diff --git a/examples/DH_Upgrade/Cross_Checks/fs_old_vs_new.ipynb b/examples/DH_Upgrade/Cross_Checks/fs_old_vs_new.ipynb index eb0d334e..f4801e01 100644 --- a/examples/DH_Upgrade/Cross_Checks/fs_old_vs_new.ipynb +++ b/examples/DH_Upgrade/Cross_Checks/fs_old_vs_new.ipynb @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ " diffs = np.abs(f_NEW - f_OLD)/f_NEW\n", " \n", " cs = ax.contourf(eng, rs_tmp[2:], np.transpose(diffs), levels = levels,\n", - " cmap=matplotlib.cm.RdBu_r)\n", + " cmap=matplotlib.cm.RdBu_r, vmin=0, vmax=1.2)\n", " locmaj = matplotlib.ticker.LogLocator(base=100,numticks=12) \n", " ax.xaxis.set_major_locator(locmaj)\n", " \n", @@ -158,24 +158,14 @@ " ax.set_xlabel(r'Kinetic Energy [eV]')\n", " if col==0:\n", " cbar = plt.colorbar(cs, ticks=levels, fraction=0.046)\n", - " cbar.ax.set_title(r'$\\frac{\\Delta f_c}{f_c}$', fontsize=15)" + " cbar.ax.set_title(r'$\\frac{|\\Delta f_c|}{f_c}$', fontsize=16)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../../../config.py:382: RuntimeWarning: divide by zero encountered in log\n", - " ) for label in labels}\n", - "../../../config.py:382: RuntimeWarning: invalid value encountered in log\n", - " ) for label in labels}\n" - ] - }, { "data": { "text/plain": [ @@ -187,7 +177,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/examples/DH_Upgrade/New_Results/LCDM_distortions.ipynb b/examples/DH_Upgrade/New_Results/LCDM_distortions.ipynb index b7b9a4d9..4451f0f4 100644 --- a/examples/DH_Upgrade/New_Results/LCDM_distortions.ipynb +++ b/examples/DH_Upgrade/New_Results/LCDM_distortions.ipynb @@ -73,11 +73,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "../../../darkhistory/physics.py:2084: RuntimeWarning: overflow encountered in exp\n", + "../../../darkhistory/physics.py:2328: RuntimeWarning: overflow encountered in exp\n", " *(x / 2.19 - 1.)\n", - "../../../darkhistory/physics.py:2084: RuntimeWarning: overflow encountered in square\n", + "../../../darkhistory/physics.py:2328: RuntimeWarning: overflow encountered in square\n", " *(x / 2.19 - 1.)\n", - "../../../darkhistory/physics.py:2084: RuntimeWarning: invalid value encountered in true_divide\n", + "../../../darkhistory/physics.py:2328: RuntimeWarning: invalid value encountered in true_divide\n", " *(x / 2.19 - 1.)\n" ] } @@ -155,10 +155,22 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, + "outputs": [], + "source": [ + "# Load experiment sensitivities\n", + "PRISTINE = np.loadtxt(output_dir+'exp_sensitivities/PRISTINE.csv', delimiter=',')\n", + "PIXIE = np.loadtxt(output_dir+'exp_sensitivities/PIXIE.csv', delimiter=',')\n", + "sPIXIE = np.loadtxt(output_dir+'exp_sensitivities/super-PIXIE.csv', delimiter=',')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -194,9 +206,16 @@ "plt.plot([1,10],[1,10], alpha=0, \n", " label=r\"$\\tau = 2.0 \\times 10^{24}$ s\")\n", "\n", - "plt.hlines(2.5e-26, 7.5, 1000, color='gray', linestyle=':', linewidth=1)\n", + "# plt.hlines(2.5e-26, 7.5, 1000, color='gray', linestyle=':', linewidth=1)\n", + "plt.plot(PIXIE[:,0], PIXIE[:,1], color='gray', linestyle=':', linewidth=1)\n", "plt.text(0.22, 0.44, 'PIXIE', color='grey', fontsize=12, transform = ax.transAxes)\n", "\n", + "# plt.plot(PRISTINE[:,0], PRISTINE[:,1], color='gray', linestyle=':', linewidth=1)\n", + "# plt.text(0.3, 0.57, 'PRISTINE', color='grey', fontsize=12, transform = ax.transAxes)\n", + "\n", + "# plt.plot(sPIXIE[:,0], sPIXIE[:,1], color='gray', linestyle=':', linewidth=1)\n", + "# plt.text(0.22, 0.31, 'Super-PIXIE', color='grey', fontsize=12, transform = ax.transAxes)\n", + "\n", "plt.axis([0.4, 2e6, 5e-29, 1e-22])\n", "plt.legend()\n", "\n", diff --git a/examples/DH_Upgrade/New_Results/anisotropy_constraints.ipynb b/examples/DH_Upgrade/New_Results/anisotropy_constraints.ipynb index 3f8a1932..f48d5afb 100644 --- a/examples/DH_Upgrade/New_Results/anisotropy_constraints.ipynb +++ b/examples/DH_Upgrade/New_Results/anisotropy_constraints.ipynb @@ -217,7 +217,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e3d56f49e7ac41b6947cce6fccbd8afa", + "model_id": "e5048810f456422bb15f33192e6c7496", "version_major": 2, "version_minor": 0 }, @@ -228,6 +228,27 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c4c17b079f93458b8c5636535d62dd8b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=61), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", @@ -239,15 +260,22 @@ "source": [ "# Load data\n", "data_list = []\n", + "data_list_oldDH = []\n", + "\n", "# dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/OLD_HL_CMB_anisotropy/'\n", "dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/HL_max_CMB_no_BR_no_distort_TLA/'\n", "\n", "directory = os.fsencode(dir_str)\n", - "\n", "for file in tqdm(sorted(os.listdir(directory))): \n", " filename = os.fsdecode(file)\n", " data_list.append(pickle.load(open(dir_str+filename, 'rb')))\n", "\n", + "directory = os.fsencode(output_dir+'anisotropy_oldDH/')\n", + "for file in tqdm(sorted(os.listdir(directory))): \n", + " filename = os.fsdecode(file)\n", + " if filename[0:4] == 'phot':\n", + " data_list_oldDH.append(pickle.load(open(output_dir+'anisotropy_oldDH/'+filename, 'rb')))\n", + "\n", "# Make lists of masses and f_Hion[300]\n", "mDM_list = np.zeros(60)\n", "fHion_list = np.zeros(60)\n", @@ -257,7 +285,14 @@ " if datum['DM_params']['pri'] == 'phot' and datum['DM_params']['DM_process'] == 'decay':\n", " mDM_list[count] = datum['DM_params']['mDM']\n", " fHion_list[count] = datum['data']['f']['H ion'][144]\n", - " count+=1" + " count+=1\n", + "\n", + "mDM_list_oldDH = np.zeros(60)\n", + "fHion_list_oldDH = np.zeros(60)\n", + "\n", + "for ii, datum in enumerate(data_list_oldDH):\n", + " mDM_list_oldDH[ii] = datum['DM_params']['mDM']\n", + " fHion_list_oldDH[ii] = datum['data']['f']['low']['H ion'][144] + datum['data']['f']['high']['H ion'][144]" ] }, { @@ -268,17 +303,21 @@ "source": [ "sort_inds = np.argsort(mDM_list)\n", "mDM_list = mDM_list[sort_inds]\n", - "fHion_list = fHion_list[sort_inds]" + "fHion_list = fHion_list[sort_inds]\n", + "\n", + "sort_inds = np.argsort(mDM_list_oldDH)\n", + "mDM_list_oldDH = mDM_list_oldDH[sort_inds]\n", + "fHion_list_oldDH = fHion_list_oldDH[sort_inds]" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -292,7 +331,8 @@ "source": [ "plt.figure(figsize=(7,7))\n", "plt.loglog()\n", - "plt.plot(mDM_list/1e9, fHion_list, label='Updated DH')\n", + "plt.plot(mDM_list_oldDH/1e9, fHion_list_oldDH, label='old DH')\n", + "plt.plot(mDM_list/1e9, fHion_list, 'k--', label='Updated DH')\n", "plt.plot(2*f_CLW[:,0]/1e9, f_CLW[:,1], label='1610.06933')\n", "plt.axis([1e-8,1e3,1.e-2,1])\n", "plt.vlines(25.2*1e-9, 1e-3, 10, color='gray', linewidth=1, linestyle=':')\n", @@ -304,7 +344,294 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5ecf4428d7184cf5ab182a580a2f79e3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "07509080f3f44b7e950f2d06c090bc83", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Load data over full redshift run\n", + "data_list = []\n", + "data_list_oldDH = []\n", + "\n", + "directory = os.fsencode(output_dir+'anisotropy_newDH/')\n", + "for file in tqdm(sorted(os.listdir(directory))): \n", + " filename = os.fsdecode(file)\n", + " data_list.append(pickle.load(open(output_dir+'anisotropy_newDH/'+filename, 'rb')))\n", + "\n", + "directory = os.fsencode(output_dir+'anisotropy_oldDH/full_rs/')\n", + "for file in tqdm(sorted(os.listdir(directory))): \n", + " filename = os.fsdecode(file)\n", + " data_list_oldDH.append(pickle.load(open(output_dir+'anisotropy_oldDH/full_rs/'+filename, 'rb')))\n", + "\n", + "mDM_list = np.zeros(10)\n", + "\n", + "for i, datum in enumerate(data_list):\n", + " # print(datum['DM_params']['mDM'], data_list_oldDH[i]['DM_params']['mDM'])\n", + " if datum['DM_params']['pri'] == 'phot' and datum['DM_params']['DM_process'] == 'decay':\n", + " mDM_list[i] = datum['DM_params']['mDM']" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHBCAYAAADgsFtlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xl4U2XaBvD7LZRdCK3IogikKMioQAuj6LiSuo6OS6Fuo45K6/iNo47aiONYmFGxdRl3bdEZUUctDe6OYoOojGvbsLsgDQiyKiEsIi20z/dHTmqaJu05adKT5f5dV68x55y852nnkCfvrkQEREREpE+a2QEQERElEiZOIiIiA5g4iYiIDGDiJCIiMoCJk4iIyICkT5xKKZtSKlspVaKUyjY7HiIiSmxJnTiVUlYAdhFxAagGMN3kkIiIKMF1NTuAWBIRN4Bc7aUVvuRJREQUsYRInFrNMQ9ApojYQ5wvAuAGkAEAIlIedD7se4mIiIyI+6ZapZQNQDaALACWEOdLALhFxKElzCwtUTYTEYd2bV7w+4mIiIxQibLknpYgLSJSGHR8u4j0D3htg69fM1cpZQEAEfFqA4MqRSSrUwMnIqKkkhBNteGEGSXrAWDT/rsAQCYAOwAvtKbcgPcnxrcGIiLqdCKiQh1P6MQJXyL0BB3zBvx3OQCbVgudov0QERFFLNETZ6s+T2iJVCllEREvAId23BmukEiaq5VSut4XjesiOaeU74tSPDfF6/3bmFl+pGVE8/lo7xqjz0ciPBtA8j4fRt7D5yO8WD4f/r9BOHE/OKgdrZpfQ7xul1IKSinMmDEjKkEREVHimTFjRrtJE0j8GqcHrWudzQOC9BYSybeW4uLiTrsu0nPxLtaxR6P8SMuI5vPR3jV8PswrP5IyjLyHz0d4sYh9xowZupJnUo+q1VFmi1++uLg4aWqdidLcQp2Pzwa1JZWfjxkzZmDmzJnNr8MNDkqGxFkGoCpgrmYJgGr/63bKFCA5H5BUfvipbXw2qC18Plr8DRIzcWpTTvLhWzkI8A32qdDWn/Vf4185yArAG7xyUBtlM3FSyuGzQW3h85EEiTOW2FRLqYjPBrUllZ+PpGuqjQXWOCkV8dmgtvD5aL/GmejTUYiIiDoVEyeScx6niKT0N0YKj88GtSWVnw+98zjZVIvUbpIgIqKW2muqTfQFEEzn9XqxefNmNDQ0mB0KERFp+vTpg+HDhyMtLfoNq6xxBjA6qtbr9WLjxo0YNmwYevXqpauKT0REsdXU1IR169ahR48eGDRokO73cVStDh1tqv36668xdOhQ9O7dO6pxERFRx9TX16Ourg5jxowx/F6Oqo2hhoYG9OrVy+wwKMW4XC7Y7Xa4XK72L44ih8MBu90Or1f3MtAd0t7v2dnxUGLp1q0b9u/fH5Oy2cfZQWyepc5WU1OD6dOnw2Jpub9BaWkpADQfnzBhApxOJ4qKitosz+FwYNasWfB6vSgrK4PNZms+V15eDrvdjoKCApSUlAAAPB5Pq3vHQrjf0y8vL69T46HEEsvPZtY4kZzTUSi15OTkIDs7G0VFRSgoKEBBQQE8Ho+uGlleXh5KSkrg8XhaJE0AzQnTnzSJkpne6ShMnPhl3hITJyUiu92OCRMmtEp6NputuVbWHv97nc6W+707nU5MnTo1OoESxbkZM2boGvPCxEmU4EpLS1FYWBjyXH5+vu5yCgoKUFZW1uKY2+1mMyhREPZxEkWZ1+uF0+lEdXU18vPz4fF44Ha7YbVakZGRAY/HA5fLhby8PFit1g7dy+12A0DYcoJrnE6nEy6XC1arFdXV1S2aYAsLC5GVldXi98jIyOhQfH52ux1OpxNer7dFH2xwog7H6/Vi7ty5sFqt8Hq9cLvd7fbdEsUKa5xEUVZTU4O8vDyUl/t2t7PZbLDZbCgsLITVaoXNZoPFYoHD0e6Wsbp5PJ52r3G73SgpKUFRURHy8vKQmZnZHCPgS77Z2dnNx5xOp+6m3rY4nU4UFhaitrYWdrsdtbW1qK2t1Z00Ad8gJX9zdDS+cBB1BBMnODiIostms8HtdmPChAnIzs4GgOYapr+2VVtb23yuI/wJxF/z9HM4HCgsLIRSCna7vfmYxWKBy+VqnuJRW1vb4n2FhYXNCU1PMtbDZrM1x1lXVxdRGXl5eZgyZQpyc3NRWloalYROFIyDgwzg4CCKNqfTidzc3ObXVVVVLV47nc5Wg3kiVVRUhMrKyhbH/CNlAWD69OkAgG3btjXXKv0jcINrfVOnToXL5YLT6cSECROiEp+fy+VCZmZmRO/NyMhAXV0dSkpKUFdXhylTpkQ1NiKAg4OITFVVVdUiMQYmSpfLBZvN1twX6na7UVpa2qLZNHh0a1tKSkpQU1PT6j01NTUtXufn57daTCD4tcViQV5eHux2u64acXBNty0VFRURf1nwzzPNzs421MRLFAscHEQUA/4P+eD/BnzJyWKxtOhDLCoqQk5ODgoKCiKq7dXW1qK0tBQulwsWi6V5UE9VVVVz83B2djbsdjtKS0uRnZ0Nr9cbMpEVFhbqXpXIbrfDarXqmufpcrking+amZmJuXPnIiMjAxaLJewoYqLOwMRJFANVVVXN/22xWFo0pYZLNBMmTEB5eXnz4CGj9Iwy9Q9U6ug1fpWVlbprx4F/E6M4gpbiCZtqieJEbm4u6urqEm7EKNeKpVTDxEkURzp74faOiuYgJ6JEwcRJFAccDkfzdJX2anATJkzArFmzDA0gioby8nJUV1e3WBQh0mZlPdr7PUPFQ9QZuB9nAKMbWS9btgxHH310tMOiFBM84raiogL5+flRmedJlMqMfkZzI2sdOrqRNRMnEVH8ivQzmhtZExERRRETJxERkQFMnERERAYk/QIISqkC7T9zAJSIiP41woiIiIIkdY1TKZUNoEZEygFUAuAil0RE1CFJnTgBWAH4F7WsARDd7R6IiCjlJETiVEpZlVJFSqmQK0Rr5/KUUgUBTbMQEYeI+BPnBPiSJ0WB2+1Gbm4ucnJy4HA4UF5ejtLS0haT1V0uF6ZMmYKcnJzm4+Xl5ejfvz/sdntMl2pzu93N93Y4HHA4HCgtLUVWVlbM7hkNiRp3vHA6nSH/Vm63Gzk5OSFXZuKzHBuJGrcu/r0o4/UHgA1AHnzNrGUhzpcAyAv3OuB4JQBL0DHx/Qkis3Tp0ojfmwwqKyuloKCgxbGCggKpqqpqfl1WVtbqGqvVKtu3b9d1j+3bt0tJSYmUlZWFPV9UVBTyXKh7V1VVSV1dXcjrKysrpaqqSiorK6W2trbd8jsSd7j7RRJ3uLL95QT+/+Ev33/fZGSz2UIeLyoqavF3DsRnOfK4w90vkrjDlR3psxzpZ3RAbgiZl+K+xikiThFxAAj3la5AO+9XhV+aZwE0DxCaJiJcjTrG7HZ7VLd8Ct5TMpjb7UZ5eTmysrKQlZWF/v37o7S0NOS1/m20QtUOvF5v8x6a/v0ojZZvJO5w9zMad+Aenn4ulwtWqxUFBQUoKytrsenzlClTMHXqVNhsNu5r2Q4+y/riTsVnOe4TZ1u0wT/BPPDVUv3X2AA4RcSr/XdKcDqd6N+/P1wuF5xOZ6sPgPLy8uamE6/XC4fD0Xy93W5HTk5O8/Hc3FzdTVFWqxUejydqTVd61kLdvn076urqUFdXh9mzZ4fcgqq8vLx50+VQS9nNnTu3RROSxWJpbtbTU77RuNu6n5G4Q/2dPR5Piw+SjIwMuFyuFuW73e4ObfMVDxwOB5xOZ/P/hrvGf97IptsAn2W9cafis5zo01Ey4EuUgZr/+lpirQTg0ZZQcgNo9S/Mv7xSW0THsnxNe+tRv2Fru9d1VPeDD0Jaj+5tXmOz2Zo3Q7bZbKiqqmpeE9XlcqGurg4FBQXwer2w2+0oKytDWVlZ816ROTk5sFgssNlsyM7ONrSQd0ZGBtxud/M/DrfbDYfjl0YBjyf4/7LIBf4DdDgcrXbq8N+7qqqqzc2hvV5vi98xIyMDHo+nRXmhyo9UuPsZjTuU4P00PR4PsrOzm7/R+5OB3W43vLH0xo0bsWnTphbHLBYLsrKysH//fixdurTVe4466ih069YNbrcb27dvb3Fu0KBBOPjgg7Fr1y6sWrUKgwcPxpAhQ9qNw+Vywe12N3/wFxYWYsKECS3+pi6XC9XV1c2/Y+CeqHrxWW5foj3Lej7v25PoiTPUp7kHAJRSFhFxAejfWcHUb9iKNbfdH/P7jLj3FvTMGqrrWv/ejpmZmc3HKioqkJmZ2fytzd8UM2XKFDidTlitVlitVni9XtTU1Bj+B+bxeFrsKWm1WpGXl9f8uq2mnEh5vV54PJ5WCd5/7+zs7OZvtG63W9eel4HfgMOVH02B9+tI3IHsdjsWLFjQonx/GXa73XCZ5eXlLRbBBoDzzz8fr7zyCrxeb8gPxg0bNmDIkCGYPn065s6d2+Lc7bffjrvvvhtLlizBiSeeqHujheBmu6ysLDidzhbPWUVFBSZOnNj8OpL/7/gsRyYRnuWOSPTE6YWv1hko4j2GjO6OEqz7wQdhxL23RPx+I/fRK9Q/Dq/Xi9zc3OZvuLW1tQB83+78/TqFhYWYO3eu4QfR6/UiIyMjpv8oQ5k1axby8/PDng/8PdxuN0pKSpq/FZeUlLTaziv4A7O98o1q737h4s7IyGjRFxTcRJWXl9f8HofD0WKXFavVim3btrWIweiHTUFBAc4555xWv4v/f0P1hx144IEAfH/D4KbBQYMGAQDGjRuHmpoaDB48WHcswaJZ+wP4LOuVaM9yW62HwbujhJPoidOD1rVOCwAYGQikpxlWj7Qe3XXXBM00ZcoUuFyuFltZZWdnw2q1NvdB2Gw25ObmGm7KmzVrluH3REOoftxQ3G43vF5vq8EEU6dObVF78Hq9LZrO9JavV3v3Cxe3xWJplXxC9VOF+/+0oqKiRZlGm86GDBkStim1a9euyMnJCfvetj7UDjjggDbfGyz4Ga6ursbs2bNbXJOfn4+KiormGqLRvko+y/ok6rMcyowZMzBjxox2m3MTOnGKiEspFfyvIQMh+jFTjb8PqLS0FHl5eaiqqkJdXR0mTJgAm80Gt9vdPKAicCPg/Pz85gfQarWG/QfgdrtRUVHR3H/h72uYOHFi8weVv9Pefy+bzYby8nJ4PB7MmjUL06dPh8ViQU5ODiorK0N+sDqdTlRVVTV/+/eXnZOTgwULFrSoDQR/o62srITH42nuk3K73SgrKwvZ12WxWJCbm9v8NwnVBBccX0fjDnU/o3GH4nK5MHny5Ob/Xz0eT3PfYn5+fvO3fP/fPxEFPsNerxeFhYXNg1L8o0cLCgpQU1MDp9PZ3O82a9asVn9HPst8lg0LN08l3n7gm58Zah5nGXTM4wxTpgT+FBcXG5rrk+rzOKMp3Py6eGd23G3NrSNzmP1MRMrsuGPxLBv9jC4uLm6REyRM7oj7jay1kbH58C2CAAAOABXiG/jjv6YIvhGzVgBe8a1Nq6dsbmQdB/z9HYlW+0nUuCl2EvWZSNS425OyG1mLiEtE7CKSpf3YA5Omdk2p+JbXK9WbNAMppaCU6tDAIIqc2+1OyH+wiRo3xU6iPhOJGne06enfBBD/Nc5YYo2TiCh5pWyNk4iIKJ4wcYJNtURExKZaXaLRVHvkkUciLY3fP4iI4omIYPny5WyqjTd9+vTBunXrUF9fH7VFFIiIqGNEBD/88AN69uwZk/JZ4wxgdMm9pqYmbN26FR6PB/v37492eEREFKGePXti+PDhSE9P1/2e4CX3wtU4mTgRvSX3iIgo8bGploiIKIqYOImIiAxg4gSnoxAREaej6MI+TiIiCsY+TiIioihi4iQiIjKAiZOIiMgAJk4iIiIDmDjBUbVERMRRtbpwVC0REQXjqFoiIqIoYuIkIiIygImTiIjIACZOIiIiA5g4iYiIDGDiBKejEBERp6PowukoREQUjNNRiIiIooiJk4iIyAAmTiIiIgOYOImIiAxg4iQiIjKAiZOIiMgAJk4iIiIDupodQKSUUlYAeQAyRcQe4nwRADeADAAQkfLOjZCIiJJRQtY4lVI2ANkAsgBYQpwvAeAWEYeWMLOUUnmdHCYRESWhhEycIuIUEQcAb5hLCrTzflUACmMfGRERJbuEbaoNRymVHeKwB4Ctjfe0Wy6X5SMiSnx6Pu/bk5A1znZkwJcoA4WrmRIRERmSdDVOhOjzhJZIlVIWEWmVRFmbJCJKDXo+79urlSZjjdMLbSRtgODXLXBbMSIiSoltxbTRsxYRKQw4lg2gNnA7mFDHtOPcVoyIiFpIuW3FRMSF1n2aGQCc4d7DGicREaVsjVM7Xgagyj8lRbuuOmiKCmucRETUSlLWOJVS2VoyzANgU0qVBE5D0RKpVSmVp60gVBecNIPKY42TiCjFpUSNs6NY4yQiomBJWeMkIiIyCxMn2FRLRERsqtWFTbVERBSMTbVERERRxMRJRERkABMn2MdJRETs49SFfZxERBSMfZxERERRxMRJRERkABMn2MdJRETs49SFfZxERBSMfZxERERRxMRJRERkABMnERGRAUyc4OAgIiLi4CBdODiIiIiCcXAQERFRFDFxEhERGcDESUREZAATJxERkQFMnERERAYwcYLTUYiIiNNRdOF0FCIiCsbpKERERFHExElERGQAEycREZEBTJxEREQGMHESEREZwMRJRERkABMnERGRAV3NDiBWlFJWAHkAMkXEbnY8RESUHJIycSqlbAAsALLMjoWIiJJLUiZOEXECgFJqInwJlIiIKCqSMnEapWdtQi7LR0QUHSICd+1SfOp8Hz9u2oRLT7AB0oQX338P3/+4Fb6PW4GIIHf8r5E98nCsXOvGG59/DJGm5jIG9LVg2hnnAiK4/5WXsad+r/Y+330uP+U0DB84GO8vrcWHK5YCAFyuWgiAgT174+iMwahv3I+PNq81FD8TJxERdYqfd+3GAzfZ8a95c7HG+yMAoGtaGmw7uyC9S1e8XvU2VvywCdDqMgoKB3n2wLp+O75a+w0qPnm3+TgAjLBkIv+AQwAAby9aiF0N9VDaeaWAU3oPwIGDt+HLJS5ULf8CANDQ0AClgCG9DsBxAw/Fjvq9mLdmpf+GuiT1Iu9KqRIAFhEpDHOei7wTEXWCvd9twNJ/PIqzXngEJ/xqLM7LuxAnn3s2ho46DF26xlcdjou868BtxYiIYmfRy/OwoqgUB1r64+vFS/Fa7ae4cvotGP6rI+IqaXJbMbDGSURkttp3nTjxnLNw8cTfoPz9d5DWo7vZIbWLNU4dWOMkIoq+Le61OG/qFBxsycADr8+N+6TJGidY4yQiMkvT/kacPOpILNvwHT5f9D+Mmphtdki6tVfjjJ/G5ShSSmUDyIdv5SB/Aq0QEZepgRERpYhXSx7CIvfXcDxellBJU4+kbKoVEZeI2EUkS/uxt5U02VRLRBQ9DVu2YcxXm/HO9Htw4XUFZoejG5tqdWBTLRFR9L3xx9swqjEdI/95O7r07ml2OIZxcJAOrHESEUXHu888h989VYKVRwxKuKTJGqcOrHESEUVP4779GD90BEQBS75fiy5dupgdUkRScnAQERF1vn/PvAfLt3yPt599IWGTph6scYI1TiKijtrf0IDDBw7BsIMGY+E3y80Op0PYx6kD+ziJiDrmhw8+h23gCMy49x6zQ4kY+zh1YI2TiKjjpKkJdX+5F90OysCht19rdjgdxhonERHF1BuPleMx51uwnHuq2aF0CtY4wRonEVFHHDf8MOxuqMfSDd/pauqMd6xx6sA+TiKiyNS848Sn363G9dMKEz5pso9TB9Y4iYg65ve/mYx3XJ/j+x+3okevXmaHExUxqXEqpYZH4xoiIkpcP373PeZ99hGuOPt3SZM09Yi0qTbkNl0RXENERAmqsfZL3HfcWbjxrplmh9KpImqqVUo1AWjrjQqAiEhcLx3BploiosiICOpuvAc9RhyCQ268wuxwoipWg4PKAWS08zM7wrI7HQcHEREZ88krb6LQ8S80HJ1ldihRE9PBQUqp8SKyuKPXmI01TiKiyFx5Ui7+W/MZNni2Ib17N7PDiaqY1Dj1JMR4T5pERBSZnzxevPrZIuRPPj3pkqYeHFVLRESGVDz8OHY21GNa0c1mh2IKjqolIiJDXp47F0cOOgRH/2aS2aGYItL9OO1KqaI2ziv4Rt1Oj7B8IiKKQ/t37IZ95ESIbaLZoZgm0sRZDsDexnkF4N4IyyYioji187MlGNyzDw6/4mKzQzENR9WCo2qJiPTKHz8JOcOyUPTaC2aHEjOxmsfZP0rXxAXO4yQiat+Gr7+FY8nn6DJ8iNmhxESs53HOB/AUgB1hLrEAKBSR0w0X3olY4yQi0u+hG27FXx65HxvcazB4xHCzw4mZ9mqckSZODwAPAK92aASANQGXWACM4JJ7RETJY/LhR2JX/V588d1qs0OJqfYSZ6SDg2aJyH0BN5kmIi2W2FNK3Rph2UREFGe8Gzfjf3Vf469XcaZhRIkzMGn6D+m4hoiIEtS+lavx5G/OxeSbrjc7FNNFa+WgVtVZrhxERJQ8fq79EqeccCKGjRltdiimi9bKQaE6CVmfJyJKAnt37kLBEw9gdf/UW5c2lEgTp10p1ej/AVAe+Frbr7OtlYWIiChBvPf8y5i/fhV6jxlpdihxIaFWDtKW+XPDt98nRKS8neutAPIAZIpI2HhFRNfcHSKiVPSaw4GBvfti0hm5ZocSFyKtcZaIyI42frwASqIZqFKqBIBbRBxawsxSSuW1cb0NQDaALPimx4R1ypijcUPBtdi8eXM0QyYiSnhNTU14t/oznPnrSaxgaAwnTqXUcBFZ0951eq4xqEBEHAGvq9BGP6qIOLXrveGu8RvT04Jn/v1vjB89Bj99tyEKoRIRJYfa+Quw6aedOPfCC8wOJW4YSpxKqacA1Cmlbgk41k8pNS7qkbW8b3aIwx4AtmiU/8zST3HmISNhP2IS3Dffi7+NPxl907s3L8XHb1lElKr6bt2BOyfacNplF5kdSlQEfq6H+2mP0RpnLYAJAOb5D4jIDl8sapbBsozIgC9RBmq3JqlXQ1MjHGu/xG1fzEfp0kXI6NELUEBXlYbeXdOjdRsiooTTbfUGXH3BVPTu19fsUOJGJH2cdcHNsCKyWESmK6WuiVJcwUL1UXoAQCnVZv+lHiICEcHexv14/tsluOGD17BkTiUKjp4EQKFHejc8cf+DHb0NEVFC2bF5K2bOnQPPkA5/zMYN/+d9Wz/tMZQ4tWX1piulKpRS50caeAS80EbSBgh+HbHg3VHSuneD9eJz8einC+B65iX8fnQ2erz9CTY97cAq11J4PMGVXyKi5PPOnBcxZ9VidBk51OxQOkVMdkfR1p/N115mw7fwgROASztmEZE/GgtV132zAdQGLrgb6liY95ZocbUaSKR3kffGPXvheedDbHtzIf5YVYna7Ztx059vwF+m29GvX79IfiUiorh35Qk2OJfVYr3Xk1JjPaK+H6eITNB+0gCcDmAxgCkArLFImto9XWjdp5kBX9LusPb24+zSqwcGXHg6Dnv8Tjxy599x3rAjMOu+Ugw/+BDcdWcxdu/eHY0wiIjiRlNjIxYsqcXknGNSJmnGqsbZaheUgHOTAYiIvK+7QAOUUmUAqvxTUrSaZHXAayuA7KApK1GpcQZr3PUTls9xoOTRh/DWmi+x6P6ncOQfpqJLn14p84ARUXJbsXARjjr1RLz40GO4+Ib/MzucThXtGqdTKTVLKRVqeFU1AKvB8nTTEp9VKZWnrSBUF5Qk8xAwr1Mpla0lzTwANqVUSZhpLYZ1OaA3xv3pCjxfvQiLH5+D7l98iRUFd2Bc1mH4Z+l92Lt3bzRuQ0Rkmn113+OKUTk489LkmIYSTUYHB60RkekA8gN3P9H6PtfAt0pPzIhIqbZyUGnwcnvasdyA1y4RsYtIlvZj15p8W2mvqTacrn37YOS0i3DYY39D+vHjYEUP3HKbHSOGHIJHH/wn6uvrI/k1iYhMl7HZi5mX/AGWAzPNDqXTxKSpts2ClLoQgFOb15kQIm2qDWff9h34/Mk5uLf8Cfz3u2/wmyPHYeEXn6JLzx5RKZ+IqDPs/WkPSk49D/nXFWD0FWFXNk1a7TXVRi1xJqJoJ06/fdu8+Pixf2Hdh5/hmOEjsePXo7GiSz0u/8Mf0LVrpOvqExF1DufzLyP38ovxgeN1nHThuWaH0+ki6uNUSt2rlDo1hnHFlUibasNJz7Tg5OK/4KKKp3DAMWPxStkzuLqgAKOGjcDzz85BY2NjVO5DRBQLzjfeQu/0bjjut2eYHUqn6lBTrVJqBHwDbWzwDfopE5El0Q7SbLGqcQZr2PIj3v9nGWY99zQ+2rQWhw8dhqefm4MTTj4ppvclIorEpGEj0bt3Hzi/TLqPfV0iqnFqg4BuE5EJ8O29ea1SqlobUTs8RrEmrW4DD8QZ9/4V79V+jtdvKsaABmDn4y/BM38RNqxbH/PETUSk1+4ft6H2+7U45cQTzQ4lbrU7qlZbh/ZaEZkI34IDpUqp+Uqpa8JMS0k40W6qDaf74INw7oMzsKD2c4w9fhI2Pu3AyeNyMO7w0Xjj1deYQInIdOs/rcXxAw/FWRdNMTuUThfzUbXaKNpC+JbdKxORVyIqyESd1VQbzs/rNuL1ex5CieMFLNm2CTmjx+CuB+7D6WeeyYUUiMgUm56uxO7FX+Gwx+80OxTTRH3JPT8RmScipwGYCiBTKfWetvh7ygwq6qiehw7BRU+V4pPqL/D8VTegYcs2XJo3FZve+x+kscns8IgoBX3mXIguo4ebHUZci+p0FG1QUR58C8HH/aAis2ucwfasXofFs19Af/cW7LL0wh3LP8Ids+7GSaecbHZoRJQCtq1dj4HWYSi9yY6/PBDLLZbjW8xqnKFog4ruCxhUdJFSqiKa94iFzurjbE+vkYfi+JLbMeKev8DTvQvWff0NTj71FJzy62Px6SefmBobESW/BXPnoVEEp+en3qIHgAkrByWieKtxBtv9VR3mFN+DB999Fe5d23Hzldfgvn+Vs/+TiGKi0HY2Xv9sETbt2pHSnzMxWTm1hyw4AAAgAElEQVRIKTVcRNZ29BqzxXvi9Nu5/Bv8q/huDPTuxTETJmLzeCt6jrZi/PjxZodGRElkzIDBGDPyMDg+/cjsUEwVq6baVlt0RXgN6dD3qFG4Yd4cnPvwXVDd0jHrtr8iOzsb59lOx4oVK8wOj4iSwK71G1FfX49TJ082O5S4F2mNswm+aShhL4Fvb84ukQbWGRKlxhlIROCtXYGn7vwHHvngHWz5+SfknXkWHih7EkOHDjU7PCJKUN6Fn2HjEy/hsGfuRnrfPmaHY6pY1TjLAWS08xNyw2vqGKUU+k84Cre9XYHl73+EGbnn4YtFH2PzP+fgp5WrsWfPHrNDJKIEtLVmOboPOzjlk6YekSbOMhHZ0caPF0BZNAONpXgZVWuEUgoHHjsef5s/D0udHyAjrRu+uuNBWAcNwZV5+Vi7dq3ZIRJRghARnHH3dDz01edmh2IqjqrVIRGbasORpiZs/egLPHTn31H2+ULsbtyHK6ZchDtLZ7EJl4jatMa1DNacsXj6H/fi6jvsZodjupg01epZ6J2LwXculZaGgScfi3s+eAvL3noPfz5mMubOc+DMY47HntXfmR0eEcUxZ+U8AMDpF6fe+rSRiHRw0CwRmd7Ra8yWTDXOYNLYhPXvfYQVL8zD8IY0bByagTd3bsBf77kLBx10kNnhEVEcueTYk/D5t1+hbttWs0OJC7Gax8lRtQlCGhux46MazLn3Adz+/msQpXDdNdNw299n4MADDzQ7PCIymYhgVOZATBqfgzkL3jE7nLjAUbUpTnXpAsspx+DPb7+EpRWv47JfTcQT5WUYfshQvFT2tNnhEZHJ6tdvwtyTp+Dvf0vd3VCM4qjaFKG6dsHIC85E2RcfwPWfeZhy+Fj0fW0RNjzyHGoXfICdO3eaHSIRmWDPytXo1q0bhh6bbXYoCSPSxNk/StfEhUScjhIpld4Vo/PPxTM1izDpz1dj9/JVuOTCPAwbfDDuvuNv2L17t9khElEnuuXuv6PUXYu0Ht3NDsV0MZ2OopSaD+ApADvCXGIBUCgipxsuvBOlQh9ne5rqG7DixVdxT2kJ5n2zFH1798atN9+MG2+zo0ePHmaHR0QxJI1NOKRff5xx/Il4Zv6bZocTN2I1OMgDwAPAqx0aAWBNwCUWACM4OChxNO2tx5LnHLjn/lJ8vGENPi55AkMvOhtdMvohLS2qu88RUZz46sOPMebk3+A//3wUl9z4J7PDiRuxGhw0S0RGisgEbe/N2/z/rf2MBHBbhGWTCdJ6dEd2waWoWPo5Pn/mP2ioWYlPrrFj5OCD8dj9D6K+vt7sEIkoyqrmvQYFIDdF99+MVESJU0TuCz6k4xpKAF169sChF52Dw54oRr8zTsQRvfrjz7fejKyDD0HZw49i3759ZodIRFHywaJFGD3wYAwYPMjsUBJKtFYOalWd5cpBia1Lrx4Yd+1leGN5DRaWPo5f9c7AtTf+GZeecjr27+AAIqJEJ/sbcd3wo/HADbeYHUrCicrKQUqpa0Tk6bauMYtSqkD7zxwAJSLiDjjHPk6d9u/6CR8++jR2f7wYh/cfgNVZB8J76EG45MrL0aVLXHdlE1EIe1atxdq//hPD77oRvUaNMDucuNJZKwepUK/NHhyklMqGLxCXUsoGwC4iuQHnmTgN2r9jN7a9sQB33Hs3nv6yGqMOPhQzZ92NKZdewkFERAnkudtm4IM33sbTSz9FWnpXs8OJK521clB/xOfKQVYAhdp/1wCYYGIsSaFrvz4Y+Pvf4cn/OfHG7fcgYz9w0eW/x1HWkVjyebXZ4RGRTo6330LNjq1MmhGItMY5QkTWdPQa7TorgDwAmSLSaj8bpVQRADd8yRgiUm44YF85rHHGwD7PDrx570N46IVnUXLiuTgs/7fYPuoQjDxitK6JxETU+Rob9mFgPwsuOuNsPPbqXLPDiTtRr3EqpYbrSYg6k6YNQDaALPjmfgafLwHgFhGHljCzlFKRjpsuBMA9c6IsPaMfLigtxoJlLgw/9XiseeF1TMzORs6oI/D262/wSwlRHFoyfwG27d2Dyb89y+xQEpKhGqdS6ikA0+Crud2vHesH32IHSyIOwpcgLSJSGHR8u4j0D3jdotao1UZDcYmIM+B9BQDmamvoBpbPGmeU1W/5Ea/c9QDuffFZLPNsRs7hR+CuB+7D6WefxRooUZwoueb/8Nd/PQmPZzv6WvqZHU7ciergIKXUNPj6Cr2BNUql1HgAUyMdRRsqcWoDexYEJc5sALXhfpkwZdvgq7W6lVK2oISq+5dncjWmfvMPqPzHfbj3peewXwkW/ftFZJ5+AtK6dzM7NKKU99a0W1G7ZT2K33jZ7FA6nZEv8NEcHFQX3AwrIotFZLpS6poIygsnA75l/QJ5Q10YjpZoKwFUKaXqALTqQ6XY6D5oAC57vBS1K5ah4pZi/PDCm3jr4j/h+KPGYWGVs/0CiCgmmuobYN3ViD8VXmt2KAnLUOIUkdkApiulKpRS58coJr9WfZ7QEqlSKtS5VkTEJSL9RSRL+8kNc127PxSZ7kMOwtjp1yHr4duB4YOxbf0GnHpaLk4Ym40P319odnhEKefLBYvw8qrFkBFDzA7FFNH4vDeUOJVStwLIhW8wzzylVKNSar5SapZSahZ8iwxEixfaSNoAwa+jIpW2FTNL98EH4dwHZ2Lx8mUo+8OfsGXtOpw8+VT8/Zrr0LRvv9nhEaWMeS++iHuXLkKPoYPNDiXuxGRbMaXUrYFr0Gr9hzb4ppPUikh+BLG21cfZoj8zkj7Odu7LwUEm+Xn9Jsz5212w/rAHw4ceiuXDLBhy4q8x6fjjzQ6NKKmdMGIUkN4Vi1atNDuUuBXt6Sgt+hhFxCkit2m7oZQrpU6NKMoQRMQVfD/4apxR7yBjjbPz9Rw6GNc++zhOemoWeo0agYcfeRjH/eY3OO2Y41D92Wdmh0eUlHb+uA2fr6vDaSefYnYocUlvjdNo4nRqzbJ9Q5yrhm+lnmiaGzRvMxdAWZTv0dyuzcTZ+boPHYRDbroS73yyCI9cMg2rvvwKv540Cbm/noSN6783OzyipPLefyqwr6kRv72IU9pDmTFjRvT7OEVkjTblJD9w9xOt73MNfH2fuimlsrVm2jwANqVUiX99We1+hQCsSqk8bc5mnYg4jNxDZxyscZqs94ihuP4/5VixZCn+edHV2LX2e2y/qwzbqz7G6m9WmR0eUVLosn4rzh89DmNPPsHsUOJSTPo42yxIqQsBOEVkR1QK7ATs44xfe9duwA+O+Vj9wcc4/Z1nccyRYzHzvhKckmvjQgpEERARfHttMfoeMxaDrrrQ7HDiWqwWeW9FROYBmByt8ii19Rh+MIbechWOefzvePT3f8TW79Zj8umn4bgjx2L+22+bHR5RwvmuejH+99UKdD/6cLNDSXhRSZxKqWuUUt/Ct9hAwmFTbfzqNexgFD77GJasWI6nr7kROzdtwaxrb8CPr1Zh/56f2VpApNNzTzyFaz9+A2rEwWaHErc6palWWymoBL7FCmYDmGb2HpxGsKk28dRv/gHuF9+AfLESi378Hk+tXYLie+7G76bksQmXqA0Th1pxQO/eeP/r5WaHEvdi0lSrlLpFKbUNvn05Z8M3TeS2CGMk0q37oAE44i9X47BH78DgCUdD7diN8/On4ugRI/HSnOfQ2NhodohEcWfjt3Wo/X4Nzj37t2aHkhR0J06lVF9tKkojgNsB3Csiado8zh0AErbaxqbaxJM+IAPn3nsHPvv6S1TeOgO99+7DJVdegbsvL8D+7TvNDo8orlQ+7tvGeMq10VxOPPlEralWm7M5HUARgB0AZgWuHhRwXT8AHjbVkhn2e3fivYfK0H/ld7Ckd8e8Jg+6jbbiultuQp8+fcwOj8hU9593GT5eswqvLv3C7FASQsTbimnzNO3wbQDthW8fzNlt3IiJk0zXuOsneOb/DzffeQde/LoWB/Tshf+7pgA33flXZGZmmh0eUafbv30nVhXeicEFU9HfdpzZ4SSEjvRxlgPIB1AgIhltJU2ieNHlgN4YkHc6nnX9DzX/eglnjxiD+x97BIcOORiL336PX5Io5Xz68ivY9PNuHPDro80OJWm02VSrlJoMIBtApYisbbMg1jgpDsn+Rnz75nuY89BjuGRAFnqNGoGX92zCBYVXYdTo0WaHRxRzk4YfBpWWhk/c35gdSsLo0KhaEVmg9WdmaSNpx0U/RPNxcFDyUl274PDzz8RdC9/EofZp8O75CQ88+TiOOGIMzj3pVHz80SKzQySKmdWLl+Gz71bj4gvz2r+YYrat2Hj4VgdyisiSoHOscVLcExFsc63EUzPvxuyF72Dd7h04/sixWPjJx0g/oLfZ4RFF1V8vuhIPOP6DTRs2oP/Ag8wOJ2FEPDionULHw7cPZ62IvK8dY+KkhPLT6u/wcsk/8XW1C1cfdSx6nJiNt7zf4w/X/RG9ezOJUmJr2r8fhw8YjF9lHYbXaz4xO5yEEpMFEERksdaEu0YpdWs09+Ek6iy9Rw7D1bMfwj0L3kD/03+D9ytfww1FRTh4wEAU/fFP2LRpk9khEkVs08e1GN6rL6b96TqzQ0k6UdkdRSk1Ar6twUpEJGoLx8caa5wUqOnneix+8RU88vDDqPzShUY04earCnD3k49BdUmYx5oIALC+9Gk0bN0G631FXI7SoE7ZHUXbp/M+AP2jUV5n4+AgAoC0nt2Rc/XFeHbxJ/jqbSduOOEMZC5bg7ob70bNv1/CW6+9jqamJrPDJGpXXe1SvP766+h76jFMmgZ0+n6ciYg1TmrPnm/WYNubC1Hy7Gw8vvIzWAcOwf9d/ydcc/3/oW/fvmaHRxTSdaefi+cXvocNmzaib2aG2eEknJgMDkoWTJykV/2mH/Duo7Px1IvPoWrdKvRI74ZHZt6FP9hv5jd6iis/rP0OWYePwiWnnYWn3nrF7HASEhNnG5g4yaimn+uxct5beOLhR5FrGYKxRx6FJQf1QI8xWTjznN8iLY19oWSuv5yfjyfefAWrv/oahxyWZXY4CYmJsw1MnBQpEcFPK1bB89+P8KcnHsSb676GdeBg/On663E1m3HJJFvca2EddTh+P/kMPPXuG2aHk7CYONvAxEnRUL/5R7z7aDme/M9zcK5bhZ7duuOVp56B7fKLoFgDpU60+pHn8Pizz+BWx7MYYh1hdjgJi4mzDUycFE1Ne+uxct5/Uf7oY7hi8Cj0O3gwXt6zEYcem4P8yy9Djx49zA6RktjedZvgvrUUB13yWxz4u8lmh5PQOmU6SqLjdBSKhrQe3XHUpefjkU+dOOKuv6BH1lAsmD8fVxZOw5ADB+DGq6bh22+/NTtMSkJNTU0474wzUbFpFTLOPNHscBIWp6PowBonxdr+HbvwxfOVKJ89G69+tRg799Wj9pmXMDb/XHTp3cvs8ChJPP/3ElxefBteKHkQlxbdZHY4CY9NtW1g4qTOIk1N+OGLpXjzqWcw6ed0oEsa/rz8fRxzykm49tabMXToULNDpAS1YdVqjB07FkePGIkFK5dwelQUMHG2gYmTzLBvmxeb3v0Qt9w1E29+uxwNTY04dcIxKLjhepw3dQrS09PNDpESRFNjI0771XjUrl2NZUuXYeiokWaHlBTYx0kUZ9IzLTj00t+hYkU1vq36EP845yJsWu3GNX+4Ct89/Bx+WvktNm/ebHaYlADWvvQGdm7z4Im772XS7ESscYI1TjLfvh+345vX3kX3xd/Cs2EjTn77Xzh65OGYdt0fcfFVV3KbM2pl97JvsO6uJ5Hxu1Mx6NJzzQ4nqaR8U61SygbAAyAfQIWIuALOMXFSXJGmJmxf/CVeeuRxPD//v/h8yzr06d4DeWeejfIXX0B6T05pIeDLRZ8g77wL8PDF18D28EyoLgmzDXJCSOnEqZSyAigTkVylVB6AfBGZEnCeiZPiVuPuPVjqeBPPlJWj7vt1ePi0qeh74gTM2/gtLrjiMgwZMsTsEMkEa1d8iROOOx5paWmoXrYUBx16iNkhJZ2UTpyBlFJFACAipQHHmDgpIexd8z28Cz/H0reqcM7rs9EogpPHT8Af/ngtLrjkIvTqxaktqWDjN6tx0qTjsKthLxZ9tAiHZY81O6SkFPeJU6sV5gHIFBF7iPNFANwAMgBARMojuEcegInB5TNxUqJpatiHdQs/wYtPzcbcRQuwdNtmHJpxIJa+/i76TjwKqls6pyMkqZ83bkX20WOx9aedeH9+FcaeeJzZISWtuE6cWv+jBUAuAIhIYdD5EgDVIuII9drgvVq9l4mTEtn+Hbvhmvs6lr23EMehN3amCS770IEp51+Iq266HocdfrjZIVKU7Fm1FutLZuOjLd9h0u3X48jjjjE7pKQW14mzOQhfUrOESJzbRaR/wGsbALuI5Gqvi8IU6RIRp1LKAgAi4lVKZQOoFJHmfXaYOClZ1G/Ygq9efRd3PfYQ3qlbiT3792F81uG45LJLcXPx31gLTWDP3X0fFjz/MmZceBmGFk1D1359zA4p6SVs4tQS3YKgxJkNoDbcLxOi3CJoTcBak3BtUHm6f/l4+DsRtUeamvBD7QpUPlGGec75aNi3D3MuvhZ9jh2L1zeswgWXX4YDDzzQ7DBJh4af9+KWKZfi0bdfwdljJ2De/z5A9z6cltRRRr5EJmLitME3IjawhmgFUGcgcVoA2AB4AUyBr8bpDDjPxElJq6lhH3Yt/hK7Pl2C2qqFuOC/zyEtTeGkcTm45MorkHfF77lvaJxa/tHHuCz/IqzYsgHTL70Kf3+2DGmcchIVyZ448wCUBCVOC4DtAPqLiDcK92VTLaWEpvoG1FV9iJeefhavffwBFv+4EYdaMlHzbAX6TRqHhl7d0acPmwDNJvv248c33scN04vw8db1eHb20zhlyvlmh5VyErmp1gZfDTGwadUKoA5RTpx+xcXF3FqMkl7jz3ux8s33sLLqQ4zbLfhh9y7kvvNvTPrV0bhw6lRc+IfLOUfUBO8++x98W/k2JvcZiO6nTsRBF56BAw7MMDuslDJjxgzMnDmz+XUiJs5W/ZlG+zh13Jc1TkppjT/9jA2LvsBz5bPx1ieLUL1lPQTAsaPG4N3KeThgzGFQXbikdSwtdi7EX2+8Ge+sXIwTraMx31mFHiO4qIGZEnaRd21pvOBaZQYAZ4jLO4QbWVOq6tK7Jw494yTc8coL+GR9HVYv+Aj3/74A43v2x/d/fwJfXX07JlgPx/UX/x5Vb/8XDQ0NZoecNH5Y9jUuyJmEnNxTseQ7Nx697U68/81yJk0TJdRG1m1MRykDUBWNeZxh7ssaJ1EI0tSEn7/9Dt9/8Cluf+QBfFD3NbbV70Hvbt1x0rgc/Lt8NgYcNRoqLW6/e8elpqYm/O+leRhWtxW7ln2DaZ++ifN+9zvcUHo3enDEbNyI6z5Orek1H76VgwDAgdYLsftXDrIC8EayclAb92fiJNJh7+Yf8Om8N/D2629iyVcr8fAxZ6Jr3z6wL12IwSOGwfa7czD5nLNhsVjMDjUurf/yG/y79EE898arqNv+AxZcU4ScK6ai76RxXKA9DrWXOCEiKfsDQAJ/iouLhYja1tSwT3avWCUb57wqeb/KkUE9+wgASVNKxg6zyudzKqR+6zZpbGw0O1RT7d/1k3je/0zO+NV4SYOSrmlpcsbROfL2M8+l/N8mXhUXF7fICRImd8RFU61ZWOMk6rh9O3ZhRdUHcL75Nj78/FP8bfQkHJDeHbctXYhvd2/HMWPH47iTTsRJ55yFw8cckbSrGIkI6mqW4NU5L+A9ZxVKjzoJ3ZGGss1f45Cxv8IVt96Eg4YNNTtM0iGum2rNxukoRNG3f+du7PmqDi8/+xyqPlkE19o6uHd6AAAzc8/HtKkXY13XRqzevR0TTz0ZI0ePQloC9pWKCPZt2YZdX63GDXf+FYuWLca6ndvRRSn8ethIPFl8F8accxrSM9l8nSgSajqKWVjjJIq9pn37sWnJSvzvnfkY0ZSOjG278eSH8/Hg8o8BAL3Tu2HMwYfi7BNPwU3XXoeuB2Vg3Z6dGHnEaHTt2tXk6H32N+zDatcSLPvkM3zx6edwLV8Kj8eDF0/yDc+4vnY+hg4bhlNOy8VZl12EAUM5MjaRscbZBiZOInPs/+lnfOdahtqPFmGJazGWff0lRqT3wR8Py8b3P+3A6e/MQVeVhqH9MzH0oIEYMnAQ7r/JjgMGDcCXWzYgvV9fDDj0EBw48CD07Nmzw82/sr8RW9atx6qly7H+29VYv+Y7fL9+PQ7vl4mzB49E7fKlyH/vRQBAv249cPTQ4cg5aixmTL8dvUeNQNd+B0Tjz0JxgomzDUycRPFDRNC4cze8a9bjI6cTX6/4Eqvddfh+82b8sGM7XjgpD0oEl7w/F0s9m5vfl57WBTNOPgcXTfwNFm1w47FF85HepSu6p6cjvWtXjBgwCHeefzGa9jXi6mcexq6f96B+3z7s2rsHO3/eg8dPPh9jevVH6dJFmPPtYgBAV5WGAb37IG/csbjtkivROMCC6s3rcOSxv8bI8Udz3dgk117ijI92EJP5/0js4yQyj1IKXfsdgAPHjcEF48a0Oi+NTWjctRsVKy7Gum++xbYtW7B9mwcezzYcax2NHpkDccCuH3FoxgA07N+Hhv37sa+hATt37EDDVg9Uelf06d4D3bulo0d6d/Q74AD07dcXWWedgcHWEbhpx2mYhiYMO2IUBo+0okt6y49HDutJfsF9nOGwxgnWOImI6BcJu+QeERFRPGLiJCIiMoCJE1zknYiIEmyRd7Owj5OIiIKxj5OIiCiKmDiJiIgMYOIkIiIygIkTHBxEREQcHKQLBwcREVEwDg4iIiKKIiZOIiIiA5g4iYiIDGDiJCIiMoCJk4iIyAAmTiIiIgOYOMF5nERExHmcunAeJxERBeM8TiIioihi4iQiIjKAiZOIiMiAlEmcSqkSpZTF7DiIiCixpUTiVEpZAeSZHQcRESW+lEicAKwAXGYHQUREia+r2QEE1AYzRcQe4nwRADeADAAQkXKD5dtExKmUKoxGvERElNpMrXEqpWwAsgFkAWjV/6iUKgHgFhGHljCzlFK6m1y1Pk1PtOIlIiIytcYpIk4AUEpNRIjECaAgqBZaBcAOwKG9ryhM0S6t7AIAbq1WawUwVSk1V0S80fodiIgotZjeVBuOUio7xGEPAJv/hYiUtlVG4HmtqTZk0tSzxBJXFyIiSnx6Pu/bE8+DgzLQupk1opqi1iRsha8GSkREFLG4rXEidNOtB/D1XRppbtWabbPaOG88OiIiSjh6Pu/bq5XGc43TC20kbYDg11HB3VGIiCihdkfRRs9aRKQw4Fg2gNrA1elDHevgfbk7ChERtZCwu6OIiAut+zQzADijfS/WOImIKOFrnNrxMgBVIuIIuK7a/zoK92WNk4iIWmivxmlq4tSaXvPxyzqyDgAVWm3Tf41/5SArAK/RlYPauT8TJxERtRDXidNs/sTpV1xczOZaIqIUNWPGDMycObP5NRNnCKxxEhFRsIQdHERERBSPmDjBUbVERJRgo2rNwqZaIiIKxqZaIiKiKGLiBJtqiYiITbW6sKmWiIiCsamWiIgoipg4iYiIDGDiBPs4iYiIfZy6sI+TiIiCsY+TiIgoipg4iYiIDGDiJCIiMoCJExwcREREHBykCwcHERFRMA4OIiIiiiImTiIiIgOYOImIiAxg4iQiIjKAiZOIiMgAJk4iIiIDmDjBeZxERMR5nLpwHicREQXjPE4iIqIoYuIkIiIygImTiIjIgK5mBxBrSqlsAG4AGQAgIm5zIyIiokSW9IODlFK1AKwAnCIyJegcBwcREVEL7Q0OSoXEmScijjDnmDiJiKiF9hKn6U21SikrgDwAmSJiD3G+CC2bWssN3sKqlLIByIav1unqYMhERJTCTK1xagnNAiAXAESkMOh8CYBqf40x+LXBe1kALBCRnIBjrHESEVELCdFUqyVES4jEuV1E+ge8tgGwi0iu9rooTJEuEXEqpfIATBQRu5Y41wSVx8RJREQtxH1TbTjaaNhgHgA2/wsRKW2nGDcAf9PsBABzoxMdERGlqrhNnPD1aXqCjnmNFCAiLqVUgVLKA2AigFZ9qAB0rU3IWikRUeLT83nfnnhOnJYQxzyAr79SRHQl0YDBRIb7RYmIiILF88pBXmgjaQMEv46q4uJiiEjIHyIiSnzhPuNFBMXFxbrKiNvBQVofZ21g52yoYx28LwcHERFRCwm7O4o23zK4OTYDgNOEcIiIiADEceLUzNWmlPjlAiiL9k24kTURESXERtZa02s+fCsHAb4BPBWBq/sErBxkBeCNYOWgtu7PploiImohIRZAMIs/cfoVFxez1klElKJmzJiBmTNnNr9m4gyBNU4iIgqWsIODiIiI4hETJzg4iIiIEmRwkNnYVEtERMHYVEtERBRFTJxgUy0REbGpVhc21RIRUTA21RIREUUREycREZEBTJxgHycREbGPUxf2cRIRUTD2cRIREUUREycREZEBTJxEREQGMHESEREZwMQJjqolIiKOqtWFo2qJiCgYR9USERFFERMnERGRAUycREREBjBxEhERGcDESUREZAATJzgdhYiIOB1FF05HISKiYJyOQkREFEVMnEnK3/xMFIzPBrWFz0f7mDiJiIgMYOIkIiIyoKvZAcSaUsoCYCoANwCIiNPciIiIKJGlQo1ztoiUA6gBUGh2MERElNiSOnEqpWwAPFqtEyIyxeSQiIgowZneVKuUsgLIA5ApIvYQ54vga2bNAACt9qhXtv99AGxKKYiIo4MhExFRCjO1xqnVCLMBZAGwhDhfAsAtIg4tYWYppfIM3sYjIl4tYc7ucNAavasMReO6SM/Fu1jHHo3yIy0jms9He9fw+TCv/EjKMPIePh/hmRl7XKwcpCVIi4gUBgtnQ18AAAdYSURBVB3fLiL9A17bANhFJFd7XRSmSJeIOJVSBQCy/DVZpZQErgTRkZWDtNprp1wXybmAlS/avbdZ9P5tzCw/0jKi+Xy0d43R5yMRng0geZ8PI+/h8xFeLJ+P9lYOMr2pNhylVHaIwx4ANv8LESltp5i5AEq08iwAXGHuFWmMnXZdLM7Fg1jHF43y4+H5aO+aSJ6BeH82gOR9Poy8h89HeGbFGLeJE76+SU/QMa+RAkTEq5Sq1Zp3rQA4OIiIiDoknhNnqz5PaIlUKWUREV1JtK3BROGq4UREROHE83QUL34ZEesX/JqIiKhTxXPi9KB1rdM/H9NQky0REVG0xG3iFBEXWvdpZgDgknlERGSauE2cmrlB8zZzAZSZFQwREZGp8zi1KSf58K0cBAAOABVabdN/jX/lICsAr8GVg4iIiKIqLhZAIKL4oC0aAgA5AEpExG1mPBRf/Ot/w1fhaVHJSSXx3lRLRJ1EawGq0Vp1KsFuEQqgrStu15JlNYDpJodkGiZOIvKz4pet92oATDAxFoozIuL2L3cK37NSbWY8ZornBRBIhxjvLkMJKNJnQtsIwb970AT4kiclmY5+ZmgDNkO+N1WwxpnAOml3GUogUXwmCsElKpNONJ4P/9aMqfxZwsFBSSDS3WUoeXXkmdAGCM3lQiPJK5LnQ9sow78GeDaAShHJ6tTA4wRrnElKz+4ylFr0PBPaB6VT+3Dks5JCdDwfBfhlQFCoJVFTBvs4k1eHd5ehpNPmM+GvRQDwaNs1ucGVulJJe58Z5QBs2heqKUjhpnwmzuQVld1lKKm090y4APQPcQ2lBj2fGf7BYyn9hYpNtcmLu8tQMD4T1BY+HzoxcSYv7i5DwfhMUFv4fOjExJmkuLsMBeMzQW3h86EfE2dy4+4yFIzPBLWFz4cOnMeZwLi7DAXjM0Ft4fMRHUycREREBrCploiIyAAmTiIiIgOYOImIiAxg4iQiIjKAiZOIiMgAJk4iIiIDmDiJiIgMYOIkSnFh9mEkojCYOInaoJQqUUrVKaVEKVWmvQ78CbUVUyT3sSilqpRS25VSVh3XZ2vXt7uCiVLKqq0GE+qeZQDcSqnKCEMnSjlcOYioHUqpAgAlItI/6Hg2gAUAJgcuWdbBewmALBFx67jWAmC7iKh2risAYBeRrKDjZQAqRcSplNoOYASADD33NkIpVYKgZd2IEhlrnET6eIIPaImgHL7kGS26k5berZ5EpDw4aWqmiohTu6a/Vl5eiOsM02q5ZVrSLAD3daQkwsRJ1DHVACx6mlfjUKhm5txoFCwibhEpFBE7Qnzp0Etrki6IRkxE0cLESdQxVsCXKMwOpKO07aRsZscRQlT6kYmipavZARAlKq2PsRDAlDDnC/BLbWsigLLABKv1kdrwS/Nsq+SrJTN/k6wFvhqhPbCZVovDn/AmAqgWEYd2zgrffoo2f1+oUsqmlePvfwSA9QCGBh2rS/QtpbS/32wANSLi/50LEv33InMxcRLpk6ElHMCXwKwAMgHkhqpt+kexBnxAO7TRuTki4tXKsvs/zLX32LRyA197/f2Q2rFQTak2f6LU7iMAlHZ/t1JqCoDt/ou18pxKqSKtKbVF3MHHEpX2pSEfwDQAudpgKC+AKlMDo4THxEmkj8efwAJqeBNDXaidLwkx2tUJYCp8A4rKEFRT1Ua3Bg74yQ54n1+oD/3gxO1WSmX7R7FqiTrsL5bMRMT/N3ZoNXxr4BcRokgwcRIZpDWTOrQkVwugf9AlNgDegBqqXwaAHK0mZEX7I2gdAGq1WmYlAGdAzTJQwvevxkKIZnFrmL8fkSFMnEQR0mqIFqWULagWk4GAGmoAf401T3t/m9NJtGbWEfBN5ygEUKaUKheRwqDrdE1LiXfaIgzBA4Ey4Bu1HKqJulDnfFcbADBpUrQwcRJ1XDZaNqe60fa8RV01xIDm1lIApVoTcKVSKq8zkoBWS3N3VmIOaFYNjsEmIqWRlKl9SXFz8QWKJk5HIeoYL4AWiwsE9IW2mtsZkAy9YdaIDaxx5QeWoSUwO8L0rcaANZFrs6GSplLKxrV5qaOYOIn0CVeDdAKY4H/hb4aFbyRnSeCF/lGyAeenhzgPtEyewSNcrQgaIBSt9XI17oBk3fw7a03SJWHeE3e0v2U+fF8+KpVSeVr8hax9UkexqZaoDdqHrRW+6Rtl8M3FDPzgnQZgtn91G//0ExFxKKW82vur4UuYbn+fXMD5Aviabi0AXNp1s5VSdgB1AGoC5nJatPc6teTmT2SzlVKztHL88ZZo9/Yf8/chToMvIQYeqwho+p0CoFApVQ2gJuD3tAIoUEpV62km1pL5dO19/nicAKo6aVRrtr/pV/s7zIZvcFXIObdERnCRdyLSrbP6VwPu16E+TqJYYI2TiIzo1D5PEXEFzW0lMh1rnESkS2fXNoniFQcHEZFerPkRgTVOIiIiQ1jjJCIiMoCJk4iIyAAmTiIiIgOYOImIiAxg4iQiIjKAiZOIiMiA/weUXBpugvbKrQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHBCAYAAADgsFtlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl4VOX5//H3E1ZlcQhqFURhYl1QERJQa63rxKVWqzYYrdoVEpeqba2JaPsDW1uadPPbajVBrdZqDcSlLqgkiK27kCBaXMAMiiCCMBlE2cnz+2POpJNhJpmZTHJmks/runLJnDlzzp3xZO65n/MsxlqLiIiIJCbH7QBERESyiRKniIhIEpQ4RUREkqDEKSIikgQlThERkST0+MRpjPEZY/KNMRXGmHy34xERkezWoxOnMcYLlFtrG4GFwDSXQxIRkSzX1+0AupK11g8UOg+9hJKniIhIyrIicTqVYxEw3FpbHuP5MsAP5AJYa6ujno/7WhERkWRkfFOtMcYH5AN5gCfG8xWA31pb6yTMPCdRtrLW1jr7FkW/XkREJBkmW6bccxKkx1pbGrW92Vo7LOKxj9B9zUJjjAfAWht0OgbNsdbmdWvgIiLSo2RFU208cXrJBgCf8+8SYDhQDgRxmnIjXp8d3xpERKTbWWtNrO1ZnTgJJcJA1LZgxL+rAZ9ThU52fkRERFKW7Ylzt3ueOInUGOOx1gaBWmd7fbyDpNJcbYxJ6HXp2C+V54wJfVHK5Kb4RN8bN4+f6jHSeX10tE+y10c2XBvQc6+PZF6j6yO+rrw+wu9BPBnfOagDuzW/xnjcIWMMxhhmzJiRlqBERCT7zJgxo8OkCdlfcQbYveps7RCU6EFS+dYyffr0btsv1ecyXVfHno7jp3qMdF4fHe2j68O946dyjGReo+sjvq6IfcaMGQklzx7dqzaBY7b55adPn95jqs5saW6R7qdrQ9rTm6+PGTNmcPPNN7c+jtc5qCckziqgLmKsZgWwMPy4g2Na6JkXSG+++KV9ujakPbo+2rwH2Zk4nSEnxYRmDoJQZ58aZ/7Z8D7hmYO8QDB65qB2jq3EKb2Org1pj66PHpA4u5KaaqU30rUh7enN10ePa6rtCqo4pTfStSHt0fXRccWZ7cNRREREupUSJz1zHKe1tld/Y5T4dG1Ie3rz9ZHoOE411dK7myRERKStjppqs30CBNcFg0E++eQTtm/f7nYoIiLiGDx4MKNHjyYnJ/0Nq6o4IyTbqzYYDPLxxx9z0EEHseeeeyZU4ouISNdqaWlh5cqVDBw4kP322y/h16lXbQI621T77rvvMmrUKAYNGpTWuEREpHO2bdtGU1MTY8eOTfq16lXbhbZv386ee+7pdhjSyzQ2NlJeXk5jY2PHO6dRbW0t5eXlBIMJTwPdKR39nt0dj2SX/v37s3Pnzi45tu5xdpKaZ6W7LVq0iGnTpuHxtF3foLKyEqB1+8SJE6mvr6esrKzd49XW1jJz5kyCwSBVVVX4fL7W56qrqykvL6ekpISKigoAAoHAbufuCvF+z7CioqJujUeyS1d+NqvipGcOR5HepaCggPz8fMrKyigpKaGkpIRAIJBQRVZUVERFRQWBQKBN0gRaE2Y4aYr0ZIkOR1Hi5H/jlpQ4JRuVl5czceLE3ZKez+drrco6En5tfX3b9d7r6+u58MIL0xOoSIabMWNGQn1elDhFslxlZSWlpaUxnysuLk74OCUlJVRVVbXZ5vf71QwqEkX3OEXSLBgMUl9fz8KFCykuLiYQCOD3+/F6veTm5hIIBGhsbKSoqAiv19upc/n9foC4x4muOOvr62lsbMTr9bJw4cI2TbClpaXk5eW1+T1yc3M7FV9YeXk59fX1BIPBNvdgoxN1PMFgkNmzZ+P1egkGg/j9/g7v3Yp0FVWcImm2aNEiioqKqK4OrW7n8/nw+XyUlpbi9Xrx+Xx4PB5qaztcMjZhgUCgw338fj8VFRWUlZVRVFTE8OHDW2OEUPLNz89v3VZfX59wU2976uvrKS0tpaGhgfLychoaGmhoaEg4aUKok1K4OTodXzhEOkOJE3UOkvTy+Xz4/X4mTpxIfn4+QGuFGa62GhoaWp/rjHACCVeeYbW1tZSWlmKMoby8vHWbx+OhsbGxdYhHQ0NDm9eVlpa2JrREknEifD5fa5xNTU0pHaOoqIjJkydTWFhIZWVlWhK6SDR1DkqCOgdJutXX11NYWNj6uK6urs3j+vr63TrzpKqsrIw5c+a02RbuKQswbdo0ADZs2NBaVYZ74EZXfRdeeCGNjY3U19czceLEtMQX1tjYyPDhw1N6bW5uLk1NTVRUVNDU1MTkyZPTGpsIqHOQiKvq6uraJMbIRNnY2IjP52u9F+r3+6msrGzTbBrdu7U9FRUVLFq0aLfXLFq0qM3j4uLi3SYTiH7s8XgoKiqivLw8oYo4utJtT01NTcpfFsLjTPPz85Nq4hXpCuocJNIFwh/y0f+GUHLyeDxt7iGWlZVRUFBASUlJStVeQ0MDlZWVNDY24vF4Wjv11NXVtTYP5+fnU15eTmVlJfn5+QSDwZiJrLS0NOFZicrLy/F6vQmN82xsbEx5POjw4cOZPXs2ubm5eDyeuL2IRbqDEqdIF6irq2v9t8fjadOUGi/RTJw4kerq6tbOQ8lKpJdpuKNSZ/cJmzNnTsLVceR7kiz1oJVMoqZakQxRWFhIU1NT1vUY1Vyx0tsocYpkkO6euL2z0tnJSSRbKHGKZIDa2trW4SodVXATJ05k5syZSXUgSofq6moWLlzYZlKEVJuVE9HR7xkrHpHuoPU4IyS7kPWbb77JuHHj0h2W9DLRPW5ramooLi5OyzhPkd4s2c9oLWSdgM4uZK3EKSKSuVL9jNZC1iIiImmkxCkiIpIEJU4REZEk9PgJEIwxJc4/C4AKa23ic4SJiIhE6dEVpzEmH1hkra0G5gCa5FJERDqlRydOwAuEJ7VcBKR3uQcREel1siJxGmO8xpgyY0zMGaKd54qMMSURTbNYa2utteHEOZFQ8pQ08Pv9FBYWUlBQQG1tLdXV1VRWVrYZrN7Y2MjkyZMpKCho3V5dXc2wYcMoLy/v0qna/H5/67lra2upra2lsrKSvLy8LjtnOmRr3Jmivr4+5nvl9/spKCiIOTOTruWuka1xJyS8FmWm/gA+oIhQM2tVjOcrgKJ4jyO2zwE8Udts6C1IzZIlS1J+bU8wZ84cW1JS0mZbSUmJraura31cVVW12z5er9c2NzcnfJ6qqipbV1dn58yZEzeO8Hk6OnddXZ1tamqKe5zweRoaGqy11jY3N9uysrKEYw1rbm62FRUVtqqqKu4+sc6XStzxjh3rPQkfv733M9v5fL6Y28vKytq8z5F0LceXzddyqp/REbkhZl7K+M5B1tp6AGPMJCDW3F4l1tryiMd1QDlQG97gVKFTrbWajbqLlZeXt05Wng6TJ09m1qxZeDweCgsLW5fhCmtsbMTr9bZuHzZsGM3NzTGPFV5GK1bVEQwGqaura13rsbCwkLq6Ovx+P9XV1dTWhi6nQCDAtGnTOlytI3otzETPl2zc1dXVlJSUtNnW3nvS0fsp/6NrOUTX8u6yoqk2HqfzT7QAoSo1vI8PqLfWBp1/9wr19fUMGzaMxsZG6uvrd1u/MPwHVFlZSTAYpLa2tnX/8vJyCgoKWrcXFhYm3BTl9XoJBAJpabqK/OPy+/0x/xgDgUCbhY1zc3Pj/lGGF12ONZXd7Nmz2zQheTye1uM0NzfT1NREU1MTs2bNSnj5rvbmcG3vfMnEHet9jveeJPJ+ZpPa2lrq6+tb/xtvn/DzySy6DbqWw3Qt7y7jK84O5BJKlJFa330nsc4BAs4USn5gt7+w8PRK7bEJTMtnd26BTR90uF+nDRmN6btHu7v4fL7WxZB9Ph91dXWtc6I2NjbS1NRESUkJwWCQ8vJyqqqqqKqqal0rsqCgAI/Hg8/nIz8/P6mJvHNzc/H7/a1/HH6/v/VbLoT+GBIR/qYb/vAqLy/fbR3L6LUjA4FAmz/K8Lnr6uraXRw6GAy2+R1zc3MJBAJtjl1bW5u2lUDinS/ZuGOJ955UV1e3Po73fnbk448/Zs2aNW22eTwe8vLy2LlzJ0uWLNntNUcddRT9+/fH7/fvVkHtt99+jBw5kk2bNrFs2TL2339/RowY0WEcjY2N+P3+1g/+0tJSJk6c2OY9bWxsZOHCha2/Y+SaqInStdyxbLuWE/m870i2J85Yn+YBAGOMx1rbCAzrtmg2fYCdf1mXn8acdj8MOzyhfcNrOw4fPrx1W01NDcOHD2/91hb+o548eTL19fV4vV68Xi/BYJBFixYl/QcWCATarCkZ2dQCoSawRIS/gYaPVV5ejt/vj7teZXl5OfPnz2+zLXzu/Pz81uO1d4xY5w//OxAIdNlKINHn60zckSLfk2Tfz1iqq6vbTIINcP755/PII48QDAZjfjCuXr2aESNGMG3aNGbPnt3muRtvvJFf//rXvPHGG5x44okJL7RQVVXF5MmTWx/n5eVRX1/f5jqrqalh0qRJrY9T+X+nazk12XAtd0a2J84goaozUsprDCW7OspuhowOJbWuNmR0wrvG+uMIBoMUFha2fpttaGgAQt/uysvLKS0tpbS0lNmzZyd9IQaDQXJzc9PyR+n1etmwYUPrY4/HE/ePo7a2tt0VRSJf4/f7qaioaP1WXFFRsdtyXtEfmDNnzqS4uLjTv1NYR+eLF3dubm7rt21gtyaqoqKi1tdEvyfJvJ/xlJSUcM455+z2u4T/G+t+2N577w2E3sPopsH99tsPgPHjx7No0SL233//hGOJlmj1lyhdy4nJtmu5vdbD6NVR4sn2xBlg96rTA5BMR6BEmmETYfrukXAl6KbJkyfT2NjYZimr/Px8vF5v6z0In89HYWFh0k15M2fOTPo18fh8Pmpqalof+/3+mBVNrPjj/QH5/X6CwWCb+yYAF154YZvqIRgMtvnginWfuDM6Ol+8uD0ez27JJ9Z9qnj/TxN5P9szYsSIuE2pffv2paCgIO5r2/tQGzJkSLuvjRZ9DS9cuJBZs2a12ae4uJiamprWCjHZe5W6lhOTrddyLDNmzGDGjBkdNudmdeK01jYaY6L/GnKJcR+ztwnfA6qsrKSoqIi6ujqampqYOHEiPp8Pv9/f2qEiciHg4uLi1gvQ6/XG/QPw+/3U1NS03r8I32uYNGlS6wdV+KZ9+Fw+n4/q6moCgQAzZ85k2rRpeDweCgoKmDNnzm4fEB6Ph+Li4tZvpeH9AQoKCpg/fz5+v5/TTjut9XcIBAI0Nzfj9/uZM2cOgUCg9Z6U3++nqqoq5r2ucM+88HsSqwkuOr54cUPow6murq61agm/J+G4450v2bhjaWxsjPmeAHHfz2wTeQ0Hg0FKS0tbO6WEe4+WlJSwaNEi6uvrW++7zZw5c7f3UdeyruWkxRunkmk/hMZnxhrHWUUC4zjjHNNG/kyfPj2psT69fRxnOsUbX5fp3I67vbF14g63r4lUuR13V1zLyX5GT58+vU1OsHFyR8YvZO30jC0mNAkChMZn1thQx5/wPmWEesx6gaANzU2byLG1kHUGCN/vyLbqJ1vjlq6TrddEtsbdkV67kLW1ttFaW26tzXN+yiOTprNPpQ1Nr1eZaNKMZIzBGNO5jkGSMr/fn5V/sNkat3SdbL0msjXudEvk/iaQ+RVnV1LFKSLSc/XailNERCSTKHGiploREVFTbULS0VR75JFHkpOj7x8iIpnEWstbb72lptpMM3jwYFauXMm2bdvSNomCiIh0jrWWTz/9lD32aH9O71Sp4oyQ7JR7LS0trFu3jkAgwM6dO9MdnoiIpGiPPfZg9OjR9OvXL+HXRE+5F6/iVOIkfVPuiYhI9lNTrYiISBopcYqIiCRBiRMNRxEREQ1HSYjucYqISDTd4xQREUkjJU4REZEkKHGKiIgkQYlTREQkCUqcqFetiIioV21C1KtWRESiqVetiIhIGilxioiIJEGJU0REJAlKnCIiIklQ4hQREUmCEicajiIiIhqOkhANRxERkWgajiIiIpJGSpwiIiJJUOIUERFJghKniIhIEpQ4RUREkqDEKSIikgQlThERkST0dTuAVBljvEARMNxaWx7j+TLAD+QCWGuruzdCERHpibKy4jTG+IB8IA/wxHi+AvBba2udhJlnjCnq5jBFRKQHysrEaa2tt9bWAsE4u5Q4z4fVAaVdH5mIiPR0WdtUG48xJj/G5gDga+c1HR5X0/KJiGS/RD7vO5KVFWcHcgklykjxKlMREZGk9LiKkxj3PHESqTHGY63dLYmqmhQR6R0S+bzvqCrtiRVnEKcnbYTox21oWTEREekVy4o5vWc91trSiG35QEPkcjCxtjnbtayYiIi00euWFbPWNrL7Pc1coD7ea1RxiohIr604ne1VQF14SIqz38KoISqqOEVEZDc9suI0xuQ7ybAI8BljKiKHoTiJ1GuMKXJmEGqKTppRx1PFKSLSy/WKirOzVHGKiEi0HllxioiIuEWJEzXVioiImmoToqZaERGJpqZaERGRNFLiFBERSYISJ7rHKSIiuseZEN3jFBGRaLrHKSIikkZKnCIiIklQ4kT3OEVERPc4E6J7nCIiEk33OEVERNJIiVNERCQJSpwiIiJJUOJEnYNERESdgxKizkEiIhJNnYNERETSSIlTREQkCUqcIiIiSVDiFBERSYISp4iISBKUONFwFBER0XCUhGg4ioiIRNNwFBERkTRS4hQREUmCEqeIiEgSlDhFRESSoMQpIiKSBCVOERGRJChxioiIJKGv2wF0FWOMFygChltry92OR0REeoYemTiNMT7AA+S5HYuIiPQsPTJxWmvrAYwxkwglUBERkbTokYkzWYnMTahp+URE0sNay6r3XuP1F55lw7rVTD3/GKCFex55iZUfbyD8cWuxnH3SURxz5EEsee8jap9djKUl9FwLfGn4EK659GTA8ss75vLFlu2txwcoLTqevFF788xLb1P3ynsANDY0YoGRuf049pBBbN3ewtzGz5KKX4lTRES6xdbNn3HHLVdQdf/jvLfqcwD69TV8d2wT/fr25bEnFrNo+cbWYsYA3j0+4pghB7Bi8Vruf+xtZ3vo+UMOGMQ1J4WS5b+efZmNm3diCC/cARccvYu8vsNZ9ub7zF2wAoAdO0L7H7h3f3zjhtL8+U7umr+h9XyJ6NGTvBtjKgCPtbY0zvOa5F1EpBvY4HLWPvNjxpXO49RjD+G88ydzQuG32H/M4fTpk1k1nCZ5T4CWFRMR6ToL593HZ3MvY9/hQ3l/6SIemreUi66YwQEHH5VRSVPLiqGKU0TEbW+9/ATHn3YeU845kj8++Cqm7x5uh9QhVZwJUMUpIpJ+61cv55sXFHPQfkO4uaou45OmKk5UcYqIuKWlZSdnHjuahvfW8forL5B3xLFuh5SwjirOzGlcTiNjTD5QTGjmoHACrbHWNroamIhIL1H/9/9H3aLVPPmPP2ZV0kxEj2yqtdY2WmvLrbV5zk95e0lTTbUiIuljv1iNb6//8Pr9V3D2JT9xO5yEqak2AWqqFRFJv9eqi5k44jNyzpiD6TfY7XCSps5BCVDFKSKSHs8/8leOK51NXfDErEuaqjgToIpTRCR9du3awXFj96PFGl5/Zy19+vRxO6SU9MrOQSIi0v1qbp/GomUB6h+pztqkmQhVnKjiFBHprJ07tnHEmOGMGbUPz7yywu1wOkX3OBOge5wiIp2z3f8UFxwzhBm//K3boaRM9zgToIpTRKTzrG3BziuGQfuTc8Kf3Q6n01RxiohIl6p/6PfMvO9ldh38HbdD6RaqOFHFKSLSGadO2J9NW3by+jvrEmrqzHSqOBOge5wiIql566XHWfDGJ1xz5Q+zPmnqHmcCVHGKiHRO6QUTeWzBW3z4cYCBewxyO5y06JKK0xgzOh37iIhI9mpe+wH/mLuYkovP6DFJMxGpNtXGXKYrhX1ERCRLDdmwgAd+cjBXlFW4HUq3Sqmp1hjTArT3QgNYa21GTx2hploRkdRYa7HzisBzKDnH/sbtcNKqqzoHVQO5HfzMSvHY3U6dg0REktP43EOc/4v5rBt0gtuhpE2Xdg4yxkyw1i7u7D5uU8UpIpKaKycfw6Pz32Tl2o306zfA7XDSqksqzkQSYqYnTRERSc3mTRv459ONXHb+ST0uaSZCvWpFRCQpj99XSfCLXXz/ymluh+IK9aoVEZGk/LNmDgWHDOfwgpPdDsUV6lWL7nGKiCTKbmtm5b2nsHafCznmghvdDqdLdNVC1tVAeXvnBbJ3bRkREYlt1XxGDe/PgV/vvY2K6lWLKk4RkUT98OxDOe7IEUytWOB2KF2mq8ZxDkvTPhlB4zhFRDq29oP/cu/Ty9gx5DC3Q+kSXT2O81ngTmBjnF08QKm19oykD96NVHGKiCRu1q9LKP3FLNasfJ8vHZDndjhdpqOKM9XEGQACQNDZNAZYEbGLBxijzkEiIj3H2V85iM++2MELb37sdihdqqs6B8201v4u4iRTrbVtptgzxlyf4rFFRCTDbNqwivkNH/Gr6y51OxTXpZQ4I5NmeFMC+4iISJYaGHidJ6Z9mbHfKXM7FNela+ag3cpZzRwkItJz9Fn3Aqed/FVG5h3pdiiuS9fMQbFuEvbeQT4iIj3I9s1Biq+/n0UbDnI7lIyQauIsN8bsCv8A1ZGPnZmFVM+LiPQA/3nibmpf2YDZJ9/tUDJCVs0cZIwpA/yE1vvEWlvdwf5eoAgYbq1tL14REYnjsUdqGTl8IBNP/IbboWSEVBNnhbU23hhOAIwxFSkeu73jLbTW1oYfG2OKwo9j7O8jNCym5w42EhHpYi0tLTy+4A3OPW1CQpMD9AZJN9UaY0Zba1d0tF8i+ySpJCpJ1tHOfVRrbb2zfzDePmGbN29OQ3giIj3PWy8/yUefbuWcb052O5SMkVTiNMbcCTQZY34WsW0vY8z4tEfW9ryxGtYDgC8dxx+xz5DWaffi/YiI9EYj+nzA7aVeTjr3+26HkhYdfdYn8nmfbMXZAEwEHg5vcJpsjTFmZpLHSkYuoUQZqcNKMlF/+N4oDty7P5Py9qRPqt2lRER6oOFb3+Tyy85lz8Eet0PJGKmkiaboZlhr7WJr7TRjzJQ0xRUt1v+xAIAxptP/N39w82Msnz2FF245jO1Pncfll5zJiSd+jbq6OlpaWjQln4j0SpsCH/OzPz7Jhzu/7HYoaWOt7fCnI0klTmdavWnGmBpjzPmpBp6CIE5P2gjRj1OWs88EBpz6V+778Gsw1MsZI5ezafUSCgsL+cpxx/Hkk08qeYpIr7Pgsbv405Nr2Tr0KLdD6RZdsjqKM/9ssfMwn9DEB/VAo7PNY629IrlQEzpvPtAQOeFurG1xXlvhxLVbR6J4k7zb4DJa3rmbp594hF8/8imvvreRxYteY3zBMen4dUREssKVRZOY++LbrFjzea/q65H29TittROdnxzgDGAxMBnwdkXSdM7ZyO73NHMJJe1Oi16P03gOoc9XKjj7hnm8eN/VLKw8gnEf30TLu/dy6bcv4qGHHmLXrl3pOLWISEZqadnFMy8u5Yyvje81STPRijPZxNkmeTlDPm6w1h5MaPagU5M8XjJmG2OKIh4XAlXhB8YYb9TzCQu3a0cvZG2GjqHPsb+i4IpnYP8TCb7+F9a+U8fFF1/MkUeM5YEHHlACFZEe6f3F81mxdgtnnn2e26F0mxkzZqT/HidQb4yZaYwZGuO5hYA3yeMlzGlq9RpjipwZhJqixnUWETGu0xiT7zTTFgE+Z8KElOaLMoMPIGfiLxj2rcd59q6f8uKvD+fAPddz6aWXcvxXjtP9TxHpcfpvXMqPv7E/p37ze26HknFSXch6KlBnrf3AeXw9cANQba2dltYIu1D4HmfY9OnTd6s6Y7FfrMG+9zdee/ZB/Ost357yE4J7n8njc+dzySWX0LdvqhMyiYhkhpYXrga7i5wT/+p2KN1mxowZ3Hzzza2P493jTClxxjyQMd8C6juaii+TxOsclCi7+RPsu/fCB//iwRc3ctmf3sHrHcNNN/2cyy67jH79+qUzXBGRbrFty+f87adHc8Fl17Lv8de4HU63S3vnoHistQ9nU9JMB7PnfuTk34A581G+fdl3eb3ySI7Y+zN++MMfcughh/DEE0+4HaKISNIWzq/hijv9+L/Y1+1QMlLMxGmM+W0Xd/TJKNG9apN+/Z77kTOhnIlX1fPYnWUs+t04jt7vc+zKZ7DbP2Pt2rVs3749vUGLiHSR5555jCF79KHg5O4cru++To3jNMaMIdTRxkeo00+VtfaNdAfpts421cZjt3yKfe8+8D8KOX355v81s6SpmWnTbuQHP/gBAwYMSOv5RETS6ZTx+zNo8CCefPF9t0NxRUpNtdbaFc4wk4mE1t683Biz0OlRO7qLYu0xzB77kDP+Z5iz/gWjz+XX38zhuAO3cdVVV5GX5+W2225j69atbocpIrKbzRvX8fLStZx68gluh5KxOrzH6cxDe7m1dhKhCQcqjTHPGmOmxBmWknU621Qb97h77E3O+Os46vJ6Hrp9Gkv+dDQnjNnBz677CZ+sXAakv9oVEemMDcue5/Sjh1J47qVuh9LtumTKvTYvDPWiLSU07V6VtfaRlA7koq5qqo3Hbt2AXfYPPm18kH326s+2UedzylUP8u1LvkNJSQkDBw7sljhEROJpWVwBn7xMzln/cjsU13RZr1qnF+3pwIXAcGPMPGfy917TqShZZuBwcsZdy74XPQ15k/n87dnkDVzJj3/8Y758cB533nmnOhGJiKsWvfgsW/fq0iWWs17axnFCa6eiIkITwWd8p6Lurjij2W3N2Pfu551/38vNNR8x56X1nHzS11jw/H9ciUdEereNa/0MH5HHn395FVfedJvb4bim28ZxOidZYa39XUSnoouMMTXpPEdX6Kp7nB2ed8AwcsZdw9ipdTx0+4288cejufHUIPbtalYsX8rf//53du7c2a0xiUjv9cLc+9nVAqee0/vub0I33OPsCdyuOKPZLeux790L/of5y9Mb+PFdyznky19m+ox6yaaEAAAgAElEQVQZFBcX06dPH7dDFJEe7KeXfJWaZxtZ9enmXrMiSixdUnEmMiRFw1aSF+qF+zPMmY9x9ZU/5JWZRzBmyAYuueQSxo07ihdffNHtEEWkB1vw6n855djDe3XSTESqTbW7LQqd4j4Sg9nzS+RMKOfYq+uYW/1T/nPL4ezfby17rn8eu3Mr69aty5gqWUR6hq2BFWzbtp1TTz3N7VAyXqqro7QQGoYSdxfAWmszum0x05pq47Gfr8K+ezd8OBfbfy8mli+jz57D+eUvf8VZZ52lb4ci0mn2g8exi34J36gjZ+Awt8NxVVd1DqoGcjv4mZXisSVKaD3Q6ZjT58C+x1A5eSD9v/Bz9tlnc/xXvkJdXV3GJ38RyWybPngJ9jqk1yfNRKSaOKustRvb+QkCVekMtCu51as2WWbIgfQ59hZ81z3NC3+7nKdu/DI7A+9SPPkCPt/UqxamEZE0stZyzGW3c+NDa90OxVXqVZuAbGmqjcdufJ+WpdX4G58mL89LYL/J/OD/1VB+ww189atfdTs8EckSq5e9zgGHHss/bvs5l1z1K7fDcZ161fZgZq+D6XN8JQdf+jDsdTCrnvsN/rf+zQknnMCZZ57B66+/7naIIpIFnp/7IACnnPNdlyPJDupV2wMYzyHkHP8Hjv7Bw7zx9+/zwI/H8MHSlzn22GO54YYb3A5PRDLcggXPc+iooYw48GC3Q8kK6lVL9jbVxmM3/Jedb93Bgw/PZfTo0ZxYfBNLg1+ipcUybtw4t8MTkQxirWXcmCF89Zjx3DlbY8Wh46baVBPnnUB5e7sAv7XWXp70wbtRT02cYXb9G9ilVfDpQr5XtYH76z9g8uTJzJgxg7Fjx7odnohkALvxfbbOvZAvjv4Ne4890+1wMkJXJc4J1trFnd3HbT09cYbZdYvYtuSv/K12Pr95dD2r12/h4osv5re//S2jRo1yOzwRcZF9/yHskj9hvvk8pu8eboeTEbpqHGciA32yZjBQtgxHSZXZdyIDfHdz+S9ns+zvRfzf9w/glecex6xfjLWWrVu3uh2iiLjk2hsrufaBz5U06eLhKMaYZ4E7gXiDBz1AqbX2jKQP3o16S8UZyVoLa19h11t3kLPxHbYMPoIjSuooPONsfv7zn3PQQQe5HaKIdBNrdzHmS4P5RuFx3PbAArfDyRgdVZx9UzzuJCAPCDqPxwArIp73ONskwxhjYL/j6fOlr8CaFzFv3M6VJ+VQOft+7rvvXqZMmcpNN93EyJEj3Q5VRLrYiiUL+PDTrZziO8vtULJKqhXn9dba30U8nmqtndXePpmoN1ac0ay18PHzfLboNm6reZU/PLmBkQeM4s2lyzQHrkgPd/dvpjL153ex7pPV7L3vCLfDyRhd0jkoxkmmWGvv6vSBupkS5/9Y2wKrnyP4+m184F/G0cf5eH/AmVTXPEdZWRn77ruv2yGKSJpdesZh/LdpPW+8v97tUDJKd80ctNvBNXNQdjEmB3OAD8/5DzP+wj/A56t446GrufOvf8brHcO0adPYsGGD22GKSJrYlp3cfMFQ7rhlqtuhZJ10zRwUq2TLiJmDjDElzk+VMcbrdjyZzpg+mAPPwpw+m8lX30rTPadyxWlD+L8//Z4xYw5i9uzZbocoIunQ/A5jhrdwnO8ityPJOumaOcjEeuz2zEHGmHxCgTQaY3xAubW2MOJ5NdV2wLbshA+eYM3Lt1P50Fv84NvnctQ5N/H2yi8YNWoUQ4cOdTtEEUnBo7ddzUv1j1L58Apy+vRzO5yM0qtnDjLGFAGF1tpSY4wHWGGtHRbxvBJnguyu7fDBv7Dv3IPdsp5j/t9qPli7hevLyvnRj37E4MGD3Q5RRJJw0Wlf5v3Vn7Ho3d69lFgsXZU4x1hrV3R2H2c/L1AEDLfW7paMjTFlgJ/Q4thYa6uTDjh0HFWcaWB3bQP/I3z4wh3MfOhd7nluAx6Ph+vLyrn66qvZYw8NohbJdC07tzFinyFcesFp/P7up90OJ+OkvXOQMWZ0IgkxwaTpA/IJjQn1xHi+AvBba2udhJnnVJGpKAUmp/hacZg+AzBfvpiDvjOPO//yB9694zjOHd+HW393C7s+XwNAS0uLy1GKSHvefe1J1gZ3cMrp33Q7lKyUVMXpNNFOJVS5/d7Zthcwxlr7RspBhBKkx1pbGrW9OapptU3V6FSjsTRaa+sjXlcCzLbWBiN3UsXZeXbHF9A0my/evJc9+25nned0vjrl7/zo6mu4/PLLVYGKZKDbf/Ftrv3NPwk0NzN06G41S6+X1qZaY8xUYBEQjKwojTETgAuttdNSDHK3xOl07JkflTjzgYZ4v0ycY/sIVa1+Y4wvKqEm/MsrubbP7vgclv+Tj1+9m5v+4ef+f69n3333pbz8BkpLS5VARTLIouoLeOntZq69tfdNs5fMxC7pHMfZFN0Ma61dbK2dZoyZksLx4skFAlHbgrF2jMdJtHOAOmNME+13aJJOMP0GY8ZOZcSl87jnzzfz9l8K8B3awnXX/ZRLv32h2+GJiMPu3Er+8I+55qoSt0PJWknNVWutnWWMmel06HnIWvtoF8UFMe554iRSY4wnutk1FmttIwms0qJqMn1M/6GYI6/gkC9fzH0n/J0b/3Mf23asouXN/+PVwKEsXtrElClTGDBggNuhivRKKxqf5uln1vCdYw9niNvBuCCRz/uOqtKkKk5jzPVAIaHOPA8bY3YZY551kulMoCCZ43UgiNOTNkL047To6cuKucEM8JAz7hoOmzqfcb4p4H+Yf99dytVXX83BeV7uuOMOtm3b5naYIr3Oo3Pu56f3foTx5LkdSsbpkmXFYkzu7gN8hIaTNFhri1OItb17nG3uZ6Zyj7OD86pzUDex24LY5f/k7QV386uaD5jzcoADRo7goZrZHH/88W6HJ9JrFE4cic3pR/3rH7gdSsZK93CUNs2j1tp6a+0N1tqDgWpjzKkpRRmD08wa3RybC9TH2L1TVHF2PTPAQ86RV3BE6XP8s+rXvHFrASeM2caYzXOxmz9hyZIlqkBFutjnwXX8Z8kazjztJLdDyUhdVXGOAUqAmdbaz6KeG0qoZ23Sq6S0MxylCqiz1tZG7Lcw/LizVHG6x27fBO/XYJc/yI5tXzDmqnfI6T+YG6bdyJQpUxg4cKDbIYr0OE/dX8k3vlPOW689y5HHnO52OBkrrRWntXaFM+SkOHL1E+fe5wpC9z6TCS7fSYZFgM8YUxGeX9Y5XyngNcYUOWM2m9KVNKPiUMXZzUz/IZixUzBff5z+R5Uyb/pYTvRu59prr8E7ZjS33norO3bscDtMkR5l8LblfMc3irETfW6HkpG6pOJs90DGfAuot9ZuTMsBu4EqzswRmkhhDu8+V8XM2ct5Y3VfGhe9Rt+9DmLHjh3066dJqEU6w1qLnXs2jDyVnPE/czucjNYtC1lHnOwCa+0jaTtgF1PizDx252ZoepitS+9jgN3E2zsn4rtmDj+97mdceeWVmkxeJEVr3nuR/z74A06aeg/9DzjB7XAyWpcsZB3jJFOMMcsJTTaQddRUmzlM3z0xh17GwHOfxBx1DUO3/JdvHGW56cZpjD7oQGbOnMmmTZvcDlMk6zx4z5/5xm/eZ8ugw9wOJWN1S1OtM1NQBaHJCmYBU91egzMZqjgzn921FfyPseI/d1BR8w5/W7CB715SxKx7a9wOTSSrfO2oLzF48CCefsXvdigZr6uWFfsZMI3QrDyVwExCa3BuUOKUrmB3bYMVj7HyxSrslvUcOO40Hlk+ijf9Qa655hr23ntvt0MUyVhrV77L/qMP585fX0nJtNvdDifjpa2p1hgz1JkhaBdwI6GFqnOccZwbgazNPmqqzXymzwDMwcUc+J1nOeisW2DTh6x47o/8vnImBx04ip/85CesXr3a7TBFMtLj//g/AM799tUuR5LZ0tZU64zPnAaUARsJjeH8XYz99gICqjilO1i7C1Y9x9pX7uDPD73C7fM2sGW75emnn+a009TVXiTSPTeczPzGj3lg3jK3Q8kKKTfVOuM0ywktAB0ktA7mrHZOpMQp3c5aC5+8RHDhndxV+zxXTD6OQUdP4e8LPmHChHzGjRvndogirrJb12OfPAuTfyPGe77b4WSFziTOecBEoCyR2YCUOMVN1lr4tAH77j3sXPMa4362jPdWfc43zv460268SfPhSq+15Mnf4Vn9AAd+73nMAC1anYhOdQ4yxpwG5ANzrLUfdHAiJU7JCDbwX7a9dRcPzn6MysfX896qLzjpxBN4au4zDBo0yO3wRLrVKRNGYEwOzzWucjuUrNGpzkHW2vnO/cw8Y8zPjDHj0x+i+9Q5qGcxuUcy8KRb+f5v6nlr9o+Z/bODOXKwnz2a7qZl8zqefPJJTecnvcKH7y7k+TfWcEmxmmgT0VWTvE8ATiM0td4bUc+p4pSMZDd/gl3+EKx4hMblzUwq+y8HHjCCH//0Z0yZMoUhQ3rjcr7SG/zmx+fxqzue4JOPV7HX8P3dDidrdNU4zgmE1uFssNY+52xT4pSMZrdvAv/DNDxTxR8fXsbsV5oZPGgQ15fdwE033eR2eCJp1bJrB0eOGcZRh42hZt5bboeTVbpkyj1r7WKnCXeFMeb6dK7DKdJVTP8hmMO+R8HV/+aBv9/D8nvO5Ptf25OW92uxq+YTDAZYunSp22GKpMWmpuc4ZL9+/LBUYzfTLS2TvDvrdBYBFdbatMx/2x1UcfZu1rbAmhexy+6H9Yu5tW4b11X/l7POPJ3ry27g5JNPTuh+h0gmann5OvjiY4zvQV3HSeqWSd6ddTp/R2gKvqyjzkG9kzE5mBEnknPyLMwpf+OKb5/O3VeOYeXSFzn11FOZmH808+bNcztMkaStfPd1/vWvx2k56DwlzSR0+3qc2UgVp0SzX6yh5f0annn4bm7910pKLzqZb02Zgf+zoQwaNIj99tvP7RBFOnT9d0+kuvZlVq3+hCEezeOcrG5djzPbKHFKPHbnZvjwKezyf8LnK7n49vU8+tJqLiou5tof/4SCggK3QxSJKbCmCe/Bh/L9olP40311boeTlZQ426HEKR2xtgU+eZkNDX/j7ppnuf2ZDXy0fivHH3cMt99RxfjxPXJos2Sxn5eexR/unUfTsrcZcdChboeTlZQ426HEKcmwG5vY8e4DPFb7ALfPXcPffvN9xpwwldff/4KDDz6Y4cOHux2i9HLrVy9nzMGHM3XyCfzx78+7HU7WUuJshxKnpMJuC8KKR7H+h7FfrGHsT5ez8tNtXHTRRVx51Y+YNGmS2yFKL/XZizP4y5338cPfPMt+Bx7idjhZS4mzHUqc0hnW7oI1L/LJwr8z65/PMKt+A6s2bKNgwlE8+q+nGDVqlNshSi/SsrEJ6r+NOfIqzKHfcTucrNYtw1GynYajSCqM6YMZcRL7f/NufnHXqzQ9+2sevuFIDhm0mi+9PxP78fPcffddvPfee26HKj1cS0sLReeezl/nb4aDi90OJ2tpOEoCVHFKutmdW2HVPGzTHDZ/spS8Hy1lXXA7p578Na780bWce+659OvXz+0wpYd5pOomvnX5b6id9Uu+NeUXboeT9dRU2w4lTulKNvBfNi/9J3PmzObOZ9bw2vIvGDXiS7yz7H0GDRrsdnjSQ6xd+Q5HHz2eCYcfwNyX3teEB2mgxNkOJU7pDnZbED58ioZ5f+OVxcu46ltH0zLqHH7w23rOL7qYb3zjG6pCJSUtLbv45olf5pU3V/Hmm0sYMfpwt0PqEXSPU8RlZoAHc8glFFxVx48qHod9Cvj41WrefvUpLrjgAkaN/BJlZdezfPlyt0OVLPP54io+D37KrFtnKGl2I1WcqOKU7me3b4KPnqGx7m7ueayRB15sxrPXUPzvLSFn8AHs2LFDVai0q2Xt6/DCj7CHXEafcVoBJZ16fVOtMcYHBIBioMZa2xjxnBKnuMpaC83v8MU7NTQtepKjRho+Yiz5Ux/joou/zZSppUyYMMHtMCXDNC1ZwOQLzuW+X5zFkd95EJPT1+2QepRenTiNMV6gylpbaIwpAoqttZMjnlfilIxhd26Gj+axpuGf3PqPf3Pf8wHWbdzBhKMOY+oV13DFFVe4HaJkgNVNb3LiCV8BY3h10X/ZZ8Rot0PqcXp14oxkjCkDsNZWRmxT4pSMZDd9wPb3H+fJ2vu499km9hg0mJo7Z7BjxBk89dwivv71rzNgwAC3w5Rutm7l25x64nE0b9rOCy/8B+/YY9wOqUfK+MTpVIVFwHBrbXmM58sAP5ALYK2tTuEcRcCk6OMrcUqms3YXrFvErhVPkLNmAc+9sZ7CXy4j1zOE4osu5rvf+wHHHHOMhiD0Ajs/W8WkCUeyesMWFtTP5YiJp7kdUo+V0YnTuf/oAQoBrLWlUc9XAAuttbWxHid5rt1eq8Qp2cTu+BxW1fPmgvv5x79e4oEXmlnTvJ2zfcfzxLP/1n2uHswGlmJf+ilzG5s5+JxKDss/2e2QerSMTpytQYSSmidG4my21g6LeOwDyq21hc7jsjiHbLTW1htjPADW2qAxJh+YY63NizieEqdkJfv5KnY0Pc78J/7Bls/Wcd7XvLzfMp6SygUUX/oDioqK2GeffdwOU9Lgkbt+yb8fu5M//thHzgl/wgzUKjxdLWsTp5Po5kclznygId4vE+O4ZThNwE6TcEPU8RL+5TPhfRKJFuqVuxS78lkWP19L+T1LWbB0E8bkUHjKCXxvypUUF2vu0my0Y/sWfnn1edxSPY/zTvoyD81dxIA9h7odVtZL5rZGNk6AkEtoGEmkYJLHqAYWhitVYHIH+4tkFWMMJvdIcsZfR/61L1JXV8dHT13HH78/hs8+auCxqjLsu/ey+dPlzJkzh82bN7sdsiRg2Rv/4aQJB/HrWfO4+erzqZ3/tpJmBsnkirMIqIhqWvUAzcAwa22ySTTWedVUKz2S3bUNPnmJHf659P30ZeYtXs9Ztyxn8J4DOOfrp3NB8Xc488wzGTxYc+ZmEtuyE5b/kx/9pIynF3/GfXfdwdfO1hJh3S2bp9wL4vSkjRD9OC20rJj0NKbPAMzIU+n/td9jzqnjjJLbePuhKVx3zr689VodkydPpvCEcdjgclpaWmhubnY75F7vpafvZ870k7Fv/ZmZN13JG0vfV9LsZlm1rFg79zjb3M9M9h5nAudVxSm9it25Fda+wrKX5/Bp08scf3Bf3t7gYfxVCzj5+ImcX3wp55//LUaMGOF2qL3GssXPM+OGK/nnvHc4dfyXqKurI2fvo9wOq1fL2orTmRovujk2F6hP97lUcUpvYfoOxIw8hUMn/5WvXv865vg/sV9eAbf+8GAIvsO111zLyJEjOf3EgtB8uuiLZVf5Yu07/PC8AsZOPIUFC/389VeX8+zrHyppuijrK05nexVQl45xnHHOq4pTBGeihcBS1r/9NE8+/gifbVjD1Wfvz+d7HsFh332UU07+GmedeyFnnnkme++9t9vhZi1rLW+9+AhH9nmVllULOO2Xfs45+3SuuOmvDBraJXeiJAUZPRzFaXotJjRzEEAtu0/EHp45yAsEU5k5qJ3zK3GKxGC/+BjWvMD6d+v449+e5umGZpZ8uAVj4Njxh/L8gvkM2Gsku3btok+fPm6Hm/EC6z6ipupX3HX/wzQuD/D2rNM47NQrsQd+nZy+A90OT6JkdOJ0W/Q4zunTp6u5ViSK3bkV1i/mo7fm8fTcp1jetJLK7xyAHTKGw6Y+z4iRIzjF93VOO/3rTJo0iYEDlQgAbMsO7Cev8v2Sq6mZ9yY7dloKjzmIq6+8nDMvuY4+fbRsXKaZMWMGN998c+tjJc4YVHGKJM9u3QDrFrLj45f56z21PLf4Y/69dBOfbWmhf78+LJ77Fw4/7hze/nAje+21FwcccIDbIXebwLpVzJ19J0898S9m/dDDnjlb+EXtZwwdOY5Lr/w5I/PGux2iJEAVZztUcYp0jrUWNq9h5ycNNL78NK+8/ApXnJRDv76G029ZwfwlAQ740jCOmziO8ZOO57yiSzjiiCPcDjttbMsOWja8ww03lPPcC4tY/P56rIUJeXvx4K3XcOhXvw2eQzUJf5ZQxZkAVZwi6We3b4T1b7Lq7X/zyssv8mrj27z+boA3V27htsvHcukFp/Dw65upfrSBo8dP4Ijxx3HY2KM49NBDyc3N3A4ymzd/wZLX5tP4ynwaFr7GqlWreGbagdCynTN/3cTwvffllJNP5Izzv8eBhx+vZJnFVHG2Q4lTpOuFq9KWDUvZuf4d+n2xjGeee4W/PtHEkg82s2rDDgDOPPYgnrrjCrbm7M0Vt9Qw6iAvo8YcygGjD2HUqFGMHTuWvn27bgUYay3BYJDVH77Pav9/Wf7uG4zYy3DescN5560Gxk35Fy0t0CcHjjhwCBPGHkRVxXX0378gVFX26d9lsUn3UuJshxKniHvs9k2waQWbPn6b5W83wBermDByJ6s/WkFRxTusXL+dtRt3Ev7zDDxWzF7D9+MHFf+m8b215HqGkusZyrBhe3HxeYWcdvLxLPtgLbVPLqB/v34MGNCfXbt2MXjQnky55FzYtZXf334/6zdsIBjcyGeffUZzcCO3lHyV/DEDmF79H255YGlrfH1y4Lun7MOs8tPY0v9A7n/+EyZMPJ6jjjudPXJHq6LswZQ426F7nCKZx1oL25ph8xq2B1ey5sP3+GjlBxx/uAezPcisR15jybI1BDZuJrBpG4FNO7nqrH357snDeaphI9+7bQXbdli27WyhT47h4P0G8OYfQ/dVJ5W9Q+Dzney1Zx88gwcwdMhA/t/3jiX/qC/zxgdbeO/j7Yw86GBGjD6cAw/Np9+Q/TEmY+eJkTTTPc4EqOIUyW7WWmjZAbu2wM4tsHMr0BKxh/nff/sOhL57QJ+BkNNfFaPEpYqzHUqcIiISLWvnqhUREclESpxokncREcmySd7doqZaERGJpqZaERGRNFLiFBERSYISp4iISBKUOFHnIBERUeeghKhzkIiIRFPnIBERkTRS4hQREUmCEqeIiEgSlDhFRESSoMQpIiKSBCVOERGRJChxonGcIiKicZwJ0ThOERGJpnGcIiIiaaTEKSIikgQlThERkST0msRpjKkwxnjcjkNERLJbr0icxhgvUOR2HCIikv16ReIEvECj20GIiEj26+t2ABHV4HBrbXmM58sAP5ALYK2tTvL4PmttvTGmNB3xiohI7+ZqxWmM8QH5QB6w2/1HY0wF4LfW1joJM88Yk3CTq3NPM5CueEVERFytOK219QDGmEnESJxASVQVWgeUA7XO68riHLrROXYJ4HeqWi9woTFmtrU2mK7fQUREehfXm2rjMcbkx9gcAHzhB9bayvaOEfm801QbM2kmMsWSZhcSEcl+iXzedySTOwflsnsza0qVotMk7CVUgYqIiKQsYytOYjfdBiB07zKZ5lan2TavneeTj05ERLJOIp/3HVWlmVxxBnF60kaIfpwWWh1FRESyanUUp/esx1pbGrEtH2iInJ0+1rZOnlero4iISBtZuzqKtbaR3e9p5gL16T6XKk4REcn6itPZXgXUWWtrI/ZbGH6chvOq4hQRkTY6qjhdTZxO02sx/5tHthaocarN8D7hmYO8QDDZmYM6OL8Sp4iItJHRidNt4cQZNn36dDXXioj0UjNmzODmm29ufazEGYMqThERiZa1nYNEREQykRIn6lUrIiJZ1qvWLWqqFRGRaGqqFRERSSMlTtRUKyIiaqpNiJpqRUQkmppqRURE0kiJU0REJAlKnOgep4iI6B5nQnSPU0REoukep4iISBopcYqIiCRBiVNERCQJSpyoc5CIiKhzUELUOUhERKKpc5CIiEgaKXGKiIgkQYlTREQkCUqcIiIiSVDiFBERSYISp4iISBKUONE4ThER0TjOhGgcp4iIRNM4ThERkTRS4hQREUmCEqeIiEgS+rodQFczxuQDfiAXwFrrdzciERHJZj2+c5AxpgHwAvXW2slRz6lzkIiItNFR56DekDiLrLW1cZ5T4hQRkTY6SpyuN9UaY7xAETDcWlse4/ky2ja1Vid5Cq8xxgfkE6o6GzsZsoiI9GKuVpxOQvMAhQDW2tKo5yuAheGKMfpxkufyAPOttQUR21RxiohIG1nRVOskRE+MxNlsrR0W8dgHlFtrC53HZXEO2WitrTfGFAGTrLXlTuJcEXU8JU4REWkj45tq43F6w0YLAL7wA2ttZQeH8QPhptmJwOz0RCciIr1VxiZOQvc0A1HbgskcwFrbaIwpMcYEgEnAbvdQgYTmJlRVKiKS/RL5vO9IJidOT4xtAQjdr7TWJpREIzoTJX1fVEREJFomzxwUxOlJGyH6cVpNnz4da23MHxERyX7xPuOttUyfPj2hY2Rs5yDnHmdD5M3ZWNs6eV51DhIRkTaydnUUZ7xldHNsLlDvQjgiIiJABidOx2xnSElYIVCV7pNoIWsREcmKhaydptdiQjMHQagDT03k7D4RMwd5gWAKMwe1d3411YqISBtZMQGCW8KJM2z69OmqOkVEeqkZM2Zw8803tz5W4oxBFaeIiETL2s5BIiIimUiJE3UOEhGRLOkc5DY11YqISDQ11YqIiKSREidqqhURETXVJkRNtSIiEk1NtSIiImmkxCkiIpIEJU50j1NERHSPMyG6xykiItF0j1NERCSNlDhFRESSoMQpIiKSBCVOERGRJChxol61IiKiXrUJUa9aERGJpl61IiIiaaTEKSIikgQlThERkSQocYqIiCRBiVNERCQJSpxoOIqIiGg4SkI0HEVERKJpOIqIiEgaKXH2UOHmZ5FoujakPbo+OqbEKSIikgQlThERkST0dTuArmaM8QAXAn4Aa229uxGJiEg26w0V5yxrbTWwCCh1OxgREcluPTpxGmN8QMCpOrHWTnY5JBERyXKuN9UaY8DtUTkAAAfnSURBVLxAETDcWlse4/kyQs2suQBO9Zio/PDrAJ8xBmttbSdDFhGRXszVitOpCPOBPMAT4/kKwG+trXUSZp4xpijJ0wSstUEnYc7qdNCORGcZSsd+qT6X6bo69nQcP9VjpPP66GgfXR/uHT+VYyTzGl0f8bkZe0bMHOQkSI+1tjRqe7O1dljEYx9Qbq0tdB6XxTlko7W23hhTAuSFK1ljjI2cCaIzMwc51Wu37JfKcxEzX3R4brck+t64efxUj5HO66OjfZK9PrLh2oCee30k8xpdH/F15fXR0cxBrjfVxmOMyY+xOQD4wg+stZUdHGY2UOEczwM0xjlXqjF2235d8Vwm6Or40nH8TLg+OtonlWsg068N6LnXRzKv0fURn1sxZmziJHRvMhC1LZjMAay1QWNMg9O86wXUOUhERDolkxPnbvc8cRKpMcZjrU0oibbXmSheGS4iIhJPJg9HCfK/HrFh0Y9FRES6VSYnzgC7V53h8ZhJNdmKiIikS8YmTmttI7vf08wFNGWeiIi4JmMTp2N21LjNQqDKrWBERERcHcfpDDkpJjRzEEAtUONUm+F9wjMHeYFgkjMHiYiIpFVGTIAgIpnBmTQEoACosNb63YxHMkt4/m9CBU+bIqc3yfSmWhHpJk4L0CKnVWcOui0iEZx5xcudZLkQmOZySK5R4hSRMC//W3pvETDRxVgkw1hr/eHpTgldKwvdjMdNmTwBgiSgi1eXkSyU6jXhLIQQXj1oIqHkKT1MZz8znA6bMV/bW6jizGLdtLqMZJE0XhOlaIrKHicd10d4acbe/FmizkE9QKqry0jP1ZlrwukgNFsTjfRcqVwfzkIZ4TnA84E51tq8bg08Q6ji7KESWV1GepdErgnng7Le+XDUtdKLJHB9lPC/DkGxpkTtNXSPs+fq9Ooy0uO0e02Eqwgg4CzX5EczdfUmHX1mVAM+5wvVZHpxU74SZ8+VltVlpEfp6JpoBIbF2Ed6h0Q+M8Kdx3r1Fyo11fZcWl1GoumakPbo+kiQEmfPpdVlJJquCWmPro8EKXH2UFpdRqLpmpD26PpInBJnz6bVZSSarglpj66PBGgcZxbT6jISTdeEtEfXR3oocYqIiCRBTbUiIiJJUOIUERFJghKniIhIEpQ4RUREkqDEKSIikgQlThERkSQocYqIiCRBiVOkl4uzDqOIxKHEKdIOY0yFMabJGGONMVXO48ifWEsxpXIejzGmzhjTbIzxJrB/vrN/hzOYGGO8zmwwsc5ZBfiNMXNSDF2k19HMQSIdMMaUABXW2mFR2/OB+cBpkVOWdfJcFsiz1voT2NcDNFtrTQf7lQDl1tq8qO1VwBxrbb0xphkYA+Qmcu5kGGMqiJrWTSSbqeIUSUwgeoOTCKoJJc90SThpJbrUk7W2OjppOi601tY7+wxzjlcUY7+kOVVulZM0S9C6jtKDKHGKdM5CwJNI82oGitXMXJiOA1tr/dbaUmttOTG+dCTKaZIuSUdMIumixCnSOV4IJQq3A+ksZzkpn9txxJCW+8gi6dLX7QBEspVzj7EUmBzn+RL+V21NAqoiE6xzj9TH/5pnd0u+TjILN8l6CFWE5ZHNtE4c4YQ3CVhora11nvMSWk/RF74XaozxOccJ338E+AgYFbWtKduXlHLev1nAImtt+HcuyfbfS9ylxCmSmFwn4UAogXmB4UBhrGoz3Is14gO61umdW2CtDTrHKg9/mDuv8TnHjXwcDN+HdLbFakr1hROlcx4LGOf8fmPMZKA5vLNzvHpjTJnTlNom7uht2cr50lAMTAUKnc5QQaDO1cAk6ylxiiQmEE5gERXepFg7Os9XxOjtWg9cSKhDURVRlarTuzWyw09+xOvCYn3oRyduvzEmP9yL1UnUcX+xnsxaG36Pa50K3xv5RUQkFUqcIklymklrnSTXAAyL2sUHBCMq1LBcoMCphLx03IO2Fmhwqsw5QH1EZRkp6++vdoUYzeLeOO+fSFKUOEVS5FSIHmOML6qKySWiQo0QrliLnNe3O5zEaWYdQ2g4RylQZYypttaWRu2X0LCUTOdMwhDdESiXUK/lWE3UpQmOd/UBKGlKuihxinRePm2bU/20P24xoQoxorm1Eqh0moDnGGOKuiMJOFWav7sSc0SzanQMPmttZSrHdL6k+DX5gqSThqOIdE4QaDO5QMS90N3GdkYkw2CcOWIjK67iyGM4CaycOPdWu4A3m6vZWEnTGOPT3LzSWUqcIomJV0HWAxPDD8LNsIR6clZE7hjuJRvx/LQYz0Pb5Bndw9VLVAehdM2X6/BHJOvW39lpkq6I85qM47yXxYS+fMwxxhQ58Zeq+pTOUlOtSDucD1svoeEbVYTGYkZ+8E4FZoVntwkPP7HW1hpjgs7rFxJKmP7wPbmI50sINd16gEZnv1nGmHKgCVgUMZbT47y23klu/7+dO7ZBGAaiAHq3CiOwCyMAMzABYgYmYAbYAMRKocCWIkSREyJQvFdaSuyk+Tqfkx5kx8zct/v09R7a3H2s9xDX8QzE8dhptPW7iohtZl4j4jZ6zkVEbDLzOmWbuIX5rl3X13OJiPNMp1qXfeu3vYdjPA9Xvf3mFir85B2YbK7+6mi+j3qc8A0qTqBi1p7nMAz3l29b4edUnMAkc1eb8K8cDgKmUvlBqDgBoETFCQAFghMACgQnABQITgAoEJwAUCA4AaDgAdKRAt5ISu0LAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHBCAYAAADgsFtlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xd8G/X5B/DP185OILINzWAkkRmFhCU7ZRQCBZkZRoodQ8voIDaU1TIsArQx7a8NNiOUUbDDHgXHhgIFAlgBSlnFtkgghCTECiMJGURWBgl2bD2/P3QSsizZd7Lk0/i8Xy+/iE6nu0fmrEfP975DiQiIiIhInyyzAyAiIkolTJxEREQGMHESEREZwMRJRERkABMnERGRAWmfOJVSdqWUTSlVpZSymR0PERGltrROnEopKwCHiLgANAGYbXJIRESU4gaZHUAiiYgbQJH20Ap/8iQiIopZSiROrXIsBpAnIo4Iz1cAcAPIBQARqQ17PupriYiIjEj6plqllB2ADUA+AEuE56sAuEWkQUuY+VqiDBKRBm3f4vDXExERGaFSZco9LUFaRKQ8bHubiOSEPLbDf1+zSCllAQAR8Wodg+pFJH9AAyciorSSEk210UTpJesBYNf+XQYgD4ADgBdaU27I61PjWwMREQ04EVGRtqd04oQ/EXrCtnlD/l0LwK5VoSXaDxERUcxSPXH2uOcJLZEqpSwi4gXQoG13RjtILM3VSildr4vHfrE8p5T/i1IyN8Xr/d2YefxYjxHP66OvfYxeH6lwbQDpe30YeQ2vj+gSeX0EfgfRJH3noD70aH6N8LhPSikopVBZWRmXoIiIKPVUVlb2mTSB1K84PehZdQY7BOk9SCzfWubMmTNg+8X6XLJLdOzxOH6sx4jn9dHXPrw+zDt+LMcw8hpeH9ElIvbKykpdyTOte9XqOGa3Nz9nzpy0qTpTpbmFBh6vDepNJl8flZWVuOWWW4KPo3UOSofEWQOgMWSsZhWApsDjPo4pQHpeIJl88VPveG1Qb3h9dPsdpGbi1IaclMI/cxDg7+xTp80/G9gnMHOQFYA3fOagXo7NxEkZh9cG9YbXRxokzkRiUy1lIl4b1JtMvj7Srqk2EVhxUibitUG94fXRd8WZ6sNRiIiIBhQTJ9JzHKeIZPQ3RoqO1wb1JpOvD73jONlUi8xukiAiou76aqpN9QkQTOf1erF+/Xp0dHSYHQoREWlGjRqFiRMnIisr/g2rrDhDGO1V6/V6sW7dOkyYMAEjRozQVeITEVFi+Xw+fPXVVxg2bBjGjh2r+3XsVatDf5tqly9fjn322QcjR46Ma1xERNQ/7e3taG1txcEHH2z4texVm0AdHR0YMWKE2WFQhnG5XHA4HHC5XH3vHEcNDQ1wOBzwenVPA90vfb3PgY6HUsuQIUPQ2dmZkGPzHmc/sXmWBlpzczNmz54Ni6X7+gbV1dUAENxeWFgIp9OJioqKXo/X0NCAuXPnwuv1oqamBna7PfhcbW0tHA4HysrKUFVVBQDweDw9zp0I0d5nQHFx8YDGQ6klkZ/NrDiRnsNRKLMUFBTAZrOhoqICZWVlKCsrg8fj0VWRFRcXo6qqCh6Pp1vSBBBMmIGkSZTO9A5HYeLED+OWmDgpFTkcDhQWFvZIena7PViV9SXwWqez+3rvTqcTM2fOjE+gREmusrJSV58XJk6iFFddXY3y8vKIz5WWluo+TllZGWpqarptc7vdbAYlCsN7nERx5vV64XQ60dTUhNLSUng8HrjdblitVuTm5sLj8cDlcqG4uBhWq7Vf53K73QAQ9TjhFafT6YTL5YLVakVTU1O3Jtjy8nLk5+d3ex+5ubn9ii/A4XDA6XTC6/V2uwcbnqij8Xq9WLBgAaxWK7xeL9xud5/3bokShRUnUZw1NzejuLgYtbX+1e3sdjvsdjvKy8thtVpht9thsVjQ0NDnkrG6eTyePvdxu92oqqpCRUUFiouLkZeXF4wR8Cdfm80W3OZ0OnU39fbG6XSivLwcLS0tcDgcaGlpQUtLi+6kCfg7KQWao+PxhYOoP5g4wc5BFF92ux1utxuFhYWw2WwAEKwwA9VWS0tL8Ln+CCSQQOUZ0NDQgPLyciil4HA4gtssFgtcLldwiEdLS0u315WXlwcTmp5krIfdbg/G2draGtMxiouLUVJSgqKiIlRXV8cloROFY+cgA9g5iOLN6XSiqKgo+LixsbHbY6fT2aMzT6wqKipQX1/fbVugpywAzJ49GwCwefPmYFUZ6IEbXvXNnDkTLpcLTqcThYWFcYkvwOVyIS8vL6bX5ubmorW1FVVVVWhtbUVJSUlcYyMC2DmIyFSNjY3dEmNoonS5XLDb7cF7oW63G9XV1d2aTcN7t/amqqoKzc3NPV7T3Nzc7XFpaWmPyQTCH1ssFhQXF8PhcOiqiMMr3d7U1dXF/GUhMM7UZrMZauIlSgR2DiJKgMCHfPi/AX9yslgs3e4hVlRUoKCgAGVlZTFVey0tLaiurobL5YLFYgl26mlsbAw2D9tsNjgcDlRXV8Nms8Hr9UZMZOXl5bpnJXI4HLBarbrGebpcrpjHg+bl5WHBggXIzc2FxWKJ2ouYaCAwcRIlQGNjY/DfFoulW1NqtERTWFiI2traYOcho/T0Mg10VOrvPgH19fW6q+PQ34lR7EFLyYRNtURJoqioCK2trSnXY5RzxVKmYeIkSiIDPXF7f8WzkxNRqmDiJEoCDQ0NweEqfVVwhYWFmDt3rqEORPFQW1uLpqambpMixNqsrEdf7zNSPEQDgetxhjC6kPXHH3+MQw89NN5hUYYJ73FbV1eH0tLSuIzzJMpkRj+juZC1Dv1dyJqJk4goecX6Gc2FrImIiOKIiZOIiMgAJk4iIiID0n4CBKVUmfbPAgBVIqJ/jjAiIqIwaV1xKqVsAJpFpBZAPQBOcklERP2S1okTgBVAYFLLZgDxXe6BiIgyTkokTqWUVSlVoZSKOEO09lyxUqospGkWItIgIoHEWQh/8qQ4cLvdKCoqQkFBARoaGlBbW4vq6upug9VdLhdKSkpQUFAQ3F5bW4ucnBw4HI6ETtXmdruD525oaEBDQwOqq6uRn5+fsHPGQ6rGnSycTmfE35Xb7UZBQUHEmZl4LSdGqsatS2AtymT9AWAHUAx/M2tNhOerABRHexyyvR6AJWyb+H8FsVmyZEnMr00H9fX1UlZW1m1bWVmZNDY2Bh/X1NT02MdqtUpbW5uuc9TU1Eh9fb3U1NRIS0tLxH3KysqkpaVFWlpapKamptdzNzY2Smtra9T309jYKPX19cFztbW1SUVFha5YQ7W1tUlVVVW3ePScL5a4ox07cJzQ/x+B4wfOm47sdnvE7RUVFVGvIV7L0aXytRzrZ3RIboiYl5K+4hQRp4g0AIj2la5Mez6gET80zwIIdhCaJSKcjTrBHA5H3JZ8crlcaGlpQXFxMcrKyuBwOCLu5/F4UFJSgpqaGpSVlUXcB0BwGa1I1YHX6w2uoRlYjxLwf2uura1Ffn4+8vPzkZOTg+rq6j5jD18LU+/5jMYduoZngMvlgtVqRVlZGWpqarot+lxSUoKZM2fCbrdzXcs+8Fr247XcU9Inzt5onX/CeeCvUgP72AE4RcSr/TsjOJ1O5OTkwOVywel09vgAqK2tDTadeL1eNDQ0BPd3OBwoKCgIbi8qKtLdFGW1WuHxeOLSdBWp2S3Swsnl5eVoaWnp9Q+2trY2+NpIU9ktWLCg27ksFkuwWa+trQ2tra1obW3F/PnzdS/f1dscrr2dz0jckX7PHo+n2wdJbm4uXC5Xt+O73e5+LfOVDBoaGuB0OoP/jbZP4Hkji24DvJYDeC33lOrDUXLhT5Shgr99LbHWA/BoUyi5AfT4CwtMr9Qb0TEtn3TtANoHYLTLUCtU9ohed7Hb7cHFkO12OxobG4NzorpcLrS2tqKsrAxerxcOhwM1NTWoqakJrhVZUFAAi8UCu90Om81maCLv3NxcuN3u4B+H2+1GQ8MPjQIeT/j/ssisVmu3PwiPxwO3291j2a3AtsB7CV3rMnDuxsbGXheH9nq93d5jbm4uPB5Pt5U/Ghoa4rYSSLTzGY07kvD1ND0eD2w2W/AbfSAZhP+u9Fi3bh2++eabbtssFgvy8/PR2dmJJUuW9HjNIYccgiFDhsDtdqOtra3bc2PHjsVee+2Fbdu2YeXKlRg3bhzGjx/fZxwulwtutzv4wV9eXo7CwsJuv1OXy4WmpqbgewxdE1UvXst9S7VrWc/nfV9SPXFG+jT3AIBSyiIiLgA5AxZNuxu+FT9P+GmyDnwOGDFF176BP8y8vLzgtrq6OuTl5QW/tQWaYkpKSuB0OmG1WoN/vM3NzYb/wDweT7cPBKvViuLi4uDj3r5NhyouLkZjYyPcbnev3/pDm7RmzZrV7QMpcG6bzRY8RqQPrEhCz+n1euHxeBK2Ekj4+foTdyiHw4FFixZ1O37gGA6Hw/Axa2tru02CDQAzZszAc889B6/XG/GDce3atRg/fjxmz56NBQsWdHvuxhtvxF//+lcsXrwY06ZN073QQnizXX5+PpxOZ7frrK6uDlOnTg0+juX/Ha/l2KTCtdwfqZ44vfBXnaFiXmPI6OooPQy1+pNaog3Vf3FE+uPwer0oKioKfotuaWkB4P92F7ivU15ejgULFhi+EL1eL3Jzc+P2R1lTU9PtG3/4B3NDQ0O3yiPaElOh78PtdqOqqir4rbiqqqrHcl7hH5hz585FaWlpXN4TgD7PFy3u3NzcbveCwpuoiouLg69paGjotsqK1WrF5s2bu8Vg9MOmrKwMZ555Zo/3EvhvpPthe+yxBwD/7zC8aXDs2LEAgMMPPxzNzc0YN26c7ljC6a3+9OK1rE+qXcu9tR6Gr44STaonTg96Vp0WADDSEUhPM6weKnuE7krQTCUlJXC5XN2WsrLZbLBarcF7EHa7HUVFRYab8ubOnWv4NdEEPhQCHzjhTXEAgtVxQLQ/2tBjer3eHp0JZs6c2a168Hq93e7DRLpP3B99nS9a3BaLpUfyiXSfKtr/07q6um7HNNp0Nn78+KhNqYMGDUJBQUHU1/b2/2W33Xbr9bXhwq/hpqYmzJ8/v9s+paWlqKurC1aIRu9V8lrWJ1Wv5UgqKytRWVnZZ3NuSidOEXEppcL/GnIR4T5mpgncA6qurg42E7W2tqKwsBB2ux1utzvYoSL0m21paWnwArRarVH/ANxuN+rq6oL3LwL3GqZOnRr8oArctA+cy263o7a2Fh6PB3PnzsXs2bNhsVhQUFCA+vr6Hh8SVqsVRUVFcDqdcLlc3T4gCgoKsGjRIthstuA3dbfbHbyPFfi3x+MJ3pNyu92oqamJeK/LYrEEzwVEboILjy9a3ID/w6mxsTFYtQR+J4G4o53PaNyRuFwunHTSScH/rx6PJ3hvsbS0NPgtP/D7T0Wh17DX60V5eXmwU0qg92hZWRmam5vhdDqD993mzp3b4/fIa5nXsmHRxqkk2w/84zMjjeOsgY5xnFGOKaE/c+bMMTTWJ9PHccZTtHFtyc7suHsbW0fmMPuaiJXZcSfiWjb6GT1nzpxuOUGi5I6kX8ha6xlbCv8kCADQAKBO/B1/AvtUwN9j1grAK/65afUcmwtZJ4HA/Y5Uq35SNW5KnFS9JlI17r5k7ELWIuISEYeI5Gs/jtCkqe1TLf7p9ar1Js1QSikopfrXMYhi5na7U/IPNlXjpsRJ1WsiVeOONz33NwEkf8WZSKw4iYjSV8ZWnERERMmEiRNsqiUiIjbV6hKPptopU6YgK4vfP4iIkomI4JNPPmFTbbIZNWoUvvrqK7S3t8dtEgUiIuofEcGmTZswfPjwhByfFWcIo1Pu+Xw+bNy4ER6PB52dnfEOj4iIYjR8+HBMnDgRgwcP1v2a8Cn3olWcTJyI35R7RESU+thUS0REFEdMnERERAYwcYLDUYiIiMNRdOE9TiIiCsd7nERERHHExElERGQAEycREZEBTJxEREQGMHGCvWqJiIi9anVhr1oiIgrHXrVERERxxMRJRERkABMnERGRAUycREREBjBxEhERGcDECQ5HISIiDkfRhcNRiIgoHIejEBERxRETJxERkQFMnERERAYwcRIRERnAxElERGQAEycREZEBTJxEREQGDDI7gFgppawAigHkiYgjwvMVANwAcgFARGoHNkIiIkpHKVlxKqXsAGwA8gFYIjxfBcAtIg1awsxXShUPcJhERJSGUjJxiohTRBoAeKPsUqY9H9AIoDzxkRERUbpL2abaaJRStgibPQDsvbymz+NyWj4iotSn5/O+LylZcfYhF/5EGSpaZUpERGRI2lWciHDPE1oiVUpZRKRHEmU1SUSUGfR83vdVlaZjxemF1pM2RPjjbrisGBERZcSyYlrvWYuIlIdsswFoCV0OJtI2bTuXFSMiom4yblkxEXGh5z3NXADOaK9hxUlERBlbcWrbawA0BoakaPs1hQ1RYcVJREQ9pGXFqZSyacmwGIBdKVUVOgxFS6RWpVSxNoNQa3jSDDseK04iogyXERVnf7HiJCKicGlZcRIREZmFiRNsqiUiIjbV6sKmWiIiCsemWiIiojhi4iQiIjKAiRO8x0lERLzHqQvvcRIRUTje4yQiIoojJk4iIiIDmDjBe5xERMR7nLrwHicREYXjPU4iIqI4YuIkIiIygImTiIjIACZOsHMQERGxc5Au7BxERETh2DmIiIgojpg4iYiIDGDiJCIiMoCJk4iIyAAmTiIiIgOYOMHhKERExOEounA4ChERheNwFCIiojhi4iQiIjKAiZOIiMgAJk4iIiIDmDiJiIgMYOIkIiIygImTiIjIgEFmB5AoSikrgGIAeSLiMDseIiJKD2mZOJVSdgAWAPlmx0JEROklLROniDgBQCk1Ff4ESkREFBdpmTiN0jM3IaflIyKKDxHBmtb38eH7C/HtprWY9YsCQHx4+On38fXatuDnrYjgjKLJ+Mnh+2LJp2vQ8NKSbs+N2XMUrrrkOEAEf76zEd/t6Ag+BwDlF/4E+RPz8OobK9D49ucAAJerBQJg/J6DcOQhw/B9uw8L390JQP9nPBMnERENiO93bsX9t5eh5pF/Y8XqHQCAwYOAi09YisGDB+GFF5ej+dPtCNQySilY91iNqfuOweplm/HEAre23f/8ARNH4MpztwEAXnilCVu2d0IhsHAHMOP4nbDmWLBi2Vd4xfk1AGBXRyeggH3HDob9qBFo29qFh573H6PvEkqLK50rKaVUFQCLiJRHeZ6TvBMRDQDZuRzrmy/FYWe/gxOP3Q/nzJiJY392LsbtMxnZ2clVw3GSdx24rBgRUeI0/edhbPmoGD/aYzesWt6EZ15cjvN+/WfsPfGwpEqaXFYMrDiJiMz2SdMLOOaEn+O3Mw/EvAebobJHmB1Sn1hx6sCKk4go/r5dvxJnzzgPE8aPxJ/nvZn0SZMVJ1hxEhGZxefrxKnH74uWTzbhww/eRv6PjzY7JN36qjiTp3E5jpRSNgCl8M8cFEigdSLiMjUwIqIM0fjsjWh85xu8VH9bSiVNPdKyqVZEXCLiEJF87cfRW9JkUy0RUfxI+9ewH/AaPnzptzij+Dqzw9GNTbU6sKmWiCj+PnjuLBTu70H2wQuhsnczOxzD2DlIB1acRETx8dYr9+Doc/8N54pTUy5psuLUgRUnEVH8dHXtwlGH7wmfT+HDj79Fdna22SHFJCM7BxER0cB75qEKNC/dAudL96ds0tSDFSdYcRIR9VdnZzsm75+DSfvugVf/85XZ4fQL73HqwHucRET9077hecz42TBU/rna7FBixnucOrDiJCLqPxEffMvPAIbshez8B80Op99YcRIRUUI5X6jC3Pua4MubZXYoA4IVJ1hxEhH1x8+OGoPt33Xiw4+/1dXUmexYcerAe5xERLH5pOl5vPW/jbjqit+mfNLkPU4dWHESEfVP+S+PwPOvfoov17Zh2LCRZocTFwmpOJVSE+OxDxERpa62Tavx5HNLUHaxPW2Sph6xNtVGXKYrhn2IiChFjdr1Op6auzcu+/3tZocyoGJqqlVK+QD09kIFQEQkqaeOYFMtEVFsRAS+z06FGn4wsibNMzucuEpU56BaALl9/MyP8dgDjp2DiIiMcb37T/z88nexsetEs0OJm4R2DlJKHSEiH/V3H7Ox4iQiis3vLirAvxYuxVfrtmLw4KFmhxNXCak49STEZE+aREQUmx3bv8XTzy/BhTOPTbukqQd71RIRkSEvPDMX3m1d+HX5TWaHYgr2qiUiIkOeqWtAweQcHHRo+tzfNIK9asF7nEREeskuD750/gQbsi/EkSfPMTuchEjUQta1ABy9nRfArTEem4iIkpR4X8U+YwdhwpTLzQ7FNOxVC1acRER6/bYkH0fZxmLW7HfNDiVhEjWOMydO+yQFjuMkIurbhjVL8ehzbnQMmmx2KAmR6HGcrwF4AMCWKLtYAJSLyCmGDz6AWHESEelXe+dvcOl1j+CbNZ9jzPj9zA4nYfqqOGNNnB4AHgBebdMkAKtDdrEAmMTOQURE6eOMn+2NLdt34Z2mDWaHklCJ6hw0V0RuCznJLBHpNsWeUur6GI9NRERJZpv3Kyx6bx3+cuP5ZodiupgSZ2jSDGzSsQ8REaWooe3v48W/74XJp/U2oCIzxGvmoB7lLGcOIiJKH9nb38BJJ/4Ue0041OxQTBevmYMi3STkzEFERGmg4/s2nHfZM2h2p2+HICNiTZwOpVRX4AdAbehjbWahijjGSUREJnn7tfloaNyKrN2mmh1KUkipmYOUUhUA3PCv9wkRqe1jfyuAYgB5IsKGeSKiGDz/r3rsNWYoCo85y+xQkkKsibNKRKKN4QQAKKWqYjx2b8drEpGGwGOlVHHgcYT97fAPi8mPZxxERJnE5/Phxdc+wVmnHKZrcoBMYLipVik1UURW97Wfnn0MKgtLko3o5T6qiDi1/b3R9iEiot590vQivl7fjjPPLjE7lKRhKHEqpR4A0KqUui5k22il1OFxj6z7eW0RNnsA2ON0/D5/iIgy0bhRq3DfTXvh+FMuMTuUuIjH573RirMFQCGAZwMbtCZbpZSaa/BYRuTCnyhDxa2SHBxrgzURUZrLG9yC8l9Px4iRFrNDSRqx9KptDW+GFZGPRGS2UipRX0ki/R/zAIBSqt//N485fDcMHzYYG79ZCRGBz+eDiHT7ISLKNNu8a3HdX17Dl1sONjuUuAn/bI/00xdDiVObVm+2UqpOKTUj1sBj4IXWkzZE+OOYzThxGD58chx2+/osbFv5Jxx+2GTcdttt2Lp1a7xOQUSUct5YWIO7nmxD+6CE3o1LGglZHUWbf7ZUe2iDf+IDJwCXts0iIpcZC1XXeW0AWkIn3I20Lcprq7S4enQkCp3kXXZ5IN8+gQ3LH8EN877APxduw8iRI3HZZZfj6quvxtixY+P8roiIktvvLjwCr7yxAqvXfJdRfT3ivh6niBRqP1kATgHwEYASANZEJE3tnC70vKeZC3/S7jelFLKG5OHPNW0YO+0dPPLgnVj5ig0Xn5GNe+6+HWdNPykepyEiShk+XxdeffMznHLioRmTNBNVcfZYBSXkuZMAiIi8ofuABiilagA0ho7jRPdxnVYAtvBxnXorznDi64C0/RubV9yHNV+34tAjjsHSTSfhr39/HbNnz8YRRxwR9/dIRJQsVn68EAcedjqe++dczDj/BrPDGVDxrjidSqm5SqndIzzXBMBq8Hi6aYnPqpQq1mYQag1LksUIGdeplLJpSbMYgF2bMCHSsJaIVNYQZOWdiz2OduLwU+YDsgvffDwHTe+9BJvNhtNPPw3vvPNOvN4eEVFSGdzxCa7+ZR5OPO23ZoeSdGJdyHoW/NXfF9rj6wHcAKBWRGbHNcIEClScAXPmzEFlZWXEfUUE2P4/tK+pQV3DQlQ9ug2fuXfgb3/7C2bPvnkgwiUiGjBdq34LoAvZ+z1qdigDprKyErfcckvwcbSKM6bEGfFASp0LwNnXVHzJpLem2t7IjmXo+uYBPP+vBhxy0DjsX/g7vPzBaOzqysI555yDrKxY584nIjJf+/fb8chff4wZ5/0BYyZfa3Y4Ay7unYOiEZFnUylp9ocacTAG5d+Nc6/4L/afYoesux3PPnwZzj33XEyZcjCeeOIJdHZ2mh0mEVFMmv77T1z2f2ux+ttxZoeSlCImTqXUrUqpEwc6GLMEplmK1kwb9XXD8pE1oQpZB7+Oh+/9Hd58aAL2zV2Hiy66CAccsB+WLVuWmICJiBLojdf/hd1GZqHgmHPNDmVA9atXrVJqEvwdbezwd/qpEZHF8Q7SbLE21UYjuzZANjyElncewQMLNuOe6qsxfN9yLHp7KY466iiMGjUqLuchIkqkE478EUaNGomXFsV7rY7U0FdTbZ/3OJVSR8CfRAvgHzdZE+gUlOrinTgDZJcHsukxyKYnsHXbDuxzihvDho/C1Vf/AVdccQVycnLiej4ionjZsW0DcvLGYe6fLsA1Nz9udjim6Pc9Tm0e2ktFZCr8ibNaKfWaUuqSKMNSUk6sTbVRjzc4F1nj/4CsyW9h9H5XY3H9QSg5UfDX/7sFEybsgxtuuAFdXV1xORcRUTxt/sqJk48egaLTLzQ7lAGXkAkQur3Q34u2HP5p92pE5LmYDmSiRFWc4aRrB2RzHdYtvR/zHl2FL7/NQ33DC8Dwg+DxeJCXl5fQ8xMR6eX7uhKy9W1kT07IXDYpod9NtTpOMBrATPin3WuDP4mmxG98oBJngPjaIZ7n4FtfC7VrLV79KB8zr3wLV1xxFa677jrsueeeAxIHEVE0/1twFA45/HiMOKDK7FBMk/DhKCKyRUTmi8jJ8E+CUKCUalZK3Z/oBa5Tjcoaiqw9zkf25Neh9q1C4YHf44rS4bjv3jsxceK+cDgc2LRpk9lhElGG2rJ5FX76i//hkRe3mR1KUovrSH0RWS0it4lIIYBaAOcpperieY5EiPc9zr7PNxhZeTPwo2OcmHvHE2htnBZMoHffcdOAxEBEFO7txsfR1QWcdGrm3d8EBuAeZzoY6KbaaES6IN5XsemzOzG48wuMHn885tVbsMm982iLAAAgAElEQVQ7mE24RDRgrpl1JOpeXII163dmzIookSSkqVYpNTEe+5CfUtnIyjkDPzr6dVgOuRvY9Q2+X/s4m3CJaEC9+c4y/OynB2Z00tQj1qbaHkt0xbgPhQgk0Kwfv4Qb//IYVr0+DZfP9DfhTpo0AZ999pnZIRJRmvp+ayva2ztw4kl2s0NJerGujuKDfxhK1F3gX5szO9bABkKyNNVG42/CXYiNy+bhyec+xu8vPRPZ46/EY/VLcMYZZ7AJl4jixrf5WchXs6GmfICswblmh2OqhAxHUUo9AMDR2y4AbhWRSw0ffAAle+IMCCRQWX8fNq5bgQPO/hqCwbjiiqtw7bXXMoESUb9t/fQqjMz+Atk/ftHsUEyXqOEoNdowlGg/XgA1MR57wA10r1qj/E2405H145cwxnY3Pn9tGi4rHoZ77r4DkyZNwB//+EezQySiFCYi+Mn0B3HTvRmxwFVU7FWrQ6pUnOFCm3DvmP8ROtR43HXvE9g1eDK2bNnCCpSIDFnr/gB75x+NJ+ffiF9e8lezwzEde9WmoUAFOuaY11E173HcWbEPfCtL8chtJ2LSpAm44YYb8O2335odJhGliDcbnwIA/OzUX5kbSIpgr9oUFtqEqybeibNPGBpswp04cV/Mnj2bCZSI+vTWm2/iwEmjMH7v/c0OJSWwVy1Sr6k2mmAT7qd34o4HF+MfC7bhjlsrcOlVbHohoshEBIceMBI/PfowPPD4+2aHkxTYq7YX6ZY4A0S6IG0LsXHZnRg95GsMyZ2G6+/uwNCRe+Paa6/FHnvsYXaIRJQkZOdK7Pz4dOwYcxf2mDjd7HCSAnvVZiClspGVOx1jftqIofvNAzrWYtiOl3H3329nEy4RdSPbP8DQIUOQt8+JZoeSMmJNnDlx2icpJPtwlFgFEmjWQS/j/6ofx6rXjsWl5w7D3X+/HZMmTcCGDRvMDpGITPb762/H7+d1QmWPMDsU0yV0OIpS6jUADwCINujHAqBcRE4xfPABlK5NtdEEmnA3fHoHXnYuw68vnA419grc/eB/cMEFF7AJlyjDiHRh0t4jMP2UI3Hvw2+bHU7SSNQ9Tg8ADwCvtmkSgNUhu1gATGLnoOQUSKCy/l4sX74cP7lgLbKyh+DKK6/GNddcwwRKlCHcy15D/uRT0fDkXJz7yxvMDidpJOoe51wR2U9ECrW1N28I/Fv72Q/+Ra0pCYU24R50wr1Y9dqxKP/5UPz9rtswadIE3HrrrWaHSEQD4I3XnoFSwPEnX2R2KCklLjMHKaUuEZEH4xDPgMrUijNcaBPuHQ8uwZ5j90PFn2qxrcuKjo4OVqBEaeqCc/bH0hWbsfgzj9mhJJVENdVOFJEvQh7PEpH5ve2TjJg4u/Mn0Fcg6+8F2lej8uGRuOvRlbjyyqtx7bXXIi8vz+wQiShORHahdeFh2Chn4JgzbjM7nKSSqKba8FmBImWepJg5SClVpv3UKKWsZseTzPxNuGci66BXoCbcgctKRqNsxhDcNa8aEyfui5tuugmbN282O0wiiocdn2LSuE4cffz5ZkeScuI1c5CK9NjszkFKKRv8gbiUUnYADhEpCnmeFWcvAhXo+qX+Jtz767eh/ql5OOPnV5odGhH103OPXIp333oOtz2yBllZQ8wOJ6lk9MxBSqliAEUiUq6UsgBYLSI5Ic8zceoQSKCbPrsTecPXQO0+Db9wrEH+gQVswiVKUedNn4RVX25D8yecDCVcohLnJBFZ3d99tP2sAIoB5IlIj2SslKoA4AaQCwAiUms4YP9xWHH2UyCBdq69Bzfc1oQH6rche9BQXHXV73HNNdcwgRKlCF9XO8aPGYULZp6I2//xmtnhJJ243+PUOv30mRB1Jk07ABuAfPjHfoY/XwXALSINWsLM16rIWJQDKInxtYQf7oEOnrIQt9/ln4lo1owhmHdnFX584P7YsWOH2SESkQ7LP3oBGzZ34mf2s80OJSUZqji1JtpZ8Fdut2vbRsM/2cHimIPwJ0iLiJSHbW8La1rtVjVq1WgkLhFxhryuDMACbQ7d0OOz4uyH0Hug7324EjNmnI5dOeW44/7Xcemll7ICJUpS982diav/WA+Ppw27796jZsl4cW2qVUrNAtAMwBtaUSqljgAwU0Rmxxhkj8SpdexZFJY4bQBaor2ZKMe2w1+1upVS9rCEqvvNM7lG50+gL0PW34f3PlyGUy77BoMGDws24ebm5podIhGFaHr+NLzr2obf//kds0MZcHrmog2I53CU1vBmWBH5SERmK6UuieF40eTCP61fKG+kHaPREm09gEalVCt679BEMfI34Z6FrINewU/Pug+rXjsWl5wzGHfecSsmTtwX99xzj9khEpFGfDthm/gVrrpiltmhpCxDiVOb5GC2UqpOKTUjQTEFRGo/8ACA1kO2TyLiEpEcEcnXfoqi7NfnD/UtkEDHHbcIt9/1WDCBWjqehXy3GOvXr+c4UCKTrV76Eh5YsAnfqSlmh2KKeHzeG0qcSqnrARTB35nnWaVUl1LqNaXUXKXUXAAFMb2TyLzQetKGSEibX7ouK2aW8AT6i9OGwrdyJm6++nhMmjQBN998MxMokUn+9ewTuOb2b6GGH2B2KEknIcuKKaWuF5HbQh7bAdjhH07SIiKlMcTa2z3ObvczY7nH2cd52TloAATmwv3mkztw+4OLUdPgH8bCqfyIBl7RT8dC1BA43/nK7FCSVryHo3S7xygiThG5QVsNpVYpFbclxEXEFX4++CtOZ4Td+4UVZ2IFVmMZP82JO+5+AqtePx6zZgzB3X+/DWs+948h8/l8JkdJlP62b92At5s24tSi48wOJSklquKcBKAM/mXFtoY9tzv8PWsNr5LSy3CUGgCNItIQsl9T4HF/seI0h4gP4n0VW1bdhd0HfQHfiCMx7cLFOPb4U3HddddhzJgxZodIlJZerp+L6TNvxCctCzHFdqrZ4SStuFacIrJaG3JSqpSaGHKS6+FfyDrfYHA2LRkWA7ArpaoC88tq5ysHYFVKFWtjNlvjlTTD4mDFOYCUykJWzumwFL6KrIl3o2PnZhw3eS3u/8ddmDRpAq699lqsX7/e7DCJ0s4otRwXnT0WBx9+stmhJKWEVJy9HkipcwE4RWRLXA44AFhxJgcRH7ClERs/uxN3PdiE++q2YbQlF+7VazB48GCzwyNKCyIC36fToCynIGvvm80OJ6klalmxHkTkWQAnxet4lDmUyoKynIIfHbUQf7ujDq1OOx6vHIKs1Rdh0+qX8Yc//AHr1q0zO0yilLZ+9dtY9M5qdA7n/c3+ikviVEpdopT6HP7JBlIOm2qTgz+BFmGPI1/BCSWPAr6dcL1Wjkceug9W6yRcccUVWLNmjdlhEqWkfz5+N868ah12Zk82O5SkNSBNtdpMQVXwT1YwH8Ass9fgNIJNtclNRICtb8Kz4k7c/fD7uPvpbdjxPVBdfRuuvvpqs8MjSinHFu6B3UaNxMK3vjQ7lKSXkKZapdR1SqnNAGrhT5i5AG6IMUaiiJRSUKNPRO7Uf6Oy+l9ofeNM3HTJ7phieRo+z4tYunQJVqxYYXaYRElvw9rP8J5rM845+zSzQ0kLuhOnUmp3bYagLgA3wr9QdZY2jnMLgJQt29hUm9yUUlC7T0NuwbP4Y9VCnPDTyZAvr8Nfrj8ZBx10EGaWFGPx4pgX5yFKey8suBMAcHYJW2p6E7emWm185mwAFQC2wD+G87YI+40G4GFTLQ0E2fEJvvviXjz6xL9w22Nb8dU37Tjj9FNx19/vwX777Wd2eERJ5eGqY7DovQ146oVWs0NJCTEvK6aN03TAvwC0F/51MOf3ciImThpwsvNzdKz5B/759DO4++mteOmZP2L8lMuxZp0Xe++9t6ElhIjSkezaBN/SY6H2+TOy9ohpVtSM05/E+TqAQgAVemYDYuIkM0n7V/CtrwHansf3u4Yg/4xW7DthP9x4059w1llnISsrbiOviFLK4rf+BsvOhzGh6EOoQVwbV49+LWStlDoJgA1AvYh80ceJmDjJdNKxHr4ND2LhCw9h7kMb8d7iHZh88AG4YfYfcf755yM7O2UuT6K4OOGoMVAqG2++z7HQevWrV62ILNLuZ+ZrPWkPj3+I5mPnoPShhoxF9j4344zyZrz98l+x6KEDMW73Nfi/OVcBOz8DALS3t5scJdHA+HLVh/jP/zbil+efY3YoKSFRk7wfAf/sQE4RWRz2HCtOSjrS9R1k87PY4q7F7kM3YsWmKTjuvEUov/RyXHXVVRg7dqzZIRIlzN9unI6/3PkK1n+zBqNzxpsdTsroV1NtLwc9Av51OFtE5A1tGxMnJS2RXZC2V7F26T247YEmPPT8NnR2KVx00cW47rrrceCBB5odIlFc+Xy7MGX/0Thk8kTUvbjM7HBSSkISZ8jBJ0FbxFr7YeKkpCYiwLZ3sWn5PXjgsUW475mtsP9sKp6sawSyhrMXLqWNLV+/hIsvPg+/+8PtOPnMS80OJ6UkNHGGnCSQQKtEJGW6LzJxZjbZsRQ7vnwAW9e9ih/tmYun/rM/ap9ZhesrbsT06dPZkYhSWpf7MqB9DbJ+/CK/EBo0IKujaOt03gYgJx7HG2jsHJSZ1IgpGHnQvRh77BtQOdMxbtgH2LX1Y5xzzjk4YP+JmDdvHrxer9lhEhn21aoP8OILL8KXM5NJ04ABX48zFbHipFDSuRW+bxfgPed9uO/JVXh20XeY97fLcPl1f4fPp1iBUsq4/tJjUPvUh1iz9hvstvueZoeTcgakqTZVMXFSJCKdgNeJNUvvx+jsTzFy9D74/bwsLP/Ch6uuvgann346kyglLc/GVbDmH4hf/+J4zKt5w+xwUtKALWRNlC6UGgSVcyr2Oe4F7HbYc1Ajbfjp/ivQ9s3/cNZZZ+GA/Sdh3rx52LJli9mhEvVw598uQ/suwfU3/8PsUNIWK06w4qS+Scd6+L59Bu+/8TDufXI1nl30Hd5ZeDt+cuIV+L69C8OHDzc7RCJ8u34lJuUfhFm/PAZ31v7X7HBSFptqe8HESUaJ7IJ4G7FhxUP40dBPgEF5OObiddg9ZwIuv/IaTJ8+HYMGDTI7TMpQW5fPxt3/eByXON7A2L04NjlWTJy9YOKk/pCdK9G18Sk8+cSjuO/pjWhe9j323utHuGTW7/D73/8eo0ePNjtEyiC+nZ9Dlp8FNf5aZI25xOxwUhrvcerA4SgUCzX8AAyacAsunv0p/vfWfHyw4BgUFX6P++/5G5TnaUjnVnz++ef8YkYJ5/P5UHxOEf7xbBfUnheaHU7K4nAUHVhxUjyJCLD9Q7SvewKDdyzCth1Z2OeUVdhr/HiUX3YVfvWrXyEnJyWHOlOSe/ZxB4ovrkbD43Nw7oWVZoeT8thU2wsmTkoU2bUBvk3P4I2FD6LmmS/wwlvfYfDgwSgtnYkHHngQQ4cONTtEShMb1i7DYYcdhiOm7I1X3nRzwoM4YOLsBRMnJZpIJ7D1baxd9ggeemIhPl65C/UPXQbkluCfL3yG6dOnw2KxmB0mpSifrwtnF1nxvmsdlixejL0mTDY7pLTAxNkLJk4aSNKxHrK5AbK5Aatav8DBP/8SQ4YMRsm5P8clZb/Dcccdx2qBDNmy6i6cff6NuOrqG/DzC/5kdjhpg4mzF0ycZAaRLmDrO/j604fx2FOv4JEXtmD12l34ScFkvP/hx8jKYp896ptv63uQ1t8Ae/4G2XtXmB1OWsn4xKmUsgPwACgFUCcirpDnmDjJVLJrI7o21eONhfOxZs16XFw8BVsHn4byG9/Cxb++FKeccgrHhVIPrcsWoeTcM/HoHXYcctpzUIrXSDxldOJUSlkB1IhIkVKqGECpiJSEPM/ESUlBxAdsex/i+Rc+bnoBF974FZau6sBe4/Jw8a9/i4su+g0X2yYAwNovFmPacUcDKgsffLgUe46dZHZIaSejE2copVQFAIhIdcg2Jk5KOtK1DT7Py/jwPw/h4X9+iLrXt+PQg8bjv2++ABlxOLxeL3Jzc80Ok0ywcd2nOPH4I9G2dRf++/Z/YD3wKLNDSktJnzi1qrAYQJ6IOCI8XwHADSAXAESkNoZzFAOYGn58Jk5KdvL9any3tg7frHwW1rFb8P5nOTjxVy0484xTcNGvynDaaadhyJAhZodJA6Bz59f4ScFkrNnwPd5c9AomH243O6S0ldSJU7v/aAFQBAAiUh72fBWAJhFpiPTY4Ll6vJaJk1KFSBew7X1s/PxJPP7UC3ji3x58sqoDebm74fLLf4db/nyr2SFSAsl3H8PnvhQL392O/GPm4aBDTzI7pLSW1IkzGIQ/qVkiJM42EckJeWwH4BCRIu1xtK5kLhFxKqUsACAiXqWUDUC9iOSHHI+Jk1KOdG6FbHkdi999FE/UvwfLboNw83XnYnPX8ah5ZjnOP/8C7LfffmaHSXHyr6cq8dbCe3HHzdOQnV8LNXgPs0NKeymbOLVEtygscdoAtER7MxGOWwGtCVhrEm4JO57uN58MvyeicNKxHtL2MqTt32h8swnnXrMeO773oeDwA1H6i9+gtPQ87LvvvmaHSTHo3LUTf644E3+5axHOLpqEuhc/wtBhXDigv4yMlU7FxGmHv0dsaIVoBdBqIHFaANgBeAGUwF9xOkOeZ+KktCHfr8L2Nc/ipeefQN0rX2DhOzsw7ahJeP3lp9E1/HBs3tyGMWPGmB0m6fD5srdx8QUz8MFiD+ZcdyZunvscsrM55CQe0j1xFgOoCkucFgBtAHJExBuH87KpltKOiAA7FsP7ZQM2rH4V+4/fhrc+GoyTZ32GE48vRMl5v8HZZ89gEk1CIp2QjY/hyqsdeOWd7/DYw/dh2sm/MTusjJPKy4p5ofWkDZGQPvhcVozSiVIKauQRyDn4rzjw9CZk7f80Dpt6Du65yYr2LUtx6aWXYdy4sfjlzJP9c+lSUnj/zcfRcM/RkHXVmFtZhiVLW5k0B1hKLSvWyz3Obvczjd7j1HFeVpyUMUR8wI4lWL+yHi++0ADl24LfFu+LdTtsOKvMibNnnIefn1uKQw45hHPmDqBVy95G5U1leOr5FTjhyDwscjqRNepws8PKaClbcWpT44U3x+YCcEbYvV9YcVImUCoLauQRGHfE31A2ZwVmOV6H2uM8fNe2AvuP3Yg7br8Vhx12GPabNBaO668wO9y0953nM8z6xRH48aHHY9E7btxb/Vs0vrOWSdNEKV9xattrADTGYxxnlPOy4iQCIO1fYeeG1+B89Wm8+KoLPp9g/q3Ho3PYMfjF1a/hBPvZOP30M5Gfn9/3wSgqEcHSpudw8J5vQdpew89mrceZZxTh8opajByVZ3Z4pEnq4Sha02sp/DMHAUADek7EHpg5yArAG8vMQb2cn4mTKIx0boFs/S+w9U2sWfUmLrxhOd5dvBNdXcAB+WNx8slFuH3efC7GbYDXsxZ1j92CBx9pQPMnbfj030fix0deBeTOQFb2cLPDozBJnTjNFj4cZc6cOWyuJQoh4gN2Lod3zetwvv4vvLroY6z6uh1vPFoItdvROO/q/2KvfQ/GiUVnY9q0aRg9muMMA0R2Ads+xCVll+Ofz3+M9g7BiUePx1VXlOGMmbORnc2pEpNNZWUlbrnlluBjJs4IWHESGSNdO4DtH0K2vYNdbe/jN47/4s2mHfjm2y5kZSkcevA+WPB0LfabbMf27TswatSojOpotNW7Aa++cD9e+vezuO/6IRgxZBtu+kc7dtvjEFzw2z9hwn4/MTtE0oEVZy9YcRL1j3R6IdtbsOLjV/HWm2/g/eZW3Dt7D4wcOQrF12/GOy0eHDl1Mo48ahoOs03D0UcfjT333NPssONGxAfZ8Sn+dLMDi/7TjKaPN6GrC5iy/0gsePAy/LjgQmAEeymnClacOrDiJIov6doB7FgC+e5jLHIuxFv//QgfLN6E5mXt2Lrdh/v/fBTKfn0m3nZ14LlXV+Iw27GYckgB9t9//6RfKq2zsxOfLnkXze//Gy3N7+PLL7/Ei3ftCfi+Q9Gl65CTsyd+dsJPccr0X2G/yScxWaYwVpy9YOIkSjzZ9S3ku4/xxcr/YLdBXyF36Nd45sVP8ad/bIZ7za7gfmcWHYDnn7gOXdl7Ye7dC7HvxMnYa5987LPPPth7770xatSohMfa0dGBdWu/xNovP8Hnyz9C3u47ccZxu2Hl8o9w+PQX0d7h/6zYf8Iw2A7ZC4/ceyWG5R4JjLRBZfGeZbpg4uwFEyeROcS3E/i+FVs3LsGKZR/g85XLMWroFkw/pgNr12/FEaVfwrPF1+016/73a4wZNwE33fYulny2ATmW3ZGbm4ucnFycevLxOPqoqfh6zQY0vvEBhgwdiiGDh6Kzy4dhQ7Lw87OPB3zf4+HHnsO3mzfD29YGr9cDr9eL68un4rADh+DWe9/CH+d9gtCPg/NO3R1P3nE0vlcTUVO3HocXHAnbkWdi9J6TWVGmMSbOXvAeJ1FyERGg0wN0fI3v2lZh7dcrsebrL7B27Rqcf/oeyPJ9i6qapXjvIy88W3bBu9WHtm1dqPhVDq76RQ7+/Z/tmPGHb7odc+8xg/DFwkkAgINnfIH1m7tgGZUFy27ZGL37UPz1mik4Zmo+Wj7zwbW8HXvtPQl773sg8g8swG55B7OSzCC8x6kDK06i1CW+DsD3HdC13f8jHRDpQueuXejoaEdH+/fIzlYYPGQ4ho+0AGoYkDUEyBoGZI0AskayaqSIWHH2gomTiIjCpexctURERMmIiROc5J2IiFJsknezsKmWiIjCsamWiIgojpg4iYiIDGDiJCIiMoCJE+wcRERE7BykCzsHERFROHYOIiIiiiMmTiIiIgOYOImIiAxg4iQiIjKAiZOIiMgAJk4iIiIDmDjBcZxERMRxnLpwHCcREYXjOE4iIqI4YuIkIiIygImTiIjIgIxJnEqpKqWUxew4iIgotWVE4lRKWQEUmx0HERGlvoxInACsAFxmB0FERKlvkNkBhFSDeSLiiPB8BQA3gFwAEJFag8e3i4hTKVUej3iJiCizmVpxKqXsAGwA8gH0uP+olKoC4BaRBi1h5iuldDe5avc0PfGKl4iIyNSKU0ScAKCUmooIiRNAWVgV2gjAAaBBe11FlEO7tGOXAXBrVa0VwEyl1AIR8cbrPRARUWYxvak2GqWULcJmDwB74IGIVPd2jNDntabaiElTzxRLnF2IiCj16fm870sydw7KRc9m1pgqRa1J2Ap/BUpERBSzpK04Ebnp1gP4710aaW7Vmm3ze3neeHRERJRy9Hze91WVJnPF6YXWkzZE+OO44OooRESUUqujaL1nLSJSHrLNBqAldHb6SNv6eV6ujkJERN2k7OooIuJCz3uauQCc8T4XK04iIkr5ilPbXgOgUUQaQvZrCjyOw3lZcRIRUTd9VZymJk6t6bUUP8wj2wCgTqs2A/sEZg6yAvAanTmoj/MzcRIRUTdJnTjNFkicAXPmzGFzLRFRhqqsrMQtt9wSfMzEGQErTiIiCpeynYOIiIiSERMn2KuWiIhSrFetWdhUS0RE4dhUS0REFEdMnGBTLRERsalWFzbVEhFRODbVEhERxRETJxERkQFMnOA9TiIi4j1OXXiPk4iIwvEeJxERURwxcRIRERnAxElERGQAEyfYOYiIiNg5SBd2DiIionDsHERERBRHTJxEREQGMHESEREZwMRJRERkABMnERGRAUycREREBjBxguM4iYiI4zh14ThOIiIKx3GcREREccTESUREZAATJxERkQGDzA4g0ZRSNgBuALkAICJucyMiIqJUlvadg5RSLQCsAJwiUhL2HDsHERFRN311DsqExFksIg1RnmPiJCKibvpKnKY31SqlrACKAeSJiCPC8xXo3tRaa/AUVqWUHYAN/qrT1c+QiYgog5lacWoJzQKgCABEpDzs+SoATYGKMfyxwXNZACwSkYKQbaw4iYiom5RoqtUSoiVC4mwTkZyQx3YADhEp0h5XRDmkS0ScSqliAFNFxKElztVhx2PiJCKibpK+qTYarTdsOA8Ae+CBiFT3cRg3gEDTbCGABfGJjoiIMlXSJk7472l6wrZ5jRxARFxKqTKllAfAVAA97qEC0DU3IatSIqLUp+fzvi/JnDgtEbZ5AP/9ShHRlURDOhMZvi9KREQULplnDvJC60kbIvxxXM2ZMwciEvGHiIhSX7TPeBHBnDlzdB0jaTsHafc4W0Jvzkba1s/zsnMQERF1k7Kro2jjLcObY3MBOE0Ih4iICEASJ07NAm1ISUARgJp4n4QLWRMRUUosZK01vZbCP3MQ4O/AUxc6u0/IzEFWAN4YZg7q7fxsqiUiom5SYgIEswQSZ8CcOXNYdRIRZajKykrccsstwcdMnBGw4iQionAp2zmIiIgoGTFxgp2DiIgoRToHmY1NtUREFI5NtURERHHExAk21RIREZtqdWFTLRERhWNTLRERURwxcRIRERnAxAne4yQiIt7j1IX3OImIKBzvcRIREcUREycREZEBTJxEREQGMHESEREZwMQJ9qolIiL2qtWFvWqJiCgce9USERHFERMnERGRAUycREREBjBxEhERGcDESUREZAATJzgchYiIOBxFFw5HISKicByOQkREFEdMnGkq0PxMFI7XBvWG10ffmDiJiIgMYOIkIiIyYJDZASSaUsoCYCYANwCIiNPciIiIKJVlQsU5X0RqATQDKDc7GCIiSm1pnTiVUnYAHq3qhIiUmBwSERGlONObapVSVgDFAPJExBHh+Qr4m1lzAUCrHvWyBV4HwK6Ugog09DNkIiLKYKZWnFpFaAOQD8AS4fkqAG4RadASZr5SqtjgaTwi4tUS5vx+B63RO8tQPPaL9blkl+jY43H8WI8Rz+ujr314fZh3/FiOYeQ1vD6iMzP2pJg5SEuQFhEpD9veJiI5IY/tABwiUqQ9rohySAsj8AQAAAdESURBVJeIOJVSZQDyA5WsUkpCZ4Loz8xBWvU6IPvF8lzIzBd9ntssen83Zh4/1mPE8/roax+j10cqXBtA+l4fRl7D6yO6RF4ffc0cZHpTbTRKKVuEzR4A9sADEanu4zALAFRpx7MAcEU5V6wxDth+iXguGSQ6vngcPxmuj772ieUaSPZrA0jf68PIa3h9RGdWjEmbOOG/N+kJ2+Y1cgAR8SqlWrTmXSsAdg4iIqJ+SebE2eOeJ7REqpSyiIiuJNpbZ6JoZTgREVE0yTwcxYsfesQGhD8mIiIaUMmcOD3oWXUGxmMaarIlIiKKl6RNnCLiQs97mrkAOGUeERGZJmkTp2ZB2LjNIgA1ZgVDRERk6jhObchJKfwzBwFAA4A6rdoM7BOYOcgKwGtw5iAiIqK4SooJEIgoOWiThgBAAYAqEXGbGQ8ll8D83/AXPN2KnEyS7E21RDRAtBagZq1Vpx68LUIhtHnFHVqybAIw2+SQTMPESUQBVvyw9F4zgEITY6EkIyLuwHSn8F8rTWbGY6ZkngCBdEjw6jKUgmK9JrSFEAKrBxXCnzwpzfT3M0PrsBnxtZmCFWcKG6DVZSiFxPGaKAenqEw78bg+AkszZvJnCTsHpYFYV5eh9NWfa0LrILSAE42kr1iuD22hjMAc4DYA9SKSP6CBJwlWnGlKz+oylFn0XBPaB6VT+3DktZJBdFwfZfihQ1CkKVEzBu9xpq9+ry5DaafXayJQRQDwaMs1ucGZujJJX58ZtQDs2heqEmRwUz4TZ/qKy+oylFb6uiZcAHIi7EOZQc9nRqDzWEZ/oWJTbfri6jIUjtcE9YbXh05MnOmLq8tQOF4T1BteHzoxcaYpri5D4XhNUG94fejHxJneuLoMheM1Qb3h9aEDx3GmMK4uQ+F4TVBveH3EBxMnERGRAWyqJSIiMoCJk4iIyAAmTiIiIgOYOImIiAxg4iQiIjKAiZOIiMgAJk4iIiIDmDiJMlyUdRiJKAomTqJeKKWqlFKtSilRStVoj0N/Ii3FFMt5LEqpRqVUm1LKqmN/m7Z/nzOYKKWs2mwwkc5ZA8CtlKqPMXSijMOZg4j6oJQqA1AlIjlh220AFgE4KXTKsn6eSwDki4hbx74WAG0iovrYrwyAQ0Tyw7bXAKgXEadSqg3AJAC5es5thFKqCmHTuhGlMlacRPp4wjdoiaAW/uQZL7qTlt6lnkSkNjxpamaKiFPbJ0c7XnGE/QzTqtwaLWmWges6Uhph4iTqnyYAFj3Nq0koUjNzUTwOLCJuESkXEQcifOnQS2uSLotHTETxwsRJ1D9WwJ8ozA6kv7TlpOxmxxFBXO4jE8XLILMDIEpV2j3GcgAlUZ4vww/V1lQANaEJVrtHascPzbM9kq+WzAJNshb4K0JHaDOtFkcg4U0F0CQiDdpzVvjXU7QH7oUqpezacQL3HwHgawD7hG1rTfUlpbTf33wAzSISeM9lqf6+yFxMnET65GoJB/AnMCuAPABFkarNQC/WkA/oBq13boGIeLVjOQIf5tpr7NpxQx97A/chtW2RmlLtgUSpnUcAKO38bqVUCYC2wM7a8ZxKqQqtKbVb3OHbUpX2paEUwCwARVpnKC+ARlMDo5THxEmkjyeQwEIqvKmRdtSer4rQ29UJYCb8HYpqEFapar1bQzv82EJeFxDpQz88cbuVUrZAL1YtUUd9Y+lMRAK/4watwreGfhEhigUTJ5FBWjNpg5bkWgDkhO1iB+ANqVADcgEUaJWQFX33oG0A0KJVmfUAnCGVZaiUv7+aCBGaxa1Rfn9EhjBxEsVIqxAtSil7WBWTi5AKNUSgYi3WXt/rcBKtmXUS/MM5ygHUKKVqRaQ8bD9dw1KSnTYJQ3hHoFz4ey1HaqIu1zne1Q4ATJoUL0ycRP1nQ/fmVDd6H7eoq0IMaW6tBlCtNQHXK6WKByIJaFWae6ASc0izangMdhGpjuWY2pcUNydfoHjicBSi/vEC6Da5QMi90B5jO0OSoTfKHLGhFVdp6DG0BOZAlHurCWBN5Wo2UtJUStk5Ny/1FxMnkT7RKkgngMLAg0AzLPw9OatCdwz0kg15fnaE54HuyTO8h6sVYR2E4jVfrsYdkqyD71lrkq6K8pqko/0uS+H/8lGvlCrW4i9n9Un9xaZaol5oH7ZW+Idv1MA/FjP0g3cWgPmB2W0Cw09EpEEp5dVe3wR/wnQH7smFPF8Gf9OtBYBL22++UsoBoBVAc8hYTov2WqeW3AKJbL5Saq52nEC8Vdq5A9sC9xBnwZ8QQ7fVhTT9lgAoV0o1AWgOeZ9WAGVKqSY9zcRaMp+tvS4QjxNA4wD1arUFmn6138N8+DtXRRxzS2QEJ3knIt0G6v5qyPn6dY+TKBFYcRKREQN6z1NEXGFjW4lMx4qTiHQZ6GqTKFmxcxAR6cXKjwisOImIiAxhxUlERGQAEycREZEBTJxEREQGMHESEREZwMRJRERkABMnERGRAf8PVk6E1R6hBOUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Ionization histories\n", + "cmap = cm.plasma(np.linspace(0.1, 0.9, 10))\n", + "for ind in range(10):\n", + " plt.figure(figsize=(7, 7))\n", + " \n", + " plt.xlabel(r'Redshift, $1+z$', fontsize=20)\n", + " plt.ylabel(\n", + " r'$\\Delta x_\\mathrm{HII} / x_\\mathrm{HII}$', \n", + " fontsize=20\n", + " )\n", + " plt.loglog()\n", + " plt.xlim([4, 3000])\n", + " plt.ylim([1e-6, 1e3])\n", + "\n", + " plt.plot(\n", + " data_list[ind]['data']['rs'], data_list[ind]['data']['x'][:,0],\n", + " color=cmap[ind], linestyle='solid', linewidth=1.4, \n", + " label=f\"new DH, {data_list[ind]['DM_params']['mDM']/1e9:.1E}, {data_list[ind]['DM_params']['inj_param']:.1E}\"\n", + " )\n", + " plt.plot(\n", + " data_list[ind]['data']['rs'], data_list_oldDH[ind]['data']['x'][:,0],\n", + " color='k', linestyle='--', linewidth=1.4, \n", + " label=f\"old DH, {data_list[ind]['DM_params']['mDM']/1e9:.1E}, {data_list[ind]['DM_params']['inj_param']:.1E}\"\n", + " )\n", + "\n", + " plt.legend(title=r'$m_\\chi$ [GeV], $\\,\\tau$ [s]', \n", + " loc='upper center', title_fontsize=14, framealpha=0.9,\n", + " fontsize=12, ncol=2, columnspacing=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHBCAYAAADgsFtlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl8G+WdP/DPI8m2bMf2WE6c+xqTcIUAtrlaKAuRoRTa3bay3W7vstjtr7vddpdGTX/9bZx2t0ahx263B1JKt90e28TqsZTSgmWgFMoRSyRAgZBISUjI4cSjsRPfkp7fH5ImkqzbuvV9v156WZoZPfPM5Ml89TzzzPMwzjkIIYQQkhxVvjNACCGEFBMKnIQQQkgKKHASQgghKaDASQghhKSAAichhBCSgpIPnIwxPWOslTFmYoy15js/hBBCiltJB07GmAjAyDl3ANgLYFues0QIIaTIafKdgWzinLsAdAQ+ivAHT0IIISRtRRE4AzVHA4AmzrkxyvqtAFwAdADAObdErI/5XUIIISQVBd9UyxjTA2gF0AJAiLLeBMDFObcGAmZLIFAqOOfWwLaGyO8TQgghqWDFMuReIEAKnPPeiOVuznljyGc9/Pc1OxhjAgBwzuVAx6ABznlLTjNOCCGkpBRFU20sMXrJSgD0gfc9AJoAGAHICDTlhny/OH41EEIIyTnOOYu2vKgDJ/yBUIpYJoe8twDQB2qhnYEXIYQQkrZiD5zz7nkiEEgZYwLnXAZgDSy3xUokneZqxlhS38vEdumsY8z/Q6mQm+KTPTf5TD/dNDJZPhJtk2r5KIayAZRu+UjlO1Q+Ystm+Qieg1gKvnNQAvOaX6N8TogxBsYY+vr6MpIpQgghxaevry9h0ASKv8YpYX6tU+kQlGwi6fxq2b59e862S3ddoct23jORfrppZLJ8JNqGykf+0k8njVS+Q+Ujtmzkva+vL6ngWdK9apNIM+zgt2/fXjK1zmJpbiG5R2WDxFPO5aOvrw87duxQPsfqHFQKgdMMYDDkWU0TgL3BzwnS5EBpFpByLvwkPiobJB4qH2HnoDgDZ+CRk274Rw4C/J19dgfGnw1uExw5SAQgR44cFCdtCpyk7FDZIPFQ+SiBwJlN1FRLyhGVDRJPOZePkmuqzQaqcZJyRGWDxEPlI3GNs9gfRyGEEEJyigInSvM5Ts55Wf9iJLFR2SDxlHP5SPY5TmqqRXk3SRBCCAmXqKm22AdAIGny+Xw4cuQIzp8/n++sEEIKVGVlJZYtWwZBiDa6afmiwIkLvy5KqVdtIiMjI1CpVNi0aRNUKmqxJ4SE45xjcnISR48eBYCyCJ6RvWpjoaZalGdT7auvvoqWlhZUVVXlOyuEkAI2MTGBY8eO4ZJLLsl3VnKGetWSqDweDyorK/OdDZIGh8MBo9EIh8OReOMMslqtMBqNkOWkh4FekETHmev8lKuamhrMzs7mOxsFhZpqy1gyvcdI4RkeHsa2bdvmNZ3t3LkTwIUmtfb2dthsNmzdujVuelarFf39/ZBlGWazGXq9XllnsVhgNBrR09MDk8kEAJAkKSfNdrGOM8hgMOQ0P+WKrhPzUY0Tpfk4CikvbW1taG1txdatW9HT04Oenh5IkpRUjcxgMMBkMkGSpLCgCUAJmMGgSUgpS/ZxFAqcuPDcEgVOUoyMRiPa29vnBT29Xq/UyhIJftdmC5/v3WazoaurKzMZJaTA9fX1JdXnhQInIUVu586d6O3tjbquu7s76XR6enpgNpvDlrlcLmoGJSQC3eMkJMNkWYbNZsPevXvR3d0NSZLgcrkgiiJ0Oh0kSYLD4YDBYIAoigval8vlAoCY6UTWOG02GxwOB0RRxN69e8OaYHt7e9HS0hJ2HDqdbkH5CzIajbDZbJBlOewebGSgjkWWZezZsweiKEKWZbhcroT3bgnJFqpxEpJhw8PDMBgMsFj8s9vp9Xro9Xr09vZCFEXo9XoIggCrNeGUsUmTJCnhNi6XCyaTCVu3boXBYEBTU5OSR8AffFtbW5VlNpst6abeeGw2G3p7e2G322E0GmG322G325MOmoC/k1KwOToTPzgIWQgKnKDOQSSz9Ho9XC4X2tvb0draCgBKDTNY27Lb7cq6hQgGkGDNM8hqtaK3txeMMRiNRmWZIAhwOBzKIx52uz3se729vUpASyYYJ0Ov1yv5dDqdaaVhMBjQ2dmJjo4O7Ny5MyMBnZBI1DkoBdQ5iGSazWZDR0eH8nlwcDDss81mm9eZJ11bt27FwMBA2LJgT1kA2LZtGwBgdHRUqVUGe+BG1vq6urrgcDhgs9nQ3t6ekfwFORwONDU1pfVdnU4Hp9MJk8kEp9OJzs7OjOaNEIA6BxGSV4ODg2GBMTRQOhwO6PV65V6oy+XCzp07w5pNI3u3xmMymTA8PDzvO8PDw2Gfu7u75w0mEPlZEAQYDAYYjcakasSRNd14du/enfaPheBzpq2trSk18RKSDdQ5iJAsCF7kI98D/uAkCELYPcStW7eira0NPT09adX27HY7du7cCYfDAUEQlE49g4ODSvNwa2srjEYjdu7cidbWVsiyHDWQ9fb2Jj0qkdFohCiKST3n6XA40n4etKmpCXv27IFOp4MgCDF7EROSCxQ4CcmCwcFB5b0gCGFNqbECTXt7OywWi9J5KFXJ9DINdlRa6DZBAwMDSdeOQ89JqqgHLSkk1FRLSIHo6OiA0+ksuh6jNFYsKTcUOAkpILkeuH2hMtnJiZBiQYGTkAJgtVqVx1US1eDa29vR39+fUgeiTLBYLNi7d2/YoAjpNisnI9FxRssPIblA83GGKKeJrF966SVs3rw539kgmN/jdvfu3eju7s7Ic56EZEK5XC8iJ7KONR8nBU6U50TW5fIfgRCycOV2vaCJrAkhhJAMosBJCCGEpIACJyGEEJKCkh8AgTHWE3jbBsDEOU9+jDBCCCEkQknXOBljrQCGOecWAAMAaJBLQgghC1LSgROACCA4qOUwgMxO90AIIaTsFEVTLWNMBGAA0MQ5N0ZZvxWAC4AOAAI1THDOrQCCswW3wx88SYlyuVwwGo1wuVzKVFoulwtmsznteSBzoVjzXSyK9fwWa77LQcEHTsaYHoAAoCXGehOAvYEgCcaYiTFmCH4O0QuAJvErAlarFZIkwW63o7OzM+qQbsFJmWVZVuaYFEURHR0dsNvtYRMdt7a2wuVyRR0DNlo6gH9QguAIPoIgJDWsnCzLsFgsEAQBPT09UbfJVL5jpR3rvFksFoiiCFmWi3YS6ETnV5Zl9Pf3zxtAP1PlIlb6C813rP1RuShgwUmcC/0FwATAHGW5O+KzHsBgxLIeAEKU73L/KSg/+/fvz3cWorLb7dxutyufBUGYt43b7eY9PT3KZ71er7w3m81h69xut5Jusum43W4+MDCgLDeZTEnlfXBwkJtMJm42m6Ouz1S+o6Uf77wZDAYlvdB9FptE59dut3NBELgoilwURS4IgvJvl4lyES/9heS7GMpFoV4vsiUkNkSNR0V9jzPQ+SeSBH/wDG6jB2DjnMuB96SASZIUNlGxTqebN/D5nj170NJyoQFCEISog6NbLBZlouVow9fFS6e/v1/57ujoaFJ5TzRua6byHW0s21jnLTR9l8u1oKm98i2ZcXHdbjecTiecTid27doVdTqyhZSLZNJPNd9ULopPwTfVJqCDP1CGUkpPILAOAJACQyi5AMwbMTo4vFI8vMSH5ZuamMOx18eyvp/VlzSgurYi5vrIuSAlSZp3kZBlOexCpNPpIEkXioHL5YLVasXg4GDcCaFjpdPa2gqTyYS2tjbo9fqwuTQXIlP5jibWebNYLMpnWZZhNBpTbmr0Tc9g5q2RlL6TjqqVzVBpq9L+fmg5sVqt85rXF1ouQtOLln66irVcFKtkrveJFHvgjPYzTgIAxpjAOXcAaMxtlorTsdfH8KnrH8r6fh547j3Y2LY4qW2NRiOGhoaS2jb017YoijAYDMp9KQBJ3xMK3d5ut8NoNKKjoyNrv8gzle9QoectmE4wjWBnk1TSnHlrBIe/+PWU8pCO9ffdi+qW1QtOR5ZlSJI0r5aXiXIRL/1MKoZyUc6KPXDKCPSkDZH2HEPlNDtKpNWXNOCB596Tk/0kw2q1xpwhJHLqLUmSov6HD13mcrlgMpmUX/ImkylmOlarFe3t7RBFEQMDAzAajRmZdzLdfOt0OqWGAGBeEDcYDMp3Is+bKIphTc2CIKR8gaxa2Yz1992b9PbpqlrZnJF0+vv70d3dHXN9uuUi2fRTVazloljFaz2MnB0llmIPnBLm1zoFAOCcJz0tfak3wyajurYi6ZpgtjkcDqVXYfCeTuh/6K6uLhiNF55KkmU57hRcLpcLsiyH3euJl87w8HBYeh0dHRm5oKSbb0EQ5t1Li3ZvLdp50+v12L17d1iaqTb3qbRVGakJ5orNZkNvb2/C7VItF6mmn6xiLRelqK+vD319fQmbc4s6cHLOHYyxyACpQ5T7mKQ4OBwObNmyRZmcWJIkuN1uAEBbWxuGhoYgCAI6OjqUCY6DFx2Xy4WBgQFIkgSr1aosM5vNUe9Txkqnp6cHO3fuVJriRFFUAmdbWxsGBgaiBlKbzYbBwUHIsgydTqd07890vlM9b93d3UrNZNu2bVltYsymZM5vUGTtLBPlIlTkvz+VizITq7ttob0Q+3EUMwBDxHaGJNPkoa/t27en33+5yJRb9/JMivYoQC7FeqyB5Fcpl4tyuV5s3749LCbwGLGj4CeyDvSM7YZ/5CDAPxLQbu7v+BPcJjhykAhA5oGRg5JImyayJikJ3luiX+ckVKmXi3K7XhT9RNaccwfn3Mg5bwm8jKFBM7DNTs65NfA3qaAZijEGxljZdgwiyXO5XCV7cSTpo3JRGpK5vwmg8Guc2UQ1zvL5BUkISV+5XS+KvsZJCCGEFBIKnKCmWkIIIdRUmxRqqi2fphdCSPrK7XpBTbWEEEJIBlHgBDXVEkIIoabapFBTbfk0vRBC0ldu14tETbVFPeQeIaFcLpcyy8O2bduUZWazGU6nM8+5i61Y811MivUcF2u+Sx0FTlJwbDYbdDodhoeHAfjHjo0kyzIsFgsEQVDWi6KIjo4O2O12ZTxQwD9PY6yZH6xWqzI7hSiKyuDaNptNmbFCEISkZkaJlqdk9pdOvmOlLUkS7HY7Ojs7w/JssVggiiJkWQ7bR7GJd4yhIo83U2VDlmX09/enPHcllY0SE2ssvnJ4gcaqLThut5u3trYqnwVBiLrd4OAgN5lM88bnNJvNvKenJyw9zqOPI+p2u8O21ev1yvKBgQFluclkSirvsfKUaH+p5jta+na7PWzb0PNmMBiU9EL3WWziHWOoWMebibJht9u5IAhcFEUuiiIXBCGp8lHsZaNQrxeZluxYtdQ5CBd+PFDnoPwTBAF2ux1A/KmO9Hp9wiHOLBaLMo1StGma9uzZg5aWlrB9Oxz+0Rz7+/uV74bOWxhPojzF218q+Q6duzFIkqSw6bF0Oh0cDkdY+i6XK2sTcudCrGMMlezxLqRsuN1uOJ1OOJ1O7Nq1K+pUXpGobBSHvr6+pPq8UFMtAQDMTHhw6vXxrO9n2SX1qKpNXOyCUzFFzpWYDJfLBavVisHBwbhzDAbnNAzS6XSQJAmtra0wmUxoa2uDXq9PegqnRGLtL9V8R6PX68Oa34LHEZw2SpIkyLIMo9GYcjOjb2Ya3pGTKX0nHerm5VBVaWOuj3WMoYLN+7GOd6FlI3T/Vqt1wZObJ9pfqvmOJptlo1xR4CQAgFOvj+Nr7Y9lfT9fGr4Na9t0CbcL/kc3m80p/2cWRREGg0G5JwUg6ftBodvb7XYYjUZ0dHRk7dd4aA1hIfkOZTQaMTQ0FJZ+MI1gR5NU0vSOnMToN76cUh7S0fTP/wrV6vVJbRt6jKESHW8mykbwvSRJWR3YvRjKRrmiwEkA+GuCXxq+LSf7SZZer0dnZye6u7ujNkslEjmZsclkUn7Fm0wmpSNGkCRJEEURVqsV7e3tEEURAwMDMBqNsNlsC65dxNpfonzrdDqldgBgXhAPdn4B/LWg0PMlimJYU7MgCClfHNXNy9H0z/+a9PbpUjcvT2q7yGMMlezxpls2gvr7+9Hd3Z3cgSWhWMtGuaLASQAAVbWapGqC2WaxWOB0OpVaZnDm+oVwuVyQZXles29XVxeMRqPyWZZltLa2Ynh4OOyi3NHRkZGLSaz9Jcq3IAjz7qNFu6/mcDiUnpjB+2B6vR67d+8OSzPVpj5VlTbpmmC2RTvG0H+bVI831bIRZLPZ0Nvbu+DjSXZ/sfKd77JRrihw4sLDrtu3b6cOQnnW1dWF4eFh2Gw2OBwO9Pb2KheQtrY2DA0NQRAE5R6oLMvQ6XQwGAxwuVwYGBiAJEmwWq0ALjzzFu0+pSAI6OjogM1mAwDlwtXT04OdO3cqzXCiKCoX57a2NgwMDEQNpNHyFJnvaPtLNd/ROBwObNmyRfmhIUkS3G43AKC7u1uplWzbtq1o542Md4yh5zja8WaqbISKLANUNopfX18fduzYkXA7GjkINHIQSU3w13u+WCyWmM8Ckvwq1bJRbteLRCMHUeAEBU6SvOB9pXL/ZU7mK+WyUW7XC5odhZAMcrlcJXlhJAtHZaN8UOAkJAWZem6PlB4qG+WDAichhBCSAgqchBBCSAoocIImsiaEEEITWSeFetWWTy85Qkj6yu16Qb1qCSGEkAyiwEkIIYSkgIbcIyXD5XIpMzxs27ZNWWY2m+F0OvOcu9iKNd/FpFjPcbHmu9RR4CQFy2q1QhCEec/HybKM/v7+edONiaKIjo4O2O12ZSxQwD/hb6xZH4L7kGUZoigqw6XZbDZltopoeYhGlmVYLBYIghBz2LNo+0sn37HSliQJdrsdnZ2dYXm2WCwQRRGyLIfto1jFKhuh6xZ6jqOlE6vsJUJlo8Rwzsv2BYD7T0H52b9/f76zEJfb7eZ6vZ4PDg7OW2e327kgCFwURS6KIhcEgZtMJs4552azmff09ISlE/xOtH2EbqvX65XlAwMDyvJg2okMDg5yk8nEzWZzzGOKtr9U8x0tfbvdHratIAjKe4PBoKQXus9iFa9sZOocx0onXtmLp9jLRqFfLzItJDZEjR10j5MUpOHhYXR0dMRc73a74XQ64XQ6sWvXrqhTKVksFmUKpWgDb+/ZswctLS3KZ0EQ4HA4APjnWwx+N3TOwnj0en3cIdfi7S+VfIfO2xgkSVLY1Fg6nQ4OhyMsfZfLlbUJuXMpXtnI1DmOl04yZS8SlY3SQk21BAAwO+GBdGA86/vRXVyPytr4xc7hcKC9vT3qhQMIv2BYrdZ5zXUulwtWqxWDg4Nx5xcMzmeo5E2ngyRJaG1thclkQltbG/R6fdLTNyUSa3+p5jsavV4fdh6CxxGcMkqSJMiyDKPRmHIzI5+dBpeOpfSddDDdarBKbdxtEpWNTJ3jWOmEnuNoZS9dxVo2ylXRBk7GmAjAAKCJcz5vsjzG2FYALgA6AOCcWyK3IRdIB8bx47c/mvX9fOyZ27GsNfHk1MkMli3LMiRJmretKIowGAzKPSkASd8PCt3ebrfDaDSio6Mja7/GQ2sIC8l3KKPRiKGhobD0g2kEO5qkkiaXjmH6p/+QUh7Sof3wf4It25Bwu1QHUs/UOQ5NJ1bZy6RiKBvlqigDJ2NMD0AA0BJjvQnAXs65NfiZMWYIfibz6S6ux8eeuT0n+4nHYrFAp9PB5XJh7969GB0dDZtIOlR/fz+6u7tjphX6HZfLBZPJpPyKN5lMSkeMIEmSIIoirFYr2tvbIYoiBgYGYDQaYbPZFly7iLW/RPnW6XRK7QDAvCBuMBiU71itVnR3dyu1clEUw5qag5M6p3JxZLrV0H74P5PePl1Mtzru+mTKRrrnONmyEZSo7KWqWMtGuSrKwMk5twEAY+wa+ANopJ6IWuggACMACpwxVNZqkqoJZltoj8O9e/eio6Mj5n9km82G3t7ehGm6XC7Ishx2nwcAurq6YDReKCayLKO1tRXDw8NhzcHx8pCKWPtLlG9BEObdR4t2Xy04ibIoisp9ML1ej927d4elmWpTH6vUJlUTzLZkyka65zjZshGUbNlLVrGWjXJVlIEzHsZYtNImAYhZXUhmbEJehsPy5ZPD4VAeCQnWKtra2jA0NBTWPBb5C3xgYACSJMFqtSrLzGZz1PuUgiCgo6MDNpsNAJQLV09PD3bu3KnsJ7RW09bWhoGBgaiB1GazYXBwELIsQ6fTKV37Q/MdbX+p5jvW+dqyZQt0Ov+PH0mS4Ha7AQDd3d1KrWTbtm1FP2dkorKRiXMcK51QkWWAykZxSOZ6nzCNYg4IgSZZgXPeG7JMD8DMOW8JWSYCcPKIcQeDY9Umo5jPUzTlNvZkJgV/veeLxWKJ+Swgya9SLRuldL1IJXBGxoygkqtxInrTrQQAjDGBcz6vv3apBUWSPYVwD4iCZmGislEckrneJwqupfgcp4xAT9oQcW/e0bRiJFkul6ssmrNI6qhsFL+ymFYsRlNtKwB7aBU72rLAcppWjBBCEii360XZTSvGOXfAX+sMpQNgi/UdqnESQghJtsZZcoEzYA9jLHS04g4A5lgbB8cfpMBJCCHlq6+vL6kWyKIMnIyx1kAzrQGAPjDAgdKVLdB0KzLGDIERhJzxBj+gGichhJCyuMe5UHSPs3zuWRBC0ldu14uyu8dJCCGEZBMFTlBTLSGEEGqqTQo11ZZW04vL5VJmeNi2bZuyzGw2w+l05jl3sRVrvotJsZ7jQsl3KV4v4knUVFuKIweRIibLMvr7+xPOC2iz2aDT6TA8PAzAP2KKKIro6OiA3W5XxgIF/PN3xhrVxWq1KjNTiKKoDJcWHAsV8I9bmszMKLIsw2KxQBCEmCO4RNtfOvmOlbYkSbDb7ejs7AzLs8VigSiKkGU5bB/FKNGxRDsPmSobyZbPSFQ2SkzwUYxyfAHg/lNQfvbv35/vLERlt9u5IAhcFEUuiiIXBIGbTKawbdxuN29tbVU+C4KgvDebzbynpyds22C6kdxud9i2er1eWT4wMKAsj9x/LIODg9xkMnGz2Rx1faz9pZrvaOnb7fawbUPPicFgUNIL3WcxSnQs8c5DJspGMuUzmmIvG4V6vciWkNgQNXbQPU7QPc5C43a74XQ64XQ6sWvXrnnTJAmCALvdDiD+VEgWi0WZQinawNt79uxBS8uFKV0FQYDD4QDgn28x+N3QOQvj0ev1cYdci7e/VPIdOm9jkCRJYVNj6XQ6OByOsPRdLlfWJuTOhWSOJdZ5iLSQspGofEZDZaM4JHuPk5pqUZ73OCN5Jucw7pz/ny7T6lsEaGoqYq4PvRhYrda4TaTBqZoi51J0uVywWq0YHByMO79gcD7DIJ1OB0mS0NraCpPJhLa2Nuj1+qSnb0ok1v5SzXc0er0+7FwFjyM4ZZQkSZBlGUajMeVmRu6ZAs4dSek7aalbB6apjrk62Cwf71hinYeghZaN0LQTlc9UFGvZKDV9fX1JBU8KnAQAMO6U8eh7fpX1/dz+0Pugu2JJwu1kWYYkSXF/pQcvBmazOew/vCiKMBgMyj0pIPmZK0K3t9vtMBqN6OjoyNqv8dAawkLyHcpoNGJoaCgs/WAawY4mKaV57gj40EdSykM62JafAI2Xxlyf6rGEnoegTJSN4PtE5XOhiqJslCkKnASAvyZ4+0Pvy8l+ktHf34/u7u6E2+n1enR2dqK7u3te01XkJNcmk0n5FW8ymZSOGEGSJEEURVitVrS3t0MURQwMDMBoNMJmsy24dhFrf5Ei863T6ZTaAYB5QdxgMCjfsVqtYedCFMWwpmZBEFK/ONat8we1bKtbF3d1KscSeR6ipRWUStkISrZ8Jqtoy0aZosCJC12Pt2/fXrb3OTU1FUnVBHPFZrOht7c36jqLxQKn06nUMoMz28ficrkgy/K8Jt2uri4YjUblsyzLaG1txfDwcNgFt6OjIyMXk1j7S5RvQRDm3UeLdl8tOImyKIrKfTC9Xo/du3eHpZlqUx/TVMetCeZKsscS7TzE+vdLtWwExSuf6SjWslFq+vr6sGPHjoTbUeAE3eMsVJEXu7a2NgwNDaGrqwvDw8Ow2WxwOBzo7e1VuucPDAxAkiRYrf6hiYPPvEW7TykIAjo6OmCz+SfOCV64enp6sHPnTqUZThRFJS9tbW0YGBiIeiEO3nOVZRk6nU7p2h/Md6z9pZrvaBwOB7Zs2aL8iJAkCW63GwDQ3d2t1Eq2bdtWtHNGCoIQ81iC59jlckU9D5kqG6GilU8qG8Ut2XucNAACyjNwltsDzZkU/PWeLxaLJeazgCS/SrVslNv1ItEACBQ4QYGTJC94X6ncf5mT+Uq5bJTb9YIGeSckg1wuV0leGMnCUdkoHxQ4QQMgkORl6rk9UnqobBQ/GuQ9CdRUWz5NL4SQ9JXb9YKaagkhhJAMosBJCCGEpIACJyGEEJICCpyEEEJICihwEkIIISmgwAl6HKUUuFwudHZ2oq2tDVarFVarFTt37gyb47AQFWu+i02xnudizXexovk4U1COj6MUKlmWYbFYIAhCzKHDom0jiiI6Ojpgt9uVcUABKGPYxppBIzgrhSiKypRN/f39Kc9LmEy+o+0vnXzHSluSJNjtdnR2doY9U2ixWCCKImRZDttHMbJYLMpcle3t7VGHt+vt7VUGYB8eHkZPTw+VjzIpHwuV7Fi1VOMkBSU4WfFCtwH8Fyu9Xh82XVPousHBQej1ehgMhrBBtS0WC1paWtDS0oLGxkbs3LlzwXmKtb9U8x06hVSQw+GAKIro6emB2WxGZ2ensq6zsxNdXV3Q6/XzZgApNg6HQwkgPT09Mc+hJEno7OyE2WyOO24rlY/SKh+5RIGTFBS9Xp9w2LJktrFYLMr0SdFqJXv27Alr7hIEAQ6HAwDgdrvhdDrhdDqxa9euqNM0pZqnePtLJd/RLpaSJIVd9HQ6HRwOR1j6Lpcra5Nx54rNZpvXRBk8V6F6e3uVSchjofJReuUjl6iplgAAvFOzmDw6mnjDBapZ2wR1dWXW0ne5XLBarRgcHIw7t2BwLsOgYPNfaBOW1WrN2DBRP3pWAAAgAElEQVRqsfaXar6j0ev1YfmUJAmtra1K7UOSJMiyDKPRmHITIwBw7yQwMz9AZVyVCKauiblaFMWwi7skSVGbK4PLoh0zlY/Ml49yRIGTAAAmj47CcfeDWd9P64N3o+6S5VlLXxRFGAwG5X4UgKTvBYX+WpdlGZIkZXXQ7tD9LSTfoYxGI4aGhsLSD6ZhNBrTShMzLvgOvC+176RBdfGvgJpNMdcbDAYMDg4qkzjHEto8e88994QdM5WPLJSPMkSBkwDw1wRbH7w7J/vJhdD//C6XCyaTSfkFbzKZlE4YQZIkhX2nv78f3d3dGctPov3FyrdOpwu7bxXZnGYwGJTvWK1WdHd3K014oihidPRCK4IgCOldGKtEf1DLtqrE+TKbzXC5XMoxRta+rFYrXC6X0nwanLw5EpWPDJaPMkSBkwAA1NWVWa0J5kuwdhLZ8aGrqyvsHpgsy2H3jGw2m9IzMxMS7S9WvgVBmHcPLdo9teAEyqIoKvfA9Ho9du/eHZZmqs18APzNp3FqgrkSDHDB4Nne3j6vxieKYtiFP1YACk2TyseFNNMpH+WIAicpKDabDYODg5BlGTqdTuke39bWhqGhIQiCEHUbl8uFgYEBSJIEq9UKwH8hMJvNGBgYmLcfQRDQ0dEBm80GAFE7kkRecNva2jAwMBD1QpxMvqPtL9V8R+NwOLBlyxaldiVJEtxuNwCgu7tbqZFs27atqOeLDD6aYbPZ4HA4woJd8Dy3trYqtc7guQVSP89UPkg8JTutGGNMBGAA0MQ5j9q9jqYVK59pgjIl+Ms9XywWS9xHLEh+lWr5KLfrRaJpxUqyxskY0wMQANDwGiRjCuH+DwXNwkXlo3yU5HOcnHMb59wKIHbXO0JS5HK5qCmLxETlo3yUZI0zVcmMTViOzbkkXKae2SOlicpHcUjmep9ISdY4CSGEkGyhGieoNkkIIeUimes9DfKehHKdVox+MBBCEvH5fPnOQs4kO61YyT6OAgCMMRMAgXMe9Unlcn4c5eDBg2hoaMCSJUsy0uZPCCktnHPMzs7i5MmT8Pl8ee8xnEtl+ThKqoInafv27WVT61y3bh2OHDmCU6dO5TsrhJACpdFooNPp0NzcnO+s5ERfXx927NiRcDuqcaI8a5yEEEKiS1TjLMnAyRhrBdAN/8hBAGAFsJtz7ojYjgInIYSQMIkCZ0l2DuKcOzjnRs55S+BljAyaocq1cxAhhJALqHNQEqjGSQghJFJZ1jhTRTVOQgghVONMAtU4CSGERKIaJyGEEJJBFDgJIYSQFFDgBN3jJIQQQvc4k0L3OAkhhESie5yEEEJIBlHgJIQQQlJAgRN0j5MQQgjd40wK3eMkhBASKSv3OBlj6zKxDSGEEFJs0m2qjTpNVxrbEEIIIUUlraZaxpgPQLwvMgCcc65ON2O5QE21hBBCImXrcRQLAF2C164008456hxECCEkq52DGGNXc85fXOg2+UY1TkIIIZES1TipVy0ocBJCCLmAetUSQgghGUS9agkhhJAUUK9aUFMtIYSQCxI11WrSTNcCwBhvvwDuSzNtQgghpGBRr1pQjZMQQsgF2XqOszFD2xQEeo6TEEJItp/jfBTAAwDGYmwiAOjlnN+ecuI5RDVOQgghkbLyHCdjTAIgAZADi9YDOByyiQBgPXUOIoQQUmyy1Tmon3N+f8hO7uGchw2xxxj7QpppE0IIIQUrIyMHMcb+jnP+gwzkJ6eoxkkIISRSrkYOmpc4jRxECCGkFGVq5KBoVTYaOYgQQkjJydTIQSza52LpHPT4Rx+GSq0CUzMwjQpMxaAK/GUadmGdWgWmYWAqFVQapiy7sG3IdzT+5aoKFVjgb3AZC3nvX69W3ivLQt6rNBfSSKarNCGEkPSV1MhBjLGtAFzwz/cJzrklwfYiAAOAJs55zPxqqjXgHg6fxwc+4wX3+uDzcHAfB/f4/J+9HNwb/Mzh8/r/Rt3WE3jvy/y9U6ZmMYJv9PehQde/TA1VpQqqSjXUFYHPFSplWfCzOmQ7VWA7dWXI9yvUyjr1vM9qqKrUFOgJISUp3Rrnes754YVuk+I+TQD2cs6t0T5H2V4P/2MxHQDAOZ/XdJztzkHcx+Gb8/kDsscH76wX3OP/7Jvzhb33eXzggb8x14e8T7g+Ir2wtGe88M354J3z//XNhv/1Bv5yj29Bx8/UDGqtBmqtGuoqjfJeE1ym1QSWqy9sp9UE1ocu10CjpHFhWfj2/sBNgZoQslAZf46TMbaOc35kwTlLEWPMzTlvDPmsB2DknHck+J4JgJCPwFnslMA/64VvzgvvXCAwz/g/++Z8/uWzIcF3zgvvjBfeaS+80x7/a8YLT/C9stwL78yFZZ7QdTOB91Oe1GrtDP7gWh0/0KqrQtZVhayvCgngwW3mrVeHb1upBlNRsCaklGS0qZYx9gCAexhjRs751wPLGuAf7GDfAvMab7+tURZLAPQZSj/hNuUYXJmKBQJIfm5Vc+4P3MHgGx54PfBEBtpo62fCA7bn/Bxmzk7BO+udn27gfapUleqQWnVEYA2cP3Xlhc+qKnVE8A5ZHvodrQaamgpU1FZAU+v/q67RQKVOt08fISQTrVKp3uO0AzDjwohB4JyPMb9+zvm2BecoOh38gTKUHG1DUjoYY/6AU5m7wM05h2/2QhANqz3PhNeilVrzTJQgPO3xB+fAstlzs/BFBuwZb1iacSfqC6GuDgTURRVKYK1sqEKlUIVKQYuqxipUNWpRKWhRKVShStCiqkkLbVM1VBoKuoQsVDqdg5yc8/HQBYFZUF7M4kAIQpRlEgAwxgTO+YKCaDnWJkl0jLFADVAD1FflbL+c+zuUhQXkaQ/mJjzwTM7Bc34Wc5MeeM7PwjPpwdzELDwTc/BMzGFuYg6zYzMYPyRjRp7GrDyD2bGZ+cemYtAuqUb10lpUN9egelktqptrUbOsBjUr61C3ph7Vy2upRktKWjLX+0S10pQCJ+d8F2OsP9Bb9Rec81+n8v0FkBHoSRsi8nPagidp+/btNEMKyQvGGFiFv1dzxaKFp+fz+jA3NoMZ9wxmx6YxfXYaUyMTmDo9icnTE5g6PYEze09h6vQEZuULQVZVqULtyjosWluPRWvqUbeuAQ0bGtFwsQ7axdXU+YqUtL6+PuzYsSPhdil1DgqMP9sd+NgKf+OSDYAjsEzgnH86tawmtd9WAPbQG7XRlsX4LnUOIiQOz7QHE8fP4fzRcZx/c9z/99iFv75Zf+/qykYthI2NaNiog3BpE5quXIKGjTpq/iUlJ+PPcXLO20MS18PfQacT/iDWHfOLC8A5dzDGIptjdfAH7QWjGicpZxqtBg0XNaLhovlT6Po8Ppw/Ogb5gBtjb0gYOyDh1NPHcfCnfwE4oNZq0Hh5E5qubIZu8xIsaV+G2pV1eTgKQhYuWzXOebOghKzbAv9oQY8nnWAKGGNmAIOxnuMMNB+3Rj7XSTVOQjJv7vws3K+cxehLZzC6fwTSS2cwcfwcAGDRmno0X78czdetQPP1K1C7IgNtz4TkUEaf42SMrQfQA/+0YuMR6+oBdGVzlpSQkYNEAHLoyEGBdR3B5zoDTbnd8I8cBABWALs5546Q71DgJCRDps9OYeSFkxh57gRGnj+BsTfcAIBFa+ux4q/WYMWta9B83Yq8Pd5ESLKyNZH1PfDX/o4EPn8BwBcBWLL4SErGBQNnEDXVEpI5wUB66unjOPHEm5g6NQFNjQbLblqFFbesxYpb16B6SU2+s0mIIrKpNqOBM2pCjL0fgI1zPpaRBHOAapyE5AbnHPJro3hr6E2cePwoRvePgDGG5htWYO1dLVj1zvWoErT5ziYhALJU4ywVFDgJyY+pM5M4/tgRvPmwEyPPnwBTq7D8plVY974NWNWxnppzSV6lFTgZY/cBeCxbHX0KBTXVEpJ/k6cncOwRF47+7yGM7h9BpVCFde/dgJauSyBc0pTv7JEysqCm2kAnoF74HzXZC8CczbFo84VqnIQUlrE3JDj3HMCRX7+BGWkaTVc2Y8PHLseaO1tyOvQiKW8LbqpljF0NfxBtg/+5SXM+ZkfJBgqchBQm76wXb9mO4tDPX8XpZ96CdkkNNnz4Mlz0t5dBu7g639kjJS7Tj6NsgT+INgAYALAn8rGUYkJNtYQUPvmAhDd+9DKO/PogOAfW/c0GXPbpq1C3riHfWSMlJuu9agO9aHvhH3bPzDn/VVoJ5RHVOAkpHjPSFA79/DUc+NErmHVPY+17LsLlf3816lvmj3hEyEJkvVdtYD7OLviH3XPDH0SLolMRBU5Cio9nag7OX7yO18z7MDUyiTXvErHps21o2JixeR9Imcvp4yiBTkUG+EfsKfhORRQ4CSle3hkPXHsO4NUH9mHq1ATWGzbiis+1o2Y5DfFHFiZR4MzotAac88Oc8/sDA8FbAHyAMbY7k/vIBsYYGGN0f5OQIqKu0mDDRy7HXY9/AFf93+tx/LEjePiWX2DfzucxOz5/PlJCEunr60tq6jwaAAFU4ySkFMyOz+DVB/bhjR++DHVNBTb/UztaPngpTcxNUpatsWrXJXokJZlt8o0CJyGlZ/Lkeez/+l4c+dUbaNy0GO1fuRGLr16a72yRIpKtptp5U3SluQ0hhGRUzfJFuOEbt0C/5z3gHh8G3/cbvPDFP2JGmsp31kiJSLfG6YP/MZSYm8A/N2dBD/VBNU5CSpvP48Ohn76Kl765F0zN0Lb97Vj71xcldR+LlK9sNdU+AMAYbxMA93HOP5Vy4jlEgZOQ8jB1ZhKOHc/gzd+5sHLLWrT/202oWVqb72yRApWtploz53wszksGYE4z7ZyjXrWElLbqJTV4+3c6cOP3OnB23wgeuW0PXL88QD+aSRjqVZsEqnESUn5mpCnYv/JnHP3fQ1hx6xpcZ/orGv+WhKFetXFQ4CSkfB1/7DCe/+JTUGlUuOGbt2DZjavynSVSIKhXLSGERLHqtvW44xED6i8S8MRHf4d9pufhm/PmO1ukCFCvWlCNk5By5vP68NoD+/Dyt4ah27QEb/vPLVi0uj7f2SJ5lK0apwWALsFrV5ppE0JIzqjUKlz+mVboB/4a06NTePTdv8LJPx7Ld7ZIAUu3xnk15/zFhW6Tb1TjJISEmpGn8efPDuHU08ex+d5rcdmnr6JnPstQtmqcyUyAVzST5NHjKIQQAKgStLj5v+7AZZ++Ci/d/wKe/j+DmDs/m+9skRzJ6uMojLFHATwAYCzGJgKAXs757SknnkNU4ySExHLsDy48d++TqFlei3fseifq1jXkO0skR7L1OIoEQAIgBxatB3A4ZBMBwHrqHEQIKWZjB9146p4/YO7cLG6y3I4lbcvynSWSA9kKnF/gnN8f8vkezvmueNsUIgqchJBEZqQpPNXzKKSXz+KGb96CNXe25DtLJMuyEjij7OTvOOc/WHBCOUaBkxCSDO+MB8/d+yTefNiJK43X4dLeK6nTUAlLFDg1aSYaOSrQvMSLYeQgQghJhrpKg7f9xxYsWlOH/abncf7NcbR/9UaaJLtMZWrkoGhVtoIYOYgx1hN4mRljYr7zQwgpTkzFcOUXrsO1/e+Aa/fr+PM/DME7QyMNlaNMjRzEon3Od+cgxlgr/BlxMMb0AIyc846Q9dRUSwhJ2bE/uPDnfxxC8/UrcNP3b4OmpiLfWSIZlKuRgxpRmCMHibhQ8x0G0J7HvBBCSsTqd4p4xw/uwJm9p/DExx7B7PhMvrNEcijdGud6zvnhhW4T2E4EYADQxDmfNzk2Y2wrABf8wRicc0vKGfanQzVOQkhGnbGfwh8/+XvUrqrDLT++k6YnKxEZr3EGOv0kDIhJBk09gFYALfA/+xm53gTAxTm3BgJmC2PMkGqeA3oBdKb5XUIImWdJ2zJs+Z/3YOr0JIY++BCmzkzmO0skB1KqcTLGHgBwD/w1t68HljXAP9jBvrQz4Q+QAue8N2K5m3PeGPI5rNYYqI1G4+Cc20K+1wNgD+dcDt2IapyEkEwYd7ox9IHfokqnxa0/ezfVPItcRp/jZIzdA/+9Qjm0RskYuxpAF+d8W5qZnBc4Ax17hiICZysAe6yDiZG2Hv5aq4sxpo8IqEkfPAVXQkg8YwfdGPrgb6FdXI1bf3YXtE0UPAtRKs/fZrJzkDOyGZZz/iLnfBtj7O/SSC8WHfzD+oWSo20YSyDQDgAYZIw5Acy7h0oIIZnQsKERW35+F6bPTuLxDz2MGWkq31kiWZJS4AwMq7eNMbabMfbeLOUpaN49TwQCKWMs2rp5OOcOznkj57wl8OqIsV3CFyGEJNKwUYdbf/ZuTJ+ZxOMf/h1m3NP5zhKJkInrfUqBkzH2BQAd8Hfm+SVjzMsYe5Qx1s8Y6wfQltaRRCcj0JM2ROTnjKBpxQghmSJcrMMtP70Lk6cm8MdP/J6mJSsiWZlWLMrg7noAevgfJ7FzzrvTyGu8e5xh9zPTuceZYL/UOYgQkhWj+0fw+IceRtNVzbj5wTugriroyaJIiEw/jhJ2j5FzbuOcf5FzfhEAC2Ps1rRyGQXn3BG5P/hrnLYomy8I1TgJIZnWdGUzbjLfhjN7T+LZzz8On9eX7yyRBLJV41wPoAdAP+d8PGJdPfw9a1OeJSXO4yhmAIOcc2vIdnuDnxeKapyEkGw79gcXnvmMDWLXxbjma++gWVWKQEZrnJzzw4FHTroZY+tCdvIF+CeyTmmiOsZYayAYGgDoGWOm4Piygf31AhAZY4bAM5vOTAXNiHxQjZMQkhWr3ynimq+9A85fvI7997+Q7+yEOfLTXTj57fdi5Lt34uj9H8ebA7vznaW8ykqNM25CjL0fgI1zPpaRBHOAapyEkFx59YF92G96Hldtux6X9lyZt3x45uYwan4/mq46BFbrCV/JAT6txszxBpzBP2FdV1d+MplnOZnIOmRn7+Oc/ypjCWYZBU5CSC7tu+85vGbej+t23gyx85Kc7//s8F40uO+GavE0+IQG468vx6mRtwPVS1Ax9RoWL3sNi9adhUqYATjgOb0Ib0n3Qvzw3+Y8r/mUk8AZGPjACEDM91RiqYgcOWj79u3UXEsIyRrOOV744lM4bD2At3+vA6tvX5+zfZ9+0oYmzWfBqj0Ye3EVtN0Po6auJuq2h3b9ECuaHkDVGn//zMkDzVC/63eoaWzIWX7zoa+vDzt27FA+ZyVwBgKmCf7BCnYBuKcYAyfVOAkhueLz+PDMP9hw4vGj+KsfvQtLb1iZ9X2eP/wmtG++C2zRLA7//gZc9OUfJ/W9Qz/6MdYs+xbUSyfBz1fgsP1D2PC5L2U5t/mXlRonY+xeANvgn4dzJ4B++CevHqXASQgh8XlnvPjj3b/H6L4R3Przd6Np85Ks7Wtueha+x6+DZtkE3npiE9b8c+p3045/8/1YduMrYGoOae96LPnUo1nIaeHIWK9axlh9YIQgL4AvAbiPc64KPMc5BqBoow/1qiWE5JK6So2bHrgN9S0C/viJRzDuTGkY7pSc/+k7oVk+gXMvL0sraALAqn/6Jd469W345CrorjuMqf9tx6QUOZR48ctYr9rA85nbAGwFMAb/M5z3R9muAYBENU5CCEnOjDSFwc6H4J32QD/w16hdsSij6Tu/9n+x7rYB+Ma0YDfaoamqWFB605OT8P7uVmhbJPjGK3GW7cLym2/IUG4LR9o1TsbYOsbY9+EfvacXwKc457poQZMQQkjqqnTVuOUndwIAnvzo7zI6o8rIs69h7U2/BvcxHDl3/4KDJgBoa2pQ2/kcRp6+BKq6WSxR342jv/ltBnJbXOI11VoAdAPoCQTMXTnKEyGElI3aFYtwy3+/CzPuaTzx0UcwIy98RpW5iTnUHr4bbJEHR5+6Bhv+5vYM5PSC5Z99CMdsN4BpPVjZvBXOHyXX2ahUxAycnPPbAHQCaAwdJYgQQkhm1bc04paf3ImJt8755/JcwHRknHMc/pe/h3bjWcydrkXLvT/NYE4vWGf8MQ7b3glW4cPaS/rLKnjG7RzEOR8KNM22MMbuZYxdlaN85RR1DiKE5FvjZYtx68/ejcmTEwuaCPsV0yMQ3/M0OGcYbXoww7kMd9EXvw3Xk+8DU3Os3Xgfjj5U3L1tszXI+9UAtsA/tN6+iHXUOYgQQhbI/doonvjww6hsqMLN/3UH6tYmP+jA4V8dQPPkJ6G9/AyOPnMDxL/PTS3Qed9nsE4/CD6lwcSKR9HQsjon+82WbD3HeTX883DaOeePB5ZR4CSEkAw4d3gMT37yEcyNz+Jt/6nHsrclHiTh2O9dmPrtDrR88jnMSdXQ3rYv4Xcy6djXP4AVtzrgOVWLqne9mNN9Z1pWh9wLTDNmAGAPvChwEkJIBsxIU3j6MzaMPH8Cl/zdZlzxuXZoaub3jPV5fXjt+/tw5IeP4fZv/BRYNAdJ+z9ovqI1SqrZNf7TG1F7+QjGHSvRePcTOd9/puRqrNpgADVxzlOdHDtvKHASQgqZz+vD67tewsvf3IuKukps/PgVWP3O9Vi0pg6zYzM49fRbeH3XfowfPIM7/+XnqL5iBMcdN2Dt3fnpqDM9OQnVM9dDrZuG69lPY8Pffz4v+VioXM+O0lCM04oF0SDvhJBCdP7YOF57YB9c1gPwzfrC1jVfuwziyl9hzQefg2dMi8ot+/I6WfaRXz6E1Wu+AN9EBbzXvgBtTfSB5AtRTgZ5L3ZU4ySEFJO587M46ziNqZFJVNRWoHHTYhz5xoO4+D0/BKufwXjdz6G7uD3f2cTId+9A09uccL+wDot7H8t3dlKW0xpnsaHASQgpZs7v/B4rdF9B5aWjOPXGzVjZXTjj1Mw9uQms2oPxht9Bd0lLvrOTkowN8k4IIaRwHPvFc2gY+y4qN0qYOVuHFV2WfGcpzNHn9GAVPqhf+ES+s5JxVOME1TgJIcXl+MALmHvse1j9kb1AtQfs8segrlmb72zNM/f4FWA1c5i9+PmimgSbapyEEFIiuI/D9f3H4d79U6y44y9gdXOYq/1MQQZNADhp3wxW5cPYTz6S76xkFNU4QTVOQkjhmx09j9f/7SHMHngRl95hh/aG45ibXg/t2wt3mLvpyUlo9reBT2lQcevL+c5O0qjGmQQaq5YQUqh8c1689cthDH/Ugpk3XkXLNQdQdfUpcK8Gldf8PN/Zi0tbU4PpNwWohBkc/c3D+c5OQlkZq7bUUI2TEFKopk64MfLoKzj58D7MnB6DdrUG69fY0XjjIahWTYAt+xpUyw35zmZCB7/3HxCv/y7O7V8J4RPFMZoQPY4SBwVOQkgh4F4fpt5yY+LQacgvvgn3XhemjklQaSvQ9I6NkI6fwDrts1h89VFUXHUaqLgW6iuyM11YNnieuQx8Vo2KW4qjuTZR4NTkNDeEEFKGOOfwjE9h+uQYpk/KmD49hpmTY5g+5X9NHZfgm54DAFQta0DjNeux7p6/Qt1Vq/H0ZyzYUP8XNK4dgebSs4CvGuwyc56PKDWzpxahap2MMy+/jiVXXJLv7CwYBU5CCMkQ35wXE4fP4PwbpzBx6DSm3nJj+uQYZk6NwTs1q2ynqtSgamk9tMsF1F+2As23XY5FFy3FoouWokJXC8YYzhwZw5Mf+hYuWnoci8VT0FzsBqvygq26Dyp1bR6PMnUnD16NdeITmHns/wFXDOQ7OwtGTbWgplpCSPqmjksY/fMhuF9wQX7xqFJz1K4QULOmCdrlAqqWNUC7rAHa5QK0yxqU4BjLMwNvYNL831i1RMKKy99ExeIpVF1zDNC0Qn3lL3J1aBkz6R5DlfNazB6vR/Xf7M13dhIq+6ZaxpgegASgG8Buzrkjz1kihBQ535wXI4Ov4ORDL2L85eNgGhXqr1iNtR+7EfWbV2HRRUuhWaRNOd1xaQa7PvM4rjn7FJY3nsfSjSegqZpD1VUywDVgl34vC0eTfTWNDZg7X4GKpsl8ZyUjSjpwMsZEAEbOeUfg/TYAnXnOFiGkSHGvDyd/+yKO/uhpzJ45B6F9PS75l79G040boamtSjtdn4/jsZ8cwsP/8id89PLXUVk7hyUtI9DWTaPiBhGoOgym+xxUlboMHk1uzY4sgrZFwpjzGBpaVuc7OwtS0oGTc+4C0BH4KAIo/DYCQkhBctuPwPntxzBxaARL9JdhzUdvxKKW5gWn+9rzI/juPz2HRQdO4JM3HIKXA4s3nsOipjGoL9sCVcWPAa8ObM2nM3AU+XP26EVYteEFjFp3oMH4g3xnZ0HyHjgDNUEDgCbOuTHK+q0AXAB0AMA5T3kkY8ZYzPQJISQez8QMnN8exKmH96Hu0hW4yvxxNGxateB0nftH8cM+B/b/9jjuWDGLG298AxMzVVh7nQcNNSehar4ImrUjwOws2Mov53WOzUyouvlegHehafkb+c7KguU1cAbuPwoAos45wxgzAdjLObcGPzPGDMHPyeKcWxlj16TzXUJI+Rrb/yZe/9eHMCtNYMO9d2D5X7eCqRYWwJz7R/Ez00v448BhXNFYA8PqSbRdfRDjvkZsvKsGlfKfoNJqUfnuzwPOuwD1aqia78rQEeXPsmuvgudZFbTN4/nOyoLlNXByzm0AwBi7Bv4AGqknopY4CMAIIBhIt8ZI2sE5tzHGhMB+ZAC7AQwEv0sIIbFwzvHW7hfg/K4N9ZetxOZv/S2qV6V/f9Hn43jhD8cx8O+v4MUnTkJcUoN36uqxov4ErrzSCe+yFmy+axVmn/oZKnSzqHzXNrDTD4JrvGBrt2fwyPKLT1RCXTebeMMCl/em2lgYY61RFksA9MEPnPOdCZLpAdAEf7CVEWjujbKvhPmhR1YIKQ/c48Mb9z+CUw/vw6oPXg/xU7eCadIb1ts9MgXbz5x4+MEDOHZgDJde3gjD1ctw7uUxLF55Aldd6UTNdW1Y/q7NGPuhCYtWzkF98S1QideCD/cCqiVQ6d6R4SPMn1mpBtoWCZPusbxNM8omsKwAACAASURBVJaJJu+CDZzwBzkpYpmcYhoWAPpAk3AniqxHrdfjw/T4HKbG5zA97sHMhAezkx7MTXkxN+XF7JQXs5PB9x7MTnrhmfHB5+XgXg6f8vKFfVapGVQaFdQVKqg0DGoNU95rqtTQLtKgqk4DbV0FtHUaVC3yv69tqkR9sxaVNYVcbAhJn2/Oi9f6fo2zfzqAjdvuwvK7rko5Da/Hh72PvYVH/usNPPvwm2CM4W3vXIW7rl2OI9Y3Ic9No3mdhGs3OSH81bVY+uF3Qbr/S6hZpQarqkHlrZ8Gf/OHQMU02OLPZeEo80c+sRzLNkg4/uDXsfHer+Y7O2kr5CtgtKZbCQAYY0Kg+TWuwDbBpllbnO3SymAy5qa9OD86g4nRWZw/O4OJ0RmcH53FxOgMJqRZTI3NBV6zmB73hL2fmfAktY+KajUqq9WorFFDU6X2B0Y1Awv8jfzMfRzeOQ6fxwevh8M754Mv8Ncz48P0uTnMTnpj7q9qkQZ1zVWoa9aifqkWTWtr0bS+FovX16JpXS0Wr1+E6vqKTJ1CQnKCe3x49V9+BenPB3H5V9+PxTcnPzSc1+PDS0+fxlO/PIynfn0U7tNTWH95I3r+tR3LvQzD33odzrEzGJsDru9SY8PcQTTcfC2Wf+oDGPvht6BST0HtPYvKm+8Fq66Hb+S/AJUWWPmxLB5x7k1obwPwFwjV9rzlIZnrfaJaaSEHzmhNq1l5iCl4krZv3x53ajHOOWbOezB+ehrnRmYwfnpaeZ0bmcZEICCeDwmS0QIQY0BNYyVqdZXQNlSguqEC1Q2VEFZUo7qhEtUNFdDWB5dfeF9Vq/EHyRp/oKyoVqNCq85Kbzuf14eZCS+mz81h5pwHU+NzmJBmce70NMZH/Md/bmQaYyen8Jc/nMTokQl4Zn3K9+uWVGHFpgbltXKTgFVXCqiqLeQiR8oV5xyH/uNRjD79Bi7/WicW37Qx4XdmpjzY/9QpPPO/R/Gn3xyFfGYai1fW4Jau9djyARH86BT++P/2w3V0Aue8gGZtHT6+Yxl8v/056m64Cis+9UFM7X0KM39xoP7yGrBKEerLboVPfgnQnAWreS9UKnUOjj531nz0Y8Br30LNYne+sxJVX18fduzYkXC7ghhyL9B7VuCc94YsawVgDx3yKNqyBe6XA8DU+CzGTk5h7NS0PzCEBsTT4QFybsobkQawaEkV6pZosWhxJWqbqlDbVIlFTVVYtNj/vrapCotCltc0VkClLq2pUH0+jrGTUxg9PIGzRyZw+sA4TvxlHCdeGcOZQ+fAOcBUDKs2N2D99YshXt+E9dc3YenGuqLvZk+K3/Hdz8P57UFsuPcOrHhvW9RtOOc4fnAcL/zhOPY+dhz7/ngKs9NeNK+uxTvetw43v389Lrl2MY4OncJTO17CaYcbMyqGMZUad3xlM97+vgYc3f7v0K5diTVf/jQwO40z//bP0IpLUCEPo8rwNajXtcL3Ug+450mwy56ESrsix2ci+zx/vhS+c1WovH1fvrMSU9EOucc5dzDGIptjdYjT5Jquf6z/ZdhnlZqhrrkK9Uu1qFuqxdKL67DhHUuUz/Uhr0WLK0suCKZDpWJoXFmDxpU1uOjGJWHrZic9OPnaOI4OS3A9exYHnjiNpx44BAAQVlTj0o6luOy2ZbhEvwz1zakPU0bIQpx77QRc3x3Cyq5rw4Im5xynj57HS386hZf+dBovPnkCJw+fh6ZChU1vX4qP97Xi2ttWYv2mRgDA0SdP43/0Q3jrubPwValxahZo+/h6/M3XrsSiegbXtm9AU1+H1VvvhqpCg/H/tQLeOVSyU2Brr4Z6nb8/JJ9+DlCvLMmgCQB8SgNVbWH2rC36GmdguRnAYOhznAh5rjMD++UA8OxPDqNhuRYNy6pRv1SLGl0lVAt8VovENyHNwPXsKF4bOo3XHjuFE38ZAwCsvroRre9fhVbDaiy7uD7PuSSlzjs1C/snfgB1dSWu+O7HcOT1Mby+9yxeeeY0Xnr6FEaOTQAA1l0uYPONy3DNbStx9S0rUFN34R7+m38awdNfeQnHnj4DdUMljp+ZxdI2HT7wnXasv7bJ/2jLt36Mc46/YH3/P0G7ejnmTryJ0fu/hLp3XA/mfBhVXSao11wJn/Q8+NGPgNXfDVVLaY7XMvWba1C5chzqaw7kOysxFfRE1oGm1274Rw4C/B15wgZiDxk5SAQgpzNyUJz90+woBcL91iRet53GSw+fwMu/O4G5KS9WXtGAts7VaP/AWizdUJfvLJIS4vNxHH9jDAf//VGoXnHiUb4BL+6fxNyMFyoVQ8uVOmy+aRk237QUm29chobF81tCjj97Bk9/9WUcfeI0qpZocfzMLFh9Jd5ruhLXf3S98uPb/fhzOPn9/8HKz30MDW/31yrdu74Bz+m3ULexCpg5j6oPfxuMMfhe+Xvw2cfALv8TVFVLc3pOckX6wRY0tB3DiRPfw+o79Ym/kAcFHTjzLRg4gxJ1DiK5MTPhwSu/PwmH9RhefvgEZiY8uOimJbjxbhGthtXUwYikRD4zBdcrbhx+2Y3Dr7jhfFnC0VdlLPJN4dNXnMHeycWY2XQxLmlbgouvWYwNVzehujZ2r/ATe0fx9L++jMOPnUTtimqcPu/DqHsOt/7jxbjzy5ehuqFS2XZuVIbz8/2oa9+ElZ/9iH/ZscMY/caXUf/eLmDv91F5++ehueJ2AID3hWsBlRrq9meze1Ly6Ijp41h9259x5NFb0PLFwpqQO7KplgJnFFTjLHyzkx68+OvjePoHLrzx5Ai09RW44WPrcOtnN6L5IqqFEj+vx4dTR8/j+MExvHVwHMcOjuP4G2NwveKG+/QUAEBTocLaSwWs39QI8YpGrHzFAfXYOK7/xf+Bqirxj7HT+914+qsv49Dv3kLdmhqc12jgfHUcV9y5Ep3fvApLN4bfWuCc41i/GdOH30LLN78IdZ1/8mn5x9/B3NFDaLh5Mzz7H0b1p34OVqmFb1YGf/lasOrboLrsO5k/SQXi0IM/xPrW+zD65xY0f+b3+c5OVEXbOSiXkn0cheReZY0G131oHa770DqMHDqHZx504U8WJ578zkFsfvdKbPn8Rmy8uZl65paB6UkPTh89j1NHz+HUkfM4efgcjh8cx/GDYzjhPAfPnP9xKE2FCisvqsfKi+rxrk9swPpNOqzf1IjVGxugqfB35HPvdeGlXx/HxTvemzBonnl1DE9/9WW88ZtjqF9Ti8a3N8Px+AiaN9bjHx65GZvuiN6J5/zwKzj/4mtYde8nlaDplUcxvf951L37g/Ae2A31xhvBKgPNwKd+A6gALL4zMyesQK36/+3deXxU5dXA8d8za/YdCGFPZFVANllULBJErFqtqN3UWiu0Vq3VVrp+pItt0Vprfd9atX2tWm2raKvVomVxQRTZFFkUgbCv2bfZ5z7vH3MHsmcCmdxJcr6fTz6TzNy5cwKTe+bZzvPFL8DHvyYlt9rqUJrpVpODrCItzu4p4Amx9um9rPzdpxz9pIbC6blctvgsRs/JlwTaTRmGpqrUR/lhD2WH6zm2r45j++tPJMlj++qoKvWdON5mU+QNTGHQiEwGDs9k0PAMBo7IZODwDPoNTsPeTom8D775JDoQYsKfvtbqe6ZiVy1rfrGF7c/tI31ACjnn5LH2lSNoFJfecyazbh2Ow9XyOksdDrP7riU4stIZcs+tJ16j7rUXqF/1KrnfvJ3AC9/HffUvsQ+JjHuGN18HoXWoCVux2Xp2AZHQ2lGEy1Nwf3ZT+wdbQFqcosdxpTiYufAMzru5iC2vHubVn23joblvMWxaJIGOuUgSaKIIhw1qyv1UHvNSfsRD2WEP5Uc8kQRp3pYf8VJx1EM4dPIDrM2u6DsolfwhaQwdncXUeQPpNziN/KHp5A9Jo8/A1BOtx46q2XqQmo8OMOYXV7X4PqneV8eaX25l6zN7Se2TxFk3D2fd68f46G8HOPemQj5377h2l01VrVpL4NAxBtx23cmLsGHgXbca9/hzMPZvgORMbIPGn3xSYAeovj0+aQIQsGNLScwlKbGQxCm6LZtNMf6yAYy7tICty47wyuKt/P7itxg1ux/zf3M2g87OtjrEHicYCFNbGaCm3EdVqfl13EtVmY+q474Tt9Vlkcdqyn007dBJz3aRV5BKbkEKQ0ZnM2l2Abn9U8gtSCHPvM3tn9Juq/FUHXphA0kFWeTNHNno/pqDHt67bxsf/aUEd6aTyd8ZzbaNVbz8+12ccV4eNz07ncET2y9eZgSClD73GhnnTiS5aNCJ+4N7dhCuKCXzSwsJv/MQ9mGTUGZlIMMIga0a5Tqvc3/ZBGV4ndjS/VaHccokcSJjnN2dUoqxlxRw1rz+bH7pEC8u2sy9E19n2vVD+dwvxpE9MMXqEBNKKGjgqQ1SV+WntiJAbZWf2go/tZUBaiv91Fb6qasMUFPpp67ST02Fn7qqADUVfnwt1E+22RSZfZLIyksiq28Suf2TKRybTXbfZDLN+7L7JJ1IiO5k6y47wRovpW9+zNAbZ6LMwiXecj/v/nobHzy+E2eKg6nfG8Ox8iBLl+wgo5+br/9tOpOvHRxzL0b1W+sJVdfS5+qLG93v+3Adtows7H1yCJXtxT712pMPVq4Hm4b0yZ32uyayYK2bpFyv1WE0E+sYpyROZIyzp1BKcfYVAxn72QLefmw3ryzeysbnD3Dp4rMovmMk9lPs2ksEhqHxe0J460N4a4PU1wTw1AaprwniqQngqQlSX2veRu+rbfl7v7flAv5KQVqWi7RsNxnZbtKyXWT3S2bQyCzSs12k57hJz3KTnuMiI8dNVp9ksvomkZ7t7jYFQ46v2IYOG/SbN46gN8SmP3zKe/dvxwhppt45Gt0niX//dDve6iAX/2A0c+8e3aHlT9owKP/3G6RPGYt7wMl1mFprfFs24h47Gb3/A0BhH9qgtF/lm5HbvMRc19jZ/JVpJBVVcuDVFQm1lnPx4sUsXry4Wxd5F+KU2J02Zn1rONO+MoSXfrKFf37/I9Y+uZcvPTKJ4ef3jctraq0JBgwC3hB+bxi/eeurC+L1hPDVR768dcHI954Qvvog3jrzfk/QfDxyv6/Jc1pLdlE2myIlw0lKhpPUdFfkNsNJVp8kCgrTSc1wkpLhIiXdSWpG5PG0LNeJRJie7SY1s+dXzCpdtZ2siUPZubyMt+/5iLojXsZ/rYgzrh7Ciz/awq7VpUycP4ir7h9P3tC0Dp+/fttOAkeO03/hNY3uDx3ci1FVTtK4yYT3LEf1GYpKPrl8RddthrAdW9rw0/4duwNPbTaZHMD7yWpIoMQZK0mcokcxDE3QHyboDxPwG8z67kiKLuzDqz/Zym9mrmLMpf2ZumAY2gb+6D6mvnAk2flCBLzhE4kvEE2AvnCjhBjwhvH7zO994RPHxdpx4XTZSE5zkpTqiHylOE78nJnnpt/gNJLTIo8lpzpJSjG/N49JTnOYyc9lJsTIMTIhqm2BijqqP9xPaXgwux9dy/BLBzBj6fmsfe4gD8x+k+xBydz+2gWcObf/Kb9G1fL3cPXvS8qYMxrd7/90KzhduIpG4VvzEPZB4xo/MbifOG3+lJC07r69PyCJE5Axzo4Ihw3CQYNgwCAUNAg1vW30fZiQeWy4wW3AHyboNyIJLhD5PmAmuxP3+8MEAo1/bnRcoOX7G87MbERDps2B8cphNr9yiGO2AF7byW3QnG477uTIlyvZEfk+yYEr2Y472YEryU5qpgtXkqPN4xrfbycp1dk46aU64jbpRbSucncta259lTQDfPZcvrR8CjX1YR7+/BoqD3i56O5RXPKjMbhOY/w1XO+ldsMW+lwzr9mHmMDO7bgKR0DAg644iG3qF5o8uwYc7W9lJuJLxjg7oLPHOLXWGGFNKGhuFB0yzK/I943vN2+j94XbPq7F54Zauk+bSSzcKJkFg42T2MkEGD6Z+FpIiNHjDaPz/q2cLhtOt938inzvcttbvD8t243LdfLn6GOuhse57OY5Wjiv+Vh9qY9l92zDub6S6TcM48pfjyc9r/uM0YmOCdSHWHvfNtb97hNGFB3HOTSXS/93Fkvv/JD1f9/P8Jl9uPWVmfQfnXnar1W7YQs6GCLDrEcbpUMhgiU7SL3oCowjnwBgKxh94nHD8IE9gHINOe0YxOmRMc4O+NGVywmHIskuHDKa3GrCYY0RMgiHY0toRrhrJhs5nDbsDoXdYTvxvc1x8j67Q+F02nG4Io9Hb50uG3anjaQUF3aneUyDx5vdOm04nHYcToXDZW90joa3J49rfo7ocQ6nmdRcNsu6Fs+eO4A3Hv6Uf37/I3a+dZyv/XU6RdPzLIlFxIfWmk+W7ueNH3yIp9THlG+PxLHuAKF+A1k8ehk2h+KGJ85h+g3DOu19WLPmA5JHDMXVp3GXa/DgHnTAj6toNMaxjeBKQWU1qDZUvQUUkNp4eYxIXJI4ASOssTsUriR7JPnYFXa7Dbs9koBsdoXd2TghNUxWJ+6zR24j9zd+zNbs+JPPaXae6G0L54meW1pIp85mU8z+9kjOvLg/T1y3lt/MXMkVvxzHnLtGyb9rD1D+aQ3/vX09+986TtElBcy+byL1+0vZvdLHimerGH/FGK5+YAJpee5Oe03DH6B+6076XDuv2WPBA3vAZsc5cAiB7S9iy22ytKXG3NA5fXyz54rEJIkT+NXLF1kdgrBA/sgMvvfObP71w4948e7NfPrmcW58clqnXlBF1wkHwrz/4Ce8+6utpPVPZv6LMxk2t4DVj+5i85I3GFuguOavxYy9bHCnv3b99l3oYJC0CaObPRY6sAdH/gCU04VRthdbfpOxTM8O0ECmJM7uQmYpEJkcpJSSiUG9kMNlZ/5vJnDLy+ezZ205Pz/7NXauPm51WKKDDq8r48lzX+edn21h0jdH8LUNl5AxMpPfFb/Bs7dspGi0nfQR/eKSNAHqP/gYR24W7kHNZ+QGD+zBOWgY2ghHJgblDW30uPbvg7ATm0MKdVgtlvFNkMQJRMZDtNaSOHux8ZcN4McfziV3aCq/nfUGKx/aIYUxuoFAXZAV393I059ZjrIrrl99ERfcezZrnijhZ2OXcXxXHbe/dgF9Mv1kjh0Qtzjqt+4kbdzIZhddHQgQOnYokjirDkM4iC23ySSgcBmQGrfYROwWL14c09+9JE4hTDmDUrnrjQuZddtwnrvjA5688X2CvrYLDwjrHFxTyv9NWcbmP+/mMz8fz/Wr55LcP5mH573F32/bxNSvDOWerfMYOSMb74EK0ke1vP3X6QrXe/AfPEryqMJmj4WOHwbDwFEwGKPiIAAqd1Djg4x6UB0vtiCsI2OcQjRgd9q45sGJDDo7m78uXM+Rj2v4xovnkT1AutESRTgQ5p2fb2HtAx9TMCWXa/49i5wz0vngnwd5+uZ12B02bn11JmMviSTKyo2RhJU++tQLG7TFu3MfaE3KyGHNYy07BoC9Tz7Gzh1gs6NSmxY68IItPrGJ+JDEKUQLpt8wjPzRGfzxynf45aT/8o0Xz6NohixZsVrptipe+dp7lG2v5vx7xjHtrtEEfGGe+vo61vy5hHGXFXDdn85ptO2XZ2852BXJg3LjEpPnkz3Y01Jw9e/T7LFQ6VGUOwlbWgbh2lJUau6JHVFOsAXB3nuqBvUE0lUrRCuGnZPLDzdeRJ+iNH47axXr/77P6pB6La01Gx/5lCdnvE44YHDdWxcxY9GZ7NtYyb0TXmfds/v48h8nc8tL5zfbK9N7oJzkgmxszpY3nT5d3t37STpjCMrW/HIaLj2GvU9kf1hdV4bKaPzhywj7wWagnPKhrDuRxClEGzLzk/nOyllMuGogf/rieyz71XaZNNTF/NUBXvryGlbcuZHxNxZxw7tz6Xt2Nv+5dxv3nbuCpEwnP/5gLjMXntHijEjP/nKSB8entQngP3CEpCEtj5+Gyo7iyIvskqJrS1HpTVql/sORW1d8Nh8Q8SFdtUK0w5lk52t/nU5eYRr/+uFHlJXU8aU/TO7W25R1F8c+rOBfX16Dp9TH5/56LqOuGkzNcR9PXPEO2/97lLmLRnP5z87C4Wq9Nek9UNFs0+rOEq73ECqvanEZCkTGOF1FowDQNaXY+o9qEpzZi+GOz8QlER/yl4+s4xTts9kUV/xiHNf/+Rze/cse/ufSt/HWBK0Oq8fSWvPhn3bx9GeW40p3cMO7FzPqqsF8+vZx7p3wOvs3VXLbsgv4/K/Ht5k0DX8I35GquLU4/Qcjk3/cg/JbeG0fRk0V9rx+aG2g68qbtzi9ByK3SQPjEp/oGFnH2QGyjlPE6tyvFXL7sgsoWVvOAxespOaYz+qQepyQP8xrt6zj9dvWM/a6Qq578yKyCtNY9qvt/HbWG+QVpvLjD+Zy1sXtz0T1HqoEDSmD4jP5xr//CCjVaNPqKKO2GgB7Vg7UV4IRar2rNkUKvCcCWccpRJyMLs7nu29dSPURH/eft4KyvXVWh9Rj1B/38fd5q9j6zF7m/fEc5j48BW9tkIcveYt//fAj5i4axZ1vXEj2wNiWB/mP1wDgzj/93U9aPP+BI7j65WJzu5o9Fk2ctrQMjNoyAFR6k0lAgWNgAO7euRzFFqxm333XWR1Gh0niFOIUDDo7m++9M5twSHP/uSs5vK3a6pC6vWObK3ny3Nep3F3LF1+7kHE3FLH7vTJ+MeF19m2o4Lb/zOTKX47v0H6mgfLIhxpXbnwKDASOl7e4DAXAqI0kbVtaBvhqAVBJGY2O0aFyMOzYHL2zPvKQaSsYOOd99r7wstWhdIgkTiFOUd8z0rl7TTEpOS7uP38lJWvLrA6p29r9+mGemb2ClDw3N6yey8AZfXj70V08cMEqcgan8JMPL+aseR2fQBOoqMOe5sbudsYhagiWVeHIzW7xMaMumjjT0QEPAMrdpLReqBZ0752jqZyRzeSDu960NpAO6jWJUym1RCmVZXUcomfJKkjmu2/PJn9UOg/OfoNtrx+xOqRu56OnSnjhqrcZPLMvX1pRTHK/JJ5esI5nvrGBc28q5K43Y++abSpQXo8rJ37l7IJllTjzWkuc1ajUNJTdAWbixJXc+CAdAOKzvrQ70IFICkpyHLQ4ko7pFYlTKVUIzLc6DtEzpWa7uGP5LIbP7Mv/XraaD/7ZvS4CVtFa8+6vt7Js4fuMvW4Yn3/ufOqrAjxwwSrWPrmX6x6fwpcfmdzmrNn2BCrqcOXGp4C64fVj1HtaT5y1NZFuWkD768HhjiTRhnSQ3pw4DX/k3yMlvdLiSDqmVyROoBDYZHUQoudypzq45aXzGH95AY9ds4ZNLxywOqSEpg3Nijs3svqnWzj3R2dx8R/OYfd7Zfxy0n+pPODhu2/P5ryvF53260QSZ3xanMHyyMXemddyR5ZRV4MtLTIpSfs94G6p1Ryi91yGm4smTnd6vcWRdIzl/2NKqUKl1N1KqSWtPH63Umq+UmqBUmrBKZy/WGu94vQjFaJtDpedr/9tBhOuHMjj177Lhuf2Wx1SQtKG5vXb1rPpjzu56KHJnPfjsbz1yC5+e+Eb9B2exg83XsSwqZ2z7jJQVhe3rtpgWTRxttbirMaebk4GCniaj28CkcTZe1uc6MiaSUdKwOJAOsbSxKmUKgYmAkVAs49tZjIt0Vov1Vo/BhQppWLucjXHNCs6K14h2mN32rjp2elMunoQf/7Se1LftgkjbLDsm++z+YndzPvjOYy7sYhnv7WBv31rIzMXnsF3Vs4iMz+5/RPFKFBRH78WZ1klKIUjp40WZ3q0xVmPcrXQ4tRhenXiNNmSu1cxEUunc0VbgkqpKbSQOIEFWutFDX5eDiwClprPu7uVU28yz70AKDHHOAuBa5RSz2mtqzrrdxCiKbvDxo1PT0PZFH/+8lqMsGbql4daHZbljLDBfxa8z7a/7eWzj09j2CUDePiSt9jxxnG+9MhkLvjGGZ36emFfkHC9H1dOfMY4g2VVODLTsTlbvoyGG4xxEvBAS4mTEKjma0B7G+UOWR1ChyTsPGil1MQW7q4AiqM/aK3va+scDR9XSi0EWkyasZRYksLeoiPsDhs3PjUVm13xxPXvY4Q1069vvl9jb6ENzbJvrmP73/dx2f9NJ3dSLkumL6f2mI/bX7uA0cXNS9adrkBFfNdwhmtqsWemt/iYNgy0pw5bauRx7W+tqzZMAl+Gu0x0WUqXvFYM1/v2JPL/WA7Nu1lPqaVodgkXEmmBtplshegsNruNG544B2VXPPnVSPI898ZCq8PqclprVn3/A7Y+vYfP/nka9vxkfj11OWl5bhatnUP+yIz2T3IKwvWRcTNHWlI7R57i+T0+7KmtdCuHQqA1ymUWNgh4IK2lcVuDxL4Md5EuTJydIZH/x1rquq2AyNhlR7pbzW7bVqfoSWtSxIvNbuP6P5+Dza54+qZ1aENz3k2nP1u0O3nvvu1seHgHs++fSJXH4Jk5bzL8/D4sXHouqTnxq5gT9kfGzWxJ8Sl+EK73YktpOSnrkDlm54hcYrW/HltrLU6VyJfhrqHsGp/HQ1LKqa3X7YhYrvfttUotn1Xbhioirc6G4lKpWXZHEfFksym+8tgUzru5iKe/vp63H9tldUhd5qOnSli9+COmLxrDnj0enr55PTNuHMa3X/9MXJMmgOGLJC+7Oz6JyfB4W21xRhOncphJu9UxTgNUfBJ7t6Kg9I13rY4i5t1REvmjTgXNW51ZAJ09uUdanCLebDbFlx6ZjM2ueGbhBnRYc8E3h1sdVlztX32c129dz5gvDWXzhiq2LTvK1Q9OYPa3R3TKOFN7DH9kwoktTuX2wvVe7CmtddWaidMZeW3tr29ljFMSZ5R3+5vw2eJ2j4unxYsXx5Q8E7bFqbXeRPMxzRyg09dkSotTdAWbTfHF/53EZ24dzrO3bOSN//nU6pDipnJ3Lf/8wmr6TchmBiu7EwAAH3NJREFU88Yqdr5Zyi0vnUfxHSO7JGlCZFYtgD1OXbWGx4etlcSpQ+YsUYcDbYQh6EO1VABBGdJVa0pSJVaH0CNanADPKaXma62Xmj/PAR7t7BeRFqfoKkopvvD7idjsir/ftgkjrJn97ZFWh9Wp/DVBll71No5kO9t21KOcNr63ZjaDxrdcKCBeol21cRvj9Hixp7Y9xqkcTgh4I3e21lWLtDgBUlLLrQ4h5hanpYnTXHJyLWYdWbPgwT/M1iZa64XRykFEZsXubpBEheiWlFJc8+AE7A7Fc3d8gBHWzLlzlNVhdQqtNa/dso7qffUc8kPemExu/fdMMvt3XlGDWIX9QbApVAe2IYuVDoXR/kCrLU4aJE7tj5STa7GrVmlZx2lyZ3afsntWF0DYRKSG7KI2jon78pHop4t77rlHumtFl1BKcdX9Z6PsiqV3fYgR0sy9e7TVYZ22Dx7byScv7Od4EEZcPoivPT0Nd6o1lxnDH8Ludsalazjs9QG0OsZ5sqvWCUGzxels3DrVWpuJU1qchBSOVJ/VUbB48WJ++tOftntconfVdgnpqhVWUErx+V+Px2ZXvLhoM0ZYM+8HY6wO65Qd3lDO8js3UhOCGXeN5spfjcdm65rxzJYYvmDcummN+kgytLU7q9Zh7oACqCYtX/N+Zeudm1g3pIM27EnWl93rFl21QvR2SimuuHccdoeNf/3wI8JBg8/+5Mwum0DTWaoPe3h6zkoCYbjo95MTYsZw2BfEFqelKGFPJHHaW1vHGWwwxhnytnwSbRY2lxYnOmhDJYWtDiNmCTurtivJrFphJaUUl/9sLJf/7Cz+fc9WXvrxlm7VC1JaUsfDZy9D+8Jc/OjUhEiaYHbVWtTixOyqjS5HafkkZuKUFifa70A5rU+cPWVWbZfoThcp0XN99idn4XDbeXHRZgLeMFc/cHbCtzx3rSnlT5e+RbYvyOS7RjPlhsQpKWj4g/Fbw3mixdl2V220clDLB0UTp0wOMrxObNmJMcYpXbU9nNYaI2gQ8jWo82j+f9udNuxuW8JfeEVjc+8ejTPJzj++vYmQL8wX/meSpeOEbVn37F6euvF9BiVB/ym5zPrpOKtDaiSeXbWGmThbX8fZYFZtK+fQhj/yjZIWZ8jjxmmvof7YcVL79bU6nHZJ4iRxZtVqQ1N3xEv1vnqq99VTd8SLp8yHt9yPp8yPp9SPt9xPsD5E0BMi6Amjw623lpVd4Upz4Ex14EpzkJzrJi0/mbT8ZFL7J5HWP5nswnRyhqeTnOeWJJsgLrx9BA63jWe+sYGQP8yXH52CPQ5LKk6V1ppXfraNVxZv5awJmfh21XDJY1Ox2RMnRohvV23Y40M5na1uKRZdjoK9jUusYY592uJThL478dWkkqxKObpsGUVfvcGyOGRWbQd0dVett9xP2cfVlG2PfJXvrKFmXz01BzyEAydbj640B8l5blJy3ST3SSJ3ZAbJuW5c6Q6cyQ6cKXacqQ7sLhsoBQ1+j3DAIFgfIlAXIlAfIlAbxFvmp+6ol9Lt1dQf9eKvPjmLzZ3lJHdEBvkTcug3MYf+E3PIHZWBLYEu2L3JzIVn4HDbeOqm9dRXBLjp2em4kq3/cw36wjz19XWse2Yfc+8YTskTu5hy+0jyRmVaHVozYX8cZ9V6fNhSWm8p6lAIHJGlMK1eXcKeyK2MceKtzSGbvehjGwFrE6d01SaA2kMejmwoj3xtqqBsWzX1xyJ9+cqmyC5KI3dkBkWXDCBzSOrJr8GpuDPjO/YRqAtSVVJHxc5aKnbVUratij0rj7Lp0Z0AuDKcDJ7Zl6Gz8hlyYT9yR2ZIq7QLzfhqIak5bh6/9l1+N+dNvvXy+XEvjN6W2lIfj1z5Dvs2VHDTs9M58OI+UvKSmPH9My2LqS2GL4gzPT6tOW0YKJu99cdDwchSlLaEpcUZ5dNDgE0kuw5aHUpMJHF2IiNkcOzDSva/dYxDa8s4srGCuiORP47UfknkT8ph3FeLyBudQd6YTHKGZ+BIav2PL95caU76jsum77jGpdB8VQGOflDBwXdL2bfqGKsWbcIIabIK0xh11WBGXTWYvuOyJIl2gfGXD+A7K2fxP5e+zf3nr+T21y4gZ1BLxcLj6/C2av738rfx14a4c9WFuLXmjVcOcen/TcOVlpjLKQxf/CYHtSsYPLkzSmukxXmCs/Bc4J8kZ3Tq/h1xI4mTUx/j1Ibm+JYq9r15jP1vH+PAO6UEaoI4kuz0n5zDmC8Mof/kXAom55I+KKXbJJqkLBdDZ+UzdFY+5/1oLIG6IAdWH2fHvw7wweM7WXv/dnKGpzPuhkLGfbWI5Fz5w4+nohl53L1mNg/NfYtfT13ON148j8JpeV3y2lpr3n1iD3+7dSN5w1K5Y/ks8oal8szsFfQZm8WYa4d2SRynIhzHMc726HCkq7ZNhjmL1Nb15QgTTeqIEeAHd7rH0jhkjLMDOjLGGfSE2LvqKLv+c5jdyw5Rf9SH3WWjYGoeU24fyZAL+tF/Si4Ot3Utyc7mSnNSNG8ARfMGMPfhMHtWHGX73/fy9k+3sPrnWxh9zRCm3TWG3JEZVofaY/Ufncn3187hj1e9wwMXrOKLf5gU9w2xfbVBnvnGBtY9u48ZNw7jCw9Pwp3qYNd/DnHovTLmvzgTlaAzfiG6HMWaS1xMXbUnJgdJ4gTQIRuO1IClMcgYZyfylvvZ8dIBdr16iH2rjhHyhckaFum2LJpXwMAZfXAmwMSNrmB32TnjkgGccckA6o952fyXEj744062/nUPY64ZwowfnCUJNE6yCpK5680L+futG3n66+spea+cax6cQFJ657eqdr9bxl+++j7Vh73c+PQ0pn1lKBD5kLnm3q0MmJ5H4cUFnf66nSkcx5J77QqF2u+qjbY47TLGCUDQhs0dsjqKmPSOq/0pCNQF2fnvQ3z8/D72LD+CEdYMmJbHuT86izM+O4DcUTJRJrVfMjMWnck53x7F5v/bzdr7t/Px0v8w6ZYRnPfjsbgzEnPsqztzuu185bEpDD0nl+fu2MSOVcf46pNTGX5+56x989YE+ecPNvP2I7sYNDGbb/37IvIbfBA6sPo4RzdVRFqbCf7+jxZ5t4IOBqCtqkEA4WhXrSROAB2wo9zWVw+KhSTOBrTWHHinlM1/3sWnLx8k5A1HFnb/agKjrhpMmgVbI3UHjiQ7k24ZwfivFbHuoU94b8k2Pn5+H7Pvm8joq4dYHV6Po5Ti/JuLGPGZvjxx/VoeuGAVM79xBpf99CzS+5zaRTgcMlj71F5e/skWPFUB5j8wgVm3DW+2fvT9Bz8hd3QGhXMTu7UJ8S3y3h4dCsXQVRttccp1BcDwObGnWjvGGStJnECaymCifSbz+l2NrcJFVmEa0+8ew+hrhpBdmG51eN2GI8nOjEVncuYXhrLyuxt5+fp3KXn9MMUPTsYdh+7E3q7f8HS+t3o2K3/3Ka/+bCvvP7OPWbcNZ9atw8nMj+1iHPCGWPv0Xlb8dgfHdtQy8aqBXPWbs8kbmtbs2NLt1ZS8dph5j05N6LFNACMURocNy8Y4CcUwq9bwgwYlXbUAhDwuHP3qLI1BJgd1wD3pjwMw4sKBnH1TEYNn9kv4C0MiyxySypXPnc/Wv+5h+Xc2cmhtGZc/fS75E3KsDq3HsTtsXPTdUUy7fijL7t3Oygd3sPz+Txh9UT4TrhxI4fRc+o1IP1HVR2tN2Z569q4rZ8urh9n88mH8tUHGXlrAjU9OY9jU3FZfa9Mjn5Kan8SYaxO/F8HwR8bKLJtVGwq2P6tWRxInSi7DAIHaZJLscHzjVvpOOsuSGGRyUAfM/Ok4xn5lGCmn2M0lmlNKMfa6QgZMy+Pl69/lmdkruOwvMxhx+UCrQ+uRMvomce1DE7n0njN59y972Pj8AZ66aR0ANociOdOJza6orwhghCKzyPNHZXDh7cOZdv0w+g1vu2cl6A3x8fP7mHDzGd1ixrjhi1TFsm5WbQjlbKeAieGLJE6b9MYAeGsyyeAQVe/8x7LEGStJnMDU74y2OoQeK2d4Bl9eWcwrN77HP7+wmjkPTmbiwsTYdqonSs1xM+fOUcy5cxR15X72b6rk2I4aPFVBjLAmLddFzpBUhk7Jibk7F2DnywfxVwc567rE2f2kLdqIlK5UNotKRoaCqOSUNg/Rhh+0ksRp8vr7A9tx+j62OpR2SeIUcedMcXDF385j5Xc3sfyODRghg8nfGml1WD1eWq6bMXPyGTMn/7TPteXpPRRMzSN3hCw1ikW0Vm3bB5kzSG1yGQYwsicAK0lOPW51KO2SCt6iSyibYvYDE5l860hWfncTH/55l9UhiRjVHKhn76qjjL1+mNWhdBs6lslBJxKntDgB8i+5FDQkZ1g7QSgW8lFHdBmlFBfeN4GQP8x/v72BjEEpFF6U+MsaeruPn9uHw21n9FWDrQ6l+4ilcpA2d0KSFicA6QMLCB9RONO8VofSLmlxii6llGLObycxdHY+L31lDWUfV1sdkmjHjpcOMrQ4P+679fQksXXVSuJsSods2FOC7R9oMUmcRC7mSilLN7HuTWwOG5/767mkFaTw8vVrCPm6R7WQ3qj2kIcj68tlNnQH6WAA1V7loBOJU7pqo3TQhs1tXeKMZSkKSOIEImvbtNaSOLuQO93J556aQcWntbz5ww+tDke0Yvdrh1E2RdG8AVaH0q3EVDnITJxKJf7ynq6i/Q6Uy7Ds9RcvXhzTph+SOIVl+o7L5jP3ns3GRz5l35tHrQ5HtGDPiqP0n5xDSp5sHdchMU0OMgAptNKQ4XWAw7rEGStJnMJSk24ZQcE5uSy/cyPhYOL/wfQmRshg3xtHGVrc3+pQuqf2uvy0DFE0Fap3oxwGPk9i16yVxCkspWyKOQ9OpvyTGjY98qnV4YgGjmyowF8dZNjs018HKloiLc6m/LWpYINjK1ZbHUqbenziVEpNVEplKaUKlVLdo+xJL5M/MYezbzqDd36xBW+53+pwhOngmuM4ku30n9J6/VpxGrT0sDTlqY3Usw7seNPaQNrR4xMn8DiwB1iitS6xOhjRsvN+MhYjqNn4R2l1JoqDa8voPzkXu7M3XCYsoLU0OJvwhSMbCLjVXmsDaUdv+Iv4ldY6W2t9tdWBiNal9k1i7A2FbPzDpwTqEn8dV0+ntebQ2jIGTs+zOhTRiziLzgMgJa3c4kjaZnniNLtQ71ZKLWnl8buVUvOVUguUUgtO4SUKlVLF5nkmnma4Io7OuWMU/uogm5/YbXUovV7lrlq8ZX4GTJPEKbpO/rxi0ODOqLc6lDZZmjiVUsXARKAIyGrh8SVAidZ6qdb6MaBIKTW/I6+htb5Pa70CeIxIt61IUFlD0xh99WDWP7QDIyTjP1Y6uqkCgP6TZXxTdJ2klBR0SOFITey5DpbWejITGkqpKbSQOIEFWutFDX5eDiwClprPu7uVU2/SWq8wk+yUBueQyUEJbtItI9n+933sWX5EFt1b6PiWKtL6J8setaLrBe3YkxN7uCZhiyS20q1aARRHf9Ba39fOaUqATeb3k4HnOic6ES/9J+eQd2YmHz1ZIonTQse3VNF3XEufZYWILx2woZJCVofRJsvHONuQQyRRNlTVkRNorTcBxWbLcw6R1moz0Vq1bX2JrqGUYuxXhrHrP4fxVQWsDqfXKv2oir5jJXGKrmf4HShn/IZqOuN6n8iJs6W/2goApVTMf9Fa68fMMdJFWusOJV5hjZFXDsYIGuxedsjqUHolT6mPuqNe+ozNtjoU0QuFPS5UgpfdS+TEWUWk1dlQ05871T333HOi4HvTL9F1Moek0n9SDjtePGB1KL1S+Y4aAPqMybQ4EtEbBWqTwaGp+CQ+s+tbu8ZrrbnnnntiOkciJ84Kmrc6swA6u+Uou6MknuGXD2TPyqOE/FLPs6tVltQBkFWYZnEkojfyVkc+sJWveLnLX7vb745ijk82TZA5wAoLwhFdbOjsfELeMIfWllkdSq9TVVJHWn4yzpSEnTsoerB6b2RTAUf9RxZH0rqETZym55qs25wDPNrZLyIbWSeefmdnk5TjYu9K2W6sq1WV1EprU1gndxIAKanHuvylu8VG1mYB9iXAfCKzX5c0XIaitV5IpPLPfHPN5m6t9dLOjkO6ahOPzW5jyGf6sW+VJM6uVlVSJ4lTWKb/ZVeAhuTM2i5/7W7RVau13mTOdi0yvxaZXbQNj7nPnBV7n1k9qNNJizMxDZzRh2MfVRHyyThnV6rcU0fWMEmcwhqp/fqiQwpnurfLX7tbtDgThbQ4E1PBlFyMoMGxDyutDqXX8FUF8FUEJHEKa4VsllQP6hYtTiHa0nd8NnaXjcPrZYJQV6k96AEgc3CqxZGI3kwH7AldPUgSJ9JVm6gcbjt9x2dzZH1ibzHUk9SX+gBI6Sc1aoV1DF98qwe1RrpqO0C6ahNX/oRsjm+Vgk9dxXM8kjhT+7gtjkT0ZmGPy7LEKV21otvLHZlJ5c5awsHELsHVU3hK/djdNlwZTqtDEb1YtHpQ9e7ErB4miRPpqk1kuaMyMEKaKrOajYgvT6mPlD5JsrGBsFS0etDxZZ2++rBN0lXbAdJVm7hyR2UAUP5JtcWR9A71x32k9pXxTWEtjydaPWhLl76udNWKHiGtfzKuDOeJwuMivjylflIkcQqLGTnWVQ+KhSROkdCUUuSOzKD8E0mcXaH+uI8UmRgkLFbwuUj1oCQLqgfFQhInMsaZ6LKGpVG9r97qMHoFT6mP1D7S4hTWSu3XFx1WuLq4epCMcXaAjHEmtvQBydQe9lgdRq/gkRanSBTBrq8eJGOcosdIL0ih7rBXNhSPs0B9iKAnTKoUPxAJIJGrB0niFAkvfUAK4YCBt8xvdSg9mr86AIA7w2VxJEKA9jlQzsTc4EESp0h4aQXJANQeku7aeAr7I0UmHMl2iyMRAsJepyXVg2IhiVMkvPQBKQDUHu76bYZ6k6A38unekSSJU1gvUJsC9sSsHiSJE5lVm+jS8pNQNiUtzjgLeSPjSZI4RSLwVmWAguOvv9hlrymzajtAZtUmNpvDRmq/JGlxxlnYJ121InF4vPkA2Gu7rnqQzKoVPUp6QTJ1siQlroI+aXGKxBHKnAhASuoRiyNpThKn6Bbc2S78VV2/I3xvcqLFKYlTJID+l34ONCRnJF71IEmcoltwpTnx10nijKcTk4Okq1YkgPSBBWBB9aBYSOIU3YI7w0GgJjEXQ/cUIemqFQlGB23YUxLvA7MkTtEtuNKc+GsT7w+oJ4l21drdclkQiUEH7Ch34n1glr8QZDlKd+DKcBKQxBlXQW8IR5JdNrEWCUP7HShX11UPkuUoHSDLURKfO10SZ7yFfGEZ3xQJJezp2upBshxF9CiudAeBuhDakELv8RLyGTK+KRJKoDYZ7Jrag4etDqURSZw9VLT7uadwpztBR3bwEKentfdGyOyqFb1bIl07vNWR6kFH//2C1aE0IolTdAuudCeAdNfGUdhnSFetSCieerN6UM1miyNpTBKn6BZcGdHEKS3OeAn6wtLiFAklnDkegJSUoxZH0liPT5xKqSyl1AKlVLFSqtjqeMSpcaU5APDXSIszXqSrViSa/MuuilQPyqyxOpRGenziBB7XWj8GbAAWWh2MODXuaItTqgfFTUi6akWCSdTqQT06cZotzAqlVBaA1vpqi0MSpyja4gxIizNuQtJVKxJQIlYPclgdgFKqEJgP5GqtF7Xw+N1ACZADYLYeYzUx+jygWCmF1nrpaYYsLHBijLNOxjjjJeQNkZKXZHUYQjSiA3ZUUmIlTktbnGaLcCJQBGS18PgSoERrvdRMmEVKqfkdfJkKrXWVmTAfP+2gTbEWS+iM4071sUTXkdgdSXaUXXVojLMz/m1O9Ryd+f5o75jOen8kWldtvN/bVr0/OvKcRHp/WMXwOVGu5kUQrIxdxVIlIe5BRBJkltZ6YZP7K7XW2Q1+LgYWaa3nmD/f3copN2mtVyilFgBF0ZasUkprrU8sUFJKaSCmShEtxBzT8zrjuFN5LLoOKxH+f1sT679N1EMFL3DOd0Yx/XtnxuX8nXmOznx/tHdMR98frb03npi2jIIpecx9eEq7cXeF0/n/85fWsPaK33PWfdeSe+7wTj//8X/8h6qVaxn5+M9bPMexRTeRdvHnSZ31WYzSPfie/CbuL/4W+4AxJ143vPk6CG7APvnjVl8nkd4fnenAA9dQcOGHBPZl4hpSTYXjZfqMHdXisZ4XpuIeUoV98o5mccYrxgb/Bi0uaE3YxKmUmgisbJI4JwIbW/tlWjhvFrBEa73Q/H6l1npSg8et/+WFEEIkpNZyjeVjnG3IASqa3FfVkRNorauUUhvN7t1CQCYHCSGEOC2JnDibjXliJlKlVJbWOqYk2tZkolhbrkIIIURUIi9HqeLkjNiopj8LIYQQXSqRE2cFzVud0fWYHeqyFUIIITpLwiZOrfUmmo9p5gArLAhHCCGEABI4cZqea7Jucw7wqFXBCCGEEJYuRzGXl1xLpHIQwFLgH2ZrM3pMtHJQIVDVwcpBQgghRKdKiHWcQojEYBYNAZhEZA10iZXxiMQSrf9NpMHTqJHTmyR6V60QoouYPUAbzF6d55FhEdGAWVd8kZks1wM/sDgky0jiFEJEFXJy670NwGQLYxEJRmtdEi13SuS9st7KeKyUyAUQRAzivLuM6IZO9T1hboQQ3T1oMpHkKXqY071mmBM2W3xubyEtzm6si3aXEd1IJ74nFiIlKnucznh/RLdm7M3XEpkc1AOc6u4youc6nfeEOUHoOSk00nOdyvvD3CgjWgN8IvC81rqoSwNPENLi7KHMN3ZTFUBxV8ciEkMs7wnzQrnCvDjKe6UXieH9sYCTE4JaKonaa8gYZ8912rvLiB6nzfdEtBUBVJj7EZYglbp6k/auGY8BxeYHqqvpxV35kjh7rk7ZXUb0KO29JzYB2S0cI3qHWK4Z0cljvfoDlXTV9lyyu4xoSt4Toi3y/oiRJM6eS3aXEU3Je0K0Rd4fMZLE2UPJ7jKiKXlPiLbI+yN2kjh7NtldRjQl7wnRFnl/xEDWcXZjsruMaEreE6It8v7oHJI4hRBCiA6QrlohhBCiAyRxCiGEEB0giVMIIYToAEmcQgghRAdI4hRCCCE6QBKnEEII0QGSOIUQQogOkMQpRC/Xyj6MQohWSOIUog1KqSVKqd1KKa2UetT8ueFXS1sxncrrZCmlliulKpVShTEcP9E8vt0KJkqpQrMaTEuv+ShQopR6/hRDF6LXkcpBQrRDKbUAWKK1zm5y/0RgJTC7Ycmy03wtDRRprUtiODYLqNRaq3aOWwAs0loXNbn/UeB5rfUKpVQlMAzIieW1O0IptYQmZd2E6M6kxSlEbCqa3mEmgseIJM/OEnPSinWrJ631Y02TpukarfUK85hs83zzWziuw8xW7qNm0lyA7OsoehBJnEKcnvVAVizdqwmopW7mOZ1xYq11idZ6odZ6ES186IiV2SW9oDNiEqKzSOIU4vQUQiRRWB3I6TK3kyq2Oo4WdMo4shCdxWF1AEJ0V+YY40Lg6lYeX8DJ1tYU4NGGCdYcIy3mZPdss+RrJrNol2wWkRbhoobdtGYc0YQ3BVivtV5qPlZIZD/F4uhYqFKq2DxPdPwR4AAwqMl9u7v7llLmv9/jwAatdfR3XtDdfy9hLUmcQsQmx0w4EElghUAuMKel1mZ0FmuDC/RSc3buJK11lXmuRdGLufmcYvO8DX+uio5Dmve11JVaHE2U5utoQJmvX6KUuhqojB5snm+FUupusyu1UdxN7+uuzA8N1wI3A3PMyVBVwHJLAxPdniROIWJTEU1gDVp4U1o60Hx8SQuzXVcA1xCZUPQoTVqq5uzWhhN+JjZ4XlRLF/2mibtEKTUxOovVTNSt/mI9mdY6+m+81GzhFzb8ICLEqZDEKUQHmd2kS80ktxHIbnJIMVDVoIUalQNMMltChbQ/g3YpsNFsZT4PrGjQsmyo24+vxkML3eKFrfz7CdEhkjiFOEVmCzFLKVXcpBWTQ4MWagPRFut88/ltLicxu1mHEVnOsRB4VCn1mNZ6YZPjYlqWkujMIgxNJwLlEJm13FIX9cIY17sWA0jSFJ1FEqcQp28ijbtTS2h73WJMLcQG3a33AfeZXcDPK6Xmd0USMFtpJV2VmBt0qzaNoVhrfd+pnNP8kFIixRdEZ5LlKEKcniqgUXGBBmOhzdZ2NkiGVa3UiG3Y4rq24TnMBLaIVsZW46CwO7dmW0qaSqliqc0rTpckTiFi01oLcgUwOfpDtBuWyEzOJQ0PjM6SbfD4D1p4HBonz6YzXAtpMkGos+rlmkoaJOsTv7PZJb2kleckHPPf8loiHz6eV0rNN+NfKK1Pcbqkq1aINpgX20IiyzceJbIWs+GF92bg8Wh1m+jyE631UqVUlfn89UQSZkl0TK7B4wuIdN1mAZvM4x5XSi0CdgMbGqzlzDKfu8JMbtFE9rhS6lfmeaLxLjFfO3pfdAzxZiIJseF9/2jQ9Xs1sFAptR7Y0OD3LAQWKKXWx9JNbCbzH5jPi8azAljeRbNaJ0a7fs1/h8eJTK5qcc2tEB0hRd6FEDHrqvHVBq93WmOcQsSDtDiFEB3RpWOeWutNTda2CmE5aXEKIWLS1a1NIRKVTA4SQsRKWn5CIC1OIYQQokOkxSmEEEJ0gCROIYQQogMkcQohhBAdIIlTCCGE6ABJnEIIIUQHSOIUQgghOuD/AbwLbxB5AVJIAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Relative difference in x_HII to old DH\n", + "plt.figure(figsize=(7, 7))\n", + "cmap = cm.plasma(np.linspace(0.1, 0.9, 10))\n", + "\n", + "plt.xlabel(r'Redshift, $1+z$', fontsize=20)\n", + "plt.ylabel(\n", + " r'$\\Delta x_\\mathrm{HII} / x_\\mathrm{HII}$', \n", + " fontsize=20\n", + ")\n", + "plt.loglog()\n", + "plt.xlim([4, 3000])\n", + "plt.ylim([1e-6, 1e3])\n", + "\n", + "# plt.text(0.72, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$', \n", + "# fontsize = 18, transform = ax.transAxes)\n", + "k=0\n", + "for ii, data in enumerate(data_list):\n", + " if data['DM_params']['mDM'] <= 1e4:\n", + " plt.plot(\n", + " data['data']['rs'], (data['data']['x'][:,0] - data_list_oldDH[k]['data']['x'][:,0]) / data_list_oldDH[k]['data']['x'][:,0],\n", + " color=cmap[k], linestyle='solid', linewidth=1.4, \n", + " label=f\"{data['DM_params']['mDM']/1e9:.1E}, {data['DM_params']['inj_param']:.1E}\"\n", + " )\n", + " k+=1\n", + "\n", + "plt.legend(title=r'$m_\\chi$ [GeV], $\\,\\tau$ [s]', \n", + " loc='upper center', title_fontsize=14, framealpha=0.9,\n", + " fontsize=12, ncol=2, columnspacing=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -318,6 +645,7 @@ ], "source": [ "interp_DH = interp1d(mDM_list, fHion_list)\n", + "interp_oldDH = interp1d(mDM_list_oldDH, fHion_list_oldDH)\n", "interp_CLW = interp1d(2*f_CLW[:,0], f_CLW[:,1])\n", "scale_CLW = np.mean(decay_phot_CMB(2*f_CLW[:,0]/1e9) / interp_DH(2*f_CLW[:,0]))\n", "print(scale_CLW)\n", @@ -335,12 +663,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -362,6 +690,8 @@ " label='Cang et al. 2020', color='blue', linestyle=':')\n", "plt.plot(mDM_list/1e9, scale_CLW * fHion_list, \n", " label='extended constraint', color='r')\n", + "plt.plot(mDM_list_oldDH/1e9, scale_CLW * fHion_list_oldDH, \n", + " label='extended constraint, \\n DarkHistory v1.0', linewidth=1.2, color='k', linestyle='--')\n", "plt.fill_between(mDM_list/1e9, scale_CLW * fHion_list, 1e20,\n", " color='r', alpha=0.1)\n", "# plt.plot(mDM_list/1e9, scale_Pl18 * fHion_list, \n", @@ -386,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -414,7 +744,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -434,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -471,7 +801,7 @@ "plt.ylabel(r'Maximum coupling, $g_{a \\gamma\\gamma}$ [GeV$^{-1}$]')\n", "\n", "plt.legend(loc='lower left')\n", - "plt.savefig(fig_dir+'ALP_constraint.pdf')\n", + "# plt.savefig(fig_dir+'ALP_constraint.pdf')\n", "plt.show()" ] }, diff --git a/examples/DH_Upgrade/New_Results/debugging_f_heat.ipynb b/examples/DH_Upgrade/New_Results/debugging_f_heat.ipynb index 55d89b8f..42d73184 100644 --- a/examples/DH_Upgrade/New_Results/debugging_f_heat.ipynb +++ b/examples/DH_Upgrade/New_Results/debugging_f_heat.ipynb @@ -2,33 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", - "%load_ext line_profiler" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "Bad key text.latex.preview in file ../../matplotlibrc, line 10 ('text.latex.preview : False')\n", - "You probably need to get an updated matplotlibrc file from\n", - "https://github.com/matplotlib/matplotlib/blob/v3.5.1/matplotlibrc.template\n", - "or from the matplotlib source distribution\n" - ] - } - ], - "source": [ - "%autoreload \n", "\n", "import sys\n", "sys.path.append('../../..')\n", @@ -51,37 +29,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "84dc4fa01af64fa4ac92d305ff5073e6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/414.0 [00:00]" + "Text(0, 0.5, 'f$_\\\\mathrm{new} /$ f$_\\\\mathrm{old}$')" ] }, - "execution_count": 12, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -177,7 +114,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD+CAYAAAA56L6tAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABOgklEQVR4nO2dd3xcxbm/n9mmbZJW1ZIl2ZbcMcbGDQzYYGNDaAkhJiSBBAIJTkiDNJLLTVB+adek3JQbEsoNIbkpYEMSOtiYbgM27t2yZMvqddV2tXV+f5zd1Upa9b6ax5/9nHPmzDk71pG+M+edd95XSClRKBQKRfyjG+sGKBQKhWJ0UIKvUCgUkwQl+AqFQjFJUIKvUCgUkwQl+AqFQjFJMIx1A2IhhFCuQwqFQjFIpJQiVrka4SsUCsUkYVyO8MNIKRFCMNC1Av29pj/1eqvT07lY5V3LhNA64LFcBzGYn+1w3msg1/RVd7ieU6zyeHpWg73PcP1NDeY59XQunp/TYO8V/hn0hBrhKxQKxSRh3Av+/fffP2LX9Kdeb3V6OherfDD/j5FmONs0ks+pP3WH6zkNtF2jxXC1abD3Ga6/qcE8p57OxfNzGu57hRHjMbRCeNJ2PLZtuBgPr5+K/qGe1cRAPadOPwM1aatQKBSTmT4nbYUQBcAGIE1Kee9Q6gshNgDrgc2hohuBTVLK4oE2XKFQKBQDo1fBF0KsAxzAzP7crB/1U4F1wJ3AHuDzSuwVCoVidOhV8KWU2wCEEMvRhLxX+lNfStmvzkOhUChGArffTSAYwG6yj3VTRh1lw1coFJOGJk8TH3rqQ6zfsp7qtuqxbs6oM+qCL4S4UwixIbS9c7S/f7wgpZzU3gQTCfWsJgb9eU7/Lvo3De0NtPpaefrk06PUsvHDaAv+bmCblHKLlPJhYGloIjcmQgiEEBQWFo5aAxUKRfxS2lIa2T9Yd5DtpdvxB/1j2KLhobCwsM9VttBPP3whxCbAIaXc2J8v72/9kNh/V0q5tEt53PvhKxSK0ecTz32Cw/WHO5X94KIfcMPsG8aoRcPLuPLDD3nxROMEloxmGxQKxeSlyFnUrezPh/88Bi0ZG0ZN8EP++VuFEI6oYgeg3DIVCsWI4wl48AQ83cqz7dlj0JqxYUiCL4Qo6M0GH03I336jlNIZVXwTsGkobVAoFIr+0OxpjlnuDXhHuSVjR6+CL4RYErLHbwDWCSE2CSGiTTAbgI0DqL9NCPHt0GcTsDU0eatQKBQjSrO3Q/ALVxZG9hvaG8agNWODCp6mUCgmBXtr9vKZFz8DwB/W/YFXS19l84nNpJpTeeOmN8a4dcPDuJq0VSgUirGixdsS2U80JZJqTgWgsb0xLlwz+4MSfIVCMSlo8jRF9pNMSaRZ0gCQSJwe5xi1anRRgq9QKCYF0Tb8pISkyAgfJo8dXwm+QqGYFEQLfqIpkZSElMhx9Og/nlGCr1AoJgVht0yrwYpRZ8RisETOuf3usWrWqKIEX6FQTArCk7aJpkQAzAZz5Fy7v31M2jTaKMFXKBSTgrBJJykhCegi+AEl+AqFQhE3RATfpAl+tElHjfAVCoUijugq+GZ9xwhf2fAVCoUijgjb8COCb1CCr1AoFHFJ2EsnPGlr0Bkw6oyAMukoFApF3OAL+nD5XUDHpC10jPLVpK1CoVDECVVtVZH9sEkHwKLXJm7VCF+hUCjigMrWSq5++urIcbTgh0f4yoavUCgUccB/vvOfnY6TE5Ij+xGTjhrhKxQKxcTnYN3BTsfhSVtQI3yFQqGIG9p8bd3EPKYNX03aKhQKxcSm1lXbrcxutEf2J5tJxzDUGwghCtBy2KZJKe8d7voKhUIxWGrdnQV/YfpCMq2ZkePJZtIZkuALIdYBDmDmSNRXKBSKoVDnrovs//Xqv7IgbUEk7yt0hFeYLCadIQm+lHIbgBBiOZqQD2t9hUKhGArRJp3pSdPR6/Sdzk82k46y4SsUirglPMI36UydJmvDhCNmunwuAsHAqLZtLFCCr1Ao4paw4KdZ0jqZcsLMSJoBgDfoZXf17tFs2pgwrgVfCIEQgsLCwrFuikKhmIC0+DpHyOzKuunrIgHUXih5YdTaNdwUFhbG7NC6Mq4FX0qJlFIJvkKhGBRun+Z9YzVaY55PTkhmceZiAIqcRaPVrGGnsLAQKWWf9ca14CsUCsVQaPO1AT0LPkC2LRuAA7UHuH/H/f0SzomKEnyFQhG3hEMiWw09C360X/7TJ5/m/ar3R7xdY8WICr4QokAIsWEkv0OhUCh6IjzCtxltPdaZYp3S6bjrYq14YkiCL4RYIoTYhLZydp0QYpMQYklUlQ3AxgHUVygUimFjoCN86EiFGI8MdeHVHmAPEDNEgpTyAeCB/tZXKBSK4UJKicunCX6vI3xblxF+jPg78YKy4SsUirjEG/QSkNpiqt4mbbuadGpcNSParrFECb5CoYg7mjxNEfs99G7SSTOncUHWBZFjZcNXKBSKCcKLJS+y6h+r+ORzn4yURZt0jle1cLCsKXIshOCRKx5hZfZKQI3wFQqFYsKw9cxWJJKKtopIWdikc7bBxXW/fZuP/O5tjlQ0R84LIchNzAXUCF+hUCgmDFVtVd3KbAZthP/M/gq8gSBBCY++XdypTjjXbau3NW4XXynBVygUcUVDe0O3svAIf29pY6TscHlzpzphs09ABvAEPCPYwrFDCb5CoYgbpJQxbfBhwd91ukPwj1e3UNPcEQc/2s7f6msdwVaOHUrwFQpF3NDoacQX9HUrtxqstPsCNLk7n3v/dMfbQHSu27D/fryhBF+hUMQNPXnYZNuyqW/zdivfVdIh+NG++mqEr1AoFOOcWIJ/8/yb0ev0NLR2F/z3o0w80SP8aB/+eGJIoRUUCoViPFHvro/s3zz/ZgDuWXqPdq6tYyL2gvxU3itp4FhVM01uH8kWoxJ8hUKhmEg0eToWVH1p8ZdINCVGjuujRvgfOjeL90oakBL2nGlkzbxMZdJRKBSKiYTT4wTAIAydRuwADVE2/CsWZEX295dp13Qa4Xvjc4SvBF+hUMQNTV5thJ+UkNQtx2t40taoF0xNNpNmMwFQHXLNjHbLbPMrwVcoFIpxTdik40hwdDtX36rZ8FNtJoQQZCQmAFDTrJVbDBZ0QpPEVq8y6SgUCsW4JmzSCYdJiCZs0km1aUKfmWQGoDbUEQghIiEY4nXSVgm+QqGIG8Ij/FiC7wwtukqxGgHIsHce4QPYTErwFQqFYkIQHuHHMuk4XdoI3xES/MwkTfDrWj0Eg1qwtPDEbbymOVSCr1Ao4obebPjhsArJFm2yNjNkw/cHJQ2hziDJlKTV9TZ1uz4e6NMPXwhRgJZ0PE1K2WcuWiHEt4FiIBVASvlw1LkNwHpgc6joRmCTlLK4630UCoViILT72yNRLruadKSUOF2dTTqZiebI+ZpmD+n2hEhHEe3PH0/0OsIXQqwDlgAzAUdfNxNCbAKKpZRbQkI/MyTyYVKBdcBWYBPwkBJ7hUIxHDR7O8Idh0fqYdq8Afwhs03YpJNuN0XOh1fhOswOIH4Fv9cRvpRyG4AQYjn9EHzgzi5vAVuBe4EtUfecOfBmKhQKRe9Eu1JGr7CFDvs9gCNk0kkOCT9EmXtCbwZOjxMpZTdf/onOsNnwhRBLYhQ3oI3oFQqFYkRp8XVMtEYvogJ462RdZD8s9GHhhw7BD5t0fEEfbr97pJo6ZgxnLJ1UNIGPxtm1khDizlC9bjZ+hUKhGCzR4RCiR/jHq1r47tMHI8cOiyb4yZbuI/zoyV6nx9kpvk48MJyC74hR1gAghHBIKZ3AbsAZttsLIR4SQmyQUm6Jca1CoVD0m+gRvt1ox+MP8OhbJfzs5eOd6jms2sjebNRhMujw+oM0uTqbdEAT/Kn2qaPQ8tFjON0ynYRG7VF0OpZS7ukySbsV+G5PNxRCIISgsLBwuNqoUCjilGgbvt1o56cvHOsm9tAxaSuEiIzyexrhTxQKCwv7Nd8wnILfQPdRvgMgNLoPe/1E40TzAoqJlBIppRJ8hULRJ9Ehjd1eI3/acbpbnXNzkiIrbKHDrBN22YwW/InkqVNYWIiUss96w2bSkVLuEUI4uxSnAmFPnwJgqxAiJdwBoHUIyi1ToVAMmWjBL6n2dzq3cXUBX147C7NRj07XMRJ2dBnhp5hTIufq3HXEG0MS/JCIL4mywT/ZxSa/HngIQEpZLITYGCX2ADeh+eMrFArFkAibdGxGG8eqOsR/3/fXR+z2Xelq0klJSMFutNPqa+V00+mRbfAY0Kvgh1wtb0JbaRteWPWElHJPqEp45ewWACnlRiHEt0OLrQqAU10mZLeFVuICpAFblZeOQqEYDsLxb+xGO8eqtP3sZHOPYg8dLpphwRdCkJ+cz8G6g5Q0l4xwi0efvhZe7QH2oC2einX+AeCBGGU93a+4a32FQqEYDsIRLu1GO8fOaqtu52Yl9nZJlA2/Y2FWRPCb4k/wVfA0hUIRF4TdMm0mO6frNfGfM6V3wQ9nvWrzBmj3BQBN8EGz4UeHa4gHlOArFIq4IGzDN2LFF9A8VvLTbb1dEkmCAh1x8aclTouUlbeUD3czxxQl+AqFIi6oddcCoJMdIt+X4E+JEvzqFi23baY1s9s94wUl+AqFYsLjDXipdYUEP5AWKS/oU/A7fPLDycyjBb/GVTOczRxzlOArFIoJT2VbJRLNjNPWpoVGtpn0kUTlPTElKiZ+VZMm+BmWjEhZuBOJF5TgKxSKCU+0rf3QGT0AFxak9RluwGE1YtJrMljTotnwjXojqWYtKkyNW43wFQqFYlxR3tYh+K2tWgC0jy3N7fM6IUQkt23YpAMdo3w1wlcoFIpxxtmWswAIdEi/ZtJZNTu9X9eGJ247Cb5VE/x4s+EPZ3hkxTjBF/Dh8rtw+924/W5t3+eOHLcH2vEGvHgDXnxBH96AF0/AgzfoxRfQjr3Bzud9QR+BYICADBCUwdjbYMexRCLQop2Gtzp0kQio4X86oY059EKPSW/CqDNi0Bsw6owYdcZIWddjq9GKxWDBarBiNVqxGkLHof3w1ma0xV3WIkV39tXsA8AqcmlGz9RkM4lmY+8XhQhP3IbdMgHSLVpnEW/xdJTgj2NcPhflreVUtFZQ0VaB0+Ok1dtKq6+VFm8LLd6WyHG0wPuD/r5vPknQCR1JpiSSE5JJNiWTmJBIsilZO05IJsmUhCPBQbolnXRLOhmWDJITklUnMYFw+VwcrAslOHFrGVRn9bHgKppwMvPoEX6ySTMLxdvCKyX4Y4jL56KitYLy1vJOwh7eH+143CadCZPeFBlFm/SmSJlRb8QgDOiEDr3QI4RAL/SRY53Qoddp2/AnHN5aIiOj/q7HSAgSJBAM4A/6O71RhD/Rx/6gn3Z/e8Qjoy+CMojT4xzQz9KgM5BmTiPDkqF1AtYMsm3ZTLVP1T62qWRYMyJvJ4qx5WDdwcggx1mfB8CcTHu/r89K1gS/zRug1ePHnmAgKUEzC3kCHjwBDwn63r19JgpK8EeQsKBHi3hE2FsraPQ0DvieFoOFRGMidpMdu8lOojERm9GGzWjDYrB0+oTNHrE+YWGPCLrOOGFGtVJKPAFP5K3G5XPh8rtw+VwRE5bLp32avc00e5tp8jRFtk2eJpq8TZFgW13xB/1Uu6qpdlX32AaDzqB1AjatE5ieNJ385HxmJM8gLzEPo65/5gTF0DnReCKy73FpE7UFGf0X/K6++PYMO0mmpEhZs6c5YtOf6CjBHyS+oI86Vx1Vriqq26qpaquK7Fe2VQ5K0I06Izn2nMhIMseeExGUHHsOKeYUDDr1yIQQmA1mzAZz35V7IRAM0OprpaG9gTp3XeRT666l3l1PrauWuvY6alw13ZJh+IN+zracjUwWRmMQBnITc5mRPIP8pHzykvLIseeQa88l25aNUa86g+GkyFkEgM2QSItfM+VMdfT/dyPaF7+6uZ2ZXQS/xduiBD+e8QV91LvrO4l4VVuVNuoL7de11xGUwQHd16gzRkwCEUEPbXPsOaRZ0pSZYBTR6/QRW344YFZPtPnaqGitiHTm4Te3itYKylrKOnXufunndPNpTjef5nVe73QfndCRac2MPPNcey45iR37ylQ0cIoaNcHPSJhOFdpbanaypd/Xx4qnEzbpQHzZ8SeV4HsCHm3UFhrF1bhqtP2osjp3HQ3tDYO6v8VgYYp1Clm2rE4j9Vx7LlPtU0m3pKs/5gmKzWhjdspsZqfMjnm+ydNESVMJJU0lnG4+HdmebT6LX3ZMogdlUBtItFXxQfUH3e5j1pvJTcwlLzGPvMQ8piVOIy8xj/zkfLJsWRPG7DZaSCkjI3y7rsPvPmyX7w/RJp3K0GrbTiadURT8QFMT/poaEmbH/j0bKnEn+O+Uv8Mp56mIgNe6a6lz1VHjrunRZtsfzHozWbYsplinMMU2JbIfvU0yJak/yElKckIyizMXszhzcadyf9BPVVtVZGK+rKUssl/eWt7N7a890E6RsygiYtHYjXZmOWYxO2V2ZDvbMRuH2TGC/7PxTWVbJS6/CwCDPxvQQiokmfsvbYlmI0lmA83tfsqd2r2iBX+0cttKv5+SGz6Gr7ycaY/9EdvKlcP+HXEn+H8+8md2VOzod32d0JFuTifdmt7JKyPDkhERciXmisFi0Gn2/NzE2Ks+2/3t2qR+S3lkTqCspYzSllLKWsrwBjsSc7T6WtlXu499tfs63SPHnsPC9IUsTF/IeRnnMS913pDnNyYK0R2jr10LepaVbB7w32puipUjlc2cbXADY2PS8VVV4yvXVgxX3Hcfs7dvH/bviDvBDy+YMOgMZFgyuol4hjUj4m+dYc0gJSEFvU4/xq1WTFbMBjMFyQUUJBd0OxeUQWpcNZQ2l0ZG/ScbT1LkLOqUsDv8tvDS6ZcAbdJ4dspsFmUsYnnWcpZnLe+UnDueiBb8puY0IDgg+32Y3BQLRyqbKWvURviJpg4//tESfNnu7jjwB0bkO+JO8O9Zeg/fWvYttXhGMeHRCV3kDXNF9opIuZSSqrYqTjpPcrzhOAfrDnKw7mDEPOSXfo42HOVow1H+cfwfAMxJmcOKrBWsyFrBsqxlnQRtIhOesE0zp3PyuLY2o68sV7HIS7UCUNboRkqJUWfEYrDg9rtp9oyO4AeaO0zOcoAOIf0l7gTfbkghwaBTYq+IW4QQZNuzybZnszp3NdDRCYTF/0DtAQ7VHYqYhE40nuBE4wn+7+j/YRAGlkxZwurc1VyaeykzkmeM4f9maBQ3FQOQZsrjdFAT/JUz03q7JCa5KdpbgccfpK7VS0ZiAskJyZrgj9IIP9gS9T39W1c4YOJO8AufOczTe8vJTjaTlWQmO9lMtsMSdWwh22Em1WpCp1OdgiI+iO4ErphxBaB5pe2v2c97Ve+xq2oXB2sP4pd+/NLP+1Xv837V+/x898+ZnjSdy3Iv44oZV7AwfeGEGixVtFYA4Pdo4Yx1Albkpw74PjmODjNQudNNRmICaeY0zQV7lOLpBJqjBX9kFH/UBV8IUQBsANKklPcO9/0rm9rx+oOcqXdxpt7VYz2TXseU5ASykyxkJZvJdpjJTjKTlWwJdRJmMuwJE+qXX6GIJkGfwIrsFRFzkMvnYk/NHt4uf5vXz75Oeas2QXim+QyPH3mcx488To49hytnXMlV+VcxN2XuuPv9D3s9TbFOwRf0RdY/nKnWXCuXzUgl2TLwhW3RbpzRma8O1x8etYiZnQQ/GAcmHSHEOsABzByp7/jo+TnMmWKnsqmdqqZ2KpvaqW5uxx/s3GN6A0HONrgjs/KxSDDoyEu1Mi306bxvwWqKuxckRRxjNVq5JOcSLsm5hHuX30txUzFvlL3BG2ffYG/NXiSS8tZy/njoj/zx0B+ZkTSDNdPWsCpnFYszFo/JCmGXz8WJxhPMdMykzl3Hl179EmdbzjIvdR4/vPiHkXqtoSxXH1+WN6jvmdJp8VXnVIejJfjBlii38XgQfCnlNgAhxHI04R92rj8/h+vPz+lUFghK6ls9VIY6gKomd9R+O5XNbqqa2iOZ7sN4/EGKalopqmklFun2BKalWrp3CGlWpiSalclIMW4RQjDTMZOZjpncfu7t1Lhq2HpmKy+WvMj+2v0AnG4+zWOHHuOxQ49hMVhYNmUZK6euZGX2SmY6Zo746N/lc3HrS7dyrOFYt3PHGo7xlyN/iRwHfZoX0pq5gwuBkGYzoRMQlB2Zr8JJUJq9zbT720fc1TV60jbo1iaPh/tnHH9D1IZi8LSA0IHQg9ChFzoydXoybYJFdh3kGsCQBgYzGC2gNxIMSurbvKG3AjcVTjdnG92UNrg42+CitMGFy9vZVaqu1UNdq4c9pc5uzTAZdExLtTIzw0ZBhp2CdG07M8OGw2oapR+GQtE/Mq2Z3Dz/Zm6efzMVrRW8fPpltpVu42DtQSQSt9/NW+Vv8Vb5W4AmhhdmX8jKqStZnbua5ITkYW/TIwcfiSn2YZ459UxkX/pSyE42k2bvO6pl+4kT1D/6KPgDpH72s1gWnotBryPdZsJYWYazKhmY2ymZea27lrzEwb099JdAc8cCL+n1ItvbEZaBu5j2hpAjNDnQ65cKsQlwSCk39nBeguZ5MGD+cTMce26ADdJrwm8wg9EKRjOY7GBOBnMSmJORCcm4dDYaAhZqfGbOemwUu60cb0ngiNNIWYu/3/MsaTYTBRk2CtLt2jbUEeSlWjHqVegFxfih3l3Pe5XvsbNyJzsrdsaMIKoXepZNWcaaaWu4fNrlZNmyhuW7r3n6GkpbSgGYmTyTU02nWJK5hAxrBi+ffrmjotTTcuyHrJufxaO3Lu/1nr7qGoqvvTZiPhEmE9P+9Bim/Hy2f+ST5NWcQSIwTsmkPdHEsxllvDtPR+Gtj7Mka2m/2i2l1EwygQAyEEAGghDwI6PMNJGRuxCg16OzWim/+x5aXnklUmfW669hzBrYzzJ8XyllzFeDcS34/aFb+//+STj+wpDaNxikJQVfQiouYwpNOgc1wWTO+FM45kriYGsi5cFUqmQK/l5eqgw6wbQ0KwXpWgcwM6OjQ0i1qbcCxdgipeR082l2VuxkZ+VOdlXtos3X1q3eOWnncPm0y7k6/+oeVxj3xemm01z3r+sA+PrSr3Pz/Js5WHeQhekL+cP+P/DIwUcidYO+ZNqKvstX187i61fM7fW+dY88Qu0vftmpLOGc+VjOOw/nP57o8Tq/0YBISceoA11I0GUwCH6/Jurh/dB2wAjRzTMn/9//wjx3blSV/pt3ehL8+DPprPomnH8LBAMggyAD2g9SBjuX+T3gc4O/PcbWBZ5WaG8CT7O2bW8Gf88TvMLdiMndiAltcmI6EBlrhOa6JAKXKY16fQblwVROeFI56UvntMzijMykIphOcW0bxbVtbDva+f4Oq5GpyRbS7CYy7AmkJyaQZjPhsBpxWE04LKGt1UiyxYjZqFYPK4YXIQT5yfnkJ+fzqfmfwhf0sbd6L6+Wvsr2s9upaqsC4Ej9EY7UH+G3e3/LkswlXDfzOq6YcUWn+DR9ETYdAazOXY1Jb2LpFG2E3bUTkX4t9n1/YuA3P6u9/ZtmziTpyiupe/BBPEeO4jmi/cFVW1LYUbCMW2dacJ4sQnf0CAAGnx9qqggCIzKd2kXs92TMJtntZ+owf824FvxBvX3k9u+1a1D4vVoH4GoAVx201YY+XfZba6C1WqsbhUBi89Zho45pwEqIdAYAAaGnTq+J/3FvBsXBKZyQuZwM5lLjcuB0+frdVItRHxF/h9WIwxLVOViNoQ7CSLLFRLLFSKLZQKLZgD3BgEGZlRT9wKgzRtw+v7PiOxxpOML20u1sL90eCXmwp2YPe2r28NP3fsq66ev45LxPsihjUZ+j1TfL3gRgqm1qt7ATOfbOThkyYAMgL7V3e3egtRXPCS1ZSuIV60m9/bPUPfhg5LzfbOX7K++gNCmLonmZbNfVkLviUVZUnWBKvQFr9blIdASFjqAQBIUgIPQEhY6AThd1LAgIXaf9YOgTajEAAhBSopdBrP520t1OprXU8KdzrmJ/xmweM2d0Evz+6GFfP9dxLfjjDoMJDOlgSwfm9F2/vRmay6GpHJrLQttyaCrTts5SCHQEx9LLAFP85UyhnBV6IGqQ7tbZKTNOp5hcjvpz2OfJ5rB/KrU4gO4P2e0L4G4KRMK9DgSrSR/qAIydtknh/YRQ52A2YjPpsSYYsCfosZoM2EwGrAl6bCYDZqNa8TxZEEKwIG0BC9IW8JXzv8LxhuM8V/wcLxS/QI27Bm/QywslL/BCyQvMS53HXYvuYs20NTHv5fK52F29G4BVuau6/Q51E/zQCD8vxdprGz0nT0b2zfPno7fbcXziJs2Uo9PRcN9PKP1AM8dsP6a5YlaziK1LioAg3zj3cwhPPk1uHx5fALdX+7h8AXz+IAEpCQRjfKTEH5QEgkECQQgEgwgEel3Hx2TQUWczUWHzsTSpksvtTSyZ0f+sXf1FCf5IYk7SPpnzY58PBqC5AhpLNO+ihtC2sQQaTkNUOGdLsJXZnsPM5jBXgvbkDBBMcOB2zKIlcRb11nwqTfmcNUyjwp+E0+3H6fbR5PLR6PLidPtwurzd3E+74vIGcHkDVIeSQQwWIdA6AJMeW0LHNtxJ2EyhTiLSWYQ7jy7XRHUiFqNeubtOAOamzmVu6lzuXnI371e9zz9P/pOtpVvxB/0cazjGV1/7KpdPu5z7V97fLbDbzsqdkRy14dAR0WTZsjAIQyTPgAzYSTDoyEjs3UPHcyJK8OdoA7bMr38dYTRhu2AFCYsuhA/e6HSNv3VeZN/Jfu6+KHYnNVSc7U4eP/I4fz36V9zNmun4+vmXkGyeNqzfM9oLr5YAN6GttA1P3j4hpdwzmu0YN+j04MjTPvldfrGlhJZKqD0GNceg9mhoe6yTqUjncWKr3o2tejdZwILwCbMDppwLWQs7PhnzkHojbl8Ap8sX+nhpbvfR3O6npd1PS7uvy7Zjvzm07/H3z4opJbR6/LR6/NAytM4jGmtUR2GL7jBCW3vMziVUP2o/XFe9iYwcep1e892fupI6dx1PnXiKPx/5M83eZl4tfZWDdQd5YPUDEfs8wFtlmv0+QZ/A8qzuXjcGnYGcxBzONJ8BIOi3Mz3V2uczDI/whdmMMU9zsdQnJZF1338AYA50/r1OtyewZm4up4zncLLpCC+ffpkvn//lYU0zeqb5DE8cf4ItJ7bg7jJHWOOqYVrSBBb8kLDvAYY9pELcIQQkTdU+M9d2lIc7gpqjoc7gKNQe79YR0O6EM29rnzA6IyJjLtashVizFjI1ayFMPRes2QNqmtcfpKXdR5snQJvXj8vrp80TiGzbuhy7vH7avAFcHn+ofoA2jz/q+gCBYP/na8JvIHWx18MNmPCbiC1BH2W+Cm0tHcdhk1aSxdCpnsNqxGLUq06jD9It6WxctJGPzfkYP3nvJ2w9s5UaVw23v3w7911wHx+f+3GaPE28ckZzTVyetRyLIbZdPjcxNyL4BM3kpfTtrx623yfMmoXQd3dqMOp1zMtK5FiV9mb9+1uWsHxGKn89+mH+6/0jlLWW8Vzxc1w/6/pB/O87aGhv4J3yd3iu+LluuTvOyziP2xfczqyUWWTbBvZ32R/GxC2zL4bih+/csgX3oUOY8vIw5uVhmjYNY24eertt2Ns5rpBSMw/Vht4Cao5A1SGtQwj0MbpOyu38JpC1EBzTQTc6k7dSSjz+YKQjcHlDHUFUh9LqCXcYUdtOHUvHudbQ/kA6kaFiMuhIDU2Ip9pMpETtO6wm0mwmspLN5Dgs5KZYJn3nIKVk84nNbHp/UySiZ0FyAa3eVmrcmv38N2t+06Od/w/7/8Dv9v0OAHf5TXxqwfX8v4+cG7Nu23vv07r9VRoe/zMAyTfcwNSf/Dhm3fdLGnhy91luWJLDRTO13Bpuv5urnrqK+vZ6LAYL31z2TdbkrSHdkt7rc/QEPDS4GzjTciaS/vJg7UEO1x9GdgmHuSJrBXcsvIOV2SuH9LsxLv3w+2Iogl/21a91WrwQRp+aimn6dEwF+SQUFGDKz9c+ubkI4+jHCBk1Aj6oOwlVB6H6oLatPADuPvL2mhIhq6tJaL62KG0CIKXEGwhqbxGhTqTV4+/oHEIdRWvUm0irp8OM1Rw2Y7m1rTcwfM54qTYTy6ansCI/leUzUlkwNWnSekYdrD3IXa/ehdPj7FS+KmcVv7v8dz2KX5uvjVue/wzHq5txnb6L/7x6EZ9b1T2JjPT7Obn6UgINHb/vmffeS9pnbxtQO98se5MvvfqlTmWJpkSSTEmY9CYEgoAM4A/68Qf9NHubu5loupJoTOS6mddx09ybKHB0b/tgmHSCX/6Nb9L6xhsEW/v5vm8wYJo2DVN+PgkF+ZjyCzDlzyChoAB98vAvFx8XhM1CVQc7fxpO9X6d0EP6nO5vA7b00Wn3GNLuC3TrBJrbfTS7/TjdXpwuHw1tXpwuL40uH41t3shEeV+/xjaTniXTU1g+I5ULC9I4f5pjUq24Lm4q5huvf4MiZxEzkmZw+7m3c23Btb0Ga6tscrPm56/T7gsAgj/cspQPndt9VWrbu+9Retttncry/vdR7BdfPOB2vnL6FX707o8iEToHisVgoSC5gAuzL+SSnEtYlLkIo254B5uTTvDD1wWcTnxlZXhLS/Gd1bbe06fxFhcTcDr7dR99aqr2RpAf6ghC+8acHIQhDh2cPC1QfaTjTaDqIFQf1haj9UZidpdO4DxIyR81k9B4JhCUNLt91Ld5qHC2c7q+jd2nG3m/pIGq5tg/V5tJz8qZaVwyK51VczIoSLfFvQnIH/RT2lLK9MTpfaYclVJy1a/fitjaAZ7/6iUsmNp9gFb9059GTDlhZr/9Fob0wQ1SfEEfB2oPcLD2IGWtZbT52vCETKYGYUCv06MXehJNiaSYU3AkOMhNzKUguYBMayY6MbJ/E5NS8PvC39iIt6QEb0kJnuJivCVaR+A9exYCfeeSFEYjxunTSMgvwFTQ8UZgKihAbx9+39kxJeDXRv6d3gYOaIvMesNogykLOncCmfPB1Luv9GRBSklZo5v3ShrYVdLArtMNFNd1D1MAMDXZzKrZGayak87qORkkmePYBNkPjlY2c9Wv3+pUdqDwipg/l9I776TtzbcwZGdjW7EC87nnkvrpW0arqaOOEvwBIL1evGVleIuL8ZSU4C0OdQolJQSbmvq+AWDMySFh3jzMc+eQMFfbGqdNQ8TbaLeluvObQNVBba6gt9xsQgdpszq/DUxZCIlTRq3Z45malnZ2FNXz5sla3j5ZFwnTG41RL7iwII1186ew/pwpTHUMbzTFicDvXiviZy8fjxyvyE/lyY0rY9Ytvv6jeI4dw37ppeQ99IfRauKYoQR/GJBSEmhs7NwRFBfjOV2C72xZn8kKhNWKefZsEubOJWHeXMxz55Iwd278vQ14XZpXUNWBziahGAG2OmGfAtmLtE/WedrWMU3zl5ykSCk5WdPKmydqebuojneL62n3df89WzA1ifXnTOFD52Yxd0pi3Jt+ADb8fge7zzRSkGHjiTtX4rAae5zzOHHRxQQaGnDceCPZP/x/o9zS0UcJ/ggT9HrxlZbiKS7GU1SE59hx2o8fw1d6ts+8lMbcXBLmdnQA5nlzMeblxdfbQDCgrSDu+jbQUtn7dWYHZIfEP3ux1hGkzdQWq01CPP4A7xY3sPVIFduO1MS0/8/OtPPhRVO5btFUZqTHpxtyY5uXpT/aSlDC5y7J5z+vPafHutLn49jC8wBIv+suMr76ldFq5pihBH+MCLa14Tl5kvbjJ/AcP0b7seN4jh8n2Nb7aDfyNjBvHglz52CeN4+EOXPi722gra5jPqDyAFTuh/oiejUJGW2aGSjSESyCjHkwBqn3xhIpJYfKm9l6pIpXjlR3mrwMc15uckT8o9P3TXT+va+cr/1jHwB/+9wFXDSr58lXX2UlRWu0RYtZhYWkfOKm0WjimKIEfxwhpcRXXo7n+HHajx3T3gZOHMd3prTPa43Tp2E9fwmWJedjXbIEU0FBfL0JgBaSuvqQJv7hTqD2KAR7iS+uN0HmOR0dQPYibbLYOHls26X1Lp49UMGz+yu6ib9OwJq5mdy0PI818zInvLvnvVsO8MTus1hNevZ9/wpMhp7/P+4DBzj9cU3kcx98kMS1/YyDE/BBxT44847mnLDwRpi6eOiNHwWU4E8AIm8DIXOQ5/iJPt8GdMnJWBYvinQCloUL0Q1zOrRxga9dE/3K/R0dQfWh3l1FhV7zCJp6vvbJWQKZC7Rop3HOyeoWntlfwTP7KzhT7+p0LiMxgY8tyeUTy/MmrMnn0p+9xpl6F6vnZPDn21f0Wrdl2zbKvqyZcWZs3oxlYeyVuBGkhLd/CW/+ovO8k9DBZf8By+8Aa+pQ/wsjihL8CYoMBvFVVOA5ppmD3Af24967r3Nm+2gMBsznnIP1/POxLFmCdcn5GDIGl9B53BPwQ92JkDko1BFUHeyWf6AT+gRt5fDU82HqEq0TSJ8Tt3MCUkr2nXXy5O4ynt1foQWwi2LN3Aw+e3E+q2b3Hh5gPFHZ5GblT7cD8O0PzeWuy2b1Wr/2wQep+81vAZj9ztsY0tJ6/4LXfgJvbOr5vM4A+ZfCzDUw71pIzR9Q+0cDJfhxhAwG8RQV4d6zF/fePbj27MV39myP9U0FBdhWrsR20UqsK1agT0wcxdaOMsGgFla6cj9U7oOKvdpreW+dgNGmmYBylnS8CaTkx513kMvr5/kDlTy5+yy7TndeJTo7085tF8/ghvNzsZjGd+f3wsFK7vqrFlh3yxdWsmxG7NG2p7iEyu99D/cHHwBgmjWTmc/1ked61//C81/X9hOzYe1/QsFlWiKjzZ8F55nu10y/GGav1wYOmfPHxe+OEvw4x1dTg3vvPtx79uDau5f2I0di59TU6bAsXIj1opXYVq7EsngxOlOcmziCQW3RWPmeUAewRzMJ9RbjxOzQhD/vAshdDrnLtGT2cUJRTQt/2nGapz4ox+3rWGTosBq54+J8br14xrhd2PXTF4/y0BvF6HWCQ4VX9thBlX3lK7Rs3RY5Tr3tNqZ8p5cAvbUn4Pcrtbkiazrc8YrmERYmGITSHXBwCxRtg6YeBllmhzZwmLYS5l6lORiMcgegBH+SEXS7aT90CNfu3bTtfBfX3r3g654aUVgsWJcti7wBJMyZE3+TwLEI+LU5gYq9oY5gj7ZWoMeJYaF5AuUth9wVkLcC0mZP+LARTS4fT+wu5fEdZyh3dnSAiWYDt1+cz+0X55NsHV/C/6lH3mXHqXrmZSXy0t3dE6MABJxOTq5ajQz/zhsM5G9+EvP8HpIQSQl/uR6KX9ds9be/oj3rnpBSi0S7/+9w6Gktc11PJOfBOR+BJZ+BjN6Tqw8XSvAnOUGXC9cHe2jbuZO2nTvxHD0as54+NRXbypXY16zBvnoV+qT+J5ye8PjaNdGv2KN1AmW7oP5kz/XNDm3kn7si1BEsh4SJaS7zB4K8cqSa371WxOGKDvOXPcHAbRfN4I5L8kmxjf2bYDAoWfSDV2jx+LlpWR6bNpwXs17Tv/9Nxb3fATTPHMviRRhSe5loPf4i/P0T2v6yO+DaXw6sYe5GbYV55X5tEFG2G+qOd683bSUsuRUWfHREI84qwVd0wl9fT9u772odwI4d+CtiLIAyGLAuW0bi2jXY167FlJs7+g0da1wN2h9v2ftw9n0o/wC8PURgFXptbcD0i2H6Rdof9zj35uiKlJJXj9bwm+0nOVDWEUZEJyA/3ca87CTmZyWyICeZBVOTyEwcGdH64Ewj3336AOvmT+GbV8yNpLM8VdvK5b/Q0g/+6PpzueXC6TGvr7jvPpqeehphtTL3vXf7Dn2++TY4/E9ISIKv7R+e59Z4RutIjj7bOQERaKvKV34Zln12RAYJSvAVPSKlxFdaqon/Ozto27EjpitowuzZ2NeuJXHtGswLF04O009XggHtVf7s+9obwNn3ew8nnXmOJv7TL4JpF0HS8GcvGgmklLx+opZfbzvJvrPOHutlJiawYGoS54Y6gAVTk4ec2CUY1KJgHq/WPNG+c9U8vnCpZkv/594y7nliPwDPfvkSFubGnlcpuvJKfGdKsV1yCdMefaT3Lwz44YEC8DTBuRtgw/8Ouu09Un8K9jwO+/7WOeCg2QGrvgEXfGFY3YWV4Cv6jfR6adu1i9btr9Hy2vaYo399ejqJay7DvmYttpUXxqfvf39pq9feAM7s0D6V+3qeC0idqbnzzVoHBWvGfSIZKSU7T9Xzzqk6jlW2cLSymYqm3sNkJ1uMnJuTxKJcB4vztE/mAFb5PrO/gq/+fW/k+JzsJF742ioAfvDsYR575zQmvY5DP7gy5oIrf309Jy++BICMu+8m/Qsbe//C0+/An67W9j/6MCwawZW4fi8cfhre+mVnk0/aLLjmF5pH0DCgBF8xKKSUeE6coHX7dlq2v0b7wYPd6gizGfuqVSRdczX2yy5DZx7fIjbieFq10X/pTq0DKNsVe4GYNQ0W3wxLb+vsDTLOaWzzcqSymUPlTRyuaOZwRRPFdW29hozKTjazOM/BojwHi3IdnJebjC2hey4JfyDIFb96k+Lazm+Ye763nlSbiat+/RZHK5tZnOfgX1+Knbyk9Z13OHvH54B+JjnZej+88ytAwLeKRieRTzAIx56FV38YNU8kYM1/wKpvDtkZQAm+YljwVdfQ+vrrtG7fTtvOnUivt9N5ndWKfd3lJF9zDbaLLorvtJH9xe/RJvJOvw0lb2odQaDzz42CNbDsds2NbwLGBGrz+DlW1cyhcq0jOFjexInqFnpKJ6wT2orfNFsCaXYt12+qLYFTta28cUIzeaybn8m2o1pe2wdvXsLS6Slc8JNXAfjq2ll8/YrYHi/1//tHan72M6CfSU4evAhqDkPOMvj8q4P43w8Bvxfef1hb7BVe1Tv7SrjhIbCkDPq2SvAVw07Q5aJtxw5atm6jZdu2bnZ/fXIyiVdeSdI112BdthShH98LekYNb5s2mbf7se6TeYnZmvveklshOWds2jdMtHn8HCxvYv9ZJ/vOOtl/1tmnOSjMtFQrz331Epb+cCu+gOT2i/OZn53It7YcAOCpL65k6fTYE6sV995L07+fQZ+Wxpx33o5ZJ0JTGfz3Am3/sv+Ay3rx0x9Jao7CE7eEAgcCKTM0E8+Uc7U1AfqBZdZTgq8YUYIeD61vvEHz8y/Q+vrrSE/npB2GzEySrrqKpGuu1iZ842wV66CpPQ67/wj7/q5NGoYRes11b+VdkLN07No3zNQ0t7O/rIkDZU6qmtqpb/NS3+aloc1DfasXlzfAnCl2fnHjYhbmJnP9795h31kni/Mc5KVaeXZ/BUlmA3u+t77HhO+nrr0Wb9EpbBetZNof/9h7g3Y/Bs/dre1//jVtsd1Y0d4E/7oLjnVZDXz7KzDtggHdalgEXwjxbaAYSA3d7OE+6m8CTgEzgVPR9YUQG4D1wOZQ0Y3AJillcVQdJfgTkEBrG63bX6Xp+edpe2dHtxW/xmnTSLrmahwf/SimadPGqJXjDK8LDj2liX/Fns7npq2EC++CedfEbcyfML5AsFMkz//37BH++E4Jep3ApNfh9gW4ZmE2v7s5tjBHT9j2K/b93z8Jx18AWyZ84/jYL6STEt75Nbz24w6z35d2QcacAd1myIIfEu9dUsotsY5j1N+KJuDbQscPAZujju8E7gUKgD3A56WUe7rcQwn+BMff2EjLy6/Q/MILuHbt6pYMxnrhhTg2bCBx/Tp0CQlj1MpxRvkeePf3mjdHtLePYzpc+EU4/9OQEGd5EXrguQMVfPlvezuVPfCx8/j48ryY9ZtffJHye7RYONMefxzbBb1E0vR7YNMM8Lm0yfPrHxyuZg+dpjIofRfanXDeTQP21R8OwW+UUqZEHa8D7pVSro9RtwBtRC+iyjYAG8P1hRB39uMNQQl+HOGrrqb5xRdpfv6Fbt4+uuRkkj/8YRw3bsA8Z2CjmbilqRx2PaKN+tujzD2WFLjgi3DBnUOa2JsIREfGDPPef1zeYzKXysJCnP94ApGQwJz33+t9EHFqO/zlo9r+jX/STGhxQl+C3+t7jBAi1vtTA7Cuh0ti1S8GlvX2PYr4xjhlCmm33Ub+5icpePYZUm+9Fb3DAUCwqYnGv/yFkg9/hJKbbqJx8+Y+s4LFPck5sK4Q7jkCV/8cUgu0cncjvP4T+O+Fmktha82YNnMkyU62kJ3cIe7zshJ7zdzlevc9ACznn9/3G+PJrdpW6DUvqUlEX4arVDSBj8bZS/09McpSAUd0gRDiTiHEhtD2zr4aqYgfEmbPZsp3v8OsN98g55e/wHbRysi59v0HqPre9zm5arUW3nb//sn9lpdghxWfhy9/AB//ixbKGcDbovmP/2ohvPAtcPYcInsiEx3++IYlPXsu+apr8J4+DdC7KSfMyVe07bQLweIYQgsnHn35/DhilDUACCEcUkpn9AkpZbEQYo8QYkmUXX5Jl/q7AWd4klYI8ZAQYkNPcwKK+ERnMpF09dUkXX013rNncT71FE1P/xN/TQ1Blwvn5i04N28hYc4cHB//OMnXX4/ePjGzNA0ZnQ7O+TDMv04Lz/vmz+Hsu9qirvcf1jxOlt6qLdyZICEc+sM962Zj1AkWT3NwywWxY+cAuN5/L7JvveDC3m9af6rDBXJ2N6t03NPXCN9JyDMnir6iC10O3BQawW9AM+kQ7hyklHuiPXKArcB3Y91ICIEQgsLCwj6+UjGRMeXlkXn33cza/iq5Dz6Ife1aCPnue06coPpHP6Lossuo/ul/4S0rG+PWjiFCaCJ1+0tw2/Md5oigD3Y9Cr9ZDC/fpyWIjwMKMuz88qbFfGbljEgQtVi0vfsuAMJq7TuNYdicAzD7iuFo5rigsLCwXy7PvU7ahmz4H3SZhO1W1usXaKL/XSnl0tDxurDHTvgY2NrlO9Sk7STHV11D07/+hXPzZnzRIq/TYV+7htTPfAbr8uXKr7/sA82uX9SR8AOjTfPquegrk8JkUbRuPb6yMmyrVjHtkV79QeAvN8CpVyEpF+45NOYZqoabIU3ahswyzi7FqcC27rUjX1jQpWg98FDUua1CCEfUeQehtwCFIoxxSibpG+9k5ssvkfu7/8F6QWgBSjBI67ZXKf3MrZR89AacTz1NsMtir0lF7lK45Sn47ItaeGbQluq/9XP49Xnw5s+0GD9xiqeoKDIgsF3YxyIlZymUaCGWmb0+7sS+P/RntcGToVF6mIiAgybiXc5/EPbuCQn7srAbZsiUs7GL7f8moJfMwYrJjNDrSbz8cqY//ify//VPkj92AyKUmtFz7BiV991H0Zq11Pz61/jr4sOUMSimX6SZeT79r44Vuu1NsP1H8Nsl8MHjWojnOKP5lVci+/a1a3uv/M6vO9Y3LL11BFs1fhnoStsCtAnXh7ucWx/lZ7+BDjv/TCnlvV3uVQCEO4g0uqzEDdVRJh1Fj/gbGnA+8QSNf/s7/tqOGOPCZCL5YzeQdvvtmPJiL9CZFEgJJ16C7T+G6qh1D5kL4IofwqzLx65tw0zJjR+n/eBBEubMoeCZf/dcsaUKfnUeBDwwaz3cEp8+IiqWjiJukV4vzS+/QsOf/9x5QZdOR9JVV5H2+c9hnjdv7Bo41gSDcGgLbPsBNEfNg8xaB1f8CDJ7yPM6QQi6XBxfvgICAVI/+1mm3Pvtniu/+3t4SUt9yO0vay6ZcciQbPgKxXhGmEwkX3ctM558gul/+TO21VqyDIJBmp9/npLrP0rpxo24du+enIMHnQ7O+zh8ZTdc/n0whcIyFG2D318Ez949oRdvuQ8chIBmprIu7SP4WfVhbWtJgbyBBSSLJ5TgKyY8Qgisy5cz7eGHyf/XP0m65ppIMKy2N97kzC2f5synbqZl+2vIYHCMWzsGGC1aOr2v7oWlnwWhAxmEDx6D35yv+fX73GPdygHj3rcvsm9Z0ofg1x7TthnzJuVkbRgl+Iq4wjxvHjm/+DkzX34Jxyc/EZngde/dS9ldd1HykY/Q9O9/I32+MW7pGGDPhOt+BV/codmxQUvMvv2H8NtlsP8JzQw0QfCWlABgyMjAkNrL8iAptXDUoAn+JEYJviIuMeXlkX3//cza/ippd96Jzq6ZMzwni6i49zsUXXklDX/5P4LuiTeyHTKZ87VJy0//U5vIBc3G/8874dG1cGbn2Lavn3jPaiEljH2F2m4uB0+ztj/B5y2GihJ8RVxjSE8n8+v3MOu17WR+8xvoM7S0d/6KSqp//GOK1l5O3cOPTM6AbTPXwhfegg//FuxTtLKKvfDYh2DL7eM+Ro/3bClA3x5ZYXMOqBH+WDdAoRgN9ImJpH3uc8zato2sH/wgMioMNDZS+8tfUrT+Cuof+xPB9v6l4osbdHotteJX9sDqb4MhFJHy0FPwP8vhjQfGpf9+0OUiUKutuzBO60Pwa5Tgh1GCr5hU6BISSLnp48x88QVyfvkLEmbPBiDQ0EDNpk0UrV+vmXq6JGmPexLssPY++PKujvjwfreWgen1/xrbtsUgbM4BMOX1YdKpPaptLSnaPMYkRgm+YlIi9HqSrr6a/H//i6m/+Dmm/HwAArV1VP/4x5y64koa//EEcrIJv2OalhTkthcgRfuZ8ObPoOjVMW1WV5pfeimyn9BX4pzwCD9j/qT20AEl+IpJjtDpSL7mGgqefYapm/4rYurxV1VRVVjIqauuxvnU08gu+XnjnhkXwyf/AUYrIOHpO6G5YqxbBUD78eM0/t9fATAvOg/z3F4EPxiAmtAIP3Nym3NACb5CAYAwGEj+yEeY+fxzZP/ohximanHlfeXlVN53H8XXXEvTs88iA+PPnj1iZM6Da/9b23fVwZY7IDB2HZ/78GFKNtxIyUeuJ9jSAkD65z/f+0X1RVowOYDsxSPbwAmAEnyFIgphNOLYsIFZL71E1v3fxzBF817xnjlDxbe+TfGHP0Lziy9OngVciz6hJU8HKN0Br/1o1Jvgq66h5te/5synbqb90KFIefKGj5G4rqdsqyEqohKhT108Mg2cQKhYOgpFLwQ9HpxPPEHdw48QiIrGmTB3Lhlf+TL2yy+P/5j8Pjc8ug6qQ2L7qc0wZ3SShzQ98wyV378fGfae0ulIve02Etetw3L+4r5/9i9+B977PegT4LtlYDCNfKPHEBU8TaEYBoJuN41/+zv1jz5KoLExUm5esICMr34F2+rV8S38dUXw8KXaylxLCmx8CxwjG5HU39hI0Zq1EbFPmDOHjK99lcTLBxDt8/eXaBFDc1fA57b2XX+Co4KnKRTDgM5iIe2O25m5dSsZd9+NLikJgPbDhzm78Quc+cQnaXv3vT7uMoFJnwUf/o22726Ef35hxP3znU88ERH77B//mIJn/j0wsW+t6QgPXXDZ8DdwAqIEX6EYAHq7jfQvbGTWq9tI/9KXIiEb3Pv3U3rbbZTe8Tnchw6PcStHiHM/Bktv0/bPvA07/2dEv671jTcBSJg9i+QbPjrwG5x+q2N/5pphatXERgm+QjEI9ImJZHzly8zatpW0O+9EWCwAtL3zDqc3bKDs7nvwFJeMcStHgCt/Aqkztf1XfwiVB0bka4Lt7bhDE7TWC1cOzlxWfUTbCh1M7SOa5iRBCb5CMQT0DocWq+eVl0n51KfAYACg5aWXKL7uOiq/9z18VVVj3MphxGSDGx4BoYegD57+/IiEVm4/dAhCEU37jHXfE+EYOikzwGgenoZNcJTgKxTDgCEjg6zvf4+ZL75A0oev01Z0BgI4N2/h1BVXUr3pAfxRk70TmtylcGkoc2ntMS2j1jDj2tPhTmk5f5CCX3dC26bPHYYWxQdK8BWKYcSUl0fOAw+Q/69/YV+j2Y2l10vDY49xat16av77V/gqxseK1SGx6huQu1zbf+/3wx56wf3BBwAY8/IwThlE/Bu/F+pPafsZSvDDKMFXKEYA89w55P3+Qab/7W9Yly0DINjWRv1DD1F0+TrOfPozNP7jiYk76tcb4IaHwWjTjv91F7gahuXWMhjEtVcb4Vv7ymTVE42nQYa8iNL7iLUziVCCr1CMINYl5zPtL38m75GHMS86TyuUEteuXVQVFnJy1WpKN26k6ZlnCLROsJj8qQVwVSiSZmsVPPs1LbvUEPEUFRFs1hKWWAZrv2883bGfWjDkNsULhrFugEIR7wghsK9ahX3VKtqPHKHp38/Q/OKL+GtqwO+n7Y03aXvjTURCAvbVq0lcdzn2Sy9F73CMddP75vxPw4mX4dhzcPQZ2P93WPypId3SvWdPZN+6dOngbhIt+CkzhtSeeEKttFUoxgAZCODa/QHNL7xAy8svE3A6O1fQ67EuW0bi5ZeTePlajDk5Y9LOftFWBw+uhLYaMCXCF98eksiWf+vbND/7LHqHg9k7dwzOJfOl78K7D2oJXe6rmjRhkVVoBYVinCN9Ptp27qT5+Rdoef11gk1N3eokzJ6N7aKLsF20EuuyZehstjFoaS+c3Ap/3aDt510In31By6Y1QIIeD0Vr1hJoaMC+Zg15v39wcO35+yfh+AtahqsvxfEK6C70JfjKpKNQjDHCaMS+ejX21auRPh+uDz6g5dXttLy6DX9FJQCekyfxnDxJw+OPg9GIddEibBdfhHXZMswLFqCzWsf2PzF7PSz/POx6BM6+C2//N6z+Zr8vl1LSfviIFquoQZv8Tbr66sG3J2zSUeacTgzLCF8I8W2gGEgFkFI+3Ef9TcApYCZwqmt9NcJXKLTff8/Ro7Rsf422HTtw798PseLx6/UkzJmDZdF5WM5bhGXxIkzTpyP0Ax9hDwmvSwuwVncCdAa4YyvkdEy6Sr8f1549eI6fwHv6NP7aWgItzQSbmvGWl3d6szFMzWbWSy8hTIOIbikl/GQq+FxwwRc7JpYnASNu0gmJ9y4p5ZZYxzHqbwU2SSm3hY4fAjaHj0NlSvAVii4EWltxvb+Lth07aNuxA29xcY91hcmEacYMTAUFJBTkY8ovwJSfj3FKJvqUFIRhZF7uZfkeAv9zJd4m8MipeKd/Am9ZOd7Tp/GdKUWGVs/2iF5P4tq1ZHz9HhJCaScHTEs1/CLkivmhTXDhFwZ3nwnIaAh+o5QyJep4HXCvlHJ9jLoFaCN6EVW2AdgYXV8JvkLRN77qGtz799F+4ADufftxHz6MdPcjzIEQ6B0ODOlp6FPT0KemIAxGhE4Hej1CrwNdz1v0OqTHS6C5iWBTE4GmZgLNzQSamgg4nf1qg7BaMWZloU9KQpechDEzk4TZs0lcvx5jdvbQfjCl78EfQ/H6P/kEzP3Q0O43gRhRG74QIpaTbAPQUxqaWPWLgWVDaYdCMRkxTsnEeMUVJF2hiZv0+/EUFeE+cABvcQmekmK8xSX4yso6+8dLSaCxMRTXv2hkGykkpqlTMM1ZgGn6dMzz52FdsQJDVtbI5Q/o5IM/yLeEOGWo73WpaAIfjbOX+ntilKUCjiG2Q6GY9AiDAfO8eZjndU7WHWxvx3vmDN7TZ/DX1RKob8BfX4+/vo5AfQOBxkYtV28goKVu7GkbDEaOhdGIPikJvSMZXVKytp+cjD45CWNODqZ0K6a3vo7R2IRI9MMXt4A9Y3R+EI1RUUod00bnOycIQxV8R4yyBgAhhENK6Yw+IaUsFkLsEUIskVKGxX9JT/XDI4D777+fwsLCITZVoZic6MxmzHPnYp47yjFlcgLwzzuhrRae+TJ88h+j4w8fjqGTmA1Gy8h/3zigsLCQH/yg7yB2Q7Lhh+z1m7vY8AvQPHBSugp46LwD+C6wK6p4cxe7vrLhKxQTHSlhy+1w+Gnt+JpfwvI7Rv57H1oNlfsh/1K49ZmR/75xxEinOGyg+yjfEfpCZ6wLpJROKeW9UsotUZ48sUw9CoViIiMEXPtLSAqtEn75Pqg9MbLfGQxC3UltX0XJ7MaQBD9klnF2KU4FtnWvrRF6A4hmPfDQUNqhUCjGKZYU+OgfAAF+N2y+VfPXHymayzT/e1CCH4PhiJb5ZMi1MkwnARdCFHQ5/0HYuydk3lnW10IthUIxgclfDZfco+3XHIHnvzEsUTVjUnOsY18lPunGkAVfSrkRKBBCbAituD3VZdHVBmBj1PHngWVCiDuB70opBxkOT6FQTBjW3AfTL9H29/8Ndj06Mt9TujO0I2DKgpH5jgmMCp6mUChGh5ZqeGgVtFZrxxffDWu/pyVTGS7CE7bZi2Djm8N33wnCSE/aKhQKRf9InAKf+BuYk7Xjd34Fj1wGB7dAxV4tLeFQ+OBPmtiD5qGj6IYa4SsUitGlrkibvK0+1Lk8OQ9ueRoyBpGSUEr4xTwt85bOAHe9C+mzh6e9Ewg1wlcoFOOL9FnwuW1w2X9oXjxhms7CK/cN7p71pzSxB22+YBKKfX9Qgq9QKEYfowUuuxfuOQK3PgeZoQnWkjfB148AcF05HWWvn3Pl8LQxDlGCr1Aoxg6TFfJXaeIP4G+HMzsGfp+z72tbSwpkzB++9sUZSvAVCsXYk38piFDClpNbB359xV5tO3UJ6JSs9YT6ySgUirHH4oBpK7X9Ey8ObGGWp1XLsgUwdfFwtyyuUIKvUCjGB2Hbe+PpDgHvDxV7QAa1/annD3uz4gkl+AqFYnww96qO/RMv9V3/6HNw9FnY+3/asc4AeReOTNvihJFJbKlQKBQDJW0WpBZAQzEcfwku/lrPdasPwxM3dy6b/+HRS7IyQVEjfIVCMT4QAuZere2X7oTmip7rlu3qXrb8cyPTrjhCCb5CoRg/nHtDaEdqIRd6IpzVKkzmOTD9ohFrVrygBF+hUIwfpi6B1Jna/sEne65XH5V8fcFH4SP/MzrpEyc4SvAVCsX4QQg47yZtv+og1ByNXS+c1WruNXDjnyBHRVnvD0rwFQrF+OK8Gzv2d/5P9/MBHzSWaPvps0anTXGCEnyFQjG+SC2Aeddq+/v+DsVvdD7feAaCfm0/TQVJGwhK8BUKxfhjzX2gTwAZgGe+DMFAx7n6kx376YMIpTyJUYKvUCjGH1POgXX3a/vOUjj+Yse5umjBVyP8gaAEX6FQjE+W3AoJoexY7z/UUR4e4VtSwZo6+u2awCjBVygU45MEO5x/i7Zf8ia8/l/gaYGqUKYsZc4ZMErwFQrF+GXF57QYOQCv/xSeuKUjb23e8rFr1wRFCb5CoRi/pBbANb/sOC5+XZvIhY5wyop+owRfoVCMb5beCh99uHt53gWj35YJjhJ8hUIx/ll4Y0fIBYAFN4AtfezaM0ERciCZZUYJIYQEGI9tGy5EKO5HPP8f4wX1rMYJtSfgma9A0Aef+BskZnU6rZ5Tp59BzMBCSvDHCPXLOXFQz2pioJ5T34LfrwQoQohvA8VAauhmMQxq3eo7Q4cOKeUDUec2AOuBzaGiG4FNUsri/rRFoVAoFIOjT8EXQmwCdkkpt4SPhRAbwscx6n+7i8Av6VKWCqwD7gT2AJ9XYq9QKBQjT38mbe/sIu5bgY291L8p+kBKuQdY3qVsppRSSCmXhs4rFAqFYoTpVfCFEEtiFDegjdB7okEIETbXIIS4E3hicM1TKBQKxXDRl0knFU3go3H2cc1GYKsQohH4KVDc1fwT6gQa6OecgEKhUCiGTl8mHUeMsgYAIUSsc4Ts8Q8Bu4FNdDHnhMq3SSm3hIR+aWgiNyaFhYV9NHHw1/SnXm91ejoXq3ww/4+RZjjbNJLPqT91h+s59ee7xoLhatNg7zNcf1ODeU49nYvn5zTc94ogpezxg2a6aexSVgBINO+bWNc8BCyJvh7Y3Mt3bAA+6FImoz/333+/HAjaf2t46vVWp6dzscq7loX/b2PJcH7/YO41kGv6qjtczylWeTw9q8HeZ7j+pgbznHo6F8/PaaD3uv/++ztppuxBb3v1ww/Z8D+QUT6dscq6nLtJSnlvVJkDKJFSpoSO10kpt0WdXwds7fIdk9eRVqFQKIZILH2GPkw6UvOgcXYpTgW2da8dOVff5R7OcH0hRAGafd8RVcWB5uOvUCgUihGkPwuvnuzid78ezWwDRER8idRs8tuEEPcC0X74DkKCLqUsFkJsDHUCYW5Cs/VH6Kl3UigUCsXg6VdohaiVtgWAU0Z51YTOrZdSrg8dF6B56pwK1+lSvwDNbg+QBpySyktHoVAoRpxxGUtHoVAoFMOPCo+sUCgUk4R+BU9TKBTdCS0gBFiKCgA4bgl5AjagzRc+ISdxOBc1wlcoBkHIBXl3aP5pM1GODIrxQ2jO8N6QyO8CvjvGTRpTlOArFIMj7JwA2urxZWPYFkUPSCmLww4laM9s11i2Z6xRJp1RIMozKS16UVrU+QHlG1AMH4N9NiE35bCr8jI00VeMEEP9GwqFb4l57WRCjfBHmJD9cAkwkxixiUL5BoplR2yhmb3FFlIMH8P4bDaiJfJRjADD8ZxkRz6PSf23pdwyR4nQL6VDSrmxS3ljOOxE6Hgdms1xfdd7KEaGoTyb0MTtk10WEypGgME8p/CqfimlMzTvsllKOZNJihrhjyGDzDegGAX682xCwrItJCbqmY0B/XhOd9IxUeskZPKZrCgb/tgymHwDitGh12cTHi2iJfwBzX7cU4wpxcjR19/Qw8C6UId8I5Pc9KYEf2xxxCiL5BtQZoIxxRGjLPrZ7AFSYtRRjC6OGGVd/4bCk+uTvkNWJp2xxUn3V8xJ/co5jnCins1EwIl6Tv1GCf7Y0kD3EYoDImGlFWOHejYTA/WcBoAS/DFkEPkGFKOEejYTA/WcBoYS/LHnyS6+wZ3yDSjGFPVsJgbqOfUT5Yc/woTTPtKRA2ALXQI49ZZvQDFyqGczMVDPafhQgq9QKBSTBGXSUSgUikmCEnyFQqGYJCjBVygUikmCEnyFQqGYJCjBVygUikmCEnyFQqGYJCjBVygUikmCEnyFQqGYJCjBVygUiknC/wfhXkZ+CaDJJwAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -190,52 +127,46 @@ ], "source": [ "plt.figure()\n", - "\n", "plt.loglog()\n", - "\n", "# plt.xscale('log')\n", "\n", - "mDM = 2e8\n", - "\n", - "rs_vec = old_data['data']['rs']\n", - "f_ion_vec = old_data['data']['f']['H ion']\n", - "f_heat_vec = old_data['data']['f']['heat']\n", - "f_exc_vec = old_data['data']['f']['Lya']\n", - "f_cont_vec = old_data['data']['f']['cont']\n", - "\n", - "rs_vec_new = new_data['data']['rs']\n", + "rs_vec = new_data['data']['rs']\n", "f_ion_vec_new = new_data['data']['f']['H ion']\n", "f_heat_vec_new = new_data['data']['f']['heat']\n", "f_exc_vec_new = new_data['data']['f']['Lya']\n", "f_cont_vec_new = new_data['data']['f']['cont']\n", "\n", "\n", - "f_ion_std = phys.f_std(mDM, rs_vec, inj_particle='phot', inj_type='decay', channel='H ion')\n", - "f_heat_std = phys.f_std(mDM, rs_vec, inj_particle='phot', inj_type='decay', channel='heat')\n", - "f_exc_std = phys.f_std(mDM, rs_vec, inj_particle='phot', inj_type='decay', channel='exc')\n", - "f_cont_std = phys.f_std(mDM, rs_vec, inj_particle='phot', inj_type='decay', channel='cont')\n", - "\n", + "f_ion_std = phys.f_std(mDM, rs_vec, inj_particle='elec', inj_type='decay', channel='H ion')\n", + "f_heat_std = phys.f_std(mDM, rs_vec, inj_particle='elec', inj_type='decay', channel='heat')\n", + "f_exc_std = phys.f_std(mDM, rs_vec, inj_particle='elec', inj_type='decay', channel='exc')\n", + "f_cont_std = phys.f_std(mDM, rs_vec, inj_particle='elec', inj_type='decay', channel='cont')\n", "\n", - "# plt.plot(rs_vec, f_ion_vec_new)\n", - "# plt.plot(rs_vec, f_ion_std, '--')\n", - "plt.plot(rs_vec, f_heat_vec_new)\n", - "plt.plot(rs_vec, f_heat_std, '--')\n", - "# plt.plot(rs_vec, f_exc_vec_new)\n", - "# plt.plot(rs_vec, f_exc_std, '--')\n", - "plt.plot(rs_vec, f_cont_vec)\n", - "plt.plot(rs_vec, f_cont_vec_new)\n", - "# plt.plot(rs_vec, f_cont_std, '--')\n", "\n", - "# plt.axis([4, 20, 1e-4, 1e-3])\n", + "plt.plot(rs_vec, f_heat_vec_new, 'r', label='heat, new')\n", + "plt.plot(rs_vec, f_cont_vec_new, 'b', label='cont, new')\n", + "plt.plot(rs_vec, f_ion_vec_new, 'k', label='ion, new')\n", + "plt.plot(rs_vec, f_exc_vec_new, 'g', label='exc, new')\n", + "plt.plot(rs_vec, f_heat_std, 'r--', label='heat, old')\n", + "plt.plot(rs_vec, f_cont_std, 'b--', label='cont, old')\n", + "plt.plot(rs_vec, f_ion_std, 'k--', label='ion, old')\n", + "plt.plot(rs_vec, f_exc_std, 'g--', label='exc, old')\n", + "plt.ylim(1e-3,3)\n", + "plt.legend(loc='best')\n", + "plt.xlabel('1+z')\n", + "plt.ylabel('f')\n", "\n", "plt.figure()\n", - "\n", - "plt.loglog()\n", - "\n", - "plt.plot(rs_vec, f_ion_vec_new / f_ion_vec)\n", - "plt.plot(rs_vec, f_heat_vec_new / f_heat_vec)\n", - "plt.plot(rs_vec, f_exc_vec_new / f_exc_vec)\n", - "plt.plot(rs_vec, f_cont_vec_new / f_cont_vec)" + "# plt.loglog()\n", + "plt.xscale('log')\n", + "plt.plot(rs_vec, f_ion_vec_new / f_ion_std, label='ion')\n", + "plt.plot(rs_vec, f_heat_vec_new / f_heat_std, label='heat')\n", + "plt.plot(rs_vec, f_exc_vec_new / f_exc_std, label='exc')\n", + "plt.plot(rs_vec, f_cont_vec_new / f_cont_std, label='cont')\n", + "plt.ylim(0.5, 1.5)\n", + "plt.legend(loc='upper left')\n", + "plt.xlabel('1+z')\n", + "plt.ylabel(r\"f$_\\mathrm{new} /$ f$_\\mathrm{old}$\")" ] }, { @@ -313,7 +244,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.13 ('DarkHistory')", + "display_name": "DarkHistoryEnvironment", "language": "python", "name": "python3" }, @@ -327,12 +258,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.7.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "706ea14756dc382a876d73e5832be7f55bf221f2f0f179ca7c267b8b07f4af80" + "hash": "285e209cc8203775fb8781a8e159745e48e1cbad819a0ae5bf7512b999ba55be" } } }, diff --git a/examples/DH_Upgrade/New_Results/full_distortion.ipynb b/examples/DH_Upgrade/New_Results/full_distortion.ipynb index 36b772d6..be9c6aaa 100644 --- a/examples/DH_Upgrade/New_Results/full_distortion.ipynb +++ b/examples/DH_Upgrade/New_Results/full_distortion.ipynb @@ -136,7 +136,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c438b1782bf844b69d55a266221f48d4", + "model_id": "39326be69fa74d729fdcca2d31841897", "version_major": 2, "version_minor": 0 }, @@ -523,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -539,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { diff --git a/examples/DH_Upgrade/New_Results/low_masses.ipynb b/examples/DH_Upgrade/New_Results/low_masses.ipynb index f165731e..33ca17a9 100644 --- a/examples/DH_Upgrade/New_Results/low_masses.ipynb +++ b/examples/DH_Upgrade/New_Results/low_masses.ipynb @@ -42,7 +42,9 @@ "source": [ "### SETTINGS TO CHANGE\n", "output_dir = '/Users/viviesque/OneDrive - Massachusetts Institute of Technology/DarkHistory/output/'\n", - "fig_dir = '/Users/viviesque/OneDrive - Massachusetts Institute of Technology/DarkHistory/figs/'" + "fig_dir = '/Users/viviesque/OneDrive - Massachusetts Institute of Technology/DarkHistory/figs/'\n", + "\n", + "channel = 'swave'" ] }, { @@ -103,6 +105,13 @@ " return param_bound_phot_CMB(mDM, DM_process)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot all distortions" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -111,7 +120,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "34268e9634a54c9eb6df76441bdc027a", + "model_id": "098a09f20d2f4a84b267739ac24745b3", "version_major": 2, "version_minor": 0 }, @@ -132,7 +141,7 @@ ], "source": [ "data_list = []\n", - "dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/WQ_nmax_200_runs_low/'\n", + "dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/WQ_nmax_200_runs_low/'+channel+'/'\n", "\n", "directory = os.fsencode(dir_str)\n", "skip = 1\n", @@ -142,13 +151,6 @@ " data_list.append(pickle.load(open(dir_str+filename, 'rb')))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot all distortions" - ] - }, { "cell_type": "code", "execution_count": 5, @@ -171,7 +173,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -180,7 +182,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -210,8 +212,13 @@ " +'[J s$^{-1}$ m$^{-2}$ Hz$^{-1}$ sr$^{-1}$]', \n", " fontsize=20\n", ")\n", - "plt.text(0.72, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$',\n", - " fontsize = 18, transform = ax.transAxes)\n", + "\n", + "if channel=='decay':\n", + " plt.text(0.72, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$',\n", + " fontsize = 18, transform = ax.transAxes)\n", + "else:\n", + " plt.text(0.72, 0.9, r'$\\chi\\chi \\rightarrow \\gamma\\gamma$',\n", + " fontsize = 18, transform = ax.transAxes)\n", " \n", "for ii, data in enumerate(data_list):\n", " plt.plot(\n", @@ -256,7 +263,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -265,7 +272,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAG7CAYAAACCZZ8UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd4FVX6wPHvmbktvZGe0HuVjoCCCPYOiH2txIZ1V+yrrg3dddW1gWtZ208BFQULgiioKC2AKJ1ASCG95ya3zJzfHzcEQgpJSEKA83mePI93Zu6Z944k7z1dSClRFEVRFKXtaEc7AEVRFEU50ajkqyiKoihtTCVfRVEURWljKvkqiqIoShuzHO0A2ishhBqJpiiKotRJSimO5P2q5qsoiqIobUzVfA+jrqlYQohaxw891tBrIUS9ZR+pumJrifc0dE19547kOR2Lz+hw1zX2OTXluR2Lz6mt/y3t/29Qz6mh18fiMzrcda35nI6UqvkqiqIoShvTH3vssaMdQ7v0+OOPPwZQ3/MZP378YY/V9/rxxx+nobKPVF2xtcR7GrqmvnPNfU7H6jM63HWNfU6NfW7H6nNqy39LoH7n1O9c44438Tk93qjg6iHUCld12z/gqrWaYFqr7OOFekaNo55T46jndHjqGTXOQc9JDbhSFEVRlGOJSr6KoiiK0sZU8lUURVGUNqaSr6IoiqK0MZV8FUVRFKWNqUU2jgI1mvDw1DNqHPWcGkc9p8NTz6htqZqvoiiKorQxlXwVRVEUpY2p5KsoiqIobUwlX0VRFEVpYyr5KoqiKEobU8lXURRFUdqYSr6KoiiK0sZU8lUURVGUNqaSr6IoiqK0MZV8FUVRFKWNqeSrKIqiKG1MJV9FURRFaWMq+SqKoihKGzshkq8QYnrVz2whRNc6zs8SQoQejdgURVGUE89xn3yFEEOAtVLKOcA8YPYh57sCU45GbIqiKMqJ6UTYz7crMAlIAtYCw+o4n9zWQSnHLtMw2bMil90rcincXQ5SEpzgT6cxHeg2MRqLTT/aISqK0s6J9rCB8kG1zwgp5cw6zt8HpADhAFW12ObcZyIwU0o5af9rKeVSIcQ84CYpZdFB18qqezXnVspxSErJxg9T+f6xPyjcXY5fmI2InoEITVCwq4zyHBf+HeyMuacXo+/ogdXvRPhuqygnFiEEAFJKcSTlHPW/DlUJMRToVs/5WcAaKeX8/a+FEFP2v26iJGBqVTmhQEHzolZONJXFbuZfs4qtizLpfX4ck98dScfRHdC06l9Esn4vYvUbu/j+0U0kv5PC1PdGkTAi4ihHrihKe9Quar5QnWRDpZRJhxwvlFKGHfT60NrrffUUmSylXHrQ+6YDc/fXbg+qTQM8gK8v+ODzquarAFCWU8k7Z/xIUaqTyW+PoO/FCQ1en/1nMZ9et4rsTcVc/OZwTrqqc5vEqShK62upmm+7Tr5Vg6W+PyT5DgHWNeWDVyXsFCllyv6m5kPOLwGm1tXs3Bjt5RkqLc9V6uGtCT9QnO7kuu/GEzOgcYPiPZUGXyStYcMHqVzw2lBGJHVv5UgVpXGSkpKYOXMmXbvWmvhxwtufWBvjSJNvex/tHE7tpuGiui6sT1WyngcsEULsAmYecn4ivkFX048gTuU4JKVkwfQ15G0r5S9fj2t04gWwOnQueWckI27uxsLbk9nyZUYrRqoc6+bPn89zzz3H0KFDSUlJqXV+6dKldR5vjqlTpzJ79uzDX3iQpKQkwsLC6NatW604li5d2uTrlPZf850CzJJSdjvoWChQCIQdXFNthXhUs3M7ZpoSIZr2TbWpkt/dzWc3rGbqB6MYdHmn6uPeolLyv11J2er1GCWFICVaYAj+gwfQ4ewx2KIP9POahsn/TVnJzqVZ3PjDBOKHhbdavMqxq6ioiNDQUKZOnQrAvHnzqs+lpKSQnJzMlCktNyNy0qRJzJ49u1G136lTpzJ8+HAmTpzI2rVrmTdvHkuWLAFgzpw5TJ8+vUnXHeuOmwFXh1FE1Qjng6i/XieY/J2l7FqaTeaGQi54dSiarvHuWcvZ82MOtkALIR39SRwVwaDLO9FlXFSL3LM8z8U3f9vAgGkdqxOv6XKT8cpHuDb+htXuxqZJ2D+rqDIX7y87SfvhK4juQeJfr8cWFY6ma0z9YBRvTVjGBxf/zIyNZ+Ifbm+RGJXjR2ior1UlKSmJSZMmVSdj8NUYWzpxzZs3j5tuuolZs2Y1mIDnz5/PAw88wJAhQwAYMmQI4eHhpKSk1HhfY69TDmjvNd9a/bvN6fNtZjyq5nsUeSq8/Pj0Fv78NI28baUITRDVL5hrvx1HUIwfO77LomBXKa5SL3nbS0n7LZ/T/96f/lMTKc2qwC/cdkTzbRfOWMeGD1K5a8vZBMX44crIIfXhZ3FYCpEICnNCKSyORI+MBaFh5GUT7J9DRHQhmm7grrQTMvkyIi8cD0BRmpNXBn1Lj7NimfbRyS30lJTjUVhYGG+++SZTpkxh/vz5jarxJiUlNblZuqCggOTkZGbNmsV999U9brW+5DlnzhzCw8OZOHEioaGhjb7ueHBC1HyllMlCiEOblsMB1XlwHDJNScaaAhJHRqDbdbYtyiBxZASTnhxIt4nROIKt1df2OCMGiKmznC9vXUfR3nIunzuG8K6BTY6jaG85a/+bwviH+xIU44dz514y//EMfo5KSgoCKQk9lU4zhhJeXoIrIwNpgi2mD/aoKDK/2Yr5+zKi43Mo//J9KrbuIvG+6wlN9Oe8l4cw/y+r6HthPAOmdWzuY1KOcxMnTuSTTz4hNDS00U3NTe3DBV8z8bRp0+pNvECDtdaCgoLqhNrY65QD2nXyrTL3kHm9kzhkiUjl2OZ1GyS/s5tf/r2Ngp1l3JtyHqEdA7gt+cxm9emOe6APn1zxK7PHLOW6xeOJGdi0X/yfnt+KLdDCyTN64srKJ/Mfz2J3VJKVEUvwhRcQvPlH5NcLCA5yHnhTLlQ67TgqemG/9EL2frmB+JBk5M5fSH2ikk6P3sqgKzux5YsMvrxtHV1OiyIwytHkz6Yc/6ZNm8bUqVOZNWtWq90jKSmJpKQkJk6c2Kz3FxUVVTcxt8R1J6KjPtpZCDGkqsl5CjCxahGN6v9bVc3QXYUQU6rm5u5q5gIbSju04YM9vNjnGxbeto7ofiHctOJ0QjsGAM0fTJUwPIKkXyYSFOPgf+euoCjNefg3VXGVelj/3h6GT++G3V9j70NPY3dUkL0vDr9BPQjd8W9iAtZiRvaB8XcSeNvLBN7+CuKMv+KNGU5k8DbCdvyT0IQich0T8XosiLR1ZL7xCUIIzn91KKYhWfbYH836bMrxb38tsqVGNx9qf7nNTbwAa9asadT7G3vdieio13yllMn41lautazkQdc813YRKW1BSokQgu3f7iN2YChXLRjbpKk8RkUlnuwCtAA/rOEhCL3m98jAKAfXfDWO2aOXsmVBOifP6Nmocjd+lIqn3Mvwm7qR9s+3sOsFFBcE4Uj0I8HyJaWWnoTPuJeIDjUHdoVExhMyZgxmpZN9b75NnFhGcVEKeX5jiXT/hGftEvIWxtLh/HGc9nBfFt//OyNu6d6kz6wc/4qKili7di1Dhgxh3rx5rZK4Zs+eTVJS0uEvbEBjB1GpwVb1O+rJVzmxFOwu45t7fKOIB17WkcnvjES31t8AYzgrKU3eQvGKtbhSduI/aAAJM64i+4OFVP6yBCkFpqkhrUH4DRpEwh1XVNeYg+P8mLHxTBwhtkbHl/y/3fQ4Mxa7WUjR9tVIaYGwEBI6rKM89mwSkm5qsEauOfyJn3E7JevG4jfveeI8S8gsGUaU/yZKPvuAgEE9GHV7D1bP3sU3f93Atd+Oa9XpUsqxZc6cOdV9sDNnzmxWX+7hJCUlHXFSjIho3LKpjb3uRHTUm52VE4OnwsuyJ/7g5f7fkr62AKufbyRyQ4l377Nz2J10N0XvvIKWuhI/PQfXLl+TWUWJhsdjQQI2uxs/ay7Gph8wTRMAo7wCAEeIDdMw2fDBHioK3Q3GWJLhJH1VAf0vTSTjuVexWA3KZTgJsX9QHnsO8TdPb3SiDB56EqEz/omwWImLWUt2YResNi/pj/8L3SI4a9Ygdi3NZsfirEaVpxz/nnvuuerEe+mll1JUVERycstvuHakiXfp0qWN6sdt7HUnKpV8lVaXu62E/wxazI9PbebkGT24a/PZ9LkwvtZ13qJSMmbPp3jVJgAqd+/BandRVhJA6s4Edu07GdvplwIQe9kk9DOn4x11I7kR09iZNpKcysHouk723MWk3PJXilf5+lXLc118cfNafvrn1gbj3PxFBpouSOzqxObNprLSSmzcLkq0gcQl3djkz+2IjyVsxlPoVklU3B5KCoOw6wWkv/w+fS6KJ2FEOD8+9aeazqbUmlIUGhrKxIkTeeaZZwBfc3R7kZyczLBhh+7M2vzrTlSq2VlpNaYp0TRBaNUiGFd9cQpRfYJrXecpKCbzjU/wbE3GZneRt3ULISMHIIZdQM62AmIu6kZEkI3yLdsJ7uxrQt737W+41y1Dajb8/CMIvbgv4ScPAsCZkond4ST/jZcwSm4gfNIohk/vxpo5uzjtkX5YHXXP/928IIMu46Mo/vB9bJqJLcSN2wgg/r6ZzW4a9kuIxzPtfizzn8DjcWC4NNj0ExUpExh3f18+vORn9qzIbbHFQZRjT3JyMl27dq1VI509ezZTp06tnivbkitcHanGTh1SU4zq124W2Whv1CIbR2bn0iy+vns9Vy44hYhu9c+1zf6/byj95gtsDhdSCgqywwg88xx63HY66YvWU/zjMhzOrYRF5KFpUB5zDvG33ETWop8wVn6EJl3Y9BJ03aC8Mpz4WW9R8HsWWx54l8S4bXi9FiLvvo8KazQv9/+m1lKR+3ldBk+GfcbEBzuTsPsNhMUgJKYYY9y9REwYe8TPI2fhYmxr3yB9T09CHDlUEkW315/l1cGLCYxxcN3i8Ud8D0VRWt8JsciGcuypLPHw7d82sPa/KXQ+NRJRR8eG9Bq49uXiSIzBuTsTq91NbmYH3PEjibuhL3GTfDWAih8/JcaxFWdAVzy9JxIyYjAhnX3nYs47Bc47pao8D5U7d6CVlPliyC0muJedjJTexEdtJfvFV+j+9kt0GtuBdW+n1Jl8M9cV4nWZdMhfjm4xsIVUUOTpQecGEq/0uqAsFzAhoAPC6l/vtVHnn0nq+t+Ijt9EYVoH7I5cin5Yzakz+zDv6t9IX5NPwnA1OEVRThQq+SotJmNdAR9PW0l5jovz/jOEETd3r95sfr+iXzeSM+d/aGYlXf/7MoFnnsmO2cEk3NiLkhWLsf88n+z8S0i4/lI63XcnlpAgIuwNL0YhLFb8evfFr+q1d/cGEoNWkB3bmbysGPRgX1P3KX/tTeGe8jrL2PNzLlY/HWvhTrQgL3Y/N36Tr6t1nTQ8mNsXY279FpmzGaS5PwpERDe0HhPR+pyHsNeu7cfffQ+5T96KPdSFqJQUvP8+/ea8yNK/B/DLC9uY9n+jG37AiqIcN1TyVVqMxaET0tGfa78dR0T3oBrn3LkF7H3ydfTS3fjZDJzOYKTXQNMh2LEN/9WfEOAvqQgeQuTEkQDYoiKbFUfHG6eRuyiUDr/NAZFA9N334skvouvoQGzn1x7oBZD6cx69R5tYbZVY/d0UubvTeWCfGteY+zbh/eFZKMlAJI5AH3MHIjQRhIYsycBMW4Ox+i2M9R+ij7zJl4QPqvpbgoKwnX0Lfj88T156JDZbObkffMnIW/qy5MFNlGZVEBTjd2hoiqIch1Sfbz1Un2/jFKaWs/yZzZz30hAs9roHMhmGwe4b7sRmK8fjtpKR1Y3Ot1xI4gW9SPnXu4QWfUVFh1OIvuYqrOEt1/Sau+g7LKtfJ6tiJNacvYiQKPyuvYPi9Ar6XHAgCUspeSZ6AeecuYmo0O34h5fjHXMPHc445cBn2LwI46cXEJG90E+9F61D9zrvKctyMFa/hbl9MaLTaCwTHqxVC059+H7s7j24Cv3wehzEPP8Cz3f+ivEP9WX8g31b7PMritLyWqrPV001Uprt94/38urgxWz/el+dzbmVqZm4s/LREFS6/MjOiKas6+VEnByPa+MShBB0uu1ygu96jYS77mzRxAsQed4ZVHQ8j6gx3ZES9PI01r+5ma/uXl/jOmeeC2e+m0BtHxa7h3JnMBETx1SfN/78AmPFP9F6n4vlov/Um3gBRGAUlgkPYDnzSeS+jXi/vBPpLKgZ1w23YrV5MHUNq62SsqXLGHBpImvm7MI0zHpKVhTleKKSr9Jk7nIvn16/irlX/kq306O5fcOZRPY6MIVIGiYZb84n49HH2fvUSwhdI/Sa6YRNPge/rPnEm5/iJ/ciTQOLnwNrh9abZhN34w1EXDSFypD+6BaTjpZ1FO0px1ngqr4md2spFosHq60Si8ODJ2o4QvP9apipv2L89CJa/4vRT70HoTWup0brMhbLhf9BOgvwLroX6SqrPuffpSNlwWMJjigCTVK6+GuGJ3WjOM3Jtq/2tewDUBSlXVLJV2myzQvS+WNeGhfNGc5lc0fX2BzelZXHzlsfwbvqayw2D25LNB6nm+Lv5hGW8iLBISWYp9xO/KPPIbTm77fbFB6nG6N0L5rFi1/JNgCyNxVXn8/dWkLvbllY/TxouiRs0umArwnZu+wZRMeR6GNmNHmurxbRFcv5//KVs+QxpOGtPhd/y40YhhVhMbHZnPhl/0HckDDWzN7VAp9YUZT2TiVfpdEyk33Np4Ou6MSdf57NsBu61khIlRk5pM18BAeZVFbYyXCNp+NdV6I7LPg7SqmIPp2ox94kfOLpTU5kUkpkyT5k1ehiY8dSvGvewdjwMcbOZcjS7Hr7563+NsJiKrAGuLHaKrDavWT/cSD55m0roXuPXCx2D05nIMGDeiOlxLviBdCtWCY8UGPgVFNo4V2xTHocmbke4+eXqo9bgoKoiDoV/9AyhDAp/mIBQ6/vwo7vsijLrmzWvRRFOXao5KsclqfCy4KkNbw2fAnpa/IRQlRv+wfgLSlDGgbSYgck+9JiMU++iuDgFIp//RVN0+j89NMkzLgN7TDThg4mXaUY27/Du+RxPP+7EM9Hl0NRmu9c/i7MLV9hrHsPY+kTeD6chvHbG/WW5Rh1LjY/N/vyu9LrvE7Va0uDr9k5OKgYi91DZWB/hBDIPT8j9/6GZcwMhCOk6Q/tIFriMPSxd2JuWYiZsrz6eNx1V2KaOlglVr2EbsNAaPD7J3uP6H6KorR/aqqR0qC8HaV8PG0leVtLuPD1YcQPC69xvui338l9bTaOwSNIuOsaXIOuIpgCAne9gV+oE7e3N9D0vXmlaeD55C/gLEB06InW5wK06L4Q4Jt+ZBmVBKN826JJZz4yezMitCMAZtpqZGUJeo8D27FFnjeBnF/fJbyLi8F398CeEH3gM24vwTG+Ek2X+PUbhDQNjNVvIeKHILqOa/pDq4PW53zMvavwrvgX1pj+CP8IrGEhOINPJlD8gjM/kOKPPqHnWePY+FEqo+9o3BaIiqIcm1TNV6nXnp9zeX34d7hKPUz/+XSGT+92YJi9YZD2wnsUzv4PdocTd2EpzuxS2LOM6KJ3wBGI33XPE3vVZY26lzTcGFu/wfP5rUhXKULTsZz2ANar5mKdMgfLyBvROo9G2GqvIiX8I9C6nIII861cZe5ZifH9k3h/+U91M7VmsVARMpQIxxbSHvo7JfucmKbE6zaQ+TlY/X07HkWMG4G560dk4R704de32HZ/Qggsp94LCLzL/1XdRB5z7dUA6DYvWlEqAy+NI2NNAbnbSlrkvoqitE8q+Sr1iu4fwuBrOnPb2jOIG3KgxustLWfnrY9ibvkRoZmkpvcl5IKL0TWTMMcuKhLPI/6pV/Dvdvity6ThwfhjAZ4PL8f4cRbYgqBqZLCWOBwR2PSR0PrYO9HHzMDc9BnGzy9XJ7q4v1xGYXF3bPZKXu/1CRUFbiry3XSKz0G3GlQ4/bBFhmP+PhcRPwQtpn+T790Q4R+O5dR7kKkrkXt+BsAeE0mJZSBWfzcWm4ew/FXYgyxs/Ci1Re+tKEr7opKvUkNpVgUfTfmFojQnfqE2znt5aK3N6F25RdjMfVSWO8i2nUnE0FDsISaOqFBinnqTuJtuaPRIZu/Sf2D8/BJa3GAsl76D9dxZiODYI/oMQgj0AZPRT7kL888FmH98BoA9Ph5iBiCEoHuXbMpzXTgL3MREFaPbvDjpiJmzFZm7Db3/xUcUQ72xdTkVkTAM76+vIw1fbTvs/Euw2r1oVi+u5F/oe0kCGz9KVQu8KMpxrN4+XyHE60B4feebQABdpJTDW6AspRXt/TWP/7t0JabXpGxfBaGJB5p4TY+XtOffJmTCKPz79CQ1awgdxvcjdNcCorW9lCy3EdTjL2hWWwN3qCorezPC6o8I74w++AoY9he0iG4t/nn0fheC24k4qAbrclYQHOQkLraQ8txKhBCEhJai6SZ6p36YmxdCQCSi08ktHg9UfTEYfSveeTdibvoM/aTLCB02gL1zo7HZi7G5Kuh3ioX1/ytn34Yi4gaHtUociqIcXQ0NuIqQUl7aEjcRQsxtiXKU1iGlZM2cXXx153rihoZx+dzRBMcfSLzunAL2PDgLh8gh/6M0Ql56grizOxOQMgc91MQ76hbizz7j8PepKMJYNQdz69e+1aLG/w0tqndrfjT0wZf77l1Vi/SP0rEWuAkKKseZ60KzaAQEVyAE+PfojLl7rm9N5gYW05Clu5BpiyBvLTgzARP8YiB8ECL+bAgb2GBfsRbeFa3PeRjJ76P1OhPhF4befyKOXR/irbBi/WMpjpAebF6QrpKvohynGmp2TmnB+7RkWUoLy99ZxqI7khlyXRduWHZajcRb9MsG9v71Yfz0HMpL/fH0PIOi31MJy3wbrz2SkBkv0uEwiVdK09ev+39XYaYsRx97B/qpd7f2xzpw/8pivJ/fikxfQ0CfnggB2blhvmbnfBc2P1/zb3CMB1ylaPWMcJauQsx1DyF/mAqpn0NAAqLLpYgul0NwD9i3DPnztciVNyKLtzUYkz78epAmxoZPAIi59FzcbhsWuwdyUuh5dgxbFmS07INQFKXdqPfrvZTy/pa6SUuWpbSc0n0VBETZ6dAjiNs3nEVUn+Aa5905BRS+9So2h5esjGgCJ51F9+kjsdhsFJY/SMKowY3r2y3LxfjtDbRup6GPmo7wa+PanN33uYx17xM65gmcKyH+rJ50u7YLv734Bxa7F8OrYSnegBkQiYjsVasIWfQnctVdYLoRA+6Hjhch9ANN7AKQ0oCsFcgt/0GuuBJ63wbdr62zFiz8QtH6Xoi5+Qvk4CvQHcGU+w8hWFuNtdxFnwHl/P5xMfk7S2vtEKUoyrGvWQOuhBATWjoQpW2l/JjDK4MX89PzWwFqJF5vaTlGeQX4BVBaEkxaZn8CxowgNG02Ga++DUDY6GENJl5pGhibFyG9LkRQNNbLP8Ry2sy2T7z4+lm1gVOQWZuw6sW4XHYCM5Zi5OThycxEtxi4XQ7MvavQOo+plSxl/gbkLzeBXzRi/DxfbVev3bcthI6IPQ0x7mPoehVyy8vI9Y8gTU+dcemDpoLprR4QFnb2OegWE4vdiyPlJyx2jc2q9qsox6Xmjnae1KJRKG1GSskvL27j3TN+JLJvMEOvrzkdqGzrbnbf/gB7HnwOW5CdsGtvIqSHSYzzfQx7B2KvvOTw9yjai/eLOzBW/BOZthoAEdCyOxY1ldblFHAEY2xZRKXeDQ2DDS+sgPwcNIuJFzuUZaPFnVTjfbJ0N3L1HRDSGzH6TYTf4ac+Cd2G1u8uxJCnIONbZPLD1fONa1znH4HW+1yMTZ8i3U5ChvanzBmKbvOiO/fRbWIUmxekt9gzUBSl/aiVfIUQa4UQRgM/JnDfUYhVOUKeSoN5V//GN/duYNTtPbhu8XgCow4s95g99zuyn30Gh6MUrxvK0wup+OZVEoJX4oycQPwTL2KLqj/5SGli/D4Pz7wbkBWFWC540Zf02gGh29C6T8Lc/RMybiiG20r5jnQ0ZwGabmAJ8NXiReyA6vdIbwVy7X1gC0eMfAlhadpG9yLhHMTQZyBzCXLzy3Veo590GXicmFsWIoTAiB1RPee336AC0n7Np3RfRfM/uKIo7VJdNd+ZwDAppV7PjwY838ZxKi1AtwoMt8nU90dxzguD0a2+//3SNNn98EtULP4Ei9VLWmpnwq66DkdMENaQIIxT7iDhjhkIveH+XZm+DmPlq2h9zsM69a1atciWIN0lyOJtyJxfkTm/IQs2IitzGvVefejVWKe9g2m1Y7G7scsi7GYRQgNbiAHB8Qj/AzV0ufVVKE9DDH8eYW1ev6uIm4Toexfs+h9yz7za54Ni0LqOx/jzC6Q0ibzoPDRNYnV4CMxdB8D2b9U2g4pyvKk14EpK+X0j+nSXtFI8SivYvTwHoQs6j43k8rljap03DRP2/YlpamSWDCV0oBdZnIZu6UiXp58+bPlmfgpaRFdEwjAsk+egRbbcusSyPANyfoLIkxGBnSB1HnLLKzUv6jACMXq2bzpRwUbflJ96BjkBWKxe/MKc+NtLoeoLhcO/GC32wFR0WbwNUv4P0ftWRHCPI/sQ3a6G8jTkpucgbAAipOb0Kq3fhZg7v0emrcG/60hynbH42fOwlOQQNzSUHYuzGHrd4VcLUxTl2FHnaGcp5bKG3iSl/L51wlFakpSS1W/s5Ku71tP34gQ6j42scb5k3RYqd+0lcsoZZBtjsHQIJdxvJXF+2ynbIYHaibpG+V4Xxm9vYP7xua+JOe4kRAskXukugvRvkGkLoXgLCAti0CMQ2AkSL0BEDAN7VQ3VWw6i6p9xwUbkL9dBxDAY9BAisHOtso0NHxNhW4kHcHs0Ah0VgMRCISLyQFKUm1+GgETofs0Rfx4hBPT/K7JgAzL5ETj1A4R+YA9kETMAEd4F488v0DqOROsxBmv6fKx2F/1OdvPzh9mYhommqwXpFOV4oX6bj1Net8EXt6xl4e3JDJ/ejanvj6o+J6Uk64OvyHvlBcq//RTT8NLpqmGiJOkjAAAgAElEQVREuL4kOnwn7v5Xk3DnjAbLN/NT8H52M+bmReijb0fEDmyx2OUf/0T++S9wRCKGPoM4axmi4wUACEckInwQIiDB9xPSCxFctTpW+CDE8BegIhu5/HJkZh0NNEJgKd8CSDyRvbDZ3AiLicCs3phB5m+A3JWI3jcjNGuLfCah2xFDnoSyPcitrx8SkkDreyFy72/I0mwiz/eNZ7Q6PES51lNR6CZjTUGLxKEoSvvQ6OSrphcdW+Ze8RvJ7+zmwteHcf5/hlb375oeL3sefZnKHz9DtxjklvfC9Eo8i57HL8CFbepjRE1teESzmb4O72dJICWWyW+gD5zS7M3mwdfEa66+B5mxGADR+zbEpG/RRr6EiD+r0f2tQgjfVJ/xH0P0qci1M5FZy2teE9ENYXoQFpO4TqVYbV403fCdC030xbPzHQjsAnEtO6hfhPRC9LoZdr2HLNpc45zWcxJY7BhbFuKIjaLEGYNm82KrzMQebGX74qwWjUVRlKOrKX8x1fSiY8jou3py/dLTGD695prJu2c+i561AdOrkV5yMr2evBqrn43AS+8k4r6XCRo0oJ4SDxBRfdAGXYZl8uwjWpNZlu3FXPcAcvllULIDNN/cWeEfi3B0aHa5wuLvqzEPfAAiR9Y8VxWvRGLL2YjF6kVYDLD6g38E0pkJ2T8hulyGEI3bHKJJul8DgZ19tfuDNk4QtgC0HhMxt36LNA1IHILV7sFqq6TfaRZ2fqeSr6IcT5qSfFtmY1Ol1Wyau5ePp63ENEw6j42k8ykH+nil4avdeTxWysv8yQs+i4iIrRS8+SxSSsJHD8YaXv8+GrIwFc+CGciSfQibP5YRNyAs9nqvPxyZ/TPyh8mQtxYx8EHEhM8Qsac1u7xDCaEhOk9F6A5k2V5fPzL4FvnwC8Nd6cBTYUOzmAjdRIR2RAiBTP0cdD9IPLfFYqkRl2ZF9LsbCtbDvppDJ7QeZ4AzD5m5gQ5nT0Jovqbn7h22kr66AGe+q1ViUhSl7TUl+ar9zdop05Qsefh3Prn8V4QGhqfm/6rsTxaz46b78ZY5Cb/yCtw9ziBaLKRDWCqBYycedsN4Y8dSPJ8mISuLoWobvOaQ0kQWb/e9iBiK6HsX4vQvEZ2ntljfaq17mh7kypuQf75Yfcxy2v2UZEegaSa6xfAl4NBEX0004xuIPwNhCWiVeACIGguRo5GbX0QaBxKqiOkPQTGYO5YS0LMzZeVh6HYvfu40pCnZtTS79WJSFKVNqQFXx7jKEg8fXfwzK57dwqSnBnDpRydjdfiaS6XXYM/jr1Hx3Vzsej7u7AKKVq8j1v0hNj+J48qniLzgnHrLll4X3hUvYHz/JFrnMVgnv1E9KKmpZPFW5M/XIX/+C9JViLD4Ibpd2eSFK5pKaFZE979A2kJk6S4AtI4jcfiXExBRiqYZaBYDEdoRSraDMwMRN7F1YxIC0e8ecO6D1E9rHNd6TMJMWe579pGDsNg9WPVyInv5s+sHlXwV5Xihku8xbt1bKexensOVn49l3P19q2uxnqISdt72KFr6GkxTY0/WUPTQcPSCHbisHYl88D8E9q29gcDBZFEa5o6l6KfcjX76wwirf4PX11mG4cLc/DJyxVXgLUOMeAlhb+P1nTtNAb8o5LY5vpgKU/HvUIqmGwirgdAlBMci930PlkDoMKLVQxLB3SD+DOTO92qs/az3mOhb8WrPSkJPOw1Nl9j83Qwamsee5bmtHpeiKG2jof18lXasdF8FQbF+nHxHD/pcGE9418Aa5zNfeR+7zMRZ7keBdTSdLgrDHuFPl0fu9tW8GtgUwcxYj4gdgNahO9arPkHYm7+rjtz4JGR8i+h5E/S4vtWalxsidJtvo4PNLyIr85GlWQRGFVGU2gHdUjXS2RECu5ZD9NhGxSiNUijfgHSng5QIWwwEnISw1N9vXiuuHtcjMy6FtEXQ6WLfsbBOiMhemDuXEnLmk+R8ake3eYmy7CRvuz8lmRUEx7Vua4GiKK1PDbg6xuzfGOFf3b8ic30hmq7VSLzlW3b7/qPHSLLSoiiPOY340O/x3/ke3pISNN1Sb+KVpoF31X/xLrwbc7tvjmxzEq80KpHlvg0BRM8bEad+iOiVdFQSb7XEcyF2AhhOcIQAYLF70PWqDQ90ASU7EIep9crKXZh77sHcNApz1w3ItL8j05/ATLkZc9NojJ03IEtXNSokEdwDYsYhd77j246witZjInLvb+Auo1zvjm7zYpf5AOz+sXFLaSqK0r41JfnuarUolEbxVBp8dv1qvrl3AyNv6Ub0gJDqc9IwSH3mTXKee5rcBctInDwE/xGDSbDMx+Zn4H/NE1iCg+stW7pK8X7zAOb6D9FH3ITW66xmxSgLNyF/vAy59j6klIjAToiQlltusrmELRRt2CxEQKKvlgtYbIZvmhGAKx2QEDG4zvdLaWJmzcbcegGybC0i9i60Pt+gnbQF7aQ/0fouRST+Hby5mDuvxtx9J9Jz+IUxRI8boTwNDloQROtyKpgGZupv2PsOw2IzsNkrSOivsXu5Sr6KcjxodLOzlPLN1gxEaVjpvgo+nPwz+9YXMfmdEQy+pkv1OW9pOXvufw6rOw2EhqH5s/OlecQZc3FaE4j+2+NYQ+vvZ5XOfDwLZkBlCZZznkXrOLLea+stw/TCjreR2+dASC/ESU8cdhR1W5NGJWT/ggz29XV7nFas/lWjt8t2gi0cAmoPKJPSg0y9H1m4EBF1AyL2LoR2yDQre0eEvSMyYhqy8Etk+tPIbRejdX0N4d+v3phEWH9kh+HIlI8Q8b4vPCIoGhHZE3PPT0SecSfl2/+H1c/D4H6prFze9H53RVHanyYPuBJCTBBCHH5TV6VFGR4Tw2Vy448TaiTeysxcds94CJtnL64KO2nlpxI6agAx546kPGIccY//q8HEC4BfOFrXcVgnz25e4pUSufpu5LY3oPu1iLHvHljysT0xXMi19yHyVlFakoDXZUXTTaQEiv+EiJNqfWGQ0kSmPogs/AbR6QW0+Jm1E+9BhNDQwi9C670ALOGYO65Clq1pMCzReSoUbvJt5lBF6zwWuXc11vBASss7oNu8hFgyyN9RRkmG80iegqIo7UBzRjvfDKgtVtrI1kWZVBa7Ce0YwK1rzyBxZM1N6V17M7HbiinMDSU/aBzRMVtAeAju3ZnEu+9Es9TdzypNL95f38BMW4sQAsuoJERIfJPjk6bXN4Cr08WIMW+i9bn96PbtNkDYQiCsPzJnJZm7ByCkAE1iGhYo3ooIq70+tcyejSz8AtHpWbTw85pwrzi0Hu+Dfz/MXUnIih31XxwzHuwdamw5KLqcAt5KZPpajMj+6DYvNr0UkKSofl9FOeY1J/kukVL+s76TqlbcMqSULHviDz648CfWzPF1t++vlUkp2ffeQpwp6di6dGPHrkGYPUbS0X8hof578GRmNlx2RRHer+7D/H0usji9efF5yzGTH0b+/pQvttgJiIihzSqrTUWeDHmrsegl2IIqEUJiCgFGJQTV/E4py9Yi972EiE5CC7+gybcSeiBa19fBFoe56yakp+6pQkKzQqdLIP0rpKfUdyysM4QkYO7+ieCTR6PpEru/iy6DTHarKUeKcsxrVvIVQlwihKhvp3S1BvQRcju9fHL5ryx7/E8m/L0fY/96YKs70+NlzyMv4V6xgH0vzsERGUDsuHASLfPBGkDojBcIGtS33rLN3O2+1aryd2I593n0/hc1OT5ZsgO5/ErYtwwRXvcApZYm3ZmY+fMx0/+BsXsGxvbLMdP/4TsnJWbBIqTr8F8kRGhv8JYR030zthAnQpMHfgsO2oJQmm7MtEfAvz8i9s5mxy30ILRuc0B6MFNuRpp1rxAmOl0CpgfSv/K9FgKtyymYqSsJPXkgXo+Oxe6lX8909q7Ma3Y8iqK0D81JvkuB/wLJQgjjkB8TmN6yIZ5YvC6Dt05bxrZFmVz28WgmPNq/usbrLSpl1+2PomdvxPDqlAcNIWvJeuKMz6lw9Cb28Zexx8XWW7Y0vXiXPI5wBGOdPActoek1Vbl3AXLF1aBZfFOIOja9Rtio+0gvsnh5dXOtLFmB3PsgsmQFeEsQtjiwVn1Wbw4y9R7MzRMwdvwFWba2/oKDe0H4YLSgEIRm+pKvxQTNCv5xB+6f+x5U7kZLfAIhjmw6vLDFoXV9DZybkVmv1X2NX7RvJ6Y9n1Uf0zqPhcoSRN5WSt0J6DYvodZ95G4pwVmg1nlWlGNZc/6qFAGTpJS7Dz0hhAgF5hxxVCcwi11nwLSOdBkXRfzQAws2GC43u+9+CLu1FGeZP/n2sQyfeTa2YDsFjpkknDqy3tHF0vCCtxJhD8R6zjMQGN3sTRFk/gaIPwsxYGarLA0pPdnI3A+R+Z+BNwcRcwfCrwci7DxE2LkIvfa8Y2GNRhuwCln8AzLnHcwdVyAiLkMkPlZrq0PhH4sY+zbmn3citL1ITITVgICO1bsYSaMMmT0HETEZ4V9/K0JTiIBBiJibkVmvI0PGIwJqNxyJxPORa+5BFm9HhPRERPUGezBm2mq0xP7oeanYLL5+37Tf8ul1TlztGynKMShjZwnpO4vpPiiCiNgTY0R/c5LvTXUlXgApZZEQ4pkjjOmE9PvHe3GVehh+UzfG3tO7xjkpJWgaAkl+VjhG1xEk8jX7PjTpdMuVhI8bVW+5srIE75LHQOhYzn3Ot4ZxE8nSFN+ax9GnIAY9jNBaZ2E0M/9TZNqjIGyI8AsR4ReDv28QlNADG3yvsIQhIi5Bhl+EzPs/MCvq3WNYSgNvWRnC4WtyFjZPzSbn3A/BLEfE3Npinw1AxNyKLF6OmXofWu8vEZqj5gXRY8Eagsz4xpd8NR0tcRgybQ3BI29DfPMV9gAXMR1d7P1VJV/l2FecX8kHT29kwWubMbySrgPC+G/yxUc7rDbRnGbnXUKIYCFE9YoNVX3AzwghJkgp17dgfMc905Qs/fsm5l75K6k/59bY41VKSfqrH7HnkZfQLDqugZeh9RpAov1TrA7ocPphVmMqTMXz2c3IvB3ogy9v1rxbmfYVcsVVyG2zkdJs8cQrK1Oqm4lFwCDf4hX9lqMlPuZ73cSYhdDQIq9Ei77RV37xj0izsuY9Nz1HcMI2hC4RwkS3u6uTr5ReZN6HiLALELamj/5uODYrWqfnwJWOzHmn9nnNCnGTIP1rpPStvCUShiPzthPcL87X72vzMvikTPb+qvp9lWNXRbmHD5/dyFU95/HVW9u45uHB3P7CSFI2FVKYU3G0w2sTzUm+zwGzgIkAQojXgSRgLhDWHkc7CyGmV/3MFkJ0Peh4aNXxiUKI1t3Kpg7uci+fTFvJj09u5vTH+zP53QNNx6bLze77nsNYvxT2bcFd4Ybs9SQ6vsBtjSfywZcJ6Nmj3rLN1N/wfH4r6Fasl7yOFj+kSbFJoxJz4z+Q6x+GmPGI0XPqrUk2h3RnYaY+iLnlHMx9LwEgHN3Rom9CWOpfiatJ9/DkYu65E5n2RI3jIqgrFruTvM0xoEt0qxcRUNUiUPwjeLIQHS5vkRgOJfy6IyKvQGbPQXpqTxkSCedCZQ7krwNAS6z6grVvfXW/b3hANumr8jG8ZqvEqCitKXlZJtf0/ZR3H09m4pXd+WDbVK5+6CRGX+Bb4Ob3n7KOcoRto7lTjW6RUn4mhOiCb4DVVCnleinlp7SzNaCFEEOAtVLKOcA8YPZBp9+sOr4W3xeINrVwxjq2f7uPy+eO5rSH+1UnXndeIbtuexhL8VY8HisZztEIj0GQdyPO0LEkPP5PLMEhDZYt87YjYgZgvehVREhCk2OTyY9A2iLEwIcRQ55CWFqmH0aabszsNzG3nIUsXoqIvw+t239bpOxDCWskIv4BZMF8ZPFBG9f7RSM0SUB0mW/AFUDVTktm/jzw648IqD3nt8XiirkdhAWZ+WLtk+GDwD8OuX/Uc0AEIqIbcn+/r9WL3VqOx2mQvam41WJUlJbmqvDyxszV3Hf2YhJ7hvDupsnc+fLJhEf7xo7EdAoktksgG1eo5FufwoP+eyKwXkpZUs/59qArBxLrWmAYQFVNt6BqkBhSyqltFZBp+GosE58YwE3LJ9BvcmKN82l/fx6HnktZcSB59nH0vnMEthB/4p98mYR770Xo9WyMYLgx03xNuNqQq7Gc9RTC3nBfaa0yTC8AovfNiFP+h+g8uWWXiZQeZN5HiPCL0fouQYu6vsEVo46UiJgGQWMw058+MM3H5ku09vAy2J98rcG+nYpKf0Y0YTGNZsVkCUXEzEAWfIp0bql5TgiIPwcyv0cavnhF4gjMtDUEjxiK0MAeUElgYKVqelaOGWuWZHDT0AV8/spmrn1sMM9/eybx3Wu3cA08JZaNy1XybYwpwMeHHGvyZq1CiK5CiPuEELPqOX+fEGLK/ubjppQtpZwvpdyffIfhS8AAQ4D9w4knCiGmNDXu5tj4USqvDfuOikI3IQn+xA05MKLZU+iryVT49yA7owOuxNF0DF6E8/NXAdAd9Y8ulhWFeBfeg3fxQ0hnwWG3Daz1fimRO95C/nI90nAhgrohQnof/o2NKduTi7nnb0h3FkIPQOv9FVri3xGWhmvvLUEIgRZ3H7jTkPnzfQerkq9u9x6o+dpCkcXLQXoQIa0/VV1EXg62eMzs2lOPRNxE8JZBnm93JC1xBFQWE9zFjuGt6vcdla/m+yrt3o71+fztrG+Zec5iQjo4mL3mQq564CR0ve7U06lvKFmppW0c5dHRnOQbVrW+89+A4VRNLRJCdKnq/23S7kdVNdAhQDcgtI7zs4CUqiQ6B+h2BIkyCTi4hlsgpSySUs4HWnXjCNOULHlkE/Ou/o3o/qFY/A4kRmmYpD3/Nql33k9lRg6d77wEW+8eJNo+RVoCib7roYbLztuJ59ObkcUZWM77F8K/8XvKgm+1Krn2b8gtr0DEMGihQVW+xS++wNxyLrJkObj2AiD0tp1KIPz7oHV5DRF2tu+AfxwF5dcj3XrNmm/xd+DXB2FPrL+wlopJWBHR06HoO2Tlzpong3uCfzxy3w++a2P6g8UBmespqYxFt3mJi8hm76/5rR6nojRHRbmHfyb9TNKIL8jeW8Zjn0zg5eXn0rlvw3WzoFAbFWVevJ7jfzxDk//KSik/FUKcXvVyqJSyRAgxGJgGFOOrXW5oQnlLAYQQw6kj+QLTpZQzD3q9BJgJzK963331FJ28v+yq66bjmyZVVHWoqOpnv7ru3agm14NHKNfFVebh07+sYvOCDCY9NYBTZ/apLtdwVrL7geexOnejWzXcheWkv/chHQNWUKr1JX7mw2gN1HjN9HV4v30IERKP5aynEUHRh423Ruxlqcg194AzCzHseV+tqwVIdxZm2qNQ8iMi9BxEwiMIa8Th39hKROiBzyU0C56MHAgU1clXWgKg9FdEhyvbLqbwS5D7XkFmzUZ0fv7AcSGQMaf5lpuUDyF0KyJ2AGbmBojujV6agZ+lmKI95ZTnVhIQ6aj/JorSxraszuW5m34ia3cpt/97FBck9cZibVw9LyjM1wVVVuQiNLL56wiU5FZiuE3C4pv2Rb8td2JrVhVHSvk98P1Br9cDLT7FqGqw1KEKqBppXXXv5xpRzkRgadU85IlVSXkuvlHb+xcHSW6ZqGvbsyKXnUuzueLTMfS96MDgJ9e+PFIfehqHpRBXpZ0cfRzxibEE9e1MudNBws1JCK3hf7QivDNazzPQT74ZYW1GjTJ3FZhexKnvIYJacCcibx5UbEXr8ioitH2sOGrmvAOuVLTEx/AL/gNhd4NmYnp1dPcepFGMCBzeZvEIzYaIvh6Z8TwydgbCfmAOtoidgEz5AAo2QsQQtLiTMNa9T8DA8xC/LsXuX4EQBulrCtR8X6VdqCjz8N6TG5j37z/oOiCMV385n64DmtYKFxhmA6C00N2s5Ouu8PLN81v5etZm3BUGZ9zZi8v/3bSZHm2l5eaOtI5wfMn2YEV1XVifqgQ+D9+a1Lvw1ZqpqgGvq2rCnk7N5uhqUsrD/tSnIKUMKSW9zonjnh3n1ki8AHmfL8bPWkhxQTDFEROI7JqPNdhO4rUXE3/rLfUmXumpxLvyVWRFEcI/Asup9zQp8UppInN9/Yl0nooY93GLJF7pLcTc9xJSehH+/X0bzLeTxAuAWYEsWIA03dgCizEMgdAkhsdaNddYg4BBbRqSiLgM9KDa837DB4ItHLlvme+6uJPAW0lYL3+kBKvDQ7eehWSsPfTXQ1HalmGYLPrvNq7qPZ/P/vMn1z0+hNd+vaDJiRcgKLSq5lvYtOVTTVOyZv5eHuz7NQuf/IMJt/ZgzF+6sPLDPYdtmTzYkfy9b6r2nnzragougOra6mFJKZOllGFSym5VP5MOOjenqi/5OSllSgvFDMD69/fwUr9v+GNuGgCBUQeaBgt/XIfp8SJ6j2LPjk7IXicTb/2cYOdveHIb/mMqy3LxfnkH5p9fIPN3Nnhtne/3lCJX34X89VZk2R7fwKwWWCZSlvyCufV8ZO77UOl7lEKzHXG5LUkEnwqmE8qT8VZaff/6hcT0WqB8Hfj1PexKWi0ek+6P6HCp70uBUX7guNAhZhxk/YCUEtGhF1gcaIXbKS8PRrd56d0rh4w1KvkqR8/ebcXcOf5rXrjlF04aH8P//pzMlfcPanQz86GC9td8i+regKQu21bk8ECvRbx26S/E9g7iH7+fw7TnB3PSefGU5bkozqo8fCFHQXtPvkUcGJG8X9O/TrUh05QsfmAjn167igGXJtL7wgOrJEmvQeo/XqP4/dfIeOUDYsd3JXxMIvHMw7CEEnbPv7FF1d8vamZv8a1YVV6A5cKX0RKGNSk2WbITueJKyF+PGPFvxEFLKjaXNF2Y6U9j7roO7F3Rei9E+PU84nJbhV9fsIQjS37C9Ojodq9vP1+vBVmejAg8OlsiiojLwHQiCxfWPB57GjgzoWQ7QrdU9/u6/bqhWQ1C/QtJX1vQot/GFaUxDMNk7r83MX3YAgpzKvj392fzyAenEdO59trrTRFY1edb2oiar2lKFj39J7MmLCMk1o8Hf5rIPV+PJ7a3bwpTwkBf/Szt9yY1lraZ1lmkt+UUULv2u39ebrt7oq4yD/Ou+o1tizI545mBnPK33gd2JCotZ8/9s7C50zFNHTO8M7temUe8togS20ASZj6IZqt/vqssz8e78C5EeFcsZ/4DEdChSbHJvLXIVXeAfyzi1A8QgZ2O6LNWl1vwhW85xriZiKjrWnQVrJYmhIYIGossWYEp/NBsXjAFpqmDey/49Tk6cdkTIHicb0OJiGkHBn10GAG6A3JWQkiv6n5fe48b0FPW43CUU57jojjNSWjHgKMSu3Li+WNlNq/eu4pta/O4+La+3PjUUPwCrC1Stn+QFU0TlBU2XPNNWZ3PBzPWsntNAec90JeLHh+Abqn5tyeqawA2f520jYUMOLP+3d6OlnadfKWUyUKIQ5NsOL5tDdsdTRe4yrxc8dlY+lxwoMbrLigm9Z5HsdtKqHA6KAqfxNBLxyA9bvIWaiReUf9CFr41fgUiIALLxEcRCcOatyNRcE/odDGi920tslqVrNiO8OuJiJiCCByBcHQ+4jLbgoiejvAWIQO/wizPRAtw+7YUBISjBQecNZHW4QrMlOlQvh4CfQNEhG5HRgxF5qxE9LjO1++76k3CBofhTgGbvws/RwUZawpU8lVaXVZqGW8+tIYfPtlNt4Hh/HvZOQw6JaZF76FpgsBQG6VFddd8i7MqmP/gRn5+dzcJA0KY+cPp9B4XVXdZukZC/1DSNrW7ehrQ/pudAeYeMq93EjWXiDzq9q7MI2dLCVY/C9cvGV8j8QJ4CsqwWcoozA2lossZRIrFlP6xE2twALFXTqk/8bqdeBc/gvn7PAC0zmOalHilpwxzw2PIimyELRit/9+OOPFKsxJz78OYWy/wJWChHTOJF/B9YQgagafAH+m0+6Ya2QzfSXuXoxdY8ClgS0DmfVTjsIgaDQUbkN7y6n5fG/vwuK3oNi/9BuSRrgZdKa3I7TJ4++/ruLb/p2z4MYu/zh7LG6svaPHEu19gmI3SQ2q+7govH96xjr92+ZLkBelc+fJQHlt3Vr2Jd7/EgaGkbWyfybdZNd+q3YuWtUQAVaORp+FbLev/2Tvv8Diqqw+/d2b7rnpvVrEl23KRu7ExBgM2mB5KQkhIIPQSSkgooYYkdEIgtA8IJISEXkyJAVPdq9y7miVZvW8vM/f7Y+UWbGxZsiyJfZ/Hj7WzO3fPrLTzu/fcU3YV1XhTSlkMIKW8aleFK8KlIks7i2L0CYr/Wc6cq1cy8oIsLnj1mN1CKqWk9uX3MWekEDN9EtW+E4gZayLR9QbSasLo+P6PXnbUEvr0TqSzFjHstC7bJV2VyBU3g7ceMk8Ha9fyf/c7pq8MvfxG8Jcjsu4Dy4EbO/RVpJTI+hdQ1C0IcxCERJhDYEjssYYOh4MQKiLhgnC/X821J/Ar+VjY8Cg0rUCknoBIHYWsW4crkEaUaSeDMptZExHfCEeI6u3t/PkX31K6toULbh7JRbeNxh59ZAMpo2LN+0Q7127t4NkfL6Rum5Mz7hjBSdfl40g4tEVIXKaNjvq+GXB1uG7nmUCPiG+nyBbTmQJ0gNccNJe3t9E1nc9/v56Fj21h7C9yOPv5PcFPejDEjj/8DaVuA14RTfysqcQXBEgOvI9HzSD1d3/AGH/guDG9Zi2hz+8BoxXDOc+gJOQd8LX7QzYuRa68DYwx4frMPZFG5FyMXnYdGJNQCt5G2I7O/mh3EUKgN7+FJVWgqh4AFFMQLEc/SEzEnYmsfQLZNg+R0NnT1D4oXO2qYTEi9QSU1JFo695CpJ+B2laJ3dLBzi9b0XWJovSpniYR+jFaSOedpzbyyr3FxKdaefLr0xg++ftXmT2FI86Esy1AKKgz71pqFR0AACAASURBVK9bmXP/BuIyrNy9dBaDirpWvdhsV/G7Q0fI0u7xHfEVQqwExn7POQKQwB1Hyqj+wNsXL2PDW5Wc+kgRx/5m6J7AqjYn5bc9gFmvIxgy4kyeRvvGHST55uJ2jCPzd7eiGA88c5RSoq18BRGXjWHW/QjrIWVU7Tnf14RcdhPEj0FMeBhh6qH6yZah4Qb36b/t9XScHsc6FMW2Bjon16rNjziaLudOhDkT7BOQrR9Cp/gKIZBJU6BhcTjlKGUEBNw4CpIQK8Fic+PvCNJS4iKxoHuRphEiAKz4vJrnb11BxaZWfnRdIZf9cTxWR88EVB0KjlgTjZtd3DfuU2o2d3DiNUM474EirFFdt8FsNxDwaOHvTi9WrzoU9rfyvY1wzeMDVqwSQjx05EzqH4y6IIuii7IZdsa+1YUqbrkHs9qGx2XDk3USI+86FVO0DbflURKG5Bx4f1cPgacF4UjGMOt+MFoR6qH/sUk9CEJFWBJhyrMQN7rbje+lrwJ95wMogx5CGBPCruYBgLAOxRTzLbIh/PmqNh9YuuZdOFKI+LOQVfchg/UIY3irQCRPRe54B9yViJThgCA6XeIBTNYADruH2tWtEfGN0C2aajw8cd0ilnxcxYgpyTy94IxeW+3uomRJE/VfteJtDJB+bCL3LJtFzvjDzy412cL3wIBXw2zrW/HF3wm46iwdebC1/bwjY07fpmJBI5/ethYpJYU/ytxHeKUWnl35A2aa6xMIjZpNUvADqv8SbhRvz889sPD6nYTm3kHww5uQWhBhie6a8PqakIuuQG4Nx6GJhHHdFl699RP0rT8CfzloA2xP0ZyHag6GfTgKCFUijEcmeKSriNjZIFRk6yd7DiZNAmGAhsUIkx2RkIfSUYbPa0E1aowc1UTN6r7WyTNCf0FKybx/l/CrovfYsryRe/5zAk99e3qvCq+uS+Y+upkHp3+BogoCqQp3zD+5W8IL4ZUv0Cddz/uNdj5YMFWnQP+gWPVyGa/M/IaqZc0Evdru41JKqp99ndJr70aGNGJ+dhmWSRNJ7ngV1aSQctGPv3dc2VZF8P1rkfWbMBx3U5dEN3z+JuT8n4OnOhwZ202kDKFXP4isuBkRPR1l6PsIy5Buj9uXEJYheOtzQd/TWAFD19z7RwphiIHoE5Atc/Y6Zoe4kcjmcDdMkTICvX4DHj0DxaiRkdYcEd8Ih0VtuZO7z/uSBy+Zz4SZGby89lxOuCCvV1209SVO/jL7G966bQ2zbhrKlBsG0+EP9IgNZnu4e1zAox3klb1Pf0g1Oqroms7c367m/StWMObibC79/Pjdrgw9EKT89sfRiudh0BoIujw4l3xBiu9NfEo6yXc8ib3gwMFOevVKgu9dA1JiPPe5cN/WLiCr5yIX/grM8Yjp/0bE90BdYvc6ZNNriIzbETl/7f/7u/tB2IbjaTwXrcGxR3zVI99b+FBR4s4E72akr2LPwYQJ0LQKKfXwvm9bFYasHFSjht3SQe3q1kilqwiHjNcV5O93r+SSUe+xZUV4tXvPf2YQk9h7HbK8HUHev2cdd436L7VbOrjpo+n85NGxxCSYcXcE0bTutxXcda/uiyvfQ/ZN9mR6UX9iyVPbWfzkdmY/PoapNxbsno0FW9qpuPVBzEo9waCRRuMJZFqtmP1VuGInk/nbW1AMB/l4QwFEyvBw8Qxz1/brpJTI6o8hbQZizL0ItXtfGunfAaZBCMe4cEMEU9+rCNNTSKkjWzZAlN7nVr5AOOdXmJDt8xCWKwAQieOR21+CjhKU1BFoQHSuHVrAYvfgafbTXu0lNqt3eyVH6F/oumTeayW8dNdKOloCXHDTCC66rQjbYQQzHS6hoM5nf9nC3Ec343eFmHnjUM6+Z+RuF7HaWRda6oD6PQMdArvGDHj6sfjSg+lF/YlJ1wwhfVwcuf+TzF398PNY1Hpc7Ta8ubMYNDkeg8VIzp/vR1EP/LFKLYi+/QuUoaei5ExFZE/pkntFBp3gqUXEFMDEx0Exd9s9oze/j6y6G5F1X7hi1QAW3jAaidM/gyZzeN8X+tTKV6h2iJqGbJsHKWHxJa4ovO/bvBJyfwqWWGzxXtwSjJYA0Q4PtcWtEfGNcEDaGr08eMl8Vny+k+nn5nDVQxNJy+3dIL2mHW6e/+kiyle0MP2ywZxxZyEJWUeuOpvJFlZvv7vvuZ27Ir59K067lzBa1H2E11/TgDk9GW/8aDwbm7FMmU5y01uIJRL99Mnfn0bkbSP0+b3I+g2IxHxE4pCuCa9rB3L5zeEp4Ynvdn+1K4PInQ8hG/+FiD8HEXdGt8brLwhhRA8YUQw6SIHUBSh9S7RE7Cxk5e27o56FwYqMG4VsWomSdxEidQS0bMPvs6KaNIYNa6RmTSvDz844+OARflBoms4nL23j73evRAjBAx/O5JjZWb1qg5SSJf+u4D83FmN2GLj925PIn5p0xN+3LwdcdUV8f9AbSlJKdj73Jv5lXxF/2VUU3HAy24IdJDpfJWSyE3PlPd8rvHpLOaG5v4egG8MZj6Mkdi2ISTYsQa66DUyxiEl/Dbec6871hNrRy64B9xpE5l2IxIv7XB7ckUTzG1HUAOigBwwY+ti1i5gZSFRk25eIpIvCBxPHQ/lbSKmjpBSirfoXHjmSGGMFGZltbC6OBF1F2JfNyxp48oYlbCtuZtbPh3DlgxOIT+3diWbV+jb+c+MqtnzTwITzs/jlcxMPuUJVdxkobucfLHogSMU9T6I2bUI1CoIejdKn3iDV/z5uNZu02/6AIfrApQn1pu2E5tyAcKRgOPMviOiuuXVlxTvIdQ9C0mTE+IcQph4og6jawJiIkv9PhGNi98frZ+gBA1jCVTZksPf2uw4VYYgDx0Rk++fQKb4iYQJy20vQsR2RNAxCPsw5GSj1pTgsTmoWRsQ3Qpi2Ri8v3bmK/76yjbxRcTz59WmMmta76XT1JU7ev3c9y9/YQWKug5s/OZ7Rs9MPfmIPssftHBHffkewtYOKWx/ALHYFVk1n/LFFqFEW3IsbyLj5xoMGVom4HJRR56GO+SnCdBj7G44cGPxzxPBfdz9/t/lthLUQYRuBmvtUt8bqz+iaBRQ3INH9ffNrIGJPRlY/hAy1IQyxEDcaFCM0rURkngWAI9OMbACL3U1HtRd3ow97Uu9FrEboeyz+uJJHLluApkmuf+IYzr562Hfa7R1JpJQs/Ec5r12/ElusiZ//bQLTL8/DYOpm9NRhYLSoCBFJNeqXOIs3Yxb1uDtstKXMJjZuB0KRJBw7mqzfHTiiWYb8hL59HL1pO0I1Yph0eZeEV/pb0Lc8i5QaInECyoibuyW8Ug+gV92LrLwT2fb5YY8zUPC1/xi9JAYUkME+Kr4xJwMhpHNh+LHBCrEjkc2rwtHx0RlYo8P1qU2WAKoSomZ13+zgEuHI01Lv5aFL53PXj76gcEoy/9x4HudeX9irwutq9vPCL5bw8mXLmPSTQTy07QxOvDb/qAgvhMuzmu2Gfr/y7VubYr2EYdAQykuHEH/CaJJb3sZi9eMtLSdq9IEbC0hPM6HP7kY2bUfJmgCJXev+IztKkMtvhJAHMs8Ax6BuXYMM1oe7EXnWI7LuRyT8pFvjDQSCO9uRDiMoEr2viq8pHSxDoGMB7AqGix8DlXOQUqIkD0O2lhLwmVBNIQYPbqFubSv5s/pGta4IvYMW0pnz3GZeua8YRRXc9PRUzrhiaK822tB1ycJ/lPH2bWvQgpLLXpnMtF/2jZKtJlvfbK7QlbtO6RGzog8TnZ9A6lmjiK35F5rZhuPyh7DmHbgIv964jdCnd4LUMJz1JEpKYZfeT9bNR666A2xpiCkvIOzdi16VUkMvuQRCHShD/oXobNT+Q8fg2IJS2ASKHt7/7aOIqOOQrR+Fi2sIBRFfhCx5JVzRLGkoevl8PMECHKYGhuS3UL0msvL9IbF+YR1P3rCEsvWtnParAq7484ReLZQhpWTNRzt57+51VK9v55iLsvnJo2OJTbP2mg0HY1dzhb7GId91pJQvHklD+io1nywnqekfuI2DSLv1DxiiD5wPKkN+QnNvR9gSMZz6J4Sja7VRZdNK5PKbIOU4xLg/I4zdqy4lpYYQKkrWH8GctbtQfwQQxgDCpoHWd93OACJ6OrLxFfBuAVtheN8XoGUtInkYaEEMacmoHbXEOFpZ0Ucbh0foWXyeEE/fvJT/vryNgnEJPLOw95sgeNoCvHjJUtZ8uJOh05O4Y/7JFEw78ulDXcU0ANzOAAghoqWUHf9zbCzhZgwtQJuUsqJnzDv6pM6eQL3zYjLOPwPFsP+oWCl10DWEwYzh1AcQcTkI46HPPne3u0oYixhzD2Sd2a1UIilDyJ2PQLABcp5AOCYc/KQfGP6Ozpm5Qp91OwPgmACKFdmxAGErRJjjkI4cZMsaROGJgMCeYUG4JFaLm6atTgKe0O6yehEGHpuWNvDolQupq3By41NTOOPKoahq74bvrJtbwz+uWoHPGeS6t6cx/tzMPpuqaLYZ+mSq0eH8xtqEELfsfaCz/WA54SpYA8o9rSgKaRf+6MDCG/QSmvcHtG8eCb8+eVjXhNffglxyNbJ5NUKoiEHndE94Q+3opVciG18F+5jDHmego8hg+AfRx1e+ihkck5HOBXsOxhVByzqE0YaIy8Ya4wPAZPMhdZ2GDe1HydoIRxJXm5+nb17Kr6d/jNmq8uziszj7muG9Krwt1R5e/OUSnjj9W9KGRnH/6lOZcF5WnxVeAJNdxd+f3c57cTtwihDiQuB8KeUOACllOfCoEOLAnQQGGNLVQOjTO5Ftlagz7uj6+R3bkctuBM0HPfDHK30l6GXXQqgFZfBLiOhp3R5zoKJa93wZ9eDRicQ8VET0ccjqB5GaC6E6EPGjkVUfIoNORNJQlJYytJCCwRwiId5F7Zo2MiclHG2zI/QQoaDOB89u5rUH1uD3hrjigQlccNPIXo1i9nYE+e8jm/n8iS2YbCq/fH4ix18xuE+L7i7MNgOBgeB2BkqklI8IIa4EioUQt0op/77X86t6yLY+jV63kdBnd4FqxHDO0yhdjWiu+wa56k6wZyCOfQlh637yuWx+BxAoBW8jLAcOCosA0jQY2bwJkRBA6n07405ET0fyR3AuhthZEF8ESGjdgEgeCiVf4PVnYjZ6GTG6idq1kWIbA4XyDa089Kv5lK5t4dRf5vPLe8eSlHHkaiHvj43zannhF0vxtAWYdeNQTr+9EFvsgav59TVMdgPORt/RNuM7HPZdR0r5AjARuEYIsUIIkd351ADrvL5/9O3zENFp4VaAXRXekAe59k+QNAkx7R/dEl4pJdJXAoBIvwVl6DsR4T0UZAZ6Te8WlT9chDkbTJlI55LwAUcuGKORLWsRiUNB15DRiSgGjaSEdmojQVf9Hk3TeeOxdVw9eQ5+b4i/LTiD374wrVeF1+8J8cYtxTx+6jdkjorhwS1ncMFDY/qV8AKYbSqBft5YYRe7k7eklGXABCHErYRXwbcxgMVX6hqypQwlMR916nUgdYTh0GuUSs0PMhRujj7tFbBlIMThr7qk7kNW3oVs+xyl8HOEKRXUvlcqsS+iN5ci8vvebPhACMdkpGtZ+GehIONGQ+taxOBfAAJbRhRqpY7N1EH9unZ0XfZqnmeEnmPryiaevGExW1Y0cd4NI7j8T+MxW3s3LmHjF3X867qVNO9wc96fi5j9u2EovRzU1VOYbAb8AyTg6vdCiHOFELsLDEspHyG8Cr4aGJApSTLgJvTpnYTm3ID0tiFUY9eE19eEXHwFcvU9AAh7VveEN1CHvv1nyLZPEYP+GBbeCIeMIboOZZD7aJtx6ERNBl8JMtgEgIgfDa3rwWCBmExs8eHG4xa7h4A7REup62haG+EwaG3w8vjVC7l26of4PCGe+Oo0rnt8cq8Kb/WGNv5y+jc8NutrHIlm7is+ldNvL+y3wgudeb4DZM/3JCAeOFkI8cWutKO9VsFX9KSBfQHZUUNo7u+RroZw43tr1xqvy/at4fxdPYgY8dvu2+PZgF56NQhQ8v+DsI/u9pg/NAL+vtVC8GAIxzFIQLqWIeJOh9iREHKDa0e4Q5azASnBaA4Akro1bSTm9w+3+g8dTdN558mN/OtPaxCK4JpHJ3POtcMxGHtP8II+jTd/t5qvnishMdvGtW8ey4Tz+3YU86EyEMpLArvTir7v+QG18tVr1xH69C4wOzD86BmU+K7tp8rar5DFd4I9GzHpCYStBxrVKw6wDkXJfhBh7N3E+oGConuOtgldQphSwZwNzmUQdzrEdlZOa9uASBgClUsJBRwYTBrpeUFq17Yy8oLe7dkaoevU7XDxyGXzWTu/jrOuGsYl947r1QpVAFXrWnnp0mXUbGznggeLOPmGAozmvp0B0BVMNrX/VbgSQlwupXypKwMKIc6VUr7XPbP6DsISg0gbjeGE3yEsB65udSBk63pImooY96dwYfzDREoN2fhPRMKFCEsO6pC/H/ykCAdEUYNH24Qus8++rykGactCtm1EJM6AoJegTMJk8DJsWKTMZF9H1yVzntvMS3etxBZl5NHPTmXcjN5ttxf0aXzy8CY+fmATKUMc3LloJjnj43vVht6gv658Zwoh3qRrTRV+Agwc8Y3Lxnjqn7p0jtR84SIISZMQw38dHqc7+7uhDvSKm8G5CGHOhZgZhz1WhE4sMRAUYJRH25JDx3EMNL+FDNaHS4XGjYC2TYi88E6PiI5C8biJi2phxYKI+PZFpJSsnLeTF+5YSem6Fs64fChXPjgBR2zvNJffZcPS13fw7u/X0rrTy+zfDefse0ZitAyc1e7eKKpA9sGv+cHE9wLg/C6MJ4A+eJm9h/Q1Ipf/BlzlcPInCFPXV8v7jleOXnY1hJpQBr+AiJ7eQ5b+sFGiJqFt34Ba2H9yYkXUpPC+r3M5Iv5MROwIZO2XSEsUWOOwpFigUseituGs8eJq8OFIjvT27Su01Hl47OpFLP2kisJjknnqm9MZeWzv1ltvrnTz8mXL2PRlPWPOyuCWT2eQNiz64CdG6HEOJr5fALf9zzEBXAn8335eL4CHesCufols2xwOrJI6Yspz3RfeQB36tvPBkNhZOKNvtOgaCISqaiC5f0VwCmMymHPBtRTiz4TYEeEgPmcJImEIlg43fgFmc3g/u25tG0NmRqLg+wLz36/gL9csQlEE97w+g+PPy+nVYCYpJQteLuP13xRjjTZy8yfHM3p277q5I+zLwcT37f0FWAkhSg4UeCWEeLtHLOtnyIbFyBW3gCM3HFhl7f6MVphSEem/Q8SehjBEZqc9iWKrQClsPtpmdBnhmIh0rQw/iBkGQg1XukocgtoyDwCT2Y/RplIbEd+jTnOth7/dtJT571Uw5Ywsbnl+GvEpvdtub+fGdv5z8yo2fVHP1F/k8LO/ju93hTIGIt8rvocTuTzQop0PGUcuZJ6OGHFL9wKrdD+y6h6ImooSfzZK4oU9aGSEXUgR1q1+h31ceN831IowxCGj8pBtmxAJx4HndXQ9DoMpSGpRDNXL+t/kYqDg94Z47+lN/OfhdRiMCne+ejwnXpjXq6tdV7Of9+9dzzf/V0JCtp0b50xnzJnd6w8eoefou+1c+gFS8yG3PI8ouAxhS0MU3dW98YL16GXXg3czImpqD1kZYX9oPv1om3BYCMf4cFCFezXEnBh2PbduQMm5FA2QQqAadIZOVZj/f3UEfdqADaTpqyz+uJInf72E5loPp/+qgF/dP75X04d0XfLVM9v54L71aEGdc/80mlk3DR1Q6UMDgYOlGp0opfxqf08dxjkDCulrQC6/GTpKIeVYSJzYvfE869HLrgEJSv6/EfaiHrI0wv5QlMDRNuHwMA0CQwLStQoRcyIidiSycg7SFgeKijQYEKpOenwzAZek9It6hp0R2dvrDbyuIM/+dhmf/H0bE2dl8OinpzJoaPfiPgBCfo36De3Urm6ldm0b9RvbUY0KjmQL8UMc5B6fTM70JBRF0Frj4ZXLl7P+01qOuzSP8/48mpjU3nVzRzg0DiXaeX9C+n0RzQc6Z8Ag2zaGhRcQ0/6OiB3RvfGkRK+8F4zJKLnPRkpF9gKKtX9W7hFCgH0c0l0cPhA7HJAIVxlEpaN0aBDwoTRVET94GJs+qI6Iby+w4vNq/nLtYtoavNz4tymcddWww3YxB30am96vpvTLempXt1K/oR09JBECEvKjSBkZg5TQusPNtrm1fH3/RuKHOEg7IYn5r+/AYFG56aPpFJ0ecTH3ZQ4mvlcJIX68n+OxQogDNbCNBa7pnll9F+mtRy66HKLyEBOfQFgPv8KUlBK0DoQhBiXvGTDEIpTILLVXsBYiazYj0r1H25IuIxzjkTV/QeoBiBoCwgAdWxCxmZg6qgh2SLSmBgrPOYnif1aghfRe7f36Q6K23Mnf71nFV2+UMeb4VB6dewqZ+V1b7UopadziZNt/ayiZV8+OhY0EvRopo2LIGB/P+F/lkTYmltTRsZij9m2couuSBU9v4/M719H8UhmjZqbyi/9MwRHfe3nDEQ6Pg4lvMftPKToQu9KQBhxSSoQQ4SjmsfdD8rRuBlb5kDvuQPpLUYa+izD1QNnJCIeMdNvRpQ21P4qvfTxSBsCzAeEYh4zKRbZvQcRkYTBsJSRApZ3CczJZ+PhWKhc1kXt8pAxpT+Bq8OGq99Fa5eG/z29h2WfVmKONXP/gRH50y8gDrnaD3hCuej+ueh8Bd4iQT6OlzMXOFS3sWNxEa5kbg1kh+7gkZtwzguFnZZB0kPzb1hoPb/52NcveqCRvcjzp0WYqv20k2BGCiPj2eQ6a59vV6GUhxIBLRpUhD3L1veH+uzkXINJndm+8YAN62bXg3YrIfhAhIm0AexvprUDk9aOuRntjHQ7CjHQXIxzjwilH7VsRSeNQgq1ADCaTl8xjEnCkWtj0fnVEfA8Db1uApi0dNG5xUr2imZJ59d/pFlWAGVqg+LZNVP2jmuFnZ2CJMdK83UlzqQtXbVisfe3fLWeqGASpo2PJn5lK/ilpDD45BZP90GJg1/63hhd/sQShCC59aRLTLskj6AnxWO7HLHh0M2c9M6FHPoMIR46DpRrd3tUBD+ecvox07UCu+A14aiFjVvfH82wKV6ySGkr+a5HAqqOEwd6MktR/+vnujVBMYB+NdK8CLkdED0VWz0XkpQESYdAxmEOgaRSek8GGd6s59bExPyjXcyig4az14W0JYIkxEptt+962eJ5mP9UrWqha1syORU00bGjHVb/n7yMu107ujGQMo+18/dEOUoZEcdOL08gcHI23NUD9+nY2vldF8SvlBFwh4oc4SMyPIq0oFkeqFUeymahUK44UM6YoI6pJISrNgsHUtQhkZ5OfN24pZvG/Khh1ahpXvDqFqMTwKtfsMDLlhgLmP7iJGXeNICrNSsgfbihgiEQ69zkiqUYHQc7/OZjjEMe9ioge0v3xvJvAEI+S93wksOooEvD27711YR+HbH47HDcQMxRkCAzhG62OQDVodKzczPhL81j+fClbP66h8JzMo2x1z6Lrko5qDzXFrexc1UrzdiftVR7aKj24ar371PM12Q2kjYsjY1wcqkmhY6eXjlovzprwP78zXHjfEmske2oiE67II7EgiqRh0STkO1i3pIFnbllGTWkHF942movvHIOpU9AcKRaShkUf0S5SUkqWvFbB678pRtckl7wwieN+lYei7OvmnnJ9Pose38LCv2xl0JREPrhyBb62AI40Kwn5DtLHxFFwWhp5J6Z859wIvUtEfA9G3EjEhEcQxsPvjSqlBNdyRNRklITzkXFnhVcvEY4aCv1vr3dvhK0IWf9/ENgZFl+AQB2oJqRiRDHotM5fSe5to8iYGM+yZ0v6pPgGvSG8LQEUg4JQBYpBoJoUjFZ19/5pwBPaHfXbUuqiebuL5lInLaVuQr7whMOeZCapMJqEIQ7yTkwhNstGdKYVW7wJb2uQ2nVt1KxqYfOHO5ESotMtRKfbSB0VQ3S6lehMGxnj44kf4thHlErXNvP7875kzTe1jJiSzL2vn03eqN7t/LNtYSNv/m41ZcuamfSTQVz0xLgDpg9Z40xMvjafhY9tYdFftjL8rAwKTkujtcJN8zYnG96pYvGT20gY4mDCFYOJybSx5eOdNGxsx2BRUTp7CFuijOiapGlbB+4GP4NPTmHUTwYxZGYq9sTIfnJPEBHfgyAm/w2hHP7HJPUAsvJOZOsclKEfIGyFEeHtA6imfprnuwv7aACkZy1K3OlIWyZ0bAV7IkqUEelxESirAGDqDQW8ffFStn9eR/6s3vW2SClxN/ppLXPRXOqipcxNa5mLljIXLaUunLX7d/2b7Aai0i3omqR9hwddkwhFEDPIRsJgBznTkhh3SS4Jg6NIGxtLTJbte1N7CmZ3LaBR1yVvPbGBl+9eRVpeFPe/cxLHnjWoVytUBX0a/75xFd++WMqgMbH89vMZjDj54L+/qTcVUPZNPWMvzmXS1YP3sVlKScWCRpY9W8K8O9ehhyRJw6PJPjYRLaCjaxIk+J1BFKNgxHlZWGKMbPloJ2//fCkACUMcJA6Nxp5kJi7XTvaxiWROTsBk2/99UkpJa7mbigWNlH5RT/XyZoJeDS2oo4ckelBHC0ocKWaGn52Bnt+/vVKHSkR8D0K3hDfYjF5+HXjWI7IfRdgKe9CyCN1BWpLAq4C1n1a6MiaDMQ3cayHu9PDqt30rwp6EKeTF39QBnhYARv90ECteKmXONSu5csFJRKd3/eYW9IboqPHRUe2hY6cXX3vnalUR+NoDeFsCeJrD/3tbA3jbwv+7G/wEXHt6qVrjTcQPdhCf5yDnuCTi8xzYk8zomkRqEj0kCfk1XA1+nDVehCqIz3OQOTGelFExvbJ3ubOkg8evXsiab+s4/8YRXP6n8ZgsvXur3L64kX9csZyGlNjbLwAAIABJREFUUhcXPz2BE64ecshuYkeyhasX7z8oVAhB7vRkcqcnE/JreJoDRKVZDjqpmHHXCFor3OxY2EjVsmZay93Ub2xn43vVfHnvBlSjQtaUBLKnJSE1ibvJj7fZj7s5QOPmDjxNfgBSi2LJPzUNS4wRxaiEPR1GBdUoaClzs+rv5WASOOTAj0+IiO8RQvoq0EsvBd3XGVg19mibFGEvFPN4tJI1qKP6cf1jexHSsw4AETMMuf0VhO0UDN4KAgIsVhdS1xGKwo9emMhLM77mucnzmHFnIWMuzsFkN+Bp8dNe5SHo0fC2BMJ7oTVeOnZ69vrZi7dlX0+BEOzeUzVaVawJJmzxJqzxZqxxJmKzbVjjTNgSzcTnOogfbCcuz4G1Dxf0D/hCvPPURl794xriUqw8MvcUJpzcu4UqOhp8zPnDBr5+fjvZ4+K5Z/ksskbH7fOakE8j0B7AHG9GNR6+SBnMapcmYnE5duJy7Iz5ec7uY7qmU7++nfL5jZR9Wc/KF0sxWFXsiWZsCWZiMqzkTEskc1ICWcckHLTF5bG/Gcr/nfwVI1stVC9vJufYpMO9vD5PRHyPFMZEhK0IkfE7hClSaaavEaophbT+uerdhbAVIWv/ipTB8MpX84DFBKFwCpXREqB1/hriTxhHwpAorll6Mh/9upiPrl/FZ3esw55kprXM9Z1G4/ZkM9EZVqLTbQyakkh0pjW8L5phCx/PsGKJMSJ1ia7JLkfs9jV0XTLvtRJe+UMxTdUezv11IZfeNw6ro/dSAIM+jbmPbWbuI5tBwAUPjWHWzUP3iVAPekKsemwt61/aSsgTQjUrZByXxtgbRpI+tXf7Au9CURXSxsSRNiaOqTcUdHu8uGw7o27N5/Ori3njJ4u5ccPsPj1h6w4R8e1BpB5AVv8JkXI5wjwIkfvXo21ShAOg2KtRC1uPthndQthHI6UfvNt2B10JQxC8LWgyHtWg0/DmJ8SfMA6A6AwbP3tvGi1lLla/WkHAFSS5MIak4dGY7AbMMcYupb8IVaD0b92lcaebh381n+Kvapl2TjYPfzye7OGxvWpD5ZpWnvvpIhpLXZx4bT5n3jVyd/rQbjvXNPPF1QtwVrsZfeUwUiYk0V7mZOtbpcw56zPG3jCCyXeP6/E9ad3rQqvcjLDYEY5YEAroGrqzFb25Bulzo0QnoGYNQ43rmVxyxaiwVfiJbTay7LkSTrhjYG7XHVB8hRDRUsqO3jSmPyM1F3rZdeBeiYg5EcyDjrZJEb4HORDmndYRgIp0r0UkXgiKCaHqoAUxZg5CL9mB6qr5zmnxeQ5Oum9k79vbh5BS8u27Ffz1+sUYjAoPfzKLibN6Nxo8FNT57PEtfPCH9aQNjebeVaeSNWpf4dc1nTVPb2TFg2uIHx7L+V+eTlxOWJjFaYMouraQ1X/bwLI/rkYxqUy6fUy3bJK6jt5UTWjHZoLbVxHavhr00AFeLcBogmB4P9c4YirWUy5FiUnslg0AASEp+nk2S57cxtQbCw4YzNWf+c4VCSFigC+BcUIICTwspfz9Xs/9GLhVSpnfq5b2YWSwEb30cvBXogz+OyLqmKNtUoSDoPkOdEPpPwjVBtZ88KxDiIuQ1hSQ4ehhc/5wtOoSTBbf7tKoEcI0VLl48oYlLPm4imPPGsQtzx9LbFLvRtiWLm3iH1ctZ+fGDmb+uoDzHhiNybrndix1SdnHlax4eA2t29oZc20h4y4UBJY8Sfvr60DqiNgUzBNmMfbq2Wg+jZWPriN3dhZJRQldskX6vQTWfE2wdA1a5Wak1xXe1I9KIiSi0b0dSIwIeyzCYEYqCtLrRXe2gQRNj8eaGQ9l6wk+cwPWUy7FNO7kbv/NTbmhgOKXyyn5vK5Ppsl1l/1NJ14AHgS+AAYDPxZCfCalPEVK2Q68KIToSr3no44QYle96fGEJxNlncfP3+tlZVLK4q6OLaWGXvJLCLWHWwFGIpr7Baraz1ONOhG2IqR7ZfiBNQ10JwBqRjYAZrufxkXbSJ429GiZ2GfoaPHz+iPreP+ZTThiTdz7xgymn5vTqxOThlInc/64gSX/qiCrKJa7l84kd8IesXTtdFO9oI51z2+ieUMreSfZOOk6HVP1M3jfaEMLCaQuEKpANNfj/eJf+Ba8y4jJZ1I+1MKS+1Zx5nszD+ma9I5m/Cs/I7B8LgSdqEmJqHEmpNUEgQ4MxhJsyRrs9ibv5UXZKwZMohAKNOGqsmDOzMT74bOEStdgO+fXCNPh9zFOHBpFdKaVivmNXRbfioWN4QjsyV2biPQm+xPflVLKdzt/LgaKhRCxQojngNs6XdHf11KwTyGEGEf4moqFECcTbhQxc1cNainlO52ve5jw9R4y4RWFipJ2M1iHIcxHrsJNhJ5FWAeIG8s+GprfQmpOsKZCRwkAIuQlaEzHYK2n5u2vf/Diu+ijSh69YgEBr8YFN43gJ7eMwhHbtWIRHTuclH9ShbMqXN/ZnmYjdXIyKRMSv7d0JYTvFQv+bxNLnvyK1BQvN9wXw6B8N6HVr1G9QMdZE6C90ou3WUPTFAqH66TPbkTx1CO3CgJeFWFWsCW1Y7Ds8dpoQYWQx0dw6X84eZaN9YsG07x2FIlj9p/XrLvaCJWtJbhxMaHSpahWDXOcQJFOoA2pCXSjA+IyCSmJtJZpuLa7sGTGYsuNxRjnQLWbkZgIeQVIHbPDg9G5ijjTdrwtboL2YbB1Je63H8P+0zsQhxAYIHVJ/cpGNL8eLkpEOC0q57gkyuc3HOJvKMyiJ7Yy97drOOOpcWRNTkAP9s3AykO6A0kp24BrhBC/FUK8e9AT+hZ5wEzgKmAlsHfF8TuEEMVAC1B6qANKKZF1T4HmQmTeiYjtXqOFCL2PiJqIXrYFJc95tE3pFsJWhESCZ31YfBsWgTUO6W7EOmEKocXvQn3F0TbzqOF1B3nh9hXMeX4Lx5yWxS3PH0tCmq1LY3RUuljx4Bq2vVMWrsmc5UAoAme1m5AnRNQgB+NuHsXwnw/5zopT6jq1//2G5o/nMCKxiqKLQiiqhi4FshSMEoxSYI9RSBvd2a9Z6qAY0b06mg7CpGJLb8NgDtJanUQgcSYiLgPPiiVE27cTk9GM2exF19yMn9VKaO71+J0/RskcGh4r4EGv245WsgTZVokwaBjMYEwMIqWCv9VCyFyEkn88AZcFz5YKPAsqkAEfjjHDiP/xUPw7amldW0awqQwZClcVE8awfMhgCENsKpk/noxFfRuTbw3uQDZsK8b35X+wzrz4ez9ff0eAuRd9Re3SsMiasx2YOj/G3OnJrH+jEl97AEvMwaOeG7d08Nltaznm+nwmXTMELaRT/LftxCDQddmnSmruT3y/EEJcAdwKXCClXLPrCSnlY0KI8wi3DuwxOleh5wMJUsrb9vP8rUAZEN9pxwuHOnbnyvadzocTCAswUsqyTvd5KfCClPKqQxpPDyArf49s/RCRdlNkP62fojV5kdEDIIXBMhgUezjoypqK9DcjogugrRJL/tm4l76L1dS/o7oPl+WfVfPEdYtpqfNy/V8m86PrC7v0XW3e3MraZzex/e0yTDEmpj0wkWE/HYKxMwVJD+nUrWhkw0tb+PbmJZR9WMEJf52KLclA0/y1dCz4Fpu3mOiENmIKNAyWIELZ4zSUEqSuIBSd7zNLC6q01cTT7JxCwf1XYop3hM//5Wk0fbuZTY+9QXzaTuKymrDEujA5mmHjc8iNe8YQhG/2Mi4KaUkn0A6eMjeaKQPDkPG0LtxCaOECFIsJ2/A8ki+cTdT4QtTYGHw7W0k4bTpCVZC6jubyIBQFxW4FKfGV76T+3x9T8cJG0i+7EbvrA6IM2/E6s/AvfA81JRvT6On7vbaQT+O/F35Jy+Y2Zv/7RFSTwn8v+YYT7Cohb4ic45OQEnYsamLoaekH/Z3Nu2s9UelWTnm4CEURSAHJY2Jp2+7i09+uYfbjY/rM/fo74iulXC2EKCO8B7pmP8+/K4QY3FMGdLqCYwnvL+/v+YeBFXu7h4UQ5+963EWuAi7Y63Es4X3gF4UQD+9P+PdGhlrRy38N7tWI7MdQ4s86DBMi9AWEvgMlp/1om9FthFDBNhLpWYdwhAu5iNhkZEM56tRcAKwOL/6OAOaBMNk4BMo3tvL3u1ex+KNKxhyfyiP/PYWsgoM3uJe6pGVrG2UfVVI6p4LWre1Yky1MvmscIy4pwOgwone0ENxWju5qRXqcxAV8HHdhkKKxNTg3LcT11Ivo0W7sJg1HfAiDOYSUEHDb6WhMxl1jxO+0ogUNSF0hLIsSxQTGGAMGuwHN40b3BAjpUTgbDPi8DvJumM3I88fvY68QgqQTCokZdSurL3sGd1M09ng/JosTy/gRRI/MRqhGpGKkcZtC87dbcARKMKoBgmocau5xeErq0LespMWZQKNrMEHFga1RI2pDHabXtqHVN4CUWNJiSTt3IkkzCjGnxOxtBNbBWWTfdRW1L71Hzd/nkXbFz7CrH2CVa/CZC/DMeQYlIQ1Dxr4xulJK5v9uKQ1rmjl7zimkTgwX1Ei9ajihx9ex9tlNTLy1CEUVtJZ/t/3n3gsfKSXNqysRm5dwyoWJ+LduwzB6GEIIBp2YwvK3Kln85DYyJyUw+sK+kYmyX7dzZ2DVlwc6SUpZ3lMGSCm/ABBCTCQshv/Llf8jivOA2+hczXauivdH8a6xO193JXBFpwt91+N3OoOvxgshVh3U1rpnwLsNZcg/EI6Jh3B1EfoqisWFiOr/Ec8AwjYa2fI+MilcaEE4otC3VyEsNrSQAaM1wI7Pyyk4f2Du+7p2utn2Thk7F9ZRtaYFV5OPOKPCxePiyRoSRcfiejxxJmz/E9Hsbw/QUNxE/cpG6lY20rCqCX9bAIPdQM4pmUy+cyxZJ2ZgsKiEqrbifOs1tKp1KEYtvFpVJUIBoUiiVZ3YkXtWtromCHRYcTam0VEVRcBjQYlPJqSZ0UwCNdqIYjGimg0oKghVApKQHiLg89NW1ULQr2IrzOOYx87DFHPgaGxTgoOxL1/PigseB9GKz2RALtuKf+NOgn6VoNOP2ewjWiq4jPn4nEaU9gbM9evo6LDREigkJlkhSTaCrxK8IHcKnH4zba1xBIJG8lJVKp7/kvJn5mHNTsSWnYhqMWJOjiZuSj7Ro7JIu+I8hCKoffED0q85F2tbNaZQCYHofNxvPEzUNU+g2PY0qFn/4ha2vl7KjL9N3S28AKZ0O9sCEuPTGxn1q6E40ix07NzTCEVKSeO/P8C98Gsc5/6MpFmTqfjNPaiuaqZNA1qh5elvcRUdQ+r1YYemGzj23Ew+un4VeScmH7TSVm9wyFEnQogTpZRfHUlj9vOe4/ZzuAU4edcDKeUjhzDOycAXUso2IcTJe4vyXrx5gHOJdih0uHRsFkFyvEpFzaR9XiP/t0RQhD5P0Nt71YuONMJehGx4EdTOQBWzCXQN2VaFZoxH1VpomLN4wIlv6/Z21jy9kW1vloIqaBWCFleIYVOSGTI6Hn+Ln7aSDkreq2DBbcvImpFOUlE8rhoPDauaaN0W9nyYoo2kjE9k5OXDSJ2YRPrUFAydAXm6uwP3B68SWvc5Brsfc4p/9/trQRU9qKKFFDSPmYAvDnebGW+7FVVY0DwSrNEEfBZc9SFks0TTNXQNFDWEUL0oQob3ZTUNqWkIJLou0E2xDH/gbFKPzzukz8IUbyfr6jPY+fx7RMe6qNqZQ+K4dHauqiahMA77uAy05lbE8s3YLSaiZhWhxWfD9mZC36zFqDlIPHM0joJUHPmpWLMTEaqCs8rN1jdKWfX4OpJHjWLMpamEahvwN7QTbHXTsqyUqtcWETM2m2F/OJ/Uy85FDwSpeeEDsm/9DYYV92LwVxL0x+L98FlsP7kVIQSlH+1g8V0rGXXlMIb99LutWrf6dYYHdco+3kF0hpWOmj3iW/PXl9A2LUboCs2friBp1mSMmZm0LenA57ag2OxYDE0EFtaTdHlw93lnPjOeknl1mKMP/N3vTZd0V0I+ZwK9Kr6E93hb/udYW1cG6BTwt4GWzg+2jLAQvyCEuLUz4CqPcGrVd3j1TymcMtXOpJ9VsqM2REXNwFgt/dBR8B/8Rf0FW7hghghWIFULmMJRvPrmT7DkJKGVNqI2lfbJ+ARd0/E0+Ah0Nmow2FTsqTbEAQJj/B0Bqr7cyfZ3y6n4tBprkgXDlFTe+3wnSXlR3PXxCQwZs296ibfJR+mcCkrer2Dzv0qwJllInZxM0bWFpExMIi4/5jvvJ3WdwOqv8H7+EgZjG5YkH3pQpXbTIFyuXIIyGs0vCLU6IRRAUXSEkGiKii3RSsAn8TYHCAUNBIIqXq8dx7AM4otSMUaZCLqDhJwBQp4AIW8Ig82IMdqMwWYgriiVtONzUffTzEG2bkRWvB3uYKWYIDofkTgBEsaTdf5YSp/9BoNbEmNvo2VJgPgMKxbppHXuYtRoB0k/O5OAz0TT/K04N36JYjKQdfEUHNkBtI4aFOc2PCvdeFd4INCGEqpneKab4S+mUbVMpWm+IHZoKrnnJmNLBJQEnNV5bHmylHW//idFT19C+pUX4K+up/YfX5N93d2Ir+9BqlEENy/F9fUnbFiQxrrnNpF35iCm3j/hO9cIEJCQfmwKpXN2EJ1mx9kpvp6t5YQ2LiEUMuFMmYkSnUDr+no2t06hdkcMpz0zlfqvtxJw+onOiaV9wUpiN64AknAkWxjzs5wu/40eKboivkfjW7s/N3QLgBAidpcL+fvozN2NO8BzB101X3RGOiLjNsp3nh/eX4swIFDNA2gSZUwLB115t4JqRQgJtgT0De9isSbgUSQxMa00rW0haczRz3v0t/nZ8Mo2SudU0LK5Dant6zkyOoxkz8xgyLm5pIxLxLnTTc2iOqq+rqF2cT16SJIwIo7MSwp4/7OdVM6t5oKbRvLLe8Zi2U8lJGuihZGXDWPkZcMOapuUkuC2lfi//ieKazvWmABSQnNpKqFhvyDz0Zmo5vDKKejT+PbFUj68dzWD4zoYnulD8bpwt0m0oEIwZMNekEH2acPIPCkWs9yIdK0Dbx0E2kAPgBYAqYHRAcbo8D9TDKLKihRGMNjBFA2+RmTNF9CyOpzPnTQpfG7TSuSOzgQURy6jf5VOw3wfWFNIHefAkmjFYLeixuTQsbWGpk/eRDXpJBfEMeR0iarvxKC9h+rRwmpggFDAQMhvIhiyEgzG01IXg8lSR97EYLiIS6gYvRq8O0yYbAGi1ABjL41ix7cFLP2Fji95JMH6dAYZl7D8vk0k50whJ3cx7f5BmL98hR1zTmLczVMZ95vRKIYDp2jlnpHNotuXk3pWAY1bw1kJdU89h0GRVJZnEu9fQkxCE+6XdPKCKjEnnsjWF1djbF7N4MKNVM7NQstJJN67nSnDwr97vzPIh9etYuIVg8k57rtNGw7Fi9lTE9iuiO/R8K220RnhvBe92slaGfoewpLTm28ZoReQlkHQvhFiggd/cR9HCAHWAvBtB4MVqflQhpyErFmDbNoGSgz2mPC+6NEUX0+Dl3XPb2LDy9vQAhp5pw+i8OJ87Gk2zHFmZEgScAVpWtdM6ZwdlLxfsftc1aKSNjmZKfdPwDg4mufuX82GJzcxaloKz716AvljD++69FAAWbMJrWoNet0WZMNWhN6GWZXoVoGzNo66ugkMvv8arGl75vCbvqrjpUuW0bbTw9Rf5PKTR8fiSDDRXFxL88odxGT5iR/ixOBdB01vQPGO8A3UkhROCTPFgSk2vHoVCgTd4G8BVzkEOpCat1OcO/sdCxUSxiEmPAKpM/ZpdSq9DdC8Ctm8kpjgcuLOrP7uhUqIKQA6ex9IXeBujKa9LoaAciLxJ55O1IiRYInCpJrYOzQv5A6w9oH5LHlxM+kzBzPyjuk0bWxnx2dVVH1ZhVkpZ+TJayiYsYr43ErWzwtCynjcnjxi/NspLZtOUsJm4tJrcLdnMfvKLURffRniIB2Zsk5MR+oSVYZ2r3xtY8bi3FJF/gkt2JSdVNcOwmwyE1Jg2AXDMWQMw2iaSnD5x+SqH9JQ40PTFGZN2Ya/thFjSiJbP64hIT9qv+Lbm/T1SgMtfHf1Gwu7c4+POBHhHZgINR+tclH/bim4F8KSH043Uq2geTFMvRHprCP47wsRqobZ5mf7u2Ucc+/4brWh24W32Ufdsgbqi5twVblx13oAUK0qljgz9lQbtlQrpigjngYf9SsaqfqmBsWoMOKSAoquKcSeuv9829zZWUy4tYjWre20lbRjTbSQPDYRxaQw95Xt/O1HX5CUZeeBD2cy+dRMhBD4W700Lq2mY1szgXYfigHMRhfWKC8xWRoWhw+8rciAExFwId314G1ASO/uNB+hgx40EnDZcTdG0VSVRuKF5zPi/im7VztBv8aHfyhmycurKJph4oxb0olPbkA2vYKsKCPeWUZ8+g4IhWALYM+CxImIYVdDwgSEpWt1j6UehKALDDaEuv+iIMKaDJmzEZmzUYpg6dWvYXRtxWzTUB1WpGLE06jTUqpjSUslekQmxhg75jgHCWdnkF6Y9L2rOYPdxPg/n0zqcdmsvvdrvjrr3+RdNIqx1w7nuEcmE2gPewcIrCRa/p4pP3sDb2IWUVMuY/uvH2BkYQvRFz9G6N0rsET50NrdeD58Btt5N+/zvt561z7+VXu67f/ZO+/wqKr0j3/OvXdaZtJ7T+i9d1AQQRDsiH3tyuraVsVV1+7qqutv1bWLvawF7KgoSFGa0nsPIQnpPZk+c8/vjxsISAIhQGB1Ps8zD5OZc889M8zM977veYuR1uUL4Knx43MGSLruYpIA3VWH9LqIiW6qm1M4ptOvQk1IJ+GrFyl29iasdheFTzxD9nOPkzoght3Lfrub2fac0OLbUJXqtyIbQzP7syFCtJRgyXbI/t+3evdi7QSVnyPV3ix9bzPLd/3MLR+NAHscSp0P1RzA7Ctn9Qsb6P/XngedKugNEvQF0f06QjFKGTqL3ZStqqBoaQlFS0v3BivZEqxEZoVjTw5DCEHAE6Auv57iX8twFrvQfTomh4m4HtEM/ntfulzSAWv0oStLCSGI6RJFTBfj2rtst5P/3LKERV/lcfqVHbnp2SHY7Cb8dV42Pf8LBV+uIDahkLSuRThiqjBZfChaECF1RP4+E0tAKsigRsBnxe+yE3AqBFwaQa+JgM+Mu96G2mkAXd+ejCnciDKWUpI/dzZVS97jzAEbOXdIQ9WkQpCFgCkSwttBTB9E5iTjfng7hPXIrCuhmMDS5K5Zs6SdOYhld1aRclp7CmftQDGrxA1MpceDPUge067VbtPU8R2JHZDKlleWkfPBWra+toKYPklknt+djLM6o5iGw7jP8Ey/Bkfd4+gFFpL+dCa7X/iQ6LFDMXU+D/PWGbgtQ/Cv+5n6ukrMvUYhwsLZObOEjW/vQjVrKOMbYhiEILpzJME6oxRs3n1PEnA7Sb7uEqpdCcZ+9eCm11q1tRo1fgjm/luxrCukJjecyJgi3DtzSRsUw/I3co57DMQJLb4NfPKbvN6xGCUiQ4RoNWp4IWq730/TLmHriJR+/EEdFQ+rpxcQfE9HSeqJ5lyBWhOkY98aVjy9htQRSXtTO3Z8tYvcWfk4i104i9w4i1z465u/KIlsH0HykAT63NKDlCEJhGc6mv0Bk1Ki+3RUS+tjJXzeIF+9spm3H16JxabywH9HMWqyEQFcNG8n6/4xh6wOyxh18U5Uix8hQA8oBL0a3jobfpeZgNtE0KehBzRkUEEIgZQQDKjoQQU9aEQsez0W1MQMMh44j4ieRi6o9Fbi2fwlng0fk+YowZYWR33ctUR37gGWOEMYTZEIrW0bMxyM5DHtyDyvG1XrSuh2yxA6Xt0P5Sj1XLbGhdH7vpF0v2MYRT/mkPfFZlbd9yPb31rJ4OcnEp4di2XCO1S/9yeixKNEjHyLys5ZFL/5Oe3+dRv+3DkoZWvRO05E1mzD/dWLACQCkRe1Y1fZKRR+vYYIzUgFiu4UScmKcoQIYqrbQWRsPbVfvMV30/oi0+O4Ydn4A9Y4/69L2PTeNoQq6HPTQOrNGvVbfiQruwhtVQlpA9NY8M9NVOe5iM60H5X3pTUc94CrhmjkCzEqXO0pqvHxniYHUsopDVHJ52NEJe9oZYGNECH24vcf/zy/o4rVECSf34fFYnxVd/xaQYfk3ig7FqBoEUSEFRPfuy8zJ8/hjE9OxVXq5odrFhDbLZrIduHEdI7CnhyGLc6KalWNYBgp0QMSW5yFmK7RhCW0XGSEEC0SXikl6BKxT31kKSVzP8rh9ftXUJpXz+lXdeL6fw4kIsaCp9zF2scW4Fm7mKGnr8Bsd6H7VWrz43B50lFSuqHFJ6DFJ6CYTejFVXjzy3HnleArK0cEPEihotjCUCMjMCfHETM0i6iuFkxqBbi+R1+Rg6zdAbXb0YKCHRs6o7SbQp8rzkLRTuzAS9Wi0e+xU4/pOTSbifQzOpN+RmeqN5SybOr3LLh4Bie9ey6RneLwJtyOq+xh7Ev/SvLl/yLn729TPW8FkSP+jJj3BBUrFkJkOxRrbzy5eZisfmxRO+kxrgeFS8ycFGdYu9GdItnxRS6pyVVo5gAmq5+l38XhDmp0OTmB4mVlrPz3Wsa9PWrvZ23AXb1JHZFE1bYaVjy9lrhT0qhXA6QrIBRBUrsg4//VG3PY8f1/PBzxbXHt48OhQWRXYhTOaG7MIaOSQ4Q4HMSeQJbfC4pRvMDr0bFYDZfo8i/y6fT3vgh0FLMfm72GCf8ZzbeXzuWrc38g6NXJPiODcW+ObDa151hRsbKQ3OkbKF9eiKuwDnSJKcKCJdZGRPdEFm/18fW3JQw7M5PHvxxLdvdo3MX1bH5pNWXfzqHLwJVETKoAKajbHYM7ZgJpj1yFaEYYpe4HTxm4S5DuEnDmQ912qN8Irt3gc8KahqhSUwR+UwYdm70AAAAgAElEQVTrF0Wzdsk44gefzsi/Dj6gwX0Ig6juCZz8wfksvPJzlkz5mpEfTibpnGGsvmokPS/8EUvZ/xE5cjSlH31H+LN3QVQGMYNt1LuzcBfWUpSbRNa5HfFt+x6x/BssJ19Hu2+34syrJqZzFAF3kM49S9FsPgJ+FZHdj4oV1XQcn4JqUsibW8jqFzeQcWoqEZkOHMlhdJxkVHdTLSpr3thCeEIN2T13UvXV6wSzOzLi/qnH+V07DPGVUk47lgsJEaItUZTf0X4vgGJY8j6Pjtnix4fO1iXlENUPwuJQ6pxYwrxUrS1k4kdjWHTfMhL6xhnNANpQeL1VbtY/tZC8LzZjz4gkeVQGkSluNFmKdNdRU1BGzfZVDJUaQybZSR7sQ5u7gZ3/zcWm5JERX0O7MwLoQYGn0kFFXjoJt9xBXA+jUIP0VUP1RqjPRdblGNHD9bvA+5vAOlM4hHeA6B6I1PFgT4OwNHRLMnNeLubzB9fhiLMw5YOhdBx2fKNi/xewRNsY9upZLLh4OounfMXJ708ifuKpbJxRS8+LF5I0OJ1ty3RK351J8oSrCcx+iOhxl7HxoTKCkSloqan4KrqBbxXxqSXk6lA4ewep440Uofj4ajRLgKK8RIKaFdWkkDE8DnOYRq/ru7L86bWsem492WdkcOqLI/auq99tPagxmfn4DjdjRhcQFlmPN3cLhSvLKdlQT98/ZR2nd+wY7PkKIa6VUr5+tOcNEeJoImw20IEjD/w9IRBCAcWGLdKEGuvFHG0iPXUDFPhR0vqh1v6EZvGz8+3ZJJ18Pac8N+yonFcGdXy1XjSbqcmiEHvH6ZL8rzaz7qmF6P4AQ6+vIFx8j2Z2IrwNWYwqJGQCmQcer6coSL9K0KtRX2mnvigSmTaQrOenIILl6JtfhOKfoXYrIEExgT0DHNmQ2Q9hSwZrAtgSjX9NEQfsVecsq+CdKUvIX1PNqCkdOP/x3oRF/THqYR8NbEkOhr16Fj9dNoOlN3/L4H+fxu4Pl1BRegZx8nNSL/0z+dOWEdb1QhxZw/HPeZxwXwfis+oRK6tQXGYCikJy/S/Md3Un9ocddLzSKHJYXe0g2mknkDyA6MgYup1rwtyQ0z3grt7oQSOwr9f1XfdbkxACxayiBFVyd/cmK34xQa9GwfuzmfW6md6XZByyHeSxolXiK4TIAvrRdM7tFCAkviFOaNTIYQS3bEbt+jvq+KPYiEwOQyhuIns7GDZqDXL9F4h2d6Nu/QHNYsFatwFvlRtLdOsChHR/kMpVxRQvyKVsaT41WyuQAcPNrVo1rIkO7OkR2FMjCEuLwBJjw7W7loJZ26nPqaLTWYLs1G/RzC6CXg1PpR2fy0LAbUIGFSSgKKAoOqhBhKIi0ZA+HT2gEPBp+P124q69gohOArn2XmTRPFCtkDQS0e4iiOkDYWn75cIejNKcej6+cxWrviwgrWcUf180lvZDDi8lKIRBRKdYBj8/kcXXfcnmV1eSMnkQWz9YSMyDg3C4ZxA95hIKX5tO4iVjUaq3023kOqQucNVGEJ1Qhq/OglpfyC5PDzpsKsNX5UIogqXLe8PYP3HS1P3FVXpq0TzFDLvVgSzfhlz3A8HIVNR+l+03TgdWfhdP5uUqmtVPpHcrPmcXyjbXkdj90E03jgWHLb5CiKkYAptD06UeW1aMNESI44g/vxjifidm7x6UMKp2u4iQldz+LxOxlSZw1yHCVBAqitVHdFIFW99YQc87Dddc0BfEtbsWGZRIXUcGJDKoowd0pN5w369Tu62CihWFlP+6G3+tF3O0lcQRmaSf1ZmweEHQ7cVX68VTUo+rqI7a9WUUz65F9wSwRCpkDldIOXMlZgrQ/QrVuXHUWoczbWYEqzYqnDWlK5fe15twO7jXbaLmp6V4t21D6DVolgBqmI4lQyWmsxWzrRQq/oJcHAB7BqLnVEg/E6EdfuTqLx/v4p0pywiLMnH5ywMZcVU7tKOQB/1HJn5wGl1vHsKGZxYz4o2zULSl7N5wKumZG0gatB3UoZS89z2QgojvQ+VmN90evwxhXotl+QvoXhOO6GrAQe3WCsIi/XRK34Z/nc6690wk9IvfK5j6jnkEf37GOLFQEDHZYI0AQAa8UF8GgE8XdL+2Jz9/WUavXptQFUO6Cn6t+N8RXwAp5YGVsBsQQjzR+uWECNE2CEseSuffkdULoNgoz60jemAlqfyF8sJu2KKB0p8Qaf1Qveuxhrsp/vRnOvypD5bYMBZcNJ2aTWWHntqsEt0zgXaX9CCxUzWmwh9R679EczoR7n2K30U13LoeOIceUHBVhlNTksnymHN4+7mdjBlbzt3P2Yi0/wA73gFPKXZ/Pfbu9dDF9dtFgL09RPZEZE2GyM4Q3dNwuR8mtWUePrpjFUvez2XApHSumjaoTVzMUgbAXwKBSpCBhpsELRK0WNCiEOJg7nsfOFch6xaD7gFLBsLeC6ydEcqJ4yLvcGUfCr7bytonFtHunAEUfLaMlOduRN3+L5LPv4Cauhi2v7+e5DAT4d2TiB7aEfRs3EteQwvzMqhTCeruKGq3V5KSVk6vQZtw1efy7d8l3c71Ezu5GnX4LSjZJyHiOoEQiOgMhKmxcEtw2Zvo2+Zgkn8HoO/NPXjn5Q0URtRiibSR1DuKle/k0veKbJQ2DjiE1olvzsGelFLe3cq1hAjRZgjVjzDrx3sZRxfFhhCNDSOEqAehQfF8lMw7UPOXo9lMZHXKZfOLvxLRKZaaTWUMeOo0bEl2hPAjpBtFelAUP4ruRUg30lODKN2ALFuAJstQdulGnqxuwlNlJ+hTEQ19aVGkkZMo5N7kRKkLAm4znho73vTBfFXmZUjsi3z2Vj6qEoTaCAikGGUXYweCORyhhRt1jU120BzGXq0jyyg6cQToumThWzl88rfVSF1y1bRBnHR16wtPHAyp+8CzBelcDc41SNda8OZhOEGbQ4AWZUSvK1ZQwxHmZFCjkL4CqF8GuhPUKFAjwLcbSRAUG9j7IRwDEdYOYMkC1Q7CZNxkEPSGixk1ClQbBGogUI70bAf3dtDrjXHoxkWB7kUGqyHoQphTjHQ2LQYUBwgB0o9QHGDvhTAl7PcqFJNK30dPZf4Fn+D2GDnTuxcmkNGxHXLj8+R+OZTEAQm4N2+l4wtXGO+/aiIYMwxzzXx6ZpWTbxlC3fYKIiLqUExBasojwSTp0+EzZHVH0IOIsBhEWNMVh9We56Nv+Z6OchpCjMASaSZzXDpRwWVIexinXd2F7fMq0f06yhHkoreWYxFw1eatB0OEOFwCnhOru8/RQGJD0RrL5lnD6iB5NBT+gIi0ISJTMXuLiU4pZ+Pnq5FYGHnpPOz5n0GB5GD6I4MC3a/i81jx1dhwORMxd+yFbXBXzNFRBMrK8ZeUEqgoJ1BZhV5Xg/S7UU0eNHsQLS2Kolgz0ZbPue2ycrxqJlqXWyFhGDiOjfj9ljXf7Oarf2wg55cKhlyayUVP9yUy8fD3vqXug2BNw80JwXpkoBx8heArQPp2N9zfDdIPaGDrgggfDvFXGkKmxTQKo6BBCCuQgUrwlxsCq7shUIP0FUJgI5gSEYnXIsJPgrDuCKEidTe4NiCdK5F1S5El05D6gY3nD0mD1Q2qUWsa1fA0qNEIUyLSuwtqFxived/3Ys8dxyCUlDsQ9r57n4vunkDHq/qy9c3VdDq/K7tnLCP5uSsxbXuAMEcisjKB6CEdiOzdGGFn6nkaYvF8EhJrqA6LpnZ7JfH2ehRFUl8TTvf+qzFr9Wgn3YZQDy5fwhGPNuY+ImdO5YwJNuBShj7YH/eb/0XWrcEU7Eun/xt3+O/VUeKwxVdK+akQYjTG3u7yJob8jbZvPRgixGGhCN/xXsJRR9ctKJoOQQGqxBLuQUT3QNbvhOK5aKP+hvzyFmxx9XQZkIuanokjrhJfrZWAx4zUBTKooAcVpI5RhlEafWsDXis4UrD160/k2FHEmqqgai2y+mdwFYK9HjLckOqGgBuCDbd9sLrMVAV7EOh7H9a0k9ustJ/PHeC/t65kwes7aD80jjt/OIXuY5JafLyUEjzbkNXfIatnGw0smuozo0aCOQXMqYiIUca/YT0MoVRaVtTlcN8RodjAMQDhGACJ1xtrDZQaFrbuNsRf9xmNGRTDJSuD1aC7EWokaNFgaY8wtaxfjZS6cWEgGyLKA1WG6Je9jb71QkTiDYjkm/e6zrveMoTSxXnk/1xFZJiZTS9U0H5ABN0nbmXzdBvZT1603/zmboPwLlDRbD7CwwVFcyrJ7GtcTLicYfQdtZjywDDSItNatF4lbQAFnMGE079Gr9hBRGZ7vMkdUAK/UDNvEbFnj2PRs1uwODQGXNu+pW/7UaE1AVeTMPrjNud+zj6iFYUI0QaotkbX329b2v2vEtCtqKYgBAzx1Wx+0OyI1HHILdMQve9HHXEbYuEzJLbbiWrdhh5Q0If8nbBORrsbYRKIYD16fTF6XQm4yzGFC4Rwga8K6r+Bpf9ndN1BQHi2kdJjjTNcmarNKLWo2nB7rXz2Rjk/fuGk92m9uebxk8mIadvKYjuXV/DmNb9QvLWOy18eyKjr2zcp+lL6DYvTXwL+EqSvpPG+czX48kCxIyLHQPxlCC3OcPuqDsO9q8UiVEebvramEEKAKdG4NTfmiOZXQA1vfMBsQ8Seh4w5G1nyKrLoP0jnSpSsfyNM8ahmlcH/mcBPl35KTZUFX2UexVo27U5ZS/bVl2LvsP86FU3DXRdBWHgNNq2GoDuAogbRdYHqCOKIdFFmGX5Yay4QE/n+bRc33GBIU3lJHMmajqgvBaBwZRW7FpXT/5q28cDsoTVu57FSymYjHIQQrxzBekKEaBM8ejtk2UZEvJdg4PchvlZHBOk9HYgd9bz84aX8+ZL3jWISiSfB5lcg/0u0Hn+ifv4H2GJLEQr4pBmHeB3WVxniGqgHfpP+XG4xahiboyEsBdHpWojqBlE9EKamBeenz3J59qbFBAMR3PzsOMZc0rZWhbvWz2f3r+XHF7eR2t3Bg0v6ktqhGlk1E+kvAl8h0l8Ce0Q2UM5+1qwwgRYP5kRE+GBE5N8hfGiLLdg/GkKoiKQbkfa+6Ll3oG8+G6Xdywh7b+xpkZz07nnseG8NvrJqSO+OVLaQ3C+3yblqPGk4YqpQnXmAmXWFZ7Pj02r6/20A2gWX0ym6iUTwgyCFxrLlHbhRKMiAlzp3IskWMFud6P4AfS7LYs0HuyhcUUXqgLbrWNsa8Z19iOebLRMZIsSJQsEaM0lhDtR4Ly3on/2/gWoDabjTuw6yI6QwLF9rPDJ5NHLndMichHnyk+gzrsZTF42jaxGIVEgehTBHgyXGEFlLNJhjjH9VW4stgrzN1bx+/woWfrGLoWekc/tLw4lNbrp14NFG+ksJ1Kxn15LlFK7ZSI/O5Zwxz4U9vBQhfejbGgYqdsM9bEpC2LpA5EhjP3WPxWhKBC26VVHUf3RE+FCULl+g59yInnM9SqfpCEsGjswoet83cu84fX0O5H+O7DLlgKYUtWp7UlmH5soBuqCaBAIVhECJab1jNbh2OsENXxHR6+8UzUok3OHCuXYL7U7pii3GzLrp+Se8+B6KbGD1MZg3RIijRrilEBFr7EnK34n6FucEMLuriU5wMzL9GWS1CaEZlqnocAVy0TXIBRdjGvRvmDILS8k85Ip7EH0eQjgOz5r4LV53gJen/srMaVuISw3jnrdPZswlTbt4jxZS94JrLbJ6NrJmDvgKUIDUOI3IQfE4kttjicoCSzrCnAbmNLCkIfZ1m4Y46ghTAkr719C3Xoi+4zqUTh8jtP3bsovsi5A5H8GOd6HzFGR9HtTtgOju1JqzkBJMogxbWAZ9231A9xQzFufnfDz4ZE55+0oSukYc/rqSesLiF0nukcucZZ3p0mMn1moP4SaFbueksunLAsY/2ftovQ2HpFWWrxDiPIw93xwp5d6+bEKICOAejC5FIUKcsNgTKlFSXIce+D+Eu07DYQ+A2nAxYdGRwXwEvRBR3eDk/yKX3YH8+UrEiLeRBd9BVLcjFt6d66t4/IoF5G+t4fonBnDODV0xH6TUZEuRUkKwzsiJ9RcjvXlGBLGvEOnLA9d6I6BIi6WkZBBfPzeC2tpsLnj2TDKHhipUHU+EFoPSbhr61gvQc25E6fD2fnnIwp6O7Hglcus0pGs37J4Fuh8ssQTC70b3q5hMTkzmAJo5gFlIYpLKcVWCam6dR0JJ6IKIziLM/StBLRZfUCXgVZFSMvjGjnQ6PaVNe/y25huyX1UrIcS+ZkNDsl+IECc2zvrfX4caj8uEKXafhhGWILLgr8jYUxGKFRGeDSe9g1xwCXLlvVC7DdGz9Wn5wYDOR0+v451HVpHSPpznfzqDjn1jW3SslDq41iFda8CTg/TmQ6DC2HsNVBl5pk39lGgJYE5GmFMhZTxVVV146xYnG2aXMeSSTG7670Bs4UeWCxzi6CCsWSjtXkLffgUy/z7IeHI/YROd/4x0FUH1Bsi+CJF2BnLhVbSLm0Uw34Rm8aFZAghVRwDBgEJlSTS2qNb//yrtTyG4+kMG33I1kQVzKP/kFczKhaSMP4WUvtFH4VW3nNaI70rgVCllTVNPCiE+ObIlhQhx7LGZG0XKbDux+7O2FLfThNkSMKKdYa92ycrPEXEXAyBM4Yabb9X9EN4OMs9t1bk2LyvjuVuWsHVFORfc3pOrHup7UGtXBmqMHFhvLtQuRNbON8QWDayZYM400nK02H1yYBVQHQgtxhBdS9regCd3nZ/Zz23h68c2EJlo5dYvT6bPmamtei0hjh3CMQCR/g9k3t/AMQQRe17jc4oJ0f/x/Q/odDWpG1+m3peIze7FEuZFKBJFCVJTHoWuK1gij0R8RxFc/japo+Oo/wBsDifVM2YQPW4Uq9/LJTzZRoexLU9DOxJaI77XNSe8DYQCrkKc8IT/DrvEeV37/yhJKRBIZOnbyNiLGq2OtNOhej0i7YzDrhhVtLOOV+9exk+f5dK+p4OXFvSlU88g0v09en096F6QHvBXGBWZ9tyCdY2TWLIRMWcjIkaDoy9CHN4aFr+/k/dvXoG3PsDYWztzzkM9sDpC1u6JihJ7LnrdImTBI0h7P4Q1q/nBaWciNr4I1gBCkYTH1CMEWOweinJTUEwCVTuCQLioDExXf4O7SuDX30LYLGg+F1WzfuLXV/1EZdpPXPGVUq46xPM7W7+cECHaBmmNAZ8CZh2fK3C8l3NUaD803bhTF4lf96KE+VG1AHh3gnsThHUDGtJCmnE3SxmAQC0EqyFQDcEaZKAK/KWU7NhO7prNXDq5jrvucGMxGTtQe6OIocFitRjVksxpiLDuEDXeuG8xgp6EqXVXPn5PkP/etpL5r21n8MWZTP5nb2IzDr+ZQoi2R6Q/hHSuQt91O0qnT5qtXy1sCVQFumCLyQOvhl9YKSnIpni3CX9yL0b+c8DesbJ2GxQvQPprQepQswVi+6B0+Qsy4IaaLYjYPvvPLwSYwwj66tmwNJPewzZSXxdO9RdfkNL3Mnb8WHJM34d9ORbRziFCnPAs/iKGM8yRqD2qjGpOzTD3re3Mnbade747BXvkib1PnNg+AX0HoIdjdvnxmUyocT3Bsx1Z/R2iQXz3RS+Zhqz6xigbGKgx6vs2gddrw1lkJyo2nvTeQzE7GlJ1zElgSjLSc1QHQhwbF/7m+SW8c8Myync6D1osI8SJiVAdKFlPo2+9EFn+MSL+0mbHlviG0CVmE8HiCBSziULPMDYvr6X7nX0Y8OdOjQOL5yO3v2ukxgFEtEfYsxomWYBceT/0fQTouN/8+o75WJa/TV7RWNL8Grq3AotaS2JfB7+8vB2/O4DJduylMSS+If6QJNhqoflaMXtZ/lUBu5dWse7HEoacl9EGK2s9q3+oold7kOECVB+qxQLChIgci6z6Dpl8+wGCJcs+AFMsImqCUbFJizLSQtQIpBrFsh/refnurRTnBbj+nwM558aubdoBpq7cy8dTV7HonZ20HxrHjZ+MIL1n1KEPDHHCIex9ETHnIoueQ0afidCaTheqCnRBCBCmIOGOUiJsM4kab2HHbMHCQIDhd6YirHHQ7jJEhyub3jpJPhVSfkaueoBw0yP7P2e2Q1Uu/a5OYM4TOr1GxGH17SIy3MiRr8xxtkmbwVAWeYg/HG6nn7iOJSg9KoCDh+dX5ht1ZadduaQNVnZkrPqmoamCuRKi/EjhAUBETzDKI7o37jdeBuvAX4iIuwwldSpK0hSUuAsRUePI2dmZO8/O5Z7z1hGfEctry8/hvJu6tZnw+j1BPp66iqnZX7HyiwIuf3kg9/48JiS8/+OI5L+C7kRWfNzsmPpgOsGAAqYgYfZqohNL6D5iAxbnbnb/sAI5ZyKyaB5CszUbsyAUE6LPgxDZia6RzxBm9zQ+F98ZgM7jg0R3iUTHDaYg4Qka3c5NO2iDkaNJSHxD/OEo3VmPLkXjl+wg6ltXYrToC9YHKc9vRbeYNsRV2+DybfhBUpWg8Xf4UFAjkVXf7n+AeysAwtboypNS8skz65gy8EvKCpw8+tkYnvp2HBmd267heHluPY+fNIc5z29l7C2d+OfmiZwypcNx6bka4ugizEmI6InIsneN7lBNIFGpKg1HmIKoJiPwCsDrstDvtAVgjoT4IYc+l2pG9H8KTXEyeuLKxsetERCRiqjcwqhnh9H5TBsZXfNwvf8CF08fRkK3tvmsh8Q3RJvz+MS5XGH6EF0/Pv10y3KdDf1nDTRL818Dd7UfEaYgEPzyRV5bLK/VOGsaxLehLKLecFEhhAkRNRZZ/a3Rnq4B6dkKKGA16i5XFru477w5vHLXMibd0o03Vp/L8DMz2mxvVUrJwndyeKj/99SVe7l34RgmPda7VW3/Qpy4iISrjYYV1d82O6a8OBJhDqJqjeLr96lkdtmEyJp8QEnKZs9lT2VVxWN8M2N/sVYSuiBLN5PYL47o0aPRTEFsjlpq1+2kOq9tLrJD4huizdnyXTFKEGY+t/m4nD+lUzg2R3Dv39pBKuak94ui86lGo/DaMm+z404EXDWGxbun7k1tTWMZRRF7IfjL0DeciqyZZzzo3gKWTIRiZf6MnVzd53M2/VLGw9NHc8O/BmNuwwbjRVtqeerUubxx1S90Py2Jh5aPI3tAywp2hPjfQti6QPgIZMkbzZZ2rSiJRGg6qsWHUHT0oCChfRGa2W/s5x4G7mAaUleQVeuRAUNYlb6XoJ58OwA1tYkE/CY0q5/Vj37NZ9f8emQvsIW0Snwb+vmG+B1SW+7hhpRPmffujmN2DsVmfOw2zC0+Zuc4GCmdIrHFNUYu+9zBZsc+vGAc17w4CF1IgoHmLXVXjY9vnthITYm72THHmuisBrEyG4FhPt++5fx6o/RYDBHD0XdNRfqKke6teILtuH/SHB65eB49RyTyxupzOemcrDZbc0W+k/duWs4Dvb+jYpeT278dyQ0fDscRe2JHloc4MpSEq8GzBeoWNvl8bZXRjEOxBfC5LVQUxBEW76amKh0R3u6wz2eze5CLroWcj4x5Y9ujxBlR0GHJdgpyEtEsfmJsZVRsazri/2jTWst37FFdRYgj5vEJPzLtpl+OeJ4V3xTgKfYR9B87l3Dvs1IZe28X7vn6+FzDLZuZz65tach84wse9Dd99V1V7GbpZ3nYo0y8E7yEyx7v1+ycc1/exox713Bfj28pz22bL+9vuW36KEBDxJzB7bc+Q1n1/h1ghBaBkvkvCDqRNT+AezPzv7GweVkZ974zkkemn0p0Qtu5eNf/UMSDfWfx68e7mHh3Nx5dN4Ge41Pa7PwhjiPhwyGsB3rRM01av656o5KZMMMv887iq2lnUmm5kKjLv2jV6dxOK2SchdzxLtJvfD+Dy99B37UEW5yVKtEPT50Ni6ihJt+F333sc/8PEF8hxHIhRPAgNx2465ivLESL8HkC5KysYMvsUjbPLz3i+TY2zPHpfWsJHMTSOxJu+/AkLvlHX6SUx6Wj0NzXt1O12Y9e3SA0zazhpw9yePX8RWxaWHbQ+aSUfP/cFlwEkRZB5e7j07ChvsqLxGgMf9rlGcSnH1iAQmjRYOuMrPgM9HrWLE9i9EXtj3kHon0J+IJ88fA6/n36fLL6x/DPzWdwzkM9sYSFMh//KAghUFLuBNd6ZNk7SG8BsvYnpLcAAK/bhNRBM/sQei0ofvxONz5n60VRdLgS/LVQNAcAvWA5wWVvIaVO1LCBFO9MxllvbNXU5B97D1ZTlu/fgAFSSrWZmwL865ivLESL2LKkjEcH/IASBL+refdpS8lbUwWAp8TH2jlFRzzfb8ldW8XHj6zhv/et4ir1Q3asqDjq5zgUzgof8RkVKKl1Bx1XtNVo2NW+fwzXxXzC/01e0OS40px66su8mFJMbCyppqzi+Lie78z+yrDii19lfP9J2JVtTY4T9j4NaUcKq3+NJzKu7Vy8WxeW8WC/WXz16AYm3tOd278dGXIx/0ER4cMQcZcgdz+OvnE0+o5r0becjc1cBAhkQEUx+xh5/kzOu+krJp57F7Mvf7v15wtLgZi+yN1GS3p18HXI8q3oW74nvncs9S4rHmnkHtcVHQfxlVL+CByqvcPsY7OcEIdLyQ7DhaIrRm7kkVKZ60SLNiyQXz87+tG9c9/czqyHNoIEgaCioO2tRFe1D0dCPSJmT6qDwOc58Iq6rsyLRBIZb8PvDFKR5+SV65ZwY+qn3Jj+6d5xCe0cXDNjKPdOH0Vm10g2zi85Lq7n324VBH2epgeG9QJAWjtRXiSIjLUe66VRvsvJW9f9yj9PnoM5TOOBX09j0j96oaihmM8/MiLtQZTslxBZ/0bp8i2okfTKfAqQSL+K0HSEojekHQVx1R5ZGpDIPBfs6UgpUZJ7IbJGEFz5Hgm9o+kyNJ/0lI3ctWYA2SMTjsbLOyhNfkPH1YEAACAASURBVPKllHMPdlCDQIc4ASht+JE3OVQC3iN3Ew++JJPTbuuMNEHuyqojnu+3FG6uRReS9g2RrFWFhxbfn/6bw7VRn1BVfHSuRj21AbyuRmtLKOBtwmvgqvbvLYIlNIHXGWTJmztxF/lwFhnCHQzoeJ0BRpyTRbehibzyy9msfb+AOS80bXUeS4K+/d3n/mb27QNqDwCqa4xiA5Fxx058pZTM+r9N3N3xa5Z/mselz/Xn/iVjyeoXc8zOGeJ/ByEEImoMSvQZCFsHlLQHiAzbRmxGFbpPRajS6GpkDuKtt+B1H1ktb5F+Jkqvu/dusah9L4HaQrTqVYioJGwRLuoXLTsaL+2QhC47TwA+fWIdd/X9plXHVjZYjr3PSaXTyCNv1XPtC4OZfH8vNJuKq7LpJPgjoSLXiWJViE03gp2qipuxzvbhy8c2EKwN8t7UFUdlDY5YM7awRkvXGq4RHnOg69PnDiC0hi+pScFbH0CRAjVCRdGhstDFDy9s4YaoGayba7joLTaNAZPS+OWjXeh62+1n67pEBn9zPimpLvNQmFO738PFubGsX9yBgsJhAEQeI7evu87Pyxcv5uOpqzn1pk48vetsxtzcKWTthmieiJPw+OJoP3gX0qeBqoMiUa0+akqOTr9d6SlF1hgFZpTEbmhn/weRMQSvJRNFC1K6YD3zH994iFmOnBZHOAghRh/KIg7ROmbeux4wyh7a7IfXGq262IMuJDe/PfyI15G3oZof39jGWXd0Y9AlGViPQVNyZ4UXa5SJhCwHALUtSM1x1xq9dyMSj46F9sTKiZS+9HbjAxIC/iCaaf+81seWnI7fZ1jEqlnBXWVcjCR0DqdoWTV39/4Gf0UAv6KT2cf4YZBSMvubXEyFQbb+XEaXNnBfAY2dmfaJmZK6ZNfGKp667Ds+3HHB3qv9oi31vHLzn+h1dgxQdUws39Vf7+a9m5bjrPTx5w+HMfjCzKN+jhC/P4RQ2V11Khm9P0VflQiKRAiJ2e6lrODofJfkhn+DqxBx0rsAKMnGNky9K45wAVatmoJfj30syuFcgobSi44B5QVG0nfW6LjDFl6AqZ+dzD/WTqBgYzWLPsk9orX88nkePz27ndLceq5/aQiXP9n/iOZrCpNFJT7bgSPGzOTn+zLxrwd22vkt7nIfCX0iuPLpAYcc2xJ83iDSlgROQ2zdtQFWzNzd9HrNxpizHuhO3/OMln17BNVfEcDR3sZ9i8YSEdOQGiEEHYbFglnwy4e7jsp6W4I5TOPepWNRNQHxlzHtmcspLIwDoDTfSWFOY3BZ0WbDEt6xqBw4um7nqt0uXjj/Z547+yeSu0Tw8KrxIeENcViU1w7CZA0YPX0FbF/Rnu+ePZONGycy4c0RRzy/iOoONVuQunFRL4MB/DPvJCatEr9Hw2L2Ult4fKKdmyNUWPUYMPPfhntj0n09W3W8JcxEevco3p26gtcuXnxEaynbaewfZ3SPYvOiUqY/sqbFx854fB03pHzK/SNmHXTciwXn8cjCcSiKwoS/dCGty6EDKF6tPJ9bPxrBN89uomBTdYvX1BzXhn3MhoUJBHMai/Q7qw90sd/Z82seOuUHACbe1JXhF2aixWj0HJNMTFdj72nyw73oMnj/K/JhEzOo8vsQprb7yiiKoOOgOGMPTYsit2oQTo8da8MF3bqFjX1Ki7cY4uss96EAjmhzU1MeFn5PkA9vX8ldHb5m28Iyrn9/KHfMGkVih/BDHxwixD7UutoT8KkIhyGOHncYlUXx6KYUYjsf2FhD6j7j5lqHXv4JevnHSO9BgkWjuoPug9rtAAhVA58Th2UHJTnJ+L0atQXHXnwPJ7Gu7RMy/8eY+dxG/B6d8X/phM3Rsh+02lIv9gwrr161hC6nJPKXN4cd1jnvHfwdkSlWbBFmhARd11GU1u2pVRW60YXEHmXhm+c2s25GAZPu69mi+WY/uwVfuZ+80uZLMO7J6d3j/nx60gLis+1ccQiL1mzT0IOSGbevpuJOF5c/1XqL3OMKoEpBXFgJmBuDrFy1B4pvZa5rbwTx969sJWdFBdPKJwPQ4edxfPOfTYy4KOuA4waNT+NJNUBsn7YRnjU/FfHuo6sxV0oeflVHrf6Rvz9spSTXja4LsrpHsW5hMeOvMCr6dDs1CaEKln6wi4hIC+oR7sFW5Dt58fyF5K+pZuLd3Rh7a2fsR0HQQ/wxkWhU5EUTF+UCj6DToI0kdstj1ZyhzP6rnbHPDEbqHoRieGz0LeeAZ/t+c4j2r4OlmRagkV0BBao3QFRXAJSMIZjWfEzOplMIj/FRX+Ih4AuimY9didVQ5MNRZPrtq/nivnW8fXvLA4NueX8EL+SeS32pl+2LD17MoSmK1tVQuq2esCgTAkFdRevrD9cUe/ZaazGpNgSCsl0tKzLurfVjSzFz7ftDmx2z4pvdXKF9yNy3jC/KptnFrPyy4KDzvnj1Iq6Ln05CtgOJpOoI3UGlDdZ9RFoZaudGK9pZ7T9grO7TsTTsey98P4df3srFWe1FSkl4jIWLHurT5IVJVLyN9r1j2fBzCXmrj37E+B4Cfp3/PrmGv576HWvmFVG8qsaoF+LeRJiYR4TdcCv3HJ7E2n0s35Ovac8FT/QBIDys9SIppWTZ9Dwe6v891UUe7vlpDOc81DMkvCGOmLKdsShRHiQSs8NLco98IqIrKP61DOnahL5xDLJuKQBKylRE+j9QOn6I0ms1Su+1Ru1oqaOXvgvsH/UvNBtEdwdfTeNj8Z3A76LfhE1k99jBuS92Rx7jvi8h8T1KVBW7UaSg34Xp3PBa8wL0Wyp2uwgGdezxFuqKD184dZ/EEWvBHmX84FUfxPJsCmeNl2Vf5wNgdWiEJxtXk7EZhlt195baZo/dg5QSzarSdXQiJ12U3ey4vPVVhtWZacyt2VR8zoPnJm9bVE7AFcRs1ZACaksbo6NddT78/oMfv/DjnVwb9wk5qyrwugOUNaRm6WL//fU9QV37va6gxBZhjLOGmxA6/CXm0wPGNcX//TCeGGHm9auWtmj84bJ9dQU3DvuaNx9YSZ9RyU2OkQ1do7oMiGP39lq87gClOfVsmldCZJKV6O4OHPGtE8ryXU5emLSQly5cRIdhcTy0fBztBoUaIYQ4OpTnxiBMOmhy74Zn0K8hhI6+ayqoUWAzUuVE5CkocRcgHP0RahhCsSKEAu7NyN3/IC1pxgHzixHvIDpd0/h3bAcAwhI1HJG1ZKaXY7Ie28YiIfE9BHkbWrbHmLfOsHAye0fhrjvwh7w57sj+kgdO+p64LDv+usMrnRYI6AhdEploxRFjRiKpLTt06s6+/GPMj7x09kK2Ly/nkZ/H8fzOcwFIbGdEIxfvOHgVKDDcyK9XX8DE27ryt37fsPGnphsmFG8z5sruY+R4mu0q/oM0NQCoKXATmWaUgRQmQX2DZe/3BbghagZTe8w86PGf3LsGf02QN/78K7d3/oryhnZh6j6XtWa7wtlTDwz8EjqENVzUWB3GDo1URIvKMIZHW2g3MJbd62vwuo5enVifN8ibD67ghqFf4fcFef6nifz5yYGNa953cMNGUVK24f4uzq1n3svbeHHyQvSgxJxpJibr8PImXdU+PrlrFfd0mcn2xWXc8NFwbvn8JCISjn2hjhB/HGrLjN8fNB0aunQF/SrZg5eBZytKxqNGqdSDIMK6IRKuIyvtXTr03n8PWAiBlDpyz++APQ7ttEfwW7JRtSCFXy2jKvfYthYMBVwdggf6f0f+xkMLcEGDhfjVIxu4Ke2zFs2t6zoEJBEJVrL6RaNIwY6VLQ9xL82tRyCITrVx5u3deCt4MT1HJbX4eIDSLYYgZvaO3i8vNbVzBLpKi4TD7wui6xJ3fYDS1bVs/LmxxnQgoPOXzM949YallO9yogu5N6fWGm4ieJDCIO56H9Ktk9bDCLIwhTeGKHz8wFoUKajZ1nyRjuoSN7U7XXQak0BCh3CcBR7C461c8dYgzNbGCyRVU4lOCtvvWF3XGXB5Jif/ybDkbZEN7fpaeDHsdQf4+KX16EF51FzPm34tY8qgL/nwqbVcfFcvXv31bLoOPnT6RXKWA7MUPNpnFvNe2c6gCzLQzCpVO13YTC0P+8hbU8VD/Wfx40vbmDC1K09sPZNBF7Rdv98Qfxxc1TbD7as1/iYF/RqdR/0Ekaci7H1bNI9IuY06Z2eue3wGMthYdU7W70J+NxIqjaBSIQRKu5OprEtHKODZXUTBL8c23ehwxPfY9Zg7kfFJPv/n+kMOG3tdBx5YcRoxWWHovpbFplUXewzxTAnjlKs70PfSdBwxLXcDmi0qnSYk0v/MNFRVOewfQWetj2B9kI6nJ2AyqVxl+pBnLv4JgLQuUbzjv5hzp/Y45Dxv3rKMq7QPiU4yrJ/yffaJF3+ciyvfy9JXd7JjXhmKtfEj12VUIsm9mo92XjWrCIGg6yhDYKaVTebJFRMBuPCR3sT3NCy69QuatrRnPrsJgWDCrV246rkBSAEzHljDyX/KRrHv01LQ6eeFKxftd6yiKNz09nAGn2MEbaR1M9a5p+jGobDYNJw+P0KBncsqW3RMc0gp+fKVTdwyciYms8orS8/i6of779dvVwIJfSIQigB7b0p3x+ByGv8f8Wl2FEUQ9EujGtdVRks27zYPzrxDe0qklCx+byePDZuNNdzEo2tO59xHeu11yYcIcbSRuoL0aKDpeGut5K/Ipt4TBVoCSsw5LZ5HCBObd0zFEeUymonsISzFiHiuWrf3Ib1kEwkJmwBwRLjx1LTcg9kaWiy+Usppx3IhJypSFS2qmWy2aGT3jcURa0FvpkXdbynYbGz4x2fayewRzS3vjSAxq+URsnHpdu6ZOZpeo5Mp2FTNNREf890LLW9QP/+dHQgEgydlMiV+OooUhEUe/h5g8bY6EEafXB1J5e7GoKifP9iJRNJ9Ugp/nj6cq18btPe5a54byONLT2923vb9Yxh5aweGTjowT9RkVvnrZyPRkayfV8zauUVs/WX/gLUVn+cjzdB3fCoRcVa6TEiiarOT62JnoDiGoG8ziqjrOmyaW7LfscU5dbwyZSkFmw2vx1m3d8ccb8Ia1XLBSe8ShRal4apqfaWw6jI3D0z+keduXsLEazrz4qIzaN/7wL1VKeDq1wajqAIRcRJP/vsBCooTAVA1heisMAbd2Z4XqybRbqBxvAQOFcheVejiP+f+zLQrltL3nDT+vmgsCe1D6UMhjj3SbQJVsnNlZ36cNgGR1Ju406cjosYd1jxeXxKPX3EdIv5Pex8TignihyBzP0EGje+nrMkn3L+I6sIoCCp4mogDOZocdg8vIUTEnvtSytqGx84DBgKzf29VsN7xX9yicc9fsZD8dTXEZdoRLSwrWNSwB5rY8GM2/90drJhZwB2fjGzR8WvmFLJ5URmT7++Jyaqi1+sUbT/0Hu0eYpLDiO3u4OTLsvjwjpXGY6mN/VynJMwgOiOMJ5ZPOOg8lXku1DDDChMmQW1JozVVvKkWS7yZO6cf+JpqKzzkLKug++hETOb9P4qBgE50ShhXPtO4n/n0pAVsnlPClA+G8uqVS7ltxkm8UjsZm8PElLjpeCv9DLwyi/XfF3HGPd249ZOT2blP16R7vh7Nu1NXULS1lkDpduQ+Quqt3d+9vnFBCb9M20m3kQmkdTHc3n+bdQqBw+hznNIugt3bazjnodblcK9fXMKDF8wl6Nd58KNTGDmp+WA2JKz+vpD2EyT4S7nq3m748xvf0/gkO5sXlfLSXb8y5YmBhEcfvKSk3xtkzvNb+fofG9AsCjd+PJwB56eHXMwh2gzdbUIN9xCVXEZKpzx0zcPuX7qSOrjpAMODsXt7orHP69uNMKcCILregpx/Aez8CDpcjogwHq8qj6K2IgrfiWL57sNTwJPAGAAhxMvAFOATILpBiP9wbF9cTsX2ehwxZgQCV92hrZ2Rl2Vz5/zR9BlnfJiWfVnAuhm7eez0H3FWHzpq+Zt/b+LbhzegKApRSYZoupv4wKz9scjYX/4NQ8/P5Ol1Z2Iya9wxcxSmWI1hk7P2Pm+NMlG8sponz5530HXUl3oIa3CXZ4+Io/3gRsvsPznn8MTqpsX7p/dzeG7CT8x9M2e/x2vK3Nzd9xtuyvhsb3lHMPrA+usCbJhbTLAyQGSCFZvDENA/vz8MYVVY/vYu3OU+opLCyOoVzSlXddhv7sv/1Z+/fXkKglyUdobnQQgI/Cbwq6YhqnrP+7rk01082v8Hdq1peZGPlHbhlOxy4vcH0YMtF+09buY7TptFSrtwpq085+DCi/FFnnX/BvSghPJP6BF7CZmpOxsHlAQoW1LDt29uZdbbB2/6kLuikvt6fsv0u9cw+KJMHtswkYGTQ3u7IdoW6dJAkyR3y+e0279m5J+nUTr78dbPVzMPfcOpSK9ReU5EtIeMs5DVxraiiDTENyqtAku0D3vcsU2Za434zpZS3iCl/EwIkQ1cD0yWUq6SUn7K7yww6+7+33Bb5y8POc5d7cccrnHefT25ZdZIzDbD6nj3rhVcZfsIZxNFHKx2E91PTiQs3PhPPv3mzgibwvbvS/nyX4cu7F1T7EGYjbfbYtOQSFw1+5/n/XtX8szY+bz3t1X7Pf7uXSt4587le//uOjyB18omk7pPxaknV0/EkWFj03f776k+PuHHvS7eykIXwbog7RoE98Efx3Ldi4MB2L2lBiEE0cn7BzPtYdwNndBV+P4/ja7yGY+t5ZbULyjfUEfnkxP2lncEiEi0oSDIWV6JLiSpXfY6Yeg7PpXbvxlJxkkxPJN3DsPPP3hJQ2FxI+yGtSsE4Jf7XaDsiRqPSzPWHt7QfGDuay3vVjTszAzufGk4tyZ8zub5pYc+AKip8HD/JMPNfNpl7fm/H8YTn9q6Ti5yHw+MpigEG8Kfv3lzi1HwRAHlN3vYS/6byz9HzsEWYeLhVeO54pWBhLdhv98QIfYg3SZDoTSJFBJrpBtn5RE0VwgfAooVWdWYISF63Ysy4CnjD2skmMKISa0hs91Oht7c8chewCFojfjuG7o5Bli1x/3cxPP/87jrAtQWHhiUous6hdsak7T9ziD2GDNJ2eH0PS0FTVMoy3Py47+3gley8MPcA+Z445Zf+Vu/xm5GPUYl8UbdBehCsrUFBTfqK7yYwvYJuhH756vqus7c/2xDIvnTk43Rga/f9Atzn97C8s/yDzq/NUyjzxkpiADkrq3khtRP+eJf69k6u5THT57DXX1msnN1JVPnjeaSfxpFG4q21/LrF3nUVXq5t8e3PDah+e6TJrNG+qBoKrbUU1vhZcmMXGbevx5zuMZfvx/FHb9xVe9xiRdtqEWzqwcUuOh5SjIPLxhHdKKNQxFwN7pkVZNC6rCY/frh1pUbnoeYNEP49jR8rziM9IPk7HBOvaw9ekCS04JC7fXVXu48bRbrFhbz8PTR3PHKCMzWw94Z2su+4iuCEl1ILru3N3mba9i8rBxvqkLGScZFk88d4K3rfuW1y5bQ58xU7lkwhvSeB5byCxGirdDdDdtCZh1U47PsrGh9K0qh2BARpyCrvt3nMRNSSmTtDiPiudtZBPz/z96Zx0dVnY3/e+4smck62diDkCiKKGAA960a1GprXQKoXW012PZtf90kpW+r3RHs29baaoGu2g2Je5UqwV2rhgRBRBQS9i0hyWSfzHLP7487EzKZSSYzmRkmcr6fz3zI3Hvuec693DvPPc95FhuWNA+ufeEdOePFSON8y4F/DdgWn7pPKUK6w4LuDjUZLp27jv899Vma/HGjeq9O1hgb9bXNfHP6U7zz/AFWf/lNhC7JPMmGPTP0R3T7S0dofD94jVbTNCbOyx00J+6era2svONNdF2nt82LLefYuuUFi4u55NaSvu/P3r8d2a3ziZ+cgaZpSCnxuL28+vsG0iekce/WT0Y8/3PLTyL75HQeuXsLrkNu8iam841nLsaUpnHk3Xbuv/5VxkzNYlyJMQtd/eW3+d0Nr/GN4icRPslVXzttyP4X/mQWQsKvF73CG//ag7Bp/Lr+WmbNnxDStqDIUISeVg8ZY0Y2G9M4ZtY3WU387LWrsKQd+z9Kd1jRMjRs6ca2MVMykEgu/59pw5YhpaTqN+9ReHImW9YdojtM/ugAPV0ell67niN7O/ll9dVcdN2U6E9qCIQO53yyiE/dYaTTa+lXTWrv5lZ+cu7zvPG3XXzuwXnc8Y/zScuIXekrFHHB41dPJt2I9wU6m0eWyEXkfhxcO5A9/SxYB9cjXypHdh/CfN4ddDoLEJpO9R3PDt5RHIjlCcsVQlwGzMFwsloA4DdBLwFWxm94x5/MgjSkN9iB6o2qPTS+Y0z2X/vnLj515+lMv3occ64twtXlxflBF/V1LeROSGfcWTnc4w+PGUh3qwdzemjg6FAewHu2OHlz1S4sNhNmm0aBPxkGQMUD5wa1ffWvu9BNcMPSM/hq0WNkFqZx/memoOlw3V1n9imWoTjj0nHc9+GnuD3vEbQsjYtvMcJU/ti+iM3Vh/jVFS/yzG/e76s49LFbS9j9ZjO+Lh8L7juLOR+fOGT/My8bz+QL8hFmwberLqGztZcMR3jFOnP+eA5VTqPtoIspZ43sHc9k7+dgJSXPPfABMz42jknTDbP7F389jy/++pizV3qWlb/ot0QlQwhB1X3vMXv2GHY918TPLlzPT9+9OmTt1N3r4+4FL1C/pYVf/OcqSmbG9nYvA1k1ROg7dU+7l+nnjqG/aOshnS0P7+O1n+1g7ClZ/ODNK5g86yP17qwYxUif/2bVJGgS3avhahuhNSb7YjDnQm8D2P1m5cJzjQD+Iy8jJ34SrGY0k8TqjZzdbyRErXyllI8KIS73f50jpWwXQpwFLALagLnAO3Ec43Elu9CGJgWubm+fsnry51vRNfjq4xcy95qJaJrGd5++DIAju4yZbEejiy+vNtJMth7u5uWHGrj2O6cHmUq7m904JoeaSN0uL7XPHGD6RWNwjDm2v2lfFxffMpV/3lnHy7/dyYqdnwgKTXri3q14PZLy7xnetXM+NYmm2V1omobJqtG0o5M3/7UHaYay204OkTsYT/3yPbxOHxd8tTho+6yy8fxs+zXkTzq2JnnRLVO56JahnYMG8uNXj4UOZA7hhTvmpEw+uyw+ZQ5lWjG0boNcN1LCv75Wx4VfO5kv3WcoXI/Hh8Uy8vRy46dm4csQLNlwGQ1vNuPz6CHJ2lfc9iqbXz7Ez5+az+nnxlazVBew9O0rMJl/hhj3Fe6+WeeaGx4jb4yxDPGbI9fj80ram48toQgvuFo9nHnVeL72+EVY0hKbTk+hiAqf8Vt58L2T2HD/NeRfXMSnX71qRF0KzYZ2xptBL8DCmo3Mn4M89BLSlcn4kzbTumMcFtk5RE8jJyazs5Ryg5TyXinlLv/3TVLK7/o/f4jvEEeOEKJMCFEqhFguhCjtt73cv69CCFEc7tjLbzuZy+4MNjXasi2Mn5XN2Z8sQtM0tr/RyJofbaany0O+30HnSH0nbz+1D4/Hx/Mrd/Dkd9/l3Q3H1hC6nL1Il05RmJnGuy8cZtWCN3jg1jfweg1zy32feY3vTH2Shnda+OZjF4MuWXHNS0HHvV21l39//11e+JNhUll496y+KkmTS3PRu3z873OX87+vz4+q8tGGB43+Pr0sNKvMxGk5w5pBpxxiMr79xouLEAKJ5OD7x9bwvzrhMb5+8hMjFlMwIZ2Wwz2ccn4hV37rtBDF+9qTe3jhXw18Z9WFzLl8aCtBNOSdOg1dHHuREUJgtoT/P88ak6YUryL10A0FqVl8gMDnjY/3sZFaMji6QRSeB62bEZnGy29XWzodbZF9R0bCRz63s1+pVkop64AaYGm/7fOklNVSylUY4VMhnH7RWD67fE6QgvnRS1dwT+01PHHvVm5zPMKzv97Ouh+9B1JitpgMh6mXGnnwutfY+XYz5/k9bzf2K9ju6vJxypVjueTzoTp/1hUTyJpqZ8e6Rn5906tseeEQm/6xl7yTM5l0WjbTzinkpAvyaHm/k+o/Hlu7+N/ny9AyTPy1ooavTHqU19YcCzU56+MTEAjeenwvp8wriOoa/rz2an66/ephl0kcDfgaGyDr2BpsdnE6O6sb2bz+IACeTl9c1j1zx9hpbTTWV/dvdfLyH44livN6dH77zTc5+6pJlN1SMlgXw0KTcM+l1eg+iTy6lsWf/y4TxxthUYc/bOen5z/PgW1tEXpRKFIJATqMnb6fm/78O8YXVvH4oqHDHoeDbHsRfcscpK+fv03OaWDOBL+1q6c3DWerra8MaiL4yCtfKWWDlHK+/2sxhgIGw1msf8rMUsJwdH8Xv7jxJba9amRAatrbyRF/ZRyr3Yyv3cf2F44gTaJPOU0+Lw/pA11ITj2vgMkzHOgm2Plfw4P5UH0HOWNt/O+6y5lz9aQQmWazxm/qr8NaaOGDF47w4GffQJoEd700v8/79Qcbyrji+9O55LPHTLwZOVZ+/PaVaGka3Qd7aT5wLO/xuf4sUc//9sNoLp/Rb7aVidMiF70fTViyD2Kacuzh+8GL88Ek+PP/GLeH7tZxTBj5m+/0swuZdZGRb/u99Yd5+Ksb8fpjl99+bj+N+7q49e7S+MTQdkvjx8JzhDTLYex2Y83KebCH+jeb0UwfqShAxYmANGa+1rxurBk9dO6PQ7ED60TQu6G7X9rgwnPQrlyPyDMcRCfP2MM510dXpCZaUkL5CiGKhRBLhBBhZ5/+feV+83BFjDLKgXwppT+oi3wgYtLdLqeb9x4/RO0zRt3Zh75dS2XxU3S1u7nolqlIJJ4WL9asY2a77/77Y/hcOrklGX3m3fQxVo7u7ORHl61n6SlP86W0f7HhT0PHjE67uBCv04frkJvZ5ZPIHXdMGVisZm7+8eyQzFCTpju4b891VL5axqe+NaNve0aOlTsejqpBzAAAIABJREFUvYC7XiiLdMonBG53sGItLMqg9KZJnHJhAW1NLjQpyJ8cPj45Gi6/uYRvPnABABNn5ODz6DTvNV6K1v3lQ4rPzGXanMSU4pP+xB6BsKmB8bqePIHZrszNihRGCiPMSBhVjeKCrQS0dGTXlr5NfS+/lnSwZCCEJN27O6GJZY678hVClGHMOkuAEFc2v0JukFJW+c3DJX5FGhVSyip/f1EdO7bYWBd0HjLeghreasaUaSIj20pWXhqmTOOGyCg89sP2sytfQNPhc7+Z27dt0iwHXqeP3S8dJWuKHU0K1lQO7Zd24w/OZNaiSVjyzXxmediJeViyC2xMvyDUceec6ycP6kl8oqH5Qt9q/9/DF/HVP17Ani1GqPrYOOQw9nl1mg504XH7KPR7pjc1dNLa2MObz+zjqs9PS+gD7uvR6TzaixBG2Fx/9AyByXrcfwIUisGRGGsqcUQIE9hPR3a/G7Rdf/ce5FtfQ/vMY3i6bEhXN237B6+aNlKO+5PnX3OtAgbL21cRUJx+1mOkswT6ZsXhPoH0lw4hRECpr+HY2m4zEDGmw55hwYfOYw8/i0lY6NjfQ0PnFoQw6rru7TTMuOOnZ/c7SmIbb6X0qmMONP/77OX8tvVGLvhKMb+pv47P/nEeS9Z9bEjZU2bm8Y1/XsSqpgUUTo4ty5EiPJo5NObW6/HxzK/fx+Py8aV/nsfFnw7rgxcVH9YeZdGUNeza2kr+5HSEJmja1UX1342g/rJbRi5jUCRIl8Tr0TFZNDRT8ONu6pBDlnRUKI47uuir5xtPRMZMGKB8sWRzdOfLWG12pBRompcZRWf1/dYHPvFiSI8SIcQUKeXuuEmLkv6eyf1owZ9XGqCfGXkwKjBMzJUYCj6gcKvwK3G/cq4brAMnR5nAqUzlY5jQ2CVf69v3nnyC2374R8q/P7Nv28/fCp/LOCPHym2/NVIvXnbr8EN9FPFH2rLAK4LqhSIEj3x7E8WXFnL3hvmDHxwFgWxbziYXZquJsz41EXu2mWcf+JDzPzkZR2F8PColUPLxMWiagJxLqXl8F3l5RlatCafn8Jnfzg05xuyUeO2RK3YpFMcNCd5eCwfemMahnWdwxq3DT3IzFKLwC4jCzwdvyyqmINvMDz5ZhNXRRXdrBjZGvvQ0GJFmvsuFEFlCiOxInwSNL4/QddnhZ7Y3WAXU+GfClfiTgkgpG4B6//YK/74QpJR8beXVjD3NwRev+S66Bjt6NxgpyaTkoKxl0d2zMZmOuxFBEQWm7HPw7Qhe5TCbNWyFVna/eJQ7Z/97kCOjIxCn3erPKPW1Ry8ipySDPducXPX5+OWOlcCCH81CaAKRfgb/eupWmg4ZYWw9Tg+X3DYyb2qF4rggBT2d6bz822vw2Wdy1m1xUr7WcQjrgOpIGUUA/GDJ7WgmHz1tGTz56NN9v/WBT7yIpDEWYCi71kgfIUSzEOLbcRuZQbh0Ji3QN1uNiJTS6V8vrpZSLpZSVvfbt8q/fYVfGYdl/u2n8Mtt1/K9f1/G747eEOLkpBh9ePcdBm/o7f8lf73ho1uGX5pxKGzpZuyZ5r5wI12X/Pv328kfb2feFSOP69V1yWur65ms21j7g3eQukT2fMDS+7pJzzayeG1Zd5D//mP3iGUpFElHQrqjk3M//wKi6z22/q0+8jHDRD9wL3rjn45tSDeUrzDrmKw+DjREX7owGiIp32rg5GF+FgHnCCG+E8fx9TcTB4g9s3YcyFQOSx8JhG032vRQZ/ezr53Mx380g7m3Dl0VKRpyx9r7Zr5P/mQrW/+6jys+ewom88isJa5ODw/e9DqvrmxAIKh/rgldSnCup8D7PSacZMQsf/BKI3/64lsjPg+FIulIgTndzbQbapk4bTObHtwe+Zhh40Meug/pMcJIhTUbccEfEAXnIDRJ0Zl7cZyUOLNzpClcXSCL1TDYBVQLIe4c4Zj600Lo7NcBxow2jnIUJxqajjCHNyEt/MHMsNtj5Xevf5LMHCMGvMftRZOCOZeM7K36g1ca+eMX36LtcA/n3zqVN/48+GPa3Rq+oIO0glCxv4pURgcsIBNQqVaM/TKy+VHkod8iJv/E2JY/B+kzFLyjsIX8OYmb60V69V4WQ59xswv4s1INVLJ5GDNyhSJmfL2Jy1wzkJx8W98st/DULHxInv3xNnze6D2N3T1e/vmtOpZ/bAPZY9L4Ud1VnHr5IPmgI5yie6yGNUy1LYUiZZB+b+cEPK7CnIMY80Vky2NIz1FD3KEX4Gg1HUfGIiR0Hz1OoUZSymHloxNCXC6ECCjqeGcMeGRAbO58PmKVkxTJR2Pw8n7x5u3n9vP1S/6Nz6tjtmkc1dzUv3GUd/9zKKp+Dmxr40fznuOFB3ZQvmwW33u1jHHTEuXrqFCkAJKEBsSKgpsAE9L5vCGu7X3Y9wSdzbkgNRqe/CBhsuP12lsKLBZCNEspfxHNgf5wokUY6R4DSTXW+Ge9SCkXBzJcYaSHrB8Q96tQRI0psTnTg8jMsbL1jUY2v3IYj1vHhc6sT4TWKx4MKSVvPLybh75SQ/7kDO6quTJsoXtpAYEAcz74jhmMhEkw8YzQ9KBp+3R67Z7YTkqhSAZSIIXE7UzH1Z5J+tj4PrjCnIt2+jqE1XB+FOlFyN5mbPmFaHigszWu8voTF+UrpbwXuDfGY+swYmzDhvr420SK5VUookKmT0ce2oYYn9j8rQDTzylkTFEGLz+6m1PnFICArz120bAcrjpbennoKxupeWQv5376JD7/4DxsmZawbb+w+mw0k0AU3sw3rs1j0fV/Jje3A1umhR9uHFkpNoXiuKADAtZ84Ss4zi/hxscui7uIgOKVUod046U4Z/xBug840FsTp3wHffrj6bUcZw9ohWLEyJ4c9KPJyRomhOD8T05m4/r9eNw+hDDq3R/Y1kbrwcHXlFoPdnPXrHVsfe4QFQ+fR8VD5w2qeAdy7vVFyplKMfqRIASYrN7EiZAS345PIw8/ADbDf0JqJlzddtz68UmyMS+OcuLZl0IxYmRnA2JM4pwpBpKdl4a7V8fTq2NJM+HzSO4+6z/UPrp/0GP+c+92XJ1efrL545z36SkRU9v9+Qtvoft05JFVLJq/gElTjBCKnnYPXxvzWFzPR6FICtK452/6+2+ZMPYR/vGxdXEXIYRAmAuQbS+AfQycdCO6z46weNG1xIWWDmV2bhVCrImDDAGEVmFXKI4j5oyjaGN7kibv8ptLOPPCsezY1IzFqmFJMzHh9Gz2vhPerNVxtJeXVu/kim+cRv4w83prCMMpVDecyWx2F53YQUpcHYmbOSgUCcPv5axZfGhmLz53gnKRZ54DzudBgDbr+2i1N5NT0IzXdjgx8hhC+Uop70iYVIXiONPrSqLHFVA0LYeiaTlse6sJs9WohDV5di57N4dXvluePYi720fZ12JPQRkpOsM9VpClq1AjRQojk7N0ItKnI/GBawdS5kJmHnpzK7JxT8JkqidPcUJiksmb9QK8+9ph6re04On1YfaX8Sua6eCtf+3B69ExW4JXgPZuaqVwagY5cfbu7I+0CjSPWhdWpDDJKrplOxUQyO5tsOMVpLUdb6edXmdnwkSqagCKExLNmtwQm9oNB/n78i143TrWNOOxmzw7F3u2BeeB0LXnPe+0Mvms3ISOydyq4+1RVY0UKUyyZr6mdLRpjyByrwF7IZpoAyTSl7jnQylfxYmJrQBcyb/9PW69z+x82qVjuO/w9RRMyQxqI6Vk7zutTJ4dnfIt/UyRUVIw/wYe++s1NB00jrdmmLmzOjREw9RJ4tbQFIp44F872f54Kfs/vJCLfz4nYaJExiyEKRNsYzDLRtLyO/C6E2ccVspXcUKipZeGlBRMBl63D4vfxBwozj2wTFnTri562jycFOXM98yy8Uaf1gm8vmU+bS1ZAJjMGtMuLIzPCSgUycQ/822snwAZkznpknGJE9W1CX33tyCtACF6QUg6Oo5fbmeF4iOJd//u43L3B0KNAvz9/9Vy37WvBLXZu8lwworW7PzEz7ai6xLZ8V9+9Os6cgqMdW2Py8fjd20Jalv9j3qIY21ShSIh+G/RM699mzT3m7z2082Jk+U5imz9N1jTAAvCpNOpT0qYOKV8FSckWsY+TDNCSwomigkl2Zx1yXg87mMOVwD2bAsNbzcHzX6dB3swmQWO8dE5W7Xt6Db66awl0/cQY8Y1AeDt9fHsiveD2r5ctQupLM6KUULuqUconNrArnWDx8WPmDR/GdHs8XSmfQVNg4mnHU2YOKV8FSckElPkRnHkis+czPceugSvR8fST/lOnp1LR1MvzkPHvK89Lh8WuyliUo1IRJrXdmk+NKv6CVAoAEgrMv5178VsMdZ6s+1NCROnnjzFCYnPldykE+5eHz1dniCHK4DJs411573vHCuE4O7xYbEl/uWg3eLFYk/uS4hCkaoIzQ6WMcieeizd/8LtstB7NHEhiXFTvkKIR4QQNUKIWfHqU6FIFCZTckON/nHPZj53+qN4en1Y0o49dgVTM7FlmtnXL9OVx+XDmgSlaNIFuk+t+yoUAcSYLyEy52KWBxCaxJ3AdABx86OWUi4UQhQD9wghnpdS/iFefSsU8UYcpxmf162TkWPt+65pgm8+eylFM495Xntcsc18LXlmo6Sg7WR87XW4XUYRBpNFY255UUj7Qo8VT6dKO6lIfboP5dB2aCxjZse7XHww2phbAfBhwZzhwpKWuPzvcTU7SykbpJQLMfJC3xDPvhWKeCLSz0LfnRm5YZwxzM7Bj920CwuxZx+rVhSr8r3ll6VGScHcq7jzzv9j787xAFjTzSz+2/lBbSedks0Il5QViqRR988L6dAv58rfnZtQOdLTjGx7EV3aMNm8+LyJW5lNSM9SykeBfCFEdiL6VyhGit6qIzsSV7FkMDy9PizWYMXa0+5h5Wfe4INXGo02MSrfxj1dSCmRvk6u/3IRJrOhXaUuQ0oX3lw5a8QOXQpFskjPbcfnaqd9f+LSPQLIzjfRGxajm+0gJC5f4nIBxHPNt0UI8ZwQ4jtCiNlSytVAWbz6Vyjiim8X2uT2pIv1uIO9nQFsWWa2bTjCpqcOGG383s7Rsu7u99B1CY1/4aJTyjlpmhGW4erwsKT46aC2/1fxWkhyD4UiVSm99VVOKvk3Ty56OaFyhMWwFvWkX4beY8GckbgX1HjOfJcBdwBtwPeEEDuBpXHsX6GIG5qtA5GTPKerG742g/tfvgavxxdidhZCMP2ysXz4amDmq2OxjfzR1LTB89LqulRxvgrFQKxjjX8c+eAxUzD+OBVWEEKEJoQdBCnlvVLKXVLK1VLKhVLKk4GFIx6hQpEAPK7kmpyz89IYNyULrzs4w1WAk88tYO+mVtw93pjNztFyOK0Xa7YqbKZQ9GEuBAT0bMWHxNuRuMIKkZ68BcALsXYupdwV67EKRSLRpCup8l59YjebXzmMu9cXYnYGKDkvH59XsqeuFXePD3uOJUwvcUag1n0Vin4IzQq2kxGtDZhzXHRutUY+KEYi2bbKhBDXK8cpxUcNU1py43zrN7fw8qO78YbxdgYompXLzb88i/yTMpIW55vntuDuUqFGitTieL8QmqY/g7drGsKsI0Xino9IyrcEqMIIHdohhHggkjIWQkyJ4/gUioQg7ZOgI/kmV69bD/F2BjBbNK74xmnkTUo3zM5hTNORuPaeM42SgmO/xK9/8mUONIwBwJZl4Zf7rwtpn4aG9CqnK0XqU7P6EvY2XMv1j30sKfJ8ugVh9mE9jnG+VcBcDMepXRgOVY9yTBk/KIS4bYDCrUzEQBWKeKKZT8O3Oyfpcj3u4AxX/Xn/xSPUPr4v5jXf3HF2o6SgZqfDOoselw0AoQmyCoLXuCvumXfcZxgKxXDp7chES8skc2x6wmXph+7HPvY10CQ9rsTlAoikfGuklJuklCuklFdIKTVgDoYy3gQsAlYB9UKIZiHEGlR4kWIU4DlcD/bkm1w9vTpmS3jF+vpDu1j3i+14enyYY/B2/vs3atF9Etn6LN/+9ioKxxmhVL3dXh5Y9FpQ29ee2KNKCipGDaWffpUsbT3rFr+ReGHChGZpB7cJtykrYWKGtLtJKe8Ns20ThuIFQAgxFZiPoXTnA8mfTigUUWLO2o/p5LakyTv9XMME/NBP3wnrcNUfY803epO41+lDIsHVQLrZiSMvh6MHctE9OpuePBDUdtubjUyStqhlKBTHg/Sx7eSMO8oHta2RG48Uy1g0rQdfi4OCSYlzzBxxMKE/vGiVP7woD9gQh3EpFAnF502u4jn7ykl8eqlRcyTSem684nwjzWvbTF5MSQhpUihGE8JixPpi9WLVE/eCngiPk4YE9KlQxBXp6U2qvKYDXRzZYwTsD2fmm4w4326zD/Mg688KxQmLpQAA0/gOencnLs437k+elPKOePepUMQbzZzc9d5n/vABP1xkhMyHCzUCGFOSycTTsw2P6CQo3zSfhs+j0lwpFEFYJ9PWvBg8GrqeuN8Jld5GcUIi0tIMu2wSHX4D/k3mMKFGANd+/wx6u7288seGmOJ8c0/LMDyYM8+m4c330fwxiuY0E5/8+qkh7fO8FrzdiXuzVyjiRcv742ncVUzJJycnXJYwpePumYaQAltG4vK/K5uT4oTEnHse+oeJq1gyFNYhTL0el6EMY5n5XvvdGWiaQGSdze/+8G0O7yvo6+vaH5wR1Hb2peMR6ulXjBK2rSvFnXYO53/3zJj7iKaQiD3zBaTVh8eTuExz6vFTnJC49x9FupPrbBR4+Aeb+f7xi2/yf1e9BMSmfDetO2iUFOzdx//8LAOLzZDn8+pse+FwUNvZl44nqdN+hWIETJixG9m5m13VB6M+NpZw9vTsDZDmw60fvzhfheIjiTDvRTslCWELfjSTwGQyHjeLJfxjJyXoXmMNNhZv5y1r9hslBVueZKrtdqacYpQUdHd5+dXVwaXY/vLDOlVSUDFqKL7yPYqm/ZfX7t4UuXEckGSg91jRyUuYDKV8FSckwuJC2JLnbPS575/Fz54w8s8MFWoUKPMXD4erSMrVKyVoavarUAxEaHYQkuzMxEVFKOWrOCHx9iQ/vtXrNjTrYN7OcExhWpJQWKEpzU1alvK5VCgGIn1pYPWhu49TPd9wCCFmJ2IgCkUy0UhunO+/V2/nd995Cxg6zjeeM1+FQhEbrq5T0TSJx51aM9/VcR+FQpFkNHty41uPHuxm/w4jbGEws/N1PzyTK791mtEmBuWrC2m4UGkDsncJQWZ+Wkj7Mb1WettVSUFF6iM9JrxuC+YkWIQAujo/juiwoJmOX0nBcJQIIb4jhLhB1flVjFpsJyObE1coOyx93s7hH7uCkzLIKjSUZCzK99Y/n4Nm0hBjb+N73/wRu7ZPBMCebeFXB4JLCmqawCSEKq6gGBW8fv9VHD5azs3VVyVFnvR2IzUdTUst5Xu5lPIXUsrHgHlCiBuFEJfFe2AKRSIRcjz6wcRVLAlHQM0NZnb+7993s7FqL0BMSTb6M/WcEnQ5+Hru0ocuUSUFFYpByMx7Aca6cHsyEiYjauXrr2oU+HuDlPJRoNY/E75NzYYVowHv0XpEbuIqloQlQoar96oPs+P1o0BsM9+/3Pa2UVKw6e98ccHtjC8y+nJ1ePjBrGeD2q5aWqNCjRSjhnPvWE9h9hNUXZekuj2mbKSAXm/iEvHEy9VxAXAHUIxhlq4HGqSUL8Spf4Uirliyj6BN6kqavPM/MZnWIz08vfqDITNcSd1vmo6h4IHwYpQU9LZgMvWQkWmlp82K1CWHP+gIatu0r4uJqqSgYpRgTneTltlDzwfJeWE22bIASZYjhTJcCSFu8P87WwjxeyFEC4byXSalzJNSLpVS/gFjNnyjEGJKXEesUMQBd689qfKmzSlg2hx/tZRBkmyAsQRrMgtM5sSXFGw1e7CkK69qhSIErwkhQJOJS8QTyxP+ByHEDoy6vTuBqVLKK/3m5z6klG3+baVxGKdCEVeEryep8uo3N/PBxiaAvkxX4ZC6TEqML0CvSUcb4kVAoThRcXcZM16djggtYycWs3MLcIeUMqLxXQhxm7+9QpFSaGZPUuW9+sQeXly7a8g20y4spHVfN/vedSZlTBleE16XqmqkUAzE1TOd7K50vF2Ji4iI5bV35XAUr58rgOT8kigUUSDsDvCklrfvxV8qofjcgiEzYA1FyfxCNCHAcRUvPXM+LY2G76PFbqbi4fNC2mfrZny9qp6vIvXZ99o0Dnx4FnO+fnpyBHrdCF1gtXUnTEQs3s73Dtw2mIezlHKhcrpSpCJa1jx8x6mk4GC0He6hx+lGxJhv+cJPT0VoAmE/hX+/uJCWRuP8zFaNeQuC66CWfbokpmovCsXxYM/bpyAzT+P0RVOTI1DzIvNdkJ44C1ksDle3hdlc4neuuk2ln1SMBrz7D4KeWuuda5dupvaJ/TEf//zvPkTqEtm1me/fd5hMhxsAb6+PFx7YEdTWlm5GlRRUjBZOuXQrpp53qH1we3IE2tMh3YdviCIoIyWWX5+TB26QUm6SUj7q93IuHvmw4osQokwIUSqEWC6EKO23vcL/WSmESLlxKxKHZtuFNqM5afJyx9jJH5eeUBmHapzoUkL7Kzg89zB+klHD1+Py8c9v1QW1/ffqD1Scr2LUMLZ0D+NL3mfb3+qTIi8t3YiG0LTUquc76BPrDyuaF+tgEoFfqVZKKeuAGmCpf3spsFFKuQpYC6w8fqNUJBupgUjixPdTX55O+f+bkTyBRA41cgkfmlnNfhWKgVishrk5zZK4uOKIPz9CiKlCiDuFEM8LIXzAEiGEL8xHB9YDaxI22hiQUjZIKef7vxZjKODA34v9f28E5iZ7bIrjh8+lZn2tFi+WDFVSUKEYiKfTSMCjexKnfCM+eVLKXcC9wL1CiHJgrpTyu/EchH92Wg7kSykrw+xfAjQAef4xrYpBRlD/UsoqoMq/ey6GAlacIGhacksK/v2ezTx6/3tJlRkJIVGmZ4UiDL3dFpAW3G2h1cDiRVSGN7/CqonYMAqEEGUYiThKgBD3UyHEcoxUlVV+pVviV6RR4R87gxy7GCNLl+IEQUtyvVxPrw9P79AxtV9YOY/zPn1S7ELsAoEA6wQAdJ/xeGsmjZMvKAhpPtadhluVFFSMAtzOdLpacsiekrg12CB8AtFuhd7EWYai7nlgJquBCCGypZTtUfRX7T9uHmGUL1AxYDa8HqjEP2v1z4rDUSelrBZCOPxynBgm8bUcm/EihKgAbvfvV5wgiPQZyANbEROTm+lqKMxW04jSSn7+wXloJoHIv5Fv3pDHwk/+mdzcDtIyzVRuuDyobU5BGqJppCNWKJLD23/6GK3uq7nh0UuSIk963Mh0H9KSOAtZItT6amBRPDrq75ncjxagLPBFSrkiQjcVQD6GwnbiN137+y8DqqWUTiFEWeBFYMAYIo5Tme5GH3qXHV1Px5RCynfdve+zdf3huPR16U3FaL2D37vfWXURq258PS6yFIqPCoHf+8/NOp0//dlDJy0JK7055Gu239Fqx4Bt+iAOVwGnq6hNwkOQR2h6ymhnqKuAGr+ircRvXvYr9rXAen8VppC1ZsVHF9nTgBjfebyHEcSBbW04D8b+MvDXL7yNz6cjD93PtedfR1HxIQC629zcbgv2g7yrvLqvgpJCkepc+K1nmDTxnzx8wTNJkdfRa3g7t3ckbnkq0sy3ilBlVw0skFK2hTtACPFIPAbmJ5wZusUvxzEcU7G/TcDMXN1vex2QO4zjhzdSxajClN6KVpA8p6urvjANj9vHP1e8mzSZ1jQ3EL4YuNSNCkoKheIYgd/7jndeBnk7JaeMDdEB8ZoJDznzlVLuklKuHrB58WCK1088Z5BBZmI/A78rFFHj7kluScFxJ2UyfkpWUmVKOXSsb5O1F2uWCjVSKAai9/hrfXsStywVy5PXHMjlHHCs8tf4nQesj3Mu5xZCZ7/9HagUipjQZHLXems3HODt/8SeOjIR+AQx55FWKD7KuNo8ZFrA60lcNEAsrpUrgOX4nZ6EEA9ihOo8AuT6FXFc8JuGByrZPPqZjxWKWDBb3ce+JEH/vPvaETa9fGjINmcvnMyUOckz7OR4zHi6VUlBhWIgui8DcTAD15HEFV+JRfmul1J+WUr5mBBiKoY38YJAfmfi/1P2yIDY3PmoVJCKEaLbx0J3cmN9IzHz4xOYdEZOzMdf8D/FaJqAgpt56IFFHNlvKHJbpoW7aq4MaZ8uTegeVVJQkfpse3Que3deyvz7z02KPOkzMltZLImzkMWifFv7/V0GbBoQ19tKFAQKHmB4SZcNLH4gpVwMFAshyv0xvfWBhBkKRaxottn46lOrpODuuhaa93bFfPzJcwsQQiDMBWzdcz4dbUZCAs0kKDoz+FxvrpyZsBAKhWLEDHBWaNkzFs0+nnGl+UkRLzQdOa4b4UicU+ZIU8uXA/8asC2iB3F/pJR1UspKKWWJ/xMogtC/zQp/hqsVsaSWVCgG4j1QD+bUMrlW3/8h77/YGPPxa7+/Gd0Hsv1lfrhiA3mFRiiVu8fLP75RG9S2YUsLkUsvKBSpwczr38Lue5UXl9ZGbhwHRLodLBKfZkuYjFiUb64Q4jIhxJ0YTlaroK8Aw4NAcmo+KRQjwJS5H9P05PnsTZmRS8nMxK7ndu/vNcIiureQLp8if6wRIu9167z4+51Bbd9atx+pLM6KUUL21KPkT97P/lfik4QmEmnZhtI1WxIXFRG18h2wrjtHStkuhDgLw+mqDVUdSDEK8OmWpMq7tHwqZTeXJFVmpDjeTpMXkzWJdRUVilGCCcPcbNG6EyYjpiA/KeUGYEO/75uATQBCiMviMzSFInFIfwabZNHV7qazzR25YRLpMPuYZE8tpzOFoo/juCribeuCPNC9x7Gk4GAIIWYPsqsSiGekDL/1AAAgAElEQVSsr0IRdzRTchXh2l9tjVhSMDM/jbRMM56e5KxFW3SB7lXrvgrFQHp7bXA0DVdz4qooRa18hRA3YuRErid8WNHUkQ5KoUg0mt167ItMDa/fm35xFpY0jTf+tjuq44T/MbSNtxoezPYZtO3dgqvbOEezVePsLxaHHJfvseLpUiUFFalPx548WvZPYMJ5Y5IiT+g+RI8ZLYH5z2NZ8JknpdSklKdIKU8e+MGoaqRQpDRa1hz0+uSme0w0C5fNRjOByLmMn/z8p+zfNRYAq93M5x6YF9S2ZFYeKtJIMVrY/Oh5dIlLuPwX8yI3jgO614PM9IA1cRayWJRvTYT9qjqQIuXxNvUge6yRGyaRf36rjpqqvTEfv/udFiOfs7eFm741sa82sO6THNoeXGL76i+dquJ8FaOG3ElN6F2NNG6NKo1EzIgMC+S6EVmpNfONhDI7K1IfuQdtylD1QZJPV6ub3q7Y13tf+fVOdJ+Eo39n7oQFFJ9qKHJXp4e7Zq8Lanv/1/+rKnYpRg0zFr7NSdM28NziN5IiT0tLB8Cnh68KFhcZMRyzXghxgxBidqDAQgD/96XxGZpCkTg0axciM3nrnTfdOZPPfX8wH8VEMbRy1ZXyVSjCkuGf8aanJ875MRZv56DMBEKI/k+wQKXNUYwCPK5jcb7JuGFt6WbsGcmNLY50XkesbqZnpydlLArFaMLX3QPpIBMYahTLzLcOyPU7XWlSSlO/jwY8GucxKhRxRyNxOVvDseFf9Tz38M7IDRUKxXGnp80HLg1PV+JezWOZ+d4upRxqsUw5XClSHrMtuXG++z5oY/e2oZ1FrvjGqUhdsv2l2PM7R0O+x4K7U4UaKRQDkdKGaLLjdSYuzjeW9JKbhBDZQojb/bmcARBCnCWEmCKl3BXfISoU8UdPmwJtyTUDR2LyrFzyJsVuBr7l96VoZgFjv8LPv/cd9u00Qo3s2RYe7FgQ0t6KhvSpVSJF6vP6fVewZ085N78YWhozEUiPC4nEZE6hqkb+Gr51wByMwvZAX4rJEiHElHgNTqFIFJq5GN++7MgNk8jmZw+y/93Yiz2YbWYEIISJtInTcbvTABBCYLYEP+pfv+9cFWqkGDVInwXNbMFsjTkpY1SINAlF3Yj81FrzrfAn1LgDf0WjAP6cz6GpdBSKFMN3eBdkpFau5Y1Ve9ldF3sc48Nf2Yjuk8iWx/lKxc8YM8FQ5L1dXv7v4y8GtX3mjx+qUCPFqGHeF14iN20dT3/ulaTI0+yGudmjJ84hMZbXiI39/g739KZWhfKPOB6Ph/379+NyJe4N7aOI75JP0Jo2HwB9rpXm999PqLyzrrVy6sfOoLfby/uDyJr5RRun3VyEgEHbhCNzmpcvPnsKADtM90OvgDQd/TQN3aux8K9ZSCl5//330X06dz19JgAmBEKANd0clTyFIlHYbDaEKbTWZVpeF5kFTg7UdiRnHFmGarTZ0xImIxblOzC0aCDzgMdiG44iWvbv309WVhZTpkxRZsQocDfuxpJpPMjeTjuWMScnXKazqYcje7s4dXpB2P1NuztxtXlACIqmD/8dtqO5l6N0AnDSKYcQQgN8eD0mvG4zTQcK0X2SKdPz8Hp8mHuN2bUGWE0m0nMsFE5NnGOJQjEcpJQ0NzfjmHyYpuM8FuHtASuYfF0JkxGL2TlfCPEd/999ilgIMUUIsQZYH5eRKYaFy+UiPz9fKd5oSXIleXevD3dvcqoVDRcJCFXOV5EiCCHIz8/HYk/usxkOT4fhaKXrKZTbWUq5GhBCCB1YK4TYIYRoBmqBNVJKVU4wySjFGz3BuWEST3uzi7ajQ3tOWm2mpBa3Fwz+DlJXV0dlZSV1dXVJGw9AVVUVlZWVOJ2xO54pRi+p8lvmdtvhsJ2eI4lzyozJdUxKea8QYhVQhuHx3OB3tlIoRgfC5J/6He+BHCNnnB3dJ+lsju1t25JuMv4wZdHT7kLTDM0qBGFDmMxSwCAl0zZu3MjSpUtxOILN3ytWrADo2z537lyqq6tZsmTJkGOrqqpi2bJlOJ1OVq5cSVlZWd++VatWUVlZSUVFBcuXLwegpaUlRLbixKVxcxGHd57KaTclqXSAtxeBhtnkSZiImP22/Yk2HoW+nM4KxejBlIF09SDsqZNkQtclI3FAzh5jM8oEanaaW7LJzWnCZNIRmiB7rC2obUaOBU9bdOc+Z84cli9fHqQ4q6ur+xTnUMqyvLwch8PBggULgo4HqKioCPpXoRjIhxtm4rGXMu9rpydHoJBIRy/YU8jsLIS4LczmEiHEjUKI24QQyc4er1BEjXQn7o02Vpr3dtHVHHtQf1er25jN672MLZJ967lSSmNfP9Js0b13V1ZWMnfu3BDFWVZWRnl5+bD6CBxbXV0dtL26upqFCxdGNR7FicXkuTsRXR+y/bHdyRFos0CmF92WONNYLAtMIW6hUspNUspHpZR/QMX5KkYBQnMj0pLnAKVpAk1LrI3b1eYxPCB9bVjYhzXNULhSh6aGzqC2LUd6oqoosWLFChYvXhx236JFi4bdT0VFBStXrgza1tDQoEzMiiGZfPEHTJpWS83/vZcUeeYMu/+vrMTJiOGYQR9Zf3YrFWqkGAVI0JLndJU3Lh3NJDiyNz6hC06nk+rqampqavjEldez+/2D7Duwm7nnZ5Gfm0tLaysb67bzqY9fTaalMGwfOjCc94GGhgYAiovDv1cPnPlWV1dTV1dHcXExNTU1feu4AIsXL6akpCToPPLy8lAoUgm7zXgxtx9Ps7MQYqoQ4k4hxPNCCB+wRAjhC/PRMcKM1iRstApFnBjtyZ02btxIeXk5q1YZSeYuPOcSLjj7Er789R9TPHUSZZediyMni8ef/s+gffiERJiGPxtvaWmJ2KahoYHly5ezZMkSysvLyc/P7xsjGAq8tLS0b1t1dfWwzdYKRbLwdHUDoB/PkoJSyl1SynullFcAi4B7B5QR7CsnKKU8RUr5TsJGq1DEjeRq39bGHsPUGyfKyspoaGhg7ty5zJ51FgBbP9jCjdfNx+Ew/B/r3tnG7JkzRiwrMOMNzIADVFVVsXjxYoQQVFZW9m1zOBzU1dX1hSnV1tYGHbd48eI+0/NwFLpCkWxc7QI6zbjbTAmTEdWar5SyCqgZqo0Q4rIRjUihSALJTi7h8+r4vEMr/LyJ6aTnWofdZ3V1NfPnz+/7/vpbL1F22XlGGBXwwktvctkl5wNgSQs9YbMUw65qtGTJEtauXRu0rby8vM+kvHTpUgCam5v7ZrelpaUsWbIkZI134cKF1NXVUV1dzdy5c4d5tooTGV+PFXeXDVte4tI9BmNGtKYhuxInL5YkG4HwotnhPqh6vorRgLCBJ7XSO5ksGloUZuD169cHeR//d9OrzL/sPDDns25dM5dceD7OtnZer3mZ3vQWVqxYweo/rO5r//pbLw/bALB8+XI2btwY4qm8cePGoO+LFi0KScwx8LvD4aC8vJzKykpKS0uHNwDFCc1/H5zPEef1LHi6LHLjOCA9vUizjmZJ3Jpv1A5XQogbgbVAPeFTFCQpClqhGAHShPRqCMvxT2UXoKPJhatj+LG3TqeT0tJSOpp7ae9oY9aZx6L8xkwoJCcnmxdfeYOLz/0ck4odLFmyhNLSOVx2djkf7nubmTOiiwqsra1lxYoV1NXV4XA4+hyl1q9f3+etXFpaSmVlJStWrKC0tBSn0xkSngSG6TnZ2bMUiuEi7ALG9MD+FFK+wDwp5aBTBiHE70cwHoUiKUhfL1hTR/ECuLq8eHt9RkqqYbB+/bE06tlZOfzqrtVIeQjhbWbOLJ0zT/0Wuk+j6YBk3xYnRTMdzJkzhzWPPcSF511CdmZO1GOMlMkKjPXocAo32jYKRYDz/+c5av/ay5orPSx67sqEyxNpGQB4fRkJkxGL3W3INV+U2VkxChAmb1JnvVm5aWQna71KGmESWr/SbD6P8XfZ5WXs27+bieNPSrLLmUIRO5rVi9nmxt2ZnIx09hzDbyI9I0UcroaJMjsrUh6pJ3e9N81uJs2euAc5GrZt3wJEH2qkUJww9PojE3zxi1AYSCy/QOuFEDf4HayCcjr7vy+Nz9AUikSSXJNzT6eHniS9tQ9GVVUVN954I1lZ2bR3tBkz30F079y5c1m2bFmIg1WiWbVqFTU1NSrxhuK44m7zlxT0pdaab1CtLxFcm02Q7ABKhSIGkl1SsKvdTWfb0A+yPcuCz63jccX/xeC1t17iM18px+vxUXHr/2PVn+/jE1d8itkzzgrbPhAqlGxUcQVFKuD1ZcK+dHoO5CZMRizKtw643F/VKAQhxCMjG5JCkQQ0M+giqSkmI5GZn4bH5cPjiu1t2+6wGr5aZgdtjR7S0ozsPEKDGz/9ib52M06bxYzTZmGVItkGAIUiJnZVn87eD8/mvO8np26P9HYjEFht3QmTEYvZ+fbBFK8f5XClSH20dGRvaqzBBvD0+iIm4hiKdIfF+ENY6ehy4PMZ5yeEwJ4TnLwjp8CWUrWMFYqhOLBlKiKjhJM/PjEp8oSQyMIeyEyhkoJSyk0R9u+KfTgKRXKQ7sQ9VLHiPNRDjzP2cbUdcRk5q/Vuxhf1YDIZilzqEuehYMcRqafOjF+hiMRpV27C2lvDm7/YmhR5It0GNh2f2ZIwGUMq31hSRar0korRgNDcCHvyHKAsVhMWa2I9rL09/hKJvk5MNGG2GjWLpQTnwWDl297Sq7wzFKOGghkHGVu8k51P7EmKvLRMo6SgyZSZMBmRfg0WxNBnLMcoFEkl2Xonp8CGo9CWZKlDowsSE2yoUIxyzGbjxdVqSVyoUSSHq8VCiIVR9ukAvhzjeBSK5JBk7StTsIahD4lFU9pXoRiIp70DHIktKRhJ+dYBKyO06Y8AVKzACYzT6aSyspLFixeHDVUJlJxraGhg4cKFNDQ0UFlZicPhYNGiRcCxXMH9i7APdnwgp3BVVVVfm9LS0kELvx8jucqw+VA3rY2DP8hOp5OH//Ew4wqKcOTkUjTzkpD9jzzyCMXFxX0xsIHrdu3VN9De6OL1t15i0hQTy3/6nZD+n61+immtk9ixYydzp88nO8tILfnM80+SZjeTPdY2zOuWmlRWVoa9XwJxyuvXr2fx4sV99+dI77eGhoZRe62AvnrKtbW1LF++vO+8Agx8nuJ13Qbex6laWKO3Jw2kld7WBFqrpJSDfoB7htofr2NS8YPx6yxTnW3bth3vIQRRW1sry8vLZW1tbci++vp6uXz5cimllK2trbKiokJKKeWSJUv6tgdYuXLlsI+vr6+Xa9eu7Wu3ZMmSiON0N9ZLvWuL1Lu2SPeRHcM8u9hpOtApP9x0VG7f2BR2f3l5uZRSyrrXt8pbbvz8oPvr6+tDrlv7UZdsqDkqd9U1ywd/c5fUe3ZKvWuL7G3ZJrsbP5Cv/rtOfv/OHxvjaDwqF17/Obl9Y5N88fGN8oHlf5aNDR19/Y1G6uvrZXFxcdjtZWVlUkrjforn/eZwOGRxcbEsLi6WDodDtra2xvWcEsn69ev7ns+1a9f23VsBBnueRnrdpAx/Hw+k9u3N8uGP3Snb77lKep+aJb11p8i2Z+bI9Ysq5TO3vRbt6cqXVu2QXxD/kLquD/uYg08/K31PzpaHfnZTyL5+umFEOmZIm5OU8rsxKPOoj1F8dCgtLR00O1HgbRiMsnLhsicFKt2Eq/M61PHLli3D6XTidDopKSmJPFAtHelOjVCj6upq8vLycDqd5DpyueeuXw+6Py8vL6Q+LsDW7ZvJK0pnXukMMOWwb18R7l7DU3Nd9VMUnTwWMK7bf99+BYtVQwAP/PnXtLVHcd1SkMFmocXFxX3FJ+rr65kzZ05Im1jut4aGBlpbW6mvr6e2tpa1a9eGzBxTGafTyZo1awDjeQ1XXSrS8xTLdRvOfTwYtQ9fTJvnCq5efcGwjxkJ0utB2r2QSiUFFalLT5eHfduHCsEeGUWn5WDPiN31PlBoPUBLS0vf3zU1NaxatYq1a9eyfv36sOaowY4vLi5m0aJFTJ06lYULFw7vofZBINDV0+3D+U5zbCc1DBynZA+5v66ujpaWFtoO9bDmkbUUTTiJW2ZeF7If6DPZBSoC1dTUYDP/gUfWrOWisnWUnnU6IMnJTwOfcX4tbS3Mypne119beysFE9IR7il84orrmHvxmSy6aZjXrR+6q5feA41RHRMNaRPHoNmGLkZRXV1NWVlZWNNngIAJtX/2rJHcb/2rMT3yyCNRZ+WSnh6kc29Ux0SDcExGWOyD7i8vL6e8vBww7q2B5z7U8zSS6zbUfRwJa3o3emcXPS0u7HmJd1wU6SYo6EXk+BImQynfjxD7trdxx7lPJaz/3795LdPmFCSk73nz5lFRUUF9fX3MfWzYsIEFCxawYsWKiKXvpHT3VTVq29XDEwueiVluJMqrr0GMGfoHIy8vj3R7Ftdc/imuueVj3FJxXch+h8PBwoULmTNnTt91mjdvHrd+/jbe2/wBrfu7yZ4OwtNEdvphPG4zPo8JJBzdHZyp59DuTiPDFfDo356m4hufH9Z160/vgUYalvxy2O2jpXjFt7CXFA26PzCDikR5eTk1NTV9ihric7/V1dWFnflFQjr34n10ccxyI2G+cSWi8NRhtV2zZg2rV68Ouy/c8zTS6zbYfRyJs+94kU0P+3j0Wo3PvHZNTLKjwZRmvLx4vYkLNVLK9yNE0Wk5/P7NaxPa/0jIz88Pmu2GY/Fi40epurqa9evX43QaqcRXrlw56PGrVq2ivLyc4uLiPvNiJCUiNC+YDeWbM9VOeXXiHmjHKdkIq2Hibj4UGrrgcDj6zHQ52Tk421oH3e9wOMJeg1uu/zwA1S/+l+oX3sTZ1o7UBb9Z8VNyc/JwtreGHPOPx/7K1Zdfy2lnTBv2detP2sQxFK/41rDbR0vaxDFD7l+1ahXFxcU0NDTQ0NBAVVVV34wO6Lt3Ak5Ct99+O7W1tUF9xHK/BaisrAyqqTxchGMy5hujszJE2/9wWLFiBatXrw4xmQ/neYrlug3nPk4V7NnGi2lGVuIcM08I5SuEKANagEXAGill3YD9y4FlUkpnuONHC/YMS8JmpvGgrKysb63J6XSGNTkFzFUNDQ0hpsShju8/Awp4Yw5F/5KClnQThVPyoziT2DBbwrtYLFy4kMpKIyvrnv27mTmg2EH//Q0NDWFnW5MnTTH279rP8p9+G/Dh9ZjwuuGCcy7h6f88BhjX7byzLwaMOF9HbnTXrT+aLW3ImWmi6a8Qli1bFqR4wVAizc3NffdRQEH0J9b7DWDjxo0xjVtY7MOemSaK6upqKioq+tZkB55bpOcplus2nPs4VdBdLrAZSwSJ4iOvfIUQxUCllHK+/++l9EsE4t9WDiw7TkP8SFFVVcXGjRv73nKLi4spKSmhvr6e0tJSNm7cSHV1NXV1daxevZq6ujrq6upwOBx9a3M1NTXU1dWFrKWFOx6MtbwVK1ZQWlpKQ0NDyI9weJJbUaCzzU3nIKkjHQ4Hc+bM4elnn2Dnh/Us+8GvAPquW2B/VVUVDQ0NrFy5Mui6jS98jPZGF1u2baJ+Xw2LvxT8Y3nm9Fls3rqJ6upqNtZs5CffN/pfdMPn+MvffkdpaSkt6w8N87qlHtXV1TQ0NLBq1SoqKir6rltFRQXV1dVUV1ezdu1a1q5dG5f7LcBoDTWqq6tjwYIFfQq2tLSUsrKyoOs28HmKx3ULdx+nKr1tHjJNAl9v4tZ8hUzB4P9EIYRYAiClXNFvWxmwGKNghLPfdulvm+xhRsX777/P9OnTIzdUBOFprMecaayDejvtWMacnFB5Rw920droQvdJTh3EOtHT4aGj0UVvl4+imcP3nu1o7uXork4ATpp+CCE0js18zTQdKET3SabMycPr8VG/xTBBm6XAbBKkO6wUTk3c2pZCEQ11NVvYVvk3PnXlu6SffggmdaN7BZsevpgP666Les335dU7+cviGv7kuwkhhldN5PAz1Yzx3cmhd85k4l0PBe0L9CGlHFFpkpSY+fabfeZLKUOqIvmVZgOQByClXBWDjJD+hRBlUspqIUTivB8UqYlmMbyBTanzcmXPsuBq99DbFdvbdvZ4m7+kYAFN+31kZnYgBAhNMHF6qMe1Biq/s2JUsOnh89lbfyXXPHRRUuTp3h4QYLYmLsPVcc8t5595lgIlGKkpB+5fDjRIKav8SrfEr0ijQkpZ5e+v3P+vA2MdWHEiIuwpE+cbwNXpweOK3cxlSfOfj9Dw6Bno/nVtIfrt81MwIV2VFFSMGrqachG2PHKLhw7bixfCoiMndCMcH2HlK6Ws9ivGwZydKgKK0896DDMxYMyKB/mU+fc7/IoWYA0Q8A6oAIr9yrgYWNivneIjjvT0gkitaV/H0V56O2OvtNS6v9soKehrZ9z4Fkz+UCpdlzTt7gxq293uGclQFYqkctZNr5MpXuD5r7+VFHmaPQNMEh+JiylOCbPzYAghwiX+bAH6XPP6r98OQgWQD1RiKPiA6br/uu9i4JFw3s7DWSNI9XVhRShCcyNsiXOmGIgt3Yw9w0xXApWe7vXfh7oLTfgwm401XyR0NbspnHKsbXenx4jzVbNfxSggY4KT3AlH+LDuaELlBH7vrzm1iCf/aWP/wSNMGOY6cbQc95lvBPIINQ1HGw60Cqjxz4QrGVDy0L+9GFUQ4oQiQmbVuJPpSCPTYU2qzEj4hEz9XwCF4jiQ4U+slmVPXFRESs98CbMGjF8ZCyEcw4nL9bcJmK1DkglLKasx1psHO354I1WMLmRyQ428Hh2fJ7XuJR3DGUuhUBgEfu+b1z8J3MmYMbkhOmC4HtORSPX33j4zcT8i55NTKCKSXEXobOqhpXHogH2zRUMzJ++RFKC8nRWKMHg8dmhMo7fpxE0v2ULo7NcBfTNaRYoRqZ7vihUr+lICVlRUHLd6viLFisg7nU6+++NKbr7+c5RMmBGyf2D91f7XLVDP942NLzOxSGP5z+/G3dPTp1iFgJc2rmNS69iger4mKdizZxennTktmacaVyL9vw+8H+vq6lQ9X4xEG8XFxbS0tPTlW+5Pouogx1rPt3XnGJp2T+Gk+RNHctrDRugehNeMRuL8QlLrF2gA/jSQA5VsHmHMx4rUoKGhYdCcrdXV1dTX1/dVVVm2bBmlpaWUlpYyb968vu0rV64MW8YskMO3rKwsJFUdEHR8REwZSFfqhBpFum5z586loqKC+fPnc/vttwddt+uuvYGrL7+WBx/8PSXFRWDKoLFxPB638W699+AeGtsOUFZWxoLyBfziNz/GnmFm3/7dfOIzlzHv0pmUlJSQm5sbNgVjqjKc//eB1zVe99ucOXMoKSkZldcN4Pbbb2fq1KksX748RPEGUkYGsl4tX748LtctILeiooLi4uKoMly999Q8XJbzuOju2bGfdBT4fD5kthuZdmKXFHxECFHeL9xoPpC6ecmOI71dXg5tb09Y/+NPyyYtY+hbZqh6vuvXr+97WIuLi6mqqgp5aw6UOIulnm8gh+xw6tJKjw/MxtqNt8dL53uJK42XNTU3YpvS0lLSLVl0t3lhQvA+p9PZV76ttLQ06McswNbtmzmn4GzmnjUDpJeCCTZ8/kJGzzz/JBOnGkUKAvV8Mx1W9h7cw5aXGkjPtWLJ9falBR0uem8v3sOHht0+WszjxqOlDV1SMNL/+1D3I8R2vwXq+YLxfxPtdZPeHujcNez2UZM5FWEevKQgwNKlSwdNJzrcOsjRXreR1PMtPOUgLW/vY98bjRSdP3TBjXigpVsgx4PISJyM4658/eFEizAyXAWSavQVP5BSLvbH7QbicesHxP0q/Bza3s6P5j2XsP7vrrmSKXNiX3IP5I6F0BlJsuv5CtyINMOk1Lm3i9cqoq9OM1wurfr/7Z17dBxXfce/d3e1Wj0sS4oSG8eO4zXFcRKcICeElhxCG/nwDwUOOARCD7Q0lgqnUM4ptWs4JSbtIcgN5UAPpVI4JWkPBVsylFcLtUohPNKgRMTGqZM6VhInVmz0Wr0fuzu3f8wdabSa2Zl9zOzs7vdzTk6s2Tv33vnNnfnN/d3H926gxfkpVvuZrjueTX/VrOf7L9edwOtuvh5ITSAWHkUqpi81mkxMYOvC9pVzpqYnMXpxHre//o6VY/no0qYuvYLLn/l0TufkwqZP3Ifo9mttf89Lx1lRSj1fzD4P+ej7cjsnB8SbvgY0X581zfDw8Mrey4aCUSbF1kEuRM931+//CvOJDfjJwTZfJAUjDfrHS1pu8K4Mz3J2iXKyQ9CXAdmlcVrLS6D3TO8bfIun+RdCZ2fnyviRETI08FvPF0IDQrqja7ymQXeQHrFhRwvCdRFEIiFcfmmuoLwy9VfNer65IgFAAKfPPJWXwkxk86uw6RP35XxeLvm7Iaf7riilni8ad+gO0isadzgmMewUj8fR1dVlKY3ohQ5yvnq+fhOrByCB+jrv1uWX3PmS4lHbECmoZ+oHhiJPPB63fHH5pedr3hM9UhdBy3bvQ1mFbmhhp78K5KfnmxISkXAI93d/Cj/52Y9yrk+otjZrz9Rr8rnvmZREzzdS59gz9RJDVciwVeaHsFc6yOWk55teWNAlBdPebS9J50t8w5jI0dPTg97eXsuxS7/0fP2WFJwaW8TUWP4PspP+aj56vganfv2rvOtVanK/72sphZ5vqWlubl4zjOGXDnI56fkuTGlolGEkZ7xbB0/nS4pKNj3feDyOvXv3rkzA6OjoKJmer0c7xtmSXE5jecne4ff39+PMM6fwg6Zvo6mpGdv23LxiNyv91dbW1ix6vu9Zk/drd9+E00+v1/ONSAGZlth+zbWeXbeX2N1389yCzPaYSCSqXs+3o6MDvb29aG1txeDg4Irz9FoHuSA9Xy0EmQ4hFPHpwZW1EGMxpKfrPSuiqvR8c4F6vpVNcuxlRKG2fmQAABTVSURBVKJTQEQLjJ4vAExenMfs+HJeer5XXNuADfXPATWbMTIs0Nw8gVBIYvzSVdj6Wj0/s55vVAqEQgL1LdTzJcHBSs/30aNvxcTyW/GuE7+Xc3756Pm+8p3v4irxVxg782psOrx2fm+x9HwDvc6XEO+IQiaD1fznJpawNJe/qpGZSF0tsr0bNm9vpKgCIXbEAGydh2jzbp1vsN4+hPiETC0B4WBFNeank0gu5L+jzviLc/pKpdQkrrziJdRE9by0tMTI2am1aS/Nc2tJUjbcduC/0NbwPXzr3f/tS3nhWj3cnEp5t9CXzpdUJSKchIj6JynY0BRF40aPVY0MZyqTECKFUHj1+pbn115rckmj7yVlQ82GRdRtnMHcyLwv5dU21QAAYvU1npVB50uqEin9bfp1jTWoawzW/Ma0kECYsWdC1pHUVyYIzTtnT+dLqhOfJQWXFlJYKiCk7AUS/s/6JqQcSM4sAQCktuRZGXS+pCpRk9l9Y2ZyCdMT2R/k2voIIrX+iT2E4Ps3CCFlQSpZD4zUYeEV96sOciVYcTBS9mRKkWWuhcyUMiuVpCBEGJAC8NkJ22FIBv7i0cfx8T/5FLbBvcSbISn42NCj2HK1QPcD92N2chk1EX1rPBECfjb0Qzw3eeU6ScELF8pbUtBJwtKr9pavNF5QcLJb5nUXy25OUoZ2jDwex8i5PdhzYFcBV50DyUUIGUJNxLsdrtjzJUXDSoosk0wpM0oKrkoG/vEH78Udt/8uDt3/Z2t+d5J4MyQF/+FLX9YlBUMxJKauQCqlX9+Fiy9iZOylNZKCG1qiuHCxvCUFgexSjIA37c3INx9pvKCQzW5W111Mu9lJGWat7893I91wA/Z8wNv1+AYyJCFbF4EG7/Z2pvMlRcONFNnhw4cxOTlp+8IaGhoCgLwkBROJBBKJhDtJwWXvHqpcSSQSOHbsGCZensdvbbsBZ86eWvO7G7ueeeYUZsaWdElBbRGbt6URUsIR3//PbyMW0ZdMGJKC4UgIFy7qkoKDPz6NJ598En19fTm9EIOAk2SgF+2tEGm8oJDNbtmeM4N8n1On+2FH/I1nEZ57GqcfeS6n8/JF1EWBhjQ0D4eBGHauIJbnUhj1UM/3yuuaEHXQ8wWspcgM7KTMfJcUDC1DxPQJUOnFFBafHXE8J1/qr2lDOBxCOCKgpe0lA0dfmMWZs6dw4+6bLPOxk3hbkRT8kpIUTE8jgkmg1iQpuHmtpGBidLFgSUG5vIj02MWczsmFcNvVENFYQXl40d4KkcYDAJmeB5aGnRPmS20cIpz/toh21w0UZjfAnZShFVtuG8blZ0/j9ENxX3q/0XrdfkJ4t/MbnW8FMfrMNL78eu90aT/0y3242oVqkpUUmYGdlJnvkoKQK+O9Cxencebg8bzLdeLmr9yLll1bIELA5QvZJQW/+8Nvofu+L1r+Zifxlq+koAYgVICkYHrsImZ7Pp7zeW5p7HoQkS3OUYxseNXeCpLGWxqG9uw78yrXDaFd3wTqb/Qk70Lt5kbKMAhEa/XIWG2td7Od6XwriCuva8KHfrnP0/yz4SRF5iRlBvgpKbj677qrm3DzV+7Nmr4Q6q+x38vZzN//4+fR/akvYGPTxjXH3Ui85SMpmBYSNQVICobbrkZj14M5n5dL/oXgVXsrWBqvNq47SK+oLUzwwUlKEcjPbm7uR1BIzs6hrhHQkguelUHnW0FEGyKueqZe4SRF5iRlBvgpKbjqfcOxCGLXbHFxTv5MXJrH5G/sZ04ODAzg/ff8EWplA376Pz/GPXvesfKbG4m3vCUFZf6SgiIaK7hn6iVetbdCpfFEuN6znmkxcJJSBPKzm5v7ERQW58Jo0mqQnPJuhys6X1I0rKTIgFWpMisps5JJCvo81VDTJDTNelmTWTJQS0lcv2sP7ul8h2uJt3WSgvf+ASDTK98Xr919E57+v1MVJykIZJew9Kq9FSSNFxCy2c3quothNzspQzckZ2JYmNqAhi3eSfyZEVoEYioKbcG7LWEpKWgDJQUrm+T4CCKRSaCmMiUFXzofQWvzGMJhzVJSMBQSiKRBSUESOIIgKTjyne9jU/QwRn/9Gmz+C0oKElI8tDBkKljNf/ryIhami7MEqrEl+xf7q3ZQUpAQO0L1Ati0iFAz1/kSUlRkegmIBGtvxaWFFNLL+ddp/AUlKZgcRcuG84jW6trAWlrixV+tnQAzMjxDSUFSNrzxY/+Bqzcfw7+++d99KU9E6wAAyaR3ESE6X1KViHAKosY/59vUGsPGK2p9Kk33qiK0en2ZezhLSd9LygcR0hAKadBS/rTauiZ9OlTDBu/CQ3S+FUDQx6WDiNT8bfrRWBjRWDC2szRICQlBSUESIILyLpNLSkow5d1SIzrfMicWi2F8fDwwjbZ88DfkPD+TxPxMcLa0XIG+lwQEKSXGx8eRXCi9W1qeXgY0IJ1a9qwMLjUqc7Zu3YqXX34Zo6Ojpa5KWZGeGUWoVn+wtKUowuPeOsbZxDLmZ5YhNUA7a32vludTWJzVx31nz7pfUrE4l8LsmL4Tz8K5KSXSq0FLh6ClQphJzEBKiYWzl6GlNYyO6l/1IQChUAjRqTDGFv0KiRNiTywWQ+KCd2tr3ZJONUJcbMDiiHf7JtD5lgDTVPWC86qpqcGOHTsKzidoFNNGVlz+6pfQdt0AENMw/sSNuOrDHu44BODh+4dw4gvPYG46iR8lP2ib7sQnT+Gxr13Agy+83VW+QghsxRvQIT6KW/9wOzo/8lGItg/g+GfHcONNTyEM4Jt/82F8+Pjt2Lm7DROX5vGR130DALBVxlBXH8Et79yGAw/fXIzLDCxet6dKICg2evbRc+uPffd1eOnc7bjj6K2+1EGqcHNN7bxnZZS+f09ICQjVtyP9XLAUfC4+PYXJkfzHmHbfcRWEAER0MwafeTOmE/pMzXAkhJ23rV1bvP9jN7he80hIqRk9twVo2IZtv3OVPwWG05CbFoAm7/Z2pvMlVUnq4vNAKFi9oB987iyePnkp7/O/9ddnoGmAnPk5jvzd42hp0x15cjGN/k+slSm89MIsON+ZlAs3vG0QseRj+Omnn/KlvFBdHRDVkA57NxxD50uqklDdBYSvXy824BXbXrMR23d729OeGV6A1CQwN4SG9NfRtnkMAJBc0vDDzz+zJu3P/u3FdcuPCAkqLa/+Da7c/gJePOmdhKWZ2iZ9nW+kxrvtLDnmS6oSzeemf+d7dmJhJon/fdy/iXFOQ3dzoTQaot7tXUtIuRIO6ZMxa8L2YiiFwp4vqUrSiylfy1taSGFx3t8ynZiOpFBTF6y1x4QEgdTULABAS3k34Yo9X1KVhMPerd+z4ut/exonvvB01jSxxhrUxEK+7eIT0QS0NMd9CclkaTEGpKJYHm/wrAz2fPPgyJEjjsec/vaKfMpxc062NHa/BdVOR44cgajLbS2h23plS7e4ZD1z0jjnfV/ci9vu3o7E1JRjvlblRNtq9BnMsV1YnI9ieVG/xkiNwBveu31d+rZUFMlZ+94425I7aCdnCi1jbqQZk69swlXt6xXBcrGTsYzK0U6aBjFfA5F2V04+UFLQhmySgkKIdcczj2X728v1dFZ1K8Y52dLY/VaInby20eWvfx4ttf+M0LWzGH/MeZ2vW7vapXv4/iH80/2/QETUr1vnaz7nxCdP4Ruf+Qn65Eez5mu2k7HO9/1fvRVvuuntEFsO4eP3tOFdb/kKmptn8chn/xRHz78NADBxaR77t30D11y3EdrZJdM639/O+5pzPcfvtmT8G+Azl+3voNjoB4+cw9gjD7mWFHSy0497z+HhrkGEb47hvQf34M737HS008h3vodNDX+J0ad2YfOfn1jze7EkBel8bTCcLyGEEJIJ9XwJIYSQMoM9X0IIIcRn2PMlhBBCfIbOlxBCCPEZOl9CCCHEZ+h8CSGEEJ+h8yWEEEJ8hs6XEEII8Rk6X1J2CCE61X89Qoh4qesTRIQQHUKIdiFEtxCivdT1CTrKTt5qPpYxqi01CyHifOasUfbpVM9eh1N6Ol9SVihH8oSUshdAH4CeElcpcKiX4yEp5RCAQQCHS1ylQKPstb/U9Qg4DwF4HkC3lHK41JUJKA+p99ITALqcEtP5knIjjtWG/QSAW0pYl0AipRyWUu5Tf8ahO2BiTxzAUKkrEXAekFK2SCnvKnVFgojq6U4Y0RM3dqKkoIeYvqivkFIesvj9IIBhAK0AoL6aqoJ8bSOl7AfQr5LdAt0BVySFth8hhO25lUQhdhJCdEgpB4QQjj2VcqfA9hRXDqYdwICKqlQcBdio3TgGoEOJMPRnnm+GPV+PMDXUnQDWjSUJIboBDEsp+9UN3KlelhVPEW3TBaAiv8SLYSPj4a/kdlWInVQvZcLP+paKQtuTlPKolHIAQC/0EHTFUYRnbkJKmVDPnaON6Hw9Qko5oG5CwiZJZ8aX0Um4GCeoBIphGyFEJ4ADUkq7PMqaQmykJn4YL49jALq9q2lpKbAtdULv0e2HHnp+d6VOuiqwPe1XjsegIidcFdiWEhnnObYjOt8SYDP7dAKA4wy5SseNbdQX6oCUMuFmVmGl4cJGnVidZJXAajisqnCyk+rN9asX6gSA45X6MZcNF+1pGKsTG28BcNyPegUJFzY6DuVw1QecY1ieY76loRXrw11V99DbkNU26iHogz65AdBfDAO+1S4YOLWfXujjTh3Qw/IVGZp3gavnTNkpDv2j5agP9QoaWe0kpRxSS2gmANwKoKLnENjgZKOEEOJJUxSFE64CilVIYgLQv5qq8evbhJNthgC0+FulwOGm/RjhsWr7MDHj6jlTY5k7/axYwHC0k2liUdZJRBVMLjZyBcPOpcEqFFiVoUELaBtnaCN30E7uoJ2cKbqN6HxLwwTWf0kZ68OqudcL0DZuoI3cQTu5g3Zypug2ovMtASp0mnnDWlHdIUIAtI0baCN30E7uoJ2c8cJGdL6l43jGGrF94FaJBrSNM7SRO2gnd9BOzhTVRkJKWXiVyDrUrNy7sbpnbD+AY+adYUy7pcQB5DxgX67QNs7QRu6gndxBOznjt43ofAkhhBCfYdiZEEII8Rk6X0IIIcRn6HwJIYQQn6HzJYQQQnyGzpcQQgjxGTpfQgghxGfofAkhhBCfoaoRIaQsEEL0QN/Sb1BKGSjpPyU2HwcwIaXsckpPCJ0vqUrUy7IDQDt0/Vvzvq3t0EXDh6WUe0tQPWJNq5TSUidV7U50WP05rP4/KKXsN4TQjZ2KLO59n5IVhBCiE7oWawf0HY5OutnFSEp5SJ3fl+e1kSqDO1yRqkW9aLullOv0gYUQcegv3mrWeQ0UQog+K+ertvzbB6BLSjlsOh6H7kTvgn6fB0y/Zbv37QCeBNCSq2KNXR0JyYRjvoRYoF7i1SocXjYYjldKuc/seIGVezgA3QETEigYdibEnpNCiGZqmgYT1bPtBmAbnZBSDgshqkoggJQH7PkSYkK90A2egD7BhwSTbgBDmT1eC076URlCcoHOl5C1tJv+HQfQJ4Q4L4SICyE6hRB9QoiVMKY6tl/9153hvCGEaBdC9Kh0nSqf/UY69ftJIYQ0ndOsjk0ak4WcylP5PCmEkOp8cxqzBqm5XgdVmk6jHHXsvCp7f0b6SVVGe2Z+2RBCdJjqti4EbNg3lzwVHXAhZi6l7If+IZU3pus/aLLtQcPeheRNqhOGnQlRqJfoYaixXinlkBDiLuiTb9qllL0qTbNKf1ClM8Ka/cqR7JVSJpSj6TbPmFYO7W4AQ0YZAPaZna8Kc+8TQkxm1C9beUNCiDsBTALoUA7HSCMBCFM+HQAOSSn3meslhBiWUh4VQgwB6DHlYdjigXyW+EgpB4QQB5Qd1zhBZY9WF71XK5oBjLusg9XQQbNh0wyswtitAA6YbSKEOAndjhyWIDlD50uqnWa19ATQe7prenVqzLAZavmK4XzUsW4ppcBaBgC8G/oSlh4AhzLy61fLUQ7BmQnjH27KUw4fWF1qYzAshGg3iYL3AMhci9qt6tSvnGVrxjlW+eaCsXQr01Edhm6rUpCw+phQPfvOjMPNMPWy1Wzp1qCtNyblA50vqXYSxhpNYLV3mUmGEwL0kKfRuzXTCmCvCqPGzT0lc5l51DNreRnHbJ2kqV6Z4dqujGMPQHfQXeo8VyHeLOzLPF85uXYAd+aZZwLAFVY/qOvMDLcPWVy3WwaMDwfTRC+uASd5Q+dLyFoynawdrdB3M8p8mRubNawbZzUxkeW3vMoz4xAGtRyvtci3F8DzWO0hFzrruwPAgYxjfQDuKiBf22VEKox91LRm91ABjjfTpn0qv0IiAaTK4YQrQkzk8IIeRvaZ0MV+MTuVl0s+jihn84SajNWM/HrrAFZ6iplh227oIe5C1lI/AKA922QtU8TC7UdVVizG3Y0ePCE5QedLSB6YtiNc9+I3jZVahYkBfWzZDSvpnMpzmR9M9Vp3jkXexthwRyG9Rui902FT2LZb1cXNuLct6lqMsXVLijkTWdnnMPQds8zHuByN5AydLyFZcHh5H4A+9mdO34HVXuIBZEysyhKOHjI7RJVPZm/XqTw3dbbLZ50zVr1SS+eiljN1Zx63YR+AAbXMqgf6nssFOV5THbugb4Zy0qYH3Iki9XphHW7ej/yGEUiVwzFfUpUox7Ef+mznPlgo5QjTZv3KaZzMWH7TL4RIqLwGoTvBYePlbPE7oDsCqxDuAQB3mxzIsErXrZb49GcrzzQJCAAeEkI8oPIw1Ha6hRDdUsoBm3oN24xh9gI4bnE8DqBTCDHoInTcDjU+64Xij1oeNQD9GgH9us9DD3X3Q7+GlQ8IsSqs0Kzuq5WwAqDb8ZiyVyeUapGxPAr6hKtOZNlhixA7KKxAiM+o9bt7y2HCjhCiM5uqjxBif4HjtrnUJfCiBeVQRxIMGHYmhFhiXt+cBW4wQUge0PkSQlYQ+vaZxgYTWSdaqV5vIROxCKla6HwJ8QnThKNmAD02M6FLTQ9WxzWdJiqx10tInnDMlxBSFgghzkP/IFg3Oa7UqElcxu5h3PmKOELnSwghhPgMw86EEEKIz9D5EkIIIT5D50sIIYT4DJ0vIYQQ4jN0voQQQojP/D9VcPesJXXiygAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -295,8 +302,13 @@ " +'[J s$^{-1}$ m$^{-2}$ Hz$^{-1}$ sr$^{-1}$]', \n", " fontsize=20\n", ")\n", - "plt.text(0.72, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$',\n", - " fontsize = 18, transform = ax.transAxes)\n", + "\n", + "if channel=='decay':\n", + " plt.text(0.72, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$',\n", + " fontsize = 18, transform = ax.transAxes)\n", + "else:\n", + " plt.text(0.72, 0.9, r'$\\chi\\chi \\rightarrow \\gamma\\gamma$',\n", + " fontsize = 18, transform = ax.transAxes)\n", " \n", "for ii, data in enumerate(data_list):\n", " plt.plot(\n", @@ -341,14 +353,56 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "c188e27e2e62494b965c7fa8917011e3", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "
" + "HBox(children=(IntProgress(value=0, max=12), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a1402066da6a4f169f2f01675684c2bd", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=12), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" ] }, "metadata": { @@ -358,47 +412,72 @@ } ], "source": [ - "eng = data_list[0]['data'][-1]['distortion'].eng\n", - "hplanck = phys.hbar * 2 * np.pi\n", - "convert = phys.nB * eng * hplanck * phys.c /(4*np.pi) * phys.ele * 1e4\n", - "nu = eng/hplanck\n", - "\n", - "plt.figure(figsize=(7, 7))\n", - "ax = plt.gca()\n", "cmap = cm.plasma(np.linspace(0.1, 0.9, 12))\n", + "fig, axs = plt.subplots(1,2, figsize=(15, 7))\n", + "\n", + "for ii, channel in enumerate(['decay', 'swave']):\n", + " data_list = []\n", + " dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/WQ_nmax_200_runs_low/'+channel+'/'\n", + "\n", + " directory = os.fsencode(dir_str)\n", + " skip = 1\n", + "\n", + " for file in tqdm(sorted(os.listdir(directory))[::skip]): \n", + " filename = os.fsdecode(file)\n", + " data_list.append(pickle.load(open(dir_str+filename, 'rb')))\n", + "\n", + " eng = data_list[0]['data'][-1]['distortion'].eng\n", + " hplanck = phys.hbar * 2 * np.pi\n", + " convert = phys.nB * eng * hplanck * phys.c /(4*np.pi) * phys.ele * 1e4\n", + " nu = eng/hplanck\n", + "\n", + " axs[ii].loglog()\n", + " axs[ii].set_xlim([4, 3000])\n", + " axs[ii].set_ylim([7e-6, 2])\n", + " axs[ii].set_xlabel(r'Redshift, $1+z$', fontsize=20)\n", + " axs[ii].set_ylabel(\n", + " r'Ionization $x_\\mathrm{HII}$', \n", + " fontsize=20\n", + " )\n", "\n", - "plt.loglog()\n", - "plt.xlim([4, 3000])\n", - "plt.ylim([1e-5, 2])\n", - "plt.xlabel(r'Redshift, $1+z$', fontsize=20)\n", - "plt.ylabel(\n", - " r'Ionization $x_\\mathrm{HII}$', \n", - " fontsize=20\n", - ")\n", - "plt.text(0.7, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$',\n", - " fontsize = 18, transform = ax.transAxes)\n", - "\n", - "plt.plot(\n", - " rs_list, xe_Recfast, color='k', linestyle='--', linewidth=3, label=\"RECFAST\"\n", - ")\n", + " if channel=='decay':\n", + " axs[ii].text(0.69, 0.9, r'$\\chi \\rightarrow \\gamma\\gamma$',\n", + " fontsize = 18, transform = axs[ii].transAxes)\n", + " else:\n", + " axs[ii].text(0.66, 0.9, r'$\\chi\\chi \\rightarrow \\gamma\\gamma$',\n", + " fontsize = 18, transform = axs[ii].transAxes)\n", "\n", - "for ii, data in enumerate(data_list[1:]):\n", - " plt.plot(\n", - " rs_list, data['data'][-1]['x'][:,0],\n", - " color=cmap[ii], linestyle='solid', linewidth=1.4, \n", - " label=f\"{data['DM_params']['mDM']/1e9:.1E}\"\n", + " axs[ii].plot(\n", + " rs_list, xe_Recfast, color='k', linestyle='--', linewidth=3, label=\"RECFAST\"\n", " )\n", "\n", - "plt.legend(title=r'$m_\\chi$ [GeV]', \n", - " loc='lower center', title_fontsize=14, framealpha=0.8, facecolor='white',\n", - " fontsize=11, ncol=4, columnspacing=1)\n", + " for jj, data in enumerate(data_list[1:]):\n", + " if ii == 0:\n", + " chan_label = f\"{data['DM_params']['mDM']:.1E}\"\n", + " else:\n", + " chan_label = f\"{data['DM_params']['mDM']:.1E}, {data['DM_params']['inj_param']:.1E}\"\n", + "\n", + " axs[ii].plot(\n", + " rs_list, data['data'][-1]['x'][:,0],\n", + " color=cmap[jj], linestyle='solid', linewidth=1.4, \n", + " label=chan_label\n", + " )\n", + "\n", + " if ii == 0:\n", + " axs[ii].legend(title=r'$m_\\chi$ [eV], $\\tau = 2 \\times 10^{25}$ s', \n", + " loc='lower center', title_fontsize=14, framealpha=0.8, facecolor='white',\n", + " fontsize=11, ncol=3, columnspacing=1)\n", + " else:\n", + " axs[ii].legend(title=r'$m_\\chi$ [GeV], $\\,\\langle \\sigma v \\rangle$ [cm$^3$ s$^{-1}$]', \n", + " loc='lower center', title_fontsize=14, framealpha=0.8, facecolor='white',\n", + " fontsize=11, ncol=3, columnspacing=1)\n", "\n", "plt.savefig(fig_dir+'xe_lowm.pdf')" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/examples/DH_Upgrade/New_Results/new_fexc_test.ipynb b/examples/DH_Upgrade/New_Results/new_fexc_test.ipynb index d28311ef..1804cad7 100644 --- a/examples/DH_Upgrade/New_Results/new_fexc_test.ipynb +++ b/examples/DH_Upgrade/New_Results/new_fexc_test.ipynb @@ -7,28 +7,6 @@ "outputs": [], "source": [ "%load_ext autoreload\n", - "%load_ext line_profiler" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "Bad key text.latex.preview in file ../../matplotlibrc, line 10 ('text.latex.preview : False')\n", - "You probably need to get an updated matplotlibrc file from\n", - "https://github.com/matplotlib/matplotlib/blob/v3.5.1/matplotlibrc.template\n", - "or from the matplotlib source distribution\n" - ] - } - ], - "source": [ - "%autoreload \n", "\n", "import sys\n", "sys.path.append('../../..')\n", @@ -47,119 +25,77 @@ "import darkhistory.physics as phys\n", "import darkhistory.history.tla as tla\n", "import main\n", - "import config" + "import config\n", + "\n", + "output_dir = '/Users/viviesque/OneDrive - Massachusetts Institute of Technology/DarkHistory/output/'" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "****** Loading transfer functions... ******\n", - " for propagating photons... Done!\n", - " for low-energy photons... Done!\n", - " for low-energy electrons... Done!\n", - " for high-energy deposition... Done!\n", - " for total upscattered CMB energy rate... Done!\n", - "****** Loading complete! ******\n", - "****** Loading transfer functions... ******\n", - " for inverse Compton (Thomson)... Done!\n", - " for inverse Compton (relativistic)... Done!\n", - " for inverse Compton (energy loss)... Done!\n", - "****** Loading complete! ******\n" + "ERROR:root:Internal Python error in the inspect module.\n", + "Below is the traceback from this internal error.\n", + "\n" ] }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5f14122241214c448b7d7b8fa07b5db9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/414.0 [00:00\", line 50, in \n", + " params_list, 0, options_dict, output_dir, 'max_CMB_no_BR_no_distort_TLA_eff'\n", + "NameError: name 'params_list' is not defined\n", + "\n", + "During handling of the above exception, another exception occurred:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/site-packages/IPython/core/interactiveshell.py\", line 2044, in showtraceback\n", + " stb = value._render_traceback_()\n", + "AttributeError: 'NameError' object has no attribute '_render_traceback_'\n", + "\n", + "During handling of the above exception, another exception occurred:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/site-packages/IPython/core/ultratb.py\", line 1148, in get_records\n", + " return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/site-packages/IPython/core/ultratb.py\", line 316, in wrapped\n", + " return f(*args, **kwargs)\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/site-packages/IPython/core/ultratb.py\", line 350, in _fixed_getinnerframes\n", + " records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/inspect.py\", line 1502, in getinnerframes\n", + " frameinfo = (tb.tb_frame,) + getframeinfo(tb, context)\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/inspect.py\", line 1460, in getframeinfo\n", + " filename = getsourcefile(frame) or getfile(frame)\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/inspect.py\", line 696, in getsourcefile\n", + " if getattr(getmodule(object, filename), '__loader__', None) is not None:\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/inspect.py\", line 742, in getmodule\n", + " os.path.realpath(f)] = module.__name__\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/posixpath.py\", line 395, in realpath\n", + " path, ok = _joinrealpath(filename[:0], filename, {})\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/posixpath.py\", line 428, in _joinrealpath\n", + " newpath = join(path, name)\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/posixpath.py\", line 81, in join\n", + " sep = _get_sep(a)\n", + " File \"/Users/viviesque/opt/anaconda3/envs/DarkHistoryEnvironment/lib/python3.7/posixpath.py\", line 42, in _get_sep\n", + " if isinstance(path, bytes):\n", + "KeyboardInterrupt\n" ] }, { - "ename": "KeyboardInterrupt", - "evalue": "", + "ename": "NameError", + "evalue": "name 'params_list' is not defined", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [4]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 9\u001b[0m options_dict \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstart_rs\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m3000\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhigh_rs\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1.555e3\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend_rs\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m4\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcross_check\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melec_method\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;124m'\u001b[39m\u001b[38;5;124meff\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 11\u001b[0m \u001b[38;5;66;03m#'reion_switch':True, 'reion_method':'Puchwein', 'heat_switch':True,\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreprocess_distortion\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;28;01mTrue\u001b[39;00m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnmax\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m10\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrtol\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m1e-6\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124muse_tqdm\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;28;01mTrue\u001b[39;00m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtqdm_jupyter\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;28;01mTrue\u001b[39;00m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124miterations\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m2\u001b[39m\n\u001b[1;32m 15\u001b[0m }\n\u001b[1;32m 17\u001b[0m output_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/scratch/gpfs/hongwanl/DarkHistory/scratch/\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m---> 19\u001b[0m \u001b[43mmain\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43membarrassingly_parallel_evolve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 20\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmax_CMB_no_BR_no_distort_TLA_eff\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 21\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/DarkHistory/examples/DH_Upgrade/New_Results/../../../main.py:1663\u001b[0m, in \u001b[0;36membarrassingly_parallel_evolve\u001b[0;34m(DM_params, ind, evolve_options_dict, save_dir, file_name_str)\u001b[0m\n\u001b[1;32m 1639\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1640\u001b[0m \u001b[38;5;124;03mEmbarrassingly parallel scan over DM parameters and saves the output. \u001b[39;00m\n\u001b[1;32m 1641\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1658\u001b[0m \n\u001b[1;32m 1659\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1661\u001b[0m params \u001b[38;5;241m=\u001b[39m DM_params[ind]\n\u001b[0;32m-> 1663\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mevolve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1664\u001b[0m \u001b[43m \u001b[49m\u001b[43mDM_process\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mDM_process\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmDM\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmDM\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 1665\u001b[0m \u001b[43m \u001b[49m\u001b[43mlifetime\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43minj_param\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigmav\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43minj_param\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1666\u001b[0m \u001b[43m \u001b[49m\u001b[43mprimary\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mpri\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m_delta\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mevolve_options_dict\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 1667\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1670\u001b[0m fn \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 1671\u001b[0m save_dir\n\u001b[1;32m 1672\u001b[0m \u001b[38;5;241m+\u001b[39mparams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpri\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m+\u001b[39mparams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDM_process\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1675\u001b[0m \u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m+\u001b[39mfile_name_str\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_ind_\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m+\u001b[39m\u001b[38;5;28mstr\u001b[39m(ind)\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.p\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 1676\u001b[0m )\n\u001b[1;32m 1678\u001b[0m pickle\u001b[38;5;241m.\u001b[39mdump({\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDM_params\u001b[39m\u001b[38;5;124m'\u001b[39m:params, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mind\u001b[39m\u001b[38;5;124m'\u001b[39m:ind, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m:data}, \u001b[38;5;28mopen\u001b[39m(fn, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwb\u001b[39m\u001b[38;5;124m'\u001b[39m))\n", - "File \u001b[0;32m~/DarkHistory/examples/DH_Upgrade/New_Results/../../../main.py:1270\u001b[0m, in \u001b[0;36mevolve\u001b[0;34m(in_spec_elec, in_spec_phot, rate_func_N, rate_func_eng, DM_process, mDM, sigmav, lifetime, primary, struct_boost, start_rs, high_rs, end_rs, helium_TLA, reion_switch, reion_rs, reion_method, heat_switch, photoion_rate_func, photoheat_rate_func, xe_reion_func, DeltaT, alpha_bk, init_cond, coarsen_factor, backreaction, compute_fs_method, elec_method, distort, fudge, nmax, fexc_switch, MLA_funcs, cross_check, reprocess_distortion, simple_2s1s, iterations, first_iter, prev_output, use_tqdm, tqdm_jupyter, mxstep, rtol)\u001b[0m\n\u001b[1;32m 1262\u001b[0m xHeII_to_interp \u001b[38;5;241m=\u001b[39m x_arr[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 1264\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m next_rs \u001b[38;5;241m>\u001b[39m end_rs:\n\u001b[1;32m 1265\u001b[0m \n\u001b[1;32m 1266\u001b[0m \u001b[38;5;66;03m# Only compute the transfer functions if next_rs > end_rs.\u001b[39;00m\n\u001b[1;32m 1267\u001b[0m \u001b[38;5;66;03m# Otherwise, we won't be using them.\u001b[39;00m\n\u001b[1;32m 1269\u001b[0m highengphot_tf, lowengphot_tf, lowengelec_tf, highengdep_arr \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m-> 1270\u001b[0m \u001b[43mget_tf\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1271\u001b[0m \u001b[43m \u001b[49m\u001b[43mrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxHII_to_interp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxHeII_to_interp\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1272\u001b[0m \u001b[43m \u001b[49m\u001b[43mdlnz\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcoarsen_factor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcoarsen_factor\u001b[49m\n\u001b[1;32m 1273\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1274\u001b[0m )\n\u001b[1;32m 1276\u001b[0m \u001b[38;5;66;03m# Get the spectra for the next step by applying the\u001b[39;00m\n\u001b[1;32m 1277\u001b[0m \u001b[38;5;66;03m# transfer functions.\u001b[39;00m\n\u001b[1;32m 1278\u001b[0m highengdep_at_rs \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mdot(\n\u001b[1;32m 1279\u001b[0m np\u001b[38;5;241m.\u001b[39mswapaxes(highengdep_arr, \u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m),\n\u001b[1;32m 1280\u001b[0m out_highengphot_specs[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mN\n\u001b[1;32m 1281\u001b[0m )\n", - "File \u001b[0;32m~/DarkHistory/examples/DH_Upgrade/New_Results/../../../main.py:1612\u001b[0m, in \u001b[0;36mget_tf\u001b[0;34m(rs, xHII, xHeII, dlnz, coarsen_factor)\u001b[0m\n\u001b[1;32m 1610\u001b[0m prop_tf \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mzeros_like(highengphot_tf\u001b[38;5;241m.\u001b[39m_grid_vals)\n\u001b[1;32m 1611\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m np\u001b[38;5;241m.\u001b[39marange(coarsen_factor):\n\u001b[0;32m-> 1612\u001b[0m prop_tf \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[43mmatrix_power\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhighengphot_tf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_grid_vals\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1613\u001b[0m lowengphot_tf\u001b[38;5;241m.\u001b[39m_grid_vals \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmatmul(\n\u001b[1;32m 1614\u001b[0m prop_tf, lowengphot_tf\u001b[38;5;241m.\u001b[39m_grid_vals\n\u001b[1;32m 1615\u001b[0m )\n\u001b[1;32m 1616\u001b[0m lowengelec_tf\u001b[38;5;241m.\u001b[39m_grid_vals \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmatmul(\n\u001b[1;32m 1617\u001b[0m prop_tf, lowengelec_tf\u001b[38;5;241m.\u001b[39m_grid_vals\n\u001b[1;32m 1618\u001b[0m )\n", - "File \u001b[0;32m<__array_function__ internals>:180\u001b[0m, in \u001b[0;36mmatrix_power\u001b[0;34m(*args, **kwargs)\u001b[0m\n", - "File \u001b[0;32m~/.conda/envs/DarkHistory/lib/python3.8/site-packages/numpy/linalg/linalg.py:664\u001b[0m, in \u001b[0;36mmatrix_power\u001b[0;34m(a, n)\u001b[0m\n\u001b[1;32m 662\u001b[0m n, bit \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdivmod\u001b[39m(n, \u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m 663\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bit:\n\u001b[0;32m--> 664\u001b[0m result \u001b[38;5;241m=\u001b[39m z \u001b[38;5;28;01mif\u001b[39;00m result \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m \u001b[43mfmatmul\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mz\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m" ] } ], @@ -168,10 +104,57 @@ "\n", "mDM = 22\n", "\n", + "# params_list = [{'pri':'phot', 'DM_process':'decay', \n", + "# 'mDM':mDM, 'inj_param':4e22\n", + "# }]\n", + "\n", + "# options_dict = {\n", + "# 'start_rs': 3000, 'high_rs': 1.555e3, 'end_rs':4, 'cross_check':False, 'elec_method':'old',\n", + "# #'reion_switch':True, 'reion_method':'Puchwein', 'heat_switch':True,\n", + "# 'reion_switch':False, 'reion_method':'Puchwein', 'heat_switch':False,\n", + "# 'coarsen_factor':16, 'distort':False, 'fexc_switch': False, 'backreaction':False,\n", + "# 'reprocess_distortion':False, 'nmax':10, 'rtol':1e-6, 'use_tqdm':True, 'tqdm_jupyter':True, 'iterations':1\n", + "# }\n", + "\n", + "# output_dir = '/Users/viviesque/OneDrive - Massachusetts Institute of Technology/DarkHistory/output/'\n", + "\n", + "# main.embarrassingly_parallel_evolve(\n", + "# params_list, 0, options_dict, output_dir, 'max_CMB_no_BR_no_distort_TLA_old'\n", + "# )\n", + "\n", + "# params_list = [{'pri':'phot', 'DM_process':'decay', \n", + "# 'mDM':mDM, 'inj_param':4e22\n", + "# }]\n", + "# options_dict = {\n", + "# 'start_rs': 3000, 'high_rs': 1.555e3, 'end_rs':4, 'cross_check':False, 'elec_method':'eff',\n", + "# #'reion_switch':True, 'reion_method':'Puchwein', 'heat_switch':True,\n", + "# 'reion_switch':False, 'reion_method':'Puchwein', 'heat_switch':False,\n", + "# 'coarsen_factor':16, 'distort':True, 'fexc_switch': True, 'backreaction':False, 'fudge':1.14,\n", + "# 'reprocess_distortion':True, 'nmax':10, 'rtol':1e-6, 'use_tqdm':True, 'tqdm_jupyter':True, 'iterations':2\n", + "# }\n", + "\n", + "# main.embarrassingly_parallel_evolve(\n", + "# params_list, 0, options_dict, output_dir, 'max_CMB_no_BR_no_distort_TLA_eff'\n", + "# )\n", + "\n", + "# params_list = [{'pri':'phot', 'DM_process':'decay', \n", + "# 'mDM':mDM, 'inj_param':4e20\n", + "# }]\n", + "# options_dict = {\n", + "# 'start_rs': 3000, 'high_rs': 1.555e3, 'end_rs':4, 'cross_check':False, 'elec_method':'eff',\n", + "# #'reion_switch':True, 'reion_method':'Puchwein', 'heat_switch':True,\n", + "# 'reion_switch':False, 'reion_method':'Puchwein', 'heat_switch':False,\n", + "# 'coarsen_factor':16, 'distort':True, 'fexc_switch': True, 'backreaction':False, 'fudge':1.14,\n", + "# 'reprocess_distortion':True, 'nmax':10, 'rtol':1e-6, 'use_tqdm':True, 'tqdm_jupyter':True, 'iterations':2\n", + "# }\n", + "\n", + "main.embarrassingly_parallel_evolve(\n", + " params_list, 0, options_dict, output_dir, 'max_CMB_no_BR_no_distort_TLA_eff'\n", + ")\n", + "\n", "params_list = [{'pri':'phot', 'DM_process':'decay', \n", - " 'mDM':mDM, 'inj_param':4e24\n", + " 'mDM':mDM, 'inj_param':1e40\n", " }]\n", - "\n", "options_dict = {\n", " 'start_rs': 3000, 'high_rs': 1.555e3, 'end_rs':4, 'cross_check':False, 'elec_method':'eff',\n", " #'reion_switch':True, 'reion_method':'Puchwein', 'heat_switch':True,\n", @@ -180,8 +163,6 @@ " 'reprocess_distortion':True, 'nmax':10, 'rtol':1e-6, 'use_tqdm':True, 'tqdm_jupyter':True, 'iterations':2\n", "}\n", "\n", - "output_dir = '/scratch/gpfs/hongwanl/DarkHistory/scratch/'\n", - "\n", "main.embarrassingly_parallel_evolve(\n", " params_list, 0, options_dict, output_dir, 'max_CMB_no_BR_no_distort_TLA_eff'\n", ")" @@ -189,25 +170,65 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# full_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/log10mDM_4.0000_phot_decay_log10param_24.6021_max_CMB_nmax_200_Puchwein_ind_0.p', 'rb'))\n", + "# old_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_22.6021_max_CMB_no_BR_no_distort_TLA_old_ind_0.p', 'rb'))\n", + "# new_weak_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_24.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "# new_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_22.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "# new_quite_strong_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_20.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "# new_strong_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_16.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "\n", + "new_n200 = pickle.load(open(output_dir+'phot_decay_log10mDM_1.3424_log10param_22.6021_max_CMB_nmax_200_Puchwein_ind_0.p', 'rb'))\n", + "new_quite_strong_n200 = pickle.load(open(output_dir+'phot_decay_log10mDM_1.3424_log10param_20.6021_max_CMB_nmax_200_Puchwein_ind_1.p', 'rb'))\n", + "std_n200 = pickle.load(open(output_dir+'phot_decay_log10mDM_1.3424_log10param_40.0000_max_CMB_nmax_200_Puchwein_ind_0.p', 'rb'))\n", + "\n", + "new_data = pickle.load(open(output_dir+'phot_decay_log10mDM_1.3424_log10param_22.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "new_quite_strong_data = pickle.load(open(output_dir+'phot_decay_log10mDM_1.3424_log10param_20.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "std = pickle.load(open(output_dir+'phot_decay_log10mDM_1.3424_log10param_40.0000_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rs_vec = new_data['data'][-1]['rs']\n", + "# std = tla.get_history(rs_vec)\n", "\n", + "plt.figure(figsize=(7,7))\n", + "plt.loglog()\n", + "ax=plt.gca()\n", "\n", - "old_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_22.6021_max_CMB_no_BR_no_distort_TLA_old_ind_0.p', 'rb'))\n", - "\n", - "\n", - "\n", - "\n", - "new_weak_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_24.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", - "\n", - "new_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_22.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "plt.plot(rs_vec, new_n200['data'][-1]['x'][:,0], 'r', label=r'$\\tau = 4 \\times 10^{22}$ s')\n", + "plt.plot(rs_vec, new_quite_strong_n200['data'][-1]['x'][:,0], 'b--', label=r'$\\tau = 4 \\times 10^{20}$ s')\n", + "plt.plot(rs_vec, std_n200['data'][-1]['x'][:,0], 'k:', label='$\\Lambda$CDM, $n_\\mathrm{max} = 200$')\n", "\n", - "new_quite_strong_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_20.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))\n", + "plt.legend(loc='lower left', bbox_to_anchor=(0., 0.6), bbox_transform = ax.transAxes) #loc='upper left')\n", + "plt.text(0.05, 0.94, r'$\\chi \\rightarrow \\gamma\\gamma$', fontsize=18, transform = ax.transAxes)\n", + "plt.text(0.05, 0.87, r'$m_\\chi = 22$ eV', fontsize=18, transform = ax.transAxes)\n", + "plt.xlabel(r'$1+z$')\n", + "plt.ylabel(r'$x_e$')\n", "\n", - "new_strong_data = pickle.load(open('/scratch/gpfs/hongwanl/DarkHistory/scratch/phot_decay_log10mDM_1.3424_log10param_16.6021_max_CMB_no_BR_no_distort_TLA_eff_ind_0.p', 'rb'))" + "fig_dir = '/Users/viviesque/OneDrive - Massachusetts Institute of Technology/DarkHistory/figs/'\n", + "plt.savefig(fig_dir+'sub136.pdf')\n", + "plt.show()" ] }, { @@ -227,7 +248,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -239,7 +260,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD+CAYAAAA6c3LAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABNeklEQVR4nO3dd3hb1fnA8e+VvPfezt7Lzt6QQAJhUwhNCxRKW8IuUH5llFJ2IW0ZpRQKtHTQMlNmCSOBAFnOchZZJHFiO957D43z++PK8pLjES3b7+d58kS690j3OHLuq7PeoymlEEIIIQyeroAQQgjvIAFBCCEEIAFBCCGEjQQEIYQQgAQEIYQQNj6erkBfaJomU6OEEKKPlFKao+PSQhBCCAH00xZCC6UUmqbR27UUPX1Nd+X6et7R8Y7HNE0P4J5cJ9KXf1tnvpezPqfuysjndHrvJZ9Tz3jD59QdaSEIIYQABkBAePDBB132mu7K9fW8o+N9+TlczZl18uTn1F0Z+ZxO773kc+qZ/vA5af0xdUXLoHJ/rHtPeUMTV3RPPqf+QT4nXZt/BxlUFkII0TUJCEIIIQAJCEIIIWwkIAghRDeUUhRUNVBS0+TpqrhUv16HIIQQrrYrp4Jfv/8t+/OrAZg3MppVl08hNSrIwzVzPpllJIQQXVh/qJgb/r2TZrO13fGEsAD+9/MFxIT4e6hmfSOzjIQQog8OFlRzy+uZNJut+Bg0bjxzJMunpwBQWN3In9cf9XANnU+6jIQQooPqRhM/++cO6pstaBo8f+U0lk1KQClFXkUDW7LKeHNbLr++YAJGQ/cpIfoLaSEIIUQHT6w5RF5lAwB3nzuOZZMSAL3LZeGYGAAaTBZMFmuX79EfSUAQQog2Nh8t5Y1tOQDMHxXNjWeOaHfe2CZJnMU6sMYxJSAIIYSN2WLloY/2AxDkZ+TJy6Z0yhLatovIMsAmtkhAEEIIm7d3nOS7oloAbj1rlMOppe0CgkUCghBCDDh1TWaeXnsYgOSIQH4yf7jDctJCEEKIAe4fm09QWtsMwN3LxhLga3RYrm1AsA6wMQS3TzvVNG0EsByIVkrd4+D83UAWEAWglHrZvTUUQgw2VQ0mXvr6GADjEkK5aEpSl2XbDiqbB1hAcGsLQdO0JcA0YCQQ4eD8KiBLKbXaFghGapq23J11FEIMPn/bkEV1oxmAu84Zi+EUawvanpNZRqdBKbVOKbUaqOyiyErb+RZrgRtcXjEhxKBVXtfM3zYeByAtJZwl4+NOWd6nbZeRjCG4hqZp0xwcLgeWuLsuQojB46Wvj1HXbAH01kF3m9G3HUMYaF1G3pS6Igo9ALRVeaoXdPfBgSTAE0J0rbi6kX9uOQHArGFRLBwd0+1rDJp3Dir35H7YHa9pIeBgTAFbgNA0zdE5IYQ4LX9ef5RGk55+4q5zxvTopupzmtNOvflLqjcFhEpsM4va6Pi8HaVUt3+EEMKRvMoGXrelqFg4OobZI6J79Lq2g8rmXi5MezfzJDMfX8fbO3J79bqecMb90JsCQjmdWwkRAEqpSjfXRQgxgCml+M3732Ky3dDvOmdsj1/bdtppbweVf/H2Hkprm7l79d5evc5dvGYMQSmVqWlaZYfDUcA6D1RHCNFPKaU4WlzLsZJaTBZFUkQgYxNCCfH3sZ//3WeH+eJQMQCXpCeRnhrR4/c3GgfutFOvCQg2b2uatrzN1NOlwEuerJAQon+wWBVvbs/hhfXH7Kmr20qJDCQpPJDy+maOFuv5ilKjAnn44om9us5Aznbq1oBgm1q6An2lcstCtLeUUpkASqkbNE2727YYbQRwrMO6BCGE6KSkpomVr+1gV05ll2VOVjRwsqI1UAyJCuIf180kIsivV9cy9nFhWn8Y03RrQLDd+DOBTikr2pT5nftqJITo77LL6rjqr1vtN/vkiEB+smA4M4dF4udj4ERpHYcKazhSVEtJTRNGg8aC0TH8aO5QwgJ8e329via3a1nr4M28rctICCF6rLimkR/9bZs9GFwxPYVHL53ULjHduIQwlk1KdNo1+9pCqKhrdlodXEUCghCiX2o0WfjpP3aQU14PwE2LRnL3ud2vND5dhj6OIVQ1mNo9N1ms+Bq9aaKnd007FUKIHnvwg/3sy6sCYMWMVLcEA+h7LqOK+vYthAaT93UhSUAQQvQ7b27L4S3b4q6ZwyJ57HuT3BIMoEMuo14sTKusb99CaPTCMQXpMhJC9Ct7T1bymw/1fY9jQvz585XT3NP1YmsNGPq4MK2yH7QQJCAIIfqN8rpmbvp3Js1mK0aDxp+vnEpcWIBrL1p6FNb+Bo6uA98AEkd9j2AWUkcgFmvP36Zlv4UW9V7YQpAuIyFEv2C2WLn19Uz7orP7zhvX4/xDfXb8G3h5ERz+GCxN0FhF5Lf/4D9+vyWAJszWXkSEDryxhSABQQjRL/zus8NsPlYGwEVpSfx0wXDXXrBgL7xxJTTX6M8nLYfUOQCkG45xnfGz09ogp0FaCEII0Xsf7snn5W+yAH3P41WXT3btIHJdKbz+/dZgcNlfYfnf4NqPMEWNAeBnPh9j6U2fUQcSEIQQope2nyjn/97ZA0BYgA8v/Wg6QX4uHP5UCj64BWoK9Ofn/hamXKE/9vGjftzlAERrNWBu7PNl+tJllF1Wx5vbcsgpq+/zdU9FBpWFEF7raHEtP/vnDvsg8vNXTmNodLBrL7rzH/Ddp/rjCZfCnJvbndZ8Wgexlbn9VNLeOFhQzbd5VezKraSwqpFgfx/iw/xJCAsgLiyAsAAfUiKDiAr2Y3RcCE1mK59+W8gTnxwCYMPdi0mNCurz9R2RgCCE8Eq55fVc++o2+wrfJy+bzBljYl170dpiWPug/jgsGS56Fjp0TWk+rcnwlLXvAeGFr451OnawoGevTY4IJCUysM/X7ooEBCGE1zlZUc8PX8mwzyj6xdIxXDEj1fUX/ux+aNJXP3PBUxAY2amIwdiaEE+Zmk77klNSwhkSFUR9s4XCqkaKaxoprT113qN5I6NdMoYiAUEI4VVOlNbxo1dbs5euPGMEt501yvUXzvoK9r2tPx53IYw9z2Gxti0ErGaHZXrCoMGHty5gUnJ4p3PNZisV9c0cyK/mZGUD/8nI5lBhjf28q6bbSkAQQniNXTkV/PSfOyi3ZQa9fuFw7jtvnOvTUpib4OO79Me+wbDsyS6LGnzapMy29C2D6bVzh3LL4lFdLqrz8zEQHxZAvO38j+YMpbimkStf2YqPQePcifF9um53JCAIIbzCugNF3PpGJo0mfSrnrYtHcdc5Y9yTo2jjM1B2VH+8+D6I6Lp7ymBsM4Zg6VsL4f4LJuDn07tJnnGhAay98wyX/ntIQBBCeJTVqnjhq6M8tfY7lNK7Uh69dBJXzR7qngqUHIYNT+mP4yfB7BtPWVxr00LQrO7d48DVwVECghDCY6rqTdz59m6+tG14H+hr5E8/nMqSCa7pEunEYoYPf27r+tHgoufAeOpd1Aw+/vbHytL3WUbeSAKCEMIjtmaVcdc7e+yDx8Njgnnx6mmMSwhzXyW+fARyM/THs2+ElOndvqT9GIIEBCGE6LNGk4WnPj/MXzceb8kozbkT4/n9FWl92uO4z/a8CZv+qD+OnwRn/6ZHL9PajCFoEhCEEKJv9p6s5K6393CkuBYAfx8D9543jh/PG+a2DW6oKYQtz8PmP+nP/cPg+/8Cvx6u+m3bpeTmMQRXk4AghHC5qgYTT31+mNcysu2tgrSUcJ76fjqj4kKcf0GloPQ7yMmAqlw9L1F1PlTl6cexVcIvBK58C6JH9vy92wWEns0y+mRfAb//7DDTtcPc6PM/tOwwGLmw59d0EwkIQgiXUUrx4Z58Hv3fQUpr9VW9vkaN284azc2LRuLj7J3OrBbY84beFVT63anLJs+AS1+A2LG9u4ahzSyjHqxDsFoVN/0nE4D/+j+sH3ztQnioqnfXdQMJCEIIl9iZXcHjHx8gM6fSfmzuiGgevXQio+JCnX/B6nz47/WQvbH9cc0AwXEQmgDhKRA9CsZfBMnTO+Up6pG2Ywg9aCEU1fQ9I6q7SUAQQjjVidI6fvfZIdbsK7Qfiwnx49cXTOCS9CTXjBWUHoF/XAi1tmuGJsHslTBmGUSPBmPXtzqlFDWmGuqa62iwNBDiG0KYXxgBPl1szWls20LoflD5eGldr34UT5KAIIRwisKqRl786iivb8vBZNH76P18DPxk/nBuXjzSdTOIyrPaB4OpP4LzVoGf4zTZZQ1lbC/cztbCrRwqO8Tx6uPUmTrftJOCk0iPS+f84eczP3k+Pgbb7bLtGILqOiAopXjhq2P8/rPDff7R3M1rA4KmaSttD6cDq5RSWZ6sjxDCscKqRv7y9TFe35ZDs7l1B7HvTU3mrnPGkBLp3Jz97TTVwBs/bA0Gi+6DRfd2KmaymPg8+3M+OvYRWwq2YFXd73SWX5dP/vF81hxfw6iIUTw490HS49LbjSEYTtFCyMgqbxcM/PH+GUleGRA0TZsG7FBKZWqatgR4CVjq4WoJIdroKhAsHB3DPcvGOczi6VRKwXs3Qom+YQzzbusUDEwWE+8fe59X9r5CQV37zQYCjAFMipnEyIiRpISkEOYfhr/RnzpTHWUNZRwsP0hGQQYN5gaOVh7l2k+v5YE5D7A8ebH9PbRT7IeweufJds8jqemipPfwyoAAjEAPADcAO4AZnq2OEKLFd0U1vPJNFu/vzrN3DYEeCO5YMprpQ6PcU5GMF+HQ//THo5bCkofbnd5ftp9fb/w1RyuP2o+F+4dz3rDzOGfYOaTFpuHXZoDYkXpTPa8deI2X975Ms7WZR7Y8QtSCAM6ynTd0ERCazBY+26+3WiKCfKmsNxGhdeiWslrAYOz5z+sGfQ4ImqaNAJYD0UqpexycvxvIAqIAlFIv9/S9lVKrgdW2pzPQg4IQwkOUUmRklfPyN8dYf7ik3Tm3BwKAkzthrW1lcfgQuOzldjfX9468xyNbHsGs9FlAicGJXD/lei4ZeUm3QaCtIN8gbki7gXlJ8/jZ5z+j3lzPg9ufZJrBQITViqYczzLafKyM2ib93OOXTubu1XuINHdoIZgawN8FazBOQ58Cgq0bJwJwuJpD07RVwHbbjR1N01Zpmra85Xkv3QBc0Zd6CiFOT7PZyiffFvC3jcfZe7J13rymwbKJCVx/xgimDem8q5hLNVTC6h+D1QQGH7ji7xDUGoxe2fsKz+16DgAfzYeVaSv56aSf9ioQdDQ5djIPz3uYX37zSyqbqng2MoKHysq77DL6ZJ/ePeVnNHDmWH3bz3A6tBBM9QMjICil1gFomjYTPTB0tLJDq2EtcA+2b/221oMjmS3vbSu3ErheKVXZl3oKIfqmoKqB17fm8Ma2XPuCMtBTTVwxI4WfLRjBsBgXb3bviFLwwS1QmaM/X/IwpLT2KL/z3Tv2YBDhH8FzZz3H1LipTrn0ucPO5f2j77MpfxP/DQvhBzU1GBysQ6hrMvPxXj0gnDk2lhB//TYbqXVsIdQ7pV7O5PQxBNuAcEflwJKWJ0qp3/XgfZYA65RSlZqmLWkbKIQQzqeUYsuxMv61JZu1B4uwWFvHB6KC/fjRnKFcM3co0SH+p3gXF9v6Uuu4wZjzYO4t9lOZRZk8lvEYoAeDf573T0aEj3DapTVN41ezf8VF71+EVVl5IyyUOabOLYT3duVR12wBYEWbfaA7tRCaB0FAQB8zKO9wrLI3b2ALKu8A5bZFLFlAp4DQkwUuSqluywgxmJXXNfNu5kne3J7LUVvSuRbpqRFcM3co509OJMDXwwOgeZnw+a/1x+GpetoJ2z2gtrmWX238FVZlxc/gx/NnP+/UYNBiSNgQFqUs4svcL/kkOIg5Fe0DQpPZwl++PgZASmQgi2zdRQAGOkx1NTU4tW7OWPDnioAQ4eBYOYCmaRE96f5RSmUCbu6YFGLwsFgVG46U8PaOXNYeKGo3W8jfx8DFaUlcM3cYk1NcPHW0pxoq4Z0ft44bLH+13bjBMzufIa82D4A7p99JWmyay6oyK3EWX+Z+SYPBQBPtb+p/+uKofX+HG8/sJlfTYOgyQm8NdJxu4JLpB/LtX4jeyS2v550duazeeZL8qvY5doZFB/HDWUP4/oxUIoP7PgDrdErBh7dBZbb+fMlDkDrLfvpw+WFWH9Hnq8xOmM2V4690aXUi/Vu/q9bROr7y+f5Cnl+vT3GdkBjGD2Z2vS8z4PSA0JP7YXetCFcEhHI6txIiAGRwWAj3q2ow8em3Bby/K58tWWXtzgX4Gjh/ciIrZqQya3iU+/Yk6I1tr8DBD/XHY5bB3Fvtp5RS/GHHH7AqK0bNyK9m/wqD5uQMqh1EBETYHzdoekDYk1vJHW/tBiDYz8gzK9K7z+Tal4BQX67v5xA3vm+J+brh9IBgW11c2eFwFA7GAIQQrtFktrD+UAkf7M7ji0PF7VYSg74XwfdnpnJRWpJ7dynrrezN8Pn9+uOwFLj0xXY3wm2F28go0LfAvGLMFYyIcP64QUdtWwi1NHEgv5prXt1GfbMFTYPnfjiVsQk9yObaUAkHPoS8HXqmVr8QCEvSs7KGJkFAGESN1P9uyZ908CP46OcQHAvXfwkRQ5z6s7lqpfLbHdYdLEVPPyGEcBGrVbHtRDkf7M7j470FVDe2nxIZG+rPRVOS+P7MFPfuW9xXBXvh9RVgaXY4bgD6mgOAQJ9Abkq/yS3VigxoDQjl5kbOf26D/fljl07i7PHxPXuj/93R90pYTHqAdLK+LkybBqxAX6ncshDtLdtgMEqpGzRNu1vTtOXoaSiO9XFRmhDiFJRS7DlZxZp9BfxvT36ncYFgPyPLJiVy6dQk5o2MwWjwwi4hR0qPwr8vg6Zq/fklL8CQ2e2K7CnZw9bCrQAsH7OcqAD3rJQO928daG80WuyPH7hwAlfNHtr7NzT46C2C5lpo6DhBswvDF4LB+V1jfV2Ylglkoi8266pMt2sNhBC9p5RiV24la/YW8Mm3heRVtp/p4mPQOHNMLJdOTWbJ+HgC/bwrX063ig7Avy6BOluKjGWrIG1Fp2J///bvAPgafLl2wrVuq16gTyCBCho0wF+xcHQM180fxlnjetgyaOvCZyDth+AbqD83NeqZW6sL9J+/cJ++Bei+1foMqxbDXLP9prcmtxNCtGG1KnblVrBmXyGf7Cvo1BLQNJgxNJKL05K4YEoSUd40S6g38nbCvy+Hhgr9+eL7Yc6NnYvV5rE+dz0oxWVxS4ksb8ZiqcYY5p6usHAMNGDFN8TAa9fO7v4FHVgTp2I4//eQOrP9Cd8AiBym/wGYcLH+93mr9NXZry7Td4Abd+Fp1b8rEhCE8FJmi5VtJ8pZe6CIT78tpMBBEJg5NIrzJydw3uRE4sO62OGrv9j/vp7O2mxr8Sx9FOb/vFMxa30937z6OHd+YWJcriK8/kOOoc9C8omLI3TZuUT+4If4jxjusqou3qtY/LWZnWfUQx8aJ+Yff4qffy8+r4BwSJgMt2zTk/iFJvT+oj0gAUEIL1LbZOab70pYe6CILw8VU9XQfiWspsGsYVFcMCWRZRMTiOvvQQD0dQbf/AHW62kn0Axw/h9g5k/bFWs6coTy1/5N1Ucfkt7geJ9ic3ExFf96jYrX3yD6x9cSc9NNGIJPL+eSMpvRfNrfKr+3Rv9czv6kCZ5WLpkC6lB4skvfXgKCEB5WVN3I2gNFrD1QxJZjZTRb2k8RNWgwa3gUF0xO5NxJCcSFDoAg0KKhUl901rLOwD8Mlv8dRuupz5RS1G/dRtnLL1O3eXO7l9YGgDZ7GsNnL8EYHo65rIy6LZupz9gKZjNlf/0bVR+vIf6+ewldurTHayyajh6l+vPPqduwkabvvsNaV4cxNobwiy4m9pabMRUXtyufv/sTkqaef9r/FN5A64+rfTVNUyArlUX/pJTiQEE1Xx4sZt3BIva0SSvdIsjPyBmjY1k6IZ6zxsV518phZzm5A1Zf15q5NGIoXPk2xI3TA8GWLZT8+QUadu5sfY2mcXBcMB9OrKdgYgIfr/isda9jm4b9+yl8+BEa9+61HwtesIDYW28hMD3dYVWasrKo/uQTaj79lKYjRx2W6UrhNWks/tWbpywz8Tefcq3lv9zt+zYAzfcV9a7LyElagqJSymF0lBaCEG5Q3Whi05FS1h8u5qvDJRTXNHUqExvqz5Lx8ZwzIZ65I6M9n0zOVSwm2PgsfP0ktKSPHrMMLn0RFRhJ3aZNlP7peRp277a/RAsMJGL5cvKXpfHgt/cCBn4+8QedggFA4MSJDHvzDSpXr6bkqaexVFVRt3EjdRs34jdqJMGz5+CblIiyWjHl5dGwM5OmI0c6vY//6FEEzpiBT2QUdZs20bBnj8Mfp3bvYYfH+yMJCEK4gFKKw0U1rD9UwleHi9mZXYHZ2rlFOzouhKUT4lk6IZ60lAgM/WWdQF8V7IUPbtanU4K+Yf3SR2DOTTTs2UPx03dSv22bvbgWFETUlT8k6rrr8ImO5qmvfwnoU00vG31Zl5fRDAYiv/99QpcupeTZP1L57rtgMtF89BjNR491+Tr/8eMJW7aMsGXn4je0dU1BzC03k3fHHdSsXYffsGHE/fL/2PL7O0g9YSb8RCNYrS5ZF+BuEhCEcJLaJjObjpbyla0V0HFWEOi5g+aOiGbxuDgWjYljSHSQB2rqAaZG2PAUbHy6tVUQOw4ufZHGuhBKbr2N2i++sBfXgoKIuuoqon5yHT6R+srgkvoS1mXrGXDOGXYO0YHR3V7WJzKSxIcfIubmm6h67z1q139F43ffoRoa7NcJGDuWkDPPIPTcc/Ef7nhmkmY0kvzHP9K4fz/+Y8di8PNDfTIETmQRWwm5O94lddbyLusxhmyu8VlLgdHIxyHBLKnNZ5i/69Ns9JaMIQjRR2aLlb15VWw6UsqGo6Xsyqlol0a6xbDoIBaNjWPR2FjmjBjAXUGOKAWHPobPftWarVQzwsJf0DziSkpffImqDz/SywGary+RV/6Q6BtuwCeq/crjF/e8yAu7XwDgtfNeIz0uvY9VUlhra9F8fNACAvqc0G//xy9huOtZAPKvnsjZv+4iGYNS8HAEABemJJLt60tqSCprLl/Tp+ueDhlDEMJJlFJkl9Wz4WgpG4+UsPlYGTWNnbdQ9PMxMGdENIvHxrJobBzDPbHVpDcoOQyf3gvHvmw9ljAZ88LHKX13AxW3XwotO44ZDIR/71Jib7kF36SkTm9lsppYfVi/4Y6PGn9a+x1omoYxtAfJ57ox9uxr2Of7LAEmqPv2FAPR9a3pKLJ99SR1ubW5p319V5CAIMQpVNQ1s+lYKZuOlrLhSKl985OORsYGs3B0LGeMiWHuiJj+ly7CmWqL9XUFO/7W2j0UEIFl9v9RtstE+dV32rtsAELPOYfY23+O/8iRXb7l+pz1FDfo0z1/MO4HXpGm2ycgkOIhfgw51kzEiSZUcwOaX2DngmW9m7XkSRIQhGijodnCjuxyNh8rY+ORUr7Nr8JRz2RMiB/zR8WwYFQMC0bHkBju4EYw2DRWweY/wZYXwNSyf7CGNe0aKgpHU3rvf7BWtU6xDZ43j9g77yRw8qRu3/qtw28BEOYXxnnDz3NF7ftEmzQcjh0mthJyNv6DoWd1yLi6/3348jFPVK1PJCCIQa3RZCEzp4KMY2VsySpjd26lw3GAAF8Ds4ZHs3BUDPNHxTAuIXTgzwjqqaZavTWw8ZnWHESAGn4m1T7nUfL8fzHlrbUfD5gyhbhf3EnwnDk9evtjlcfYVqjPPLp01KUE+nhP8E1d9kP44CEAjqxd3T4g5O+Gd1rzWrRfc+6dJCCIQaXJbGFPbhVbjpWxJauUzJzKTpvHgJ6JYFJSOAtGx7BwVAzThkYOrsHgnmio1Hczy/hzu0BA0jTqE6+i6LW1NO59zn7Yb+RI4u68g5Czz+5Vl89/Dv7H/njF2M5ZTz1pzMLL2O3/EEFN0Hgwv/300x2vtitb1d0Oal5AAoIY0EwWK3tPVrLlWBkZWeXsyC6n0dQ5AACMSwhlzoho5o6MZvbwKCKCBuDqYGeoK4WMF/Rg0LJfAUDMWJon3ETxe7uoefop+2FjVBSxP7+NiOXLO+UE6k5pQykfHP0AgDNSzmBImHN3CDtdRh9fikaEMPxgLTG5YM3ZimHYXGiq0VNWt1HVYZ2CVVldvt1nb0lAEANKs9nKvrwqth0vZ0tWGTtOlFPfbHFYdlRcCHPbBIDoEH8317afKT0CGS/C7tdbM5ICJEzGMvUWSr84Tvntz9hnDmn+/kT9+MdEX/8zjCEhfbrkvw/8m2ZrMwA/nfTTbkp7hnHWdDj4NeF1cOLzFxixcq4eDFrGUX74FnWvX0uloX1XZJOlyau6v0ACgujnGpot7MqpYNuJcrYdLyczp6LLFsDwmGB7C2DOiKiBlSTOVZSC49/Alj/Dkc/an0uegZp/FxXbSii57Vms1a2thfBLLib29tsdTiHtqaqmKvtgcnpsOtPip/X5vVxp6DnLUf/8GoDj27Yw4kcVsPMf+smwZBilJ+qr7NBl1GBukIAgxOmobjSx80QFW4+Xs+14GfvyqhwOAgOkRAYyb2RLAIiWmUC9YWqAb9/VWwRF+9qfG30OzL2F2nxfin75BM3HWlNBBM2cSdw99xA4aeJpV+Fv3/6NWlMtAD+b/LPTfj9XGT11MdtDNMJrFU0FRnhuWutWmFN/BEb9Nlvdocuo0ew4hbcnSUAQXq20tontx8vZeryc7SfKOVBQ7XAaKOhdQLOGRzF7eBQzh0WRFCEBoNdKj8COv8Pu/0BjZetxnwB9q8c5N9HcGETRqlXUrmtNNeE7dAjx99xDyOLFTlkjUFRXxOsHXwdgatxUzkg547Tf01WMBiOlExIJ35ZP3EkD5rpyfAzoeZqm/cheruMYggQEIbqRV9lgDwDbjpdxrKTOYTmDBhOSwpg5TA8AM4ZFESNjAH1jMenpJXb8Te8eaiskHmZdD9N/glULpPSVVyj/26uoZr1f3xAURMzNNxF5zTUY/Jw3CP9s5rM0WfSMsHdMu8MrFqKdStCcObDtXYKb4GBtEJPDG+HCpyE8xV7G1OFnaDA7XuToSRIQhMdYrYojxbXsyC63dwN13DC+ha9RY0pKBLOGRzFreBTTh0YSFuDr5hoPMKVH9JbA7tehtqj9uWEL9R3Lxl2IMvhQ88knFP3u95gLC+1Fwi+5hNi7foFvXJxTq7W1YCv/y/ofAItTF3vt2EFbY8+5gurn3gUg138ek2/7PUSdOnmdBAQxqDWaLOw9WcX2E+XszK5gx4lyqh3kAgJ9Idj0oZHMGhbNrOFRpKdGDO50EM7SWA3734Vd/4GT29qfCwiH9Ktg+nUQO0YvfugQRY89Tv2OHa3FJk4k/tf3EzR1qtOrV2+q59GMRwEI9Ankvln3Of0arpA8Kp2sKF9iyk1wIK/bYAASEMQgU1bbpN/4bTf/Uw0Ahwf66gHA1gKYlBSOn493zdHut6xWOPGN3hI48GH7KaMAKbNg+o9h0mXgq4+7WGpqKPnjc1S8/rr+evT1BHG/uJPwyy5Dc1Hu/1XbV5FdrWdFvSX9FhJDEl1yHVeomTyUmK+PknSsirq6SoKDI05ZvtHS+zEEk9WEAQNGg2u+HElAEE6hlOJEWT3bT5Sz40Q5O7IryOqi/x8gNSqQmUP1vv8ZwyIZFRsiqSCcrfigPh9+79tQldP+XGgipP1AbxHEjLYfVkrp3UNPPIm5pEQ/aDQSdfXVxNxyM8awMJdV96NjH/HuEb3bZWbCTK4ef7XLruUKkfPPgK+P4m+GvV+tZu4Fp54Z1WBuoLShlB1FOyhrKAMgISiBpJAkkkOTCfPr/G/9Rc4XPLL5EaYnTOeBOQ8QF+Tc7joJCKJPms1W9udXseNEBTuyy9lxooKyumaHZY0GjQmJYcwYFsmMoXoAiA+TNQAuUZEN3/5X/1P0bftzRj8YdwGkXw0jF0OHb5nNJ05Q+Mij7TazD5oxg4QHf4P/6NG40o7CHTy4+UEAwv3DeWLBEy77FuwqE875Afm/1dNVFG9YB90EhPs33n/K80bNSHJIMpEBkdQ015AYnMjWgq2YlZkt+VsI9w93Wt1beG1A0DRtGpAFRAEopbI8W6PBrarBRGaO3vWz40QFu3MraXKQAwgg2M/ItKGtN//01AiC/b32V63/qy3Ws2rue6fzuABA8nR9yuikyyEoqtNpa1MTZS+/Qtkrr9hnDxmjooi7+5eEX3KJy2f4nKg6wR1f3YHJasLH4MMzi54hPjjepdd0hfCEVHYlBRKf34B/5nen/X4WZSGnJoecGr11l1XVegucGjcVf6PzZ9V58//SV4ARwDql1BWersxgopTiZEWDrf9fDwCHi2q6nP+fEBbAjGGRzBymz/4ZlxCKTz9I5NWv1ZXqU0X3vwfHvwbVITjHjoNJy/Vxgeiu9xmo3biJwkcfwZRt61LSNCK+/33i7rwDY0SE6+pvk1Odw08//ylVTXpa7IfmPsTMhJkuv66rNE8dB/m7SM1toKgoi/j4Uw8uXzb6Mi4ZeQkjwkdgURYK6wo5WXuSvNo8SupLOFh+kKK6Ik7Wnmz3uhnxM1xSf28OCE8opbrYk044U5PZwv78ajKzK9hxooKdORWU1DQ5LKtpMDY+tF0ASI4I9Pp54gNCdQEc+h8c+ACyN3UOAuFD9AAw+QqIn6h/WF0wFRVTvOpJqtd8Yj/mP348iQ/+hsD0dBf9AO1lV2fzk09/Yt/45ua0m7lk1CVuubarxC8+Fz7ehUHBt5+9Qfw1jruF/I3+PDDngU4/b3RgNBNj2q/ytlgtbC3cSk51Do9vfRyDZmBR6iKX1L/PAUHTtBHAciBaKXWPg/N3077L5+VeXmKEpmlLgGnorYTMvtZVtFdS00RmTgWZ2RXszK5gb16VwxTQoE//TEuJ0G/+wyKZNiSS8ECZ/+82lTlw8CN9dlDuVqBDMy04FiZcqgeBlJmtqZe7oKxWKt9ZTfHvf4+1Vk8LYQgKIvb2nxN51VW9zkbaV7uLd3P7+tspb9RTPNyYdiM3pt3olmu70vizLueQ8Ul8LVC54WvoIiB8edlawoIie/SeRoOReUnzmJc0j9TQVAyagbFRY51Zbbs+ffq2G3UE4LAtqmnaKmB7yzd8TdNWaZq2vDff+JVSv7O9dgfwBTC9L3Ud7CxWxXdFNezMtgWAnAqyy+q7LB8f5s+MoVFMGxrJ9KGRTEgMk+mf7qQUlByCw5/AwQ8hf1fnMqFJMP4imHAxDJnbaXC4K03Hj1P4mwep37699a2WLSP+vnvxjXdfn/0nxz/h1xt/bc9ienPazdyUflM3r+of/IJCKBkTS9LBEqK/PUmjuZEAn84TKHy0vgXe+cnzT7eKp9SnWiml1gFomjYTPTB0tLJDq2EtcA/QEiDu7uKtM5VS6zRNWw7MbPMe3a/yEADUNJrYlVOpB4CcCnblVFLb5HjxV8vsn+lDI+0BICk8QLp/3M1i0ruADn8Kh9dAZXbnMhFD9QAw/hJ9kLgX6wCUyUTZq3+n9M9/tg8a+yQmkvDgbwhdtMhJP0T3LFYLf9n7F/6y5y96HTQf7p9zP8vHLHdbHdwhaN5cOPgh8RWKHTv/x4LZ/efnc3r70DY7qKNyYEnLk5Zv/6eQBbR0Ec0A3nZO7QYWpRQ55fXstHX97Mw+9eBvy+Kv6UP1rp+01HCC/Lx5GGkAqy+Ho+v0AHD0i/YbzbSIGQPjL9YDQcKUU44JdKVh37cUPPAATYcO6Qc0jcgrryT2zjsxhgSf5g/RcyX1Jdy74V77VpihvqE8tegp5ibNdVsd3GXcshUU/u1DAI6ve39wBwT0MYPyDscqe/MGSqlMTdNWappWDsxEb10Meo0mC9/mVdlv/pk5FZTWOp77DzAyNtgeAKYPjWREjCz+8hiloOwofPep3h2UkwGqw8Y9mlHvAhq7DMacBzGj+nw5a0MDJX96nvJ//MO+0thv5EgSH32UoGnOTzlxKhvzNnL/xvvt4wUjwkfwzKJnGBExMBv+ERPTyQr1JajGhLZjr1emqOiKKwJChINj5QCapkUopSp78iZtBqG7HHfoSdeG6urrcj9QXN3Y+u0/p4JvT5H6IdDXSFpquP3mPzU1kshg2QLSo5pq4cQGOLJWbw046gryD4dRZ8PY8/W/HawT6K26jK0UPPAAptxc/YCvLzErVxJ9w0qnZiTtTnVzNX/Y/gfeO/qe/djFIy/m/tn3E+Qb5LZ6uJtmMKBmTIH1OxmXZeK9Q//lIqDcxVOxndHV64qAUIltZlEbp/9bPsCZLVYOF9XYZ/7syK7gZEXX3yySIwL1fv8hEUwfGsW4xFB8Ze6/ZykFxQf0m//RdZC9BaymzuUih8PY82DMMhg6D4zOmbVlrauj+Kmn9fxDNoFpaSQ+9qjLVxp3tOHkBh7a8hDF9fqU0iCfIO6bfR+XjrrUrfXwlBFLv0fR+p0EN8FHHz/DGylRnOgH3bOuqGE5nVsJEQA9bR30VH/+9l/VYGJXTuvMn905ldR1sfevj0FjYnI404fY+v+HRsjuX96ioRKyvoKja/WxgJqCzmWMfvqNf9QSGLUUYsf2aTzgVOq3byf/V/fbWwVaYCBxd95J5FVXohndlwKioLaAP+z4A59nf24/NjdxLg/Ne4ikkL5vp9nfhM5fSEtC8bFHG/nvAtcHg57cD7trRTi9lrb+/8oOh6OAdc6+Vn+hlOJ4aZ29339ndgXfFdV2WT4yqGXwV1/4NTk5XFI/ewtzM5zcrq8OzvoKTu7oPBYAEDlMv/mPXgrDFoCfawZwrQ0NFD/zDBWv/ZuW2QRBM2aQ+MRv8UtNdck1HWmyNPHP/f/klb2v2LN4BvsG88sZv+Sy0ZcNuplrvvFx+I8eRdORo6Qdt/LfBf2j9e6qsPV2h3UHS4GXXHQtr1PfbGZPbpV98VdmTgUV9Q66DmzGxIfYZ/5MHxrJ8JjgQfcfyGtZrVC8H7JsASB7E5gcrOPwCYThZ9haAWefMl2Es9RnZlJw369oztbHJrSAAOJ+cSeRV1/tsvTUHSml+DL3S57a8RS5Nbn24+cNO49fzPgFCcEJbqmHNwqeN5+mI0cZnQeBTYoGf+//P93XhWnTgBXoK5VbFqK91bKaWCl1g6Zpd9vWE4wAjg3UNBQteX9avvln5lRwsKAGi9Vx8y3Iz8jUIRFMH6LP/Z+aGkl4kKz89SoV2frN//jXeiCoL3VcLn4SjFikB4Ehc8HXPRlcrY2NlPzxOX0Gka1VEDh1Kom/fRz/4cPdUgeA7YXbeTbzWfaW7LUfGxUxil/N/lW/zkfkLMHz51H+z39iVDAxW7FjzAANCLYbfyanmA7ag7UG/VKjycL+/LZTPyu7zPsDMCQqiGlDIvSZP0Mk8ZtXqivTN5BpaQVUHHdcLnwIjDhTDwLDz4SQWHfWEoCGffvIv+demrP0zJeanx+xt99O1I+vddtYwaHyQ/wx849szNtoPxbmF8bN6TezYuwKfAzeP3jqDkEzZqD5+qJMJqYcV+wY4+kadU8+uW4UVjXav/lndjP108/HQFpKONNs3/6nDYkkNlQ2fvc6dWV618+Jjfqf4v2OywVG6t1AIxbpfyKHO30wuKeU2UzZK69Q8vyfwaKPWQRMmULSE7/Ff6Tru6cA9pfu56W9L7E+d739WIAxgKsnXM11k65zuKHLYGYICiJw+nTqMzJIP94/JsBIQGjDZLFyIL+6NQBkV5Bf1fU2d4nhAfYbv+T98WI9DQA+AXrXT0sASJjSqxQRrtJ88iT5d99DQ6Zt8b6vL7G33kr0T3/ilmR0u4t385e9f2FT3ib7MR/Nh8vHXM4NU24gNsj9LaX+InjePOozMkiogNhKRUmEd3cbDeqAUFrbZJ/2uSu7kj0nu970xdeoMSEp3Nb3H8G0IZEkRcjUT69UV9ohABxwXM7op2cIHbZA/5Myy23jAD2hlKLq/Q8oeuwxrHX6dqR+I0eS/PvfETBhgkuvbVVWNuVt4h/7/2FPNwF6ILh41MX8bNLPSA1z3yym/ip4/jxKnn4agCknFF+kS0DwGo0mC+/sPMmuHmT9jAnxZ7rtxj99aCSTksMJ8JWpn16pzwFgpn1TeW9jqayk4KGHqfn0U/uxyKuuIu7/7sIQ6Lo6N5ob+TjrY/514F/tdujyNfhy2ejL+Mmknwyq9QSnK2D8eIyRkVgqKphyXPFFuqdrdGqDKiD4Gg08ueZgpwVgRoPGuITQdlM/UyJl0xevVXVSXwWcsxmyN+vpoh3pRwGgrbrNm8m/9z7MxfoqX2NMDEm/fZyQM85w2TXLGsp46/BbvHX4LXvOIYBAn0AuH3051026zukbug8GmsFA8Ny5VK9Zw+QTCs2qUF6cT2xQBQSjQSN9SAT786vtN/6pQyJIS5E9f72WUlD6nX7jz9miB4KqHMdl+2kAaKGamyl+9o+Uv/qq/VjIWWeR+Nij+EQ5P/uLUordJbt56/BbfH7ic0xt0mzEB8Vz1firuHzM5TJYfJqC58+jes0aQhphRCEc8+IG1qC7C75w5XTCAn3k27+3spihcI+tBWD7U1/muKxPgH7THzqvXwaAtppPniTvF3fRuFef068FBhJ/371EXHGF039X60x1fJz1MW8efpMjFUfanZsQPYFrJ1zL0mFL8TXI+hhnCJ43z/54ynHFsSTvvfcMuoAgi8C8jKlBT/+QvVnvAsrdDqY6x2UDwvVZQEPm6kEgMR18+n9G1+pPP6PggQew1tQA4D9hPMlPPeX0RWaHyw/zznfv8NGxj6g3t46f+Rh8WDJkCT8Y9wOmxU2TL0tO5puYSF40JJdB2nEr7833/My1rgy6gCA8rKECcrba+v+36FtEOsoICvpWkUPbBIDY8V4xDdRZrE1NFD35JJVvvGk/Fnn11cTd/UunpamuaKxgzfE1vH/0fQ6Vtx9rSQxO5IoxV/C90d8jJjDGKdcTju0fpgeEMXkQ0OS9axIkIAjXUUrfAyBnK+Rm6H8XH6DTRvEtokfZbv7z9UAQMdRjC8FcrSkri7w7f0HT4cMAGMLDSXr8MUKXLOnmld0zW81szt/M+0ffZ33ueszW1i1UNTQWJC9gxdgVLEhegLGH+zGL07N/uMY5OxU+VpiQIwFBDAYWExTubQ0Audscp4MG0AyQMBmGzGttBYQMjlksle+/T+Ejj6Lq9W6bwKlTSX7qD/gmnd5o47HKY3xw9AM+yvqI0ob2+ZeSQ5K5ZNQlXDLyEpk26gGHUsFsAB8rpHnxqmUJCKLvGqv0Pv+cLZC7FfJ2Os4ECno20OTpMGSOHgBSZkHA4Jq9Ym1ooPCRR6l6r3UHseiVK4m97VY0376NbeXX5vPJ8U/45PgnHK443O5coE8gS4cu5dJRlzI9fjoGbeB0t/U3TX4ah1MUE3P0gWVvJQFB9Exvu39C4iF1th4AUuforYEBMADcV83Z2Zz8+e32LiJjdDRJq1YRsmB+r9+rvLGcz098zprja9hVvKvT+Wlx07h01KWcM+wcgn1dsw+D6L09ww1MzLGSXA6Nu3YTNG+hp6vUiQQE4VjH7p+crVBb2EVhDeLGtwkAs/UNYgZo/39v1Xz5Jfn33GufRRQ0cyZJT/0B37ied5HVNtfyZe6XrDm+hoz8DCwdNuUZHj6c84efz/nDz2dI2BCn1l84x/opGss3gp8Fal5/kygJCMJrNVTqO4HlZPSs+ydlRmsASJkJgRHurG2/oMxmSp77E2Uvv2w/FvXTnxB35509SkpX2VjJ+tz1rMtZx5b8Le0WjoE+S2jZ8GWcP/x8xkaOlemiXq4qRGPHGI15BxVNe/Z5ujoOSUAYjJSCihP6jb8lABQfpOvunwQYMlvv+hkyW88C6qSN4Qcqc1kZeXf9H/UZGQAYgoNJfOK3hJ1zzilfV9pQypc5X7I2ey3bC7d3aglE+kdyzrBzOH/4+aTHpcu4QD9zLEEPCJaSEsxlZfhER3u6Su1IQBgMzE1QsFe/8bf8qS3qorAGcRPaB4ABPP3TFRp27+bk7XdgLtL/jf1Hjyb5uT92udCssK6QddnrWJu9ll3Fu1AdAnNUQBSLUxezdOhSZiXOkhXE/diJ+NbHjQcP9WkMyZUkIAxENUVwcpvt5r8N8neDpYtd3Vq6f1oGf1NmSPfPaah4+20KH30MTHr3TtiFF5L4yMMYgoLsZZRSHCg/wNe5X/NV7lccLD/Y6X3iAuM4e+jZLB26lKlxU2UXsgEiO671i1XDnt0SEISTWcz6bJ+Wm//JbXp3UFdCEyF1lnT/OJkymSh64gkqXn9DP+DrS/y99xB55ZVomkajuZFthdv4Kvcrvs79muKG4k7vkRScxJKhS1g6dClTYqdId9AAVB2skR0LQ0ug4vU3CBg/HmUyEzRrJj6RkZ6uHppS3jsntiuapinQv2kNOg0Veu6flgCQtxOaax2X1Yz6dM/U2bYgMBvCU6T7x8nM5eXk/fx26nfsAPR01SnP/ZH68UP45uQ3rM9dz9aCrTSYGzq9dmzkWM5MPZOzhpzFhKgJMjA8QM3++0TqbWlXLthm5dovOmzE5etL2NKlRCy/nKA5c9BclKKl5fdLKeXwF00CgjdTCkqP6Df/k9v0ANBV7n/Q9wBue/NPmgp+Mg/dlRoPHiT3llsw5+srsq1jh7PptgV82biX/WWdt+r0NfgyK3EWi1IWcWbKmSSGJLq7ysID2gaEwEbFf1YnYc7NdVg2YPJkhr3xuku2R+0uIEiXkTdprtO/8edu1VcAn9ymtwi6Eju+9eafOhuiR8q3fzeq/uQT8u67Dxr18Zktk/14/twcTHlvtCsX6R/JGSlnsCh1EXOT5spisUGuIUAj4bVXafpgDX5Dh2AIDaXq/Q+o+ewzVHMzjfv20bh/P4FpaW6vmwQET1EKKnNa+/1zt0Lht9BhmqGdX0jr3P/UWZAsg7+eYLKY2F2USeEfn2XUB7sBsGrwn8UGPpplsQfk8VHjmZ88nzNTzmRyzGRJIifaMYaHE3PDSvvzkPnzabrxBrIuuBCABgkIA5y5CQr26AGgpf+/y5W/QOTwNt0/s/SpoHJTcTulFCeqT5BRkMGW/C3sys7g+ndrmXlE766s84dnLzFwYkIk5yXOY37yfOYnz5d00qLX/EaMwBAWhrW6msb9nbsb3UECgqt0mvq5CyzNjssa/SF5Wmv3T8rMQZP50xuVNpSSUZBBRn4GGQUZFNXr6wkiaxT3rrYwwhbHS+P8OXrvFfxy5oVMip4krQBxWjRNI2DCBOozMmg80HkqsjtIQHCGjlM/c7fqieC6EprY2u+fOnvQJ37ztDpTHTsKd+hBoCCDo5VHO5UZWqT41WpFZLX+3G/OLOb96XkWhoa6ubZiIPON178IWqurPXJ9rw0ImqYtb/M0SymV6bHKdNRu6udWOLmz620fNSMkTmnt/kmZJVM/PcxkNbGvZJ89AOwr2YdZmTuVC/IJYmbCTM49GcWoNz6ChkYAIlasIOHX9/c5ZbUQXfPsfcErA4KmaSMAlFKrbc9XAZ4JCFYrlB1tk/ZhG5Qe7rp8YFT7vn+Z+ulxJquJg2UH2V64ne1F28ksynS4JsBH82FK7BTmJM5hTtIcJkZPpPbfb1D05Cp9EoCmEXfP3URde62sFxADklcGBJv7NE3LBMqBY267alOtPvWzZd5/7jZorOyicEvaZ9s3f5n66RXMVjMHyg7YA8Cuol3tNpVva3TkaD0AJM5hevx0+5RQZTZT9Phv7SuPtcBAkp/6A6FnneW2n0MId+tzQLB9i18ORCul7nFw/m4gC4gCUEq93LFMV5RSWZqmvYQeCF5WSt3Q13p2cyGoOK7P+W9Z/FW0H5TVcXm/UNvUz1ky9dOLmK1mvQVQtJ3thXoLoKsAkBKSwsyEmcxOnM3sxNkOZwNZauvIu/NO6jZsAMAnLo6UF18gcOJEl/4cYjDxzi+NfQoImqYtASKAkV2cXwVsb9vlo2na8pbnPRQBTAde0TRtlaOg02sWc/tv/ie3QV1J1+XbTf2crbcGZCaJx5mtZg6VH9JbAIXbySzOpK6LMZyWADAzYSYz4md0uzLYXFJC7g030njgAAD+E8aT+uKL+MbHn/J1QgwEfQoISql1AJqmzUS/cXe0ssMNfC1wD9ASIO7u4q0zlVLrNE1bCaxWSmUB0zVN29mXenauuAX+dYnj6Z8+gfrUz5SZbaZ+xjrlsuL0mCwm9pftZ2fRTnYW7WRX8S5qTY7zNyWHJDMzYSazEmb1KAC01ZR1nNzrr8eUlwdA8JlnkPL00xiCZQxIDA5OH0PQNG2ag8PlwJKWJ0qp3/Xybd86rUq18PGHxHS9ZRA+BFLb3PwTJkvWTy9Rb6pnd8luMosyySzOZG/JXpq6SN/dEgBaWgBJIUl9u+auXZy88SYsVVUARFyxnIQHH3RJPhkhvJUrftuj0ANAW5W9eQOl1Muapt1tG1QeAaxzUt3gomf1mUBhklTMW1Q0VpBZnElmUSY7i3ZyqPxQp53CWiSHJDMjfoY9CPQ1ALRVs24deXf9H6pJDzoxt95KzC03y0wiMei4IiBEODhWDqBpWoRSqrInb9KTVkRP/sN2yogaLwODnlZQW8DO4p32AJBVldVl2VERo5geP53p8dOZFjeN+GDn9uVXvPGGvqGN1QpGI4kPP0TE8uXdv1AIL+OMLzCuCAiV2GYWtdHxuRgklFIcrzreLgAU1BU4LOuj+TAhegLT4qcxPX46U+OmEu4f7rJ6lTzzLGUv65PftMBAUp59hpAzz3TJ9YToD1wREMrp3EqIAOhp66CnBvx+CP2QyWriUNkhdhXvsncDVTQ5TuEdYAwgLTbNHgAmx0wmyDfIYVlnUs3NFDzwG6o++AAAY1QUqS/9hcDJk11+bSFcpSf3w+5aEU4PCEqpTE3TKjscjsKZ4wDCa1Q3V7OneA+7inexu2Q3+0r20WhpdFg2zC+MaXHT7AFgfPR4t28Yb6mtI+/226nbtAkA36FDGPLKK/gNGeLWegjRF42Hv6P6008Inj2HoGlT0fycmwPNVVMo3u6w7mAp8JKLriXcRClFXm2efvMv3s2ukl0crTiKwvE3k7igOKbHTbcHgJERIz26T3DHNQYBU6aQ+pcX8YmSHk3RP9Su/5KyF/9C2Yt/YdTXXzl9fUxfF6ZNA1agr1RuWYj2VksCOqXUDbZZQsvRZwkd6+WiNOEFzFYzh8sPs6t4l/1PSYPjhXwaGqMiRzE1dirpcelMjZtKckiy18zUaTp+nNzrV2I6eRKAkDPPJPmZpzEEub6LSghnqcvYCoDf8OEuWSzZ14VpmejJ5rpcPdyHtQbCw2qaa9hbstfeAthbutdhEjjQ+/8nx04mPVa/+afFpRHmF+bmGvdMw5495N54E5YKfSwj/PLLSHz4YVljIPoVa1MTDZl6js+gObNdcg35HzFIKaUoqCto9+3/SMWRLrt/YgJjmBo31R4AxkWPc3v/f1/UfPUVeXf+AtWgB7aYm28m5rZbvablIkRPNR44gGrWsywEz5aAIE6D2Wrmu4rv2gWA4vriLsuPihhFelw60+KmkR6XTkpISr+7iVauXk3Bgw+BxQIGAwm/+Q2RP1jh6WoJ0SctX2oAfGJdk1ZHAsIAVWeqY0/JHnYX7yazOJN9Jfu6zADqb/RnUswk+80/LTbNZfP/3UEpRemLL1L63J8A0Pz9SX76KULPPtvDNRPCxku/XElAGACUUpysPcnu4t32IHCk8gjWLtJ4RwVE2W/+U+OmMj5qPL4DJI+TslgofORRKt/S018Zw8NJefFFgqZN9XDNhPB+EhD6oSZLEwfLDrK7eDe7S3azu3g3ZY1lXZYfGT7SfvOfGjeV1NDUftf90xPWxkby7vo/ar/4AgCfpESG/PWv+I8Y4eGaCdE/SEDoB0rqS+zf/HeX7OZA2QFMVpPDsgHGACbFTCI9Lp302HTS49L7dfdPT5krKjh58y007NoFgP+4caS+9JJ903IhvIm3fh2TgOBlzFYzRyqO2L/57ynZQ15tXpflE4MTSY9NJy0ujfS4dMZEjukXs3+cyZSXR871K2nO0pPkBc2ZQ8qfnsMYGurhmgnRv0hA8LCqpir2luxld8lu9hTvOeXcfx/Nh/HR40mLTbMP/iYEJ7i5xt6l8dAhcq9fiblEXzAXdsEFJD7xWwxOXtIvxGAgAcGNlFKcqD7RbvD3WNWxLstH+kfq3/xtXT8ToycS4BPgxhp7t7qMDE7eehvWWn33tKjrriPul/+HZvBcegwh+jMJCC5Ub6pnf9l+e9//npI9VDVVOSyroTEyYmS7vv8hoUMG5OCvM1S8+SaFjz0OZjMAcffcQ/R1P/ZspYTo5yQgOIlSisK6Qnvf/+6S3RwuP9zlzl/BvsFMiZlibwFMjp3stakfvIkymSh64gkqXn8DAM3Xl8QnniD8wgs8XDMh+j8JCH1kspg4VH6oXQA41crf1NBU+zf/tNg0RkWMwmgwurHG/Z+5ooK8O+6kfque4MsYG0Pqn/5EYHq6ZysmxAAhAaGHyhrK9H5/2+Dv/rL9XW787mfwY2LMRPvsn7TYNGICY9xc44Gl6cgRcm++BVNuLgABEyaQ8sKf8U0Y3IPqQjiTBAQHLFYLx6qOtRv8zanJ6bJ8S+K3ltk/46PG42eUWS7OUvXRRxQ8+BCqXk+9EXb+eSQ+/jiGwEAP10yIgUUCAlDbXMve0r3sKdZbAHtL9lJrqnVY1qAZGBs51n7zT49LJyk4SQZ/XcDa2EjR449T+U7rVhqxt/+c6BtvlH9vIVxg0AUEpRTZ1dmt3T8le06561eoX6i97z89Np1JMZPcsu/vYNeUlUXeHXfS9N13ABgjI0n63SpCFi70cM2EGLgGVUCoN9Wz7L/Lutz0HWB4+PB2AWBY+DCPbvs42CilqHznHYqeXGXvIgqcMZ3kp55yyQ5RQohWgyogBPkGEe4fbg8IgT6BTI6ZTFpsmv1PRECEZys5iJkKCyn49QPUbdyoH9A0oleuJPa2W2V3MyHcYND9L7tm4jWYrWbSYtMYEzkGH8Og+yfwOkopqt57n6InnsBaUwOAT0ICiY8/Rsj8+R6unRCDx6C7G14x5gpPV0G00XT0KIUPP0L99u32Y+Hf+x7x992LMUwW6gnhToMuIAjvYK2vp/TFFyn7+z/s6SeMsTEkPvIIoYsXe7ZyQgxSEhCEWymzmcp336X0T8/bM5RiMBB51VXE/vw2SVkthAdJQBBuoZSidv16ip96muZjrRleA9KmkPjggwRMmODB2gkhQAKCcDGlFPUZGZQ8/2cadu60H/dJTCTujtsJu+giSVcthJeQgCBcQilF3YYNlL7wIg27d9uPG8LCiLnhBiKvvgqDv7/nKiiE6EQCgnAqZTZTs+4Lyv76Vxq//dZ+XAsMJPKHPyRm5fUYIyI8V0EhRJc8HhA0TYsA7gPeUkpldndceCdLbS2Vq1dT8a/XMOXn248bgoOJvOoqon58LT5RUR6soRCiOx4PCMAIIKIXx4UXac7NpeLf/6Fy9WqsdXX248bwcCKvvpqoH10tLQIh+gmPBwSlVKajzJVdHReep0wmatavp/Ktt6nbtKndOb9hw4j68bWEX3KJpKcWop/pNiBomjYCWA5EK6XucXD+biALiAJQSr3s7EoK72DKz6finXeoWv3f1jUENkFz5hB17TWEnHmmzBoSop86ZUDQNG0JerfNyC7OrwK2K6VWtzzXNG15y3PR/1mbm6ld/xVV775L7YYNYLXazxlCQwm/+GIiVnyfgDFjPFhLIYQznDIgKKXWAWiaNhPH/fkrO7Qa1gL3AC0B4u4u3jqz5b2F91FK0bhvH1Xvv0/1x2uwVFW1Ox8wZQqRK75P2HnnYQiSvSGEGCj6PIagado0B4fLgSUtT5RSv+vr+wv3MxUWUvXhR1S9/z7NWVntzhlCQgi74AIiV3xfVhULMUCdzqByFHoAaKuyt2+iadpyYIbt8UstU0y7Oi6cy1xRQc3atVSv+YT6rVtBtdk5zmAgeP58wi+9hNCzz8YQEOC5igohXO50AkKEg2PloK8hUEpV9uRNbOMNncYcujreVk9mISnleGvMwcxSU0PNF19QvWYNdZu32LONtvAfPYrwSy8l7MKL8I2P81AthRC94YxZmacTECqxzSxqQ1YeeSlrfT21X39N9Zo11H79Daq5ud15n9hYQs9bRvjFlxAwcYJsYi/EIHQ6AaGczq2ECICetg5Ol3z7PzVLbS21X31Nzdq11H7zDaqhod15Y2QkoeeeQ9j55xM0fTqa0eihmgohTldP7ofdfdHrc0CwLRyr7HA4CpDZQx5kLi+n9ssvqV67lvrNW1AmU7vzhpAQQpcuJez88wmeMxvN19dDNRVCeJvTXan8dod1B0uBl07zPUUvmQoKqFm7jpq1a6nfubPdWgHQg0DIokWEnbeM4IULMfj5eaimQghv1t3CtGnACvSVyi0L0ezJ5pRSN2iadrdtRtAI4JgsSnM9pRRN331H7fr11HzxJY379nUqY4yOJvTsswldupTg2bPQJAgIIbrR3cK0TCATfbFZV2VkrYEbWJuaqN+2TQ8CX32FOb+gUxnfpCRCly4ldOkSAqdOlTEBIUSveDy5neiaubSU2q+/pmb9euo2b0HV13cq4zdqJKFLlhC6dCkBE2R2kBCi7yQgeBGlFE2HD+utgPVf0bh3b+dCvr4Ez5xByKLFhCxehF9qqtvrKYQYmCQgeJilupq6zZup3bCBug0bMRcXdypjjIwk5IwzCFm8mOAF8zGGhHigpkKIgU4Cgpspq5XG/Qeo27iB2g0badizByyWTuX8R48mZNEiQhYvJjBtiowHCCFcTgKCG5jLy6nbtElvBWzchKW8Ywoofc/h4NmzCV6wgJBFZ+KXkuKBmgohBjMJCC6gzGYa9u6ztwIav/22fdI4G79RIwlZeAYhCxcQOH06Bn9/D9RWCCF0EhCcQClF84kT1G3ZQt3mzdRv3Ya1pqZTOUNwMMHz5hK8cCEhCxbgm5TkgdoKIYRjEhD6yFxergcAWxBwtC4AwH/8eEIWLCDkjIUEpqdLqgghhNeSgNBD1sZG6nfupG7zZuq2bKHpwEGH5YwxMQTPnUvwvHkEz5+Hb5ykjxZC9A8SELqgrFYaDx7UA8DmzTTszOyUMhr0weCgmTP0ADB3Hv5jRsviMCFEvyQBwUYphSk3l7qMDOq2bKF+SwaWysrOBQ0GAiZN0scC5s0jMD1dksUJIQaEQR0QTEXF1G/NoC5jK3UZW7ocB/AdOsTWAphL8OzZGMPD3VxTIYRwvUEVEKzNzdSu/8oeBDpuJN/CGBFB0Nw59m4gv5RkN9dUCCHcb1AFBJQi/5e/7DQWYAgKImjmTILmzCF47hz8x4xBMxg8VEkhhPCMQRUQDP7+BE6bRkNmJoFTpxI8dw5Bs2cTOGmS100HbRmYlm1CvZt8Tv2DfE49M6gCAkDSbx/HGBWFISDA01URQgivMugCgqwOFkIIx6SjXAghBCABQQghhI0EBCGEEIAEBCGEEDb9PiA89NBDLntNd+X6et7R8b78HK7mzDp58nPqrox8Tqf3XvI5ud+rr77a69f05N9E64/zcjVNU6DPKdY0rddzi3v6mu7K9fW8o+Mdj3nDvOm+/Ns6872c9Tl1V0Y+p9N7L/mcujf77xOpb7PYdduKDAIDgjuVy7/nXqo++ADf5GRGfbGu3bm6zZvJ+clPAbg6J5ud9fW9qkPbpJtKKYcZOPt1QBBCCNF7XQWEft9lJIQQwjn6ZQtBCCGE80kLQQghBCABQQghhI0EBCGEEMAgTG4nhDtomrbS9nA6sEop5Xg3JuFxmqYtAcqBFcBbSqlMD1fJY6SFIISTaZo2DdihlHoZeAd4ycNVEl3QNG0EcI8tCGwH7vNwlTxKAoIQzjcCuMH2eAcww4N1EaeglMpSSi21PR2BHhQGLeky8jDbN5TlQLRS6h4H5+8GsoAoANu3TuEGff1slFKrgdW2YjPQg4JwodP9f6RpWpevHUykheBBtr7LacBIIMLB+VVAllJqte0XeKTtF1e4mBM/mxuAK1xZ18HOGZ+VLYgz2P9/ycI0L2D7hY1QSt3Q4XiFUiqyzfMl6P2dSzu+h3CN0/lsbAPLbyulKt1V38GsL5+VpmkRAEqpStvYzztKqZHurLc3kRaCl7L9cnZUDixxd11Eez35bGw3nXW2G418Zh7Sg89qJa0DyZXYupQGKxlD8F5R6L+4bVV6oB6is1N+Ni3fNIFyW4bJLGAdwhO6+3/0MrDEFrSvYJB370lA8F4RDo6VA2iaFiHdEB4V4eBY288mE4h0UEa4X4SDYx3/H7VMABj0QVu6jLxXJZ2br4O6OetFKpHPpr+oRD6rHpOA4L3K6fztJgL0ATA310W0J59N/yGfVS9IQPBStm6Hyg6Ho5BmrcfJZ9N/yGfVOxIQvNvbHeZFL0XSIHgL+Wz6D/msekjWIXiQbTbKCvQVlqAPbrVLrtVmheUIoFJWKruHfDb9h3xWziMBQQghBCBdRkIIIWwkIAghhAAkIAghhLCRgCCEEAKQgCCEEMJGAoIQQghAAoIQQggbCQhCCCEACQhCCCFs/h+sYkr8uQucOwAAAABJRU5ErkJggg==\n", + "image/png": "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", "text/plain": [ "
" ] @@ -407,7 +428,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -461,9 +482,9 @@ ], "metadata": { "kernelspec": { - "display_name": "DarkHistory [~/.conda/envs/DarkHistory/]", + "display_name": "DarkHistoryEnvironment", "language": "python", - "name": "conda_darkhistory" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -475,11 +496,11 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.7.6" }, "vscode": { "interpreter": { - "hash": "706ea14756dc382a876d73e5832be7f55bf221f2f0f179ca7c267b8b07f4af80" + "hash": "285e209cc8203775fb8781a8e159745e48e1cbad819a0ae5bf7512b999ba55be" } } }, diff --git a/examples/DH_Upgrade/New_Results/structure_boost.ipynb b/examples/DH_Upgrade/New_Results/structure_boost.ipynb index 05a7a7ab..6a52aaf7 100644 --- a/examples/DH_Upgrade/New_Results/structure_boost.ipynb +++ b/examples/DH_Upgrade/New_Results/structure_boost.ipynb @@ -153,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -172,12 +172,27 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/HL_hyrec_comparison_runs/'\n", + "no_DM = pickle.load(open(dir_str+'phot_decay_log10mDM_8.0000_log10param_40.0000_no_DM_nmax_200_reprocessed_ind_0.p', 'rb'))\n", + "\n", + "eng = no_DM['data'][-1]['distortion'].eng\n", + "hplanck = phys.hbar * 2 * np.pi\n", + "convert = phys.nB * eng * hplanck * phys.c /(4*np.pi) * phys.ele * 1e4\n", + "nu = eng/hplanck" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -212,6 +227,7 @@ ")\n", "\n", "plt.ylim(5e-31,1e-23)\n", + "plt.text(0.03, 0.93, r'with $\\Lambda$CDM contributions', fontsize=18, transform = ax.transAxes)\n", "plt.text(0.74, 0.93, r'$\\chi\\chi \\rightarrow e^+ e^-$', fontsize=18, transform = ax.transAxes)\n", "plt.text(0.68, 0.86, r'$m_\\chi = 200$ MeV', fontsize=18, transform = ax.transAxes)\n", "plt.text(0.58, 0.8, r'$\\langle \\sigma v \\rangle = 10^{-28}$ cm$^3$ s$^{-1}$', fontsize=18, transform = ax.transAxes)\n", @@ -231,27 +247,12 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "dir_str = '/Users/viviesque/Dropbox (MIT)/DarkHistory_V2/data/HL_hyrec_comparison_runs/'\n", - "no_DM = pickle.load(open(dir_str+'phot_decay_log10mDM_8.0000_log10param_40.0000_no_DM_nmax_200_reprocessed_ind_0.p', 'rb'))\n", - "\n", - "eng = no_DM['data'][-1]['distortion'].eng\n", - "hplanck = phys.hbar * 2 * np.pi\n", - "convert = phys.nB * eng * hplanck * phys.c /(4*np.pi) * phys.ele * 1e4\n", - "nu = eng/hplanck" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -300,9 +301,10 @@ "# )\n", "\n", "plt.ylim(5e-31,1e-23)\n", - "plt.text(0.74, 0.93, r'$\\chi\\chi \\rightarrow e^+ e^-$', fontsize=18, transform = ax.transAxes)\n", - "plt.text(0.68, 0.86, r'$m_\\chi = 200$ MeV', fontsize=18, transform = ax.transAxes)\n", - "plt.text(0.58, 0.8, r'$\\langle \\sigma v \\rangle = 10^{-28}$ cm$^3$ s$^{-1}$', fontsize=18, transform = ax.transAxes)\n", + "plt.text(0.03, 0.93, r'w/o $\\Lambda$CDM contributions', fontsize=18, transform = ax.transAxes)\n", + "# plt.text(0.74, 0.93, r'$\\chi\\chi \\rightarrow e^+ e^-$', fontsize=18, transform = ax.transAxes)\n", + "# plt.text(0.68, 0.86, r'$m_\\chi = 200$ MeV', fontsize=18, transform = ax.transAxes)\n", + "# plt.text(0.58, 0.8, r'$\\langle \\sigma v \\rangle = 10^{-28}$ cm$^3$ s$^{-1}$', fontsize=18, transform = ax.transAxes)\n", "\n", "# plt.legend(loc='lower left')\n", "plt.xlabel(r'Frequency, $\\nu$ [GHz]', fontsize=20)\n",