diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb index a4e6427..975b38a 100644 --- a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb @@ -112,23 +112,23 @@ "id": "ba4d3e92-38a1-4316-82e5-4a2f0311425c", "metadata": {}, "source": [ - "Starting and initializing the model" + "Years for which PCR-GlobWB needs to simulate the approximation; 2025, 2050, 2075 and 2100." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "6cfa8860-2782-47d1-af1c-aeeafef73561", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152501/pcrglobwb_ewatercycle.ini',\n", - " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152501')" + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_113004/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_113004')" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "fcf19a7a-59e3-41af-9290-990379cbff6d", "metadata": {}, "outputs": [], @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "6f9d70d7-9673-4dfd-bd06-b6f20608a5e8", "metadata": {}, "outputs": [], @@ -165,6 +165,7 @@ "timeseries126 = pd.DataFrame(\n", " index=pd.Index(time126, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", ")\n", + "\n", "recharge126 = pd.DataFrame(\n", " index=pd.Index(time126, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", ")" @@ -172,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "30c0a13d-3c93-434f-8ff6-aedaf80f3dee", "metadata": {}, "outputs": [], @@ -200,38 +201,7 @@ " timeseries126[\"PCRGlobWB: Sonoran Desert\"][time126] = precipitation_at_station126[0] + landsurface_at_station126[0] - evaporation_at_station126[0] \n", " recharge126[\"PCRGlobWB: Sonoran Desert\"][time126] = recharge_at_station126[0]\n", "\n", - " # Show progress\n", - " #print(time126,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" - ] - }, - { - "cell_type": "markdown", - "id": "4da39fec-7b29-4d96-ad91-0659c3cf57f9", - "metadata": {}, - "source": [ - "Approximation of groundwater recharge of SSP1-2.6." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "4861e840-1501-4f93-8070-e69d6f12ab82", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "timeseries126.plot()\n", - "plt.title(\"Approximation Groundwater Recharge\");" + " #print(time126,end='\\r') # \"\\r\" clears the output before printing the next timestamp" ] }, { @@ -244,13 +214,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 33, "id": "64a62425-8a58-455e-a6fd-5c1efef91d90", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAH6CAYAAAA9c/ngAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADMZ0lEQVR4nOzdeXxM5/cH8M+dZDIz2feNCCF2aieK2Pe9ttpptaWqip8qWqqWlqJaRe2lVLVKiyJExL6LfRdiSYIsk32Zmef3R773msk6k9xZkpz365VX6869d55MJsnJec5zHo4xxkAIIYQQQoxKYu4BEEIIIYSUBxR0EUIIIYSYAAVdhBBCCCEmQEEXIYQQQogJUNBFCCGEEGICFHQRQgghhJgABV2EEEIIISZAQRchhBBCiAlQ0EUIIYQQYgIUdJVzmzdvBsdxwoe1tTUqVqyIMWPG4Pnz53nOf/ToESZOnIjq1atDoVDA1tYWderUwezZs3XOHz16tM59bWxsULVqVUybNg1JSUkGjTEzMxM///wzgoOD4ebmBqlUCjc3N7Rt2xa//PILkpOTdc7nOA5z5841+LU4duwYOI7DX3/9Veh533//PTiOw7lz53SOazQauLq6guM43L17V+exrKws2Nraon///jrj1P6ws7NDrVq18PXXXyM1NdXg8ZPiKe77RQyrVq3C5s2bjXJvc35e5vb48WNwHGe01zY/27dvxw8//GCy5zOlypUro2fPnuYeRplgbe4BEMuwadMm1KxZE+np6Th+/DgWLVqE8PBwXL9+HXZ2dgCAffv2YciQIXB3d8fEiRPRsGFDcByH69evY+PGjdi/fz+uXLki3FOhUODo0aMAgMTERPz1119YunQprl27hpCQEL3G9erVK3Tt2hU3btzAqFGjMGnSJHh6eiIuLg5Hjx7F9OnTcfLkSWzdulX8F6UA7dq1AwCEhYWhefPmwvGrV68iISEBdnZ2CAsLQ40aNYTHzp07h/T0dOFa3oABAzB16lQAQEpKCsLDwzFv3jxcu3YNu3btMsFnQ86cOYOKFSua5blXrVoFd3d3jB492izPT8Szfft23LhxA5MnTzb3UIgFo6CLAADq1q2LJk2aAMgJKtRqNb755hvs2bMHw4YNQ2RkJIYMGYLq1asjLCwMTk5OwrXt27fHpEmTsHv3bp17SiQStGjRQvh3165d8ejRIxw+fBiRkZGoUqVKkeMaPnw4rl+/jiNHjqBNmzY6j/Xt2xdz5szBgQMHSvKpG6xhw4ZwdnbGsWPHMGPGDOH4sWPH4Ovri+DgYISFheGjjz7SeQxAnqDLy8tL5zXq2LEjnjx5gm3btiEjIwNyudy4n0wpolaroVKpIJPJRL2v9utPDJOWlgZbW1tzD6NMS09Ph0Kh0Pv80vo1Mdb3t6Wh6UWSL/4X0ZMnTwAAy5YtQ2pqKlatWqUTcPE4jtOZOisIH9jFxsYWee6FCxcQEhKCDz74IE/AxXNzc8Pw4cOLvNeNGzfQp08fuLi4QC6Xo0GDBvj111/zPTcjIwNTpkyBt7c3FAoFgoODdTJ4EokEbdq0walTp6BSqYTjx44dQ9u2bREcHCwEWdqPeXh4oE6dOkWO1cnJCRzHwcrKqsBz9uzZA47jEBoamuex1atXg+M4XLt2DUDOlPCQIUPg6+sLmUwGLy8vdOjQAREREYWO4+LFixgyZAgqV64MhUKBypUr49133xXeEzx+ivrw4cMYM2YMXF1dYWdnh169euHRo0c657Zt2xZ169bFiRMn0KJFCygUClSoUAFffvkl1Gq1cB4/PbR48WLMnz8fVapUgUwmQ1hYGADg33//RVBQEGxtbeHg4IBOnTrhzJkzwvU7duwAx3FYuXKlzvPPmTMHVlZWOHz4sHAs9zQc//kcPXoU48aNg5ubGxwdHTFy5EikpqYiJiYGgwYNgrOzM3x8fDBt2jRkZ2frPM/XX3+N5s2bw9XVFY6OjmjUqBE2bNgAxphwTuXKlXHz5k2Eh4cLU8yVK1cWHk9KSsK0adNQpUoV2NjYoEKFCpg8eXKeqeekpCRhnPb29ujatSvu3btX2JdWx82bN9G5c2fY2trCw8MDH3/8Mfbv3w+O43Tex/zX7vjx42jZsiVsbW0xduxYAEBUVBSGDx8OT09PyGQy1KpVC0uXLoVGoxGu56fvc39v5DcVOHr0aNjb2+PBgwfo3r077O3t4efnh6lTpyIzM1Pn+hcvXmDQoEFwcHCAk5MTBg8ejJiYGJ1z+M/nwoULwrFdu3aB4zj06NFD59z69evjnXfeEf79888/o02bNvD09ISdnR3q1auHxYsX63zN27Zti/379+PJkyc6JQO8rKwszJ8/HzVr1oRMJoOHhwfGjBmDV69e6Tw3P433999/o2HDhpDL5fj666/z+7IV+TXR9/2j0Wjw008/oUGDBlAoFHB2dkaLFi3w77//5nm+gwcPolGjRlAoFKhZsyY2btyo8/irV68wYcIE1K5dG/b29vD09ET79u1x4sQJnfOK+v7+559/UL9+fchkMgQEBGDFihWYO3euzmsKAIwxrFq1Shi7i4sLBgwYkOfnjkVhpFzbtGkTA8AuXLigc3zFihUMAFu7di1jjLHq1aszLy8vve87atQoZmdnl+f4gAEDmLW1NYuNjS3yHgsWLGAA2KFDh/R+XsYYA8DmzJkj/PvOnTvMwcGBVa1alW3ZsoXt37+fvfvuuwwA++6774TzwsLCGADm5+fH+vTpw/bu3ct+++03Vq1aNebo6MgePnwonLt8+XIGgJ0+fZoxxpharWbOzs7sl19+Ybdv32YA2M2bNxljjGVmZjKFQsEGDhyYZ5wTJkxg2dnZLDs7myUkJLA9e/YwBwcHNmzYsEI/x+zsbObp6Znvec2aNWONGjUS/l2jRg1WrVo1tnXrVhYeHs527drFpk6dysLCwgp9jj///JN99dVXbPfu3Sw8PJzt2LGDBQcHMw8PD/bq1SvhPP495Ofnx8aOHcsOHDjA1q5dyzw9PZmfnx9LSEgQzg0ODmZubm7M19eX/fjjj+zQoUNs0qRJDAD7+OOPhfMiIyMZAFahQgXWrl079tdff7GQkBAWGRnJtm3bxgCwzp07sz179rA//viDNW7cmNnY2LATJ04I9/joo4+YjY2N8N4ODQ1lEomEzZ49O8/XQfv9wn8+VapUYVOnTmUhISHsu+++Y1ZWVuzdd99ljRo1YvPnz2eHDx9mn3/+OQPAli5dqnPP0aNHsw0bNrDDhw+zw4cPs2+++YYpFAr29ddfC+dcvnyZBQQEsIYNG7IzZ86wM2fOsMuXLzPGGEtNTWUNGjRg7u7ubNmyZezIkSNsxYoVzMnJibVv355pNBrGGGMajYa1a9eOyWQytmDBAhYSEsLmzJnDAgIC8nxe+Xnx4gVzc3NjlSpVYps3b2b//fcfGzFiBKtcuTIDoPMeCQ4OZq6urszPz4/99NNPLCwsjIWHh7OXL1+yChUqMA8PD7ZmzRp28OBBNnHiRAaAjR8/Xrie//7K/b7jv9abNm0Sjo0aNYrZ2NiwWrVqse+//54dOXKEffXVV4zjOJ3XMC0tjdWqVYs5OTmxn376SXg/VapUSeeeycnJTCqVsoULF+q8PxQKBbOzs2NZWVmMMcZiY2MZx3Fs1apVwnmfffYZW716NTt48CA7evQoW758OXN3d2djxowRzrl58yZ7++23mbe3t/C1PHPmDGMs52dD165dmZ2dHfv666/Z4cOH2fr161mFChVY7dq1WVpamnAff39/5uPjwwICAtjGjRtZWFgYO3/+fIFfv4K+Jvq+fxhjbMSIEYzjOPb++++zf/75hx04cIAtWLCArVixQmdcFStWZLVr12Zbtmxhhw4dYgMHDmQAWHh4uHDenTt32Pjx49mOHTvYsWPH2L59+9h7773HJBKJzte9sO/vAwcOMIlEwtq2bct2797N/vzzT9a8eXPhPalt3LhxTCqVsqlTp7KDBw+y7du3s5o1azIvLy8WExNT4OtmThR0lXP8L5izZ8+y7OxslpyczPbt28c8PDyYg4OD8MaVy+WsRYsWet+XD7r4gOL169ds9erVTCKRsJkzZ+p1j48++ogBYHfu3NE5rtFohPtmZ2czlUql83juXzZDhgxhMpmMRUVF6ZzXrVs3ZmtryxITExljb34pNGrUSOeH0uPHj5lUKmXvv/++cCwiIoIBEH6IX7p0SWesXl5ebOXKlYwxxsLDwxkAnR/k/Djz++jWrRtLSUkp8vWZMmUKUygUwvgZY+zWrVsMAPvpp58YY4y9fv2aAWA//PBDkfcrikqlYikpKczOzk7nBzL/HurXr5/O+adOnWIA2Pz584VjwcHBDAD7559/dM4dN24ck0gk7MmTJ4yxNz+Uq1atKvxCZCznF5ivry+rV68eU6vVwvHk5GTm6enJWrZsKRzLyMhgDRs2ZFWqVGG3bt1iXl5eLDg4uMj3C//5fPLJJzrn9e3blwFgy5Yt0zneoEEDnSA3N7VazbKzs9m8efOYm5ubznurTp06LDg4OM81ixYtYhKJJM8fQ3/99RcDwP777z/GGGMHDhxgAHS+Hoy9+YOlqKDr//7v/xjHccIfCLwuXbrkG3QBYKGhoTrnzpgxgwFg586d0zk+fvx4xnEcu3v3LmPM8KALANu5c6fOud27d2c1atQQ/r169eoC30+579mqVSvWvn174d/VqlVj//d//8ckEokQOPAB/b179/J5td58Lbds2cKsrKxYfHy88FiPHj2Yv79/nmt+//13BoDt2rVL5/iFCxfy/Fzw9/dnVlZWwmtWlIK+Jvq+f44fP84AsFmzZhX6PP7+/kwulwvfn4wxlp6ezlxdXdmHH35Y4HUqlYplZ2ezDh066Px8KOj7mzHGmjZtyvz8/FhmZqZwLDk5mbm5uekEXWfOnMn3D56nT58yhULBpk+fXujnZC40vUgA5EwnSqVSODg4oGfPnvD29saBAwfg5eVV7HumpqZCKpVCKpXC3d0d48ePx+DBg7FgwQLhHMYYVCqVzkdR/vnnH+G+Uqk03+lObUePHkWHDh3g5+enc3z06NFIS0vTmZYCgKFDh+qksf39/dGyZUsh9Q3kTEG4ubkJUyXHjh2Dt7e3UDzfpk0b4fyC6rkAYNCgQbhw4QIuXLiA48eP48cff8TFixfRtWvXPNMouY0dOxbp6en4448/hGObNm2CTCbD0KFDAQCurq6oWrUqlixZgmXLluHKlSs6Uz6FSUlJweeff45q1arB2toa1tbWsLe3R2pqKm7fvp3n/GHDhun8u2XLlvD399d53QDAwcEBvXv31jk2dOhQaDQaHD9+XOd47969IZVKhX/fvXsXL168wIgRIyCRvPnxZW9vj3feeQdnz55FWloaAEAmk2Hnzp2Ii4tDo0aNwBjD77//Xui0rbbcq7Vq1aoFAHmmo2rVqpVnyvXo0aPo2LEjnJycYGVlBalUiq+++gpxcXF4+fJlkc+9b98+1K1bFw0aNND53ujSpYvOFB3/2uZ+7fmvf1HCw8NRt25d1K5dW+f4u+++m+/5Li4uaN++fZ7PtXbt2mjWrJnO8dGjR4MxJiymMRTHcejVq5fOsfr16+u81mFhYQW+n3Lr0KEDTp06hfT0dDx58gQPHjzAkCFD0KBBA2G6+ciRI6hUqRICAwOF665cuYLevXvDzc1N+FqOHDkSarVar2ncffv2wdnZGb169dL5WjZo0ADe3t55plvr16+P6tWrF3lfXn5fE33fP3w97Mcff1zk8zRo0ACVKlUS/i2Xy1G9evU87/01a9agUaNGkMvlsLa2hlQqRWhoaL4/M3J/f6empuLixYvo27cvbGxshOP29vZ53gv79u0Dx3EYPny4zufo7e2Nt956K8/raiko6CIAgC1btuDChQu4cuUKXrx4gWvXruHtt98WHq9UqRIiIyMNuqdCoRACir1796Jt27b4/fff8e233wrn/PrrrzoBlPY3IP8Nnvubum3btsJ99VnGHBcXBx8fnzzHfX19hce1eXt75znX29tb5zyO4xAcHIxTp04hOzsbYWFhCA4OFh4PDg5GeHg4GGMICwuDt7c3atasmee+Hh4eaNKkCZo0aYLWrVvjk08+wY8//oiTJ08Wudy9Tp06aNq0KTZt2gQgpxD1t99+Q58+feDq6iqMMzQ0FF26dMHixYvRqFEjeHh4YNKkSXlabeQ2dOhQrFy5Eu+//z4OHTqE8+fP48KFC/Dw8EB6enq+r1FRrxuAfAN5/trc5+b+uvGPF/T11Gg0SEhIEI5Vq1YNrVu3RkZGBoYNG5bvdQXhX0Me/0sgv+MZGRnCv8+fP4/OnTsDANatW4dTp07hwoULmDVrFgDk+9rlFhsbi2vXruX53nBwcABjDK9fvwaQ83pYW1vDzc1N5/r8vhb5iYuLy/frUdAfW/m9foZ+f+nL1tY2z0ISmUym81oXNP78Pv+OHTsiMzMTJ0+exOHDh+Hu7o6GDRuiY8eOOHLkCAAgNDQUHTt2FK6JiopC69at8fz5c6xYsQInTpzAhQsX8PPPPwPQ/2uZmJgIGxubPF/PmJgY4WvJM+Q9WtD5+r5/Xr16BSsrK73eL7nfY0DO10P7NVi2bBnGjx+P5s2bY9euXTh79iwuXLiArl275vta5R57QkICGGN6vSdjY2OFc3N/nmfPns3zuloKWr1IAOT8tc4XueenS5cu+Omnn3D27Fm9V3tJJBKde3bq1AmNGzfG119/jWHDhsHPzw+9evXSKW7V1qlTJ8ycORP//vuv8EsMAJydnYX75veDIDc3NzdER0fnOf7ixQsAgLu7u87x3EW4/LHcz9WuXTv8/fffOHfuHE6cOIFFixYJjwUHB+P169e4dOkSzp49i379+hU5Tl79+vUB5LSgKMqYMWMwYcIE3L59G48ePUJ0dDTGjBmjc46/vz82bNgAALh37x527tyJuXPnIisrC2vWrMn3vkqlEvv27cOcOXN0VmhmZmYiPj4+32sKet2qVaumcyy/RRT8tblf49yFs/zjBX09JRIJXFxchGPr16/H/v370axZM6xcuRKDBw/WafNhDDt27IBUKsW+fft0goY9e/bofQ93d3coFIo8hcrajwM5r4dKpUJcXJzOa5ff1yI/bm5uhX49csv99eDvoc/3F/9a5M7gluSXo5ubG86fP5/neH7jb968Oezt7XHkyBE8fvwYHTp0AMdx6NChA5YuXYoLFy4gKipKJ+jas2cPUlNT8ffff8Pf3184XtQiFG3u7u5wc3PDwYMH833cwcFB59/5vcaFye98fd8/Hh4eUKvViImJMTjYy89vv/2Gtm3bYvXq1TrHC/oDL/fYXVxcwHGcXu9Jd3d3cByHEydO5Lvi0VJXQVKmi+jls88+g52dHSZMmAClUpnnccZYnpYRuclkMvz888/IyMjA/PnzAeT80OQzPfwHr0mTJujcuTPWrVuXZ/WLITp06ICjR48KvwR4W7Zsga2tbZ4g8vfff9dZZfbkyROcPn0abdu21TmPny5cvnw5lEqlzuN16tSBm5sbFi1ahIyMjHynFgvC/0D39PQs8tx3330XcrkcmzdvxubNm1GhQgWdADW36tWrY/bs2ahXrx4uX75c4Hkcx4ExlucH1/r163VWGWrbtm2bzr9Pnz6NJ0+e5HndkpOT86yM2r59u7AqtDA1atRAhQoVsH37dp2vUWpqKnbt2iWsaASA69evY9KkSRg5ciROnDiB+vXrY/DgwTqZMGPgmwxrT2Omp6fn20sud6aA17NnTzx8+DDf748mTZoIqxz591Xu13779u16jTU4OBg3btzArVu3dI7v2LFDr+uBnO+vW7du5Xk/bdmyBRzHCWPkx8yvquXlt0pOX+3atSvw/ZSbVCpFmzZtcPjwYRw9ehSdOnUCALRu3RrW1taYPXu2EITx+KBA+/uAMYZ169bluX9hX8u4uDio1ep8v5ba/fzEou/7p1u3bgCQJ0gqLo7j8vzMuHbtWp4SjoLY2dmhSZMm2LNnD7KysoTjKSkp2Ldvn865PXv2BGMMz58/z/dzrFevXsk/ISOgTBfRS5UqVbBjxw4MHjwYDRo0EJqjAsCtW7ewceNGMMaKzOgEBweje/fu2LRpE2bMmFFkr67ffvsNXbp0QceOHTF69Gh06dIFnp6eSEpKwrVr13DkyBE4OjoWeo85c+Zg3759aNeuHb766iu4urpi27Zt2L9/PxYvXpynJuzly5fo168fxo0bB6VSiTlz5kAul+OLL77QOa9OnTrw9PTE7t274eHhIdT8ADk/fNq0aSMEogUFXbGxsTh79iyAnFYVERERmD9/PpydnfNkrPLj7OyMfv36YfPmzUhMTMS0adN0ap2uXbuGiRMnYuDAgQgMDISNjQ2OHj2Ka9eu6WSwcnN0dESbNm2wZMkSuLu7o3LlyggPD8eGDRvg7Oyc7zUXL17E+++/j4EDB+Lp06eYNWsWKlSogAkTJuic5+bmhvHjxyMqKgrVq1fHf//9h3Xr1mH8+PE6NSP5kUgkWLx4MYYNG4aePXviww8/RGZmJpYsWYLExERh6jo1NRWDBg1ClSpVsGrVKtjY2GDnzp1o1KgRxowZY1DWyVA9evTAsmXLMHToUHzwwQeIi4vD999/n+9f3vXq1cOOHTvwxx9/ICAgAHK5HPXq1cPkyZOxa9cutGnTBp999hnq168PjUaDqKgohISEYOrUqWjevDk6d+6MNm3aYPr06UhNTUWTJk1w6tQpvZsFT548GRs3bkS3bt0wb948eHl5Yfv27bhz5w4A6LyXCvLZZ59hy5Yt6NGjB+bNmwd/f3/s378fq1atwvjx44X6JG9vb3Ts2BGLFi2Ci4sL/P39ERoair///tuAV1fXyJEjsXz5cowcORILFixAYGAg/vvvPxw6dCjf8zt06CA0I+YzWgqFAi1btkRISAjq16+v88dOp06dYGNjg3fffRfTp09HRkYGVq9enW/gXq9ePfz9999YvXo1GjduLGT6hwwZgm3btqF79+749NNP0axZM0ilUjx79gxhYWHo06ePQZlwfej7/mndujVGjBiB+fPnIzY2Fj179oRMJsOVK1dga2uLTz75xKDn7dmzJ7755hvMmTMHwcHBuHv3LubNm4cqVaroVa8LAPPmzUOPHj3QpUsXfPrpp1Cr1ViyZAns7e11suxvv/02PvjgA4wZMwYXL15EmzZtYGdnh+joaJw8eRL16tXD+PHjDRq/SZiheJ9YkIJaRhTk4cOHbMKECaxatWpMJpMxhULBateuzaZMmcIiIyOF8wpqGcEYY9evX2cSiURnyXVhMjIy2E8//cRatWrFnJ2dmbW1NXN1dWWtW7dm3333HYuLi9M5H/ms2rp+/Trr1asXc3JyYjY2Nuytt97SWdnE2JvVVVu3bmWTJk1iHh4eTCaTsdatW7OLFy/mO7ZBgwYxAGzAgAF5Hvvhhx+EZdH5Qa5Vi1KplAUEBLAxY8awBw8e6PXaMMZYSEiIcI/cq65iY2PZ6NGjWc2aNZmdnR2zt7dn9evXZ8uXL8+zii+3Z8+esXfeeYe5uLgwBwcH1rVrV3bjxg3m7+/PRo0aJZzHv4dCQkLYiBEjmLOzM1MoFKx79+7s/v37OvcMDg5mderUYceOHWNNmjRhMpmM+fj4sJkzZ7Ls7GzhPH5105IlS/Id2549e1jz5s2ZXC5ndnZ2rEOHDuzUqVPC48OHD2e2trZ5VuX9+eefDABbvny5cCz3+6Wg74k5c+YwADrtMhjL/72+ceNGVqNGDSaTyVhAQABbtGgR27BhAwOg833y+PFj1rlzZ+bg4MAA6Kx+S0lJYbNnz2Y1atRgNjY2zMnJidWrV4999tlnOsvhExMT2dixY5mzszOztbVlnTp1Ynfu3NFr9SJjjN24cYN17NiRyeVy5urqyt577z3266+/MgDs6tWrwnn81y4/T548YUOHDmVubm5MKpWyGjVqsCVLluisMGWMsejoaDZgwADm6urKnJyc2PDhw9nFixfzXb2Y388P/mugjX+f2tvbMwcHB/bOO++w06dP57knY4xdvXqVAWCBgYE6x/nVnlOmTMnznHv37mVvvfUWk8vlrEKFCuz//u//hFWj2isx4+Pj2YABA5izszPjOE5nnNnZ2ez7778X7mNvb89q1qzJPvzwQ53vEX9/f9ajR498X+P8FPY10ff9o1ar2fLly1ndunWF84KCgtjevXuLHFdwcLDO6tvMzEw2bdo0VqFCBSaXy1mjRo3Ynj172KhRo3Te20V9f+/evZvVq1eP2djYsEqVKrFvv/2WTZo0ibm4uOQ5d+PGjax58+bMzs6OKRQKVrVqVTZy5MgCf2abG8eYVo6eEEIMtHnzZowZMwYXLlwotC4QyFkE8fr1a9y4ccNEoyPF8cEHH+D3339HXFyczioyQswhOzsbDRo0QIUKFfTeQs5S0fQiIYSUY/PmzYOvry8CAgKE2pn169dj9uzZFHARs3jvvffQqVMn+Pj4ICYmBmvWrMHt27exYsUKcw+txCjoIoSQckwqlWLJkiV49uwZVCoVAgMDsWzZMnz66afmHhopp5KTkzFt2jS8evUKUqkUjRo1wn///aezsrS0oulFQgghhBAToJYRhBBCCCEmQEEXIYQQQogJUNBFCCGEEGICVEhvQTQaDV68eAEHBweDt4IghBBCiHkwxpCcnAxfX99CmwpT0GVBXrx4AT8/P3MPgxBCCCHF8PTpU1SsWLHAxynosiD8xqdPnz4tcmsbQgghhFiGpKQk+Pn55dnAPDcKuiwIP6Xo6OhIQRchhBBSyhRVGkSF9IQQQgghJkBBFyGEEEKICVDQRQghhBBiAhR0EUIIIYSYAAVdhBBCCCEmQEEXIYQQQogJUNBFCCGEEGICFHQRQgghhJgABV2EEEIIISZAQRchhBBCiAmUuqBr1apVqFKlCuRyORo3bowTJ04Uen54eDgaN24MuVyOgIAArFmzJs85u3btQu3atSGTyVC7dm3s3r3b4OdljGHu3Lnw9fWFQqFA27ZtcfPmzZJ9soQQQggpM0pV0PXHH39g8uTJmDVrFq5cuYLWrVujW7duiIqKyvf8yMhIdO/eHa1bt8aVK1cwc+ZMTJo0Cbt27RLOOXPmDAYPHowRI0bg6tWrGDFiBAYNGoRz584Z9LyLFy/GsmXLsHLlSly4cAHe3t7o1KkTkpOTjfeCEEIIIaTU4BhjzNyD0Ffz5s3RqFEjrF69WjhWq1Yt9O3bF4sWLcpz/ueff45///0Xt2/fFo599NFHuHr1Ks6cOQMAGDx4MJKSknDgwAHhnK5du8LFxQW///67Xs/LGIOvry8mT56Mzz//HACQmZkJLy8vfPfdd/jwww/1+vySkpLg5OQEpVIp2obXjAFpaaLcihBCCCn1bG2BIvalNpi+v7+txX1a48nKysKlS5cwY8YMneOdO3fG6dOn873mzJkz6Ny5s86xLl26YMOGDcjOzoZUKsWZM2fw2Wef5Tnnhx9+0Pt5IyMjERMTo/NcMpkMwcHBOH36dIFBV2ZmJjIzM4V/JyUlFfIKFE9aGmBvL/ptCSGEkFIpJQWwszPPc5ea6cXXr19DrVbDy8tL57iXlxdiYmLyvSYmJibf81UqFV6/fl3oOfw99Xle/r+GjA0AFi1aBCcnJ+HDz8+vwHMJIYQQUrqVmkwXj8uVE2SM5TlW1Pm5j+tzT7HO0fbFF19gypQpwr+TkpJED7xsbXOiemJ+Ko0KHDhYSazMPRRCRKHWqOn9TEodW1vzPXepCbrc3d1hZWWVJ3P08uXLPBkmnre3d77nW1tbw83NrdBz+Hvq87ze3t4AcjJePj4+eo0NyJmClMlkBT4uBo4zXxqVvJGYkYi6v9RFdbfqODrqqLmHQ4hBEjMScfPlTdx8dRM3Xt4QPl6lvYKjzBFuCje42brp/Nfd1h0Daw9ELY9a5h4+IRaj1ARdNjY2aNy4MQ4fPox+/foJxw8fPow+ffrke01QUBD27t2rcywkJARNmjSBVCoVzjl8+LBOXVdISAhatmyp9/NWqVIF3t7eOHz4MBo2bAggpxYsPDwc3333nQifPSntjj0+hufJz/E8+TkiEyJRxaWKuYdESIES0hOw584e7L6zG1diruBZ0rMCz03KTEJSZhIiEyPzPLbk9BL8N/Q/tPZvbczhElJqlJqgCwCmTJmCESNGoEmTJggKCsLatWsRFRWFjz76CEDOdN3z58+xZcsWADkrFVeuXIkpU6Zg3LhxOHPmDDZs2CCsSgSATz/9FG3atMF3332HPn364J9//sGRI0dw8uRJvZ+X4zhMnjwZCxcuRGBgIAIDA7Fw4ULY2tpi6NChJnyFiKU6FXVK+P/QyFC87/K+GUdDSF6JGYn4584/2HlrJw4/PIxsTbbO4xUdK6KuZ13U9aib81/PuqjoWBGJGYmIS49DXFqc8N/49HgcfXwUZ5+dRddtXbHv3X1oV6WdmT4zQiwIK2V+/vln5u/vz2xsbFijRo1YeHi48NioUaNYcHCwzvnHjh1jDRs2ZDY2Nqxy5cps9erVee75559/sho1ajCpVMpq1qzJdu3aZdDzMsaYRqNhc+bMYd7e3kwmk7E2bdqw69evG/S5KZVKBoAplUqDriOWL2h9EMNcMMwFG/LXEHMPhxDGGGPxafFs69WtrNf2XszmGxvhPYq5YPVX12ffhH/DTj45yRLSEwy+d1pWGuuytQvDXDDFfAU7/PCw+J8AIRZC39/fpapPV1lnjD5dxPwyVBlw+tYJWeosAICHrQdipsVAwpWaxcOkjMhWZ+Pc83MIeRiCw48O4/zz89AwjfB4HY86GFRnkGi1WBmqDAzYOQD77++HzEqGPUP2oGu1riW+LyGWpsz16SKktLr44iKy1FnwsPVAWnYaXqW9wvXY63jL+y1zD42UAw/jH+Lgg4MIeRSCsMgwJGfp7pJRx6MOBtQegIG1B6KOZx1Rn1tuLceuQbsw+K/B+OfuP+izow92DdqFntV7ivo8hJQWFHQRYmR8PVerSq2QocrAgQcHEBoZSkEXMRoN0+Dgg4NYfnY5jjw6ovOYm8INnap2QueAzuhUtRMqOlY06lhk1jLsHLgT7+56F3/f/hv9/+iPnQN3om/NvkZ9XkIsEQVdhBjZqac5Qdfbfm+D4zgceHAARx4dwZSgKUVcSYhhUrNSseXqFqw4twJ34+4CACScBK0rtUaXql3QuWpnNPRpaPKpbRsrG+x4ZweG7x6OnTd3YuCfA/H7O79jQO0BJh0HIeZGQRchRsQYw+mnOdtFvV3pbSisFQCA40+OI0udBRsrG3MOj5QRT5VP8fOFn7H20lokZCQAABxljni/4fuY2GyiRbQokVpJsa3/NlhLrLH9+nYM+WsIjo85jpZ+Lc09NEJMhoIuQozobtxdxKXHQW4tRyOfRrCWWMPD1gOv0l7h3LNz1L+IFEtadhrOPTuHE1EncCLqBMIiw6BmagBAVZeq+LT5pxjdYDQcZA5mHqkua4k1tvTdgmx1Nv689Sc+O/QZzrx3hhaVkHKDgi5CjIiv52rq21TIarWv0h5/3PwDRx4doaCL6CU+PR4no07ixJOcIOtS9CWoNCqdc9pVbofJLSajR2APi96ax0pihR+7/YgDDw7g/PPz+OPGH3i33rvmHhYhJkFBFyFGpF3PxesY0BF/3PwDoZGh+Lrd1+YaGikFIhMiMf/4fPx69Vchk8Wr4FABrf1bo5VfK7Sv0r5Ubbfjbe+Nz9/+HF+GfYkvQr9Av1r9ILeWm3tYhBgdBV2EGJF2PRevY0BHAMC55+eQnJlscVNAxPwiEyKx4MQC/Hr1VyGjVcu9FlpXao1WlVqhtX9r+Dv5g+M4M4+0+KYETcGai2vwRPkEK86uwOetPjf3kAgxOppIJ8RIXqe9FlaQaRcLV3aujACXAKg0Khx/ctxcwyMW6HHiY4z7dxyqr6yODVc2QKVRoUvVLjjz3hnc+vgWfun1C0a8NQKVnSuX6oALAGyltljYYSEAYOHJhXiV+srMIyLE+CjoIsRI+CxXLfdacFW46jzWsUpOtit3DyVSPkUpo/Dh3g8R+FMg1l9ZD5VGhc5VO+P02NM4OPwgWlRsYe4hGsXw+sPR0LshkjKT8HU4TbWTso+CLkKMhC+i167n4nUI6AAgZ/NrUn69TnuNzw5+hsCfArH28lqoNCp0CuiEU2NP4dDwQwjyCzL3EI1KwkmwtPNSAMCai2tw5/UdM4+IEOOioIsQIxGK6CvlDbraV2kPALj+8jpiUmJMOi5ifilZKfgm/BsErAjAD+d+QJY6C+0qt8OJMScQMiKkXPWualelHXpV7wU1U2P64enmHg4hRkVBFyFGkKnKxMUXFwHkn+lyt3VHA+8GAICjkUdNOTRiRlnqLPx8/mdU+7Eavjr2FZKzktHQuyEODT+E0JGhaFWplbmHaBaLOy2GFWeFvff2IiwyzNzDIcRoKOgixAguRV9CpjoTHrYeqOZaLd9z+Lqu0Ec0xVjWZagysO3aNtT6uRYmHpiI2NRYVHWpit/f+R0XP7iIzlU7l/rC+JKo6V4THzb+EAAwNWQqNExj5hERYhwUdBFiBEI9V6W3C/xlyreOOBJ5BIwxk42NmEZcWhy2XN2Cd3a+A/fF7hi+ezgeJTyCl50Xfu7+M259fAtD6g6hbuz/M7ftXDjKHHEl5gp+u/abuYdDiFFQny5CjCC/pqi5tarUClKJFFHKKDxMeFhgRoyUHg/jH+Kfu//gn7v/4GTUSZ2MTQWHCvioyUeY3GIy7G3szThKy+Rh54GZrWZiRugMzAydiQG1B8BWamvuYREiKgq6CBGZzibXhQRddjZ2aOnXEuFPwnHk0REKuiyYhmnw791/sTliM+LT45GuSkeGKgPp2Tn/zVBlIF2VjrTsNJ3r6nvVR58afdCnRh808mlUrqcQ9fFpi0+x6uIqRCmj8MHeDzDqrVFoXrE5HGWO5h4aIaKgoIsQkd2Pv49Xaa8gs5KhkU+jQs/tUKWDEHR91OQjE42Q6CtbnY0dN3bg21Pf4tarW0Web8VZIbhyMPrU6IPeNXqjsnNl4w+yDJFby/Fth28x9O+h2HZ9G7Zd3wYOHOp61kVQxSC09GuJIL8gBLoGUgBLSiUKuggRGV/P1cS3CWTWskLP7RjQEV8d+wphj8Og1qjz3ag4NSsVS88shbPcGeObjIfUSmqUcZM30rPTsSliE5acXoLHiY8BAI4yR4xvMh5NfZtCbi2H3FoOhVTx5v+tFXC3dadtnUqIr3P75+4/OPPsDB4nPsb1l9dx/eV1rL28FgDg5+iHsFFhqOpa1cyjJcQwFHQRIjJ96rl4TSs0hYONA+LT4xERE4HGvo11Hg+LDMN7/76HyMRIAMC6y+uwtufaMt8001ySMpOw+sJqLD+7HLGpsQAAD1sPfNbiM0xoOgFOciczj7Ds4zgOg+sOxuC6gwEA0cnROPPsDM48PYMzz87gwosLeJr0FCEPQzDedbyZR0uIYWjZDCEiy2+T64JYS6zRtnJbALrd6VOyUvDx/o/Rfkt7RCZGws/RD+627rjx8gbe3vg2xu8bj8SMRGMMv9z6+/bfqLGyBmaEzkBsaiwqOVXCT91+wuPJj/FF6y8o4DITHwcf9K/VH0s6L8HJsSfxfsP3AQDPk5+beWSEGI6CLkJEFJ8ej9uvbwOA3l3FhdYR/9uHMfRRKOqtrodVF1cBAD5s/CFuTLiB2x/fxugGo8HAsObSGtT6uRZ23txJ7SZKKDYlFgP/HIh3dr6DmJQYVHOths19NuPBJw8wsdlEWkFnYSo6VgQAPEt6ZuaREGI4CroIERGf5arhVgPutu56XdOhSs4+jCeiTuDDvR+i49aOeJz4GP5O/jg84jDW9FwDR5kj3G3dsanPJoSNCkN1t+qISYnB4L8Go+fvPYW6I6I/xhi2Xt2K2qtq469bf8GKs8LMVjNxffx1jGowimrnLFQFxwoAKNNFSicKuggRUWGbXBektkdteNt7I0OVIRQKT2gyAdfHXxeyYNraVm6Lqx9dxZzgObCxssF/9/9DnVV1hEwZKVqUMgo9tvfAyD0jEZ8ejwbeDXBh3AUs6LAAcmu5uYdHCkGZLlKaUdBFiIgK2+S6IBzHoVu1bgCAKs5VcHTkUfzc4+dCV8HJreWY23Yurn50Fa0rtUZadhqG/z0cL1NfluwTKOMYY1h9YTXqrKqDAw8OwMbKBgvaL8D598+joU9Dcw+P6KGCw/8yXUmU6SKlDwVdhIgkS52FCy8uADAs0wUASzotwfb+23Ft/DW0q9JO7+tqutdEyIgQ1PWsi9jUWLz373tU41UADdPgo30fYcJ/E5CSlYKgikGI+DACM1vPpKnEUoSfXkzOSkZSZpKZR0OIYSjoIkQkl6MvI0OVAXdbd1R3q27QtW62bni33rvF2h5Gbi3H9v7bIbOSYd+9fVh9cbXB9yjrGGP4eP/HWHt5LThwWNp5KU6MOYFaHrXMPTRiIHsbezjJclaSUraLlDYUdBEigmx1Nvbc2QMgZ9Wiqbtl1/Oqh+86fgcAmBoyVa/u6eUFYwwT/5uINZfWgAOHX/v+iilBU/JtREtKB6rrIqUVBV2EFFNSZhJ23tyJYX8Pg8cSD3x3KifoaeXXyizj+aT5J+hStQsyVBkYumsoMlWZZhmHJWGMYdKBSVh1cRU4cNjUZxNGvDXC3MMiJURBFymtqCM9IQaITYnF7ju78c/df3A08iiy1FnCY552nuhXsx/eb/S+WcYm4STY1GcT6q+pj6uxVzHr6Cx83/l7s4zFEjDG8Nmhz7Dywkpw4LCh9waMajDK3MMiIhCK6altBCllKOgiRE+nn55G562dkZqdKhwLdA1E35p90bdmXzSv0NzsU1Y+Dj7Y2Hsjeu/ojaVnlqJrta75tp0o6xhjmHJoClacWwEAWNdrHcY0HGPmURGxUKaLlFYUdBGih7uv76LX772Qmp2Kup51MbTuUPSt2Rc13WuavH6rKL1q9ML4JuOx+uJqjNw9EtfHX4ebrZu5h2UyjDFMC5mGH879AABY23Mt3mv0nnkHRURFDVJJaUVBFyFFiE2JRbdt3RCfHo+mvk0RNioMdjZ25h5Wob7v/D3CHofhzus7GLd3HHYN2mVxwaExPE58jPnH52PDlQ0AgF96/oJxjceZeVREbJTpIqUVFdITUoiUrBT02N4DkYmRCHAJwL6h+yw+4AIAW6kttvffDqlEit13dgtBSFmkYRocenAIvX/vjYAVAcLnurrHanzQ+AMzj44YAzVIJaUVBV2EFEClUWHwX4NxKfoS3BRuODjsIDztPM09LL019GmIhR0WAgCmhUyDSqMy84jElZCegOVnlqPGyhrouq0r9t7bCwaGjgEdcWDYAXzU5CNzD5EYCZ/pepX2ilbpklKFphcJyQdjDOP3jcd/9/+DwlqBfUP3IdAt0NzDMtiUoCn45vg3UGYqcfvVbdTzqmfuIZVYQnoCPj/yOX679hvSVekAAEeZI0a/NRrjm45HTfeaZh4hMTZXhStkVjJkqjPxIvkFqrhUMfeQCNELZboIycf84/Ox/sp6SDgJdgzYgRYVW5h7SMUi4SRo6J2zp+Dl6MtmHk3JMcYw9O+hWHd5HdJV6ajnWQ9reqzB8ynPsaLbCgq4ygmO46iui5RKFHQRksvmiM346thXAICV3Vaid43eZh5RyTTyaQSgbARdP1/4GQcfHITcWo6Q4SG4+tFVfNjkw2Jtn0RKNwq6zGvnzZ3Ydm2buYdR6tD0IiFajjw6gnF7c1a7zXh7BsY3HW/mEZWcEHTFlO6g69arW/i/w/8HAFjccTE6Ve1k5hERc6K2EeaTpc7CiN0joNao0admH/qjxwCU6Srn0rPTMePIDJx5esbcQzG7TFUmxu0dB5VGheH1hwtF6KUdH3Rdib4CDdOYeTTFk6nKxLC/hyFDlYGu1bpiYrOJ5h4SMbOKDpTpMpf07HRkqbOgZmokZyabezilCgVd5dyhh4fw3anvMOvoLHMPxex+ufQLHic+ho+9D37p+UuZ6WtVw60GFNYKpGan4n7cfXMPp1i+DPsSETERcLd1x6Y+m8rM14YUH2W6zCdDlSH8f1p2mhlHUvpQ0FXOJaQnAMhZel2eJWcmY/7x+QCAuW3nwlZqa+YRicdKYoUG3g0AAJeiL5l3MMUQFhmG70/n7CG5vtd6eNt7m3lExBJQTZf5ZKrftOmgoMswFHSVc/w3jDJDaeaRmNfSM0vxKu0VqrtVx9iGY809HNGV1mL6hPQEjNwzEgwM4xqNQ5+afcw9JGIhqEGq+VCmq/go6Crn+M2blZnlN+iKTYkVMikL2i+AtaTsrS8pjUEXYwzj94/Hs6RnCHQNxPIuy809JGJB+EzXi+QXUGvUZh5N+aLdkJbvlUf0Q0FXOcf/lZKcmVxqi6xLav7x+UjNTkWzCs3wTq13zD0co2js0xhATtDFGDPzaPTz27Xf8MfNP2DFWWFb/22lYvslYjpe9l6QcBKomRovU1+aezjlCmW6io+CrnIuNSsn08XAkJSZZObRmN7D+If45dIvAIBvO3xbZgu0a3vUho2VDZSZSkQmRpp7OEWKTIjEx/99DCCnxq5phaZmHhGxNNYSa/jY+wCgui5To6Cr+CjoKue0v2HKY13Xl2FfIluTjS5Vu6BdlXbmHo7RSK2kqO9VH4DlTzEyxjBqzygkZyXjbb+38UWrL8w9JGKhqJjePKiQvvgo6Crn+JouoPzVdV2JvoLfb/wOAFjUYZGZR2N8jbxLR13XgQcHcCLqBGylttjabyusJFbmHhKxUNQ2wjy0M13p2VTTZQgKusq58pzp+iI0J4MytN5QNPRpaObRGB9fTG/JbSMYY/jm+DcAgPFNxtNGxqRQ1CDVPGh6sfgo6CrntDNdiRmJ5huIiR2NPIpDDw9BKpHim3bfmHs4JqG9gtFSi+mPRh7F2WdnIbeWY1rLaeYeDrFwlOkyD+3VixR0GYaCrnJOJ9NVTqYXGWOYcWQGAODDxh8iwCXAzCMyjXpe9WAtscbrtNcWmxngs1zjGo2jJqikSFTTZR6U6So+CrrKufI4vbjr9i5ceHEB9jb2+DL4S3MPx2Tk1nLU8agDwDLruk48OYHwJ+GQSqT4v5b/Z+7hkFKAGqSah3YhPfXpMgwFXeUc3zICKB+Zrmx1trDP5NSgqfC08zTziEzLkpukzj+Rsw3TmAZj4OfkZ+bRkNJAO9NlqVPmZZExM11p2WnYdm0b4tPjRb2vpaCgq5zT/oYpDzVd35/+Hvfi7sHD1gNTg6aaezgmJwRdMZYVdJ1/fh4hD0NgxVlhRqsZ5h4OKSX4mq50VXq5+PllKYwZdG28shHDdw/HohNlc0W5XvudXLt2zeAb165dG9bWZW87lbJGp2VEGZ9evPP6Dr4O/xoAsLTzUjjIHMw8ItMTVjC+sKwVjHwt14i3RtCKRaI3ubUcbgo3xKXH4VnSM7goXMw9pGK5En0FdjZ2qO5W3dxD0YsxC+mjk6MBAM+Sy2adnl5RUYMGDcBxnN7pW4lEgnv37iEgoHwUKJdm5aWQXsM0eP/f95GpzkTXal0xvP5wcw/JLN7yegscOESnRCM6ORo+Dj7mHhKuRF/Bvnv7IOEk1AiVGKyiY0Uh6KrnVc/cwzGISqPCV2FfYdHJRbCWWGNW61mY1XoWpFZScw+tUDp9ukSu6eJ/J5XVJIDeqahz587Bw8OjyPMYY6hbt26JBkVMgzFWbmq6Vl9YjVNPT8Hexh6/9PylzG73UxQ7GzvUdK+J269v40rMFYsIuhacWAAAGFxncKn5S59YjgqOFXA19mqpaxvxMvUl3t31Lo5GHgWQE4B9Hf419t7bi1/7/oq6npb7e9SYHen52Zeyui2dXkFXcHAwqlWrBmdnZ71u2qZNGygUipKMi5hApjoTDG+yl2X1L4sniU8wIzSnTui7jt+hklMlM4/IvBr5NMLt17dxOfoyugd2N+tYbr68iV23dwEAZrWeZdaxkNKpNDZIPfvsLAb+ORDPkp7BTmqH9b3XAwA+/u9jXI6+jMZrG2Ne23mY1nKaRe7IYOxCeqDsBl16FdKHhYXpHXABwH///QcfH/P/BU0Kp53lAspmIT1jDB/u+xApWSloVakVPmrykbmHZHaWtIJx4cmFAID+tfqjjmcdM4+GlEZCg9RS0DaCMYafz/+MNpva4FnSM9Rwq4Hz485jSN0hGFJ3CG6Mv4Ge1XsiS52FGaEz0HpTa9yLu2fuYedBQVfxGbx68dixY0YYBjGH3N8sZXF6ceu1rTj08BBkVjKs77UeEo4W7Db2aQzA/EHX/bj72HFjBwBgduvZZh0LKb2EthEWXnidmpWKEbtHYOKBicjWZGNA7QE4P+48anvUFs7xcfDBv0P+xcbeG+Eoc8SZZ2fQYE0DrDi7AhqmMePoden06RJ570UKunLp2rUrqlativnz5+Pp06fGGBMxEe2Vi0DZm16MTYnF5IOTAQBz285FDfca5h2QhWjg3QAA8ET5BHFpcWYbx8KTC6FhGvSs3rNc7H1JjKM0NEiNUkahxYYW2HZ9G6w4KyztvBQ7B+yEo8wxz7kcx2FMwzG4Pv46OgZ0RLoqHZMPTcYvF38xw8jzZ6pMV1nsvWZw0PXixQt8+umn+Pvvv1GlShV06dIFO3fuRFZWljHGR4yIf3PLrGQAcoIwlUZlziGJauKBiUjISEAjn0a0j58WJ7kTqrlWA2C+bNeD+AfYenUrAMpykZIpDVsBzQydiRsvb8Db3htHRx3FlKApRS7mqeRUCSHDQzCz1UwAwMoLKy0mCDFF0KVm6jK5xZDBQZerqysmTZqEy5cv4+LFi6hRowY+/vhj+Pj4YNKkSbh69aoxxkmMgK/p0l7BVlayXX/f/ht/3foLVpwVNvTeAGsJ9YzTZq66Lg3TYM3FNWi6rinUTI1OAZ3QvGJzk46BlC180JWQkWCRv6QZYwh7HAYA2NZ/G9r4t9H7Wo7jMP3t6VBYK3Dr1S2ce37OWMM0iDH7dGnPwJTFKcYSFbg0aNAAM2bMwMcff4zU1FRs3LgRjRs3RuvWrXHz5k2xxkiMhP9mcZY7w1ZqC6Bs1HUlpCfg4/8+BgB8/vbnwnQaeaORt+k701+JvoKgDUEYv388EjMS0dC7IVb3WG2y5ydlk6PMEXZSOwCWOcUYmRiJF8kvIJVIEVQxyODrneROGFhnIABgw+UNYg+vWLQzXdmabFFnSLSDOAq6/ic7Oxt//fUXunfvDn9/fxw6dAgrV65EbGwsIiMj4efnh4EDB4o9ViIy/i8KW6ktnGROAEp/putx4mP0+6MfYlJiUNO9Zrna0NoQpsx0KTOUmHRgEpqsa4Lzz8/DwcYBK7quwPlx51HVtarRn5+UbRzHWfQU44knJwAATXybQCEtXiul9xq+BwDYcXMHUrJSRBtbcWkX0gPiFtOX9YbdBgddn3zyCXx8fPDRRx+hevXquHLlCs6cOYP3338fdnZ28PPzw7fffos7d+4YY7xERPyb205qByf5/4KuUvom1zANVl1YhXqr6yH8STjk1nJs7L0Rcmu5uYdmkfjC9QfxD4wWaDPGsOPGDtT8uSZ+Ov8TNEyDIXWH4O7Eu5jUfBJN+RLRCG0jLLBB6omonKCrdaXWxb5H60qtEegaiJSsFOy8uVOsoRWbdqYLEHeKkTJdudy6dQs//fQTXrx4gR9++CHf7vO+vr4ICwsTZYDEePiaLu1MV2ns1fUw/iE6bOmAj//7WOjHdfWjqwjyMzyVX16427oLTWKvxFwR/f6MMQzZNQTv7noXMSkxCHQNRMjwEPz+zu8W0QWflC0Wnenigy7/4gddHMcJ2a4NV8w/xWisoIsxRkFXbqGhoXj33XdhY2NT4DnW1tYIDg4u0cCI8QmZLhs7OMudAZSu6UW1Ro0VZ1eg/pr6OPb4GGyltvix648IHx1O28nowZj9us49P4edN3dCKpHi67Zf49r4a+hUtZPoz0MIYLltI2JTYnEv7h44cHjb7+0S3WtUg1Gw4qxw+ulp3H51W6QRFo92IT0g3v6LuYO5shh0FTu/f+vWLURFReVpFdG7d+8SD4qYhlDTZW0LlTynELK0TC/efX0XY/8di9NPTwMA2lVuh/W91yPAhTZZ11cjn0bYfWe3UYKuzRGbAQBD6g7BV8FfiX5/QrRZaoPUk1EnAQB1PevCReFSont523ujR/Ue+Pfuv9hwZQO+7/y9GEMsFmNlunL3jiyLQZfBma5Hjx7hrbfeQt26ddGjRw/07dsXffv2Rb9+/dCvXz9jjBEAkJCQgBEjRsDJyQlOTk4YMWIEEhMTC72GMYa5c+fC19cXCoUCbdu2zbOqMjMzE5988gnc3d1hZ2eH3r1749kz3W9cfZ6b47g8H2vWrBHjUzca7UxXaSqkj0mJQbP1zXD66Wk42DhgTY81ODLyCAVcBjJWMX16drrQaX50g9Gi3puQ/FhqpkuMei5t7zd8HwCw5eoWZKnN1xuTL6SXSqQAxAu68uySUgp+HxnK4KDr008/RZUqVRAbGwtbW1vcvHkTx48fR5MmTYy6RdDQoUMRERGBgwcP4uDBg4iIiMCIESMKvWbx4sVYtmwZVq5ciQsXLsDb2xudOnVCcnKycM7kyZOxe/du7NixAydPnkRKSgp69uwJtVpt8HNv2rQJ0dHRwseoUaPEewGMgH+Dl7aartNPTyMpMwlVnKvgxoQb+LDJh7S9TzHwQded13fy7MNZEv/c/QfKTCX8nfzRtnJb0e5LSEEstaZLjHoubd0Cu8HH3gev0l5h3719otyzOPhMF5+9M1bQRZkuAGfOnMG8efPg4eEBiUQCiUSCVq1aYdGiRZg0aZIxxojbt2/j4MGDWL9+PYKCghAUFIR169Zh3759uHv3br7XMMbwww8/YNasWejfvz/q1q2LX3/9FWlpadi+fTsAQKlUYsOGDVi6dCk6duyIhg0b4rfffsP169dx5MgRg5/b2dkZ3t7ewodCUbzlwabC/6K1k2rVdJWC6cVHCY8AAEF+QUIxODGct703fOx9wMBwNVa8psb81OKot0ZRMExMgg+6YlJikK3ONvNociRlJiEiJgIA0KpSK1HuaS2xxqi3cv6YX395vSj3NJRaoxb6crnIc4IusVpGUNCVD7VaDXt7ewCAu7s7Xrx4AQDw9/cvMAAqqTNnzsDJyQnNm7/pXN2iRQs4OTnh9OnT+V4TGRmJmJgYdO7cWTgmk8kQHBwsXHPp0iVkZ2frnOPr64u6desK5xjy3BMnToS7uzuaNm2KNWvWQKOxnA1K85Om0sp0laKWEXzQFeBM04klxWe7Lr24JMr9nic9x+FHhwEAI98aKco9CSmKh50HpBIpGBhiUmLMPRwAwJmnZ6BhGlR2riwEhWIY23AsAODQw0Nmyexp9+hyVbgCMGKmK4uCLtStWxfXrl0DADRv3hyLFy/GqVOnMG/ePAQEGOeXYExMDDw9PfMc9/T0RExM/t9g/HEvLy+d415eXsJjMTExsLGxgYuLS6Hn6PPc33zzDf78808cOXIEQ4YMwdSpU7Fw4cJCP6/MzEwkJSXpfJhSfi0jSsMcuhB0UQ1XiTXxbQIAOP/ivCj323J1CzRMgzb+bajxKTEZCSeBr4MvAMvp1SV2PRcv0C0Qwf7B0DCNkFU2Je0ieppeNJzBQdfs2bOFDM78+fPx5MkTtG7dGv/99x9+/PFHg+41d+7cfAvQtT8uXrwIAPluDsoYK3LT0NyP63NN7nP0ee7Zs2cjKCgIDRo0wNSpUzFv3jwsWbKk0OdZtGiRUJzv5OQEPz+/Qs8Xm04hvbz01HRR0CWeFhVbAADOPjtb4nsxxrD56mYAwOi3Rpf4foQYgm+Qail1XcYKugDo9OzSMNPOqPBBlxVnBQcbBwAirl7MVVtaGpIAhjK4ZUSXLl2E/w8ICMCtW7cQHx8PFxeXIoOZ3CZOnIghQ4YUek7lypVx7do1xMbG5nns1atXeTJZPG9vbwA5mSofnzfNGF++fClc4+3tjaysLCQkJOhku16+fImWLVsK5xj63EDOFGRSUhJiY2MLPO+LL77AlClThH8nJSWZNPDS3gaotNR0qTVqPE58DICCLjE0r5Azbf4g/gFep72Gu617se919tlZ3Iu7B1upLQbUHiDWEAnRiyUV02eqMnHuWc7m1GIV0Wt7p/Y7mHhgIh4nPkZYZBg6BHQQ/TkKwvfoklvLhT17xerTxQdvEk4CDdNQpqsgrq6uBgdcQE5NWM2aNQv9kMvlCAoKglKpxPnzb6ZAzp07B6VSKQRHuVWpUgXe3t44fPiwcCwrKwvh4eHCNY0bN4ZUKtU5Jzo6Gjdu3BDOKc5zA8CVK1cgl8vh7Oxc4DkymQyOjo46H6aksw1QKZlefJ78HNmabNhY2QjTCaT4XBQuqOleE0DJs138VMeA2gPgIHMo6dAIMYgltY24+OIiMtWZ8LD1QA23GqLf31Zqi2H1hgEwfYd6PtMls5YJQZfY04uedjklPWUx6NIr09W/f3+9b/j3338XezAFqVWrFrp27Ypx48bhl19+AQB88MEH6NmzJ2rUePOGrlmzJhYtWoR+/fqB4zhMnjwZCxcuRGBgIAIDA7Fw4ULY2tpi6NChAAAnJye89957mDp1Ktzc3ODq6opp06ahXr166Nixo97PvXfvXsTExCAoKAgKhQJhYWGYNWsWPvjgA8hkMtFfD7Ho1HSVkkJ6fmqxsnNlWEmszDyasqFFxRa48/oOzj47i57VexbrHunZ6dhxM6c315gGY8QcHiF6saQGqfzUYqtKrYqVkNDHew3fw+qLq/H37b8Rnx4vFLUbG19Ir53pEjvo8rb3RkxKTJkMuvTKdGnXHTk6OiI0NFSotQJyVgGGhobCycnJaAPdtm0b6tWrh86dO6Nz586oX78+tm7dqnPO3bt3oVS+CRqmT5+OyZMnY8KECWjSpAmeP3+OkJAQODi8+St8+fLl6Nu3LwYNGoS3334btra22Lt3L6ysrPR+bqlUilWrViEoKAj169fHihUrMG/ePCxdutRor4cY8muOmqHKyLPFgyWhei7xtahQ8rquPXf2ICkzCZWdK6ONfxuxhkaI3iwp02XMei5eI59GeMvrLWSqM7Ht2jajPU9uQqbLyniZLm/7nPKgpMwkMMZEubel0CvTtWnTJuH/P//8cwwaNAhr1qwRAhO1Wo0JEyYYdXrM1dUVv/32W6Hn5P7icByHuXPnYu7cuQVeI5fL8dNPP+Gnn34q9nN37doVXbt2LXRslki7pstR9uZrp8xUwtM674pNS0DtIsTHbwx+/vl5qDXqYmUQ+QJ66s1FzMVSarrUGjVORZ0CYJx6Lh6/Cfakg5OwMWIjPmn+idGeSxsfdMmt5VBY5/SiFLumiw+61EyNtOw02NnYiXJ/S2DwT8eNGzdi2rRpOpkgKysrTJkyBRs3bhR1cMS4tGu6rCRvVqJYcl0XZbrEV8ejDuykdkjOSsatV7cMvv6p8ikOP6TeXMS8+KDrefJzs2ZHbry8AWWmEvY29mjg3cCoz/VO7XcAABExEULDUmPLr5Be7L0XPWw9hD/eytoUo8FBl0qlwu3beXc4v337tsU3AyVvqDQqYe8u/hunNNR1UdAlPiuJFZpVaAageFOMW69tBQNDsH8wfV2I2fg45KxSz1Jn4XXaa7ONg59aDKoYBGuJwQ0CDKJdxyXmVl6FMUUhvb2NvTD7Uu6DrjFjxmDs2LH4/vvvcfLkSZw8eRLff/893n//fYwZQwW0pYX2Nwmfui0NKxgfJjwEQEGX2Irbr4sxJqxapM2tiTnZWNnAyy6nPY85G6Saop6LJ7OSwYrLmXXis0TGpj29aKygS7vkpawFXQaH4d9//z28vb2xfPlyREdHAwB8fHwwffp0TJ06VfQBEuPg/yriwEFmlbPCku/VZakNUpMyk4S/YKu4VDHzaMqWoIo5dV1nnxsWdJ15dgb34+/DTmpHvbmI2VVwrIDY1Fg8S3pm9Km9/DDGcOKJuJtcF4bjONjZ2CEpMwkpWSlGfz7gzepFmZUMCun/arpE3ntRO+iy5JmX4tA705WSkvMFlUgkmD59Op4/f47ExEQkJibi+fPnmD59uk6dF7Fs2isX+SXNlj69GJkQCQBwt3XXKfwnJde8Yk6T1FuvbhkUdPNZroF1BsLext4IIyNEf+Yupn+U8AjRKdGQSqRC42Fj47/vTD29SJmu4tE76HJ3d0e3bt2wevVqPH+ek7o1R0NPIg7tlYs8S59epHou4/G08xRe1/PP9duHMS07DX/c/AMAbftDLIO520bwU4tNfJsIWSBjs5PmlIeYLNNlxEJ67aCL/31UboOuu3fvonv37ti1axcCAgLQtGlTfPPNN8Lm16R00V65yBOCLgvNdFHQZVzCFKOedV18b64qzlVMMpVCSFHM3SBVmFo0QT0Xj890mSroMmYhfX5tjMpt0OXv749PPvkER44cwcuXLzFlyhTcvHkTbdq0QZUqVfDpp5/i6NGjUKvVxhwvEYl2N3qepdd0UY8u4zK0mJ6fWhz51kjqzUUsgqVkukz5R4gwvWjqQnor4/XpspPaUdClzcnJCe+++y527NiB169f45dffoFGo8GYMWPg4eGBbdtM1x2XFI92TRfP0mu6HiVSpsuYtIMuDSu8/ctT5VMceXQEQE5DVEIsgTlrumJSYnA//j44cHjb722TPS//M9zUhfSmqumy1HKX4irxn6fW1tbo3LkzfvrpJzx58gShoaGoXr26GGMjRqT95uZRTVf5Vt+rPuTWciRkJOB+3P1Cz+V7c7Wt3JZWkhKLwQddT5OemrxB6smokwCAup514aJwMdnzmquQXnt6MUOVUeQfavooD4X0xerclpGRgWvXruHly5c6DVE5jkOvXr1EGxwxHj4VrVPTZcGZLrVGjceJjwFQ0GUsNlY2aOLbBCejTuLss7Oo4V4j3/N0enNRAT2xIH5OfgBysj7KTKVQMmEK5qjnAiyjkB7IaRtR0u168i2kzyrnQdfBgwcxcuRIvH6dt+Mvx3FU01VK5JfpsuSarhfJL5ClzoK1xFr4a5aIr0WFFjgZdRJnnp3BqAb5Txtq9+bityEhxBLYSm3hpnBDXHocopRRpg26zFDPBZivpku7TxeQU9dVkqCLMVYuMl0GTy9OnDgRAwcORHR0NDQajc4HBVylR36F9JY8vchPLVZ2rlysDZmJfvQppt90ZRMA6s1FLFMlp0oAcuoOTUWZocTV2KsAgFaVWpnseQHTZ7oy1G/6dEk4idBcu6R1XVnqLGGKkmq6tPArF728vIwxHmIi+baMsODpRarnMo0gv5y2EddfXs/3hzj15iKWjp9ijFJGmew599zZAw3ToIZbDZNn4k1d06U9vQhAtGJ67UwdZbq0DBgwAMeOHTPCUIgpFdUc1dRFqEWhdhGm4evgCz9HP2iYBhdfXMzz+O7bu5GclUy9uYjFquT4v0xXkukyXb9e/RUAMKL+CJM9J0/o05Vt+j5dgHhBF3+9VCKF1EpaZoMug2u6Vq5ciYEDB+LEiROoV68epFKpzuOTJk0SbXDEePJrGcHXP2RrspGuStcJyMyN2kWYTouKLfD01lOceXoGbSu31Xls89XNAHLaRFBvLmKJ+OlFU2W6niQ+QdjjMADA8PrDTfKc2kzdMkJ7GyAAou2/mLvOmJ95KfdB1/bt23Ho0CEoFAocO3ZM2LcPyCmkp6CrdMgv02VvYw8JJ4GGaaDMUFpW0EXTiyYTVDEIf976M8/m11HKKIQ+CgWQ0xCVEEvETy+aKtO17XpOX8p2ldvB39nfJM+pzeTTi1obXgPiZ7r4+2lnuhhjOrFGaWZw0DV79mzMmzcPM2bMgERCf+mWVvnVdHEcB0eZIxIzEqHMVMLHwcdcw8uDgi7T0S6m1/5ht/Uq9eYils+UmS7GmDC1aK4/RExeSJ8r02XsoEvN1EjLTitxOwpLYXDUlJWVhcGDB1PAVcrlt3oRsMwVjClZKXiZ+hIABV2m0NCnIaQSKV6mvhR6ozHGhKlFKqAnlszPMSfT9TzpOdQa466oP//8PO7F3YOt1Bbv1DJP+xRTt4wwViF97qDLTmoHDjl/8JWlKUaDI6dRo0bhjz/+MMZYiAnlV9MFWGavrsiESACAq8JVmOcnxiO3lqOhT0MAOT25AOD009N4EP+AenMRi+fj4AMrzgrZmmzEpsYa9bm2XN0CAOhfqz8cZA5Gfa6CmKumiy+k5/dfLPHqxf8lAvjPh595AcpW0GXw9KJarcbixYtx6NAh1K9fP08h/bJly0QbHDGe/Gq6AMtsG0FTi6YXVDEI55+fx9lnZzG03lChAz315iKWzlpiDV8HXzxNeoqnyqfwdfA1yvNkqjLx+43fAQAj65uvxtFc2wDlznSVdNPrfLemkztBmaks30HX9evX0bBhzl/BN27c0HmsrBS6lQf51XQBljm9SEGX6bWo2AIrzq3A2WdnqTcXKXUqOVXC06SniFJGoXnF5kZ5jv339yMhIwEVHCqgfZX2RnkOfZh8GyC1aaYXAVCmCwDCwsKMMQ5iYgXWdFlypot6dJkMX0x/JeYKtl/fTr25SKni5+QHPDXuCkZ+anF4/eFm3SWDz3Slq9Kh1qiNPhbtbYAA0wRdlvT7qKSoGr6cKrCmS+YMwLJquqhHl+n5O/nD294bKo0Ks4/OBkC9uUjpwTdINdYKxlepr7D//n4A5mmIqk17ur+kgY8+TLV6ESibmS69foL2798fSUn6f9LDhg3Dy5cviz0oYnxF1nTR9GK5xnGckO3ii5GpNxcpLYzdq2vHjR1QaVRo7NMYdTzrGOU59CW3lgur/Iw9xcgYE1Yv5i6kF605qjUFXfjnn3/w6tUrJCUlFfmhVCqxd+9epKSYZn6ZGE57N/cCa7osJJ2rYRph9SIFXabVokIL4f+pNxcpTYzdq4vvzTXqrVFGub8hOI4zWduIbE02GHK2iDPW3ovasy/876OyFHTpVdPFGEP16tWNPRZiItqrTCy9pis6ORqZ6kxYcVbCX6/ENPhMF0AF9KR04Xt1PVWKn+m6+fImLkVfgrXEGkPqDhH9/sVhZ2OH5Kxko2e6+CwXkE/QpTJiTZcFzbyUlF5BV3GK5ytUqGDwNcQ0tP8iyR10WVqfLn5q0d/ZH9YSg9d9kBJoWqEpvOy8AIB6c5FShc90xabGIlOVKUyFiWHrta0AgO6B3eFh5yHafUvCVG0j+HouALCxsgFANV2G0uu3WHBwsLHHQUyIf3PLrGR5VrpYWssIqucyH1upLSI+igAA6s1FShVXhSsU1gqkq9LxLOkZqrpWFeW+ao1aCLosYWqRZ6q2EXzQZWNlIyyqMdaG14BW0JVVdoIuWopUDuXu/KvN0qYXqV2EeXnbe8Pb3tvcwyDEIBzHGaWu62jkUbxIfgEXuQt6BPYQ7b4lxf9RZPTpxVybXQOU6TIUBV3lUH5vbp7FZbqoXQQhpBiMsYJxy7Wc3lxD6g4RdcqypExVSJ+7XQRg3KCrLBbSU9BVDhXULgJ4U9OlzFSCMWbKYeWLphcJIcUhdq+u5Mxk/H37bwCWNbUImG7/xdybXQNGWL2otaK+LBbSU9BVDhXULgJ4M72oYRqTbStRGAq6CCHFIWS6RFrBuOv2LqRlp6G6W3U0q9BMlHuKxdSF9NpZPqFPlxH2XqTpxf9RqVQ4cuQIfvnlFyQnJwMAXrx4Qb25SomCtgACcr6B+FWC5q7rSstOQ0xKDAAKugghhhFqupLEyXTtvrMbQE4HekvbZ9jUhfSmml4si0GXwWvwnzx5gq5duyIqKgqZmZno1KkTHBwcsHjxYmRkZGDNmjXGGCcRUUFbAAE5BahOMifEpcdBmaFERceKph6egG+K6ix3hovCxWzjIISUPnyvLjGmFxljOP30NACgY0DHEt9PbKaq6cq92TVg5Jou+ZuaLsaYxQW7xWFwpuvTTz9FkyZNkJCQAIVCIRzv168fQkNDRR0cMY7CaroA3bouc6KpRUJIcWmvXixpfeqjhEd4nfYaNlY2aOjdUIzhicrUma6CVi+W5HUuLNOlZuoST19aCoMzXSdPnsSpU6dgY2Ojc9zf3x/Pnz8XbWDEeAqr6QLe/HVh7gapFHQRQoqLr+lKyUqBMlMp/DFZHGeenQEANPJpZFGrFnmmahmR3/Qi36cLyMmEaT9miPyCLjupHThwYGBQZigLTBSUJgZnujQaDdRqdZ7jz549g4ODgyiDIsZVWE0XYDltI6hHFyGkuGyltnBTuAEoeTH92WdnAejuR2pJTDa9mGuza+BNIT1Q/CnGLHUWVBoVAN2yF47jylxdl8FBV6dOnfDDDz8I/+Y4DikpKZgzZw66d+8u5tiIkeib6TL79CL16CKElACf7SppXRef6QryCyrxmIzBVC0j8st0Sa2kkEqkAIofdBW2NV25D7qWL1+O8PBw1K5dGxkZGRg6dCgqV66M58+f47vvvjPGGInI9K7pspRMFwVdhJBi4Ou6StIgNS07DVdjrgLQ3QTekpiqZUR+hfRAyYvp+eusOCshgONpF9OXBQbXdPn6+iIiIgK///47Ll++DI1Gg/feew/Dhg3TKawnlquw1YvAm+lFc9Z0McYo6CKElIgYKxgvvrgINVPD18FXuJ+lMWchPZBT16XMVBZ7/0Xteq7cKxSFBqkWsjVdSRkcdAGAQqHA2LFjMXbsWLHHQ0ygqEyXUNNlxjd5TEoMMlQZkHAS4a9VQggxhBiZLqGeq2ILi21ZYM5tgADxMl35/U4qa9OLBgdd//77b77HOY6DXC5HtWrVUKVKlRIPjBhPaajp4rNclZwqQWolLeJsQgjJS4xNr4V6roqWWc8FmH4boNyZLgq69Gdw0NW3b19wHJenHwd/jOM4tGrVCnv27IGLCzW0tERFrV60hJoumlokhJQUPx1Y3NWLjDEh02XJQZc5W0YAJQ+6+N9J+ZW8ONqUraDL4EL6w4cPo2nTpjh8+DCUSiWUSiUOHz6MZs2aYd++fTh+/Dji4uIwbdo0Y4yXiKA01HRRuwhCSEnxma5nSc+gYRqDr3+ifIKYlBhYS6zRyKeR2MMTDT9rkZadVqzPU19FBV3FbWBaWKar3BfSf/rpp1i7di1atmwpHOvQoQPkcjk++OAD3Lx5Ez/88APVe1mwImu6LGF6kdpFEEJKyMfBBxJOgmxNNmJTYuHj4GPQ9XyWq6F3Q50moJaGz3QBOQGM9r/FxK9ezN0glu/VZczpRXOvpheLwZmuhw8fwtHRMc9xR0dHPHqU84syMDAQr1+/LvnoiFEUWdNlAc1RHyc+BgBUdq5stjEQQko3a4k1KjhUAFC8uq4zT3PquSy1VQRPIVWAQ06RvzHbRpi1kD6rbGS6DA66GjdujP/7v//Dq1evhGOvXr3C9OnT0bRpUwDA/fv3UbGi+TZKJoUr7A0OWEam62XqSwAw+C9TQgjRxjdILc4KxtJQRA8AEk4i/Dw3Zl2Xsft0lYdCeoODrvXr1yMyMhIVK1ZEtWrVEBgYiIoVK+Lx48dYv349ACAlJQVffvml6IMl4iisaBF4U0iflJkEtSbvlk+m8Co1J6j3sPUwy/MTQsqG4q5gTM9Ox5WYKwAsP9MFmKZtREF9uoSaLhH6dOVW1oIug2u6atasiVu3biEkJAT37t0DYww1a9ZEp06dIJHkxHB9+/YVe5xEREVmuv43vQgAyVnJJdootjhUGhXi0uMAAB52FHQRQoqvuCsYL0dfhkqjgpedV6koc7CzsQNSjZvpKmh6saQ1XXygmF/JC//7qFwGXSqVCnK5HBEREejatSu6du1qrHERI8lWZyNbkw2g4KBLZi2DzEqGTHUmlBlKkwddcWk5ARcHTtiwlhBCikPIdCUZlukqDU1RtZmibUR+G14DppleLJeF9NbW1vD394dabZ4pJ1Jy2t8UBRXSA+at63qVljO16KpwhZXEyuTPTwgpO4qb6Sot9Vw8/ud5mS2kLyOZLoNrumbPno0vvvgC8fHxxhgPMTI+jSvhJLCxsinwPD67ZY5eXXw9l6edp8mfmxBSthS3pks701UamCTTVUQhvTH6dGkHXbmbspdGBtd0/fjjj3jw4AF8fX3h7+8POzvdbMnly5dFGxwRn3a7iMJS5uZsG8FnuqieixBSUvzqxdjUWGSqMvNMjeXnqfIpnic/hxVnhSa+TYw9RFGYs5Ce72FmzEyXmqmRrkovsCymtCjWNkCk9CpqCyCeOacX+XYRtHKREFJSbgo3KKwVSFel41nSM1R1rVrkNXyWq75X/QJXeVsaU+y/aI7pRXsbe3DgwMCgzFCWv6Brzpw5xhgHMZGitgDimTXTRe0iCCEi4TgOfk5+uBd3D0+TnuoVdJW2ei4AsJf+L9NlxJouYxXSF7Z6keM4OMococxUIikzqdT3bjS4pouUbkVtAcQTNr02YyE9TS8SQsRgaF2XsMm1X+kJuiwh02WMmi6gbBXTG5zpUqvVWL58OXbu3ImoqChkZWXpPE4F9patqC2AeObc9FoIuijTRQgRgSErGDNVmbgUfQlA6SmiB0xb0yV2n67yFHQZnOn6+uuvsWzZMgwaNAhKpRJTpkxB//79IZFIMHfuXCMMkYjJ4JouM04v0upFQogYDMl0RcREIEudBXdbd1R1KXoq0lLwf0gbK9OlYRqhx2NBHekp6CqawUHXtm3bsG7dOkybNg3W1tZ49913sX79enz11Vc4e/asMcZIRGRwTZc5C+lpepEQIgIh06XH/ot8PVdpaYrKM3bLCL6eCzBtIT1gGfsBi8XgoCsmJgb16tUDANjb20OpzHkRevbsif3794s7OiK6UlXTRdOLhBARGJLpEuq5SlERPWD86UW+RxdQcCG9MfZeBMp5pqtixYqIjo4GAFSrVg0hISEAgAsXLkAmK7r/CTEvvWu65Oap6VJr1MI2QJTpIoSIge/VZWimqzQxdiE9X8/FgYNUItV5TLtPV3EamPJlLwXNwDjalOOgq1+/fggNDQUAfPrpp/jyyy8RGBiIkSNHYuzYsaIPkIhL75ouM7WMiE+PB0PONy3tu0gIEQM/vZiUmVToz7QXyS8QpYyChJOgqW9TUw1PFEKmy0gtI7SL6HNPu/K/T9RMLdR96Uuf/YDLUqbL4NWL3377rfD/AwYMQMWKFXH69GlUq1YNvXv3FnVwRHyGZrpMPb2ove+i1EpaxNmEEFI0Oxs7uCpcEZ8ej6dJT4Wfb7nxU4t1PevCQeZgyiGWmLEL6Qvq0QXoBktp2WmFbjGXm3abCQq69NCiRQu0aFG60rDlmcE1XSbOdFE3ekKIMVRyqoT49HhEKaNQ17NuvueceVr6mqLyjF3TVVC7CACQSqSw4qxyturJThd+f+iDTwRw4PKsiuSVpUL6YgVd9+7dw7Fjx/Dy5UtoNBqdx7766itRBkaMw9DVi6nZqchWZ5ss6yR0o6d6LkKIiPwc/RARE1For66zz0vXJtfajF3TVdBm10BO13hbqS2Ss5INXsGoXURf0GrRcp3pWrduHcaPHw93d3d4e3vrvEgcx1HQZeGKWiXC49/kQM4b3c3WNPVVtHKREGIMRa1gzFJn4eKLiwBKeaYrKxWMMdHbXRS02TVPIVWUOOgqSLkOuubPn48FCxbg888/N8Z4iJEVtseVNqmVFLZSW6Rlp0GZqTRd0EX7LhJCjKCwXl3p2ekY9vcwZKgy4G7rjkC3QFMPr8T4n+kMDOmqdNE3hi5sehEofq+uolYuAmUr6DJ49WJCQgIGDhxojLEQE9A30wWYp66Lz3RRN3pCiJgKynS9TnuN9lvaY/ed3bCxssHanmsh4UrftsTaP9ONMcVYWCG99vMbuv+iPr+T+HKXchl0DRw4UOjNRUoffVtGAObZf5G60RNCjIEPurQzXQ/jH6LlhpY4++wsnOXOODziMPrV6meuIZaIlcRK+LlujLYRxsp0GTK9aI5t6cSmV9D1448/Ch/VqlXDl19+idGjR2Pp0qU6j/34449GG2hCQgJGjBgBJycnODk5YcSIEUhMTCz0GsYY5s6dC19fXygUCrRt2xY3b97UOSczMxOffPIJ3N3dYWdnh969e+PZs2c65yxYsAAtW7aEra0tnJ2d832uqKgo9OrVC3Z2dnB3d8ekSZPybAZuCfQtpAfMs2KEaroIIcYgNEhVPoWGaXD++XkEbQjC/fj78Hfyx+mxp9HGv42ZR1kyxmwbUVTQVdxNrw2t6SpO81VLoldN1/Lly3X+bW9vj/DwcISHh+sc5zgOkyZNEm90WoYOHYpnz57h4MGDAIAPPvgAI0aMwN69ewu8ZvHixVi2bBk2b96M6tWrY/78+ejUqRPu3r0LB4ecHiyTJ0/G3r17sWPHDri5uWHq1Kno2bMnLl26BCsrKwBAVlYWBg4ciKCgIGzYsCHP86jVavTo0QMeHh44efIk4uLiMGrUKDDG8NNPPxnh1Sg+fVtGAOZpkEqrFwkhxuDr4AsJJ0G2JhvrL6/H5IOTka5KRyOfRtj37j74OPiYe4glZm9jj1dpr4zSNoJfvVhQIb0pMl1qpjZKvZop6RV0RUZGGnschbp9+zYOHjyIs2fPonnz5gByVlEGBQXh7t27qFGjRp5rGGP44YcfMGvWLPTv3x8A8Ouvv8LLywvbt2/Hhx9+CKVSiQ0bNmDr1q3o2LEjAOC3336Dn58fjhw5gi5dugAAvv76awDA5s2b8x1fSEgIbt26hadPn8LX1xcAsHTpUowePRoLFiyAo6NjvteZg77NUQHz7L9ImS5CiDFYS6zh6+CLZ0nP8OG+DwEAXat1xZ8D/xRW/pV2xmwboe/0oqH7L+oTdNnZ2IEDBwaGpMykUh10lYpqwTNnzsDJyUkIuICcpqxOTk44ffp0vtdERkYiJiYGnTt3Fo7JZDIEBwcL11y6dAnZ2dk65/j6+qJu3boF3reg8dWtW1cIuACgS5cuyMzMxKVLlwq8LjMzE0lJSTofxmbJNV0apsHrtNcAKNNFCBEfX9cFAO81fA//Dvm3zARcwJu2EeYspC9upquwRICEk5SZui6Dg64BAwbobAXEW7JkidFWNcbExMDTM+9qNk9PT8TExBR4DQB4eXnpHPfy8hIei4mJgY2NDVxcXAo8R9/x5X4eFxcX2NjYFHqfRYsWCTVqTk5O8PPz0/s5i0PDNMLKEoNqukz0Jo9Pj4eG5TTbdbd1N8lzEkLKj2D/YHDgMK/tPKzrta7MbTXGBy5GLaS3EremS9+Sl7LSNsLgoCs8PBw9evTIc7xr1644fvy4QfeaO3cuOI4r9OPixZxmdfk1etOnAVzux/W5pjiN5Yozvi+++AJKpVL4ePq04E7JYtBO+xpU02Wi6UW+nstZ7mzQ3l2EEKKPBe0XIG56HL4M/lL05qGWwJiZLnOuXgTKTtBlcHPUlJQU2Njk/YUolUoNnh6bOHEihgwZUug5lStXxrVr1xAbG5vnsVevXuXJMPG8vb0B5GShfHzeFEi+fPlSuMbb2xtZWVlISEjQyXa9fPkSLVu21Pvz8Pb2xrlz53SOJSQkIDs7u8DxATnTnTJZ/qlaY9D+ZjCoT5epgi6q5yKEGBHHcXBRuBR9YillzP0XhUJ6I00vlpegy+BMV926dfHHH3/kOb5jxw7Url3boHu5u7ujZs2ahX7I5XIEBQVBqVTi/PnzwrXnzp2DUqksMDiqUqUKvL29cfjwYeFYVlYWwsPDhWsaN24MqVSqc050dDRu3LhhUNAVFBSEGzduIDo6WjgWEhICmUyGxo0b630fY+O/EeXWcr2a//HTi6aq6aKVi4QQUnzmbBlhzOaoQNkJugzOdH355Zd455138PDhQ7Rv3x4AEBoait9//x1//vmn6AMEgFq1aqFr164YN24cfvnlFwA5LSN69uyps3KxZs2aWLRoEfr16weO4zB58mQsXLgQgYGBCAwMxMKFC2Fra4uhQ4cCAJycnPDee+9h6tSpcHNzg6urK6ZNm4Z69eoJqxmBnB5c8fHxiIqKglqtRkREBACgWrVqsLe3R+fOnVG7dm2MGDECS5YsQXx8PKZNm4Zx48aV2pWLgOlbRlCmixBCik97/0WxFdmnS2q8Pl2AefpGGoPBQVfv3r2xZ88eLFy4EH/99RcUCgXq16+PI0eOIDg42BhjBABs27YNkyZNElYa9u7dGytXrtQ55+7du1Aq33xBpk+fjvT0dEyYMAEJCQlo3rw5QkJChB5dQE4PMmtrawwaNAjp6eno0KEDNm/eLPToAoCvvvoKv/76q/Dvhg0bAgDCwsLQtm1bWFlZYf/+/ZgwYQLefvttKBQKDB06FN9//71RXoviMmTlImD6Nzmf6aItgAghxHDGbBlh7D5dRSUDHG3KaaYLAHr06JFvMb0xubq64rfffiv0nNydajmOw9y5czF37twCr5HL5fjpp58KbWK6efPmAnt08SpVqoR9+/YVeo65GdKNHjD93ovCFkCU6SKEEIMJhfTZpaeQnlYv6iExMRHr16/HzJkzER8fDwC4fPkynj9/LurgiLgM6UYPmGH1YhrVdBFCSHEZs2WEOTe8BspO0GVwpuvatWvo2LEjnJyc8PjxY7z//vtwdXXF7t278eTJE2zZssUY4yQiMLim63/TixmqDGSqMgv8ZhML1XQRQkjxmbNlhDH3XgTKTtBlcKZrypQpGD16NO7fvw+5/M2L361bN4P7dBHTMrSmy8HmTe2bKbJdtHqREEKKjy8dMUbLCHP36SorhfQGB10XLlzAhx9+mOd4hQoVDOriTkzP0JouK4lVibZe2HB5Azps6YCE9AS9zuczXVRITwghhjPqNkBm3PAaKMeZLrlcnm8T1Lt378LDgzIUlkzfN7e2ktR1LTu7DEcjj+K/+/8Vea6Gad5kumh6kRBCDGbOlhEl3fC6qGRAuQ26+vTpg3nz5iE7OxtAzgrBqKgozJgxA++8847oAyTi4VPO+tZ0AW9WMManxxv0XIwxRCmjAAD34+8XeX5iRiLUTA2A9l0khJDiMGZz1KIK6Yvbp0vfshcxgq7/7v+HSy8uFft6MRgcdH3//fd49eoVPD09kZ6ejuDgYFSrVg0ODg5YsGCBMcZIRFKcTFcFxwoAgKdKw/aFTMhIEL7x9Qm6+CyXo8zR6AX7hBBSFpW2vRfVGrUwbalv0FXcFkYZqgyM2zsOTdY1wb575mvvZPDqRUdHR5w8eRJHjx7F5cuXodFo0KhRI50O7sQyGVpIDwD+Tv4AgCfKJwY9F5/lAoD7cXoEXbRykRBCSkS7kJ4xJuqm3voGXdmabKg0KlhLig4vtNtLFFlI/79Sl6TMpGJ9busurcOL5Bfwc/RDp4BOBl0rJoOCLpVKBblcjoiICLRv317YBoiUDoa2jADECboexD8o8nxauUgIISXDZ7o0TIMMVYYw5ScGfQvpgZy6LgeZQ77nadPOihUUzPH4TJeaqZGuSjcoeZCenY5FJxcBAGa2nmnW2RSDphetra3h7+8PtVptrPEQIzK0OSoA+Dv/L+hKNCzo0j4/ISMBcWlxhZ7Pd6OnlYuEEFI82n9Qi902oqhMl8xKBg452Sd9pxj58xTWCki4wsMROxs74f6G1nWtvbQW0SnR8HP0w5gGYwy6VmwG13TNnj0bX3zxhdCJnpQehraMAMTJdAFF13XR9CIhhJSMlcRKCIrErusqKujiOM7gYnpDfidJOImQPTMk6ErPTse3p74FAMxqPcvsNcMG13T9+OOPePDgAXx9feHv7w87O90X6/Lly6INjoirJJmuZ0nPoNaoYSWxKuKKHFFJuYKuuPtoUbFFgedTuwhCCCk5ext7ZKgyRG0bodKooGEaAAWvXgRyfrekZafpHXQZWmfsKHNEUmaSQcX0ay6uQUxKDPyd/DGmoXmzXEAxgq6+ffsaYRjEFIpT0+Vj7wNriTVUGlVOEaKTn17X8dOL7rbueJ32Wv9MF9V0EUJIsdlJ7fAar0XNdPFZLqDw2itD9180dEW9k8wJz/BM70xXWnYavjv1HYCcLJeNlY1e1xmTwUHXnDlzjDEOYgLFWb1oJbGCn6MfIhMj8UT5RO+gi59e7FClA/64+QdNLxJCiAkIDVJFrOnie3QBBRfSA4a3jTA06DK0V9fqC6sRmxqLys6VMbrBaL2uMTaDa7pI6VWcmi7A8GL6TFUmolOiAeQEXUDRbSOokJ4QQkqO//lujEyXtcS60BITQze9NmbQlZqVKmS5ZreeDamVVK/nMDYKusqR4tR0AYYX0z9LegYgJw0d5BcEIKeQnjFW4DXUMoIQQkrOGA1Siyqi51lSpmv1xdV4lfYKAS4BGPnWSL3ubwoUdJUjxanpArSCLj0zXfzUYiWnSqjmWg0cOCRlJglTiLkxxvA67TUAml4khJCS4H++i1lIX1SPLp6h+y8a+jtJ6EpfxF7AqVmpWHxqMQDLynIBFHSVG4yxYtV0AUBl58oA9M908ef5O/lDbi0X6sAKmmJUZiqRrcnZy5MyXYQQUnylKdNl6OyLdlf6wvx84We8SnuFqi5VMeKtEXrd21QMCrqys7MREBCAW7duGWs8xEiyNdnChtLFrunSM+jSznQBQKBrIICCe3XxU4v2NvZFflMTQggpmDEK6fmgq6geV8Xt0yXm9GJKVgqWnF4CAPiyzZd6bUdkSgYFXVKpFJmZmaLu50RMQzvVXOyarsQnhdZl8QoMugrIdFERPSGEiIOfqhMz08WvXiwy02Vt/pquledX4nXaawS6BmJY/WF63deUDJ5e/OSTT/Ddd99BpVIZYzzESPg3t7XE2uBeJX5OfuDAIV2VLtReFUZ7ehEAAt1ygq4HCfnvwUjtIgghRBxCpkvEmi5DpxeN1aerqJqu5Mxki85yAcXo03Xu3DmEhoYiJCQE9erVy9OR/u+//xZtcEQ8xV25CAA2VjbwcfDBi+QXeKJ8UmTdlaGZLlq5SAgh4hBaRmSLmOkysJDeWJkuJ3nBNV0J6QkY9NcgxKfHI9A1EO/We1eve5qawUGXs7Mz3nnnHWOMhRhRcVcu8vyd/HOCrsQnaOLbpMDzGGN5gy63NzVdjLE809OU6SKEEHGYs5C+2HsvGrh6MXfQdT/uPnr+3hP34u7BTmqHNT3XWGSWCyhG0LVp0yZjjIMYmaF/UeTm7+yPM8/O4HHi40LPe5X2ChmqDHDgUNGxIgAgwCUAEk6ClKwUxKbGwtveW/ca2neREEJEYYyWEZayejG/oOto5FEM2DkACRkJ8HP0w7/v/osG3g30up85FKtlhEqlwpEjR/DLL78gOTkZAPDixQukpIi7qzkRD/8NaOjKRZ6+DVL5LJe3vbew0sXGyka4Pr8pxpdpOYX0NL1ICCElY4xMF19IX9TqRVPVdPFB1y8Xf0GX37ogISMBzSs0x/lx5y064AKKEXQ9efIE9erVQ58+ffDxxx/j1aucLMXixYsxbdo00QdIxFHiTJeBQRffZoJXzbUagPzbRvCZLlq9SAghJcP/YW2MlhGW0pFemaHEpwc+xUf7P4JKo8KwesNwbPSxPLMolsjgoOvTTz9FkyZNkJCQAIVCIRzv168fQkNDRR0cEU9JCukB/fdf5B/n67l4hRXTU00XIYSIwyiZLj0L6Y299yLfHFXN1Pjx/I8AgAXtF2Brv62lpsejwTVdJ0+exKlTp2Bjo9t2wN/fH8+fPxdtYERcYhTSA/pnuio55gq63ApukEqrFwkhRByW0DLCWEGXnY0dOHBgYLCV2mJrv63oX6u/XtdaCoMzXRqNBmq1Os/xZ8+ewcHBQZRBEfEVdwsgHp/pSsxILLQxXVRS/tOLBXWlZ4xRposQQkRijOaoBvfpMnTvRT1rjSWcBL1r9EZ1t+o4MeZEqQu4gGIEXZ06dcIPP/wg/JvjOKSkpGDOnDno3r27mGMjIipppsvexh6uClcAhU8xFji9yDdIjX+g09U+KTMJWeosAJTpIoSQktKeXtRnBxF9CIX0IvfpKk4yYPfg3bjz8R008mmk9zWWxOCga/ny5QgPD0ft2rWRkZGBoUOHonLlynj+/Dm+++47Y4yRiKCkNV2AflOMuXt08ao4V4EVZ4W07DS8SH4hHOezXHZSuxKNjRBCyJuskZqphT9oS8pSpheBnERPad6K0OCaLl9fX0RERGDHjh24dOkSNBoN3nvvPQwbNkynsJ5YFkPTuPnxd/bHlZgrBWa60rLThCCKD9B4UispKjtXxsOEh3gQ/wAVHCsAoHouQggRk/ZsRkpWSpFtHvRhjA2vNUwjtJYoT39wGxx0HT9+HC1btsSYMWMwZswY4bhKpcLx48fRpk0bUQdIxFHSmi6g6EzXU+VTADnpbWe5c57HA90C8TDhIe7H30dw5WAAtHKREELEJLWSwsbKBlnqLKRmp8INbiW+J796Ucy9F/lATvu68sDg6cV27dohPj4+z3GlUol27dqJMigivjRVyWq6gKKDLu2pxfzSv/m1jaBMFyGEiEvsthGGTi9mqDKgYZpCz9XOhvGtJsoDg4Ou/PbOA4C4uLg8m18TyyFKpquIXl18MJZ7apGX3wrGl6n/60ZPmS5CCBGF2G0jDN3wGih6BSMfdMmt5bCSWJVwhKWH3tOL/fvnLM3kOA6jR4+GTPbmxVer1bh27Rpatmwp/giJKMSo6arsXBmAfpmu/OTXq4umFwkhRFxit43QN9Ol/Xhadlqhv2/ESASURnoHXU5OOZ1gGWNwcHDQKZq3sbFBixYtMG7cOPFHSEQh5urFmJQYZKgy8nwDClsAFZHpehD/ABqmgYSTCEEXbQFECCHiMNf0ooSTQG4tR4Yqo8i6rpJuTVda6R10bdq0CQBQuXJlTJs2jaYSS5mS9ukCAFeFK+ykdkjNTsVT5VMhc8XjM2AFZbr8nf1hLbFGhioDz5Oew8/Jj2q6CCFEZGLvv6jvhtdAThCVocoocgVjeQ26DK7pmjNnDgVcpZAYqVyO497UdeUzxVjU9KK1xBpVnKsAeDPFSNOLhBAiLnNlugD9e3WV16DL4JYRAPDXX39h586diIqKQlaWbvO1y5cvizIwIi4xarqAnKnDW69u5Smm1zCN0DIi9xZA2gLdAnE//j7ux91H+yrt3xTSU6aLEEJEwc9oiFVIL/TpKqKQHtB/0+vyGnQZnOn68ccfMWbMGHh6euLKlSto1qwZ3Nzc8OjRI3Tr1s0YYyQiEKOmCyi4bURMSgyyNdmQcBL4OvgWeL32CkbG2JvpRcp0EUKIKMTOdOnbpwvQf/9FMUpeSiODg65Vq1Zh7dq1WLlyJWxsbDB9+nQcPnwYkyZNglKpNMYYiQjEeoMXNL3ITy1WcKgAa0nBCVTtoCslK0X4ZqZCekIIEYeQ6RKppssY04tiJQJKG4ODrqioKKE1hEKhQHJyMgBgxIgR+P3338UdHRGFhmmEbxrRMl2J+QddhU0tAlptI+LuC/VcCmtFiac9CSGE5BA902VgIT1A04sFMTjo8vb2RlxcHADA398fZ8+eBQBERkaKtqM5EZf2m7/ENV3/C6oeJz7WOc4HYQUV0fP4TNfDhIeISYkBQPVchBAiJnMW0uu7/yIFXXpq37499u7dCwB477338Nlnn6FTp04YPHgw+vXrJ/oASclpv/n1+aYpDJ/pepb0DCqNSjgurFx0LDzoquRUSdgX7Er0FQBUz0UIIWISs2UEY0zvjvSA/vsvltegy+DVi2vXroVGk7On0kcffQRXV1ecPHkSvXr1wkcffST6AEnJ8StYFNYKSDiD42wdPg4+kEqkyNZk40XyCyGzJWwBVMT0opXECgEuAbjz+g5OPzsNgDJdhBAiJjEzXVnqNx0KqGVEyRkcdEkkEkgkb35xDxo0CIMGDRJ1UERcYrWLAHI6Dvs5+eFRwiM8SXwiBF1F9ejSFugamBN0Pc0JuqiInhBCxCNmywh+ahHQM+iyNizootWLRXj77bcxc+ZMhISEIDVVnJURxLjEXiWSX9uIorYA0sbXdfF1YTS9SAgh4hEz08VPLQKAjZVNkedTTVfhDA66evbsicuXL2PAgAFwcXFBUFAQZsyYgYMHDyIlRZyiPSIusf+iENpG/K94PjkzGQkZCQAAPye/Iq+v5lpN598UdBFCiHjErOnSbozKcVyR5+vbp4taRujpiy++wMGDB5GQkIDjx4+jT58+iIiIQO/eveHm5maMMZISEns399yZLj7L5Sx3hqPMscjrc+/ZSDVdhBAiHjEzXYasXASopqsoxdoGCADu37+Pq1ev4urVq7h27RocHR3RunVrMcdGRCJmTRdQcNClz9Qi8GZ6kUeZLkIIEY+o04sG9OgCtIIuFQVd+TE46Bo8eDCOHz8OjUaDNm3aoE2bNvjiiy9Qv359Y4yPiED0mq5c04t88KVPET2QMwUps5IJtQKU6SKEEPEYo5CeMl3iMDjo+vPPP+Hu7o7Ro0ejXbt2aN26Nezt7Y0xNiIS0Wu6/pfRilJGgTFm0MpFIGcFZFXXqrj16hYAWr1ICCFi4jNd2ZpsZKmz9CqAL4ghm10Dbza81nvvxXK2G4nBNV3x8fFYv349VCoVZs+eDXd3dzRv3hyff/45Dhw4YIwxkhISu6bLz8kPHDikq9LxKu2VwdOLgO4UI00vEkKIeLQDmZJmuwzZ7BqgTFdRDA66nJ2d0bt3byxbtgyXLl3CzZs3Ubt2bSxbtgw9e/Y0xhhJCYmd6bKxsoGvgy+AnClGQ6cXgTdBl8xKJvxVRgghpORsrGwglUgBlLyuy1jTi2InA0oLg6cX4+PjER4ejmPHjuHYsWO4efMmXF1d0adPH7Rr184YYyQlZIyluf7O/nie/BxPlE8Mnl4E3qxg9LDz0GsZMiGEEP3Z2dghMSOxxG0jil1IT5mufBkcdHl4eMDd3R2tW7fGuHHj0LZtW9StW9cYYyMiMcbcub+TP04/PY1HCY/wPOl5zrEitgDS1tS3KQCgpntN0cZECCEkh72NPRIzEk2e6dKnOSpjjIIufV29epWCrFLGKJmu/9VvnXl2BmqmhlQihbe9t97XN/RpiNNjT+dplEoIIaTk+LKNktZ0GVpIr8+G15nqTDAwnfPLC4ODLgq4Sh9j7HHFZ7VOPDkBIKe43tDNtIP8gkQbDyGEkDf4n/clzXQZo5Be+zEKuvLRsGFDvetuLl++XKIBEfEZo2CRz3TFpccBMKyeixBCiHGJ1SC1JIX0jLF8Ywc+6LKxsoG1pNg92kslvT7bvn37Cv+fkZGBVatWoXbt2ggKyslUnD17Fjdv3sSECROMMkhSMkap6cpVv0VBFyGEWA6x9l8sbp8u/lq+xktbeV25COgZdM2ZM0f4//fffx+TJk3CN998k+ecp0+fijs6IgpjFCzm7sllSI8uQgghxiVWpotfvWhoIT2QU9eVX9BVXovogWL06frzzz8xcuTIPMeHDx+OXbt2iTIoIi7+Lx0xa7rsbOzgpnizwTllugghxHKItRWQkOnSs2WEtcRa6IBfUF0XBV0GUCgUOHnyZJ7jJ0+ehFyuXyRMTMtYb3DtKUYKugghxHKIlukysJAeKLqYvjwHXQZXsE2ePBnjx4/HpUuX0KJFCwA5NV0bN27EV199JfoAScmFjw5HcmayQX209OHv5I/L0ZeF/yeEEGIZhEyXSDVdhgRdCmsFEpFYZNAl5uxLaWFw0DVjxgwEBARgxYoV2L59OwCgVq1a2Lx5MwYNGiT6AEnJVXSsaJT7agdafk5+RnkOQgghhhN79aK+hfSAVq+uAja9pkyXgQYNGkQBFhEyZ+627uXym4cQQiyVJU8vGqNhd2lR7AYZWVlZePnyJTQajc7xSpWotqe84Detpq7yhBBiWcRuGUE1XeIwOOi6f/8+xo4di9OnT+sc55ugqdVq0QZHLFuXal0wv918dAzoaO6hEEII0SJ2ywh9Vy8CRe+/SEGXAUaPHg1ra2vs27cPPj4+eneqJ2WPtcQas9rMMvcwCCGE5CJ2y4jiZLoK2n+xPAddBreMiIiIwC+//IJu3bqhQYMGeOutt3Q+jCUhIQEjRoyAk5MTnJycMGLECCQmJhZ6DWMMc+fOha+vLxQKBdq2bYubN2/qnJOZmYlPPvkE7u7usLOzQ+/evfHs2TOdcxYsWICWLVvC1tYWzs7O+T4Xx3F5PtasWVOST5kQQggpFksopKfVi3kZHHTVrl0br1+/NsZYCjV06FBERETg4MGDOHjwICIiIjBixIhCr1m8eDGWLVuGlStX4sKFC/D29kanTp2QnJwsnDN58mTs3r0bO3bswMmTJ5GSkoKePXvqTJNmZWVh4MCBGD9+fKHPt2nTJkRHRwsfo0aNKtknTQghhBSDWDVd1KdLXAZPL3733XeYPn06Fi5ciHr16kEqleo87ujoKNrgeLdv38bBgwdx9uxZNG/eHACwbt06BAUF4e7du6hRo0aeaxhj+OGHHzBr1iz0798fAPDrr7/Cy8sL27dvx4cffgilUokNGzZg69at6Ngxpy7pt99+g5+fH44cOYIuXboAAL7++msAwObNmwsdp7OzM7y9vcX6tAkhhJBiMdeG18Cb/Rdp9WJeBme6OnbsiLNnz6JDhw7w9PSEi4sLXFxc4OzsDBcXF2OMEWfOnIGTk5MQcAFAixYt4OTklKegnxcZGYmYmBh07txZOCaTyRAcHCxcc+nSJWRnZ+uc4+vri7p16xZ438JMnDgR7u7uaNq0KdasWZNnZWdumZmZSEpK0vkghBBCSkr06UUDCumpT1fBDM50hYWFGWMchYqJiYGnp2ee456enoiJiSnwGgDw8vLSOe7l5YUnT54I59jY2OQJFr28vAq8b0G++eYbdOjQAQqFAqGhoZg6dSpev36N2bNnF3jNokWLhCwaIYQQIha+XipLnYVsdTakVtIirsifoRteA4Cz3BkAsPvObkxqPgk+Dj46j1PQZYDg4GDRnnzu3LlFBh0XLlwAgHxXSfJtKgqT+3F9rtHnnNy0g6sGDRoAAObNm1do0PXFF19gypQpwr+TkpLg50ed3QkhhJQMn+kCcqbznK2ci3Wf4hTSj2kwBmsvrcXduLsI3hyM0JGhOruWUNBlgOPHjxf6eJs2bfS+18SJEzFkyJBCz6lcuTKuXbuG2NjYPI+9evUqTyaLx9dWxcTEwMfnTZT98uVL4Rpvb29kZWUhISFBJ9v18uVLtGzZUu/PIz8tWrRAUlISYmNjCxyjTCaDTKb/G5kQQgjRh42VDaw4K6iZGqlZqUL2yVDFKaT3c/LD8THH0WFLB9yPv482m9vg6MijqOJSBYDW6kWb8rd60eCgq23btnmOaWeFDGmO6u7uDnd39yLPCwoKglKpxPnz59GsWTMAwLlz56BUKgsMjqpUqQJvb28cPnwYDRs2BJCzCjE8PBzfffcdAKBx48aQSqU4fPiwsK1RdHQ0bty4gcWLF+v9eeTnypUrkMvlBbaYIIQQQoyF4zjY29hDmaksUV1XcQrpASDAJQDHRx9H+y3t8SD+AVpvao2jo46iulv1cp3pMriQPiEhQefj5cuXOHjwIJo2bYqQkBBjjBG1atVC165dMW7cOJw9exZnz57FuHHj0LNnT52VizVr1sTu3bsB5LzhJk+ejIULF2L37t24ceMGRo8eDVtbWwwdOhQA4OTkhPfeew9Tp05FaGgorly5guHDh6NevXrCakYAiIqKQkREBKKioqBWqxEREYGIiAikpOS8kffu3Yt169bhxo0bePjwIdavX49Zs2bhgw8+oEwWIYQQsyhp2wi1Rg2VRgXAsEJ6np+TH46PPo7aHrXxPPk52mxqgxsvbwgNW8tj0GVwpsvJySnPsU6dOkEmk+Gzzz7DpUuXRBlYbtu2bcOkSZOElYa9e/fGypUrdc65e/culEql8O/p06cjPT0dEyZMQEJCApo3b46QkBA4ODgI5yxfvhzW1tYYNGgQ0tPT0aFDB2zevBlWVlbCOV999RV+/fVX4d985iwsLAxt27aFVCrFqlWrMGXKFGg0GgQEBGDevHn4+OOPjfJaEEIIIUUp6QpGfmoRMDzTxfNx8MGxUcfQaWsnXI29irab2wqd6stj0MUxxpgYN7p9+zaaNm0qZH+I4ZKSkuDk5ASlUmmUfmeEEELKj8ZrG+Ny9GXsH7of3QO7G3x9fHo83Ba7AQCyv8yGtcTgPI0gIT0BXX7rggsvLgjH7n9yH9VcqxX7npZE39/fBr+C165d0/k3YwzR0dH49ttvjboNECGEEEL0V9L9F/l2ERJOUqKACwBcFC44MvIIemzvgZNRJwGUz0yXwa9igwYNwHEccifIWrRogY0bN4o2MEIIIYQUX0mnF4tbRF8QR5kjDg47iA/3fQiVRgUfe5+iLypjDA66IiMjdf4tkUjg4eEBuVycLwohhBBCSq6khfTF6dGlz5h+6/+baPcrbQwOuvz9/Y0xDkIIIYSISKxCerEyXaQYLSMAIDw8HL169UK1atUQGBiI3r1748SJE2KPjRBCCCHFZC/NCbqSMou3r6/Y04ukGEHXb7/9ho4dO8LW1haTJk3CxIkToVAo0KFDB2zfvt0YYySEEEKIgTztcvYsfpn6sljXF2eza1I4g6cXFyxYgMWLF+Ozzz4Tjn366adYtmwZvvnmG6HxKCGEEELMx8s+Zwu62NS82+jpozibXZPCGZzpevToEXr16pXneO/evfMU2RNCCCHEPLzs/hd0pRQv6DJGIX15Z3DQ5efnh9DQ0DzHQ0ND4efnl88VhBBCCDE1b3tvAEBMSkyxrqdCevEZPL04depUTJo0CREREWjZsiU4jsPJkyexefNmrFixwhhjJIQQQoiBtKcXGWPgOM6g66mQXnwGB13jx4+Ht7c3li5dip07dwLI2ZD6jz/+QJ8+fUQfICGEEEIMx08vZqmzoMxUwlnubND1VEgvPoOCLpVKhQULFmDs2LE4efKkscZECCGEkBJSSBVwlDkiKTMJMSkxBgddVEgvPoNquqytrbFkyRKo1WpjjYcQQgghIilJMT1NL4rP4EL6jh074tixY0YYCiGEEELEVJK2EbR6UXwG13R169YNX3zxBW7cuIHGjRvDzs5O5/HevXuLNjhCCCGEFF9JVjDS6kXxFauQHgCWLVuW5zGO42jqkRBCCLEQYkwvUqZLPAYHXRqNxhjjIIQQQojIhKCrGNOLVEgvvmJteE0IIYQQy1eS6UUqpBef3pmu9PR0hIaGomfPngCAL774ApmZmcLjVlZW+OabbyCX0xeHEEIIsQQlKqRXU58usekddG3ZsgX79u0Tgq6VK1eiTp06UCgUAIA7d+7A19dXZyNsQgghhJgPn+kqTk0XTS+KT+/pxW3btmHs2LE6x7Zv346wsDCEhYVhyZIlQod6QgghhJifdk0XY8yga6mQXnx6B1337t1D9erVhX/L5XJIJG8ub9asGW7duiXu6AghhBBSbPz0YpY6C4kZiQZdSy0jxKf39KJSqYS19ZvTX716pfO4RqPRqfEihBBCiHnJreVwkjlBmalEbGosXBQuel9LhfTi0zvTVbFiRdy4caPAx69du4aKFSuKMihCCCGEiIPPdhm6gpE2vBaf3kFX9+7d8dVXXyEjIyPPY+np6fj666/Ro0cPUQdHCCGEkJIpboNUKqQXn97TizNnzsTOnTtRo0YNTJw4EdWrVwfHcbhz5w5WrlwJlUqFmTNnGnOshBBCCDGQsILRwLYRNL0oPr2DLi8vL5w+fRrjx4/HjBkzhFUQHMehU6dOWLVqFby8vIw2UEIIIYQYjs90FXt6kVYvisagbYCqVKmCgwcPIj4+Hg8ePAAAVKtWDa6urkYZHCGEEEJKRmiQauj0Iq1eFJ3Bey8CgKurK5o1ayb2WAghhBAispJOL1IhvXho70VCCCGkDCvu9CIV0ouPgi5CCCGkDCvO/ouMMSqkNwIKugghhJAyTHv/RX23AsrWZIMh51wqpBcPBV2EEEJIGeZp5wkgJ5BKyEjQ6xp+ahGgTJeYKOgihBBCyjB+KyBA/xWM/NQiQIX0YqKgixBCCCnjDF3ByAddUokUEo5CBbHQK0kIIYSUcYbuv0g9uoyDgi5CCCGkjDN0/0Xq0WUcFHQRQgghZZyh04vUo8s4KOgihBBCyjhDG6RSjy7joKCLEEIIKeOKW0hPPbrERUEXIYQQUsYZuuk1FdIbBwVdhBBCSBlX3OlFKqQXFwVdhBBCSBnHTy++TH2p11ZAVEhvHBR0EUIIIWWcoVsBUSG9cVDQRQghhJRxMmsZnOXOAPSbYqRCeuOgoIsQQggpB4QVjHoU01MhvXFQ0EUIIYSUA0JXej3aRlAhvXFQ0EUIIYSUA4bsvyjUdFlRpktMFHQRQggh5YC3nQHTi7R60Sgo6CKEEELKAaFBqh7Ti0+UTwAAHnYeRh1TeWNt7gEQw2g0GmRlZZl7GISUGVKpFFZWVuYeBiFGZ0iD1EvRlwAAjXwaGXVM5Q0FXaVIVlYWIiMjodFozD0UQsoUZ2dneHt7g+M4cw+FEKPRd//FpMwk3Iu7BwBo7NPY6OMqTyjoKiUYY4iOjoaVlRX8/PwgkdDMMCElxRhDWloaXr58CQDw8fEx84gIMR5991+8En0FAODn6EfTiyKjoKuUUKlUSEtLg6+vL2xtbc09HELKDIVCAQB4+fIlPD09aaqRlFnaLSM0TAMJl/8f7/zUYmNfynKJjdIlpYRarQYA2NjYmHkkhJQ9/B8y2dnZZh4JIcbDbwWk0qiQkF7wVkCXoy8DABp5Uz2X2CjoKmWo5oQQ8dH3FSkPZNYyuMhdABRe10WZLuOhoIuQ/3n8+DE4jkNERITe17Rt2xaTJ0822pgsVeXKlfHDDz+YexiEEAPxxfQFrWBMzkzG3dd3AVARvTFQ0EWMavTo0eA4DhzHQSqVIiAgANOmTUNqaqrOebt27ULbtm3h5OQEe3t71K9fH/PmzUN8fDwAYPPmzcJ9OI6Dl5cXevXqhZs3b+o1jgcPHmDs2LGoVKkSZDIZKlSogA4dOmDbtm1QqVSif968GTNmoFatWjrHbt++DY7jMGLECJ3jW7duhVQqRUpKCgDofL7W1taoVKkSpkyZgszMzEKfU/s6e3t7vPXWW9i8ebOonxchpHQqqpg+IiYCDAwVHCoI5xLxUNBFjK5r166Ijo7Go0ePMH/+fKxatQrTpk0THp81axYGDx6Mpk2b4sCBA7hx4waWLl2Kq1evYuvWrcJ5jo6OiI6OxosXL7B//36kpqaiR48eRfYtO3/+PBo1aoTbt2/j559/xo0bN7Bv3z6MHTsWa9as0TtwK4527drhzp07iIl581flsWPH4Ofnh7CwMJ1zjx07hmbNmsHe3l44tmnTJkRHRyMyMhKrVq3C1q1bMX/+/CKfl7/u6tWrGDx4MMaMGYNDhw6J94kZAdVTEWJ8Re2/SFOLxkVBFzE6mUwGb29v+Pn5YejQoRg2bBj27NkDICcgWrhwIZYuXYolS5agZcuWqFy5Mjp16oRdu3Zh1KhRwn04joO3tzd8fHzQpEkTfPbZZ3jy5Anu3r1b4HMzxjB69GhUr14dp06dQq9evRAYGIiGDRti2LBhOHHiBOrXr1/g9eHh4WjWrBlkMhl8fHwwY8aMPJkxlUqFiRMnwtnZGW5ubpg9ezYYYwCAVq1aQSqV4tixY8L5x44dw8cff4zk5GQ8ePBA53i7du107s33j/Lz80PPnj3Ru3dvXL58ucjXnL+uatWqmDlzJlxdXRESEiI8rlQq8cEHH8DT0xOOjo5o3749rl69qnOPf//9F02aNIFcLoe7uzv69++v83haWhrGjh0LBwcHVKpUCWvXrtV5/PPPP0f16tVha2uLgIAAfPnllzqB1dy5c9GgQQNs3LgRAQEBkMlkYIzhzp07aNWqFeRyOWrXro0jR46A4zjhPQMAz58/x+DBg+Hi4gI3Nzf06dMHjx8/LvJ1IaS8K2p6UQi6aGrRKCjoKqUYA1JTzfPxv3ii2BQKhfDLd9u2bbC3t8eECRPyPdfZ2Tnf44mJidi+fTuAnI7iBYmIiMDt27cxbdq0AnubFVRE/fz5c3Tv3h1NmzbF1atXsXr1amzYsCFPpunXX3+FtbU1zp07hx9//BHLly/H+vXrAQB2dnZo2rSpTlYrPDwcHTp0wNtvvy0cf/r0KR49epQn6NJ27949hIWFoXnz5gWek5tarcbOnTsRHx8vvE6MMfTo0QMxMTH477//cOnSJTRq1AgdOnQQpnP379+P/v37o0ePHrhy5QpCQ0PRpEkTnXsvXboUTZo0wZUrVzBhwgSMHz8ed+7cER53cHDA5s2bcevWLaxYsQLr1q3D8uXLde7x4MED7Ny5E7t27UJERAQ0Gg369u0LW1tbnDt3DmvXrsWsWbN0rklLS0O7du1gb2+P48eP4+TJk7C3t0fXrl1ptwZCilBkpusFdaI3KkYshlKpZACYUqnM81h6ejq7desWS09PZ4wxlpLCWE74Y/qPlBT9P6dRo0axPn36CP8+d+4cc3NzY4MGDWKMMdatWzdWv379Iu+zadMmBoDZ2dkxW1tbBoABYL179y70uh07djAA7PLly8Kx2NhYZmdnJ3z8/PPPjDHGIiMjGQB25coVxhhjM2fOZDVq1GAajUa49ueff2b29vZMrVYzxhgLDg5mtWrV0jnn888/Z7Vq1RL+PXPmTFa9enXGGGM3b95kjo6OTKVSsW+//ZYNHTqUMcbYr7/+ymQyGUtLSxOuA8Dkcjmzs7NjMpmMAWA9e/ZkWVlZhX7O2tdZWVn9f3t3H1fj/f8B/HU63d+rpNBilYohhQlTaLLN6MfI3MvtzM3cbu7ZzMaYbXy/Y+79vszNNjNjaH4IIaLcVURJKrmpVLo7nffvj77nmtO9OOfUx/v5ePTgXOe6znm/Pp2rPl3X5/pcBIBsbGzo5s2bRER09OhRsrS0pPz8fLXtXFxcaN26dURE5OvrS4MHD67wPZydnWnIkCHSY6VSSfb29vTjjz9WuM3y5cvJx8dHerxw4UIyMDCg9PR0adlff/1F+vr6lJqaKi0LDQ0lALR3714iItq4cWOZ70tBQQGZmJjQ4cOHK2uaCpXevxgT1caLGwmLQO/8550yz+UU5JBskYywCJTyJEUH1dVdlf3+fhYf6WIa9+eff8Lc3BzGxsbw9fVFly5dsHr1agAlR12qe7m+hYUFoqKiEBkZibVr18LFxQVr166Vnm/RogXMzc1hbm6Od955R23bZ9/D1tYWUVFRiIqKgrW1dYVHR2JiYuDr66u2badOnZCTk4Pk5GRpWYcOHdTW8fX1xc2bN6W51bp27YobN24gJSUFx48fR+fOnSGXy+Hn5yeddjx+/Dg6dOggTdSpsmrVKkRFRSE6Ohp//vknbty4UWYAfnlU24WGhsLLywurVq2Cq6srACAyMhI5OTmwtbWV2svc3BwJCQm4desWgJIjhN27d6/0PZ49Las69aua2R0AfvnlF3Tu3BkODg4wNzfH/PnzkZSUpPYazs7OqF//nxmv4+Li4OTkBAcHB2lZ+/bt1baJjIxEfHw8LCwspNptbGyQn58v1c8YK19lpxdVg+gdzR3haMF3Z9AEnpG+jjI1Bf57kZtO3vt5dO3aFT/++CMMDAzQsGFDtdOBzZo1w6lTp1BUVFTpaUIA0NPTkzoOHh4eSEtLQ3BwMMLCwgAABw8elE5bqjovbm5uAIDY2Fh4eXkBAORyufQ6+voV7wLldQjpv+dWn2dep06dOsHQ0BDHjx/HsWPH4OfnBwBo27YtsrKypNOGI0aMKLOtg4ODVKu7uzuys7Px4YcfYsmSJdLy8qi2c3V1xZ49e9CmTRu0bdsWzZs3h1KphKOjo9o4MxXV6dzSnb/ylP5+yWQy6b6gZ8+excCBA7F48WIEBgbCysoKO3fuxMqVK9W2MTMzU3tcnU64UqmEj48Ptm/fXua5ZztwjLGyKju9yIPoNY+PdNVRMhlgZqabr+edR9LMzAyurq5wdnYu84t60KBByMnJwb///e9yt83MzKzwdadOnYro6Gjs3bsXQMlRE1VHo1GjRgCANm3awMPDAytWrHjuG4U3b94c4eHhUkcLAMLDw2FhYSG9PlDSwXjW2bNn4ebmJt1OxsTEBG+++SaOHz+OsLAw+Pv7Ayjp8HXs2BHbtm1DYmJipeO5VFSvmZeXV+0crq6u6NevH2bPng0A8Pb2RlpaGvT19aX2Un3Z2dkBKDmKdfTo0Wq/R2mnT5+Gs7Mz5s6di7Zt28LNzQ137typcjsPDw8kJSXh/v1/fiGcP39ebR1vb2/cvHkT9vb2Zeq3srKqcc2MvQpU00Ck56ZDSeo/E3kQveZxp4vp1JtvvolZs2Zh+vTpmDVrFs6cOYM7d+7g6NGj6N+/P7Zu3VrhtpaWlhg9ejQWLlyo1jF6lkwmw+bNmxEXF4dOnTrhjz/+wM2bN3H9+nWsXbsWDx48qPBeexMmTMDdu3cxadIkxMbGYt++fVi4cCGmTZumNij/7t27mDZtGuLi4vDzzz9j9erVmDJlitprde3aFTt37kReXh68vf8ZoOrn54cffvhB6piVlpmZibS0NKSkpODEiRP4/PPP0axZszJzf1Vl+vTp2L9/Py5cuICAgAD4+voiKCgIhw8fRmJiIsLDwzFv3jxcuHABALBw4UL8/PPPWLhwIWJiYnDlyhUsX7682u/n6uqKpKQk7Ny5E7du3cIPP/wgdY4r8/bbb8PFxQXDhw/H5cuXcfr0aWkgveoI2ODBg2FnZ4c+ffrg5MmTSEhIwIkTJzBlyhS1076MsbKevRXQ47zHas+pBtFzp0tzuNPFdG7ZsmXYsWMHzp07h8DAQLRo0QLTpk1Dq1at1KaMKM+UKVMQExODPXv2VLhOhw4dEBkZCXd3d3z88cdo3rw5OnbsiJ9//hmrVq3CRx99VO52jRo1wsGDBxEREYHWrVtj/PjxGDVqFObNm6e23rBhw5CXl4f27dvj448/xqRJkzB27Fi1dbp27Yrs7Gx06tRJ7ZSmn58fsrOz0bFjRxgZGZWpYeTIkXB0dETjxo3x4YcfokWLFvjrr78qPS1anpYtWyIgIAALFiyATCbDwYMH0aVLF4SEhKBZs2YYOHAgEhMT0aBByV/B/v7+2LNnD/744w94eXmhW7duOHfuXLXfr0+fPpg6dSomTpwILy8vhIeHY/78+VVuJ5fL8fvvvyMnJwft2rXD6NGjpfY2NjYGUHKfxLCwMLz22mvo27cvPD09ERISgry8PFhaWj5XuzD2qjGUG8LGxAaA+gSpuYW5iHkYA4CvXNQkGVV0iIBp3ZMnT2BlZYWsrKwyvzzy8/ORkJCApk2bSr98GHsVnD59Gp07d0Z8fDxcXFw08h68f7FXSfN/NUfMwxgcHXYU3Zp2AwCcuXsGHTd1RAOzBkidnsr3I31Olf3+fhYPpGeM1Sp79+6Fubk53NzcEB8fjylTpqBTp04a63Ax9qpxMHdAzMMYtSsYnx1Ezx0uzeFOF2OsVsnOzsasWbNw9+5d2NnZISAgoMxVj4yxmivv/os8iF476syYroyMDAwdOhRWVlawsrLC0KFDK72yDSi5/HzRokVo2LAhTExM4O/vX+Y+ewUFBZg0aRLs7OxgZmaG3r17qw3GTUxMxKhRo9C0aVOYmJjAxcUFCxcuLDO3U1JSEt5//32YmZnBzs4OkydP5tmxGauBYcOG4ebNm8jPz0dycjK2bNkCW1tbXZfFmDDKmzaCB9FrR53pdA0aNAhRUVE4dOgQDh06hKioqConiVy+fDm+/fZbrFmzBufPn4eDgwPefvttZGdnS+t88skn2Lt3L3bu3IlTp04hJycHvXr1kia2jI2NhVKpxLp163Dt2jWsWrUKa9euxZw5c6TXKC4uxnvvvYfc3FycOnUKO3fuxK+//orp06drpjEYY4yxGio9QWpeUR6uP7gOgOfo0jjNToz/cly/fp0A0NmzZ6VlZ86cIQAUGxtb7jZKpZIcHBzo66+/lpbl5+eTlZUVrV27loiIMjMzycDAgHbu3Cmtc+/ePdLT06NDhw5VWM/y5cupadOm0uODBw+Snp4e3bt3T1r2888/k5GRUZW3BHjW89wGiDH28vD+xV4lmy5uIiwC9fxPTyIiOnP3DGERyP4be7Xba7HqE+o2QGfOnIGVlZXaPEYdOnSAlZUVwsPDy90mISEBaWlp6NGjh7TMyMgIfn5+0jaRkZEoKipSW6dhw4Z44403KnxdAMjKyoKNjY1afW+88QYaNmwoLQsMDERBQQEiIyMrfJ2CggI8efJE7YsxxhjTpNJjui6mXgRQMlUED6LXrDrR6UpLS4O9vX2Z5fb29khLK3v/KNU2AKR5h1QaNGggPZeWlgZDQ0PUq1evwnVKu3XrFlavXo3x48ervVfp96lXrx4MDQ0rfB0A+Oqrr6QxalZWVnBycqpwXcYYY+xlKH16kcdzaY9OO12LFi2CTCar9Es1Q3Z5vW+qxn3ayrt3XlXbVLROSkoKevbsif79+2P06NGVvk913mv27NnIysqSvu7evVtpXYwxxtiLUg2kV90KiK9c1B6dThkxceJEDBw4sNJ1mjRpgsuXL6vdi03lwYMHZY4wqTg4/Lcnn5YGR8d/7paenp4ubePg4IDCwkJkZGSoHe1KT09Hx44d1V4vJSUFXbt2ha+vL3766acy71V6tu6MjAwUFRVVWB9QcrqzvFnIGWOMMU1R3QqomIqRkp2Caw9KrurnQfSap9MjXXZ2dvDw8Kj0y9jYGL6+vsjKykJERIS07blz55CVlVWmc6TStGlTODg4IDQ0VFpWWFiIEydOSNv4+PjAwMBAbZ3U1FRcvXpV7XXv3bsHf39/eHt7Y/PmzWr33QMAX19fXL16FampqdKyI0eOwMjICD4+/CGu60aMGIGgoCBdl1GnNGnSBN99952uy2CMlcNAbgBbk5JpWEJvhUKhVMDO1A5OljzERdPqxJguT09P9OzZE2PGjMHZs2dx9uxZjBkzBr169YK7u7u0noeHh3RTXZlMhk8++QRLly7F3r17cfXqVYwYMQKmpqYYNGgQAMDKygqjRo3C9OnTcfToUVy6dAlDhgyR7lMHlBzh8vf3h5OTE1asWIEHDx4gLS1NbaxWjx490Lx5cwwdOhSXLl3C0aNHMWPGDIwZM4bvBfdf4eHhkMvl6Nmzp65LeW7ff/89tmzZovH30Vbn7tnT9+bm5mjdurVW8jHGag/VYPqD8QcBlJxa5EH0mldnZqTfvn07Jk+eLF1p2Lt3b6xZs0Ztnbi4OGRlZUmPZ82ahby8PEyYMAEZGRl48803ceTIEVhYWEjrrFq1Cvr6+hgwYADy8vLQvXt3bNmyBXK5HEDJEav4+HjEx8ejcePGau9H/71tpVwux4EDBzBhwgR06tQJJiYmGDRoEFasWKGRtqiLNm3ahEmTJmHDhg1ISkrCa6+9pvH3LCoqgoGBwQu/jpWV1UuopnbZvHkzevbsidzcXOzatUu6sXZgYKCuS6vQy/p+MsZKBtNff3AdR24dAcA3udYazc9ewapL1Hm6cnJyyMLCgmJjYyk4OJgWL16s9vyxY8cIAP3555/UqlUrMjIyovbt29Ply5eldTZv3kxWVla0d+9ecnNzIyMjIwoICKCkpCRpnYULF1Lr1q1p48aN1LRpU5LJZKRUKunOnTvUu3dvMjMzIwsLC+rfvz+lpaUREVFMTAyZmJjQ9u3bpdf59ddfycjISHr/4cOHU58+faTn/fz8aOLEiTRlyhSytrYme3t7WrduHeXk5NCIESPI3NycXn/9dTp48KC0jUKhoJCQEGrSpAkZGxtTs2bN6LvvvlOrHYDa17Fjx4iIKDk5mQYMGEDW1tZkY2NDvXv3poSEBLX2a9euHZmampKVlRV17NiREhMTK/x+AKC9e/eqLbOxsaFp06ZJjzMzM2nMmDFUv359srCwoK5du1JUVJTaNvv27SMfHx8yMjIiW1tb+p//+R/pOWdnZ/ryyy9p5MiRZG5uTk5OTrRu3Tq17WfNmkVubm5kYmJCTZs2pXnz5lFhYWGV38+YmBjq1KkTGRkZkaenJ4WGhpbJVFWblVaX9y/GauLDXz4kLIL09cu1X3RdUp0m1DxdrCwiQm5hrk6+6L9H+Kpr165dcHd3h7u7O4YMGYLNmzeX+xozZ87EihUrcP78edjb26N3794oKiqSnn/69Cm+/PJLbN26FadPn8aTJ0/KXIgRHx+P3bt349dff0VUVBQAICgoCI8fP8aJEycQGhqKW7duITg4GEDJKekVK1ZgwoQJuHPnDlJSUjBmzBh8/fXXaNmyZYWZtm7dCjs7O0RERGDSpEn46KOP0L9/f3Ts2BEXL15EYGAghg4diqdPnwIAlEolGjdujN27d+P69etYsGAB5syZg927dwMAZsyYgQEDBqBnz55ITU1FamoqOnbsiKdPn6Jr164wNzdHWFgYTp06BXNzc/Ts2ROFhYVQKBQICgqCn58fLl++jDNnzmDs2LHVPk1QXFyM3bt34/Hjx9JRJCLCe++9h7S0NBw8eBCRkZHw9vZG9+7d8fjxYwDAgQMH0LdvX7z33nvSKfW2bduqvfbKlSvRtm1bXLp0CRMmTMBHH32E2NhY6XkLCwts2bIF169fx/fff4/169dj1apVlX4/lUolgoKCYGpqinPnzuGnn37C3Llz1bapqs0YY/9cwajCg+i1RAsdQFZNz3OkK6cgR+2vFG1+5RTkPFeujh07Skd1ioqKyM7OjkJDQ6XnVUe6nr0zwKNHj8jExIR27dpFRCVHulDqrgQxMTEEgM6dO0dEJUdGDAwMKD09XVrnyJEjJJfL1Y6IXbt2jQBQRESEtOy9996jt956i7p3705vv/222qzM5R3p6ty5s/RYoVCQmZkZDR06VFqWmppKAOjMmTMVtsuECROoX79+Fb4PEdHGjRvJ3d1drZ6CggIyMTGhw4cP06NHjwgAHT9+vML3KQ0AGRsbk5mZGcnlcgJANjY2dPPmTSIiOnr0KFlaWlJ+fr7adi4uLtLRKl9fXxo8eHCF7+Hs7ExDhgyRHiuVSrK3t6cff/yxwm2WL19OPj4+0uPyvp9//fUX6evrU2pqqrSs9JGuqtqsPHyki71qvj75tfQz3WaZDc9E/4Kqe6SrzozpYnVTXFwcIiIi8NtvvwEA9PX1ERwcjE2bNkkXK6j4+vpK/7exsYG7uztiYmKkZfr6+mpHUzw8PGBtbY2YmBi0b98eAODs7Iz69etL68TExMDJyUlt4tnmzZtL27Vr1w5AyZizZs2aQU9PD1evXq3ySFGrVq2k/8vlctja2qodGVNNFZKeni4tW7t2LTZs2IA7d+4gLy8PhYWF8PLyqvR9IiMjER8frzYOEQDy8/Nx69Yt9OjRAyNGjEBgYCDefvttBAQEYMCAAWrTpJRn1apVCAgIwN27dzFt2jRMnToVrq6u0nvm5OSUucl0Xl4ebt26BQCIiorCmDFjKn2PZ9tIJpPBwcFBrT1++eUXfPfdd4iPj0dOTg4UCkWZC09Kfz/j4uLg5OQkTQkDQPreq1TVZoyxfwbSAzyIXpu401VHmRqYImd2js7eu7o2btwIhUKBRo0aScuICAYGBmXmRytP6R8E5f1geHaZmZmZ2nNUwQS1pZdHR0cjNzcXenp6SEtLU7ulU3lKD+iWyWRqy1SvrVQqAQC7d+/G1KlTsXLlSvj6+sLCwgLffPNNmfndSlMqlfDx8cH27dvLPKfqjGzevBmTJ0/GoUOHsGvXLsybNw+hoaHo0KFDha/r4OAAV1dXuLq6Ys+ePWjTpg3atm2L5s2bQ6lUwtHREcePHy+znbW1NQDAxMSk0rqB8ttI1R5nz57FwIEDsXjxYgQGBsLKygo7d+7EypUr1bap7vfzWdVpM8Zedc+eXuRJUbWHO111lEwmg5mhWdUr6pBCocC2bduwcuVKtftbAkC/fv2wfft2TJw4UVp29uxZ6arGjIwM3LhxAx4eHmqvd+HCBenIRlxcHDIzM9XWKa158+ZISkrC3bt3paNd169fR1ZWFjw9PQEAjx8/xogRIzB37lykpaVh8ODBuHjxYrU6FtV18uRJdOzYERMmTJCWlT7qYmhoiOLiYrVl3t7e2LVrF+zt7SudfqRNmzZo06YNZs+eDV9fX+zYsaPSTtezXF1d0a9fP8yePRv79u2Dt7c30tLSoK+vjyZNmpS7TatWrXD06FGMHDmyWu9R2unTp+Hs7Kw2HuvOnTtVbufh4YGkpCTcv39fOpp4/vx5tXWq22aMvcpUtwIC+MpFbeKB9Exj/vzzT2RkZGDUqFF444031L4++OADbNy4UW39zz//HEePHpXmVLOzs1Obt8rAwACTJk3CuXPncPHiRYwcORIdOnQoc3rpWQEBAWjVqpXUkYqIiMCwYcPg5+cnnaocP348nJycMG/ePHz77bcgIsyYMeOltoWrqysuXLiAw4cP48aNG5g/f36ZzoLq7gtxcXF4+PAhioqKMHjwYNjZ2aFPnz44efIkEhIScOLECUyZMgXJyclISEjA7NmzcebMGdy5cwdHjhzBjRs3pA5ldU2fPh379+/HhQsXEBAQAF9fXwQFBeHw4cNITExEeHg45s2bJ92Wa+HChfj555+xcOFCxMTE4MqVK1i+fPlztUdSUhJ27tyJW7du4YcffpDm2KvM22+/DRcXFwwfPhyXL1/G6dOnpY6b6ghYVW3GGCt1epEH0WsNd7qYxmzcuBEBAQHlznPVr18/REVF4eLFi9Kyr7/+GlOmTIGPjw9SU1Pxxx9/wNDQUHre1NQUn376KQYNGgRfX1+YmJhg586dldYgk8nw+++/o169eujSpQsCAgLw+uuvY9euXQCAbdu24eDBg/jf//1f6Ovrw9TUFNu3b8eGDRtw8ODBl9QSJR27vn37Ijg4GG+++SYePXqkdtQLAMaMGQN3d3e0bdsW9evXx+nTp2FqaoqwsDC89tpr6Nu3Lzw9PRESEoK8vDxYWlrC1NQUsbGx6NevH5o1a4axY8di4sSJGDdu3HPVp5oQeMGCBZDJZDh48CC6dOmCkJAQNGvWDAMHDkRiYqJ0dMnf3x979uzBH3/8AS8vL3Tr1q3KU6XP6tOnD6ZOnYqJEyfCy8sL4eHhmD9/fpXbyeVy/P7778jJyUG7du0wevRozJs3DwBgbGwMAFW2GWMMcDR3RKBLIN5v9j6aWjfVdTmvDBnRc17/zzTmyZMnsLKyQlZWVplfDvn5+UhISEDTpk2lXy6iOH78OLp27YqMjAxpzFBpW7ZswSeffILMzEyt1sZqv9OnT6Nz586Ij4+Hi4tLjV5D5P2LMaZ5lf3+fhaP6WKM1Sl79+6Fubk53NzcEB8fjylTpqBTp0417nAxxpi2cKeLMVanZGdnY9asWbh79y7s7OwQEBBQ5qpHxhirjfj0Yi3yqp5eZEzXeP9ijL2I6p5e5IH0jDHGGGNawJ0uxhhjjDEt4E5XHcNngxl7+Xi/YoxpA3e66gi5XA4AKCws1HEljInn6dOnAMreuogxxl4mvnqxjlBN3PngwQMYGBhAT4/7y4y9KCLC06dPkZ6eDmtra+mPG8YY0wTudNURMpkMjo6OSEhIqNY96hhj1WdtbQ0HB4eqV2SMsRfAna46xNDQEG5ubnyKkbGXyMDAgI9wMca0gjtddYyenh7PI8QYY4zVQTwwiDHGGGNMC7jTxRhjjDGmBdzpYowxxhjTAh7TVYuoJmh88uSJjithjDHGWHWpfm9XNdEyd7pqkezsbACAk5OTjithjDHG2PPKzs6GlZVVhc/LiO9/UWsolUqkpKTAwsICMpnspb3ukydP4OTkhLt371Z69/O6RLRMouUBxMykKSK2lWiZRMsDiJnpRbxIexARsrOz0bBhw0onL+cjXbWInp4eGjdurLHXt7S0FG7HEi2TaHkAMTNpiohtJVom0fIAYmZ6ETVtj8qOcKnwQHrGGGOMMS3gThdjjDHGmBZwp+sVYGRkhIULF8LIyEjXpbw0omUSLQ8gZiZNEbGtRMskWh5AzEwvQhvtwQPpGWOMMca0gI90McYYY4xpAXe6GGOMMca0gDtdjDHGGGNawJ0uxhhjjDEt4E4XY4wxxpgWcKeLMS0Q8SJhETOxV5eIn2cRM9V13OlitcbDhw9x/vx5XL9+HZmZmbou54VduXIFs2bNAoCXei9NXVIoFNL/RcnEqo/30dqP99HajTtdddDt27dx7NgxXZfxUl25cgX+/v4YNmwY/P39sXLlSuTl5em6rBqLjo5G+/btYWpqqra8Lv/lGRcXh9GjR6NHjx549913kZSUBKDkRu1MHe+jtR/vo2Krrfsgd7rqmBs3bsDT0xPdu3fHX3/9petyXor4+Hh0794d7777Lg4cOIBJkyZh/fr1yM7O1nVpNRIdHY1OnTph4sSJWLRokdpzdfUvz6tXr6Jz587Q19dHmzZtkJmZia5du6KwsBB6evxj5Fm8j9Z+vI+KrVbvg8TqjIyMDAoKCqJBgwbRsGHDyMzMjP78809dl/XCPv30U+rXr5/0uLi4mAIDA+nkyZMUGRlJSUlJOqzu+SQmJpKVlRUNHz6ciIiKioroyy+/pJCQEOrTpw8dPnyYHj16pNsin1Nqaiq1a9eOpk+fLi178OABubi40LZt23RYWe3D+2jtx/uo2Gr7Pqiv604fq7709HS4ubnhrbfewvvvvw8TExMEBwdj165deO+993RdXo3l5eUhOzsbjx8/ho2NDZYsWYIjR44gOTkZhYWFqF+/PlavXg1vb29dl1qliIgIODo6wtDQEHFxcZg0aRIKCgpgb2+PrKwshISEYOLEiZg4cSLMzc11XW61REVFQaFQYMyYMdIyW1tb2NjY4MGDBzqsrPbhfZT3UV3gffQftX4f1HWvjz2f69evqz0eN24cmZmZ0f79+6VlxcXFlJWVpe3SamzZsmXk4eFBQUFBNHLkSNLX16dffvmFMjIy6Pjx49SjRw+aOXMmFRUVkVKp1HW5VdqyZQt16dKF6tWrR++88w7dv39fqvuzzz4jW1tbunnzpo6rrD6FQkE//fST9LiwsJCIiHr37k1Lly5VW7cufH80jffR2v8Z4H1UbLV5H+ROVx1VXFws/X/s2LHSIVSFQkFz5syhL774goqKinRY4fNZtmwZffXVV9SvXz+aOnWq2nMDBgygwMBAHVVWfc+296ZNm2jQoEF0/vx5IlL/fpmbm9OaNWu0Xt/L8GyOoKAgmjFjhvR4zZo1dOLECV2UVSvxPlr78D76au2jtXEf5NOLtVhcXBy2bNmCxMREdOvWDa1bt0b79u0BqF9hs27dOshkMgwZMgTt27dHaGgooqOjoa9f+769pTO1aNECHTt2lC7b/uSTT8rUbW5uDjs7OygUilqX6eHDh8jPz0fjxo2hr6+P4uJiyOVyjBw5Et7e3vDw8AAA6OnpgYhw69YtNG3aFM2bN9dx5RVLTEzEwYMHcfv2bQQGBsLPzw+GhoYASnIolUrpX9XyBQsWYMmSJbh69aouS9c63kdL8D6qXbyP/qPO7YNa7eKxart27RpZW1vT+++/T++//z65uLjQm2++Sf/+97+ldRQKhfT/goICatq0Kdna2lJUVJQuSq5SRZme/YtyxowZ1LhxYzp58iSdO3eOFixYQPXq1aNr167psPLyXbt2jWxsbCgkJIRSUlKk5c9+X0qbN28etW7dmu7du6eNEp/b5cuX6bXXXiN/f3/y9vYmPT09WrduHRH981ej6tRFnz59aNWqVfTtt9+SiYkJRUZG6qxuXeB9lPdRXeB99B91cR/kTlctVFhYSEOHDqVRo0ZJy6KiouiTTz4hZ2dnWrVqlbRcqVRSUVERTZgwgfT09OjKlSs6qLhqVWVauXKltNzPz48sLCzI1dWVvLy86NKlSzqouHKpqanUoUMH6tSpExkbG9Po0aPVfqiXtn//fpo6dSpZWlrWyjxEJVd1ubi40GeffUYFBQVERPTNN99Q/fr16f79+2XWHzx4MOnp6ZGZmZl0iuZVwfso76O6wPvoP+rqPli7jgMzAIBcLsft27fh5eUlLWvdujWmTJkCQ0NDrFu3Do6OjggODoZMJkN6ejoA4Pz583jjjTd0VHXlqsq0fv16NGjQAIMHD8bx48cRGhoKW1tbNGrUCA0aNNBd4eUgIly5cgWNGzfGsmXLkJiYiMDAQADA559/DkdHR7X1lUolzp07h7CwMJw6dQotW7bURdmVKi4uxo4dO+Dl5YVZs2bB0NAQRIRevXrhxx9/RG5ubplt5HI5iAgRERG1+lSMJvA+yvuotvE+qq7O7oM66+6xcimVSlIqlfTRRx9R//796fHjx2rPx8bG0gcffEADBgyQ/tIhIsrLy9N2qdX2PJlyc3N1VOXzSU1NpbCwMOlKoNDQUNLX16fRo0ernZZ49tD2w4cPtV7n8/jtt9/o008/VVv29OlTatiwIZ08eVJtUCoR0aNHjygxMVGbJdYKvI/yPqorvI+WqMv7IHe6aqmdO3eSiYkJbdiwocwlvvv27SN9fX26ceOGjqqrGREzEf0zfuLvv/+WfqinpKSQQqGg1atXU2hoqI4rrLnc3Fxq0qQJnT59Wlp29OhRunPnjg6rqh1E/DyLmImI91FR1cXPK59erKWCg4MRHR2Njz/+GKampujbty+MjIwAAG5ubnB3d9dxhc9PxEwAYGBggOLiYnTv3h2HDx+WTmPk5eVh3759uHjxoo4rfD5EBJlMBoVCgeLiYhgbG8PCwgIA8Nlnn2HdunW4fv26jqvUPRE/zyJmAngfFVVd/Lxyp6sWKiwshKGhIZYuXYri4mIMHToUCQkJ6NGjB9zc3LBp0ybk5+fD2tpa16VWm2iZVJedq6guz+7WrRsOHDiAnj17wsrKCidOnICbm5sOK60+1WXmqnvP6evrQyaTIS8vDwqFAgsXLsSaNWtw7NixMmNiXjWifZ4B8TLxPir2PlpnP6+6PtTGSqjGFaj+TU5Opr179xIR0fLly8nT05Osra2pdevW5ODgQBcvXtRVqdUmWqbSee7du0e//fZbmTEDU6dOJSsrqzKzItdGVWXKzc2lli1bUpcuXcjQ0JAuXLigs1p1TXX6QpTPM5F4mUrnEWEfrSrTq7SPivB55U6Xjty/f5+io6PVzsOrxh0kJiaStbU1zZ8/X3ouNjaWjh49SocOHaLk5GSt11sdomWqKk+9evVo0aJFatucP3+enJyc6Ny5c1qttbqeJ5NSqaS0tDQyMjIiMzMzio6O1knNupKXl0fZ2dlqM1arftHVxc8zkXiZqspTF/fR58kk+j6am5tLmZmZap3muvx5JeJOl05cvnyZWrVqRc2aNSMHBwcaOXKk9NzDhw/JysqKxo0bR8XFxXXmPlmiZapuntJZ8vLyKCMjQ8vVVk9NM/3000+1djJPTbly5Qr16tWLvLy8KCgoiObOnSs9l56eXuc+z0TiZapunrq0j9Y0k4j76JUrV6hHjx7k4eFBPXv2pDlz5kjP1cXPqwp3urTsxo0bZGdnR/Pnz6eIiAjasGEDeXp6Spf1pqam0oYNG8pc+lubiZZJtDxENctUl/K9TLGxsWRjY0NTp06lbdu20Zw5c8jW1pb69OlDmZmZdP/+/XKvlqrNRMskWh6immUSdR+Nj48nGxsbmjRpEq1du5amT59OjRs3Jj8/P8rKyqqT318V7nRpkVKppEWLFtGAAQOkZSkpKeTn50enTp2iI0eOVHp7itpItEyi5SESM5OmKBQKmjZtGo0dO1Za9vTpUwoKCiKZTEYBAQHS8rryC0+0TKLlIRIz04v48ccfyd/fXzqVWFRURGfOnCE3Nzfq3Lmz1Nmqi22hp+uB/K8SmUyGhIQE3L17V1q2detWnD9/HuPGjUNISAjatm2L7OxsACVXqtR2omUSLQ8gZiZNkcvliI+Pl2b3ViqVMDExgZ+fH8aOHYuYmBiMHDkSQMnVcHWBaJlEywOImelF3LlzB8nJydLNuvX19dGhQwfs3r0bSUlJ6Nu3L4C62RZ1r+I6qri4GADQq1cvpKWlISAgAKNGjcKiRYuwe/duHDx4EBEREXj69CkmTZoEoPZ/oETLJFoeQMxMmlJcXAyFQoFmzZrhyZMnuHTpEvT09JCYmIgvvvgCPj4++OyzzxAVFYX79+/rutxqES2TaHkAMTO9qHfffRcKhQJ79uxRW96qVSt89913iI2NxYkTJ3RU3YuRERHpugiRqeZVof9OZpeWloazZ88iMjISycnJaNSoEZYsWSI9P27cOKSkpGD//v26Lr1ComUSLQ8gZiZNKd1WZ86cwdixYyGXy2FnZ4fw8HAMGzYMa9euRUJCAtzd3REWFoYOHTrouvQKiZZJtDyAmJlehKodACA5ORljx46FsbExZs2apZb5/v37aNWqFb744guMHTtWV+XWGE+OqkFxcXHYsGEDMjIy4OTkhHHjxsHBwQFBQUEICgrCgAEDpL9cVB+23NxcODg4lJnYr7YQLZNoeQAxM2lK6bYaO3YsfH19sWPHDoSGhuLRo0cYPnw4hg4dCiLCw4cP0bx5czRs2FDXpVdItEyi5QHEzFRTqampKC4uRuPGjaFUKiGTydC4cWMsWLAAw4YNw7fffosJEybA398fAGBvb4/mzZvD2NhYt4XXlJbHkL0yrl27RlZWVhQcHEzdu3en9u3bk62tLf3111/SoOXvvvuOunXrRtu2baPr16/Tp59+SnZ2dhQTE6Pj6ssnWibR8hCJmUlTymsrGxsbOnDgQIXbzJw5k9q0aVNrb4wsWibR8hCJmammYmJiyMnJid599126desWEZVcVKAaIB8WFkZt2rShLl260IIFC+jvv/+myZMnU7169aT16xrudGmAQqGggQMH0ocffkhE/0xgFxISQqampvTLL78QEVFUVBT17duX6tevT82aNaOWLVvSpUuXdFh5xUTLJFoeIjEzaUplbWViYiK1leqH/8WLF2n48OFkbW1da9tKtEyi5SESM1NNJScnU6dOncjLy4v8/f0pODi43I5XdHQ0zZw5k1577TVq0aIFeXt71+m24NOLGiCTyfDgwQN07txZWtagQQNs3LgRxsbGGD58OJo0aQIfHx+sXr0aqampKCwshIuLC+zt7XVYecVEyyRaHkDMTJpSVVuNGDECr7/+Otq0aYOCggLo6+vDyMgIYWFhaNmypQ4rr5homUTLA4iZqaaio6Ohr6+PtWvX4tq1a9i6dSvmzJmDpUuX4vXXX4dCoQBQMnh+2bJlWLRoEXJycmBsbAxLS0sdV/8CdN3rE9WgQYPIx8enzL2iiouLKSgoiLy8vCgnJ0eXJT430TKJlodIzEyaUlVbeXt7U25urrS+6nZJtZlomUTLQyRmppo6duyY9P/169dTly5dKDg4mOLj44mI1Gabr4tzcpXn1bw2XIPovxeDDh48GEqlEkuWLEFRURHkcjkUCgX09PQwZswYZGZmIjk5WcfVVo9omUTLA4iZSVOq21aPHz9Wm9vMwMBAVyVXSbRMouUBxMz0olSD4wFg9OjRGDZsGFJSUjB37lzcvn0benp6WLx4MR48eCDMVDZ8evElU10N1q1bN3Tu3Bn79++HqakpPv74Y+lqC2dnZwBAQUGBzup8HqJlEi0PIGYmTRGxrUTLJFoeQMxML4tq+oxRo0ZBJpNh69atmDt3LgwMDPCf//wH/fv3R/369XVd5kshRtexliksLISxsTG++uor+Pj4YPfu3Zg8eTKysrKQkpKCHTt2wNDQEI6OjroutdpEyyRaHkDMTJoiYluJlkm0PICYmWpKNXEzUDIhs2oMV0hICIYMGYL9+/dj//79uHjxIlq0aKGrMl8+3Z3ZrPvKu1+dalliYiLt2bOHCgoK6KuvviIvLy+Sy+XUsmVLcnR0pMjISG2XWy2iZRItD5GYmTRFxLYSLZNoeYjEzFRTlbVFcnIyrV+/XlquGrc1efJksrS0pKtXr2qnSC3iTlcNXbt2jRYvXqw2KFn1gUlMTKRGjRrRjBkziKjkA5adnU179+6lkydPUlJSkk5qropomUTLQyRmJk0Rsa1EyyRaHiIxM9VUddris88+U9vm6NGjZGFhIVznU4U7XTUQFRVFMpmMli5dKi1TXWGRmppKDRo0oPHjx0vL6gLRMomWh0jMTJoiYluJlkm0PERiZqqpF2mL9PR0rdWpbdzpek7R0dFkampKn376qdryoqIiIir5MH3zzTd16vJW0TKJlodIzEyaImJbiZZJtDxEYmaqqZq2heqxyJ1S7nQ9h5s3b5K5uTmNGDFCWrZs2TIaMWIE9e/fn/744w8dVlczomUSLQ+RmJk0RcS2Ei2TaHmIxMxUU9wWleOrF59DQkICCgoK0LBhQ1y7dg1dunTBoUOH8PjxYxQVFaFPnz5YsWIFgH/mZKntRMskWh5AzEyaImJbiZZJtDyAmJlqituiCjrr7tVRe/bsoUaNGpGDgwMFBQVRSkqKdEj0hx9+ID09PYqIiNBxlc9HtEyi5SESM5OmiNhWomUSLQ+RmJlqituiYtzpqoFff/2VunTpQuHh4WrLHz58SI6OjrR27VodVVZzomUSLQ+RmJk0RcS2Ei2TaHmIxMxUU9wW5eMZ6SuRmJiIffv2ISMjA66urhgyZAgAoG/fvmjdujUaNmwIoOQQqUwmQ05ODho0aICmTZvqsuxKiZZJtDyAmJk0RcS2Ei2TaHkAMTPVFLfF8+FOVwWuXLmCd955B56ensjKysLly5eRkJCA+fPnAwBcXFykdVW3d/jpp5+gUChq7d3gRcskWh5AzEyaImJbiZZJtDyAmJlqituiBnR2jK0WS0xMJBcXF5o1axYplUp68uQJrVu3jpo3b063b98ucznr8ePHafz48VSvXj26dOmSboqugmiZRMtDJGYmTRGxrUTLJFoeIjEz1RS3Rc3wka5SlEoldu3aBTc3N8ydOxcymQwWFhbw8fHBgwcPkJ+fL/XYASA9PR1RUVG4fPkyTpw4USt776JlEi0PIGYmTRGxrUTLJFoeQMxMNcVtUXPc6SpFT08Pbdu2hVKphKWlJYCSc9GtWrWChYUFMjIy1Na3t7fHsGHDMHz4cFhbW+ug4qqJlkm0PICYmTRFxLYSLZNoeQAxM9UUt8UL0NkxtlqssLBQ+v+zh0hdXFzo77//lh4fOXKkzsycK1om0fIQiZlJU0RsK9EyiZaHSMxMNcVtUTM8OSqApKQkHDhwAOvXr0dqaioKCwsBAMXFxZDJZFAoFMjNzYVCoYCJiQkAYN68eQgMDERqaqouS6+QaJlEywOImUlTRGwr0TKJlgcQM1NNcVu8JLru9eladHQ0NWjQgNq0aUPW1tbk5OREM2bMoNu3bxNRSQ++qKiIcnNzydnZmS5dukRLly4lc3NzOn/+vI6rL59omUTLQyRmJk0Rsa1EyyRaHiIxM9UUt8XL80p3ujIyMsjHx4dmzpxJjx8/JiKixYsX01tvvUW9e/emmzdvqq3v7e1N7dq1I0NDw1r7QRItk2h5iMTMpCkitpVomUTLQyRmppritni5XulO1507d8jZ2ZkOHz6stnzr1q3UpUsXGjRoEKWmphIR0ePHj8nKyor09fXp8uXLuii3WkTLJFoeIjEzaYqIbSVaJtHyEImZqaa4LV6uV3pMl1wuh4mJCVJSUgAACoUCADBs2DAMHjwYV69exZEjRwAA9erVw7/+9S9cuXKlVl/uKlom0fIAYmbSFBHbSrRMouUBxMxUU9wWL5eM6FW8zfc/evfujbt37+LYsWOwtraGQqGAvn7JTBr9+/fHvXv3EB4eDqBkbhI9vdrfTxUtk2h5ADEzaYqIbSVaJtHyAGJmqilui5fnlWqZ3NxcZGdn48mTJ9KyTZs2ISsrCwMGDEBhYaH0QQKAwMBAEBEKCgoAoFZ+kETLJFoeQMxMmiJiW4mWSbQ8gJiZaorbQrNemda5fv06+vbtCz8/P3h6emL79u1QKpWws7PDjh07EBsbix49eiAuLg75+fkAgIiICFhYWOi48oqJlkm0PICYmTRFxLYSLZNoeQAxM9UUt4UW6GgsmVZdu3aNbG1taerUqbRjxw6aNm0aGRgY0MWLF6V1rly5Qi1btiQXFxdq27Ytvf/++2RhYUFRUVE6rLxiomUSLQ+RmJk0RcS2Ei2TaHmIxMxUU9wW2iH8mK7Hjx/jww8/hIeHB77//ntpebdu3dCyZUt8//33ICLpPlH/+te/kJycDBMTEwQHB8Pd3V1XpVdItEyi5QHEzKQpIraVaJlEywOImammuC20R/h7LxYVFSEzMxMffPABgH8G+b3++ut49OgRAEAmk6G4uBhyuRwff/yxLsutFtEyiZYHEDOTpojYVqJlEi0PIGammuK20B7hx3Q1aNAA//nPf/DWW28BKLllAQA0atRIbcCfXC5Hdna29Lg2HwAULZNoeQAxM2mKiG0lWibR8gBiZqopbgvtEb7TBQBubm4ASnrvBgYGAEo+VPfv35fW+eqrr7B+/XppDhLVYdTaSrRMouUBxMykKSK2lWiZRMsDiJmpprgttEP404vP0tPTk85Ly2QyyOVyAMCCBQuwZMkSXLp0Se1S2LpAtEyi5QHEzKQpIraVaJlEywOImammuC0065U40vUs1eFQuVwOJycnrFixAsuXL8eFCxfQunVrHVdXM6JlEi0PIGYmTRGxrUTLJFoeQMxMNcVtoTmvXHdVdX7awMAA69evh6WlJU6dOgVvb28dV1ZzomUSLQ8gZiZNEbGtRMskWh5AzEw1xW2hOa/ckS6VwMBAAEB4eDjatm2r42peDtEyiZYHEDOTpojYVqJlEi0PIGammuK2ePmEn6erMrm5uTAzM9N1GS+VaJlEywOImUlTRGwr0TKJlgcQM1NNcVu8XK90p4sxxhhjTFte2dOLjDHGGGPaxJ0uxhhjjDEt4E4XY4wxxpgWcKeLMcYYY0wLuNPFGGOMMaYF3OlijLGXZNGiRfDy8tJ1GYyxWoqnjGCMsWqo6ua+w4cPx5o1a1BQUABbW1stVcUYq0u408UYY9WQlpYm/X/Xrl1YsGAB4uLipGUmJiawsrLSRWmMsTqCTy8yxlg1ODg4SF9WVlaQyWRllpU+vThixAgEBQVh6dKlaNCgAaytrbF48WIoFArMnDkTNjY2aNy4MTZt2qT2Xvfu3UNwcDDq1asHW1tb9OnTB4mJidoNzBh76bjTxRhjGvR///d/SElJQVhYGL799lssWrQIvXr1Qr169XDu3DmMHz8e48ePx927dwEAT58+RdeuXWFubo6wsDCcOnUK5ubm6NmzJwoLC3WchjH2IrjTxRhjGmRjY4MffvgB7u7uCAkJgbu7O54+fYo5c+bAzc0Ns2fPhqGhIU6fPg0A2LlzJ/T09LBhwwa0bNkSnp6e2Lx5M5KSknD8+HHdhmGMvRB9XRfAGGMia9GiBfT0/vn7tkGDBnjjjTekx3K5HLa2tkhPTwcAREZGIj4+HhYWFmqvk5+fj1u3bmmnaMaYRnCnizHGNMjAwEDtsUwmK3eZUqkEACiVSvj4+GD79u1lXqt+/fqaK5QxpnHc6WKMsVrE29sbu3btgr29PSwtLXVdDmPsJeIxXYwxVosMHjwYdnZ26NOnD06ePImEhAScOHECU6ZMQXJysq7LY4y9AO50McZYLWJqaoqwsDC89tpr6Nu3Lzw9PRESEoK8vDw+8sVYHceTozLGGGOMaQEf6WKMMcYY0wLudDHGGGOMaQF3uhhjjDHGtIA7XYwxxhhjWsCdLsYYY4wxLeBOF2OMMcaYFnCnizHGGGNMC7jTxRhjjDGmBdzpYowxxhjTAu50McYYY4xpAXe6GGOMMca0gDtdjDHGGGNa8P/QjD1YD4sv6gAAAABJRU5ErkJggg==", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAH6CAYAAADFkwIXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADBGUlEQVR4nOzdd1hT1xsH8G9YIQxBQEAREffeewF1b20dVWsdnfqzWq21tdU6qrVaR2utWltnW1drta3bWsG9xb1FcSGCsndyfn8c7iUhAXLDDQnwfp6HJyG5uTlAgDfvec97FIwxBkIIIYQQUmg2lh4AIYQQQkhJQYEVIYQQQohMKLAihBBCCJEJBVaEEEIIITKhwIoQQgghRCYUWBFCCCGEyIQCK0IIIYQQmVBgRQghhBAiEwqsCCGEEEJkUqIDq3Xr1kGhUIgfdnZ2qFixIkaNGoXHjx/rHX/v3j2MGzcONWrUgEqlgpOTE+rWrYtp06bpHD9y5Eid8zo4OKBq1aqYPHkyEhISJI0xPT0dP/zwA4KCguDp6Ql7e3t4enoiODgYP/74IxITE3WOVygUmDlzpuTvRWhoKBQKBf744498j1u4cCEUCgVOnTqlc7tGo4GHhwcUCgVu3rypc19GRgacnJzw6quv6oxT+8PZ2Rm1a9fGrFmzkJycLHn8xDSmvl7ksHz5cqxbt84s57bk12Vp9+/fh0KhMNv31pCNGzfi22+/LbLnK0qVK1dGr169LD0Ms5g9ezbq1KkDjUYj3hYbG4upU6eiTp06cHZ2hpubG2rVqoXhw4fj0qVLOo8/deoU+vfvj0qVKkGpVMLHxwetW7fGRx99pHNccHCwzt97lUqFhg0b4ttvv9V57qtXr2Ls2LFo3bo1nJ2doVAoEBoaavTXk5CQgLlz5yI4OBi+vr5wcXFB/fr1MX/+fKSlpRl9npiYGEyYMAGVK1cWv67u3bvjxYsX4jGrV6+Gn5+fSf+v7CQ/ohhau3YtatWqhdTUVBw+fBjz5s1DWFgYLl++DGdnZwDAzp078frrr8PLywvjxo1D48aNoVAocPnyZaxZswa7du3ChQsXxHOqVCr8999/AIC4uDj88ccfWLRoES5duoT9+/cbNa7nz5+jW7duuHLlCkaMGIHx48fD29sbsbGx+O+//zBlyhQcPXoUv/zyi/zflDyEhIQAAA4dOoSWLVuKt1+8eBEvX76Es7MzDh06hJo1a4r3nTp1CqmpqeJjBQMGDBB/AZOSkhAWFobZs2fj0qVL2LZtWxF8NeTEiROoWLGiRZ57+fLl8PLywsiRIy3y/EQ+GzduxJUrV/Dhhx9aeijESE+ePMGCBQuwbt062NjwHEpSUhJatWqFpKQkfPzxx2jYsCFSU1Nx69Yt/PnnnwgPD0eDBg0AALt27UKfPn0QHByMBQsWoHz58nj69CnOnj2LzZs3Y9GiRTrPV6VKFfz2228AgOjoaKxcuRITJ07E06dPMX/+fADA2bNnsWPHDjRu3BgdO3bEP//8I+lrioyMxLfffovhw4dj0qRJcHFxwZEjRzBz5kwcOHAABw4cgEKhKPD70r59e9jZ2WH69OmoXr06YmJicOjQIWRkZIjHjRgxAvPnz8eCBQswa9YsSeMEK8HWrl3LALAzZ87o3D59+nQGgP3666+MMcbu3bvHnJ2dWePGjVlcXJzeeTQaDdu2bZv4+YgRI5izs7PecSEhIQwAu3fvnlHj69KlC7O3t2dhYWEG74+JiWG//PKLzm0A2IwZM4w6v7ZDhw4xAOz333/P9zi1Ws3c3d1Z165ddW5fvHgxq1ChAhsyZAgbNGiQzn2zZ89mANjly5d1xvm///1P7/zDhw9nNjY2LDU1VfLXUJJlZWWxtLQ0Sw9DVnXr1mVBQUFmObepvwdSJCcnm/X8poqIiGAA2Nq1a4vsOXv27MkCAgJkP29KSoqk483xMwkICGA9e/aU/bzaLPH7PWXKFObn58fUarV425o1axgA9t9//xl8jPaxHTp0YFWrVmWZmZn5HscYY0FBQaxu3bo6t2VkZLAqVaowJycnlpGRofe433//nQFghw4dMvprSkpKYklJSXq3f/PNNwwAO3LkSIHn6Nu3L/Pz82MvXrwo8NiFCxcyNzc3ya+7Ej0VmJdWrVoBAB48eAAAWLx4MZKTk7F8+XK4ubnpHa9QKHSmufLSrFkzAMCzZ88KPPbMmTPYv38/3n33XXTo0MHgMZ6ennjjjTcKPNeVK1fQt29flC1bFo6OjmjUqBHWr19v8Ni0tDRMmjQJvr6+UKlUCAoK0snE2djYoEOHDjh27BiysrLE20NDQxEcHIygoCC91G1oaCjKlSuHunXrFjhWNzc3KBQK2Nra5nnMjh07oFAocPDgQb37VqxYAYVCIaas7927h9dffx0VKlQQU7odO3ZEeHh4vuM4e/YsXn/9dVSuXBkqlQqVK1fGkCFDxNeEQJhOPnDgAEaNGgUPDw84Ozujd+/euHfvns6xwcHBqFevHo4cOYJWrVpBpVLBz88P06dPh1qtFo8TpnIWLFiAOXPmIDAwEEqlEocOHQIA/P3332jdujWcnJzg6uqKzp0748SJE+LjN2/eDIVCgWXLluk8/4wZM2Bra4sDBw6It+WeMhO+nv/++w/vvPMOPD09UaZMGbz55ptITk5GVFQUBg0aBHd3d5QvXx6TJ09GZmamzvPMmjULLVu2hIeHB8qUKYMmTZpg9erVYFr7uVeuXBlXr15FWFiYOD1QuXJl8f6EhARMnjwZgYGBcHBwgJ+fHz788EO9tHtCQoI4ThcXF3Tr1g23bt3K70er4+rVq+jSpQucnJxQrlw5/O9//8OuXbv0piCEn93hw4fRpk0bODk5YfTo0QD4u+Q33ngD3t7eUCqVqF27NhYtWqQzxSFMtef+3TA0bTdy5Ei4uLjgzp076NGjB1xcXODv74+PPvoI6enpOo9/8uQJBg0aBFdXV7i5uWHw4MGIiorSOUb4es6cOSPetm3bNigUCvTs2VPn2AYNGuC1114TP//hhx/QoUMHeHt7w9nZGfXr18eCBQt0fubBwcHYtWsXHjx4oDPdI8jIyMCcOXNQq1YtKJVKlCtXDqNGjcLz5891nluYcvvzzz/RuHFjODo65psJyO9nYuzrR6PR4Pvvv0ejRo2gUqng7u6OVq1a4e+//9Z7vr1796JJkyZQqVSoVasW1qxZo3P/8+fPMXbsWNSpUwcuLi7w9vbGK6+8giNHjugcV9Dv919//YUGDRpAqVSiSpUq+O677zBz5ky9TAtjDMuXLxfHXrZsWQwYMEDv744hGRkZWL16NYYOHSpmqwA+DQgA5cuXN/i43Md6eXnBzk5/Ykv7uLzY29ujadOmSElJEV8LxjwuP87OzuIsk7YWLVoAAB4+fJjv4+/fv4+///4b77zzDsqWLVvg8w0bNgwJCQnYvHmztIFKCsOKmbwyVt999x0DwFatWsUYY6xGjRrMx8fH6PPmlbEaMGAAs7OzY8+ePSvwHHPnzmUA2L59+4x+Xsb036nfuHGDubq6sqpVq7INGzawXbt2sSFDhjAAbP78+eJxQsbK39+f9e3bl/3zzz/s119/ZdWqVWNlypRhd+/eFY9dsmQJA8COHz/OGMvJYv3444/s+vXrDAC7evUqY4yx9PR0plKp2MCBA/XGOXbsWJaZmckyMzPZy5cv2Y4dO5irqysbNmxYvl9jZmYm8/b2NnhcixYtWJMmTcTPa9asyapVq8Z++eUXFhYWxrZt28Y++uijAt8F/f777+yLL75g27dvZ2FhYWzz5s0sKCiIlStXjj1//lw8TngN+fv7s9GjR7M9e/awVatWMW9vb+bv789evnwpHhsUFMQ8PT1ZhQoV2NKlS9m+ffvY+PHj9bJ3QsbBz8+PhYSEsD/++IPt37+fRUREsN9++40BYF26dGE7duxgW7ZsYU2bNmUODg4678bef/995uDgIL62Dx48yGxsbNi0adP0fg7arxfh6wkMDGQfffQR279/P5s/fz6ztbVlQ4YMYU2aNGFz5sxhBw4cYJ988gkDwBYtWqRzzpEjR7LVq1ezAwcOsAMHDrAvv/ySqVQqNmvWLPGY8+fPsypVqrDGjRuzEydOsBMnTrDz588zxnjWoVGjRszLy4stXryY/fvvv+y7775jbm5u7JVXXmEajYYxxjPFISEhTKlUsrlz57L9+/ezGTNmsCpVqhiVsXry5Anz9PRklSpVYuvWrWO7d+9mw4cPZ5UrV9Z7pxwUFMQ8PDyYv78/+/7779mhQ4dYWFgYi46OZn5+fqxcuXJs5cqVbO/evWzcuHEMABszZoz4eOH3K/frzlB2acSIEczBwYHVrl2bLVy4kP3777/siy++YAqFQud7mJKSwmrXrs3c3NzY999/L76eKlWqpHPOxMREZm9vz7766iud14dKpWLOzs5ituDZs2dMoVCw5cuXi8dNnDiRrVixgu3du5f9999/bMmSJczLy4uNGjVKPObq1ausbdu2zNfXV/xZnjhxgjHG/zZ069aNOTs7s1mzZrEDBw6wn3/+mfn5+bE6deroZKQCAgJY+fLlWZUqVdiaNWvYoUOH2OnTp/P8+eX1MzH29cMYz5ArFAr29ttvs7/++ovt2bOHzZ07l3333Xc646pYsSKrU6cO27BhA9u3bx8bOHAgA6Azm3Djxg02ZswYtnnzZhYaGsp27tzJ3nrrLWZjY6Pzc8/v93vPnj3MxsaGBQcHs+3bt7Pff/+dtWzZUnxNanvnnXeYvb09++ijj9jevXvZxo0bWa1atZiPjw+LiorK8/vGGGOHDx9mANju3bt1bj969CgDwJo3b862b9/OYmJi8jzH22+/zQCwDz74gJ08eVJ8HeX1s8qdsWKMsSZNmjA7OzuDmUlTMlZ5mTFjBgPALl68mO9xGzZsEP/3v/7668zZ2ZkplUoWFBQk/r/LrXbt2uzVV1+VNJ5SEVidPHmSZWZmssTERLZz505Wrlw55urqKr44HR0dWatWrYw+rxBYCUFDTEwMW7FiBbOxsWGfffaZUed4//33GQB248YNnds1Go143szMTJaVlaVzf+5/KK+//jpTKpUsMjJS57ju3bszJycncWpT+MPfpEkTnT889+/fZ/b29uztt98WbwsPD2cAxD/U586d0xmrj48PW7ZsGWOMsbCwMAZA54+1ME5DH927dzeYys1t0qRJTKVS6UzNXrt2jQFg33//PWOMT5UCYN9++22B5ytIVlYWS0pKYs7Ozjp/dIXXUP/+/XWOP3bsGAPA5syZI94WFBTEALC//vpL59h33nmH2djYsAcPHjDGcv7wVq1aVeePlVqtZhUqVGD169fXSZknJiYyb29v1qZNG/G2tLQ01rhxYxYYGMiuXbvGfHx8WFBQUIGvF+Hr+eCDD3SO69evHwPAFi9erHN7o0aNdALZ3NRqNcvMzGSzZ89mnp6eOq+tvKYC582bx2xsbPTe8Pzxxx86/wz27NnDAOj8PBjLeVNSUGD18ccfM4VCIb4JEHTt2tVgYAWAHTx4UOfYTz/9lAFgp06d0rl9zJgxTKFQsJs3bzLGpAdWANjWrVt1ju3RowerWbOm+PmKFSvyfD3lPme7du3YK6+8In5erVo19vHHHzMbGxsxOBCC9lu3bhn4buX8LDds2MBsbW11pkrymgrctGkTA6BTKsEYY2fOnNH7uxAQEMBsbW3F71lB8vqZGPv6EYKLzz//PN/nCQgIYI6OjuLvJ2OMpaamMg8PD/bee+/l+bisrCyWmZnJOnbsqPP3Ia/fb8YYa968OfP392fp6enibYmJiczT01MnsDpx4oTBNzUPHz5kKpWKTZkyJd+vaf78+QyAwQBs9uzZzMHBQfybHBgYyN5//329oCQmJoa1a9dOPM7e3p61adOGzZs3jyUmJuocKwRWwv+tJ0+eiL87ud90C+QKrC5evMhUKpXe32hD5s2bxwCwMmXKsL59+7K9e/eybdu2sQYNGjBHR0eDgdmwYcMkJV4YKyWBVe6P+vXrs6NHj4rHmRJYGTrvkCFDdI7LHSRpz1XnFVht375d55y5M2O5/6F4e3uzHj166I1xy5YtDADbs2cPYyznD//ChQv1jg0KCmJVq1bVGbenpyfr0qULY4yxRYsWMV9fX/H+gQMHstdee40xxtisWbMYAHb9+nW9cQ4aNIidOXOGnTlzhh0+fJgtXbqUlStXjrVr167AeoMrV64wAOzHH38Ub/v444+ZUqlksbGx4jirVq3K/Pz82KJFi9j58+f15v7zkpiYyKZMmcKqVq3KbG1tdb7n77//vnic8Br6448/9M4REBDAOnbsKH4eFBTEXF1d9Y4TvvdCvZzwh3fixIk6xwmB44IFC/TOMWbMGGZjY6Mz13/79m1WpkwZ5ujoyLy9vdmTJ0/0HpdXYJU7Uzp16lQGQO+f3pAhQ5inp6fObQcPHmQdO3ZkZcqU0fsd0P5Dnldg1bZtW9agQQO9343ExESmUCjEfxpTpkxhAPTeVQvfv4ICqxYtWrD69evr3b5u3TqDgVXZsmUNnqNOnTp6t586dYoBYCtWrGCMSQ+sFAqFXp3hp59+yhwdHcXPBw0alO/rSfucM2bMYEqlkqWkpLD79+8zAOzcuXOsSZMmYhZz1KhRrFKlSjrnOn/+POvduzfz8PDQ+1mePHlSPC6vwGrYsGHM3d2dZWRk6P08fX19deoxAwICWOPGjfXOkZe8fibGvn6E17Sh3wttAQEBBv/+t2rVinXr1k3nthUrVrDGjRszpVKp872qVauWeExev99JSUlMoVDovalhjGeBtQOrzz//nCkUCvbs2TO9r7NVq1asRYsW+X5NEyZMYAqFQu+NliAqKoqtWbOGvffee6x+/foMALOzs2MbN27UO/bMmTPs66+/ZgMGDGBeXl4MAKtcubJOZl8IgrU/7O3t2bBhwwzWLTOWf2AlBK3CR15/1yMiIpi/vz+rUaOG+H8hP8Kbsjp16uh8b548ecKcnJwMzpJMnDiRKRQKg7VmeSkVNVYbNmzAmTNncOHCBTx58gSXLl1C27ZtxfsrVaqEiIgISedUqVQ4c+YMzpw5g3/++QfBwcHYtGkTvv76a/GY9evXw97eXudD+zkB6NX0BAcHi+c1ZglwbGyswfnyChUqiPdr8/X11TvW19dX5ziFQoGgoCAcO3YMmZmZOHToEIKCgsT7g4KCEBYWBsYYDh06BF9fX9SqVUvvvOXKlUOzZs3QrFkztG/fHh988AGWLl2Ko0ePFrhUvG7dumjevDnWrl0LAFCr1fj111/Rt29feHh4iOM8ePAgunbtigULFqBJkyYoV64cxo8fr9emIrehQ4di2bJlePvtt7Fv3z6cPn0aZ86cQbly5ZCammrwe1TQ9w0AfHx88nxs7mNz/9zyq3+oUKECNBoNXr58Kd5WrVo1tG/fHmlpaRg2bFiedROGCN9DgYODQ563ay9jPn36NLp06QIA+Omnn3Ds2DGcOXMGn3/+OQAY/N7l9uzZM1y6dEnvd8PV1RWMMcTExADg3w87Ozt4enrqPN7Qz8KQ2NhYgz8PQ7cBhr/vUn+/jOXk5ARHR0ed25RKpc73Oq/xG/r6O3XqhPT0dBw9ehQHDhyAl5cXGjdujE6dOuHff/8FABw8eBCdOnUSHxMZGYn27dvj8ePH+O6773DkyBGcOXMGP/zwAwDjf5ZxcXFwcHDQ+3lGRUWJP0uBlNdoXscb+/p5/vw5bG1tjXq95H6NAfznof09WLx4McaMGYOWLVti27ZtOHnyJM6cOYNu3boZ/F7lHvvLly/BGDPqNfns2TPx2Nxf58mTJ/W+r7mlpqbC3t4+z1pWHx8fjBo1CitXrsSlS5cQFhYGBwcHTJgwQe/YZs2a4ZNPPsHvv/+OJ0+eYOLEibh//z4WLFigc1zVqlVx5swZnD17FleuXEFcXBx+/fVXg3XLBenYsaPO1yzU1ml78OABQkJCYGdnh4MHD+r97TJE+Dl36tRJ53tTvnx5NGzYEOfPn9d7jKOjIxhjkto5lIp2C7Vr1xYLyw3p2rUrvv/+e5w8eVIsbC+IjY2Nzjk7d+6Mpk2bYtasWRg2bBj8/f3Ru3dvnYJSbZ07d8Znn32Gv//+W/xHBQDu7u7ieQ39sufm6emJp0+f6t3+5MkTAICXl5fO7bkLX4Xbcj9XSEgI/vzzT5w6dQpHjhzBvHnzxPuCgoIQExODc+fO4eTJk+jfv3+B4xQIS3kvXrxY4LGjRo3C2LFjcf36ddy7dw9Pnz7FqFGjdI4JCAjA6tWrAQC3bt3C1q1bMXPmTGRkZGDlypUGzxsfH4+dO3dixowZ+PTTT8Xb09PTdfqYaMvr+1atWjWd2wwtXBAem/t7nLtYVbg/r5+njY2NTsHlzz//jF27dqFFixZYtmwZBg8erNMiwxw2b94Me3t77Ny5Uycw2LFjh9Hn8PLygkql0isO1r4f4N+PrKwsxMbG6nzvDP0sDPH09Mz355GboWXaxv5+Cd+L3MXnBf0DzI+npydOnz6td7uh8bds2RIuLi74999/cf/+fXTs2BEKhQIdO3bEokWLcObMGURGRuoEVjt27EBycjL+/PNPBAQEiLcXtPBDm5eXFzw9PbF3716D97u6uup8XtBS+NwMHW/s66dcuXJQq9WIioqSHNAZ8uuvvyI4OBgrVqzQuT2vN3G5x162bFkoFAqjXpNeXl5QKBQ4cuQIlEql3vGGbsv9+IyMDCQnJxss9s6tQ4cO6NKlC3bs2IHo6Gh4e3sbPM7e3h4zZszAkiVLcOXKFZ37HB0d8/0/K0XuHo65/489ePAAwcHBYIwhNDTU6JYywv8fQxhjBovrX7x4AaVSCRcXFyNHX8IbhBpr4sSJcHZ2xtixYxEfH693P2MM27dvz/ccSqUSP/zwA9LS0jBnzhwA/A+jkLERPgTNmjVDly5d8NNPP+mtKpGiY8eO+O+//8Q/9IINGzbAyclJL1DctGmTzuqtBw8e4Pjx4wgODtY5TuhJtWTJEsTHx+vcX7duXXh6emLevHlIS0vT61+VH+GPdl6/uNqGDBkCR0dHrFu3DuvWrYOfn59OEJpbjRo1MG3aNNSvX9/gOw+BQqEAY0zvj9PPP/+ss3pPm9CfRXD8+HHxl1tbYmKi3oqjjRs3iqst81OzZk34+flh48aNOj+j5ORkbNu2TVwpCACXL1/G+PHj8eabb+LIkSNo0KABBg8erJPRMgeh0a72u73U1FSDvdZyv+MX9OrVC3fv3jX4+9GsWTNx9aDwusr9vd+4caNRYw0KCsKVK1dw7do1ndulrPDp2LEjrl27pvd62rBhAxQKhThGYcy5GywaWn1mrJCQkDxfT7nZ29ujQ4cOOHDgAP777z907twZAMR+PdOmTRMDLYHwj1/794Axhp9++knv/Pn9LGNjY6FWqw3+LLX73cnF2NdP9+7dAUAvEDKVQqHQ+5tx6dIlnRW7+XF2dkazZs2wY8cOnX5JSUlJ2Llzp86xvXr1AmMMjx8/Nvg11q9fP9/nEmYQ7t69q3P7s2fPdFazCtRqNW7fvg0nJye4u7sDMPwGDwCuX78OICdraw41a9Y0+DMFeKY1ODgYarUa//33n86bgoK0bNkSFStWxP79+3X+1j958gQXL140mFi5d+8e6tSpI2n8pSJjVZDAwEBs3rwZgwcPRqNGjcQGoQBw7do1rFmzBoyxAjMzQUFB6NGjB9auXYtPP/0UgYGB+R7/66+/omvXrujUqRNGjhyJrl27wtvbGwkJCbh06RL+/fdflClTJt9zzJgxAzt37kRISAi++OILeHh44LfffsOuXbuwYMECvTRsdHQ0+vfvj3feeQfx8fGYMWMGHB0dMXXqVJ3j6tatC29vb2zfvh3lypVD7dq1xfsUCgU6dOggBpt5BVbPnj3DyZMnAfA2D+Hh4ZgzZw7c3d31Mk+GuLu7o3///li3bh3i4uIwefJknXcUly5dwrhx4zBw4EBUr14dDg4O+O+//3Dp0iWdTFRuZcqUQYcOHfDNN9/Ay8sLlStXRlhYGFavXi3+Ucnt7NmzePvttzFw4EA8fPgQn3/+Ofz8/DB27Fid4zw9PTFmzBhERkaiRo0a2L17N3766SeMGTNGnP7Ni42NDRYsWIBhw4ahV69eeO+995Ceno5vvvkGcXFx4jRzcnIyBg0ahMDAQCxfvhwODg7YunUrmjRpglGjRknKHknVs2dPLF68GEOHDsW7776L2NhYLFy40OA76Pr162Pz5s3YsmULqlSpAkdHR9SvXx8ffvghtm3bhg4dOmDixIlo0KABNBoNIiMjsX//fnz00Udo2bIlunTpgg4dOmDKlClITk5Gs2bNcOzYMaMb5n744YdYs2YNunfvjtmzZ8PHxwcbN27EjRs3ABi39HvixInYsGEDevbsidmzZyMgIAC7du3C8uXLMWbMGNSoUQMAn57r1KkT5s2bh7JlyyIgIAAHDx7En3/+KeG7q+vNN9/EkiVL8Oabb2Lu3LmoXr06du/ejX379hk8vmPHjmJDXiEzpVKp0KZNG+zfvx8NGjTQeUPTuXNnODg4YMiQIZgyZQrS0tKwYsUKg8F5/fr18eeff2LFihVo2rSpmLF//fXX8dtvv6FHjx6YMGECWrRoAXt7ezx69AiHDh1C3759JWW0jWHs66d9+/YYPnw45syZg2fPnqFXr15QKpW4cOECnJyc8MEHH0h63l69euHLL7/EjBkzEBQUhJs3b2L27NkIDAzUaU2Tn9mzZ6Nnz57o2rUrJkyYALVajW+++QYuLi462fK2bdvi3XffxahRo3D27Fl06NABzs7OePr0KY4ePYr69etjzJgxeT6P8Ibv5MmTOlmaX375BT/++COGDh2K5s2bw83NDY8ePcLPP/+Mq1ev4osvvhDLArp27YqKFSuid+/eqFWrFjQaDcLDw7Fo0SK4uLgYnDYsSEpKCnbv3i2ODQDCwsIQExMDZ2dnMRjOS3R0NEJCQvD06VOsXr0a0dHRiI6OFu+vWLGimL168OABqlatihEjRoizGjY2NliyZAkGDRqEvn37YsyYMUhOTsaXX34JBwcHvf+DGo0Gp0+fxltvvSXtCzW6GqsYyqvdQl7u3r3Lxo4dy6pVq8aUSiVTqVSsTp06bNKkSSwiIkI8Lq92C4wxdvnyZWZjY6OzXDk/aWlp7Pvvv2ft2rVj7u7uzM7Ojnl4eLD27duz+fPn6xXkwUDR7uXLl1nv3r2Zm5sbc3BwYA0bNtRrHqhdQD1+/HhWrlw5plQqWfv27dnZs2cNjm3QoEEMABswYIDefd9++y1D9pJiQ2CgkLFKlSps1KhR7M6dO0Z9bxhjbP/+/eI5cq9mevbsGRs5ciSrVasWc3Z2Zi4uLqxBgwZsyZIleRZtCh49esRee+01VrZsWebq6sq6devGrly5wgICAtiIESPE44TX0P79+9nw4cOZu7s7U6lUrEePHuz27ds65xRWxoSGhrJmzZoxpVLJypcvzz777DOdwkehuPWbb74xOLYdO3awli1bMkdHR+bs7Mw6duzIjh07Jt7/xhtvMCcnJ73VbkIx6JIlS8Tbcr9e8vqdEJYraxekMmb4tb5mzRpWs2ZNplQqWZUqVdi8efPY6tWrGQCd35P79++zLl26MFdXVwZAp/g5KSmJTZs2jdWsWZM5ODgwNzc3Vr9+fTZx4kSdAvi4uDg2evRo5u7uzpycnFjnzp3ZjRs3jCpeZ4wvgujUqRNzdHRkHh4e7K233mLr169ngO7S7LyWizPG2IMHD9jQoUOZp6cns7e3ZzVr1mTffPONXkHt06dP2YABA5iHhwdzc3Njb7zxBjt79qzB4nVDfz+En4E24XXq4uLCXF1d2WuvvcaOHz+ud07G+OooAKx69eo6twsFu5MmTdJ7zn/++Yc1bNiQOTo6Mj8/P/bxxx+LqzG1i4pfvHjBBgwYwNzd3ZlCodAZZ2ZmJlu4cKF4HhcXF1arVi323nvv6fyOSG3Emd/PxNjXj1qtZkuWLGH16tUTj2vdujX7559/ChxXUFCQzuKL9PR0NnnyZObn58ccHR1ZkyZN2I4dO9iIESN0XtsF/X5v376d1a9fnzk4OLBKlSqxr7/+mo0fP95gof6aNWtYy5YtmbOzM1OpVKxq1arszTffzPNvtrb27dvrLWy6du0a++ijj1izZs1YuXLlmJ2dHStbtiwLCgrSa0a9ZcsWNnToUFa9enXm4uLC7O3tWaVKldjw4cPZtWvX9L5Xef2stAnfG0MfxjSgFf6P5fWh/TdBeC7tv+eCHTt2sObNmzNHR0fm5ubG+vTpo/f3lDG+UAfZC0GkUDCmNedACNGxbt06jBo1CmfOnCmwfiA4OBgxMTF6tQfEurz77rvYtGkTYmNjxXfnhFhKZmYmGjVqBD8/P6O3QzPGtm3bMHjwYDx48AB+fn6ynbc0GT58OO7du4djx45JehxNBRJCSqzZs2ejQoUKqFKliljL8vPPP2PatGkUVBGLeOutt9C5c2eUL18eUVFRWLlyJa5fv47vvvtO1ud59dVX0bx5c8ybN09vlwZSsLt372LLli3insBSUGBFCCmx7O3t8c033+DRo0fIyspC9erVsXjxYpPqQwiRQ2JiIiZPnoznz5/D3t4eTZo0we7du3VWbMpBoVDgp59+wt9//w2NRlPo7WRKm8jISCxbtgzt2rWT/FiaCiSEEEIIkQmFsIQQQgghMqHAihBCCCFEJhRYEUIIIYTIhIrXC6DRaPDkyRO4urpK3o6BEEIIIZbBGENiYiIqVKhQpMX7FFgV4MmTJ/D397f0MAghhBBigocPHxq9n6AcKLAqgLCJ6MOHDwvcXoYQQggh1iEhIQH+/v56m4GbGwVWBRCm/8qUKUOBFSGEEFLMFHUZDxWvE0IIIYTIhAIrQgghhBCZUGBFCCGEECITCqwIIYQQQmRCgRUhhBBCiEwosCKEEEIIkQkFVoQQQgghMqHAihBCCCFEJhRYEUIIIYTIhAIrQgghhBCZFLvAavny5QgMDISjoyOaNm2KI0eO5Ht8WFgYmjZtCkdHR1SpUgUrV64sopESQgghpLQpVoHVli1b8OGHH+Lzzz/HhQsX0L59e3Tv3h2RkZEGj4+IiECPHj3Qvn17XLhwAZ999hnGjx+Pbdu2FfHICSGEEFIaKBhjzNKDMFbLli3RpEkTrFixQrytdu3a6NevH+bNm6d3/CeffIK///4b169fF297//33cfHiRZw4ccKo50xISICbmxvi4+Nl3YSZMYaUlEzZzkcIIYQUV05O9rJvlmyu/98FsSuyZyqkjIwMnDt3Dp9++qnO7V26dMHx48cNPubEiRPo0qWLzm1du3bF6tWrkZmZCXt7e73HpKenIz09Xfw8ISFBhtHrS0nJhIvLUrOcmxBCCClOkpLGw9nZwdLDkEWxmQqMiYmBWq2Gj4+Pzu0+Pj6Iiooy+JioqCiDx2dlZSEmJsbgY+bNmwc3Nzfxw9/fX54vgBBCCCElXrHJWAlypwoZY/mmDw0db+h2wdSpUzFp0iTx84SEBLMEV05O9khKGi/7eYlETAOwLMCmZLxTIgRMDcAGkHlahRBzcnLSn0EqropNYOXl5QVbW1u97FR0dLReVkrg6+tr8Hg7Ozt4enoafIxSqYRSqZRn0PlQKBQlJu1ZrJ0ZB9xbC3Q7C7jVtvRoCDGeJhNIvA3EXQHir+RcJt0FFPaA0pN/OAiXHvzSowngP4ACL0LMpNgEVg4ODmjatCkOHDiA/v37i7cfOHAAffv2NfiY1q1b459//tG5bf/+/WjWrJnB+ipSyjANcP83QJ0CPNgCNJhp6RERkjeNGnh+GHiwFYg5BiTc4MGVISwdSH3CPwypOQFosoSCK0LMoNgEVgAwadIkDB8+HM2aNUPr1q2xatUqREZG4v333wfAp/EeP36MDRs2AOArAJctW4ZJkybhnXfewYkTJ7B69Wps2rTJkl8GsRbx14HMOH792b8AZlpwMIQYoFHzIOrBFuDhNiDtme79di6AWz3AvV72ZV2gTC0+HZgem/ORkX2Z/AC4twa4+R2gyQKaLQUUxabUlpBioVgFVoMHD0ZsbCxmz56Np0+fol69eti9ezcCAgIAAE+fPtXpaRUYGIjdu3dj4sSJ+OGHH1ChQgUsXboUr732mqW+BGJNYo5pXT8FZCYC9q6WGw8hAA94Yk4Akb8DD/8AUp/m3OdQFvB/FfDrDZRtBDhVyjvr5Bxg+PZybYFTbwO3fwBYJtB8BQVXhMioWPWxsgRL9cEgReDECCBiQ87nQTsBv56WGw8pvZLuAU/3A1EHgKiDQGZ8zn327oB/f6DSIMC3I2AjQxnDvfXAyVEAGFBlNNBiFWBjW/jzEmJFqI8VIUXteXbGyjkQSI4Aov6lwIoUjcxE/nqLOsADqqS7uvc7lAX8+mQHU50AW5kXulQZwQO0E8P51KAmE2i1loIrQmRAgRUpnVKfZf8zUwB1PwVOvwc8O2jpUZGSLvEucHMpD2ayknJuV9gBXq2B8l0A3y6AR1PzBzmVh/LnPT4UuP8LbzvSegNgQ/8WCCkM+g0ipZNQX+VWF6j4Kg+s4i7zgEtluH0HISZhDIg+DNxcAjz6G0B29YVLFaBCDx5I+QRbpr4vYBCgsAWOvQ482MSDqza/yTPdSEgpRYEVKZ2EacBybQFHL14I/DIcePYfUHmIJUdGSgp1Ol/Nd/Nb4OWFnNvLdwNqfsizU9bQ7qDSa4DNH8DRgbxgXlkOaP6DpUdFSLFFgRUpnbQDK4DXsbwM53UvFFgRUzAN7y0VfQR4foTXT6VF8/tsVUDgm7x/lDU2oq3YF2j3B3C4L3BnJVD9fcC9vqVHRUixRIEVKX2yUoGX5/l1IbDy6QhcX8gDK8asI5NArJsmE3hxngdR0Uf49HJ6rO4xKj+gxjig2ju867k1q9gHqJSdtTo/GXhln6VHREixRIEVKX1enOH/FB19+YpAAPBuz+tKUiJ5UbtrNcuOkVgvdRpw5yfg2tf6nc1tVYBXK6Bce6BcO147VZzqlRrOAx7tAKL2A0/2AhW6WXpEhBQ7FFiR0uf5cX5Zrm1OZsrOGfBqA0SH8awVBVYkN3UacOdn4Nq8nIDKwYMH5eXa8WDKo0nxCqRyc60K1PgAuLEYuDCZT5HTKkFCJKF2u6T0yV1fJfDpyC+jqO0C0aJOB24tB/6uBpz7gAdVTv68Y3n/J0CHHUDtyYBXy+IdVAnqTeN9tOKv8g3KCSGSUGBFShemAWKyM1ZeuQIr30788tl//DhSuqkzgNsrgH+qAWf/B6Q+BpwqAs2XA71v8wJvW6WlRyk/h7JAvS/49UvTeTNTQojRKLAipUvCTSDjBa+F8Wise59nc8DOld//MtwiwyNWgGmAiN+AnbWAM2OBlEe8CL3ZD0DvO0D1MSUzoNJWfSzgUo1v+nxtgaVHQ0ixQoEVKV2EaUDPFvrTNjZ2vNgY4HVWpHRhDHi8G9jTGDjxBt/myNEXaPo90OcOUGNsyQ+oBLYOQOP5/PqNRTy4JIQYhQIrUrrE5FFfJRDrrCiwKlViTgIHg4GwnkDcJcC+DNBwLg+oao4DbB0tPcKiV7E/L8pXpwIXP7f0aAgpNiiwIqWLkLHKXV8lEOqsnh/lq8BIycUY8OICcLg/sL8133bGRskL0fvcA+p+xleLllYKBdB4Eb8e8Qvv2UUIKRAFVqT0SIsGEm/z6+VaGz7GrQ6f/lGnAjEnim5spGhosoBnh4BzHwJ/VwX2NuF9mxQ2QJXRvCi98TfW38yzqHi1AAKGAGC8/QJjlh4RIVaPGpSQ0kPoX+VWl698MkShAHw7Avd/420XfEKKbnzEPDITgad7+QbIT3YBGS9z7rNR8o7j9WfyoJroazQPePgnD0gf7wQq9rb0iAixahRYkdKjoPoqgW+n7MDqX6DhHPOPi5gu4Tbf5Dj+Gs8yqtMATRrftki4VCfrts9QegIVevH98cp3Kd3TfcZwDgBqfQhcmw+cnwhkJQJerQHnyrT1EyEGUGBFSo+C6qsEQgH7izNARhzg4G7OURFTvAwHrs4DHv5hXM8xl2o8kKrYl3fYt7E1+xBLlDpTgbtr+HZPx4fx2xx9eYDl1Roo1wbwaFo6i/wJyYUCK1I6qNOAF+f49XJt8j/W2R9wrQEk3uJb3FTsa/i4R38Bz8KAmuMBl8qyDpfkIfoID6ie7sm5rUJPXgdk78r/sds68j5lwqWdC+DoQ9mVwnBwAzodBu6s5FPqLy8AaVHAo+38A+DtSxov5qsoCSnFKLAipUPsWUCTATh6Ay5VCz7etyMPrKL+1Q+s0p4DZ8cBkVv553d+BBrMAmp+SPuqmQNjvEbq6ld8tSbAi80rDQLqfAqUbWjZ8ZUWbrWApt/y61mp/I1KzHG+yCPmOF8ccv8XCqxIqUf/BUjpoL2NjTGZC99OfDuT3PsGRv7Ou3GnxwAKW17wHHcZuPAxr8tqsYp3cCfySLoPnH4PiNrPP7dxAAJHAHWm0EbZlmSnArzb8Q8AiD0D7GsBpDy27LgIsQLUboGUDnltvJwXnxAACiDhOv9nkfoMODIAODqIB1Vu9YCup4Du4UDL1XyV4ctwYF9L4Ox4IDPBTF9IKcE0wM1lwO56PKiyUQK1JvH+Ui1XUVBlbZwq8su0p7ylBSGlGAVWpORjLCdjZWxg5VCWF+MCQPhUYHdd4OE2QGEH1JsOdDvH71fYAFVHA71uAJWHAWDAre+BnXWAhzvM8dWUfAk3gX87AOc+ALKSeffvHpeAJosAJz9Lj44YovTmGVym4fsLElKKUWBFSr7EWzzLZOsIlG1i/OOELuz3fwHSYwH3hkDX00CD2XwvNW2O3kCbX4GQ/byGK/UxcKQ/n8aiporG0WQBV78GdjfkGUY7F6DZMqBTGFCmhqVHR/JjYwuoKvDrtK8gKeUosCIlnzAN6NFcPyDKT4Xu/FJhxxtIdj0NeDTO/zHlOwM9LvPtUBS2wJ1VwP1fTRp2qfLyIp9GvTgV0KQD5bsCPa8ANf7Hs4LE+qmys4mpVGdFSjcqXicln9T6KoF3B6DDX4BrdcCttvGPs1PxDXxtnYBL04Az/+PP7VJF2vOXFlEHgbBevCWGvTtfeRb4JrVHKG6cKgKxoIwVKfXorSAp+YztuG5IxT7SgiptdT7l9UFZicCxYVTUa0jUf0BYbx5U+XYBel0DqoygoKo4EurfaGUgKeUosCIl28tLvBga4B23i5KNLa+7si8DxJ4ErtD2ODqehWZnqlJ5k8+gvwFVeUuPiphKWBlIGStSylFgRUoWpgFiTgLhnwI7awN7sptHutUBlB5FPx7nAKD5Sn796pc5G0GXds/CgNCePKgq3x1o/wdgq7T0qEhhqLIDq1QKrEjpRjVWpPjTZAJPDwCP/wIe/c232hAo7ACfV4B6n1tufJWHAE928yL248OAHhd5Fqu0ij4ChPUE1Cm8SL3Dn7THXElAU4GEAKDAihR3WSnAoS45BeoAYOcKVOgBVOzHV/Y5uFlseKLmP/AxJkcAZ8YBbTZYekSWEX0UCO3O+1P5dgE67KCgqqTQngpkjOrkSKlFgRUpvjRq4PjQ7J5HrkDgG4BfX8An2PqmlezL8Hqrf9vzvlgVuvNMVmny/LhWUNWJgqqSRuhjpUkHMl4ASk/LjocQC6EaK1I8MQacGw88+otvdxK8C2i+HKjQ1fqCKkG5NkDd6fz6mTFA8gPLjqeoZKUCd9cCh7oBWUmAT0fexsJOZemRETnZKgFlOX6dCthJKUaBFSmern8D3F4OQMEzQd7tLT0i49SbBni2AjLjgePDedatpEqKAC5MAXZUBE6N5m0nfEL46j87J0uPjpgD1VkRQoEVKYbubwTCP+HXmywGKg2w7HiksLED2v7Gt2t5fgR4tN3SI5IX0wBP9gChvYC/q/IAOOMF4FQJaPgVELSLgqqSjFYGEkI1VqSYifoPODmSX685Eaj1oSVHYxqXKkCVkcCtZUDMieIVGObnzs/Ata+BpLs5t/l24dvSVOjJ+3qRko0yVoRQYEWKkbjLfGNjTSZQaRDQZKGlR2Q6j6b88sV5y45DLg+2AKff4dft3YAqo4DqY2jz5NKGmoQSQoEVKSZSHgGHugOZCUC59kDr9cV7c96yTfjly/N8+qw4fy3JD4HT7/PrNcYDjb4C7JwtOyZiGRRYWVbCbeDBZqDmeOtoM1NKFeO/5qTUyEzkQVXqY6BM7ZKxTN+tNl/NmJnAi7yLK6YBTrwJZMYBni14FpGCqtJLlT0VmEpTgRZxbR5w+QseXBGLocDKWj3YClxfbOlRWIdr84H4K3wfuZA9ltmaRm429oB7A379ZTGeDry+CIgO5cFUm9/410VKL8pYWVbGy+zLF5YdRylHgZW1Ov0ucOEjIDnS0iOxrNSnwI3sALPZcr73XknhkT0dWFzrrF5cAC5lbxXU9DvAtZplx0MsTyhez4wHMpMsO5bSSJ3GL7NSLDuOUo4CK2vENPwPEwCkP7fsWCzt8my+Ua9Xa6BiX0uPRl5iYHXOsuMwRVYK3/dQk8m3Dqoy2tIjItbAvgzfBQGg6UBL0KTzSzUFVpZEgZU1UqfmXM+It9w4LC3hFnD3J3690fySt/eYTgE7s+xYpAr/BEi4zqdnW/xU8n42xHTUcsFyKGNlFSiwskZZyTnXM0txYHVpGsDUvAdScemsLoV7PUBhB6THAikPLT0a4z3Zw3twAUCrdYCjl0WHQ6wM1VlZjlrIWKXmfxwxKwqsrJH2u43SGljFngUifwegABrNs/RozMPWkQdXQPGps0qLBk6O4tdrTgDKd7HseIj1oZWBlqPJzljRVKBFUWBljbQzVhlxFhuGxTCWs2VN4HDAvb5lx2NO2tOB1o4x4NTbQNozwK0u0LCEBrykcChjZTk0FWgVKLCyRupSnrGKOgA8+w+wcQAazLb0aMyrOK0MvLcWePwP/7m02QjYqSw9ImKNKLCyHDUVr1sDCqyskU7GqpQFVkwDhH/Kr1cfW7LaKxhSXDJW6nTg0hf8eoMvgbINLDseYr1oKtByhKnALKqxsiSjtrR59dVXJZ945cqV8Pb2lvw4gtJdY/VgK/DyAl+yXfdzS4/G/Mo24NvZpD7lH6rylh6RYRHr+T9KVQW+XQYheaGMleWoqcbKGhiVsdqxYwccHBzg5uZm1MeuXbuQlETN4Uym1l4VGGexYRQ5dQZfCQgAdaaUjtVmds5AmVr8urVOB2oygavZ9VS1pxT/7YSIeQntFtKi+e80KTrCVCDVWFmU0ZswL1261OgM1B9//GHygAh0fylK01Tg3Z+ApLuAow9Qa6KlR1N0yjYB4q/xwMqvp6VHo+/+b0DyfcDRG6j2jqVHQ6yd0ovX4WkygLSnJX8631po1ADL4tcpY2VRRmWsDh06BA8P4/dn27NnD/z8/EweVKlXGovXM5OAK9mF6vVnlK6NfD2a8ktrrLPSqIGrX/HrtT4C7JwsOx5i/RQ2fMoYoCahRUnoug5QHysLMyqwCgoKgp2d0ckttGvXDkql0uRBlXqlsUHojSV86sClGlD1bUuPpmhZ88rAyK1A4m3AwQOoPsbSoyHFBdVZFT2hvgowz1Rg1EHeX5AUSPKqwODgYGzYsAGpqRQRm43OVGCcxYZRZBLvANeya3gazgFs7C07nqJWthG/TIkE0mIsOhQdTANcncuv15oI2Ltadjyk+BACK1oZWHS0AytNOs82yyXjJXCoGxDaXb5zlmCSA6umTZtiypQp8PX1xTvvvIOTJ0+aY1ylW2nKWDEGnHqHp659XgEqDbL0iIqefRnAtTq/bk3TgQ+3A/FXAXs3oMYHlh4NKU6ElgvFOWOVFgM8O8TfYBQH2lOBgLzTgWkxvH4rPSanQJ7kSXJgtWjRIjx+/BgbNmzA8+fP0aFDB9SpUwcLFy7Es2fPzDHG0ke7xkqToftOpKS5+zMQHQrYqoCWpXgz37JWNh3IGHB1Dr9e4wPAwc2y4yHFS3GfCnwWCuyuCxx8BTjYEUiKsPSICpb7/4ScgVVprPstBJMahNra2qJv377YsWMHHj9+jKFDh2L69Onw9/dHv3798N9//8k9ztJFO2MFlNyVgSmPgQuT+fWGcwGXKpYdjyV5WFmj0Ce7gJfhgJ0LUOtDS4+GFDdOxbRJKGPAtW+A/zrxmk+Av/Hb3QC4s4rfb630MlYy1lnpzKIkyHfeEqpQnddPnz6NL774AgsXLoS3tzemTp0Kb29v9O7dG5MnT5ZrjKVP7sLDkvgOgTHgzBj+S+rZEqhRyptOWlMBO2PAlS/59epjAaWnZcdDih9VMcxYZSYARwcA4VMApgYqDwd6XALKtQeykoDT7/EaI2td6Zg7YyVnAbtOxooCq4JIDqyio6OxaNEi1KtXD+3bt8fz58+xefNm3L9/H7NmzcKqVavw119/YeXKleYYb+mgl7GKs8gwzOrBlux95+yBlqsBG1tLj8iyyjbml0l3Lf/zjvoXiD3Np2drTbLsWEjxJGasnhSPGqW4K8DeZsDDP/nfpOYrgNbr+QbwHQ8BjRcBNkrg6T5gVz0g4hfry17pTQXKmbGiwEoK43soZKtYsSKqVq2K0aNHY+TIkShXrpzeMS1atEDz5s1lGWCplPsXoqRlrNJigHPZxdB1pwHudS07Hmug9AScK/NGnC/DAZ9gy41FyFZVexdQ+VhuHKT4UpUHoOBd+9OeW/fr6P7G7AU0KYCTP9DuD8CrRc79NrZA7UlAhe7AiRHAizPAiTeBh9uA5j9az9eWu6hczv0CKbCSRHJgdfDgQbRv3z7fY8qUKYNDhw6ZPKhSL3fGqqQFVuc/5KtL3OsDdT619Gish0cTHli9OGe5wOpZGPD8CO+cXftjy4yBFH829nwHhbSo7D0mrST40MYYcO5D4NZS/rlvZ6DNxry30nKrDXQ5DlxfAFyeCTz6i+/v2eWkdSy60ZgxY0XF65JIngosKKgiMhBexDbZTVZL0gv58S6+RYrChk8B2jpYekTWw9IrA5kmp/t9ldE50zmEmMLaVwY+O5gTVNWdBgTvKXh/Uhs7oO5nQNczfM/M2NPACytpmmnOGivKWEkiOWMF8L0At27disjISGRk6G6yef68FRTfFndCxkpVAUiOsHzNjVwyE3gBKMBrdzxpuliHJVcGvrjAFxPEngIUdkBdyiSSQnKqyIMOa10Z+Cx7VqXycKDhl9IeW7Yh4P8af5N4d7V1/C3LPRUoa8aKVgVKITljtXTpUowaNQre3t64cOECWrRoAU9PT9y7dw/du1NXVlkI7w6csvfbKikZqwuf8D+yLlWB+rMsPRrrI2SsEm7yvROLQmYCnw7Z14wHVXauQMufaeNcUnjW3iQ0+gi/9Aky7fFV3+KXDzbpl29Ygt5UINVYWYrkwGr58uVYtWoVli1bBgcHB0yZMgUHDhzA+PHjER9fQgIAS9POWAHFv4+VJhO4Mge4k71StOXPtJmvISqf7J85A+Iumve5GOMrM3fWAm5+x6cBKw0Get0Aqoww73OT0sGapwLV6XwaD+DtFEzhHcR772UmAJF/yDc2U+kVr1ONlaVIDqwiIyPRpk0bAIBKpUJiYiIAYPjw4di0aZO8oyuNGMt5ETuW55fF+YX8MhzY1wK4NJ1/XvNDy654s3ZFUWeVcBs41BU49jovvnWpBoTsA9ptzsmSElJYQo2eNfZ9ij3DG2o6eudsJyWVwobXIgJ8OtDSqN2C1ZAcWPn6+iI2NhYAEBAQIO4VGBERAWZtfT2KI00Gb04HaE0FxllsOCZTZwCXvgD2NufBlYMH0PpXoMliS4/MuomNQs+Z5/wPtwO76wFRB/jiiPozgZ6XgfJdzPN8pPQSN2K2wozV8+xpwHLtC7eir8pIHmA9PwIk3JJlaCajBqFWQ3Jg9corr+Cff/4BALz11luYOHEiOnfujMGDB6N///6yD7DU0X4BF9epwNizwN6mvB8SywL8XwV6XgUCh1nHsmRr5tGUX5qjgJ0x4OJUHrz7dgJ6XgHqz+CrmwiRm3aNlbW96Y7WCqwKw8kPKJ9dW2zprJU5N2GmjJUkklcFrlq1ChoN76T7/vvvw8PDA0ePHkXv3r3x/vvvyz7AUkeor1LYAcrspb/FZSpQncb7u1z/htfsKMsBzX8A/AdQQGUsIWMVf403+LNTyXfu2FO8MN7WCWj/J2DvKt+5CclNmArMSub/jK1lI2+NGog5xq97y9A+qOpbfG/NiPVAwzm8h5clmLXdAq0KlEJyxsrGxgZ2djnx2KBBg7B06VKMHz8eDg7m60n08uVLDB8+HG5ubnBzc8Pw4cMRFxeX72NGjhwJhUKh89GqVSuzjVEWwi+DnTNgn/2HqLgEVidGAtfm86AqYAjPUlUaSEGVFCo/HpAyNRB3Wd5z31vHL/1fo6CKmJ+dM2Dvzq9bU8uF+Ms8OLBzBdwbFv58fr14rVbaM+DJ7sKfz1RCxkoI7KhBqMUYlbG6dOmS0Sds0KCByYPJz9ChQ/Ho0SPs3bsXAPDuu+9i+PDh4rRkXrp164a1a9eKn5sz+JOF8AK2c8oJrIpDHyvGcv6otP4FCHzDsuMprhQKnrV6uo9PB2pvrVEYWanAg838epWR8pyTkII4VQTi4/h0oFsdS4+GE6cB28izR6mNPRA4gmfq764GKvYt/DlNIWSsHMoCadHUINSCjAqsGjVqBIVCAcYYFAVkH9RqtSwD03b9+nXs3bsXJ0+eRMuWLQEAP/30E1q3bo2bN2+iZs2aeT5WqVTC19dX9jGZjZBytXUGHNz59cx4HrhYc+YnPRbISgSgACoNsPRoirey2YGVnCsDH/3FX0fOAbQqkxQdp4pA/BXrWhkoFq63k++cVUbzwOrJLiDliWVW1+YOrOSssaLidUmMmgqMiIjAvXv3EBERgW3btiEwMBDLly/HhQsXcOHCBSxfvhxVq1bFtm3bzDLIEydOwM3NTQyqAKBVq1Zwc3PD8ePH831saGgovL29UaNGDbzzzjuIjo42yxhlk2UgY8XU8qZ1zSHpHr908qNi6MIyx8rAiHX8MnAEX8VESFFwsrImoYzJV7iuza0WUK4tL4OIWC/feaUQpgIdPPiludotaDL0e2YRHUZlrAICcrowDxw4EEuXLkWPHj3E2xo0aAB/f39Mnz4d/fr1k32QUVFR8Pb21rvd29sbUVFReT6ue/fuGDhwIAICAhAREYHp06fjlVdewblz56BUKg0+Jj09HenpOS+ahIQijs7FjJUTr1FQ2PLAKiOef26thMDKpYplx1ESeDTjl3GX5ClgT3kEPN3Prwe+WbhzESKFSmi5YCUZq6S7fGNoG3vAU6ZpdkHVt4Hnx/h0YJ1Pi36GQTtjBZiv3QLAs1a25eQ7fwkj+a3r5cuXERgYqHd7YGAgrl27JulcM2fO1Csuz/1x9izf4NLQFGRBU5ODBw9Gz549Ua9ePfTu3Rt79uzBrVu3sGvXrjwfM2/ePLFA3s3NDf7+/pK+pkJTaxWvKxSAfRn+ubX3skqmwEo2zgGAow9vVSFH24WIXwAwwLsD4Fq18OcjxFjWlrESslUezeVdcQvwhTp2rjx4iw6T99zGyB1YyZqxyrVlDxWw50tyYFW7dm3MmTMHaWk5SzvT09MxZ84c1K5dW9K5xo0bh+vXr+f7Ua9ePfj6+uLZs2d6j3/+/Dl8fHyMfr7y5csjICAAt2/fzvOYqVOnIj4+Xvx4+PChpK+p0IQXsLDli7Cqxtp7WQkZK2cKrApNoQC8slevxpws3LkYy1kNGDiycOciRCpr29ZGqK+So81CbnbOQMDr/LolelrpTQWaoY+VUEZAdVb5ktzHauXKlejduzf8/f3RsCFfqnrx4kUoFArs3LlT0rm8vLzg5eVV4HGtW7dGfHw8Tp8+jRYtePr21KlTiI+PF7fXMUZsbCwePnyI8uXL53mMUqnMc5qwSGi3WwB475dkWP87BJoKlJdXa15wHnOicOeJOQkk3uJTy7SogBQ1oUmotUwFmqO+SlvVt4G7PwEP/wAyvs9ZgFQUzDUVqMnk2XMAUHrzqVQKrPIlOWPVokULREREYO7cuWjQoAHq16+Pr776ChEREWLQI7fatWujW7dueOedd3Dy5EmcPHkS77zzDnr16qWzIrBWrVrYvn07ACApKQmTJ0/GiRMncP/+fYSGhqJ3797w8vKy7g7xaq0aK6D49LKiwEpenjJlrISi9UoDqXcVKXpCxio9Rr+BZVFLjQKS7gBQ8EJzc/BsDrjV41/r/Y3meY68qM1UvK4doKmyV9hTYJUvozNWn332Gfr164cWLVrAyckJ7777rjnHpee3337D+PHj0aUL39OsT58+WLZsmc4xN2/eRHw8D0BsbW1x+fJlbNiwAXFxcShfvjxCQkKwZcsWuLpa8T+Y3Bmr4tDLSp0BpGRPmVJgJQ/PZnzhQupjPo0i/IOSgnpXEUtzKMtXCavTgNQnlv37IEwDutc3XyZJoeCd2M9P5NOBNcaa53kM0ZgpY6XWmgYsbruBWIjRgdXTp0/Rq1cv2Nraonfv3ujbty86depUZNNmHh4e+PXXX/M9RnsTaJVKhX379pl7WPLLXWOl3cvKWqVE8mXGtk68AzEpPDtnwL0B8PICz1qZMo33aAd/Z+lcmReuE1LUFAq+MjDpDn+DYMnAytzTgILKbwDhU/jCk5fhQNlG5n0+gV7xeqo8/Q+FAM1WqwUQZazyZfRU4Nq1a/Hs2TNs3boV7u7u+Oijj+Dl5YVXX30V69atQ0xMjDnHWXoI7w5sc2WsrDmw0p4GtOYmpsWNWMBuYp3VvewdB6h3FbEksYDdwnVW5ixc1+boBXgH8+ty9qIriDAVqPTQuk2G6VftN/sUWBlF0l9bhUKB9u3bY8GCBbhx4wZOnz6NVq1a4aeffoKfnx86dOiAhQsX4vFjKylULI70VgUKU4HFJLAi8ilMnVXyQyDqX369CvWuIhZkDS0XMuKBlxf5dXNnrICcOqfMJPM/lyB3xgqQp85K+82+2P6HAqv8FOptbO3atTFlyhQcO3YMDx8+xIgRI3DkyBFs2rRJrvGVPoZWBQJWnrG6yy8psJKXkLF6cY7XsUlxX+hdFUQ/F2JZTlbQJDTmOADGfxeKYrsZexd+qU7O/zg5CTVWds6ATfaeuHLUWensBkKBlTEkt1vIi7e3N9566y289dZbcp2ydMrKvSrQnV9ac/E6ZazMw7U6f+eb8QKIu8hXHBlDu3dVlVFmGx4hRlFZQcaqqOqrBEIpR1FlrBjLmQq0UQK2quytZ2ToZaXWrrESAisrfqNvBSQHVmlpafj+++9x6NAhREdHQ6PR6Nx//ryMG8eWRurimLGiwMoshEahT3bzOitjA6uYE0Dibf4a8n/NvGMkpCDW0CS0qOqrBELGKnfHcnPRZALIXrxl68izS5nx8kwFUsZKMsmB1ejRo3HgwAEMGDAALVq0yHdLGWKCvGqsrDWwYowCK3PyFAKrk0DN8cY9RshWVRqY8weeEEuxdJNQdRoQe5pfL6qMlfDGOKuIMlYarU2RbR1zZjzkmApU06pAqSQHVrt27cLu3bvRtq2ZGqyVdrkzVtYeWGW8yPklc65s0aGUSOVa80tjC9izUoDILfw6bWFDrIFYY/UU0KgBG9uiff7YM3xazNGbT68XBTshY1VEgZX26j8bh5w35rJkrLRXBVLGyhiSi9f9/Pysu8FmcZe7xkroY2WtNVZCtkpVQf5NTQnfLBYKIDkCSNXfL1OP2LsqsOimPQjJj6MPb3bL1ECaEa9huT3Xqq8qqhkWuyKeChQCKxsH3lrFNvtvcZYMNVbaC6oosDKK5MBq0aJF+OSTT/DgwQNzjIfk1Xk9M4E34bQ2NA1oXg5ugFsdfj3WiKyVWLROvauIlbCxBVTZ+7Naos6qqAvXActNBdo6Zl/KmLGi4nXJJP/lbdasGdLS0lClShW4urrCw8ND54MUklqrUBDICazAiu6XVAoKrMzPy8h+Vtq9qwKpdxWxIiqhgP1h0T6vRp3dagFFm8G1WMYqeycUOxlrrKh4XTLJNVZDhgzB48eP8dVXX8HHx4eK1+WkUef8ggjLdW0dARt7vuojIz7nhW0tKLAyP6/WfN+xggIrsXdVMOASWBQjI8Q4zpV4xrWoA6u4SzwIsHMF3BsW3fOW2IxV9ht9TQZv72BbNFvaFTeSA6vjx4/jxIkTaNiwCF+kpYV2zxHhHYdCwXtZpT8HMuMA+FtgYPmgwMr8hA7ssacBTRZgY+DXVqd31ciiGhkhxnHK/ruVHFm0zyvWV7Up2qJ5S2eshBorOfpYaWes7LRWGWcmALblCn/+EkjyVGCtWrWQmirDD4vo0/4lFN55ANa9rQ0FVubnVptnKtUpQPwVw8fEHKfeVcR6OVfil0WdsbJEfRVQ9BkrcaYj+/+GnFOB2hkrG9uc4IrqrPIkObD6+uuv8dFHHyE0NBSxsbFISEjQ+SCFoP0C1i48ttYmoZpMICX7HSgFVuajsAE8W/LreU0HUu8qYs2EjFVKEWasMpOAp3v4dd+ORfe8gAUyVmacChTbLQgLqqjOqiCSpwK7desGAOjYUfeFyhiDQqGAWq2WZ2SlUe7moAJr7WWVHMlXKto6Ao6+lh5NyebVCog6wAOr6u/r3peVAjyg3lXEilkiY/XwT/431aVazhuToiK8udFk8H0+bR3M+3zCPoG2Zi5eB3hglfqEAqt8SA6sDh06ZI5xEEC/1YLAWntZaU8D0iIG8xLqrGJO6N/3cDuQlUi9q4j1csoOrFKjiibQAICIDfwy8M2i//tkq/U3XJ1s/q9XrLESMlYy1lhpz6QA1H3dCJIDq6CgIHOMgwA5O6HbFpOMlRBYOdM0oNl5Zb/jTrwFpMcCSs+c+yLW8UvqXUWsldKLZ7bVaXxrG3OvWk1+CDz7j18PHG7e5zLE1iFnNXdWMuBQ1rzPJ04FFlHGCqDAKh+SAyuAb8R86dIlg5sw9+nTR5aBlUp5ZaysPbCi+irzU3oCrjV4YBV7GqjQnd+eHAlEHeTXqXcVsVYKBa+zSrzNX7PmDqzu/wreeiQIcKls3ufKi60zoInjtV7mpslVvG6udgsANQk1guTAau/evXjzzTcRExOjdx/VWBVSQTVW1rYqkAKrouXVigdWMSdzAqsI6l1FigkhsDJ3nRVjutOAlmLvwlvkqIuggF3IWNmYYVUgZawkkzxvMG7cOAwcOBBPnz6FRqPR+aCgqpDEdwZ51FhlxhXlaApGgVXR8spVZ0W9q0hxIhawm3ll4IuzQMINXmdUaYB5nys/wsxDUWSs1LmK18UaK1oVaAmSM1bR0dGYNGkSfHx8zDGe0o0yViQ/Xq35Zewpvhoz5gSQdId6V5HiQWwSauaM1b31/LJif8vuVFGULRdy97ESpwKpeN0SJGesBgwYgNDQUDMMheS9KtAKa6wyXuZk0GgKqmi41eN/3DIT+Dty6l1FihOnIshYqTOAB5v4dUvXHBZlk1CNmaYCNVm8ZYT2OSljVSDJGatly5Zh4MCBOHLkCOrXrw97e3ud+8ePHy/b4EqdrGK0KlDIVjn66mfYiHnY2AGezYHoMCDqP+pdRYoXsUmoGTNWT3YDGS8AVXnAt5P5nscYYsbKElOBMhWva2e8qHjdaJIDq40bN2Lfvn1QqVQIDQ3V2YRZoVBQYFUY6mLUx4qmAS3DqzUPrK7Ood5VpHgRaqzMuV9gRPY0YOU3inZvQEMsORUoV8ZK+/HCuSljVSDJgdW0adMwe/ZsfPrpp7CxoZ45sipOndcpsLIMoYA97Rm/pN5VpLgQMlaZ8fyfstz1T2kxwJNd/LqlpwEBC00FyrwJs842a9lJFAqsCiT5L3JGRgYGDx5MQZU55JWxEgKrrCRAYyUrLymwsozcW3NYwz8QQoxh75LTKNMcBewPNvOGnGWbAO715D+/VNaQsVKn8NXDpsq9IhCg4nUjSI6ORowYgS1btphjLKSgGisAyLKSFzMFVpah8gWcK/Pr1LuKFDfmrLOyht5V2iyRscq9KpBpcorPTZG7hxVANVZGkDwVqFarsWDBAuzbtw8NGjTQK15fvHixbIMrdfJaFWjrwFO76lReZ2Xu7RGMQYGV5fj1Bm59D9T4n6VHQog0TpWAuEvyrwyMvw68OAMo7IDKQ+Q9t6kskbGyybWlDcCzVkJRu+Tz5mq1ANBUoBEkB1aXL19G48aNAQBXrlzRuU9BG/EWjqEXscDejQdW1vAuQZMFJD/g1ymwKnqNFwDVxwJutSw9EkKkcTZTLyshW1WhO+DoLe+5TVWUGavcU4E29oDCFmBqICvV9Dfj+WWsNBm847upQVsJJjmwOnTokDnGQQDD89kCBzcgLco6moSmPOS/sDZKvqyZFC1bRwqqSPFkjl5WGnX23oCwnmlAICdjVSR7BebahBngb9CzEgvXcsHQm30715zrmQmAbTnTz19CUQW6NTH07kBgTSsDxWnAQFqRRggxnjlqrKJDgZRHgL074NdLvvMWlhBYFclegcJUoKPW88vQcsHQ/yQbW62gkaYDDTHqv+Krr76KhATjv4HDhg1DdHS0yYMqtfIqXgf4Hw3AygIrmgYkhEhgjl5WwhY2Aa/nTIVZgyLdKzBX8TogT5NQdR6zKFTAni+jAqu//voLz58/R0JCQoEf8fHx+Oeff5CUVAQvppImr3YLQM62NtbQJJQCK0KIKcSM1SO+Yq2wMpOAh9v4dWuaBgRytpkqyoyV9lSgnQy9rLLyqPulAvZ8GVVjxRhDjRo1zD0WkleDUMBKpwIpsCKESODkB0DBa4LSngMqn8KdL+oAf0PqUjWnea61sC3CjJUmV/E6kBMMyT0VCFBgVQCjAitTCtb9/PwkP6ZUYyz/jBUFVoSQ4s7Gni94SX3CC9gLG1jFHOeXvp1yOoNbiyLNWOXahBnQbRJq8nnzylhRk9D8GBVYBQUFmXscRJOekxo3VGMl7hdIgRUhpBhzqpQdWD3km4oXRsxJfmlt2SqgiGusDEwFUsbKYmhJl7XQfvHnOxUYVyTDyVNGHN89HuAbABNCiBRiL6tCFrCrM4AXZ/l1r9aFO5c5CCvnNOm89585GZwKlKHGKs+MFRWv54cCK2sh1FfZ2POP3ITAytIZq6QIfunonZPqJoQQY4m9rArZciHuEs/UOJQFXKsXflxys9P6+2jO7utMw/dIBHI6rwMytVsoaFUgZawMocDKWojvDAzUVwE5qwIt/Q5BmAZ0pmlAQogJnGTKWMWc4Jeerayzn56NA+9+Dpi3+7pQXwWYod0CTQWawgpfjaVUfisCAevpY0X1VYSQwnCWKWNlzfVVAC+mL4r9AjV5BFZyNgil4nVJTAqssrKy8O+//+LHH39EYmIiAODJkyfUu6ow8tqAWWAtfawosCKEFIbYy0qmjJU11lcJimK/QKFwHQq+CbVAzhqrPDNWVGNliOS9Ah88eIBu3bohMjIS6enp6Ny5M1xdXbFgwQKkpaVh5cqV5hhnyZdf13XAetotUGBFCCkMIWOVGsUL0G0dpJ8j9RmQHAFAAXi2kHV4siqKjJX2BszaLSfkmAqkBqEmkZyxmjBhApo1a4aXL19CpVKJt/fv3x8HDx6UdXClSn49rICcwEqdmlOoaAkUWBFCCkNZLrvImgGpj007R2z2NKBbnZxsvjUqioyVMBWoXbgOyDMVSDVWJpGcsTp69CiOHTsGBwfddxkBAQF4/NjEXxJiRI1VmZzrGfGAo5f5x5SbRg0k3+fXKbAihJhCoeDTgUl3eJ2ViwltW8T6KiueBgS0MlZFMBWYe59EORqE0qpAk0jOWGk0GqjVar3bHz16BFdXV1kGVSoVlLGysdPaUTyuSIakJ/URwLL4ahdVBcuMgRBS/BV2M2axvspKC9cFYsaqiKYCtYkNQs2xVyAVr+dHcmDVuXNnfPvtt+LnCoUCSUlJmDFjBnr06CHn2EqXgmqsAMvXWYmtFioDNraWGQMhpPgTC9hNWBmoyQJiz/DrxSVjZc7u68JUoG2uqUCxeN2cU4FUvG6I5KnAJUuWICQkBHXq1EFaWhqGDh2K27dvw8vLC5s2bTLHGEuHglYFAryWIPWx5ZqEJt3nl86VLfP8hJCSoTAZq7jL/B++vRtQppa845JbUewXKGSsbPKYCjS1xopptLJheQRWmgzeRyt3UFfKSQ6sKlSogPDwcGzatAnnz5+HRqPBW2+9hWHDhukUsxOJ8to6QJulM1bp0fxSVd4yz08IKRkKk7ESG4O2tM7GoNpsi2C/QKFBaF5TgaZmrLTbNOTOWNlplf1kJgC25Ux7jhJKcmAFACqVCqNHj8bo0aPlHk/plVeRoDahSailelmlPeeXjvRLRAgpBHFbGxMyVtbeGFSbfVE0CDWwATOgVbxuYo2VdqbLNlfSxMaW/6/KSuaBFf1P0CE5sPr7778N3q5QKODo6Ihq1aohMJA255Usr13EtVl6W5u07IyVkn6JCCGFIG7EXIiMlbXXVwE5GauiWBWYeypQCIZMnQoU635VhjOD9m45gRXRITmw6tevHxQKBRhjOrcLtykUCrRr1w47duxA2bJlZRtoiVccitfTszNWFFgRQgpDmArMjAMyEwF7I1eUp8XwNg0A4NXSLEOTlX1RtFvIq3i9sFOBBbzZty8DpD6hAnYDJE9QHzhwAM2bN8eBAwcQHx+P+Ph4HDhwAC1atMDOnTtx+PBhxMbGYvLkyeYYb8lVULsFICewslTxejpNBRJCZGDvmlPaIKXOSmgMWqYW4FAM3rhbst1CYYvX82q1IKBeVnmSnLGaMGECVq1ahTZt2oi3dezYEY6Ojnj33Xdx9epVfPvtt1R/JVVBDUIBwMGdX1qqj5VQY6X0tszzE0JKDudKQFwcXxnoVse4xxSn+iqgaBqEip3X8wisWBbfrcPGXtp5jclYARRYGSA5Y3X37l2UKVNG7/YyZcrg3j3e56h69eqIiYkp/OhKEykZK0ukXhmjjBUhRD6mrAwsTvVVQBHvFZhHHyvAtAJ2yliZTHJg1bRpU3z88cd4/vy5eNvz588xZcoUNG/eHABw+/ZtVKxYUb5RlgZSaqwsMRWYlZzzy0k1VoSQwpLay0qjBmJP8+uexSVjVYTF67mnAm2UALI3ZTZlOrDAjJWFa36tmOSpwJ9//hn9+vVDxYoV4e/vD4VCgcjISFSpUgV//fUXACApKQnTp0+XfbAlmrENQgHLvJCFbJWtY/5jJIQQY0jNWMVf5QGKnSvgVtd845JTUWSs8tqEWaHgQVFWsmkF7OKb/Tz+3lPGKk+SA6tatWrh2rVr2L9/P27dugXGGGrVqoXOnTvDxoYnwPr16yf3OEs+Y2qshGJPSwRWaVorAhWKon9+QkjJIrWXlVC47tmi+GypZcmMFcBnQLKSTdsvsKAWQBRY5UlSYJWVlQVHR0eEh4ejW7du6Natm7nGVfqIndeNyFhZokEotVoghMhJai+r4rLxsrYirbEyFFgVYr/AgnYDocAqT5JqrOzs7BAQEAC1Wm2u8ZReRmWsrGAq0JFWBBJCZCBmrB7yxTEFEVcEFpPCdSAnY6VO5TVi5pDXVCBQuJYLlLEymeTi9WnTpmHq1Kl48eKFOcZTOmmy+GaWgHGrAjUZOe9Sigp1XSeEyMnJD4CCBwbpz/M/Nv0FkHCDX/csBo1BBULGCjDfRswFTQUCZspYUfF6XiTXWC1duhR37txBhQoVEBAQAGdn3UDg/Pnzsg2u1NB+0ee7KtAVfJUH4ysDVQZ+kcyFWi0QQuRkY883dE99wlcG5pcNF1YDulYHHL2KZnxysHXk28EwDZ+VsNdvVVRomjw6rwOF2y+QMlYmM2lLGyIzMU2rMPyuQ6Cw4S/mzHjeJFTlUxSj49KoxooQIjMnfx5YpTwEPJvlfZxQX1Vc2iwIFApeN5uVCGQmAaqCHyJZXnsFAoXbL1AsT6FVgVJJDqxmzJhhjnGUbtr1VQWtuLN344FVUfeyoowVIURuzpWA2FMF97IS6qvKFaP6KoG9Cw+sLDEVaGfOqUAKrPIiucaKmIExXdcFluplRdvZEELkZkwvK6bhwRdQ/DJWQM5K70wztVzIaxNmICcoouL1IiU5Y6VWq7FkyRJs3boVkZGRyMjI0LmfitpNYEzXdYGlelmlZxevU8aKECIXY3pZxV/nf+9snQD3+kUzLjnZm7nlgiafqcDC1FgZW7yuSefBnaHArpSSnLGaNWsWFi9ejEGDBiE+Ph6TJk3Cq6++ChsbG8ycOdMMQywFjOm6LrC3UC8rqrEihMjNmF5WYmPQ5oCN5FyA5Zm7SaiYscpnVaA5MlZ2rjnXKWulQ3Jg9dtvv+Gnn37C5MmTYWdnhyFDhuDnn3/GF198gZMnT5pjjCVfQe8MtFliKjArJWeMlLEihMjFmIxVcdt4OTexSai5Aqs8NmEGzNsg1MY2J2ikwEqH5MAqKioK9evzdKyLiwvi4/k/+F69emHXrl3yjq60KGj1hTZL9A4RCtdtHHTfpRBCSGEINVapTwFNpv79Eb8AERv49XJti25cchIzVmaeCsyveN0cqwIBqrPKg+TAqmLFinj69CkAoFq1ati/fz8A4MyZM1AqaY7VJAWlXLU5uPPLolwVmKbVdZ32CSSEyMWxXHbHcAakPM65nTHgylzgxJs84Ko0GKjQw2LDLBSzZ6zy6bxua8Y+VoDWG30KrLRJDqz69++PgwcPAgAmTJiA6dOno3r16njzzTcxevRo2QdYKkgqXhdeyHFmG44e6rpOCDEHhY3+ykBNFnD6PeDSNP557Y+Bthv5scWRufcLtFS7BUArY0Xd17VJrgT8+uuvxesDBgxAxYoVcfz4cVSrVg19+vSRdXDa5s6di127diE8PBwODg6Ii4sr8DGMMcyaNQurVq3Cy5cv0bJlS/zwww+oW7eu2cZpEintFiw5FUiBFSFEbs7+QNId3ssqMwk4Nhh4shuAAmj2PVDjf5YeYeGYu3g9v6nAQjUINSZjRVOBhhT6LUCrVq0wadIkswZVAJCRkYGBAwdizJgxRj9mwYIFWLx4MZYtW4YzZ87A19cXnTt3RmJiohlHagJjNmAWiKsCLRBYUeE6IURuQgH7izPAwWAeVNk6Au3/LP5BFWDejJUmi/f5AgqYCpQYWDEmMWNFgZU2k9au3rp1C6GhoYiOjoZGo9G574svvpBlYLnNmjULALBu3TqjjmeM4dtvv8Xnn3+OV199FQCwfv16+Pj4YOPGjXjvvffMMk6TSGoQ6s4vizJjRa0WCCHmIkwF3vyOXyq9gKB/AK9i2AzUEHNmrIRpQKCA4nWJNVba56WMlWSSA6uffvoJY8aMgZeXF3x9faHQKmZWKBRmC6ykioiIQFRUFLp06SLeplQqERQUhOPHj+cZWKWnpyM9PV38PCGhCF4wptRYFWUfK8pYEULMxblSznWXqkDIXsC1muXGIzdzFq9rcv5XGcxYmVpjpX18vhkrC+0EYuUkB1Zz5szB3Llz8cknn5hjPLKJiooCAPj46G5U7OPjgwcPHuT5uHnz5onZsSIjpUGoJfpYicXrtJ0NIURmXm0AhR1vANrhr5L3Bs6c7RaEzJLCjveVys3UGithrDZKw+cVUMbKIMk1Vi9fvsTAgQNlefKZM2dCoVDk+3H27NlCPYciV3sAxpjebdqmTp2K+Ph48ePhw3w6AsvFpFWB8XwevChQxooQYi7udYHXngOdj5XMvzFCxsocewXmtyIQML3GytgWQBRYGSQ5YzVw4EDs378f77//fqGffNy4cXj99dfzPaZy5comndvX1xcAz1yVL19evD06Olovi6VNqVQWfT8uU2qsmJo/zpjHFBbVWBFCzEn4u1YSCXsFqs1RvJ7PBsyA6Q1Cjd0NhAIrg4wKrJYuXSper1atGqZPn46TJ0+ifv36sLe31zl2/PjxRj+5l5cXvLy8jD5eisDAQPj6+uLAgQNo3LgxAL6yMCwsDPPnzzfLc5pMyqpAWydAYcsDq4y4ogmsqN0CIYSYxlbY9sWMGStDGzADpjcINTZjZUeBlSFGBVZLlizR+dzFxQVhYWEICwvTuV2hUEgKrKSIjIzEixcvEBkZCbVajfDwcAA80HNx4e8IatWqhXnz5qF///5QKBT48MMP8dVXX6F69eqoXr06vvrqKzg5OWHo0KFmGaPJpNRYKRR8OjDjRXadlZ9ZhwZ1Wk7RZUlM0xNCiDmZM2NV4FRgdo2VJh3QqPOvl9I5r5EZK0vU/BYDRgVWERER5h5Hgb744gusX79e/FzIQh06dAjBwcEAgJs3b4p7FwLAlClTkJqairFjx4oNQvfv3w9XVyvb704tocYKyAmsiqKXlTANaGOfU99FCCHEOHZmzFgZOxUI8KyVjYtx5zX2zT5NBRpkUh8rS1i3bl2BPaxYrmJuhUKBmTNnYubMmeYbmBykZKwAXo+QjKJ5l5CutZ0N7RNICCHSCMXr6hTezFPOrXkKnArUul2dkpM9K4ix5SkUWBkk+Sc8YMAAnW1tBN98841sqwVLHSk1VkDR9g6hwnVCCDGd9htmU7aWyY+6gIyVwiZnOlBKnRUVrxeK5MAqLCwMPXv21Lu9W7duOHz4sCyDKnWkrAoEcua1i6JJKLVaIIQQ09mqAGRn++VuElpQjZX4/JAW1Eltt6BJzwnyiPTAKikpCQ4ODnq329vbF02X8pKGsZwXsZQaK4AyVoQQYu0UNlptD2QuYNcUMBUImNZ93diMlbAqEKCslRbJgVW9evWwZcsWvds3b96MOnXqyDKoUkWdBiC7NszYjJW9O780JbBKigD+DQIe/W3c8WLGirquE0KIScy1rU1BU4FATnBkjoyVja1WcT4FVgLJxevTp0/Ha6+9hrt37+KVV14BABw8eBCbNm3C77//LvsASzxj92TSJk4FmhBYRf4BRB8GbByAin0KPj5Nq3idEEKIdHYuAJ7Jn7EyZirQzoReVlLKU+zL8K+LAiuR5IxVnz59sGPHDty5cwdjx47FRx99hEePHuHff/9Fv379zDDEEs7YPZm0CRmrjBfSny8lkl8m3jbueKqxIoSQwhH3C5Q5YyW0WzC0AbPApBorKdusFbKAPfUZcHcNoMk07fFWyKR2Cz179jRYwE5MYGzKVZtTdlPQFBP2MUzO3oA6OZK/28nvnQ5ANVaEEFJYZpsKNKZ43YQaKyn/l8Tu6ybW/F7/BrixCHiyB2hfMma9TGqoERcXh59//hmfffYZXrzgWZPz58/j8ePHsg6uVJDaHBQAnAP4pRAkSZGcnbECA5LuFXw8bWdDCCGFI2asLDgVKCVjZWzxOqDVfd2EjFVqFHB7Ob9edbT0x1spyRmrS5cuoVOnTnBzc8P9+/fx9ttvw8PDA9u3b8eDBw+wYcMGc4yz5JLaHBTICaxSH/P0qY19/sdrE6YCASDxDuBWwIIDmgokhJDCMVfGyqipQBNqrKRkrAozFXhtAR+XZ0ugfDfpj7dSkjNWkyZNwsiRI3H79m04OuZEyd27d6c+VqaQ2hwUABx9ePE50wApErKEmYlAxsuczwuqs1Kn5/yy0KpAQggxjTVkrMzRbgEwPbBKfQrcWcGv159Zonb2kBxYnTlzBu+9957e7X5+foiKipJlUKWK1OagAO+L4lSJX5cyHZgcqft5QYGVkK1S2OUUzBNCCJFGyFjJvV+g2RuEGvF/yc7EwOrafD5+z1ZA+a7SHmvlJAdWjo6OBhuB3rx5E+XK0XSRZFJWX2gzpc4qRWJgJRaue5WodxOEEFKkhD361HI3CDViKtCkjJWEmRR7E4rXU54At1fy6w1mlbj/L5IDq759+2L27NnIzORLIxUKBSIjI/Hpp5/itddek32AJZ4pNVaAaYGVcKzSi18am7Gi+ipCCDGdrdBE04KrArNMqLEyV/H6ta95UOjVBvDtbPzjignJgdXChQvx/PlzeHt7IzU1FUFBQahWrRpcXV0xd+5cc4yxZCtsxirFhKlAn47Zj32Y/y8btVoghJDCEzJWstdYGdF5vTA1VuYoXk95DNxZxa+XwGwVYMKqwDJlyuDo0aP477//cP78eWg0GjRp0gSdOnUyx/hKPlNqrIDCTQV6NAGe7uWp26S7gHs9w8enZ3ddp8J1QggxndkahBqxV2BhaqyMecMvtcbq6jyerSrXLudNfgkjKbDKysqCo6MjwsPD8corr4hb2pBCMGVVIFC4qUDnAMC1OvDiLJ8OzCuwoowVIYQUXnFqEMqY+TJWKY+Auz/x6/VLZrYKkDgVaGdnh4CAAKjVanONp/QpdI1VJG+7YAxhKtCpEg+sgPzrrKg5KCGEFJ7Z2i1ImQo0ssZKk5HzP8XYvQIB44rXr87j5/fuAPiEGDeeYkhyjdW0adMwdepUseM6KSRTOq8DgFNF3nZBk56zUXJ+NFm8oSiQk7ECjAusqHidEEJMZ7YGoVKK143MWGkHf8I0Yn6MLV5Pfgjc/ZlfL8HZKsCEGqulS5fizp07qFChAgICAuDsrBvRnj9/XrbBlQqmZqxs7AGVHy9AT34AqHzzPz71CcDU2Y/zNS6woqlAQggpPDtzFa8LNVZGbMJs7FSgcJyNvXG7ehg7FXj1q+xsVTDgE2zcWIopyYFVv379zDCMUszUGiuAZ56EwMqrZf7HCtOAquxMl1GBFRWvE0JIoZmreF2cCpRxr0AphetATmClSefjMTQtmfwAuLeaX28wy7jzFmOSA6sZM2aYYxyll7h1gMSMFcADq+dHjStg1y5cB3ICq9QnPLgzlDGjGitCCCk8c2WsjJkKlFpjJaVwHQDsXHOuZyYAtgb+X1z9iu9r6/MKr68q4STXWBGZFTZjBRgXWAmtFpyzt8JRegAOHvx64l3949UZOcWIVGNFCCGm0y5eN3axkTHUUjZhNlPGysYu5+vLPR3IGHDjO63aqpnGnbOYo8DK0kytsQKkBVbaKwIF+U0HpsfwS4Ut4FBW+tgIIYRwQsYKzPjMkTHMsVegKb0VDdVZaTKBM+8D5z/kwWT1MYB3e+PPWYxRYGVpUnYRz81JCKzuF3xs7qlAoIDASpgG9OQ1WYQQQkyjPSMh13QgYzl7BRo7FchYwec1ZTeQ3IFV+gvgUNfsDusKoPFCoNkPxp+vmJNcY0VkJk4FFjJjxVj+y1dzTwUC+QdWQuE61VcRQkjhKGx4oKJOyS5gl2FBkCYj57oxU4EAz3DZFdBCIUtijRWg2309/gYQ1htIusMzdW03AX69jD9XCSApFZGZmYkqVarg2rVr5hpP6WPKi1ggBElZiUBmXN7HMZZHxqoav8wvY0UrAgkhpPDkbhIqTAMCxk0FAsbVWZkyiyJkrB7tAPa34kGVcwDQ5XipC6oAiYGVvb090tPToSjBjb2KnKkNQgEejAkZpfzqrDLjcpb5Ovnn3J5vxopWBBJCiGyEOqtMmVouCNOAAGDjkPdxNrY59xtTZ2XKm32hSei9NXzRU7m2QNfTgHt9489Rgkgunvnggw8wf/58ZGVlmWM8pYsmk38Apk0FAsYVsAuF60ov3V8WIbBKiwIyE3UfQ60WCCFEPvbZgZVa5oyVjbLgLuZSVgZKbbcA5GSsACDwTeCVg6V6tkNyjdWpU6dw8OBB7N+/H/Xr19frvP7nn3/KNrgST/vdgylTgQAPrF6cNS6w0p4GBAAHdx5spccAiXcAj8Y599F2NoQQIh+hV6FcGStjVgQK7Jz4zIUxKxKzTOitWL4b8OhvoM4nQO2PS/R2NcaQHFi5u7vjtddeM8dYSh/hnYHCJv/iw/wYlbHKvk+71YLAtXp2YHVbN7Ci4nVCCJGPvcz7BWqM2IBZIGW/QFN6KwYMBioNKvUBlUByYLV27VpzjKN00l7WauoL0pjAytCKQIFrdSDmhH6dFRWvE0KIfMxVvG5jZMYKMF/xOkBBlRaTGhRlZWXh33//xY8//ojERF6b8+TJEyQlybwPUklXmOagAikZq9xTgUBOnVXSHd3bqXidEELkYydzxkqcCjQmYyWhSWhhVqoTACZkrB48eIBu3bohMjIS6enp6Ny5M1xdXbFgwQKkpaVh5cqV5hhnyWRKI7bcpBSv5zUVCOSTsaLAihBCCk3ujJUxzUHF55awX2BhmlYTACZkrCZMmIBmzZrh5cuXUKly+mP0798fBw8elHVwJZ4pWwfkJgRW6c/zfjdS0FQgoBtYaTKBjJf8OmWsCCGk8MyVsTJmKlBSjRVlrApLcsbq6NGjOHbsGBwcdPtmBAQE4PHjx7INrFQozAbMAnt3vrt4ViLPTLnV0r1fnQGkPuXX85sKTIvmXXPty+TsEwhFzkbNhBBCTCcGVnLVWEkoXjelxqowb/hLOckZK41GA7VarXf7o0eP4OrqKsugSg05aqwUCsClMr9uaDow9REAxtPFhrJP9q6Aow+/LmStxPoqT95cjhBCSOGIU4EWaLcgqcZKhhKVUk5yYNW5c2d8++234ucKhQJJSUmYMWMGevToIefYSr7CdF3XJmzGnGIgsNKur8pr1YaQtUrIDqxoRSAhhMhL7qlAjQlTgVL6WNFUoMkkTwUuWbIEISEhqFOnDtLS0jB06FDcvn0bXl5e2LRpkznGWHLJkbEC8i9gF1cEGqivErhWA54fNZCxovoqQgiRheztFsw8FUgZK5NJDqwqVKiA8PBwbN68GefOnYNGo8Fbb72FYcOG6RSzEyPIUWMFFBBY5bMiUJC7gJ22syGEEHmZrd0CFa9bG8mB1eHDh9GmTRuMGjUKo0aNEm/PysrC4cOH0aFDB1kHWKKpTdg6wJD8AquUPLaz0ZY7sBK6rlOrBUIIkYfs7Ra09gos8Lmzkx6UsSoSkmusQkJC8OLFC73b4+PjERISIsugSo0iyVgZMxUoNAmljBUhhJiFkLGSba9ACX2sxIyVlBorWhVoKsmBFWMMCgNF0LGxsXobMpMCyF1jlfqY96DSlmLEVKBLNX6ZHsv7V1HxOiGEyEv4O6+WeUsbSQ1CC8hYqTMAlqX7GCKZ0VOBr776KgC+CnDkyJFQKnPSj2q1GpcuXUKbNm3kH2FJJlfK1dGbp4M16UDK45z2C4zl1FjlNxVo7wKoyvN+Vwm3qXidEELkJnfGSui8bsxUoLE1VtqBF00FmszowMrNzQ0Az1i5urrqFKo7ODigVatWeOedd+QfYUkmTgUWMmOlsOFTfYm3geT7OYFVekzO8lqnivmfw7U6D6yS7tB2NoQQIjd7reJ1xgq/abEpfawKylgJgZfCFrCxN31spZzRgdXatWsBAJUrV8bkyZNp2k8Ocq6+cA7IDqy06qyEaUBH34KX5LpWB6IP83MIxeuUsSKEEHmIb6AZD4rsCrmKXsomzMbuFag9i1LYwK8Uk7wqcMaMGeYYR+kkV4NQwHABu1i4ns80oEBsEnoDyMhenECBFSGEyEN79XdWUuEDK3EqUMZ2C9RqQRaSAysA+OOPP7B161ZERkYiIyND577z58/LMrBSQc7VF06GAqt8Nl/OTQisYk5m36DgW9oQQggpPBtbPm2nTssuAynkG1ezFK/TikA5SF4VuHTpUowaNQre3t64cOECWrRoAU9PT9y7dw/du3c3xxhLLrnaLQB5ZKyMKFwXCIFV8n1+qfQAbEyKuwkhhBgiZ5NQKZ3Xjd0rMIt6WMlBcmC1fPlyrFq1CsuWLYODgwOmTJmCAwcOYPz48YiPjzfHGEsuuRqEAoYDK2HvwPxaLQhcqup+TtOAhBAiLzmbhErZK9DYGis53+yXYpIDq8jISLGtgkqlQmJiIgBg+PDhtFegVObIWKVEAkzDr0uZCrRzAlR+OZ9TYEUIIfKSNWNlwpY26hS+IjHPc1LGSg6SAytfX1/ExsYCAAICAnDyJK/JiYiIAMvvB0b0yVpj5cfbLmgygLRn/DZjtrPRJkwHAtRqgRBC5GapqUDhzTvT8P8ReaHidVlIDqxeeeUV/PPPPwCAt956CxMnTkTnzp0xePBg9O/fX/YBllhMI++7Axv7nIxT8gO+dYHQNsGYqUBAN7CijBUhhMjLHFOBUvpYAfkXsFPGShaSq5NXrVoFjYZPNb3//vvw8PDA0aNH0bt3b7z//vuyD7DEEtK4gHwrMJwDgJSHPLBy8Mg5t0NZ4x6vk7Gi7WwIIURW5pgKNKbzuo09oLDj29Vkpeb9P4H2CZSF5MDKxsYGNjY5ia5BgwZh0KBBsg6qVNB+x2JbyH4mAufKwPOjPLASWiU4Bxjf6I0yVoQQYj5yZqykbMIM8Om9zATjMlY0FVgokgOrtm3bIigoCMHBwWjbti11YDeVmHJ15P1N5KC9MlAIrIydBgQosCKEEHOSc79AKVOBAJ/ey0zIv+VCloxNq0sxyTVWvXr1wvnz5zFgwACULVsWrVu3xqeffoq9e/ciKUmmzSVLA3O8gLUDKykrAgWuVQFkZ7eoeJ0QQuQlZKzUMmasjJkKBIxrEkrF67KQHFhNnToVe/fuxcuXL3H48GH07dsX4eHh6NOnDzw9qVO30cwxl60dWEldEQjwdz7u9fnqQu3sFSGEkMKTM2Mlpd0CYFyTUCpel4XJrbVv376Nixcv4uLFi7h06RLKlCmD9u3byzm2ks0cjdi0Aysh4yRlKhAAgncDaVHSMl2EEEIKZp8dWBU2Y6VR80J0wPiMla0RTUIpYyULyYHV4MGDcfjwYWg0GnTo0AEdOnTA1KlT0aBBA3OMr+SSs+u6QAiishKBuEv8upSMFcD7YTn5FXwcIYQQaYS/94XNWAkbMAPSitcBI4vXqXa6MCQHVr///ju8vLwwcuRIhISEoH379nBxcTHH2Eo2c2Ss7FS8TUJaNJDOm7hS5okQQqyEvUztFrTb9UgpXgcKKF6nqUA5SK6xevHiBX7++WdkZWVh2rRp8PLyQsuWLfHJJ59gz5495hhjyWSufiFOWhkqhQ2gqiDv+QkhhJhGrnYLQmClsAFsjMyP2GXXWOVbvE57BcpBcmDl7u6OPn36YPHixTh37hyuXr2KOnXqYPHixejVq5c5xlgymatIUHvqT+XHG8MRQgixPLkahApTgcZswCwQM1b51FhR8bosJE8FvnjxAmFhYQgNDUVoaCiuXr0KDw8P9O3bFyEhIeYYY8kkvjOQOWOlHVjRNCAhhFgPuTNWxuwTKD43tVsoKpIDq3LlysHLywvt27fHO++8g+DgYNSrV88cYyvZzPUC1g6spK4IJIQQYj5yZ6yMra8CjKuxooyVLCQHVhcvXqRASg41PwACXjdvYCV1RSAhhBDzkTtjJWkq0JgaK1oVKAfJgRUFVTJxcOcfcqOpQEIIsU7aGSvGjN/HNbdCTQUaUWNFU4GFYlRg1bhxYyiMfAGcP3++UAMihURTgYQQYp2EwIqp+XSelKk8bVI3YAYKngrUZAGaDN1jiUmMCqz69esnXk9LS8Py5ctRp04dtG7dGgBw8uRJXL16FWPHjjXLIIkEDu6A0gtIjwFcq1l6NIQQQgTaU2xZyaYHVhoTpgILKl7Xvp0yVoViVGA1Y8YM8frbb7+N8ePH48svv9Q75uHDh/KOjpim9QYg8S5QpqalR0IIIURgY8e3oNGk8+lApYn764oZKwlTgQXtFSjerjB+mxxikEmd18+ePat3+xtvvIFmzZphzZo1sgyMFEKF7pYeASGEEEPsnIGM9MIVsEvdgBkouMZKu77K1NovAsCEBqEqlQpHjx7Vu/3o0aNwdDQxrWmEuXPnok2bNnBycoK7u7tRjxk5ciQUCoXOR6tWrcw2RkIIISRfQp1VYfYLFKcCpWSsCqixohWBspGcsfrwww8xZswYnDt3TgxSTp48iTVr1uCLL76QfYCCjIwMDBw4EK1bt8bq1auNfly3bt2wdu1a8XMHBwdzDI8QQggpmBC4qAuTsTKheL2gGivaJ1A2kgOrTz/9FFWqVMF3332HjRs3AgBq166NdevWYdCgQbIPUDBr1iwAwLp16yQ9TqlUwtfX1wwjIoQQQiSSI2NlylRgQTVWatonUC6SAysAGDRokFmDKDmFhobC29sb7u7uCAoKwty5c+Ht7Z3n8enp6UhPTxc/T0hIKIphEkIIKQ3sZei+ri7EVGBeNVaUsZKNSYEVwKfmoqOjodFodG6vVMl6eid1794dAwcOREBAACIiIjB9+nS88sorOHfuHJRKwy/IefPmidkxQgghRFa2MnRfN2VLG6EhdXo0ELkNqPSa7v3UHFQ2kovXb9++jfbt20OlUiEgIACBgYEIDAxE5cqVERgYKOlcM2fO1Csuz/1haAWisQYPHoyePXuiXr166N27N/bs2YNbt25h165deT5m6tSpiI+PFz+ohQQhhBDZyJmxktJuwbkSEPgmwDTAscFAxG+691PGSjaSM1YjR46EnZ0ddu7cifLlyxvdkd2QcePG4fXXX8/3mMqVK5t8/tzKly+PgIAA3L59O89jlEplntksQgghpFDk2C9QyFhJaRAKAC3XAApb4N5a4MRwvrqw6lv8PjWtCpSL5MAqPDwc586dQ61atQr95F5eXvDy8ir0eYwVGxuLhw8fonz58kX2nIQQQojITs6MlcTAysYWaPkzf9ztFcCpt/m5avyPMlYykjwVWKdOHcTExJhjLPmKjIxEeHg4IiMjoVarER4ejvDwcCQl5bw4a9Wqhe3btwMAkpKSMHnyZJw4cQL3799HaGgoevfuDS8vL/Tv37/Ix08IIYTIkrEyZSpQoLABmv0A1JrEPz87Dri+MGc8VGNVaJIzVvPnz8eUKVPw1VdfoX79+rC3t9e5v0yZMrINTtsXX3yB9evXi583btwYAHDo0CEEBwcDAG7evIn4+HgAgK2tLS5fvowNGzYgLi4O5cuXR0hICLZs2QJXV1ezjJEQQgjJlxwZK1OnAgUKBdB4IW/BcHUucOFjwCl74RllrApNcmDVqVMnAEDHjh11bmeMQaFQQK1WyzOyXNatW1dgDyvGmHhdpVJh3759ZhkLIYQQYhJLTgVqUyiAhnN4cHVpGpASmT0+CqwKS3JgdejQIXOMgxBCCCn5ZJkKNGET5rzU+5wHVxc+4p9TYFVokgOroKAgc4yDEEIIKflkmQqUIWOlrfYkwMENuLMK8OsjzzlLMcmB1eHDh/O9v0OHDiYPhhBCCCnR5Cxel9J5vSBV38ppvUAKRXJgJRSKa9PuZWWuGitCCCGk2JOlxsqEzuukyEhut/Dy5Uudj+joaOzduxfNmzfH/v37zTFGQgghpGQQOq9nFmIfWrmnAomsJGes3Nzc9G7r3LkzlEolJk6ciHPnzskyMEIIIaTEUXrzy7TnfHsZheT8hnmmAolsTPiJGlauXDncvHlTrtMRQgghJY9jdmDFsoCMl6adg6YCrZrkjNWlS5d0PmeM4enTp/j666/RsGFD2QZGCCGElDi2SsDeHciMA9KeAUpP6eegjJVVkxxYNWrUCAqFQqcZJwC0atUKa9askW1ghBBCSImk8uWBVWoU4FZH+uM1lLGyZpIDq4iICJ3PbWxsUK5cOTg60g+YEEIIKZCjD5Bwg2espGJMns7rxGwkB1YBAQHmGAchhBBSOjj68EtTAitNJoDsGSM5Oq8T2ZlUvB4WFobevXujWrVqqF69Ovr06YMjR47IPTZCCCGk5HH05ZdpUdIfK0wDAqZvwkzMSnJg9euvv6JTp05wcnLC+PHjMW7cOKhUKnTs2BEbN240xxgJIYSQkkNViIyVMA0IUMbKSkmeCpw7dy4WLFiAiRMnirdNmDABixcvxpdffomhQ4fKOkBCCCGkRBGmAlMLEVjZ2JvWA4uYneSfyr1799C7d2+92/v06aNX2E4IIYSQXOSYCqRpQKslObDy9/fHwYMH9W4/ePAg/P39ZRkUIYQQUmIVpnhdXBFI04DWSvJU4EcffYTx48cjPDwcbdq0gUKhwNGjR7Fu3Tp899135hgjIYQQUnKIgVW09G1tqIeV1ZMcWI0ZMwa+vr5YtGgRtm7dCgCoXbs2tmzZgr59+8o+QEIIIaRE0d7WJv0F4Ohl/GPFGisKrKyVpMAqKysLc+fOxejRo3H06FFzjYkQQggpuWyVgENZvldg2jPTAiuaCrRakmqs7Ozs8M0330CtVptrPIQQQkjJJxawS6yzog2YrZ7k4vVOnTohNDTUDEMhhBBCSgmxzkriykANbcBs7STXWHXv3h1Tp07FlStX0LRpUzg7O+vc36dPH9kGRwghhJRIpq4MpIyV1TOpeB0AFi9erHefQqGgaUJCCCGkICpTpwJpA2ZrJzmw0mg05hgHIYQQUnqI3ddpKrCkoX74hBBCSFGjqcASy+iMVWpqKg4ePIhevXoBAKZOnYr09Jxdtm1tbfHll1/C0ZF+2IQQQki+TF4VSFOB1s7owGrDhg3YuXOnGFgtW7YMdevWhUqlAgDcuHEDFSpU0NmcmRBCCCEGqExcFaimqUBrZ/RU4G+//YbRo0fr3LZx40YcOnQIhw4dwjfffCN2YieEEEJIPnJva2Ms2tLG6hkdWN26dQs1atQQP3d0dISNTc7DW7RogWvXrsk7OkIIIaQkUgrb2qj5tjbGos7rVs/oqcD4+HjY2eUc/vz5c537NRqNTs0VIYQQQvJg6wA4eAAZL/h0oLHb2ggZK9or0GoZnbGqWLEirly5kuf9ly5dQsWKFWUZFCGEEFLimbIykIrXrZ7RgVWPHj3wxRdfIC0tTe++1NRUzJo1Cz179pR1cIQQQkiJZUqTUJoKtHpGTwV+9tln2Lp1K2rWrIlx48ahRo0aUCgUuHHjBpYtW4asrCx89tln5hwrIYQQUnKY0iSUitetntGBlY+PD44fP44xY8bg008/BWMMAN/GpnPnzli+fDl8fHzMNlBCCCGkRCnMVCC1W7Bakra0CQwMxN69e/HixQvcuXMHAFCtWjV4eHiYZXCEEEJIiWVKk1CqsbJ6kvcKBAAPDw+0aNFC7rEQQgghpYejCU1CaSrQ6tFegYQQQogl0FRgiUSBFSGEEGIJJq0KpIyVtaPAihBCCLEEU7a1oRorq0eBFSGEEGIJjtrb2sQa9xgNTQVaOwqsCCGEEEuwsQeUnvy6sdOBNBVo9SiwIoQQQixF6spAKl63ehRYEUIIIZYi9LJKNTJjRe0WrB4FVoQQQoilSGm5wDSAJoNfp8DKalFgRQghhFiKlKlAob4KoE2YrRgFVoQQQoilSOllpdEKrGwoY2WtKLAihBBCLEXKVKBQuA7wFYXEKlFgRQghhFiKEFilGjMVqNUcVKEw35hIoVBgRQghhFiKowlTgTQNaNUosCKEEEIsRchYpT8HNOr8j01+kP2YcuYdEykUO0sPoKRQq9XIzMy09DAIKVHs7e1ha2tr6WEQYj5CkMTUQEZszjY3hrw4xy/LNjH/uIjJKLAqJMYYoqKiEBcXZ+mhEFIiubu7w9fXFwqqKSElkY09oPQC0mP4dKAxgZVH06IZGzEJBVaFJARV3t7ecHJyoj/+hMiEMYaUlBRER0cDAMqXL2/hERFiJo4+OYEV6ud9HAVWxQIFVoWgVqvFoMrT09PSwyGkxFGpVACA6OhoeHt707QgKZkcfYD4q/mvDEyPBZLv8+seNBVozah4vRCEmionJycLj4SQkkv4/aIaRlJiGbMy8OUFfulSBXBwN/uQiOkosJIBTf8RYj70+0VKPGOahNI0YLFBgRWxavfv34dCoUB4eLjRjwkODsaHH35otjFZq8qVK+Pbb7+19DAIIVIJ29rkNxVIgVWxQYFVKTRy5EgoFAooFArY29ujSpUqmDx5MpKTk3WO27ZtG4KDg+Hm5gYXFxc0aNAAs2fPxosXLwAA69atE8+jUCjg4+OD3r174+rVq0aN486dOxg9ejQqVaoEpVIJPz8/dOzYEb/99huysrJk/7oFn376KWrXrq1z2/Xr16FQKDB8+HCd23/55RfY29sjKSkJAHS+Xjs7O1SqVAmTJk1Ceno68qP9OBcXFzRs2BDr1q2T9esihBRTlLEqUSiwKqW6deuGp0+f4t69e5gzZw6WL1+OyZMni/d//vnnGDx4MJo3b449e/bgypUrWLRoES5evIhffvlFPK5MmTJ4+vQpnjx5gl27diE5ORk9e/ZERkZGvs9/+vRpNGnSBNevX8cPP/yAK1euYOfOnRg9ejRWrlxpdHBmipCQENy4cQNRUTnvDkNDQ+Hv749Dhw7pHBsaGooWLVrAxcVFvG3t2rV4+vQpIiIisHz5cvzyyy+YM2dOgc8rPO7ixYsYPHgwRo0ahX379sn3hZkB1TURUgQKCqwyXgJJ9/h16mFl9SiwKqWUSiV8fX3h7++PoUOHYtiwYdixYwcAHvR89dVXWLRoEb755hu0adMGlStXRufOnbFt2zaMGDFCPI9CoYCvry/Kly+PZs2aYeLEiXjw4AFu3ryZ53MzxjBy5EjUqFEDx44dQ+/evVG9enU0btwYw4YNw5EjR9CgQYM8Hx8WFoYWLVpAqVSifPny+PTTT/UyXFlZWRg3bhzc3d3h6emJadOmgTEGAGjXrh3s7e0RGhoqHh8aGor//e9/SExMxJ07d3RuDwkJ0Tm30FfJ398fvXr1Qp8+fXD+/PkCv+fC46pWrYrPPvsMHh4e2L9/v3h/fHw83n33XXh7e6NMmTJ45ZVXcPHiRZ1z/P3332jWrBkcHR3h5eWFV199Vef+lJQUjB49Gq6urqhUqRJWrVqlc/8nn3yCGjVqwMnJCVWqVMH06dN1gqeZM2eiUaNGWLNmDapUqQKlUgnGGG7cuIF27drB0dERderUwb///guFQiG+ZgDg8ePHGDx4MMqWLQtPT0/07dsX9+/fL/D7QkipJ0wFpuUxFfgi+++LcyCg9CiaMRGTUWAlM8YYkpMzivxDCBpMpVKpxH+wv/32G1xcXDB27FiDx7q7uxu8PS4uDhs3bgTAO2bnJTw8HNevX8fkyZNhY2P4JZhXwfLjx4/Ro0cPNG/eHBcvXsSKFSuwevVqvYzR+vXrYWdnh1OnTmHp0qVYsmQJfv75ZwCAs7MzmjdvrpOdCgsLQ8eOHdG2bVvx9ocPH+LevXt6gZW2W7du4dChQ2jZsmWex+SmVquxdetWvHjxQvw+McbQs2dPREVFYffu3Th37hyaNGmCjh07ilOvu3btwquvvoqePXviwoULOHjwIJo1a6Zz7kWLFqFZs2a4cOECxo4dizFjxuDGjRvi/a6urli3bh2uXbuG7777Dj/99BOWLFmic447d+5g69at2LZtG8LDw6HRaNCvXz84OTnh1KlTWLVqFT7//HOdx6SkpCAkJAQuLi44fPgwjh49ChcXF3Tr1q3A7CUhpV5B29qI04CUrSoWGMlXfHw8A8Di4+P17ktNTWXXrl1jqamp4m1JSekM+KbIP5KS0o3+mkaMGMH69u0rfn7q1Cnm6enJBg0axBhjrHv37qxBgwYFnmft2rUMAHN2dmZOTk4MAAPA+vTpk+/jNm/ezACw8+fPi7c9e/aMOTs7ix8//PADY4yxiIgIBoBduHCBMcbYZ599xmrWrMk0Go342B9++IG5uLgwtVrNGGMsKCiI1a5dW+eYTz75hNWuXVv8/LPPPmM1atRgjDF29epVVqZMGZaVlcW+/vprNnToUMYYY+vXr2dKpZKlpKSIjwPAHB0dmbOzM1MqlQwA69WrF8vIyMj3a9Z+nK2tLQPAPDw82O3btxljjB08eJCVKVOGpaWl6TyuatWq7Mcff2SMMda6dWs2bNiwPJ8jICCAvfHGG+LnGo2GeXt7sxUrVuT5mAULFrCmTZuKn8+YMYPZ29uz6Oho8bY9e/YwOzs79vTpU/G2AwcOMABs+/btjDHGVq9erfdzSU9PZyqViu3bty+/b02BDP2eEVKiqDMZ+03B2G9gLPWZ/v1HBvP7rnxV9GMrxvL7/21OlLEqpXbu3AkXFxc4OjqidevW6NChA77//nsAPHti7BJ3V1dXhIeH49y5c1i5ciWqVq2KlStXivfXrVsXLi4ucHFxQffu3XUeq/0cnp6eCA8PR3h4ONzd3fPMcly/fh2tW7fWeWzbtm2RlJSER48eibe1atVK55jWrVvj9u3bUKv5u8GQkBDcunULT548QWhoKNq1awdbW1sEBQWJU4ShoaFo1aqV2KRSsGTJEoSHh+PixYvYuXMnbt26pVf0bojwuAMHDqBRo0ZYsmQJqlWrBgA4d+4ckpKS4OnpKX6/XFxcEBERgbt37wLgmb6OHTvm+xzaU6jCNK3QuRwA/vjjD7Rr1w6+vr5wcXHB9OnTERkZqXOOgIAAlCuXs8nrzZs34e/vD19fX/G2Fi1a6Dzm3LlzuHPnDlxdXcWxe3h4IC0tTRw/ISQPNnZ8WxvA8MpAKlwvVqjzusycnOyRlDTeIs8rRUhICFasWAF7e3tUqFBBZ+quRo0aOHr0KDIzM/Od0gMAGxsbMTioVasWoqKiMHjwYBw+fBgAsHv3bnGKUQhQqlevDgC4ceMGGjVqBACwtbUVz2Nnl/fL0lDQx7KnQaX0O2rbti0cHBwQGhqKQ4cOISgoCADQrFkzxMfHi1N8I0eO1Husr6+vONaaNWsiMTERQ4YMwZw5c8TbDREeV61aNfz+++9o3LgxmjVrhjp16kCj0aB8+fI6dV8CYeo1d4BnSO6fl0KhgEajAQCcPHkSr7/+OmbNmoWuXbvCzc0NmzdvxqJFi3Qe4+zsrPO5MYG2RqNB06ZN8dtvv+ndpx2kEULy4OjDpwJzF7BnxANJ2XWfFFgVC5SxkplCoYCzs0ORf0htoujs7Ixq1aohICBA75/x0KFDkZSUhOXLlxt8bH4bTk+cOBEXL17E9u3bAfDshxBM+Pn5AQAaN26MWrVqYeHCheI/fWPVqVMHx48f16kpO378OFxdXcXzAzyI0Hby5ElUr15d3BJFpVKhZcuWCA0NxeHDhxEcHAyAB3Vt2rTBhg0bcP/+/XzrqwTCOVNTU43+OqpVq4bXXnsNU6dOBQA0adIEUVFRsLOzE79fwoeXF38n26BBAxw8eNDo58jt2LFjCAgIwOeff45mzZqhevXqePDgQYGPq1WrFiIjI/HsWc4f/DNnzugc06RJE9y+fRve3t5643dzczN5zISUGnmtDHwpFK4HAEraOq04oMCK6GnZsiWmTJmCjz76CFOmTMGJEyfw4MEDHDx4EAMHDsT69evzfGyZMmXw9ttvY8aMGXkW1CsUCqxduxY3b95E27Zt8ffff+P27du4du0aVq5ciefPn+e5J9zYsWPx8OFDfPDBB7hx4wb++usvzJgxA5MmTdIphH/48CEmTZqEmzdvYtOmTfj+++8xYcIEnXOFhIRg8+bNSE1NRZMmOUWhQUFBWLp0qRh85RYXF4eoqCg8efIEYWFhmD17NmrUqKHXG6sgH330Ef755x+cPXsWnTp1QuvWrdGvXz/s27cP9+/fx/HjxzFt2jScPXsWADBjxgxs2rQJM2bMwPXr13H58mUsWLDA6OerVq0aIiMjsXnzZty9exdLly4VA+D8dO7cGVWrVsWIESNw6dIlHDt2TCxeFwL6YcOGwcvLC3379sWRI0cQERGBsLAwTJgwQWeKlhCSh7xWBtI0YLFDgRUxaP78+di4cSNOnTqFrl27om7dupg0aRIaNGig027BkAkTJuD69ev4/fff8zymVatWOHfuHGrWrIn//e9/qFOnDtq0aYNNmzZhyZIlGDNmjMHH+fn5Yffu3Th9+jQaNmyI999/H2+99RamTZumc9ybb76J1NRUtGjRAv/73//wwQcf4N1339U5JiQkBImJiWjbtq3O9GNQUBASExPRpk0bKJVKvTGMGjUK5cuXR8WKFTFkyBDUrVsXe/bsyXcK05D69eujU6dO+OKLL6BQKLB792506NABo0ePRo0aNfD666/j/v378PHh72SDg4Px+++/4++//0ajRo3wyiuv4NSpU0Y/X9++fTFx4kSMGzcOjRo1wvHjxzF9+vQCH2dra4sdO3YgKSkJzZs3x9tvvy1+vx0dHQHw/fwOHz6MSpUq4dVXX0Xt2rUxevRopKamokyZMpK+L4SUSnllrITAivpXFRsKlldagQAAEhIS4Obmhvj4eL1/EGlpaYiIiEBgYKD4D4aQ0uDYsWNo164d7ty5g6pVq5r1uej3jJQK1xYA4Z8AlYcDbTbk3P5PTSDxFhC8B6jQzXLjK4by+/9tTlS8Tggp0Pbt2+Hi4oLq1avjzp07mDBhAtq2bWv2oIqQUsPRwFRgZgIPqgCaCixGKLAihBQoMTERU6ZMwcOHD+Hl5YVOnTrprSYkhBSCoanAFxf4pZM/4Eira4uLYlFjdf/+fbz11lsIDAyESqVC1apVMWPGjAI7OjPGMHPmTFSoUAEqlQrBwcFm3YOOkJLqzTffxO3bt5GWloZHjx5h3bp18PSkFUqEyEZlKLCiwvXiqFgEVjdu3IBGo8GPP/6Iq1evYsmSJVi5ciU+++yzfB+3YMECLF68GMuWLcOZM2fg6+uLzp07IzExsYhGTgghhBhBmArU3taGAqtiqVhMBXbr1g3duuUU7VWpUgU3b97EihUrsHDhQoOPYYzh22+/xeeffy5uVLt+/Xr4+Phg48aNeO+994pk7IQQQkiBlF4AFADTAOkxPIP1kgKr4qhYZKwMiY+Ph4dH3rt8R0REICoqCl26dBFvUyqVCAoKwvHjx/N8XHp6OhISEnQ+CCGEELPS3tYm7RmQmQgkZBeuU6uFYqVYBlZ3797F999/j/fffz/PY6Ki+MoKoQeQwMfHR7zPkHnz5sHNzU388Pf3l2fQhBBCSH60m4S+DAfAAJVfTv0VKRYsGljNnDkTCoUi3w+h67TgyZMn6NatGwYOHIi33367wOcwtK9cftu/TJ06FfHx8eLHw4cPTfviCCGEECm0VwZSfVWxZdEaq3HjxuH111/P95jKlSuL1588eYKQkBC0bt0aq1atyvdxvr488o+KikL58uXF26Ojo/WyWNqUSqXBbtuEEEKIWYm9rJ4BLy/y6xRYFTsWDay8vLzEDWYL8vjxY4SEhKBp06ZYu3atzr5whgQGBsLX1xcHDhxA48aNAQAZGRkICwvD/PnzCz12YlkjR45EXFwcduzYYemhGM0axnz//n0EBgbiwoULaNSokcXGQQgxQMhYpUZRxqoYKxY1Vk+ePEFwcDD8/f2xcOFCPH/+HFFRUXq1UrVq1RI3lVUoFPjwww/x1VdfYfv27bhy5QpGjhwJJycnDB061BJfhtU5fvw4bG1tdVZcFhffffcd1q1bZ/bnGTlyJPr162f25wGA0NBQnWlwT09PvPLKKzh27FiRPD8hxMKEwCrpHpBwg1+nwKrYKRbtFvbv3487d+7gzp07qFixos592lsd3rx5E/Hx8eLnU6ZMQWpqKsaOHYuXL1+iZcuW2L9/P1xdXYts7NZszZo1+OCDD/Dzzz8jMjISlSpVMvtzZmZmwt7evtDncXNzk2E01unmzZsoU6YMnj9/jjlz5qBnz564desWvL29LT20PGVkZMDBwcHSwyCkeBOK158dBC9cL59zGyk2ikXGauTIkWCMGfzQxhjDyJEjxc8VCgVmzpyJp0+fIi0tDWFhYahXr14Rj946JScnY+vWrRgzZgx69eqll/0Rsie7du1Cw4YN4ejoiJYtW+Ly5cviMevWrYO7uzt27NiBGjVqwNHREZ07d9Yp+J85cyYaNWqENWvWoEqVKlAqlWCMITIyEn379oWLiwvKlCmDQYMG4dkz3nH4xo0bcHJywsaNG8Xz/Pnnn3B0dBSfP3cmKTg4GB988AE+/PBDlC1bFj4+Pli1ahWSk5MxatQouLq6omrVqtizZ4/4GLVardPRv2bNmvjuu+90xr5+/Xr89ddfYhYpNDQUAJ+aHjx4MMqWLQtPT0/07dsX9+/f1zn3pEmT4O7uDk9PT0yZMkXv9ZoXb29v+Pr6on79+pg2bRri4+Nx6tQp8f5r166hR48ecHFxgY+PD4YPH46YmBjxfo1Gg/nz56NatWpQKpWoVKkS5s6dq/Mc9+7dQ0hICJycnNCwYUOcOHFCvC82NhZDhgxBxYoV4eTkhPr162PTpk06jw8ODsa4ceMwadIkeHl5oXPnzgCAv//+G9WrV4dKpUJISAjWr18PhUKBuLg48bHHjx9Hhw4doFKp4O/vj/HjxyM5Odmo7w0hJZqQscrMbvNTlrJVxVGxCKyKFcaArOSi/zDyn7Zgy5YtqFmzJmrWrIk33ngDa9euNfiP/+OPP8bChQtx5swZeHt7o0+fPsjMzBTvT0lJwdy5c7F+/XocO3YMCQkJegsS7ty5g61bt2Lbtm0IDw8HAPTr1w8vXrxAWFgYDhw4gLt372Lw4MEA+JTuwoULMXbsWDx48ABPnjzBO++8g6+//hr169fP82tav349vLy8cPr0aXzwwQcYM2YMBg4ciDZt2uD8+fPo2rUrhg8fjpSUFAA8AKlYsSK2bt2Ka9eu4YsvvsBnn32GrVu3AgAmT56MQYMGoVu3bnj69CmePn2KNm3aICUlBSEhIXBxccHhw4dx9OhRuLi4oFu3buI2S4sWLcKaNWuwevVqHD16FC9evBCnqY2VkpKCtWvXAoCY5Xv69CmCgoLQqFEjnD17Fnv37sWzZ88waNAg8XFTp07F/PnzMX36dFy7dg0bN27UW7Dx+eefY/LkyQgPD0eNGjUwZMgQZGVlAQDS0tLQtGlT7Ny5E1euXMG7776L4cOH6wR3wvfbzs4Ox44dw48//oj79+9jwIAB6NevH8LDw/Hee+/h888/13nM5cuX0bVrV7z66qu4dOkStmzZgqNHj2LcuHGSvjeElEiOuRZW0TRg8cRIvuLj4xkAFh8fr3dfamoqu3btGktNTc25MTOJsd9Q9B+ZSZK+rjZt2rBvv/2WDzkzk3l5ebEDBw6I9x86dIgBYJs3bxZvi42NZSqVim3ZsoUxxtjatWsZAHby5EnxmOvXrzMA7NSpU4wxxmbMmMHs7e1ZdHS0eMz+/fuZra0ti4yMFG+7evUqA8BOnz4t3tazZ0/Wvn171rFjR9a5c2em0WjE+0aMGMH69u0rfh4UFMTatWsnfp6VlcWcnZ3Z8OHDxduePn3KALATJ07k+X0ZO3Yse+211/J8HsYYW716NatZs6bOeNLT05lKpWL79u1jjDFWvnx59vXXX4v3Z2ZmsooVK+qdS5vwPXd2dmbO/2/v7uNqvvs/gL/OOZVupFsq5D6ESGFsFsNDm4tpjK65CTH8mLu5yRhjMzczdmcbCxeu8Rjb7NqMDXOhMHJXEnJXSBFKWvfnnPfvj67znSNUzjl9v+fT+/l47LH6dNL79e77qU/fWycnUqlUBICCg4OpuLiYiIjmzZtHvXv3Nvq8GzduEABKTk6mBw8eUI0aNSg6OvqxXyMlJYUA0Nq1a6UxQ+/Pnz//xNr69OlD06dPl97v1q0bBQYGGr0mKiqK2rRpYzQ2d+5cAkDZ2dlERDR8+HAaO3as0WtiY2NJrVYbz6OHPHaeMSai/FvGP9dv/CJ3RVbtab+/LckqzrFi5pWcnIy4uDhs374dAGBjY4Pw8HCsX78evXr1Mnptly5dpLfd3d3RokULnD9/XhqzsbFBhw4dpPdbtmwJV1dXnD9/Hp06dQIANGzYELVr//1k9vPnz8PX19fo5qutWrWSPq9jx44ASs8Ba968OdRqNc6ePfvU+48BQNu2baW3NRoNPDw8jPZwGfbaZGZmSmOrV6/G2rVrce3aNRQUFKC4uLjcq+VOnjyJy5cvlzlXr7CwEFeuXEFOTg4yMjKMemfoE1Vgz2JsbCycnJxw+vRpREVFYcOGDdIeq5MnT2L//v2oWbNmmc+7cuUK7t+/j6KiIvTs2fOpX+PhXhluR5KZmYmWLVtCp9Nh6dKl2Lp1K27evImioiIUFRXBycnJ6N94+PsOlG5Xhu+dgWEbMDD0bvPmzdIYEUGv1yMlJQX+/v5PrZsxodXwBFTq0sfaALzHykrxwsrcNI7A4L/k+boVtG7dOmi1WtSrV08aIyLY2toiOzsbbm5uT/38Rxc4j1vwPDz26C9kesJNWh8dT0hIQF5eHtRqNW7duoW6des+ta5HT4pXqVRGY4Z/W68v/aG1bds2TJs2DStWrECXLl3g7OyM5cuXlznk9Si9Xo/g4GCjxYHBwwvIZ9W4cWO4urqiefPmKCwsxGuvvYazZ8+iRo0a0Ov16Nev32NvGeLj44OrV69W6Gs8rS8rVqzAJ598gk8//RQBAQFwcnLC1KlTpcOcBhX5vj66kNTr9Rg3bhwmT55cpqaquHiCMUVTa0oXV4WZpfe0cnz6zzymTLywMjeVCrBxKv91MtFqtdi0aRNWrFhh9BxFABg4cCA2b95sdL7L0aNHpV942dnZuHjxIlq2bGn07504cULaM5GcnIz79+8bveZRrVq1wvXr13Hjxg1pr9W5c+eQk5Mj7bHIysrCyJEjMXfuXNy6dQtDhw7FqVOn4ODgYJ5GoHTP0PPPP48JEyZIY1euXDF6jZ2dHXQ6ndFYUFAQtm7dijp16qBWrVqP/bd9fHxw9OhRhISEACjt08mTJxEUVLlnfg0fPhzvv/8+vvrqK0ybNg1BQUH48ccf0ahRI9jYlJ2+hhPH9+3bV6EnEzxObGws+vfvj2HDhgEoXQxdunSp3L1JLVu2xK5du4zGHn1yQlBQEJKSktCsWbNnqo0x4dl7ly6s3Pn5gNaKT16vZn799VdkZ2dj9OjRaNOmjdF/r7/+OtatW2f0+vfffx/79u2T7gPm6elpdDWera0tJk2ahGPHjuHUqVMYNWoUOnfuXOYQ0MN69eqFtm3bSouluLg4REREoFu3btLhpfHjx8PX1xfvvvsuVq5cCSLCjBkzzNqLZs2a4cSJE9i9ezcuXryIefPm4fjx40avadSoEc6cOYPk5GTcvXsXJSUlGDp0KDw9PdG/f3/ExsYiJSUFBw8exJQpU5CWlgYAmDJlCpYuXYqffvoJFy5cwIQJE4yujKsotVqNqVOnYunSpcjPz8fEiRORlZWFN954A3Fxcbh69Sr27NmDyMhI6HQ62NvbIyoqCrNmzcKmTZtw5coVHD16tMz3tby+7N27F0eOHMH58+cxbty4pz5f02DcuHG4cOECoqKicPHiRWzbtk262tSwJysqKgp//vknJk6ciPj4eFy6dAm//PILJk2aVOneMCYkwwnsfBjQavHCqppZt24devXq9dj7QA0cOBDx8fE4deqUNLZ06VJMmTIFwcHByMjIwC+//GJ0vyJHR0dERUVhyJAh6NKlCxwcHPDdd989tQaVSoX//Oc/cHNzQ0hICHr16oUmTZpg69atAIBNmzZh165d+Pe//w0bGxs4Ojpi8+bNWLt2bZk9IqYYP348BgwYgPDwcDz33HO4d++e0d4rAHjzzTfRokULdOjQAbVr18bhw4fh6OiImJgYNGjQAAMGDIC/vz8iIyNRUFAg7cGaPn06IiIiMHLkSOkw42uvvfZMdUZGRqKkpASrVq1C3bp1cfjwYeh0OoSGhqJNmzaYMmUKXFxcpKcRzJs3D9OnT8f8+fPh7++P8PBwo/PKyjNv3jwEBQUhNDQU3bt3h7e3d4Vuktq4cWP88MMP2L59O9q2bYuvv/5auirQ8Jiotm3b4uDBg7h06RJefPFFtG/fHvPmzTN67BRj1VrDfwJOjYAGg8t9KVMmFVXkbNpq7MGDB3BxcUFOTk6Zwz6FhYVISUlB48aNYW9vL1OFlnHgwAG89NJLyM7Ohqur62Nfs2HDBkydOvWZ9sSw6uHDDz/E6tWrTXqYucjzjDFmOU/7/W1JfI4VY8xsvvrqK3Ts2BEeHh44fPgwli9fzveoYoxVK7ywYoyZzaVLl7Bo0SJkZWWhQYMGmD59Ot555x25y2KMsSrDhwLLUV0PBTKmFDzPGGPPQq5DgXzyOmOMMcaYmfDCijHGGGPMTHhhZQZ8NJUxy+H5xRizJrywMoHhsSD5+fkyV8KYuAzz69FHFjHGmBLxVYEm0Gg0cHV1lW6+6OjoWO6DghljFUNEyM/PR2ZmJlxdXaHRaOQuiTHGysULKxN5e3sDQKXubM0YqzhXV1dpnjHGmNLxwspEKpUKPj4+qFOnDkpKSuQuhzGh2Nra8p4qxphV4YWVmWg0Gv4FwBhjjFVzfPI6Y4wxxpiZ8MKKMcYYY8xMeGHFGGOMMWYmfI5VOQw3J3zw4IHMlTDGGGOsogy/t6v6JsO8sCpHbm4uAMDX11fmShhjjDFWWbm5uXBxcamyr6cifl7EU+n1eqSnp8PZ2dnsN/988OABfH19cePGjSp98raliJYHEC+TaHksTbR+iZYHEC+TaHlMZUo/iAi5ubmoW7cu1OqqO/OJ91iVQ61Wo379+hb9GrVq1RJqAomWBxAvk2h5LE20fomWBxAvk2h5TPWs/ajKPVUGfPI6Y4wxxpiZ8MKKMcYYY8xMeGEloxo1auC9995DjRo15C7FLETLA4iXSbQ8liZav0TLA4iXSbQ8prLGfvDJ64wxxhhjZsJ7rBhjjDHGzIQXVowxxhhjZsILK8YYY4wxM+GFFWOMMcaYmfDCijHGGGPMTHhhxao10S6KFS0PY6Jt06LlYWXxwoo91d27d3H8+HGcO3cO9+/fl7scs0hMTMSsWbMAwOzPf5SDVquV3hYhD6scnqPKx3O0euGFlZlcvXoV+/fvl7sMs0pMTET37t0RERGB7t27Y8WKFSgoKJC7LJMkJCSgU6dOcHR0NBq31r8ik5OTMWbMGPTu3Rt9+vTB9evXAZQ+PJwZ4zlqHXiOik3EefgoXliZwcWLF+Hv74+ePXvit99+k7scs7h8+TJ69uyJPn36YOfOnZg0aRKio6ORm5srd2nPLCEhAS+88ALeeustLFiwwOhj1vhX5NmzZ9G1a1fY2Nigffv2uH//Pl566SUUFxdX6ZPcrQHPUevAc1RsIs7DxyJmkuzsbAoLC6MhQ4ZQREQEOTk50a+//ip3WSaLioqigQMHSu/rdDoKDQ2l2NhYOnnyJF2/fl3G6iovNTWVXFxcaMSIEUREVFJSQh9++CFFRkZS//79affu3XTv3j15i6yEjIwM6tixI02fPl0au3PnDjVt2pQ2bdokY2XKw3PUOvAcFZuo8/BxbORe2Fm7zMxM+Pn54cUXX0S/fv3g4OCA8PBwbN26Ff/4xz/kLu+ZFRQUIDc3F1lZWXB3d8eiRYuwZ88epKWlobi4GLVr18YXX3yBoKAguUutkLi4OPj4+MDOzg7JycmYNGkSioqKUKdOHeTk5CAyMhJvvfUW3nrrLdSsWVPucssVHx8PrVaLN998Uxrz8PCAu7s77ty5I2NlysNzlOeoHHiOGhN1Hj6W3Cs7EZw7d87o/XHjxpGTkxPt2LFDGtPpdJSTk1PVpT2zZcuWUcuWLSksLIxGjRpFNjY29MMPP1B2djYdOHCAevfuTTNnzqSSkhLS6/Vyl1shGzZsoJCQEHJzc6NXXnmFbt++LdU+e/Zs8vDwoEuXLslcZcVotVr65ptvpPeLi4uJiOjVV1+lxYsXG73WWr4/lsRz1Dq2AZ6jYhNxHj4OL6zMSKfTSW+PHTtW2tWp1Wppzpw59MEHH1BJSYmMFVbOsmXLaMmSJTRw4ECaNm2a0ccGDx5MoaGhMlVWOQ/3fP369TRkyBA6fvw4ERl/z2rWrEmrVq2q8vpM9XCGsLAwmjFjhvT+qlWr6ODBg3KUpUg8R5WJ52j1mqOizcNH8aHASkpOTsaGDRuQmpqKHj16oF27dujUqRMA46tW1qxZA5VKhWHDhqFTp07Yu3cvEhISYGOjvJY/mql169Z4/vnnpcudp06dWqbumjVrwtPTE1qtVpGZ7t69i8LCQtSvXx82NjbQ6XTQaDQYNWoUgoKC0LJlSwCAWq0GEeHKlSto3LgxWrVqJXPlj5eamopdu3bh6tWrCA0NRbdu3WBnZwegNINer5f+bxifP38+Fi1ahLNnz8pZepXjOVqK52jV4jlqTMR5WGGyLuusTFJSErm6ulK/fv2oX79+1LRpU3ruuefoq6++kl6j1Wqlt4uKiqhx48bk4eFB8fHxcpRcridlevivwhkzZlD9+vUpNjaWjh07RvPnzyc3NzdKSkqSsfInS0pKInd3d4qMjKT09HRp/OHvzaPeffddateuHd28ebMqSqyUM2fOUIMGDah79+4UFBREarWa1qxZQ0R//+VnOMzQv39/+uSTT2jlypXk4OBAJ0+elK1uOfAc5TkqB56jxkSch5XBC6sKKi4upuHDh9Po0aOlsfj4eJo6dSo1bNiQPvnkE2lcr9dTSUkJTZgwgdRqNSUmJspQcfnKy7RixQppvFu3buTs7EzNmjWjwMBAOn36tAwVly8jI4M6d+5ML7zwAtnb29OYMWOMfnA/aseOHTRt2jSqVauWIjOlpqZS06ZNafbs2VRUVERERMuXL6fatWvT7du3y7x+6NChpFarycnJSTqUUl3wHOU5Kgeeo8ZEnIeVZcX72qqWRqPB1atXERgYKI21a9cOU6ZMgZ2dHdasWQMfHx+Eh4dDpVIhMzMTAHD8+HG0adNGpqqfrrxM0dHR8PLywtChQ3HgwAHs3bsXHh4eqFevHry8vOQr/AmICImJiahfvz6WLVuG1NRUhIaGAgDef/99+Pj4GL1er9fj2LFjiImJwaFDhxAQECBH2U+k0+mwZcsWBAYGYtasWbCzswMRoW/fvvj666+Rl5dX5nM0Gg2ICHFxcYo9ZGIpPEd5jlY1nqNliTgPK03OVZ210Ov1pNfr6f/+7/9o0KBBlJWVZfTxCxcu0Ouvv06DBw+W/mIhIiooKKjqUiusMpny8vJkqrLyMjIyKCYmRrrKZu/evWRjY0NjxowxOoTw8G7ou3fvVnmdFbV9+3aKiooyGsvPz6e6detSbGys0UmgRET37t2j1NTUqixREXiO8hyVC8/Rv4k4D58FL6wq4bvvviMHBwdau3Ztmctjf/75Z7KxsaGLFy/KVN2zETGTgeGchj/++EP6wZ2enk5arZa++OIL2rt3r8wVPpu8vDxq1KgRHT58WBrbt28fXbt2TcaqlEHE7VnETAY8R8Uk8jZbEXwosBLCw8ORkJCAiRMnwtHREQMGDECNGjUAAH5+fmjRooXMFVaeiJkMbG1todPp0LNnT+zevVs65FBQUICff/4Zp06dkrnCiiMiqFQqaLVa6HQ62Nvbw9nZGQAwe/ZsrFmzBufOnZO5SvmJuD2LmMmA56iYRN5mK4IXVhVUXFwMOzs7LF68GDqdDsOHD0dKSgp69+4NPz8/rF+/HoWFhXB1dZW71AoTMZPhkm0Dw+XNPXr0wM6dO/Hyyy/DxcUFBw8ehJ+fn4yVVozhEm3Dc9JsbGygUqlQUFAArVaL9957D6tWrcL+/fvLnJ9S3Yi4PYuYieeo2ETcZitN7l1mSmY4xm/4f1paGv30009ERPTRRx+Rv78/ubq6Urt27cjb25tOnTolV6kVVh0y3bx5k7Zv317mGP60adPIxcWlzN1/laa8PHl5eRQQEEAhISFkZ2dHJ06ckK1WuRkOM4i0PVeHTNY+R8vLU93mqIjbrCl4YfWQ27dvU0JCgtFxccM5AKmpqeTq6krz5s2TPnbhwgXat28f/f7775SWllbl9VZEdczk5uZGCxYsMPqc48ePk6+vLx07dqxKa62IyuTR6/V069YtqlGjBjk5OVFCQoIsNculoKCAcnNzje7KbPhlZq3bc3XMZG1ztDJ5qsMczcvLo/v37xstjK19mzUnXlj9z5kzZ6ht27bUvHlz8vb2plGjRkkfu3v3Lrm4uNC4ceNIp9NZzXOdqnOmR/MUFBRQdnZ2FVdbvmfN88033whxI73KSExMpL59+1JgYCCFhYXR3LlzpY9lZmZa5fZcnTNZyxx91jyiztHExETq3bs3tWzZkl5++WWaM2eO9DFr3WbNjRdWRHTx4kXy9PSkefPmUVxcHK1du5b8/f2lS2IzMjJo7dq1ZS6bVTLOpHzPksdaspnbhQsXyN3dnaZNm0abNm2iOXPmkIeHB/Xv35/u379Pt2/ffuwVSErGmZTvWfKIPEcvX75M7u7uNGnSJFq9ejVNnz6d6tevT926daOcnByr+/5aSrVfWOn1elqwYAENHjxYGktPT6du3brRoUOHaM+ePU99zIIScSblEy2PJWm1Wnr77bdp7Nix0lh+fj6FhYWRSqWiXr16SePW8kuNMyk/k2h5zOHrr7+m7t27S4f9SkpK6M8//yQ/Pz/q2rWrtKCqLv14ErXcJ8/LTaVSISUlBTdu3JDGNm7ciOPHj2PcuHGIjIxEhw4dkJubC6D0ChCl40zKzyRaHkvSaDS4fPmydBdrvV4PBwcHdOvWDWPHjsX58+cxatQoAKVXmFkDzqT8TKLlMYdr164hLS1Neoi0jY0NOnfujG3btuH69esYMGAAgOrTjyep1ul1Oh0AoG/fvrh16xZ69eqF0aNHY8GCBdi2bRt27dqFuLg45OfnY9KkSQCUv8FwJuVnEi2PJel0Omi1WjRv3hwPHjzA6dOnoVarkZqaig8++ADBwcGYPXs24uPjcfv2bbnLrRDOpPxMouUxlz59+kCr1eL77783Gm/bti0+/fRTXLhwAQcPHpSpOuVQERHJXURVM9x3hP53Q7dbt27h6NGjOHnyJNLS0lCvXj0sWrRI+vi4ceOQnp6OHTt2yF36E3Em5WcSLY8lPdqrP//8E2PHjoVGo4GnpyeOHDmCiIgIrF69GikpKWjRogViYmLQuXNnuUt/Is6k/Eyi5TEHQy8AIC0tDWPHjoW9vT1mzZpllPv27dto27YtPvjgA4wdO1auchWh2t0gNDk5GWvXrkV2djZ8fX0xbtw4eHt7IywsDGFhYRg8eLD0F4hhY8rLy4O3t3eZG9spBWdSfibR8ljSo70aO3YsunTpgi1btmDv3r24d+8eRowYgeHDh4OIcPfuXbRq1Qp169aVu/Qn4kzKzyRaHlNlZGRAp9Ohfv360Ov1UKlUqF+/PubPn4+IiAisXLkSEyZMQPfu3QEAderUQatWrWBvby9v4UpQxed0ySopKYlcXFwoPDycevbsSZ06dSIPDw/67bffpBOFP/30U+rRowdt2rSJzp07R1FRUeTp6Unnz5+XufrH40zKzyRaHkt6XK/c3d1p586dT/ycmTNnUvv27RX7oF7OVErJmUTLY6rz58+Tr68v9enTh65cuUJEpSfzG05Kj4mJofbt21NISAjNnz+f/vjjD5o8eTK5ublJr6/Oqs3CSqvV0j//+U964403iOjvm7hFRkaSo6Mj/fDDD0REFB8fTwMGDKDatWtT8+bNKSAggE6fPi1j5U/GmZSfSbQ8lvS0Xjk4OEi9MvxwP3XqFI0YMYJcXV0V2yvOpPxMouUxVVpaGr3wwgsUGBhI3bt3p/Dw8McurhISEmjmzJnUoEEDat26NQUFBQnZj2dRbQ4FqlQq3LlzB127dpXGvLy8sG7dOtjb22PEiBFo1KgRgoOD8cUXXyAjIwPFxcVo2rQp6tSpI2PlT8aZlJ9JtDyWVF6vRo4ciSZNmqB9+/YoKiqCjY0NatSogZiYGAQEBMhY+ZNxJuVnEi2PqRISEmBjY4PVq1cjKSkJGzduxJw5c7B48WI0adIEWq0WQOkJ68uWLcOCBQvw119/wd7eHrVq1ZK5eoWQe2VXlYYMGULBwcFlnmuk0+koLCyMAgMD6a+//pKzxErjTMonWh5LKq9XQUFBlJeXJ73e8OgfJeNMys8kWh5T7d+/X3o7OjqaQkJCKDw8nC5fvkxEZHRX9ep+z6rHqRbXcNP/LnwcOnQo9Ho9Fi1ahJKSEmg0Gmi1WqjVarz55pu4f/8+0tLSZK62YjiT8jOJlseSKtqrrKwso3t/2draylVyuTiT8jOJlsdcDCekA8CYMWMQERGB9PR0zJ07F1evXoVarcbChQtx586dansrmKepFocCDVdZ9ejRA127dsWOHTvg6OiIiRMnSlcwNGzYEABQVFQkW52VwZmUn0m0PJYkYq84k/IziZbH3Ay3nxg9ejRUKhU2btyIuXPnwtbWFt9++y0GDRqE2rVry12m4lSbpWZxcTHs7e2xZMkSBAcHY9u2bZg8eTJycnKQnp6OLVu2wM7ODj4+PnKXWmGcSflEy2NJIvaKMymfaHlMZbiBMVB6Y2LDOVWRkZEYNmwYduzYgR07duDUqVNo3bq1XGUqm3xHIS3jcc9XM4ylpqbS999/T0VFRbRkyRIKDAwkjUZDAQEB5OPjQydPnqzqciuEMyk/k2h5LEnEXnEm5WcSLY+pntaPtLQ0io6OlsYN51FNnjyZatWqRWfPnq2aIq2UUAurpKQkWrhwodGJwIYNIjU1lerVq0czZswgotINKDc3l3766SeKjY2l69evy1JzeTiT8jOJlseSROwVZ1J+JtHymKoi/Zg9e7bR5+zbt4+cnZ2FXGSamzALq/j4eFKpVLR48WJpzHDVQkZGBnl5edH48eOlMWvAmZRPtDyWJGKvOJPyiZbHVKb0IzMzs8rqtGZCLKwSEhLI0dGRoqKijMZLSkqIqHRjWb58uVVdFsqZlE+0PJYkYq84k/KJlsdUz9oPw/vVZfFpKqtfWF26dIlq1qxJI0eOlMaWLVtGI0eOpEGDBtEvv/wiY3XPhjMpn2h5LEnEXnEm5RMtj6m4H1XH6q8KTElJQVFREerWrYukpCSEhITg999/R1ZWFkpKStC/f398/PHHAP6+Z4nScSblZxItjyWJ2CvOpPxMouUxFfejCsm2pDOj77//nurVq0fe3t4UFhZG6enp0q7Lzz//nNRqNcXFxclcZeVwJuUTLY8lidgrzqR8ouUxFfejagixsCIi+vHHHykkJISOHDliNH737l3y8fGh1atXy1TZs+NMyidaHksSsVecSflEy2Mq7oflWd2d11NTU/Hzzz8jOzsbzZo1w7BhwwAAAwYMQLt27VC3bl0ApbsyVSoV/vrrL3h5eaFx48Zylv1UnEn5mUTLY0ki9oozKT+TaHlMxf2Qj1UtrBITE/HKK6/A398fOTk5OHPmDFJSUjBv3jwAQNOmTaXXGh5V8M0330Cr1Sr2KeScSfmZRMtjSSL2ijMpP5NoeUzF/ZCZbPvKKik1NZWaNm1Ks2bNIr1eTw8ePKA1a9ZQq1at6OrVq2UuAz1w4ACNHz+e3Nzc6PTp0/IUXQ7OpPxMouWxJBF7xZmUn0m0PKbifsjPKvZY6fV6bN26FX5+fpg7dy5UKhWcnZ0RHByMO3fuoLCwUFp1A0BmZibi4+Nx5swZHDx4UJErcM6k/Eyi5bEkEXvFmZSfSbQ8puJ+KINVLKzUajU6dOgAvV6PWrVqASg9Lty2bVs4OzsjOzvb6PV16tRBREQERowYAVdXVxkqLh9nUn4m0fJYkoi94kzKzyRaHlNxPxRCtn1llVRcXCy9/fCuzKZNm9Iff/whvb9nzx6ruTssZ1J+JtHyWJKIveJMys8kWh5TcT/kp9gbhF6/fh07d+5EdHQ0MjIyUFxcDADQ6XRQqVTQarXIy8uDVquFg4MDAODdd99FaGgoMjIy5Cz9iTiT8jOJlseSROwVZ1J+JtHymIr7oUByr+weJyEhgby8vKh9+/bk6upKvr6+NGPGDLp69SoRla7CS0pKKC8vjxo2bEinT5+mxYsXU82aNen48eMyV/94nEn5mUTLY0ki9oozKT+TaHlMxf1QJsUtrLKzsyk4OJhmzpxJWVlZRES0cOFCevHFF+nVV1+lS5cuGb0+KCiIOnbsSHZ2dordUDiT8jOJlseSROwVZ1J+JtHymIr7oVyKW1hdu3aNGjZsSLt37zYa37hxI4WEhNCQIUMoIyODiIiysrLIxcWFbGxs6MyZM3KUWyGcSfmZRMtjSSL2ijMpP5NoeUzF/VAuxZ1jpdFo4ODggPT0dACAVqsFAERERGDo0KE4e/Ys9uzZAwBwc3PDl19+icTEREVfJsqZlJ9JtDyWJGKvOJPyM4mWx1TcD+VSESnvMdavvvoqbty4gf3798PV1RVarRY2NqV3hhg0aBBu3ryJI0eOACi9b4darbj1YRmcSfmZRMtjSSL2ijMpP5NoeUzF/VAm2bucl5eH3NxcPHjwQBpbv349cnJyMHjwYBQXF0sbCgCEhoaCiFBUVAQAitxQOJPyM4mWx5JE7BVnUn4m0fKYivthPWTt9Llz5zBgwAB069YN/v7+2Lx5M/R6PTw9PbFlyxZcuHABvXv3RnJyMgoLCwEAcXFxcHZ2lrPsp+JMys8kWh5LErFXnEn5mUTLYyruh5WR6dwuSkpKIg8PD5o2bRpt2bKF3n77bbK1taVTp05Jr0lMTKSAgABq2rQpdejQgfr160fOzs4UHx8vV9lPxZmUn0m0PJYkYq84k/IziZbHVNwP6yPLOVZZWVl444030LJlS3z22WfSeI8ePRAQEIDPPvsMRCQ90+jLL79EWloaHBwcEB4ejhYtWlR1yeXiTMrPJFoeSxKxV5xJ+ZlEy2Mq7od1kuVZgSUlJbh//z5ef/11AH+fVNekSRPcu3cPAKBSqaDT6aDRaDBx4kQ5yqwUzqT8TKLlsSQRe8WZlJ9JtDym4n5YJ1nOsfLy8sK3336LF198EUDprfcBoF69ekYn2Gk0GuTm5krvy7BzrcI4k/IziZbHkkTsFWdSfibR8piK+2GdZDt53c/PD0DpCtzW1hZA6UZz+/Zt6TVLlixBdHS0dH8Ow+5OpeJMys8kWh5LErFXnEn5mUTLYyruh/WR5VDgw9RqtXSMWKVSQaPRAADmz5+PRYsW4fTp00aXkFoDzqR8ouWxJBF7xZmUT7Q8puJ+WA9F3NjCsNtSo9HA19cXH3/8MT766COcOHEC7dq1k7m6Z8OZlE+0PJYkYq84k/KJlsdU3A/roIjlreFYsa2tLaKjo1GrVi0cOnQIQUFBMlf27DiT8omWx5JE7BVnUj7R8piK+2EdFLHHyiA0NBQAcOTIEXTo0EHmasyDMymfaHksScRecSblEy2Pqbgfyqa4ZwXm5eXByclJ7jLMijMpn2h5LEnEXnEm5RMtj6m4H8qluIUVY4wxxpi1UtShQMYYY4wxa8YLK8YYY4wxM+GFFWOMMcaYmfDCijHGGGPMTHhhxRhjjDFmJrywYowJbcGCBQgMDJS7DMZYNcG3W2CMWa3yHjY7YsQIrFq1CkVFRfDw8Kiiqhhj1RkvrBhjVuvWrVvS21u3bsX8+fORnJwsjTk4OMDFxUWO0hhj1RQfCmSMWS1vb2/pPxcXF6hUqjJjjx4KHDlyJMLCwrB48WJ4eXnB1dUVCxcuhFarxcyZM+Hu7o769etj/fr1Rl/r5s2bCA8Ph5ubGzw8PNC/f3+kpqZWbWDGmOLxwooxVu3897//RXp6OmJiYrBy5UosWLAAffv2hZubG44dO4bx48dj/PjxuHHjBgAgPz8fL730EmrWrImYmBgcOnQINWvWxMsvv4zi4mKZ0zDGlIQXVoyxasfd3R2ff/45WrRogcjISLRo0QL5+fmYM2cO/Pz88M4778DOzg6HDx8GAHz33XdQq9VYu3YtAgIC4O/vj3/961+4fv06Dhw4IG8Yxpii2MhdAGOMVbXWrVtDrf7770ovLy+0adNGel+j0cDDwwOZmZkAgJMnT+Ly5ctwdnY2+ncKCwtx5cqVqimaMWYVeGHFGKt2bG1tjd5XqVSPHdPr9QAAvV6P4OBgbN68ucy/Vbt2bcsVyhizOrywYoyxcgQFBWHr1q2oU6cOatWqJXc5jDEF43OsGGOsHEOHDoWnpyf69++P2NhYpKSk4ODBg5gyZQrS0tLkLo8xpiC8sGKMsXI4OjoiJiYGDRo0wIABA+Dv74/IyEgUFBTwHizGmBG+QShjjDHGmJnwHivGGGOMMTPhhRVjjDHGmJnwwooxxhhjzEx4YcUYY4wxZia8sGKMMcYYMxNeWDHGGGOMmQkvrBhjjDHGzIQXVowxxhhjZsILK8YYY4wxM+GFFWOMMcaYmfDCijHGGGPMTHhhxRhjjDFmJv8PkmfzHOFM520AAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -260,10 +230,10 @@ } ], "source": [ - "plt.plot(recharge126, label=\"PCR-GlobWB Recharge\", color=\"blue\")\n", - "plt.plot(timeseries126, label=\"Approximates Recharge\", color=\"green\")\n", - "plt.title(\"PCR-GlobWB vs approximated groundwater recharge\")\n", - "plt.ylabel(\"Groundwater recharge [m/day]\")\n", + "plt.plot(recharge126*1000, label=\"PCR-GlobWB Recharge\", color=\"darkblue\")\n", + "plt.plot(timeseries126*1000, label=\"Approximated Recharge\", color=\"orange\")\n", + "plt.title(\"PCR-GlobWB vs approximated groundwater recharge (SSP1-2.6)\")\n", + "plt.ylabel(\"Groundwater recharge [mm/day]\")\n", "plt.xlabel(\"Time\")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.legend();" @@ -280,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "3677eeee-25f6-4630-ad0e-b5691ad0e050", "metadata": {}, "outputs": [], @@ -296,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "bac804af-28e9-46e7-8e3e-0254009ebf11", "metadata": {}, "outputs": [], @@ -308,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "72866c75-a7e3-4028-8adc-43075591833d", "metadata": {}, "outputs": [], @@ -321,18 +291,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "11d50b22-cf60-44cb-92f8-dec10807cd6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152908/pcrglobwb_ewatercycle.ini',\n", - " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152908')" + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_113342/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_113342')" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -350,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "e53b1244-ca3f-4824-b227-f900343b3871", "metadata": {}, "outputs": [], @@ -360,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "509ea6fd-30d0-49d7-ab08-7bbd5f8c27ab", "metadata": {}, "outputs": [], @@ -368,12 +338,15 @@ "time245 = pd.date_range(pcrglob245.start_time_as_isostr, pcrglob245.end_time_as_isostr)\n", "timeseries245 = pd.DataFrame(\n", " index=pd.Index(time245, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", - ")" + ")\n", + "recharge245 = pd.DataFrame(\n", + " index=pd.Index(time245, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ") " ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "ff5ac20b-2a79-4de3-80ec-8b1f1ff92ef0", "metadata": {}, "outputs": [], @@ -392,32 +365,35 @@ " evaporation_at_station245 = pcrglob245.get_value_at_coords(\n", " \"total_evaporation\", lat=[station_latitude], lon=[station_longitude]\n", " )\n", + "\n", + " recharge_at_station245 = pcrglob245.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", " \n", " time245 = pcrglob245.time_as_isostr\n", " timeseries245[\"PCRGlobWB: Sonoran Desert\"][time245] = precipitation_at_station245[0] + landsurface_at_station245[0] - evaporation_at_station245[0] \n", - " # Show progress\n", - " #print(time245,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + " recharge245[\"PCRGlobWB: Sonoran Desert\"][time245] = recharge_at_station245[0]\n", + " \n", + " #print(time245,end='\\r') # \"\\r\" clears the output before printing the next timestamp" + ] + }, + { + "cell_type": "markdown", + "id": "bf0cbc1c-3cb8-43ae-89b7-387e2b76e8a8", + "metadata": {}, + "source": [ + "Comparing the approximation with the groundwater recharge that is simulated with PCR-GlobWB." ] }, { "cell_type": "code", - "execution_count": 20, - "id": "b737effc-35a3-4bcd-914d-e7c40864107d", + "execution_count": 34, + "id": "f13419b8-1fae-40a1-aa2d-ae2f525c344b", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -427,7 +403,13 @@ } ], "source": [ - "timeseries245.plot()" + "plt.plot(recharge245*1000, label=\"PCR-GlobWB Recharge\", color=\"darkblue\")\n", + "plt.plot(timeseries245*1000, label=\"Approximated Recharge\", color=\"orange\")\n", + "plt.title(\"PCR-GlobWB vs approximated groundwater recharge (SSP2-4.5)\")\n", + "plt.ylabel(\"Groundwater recharge [mm/day]\")\n", + "plt.xlabel(\"Time\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend();" ] }, { @@ -441,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "3662294b-edb4-43a0-b843-34662415a949", "metadata": {}, "outputs": [], @@ -458,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "6f60a5f7-0fbc-489a-80d5-6da781029b3a", "metadata": {}, "outputs": [], @@ -471,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "a2b305b0-26d0-4a85-8cc1-d46c0897d3bc", "metadata": {}, "outputs": [], @@ -484,18 +466,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "id": "13f65ae0-7964-43fe-afe4-ef82d170343f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_153215/pcrglobwb_ewatercycle.ini',\n", - " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_153215')" + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_113833/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_113833')" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -513,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "id": "e4a5a284-f81c-40fd-9181-eaa9369eb8a8", "metadata": {}, "outputs": [], @@ -523,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "id": "2da2e165-ffe4-404b-9836-d3ebba8e20c7", "metadata": {}, "outputs": [], @@ -531,12 +513,16 @@ "time585 = pd.date_range(pcrglob585.start_time_as_isostr, pcrglob585.end_time_as_isostr)\n", "timeseries585 = pd.DataFrame(\n", " index=pd.Index(time585, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")\n", + "\n", + "recharge585 = pd.DataFrame(\n", + " index=pd.Index(time585, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", ")" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "id": "637e5f77-1364-4615-8959-75ff18a431bd", "metadata": {}, "outputs": [], @@ -556,32 +542,35 @@ " \"total_evaporation\", lat=[station_latitude], lon=[station_longitude]\n", " )\n", " \n", + " recharge_at_station585 = pcrglob585.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", " time585 = pcrglob585.time_as_isostr\n", " timeseries585[\"PCRGlobWB: Sonoran Desert\"][time585] = precipitation_at_station585[0] + landsurface_at_station585[0] - evaporation_at_station585[0] \n", + " recharge585[\"PCRGlobWB: Sonoran Desert\"][time585] = recharge_at_station585[0]\n", "\n", " # Show progress\n", " #print(time585,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" ] }, + { + "cell_type": "markdown", + "id": "6f3a0e25-cc9f-4666-8e84-a37259a9770e", + "metadata": {}, + "source": [ + "Comparing the approximation with the groundwater recharge that is simulated with PCR-GlobWB." + ] + }, { "cell_type": "code", - "execution_count": 28, - "id": "0962ced0-38c6-41d7-879b-2ca5c77cced0", + "execution_count": 35, + "id": "d749568c-d2cb-4251-b635-412d2aa507f8", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -591,7 +580,13 @@ } ], "source": [ - "timeseries585.plot()" + "plt.plot(recharge585*1000, label=\"PCR-GlobWB Recharge\", color=\"darkblue\")\n", + "plt.plot(timeseries585*1000, label=\"Approximated Recharge\", color=\"orange\")\n", + "plt.title(\"PCR-GlobWB vs approximated groundwater recharge (SSP2-4.5)\")\n", + "plt.ylabel(\"Groundwater recharge [mm/day]\")\n", + "plt.xlabel(\"Time\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend();" ] }, { @@ -604,13 +599,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -620,33 +615,51 @@ } ], "source": [ - "plt.plot(timeseries126, label=\"SSP1-2.6\", color=\"green\")\n", - "plt.plot(timeseries245, label=\"SSP2-4.5\", color=\"blue\")\n", - "plt.plot(timeseries585, label=\"SSP5-8.5\", color=\"orange\")\n", + "plt.plot(timeseries126*1000, label=\"SSP1-2.6\", color=\"green\")\n", + "plt.plot(timeseries245*1000, label=\"SSP2-4.5\", color=\"darkblue\")\n", + "plt.plot(timeseries585*1000, label=\"SSP5-8.5\", color=\"orange\")\n", "\n", - "plt.title(\"Comparison SSPs approximation groundwater recharge (aug 2025)\")\n", + "plt.title(\"Comparison SSPs approximation groundwater recharge (aug-sep 2025)\")\n", "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Groundwater Recharge [m/day]\")\n", + "plt.ylabel(\"Groundwater Recharge [mm/day]\")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.legend(loc=2);" ] }, { - "cell_type": "markdown", - "id": "6e36bdb2-072a-4ff2-a512-6b9c9449d370", + "cell_type": "code", + "execution_count": 30, + "id": "939e4944-a557-43b4-ac18-0d85f234cd52", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGxCAYAAACKvAkXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABbcElEQVR4nO3deVhUZf8/8PcAw7AJIjvKIrgSaG4pkgouuOJSmUupuJDLY/i4PCapIRZquZRZqbmbS5pbKmaQikkukTtZbqm4QCmoqCAMcP/+8Dvzc5hB59gMI877dV1cOvdZ5nMO9znz5ixzZEIIASIiIiIzYmHqAoiIiIgqGgMQERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgPQY2QymV4/qampT53XjBkzsG3btn9dz7Rp0/QaNy8vD7NmzULz5s1RtWpVyOVyeHh4oFOnTli3bh0KCwv/VS2mFB0dDX9//wp7vxs3bmDatGk4ceJEhb3n5cuXNfqYhYUFnJ2d0a5dOyQnJxv1vWUyGUaPHm3U9zClcePGQSaToVu3bqYuxSj8/f0RHR1tkvdet24dPvvsM53DpOy/jGH69OkICgpCaWmp1rBbt25BoVBAJpPht99+M0F12n788UdERkbC29sbCoUC3t7eCA8Px6xZsyq8lpKSEsybNw+dOnVCjRo1YGdnh/r162PSpEm4c+eOzmkWLFiAevXqQaFQoGbNmkhISIBSqdQYZ8uWLejXrx9q1aoFW1tb+Pv746233sL58+e15hceHq7z87dTp04a4+3ZswcODg64fv269AUVpHbo0CGNny5dughbW1ut9rt37z51Xvb29mLQoEH/qh4AIj4+/qnjnTt3TgQEBAgHBwcxbtw48f3334uff/5ZbNiwQQwZMkQoFAoxZcqUf1WLKQ0aNEj4+flV2Pulp6cLAGLFihUV9p6XLl0SAMS7774rDh06JNLS0sTSpUuFj4+PsLS0FPv37zfaewMQ//nPf4w2f1MqKioSbm5uAoCwtLQU165dM3VJBnfs2DFx4cIFk7x3165dy902Dx06JK5evVqxBf2f69evC3t7e/Hdd9/pHD5v3jwBQAAQI0aMqODqtC1cuFAAEK+//rrYvHmz2Ldvn1i9erUYMWKEaNKkSYXXc+/ePVGlShXxzjvviO+++07s27dPzJ07Vzg7O4ugoCCRn5+vMf5HH30kZDKZiIuLE/v27ROffPKJsLa2FjExMRrjvfLKK6J79+5i+fLlIjU1VXzzzTeifv36wsHBQWRkZGiM26ZNGxEQEKD1+fvHH39o1RsRESEGDhwoeTkZgJ5g0KBBwt7e/pmmragApFQqRVBQkKhatao4c+aMznEuX74stm7d+sT5FBUVCaVS+YyVGteLEoDy8/NFaWmpzmGqADR79myN9v379wsAz7Rx66siApCp+td3330nAIiuXbsKACIxMbHCa1ApLS3V+uCo7J4UgExp4sSJonr16qKkpETn8ODgYOHu7i6aNWsmnJycTP578fX1Fa1bt9Y5rLxlMKbi4mJx69YtrXbV9vTNN9+o227duiVsbGzEO++8ozFuYmKikMlk4vfff1e3/f3331rzvH79upDL5WLo0KEa7W3atBEvvfSSXvVu2rRJWFpaiszMTL3GV+EpMIlyc3MxatQoVK9eHdbW1ggICMDkyZM1TjHJZDI8ePAAq1atUh+2Cw8PBwDcvHkTo0aNQlBQEBwcHODu7o62bdviwIEDz1TP1q1bcebMGUyePBn169fXOY6fnx969uypfp2amgqZTIZvvvkG48ePR/Xq1aFQKHDhwgUAwPLly9GwYUPY2NigWrVq6NWrF/744w+NeYaHh6uX6XFlT1epTu3MmTMH8+bNQ82aNeHg4IDQ0FAcPnxYa/qVK1eibt26UCgUqF+/PlavXq01TrNmzdC1a1eNtpCQEMhkMqSnp6vbtmzZAplMhtOnTwMALly4gMGDB6N27dqws7ND9erVERUVpR6uWjfNmjUDAAwePFj9+3v8UP5vv/2G7t27o1q1arCxsUGjRo2wceNGreWQyWRITk7GkCFD4ObmBjs7O8mnIps2bQoA+PvvvzXas7OzMXz4cNSoUQPW1tbqQ87FxcUa4xUWFmL69OmoX78+bGxs4OLigoiICBw8eFDrvb755hvUr18fdnZ2aNiwIXbu3KkxXJ/1p1qHT+pfS5YsQZ06daBQKBAUFIR169bpPM1ZVFSEjz76SH1Y3c3NDYMHD8bNmzf1Xn/Lli2DtbU1VqxYAR8fH6xYsQKizPOfVfWuWbMG48aNg6enJ2xtbdGmTRscP35cY9zo6Gg4ODjg999/R7t27WBvbw83NzeMHj0a+fn5GuOqTi0uWrQI9evXh0KhwKpVqwAAaWlpaNeuHapUqQI7Ozu0bNkSSUlJ6mnT0tIgl8sxYcIEjXmq+tWyZcvUbWVPgamWZ926dXjvvffg5eUFBwcHREVF4e+//8a9e/fwzjvvwNXVFa6urhg8eDDu37+v8T5ffvklWrduDXd3d9jb2yMkJASffPKJximN8PBwJCUl4cqVKxqnKB5f/rKnwDIyMtCjRw84OzvDxsYGL7/8snqdlK1//fr1mDx5Mry9veHo6Ij27dvj7NmzeJqioiIsW7YM/fv3h4WF9kfckSNHkJGRgQEDBiAmJgZ3797F5s2btcYr79Sirn3f77//jsjISNjZ2cHNzQ3/+c9/kJSUpPclEzk5OfDy8tI5rOwyCCHw1Vdf4eWXX4atrS2cnZ3xxhtv4K+//tKqMzg4GAcOHECLFi1ga2uL6tWrY+rUqSgpKXliPZaWlnBxcdFqf+WVVwAAV69eVbft3r0bDx8+xODBgzXGHTx4MIQQGpeCuLu7a83T29sbNWrU0JinVFFRUXBwcMCSJUukTSgpLpmZskeACgoKRIMGDYS9vb2YM2eOSE5OFlOnThVWVlaiS5cu6vEOHTokbG1tRZcuXdSH7VQp+M8//xQjR44U3377rUhNTRU7d+4UQ4cOFRYWFmLfvn0a7w89jgDFxMQIAOLs2bN6L9e+ffsEAFG9enXxxhtviO3bt4udO3eKnJwcMWPGDAFA9OvXTyQlJYnVq1eLgIAA4eTkJM6dO6eeR5s2bUSbNm10rrPH/yJUHdnw9/cXnTp1Etu2bRPbtm0TISEhwtnZWdy5c0c97ooVKwQA0aNHD7Fjxw6xZs0aUatWLeHj46Mxz0mTJgkHBwdRVFQkhBAiOztbABC2trYaf+GPHDlSeHh4qF/v379fjB8/XmzatEns379fbN26VfTs2VPY2tqKP//8UwghxN27d9V1TJkyRf37Ux3K37t3r7C2thatWrUSGzZsELt37xbR0dFaR4xU86hevbp45513xA8//CA2bdokiouLdf5OyjsClJGRoT41ppKVlaVeJ4sXLxY//fST+PDDD4VCoRDR0dHq8ZRKpYiIiBBWVlZiwoQJYteuXWL79u3i/fffF+vXr1ePp/r9vPLKK2Ljxo1i165dIjw8XFhZWYmLFy9KWn9CPLl/LV68WH2of+fOnWLt2rWiTp06ws/PT+N3XFJSIjp16iTs7e1FQkKCSElJEUuXLhXVq1fXeQhel6tXrwoLCwvRu3dvIYQQU6ZMEQBEamqqxniqen18fLT6nqOjo8Y6GDRokLC2tha+vr4iMTFRJCcni2nTpgkrKyvRrVs3jfmq1kGDBg3EunXrxN69e0VGRoZITU0VcrlcNGnSRGzYsEFs27ZNREZGCplMJr799lv19LNmzRIAxPfff6/uC3Z2duLtt9/WeB8/Pz+No82q5fHz8xPR0dFi9+7dYtGiRcLBwUFERESIDh06iAkTJojk5GTx8ccfC0tLS43+JYQQY8eOFQsXLhS7d+8We/fuFZ9++qlwdXUVgwcPVo/z+++/i7CwMOHp6alxiuLx5X98//Xnn3+KKlWqiMDAQLF69WqRlJQk+vXrJwCIjz/+WKt+f39/8dZbb4mkpCSxfv164evrK2rXrl3uNqTy888/CwBi165dOoer9pm///67yMvLE3Z2diI8PFxrvLLrVaXsvu/GjRvCxcVF+Pr6ipUrV4pdu3aJAQMGCH9/fwFAa7+uS/v27YWVlZWIj48XJ06ceOIyxsTECLlcLsaPHy92794t1q1bJ+rVqyc8PDxEdna2Rp0uLi7C29tbfP755+LHH38UsbGx/+qIr2q/puqTQjzaHwMQ9+/f1xrf1dVV9OvX74nzvHjxorCwsBBjx47VaG/Tpo2wsbERzs7OwtLSUgQEBIj333+/3G2/c+fOonHjxpKWhwHoCcoGoEWLFgkAYuPGjRrjffzxxwKASE5OVrfpewqsuLhYKJVK0a5dO9GrVy+NYfoEoE6dOgkA4uHDhxrtpaWlQqlUqn8e36BUO5iyh1xv376tDm6Py8zMFAqFQvTv31/dJjUAhYSEaNTw66+/CgDqD+KSkhLh7e0tGjdurHGa6PLly0Iul2vM86effhIAxM8//yyEEGLNmjWiSpUqYtSoUSIiIkI9Xu3atTVqLqu4uFgUFRWJ2rVra2x8TzoFVq9ePdGoUSOt0zndunUTXl5e6sPVqh2FvqeuVOvp448/FkqlUjx8+FCcOHFChIaGCi8vL3Hp0iX1uMOHDxcODg7iypUrGvOYM2eOescuhBCrV68WAMSSJUue+N4AhIeHh8jLy1O3ZWdnCwsLCzFz5sxypytv/ZXXv0pKSoSnp6do3ry5RvuVK1e0fsfr168XAMTmzZs1xlX9br766qsnLpMQQkyfPl0AELt37xZCCPHXX38JmUwmBgwYoDGeqt7y+t6wYcPUbYMGDRIAxPz58zXmkZiYKACItLQ0dRsA4eTkJHJzczXGbdGihXB3dxf37t1TtxUXF4vg4GBRo0YNdQ2lpaWiS5cuomrVqiIjI0MEBQWJevXqaX3QlBeAoqKiNMb773//KwCI2NhYjfaePXuKatWq6V6J4tHvTalUitWrVwtLS0uN5XnSKbCy+6++ffsKhUKhdZqic+fOws7OTv3HkKr+svuhjRs3CgAaIUsX1f748TCg8uDBA+Ho6ChatGihbhs0aJCQyWRa11HpG4D+97//aZ3qEUKIjh076h2ALly4IIKDg9XXJdna2op27dqJL774Qv2HnhCP/rgGIObOnasx/dWrV4Wtra2YOHGiRp1lw4oQjwKUhYWF1v7jaa5duyY8PDxE06ZNNU7LxcTECIVCoXOaOnXqiMjIyHLnqVQqRXh4uHB0dNTqF5MnTxZfffWV2Lt3r0hKShKjR48WVlZWonXr1jpPC06ePFlYWFjoDGLl4SkwCfbu3Qt7e3u88cYbGu2qw6R79uzRaz6LFi1C48aNYWNjAysrK8jlcuzZs0frNNO/MX/+fMjlcvVPw4YNtcZ5/fXXNV4fOnQIBQUFWod9fXx80LZtW72XT5euXbvC0tJS/bpBgwYAgCtXrgAAzp49ixs3bqB///4ah9H9/PzQsmVLjXmFhYXBxsYGP/30EwAgJSUF4eHh6NSpEw4ePIj8/HxcvXoV58+fR/v27dXTFRcXY8aMGQgKCoK1tTWsrKxgbW2N8+fP67XuL1y4gD///BNvvfWWen6qny5duiArK0vrEH3Zdfw07733HuRyufr0QEZGBnbs2KFxemjnzp2IiIiAt7e3Rg2dO3cGAOzfvx8A8MMPP8DGxgZDhgx56vtGRESgSpUq6tceHh5wd3dX/35Uyytl/ZVd9rNnzyI7OxtvvvmmRruvry/CwsI02nbu3ImqVasiKipKYxlffvlleHp6PvW0ghBCfdqrQ4cOAICaNWsiPDwcmzdvRl5entY05fW9ffv2aY2r6gOPTwtAa9y2bdvC2dlZ/frBgwc4cuQI3njjDTg4OKjbLS0tMWDAAFy7dk3dh2QyGVavXo0qVaqgadOmuHTpEjZu3Ah7e/snLrtK2bveVKfIy54+rl+/PnJzczVOgx0/fhzdu3eHi4sLLC0tIZfLMXDgQJSUlODcuXN6vX9Ze/fuRbt27eDj46PRHh0djfz8fBw6dEijvXv37hqvy+4zynPjxg3IZDK4urpqDdu4cSPy8vI0tokhQ4ao+8uz2L9/P4KDgxEUFKTR3q9fP43XQgiNvvz46erAwECcPHkS+/fvR0JCAtq3b4/09HSMHj0aoaGhePjwIYBH24VMJsPbb7+tMR9PT080bNhQa7uoUqWK1nrs378/SktL8fPPP+u9jLm5uejSpQuEENiwYYPWabnHt5uyyhsmhMDQoUNx4MABrF69WqtffPTRRxg5ciQiIiLQpUsXLFiwALNmzcLPP/+M77//Xmt+7u7uKC0tRXZ2tt7LxQAkQU5ODjw9PbV+oe7u7rCyskJOTs5T5zFv3jyMHDkSzZs3x+bNm3H48GGkp6ejU6dOKCgokFyTr68vAO2dQv/+/ZGeno709HQ0btxY57Rlzzmr6td1Ltrb21uv5StP2fPJCoUCANTLrJq3p6en1rRl22xsbBAWFqYOQHv27EGHDh0QHh6OkpISHDhwACkpKQCgEYDGjRuHqVOnomfPntixYweOHDmC9PR0NGzYUK91r7oOZ8KECRrhUi6XY9SoUQAe3V77uPLO65dnzJgxSE9PR1paGubMmQOlUokePXporPu///4bO3bs0KrhpZde0qjh5s2b8Pb21nkdRFm6zvcrFAqN9SJ1/ZXXvzw8PLTGLdv2999/486dO7C2ttZazuzsbK31XNbevXtx6dIl9O7dG3l5ebhz5w7u3LmDN998E/n5+Vi/fr3WNOX1vbL93srKSmt9qaYtO27ZdXD79m0IIcrdxsrOw8XFBd27d8fDhw/RqVMnhISEPGmxNVSrVk3jtbW19RPbVR+ymZmZaNWqFa5fv4758+fjwIEDSE9Px5dffgkAz7SfAsq/zkXXcgNP32eUp6CgAHK5XOMPLpVly5bBxsYGnTp1UveJBg0awN/fHytXrnzqtTG65OTk6NWnV61apdWXH2dhYYHWrVvjgw8+wPbt23Hjxg306dMHR48exfLlywE82i6EEPDw8NCa1+HDh7W2C111lddXy3P79m106NAB169fR0pKCgICAjSGu7i44OHDh1rXwAGPglPZ/gY8Cj/Dhg3DmjVrsHLlSvTo0UOvWt5++20A0Hn9qI2NDQBp/dNK7zEJLi4uOHLkCIQQGiHon3/+QXFxsc6/OMpas2YNwsPDsXDhQo32e/fuPVNNHTp0wNdff43t27drXDDp7u6uvuCsSpUqOi++LRvkVDucrKwsrXFv3LihsXw2Nja4e/eu1nhP+2Aqj+q9daV3XW3t2rXDBx98gF9//RXXrl1Dhw4dUKVKFTRr1gwpKSm4ceMG6tSpo/FXxZo1azBw4EDMmDFDq+aqVas+tUbV8sfFxeG1117TOU7dunU1Xj/pLyNdatSoob7wOSwsDJ6ennj77bcRHx+PL774Ql1HgwYNkJiYqHMeqg8UNzc3pKWlobS0VK8Q9DRS1195/avsBd2A9u/Y1dUVLi4u2L17t85aHj9apYvqIuF58+Zh3rx5OocPHz78iTWo2sp+EBcXFyMnJ0ejXTVt2XHLrgNnZ2dYWFiUu40B0NjOUlJSsHDhQrzyyivYunUrNm/eLPmoolTbtm3DgwcPsGXLFvj5+anb/+33Yrm4uOi93P+Gq6srioqK8ODBA42jZefOnUNaWhqA//+HY1k//vgjunTpAuDRPk7XfvPWrVsatbq4uOjVp6OiojRu0ngae3t7xMXFYcOGDcjIyFAvm0wmw4EDB9SB8HFl255Ul64/esq6ffs22rdvj0uXLmHPnj3qo3CPU4Xy06dPo3nz5hrvc+vWLQQHB2uMrwo/K1aswLJly9ShRgpd+7Pc3FwA0voRjwBJ0K5dO9y/f1/rCw5Vdyq1a9dO3Vb2r2cVmUym1UlPnTqldfhXX7169UJQUBBmzJiBP//885nmoRIaGgpbW1usWbNGo/3atWvqw9cq/v7+OHfunMYOIicnR+fdRfqoW7cuvLy8sH79eo27dK5cuaJznu3bt0dxcTGmTp2KGjVqoF69eur2n376CXv37tU4+gPoXvdJSUlaX6BV3l+adevWRe3atXHy5Ek0bdpU58/TPpileuuttxAeHo4lS5aoj/J169YNGRkZCAwM1FmDKgB17twZDx8+xMqVKw1Si77rrzx169aFp6en1h1zmZmZWr/jbt26IScnByUlJTqXsWzQfNzt27exdetWhIWFYd++fVo/b731FtLT09UfKirl9T1ddzuuXbtW4/W6desAQOe4j7O3t0fz5s2xZcsWjf5VWlqKNWvWoEaNGqhTpw6AR3+IvP3222jTpg0OHjyI7t27Y+jQobh06dIT3+PfUoW2x3/XQgidd9iUt5/TpV27dti7d6868KisXr0adnZ2aNGixb+o+v9T7QsuXryo0a4KxUuWLNHqE7t27YJcLlcfaQEe7eNOnTqlMY9z585pneZu06YNMjIycObMGY32b7/9VuO1i4uLVj9W0RUMAahPLau26W7dukEIgevXr+vcLsoeIbx37x62b9+u0bZu3Tr10aYnUYWfv/76C8nJyWjUqJHO8Tp16gQbGxut/YzqjsXH70AWQiAmJgYrVqzA4sWLte4cexrVHYO6+spff/0FFxcXnUe9ysMjQBIMHDgQX375JQYNGoTLly8jJCQEaWlpmDFjBrp06aLxgRsSEoLU1FTs2LEDXl5eqFKlCurWrYtu3brhww8/RHx8PNq0aYOzZ89i+vTpqFmzptYtzPqwtLTEtm3b0LFjR7zyyiuIiYlBeHg4nJ2dcefOHRw5cgQnT54s9xb5x1WtWhVTp07F+++/j4EDB6Jfv37IyclBQkICbGxsEB8frx53wIABWLx4Md5++23ExMQgJycHn3zyCRwdHSUvA/Ao0X/44YcYNmwYevXqhZiYGNy5cwfTpk3TeWqiSZMmcHZ2RnJyssZG1L59e3z44Yfq/z+uW7duWLlyJerVq4cGDRrg6NGjmD17NmrUqKExXmBgIGxtbbF27VrUr18fDg4O8Pb2hre3NxYvXozOnTujY8eOiI6ORvXq1ZGbm4s//vgDx44dw3ffffdMy/8kH3/8MZo3b44PP/wQS5cuxfTp05GSkoKWLVsiNjYWdevWxcOHD3H58mXs2rULixYtQo0aNdCvXz+sWLECI0aMwNmzZxEREYHS0lIcOXIE9evXR9++fSXVoe/6K4+FhQUSEhIwfPhwvPHGGxgyZAju3LmDhIQEeHl5afxV17dvX6xduxZdunTBmDFj8Morr0Aul+PatWvYt28fevTogV69eul8n7Vr1+Lhw4eIjY3VGUhcXFywdu1aLFu2DJ9++qm6/Z9//lH3vbt37yI+Ph42NjaIi4vTmN7a2hpz587F/fv30axZMxw8eBAfffQROnfujFdfffWp62HmzJno0KEDIiIiMGHCBFhbW+Orr75CRkYG1q9fD5lMhpKSEvTr1099O7ulpSVWrlyJl19+GX369EFaWpr61JWhdejQAdbW1ujXrx8mTpyIhw8fYuHChbh9+7bWuCEhIdiyZQsWLlyIJk2awMLCQuOD/XHx8fHq69c++OADVKtWDWvXrkVSUhI++eQTODk5GaR+1e/88OHD6iMWxcXFWL16NerXr49hw4bpnC4qKgrbt2/HzZs34ebmhgEDBuDtt9/GqFGj8Prrr+PKlSv45JNP4ObmpjHdf//7XyxfvhydO3fG9OnT4eHhgXXr1qn/INXn6OtLL72Edu3aoXPnzggMDMTDhw9x5MgRzJ07Fx4eHhg6dCiAR0eF33nnHQwePBi//fYbWrduDXt7e2RlZSEtLQ0hISEYOXKker4uLi4YOXIkMjMzUadOHezatQtLlizByJEjyz0KBjz6469jx444fvw4PvvsMxQXF2ucdnJzc0NgYCCAR6dUp0yZgqlTp6JatWqIjIxEeno6pk2bhmHDhmlcGxUbG4tly5ZhyJAhCAkJ0ZinQqFQh6wDBw4gMTERvXr1QkBAAB4+fIgffvgBX3/9Ndq2bYuoqCitmg8fPow2bdpIO+qu9+XSZkjXFyHm5OSIESNGCC8vL2FlZSX8/PxEXFyc1l1YJ06cEGFhYcLOzk4AUN81UFhYKCZMmCCqV68ubGxsROPGjcW2bdt0ftkf9PwmaCEe3b49Y8YM0axZM+Ho6CisrKyEu7u76NChg/jyyy/FgwcP1OOq7rIo71tSly5dKho0aCCsra2Fk5OT6NGjh9YdDkIIsWrVKlG/fn1hY2MjgoKCxIYNG8q9C6zs7d3lLd/SpUtF7dq1hbW1tahTp45Yvnx5uV+E2KtXLwFArF27Vt1WVFQk7O3thYWFhbh9+7bG+Ldv3xZDhw4V7u7uws7OTrz66qviwIEDOu9oW79+vahXr56Qy+VadZ48eVK8+eabwt3dXcjlcuHp6Snatm0rFi1apB5HdRdYenq69grW4UnrSQghevfuLaysrNR3qty8eVPExsaKmjVrCrlcLqpVqyaaNGkiJk+erHEXREFBgfjggw/U69TFxUW0bdtWHDx4UD0OyrkttuxdMPquv6f1r6+//lrUqlVL43fco0cP0ahRI43xlEqlmDNnjmjYsKGwsbERDg4Ool69emL48OHi/Pnz5a7Ll19+Wbi7u4vCwsJyx2nRooVwdXUVhYWF6nq/+eYbERsbK9zc3IRCoRCtWrUSv/32m8Z0qn3CqVOnRHh4uLC1tRXVqlUTI0eO1Lr7pLz1KoQQBw4cEG3bthX29vbC1tZWtGjRQuzYsUM9XHVHy549ezSmO3jwoLCyshJjxoxRt5V3F1jZ9V9en4yPjxcAxM2bN9VtO3bsUK/36tWri//973/ihx9+0LqrKTc3V7zxxhuiatWqQiaTicc/UnRt36dPnxZRUVHCyclJWFtbi4YNG2rdbVle/aptRJ8vKG3VqpXGXWTbtm0TAMRnn31W7jS7d+/WuMOqtLRUfPLJJyIgIEDY2NiIpk2bir179+rcX2RkZIj27dsLGxsbUa1aNTF06FCxatUqAUCcPHnyqfUuXrxYvPbaayIgIEDY2dkJa2trERgYKEaMGKHz27SXL18umjdvru4/gYGBYuDAgRr9VfVFgqmpqaJp06ZCoVAILy8v8f777z/1S0lV67q8H113x82fP1/UqVNH/TUR8fHxGnewCfGor5Y3z8f38efPnxddunQR1atXFwqFQtjY2IiQkBCRmJio9VkrxKO76KDjrtGnkQlR5lvBiIgq0J07d1CnTh307NkTX3/9dYW/f2pqKiIiIvDdd99p3eFZVnR0NDZt2qT1xYH0fNm8eTP69OmDK1euoHr16iap4Z133sH69euRk5NjtKN1TxIeHo5bt25pnep9EU2dOhWrV6/GxYsXYWWl/4ktngIjogqTnZ2NxMREREREwMXFBVeuXMGnn36Ke/fuYcyYMaYuj14Qr732Gpo1a4aZM2eqbx4wpunTp8Pb2xsBAQG4f/8+du7ciaVLl2LKlCkmCT/m5M6dO/jyyy+xYMECSeEHYAAiogqkUChw+fJljBo1Crm5ueqLXxctWqS+jZ/o35LJZFiyZAm2b99usLsgn0Qul2P27Nm4du0aiouLUbt2bcybN4+hvgJcunQJcXFx6u/ikoKnwIiIiMjs8DZ4IiIiMjsMQERERGR2GICIiIjI7PAi6DJKS0tx48YNVKlSRfJjDIiIiMg0hBC4d++e3s9AZAAq48aNG1pPpSUiIqLK4erVq3p9Qz0DUBmqZzldvXr1mR/rQLoplUokJycjMjJS60nIRBWBfZBMjX3QePLy8uDj46P3MxkZgMpQnfZydHRkADIwpVIJOzs7ODo6csMnk2AfJFNjHzQ+fS9f4UXQREREZHYYgIiIiMjsMAARERGR2WEAIiIiIrPDAERERERmhwGIiIiIzA4DEBEREZkdBiAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAIiIiIrPDAERERERmh0+DJzIjMtkcU5dgUra2Fli/PhBOTgtQUFBq6nJMQogJpi6B6LnAI0BERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdl7IAPTVV1+hZs2asLGxQZMmTXDgwAFTl0RERETPkRcuAG3YsAH//e9/MXnyZBw/fhytWrVC586dkZmZaerSiIiI6DnxwgWgefPmYejQoRg2bBjq16+Pzz77DD4+Pli4cKGpSyMiIqLnxAv1MNSioiIcPXoUkyZN0miPjIzEwYMHdU5TWFiIwsJC9eu8vDwAgFKphFKpNF6xZki1PrleTcfW9oX7m0cSW1vZY/+a57rg9mda3A8aj9R1+kIFoFu3bqGkpAQeHh4a7R4eHsjOztY5zcyZM5GQkKDVnpycDDs7O6PUae5SUlJMXYLZWr8+0NQlPBeWLw8wdQkms2vXLlOXQOB+0Bjy8/Mljf9CBSAVmUym8VoIodWmEhcXh3Hjxqlf5+XlwcfHB5GRkXB0dDRoXU6znAw6v8rG1sIWy4OXY0jGEBSUFpi6HJO4O+muqUswa0qlEikpKejQoQPkcrmpyzFP35n3flAJW6TYL0eHB0Mgh3nuB9HbOPtB1Rkcfb1QAcjV1RWWlpZaR3v++ecfraNCKgqFAgqFQqtdLpcbfAdprh/6ZRWUFpjtuuCH7vPBGNs36cs8t/2y5Cgw3wBkpG1P6jb9Qp0Et7a2RpMmTbQOLaakpKBly5YmqoqIiIieNy/UESAAGDduHAYMGICmTZsiNDQUX3/9NTIzMzFixAhTl0ZERETPiRcuAPXp0wc5OTmYPn06srKyEBwcjF27dsHPz8/UpREREdFz4oULQAAwatQojBo1ytRlEBER0XPqhboGiIiIiEgfDEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis2Olz0h5eXmSZ+zo6Ch5GiIiIqKKoFcAqlq1KmQymd4zlclkOHfuHAICAp65MCIiIiJj0SsAAcCmTZtQrVq1p44nhECXLl3+VVFERERExqRXAPLz80Pr1q3h4uKi10wDAgIgl8v/VWFERERExqJXALp06ZKkmWZkZDxTMUREREQVgXeBERERkdnR+xqgx/36669ITU3FP//8g9LSUo1h8+bNM0hhRERERMYiOQDNmDEDU6ZMQd26deHh4aFxd5iUO8WIiIiITEVyAJo/fz6WL1+O6OhoI5RDREREZHySrwGysLBAWFiYMWohIiIiqhCSA9DYsWPx5ZdfGqMWIiIiogoh+RTYhAkT0LVrVwQGBiIoKEjr+362bNlisOKIiIiIjEFyAHr33Xexb98+REREwMXFhRc+ExERUaUjOQCtXr0amzdvRteuXY1RDxEREZHRSb4GqFq1aggMDDRGLUREREQVQnIAmjZtGuLj45Gfn2+MeoiIiIiMTvIpsM8//xwXL16Eh4cH/P39tS6CPnbsmMGKIyIiIjIGyQGoZ8+eRijj6RITE5GUlIQTJ07A2toad+7c0RonMzMT//nPf7B3717Y2tqif//+mDNnDqytrSu+YCIiInpuSQ5A8fHxxqjjqYqKitC7d2+EhoZi2bJlWsNLSkrQtWtXuLm5IS0tDTk5ORg0aBCEEFiwYIEJKiYiIqLn1TM9DFXl/v37Wg9DdXR0/FcFlSchIQEAsHLlSp3Dk5OTcebMGVy9ehXe3t4AgLlz5yI6OhqJiYnl1lVYWIjCwkL167y8PACAUqmEUqk04BIAtha2Bp1fZaNafnNeD4buUySNav3z92BK5rv9A4Dy/5Zfac7rwUjbn9TtWnIAunTpEkaPHo3U1FQ8fPhQ3S6EgEwmQ0lJidRZGsShQ4cQHBysDj8A0LFjRxQWFuLo0aOIiIjQOd3MmTPV4epxycnJsLOzM2iN6xusN+j8KqvlwctNXYLJ7Nq1y9QlEICUlBRTl2C+7LkfBIAUe/PdD8JI+0GpN2dJDkBvvfUWAGD58uVaT4M3pezsbHh4eGi0OTs7w9raGtnZ2eVOFxcXh3Hjxqlf5+XlwcfHB5GRkQY/muU0y8mg86tsbC1ssTx4OYZkDEFBaYGpyzGJu5PumroEs6ZUKpGSkoIOHTpo3cBBFeQ7894PKmGLFPvl6PBgCOQwz/0gehtnP6g6g6MvyQHo1KlTOHr0KOrWrSt1Ui3Tpk3TefTlcenp6WjatKle89MVxlRHpsqjUCigUCi02uVyucF3kOb6oV9WQWmB2a4Lfug+H4yxfZO+zHPbL0uOAvMNQEba9qRu05IDULNmzXD16lWDBKDRo0ejb9++TxzH399fr3l5enriyJEjGm23b9+GUqnUOjJERERE5k1yAFq6dClGjBiB69evIzg4WCtxNWjQQO95ubq6wtXVVWoJOoWGhiIxMRFZWVnw8vIC8Og6HoVCgSZNmhjkPYiIiOjFIDkA3bx5ExcvXsTgwYPVbTKZzOgXQWdmZiI3NxeZmZkoKSnBiRMnAAC1atWCg4MDIiMjERQUhAEDBmD27NnIzc3FhAkTEBMTY7Q704iIiKhykhyAhgwZgkaNGmH9+vUVehH0Bx98gFWrVqlfN2rUCACwb98+hIeHw9LSEklJSRg1ahTCwsI0vgiRiIiI6HGSA9CVK1ewfft21KpVyxj1lGvlypXlfgeQiq+vL3bu3FkxBREREVGlJflhqG3btsXJkyeNUQsRERFRhZB8BCgqKgpjx47F6dOnERISonURdPfu3Q1WHBEREZExSA5AI0aMAABMnz5da5gpvwmaiIiISF+SA1DZZ38RERERVTaSrwEiIiIiquz0CkCff/65xoNPn2bRokW4d+/eMxdFREREZEx6BaCxY8dKCjQTJ07EzZs3n7koIiIiImPS6xogIQTatWsHKyv9LhkqKDDTB7wRERFRpaBXoomPj5c00x49eqBatWrPVBARERGRsRklABERERE9z3gXGBEREZkdBiAiIiIyOwxAREREZHYYgIiIiMjsPHMAKioqwtmzZ1FcXGzIeoiIiIiMTnIAys/Px9ChQ2FnZ4eXXnoJmZmZAIDY2FjMmjXL4AUSERERGZrkABQXF4eTJ08iNTUVNjY26vb27dtjw4YNBi2OiIiIyBgkPw1+27Zt2LBhA1q0aAGZTKZuDwoKwsWLFw1aHBEREZExSD4CdPPmTbi7u2u1P3jwQCMQERERET2vJAegZs2aISkpSf1aFXqWLFmC0NBQw1VGREREZCSST4HNnDkTnTp1wpkzZ1BcXIz58+fj999/x6FDh7B//35j1EhERERkUJKPALVs2RK//PIL8vPzERgYiOTkZHh4eODQoUNo0qSJMWokIiIiMijJR4AAICQkBKtWrTJ0LUREREQVQnIAysvL09kuk8mgUChgbW39r4siIiIiMibJAahq1apPvNurRo0aiI6ORnx8PCws+KQNIiIiev5IDkArV67E5MmTER0djVdeeQVCCKSnp2PVqlWYMmUKbt68iTlz5kChUOD99983Rs1ERERE/4rkALRq1SrMnTsXb775prqte/fuCAkJweLFi7Fnzx74+voiMTGRAYiIiIieS5LPUR06dAiNGjXSam/UqBEOHToEAHj11VfVzwgjIiIiet5IDkA1atTAsmXLtNqXLVsGHx8fAEBOTg6cnZ3/fXVERERERiD5FNicOXPQu3dv/PDDD2jWrBlkMhnS09Px559/YtOmTQCA9PR09OnTx+DFEhERERmC5ADUvXt3nDt3DosWLcLZs2chhEDnzp2xbds2+Pv7AwBGjhxp6DqJiIiIDEZSAFIqlYiMjMTixYsxc+ZMY9VEREREZFSSrgGSy+XIyMjgU9+JiIioUpN8EfTAgQN1XgRNREREVFlIvgaoqKgIS5cuRUpKCpo2bQp7e3uN4fPmzTNYcURERETGIDkAZWRkoHHjxgCAc+fOaQzjqTEiIiKqDCQHoH379hmjDiIiIqIKw6eVEhERkdmRfAQIePRFh9999x0yMzNRVFSkMWzLli0GKYyIiIjIWCQfAfr2228RFhaGM2fOYOvWrVAqlThz5gz27t0LJycnY9RIREREZFCSA9CMGTPw6aefYufOnbC2tsb8+fPxxx9/4M0334Svr68xaiQiIiIyKMkB6OLFi+jatSsAQKFQ4MGDB5DJZBg7diy+/vprgxdIREREZGiSA1C1atVw7949AED16tWRkZEBALhz5w7y8/MNWx0RERGREUi+CLpVq1ZISUlBSEgI3nzzTYwZMwZ79+5FSkoK2rVrZ4waiYiIiAxKcgD64osv8PDhQwBAXFwc5HI50tLS8Nprr2Hq1KkGL5CIiIjI0J7pFJi3t/ejiS0sMHHiRGzfvh3z5s2Ds7OzwQsEgMuXL2Po0KGoWbMmbG1tERgYiPj4eK1b8DMzMxEVFQV7e3u4uroiNjZWaxwiIiKiZ/oeoNLSUly4cAH//PMPSktLNYa1bt3aIIU97s8//0RpaSkWL16MWrVqISMjAzExMXjw4AHmzJkDACgpKUHXrl3h5uaGtLQ05OTkYNCgQRBCYMGCBQaviYiIiCovyQHo8OHD6N+/P65cuQIhhMYwmUyGkpISgxWn0qlTJ3Tq1En9OiAgAGfPnsXChQvVASg5ORlnzpzB1atX1Ueo5s6di+joaCQmJsLR0dHgdREREVHlJDkAjRgxAk2bNkVSUhK8vLxM9gDUu3fvolq1aurXhw4dQnBwsDr8AEDHjh1RWFiIo0ePIiIiQud8CgsLUVhYqH6dl5cHAFAqlVAqlQat2dbC1qDzq2xUy2/O68HQfYqkUa1//h5MyXy3fwBQ/t/yK815PRhp+5O6XctE2cM4T2Fvb4+TJ0+iVq1akt7IkC5evIjGjRtj7ty5GDZsGADgnXfeweXLl5GcnKwxrkKhwMqVK9GvXz+d85o2bRoSEhK02tetWwc7OzvDF09EREQGl5+fj/79++Pu3bt6nfWRfASoefPmuHDhgkECUHnh43Hp6elo2rSp+vWNGzfQqVMn9O7dWx1+VHQdjRJCPPEoVVxcHMaNG6d+nZeXBx8fH0RGRhr8tJnTLPN+VIithS2WBy/HkIwhKCgtMHU5JnF30l1Tl2DWlEolUlJS0KFDB8jlclOXY56+M+/9oBK2SLFfjg4PhkAO89wPordx9oOqMzj60isAnTp1Sv3/d999F+PHj0d2djZCQkK0diINGjTQ+81Hjx6Nvn37PnEcf39/9f9v3LiBiIgIhIaGan3rtKenJ44cOaLRdvv2bSiVSnh4eJQ7f4VCAYVCodUul8sNvoM01w/9sgpKC8x2XfBD9/lgjO2b9GWe235ZchSYbwAy0rYndZvWKwC9/PLLkMlkGhc9DxkyRP1/1TCpF0G7urrC1dVVr3GvX7+OiIgINGnSBCtWrICFheYd/KGhoUhMTERWVha8vLwAPLowWqFQoEmTJnrXRERERC8+vQLQpUuXjF3HE924cQPh4eHw9fXFnDlzcPPmTfUwT09PAEBkZCSCgoIwYMAAzJ49G7m5uZgwYQJiYmJ4BxgRERFp0CsA+fn5GbuOJ0pOTsaFCxdw4cIF1KhRQ2OY6qiUpaUlkpKSMGrUKISFhcHW1hb9+/dX3yZPREREpCL5IuiZM2fCw8ND4xQYACxfvhw3b97Ee++9Z7DiVKKjoxEdHf3U8Xx9fbFz506Dvz8RERG9WCQ/CmPx4sWoV6+eVvtLL72ERYsWGaQoIiIiImOSHICys7PVFxk/zs3NDVlZWQYpioiIiMiYJAcgHx8f/PLLL1rtv/zyi8a3MBMRERE9ryRfAzRs2DD897//hVKpRNu2bQEAe/bswcSJEzF+/HiDF0hERERkaJID0MSJE5Gbm4tRo0ahqKgIAGBjY4P33nsPcXFxBi+QiIiIyNAkByCZTIaPP/4YU6dOxR9//AFbW1vUrl1b57cpExERET2PJF8DpJKdnY3c3FwEBgZCoVBA4jNViYiIiExGcgDKyclBu3btUKdOHXTp0kV959ewYcN4DRARERFVCpID0NixYyGXy5GZmQk7Ozt1e58+fbB7926DFkdERERkDJKvAUpOTsaPP/6o9UiK2rVr48qVKwYrjIiIiMhYJB8BevDggcaRH5Vbt27xQmgiIiKqFCQHoNatW2P16tXq1zKZDKWlpZg9ezYiIiIMWhwRERGRMUg+BTZ79myEh4fjt99+Q1FRESZOnIjff/8dubm5Or8hmoiIiOh5I/kIUFBQEE6dOoVXXnkFHTp0wIMHD/Daa6/h+PHjCAwMNEaNRERERAYl+QgQAHh6eiIhIUGj7eHDh5gzZw4mTJhgkMKIiIiIjEXSEaBbt24hKSkJycnJKCkpAQAolUrMnz8f/v7+mDVrllGKJCIiIjIkvY8AHTx4EF27dsXdu3chk8nQtGlTrFixAj179kRpaSmmTJmCIUOGGLNWIiIiIoPQ+wjQ1KlT0bFjR5w6dQpjxoxBeno6unXrhilTpuD8+fMYPXq0ztvjiYiIiJ43egegkydPYurUqQgODsZHH32kfijqwIEDIZPJjFkjERERkUHpHYByc3Ph5uYGALCzs4OdnR0aNWpktMKIiIiIjEXva4BkMhnu3bsHGxsbCCEgk8mQn5+PvLw8jfEcHR0NXiQRERGRIekdgIQQqFOnjsbrx48AqUKR6u4wIiIioueV3gFo3759xqyDiIiIqMLoHYDatGljzDqIiIiIKozkR2EQERERVXYMQERERGR2GICIiIjI7DAAERERkdmRFICKi4thZWWFjIwMY9VDREREZHSSApCVlRX8/Pz4XT9ERERUqUk+BTZlyhTExcUhNzfXGPUQERERGZ3e3wOk8vnnn+PChQvw9vaGn58f7O3tNYYfO3bMYMURERERGYPkANSzZ08jlEFERERUcSQHoPj4eGPUQURERFRhnuk2+Dt37mDp0qUa1wIdO3YM169fN2hxRERERMYg+QjQqVOn0L59ezg5OeHy5cuIiYlBtWrVsHXrVly5cgWrV682Rp1EREREBiP5CNC4ceMQHR2N8+fPw8bGRt3euXNn/PzzzwYtjoiIiMgYJAeg9PR0DB8+XKu9evXqyM7ONkhRRERERMYkOQDZ2NggLy9Pq/3s2bNwc3MzSFFERERExiQ5APXo0QPTp0+HUqkEAMhkMmRmZmLSpEl4/fXXDV4gERERkaFJDkBz5szBzZs34e7ujoKCArRp0wa1atVClSpVkJiYaIwaiYiIiAxK8l1gjo6OSEtLw969e3Hs2DGUlpaicePGaN++vTHqIyIiIjI4yQFo9erV6NOnD9q2bYu2bduq24uKivDtt99i4MCBBi2QiIiIyNAknwIbPHgw7t69q9V+7949DB482CBFERERERmT5AAkhIBMJtNqv3btGpycnAxSFBEREZEx6R2AGjVqhMaNG0Mmk6Fdu3Zo3Lix+qdhw4Zo1aqVUa8D6t69O3x9fWFjYwMvLy8MGDAAN27c0BgnMzMTUVFRsLe3h6urK2JjY1FUVGS0moiIiKhy0vsaINVT4E+cOIGOHTvCwcFBPcza2hr+/v5GvQ0+IiIC77//Pry8vHD9+nVMmDABb7zxBg4ePAgAKCkpQdeuXeHm5oa0tDTk5ORg0KBBEEJgwYIFRquLiIiIKh+9A5DqKfD+/v7o06ePxmMwKsLYsWPV//fz88OkSZPQs2dPKJVKyOVyJCcn48yZM7h69Sq8vb0BAHPnzkV0dDQSExPh6OhYofUSERHR80vyXWCDBg0yRh2S5ObmYu3atWjZsiXkcjkA4NChQwgODlaHHwDo2LEjCgsLcfToUUREROicV2FhIQoLC9WvVd9yrVQq1V/2aCi2FrYGnV9lo1p+c14Phu5TJI1q/fP3YErmu/0DgPL/ll9pzuvBSNuf1O1acgAqKSnBp59+io0bNyIzM1PrGpvc3Fyps9Tbe++9hy+++AL5+flo0aIFdu7cqR6WnZ0NDw8PjfGdnZ1hbW39xGeUzZw5EwkJCVrtycnJsLOzM1zxANY3WG/Q+VVWy4OXm7oEk9m1a5epSyAAKSkppi7BfNlzPwgAKfbmux+EkfaD+fn5ksaXHIASEhKwdOlSjBs3DlOnTsXkyZNx+fJlbNu2DR988IGkeU2bNk1n+Hhceno6mjZtCgD43//+h6FDh+LKlStISEjAwIEDsXPnTvVdabruTivvrjWVuLg4jBs3Tv06Ly8PPj4+iIyMNPhpM6dZ5n2XnK2FLZYHL8eQjCEoKC0wdTkmcXeS9ldIUMVRKpVISUlBhw4d1EePqYJ9Z977QSVskWK/HB0eDIEc5rkfRG/j7Ad1Paf0SSQHoLVr12LJkiXo2rUrEhIS0K9fPwQGBqJBgwY4fPgwYmNj9Z7X6NGj0bdv3yeO4+/vr/6/q6srXF1dUadOHdSvXx8+Pj44fPgwQkND4enpiSNHjmhMe/v2bSiVSq0jQ49TKBRQKBRa7XK53OA7SHP90C+roLTAbNcFP3SfD8bYvklf5rntlyVHgfkGICNte1K3ackBKDs7GyEhIQAABwcH9ZciduvWDVOnTpU0L1WgeRZCCABQX78TGhqKxMREZGVlwcvLC8Cj01gKhQJNmjR5pvcgIiKiF5PkL0KsUaMGsrKyAAC1atVCcnIygEenqnQdSTGEX3/9FV988QVOnDiBK1euYN++fejfvz8CAwMRGhoKAIiMjERQUBAGDBiA48ePY8+ePZgwYQJiYmJ4BxgRERFpkByAevXqhT179gAAxowZg6lTp6J27doYOHAghgwZYvACAcDW1hZbtmxBu3btULduXQwZMgTBwcHYv3+/OnRZWloiKSkJNjY2CAsLw5tvvomePXtizpw5RqmJiIiIKi/Jp8BmzZql/v8bb7wBHx8f/PLLL6hVqxa6d+9u0OJUQkJCsHfv3qeO5+vrq3FnGBEREZEukgNQWc2bN0fz5s0NUQsRERFRhZAcgLy9vREeHo7w8HC0adMGdevWNUZdREREREYj+RqguXPnwtHREfPmzUP9+vXh5eWFvn37YtGiRfjjjz+MUSMRERGRQUk+AtSvXz/069cPAPD3339j37592LlzJ959912UlpaipKTE4EUSERERGdIzXQN0//59pKWlYf/+/UhNTcXx48cREhKCNm3aGLo+IiIiIoOTHICaN2+OU6dOITg4GOHh4Xj//ffRqlUrVK1a1QjlERERERme5GuAzp8/Dzs7OwQEBCAgIAC1atVi+CEiIqJKRXIAys3Nxb59+xAWFoaffvoJbdq0gaenJ/r06YNFixYZo0YiIiIig5IcgACgQYMGiI2NxebNm/HDDz+gc+fO2LJlC/7zn/8Yuj4iIiIig5N8DdDx48eRmpqK1NRUHDhwAPfu3UPDhg0xZswYREREGKNGIiIiIoOSHICaNWuGRo0aoU2bNoiJiUHr1q35sFEiIiKqVCQHoNzcXAYeIiIiqtQkXwPE8ENERESVnV5HgJydnSGTyfSaYW5u7r8qiIiIiMjY9ApAn332mfr/OTk5+Oijj9CxY0eEhoYCAA4dOoQff/wRU6dONUqRRERERIakVwAaNGiQ+v+vv/46pk+fjtGjR6vbYmNj8cUXX+Cnn37C2LFjDV8lERERkQFJvgj6xx9/xMcff6zV3rFjR0yaNMkgRb2oRLwwdQkmpVQqsWvXLtyddBdyudzU5RARkRmTfBG0i4sLtm7dqtW+bds2uLi4GKQoIiIiImOSfAQoISEBQ4cORWpqqvoaoMOHD2P37t1YunSpwQskIiIiMjTJASg6Ohr169fH559/ji1btkAIgaCgIPzyyy9o3ry5MWokIiIiMijJAQgAmjdvjrVr1xq6FiIiIqIK8UwBqLS0FBcuXMA///yD0tJSjWGtW7c2SGFERERExiI5AB0+fBj9+/fHlStXIITmXU0ymQwlJSUGK46IiIjIGCQHoBEjRqBp06ZISkqCl5eX3t8QTURERPS8kByAzp8/j02bNqFWrVrGqIeIiIjI6CR/D1Dz5s1x4cIFY9RCREREVCEkHwF69913MX78eGRnZyMkJETrG30bNGhgsOKIiIiIjEFyAHr99dcBAEOGDFG3yWQyCCF4ETQRERFVCpID0KVLl4xRBxEREVGFkRyA/Pz8jFEHERERUYWRHIBWr179xOEDBw585mKIiIiIKoLkADRmzBiN10qlEvn5+bC2toadnR0DEBERET33JN8Gf/v2bY2f+/fv4+zZs3j11Vexfv16Y9RIREREZFCSA5AutWvXxqxZs7SODhERERE9jwwSgADA0tISN27cMNTsiIiIiIxG8jVA27dv13gthEBWVha++OILhIWFGawwIiIiImORHIB69uyp8Vomk8HNzQ1t27bF3LlzDVUXERERkdFIDkClpaXGqIOIiIiowvyra4CEEBBCGKoWIiIiogrxTAFo9erVCAkJga2tLWxtbdGgQQN88803hq6NiIiIyCgknwKbN28epk6ditGjRyMsLAxCCPzyyy8YMWIEbt26hbFjxxqjTiIiIiKDkRyAFixYgIULF2p843OPHj3w0ksvYdq0aQxARERE9NyTfAosKysLLVu21Gpv2bIlsrKyDFIUERERkTFJDkC1atXCxo0btdo3bNiA2rVrG6QoIiIiImOSfAosISEBffr0wc8//4ywsDDIZDKkpaVhz549OoMRERER0fNG8hGg119/Hb/++itcXV2xbds2bNmyBa6urvj111/Rq1cvY9RIREREZFCSApBSqcTgwYNRtWpVrFmzBkePHsWxY8ewZs0aNGrUyFg1aigsLMTLL78MmUyGEydOaAzLzMxEVFQU7O3t4erqitjYWBQVFVVIXURERFR5SApAcrkcW7duNVYtepk4cSK8vb212ktKStC1a1c8ePAAaWlp+Pbbb7F582aMHz/eBFUSERHR80zyKbBevXph27ZtRijl6X744QckJydjzpw5WsOSk5Nx5swZ9dGo9u3bY+7cuViyZAny8vJMUC0RERE9ryRfBF2rVi18+OGHOHjwIJo0aQJ7e3uN4bGxsQYr7nF///03YmJisG3bNtjZ2WkNP3ToEIKDgzWODnXs2BGFhYU4evQoIiIidM63sLAQhYWF6teqsKRUKqFUKg28FOZNtT65XslU2AefB7amLsCklP+3/EpzXg9G2v6kbteSA9DSpUtRtWpVHD16FEePHtUYJpPJjBKAhBCIjo7GiBEj0LRpU1y+fFlrnOzsbHh4eGi0OTs7w9raGtnZ2eXOe+bMmUhISNBqT05O1hm06N9LSUkxdQlk5tgHTch+vakreC6k2C83dQmms2uXUWabn58vaXzJAejSpUtSJynXtGnTdIaPx6Wnp+PgwYPIy8tDXFzcE8eVyWRabUIIne0qcXFxGDdunPp1Xl4efHx8EBkZCUdHx6csAUmhVCqRkpKCDh06QC6Xm7ocMkPsg8+B75xMXYFJKWGLFPvl6PBgCOQoMHU5ptH7rlFmK/VyF8kByJBGjx6Nvn37PnEcf39/fPTRRzh8+DAUCoXGsKZNm+Ktt97CqlWr4OnpiSNHjmgMv337NpRKpdaRoccpFAqt+QKPLvjmDtI4uG7J1NgHTclMP/TLkKPAfAOQkbY9qdu03gHozp07WL9+PUaOHAkAeOutt1BQ8P9/eZaWlliyZAmqVq2q95u7urrC1dX1qeN9/vnn+Oijj9Svb9y4gY4dO2LDhg1o3rw5ACA0NBSJiYnIysqCl5cXgEensRQKBZo0aaJ3TURERPTi0/susCVLluCXX35Rv96+fTssLCzg5OQEJycnnD59Gp999pkxaoSvry+Cg4PVP3Xq1AEABAYGokaNGgCAyMhIBAUFYcCAATh+/Dj27NmDCRMmICYmhqeyiIiISIPeAWjTpk3o37+/Rtsnn3yCFStWYMWKFZg5cya+//57gxeoL0tLSyQlJcHGxgZhYWF488030bNnT523zBMREZF50/sU2MWLF1GrVi3167p168La2lr9umHDhjh//rxhqyuHv78/hBBa7b6+vti5c2eF1EBERESVl94BKD8/X+OxEr/99pvG8AcPHqC0tNRwlREREREZid6nwAICAnDs2LFyh//222+oWbOmQYoiIiIiMia9A1CvXr0wZcoUnV8qmJWVhfj4eD4NnoiIiCoFvU+BTZw4EZs3b0adOnUwYMAA1KlTBzKZDH/++SfWrFmD6tWr47333jNmrUREREQGoXcAqlKlCn755RfExcVh/fr1uHPnDgCgatWq6N+/P2bMmIEqVaoYq04iIiIig5H0TdDOzs5YtGgRFi5ciJs3bwIA3NzcnvioCSIiIqLnzTM9CkMmk8Hd3d3QtRARERFVCL0vgiYiIiJ6UTAAERERkdlhACIiIiKzwwBEREREZkevi6A///xzvWcYGxv7zMUQERERVQS9AtCnn36q18xkMhkDEBERET339ApAly5dMnYdRERERBWG1wARERGR2XmmL0K8du0atm/fjszMTBQVFWkMmzdvnkEKIyIiIjIWyQFoz5496N69O2rWrImzZ88iODgYly9fhhACjRs3NkaNRERERAYl+RRYXFwcxo8fj4yMDNjY2GDz5s24evUq2rRpg969exujRiIiIiKDkhyA/vjjDwwaNAgAYGVlhYKCAjg4OGD69On4+OOPDV4gERERkaFJDkD29vYoLCwEAHh7e+PixYvqYbdu3TJcZURERERGIvkaoBYtWuCXX35BUFAQunbtivHjx+P06dPYsmULWrRoYYwaiYiIiAxKcgCaN28e7t+/DwCYNm0a7t+/jw0bNqBWrVp6f2EiERERkSlJDkABAQHq/9vZ2eGrr74yaEFERERExib5GqCAgADk5ORotd+5c0cjHBERERE9ryQHoMuXL6OkpESrvbCwENevXzdIUURERETGpPcpsO3bt6v//+OPP8LJyUn9uqSkBHv27IG/v79BiyMiIiIyBr0DUM+ePQE8euK76nuAVORyOfz9/TF37lyDFkdERERkDHoHoNLSUgBAzZo1kZ6eDldXV6MVRURERGRMku8Cu3TpkjHqICIiIqowki+CBoD9+/cjKioKtWrVQu3atdG9e3ccOHDA0LURERERGYXkALRmzRq0b98ednZ2iI2NxejRo2Fra4t27dph3bp1xqiRiIiIyKAknwJLTEzEJ598grFjx6rbxowZg3nz5uHDDz9E//79DVogERERkaFJPgL0119/ISoqSqu9e/fuvD6IiIiIKgXJAcjHxwd79uzRat+zZw98fHwMUhQRERGRMel9CmzIkCGYP38+xo8fj9jYWJw4cQItW7aETCZDWloaVq5cifnz5xuzViIiIiKD0DsArVq1CrNmzcLIkSPh6emJuXPnYuPGjQCA+vXrY8OGDejRo4fRCiUiIiIyFL0DkBBC/f9evXqhV69eRimIiIiIyNgkXQMkk8mMVQcRERFRhZF0G3ydOnWeGoJyc3P/VUFERERExiYpACUkJGg8BZ6IiIioMpIUgPr27Qt3d3dj1UJERERUIfS+BojX/xAREdGLQu8A9PhdYERERESVmd6nwEpLS41ZBxEREVGFkfwoDCIiIqLKrtIEIH9/f8hkMo2fSZMmaYyTmZmJqKgo2Nvbw9XVFbGxsSgqKjJRxURERPS8knQXmKlNnz4dMTEx6tcODg7q/5eUlKBr165wc3NDWloacnJyMGjQIAghsGDBAlOUS0RERM+pShWAqlSpAk9PT53DkpOTcebMGVy9ehXe3t4AgLlz5yI6OhqJiYlwdHSsyFKJiIjoOVapAtDHH3+MDz/8ED4+Pujduzf+97//wdraGgBw6NAhBAcHq8MPAHTs2BGFhYU4evQoIiIidM6zsLAQhYWF6td5eXkAAKVSCaVSacSlMT+q9cn1SqbCPvg8sDV1ASal/L/lV5rzejDS9id1u640AWjMmDFo3LgxnJ2d8euvvyIuLg6XLl3C0qVLAQDZ2dnw8PDQmMbZ2RnW1tbIzs4ud74zZ85EQkKCVntycjLs7OwMuxAEAEhJSTF1CWTm2AdNyH69qSt4LqTYLzd1Caaza5dRZpufny9pfJkw4Rf8TJs2TWf4eFx6ejqaNm2q1b5582a88cYbuHXrFlxcXPDOO+/gypUr+PHHHzXGs7a2xurVq9G3b1+d89d1BMjHxwe3bt3iaTMDUyqVSElJQYcOHSCXy01dDpkh9sHnwHfm/TglJWyRYr8cHR4MgRwFpi7HNHrfNcps8/Ly4Orqirt37+r1+W3SI0CjR48uN5io+Pv762xv0aIFAODChQtwcXGBp6cnjhw5ojHO7du3oVQqtY4MPU6hUEChUGi1y+Vy7iCNhOuWTI190JTM9EO/DDkKzDcAGWnbk7pNmzQAubq6wtXV9ZmmPX78OADAy8sLABAaGorExERkZWWp25KTk6FQKNCkSRPDFExEREQvhEpxDdChQ4dw+PBhREREwMnJCenp6Rg7diy6d+8OX19fAEBkZCSCgoIwYMAAzJ49G7m5uZgwYQJiYmJ4KouIiIg0VIoApFAosGHDBiQkJKCwsBB+fn6IiYnBxIkT1eNYWloiKSkJo0aNQlhYGGxtbdG/f3/MmTPHhJUTERHR86hSBKDGjRvj8OHDTx3P19cXO3furICKiIiIqDKrNI/CICIiIjIUBiAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAIiIiIrPDAERERERmhwGIiIiIzA4DEBEREZkdBiAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAIiIiIrPDAERERERmhwGIiIiIzA4DEBEREZkdBiAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAIiIiIrPDAERERERmhwGIiIiIzA4DEBEREZkdBiAiIiIyOwxAREREZHYYgIiIiMjsMAARERGR2WEAIiIiIrPDAERERERmhwGIiIiIzA4DEBEREZkdK1MXQEREZqS/MHUFpqVUArt2Ab3vAnK5qasxazwCRERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7DEBERERkdhiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAYiIiIjMDgMQERERmR0GICIiIjI7lSoAJSUloXnz5rC1tYWrqytee+01jeGZmZmIioqCvb09XF1dERsbi6KiIhNVS0RERM+rSvM0+M2bNyMmJgYzZsxA27ZtIYTA6dOn1cNLSkrQtWtXuLm5IS0tDTk5ORg0aBCEEFiwYIEJKyciIqLnTaUIQMXFxRgzZgxmz56NoUOHqtvr1q2r/n9ycjLOnDmDq1evwtvbGwAwd+5cREdHIzExEY6OjjrnXVhYiMLCQvXrvLw8AIBSqYRSqTTG4pgt1frkeiVTYR8kU2MfNB6p67RSBKBjx47h+vXrsLCwQKNGjZCdnY2XX34Zc+bMwUsvvQQAOHToEIKDg9XhBwA6duyIwsJCHD16FBERETrnPXPmTCQkJGi1b9u2DXZ2dsZZIDP3/fffm7oEMnPsg2Rq7IOGl5+fDwAQQug3gagE1q9fLwAIX19fsWnTJvHbb7+Jfv36CRcXF5GTkyOEECImJkZ06NBBa1pra2uxbt26cuf98OFDcffuXfXPmTNnBAD+8Ic//OEPf/hTCX+uXr2qV7Yw6RGgadOm6Tz68rj09HSUlpYCACZPnozXX38dALBixQrUqFED3333HYYPHw4AkMlkWtMLIXS2qygUCigUCvVrBwcHXL16FVWqVHnidCRdXl4efHx8cPXq1XJPSRIZE/sgmRr7oPEIIXDv3j2NM0FPYtIANHr0aPTt2/eJ4/j7++PevXsAgKCgIHW7QqFAQEAAMjMzAQCenp44cuSIxrS3b9+GUqmEh4eH3jVZWFigRo0aeo9P0jk6OnLDJ5NiHyRTYx80DicnJ73HNWkAcnV1haur61PHa9KkCRQKBc6ePYtXX30VwKOLnS5fvgw/Pz8AQGhoKBITE5GVlQUvLy8Ajy6MVigUaNKkifEWgoiIiCqdSnERtKOjI0aMGIH4+Hj4+PjAz88Ps2fPBgD07t0bABAZGYmgoCAMGDAAs2fPRm5uLiZMmICYmBimbCIiItJQKQIQAMyePRtWVlYYMGAACgoK0Lx5c+zduxfOzs4AAEtLSyQlJWHUqFEICwuDra0t+vfvjzlz5pi4clJRKBSIj4/XuOaKqCKxD5KpsQ8+P2RC6Hu/GBEREdGLoVI9CoOIiIjIEBiAiIiIyOwwABEREZHZYQAiIiIis8MARERERGaHAciM/fPPPxg+fDh8fX2hUCjg6emJjh074tChQwCA48ePo1u3bnB3d4eNjQ38/f3Rp08f3Lp1CwBw+fJlyGQy9Y+zszNat26N/fv3q9/j559/RlRUFLy9vSGTybBt27an1pWbm4t3330XdevWhZ2dHXx9fREbG4u7d+8+ddrr16/j7bffhouLC+zs7PDyyy/j6NGjz7aCyOgqog/OnDkTzZo1Q5UqVeDu7o6ePXvi7NmzetcohEDnzp316r/Tpk3TqEcmk8HT01P6iqEKUxF98Fn7RXZ2NgYMGABPT0/Y29ujcePG2LRp0xOnYR/UHwOQGXv99ddx8uRJrFq1CufOncP27dsRHh6O3Nxc/PPPP2jfvj1cXV3x448/4o8//sDy5cvh5eWlfuKuyk8//YSsrCzs378fjo6O6NKlCy5dugQAePDgARo2bIgvvvhC77pu3LiBGzduYM6cOTh9+jRWrlyJ3bt3Y+jQoU+c7vbt2wgLC4NcLscPP/yAM2fOYO7cuahatarkdUMVoyL64P79+/Gf//wHhw8fRkpKCoqLixEZGYkHDx7oVeNnn30m6bmAL730ErKystQ/p0+f1n+FUIWriD4IPFu/GDBgAM6ePYvt27fj9OnTeO2119CnTx8cP378idOxD+pJ8qPZ6YVw+/ZtAUCkpqbqHL5161ZhZWUllEplufO4dOmSACCOHz+ubrt27ZoAIBYtWqQ1PgCxdevWZ6p348aNwtra+on1vPfee+LVV199pvlTxTNFHxRCiH/++UcAEPv3739qjSdOnBA1atQQWVlZevXf+Ph40bBhw6fOl54PFdUHn7Vf2Nvbi9WrV2u0VatWTSxdurTcadgH9ccjQGbKwcEBDg4O2LZtGwoLC7WGe3p6ori4GFu3boWQ8F2ZdnZ2AB49q82Q7t69C0dHR1hZlf/l5du3b0fTpk3Ru3dvuLu7o1GjRliyZIlB6yDDMVUfVJ1KrVat2hPnk5+fj379+uGLL76QdArh/Pnz8Pb2Rs2aNdG3b1/89ddfek9LFasi++Cz9ItXX30VGzZsQG5uLkpLS/Htt9+isLAQ4eHhT5yOfVBPJg5gZEKbNm0Szs7OwsbGRrRs2VLExcWJkydPqoe///77wsrKSlSrVk106tRJfPLJJyI7O1s9vOxfPvfv3xfDhw8XlpaW4tSpU1rvh2c8AnTr1i3h6+srJk+e/MTxFAqFUCgUIi4uThw7dkwsWrRI2NjYiFWrVkl+T6oYFd0HS0tLRVRUlF5HCt955x0xdOhQ9Wt9+u+uXbvEpk2bxKlTp0RKSopo06aN8PDwELdu3Xrq+5FpVEQffNZ+cefOHdGxY0cBQFhZWQlHR0eRnJz8xGnYB/XHAGTmCgoKRHJyskhISBChoaHC0tJSrFixQj381q1bYuPGjWLcuHEiICBAVK1aVb1RqzZ8W1tbYW9vL2QymfD29hbffPONzvfS9QGSmJgo7O3t1T9XrlzRGH737l3RvHlz0alTJ1FUVPTEZZHL5SI0NFSj7d133xUtWrTQc22QKVRkHxw1apTw8/MTV69eVbfp6oPff/+9qFWrlrh37556vGcJ8Pfv3xceHh5i7ty5kqajilWRfVAI7X5R3n5w9OjR4pVXXhE//fSTOHHihJg2bZpwcnLSGe71fS/6/xiASMPQoUOFr6+vzmGFhYUiKChIDBw4UAjx/zf87du3iwsXLjz1LwxdHyA5OTni/Pnz6p/Hz7Xn5eWJ0NBQ0a5dO1FQUPDU2n19fTX+YhdCiK+++kp4e3s/dVp6fhirD44ePVrUqFFD/PXXXxrtuvrgmDFjhEwmE5aWluofAMLCwkK0adNG0vK0b99ejBgxQtI0ZFrG3A+qPN4vdPXBCxcuCAAiIyNDY7p27dqJ4cOHS1oe9kHdKs3T4KliBAUFlXurr7W1NQIDA7XunvHx8UFgYOAzvV+1atV0XouRl5eHjh07QqFQYPv27bCxsXnqvMLCwrRubz537hz8/PyeqTYyDUP3QSEE3n33XWzduhWpqamoWbOmxnBdfXDSpEkYNmyYRltISAg+/fRTREVF6b0shYWF+OOPP9CqVSu9pyHTM/Z+sGy/0NUHVXeZWVhoXqpraWmJ0tJSvd5H13vRY0ydwMg0bt26JSIiIsQ333wjTp48Kf766y+xceNG4eHhIYYMGSJ27Ngh3nrrLbFjxw5x9uxZ8eeff4rZs2cLS0tL9V0Juu5+KOvevXvi+PHj4vjx4wKAmDdvnjh+/LjWqa7H5eXliebNm4uQkBBx4cIFkZWVpf4pLi5Wj9e2bVuxYMEC9etff/1VWFlZicTERHH+/Hmxdu1aYWdnJ9asWfPvVxgZXEX1wZEjRwonJyeRmpqq0Zfy8/Ml1QsdRzDL9sHx48eL1NRU8ddff4nDhw+Lbt26iSpVqojLly9Lei+qGBXVB5+lXxQVFYlatWqJVq1aiSNHjogLFy6IOXPmCJlMJpKSktTjsQ8+OwYgM/Xw4UMxadIk0bhxY+Hk5CTs7OxE3bp1xZQpU0R+fr64ePGiiImJEXXq1BG2traiatWqolmzZhrnxfXZ8Pft2ycAaP0MGjRI8jQAxKVLl9Tj+fn5ifj4eI1pd+zYIYKDg4VCoRD16tUTX3/99bOtIDK6iuqD5fWlx+ejD10BqGwf7NOnj/Dy8hJyuVx4e3uL1157Tfz++++S3ocqTkX1wWftF+fOnROvvfaacHd3F3Z2dqJBgwZat8WzDz47mRAS7u0jIiIiegHwe4CIiIjI7DAAERERkdlhACIiIiKzwwBEREREZocBiIiIiMwOAxARERGZHQYgIiIiMjsMQERERGR2GICIiIjI7DAAERERkdlhACIiIiKz8/8A5sx3sCiMYioAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "### Comparing to PCR-GlobWB groundwater recharge" + "total_126 = timeseries126.sum() * 1000 \n", + "total_245 = timeseries245.sum() * 1000 \n", + "total_585 = timeseries585.sum() * 1000 \n", + "\n", + "categories = [\"SSP1-2.6\", \"SSP2-4.5\", \"SSP5-8.5\"]\n", + "totals = [total_126, total_245, total_585]\n", + "colors = [\"green\", \"darkblue\", \"orange\"]\n", + "\n", + "for i in range(len(totals)):\n", + " plt.bar(categories[i], totals[i], color=colors[i])\n", + "\n", + "plt.title(\"Total Groundwater Recharge Approximation (Aug-Sep 2025)\")\n", + "plt.ylabel(\"Total Groundwater Recharge [mm]\")\n", + "plt.grid()" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "be2b87cb-e085-4267-a888-f53114c0da89", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, @@ -658,6 +671,14 @@ "pcrglob245.finalize()\n", "pcrglob585.finalize()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b88d737e-7911-4bc4-ad57-7e6c4631e2a7", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_dis.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_dis.ipynb index 7174e52..78bca81 100644 --- a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_dis.ipynb +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_dis.ipynb @@ -124,8 +124,8 @@ { "data": { "text/plain": [ - "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250105_185425/pcrglobwb_ewatercycle.ini',\n", - " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250105_185425')" + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_085351/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_085351')" ] }, "execution_count": 6, @@ -208,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "916657b4-b345-42fe-9ac5-3762ac86c595", "metadata": {}, "outputs": [ @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "id": "3677eeee-25f6-4630-ad0e-b5691ad0e050", "metadata": {}, "outputs": [], @@ -265,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "id": "bac804af-28e9-46e7-8e3e-0254009ebf11", "metadata": {}, "outputs": [], @@ -277,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "id": "72866c75-a7e3-4028-8adc-43075591833d", "metadata": {}, "outputs": [], @@ -290,18 +290,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "id": "11d50b22-cf60-44cb-92f8-dec10807cd6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250105_185650/pcrglobwb_ewatercycle.ini',\n", - " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250105_185650')" + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_085724/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_085724')" ] }, - "execution_count": 15, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -319,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "id": "e53b1244-ca3f-4824-b227-f900343b3871", "metadata": {}, "outputs": [], @@ -329,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "id": "509ea6fd-30d0-49d7-ab08-7bbd5f8c27ab", "metadata": {}, "outputs": [], @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "id": "ff5ac20b-2a79-4de3-80ec-8b1f1ff92ef0", "metadata": {}, "outputs": [], @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "id": "91e9030b-b052-4d90-864c-091217f78292", "metadata": {}, "outputs": [], @@ -381,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "id": "dd6408f5-0344-4f53-9c15-be1f7b7dcb67", "metadata": {}, "outputs": [ @@ -422,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "id": "3662294b-edb4-43a0-b843-34662415a949", "metadata": {}, "outputs": [], @@ -439,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "id": "6f60a5f7-0fbc-489a-80d5-6da781029b3a", "metadata": {}, "outputs": [], @@ -452,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "id": "a2b305b0-26d0-4a85-8cc1-d46c0897d3bc", "metadata": {}, "outputs": [], @@ -465,18 +465,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "id": "13f65ae0-7964-43fe-afe4-ef82d170343f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250105_185853/pcrglobwb_ewatercycle.ini',\n", - " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250105_185853')" + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_085939/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_085939')" ] }, - "execution_count": 24, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -494,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "id": "e4a5a284-f81c-40fd-9181-eaa9369eb8a8", "metadata": {}, "outputs": [], @@ -504,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "id": "2da2e165-ffe4-404b-9836-d3ebba8e20c7", "metadata": {}, "outputs": [], @@ -517,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "id": "637e5f77-1364-4615-8959-75ff18a431bd", "metadata": {}, "outputs": [], @@ -546,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "id": "9b397721-1fb5-4b52-a73e-504d3fec2ed4", "metadata": {}, "outputs": [], @@ -556,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "id": "cdb73527-fc01-4a0e-a60e-0a3efcadcd87", "metadata": {}, "outputs": [ @@ -596,13 +596,13 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 38, "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -613,20 +613,20 @@ ], "source": [ "plt.plot(timeseries126, label=\"SSP1-2.6\", color=\"green\")\n", - "plt.plot(timeseries245, label=\"SSP2-4.5\", color=\"blue\")\n", + "plt.plot(timeseries245, label=\"SSP2-4.5\", color=\"darkblue\")\n", "plt.plot(timeseries585, label=\"SSP5-8.5\", color=\"orange\")\n", - "plt.axhline(y=0.0567, color=\"red\", linestyle=\"--\", label=\"Threshold\")\n", + "#plt.axhline(y=0.966, color=\"red\", linestyle=\"--\", label=\"Threshold\")\n", "\n", - "plt.title(\"Comparison SSPs for 2025\")\n", + "plt.title(\"Discharge CMIP6 (aug 2025\")\n", "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Discharge [mm/day]\")\n", + "plt.ylabel(\"Discharge [m3/s]\")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.legend(loc=1);" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 34, "id": "14b7a686-644f-48d8-a957-8ca6415673af", "metadata": {}, "outputs": [], @@ -635,14 +635,6 @@ "pcrglob245.finalize()\n", "pcrglob585.finalize()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4e8ca028-958c-42b4-9d2f-c01f7f1096b9", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_evap.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_evap.ipynb index 7b43a45..b7938f0 100644 --- a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_evap.ipynb +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_evap.ipynb @@ -596,13 +596,13 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 36, "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -612,13 +612,13 @@ } ], "source": [ - "plt.plot(timeseries126, label=\"SSP1-2.6\", color=\"green\")\n", - "plt.plot(timeseries245, label=\"SSP2-4.5\", color=\"blue\")\n", - "plt.plot(timeseries585, label=\"SSP5-8.5\", color=\"orange\")\n", + "plt.plot(timeseries126*1000, label=\"SSP1-2.6\", color=\"green\")\n", + "plt.plot(timeseries245*1000, label=\"SSP2-4.5\", color=\"darkblue\")\n", + "plt.plot(timeseries585*1000, label=\"SSP5-8.5\", color=\"orange\")\n", "\n", - "plt.title(\"Comparison SSPs for 2025\")\n", + "plt.title(\"Evaporation CMIP6 (aug 2025)\")\n", "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Evaporation [m/day]\")\n", + "plt.ylabel(\"Evaporation [mm/day]\")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.legend(loc=1);" ] diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_precip.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_precip.ipynb index 937b94e..e525e12 100644 --- a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_precip.ipynb +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_precip.ipynb @@ -600,13 +600,13 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 35, "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAH6CAYAAADMeKJtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACAuklEQVR4nO3deVhUZfsH8O8wMAPIooJsCYi7uAOviqWYC4hpkpaYifiapmalYr9UyrTNLbPNLZdc3nJ5TVHcxQrUxF3RxMwUxAUkUEFRWYbn9wcvEyOLMzDDbN/Pdc0VnHnmnPseiLm9z3OeIxFCCBARERGRxiz0HQARERGRsWIhRURERFRNLKSIiIiIqomFFBEREVE1sZAiIiIiqiYWUkRERETVxEKKiIiIqJpYSBERERFVEwspIiIiompiIUVkYM6dO4d///vf8PHxgbW1Nezs7ODn54f58+fjzp07+g5P50aOHIlGjRrpO4xKXbx4EREREWjcuDGsra3h7OwMPz8/vPXWW8jNzVWOE0Jg48aN6NatG1xcXGBtbY2GDRsiJCQEK1euVNmnRCJReTg6OqJHjx7YtWuXVmI+c+YMgoKC4OjoCIlEgq+++kor+61Ieno6PvjgAwQGBsLZ2RkODg7w9/fH8uXLoVAoyo1/8OABJk2aBA8PD1hbW6NDhw7YuHGjyhiFQoGFCxeib9++aNiwIWxtbdGqVStMmzYN9+7dK7fPJ9/P0sfcuXN1lTaZMQlvEUNkOFasWIE333wTLVq0wJtvvglfX18UFhbi5MmTWLFiBdq3b4+YmBh9h6lTV65cQW5uLjp27KjvUMo5c+YMnn32WbRq1Qpvv/02GjVqhKysLCQlJWHjxo2Ii4tTFoHTpk3DvHnzMGbMGPTv3x/29va4du0afvnlF9y9exc7duxQ7lcikeDll1/GlClTUFxcjKtXr+LTTz/Fn3/+iR07duCFF16oUdwdO3ZEXl4evv76a9SrVw+NGjWCm5tbjfZZmZ07d+LNN9/EiBEj0LVrV1hZWWHPnj34+uuvERkZie+//15lfHBwME6cOIG5c+eiefPmWL9+PVauXIkff/wRw4YNA1BSbHl4eODVV19Fnz594OzsjNOnT+PTTz+Fu7s7Tp48CRsbG+U+y76fZXl5ecHDw0MneZMZE0RkEI4cOSKkUqno27evePz4cbnn8/Pzxfbt2/UQWe3Iy8vTdwhPNWLECFGnTh2Rm5tb4fPFxcVCCCEePnwo5HK5GDFiRIXjFAqFyvcAxIQJE1S2/fXXXwKA6N27d43jtrS0FOPHj6/xfkoVFBSIwsLCCp+7c+eOKCgoKLd9woQJAoBIS0tTbtu1a5cAINavX68ytk+fPsLDw0MUFRUJIYQoKioSWVlZ5fa5efNmAUD85z//Udle0ftJpCs8tUdkIGbPng2JRILly5dDLpeXe14mk+HFF19Ufl9cXIz58+ejZcuWkMvlcHFxwYgRI3Djxg2V1/Xo0QNt2rRBYmIiunbtChsbGzRq1AirV68GAOzatQt+fn6wtbVF27ZtsXfvXpXXz5o1CxKJBGfOnMGgQYPg4OAAR0dHDB8+HH///bfK2E2bNiE4OBju7u6wsbFRnn7Jy8tTGTdy5EjY2dnh/PnzCA4Ohr29PXr16qV87slTe5s3b0bnzp3h6OgIW1tbNG7cGKNGjVIZk5aWhuHDh8PFxQVyuRytWrXCF198geLiYuWY1NRUSCQSLFiwAAsXLoSPjw/s7OwQGBiIo0ePVvXjAQBkZ2fDwcEBdnZ2FT4vkUgAAHl5ecjPz4e7u3uF4ywsnv6nt0mTJmjQoAGuXbsGoOTn/emnn6JFixawsbFB3bp10a5dO3z99deV7mPNmjWQSCQoKirC0qVLlae4Sv3+++8YOHAg6tWrpzyttnbtWpV9xMfHQyKR4D//+Q+mTJmCZ555BnK5HH/99VeFx6xXrx6srKzKbe/UqRMAqPx+xsTEwM7ODq+88orK2H//+9+4desWjh07BgCQSqVwcnKqdJ/Xr1+v9D0g0jUWUkQGQKFQ4JdffoG/vz88PT3Ves348eMxdepU9OnTB7Gxsfjkk0+wd+9edO3aFVlZWSpjMzIy8O9//xujR4/G9u3b0bZtW4waNQoff/wxpk+fjvfeew9btmyBnZ0dwsLCcOvWrXLHe+mll9C0aVP89NNPmDVrFrZt24aQkBAUFhYqx1y+fBn9+vXDqlWrsHfvXkyaNAn//e9/MWDAgHL7KygowIsvvoiePXti+/bt+OijjyrMMzExEeHh4WjcuDE2btyIXbt24cMPP0RRUZFyzN9//42uXbti//79+OSTTxAbG4vevXvj3XffxVtvvVVun4sXL0ZcXBy++uor/Pjjj8jLy0O/fv2Qk5NT5XseGBiI9PR0vPbaa0hISMCjR48qHOfs7IymTZtiyZIlWLhwIf744w8IDWdR3L17F9nZ2WjQoAEAYP78+Zg1axZeffVV7Nq1C5s2bcLrr79e4RyhUi+88AISExMBAC+//DISExOV31+6dAldu3bFhQsX8M0332Dr1q3w9fXFyJEjMX/+/HL7mj59OtLS0rBs2TLs2LEDLi4uGuXzyy+/wNLSEs2bN1du+/3339GqVStYWlqqjG3Xrp3y+aftEwBat25d7rn169fDxsYGcrkc/v7+yn84EGmdvltiRCRERkaGACCGDh2q1viLFy8KAOLNN99U2X7s2DEBQERHRyu3BQUFCQDi5MmTym3Z2dlCKpUKGxsbcfPmTeX2s2fPCgDim2++UW6bOXOmACAmT56scqwff/xRABA//PBDhTEWFxeLwsJCkZCQIACIpKQk5XORkZECgPj+++/LvS4yMlJ4e3srv1+wYIEAIO7du1fp+zFt2jQBQBw7dkxl+/jx44VEIhGXLl0SQgiRkpIiAIi2bdsqTxsJIcTx48cFALFhw4ZKjyGEEI8fPxZhYWECgAAgpFKp6Nixo3j//fdFZmamytjjx48LLy8v5Vh7e3vRv39/sW7dOuUpwFKlP8vCwkJRUFAgLl68KEJDQwUAsXjxYiGEEP379xcdOnSoMr7KoIJTXUOHDhVyuVzlVJsQQoSGhgpbW1vl+/3rr78KAKJ79+7VOrYQQuzbt09YWFiU+x1q1qyZCAkJKTf+1q1bAoCYPXt2pfu8ceOGcHV1FQEBAeVOlQ4bNkz8+OOP4uDBg+Knn35SvpcffPBBtXMgqgwLKSIDoGkhtWTJEgFAHD9+vNxzrVq1Ep07d1Z+HxQUJNzd3cuNc3d3F4GBgSrb8vPzBQAxZcoU5bbSQqpsISaEEIWFhcLS0lK8/vrrym1XrlwRr776qnB1dRUSiURZRAAQGzduVI4rLaRycnLKxfVkIVVaiAUHB4tNmzaJGzdulHtNp06dhK+vb7ntpYXl0qVLhRD/FFLTpk1TGff48WMBQMydO7fcPiqSnJwsvvzyS/Haa6+Jhg0bCgDCyclJ/PHHHyrjCgoKxN69e0V0dLQIDg4WNjY2AoDo37+/SjFV9n0qfTg6OoqPP/5YOebjjz8WEolEjB8/Xuzdu7fC964yFRVSLi4uol+/fuXGbtq0SQAQe/bsEUL8U0h9/fXXah+vrFOnTglHR0fRtWvXcnP/mjVrJvr27VvuNaWF1Jw5cyrcZ3Z2tmjXrp1wcXERV65cUSuO/v37C0tLy3IFL1FN8dQekQFwdnaGra0tUlJS1BqfnZ0NABXOwfHw8FA+X6p+/frlxslksnLbZTIZAODx48flxj95lZelpSWcnJyUx3rw4AG6deuGY8eO4dNPP0V8fDxOnDiBrVu3AkC502C2trZwcHCoMk8A6N69O7Zt24aioiKMGDECDRs2RJs2bbBhwwblmOzs7Erfi9Lny3pyvk3pnLTKTtU9qVWrVpg0aRJ++OEHpKWlYeHChcjOzsaMGTNUxllZWSEkJASfffYZ9u3bh+vXr6NHjx7YuXMn9uzZozJ2yJAhOHHiBE6ePIlLly6V29/06dOxYMECHD16FKGhoXByckKvXr1w8uRJtWJ+kqbvWWXzvapy5swZ9OnTB82aNcPu3bvLzf0r+/tTVukyHxX93t69exd9+vTBzZs3ERcXh8aNG6sVy/Dhw1FUVFTt94uoMiykiAyAVCpFr169cOrUqXKTxStSWgikp6eXe+7WrVtwdnbWeowZGRkq3xcVFSE7O1sZyy+//IJbt27h+++/x+jRo9G9e3cEBATA3t6+wv2VnfT8NAMHDsTPP/+MnJwcxMfHo2HDhhg2bJhyvo+Tk1Ol7wUAnbwfpSQSCSZPnoy6des+dU6Pk5MTJk2aBKD8/J8GDRogICAA/v7+aN68OaRSqcrzlpaWiIqKwunTp3Hnzh1s2LAB169fR0hICB4+fKhx3Jq+Z5r8vICSIqp3797w9vbG/v374ejoWG5M27ZtcfHiRZX5bgBw/vx5AECbNm1Utt+9exe9e/dGSkoK4uLilHOp1CH+N0dNnYn+RJrgbxSRgZg+fTqEEBgzZgwKCgrKPV9YWKhce6hnz54AgB9++EFlzIkTJ3Dx4kXlFXDa9OOPP6p8/9///hdFRUXo0aMHgH8+aJ/sOnz33Xdai0EulyMoKAjz5s0DUPJhDQC9evVCcnIyTp8+rTJ+3bp1kEgkeP7557Vy/IoKD6Ck+MjNzVV2cwoLCyvstAAlC3oCqNF6RnXr1sXLL7+MCRMm4M6dO0hNTdV4H7169VIWv2WtW7cOtra26NKlS7XjO3v2LHr37o2GDRsiLi4O9erVq3DcSy+9hAcPHmDLli0q29euXQsPDw907txZua20iLp69Sr279+v8Tpj//nPf2BlZQV/f3/NEyKqguXThxBRbQgMDMTSpUvx5ptvwt/fH+PHj0fr1q1RWFiIM2fOYPny5WjTpg0GDBiAFi1a4I033sC3334LCwsLhIaGIjU1FTNmzICnpycmT56s9fi2bt0KS0tL9OnTBxcuXMCMGTPQvn17DBkyBADQtWtX1KtXD+PGjcPMmTNhZWWFH3/8EUlJSTU67ocffogbN26gV69eaNiwIe7du4evv/4aVlZWCAoKAgBMnjwZ69atwwsvvICPP/4Y3t7e2LVrF5YsWYLx48erXClWE2+88Qbu3buHwYMHo02bNpBKpfjjjz/w5ZdfwsLCAlOnTgUA5OTkoFGjRnjllVfQu3dveHp64sGDB4iPj8fXX3+NVq1aYdCgQRode8CAAWjTpg0CAgKUyyJ89dVX8Pb2RrNmzTTOZebMmdi5cyeef/55fPjhh6hfvz5+/PFH7Nq1C/Pnz6+wg6SOS5cuoXfv3gCAzz77DJcvX8bly5eVz5cu6wAAoaGh6NOnD8aPH4/c3Fw0bdoUGzZswN69e/HDDz8ou3KPHj1CSEgIzpw5g6+++gpFRUUqy1U0aNAATZo0AQB8/vnnSE5OVv6+ZGZmYtWqVdi/fz9mzZql0+4kmSl9T9IiIlVnz54VkZGRwsvLS8hkMlGnTh3RsWNH8eGHH6pMlFUoFGLevHmiefPmwsrKSjg7O4vhw4eL69evq+wvKChItG7dutxxvL29xQsvvFBuO56YmFw62fzUqVNiwIABws7OTtjb24tXX31V3L59W+W1R44cEYGBgcLW1lY0aNBAjB49Wpw+fVoAEKtXr1aOi4yMFHXq1Kkw/ycnm+/cuVOEhoaKZ555RshkMuUk6UOHDqm87tq1a2LYsGHCyclJWFlZiRYtWojPP/9c5Yqu0snmn3/+eYV5z5w5s8KYSu3bt0+MGjVK+Pr6CkdHR2FpaSnc3d3FoEGDRGJionJcfn6+WLBggQgNDRVeXl5CLpcLa2tr0apVK/Hee++J7Ozscsd+2gKSX3zxhejatatwdnYWMplMeHl5iddff12kpqZW+bqq9n/+/HkxYMAA4ejoKGQymWjfvr3Kz0mIfyabb968+anHEUKI1atXVzh5vvTx5P7v378v3nnnHeHm5iZkMplo165duasnS39ulT0iIyOVY2NjY8Vzzz0nGjRoICwtLYW9vb3o1q3bU6/IJKou3iKGiKo0a9YsfPTRR/j777/5r3kioidwjhQRERFRNbGQIiIiIqomntojIiIiqiZ2pIiIiIiqiYUUERERUTWxkCIiIiKqJi7IqUPFxcW4desW7O3tNb69AhEREemHEAL379+Hh4fHU28rxEJKh27dugVPT099h0FERETVcP36dTRs2LDKMSykdKj0Zq3Xr19X6y73REREpH+5ubnw9PSs9KbrZbGQ0qHS03kODg4spIiIiIyMOtNyONmciIiIqJpYSBERERFVEwspIiIiomriHCkDoFAoUFhYqO8wSE1WVlaQSqX6DoOIiAwACyk9EkIgIyMD9+7d03copKG6devCzc2N64MREZk5FlJ6VFpEubi4wNbWlh/KRkAIgYcPHyIzMxMA4O7urueIiIhIn1hI6YlCoVAWUU5OTvoOhzRgY2MDAMjMzISLiwtP8xERmTFONteT0jlRtra2eo6EqqP058a5bURE5o2FlJ7xdJ5x4s+NiIgAFlJERERE1cZCioiIiKiaWEiRxjIzMzF27Fh4eXlBLpfDzc0NISEhSExMBACcOXMG/fv3h4uLC6ytrdGoUSOEh4cjKysLAJCamgqJRKJ81KtXD927d0dCQoLyGAcPHsSAAQPg4eEBiUSCbdu2PTWuO3fu4O2330aLFi1ga2sLLy8vvPPOO8jJyXnqa2/evInhw4fDyckJtra26NChA06dOlW9N4iIiMwGCynS2ODBg5GUlIS1a9fizz//RGxsLHr06IE7d+4gMzMTvXv3hrOzM/bt24eLFy/i+++/h7u7Ox4+fKiynwMHDiA9PR0JCQlwcHBAv379kJKSAgDIy8tD+/btsWjRIrXjunXrFm7duoUFCxbg/PnzWLNmDfbu3YvXX3+9ytfdvXsXzz77LKysrLBnzx4kJyfjiy++QN26dTV+b4iIaqzokb4jIE0I0pmcnBwBQOTk5JR77tGjRyI5OVk8evRID5FV3927dwUAER8fX+HzMTExwtLSUhQWFla6j5SUFAFAnDlzRrntxo0bAoBYtmxZufEARExMTLXi/e9//ytkMlmV8UydOlU899xzGu3XWH9+RGTgkmYIsUEmRPYpfUdi1qr6/H4SO1IGRAiBvIK8Wn8IIdSO0c7ODnZ2dti2bRvy8/PLPe/m5oaioiLExMRotF9dLSeQk5MDBwcHWFpWvmRabGwsAgIC8Morr8DFxQUdO3bEihUrtBoHEZFa/j4MFBcAd07qOxJSExfkNCAPCx/Cbo5drR/3wfQHqCOro9ZYS0tLrFmzBmPGjMGyZcvg5+eHoKAgDB06FO3atUOXLl0QHR2NYcOGYdy4cejUqRN69uyJESNGwNXVtcJ95uXlYfr06ZBKpQgKCtJaXtnZ2fjkk08wduzYKsddvXoVS5cuRVRUFKKjo3H8+HG88847kMvlGDFihNbiISJ6qqI81f+SwdN7R2rJkiXw8fGBtbU1/P39cejQoSrHJyQkwN/fH9bW1mjcuDGWLVtWbsyWLVvg6+sLuVwOX19fxMTEqDy/dOlStGvXDg4ODnBwcEBgYCD27NmjMmbkyJEqE6IlEgm6dOlS84RNwODBg3Hr1i3ExsYiJCQE8fHx8PPzw5o1awAAn332GTIyMrBs2TL4+vpi2bJlaNmyJc6fP6+yn65du8LOzg729vbYsWMH1qxZg7Zt26oVw+zZs5XdMTs7O6Slpak8n5ubixdeeAG+vr6YOXNmlfsqLi6Gn58fZs+ejY4dO2Ls2LEYM2YMli5dqv6bQkSkDUUPSv5b+EC/cZD6dH2esSobN24UVlZWYsWKFSI5OVlMnDhR1KlTR1y7dq3C8VevXhW2trZi4sSJIjk5WaxYsUJYWVmJn376STnmyJEjQiqVitmzZ4uLFy+K2bNnC0tLS3H06FHlmNjYWLFr1y5x6dIlcenSJREdHS2srKzE77//rhwTGRkp+vbtK9LT05WP7OxsjfLTdI5UcXGxeJD/oNYfxcXFGuVVkddff114eXlV+Fx+fr7w9fUVI0aMEEL8M0cqNjZW/PXXXyIrK6vKfaOCOVLZ2dni8uXLykfZOVC5ubkiMDBQ9OrVS605TF5eXuL1119X2bZkyRLh4eFR6Ws4R4qIdGKbtxA/QogzU/UdiVnTZI6UXk/tLVy4EK+//jpGjx4NAPjqq6+wb98+LF26FHPmzCk3ftmyZfDy8sJXX30FAGjVqhVOnjyJBQsWYPDgwcp99OnTB9OnTwcATJ8+HQkJCfjqq6+wYcMGAMCAAQNU9vvZZ59h6dKlOHr0KFq3bq3cXnppf22RSCRqn2IzNL6+vpUuUSCTydCkSRPk5am2qj09PdGkSZNqHa9+/fqoX79+ue25ubkICQmBXC5HbGwsrK2tn7qvZ599FpcuXVLZ9ueff8Lb27tasRERVRs7UkZHb6f2CgoKcOrUKQQHB6tsDw4OxpEjRyp8TWJiYrnxISEhOHnypHKScmVjKtunQqHAxo0bkZeXh8DAQJXn4uPj4eLigubNm2PMmDHIzMysMqf8/Hzk5uaqPExNdnY2evbsiR9++AHnzp1DSkoKNm/ejPnz52PgwIHYuXMnhg8fjp07d+LPP//EpUuXsGDBAuzevRsDBw5U+zgPHjzA2bNncfbsWQBASkoKzp49W+4UXln3799HcHAw8vLysGrVKuTm5iIjIwMZGRlQKBTKcb169VJZVmHy5Mk4evQoZs+ejb/++gvr16/H8uXLMWHCBM3fICKimiidG6XgHCljobeOVFZWFhQKRbkJyK6ursjIyKjwNRkZGRWOLyoqQlZWFtzd3Ssd8+Q+z58/j8DAQDx+/Bh2dnaIiYmBr6+v8vnQ0FC88sor8Pb2RkpKCmbMmIGePXvi1KlTkMvlFcY3Z84cfPTRR2q/B8bIzs4OnTt3xpdffokrV66gsLAQnp6eGDNmDKKjo5Geng5bW1tMmTIF169fh1wuR7NmzbBy5UpERESofZyTJ0/i+eefV34fFRUFAIiMjFTOxXrSqVOncOzYMQBA06ZNVZ5LSUlBo0aNAABXrlxRLg4KAP/6178QExOD6dOn4+OPP4aPjw+++uorvPbaa2rHS0RUY8UKQPG45Gt2pIyG3q/ae/Lmr0KIKm8IW9H4J7ers88WLVrg7NmzuHfvHrZs2YLIyEgkJCQoi6nw8HDl2DZt2iAgIADe3t7YtWsXBg0aVGFs06dPV37gAyWnmTw9PSvNxRjJ5XLMmTOnwlOvANC4cWMsX768yn00atToqUsj9OjRQ6PlEzR5TWpqarlt/fv3R//+/TU6HhGRVpXtQvGqPaOht0LK2dkZUqm0XKcoMzOz0svk3dzcKhxvaWkJJyenKsc8uU+ZTKbsWgQEBODEiRP4+uuv8d1331V4bHd3d3h7e+Py5cuV5iSXyyvtVhEREVWpbPHEU3tGQ29zpGQyGfz9/REXF6eyPS4uDl27dq3wNYGBgeXG79+/HwEBAbCysqpyTGX7LCWEqHCByVLZ2dm4fv063N3dq9wPERFRtZQ9ncdTe0ZDr6f2oqKiEBERgYCAAAQGBmL58uVIS0vDuHHjAJScKrt58ybWrVsHABg3bhwWLVqEqKgojBkzBomJiVi1apXyajwAmDhxIrp374558+Zh4MCB2L59Ow4cOIDDhw8rx0RHRyM0NBSenp64f/8+Nm7ciPj4eOzduxdAyUTnWbNmYfDgwXB3d0dqaiqio6Ph7OyMl156qRbfISIiMhsKdqSMkV4LqfDwcGRnZ+Pjjz9Geno62rRpg927dysvO09PT1e5SsvHxwe7d+/G5MmTsXjxYnh4eOCbb75RLn0AlCzyuHHjRnzwwQeYMWMGmjRpgk2bNqFz587KMbdv30ZERATS09Ph6OiIdu3aYe/evejTpw8AQCqV4vz581i3bh3u3bsHd3d3PP/889i0aRPs7e1r6d0hIiKzwo6UUZIITWf0ktpyc3Ph6OiovN9bWY8fP0ZKSopyVXcyLvz5EZHW3doHxPct+dqqLvDKXb2GY86q+vx+kt5vEUNERET4ZzHOJ78mg8ZCioiIyBCUvWpPFAGKAv3FQmpjIUVERGQInuxCsStlFFhIERERGYInF+HkopxGgYUUERGRIWBHyiixkCKNZWZmYuzYsfDy8oJcLoebmxtCQkKQmJgIADhz5gz69+8PFxcXWFtbo1GjRggPD1fe3y41NRUSiUT5qFevHrp3746EhATlMebMmYN//etfsLe3h4uLC8LCwnDp0iW1YxRCIDQ0FBKJBNu2baty7KxZs1TikUgkcHNz0/yNISKqCXakjBILKdLY4MGDkZSUhLVr1+LPP/9EbGwsevTogTt37iAzMxO9e/eGs7Mz9u3bh4sXL+L777+Hu7s7Hj58qLKfAwcOID09HQkJCXBwcEC/fv2QkpICAEhISMCECRNw9OhRxMXFoaioCMHBwcjLU+8Py1dffVXlPRuf1Lp1a6Snpysf58+fV/8NISLSBhZSRknvNy0m43Lv3j0cPnwY8fHxCAoKAgB4e3ujU6dOAIBt27YhNzcXK1euhKVlya+Xj48PevbsWW5fTk5OcHNzg5ubG7777js0bNgQ+/fvx9ixY5WrzJdavXo1XFxccOrUKXTv3r3KGJOSkrBw4UKcOHFC7Vv6WFpasgtFRPrFU3tGiR0pAyIEkJdX+w9NlmS1s7ODnZ0dtm3bVuG9Cd3c3FBUVISYmBhostarra0tAKCwsLDC53NycgAA9evXr3I/Dx8+xKuvvopFixZpVBhdvnwZHh4e8PHxwdChQ3H16lW1X0tEpBXsSBklFlIG5OFDwM6u9h9PnHGrkqWlJdasWYO1a9eibt26ePbZZxEdHY1z584BALp06YLo6GgMGzYMzs7OCA0Nxeeff47bt29Xus+8vDxMnz4dUqlU2eUqSwiBqKgoPPfcc2jTpk2V8U2ePBldu3bFwIED1c6pc+fOWLduHfbt24cVK1YgIyMDXbt2RXZ2ttr7ICKqMXakjBILKdLY4MGDcevWLcTGxiIkJATx8fHw8/PDmjVrAACfffYZMjIysGzZMvj6+mLZsmVo2bJluXlHXbt2hZ2dHezt7bFjxw6sWbMGbdu2LXe8t956C+fOnVO5OfXs2bOV3TE7OzukpaUhNjYWv/zyC7766iuN8gkNDcXgwYPRtm1b9O7dG7t27QIArF27VrM3hoioJko7UBZWqt+TQeO99nRI03vtCaFZd0hbbG0BDeZlV2j06NGIi4vDtWvXyj1XUFCAjh07IiAgAGvXrkVqaip8fHwQGxsLX19f1K1bF05OThXu9+2338a2bdtw8OBB+Pj4KLffuXMHd+7cUX7fqFEjvPvuu/jmm29gYfHPvw8UCgUsLCzQrVs3xMfHq51Pnz590LRpUyxdurTC53mvPSLSut3tgXvnANuGwMMbQPvZQOvp+o7KLGlyrz1ONjcgEglQp46+o6geX1/fSpcZkMlkaNKkSbkr7jw9PdGkSZMKXyOEwNtvv42YmBjEx8erFFFAyVypJ+dLTZs2DaNHj1bZ1rZtW3z55ZcYMGCA2rnk5+fj4sWL6Natm9qvISKqsdIOlLVrSSHFjpRRYCFFGsnOzsYrr7yCUaNGoV27drC3t8fJkycxf/58DBw4EDt37sTGjRsxdOhQNG/eHEII7NixA7t378bq1avVPs6ECROwfv16bN++Hfb29sjIyAAAODo6wsbGpsLXlF4B+CQvLy+VQqxXr1546aWX8NZbbwEA3n33XQwYMABeXl7IzMzEp59+itzcXERGRmry1hAR1UzpnChrV9XvyaCxkCKN2NnZoXPnzvjyyy9x5coVFBYWwtPTE2PGjEF0dDTS09Nha2uLKVOm4Pr165DL5WjWrBlWrlyJiIgItY9TekqtR48eKttXr16NkSNH1iiHK1euKBcHBYAbN27g1VdfRVZWFho0aIAuXbrg6NGj8Pb2rtFxiIg0UrYjVfZ7MmicI6VDms6RIuPBnx8RaZUQwAYpAAH4TgOS5wLeQ4FnNzz1paR9msyR4lV7RERE+qZ4BOB/fQ12pIwKCykiIiJ9K1s0yRuU30YGi4UUERGRvpVOLJfaAFYOqtvIoLGQIiIi0rfS7pNlnZJH2W1k0FhIERER6Vtp98nSruRRdhsZNBZSRERE+saOlNFiIUVERKRvZTtSVuxIGRMWUkRERPpWtiMl/V9HSvEYKFboLyZSCwspIiIifauoIwUACp7eM3QspIiIiPStbEfKQg5ILFS3k8FiIUUay8zMxNixY+Hl5QW5XA43NzeEhIQgMTERAHDmzBn0798fLi4usLa2RqNGjRAeHq68v11qaiokEonyUa9ePXTv3h0JCQnKY8yaNUtljEQiqfCGxE/KyMhAREQE3NzcUKdOHfj5+eGnn36q8jXVPRYRkdYoCyk7QCL55/QeCymDx5sWk8YGDx6MwsJCrF27Fo0bN8bt27fx888/486dO8jMzETv3r0xYMAA7Nu3D3Xr1kVKSgpiY2Px8OFDlf0cOHAArVu3RmZmJqKjo9GvXz/8/vvv8PHxAQC0bt0aBw4cUI6XSqVPjS0iIgI5OTmIjY2Fs7Mz1q9fj/DwcJw8eRIdO3as9HXVORYRkdYoT+39r4CysgOK7nPCuRFgIUUauXfvHg4fPoz4+HgEBQUBALy9vdGpUycAwLZt25Cbm4uVK1fC0rLk18vHxwc9e/Ysty8nJye4ubnBzc0N3333HRo2bIj9+/dj7NixAABLS0uNO0OJiYlYunSpMp4PPvgAX375JU6fPl1lIVWdYxERaU3ZU3sAO1JGhKf2DIkQJf/T1PZDCLVDtLOzg52dHbZt24b8/Pxyz7u5uaGoqAgxMTEQGuzX1tYWAFBYWKjcdvnyZXh4eMDHxwdDhw7F1atXn7qf5557Dps2bcKdO3dQXFyMjRs3Ij8/Hz169KjyddU5FhGR1pSdbA78M+G8kB0pQ8eOlCFRPAT+a/f0cdo25ME//wp6CktLS6xZswZjxozBsmXL4Ofnh6CgIAwdOhTt2rVDly5dEB0djWHDhmHcuHHo1KkTevbsiREjRsDV1bXCfebl5WH69OmQSqXKLlfnzp2xbt06NG/eHLdv38ann36Krl274sKFC3Bycqo0vk2bNiE8PBxOTk6wtLSEra0tYmJi0KRJk0pfU91jERFpzZMdqdL/8qo9g8eOFGls8ODBuHXrFmJjYxESEoL4+Hj4+flhzZo1AIDPPvsMGRkZWLZsGXx9fbFs2TK0bNkS58+fV9lP165dYWdnB3t7e+zYsQNr1qxB27ZtAQChoaEYPHgw2rZti969e2PXrl0AgLVr1wIAZs+ereyO2dnZIS0tDUDJqby7d+/iwIEDOHnyJKKiovDKK6+UO3ZZTzsWEZHOFT7RkbJkR8pYSIQm519II7m5uXB0dEROTg4cHBxUnnv8+DFSUlLg4+MDa2vrko1ClHSlapvUtuQqkRoYPXo04uLicO3atXLPFRQUoGPHjggICMDatWuRmpoKHx8fxMbGwtfXF3Xr1lWr89OnTx80bdoUS5cuxZ07d3Dnzh3lc40aNcK1a9fQtGlT/P7772jdurXyud69e6Np06ZYtmyZ2vmUPVZFKvz5ERFV14EgIPMg8OwmwHsIcGgwcH0r8K8lQLPx+o7O7FT1+f0kntozJBKJ2qfYDI2vry+2bdtW4XMymQxNmjRBXp5qi9rT07PKU25l5efn4+LFi+jWrRsAoH79+qhfv77KmNKrAi0sVButUqkUxcXFah2nomMREekcO1JGi6f2SCPZ2dno2bMnfvjhB5w7dw4pKSnYvHkz5s+fj4EDB2Lnzp0YPnw4du7ciT///BOXLl3CggULsHv3bgwcOFDt47z77rtISEhASkoKjh07hpdffhm5ubmIjIys9DUtW7ZE06ZNMXbsWBw/fhxXrlzBF198gbi4OISFhSnH9erVC4sWLarRsYiItEpRyRwpXrVn8NiRIo3Y2dmhc+fO+PLLL3HlyhUUFhbC09MTY8aMQXR0NNLT02Fra4spU6bg+vXrkMvlaNasGVauXImIiAi1j3Pjxg28+uqryMrKQoMGDdClSxccPXoU3t7elb7GysoKu3fvxrRp0zBgwAA8ePAATZs2xdq1a9GvXz/luCtXrigXB63usYiItKq082T1REeK60gZPqFnixcvFo0aNRJyuVz4+fmJgwcPVjk+Pj5e+Pn5CblcLnx8fMTSpUvLjfnpp59Eq1athEwmE61atRJbt25VeX7JkiWibdu2wt7eXtjb24suXbqI3bt3q4wpLi4WM2fOFO7u7sLa2loEBQWJ33//XaPccnJyBACRk5NT7rlHjx6J5ORk8ejRI432SYaBPz8i0qr/1hXiRwhx72LJ9+dmlXx/bJx+4zJTVX1+P0mvp/Y2bdqESZMm4f3338eZM2fQrVs3hIaGKq/AelJKSgr69euHbt264cyZM4iOjsY777yDLVu2KMckJiYiPDwcERERSEpKQkREBIYMGYJjx44pxzRs2BBz587FyZMncfLkSfTs2RMDBw7EhQsXlGPmz5+PhQsXYtGiRThx4gTc3NzQp08f3L9/X3dvCBERmafSU3vKjhRP7RmNWijsKtWpUycxbpxqtd2yZUsxbdq0Cse/9957omXLlirbxo4dK7p06aL8fsiQIaJv374qY0JCQsTQoUOrjKVevXpi5cqVQoiSbpSbm5uYO3eu8vnHjx8LR0dHsWzZsqcn9j/sSJku/vyISGuK8ku6Tz9CiPw7Jdv+XFryfcJL+o3NTBlFR6qgoACnTp1CcHCwyvbg4GAcOXKkwtckJiaWGx8SEoKTJ08qV8SubExl+1QoFNi4cSPy8vIQGBgIoKTzlZGRobIfuVyOoKCgSvcDlFztlZubq/IgIiKqUtlFN6WcbG5s9FZIZWVlQaFQlFvt2tXVFRkZGRW+JiMjo8LxRUVFysnDlY15cp/nz5+HnZ0d5HI5xo0bh5iYGPj6+ir3Ufo6dWMDgDlz5sDR0VH58PT0rHQsERERgH8mmltYAVJZydecbG409L78geSJhSCFEOW2PW38k9vV2WeLFi1w9uxZHD16FOPHj0dkZCSSk5NrFNv06dORk5OjfFy/fr3SsU/GT8aFPzci0prSrpO0zDqC7EgZDb0tf+Ds7AypVFquw5OZmVnpPdnc3NwqHG9paalcGbuyMU/uUyaToWnTpgCAgIAAnDhxAl9//TW+++47uLm5ASjpTLm7u6sVG1By+k8ul1eVtpKVlRWAkkUkbWxs1HoNGY7SxT9Lf45ERNVW9MTSBwA7UkZEb4WUTCaDv78/4uLi8NJLLym3x8XFVbpwY2BgIHbs2KGybf/+/QgICFB+oAUGBiIuLg6TJ09WGdO1a9cq4xFCID8/HwDg4+MDNzc3xMXFoWPHjgBK5nQlJCRg3rx5midbAalUirp16yIzMxMAYGtrW2W3iwyDEAIPHz5EZmYm6tatC6lUqu+QiMjYPXnD4rJfsyNl8PS6IGdUVBQiIiIQEBCAwMBALF++HGlpaRg3bhyAklNlN2/exLp16wAA48aNw6JFixAVFYUxY8YgMTERq1atwoYNG5T7nDhxIrp374558+Zh4MCB2L59Ow4cOIDDhw8rx0RHRyM0NBSenp64f/8+Nm7ciPj4eOzduxdAySm9SZMmYfbs2WjWrBmaNWuG2bNnw9bWFsOGDdNa/qWdr9JiioxH3bp1lT8/IqIaKXri9jBlv2ZHyuDptZAKDw9HdnY2Pv74Y6Snp6NNmzbYvXu3ckXp9PR0lTWlfHx8sHv3bkyePBmLFy+Gh4cHvvnmGwwePFg5pmvXrti4cSM++OADzJgxA02aNMGmTZvQuXNn5Zjbt28jIiIC6enpcHR0RLt27bB371706dNHOea9997Do0eP8Oabb+Lu3bvo3Lkz9u/fD3t7e63lL5FI4O7uDhcXF+VVh2T4rKys2IkiIu15WkdKiBrfWJ50RyI4a1ZnNLl7NBERmakrq4FjowCPfkCPXSXbCu8Dm//3uTHkIWDJubS1SZPPb71ftUdERGTWlKf2ynSkpLblnyeDxEKKiIhIn5Sn9srMkbKQAlIb1efJILGQIiIi0qeKOlIAJ5wbCRZSRERE+lTRZPOy37MjZdBYSBEREelTRcsflP2eHSmDxkKKiIhIn9iRMmospIiIiPSJHSmjxkKKiIhIn9iRMmospIiIiPSJHSmjxkKKiIhIn9iRMmospIiIiPSpogU5ARZSRoKFFBERkT5xQU6jxkKKiIhIn9iRMmospIiIiPSlWAEoHpV8zY6UUWIhRUREpC+Kh/98zcnmRomFFBERkb4ou00SQGqj+pwVO1LGgIUUERGRvpRd+kAiUX1Oyo6UMWAhRUREpC+VLcYJsCNlJFhIERER6Utli3GW3caOlEFjIUVERKQvlS19UHYbCymDxkKKiIhIXypbjLPsNp7aM2gspIiIiPSlyo7U/wqp4kJAUVB7MZFGWEgRERHpS1UdKWmZbQqe3jNULKSIiIj0parJ5lIZYGGlOo4MDgspIiIifSmsYvmDstsLOU/KULGQIiIi0hdFFR2pstt5as9gsZAiIiLSF3akjB4LKSIiIn2pao5U2e2cI2WwWEgRERHpS+lVe1ZP6UhxLSmDxUKKiIhIX0o7TVJ2pIwVCykiIiJ9KZ1EXmlHioWUoWMhRUREpC+lk8gr7Ujx1J6hYyFFRESkL0XsSBk7FlJERET6UtUtYgB2pIwACykiIiJ94WRzo8dCioiISB+E4PIHJkCtQio2Nlbjx6NHj9QKYMmSJfDx8YG1tTX8/f1x6NChKscnJCTA398f1tbWaNy4MZYtW1ZuzJYtW+Dr6wu5XA5fX1/ExMSoPD9nzhz861//gr29PVxcXBAWFoZLly6pjBk5ciQkEonKo0uXLmrlRERE9FSKxwBEyddckNNoWaozKCwsTKOdSiQSXL58GY0bN65y3KZNmzBp0iQsWbIEzz77LL777juEhoYiOTkZXl5e5canpKSgX79+GDNmDH744Qf89ttvePPNN9GgQQMMHjwYAJCYmIjw8HB88skneOmllxATE4MhQ4bg8OHD6Ny5M4CSYmzChAn417/+haKiIrz//vsIDg5GcnIy6tT555e5b9++WL16tfJ7mUym0ftARERUqbJdJl61Z7QkQgjxtEEWFhbIyMiAi4uLWju1t7dHUlLSUwupzp07w8/PD0uXLlVua9WqFcLCwjBnzpxy46dOnYrY2FhcvHhRuW3cuHFISkpCYmIiACA8PBy5ubnYs2ePckzfvn1Rr149bNiwocI4/v77b7i4uCAhIQHdu3cHUNKRunfvHrZt26ZWzhXJzc2Fo6MjcnJy4ODgUO39EBGRCXqQCsT6AFJrILySszg3YoGDAwGnzkDI0VoNz5xp8vmt1qm9yMhI2NjYqB3A8OHDn3rggoICnDp1CsHBwSrbg4ODceTIkQpfk5iYWG58SEgITp48icLCwirHVLZPAMjJyQEA1K9fX2V7fHw8XFxc0Lx5c4wZMwaZmZlV5kRERKQ25X32KpkfVfY5ntozWGqd2it7eksdZTtMlcnKyoJCoYCrq6vKdldXV2RkZFT4moyMjArHFxUVISsrC+7u7pWOqWyfQghERUXhueeeQ5s2bZTbQ0ND8corr8Db2xspKSmYMWMGevbsiVOnTkEul1e4r/z8fOTn5yu/z83NrfwNICIi8/a0pQ/KPsdTewZL46v21qxZg4cPH2otAIlEovK9EKLctqeNf3K7Jvt86623cO7cuXKn/cLDw/HCCy+gTZs2GDBgAPbs2YM///wTu3btqjS2OXPmwNHRUfnw9PSsdCwREZk5tTpSnGxu6DQupKZPnw43Nze8/vrrVZ4uexpnZ2dIpdJynaLMzMxyHaVSbm5uFY63tLSEk5NTlWMq2ufbb7+N2NhY/Prrr2jYsGGV8bq7u8Pb2xuXL1+udMz06dORk5OjfFy/fr3KfRIRkRlTqyPFyeaGTuNC6saNG/jhhx9w9+5dPP/882jZsiXmzZtX6amzyshkMvj7+yMuLk5le1xcHLp27VrhawIDA8uN379/PwICAmBlZVXlmLL7FELgrbfewtatW/HLL7/Ax8fnqfFmZ2fj+vXrcHd3r3SMXC6Hg4ODyoOIiKhCmnSkFI+AYoXuYyLNiRq4ffu2+OKLL0Tbtm2FlZWVGDBggNi2bZtQKBRqvX7jxo3CyspKrFq1SiQnJ4tJkyaJOnXqiNTUVCGEENOmTRMRERHK8VevXhW2trZi8uTJIjk5WaxatUpYWVmJn376STnmt99+E1KpVMydO1dcvHhRzJ07V1haWoqjR48qx4wfP144OjqK+Ph4kZ6ernw8fPhQCCHE/fv3xZQpU8SRI0dESkqK+PXXX0VgYKB45plnRG5urtrvT05OjgAgcnJy1H4NERGZicvLhfgRQsQPqHxM4cOSMT9CiAL1P3+oZjT5/K5RISWEEEePHhVvvPGGkMvlolGjRqJu3bqiUaNG4tdff1Xr9YsXLxbe3t5CJpMJPz8/kZCQoHwuMjJSBAUFqYyPj48XHTt2FDKZTDRq1EgsXbq03D43b94sWrRoIaysrETLli3Fli1bVJ5HyQpo5R6rV68WQgjx8OFDERwcLBo0aCCsrKyEl5eXiIyMFGlpaRq9NyykiIioUhe/LCmQDg+tfExxsRA/SkrGPUyvtdDMnSaf32qtI/Wk27dv4z//+Q9Wr16Nq1evIiwsDK+//jp69+6NR48e4YMPPsBPP/2Ea9euaa91ZoS4jhQREVXq90+BczOAJqOBzisqH/dfB6DoPjDgMmDftPbiM2NaX0eqrAEDBsDT0xNr1qzBmDFjcPPmTWzYsAG9e/cGANjY2GDKlCmcaE1ERFQV5RypKiabl32eV+4ZJLXWkSqrdAXwwMDASse4u7sjJSWlRoERERGZNOVVe1VMNi/7PK/cM0gaF1KrVq166hiJRAJvb+9qBURERGQW2JEyCRoXUgCQl5eHhIQEpKWloaCgQOW5d955RyuBERERmTR1lj8AWEgZOI0LqTNnzqBfv354+PAh8vLyUL9+fWRlZcHW1hYuLi4spIiIiNShzoKcAE/tGTiNJ5tPnjwZAwYMwJ07d2BjY4OjR4/i2rVr8Pf3x4IFC3QRIxERkelhR8okaFxInT17FlOmTIFUKoVUKkV+fj48PT0xf/58REdH6yJGIiIi08OOlEnQuJCysrJS3gDY1dUVaWlpAABHR0fl10RERPQU7EiZBI3nSHXs2BEnT55E8+bN8fzzz+PDDz9EVlYW/vOf/6Bt27a6iJGIiMj0qNuRsmJHypBp3JGaPXu28sa9n3zyCZycnDB+/HhkZmZi+fLlWg+QiIjIJKm7/IGUHSlDpnFHKiAgQPl1gwYNsHv3bq0GREREZBbUXZCztCNVyI6UIdK4I0VEREQ1pCgAigtLvlZ3QU4FO1KGSK2OVMeOHZUTzJ/m9OnTNQqIiIjI5JUtitS9RQw7UgZJrUIqLCxM+fXjx4+xZMkS+Pr6Ku+3d/ToUVy4cAFvvvmmToIkIiIyKaXznSSWgFRW9Vh2pAyaWoXUzJkzlV+PHj0a77zzDj755JNyY65fv67d6IiIiEyRuksfAJxsbuA0niO1efNmjBgxotz24cOHY8uWLVoJioiIyKSpu/QBwMnmBk7jQsrGxgaHDx8ut/3w4cOwtrbWSlBEREQmrbS7ZKVGR4qn9gyaxssfTJo0CePHj8epU6fQpUsXACVzpL7//nt8+OGHWg+QiIjI5JR2l6RqdKQ42dygaVxITZs2DY0bN8bXX3+N9evXAwBatWqFNWvWYMiQIVoPkIiIyOQoqtmREgJQ8yp6qh1qF1J//vknmjdvDgAYMmQIiyYiIqLqqk5HShQDiseApY3u4iKNqT1HqmPHjmjVqhWmTp2KxMREXcZERERk2tS9PQwASG3Lv44MhtqFVHZ2NubPn4/s7Gy89NJLcHV1xeuvv47Y2Fg8fvxYlzESERGZltKr9tQ5tWchBaQ2qq8jg6F2IWVtbY0BAwZg5cqVSE9PR0xMDBo0aIBp06bByckJAwcOxPfff4/MzExdxktERGT8SjtL6pzaA/7pXLEjZXCqda89iUSCrl27Yu7cuUhOTsbZs2fRvXt3rFmzBp6enli8eLG24yQiIjIdmix/ALCQMmAaX7VXkWbNmmHKlCmYMmUKsrOzcefOHW3sloiIyDQVaTDZHPhnwjlP7RmcahVSN2/exG+//YbMzEwUFxcrt0skErz99ttwcnLSWoBEREQmhx0pk6FxIbV69WqMGzcOMpkMTk5OkJRZz6K0kCIiIqIqaHKLGIAdKQOmcSH14Ycf4sMPP8T06dNhYVGtKVZERETmTZObFgPsSBkwjSuhhw8fYujQoSyiiIiIqosdKZOhcTX0+uuvY/PmzbqIhYiIyDywI2UyND61N2fOHPTv3x979+5F27ZtYWVlpfL8woULtRYcERGRSWJHymRoXEjNnj0b+/btQ4sWLQCg3GRzIiIiegpNbhFTdhw7UgZH40Jq4cKF+P777zFy5EgdhENERGQGlB0pdU/tsSNlqDSeIyWXy/Hss8/qIhYiIiLTJ4oBxaOSr9mRMnoaF1ITJ07Et99+q4tYiIiITF/Rw3++5mRzo6fxqb3jx4/jl19+wc6dO9G6detyk823bt2qteCIiIhMjvL0nASQ2qj3Gp7aM1gad6Tq1q2LQYMGISgoCM7OznB0dFR5aGrJkiXw8fGBtbU1/P39cejQoSrHJyQkwN/fH9bW1mjcuDGWLVtWbsyWLVvg6+sLuVwOX19fxMTEqDw/Z84c/Otf/4K9vT1cXFwQFhaGS5cuqYwRQmDWrFnw8PCAjY0NevTogQsXLmicHxERkYqyE83VvUiLHSnDJfRo48aNwsrKSqxYsUIkJyeLiRMnijp16ohr165VOP7q1avC1tZWTJw4USQnJ4sVK1YIKysr8dNPPynHHDlyREilUjF79mxx8eJFMXv2bGFpaSmOHj2qHBMSEiJWr14tfv/9d3H27FnxwgsvCC8vL/HgwQPlmLlz5wp7e3uxZcsWcf78eREeHi7c3d1Fbm6u2vnl5OQIACInJ6ca7w4REZmkO2eF+BFCbHFV/zUZ8SWv2dFSd3GRkiaf3xIhhNBXEde5c2f4+flh6dKlym2tWrVCWFgY5syZU2781KlTERsbi4sXLyq3jRs3DklJSUhMTAQAhIeHIzc3F3v27FGO6du3L+rVq4cNGzZUGMfff/8NFxcXJCQkoHv37hBCwMPDA5MmTcLUqVMBAPn5+XB1dcW8efMwduxYtfLLzc2Fo6MjcnJy4ODgoNZriIjIxP19BIh7FrBrArz4l3qvyT4J7PsXYOsJhKXpNj7S6PNbrVN7fn5+uHv3rtoBPPfcc7h582aVYwoKCnDq1CkEBwerbA8ODsaRI0cqfE1iYmK58SEhITh58iQKCwurHFPZPgEgJycHAFC/fn0AQEpKCjIyMlT2I5fLERQUVOV+iIiInkrTxTgBzpEyYGpNNj979iySkpKUhYY64/Pz86sck5WVBYVCAVdXV5Xtrq6uyMjIqPA1GRkZFY4vKipCVlYW3N3dKx1T2T6FEIiKisJzzz2HNm3aKI9T+ron93Pt2rVKc8rPz1fJOzc3t9KxRERkpjS9PQzAOVIGTO2r9nr16gV1zwJqssL5k2OFEFW+vqLxT27XZJ9vvfUWzp07h8OHD9c4tjlz5uCjjz6q9HkiIqJqdaSs/ld0FRcAxYWAhVXV46nWqFVIpaSkaLzjhg0bVvm8s7MzpFJpuU5RZmZmuU5QKTc3twrHW1pawsnJqcoxFe3z7bffRmxsLA4ePKgSr5ubG4CSzpS7u7tasQHA9OnTERUVpfw+NzcXnp6elY4nIiIzpOntYQBAWmZsUR4gq6vVkKj61CqkvL29tX5gmUwGf39/xMXF4aWXXlJuj4uLw8CBAyt8TWBgIHbs2KGybf/+/QgICFCuZxUYGIi4uDhMnjxZZUzXrl2V3wsh8PbbbyMmJgbx8fHw8fFR2aePjw/c3NwQFxeHjh07AiiZ05WQkIB58+ZVmpNcLodcLlfzHSAiIrNUnVN7UhkgsQREEQspA6PxgpzaFBUVhYiICAQEBCAwMBDLly9HWloaxo0bB6Ckw3Pz5k2sW7cOQMkVeosWLUJUVBTGjBmDxMRErFq1SuVqvIkTJ6J79+6YN28eBg4ciO3bt+PAgQMqp+4mTJiA9evXY/v27bC3t1d2sBwdHWFjYwOJRIJJkyZh9uzZaNasGZo1a4bZs2fD1tYWw4YNq8V3iIiITE51Tu0BJYVX4T1OODc0OluEQU2LFy8W3t7eQiaTCT8/P5GQkKB8LjIyUgQFBamMj4+PFx07dhQymUw0atRILF26tNw+N2/eLFq0aCGsrKxEy5YtxZYtW1SeB1DhY/Xq1coxxcXFYubMmcLNzU3I5XLRvXt3cf78eY1y4zpSRERUzun/K1kT6tQUzV639ZmS12Wf0k1cpGQ060iZOq4jRURE5Zx4E7i8FGjzIdBOgwuUdrYEci8BvRMAl+66i4+0v44UERERaUl15kgB/0w45xIIBqXac6QKCgqQmZmJ4uJile1eXl41DoqIiMhkVXeOlBUX5TREGhdSly9fxqhRo8qt8C3+t8aSQqHQWnBEREQmhx0pk6JxITVy5EhYWlpi586dcHd312jxTSIiIrNX045UITtShkTjQurs2bM4deoUWrZsqYt4iIiITFt1O1KlhZeCHSlDovFkc19fX2RlZekiFiIiItNXWIN1pMq+ngyCxoXUvHnz8N577yE+Ph7Z2dnIzc1VeRAREVEVFNW4RUzZ8ZwjZVA0PrXXu3dvACU3MS6Lk82JiIjUUNPJ5jy1Z1A0LqR+/fVXXcRBRERk+oTgZHMTo3EhFRQUpIs4iIiITF9xPiD+t/6iFSebm4JqLch57949rFq1ChcvXoREIoGvry9GjRoFR0dHbcdHRERkOsp2k6ScbG4KNJ5sfvLkSTRp0gRffvkl7ty5g6ysLCxcuBBNmjTB6dOndREjERGRaSjtJkmtAQupZq/lZHODpHFHavLkyXjxxRexYsUKWFqWvLyoqAijR4/GpEmTcPDgQa0HSUREZBKqu/QB8E9HireIMSgaF1InT55UKaIAwNLSEu+99x4CAgK0GhwREZFJqe4VewA7UgZK41N7Dg4OSEtLK7f9+vXrsLe310pQREREJqm6V+wB7EgZKI0LqfDwcLz++uvYtGkTrl+/jhs3bmDjxo0YPXo0Xn31VV3ESEREZBrYkTI5Gp/aW7BgASQSCUaMGIGioiIAgJWVFcaPH4+5c+dqPUAiIiKTUVTNVc2Bf4ovxcOSJRQkGvdCSAc0LqRkMhm+/vprzJkzB1euXIEQAk2bNoWtra0u4iMiIjIdpaflNF36AFAtvooear4OFelEtdaRAgBbW1u0bdtWm7EQERGZttKOVHWKIKkNAAkAUbIfFlIGQa1CatCgQVizZg0cHBwwaNCgKsdu3bpVK4ERERGZnJpMNpdISl5X9OB/+3HVamhUPWoVUo6OjpBIJABKrtor/ZqIiIg0UJPJ5kCZQooTzg2FWoXU6tWrlV+vWbNGV7EQERGZtpp0pID/FWC3uQSCAdF4yn/Pnj1x7969cttzc3PRs2dPbcRERERkmrTRkSq7H9I7jQup+Ph4FBQUlNv++PFjHDp0SCtBERERmSStdKTAjpQBUfuqvXPnzim/Tk5ORkZGhvJ7hUKBvXv34plnntFudERERKaEHSmTo3Yh1aFDB0gkEkgkkgpP4dnY2ODbb7/VanBEREQmhR0pk6N2IZWSkgIhBBo3bozjx4+jQYMGyudkMhlcXFwglUp1EiQREZFJYEfK5KhdSHl7ewMAiouLdRYMERGRSavJLWLKvo6FlMGo9srmycnJSEtLKzfx/MUXX6xxUERERCaJp/ZMjsaF1NWrV/HSSy/h/PnzkEgkEEIAgHKRToVCod0IiYiITAVP7ZkcjZc/mDhxInx8fHD79m3Y2triwoULOHjwIAICAhAfH6+DEImIiEwEO1ImR+OOVGJiIn755Rc0aNAAFhYWsLCwwHPPPYc5c+bgnXfewZkzZ3QRJxERkXErLgSK/zcdhh0pk6FxR0qhUMDOruQXwNnZGbdu3QJQMhn90qVL2o2OiIjIVJQtftiRMhkad6TatGmDc+fOoXHjxujcuTPmz58PmUyG5cuXo3HjxrqIkYiIyPiVFlISS8BCVr19sCNlcDQupD744APk5ZX8AD/99FP0798f3bp1g5OTEzZu3Kj1AImIiExC2flR/7tAS2PsSBkcjQupkJAQ5deNGzdGcnIy7ty5g3r16imv3CMiIqIn1PSKPYAdKQOk8RypUaNG4f79+yrb6tevj4cPH2LUqFEaB7BkyRL4+PjA2toa/v7+T73xcUJCAvz9/WFtbY3GjRtj2bJl5cZs2bIFvr6+kMvl8PX1RUxMjMrzBw8exIABA+Dh4QGJRIJt27aV28fIkSOVt8QpfXTp0kXj/IiIiADU/Io9ALBiR8rQaFxIrV27Fo8ePSq3/dGjR1i3bp1G+9q0aRMmTZqE999/H2fOnEG3bt0QGhqKtLS0CsenpKSgX79+6NatG86cOYPo6Gi888472LJli3JMYmIiwsPDERERgaSkJERERGDIkCE4duyYckxeXh7at2+PRYsWVRlf3759kZ6ernzs3r1bo/yIiIiUtNGRkrIjZWgkonRFzafIzc2FEAL16tXD5cuXVe61p1AosGPHDkybNk15FZ86OnfuDD8/PyxdulS5rVWrVggLC8OcOXPKjZ86dSpiY2Nx8eJF5bZx48YhKSkJiYmJAIDw8HDk5uZiz549yjF9+/ZFvXr1sGHDhnL7lEgkiImJQVhYmMr2kSNH4t69exV2q9SVm5sLR0dH5OTkwMHBodr7ISIiE5D2E3D4FaBBN6DPwert4+EtYNszgEQKDC2s/lwrqpImn99qd6Tq1q2L+vXrQyKRoHnz5qhXr57y4ezsjFGjRmHChAlqB1lQUIBTp04hODhYZXtwcDCOHDlS4WsSExPLjQ8JCcHJkydRWFhY5ZjK9lmV+Ph4uLi4oHnz5hgzZgwyMzM13gcREREA7Z7aEwqgOL/mMVGNqT3Z/Ndff4UQAj179sSWLVtQv3595XMymQze3t7w8PBQ+8BZWVlQKBRwdXVV2e7q6oqMjIwKX5ORkVHh+KKiImRlZcHd3b3SMZXtszKhoaF45ZVX4O3tjZSUFMyYMQM9e/bEqVOnIJfLK3xNfn4+8vP/+cXOzc3V6JhERGTCtHlqr3R/UuuaxUQ1pnYhFRQUBKBknpKXl5fWrtB7cj9CiCr3XdH4J7drus+KhIeHK79u06YNAgIC4O3tjV27dmHQoEEVvmbOnDn46KOPNDoOERGZCW10pCykJcWT4nHJ/uRO2omNqk2tQurcuXNo06YNLCwskJOTg/Pnz1c6tl27dmod2NnZGVKptFynKDMzs1xHqZSbm1uF4y0tLeHk5FTlmMr2qS53d3d4e3vj8uXLlY6ZPn06oqKilN/n5ubC09OzRsclIiIToY2OFFBSiCkec8K5gVCrkOrQoQMyMjLg4uKCDh06QCKRoKI56hKJBAqFQq0Dy2Qy+Pv7Iy4uDi+99JJye1xcHAYOHFjhawIDA7Fjxw6Vbfv370dAQACsrKyUY+Li4jB58mSVMV27dlUrrspkZ2fj+vXrcHd3r3SMXC6v9LQfERGZuUItdKSAkkIsP/uf/ZFeqVVIpaSkKK/SS0lJ0drBo6KiEBERgYCAAAQGBmL58uVIS0vDuHHjAJR0eG7evKlcVmHcuHFYtGgRoqKiMGbMGCQmJmLVqlUqV+NNnDgR3bt3x7x58zBw4EBs374dBw4cwOHDh5VjHjx4gL/++kslv7Nnz6J+/frw8vLCgwcPMGvWLAwePBju7u5ITU1FdHQ0nJ2dVYo+IiIitSm02JEquz/SL6FnixcvFt7e3kImkwk/Pz+RkJCgfC4yMlIEBQWpjI+PjxcdO3YUMplMNGrUSCxdurTcPjdv3ixatGghrKysRMuWLcWWLVtUnv/1118FgHKPyMhIIYQQDx8+FMHBwaJBgwbCyspKeHl5icjISJGWlqZRbjk5OQKAyMnJ0eh1RERkgg4PE+JHCJH8Rc32s7dTyX6ux2onLipHk89vtdeRKuvSpUv49ttvcfHiRUgkErRs2RJvv/02WrRoodUiz9hxHSkiIlI6GAbc2A50+g5o+kb19/NzT+D2r0DXDUCjoVoLj/6hk3WkSv30009o06YNTp06hfbt26Ndu3Y4ffo02rRpg82bN1c7aCIiIpNWOjlcWsM5UlKe2jMkGt+0+L333sP06dPx8ccfq2yfOXMmpk6dildeeUVrwREREZmM0snhVjWcI1X6ek42Nwgad6QyMjIwYsSIctuHDx+u8aKXREREZkM52bymV+2xI2VINC6kevTogUOHDpXbfvjwYXTr1k0rQREREZmc0g5STU/tWbIjZUg0PrX34osvYurUqTh16hS6dOkCADh69Cg2b96Mjz76CLGxsSpjiYiICP90kGp6aq+0I8UFOQ2CxlftWVio18TSZHFOU8Wr9oiISGlTHUDxEHjxCmDXuPr7uTAHSIoGGo8CuqzSXnykpMnnt8YdqeLi4moHRkREZJZEcUkRBWhvQU52pAyCxnOkiIiISENFD//5Whu3iAH+uQky6ZVaHalvvvkGb7zxBqytrfHNN99UOfadd97RSmBEREQmQ9k9kgBSm5rtix0pg6JWIfXll1/itddeg7W1Nb788stKx0kkEhZSRERETyrtHlnaApIangxiR8qgqH3T4oq+JiIiIjUUaemGxQA7UgaGc6SIiIh0rUhLi3GW3QcLKYOgcSH18ssvY+7cueW2f/7557w9DBERUUWUp/a0UUjx1J4h0biQSkhIwAsvvFBue9++fXHw4EGtBEVERGRSeGrPZGlcSD148AAymazcdisrK+Tm5molKCIiIpOii45UcT5QXFTz/VGNaFxItWnTBps2bSq3fePGjfD19dVKUERERCZFFx2psvslvdF4ZfMZM2Zg8ODBuHLlCnr27AkA+Pnnn7FhwwZs3rxZ6wESEREZPW12pCxkgMQSEEUl+5U51nyfVG3Vumnxtm3bMHv2bPz000+wsbFBu3btcODAAQQFBekiRiIiIuOmzY6URFJSkBXmsCNlADQupADghRdeqHDCOREREVVAmx0poKQgK8zhlXsGoFrrSN27dw8rV65EdHQ07ty5AwA4ffo0bt68qdXgiIiITII2O1IAr9wzIBp3pM6dO4fevXvD0dERqampGD16NOrXr4+YmBhcu3YN69at00WcRERExkubC3KW3Q8LKb3TuCMVFRWFkSNH4vLly7C2tlZuDw0N5TpSREREFVGe2tNWR4qLchoKjQupEydOYOzYseW2P/PMM8jIyNBKUERERCaFHSmTpXEhZW1tXeHCm5cuXUKDBg20EhQREZFJ0cVk87L7Jb3RuJAaOHAgPv74YxQWFgIAJBIJ0tLSMG3aNAwePFjrARIRERk9TjY3WRoXUgsWLMDff/8NFxcXPHr0CEFBQWjatCns7e3x2Wef6SJGIiIi48aOlMnS+Ko9BwcHHD58GL/88gtOnz6N4uJi+Pn5oXfv3rqIj4iIyPixI2WyNCqkioqKYG1tjbNnz6Jnz57KW8QQERFRFdiRMlkandqztLSEt7c3FAqFruIhIiIyLUKwI2XCNJ4j9cEHH2D69OnKFc2JiIioCsX5gPhfA0JbHSkrdqQMhcZzpL755hv89ddf8PDwgLe3N+rUUf2lOH36tNaCIyIiMnplu0baKqSk7EgZCo0LqYEDB0IikegiFiIiItNTWuxYyAELjT92K8ZTewZD45/orFmzdBAGERGRiSo9/WalpflRZffFU3t6p/YcqYcPH2LChAl45pln4OLigmHDhiErK0uXsRERERm/0q6RVEun9cruix0pvVO7kJo5cybWrFmDF154AUOHDkVcXBzGjx+vy9iIiIiMn7aXPgDYkTIgap/a27p1K1atWoWhQ4cCAIYPH45nn30WCoUCUqlUZwESEREZNW0vfQBwjpQBUbsjdf36dXTr1k35fadOnWBpaYlbt27VKIAlS5bAx8cH1tbW8Pf3x6FDh6ocn5CQAH9/f1hbW6Nx48ZYtmxZuTFbtmyBr68v5HI5fH19ERMTo/L8wYMHMWDAAHh4eEAikWDbtm3l9iGEwKxZs+Dh4QEbGxv06NEDFy5cqFGuRERkhgp10JFSLsiZB4hi7e2XNKZ2IaVQKCCTyVS2WVpaoqioqNoH37RpEyZNmoT3338fZ86cQbdu3RAaGoq0tLQKx6ekpKBfv37o1q0bzpw5g+joaLzzzjvYsmWLckxiYiLCw8MRERGBpKQkREREYMiQITh27JhyTF5eHtq3b49FixZVGtv8+fOxcOFCLFq0CCdOnICbmxv69OmD+/fvVztfIiIyQwoddqQAQPFIe/sljUmEEEKdgRYWFggNDYVcLldu27FjB3r27KmyltTWrVvVPnjnzp3h5+eHpUuXKre1atUKYWFhmDNnTrnxU6dORWxsLC5evKjcNm7cOCQlJSExMREAEB4ejtzcXOzZs0c5pm/fvqhXrx42bNhQbp8SiQQxMTEICwtTbhNCwMPDA5MmTcLUqVMBAPn5+XB1dcW8efMwduxYtfLLzc2Fo6MjcnJy4ODgoNZriIjIxPzxNXB6EuAVDjy3UTv7FMXABksAAngpA7Bx1c5+CYBmn99qd6QiIyPh4uICR0dH5WP48OHw8PBQ2aaugoICnDp1CsHBwSrbg4ODceTIkQpfk5iYWG58SEgITp48icLCwirHVLbPiqSkpCAjI0NlP3K5HEFBQRrth4iISNmR0ubyBxILwNJWdf+kF2pPNl+9erVWD5yVlQWFQgFXV9Uq2tXVFRkZGRW+JiMjo8LxRUVFyMrKgru7e6VjKttnZccpfd2T+7l27Vqlr8vPz0d+fr7y+9zcXLWPSUREJkoXyx8AJacKi/I44VzPNL7XnrY9uUq6EKLKldMrGv/kdk33qa3Y5syZo9Kd8/T01PiYRERkYgp1sCAn8M88qUIugaBPeiuknJ2dIZVKy3WKMjMzy3WCSrm5uVU43tLSEk5OTlWOqWyflR0HgMb7mT59OnJycpSP69evq31MIiIyUcrJ5truSNVR3T/phd4KKZlMBn9/f8TFxalsj4uLQ9euXSt8TWBgYLnx+/fvR0BAAKysrKocU9k+K+Lj4wM3NzeV/RQUFCAhIaHK/cjlcjg4OKg8iIjIzCmXP9B2R8pOdf+kF1q6e2L1REVFISIiAgEBAQgMDMTy5cuRlpaGcePGASjp8Ny8eRPr1q0DUHKF3qJFixAVFYUxY8YgMTERq1atUrkab+LEiejevTvmzZuHgQMHYvv27Thw4AAOHz6sHPPgwQP89ddfyu9TUlJw9uxZ1K9fH15eXpBIJJg0aRJmz56NZs2aoVmzZpg9ezZsbW0xbNiwWnp3iIjIJBTpuCPFOVL6JfRs8eLFwtvbW8hkMuHn5ycSEhKUz0VGRoqgoCCV8fHx8aJjx45CJpOJRo0aiaVLl5bb5+bNm0WLFi2ElZWVaNmypdiyZYvK87/++qsAUO4RGRmpHFNcXCxmzpwp3NzchFwuF927dxfnz5/XKLecnBwBQOTk5Gj0OiIiMiFxPYT4EUKkbNDufhPCSvb75zLt7pc0+vxWex0p0hzXkSIiIuztBNw5AQTtAJ7pr739HhkOpP4IdPwCaBWlvf2SbtaRIiIiomrQxU2LgTK3ieEcKX1iIUVERKRLurhpMcA5UgaChRQREZEusSNl0lhIERER6RI7UiaNhRQREZGuFBcBxf+7dRiXPzBJLKSIiIh0pWyRo6sFOXlqT69YSBEREelKaSElkQIWMu3umx0pg8BCioiISFeKytwepoqb3lcLO1IGgYUUERGRrujq9jBl98mOlF6xkCIiItIVXS19ALAjZSBYSBEREemKrpY+ANiRMhAspIiIiHSltjpSvG2u3rCQIiIi0pXa6EgJBVBcoP39k1pYSBEREelKbUw2L3scqnUspIiIiHSl7PIH2mZhCVjIVY9DtY6FFBERka7osiNVdr/sSOkNCykiIiJd0WVHqux+2ZHSGxZSREREusKOlMljIUVERKQr7EiZPBZSREREusKOlMljIUVERKQrulyQE2BHygCwkCIiItIVXS7ICbAjZQBYSBEREemKrjtSVuxI6RsLKSIiIl3RdUdKyo6UvrGQIiIi0hVONjd5LKSIiIh0pfSUm5WOOlI8tad3LKSIiIh0QRQDRQ9LvpbqqCPFU3t6x0KKiIhIFxSPAIiSr3XdkSpkR0pfWEgRERHpQtkukdRGN8co7Ugp2JHSFxZSREREulB26QOJjj5u2ZHSOxZSREREuqDrK/bK7psdKb1hIUVERKQLpV0iXU00B/5Zn4odKb1hIUVERKQLpV0iXU00B9iRMgAspIiIiHSBHSmzwEKKiIhIF4pqsSNVnA8UK3R3HKoUCykiIiJdUNTiZPOyx6NaxUKKiIhIF0pPt+nqhsUAYCEHJFLV41Gt0nshtWTJEvj4+MDa2hr+/v44dOhQleMTEhLg7+8Pa2trNG7cGMuWLSs3ZsuWLfD19YVcLoevry9iYmI0Pu7IkSMhkUhUHl26dKlZskREZD5qY/kDiYQ3LtYzvRZSmzZtwqRJk/D+++/jzJkz6NatG0JDQ5GWllbh+JSUFPTr1w/dunXDmTNnEB0djXfeeQdbtmxRjklMTER4eDgiIiKQlJSEiIgIDBkyBMeOHdP4uH379kV6errysXv3bt28EUREZHqKaqEjVXb/vHGxXkiEEEJfB+/cuTP8/PywdOlS5bZWrVohLCwMc+bMKTd+6tSpiI2NxcWLF5Xbxo0bh6SkJCQmJgIAwsPDkZubiz179ijH9O3bF/Xq1cOGDRvUPu7IkSNx7949bNu2rdr55ebmwtHRETk5OXBwcKj2foiIyAideAu4vBhoMwNo97HujrOjOXD/MtD7EODynO6OY0Y0+fzWW0eqoKAAp06dQnBwsMr24OBgHDlypMLXJCYmlhsfEhKCkydPorCwsMoxpfvU5Ljx8fFwcXFB8+bNMWbMGGRmZlaZU35+PnJzc1UeRERkptiRMgt6K6SysrKgUCjg6uqqst3V1RUZGRkVviYjI6PC8UVFRcjKyqpyTOk+1T1uaGgofvzxR/zyyy/44osvcOLECfTs2RP5+fmV5jRnzhw4OjoqH56enk95F4iIyGTVxhypsvvnHCm9sNR3ABKJROV7IUS5bU8b/+R2dfb5tDHh4eHKr9u0aYOAgAB4e3tj165dGDRoUIWxTZ8+HVFRUcrvc3NzWUwREZmrsjct1iV2pPRKb4WUs7MzpFJpue5TZmZmuW5RKTc3twrHW1pawsnJqcoxpfusznEBwN3dHd7e3rh8+XKlY+RyOeRyeaXPExGRGVF2pHR9ao8dKX3S26k9mUwGf39/xMXFqWyPi4tD165dK3xNYGBgufH79+9HQEAArKysqhxTus/qHBcAsrOzcf36dbi7u6uXIBERmTee2jMLej21FxUVhYiICAQEBCAwMBDLly9HWloaxo0bB6DkVNnNmzexbt06ACVX6C1atAhRUVEYM2YMEhMTsWrVKuXVeAAwceJEdO/eHfPmzcPAgQOxfft2HDhwAIcPH1b7uA8ePMCsWbMwePBguLu7IzU1FdHR0XB2dsZLL71Ui+8QEREZLU42Nwt6LaTCw8ORnZ2Njz/+GOnp6WjTpg12794Nb29vAEB6errK2k4+Pj7YvXs3Jk+ejMWLF8PDwwPffPMNBg8erBzTtWtXbNy4ER988AFmzJiBJk2aYNOmTejcubPax5VKpTh//jzWrVuHe/fuwd3dHc8//zw2bdoEe3v7Wnp3iIjIqLEjZRb0uo6UqeM6UkREZmxzXaAwB+h/CXBorrvjnP8YOD8TaDoW6FT+bh+kOaNYR4qIiMhkCcGOlJlgIUVERKRtxQWAKCr5mnOkTBoLKSIiIm0r2x1iR8qksZAiIiLSttLukIUcsNDxdV3sSOkVCykiIiJtq635UWWPwY6UXrCQIiIi0rbauj0MwI6UnrGQIiIi0rbauj0MwI6UnrGQIiIi0jae2jMbLKSIiIi0rbZuD1P2GEV5JetXUa1iIUVERKRt+uhIQQCKR7o/HqlgIUVERKRttdqRsi1/XKo1LKSIiIi0rTY7UhILQGqrelyqNSykiIiItK02O1IAYMUlEPSFhRQREZG21WZHCgCkvHJPX1hIERERaVtpZ8iKHSlTx0KKiIhI20o7Q1J2pEwdCykiIiJtq+1Te1yUU29YSBEREWkbJ5ubDRZSRERE2sbJ5maDhRQREZG26WuyeSE7UrWNhRQREZG26WuyuYIdqdrGQoqIiEjb2JEyGyykiIiItE1fV+2xI1XrWEgRERFpU7ECUDwu+bq2rtqzZEdKX1hIERERaVPZrhDXkTJ5LKSIiIi0qbQrJJECFvLaOaYl15HSFxZSRERE2lR2fpREUjvHZEdKb1hIERERaZOiliealz0WJ5vXOhZSRERE2lRYy7eHKXssTjavdSykiIiItKm2lz4oeyye2qt1LKSIiIi0qbZvWFz2WJxsXutYSBEREWmTPjtSoghQFNTecYmFFBERkVbppSNVpmhjV6pWsZAiIiLSJn10pCysAAuZ6vGpVrCQIiIi0iZ9dKTKHo8dqVrFQoqIiEib9NGRKns8dqRqld4LqSVLlsDHxwfW1tbw9/fHoUOHqhyfkJAAf39/WFtbo3Hjxli2bFm5MVu2bIGvry/kcjl8fX0RExOj8XGFEJg1axY8PDxgY2ODHj164MKFCzVLloiITJ/eCqnSjhQLqdqk10Jq06ZNmDRpEt5//32cOXMG3bp1Q2hoKNLS0iocn5KSgn79+qFbt244c+YMoqOj8c4772DLli3KMYmJiQgPD0dERASSkpIQERGBIUOG4NixYxodd/78+Vi4cCEWLVqEEydOwM3NDX369MH9+/d194YQEZHx09upvdKOFE/t1SaJEELo6+CdO3eGn58fli5dqtzWqlUrhIWFYc6cOeXGT506FbGxsbh48aJy27hx45CUlITExEQAQHh4OHJzc7Fnzx7lmL59+6JevXrYsGGDWscVQsDDwwOTJk3C1KlTAQD5+flwdXXFvHnzMHbsWLXyy83NhaOjI3JycuDg4KDBO1O14sf3cOdOhtb2R0RE2mP/+zuQZ8Uht/VXeOw1utaOW/dYX8juHMZ934XIdwmttePqW/36rrCwrqfVfWry+W2p1SNroKCgAKdOncK0adNUtgcHB+PIkSMVviYxMRHBwcEq20JCQrBq1SoUFhbCysoKiYmJmDx5crkxX331ldrHTUlJQUZGhsqx5HI5goKCcOTIkUoLqfz8fOTn5yu/z83NreIdqL6Hv38D5z9n6mTfRESkHRPeqo8fDtfe6b0d7zqif0fAPjkK9slRtXZcfctr/C7qdPlcb8fXWyGVlZUFhUIBV1dXle2urq7IyKi425KRkVHh+KKiImRlZcHd3b3SMaX7VOe4pf+taMy1a9cqzWnOnDn46KOPKn1eW4TEEo8KrHV+HCIiqp70e+5IuBhUq8f86fjL6NbiEGSWZrYgp0Sq18PrrZAqJZFIVL4XQpTb9rTxT25XZ5/aGlPW9OnTERX1z78CcnNz4enpWen46qrTcTqyGk/U+n6JiEg77ACcjASA2pz4/Qry8Qrynz7QpDg72ur1+HorpJydnSGVSst1nzIzM8t1gkq5ublVON7S0hJOTk5VjindpzrHdXNzA1DSmXJ3d1crNqDk9J9cLq/0eW2xsJDApV4tXw1CRERE5ejtqj2ZTAZ/f3/ExcWpbI+Li0PXrl0rfE1gYGC58fv370dAQACsrKyqHFO6T3WO6+PjAzc3N5UxBQUFSEhIqDQ2IiIiMkNCjzZu3CisrKzEqlWrRHJyspg0aZKoU6eOSE1NFUIIMW3aNBEREaEcf/XqVWFraysmT54skpOTxapVq4SVlZX46aeflGN+++03IZVKxdy5c8XFixfF3LlzhaWlpTh69KjaxxVCiLlz5wpHR0exdetWcf78efHqq68Kd3d3kZubq3Z+OTk5AoDIycmpydtEREREtUiTz2+9FlJCCLF48WLh7e0tZDKZ8PPzEwkJCcrnIiMjRVBQkMr4+Ph40bFjRyGTyUSjRo3E0qVLy+1z8+bNokWLFsLKykq0bNlSbNmyRaPjCiFEcXGxmDlzpnBzcxNyuVx0795dnD9/XqPcWEgREREZH00+v/W6jpSp09U6UkRERKQ7mnx+6/0WMURERETGioUUERERUTWxkCIiIiKqJhZSRERERNXEQoqIiIiomlhIEREREVUTCykiIiKiamIhRURERFRNLKSIiIiIqslS3wGYstJF43Nzc/UcCREREamr9HNbnZu/sJDSofv37wMAPD099RwJERERaer+/ftwdHSscgzvtadDxcXFuHXrFuzt7SGRSLS679zcXHh6euL69etmcR8/5mvamK9pY76mzVjzrSpuIQTu378PDw8PWFhUPQuKHSkdsrCwQMOGDXV6DAcHB6P6xa0p5mvamK9pY76mzVjzrSzup3WiSnGyOREREVE1sZAiIiIiqiYWUkZKLpdj5syZkMvl+g6lVjBf08Z8TRvzNW3Gmq+24uZkcyIiIqJqYkeKiIiIqJpYSBERERFVEwspIiIiompiIUVERERUTSykiIiIiKqJhRTpnTleOGpuOZtLvllZWfj777/1HQbpmLn8Ppcyt3w1xUKK9OL8+fN47733AEDr9yE0VI8fP0ZRUREA88j54cOHuHv3LvLz880i3+TkZPTu3RtHjhwBwA8fU2Nuf7PM7e9VTbCQMgBXr17Fr7/+qu8wak1SUhI6deoEW1tble2m/MHz+++/IywsDL1794afnx+WL1+OtLQ0fYelM8nJyQgLC0OvXr3QunVr/PzzzwBM92eclJSEzp0749y5c/jqq68AmPaHD/9mlTDV32dj/Hul199JQXp16dIlIZPJhEQiEbt379Z3ODp39uxZUadOHfHuu+/qO5Ra8+effwonJycxYcIEsWXLFjFu3Djh6OgowsLCxO+//67v8LTu/Pnzon79+mLChAkiJiZGhIWFCS8vL1FQUCCEEKK4uFjPEWrX2bNnhY2NjYiOjhb79+8XzZs3F/v27RNCmF6uQvBvlqkzxr9X+v6dZCGlR3fv3hVhYWFi2LBhYsSIEaJOnTpi586d+g5LZ1JTU4Wjo6OIjIwUQghRWFgoPvvsMzFq1CgxcOBAsW/fPpGdna3fILVMoVCICRMmiBEjRqhsHzRokLC0tBR9+/YVFy5c0FN02nfjxg3Rvn17lQ+dc+fOiYEDB4pbt26J+/fvi8ePH+sxQu06ceKEsLW1Fe+//74QQoi///5bNG7cWLzxxht6jkw3+DfLtP9mGePfK0P4neSpPT3KzMxEs2bNMHToUKxduxbDhw9HeHg4du3ape/QdOL48eNwd3eHTCbDpUuX0K9fP+zbtw+5ubnIycnBqFGjsHz5cjx48EDfoWqNhYUFbt++jbp16wKAMjd/f3/06tUL9+/fx/r161FUVGQSpwkuXryIHj16YNKkScptGzZswC+//IKePXuiY8eOmDlzJtLT0/UXpBYtWrQIo0aNwqeffori4mI4Oztj1qxZ2Lp1KxITE/Udntbxb5Zp/80yxr9XBvE7WatlG5WTnJys8v3YsWNFnTp1xI4dO5TbFAqFyMnJqe3QdGL16tWie/fuol69eiI0NFTcvn1befpj2rRpwsnJSVy+fFnPUWpXZGSkaN26tcjPzxdCCJGRkSHc3NzEli1bxMcffyxcXV3FvXv39Byl9vzxxx/Kr5csWSIkEolYsWKF+P3338W8efOEl5eX2LNnjx4j1K1z586JZs2aiYULFwohhCgqKtJzRNp18eJFle/5N8u0/mYZ498rfX+OspAyEAqFQvn1G2+8oWxPFhUViejoaPHJJ5+IwsJCPUaoPStWrBDDhg0TJ06cEEKo5m5nZycWLVqkr9B04vbt26JVq1bC1dVVhIaGijp16ojRo0cLIYTIy8sTDRo0EAcPHtRzlDX3ZMGQn58vtm3bJg4dOqSyvXHjxmLKlCm1GZpOVFUgTZkyRbi5uYm///67FiOqXeb0N2vVqlVm8zcrPT1dtG7d2ij/Xunrd9Ky9npfdOnSJaxZswapqano2bMn2rdvj06dOgFQvfrju+++g0QiwfDhw9GpUyfExcUhKSkJlpbG9eN6Mt82bdogMDAQo0ePhp+fH1q3bg2gpJ0shMCVK1fg4+MDX19fPUdefWVzfv7559GhQwd06tQJJ06cwGeffQYbGxuEh4cjMjISQMkl1Y6OjnB3d9dz5NWTlZWFx48fo2HDhpBKpSrPyWQyDBgwABYWJTMIFAoF7t27hyZNmsDf318f4dZYVfkCQHFxMSwsLBAZGYk9e/Zgw4YNePvttyGEMMqr+FJTU7F7925cvXoVISEhCAoKgkwmAwDlzxUwnb9ZT+b73HPPwcbGBqNGjYK/vz9atmwJwHT+ZlX083Vzc8Nvv/2GBQsWQCaTGdzfK4P8HNV6aUYVunDhgqhbt64YMGCAGDBggGjSpIno3LmzWLJkiXJM2X/h5ufnCx8fH+Hk5CTOnj2rj5BrpLJ8v/3220pf88EHH4j27duLmzdv1mKk2lNRzp06daryX6vTpk0TAQEBIisrqxYj1Y4LFy6I+vXri1GjRolbt25VOObJq9Y+/PBD0aJFC5GamlobIWqVOvmWUigUYuDAgcLf37+WotO+c+fOCS8vL9GjRw/h5+cnLCwsxHfffSeEUP2Xfylj/5tVVb6VMea/WRXlu2zZsipfo++/V4b6OcpCqhYUFBSIiIgI8frrryu3nT17VkyaNEl4e3uLL7/8Urm9uLhYFBYWijfffFNYWFiI8+fP6yHimtEkXyGE2LFjh5g8ebJwcHAQZ86cqd1gteRpOX/xxRcq448fPy7eeustYWdnZ5Q5p6eniy5duohnn31WWFtbi9GjR1dZXOzevVtMmTJF1K1b1+TzLS0y4uPjhZeXl8qcGmORmpoqmjRpIqZNm6acK/P555+LBg0aiNu3b5cbb+x/szTN19j/ZmmaryH8vTLkz1FetVcLpFIprl69Cmtra+W29u3bY+LEiQgPD8d3332HTZs2AShZxC8zMxMAcOLECbRp00YvMdeEJvkWFxfjxIkTOHjwIA4fPowOHTroKeqaeVrOK1asUOYMALm5uZBIJEhMTDS6nIUQOH/+PBo2bIh169Zh165dWLNmDT788MMKr8YrLi7G6dOncfz4cRw6dMjk8y095dWuXTucPHkSLi4uRnVaT6FQYP369ejQoQPee+89yGQyCCHQv39/2NvbIy8vr9xrjPlvlqb5KhQKHD9+3Gj/ZlXn55uTk6P3v1cG/Tmq0zKNRHFxsSguLhbjx48Xr7zyirhz547K83/88Yd4+eWXxZAhQ5T/MhBCiEePHtV2qFqhSb5l1xMy5rVYqpuzsf6MhSjp0Bw8eFDZaYmLixOWlpZi9OjRKqc5yrbZn3xfjIm6+VZ0yssYbd26VUydOlVl28OHD4WHh4c4dOhQhXka8+9zdfI1xtPxpYzt52von6MspGrJxo0bhY2NjVi5cmW5Nv/27duFpaWl+PPPP/UUnfaZW75CmGfOQgjliuUHDhxQFhe3bt0SRUVF4ttvvxVxcXF6jlC7npbvzz//rOcIdSMvL080atRI/Pbbb8ptv/zyi1HOd1NHRfn+/PPPIiUlRX9B6ZAx/HwN9W+scV1SYcTCw8ORlJSECRMmwNbWFoMGDYJcLgcANGvWDC1atNBzhNqlTr7CQBZ00xZz+xmXsrKygkKhQK9evbBv3z6EhIQAAB49eoTt27fj9OnTeo5Qu8wpX/G/qw2LioqgUChgbW0Ne3t7AMC0adPw3XffITk5Wc9Rag/zNex8DfVvLAupWlBQUACZTIbZs2dDoVAgIiICKSkpCA4ORrNmzfD999/j8ePHytVkjZ26+darV0/foWqNuf2MFQqFyuX/FhYWKC4uRs+ePbFr1y707dsXjo6OSEhIQLNmzfQYqXaYW76lyziUzu2ytLSERCLBo0ePUFRUhJkzZ2LRokX49ddfjXbpjrKYr+Hna9B/Y2u9B2YmSueGlP73xo0bIiYmRgghxPz580WrVq1E3bp1Rfv27YWbm5s4ffq0vkLVCnPLVwjzy/nJfG/evCm2bt1abk7C5MmThaOjY7nVho0N81XNNy8vT7Rt21Z0795dyGQycfLkSb3Fqg3M1/DzLT19Z+h/Y1lIacnt27dFUlKSyvnl0rkUqampom7dumLGjBnK5/744w/x888/i71794obN27Uerw1ZW75CmF+OT8t33r16olZs2apvObEiRPC09NTHDt2rFZj1QbmW3m+xcXFIiMjQ8jlclGnTh2RlJSkl5hrgvkafr6PHj0S9+/fV1l9vLTQM+S/sSyktODcuXOiXbt2onnz5sLNzU38+9//Vj6XlZUlHB0dxdixY4VCoTC69WQqYm75CmF+Oaub75O5Pnr0SNy9e7eWo6055qtevsuXLzfaxTaZbwlDzff8+fOif//+okOHDiIsLEy8//77yucyMzMN+m8sC6ka+vPPP4Wzs7OYMWOGOH78uFi5cqVo1aqV8kqH9PR0sXLlSpO5LNrc8hXC/HJmvsz3yXyNOXfma/j5/vHHH6J+/fpi8uTJYt26dSI6Olo4OTmJgQMHinv37onbt29XeKWeoWAhVQPFxcVi1qxZYsiQIcptt27dEkFBQeLw4cNi//79JnXnd3PLVwjzy5n5Ml/ma7yMMd+ioiIRFRUl3njjDeW2hw8firCwMCGRSETv3r2V2/Vd8FWGV+3VgEQiQUpKCq5fv67ctnbtWpw4cQJjx45FTk4OnJ2dcfDgQdjb2yuvlDBW5pYvYH45M1/my3yZb22SSqX466+/lMsuFBcXw8bGBkFBQXB1dcXOnTvx73//G6tXr9Z7rJXSdyVnrEqr+s2bNwsfHx/Rq1cvMWrUKCGXy8XOnTvFtWvXxK1bt0Tz5s1FZGSkfoPVAnPLVwjzy5n5Ml/ma7yMMd+ioiJRWFgo3n33XTFgwADlVXcpKSmifv36Yvny5eLbb78VHTp0EBkZGXqOtnISIUxsVUQdK63gxf8WMsvIyMDRo0dx6tQp3LhxA8888ww+/fRT5fNjx47FrVu3sGPHDn2HXi3mli9gfjkzX+bLfJmvPmNOTEzEG2+8AalUCmdnZxw5cgQjRozAsmXLkJKSghYtWuDgwYPo0qWL3mKuCk/taeDSpUtYuXIl7t69C09PT4wdOxZubm4ICwtDWFgYhgwZgtu3bwOAcqGzvLw8uLm5lVvQzxiYW76A+eXMfJkv82W++oz5jTfeQGBgINavX4+4uDhkZ2cjMjISEREREEIgKysLvr6+8PDwqPVY1WWgJxwNT3JyMjp37ozr168jNTUVu3fvRps2bbB3714oFAoAwLPPPourV6/iP//5Dy5evIhp06Zh3759mDJlitH9D2pu+QLmlzPzZb7Ml/kaQsy7d+9G27ZtERUVhc8++wwREREASoq/zZs3w8LCAnXq1Kn1eNVWu2cSjVNRUZEYOnSoePXVV4UQ/yxeNmrUKGFrayt++uknIYQQZ8+eFYMGDRINGjQQzZs3F23bthVnzpzRY+TVY275CmF+OTNf5isE82W+hhGzjY2NMubSK/NOnz4tIiMjRd26dQ3+Z8RTe2qQSCT4+++/8dxzzym3ubq6YtWqVbC2tkZkZCQaNWoEf39/fPvtt0hPT0dBQQGaNGkCFxcXPUZePeaWL2B+OTNf5st8ma8hxTxy5Eg0btwYHTt2RH5+PiwtLSGXy3Hw4EG0bdtWLzGrTd+VnLEYNmyY8Pf3L3fvH4VCIcLCwkSHDh3EgwcP9BmiVplbvkKYX87Ml/kyX+NljPk+LWY/Pz+Rl5enHF96SxtDxzlSTyH+d1Hja6+9huLiYnz66acoLCyEVCpFUVERLCwsMGbMGNy7dw83btzQc7Q1Z275AuaXM/NlvszXeBljvurGfOfOHZU1sKysrPQVskZYSD1F6ZUOPXv2xHPPPYcdO3bgm2++wePHj2FpWXJm1NvbGwCQn5+vtzi1xdzyBcwvZ+bLfJmv8TLGfI0xZk2wkFJDQUEBrK2tMWfOHPj7++O///0v3nnnHeTk5ODWrVtYv349ZDIZ3N3d9R2qVphbvoD55cx8mS/zNV7GmK8xxqw2vZ1UNEAV3YOodFtqaqrYvHmzyM/PF3PmzBEdOnQQUqlUtG3bVri7u4tTp07Vdrg1Zm75CmF+OTNf5st8mW9tMsaYa4qF1P9cuHBBfPTRRyqT80ovw0xNTRXPPPOMePfdd4UQJb8U9+/fFzExMeLQoUMiLS1NLzHXhLnlK4T55cx8mS/zZb6MWfdYSImStTYkEomYPXu2clvpVQXp6enC1dVVjBs3TrnN2JlbvkKYX87Ml/kyX+NljPkaY8zaYvaFVFJSkrC1tRVTp05V2V5YWCiEKPkF+Pzzz5VVtbEzt3yFML+cmW8J5st8jZEx5muMMWuTWRdSly9fFnZ2dmLkyJHKbfPmzRMjR44Ur7zyioiNjdVjdNpnbvkKYX45M1/ma0qYr+Hna4wxa5tZX7WXkpKC/Px8eHh44MKFC+jevTv27t2LO3fuoLCwEAMHDsSCBQsA/LMOhjEzt3wB88uZ+TJf5mu8jDFfY4xZ6/RWwhmIzZs3i2eeeUa4ubmJsLAwcevWLWX78ZtvvhEWFhbi+PHjeo5Se8wtXyHML2fmy3yZr/EyxnyNMWZtMvtCSgghtmzZIrp37y6OHDmisj0rK0u4u7uLZcuW6Sky3TC3fIUwv5yZbwnmaxqYbwlDztcYY9YWs7ppcWpqKrZv3467d++iadOmGD58OABg0KBBaN++PTw8PACUtB8lEgkePHgAV1dX+Pj46DPsajO3fAHzy5n5Ml+A+TJfxqxPZlNInT9/HqGhoWjVqhVycnJw7tw5pKSkYMaMGQCAJk2aKMeWLme/fPlyFBUVGf6dpytgbvkC5pcz82W+pZgv82XMeqS3XlgtSk1NFU2aNBHvvfeeKC4uFrm5ueK7774Tvr6+4urVq+XWtYiPjxfjxo0T9erVE2fOnNFP0DVgbvkKYX45M1/mWxbzNS7GmK8xxlxbTL4jVVxcjE2bNqFZs2Z4//33IZFIYG9vD39/f/z99994/PixsnIGgMzMTJw9exbnzp1DQkKC0VXR5pYvYH45M1/my3yZL2M2HCZfSFlYWCAgIADFxcVwcHAAUHLutl27drC3t8fdu3dVxru4uGDEiBGIjIxE3bp19RBxzZhbvoD55cx8mW9ZzNe4GGO+xhhzrdJbL6wWFRQUKL8u235s0qSJOHDggPL7/fv3m8Ty9eaWrxDmlzPzLcF8ma8xMsZ8jTHm2mKSC3KmpaVh165dWLFiBdLT01FQUAAAUCgUkEgkKCoqQl5eHoqKimBjYwMA+OCDDxASEoL09HR9hl4t5pYvYH45M1/my3yZL2M2UPqu5LQtKSlJuLq6io4dO4q6desKT09P8e6774qrV68KIUoq6cLCQpGXlye8vb3FmTNnxOzZs4WdnZ04ceKEnqPXnLnlK4T55cx8mS/zZb6M2XCZVCF19+5d4e/vL/7v//5P3LlzRwghxEcffSS6desmXnzxRXH58mWV8X5+fuJf//qXkMlkRvnDN7d8hTC/nJkv8y2L+RoXY8zXGGPWN5MqpK5duya8vb3Fvn37VLavXbtWdO/eXQwbNkykp6cLIYS4c+eOcHR0FJaWluLcuXP6CLfGzC1fIcwvZ+ZbgvkyX2NkjPkaY8z6ZlJzpKRSKWxsbHDr1i0AQFFREQBgxIgReO211/D7779j//79AIB69eph8eLFOH/+vNFemmlu+QLmlzPzZb7Ml/kyZsMmEcK0bsf84osv4vr16/j1119Rt25dFBUVwdKyZJWHV155BTdv3sSRI0cAlKyNYWFh3LWkueULmF/OzJf5Ml/jZYz5GmPM+mTU2efl5eH+/fvIzc1Vbvv++++Rk5ODIUOGoKCgQPnDB4CQkBAIIZCfnw8ARvfDN7d8AfPLmfkyX+bLfBmzcTHadyA5ORmDBg1CUFAQWrVqhR9//BHFxcVwdnbG+vXr8ccffyA4OBiXLl3C48ePAQDHjx+Hvb29niOvHnPLFzC/nJkv82W+zJcxGyE9zc2qkQsXLggnJycxefJksX79ehEVFSWsrKzE6dOnlWPOnz8v2rZtK5o0aSICAgLEgAEDhL29vTh79qweI68ec8tXCPPLmfkyX+bLfBmzcTK6OVJ37tzBq6++ipYtW+Lrr79Wbu/Zsyfatm2Lr7/+GkII5X1/Fi9ejBs3bsDGxgbh4eFo0aKFvkKvFnPLFzC/nJlvCebLfJkvYzZGRnevvcLCQty7dw8vv/wygH8mujVu3BjZ2dkAAIlEAoVCAalUigkTJugz3Bozt3wB88uZ+TJf5mu8jDFfY4zZkBndHClXV1f88MMP6NatG4CS5eoB4JlnnlGZ9CaVSnH//n3l90bWeFMyt3wB88uZ+TJfgPky39pjjDEbMqMrpACgWbNmAEqqaCsrKwAlvwi3b99WjpkzZw5WrFihXAOjtEVpjMwtX8D8cma+zJf5Mt/aZIwxGyqjO7VXloWFhfI8rkQigVQqBQB8+OGH+PTTT3HmzBmVyzaNnbnlC5hfzsyX+TJf42WM+RpjzIbGKDtSZZW2GqVSKTw9PbFgwQLMnz8fJ0+eRPv27fUcnfaZW76A+eXMfJmvKWG+hp+vMcZsSIy+zCw9n2tlZYUVK1bAwcEBhw8fhp+fn54j0w1zyxcwv5yZL/M1JczX8PM1xpgNidF3pEqFhIQAAI4cOYKAgAA9R6N75pYvYH45M1/TxnxNmzHma4wxGwKjW0eqKnl5eahTp46+w6g15pYvYH45M1/TxnxNmzHma4wx65tJFVJEREREtclkTu0RERER1TYWUkRERETVxEKKiIiIqJpYSBERERFVEwspIiIiompiIUVEVIlZs2ahQ4cO+g6DiAwYlz8gIrP0tBuwRkZGYtGiRcjPz4eTk1MtRUVExoaFFBGZpYyMDOXXmzZtwocffohLly4pt9nY2MDR0VEfoRGREeGpPSIyS25ubsqHo6MjJBJJuW1PntobOXIkwsLCMHv2bLi6uqJu3br46KOPUFRUhP/7v/9D/fr10bBhQ3z//fcqx7p58ybCw8NRr149ODk5YeDAgUhNTa3dhIlIJ1hIERFp4JdffsGtW7dw8OBBLFy4ELNmzUL//v1Rr149HDt2DOPGjcO4ceNw/fp1AMDDhw/x/PPPw87ODgcPHsThw4dhZ2eHvn37oqCgQM/ZEFFNsZAiItJA/fr18c0336BFixYYNWoUWrRogYcPHyI6OhrNmjXD9OnTIZPJ8NtvvwEANm7cCAsLC6xcuRJt27ZFq1atsHr1aqSlpSE+Pl6/yRBRjVnqOwAiImPSunVrWFj8829QV1dXtGnTRvm9VCqFk5MTMjMzAQCnTp3CX3/9BXt7e5X9PH78GFeuXKmdoIlIZ1hIERFpwMrKSuV7iURS4bbi4mIAQHFxMfz9/fHjjz+W21eDBg10FygR1QoWUkREOuTn54dNmzbBxcUFDg4O+g6HiLSMc6SIiHTotddeg7OzMwYOHIhDhw4hJSUFCQkJmDhxIm7cuKHv8IiohlhIERHpkK2tLQ4ePAgvLy8MGjQIrVq1wqhRo/Do0SN2qIhMABfkJCIiIqomdqSIiIiIqomFFBEREVE1sZAiIiIiqiYWUkRERETVxEKKiIiIqJpYSBERERFVEwspIiIiompiIUVERERUTSykiIiIiKqJhRQRERFRNbGQIiIiIqomFlJERERE1fT/AtRAg303fh0AAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -616,13 +616,13 @@ } ], "source": [ - "plt.plot(timeseries126, label=\"SSP1-2.6\", color=\"green\")\n", - "plt.plot(timeseries245, label=\"SSP2-4.5\", color=\"blue\")\n", - "plt.plot(timeseries585, label=\"SSP5-8.5\", color=\"orange\")\n", + "plt.plot(timeseries126*1000, label=\"SSP1-2.6\", color=\"green\")\n", + "plt.plot(timeseries245*1000, label=\"SSP2-4.5\", color=\"darkblue\")\n", + "plt.plot(timeseries585*1000, label=\"SSP5-8.5\", color=\"orange\")\n", "\n", - "plt.title(\"Comparison SSPs for 2025\")\n", + "plt.title(\"Precipitation CMIP6 (aug 2025)\")\n", "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Precipitation [m/day]\")\n", + "plt.ylabel(\"Precipitation [mm/day]\")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.legend(loc=2);" ] diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_rech.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_rech.ipynb new file mode 100644 index 0000000..dc71dc0 --- /dev/null +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_rech.ipynb @@ -0,0 +1,711 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d4d13fc0-6d2f-453f-b045-39555dc93f4f", + "metadata": {}, + "source": [ + "# Sonoran Desert: CMIP6 projections\n", + "#### Groundwater recharge in 2025\n", + "Groundwater recharge in 2025, 2050, 2075 and 2100 for the climate scenarios SSP1-2.6, SSP2-4.5 and SSP5-8.5. The camel that is used for this notebook is: hysets_09488650" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ddba7aa6-2113-4e4d-b642-5aed6107211a", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from cartopy import crs\n", + "from cartopy import feature as cfeature\n", + "import fiona\n", + "import shapely.geometry\n", + "from pyproj import Geod\n", + "from rich import print\n", + "import pandas as pd\n", + "import xarray as xr\n", + "\n", + "import ewatercycle.forcing\n", + "import ewatercycle.models\n", + "import ewatercycle.parameter_sets" + ] + }, + { + "cell_type": "markdown", + "id": "a3fd9deb-bdbe-469f-b5d2-57f0236ba4a3", + "metadata": {}, + "source": [ + "### Setting up the model\n", + "Location of the groundwater recharge: Gila river near Yuma & ..." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3036b0d0-1f6e-4502-8638-3a63e5756b94", + "metadata": {}, + "outputs": [], + "source": [ + "station_latitude = 32.71555556\n", + "station_longitude = -114.533386" + ] + }, + { + "cell_type": "markdown", + "id": "301ecb08-2f39-4e80-ac25-2d74d30376f7", + "metadata": {}, + "source": [ + "Loading the parameter set and forcing set. Setting up the PCR-GlobWB model. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9e3e0cc8-8e50-4066-86cc-55628f64da46", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")\n", + "#print(parameter_set)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "706d3bba-db77-46f2-bff2-090dcb00019d", + "metadata": {}, + "outputs": [], + "source": [ + "forcing126 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP126/work/diagnostic/script\",\n", + ")\n", + "#print(forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "13cd01f4-0e0e-4dd4-836b-1a5f9eccc6b5", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing126\n", + ")\n", + "#print(pcrglob)" + ] + }, + { + "cell_type": "markdown", + "id": "ba4d3e92-38a1-4316-82e5-4a2f0311425c", + "metadata": {}, + "source": [ + "Starting and initializing the model" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6cfa8860-2782-47d1-af1c-aeeafef73561", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_155858/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_155858')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file126, cfg_dir126 = pcrglob126.setup(\n", + " end_time=\"2025-09-30T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file126, cfg_dir126" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fcf19a7a-59e3-41af-9290-990379cbff6d", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126.initialize(cfg_file126)" + ] + }, + { + "cell_type": "markdown", + "id": "1d5efb10-0814-4b11-9161-3c77d4675bc3", + "metadata": {}, + "source": [ + "Running the model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6f9d70d7-9673-4dfd-bd06-b6f20608a5e8", + "metadata": {}, + "outputs": [], + "source": [ + "time126 = pd.date_range(pcrglob126.start_time_as_isostr, pcrglob126.end_time_as_isostr)\n", + "timeseries126 = pd.DataFrame(\n", + " index=pd.Index(time126, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "30c0a13d-3c93-434f-8ff6-aedaf80f3dee", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob126.time < pcrglob126.end_time:\n", + " pcrglob126.update()\n", + "\n", + " # Track discharge at station location\n", + " discharge_at_station126 = pcrglob126.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " time126 = pcrglob126.time_as_isostr\n", + " timeseries126[\"PCRGlobWB: Sonoran Desert\"][time126] = discharge_at_station126[0]\n", + "\n", + " # Show progress\n", + " #print(time126,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "b247d9a7-00d8-4d1b-8b2a-62a3f61ccde7", + "metadata": {}, + "source": [ + "### Results\n", + "Graph of the groundwater recharge in 2025" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e32dc1d3-b768-4dd3-8919-67af82b627bd", + "metadata": {}, + "outputs": [], + "source": [ + "da126 = pcrglob126.get_value_as_xarray(\"groundwater_recharge\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "916657b4-b345-42fe-9ac5-3762ac86c595", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig126 = plt.figure(dpi=120)\n", + "ax126 = fig126.add_subplot(111, projection=crs.PlateCarree())\n", + "da126.plot(ax=ax126, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax126.add_feature(cfeature.OCEAN)\n", + "ax126.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax126.coastlines()\n", + "\n", + "# Add a red cross marker at specified location near the Gila River\n", + "ax126.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)\n", + "ax126.set_title(\"Sonoran Desert SSP1-2.6\", fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "id": "e34fe514-d9df-4b9d-9b7a-71ea07382107", + "metadata": {}, + "source": [ + "### Now for SSP4-6.0\n", + "First, set up the forcing that will be used in the model." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3677eeee-25f6-4630-ad0e-b5691ad0e050", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bac804af-28e9-46e7-8e3e-0254009ebf11", + "metadata": {}, + "outputs": [], + "source": [ + "forcing245 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP245/work/diagnostic/script\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "72866c75-a7e3-4028-8adc-43075591833d", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob245 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing245\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "11d50b22-cf60-44cb-92f8-dec10807cd6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_160149/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_160149')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file245, cfg_dir245 = pcrglob245.setup(\n", + " end_time=\"2025-09-30T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file245, cfg_dir245" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e53b1244-ca3f-4824-b227-f900343b3871", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob245.initialize(cfg_file245)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "509ea6fd-30d0-49d7-ab08-7bbd5f8c27ab", + "metadata": {}, + "outputs": [], + "source": [ + "time245 = pd.date_range(pcrglob245.start_time_as_isostr, pcrglob245.end_time_as_isostr)\n", + "timeseries245 = pd.DataFrame(\n", + " index=pd.Index(time245, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ff5ac20b-2a79-4de3-80ec-8b1f1ff92ef0", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob245.time < pcrglob245.end_time:\n", + " pcrglob245.update()\n", + "\n", + " # Track discharge at station location\n", + " discharge_at_station245 = pcrglob245.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " time245 = pcrglob245.time_as_isostr\n", + " timeseries245[\"PCRGlobWB: Sonoran Desert\"][time245] = discharge_at_station245[0]\n", + "\n", + " # Show progress\n", + " #print(time245,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "37974d63-7177-4681-ac2d-4618b6aae493", + "metadata": {}, + "source": [ + "Now the model can be used. A map is made to show the location of the ... for SSP4-6.0." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "91e9030b-b052-4d90-864c-091217f78292", + "metadata": {}, + "outputs": [], + "source": [ + "da245 = pcrglob245.get_value_as_xarray(\"groundwater_recharge\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dd6408f5-0344-4f53-9c15-be1f7b7dcb67", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig245 = plt.figure(dpi=120)\n", + "ax245 = fig245.add_subplot(111, projection=crs.PlateCarree())\n", + "da245.plot(ax=ax245, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax245.add_feature(cfeature.OCEAN)\n", + "ax245.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax245.coastlines()\n", + "\n", + "# Add a red cross marker at specified location near the Gila River\n", + "ax245.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)\n", + "ax245.set_title(\"Sonoran Desert SSP2-4.5\", fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "id": "febb76b8-1990-494e-aa87-ab8bb72a14e0", + "metadata": {}, + "source": [ + "### Now for SSP5-8.5\n", + "First, set up the forcing." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "3662294b-edb4-43a0-b843-34662415a949", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")\n", + "#print(parameter_set)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6f60a5f7-0fbc-489a-80d5-6da781029b3a", + "metadata": {}, + "outputs": [], + "source": [ + "forcing585 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP585/work/diagnostic/script\",\n", + ")\n", + "#print(forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a2b305b0-26d0-4a85-8cc1-d46c0897d3bc", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob585 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing585\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "13f65ae0-7964-43fe-afe4-ef82d170343f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_160434/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_160434')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file585, cfg_dir585 = pcrglob585.setup(\n", + " end_time=\"2025-09-30T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file585, cfg_dir585" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e4a5a284-f81c-40fd-9181-eaa9369eb8a8", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob585.initialize(cfg_file585)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2da2e165-ffe4-404b-9836-d3ebba8e20c7", + "metadata": {}, + "outputs": [], + "source": [ + "time585 = pd.date_range(pcrglob585.start_time_as_isostr, pcrglob585.end_time_as_isostr)\n", + "timeseries585 = pd.DataFrame(\n", + " index=pd.Index(time585, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "637e5f77-1364-4615-8959-75ff18a431bd", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob585.time < pcrglob585.end_time:\n", + " pcrglob585.update()\n", + "\n", + " # Track discharge at station location\n", + " discharge_at_station585 = pcrglob585.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " time585 = pcrglob585.time_as_isostr\n", + " timeseries585[\"PCRGlobWB: Sonoran Desert\"][time585] = discharge_at_station585[0]\n", + "\n", + " # Show progress\n", + " #print(time585,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "92793746-27c5-4762-8646-00335146db96", + "metadata": {}, + "source": [ + "Now the model can be used. A map is made to show the location of the ... for SSP5-8.5." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "9b397721-1fb5-4b52-a73e-504d3fec2ed4", + "metadata": {}, + "outputs": [], + "source": [ + "da585 = pcrglob585.get_value_as_xarray(\"groundwater_recharge\")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "cdb73527-fc01-4a0e-a60e-0a3efcadcd87", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig585 = plt.figure(dpi=120)\n", + "ax585 = fig585.add_subplot(111, projection=crs.PlateCarree())\n", + "da585.plot(ax=ax585, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax585.add_feature(cfeature.OCEAN)\n", + "ax585.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax585.coastlines()\n", + "\n", + "# Add a red cross marker at specified location near the Gila River\n", + "ax585.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)\n", + "ax585.set_title(\"Sonoran Desert SSP5-8.5\", fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "id": "e0715da0-88a2-4d51-8fd1-1d2de40a9c9a", + "metadata": {}, + "source": [ + "### Plotting the timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(timeseries126*1000, label=\"SSP1-2.6\", color=\"green\")\n", + "plt.plot(timeseries245*1000, label=\"SSP2-4.5\", color=\"darkblue\")\n", + "plt.plot(timeseries585*1000, label=\"SSP5-8.5\", color=\"orange\")\n", + "\n", + "plt.title(\"Groundwater Recharge CMIP6 (aug-sep 2025)\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Recharge [mm/day]\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend(loc=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "202e6208-00a1-4520-9852-08e99a93e772", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "total_126 = timeseries126.sum() * 1000 \n", + "total_245 = timeseries245.sum() * 1000 \n", + "total_585 = timeseries585.sum() * 1000 \n", + "\n", + "categories = [\"SSP1-2.6\", \"SSP2-4.5\", \"SSP5-8.5\"]\n", + "totals = [total_126, total_245, total_585]\n", + "colors = [\"green\", \"darkblue\", \"orange\"]\n", + "\n", + "for i in range(len(totals)):\n", + " plt.bar(categories[i], totals[i], color=colors[i])\n", + "\n", + "plt.title(\"Total Groundwater Recharge CMIP6 (Aug-Sep 2025)\")\n", + "plt.ylabel(\"Total Groundwater Recharge [mm]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14b7a686-644f-48d8-a957-8ca6415673af", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126.finalize()\n", + "pcrglob245.finalize()\n", + "pcrglob585.finalize()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e8ca028-958c-42b4-9d2f-c01f7f1096b9", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_surf.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_surf.ipynb new file mode 100644 index 0000000..9160066 --- /dev/null +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_surf.ipynb @@ -0,0 +1,668 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d4d13fc0-6d2f-453f-b045-39555dc93f4f", + "metadata": {}, + "source": [ + "# Sonoran Desert: CMIP6 projections\n", + "#### Land surface runoff in 2025\n", + "Land surface runoff in 2025, 2050, 2075 and 2100 for the climate scenarios SSP1-2.6, SSP2-4.5 and SSP5-8.5. The camel that is used for this notebook is: hysets_09488650" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ddba7aa6-2113-4e4d-b642-5aed6107211a", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from cartopy import crs\n", + "from cartopy import feature as cfeature\n", + "import fiona\n", + "import shapely.geometry\n", + "from pyproj import Geod\n", + "from rich import print\n", + "import pandas as pd\n", + "import xarray as xr\n", + "\n", + "import ewatercycle.forcing\n", + "import ewatercycle.models\n", + "import ewatercycle.parameter_sets" + ] + }, + { + "cell_type": "markdown", + "id": "a3fd9deb-bdbe-469f-b5d2-57f0236ba4a3", + "metadata": {}, + "source": [ + "### Setting up the model: SSP1-2.6\n", + "Location of the groundwater recharge: Gila river near Yuma." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3036b0d0-1f6e-4502-8638-3a63e5756b94", + "metadata": {}, + "outputs": [], + "source": [ + "station_latitude = 32.71555556\n", + "station_longitude = -114.533386" + ] + }, + { + "cell_type": "markdown", + "id": "301ecb08-2f39-4e80-ac25-2d74d30376f7", + "metadata": {}, + "source": [ + "Loading the parameter set and forcing set. Setting up the PCR-GlobWB model. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9e3e0cc8-8e50-4066-86cc-55628f64da46", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")\n", + "#print(parameter_set)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "706d3bba-db77-46f2-bff2-090dcb00019d", + "metadata": {}, + "outputs": [], + "source": [ + "forcing126 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP126/work/diagnostic/script\",\n", + ")\n", + "#print(forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "13cd01f4-0e0e-4dd4-836b-1a5f9eccc6b5", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing126\n", + ")\n", + "#print(pcrglob)" + ] + }, + { + "cell_type": "markdown", + "id": "ba4d3e92-38a1-4316-82e5-4a2f0311425c", + "metadata": {}, + "source": [ + "Starting and initializing the model" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6cfa8860-2782-47d1-af1c-aeeafef73561", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_120222/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_120222')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file126, cfg_dir126 = pcrglob126.setup(\n", + " end_time=\"2025-08-31T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file126, cfg_dir126" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fcf19a7a-59e3-41af-9290-990379cbff6d", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126.initialize(cfg_file126)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6f9d70d7-9673-4dfd-bd06-b6f20608a5e8", + "metadata": {}, + "outputs": [], + "source": [ + "time126 = pd.date_range(pcrglob126.start_time_as_isostr, pcrglob126.end_time_as_isostr)\n", + "timeseries126 = pd.DataFrame(\n", + " index=pd.Index(time126, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "30c0a13d-3c93-434f-8ff6-aedaf80f3dee", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob126.time < pcrglob126.end_time:\n", + " pcrglob126.update()\n", + "\n", + " # Track discharge at station location\n", + " discharge_at_station126 = pcrglob126.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " time126 = pcrglob126.time_as_isostr\n", + " timeseries126[\"PCRGlobWB: Sonoran Desert\"][time126] = discharge_at_station126[0]\n", + "\n", + " # Show progress\n", + " #print(time126,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "b247d9a7-00d8-4d1b-8b2a-62a3f61ccde7", + "metadata": {}, + "source": [ + "Now the model can be used. A map is made to show the location of the ... for SSP1-2.6." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e32dc1d3-b768-4dd3-8919-67af82b627bd", + "metadata": {}, + "outputs": [], + "source": [ + "da126 = pcrglob126.get_value_as_xarray(\"land_surface_runoff\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "916657b4-b345-42fe-9ac5-3762ac86c595", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig126 = plt.figure(dpi=120)\n", + "ax126 = fig126.add_subplot(111, projection=crs.PlateCarree())\n", + "da126.plot(ax=ax126, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax126.add_feature(cfeature.OCEAN)\n", + "ax126.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax126.coastlines()\n", + "\n", + "# Add a red cross marker at specified location near the Gila River\n", + "ax126.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)\n", + "ax126.set_title(\"Sonoran Desert SSP1-2.6\", fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "id": "e34fe514-d9df-4b9d-9b7a-71ea07382107", + "metadata": {}, + "source": [ + "### Now for SSP4-6.0\n", + "First, set up the forcing that will be used in the model." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3677eeee-25f6-4630-ad0e-b5691ad0e050", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "bac804af-28e9-46e7-8e3e-0254009ebf11", + "metadata": {}, + "outputs": [], + "source": [ + "forcing245 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP245/work/diagnostic/script\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "72866c75-a7e3-4028-8adc-43075591833d", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob245 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing245\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "11d50b22-cf60-44cb-92f8-dec10807cd6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_120418/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_120418')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file245, cfg_dir245 = pcrglob245.setup(\n", + " end_time=\"2025-08-31T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file245, cfg_dir245" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e53b1244-ca3f-4824-b227-f900343b3871", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob245.initialize(cfg_file245)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "509ea6fd-30d0-49d7-ab08-7bbd5f8c27ab", + "metadata": {}, + "outputs": [], + "source": [ + "time245 = pd.date_range(pcrglob245.start_time_as_isostr, pcrglob245.end_time_as_isostr)\n", + "timeseries245 = pd.DataFrame(\n", + " index=pd.Index(time245, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ff5ac20b-2a79-4de3-80ec-8b1f1ff92ef0", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob245.time < pcrglob245.end_time:\n", + " pcrglob245.update()\n", + "\n", + " # Track discharge at station location\n", + " discharge_at_station245 = pcrglob245.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " time245 = pcrglob245.time_as_isostr\n", + " timeseries245[\"PCRGlobWB: Sonoran Desert\"][time245] = discharge_at_station245[0]\n", + "\n", + " # Show progress\n", + " #print(time245,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "37974d63-7177-4681-ac2d-4618b6aae493", + "metadata": {}, + "source": [ + "Now the model can be used. A map is made to show the location of the ... for SSP4-6.0." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "91e9030b-b052-4d90-864c-091217f78292", + "metadata": {}, + "outputs": [], + "source": [ + "da245 = pcrglob245.get_value_as_xarray(\"land_surface_runoff\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dd6408f5-0344-4f53-9c15-be1f7b7dcb67", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig245 = plt.figure(dpi=120)\n", + "ax245 = fig245.add_subplot(111, projection=crs.PlateCarree())\n", + "da245.plot(ax=ax245, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax245.add_feature(cfeature.OCEAN)\n", + "ax245.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax245.coastlines()\n", + "\n", + "# Add a red cross marker at specified location near the Gila River\n", + "ax245.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)\n", + "ax245.set_title(\"Sonoran Desert SSP2-4.5\", fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "id": "febb76b8-1990-494e-aa87-ab8bb72a14e0", + "metadata": {}, + "source": [ + "### Now for SSP5-8.5\n", + "First, set up the forcing." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "3662294b-edb4-43a0-b843-34662415a949", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")\n", + "#print(parameter_set)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6f60a5f7-0fbc-489a-80d5-6da781029b3a", + "metadata": {}, + "outputs": [], + "source": [ + "forcing585 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP585/work/diagnostic/script\",\n", + ")\n", + "#print(forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a2b305b0-26d0-4a85-8cc1-d46c0897d3bc", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob585 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing585\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "13f65ae0-7964-43fe-afe4-ef82d170343f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_120939/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_120939')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file585, cfg_dir585 = pcrglob585.setup(\n", + " end_time=\"2025-08-31T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file585, cfg_dir585" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e4a5a284-f81c-40fd-9181-eaa9369eb8a8", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob585.initialize(cfg_file585)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "2da2e165-ffe4-404b-9836-d3ebba8e20c7", + "metadata": {}, + "outputs": [], + "source": [ + "time585 = pd.date_range(pcrglob585.start_time_as_isostr, pcrglob585.end_time_as_isostr)\n", + "timeseries585 = pd.DataFrame(\n", + " index=pd.Index(time585, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "637e5f77-1364-4615-8959-75ff18a431bd", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob585.time < pcrglob585.end_time:\n", + " pcrglob585.update()\n", + "\n", + " # Track discharge at station location\n", + " discharge_at_station585 = pcrglob585.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " time585 = pcrglob585.time_as_isostr\n", + " timeseries585[\"PCRGlobWB: Sonoran Desert\"][time585] = discharge_at_station585[0]\n", + "\n", + " # Show progress\n", + " #print(time585,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "92793746-27c5-4762-8646-00335146db96", + "metadata": {}, + "source": [ + "Now the model can be used. A map is made to show the location of the ... for SSP5-8.5." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "9b397721-1fb5-4b52-a73e-504d3fec2ed4", + "metadata": {}, + "outputs": [], + "source": [ + "da585 = pcrglob585.get_value_as_xarray(\"total_evaporation\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "cdb73527-fc01-4a0e-a60e-0a3efcadcd87", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig585 = plt.figure(dpi=120)\n", + "ax585 = fig585.add_subplot(111, projection=crs.PlateCarree())\n", + "da585.plot(ax=ax585, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax585.add_feature(cfeature.OCEAN)\n", + "ax585.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax585.coastlines()\n", + "\n", + "# Add a red cross marker at specified location near the Gila River\n", + "ax585.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)\n", + "ax585.set_title(\"Sonoran Desert SSP5-8.5\", fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "id": "e0715da0-88a2-4d51-8fd1-1d2de40a9c9a", + "metadata": {}, + "source": [ + "### Plotting the timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAH6CAYAAAD7tm1ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACKdElEQVR4nOzdd3iUVfrw8e+k90Y6pBF6b9KbVFFZEEWUpSiCsKK+K/JTcV0riquorLqKSFMRK0WaQIQkgATpvUNCSyek18mc948hAyEBEkjyZCb357rmyszT5r5nkpk75znnPDqllEIIIYQQwkJYaR2AEEIIIURVkuJGCCGEEBZFihshhBBCWBQpboQQQghhUaS4EUIIIYRFkeJGCCGEEBZFihshhBBCWBQpboQQQghhUaS4EUIIIYRFkeJGVKvFixej0+nYvXu31qEA8Oabb6LT6bQOo5TPPvuMRo0aYWdnh06nIz09XeuQzEJhYSFTpkwhICAAa2tr2rVrB0BaWhqPPfYYvr6+6HQ6hg8ffsvjGAwGvvvuOwYMGIC3tze2trb4+vry4IMPsnr1agwGAwBxcXHodDp0Oh1vvvlmuceaMGGCaZvr9e3bl1atWpVaFhoaatpWp9Ph4uJCly5d+Pbbb8sct6ioiI8//pjWrVvj6OiIh4cH3bt3Z/v27RV6rdLT0/H29ubHH3+s0PZaSEhI4LXXXqNbt254e3vj5uZGx44dmTdvHsXFxWW2z87O5p///CeBgYE4ODjQrl27MvkVFxfz8ccfc99999GgQQOcnJxo3rw5r7zySrl/Z9e/H9ff3n///VLb/fvf/6ZDhw6m3w1RCykhqtGiRYsUoHbt2qV1KEoppd544w1Vm37t9+3bpwA1ceJEtXXrVhUTE6P0er3WYZmFOXPmKEB99tlnavv27ergwYNKKaX++c9/Kjs7O7VkyRIVExOjTpw4cdNj5OXlqcGDByudTqcef/xx9fPPP6stW7aoZcuWqUmTJil7e3u1cuVKpZRSsbGxClCurq4qJCREFRcXlzpWVlaWcnFxUW5ubmV+x/r06aNatmxZallISIjq0aOHiomJUTExMeqXX35RXbp0UYD64osvTNvp9Xr1wAMPKHd3d/Xuu++qyMhItWbNGvXWW2+pjRs3Vui1+uc//6lat26tDAZDhbbXwurVq1VQUJD617/+pdauXas2btyoXnjhBWVlZaWefPLJMtsPHDhQeXh4qLlz56rNmzeriRMnKkB9//33pm2ysrKUq6urevrpp9Uvv/yiIiMj1UcffaQ8PT1VixYtVG5ubqljAuqRRx4xvSclt0uXLpXaLj09XXl4eKiFCxdWz4sh7lrt+ZQXFkmKm/Ll5OQopZRasmSJAtRff/2lcUSVc+OXghYmTpyoHB0dyywfMGCAat68eYWO8Y9//EMB6ptvvil3/cmTJ9WBAweUUteKm5Iv0RsLi/nz5ytHR0c1ZsyYChc3DzzwQKllV65cUW5ubqpRo0amZZ988omysrJSMTExFcrpRpcvX1aOjo5q7ty5d7R/TUlLS1OFhYVllk+dOlUB6vz586Zla9euVYBaunRpqW0HDhyoAgMDTf8g6PV6lZqaWuaYv/zyiwLUd999V2o5oKZOnVqheJ999lnVpEmTWl0w1mVyWkpoLj8/nxdffJF27drh7u6Ol5cX3bp147fffiuzrU6n49lnn+W7776jefPmODk50bZtW9asWVNm27Vr19KuXTvs7e0JCwtj9uzZFY5p3759PPjgg/j6+mJvb09gYCAPPPAAFy9eBK6doli8eHG5MV5/2qLkVNjevXt55JFH8PT0JDw8nL59+zJmzBgAunTpgk6n44knngAgIiKCYcOG0aBBAxwcHGjUqBGTJ08mNTW1zPMdP36cxx9/HD8/P+zt7QkODmbcuHEUFBSYtklMTGTy5Mk0aNAAOzs7wsLCeOutt9Dr9bd9LUJDQ3nwwQdZvnw57du3x8HBgbfeeuuOXoMjR47w+OOP4+7ujp+fHxMmTCAjI6PUvvn5+cyYMYOwsDDs7OyoX78+U6dOLXUaQafTMX/+fPLy8kynDkpOgf7xxx8cO3bMtDwqKqrcvBITE5k/fz6DBw9m3Lhx5W7TuHFj2rRpU2pZ06ZN6d69OwsXLiy1fOHChYwYMQJ3d/ebv5i34eHhQdOmTTl37pxp2X//+1969+5N165d7+iYixcvRq/XM2rUqFLLd+/ezWOPPUZoaCiOjo6Ehoby+OOPl3puuPmp3JLXOy4uzrSsoKCAF198EX9/f5ycnOjduzd79uwhNDTU9Lt9M56entja2pZZ3rlzZwDT3x7AihUrcHFxYeTIkaW2ffLJJ4mPj+evv/4CwNramnr16t30mBcuXLhlTLcyduxYTp48SWRk5B0fQ1QfG60DEKKgoIC0tDSmT59O/fr1KSws5I8//mDEiBEsWrSozBfP2rVr2bVrF2+//TYuLi588MEHPPTQQ5w4cYKGDRsCsGnTJoYNG0a3bt348ccfKS4u5oMPPiApKem28eTk5DBw4EDCwsL43//+h5+fH4mJiURGRpKVlXXHeY4YMYLHHnuMKVOmkJOTQ+PGjfnhhx+YOXMmixYtolmzZvj4+ABw5swZunXrxsSJE3F3dycuLo6PP/6Ynj17cujQIdOXwIEDB+jZsyfe3t68/fbbNG7cmISEBFatWkVhYSH29vYkJibSuXNnrKyseP311wkPDycmJoaZM2cSFxfHokWLbhv73r17OXbsGK+99hphYWE4Ozvf0Wvw8MMPM2rUKJ566ikOHTrEjBkzAEyFglKK4cOHs2nTJmbMmEGvXr04ePAgb7zxBjExMcTExGBvb09MTAzvvPMOkZGRbN68GYCwsDBiYmJ45plnyMjI4PvvvwegRYsW5cYSGRlJUVHRbfvklOepp55i6tSpXLlyBU9PT06cOMH27duZOXMmy5Ytu4NXxqioqIhz586Zfg8uXLhAXFwcQ4cO5dVXX2XBggVcvnyZpk2b8tJLLzF+/PjbHnPt2rW0b98eDw+PUsvj4uJo2rQpjz32GF5eXiQkJPDll19yzz33cPToUby9vSsd/5NPPslPP/3ESy+9RL9+/Th69CgPPfQQmZmZlT5Wic2bN2NjY0OTJk1Myw4fPkzz5s2xsSn9FVZSiB4+fJju3bvf8pgALVu2LLNu6dKlLFiwAIPBQKtWrXj22Wd58skny2zXsWNHXFxcWLt2Lf369buj3EQ10rrpSFi2OzktpdfrVVFRkXrqqadU+/btS60DlJ+fn8rMzDQtS0xMVFZWVmrWrFmmZV26dFGBgYEqLy/PtCwzM1N5eXnd9rTU7t27FWDqa1GeklMUixYtKrMOUG+88YbpccmpsNdff73MthV5fQwGgyoqKlLnzp1TgPrtt99M6/r166c8PDxUcnLyTfefPHmycnFxUefOnSu1fPbs2QpQR44cuem+ShlPn1hbW5fpu3Inr8EHH3xQartnnnlGOTg4mJr2169fX+52P/30kwLUvHnzTMvGjx+vnJ2dyzx3eaeAyvP+++8rQK1fv/622yp1Ld8PP/zQ1L/m888/V0op9X//938qLCxMGQwG02mU28UUEhKi7r//flVUVKSKiopUbGysGj9+vALU//3f/ymllIqJiVGAcnNzUy1atFA///yz2rBhg3rkkUfKvB434+TkpKZMmXLb7fR6vcrOzlbOzs7qv//9r2n5zU7llvzuxsbGKqWUOnLkiALUyy+/XGq7H374QQFq/Pjxt43hRhs2bFBWVlbqhRdeKLW8cePGavDgwWW2j4+PV4B67733bnrMixcvKj8/P9WpU6cy/aZGjx6tvv/+e7Vlyxb166+/qiFDhihAvfbaa+Ueq0ePHqpLly6VzktUPzktJWqFX375hR49euDi4oKNjQ22trYsWLCAY8eOldn23nvvxdXV1fTYz88PX19fU3N6Tk4Ou3btYsSIETg4OJi2c3V1ZejQobeNpVGjRnh6evLyyy8zd+5cjh49WgUZGlstKio5OZkpU6YQFBRkej1CQkIATK9Jbm4u0dHRPProo6b/9MuzZs0a7r33XgIDA9Hr9abbkCFDAIiOjr5tPG3atCn1n/Od+tvf/lbmuPn5+SQnJwPX/qO+8RTGyJEjcXZ2ZtOmTXcdQ1UoOSWycOFC9Ho93377LU8++WSlR+KtW7cOW1tbbG1tCQsL4+eff+a5555j5syZAKbROPn5+axbt46RI0cyaNAgfv75Zzp06MDbb799y+Onp6eTm5uLr69vmXXZ2dm8/PLLNGrUCBsbG2xsbHBxcSEnJ6fcv7vbKfk9evTRR0stf+SRR8q0sFTE3r17efTRR+natSuzZs0qs/5Wr/XN1qWlpXH//fejlOKnn37Cyqr0V+D333/P6NGj6dWrFw8//DDr1q3jwQcf5P333yclJaXM8Xx9fbl06VIlMxM1QYobobnly5fz6KOPUr9+fZYsWUJMTAy7du1iwoQJ5Ofnl9m+vHPo9vb25OXlAXDlyhUMBgP+/v5ltitv2Y3c3d2Jjo6mXbt2vPrqq7Rs2ZLAwEDeeOMNioqK7iBDo4CAgAptZzAYGDRoEMuXL+ell15i06ZN7Ny5kx07dgCUyrO4uJgGDRrc8nhJSUmsXr3a9CVacitpki+vH8+dxn47N7539vb2wLWcLl++jI2NTZliTafT4e/vz+XLl6skDoDg4GAAYmNj72j/p556ir179/Luu++SkpJy2z4l5enZsye7du1i9+7dHD16lPT0dD799FPs7OyAa69Xs2bNTMUtGF+PwYMHc/HiRVNhWJ6S1/X6Ir/E6NGj+fzzz5k4cSIbNmxg586d7Nq1Cx8fH9N+lVHy3vj5+ZVabmNjU+7f7K3s27ePgQMH0rhxY9atW2f6PSlRr169cn8X0tLSAPDy8iqz7sqVKwwcOJBLly4RERFhOoV9O2PGjEGv15c7nYWDg8MdvVai+kmfG6G5JUuWEBYWxk8//VTqP67rO8RWhqenJzqdjsTExDLryltWntatW/Pjjz+ilOLgwYMsXryYt99+G0dHR1555RXTl8WNMd7qy7ei/9UfPnyYAwcOsHjx4lJ9Kk6fPl1qOy8vL6ytrUt1tCyPt7c3bdq04d133y13fWBg4G1jKi/2O3kNbqdevXro9XpSUlJKFThKKRITE7nnnnvu+Ng3uvfee7G1tWXlypVMmTKl0vv36NGDpk2b8vbbbzNw4ECCgoIqfQx3d3c6dep00/Xh4eE4OTmVu04pBVCm9eF6JUVFyZd+iYyMDNasWcMbb7zBK6+8Ylpe0v/tete/z9cXGTcWxSXPlZSURP369U3L9Xp9pX4n9u3bx4ABAwgJCWHjxo3ldtBu3bo1P/zwA3q9vlSr0KFDhwDKzCl05coVBgwYQGxsLJs2bSrTSfxWbvU6p6Wl3VHfJFH9pOVGaE6n05kmsCuRmJhY7mipinB2dqZz584sX768VMtPVlYWq1evrnRsbdu25ZNPPsHDw4O9e/cCxv9OHRwcOHjwYKnt7zTmG58TKPPf6ldffVXqsaOjI3369OGXX365ZevLgw8+yOHDhwkPD6dTp05lbhUpbspTHa9B//79AWPBe71ly5aRk5NjWl8V/P39Ta0W5U2cB8aO3Tfmd73XXnuNoUOH8uKLL1ZZXNezsbFh2LBhHDt2rNSoJKUU69evJzw8/JZfrnZ2djRs2JAzZ86UWq7T6VBKlfkdmz9/fpkJ80JDQwHKvA43/i317t0bgJ9++qnU8l9//bVCo/IA9u/fz4ABA2jQoAERERF4enqWu91DDz1EdnZ2mc7b33zzDYGBgXTp0sW0rKSwOXv2LBs3bqR9+/YViqXEd999h62tLR07diyz7uzZszftsC60JS03okZs3ry51Idzifvvv980zPiZZ57hkUce4cKFC7zzzjsEBARw6tSpO3q+d955h/vuu4+BAwfy4osvUlxczH/+8x+cnZ3L/Gd6ozVr1vDFF18wfPhwGjZsiFKK5cuXk56ezsCBAwHjl8OYMWNYuHAh4eHhtG3blp07d7J06dI7ivd6zZo1Izw8nFdeeQWlFF5eXqxevZqIiIgy25aMoOrSpQuvvPIKjRo1IikpiVWrVvHVV1/h6urK22+/TUREBN27d+f555+nadOm5OfnExcXx7p165g7d+5tT22Vpzpeg4EDBzJ48GBefvllMjMz6dGjh2m0VPv27Rk7duwdH7s8H3/8MWfPnuWJJ55gw4YNPPTQQ/j5+ZGamkpERASLFi3ixx9/vOl/+mPGjDEN568u77zzDr///jv33Xcfb775Jm5ubsyfP58DBw7w888/33b/vn378vvvv5da5ubmRu/evfnwww/x9vYmNDSU6OhoFixYUGZU1f3334+XlxdPPfUUb7/9NjY2NixevLjMMOqWLVvy+OOP89FHH2FtbU2/fv04cuQIH330Ee7u7rdsYQI4ceIEAwYMAODdd9/l1KlTpf7+w8PDTa15Q4YMYeDAgfzjH/8gMzOTRo0a8cMPP7B+/XqWLFmCtbU1YDwtN3jwYPbt28ecOXPQ6/Wm07sAPj4+hIeHA/Dhhx9y9OhR+vfvT4MGDUhOTmbBggVs3LiRN998s0wRefnyZU6dOsVzzz13u7dAaEGzrsyiTigZUXGzW8lIi/fff1+FhoYqe3t71bx5c/X111+XO0qDm0yyFRISUmY0xqpVq1SbNm2UnZ2dCg4OVu+//36FJvE7fvy4evzxx1V4eLhydHRU7u7uqnPnzmrx4sWltsvIyFATJ05Ufn5+ytnZWQ0dOlTFxcXddKRQSkrKTV+fG0dLHT16VA0cOFC5uroqT09PNXLkSHX+/Pkyxy7ZduTIkapevXqmXJ944gmVn59v2iYlJUU9//zzKiwsTNna2iovLy/VsWNH9a9//UtlZ2ff8vUob7K5qnoNbhxxo5Rx1uCXX35ZhYSEKFtbWxUQEKD+8Y9/qCtXrpTa925HS5XQ6/Xqm2++Uf369VNeXl7KxsZG+fj4qCFDhqilS5eaRtRcP1rqViozWupmr+uNDh06pB544AHl6uqqHBwcVNeuXdXq1asrtO+mTZsUoHbu3Flq+cWLF9XDDz+sPD09laurq7rvvvvU4cOHy/1b2rlzp+revbtydnZW9evXV2+88YaaP39+mfcuPz9fTZs2Tfn6+prijImJUe7u7mVGPN3odp8VN47Ky8rKUs8//7zy9/dXdnZ2qk2bNuqHH34otU3Je3az2/V5rlq1SvXs2VP5+PgoGxsb5erqqnr16lXmmCUWLFigbG1tVWJi4i3zEtrQKXX1hKIQQgiL1KZNG3r06MGXX35Z48+9fft2evToYRqJZCl69epFcHCwaT4lUbtIcSOEEBZu/fr1PPTQQ5w6deqOTkFWVEREBDExMXTs2BFHR0cOHDjA+++/j7u7OwcPHix31JY52rJlC4MGDeLo0aMVHnUlapb0uRFCCAt333338eGHHxIbG1utxY2bmxsbN25kzpw5ZGVl4e3tzZAhQ5g1a5bFFDZg7G/z7bffSmFTi0nLjRBCCCEsigwFF0IIIYRFkeJGCCGEEBZFihshhBBCWJQ616HYYDAQHx+Pq6trpS9yJ4QQQghtKKXIysoiMDDwtpNC1rniJj4+/o6uASOEEEII7V24cOG2o/7qXHHj6uoKGF8cNzc3jaMRQgghREVkZmYSFBRk+h6/lTpX3JScinJzc5PiRgghhDAzFelSIh2KhRBCCGFRpLgRQgghhEWR4kYIIYQQFqXO9bkRQghRNxgMBgoLC7UOQ1SCnZ3dbYd5V4QUN0IIISxOYWEhsbGxGAwGrUMRlWBlZUVYWBh2dnZ3dRwpboQQQlgUpRQJCQlYW1sTFBRUJS0BovqVTLKbkJBAcHDwXU20K8WNEEIIi6LX68nNzSUwMBAnJyetwxGV4OPjQ3x8PHq9Hltb2zs+jpSzQgghLEpxcTHAXZ/aEDWv5D0reQ/vlBQ3QgghLJJcP9D8VNV7JsWNEEIIISyKFDdCCCGEsChS3AghhBC1RHJyMpMnTyY4OBh7e3v8/f0ZPHgwMTExAOzbt48HH3wQX19fHBwcCA0NZdSoUaSmpgIQFxeHTqcz3Tw9PenduzfR0dGm59iyZQtDhw4lMDAQnU7HypUrbxtXWloazz33HE2bNsXJyYng4GCef/55MjIybrvvpUuXGDNmDPXq1cPJyYl27dqxZ8+eO3uBKkiKm1qisLCYoqK760AlhBDCvD388MMcOHCAb775hpMnT7Jq1Sr69u1LWloaycnJDBgwAG9vbzZs2MCxY8dYuHAhAQEB5ObmljrOH3/8QUJCAtHR0bi5uXH//fcTGxsLQE5ODm3btuXzzz+vcFzx8fHEx8cze/ZsDh06xOLFi1m/fj1PPfXULfe7cuUKPXr0wNbWlt9//52jR4/y0Ucf4eHhUenXplJUHZORkaEAlZGRoXUoJr/9dkr5+HyumjVboPT6Yq3DEUIIs5aXl6eOHj2q8vLytA6lUq5cuaIAFRUVVe76FStWKBsbG1VUVHTTY8TGxipA7du3z7Ts4sWLClBz584tsz2gVqxYcUfx/vzzz8rOzu6W8bz88suqZ8+eFT7mrd67ynx/S8uNhnJzi/jHPyIYNmwlKSl5HD+exs6diVqHJYQQFkUpRU5hjiY3pVSF43RxccHFxYWVK1dSUFBQZr2/vz96vZ4VK1ZU6rglc/0UFRVVeJ+KyMjIwM3NDRubm0+Zt2rVKjp16sTIkSPx9fWlffv2fP3111UaR3lkEj+N7NuXxOjRazl+PA2AwEAX4uOzWb8+lm7dAjWOTgghLEduUS4us1w0ee7sGdk42zlXaFsbGxsWL17MpEmTmDt3Lh06dKBPnz489thjtGnThq5du/Lqq68yevRopkyZQufOnenXrx/jxo3Dz8+v3GPm5OQwY8YMrK2t6dOnT5XldfnyZd555x0mT558y+3Onj3Ll19+ybRp03j11VfZuXMnzz//PPb29owbN67K4rmRtNzUMINB8dFHu+jS5XuOH08jIMCZiIiRzJzZA4D162M1jlAIIYRWHn74YeLj41m1ahWDBw8mKiqKDh06sHjxYgDeffddEhMTmTt3Li1atGDu3Lk0a9aMQ4cOlTpO9+7dcXFxwdXVldWrV7N48WJat25doRjee+89UyuSi4sL58+fL7U+MzOTBx54gBYtWvDGG2/c8lgGg4EOHTrw3nvv0b59eyZPnsykSZP48ssvK/6i3AGdqkzblgXIzMzE3d3d1JxWk+Ljs3niid+JiDgHwLBhjZg/fxDe3k7Ex2dTv/5cdDpITn4Gb2+ZMlwIIe5Efn4+sbGxhIWF4eDggFKK3KLc2+9YDZxsne56YrqJEycSERHBuXPnyqwrLCykffv2dOrUiW+++Ya4uDjCwsJYtWoVLVq0wMPDg3r16t302DqdjhUrVjB8+HDTsrS0NNLS0kyPQ0NDTaeesrKyGDx4ME5OTqxZswYHB4dbxh4SEsLAgQOZP3++admXX37JzJkzuXTpUpntb3zvrleZ7285LVVDfvvtNE89tYHLl/NwdLRhzpx7mTSpjemX3s0jh/btPNi3P52IiHM8/nhzjSMWQgjLoNPpKnxqqDZq0aLFTYdr29nZER4eTk5OTqnlQUFBhIeH39HzeXl54eXlVWZ5ZmYmgwcPxt7enlWrVt22sAHo0aMHJ06cKLXs5MmThISE3FFsFSWnpapZbm4RU6ZEMHz4Si5fzqN9e1/27h3L00+3JTFlL9ERo9izpB72K/xZOnE6VjqDnJoSQog66PLly/Tr148lS5Zw8OBBYmNj+eWXX/jggw8YNmwYa9asYcyYMaxZs4aTJ09y4sQJZs+ezbp16xg2bFiFnyc7O5v9+/ezf/9+AGJjY9m/f3+Z00/Xy8rKYtCgQeTk5LBgwQIyMzNJTEwkMTGx1HWg+vfvX2qI+QsvvMCOHTt47733OH36NEuXLmXevHlMnTq18i9QJUjLTTW6sdPw9OmdmDQ5j/iTY9Dv2kor6xwCwFRiNvPMoE1wAhs2uGAwKKys5LooQghRV7i4uNClSxc++eQTzpw5Q1FREUFBQUyaNIlXX32VhIQEnJycePHFF7lw4QL29vY0btyY+fPnM3bs2Ao/z+7du7n33ntNj6dNmwbA+PHjTX17brRnzx7++usvABo1alRqXWxsLKGhoQCcOXPGNKEgwD333MOKFSuYMWMGb7/9NmFhYcyZM4e///3vFY73Tkifm2pgMCg++WQ3M2ZspaiomH4dk3lu4l+0ct5JI+vSw/sOFbtwuV5vfNNjaMEV/rn0b/x3bS/27h1L+/bl934XQghxc7fqtyFqN+lzU0vFx2fzxPjVFF7awoePHeahbvsJds82rS9ScIB65PoNomnbl2jt0w6AQ5sfh8Qf6d3+CP9d24v16+OkuBFCCCHugBQ3VSS/IJ1fvpmJ4UAU3z98HB+3a527cgxw0Lo+hvp/o1W7l+nkVrYjVViTsZD4I11DzgOK9etjmTGjSw1mIIQQQlgGKW6qyOoVPzDW5SMwTldDmt6KIw4NsQt5lDZtX6SbQ9me59dz8b+XIqUj0KmIhr6X2b7dmoyMAtzd7WsgeiGEEMJyyGipKjLikaeJuVCfH07fw67Gs3EbnUOvR0/Rpcu7ON6msAHAxpEUh1AA+nc+jl5vYNOmsnMaCCGEEOLWpLipItY21tzz4nkef30n99zzIjY2le/E5hg4EIAubfYDsH59XBVGKIQQQtQNUtxUIRubu3s5PYOHAtAzJB4wXoqhjg1mE0IIIe6aFDe1iXd3AJq6FOFfL5MLF7I4duyyxkEJIYQQ5kWKm9rE3oscpzAAevXYCcipKSGEEKKypLipZRwDBwHQtbXxCq9yKQYhhBCicqS4qWWsfHsD0Cs4GYDo6Ivk5BRqGZIQQghhVqS4qW18egHQ3lmPh/9lCguLiY6+qHFQQgghakJycjKTJ08mODgYe3t7/P39GTx4MDExMQDs27ePBx98EF9fXxwcHAgNDWXUqFGm6znFxcWh0+lMN09PT3r37k10dLTpOWbNmsU999yDq6srvr6+DB8+vMyVu29FKcWQIUPQ6XQ3vVp5iTfffLNUPDqdDn9//8q/MJUkxU1t4xyEwbEBNjro2G0bIKemhBCirnj44Yc5cOAA33zzDSdPnmTVqlX07duXtLQ0kpOTGTBgAN7e3mzYsIFjx46xcOFCAgICyM3NLXWcP/74g4SEBKKjo3Fzc+P+++8nNtb4XRIdHc3UqVPZsWMHERER6PV60xW/K2LOnDnodBW/sHPLli1JSEgw3Q4dOlTxF+QOyQzFtZCVXx+I+56erU+waYV0KhZCiLogPT2dbdu2ERUVRZ8+fQAICQmhc+fOAKxcuZLMzEzmz5+PjY3x6zssLIx+/fqVOVa9evXw9/fH39+fr776igYNGrBx40YmT57M+vXrS227aNEifH192bNnD717975ljAcOHODjjz9m165dBAQEVCgvGxubGmmtuZ603NRGPj0B6FU/FZ21gVOnrnDmTLq2MQkhhJlSSpGTU6jJrTJzlbm4uODi4sLKlSspKCgos97f3x+9Xs+KFSsqdVwnJycAioqKyl2fkZEBgJfXrWfTz83N5fHHH+fzzz+vVLFy6tQpAgMDCQsL47HHHuPs2bMV3vdOSctNbXS1301XJ4VNyBmKzjZm/fpYpk5tr3FgQghhfnJzi3Bx+VST587Ofh5nZ7sKbWtjY8PixYuZNGkSc+fOpUOHDvTp04fHHnuMNm3a0LVrV1599VVGjx7NlClT6Ny5M/369WPcuHH4+fmVe8ycnBxmzJiBtbW1qTXoekoppk2bRs+ePWnVqtUt43vhhRfo3r07w4YNq1A+AF26dOHbb7+lSZMmJCUlMXPmTLp3786RI0eoV69ehY9TWdJyUxu5Nwc7T5ytoF3n3YD0uxFCiLrg4YcfJj4+nlWrVjF48GCioqLo0KEDixcvBuDdd98lMTGRuXPn0qJFC+bOnUuzZs3K9GPp3r07Li4uuLq6snr1ahYvXkzr1q3LPN+zzz7LwYMH+eGHH0zL3nvvPVMrkouLC+fPn2fVqlVs3ryZOXPmVCqfIUOG8PDDD9O6dWsGDBjA2rVrAfjmm28q98JUkk7Vsfn9MzMzcXd3JyMjAzc3N63Dubnov8Gl1bx41pWP//06Tk42pKU9i729NLYJIcSt5OfnExsbS1hYGA4ODiilyM0t/5RMdXNysq1U59vyTJw4kYiICM6dK3sx5cLCQtq3b0+nTp345ptviIuLIywsjFWrVtGiRQs8PDxu2kLy3HPPsXLlSrZs2UJYWJhpeVpaGmlpaabHoaGhTJ8+nU8//RQrq2ttIsXFxVhZWdGrVy+ioqIqnM/AgQNp1KgRX375ZZl1N75316vM97d8U9ZWPr3g0mp6+mbxiWs2uVkubNt2if79Q7SOTAghzIpOp6vwqaHaqEWLFjcdcm1nZ0d4eHiZkU5BQUGEh4eXu49Siueee44VK1YQFRVVqrABY9+bG/vfvPLKK0ycOLHUstatW/PJJ58wdOjQCudSUFDAsWPH6NWrV4X3uRNS3NRWJZ2KHXWo8KOwvzPr18dKcSOEEBbq8uXLjBw5kgkTJtCmTRtcXV3ZvXs3H3zwAcOGDWPNmjX8+OOPPPbYYzRp0gSlFKtXr2bdunUsWrSows8zdepUli5dym+//YarqyuJiYkAuLu74+joWO4+JSOvbhQcHFyqOOrfvz8PPfQQzz77LADTp09n6NChBAcHk5yczMyZM8nMzGT8+PGVeWkqTYqb2sqrI1g74E0+Tdsd5MT+zqxfH8eHH2odmBBCiOrg4uJCly5d+OSTTzhz5gxFRUUEBQUxadIkXn31VRISEnBycuLFF1/kwoUL2Nvb07hxY+bPn8/YsWMr/Dwlp4P69u1bavmiRYt44okn7iqHM2fOmCYUBLh48SKPP/44qamp+Pj40LVrV3bs2EFISPX+oy59bmqzP/pCcjSTLtgxf8Y7oKy4cGEyDRq4ah2ZEELUWrfqtyFqt6rqcyOjpWqzq0PCe7sXQf0LAGzYEKdhQEIIIUTtJ8VNbXa1301/V3toZLzuhwwJF0IIIW5NipvazKcb6KwI1OUT2OIwABER59DrDRoHJoQQQtReUtzUZrZu4NEWgJ5hCeCUQ0ZGATt2xGscmBBCCFF7SXFT213td/Oglzs0PAnIhTSFEEKIW9G0uJk1axb33HMPrq6u+Pr6Mnz4cE6cOHHLfaKiotDpdGVux48fr6Goa5ivsd9NP2db6XcjhBBCVICmxU10dDRTp05lx44dREREoNfrGTRoUJmZFstz4sQJEhISTLfGjRvXQMQauNpyE1h8GfcmxuJmz54kkpNv/xoJIYQQdZGmk/itX7++1ONFixbh6+vLnj176N279y339fX1xcPDoxqjqyUc/cGlEbrs0/QPKGa5/0VIbMDGjecYM6aF1tEJIYQQtU6t6nOTkZEBUOaaFuVp3749AQEB9O/fn8jIyJtuV1BQQGZmZqmb2bl6amqMf4icmhJCCCFuo9YUN0oppk2bRs+ePWnVqtVNtwsICGDevHksW7aM5cuX07RpU/r378+WLVvK3X7WrFm4u7ubbkFBQdWVQvW5emqqu4PBVNxs2BCHwVCnJpcWQgghKqTWFDfPPvssBw8e5Icffrjldk2bNmXSpEl06NCBbt268cUXX/DAAw8we/bscrefMWMGGRkZptuFCxeqI/zqdXUyP9/8OBxCzoNdPqmpeezdm6RxYEIIIapScnIykydPJjg4GHt7e/z9/Rk8eDAxMTEA7Nu3jwcffBBfX18cHBwIDQ1l1KhRpus5xcXFlRps4+npSe/evYmOjjY9x5tvvllmUE55F8W8UWJiImPHjsXf3x9nZ2c6dOjAr7/+est97vS57latKG6ee+45Vq1aRWRkJA0aNKj0/l27duXUqVPlrrO3t8fNza3Uzey4NgYHX3SGQp4MbQENjbnKqSkhhLAsDz/8MAcOHOCbb77h5MmTrFq1ir59+5KWlkZycjIDBgzA29ubDRs2cOzYMRYuXEhAQAC5ubmljvPHH3+QkJBAdHQ0bm5u3H///cTGXvvOaNmyZalBOYcOHbptbGPHjuXEiROsWrWKQ4cOMWLECEaNGsW+fftuud+dPNfd0rRDsVKK5557jhUrVhAVFVXqsumVsW/fPgICAqo4ulpEpzO23lxYzqM+9fmy0Qk43pr16+N47bVuWkcnhBCiCqSnp7Nt2zaioqLo06cPACEhIXTu3BmAlStXkpmZyfz587GxMX59h4WF0a9fvzLHqlevHv7+/vj7+/PVV1/RoEEDNm7cyOTJkwGwsbGpdAtKTEwMX375pSme1157jU8++YS9e/fSvn37m+53J891tzRtuZk6dSpLlixh6dKluLq6kpiYSGJiInl5eaZtZsyYwbhx40yP58yZw8qVKzl16hRHjhxhxowZLFu2jGeffVaLFGrO1X43HW1zTf1uYmLiuXIlX8uohBCi9lMK9Dna3FTF+0a6uLjg4uLCypUrKSgoKLPe398fvV7PihUrUJU4rpOTEwBFRUWmZadOnSIwMJCwsDAee+wxzp49e9vj9OzZk59++om0tDQMBgM//vgjBQUF9O3b95b73clz3S1NW26+/PJLgDIvzKJFi3jiiScASEhI4Pz586Z1hYWFTJ8+nUuXLuHo6EjLli1Zu3Yt999/f02FrY2r/W5cMg7QMNSTsz6JGFL8+eOPc4wc2VTj4IQQohYrzoWfXbR57kezwca5Qpva2NiwePFiJk2axNy5c+nQoQN9+vThscceo02bNnTt2pVXX32V0aNHM2XKFDp37ky/fv0YN24cfn5+5R4zJyeHGTNmYG1tbWoN6tKlC99++y1NmjQhKSmJmTNn0r17d44cOUK9evVuGt9PP/3EqFGjqFevHjY2Njg5ObFixQrCw8Nvus+dPtfd0qnKlH8WIDMzE3d3dzIyMsyr/41BD796gj6b/7iO5pVZmRDThwkTWrFgwX1aRyeEELVGfn4+sbGxhIWF4eDgYGxBMYPipkR+fj5bt24lJiaG9evXs3PnTubPn2/6p//y5cts3ryZHTt2sHLlStLS0tiyZQutW7cmLi6OsLAwHB0dsbKyIjc3l4CAAP7zn/8wZsyYcp8vJyeH8PBwXnrpJaZNm8Z7773He++9Z1p/9OhRgoODee6559i5cyfvvfce3t7erFy5kk8++YStW7fSunXrCuV243OVl3up9+46lfn+luLGnGweBIkRHAt5lhZfbYDvniYw0JmLF6eg0+m0jk4IIWqFMl+QShlbb7Rg7WTsN3kXJk6cSEREBOfOnSuzrrCwkPbt29OpUye++eYbU3GzatUqWrRogYeHR4VaSAYOHEijRo348ssvSUtLIy0tzbQuNDSUc+fO0ahRIw4fPkzLli1N6wYMGECjRo2YO3duhfO5/rluVFXFjaanpUQl+fSExAiaqGScGyWTY1NIfDwcPpxK69Y+WkcnhBC1k05X6daT2qRFixasXLmy3HV2dnaEh4eXuWxRUFDQLU8XXa+goIBjx47Rq5exb6eXl1eZyXRLRmNZWZXuqmttbY3BYKjQ85T3XNWlVgwFFxXka/xlsE75k/ua9oewM4AMCRdCCEtw+fJl+vXrx5IlSzh48CCxsbH88ssvfPDBBwwbNow1a9YwZswY1qxZw8mTJzlx4gSzZ89m3bp1DBs2rMLPM336dKKjo4mNjeWvv/7ikUceITMzk/Hjx990n2bNmtGoUSMmT57Mzp07OXPmDB999BEREREMHz7ctF3//v35/PPP7+q5qoK03JiTel1AZwN5l3isUTeWNVoJp5qzfn0c//d/nbWOTgghxF1wcXGhS5cufPLJJ5w5c4aioiKCgoKYNGkSr776KgkJCTg5OfHiiy9y4cIF7O3tady4MfPnz2fs2LEVfp6LFy/y+OOPk5qaio+PD127dmXHjh2EhITcdB9bW1vWrVvHK6+8wtChQ8nOzqZRo0Z88803pQb0nDlzxjSh4J0+V1WQPjfmZkNXuPwXmR0+x/2Lt+Czl7C1tSIt7VlcXOy0jk4IITR3q34bonarqj43clrK3FwdEu6WeZCubRqB52WKigxERprhZSWEEEKIaiDFjbm52u+G5K38relQuUq4EEIIcQMpbsyNdw/jz8xjDAvtAY2OA7Du97OVmrFSCCGEsFRS3JgbB29waw5Ac9IIalsEVnriYjOJi8vQODghhBBCe1LcmKOrp6Z0Kdv4W+vBEHgRgK1bL2kZlRBC1CrSmm1+quo9k+LGHF3tVEzKNoY2GQohxv420dHSqVgIIaytrQHj7L3CvJS8ZyXv4Z2SeW7M0dUrhJO2h7597sGu4SUK/4RNUdKpWAghSi7qmJKSgq2tbZlZdUXtZDAYSElJwcnJCRubuytPpLgxR84h4Fgf8i5hn3GAzl192fadgXNnc0hMzMHf33ynGRdCiLul0+kICAggNja23OsxidrLysqK4ODgu75eohQ35kinM/a7OfcjJG+lf4vubPNLhKRAtm69yMiRTbWOUAghNGVnZ0fjxo3l1JSZsbOzq5KWNiluzJVPT2Nxk7KNXqEvQ8hnkBTIli1S3AghBBhbAWSG4rpJTkSaq5J+N6kxdA3shFWosel1U9RZDYMSQgghtCfFjblybwm27qDPxjnnFO26uANw/EgG6en5GgcnhBBCaEeKG3NlZQ0+V2crTtlG/9adwSsFpeDPP2W+GyGEEHWXFDfmrOTUVMpWeof0hhDjKaktWy5qGJQQQgihLSluzNl1k/n1aNDdNJnf5qg47WISQgghNCbFjTmrdw9Y2UN+Mp76VJp1tAdg394UcnOLNA5OCCGE0IYUN+bM2t5Y4ICx3037DuCWTrEeduxI0DY2IYQQQiNS3Ji76/rd9AntDcHGU1Nbt0q/GyGEEHWTFDfmrqTfTfI2eoX0MnUqln43Qggh6iopbsydT3dAB9mn8bdWBLcpBuCvHQkUFhZrG5sQQgihASluzJ2dB3i2Nd5P3sqALm3AMYeCfMXevUmahiaEEEJoQYobS+DT2/gzeQu9Q3qZhoTLfDdCCCHqIiluLIHv1eImZYtxMr+rnYqjos9pGJQQQgihDSluLIHv1RFT6YcIdXTDt2U2AFu3XcRgUBoGJoQQQtQ8KW4sgYMvuDUDQJf6J/d2bQp2+WRnFnP4cKrGwQkhhBA1S4obS+F7rd9N34a9Ich4SmrLlgsaBiWEEELUPCluLEWpTsXXLqIZFX1ew6CEEEKImifFjaUoabm5spfm7g1wa5wGQNSWcygl/W6EEELUHVLcWArnIHAOAVWM7vIO+vQIA2s9l5OLOH06XevohBBCiBojxY0lue7UVN9GPaG+8ZSUXGdKCCFEXSLFjSXxvbHfjXG+m+ho6VQshBCi7pDixpKUFDeX/6KdTzMcwhMA2BQVq2FQQgghRM2S4saSuDYGBz8wFGJzZS/duweCzsCl83lcvJildXRCCCFEjZDixpLodNedmtpKv6Y9wP8SIP1uhBBC1B1S3FiaMvPdyEU0hRBC1C1S3Fiakpab1D+5J6A9NmHGzsSbos5qGJQQQghRc6S4sTQercDWA/Q5OGQdo2OXegCcOp7F5ct52sYmhBBC1AApbiyNzuraVcKTtzCgdVfwTgJg27ZLGgYmhBBC1AwpbizRdfPd9AruZbrOlFxEUwghRF0gxY0lKulUnLKV7g26oguNA2S+GyGEEHWDFDeWyKs92DhD4RVc88/T+h5nAA4dSCMrq1Dj4IQQQojqJcWNJbKyBe/uxvvJW+jfrhN4pGEohpiYeG1jE0IIIaqZFDeW6sbrTAUbT0nJZH5CCCEsnabFzaxZs7jnnntwdXXF19eX4cOHc+LEidvuFx0dTceOHXFwcKBhw4bMnTu3BqI1M9cVNz2Depg6FUu/GyGEEJZO0+ImOjqaqVOnsmPHDiIiItDr9QwaNIicnJyb7hMbG8v9999Pr1692LdvH6+++irPP/88y5Ytq8HIzUC9zmBlB/mJeBenE97e+Fbv3plMQYFe4+CEEEKI6mOj5ZOvX7++1ONFixbh6+vLnj176N27d7n7zJ07l+DgYObMmQNA8+bN2b17N7Nnz+bhhx+u7pDNh7UD1OsCKVshZQsDOrXjjHMWRTmu7NqVSM+eDbSOUAghhKgWtarPTUZGBgBeXl433SYmJoZBgwaVWjZ48GB2795NUVFRtcZndq47NdUntPd1891IvxshhBCWq9YUN0oppk2bRs+ePWnVqtVNt0tMTMTPz6/UMj8/P/R6PampqWW2LygoIDMzs9Stzrh+Mr+QXqZOxZHR5zQMSgghhKhetaa4efbZZzl48CA//PDDbbfV6XSlHiulyl0Oxk7L7u7upltQUFDVBGwOvLuBzhpy4mhgbSCwVQEA2/+8RHGxQePghBBCiOpRK4qb5557jlWrVhEZGUmDBrfuC+Lv709iYmKpZcnJydjY2FCvXr0y28+YMYOMjAzT7cKFOnQJAltX8OxgvJ+8lf5dW4J9Hrk5Bg4cSNE2NiGEEKKaaFrcKKV49tlnWb58OZs3byYsLOy2+3Tr1o2IiIhSyzZu3EinTp2wtbUts729vT1ubm6lbnVKyamplC30CesFwXGA9LsRQghhuTQtbqZOncqSJUtYunQprq6uJCYmkpiYSF5enmmbGTNmMG7cONPjKVOmcO7cOaZNm8axY8dYuHAhCxYsYPr06VqkUPvdOJnf1U7F0u9GCCGEpdK0uPnyyy/JyMigb9++BAQEmG4//fSTaZuEhATOnz9vehwWFsa6deuIioqiXbt2vPPOO3z66acyDPxmfHoaf2Yep5GTG17NjB2qo7ecN/VVEkIIISyJTtWxb7jMzEzc3d3JyMioO6eo1raGjMPQaxmPbPuJZePagd6Wo0efpHnzsv2UhBBCiNqmMt/ftaJDsahm152a6hveCxoYT0nJdaaEEEJYIilu6oIy/W6M891ERdehkWNCCCHqDClu6gKfXsafV/bTyiMI58bJAGyWi2gKIYSwQFLc1AVOgeDSCFBYpcbQq3swWBWTFF/AuXMZWkcnhBBCVCkpbuqK6+a76dekJwQY+9vIfDdCCCEsjRQ3dcWN15m62u9GihshhBCWRoqbuqKkuLm8iw4+zbBreAmATVFnNQxKCCGEqHo2FdloxIgRlT7w3Llz8fX1rfR+opo4h4JTA8i9iN2VvXTp7svWJQZiT+eQlJSDn5+z1hEKIYQQVaJCLTcrV67Ezs6u1NW1b3Vbu3Yt2dnZ1R27qAydDnyunZrq37w7+CYBsG3bJQ0DE0IIIapWhVpuAD799NMKt8T8+uuvdxyQqEa+veHcUkjZQu+G/4aQTyE5gOjoCzz8cBOtoxNCCCGqRIVabiIjI/Hy8qrwQX///Xfq169/x0GJalLS7yY1hi6B7bEONV6za3O0zHcjhBDCclSouOnTpw82NhVu5KFnz57Y29vfcVCimrg1A3tvKM7HKfMo7bq4A3D0UDrp6fkaByeEEEJUjUqPlurbty/ffvsteXl51RGPqE46Xakh4QPadgavFJSCP/+UfjdCCCEsQ6WLm44dO/LSSy/h7+/PpEmT2LFjR3XEJarLdZ2KewX3ghDjUPDoaJnvRgghhGWodHHz0UcfcenSJb799ltSUlLo3bs3LVq0YPbs2SQlJVVHjKIqmWYq3kaPoK4Qauxv88dmme9GCCGEZbijSfysra0ZNmwYK1eu5NKlS4wePZp///vfBAUFMXz4cDZv3lzVcYqq4tEGbN1An4VH3jla3GPsG3Vg/2Wysgo1Dk4IIYS4e3c1Q/HOnTt5/fXXmT17Nr6+vsyYMQNfX1+GDh3K9OnTqypGUZWsrMGnp/F+8hYGte8MHmkYimH7dul3I4QQwvxVurhJTk7mo48+olWrVvTq1YuUlBR+/PFH4uLieOutt5g3bx6//fYbc+fOrY54RVW4rlNxn9A+0u9GCCGERal0cdOgQQPmz5/P+PHjuXjxIr/++iv33XcfOp3OtE3nzp255557qjRQUYV8rl0hvFdQTwg9A0CE9LsRQghhASo+ec1VmzZtolevXrfcxs3NjcjIyDsOSlQzr45g7QgFl6mnT6ZpR1tO/Ab79qSQk1OIs7Od1hEKIYQQd6zSLTe3K2yEGbC2A+9uxvvJWxnQoSO4pVOsh5iYBG1jE0IIIe7SHXUo/vXXX3n00Ufp2rUrHTp0KHUTZuK6fjd9w67vd3NBw6CEEEKIu1fp4ubTTz/lySefxNfXl3379tG5c2fq1avH2bNnGTJkSHXEKKqDqbiJpndwL1O/mz8i5TpTQgghzFuli5svvviCefPm8fnnn2NnZ8dLL71EREQEzz//PBkZGdURo6gO9bqAlS3kXcKXXBq2M3YI370ziby8Io2DE0IIIe5cpYub8+fP0717dwAcHR3JysoCYOzYsfzwww9VG52oPjZO4NXJeD95CwPvaQ8umeiL4K+/pN+NEEII81Xp4sbf35/Lly8DEBISYrq2VGxsLEqpqo1OVK+b9ruR+W6EEEKYr0oXN/369WP16tUAPPXUU7zwwgsMHDiQUaNG8dBDD1V5gKIaXXcRzT4hfUz9bjZJvxshhBBmrNLz3MybNw+DwQDAlClT8PLyYtu2bQwdOpQpU6ZUeYCiGvn0AJ0VZJ8mwFoR0s7AubXw145ECgr02NtX+tdDCCGE0Fylv72srKywsrrW4PPoo4/y6KOPVmlQoobYuYNHO7iyF5KjGdi5LfOdsyjMcWXXrkR69mygdYRCCCFEpVWouDl48GCFD9imTZs7DkZowLePqbjpG9qH+SHr4WhboqMvSnEjhBDCLFWouGnXrh06nQ6lVKlrSJWnuLi4SgITNcSvL5z4BJKj6NP7NQj5Ao62ZVNkLP/6V1etoxNCCCEqrUIdimNjYzl79iyxsbEsW7aMsLAwvvjiC/bt28e+ffv44osvCA8PZ9myZdUdr6hqvr0AHWSeoIGtDQ3aFALGyzAUFUmhKoQQwvxUqOUmJCTEdH/kyJF8+umn3H///aZlbdq0ISgoiH//+98MHz68yoMU1cjOEzzbwpX9kBzNgC6tWeyYQ36uM3v2JNG1a6DWEQohhBCVUumh4IcOHSIsLKzM8rCwMI4ePVolQYka5tvH+DM5+up8N8ah4HKdKSGEEOao0sVN8+bNmTlzJvn5+aZlBQUFzJw5k+bNm1dpcKKGXFfc9AntAyHG+W42R8ZpF5MQQghxhyo9FHzu3LkMHTqUoKAg2rZtC8CBAwfQ6XSsWbOmygMUNaBkpuKMo4Q6OOHfKpfEDbBt2yX0egM2Nnd08XghhBBCE5Uubjp37kxsbCxLlizh+PHjKKUYNWoUo0ePxtnZuTpiFNXNvh54tIb0Q5C8hf5dW/K9fR65OY7s359Mp07+WkcohBBCVFiFi5tXX32V4cOH07lzZ5ycnHj66aerMy5R03z7GoubpCj6hffl+5BtcLIF0dEXpLgRQghhVip8viEhIYEHH3yQgIAAnn76adauXUtBQUF1xiZq0vX9bkKuXURzc+Q5DYMSQgghKq/Cxc2iRYtISkri559/xsPDgxdffBFvb29GjBjB4sWLSU1Nrc44RXUz9bs5TEMnN3xaZAGwZesFiosNGgYmhBBCVE6leorqdDp69erFBx98wPHjx9m5cyddu3bl66+/pn79+vTu3ZvZs2dz6dKl6opXVBcHH3BvCYAuZSv9ezQDu3yyM4s5dEgKVyGEEObjrobBNG/enJdeeok///yTCxcuMH78eLZu3coPP/xQVfGJmlRyaiopmnsb9oHgOEDmuxFCCGFeqmyMr6+vL0899RS//fYb06dPr6rDiprk19f4MzmqdL+bKOl3I4QQwnxUeih4fn4+n332GZGRkSQnJ2MwlO6PsXfv3ioLTtQwn6v9btIP0cTFG89mV7iyCaKjz2MwKKysbn3RVCGEEKI2qHRxM2HCBCIiInjkkUfo3Lnzba8SLsyIox+4NYPM4+hSt9G/Z1N+nVdIxhU4ejSVVq18tI5QCCGEuK1KFzdr165l3bp19OjRozriEVrz7QuZxyEpinvDe/Nr0H4424SoqAtS3AghhDALle5zU79+fVxdXasjFlEb3GS+m8io8xoGJYQQQlRcpYubjz76iJdffplz56STqUXyu1rcXNlPC/cA3JtdBiAy+hxKKQ0DE0IIISqm0sVNp06dyM/Pp2HDhri6uuLl5VXqJsycYwC4NgEUupQ/ubdHI7Ap4kpqEcePp2kdnRBCCHFble5z8/jjj3Pp0iXee+89/Pz87qpD8ZYtW/jwww/Zs2cPCQkJrFixguHDh990+6ioKO69994yy48dO0azZs3uOA5xA98+kHUSkqPp16g3KxscgbhGREdfoHnzelpHJ4QQQtxSpYub7du3ExMTQ9u2be/6yXNycmjbti1PPvkkDz/8cIX3O3HiBG5ubqbHPj7S0bVK+fWFM18b57tpvxBCVkNcIyKjzjNlSjutoxNCCCFuqdLFTbNmzcjLy6uSJx8yZAhDhgyp9H6+vr54eHhUSQyiHCWdiq/so5VHEK5NU8iKhs2RcSilZPi/EEKIWq3SfW7ef/99XnzxRaKiorh8+TKZmZmlbjWhffv2BAQE0L9/fyIjI2+5bUFBgSYxmjWn+uDSCJQBq9Tt9OkRBtZ6UpMLOX06XevohBBCiFuqdHFz3333ERMTQ//+/fH19cXT0xNPT088PDzw9PSsjhhNAgICmDdvHsuWLWP58uU0bdqU/v37s2XLlpvuM2vWLNzd3U23oKCgao3RYvhdGxLer3EvqG8cCi7XmRJCCFHbVfq01O1aSqpT06ZNadq0qelxt27duHDhArNnz6Z3797l7jNjxgymTZtmepyZmSkFTkX49oEzC4zz3bT5EkI2wPmGREadZ+LENlpHJ4QQQtxUpYubPn36VEccd6xr164sWbLkpuvt7e2xt7evwYgsREm/m7Q9tPVqiFPjJHK3wqbIWOl3I4QQolardHEDxotnHjx4sNwLZ/7tb3+rksAqat++fQQEBNToc9YJzsHgHAY5sVhf3kGvHkFsWFxMUnwBcXEZhIV5aB2hEEIIUa5KFzfr169n3LhxpKamllmn0+koLi6u8LGys7M5ffq06XFsbCz79+/Hy8uL4OBgZsyYwaVLl/j2228BmDNnDqGhobRs2ZLCwkKWLFnCsmXLWLZsWWXTEBXh1xfOxkJyFAOa9WZDYBxcDCU6+qIUN0IIIWqtSncofvbZZxk5ciQJCQkYDIZSt8oUNgC7d++mffv2tG/fHoBp06bRvn17Xn/9dQASEhI4f/7aNY0KCwuZPn06bdq0oVevXmzbto21a9cyYsSIyqYhKqLk1FTS1etMhRqvMxUl15kSQghRi+lUJS8Y5Obmxr59+wgPD6+umKpVZmYm7u7uZGRklJoIUJQjOw5WhYHOBv2IFNym3Eve4r9TP9iRi+emah2dEEKIOqQy39+Vbrl55JFHiIqKutPYhDlxCQXnEFB6bNJ20qNHfdAVc+l8HhcuyHxBQgghaqdK97n5/PPPGTlyJFu3bqV169bY2tqWWv/8889XWXCiFvDtA7HfQnI0/Zv15I+ASxAfTHT0RcaMaaF1dEIIIUQZlS5uli5dyoYNG3B0dCQqKqrUkGCdTifFjaXx7WssbpKi6NN8NoS+C/HBREWdl+JGCCFErVTp4ua1117j7bff5pVXXsHKqtJntYS5KZmpOG0XnXxbYB9+iYLt8EfkWW3jEkIIIW6i0tVJYWEho0aNksKmrnAOA6cgMBRhe2U3Xbv7AwbOnc0lISFb6+iEEEKIMipdoYwfP56ffvqpOmIRtZFOd92Q8CgGtOgB/vEAREdf1DAwIYQQonyVPi1VXFzMBx98wIYNG2jTpk2ZDsUff/xxlQUnagnfPhC3xHidqSbvQuiHkNiAqKgLPPZYM62jE0IIIUqpdHFz6NAh06R7hw8fLrVOrjdkofz6Gn9e/ovOfq2xbXiRoh0QEXkGGKhlZEIIIUQZZnVVcKERl3BwDIS8eOwz9tGluw/blsLZk9kkJ+fg6+usdYRCCCGEifQKFren0xmHhAMkRTOgZXfwTQBgyxbpdyOEEKJ2qVBxM2LECDIzKz4j7d///neSk5PvOChRC5UMCU+Ook9oHwg9A0BU1AUNgxJCCCHKqlBx89tvv5GSkkJmZuZtbxkZGaxevZrsbBkmbFFKRkyl7qCLf1tswowXzzT2uxFCCCFqjwr1uVFK0aRJk+qORdRmrk3AwR/yE3HMOEjHbl789ROcPJpFamou3t5OWkcohBBCABUsbu6kE3H9+vUrvY+oxUrmuzn/EyRHM7B1N/7ySYQUf7ZsuciIEVL8CiGEqB0qVNz06dOnuuMQ5sCvr6m46RM2g5mhX0CKP5GRF6S4EUIIUWvIaClRcaZ+N9vpFtAB64ZxAGzcJP1uhBBC1B5S3IiKc2sGDr5QnI9z1lE6dvMA4OSxTFJScrWNTQghhLhKihtRcddfZyo5ioGtr813Ex0tQ8KFEELUDhUqblatWkVRUVF1xyLMgam4iebe0HtN891ERkpxI4QQonaoUHHz0EMPkZ6eDoC1tbVM0FeXlcxUnLKdbvU7Yt3wHCD9boQQQtQeFSpufHx82LFjB2Cc80YukFmHubcAe28ozsUp8yj3dPcC4PSJLJKTczQOTgghhKhgcTNlyhSGDRuGtbU1Op0Of39/rK2ty70JC6fTgW9v4/3kaAa26gF+8YBcikEIIUTtUKF5bt58800ee+wxTp8+zd/+9jcWLVqEh4dHNYcmai3fvnBhOSRFcW/YK7wTOgeSAomMvMCjjzbTOjohhBB1XIWKm1WrVjFkyBCaNWvGG2+8wciRI3Fykun26yzTfDd/0q1nJ2wankf/V0m/m4GahiaEEEJUukPx22+/LRfFrOs8WoGdF+hzcMg8Sufu3oCBs6eySUyUfjdCCCG0JR2KReXprK7rdxPFoFY9wd843430uxFCCKE16VAs7kzJqamkaPqG9r1uvpvz2sUkhBBCIB2KxZ3y62v8mbKVrj1+wTb8AkU7ZL4bIYQQ2qtQcQPQrFkz6VAsrvFoA3aeUHgF+8wjdO3hy9bvDcSdySE+PpvAQBetIxRCCFFHVfraUm+88QZOTk6kpKSwbds2/vzzT1JSUqojNlGblep3E8nAFj0hQOa7EUIIob1KFze5ublMmDCBwMBAevfuTa9evQgMDOSpp54iN1euDF2n+N5r/JkUyb1h90q/GyGEELVCpYubF154gejoaFatWkV6ejrp6en89ttvREdH8+KLL1ZHjKK28rta3KRs4x7/dtiFG1tspN+NEEIILVW6uFm2bBkLFixgyJAhuLm54ebmxv3338/XX3/Nr7/+Wh0xitrKoxXY1wN9DvYZB+neMwB0Bs7H5nLxYpbW0QkhhKij7ui0lJ+fX5nlvr6+clqqrtFZXbtKeHIUA5r3hIBLgPS7EUIIoZ1KFzfdunXjjTfeID8/37QsLy+Pt956i27dulVpcMIMlBQ30u9GCCFELVHhoeAl/vvf/3LffffRoEED2rZti06nY//+/Tg4OLBhw4bqiFHUZqZ+N39yT8822De6SMF26XcjhBBCO5Uublq1asWpU6dYsmQJx48fRynFY489xt///nccHR2rI0ZRm7m3AAdfyE/GNn0fPXoGsvm7Yi6ey+P8+UyCg920jlAIIUQdU+niBsDR0ZFJkyZVdSzCHOl0xlNT53+GpEgGNu/N5sBLcCmYqKgLjBvXUusIhRBC1DF3VNycPHmSqKgokpOTMRgMpda9/vrrVRKYMCN+95qKm77NZkHo23ApmMjI81LcCCGEqHGVLm6+/vpr/vGPf+Dt7Y2/v3+pK4TrdDopbuqikn43qTF09G2JQ+N48v+UfjdCCCG0UeniZubMmbz77ru8/PLL1RGPMEeuTcAxAPISsL2ym549G/DHN8XEX8gnLi6D0FB3rSMUQghRh1R6KPiVK1cYOXJkdcQizJVOV+pSDAOb9Yb6FwGZ70YIIUTNq3RxM3LkSDZu3FgdsQhz5nfddaZC74XQ04DMdyOEEKLmVfq0VKNGjfj3v//Njh07aN26Nba2tqXWP//881UWnDAjfn2NPy//RXufpjg2TiBvm7HfjVKqVN8sIYQQojrplFKqMjuEhYXd/GA6HWfPnr3roKpTZmYm7u7uZGRk4OYmc7BUGaXgt2DIvQj9Irhv3adsmNQDDNacPTuRsDAPrSMUQghhxirz/V3plpvY2Ng7DkxYsJJ+N3HfQVIkA5r1ZkP9OLgQSmTkBSluhBBC1JhK97kR4qZu0u9ms/S7EUIIUYMq3XIzYcKEW65fuHDhHQcjzFxJcXN5F+3qNcK5SRI5WyFi01npdyOEEKLG3NFQ8OtvycnJbN68meXLl5Oenl6pY23ZsoWhQ4cSGBiITqdj5cqVt90nOjqajh074uDgQMOGDZk7d25lUxDVxSUUnENB6bG+HEPvniFgpSc5oYCzZzO0jk4IIUQdUemWmxUrVpRZZjAYeOaZZ2jYsGGljpWTk0Pbtm158sknefjhh2+7fWxsLPfffz+TJk1iyZIl/PnnnzzzzDP4+PhUaH9RA/zuhbOLjPPdNO3D7w1OwfmGREaeJzzcQ+vohBBC1AFV0ufGysqKF154gU8++aRS+w0ZMoSZM2cyYsSICm0/d+5cgoODmTNnDs2bN2fixIlMmDCB2bNn30nYojpc1++mb2hfCDVegkH63QghhKgpVdah+MyZM+j1+qo6XLliYmIYNGhQqWWDBw9m9+7dFBUVVetziwoqKW6u7KGtVyguTZIB+ONqvxshhBCiulX6tNS0adNKPVZKkZCQwNq1axk/fnyVBVaexMRE/Pz8Si3z8/NDr9eTmppKQEBAmX0KCgooKCgwPc7MzKzWGOs8pwbg0giyT2OV+id9e4WxZpGelCQ4fTqdxo09tY5QCCGEhat0cbNv375Sj62srPDx8eGjjz667UiqqnDjiJuS1oCbjcSZNWsWb731VrXHJa7j1xeyT0NSFAOa9GFNg+NwLpzIyPNS3AghhKh2lS5uIiMjb7ru0qVL1K9f/64CuhV/f38SExNLLUtOTsbGxoZ69eqVu8+MGTNKtTZlZmYSFBRUbTEKjKemzsw39rtpvxBC18K5cDZHnuPpp9tqHZ0QQggLVyV9bhITE3nuuedo1KhRVRzuprp160ZERESpZRs3bqRTp05lrnFVwt7eHjc3t1I3Uc1M/W720dqzAW5NUwH4Y1Os9LsRQghR7Spc3KSnp/P3v/8dHx8fAgMD+fTTTzEYDLz++us0bNiQHTt2VHoCv+zsbPbv38/+/fsB41Dv/fv3c/68cWTNjBkzGDdunGn7KVOmcO7cOaZNm8axY8dYuHAhCxYsYPr06ZV6XlHNHAPArSmgsErZxr29GoJ1EZdTijh58orW0QkhhLBwFS5uXn31VbZs2cL48ePx8vLihRde4MEHH2Tbtm38/vvv7Nq1i8cff7xST757927at29P+/btAWNn5fbt2/P6668DkJCQYCp0wHjRznXr1hEVFUW7du145513+PTTT2WOm9rI99qQ8P6N+0DQOQAiZUi4EEKIalbhq4KHhISwYMECBgwYwNmzZ2nUqBHPP/88c+bMqeYQq5ZcFbyGnPsZ/hwFHm043Ol7Wo96AaIGM/LRxvz80zCtoxNCCGFmKvP9XeGWm/j4eFq0aAFAw4YNcXBwYOLEiXcXqbBcfn2NP9MP0sLNF/dmxn43myLjpN+NEEKIalXh4sZgMJTqtGttbY2zs3O1BCUsgIMvuLcEwCp5K/16NQabItJSijh+PE3j4IQQQliyCg8FV0rxxBNPYG9vD0B+fj5TpkwpU+AsX768aiMU5svvXsg4Yux306gPK4IOQmxjIiPP07x5+UP3hRBCiLtV4Zab8ePH4+vri7u7O+7u7owZM4bAwEDT45KbECa+fY0/k6O4N+ze664zdU67mIQQQli8CrfcLFq0qDrjEJbIt4/xZ8YRmrvUw6N5GumR1/rd3GxWaSGEEOJuVNmFM4Uow8EbPNoAoEuOpn/PJmBTSPplPUePXtY4OCGEEJZKihtRvfyuzXczoHFfCI4DZL4bIYQQ1UeKG1G9Soqb5Ej6hvY19bvZJP1uhBBCVBMpbkT18u0N6CDzBE0dXfFqkQ4YOxUbDDLfjRBCiKonxY2oXnae4Gm8vIYuJZqBPZuCbSGZV/QcOZKqcXBCCCEskRQ3ovpd1++mX6O+EBwLQGTkBe1iEkIIYbGkuBHV77ri5t7Qa/PdbNocp11MQgghLJYUN6L6+fYCnRVkn6GRvT3eLTMAiIyWfjdCCCGqnhQ3ovrZuoFnR+Bqv5sezcEun6z0YnbsiNc4OCGEEJZGihtRM27sd9PsCADff39Mu5iEEEJYJCluRM24sd9Nm70A/PjTcQoLizUMTAghhKWR4kbUDJ+eoLOBnDga2loR2l4PLpmkXc5nw4Y4raMTQghhQaS4ETXD1gXq3QOALjmKMe1GQ6v9ACxZclTDwIQQQlgaKW5Ezbnu1NS4tuNMp6ZWrTpNRkaBhoEJIYSwJFLciJpz3XWmGns1ous9weCdRH5+McuXn9Q2NiGEEBZDihtRc7y7g5Ut5F6E7DM80W68qfVmyRIZNSWEEKJqSHEjao6NE9TraryfFMmjLR/Frp1xSHhk5HkuXszSMDghhBCWQoobUbP8+hp/JkXi6ejJsK69IfgsSsEPP0jrjRBCiLsnxY2oWaZ+N1GgVKmOxd/JqCkhhBBVQIobUbO8u4GVPeQlQNZJBocPxvueeLDWc+hgKocOpWgdoRBCCDMnxY2oWdYOxgIHICkSW2tbxnR+GBobT0nJ5RiEEELcLSluRM27br4bgPHXjZr6bskRuVK4EEKIuyLFjah5N/S7aevXlpY9rMEhl/hLOWzZckHT8IQQQpg3KW5EzavXBaydID8ZUneg0+l4stNYaHEQkDlvhBBC3B0pbkTNs7aDkEeN90/9D4DRrUeja7sfgJ9+PkZ+vl6j4IQQQpg7KW6ENpo8a/x5/mfISyTANYDB9zYB9ytkZ+lZs+aMtvEJIYQwW1LcCG14dTTOVmwogtNfAzC+/ThoLXPeCCGEuDtS3AjtNH3O+PP0XDAUMazpMJw7GS+guW7dWS5fztMwOCGEEOZKihuhnaBHwMEP8uLhwgocbR15/N5+4H8RfZHil19OaB2hEEIIMyTFjdCOtR00etp4/+TnQMmcN/sA+Pa7w1pFJoQQwoxJcSO01WgK6GwgZStcOUCPoB4E90wDDMRsT+Ts2XStIxRCCGFmpLgR2nIKhKARxvsnP0en0zGh1yPQ8DQAS5fKnDdCCCEqR4obob2SYeFx30NBGmPbjjVdjmHxtwdRSi7HIIQQouKkuBHa8+kJHm2hOA/OLqKhZ0O6DXQDm0LOnMpiz54krSMUQghhRqS4EdrT6a613pz8HxiKmdB1NDQ7AsB338mcN0IIISpOihtRO4SOBjtPyImFhN8Z2WIktu2No6WWLD2EXm/QOEAhhBDmQoobUTvYOEH4U8b7Jz/H3cGdhx5oAU7ZpKUW8ccf57SNTwghhNmQ4kbUHo3/AeggYQNknuDJjuOh1X5A5rwRQghRcVLciNrDpSHUf9B4/+QXDGg4AK8uxhab5StOkp1dqGFwQgghzIUUN6J2KelYHLsYm+I8nnxgAHilUJCnWLnytLaxCSGEMAtS3IjaxX8AuDaBokyI/Y7x7caZLsew6JsDGgcnhBDCHEhxI2oXndV1w8I/p7VvK1r0ywcgcvMlEhNzNAxOCCGEOZDiRtQ+DceDjQtkHoOkSCYNHAENzqEM8OOPx7WOTgghRC0nxY2ofWzdIGyc8f7JzxjdejS6q6em5i/eq2FgQgghzIHmxc0XX3xBWFgYDg4OdOzYka1bt95026ioKHQ6XZnb8ePy37zFKTk1dWkVvuQx4G++YFXMkQMZHDt2WdvYhBBC1GqaFjc//fQT//znP/nXv/7Fvn376NWrF0OGDOH8+fO33O/EiRMkJCSYbo0bN66hiEWNcW8Ofv1BGeDUXJ7uNRoanQDguyVHNA5OCCFEbaZpcfPxxx/z1FNPMXHiRJo3b86cOXMICgriyy+/vOV+vr6++Pv7m27W1tY1FLGoUSWtN2e+5sGG/XHqaGyhW/TtfgwGuVK4EEKI8mlW3BQWFrJnzx4GDRpUavmgQYPYvn37Lfdt3749AQEB9O/fn8jIyFtuW1BQQGZmZqmbMBP1h4JTMBRcxiH+Nx4f0Q7s8km8WMj27Ze0jk4IIUQtpVlxk5qaSnFxMX5+fqWW+/n5kZiYWO4+AQEBzJs3j2XLlrF8+XKaNm1K//792bJly02fZ9asWbi7u5tuQUFBVZqHqEZW1tDkGeP9E5/xVOcx0OIQIHPeCCGEuDnNOxTrdLpSj5VSZZaVaNq0KZMmTaJDhw5069aNL774ggceeIDZs2ff9PgzZswgIyPDdLtw4UKVxi+qWcOnwMoeruylqyPU75EEwE8/Hyc/X69xcEIIIWojzYobb29vrK2ty7TSJCcnl2nNuZWuXbty6tSpm663t7fHzc2t1E2YEQdvCB0NgO7k/3j64QHgdoWcTMXs2bs0Dk4IIURtpFlxY2dnR8eOHYmIiCi1PCIigu7du1f4OPv27SMgIKCqwxO1SUnH4gu/8GSLwTBwHQDvzIzh9OkrGgYmhBCiNrLR8smnTZvG2LFj6dSpE926dWPevHmcP3+eKVOmAMZTSpcuXeLbb78FYM6cOYSGhtKyZUsKCwtZsmQJy5YtY9myZVqmIaqbVwfw7gapMQQl/87wR8JYue8khWeb8MzUP9iw/pGbnsoUQghR92ha3IwaNYrLly/z9ttvk5CQQKtWrVi3bh0hISEAJCQklJrzprCwkOnTp3Pp0iUcHR1p2bIla9eu5f7779cqBVFTmjwHqTFwei6fDt7Gxt19yZ0TRsTGc/z88wlGjWqmdYRCCCFqCZ1Sqk5NGJKZmYm7uzsZGRnS/8acFBfCb8GQnwQ9fuKzxCSen7EKIgfj6+fAieMT8fBw0DpKIYQQ1aQy39+aj5YSokKs7aDRZOP9k5/xzD3PcM/IHKiXTHJSPv/61zZt4xNCCFFrSHEjzEejyaCzgZRtWGccYsGIr7Aa+hsAX365n507EzQOUAghRG0gxY0wH06BEPSw8f7J/9HarzUzxo6ENntQCiZNXo9eb9A2RiGEEJqT4kaYl5Jh4XHfQ+4lXuv9Gg0fOwoOuRzcf5nPP9+nbXxCCCE0J8WNMC8+PaBeVyjOg5ixOFjZsvDxT2HgWgBefS2aixezNA5SCCGElqS4EeZFp4Nu34CNMyRFwtH36RPah6cmtIGgOPJyDDz3/B9aRymEEEJDUtwI8+PWBDr9z3j/0BuQsp0PB3+A18go0BWzcsUZ1qw5o2mIQgghtCPFjTBPYeMg9O+giuHPx/G0hi8nvA7dtgIw+Zn15OQUahykEEIILUhxI8yTTgf3fAEu4ZB7Hv6axMjmj3DfRGtwv0L8hTzefjtG6yiFEEJoQIobYb5s3aDHD8a5by4sQ3d2PvNGfI7D39YDMPujXRw+nKJxkEIIIWqaFDfCvNW7B9rNMt7f8/8IUpl8MPUJaHYYQzFMmLQWg6FOXWFECCHqPCluhPlrNg0CBkNxPvw5imfaP0m7J8+BbQG7dqSyaNFhrSMUQghRg6S4EeZPZwVdvwEHP8g4gvWBl/h2/KdY9TMOCf/nixGkpORqHKQQQoiaIsWNsAyOftDtW+P9U1/SuvAUL03rDn7xZGcY+H/TIrSNTwghRI2R4kZYjoBB0Pwl4/0dT/FGl/EE/f0vwMAPS04RFXVe0/CEEELUDCluhGVpOxPqdYaidBx2TuC7Z9+GTn8BMH7iKgoK9BoHKIQQorpJcSMsi5WtcXi4jSuk/EmfrC2MeaEeOGdx/kw+s/6zQ+sIhRBCVDMpboTlcWkInb8y3j8yky96/Q23YdEAzJwZw+nTVzQMTgghRHWT4kZYptDHoeGToAy47p7C4v8bAw1PUlykY/yk31BK5r4RQghLJcWNsFydPgO3ppB3ieEZq+k7NQ2si9gelcqUf2yUyf2EEMJCSXEjLJeNM/T4Eazs0F1axbL+bbAfvhYwMO+rQ4wdtwa93qB1lEIIIaqYFDfCsnm2g/YfAuB17D02/OtRbEb+Crpiln5/gpGjVlJYWKxtjEIIIaqUFDfC8jV5DuoPBUMBfS59wR/vvYnD338Baz0rl5/lgb/9Ql5ekdZRCiGEqCJS3AjLp9NBl4XgGAiZJ+iTuozoWf/DZfyvYFPIHxsuMnDIj2RnF2odqRBCiCogxY2oGxy8ofv3gA7OLqTzpfn89e586j29Euzy+TM6iT79l5Cenq91pEIIIe6SFDei7vDraxxBpbOCM/NpcehZ9vz7c+o/uw4cctm7M43ufb4lNVUusimEEOZMihtRtzSZCn3Wgq07pPxJyI6H2ffPN2g0bRM4ZXPsYCZdeiwmISFb60iFEELcISluRN0TeB8M/ss4B07uRXy2D2ff+LG0m7EdXNM5ezKXTt0Wcv58ptaRCiGEuANS3Ii6ya0pDPoLAu+H4nxcdk/iryFt6P3mQfC4TPy5Qjp2XSiXahBCCDMkxY2ou+zcofcqaPGy8eGJj9jcXs8js05DvWRSE/R06raQI0dSNQ5UCCFEZUhxI+o2K2to975xJJW1A9YJv/Nzg8NM+/gc+MWTkaro3GMxe/cmaR2pEEKICpLiRgiA0NEwcBs4NUCXeZzZjhv4/NPzEHie3Azo3vtbtm+/pHWUQgghKkCKGyFKeHWEwbvAuzu6ogyeKV7B+s9PQfAZCnJ09On/PX9sitM6SiGEELchxY0Q13P0h/6bIfwpdMrA4Lz1HP3vHhyaHkGfb8Xg+37muRc2yGR/QghRHqXg1FcQ94OmYUhxI8SNrO2h89fQ8TPQWdM8dxcX3oumfpe/MOit+HzOIeqHfM5Hn/wlF90UQogS2bGweQDsmgK7noE87foqSnEjRHl0Omj6LNy7Eey88M6P5cyLmxn20i/gk0huJkyftpXgxp+ybNkJlFJaRyyEENpQBjj5P1jXGpI2g7UjtH4D7L01C0mn6tincmZmJu7u7mRkZODm5qZ1OMIcZJ+F6GGQcRils+a0yz2MX2FNzM/9IccVgJadHFnw+UN06RKocbBCCFGDsk7DXxMhOdr42Lc3dFkAro2q/Kkq8/0txY0QFVGUbfwDPv+TadFJu+Y8vcyb6F/vA70dAIOG+fDVnOGEhrprFakQQlQ/QzGc/AwOvArFeWDjDG3fhybPGK/fVw2kuLkFKW7EXbm8G47+By4sA4x/OqcI4p/LGrJu+RDAGitbAxOmNObDt4fg4eGgabhCCFHlMk/AjgmQut342K8fdJkPLmHV+7RS3NycFDeiSmSegGMfQuy3YCgC4GxRPV5d3o5f1wyk2GCNg2sxr73ehZf+Xy9sba01DlgIIe6SoRiOfwyHXofifLBxgfazodHTxn6K1UyKm1uQ4kZUqdxLxj/201+BPgeAiwUuvLOyG9/8fi8FRbZ41S/m04/vY/TINuhq4ANACCGqXMZRY2vN5b+Mj/0HQpevwTmkxkKQ4uYWpLgR1aIgDU5+Dic/hYLLACTnOzB7bQ/m/t6XrDwHQlrD5Cc6Mf6xTgQGumgcsBBCVIBBb2ylPvQmGArB1g06fAwNJ9RIa831pLi5BSluRLXS58CZBXBsNuReACCj0JbP1/fg0997k5xpHF3VoHkxI0Y05R9jetGsWT0tIxZCiPKlH4IdT0LaHuPjwPuh81fg1ECTcKS4uQUpbkSNKC6Ecz8YOx9nHgNAb9Dx13k//tjbij8ON+av08EUFdvg2aCIwQ/W59lxfenWJQgrKzl1JYTQUH6qcSTU0VnGPoW2HtDxvxA2tsZba64nxc0tSHEjapQywMVVcPT9a+eqr8outGHLsYb8cagJfxxuzOGL/jh46ukx0INnxvbmwUHNpSOyEKJmKAMkRcHpeXBxhfEUFED9v8E9X4KT9nN4SXFzC1LcCM1kx0HSJkj8AxI3QUFKqdVJGc5sPtKYPw435o8jjYnPdaFtbzsmPNaZcQ93wcXFTpu4hRCWKy8JYhfD6a8h+8y15V4dofn/QfCjmrbWXE+Km1uQ4kbUCsoA6YevFjp/oJKj0RXnltrkVKI3m4404o/DjYk6HkaRqw3BTWxp3dqHXvc0ZmC3VjQM85TTWEKIylEGSIiAM1/Dxd9A6Y3LbVwh9O/QaBJ4ddA2xnJIcXMLUtyIWqm4EC7vMLXqqMt/oVOlL8qZkunMyURvTib4cDLRh5MJ3py67MkVB1cCwt3o0C6Avp2bMqBbS7zrOWuUiKistLw09iXsI6Mgg5zCHLILs8kpuvqzMOfa/euWXf+4QF9AA7cGhHuFE+5pvDXyakS4VzjB7sHYWNlonaL5y46DlK3gFAw+3cHKVuuI7kxuPJxdaBz0kBN3bXm9rsaCJmSUcabhWkqKm1uQ4kaYhaJMSIqGxD8oTliPddbJm25qMOg4f9mjVOFzNsuVNDsvHALq07ZNA5qE+tEsLJCWDYPw8XaW+XY0lJCVwNbzW9lybgtbzm3hUPKhansuGysbQtxDjMWOZ7ipAGrk1YiGng1xtHWstuc2a8UFxmIm/nfj7eqgAMDYuuE/AAKHQMB94BykXZwVYSiGhPXGvjTxa6HknyZbD2MH4UaTwKO1piFWlFkVN1988QUffvghCQkJtGzZkjlz5tCrV6+bbh8dHc20adM4cuQIgYGBvPTSS0yZMqXCzyfFjTBLRVnGC9RlnYTMk6isE+SnHcIq8zT25N50t4Iia+JSvEjOdCEly5mUTGeSs51IK7InUzmQZ+OMwckdWzcf3H0CCQ4OoGmIP63Cgwlr4CunvKpAXHqcqZDZcm4Lp9JOldmmsVdjfJ19cbZzxsXOBWfbaz/LLLNzLnXf1sqW8xnnOXPlDKfTTnPmyhnOpJ3h7JWzFBQX3DK2AJcA/F388XH2wdvJG29Hb7ydvK89dvLGx8l4v55TPctuBco5d62YSdpkmpQTAJ21sQ9K9lkoSC29n3sLCBgCgfeBTy+wtq/ZuG+kz4OsE5BxHNL3Q9xS07QUAPj0NM4oHPQI2JhXcWs2xc1PP/3E2LFj+eKLL+jRowdfffUV8+fP5+jRowQHB5fZPjY2llatWjFp0iQmT57Mn3/+yTPPPMMPP/zAww8/XKHnlOJGWBSljB+2V4seQ+ZxMpL2UHT5BB4qETsrfaUOl57jQEqWi7EIynImLd+e3GIb8gy25CtbinR2FFnZU2zjAHZOWNk5Y+PohoOLG06unji71cPTyw9f73r4eXrg5uKIh4szTg72daK1SCnFycsnjYXMeWMxcz7jfKltdOho69+WPiF96B3Sm57BPfF19q3yWAzKwKXMS6Zix1T4XC2CMgsyK31MTwdPU9Hj7eSNq70rLrYupgLsxiLsZsucbZ2xttJ4JGBxIaRsg/h1kPC7cQbe6zn4G1tnAocYZ+O18zD2VUnbA/Hrja0hl3cYl5WwdjJeZynwPuN+Lg2rL/78VMg8bmxVyjh27X7OOUque2di5wVh46HRRGMxZqbMprjp0qULHTp04MsvvzQta968OcOHD2fWrFlltn/55ZdZtWoVx45dayKcMmUKBw4cICYmpkLPKcWNqDMMxZB3EbJjoSCF4rxEstJjSU89R2FmAuRfxt6QgYtVNh62uVhbVd1HQUGRNbmFdhQUWVOgt6FQb0OB3orCYmsKi6/+NBhveoMVRcqaIoM1eqzRK+NPpbPCgDVKp0OZHluBlfE+OmuUzhqsrI3/WVvZoLMyPrayMq5Hp8Pq6jKdTmdcpzOu11lZgc4Ka2vj/jora3RWOgzKQLEqRo/xZ7GhGL0yoEd/9X4xekMxeqVHj3F9kUFPdlEOxy+fILMwg5JPVaVTWFtZ09AznJY+LWnh04Lmvi1wsXcBdOh0XCv6riv+jMt0NyzWXVcg6kpWX92m7FWYS9eSpY+lFGQUZJCQlUBGQQbp+RmkF1whPT+DzPx00q8uy8hPJz0//aaFkLqLetVKZ42tlS221rbYWdtiY2WLnbUdNlY22FrbYm9th83V9bZWxpudtS221nZYW1lhjY3xp1XJT2usscb66ntsc/Wnte7aNvYYCDGcJrzoMCH649hxrWXLgI4k28act2vPRfv2XLENw8raFiudFVY6HVY6K3Sm90CHDh32xdn4F+wjIH83/nm7cSxOK5Vjtm0Dkp06k+LUhXxbv6vvhA6Flen+9e9pyf2S5QodVigc9Ik4F8ThVBiHS0EsToVx2BWn3/S1LbJ2J9c+jFy7MNJdupDq1g9lda1FSUfZN678fz7u/A22s7Gmc/Nmd7x/eSrz/a1ZG2NhYSF79uzhlVdeKbV80KBBbN++vdx9YmJiGDRoUKllgwcPZsGCBRQVFWFrW7aTV0FBAQUF136BMzMr/9+KEGbJytp43Zer136xBjyu3spQBuMlJApSoCCFnIxzJMafJOPyBQrzszAUZKEKs9Hpc7E25GNHPna6AhysCnG0LsTZtghn20JsrI3f6va2xdjb5tVMnrXJTacCSQK2Qy4QV2PR3FaZnhZWgNPVm7kqaUgpvuVWACSmu7D+YFPW7W9OxKHGpOden/j5m+5XmicwEBhA25B47mtzgiFtT9C9cRwuXMQl4yINM5ZXKoWKikvx5Hi8D8fi/Th2yZfjCb4cu+RLapYzpQuT6Gp5/luxcsumOOPNGn/eEpoVN6mpqRQXF+Pn51dquZ+fH4mJieXuk5iYWO72er2e1NRUAgICyuwza9Ys3nrrraoLXAhLpLMCB2/jjeY4+0J440oeQynjxF/6bNDnUFSYTm5OFjm5meTmZpGXl01BXhYFBbkU5udSVJiLvjAPfWE+Bn0+hqICVHEhqrgQnaHQOFrMYEBHMSgDVqoYHQZQBqwxoMOAVclNZ/xpjQErncL4P69Cp1NYXb1vpbv22NiVyLis5HZtG+PXgg7QXf9Yp67+5Orxr19f8tjYGoMyroOr63TGEwW6q6cLrq2j1GPT23Hj26NTphMNuhtOOdzubN+N21dm3zs97m331WlzwkApHfvOB7L+YBN+P9iM/ecDUOpaq5eV7bWKSJVz73YOxvtxMN6PD9b3xs0xn37NzzCkzQnubX4GVwfjpHg3vvelll33uly/Pj7dlWPxvhyL9+F4gg/H4n05mehNbuFN5r6yqdzp6OpgZWu4/UbVSPPeYTc2hSmlbnluvrzty1teYsaMGUybNs30ODMzk6CgWt67XQhzpNMZO1Na24N9PWydg3H3BHet4xLiOj2u3t7ROpBK8AJaaR2EmdGsuPH29sba2rpMK01ycnKZ1pkS/v7+5W5vY2NDvXrlX3zQ3t4ee3uNe68LIYQQosaU7YVWQ+zs7OjYsSMRERGllkdERNC9e/dy9+nWrVuZ7Tdu3EinTp3K7W8jhBBCiLpHs+IGYNq0acyfP5+FCxdy7NgxXnjhBc6fP2+at2bGjBmMGzfOtP2UKVM4d+4c06ZN49ixYyxcuJAFCxYwffp0rVIQQgghRC2jaZ+bUaNGcfnyZd5++20SEhJo1aoV69atIyTEOLojISGB8+ev9VgPCwtj3bp1vPDCC/zvf/8jMDCQTz/9tMJz3AghhBDC8mk+Q3FNk3luhBBCCPNTme9vTU9LCSGEEEJUNSluhBBCCGFRpLgRQgghhEWR4kYIIYQQFkWKGyGEEEJYFCluhBBCCGFRpLgRQgghhEWR4kYIIYQQFkWKGyGEEEJYFE0vv6CFkgmZMzMzNY5ECCGEEBVV8r1dkQsr1LniJisrC4CgoCCNIxFCCCFEZWVlZeHu7n7LberctaUMBgPx8fG4urqi0+mq9NiZmZkEBQVx4cKFOnHdKsnXskm+lq+u5Sz51n63ilkpRVZWFoGBgVhZ3bpXTZ1rubGysqJBgwbV+hxubm5m84tUFSRfyyb5Wr66lrPkW/vdLObbtdiUkA7FQgghhLAoUtwIIYQQwqJIcVOF7O3teeONN7C3t9c6lBoh+Vo2ydfy1bWcJd/ar6pirnMdioUQQghh2aTlRgghhBAWRYobIYQQQlgUKW6EEEIIYVGkuBFCCCGERZHiRgghhBAWRYobcVN1bSCd5GuZUlNTSUlJ0ToMUc3qyu/z9epizhUlxY0o5dChQ7z00ksAVX7trdooPz8fvV4P1I18c3NzuXLlCgUFBXUi36NHjzJgwAC2b98OyJeBpalrn1dQ9z6z7pQUN7dw9uxZIiMjtQ6jxhw4cIDOnTvj5ORUarmlfiEcPnyY4cOHM2DAADp06MC8efM4f/681mFVm6NHjzJ8+HD69+9Py5Yt2bRpE2C57++BAwfo0qULBw8eZM6cOYBlfxnI55WRpf4+g3l+Zmn2e6lEuU6cOKHs7OyUTqdT69at0zqcard//37l7Oyspk+frnUoNeLkyZOqXr16aurUqWrZsmVqypQpyt3dXQ0fPlwdPnxY6/Cq3KFDh5SXl5eaOnWqWrFihRo+fLgKDg5WhYWFSimlDAaDxhFWrf379ytHR0f16quvqo0bN6omTZqoDRs2KKUsL1el5POqLjDHzywtfy+luCnHlStX1PDhw9Xo0aPVuHHjlLOzs1qzZo3WYVWbuLg45e7ursaPH6+UUqqoqEi9++67asKECWrYsGFqw4YN6vLly9oGWYWKi4vV1KlT1bhx40otHzFihLKxsVH33XefOnLkiEbRVb2LFy+qtm3blvoiOHjwoBo2bJiKj49XWVlZKj8/X8MIq9auXbuUk5OT+te//qWUUiolJUU1bNhQPf300xpHVj3k88qyP6+UMs/PLK1/L+W0VDmSk5Np3Lgxjz32GN988w1jxoxh1KhRrF27VuvQqsXOnTsJCAjAzs6OEydOcP/997NhwwYyMzPJyMhgwoQJzJs3j+zsbK1DrRJWVlYkJSXh4eEBYMqrY8eO9O/fn6ysLJYuXYper7eIJu5jx47Rt29f/vnPf5qW/fDDD2zevJl+/frRvn173njjDRISErQLsgp9/vnnTJgwgZkzZ2IwGPD29ubNN99k+fLlxMTEaB1elZPPK8v+vALz/MzS/PeyxsooM3P06NFSjydPnqycnZ3V6tWrTcuKi4tVRkZGTYdWLRYtWqR69+6tPD091ZAhQ1RSUpKp+f6VV15R9erVU6dOndI4yqozfvx41bJlS1VQUKCUUioxMVH5+/urZcuWqbffflv5+fmp9PR0jaOsOsePHzfd/+KLL5ROp1Nff/21Onz4sPrPf/6jgoOD1e+//65hhNXr4MGDqnHjxurjjz9WSiml1+s1jqhqHTt2rNRj+byyrM8rpczzM0vL71Epbm6juLjYdP/pp582Na3p9Xr16quvqnfeeUcVFRVpGGHV+frrr9Xo0aPVrl27lFKlc3dxcVGff/65VqFVuaSkJNW8eXPl5+enhgwZopydndXEiROVUkrl5OQoHx8ftWXLFo2jvHs3fokXFBSolStXqq1bt5Za3rBhQ/Xiiy/WZGjV4lZFy4svvqj8/f1VSkpKDUZUs+rS59WCBQvqzOeVUkolJCSoli1bmuVnlha/lzY10z5Uu504cYLFixcTFxdHv379aNu2LZ07dwZK97z/6quv0Ol0jBkzhs6dOxMREcGBAwewsTGvl/HGfFu1akW3bt2YOHEiHTp0oGXLloCxKVQpxZkzZwgLC6NFixYaR35nrs/33nvvpV27dnTu3Jldu3bx7rvv4ujoyKhRoxg/fjxgHF7q7u5OQECAxpHfmdTUVPLz82nQoAHW1tal1tnZ2TF06FCsrIxnpIuLi0lPTyc8PJyOHTtqEe5du1W+AAaDASsrK8aPH8/vv//ODz/8wHPPPYdSyixHT8XFxbFu3TrOnj3L4MGD6dOnD3Z2dgCm9xUs5/Pqxnx79uyJo6MjEyZMoGPHjjRr1gywnM8rKP899vf3588//2T27NnY2dnVus+sWvc9WqWlkhk6cuSI8vDwUEOHDlVDhw5V4eHhqkuXLuqLL74wbXP9f4MFBQUqLCxM1atXT+3fv1+LkO/KzfL97LPPbrrPa6+9ptq2basuXbpUg5FWjfLy7dy58y3/q3vllVdUp06dVGpqag1GWjWOHDmivLy81IQJE1R8fHy529w4Wuj1119XTZs2VXFxcTURYpWqSL4liouL1bBhw1THjh1rKLqqd/DgQRUcHKz69u2rOnTooKysrNRXX32llCr933EJc/+8ulW+N2POn1dKlZ/z3Llzb7mP1p9ZtfF7tE4XN4WFhWrs2LHqqaeeMi3bv3+/+uc//6lCQkLUJ598YlpuMBhUUVGReuaZZ5SVlZU6dOiQBhHfncrkq5RSq1evVi+88IJyc3NT+/btq9lgq8Dt8v3oo49Kbb9z50717LPPKhcXF7PMNyEhQXXt2lX16NFDOTg4qIkTJ97yC3/dunXqxRdfVB4eHhafb8kXf1RUlAoODi7VR8NcxMXFqfDwcPXKK6+Y+l18+OGHysfHRyUlJZXZ3tw/ryqbr7l/XilV+Zxrw2dWbf0erdOjpaytrTl79iwODg6mZW3btuX//b//x6hRo/jqq6/46aefAOPkX8nJyQDs2rWLVq1aaRLz3ahMvgaDgV27drFlyxa2bdtGu3btNIr6zt0u36+//tqUL0BmZiY6nY6YmBizy1cpxaFDh2jQoAHffvsta9euZfHixbz++uvljoIyGAzs3buXnTt3snXrVovPt+R0TZs2bdi9eze+vr5mdUqquLiYpUuX0q5dO1566SXs7OxQSvHggw/i6upKTk5OmX3M+fOqsvkWFxezc+dOs/68upP3OCMjQ/PPrFr7PVptZVMtZzAYlMFgUP/4xz/UyJEjVVpaWqn1x48fV4888oh69NFHTRW0Ukrl5eXVdKhVojL5Xj/nibnOF3Gn+Zrr+6uUsSVjy5YtphaJiIgIZWNjoyZOnFiqif765uEbXxdzUtF8yztdY46WL1+uXn755VLLcnNzVWBgoNq6dWu5eZrz7/Od5GuOp5KvZ27vcW3+Hq2zxU2JH3/8UTk6Oqr58+eXaab+7bfflI2NjTp58qRG0VU9yfcaS8y3RMnMw3/88YfpCz8+Pl7p9Xr12WefqYiICI0jrFq3y3fTpk0aR1g9cnJyVGhoqPrzzz9NyzZv3myW/acqorx8N23apGJjY7ULqpqZw3tcGz9nzavbfDUYNWoUBw4cYOrUqTg5OTFixAjs7e0BaNy4MU2bNtU4wqpVkXxVLZkEqirUtfe3hK2tLcXFxfTv358NGzYwePBgAPLy8vjtt9/Yu3evxhFWrbqUr7o6ykuv11NcXIyDgwOurq4AvPLKK3z11VccPXpU4yirTl3LF8wv59r4OVuni5vCwkLs7Ox47733KC4uZuzYscTGxjJo0CAaN27MwoULyc/PN80Kae4qmq+np6fWoVaJuvb+FhcXlxoKbWVlhcFgoF+/fqxdu5b77rsPd3d3oqOjady4sYaRVo26lm/JkPaSvkI2NjbodDry8vLQ6/W88cYbfP7550RGRprtNAbXq2v5gnnmXGs/Z2u0nagWKOlvUPLz4sWLasWKFUoppT744APVvHlz5eHhodq2bav8/f3V3r17tQq1Ski+dSvfS5cuqeXLl5c5v/3CCy8od3f3MjOGmhvJt3S+OTk5qnXr1qp3797Kzs5O7d69W7NYq0Jdy1cp88y55NRTbf6ctfjiJikpSR04cKDU+cqS8/NxcXHKw8ND/fvf/zatO378uNq0aZNav369unjxYo3He7ck37qdr6enp3rzzTdL7bNr1y4VFBSk/vrrrxqNtSpIvjfP12AwqMTERGVvb6+cnZ3VgQMHNIn5btS1fJUyz5zz8vJUVlZWqVmES4qv2vo5a9HFzcGDB1WbNm1UkyZNlL+/v3ryySdN61JTU5W7u7uaPHmyKi4uNrs5L8oj+Uq+kydPLpNrXl6eunLlSg1He/ck34rlO2/ePLOdoK8u5auUeeZ86NAh9eCDD6p27dqp4cOHq3/961+mdcnJybX2c9Zii5uTJ08qb29v9e9//1vt3LlTzZ8/XzVv3tzUwzwhIUHNnz/fYoaJSr6Sr+Rrvu4kX3POva7lq5R55nz8+HHl5eWlXnjhBfXtt9+qV199VdWrV08NGzZMpaenq6SkpHJHSNUGFlncGAwG9eabb6pHH33UtCw+Pl716dNHbdu2TW3cuNGirgos+Uq+kq/5knwtO1+lzDNnvV6vpk2bpp5++mnTstzcXDV8+HCl0+nUgAEDTMu1LsLKY5GjpXQ6HbGxsVy4cMG07JtvvmHXrl1MnjyZjIwMvL292bJlC66urqYe6uZK8pV8JV/J11zUtXzBPHO2trbm9OnTpiHoBoMBR0dH+vTpg5+fH2vWrOHJJ59k0aJFmsdaLq2rq6pWUv3+8ssvKiwsTPXv319NmDBB2dvbqzVr1qhz586p+Ph41aRJEzV+/Hhtg60Ckq/kK/maL8nXsvNVyjxz1uv1qqioSE2fPl0NHTrUNNopNjZWeXl5qXnz5qnPPvtMtWvXTiUmJmocbfl0SlnGjG0lla66OvlRYmIiO3bsYM+ePVy8eJH69eszc+ZM0/rJkycTHx/P6tWrtQ79jki+kq/kK/mai7qWL5hnzjfGHBMTw9NPP421tTXe3t5s376dcePGMXfuXGJjY2natClbtmyha9eumsV8MxZxWurEiRPMnz+fK1euEBQUxOTJk/H392f48OEMHz6cRx99lKSkJADT5Eg5OTn4+/uXmQjMHEi+kq/kK/mai7qWL5hnzjfG/PTTT9OtWzeWLl1KREQEly9fZvz48YwdOxalFKmpqbRo0YLAwMAaj7UiauGJsso5evQoXbp04cKFC8TFxbFu3TpatWrF+vXrKS4uBqBHjx6cPXuW7777jmPHjvHKK6+wYcMGXnzxRbP7w5F8JV/JV/I1F3UtXzDPnG8W87p162jdujXTpk3j3XffZezYsYCxIPvll1+wsrLC2dm5xuOtkJo9C1a19Hq9euyxx9Tjjz+ulLo24dGECROUk5OT+vXXX5VSSu3fv1+NGDFC+fj4qCZNmqjWrVurffv2aRj5nZF8JV+lJF/J1zzUtXyVMs+cbxWzo6OjKeaSEVF79+5V48ePVx4eHrX6fTLr01I6nY6UlBR69uxpWubn58eCBQtwcHBg/PjxhIaG0rFjRz777DMSEhIoLCwkPDwcX19fDSO/M5Kv5Cv5Sr7moq7lC+aZ8+1ifuKJJ2jYsCHt27enoKAAGxsb7O3t2bJlC61bt9Yk5grRurq6W6NHj1YdO3Ysc62L4uJiNXz4cNWuXTuVnZ2tZYhVSvKVfCVf8yX5Wna+SplnzreLuUOHDionJ8e0fcnlImozs+1zo64O8vr73/+OwWBg5syZFBUVYW1tjV6vx8rKikmTJpGens7Fixc1jvbuSb6Sr+RrviRfy84XzDPnisaclpZWao4eW1tbrUKuMLMtbkp6mPfr14+ePXuyevVqPv30U/Lz87GxMZ5tCwkJAaCgoECzOKuK5Cv5Sr7mS/K17HzBPHM2x5grymyLG4DCwkIcHByYNWsWHTt25Oeff+b5558nIyOD+Ph4li5dip2dHQEBAVqHWiUkX8lX8jVfkq9l5wvmmbM5xlwhmp0Qq4TyrrlRsiwuLk798ssvqqCgQM2aNUu1a9dOWVtbq9atW6uAgAC1Z8+emg73rkm+kq/kK/mai7qWr1LmmbM5xnw3an1xc+TIEfXWW2+V6oBVMiQtLi5O1a9fX02fPl0pZXyjsrKy1IoVK9TWrVvV+fPnNYn5bki+kq/kK/mai7qWr1LmmbM5xny3anVxs3//fqXT6dR7771nWlbSmzshIUH5+fmpKVOm1MrLrd8JyVfylXzNl+Rr2fkqZZ45m2PMVaHWFjcHDhxQTk5O6uWXXy61vKioSCllfFM+/PDDWnmp9Tsh+RpJvpKvOZJ8jSw1X6XMM2dzjLmq1Mri5tSpU8rFxUU98cQTpmX/+c9/1BNPPKFGjhypVq1apWF0VU/ylXwtieQr+Voac8zZHGOuSrVytFRsbCwFBQUEBgZy5MgRevfuzfr160lLS6OoqIhhw4Yxe/Zs4No4fXMm+Uq+kq/5knwtO18wz5zNMeYqpVlZdRu//PKLql+/vvL391fDhw9X8fHxpqazTz/9VFlZWamdO3dqHGXVkXwlX8nXfEm+lp2vUuaZsznGXFVqbXGjlFLLli1TvXv3Vtu3by+1PDU1VQUEBKi5c+dqFFn1kHyNJF/LIPkaSb6WwxxzNseYq0KtuHBmXFwcv/32G1euXKFRo0aMGTMGgBEjRtC2bVsCAwMBY9OZTqcjOzsbPz8/wsLCtAz7jkm+ki9IvpKveahr+YJ55myOMVcnzYubQ4cOMWTIEJo3b05GRgYHDx4kNjaWf//73wCEh4ebti2ZKnrevHno9frafUXSm5B8Jd8Skq/kW9vVtXzBPHM2x5irnWZtRso4eVB4eLh66aWXlMFgUJmZmeqrr75SLVq0UGfPni0z7j4qKkpNmTJFeXp6qn379mkT9F2QfCXf60m+5kXytex8lTLPnM0x5pqgWcuNwWDgp59+onHjxvzrX/9Cp9Ph6upKx44dSUlJIT8/31RhAiQnJ7N//34OHjxIdHS02VWbkq/kK/lKvuairuUL5pmzOcZcUzQrbqysrOjUqRMGgwE3NzfAeC6wTZs2uLq6cuXKlVLb+/r6Mm7cOMaPH4+Hh4cGEd8dyVfyvZ7ka14kX8vOF8wzZ3OMucZo1maklCosLDTdv77pLDw8XP3xxx+mxxs3brSIqaElXyPJV/I1R5KvkaXmq5R55myOMdeEGp3E7/z586xdu5avv/6ahIQECgsLASguLkan06HX68nJyUGv1+Po6AjAa6+9xuDBg0lISKjJUKuE5Cv5Sr6Sr7moa/mCeeZsjjFroqaqqAMHDig/Pz/Vvn175eHhoYKCgtT06dPV2bNnlVLGirOoqEjl5OSokJAQtW/fPvXee+8pFxcXtWvXrpoKs8pIvpKv5Cv5mou6lq9S5pmzOcaslRopbq5cuaI6duyo/u///k+lpaUppZR66623VK9evdTf/vY3derUqVLbd+jQQd1zzz3Kzs7OLN8QyVfyvZ7ka14kX8vOVynzzNkcY9ZSjRQ3586dUyEhIWrDhg2lln/zzTeqd+/eavTo0SohIUEppVRaWppyd3dXNjY26uDBgzURXpWTfI0kX8nXHEm+Rpaar1LmmbM5xqylGulzY21tjaOjI/Hx8QDo9XoAxo0bx9///ncOHz7Mxo0bAfD09OR///sfhw4dMtthapKv5Cv5Sr7moq7lC+aZsznGrKmaqqKGDh2q2rVrp65cuaKUUqqoqMi07pFHHlHdunUzPS65sJc5k3wl3xKSr/mRfC07X6XMM2dzjFkr1dJyk5OTQ1ZWFpmZmaZlCxcuJCMjg0cffZTCwkJsbK5NsTN48GCUUhQUFADGsfvmRPKVfCVfyddc1LV8wTxzNseYa5Mqz/7o0aOMGDGCPn360Lx5c77//nsMBgPe3t4sXbqU48ePM2jQIP5/e/fzEtUexnH8c+bcCSzHX5ONYLYwZJIaDG3bwlYuEkMCkRaGK8GFGLiwhRiIQYRg1MrITYb+E1GjLbRSIVwIRZEWGSSBaP4oTwtpbt4u9y48M3O+33m/IGgG8Txv2jydM2fO4uKiNjc3JUkzMzOKRCJ+j5IR9NJLL72myLVeycxmE2cOHD9PAy0sLHjRaNTr7u72Hj165F27ds0Lh8Pe7Oxs6mdevXrlJRIJ7+TJk965c+e8xsZGLxKJePPz836OkhH00ksvvabItV7PM7PZxJmDyPE8z/NjSVpdXVVra6tOnTql4eHh1PsXLlxQIpHQ8PBw6lHrknTv3j0tLy8rLy9PLS0tisfjfoyRMfTuoZdeeoMv13olM5tNnDmofHu21M7Ojr5+/arLly9L2nugVygUUmVlpb58+SJp71HrP378kOu66uzs9OvQWUEvvfSai167eyUzm02cOah8+8xNLBbTw4cPdf78eUl7XwUtSeXl5fs+2OS6rtbW1lKvfTpxlHH00ivRS68Zcq1XMrPZxJmDytcPFFdVVUna2zbD4bCkvX+clZWV1M/cvHlTIyMjqXv0f38cu2nopZdeek2Ra72Smc0mzhxEvl2W+l0oFEpdF3QcR67rSpL6+vo0MDCgubm5fbewmY5eeuk1F71290pmNps4c5Ck7Ub4X6fJXNdVRUWFbt++rVu3bunFixeqqalJ12Gzhl56bUIvvbYxsdnEmYMibWvfr+uD4XBYIyMjKigo0NTUlGpra9N1yKyil16b0EuvbUxsNnHmwEjnfeae53nPnz/3HMfxFhYW0n2oQKDXbvTajV77mdhs4szZ5tv33PyX9fV1HTlyJN2HCQx67Uav3ei1n4nNJs6cTRlZbgAAADIlt5+sBQAArMNyAwAArMJyAwAArMJyAwAArMJyAwAArMJyA8Ao/f39Onv2bLbHABBg3AoOIDD+7wGAbW1tunv3rra2thSNRjM0FQDTsNwACIxPnz6l/j4xMaG+vj4tLi6m3svLy1NhYWE2RgNgEC5LAQiMsrKy1J/CwkI5jvPHe/+8LHX16lVdunRJg4ODisViKioq0o0bN/T9+3f19PSopKREx48f14MHD/Yd68OHD2ppaVFxcbGi0aiampr07t27zAYDSAuWGwDGe/z4sT5+/KhkMqmhoSH19/fr4sWLKi4u1vT0tDo6OtTR0aGlpSVJ0sbGhurr65Wfn69kMqmpqSnl5+eroaFB29vbWa4BcFAsNwCMV1JSojt37igej6u9vV3xeFwbGxu6fv26qqqq1Nvbq0OHDunZs2eSpPHxcYVCId2/f1+JRELV1dUaHR3V+/fv9eTJk+zGADiwv7I9AAAc1OnTpxUK/f1/tVgspjNnzqReu66raDSqz58/S5Jevnyp169fKxKJ7Ps9m5ubevPmTWaGBpA2LDcAjBcOh/e9dhznX9/b3d2VJO3u7qqurk5jY2N//K7S0tL0DQogI1huAOSc2tpaTUxM6NixYyooKMj2OAB8xmduAOScK1eu6OjRo2pqatLk5KTevn2rp0+fqqurS8vLy9keD8ABsdwAyDmHDx9WMpnUiRMn1NzcrOrqarW3t+vbt2+cyQEswJf4AQAAq3DmBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWIXlBgAAWOUnQ7NzDC85fz4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(timeseries126*1000, label=\"SSP1-2.6\", color=\"green\")\n", + "plt.plot(timeseries245*1000, label=\"SSP2-4.5\", color=\"darkblue\")\n", + "plt.plot(timeseries585*1000, label=\"SSP5-8.5\", color=\"orange\")\n", + "\n", + "plt.title(\"Land surface runoff CMIP6 (aug 2025)\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Runoff [mm/day]\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend(loc=1);" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "14b7a686-644f-48d8-a957-8ca6415673af", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126.finalize()\n", + "pcrglob245.finalize()\n", + "pcrglob585.finalize()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f86520ce-4217-4765-a966-3ad46d71a97f", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_ERA5_approx.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_ERA5_approx.ipynb new file mode 100644 index 0000000..a556b60 --- /dev/null +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_ERA5_approx.ipynb @@ -0,0 +1,338 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b1e20075-aa66-4499-87af-f7146360c28f", + "metadata": {}, + "source": [ + "# Sonoran Desert: ERA5\n", + "#### Discharge in 2024\n", + "Simulation of the discharge of the Gila River in 2024, using the historical data of ERA5. The camel that is used for this notebook is: hysets_09488650" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3ca52461-f9ec-47fc-9d67-950e48e3b7b2", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from cartopy import crs\n", + "from cartopy import feature as cfeature\n", + "import fiona\n", + "import shapely.geometry\n", + "from pyproj import Geod\n", + "from rich import print\n", + "import pandas as pd\n", + "import xarray as xr\n", + "\n", + "import ewatercycle.forcing\n", + "import ewatercycle.models\n", + "import ewatercycle.parameter_sets" + ] + }, + { + "cell_type": "markdown", + "id": "57399c47-4d03-42bb-9eaf-dede6eeb7490", + "metadata": {}, + "source": [ + "### Setting up the model: SSP1-2.6\n", + "Creating the parameter dataset and the forcing dataset at the Gila River, near Yuma. Next, these datasets are used to set up the pcrglobwb model." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1ce74ebe-dd3e-4642-93c3-dbd2768f2660", + "metadata": {}, + "outputs": [], + "source": [ + "station_latitude = 32.71555556\n", + "station_longitude = -114.533386" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "545a4407-2ce0-45d5-b146-ab3b50ac736c", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a63ab0cc-6ac5-4fee-bdd8-2894b19247b6", + "metadata": {}, + "outputs": [], + "source": [ + "forcing = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert/work/diagnostic/script\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "47939a11-2250-42be-81cf-26f3af0bc6bc", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2cd9e137-69ed-4570-8c9f-c9e1e1492a9a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_114954/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250107_114954')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cfg_file, cfg_dir = pcrglob.setup(\n", + " end_time=\"1997-08-31T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file, cfg_dir" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9dcf2905-02a4-4237-ac10-ada0fe5f92b2", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob.initialize(cfg_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4503aa9d-d696-434b-8618-e4b78216e7c8", + "metadata": {}, + "outputs": [], + "source": [ + "time = pd.date_range(pcrglob.start_time_as_isostr, pcrglob.end_time_as_isostr)\n", + "timeseries = pd.DataFrame(\n", + " index=pd.Index(time, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")\n", + "\n", + "recharge = pd.DataFrame(\n", + " index=pd.Index(time, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "fa1fbb53-f4df-420c-9e0c-4500c1c6a3dd", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob.time < pcrglob.end_time:\n", + " pcrglob.update()\n", + "\n", + " precipitation_at_station = pcrglob.get_value_at_coords(\n", + " \"precipitation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + "\n", + " landsurface_at_station = pcrglob.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " evaporation_at_station = pcrglob.get_value_at_coords(\n", + " \"total_evaporation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " recharge_at_station = pcrglob.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " time = pcrglob.time_as_isostr\n", + " timeseries[\"PCRGlobWB: Sonoran Desert\"][time] = precipitation_at_station[0] + landsurface_at_station[0] - evaporation_at_station[0] \n", + " recharge[\"PCRGlobWB: Sonoran Desert\"][time] = recharge_at_station[0]\n", + " # Show progress\n", + " #print(time,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "9c87b055-7a8a-4a2e-ab91-638497017122", + "metadata": {}, + "source": [ + "Now, the data can simulate a map that shows the discharge in the Sonoran Desert. This is also creates a graph for the year ..." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "65b4c259-01d5-45a0-b6df-a29271f1b09b", + "metadata": {}, + "outputs": [], + "source": [ + "da = pcrglob.get_value_as_xarray(\"discharge\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0d9859dc-e819-49c2-b973-8ceee7da7f32", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(dpi=120)\n", + "ax = fig.add_subplot(111, projection=crs.PlateCarree())\n", + "da.plot(ax=ax, cmap=\"GnBu\")\n", + "\n", + "# Overlay ocean and coastines\n", + "ax.add_feature(cfeature.OCEAN)\n", + "ax.add_feature(cfeature.RIVERS, color=\"k\")\n", + "ax.coastlines()\n", + "\n", + "# Add a red cross marker at the location of the Leven River at Newby Bridge\n", + "ax.scatter(station_longitude, station_latitude, s=250, c=\"r\", marker=\"x\", lw=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "786ba6e4-344e-400f-91e4-f6ef566a7362", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(timeseries*1000, label=\"ERA5 Approx.\", color=\"orange\")\n", + "plt.plot(recharge*1000, label=\"ERA5 Recharge\", color=\"darkblue\")\n", + "#plt.axhline(y=0.0567, color=\"red\", linestyle=\"--\", label=\"Threshold\")\n", + "plt.title(\"Groundwater Recharge vs Approximated Groundwater Recharge (ERA5, aug 2024)\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Groundwater Recharge [mm/day]\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "1cd56dfe-b57b-46ef-9865-bb8c39127785", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(recharge*1000, label=\"ERA5 Recharge\", color=\"darkblue\")\n", + "plt.title(\"PCR-GlobWB Groundwater Recharge (ERA5, aug 2024)\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Groundwater Recharge [mm/day]\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f80716d9-1b40-4d5f-9ab0-352fdb03951f", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob.finalize()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd64f7ed-5bdd-4820-b4f9-4adff3d3e480", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}