcRJSFc3St1lesz5w//33D3mA+bCCfhpBm5DP8sObF1nOK8X2tAfSdN1LXdhPg6s1pdRIXfHbScHjGRUIR4E1JnApZroTypryFBlhEj6WXcDG7hvm+gJGu67oXN4EZDCYZMtdpNBZQT9NINcWsWI5Qam1A5vuJMDMlTc3pqwNahrIU80Mt+JOulizQKQ4IjFRSGGY2DAIUjulrJGnKG9dkYI5bWVwOz1Hm+3hry/uMRm30kQKZMjHZDxjEwor6Hcr+MIi4cYteSrWQVowuTPHHecaBTiLnlz2rQw3W56LlVv8495MBgWv22/+SKRT7UaFUOoKJ5AoIVve8Jn/XOCaLuVRIjDWVZ4CuVvXkwmVupjlGYufq6Y/fPf6TitwnUB1NyTSnkK6zRMq8K2g3ynQAiCBW2dkHtoYyfIhYcUfHHJF04a+1kwW/prRTMNnGjB9ho7TCsZjZfC4OI2lbsy76SdCm94zi9zwv+k9shw91rGtZZDwci0vI3Y/yge1mXHvh3U+uhYpxSXUXx/1rW/5rMSwUYHQC4bP/CfWu3mPgdEotfRsZoVIKHSwi1y6PWO5Ef3mzwlXICWS1Lthgq/jcSpN5CE1lRtu3QNRH40JhBX0owRtalImC4ALaiCu2BZviCTM6XcrQ9CTUKQ2pKFMx9+JwKKlVsULkef87oR1XzeEcTtIXqNrwOdrhhjo90YruZ7mtWz5yUZAGw13s2VZ7lkb8ig2Zj9MhIM5p7qXCMPtCkC6blmKDaArM6MAjZ8XrmkF+u9RlBrOLEcan2MUYSpaq+Z6ImHHc+l5qGK3u/C5IsnXlR/C96Pn7+FjDw9/fZlpbOOCOQbNo8Ne35pMj6kV9KPECnOlm1Zsg1nftDk0DFcnf6+TMDcrvmW5DmkjJoHIheooYApz+p9bdQ0jnJB1LegzRMaRkn3PuE5cs+bzzRLkgUy/Pkz3IFfITA8E/fYYy3+7RV5IYeAKTBYzelSb5QojxaUqEIbDv76ETh6bURBPmx08RUBawRxHEZ9RIM9r4oX40sMPAhJYXl4evkUvkbaaxwFz3u2MbB5gYsnOVtCPArTJk6WZZeVQBbNuFpAZY29luefZ4gOS1/lmb1oao6jDzUuQkhXbYAoK5Xabyotm8ZnXwhDmWdfE1K6B5FpIpIU6wBQBqV8ven+7FhhZfr3eX64IDYLMsr5512MEGyYPR5Alq8V12XodJsx6AaPedFsZynTmuiKXdvzebu8cSHuG6TXxQwghgFBCSHYdtgut0JUhTMcBOj+t6a12srdwl36fqZ07lUtvBf0owDd5z3ApK+HUIY7eNoVQmN6w6cHTrNgMa4JvNuqYcjSCnlzqNG/A4A3I7Lnw+eZ5KbjgMpUBkwGrCRm2SfBzm+VKTQt4UAvMM6x3LfPBiFnze0fvDXxersjx+WZ4ONZawxf2pLia+cV8TCZnYBjglrVJthyFxyqraEpWiIwrntPQ3CYnbzxotOEIJ61YbhdkKCiLfgIEPZBOGVWltePP9UpGfHQFV6yXdyyX3gr6UUBVzcoQMKmNIEPw8RKT5gZpWm6Z7nn2MJoa+CjcqJxMZ8bKTaHGz+t1mG9oXBNtQ8+ar8z+jLkZp45rWPMq1jZgMw1FDGRCx7x3pmUUymRd9Gv58cJAgD7XLM6ChE5a3C68DGWLX1Mak/kcDIu0xIVAnnU9TGQpVLnrylBAdjNMyzqeb3NjC9VyJVpXAsPjIrRynk9gPKWcTUWOphmEiZIL9C7o734Mzz+1ALFDuosV9MMELfKUpZkh3LJcf/QZ83tZioJptWe9xwW6WTSFH3PQSmIkRHhxmtxYeYbA9TPma14Lj3/G2DTbGcLN3Hiz3jOvVdb7g7Z01VzYUp8XV7ayfoB0iKYTQpkoWVn3nntWuCU6zOIjPDbPFRd+LbOu77BIS+ZzkHWPhwnTNZ+nzNG1IO/SOBnjw4B5jeP5Nte3UC2Vo/9LBaAwJJGSV24WGA/fIU+QS0RKaz9rbq0J3P8k9rSK+I7zM0MdZh6soB8mOLMcSG982nuGcOOCt5OVYlrq/D0iq/H3pExiSRpRi31vUHYyWWWmmzorNswtWG55d5svn5M57kz3uzH3LKUn7x79/9t773BLjvJO+Pf2yefcOEEzGo3SaCSUADEagUCykDFeBKxZg7HNEmycxmax8TqgtQ04YGP7c9j1t9j4W+G1ccAYFtmsyVkBkTSKKGtGo5nR5HDzPbnr+6O7ut+uru7TfcI9595bv+e5z723Y1V1Vb35fXWahLRQw/oCzFqENMjfK5nE+QTqdU7Im5pxBnzNBLctc1+IXqGGCuoYSR0z1a946xCzrKyVfvVzVlnbwn23XFu69c3XgzzfJ6xYnnQpIETM1/piFblszpfoLerPe0Mlf9l+MQx/B0+I0zDgMvqJV8aMw92HvLVx7fGJ7rWHKWAIfT8hP5iqRtXZjvmCiVJ1aqV9hXDwc+qiULUJEVx5qoUjner4fVG2ciDsBKhuymp/VQ0GV0Or93FpX32+bhx1ZhJVqu6W0KuEWse88P5KJzJV2ufq/U7SgapOFcoYAj7zWW2i1W6Fx6FXcMlL/Vahecna1i+NQmAdKAShXwTWFv5cD2mhlPmqRswIpU19worlSdclYlK0gQSg3WjCylgAkX99L4hKN+u+c8Xh9TdmX7BF5zXbsoFvHPL+LbYt4LNP96GB8TCEvl8QIuhRD+gljbayCXEmgBPzAKHuQLzU9wjNdfxelailcVpaavj2ZzmptVK7Hcw7HtBEKAyKOhZqf3Vqf8BhqEREv+Vzo9TJ6oYc5RuQFKrEpzMlqO1Sv4fsE28XEM530FCuadvBvnOJXmKh4YRB2QKnTp3qH+GpK5qRAOPhXsP7L+Bf1w/I56nzg8+LXiFrRtgiglFn/ZHMvkxD3Rb97e9Kg9dgl+PLNUJzdQgA1eVlVMoVR6oHevfBiDJR2mI4xW2kcBOXe6Rpd15X9x31TZ0Sdx0Eji/21r4OMIS+X9A5Pumk0UiCrRI3DaHg90WpulVCrmMueuGQeYhbWlu5Ssw5IegkDeqIYtQ53RjL76OGs9XbQQIl25TG4adts9h4jcqxE7MWeK+iuQGCUhXgb6K6cbSVfroQczVYlgXYAoeOPNc/wqMytZLh4O1XmZp+EWD5XlWq58f7EfIlNRBR65dLuDNKUiTe59WIQA12ZS0BQLUJArC0uIRSsehI9LboXb2ucy5Vx3qlsNjw11icmVOdIzrceTB8zBbA7Y/11MROyA706esJOqlMJci6zV5nx+ebCCnnuJpfvV+9V2sL1zAfSdSojTaQz/hEhCx/wakOdzpJRsec6Ah2qL8aoqgjKp2YC9WMIRcsJ5qceUnjyMUJq87JL87EQgi2S41AsIUvNc9UgY1l51u02Hn1Xnmeod5soJDL95/waBmbCKLYtgGR6e/7VQIU0hIJR4Iay3fvKBbw+0Bwnkmix78toDCxHTb/LrF3717s3r27788NQJc3gCcAc9FutZEt5CCEAPUjnJATTfld5Z6zkkyTLZzIFul7EOek6/lvCPiqDQW33uD9edtttwEA9uzZ04eGxsNI9P0CV5fqCE+ULVV1GAP0UrF8Nt9oOmkKRMy5tByyJIiqkxkQbyuPYkB0/Y3qT8AGqxC3tvDNHnHPledqSix7k/WBx8OmkujZ9wkRPkYc5LNVYqglimxT9dTCSgZBlWjLzXW2FtoMq40aSvkiYAsnpKdfUlEgKkLpk0D42/Lv1A+oxCAg0btzo9FO9z1VqIwLn//y7yjzl6op6iNWxE6vauvcufjMY0+hWq85yXIAoG0jn8uj2Wz2R+qWDJScQ6pWaKXA11oncIFnxGAIfb+gk9h0P/xadQPk0gCXiKPsvSoTAbBNSEMUdcwDb9dcjFoqKmwMYDn9ESRsURKQ2uYQ4yE3R00f1bFUM6Pp7OycWEaF5rRt3w4rCWzSmGCu2tUxezqJXijXxI2FmkmQa2qi+qug1qijmC/4z+01B/u8Er+vfmeV+Yiar72Cj1Nb6P1jepUwdfNVKGMftXZUZm21QRcODKCILM4uzvnXtQWK+TxqtVp/GDnuwR6Y732cO0mgJsSJg8oUjRAMoe8VXkYwDXFSCZTOZqkSfaHco9s8tRJ/DDFvs/tUQssl84WYMI+ooilAWLrU2crlfToNRhLGKHIsNMd1mgY1gY8KgWC2K0m4kkAnbaiMlNqfKLujR7Q0hDyQVVHzHWLMDUIIR5nYtgEb/vu6iUkWwrVbCsULXYTbHJVgpteNkI8lzwugRr6oTGm379Ka3dhzo1S6XDJdjVDzWLA14eTHkWNio5gvolavBST/riG/q3x3S7MeVgL83Z1QZ6r7BOtq81IO588XemxgMhhC3ytkBTIdMVbVlXKucCKchuiphKKjilwhuNzRi18n26XLDS43zLhwF107BcLMh0CQQMlrdGPBGRQd8xJFNAOEj6nnk0h0cqFyKSYOC7ySmR0/Jm1bL/V6tl/3PgGNRkdHNDXfXsPECCaxC36vPN5NDC/3Qle/kapFUjPnqW3uFtKUJJkN+X3VXBZewpoeCA/XrAHOdxBI9lx1XvQDbvrUFYFaI8H93p7K3j2Flo0sWWi3270TY7k3qNEl/Zo7adsS0R+hasN4qKnMEhqDq0+P4fojkysi/RtC3ysC9lLNRp9W2uPSZJRtSiUgfMNVbYdSogAiwv7YZqXzvlc3Tk6EOcFWpRzVnBBFnLiqX0f0vT5F3K8jMHIsAslnUmwOnKDGFUZZbIQJWBwxB5jdMeIadZx0qnndtfw8wxPPPYOl2jIAVwJr2c7GLL2juwlVknPK67NmLnvMljJn20qfuoX0V7CFw2xzhoO/tx/v498WCIZAdsx1IHymqB+wxcqmT1XDCaOI0lLT6+MDDz7QW38lAZVzs9bya4b0w/6fBiqTB2BuaQEA8OAzjwevXWZzspO5aK6GHbMlTNdzTnjdgGEIfa9QHaMCzkARkqaqtuWEWht3LoLXxBESeZ8u/E0l1lESYbUZLqvbqeyrbqPn59T7opzXVCZEPRdibDQqcJVxSUvMeJvmwo5tHuRGr/sGqgrejulvR18KO3wvJ2Dy2RpGbaI8hvllP0a3Xq2iUC4CObcQSTe2a1WNG/o2bB3oUsJK7QbQfbw1r4+uxiXz9/aSsEatwa6up2qr8/hJRqRfhP7Q7MqlT1UTfLFUvkII3xqRsyCWm0DGghAC7WarN2KszueFRnA9JIlpj0Oa0D91bQN46sgBAEDbVvYVHlLZKe3x3YeQEa5W5HNPDzw7niH0vUKVur3NXtnIAxKuhmjFEQKdRBflcCfVilz1LReEWjkv6vn1Nvs7pv52iJhHMBDqOOhsuNqxiFBVq2PJn8uJTLexvJwhknWndeikZdAyNkqfVG1A1P3qWEn1Ox8vTX8DdlQ48c6VUtkJF+pW0o36BpzIh+asHTwnx3Sxyw2OfyMd1Fzp3RCehUZwXspHyO+gYzB0mIlhFtPim4e9vgw0faqM3FAZTsbYEBwVfnHzJBrNhjOnhBvV0UtxG4/Qt8PH+b7WberuOeaLk6QtCqMozRbcfBFoL1/bOijZ8bDUHHh2vKETeiJ6ERHdQ0R3EdHXiGgHOfggEd1NRJ8hog3Dbmck1M0tSsrhm41OHcYJNaAQMJ1EZwcnoEqYpR0V8J3sqoxo6zZlvpil13ldI8kHTAMaDYS6ICXzoZNSQyYBTX/5Zhsl/Xq2bvbMbjcCtU1RGwI3j/B2q20K+Em0g/fyMdGlC9bdGxpL93wCB6D6chX5bA6C0H2xFVUdruuvqlVpsfnC10m3NePrHQg9n+vdMjQBjY2mT2me04+qbi0beOC49+/A0qdKZ0uPkXPHoO7nZ+BErrxhHNVG3QsdF0md16Ig71Ulds7gAt0z8nJuJNEmKcJHwOcl6puq+5+KIWTHGzqhB3AMwC1CiJsA/BmA3wPwKgBlIcT3AfgEgFuH2L54BIiPSjQVgqoSN77xhVSdnJgygumdUwheva38bvnPkpNKOo/J+znBkO2RBIebI0L9YffKuawS8TjixqVunXd0lNqX+wTIsWhpNmJJPLqtRx4qABOxYKMk+pA2p9O3Vxkbzf3yOFdFq5qiJCaKehv5TA7NVivY5jQI9ddW5jljWqqM0Mtv1UrZZh2k3Tuq+UssdWu3/WyzNvfKnPRDor/vaLjq353P9p9AcGdLwJ+PEYSxOFZBtVUHMhYggAxZaDV6yIwn36sy6irT1mvhqWqrMwOm7AG1Rt3JRwGNRC8hEFyXKoaQHW/omfGEEMfZvw0ALQA3A/iMe+zTAH5Bdy8R7QGwBwAuuOCCwTUyDm0baJOGaCqqaK3d0g4TAnWzh0aSUAkyPye5XF24j5Ts5UZMCE5IToi9jG2McfGIvIZIcak2SmpXVey6seD9jatlrzMtyLHoVh0sISUJuWBVFVytBRSzwe/Lv30g0Qdru9onneYDUDQUQu/spntvDARcVetSE6UtJdSadRx55jguFlPpxyekadDMAXlMqkmrrXC7ge6ZsU55xWf6kIK2Zeu/UzeSZB/ovJZACDgE4p0v7sMLXKgEVZMIRkqzQghQxoKwyMseVykUUa1WMd7t++Vr1D1M/Za9MvKSmcnEVNxT3rlcr6JUKMY/X9WULjeBcs4/r2THW1eZ8YioAuADAP4UwAYAM+6pWff/EIQQtwkhdgshdm/evHlF2hmCunlJosAlTbnxR9m9udTIVeXNiHMynI+fS6OOkhx7pLlBYVD4OZV5ibpXK5nb/uap9qnF+qo7x8eKjyFftDwzXC+YVzQfqkQvn6+aZVRJIzAWiuZF9imqZoAqIeu0Bbby7Ajw1gshUCw6G/GZ02e6I0AhTZPCrAn4ErWUQL3Mimw98HvTImkSHPXbpEEUQ9VN7oF+SPS33gC88zrglTv8Y5Uc8PZren82h8qcdoosyJDzYzkCTylXxHKth6I2bKza7XbweINpGtLOnWY7+DvJHJJzwL3OSyXd6R6+d0YlU1rBMMmRIPRElAPwcQB/JIR4DMBZAFPu6Un4RH/0EFJZK5t9gFAzlRHgEydbsHPSy932N0U5MWvq/XbYHp0kR3u1GfQWF0o/eH84gdERNk+tbIfvk+3WEXPu4e+Nkx1cfLK/NcXOy5/Jr+mWw1chNR8CwTGQmgLuja1T3etK4Kp98saCnVPvU7+HfGfUnIuAKq9kCzm0bUUjkwbyPqn25GaUKGZLNjGkweri/YDLCCf43r1I9Kp5hTPxMThw/LC+Hf1Aow185zn//0E4cnHNHaAd54DaOmM5RN6V6DOCYLd6WItsrB54RlFnS80QkF51P6PskXF2dN6Wlo3njh2BbTv3qevp6aPPhu+R86bF9mjJ7Mq93g2T7GoNpsTQCT0RWQD+CcCnhBCfcg/fCeA17t+vcf8fTfCPGiW5yYUiVX5S2qm3/UkniQu3pws4z5RSkeQMeUlU+aw0dkMZ88o3L9XurxKYqFjpACOgbKp1pd+82IpstySeCw0/CYm8flGRCjljI++XY8IchdIiUvpQVXDy26ilWVWCq0oMAuE+yZArThx1cfLqd7KVcW6LRAQvsDm5GzIJAdEtoedMHteucIdBHdSUot3aWQWSMQmq818acIY2heOiTA0bcNbqhzMeAOw7G85g2W9Hrhjfj8OnjgHw+0bkEPiJ8QlnXsn5muuBtMR9q7maL5ikdfqLChWOg5uK1260cHrelzcl0QeA2cX5cPt15lW59mdrTj/cMMn1Ekf/BgCvBfBWIrqDiD4I4IsAmkR0N4C3wFHnjyZUgic3Hyn11ZhT3FmXoEhCPV8PE5GFRvA3ECZ4nKgn3Hy04HZtHcMSkNgVwqMyNmoWK8BfWHOsv/J5cgzm6sH+879nNYyNHAvJnavOSSnw3GnHPeSxw/v0F6iE1iNoSuiWOgckI9BgjJxavtRT/wv/W2tLgtp+tjwgrDkBtP4YtUY49MuyLEeSzzjLvpQvolpLoYbmc0WnwZitdTYF2MJhYuX9XTJnaNsBAvTE4f0AgIVlheCppo+4eg66tnKmJkFbOXEPJFTpk0Tffvh4+KAt+uvI5a3tMKE/MXs6fL1FuOziS4KEfqyDejsObAxDDm88UVIaBk6q/YFwiGun+5o2snWBVttfZ6pTXoCpi9K4ce3jXQf94+shjl4I8UkhxJgQ4mb355eEELYQ4p1CiO8TQrxWCHFm2O2MhK1sJHIyLWikdvlh+8Tc9ww++bWqe0WajHOmqzNzgkfcXMaGhzpJpBkDW4T/7sPGeXzmlNOU2DAZm6U7Vb6xbqwAn8mbY4ycSiT4K1VND/djUL+BjrHQEK/vPftk6Fi5UEK1UfPE+0qxhKXFFJLgXC3I5Mn3x5Xu1MFzCrW7J/QCAQK0VHfm2r5jh4J2XW4G4e9OAvXeBFqzZquJfNZxvLIF61uf1vxDOxtASfGhvvmi/jrjybkl4vvtEWFpn88QQICotTxmsuv3wxnLbCbCX1ydg52gml7Uyp5xewAAVJsBpqPaqKFcKEII4ayrei14j26dcB+re5h5ZwXi6BN53RPRT3S45HYhxFIf2rN60GwDuYz7EW14PJNcFEmTaQwby8xGLhAkXCH1PLdXuv3laSrl717trysA27ZhkdOHyDAZlStX++WVx2WEGfCJSVpmREr9upjzgImEMQGAVquh61MpX8ByveZswk0gn8mh0UzhNCWZONWc0K00wkPXrBjPZxVyk9bEs09WxjFfXcT02KRzQEriss1pHLjUjTpBNMdyvYZyoaR/lhBO6uEeMH1ahBmruw4CN10IbB3r6dkeVEmUvU+NIycip0+unb7RaqLSIrTSfE/d+wFUG3WU8hHOanxt1gRQyMSPraq9VLVmS01gQvOuiDVcbzYwXqqg3myglC+g1qyjXCz579I5aMu98vHT+jj6fn5DBUnD6z4CP0JHhQDwDQDP9KlNqwMzNeCcCpsIirp6tUB1UJETU6rhOJGJU1MvMTv8KkCtUe8cJiM3AwG9Dd4LgUNwI+mWyWPSg/9+xYSimk8iwG2o8u9cNodmq+mv4rYNSsOMqMVFZJu68UIHgmlqtVtLBGIk7FK+gGq95hN6NX4/jalLZWhiojlOzp7B5skNqDXdcsDQaIpsER/KlQDnHNO0X6ru+yXVe9ET0RojCSGEL81bhIXlRWwdn8QMdaupEVhaXMTS7BknQiQXQ+iltq3qzulCDDnTaizdfjba8VUteV/hr6lSvohao458Lo96kzGBXBOk2zcejDG/9FMzw5Amjv5lANQWEoBH+tecVQRewECg99zdw4IkTlG57NXQLknQsgpj02tI2wphYXkR4+UxLNerKCch9B0lena82yxvKrj9XvVS57btFDZjATihWICb2ESkI3ry3S07PC+6BTdpZVK2AwhoMogxCgFtRr0VbHMaU4GAv747YKm2jIxl+eWA1XbIdqfpp9ocITA/BVSW3cdBwPrjVzomovMnu39w6EUIMnJMos9lc066Wzj9sz1CbwEZywk/KxUB6nIfnKlhaXEJtUYd2UwG2YwzYA8feAIvuPhy/zq+JpttoJkB4iLVVMdaj0nvsJbYHBcALPZNi/kC5padAjcBpi7gpMveKef7j1wJnD+Bvfftxf37HhupOPq3AXhICHFQ+XkWwE8jzACsTqTZuAKOU3b4Y6426GK4VcmNh4rJhSG5/T7YzFcCR8+exMLyIprtFnKK/S8UJqMLKQSCqnp+vF8ONTybnMpcqLb7CKhEhgBgsuh5SXub+XiKOF4uqfC2dYuk5YBVpGGqpYNgAi2IB26qSpCnAHA2fSnVyTdoJfoeNF61xWVsPuX/b4GAv3mgfwymRMxYjZcqnj+Ex9RYBGQtIEOgjAXKZVIpaAJYbKDdbHkEXrag0VI0pWpyqSROdTrtpJrLQnefC9kl+V0txtgF1puq+fJog+rbE9/kfiIRoRdCfFQIoRXZhBCfEEIs97dZQ0Iabl+Xo301o670R1VxAT6B4WFuaR2xhozxUgULVb07yXzIY9sO+y4A4bGRx7tVYUehyRw51QqE3KNfA6mmD2xAxaxrUwUgBIQtnAx/SSG/vxyPXpnaOlfdpwCfjwo4cbVtO5iiOek6lQyEqnpNCLWQkN8g4UfedIHWdw8jq1oG950FDs52/UwtYjQ20jQCAGOlCjZOTDsdzjoSPWUyriNel5S+2gSYEiXyKTyMM84kI8NY1ZBBVWsZdb9mDHT+L4HvXWsFn68KgW47VqTMsIvUrpFENFj3wGEiDbEOpMdMpkYdaUSFjAH+BJWSQ6PdU1jbqIJAgfjYkNc73yS4NM/V6v1E0w5XHuS5CWKkw7FiGYtuHXqvVVkLlXLZ2YhlW9Psx9zxULahF3SqQBcFzeXZTMbxP3DRbDXxMI88SFOuVs5tgVQmCk4AGq1mOIOaQE9jVvjWMf2JL/XZPUpl8Bl4HyfKY04fLfIiAXbt2tW9H4IsomXbnaelLrmUDjK8WfWyD6xhzf0uIzE3N6d9bKQDL6BhFN1xZN7+ex95COXTTWyfG5HMeER0iP0cBnDR4Js1JKR21BG+ZLPaCX1VQ+g9tbGS+EZetwrBF6i6WEuFohN+JsElei4RcAm/2wpwSWAL/7vosgTGfINivhCOpc8QLr/4UicESgjHEY855nWESvh69cvg5q80YNefmjsLwPl2sr9CCCxUlzBRZh7Majx9knZxU1VKLFaXUCmWgwfbdk9q9jM/czlmrtB4ZS81+pMwR1as08zrQyePAojQVFjkm4CkGr8bcB+QTmgwiT5OU9Ns++m++fcPSfTK/TM1QAg8dXC/9rGRIbmAvmYF+5mdm8X9T34P5x5s4/qjEyuiDU7yRbJwbPTyZ+2G0aUZcG67rfcx/eqw4OUiF8G+Ab2XfR0BBLxiGWzbRj6bQ6vdQqVQwhLPkidVcJzAc+ldlXAHCZ5RLwFI97frMIWMhXqrgUKdCcdJzA7qvOjVNrzIwhDT2K7ZJnvw5BEAQDFXcEqluqg26ihyiTqNRC+1J55aOPr76jZ8gYic6HKv6BJCCFSe06j+BfqTMKfa9Au9KPP61PzZ6PssAqZcx9aMH2qXmoFT1esMIQla9ZHycpQo93rmJkV4ifKMl3CzeOrU67lMFs12gu+oC7GzBfYdOoBS08Lkc3VsqOdHJjPeWwHcI4S4UwhxB4AfHWyThgj5sZNsppwANHvj1EcCvJgO9/bm51ZJ6JwOugQygJP4YsP4FKr1GrKZTCD7VaACmvzecuHLv3mCoEFCMlkdHNCkhKsFKz6yuLyMsVLZ5wKSOBKmcWhLAtkngXTRKtxByiUAoW8HhTikkei5SaFDdMNDB54I/M8Jf0i52xY9CQRCCJx+0SSO//iF+OAVz+B/XPoUbrvmCPATL+xPWFagPLWIndeBUeQx8xnLkegtSu97odEkRKrIq0zrwpnPUGlbO5yXAghL2mpb+VgoqBTLQYEgrj/e8/1jFghXnq7Ai0Achcx4QoivCSFaAEBE7xFCfHmgLRoSlpaW/I+aJE1mjMPKKOMZXcENDp1NugcpZFQgNwwhhBMN6S7s5XoNG8enPGkw8DW1GfC4Y6JrQ18JBshjMOLnm5RwvduEQDaT9W2pLLFJvlgESXt9Eka133Oeq1F5sZKk9ykImGV099gJ287tv0vx31dlLvi7LcsK+nw02z1pf4gImMjDbraRz+fRajFiJ5/fC1TitqwPX2y128haLE6QE2OLHAdPQncmGV4HwYVWTc6ZRP5dF5VkVVGJp0J+NqomwBkLHZtRzBeCJj4Xp+bOetk2/XfYwX3DFkBT4IozFf+6FciMl9aY8tqBtGIEMDc350+CJJ7kMWqmUcOpubNe4ZazC7PxF/MELV7ms7XleMcXb7PVRKlQRNtuR4dL2yIsOXhmm/ZIzQGdBHTO1EbHO5olNhEW/NSlsh+d0G+Jnj83abjeXM17f6ydVD3fyWmLo+k6TQk4DFCK7vLxL+YKQZNRvd29P4dktgtZx1nNTdoiBJuTvUZ9KFqPMwePspBBv90y/asHNQveWL471b07D4Rb+U6OZcNNKxzybAd8DaRqTuJlkXUEXQ1/U9vqXivadmie8SRUzXYL2UzWUe61moozrx0aU7QFNpwVKLeUhAr9LkykYOi57kcKaSRY1YtzhNFoNTG7NA/b3SAA4HSUileq7LjdarUlAYqB7L+OIEb60XJThvzezfbo1CxgiCV+TKL30pYSJbeRR0k/vUIyEEmc3mSVQzgbay6TDcxriVAL02gjUkj/XkIizbgXcnnUmnWcnHVLddRa6dXZEpKIZ6zAOw8fPqyVwLuCS2ibdYe415ZrODM/g3a7HUgXvVyvBbNKqoR+uugT+jQmTZvtPQzL9Somy+Na7YmftVJxnNQVv+HftK44XKpj6I5FKVfUFoiSqNZrKOUL+iRJEQICz4UQuLafhYkUpCX0veVvHHWozmedrh3EpjcAyI9Wa9S9lJLPKipeD422v2DkolkFfYzCk885oUfUYep66S11J3UbxYj6K/CNptlqeQVWAPg1wy3ClVde6dtSkxJ6vqn2E1Ki70RYhfAdJOE4vMnogmKuEMgCGEpi0k74DtmeDkyB1IzxdwTywMMh9PVmA4dOOR7rvO2p4caDF4tF1Ot+ZjoAfqnhXk1sLmF66IlgstNqwyFm7XYbRIS23XaKzRCcH5XQy1wNtkjve8Hrt8NxfFtYXsLU2ISe4AYcZdl+zJ31pA2ez11d3hAgmACsbaNSKGKp5qeJURm6alwqbTVDHoB2s4Wndgrcds0R/OO5z+DzO04DH3qt8zOg9LdAekJ/60BaMSpoK5JsHAalxuwj9h87FPh/uV5FpagpuMEhM4klTLE66uBJcDqpeiMRsLVJiWA0CT0Ab0NeqleDBVZYBrPKxFhQdZ/EvstVkf1EUmlbyWJWazZcb/ugKlnLrKn25ziimGBtq2uLI5vJotVueZnTPPCy1GnhagMq4xVU5/w5nc/nsbTsBkL1Oifd7ytsPTGrNf3SrACA6VJ0IRmpKUqjZZBEec4n6KVCEcv1qls4RuOwxs2M3PzjSezCn7cC4Zwg6reW7XXvyWdyAQ97yVw977yL3cvagQp7IXORIiDUl6teNMi18xtw/ZHJ/jPOGqQi9EKIuwfVkJGAQNBxIg5SzTTChH52ad77m8hxwMpxCU8HzxFJOHXDVznkwiyyjF4cuq83t7QQ9F7nqVDTmHdWGHKTkRtytV7zCqwA8G30LMwOFqFdbaDVSLAhSwZwEBJ9Egab5zWA4wiXy2aTzWupRk5iz07AePje/tmQSrkUMdcwW+t+v2g49v18oYBarYZdF10BwCH0y8tV/5pe4BIkGVImtSItN130slRTS+IubfE6dKO6l0TSFTC8wjHNhl+QSYVcl3Lv9kxrzPmNf0u5bnk9iYBK3xnDpw/sD8xJgeBeMe7maIhNnNOyfQdMyZxWqyhlCyg1LTxvaQLT9dzIhNd5IKL/RkQ3ENEvEdFBInrHoBq20iCidBJLUnXnasYqS28rMbM4h0azgVa7hYzrHVwplrBcD6oReX5yjqXacnBT4UR+hB0UZS30WsOpoCYgYFlsiXvFR1yCn3Vs9GeOn8TxUyeiH8zVmYPQ9KSV6JkzHq8oFoVHD7oezTNVf7euxny/CFPCzOJcICkPoCfqTuIln0kmYhkXuyX0dYdJoWwGsAi7L7kKz7/0CliWhVbT7UuXXvd79+4FAJw8dTLAzKotbboMlSe1FrPRhJ6A1OGEytgQUShy4YAaNcQlZs4s6iJmAH9PUyR31SQ3v7AQmANRs0vVEgb+k6G3kkEGUK/WUVkCXvLcBDKS/I5CeJ2CXwFQhaPCfxLAe/reoiGBiNButnx7TifYIn6zGCLU2F6Ote1k4WC5XsOZhVnPUQYA8tlcKMlFuVAK2N84QkUqVNXfCDooOvW7i16ylpCpwlPduz95h2i0qg3P2UqLBRaytNxMnTcgtDmrSGoGS+AkJ8/w7+eFQvEICZ2kydW5GmamWq9hZnHOI3gAHM2JYjtWpfxygTGZ3RJ6qUmxCOR+wxdeeqVzjkvCXZin7r//fgDA4WNHXKIX9jQHnDElImyamHYOFDKRhF4QQvb2jlDGRteGs4tzYfW4HJuQs6wIz61FhaCqmjreXmUsdDUMtk5vDvwfGI2W7WtF5XNbNsaO1rFzjmVNHMHwukkARQBlAL8AYFPfWzQklEol1Oq15DZ6gZGqPc+lGymN8tztUfbpOFvjakO77YblwOlvlKOMDI/JZ3OhimMSgfGSKjggaNoYEZyaO4u5pQVUG76qXivhEgWL2IznncFqtuMJECeAskhIBzxxeL/3Pc4uOvnC5f8hqJ7JUejgtNe2bWQsK1y5T/WEBvSS5kzVJw4xBMphqJxx5ol6BPTrrFIoYbnO4r67QVs438ki5xEWIXeiiouXx/w+9ZjjQLgq5mLWcXDUETYAuGjLduePfDShp4yF5dl5L1QuERK0vZhTUjtzhzc+h9RjUhMXlVBHyZwnWu1Q8p5KsYzpscnA7ds3bY1vsHt/c7GGJw7vhzVbQ/Fsy6k8yDFi4XVPAvgygO8COBdrpTwtHEJfbdQ7bzgLdX9S9LtaWQ+YW1rAgRPPAfA3NunIwo+pWK5XI9PDrjY88IwfnsJti0CQEdKpe5txdt5m22fqRtBc02w1sVRbhm3boXrZAVjk2FUlpkuOhNiwfc9tHXjBow6Qc6mQy2NueQEtN84YAO7f/6j+pqSqe089q2/rUm0ZY2p+ed0zAL2amyftYT4YAW96IVxNkYaB5H+z75DNZHxtUreEWAhHk8IiJyoPz+D7Z7YoBK17Qk+CgLbwPM0FOtig8zHlaIlw6thJnJo5k7wBCZo+VioHtXBqSdhAimrReW7J+7nTHuCMdyPIAE9WxqM97DugOr8Iy7JQfmI+OrJnhMLrfhTAbwP4eQCLAH6p7y0aEnK5HBqtJurLHRxm5pjnbB9tlaHymvCzbnlSpxBYdEusSmcxmdq12qgFc3sDKBeKniQhM8JJZDNZNFtNTJbHw+VZVxhxschJ8KzC4KSBvIdLaQLKniPg2/ZG1Fyjyw9w9YWXBS+yyIlxVo9Vm/ElM3koUgfI+Sj9H7j5JOAvwJE09E1Vz7rgWQ4DUQY66FS08jjf2JnEf98+P9yMiGALG9lMxikMFKc94Md1bUiIZrOJZw4fdNonkx0tNVDaP49NzSIqJ5rhePCUkHZ6tG3krVy4/js06zMvS9KGIQDkWk44WVI8e/DZ0DOc3/57Q3nmm22Wttd31AxJ81Hj0mh73726uAy71Xb6KYDWzBIyVkZftyCiz1FYnplHKVtAed9C4PgjmxZHL7xOCPG0EOLPhRCHhBAPCSE+PaiGrTSk/enhR74XL910EQsrE2YcOXPCI9TSjr736e8BAB499DSarSaEEHjwmccBwPstN8/F6hKOnHGcpmSq0zhpPKfYCvlmU3YdhnLZrN6btc846rb78cNONaiHDzyBdttZVHIs5O8H9jucbavd8q5/6sgBAMC+o46H6um5szh29iQA4Iwm21/cJqzbjFUpLZJlWEin/VhwmagnDu/3GDjZv4626xRIxCTJRDkcBF+dGTWvvdrf6ea9ECIZ8U1KpASgmtaKLOzKFraWmQiMjfTBUf0M1DbUoiV6L7rBdXrUvWuyMh7Tj3TjeObMGeQyGadNFuGCbduBB497udLHj9Qd23MPqvv777/fU2OTO758pjjhdcrcz0Wr7mERaKkZv5cqOHPWj3TJZ3NouO+LzYExVw8TdSBoDopzsK63HSZeCJw6eRKnzpxCve7kZaidmnPT3da1Gpw4qHuqfXYZ47M2MvXgeFx5ujJQlb2EyYzHQUAxl0e97tqAdA479eQpMZ8++iwAnyhbRJ70LCeC3BjGimXMLS0EYt3lOSl9R22a6kYUOo8wcZMOQl3HlsdAPvPwqWNeYpFjbg5oqXabrIzjzMIsmq0mMu7m3Lbb3v3tdhvL9ZqnipbjJkMGGy5TxN8X1Zd2ux2IadaNV9tuI5NxPPRj9QLzyUIO5fd90mVQivkCZhbnPOYG8BmUFSP4mo4JQue68E22aUYgqmhQ22573zCybWkkeuW6ifIY5pYWIm/RvtMWPvMiTXFq5sOFoNe8Dk4iGT0BuHTbRdH9SEmM2+2246FddyT6czZuAu7za9NbLQF8fl8yP4c4CAQIPX+S1nE1n4msPU8WAXO1UEx+HDJkeetmrFSJFGIC35TPXbUMbaA6XTTDcWLmNNAWyJIFu22jWq2ilCugVne0fDqGrhMeVtdDW6B8PNwfCwR8MsKk1UcYQq9grFT2E1DoyrLKzHERaLVbntQuiZOuBrr6W3qFL9Wq3uYhz1WKTvlUJzlDMEcy9+glIq2aSXWqabWdjGmBvMx9hLTFZjMZb7FKrlz2SWobljX2ThkKt8wSvsSp5WXfLPJDcbysYUA40QfDznMv7Pj8biAXunxuIZdHo9VErVn3krvIczqNRLfIZzVqV1kfXCd96RzVVKihSxpIByltauEYTQoAryRoIoleCe/jHu4XnnNe6BaZPS8Am0n01ZbPyHDV75ye0PO/veiGuCZrNEtpiTEROczIUsP5hs/Mhr3Hv3nYT8jTBbG3bbeAS63l7W+81dxx1TsZU3teEAABUApBYnJ8Agvu3lnMF3D5+ZcAAKbGJvzXuprXcAdEsO/8/4iQUMmcHj59LHB9rVZDMZv38jOEwlQj0GkHOfP8MRy7fhJ4wTnBE5du7PjsXpE2jv5yIvofRPT3RPQPRPT3g2rYMCCEQN7K+RK9zh7biM9xfnL2DOYibN6dJE8hhJcEhF/nhPDUAsc8h7t8IRDbGydlAK65uV4LERvAiRPuBVKtrtcqBI/5tvFaaCOuFMtYqldhu17UHBZZnve2fCJPisM9coO222KA4Mh7+SYyCHC1Y5QqW7a71qjj8Klj6iMSQfZnrFTBoip5bXDfpyH0JMeXEE0gvMxi0fM2DaMkGWEPMhtjJ6IgN23FkU6+e/PkhkCbgAgHPe685Tlj6e3/gDLnNAVOJCYr45iqJJhP3QjdtnDyGVgEPKTxgbYF8Pgp53cXiXlarRZKuQIwV9eq20PfV86lQjZ0beB8imYUsrlQqCIA7Nh6vvd3rFaIq+sF/O8ZQegDjIurERBuOB1l/dz+/dJ6CuEUycFjp4MnPjt6cfSfAfDLAN4Gp079W/veomFCuFxZVKyttO0lXERRE6SW0uZjxUy2vJtPmz9bp2byiBwQkKLlcxvNRldEpt5seBs3z8QnIYRwpQUKHZeLyPLa5vy2eIIRBTzxjUpanDSZwY2C4HvUt1nVL/XeLVO9R4o+d/p4iFlSGRynLUFGbqI0hvnlRcwuzacimJKxAvyxKOTy4ZzglZzePg/4G/JkMZrQCmg9uherS2i2ml6iHt6nODzh1h/wUEvoke5u4GcOHe84V4kIuUwWi7XlYL5/wN/0JRHooOIts+gVHapukZdKsYyykmJaa9/tRr0u3B8C8NYXAP/PK3HkXVfgTy56FEd/7ALgd14OXHeeb5ZIGh1yYAbnzxfQaDRQcusFROXvD0DOm3xGf54odQW7nnRqgSp13PPeduaXJpySl65WQzxpvBC6Lg3kuD12aF/gePlMM8x0tGzg/wzO4x5IT+izAG4WQljuT8RXXsUIpDnVeOZGbAZ841GnBU/f6Eh11WCZR4YoDjLOm5dfrSNi8rhEi9mjJRZryxgrVdTbIjG76BD10/MzWhMFb3eorCVva0S/hPrbbX+5UMIS23R5v2QREXUM5V/L9SoqhRI2TUz7ST9cnL/53Mi+JoXlVvbSQUY96DbRbCaDtt324sCTgjMVqnYjgEI2eheVG3Y5Fy/Ra8LR5pYXcXLuLJbrNVRcqZlLv2p7OkZXaELbdOfr80uOz4XyXImMlUGz1XIy1NVr4TEJ2HUZgZCSoHydy2xKDZOuT4A/r3Rw1pWiUUgrIQqfAPnZDS3c+/ADyOVcJq7BHCY1FeAiccezeMlzE7BbbU9oSOJh7s2bYoREDzhzrtQhNTGDaOvrvwceGUV0uU1eVd83/cQ9y7VqqFQ3ybz8toCQ/gmFjDcVZHbNTtCZeFQGcexIhI/Pd4+MVBz9fwPwR0T0B0T0fiL6vUE0alggAGgL/8Orm5vqsMNwYvZ06JhEpeDY2AHfjs6lDNU5TGfTjHO460TYOeTmp8KpANZ5gT932lEbSkdD3btVQltVylp2ch7kz1Wfn1FSYjZbzdDGxM0bpYJfZlKqzfO5PPJJNjPElPONAAFaDYY8l1QNyEO6It+VMLQLhegwKFjutypko9WsAloJUb6Nm186Sb+Ao4XSRnrIjXkuYjNk647Y+1948eWByzZPbsA5Uxu9POnSmdWD6sDFCxaxd8gokIxloa1omPhQNdutyPnUbgeLnqj9SATBzE3SLp61sPfhB1AqlRyHOJ7IKWnSr7kaxP3HsKGRxzXz08B4PlDhUn1CYO5KQl+JJuSCAIwlJ/Sd1Pwd88qrees1kRxzywueeYDvE3bbYQakRjdbKni+H9fsuCL4rklX2memMMGeJ8sne+d46HSETwOAgcbRx7BjWvwqgOsAvNT9XwD4nb62aJgQ8DxO0dakb4yJyeTOX+qGLis/6aDalaMgiacAEnHd8hrVc7VSKOFwXa/2lH04PnMqkNpRCIEjZ05g+6atOHb2JLZv2hq76NTsVc22Xy41SuqOQ9x1oQptSl/KhZKnbWlrNBna98EnIs+ePIJNzParg8rI1FhGvhCRQTxzI8+ldZSMZSJiEpsUyyXMNRvIF6x4Z7yYtLdciyTzvHPpnYgCNc0l4zulEgEZyx6VnyLGfMVBRB7jYdu2k4++UfcTIjUV1W5bTxhkFEgvsIWmL2k191KdDDjEJZ8BspaXCx4Z8rWPgpkjOuHuQ95+d8PsZsxnMliuz2OiPAYwNwr5Lbdt3OIflOt/g16TAdnWoqspigrD4+DjkiHnuzD1vy7RlQcZuSHgf9+IsDoCAvPR84FquvPDFhibHMepiPTYGMs7zOhY3jELNNqYKFUg4JizlmpVT8NVygcZ39NXV7Dtpqvx+//0l9iyxRnPPXv2dB6bHpFWoj8fwFsA7ABwsft7zUBAQMTlu9Zw/RKBuE9yKsVJYqyzsXNC5OXiVqBTgxLgqsKjF1gxX8Ds0nzIVk9EjhmhHZ/EQkrtspb7ydkzIW/2QKEO+XzIPvmTm8cd8/6qavtWuxVJhHWe0/KJoQpt8rz73pC3cAKktcg9eiiYp5qbZiSR0b4nxhYqz+mSGclj6vyQCDGBMfHOxWIR1VYDlM/GE/oIdbqneVGiKTikuWq8XEG73XaZAc2cj3KcmqsF1dcpICC8Sn4yp0Eg059X/UwE7bsIfpOQOS6T9aIb4hjRy9xypgGk7Qe/3iJgqghYhO3bt/vHZObGmD0qgJYNfMNPf12ys5h6bAFLzZrnYa72+TxO6GVYXYSmaOPGjai3mkDeSm6qsJlHy7S7v6kJnqLA8+o3mcYmYhxqTZ8Zl1FNaPgMYKlUQq3l7htyIOQakuaInOX8wKlmN+FWtHMcon0NV0iQs8gj8iuFtIT+2wB+BMAPAvgBAK/oe4uGCTdLGICgo46EJsyIx8Ev1pY9yYqHhnFOVLVTSucpddMXQrhJbWqBY0BQza6bxpViGWfmZz0VHEeSMDWJ5XoN7XZbG9ZXKQSrwTVbTe+avBtKpkMxl9eaDpbrNVQKpeDmyuxccVK72qOocKgkUMezG0ecJku9Kzl6tU2OE6KeUHPIREEckgFTK/LJdzz/oucFb4jJSV4sFlEqFh1mQN0UG6wwSEwVMnmX7To76rBUr2Lj+BRqzbrr4K+ZuVE+MLVWyAk26XcRQiCTycAWNp5yzU0B5z81qUoHAilVtOOlCharjsQXx3TLzV9pVKK2Szz8yPf81MVSogcbAyK/wiBP+xqH+46GckLkHz2L1kIt+OwodDhfKBRw8XkXAHEMpAoh3IigkuMzAgAVveZSCBGOEpKFpqREr6Sw9ZtOgYyNkjmlWstxSrWFE40iCz/Jtky5TEfB3QtdE4r6bC7EcGdpryXHFnH+fLq4/F6RltD/MIA3APhfAP7G/RkYiOjtRPRNIrqHiHYN8l3uC4MlOdWFL4SrGvI3PRkznle8naMkzdArEbTvyLc1Wk1MjU1onbsCdnzNM/PZHKqNWqSEHKk6VhKbcEIi7/DPlQNhXMtMfR3nMxCZfKRew/TYhNaMUWvUPSm1G8Ir73meTrrqgF5Da7hPAR/ferOB6bGJkGQb1b8TM6e9rIh+fgXfSSy2lTkrktBbloWLt13gXKP2dabqz38WahrltxAX2mnbNirFMmqNesA0EoCAXt3K85nLS7v4Lt49XPoNEPsgE691LnV/OxnTnG935QU70zUkpUT/vccfBcbyvo1ehUVAteWYiLgHeRzuPBg6RALY5lr1dAx36J2dIJmSpN21BZZkwjBJTAv+HlZt1D2manZpHmcXFELPCTwQ7dQJZ39VozHEbA2inAVs241SgdN+GVkg/RFy7v+yCiR/Roz/lPf3fUdx/ZHJ+LTTfUZaG/33D6QVGhDRNIB3AbgewHkA/hHAjVHXnzlzBh/5yEcCx6666ipcd911aDab+OhHPxq655prrsE111yD5eVlfOITn8DMiTMgdxOY+pensLtwAa62L8TcqbP4t0//X99R6HAOWG7ipVscJ6DTtXl8Yv83Qs+/fsvzcN7GLThZncMdxxznKk7w3pC/EVkAR5fO4J4TTwQmST6Xx2su3o1C28LBxVP4zsmnAucty8KbCjcDAPbNH8f9p/d756dPT+HA4YO49ELHsvLE7BE8dMaRDKcnnXOP2CfxfdOXoZTJ45GzB/HozOHA+UfFKbx8+nlYqlfx4OkDeHLuCKZPT+GZQ8/iUXEKM3Oz+LFLbgQBuPfk03h28SRsITC9sB8zc7PIWRn8yI6XAQC+dfJJHFo4henTU5idd8pMlrJ5/KeLXgIAuOv4ozi+PItKqYxGs4lGs4GJfAmvuWA3AODrR7+HM41FlE+Usbi0CCEEpgtjeNX5LwIAfOm5B4HTWczMzXoc9TmlSbzivBcAAL525CE8Yp8MfJvtYxvxyvOuAQB8Yv/dWHbVdDNzswCAC8Y34z9OTCOfzeGjT9+BpmKvvWxyG1621XHS+cyhvXjEPundS0S4bGIbtm3cgqbdxr8e+FaIidp1zk686JxLcGZ5Hv+6/5vec4kIkycnUF4S2I3nY6lVw0ee/Kr3bPltxzdvwDhlcbq2gC8ffsC7d+rUJADgpnOvwo6JrTi+PIMvfOyfnHl7wGc8f+AHfgDnn38+Dh8+jK8++mXMfG8Z0xNTnirylltuwdZqAc/s34+7nvwqsJ+AltP2A4cP4pdufKM39+47tQ9EhGwmg0KhgMWlJbz6gmsxnivhydkjePjssxBCYGpiErPzzub8uoucvN4Pnn4GD7pzE89mnI29aeMtF74duVwO9957Lx69/yFHcnLTlc7MzeJNO78PQgh88/jjeGruaODb5KwM3nLpzQCA+07vxyP2SczOz2Fmbhbfa59A5ZkifmzHjYAt8JXvfRvPLZxyduGlJvBsDhONLF5/keOG9IXD9+GJ4wcDa2+6MIa3b3wVAODTB7+LM7VgZr6t5Snccv61AIB/PfBNzDeqmJmbxfTpKWfuiYvxyh+6xZl7n/gElpeDtuCLL74YL3/5ywEAH/3oR3H27Fn8y94vA7UWpv9xPy677DK87GXO2jpz5gw+/tXPYAIFHDlxDBccvxhXbb0Y102/OH7fu/UGLD96BMW/esCrpFbL2Pjr5nfxH88WsQFFzDer+Pyh+wLzCgBeeu7leN70JTh9+jQ+85nPhJ5/0003YceOHTi+PIOP3/s1TH93Q4AxCMy9r37VOz5z5CTmTs9gy5Yt2Fo4D8/MH8ddX7/L+S4ADh05jPO2bsNLpndigxA4UpvB3U+Gy7u+/vzXYBLAI/ufxN6ng06ts/Nz+KELr0Mpk8ejM4fxpdOPeGsLAFDM4A3n/jAwRXj07EF876HjboyuDRzKAtUW3r77bUCG8M1nHna0RMx/ZXFhAa+/+KUgAHceewT3Hw5myNtIJfzEmcswbeew47kMvls+GaBbExMTeMMb3hDqU69IJNET0W8RUUUIcaf6Q0S/TkSTnZ+SGi8BcLcQoiGEOABgjIgCIjIR7SGivUS0t9nsQ752cjdiC4AAms2G7yDEObUO3LLOG1ongdSbDVcKDnPHjWYjpHrn9vFcNhfOPa1BJ6bRZTu05zJWJmyH5ypo/2DnSlcIOsCE2iEEstksWhEq/0Iuj0ajEWnLlmlu1Wf2goXlRYzHhBzKwkKZTMYvDew5ZQY1GKqEVG82MF6qhOzZQDCSIJPJoiXL73YYX21/5QYbdyvBVcUK3z4uXHW9fGQrQsJj72y2WgEPc/IuidfmBDsRcUxzPPLrRrzGC3OVbbaF/7d8h9v9pkbi8x6v+aap0MV9+UIexWK0hrBWr6MoHUIVX4Mo5L5zLFAutdi2cHPrAk1zWXsJjjo9KoqDI2t1VPFHQkrRBO97tm07oKWMnE9Sol/y95Ikzq0kY/9bUqIntjbgryVWQVDtXzab9Xy1dLhyedqjHy+b2YRie2Ui1CnJZCWiNpzKdboYss8DeL4Q4hnNue4bRvRmAJcJIX7X/f9OAG8SQmhdxnfv3i28Ckxd4uiDT4MePgGcU8HUVRdg/79/C1e//T84Nj0iZ4F+6zlgSwU44bil3rfvEVy782qvaIuqlty2cQuOnT2p3RQKuTwqxTLOLswGmAEigi0Eztu4BUfPnNBuLJsmpjG/vOjkfEfQ4W/bxi3Y+/T3sPvS5+PgySMo5grIWBYWqku4eOv5uPeph3HdZS/w2izfCQDnbjjHu1dtN38uv1e9X22z7Nt4qQIiCsTdq8/n7+Tnt05vxsm5M4EFyxkf3kdSxkL2NwmWassgEGaX5r1vGfA2ZpBjsf/YIUxVxr1oAsCxQZ8zuQGzSwsBJkDtrxwr3meZ6OWiLdux7+hBbJ7c4LSLCFunN+O+fY9430C999wNSnrNrAXcshO4/xiwKyJXwDcO4ehFGWzLTjqb0JaKM5GfPA3smAa+ekDb76NnTnhjJNsh+8SRy+aw5PaHnwuN69Yx4NwxJ7PbVawf+8469tFjC8DBucBaO0/3bTaUgLOOSUN++2NnT6LWqGOiPIaNMofCi88DDs565Xrx2Cmnv8/MYG5pASdmT+Oy8y7Wrl++FpLg6JkTfn+v2wZs0djuI/Cnf/qnePebfx54+ATw6ku947fddhsA4D++9BXO9wWw7YarHPPj5gpwQYz81bKBX/9SKLLIhoB100V4evEYzhnfACLC6fkZPztdPuOMb9sGXrI9vuEPHsfR8Tq2nbvNt3PH4OgXH8DRx55xxvT67cC3n3Pm7CMngUbbiwaS30M73wFnHikx6ffvexS7dl7lFcLi+wOfk+Lqc0AWYduOC7D3E1/G7mt2OWvoyILTlvuPAS/dDjxwHDhv3EmhfNTX6CzXqnj25BFMj014e6E/uAJbHlxEpunPpUc2LeLq9/+4djyI6D4hxO6OA5cASW30BOD/APi68nMHgO4K9HbGWQBT7P9J99jAIKREX8xiYWbOSZ0pbfXcRhhTh14S+SRcPw+TSxIbz5HL5rBcryGXzQWuVd82v7yIyco4Nk5MexucDP2wRcIsWCmgS4oi/16qV7U2XP7WqDZYrq2bhzHKa8uFEs4szHo+Ar30g2c34+OqSw8s2yJLsgbOwU+92wlqe7n9sKQ4ZPKsip7fRNzDvVSlMZKDdNaToVky4UpbaB8eqCnQqXMIlkvmaLfbQZ8M+U5pJ5d+AdJBjwnf2ne7Zgce280TI4XCTdU4evZOGU/uOJlmA+/tGSlt9F6eAy5FuxntAHhSJRHFpvINYO9RbW4ECwQ8cRoL5GicJspjgRS0yFqxPh8BFDJO21I4452/6Vz/PYCbIMh5Fw/5dS6PeO5MNXSIZ6gMCFSqxrKQ9SV6lpwIBH9+cYleyRBYVFKS8xaWz7YCRB4Yvep13w/Hw179kcePDKBt3wFwIxHliOgCAItCiGSlw7pEo9VEIZ8H8hm0qnVns+WewHLC6pKHaDy9M1YGi9UlrVOeLK+ZxrmMS7BEhFoznORGfZoMTSMizwNYOg/xML2oRcOPNliin6h2qzH+8v5ivoDletBB0Ftwmj52agu/tlIoYX550duQ1WfsuuSqyGcmxf5jTiiSGi4IBNvPzy1HMDadwM0gpDwzMstg1MM65SQHAmlMjx05wgiu3qlLl/uBiCK17qW8JsQITpKpQJYygeA7Z/WOsdoZks/4nuksW9vFLpFSnV295/If9k4ZaeKksC1o33uRpohOInTDMajE9Y5nfYcu3rCYXB8B3Pms9nA9D+CmCyGypC/kIj3NkxD6YtYh0gkZb9G2sWXaTUUt5yQnpvxaxAyjJkIkn82F5mC5UMLc8oKXX4GIgCw5+3vGwpWXPM9nNCTRl23KSCbAbZvrkW9ZFmxhe2uEt7xyIqJ63QAT5fjvSQCdbV756TsBFkLMAPgQgDsBfAzAf+33O1QsLC9ifGzcc/wRQNAT2F087XYbjxx8Kq7tABxJ5szCrDb8plwoacPMAGfCqZm4dOB57VXiI//fHJPsZbG67JXEVd/v/c2Oy1SnUUxBPpvDgsLYyPt5lb1uJSNuN+X2Xxk+JdsuhHAXnPOmjklyyrlQzm4134Ack5OzZ7w8A4GCNcojpcYhquoVv14lkpy4c80FoEQguOdUW3gASVKVsr4fOXo0GKKlIRgl5nEuoSZJ4n2Rm58OAaZMEijZjyqPdw8Tr8B/Wcv3ho5hagIkgzPwcm0v1gNlb6ua6ooSkYmUJtz5X87py7h2k+veIl+inKsB9x/DdD3nSIScECYME8QvXw+8/MLQ4VwTwFIDL7z86uh2ZBIS+nIulUQf8EKXEn1GT+iZ6T4RxoplLFaXAhFL5UIRZ+Zng4xzLgPRcMoBl2XWQdlfnjtAleiZaYKIAoXIJMRLt+OZXUXgA6/Abdccwd6f3oLbrjkCvPPFKXrSHUa6TK0Q4m+FEC8TQtwghOjNAJ8A9WYD+WLB+Xi1lpsS1w5J9Kfmz4aqVOk22XKhhJnF+XAYBxw1oqeS1dynO6eqxZvtlp/ty4UqzepKd0o4UgtzniLyiCmP75ZtqDZqni1a199SvoizC/r4fbXYipRaQwQyhvuXBUKS5AKIS0QUAg+hcVFyNRAq2nYbGVbbPgqEaL8ynlyJXx/4n6kVubmC/8+RtTKe0572wZPRjlwBtb6XQtWOR8h1zQAAY4VJREFUlAzVQkpAMEmSrWFwEjnkebkr3HfKePcI4hV4Eo9plt8yLt2ofB9X38Op3cAJvS0cB7DAOox/KjDuahYKwXnlzZmUhJ6I/JhuALj7kDdG1x6fAHEJNua7BWAL4NFTocOWAPDQcWQLEZk3JeFNoonc4Po+JO2uLVzCqhBV2fdO3zMGPLeH/A65bA7zy4vBPSVjgZq2308ZZseJuqq6z1CobbqspPlc3jGDuM/ZvXs3du0afNQ4MOKEfqWxYcMGj1sj6bEpEJJubNv2Kq7p4KnuXUkz5IWP+A2PE5kGU4Wr9+hiXdN4OKvXCuGUUd0wPhWYpFxiHCtVQrnMua16qVbVStCqloDY33xRqPGt0jER8HMTxMX41lxTRblQRKNTJAYnCMpCldnUJNTkNlyylv3g7SkpGbEEu65cKHkRE6qfBH9/SD2u6a989jlTG3Huhs2hc97mNB5D6LmjlG1HSvQ6U4tELpvzNlJtaVj5eOmcqTspCbr8vqHiMzFaLkkceI30TlnVeB/l2ha2l/jJSV/sMBsyrXGlWO6Yy9/TnuSCxOnAieccX49ubPTkPk/JaFdsWxj/LvORVv2JomAL4DWX4vjPXYq2G2pwz3mzwM/tAl55iV4TAQRV2Z0gMzJ2akuzjXa14aixp0sOE8GjRQjOmLoMqWr7TgJ1fUrYwvaYUiFcRqPWDNrn+Q8QJvQxiXO0YGO3e3dffO06whB6hkt27vQmsZjX2AeV7+aoTTUbbwJ7d+g5bALyandLSoa9PNtQVUe6DJPqNoxPdepuuFgDHLvydGUiXO7VfVdcSlmnolj0EpTj4m32TPqWjM1SzemvPF8ulHznFkRLihJLtWWUCyVkM1lcdeGliIXMdJW1QhubZNJkrvpKMVg1r9oI5rdXUVYyB3IU8wWPiQhkUGTXSCe8qA0qwOy451XtDoBkG7I7DrZtwxKkt10jXGhH9UuRa0F+Q9U8AcSrwn1Ngo7QB9dfNpMNVhWTG3GEOlX/PhErAXMTxVJtGZVCCZOVcew8N6zyDkCaDrLBhCpeVshunEUtcgidJqNd5eGzyFZZ+tckpbRd5qny0AwyLhm49viEc69UV+vgEb00ivMOqLXQmFtCIVfwzR2S2MtvmmOmmT4iJDQQOQmVpAOezvEuJNHrx0P6K3lvkE6i3YYc9oCkcfRfJaKfISeJzdqF5M74JLcFGtVaaDMQ8Ll8raOPvE7ZkHXQ1ZCXG6Pq3FaK8GAGgpnsAp6yEZCEQfWQV6VRXbuiNAYBu7UyLt5mr2RQcxz1nHbzHNRElKgaGkfiMpuATwg0qjf5fpmrXvUxqDcb2mp/ss+cIWq0migwhx9us+ae+XxEOUPHnyt/6+ZMCBGOTCGUchBCYGl5CZVNk6yaWzTBkIyYAPf+96ViT0pS2q8ySAFGTWbAk8fUnOVMoj9naqPvuMX7yvsc54AIBD3UNSljZYEewPmGuQ6OqB5yjOFQCACl8ULnsMjpjy6jnQ1MHHTX62IjOIZxJX+bbZQfmfEOFduWw0jE2eBln/pJrJo2Gss15HO5oKMf1x4wZtxhKn0sRRWfiQDXKHFtpoBwhDzPP8DSzyvuiKfRcEjGXWoXCe46kIJFkjXZZySV6F8E4MMAjhPRvxPRm4koefHy1QLJnfHvYAs8/MSjQFvggYcfDFy+XK96aVujJC7VvqoDJ3y66/izuUqXE1LLsgKScTfIZXNotdt69bAmXE53nkv03HOcX+NUdyppmQatdiOmCI/aksnKePJIBmmb5htbLrgkZFlftVRpRxs9a4NTk1y/XFQ/iSSml0Iuj9mleZTyxUjVPwhe8ZOkWFxcwtiGKa3tWm1TnBpfYsPYJCbcfm+ZcoiyLNGsva9lOx7TanSLEEFJXwdu25XElfke6PwGvFoWrKYFX1NZVqCnk29IsC3MeUsnGach9AdmsKM67jyvlAVuvQH40GuBD70WT08vY6bQxNFfvRpnL3dNJdyBEfAjFxS0Gk3g4Bwyy4pfx6OnHI2BZ/JxmVnJFMdIsF2jbaO+VEW+kA8SelWyj9AyPH54f+SjF6tLoWPcgdU7BgAWoVAooA53DC3Szyu1TQpjdMX5lwBwTY05FrFRYmO4wkhK6M8B8FoA/wzgBjjpaE8S0ccH1bChgNn5vEXNVJjZTNaT0ggOlz9ZHvfUe3GfT0r/FiMYOqm90xTg0qC8X2ZwsywLL7rkyvT9dlEuFCNzp/NNjlfmi4JQfnO0mBOhylnHPpMn0oEj9aolYC/ddlHH53iQ5Vs5tz7tRyEI4XxzWa6UEJYm4topodrz46513ud8X13hF0fLUcLZhTkv37q2qErW8uOYE8CyHB8EK5dhfinxKmCVkZMj45XoLBQx7oZ0XnDOttB9IQg4hEkSdJmlT9qdJTHWdoAQUt0zRzief2B+eREnZ884RFEglF9f9407moE4PMIQIRlLp8MkuONZ3Hx2i3MP97OYq2HHbAnT9RwqD2nSi0gmraZnkh98+CHgqTP6tn37sE/UZAQBr8Ge1EafFG2BZq3uMLz82ZYyjhHvjNs74pgAfm+j2UChUMDExASmNkz770/6o2FCpCOnB8l4jiqhF0K0hBCfF0L8FIBtAP4HgAKANw6ycSsOlzsTikQvN72xYgmLbuY1iWK+gLmlhcBGntF4QC+6Nr5yoeSpmuKcynThclFb7vTYpLe5ponLV9/NHdDinrJc94lL2NHQ+Z9vrGnQSXMA+A57vLDO5onoMMJI8A1ELtQOdl21Ta12K2grht680SmBksyNwE0V9QhHzEIu71SBI4pOypMm3hlAPp9Ho1F3GANCbHgdEM+gSYkmqp+xCKjuWTpeXflaDt2my2y6S6x08GJ1ydESyQJWyrPj1mUicLV9RrOubQGcSaBudsPoNjULjgPeFPvOdx9Cxt2oxu85AbSU/A4dxixrZdD6vu04tucy/OOVR9GSuX9vvgj4oef580ZKoSVFok9DrDpdagtQS/jRBXLMuYZVM5YScdo13RrUYbleQ7lURi6Xw4bNm4Lv97zvWRu4V770zI+A17r8iBN6ACCim4joLwEcAPArANoAPjeohg0F0hbEP4QtnPhOWyCfyYXKrxJRwGEOQKC8rESj2UA+l3fPOap3uYlLD+WxUsUjGjLHuvxNRJh2Q/pk2sfnX3gZAARtlV1Cqv+T+LNyCTXEkLj3L9acGH2L5QSQC03mu89lsl70ApcCAYeY68r8Ao5ENlUZd73rnWu4xJgYqq1NOv1EQDcy1Zjsd6pdPZvJhsaAXyOEcMvaOnNHxyyppo0msx0H+5aO0BcKBdTrDYdASDsys13bth3wv+BPleOiy8nQFUJV5YRD9FuabHxStcyJvOwz63+j2QiMEwG+mrvRDiTB6oq4A0H1tmrXhR9SClsE8rBHgoXR4XNPA0uuE6zieW/V2ph4TjEf8tK7GoyXK1hYWATaAj+Q24msJAXffs4Za8/PgUWmcJt0klz3vONxkOYTgXBonaoiT/hIbTNiGIJa0SnZDMCPmtB9x0DlumTjIbW5ns+IRSsWVieR1BnvKJyUt78A4HH391YhxA8NsG3DQSEDyrhx0gWnRrdwF01UWcFAKlsEHeYmy+MA/Gx02UzWU6/LuuGXuxLQRHnMI9ry2GVuadVzN5zjpWaV+b3zSZ3OOmDj+JRXPz3OsVBCIEhsApEA7jYsCdA5kxs92+jVLmOya6eTqW7T5AaPaZFSoLzmwnPOw9SYw9jIzHby3JXn7/Q27SROh5HgakhNmIxOI6FKCEv1qp96N+I1l2/fAcBJXiT7K8fgnKmNgWszmUwih7tOPgKxqmMNisUiatWq3wlJZF0CKDMseu9nbZBveJ7bzzi8wJ3zseCOd9J8MF/HwsJC+FqpzlYZNiDwdyzxbrT90rUKOo4zB3e20qibST6vLQJlf7VQiDmWmsBn3UptOs/7Ew1kqkyLKM0DERqZYq6AanUZaNrYdoDdV2sB3z0SNn/w+aSJUokFIdRejkOHD/mMls70IiV6yXu44bidHIN1kJFLAb8fAnJjRacGPRB00vWEAaklYiF2nBGJWWeLMtyU7TcrFVYnkZQtOwgnM912IcQPCCE+DCBPRL8zsJYNC8Us4KpRxUQhGMPbDkpoElLKEgAsImQzWYyVHAl157YLAfgS6ygin8t7BIfbrHSJfnTgToBSor/kXKcKViaT8RiTjl7iEZCMgl/RrccwmwlGHFQ1K+PMVbust1G7KOTyWKpVkc1kA8VdpAbjRTschk7aqXWQCY2aAb8FV4pm3uteG5TNLbKoCid8CZDNZtFutnzC4P5uLlQxuzjvpFuWWRgTPVEPrfZBBQ/rk5nyGm08eeSA5oEKgVcJvUuQoirRSUR5bqeas6okyAhAIHdA29amaQ1AQ8xx10EnL7rO8x7AxEGmReyQe4AEAAGU9s2F3/PwCa8okFaCVSOTOkEgltCfPnPG0VaoRFMSVUWiV3NcJIVvHithqeb0b8vUJiBj4QVXPd9nXqSfjo5hy3HGRyfxW4H3AY5Tai7rhg3m+x8imARJv9YfAPgZAB8joucR0YfgEP/fHljLhoVKHrCc0CEq5SBabWavjHegWawueWr4VE5hI4ilejXAnOSYB7KE3LiKLN74gs2OCn16bHJF2tkVuLrXK1oRVrXqoEZAyH5L9dz02KTHDKRhSLZv3BoowKJCNQN0RBe2VFpuekzGAw8/BAA4dfQ4lupVt8hL3tHUZLIeU7NpYjoZ8dYgsicqoW/7pptQ/7kvguooxlSrL7j48tj3cqctbh6RWqREKGiIotuWQGbItqspifO+1xBz2MLJi+563t92zREnheqHXgv8x8swc3kleG1cKlzX56f8+Lz+PV91i5FGSfRps9TVWpFtEbbtOGGqRJPbtNl3LeYLTtVOZS7cv+9RAI7fzOFTTjU/nbTP96vtm7b6/ZHXehK9Fd0myexklDmnOPMCwPmbz/X7MYBcAEnQIdDUw58DKMOpVPctABMA/h3ABwfUruFhughaIrSFgFXIoFatOiESbmrOuI02l81FhlGtNkg7PE9cc2p+JnBNq91CMecUzJFhJHG59UcGJY0tNUbVLaV1Fby4y2JtGedv2op8Lu8v7BTQFftRncJSqZHVDSgJBDypqd1qARkAczU/pz6Rm1OgiNPzMxgrlpHL5vr/zXlcO8uUp01CxH0ROMNG8L/tRAFYaARs/L1oJSJRiLbtyloApXzBkbKbbee3FbHx33qD0+8Hj+NPv/JPePe73x26ZNeuXbj//vv9d7potprI2UV91MSym/XNDTE7c+NGnPvqXV7J2z2vfZNzTz4D3HcsaC+X8ynHCgh1gEdoZdSErr8yGZnKqOnG033mNTuu8MrV+om4bAghMLe0oA3JlddZluX5Nzl9i1grql8C4EvsnDngjABz5g0JOx18gAaJpG/dAeAHAbwAQAXAW4QQbxBCfH1gLRsWMhaKZTcbWy6DWrWGcq7gSPZt21P/6DaKHVvP796RZ6VQSe5VrkYXSHWZvObswhw2TkwBSBl+NGwUNJKCpSxoBl3xIG8euP83W82++Ux4pToVpJpb0oM5DaG3CJlsBq1Wy6eEStjZUm0ZpXwxNjdANzg1x0LEePw+I/pjxTIW1LhoNfxKfj+u0chlQhusHJXT7nvV+gOpmCoJteIal0InK8hlXcLVtDtL9EDHMLyAnZd95wefeTxaom+0HSZDHp9TVOpqhkFd2lcgUX15rxu2jUANAwWe75OqhdI5xcl7NJkWpe2eh/9G7WeBtRql/ZKJtLiNXjIfpZxeQGDFo6T5MvCeEVfdZwH8PID3wtkCbiSi9xPR7w2sZUNEqVJ2VDt5h9BPlcZRX64BLV/SGnFyHo1JlvZVU9EsSg3L4/flNS+46HmBZC+rBuqGrFP7Msj0pxxqJECSlMNJIR0ydQlqov4PoQuJXpAz92u1KkiE3yEJfCaTSZeBMAK8ZQdPKpWuW4zQu0QpY1mh+uGhb+ip7RmxilE1P+u+d6xU8UI1u4bOUcttj7Wh7DnWYqkRTAwUhXY8oQ9A/cyejV55R8sOpshV28DnTSimPSXjCCdss9lo4On9+6JV9wFCz5iLCneKs0J9LOYLOLMw60V7VIrl2Cx5kWsmyp9FVkTk80rumbKOgnpvHCFfBYQecJzx3gsgD+Cd7t/vHUCbho58seAmb7AAW6BSKmF5cRFisR4Kb1p1kBM1n9ES+he6tkzdopAV++Q1PTvFDQu5CMkrwkbfYNJ61Lfvyfs/Auo34I5+452k6S425nO3bEVprIJqtYYy0+DId1eKvhPTwNeB9MJW1M+hd0aFOanRFB2cx9TqiqlB8JkJ1RlPdcKShDaJRN9MSOjV76wWCPKO20FvfPc+L9yLS/R8/qgRDQlRKBRQb9QxNz8XXZRIHvd8Ztx3SHt3BCEu5YtYqC4hn3VSOPPiWASnnLiT08TJddFst/ROmRGMBCp5h3njjGKF2e/lvTyMtROh75SWeUBISugvjvjpHE+zCkGWhSsudArcCGEjP1ZGXbRBbb1UNYhNfmCQXso5K5FDTcbKYML1GpcRBKseAScfK7wxy3NDhgw55MV/ZLGhjqFsHuFL3o/ztp2HXKmAVquFSqEUknB5Sti4pDhJEUvmJIHrVIktQFAZkcgp5pl+pmyNa4f8m/9EMRodCL3davv5/pO83wURRRfrcc0iAXU5mBlAdW7k66ELQp/P59GoN0AxjE0xX3CqORKCzBp/t2YMpY+MLAImWyaTi9WadUyUxzC3tIBSoYj55UV9BIzKJHovyPpJcryKiEquiKwV3DfibPAWOWmMh4BEhF4IcTDqZ9ANHBrcSSdqLZDlf2idFNNPte3AwAs1SAemmM1Pxq6fM7VxzTgYehuYKnlpVK2dSpyuhFZHjru0h5cUKTsWHuFLobSTBFEIZCnjpf7lkExHr+Gi+WxOWxTIg5ToGx0IXZTpRadGd5E0W1oiWOREcch3EBjh4IRe854OhP6BBx6AXUuQWEe2ww0bdQi90DNJrjpfuMdDLchnnB91PcSYtuKQy+VQrVadLH4aG71t25jatAFzywvRWihJTOXhil9cSECgJBkFBoJjv984PoWzi3Mo5vIo5YtBc5NuH9CBKJgMSW1bjrUtTqInSuzE2G8MxwVwNSBjIV8ooLlQ1dcrj6kiN5LwbEpswcYQgVWrlo9C1nI25IAdl3Hy6kZWGc6C1GGsWMZEeQy5bK5z2KI0x1AXG7PLAAo7nFc+SbGdNNg0uQEb3XBCNWsdAD9Hu0LoQ0V8OFHNsHUaMs/Eb3W8V7oU1pHIWY46VkqjOh+BKIarA6GvFEuYnZ9LthZdIuKZe1QVPX+nlPSLWZBOii1l9SatLmz0RISZmVlMlcbDZgQA9XodlQ0TaJPwNTKqVKymc54MMuEBR2F2vNFqYrxUwcLyEnLZXFgjOV1kjFmHvkUx/kTB4lG68DmC/56peAFiUDCEPgoEFMslVJt1dxL4p4QQWtXmSENNz9nvClSjDlnPmhN6rwqVsqEBWv8FiYyV8WzlUvMxSGxzEw4B6By6N8UYurTxzlKSswUEcwKTEQaDwlK96uWf8CAzxymEPlTPXs5lUtS7ETHYgM+0tNttyFTEHBPlseRrW0p0ahWzKAaSowOhHytXcGZhFtlsAnWvRciOFV0VNjkUj8eu85K/bpbPZiWDbE7zbDVkjBCW8FOg0aijYOW0En2tVkOxXHZD1dx3lxSmT46xfDdTfxMoVHjK7wYhk8nAFrZ+/uYzejOFDnGMYinnaxx0qnvOCAzJv8sQ+ihkLBQrZZfQhyWCvJs8ZNVAEi4vyxTr05DsRisKLhVwws43Y75RMxWczF4nUS4UPe/eUOnTYaPoSmNEDmOThtBLJsEWIJfOr8S2VK3XwhnoZHlVpfqak8iJ2UlVNbmcywWNH4aCZVbohqNUKOJ50kO+E7hamWsO1Ph+HRHp4ItHwhmbOELvO9ERCuNlnF2c88dntuYTepnpzrXRi7aNJbuBscpY+FnQ9KVL1T0Apw2uSUhFvV5HoVQMjpEqPVdyznqUazZCPa4+vXNkirIn9Cr48G/NVfRj+aH7/IzYLjVCICBbyMHm3KyCUkQxk5GEmnyC92lI6qQVBV/UIfW9ZiNjtcx5QhiZPGhkzTacocla6WyCUuvTEkBdX96033Ac/NphhkKmiFVSp/ISxwCCiXEAfy5zxlaR1qR0p2Z/5EhsulKZZjWhCs+epqKDRE8gNNutWELvOdERoThewZn5Wb9PVSbRu7n89z/7jOeNXxVNFAuF8LOAYJt71QIuNx1TmKa/QgjHB0qXKEcilwlq35jQxYtwRbUskuBzR7ouzBIhcC3SWB5efn7JfA8RhtBHwf3wchIKzXdKlR5z2Ag4J7FFA4RVZWsRqm+CXHhZtlEHvGejN/pMRu+oNhJQN80UiU082MKTpFNLSSnB05FqsdCIPgeEbeCSSEgfC0Kk6t62bWTSamTkYwI+L8p8AphmBb5pQUWnsRTxmTgDyBBylSJqzTos/i55u/s9z87MuF73hOJYOWyjl+ASvWqnTwtbOJoWjepeuNUSr9hxWWdimJLZ6Fj0hofG6bzu04I793FGL0UVyUHBEPoo5JzFKdyF2hLtrnN6DxUy7pPnrJaLVi6AwhpzvOPgvgm6MBip3lYTzGhsbXVW6Oc8ZjcfKcSk8k0MLv26vyXBUavt9YpSvuCVbU6CEOGLUrvyhCZMohfoVJkxArIQktQYVHi9BAp7XUe8P4AEcfREhF3bEggUFoF0fiXyHa6GhAQ8gnvVlVdGzxOicGKptFXr+LMKGS1jQ+SMXWWs0nnOduNgGgfOwHTbNw5ebc8j9BTN6K0gDKGPgivRkTsRaq2GFw7UX5lmgLDI36CkhBpQgbmTb0jZmlYEU8qGq8ZZV3K+IxfnvDUSfbVRx2TFKTssy82OHKKyfKVAvVmPzHqn+iv0ChkDnRRy/D14m7SylXFplDE+hXIxkOoWUNKk6l6atXyGURL4YtaX1rlGQa4ltcqZjoh02khcIr37/Ms7XOi2w31n4LGqM56Q6YVFZ4aQ16LvRerNEJDNRBO7pOmaNUysrLHRFbj2q5tCPSrUSn/cH8pI9CMKd8EKlzBWWb7z4X6yFOCT1yv5yBYL52bXKuSGrKq05XhIRiBr+Q4//DzDlRfsHH2tTh/sjcuqZ/sIwasKyZ3t4jZp5btPn7/Fi1wgokBhokjw50tnP9XfQw63al+W30NH5DpJ9DINcZJvWch4zETGstBut52KfPIdbvSCkGF3Ap0JkNQQ5BgT08Vece6WrcH7Fvzx9pisTl7v8hqF2YirsRFZ8VEyXZIQE+m9/dOCS/SBjI1GdT+6cD/a5MQEkHGdYjLZ1ZUCl2d04vYjSfjUhRMTUrZqwR1uuLkizzQc8vdk0dd4jIBdrSv04h3tgteeXwl0tZ54zfBiNpoAccaWgMxY0avP4DtW+hXxAm3JcubYPS4JeZR9VzWDxdloO9nfbYFt556b7Fsyh69iroB6s+FEhiiEHgJo1RrIUALbsdQGyrUyUehqXp133nkQck7awve7kG0iJJuzMURTQCbQ0bxfNbPxucO1fB2SZHWELqSzD+uxHzCEPgrugr30okt8xzw31/hkebzDzUOGGkqnOtZkFOKneiyvBcia81x1yh15dDmni0xaI1pFqhuGLnOScwigv2GDCZpCRLBt26sjzsFrxXuQkjVROC0phypZucTbsiy0bdupWhdlOpAJVXSqeTVSI8r5UfX94Ogo0Qts23kR9h5+Iv46+V7Xp8hJKVt3xrTlElOZF0EI1JeqKGbzwX7pMK4Q+m4l3owFkkxTy/bbMlN1bfQJpV7VH4KBV5iUkEzbNpXQqzlFEjjgJoJabY/PPUPoRxTKZCB34zt/6zaUizEbyyhgquhzyWoymBC3yRbYWoqnl9KIytSoEr0OnpnDWj3EPsrpsBu4Y8RVnl35paRgIKUK/cTs6dC5Rbc0bUDaLjLJOq6vIcnbubZcKKHaqIGI0Gy1vDC/DK+XLhMIcYleTa2rEildLvRcpmtCj0oO9x9KQOg3+O+VxV1kH0XbxuzsLPbeey/IBmqziyhaueSSZq8+PDzbXcvPuihD/rxrOtn/VX8IhmrDMTfx3kRGLHCC3E9pW7cGjep+xDHJw2cIJBf6hhEm8nwz4sk6eDys3JwCqvsYKXe1QQ0Z1KnRgHimJsdsbatFyzHpMjaqlNINpHmHSaddPW1a8VBndmQVpXzRk0JVRGY1k22NQ1ZdC5b7voKXC2G5XnX/d34H7s0pxIU72ekkepUoErkOn5q2deKeBJKb09x25QsFR4XtZu9crtewMDuHkzOncf8DDzgSfb2OXC4X3Bvi0KtJL5dxnPGAYOncWssnxkmd8bg/BAMvmyyAQCW7EHQRSP2AnO+qQGVU9yMMJeHGxLhTorWruORBQ84hKU3wGE4+kVXirp6X9sVSjM1zlEHwx0C3mPmCm4ixQXMiUsol2wyHDR1j0wtyGY8ZilVvqyCwkp4ugZdMVSkXKR3GlYklIrRcHxkPqo9FFIpZX6Jm45LL5rxKfNVGHaVC0Sse5CEglekkekoW8jVd6tpGn5bIvuAS30M/l82i2WpieX4R5byzLmQ4I2XYHtEJvdZ9GMv736stfIm+rtjoO62zGN8Z7jtFcIouRSa14nOnn9K2WjFR1aQOEatwN19huJLAzh2XOB9vEKFocg5wgix/q+c86Zu1Q0qdkgkJ2OYpeK+qVtJJI4XsysbWk/Jb/bsTZK4A6TkPhGOAVRXaeAyh55t5P8JuVAxizReUzasH5iSbz/m1AeBsmguu+rwjchk/G19B+RZZS2sHvXz7joDUrlO5Vuu1YLU7tW5BFKaYlBUxLm27jWwmi0u3XRTUHqjMMFcvR9nodYg630l1T0hvN9a8x262PE/8ybEJx0lPtinJftarkxpnVlyJvtls4uChg/7xJEyHjO1PwJwklugHIW2re45R3QNE9BdE9G335zfY8V1EdA8RfZOI3j60BsrJQOyjdQO56UknMR7WNaYckwurlPXV6fKYNB2M5X2CxGN7AT1HCejtRnwSyr8T1qpPBDm/uU1VEmbZX/m7lPPHSR6TKmmu/lTvnygEk1QAQacptd+dwNMFJ5V6osAlXDXpSqG7cCUtuDd4j5vXNc9/ge+QCMd+flmn3O/yfXzuyDYVmJOjhtByKbqYC4e7CSFQazaCzlb5TDKGSRLuGE2HJO7aGH2dn4t3TmMe69QOjk6EHkg/P5T3CABoOBJ0s9nExDkb0ITt96OSQEPZhygj6WwpJfozZ84g02ZmmaQJa0rZxM6dIso2IvdNL6dIn8kg33OktmK9E3oAfyWEuB7AywD8JyK6xD3+QQBvBXAzgHcR0fRQWseTHiRRL3GMs+xZcpOXvyVxl/WfAX/RSck8lwkTc35OLg5VcuK2IV02OL55ZdTNy71HbjDd2qjlM1Vins/4G78cA+1YKOfKOV+6kf4T8lwuE/xOfCwC3HXCBRcoiJLym0vwxDzyu8r5wBmzgvLtu4XqJNbL5mX5c0BulVEJdDxMM8Y1xGyxcezQrkqxhKXaMpZqy5hfXvSON1vNYA6DtJoWlalNe4+qwlePdRpvreq+w/uJ9NXQ4qDMVQKAlg0hHCm6WCp5WT8BrJjPUaFQQL1edyR6Nz+A1WIDkMsk015EFIjZvmmr93fHcM1AMqPetF9aqNL8IN6RtklDfTsAIcTT7m8bQBtAm4gKACpCiANCiAaAuwFcp95LRHuIaC8R7T116tRgGig3lDQSvbRJjhd8qVBuelKy5aFcPD92p3NqHC9vU0GRYtVykznlvKp21BH/NEVRONRUoXJMeEW1uP5yuy4/Z1HQl4Cfi8obkGHfLslGX1K8Z7shmtJXgKnAveeq7QZCNbZTgzM2vabzdMdMUAorg/zOcl4RgtELquQb8R3y2Rya7RbmlhY8c4F247YonVpbo9GRzw2ZCrKs3VG2Vr5Okow366/3viQSfVrVvW6s3Kx47XYbubzihNdvaTYChUIB9UYdzz77rG+jb9sQbrlnTBSSMW685Cvzs9k6vTl0aWQtEv7tBqW6l2sgKSM4YAyd0EsQ0dsA7BdCPAtgI4BZdnrWPRaAEOI2IcRuIcTuzZvDH7ovCHiwJ5wUXC3PCTIQVmPqzhUUQkBg9nNm7wyF/ihSrKrG5bZSXQnNAAeqEOMkoXdy4WUtv53yfpl1jhNjeU1gTCL6K7UMsRKjRnshx4IQHKsk/ehGopfvLysMCu+L+h0Af5zGUzJWPGe/fH+vfgXuM2qteucKjbK/hQwbYytIVDmRl8c62H1VIhwi9nyOJO2Tsn4jw69U72m+TjjzrEpusR1yfkknwCcO7+/sjEcAjszj/PkUyYt0+1Oj7eT4F8JxwpP9WEFIif7U6dMeg0M2fA/8pN+S2DeMWCvyu4a0UAVFku/HWtFBFSxkrv8hYkUIPRFlmB2e/7zPPf9KAD8J4BfcW84CmGSPmHSPrTxkNiiVKOq8YSWBUKVQTtzyCqHm6kDuSMY3zSiVNHeuA/QV6rgU4uXhtpwfnZSiMgjynknGvEiodj6pVstpCJiOseDt4YQ40KcY9W+kHV6VvKwgo9AJY8zkIjUjSTHN7O+EoLSXUwi9p3mBvxHERQPoIJlKbncsZnuTINx2LSwvYaI0Fn8tryWgaop0am6VEYoBAWi0mshnc5o0plY6Qi/njfyU5Ryu2XGF/lo1oYqWcWH9kWF4se93zuezOSdrXb2aTKK/41lcf2TSl4I7we1f4Ml1VgaYCMJC/6XYDshkMrBtG2QLwHaq8gnbTZ6Tti1yPWoS+DTbLYzzyAkONSPeoAi9Oj8i2rqSWBFCL4RoCyGu1/z8PhG9BMDvA3ijEKLqXl8DsExEFxBRDsCNAL67Em0NoaQuevfDTWkI37jibcyJVhSh5hsQt6EHNhgd4VM2Vn5OJ3HwdlXyzK6tkVJUr33A3/wmC+ExmGTERhJ0lbEJ9JeCHsU8b3gUY6NrU5QNWN2U+bO7Uvem2IikCjvAyOmYPIUpURmjJO/MWkFtiLyvVy9pl+m65uoXdK7LLpk8lUnjm5zq0EZIHDZWrdcwPTYZDu/jTGgSqOtoqhgM1+Pg30C10ctnqeukk4nLvbVQLmJ2acGpJdCBzlvVNnD/MUzXc8BdB5P3U311vYXcYgs7quPB9q80BBzmRjI4lbzDwKTVLsg5pJGSLzznPIyXI5hTqZXk35ObEvsFVfAA0mvq+owVIfQd8L8BjAP4FBHdQUTXusd/GcDHANwJ4ENCiJlhNRCAv1HISVlmDlae7ZipqYGwhANEE3OdqlPHGUrpVye96grXcAlaMi1Fxc7P+8c3Y74xcpMBr/wWeB5Tz6paBtUsoEp86nFV6lfHC9AzNro+8PNpfA7UtsQ5zMm9KuAnQey30l9VIyPfIecQt0VGQWeC4fOoW6TxZ9ClW+bfE3C/BUE7Pxh0dK/WrGPTxHQwvE+dG2n6JLvEGA2vUI5EQUMQdN8vsJF30MS4zHT+nAmcmjuLqcp4R4m+8uS8r9r+3NPAUkS4GAf7Zp4WZLaOyokmvn9mi/POpN92ACDhFtaxBWis4PgPdNMWvt+mud6bi+63myj0nvpWRUDwSDg/Boyhp0ITQlwdcXwvgBtWuDnRUCVzbm/NWUDTjrYdBwh1Jvg8LmlwiUHeJ5T7A/co51RCpxIq1YNeqrPlvVFSPe8TN0fIvqi2r0xUfzUETn23ei6OIVLt8DrJSy5q+d3SqMb5e8m9dykiccxUEZipKWFuVvDben1iDI9g1/JxlhEXMqmIDpJRUyXNXqH6jsSBE0W+uckx4+d0RJOh3W6jkMvDFo6aWgCwbRuFXD4o0cs+pkkmo64FJg2Gwuo6zSvdPE/YBmus4PUvzkYvmm2Un5z3Dyw1gc8+DfzYVfHvYL4NUl1uLTVROtNEWRSBh45j25atwyH0QqCUK6BarQLtMkQhA7QSVudTYVFvPhqqxN1PyFj/QT2/C4yCRL86oBJVlfDpbLEBYm4FY6p1RD5D+nOcwVCJnkowtWp4916dXbTMVa8aLYJWhU5BJqHApDr1nVHlcfk1uvfqFiQnInycVU0BvzdGguwIdRyjOP8M+doSXVifjgEJMVYR8woIaxJkbgG1vyz2vSfIbxu3SZWV/qrfLoqRs6K/x1K9irFS2ftfvl2mdPUg25UmS2VW6VOcNBjlBxNittkcTgKLgsxJjETfvvc5ZKoKk3fXQeD4ov4G/o7xPJbqy6gUHJt0+UQdJF/1reewbWrzkAg9UMkXsbS05Gb9yzgV7Lol9GlCD1VhijPX/UZF8fEZAYxGK1YDVI5QazuOkDSj7Hxc8ulICDgxh4bYU1AlpUqUUfDs6zEEip9X1dGBsVCIsbbdEYSPb6ghxiaiTepxPi6B8Wf3pAG/N85pRxcJoPt+uv6q51TGCPC/kSQSlXwE49On5Swl+qghsyhcwlQl4rr5rGp0FDi55hP4F8hb08SAq9qP2KJGmugV3fpOSywsAgpOqWsBRNvohQDdeTB83BbA7Y91fkcph6VWHeVCCSSA8kmmDam1gPuODYnQC+Qoi2az6aju81mg1QuhT5g0CfDnpLy+3+p6jmnmoDqMcdZg6Kr7VQNVla31BlfPaSTvkJ02ZmO0yFftyvmiqoLj7pXXxDmbeAl4VOZEQ0QkIVWl5ICd31J+U/icjtDz/sYRCY+pcdtCyljyDZlv0N043Kh+A7IvWcvxFp4sAHN1RZvD1fNKn/lYSKZMNc3IzYszU5IoTRUdiS4qPLJfTkUZy2EqpKc3IUiUOGMTiDlnm2mUmlRdBwrU8riRMfT83UlAFEy2omOKyjmnolqWzStV2wQE13fapD2cwYiS6JeamP+pK1Ccb6N02Vbcdttt2LNnT7J3EICsBdsCMpkMSmeayDSV9zxyErj23OTt7hdsJyse2a7/QNZyTJ7dEnr50+7g1Siv15nIBgE5ZyNMVMOAkeiTQl3sobrUyoZLyj2q6l8nzesIVJw9Wyex6ghpElumKrFzRoL3U/f8JOpqVW2vGwud5kOVfHXqeXV8A0STuk8gw5kdPha8Kpt6rpODoPpcdQNSj3FiwhPtxJlX+oENrBBLyLeDfEIZV1Og0zEFurh2eUyruk8L7uCoOpTK8/L5ceYzHhbaJaEnIJrQN9poLFWRz3YRkmXJ+e60q3xc48BnC0CnMRg02rajqpee95JId0vo02jq5DeVlw+S0Et0azIcAIxEnxSqjU8lQHzCRhFiKcnpCBeX2vlGo0p8umeqhE/dmJLYMnUbNkH/Xs6AyLGR7+7EgOgkJN14yQWiS1CiGw/dOdkunp0uDdTvI5/LtSCS6HIVf1SfdGMhNzz57VWmh0sFuqyIck7xb9gP8LleyTuOhsWso/rliY2i+usRVEXbo2PyFImMVyKTCPzfLaEnTbsqecfhsW2Ha9yrP2oehHIuHaFXzT+2cLzOa62gV3bLRrvaRGasi+/pjbPTzzPPd0PNdp2Lf/zc7bj1re/wv+FKgwiYr0PkM843zxBEo9Xds/gaiUM+44yxp3V1+91r6d0kyFrJciWsAEaD3VgNyJAvIQL6TTxKalUWX4iQJpHaOaMg7fEqwZftVIllkrjqQoxkxo/rHJF4yJ+qwQgwNqTXYEQxRVFjqWV8NASZJ/vphjiEJHr3GWo4YRRjlMRUoZobovrOv1EUA9JvKUU+t8RC/vj3i2O4dGYdHdMz7dvZdRK9JPC7L30+P9h7nyQjI5NHcc0JbyPXBnmZHN3faUOm3CRVG8annP9t4TAZDcXprm0nT5Cjwm37Cy+7EoA/ptkTVVy8PBb2B1pJEJw+TxR8BrfWJaHnuTfiUMn5WTn59StRbpzX7hgyDKFPCiJncqhOYpLoclW8PB8g0IgmTup1WtWnsqnyd+sIBSdMSdRHhQjixRmIJIRL7Rc/z2Op1f7GEXNi7VL9AwLEWOm3WrI2LWQyDXX8VcnaomAf5Dkd4yLHOI5xUaV51a6ojrXKgPQLpPRXhg2p3zDUJrYOuElI11+24XaskCfb0AuR4ownn3tccxIYW8YAyLZ2SyTcOO4dW893/pcSfUsh6m2RzO6sg9vuXMFP4yyEwNgjM04cPRDs6wqi3moiXyyAshnfF6dbzQI3kRWz0XOCr2E+73pNKpUE+Uzvxar6BEPo02CaSYaqk5UqyXDCo0pmgeMq4dJs8vyYfDZ/typ5qwQiCXjaT52tnDMrqgaDNPeoTEIU0dMxM3GEUS3Uo3unPNcrN13JhU0HgL5YS1Q7+NgEoiI0DJUkPITgOU9zEkE0JUHuN6FXGSaVsQnNQ806UJ0T1bFkbQ7Fs0Mj5U93qZ3hkNXbJBFX15k8Rwiq29VKjGmhMim2cIi8StRdp7WOufB1UJnSyQIyTYHi0wvY1Cw6HvdJVN4DwMLyIsYnxp32NduYnJpCpthlxjiugSznoiNOohxXB+l1z7HCNQWiYAh9GngbAcJSlbrA1E0tziYtnweEayV3InwqEyD/T+uA5oWEKISIq+DTqNDVc6HxkIQgRkr1+qQZx9B7OcFxn52kEE8cuHOWjoFQGTZdm1SzjFaVrWhAdN8XiK5lIMdpus8lR0P9tfR9Cn03jVYlMFc15ggFkQVnyrneiZT8BnLdRX3DjOW0zyuwpBSdSouSInl6hF6V6N0c8N3Yd9XxLedRPtFwcswDwNcPAI1WOiGgT6g3m8gXi17USnmsgq3nden9L7+JLOUbpRmQe6H6fdcZDKFPC+nFDURLc+q5KFW2KhkDwZzlqtSmJuKJstMSuRn7UnCtashQVLujpO4Q8bHiCYFKvKK0BOqzuWQo2xvwG2BEptJjfmnuj6GTBjoxPbpzoZS+ym/1fn48KquiPD8o1b0aNy6ZULln6vqqmhs8LZNmvka+noJOeJ6fTI/9imNc+Dq0yK8L0Q+oTIok6DqJvmV3rlevgzonshbKJ5nnfbUF3HVwSM54AOVcrUa95fzutthLiSX6istxEdqTDKE3SIq44jF8sybo1ZmhIi7kT0BdzXjvnGoW0DAB3CO4m9KIOkKuStYBe3kMcdJJqOoz1TjsqP6qjAd/L5ciJQcPdK9iVcHfobZLRyTUY8rG69/bgUmURFX3Xt2c6zdUBkP97txPQp3P8l615HIU06RAGz/PGcVeIN9JCH6jhAxI15guBb+VJOiK5F6v1Rzi7x7ftWtX8nfwb0BA+VgtHEf/3aPA2Wq3vegefC003Pj5bou9qKZGdU6oVRXVdbjOYAh9N4gKKSKEJU2dOjO0cbKJGiLm/JymwIuqIuUe4d3Yh2TJTbnxqRoM3k8tcaLwovJsohpCEFd2N6o4UMCngYJjBQQrDvYDal/VhEi8DXwseFtD9m6FaVE1NjqJXsfw8PHqN+S3VkPkdEytymjJ/vIyxXzT5XMjAkKIoAqf+wj0gqgcGLxdgyD0fK4DDjFvhgn9I0887qjX3b7v3r07+TuUdVJ+fC58jS2Azz7VTQ96A48UqjWdv7s1N0lTo1rLgpfMBsKCxzA0GSMAE0ffDUIbhWZDVycYJ0Q6G6+6wXjX23oiwTcpfq5Xu7SsZa5jMDjhUjfGOE1ALGOj9Fd644bORTA2MuQxYJfss6cr7zPBk5Z8xkcdC0VKDGgDFMbG1jB5urFU36OqwgeBJN+Y94l/X3lMpsodi0jbG0FQJYEPxc9nrP6p7j0mi/WVlGsGAdl3WzgqbOVdwraBhUZ3jHqAGSMc/6FtKD01j80vuQyf/9Sn8ep3vnlotdHP374dqFmAsID5em+OapzR5/vJZNEpAKQrNSxNmusQ65O96RVR1a0CtmOFwEdJdXLjUwvEqGFb/D4pMXHblCTwvTpkyft5m1Qvcy5JZpRzAU1GBGPDiVNBwzR5Y5GAsQmUz3XP9Tt0Jpbgsv6oUiofB0vpryfhahgilUmMI7ZJq8x122/PhKAZB7W/PImP3GgloZ/UqFLlPREgIthqRrx+qO7lN5B90s3ZXhnmOHCNxFIzbIu3BbDY6E5zwU0kFuHcc8/Fpolp4K6DuP7IZE/N7hVbtm71568aUtgtVCZbzjtdXhCge0fKVQ5D6LuBTt2sqlG5pKkScbWsqy4pR8YKZl4DgpNYqtTVGN9eOVa+AauMidpPvoD4WKiSJu+TJAY6xkbtrzznJhoJ9NdLXsKu4ZJlP5FRvrN8RyTh0zig6fqrSiNRHupRvhCq5qTfUL8vJ7RRWijZzyhmixMiQqwqvlwoodao+wdUJqFbeI5cMd+wV0fOOPDmn62GvO6FbYevSwo5vu7ekysWQI028MAxTNdzwDcPd93snqHbN/ryTPLnk7ovhL7raMS1rzQMoe8GIc9pdzOWoR6AIrkphFpuNLLmOFH4XCHjE0RJOCQxl5sQz7zU79CqrBVMlAKEibhO0pSEgKvJihqHLPnsEnuH2t+SMiac0Mtn8iQm3TgfJkHGCkhJADTEVqfBYFKinBclxphkrWCfdCYhdaNSiS2fO/0GZyJCiWY0hD6f8fsZ5ametZz2EpsnyqbfareRsTIoF4pYqi2H29MrkZjwk8mEfCXksweZUMV9hxDCz/vOQKDAdamQs8KZ4A7P+Z79X9gHLGny368E+P7RV0KvYZp1+RuA/u+TqwSG0HeDIuMW+SQDfAJW1Eia0kFE1hOv5PxzcgJKb9FJFsOtJuqQm1DWCjqd9BNE/nsKir2LS1Z8Y1cLyKjEuJiNTj7CvWSlJ64cA7kxFzI+MZfHeEnIQSWn4IRVfmeVOATUg4zJk/0dV1TYEwV/vFQzhMpIRTEYsi2DlD7jih2pmpeJQjJtivxmqgnMRb3VwMaJKeTUoi6WMr+6BV8zUd9wkIlOiJDNZNG23dS3Lg3eu3ev84ftlrHtZk1PFIL1F2wBHJzzzy81gc8+3UvruwcXAvo1vqpmi5vBCMHICmDdOuOtz173irKi+uMTKa9I36WcT/AkMZMbM3eKKWb1v/kzucS3EvCYl4i4Y94mHXGT/ZRMzETBv4+PDxDsbykXvEZuzBnLf6YknCuR4UqxewJQTBWKer3AGJycwtioWhnOyHGVsirVh3whVkj6jA1xVLQrSb+F6phICNSWv3TbRchmnGe+4OLL/fvUTbtXqEQ+0wcmIgkyhHw2h0bTrRPvSvT3338/AKCQzaPe7NIZT94jNSWPnnTy6XPcddApd7zS8MbbqdXVF4S+X8x8XccwhL4bcIc1rrIGwk5x/QgHGjY8osqkedV+X2CbvaelYJqH1Yycq0ngxDVOdc8ZlCSbtRwfqaXQpWUNMBjKNxik9BlVgpgzNt3GQnP1qhzfOHCzRT+g7dMKzFVyCH295arQFdX9ZGUcc0sLve0bcq7qbPK2AG5/rPtnd90mh2Fu2TayuT6Zm3haab4Pe9oDrNx3HWGsTxfEXsGTvEhpr63ZrNcKQhInxdvKV0L9uZKwyFG5CxHcSLgUaBHzl+hSwpaaC+lsyUPzQu9doc0rktAzxmayy/7mmUTvraN29PV8vfUDAXMEBRmqQcIi5HM5LFSXnP8VQp+1LEet30tbpET/Ky91iP0rLsZtt92GPXv29NDwHuHuG/NLC9gxPtG/Z6pOlYAyT0ejVOwwYQh9L5Abco4R+rSlK1cTpOSWy/jOPZLATzOfgrUKbRpitrmkVWFHocJMFXITU5MWrZSamVc1VAlirxEenInwwgRjCL1kCGKS7KQC96+x7JWLsyYoNnqfELVaLWQsxgB1C5WJGQW4jrbFUhHFVp+zVqrmLJUxHZEhGBbWkNg5BPCQtiEloVhRSCYmn2EE3jVRrFQ1qGFDV7lOSrZjfXKK4wWG1Bh7mSucRycMEgHHU4XB6DXWXA0nTKK6J+pfamNdqOCgIjc4VGaYSfT1eh2FyYr/nXt5h0r8hg0iYLKASy69FNQvbZRq3tL50Awy18Qqwfrufa+QDkQZa3AhTqMILs2tJRNFEhRUwsek7X4RIGLEXa1hwJ0f+yXZxkH1UOdOeL32l6cqTmKKkJt4v5hq7kTpJcpZAYadmbT2HT0YIvTFSgkvvOKq/hB6K8G4riRKuf6aSNQIFdVpVfUnWadYR9RpABilBWSwMuAEVw0nHMS7pFq3kAn+HmRIHccU1y4o0QW9EkW1MEnU5l/IOJ7j/ZZMc0walH2aWAHTG5svs0vzAULfaDQwVSjAKtq9E3qZ22PUmPF+ahl4jgsvtwQUtf2I9X8IMCNgYJAGPMGP/D0oFbpFPjFVf6805KbZTzWo1Ih1UjFPFHyi1U+oGfKA/plf4kA+Y0FEgRS4QghY2Yyf3a5b6BI4jQr6qWVQQ1+5tkB+10Gu0VUCQ+gNDNJgnCXvAQabkY9DJllaCYlTB+4b0C8JMeQhHUHYpAmj3xI9D/9cSanXIo/J8bLjufCq9fWqKeIEb9QIfT8dSQuZGELvzqlidrC1C1YBDKE3MEgDSWh50qSVCCOUqvqVkDh14NUC+00U1Rz2KmHiUls/oWb9WylYFKywKARwYAbnz2tS83aLQAKnESP0QP+Yj6min05ZTeblqe4HoA1aZTCE3sCgG/TL8W61wPMNGIAGgxDcoNU8BNLhcVDe47kVcmyUIDhOnRkCEUG0beCOZ53qclK6z/VoIuGq+1F0FO4XoSdG1NUIin5mUVzlMITewKAbrLdyl4PUYPACPTz3Pz8/yDAxHi66EmBRBvlsDs35ZeB+p7pc5b7TvoTaq0SvZlwcJfTb10QXZWAy4nkYmVEgor8noq+w/3cR0T1E9E0ievsQm2ZgYDBIDQaPo+cESpf8ZFDvX0lnLdfXgTIWCrk8xL6zXgKq8buOAdVm7zZ6zjC5fiW7du3qteX9Q7dpk6MgGUEeZTAIv45VipEg9ET0fABTyuEPAngrgJsBvIuIple4WQYGBhKD1GBEJTfh2RbXkhrWVasLAgqZHLLP+QVmrGobuOewX8a4W2gSC+3evbv75/Ub/c4gyh381FLhBqNB6AH8NoA/lP8QUQFARQhxQAjRAHA3gOuG1TgDA4MBgpcv5Ru2lwpYxoQPr4l9hWRoLMLEnECmoeRif/C4UzO+VxPJqHnbDxJcE6RWEDUYPqEnopsBPAXgBDu8EcAs+3/WPabeu4eI9hLR3lOnTg2ukQYGBoNDIEMdU9EH0u+uoTSmrgajYbcwdqIVPm8L4GvPrnizVjW4JsgrLlWKvn6dYUU8iogoA+AezanPArgBwJsQVN2fBTDJ/p90jwUghLgNwG0AsHv3blOiyMBgNUKGz8mKaxlF9TpqOdt7havBWKgtw37peTg6PwPceAH+6faP462veyO2lTcCF0x2fo6BD+6TUFCSWhmsDKEXQrQBXK8eJ6JxAD8C4F8AlABcRUTvEUJ8gIiWiegCAMcA3Ajg91airQYGBiuMfIZJ9Zp4+rVoo89ZqLcaKORc80TTrWTXEmunnysJ7pMwiuGEQ8ZQR0QIsQDgGgAgoosA/I0Q4gPu6V8G8DE4lrkPCSFmhtFGAwODAWOSJYrh3vW8JPAgve5XGrq8AC1HIUmtHnPcr2d4UQZDSio1whgZ1kcI8SyAV7L/98JR6xsYGKxlSKc7UlT00nt6ranuXVPFWGUMgJPqnpptJ+990147TofDwuQ6S2aVAGvEu8XAwGDVQ613n7Ze/WpBJQ/kMrh8x6UAXLresp1zjdbacTo0GBmYGWVgYDAaUFX0PHFOP6vmDRuyXgHnWxptp6BNw6juDfqPNbJyDAwMVj2iyoz2u2reqIARdGq6En2taVT3Bn3HGls5BgYGqxY8p736k7NWtvDMSoBL7rWWU+BmtrbuK60Z9B9rbOUYGBisWmgrkLl/TxTWjupegocRztedvxvtteOLYDAyWGMrx8DAYNWCe9fzgjYZa2WLzqwUpOQ+WUDuVA0XL485nvfGRm/QZxhCb2BgMBrwvO6Zh721hnLcq5C+B7kMKscbuPnsFkAIo7o36DtGJo7ewMBgnSNj+YlkJLFbSznuVbiE3moIFM82URIFzB1vGIneoO9YoyvIwMBg1SHLCD2X6Ncq4XP7WTmwBHIrdYwfqTv16A0M+ghD6A0MDEYD+YzzwwvbrKWMeCrcbpX3s3r0LQF8af+QGmSwVmEIvYGBwWhAeterSXPWKqG3CDgyj0ytHTx+z2Hg+KL+HgODLmAIvYGBweiAJ8gB1qa3vYRFwFOh6ttOPfrbH1v59hisWRhnPAMDg9GDTI6zlmuKWwT80GU4igXQ46fx6dpj2HPZfwBuvmjYLTNYYzCE3sDAYPRQcLemwhon9BkLEMw0sday/xmMBAyhNzAwGD1ISb6UG247BglpphDMJ2EtazAMhgbDPhoYGIweSq4MMlEYbjsGCTe8rg0BK+MS+LXsk2AwNBhCb2BgMHoYdwm8LOm6FuEmA6o2atg0tcE5ZiR6gwHAEHoDA4PRw1qW5CVc1f1ll16GTG4d+CQYDA2G0BsYGBgMA7oiPmvZJ8FgaCAhxLDb0Bds2rRJXHTRRcNuhoGBgYGBQc+47777hBCiL8L4mvG6v+iii7B3795hN8PAwMDAwKBnENH9/XqWUd0bGBgYGBisYRhCb2BgYGBgsIZhCL2BgYGBgcEKYyVNzYbQGxgYGBgYrDDuv79vJviOMITewMDAwMBgDcMQegMDAwMDgzWMkSD0RPRFIjpFRO9lx36CiL5KRF8nojcPs30GBgYGw4IJGzboFaMSR/8zAF4JYDsAENFV7v+vFGslo4+BgYFBF7j//vuxe/fuYTfDYBVjJCR6IcRzyqE3AlgC8CUi+jci2j6EZhkYGBgYGKx6jASh12AbgE0A/gOA/w3gz3QXEdEeItpLRHtPnTrV0wvf//73o1Ao4ODBgz09x8DAwMDAYJQwqoT+LIAvumr7LwJ4vu4iIcRtQojdQojdmzdv7umF73jHO2DbNv7kT/6kp+cYGBgYGBiMEkaV0N8BQBqlrgWwv58Pv/vuu3HTTTdhcnISk5OT+M3f/E1s3rwZN954I/75n/8ZzWazn68zMDAwMDAYGkbCGY+IPgzgZQAKRLQbwOsB3EJEd8BhRvb0613PPPMMbrnlFggh8Fu/9VvYtGkTFhYWAAAve9nLcMcdd+DBBx/Edddd169XGhgYGBgYDA0jQeiFED+nOfwrg3jXF7/4RSwvL+Nd73oX3vve9wbObd/u+PwdOHDAEHoDAwMDgzWBUVXdDwxJovWIaAVaYmBgYGBgMHiMhES/krjllltQLpfx4Q9/GJs3b8bmzZsxPz+Pd7/73XjuOSfK78ILLxxyKw0MDAwMDPqDdSfR79ixA5/97Gdx7bXX4k/+5E9w66234uzZswCAb33rW5icnMSLXvSiIbfSwMDAwGDN4sAMzp8vrFjWw3VH6AHg5ptvxt133435+XnMzc3hj/7oj3D69GncfffdePOb34xcLjfsJhoYGBjEwqTGHRwGPrZ3PIvrj0zigftWpoLduiT0Ovz1X/81LMvCrbfeOuymGBgYGHTESpY5XW8Y6NjO1YD7j2G6nsOVpyuDew+DIfQu3ve+96Fer+Oiiy4adlMMDIYKIykaGAwQdx8C2o5T+LXHJ4ClxsBfaQi9gcE6RBwxN5KiQTfohkFcd0xlywa+ccj7t9i2gM8+PfDXGkJvYLAOYYi5Qb/RzZxad/PwvqPAfD147K6DwPHFgb7WEHoDAwODVYp1JxGvdtypKZpmC+D2xwb62nUXR29gYGCwVmBq1a8y3HoDAOC2227zDu3Z07cM75EwEr2BgYHBCEArnbvx1omu7fe7V9HzDeJhCH0CmElqYGAwaGjt1W68Ndp252v7/e5V9HyDeBhCnwBmkhoYGKw4WLw17tLYdlPCCCzrFyNN6InoL4no20R0LxH952G3x8DAwGDFwOKt8bmne463NgLL+sXIEnoiuhrAVUKI6wG8AsAfDLlJBgarHvd+cR/e/6ZP4r4PA+9/0ydx7xf3DbtJBjoo8dZYaq5IvLXB2sTIEnoARwE0iCgHYBzA2SG3x8BgVePeL+7D37znaziy7ywggCP7zuJv3vM1Q+xHEUOKt14pcIbzN//TP5g5OGB0ReiJ6EoiOpeIriai3yOi5/W7YQBmADwN4CkAD0Ij0RPRHiLaS0R7T506NYAmGBisHXz+7x7UHv/CR/THDYaIDvHWm5dyWm/81QCV4Tx7pGYYzgGj2zj6fwPwi3CI7y4Arwbw4n41ysUPAjgPwE4AkwDuJqIvCCE8NlcIcRuA2wBg9+7dos/vNzBYUzh2YEZ7/Ogz/nHjsDUicOOtASfmWo21vvr0GDYt5/Dc+MmVblkI935xHz7/dw/iyH7g/V/7JF79U9fgulft9M6rcyqO4eT3DQtrcQ10S+gvAHAYwFUAXgrg7r61yAcBmBFCtIloAUAeQGYA7zEwWBc49+JpR4pSsG3HtPe3cdhaBZirYcdsCRlBK1b9LApSOpeQ5iAAHtFW51QShnOYWItroFsb/SyA/w5gP4BlANV+NYjhywAsIvoGgG8C+KAQYnkA7zEwWBd49U9doz1+y9v1xw1GFHcfQkYQgJWrfhaFbsxB5148rT3OGc71gJU0v3RL6N8P4HwAfwzgEgC3961FLoQQthDi7UKIG4UQ1wkh/me/32FgsJ5w3at24mc/8Apsv3QDQMD2SzfgZz/wipFQlxokxJCqn0WhG+ncMJwOrj49pk2GNAh0pboXQvw1gL9mhz7dn+YYGBgMEte9aieue9VO1+77xmE3xyAtorzxb7oQ2DrW1SN7sUl3Mgfd+8V9eOyTQHUmbL//wkcexHP7zqI0Dbzl19YRw3lgBjvPFj3zC+46CHz/xQN9ZSqJnogORfz0nrbJwMDAwCAeA6h+1otNOk46l/b76lmEwjmve9VOvO9jb8S1Pwdc+UasHyIPAHc8i5cemfLML/1IhtQJaSX6ZwAY73YDAwODYYBVP9u8lEOxbeHVv/6TQ2tOnHT+/jd9UnvPqHjXDwVzNeC+oyjZzK9cJkP6sasG9tpUhF4IcfOA2mFgYGCwfhFRpS7u2p0zZWxazjk23szwcp9xc5D8Hxh973od4kwNfcHdhwCdSb5H80sndGWjJ6KdAN4DJ8yOAAghxA/0s2EGBgYrBx4LXZoG7r1w3/qVuoYBXqWuE9G+41m89LlJjDezfbHxSs1Av5EknHOUkCRUsCeoaY05pPnlnf1OR+Og26/79wB+GMDLAewGcFGf2jNUrMVECQYGnaBmKquehclUtpJIU6XOvXaqkUtn443RGFx7fAI3Hprqu/d3J+96KT2PSt2F2//nd7TH+5Y5UuNIKSCA994EfOi1AyPyQPeE/oUA/gOcGPp3AlgTFHItJkowMOgEkxp3yEhTpY5fK5Gk4E1EXXvM1bB9oYDxVha449nUTQeCeesf+yQ8gi3DOUsbEArnjHPUGwbu/eI+zJxY0p7rm6lB40hJIOBvBk93uiX0NoBFAHMAXgsnBa6BgcEqxNH9+npROrWrQZ+RpkpdnOo3ruBNnMbgy8/AgqsZ+PSTqb2/47RB0hxUnXHMQbe83bd3D1x6TokoZhfoo6nh1hscyf1Dr8V9W+b94wv1kfO6l/gcgCsAfAHAz8DJYmdgYLBKsGvXLu9vK0Not8LBNNYQHbzWDdLExeuulYiz8aoagxefB1TyYcahYQOfegJ4ywsSNz+KQP7rB7+Ds8d9CVkyABIDl55TIspxEBhAIp+WjSvOsNTFK+B139VKFkK8SQjxrwDeAeBaAD/U11YZGBgMFLt37/b+1hF55/jgM3ate6SJi9ddCwBTxWgbb5zG4LvPAY128Pp7DqcqhRtFIDmR5/jCRx5cGek5JaLS8m7YWum/U+p9R1FuKWVbBlyCuNsytX9LRH8Lp3LcLyGYJc/AwGDEkdTxdNgOUmseTJ172zVHvL+1RPvWG4C3aaTtuVo0kYira/+F/fp7/vnhxM2PIpBROPrMzMpKzwkR5Tj4hl96Sf9fNoCkR53QrW7u7ZqfNQfuZDIKXqEGBv0Cdzyd3hJdAc045I0YPq/ZgwSAf/6e/vo4ojKW199TSG7RjSKQUZjaXF5Z6Tkh1DoQpQ0YXB2IW2/Abdcc8X5imbs+oVsbfc79nQHwegCv6U9zhgNdPWUAg42pNDAYEfzIu14SmOsco5zcZF1iLA+c1hTxLERU8JZ17f/uAcw8fBDTf/a6UJz+0+/5P9i0nMMnLz+Jn/v5PZqHROO6V+3E7f/zO5E29zAIr/6pa7TzbSDScwrIff2jf/41VGd8/4O1sN93S+hfzv7eAiemflUiKklClJSzrtM3Gqw7jGpyk/UE7jjJU+BK7NnTgThLr/t2Lpxcpw+17WdPJa8ePntqaWSL2gw8Yc4Q0a3q/itwPO2/DOAvAAwkEJCI3k5E3ySie4hoV+c70iPKMWTUvEINDAaFOOeo9VY6dBTBHSe7Qlyc/qef7Km2/b1f3AdhJy9/whlHMWJVU9ZyPgkSXYw2Eb0dfnGbswC+JISIiPvoDkQ0DeCrAK4HcB6AfxRC3Bh1/datW8Xb3va21O+Zv2MnIDNMBSAAhI9blTrGXhwRy2pgsErw0EMP4YUvfCGA+DUw8f3GL2WlwL9JHM5vj+PEM4dx77Jjf4+7JyMIv1W9HhPCz4r3jexz+L+FfcgIwu8v34gcMqFzSbH43QtgLyXM0Q+gdOUxAED1sXO153JbBud53gnzX98J3Z4PEpi4ub/r4KGHHvL+jvp+f/Znf3afEKJHLs9BKkJPRBdEnRNC9JX6EdEtAF4thPhl9/8HAbyEMxREtAeA1Ftd2817fuSK92FjeXvo+EL9NMYLm0LHv/rMh7F/Zk0kAjQwABC9Bs4sH8btj//BEFpkEId/+oFfx4s27cALPvGLaIv4EMi3XHoz/umVvx441my38PxP/CJeuf2F+Mvve4f23JOzzyVqy8/u+hAsCvsH2MLG1w/8b1yz9RZMl7ZhpnoUDx7/AvbP7B3J+XbJ9G78wI6f054bYruGRuhtRJSpFUJEeIN0ByJ6M4DLhBC/6/5/J4A3CSGO6a7fvn27+OVf/uXU71k4lMOJb5VDx7e81LE7zTxWQH2OUJgUmL6yjvELmqnfYWAwavj2t7+N66+/HkD8GjDzfeXAvwnHc889h+3bHcJYaWXx84cvRQaEv5n/Fj5ffVx7j8Rbjl6MbfVS6PgzpQVsbhQx3s5pz92+9XCiNh/6whgac/qtX86fb3/72wDgtXPfJyb0GiQS2Plj8+HjK4Ak/egn5JgAiPx+t95669AI/R/AIfQvArAZwJ0AbgZwWgjRV897V6K/RQjxX93/H4Qi0XPs3r1bdFuU5t4v7vMcQ7bv3OClavS98c/ivEs29L9koYHBCiNqTvM1MCrOUesNt912m9axLnD8M085dnYAtYyNj19xHD/5X/SSaOxzWjbw3q8FYuwf2bSIq9//46narDqwcWzYOoY/+sybPcdB+e73v+mT2vTK2y/dgPd97I2p3t8v/MJ1t0X6DPyvvekiEZIgiTMlEfWN0KetR/9etwGPAXiDEOIJIroCwKf60RgF3wHwB0SUA3AugMV++wFI8HrKe/Y4E20te2AarE90mtO6muIGIwQly12xbTkOdN1Ak0jnytMVJ5FOipro171qZyShPxuRxCcqvG6ojp8Era6aLJ3vSo84MIOrT1YwV2zh8MRASFoI3XrdTwP4OyL6YwB/B2C8f01yIISYAfAhOFqDjwH4r/1+RxzWsgemwfqEmdOrHHHEOS00iXQs0ECzs0msaHKahIhydUgTUZAYdzyLa49P4Pojk6AVijzoNo7+vwD4MICXADgDIJnuKCWEEH8L4G8H8exOiErTaMLrDFYrzJxe5YgjzmmzqslEOgdm8Pnb/92TLPfseW2vrUwErkHatWsXdu9eJxqkuRpw31EUbAuFutV17oK06IrQCyH+jYg+BcdOf0p0E6M34jj34mmtHckkEDFYrYib0zw7ZGkauPfCfUZ9P2qQxBmqjbcH4uzWqX9u/KQ+wjIBprdUtHlHNmxNRsR6zhPQB2Sy+gqOmWyfKzjefcgp8u7Cy11QiUhH3Cek6gUR3UVEG4noLjgq9U8CuNP1iF9TiMrhbBKIGKxWRM3pS3edG1lT3GANg9Wpf/HRCZw/nzwenuNH3qVPXTvslLZpcNOPXBlx/Ir+vaRlA3cHtTLFtuVXExwg0kr058PJb38BIsLs1grUNI3cG9/AYDUiKvVonO3ezPc1DJYx7+rTY7hwvgi07VAu/E5Qc8Qn2St19UWGOdfe9G5HW/KNf3sCzUYblAFufuNV3vG+4L6jwIIm8+CdzwI3XZjKCTIt0nrdyyTJF/W/KcNHIKc09N74BgarGTrv+r/97a9rrzW2+9HGrl27AlUIU0Hx4M8IwlRdkws/Ia571U48cNDxpOeRSzpz0KhGNL3p3TfgTe++wVsbb9rTRyIP6CsJAo7I3I2fRQp0W4/+vxHRDUT0S0R0kIje0fmu0cco2IoMDFYaUWVDjT/KaKOn/UpXpx5w4vRT5rvXQRJz1Rz0L396z/qN/rj1Bq8k7UObFvzjeQsYsEm4W0+DXwFQBXArgCcBvKdvLTIwMFhRGH+UdYgo6bLa6ovNOIqYf/3jj+Lo/rBDKAAc2b9ONEgtG1edYY6KDRv41BMDfWW3hH4SQBFAGcAvAAgnhTcwMFgVGMW4ZoMBQ0qXP6kpqHLXwe5i8xmiQjmBaOeubL893EcV330OWaH09Z7DPY95HLod2SfhlKj9Lpysdcf71iIDA4MVx3Wv2on3feyNuPbngCvfaDLjrRvoJHtb9Jw4J8ocBCCS0rea7Z7euWoQpTH554cH9spuE+b8KIDXAfgEgA0AfqlvLTIwMBgo7v3iPjz2SaA6MxoezwYADszow9uijvcLt96QKO96WkSluQWAXD6DZiNM1M/buaEv7x55RGXbK3RLjjujK4leCPE0gMcA/DycLMGDz5toYGDQM6STVPUsAOF7PJuY+SHDTVyDtp3seFp0YBjUiKNecd2rduL7f/wq7bkbX3+59vi68Alp2WGNxs0XOWaUEfS6/20AnwXwmwBuAvAP/WyUgYHBYLBuPZ5HGSxxDe462Pl4N+jAMPTiwX/vF/fh/W/6JO77MPDYJ+ExjW969w342Q+8AqUNAMipTvezH3iFd1z6hMjj60KrpIt26INPRCd0qyt4B5x8938Kx17//L61yMDAYGAw+e5HECxxDT73NPDi85yUqFHH00IyDO3u4+SjoMbEyzA6wM/ZoMbX83OjmqOk3xoOD3E+EaMm0cNhEA7AUUJsAdB74KWBgcHAEeUkNbW5rJXKDAYMJXENlpqOs1bUcRe7du3C3r17k71DZRj6ECcvsVY1RAPLqeJGO9x2zRHvZ9Bqe6B7Qv8ZAJ8GUAHw1+7ffQUR7SaibxPRnUT0OSLqeylcA4P1hqiY+bPHl0yu+2EgSpX7tQOxKt7du3fj8N3f6+yo14Fh6BVGQ7Q60C2hfyeAPwHweQAfB3C6by3y8RsA/psQ4uVwwvjeOoB3GBisK6gx89sv3YDpLfoqY6tdKlsViFLl6pgsJezt6tNjnR31BmwTNlkVVwdS2eiJ6DUA/hDADJxEORsB/LT7nHf3uW2PAphy/54G8L0+Pz8xtm7dOqxXGxj0Hap99B0v+bD2OiOVrQCU0rO68Dbt8bkadsyWkBEUb3cfsE04KoxuXXjQryKkdcb773Cy4RUBfAvABIB/B/DBPrcLAG4H8Gki+gCAeQC/pl5ARHsA7AGACy64YABNcPC6171uYM82MBg24urUG4wo7j7kEHkg3lEvASPRC3qt8jkwp7ceMIpt6hVpVfc7APwggBfAsc+/RQjxBiGEvvxVBxBRxrXDqz/vA/D/AXiDEOJqOD4Av6LeL4S4TQixWwixe/Pmzd00wcBg3cPkul9lGLDdPS14VsX3feyNISIfRzhHsZDYSrRppZmJtBJ9Fk6SnEU4Hvc3EtFVAIQQ4nfSvlwI0QZwve6cayY45f57EsA6CLI0MFh59CqVGawwouzuA65p3i12797dfTndNYqVHpNu4uj/K/v7ne5vASA1oe+A3wDwCSKqAbBhnPEMDAaGUY9rNmDos919LaqqDYJIS+j7l2mhA4QQdyJC2jcwMDBYt3Dt7jJHfa9291FUn68HbF7KodhemYp9qQi9EKLHPIwGBgYGBqMII9mvLK4+PYZNyzknPDIzWIK/TgoAGxgYGBjEwUj2Kwg3PLIvdQwSwBB6AwMDAwODlYQaHtnHtMQ6GEJvYLBOYVS1BgZDwBDCIw2hNzBYpzCq2lWMDvXlDUYYQyhVawi9gYGBwWqDW1+exLAbYpAaceGRA0K39egNDAzWIIw6fxWA1Ze/8rS+IJHBCGPAaYl1MBK9gYGBB6POHx6imKzQcVZf/trjEwN35DJY/TCE3sDAwGAEEMVkBY4rjlzFtjXUPPcGqwOG0BsYGBisFvTgyGXMMusXhtAbGBgYrBb04MhlzDLrF8YZz8DAwGC1QHHkAnrPdd8vGI3B6MJI9AYGBgYGPcNoDEYXQyf0RPR6InrcLUfLj28ioo8T0deI6EvDap+BgYGBgcFqxiio7u8C8CIAjyjH/wLA+4UQj654iwwMDAxWAYy63CAJhi7RCyHOCCFUaT4D4GoAv0ZEdxLRfxlO6wwMDAxGF0ZdbpAEQyf0ETgHwPMB/L8AfhDAm4noCvUiItpDRHuJaO+pU6dWuo0GBgYGBgYjjxVR3bsS+j2aU58VQvy+5vhZAEeFEA+5998Bh/A/zi8SQtwG4DYA2L17t8n6bGBgYGBgoGBFCL0Qog3g+hTX14noGSI6XwhxGMC1AP51YA00MDAwMBgYjC/BcDF01T0RfR8RfQXANiL6ChG9wT31ywD+iYi+CeA+IcT9w2ulgYGBgUG3ML4Ew8XQve6FEHcDeKXm+IMAXr7iDTIwMDAwMFhDGLpEb2BgYGBgYDA4GEJvYGBgYGAwBKyU74Ih9AYGBgYGBkPASvkuGEJvYGBgsAphPNkNksIQegMDA4NVCOPJbpAUhtAbGBgYGBisYZAQayOhHBEtAHhy2O0YEjYBOD3sRgwB67XfwPrt+3rtN7B++75e+/08IcR4Px409Dj6PuJJIcS61GUR0d712Pf12m9g/fZ9vfYbWL99X8/97tezjOrewMDAwMBgDcMQegMDAwMDgzWMtUTobxt2A4aI9dr39dpvYP32fb32G1i/fTf97hFrxhnPwMDAwMDAIIy1JNEbGBgYGBgYKDCE3sDAwMDAYA1jpAk9EV1JRHe4P98iojNE9GZ27HEiut29djcRfZuI7iSizxHRuHt8FxHdQ0TfJKK3D7VDKZCy75ex4/+diMg9vur6HtHvaSL6kvtt7yGiF7jXbiCizxDR3UT0wdXcbyB131/vzoGa8oxV1/eU/f4Ld51/m4h+gz1j1fUbSN33XyWiu9xj/0BEOff4qut7mn6ze/6eiL7C/l91/QZSf/Pfdde5vD7jHk/XdyHEqvgB8GMA/j/l2IcAvMn9+5MAXu7+/bsA3uH+fQ+AiwHkAdwPYHrYfRlA3z8F4Hr3778G8INroe+y3wB+EcDvuMduBvBx9+8/BvA29++/BXDLWuh3wr5vBFAEsE+5b1X3PUG/L3V/WwC+BeCStdDvhH3Ps2v/AcBr10LfO/Xb/f/5AP4vgK+wY6u63wm/+e8CeKvmvlR9H2mJXsFbAfyT/MflZl8N5+MDwKMApty/pwGcJKICgIoQ4oAQogHgbgDXrViL+4dOfb8MgEyu8F0A379G+i77/TiACffYBgAn3b9vBvAZ9+9PA7hpjfQb6NB3IcQZIYQqza+Fvnfq99PubxtAG0B7jfQb6Nz3BgC4misLwL410vdO6xwAfhvAH8p/1ki/gWR9v5WIvkFE7wK66/uqyIxHRBsBXA6Hi5F4NYC7hBBV9//bAXyaiD4AYB7ArwE4B8Asu2cWjiS0apCw798DcAsRfRbALQBm4PRzlt0zi1XUd6XfkwDeT0SPwGHmbnQvm4bfx1k4/VvV/QYS912HVd33NP0morcB2C+EeJaItmEV9xtI3ncieg+AtwN4GsBhrINvTkQ3A3gKwAl266ruN5D4m38QwO/B0d59mogeBLAPKfu+WiT6Hwfwf4Srs3ARkHLhqD/eIIS4Go509ysAzsIZQIlJ99hqQpK+/xqAnwHwZThE/ihWf995v28FcLv7bX8UwF+518zA76Ps32rvN5Cs7zqs9r4n6jcRvRLATwL4BffQau83kLDvQogPwNHgHYBD8Fd735P0+zcA/Kly32rvN5Cg767mTrhC3b8CuBZd9H21EPq3IKi6noDT4a+yawjAKffvkwA2uKrNZSK6wFV33whHtb2a0LHvQojnhBCvB/CDACoA/nUN9J33m+AXtTgJR7UFAHcCeI3792sA3LkG+g0k63sIa6DvHftNRC8B8PsA3ig1Wmug30CyvhcBwCUMcwCW10DfY/tNjlP1VgD/AuDvAVxDRO9ZA/0Gkn3zKfc3wTFVPtlV34ftjNDpB8AOAHuVYz8N4M+VYy8H8G0AdwD4GoBt7vHdcFQj3wTw08Puz4D6/mYAX3f7/VPs+Krsu9pvANvgMDZ3APgOgJvd4xsBfBaOjeqvAFirud8p+/59AL4CYNn9/YbV3PcU/X7E/bnD/bl2Nfc7Zd//yj12Fxzn09xq7nvSfrPzFyHojLcq+53ym38EjtPptwH8cbd9N5nxDAwMDAwM1jBWi+rewMDAwMDAoAsYQm9gYGBgYLCGYQi9gYGBgYHBGoYh9AYGBgYGBmsYhtAbGBgYGBisYRhCb2CwykBEFxGRIKI/cAtdCCJqENERt/DHOSmfd7NbOKNKREeJ6FeV8+cR0ZL7np3usY+4/8ufv3CPTxLRJ4hojoi+R0QyuxkR0fuJ6DgRHSKid7Lnv4GInnaLe/w1EeXd41eSU7xm3i34cV6PQ2dgsC5hCL2BwerHcQDPA/CbAH4EwL+5CTaSogjgzwG8CE7ijT8nokvY+T8EkNHc920A57s/v+Me+wMAr3R/ngZwOxGVALwBwPsA/Cqcgkx/SUTXuulr/xnA5+AU+NgD4Bfd9v8LnHz23wdgJ5yCTQYGBilhCL2BwepHWzgFLv4BwP8C8DIAL056sxDiC0KIvxFCPAEn+RDg1BEAEe0C8Do4CVpUXAPgQQAfhUPs4V77TSHEvXAI9TkArnePLwoh/pk963UAXgWgAOAfhRBfBfAkgP8EJznK8wH8mxDiIQBfAPAaIloV9TkMDEYJhtAbGKwtPO3+vjDtjUS0HY7EfQ+A+9zD/x3AHyFYTQtw8m7/IIA3ArgCwN+5x7cAWHD/nmfHtgBYjDgO5Z6o4xkAm9L2y8BgvcMQegODtYVL3d+H+EEiei8R1dyfm9SbiOh8OOk3ZwD8sBBCENFr4EjWfwV/r8gAgBDi34UQ3xBC3OHe93z3/An45TYn2LETAMYjjkO5J+q4DT8fuIGBQUIYNZiBwepHhoguhlPc4ufh2M7VIhcfgqNKB4Aj/IQryd8Bh4i/DUCRiMpwqqRdCF8SB4AniGgznIpitwMQAG6CUyoZAD4D4D8T0XUA3gSn0NR34EjiP0FEbwZwAbv2KIAGgLe6BZueB0e1/yycnPY/TERfglN++fNCiFbKsTEwWPcwhN7AYPVBrtua+3srnHrdpwF8CsCvCSFsfoMQQpbw1eGVcIpsAMD97u+fguMk9w33/z0Afg7A6+HUv94Ep6BQEcBe+CVj3wNH7f4VOPXSf1QIsUxEn4Tj1Pc/4BD2d7l2fBDRWwH8MRwm438D+KCrUfjP7v/fgMMsyHcYGBikgClqY2CwikBEF8Lxrv95AK8TQnx6yE0yMDAYcRgbvYHB6sIb4YSq/bkh8gYGBklgJHoDAwMDA4M1DCPRGxgYGBgYrGEYQm9gYGBgYLCGYQi9gYGBgYHBGoYh9AYGBgYGBmsYhtAbGBgYGBisYfz/Ye1XHfjGa6IAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 540x1041.43 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Figure 10: correlated datasets\n",
    "\"\"\"\n",
    "\n",
    "radvel_path = '/home/sblunt/Projects/radvel'\n",
    "\n",
    "# change to & install the local radvel copy for now\n",
    "current_path = os.getcwd()\n",
    "os.chdir(radvel_path)\n",
    "!git checkout tinygp\n",
    "%pip install -q . --upgrade\n",
    "os.chdir(current_path)\n",
    "\n",
    "print('RadVel version: {}'.format(radvel.__version__))\n",
    "\n",
    "# now make a plot with the current version of RadVel, assuming data from\n",
    "# diff instruments are correlated \n",
    "GPPlot = orbit_plots.GPMultipanelPlot(\n",
    "    build_gp_post(correlated=True),\n",
    "    set_xlim=[7780,7850], \n",
    "    telfmts={\n",
    "        'harps-n': dict(fmt='o', color='rebeccapurple', ms=7),\n",
    "        'pfs': dict(fmt='^', color='hotpink', ms=7)\n",
    "    }\n",
    ") \n",
    "fig, ax = GPPlot.plot_multipanel(nophase=True)\n",
    "\n",
    "ax[0].lines[1].set_color('k')\n",
    "ax[1].lines[1].set_color('k')\n",
    "ax[2].lines[0].set_color('k')\n",
    "\n",
    "plt.savefig('plots/multiplied.png', dpi=250)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reproduces the SM21 Best Fit\n",
    "(needed for all subsequent plots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "freqs_for_ls = np.logspace(np.log(1 / 500), np.log(1 / 1), int(1e4))\n",
    "\n",
    "# best-fit params from adopted SM21 fit\n",
    "P_rot = 2.9101\n",
    "ln_C = -5.5\n",
    "C = np.exp(ln_C)\n",
    "ln_A = 5.53\n",
    "A = np.exp(ln_A)\n",
    "ln_mix = -0.19 # delta, I believe\n",
    "mix = np.exp(ln_mix)\n",
    "L1 = np.exp(5.34)\n",
    "L2 =  np.exp(4.98)\n",
    "\n",
    "def cosine(x):\n",
    "    return (\n",
    "        celerite.terms.ComplexTerm(\n",
    "            log_a=np.log(1), log_b=np.log(0), log_c=np.log(0), log_d=np.log(x)\n",
    "        ) \n",
    "    )\n",
    "def const_term(x):\n",
    "    return celerite.terms.RealTerm(log_a=np.log(x), log_c = np.log(0))\n",
    "\n",
    "kernel = const_term(A**2 / (2 + C)) * (\n",
    "    (\n",
    "        celerite.terms.RealTerm(\n",
    "            log_a=np.log(1), \n",
    "            log_c=np.log(1/L1)\n",
    "        ) * (const_term(1+C) + cosine(2 * np.pi / P_rot))\n",
    "    ) + const_term(mix**2) * (\n",
    "        celerite.terms.RealTerm(\n",
    "            log_a=np.log(1), \n",
    "            log_c=np.log(1/L2)\n",
    "        ) * (const_term(1+C) + cosine(4 * np.pi / P_rot))\n",
    "    )\n",
    ")\n",
    "ang_freqs = np.linspace(1 / 60, 1 / 1, int(1e4))*(2*np.pi)\n",
    "psd = kernel.get_psd(ang_freqs)\n",
    "\n",
    "gp = celerite.GP(kernel)\n",
    "errs2plot = np.ones(len(times2plot))\n",
    "gp.compute(times2plot, errs2plot)\n",
    "# prior_samples = gp.sample(5)\n",
    "\n",
    "class PlMeanModel(celerite.modeling.Model):\n",
    "\n",
    "    parameter_names = ()\n",
    "\n",
    "    def get_value(self, t):\n",
    "        p_b = 24.1399\n",
    "        ecc_b = .31**2 + .06**2\n",
    "        omega_b = np.arctan2(-.06, .31)\n",
    "        tp_b = timetrans_to_timeperi(7067 - 7000, p_b, ecc_b, omega_b)\n",
    "        b_rv = rv_drive(t, [p_b, tp_b, ecc_b, omega_b, 41])\n",
    "\n",
    "        p_e = np.exp(3.693)\n",
    "        ecc_e = .22**2 + .03**2\n",
    "        omega_e = np.arctan2(-.03, .22)\n",
    "        tp_e = timetrans_to_timeperi(7096 - 7000, p_e, ecc_e, omega_e)\n",
    "        e_rv = rv_drive(t, [p_e, tp_e, ecc_e, omega_e, 62])\n",
    "        return b_rv + e_rv\n",
    "\n",
    "    def get_b_value(self, t):\n",
    "        p_b = 24.1399\n",
    "        ecc_b = .31**2 + .06**2\n",
    "        omega_b = np.arctan2(-.06, .31)\n",
    "        tp_b = timetrans_to_timeperi(7067 - 7000, p_b, ecc_b, omega_b)\n",
    "        b_rv = rv_drive(t, [p_b, tp_b, ecc_b, omega_b, 41])\n",
    "        return b_rv \n",
    "\n",
    "    def get_e_value(self, t):\n",
    "        p_e = np.exp(3.693)\n",
    "        ecc_e = .22**2 + .03**2\n",
    "        omega_e = np.arctan2(-.03, .22)\n",
    "        tp_e = timetrans_to_timeperi(7096 - 7000, p_e, ecc_e, omega_e)\n",
    "        e_rv = rv_drive(t, [p_e, tp_e, ecc_e, omega_e, 62])\n",
    "        return e_rv \n",
    "\n",
    "\n",
    "mean_model = PlMeanModel()\n",
    "gp = celerite.GP(kernel, mean=mean_model, fit_mean=False)\n",
    "gp.compute(harps_rvs.time.values, harps_rvs.errvel_withjit.values)\n",
    "mu_plot, var_plot = gp.predict(harps_rvs.mnvel_withgamma, times2plot, return_var=True)\n",
    "mu_predict, var_predict = gp.predict(harps_rvs.mnvel_withgamma, harps_rvs.time.values, return_var=True)\n",
    "\n",
    "# subtract off GP prediction, which includes activity mean and Keplerian \n",
    "# mean, then add back Keplerian mean\n",
    "pl_only = harps_rvs.mnvel_withgamma - mu_predict + mean_model.get_value(\n",
    "    harps_rvs.time.values\n",
    ")\n",
    "activity_only = mu_predict - mean_model.get_value(\n",
    "    harps_rvs.time.values\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figure 5: Smoothed Activity Fit & Keplerians "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time filtered over: 11.17 d\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(8,8), sharex=True)\n",
    "plt.subplots_adjust(hspace=0)\n",
    "\n",
    "# plot the activity-only prediction, smoothed over a few day timescale\n",
    "filter_window_size = 203 # [# of array indices to smooth over]\n",
    "filter_polynomial_order = 3\n",
    "dt = (times2plot[1] - times2plot[0])\n",
    "print('Time filtered over: {:.2f} d'.format(filter_window_size * dt ))\n",
    "\n",
    "ax[0].plot(times2plot, mu_plot - mean_model.get_value(times2plot), color='grey', alpha=0.2, label='activity-only fit')\n",
    "\n",
    "for a in ax:\n",
    "    a.plot(\n",
    "        times2plot, \n",
    "        savgol_filter(mu_plot, filter_window_size, filter_polynomial_order) - mean_model.get_value(times2plot),  \n",
    "        alpha=0.75, color='grey', label='smoothed activity-only fit'\n",
    "    )\n",
    "    a.plot(times2plot, mean_model.get_b_value(times2plot), color='rebeccapurple', label='b Keplerian fit')\n",
    "    a.plot(times2plot, mean_model.get_e_value(times2plot), color='hotpink', ls='-.', label='e Keplerian fit')\n",
    "\n",
    "\"\"\"\n",
    "Approximate the posterior over e and b parameters\n",
    "\"\"\"\n",
    "def b_value(t, num_samples=100):\n",
    "    p_b = np.random.normal(24.1399, .0015, size=num_samples)\n",
    "    secosw = np.random.normal(.31, .16, size=num_samples)\n",
    "    sesinw = np.random.normal(-.06, .17, size=num_samples)\n",
    "    ecc_b = secosw**2 + sesinw**2\n",
    "    omega_b = np.arctan2(sesinw, secosw)\n",
    "    tc = np.random.normal(7067.0486, .0016, size=num_samples)\n",
    "    tp_b = timetrans_to_timeperi(tc - 7000, p_b, ecc_b, omega_b)\n",
    "    k = np.random.normal(41, 12, size=num_samples)\n",
    "    b_rv = np.zeros((num_samples, len(t)))\n",
    "    for i in range(num_samples):\n",
    "        b_rv[i, :] = rv_drive(t, [p_b[i], tp_b[i], ecc_b[i], omega_b[i], k[i]])\n",
    "    return b_rv \n",
    "def e_value(t, num_samples=100):\n",
    "    p_e = np.exp(np.random.normal(3.693, .023, size=num_samples))\n",
    "    secosw = np.random.normal(.22, .25, size=num_samples)\n",
    "    sesinw = np.random.normal(-.03, .2, size=num_samples)\n",
    "    ecc_e = secosw**2 + sesinw**2\n",
    "    omega_e = np.arctan2(sesinw, secosw)\n",
    "    tc = np.random.normal(7096.6227, .0033, size=num_samples)\n",
    "    tp_e = timetrans_to_timeperi(tc - 7000, p_e, ecc_e, omega_e)\n",
    "    k = np.random.normal(62, 16, size=num_samples)\n",
    "    e_rv = np.zeros((num_samples, len(t)))\n",
    "    for i in range(num_samples):\n",
    "        e_rv[i, :] = rv_drive(t, [p_e[i], tp_e[i], ecc_e[i], omega_e[i], k[i]])\n",
    "    return e_rv \n",
    "\n",
    "b_predictions = b_value(times2plot, num_samples=100)\n",
    "e_predictions = e_value(times2plot, num_samples=100)\n",
    "for i in range(len(b_predictions)):\n",
    "    ax[0].plot(times2plot, b_predictions[i], color='rebeccapurple', alpha=0.03)\n",
    "\n",
    "ax[0].axhline(0, ls='--', color='k', alpha=0.5)\n",
    "for a in ax:\n",
    "    a.axvspan(np.min(harps_rvs.time.values), 1570, color='grey', alpha=0.2)\n",
    "    a.axvspan(1710, 1750, color='grey', alpha=0.2)\n",
    "    a.axvspan(1790, np.max(harps_rvs.time.values), color='grey', alpha=0.2)\n",
    "ax[1].set_xlabel('jd - 2457000 [d]')\n",
    "ax[0].set_ylabel('RV [m/s]')\n",
    "ax[1].set_ylabel('RV [m/s]')\n",
    "ax[1].set_ylim(-150, 100)\n",
    "ax[0].legend()\n",
    "ax[0].set_xlim(1500, 1950)\n",
    "ax[1].axhline(0, color='k', ls='--', alpha=0.5)\n",
    "\n",
    "plt.savefig('plots/activity_difference.png', dpi=250)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Makes Figures 1 & 2: HIRES & CARMENES prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chi2 of un-offset fit:\n",
      "128.52510293676448\n",
      "chi2 of offset fit:\n",
      "108.27462854429066\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEJCAYAAACXCJy4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAerElEQVR4nO3de3xU9Z3/8dcHjISbVC4CS0QoqLSCFonaWrHZthZW8Q5aFS8VjK12f3UVi2jqA9pSYa331lWKAstNwMcSBLrUqkSt1tak26JrFbUVRS7LrQJiQMjn98c5iZNkMpmEOTMJ5/18PPKYOd8553w/M4TPnHzP93yOuTsiInLoa5PrAEREJDuU8EVEYkIJX0QkJpTwRURiQglfRCQmDst1AKl0797d+/Xrl+swRERalYqKiq3u3qNue4tO+P369aO8vDzXYYiItCpmti5Zu4Z0RERiQglfRCQmlPBFRGKiRY/hi8ih6dNPP2X9+vVUVlbmOpRWLT8/n4KCAvLy8tJaXwlfRLJu/fr1dO7cmX79+mFmuQ6nVXJ3tm3bxvr16+nfv39a22hIR0SyrrKykm7duinZHwQzo1u3bk36K0kJX0RyQsn+4DX1M9SQjojkXFlZWUb2U1RUlPL19957j/Hjx/PMM8/UtA0cOJB33nkHgEGDBnHppZcyZcqUmrguu+wyBg0axMcff8wtt9zCpZdeCkD79u057bTT2LNnD5dccgkTJkzgd7/7HRMnTiQvL4/KykqmTZtWL6ZrrrmGNWvWUFFRgZkxefJkBg4cyNixYzPyGaSiI3wREeDVV1/ltNNOY9WqVbXazznnHFavXs1zzz3HHXfcUdPep08fysrKeOmll5gzZw4bNmzglltuYeHChTXtQ4cOTdpXVVUVy5Yti/T9JKOEL5KGsrKyWj9y6Jk3bx7FxcWccsopvPLKK/Ve37VrF59++mm99ry8PE444QQ++OADOnbsyKpVq9i1axdt27alS5cuSfu67bbbmDZtGtm+AZUSvojESkVFBUVFRTU/AAcOHKCiooKvfvWrXH311cyfP79m/ZUrV/KVr3yFAQMGcO+999bb386dO/nzn//MgAEDmDVrFuXl5QwdOpSzzjqLdeuSVjigoKCAk08+mdLS0ijeYoM0hi8isTJs2LB6Y/i//e1v2bx5MyNHjgRg7dq13HfffUAwpDNz5kxWrFjB0qVLufjiiwH48MMPa74wJk+eTPfu3enevTszZswAYM6cOdx5551cd911lJSUALBixYqafm+//XZGjx7NiBEjIn/P1ZTwRST25s+fz9KlSxk8eDAAP/rRj3j66afp0KFDzTqjRo3ivvvu4/XXX2fw4ME1Y/iJ3nzzTQYNGgRA7969qaqq4owzzkg6DFhQUMCwYcNYtmwZEyZMiOy9JVLCF5Gca2x2TZSqqqooLy+vSfYAI0aM4OGHH6a4uLjWujfddBPTp09n7ty5Sff10EMPUV5eTocOHWjTpg2PPPJIyr4nTZrEwIEDD/5NpMmyfdKgKQoLC13lkaUlqHuElssEdSj461//yhe+8IVch3FISPZZmlmFuxfWXVcnbUVEYkIJX0QkJpTwRURiQglfRCQmIkn4ZnaEmb1sZmVm9kcz+4YFHjKzF81shZl1jaJvERFJLqoj/N3Ame5eBHwbmAaMADq4+3BgMfDDiPoWEZEkIpmH7+5VQFW4eASwBigCqi8zWw58N4q+RaT1uf3cBWzbuPug99Otdyd+tvzyBl9vqFpmSUkJ69evp6SkhKKiIvbu3Uu7du3o1KkTCxcupHPnzkyePJlFixbRs2dPILgC99Zbb+WRRx5h1qxZ5Ofns3//fpYvX07Xri1zACOyC6/MrA+wCDgOuBY4D9gRvvwPIOknYmbFQDFA3759owpP5KAku3JSc/Obb9vG3TxaXtz4io24vnBGBqKBJUuWUFBQwI9//GPmzZvH9773PQDuuOOOWmWMd+/ezYMPPsiaNWs47LDD2LVrF+3atctIDFGI7KStu3/o7mcApwK/ALYDnwtf7sJnyb/udjPcvdDdC3v06BFVeCIijdq+fXvKipZt27blo48+4uWXX+bTTz+lc+fOHH744VmMsGmiOmmb+BW3E9gFPA+cHbadHS6LiGRVsmqZdY0ZM4b+/fvz6quvctVVV9W0T506tWa7uXPn0r59e5544gnuv/9+BgwYwPjx49m7d2+W3knTRTWkM9jM7gMOAHnATcBqYJSZvUjwJXBVw5uLiEQjWbXMupYsWUK3bt04//zz2bBhA8cddxxQf0gHYPjw4QwfPpyqqiqKi4tZsGAB3/nOd6J9E80U1UnbCuDMJC/dGEV/IiKZ1r59e0pKSigpKWHx4sVJ16msrGTTpk3069ePNm3acNRRR1FVVZV03ZZA1TJFJOe69e6UkROu3Xp3ykA0nznzzDOZMGECa9euBYIhnZkzZwJwxhlnMHHiRK677jr27NlD27ZtKSgo4M4778xoDJmkapkiaUjntoaapZM+VcvMHFXLFBGRepTwRURiQglfRCQmlPBFRGJCCV9EJCY0LVNEcq/kOdj+ycHvp2t7+OnXU66yZs0aJk6cyCeffMK+ffsYPXo0N998MwsWLKC4uJhNmzbRqVMwvTNVIbV7772XzZs30759e/bs2UOvXr24+eabmTx5cq3tILhg69hjj6V///6UlpZy/vnnA8FFX++88w6zZ89mypQpHHPMMUBwcdg999zD0qVLmT59Ou3atWPfvn08/vjjBzW7SQlfRHJv+yfw8DkHv58bVqZ8eefOnYwdO5alS5cyYMAA3J2nn34agIULFzJu3DhKS0trXU3bUCG1E044gaeeeopLL72Up556isGDB9fqq3q7au+99x6DBg3irrvu4rzzzsPMaq0/btw4SkpKarVNnDiRiooKOnfuzN69e9m/f3/TP5MEGtIRkdhYsWIF5557LgMGDADAzBgxYgRbtmzhwIEDTJo0iSeeeCLptnULqV1yySU1V+AuXryYSy65pNH++/Tpw8knn8yyZcvSireqqorVq1dTWVlJu3bt6NixY1rbNUQJX0Ri44MPPuDoo4+u175o0SIuv/xyevXqRdu2bdm8eXPNaw0VUuvRowf79+/n7bffpqqqiu7du9fa55gxY2oKrb322ms17bfffjvTpk2rV4Xzscceq1n/7rvvBmDp0qUsXryY448/ntGjR7N9+/aDev9K+CISG0cffTTvv/9+vfbFixcza9YsRo4cyfvvv1/rKH/JkiW88cYbdOzYkQ0bNtTabvTo0VxxxRWMHj263j6XLFlCWVkZZWVlDBkypKa9oKCAYcOGUVpaWmv9cePG1ax/6623AjBkyBDmzZvHunXrOPHEE3nggQcO5u0r4YtIfIwaNYoVK1bw7rvv1rQ9+uij9OzZk2effZZVq1bx0ksv8eSTT9baLrGQWqILL7yQgQMHcsEFFzQpjkmTJjF9+vRG13vzzTdrnvfq1eugC7PppK2I5F7X9o2ecE17PykcccQRzJ07lxtvvJHKykr27dvHyJEjGTFiRM06HTp0ID8/v6ZgWrW6hdQAOnXqxIIFC5L2NWbMmJpZOt///vcpLPystE1BQQGFhYWsWrWqpu2xxx6rKds8cOBAZs6cyaRJk9i0aVPNLKHZs2en9zk0QMXTRNKg4mmZpeJpmaPiaSIiUo8SvohITCjhi0hOtOTh5NaiqZ+hEr6IZF1+fj7btm1T0j8I7s62bdvIz89PexvN0hGRrCsoKGD9+vVs2bIl16G0avn5+bXKNzRGCV9Esi4vL4/+/fvnOozY0ZCOiEhMKOGLiMSEEr6ISExEkvDNbKiZvWRmL5jZc2b2eTMrMrONZlYW/gyLom8REUkuqpO2G4GR7r7LzM4GpgCPASvdfXxEfYqISAqRHOG7+yZ33xUu7gOqb9MywsxeNLOHzCx1lSMREcmoSMfwzawjMBW4G6gAjnX34cBOYEID2xSbWbmZlWuOrohI5kSW8M0sD1gE3OXub7j7LnevDF+eD9Sr5Abg7jPcvdDdC3v06BFVeCIisRPVSds2wDyg1N1Lw7YuCat8HXgrir5FRCS5qE7aXgScA/Q0s7HAa8BfzexaYA+wFbg2or5FRCSJSBK+uz8JPJnkpYej6E9ERBqnC69ERGJCCV9EJCaU8EVEYkIJX0QkJpTwRURiQglfRCQmlPBFRGJCCV9EJCaU8EVEYkIJX0QkJpTwRURiQglfRCQmlPBFRGJCCV9EJCaU8EVEYkIJX0QkJpTwRURiQglfRCQmmpTwzewEM4vqPrgiIhKhRhO+ma0MH38I3A/MizgmERGJQDpH+Pnh4xB3PwvoHWE8IiISkXQSfnszGw9sDJctwnhERCQi6ST88UBnYKqZtQdmRxqRiIhEIp0TsNe7+w+qF8zsmAjjERGRiDSY8M2sE9AFKDSz3gRDOYcBp2cpNhERyaBUR/gXA9cAXwQWhG37gCcb26mZDQV+ARwA9hMMC/0deBD4EvARcJW7b29m3CIi0kQNJnx3nwPMMbN/dvfVTdzvRmCku+8ys7OBKcB8oIO7Dzezq4AfArc1N3AREWmadMbwPzSzfwe6Ec7QcfdrU23g7psSFvcRHOUXASvCtuXAd5Nta2bFQDFA37590whPRETSkU7CfwK4G3i/qTs3s47AVOA7wE3AjvClfwBdk23j7jOAGQCFhYXe1D5FRCS5dBL+B+6+sKk7NrM8YBFwl7u/YWbbgc+FL3fhs+QvIiJZkE7C32Jm9wIVgAO4+4JUG5hZG4ISDKXuXho2Pw9cCJQCZ4fLIiKSJWkd4YePA5uw34uAc4CeZjYWeA34ATDKzF4EdgJXNSVQERE5OI0mfHef0tSduvuTJJ++eWNT9yUiIpmR6sKru939VjP7LeFQTjV3/1bkkYmISEalOsL/efg4PhuBiIhItBosnubum8PHdcAQYAxwYrgsIiKtTDo3QPklweyaHcAFZvYfkUclIiIZl84snSHufmb4/DEzeyHKgEREJBrp1MNvW10S2cz6kd6XhIiItDDpJO9bgCfNrAtBSYQfpF5dRERaonTm4b8CnJKFWEREJELpnLT9qpm9amZvhY/DsxGYiIhkVjpDOg8CF7n7OjPrCywFhkUbloiIZFo6J20/rJ577+7vE9zcREREWpl0jvArzezXwKsER/Z7zOx2AHf/WZTBiYhI5qST8FcmPP9bVIGIiEi00pmlMycbgYiISLR0EZVIhpSVldVaLioqykkcIg1J56StiIgcAtI6wjeztsBRgAG4+4YogxIRkcxL58Kr64A3gP8FXgaeijooERHJvHSGdK4nqIe/Bjge+EukEYmISCTSSfgfufu+cN19wKBoQxIRkSikM4b/qpm1JxjKeT38ETlk1Z1tI3KoSCfhP+DunwA/N7OZQLuIYxIRkQikM6Qzv/qJu/8DeCiyaEREJDINHuGHZZDPBI6prp0D5AF9shGYiIhkVqoj/J3AemA38GH4sxa4rLGdmtlvzGyLmZWEy0VmttHMysIflVcWEcmyBo/w3f0vBFMwm1NLZxzwTaAgoW2lu49vxr5ERCQD0rnwapSZvWZmH5nZDjP7e2PbuPv6JM0jzOxFM3sonPUjIiJZlM5J28nA14A/AQOBZc3opwI41t2HEwwVTWhoRTMrNrNyMyvfsmVLM7oSEZFk0kn4O919O9DW3bcBJzW1E3ff5e6V4eJ8oDDFujPcvdDdC3v06NHUrkREpAHpJPz3wyGY35vZfwMHmtqJmXVJWPw68FZT9yEiIgcnnRugXANgZrcRHN03mqzN7FfA6UA7MysEnjaza4E9wFbg2oOIWUREmiHVPPyrGnjpROA/U+3U3a9L0vxwE+ISEZEMS3WEf3T4eBLQBfgjcArBSdeUCV9ERFqeVPPwpwKYWam7j6huN7Pl2QhMREQyK52TtseYWR8AM/snVFpBRKRVSqda5g+AUjM7gmA459+iDUlERKKQziydFwjG7kVEpBVLZ0hHREQOAUr4IiIxoYQvIhITTU74ZnZLFIGIiEi0mnOE/0zGoxARkcg1OeGHN0YREZFWJlUtnbcBByxs8upHdz8+6sBERCSzUpVWODZx2cwuACYC5RHHJCIiEWj0wiszOw+YRJDoR7v7h5FHJSIiGZdqSOdcgkT/J+Bid9+QtahERCTjUh3hLwPeBI4HZpsZBOP57u7fykJsIiKSQakSfv+sRSEiIpFLddJ2XTYDERGRaKm0gohITCjhi4jEhBK+iEhMKOGLiMSEEr6ISEwo4YuIxEQkCd/MfmNmW8ysJFw2M3vIzF40sxVm1jWKfkVEpGFRHeGPA25NWB4BdHD34cBi4IcR9SsiIg2IJOG7+/o6TUXAivD5cuDMKPoVEZGGZWsMvyuwI3z+j3A5KTMrNrNyMyvfsmVLNmITEYmFbCX87cDnwudd+Cz51+PuM9y90N0Le/TokY3YRERiIVsJ/3ng7PD52eGyiIhkUaM3QGkOM/sVcDrQzswKgYuAUWb2IrATuCqKfkVEpGGRJHx3vy5J841R9CUiIunRhVciIjGhhC8iEhNK+CIiMaGELyISE0r4IiIxoYQvIhITSvgiIjGhhC8iEhNK+CIiMaGELyISE0r4IiIxoYQvIhITSvgiIjGhhC8iEhORlEcWaSnKyspqLRcVFcWib5FkdIQvIhITSvgiIjGhhC8iEhNK+CIiMaGELyISE0r4IiIxoWmZIllSd5omaKqmZJeO8EVEYkIJX0QkJpTwRURiIusJ38w+MbOy8GdctvsXEYmrXJy0/dDdi3LQr4hIrOUi4fcys+eBbcDN7v5e4otmVgwUA/Tt2zf70Uns1J0989TUv/Hxjv212joeeRjn3fH5rMcCmskjmZOLhN/P3bea2QjgMeAbiS+6+wxgBkBhYaHnID6JuY937Oeynx9Xq23hhLU5ikYkc7I+hu/uW8PH3wDHZLt/EZG4ymrCN7NOZtY2fH4isDWb/YuIxFm2h3S+CDxqZrsAB67Pcv8iIrGV1YTv7n8EhmazTxERCejCKxGRmFDCFxGJCSV8EZGYUMIXEYkJJXwRkZhQwhcRiQklfBGRmNAtDuWQVrcQ2lNH/i0jRdC+vGIP+Xtql3qq7GC8MqpDg31nqwBbum4/dwHbNu6u1datdyd+tvzyHEUkUVPCl0Na3UJomSqClr/HKbukY622osUfZ6XvTNm2cTePlhfXaru+cEaOopFs0JCOiEhMKOGLiMSEEr6ISEwo4YuIxIQSvohITGiWjqSv5DnY/knttq7t4adfb9p26WxTRzbv9Tr1pJ50rzPjpujUPpDQtnXv/nqzbopO7VOrreORjf/3qjs18q6hveia17b2SotX1l5O8vklm2JZV8amXCb7PairGf/GEj0lfEnf9k/g4XNqt92wMvm6qbZLZ5sc6t7usHpTLpO57MoutRsWf1zvXriNqTc18oaV9ad71v1iS/L5JZtiWVfGplwm+z2oq4X/G8eVhnRERGJCCV9EJCaU8EVEYkIJX0QkJg7dk7bNnVFyKMjArJhIdW3f5JN6RUnadixYzm1/2phyu3RmytQtclZ0ap8mxVatsoPVq6eTaPBJPXm9TtvUk3rW+iy27t1PXTef9Xit+B49tU+9E7DTTu7d6Gc67eTetbZLts3Uk3rWWt5RvJwjD6t9XLh1737uSNhPWrN/WvrvZA5ls4jdoZvwmzuj5FDQ0mfFpPEf/frCGfUKj9WdAVO0+ONaM1OSTd1MR90iZ6RI2qkkVspMJtmXQd0ZQQsnrK03+ydZfHU/iyMXf9zozJkjb1hZb0ZQ3W261/ldOfKwNvXXAR5NWE5r9k9L/53MoWwWsdOQjohITCjhi4jERNYTvpldY2Yvm9lLZnZytvsXEYmrrI7hm9mRwP8Dvgz0AeYCZ2QzBhGRuMr2Ef5pwIvuvs/d/w50MrN2WY5BRCSWzN0bXytTnZldDhzn7pPD5eeBb7v7xoR1ioHqU9bHA29lLcDkugNbcxxDU7W2mFtbvKCYs6G1xQstJ+Zj3L1H3cZsT8vcDnwuYblL2FbD3WcALebGmmZW7u6FuY6jKVpbzK0tXlDM2dDa4oWWH3O2h3T+AJxhZnlm1hfY7e57sxyDiEgsZfUI3913mNnDwPOAAz/IZv8iInGW9Stt3f1x4PFs93sQWszwUhO0tphbW7ygmLOhtcULLTzmrJ60FRGR3NGVtiIiMaGELyISE0r4aTKztmb2czN7xszKzOyLuY4pHWY2x8yeyXUc6TCz+83slfDntlzH05DWVh7EzIaGsb5gZs+Z2edzHVM6zOw4M/vUzFrF1fhmNszMnjaz1Wb277mOJxmN4afJzL4HHAivE2gVzGwI8FOgo7t/M9fxNMbMjnX3t82sDfASMNbd3811XInC8iDPklAexN1bdEIys17Ax+6+y8zOBi5z9ytzHVdjzGwu0BuY7O6/y3U8qZjZ4cBK4CJ335XreBqiI/z0jQGOCb+9fxH+A7d0dwI/y3UQ6XL3t8PHKuBA+NPStLryIO6+KSEJ7QPq32WlhTGzU4FNwPpcx5KmrwC7gQXhX1HDcx1QMkr46esDbHT3fwYqgWtzHE9KZlYErAU25zaSpjOzK4F33f29XMeSRFdgR8LyR2Fbi2dmHYGpwN25jiUNJcC0XAfRBP8EnARcAVwJ/MrMLLch1Xfo3vGqGcysLcFQQl0rCUpArAqXVwEXZSuuhjQS71eBb1O7lEXOpYrZ3X9iZt8ErgbOzW5kaWu0PEhLZGZ5wCLgLnd/I9fxpGJm5wDl7r6tBebMhmwHXnb3ncBOM9sK9AD+L7dh1aaEn8DdDxCMzdZjZh2AQuCdhMecaiheM+sMXAw8AbQHTjCzO9x9apZDrKeRz/g04CfAv7j7J8nWaQH+APw0TKC9aQXlQcJzIvOAUncvzXE46fgSUGRmpwNDgEFmdqm7r8ttWCn9AfiJmR1G8H/uKGBbbkOqTydt0xSerJtFcHS3HbjS3Zt389MsMrN+wMxWctK2+h7f1dUGb3H3ilzF0xAzuxYYT1gexN3LcxxSSmY2GpgNVMf5mrv/a+4iSp+ZzSb4/W3RJ22hZijyeiAPmObuS3McUj1K+CIiMaGTtiIiMaGELyISE0r4IiIxoYQvIhITSvgiIjGhhC8iEhNK+CIxZGb9zWxuWE21S0L7NWb2X2b2SEuvESRNp4QvGWVm/cxsR1hk7g9mdlPYvjqs3lm93hFmVl0Z82D77GVm9yRpb/LV0GH8jZaTNrMvm9mUpu4/l8ysu5ktCBevAW4G/gO4MGG1KmAvQY2gfVkNUCKnhC9RqAiLzJ0OfC8s2jUPuDxhnYuApWFlzHrCmjtpCatB3nIwATfDROCXUezYzGaHV0hnlLtvBXaZ2UlAD3ffAnxIUCKi2lx3vwx4C/hGpmOQ3FLClyh1AA4H2gJPAhcmVBC8HJifuHJ4dP1qWAf9V2Z2l5k9b2a/N7NR4TonhMurzey/E7Z7xszamNm8cJtpCfstMrOZCcvvhI/dzexZC25o85KZHVf3DZjZ/CRtnYHu7v5/4fLVYUxvmtkBM3v5YD60xhxkf78mKPW91cx6EFR53Fj9on926f1WoFPGgpYWQcXTJArDzOxFYCjwo7CCYHWtnNPDhHuUu/8lybb9CI4sTwcucPevhYXrfm9mK4ERwCx3n5FkOOh8ght9fM3MqquFpvIRQaG2fWb2L8BtwI8TV3D3K5JsNwhYF76nQcA44GsEdebfAiKrW5SB/tYSlPb+Nz4rk3xTeGMUCIp+nUZQBXR8JmKWlkMJX6JQ4e7ftOD2f1OB+8L2+QT1wt8iqOSZzOvuvjMc7/+amZWF7e2AbgQF7O4Ij7zXANMTtj0O+GP4/A8Exc1IeKzrc8AvLbgj1OFAc+5UdB7BF9A+ADPbD+wPv6TuJhgTzwPuJfgSOydsm+Xu1eW2CU+cLgsXBxFUiKwkGPZ6II3+rgn37QSF0sa6++XhOvcA08O/SIzgQP5vBOP41X6d8Hx2Mz4HaQU0pCORcfc/ARsTjh5XEhyNjgUWNLBZ9V2u/hd42t2L3L0IODEcg97r7hPCI++zEk8EA28TlK4GOIUguUFQ3bQAwMy+xGcHOmOB/3H3MwmO7NMtvv4mwV8iEJTCzQ/3fRFBHfd9QDEww93/1d2/C1TfqvEe4DsEybmGu3+U8F5XAd8OlxOTfar+qvd9A/At4JXwxHIboGv18BNwLMFnKzGkhC9Ru49gqIQwMZUBe9z9/VQbufuvCW4kUWZmq4HHwpcuM7MXzewFgkT+VsJmy4AuZvY8wcyT/eG+Xgv39TzByeLqW/w9DXzbzH4NfD1ZHMnG8MPbBW41s57AfwJXhzFeDFSXHT4WeM2CG3HPBEaG7TcBDwKPpnr/KTTUX/W+nyU4Ql9EMFZfRPCZVzsHWNLMvqWVU3lkkWYws68QjP/f2cDrNwHPu/v/mNmXCYZpAN5091ciiOcagr88tgJXuPsUM5tDMEx1ezhM1h14KJyFIzGkMXyRZnD33wO/T7HKDODnZnaA4PzAo8CJWYjrHTPrHZ4TKANGVJ80D4fElOxjTEf4IiIxoTF8EZGYUMIXEYkJJXwRkZhQwhcRiQklfBGRmFDCFxGJCSV8EZGYUMIXEYmJ/w+cCYVS5wTLowAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HIRES wavelength coverage (bc of iodine spectral grasp) is 380-685 nm \n",
    "# (Vogt+ 1988) and HARPS-N is 378-691 nm (https://groups.dfa.unipd.it/ESPG/harpsn.html)\n",
    "# so we should not allow multiplicative constants; i.e. we should expect the \n",
    "# contast of active regions to be exactly the same.\n",
    "\n",
    "# CARM and HARPS have exactly the same fitted offset in SM21, so I don't bother \n",
    "# scaling the CARM RVs.\n",
    "\n",
    "fig, ax = plt.subplots(2, 1, figsize=(8, 6), sharex=True)\n",
    "plt.subplots_adjust(hspace=0)\n",
    "ax[0].plot(times2plot, mu_plot, color='k', alpha=0.5, lw=0.5)\n",
    "\n",
    "mu_predict_hires, var_predict_hires = gp.predict(harps_rvs.mnvel_withgamma, hires_rvs.time.values, return_var=True)\n",
    "mu_predict_carm, var_predict_carm = gp.predict(harps_rvs.mnvel_withgamma, carm_rvs.time.values, return_var=True)\n",
    "\n",
    "total_err = np.sqrt(var_predict_hires + hires_rvs.errvel.values**2)\n",
    "total_err_carm = np.sqrt(var_predict_carm + carm_rvs.errvel_withjit.values**2)\n",
    "\n",
    "p = np.polyfit(hires_rvs.mnvel.values, mu_predict_hires, 0, w = 1/total_err**2)\n",
    "\n",
    "bestfit_hires_model = hires_rvs.mnvel.values - p[0]\n",
    "\n",
    "print('chi2 of un-offset fit:')\n",
    "print(np.sum(((mu_predict_hires - hires_rvs.mnvel.values)/total_err)**2))\n",
    "print('chi2 of offset fit:')\n",
    "print(np.sum(((mu_predict_hires - bestfit_hires_model)/total_err)**2))\n",
    "\n",
    "ax[0].errorbar(\n",
    "    hires_rvs.time, bestfit_hires_model, hires_rvs.errvel.values, \n",
    "    color='purple', ls='', marker='^', ms=5\n",
    ")\n",
    "ax[0].errorbar(\n",
    "    harps_rvs.time, harps_rvs.mnvel_withgamma, harps_rvs.errvel_withjit, \n",
    "    color='k', ls='', marker='v', ms=5\n",
    ")\n",
    "ax[0].errorbar(\n",
    "    carm_rvs.time, carm_rvs.mnvel_withgamma, carm_rvs.errvel_withjit, \n",
    "    color='hotpink', ls='', marker='o', ms=5\n",
    ")\n",
    "\n",
    "ax[1].fill_between(\n",
    "    times2plot, np.sqrt(var_plot), -np.sqrt(var_plot), \n",
    "    color='grey', alpha=0.5, ec='white'\n",
    ")\n",
    "ax[1].fill_between(\n",
    "    times2plot, 2* np.sqrt(var_plot), -2* np.sqrt(var_plot), \n",
    "    color='grey', alpha=0.2, ec='white'\n",
    ")\n",
    "ax[1].errorbar(\n",
    "    hires_rvs.time, bestfit_hires_model - mu_predict_hires, \n",
    "    hires_rvs.errvel.values, \n",
    "    color='purple', ls='', marker='^', ms=5, label='HIRES'\n",
    ")\n",
    "ax[1].errorbar(\n",
    "    harps_rvs.time, harps_rvs.mnvel_withgamma.values - mu_predict, \n",
    "    harps_rvs.errvel_withjit, color='k', ls='', marker='v', ms=5, label='HARPS-N'\n",
    ")\n",
    "ax[1].errorbar(\n",
    "    carm_rvs.time, carm_rvs.mnvel_withgamma.values - mu_predict_carm, \n",
    "    carm_rvs.errvel_withjit, color='hotpink', ls='', marker='o', ms=5, label='CARMENES'\n",
    ")\n",
    "ax[1].legend()\n",
    "\n",
    "plt.xlabel('JD - 2457000')\n",
    "ax[0].set_ylabel('RV [m/s]')\n",
    "ax[1].set_ylabel('RV residual [m/s]')\n",
    "ax[1].set_xlim(1700, 1950)\n",
    "ax[1].set_ylim(-300, 300)\n",
    "ax[1].axhline(0, ls='--', color='k', alpha=0.5)\n",
    "ax[1].set_yticks([-200, -100, 0, 100, 200])\n",
    "plt.xlim(np.min(hires_rvs.time) - 10, np.max(harps_rvs.time) + 10)\n",
    "plt.savefig('plots/hires_predict.png', dpi=250)\n",
    "\n",
    "harps_total_err = np.sqrt(var_predict + harps_rvs.errvel_withjit**2)\n",
    "\n",
    "plt.figure()\n",
    "plt.hist(\n",
    "    ((harps_rvs.mnvel_withgamma.values - mu_predict)/harps_total_err), \n",
    "    range=(-10, 10), bins=100, color='grey', alpha=0.5, ec='None', label='HARPS-N'\n",
    ")\n",
    "plt.hist(\n",
    "    ((bestfit_hires_model - mu_predict_hires)/total_err), \n",
    "    range=(-10, 10), bins=100, ec='rebeccapurple', label='HIRES', histtype='step'\n",
    ")\n",
    "plt.hist(\n",
    "    ((carm_rvs.mnvel_withgamma.values - mu_predict_carm)/total_err_carm), \n",
    "    range=(-10, 10), bins=100, color='white', ec='hotpink', label='CARMENES', histtype='step'\n",
    ")\n",
    "\n",
    "plt.ylabel('N. data points')\n",
    "plt.xlabel('RV residual: ($\\sigma_{{\\\\mathrm{{GP}}}}$ + $\\sigma_{{\\\\mathrm{{RV}}}}$)$^{0.5}$')\n",
    "plt.legend()\n",
    "plt.xlim(-7.5, 7.5)\n",
    "plt.savefig('plots/hires_overfitting.png', dpi=250)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Graveyard:"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Periodograms and Beat Periods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(2,1, figsize=(8,8))\n",
    "\n",
    "ls_activity = LombScargle(sm21_rvs.time.values, activity_only, dy=sm21_rvs.errvel_withjit)\n",
    "ls_data = LombScargle(sm21_rvs.time.values, sm21_rvs.mnvel_withgamma.values, dy=sm21_rvs.errvel_withjit.values)\n",
    "ls_data_nojitter = LombScargle(sm21_rvs.time.values, sm21_rvs.mnvel_withgamma.values, dy=sm21_rvs.errvel.values)\n",
    "\n",
    "ls_diff = ls_data.power(freqs_for_ls) - ls_activity.power(\n",
    "        freqs_for_ls)\n",
    "ax[0].plot(\n",
    "    1/freqs_for_ls, 0.3 + ls_diff, c='k', lw=1, label='data - SM21 activity model'\n",
    ")\n",
    "ax[0].axhline(0.3, color='k', alpha=0.3, ls='--')\n",
    "\n",
    "ax[0].plot(\n",
    "    1/freqs_for_ls, ls_data.power(freqs_for_ls),\n",
    "    lw=1, label='data', color='purple', alpha=0.8\n",
    ")\n",
    "\n",
    "ax[0].plot(\n",
    "    1/freqs_for_ls, \n",
    "    ls_activity.power(freqs_for_ls), color='grey', lw=1,\n",
    "    label='SM21 activity model', alpha=0.8\n",
    ")\n",
    "\n",
    "ax[0].set_xlim(1,5)\n",
    "ax[0].set_xlabel('period [d]')\n",
    "ax[0].set_ylabel('Lomb-Scargle power [arbitrary units]')\n",
    "ax[0].set_yticks([])\n",
    "\n",
    "ax[1].plot(\n",
    "    1/freqs_for_ls, \n",
    "    ls_data_nojitter.power(freqs_for_ls), color='hotpink', lw=1,\n",
    "    label='data (no jitter)', alpha=0.8\n",
    ")\n",
    "ax[1].fill_between(\n",
    "    1/freqs_for_ls, 0 * freqs_for_ls,\n",
    "    ls_data.power(freqs_for_ls), color='purple', lw=1,\n",
    "    label='data (with jitter)', alpha=0.2,\n",
    ")\n",
    "ls_diff = ls_data_nojitter.power(freqs_for_ls) - ls_activity.power(\n",
    "        freqs_for_ls)\n",
    "ax[1].plot(\n",
    "    1/freqs_for_ls, 0.3 + ls_diff, c='k', lw=1, label='data (no jitter) - data (with jitter)'\n",
    ")\n",
    "ax[1].axhline(0.3, color='k', alpha=0.3, ls='--')\n",
    "\n",
    "ax[1].set_xlim(1,5)\n",
    "ax[1].set_xlabel('period [d]')\n",
    "ax[1].set_ylabel('Lomb-Scargle power [arbitrary units]')\n",
    "ax[1].set_yticks([])\n",
    "ax[1].legend()\n",
    "\n",
    "peaks, peak_props = find_peaks(-1 * ls_diff, height=0.022)\n",
    "peak_heights = np.flip(np.argsort(peak_props['peak_heights']))\n",
    "\n",
    "ax[0].legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SM21 Model & Residual Beat Periods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, ax = plt.subplots(2,2, figsize=(8,4))\n",
    "plt.subplots_adjust(hspace=0)\n",
    "ax[1,0].set_ylim(-200, 200)\n",
    "ax[0,0].set_ylim(-750, 750)\n",
    "ax[0,1].set_ylim(0, 0.8)\n",
    "ax[1,1].set_ylim(0, 0.8)\n",
    "\n",
    "ax[0,0].set_ylabel('RV [m/s]')\n",
    "ax[1,0].set_ylabel('RV [m/s]')\n",
    "\n",
    "colors=['purple', 'pink', 'blue', 'black']\n",
    "alphas = [1, 1, 0.1, 0.1]\n",
    "for i in range(1):\n",
    "    ax[0,0].errorbar(\n",
    "    sm21_rvs.loc[sm21_rvs.tel == float(i), 'time'], \n",
    "    sm21_rvs.loc[sm21_rvs.tel == float(i), 'mnvel_withgamma'], \n",
    "    sm21_rvs.loc[sm21_rvs.tel == float(i), 'errvel_withjit'], \n",
    "    color=colors[i], ls='', fmt='o', ms=2, alpha=alphas[i]\n",
    "    )\n",
    "\n",
    "    ax[0,0].plot(times2plot, mu_plot, color='grey', lw=0.5)\n",
    "    ax[0,0].set_xlim(1550, 1950)\n",
    "\n",
    "for i in range(1):\n",
    "    ax[1,0].errorbar(\n",
    "        sm21_rvs.loc[sm21_rvs.tel == float(i), 'time'], \n",
    "        pl_only[sm21_rvs.tel.values == float(i)], \n",
    "        sm21_rvs.loc[sm21_rvs.tel == float(i), 'errvel_withjit'], \n",
    "        color=colors[i], ls='', fmt='o', ms=2, alpha=alphas[i]\n",
    "    )\n",
    "\n",
    "ax[1,0].plot(times2plot, mean_model.get_value(times2plot), color='grey', lw=1)\n",
    "\n",
    "ls = LombScargle(harps_rvs.time.values, pl_only, dy=harps_rvs.errvel_withjit)\n",
    "ax[1,1].plot(\n",
    "1/freqs_for_ls, ls.power(\n",
    "    freqs_for_ls), c='grey', lw=1\n",
    ")\n",
    "ax[1,1].axhline(ls.false_alarm_level([.001]), c='purple', ls='--')\n",
    "ls = LombScargle(harps_rvs.time.values, harps_rvs.mnvel_withgamma, dy=harps_rvs.errvel_withjit)\n",
    "ax[0,1].plot(\n",
    "    1/freqs_for_ls, ls.power(freqs_for_ls), \n",
    "    c='grey', lw=1\n",
    ")\n",
    "\n",
    "ax[0,1].axhline(ls.false_alarm_level([.001]), c='purple', ls='--')\n",
    "ax[0,1].set_xscale('log')\n",
    "ax[1,1].set_xscale('log')\n",
    "\n",
    "ls_activity = LombScargle(harps_rvs.time.values, activity_only, dy=harps_rvs.errvel_withjit)\n",
    "ls_data = LombScargle(harps_rvs.time.values, harps_rvs.mnvel_withgamma.values, dy=harps_rvs.errvel_withjit.values)\n",
    "\n",
    "ls_diff = ls_data.power(freqs_for_ls) - ls_activity.power(\n",
    "        freqs_for_ls)\n",
    "peaks, peak_props = find_peaks(-1 * ls_diff, height=0.022)\n",
    "peak_heights = np.flip(np.argsort(peak_props['peak_heights']))\n",
    "\n",
    "residual_periods = 1 / freqs_for_ls[peaks[peak_heights[0:10]]]\n",
    "\n",
    "for i, p1 in enumerate(residual_periods):\n",
    "    for p2 in residual_periods[i + 1:]:\n",
    "        beatper = np.abs(1 / ((1/p1) - (1/p2)))        \n",
    "        if beatper > 10 and beatper < 100:\n",
    "            ax[1,1].plot(\n",
    "                beatper, 0.75, marker='v', markeredgecolor='k', \n",
    "                markerfacecolor='white', alpha=0.2, ms=5\n",
    "            )\n",
    "\n",
    "ax[1,1].set_xlim(1,300)\n",
    "ax[0,1].set_xlim(1,300)\n",
    "ax[0,1].set_xticks([])\n",
    "\n",
    "ax[1,0].set_xlabel('BJD - 2457000')\n",
    "ax[1,1].set_xlabel('period [d]')\n",
    "ax[0,1].set_ylabel('LS power [arb. units]')\n",
    "ax[1,1].set_ylabel('LS power [arb. units]')\n",
    "\n",
    "plt.savefig('plots/SM21_model.png', dpi=250)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sampling Cadence Demonstration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create some fake data \n",
    "times = np.linspace(1800, 1950, int(1e3))\n",
    "def signal(times):\n",
    "    signal1 = np.sin(2 * np.pi * times / 2.91)\n",
    "    signal2 = np.sin(2 * np.pi * times / 3.21)\n",
    "    return signal1 + signal2\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(times, signal(times), color='grey', alpha=0.5)\n",
    "plt.scatter(sm21_rvs.time.values[sm21_rvs.time.values > 1800], signal(sm21_rvs.time.values[sm21_rvs.time.values > 1800]), color='purple')\n",
    "\n",
    "# plot average sampled RV over 6d timescale\n",
    "start_times = np.arange(1800, 1950, 0.05)\n",
    "avg_rvs = np.zeros(len(start_times))\n",
    "for i, t in enumerate(start_times):\n",
    "    time_mask = (sm21_rvs.time.values > t) & (sm21_rvs.time.values < t + 6)\n",
    "    rvs = signal(sm21_rvs.time.values[time_mask])\n",
    "    avg_rvs[i] = np.mean(rvs)\n",
    "plt.plot(start_times + 3, avg_rvs, color='hotpink')\n",
    "\n",
    "plt.xlim(1800, 1950)\n",
    "plt.xlabel('time [d]')\n",
    "plt.ylabel('RV [arb units]')\n",
    "plt.savefig('plots/sampling.png', dpi=250)"
   ]
  }
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