diff --git a/environment.yml b/environment.yml index 98e36bb89..39864b76f 100644 --- a/environment.yml +++ b/environment.yml @@ -3,6 +3,7 @@ channels: - conda-forge dependencies: - python=3.7 + - pydot - cantera=2.6 - ca-certificates - openssl diff --git a/ipython/flux_diagram/Generate Flux Diagram.ipynb b/ipython/flux_diagram/Generate Flux Diagram.ipynb new file mode 100644 index 000000000..63b3875ed --- /dev/null +++ b/ipython/flux_diagram/Generate Flux Diagram.ipynb @@ -0,0 +1,204 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "50e6a325", + "metadata": {}, + "source": [ + "## Create a flux diagram" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dec91161", + "metadata": { + "ExecuteTime": { + "end_time": "2023-10-25T08:42:09.006119692Z", + "start_time": "2023-10-25T08:42:07.153258732Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "from IPython.display import display\n", + "from PIL import Image\n", + "\n", + "from t3.common import DATA_BASE_PATH\n", + "\n", + "import t3.utils.flux as flux" + ] + }, + { + "cell_type": "markdown", + "id": "e7c5f5ef", + "metadata": {}, + "source": [ + "##### Define the model path and the folder path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fd3aea6d", + "metadata": { + "ExecuteTime": { + "end_time": "2023-10-25T08:42:19.743957040Z", + "start_time": "2023-10-25T08:42:19.738927988Z" + } + }, + "outputs": [], + "source": [ + "model_path = os.path.join(DATA_BASE_PATH, 'models', 'HOCHO.yaml')\n", + "\n", + "folder_path = os.path.join('HOCHO_flux_diagrams')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "85e242ea", + "metadata": { + "ExecuteTime": { + "end_time": "2023-10-25T08:42:33.689280599Z", + "start_time": "2023-10-25T08:42:22.297978442Z" + } + }, + "outputs": [], + "source": [ + "observables = ['HOCHO(1)', 'H(3)', 'HOCO(10)']\n", + "flux.generate_flux(model_path=model_path,\n", + " folder_path=folder_path,\n", + " observables=observables,\n", + " times=[2.0],\n", + " composition={'HOCHO(1)': 0.2, 'N2': 0.98},\n", + " T=1200,\n", + " P=1,\n", + " reactor_type='JSR',\n", + " explore_tol=0.95,\n", + " dead_end_tol=0.10,\n", + " generate_separate_diagrams_per_observable=True,\n", + " display_flux_ratio=True,\n", + " display_concentrations=True,\n", + " display_r_n_p=True,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f47281c", + "metadata": { + "ExecuteTime": { + "end_time": "2023-10-25T08:42:52.253890405Z", + "start_time": "2023-10-25T08:42:52.058617848Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HOCHO(1)\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAApUAAAHlCAIAAAAr+ZCsAADqf0lEQVR4nOydd1zUyP//s4ssvQlIV4oixYYNsAuKp4L1UCzY+3nqeSqcZz275yl69oIi9gIKNoqKIqKiAtKU3ntfdpe2m98f+X7yy2WXZXuyyzwf/BEmycxrkuy8M5P3vIcCwzAEAAAAAABArqASLQAAAAAAAIDQAPsNAAAAAID8Aew3AAAAAADyB7DfAAAAAADIH8B+AwAAAAAgfwD7DSAXxcXFf/zxB41Ga2pq4t7LYDCWL1+up6dnbW39+PFjJDE8PNzR0VFLS8vd3b2wsFCQUnJzc0eMGKGiojJy5Mj8/HxBigYAAABSAew3gFwkJCSsXbu2ra2N594tW7bQ6fTv379HR0cfPHgQgqDS0tL58+efOHGioqJi0qRJvr6+gpSycuXKsWPHlpeXjx49es2aNYIUDQAAAKSCAuZ/A8hGU1OTlpYWnU7X1NTEpffo0SMnJ8fExARNjIqKWr16dW5uLgRBtbW1+vr6paWlJiYmYWFhW7duLSsrGzdu3OXLl3v06IGeUlpaamlpWVNTg5Sir69fXFyMHNBR0QAAAEA2QP8bIDfk5eVpa2ufPn1aU1PTxsbm9u3bEATZ2dmVlZVFRkayWKzg4GAqlVpUVFRYWPjbb7+Fh4dXVlYOHz58y5Yt2Hzy8/MNDQ21tLQgCNLS0jIwMECH0AEAAEBe6Ea0AABAUOh0elVVlbGxcVVVVWxs7IwZM0aPHm1hYXHp0qXVq1dXVVVt3rxZR0dHW1v71atXubm5ffv2RU40MzPD5sM95kShUGRUBwAAAJAQoP8NkBvMzc05HM7ChQvV1NQ8PDyMjY2/f/8OQdDChQvz8vKamppWrFjR3Nzcq1cvGIZHjRoF/4/i4uIdO3ZQKBQKhfLu3TsrK6uqqio6nQ5BEJ1Or66u7tWrF9GVAwAAAOEA9hsgN/Ts2dPFxSUwMJDFYkVGRlZWVjo4OEAQ5OLi8v379/Ly8o0bN65evVpNTc3NzS0xMTEiIoJOp1+5csXHx2f//v2ILR81apSpqemoUaMOHjxYX19/8ODB8ePHY7+OAwAAgHwAAwBk4sSJE+jDeeLECSTRwMDg7NmzMAzn5uaOGzdOQ0PDzs4uNDQU2RsaGmppaamjo7NixQomk4km9u3bV11d3d3dvbS0FFdKVlaWi4sLjUZzdXXNycnhUzQAAACQE+B/DgCQDhaLVVNTU11dzWAwWCwWBEGNjY1sNhuCIB0dHSqV2q1bNy0tLV1dXUNDQ21tbaL1AgAAAgD+awAAYTQ2NqampmZnZ+f+j+LiYsRsC54JjUYzMDAwMjKyxtCvXz9TU1PpKQcAAIQD+t8AgOxobm7+8OFDfHx8YmJiYmIiMnQvpbKMjIwGDRrk5OQ0fPjw0aNHGxgYSKkgAABACMB+AwDShcPhxMfHR0ZGxsTEfPz4saWlRfYaKBSKo6Pj+PHjx48fP2nSJHV1ddlrAAAAkgXYbwBAKrS2tr58+fLRo0ePHz+uqKggWs7/R01NbdKkSTNmzPDy8urevTvRcgAAgIgA+w0ASJjv379fu3bt6tWrlZWVRGvhh4qKyrRp03x9fadMmaKkpES0HAAAIBzAfgMAkoHD4Tx48ODEiRMfPnwQ6kQlJSUTU3Nzi14WvazMzC2MjEx09brrdTfQ666vqampqqYOQZCGhka3bsoQBDU01EMQ1N7W1tREr6+rqa2tqa+rra2pLikuLCrILyzMKy4saGlpFkpAr1691q5du3btWuDKDgDIEcB+AwDi0traGhwcfOTIkaysLEGOV1VV6zdgkEO/gQ79Bjr2G9inrz1imyUCDMPFhflpqcnpqd/SU5O/JX+prakW5ERdXd1169Zt3LgRRLMBAOQCYL8BALF48ODBtm3b8vLy+B+mrEwb5jxiuOsoZ9cxA52G0GgqspEHw3DWj4yP8bEf42Pj38Ug3Xc+aGpq+vn5/f7772pqajIRCAAARATYbwBARBITEzdt2vT27Vs+x6ipa4wdP3HiT17jJ/ykra0jM208aW9v+/A+NupFeNSLJ5UVZXyO7Nmz55EjR3x8fGSmDQAACAuw3wCA0LS3t//zzz+7du1qbW3t6Jh+A5x8Fiz1mjFHg3xLiXM4nPi4N6EPbr148qi5mdXRYZMnT75y5Qp2tXUAAEAegP0GAIQjOzt74cKFHz9+5LlXWZk24+d5y1f92tvWTsbCRKCutub2jSvXLp/t6Bu5kZFRYGDglClTZCwMAAB0CrDfAIAQxMTEzJ49u7a2lnuXiorq/EXLl6/eYGxixr2XzLBYzPu3r184c7yivJR7L5VKPXz48NatW2UvDAAA8AHYbwBAUK5du7Z69WruMXMKhTLZc+a2P/eZW8jxOuIsJuPi2YDL50+yWEzuvStWrDh79qyyssT85AEAgJgA+w0ACMSlS5dWr17N/XvpZWl9+Pj5Yc4jCFElccpKi3f4bXjzKpJ7l4+Pz82bN6lUquxVAQAAboD9BgA659GjR97e3u3t7bj0GT/P++tggLqGBiGqpEfog1u7t//G5FoGbc2aNefOnSNEEgAAwAHsNwDQCR8/fhw7dixu3REaTeXQsTPTZyvsDKvvGamrFnuXlhTh0g8dOuTv70+IJAAAgAXYbwCAH01NTYMGDcrJycEm6up1Px94d+hwV6JUyYbKyvLVS+akJH/FJiorK79//37o0KFEqQIAAAjgUxYAwI+NGzfijLeGpmbgjVCFN94QBPXoYXztdpidfT9sYltb24IFC5hMHj5uAABAlgD7DQB0SHJy8tWrV7EpSt26nb18e8CgIURJkjE6OrpXbz0272mJTczMzDx79ixBigAAwP8B7DcA0CH79u3DfWDasPmPkaPHE6WHEAx7GJ06F4RbYeXIkSNNTU1ESQIAABCw3wBAR2RmZoaGhmJTBjoNW7N+C1F6RCDyedjrly947iotKTodcJjD4QiSz4BBQ1au24RNqa6uvnbtmtgCAQCA6AD7DQDwJjQ0FGfeNvvtUlJS6vTEe7eu9TbT7G2muWiuJwRBBfm5yL99e+pAEMThcG5ev+w2or9dL71xLo6njh9k/29aGofDOf/vsfEj+jtaG0xxH3721NHGxgaRc0v6+ulV1PPx7j9BEFReVnLs0G67XnrolDBTMwsLC8tz//4t4NVYvW6zjo4uNiUkJETAcwEAgDQA9hsA4M3z58+x/zr2HyTgyPmc+UuOnDg/etyE63efQBDUy9I65kMajabyo7ABgqC9O35/eDf41Pnrid9Lzl6+9eZV1Pat65ET92zfHBXx9Oylm4nfS67dekxvbLxw+h+Rczt76tic+UuQ7W9JX+YvWtHe3obV6TVzzp0bV1tamgWplKaW1vzFK7Ep7969a2hoEORcAAAgDYD9BgB40NraGhcXh03xmOwlfrbFhfm3g68EnL3Wb4CTmpq6Q7+BJ89eDX1wKzcnq7io4M7NwIAzgfaOA2g0lR5GJn479m/d/pdoucEw/O7NS3uHfv8TP01XtzvudCqVamZu8flTvIDiJ07yxP7b1taGu0QAAECWdCNaAABARsrLy3HR1lxGjBUqh9iY6N5m/3/lUBpNBYKglG+J3fUNevayQtPNe1oaGBqlJH2hqah01zewwOwSJzc9ve4cDkdNvZPAcNraujzXLOFJvwFOmlpaTXQ6mlJUhI/uAgAAZAbofwMAPCgrK8OlmJgKt6rY6HETskuakL+YD2lIIgzDFAqF5/F8domQmzSgUqm4pdW4rxIAAJAZwH4DADygY3qZCOoamjyPFIr+A5xqqquKCvLQlOKiguqqioGDh3HvEic3Xb3uVCqVxcQHMMfR2FhvZGwqeImamtrYf7mvEgAAkBnAfgMAPOjRowcupbamWvxsLXpZzfNdvumXZempySwWMyPt22+/LPvZZ5GllQ2y67f1yzPSvrW2thQW5K1dPu/CmeOi5UahUEaNdc9IT+VzOofDKSkuGjLMRXD91VUV2H+NjIwEPxcAAEgWYL8BAB6YmJjgUvJzswQ8996ta36/rYmNiUZnfI1zcWxtbUFmfO3e/8+M2T6bf10+vL/lpl+WTvGaue/wSeTE3fv/8ZrhvemXpU52Zot8vAYMHLxq3W8i57b219/v3bqGbF+9dGaArREEQQNsja5eOoMkhofe81m4VFVVTcB6sZiMivL/DJgbGxsLeC4AAJA4YP0SAIAHHA7H0NCwtrYWTVmwaMXeQwHEKRKFyOdhyjQaMgUcR2lJUcj9m+s2bBN8Pe+XkU9XL52LTYmPj3dxEaL7DgAAJAiw3wAAb+bPn3/79m30XwPDHq/jU9XU1AmURCzrVy188fQR+q+BgUF5ebkgAW0AAIA0AOPnAABvpkyZgv23uqryzo2rHR2s8GRnfo98HoZN+emnn4DxBgAIBNhvAIA3Xl5eurq62JQzJ49UVnTFGVMcDmfvjt9x0WR9fX2J0gMAACBgvwGAjtDR0dm4cSM2pb6udtum1V3wk9PVS6fj495gU1xcXDw8PIjSAwAAIPD9GwDgQ11dnZWVFS7K9/LVG/7YdZAoSbLn9csXa5fNw8VOj4iIAPYbACAW0P8GADpET0/v5MmTuMQrF06dPXWUED2y51P8u19X+eKM94IFC4DxBgAIB/S/AYBOmDdv3p07d3CJi5ev3b77sGI7cL14+njrxpUsFhObaG5u/u3bNz09PaJUAQAABND/BgD4UV9fP2bMGE1NfPDUoCvn1q2Y39iomAtocjics6eO/rp6Ic54UygUV1fXtLQ08N4PABAO6H8DADxgMpmPHj26c+dOREREa2trR4eZmJofDbjgOlK4pclITmlJ0bZNqz+8f8vnmF69ek2fPt3b23vkyJGyXEMFAACgAPsNAPyHL1++XLx48c6dO42NjYIcT6VS5/ku/23rTl09/ALbcge7vf32jcB/Du+h0wWqOwRB5ubmU6ZM8fT0nDx5crduYD1iAEB2APsNAEAQBBUVFd26devy5cvZ2dkinK6jo/vr5u0Ll6zs1k1Z4tpkw7s3Lw/s9c/6kSHa6cbGxt7e3vPmzXNxcQE9cgBABgD7DejSNDU13b17Nygo6N27d4L8FgYNGsRisX78+MFzr6mZxfLVG+bMXyxHYVZhGH798sWF0/98SfjA8wB9fX17e/tPnz7x+Y6AxdLS0sfHZ968eQMGDJCoUgAA8B+A/QZ0Ub58+XL9+vXg4OC6urpOD3ZwcEA6l3379uVwOMePH9+xY0dLSwvPg7vrG8xbuNzbx9e8p6WERUuUJjr9yeP7wVcv/Pie1tExCxYsOH36tK6ubn19fVRUVHh4eEhICIPRybLiCMhFmz9/vq2treRUAwCA/wPYb0DXoqGh4datW5cuXUpMTOz04F69es2fP9/Hx4e7K5mSkrJo0aKkpKSOzqVSqa4jx/7ss8h94hR1DQ0xZUsQNpv9+dP7kHs3nz0JZTE7tMT6+vpnz56dM2cOLp3FYkVHR9+/f//Ro0d0Ol2QEhFDvnjxYisrK7GkAwAADMB+A7oKHz58uHjx4r179zrtPmpqas6ePXvx4sVjx47ls7xme3v7pUuXdu3aVV1dzSc3FRXVkaPHT/zJc/yEyQaGPURULzYsJuP9u5joiKfRkU/ramv4HNmtW7e1a9fu2bOne3d+HnksFuvFixchISHh4eG4EHU8oVKpY8eOnTdvnre3Ny6wPAAAEAFgvwEKTmtr6+PHj0+cOBEfH8//SCqV6urqumjRovnz53NP+O6I+vr6ffv2nT9/nslkdnpwb1s7Z9fRzq6jhw537WFkImARItNEp39L/vLxfeyH92+SE7/gwqhxQ6FQpk6devToUXt7e8FLaWlpiYiIuHPnTlhYmCBD66qqqtOnT1+0aNGkSZMUOwAOACBVgP0GKCzFxcXnzp27dOlSVVUV/yNtbGyWLl26aNEiCwsL0cqqrKw8efLk2bNn6+vrBTxF38DQ3nGAY7+Btn0delpaWfS0ErN3zmhqKizMKyrIy876np76LT01uagwX8AfuJKS0pw5c/z9/cVxOkOG1oODgx8/fiyIs5uJiYm3t/fSpUsHDRokcqEAQJcF2G+AAvLly5eTJ0/euXOnrY1fj5NGo02fPt3X13fKlCkS6Qg2NjZevXr1ypUrKSkpIpyupq5h0bOXvr6hvoGhXnd9PT19VTU1bW0dCIJUVdVUVFXZbHYTvRGCIBaLyWIx62pr6+pq6mpraqqrSkuKamv4DeN3hJGR0aJFi9asWWNtbS3C6Typr68PCwu7f//+ixcv2tvbOz3ewcFh0aJFy5YtMzQ0lJQGAEDhAfYboDi0trbeuXMnICCgU980W1vbFStWLF68uEcPqXyQ/vTpU2Bg4IMHD2pq+H1pJhAVFRUPD49ly5ZNnTpVWVlac9ZramoePnx4/fr19+/fd9rU0Gg0Dw+PRYsWzZgxQ3qSAACFAdhvgCJAp9MvXrwYEBBQXFzM5zAajTZ79uxVq1aNHTtWBjFG2Gx2fHz8kydPQkJCsrKypF2cIKirq7u5uXl7e0+fPl1HR0dm5ebm5t6+ffvWrVvp6emdHmxsbDx//vwlS5b0799fBtoAADkF2G+AfFNZWXn27Nl///23traWz2FGRkZLlixZv369ubm5zLRh+f79e0xMTExMTFhYGIvFkmXRGhoaI0aMGDdu3Lhx44YNG0Zs1/bTp09BQUF37tzhf78Qhg4dunr1ah8fH8HdCQGArgOw3wB5JScn59SpU5cuXeJvDocMGbJq1apFixapqqrKTFtHhIeHT5s2DZuCDANI72dIoVCeP38+adIkKeUvGi0tLZGRkcHBwY8ePeLvowBBkJaW1rx589asWePk5CQbeQCAXADsN0D++PLly759+8LDwzkcTkfHqKiozJ0799dffx06dKgstfGhurq6f//+5eXl2MTDhw9v2rQpLy8vNzc3Nze3uLi4qqqqurq6pqamurq6paUFmVrNZDJbWlqoVCoy6K2urq6iomJgYGBgYKCvr29gYGBiYmJlZWVtbf38+fMdO3Zgi7C0tExJSSFnF7a2tvbBgwfnz58XJJwO8iq2YMECDTLFwwEACAMGAOSHhIQELy8v/p+uDQwMdu/eXVFRQbRYPN7e3jiprq6u7e3tki2FzWaPGDECV9DmzZslW4rESU1N9fPzE8SdUFtbe9WqVUlJSURLBgAIBthvgHyQlJTk7e3N33JbWloGBAQ0NTURLZYHN2/exKlVV1f/8eOHNMpKT09XUVHBlkWlUuPi4qRRlmRpaWkJCwvz9vYW5CP9kCFDLly4wGAwiFYNABADsN8AsiOI5R40aFBQUFBbWxvRYnlTUlLCHYv09OnT0itx9+7duOLs7Oyam5ulV6JkKS8vP3z4sCBT0nV0dFatWvXt2zeiJQMAsgbYbwB5SUhImDJlCp+2m0Kh/PTTTy9fviRaaSdw18LNzY3D4UivxJaWln79+uEK3bNnj/RKlAZsNvvFixczZ87s1q1bp4Z83LhxISEhEv8eAQCQFmC/AWQkKytr7ty5fPrcFApl5syZiYmJRCvtnAsXLnB3GQsKCqRd7sePH3FB5Wg0WkpKirTLlQZlZWWHDx8WZPkyKyurw4cP19TUEC0ZAJA6wH4DyEVVVZWfnx/u8y3Ocnt6en7+/JlopQKRl5enpaWFq8K1a9dkU/qmTZtwRQ8fPlx+e6hsNjsqKsrb27vT7rimpuaqVavS0tKIlgwASBFgvwFkoamp6fDhw9ra2vwt95cvX4hWKihsNnvcuHG4Wnh5eclMAIPBsLGxwQk4fvy4zARIidLS0sOHD1taWvK34hQKZcKECWFhYVL9VAEAEAWw3wDiaW1tvXDhgrGxscJYboSAgABcRQwMDMrLy2Wp4dWrV7jPEOrq6tnZ2bLUICUE74736dOHtBMTAACRAfYbQDBhYWF9+vTh0/hOmzZNHr/a5ubmcodMuXfvnuyVLFu2DCdj/PjxitQlzcvL27Jli66uLn8rrqent23bNhl4HgAAsgHYbwBhZGVleXp68mlwnZ2dY2JiiJYpChwOZ8KECbjqzJ8/nxAx9fX1ZmZmODFXrlwhRIz0YLFYQUFBjo6O/K04lUr19PSMiooiWi8AIC7AfgMIgMFg7N69m4+TWt++fe/duye/fcSzZ8/iamRsbEygU3RYWBhOj46OTnFxMVF6pAeHw4mKivL09Ox0fTknJ6egoCD59eYDAID9BsiasLCwnj17dtSqmpqaXrhwgbSRWAQhPz+f2+f84cOHxKqaPXs2TpIsPelkT2Zm5oYNGzqNlN67d++AgAA5imwDAKAA+w2QHYmJiaNHj+6oJdXR0Tl48KC8h8PkcDjci335+PgQrQsuKyvjjgF3//59onVJl4aGhoCAgE491Xv16hUQECDvzx6gqwHsN0AW0On0DRs24MKJoFAolCVLlsjYMVtKXLp0CVc7AwMDkiymEhgYiNNG7Ki+zGCz2WFhYdweCdx3avfu3V3hggAUA2C/AVLn+fPnvXr16qjRHDx48Lt374jWKBlKSkr09PRwFbx79y7Ruv4/3GMDS5cuJVqU7Pj8+bOvry+NRuNjxbW0tLZu3VpaWkq0WACgE4D9BkiR2traVatWdeRJ1L1794CAAEVyIJo+fTqujtOmTSNa1H/Iz8/nntX24sULonXJlLKyst27d/OJFARBEI1G8/X1/f79O9FiAYAOAfYbIC3u3bvX0XLOVCrV19e3qqqKaI2SJCgoCFdNfX39srIyonXhOXHiBE5nr1696HQ60bpkTVVV1e7du/X19flYcWSy2adPn4gWCwDwANhvgOQpLCycOnVqR23i6NGjk5OTidYoYXh6hwUHBxOtiwdsNnvkyJE4qRs3biRaFzHQ6fR//vmHe348FgqFMmXKFIX5ygNQGID9BkgSDodz7ty5jkYmdXR0zp8/L7+zuvkwa9YsXGWnTp1KtKgOycjIUFVVxXU0Y2NjidZFGC0tLUFBQXZ2dnysOARBI0eOfPXqFdFiAYD/A9hvgMSorKz08vLqqO2bOnVqYWEh0Rqlwp07d7jfVEgeHWXv3r04zX379mWxWETrIhLETX348OGdWvHXr18TLRYAAPYbICEiIyNNTEx4tndGRkZBQUFEC5QWNTU13J/5yR+dtK2tzcnJCSd7165dROsiBbGxsfwj+yJWXE6D+wIUBmC/AeLCYrH8/PyoVCrPZs7b21vB/NRwLF++HFdlDw8PufhG8OnTJ9yM/G7dun39+pVoXWTh/fv306ZN4x+HdfLkycC7DUAUwH4DxCI1NXXgwIE8mzYrK6uIiAiiBUqXmJgYXPuupaWVn58vbD5FRUX+/v7Kyso8/cBzcnJcXV1pNNqIESPy8vIkoPt//P7777i75uTkJH7wWqKqIw1SUlJ8fHw6ej2FIIhCocyaNSstLY1opYAuB7DfABHhcDgXLlxQV1fn2aj5+voq/JSklpYWe3t7XMVPnjwpQlYhISEFBQUQBPG8aG5ubv7+/rW1tX5+fpMmTRJb+P+HwWD07t0bV4W///5bzGyJqo70SEtL8/X17SiAIARBVCrV29s7KyuLaKWALgSw3wBRqKqq8vDw4NmQde/e/cGDB0QLlAW7d+/G1X3YsGEih6Oh0+k8DV5JSYmysnJjYyMMw42NjcrKypKNxvr69WvcEIKampr4doio6kiVTq24srLyqlWrSkpKiFYK6BIA+w0Qmq9fv1pZWfFsv9zc3IqKiogWKAt+/PiBm4Il5sfjjgxeXFycqakp+q+JicnHjx9FLoUnK1euxN3HsWPHivkJn8DqSJuUlJSff/6Zz4i6uro6MsBAtFKAgtPhIwgA8OTGjRsjR47My8vDpSsrK+/evTsqKsrc3JwQYbIEhuG1a9c2NzdjE3/77Tduj26JlIVL6XRla2E5duwY7q69efPm8uXLki0FQQbVkTb9+vW7f/9+UlLSjBkzeIpnMpmHDx+2sbE5duwY7iEBACQJwe8PAPmhubl5w4YNPJ8iOzu7L1++EC1QdnDbNvFDkBI74PzkyRNcjbS1tcUZSlHI8XNuPn78yH+mmYWFxYULFxQpyD+APAD7DRCIoqIiFxcXni3UqlWrutTCyVVVVQYGBriLEB4eLma2HRk8GIbHjx/v7+9fV1fn7+/v4eEhZkEdMWfOHFylxAkhR3h1ZElsbOyYMWP4WHFHR8enT58SLROgaAD7Deict2/fGhsbc7dKqqqqly9fJlqdrJk/fz7uOvj4+IiZJ3ZNkRMnTiCJBgYGZ8+ehWE4KyvLxcWFRqO5urrm5OSIWVZHVFVVGRoa4qp2584dEbIiQ3VkT1RU1KBBg/hY8QkTJiQlJREtE6A4APsN6ISTJ09269aNuzGytLTsUmPmCBEREbjroKOjozD+xtxLqBkYGFRWVhKtS25gs9nBwcEdeXdCEKSkpLRixQoSrkoHkEeA/QZ0CIfD2bZtG89maNy4cXL92VI0mEymjY0N7lJcvHiRaF2ShDuCva+vL9Gi5IzW1tYLFy5wD2agaGho7N69u4tHmweID7DfAN40NzfPnTuXu+mhUCh+fn5d0x/Hz88PdzVGjRolF6FSBaegoEBLSwtXzbCwMKJ1yR9IgBrcJEMsvXv3vnfvHtEyAXIMsN8AHtTW1o4ePZq7xdHS0uoisVm4+fbtm7KyMvZq0Gg0QqJmhoSEPHnyRPDjCwoK/vrrLzabLeDx//77L+6+9+zZE/EYlzh86iKsbHJSWFi4atUqPiFfxo8fn5ycTLRMgFwC7DcAT25uLs+FkPv27fv9+3ei1REDm80eMWIE7oLs3LlTkHMvXbqEHO/u7g7DcFZWFvKvkpISm80OCAgwMzPT0tKaOnUquuQom80+e/asjY2NsrKypaXlnj170Jjk8fHxS5cuRba5w4xXVVXhRGZkZMAwHBwcvG/fPsErO2rUKFw+69ev7/SsgwcPWltbq6qq9uvXb//+/XV1dYLXJSwszM7OTkVFxc7ODrXoQskmM58/f3Zzc+vIhFOpVF9f3y74QQogJsB+A/5DcnKymZkZdxPj4uLSlf2YTp8+jbsgffr0Efz75dWrV7GBvvPy8lRUVGAYTkxMnD59enV1dXV19ZQpU1A/9nXr1g0bNuzz588MBuPr16/Ozs5LlixBdnl5ecXFxSHb3GHGq6ur/f39ke3m5ma0UDabbWFhIbjg79+/4wZ+qVTq27dv+ZyyZs0aZ2fnxMTE5ubmkpKSrVu3+vn5CV4XQ0PD69evNzc3X79+vUePHqLJJjmPHz/u06dPR1a8e/fu586dk/fxBoAsAfYb8P+JjIzU1tbmbllmzpzJZDKJVkcYpaWlurq62AtCoVCio6MFz6Ej+40lKCgI6aDn5uZSqdTs7Gx0F5Ly/ft3DoejoqLS1NSE7uIzzTowMDAwMBD9d9SoUVFRUYJr3r9/P+4xsLW17ciU5uXlUalU7slggtelf//+qP0eOHCgyLJJTmtra0BAgI6OTkdW3MnJ6f3790TLBMgHwH4D/o/g4GCe88Q2btzYxfsEs2bNwl0TtAcpIFevXsXlwG2/ly1bhgSBuXfvnpGREW6vqalpcHBwVVWVsrIyNp2P/Z44cSLW3Hp6el67dk1wzW1tbYMHD8bJ3r59O8+DeWoWqi4pKSmWlpYQBFlaWmK9CoSVLRdUV1dv2LCho4/iFArF19e3Kw93AQQExD8HQBAEXb58efHixe3t7dhECoWye/fugIAAPks1KDxhYWEhISHYFENDw2PHjgmbD67/jdsbGBhoY2ODROKEYVj8kODv3r1zcnLi4/zcKd26dQsMDMS57B09evTr16/cB3ekWcC6MBiMqVOnHjt2jMlkHj161MvLi8Viiayc/Ojr6588eTIhIYFn1DYYhoODg/v27Xvy5Ek2my17eQC5gaD3BgCJOHv2LLeFVlFRuXXrFtHSCIbBYHDH4ggODu7o+D///BM5JjY2FpvOf/z8ypUrhw4dQv/NycnBjUUjo9OZmZmCj5/7+Pjk5eVhU0QbiOYOAGBkZMRdR27NQtXl/fv3hoaG6DEGBgYJCQniyJYj7t6927Nnz47aZxcXly4YJQkgIMB+d3WOHj3K3Wro6em9efOGaGnE4+/vj7sy48aNE2HCNx/7HRQUdPz4cWR78eLFyMa6deucnZ2/fv3KYDASExNdXV1XrFiB7ML6fMEd2O+ioqLZs2djUxBHMBGcGJqbm+3t7XEX4fDhw9xHrlu3zsXFBfFfy87OnjFjBnKYIHUpKyuj0WgPHz5kMpn3799XUVFBRo9Fli1fMBiM3bt3q6io8DThVCp11apVUpq/B5BrgP3u0gQEBHC3Fz169AATUmEYzsjIoNFo2CujqqqalZUlbD585o8lJydjRz709fWRU9hs9r///uvg4KCurm5vb3/8+HE0YM779+/ROVc8w4zDMLx9+/bIyEisBnEmYsXExODGwFVUVNLT03GHsdnskydP2tvbq6qqWllZHThwAHnREbAut2/ftrW1VVFRsbW1vXv3rviy5Y7MzMyffvqJpwmHIMjU1DQkJIRojQByAex31+XSpUvc3yZNTExSU1OJlkYK3N3dcRdn7969RIuCYenHb+FmzZo1uEsxZswYiQSeU/j4LcISFhbGZzjd09MTDRIAAAD73UUJDAzk/ubdq1cv7FSfrsytW7dwF8fGxkZhJiILS0NDg4WFBe6CnDt3jmhdigkynI4b+0HR1dUNCAjoaq81AJ5QYBju6F0PoKjcunXL19eXw+FgE62trWNiYrib6S4InU63t7cvKSnBJj558mTq1KlESSKcZ8+e4aqvra2dmpoKHhgpkZaWtnbt2tjYWJ57x44de/HiRVtbWxmrApCKrjsvqMvy8uXLZcuW4Yy3hYVFdHQ0aIsRdu7ciTPes2fP7srGG4KgKVOmzJs3D5vS2NjIPa4OkBSOjo5v3ry5cOECLnYQwps3bwYOHHjkyBEwwawrA/rfXYuEhAQ3N7empiZsopGR0Zs3b/r27UuUKlKRmpo6ePDgtrY2NEVdXT0tLQ2JLtKVqa6udnR0rKysxCbevHlz/vz5REnqCpSXl2/bti04OJjnXmdn56tXr3LPEQB0BUD/uwvx48ePKVOmcBvvmJgYYLwRYBhev3491nhDELR7925gvCEIMjAwOH78OC5xw4YNOIsOkCzGxsbXr19/8uQJT7+2jx8/Dh48GHTEuygEf38HyIrq6urevXvj7r62tjaIDoHlypUruEvk4ODQ2tpKtC4SMX36dNwlmj9/PtGiugQMBsPPz6+jqKvOzs7ck/oAig0YP+8StLa2Tpo0KSYmBptIo9GePHkyceJEgkSRjtraWjs7O9wSnC9fvuSz8mMXpLS01NHRsb6+Hpv46NEjbrsOkAYfPnxYsWJFWloa9y5VVdW//vpr8+bNfJYbBygSYPxc8YFheMWKFTjjTaVSb9y4AYw3lj/++ANnvBcuXAiMNw5TU9ODBw/iEtetW4ez6AApgURU9ff3515tqLm5edu2baNHj87OziZEG0DWED0AAJA63AtBQhB05swZonWRi4SEBNyEeG1t7ZKSEqJ1kREOh8P9WrN27VqidXUtkpKSBg0axLNVV1NTCwgIIFogQOoA+63gREZGcg+mbdq0iWhd5ILNZg8fPhx3lU6dOkW0LvLy48cPNTU17OUSdk10gPi0trYePnwYt0YcysyZM6uqqojWCJAiwH4rMnl5efr6+rhf9U8//dTW1ka0NMJgMBj37t27c+cOds2P06dP465S//79u/JVEoRDhw7hLlqfPn2wa43Q6fTXr19nZmYSKLIrkJiY2FFH3MjISKhQuwD5AthvhYXJZA4ePBj3e3ZwcKivrydaGmFUVlb26dMHuRSWlpalpaUwDJeXl+vp6WGvEpVKff/+PdFiyU5bW9uQIUNwD5ifnx+y99OnT4aGhkji77//TqxUhYfFYm3bto2n2xqFQtm4cWOXDf2r2AD7rbAsXLgQ90vW19fHrQnd1di9ezf2gixYsODu3bszZ87EXSh0gUsAf5KTk3GDt926dfvw4UN5ebmrqys2/fPnz0SLVXzevn3bUaCCfv36gUUFFQ9gvxWTq1ev4n7AVCr12bNnROsiGEHmOHXv3h1ZfBogCH/88QfuAvLsBZ48eZJopV2ChoaGVatW8XywVVRUgFObggHmjykgOTk5GzZswCXu379/8uTJhOghDwUFBZ0ec/jwYXTgF9Apu3btwgXv4xkI7MePH7JS1KXR1ta+cOHC/fv3u3fvjtvV0tKyadOmmTNn1tXVEaINIHGA/VY0WltbfXx86HQ6NnHGjBn+/v4QBDEYjOXLl+vp6VlbWz9+/BjZGx4ebm9vr6qqam9v//TpU0FKyc3NHTFihIqKysiRI/Pz85FET09Pyv9AiiMbxcXF/A/Q1tbm/u4gS7Zv325gYMCdTtobp6qqevXqVe6F5HEA+y1Lfv7556SkpPHjx3PvevTokZOT04cPH2SvCiB5iB4AAEiYrVu34m5xz549a2trkb1r1qzx9vYuLy/PyckZPnw4kmhoaHj9+vXm5ubr16/36NFDkFLc3Nz8/f1ra2v9/PwmTZqEJG7cuFEKFZIYDAajUzMDQdD+/ftjYmKw3ukyIzw8/OjRo/r6+ty7yHzj7t692+lVNTc3F6cIgAhwOJyAgAAVFRXu29GtW7fDhw9zOByiNQLEAthvheL9+/e4r49UKvXVq1fIXjqdrqamhjhdY+nfvz9qBgYOHIgkPn782NbWVktLy8vLq6KiAnt8SUmJsrJyY2MjDMONjY3KysrIASS330J1AQ0MDGTsgp6ZmXnz5s2MjAxu+03OG9fS0nLgwAF3d/devXp1ej0pFAohr0SAr1+/onMucMyYMQN9swfII8B+Kw4sFsvOzg73E92zZw96wLdv34yMjLZv366hoWFtbX3r1i0kPSUlBXFbtbS0TEtLg2G4oKDA2tr6x48fLBZr3759vr6+2ILi4uJMTU3Rf01MTD5+/AjD8IoVKyZOnKihoeHs7PzhwwdZ1FkYoqOjBbffEAQNGjRIZtoYDMaNGzdgGOZpv8l544Rd/BuslEMUjY2NuLXbUSwtLUn4UwUICLDfisPvv//O/fs8cuQIekBcXByVSj116hSTyYyIiFBTUysqKmpqaurZs+eDBw+YTOa9e/esra2ZTCbOfd3MzAxb0Lt373Bm4NOnTzAMz507Nyoqqqmp6fjx48bGxmw2W2Z1FwRun3z+qKmpyUzb5s2bcaX//fff6F4S3jgOh6Ouri7U9URfOwCEEBQUxPOWAb90+QXYbwUhLi4ON3JOoVBwoa8Q72t0xMzKyioqKur9+/eGhoboMQYGBgkJCYGBgaNGjcKe++effyLZxsbGdjQMi9Lc3AxBUFFRkbRqKxJ79+4Vyt789NNPshfJs/9NzhsnrJf+7t27hb8eAEmSnp7er18/nnfH19cXGzsPIBcA+60ItLW1DRw4EPeD1NDQ4D7SxcXl2LFjSDdOQ0OjpKSkrKyMRqM9fPiQyWTev39fRUWlsrIyPz9fQ0PjxYsXjY2Nly9fnjt3Li6f8ePH+/v719XV+fv7e3h4wDBcV1c3bNiw4uJiJpN5/PhxIyMjsvW/V6xYIbixGTp0aHFxsexF8rTfMClvXEBAgFD228fHR/zrAxATJpO5cuVKnjfIycmpi8d3kjuA/VYEjh8/3lGjmZCQAMOwgYHB2bNnYRjOzc0dN26choaGnZ1daGgocvrt27dtbW1VVFRsbW3v3r2LJIaGhvbt21ddXd3d3Z3bcyorK8vFxYVGo7m6uubk5CCJN27ccHR01NDQcHFxIeFHtUmTJgliZpSUlP7444+WlhbZK/z777/l68Y9fPjQ2NhYQPvt5OQk3uUBSIzAwECeY+mGhoaouyuA/FBgGBbw5wcgJ6Wlpfb29o2NjWiKqqrqt2/fOnI67bI4Ojqmp6fzP8bS0jI4OHjUqFGykaQA1NXV/f7779euXeu0JdHQ0KDT6YJM4QPIgG/fvs2aNSsnJweXrqSkdODAgW3btoE7RX6A/ZZ75s2bd+fOHWzK3r17d+3aRZQe2dDY2IiMIdfU1DCZzJaWFhaLRaFQVFVVVVRU1NXVDQ0NjY2Nzc3NNTU1kVO0tbVxYW1wLF68+NSpU9ra2jKpgUIRHR29atWqvLw8/ocVFhZaWFgg2wwGo7S0tKKioqqqqqWlBXkBbWho0NTUVFJSUlNTU1VV1dfXNzIyMjY25l5GDyA+dXV1CxYseP78OfeuuXPndtRHB5AHYL/lm/j4+JEjR2Jvoo2NTWpqqqqqKoGqJE5LS8unT58+f/6clpaWkpKSkZHB3xJj0dHRcXBwsLW1DQoK6ugYfX398+fP//zzzxLS2xVhMBg7d+48deoUz/ipCEuXLm1tbf3+/XtmZqbgdxCCIBqNZm1tbW9v37dvX3t7+2HDhtnZ2YEOovjAMHz06NHt27dzOBzcroEDB4aFhfXs2ZMQYQBBAPZbjoFh2NXV9ePHj9jEZ8+eKUyc86SkpMePH79+/frjx4+Ia7Q0mDBhwrVr18zMzKSUf5ciMTFxxYoVX79+lXZBenp6rq6uo0aNmjx5ckerXwME5OnTpwsXLqyvr8elm5iYPH78eNiwYUSIAggAcZ/eAeKCGzaHIGjmzJlEi5IAqampv//+u7W1tbQffgqFMnHixO/fvxNdY4UiOTl5zJgxsuwcm5mZrVy5MioqimxTHuSIzMxMnlPLVFVVb968SbQ6AG9A/1teaW1ttbOzw35xpNFoaWlpvXv3JlCVOLS1td2/f//8+fOxsbEdHUOj0fr27evg4GBjY2NiYmJubm5kZESj0TQ1NZGFqFtbWxkMRktLS3l5OfKBPDs7Oy0tLTMzs729nWeeFArFzc1tzZo1M2fO5Ln2JUAQGhoabt68GRQU9OnTJz6HaWho9O3bt2/fvlZWVkZGRj169DA1NdXQ0FBSUkI9D1gsVnNzc2tra2VlJfKNvLS09MePHxkZGVVVVXwyt7Cw8PX1Xbp0qfz+CgiETqcvWbIkJCQEl06hUPbt27d9+3bwwYJ0EP0CARCRCxcu4G7lpk2biBYlIi0tLRcvXkRCgXLTo0ePn3/++d9//01OTm5tbRW5iGnTpvH/LSDfyNvb2yVbO4WnsLDw999/79Tvz8jI6OvXr2KumVFTUxMdHf3XX39NnjxZV1eXZ0FUKnX27Nnx8fGSqmDXgcPhHD58mKednjt3LgjwQjaA/ZZLWltbrayssL8uXV3d6upqonWJwsOHD3labisrq99///3du3eSGhTlcDhRUVHnzp1LSUmJiYnZuHEj6guNs+LPnj2TSIkKT2lp6cqVK5GRDxympqYrV64MDQ3Nzs4+ffr0pUuX6uvrJVt6e3v7u3fv/vjjD+7gRQjjxo1DAsQChOLmzZs8HWBHjBiBC9gHIBZgv+US7s73vn37iBYlNDk5OVOmTMFVRFlZefbs2VFRUTJY3JDNZj99+tTLy4t72HzWrFmFhYXSFiC/MJnMv/76C52bh6KhoeHr6xsdHS3jT9FpaWnbtm0zNTXF6aFQKPPnzy8oKJClGAUgPj6eZ2QeKyurHz9+EK0O8H8A+y1/sNlsGxsb7I+qe/fuDQ0NROsSjqCgIFzrr6Kism7dOkKsZk5OzrJly3D9SF1d3fv378teDPl59+6dra0trmW3sLA4duwYsc9he3v7/fv3nZ2dcdq0tLTOnz8PlrsWiuLi4sGDB3ObcH19fRkvrQvoCGC/5Y+wsDDcL0q+Ot9MJtPX1xfXSVq8eDHh653k5ubOmTMHd21Xr15NSCxVctLa2vr7779TqVTsJerVq1dQUJDIrgnS4O3bt2PGjMHdygkTJpSUlBAtTZ6g0+nTp0/nNuEaGhpPnz4lWh0A2G85xMPDA/tb0tbWlqPOd3V1taurK1a/o6Pj27dvidb1/4mMjMSFnnVzc5OjKyw9Kisrx44di3v2Dh8+zGKxiJbGm9DQUNw4gampKbLkOUBA2tvbeS5MrKysjATNBRAIsN9yxo8fP3DeoXLkdl5YWGhnZ4cqp1Aov/76Kwlb/6ampmXLlmEv8qBBg7q45056ejrOzXDSpEnkdxFgsVjbtm3D+jeoqqreuXOHaF1yxr///osbdEF+v2BNWGIB9lvOWLduHe4nJC/uJNXV1fb29qhyDQ0NdB0tchIcHKyiooIKHjJkCLJydhckPT3dyMgIvRQqKiry9Tk5Pj6+V69eqH4lJaUbN24QLUrOCA0NVVNT4+6I//LLLyBsDlEA+y1PNDY24mbZenp6Ei1KIBgMBtarqEePHnIxsScmJgY7ydjd3Z1UX3llw48fP7CuyCYmJvI4tbqiomL06NFYEw564cKC+zmgzJkzpwv+LsgAsN/yBPc63xEREUSLEohVq1ahmg0NDTMyMohWJChfv37V0dFBxW/bto1oRTKloaEB+8mjT58+hLsZikxLS4u3tzdaF1VVVWSRdYDgpKam8oyaMGXKFBDdRfYA+y03cDgcnF9V3759hRrDzMnJcXV1pdFoI0aMyMvLw+1FPvrq6upaWVk9evRIgsqxERnV1dXlbvJJTEwMGs6CSqVGRkYSrUhGcDgc7Jpsffr0KS4uJlqUWLS3t8+fPx+tkYWFRWVlJdGi5IySkpIBAwZwm/CxY8cS8oGJqGaNDAD7LTfEx8fjfjCnT58WKgc3Nzd/f//a2lo/P79Jkybh9q5Zs8bb27u8vDwnJ2f48OGSkt3Y2Ij9dCqng5bYgDmWlpbNzc1EK5IF165dQ2utr6/P3TjKI62trdiB9Hnz5hGtSP6ora3FXkOUUaNGyX6mBiHNGkkA9ltu2LRpE/anoqGhIdTbbklJibKyMnJKY2OjsrIy1qGaTqerqamVlpZKXPaOHTtQzUuWLJF4/jJj1qxZaEWOHTtGtByp09DQYGJigo46PH/+nGhFEqO8vBy7XOzLly+JViR/MJlM7uCJEAQNGzaspqZGZjKIatZIArDf8gGbzcYtUC1svyEuLs7U1BT918TEBDsR9tu3b0ZGRtu3b9fQ0LC2tr5165ZEZFdVVamrqyOCu3fvXltbK5FsCaG0tFRDQwOpi56eXlNTE9GKpMvWrVvRh23Dhg1Ey5EwT548QWs3cOBAouXIJS0tLdjPKygODg4yi5NDSLNGHvBT+gDkJCYmpqSkBJvi4+MjVA4w10Kx2HnkdDq9qqrK2Ni4qqrq3Llzy5cvLy4uFlktys2bN5lMJrK9Y8cOPT098fMkChMTEzSQRV1d3f3794nVI1WYTOaVK1eQbSMjo7179xKrR+JMnToVXY8uOTk5JiaGUDlyCY1Gu3379sKFC3Hp6enp7u7uuPZKShDSrJEIol8gAAKxcuVK7F3T1dUV9hMs/4GmgoICCILQ/rGVlVVUVJT4stGFobS1tRkMhvgZCkJISMiTJ0947iooKPjrr79Enq5aXV2NzggfPXq0GBrJzsWLF9GH7e+//yZEA5/7yBNhb25SUhJax59//lkkjQCYw+H8+uuv3Jald+/eMuiFE9KskQdgv+WA1tZWfX197G9j+fLlIuQzfvx4f3//uro6f39/Dw8P3F4XF5djx44xmcyIiAgNDQ3xf3t5eXmo4FWrVomQA5vNPnjwoLW1taqqar9+/fbv319XV4eknz171sbGRllZ2dLScs+ePW1tbcgp8fHxS5cuRbbDwsLs7OxUVFTs7OxQSxAcHCxOuHg0QDqFQpHldz4Z89NPPyHVVFNTE3Bd2kuXLiGnuLu7wzCclZWF/KukpMRmswMCAszMzLS0tKZOnYo6sQt4H4uKivz9/ZWVlel0OpJSVVWFsxbIjERhby7qhKWqqkrCOIDyAofD2bx5M7cJt7W1LSsrk3bpMm7WSAWw33JAeHg47och2ltkVlaWi4sLjUZzdXXNyclBEg0MDM6ePQvDcG5u7rhx4zQ0NOzs7CQSGe3mzZuoYNFWO1izZo2zs3NiYmJzc3NJScnWrVv9/PxgGF63bt2wYcM+f/7MYDC+fv3q7OyMesZ5eXnFxcUh24aGhtevX29ubr5+/XqPHj2QRDabbWFhIXJjja2UUL1DOaKtrU1LSwup4/Tp0wU/8erVq1gH4Ly8PBUVFRiGExMTp0+fXl1dXV1dPWXKFB8fH+QAAe9jSEgI0pFC7Xd1dbW/vz+y3dzcjBYq7M09c+YMejdjYmIErymAm8OHD3Ob8P79+1dVVUm1XBk3a6QC2G85YPny5difhJGRUXt7O9GiOmfjxo3idFXz8vKoVCr6g0TJzc2lUqnZ2dm4lO/fv3M4HBUVFdSzrH///qj9xvoojRo1SuRhtPz8fPRG7NixQ7RMSE5CQgJax+PHjwt+Ykf2G0tQUBDSQRf8PsIwTKfTsfYbS2BgYGBgIPqvUDc3LS0Nren+/fsFPAvQEQcOHOA24U5OTnLtuEpmunFfbgDZiIyMxP47e/Zs7HoMpKW0tBTZMDU17d69u7CnJyQkGBoaWltb49I/f/5saGiIXQHdysrK2Ng4ISFBX1+fw+GgXuK3bt3y8vJatGiRpaXl06dP0eN1dXVFdq7p1auXlpYWYk7QCioYWB8fJycnoc6NiIjAOhBhA8gjvHnzBpkJKfh95M/t27exK+oKdXPt7e1VVFRaWlqg/9YaIBrbt29vb2/fvXs3NjExMdHd3f3ly5dy7b5KToD/OdnJyMgoKirCpvCcdklC0I+UBgYGIpwOwzBupTX+6TgYDMbUqVORT19Hjx718vJisVgiyOAGrU51dbVEMiQb2K/LPXr0EOpcXP8btzcwMNDGxsbT0xMS+D7y5927d05OTmh0PGGhUChoBSsrK8UUA4AgaNeuXX/++ScuMTExcerUqchbL0CCAPtNdnCdbxqNhluDWeKEhoZie6tYCgsL9+3bx+FwBMkHtZc8ly3qlKFDh1ZWVubm5naanp+fX15e7uzsrK+vT6VSGQwGBEHfvn1jsVizZ89WU1Pz9vZubGxEB0vr6+txk+mFAu0XIgUpHth6odP3xScwMLCysnL79u3IvwLeR/6cOXNm7dq12BRhb66mpiayoah3U/bs37+fe8nw+Pj4adOmSeodWnwk1coRC7DfZCcqKgr778iRI9EWp1MuX75MoVAoFMqECRMgCMrOzkb+7datG4fDOXnypLm5uba2tqenJzrk+OHDh/Dw8KlTp6KZbN++He1x9uzZ08rK6uDBg4KUjg6X1dXVCSgYi7W19Zo1axYsWJCUlNTS0pKTkzNz5swjR44g6fPnz09MTGQymUlJSfPnz1+2bFmfPn0oFIqHh0dycjIEQVZWVg0NDSEhISwW68GDB3Q6HVlBksPhFBQUjBw5UgRJCDU1NcgGblKAwoCtV21trUTyvH79ekNDg7+/PwRBS5Ysgf53fzu9j3woLi5ua2vDrkouws0Vc5QIwJNjx45t2bIFlxgTE+Pt7d3e3i5ythwO59ChQzY2Nmpqav379z9w4EB9fT2Sfu7cud69e9NoNCsrq7179yKlCNLKhYeHOzo6amlpubu7FxYWQkK2cgRD1Id3gCC0tLTgrPXBgweFykFYl2Cs3y8Mw+Hh4UePHtXX10dTBHfxXbBgAaJZV1dXtLWi2Wz2yZMn7e3tVVVVraysDhw4gOTDZrP//fdfBwcHdXV1e3v748ePow5979+/R+cd3b5929bWVkVFxdbW9u7du0iimPPH2traaDQaUq+1a9eKnA+ZefbsGfq8hYeHC3gWn/ljycnJVOr/7yqgj5OA9/HEiRPouSdOnEBL3L59O24tGWFvLovFQl1JNm7cKPiJgE7hcDi4oREEX19fkVeOF3ZCSqetXElJiaamZkREBIPBOHLkyJgxY5ADxJylIjOA/SY1r1+/xj39wq54KJRLMM7vNzMz8+bNmxkZGVj7DQvs4rtnzx5UdmZmplCyxUF68VtgGP78+TNaKaF8s+UI7Jg2Ok1L9kg7fgv839/XuXPnuA9obm7+/PnzxYsX161b5+rqOmDAgLS0NMHz7+JwOBxc4CkE0SZuiDAhBXsYz1YuMjLSysoKOQAZV0ODpYszS0VmAP9zUoMbPNfX1x88eLCwmQjuElxTU4P6/TKZzE+fPi1YsOD79++44wV08R0xYgS6HRsbi1v8VHrMnDmzo109e/bcuXOnOJm/e/cO3cZWUJGwsrLq2bMnMpb48uVLomTwuY88EeHmYms3btw4CILq6+uTkpKSkpISExOTkpLS09Nx473v3793cHAQqpQuC4VCOXfuXENDw71797Dp+/fvNzY2/uWXX4TKTYQJKX379kUTebZydnZ2ZWVlkZGRo0ePDg4OplKpRUVFyLI94sxSkRng+zepiY2Nxf47ceJE7DikgAjuEoxl586dCxcupFAo9vb2NTU1FArl2LFjQpXr7OysrKyMbN+6dUtY2eQEjd+ioaEh7NwqOWL8+PHIRkJCQqffoeWU9vZ2dIFULS2tHTt22NjY6OnpjR8//rfffrt+/fq3b9+wxltHR2fnzp2+vr7EyJVPlJSUbty44eHhgUvfsGGDsCsIwGJMSOmolbOwsLh06dLq1asNDQ1ramp0dHS0tbWFUkUwhPX8AZ3R3t6O+/iNRBTiCTpnIzY2FpvOf/z8ypUrhw4dQv/ljpsBw7DI4+cwDM+YMQNRxXPgS+5ITExE78XixYuJliNFsAPLy5YtI1qOVLh7966AjWT37t3/+usvJHYvQAQaGxu5Bw5pNBrOfQGFZ2uWk5PDsxnhTkdG2tFvdoK0cjAMFxQUqKmpMZlM5F+5GD8H9pu8YNdXQPjy5YuwmfCx30FBQegXXNQa4fzXYC77jXh2oE85fx4/foyK9/X1FVY82fDy8kKr8/btW6LlSJcBAwYgNVVSUkpMTCRajoRpbm4W8IPO7NmzQfgw8SkrK+Me+tbR0UlKShI8k3Xr1rm4uCD+a9nZ2TNmzDh8+DCS7uzs/PXrVwaDkZiY6OrqumLFCuSUTls5Z2fnjIyMsrKyGTNmbNq0CUkUqpUjEGC/yQt2DSgIglRVVVtbW4XKQQSXYKzfLwzDf//9N3oM4jonlItvW1ubra0tcjqVSv38+bNQ+kkFdonJwYMHi+xDKy8EBwej9R0xYoRchOwVHOyX8k7jE2hqak6YMIHP6BdAELKzs42MjHDX1tTUFF3PplOEnZAiSCsXGhpqaWmpo6OzYsUK1GCLOUtFZgD7TV5wrpsjRoyQTbmS9d9++PAhWgUHBweZrSIqWeh0Ora7Rv6BNfHhcDjYSEEEOqJLnOjoaHTamJaW1tevX9GFyPgzderUa9eulZeXE10DeSUhIYE7fMWQIUNk3yxIdZaKzAD2m7ygi2cjoGM78gWHw8E2jitXriRakdBwOJy5c+diG3GiFcmI5ORkdLI7hUK5c+cO0YokQGZmJjZATUBAAAzDbW1tv//+u+DxXB0cHPz8/KKiotAFTwEC8vLlS+4pMN7e3go/oCUNgP0mKQwGo1u3/8zuu3nzJtGiRCQ3N1dHRwetiLAhaAhn27ZtqHhDQ0MFW0KYP9gVNpWUlG7fvk20IrHIy8vDxmubPn061mw8ePAA5348ffr0O3furF+/fujQoaNGjXJ0dMQZHgMDg/nz59+8eRN4twlOUFAQ9ysRWP9NBID9JinYecYIsgyBInGw88coFMqZM2eIViQo2DCKFApFtIXM5Rok3CmCsrLyjRs3iFYkIt++fTM3N0frYmdn19DQgDsmMzMTddxDuH79OvaA8vLyoKAgb29vnKVXUlKaMGFCUFBQfX29DOskr/j5+eHaNwqFggZJBAgIsN8k5fz589iHW09PT97Hl3CxNTZs2EDyGnE4nK1bt2I1Hzt2jGhRBNDS0jJ9+nTcvZM7d7YnT55gLW7Pnj1zc3N5HslisZYvX44eqampmZ6ezn1YW1tbbGysn5/fkCFDsBdHRUXF09MzKCiI++UAgMJms3EPFQRBampqwsaX7OIA+01SfvvtN+yTPWrUKKIVSYDVq1djKzV37lzStnHV1dXY2WIQBG3dupVoUYTR0tKCi33h7u6en59PtC6BYDKZmzdvxn7btrS0zMvL439WUFAQ6pfer18//g5WGRkZf/31V79+/bCXSFVVdebMmbdv36bT6ZKsj6JAp9NxLj6QkO7oAGC/ScrkyZOxj/Xy5cuJViQB2Gz2+vXrsfWysbH5+PEj0brwvHnzxsLCAqvzjz/+IPlogbRpaWlZsWIF9ppoa2tfuHCB5G66cXFxdnZ2WNlDhw4tKioS5NxPnz4ha9YhD4Agp+Tm5gYEBOB65Kqqqt7e3l1hzoKw5Ofnc88oGzFihLATZbsswH6TFFysg6NHjxKtSAKUlJRwB7WmUqm+vr7V1dVEq4NhGK6pqdmwYQN2zqiSktLp06eJ1kUWLly4gMbERRg8ePCrV6+I1sWDwsLCVatW4eINz507V6ipSsi6VZDw3lWpqam7d++2t7fHlm5nZ3f48OHKykohq6LIxMXFcbujb968mWhd8gGw32SkubkZnZ+KEBYWRrQosUACLGhpaaE1wpkBIyOjU6dOEbhgX1NT09GjR7t3745VZWJiEh0dTZQkEpKYmBgQEMAduWzy5MmvX78mWt3/kZ2dvW7dOpxV0NbWvnz5sgi5cTgcAfvrPElOTt64cSP2uVJVVZ0/f/6rV6+6+IgOyvXr13GPE4VCefDgAdG65ABgv8lISkoK7oH+8eMH0aJEJzc3FzsFXFdX9+LFi0VFRW5ubrhqmpqanjhxQsYevNXV1YcPHzY0NMSJmTJlSkVFhSyVkJnPnz/fvXu3rKwMhmEWi7Vlyxbc/EYIgoYOHXrjxg2iok6y2ezXr1///PPPuHdfCII8PDwKCgoIUYXAYrFu3bo1fvx47Gf43r17Hzp0CDxjMAzjHEUhCNLR0cnKyiJaF9kB9puM4FbmUVZWlt8PQvfu3dPV1UXr4unpifZmOBxOUFAQ9wcwdXX1ZcuWvX//XqodFDab/ebNm4ULF6qqquIEmJmZgaksKOnp6VFRUdyz3tPT06dOnQpxoa2tvWzZslevXskstklqaurOnTvRb9VY7O3tSTV2VVhYePjw4Z49e6IKaTSar6/vt2/fiJZGJO3t7RMmTMDdu/79+8tpuEaZAew3GTlw4AD2ObazsyNakSiUl5dPmzYNrYWhoSHPMbG6urrff/9dXV2du/E1Nzf/9ddfo6OjJdila2pqevHixZo1a4yNjblLRNaRBA7DCN+/fw8LC+tonhXCy5cv0cVGcejp6fn4+AQHBxcWFkpcW11d3dOnT9evX29lZcWzdBsbmwsXLpAzPlpra2toaOiUKVPQoQIKheLh4fH8+fMuO6heXl6OLLyNRTH8dqUHsN9kBDfPysvLi2hFQhMWFoYdkfby8uIfNbq8vPz333/njo2MQKPRRo4c6e/vf+fOnZSUFKFGI1paWpKSkm7evLllyxYXFxfuUV8EHR2dP//8kyRudISDWG7Bl3xNSEiYO3duR9cWgiAzM7PZs2cfOXLk0aNHmZmZIpjV4uLi6OjoM2fOLF++3MHBAeeYhsXZ2fn+/ftyMUM9NzfXz89PT08PFd+/f/+goCC5EC9xXr9+zf0IBQYGEq2LvFBgGO7oZwAgCk9Pz6dPn6L/rlu3DhvGkuS0t7fv379/3759HA4HgiB1dfWDBw9u2LBBkODSjY2NN2/ePH/+/Ldv3/gcpqysbGFhYWpqampqamxsrKampqamhgyDs1is5uZmJpNZVlZWVlZWUlJSXFzc3t7OJ7ehQ4euXr163rx5GhoaQtZVASkoKMjKyrK0tOzdu7ew51ZWVt66dSsoKIh76VscNBrNzMzMxMTE0NDQxMQECa+LmrGmpqa2tjYmk1lVVVVaWlpVVVVcXEyn0/nnaWJiMnPmTCcnJ9w8N/JDp9MDAwMDAgLy8/ORFGtr6w0bNqxZs4bbN1uxOXDgwI4dO7Ap6urqHz586N+/P1GSSA3RLxAAHjg5OWHv0YEDB4hWJCh5eXnDhw9HlY8aNYr/6GtHfPnyZfv27biZu5Klf//+u3fv7uLfHbEUFhaGhYVJ5IKkpaUdOXJkzJgxgq8IIjJ9+/bdsmXLq1evkD5rcXHxixcvxK+C7Glvb79x4wY2xLqlpeXVq1e7VF+cw+Fwx2VzcHAg/1LchADsNxnp0aMH9vG9evUq0YoE4tGjR+g8GQqFsmHDBvHd7jIyMs6dOzdv3jwzMzPx2/qePXv6+vpeunQJuLZiKSoqCgsLS0lJkWy2Fy9ejImJefz4sb+//9ixYyU1vKGkpDRw4MA1a9YEBQXxHOEvKiqKiIiQbF1kBofDCQsLc3Z2RutrZ2cXFBRE8jg5EqS2tpbbpwHMCOcJGD8nHW1tbaqqqsjgM0JkZOTEiRMJlNQpbDbb39//n3/+QR4nIyOjGzducDuUikl5eXlqampKSkpGRkZJSUlERASbzeZ5JIVCMTIyMjY2NjMzMzc3d3Bw6NevX//+/bkniXVxqqqqPnz4YGRkhB01kQhlZWWIzwGawmaz8/Pzv3//npGRkZmZWVZWVl5eXlZWVllZ2dbWxp0DhULp0aOHoaEhi8UaMWKEjY2NnZ2dnZ1d3759uacM4CguLs7IyCD5r4Y/L1682Llz5+fPn5F/nZycDh06NGnSJGJVyYaPHz+OGTOmtbUVTaFSqdHR0R15SnZdiH6BAOBBv4GhpKWlES2KHw0NDdhQ4ePGjZPBCpvV1dVIcUOGDGlubq6trUXsQW1tbUtLi7RLVwCqq6vDwsLi4+OllP+2bduEGvOsq6urra0tKCioqampra3FDhrv3r1bBAFFRUVv3rwR4URSERUVNWjQIPTHNWHChC7yxefw4cO4ZtDMzKy2tpZoXeQC2G/S8f79e9yDS+YVCdPT09FoXBQKZffu3bIZ6Pv06RNSqLe3twyKUyQaGxtjYmKkatuePHkiwXDfFy9eFG1Ni5ycHAUw4Ww2Ozg4GF22XFlZef369Qo/UYLNZo8bNw7XEi5YsIBoXeSiwzkYAKIoLS3F/quuro5455KQ58+fjxgxIisrC4IgTU3N+/fv79mzh8/EHgmSl5eHbHQ0/RfATVNT07Nnz5DByTFjxkivlPj4eAl+PRk7duybN29EONHa2trc3Bx91ZNTqFTqwoULMzIyDh48qKWl1dbWdvr0aVtb24sXL2K/sikYVCr16tWruEXWb968eefOHaIkkRBgv0lHbW0t9l/u8GQkISAgwNPTs76+HoIga2vr+Pj42bNny6z03NxcZAPYb0FgMBjR0dFfv36dPHnyhAkTpOoW/u+///7yyy8SzNDW1jY7O1u0c62trbW0tOTdhEMQpKqq+scff+Tm5m7YsEFJSam2tnb16tXDhw//8uUL0dKkhaWl5cmTJ3GJa9euLSoqIkQPCQH2m3Q0NDRg/yVh5xuG4T179vz222/I6/+YMWPi4+Nxix9LG9D/FpDW1taoqKhXr16NHz9eBhO68vLytLS0uANpiQkshputvb29iopKp1PS5QIDA4OTJ09++vQJ8Tf88uWLq6urn58fk8kkWppUWLJkCW7Fwvr6+hUrVojzPCgSwH6TDpLb79bW1oULF+7duxf5d82aNS9fvsRNeJMBqP3GLbQKQGltbY2IiHj79q2bm5uXlxf3qh7S4Ny5cytXrpR4tqamprjvSkIxcODA9vb2tLQ0CUoikMGDB3/48CEoKEhfX7+tre3o0aP9+vUT7RMD+bl48SLudTAyMjI4OJgoPaQC2G/SQWb73dTUNH369Fu3bkH/81Y7d+4cn6iZ0gOx31QqFbsUBACBw+HExMSEh4ePGzduwoQJsrHcEAS9fv169OjR0ggZJvIncJShQ4c2NDQgvhoKAIVCWbRoUUpKyty5cyEIysvLc3d39/Pza2lpIVqahDEwMLh27Rpu3Gjz5s1VVVVESSIPwH6TDtLa7+rq6jFjxrx48QKCoG7dul25cmXPnj2EKGGz2YWFhRAEmZmZdbUAk53y9evX8PDwIUOGzJ49W5YXh81mP3nyBDuTUILY2tqKb3pHjBhRUlJSUFAgEUlkwMTE5M6dOyEhIT169GCz2UePHh06dGhiYiLRuiSMh4cHblCnpqaGe8nRLgiw36SDnPa7rq7up59+QpoGDQ2NR48eLV26lCgxxcXFSGwH8PEbS1JS0rNnz6ytradPn66lpSXj0q9du7Zs2TLp5S+RT57jxo3LzMysqKgQPyvyMHPmzNTUVMR7NDU11dnZ+ciRIwr2hfjvv//GRWAMCgqKjo4mSg9JAPabdODsN24GBSFUVVWNGzcO8XTV09N7/fo1z4WfZQb4+I0jKSkpPDzcyMhoypQp2NXWZQaTySwsLMTG7pY4JiYm4nwCR5k4cWJcXBwyb0JhQBbnvXHjhq6ubltbm7+//+zZsxWpjtra2gEBAbjEdevWNTc3EyGHLAD7TToaGxux/xJuv6uqqtzd3ZEFwXR1dSMiIoYNG0asJDB5DCUzM/P+/fva2tpeXl4S9/oWnMuXL0t7PGbMmDFxcXESyWrWrFmvX79WvKZ/wYIFycnJI0aMgCAoNDR04MCB8fHxRIuSGD///PO0adOwKVlZWQcOHCBKDxkA9pt0sFgs7L/ELmqJGO+UlBQIgrp37/7y5UvCjTcEQWiI2a5sv4uKiu7fv9/W1ubt7U3sOASDwWhoaEADhEmJvn37ZmZmSiq36dOnP3z4sKP4+fJLz54937x5s3v3biqVWlhYOG7cuMDAQKJFSYx///1XU1MTm3L06FGFmVYgAsB+kw7cWg7KyspEKWGxWNOnT0eMt66u7osXLwYPHkyUGCzFxcXIRtd0Pq+uro6Ojq6vr/f29pbqkLWAXLx4UapfvhEoFIoEzS2VSvX29n78+LGkMiQP3bp127NnT2hoqJ6eXmtr6/Lly7ds2aIYbyo9e/bct28fNqW1tXXNmjUK9rFfcID9Jh04+03I7CwIgths9pw5c5DxNz09PZL0vBHKysqQDVNTU2KVyJimpqaYmJi8vLwJEyb079+faDkQBEGNjY0MBkMiq7t2irKyMs+VykSDRqNNmDAhPDxcUhmSimnTpiUkJDg4OEAQ9M8//0ydOlUxPof/+uuvQ4YMwaa8e/fu9u3bROkhFmC/SQdJ+t8bN2588uQJBEGqqqphYWEk6XkjoPabwC++MobJZEZFRX358mXs2LHkeZGCIOjixYvSCNjCkwEDBiCjQZJCW1vbxcUFmRKpeNjY2Lx//37y5MkQBEVERIwcOVIBIo8qKSlduXIF16tR4Ah0/AH2m3SQwX7v27fvzJkzEARRqdTg4OBRo0bJXgMfED9kTU1N3McwhaStre3FixevXr1yc3MbO3astAOgCkVDQ0Nra6vMQvS7uLh8/PhRsnkaGhra2tpyL/qnGOjo6ISHh/v5+UEQlJ6e7uzsLNkXIEIYOHDg+vXrsSnFxcXc3uldAWC/SQfh9vvGjRu7d+9Gto8fP/7zzz/LWAB/2traampqoC4weI6EUQsLCxs/frynp6fMwqgJTnBw8KJFi2RWnL6+vjSibllbW6uqqiIzLBQPJSWlw4cPnz17lkqllpWVjR8/XgFWc9m9e7eBgQE25dChQ+iwXNcB2G/SQaz9Tk1NXb16NeIPsnXr1o0bN8qydEGoqKhA1k1RbPv95csXQsKoCQ4Mw9XV1ebm5rIsVErDD4MHD25oaED9IhWPtWvX3r59m0aj1dTUuLu7R0VFEa1ILHR1dXfu3IlNaWpq2rVrF1F6iALYb9LR3t6O/VeW/mt0Ov3nn39GviTNnDnz8OHDMitacNAgHor68ZvYMGqC8+TJk59++knGherp6dXV1Ukj59GjR3/69AkXPUmRmDNnzosXL7S1tZuamjw9PZ89e0a0IrFYt24d4p2HEhgY+PXrV6L0EAKw36SDSv3PTUH6mrJh3bp1P378gCDIxsbm6tWrOCUkobKyEtkg7croIvP9+/fo6GgkjJqenh7RcjohLi7OxcVFxoUOHz5cesO/M2fOfP78Oe4FWpEYP358VFQUMq/M29v79evXRCsSnW7duuE6GBwOZ8uWLUTpIQQyNtBdHFyHW2atyenTp2/cuAFBkKqq6r1790gSd52b6upqZMPQ0JBYJRIECaOGzGiSi3GF9PT0AQMGyL7cQYMGJScnSylzCoUye/bshw8fSil/MjB8+PCXL1/q6ekxmUxPT8+YmBiiFYmOl5fXxIkTsSmvX79W1AmBPAH2m3TgPnhLcMIrHxITE9FX15MnT5JqthgOxHkNgiB9fX1ilUgE8oRRE4q7d+8iC2bIGBqNJtUlMpWVlX/66aeXL19KrwjCcXJyevr0qZaWFpPJnDZtmly7s/399984v84///yz64RzAfabdODstwz63+3t7cuWLUOaxYULF65atUraJYqDwtjv6urq8PDw2tpakoRRE5ympiZ1dXWivOqkPYNOR0fHxsZGrq1ap7i6uj59+lRDQ4NOp0+bNg0NSCx3DBw4cMmSJdiUlJSUsLAwguTIGmC/SYfsx8///vvvpKQkCIIsLS3PnTsHQVBxcfEff/xBo9Gampq4j8/NzR0xYoSKisrIkSMF/OVzn1JdXU35L9+/fxckKwWw30wmMzw8PDEx0cvLa+DAgUiip6cnein8/f1xp0RHRw8ZMkRNTc3Jyendu3eClMLzJvIvRUBCQ0Nnzpwp2rniY2pqKu2ZQpaWlu3t7dJYKZw8d3n06NEPHz7s1q1bRUWFyNHZ+BTE4XBOnjxpbm6ura3t6elZUlIiSIY825bw8HBHR0ctLS13d/fCwkLcKfv27VNXV8emHDx4UIS6yCUwgGTg1oG4fPmyVIv78eOHqqoqUlZERASSGBISgjRedDqd+xQ3Nzd/f//a2lo/P79JkyYJUgr3KdXV1f7+/sje5uZmAfOBYRgdtk1OThbwFPLAZrPfv3//4sWL9vZ23K6NGzfyOXHQoEHZ2dnNzc179+4dNmyYIGXxvIn8SxGQXbt2iZ+JyCQkJDx//lwGBYWGhjY3N0s2T7Ld5QsXLiC/Jnd397a2NgHPEqSgxMTE6dOnV1dXV1dXT5kyxcfHR5AMuRuKkpISTU3NiIgIBoNx5MiRMWPG8JSBs2tRUVHC1kUeAfabdPTu3Rv7IJ4/f156ZbHZ7NGjRyMFLVu2DLuLTqfztN8lJSXKysqNjY0wDDc2NiorK1dUVMAw/PjxY1tbWy0tLS8vLySl01NQAgMDAwMDBdQ8btw4RHBxcbGQ1SWYz58/P3v2jMVi8dwrSJvb0NDg5+e3atUq5F8+1xyB+yaKb79LSkqk+kx2CpPJPHbsmAwKYrPZjx49kmyeJLzLW7duRX5Q6Pu04AhYUFBQkLu7O7ItbEMRGRlpZWWFHICMvZWWluLyLyoqotFo2GZz/PjxwtZFHgHj56QD9yBK1Vvn/PnzsbGxEAQZGxv//fffgpySn59vaGiIzEvW0tIyMDDIz88vLCz87bffwsPDKysrhw8fjpvFwfMU7AG3b9+eN2+egJpra2uRDfLPsEJJSkoKDQ21traePHkyOtqBg8FgeHh4aGpqdhQl9PLlyzo6OnFxcYcOHYIgiP8174hOS+mU+/fvE+K5hqKmpoZbY1dKUKlUV1dXyfqykfAuHz58eOrUqRAEHT16VNhQ8AIW9ObNm02bNkGdVYdnQ2FnZ1dWVhYZGclisYKDg6lUKncUd3Nzc1wcwNevX3eFueDAfpMO3ILfPL9AS4S6ujo0htHp06e7d+8uyFkwl28nhUJ59epVbm5u37591dTUdu7c+erVq05PQbffvXvn5OTUkVXjBomwoaKigvvoRU6ysrLu37+vq6s7c+ZM/i8cdDp927ZtFRUVc+fOnTFjBve8/xUrVtDpdE9Pz3HjxrHZbP7XXORSOqWmpgYXulL2cD9RUqJHjx7du3fPzs6WVIYkvMvIGge9evXicDiLFi0S8EO14AUFBgba2Nh4enpCECRCQ2FhYXHp0qXVq1cbGhrW1NTo6Ohoa2tzl/LHH3/gPIdu3rwpeEXkFWK7/wBu3NzcsDdIhEEtAUHeiCEI8vLy4t4r1Ph5YGDgqFGjsIf9+eefSOaxsbH8x899fHzy8vIEl41YQQMDA8FPIYSqqqqwsLCUlBRhT2xuboYgqKioiOfe9vZ2KpWanZ3N/5ojKR3dxE5L6YjMzMxbt24JdYo0OHLkSEefIaTBw4cPuf0VxIRsd/ndu3eI/ZswYQKHw5FUda5cuXLo0CH0X3EaChiGCwoK1NTUmEwmTw24YSFTU1OJ3zWyAew36Zg+fTr2Kfzll1+kUUpOTg4y/6dbt25paWncB/BpFMaPH+/v719XV+fv7+/h4QHDcH5+voaGxosXLxobGy9fvjx37txOT0EoKiqaPXu2UMqR+XWWlpZCnSVLmpqaXr58mZCQIPgpdXV1w4YNKy4uZjKZx48fNzIyYrPZ6N6MjIzJkyeXlZWxWKx///1XQ0ODwWB0es1hrpvIvxRBOHbsWF1dHQzDbDY7ICDAzMxMS0tr6tSp3L4IRUVF/v7+ysrKPB8hnvA55Y8//tDX10f/ffLkydevX4VSLg7Nzc2oa6c4kPwuHzhwAGlzLl26JH51YBgOCgo6fvw4sr148WJY1IbC2dk5IyOjrKxsxowZmzZt6khPaGgornf68uVLQSoivwD7TToWLlyIfQQXLVokjVLQVcXWrVvHvffEiROogBMnTiCJBgYGZ8+ehWE4KyvLxcWFRqO5urrm5OQge0NDQ/v27auuru7u7s7tYMLzFBiGt2/fHhkZKbhs5DUfgqD+/fsLU10Z0dra+uLFi4iICBF6MDdu3HB0dNTQ0HBxcfnw4QOSiFxzNpt95swZZNRx0KBBL168QPbyv+Y8byLPUgRn9+7dyEan3sX8pzDwpKNTwsPDjx49irXfRUVFV69eFVa8OCQlJeXm5oqfD5nvcnt7O7K0vLa2toADM3yqk5ycjA3AjN4+ERqK0NBQS0tLHR2dFStWdNT5hmG4paUFN6cU55OreAD7TTrWrl2LfQRnzpwp8SI+fPiAfIHW0tIqKyuTeP7SA10+0tXVlWgt/4HD4bx69erBgwcSn3FEHoqLi3n2zLDexVi4h3BEcKXOzMy8efNmRkYG1n7DMLx//37RayISDx8+FOG1TL5ITk5G/Gd5flMjP7jYUwYGBop9y4D/GunALTmFtGiSZcuWLTAMQxDk5+dnbGws8fylB3o1SLUwV3Jy8pMnT8i81qdEePz4MeKFhAP1LuaPCK7UTCbz06dP8+fP594ly3V9EDw8PBQ7rioEQQMGDPjjjz8gCAoPD3/69CnRcoTGx8cH+291dXVaWhpRYmQAsN+kA+ddKXH7HRMTg4R2MjMz++233ySbubRBvfE1NTWJVYKQlZUVHR3do0cPLy8vnm6xikRlZSX32x7Wu5g/IrhS79y5c+HChRQKxd7evqamhkKhHDt2DNkFyzzGtaamJpVKVeAFRhG2b9/ep08fCII2bdok1cmr0mDEiBG4mSzv378nSowMAPabdOAW/kKnO0sKNLign5+fjKdghYaGdvRSX1hYuG/fvk47VeTpfxcXF9+/f7+9vZ3MK4aJf8FRGAwG9wtKYGBgZWXl9u3bBckBhmGs73FxcfGOHTuQ0JsdxQr9559/kIPR8XO0125ubo6uBC8z3NzcBAxrKkskeJchCKLRaEePHoUgKDs7+8yZM5KRKCQi10hFRWXo0KHYlNTUVMnrIw3AfpMO3ORa9IuvREhMTIyOjoYgqEePHsuXLxctEw6Hc+7cud69e9NoNCsrq7179yJB2i9fvow0xxMmTIAgKDs7G/kXmZfy4cOH8PBwJFIEd9jknj17WllZdRq4mMlkIhsETv6uq6t79OhReXm5t7e3vb29bArlcDiHDh2ysbFRU1Pr37//gQMHkIDVHd0L6L8XPDw83N7eXlVV1d7eHmkZBbzgKC9fvkQj3yFcv369oaEBuX24NSR44ubmlpiYGBERQafTr1y54uPjg37DHjVqlMBX4v8YOHCg9BYS5YOlpWVOTo6UMif8LiPMmDEDmcX6119/ocsNiFYd2TcU/fr1w/6bkZEhsn45QMbf2wGdgthXFAqF0tLSIqnM0WUnDh48yP9IR0fHjqbYrlu3btiwYZ8/f2YwGF+/fnV2dl6yZAmy6+rVq9hI5nl5eSoqKsi2l5dXXFwcss0z7CKbzbawsOA/r/fZs2eIfonE8RaWlpaWN2/evH79Wkr587nma9ascXZ2TkxMbG5uLikp2bp1q5+fH8z3XmAvuKGh4fXr15ubm69fv96jRw8kUZALjrJr1y7s7KCOvIvRSQo8/aJFcKWGYRgbGRCdldfc3CybKKrcPH78WJzTyXyXUdD722n8CbI1FMePH8e2nw4ODvz1yzXAfpMO7l5FSUmJRHJOT09HfpPa2trILF4+dPSzzM3NRSJL4FK+f/8Od/yz5HA4KioqTU1NSHpH1nfUqFH8Fx54/Pgxck0QFzyZwWazo6KiIiMjpRoRoqNrnpeXR6VSsfPuEPjcC9wF79+/P9qyDxw4ED2+0wuOgs4cIw9//fUXIeWWlpZ+/PhR5NPJfJexICGNNTQ0eM4U6LQ6RDUUN27cwDaehoaG/Ksp14Dxc9JhaGiIS5HUEPrRo0eR70br16/X1dUVLZPPnz8bGhra2NigKVZWVsbGxgkJCci/ERER6JCXlZUVklhTU8PhcNDQsB2FTdbV1eUfvrGtrQ3ZwK2SLlU+fPhw//59FxeXiRMnKikpyaxclISEBENDQ2tra1w6n3uBu+C3bt3atWuXqqrqrl27bt26hR7f6QVHyMrKQnyaABAEmZiYlJeXw5J2oCP8LuPYu3dvt27dGAwG6jMoFEQ1FDgvDfSLm0IC7DfpMDAwwIYHhyRkv2tqau7evQtBkKqqKvdyeyj9+vVDflFpaWlqamrINjYGOwzDOHk4cK/VPI8ROQp3a2srsiEb+424l1taWs6dO1d6Hu8iX/NO7wUCg8GYOnXqsWPHmEzm0aNHvby8hF3/IyoqauLEiUKdIgNUVVXReD4yZvz48cI6spH/LuPo06cPMnPvzJkz1dXVkqoOipQaCuxnHYiIeQqyBNhv0qGsrIzrHEvEfl+9ehX5Pfv4+PTo0aOjw1JTU5FfFHZYDGu6hg4dWllZmZubi6bk5+eXl5c7OzvzKV1fX59KpTIYDOTfO3fuTJgwQUNDY926deXl5agjcX19vZmZGZ98ZNb/Li0tRd3LpT1FXoRr3lE6ei+wF/zbt28sFmv27Nlqamre3t6NjY3opNhOLzhCZWUln2dGZMR0nHZ0dExPT5e4KkHQ0tJiMBjo0ygI5L/L3OzYsUNJSYnJZJ49e1b86simoUDPRcAt56hgAPtNRnBD6JWVlWJmCMPwpUuXkG1cfDdhsba2XrNmzfz58xMTE5lMZlJS0vz585ctW8Z/fJVCoXh4eCCf9uvr64cPH15SUsJisc6ePWtkZGRqagpBEIfDKSgoGDlyJJ980BZTej9LBoPx8uVLGbuX8we55gsWLEhKSmppacnJyZk5c+aRI0f43AvsBbeysmpoaAgJCWGxWA8ePKDT6b169YIEu+AQBMEwLNpXA8HdjKOjo4cMGaKmpubk5IT0awVxnB4wYAAhLugI7u7uOFdTMSH2LvOkT58+yHIMZ86cEbY3T1RDgRsqIHytPOkiuU/pAIkxduxY7D3aunWrmBmiy/oOGjRIwFP4uJWy2ex///3XwcFBXV3d3t7++PHjiFcX+oqARNPMyspC/lVSUoJh+P3790uXLkVy4Bk2OTg4eN++ffxVnTt3DskTXRdBgrDZ7NevXz9+/FjYVT0kBf9rfvLkSWR2kJWV1YEDB5DAkB3dC/i/F/z27du2trYqKiq2trZ3795FEgW54DAMp6am3r9/X7QaCehmPGjQoOzs7Obm5r179w4bNgytcqeO04Lolx5xcXGVlZXCnkXOu9wRcXFxyC/u4sWLIlRH9g3F1q1bsY3nyJEjRa47+QH2m4wsWLAA+wjOmzdPzAzRNc0EXFlISoSEhDx58oTnroKCgr/++qtTw/nvv/8iFTl16pRktX3+/Pnp06eyXJVSBoh/wWEYPnv2LH8PZD4I6GaM0NDQ4Ofnt2rVKjSlU8dpolzQUcScSyYRJHKX+eDi4gJBkKOjoziZCIU4NfLy8sI2nsi6Z4oKsN9kxM/PD/sIjh49WpzciouLkRFLXV1dXIspd0jDficnJ9++fVuEjlQXYc+ePSKfe/XqVdyAH2K/q6qqlJWVsUcifbJRo0bV1NSgiZ6enteuXeOT/969e0XWJhEyMzPT09OJ1SBtUFf2d+/eEa2lEzgcDs5RA7v6uOIBvn+TEZxrhghzP7DcunULCXu0cOFCdGKGnIJ+iGWz2eLnVlRUFB4erqWl5ePjwz1tD4AgiPMzHwRxM4YgaMWKFXQ63dPTc9y4cYLfXHNzczF/HWLSp0+frKwsiTyNpGX27NnIrwMd9yYtP378wHkLubq6EiVGBgD7TUbMzc2x/yLxW0TODQ1osGjRIrFkCYNkYzKjSMp+NzU1vXjxoqKiwsvLC517qjBI8OLn5uZyz0jmptNI5jhwbsYImpqaW7ZsSUtLy8/PR1I6dZzu379/SkqKICVKj0mTJkVGRhKrQUo/NwQajYY0Hffu3aurqxM5H24kLjs2Nhb7L41GQ1Y0V1SA/SYjOPvd0tIi8hSytLS0b9++QRDUp08fCT7K0nYt7gjx7XdbW1tMTMyXL18mTZqEW+qAhPC5zhwO5+TJk+bm5tra2p6enmg3FHvxEbZv34564Qp78T98+CBID0bYSOZYN+Pv379PmTKlvLy8ubn53LlzampqyHowgjhO29vbf//+XbCqSAsVFZVevXr9+PFD2BOFjXYuyB0PDw93dHTU0tJyd3cvLCyExPu5oaxcuZJCobBYrNu3bwt+luxbCZz9Hjp0KIELJcgCYobtAXwpKyvD3aYvX76IlhXqjSlxTx9puxZ3VChSnU7jt/MkLi7uwYMHzc3NIpxLFB1d58TExOnTp1dXV1dXV0+ZMsXHxwc5AHvxYRgODw8/evQoGp8cFvLi79mzB3GBFgEB3YzZbPaZM2eQdUUHDRr04sUL5HQBHacJd2FDePDgQWtrq1CnCBvtvNM7XlJSoqmpGRERwWAwjhw5MmbMGOQAkX9uWEaMGAEJ784ty1aitbVVX18f22wi11OBAfabjLDZbBUVFeyDKNoEHjabjXTlKRQKd1xlMZG2azFPrl+/jlwQYafEJCYm3r9/v76+XtgSCYdPC4gSFBSE2Ejcxc/MzLx58ya6+CaK4BdfqtZRIo7ThLuwITQ3N4eGhgp+vAjRzrGH8bzjkZGRVlZWyAHIumHoIjGi/dywnD59GmlJcnNzBT9Llq1EREQErtsTHR0tuFR5BIyfkxEqlWppaYlN4Y7KJAgxMTHFxcUQBI0YMUKQr5jCIkgEYwiCLl++rKOjExcXd+jQITRRtJjMaHBEwcfPs7Oz79+/r6ur+/PPP+PWVpcXeF5nLG/evNm0aRP034vPZDI/ffqEhMDEIeDFZ7FYampq4qrvmJkzZ2LH+bH07Nlz586duFiYPBHTvU5SqKiouLi44MZv+SBCtHPsYTzvuJ2dXVlZWWRkJIvFCg4OplKpRUVFyPGi/dywzJkzB5kyINQQOiTDVuLevXvYfw0MDHCBNBQPYL9JCvYHDEGQaEsOh4SEIBs8G3HxkaprMU+E+v5dW1sbFRXV2trq7e2Nex+SL/hf58DAQBsbG09PT1z6zp07Fy5cSKFQ7O3ta2pqKBSKsAtRJCYmOjk5iSVd+piYmHB/byIEY2NjbW3t1NRUQQ6GxYh23tEdt7CwuHTp0urVqw0NDWtqanR0dHCLeYiDoaGhh4cHBEHIMgqCI5tWor29PSwsDJsya9Ys5EO7AgPsN0nB2W8R+t/w/1bbpFKpM2bMEFkJUa7FPEHDnvMPPd3a2hoZGfnly5eJEyc6ODgIWwohCHudEQIDAysrK7dv3478i734//zzD9JoouPnW7ZsQQ4T8OJ/+fJl8ODBwldFpjg4OBAVBZ2bgQMH1tTU4LxNed5ZEaKdI//yueMQBC1cuDAvL6+pqWnFihXNzc1ICFVIjBDoWGbNmgVB0Ldv39BfMf868kHirURUVBTuss+ePVuQE+UaYL9JCm5gTYT+d0JCAjJ47uzsjMQNFg2iXIt5gg64dbQsIIfDefnyZUxMjLu7OwmXzOKDsNcZgqDr1683NDT4+/tDELRkyRLovxe/IwS/+PX19Xp6egKKIQoHB4eMjAyiVfx/xo4dGxsbi10YjeedFSHaOSTAHXdxcfn+/Xt5efnGjRtXr16NfP4QJwQ6Fk9PT+SLxrNnz3C7CG8lcJGC9PX13dzcBDlRvpHGR3WA+ODGgpSUlFpaWoTKAfmRQxB05MgRicuTjWsxN2/fvkUKWrZsGffe5OTkx48fNzQ0iF4xksHnOicnJ2M/D6Meatjw0TAM//333+gxCQkJsDAXnySu3Z1CNp0cDickJKStrY3/YcJGOxfkjoeGhlpaWuro6KxYsYLJZCKJYoZAxzJ8+HAIgqZMmSLIwTJrJWpqanAOv+vWrROxhnIFsN8kBV37DyUzM1OoHOzs7JATcZ6rskFKMZm/fv2KVGrOnDnY9MLCwrCwsPz8fFG0KhwSufgsFuvo0aOSliYVyGa/YRhubW29e/euzBbCkXYIdJS9e/dCEKSqqiqRSMySkn3q1Clca4m8qio8wH6TFBaLhVu0MSwsTPDT0aAWDg4O0hMpezIzM5F6oT2A2tra0NBQkefHAzri48ePz58/J1qFQJBkChmO5ubm27dvd9oLly++fPmC/ADJsHALCs7Lsl+/fkQrkhHg+zdJUVVVRX1PEIT6yIcuGIquPKYYaGpqIhtNTU1tbW2vX7/+9u3bjBkzyO9mJXckJycPGjSIaBUC0aNHD5EDFEoPFRWVWbNmPXz4EImephg4OTkhISU6insqez5//pyYmIhNWbZsGVFiZAyw3+TF3t4e+69QcSLRgMw//fSTJDURDWq/q6qqIiIiRowYofBTPImirKzM2NiYaBUCQSoXdCw0Gm3mzJkhISEtLS1Ea5EMFAplypQpEASFh4fDYizKIEFwsyKVlZVx6y8rMMB+kxf0AzaC4P3v1tZWxM9LS0tLwZbf0dDQQGbHtrW1eXp64pxWAF0TsrmgY6HRaN7e3pGRkQ0NDURrkQxIyJ2ysjIBZ7pLldzc3AcPHmBTZs6ciVtCVIEB9pu84PrfgvcwYmNjm5qaIAgaP348OmFaASgtLX348KGqqioEQSwWi2g5Cg5J4poJgoGBAQnHz1EoFIqXl9e7d++IXepUUowbNw5xzREqUIGUOH78OC7Yy+bNm4kSI3uA/SYvOPvd2NgoYJwpdPAciZekADCZzKioqLKyMm9vb11dXQiCkJWaAFKisbFRTmPNkpapU6f++PFDtECKpEJbW7tfv34QBMXFxRGrpKam5tq1a9gUNzc3NNBNVwDYb/KCs98QBAk4YBUVFYVsKID9hmE4Li4uNjbWzc1tyJAhEAQZGhpCEMRgMDoK4QIQn/T0dO7HDyAmbm5u1dXVqAu3/IIEaSG8//3333/jIrihEQa7CMB+kxc9PT0kDhEKspI3f+rq6pCoRpaWlkjMJvnl27dvYWFhAwYMmDRpEjqbDrHfEASRechU3klPT5eXuLMIenp6dXV1RKvoHGdnZz09PfQNW05BYqIVFBSg66PIntzc3JMnT2JT+vfvr2Duup0C7DepGThwIPZf/nExEd69e8fhcCAIkmvHbHTRsOnTp2tpaWF3oc4plZWVREjrEhQXF4sTc1f22Nvbk9aFDYe1tfXgwYNv374tv/PKxowZg2y8f/+eKA1btmzBBqmFIGjbtm1y5LQhEYD9JjU4+430v2EYPn/+/LRp0zZt2lRRUYE7BV3BcPTo0bIRKVnq6uoiIiKQRcN69uzJfQDa/wb2W3oga1EQrUIISDuFjCf6+vqzZs0KDQ2VUzcOMzMz5LdJ1CfwV69ehYaGYlOcnJyktMoimVHw5dXkHW777e7ubm5ufv36dSTl0aNHBw4c8PHxQYeX0Qjhcme/29rakOZg0qRJfA4D4+cAbkxMTMrLy4lWIQQqKire3t6vXr0yNTXFzRSVC0aOHFlYWEiI/Waz2b/99hsuMSAgQJDV4hWMLldhuSArK6ugoKC1tRU3tRGG4VevXqHGG4KggoKChQsXIkGJIQhKTExEvGN69Ohha2srS81i8vXr14iICFdX13HjxvE/EoyfSxsmk4mu8yZHkCSciFC4ubmx2exXr14RLURokE/gycnJsp/J+c8//+A8gebOnYsO6XcpgP0mF0wmc+LEiba2tpaWlo6OjiEhIYKcdeLEicrKSgaDMW7cOOSjWlNTU2NjI7K3oaEBmQ5OTlJSUm7dumVhYSFgPBbQ/5Ysubm56PsfQlpamny9/Mk1jo6OyC+d/5L2ZAOJWMxms7lXWpIqaWlpu3fvxqaoqakdOXJElhrIA7Df5OLEiRPR0dHIdnZ2toBnNTU1HTlyJDExEbXZTCYzNzcXgqBbt26ZmJhYWFgInpvMKCkpCQ8P19TUnD9/PmqVOwXtfwP7LRGsra0vXryIndSUl5eHs9+fP38m8ysggqamJp1OJ1qFKBgZGU2bNu3p06cFBQVEaxGUfv36IR4SgkyKkRStra0LFizAua1t3boVt1RE1wHYb3Ih7MustrY2snHu3DnsigLdunWztbXdv3//woULWSxWfX09GYIdojCZzOjo6IqKCi8vLysrK6HORYNyK0Y0KzIwduzYlStXojG6CwsLsZ6DgYGBa9asIf+IuoODg1BrBJCKbt26zZgxo6qq6s2bN0RrEQgtLS1LS0sIglJSUmRW6K5du3BzcBwcHP744w+ZCSAdhK5+JjHYbHZAQICZmZmWltbUqVOLi4txB4SFhTk4OGhqarq5uRUUFCCJSCBfBD8/P0EKysnJcXV1pdFoI0aMyMvLEzmfjjhz5oxQt2/48OHodrdu/98b0dbWdsmSJei/Tk5OLS0t4giTFGw2Oy4u7vnz5yIvSNzS0oI46/Xu3Vuy2mAYLioq8vf3V1ZWptPpguzt9METvBT+RUuVFy9eqKqqLl++HPl337596K5du3bp6el9+vRJxpJEICcn58aNG0SVLqkmqKKi4ubNmwwGo6OCpN0ECQ6ytqGbm5tks21paVm/fr2enl6fPn3u3buHpsfGxuKWVKbRaF+/fpVs6fKFgtjvxMTE6dOnV1dXV1dXT5kyxcfHB7u3pKREU1MzIiKCwWAcOXJkzJgxSPrGjRuFLcjNzc3f37+2ttbPz2/SpEki59MRbW1tI0aMENx++/v7d3qMmppaWlqapBSKw4cPH+7cuSO+fbKwsIAgSFlZub29XSLCUEJCQpAxTJ4iuffyf/CEKoV/0VKlvb3dzs6ue/fuyKLOiP1ub2/39fVVV1dftmyZjPWIBpvNPnjwIFGlS7AJYrPZ4eHh6enpPAuSdhMkODt37oQgyMDAQLLZ7tq1C9snQdqu8vJyMzMzXMtG4O0mCQpiv7EEBQW5u7tjUyIjI62srJDtmpoaCIJKS0vhDh76x48f29raamlpeXl5VVRUYHeVlJQoKys3NjbCMNzY2KisrIwcINkfT0FBgZ6enoD2+8uXL8h6Hnz4999/JShPNLKyssLCwpDLLj7o1LjCwkKJZIgF+YbakRHlsxf74PF5ivjkw79oqeLp6QlBkIODQ21t7b59+5qamiZOnNitWzdHR0dC9IgGduSAQCTSBGloaAwZMgTXj5dNEyQg9+7dQ36GkvpdwzDc3t6OW7V2+/btFRUV3O7lrq6uEn99lzsU8Pv3mzdvNm3ahE2xs7MrKyuLjIxksVjBwcFUKhUJ+8dgMDw8PDQ1NV1cXD5+/AhBUGFh4W+//RYeHl5ZWTl8+HBcNN38/HxDQ0MkHJiWlpaBgUF+fj7PfMShZ8+eV65cEeRILS2tgQMHYofQuZk8efIvv/wipiRxqK2tjYyMbGtr8/LywoWDFRn0k3leXp5EMpQI6IPH/ykiJzNmzKBSqenp6cuWLSsrK3N3d4+KilJRUdm0aRO65jpAQCTSBFVXV3t5eS1atAjreSqbJkhA+vfvj2xI0IXt9evXuHn8Bw8eNDU1RcNaIGhqagYFBeGG07sgima/AwMDbWxskM4EioWFxaVLl1avXm1oaFhTU6Ojo4O4fdHp9G3btlVUVMydO3fGjBkcDufVq1e5ubl9+/ZVU1PbuXMnbl4mzDXBFPHA5M5HzFrMnDlTEKM7dOhQJSUlZC0BnhgaGgYGBhIVSKutrS0mJiY5OdnDw0Oyi2GQ0H5jHzz+TxE5mTNnDuKz9vLlyydPniA2wNnZecWKFURLEw7uH6mMkWATtGfPnh8/fjAYjEePHiGtisyaIEHo06cPMuFTgm6Dt2/f5k7ErRBKoVAuX74s74s7SAaC+/8S5cqVK4cOHeJ/TEFBgZqaGpPJxCYiExKKiooCAwNHjRqF3fXnn38iFyo2NrajwSvufMSvC4vFwgVf48bf3x+GYazbOQ7kcyYhxMXF3b9/X0pOc+iigbt375Z45iKMn+MePP5PEZ98CBw/h2F4woQJ2IfHxMSko0+wpOXy5csSHMsVAak2QXfv3pVlEyQIyDxDSY3es1gsZHVg/mzdulUixSkAimO/g4KCjh8/jmwvXrwYt9fZ2TkjI6OsrGzGjBmbNm2CYbiurm7YsGHFxcVMJvP48eNGRkZsNjs/P19DQ+PFixeNjY2XL1+eO3cuLp/x48f7+/vX1dX5+/t7eHh0lI9EapSRkcF/0k5oaCgigGfgwFWrVklEBhYWi9XpMcnJyQ8fPqyrq5N46SjoHJtFixZJPHNh7Tf3g9fpU9RRKcTa7z179qAPD5VK/fXXXwmRIQ5v376NiYkhqnRpN0HJycnR0dGybII6ZfLkyRAEeXp6SiS3hw8fdmq8TU1N29raJFKcAqAg9js5ORlrw/T19ZF0AwODs2fPwjAcGhpqaWmpo6OzYsUK9M33xo0bjo6OGhoaLi4uHz58QBJDQ0P79u2rrq7u7u7O/S6flZXl4uJCo9FcXV1zcnL45CMRrl69yudRRuVx99RtbW2bmpokqASG4WPHjiUmJvI5oLi4OCwsLDc3V7LlclNYWIhUE/XjlRQnTpxAr+GJEyeQRPQp4t7b0YPH/yniWQrPRFlSUlJiZGSECBg4cKAg72pko7y8/OLFi4QULZsmqL6+/vTp04MHD5ZZE8Sf9evXQxDk4OAgkdx+/vnnTu03hUKR2egC+VEQ+63ALFy4kOdz3LNnT/SYdevWYXd169ZN4r/htLS00aNHd7S3qakpOjr6y5cvki20I9rb2xGveyMjI9mU2EVA5i5qa2vfvn2baC0isn//fqIlSJ2EhITHjx/z974ODw+XgZLjx49DEKSqqip+j7+hoaHTqTQI48ePP3DggDy+X0ocsP4Y2Tl79uzHjx+zsrJw6ZaWlvfv34cgqK6urrW1Fbvr999/Hzp0qAQ1tLW1/fLLLzwnpnM4nJiYGAaDMXXqVJmt/6OkpGRvb5+YmFhRUVFZWYlGVAWIyaBBg96/fz9q1CgfHx+itYiIbFy3iGXo0KFtbW3R0dHGxsYdecmkpqbm5uZu2LBBGgJqamrKysoqKiqQGMbNzc3Hjh0zNzdXVlZWV1fX0dExMTExNTVVU1MTPM+QkBBcYNSOeP369evXr798+SLIeLtiQ4GJdtcE8IHD4Xz79u3hw4eHDh3COWHyR0lJycTExMHBoV+/fo6OjsOHD3d0dBTZEf2XX365cuXKu3fvcK8FHz58KC8vnzRpklA/VImwZMmSoKAgCIKioqJwjlcAkUlKSpo0adLnz5+RCDnyyL59+5C4Il2B3Nzcr1+/enh4oHGUURobGwcPHnz37t0hQ4aIWUpJScn79+9TU1PT0tJSUlIKCwsFNLR6enq2trb9+/d3dHQcNGjQ8OHD1dXVOzp40qRJkZGRgquiUCgVFRWCr5ugkID+NxnJzc19/Pjx69evY2Nj6+vrRciBzWYXFxcXFxejPwl9ff3Ro0e7ublNmzZNqHD/Dx8+DAoKGjJkCNZ45+TkpKamuri4uLi4iCBPfNC5pykpKcB+C05bW9uPHz/KyspwL3MUyv+9ym/cuPHHjx8/fvyAIAiGYQqFoqWl5eDggMw5Jj/dunVrb2/HxhJWYKytra2trd+9e9fU1PTTTz9hd2lraw8cOHDDhg2vX7+m0WjC5tzY2Pjs2bOoqKg3b97k5OSIJq+uru7jx4/ofHQajTZs2LCxY8d6eno6Oztjh+sqKipevnwpVOZKSkrKysqiCVMcCB6/B2DIy8vbu3dvp9PGxIRCoQwdOvTgwYOCBOsuKChA5llu27YNSamurn706FFZWZmUL0YnREREINVZunQpsUrIT3Z2dkRERGRkZFRUVExMjLAzrBoaGuLj46OioiIjIyMiIj5//kzmuFe3bt3KysoiWoWsQaIk4cIRBgQEQBAk1DwCBoNx9erVKVOmCLKSrziYmpquW7cuLi4OKffUqVPC5rBhwwZJXkH5BIyfEw+Hw3n69On58+dfvHjR0dc7bW1te3t7FotVW1vbs2fP9evXOzo6ampqduvWDekYNTY2stlsOp1eUVFRVlZWXFycl5eXkpKSnp7e0cqP3bp18/LyWrNmzcSJE3kOrXM4HGRZQxqN9u7du0GDBr17945CoYwbN05ytReR8vJyJJrb0KFDExISiJZDOths9qdPnxoaGigUSu/evW1sbCSVc01NTVJSUltbm7KysrOzM9mis3358qWiomLKlClECyGAr1+/tra2Ojk5Ida3vr7ezs6usbHxypUr8+bN439uRkbGuXPngoODOxrwU1ZW7tOnT79+/ezs7ExNTU1NTY2MjAwMDCAI0tHRoVKpLBarubm5paWlurq6pKSkvLy8oKAgLS0tLS2ttLS0o3IHDBiwevXqoKCgT58+CVjNESNGbNiwYc6cOURFpiIRRL9AdGnYbPadO3ccHR153horK6ulS5deu3YNnSUiAhwOJzMz88qVK4sWLeroo+bgwYORAE+4c3ft2oX8QlxdXT9//hweHt7c3CxejSUJ4rampqZG5u6g7MnLy3v69GlkZGR9fb1UC2pra4uNjX369GlCQoJUCxKKxsbGgIAAolUQBpvNfvXqFdITgGF41qxZEATZ2NjwmdWZnJw8e/Zsns6n2traXl5ef//996dPn8SJxVRdXR0WFrZ58+ahQ4eK7OWqpaW1du3a5ORkkWUoHsB+E0ZUVJSDgwP3Y9q/f/+9e/d++/ZNGoV++fJlx44dPKOZDh48+N27d1h56DIqAwcO3LVr1+fPn2UWF0IQ3NzcEHk/fvwgWgsp+Pr169OnT2UfNK2ysvLp06fR0dEkeZH666+/iJZAMHQ6/dmzZ1++fEGG0CEI8vDw4L47RUVFc+fO5e7FGhgYrFy58vnz59KIn1hWVnb+/HkPDw/Bo5cPGjTo/PnzSNQ5ABZgvwmgtLSUezhLXV196dKlHz9+lI2G2NjYBQsW4L5yUSiUpUuXVlZW1tbWDho0CKdQSUmpV69eEyZM2LRp0+XLl8vLy2UjtSM2btyICLt//z6xSgjn27dvT548EXD1cSnBZDKfPXv28uVL7oEcGQPsN0JOTs7FixdRD+3t27eju9ra2v755x9un8QxY8bcunVLNsNshYWFu3btMjU17chsq6qqLl68OD4+XgZi5BRgv2XN48eP9fX1sY+phobGhg0bCPEIq6ys9PPzw03qMDQ0RBfoxKGmpmZmZtavX79Ro0Yhhlzag7R8CAwMRFShvnVdkLq6usePH2dmZhIt5P9gMBjR0dHfv38nUEMXt99ZWVmXLl3atGnThAkTLC0t0e61trb2s2fPYBguKCjgXvRowoQJMus8YGltbV26dCl3UzN69GjCewjkB9hv2dHa2vrrr79iR6uUlJQ2bNhQXV1NrLCysrKVK1fivktZW1svWLDgl19+2bVr14kTJ4KCgj5+/FheXk547woFXfVo5MiRouVQVFTk7++vrKzMM+R4Tk6Oq6srjUYbMWJEXl6eIBlyn4IEuMCSkZEhmlpu4uLi3rx5I6ncJMj379/DwsKIilN97NgxBoNBSNFE8enTp7Vr13p6ejo4OPBxHe/Xr19QUBBujZCRI0d+/vyZQPFsNnvt2rXcw+kjR44EoVL5A+y3jGhsbPTw8MA+nc7OzvzDicuYDx8+4MbMZ8yYgVsliVRwOBzEhU1FRUW0YIohISEFBQVQB0uGuLm5+fv719bW+vn5TZo0SZAMuU+prq5GlomDYbi5uVnAfDqFxWI9fPiwpKREIrlJg5aWltDQUELa30ePHnVBL6fa2tovX77cuXPnxIkTO3fuXLduna+v79SpU11cXPr06aOvr4+8oGP7D/r6+oGBgSR5I29ubi4pKVm2bBlWoYWFRWpqKtHSyAuw37KgsrJy8ODB2G73jh07SLiKTktLy+bNm7G/n5EjRxI4Qt4pM2bMQHS+fftWtBw6WvKro4UaHz9+bGtrq6Wl5eXlhVu6sdO1HQMDAwMDA0XTiaWmpubBgwckcRbjT2xsrOzb3/T0dOASgaOxsXHJkiXYt/Px48cT6zDREY8ePerevTuqU09PD+tXC8AC7LfUaWxsxEYu09PTe/nyJdGi+BEWFoad1Dt27FjSLhXw999/IyIPHjwoWg4d2e+4uDhTU1P0XxMTk48fPxYUFFhbW//48YPFYu3bt8/X17fTU7AHTJw4UfwrWVRUhHzFlBcSExM/ffokyxJbWlqOHDkiyxLJDy6m7J9//knm97/CwkJsh0dHRycpKYloUWRERgtOdFna2tpmzZr1+fNn5N+ePXu+e/cOnfhETry8vGJiYtClJN+8eTNv3jxyLguBuuHExcVJNmeYK64RhUJ59epVbm5u37591dTUdu7c+erVq05PQbffvXvn5OQk4ApLHVFdXZ2amoosuiwvDBo0SEdHJzk5WWYl0mi0lpYWmRVHfs6cObNv3z5kW0lJ6cKFC/v37xd8+pbssbCwiImJQT84NjQ0TJ48OT8/n1BRpIToFwgFZ9u2beilNjc3LygoIFqRoPz48QO7NoDIHVyp0traijjP6+rqijY3Xajx88DAwFGjRmEP+/PPP5HrExsby3/83MfHR0AnOD5SHz16JE4OBJKQkCBLp/R9+/bJrCySEx8fj0aDp1Kpt27dIlqRoLS2tmLj6A0bNqy1tZVoUeQC2G8pEhMTg77k6uvrp6WlEa1IOJKSklBX1W7dur1//55oRTwYO3YsojAlJUWE0zuy3zAMjx8/3t/fv66uzt/f38PDA4bh/Px8DQ2NFy9eNDY2Xr58ee7cuZ2eglBUVDR79mwR5GG5e/cuSVyNROPp06cyC8GBs99sNjsgIMDMzExLS2vq1Knc3335z0TgCZ9T/vjjD319fZHFSxA6nY6sX4Bw4sQJohUJB5PJxE518/PzI1oRuQD2W1o0NzdbWloijx2FQnn+/DnRikTh7t276I/H0dGRhN/M0B7wuXPnhD33xIkT3E2bgYHB2bNnYRjOyspycXGh0Wiurq5oCNvQ0NC+ffuqq6u7u7tzLwTC8xQYhrdv3x4ZGSlaBRHevHlTWVkpTg6Ew+FwHjx4IJuyAgICGhoa0H8TExOnT59eXV1dXV09ZcoUHx8f3PH8ZyLwpKNTwsPDjx49ShL7jV3/e9myZUTLEYXy8nL0Wx6VSiXVnB3CAfZbWqCuVRAEbdq0iWg5orNs2TK0IhcvXiRaDh50IbLp06cTrUVaNDY2vn79mmgVEqCkpEQ2wdLDw8M7auiDgoLc3d2507lHYvjMNejolMzMzJs3b2ZkZJDBfmdlZaErh9ra2gr+akI2nj17hrqSTJgwgWg5JALYb6lAp9PR4OGmpqZNTU1EKxKd2tpadDqHqampNEIii0NzczMSBlJDQ4O0fvJi8vjxY7keOccSFhYmg7qkp6d31NdftmxZeHg4dzrOGPOfa8DzFAaDcePGDRiGSWK/58+fj755R0REEC1HLObOnYvWheTzd2QJ8D+XCvfv36+rq0O2//rrLw0NDWL1iIOenh46Rl1aWhoeHk6sHhwqKiru7u4QBDEYjNevXxMtR/LQ6fTu3bsrzFKJY8eOlfhkAW6sra3z8vK40wMDA21sbDw9PTvNgf9cA57s3Llz4cKFFArF3t6+pqaGQqEcO3ZMFPWSoKam5uHDh8j2pEmTcMGj5I4DBw6gYwkXL14kVgx5APZbKly5cgXZ6NGjx6JFi2QvIDQ09OnTpzx3FRYW7tu3T6j5YKtXr9bW1ka20ajj5GHq1KnIRkdVljGSvfhxcXGurq4SkiYokq0CFm1tbaTbKlVUVFSam5txiYGBgZWVldu3bxckBxiGsXMNiouLd+zYQaFQKBTKu3fveJ7yzz//IAej/e8tW7aIWxNRuXnzJjqJTmYypPfY2NjYzJw5Ey2lurpaRImKBbDfkqempub9+/fI9qJFi5SVlQU8kcPhHDp0yMbGRk1NrX///gcOHKivr0fSz50717t3bxqNZmVltXfv3vb2diT95MmT5ubm2tranp6eJSUlSD4fPnwIDw9HrFp4eLijo6OWlpa7u3thYSEEQT179rSysjp48KDgNdLQ0JgzZw6yHRUVxWQyBT9XBkydOhXpnkp2bKCjy3758mWkHZ8wYQIEQdnZ2ci/yCwd7MX39PSk/A9/f39IpIsPQZDIU3XJUwUsurq6DQ0NIp8uGtevX29oaECqgItExhM3N7fExMSIiAg6nX7lyhUfH5/9+/cj5pl78Q8SEhYWhmz06tVLhIATfJ4QQZodhO3btxsYGCDb4j82y5cvRzZaW1sjIyNFzkehkPmIveKD/nIgIeN6rlmzBgmKjoQC3rp1KzJfYt26dcOGDfv8+TODwfj69auzs/OSJUvgjr1qvby84uLiYBguKSnR1NSMiIhgMBhHjhwZM2YMcgCbzbawsBDqazHWNJJwzQw0wp2ws8gcHR07ug4dXXYYhq9evYqNZJ6Xl6eiooJsoxcfhuGNGzdyZyvUxW9ubo6JiRG4NmSsAjdiVkpAsFPIkpOTscvzoB+n0bkGPGci8J9rwPMU+L+Oq7Jx1uOmvb0dXRt0/fr1omXS0RPSabODwO2HL+Zj097ejo4C/vLLL6JlomAA+y15duzYgTxkNBpN8PU/8vLyqFQqdtIRQm5uLpVKzc7OxqXgomGgXrUcDkdFRQXxmIuMjLSyskIOqKmpgSAIbYZGjRoVFRUleKWqq6vRT7BHjx4V/ETZsHv3bkTboUOHhDqxI/vN/7J31LRhLz7cgfGDhbn4Hz58EDn+PEmqwBMZuFMdPnyYbL6WMuPbt2/oO4TIAVv4vOGh8Gx24I798MV8bBBPFwiChg4dKnImigQYP5c8paWlyIa1tbWampqAZyUkJBgaGlpbW+PSP3/+bGhoaGNjg6ZYWVkZGxsnJCRgD3vz5s2mTZsgCKqpqeFwOIjHnJ2dXVlZWWRkJIvFCg4OplKpRUVFyPG6urrowJcg6Ovrm5iYINtCnSgbUI8kSX0C7/SyR0REoAPLVlZWSCL24kMQxGAwPDw8NDU1XVxcPn78iGYl+MVvbGzU0dGR6yrwRAbueJaWlsgHoy4I9tY4OjqKnA/PJwQLz2aHyWR++vQJ6/2OIuZj079/f2SDhE0QIQD7LXnQJZ/Rbz+CAMMwz0ato3QsHXnVWlhYXLp0afXq1YaGhjU1NTo6OugAlAig1SGh88iQIUOQ14v4+PjKyspOj+/Xrx/SKqWlpampqSHbTU1N6AGdXnZc14TnMXQ6fdu2bRUVFXPnzp0xY4YIzjvi2DmSVIEnMrDfNjY2OTk50i6FnGB/odgoyMLC/wnpqNmRnh++vr4+slFdXQ1zLTfQBQH2W/KwWCxkQ/DONwRBQ4cOrayszM3N7TQ9Pz+/vLzc2dkZ+RfnVYss9MtgMJB/Fy5cmJeX19TUtGLFiubm5l69eiHp9fX1ZmZmQtUL2ycT6kQZQKFQpk2bBkEQm82+d+9ep8eji1pix8+xq651etl5grv4d+7cmTBhgoaGxrp168rLy9GBGREuvggoQBXEoXfv3tKz39JztJYIaBMECdkKCQ6fZoePH76Yjw36C21ra2traxOvBooAsN+SB43cgk4BFwRra+s1a9YsWLAgKSmppaUlJydn5syZR44cQdLnz5+fmJjIZDKTkpLmz5+/bNkyJKwxt1cthULx8PBAl3tycXH5/v17eXn5xo0bV69ejfyYORxOQUHByJEjhapXbW0tsoG+BZOKefPmIRu3b98WPzf+l70jsBe/vr5++PDhJSUlLBbr7NmzRkZGpqamkKgXv2tWQRx0dXXRJ7YjyOmfLz5oEwQJ2QoJSKfNDk/Ef2zQG6qlpYVOB+/SSPHbeldlzZo1yLW1sLAQ6kQ2m33y5El7e3tVVVUrK6sDBw4gkarYbPa///7r4OCgrq5ub29//PhxJA55R16179+/X7p0KbIdGhpqaWmpo6OzYsUK1JkuODhY2AWaOBwOupbJtm3bhDpXNnA4HGR0gUKh5ObmCngWH//zji77pUuXkOuAeO5kZWUh/yopKcH/vfg3btxwdHTU0NBwcXH58OEDkijUxRczajoZqiCNeglIpyLJ6Z8vPthoM6ItO8TnCRGk2YF5+eGL/9isXLkSydDS0lKcfBQGYL8lzz///IM+uGVlZYRoCAkJefLkCc9dBQUFf/31l7Crbf748QOt1KVLlyShUfKgw3QHDhwgUIYEL35mZqbg7yISROLPDw7ZhPPkby3I7J8vJqibKgRBJ0+elFm50n5sBg0ahFQKu7hfVwbYb8kTHx+P/nju3btHtBzJgEaUgyAoPT2daDm8+fr1K6Kwd+/eChMwnEAzICWqqqq+fv0qg4KQ79Ad7b13756RkREu0dTUNDg4GIbhq1ev4oYqEftdVVWlrKyMHr9ixYqJEydqaGg4Ozuj4xMwDHt6el67dk3C9RGGnj17IrK9vb0JlCFB6urq0EBGe/bsIVoOKQDfvyXP4MGDUVcviXyLJQM3b95ENgwMDOzs7IgV0xFOTk6DBw+GICg7OzsmJoZoOZJB8fx0EhMT0YlAUsXExKS8vLyjvTCJ/fPFBw0S9/TpU9lHu5MGd+/eZbPZyLZchMCTAcB+Sx4ajTZ79mxk+8mTJ3xaEHkhOzsbXRrEx8eHzGtpoEEWsQMGMkayzsk6OjrScEEikPb2dsQRTNqgU8h4hi5XbP981J2TyWQqRi/i8uXLyIapqenYsWOJFUMWiOv6KzLYhbBEjl9IHhYsWIBWp6NllUlCfX29uro6BEGqqqo1NTWCn8hmsw8ePGhtba2qqtqvX7/9+/fX1dUh6WfPnrWxsVFWVra0tNyzZ09bWxuSHhAQYGZmpqWlNXXq1OLiYiSf+Ph41IsnLCzMwcFBU1PTzc2toKAASRTWi4fD4Tx9+lTw40lORkYG9pOzVCksLAwKCuJzwLp165ydnb9+/cpgMBITE11dXVesWIHsEsR/ra6ubtiwYcXFxUwm8/jx40ZGRsj3XcR/TfDYi9Kgra0NmSwAQZC5uTmDwSBQjPg8fvwYbYK2b99OtByyAOy3VOBwOE5OTsjTpqysjIt1Kl98+fIFdTcdN24c0XI6Z/HixYjaI0eOCH4WmYPPx8TEiBxFlWyEhYXJrCzknYz/AeT0z5cI2DlswsYVJhWtra0ODg5IRVRVVdFXYQCw39IC2wUfOnSonIZiZrFYAwYMQGpBoVBEm4siYz5//owINjMza21tFeQUkgef53A4jx49Evx40vLx40fuhUCkipTsqLQdrSUCk8lEvdhUVFSSkpKIViQiyERzBHJOXiUKYL+lCDayoJw+dqtWrUKrsGDBAqLlCAq6YLaA/v88XZE7SkddlFGWLVsWHh4O/9c5ubCwUFVVNSIigslkBgQEUKnUjx8/IrtEcE7Ozc0lajErSVFXV/fq1SsZF0qGfjCBXL9+Hf39Ojo60ul0ohUJTWRkJDr+16NHj9raWqIVkQjgvyZFrly5YmxsjGwfPXr01KlTxOoRlsOHD1+8eBHZNjc3P3nyJLF6BGfjxo3IhoCaYdIHn7eysmpsbCRh5HkBgWE4Ojp6/PjxRAvpWvj6+s6dOxfZTktLmz59ektLC7GShCIlJWXOnDmIvyeFQrl8+TI2tBwA9L+ly9OnT1EDoKSkdPPmTaIVCcr58+dR5d26dRNqIXPCaWtrs7CwQMTHxsZid/3555/c6Tk5OTzHz7nTkZH2zMxM5N8rV65gvyzignugFBQUqKmpoQ5NIgf3ePjwoTx2oWAYvnfvHvdlkQEnT55saGiQfbnkoba2Fh1FhyBo7ty5An5UIpz09HS0/wNB0KZNm4hWRDqA/ZY6p0+fRh9BCoWye/duohV1zuHDh7GaL1++TLQioUGXPJo8ebIgx69bt87FxQXxX8vOzp4xY8bhw4dhvi7KQUFBx48fR7YXL16MbGCDazo7O2dkZJSVlc2YMQNtfcRxTuZwOPfu3SMwMKdohIWFETXsGRYWJr/ffSVFampq9+7d0V+0u7s7+d9p4uPjses3enp6IvM+AFiA/ZYFfn5+2DGPVatWETu3hA90Oh07WwySW8/VpqYmdOVEQb4ckzn4PBYOhxMSElJVVSVyDrKEw+E8e/aMQLXfvn1TDNc/MXn37h12IbIBAwaQeVLM5cuXVVVVUbUjR46U9/lvUgLYb1nA4XB27tyJNYr9+/dPS0sjWheer1+/2traYnveR48eJVqU6Ozbtw+pyKxZs2RZrgyck589eyazWdQiQ6fT7969S+yramNjY0BAAIECyMObN2+wH481NTWJjfDKk4aGBjTyDMKECRPIP1pAFMB+y47z58+j8XshCKLRaNu3byfJe2VjY+PmzZuxUbFoNNqNGzeI1iUW9fX1yJppFArl8+fPRMuRMMnJybKcSy0sP378CA8PJ0MU+i7ugo4lNTUV9QtB8PDwQJ05COfmzZsmJiZYefPnz5fTmbeyAdhvmRITE2Nubo59QC0tLa9du0bgp52Wlpbz58+joZoQrK2t0clOcs3u3bvRdopoLZKnuro6NDQUDf1GElgsVnh4OHmGl4D9xlJRUTF58mTsj11FRWXr1q0VFRUEqoqNjcWFRFVRUQkICCDD+x+ZAfZb1lRXV8+YMQP6L717975y5YqMRxrpdPrZs2eRNbOxzJs3T2GifdHpdCMjI6Re0dHRRMuRCgkJCU+fPm1ubiZaCAzDcGxs7IsXLxAXAZIA7DcODodz7Ngx7AdmCII0NDS2bNlSWFgoYyXR0dHu7u64Jqhv375fvnyRpRI5BdhvYnj06BG34dTT09u0aVNKSoq0S//69eu6deu4pyP36dPnxYsX0i5dxgQEBCC1Gz58uKK+zrPZ7JiYmJCQEAI/NsfHx4eEhAgVc142APvNk+zsbFxHHIIgJSUlLy+v8PBwac8xq6ioOHbsGNbbBkFdXX3//v0keRklP8B+EwaDwdi7dy/ygRaHnZ3d9u3bP336JMF+TFtbW1xc3LZt22xsbLhLNDQ0PHr0qEL+bFpaWqytrZFqXr9+nWg5UqStrS06OvrZs2f5+fkyK7SxsfHFixfPnj0joeVGOH36NAja1RGPHj3iuZarnp7e4sWLHz161NjYKMHisrOzT548OXbsWKwnEPrqsGjRory8PAkWp/BQYBjmvnkAmdHQ0HDy5MlTp04hIbJxaGlpjRo1atSoUQMHDnR0dLS0tBQ8ZxiG8/LyUlNTk5KSYmNj4+Pj0UUPsRgZGW3evHndunWampoi14Lk3L59e/78+RAEmZiYfP/+XZw4aHJBWlpaUVERlUodMmSIvr6+NIpoaWn58OEDi8XS0NAYOXIkdiod2Xj69KmpqSm6nhAABwzDISEh+/fvT0pK4t6rpKQ0aNCgMWPGDBs2zNHR0c7OjkajCZ55bW1tSkpKSkpKfHz8mzdvSkpKuI+h0Wg+Pj47duzo06ePyLXomgD7TQqam5sfPHhw4cIF7PrE3Ghra1taWpqbmxsbGxsaGurp6VEoFKQHjyx2WV9fX1FRUVFRUVxcnJeX19TU1FFWFApl/Pjxq1evnjFjhlA/SDll3Lhxb968gSBoy5Ytf//9N9FyZAEMw58/f66traVQKNra2k5OTioqKmJmmJ6eXlJSAsMwjUZzcXHBTikmLWlpaZmZmTNnziRaCNl5//795s2bP378yOcYZWVlKysrExMTc3NzIyMjPT09ZWVlTU1NZWVlBoPR2tra1NRUX19fVFRUXl6en59fUVHBJzcrK6tVq1YtXboUdVIBCAWw3+QiKysrJCTk4cOHyHwniedPpVJdXFxmzZo1e/ZsoXrz8k5ycvKQIUPYbLaysnJSUhK6HGEXgU6nf/36FZnmAEEQhUIxNjY2NjbGhrjCwWAwiouLy8vLW1tbkVMgCHJwcMBNVSA/DAbj0qVLmzZtIloI2Xn79u3EiRNbW1t79uw5aNCgqKgoFosljYJ69eo1a9asWbNmjRgxgswjN+QH2G+SUlJSEhMT8/bt27dv3/748UOc20SlUu3t7ceOHTt69Ohx48ZhQwp3KdavX3/mzBkIgkaMGBEbG9uVGw4YhisqKsrKynh+tUHQ0NBA+lgKMDyzf//+HTt2EK2C1OTl5Q0fPry6utrAwODjx4/W1tZMJvPdu3dv37598+ZNQkKCmAufGBsbjx49evTo0WPHju3fv3+nywIBBAHYbzmATqenp6enpKRkZGSUlJSUlJSUlpbW1dU1NDQgK/MgKCkpaWtr6+vrm5iYmJmZmZubOzg49OvXz8HBQUNDg0D9JKG+vt7BwaGsrAyCoFOnTv36669EKwLICGC/+UOn00eMGJGamqqsrBwVFYWbig1BUHt7e1ZWVmpqalpaWl5eXllZWWlpaUVFRVNTU3NzM/ZIHR0dTU1NMzMzY2Njc3PzPn369OvXr1+/fl222yBVgP2WYy5evLh69eoPHz7Y29srvE+WRHjy5ImXlxcEQRoaGt++fUP90gGKzYEDB9B15wA4OBzO9OnTnzx5AkHQxYsXV65cKWwOLBarublZW1ub26scIFW67hCiAoC4p5mYmADjLSCenp7e3t4QBDEYjJUrV4KX1y4CuNF88PPzQ4z35s2bRTDeEASpqanp6ekB4y17gP2WY+h0OgRBCjzvSxqcPXsWcdp69erV5cuXiZYDkAX6+vp8vvR3ZYKDg5GVdj08PI4cOUK0HIBwAPstxyD9b2C/hcLAwOCff/5Btn/77besrCxi9QBkgKWlZX5+PtEqSEd8fDzS4e7bt+/du3exyxcB5AJgv+UYOp2uoqKiAO7BMmbRokVz5syBIIjBYMybN6+trY1oRQDpYmVlBew3jtLSUm9v75aWFj09vbCwMJ6BIAEkB9hvOaapqUlLS4toFXLJ+fPnkYUUv3z5sn//fqLlAKRLr169CgoKiFZBIlgs1owZM0pKSpSUlG7cuMEdhxwgFwD7LcfQ6XQweC4aenp6ly9fRiahHjhwIDY2lmhFACmipqbGZDKJVkEWYBhetmxZQkICBEHHjx+fMmUK0YoAIgLstxwD+t/i4OHhsWHDBgiC2Gz2nDlzkHnhAIDCs2/fvjt37kAQtGTJEuQnAJBTgP2WY0D/W0yOHDkyePBgCILKy8sXLFjAZrOJVgSQFiDgF0JoaOjevXshCBo5cuT58+eJlgMQC2C/5Rg6nQ763+KgoqJy7949HR0dCIJev369b98+ohUBAFIkOTnZ19eXw+H06tUrJCREzPVsAIQD7LccA8bPxcfGxiYwMBDpnO3bty8iIoJoRQCpYGBgUF1dTbQKIqmurp41axaDwdDU1AwLC+vRowfRigDiAuy3HAPGzyXCrFmzNm7cCEEQh8OZN28emBGukPTs2bOwsJBoFYTR1tb2888/5+bmUiiUK1euDBgwgGhFAAkA7Lccw2AwQP9bIhw9enTUqFEQBNXV1U2fPr2xsZFoRQAJ08Xt9y+//PLmzRsIgvbt24cEPwAoAMB+yyssFqu9vR30vyWCsrJyaGiolZUVBEEZGRlz5swBvmwKRq9evYqKiohWQQwnTpy4dOkSBEE///zz9u3biZYDkBjAfssrSPBz0P+WFAYGBg8ePFBXV4cgKCIiAiw3qWBoamp2zWGVqKiobdu2QRDk5OQUFBQE/PAVCWC/5RWweInEGTx48PXr15EG7vDhw2fPniVaEQAgFj9+/JgzZ057e7uxsXFYWBjyegpQGID9lleQxUtA/1uyzJ49Gx1g3Lhx44sXL4jVAwCITGNj46xZs+rr61VVVUNDQ83NzYlWBJAwwH7LK2D8XErs27fP19cXgqD29vY5c+YkJiYSrQgAEBo2mz1v3rz09HQIgs6cOePi4kK0IoDkAfZbXgGLh0oJCoVy6dKlsWPHQhBEp9M9PT27st+yIkGj0VpbW4lWISM2b9787NkzCIL8/PyWLVtGtByAVAD2W14B/W/poaKi8vjx4/79+0MQVFpa6u7uXl5eTrQogLiYm5sXFxcTrUIWXLt27dSpUxAE/fTTTwcOHCBaDkBaAPstr4D+t1TR0dEJCwszMTGBICg7O3vKlCkNDQ1EiwKIRReZAh4XF7dmzRoIguzs7O7cuaOkpES0IoC0APZbXgH9b2ljaWkZGRmpr68PQVBiYuLkyZMZDAbRogCi0xXsd0FBwaxZs1paWrp37x4eHo7E9gcoKsB+yyuILdHQ0CBaiCLTr1+/p0+fIoMc8fHxc+bM6TofUBUPU1NTxV4ltqmpadq0aZWVlcrKyvfv3+/duzfRigDSBdhveaW5uRmCIFVVVaKFKDjOzs6PHz9GrvOzZ89mzJjR0tJCtCiAKCgpKbW3txOtQlrAMLx8+fJv375BEHTy5Ek3Nzd0l6enJ+V/+Pv7Y8/icDgnT540NzfX1tb29PQsKSkRpKzc3NwRI0aoqKiMHDkyPz8fSQwPD3d0dNTS0nJ3d1f4cQ6SAOy3vIJYEWC/ZYCbm9utW7eUlZUhCHr+/LmPj09bWxvRogCA/7Bz58579+5BELRu3bq1a9did/Xu3Rv+H4cPH8bu+vbt2+vXr5OTk/Py8mAY3rJliyBlrVy5cuzYsf+vvfMOayrpGviEktBBIVRBOiggKiisoKjYFQs27LoqujbcfXVBsbGo2D7LuopIUbArgorY64IsCgKKBaUjndBCCyW53x/z7H3zhiQkIXAJzO8PHu7cmTPnJjNzMnPPnCktLR09ejR8115cXLx48eITJ06UlZVNnjwZ7sBEdDkYQjLZunUriURisVhEK9JXiIyMlJGRgb3G3d29paWFaI0QQrN//36iVegSIiMjYdzA0aNHNzc3c9z18vISREh4eLirqyv8/+7du+bm5srKym5ubmVlZezZioqKZGVl6XQ6hmF0Ol1WVrasrOzJkydGRkYwQ2VlJQCguLi4kw+F6BA0/5ZUGAwGmUxG0Yy7jblz516+fBma8KioqEWLFqF34YieQGpq6vLlyzEMMzQ0vH37NplM5sjQ0NAwadIkJSUlR0fHt2/f8pLz+vXrrVu3AgAKCgp+/fXXmJiY8vLykSNHckzK8/LyqFQq9JxVVlbW0NDIy8uztLQsKSl58uRJU1PTpUuXpKSk+uxpMd0Jst+SSnNzM4VCIVqLvsXChQuvXr0KTfjt27dnz57d1NREtFIIIejfv39VVRXRWoiT0tLSWbNmNTY2Kisrx8TEUKnU9nnq6up+//33srKyhQsXzp49m8Vitc8TFhZmYmIyY8YMAMCLFy9ycnIsLCzk5eV379794sUL9pwYhnGUJZFI+vr6wcHB69ato1KplZWVqqqqKioq4ntKBA+IXgBAiMiiRYs0NTWJ1qIvgptwAMDYsWPhQiJCIrh//35qairRWoiNpqYmGBhVSkrq3r17HeaHTq8/fvzgSA8NDQ0ICMAvw8LCnJ2d2TP4+vrCBh8XF8d1/Zw9c35+vry8fGNjo+gPhhAMNP+WVESbfxcWFu7YsYNMJsPwLxzExMQMGjRITk5u0KBBsbGxogkUzaNVgli0aFF0dDT0HHz16tX48ePhCz9Ez6eXbQHftGlTYmIiAODQoUNubm5c89TU1IwcObKoqKipqens2bNaWlq6urrsGSIiImpra6Ff+sqVKwEA48ePT01Nffz4cV1dXWhoqIeHB+434OzsrKur6+zsfPDgwZqamoMHD44bN05TUxMA4OjomJGRUVpa6uXltW7dOnl5+a5+fASaf0sq06ZNMzMzE7ZUVFRUfn4+AKCurq79XSqVGhERwWAwIiIiBJzctxeYmpo6a9YsGo1Go9GmTZvm4eEhrJISwaNHj/DTGK2trQsKCojWCNExtbW1p0+fJloL8YB7ki9btox/zsuXL1tZWSkqKjo6OiYmJsJEDQ2Ns2fPfvjwQUrqv7M4dXV1eDc6OtrCwkJBQcHV1bW9J1pmZqajoyOZTP7pp5+ys7PxIoaGhqqqqmvWrEGT7+4B2W9JxdXV1draWoSCMHAbV/ttY2OD229bW1uYyMcTtUOB7B6tvY+4uDj8JZ+Ojs779++J1gjRMb3DBf3hw4cwMKqdnR0yln0WtH4uqTQ3N4t98/fVq1f37NkjJye3Z8+eq1evgo48UTsE92jtlTg7O7948UJbWxsAUFJSMm7cuCdPnhCtFKIDsHbuVxJHRkaGh4cHk8nU0dG5e/cuWqnusyD7LakwGAzx+p83NDRMnz792LFjjY2NR44ccXNza2pq4u+Jyh92j9beip2dXXJysq2tLQCATqdPnz49KCiIaKUQ/JD0LZdVVVVubm61tbVycnJ37tzR09MjWiMEYSD7LamIff/Yx48fm5qa5s6dKy8vP3/+fDqd/vnzZwzD2D1RCwsLd+3aBQMxxsfH85EWFhZWXl6+c+dOMWrYM9HT03v58uXYsWMBAG1tbevXr/fx8ekFkzxED6StrW3+/PlZWVkkEiksLGzkyJEEKhMdHc3Ly7WgoMDf35/rRjWEGEH2W1JhMBjiXT83MjKqra2NiopqamqKjIysq6sbOHAgf09UXqLae7T2bvr16/f48eMlS5bAy8OHD69atQrFWO2xSO6vqy1btsA1sF27di1atEgsMlksVmBgoKmpKZlMNjIy8vPzg1HiQ0JC4C/1CRMmAADgjwYSiQQ3TyYmJsbExEyfPh1wi69uYGBgZGR08OBBsWiI4AkB79wR4sDAwGDOnDnCljpx4gT+1Z84cQImQk9UDMOuXbtmbm5OoVDMzc1v3LgB7/L3RG0vkJdHa6+HxWLt3bsXf3BXV9eamhqilUJwEhgYSKPRiNZCFEJDQ2HTmj17NpPJFKqslZVVU1MT11sbNmwYMWJEcnJyQ0NDSkqKg4PDypUr4a0LFy5MnjwZz5mbm0uhUOD/bm5ub968gf9zjc/KZDL19fV5VYoQC8h+SyqampqLFi0iWgsEJ4GBgdAxGABgbW2dmZlJtEaI/yEmJubDhw9EayE0f//9NwyMOnjw4NraWmGL87LfOTk5UlJSWVlZHCkZGRkYb/vNYrEoFEp9fT1M5xVf3dnZ+enTp8KqihActH4uqaD4qT2T9evXP3jwAEaH/vTpk52dXXR0NNFKIf6Lnp5eYWEh0VoIR15e3ty5c1taWtTV1WNiYsQYmjQ5OZlKpZqYmOApRkZG2traSUlJ8PLx48f42riRkRFMrKysZLFYioqK8JJXfHU1NbXeF76pR4Hst6SC7HePZdKkSS9fvjQwMAAA0On0efPm+fn5IV+eHoKenp5kGZW6ujo3N7eKigpZWdnIyEhjY2PBy1pbW0PT+/nzZ3l5efg/e+xFDMP4O+RzzL95adhhfHVEV4Dst6TSFfu/u5Q+5a1qZ2eXkpICHX9YLNa+ffvc3Nyqq6uJ1gsBqFQqjUYjWgtBYbFYS5Ys+fTpEwDgr7/+gtscBOfTp0/Q9LKvnyspKeEZ7O3ty8vLc3Jy8JS8vLzS0lIHBwc+YtXV1aWkpBoaGuDl9evXJ0yYoKiouGHDhtLS0uLiYpheU1ODtrd1Kch+SyTwiF9B5t/8nUh5uZ7CWwEBASYmJvLy8jY2NgcOHKipqRFZGru3avuQ6b3SW1VdXf3Ro0fe3t5wfvPgwYORI0emp6cTrVdfh0QiSdAvxR07dsTExAAAvLy8PD09xS7f2Nh4/fr1ixcvTk1NbWxsTEtLW7x48c8//2xmZsanFIlEmjRp0ocPHwDv+OosFis/P9/JyUnsOiP+S7e/cUeIgdraWgDAnj178BQ+/qV8nEj5uJ6uX7/ewcEhNTWVwWAUFRVt377d29tbZGns3qpcY7D3Ym/V69ev428KlZSUcMd+BFFISgjVS5cuwWYzceLE1tbWzojiMz4wmczTp08PHjxYQUFh0KBBx48fb2trwzAsODgY1g5DIGdmZsJLaWlpDMMSEhJWrVoFJXCNr37p0iV/f//O6IzoEGS/JZLy8nIAwIEDB/AUEew3H9fT3NxcKSkp/GSCTkrj8FbFeIRM78Xeqh8/fjQ1NYXDH4lE2r59eyeHY0RnkAj7nZycDA/IMTc3r6qqIlodLkRFRd2/f5/rrfz8/D/++EPYTW4IYUHr5xIJPMdXcP81rk6kfFxPk5KSqFQqL08ZYaVxeKvyohd7q9rY2Lx//3727NkAAAzDjh496uTklJWVRbReiB5KSUnJrFmzGhsbVVRUoqKi+vXrR7RGXJgzZw58I9YeAwOD3bt3s8eBQHQF6POVSJqbmwEAFAqlQ/9SCFcnUoy36ymfWyJIQwAA4EB86NAhOKi9e/fOzs4OXyBFdCcKCgqNjY1Ea8GTpqam2bNnFxUVSUtLX7161crKimiNED0UZL8lkpaWFgAAmUzu0L+UD3xcT9vf6ow0Dm9VXvR6b1USieTt7R0bG6ulpQUAoNPpy5cvX758OXybgOg29PT0cB/pngaGYatXr3737h0A4NixY7wmuATCZyMJV3rf7pKeA7LfEgn064Ze3yLDx/UU3lqyZElaWlpzc3N2dvacOXMOHz4smjR2b1Ve9B1v1SlTpqSnp+PHsl26dMnGxubNmzfEatWn6MkhXA4cOHDt2jUAwIoVK8Ry9i6fPSMsFuvUqVMDBgxQUVGZMWMG/vZK5I0kNBqN9L9kZGT0yt0lPYVues+OECvv378HAEREROApvPzX+DuR8nI9hbdOnTo1aNAgOTk5IyOjAwcOsFgskaWxe6tyjcHe17xVWSxWUFAQdFACAMjIyOzduxf/uBBdSm5u7uXLl4nWggvR0dHw9cqoUaMYDIa4xPLyOU1NTZ01axaNRqPRaNOmTfPw8IAZRN5IQqPR4OF7GIYxGAy80l68u4RYkP2WSBITEwEAV69eJVoRIUDequ359OmTjY0N/mtm7NixP378IFqp3k9LS8vRo0eJ1oKTz58/w8CoBgYGpaWlYpTMZ88nTnh4OPxR3vmNJJCwsLCwsDD8shfvLiEQtH4ukYhl/bybQd6q7bGyskpMTMTjcrx69WrIkCERERHEatXrkZWVhR6gPYfKysqZM2fS6XR5efnbt29DDwkxwnXPCDuvX7+Gy/Wd30gCuXbtGvsJp714dwmB9LkRs3cA7besrCzRiiA6i4KCQlBQUHR0tLq6OgCgurp6xYoVU6dOLSgoIFo1RDfR2to6b9687OxsEol08eJFe3t7sVfBP4x5WFiYiYkJ9MnAxLGRJD4+ftiwYZIV4FkSQfZbImltbQWSNv9G8GH27NlpaWmTJk2Cl48ePRoyZEhwcDCGYcQqhugGNm/e/OrVKwCAn5/fggULRJaza9cuOMOOj48XvFRYWFh5efnOnTvhZec3kgAAzpw588svv7Cn9PrdJYSA7LdEIonr5wj+DBgw4PHjxzdv3uzfvz8AoLa21tPT08XFBXcSRPRKTp06FRQUBABwd3fftWtXZ0ThceWcnZ0FLBIREVFbW+vj4wMAWLlyJej0RhIAQGFhYWtrq6GhIZ7Sd3aXdDeEvHVHdBJ4pMGzZ8+IVgQhfkpKSubMmYP3UAUFhUOHDvVB574u5eDBgz3B2//JkyfwV/jQoUPZ/cLECJ89Ix8+fGB3OlFXV4dFOrORBMOwnTt3PnnyhF2Hvra7pNsgYWiBTgKJjo52d3d/9eqVi4sL0boguoTLly97eXlVVVXByzFjxoSGhuJB1BGdBLpkw5OyiCInJ8fBwYFGo2lpaSUlJenr6xOojOBER0eTyWTBA8sUFBSEh4f7+vr2QQfVrgZ9oBIJWj/v9SxduvTLly/z5s2Dl3///feQIUP27dsHQ98jOsmAAQOIdYem0+kzZ86k0WhkMvnmzZuSYrwB340kXOmzu0u6AfSZSiTQfw35n/dutLS0bt26de/ePThNbGpq8vPzs7a2fvDgAdGqSTzEhmBjsViLFy/+/PkzAODMmTNjxowhShOERIPst0SC5t99Bzc3tw8fPixfvhzu6snOzp4+ffrcuXN//PhBtGoSjJ6eHoHz723btsEQ4tu3b1+zZg1RaiAkHWS/JRK0/7tPoaGhER4e/vr1azxYW1RUlKWl5b59+3paHBJJQVVVlU6nE1J1REQE9PyaPHlyQEAAITogegfIfkskaP93H2T06NEpKSknT56EUTYbGxv9/PxsbGyePHlCtGoSCSGuuwkJCTDcnqWl5fXr16WlpbtfB0SvAdlviQStn/dNZGRkvLy8vn796uHhAVMyMzMnT568ePFitJze8ykoKHB3d29ubu7fv/+9e/fU1NSI1ggh2SD7LZGg9fO+jK6u7rVr1169emVlZQVTrl27Zmpq6uXlVVtbS6xuCF40NTXNnTu3rKxMRkbm5s2bZmZmRGuEkHiQ/ZZI0Po5wsXFJSUlJSAgAJ4n0dLS8ueff1pYWJw/f57JZBKtHeJ/wDBs1apVycnJAICTJ0+6uroSrRGiN4Dst0SC1s8RAAAymezj4/P9+3dPT0/4JrWsrGzdunXW1ta3bt0iWruejpqaWk1NTffUtW/fvhs3bgAAfv75540bN3ZPpYheD7LfEgna/43A0dXVDQoK+vjx47Rp02BKRkbGggULJk6c2GGo6r5Mt4VwiYqK8vf3BwA4OzsHBgZ2Q42IPgKy3xIJXCBF828EzuDBg2NjY+/du2dpaQlTnj17Zmdn5+npic5d5kr3hHBJS0tbvnw5hmGGhoZRUVFkMrmra0T0HZD9lkjQ/BvBFTc3t/T09KCgIC0tLQAAk8kMDg42NjZet25daWkp0dr1LLohhEtZWdnMmTMbGhqUlJTu3btHpVK7tDpEXwPZbwkgNDTU0NAwPz8fT8nOzlZSUmpqasJTzp49O3HiRCK0Q/QsZGRkPD09s7Ky9u7dKycnBwBoaWk5f/68qampj49PdXU10Qr2FLS0tPLy8thTsrKyLl26JC75LS0tCxYs+PHjh5SU1JUrV/DYOwiEuED2WwLQ0tLKz8+fOnUqvjsIw7D6+no8gNS1a9c2b96MJlgIHCUlpX379n39+nXVqlXwPUtDQ8Phw4dNTEwCAgIaGhqIVpAAgoODWSwWfiklJUWhUPDL1tbWSZMm2draCis2LS0tMTGxffrGjRv//vtvAMCBAwdmzpwpksoIBD+Q/ZYApk+fbmZm9vXr11mzZrW0tID/9T9/+fLlihUrWCzW77//TrCiiB6GoaFhWFgYu4N6dXX1zp07DQ0NDx8+zL5+0xcoLCwcN24c7EHt2bBhg5yc3JAhQ4SSWVxc7Ojo6OTk9P37d/b0Y8eOhYSEAADmz5/v7e0tss4IBB8kwH4XFhbu2LGDTCbX19dz3GKxWKdOnRowYICKisqMGTPwt1l8iohQy86dOzU0NDr5FJ2BRCJt3rwZAPD69ev169cDAOA0QkpK6uPHj7NmzWptbdXV1V24cCGBSiJ6LEZGRkFBQe/fv3dzc4MpNBrNx8fHwsLi7Nmz8EBSXl0JJyYmZtCgQXJycoMGDYJnbwAAcnJyRo0aRaFQnJycONaiecG1o4nQYUVg9+7dFRUVEydOrKur47h148aNyMjI8ePHCyvz8ePHzc3NLBarrKyMPdHHxwcAMHz48IsXL8KDZxAI8YP1eKKiouCr37q6Oo5bqamps2bNotFoNBpt2rRpHh4eHRYRtpaYmJgjR46oq6t3/kE6Q11dHYx6DQA4cOAAHIjj4+Nxj5gTJ04QqyFCIkhMTJwxYwb7CKCpqbl37974+HiuXQmHSqVGREQwGIyIiAhNTU2YOH78eB8fn6qqKm9v78mTJwuiANeOJkKHFY3o6GglJSV7e/vy8nIMw/bv349hWElJiYWFhZqa2qdPn4QViAeyjYuLgykZGRkwMKqOjs6PHz/Eqz8CwY4E2G8Mw+DvZf59Ozw83NXVlU+Ru3fvmpubKysru7m5lZWVCVLL9+/fr1y58vXrV8LtN4Zhv/32GxwpSCQSNNtaWlpSUlIAADU1ta4e+BC9iRcvXowaNYrdimtoaOzfv7+mpgZr15UgNjY2uP22tbXFMKyoqEhWVpZOp2MYRqfTZWVlYbcSoaPxSuwKxo0bBwCwtbXNzc09cOBAa2vr6NGjAQAODg7CimIymfgPaGi/f//9d+gzKC8v/+7duy5QH4H4L73Hfv/8888xMTG8iuTn5xsbG3/79q2pqcnf33/ZsmUd1tLQ0HD58mUMw3qI/c7NzYXWGv6Fhhz+4+vrS7R2CMkjLi6OYy6urKy8ZcuWRYsWsXclSHp6uqGhIQDA0NDw8+fPGIa9efNGV1cXz6Cjo/P27VsROhqfxK7g06dPurq6AAAzM7NNmzatWLEC7sPcuHGjsKLev3+Pf3RxcXHwVFDYMY8fP94VyiMQ7PQS+x0aGnrgwAE+RS5cuMA+Tunp6XVYCz7fxTl69Kj4nkkU3N3dOUw4AIBCoXCd5SAQghAXFzdlyhT2dk4mk//zn/8UFxfjeerr6w0MDCIjIxsbG2/evGlsbNzY2BgfH89hv9+9eydCR+OT2EUsW7YMqmdgYAAn0P379//69auwcthP796zZw9+GCiZTM7Ozu4KzREIdnqD/Q4NDQ0ICOBfJCwszNnZmT2Dr68v+8IXn1p6yPwbw7DXr19z/KQgkUjr168nWi+ExJOWlrZs2TL234VkMnnZsmUfP37EMCwhIYFKpeKZNTQ0kpKSuK6fi9zRutN+V1VVmZubs/cjR0dHEeTApXi8J+L/h4aGil1nBKI9Em+/w8PD8aWqFStW8CqSl5enqKj46NEjOp0eEhKycOFCwWvpOfYbwzB7e3v2QVZKSiozM5NopRC9gfDw8N9//33ZsmUccXmdnJzCw8PJZPLt27cbGxtv3bpFoVCg/9e4ceNgTBgfH59JkyZhneho3Wm/MQzbt28f+2N6eXkJK6G+vp59+zjO1q1bGQxGUlJSUFCQp6fnggULCgoKuuAJEAhJsN/4WyXA5mWtoaFx9uzZDx8+sBsz3MpyLRIdHW1hYaGgoODq6sq+NsinCIZhR48exdOTkpK6+Fk7Jjw8nN14cx0fEQhh4ehKcnJy0A8LZ+DAgdra2hQKxdzc/MaNG7BUZmamo6MjmUz+6aef8BVjEToar97XdbS1tdnb28Ma+/fv//37d2El4Jvo2CGRSDY2NhyBjf/v//6vKx4BgSBhGNa+FSJ6LC0tLfr6+hUVFfCLS05OtrOzI1opRC+kvLz8zJkzZ8+epdFoeOKAAQM2b97s6ekJt0hJNHfu3FmxYgWdTh81atSbN2+ELb5169ZTp07xz0MikWbMmBESEqKpqSmqmggETyQgfguCHTKZDB1lSSTS+PHjkfFGdBGampp+fn6FhYXh4eGDBg2CiYWFhd7e3jo6OsuXL5f0w0lnz549YsQIAMBPP/0kQvGnT5/yuUsikWbOnJmUlHTv3j1kvBFdBJp/Swz19fWtra1tbW15eXlOTk6tra0XL16cPn26tLQ0mUxWVFQkWkFEr4XFYsXGxv7555/Pnj1jT7ezs4P7zST0KLyvX7+OGTPm3bt3RkZGQhUsLCzU19fneotEIs2ZM2f37t1Dhw4Vg4oIBG+Q/e5Z0On0rKysrKys7Ozs7Ozs4uLi8vLy8vJyGo1GoVCkpaVVVVUBALW1tQwGA54RWVNTw2QyW1tbNTQ0tLS0qFSqnp6eiYmJiYmJqampmZkZMu0IcfHu3buTJ0/evn2bPYr4gAED1q9fv2bNGtggeyzFxcWfP3/OyMhobGwEAJBIJAzDMjIyLC0tZWRk2trapKWlmUwmnl9GRsbIyMjGxsbY2BjfGwYJCwtbvXo1h3wpKam5c+fu3r0bHTWG6B6Q/SYYBoORmJiYlJSUkpLy/v17Go1mbm5u8i8GBgYa/8J/itPS0gKDX1ZUVBQUFEDzD38KaGtr29nZDR8+fMSIEQ4ODmQyudueDtErKS0tPX/+fFBQUHFxMZ5IoVDmz5+/bt06Z2dnAnVjp7m5OSkp6e3bty0tLSQSSVdX18rKatCgQQoKCoIUb2try8nJSU9Pz8nJgScGWVlZjR49ul+/fosWLbp+/TqeE3qS+vr6WllZddXDIBDtQPabADAMe/fu3dOnT1+8eJGSkjJ06FAHB4fhw4fb2dmZmJiI97QDFouVmZn5/v37lJSUt2/fpqenjxw5cvz48RMnTkTvzhGdgclkPnjwoP2iuoWFxapVq1avXi3gqT8hISGvX7/29va2trYWi2J0Oj02NjY7O5tCoTg6Oo4cOZLrRi9hwTDsy5cvf//9d2Vl5ZEjR+CGN2lp6UWLFvn6+lpaWna+CgRCKJD97j5YLFZCQkJkZOTt27c1NTWnTJkybtw4JycneXn5btOhoaEhLi7u5cuXDx48qK+vnzdv3ty5cx0cHNARSQiRycjICAwMDA0NZT9WnEKhzJw509PT09XVlU/rqq6u1tDQYLFY/fr1i42NFc2VDOeff/55+vSpioqKm5ubiYlJZ0Txx97ePi0tzdraetWqVb/88gta00IQArLf3UFpaWlYWFhISIiGhsa8efPmzZtnbGxMtFIgIyPj9u3bt27damxs9PT0XLlyJbHHpCIkmqqqqoiIiODg4C9fvrCnW1hYrF27dvny5fhRH+wwmUxra+uMjAwAgJKS0p07d1xdXYWtmsViRUdHf/z40cnJacKECewb2buI1tbWhoYGNTW1r1+/RkVFqaiorFq1SklJqavrRSD+B2K2nfcZUlJS5s+fT6VSN2/eLMLphN3D+/fvPT09NTQ0li5d2mOVREgKycnJnp6eHF6T0tLSEyZMuHnzZnNzM0f+V69e4RN0GOVNqOru3Lmza9eu1NRUsT2A8JSWlgYEBJw+fZrBYBCoBqKvgex3V/Hu3Ts3NzdDQ8Nz5841NjYSrU7H0On0kydP6uvrz5s3Ly0tjWh1EJJNbW1tUFDQsGHDOCYM/fr18/T0xGOhQzw9Pdkt/YULFwSpIjs7e8eOHfHx8V3yAMJTXFzs5+f38OFDohVB9BXQ+rn4KSoq8vb2TkhI8PX1Xb58uWRtjW1ubg4NDT18+PDEiRMPHjyIQk8gOsnbt29DQkJu3rxJp9PZ021tbceMGZORkTFixIipU6d6eHgUFRXBW1JSUn/99dcvv/zCSyaGYaGhoa2trWvXruWI1k44z549i4uL2759O1pOR3Q5RP+A6FW0tbUdOXJEU1PT39+/qamJaHVEp76+fufOnVpaWqdPn2axWESrg5B4mpqabt68OWPGDF7mlsNFnEQiHTp0iKuoyspKHx+fDx8+dPMjCE51dfXOnTtTUlKIVgTRy0Hzb7FRUFCwdOlSZWXlwMBAAwMDotURA1lZWWvXrqVQKBcvXtTW1iZaHURvoKioKDIyMjQ0ND09vcPMO3bsOHjwIHtKbm7u+fPnd+/eLeAebgI5d+6cvr7+9OnTiVYE0WtB8c/FQ0xMjIODw7x58+7fv987jDcAwNTU9Pnz5y4uLvb29s+fPydaHURvQE9Pz8vL6+PHj0FBQR1mDggI2LRpE4vFgpdpaWmXL1/ev39/zzfeAID169czGIzLly8TrQii14Lm32IgMDDw0KFDd+7cae+t0ztISEhYsGDBoUOHli5dSrQuiN7D1atXz58/HxcXh1torixbtiwsLCwnJycyMnLnzp3dpp5YiI2NbWxsnD9/PtGKIHohyH53lr1790ZFRT148IDXeQa9g8zMzGnTpm3YsOHXX38lWhdE7+Hjx4/Hjh27dOkS/2xTp04dOnTogQMHJDHQ0JUrV7S0tCZMmEC0IojeBlo/7xSnT5++c+dOXFxc7zbeAAAzM7P4+PjAwMDw8HCidUFIPKWlpf7+/lZWVra2th0abwDAw4cP7e3tJdF4AwCWLFmSnJzMHisegRALaP4tOtHR0f/5z3/i4+N1dXWJ1qWbyMnJcXFxCQsLmzhxItG6ICQVDMNMTU1zcnIEL6KkpJSSkmJmZtZ1WnUpLS0tu3btOnToUDfEhkP0HZD9FpGioqIRI0Y8fvy4r50VmJiYOH/+/NTUVBRsFSEaLBZLR0envLycI11NTU1bW1tTU1NbW1tLS0tTU1NHR0dKSurLly+7d+9WUVEhRFtx8fHjx8+fPy9atIhoRRC9B2S/RQHDsGnTprm6um7bto1oXQhg9+7d379/v3HjBtGKICSVL1++3L9/n0qlUqlUaKc1NTW5nhK2d+/enTt3iuUAMcLZs2fPjh07uvO8IkTvBtlvUXjw4MGePXvevXvXN1fDWlpabG1tQ0JCnJyciNYF0ZvJz89/8eLFqlWriFZEPOTl5b18+bLXPA6CcPqi+ek8AQEBu3fv7pnGOzo6OjY2VvD8BQUF/v7+/DfwcEAmk318fAICAoTXDoEQglu3bs2bN6+ra+HTZUToHXwwNDQsKCgQiygEAiD7LQIpKSk0Gm3mzJkC5g8JCSGRSCQSCW4gycrKgpcwkCSLxQoMDDQ1NSWTyUZGRn5+fm1tbbAgi8UKCAgwMTGRl5e3sbE5cOBATU0N/yKJiYkxMTEw5FNhYeGOHTvIZHJ9fT2uTE5OzqhRoygUipOTU15eHgDAwMDAyMiII8pVhyxevDg9PT0zM1OoUgiEUDAYDGVl5U4K4d8B2bvMs2fP7Ozs5OXlhw0bFh8fD0TtHXwwNzfPzs4WlzREX4ewyK0Si5+fn6+vr1BFLly4MHnyZPwyNzeXQqHA/zds2DBixIjk5OSGhoaUlBQHB4eVK1fCW+vXr3dwcEhNTWUwGEVFRdu3b/f29uZfxM3N7c2bN/D/qKio/Px8AEBdXR1e9fjx4318fKqqqry9vXGVmEymvr6+sAHbN23adPLkSaGKIBCCU1JScvHiRbGI4tMB2bvM0KFDs7KyGAyGn5/fiBEjYKJovYMXpaWlAp6uhkB0CLLfQjNq1CiO0w87hNfwkZOTIyUllZWVhd+CKRkZGbm5uVJSUtnZ2Ryi+BRhsVgUCqW+vh6/VVdXx26/i4qKZGVl6XQ6hmF0Ol1WVrasrAzecnZ2fvr0qVAPdf/+/SlTpghVBIEQnNu3b2dkZIhFFK8O2L7LYBhWW1vr7e3t6emJp4jQO/hw8OBBcYlC9HHQ+rnQfPv2zdbWVthSjx8/Jv2LkZERTExOTqZSqSYmJng2IyMjbW3tpKSkpKQkKpVqbGzMIYdPkcrKShaLpaioyEuHvLw8KpUKFySVlZU1NDTgEjoAQE1NDT+9UUBsbW2/ffsmVBEEQnByc3PZ23kn4doB23eZkJAQVVXVN2/esLt3iNA7+NAz/WYQkghqScLR2toq2js5jp//MBHDMF4hpXjd4lOkQ7B2ew06E9BKS0urrKxM5OIIBH+YTKYYz/bm2gHbs2bNmrq6uhkzZowdO5bJZIqrdnYkNIocogeC7LdwNDQ08JngCou9vX15eTl7IKq8vLzS0lIHB4f2tzosoq6uLiUl1dDQwKs6IyOjiooKfFGdRqMNHDgQ3qqpqdHT0xNKeVlZWRKJ1NraKlQpBKLnwLXLKCkpbdu27fPnz/jqlAi9A4HoBpD9Fg5VVdW6ujpx/TA3NjZev3794sWLU1NTGxsb09LSFi9e/PPPP5uZmcFbS5YsSUtLa25uzs7OnjNnzuHDh/kUIZFIkyZN+vDhA6/qdHV1nZ2dDx48WFNTc/DgwXHjxmlqagIAWCxWfn6+sJu56+vrKRSKrKxsZz8FBIIg2LtMRkbGtGnTSktLGQxGYGCgvLy8jo4OELV38KH9MhgCISLd/L69F6Cvr19cXCx4/uDgYPhRu7q6YhiG77mSlpbGMIzJZJ4+fXrw4MEKCgqDBg06fvx4W1sbLMhkMk+dOjVo0CA5OTkjI6MDBw6wWCz+RRISElatWgX/P3HiBP4tnzhxAiZmZmY6OjqSyeSffvoJd467dOmSv7+/sJ/Dt2/fBg8eLGwpBEJATp8+zeFZJhr8OyDeZZhM5pkzZywsLOTl5YcOHfro0SNYXLTewYdDhw6JURqiL4PirwnN3LlzPTw8euyBvtHR0WQyGe5nFYSCgoLw8HBfX19h3WpCQkISEhLCwsKE1xGB6JjXr1/LyMh0Q4w/Pl1G5N7BCxaLdfToUW9vb7FIQ/RxkP0WmuDg4MTExNDQUKIVIZh58+YtWLBgwYIFRCuC6J00NTWdP3/ey8uLaEXEycePHwsKCmbMmEG0IojeAHr/LTRubm7379+vra0lWhEiKSsri4uLmzx5MtGKIHot8vLyva+XvXz5cvTo0URrgeglIPstNNra2rNnzz5z5gzRihDJ8ePHV6xYoaqqSrQiiN6MsbFxVlYW0VqIk/r6etRrEOICrZ+LQnZ29ujRo1NTU7W0tIjWhQDy8/MdHBzS0tK0tbWJ1gXRm2lsbDx16tSOHTuIVkQ8PHnyRF5eHs2/EeICzb9FwcTEZMOGDWvXriVaEQLAMMzT03PXrl3IeCO6GgUFhX79+sEw/pIOi8WKi4tDxhshRpD9FhEfH5+ysrLAwECiFeluDh8+3NraumHDBqIVQfQJfv75Z3wDmERz9erVHrtpBSGhIPstIjIyMlFRUUeOHImKiiJal+7j2rVrISEhV69eRTGcEd0DmUyeOnXqjRs3iFakU+Tk5NBotCFDhhCtCKJXgUZh0dHT07t79+6mTZueP39OtC7dwZ07d7Zv3/7w4UO0co7oTpycnEpKSiT3sHkY0G3z5s1EK4LobSD73SmGDBkSHR29fPnyK1euEK1L13Lu3DkvL6+HDx+amZkRrQuiz+Hl5XX16tWSkhKiFREaJpO5b9++bdu2SUtLE60LoreB/M/FQGZm5rRp0xYvXrxnz57e10tbWlp27Njx+PHjBw8eGBgYEK0Ooo/S0tLi6+vr7e2toaFBtC6CwmKx/Pz8Vq5ciZ9YikCIETT/FgNmZmYJCQkpKSljx47tHb6yON+/fx81alRhYWF8fDwy3ggCIZPJ+/fvP378uKQspDc3N+/atWvp0qXIeCO6CGS/xQOVSr13797ChQsdHR3/+uuvLjo5uDtpbW09evTomDFjNmzYcOPGDTU1NaI1QvR1KBSKv7//zZs34+PjidalA4qLi3ft2vXrr7+i902IrgOtn4uZzMzMrVu3FhUV/fnnn2PGjCFaHRF5+vTpli1bBg8efPz4cfyMcASih3Dnzp38/PxNmzb1zNdVz58/T0pK+u2338hkMtG6IHozyH53CTExMdu2bRs4cODu3bslK2LDs2fP/P39KysrT5w4MXHiRKLVQSC4k52dHRwc7OHhMXToUKJ1+S80Gu3s2bMjRoyYOnUq0bogej/IfncVTCbz+vXrBw8epFKpW7ZsmTlzpoyMDNFK8aS5uTk6OvrUqVMMBsPX19fd3R3t8Eb0cDAMu3btWm5u7rp16wh3amttbQ0PD6+qqtq4caOioiKxyiD6CMh+dy0sFuvOnTvnzp378uXLqlWrVq5caWJiQrRS/8PXr18vXLgQERFhb2+/YcOGqVOnkkgkopVCIASFTqeHhYW1tLT8/PPPhFjx1tbWK1eu5OfnL1myxNTUtPsVQPRZkP3uJuBy39WrVzU0NObOnTt37lxLS0sC9UlPT799+3ZkZGRDQ8PSpUvXrFmD3nMjJBc6nR4eHl5TUzNp0iQHB4fuqfTHjx83btxobm728PDoab/LEX0BZL+7FQzD3r17FxkZGRUVhWHY+H/pnohmRUVFL168eP78+fPnzxUVFd3d3efOnWtnZ9cNVSMQ3QCLxXry5Mm7d++UlJSmTp06aNCgrqiloqLi3r17xcXFenp6CxYsUFJS6opaEIgOQfabMLKzs6E1ffXqlZyc3PB/sbS0NDAw6PzL8tbW1vz8/K9fv6b8C4vFGjdunKur6/jx49FsG9GLaWxsfPjwYUZGhpSUlImJyZgxYzr5E7mhoSEhISEtLa21tVVdXX3mzJk6Ojri0haBEA1kv3sEBQUF0MSmpaV9+/atqKhIV1fXxMREX19fU1NT419kZGRUVFSkpaUpFAqGYS0tLW1tbXV1da2trbR/KSsr+/HjR3Z2dmlpqb6+vqWl5dChQ4cPH25nZ6erq0v0gyIQ3U1WVlZcXFxZWRm81NTU1NPT09PT09HRUVdXb5+/sbGxsLCwtLS0sLCwsLCQxWIBABQVFR0dHYcNG9aTvVARfQ1kv3siTCazoKAgOzu7qKiIRqOVlpbSaLTKysqmpiYAQHV1NcxGIpFgWBUFBQV1dXUqlaqlpaWhoTFgwABo+5EPOQLBQXl5eXFxcVFRUUlJSWVlpbS0NJPJlJKSYrFY8H9FRcUBAwZoaWkNGDBAV1e3Z24xRyAAst8IBAKBQEgiaH6GQCAQCITkgew3AoFAIBCSB7LfCAQCgUBIHsh+IxAIBAIheSD7jUAgEAiE5CGK/VZSUiLxJSQk5NixY/D/AQMGiF1p/ly/fh1WLScn181VSzrV1dXnzp0bP358//795eXlzczMlixZ8uHDB0HKpqWlTZ8+XU1NTVlZecKECW/evOlqbbm2Qzk5uSFDhpw5c4brxork5OSVK1caGhrKycmpqamNGDHijz/+qKmp4S9WSkqKSqXOnj07KSmpqx+qJ3D58mX82dmDi7W1tYWGho4cOVJdXb1fv352dnZ//fVXS0tLhwIFbBsPHjwwNzcX+wZrPmLPnTvHaxAT7QAxYR/B2dm5fdVbt27tvGRB4P+9CDIa+Pj44Go7OjqKUbcO4W9i4uPjSSTSq1evuqLq4ODg4cOHKygo6Onp7du3T7SqfXx8bty40VlVMJFITU0FAMyaNav9LRcXl+DgYPi/ra2tnp6eaFV0EldXVxjkBFJXV2dqajp9+nRClJEUVq9eLSMjc/LkyZKSkoaGhr///nvw4MHS0tLR0dH8CyYmJsrLyy9cuLC4uLiiomLt2rUyMjKPHz/uaoU52mFzc3NqaqqTkxMAYPv27RyZfXx8pKWlt27dmp6e3tTUVFVVFRMTM3ToUCqVGh8fz0dsTU1NVFSUpqamrKzs06dPu/qhCOfSpUsAgMDAQI70pUuXAgB27NhRVlZGo9EOHz4MAJgxYwZ/aYK0jaysLDc3tyFDhsDwROJ6kA7FBgYG8hoY//jjD/HWxRXYVjnw8vLqvOQO6fB7EWo0kJaWdnBwEJdugsPLxGzfvr1///6tra1dUam9vf379++bm5uvXLkCAEhMTBSh6qysLCMjo127dnVGk75iv+l0urGx8dSpUwlRhnAUFRWdnJw6zLZ69WpPT0/2lLS0NACAmZkZn1JMJtPKykpHR6exsRGmtLW1WVhY6OvrMxiMzqjdIVzbYUFBgZSUlIyMTGVlJZ7o7+8PADh37hyHhIaGBjs7O2Vl5a9fv/IXe/nyZQCAlZWV2J+ip8HVfmdnZwMAhg0bxp4IT4h/9+4dL1ECto1FixYFBAS0trbq6emJ0UR1KDYwMLD9IPb9+3cKhVJSUiLeurji5OSUlJTUFZL5I8j3ItRo0NPst7m5+bJly7q06sbGxrNnz6qpqRUVFYlWdVpaGolEunHjhsg6iN9+s9Nz7HcfR0D7zRV5eXkYnYpXhpcvXwIANm/ezJ4Il5UiIyNFq1RAeLVDPT09AMCLFy/gZWZmpoyMzPDhw7kK+fvvvwEAEydO5C+2qKgITo+qq6vF9wQ9Ea72G64HLl68mD1x8+bN/L9lAdsGbkXEa787FPv06dNjx45xJG7evHnhwoVir4srgtjvrvhwRO6zvEaDHmW/v3792tWDT3p6OgBAS0vr4cOHnal6/vz5AwYMEHmdQJz+a5s2beL65gYhuTQ0NDQ1NVlbW/M5FPzFixcAAHt7e/ZEePn8+fOu1pArGIYBAHAHiHPnzrW1tc2fP59r5tGjR+vq6j59+jQnJ6dDmQCAvnk+uqWlpaysbEZGBntiRkYGiUSysbHhVUrAtiEvLy9mdQUTO2HChP/85z/sKXV1deHh4Rs2bBB7XSLTFZJF67OCjAY9gbt371IolMmTJ3ddFdbW1gwGIzAwcPbs2U+ePBG56jlz5hQWFsbGxoqmRvf5n+/fvx+6Gzg7O8OUR48ewRQNDQ2Ywu7NAV+2TZgwAU/h8DNiJyMjY/bs2aqqqoqKiqNHj46Pj2e/e+fOHVwIg8GAiW1tbTdu3Jg4caK2tra8vLyNjc2pU6fgWQXtxSooKIwcOfL+/fu4PmvWrGEX++3btwULFqirq8NLGo3GXz572fz8/IULFyorK6urqy9btqy6ujovL8/NzU1ZWVlHR2ft2rV1dXV8Plj+FUEvj4aGhjdv3sDqhHKBuXXrFgDA19eXTx44pnN4kcAZ8Pfv33mVam5u3rNnj6WlpYKCQv/+/d3c3O7du8dkMgXXjRcFBQUlJSUqKipWVlYw5fXr1wAAW1tbXkXgrbi4OD5i4QTUyspKVVW1/V1xNYa8vLyFCxeqqampq6vPmDEDrlrj8G+QME9FRcWWLVsMDQ3JZDKVSnV3d4fLnp1ES0vr2LFjHz582LlzZ0VFRVVV1ZEjR549e7Znzx5zc3NepURrG1zpoufi4MKFCwYGBmPGjBG7ZF5cunRp6NChioqKqqqqo0ePvnr1qghChP1wRPteBBkN2tOZsa6ysvK3334zMTEhk8n9+vWbOnUqXDngz71798aPH4+7XuJCKBTKgAEDJkyYcPHixaampk4OwhQKZc6cOYaGhpGRkVyrFmSIGzp0KADg8ePHQn2k/0W0aTtcYGwPh+dF+8WN9gu5dnZ26urq+GVaWpqioqKtrW19fT2GYQwGw8HB4dq1a3yUyczMVFNT09PTe/LkSV1d3cePHydNmmRoaMixfj5r1iwAQFNTE7yMiYkBABw8eLCqqqqiouLPP/+UkpLatm0bL7GfPn2aMGEClUrlKtbFxeXly5cNDQ2JiYnS0tIVFRUdysfLuru7Jycn19fXR0REAACmTp06a9as1NTUurq6c+fOAQB+/fVXPo8vSEWirZ+XlpZqaWmtWbOGfzb4EpTDiSMzMxMAwGvJGsOwNWvWqKqqPnnypLGxsbS0dNu2bQCAly9fCqUhx0J3S0sL9F8jk8kRERF4NnjU49u3b3nJgT8WDx48yFVsbW2tgP5rnW8Ms2bNSkhIqK+vf/r0qby8/IgRI/AMgjTI4uLigQMHamlpxcbGwjwuLi5ycnIJCQl4nnHjxvXv3/+ff/7h9RS8/NcwDLt58yY+6GtoaISGhvL5NDDh2wavJWJBnosPAq48s1gsc3Pzs2fPCiKzk3VBnJycli1b9v79+/r6+oyMjGXLloF2y9odShbhwxGhz/IfDTpcPxdhrCspKTEyMtLS0oqJiamtrf327Zu7uzuJRML9qzBuJqasrExKSgr3dIFCtLW1Y2Ji6HR6aWkpdIU5ceKEaIpVVFTY2trm5uYyGIzY2FhZWdlDhw5xrVqQIa62thYAMHr0aD4fHR/E+f5748aNnbffGIbdvHkTfqAsFmvFihU7d+7krwxcF2V/5VBUVEShUDq032PHjmXPsHTpUllZ2draWl5iy8vLFRQUuIp98OABh1YdysfLxsbG4ilwyvj69Ws8xcjIyMLCgs/jC1KRCPabRqMNHTp04cKFbW1t/HNyHQvgr3g7OztepYyMjEaNGsWeYm5uLpr95mDOnDlZWVns2aD95uNmBe13QEAAV7EkEgke+cxHAqTzjSEmJgZPmTdvHgCgoqICXgrSIFesWAEAuHLlCp5SUlJCoVDYvwgXF5d+/frxGdy52m8Wi7V27VpZWdnjx4+XlpZWVFQEBQVBB2Y+b++EbRu8TJQgz8UHAW1qbGyssrJyXV2dIDI7WRcvRo4c2f4T4y9ZhA9H2O+lw9FAQPst1Fi3cuVKAAD75I3BYOjq6srLy5eWlsKU9iYmJCSERCLhPmVQCIeP2JQpUzjst+CKtbS07N6928zMjEKh6OnpeXl5NTc3c61awCGORCKZmppy+cgEoCfabwzD4BLNqFGjZsyYwWQy+SujrKwMAODodTY2Nvztd3uOHj0KAMDHNa5ihw8fzlUsjUbjr2R7+XjZsrIyPAX2q4aGBjzF2dlZWVm5Q+H8KxLWftfX19vZ2S1evLhD4439a1eeP3/OnghbiKurK69Sv/zyCwBg7dq1//zzjyC1cIWjHRYWFi5cuBAA8Pvvv7Nns7OzAwBweJqwAzf7hoeHcxUrOJ1vDPjAhGHYr7/+CgD48OEDvBSkQaqqqkpJSbH/LIB5AAA/fvwQ8Cm42u/w8PD2U0M/Pz/2qUx7hG0bvEwU/+eCzkQ4GzduFFAsB5MnT25fVlg6ab+PHDkCAPD19RVcsggfjlDfiyCjgYD2W6ixDr6ootPp7HLgEgXeVdubGDc3N/ZVK65COqkYLziqFnCIk5WVFdnLW5zvv//666+TJ0+KRZS/v7+Dg0NCQsL8+fP5H2Ld3NxcV1cnJyfHHmgCAKCpqcm/itra2j179tjY2PTr1w++Atm+fTsAoLGxkY/Yfv36cZWmqKgolHx2VFRU8P+lpKSkpaUVFBTwFGlpaY638iJXJCDQ1UtPTy88PFyQw48tLS0BAIWFheyJ0Fubz5vRM2fORERE5OTkuLq6qqioTJkyJTo6WjSFcfT09C5evGhiYnL06NHk5GQ83cXFBQDA540gjEoxduzYTioA6UxjYH+5TiaTAQDw2xekQTY3N9fW1rJYLFVVVRIbKSkpAAC4Oioyjx49AgBMmDCBPdHV1RUA8PDhQ16lRGsbHHT4XNbW1uyD2l9//SXcswEAAPj+/fuTJ09E8FwTL3CtqLy8XMD8on04gn8vwo4G/BF8rIPPJScnB3+24mhpaQEASktLucpvbGx89uwZNMl8hHRGMV5wVA0EHuLa2tpEdlHs7vipUlJSHAGbuHqlvXr1qra21sbGZsOGDfzjf1EoFGVlZQaDUV9fz55eVVXFXxM3Nzd/f/+1a9d+//4dboc4ceIE+NfNmJdYwfsVf/liRJCKSML4i65bt665ufnmzZu4p5upqWliYiKv/OPGjQMAvH//nj0RXsLxnSskEmnZsmXPnj2rqam5c+cOhmHu7u7Hjx8XXE+uyMnJwdfYPj4+7E8kIyMDvW/aEx8fX1xc7ObmZmBg0MnaedH5xiBIg6RQKGpqajIyMlwXtOHXJDINDQ28bnGoxI5obYODLn0unD///HPMmDGDBw8WizSRKS4uBgJMP3BE+3AE/16EHQ3EBYVCUVVVZTAYHI5jZWVlAABtbW2upZ4+fdrU1IQbUV5CugKOqoFgQxxcGIA/2kSgu+23jo4Ovo8WAFBaWlpQUMCRJzc3d/Xq1bdv37537568vPysWbMqKir4yISLn3B+AKHRaN++feNThMlkvnnzRltbe8uWLVQqFZq3pqYm/mJLS0sFdJoVRL5YELAiBQUF/GeThYXF+fPneQnct2/f58+f4S4IAXVwcXEZPHhwZGQk7tvPZDKvX7+ur68/ffp0XqXU1NSgE6ysrOzEiROhL6jI+yjYmT9//rBhw54/f/706VOYYm5uvnfv3pSUlKCgII7MjY2NW7duVVdXF9fSUXvE1RgEaZDu7u5tbW0cgTAPHz5sYGDQ1tYm4gMAAABwcHAA7TYXwW1IfAJnitY22tN1zwWh0+kREREbN27svCjBCQkJgW92cLB/vX/c3NwElyPChyPg9yLCaCBG5syZAwBgHxOam5ufP38uLy/Pa4PW3bt3jY2Nra2tOYQ8ePCAPduwYcPgyykx0r5qQYY4aA3ZSwmH0CvuGIZ1In7Lpk2bAACnT5+uq6vLyspasGCBnp4e+/vvurq6IUOG3L17F16+evVKVlZ2zJgxLS0tvGrJysrq378/7pf7+fPnyZMna2pq8n//PX78eADAkSNHKioqGhsbX7x4AadfuIMxh9j09PQpU6YMHDhQwNfqHcrnWnby5Mkcr7hcXFwUFRV5PbuAFU2ZMkVVVbWgoCAhIUFGRubLly9cRV24cIFXO8HdlXNzc+Ebjffv3+MF//nnHzk5OQ8Pj5KSEhqNBue7jx494qO2qqqqi4vLhw8fGAxGWVkZjB2xf/9+PMOSJUsAADk5OXyE8GqHsJMMHz6cPdDEjh07pKWlf/3110+fPjEYjOrq6piYmGHDhunp6SUnJwsitkPE2xi8vb0BAKmpqfBSkAZZVlZmYmJibGz84MGDmpqaysrKc+fOKSgosPvviOZ/Xl1dbWZmJisre+rUKRg/NSQkBIaALi4uhnk63zZ4veIV5Ln40OE76RMnTujo6PByxBOkKXZYV/sPJzg4GACwYcOGzMzMpqamjIwMWJGw/ueifTgdfi+CjAY4Ar7/FmqsY/c/p9PpuP/5+fPn8TzsJobJZFKp1K1bt7LLhEJ0dHTu379Pp9N//Pjxyy+/aGlp5efni6xYe7hW3eEQh2EY3C7YYYBqXohivzle72lpabXPA91zcHB3jJqamjVr1ujo6MjLyzs7OyclJeG/QL29vdl//6anp3NMu/39/Xmp9O3bt9mzZ6uoqMAtN/fv38dXgVavXs3x1mHJkiUYhlVUVKxbt05fX19WVlZLS2vlypX4iivugYmLVVBQGDVq1OvXr8eOHaugoADv/vPPPxzNml0l/vI5yvr6+nKcjREQEMCxHXnv3r1cn12QB8nIyBg9erSioqK+vj4824MrfKZEHPabRCJ9/PiRvWxKSsrUqVNVVFSUlJTGjx/PEVG8PWlpaevWrRs0aBDcHOno6BgcHMxubuE2Sj5+HxztkCNmFh5mgN1xLykpacWKFQMHDiSTycrKyvb29vv376+pqeEjlr/zP454GwP2v+vqeNx+/g0SAne7Ghsby8rKUqnUSZMmcex5Gz16tAj+5xiGVVVVbd++3dLSkkKhkMlkExOTTZs2sTvcidw24P46Dti3CQnyXO0RRCyGYSwWy9TUdM+ePbzkdNgUBamr/YfDYDBu3bo1Z84cuDVZVVV17NixV69e7Z4PB+voexFkNMDhY787M9bRaLStW7caGRnJysqqqqpOnjwZ97lrb2Jg2I/2Dt7sQnR0dDw8PL5//95JxTjgWnWHQxyGYdC3gM/slD8izr/7LBYWFgYGBkRr0fuprq6Wl5fvcOs5oisaJJ/9330Q1BQFgaj4qex06ZklXVE1jH/OP7oJf9D53zwpLS2FXwmekpeXl52dDddCEV0HhmFbtmxRUVGBkRYQENQgux/UFCWIu3fvTps2Teznz3ZR1Tk5Oe7u7jt27PDw8BC9YpEtf6+npKQEALBq1aqCgoKGhoa3b9+OHDmyf//+2dnZRKvWyykpKXFycvr06RPRivQsuq1Bwvk3hP9rv14Paor8gS4aEMLn35LF77//3pmZN4SEiXs7U2/i+fPnZ86cSU1NLS4u7tev34QJE/z8/ExMTIjWC9FHQQ0SgUDgIPuNQCAQCITkgd5/IxAIBAIheSD7jUAgEAiE5IHsNwKBQCAQkgey3wgEAoFASB7IfiMQCAQCIXkg+41AIBAIhOSB7DcCgUAgEJIHst8IBAKBQEgeyH4jEAgEAiF5IPuNQCAQCITk8f9+095WNW+gTAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n", + "H(3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n", + "HOCO(10)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "for observable in observables:\n", + " img = Image.open(os.path.join(folder_path, 'flux_diagrams', observable, 'flux_diagram_2.0_s.png'))\n", + " print(observable)\n", + " display(img)\n", + " print('\\n\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05d210ae", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/H(3)_2.0_s.png b/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/H(3)_2.0_s.png new file mode 100644 index 000000000..aa35ce189 Binary files /dev/null and b/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/H(3)_2.0_s.png differ diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/HOCHO(1)_2.0_s.png b/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/HOCHO(1)_2.0_s.png new file mode 100644 index 000000000..cdfc929a0 Binary files /dev/null and b/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/HOCHO(1)_2.0_s.png differ diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/HOCO(10)_2.0_s.png b/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/HOCO(10)_2.0_s.png new file mode 100644 index 000000000..86f148ad2 Binary files /dev/null and b/ipython/flux_diagram/HOCHO_flux_diagrams/bar_ROPs/HOCO(10)_2.0_s.png differ diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/H(3)/flux_diagram_2.0_s.dot b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/H(3)/flux_diagram_2.0_s.dot new file mode 100644 index 000000000..41f1da76a --- /dev/null +++ b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/H(3)/flux_diagram_2.0_s.dot @@ -0,0 +1,36 @@ +digraph G { +label="Flux diagram at 2.0 s, ROP range: [8.01e-17, 1.51e-02] mol/cm³/s)"; +"H(3)" [fillcolor="#DCE5F4", fontsize=8, penwidth=1.7530392047540462, style=filled, xlabel="2.80e-11"]; +"CO(8)" [fontsize=8, penwidth=3.999999999999999, xlabel="4.68e-05"]; +"H2(4)" [fontsize=8, penwidth=3.927639860174137, xlabel="2.95e-05"]; +"OH(5)" [fontsize=8, penwidth=1.6100755035270433, xlabel="1.12e-11"]; +"H(3)" -> "CO(8)" [arrowhead=vee, fontsize=8, label="0.9\n+ HOCHO(1)\n- H2(4) - OH(5)", penwidth=3.984676425213845]; +"H(3)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="0.9\n+ HOCHO(1)\n- CO(8) - OH(5)", penwidth=3.984676425213845]; +"H(3)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="0.9\n+ HOCHO(1)\n- CO(8) - H2(4)", penwidth=3.984676425213845]; +"HOCO(10)" [fontsize=8, penwidth=0.5383397186827532, xlabel="1.21e-14"]; +"H(3)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="0.2\n+ HOCHO(1)\n- HOCO(10)", penwidth=3.7536269933534743]; +"H(3)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="0.2\n+ HOCHO(1)\n- H2(4)", penwidth=3.7536269933534743]; +"HOCO(10)" -> "CO(8)" [arrowhead=vee, fontsize=8, label="1.0\n- OH(5)", penwidth=3.997757463516357]; +"HOCO(10)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="1.0\n- CO(8)", penwidth=3.997757463516357]; +"CO2(9)" [fontsize=8, penwidth=3.927639907930275, xlabel="2.95e-05"]; +"H2O(17)" [fontsize=8, penwidth=3.9999999645295996, xlabel="4.68e-05"]; +"OH(5)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="1.0\n+ HOCHO(1)\n- H(3) - H2O(17)", penwidth=4.0]; +"OH(5)" -> "H(3)" [arrowhead=vee, fontsize=8, label="1.0\n+ HOCHO(1)\n- CO2(9) - H2O(17)", penwidth=4.0]; +"OH(5)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="1.0\n+ HOCHO(1)\n- CO2(9) - H(3)", penwidth=4.0]; +"OH(5)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="0.8\n+ HOCHO(1)\n- HOCO(10)", penwidth=3.9539926576457947]; +"OH(5)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="0.8\n+ HOCHO(1)\n- H2O(17)", penwidth=3.9539926576457947]; +"OCHO(11)" [fontsize=8, penwidth=0.19999999999999937, xlabel="1.40e-15"]; +"OH(5)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="0.1\n+ HOCHO(1)\n- OCHO(11)", penwidth=3.67123391780574]; +"OH(5)" -> "OCHO(11)" [arrowhead=vee, fontsize=8, label="0.1\n+ HOCHO(1)\n- H2O(17)", penwidth=3.67123391780574]; +"OCHO(11)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="0.1\n- H(3)", penwidth=3.676279894902382]; +"OCHO(11)" -> "H(3)" [arrowhead=vee, fontsize=8, label="0.1\n- CO2(9)", penwidth=3.676279894902382]; +"H2O(17)" -> "H(3)" [arrowhead=vee, fontsize=8, label="4.3e-10\n- OH(5)", penwidth=0.43016435137560394]; +"H2O(17)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="4.3e-10\n- H(3)", penwidth=0.43016435137560394]; +"H2O(17)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="1.1e-10\n+ CO(8)\n- H2(4)", penwidth=0.20000000000000034]; +"H2O(17)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="1.1e-10\n+ CO(8)\n- CO2(9)", penwidth=0.20000000000000034]; +"CO2(9)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="3.6e-08\n+ HOCHO(1)", penwidth=1.4627966491004998]; +"H2(4)" -> "H(3)" [arrowhead=vee, fontsize=8, label="1.0e-04\n+ OH(5)\n- H2O(17)", penwidth=2.483741242797586]; +"H2(4)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="1.0e-04\n+ OH(5)\n- H(3)", penwidth=2.483741242797586]; +"CO(8)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="2.0e-03\n+ OH(5)\n- H(3)", penwidth=2.9739529963274607]; +"CO(8)" -> "H(3)" [arrowhead=vee, fontsize=8, label="2.0e-03\n+ OH(5)\n- CO2(9)", penwidth=2.9739529963274607]; +} diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/H(3)/flux_diagram_2.0_s.png b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/H(3)/flux_diagram_2.0_s.png new file mode 100644 index 000000000..d7f532744 Binary files /dev/null and b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/H(3)/flux_diagram_2.0_s.png differ diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCHO(1)/flux_diagram_2.0_s.dot b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCHO(1)/flux_diagram_2.0_s.dot new file mode 100644 index 000000000..d43c566f6 --- /dev/null +++ b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCHO(1)/flux_diagram_2.0_s.dot @@ -0,0 +1,24 @@ +digraph G { +label="Flux diagram at 2.0 s, ROP range: [8.01e-17, 1.51e-02] mol/cm³/s)"; +"HOCHO(1)" [fillcolor="#DCE5F4", fontsize=8, penwidth=4.0, style=filled, xlabel="1.69e-01"]; +"CO(8)" [fontsize=8, penwidth=2.6712938924744143, xlabel="4.68e-05"]; +"H2O(17)" [fontsize=8, penwidth=2.671293855796359, xlabel="4.68e-05"]; +"HOCHO(1)" -> "CO(8)" [arrowhead=vee, fontsize=8, label="1.0\n- H2O(17)", penwidth=4.0]; +"HOCHO(1)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="1.0\n- CO(8)", penwidth=4.0]; +"CO2(9)" [fontsize=8, penwidth=2.596470167350586, xlabel="2.95e-05"]; +"H2(4)" [fontsize=8, penwidth=2.5964701179685017, xlabel="2.95e-05"]; +"HOCHO(1)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="0.6\n- H2(4)", penwidth=3.9466405710292745]; +"HOCHO(1)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="0.6\n- CO2(9)", penwidth=3.9466405710292745]; +"H(3)" [fontsize=8, penwidth=0.34783116462852137, xlabel="2.80e-11"]; +"H2(4)" -> "H(3)" [arrowhead=vee, fontsize=8, label="5.2e-09\n+ OH(5)\n- H2O(17)", penwidth=1.7955577099046087]; +"H2(4)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="5.2e-09\n+ OH(5)\n- H(3)", penwidth=1.7955577099046087]; +"HOCO(10)" [fontsize=8, penwidth=0.7324480422152477, xlabel="1.21e-14"]; +"CO2(9)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="1.8e-12\n+ HOCHO(1)", penwidth=1.1729774870268643]; +"OH(5)" [fontsize=8, penwidth=0.2000000000000002, xlabel="1.12e-11"]; +"H2O(17)" -> "H(3)" [arrowhead=vee, fontsize=8, label="2.1e-14\n- OH(5)", penwidth=0.3608065303110556]; +"H2O(17)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="2.1e-14\n- H(3)", penwidth=0.3608065303110556]; +"H2O(17)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="5.3e-15\n+ CO(8)\n- H2(4)", penwidth=0.2]; +"H2O(17)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="5.3e-15\n+ CO(8)\n- CO2(9)", penwidth=0.2]; +"CO(8)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="1.0e-07\n+ OH(5)\n- H(3)", penwidth=2.138048850394896]; +"CO(8)" -> "H(3)" [arrowhead=vee, fontsize=8, label="1.0e-07\n+ OH(5)\n- CO2(9)", penwidth=2.138048850394896]; +} diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCHO(1)/flux_diagram_2.0_s.png b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCHO(1)/flux_diagram_2.0_s.png new file mode 100644 index 000000000..bcfb4d0b6 Binary files /dev/null and b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCHO(1)/flux_diagram_2.0_s.png differ diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCO(10)/flux_diagram_2.0_s.dot b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCO(10)/flux_diagram_2.0_s.dot new file mode 100644 index 000000000..87500964c --- /dev/null +++ b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCO(10)/flux_diagram_2.0_s.dot @@ -0,0 +1,34 @@ +digraph G { +label="Flux diagram at 2.0 s, ROP range: [8.01e-17, 1.51e-02] mol/cm³/s)"; +"HOCO(10)" [fillcolor="#DCE5F4", fontsize=8, penwidth=0.5383397186827532, style=filled, xlabel="1.21e-14"]; +"CO(8)" [fontsize=8, penwidth=3.999999999999999, xlabel="4.68e-05"]; +"OH(5)" [fontsize=8, penwidth=1.6100755035270433, xlabel="1.12e-11"]; +"HOCO(10)" -> "CO(8)" [arrowhead=vee, fontsize=8, label="1.0\n- OH(5)", penwidth=3.997757463516357]; +"HOCO(10)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="1.0\n- CO(8)", penwidth=3.997757463516357]; +"CO2(9)" [fontsize=8, penwidth=3.927639907930275, xlabel="2.95e-05"]; +"H(3)" [fontsize=8, penwidth=1.7530392047540462, xlabel="2.80e-11"]; +"H2O(17)" [fontsize=8, penwidth=3.9999999645295996, xlabel="4.68e-05"]; +"OH(5)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="1.0\n+ HOCHO(1)\n- H(3) - H2O(17)", penwidth=4.0]; +"OH(5)" -> "H(3)" [arrowhead=vee, fontsize=8, label="1.0\n+ HOCHO(1)\n- CO2(9) - H2O(17)", penwidth=4.0]; +"OH(5)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="1.0\n+ HOCHO(1)\n- CO2(9) - H(3)", penwidth=4.0]; +"OH(5)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="0.8\n+ HOCHO(1)\n- HOCO(10)", penwidth=3.9539926576457947]; +"OH(5)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="0.8\n+ HOCHO(1)\n- H2O(17)", penwidth=3.9539926576457947]; +"OCHO(11)" [fontsize=8, penwidth=0.19999999999999937, xlabel="1.40e-15"]; +"OH(5)" -> "H2O(17)" [arrowhead=vee, fontsize=8, label="0.1\n+ HOCHO(1)\n- OCHO(11)", penwidth=3.67123391780574]; +"OH(5)" -> "OCHO(11)" [arrowhead=vee, fontsize=8, label="0.1\n+ HOCHO(1)\n- H2O(17)", penwidth=3.67123391780574]; +"OCHO(11)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="0.1\n- H(3)", penwidth=3.676279894902382]; +"OCHO(11)" -> "H(3)" [arrowhead=vee, fontsize=8, label="0.1\n- CO2(9)", penwidth=3.676279894902382]; +"H2O(17)" -> "H(3)" [arrowhead=vee, fontsize=8, label="4.3e-10\n- OH(5)", penwidth=0.43016435137560394]; +"H2O(17)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="4.3e-10\n- H(3)", penwidth=0.43016435137560394]; +"H2(4)" [fontsize=8, penwidth=3.927639860174137, xlabel="2.95e-05"]; +"H2O(17)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="1.1e-10\n+ CO(8)\n- H2(4)", penwidth=0.20000000000000034]; +"H2O(17)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="1.1e-10\n+ CO(8)\n- CO2(9)", penwidth=0.20000000000000034]; +"H(3)" -> "CO(8)" [arrowhead=vee, fontsize=8, label="0.9\n+ HOCHO(1)\n- H2(4) - OH(5)", penwidth=3.984676425213845]; +"H(3)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="0.9\n+ HOCHO(1)\n- CO(8) - OH(5)", penwidth=3.984676425213845]; +"H(3)" -> "OH(5)" [arrowhead=vee, fontsize=8, label="0.9\n+ HOCHO(1)\n- CO(8) - H2(4)", penwidth=3.984676425213845]; +"H(3)" -> "H2(4)" [arrowhead=vee, fontsize=8, label="0.2\n+ HOCHO(1)\n- HOCO(10)", penwidth=3.7536269933534743]; +"H(3)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="0.2\n+ HOCHO(1)\n- H2(4)", penwidth=3.7536269933534743]; +"CO2(9)" -> "HOCO(10)" [arrowhead=vee, fontsize=8, label="3.6e-08\n+ HOCHO(1)", penwidth=1.4627966491004998]; +"CO(8)" -> "CO2(9)" [arrowhead=vee, fontsize=8, label="2.0e-03\n+ OH(5)\n- H(3)", penwidth=2.9739529963274607]; +"CO(8)" -> "H(3)" [arrowhead=vee, fontsize=8, label="2.0e-03\n+ OH(5)\n- CO2(9)", penwidth=2.9739529963274607]; +} diff --git a/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCO(10)/flux_diagram_2.0_s.png b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCO(10)/flux_diagram_2.0_s.png new file mode 100644 index 000000000..71d982290 Binary files /dev/null and b/ipython/flux_diagram/HOCHO_flux_diagrams/flux_diagrams/HOCO(10)/flux_diagram_2.0_s.png differ diff --git a/t3/common.py b/t3/common.py index 390ed4883..9bd95ee58 100644 --- a/t3/common.py +++ b/t3/common.py @@ -17,6 +17,7 @@ DATA_BASE_PATH = os.path.join(t3_path, 'tests', 'data') SIMULATE_DATA_BASE_PATH = os.path.join(t3_path, 'tests', 'test_simulate_adapters', 'data') EXAMPLES_BASE_PATH = os.path.join(t3_path, 'examples') +SCRATCH_BASE_PATH = os.path.join(t3_path, 'tests', 'scratch') IPYTHON_SIMULATOR_EXAMPLES_PATH = os.path.join(t3_path, 'ipython', 'simulator_adapter_examples') PROJECTS_BASE_PATH = os.path.join(t3_path, 'Projects') VALID_CHARS = "-_=.,%s%s" % (string.ascii_letters, string.digits) diff --git a/t3/utils/fix_cantera.py b/t3/utils/fix_cantera.py new file mode 100644 index 000000000..99e61e9b1 --- /dev/null +++ b/t3/utils/fix_cantera.py @@ -0,0 +1,149 @@ +""" +t3 utils fix_cantera module +A module to automatically fix issues with RMG-generated Cantera files, mainly resolving mislabeled duplicate reactions. +""" +import os + +from typing import List, Optional + +import shutil +import time +import traceback + +import cantera as ct + +from arc.common import read_yaml_file, save_yaml_file + + +def get_traceback(model_path: str) -> Optional[str]: + """ + Try loading the Cantera model and return the traceback if it fails. + + Args: + model_path (str): The path to the cantera YAML model file. + + Returns: + Optional[str]: The traceback if the model fails to load. + """ + tb = None + try: + ct.Solution(model_path) + except ct.CanteraError: + tb = traceback.format_exc() + return tb + + +def fix_cantera(model_path: str): + """ + Fix a Cantera model that has incorrectly marked duplicate reactions. + Creates a backup copy of the Cantera model and fixes the content of the original file in place. + + Args: + model_path (str): The path to the cantera YAML model file. + + Returns: + bool: Whether the model was fixed. + """ + shutil.copyfile(model_path, model_path + '.bak') + done, fixed = False, False + counter = 0 + while not done and counter < 1000: + counter += 1 + tb = get_traceback(model_path) + if tb is None: + done = True + break + else: + if 'Undeclared duplicate reactions detected' in tb: + fix_undeclared_duplicate_reactions(model_path, tb) + fixed = True + elif 'No duplicate found for declared duplicate reaction' in tb: + fix_no_duplicate_found(model_path, tb) + fixed = True + else: + print(f'Could not fix {model_path}:\n\n{tb}') + break + time.sleep(1) + if fixed: + print(f'Fixing Cantera model {model_path} (and creating a backup copy with a .bak extension).') + else: + os.remove(model_path + '.bak') + return done + + +def fix_undeclared_duplicate_reactions(model_path: str, tb: str): + """ + Fix a Cantera model that has undeclared duplicate reactions. + + Args: + model_path (str): The path to the cantera YAML model file. + tb (str): The traceback. + """ + content = read_yaml_file(model_path) + rxns = get_dup_rxn_indices(tb) + print(f'Marking reactions {", ".join([str(r) for r in rxns])} as duplicate.') + for i in rxns: + content['reactions'][i - 1]['duplicate'] = True + save_yaml_file(model_path, content) + + +def fix_no_duplicate_found(model_path: str, tb: str): + """ + Fix a Cantera model that has a reaction marked as duplicate by mistake with no other duplicate reaction. + + Args: + model_path (str): The path to the cantera YAML model file. + tb (str): The traceback. + """ + content = read_yaml_file(model_path) + rxns = get_mistakenly_marked_dup_rxns(tb) + for i in rxns: + if 'duplicate' in content['reactions'][i].keys(): + print(f'Marking reaction {i} as non-duplicate.') + del content['reactions'][i]['duplicate'] + save_yaml_file(model_path, content) + + +def get_dup_rxn_indices(tb: str) -> List[int]: + """ + Get the duplicate reactions from the traceback. + + Args: + tb (str): The traceback. + + Returns: + List[int]: The reactions indices. + """ + rxns = list() + if tb is None: + return rxns + lines = tb.split('\n') + read = False + for line in lines: + if 'Undeclared duplicate reactions detected:' in line: + read = True + if '| Line |' in line: + break + if read and 'Reaction' in line: + rxns.append(int(line.split()[1].split(':')[0])) + return rxns + + +def get_mistakenly_marked_dup_rxns(tb: str) -> List[int]: + """ + Get the duplicate reactions from the traceback. + + Args: + tb (str): The traceback. + + Returns: + List[int]: The reactions indices. + """ + rxns = list() + if tb is None: + return rxns + lines = tb.split('\n') + for line in lines: + if 'No duplicate found for declared duplicate reaction number' in line: + rxns.append(int(line.split()[8])) + return rxns diff --git a/t3/utils/flux.py b/t3/utils/flux.py new file mode 100644 index 000000000..b84aedd02 --- /dev/null +++ b/t3/utils/flux.py @@ -0,0 +1,938 @@ +""" +t3 utils flux module +""" + +from typing import Dict, List, Optional, Set, Tuple + +import os + +import cantera as ct +import matplotlib.pyplot as plt +import numpy as np +import pydot + +from t3.utils.fix_cantera import fix_cantera + + +def generate_flux(model_path: str, + folder_path: str, + observables: List[str], + times: List[float], + composition: Dict[str, float], + T: float, + P: float, + V: Optional[float] = None, + reactor_type: str = 'JSR', + energy: bool = False, + a_tol: float = 1e-16, + r_tol: float = 1e-10, + explore_tol: float = 0.95, + dead_end_tol: float = 0.10, + generate_separate_diagrams_per_observable: bool = False, + display_flux_ratio: bool = True, + display_concentrations: bool = True, + display_r_n_p: bool = True, + scaling: Optional[float] = None, + fix_cantera_model: bool = True, + ): + """ + Generate a flux diagram for a given model and composition. + The flux diagram is generated for a specific time using the given reactor type. + + Args: + model_path (str): The path to the cantera YAML model file. + folder_path (str): The path to the folder in which to save the flux diagrams and accompanied data. + observables (List[str]): The species to generate ROP diagrams for. + times (List[float]): The times to generate flux diagrams for, in seconds. + For a JSR, these times represent residence times. + composition (Dict[str, float]): The composition of the mixture. Keys are species labels as appears in the model, + values are mole fractions. + T (float): The temperature of the mixture, in Kelvin. + P (float): The pressure of the mixture, in bar. + V (Optional[float], optional): The reactor volume in cm^3, if relevant. + reactor_type (str, optional): The reactor type. Supported reactor types are: + 'JSR': Jet stirred reactor, which is a CSTR with constant T/P/V + 'BatchP': An ideal gas constant pressure and constant volume batch reactor + energy (bool, optional): Whether to turn energy equations on (False means adiabatic conditions). + a_tol (float, optional): The absolute tolerance for the simulation. + r_tol (float, optional): The relative tolerance for the simulation. + explore_tol (float, optional): The minimal flux to capture of each species consumption pathway. + dead_end_tol (float, optional): A flux exploration termination criterion. + Don't explore further consumption is lower than this tolerance + times the net rate of production. + generate_separate_diagrams_per_observable (bool, optional): Whether to generate a separate flux diagram for each observable. + display_flux_ratio (bool, optional): Whether to display the flux ratio. + display_concentrations (bool, optional): Whether to display the concentrations. + display_r_n_p (bool, optional): Whether to display the other reactants and products on each arrow. + scaling (Optional[float], optional): The scaling of the final image, 100 means no scaling. + fix_cantera_model (bool, optional): Whether to fix the Cantera model before running the simulation. + + Structures: + profiles: {