{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Datasets can be downloaded [here](https://www.dropbox.com/sh/gfnwpt9kn3l2rar/AADPZ9bjVNy9LOnXsver8Ygqa?dl=0)\n", "\n", "\n", "Ref: Buenrostro, J.D. et al. Integrated Single-Cell Analysis Maps the Continuous Regulatory Landscape of Human Hematopoietic Differentiation. Cell (2018)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "'1.0'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import stream as st\n", "st.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "st.set_figure_params(dpi=80,style='white',figsize=[5.4,4.8],\n", " rc={'image.cmap': 'viridis'})" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For scATAC-seq analysis, STREAM can take as input a feature matrix, \n", "\n", "- k-mer feature matrix\n", "- motif feature matrix\n", "\n", "More details can be found https://github.com/pinellolab/STREAM_atac" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving results in: ./k-mer_result\n" ] } ], "source": [ "adata = st.read(file_name='./zscores_scaled.tsv.gz',workdir='./k-mer_result')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the **zscore file**, \n", "\n", "User can run the following codes within Jupyter Notebook (**Step[4] can be skipped**):\n", "> Using k-mers as features:\n", "```python\n", "import stream_atac \n", "adata = stream_atac.preprocess_atac(file_count='./count_file.tsv.gz',file_region='./region_file.bed.gz',file_sample='./sample_file.tsv.gz',genome = 'hg19')\n", "```\n", "\n", "> Using motifs as features:\n", "```python\n", "import stream_atac \n", "adata = stream_atac.preprocess_atac(file_count='./count_file.tsv.gz',file_region='./region_file.bed.gz',file_sample='./sample_file.tsv.gz',genome = 'hg19',feature='motif')\n", "```\n", "\n", "or user can run the following codes in Terminal:\n", "> Using k-mers as features: \n", "`stream_atac -c count_file.tsv.gz -s sample_file.tsv.gz -r region_file.bed.gz -g hg19`\n", "\n", "> Using motifs as features: \n", "`stream_atac -c count_file.tsv.gz -s sample_file.tsv.gz -r region_file.bed.gz -g hg19 -f motif`\n", "\n", "To load and use 10x Genomics single cell ATAC-seq data processed with Cell Ranger:\n", "\n", "```python\n", "import stream_atac\n", "adata = stream_atac.preprocess_atac(file_count='./filtered_peak_bc_matrix/matrix.mtx',\n", " file_sample='./filtered_peak_bc_matrix/barcodes.tsv',\n", " file_region='./filtered_peak_bc_matrix/peaks.bed',\n", " genome = 'hg19',feature='motif',file_format='mtx')\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "st.add_cell_labels(adata,file_name='./cell_label.tsv.gz')\n", "st.add_cell_colors(adata,file_name='./cell_label_color.tsv.gz')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "using all the features ...\n", "15 PCs are selected\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.select_top_principal_components(adata,first_pc=False,n_pc=15)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature top_pcs is being used ...\n", "4 cpus are being used ...\n" ] } ], "source": [ "st.dimension_reduction(adata,method='se',feature='top_pcs',n_components=3,n_neighbors=15,n_jobs=4)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_visualization_2D(adata,n_neighbors=100,color=['label'],use_precomputed=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trajectory inference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* By default, trajectories will be inferred in **the manifold learnt from the step of dimension reduction `st.dimension_reduction()`**\n", "\n", "\n", "* But it can be also learned directly on **2D visualization plot from `st.plot_visualization_2D()`** by setting `use_vis=True` in st.seed_elastic_principal_graph(). An example can be found [here](https://nbviewer.jupyter.org/github/pinellolab/STREAM/blob/master/tutorial/1.2.use_vis.ipynb)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Seeding initial elastic principal graph...\n", "Clustering...\n", "K-Means clustering ...\n", "The number of initial nodes is 10\n", "Calculatng minimum spanning tree...\n", "Number of initial branches: 5\n" ] }, { "data": { "image/png": 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QtTAxnGLEoxWAnt2pc3JySE5OHvb7BOFF6/d0KEHqr8qJ0+mMaJWTnkTaUnO73WpGpCA2EaIWBoZbHWQ0ohYIBKisrMTr9VJcXDzsJ9DxcinFYvaj1t2Pw6VnlRPFVel2u3E6nWGrcjLWOY4Uj8ejyR53gvFDiNoYGUl1kJEKQFdXFxUVFVgsFux2+4gC/MItGHuM9fPuWeUE6LfKidVqVV8znCon/c0x0paa2WyO2PkF2keI2igZTXWQkQiNkq4/2u7U4ylqWiuiG8uE83Por8qJ0+nE5XKNuMqJQjAYjHhMTcTTYhshaqNAiUWMtBix0g5mMMLVnXo8E0Wi4ZzhQsvWbyQfLnpWOUlJSVE3PTudTrXKiclkChG5/sRrPCw1IWqxjRC1EaJUBxlNMeKh9qmJ7tTRgVZFdzwt5p5VTuAbV6XL5QqpcqIInBLninT2oxJTE8QuQtSGSTiqgwxmPXV2dlJZWRm27tQipT/2mMjPoaerEghxVba2tgLdG6J9Pl9EMxOFpSYQojYMhpOuPxz6EwBZlmlqaqKhoYHs7GxSU1PDMWUhNhFC6/dUK1ak0WgkOTlZLcjs8XhC4nEdHR0hrspwVTkRoiYQojYE4Wzm2VtoAoEA1dXVdHV1hb07dbRbaloWD60IR2+0mrDTs8pJV1cXcXFxGI1GXC6XWuXEYrGoAjeWKidut7vfsnGC2EGI2gAMVR1kNPQUALfbTWVlJQaDAbvdHvZNrsJSiz2i4fMOBoMDFmR2uVxjrnLi9XpJS0uL5CUINI4QtX4Il7uxN4rQKN2pU1NTycrK0uTT9XARBY21hdbvXX+JIkpB5qSkpH6rnOj1+hCRG+wBULgfBULUehFOd2N/KC7HvLw8EhMTw3runghLLTJo+Z5q1f3Yk6Hm2F+Vk66uLjXhpK6uDrPZHOKq7CmSQtQEok1sDwKBwKj2nw0Hv99PbW2tmq4fSUGD6I+paRmtCsdkELXeKLUoMzIyKCgooLi4mJSUFAKBAPX19ZSWllJVVUVjYyMfffQRXV1dA4paaWkpV199NbNnz2bx4sW88MIL/b6us7OTW2+9lVNPPZX58+dz//33h3TXeOqpp1i6dCmnnHIKy5cvZ+fOnSO7CYKIIiw1RlcdZCQo3amVPT3jUcYnFsUm1omGz3uswtu7ILOydaCsrIwf//jHBINBtm/fjtFoZNGiRcyaNQvojrWtWbOGVatWsWXLFj799FPWrl1LQUEBp5xySsgY9957L06nk7feeguHw8HatWvZvHkzN9xwA7t27eLBBx9k8+bNzJgxg3fffZd169aRn5/PCSecMKZ7IwgPMW+pKT58RdDC+aQryzLNzc2UlZWRnp5Odna2+u/jRTQsdNGE1u+n1i21cDYJVaqcpKSkcMopp7Bt2zZSU1NJTU3lqaee4vLLL6etrQ2A3bt309HRwY033ojRaGTevHksX76cZ555JuScLpeL1157jXXr1hEfH09ubi5r167l6aefBqC+vp7rr7+ek08+GUmSOOuss7Db7XzyySdhuSbB2IlpS20s1UGGc+7e3amVjdvj4SYa7yr94R5Py+KhVeGIFvdjpCqKTJkyhba2NtauXctVV12Fw+FQ2zSVlpZSXFwcsh/Obrezbdu2kHOUl5fj9/spKSkJeV1VVRVut5vLLrusz+uPHDkirDQNEZOiprgbq6urkWWZnJycsJ7f4/FQWVnZpzu1suCMZ03GaFjoBOFByw8CCpH8Pvr9frWTgE6nIyUlRT3mcrn67ANV9s31xOl0YjQaQ0rUKWEDl8sVEq+rrq5mzZo1XHjhhX1cmIKJI+bcj4ofXnE3hnsh6OjooLS0lLi4OIqKikJKAk2UqEV6nGAwSHNzM/X19XR0dIQE1Ud7TsHI0foDjPJdjNQcB+t6bbPZ+ghYfxu1lVJeilcFUN+n7KsD+Oijj1i9ejXf/va3+dWvfhW2axCMnZgSNcXdqOw/0+l0Q1bNHy6yLFNfX09lZSU5OTlkZ2f3+fFORlGTZVmtDKHX62lubqa0tJSKigqam5txu93qHAJVAfxv+vF/6Y8Kq6I/tD5vIWrfWFY9KSkpoaysLOT3/tVXXzFt2rSQ1xUWFmI0GiktLQ15XUFBgWq9PfPMM6xZs4af/OQn3HPPPREt0CwYOTHhfhyoOshQVfOHi9/vp6qqasju1Mq4Wl8Yh4vP56O1tVXdpqD0ylIqRCgdlCVJIuujLMz1ZiQk2A+BfQEMl0Xn10+rwhHrlppiUfX3+5s/fz42m41NmzZx4403sm/fPnbs2MHDDz8c8jqbzcbSpUt54IEHeOCBB3A6nTz88MOsXLkSgLfffpuNGzfy6KOPsmDBgohch2BsTPpHDMXd6PP5VCFTflThEJiuri5KS0uRJAm73T7kxs/h9FQLB5G21FwuF6WlpRgMBuLi4kKqPCgVInJycrDb7WRnZ2Ou797GICv/1ch0ObomjcBrAa3fS+V7PxHuR6PRyObNm9mzZw8LFixg/fr13HXXXcydO5ePP/6Y2bNnU1NTA8CGDRtIT09n2bJlrFq1itNPP501a9YA8Mgjj+D3+/nRj37E7Nmz1T9btmyJyDUJRk50PioPk6Gqg4zV/ah0p87IyCA9PX1YP9bxbt4ZibHa2tqorq4mKysLWZb7xCp6z8P0bGhfOJnuOdXU1CA3ysTFxREXFzdkCSQtoGXhiHSvsrESiSzjnng8HoABC4MXFxezdevWPv8+d+5c9u7dq/49Pj6e++67r99z/P3vfw/DTAWRRNsryBhQ3I2D/ZBGazX17E6dn58fEkAeivF0P4Z7LCVu2NLSQn5+PgkJCTQ1NQ39xpZe86L7syg+vljtntyzBJLFYkGWZc2707SIlu/XeHS9hv4tNUHsMOlEbSTVQUYTU1O6UwOj6k4drTG1QCBAZWUlXq8Xu92uVkUZapHyH/YPeKxn9+T09HT8fj8ul4uOjg6ge2+RzWZTLTmtWHFaFQ6tPwSMl6j1lygiiB20sUqECaU6yHBrN45UYJTu1ImJiWRnZ4e9+3W4CddYHo+HiooKjEYjdru9T0PHgcaQZRleGeCkV/T9J6UEktVqpaysjNzcXFwuFw6Hg/r6erWQbVxc3Jh6bk1WtP6wJCy16GHPnj1s3ryZvXv34vP5mDp1KldddRWrV69m9+7dXH/99ezfv7/f915zzTXs3bs3ZDtTRkYGl156qRqbjCSTRtSG427szXBjauHsTh1toqYIeUpKyojb5ARrB763hqyhv3qKFZeWlkYgEFA7JyuFoZVK7UrTyfFA68KhZaEXllrkkGWZPXv2cOzYMQoLC5kzZ86o7/X27du5++67Wb9+PQ8++CAWi4V///vf3HLLLTQ2NjJnzpwhz7Fu3boQAduzZw/XXXcdKSkprF69elTzGi5RL2pjKUY8nJhaz+7UxcXFY/7BRIuoybJMS0sLdXV15OTkhFRnGGiM3j8i+ZUBxh5+CFJFr9eHFLL1eDw4nU7a29tpaGjAZDKpbspIW3FaFQ6tux/DWfexPzwej1oPMpaorq7me9/7HpWVlRiNRtWyevzxx8nNzR3RudxuNxs3buTmm2/miiu+cafMnz+fjRs3smvXrlGtKXPmzGHatGkcPHhwxO8dKVEtamNt5jlUTM3tdoe43cIR04kGUQsGg9TW1tLR0UFRUdGA2WS96bmo+qv80Nn/63TfH1uGniRJWCwWLBaLasUp++J6dk5WRG68rLiJRutWZKSzM91uN2azWdPCHm5kWeZ73/se5eXlIXtxy8vLue6669i5c+eI7scnn3xCe3s75513Xp9jS5YsYcmSJezevXtEc/R6vbz77rscOnSItWvXjui9oyFqRS0cxYgHW/SV7tRpaWlkZmaG7YcSziomkcDv91NRUUEwGAypWzkQA97DFwd+T7gXNr1eT0JCAgkJCSGdkzs6OlQrrmcsTstp72NB65baeLgfYy2etmfPHqqqqvqUpgsEAlRUVLBnzx7mzp077PO1tHSnKqelpY1pXps2beLRRx9V/56Tk8P69es5++yzx3Te4RCVoub3+/tUBxkNiqXW88cmyzJ1dXW0trZGpDu1li21rq4uKioqsNls5Obmjnrx91f5YaCkx6nDP89oFsHenZMVK87lclFfX08gEAiJxY3UVaV1a0iIWmyJ2rFjxzAYDHi93j7HjEYjx44dG5GoZWZmAtDY2Nin0Lvf76ezcwD3Sy9uuummcUkK6Y+ofGRVfPM9q4OMBuW9iuXk9/spKyujs7MzYt2ptSpqDoeDsrIyUlNTycvLG7ag9TvGmwO/Xr9KP/DBCKBYcVlZWRQVFZGfn4/VaqWzs5Njx45RVlZGQ0MDTqdz2Ba0VoUj1i01j8cTc6JWWFioPuD3xufzUVhYOKLzzZo1i+TkZF599dU+x15//XUWLlyobrnRKlFpqYWrZqOycCtFeSsqKoiLi6OwsDBiLiqtiZosyzQ0NNDc3BwWyzTYEoTWAQ6eNDxBiNTC19uKCwaDaixOseKsVmtILE7LItEbrVuRkU4UiUVLbc6cOUydOlWNqSno9Xry8/OHlanYE5PJxM9//nM2bNhAYmIiF154IQaDgX/+859s2LCBNWvWkJCQAEBdXV2f944lMzxcRKWohQvlB9bc3ExTUxNTpkwhNTU14plzWll8emd2jmZB6H09wX2DWDv5o5ll5NDpdMTHxxMfH68mHTmdTpxOJ01NTRgMBtVNabPZwvYwFUm0LMLjkSgSa6ImSRKPP/54n+zH/Px8Hn/88VF9H1asWEFSUhJ//vOfeeCBB/D7/RQUFLB+/XpWrVrF7t278Xq9nHXWWSHvW7BgAY8//niYrmz0xLSoKQtUS0sLhV93p440WrHUvF4vFRUV6PX6sGV2AnQd8WKhRw85vvlRGY7T7tdNSQU3mUykpKSoVpzL5aKxsRG/369u5/D5fJq04mLd/RiLogaQm5vL66+/HrZ9agCLFi1i0aJF/R6bP38+hw4dGvC9TzzxxKjHDQfaXWUGIRw/DKU7NUBeXt64CBpoQ9ScTicVFRUkJSX12/dtpGMoHK1vJL1rgE1oJaMeYkLoacUBakaly+WipqYGvV4fUohZCxmVWrcix0PUYnHjNXT/DufOnTuipJDJSlSK2lhpb2+nqqqKlJQUfD5fn7JPkWQ8U/r7E7WWlhZqa2vHXBmlJ8oYwbcD2IKhWwBkZCQkpLNHvphpyfIwmUwYjUYaGxvJz8/H7/fjdDppbGzE5/OFxOJMJtOEzFtL96s/xiNRJCkpKWLnF0QHMSVqPZMicnJySE5Opr29fVz3jY1XPzVlLEVwZFmmtrYWh8MREVer7JXJbk4G+lm0UkFvGd+sx0ii0+lUAQNCYnFKB/CesbjxfGjSsqgFg8GIFqWOVfejIJSYEbWe3am95nxu/buXlo4mziw2c33O+LltJiJRxO/3U1lZid/vH1VngcFQrsf7rBdzwIAE/P7d3xMIBrht4W3dVtqske810zK952c0GklOTiY5OZlgMKi202lubqa2tla14mw2W0QrXghLLfZS+gV9iUpRG+kPQ9lUbLFYyMot4vz7WnB6AWTKGi34dS5uX5kQkbn2Zrxjal6vl6NHj2I2mykuLo6M1eADua679WeHu53fvvNbTi84XT2ss098vGm80Ol06ubujIyMPlZcTysv3FZcNMTUIp39GKsxNcE3RKWojYTe3amf+bALp1eGHr////dBkNtXjs98xlPUlAoA6enpYS311RNJkrAdtUGwO3728pev4PF7WH7icgCChiCGuMnxNRvN59bTilO6hPe04iwWiypyY7XihKUmLDXBJBY1pShve3t7SHfqzKR+flSyxKNPl7LmMnvE5zUeoqa0yunq6iIpKYmsrKzIDeaChK8SkL/+b/vnL6HX6TnrxLPp0LlJnDb5npxHuzBLktTHilM2f7e2tqrHFZEbjRUXy6ImYmoCmKSi5vV61XT93jGkhd+yguzo857//djKmssiP7dIi1owGKS6uhqXy0V8fLzaoTpSSKUSem/34tvZ1cFbpW9xZtGZ5Ftz2Jmwj4uWihTjgTAajSQlJZGUlIQsy2osrrW1lbq6OiwWiypyFotlSEGIdUtNiMQd3OEAACAASURBVJoAolTUBvthDKc7dbbZSa0nNPtPRke7009ihF1lkcx+9Pl8VFRUIEkSdru9TxmbcCPLMhz95u8vH3wZX8DHyhkrkZEx68bW8kXrMaJwIkmS2hQ1PT1d3TLgcrmorq4GCInF9ZdFqPX7FckyWUrbFRFTE0SlqPVHz+7UgzW1BPjLbVM551ctvf5V4tYnHDx249haLgxFpEotKbUr4+PjycnJUYs9R3Sh84PUKCF/HaDc9vk2DDoD5x9/PhISOYUDfwbRyHiKhsFgGNSKM5vNqsj1tE5i1VLzeDxAbHa9jgR79uxh8+bN7N27V206etVVV7F69Wp2797Nd7/7XQoLC9m5c2fI+/x+PwsXLsThcLB//34Apk+fjsViCTEwSkpKWLt2LYsXLw773CeFqI20O3VGsgmLScLtA2PQS0Kwg0x/E6b9bcBFEZ1rJIRGSYbJzMwkLS1NXTgi7ursCMLXHS9aXC3sOrqLRfZFpNhS8Oj9nHTmCPrM9EDLCzOM//z6s+KUWFxNTQ2yLKuNXAOBgGabokYy+9HtdgNE3N2uVWRZpuvg5/hqqzFm52I94aRRf0+3b9/O3Xffzfr163nwwQexWCz8+9//5pZbbqGxsZE5c+ZgMBhobm5m3759nHzyyep733//fVwuV59zbt26lVmzZgHdFvtf/vIX1q1bx7Zt27Dbw5vLEPW51m63m9LSUrWp5XCf1B75YRIp/lbyfdVIgEOXiEH28+ILByI633AKjdL7rba2lqlTp5Kenh7yRY60qPn3f9M07eWDL+MP+lkxYwUAlnzt1UacLBgMBtW9XlxcTF5enho3rqiooLy8nMbGRlwul6ZckpG01BRRi0VLzddQR9lN11J5zy3UP/b/UXnPLZTddC2+hpGHH9xuNxs3buTmm2/miiuuUEvAzZ8/n40bN1JXV6c+nCxdupSXXnop5P0vvPACy5YtG3QMnU7HZZddhs/n48iRIyOe41BEpagpPwyHw8HRo0dJSkqioKBgRNUKZhZamOH+Aj0BrEE3eoKUmgp59p+R7RUULqEJBAKUl5fT3t6O3W5X20GMJ5LxmwXqhf0vYNKbuOD4C7qLGPdfC1UQZiRJwmKxqO72wsJCUlJSCAQC1NbWUlpaSk1NDW1tbQP23RovIilqXV1dQOyJmizLVG64A19dDfj9yG43+P346mqo2rh+xGvNJ598Qnt7O+edd16fY0uWLGHjxo3qZ7hixQpeeeUVteWNw+Fg9+7dLF26dNAxOjs7eeyxx7DZbKr1Fk6i0v2olHwaa3fqRHsxRyu7kzZkIIiOmmAinV0B4q2RKW0UDlHzeDxUVFRgNBqx2+0Dpn5HMiklUBfA/0m3pdbY2ch7Ze+xdPpSEi2JMAUMiVH51RoULVk9A6FYcYmJiciyjMfjwel00tHRQUNDAyaTKSQWN56FmEVMLfx0Hfwcf30d9OilBkAggLeulq6Dn2P71oxhn6+lpTvXIC1t6NyCuXPnYrVaef/99znrrLN45ZVXWLRoUb8ZqNddd526Tun1eqZNm8Yf//hHpkyZMuy5DZeoXHlkWVZLPo3Fh373upM5f/0h9EEfn+78OTprGt9a+HM2/+Ef/OTngz9tjJaxilpnZycVFRWkpqaSlZU16CIRKfejHJTxvOaB7odjdhzcQVAOsuLEFaAH6dTJ7XbUoltV+Zx7u58tFgsWi4W0tDQCgYAai6utrSUYDIbsi4t0LC6S2Y+K+zHWUvp9tdVg0IO/rxUuGfTdx0cgapmZmQA0NjaSk5MTckwp5qCeX5K46KKL2L59O2eddRYvvvgit912W78P0lu2bImIVdYfUel+1Ol05OfnjzkobDbqmJbmp8OQgCzpaPviGWg9wp7ayAWbRys0SnZneXk52dnZTJkyZcgFImKi1iGDE7Uqy4v7X8RisLDsW8sgB3RF4flaRYNlpBWGc6/0ej0JCQlMmTKF4uJi8vPzsVqtdHR0UFZWxrFjx2hoaMDpdIbdwlfmF+lEkViz1IzZuch+f7/HZH8AY3buiM43a9YskpOTefXVV/sce/3111m4cCEdHd+EaFasWMGbb77JF198QXNzsyZa30SlqIWTWy+2kuOr57gTlwMyxw68QJM+hT2lnoiMN5rWM8FgkJqaGpqamigqKhp0u0JvIiEMUryE0ge0vqOef5b/k7OPO5uE0xLQr9Rr0pIJB9EgssO995IkYTabSU1NZerUqdjtdtLS0pBlmfr6ekpLS6murqa1tRWv1zvmefVnSYYTJaYWa5aa9YSTMGZlQ+8QhF6PaUo21hNOGtH5TCYTP//5z9m0aRPPPPMMXV1d+Hw+3nnnHTZs2MCaNWtC4vcFBQVMnz6dO+64gxUrVmjitx/zopaRl06u0YE1dwGWtOnUHXyJ+oCRW/7SFpHxRmo9+f1+jh07RldXF3a7XU3dHu5YEUH3TZHil754CVmWu12PnSDpxj6mFn4Yg6HF+Y01XqVYcVlZWRQVFalWnNPp5NixY5SVlY3Jiou0qMVqTE2SJKbe+xuMU3LAYESyWMBgxJSdS969vxnV/V6xYgW/+93veOmll1i4cCGnnXYa//3f/8369ev50Y9+1O/rv/rqK1asWBGOSxozURlTg/C51iRJ4tqrC/nJE3rSZl5L9Vt34jvwBMaZV7P7SALzpw1fRIY73nDnrXQXsNls5Obmjth1E273Y9ATxPe2j0BlALlT5qClmr8deBqr0crS6UuhImxDCUZIOJMwFCtOseSCwaAai6uvrycQCIQ0RTUah96+EWlRi+V9asbMKRRt2hq2fWoAixYtYtGi/lOY58+fr26sBrj88su5/PLLBzx+6NChUc9jNEStqIULnU5HYpyOgMHCccULaPhXElX7n6b4pIv55PEXmf+rK8M6nvJFG2oRcjgcVFdXq90FRvMFDeueOG93z7RgXZBgMMjPpz7Np11f8umxPeSdOhO/ZfIb/Vp2P0Zybjqdjvj4eOLj45FlOaSdTlNTEwaDIaQpan8PX+NhqZnN5nHN5tQSkiR1ZzmOIClkshKb34AeKGnvyzLrMBhMnDB9MV3t1SzYfy+FlR/Q6Q5vwLynqPWHEtOorq4mLy+PjIyMMVWFD9diFygPILd3t+z5KO4oX9iqafrgIADx3ynhjeT9UByWoTSNFl2PCuMxN0mSMJlMpKSkkJeXh91uV7+jjY2NlJaWUlVVRUtLCx6PR/3+RTLzEUQxY8E3RK2ohesHotRi/NnVOVzheJ5fZDsxSBKvHt5HsbecN//UNwtoLAwmaoFAgMrKStra2iguLh71/ruehO0JXkZNDmkxdKf1Nn74BTqzkeRT7ByLb0RaGN5FS8uWkdaYqAr9ihWXmZlJUVERBQUFxMXFqa7zsrIy6uvrcTqdEZ1fV1eXEDUBEMWiFi4US82UlUNGqhW72c/ZOZnsbmrlSHsHiR++hMsTPmttIFFTOlQHAgHsdntYfqDhXER0uTqwAhaY4ZyKqc5L5+FqkueWIJkMHD8tB50h5r9OE4ZWHgAUKy43Nxe73a7upWxrayMYDFJZWdnHigsHokGoQCHmV6GeVfOTLrkSv2TgSnsBAH8trUAf9PHr5/v2XxstitD0zCBzOp2UlpYSFxdHYWHhiMp9DTVWOBaOYFsQ78te8EFQL9NpcnPczu69MWfMPpvzOmdw4Yw5Yx5HQasuPq0Ix0Bo7b7pdDri4uLIzMxkypQpGAwGEhISQqy4uro6Ojo61FJLo8XtdsdkkoigLzGfKKIs/LIsc+rpxez48/HM4BAnpSSyo7KWafNPYNfBse/T6TleT7FpaWmhtraW7OxsUlNTwzaOMlY4FmL/Pj90gYyMz+mnWM7k3X1vEGeJxzwnj7zjbJj1xjEvTNGA1oRDIRoahOp0OpKTk0lOTiYYDKrtdJqbm6mtrcVqtaoJJ2azeUTXI2JqAoWoFbVwxtTgm0Xh0Hm3sef17cw/3sTnH2zn9aOHMGR34XQHiQtThp/i8qypqcHhcFBYWEhcXNzQbxzFOGGxLrpA9snQBqaggWMtxzhY+Tnnn3IxMwKFTNEnat6KmexoXdR6J4rodDpsNhs2m42MjAw1o9LlctHa2ookSSFNUQeqb6rgdrtjbo+aoH9i3v3Y2x34g/PSeDn1QvKLv0OqxUblgee5re73vLGrMqzj1tTU4HK5sNvtERG0cKLL13VnPn7tMd12YBsAV3zrMgySjnSdtucfC2j9oWKoXmpGo5Hk5GRycnKw2+1kZ2ej1+tpbm6mtLSUiooKmpubcbvd/V6riKkJFGJe1HpaagDJNj13ndHBXN9BLiiZTlOXi70VX1Lzxpu0dI49YcTtdqtPrUVFRWofrEgQtg3qCRLYgK8ftF/8/EWSLEmcaT+T+YnT1Lik8meyovVr07KlNhJLUpIk1YIrLCykuLiYpKQkPB4PVVVVHD16lNraWtrb21WX92Dux9LSUq6++mpmz57N4sWLeeGFF/p9XWdnJ7feeiunnnoq8+fP5/777+/Xpf7GG2/025pFoA1iXtSUGFfPxI2zj9dhM0mcXzwdo07HtsMHCXq9bN3lHNNY7e3tHD16FJ1OR2Zm5pAulbESDlELtgWR3TIdcW68Bj+lzaXsq93H+SdcgCHFyNyMyG1O06KIaFU4tO5+HMv8DAYDSUlJqhWXk5OD0WiktbWVQ4cOcfXVV9PW1kZjYyPNzc0h7/V6vaxZs4YFCxbw0Ucf8V//9V/86le/4pNPPukzzr333ovT6eStt97i+eef51//+hebN29Wj/v9fh5//HF++tOfavK7GU7KyspYv349Z555JrNnz+b000/npz/9KUePHgXgoYceYvr06dxzzz193nv48GGmT5/OD37wAwB2797N9OnTmT17tvpnzpw53HDDDZSWloZ97lErauH8Afde/G1FRWROLyTZamFhvp2DzQ280GzjnQPuUZ1flmUaGxupqqoiNzc3bNmNQzFWUfPt8dHyUjs/+/xvrEz7PdcWPsLvjjwKwIqTLsbl96I//hthjlTvNsHQaH2RDZfoSpKE1WolPT2dgoICSkpKOOOMM3A4HHzyySecfvrpXH755WpfsN27d9PR0cGNN96I0Whk3rx5LF++nGeeeSbkvC6Xi9dee41169YRHx9Pbm4ua9eu5emnn1Zfc/PNN7Nr1y6uv/76MV9HuJFlmQ9aDvPXyvf5oOXwmL4PBw4cYOXKlcTFxfHss8+yd+9eXnzxRYqKirjyyivVB4eUlBRee+21PgWvX3jhhT4hFZPJxN69e9U/7733HjabjR/+8IdhTzCL2kSRcNLbUpMkiaJ1N/PEPTvJOTkfjm3ky/3bKMhdyLFGH4UZw+87FQwGqa6uxuVyUVRUhNVqpaGhYVwWobGImuySqTnYwu+SXuU98yG8sg+r3sT7n79Esi2F0+3f4bCpgYyEZKA7i7OxsVFtQhkfH4/FYhlTNRStoWXhmMyW2mCYTCZuuOEGdu7cyf/5P/+HU045hUOHDqlu/dLSUoqLi0O8Ina7nW3btoWcp7y8HL/fT0lJScjrqqqqVNfmPffcQ1ZWFs8///ygc/J6ver4zc3NbN++nZaWFo477jiWLVsW9ofaClcTl370IOWuJow6Pb5ggAJbOs+eeiv5tvQRn+/ee+9lyZIlIVZYZmYm69atw2w209raCsCJJ55IZWUlu3bt4pxzzgG6C0js2LGDpUuX0tDQMOAYNpuNiy++mFdeeQWHwxHWzO+otdTCSc+9auq/mS0cnfodjuZdTFLOHFq+2onsqOTRp8qGfV6fz8fRo0fx+XzY7XY1O2s07WfGmw+bj7Am9U/8w/I5DXoHZzlO4NJPjsdZ0cBZJy1Bb9Djtnox0r1YtLS0kJubS2pqKoFAgJqaGkpLS/vEPqIdLQuHluc2HmWyUlJSWLFiBevXryc+Ph7otsB6d7awWCxqqxoFp9OJ0WgMiXErv1eXywVAVlbWoHNobGzk8ssvZ+bMmVxzzTUcOXKEiy66iP/93//lgw8+YMOGDaxcuZL6+voxX6+CLMtc+tGDlLka8Mp+nAEPXtlPmauBSz/63YgfxGpra9m/fz+rV6/u9/gNN9wQIvwXXXQRL730kvr3999/n+Li4j4NRntTX1/P3//+d44//viwb2USosbAIjMvvROQSZ71feSgn+ovnuezUidPvDt0bM3lclFaWorFYumzoTpSzTt7M5Zx/tr+L4IGGZts5tvtx/Hdxu9wYM+HAFz5rctoN7rJmZ9KZWV3VujUqVOx2WwhTShzc3MxGo20tLRQWlqqVpPwer2atnqikVi11BQGShSx2Wx9BMztdvdxj9lsNnw+H/4eDTeV9ykCORT3338/JpOJP/7xj9hsNq655hpmzZrFrl27eOaZZ3j77beZMmUKv/71r0d6eQPyYesRyrua8Muh65dfDlLuauTD1iMjOp8iuD0F/LnnnmPu3LnMnTuXWbNm8Ytf/EI9dvHFF7Nr1y7a29sBePHFF1m5cmWf83q9XvUcc+bM4ZJLLsFoNLJp06YRzW84RK2oRTKmprB6vgWr7CGxcDGmxDxaPv8bktfJ2zv2DlrouLW1lbKyMtLT0/ttGRMNouYN+pESJeJNJuZ1FiHLMv/47FVS49KYaZ9H5mmJGHXflDoyGkNdsj1jH4WFhRQVFanVJMrLy0O6LAuBGztav4dDpfSPFY/H0+8+tZKSEsrKykIeWr/66iumTZsW8rrCwkKMRmNI4sJXX31FQUHBsDOU3333Xe6++24WL17Mxo0baWtrY+3atarYxsfHc+utt/Lee++N5hL7pczZgFHqP+HMqNNT5hzYBdgfaWlpQLfVqXDJJZfw8ccf8/HHH7Ns2TJ8Pp96bOrUqcyYMYOdO3fS0dHBhx9+yLnnntvnvCaTST3Hnj17eP/993nooYeYOnXqiOY3HKJW1MJJ75iawpSiLL6tP0JWsI2CE1fh72qhofQNVtf9jZq/PN7n9bIsU1dXR21tLfn5+QO2jIkGUbs4aw5BZOp07VSYWyir/4pjDUc58+QlNNo6OGaqwGq1UlhYqI4z2IOGsg9JqQmYkZGh3q/S0lJ1I7p/gNb0WkDrwhGrllowGBxwn9r8+fOx2Wxs2rQJr9fLxx9/zI4dO/o0tLTZbCxdupQHHngAh8NBTU0NDz/8cL9Wx0Do9Xr1+5uVlcXKlSv7CK3T6QzrvtSiuEx8wf5d+75ggKK4zBGdb+rUqRx//PE899xzw37PihUreOmll3j11VdZuHDhiBoZRwIhavQfU1O4+sI8MgONFExfit5opXbfX8nx1mL49D28VeXq6wKBAOXl5XR0dGC320NanvdmvERtLJyfOZsLMmdj1Zt4LW0ff/uiOwvsO7OW8Hb2ATLy0sjJyRnVQqVUds/KyqK4uJi8vDzMZjMOh4OjR49SUVGBLMthL3obDrQqHLHsflSy7/oTNaPRyObNm9mzZw8LFixg/fr13HXXXcydO5ePP/6Y2bNnU1NTA8CGDRtIT09n2bJlrFq1itNPP501a9YMex5nnXUW//mf/8mXX34JwH333YfdblfnuGvXLu68806WLl061ktWOS1lGgW2dAxS6FJukHQU2DI4LWXaAO8cmF/+8pe88cYb/PKXv6SqqgroTnh59NFHefXVV8nMDBXKZcuWsX//frZu3Tqih4BIIbIfGTxxI9kmcaO8g/f8JRw+7jwqDjzP7YGb+bn7EDnO7tiax+OhvLwck8nUJ9OqP6LBUoNu90W6KYFkg4239v0VfYqNf1xQw4OzlpCRnhGWcSRJwmKxYLFYSEtLw+/343Q6cbvd1NXVodfrQ8olxWoTyKGIZVFTul4PVCaruLiYrVu39vn3uXPnsnfvXvXv8fHx3HfffUOOt2rVKlatWtXn3++8805uu+02tmzZwn/913+FHHvzzTf56U9/ygUXXMCtt9465BjDRZIknj311n6yHzN4bv6to7rnM2bMYPv27TzyyCN897vfpbW1FZPJxKxZs/jDH/7AokWLeOihh9TXJyQksHjxYj777DPmzZsXtmsbLVErauMRUwMw5ReRGSezWz+HwpNyqDjwPI2fbeXDs77PcUn5JHZ0UFlZSWpqqtpmYyzjhZPhdtkeiNOSS3imdjeerxrwVzvIuXgOD5+6himJaeGeqoqy0baxsZG8vDwCgQBOp5PGxkb8fr9a8DYuLq5PHC/SaM1q7ImW5waRzX4cStTGi6SkJB577LE++7YAzjjjDP75z3+qMatwkm9LZ/dZv+bD1iOUORsoisvktJRpY7rfubm5bNy4ccDjP/7xj0P+/rvf/W7A4/Pnz2f//v2jnstIiVpRCycDxdQAjFNyiFtxFY7nEphtLadrSg57KvazoO4ZvrjtM+JvvonjS3JJSUkJy3jhZLSi9lrDpzxZ/T5728sxe/XU7OyuvrDhulv6FbRILVY9i9rKsozP56Ozs5OOjg4aGhowm83q8bHsiRvpnLSKlucWyUQRJUtRK7UflcQSt9tNZWVliMjV1dUB3Xu8wokkSSxIPY4FqceF9bzRSFSLWrgsnsFiagAZC07j+C9bOXnXX8m12/l3XQ1/O1rF+pPMVD++hZQ/PhjW8cLFYF22B2JfewW/K3uFClcTV1d9myVt3+Kqt5+F5DRWLjw/UlMdEkmSMJlMpKamqnvhnE4nTqeT6urqEVd1n2zEsvvR4/EA2hE1gB07dnD33Xf3W4BZkiQOHjw4QTOb/ES1qIWL4WyGvv+qJH794TSuSN9PcXwcz5fXsPb4YrJajiAHg0gjeArVcqLIp+3HCMpBCtrTOcdxEl9WHaCmuYrVZ1xN42EH8Sdro72HXq8nMTGRxMTutjdut5vOzs6Q3lzx8fHExcVFtGi0VohlUdOK+7EnDzzwAMuXL+faa6/VlNjGAiLqzvBExmrS8Vn8LAKSgSuLp9Lh9/NSZR1SMMBnz7yG7PcN+v6RjhcORmOp2W1Z1LhbyfQlAvD2pzsBWDJ7GenexAHHmUiRVvbEKVXdi4qKiI+Px+l0Ul5eTllZGY2NjbhcrjHNU6sPIiBEDbRlqbW3t/P9738fu91Obm5unz+CyCFEjeHFuBwOB6Yp6bwefxYX5OeQYDTw16MVdMkGdC9uofL3v0X2Da9DtpZFLc8Xjz4o8Vl8OV14efuz18lKzmZe0VziisZ30RjtPTIajaSkpJCXl6fuiQsEAtTW1qp74kZbukvLwqHluY1HoshE74/qyfnnn89rr7020dOISaLa/TgeMTVZlmloaKC5uZk7lmdzU+MlfGmextxpHt7+4p98P3A+uTmnsOzIeyz/cC95Z8wft3kPl8HGOuysRYeE3ZZFXV0dHa1tTE/I4UtXLXf4/kh9Wy1LzlnJYyW72JC4miT6LhwTbakNhrInLj4+Xt371tnZSWtrK3V1dVgslhA3pZaFYTCiwVKLVKKIFi21H//4x1x00UVs376dvLy8Pp/Nww8/PEEzm/xEtaiFi4FiaoFAQK3SXVxcjMVi4bzMr1jw6Q4en3Et0sEP8Oz9X2al3cxzcedS93Yz935bRqcbfHEZT0ttoLG8QT//cehpPm0/BsDxugyuN8/jnRefw/veewTOzaD0w68AqL8kGV9iNa6AhyTj+DwNR2KB7rknLj09Xd0Tp8TilD1x8fHxWK3WPouwVoUbtD03iD3345133gnAtGnTNBXriwWEqNG/yHi9XsrLyzEYDNjtdrUg8U8XSmw4ugifMY9Tc4vYXfUlh5xeMszNvOaaxoJ9bpbNGvxLrAXL5t2Wg3zafgxZlvF6veyjipcPNPPGzn9wXsFy1jm+zTXvX4WUlUbK8XnMTCwg29L/tgUtXM9oUPbEJSUlEQwG6erqorOzk/r6egKBgLonLj4+ftx64I0FrVtqkRQ1o9GoqYzXjz/+mCeeeIKTTz55oqcSc4iYGn1jak6nk9LSUuLi4vpU2E865RRqEko4yX2QjJnf7X79noe4vvX/cY7jTV7+ZOhGouPZemYgwWnxdhcS9no86HQ6TGYzX355mPlZCzi34DyqK8podTRxybdWcMOUs9lwXP+tKHqPFa3odDri4uLIysqiqKiI/Px8rFar2q1cKYEmy7ImBTwa3I+RFDUtWWkAeXl5Ez2FmCWqRS1cP5KeMbWWlhaOHTtGVlZWv7UNJZ0OS34+R00FnJ/k5eSMKbx5rJTqjnbO6vwX9XXtw5r3eC2MA40125xH0ONHbzBgNBqx6U3Yc6dSlFRCUJb5x+F/AHD5rEtZaZiLTT9wWnykrmeixEOSJMxmM6mpqeTn52O320lJScHv9+P1ejl69Gh3/LGjQzN98bQotArKg0Ak96lpTdTuuOMO7rrrLrZv385nn33GgQMHQv5olcWLF/Pyyy/3+fdHH32Ua665BoDKykrWrVvH/PnzmTVrFueccw4PPvhgn0oqb731Ft/73veYP38+8+bN4/LLL+cf//hHxK9B+z6VcUCn06mNLR0OB4WFhYNW0j57hpktpTlYZA/fO3Emt7yzkye/+Iw7TjuTzmYH7+3v4IwZ2iho3N9YLS0teOsc/Oa4K3inq7vfkozMqyfuZk67kxkmI29+9Q5TU/OZkXsCupSofvYZM8qeOOhuK5SRkYHT6VT3xPUs3TVRe+K0bKkp379IWmpmszki5x4tN9xwAwC33357n2OR2HwtyzKfOxxUd3WRa7VyUlJSRO53MBjkBz/4Aeeccw6//vWviY+Pp7S0lJ/85Ce0tbWpvdYeffRR/vSnP3Hvvfdy9tlno9PpeOutt7j99tu59957+3RJCCdC1Oj+oHw+Hy6XC7vdPuTCNLvIzHOZSZR1TuWM9BrmTsnl3coyzjhpCZ5MI0/sqOaMGccP+P6JikHJskx9fT2tra0UFhbS0VjPaZ93YUtIZGPcPjolH0/PKaPtvRdp6Wxi6ZLv8UnmZ5wbN3hV8WiN8W0GfAAAIABJREFUqY0GnU6HzWbDZrORkZGB1+tVK5s0NjZiMplUgbNareMqNFoXtUhmP2otGePNN98ct7Hqurq447PPqO3qwqDT4Q8GybZa+c3MmUwJ831pbW2lvLyc5cuXq81T7XY7d999N++++273fOrq+MMf/sAf/vCHkN5q5557Lm1tbZSXl/d77nAR1aIWjh+x2+2mtrYWgKKiomEFm0/MMzDLHkfxl+W4JAsLZ1/Ix68+wp++OMCJBW5Km22U/fsgRfNOGHDe422pBYPBkEzO5qoKXtvyMLIsY5KsnFZyIkdS42k0fc7TXzwLwEfntvHtk0a+lyuWMJlMmEwmUlJSCAQCuFwunE4ntbW1yLKsClxcXFxEExli3VLTmvtxvDZYy7LMHZ99Rk1XFwFZxv/13suari7Wf/YZj8+fP+L7ftddd3HvvfeG/JvX62XmzJmkpaVx+umnc8MNN7B8+XLmzZvHzJkzOfXUUzn11FMBeO+99zAYDCxatKjPuS+77LJRXunwiWpRGyvt7e1UVVWRlJSEw+EY9qIjSRL3XJLII1/MYc4Xf+ar1EVMKT6LuqO7OL36daTcc7j9JRuXeF1c8e2J3dclSRJ+v5+ysjIkSaK4uBiDwcDhPbu79w5hYL51Fd6WeA55W/giq4q6f5VjmppC5inT+Xb+zHGZZ3/zjjb0ej0JCQkkJCSopbucTqe6J85qtYa4KcN5jVq2lCM9N63E1JYvX86TTz5JUlISy5cvH/S127dvD8uYnzsc1H0taD0JyDK1XV187nAwIzl5ROf81a9+xQUXXBDyb48++qjasfuRRx7h2Wef5Y033uDJJ5/E7XYzZ84c7rzzTk488URaWlpISkoa9y4aCjEparIs09TURGNjI7m5uVgsFtra2kZ0Dp1O4tr1F3PoB89ybuc7JNgTuPEoVO9+iPvOOMBjxhvY8UkG55xsJj0hVCzHU9RkWaampob4+Hhyc3NVF5Dpa7dEhj6fWm8dZW1fgtXG7CNmPnG4mXbpmayfvpIT4od+4owV9+NIrlEp3WW1WklPT8fn86luyubmZgwGQ4ibcqyuOa1basqeyUigFUtt6dKlauginI1AB6O6qwu9Toevn+o4ep2O6q6uEYvaUJhMJq688kquvPJK/H4/Bw8e5LHHHuO6667jrbfeIjMzk7a2Nnw+Xx9h6+rqIhAIqK7LSBBzGQCKG66lpYWioiKSvg6ojiZV22YxUHPcmcjAmbZOludlsbuhifK6I1xW/3dKqj+gudnV533jldLf2dmJz+cjLi6OvLy8kIVzxncWYktMpK6rhn/WP8cXrn9zoOUdPni7u8N12qJvMTfZHvE5RhujXZiNRiPJycnk5uaqpbuUGKdSusvhcOD3+8d9bpEm0oKrFVG76aabsFqtHD58GFmWOXz4MHv37uXIkSPo9XrOP/98brrpJm666aawjZlrteIfYC0JBIPkhjmm9tRTT7F48WJ1/TIYDMyYMYP77rsPh8NBTU0NZ5xxBrIs9xtXfPLJJ1m+fHlE17+oFrWR/lB8Ph9Hjx7F5/Nht9vV4LKy2I/G2vjW967E/7XBe9PxhRgkiYcOlkLQj7mlhjd/9yR1LaGpruNh2SgBXWUxlVtkfLt9+D7xITtlElLSuHDdbXycVEezoRNZkgkEZY4eOUZSbhZZyXk8X/fRsMaabCn9kUYp3dVzT5zZbMbhcKh74pqbm/ttWzIQWrbUIln3EbQjarIs84tf/IKLL76YF154AY/HQ2pqKl6vl6effpoLL7yQ+++/P6xjnpSURLbVir7X/dVLEtlfZ0GGk4ULF9LZ2cmGDRuor68HoLGxkf/+7/+mpKSE4uJi0tPT+dGPfsR//ud/8vrrr+P1evF4PLz44ots2rSJm2++OaId7GPG/ehyuaioqCA+Pp6cnJyQmzqawr8KRQVJbJ93OSUf/5Xq9DkssHt576u9/LbTTnz6HIKSxLG/lPKbn3yTNBJJUQt6gzS0NNDa2kpBQQH19fXIbTLed73wtYcicDSA+WIzbzm+pNHsxyQF0CFRWdOI2+Pj+HmzWFd6Lu/nHInIHKOVSHxmyp44s9lMWlqaWrpLicVJkqTWprTZbAMuBlp+AIhk3UfojqlpIftxy5Yt7Nixg//5n//pN0ni7bff5s4776SkpIRLL700LGNKksRvZs7kjs8+o+5rV2RAyX6cNSvsDxNZWVn87W9/Y9OmTVxyySV0dnYSFxfHmWeeyZ///Ge1UMWPfvQjpkyZwmOPPcZdd92FLMtMmzaN3//+9yxevDisc+pNTIhaa2srNTU1TJkyhdTU1D4ftPKDCwaDo8pQm3PNhfziWAIN+jSM8+ejK7uKqo82cWL+d0BnZG9T6J63SIhasCmI9z0vniYP+ng9RecWYYm30NDQgFQuqYIGgBOCNUEOeKv4YpqF1IYurO4gXx2tAWDZnIswB4ws8w8vSSRWYmoQeRdfz9JdsiyrpbsaGxvx+/0hfeJ6xyu0aqlF2or0eDya2Kf23HPPsX79+n4FDWDRokXcdtttPPXUU2ETNYApVitb588Pyz61t956q99/X7NmDWvWrAG6U/h///vfD3muVatWsWrVqhHPYaxEtftxKGRZpra2lrq6OgoKCkhLS+v3gx6LpQZQ5zLRlJAPgDU+k7xvraSipY62o2/QrE+mzWfg539ro6MrqI4XbhHwvOfB3djtror3xqP7VPfNWMZ+xjJBlbsZR7yel89O4x+nJXCkqp6UglyuTTqfXEsK07NzwjrHkaDVBXo8kSQJm81GZmYmhYWFFBQUYLPZ6OjooKysjGPHjtHU1ERXV1fEXXxjYTxialqw1Kqqqpg3b96gr5k7d25E9mlJksSM5GSWZWczIzlZs9+F8SCqRW2wDy4QCFBeXk5nZyfFxcVDZtuMJXlDkr7+n6+nUzL7KkwGE8f+/QhL2t/G5Hfx6l4PF9zXiNMdHLOI9sbtdONp6K7haDabkZAItnxzLcGiIFLSN/dKl6fDme6h1NWARWdE1kNDRSNBl5ezTz2PbEsKiSfFocsY3tcjliy1iUKSJEwmE6mpqUydOhW73U5aWho+n4/q6mqCwSDNzc10dHSMqk9cJImVRBGPxzNkT7e4uDja24cupScYPVEtagPh8XgoLS0FoLi4eFiuibEszCfnGylKCcDXb88wG7jUbqfW0YR86G9c29qdUdjuhusfbgmrqHV2dlJWUYaUIWE0GpG+VlZddqilZrrIhPFsI6bzTOybU8X9pduo87Rh0OkxSHp873U/PbZfmo7xUiPGU0e+x2Syi5uWrk3ZE5ednY3dblf/rbm5mdLSUiorK7vLoXm9Ez7vSFuRWompCbTBpIupdXR0UPn/s/feYVbV59r/Z621++w9ffZUptKkqAiIGBQlIigKKBKBVz0xiSZGw3tSTDT5GY05nmO8Ql5bmsYYj2XACiJGxIKiRg1gpcr03md2L6v8/tiszZ4GzMyecYC5r8uQ2bNmre9u33s9z3M/91NTQ2pqKpmZmcf9ZRpKpCaJAj+fUsU7h/5NMKQxPbCXQEkmm8oP8fSez/hbXj4Z4SZajE721Yf59Ks2LAx9k9RrhTk5OSSOSyT8cRi1XUXKljDMjry1OtEIooCUK3HAU8//t3cDqqYhCgJeOYghrBH6sArbhCwCmWbCZhWJ468tnkqpjtH4XPUesNTUVEwmU7QnTp8Tp/fE6XPiRvo5DKdQRG9yHw2RGkBpaelRfWO9Xu8IrubUxElDapqm0dbWRlNTEzk5OaSk9D37qz8MNcpIKMjnnJTXCVeWRepaRrhmfDF/3XeALVXVJGQEaNEAQeCHT4T5zRKJSYMUpsRO4y4oKIimVk0LjnhW+pUQO1r2U+9pZL5lCmmHH9/RfgBZUfC43ZgEsIkmXP8+hOYLY//GBM7szMcsDvxjMSbp/3oRm+LT2ziSk5NRVbWXdVesAfNIzIkbzvSjHomOhkgtJyeHF1988ZjHZWdnj8BqTl2c0KSmf1FUVaW+vh6Px0NRUdEx89p9YagN0ZapZ2A/dz4dNZXsSxIp7ArzneIMni0rZ/3eTzl9hgxooAmEVANPfpzAhbNVBuoko6oqdXV1+Hy+6DTungipMv937xNU+loIhUJs9nzOIyk/IM1kJ0kzUVtTi6zIaAKEU0yo71UD4Dh3PGd05aO1awhpoy8i+boxWkn2aOvSe+LsdjtOp5NgMIjX66Wzs5OmpiYsFks0iou3dVfs+k6Fqdf9KQfHMLI44Wtq4XCYiooKgsEgJSUlgyI0GHqkJggCiUuu5JPp+dx3XhpPnJ6IO8nEtyfk0+b30rT3JTLkdiLEBnubTPz1TR/+UKTp+XggyzKVlZWEQiFKSkr6/SJ/1HmISl9LZF1Ah+zj9dbPCaky6t5mLA0BQlYBf6KI0QfejytxTMwlOzmXCrkZed/AXC1O9lpaLEZj+lHHsdYmCAIWi4W0tDQKCgooLi4mKSmJYDBIdXU1FRUVNDU14fF44ur4MBKkNhoitTGMDpzQkZqiKJSXl2Oz2br5Gg4G8bCuEiSJDyels+rfe5jUFkLSNK4tyuHpshoqd/+DrNOWYRfNeEQ7aBpPvOPn3f0K6Q6Ja8+3MW9y/4KWYDBIVVUVFoull+VVT6hazPMQBDRZ5Z9vbOUvtY/iUGSsKRqy0YgqQNcn5aiBEOlzpwBwmpqLWqailChI2cPnKn8sjGbyGG0YrAt+bE+cqqr4/f7oCB1ZlrulKYdiTjucQpHRFKmNYXTghCY1SZIYN25cXIrf8Yo2zmwMkNUWscWyhTWsksQPJuVz92eHcOy8h9NnXMNb9nmEBBOqJtDS1EarO4U/v+7h9AIjidbeZOX1eqmuriYlJeW4xC/npExgnDWNGn8bAP6NX/Lp/kbMvjDBkEzNz05HNUWuE/ygEoC8uaezNDiTxerpAGhdGhxn6v9UitRGI+Ix2kUUxSiBaZoWnRPndrtpbm7GbDZHf2+xWAZ0rbFIbQwjiRM+/ZiQkBCXL0y8TIbPdhmQDqcTBUnFPq2B764KMi7JwNv7dpDt2Y+ESiQxKODV7ISDPppdKvUdvfuLOjs7qaysJDMzk6ysrON6rmbRyINTv83/LbqEK6VpJBzyIAgghRSCTiuaElmfFggT/ncthilOnpR+wg2+CxERQQIx94T/aMQdo5W4470u3borticuJSUl2hNXXl5OY2PjcffEDaf6cSxSiy8mTZrEp59+2ufvHnroISZNmsSvf/3rXr87ePAgkyZN4rvf/S4AH330EZMmTWLGjBnR/2bOnMn3v//9aLvV8RwzGIztXIcRr2jDOft88twKmR6Z9JwOQCPwST4/nFCEKySze+/rJCtdpCidiKgoSAQUI11eFVvMwG1d4VhfX09+fj6pqakDWkeCZGaJcwYLU6ZiN1hAA0XUEP1H6mXhf9dBUMZ4XhFvnbkfIVNAzBYxftOI6Dj+j8apZGg8mtOiw7U2SZJITEyM9sRlZ2d364mrra2lo6ODUCjU59+PRWonD1JSUnjttdd6vdcvvfRSr1YGk8nEJ598Ev1vx44d2Gw2brjhhujN0PEcM1Cc8KQWry9LvCI1x4LFGJ1Z2GQNoz2I76sMtLDE5blZFNmtbD74JQZvI0mKi0TFHbm2qhJSNP7z0WpeevVNFG8ddXV1dHR0UFxcjMPhGPR6kpKSmDlvDgYBnMkJFGoGMjoixBbeUQkCJM6bwGvKZ5gXmzFdbPpaa2ljGDiGe7J0LHTrroyMDAoLCyksLCQhIQGv10tVVRUVFRW0tLTg8/mi6xpOUgsGg8AYqWmaRtW+L9n91utU7fty2G4Ip06dSnJyMu+88070MUVReOWVV445Q85ms7Fs2TLq6uro6uoa9DHHwgldU4sn4hltJC1ehmfHm8iuAJocuW8wiAJrTyvkx//eR/0n/6Dw3P/ErnpxS3ZSlU6Cqom8rv28tCuFs+UfERp/K8UTZg15eqwgCCTOLmRmhRNrQAGzROaBABuzzIR31WKYloWQZqXC1zyk64zGqCreGK3P8etcl8lkwmQykZKSgqqq0QkDek9cQkICoVAoOjwz3vD7/cCpnX7sbG7iid/+ko7mRiSDAUWWSXFm8R93/DfJzsy4X2/p0qW8/PLLLFy4EID33nuP4uJicnJyaG7ufx9pampi/fr1TJ48ud/M0/EccyyMkdphxHNwp+PiyxCMRtpe6kAQGtE0AVSBRdkZTE6s5tCel/lWYRZtaXNoFZOxqX7m+T9ifuBDOqQkXrOfzaqJhzAa5/Z5fpfs54WGj2gIdnJ+6mTmpU6O/k5VVTZt2sQHH3xAcnIyLS0t7P7yE2SPm/zURLIcViSjQOhfnRBSMJ5XSEiV8SshXLKfRMPA73hHc0ruVMFoeA9EUcThcOBwONA0jWAwiMfjiTqbeL3e6ISBePXE6ZHaqUpqmqbxxG9/SXtTA6qioBweMtve1MAT//Ur1j7waNw/G8uWLWPJkiW4XC4SExPZuHEjV1xxBTU1Nd2OC4VCzJo1K7pOq9XKjBkzePjhhwd0zEAxRmqHEc9ITTAYSJi/kPYNTxyO1A77MQoCt00bz/UffMZT7zzF7xZ0MTFURn64juxwEx7JRhICDRXZ/O8XE7hpct/n/+X+9Rz0NgCwvW0vPy+5nIvSpwOwdetWnnnmGQDaXB242jsxSwJCWKOmqYsci5mGPBvBt/aBKGA8twBBEBAFcVSR2mjYpPvCaFzXaBwQqvfEWSwW/H4/drsdQRDwer20tbUhSVI3667BCkkCgQCSJA05o3Gionr/Hjqam1B71J9URaGjqYHq/XsoOG1aXK85btw4pk+fztatW1m8eDEffvgh99xzD4899li340wmEzt37jzquY7nmIHihCe10VZT0xFZloZg0NDkI2uck5HC2tOKeGBfBX/c9T7rZrRgFmQ0wCb7CSpm2gNpbG4q5qY+zlvlb40Smo43Wr9kTvJ4dndVsG3vh2hA81Qjtp0hTJqCJoMqgiIJuFGoq2om/HkDxvlFiMlW0CDLnESeZXDhPozOjfVUwWh/7TVNw2Aw4HA4otZd+py4pqYmFEXBZrNFo7iBWHcFg8FTNkoDaGuoRzJIKHK41+8kg4G2hvq4kxrA8uXLefnll9E0jQsuuGDQphfDgROe1OKFeCv4BKMJU/FEQgc+ANmIHq1pwLcnlPDvzhBv1lTzXLKZa4pzDwv8NSxagNO69hGuXE+4+VsYnVndzptosCIi4FGCKJqCTTKDBtd9+icUn5f2gg5cdSHOPuhBMJj4UgBNAJ9VIugw8N6STOpvfxVMEtZvzwRAEkQenPrtuD33kxVjNbXBoSfp9tcT19XVRVNTU7Qnzm63R0YpHYWw/X7/KU1qadk50ZRjTyiyTNogZiK2t7fT2NgY/VkQBDIzu9fmFi9ezD333EN7ezt33nnngK8xnBgjtcOId6QGoIVCaMEjhBa5joJFhftnFHGVq53ffXmIKUl2zkpLih5jIcjMmteo/Z99ZPz019jzjnRBpxgTSDHZOdARidYskhGv4mf5u7uZvreDx75qY28gRFJuJqrRSGFhGs3tXhKMIpU5FlzrPyPo8mO9fApiauTuymGwYBAHr3gck/R//Rit64KjR5J6T5zeF6coSnTCQG1tLYIgRAnOZrP1SlOOJof+rwP5k6eS4syK1tR0iJJESmY2+ZOnDvicN93UPUckSRJ79+7t9pjD4WDBggV89tlnxxyMOtIQtNG4cwwAsizHZShiR0cHnZ2dFBUVxWFVEVRdvwLV50EQNVDhSLQW+fegy8Oqd3djNxh44YKZZFi622TJSLxZsobZ31vJzOKIeqzM28RNXz6GrCmEVQWLZGRh2R6u2t5AvVfmdwe7UFSRSXlOMIko6VZQNNytXt5pb6Xh4wOIViOOdUsQDRKaxYA1OYH/nXEL89L6KeIdA7rSTRRFQqEQDodjSHUSgKqqKlJTU4fUzhBvtLS0oGkaTqfz615KN/h8PpqamuL62Y0nKioqyMzMHHCKStO0qHWXx+NBlmWsVmuU5IxGI/fddx+7du3i1Vdf7fX3ZWVl3HnnnezZs4eUlBR+9KMfccUVV/Q6zuPxcOedd7Jjxw4EQeCKK67g1ltvjU7QeOONN1i3bh0NDQ0UFxdz1113cfrppw/uxRgG9Kl+zMyOqB8zRtdndSRwwkdqo7WmBugjsdFUAQHt8AzRI+udlJjAb8+cxM927eMnO/fy+LmnYxQlfdYoBhROr9/OP95ezFmFyaAo+NVI06NBkDBIEigBsrq8oIEkCGhaZExofaeb3IwkBE1DDcjsl/20uzrQVJWEpdMwNgdQUy2I7QH8XSF2FVUMmtQgsjFApF+oqakJVVW71UkGM2JnDMeH0X5fOljvR70nTu+L09OUuj/lI488QkNDA7Is09LSQkZGRvRvQ6EQN954I1deeSWPP/44n376KTfddBMFBQWcddZZ3a5z55134vV6eeutt+jq6uKmm27ib3/7W9TZ4qc//Sl//OMfmTNnDhs2bOD73/8+27Zti458+rqR7Mxk7YN/o3r/Htoa6knLziF/8tRRHb0PJ0745ut4YThSaPbzvxmlMO1w1ewIIte6LM/JdcW57Gzr4vd7y+m5ggx/PbM//BN1t62l/va1lD33GFW+FvZ76qgPtCN43Uy1diGKAlkWiSkOC6oAtf4A2xUv75+dxCvnJ3FoThKBvY0Yp2VhuKgYZZwDzWpATbciCBqlje9HGjh9LXjkwHE/R0VRcLlcKIpCQUEBGRkZFBUVkZeXh8lkor29vZvrRDjcu6B9omC0CjJG67p0xMsmS++Hy8vLo6SkhLlz5+Lz+aiqqmLevHmsXLmS6urIGKWPPvoIt9vND37wA4xGI7Nnz+byyy/nueee63ZOn8/Ha6+9xtq1a7Hb7eTm5nLTTTfx7LORafUbN27k3HPPZd68eRiNRq655hpSU1N54403hvx84glBECg4bRpnLbiYgtOmjerPw3DjhI/U4oXhiNTSvn0Tvl0foTQ39iKrWNw6tZg9XW6eKKtjenIiS/KOFGUNKMxzvY/sAp9Rwqc18uBOlTqjQEqXgqLC+qw03EUCZkGldmY2tgo/ppBKzeRE6vIsqCEF3+/fAoOI5dqzInwqH3muggJ1X5TzPccj1PjbMIkGfliwkEudM476/MLhMJWVlQiCgMPhwGAwEA6Hu8m509PTCYfD0X6llpYWzGZzNILrTwhwKn8pB4PR/HoNB+lKksSKFSv44IMPyM7OZsWKFezevTt6nbKyMoqLi7tlCEpKSti0aVO381RVVSHLMuPHj+92XG1tLYFAgLKyMiZOnNjtb0pKSvjqq6/i+nzGED+c8KQWry/LcIkdHAsW07n+H90e6xQcNBkyyFJacKhujKLI/5t9Give/oQ7Pj3AxEQ7ExIjPmoa4BNNvDYhgYMZIskBhYUH3cxoUyJjZYCcWh+3nuakLNeCwy2To4pMO+jDWebnnwVWAm8dQqnswLxiGobsRPCGwXjkzllq9QMana52/q9hGqmKmd0V+/CmTCbB2HffWiAQoKqqKirBPlpd02g0kpKSQkpKSjchQHt7O5IkRYdYxmPawqmI0RypaZo27DZZDoeD5cuXs3z58ujjPp+vVw1P75mLhdfrxWg0dnM80S23fD4fPp+vlwVXX+cZw+jBCU9q8cKwqB81DffUGWjSkwiHN/3dlmk8nXwVAMlKJxd43uc8/8c4zVbunz2F/3j/M9Z+/CXPzp+Jwxh5ezZNsfL6+IjCSxOgoD1MhsuLCsgiqEaR8Z4wZVhwJxo4kGigrNBKfl0QxR0k8OQnCKlWLN86Hc1iQGwLIHYEUbIjxKkmGFEzrKSHJE6TkhEEgUs1G6GWNhJy8no9Lz3lk5qaitPppLm5+bhvCHRz3MTERFRVxefz9bJVstvto7JONFrJYzS+Vj0xnIbG6enpvR632Wy9iCcQCPQy3bXZbITDYWRZjvbH6X+n32j1dZ6eEvcxjB6M1dQOI96RmqIokSnVX+3HkJYBh2sK7yfMiR7TKSXzkW0m8uF7i5lpyfx8agmVXj+3796PqkUqcbtyzdGKXJpPwW0RkSUBRdBIVDWyAgrXfOEi3X2kX0U2iZQXWfFu+BTNHcR6/SwEmxFEAWV8EoI3HElBqhpKvgM1w8pmtZydoXoAzKKB9GDvj4fL5aKyshKn0xmd7TbYDUsURex2O5mZmRQXF5Obm4vBYKCtrY1gMEhbWxudnZ3I/fThfB0YjaQGo3dd+o3icEZqfUn6x48fT0VFRbcb1UOHDjFhwoRuxxUWFmI0GruNOjl06BAFBQWYTCYmTJhAeXl5t7/p6zxjGD0YI7XDiGekFgqFKC8vjzQtZmcj2R0Yc/LAaCRJcUdUkYf/azVmoMYISK4pzmVJrpM3G1t57KtI0TvDG4nyvlHl50cfdTCnzo8kQZIGJi1Cdvlumf/e3hI9j+oO4n/hC0JbDiBNSsc4v7vcO3ROFmqWDdVpRbNHLIZU4Pfhndzpf4+Hgp/wQbCKTU07aQtFlI3t7e3U1taSm5tLWlpaXF4rHYIgYLVao+7vJpMJs9mMy+WivLyc6urqKNmdCJHJSGK0RpAw/BME+utTmzNnDjabjYcffphQKMTOnTt55ZVXuqUoIRKpLVq0iN///vd0dXVRX1/PX/7yl6j0f+nSpezYsYO3336bcDjMU089RVtbGwsWLBiW5zOGoeOETz/Gs6YGQ98gfD4f1dXV0flTWk4Ovu2vI7c0IZrMLPK9Q6U5ny7RgYjGkuA7mDgSiQiCwN1nTuKgy8v9+yqYmuzg+t0if5+RzIWVXiRNQxYEmu0GxndElIQhReHLTg+flXvwHvwK5WAraoM7ek7lUCu+372D6cJiDGflIhhj5PU9nms1HpoUP6pSw//WfsGkjlyeML7LrzOXYHJHFI49Uzh6lCvQw0uSAAAgAElEQVTLMrIsI4pi9L/BQnedSExMRJblbnU4g8EQFZqMZB1utJLpGKn1JjWj0cjf/vY3fvOb3zB37lySk5P51a9+xaxZs9i5cyc33HADW7ZsIScnh9/85jfcc889LF68GE3TWL58OTfeeCMQifjuv/9+1q1bx09+8hOKi4t59NFHR42cfwy9ccI3X+s2O0OFoijs27eP0047bdA9VS6Xi9raWpxOJ2lpadEvshoMEPjiE4IVh/C+v51AewfVUjZppiBJnmaQj6xffzMqPT5WvrMLgyjw4vyZZNmsEdGioHHA5+fTLjflTV182elmf5cHOeZtFHMTkSakIxWmoHT60A61I3/ZBIDgMGM8vxDThSVIkzKOudlkGBNJlxK4wDyeX0xfgcViodzXxOam3YiCwFLnTGzeSB0iMzMTVVWjEa8u5R4MwdXU1JCUlERiYmK3x/U6nMfjwev1AhzVcSKeaGxsxGAw9FnD+TrR0dGBz+cjNzf3615KL4RCIaqqqoYtXbdw4UKuueYabrnllmE5/xhOPJzwkVq8EBupDRSaptHW1kZzczN5eXm9NmLRbME2ay62WXNxLFiMb/f7WPZ+jvzZF90IDY50shXabfzurNO4+eMv+T/vfcqinAz2d3n4stONRz6iNEw1GZnnTGVKWiIVc7L514JxkBy5cxU0sARUnC0hKiwyoe0VhLaXEdpygNCWA4g5iZguLMZ4YQlSVt/OHZqqoAoqyakpWCwWHq7YyoNVr6EBaUY7b7bu4b68qwi7PaiqisPhwG63I4oiiqKgqiqKoqAoSmQawGHSGSz56HU4XUyiO060tLQgy/KgjXGPF6M1Ihqt6xruKPJUNzSONyZNmoQoimzfvr2XGGbt2rVs3bqVDRs2cOaZZ3LbbbexefPmPmflPfDAA5x//vlce+21fPLJJ92mKGRkZHDVVVdFo+F4Y4zUDiMaVQ2wrqZpGg0NDbhcLoqKio46gVfTNLSWFzAEn8eqteJV01HpGRUKh/9X45vZaXwzM403m9r4R1ktFklkapKdSelJnJ7s4PSURDRnAgYNpKDKi2l2OppVOoMhAhYRh1dh2h4P730jhXVnfY+ki2xMsGbSeqCGTRteoHTDetqe/pTA059im5pL9sWn0zYnBcFuRkNDRCBNTCDZamd59mzeaz/AE3XvEFYjpNoU7MIiGvlcbuCSwul4PB46OjpoaGjAZrNFZ2tJktSN4PQbB0mSuhHdQBHrOJGenk4oFMLj8USNcWMtlYZrSOVowGhPPw7X2vSZbWOkFl8kJSWxefNmvve970Uf6+zs5OOPP+517IoVK7j77ruPer61a9d2I7Bdu3Zx/fXXk5KSwsqVK+O38MM44UktnjW1gSogFUWhpqaGcDhMcXHxMTdOtW0nSvUmtIAXAQ3BICOYNbSgBAgEMGFEQYyRjnxnQg5vNrVxbVEOv5g2HoMo4BfAbxTxGWFnlpVWi4ilIYzWrjCj3YvNp4AAfqPA+6kaPyyfwrXLzjuykNl5nDd7Lvfeey9vvvkmTz/9NJs3b6bs//0To8lIxrmTKF5wFldcdCnpmU4uSJ9KpjmJ11o+QxJiSVjDr4RIMSX0arZ2u9243e6o67pOcEajEU3TomlKfdMTRXHIBKcb46alpSHLcrcBlUajMRrBWSyWQX1uRmumfrSuCwZvkXU80H1fj3YjeapA0zR2lwepbpXJTzdwVvHRpxscDZdeeikvv/xyN1LbsmULCxYs4IUXXhjyWmfOnMmECRPYt2/fkM/VF054UosnBqKADIVCVFdXI0lSL+eC/qB5qoDIWBopsR1Dsh+5y4ImqrSGnHgFG4mKG5vmRzQoJOS0kzuxBd6D1OwQPlFAREDTQFKhMsnE0xMTkAWR6T4vaR0yggZ+i4hB0QiLGvZaldyz+q61GAwGFi1axKJFi3C5XGzcuJGnnnqKHe/soH77l+y9/xVWrFhB/po1OM85h6mOPOyShS7JR0AJAQJnJRbyjZRJ3c5rNBpJTU2Nuq57PB7cbjdtbW3RuVp2uz16h61HcfrmrBPbUDZrg8FAcnIyycnJKIoSrcPV1dUhCEKU4AZahxuNEdFoj9SGq84ZCETs3E71SK2uXeaGPzdT2yZjlATCikZemoFHb3KSmzrwLX7hwoW89NJLHDx4MOqmsnHjRn7xi18MmdRCoRDvvvsuBw4c6DUNIF44KUgtXj1mx3sev99PVVUVDoeDnJyc495QxPRZ8NXjCFYrkk3Dfno9wZpkWkIZvNp5ITPbvyBRdePHgmgPkV7ShqMjsp6A0U84x4NUnwgChDWRXJdCrl/BUenDbxax+RTMIQ1FAleCyBeJIt8+5wqmTj32+InExESuvPJKZs2aRTgcZtu2bZSWlvLoo4/y6KOPUlxczOrVq1l84Xjet1lQNIXLnGfx3XEXHvW8kiSRlJREUlISqqpGVYx1dXVApMFVd/UXBAFFUZBlmXA4HP3/Q1VSSpIUjRT1OpzH46G5uRlFUaIpyhPZeHk0k9pw9qgBp3SkpmkaN/y5mepWGUWFsBLZL6pbZW78czOv/DJ7wK+/1Wpl0aJFbNq0iVtvvZWysjI6OzuZOXNmr2NffPHFXhMSHA4Hb7/9dvTnhx9+mEceeST6c05ODr/4xS+46KKLBrSu48VJQWrxwvFEarrCMSMjg/T09AF9YER7IcYz/j/kyudQAx2oAQ2T04sYdlATyOJcdhEQzKSpHVjMXQA4zJHN3BUEoz2EcvhyogZGVaI9WWTn/BQsAZV9E23M+sxDQ6aJ2YZcXvnB3RgUejWP9oWuri5qa2vJyckhJSWFM844g5/+9Kd8/vnnPPPMM2zYsIF77rkH7oHZs2ezZs0alq849viNQ95GXm35FJNo4HLnTHIdKTgcDrKysvD7/dEUpSzL0cipo6MDi8VCUlISmqZFyS1eacpY5/dgMBitBTY2NmK1WqNClNji9mjGaI/UhmttutPHqRyp7S4PUtsWIbRYKCrUtMnsLg8ys2Tgr8+yZcu4/fbb+dnPfsbGjRtZtmxZn+/jlVdeecya2i233DJsopC+MNZ8HYNjRWptbW3R5uOMjGPL4fuC5JyL+ew/IKd+Cy0soqkiqS0+flj3JLnhRpJVFyoicqcVTRVIMEeu4QmoHOp0IMc0alclp1JrMaMCQatAR4qRt7+RjDvTzo+/80vsRstxRZ+tra3U1dWRn59PSkpKt9fjjDPO4He/+x0HDhzgpZdeYtWqVezZs4cf//jHlJSUcPXVV7Nx48boXXMsavxt/GT/U/yz9TM2Ne/ix/v+F7fsj57bZrORmZlJSUkJRUVFGI1Gmpubo1Gax+NBEARMJhMGgwFBEFBVFVmWCYVC0bTlYKEbL6enp1NQUEBRURF2ux2Px0NFRQVVVVW0trYSCASiHoajEaN1XTC8pKanH0/lSK26NZJy7AtGSaC6dXBuPOeccw4AH374YZ9N66MZY5FaDPqL1HSFY1dXF4WFhQMedtgXQg2ZhBomYKIFX5kDa9iLgIgBFRUBNWjA/XkOtqJ2rEYBV7sRzZPKvw0ySZpGbXY2b87IQzZUI2iR0Ta6lVYoMxHRFIkyjkZqmqbR1NRER0dHv89LF3WIosjChQu5+OKL8Xg8vPzyy5SWlvLqq6/yyiuvkJyczJVXXsnq1auZO3cugiCwvX0vYe1I+4FbCfCvzkMsTJtGWFOQBBG3HCDZaENVVVwuF2lpaSQnJ0dFHscjNIGhKymhf+Plmpqa6PklSRp1kdFw1q2GiuEUioyRGuSnG6Ipx54IKxr56YPb4gVBYOnSpdxzzz3k5eWRl9fbA3a04qQgteGsqSmKQm1tLaFQiJKSkrhJw6W0DILtWWhqBgG5mSAKVlQ0AYTDno9yhw1Xh40EsYouD1jsDuomTefd9AxkERxV72Kya/jNImiRxm1na5j5Z00lxZgQfU7Q+45ZVVXq6urw+XwUFxdjNpt7rTGWPGI9Hu12O2vWrGHNmjU0NDSwYcMGSktL+fvf/87f//53CgoKWLVqFZkXn97rE1brb+Paz/9EbaANvxIm2WhjgiWTa6QZTMjMj9pv9SU0iXX1dzgcRxWaxKMOF2u87Pf7aWpqiqo6Yxu+R0MdbjSRbCxGoqZ2Kqcfzyo2k5dmiNbUdEgijEuLqCAHi+XLl/PXv/6Ve++9t99jXnjhBTZv3tzr8euvv561a9cO+tpDwQnvKAKRuV7x8G2srKwkMTGR1NTU6HmrqqqQJIn8/Py4bl6+jjbqH7wPS1cHgeZGvJqGUVUxawpo3fPCi974CJMk8afLLmSb1YEnMQkl1IEQ8vLRWTbak43IEiT4VJa82cV//fVZDGJkrbIss3//fqZMmRLd5PVWBFmWKSgo6LN21B+hHQ1ffPEF69evZ8OGDTQ0NACQPrWApItOw7lgGrPyJrPfV09ACVPhb0HRVJIkK4mYWZA2lTtOu+qo59fdRHRigd5Ck9gIbiiOJn2hrq4Oq9WK1WqNRnHhcDhah0tISPha6nCj1ekEIn6hwWCQ7OzsuJ/7vffe4z//8z959913T2nX/L7Uj+MOqx9zBqF+PNFx6j3joyA2UtMVjna7nZycnLildzQlSOjzvxH8+EVsBiOasZCUb56B+OXnCO1+lIABscdtht0g0aaoPHf2edTmFYIgYnF3MGvny5R8VE9jpomOgBlno4oxKz9KaH1BlmUqKyuRJImioqI+iXowhAYwffp0pk+fzt13380777xDaWkpmzZtovWB16j64xsYv3k+LXNTSZpbgqJFiCeghEiz2GlU3cc8f6ybSH9Ck/4cTXSn/6GmKUVRjBJbbMO32+2mubk5OgBVb/geiQhqtKVDYzEmFBl+5KYa2PLL7Lj1qZ3oGCO1GOg1NbfbTU1NzaAUjsdCeO+DhA88i2TyYctS0VK7kHCTMdOM6nYRbk3AsycXLTp0U8NmNFAVChBId2LVAJ+b5b6XmTnpC0RVBgTKW5PZrp7Nwutu6Ha92PRjMBiksrISm81Gbm5unxu7rjbUN6NBiWEkiQULFrBgwQLuv/9+Nm/eTGlpKW9tewt1q4qUYMYyrwjThSWknjkBSZKYnVQ8oGvEqhidTiehUAi3293N0USP4oxGY5Tg4l2HM5lM0VRpX8bLeppyuI2XR+sGNiYUGRkIgsDMEgszS77ulXz9OClILZ6uIrqPYG5uLklJSXE5byzUxndiCAuMjibUoBnN74v8nOYBMYiiGCLSDwksJiOBTg+qwYhFDpHW3sJMPkMUVEAAAZInp3DRN+5gTlZWr+cEkekBtbW1JCcnk5WV1edrFg9C64mEhARWrVrFqlWraGho4I9PP8YTTz9J+9b9eLfuJ5SVQt7yhcz+3tJBXyPWTUR3NOkZPY2E0MRgMHTrydMbvvUBqHqKMiEhIa7CjlM1UgsGg4iieMK0XoxhZHBSkFo8oDflhkIhioqK4qJw7AuCJR3R1oUSihS5VcUYHf+iIiCooKoSmiCiiiKddjtqchJKfQtqKAQmE22ZOXxZOYPptt0IgGY24UmezNkZGb2vd/jcNTU1OJ3Ofusuw0FoPZGVlcUP13yHby9fhdfr5fnnn2fDhg28/pdnef0vzzJjxgxWr17NypUrcTqdg75OTxVjrNBEFMUowQ1UaDKQ8nNP4+VAIIDH46G1tZXGxsa4Gi+P5rK4rpwdDgQCAczmUzfNNoa+MTp1wCMMVVWprq4mHA6TlJQ0bIQGYJh8M1JSBlJKGqoxES35W4iJ6ajhMIKm4alIx2V24LbaCBkMqKIEtoiDfigQRBNFNFGiosNJm88CAtQkTGHmnNux9lEf6+zsBDgmocmyHBVWDMcmoast/X4/BQUFnHHGGfz2t79l//79bNmyhWuvvZZDhw7x85//nPHjx3PllVfy3HPPResmg4XuaJKXl8eECRMiM+40jbq6Og4dOkRTUxOBQCA6lFQnGEVRCIVCyLLcTYQ0mNem5wDU/Px8rFYrXV1d0QGo7e3tgx6hdKpGav3NUhvDqY1TPlLTFY6iKJKSkhK36df9QcqYjXj+06ieSiqr/Uw8bTrhLz6k5d3fInqg2eDkw+lTSfJ7sQRDTKkpI+PweBpPwIdVcWCRQ7i7gmysLcaWm0Pj2d+nWEwidmyhpmm0trbS0hKZht1zHI6O2Abm4bqj1tsiNE2jsLCwmzhFFEUuuOACLrjgAv7whz+wZcsWSktLeeONN9i6dSsOh4Ply5ezevVqzjvvvCEPHu0pNPF4PLS0tFBfX39MoYmeshxK9BGbKtXrcPpsON14Wa/DDcR4eTST2nBGamOkNoaeOClIbbBf6EAgQFVVFQkJCeTk5NDa2ooSU+8aLggGK2LSZDRxD5qmYcwdT7grlZAss+GiRSiSiMdqQxFE3snJw33wKwCsB/aR42ohpbYMxS+jmkQS80poFUVSY/rneo7DKS8v75WiGqzCcaCQZTnavDxu3LijbnA2m42VK1eycuVKmpqaeP755yktLeXJJ5/kySefJDc3l6uvvprVq1czZcqUIa2rp11WT6GJ1WrtVofr7OwkGAxGiQjiV4fTjZd7emMer/HyWKQ2hjEcwUlBaoOBrnBMT0+PWl4NxKV/qIgddWPKzCblzDP4qLKRtgQHPpuNkNGEioYlK49wRhZwkJS9n5DbmYjRCD6vAZNRoC01lxU5OSQcTpupqkptbS2BQCA6DqdnU/lIEVo4HKa6uhqLxTIg42eAzMxMbr75Zm6++Wb279/P+vXrWb9+PX/4wx/4wx/+wBlnnBGtv2X1EMcMFMcSmhgMBmRZJjMzE7s9Eg8PR8N3bL1vIMbLo7mmNtxCkTFSG0NPnJI1tfb2dqqrq8nJycHpdEa/dPFyJjle6NeTW5poa2/k3zOm0ZKSitdqI2wwgKahSRLuwshol2BYRlNAkBWMooIgmvg/U6Yy73CtTFEUKisre813i31euiBkuAkttn1goITWE5MnT+auu+5i7969vPbaa/zHf/wHFRUV3HbbbUyYMIHly5ezYcMGvF5vXNauC03y8/PJyMhAURRsNhstLS2Ul5fT0tJCOBzGaDRiMpmi1lm6J2XPOtxgoEeSTqeToqIi8vPzMZvNdHR0UFZWRk1NDR0dHYTD4ejxoxFjkdoYRhonRaR2vF+anl6HCQkJ3X4/kpEaHCEb79uP8M+CAiqd2RBzp68aDGiCgMEa+eKGFBmTpJBoCZGW00UwwU7hhAjhhcNhKisrMZlM/ab59AhtOBWOEGmKrampISUlJa59fqIoct5553Heeeexbt06Xn31VUpLS9m2bRvbtm3DbrezdOlSVq9ezfz584fsANPW1kZbWxsFBQVYrdZujiZ1dXVRmb5ehwN61eHiEcH1HICqR5J6+4kgCLjdboxG46hTAw639+MYqY2hJ04KUjse9EzL9eV1+LVEamEPmvsjKtPW4LIlIKGgIaAigiCg2q0oiZF+ubJZ53LZuW4WB9+iK2zDMGU+RpO5W20wNze31yYSax813BGa1+uNjubR7caGA1arlRUrVrBixQpaWlp44YUXKC0t5ZlnnuGZZ54hOzubq6++mlWrVjF9+vQBnVsX2XR0dFBQUBDdOHsKTQKBAG63+7iFJjA8xsuVlZXIskxtbS2iKHbzpfy6CW64hSJjjdfxxaRJkxBFke3bt/eyHlu7di1bt25lw4YNnHnmmVx77bV88skn3foEMzIyuOqqq6KjZo7nmHjjlCA1WZapqqpCEASKi4v77Qsa6UhNVP2o9a9jcnaQGvLQKvgwKGFcYhKggSAgiSqtn30OgDRpKs+n5TO5tYxEgxtnihOv10t1dTWpqandUqmx0IdvDjehuVwu6uvryc7OHpbG9f6QkZHBD37wA37wgx9w8ODBaP3t/vvv5/7772fatGmsXr2aq6+++pgehJqm0dzcTFdXFwUFBX3e/MARmb7VasXpdBIMBnG73XR2dvYpNIm9qdAj5aHOhoMISYqiSFpaGlarNVqHa2pqQlXVaLP31zUAdbhrarGjkk5laJqG0vwRirsCyVGE5Jwz6Nc9KSmJzZs3873vfS/6WGdnJx9//HGvY9euXduNnHbt2sX1119PSkoKK1euPO5j4omTvqYWCAQoKyvDZDJRWFh41EbXkYzUtGA76VW/Rah4AhQPa4zPYde8WLQgJi2AJkCS0olfEWl4azu2/HzskybjE218bJmJT7TRUrGFqqoqMjMzyczM7NclRBRFGhsbaW1tJRgMDstz7OjooL6+fticWI4XEydO5Ne//jVffvkl27Zt4zvf+Q61tbX86le/YuLEiVx++eU888wzeDyeXn+rp6ddLheFhYX9Elpf0EUmhYWFjB8/nqSkJLxeL2VlZVRWVtLe3o6iKNE6nH4DFa86nE6OCQkJZGZmUlRURF5eHkajkfb2dsrKyqitraWzszNahxsJjNXUhh+KpwbXprm4t12J7+PbcG+7EtemuSiemkGd79JLL+Xll1/u9tiWLVtYsGDBMf925syZTJgwgX379g3pmKHgpCC1/r40Ho+H8vJykpOTycvLO+Yd8UhGakrd64hypDFasGWRr3Qxx/sxLVI6XtGBhkinlEzzh/9GdrnIuvhiECRURD60zSWEEVfAR15eXr9pPl28oAseQqEQlZWVlJWV0dTUhM/nGzLB6am65uZm8vPzcTgcQzpfvCCKIueeey4PPfQQZWVlPP3001x66aXs2LGDG264gaKiIr773e+ybdu2qJNKQ0MDHo+HgoKCIY0YihWaTJw4MaqorK6u7ldoAv03fB8LfRFH7ADUwsLCaA3Z7XZHB6C2tbUN203O0dYWL4ypHyOvr+eNlajuSlBDIHtBDaG6K/G88a1BvbcLFy6kpqaGgwcPRh/buHEjV1555VH/LhQK8cYbb3DgwAHOPffcQR8zVJy06Uc9csjJyTnuFMWI1tS0SI1FA4JVGvsri3l7wXmEBX0zFTBqYaR//i+iAD+f1cA74XoajNn4BQu1xlzGjbus36ZqvZYDkV6o2NlgXq832tIQKyMfaA2mZ6putG4wFouF5cuXs3z5ctra2qL1Nz1NmZmZyaWXXsoll1zCwoUL4zYzD3rPZdOFJvX19aiqelShif7+HStNeTyfWZPJhMlk6mYd5vV6h914ebiFIqd6TU1p/gjVUx3dT6LQZFRPFUrzRxgyzxnQOa1WK4sWLWLTpk3ceuutlJWV0dnZycyZM3sd+/DDD/PII49Ef87JyeEXv/gFF1100YCOiSdOOlKLVTgWFBREN4vjwUhGamLORWgHNqDJQbyfqzRPTqDTlExkPGgE36jbyN27Kjl7eiJnJTZT5HqKe1N/ik+08rJ9KX+e1nc++mj1s569UD6fD5fLRV1dHXBkPtmxTHf1yMbn81FYWBhXIhhOpKWlceONN3LjjTdSVlZGaWkpTz31FI8//jiPP/44U6ZMidbfcnNz43rtvvwgewpN9Nc/VmhyPMbLAyEO3TqsP+Pl2H64oYo8hlMoMhapgeKuANEYidJ6QjSiuCsGTGoAy5Yt4/bbb+dnP/sZGzduZNmyZX1+xm655ZZjCj6O55h44qQiNV3h6Pf7+1U4Hg0jGamJ1ixc4+8iseVfCJZ/cig/H4TuX/7q7R+gKLDk/EgfWorSQbLahSwYyHZOw9iH4e5AFI6CIERFBD3nkymK0o3gYkUGuo9jOBzud8joiYCioiKuu+461qxZQ2NjIxs2bOCFF17gjjvu4Ne//jXz589n1apVLF++PO5p1b6EJh6Ph66uLhobG48pNIEjBDeUFN/xGC/rJDcY4+XhrqkN9Dt+skFyFIHaT41UDUd+Pwicc06ECD/88ENeeeUVnnzyycEuccRxUpCaIAhRhSNASUnJoL6AoihGJyaPyHBHUxraaWvg0z2UWYtB06KO/QBb32kkwSoxf1YkfeoWHXSJSeTKdfx26qXdzzVEl5Ce88l0NV9ra2s3ubrNZove0RcUFHwtirp4QFVVampqos+juLiYc889l/vuu4+tW7dSWlrKP//5T7Zv386Pf/xjLrvsMlavXs03v/nNIbvq94W++tD0KM5oNEYJTo+IY9OUsf8OtR9OJ1q9BuvxeHC5XDQ3N2OxWLoNQD0WdPIdSz8OHyTnHER7fqSmFpuCFAyI9gIk55xBnVcQBJYuXco999xDXl4eeXl58VnwCOCkIDVZlikrKzvq8MvjQexAzZEgNT3dmfat21C++BAtJlLzlh+itqKV+ReNx2ISaZHSed5xJaogEerxtsXb9koXGVgsFjIyMqIE197eTkNDA6Iokp6ejqqqJySpKYpCTU0NgiCQn5/f7fNiNptZunQpS5cupb29nZdeeonS0lKee+45nnvuOZxOJytXrmT16tWceeaZw/I56dmHptdAq6uro+lju92O2WymqakJi8USHYQar4Zv6H8AaltbGwaDIUpw/RkvDyepybKMLMunPKkJgoD9ouciYhFP9eFUZBjRXoDjoueG9NovX76cv/71r9x7771xXPHwQ9BGs3HccUJX4DkcjiG9iaqqsnfvXiZPnjwsd+M9UVNTg8UokKLs5e4Dh/jYdDoABi1M5Z8f5tCLW5h1/zocU6d3I7wJ4QM8dOF3gZHzcQyFQlRXV2M2m7HZbHg8Hnw+X7c02YlQV4s1WD4eRayOiooK1q9fT2lpKWVlZUDEvksfgDpu3LgjB2saoscHGqh2azeXmKFA07QowXk8HmRZRpIknE5n9LMf60kZzwGosdDFRjrJ6WlsveFbv46iKJSVlTF+/Pi419W8Xi/z589n3bp1XHbZZXE994mIePapneg4KUgNIptuPOTpe/bsYeLEiSOyQdfWVOIo+y/8gSZuSvgRfsGKpCmIcoAdq6/DbDNzy59v4l+2b6AKkYhI0mTunTqN6anpUck+MKyEFggEqKmpweFwdOuHk2UZt9uN2+3G63bg+UIAACAASURBVPVGJ0wnJiZGjZRHE2RZprq6GpPJ1KfzyvFA0zR27txJaWkpzz//PG1tbQiCwHnnnceqVau4Yvly0ts9CL7IEFgMEnJ6MqrdimaOz2dKT53qJscej4dwOIzNZoveYMQKTYaT4GKNl71eL7IsR+u0ZrOZ6upqJkyYEPfPQltbG4sWLeLhhx9m4cKFcT33GE5snBTpx3gh1jl/JGBw70H1VPCOOAEVkSy5CQGNio/3EOh0MX/JPJZ4t3LIPJEmQyZoKg6DKUpouuR7OAnN5/NRU1NDampqLx9Hg8HQ54TpioqKbnWggcwFGy4MZWJALARBYPbs2cyePZt7772Xbdu2UVpayquvvsq7777LT37yE5aedwFrFl/G4rPnYAoIGH0BADSLCTk1EU9qAlbj4FR7uhgqtqaZmZnZr9BEr38dTWgy1DqcXovVNC1ah9NH9UDEjSIhISGuN4r68NhTPf04ht4YI7UeGElSC6HhkmUMUoB0pR2TGmBW4BOqXn0JQYBbZzZQZzydHLkRh6gyNXcmN5WURAltuI2J9bleTqfzmL1+PWXiOsHF1oEG0wsXD+ipU13lGa/rm0wmlixZwpIlS+js7IzU3558ime3vcaz214jIzmFqxdczLUXX8KsSVMIyUHqXY3c8dW/sCWnctv4ZeRYjt/mSSc0VVUZN25ct3pmrNAkNoI+ltAknqNzehove71e6uvro8bLJpMpWocbqvFyIBC5URgjtTH0xElDavEio5HsVdtjHI/dkM34YBlZciOnBfczoeVD/r2riXmnmXBkpXJfyvd5PqcZY/5lCAZbt6bq4er/Aejq6qKhoYGcnJx+G7z7gyiK0Ybj2DqQ3gunb7AJCQnDTnDBYJDq6upeqdN4Izk5meuvv57rr/sPGnZ8xDObN/H0qy/z8IsbePjFDUwaV8BlCxdwyUUXMC09ldfddfy5ehu/nfit4zr/0QitJ3pG0D2FJnqrhk4IegQXb6GJ7kuZl5cXXYdueD1U42U9ChwjtTH0xElDavGC7mg/ErAZzKzP+BGqr4Kftv0BqxrgmQ/aCcsaK85LQERD0sJIhVchxNRIhjM6g8i8uZaWFvLy8gbUvN4XBEHo5mzv9/txuVw0NDT0ctSIN0kHAgGqq6tJTk6ODoIddkgi2fNm8/Opk7ntppvZ9e+dPP3qZja89Trr/v446/7+ODnTi7FfNIn9i0wwMfJngi+A6Aug2ixotu6pyYEQWq/lxDia6DcYeqN17Ouv32DEc7JArIq45zr0hm/deNlms/U5ALU/6JHaqd58PYbeGCO1HtB71UYCE61WcswJfB5IxuYOIiYovLDDS4JFYO7sbEKCEZsoIo6Qy76uIm1vbyc/Pz/ud8Gx9ZfMzMxejhqxBDfUVoHhmul2XDAYUDJSUDJSODMjmVlnncW6W37MUx++wV9ef5ldH+xG/aKcsj++wTVLPuP/LFnKpaedgeFwE7uclYZqMYEgoFhMgya0noi9wYh9/fVexP6EJoOtw/XXGhPb9K9pWrQe2N7e3qvhu7/G/rH04xj6wxip9cDI+j9qLBFCXN74P1SYi3imayqfVjzAsvNTEK02dptn8P3ikhGR7Ov2Ym63e8AO9YNBX42+brebtra2bs3eDodjwO0VurglPT2dtLS0YXoGxwc1yUEoyQGBEItykyi/IJMcVz3ix400bfuCl156iZdeeom0pGSuvngxaxYt4ZzQVDBFNnOXpiCYBcYVxrfRvaejif76xwpN9JsMk8nUbWI6EG0nOBrBHY/vY2xPpG787PF48Hg8tLS0YDabuzV86+cbi9TG0B9OGlKL12Y/UjW1YDBIZ2cnyf7PUFQ/bi2Fj7fvB8C66CoesZ9FstHHtzPyRoTQ6uvr8fv9Q3aoHwxiBQbp6el9brCJiYlRy6ijYaSGlA4YFhMpefn8Mm9N5OfzgJ9GehWff+gvPP3qy/zpufX86bn1TMjLZ82ll3H1Ny9mcmYuyX7g069QRYFgyThIHlpKuC+YTCbS0tK6CU10u6xjCU30z2bPOtxgfB/7ajzXozhJkqJRfGtrK3DsSG3Xrl3cc889lJeXR41058+f3+exzc3N3HHHHezcuROr1cp1113Xp2fhP/7xD3bs2MFjjz02oOc2hpGBdNddd931dS8iHohNkQwFnZ2dmM3mYU1r+Hw+KisrsVgseH3lmD0fk9rq4ndP7sOU6OD0712HWVOYX3A6Jck5w0poer1mNPk4SpKEzWYjOTmZ5ORkRFGM1l88Hg+KoiBJUq8IzuPxUFtbS1ZW1gkzPDIpKYl5M2Zy8+JlXH7+BdhMZnbu38ur77/LH59fzxs7PyYsy5Tk5GIzmTG0dSLUNRGub0B02GAYImpRFLFarSQlJZGSkoLRaMTv99PS0hKdx2YwGLBardHoUTcB0FW5EFGdBoPBQc/XE0Ux2vuYkpKCyWQiFArx4IMP8sQTT0Svr5Ngz+9Ie3s7V199Nbfccgvr1q0jMzOTn/3sZyxZsqTPNX33u98lPz+fJ554gvnz5/Pf//3fZGRkMHFipPAZCAR48MEHeeCBB8jPz2fZsmWDel5jGF6MkVoPuFwuTCYTNpstDqvqDV2F5nQ6sVqtPFdzgMLAFzisLg5V+rlw3iSMBZMRjUGuOX0JpsMpnuGAbhcFkJ+fPyIuKgOFJEnRDTY1NRVRFPF6vdGRN3oazOfzUVdXR3Z2NsnJyV/3sgcEzWZBs1nJys3hm5cs5uZFlzNn6nREVePtT3ey8b3t3P98KZ98tZ8Uu4MJueMwIWFsdWGob0UOBCB1eAaz6sSSmJhIWloaFouFUChEW1sbra2thEIhRFHEYrFgMBii6Xvd/T8cDkfFRkP5HAuCEG0JOPvss2lvb+err77ik08+4YknnsDpdDJt2rRuf7Np0yYqKyu5++67EUWRkpISdu/eTWdnJ2effXa3Y8vLy1m3bh2PPfYYdrud9PR0FEXh1Vdf5YorrgBg5cqVCILArFmzcLlcY6Q2SjH6drGvGcNZU9NnvOXl5ZGUlERDWxsLOp/EgIxbcvCbmx00GOz8KSkXk2Qh4fAmMRwIh8PU1NRgNBqH5Jc5kpAkKRq9xfbCVVZWomlaVFgwUt6d8YRqt6LazNTW1iIlW7lk2VKWnjMPt8vFi+++zdPb/snG995h0/vv0rH5TRy2BAAEwNruJqhVo47PH9Y1xgo8egpN6urqonVQu91OOByms7OTtLS0uDd82+12cnNzsVqtvP322/zrX/+ipKQEl8vV7bhDhw4xYcKEbo+VlJRw6NChXucsLy8nIyOjW4RfUlLC3//+9+jPf/nLX8jMzOShhx6K3gyOGmgauDzgD4LVDIn2bubopxJOGlIbzTU1TdNoaWmhtbW124w3oyCQJHfiN9gIHrbBSla7cKhdLMoaPgm63oxss9nIzs4+4QgAjvTCqaqKy+WKigxqa2uBke2Fiwf0NLCiKOQWFaJIEkp6Mo495Xz7ksv59iWXU9vcSENbW5TQYmHu8OAfwfUeS2gCRElOv9GIZ8N3IBDAYrHw5ZdfcvPNN/d5zNy5c7t7chIRluhuJLHwer29sjM9j83MzBzwOkcEgSB8/lXkX0GIEJzFDKdPiPw7ANTW1nLJJZdwxx138NBDD+H1elmzZg1nnHEG9913H62trVx88cX8z//8D11dXfz+97/n7bffRtM05s6dy2233YbT6eSjjz7izjvvZPHixTz77LOoqsrChQu56667kCSJQCDAAw88wJYtWwgGg5xxxhncfvvtFBUNblROLE4aUosX4t2npg/TdLlcFBUVdavVNYTDlFumUiRXIXC4DiGYyAnVcUHupf2dckjQe7eSkpJwOp0nxIbfH/R+uvz8fBISIhu93gPldrujvVixBDcaI1J9Pp2iKOTn5x9ROZpNBM6aDB4v5gPV5GQ4ycsYnRurLjRxOBxUVFRECaKnZVpfo3MG0/AdDAaxWq3MmTOHAwcO9HnMf/3Xf9HZ2dntsUAgEP2sxMJms/Uiu/6OHVXQtAih+QNHfobIz59/BbOnDjhiC4VC7N69mzfeeINPP/2U6667jnnz5vHiiy/S3NzMihUruOyyy3jkkUewWq1s2bIFo9HIb37zG374wx+yYcMGIPLeBwIBtm/fzsGDB7n22muZP38+F110EXfddReHDh1i/fr1pKWl8dBDD/Gd73yHV155Zciv+Rip9UA8+9T0u+9AIEBxcXEvVWFVZw1bHJew5v9v78zjoir3P/4ZZoBh2BEQ2WVRM9fcQs3KFDDNq966ZabXLMkl0bREyyvaTxQLc8utXG/aookVoJgoKKZmlEt2M1kEhn0ZmH2f8/uDe86dYVGWmWFmfN6vV697nTkzc86Z4XzO8zzf7+cjOgEvrQAaFhsZzpOgBgceTsZfI6FL3ekqN2sWNHpNJygoyOAOu7UpMpFIhOrqamg0GqP2whkDWtA0Go2hoOnj4gzlsMcAAMpfbsJd999pab3vT+3S/f1aarUaJSUl8PDwYG6YmlumsVgsA8s0wFDgtFqtwfRkWyKnVCof2nYSGRnJXGBpCgoK8MQTT7TYNiIiArW1tRCJRIyDTmvTlxaHSNI0QmsNhbLpefeOB9y+/vrrcHR0xKhRo8DhcDBz5kzmewsKCkJFRQWuX7+OrKwsZsp23bp1GDFiBO7evcu8z+LFi+Hg4IABAwagb9++uH//PpRKJdLT0/H555/D398fALB8+XJ89913+OmnnxAdHd3x86CH5d22dhJjXaCNtaam1WpRXFwMtVrdqqABgL28BlWcXtjstRxbPZfg/3qsxjXeSNjbGf9eQ79AxezNyEaEnsqtr69HcHDwAwt66Cmynj17Ijw8nOm/q6+vR35+Pvh8PhobGxnnDHPTLkFrhuOIIVCMGgC5pzN0ACgASg8XaB7r+rRNV6AFzdXV1WAGgJ4mDggIQJ8+fZh0hMrKSuTn56OyshIymQwcDgcODg7Mmhs9glOpVAb9cTT09OODmDhxIkpLS3HixAmo1WqcO3cOv/zyS6tRNb1798bgwYORnJwMuVyOe/fu4ejRo0yRiMUiV7Y9EmOxmp7vBPpri7R3q/6/GxsbwWKxEBAQwDzu7OwMT09PVFZWAmgaveu/jp6GFgqFUKvVBlPDdnZ28Pf3R0VFRaf2Vx8yUmuGnZ1dly9yarUaxcXFcHBwQFBQUKt3mxRFIVssgprlDwosVNr3AgA46pRYOGhSlz6/OV3xcbQkaEFrbGxEcHBwhxpvmwef0mtADQ0NqKysNHDTMEdbQ2cEzYDIUHTucmV86Egf2immrRum1kbRdOiofsN9W8kC9AiOxWK1S9S8vLywf/9+JCUlYePGjfD398f27duZi+kPP/yAxMRE3LhxAwCwY8cOrFu3Dk8//TQcHBwwZ84cTJ061bgny9g4Of5vyrE5FNX0fCd42E0vHWdUXl7OnE+6n9Db25vx5mwNb29vODo6gs/nM4naWq0W5eXl8PHx6dT+6kNErRldXVNTKBQoLi6Gq6trmxEndMlzqdYJbLYOWtb/LmjOlBQsuEGlUhmlCZpedwoKCrL89YEHoO94EhIS0mXHE/1mY7Vazbja00nSdLO3KRrRuyxoFoRWq2XCYztSdNSWowxdaMLlclvcZOgXmvD5/Hbd1AwZMgQnTpxo9Tk64ZzG19cXu3fvfuh7LlmypF3HaBbcXJqKQeg1NX24/62CNAHu7u4YO3YsNmzYgOTkZGZNrXfv3hg0aBB++eWXNl9rZ2eHadOmYcuWLdixYwezpkZRFMaNG9flfSOi1oyurKlJpVKUlpbCy8urzSIM/aRqezs2NCwOOJQaLAAsUJCynJg+LPoPmw7d7AjNRzXW7JFHURSqqqoglUpN4nhib28PLy8veHl5QaPRQCKRQCQSMXEp9MW1q3EpAJi7W1sQNDqslG4L6cq5ae5oQq/D6Tua0OJ24cIF3Lt3D9OmTTPWoVgvLFZTlWNb1Y8mXGb4+OOP8fHHH2PKlClQKpWIiorCgQMH2lXss2rVKmzfvh0zZ86EWCzG4MGDceTIEYPpys5iM8nXdEBhVxEIBBAKhR0uLRWJRIybRVv2TPqCxmKxcK6iGNtLK9HUbQQAFKJ5OiwdPBZarRZisRgikYhJlaZHDw8bpdAiIJFIEBwcbHIfR1NCW3gpFAoEBweb1fFEP/hUIpGAw+EwNxmdCT6lKAplZWU2JWgA2pxiN9bn0F6QW7duxYULF8DlctG3b1+kpKQw01ePPKRPjYGIWjMaGxshEAgQFhbW7tfU19ejuroagYGBba5ZtRXsueM/v+BSoxgUgCE8Dv41pOXwm7640gJHjx7c3NxaCBY9ElAqlWYXAWNDH4tKpep2xxOdTsfkkonF4g4Hn9qSoNHHQrcgmKtN4vz589i6dSvUajUaGhqgVquRkpKCF154wSyfT7AOiKg1QygUora2FhEREe36zJqaGggEAoSEhLRZifewpGr6K2jPnX9zgbO3tzcw+6X7nYKCgizS9qq96DcjW9qx6AefisViADDIJWt+kbc1QSsvL4darTbrsdy+fRsLFizAsGHDsGfPHqhUKvz8888YNGiQUYoLCLYDEbVmiMViVFVVPbQ/hf7jptd52lq0piiKqaY09h0t7WIuEokgkUgANNkQ0RZC1lq2T09tURTV5QwxU0NRFORyOSNwWq3WoBeOxWLZlKBVVlYyaQ7mutHIz8/Hm2++ydhWmcqXlWAb2IyoAXhgGWl7kUgkKC8vR9++fdvchr7oqlQqhIaGtjnFRzeUAsYXNH3oHiE2mw17e3tm/YcewXVm/ae7oE2WWSyWSddqTAFFUYwfolgshlqtZlwygoODzR7pY0zo6lOJRGLWNIeysjK8/vrr6NGjB7744otOO/4THh2IqDVDJpOhtLQU/fr1a/V5jUaDkpISsFgshIS0HtzYvCDElIKiVCrB5/Ph7OwMPz+/Fi4OEokEbDbbKgSOLg9ns9kIDAy0KkFrDkVRKC0thVKpBIfDgVKpNOjDsqa1TnqaXSQSPfAmztjU1tZi3rx5YLFY+Oqrr8g0I6FdWM5ChREwhhvIg/rUVCoVk4PW1kXXnIIml8vB5/Ph4eEBH5//GSDTLg604S+9/kMLRlcq+EwF3cDr4OAAf39/qxc0em0zPDwcbDab6YXTDz5t7odoqdTV1UEoFJpV0IRCIRYvXgylUkkEjdAhbErUjEFbfWpyuRwlJSVwc3Nrs8nUnIJGJzx7e3ujR48ebW6nX6XXXODo59zc3Lp1DU6tVqO0tBRcLrfNhnVrQb9iU38k37wXjp6irKmpMWjXcHBwsKjjr6+vR0NDg1mnT2UyGeLj41FTU4Njx461cNonEB4EEbVm0KM9/UwuiUSC0tJS+Pj4tOmbqJ/8S1v5mAqxWIzy8nL4+fl1KBBTX+DoCj66v442mjW3wNlCDA5NW4LWHA6Hw6Q161ez6jcaW8JUcUNDA+rq6jpsSdYVVCoV3n33XeTn5+PIkSOWbyhMsDiIqDWDnvaiRa2xsRHl5eXw9/c3MPnUR3+EZmpBa2xsRFVVFQICArrUfc9iseDi4gIXFxeDEnX9PDI3N7d29WB1FpVKxZjgPsgz0Bpor6A1h81mw93dHe7u7i0c7btzJC0UClFTU4OgoCCzudFotVqsWbMGeXl52LdvHwYPHmyWzyXYFjYlasZYU6NFTafTQSAQoKamBsHBwW0KyMN60IyJftyKMX0c9QXOz88PMpkMIpEI5eXlAEwjcEqlkokp0V8PtEaaN4l3tmy/+VoonQtn7uBTkUiEysrKFrE+poSiKGzatAnnz5/Htm3bMGbMGABAYWEhEhMT8ccff8DT0xNLlixp1TlfIpEgMTERubm5YLFYmD59Ot577z3mu/jmm29w8OBB1NbWIiAgAG+//TZiYmLMcmy2ws6dO7Fnzx7G8EGn08HPzw9Tp07FW2+9ZdDiUVlZid27d+PSpUsQiUTw8vLC888/j8WLF5t81G9TomYM6ItFdXV1q8Ge+phL0Mzp46jvpE4LnFgsRkVFBSiKgouLC9zc3Lp0YaWDSj09Pa06BgcwneuJnZ1dixsN/eBT/V44YxbVSCQSVFRUICAgwKwG2Dt37sTJkyexYcMGRmxUKhXi4uIwY8YMHDp0CDdv3sTChQsREhLSIhMtMTERUqkUFy5cgFAoxMKFC7F//3689dZbuHjxIrZs2YL9+/dj4MCBuHTpEuLj4xEcHIzHHnvMbMdoSiiKgpavhbZBC7YnG+wgtkn+rmh/R6BJ1H777TesXLkSZWVl2LRpE4CmG5FXXnkFf/vb33DixAn4+vri/v37eP/997FgwQIcPnzY6Pulj/WWmJkIeqQnkUgQFhbWLkEz5ZQj7eMoEokQEhJiVmNiWuD8/PwQERHBVHxWVlbi3r17qKiogEQi6dDomC646dGjh82N0EzVjNz8e6Dtz2pqanDv3j2UlZVBKBQyPZGdhS4+8vf3N4qxbHs5fPgwDh06hJUrV+Kll15iHv/5558hFouxYMEC2NvbY8SIEXjhhRdauO7LZDJkZmYiPj4eLi4uCAgIwMKFC3H8+HEATTeob775JgYNGgQWi4Wnn34a4eHh+O2338x2jKZE26iFaI8I4qNiyM7IID4qhmiPCNrGjv8eysrK0L9/fxw+fBhRUVEYOXIkkpOToVarW2xrZ2eH4cOHIykpCampqSgoKAAAbNy4EcOGDcOaNWvg6+sLoCmv7pNPPoGzszOqq6u7dsAPgYzU9KD7pAAgICCgTSNgczVV63Q6VFRUQKlUmrXhtTVYLBZ4PB6TmUW7aNAjB/2psbbOCX3R9PHxadP02VroLl/K5pEtSqUSYrG4RSaZq6trh/ZJJpMxhtzmzNxLTU3F9u3bERcXhzfeeMPgucLCQoSFhRlM54aHh+P777832K6kpAQajcbA2i48PJxJnf/HP/7RYvv8/HybGKVRFAXJlxLoBLqmxNj/6phOoIPkSwncFrp1+MZRq9UiNzcXmZmZEIlEePPNN+Hi0naEzZNPPgkul4vr168jODgYV65cQXJycovtevXqhV27dnVoXzqDTYlaV+76aVcODocDNpvd5oWZznQy9fqZVqtFWVkZdDqdWS2J2oO+wPn6+kKhUEAkEqG6urqFTRR9HiUSCXPR7EjFpiViKUbLbQWf0r1w7Q0+VSgU4PP58PHxMet3k5WVhaSkJLz88stYvnx5i+dlMlmLNT0ulwu5XG7wGO2Bqt9yQM9oyGQygzWc8vJyxMXFYcqUKS2mMK0RLV8LXeN/BU0fCtA16qDla8EJ7vjv8/3332cKmN544w0cOHCg1cRwoOl36ObmBqFQiMbGRuh0Onh7e3fiaIyD5VwpuxGlUoni4mI4OzsjICAA9+7dazGlZs4eNI1GAz6fDzabjZCQEItuRNYfOdACR/dfVVRUMCMGgUAAf39/q7c5shRBa42HBZ/q58LRKJVKlJaWwtvb26yj52vXruH9999HTEwM1q1b1+rfE4/HayFgCoWixVofj8eDWq2GRqNhvg/6dfojjOvXr2PZsmWIjY3FmjVrjH1I3YK2Qdu0iNTaTKNd0/OdEbWQkBDm//v5+aGurq7NbTUaDUQiEXr06AFPT0/Y29ujtra21W3r6upMLniWe7U0EzKZDEVFRXB3d2eCDu3s7AxcRcwpaPSI0cHBweq8D2mB8/X1RXh4OEJDQ0FRFAQCAVgsFpMP15Vk8e7EkgWtOXSzd0hICCIjI+Hp6Qm5XI779++jqKgItbW1EIvFKCkpgaen5wMb+I3N7du3sXz5cowaNQqbN29u8zceERGB+/fvG/xeCgoKWvSu0U4nhYWFBtvpB8qeOHECcXFxWLZsGdauXWtVf1cPgu3JBtr6c9L99/lOoL/uRbc0tcW1a9egVCrx5JNPwt7eHmPHjsWZM2dafc+nn34aV65c6dQ+tRfb+GY7iVgsRnFxMXx9fRnfRMCwNcDcPo7FxcXg8XhW76zBYrGgUCggkUgQGBiI0NBQODo6ora21qjFDebCmgStORwOBx4eHggKCkJkZCS8vb2hUChQVlbG/L5lMlmX22HaQ35+PpYsWYJ+/fph586dDwywHTVqFHg8Hj799FOoVCrk5eUhPT29ReI1j8dDTEwMUlJSIBQKUVFRgb179zKl/9nZ2fjwww+xZ8+eFutr1g47iA07D7v/5QzTsAA7DzuwgzonaikpKZDJZCguLsbBgwfx97//vcU2Op0O165dw9q1azFz5kwEBwcDAN577z1cv34dycnJqKurA0VR+PPPP7Fo0SKMHDkSUVFRndqn9mJThsZarZaJeXkYDQ0NqKioQGBgYIspsaKiInh5eTENseb0cbSFMneg6fzW1NQgMDCwxXSRUqmESCSCWCyGSqWCs7Mz3Nzc4OLiYpHRLNYsaK1Bm3I7OTnBxcWFSZam+xVN1XTfGcf9oqIirF+/Hnfu3IGHhwfefvttTJ8+HXl5eZg/fz4yMjLg7+8PiUSCpKQk5OTkgKIoTJs2jelTe+WVV3Dr1q0W/VHx8fF4/fXXjXqM3YG2UdtULNKoaxqm6JoEzXWWK+zcOzZuKSsrw3PPPYd58+YhPT0dOp0OM2fOxKJFi7Br1y6DPjUOh4NevXph+vTpmDt3rsHvJT8/H59++iny8vIgk8ng7e2NyZMnY8GCBSbvU3vkRI3u+aLtf1qr6rl//z7c3d3h5uZmlqZqW6oKBAybxB/WvEtX74lEIkbg6LUfSxA4iqKYClRbETTaZ1PfloyiKKYXTiwWt7uitb0Qx33TYqw+NVrULl++bLXfkXX/hXYQOuRQJBIhLCyszTsGFosFjUZjFkETiUSoqKhAr169bKKIor6+HgKBoN1N4o6OjnB0dIS3tzdUKhVEIhEaGhpQWVlpMILrDjGxNUGjs+ocHBxa+GzqN93rt2xU1F4frAAAIABJREFUV1dDo9EYNN139GaDOO6bHhaLBU4wp1NFIbbGI3MGdDodysrKoFQqERYW1qbjOEVRcHJyQk1NDcRiMWNbZIoLWkNDA6qrq7vs42gJNHc96cwUg4ODA7y9vRmBE4vFBgLXmf6rzmJrgkYH29LJ6A+6UWveskGPpuvq6gx64dpzs0Ec9wnmxqamH3U6Xaud71qtFiUlJaAo6oE9XxRFMdOXWq2WmRaTy+Xg8XhMPEhXL3D0iKa+vt6s/nqmgk5FFovFCA4OfuDif2dQq9XMGpyxv4vWsEVBo4tCulpRSwucWCyGQqF4YC+cSqXCsmXLcPPmTRw5coQYFBPMgs2LGu0E/7AS+Qc1VdMXVZFIxPTJ0BfVjk7F0CnCQqHQrJEepoK28ZJKpWbJ3KL7r/RvNtrTYNxebE3QKIpCWVkZtFotgoKCjLpOqd8LJ5PJmOBTjUYDd3d3rF27Fjk5Odi3bx9jUEwgmBqbFjWFQoHi4mK4urq2WSLf0ZJ9elqMFjjaPaM9Akev6clkMrOGLpoKWgAUCgXjR2hOWruo0jcbndkXWxQ0fZs1Uxbe0MGnIpEIc+fOhVKphFKpxOuvv463337b6mcjCNaDTYkaRVFQqVQAmioKS0pK4O3t3aZxbld70OjCBv3KvbZK03U6HcrLy6FWqxEUFNStPo7GwNLK3PUvqvqjBjc3t3ada32BtjRbss5A30DJ5XKzH8/GjRuRm5sLAKiqqoKzszN++OEHBAYGmm0fCI8uNilqQqGQSYZuq0Te2E3VzXuv6GoxOoRTf03DEkrVuwIt0BqNBkFBQRYnALTAicViSKVScLlcZgTX2ujYFgWturoaEonE7EbYhw8fxvbt27Fy5Uq88cYbKCkpwc2bNxEbG2v0tVYCoTVsTtQqKytRXV2NwMDANt3GTe0SQgucSCSCWq0Gi8WCvb29RYxougpddKDT6axCoDUaDSQSCUQiESNw9AjOwcHB5gQNALNmq28TZQ5SU1Pxf//3f4iLi8OKFSvM9rkEgj42JWpyuRx//fUXQkJC2pzDN7ftVWlpKezs7Jj8Nf1+H2vzn6P7nFgsFgIDAy1e0JpDV7SKxWJIJBKDBN/Q0FCbELS6ujoIBAKEhISYdWSUlZWFhIQEvPTSS1i/fr3VO+IQrBebEjWgqS+mrYutuZKqgf/Febi6uqJnz57MY/S6j1arZUYMXUmRNhd01hybzWbCQq0ZOglBqVQCaOqRo78Pa50mEwgEjFOOOatqr127hvj4eEyYMAGffPKJ1f82CNaNzYkafZFqjjkFTSaTgc/nw8vLq1UfR4qimAwykUgEiqIMRnCWJnC0tZK9vT0CAgKs/qLVfMqRxWJBIpEwIzh7e3tmDc7R0dHivo/WoL022+vkYixu376NBQsWYNiwYdi9e7fV3hAQbAebEzWVStVqFhrdVG3qC7JEIkF5eXm7fRwpioJcLmeKTCiKYkYMpjCV7ShqtZrxCrT25ADg4VWBWq0WUqkUIpGIETj9EZwlHj8dCmruRv78/Hy8+eabCA8Px8GDB0nZPsEisHlR0+l0TLyJqQVNKBSisrKy0z6OtKksLXAAGJsuJycns19Q6Ww3Ho/XwivQGulombtOp2NGcGKxGBwOhxnBcblcizgfYrEY5eXlCAwMbNWc21R0xnGfQDAHNitq5iwIAZrWM2praxEQEGCUi0tzgaMj011dXc0icLQTC70maAkX8K6gL2idaRTXFziJRAI2m82M4LpL4CQSCcrKyszuHUoc9wmWjE2KGi1m5hA0iqKYijNTTf9QFMVMiYnFYtjZ2TEjOFNcUOmqTTc3N/j6+j7ygtYcnU4HqVTKjODo78NcNxxAk7kAn883e7qDUCjE/Pnz0djYiK+++ooYFBMsDute8W+DB/k4GhO6ybWxsfGBbQRdhQ5v9Pf3R58+feDn58dUIxYWFqKmpgYKhcIoycUKhQIlJSXw8PAggtYGdnZ2jPVaZGQk833w+XwUFBSgqqrKpEnScrkcZWVl8PPzM6ug6TvuHzp0yEDQCgsL8dprr2Ho0KEYP348Tp061ep7SCQSrFixAiNHjsSoUaOQnJzcavr5uXPnMGnSJJMdC8F2sf7GHD3q6+vx7bffYvjw4ejbt6/JBa2iooJZnzFXkyuLxWK8JukRg0gkQnFxcZeLGuRyOUpLS9GjRw94e3ub6AjMhykErTm0wLm6uhqMqMvKygy+K2MV/SgUCpSWlsLHxwceHh5GOIL2oVKp8O677yI/Px9HjhxBZGSkwXNxcXGYMWMGDh06hJs3b2LhwoUICQnBE088YfA+iYmJkEqluHDhAoRCIRYuXIj9+/fjrbfeAtBUaXv06FGkpKQQWy1Cp7Cp6cf8/HzMmjULQqEQvXv3RkxMDGJiYhAaGmrUz6FdNTQajcW4hNBrPvpVe/QUZXvKrOk2BFtJ3zaHoD3s8/WnKAF0uapVqVSipKSEaRUxF1qtFqtXr27TcT83NxcrVqzA1atXmR7R9evXQ6FQYNOmTcx2MpkMI0aMwIkTJ9C/f38AwJkzZ5CSkoLz588DABYvXgyZTIbBgwcjMzMTmZmZZjpKgq3Q/VdjIxIZGYnLly/jp59+Qnp6Ov79739j79696NevH2JiYhAdHQ1/f/8ufYa+q4apnc87gv46m77A3b9/Hw4ODsxzrY0o6TYEX19feHp6dsPeG5fuFjTgf1PGLi4u8PPzY4p+ysvLAYAZwbW3L1GlUqG0tBQeHh5mFTSKorBp0yacP38e27ZtazVCprCwEGFhYQZ/C+Hh4fj+++8NtispKYFGo0FERITBdmVlZVAoFOByuVi7di169uyJ1NRU0x0UwaaxKVEDmpwhnn32WTz77LOQy+W4ePEi0tPTsXfvXmzfvh2DBw9GTEwMJk6c2OGLg1qtBp/Pt/gmZH2B02q1jMDV1dW1EDi6JNzcBQemwhIErTksFgvOzs5wdnZmBE4sFqOysrJdjfd0r6Crq6vZKw137tyJkydPYsOGDYiJiWl1G5lM1mI9mcvlQi6XGzwmlUphb29vcGNFN4rLZDJwuVzGfYdA6Cw2J2r6ODk5ITY2FrGxsRCLxcjKysLp06fxySefICUlBcOHD0dMTAyee+65h17Q6Ttla+vZYrPZcHd3h7u7u0Gad21tLezt7aFWq9GzZ08iaGZCX+B69uzJNN5XVlZCp9MZjODs7OwYNxd6e3P+7g4fPoxDhw5h5cqVeOmll9rcjsfjtRAwOky3+XZqtRoajYaZsqdfZ84eO4JtY5lDDRPg6uqK6dOn4/PPP0dubi4SExMBABs2bMCECRMQHx+P06dPQyqVtnitftioNQlac9hsNjw8PBAcHIyePXtCrVbD0dER1dXVKC4uhkAgaJEcbi1Yg6A1h8Vigcfjwc/PDxEREUzqQVVVFfLz81FWVob79+/D0dERfn5+Zv3dpaamYvv27YiLi8Mbb7zxwG0jIiJw//596HQ65rGCggKDYhIACA0Nhb29PQoLCw22M3eaAMG2semRWlt4eXnhlVdewSuvvILq6mqcOXMGp0+fxgcffABHR0eMGzcOMTExGDt2LK5evQoWi4XHH38cPXr0sFpB06ehoQG1tbUIDg6Gs7OzQcBmdXU1eDweU9RgCUUwD8MaBa05tMDxeDz4+vpCJpOhvLycqXCtqKiAq6srXFxcTD7tnZWVhaSkJLz88stYvnz5Q7cfNWoUeDwePv30UyxYsAC3b99mpvz14fF4iImJQUpKClJSUiCVSrF3715Mnz7dVIdCeASxqerHrsLn85GRkYEzZ87g7t27cHV1hVgsxuzZs7FkyRKrvFg2h3Y+aatRXKPRMEbLcrkcPB6PaSy2RIGjBU0mk5k9ENNU6HQ6phgpICAAKpWKuenQaDQGAbTGFrirV69i6dKlHXbcLyoqwvr163Hnzh14eHjg7bffxvTp05GXl4f58+cjIyMD/v7+kEgkSEpKQk5ODiiKwrRp0/Dee++1KLhKTU3FZ599RqofCR2GiForUBSFDz74ACdPnoSfnx+qqqrg4eGB5557DrGxsXjiiScstkjkQdTV1aG+vr7dTu5qtZq5mMrlcjg7OzMCZwlVnxRFoaqqClKp1KYETT8lXf93RlGUQcK6Wq2Gi4sLsw7X1d8kcdwn2AJE1FqBz+cjOjoaq1evxuzZs/Hnn38iLS0NZ86cQWVlJXx8fBAdHY2YmBgMGDDA4qckKYpCbW0tGhsbO521pVarmREcXQTQnQJni4JGUZRB/+ODzistcPRNh1qtZr4TFxeXDn8nxHGfYCsQUWsDiUTSoiKLoijcuHEDaWlpOHv2LOrr6xEQEMA0eUdGRlqcwFEUhZqaGohEIgQHBxvl7lulUjECp1KpunQx7Qy2KmgVFRVQKpWd6n/UH8HR3wk9gnvYexHHfYItQUStk2i1Wvz8889IT0/HuXPnIBKJEBYWhujoaMTGxiIkJKS7d9Hg4h8cHGySCjP90YJKpTLpeg9gu4JG+0W2JxLnYeh/J0ql8oGjauK4T7A1iKgZAZVKhcuXLyM9PR3Z2dmQyWR47LHHmCnKXr16mX2fuqOAgh4t0NNhxhY4WxW06upqSCQSkxwTPaoWi8XMtLGLiwuUSiWcnJwQFxdHHPcJNgURNSMjk8lw8eJFZGRk4OLFi1CpVBgyZAhiYmIwYcIEs1gcURSF8vJyKJXKbvM91Bc4rVZr4JrRGYGzRUEDgJqaGgiFQrP0atFVlH/++SeWLFkCNzc3xp9x8uTJFjd1TiB0BiJqJoR2McnIyMDVq1eh0+kwYsQIxMTEYPz48SZZu9DpdCgvL4darbYIs2WKoqBQKJjpMK1Wy/TAtdf30FYFjc7hCwkJMWuloUqlwuLFi3H//n1oNBoIhUL06dMHp06d6vbfC4HQVR4ZUSssLERiYiL++OMPeHp6YsmSJa02fUokEiQmJiI3NxcsFgvTp0836KPJysrCli1bUFlZibCwMKxbtw6DBg166OcLBAKcPXsWGRkZyMvLA5vNxujRoxEbG4tx48a1sBTqDHQ5uFarfWj1XHdACxw9gqNtoR4kcLYqaHS/YEhISKeqUTtLc8f9J598Er/++ivKysowY8YMs+0HgWAqHglRU6lUmDRpEmbMmIG4uDgm7+mzzz5rkfe0YsUKSKVSpKSkMHlPkydPxltvvYXCwkLMmDEDu3btwqhRo/DNN99g165dOHfuXIe866qqqpCZmYmMjAzcvn0bXC4XTz31FGJjYzFmzJhO3bXrpwcEBgZanKA1h6IoxvdQLBaDoqgW0Sy2KmiNjY2orq5ud7+gsaAoCklJSTh16hS2bdvWpkExgWDNPBKiZqy8py1btqCgoAB79uxhXjN58mTMnz8f06ZN69S+8fl8pKen48yZM/jrr7/g7OyM8ePHIyYmBiNHjmzXhZxOwWaz2QgMDLS6xnB9gROJRACavDo1Gg0UCgXjGWgLCIVCVFVVtenoYkp27NiBQ4cOYcOGDQ80KCYQrJlHYgLdWHlPhYWF6NOnj8FrwsPDkZ+f3+l9CwoKwsKFC7Fw4UIUFBQgIyMDGRkZSEtLa5eLCe3ibulxOA9C3/ewZ8+ekEqlqK6uhkqlApvNRn19Pdzc3ODk5GTVxQx03ExgYKDZBa29jvsEgrXzSIiasfKeZDJZi+mi1t6ns0RERGDp0qWIj4/Hf/7zH2YEd/LkSfj6+mLixImIjY3F448/DhaLBblcjoqKCjg6OiIgIMCqL/j60NOR4eHhTEk6n883yInjcrlWdbx0EKu/v7/ZY1Y64rhPIFg7j4SoGSvvycnJqdX3MXawIZ0K8Pjjj+O9997DjRs3kJ6ejszMTBw7dgwBAQEYMWIEzp07h9WrV+P555+3qgt8W9A9W/praA4ODnBxcQFFUZBKpRCJRMxUKy1wjo6OFn38tON+r1694ObmZtbP7qjjPoFg7VjfXFUnMFbeU2RkJIqKigxe09r7GBM7OzsMGzYMiYmJuHTpEg4ePIiwsDB8//33cHJywoEDB/D555+jpKTEZPtgDh7WhMxiseDi4gJ/f39ERkYyeXAlJSUoKipCTU0NFAoFLG2JWC6Xg8/nw9fX1+z2U1evXsX777+PmJgYrFu3zqKFn0AwFo+EqOnnPalUKuTl5SE9Pb1FcYd+3pNQKERFRYVB3tPUqVORm5uL7OxsqNVqHD16FPX19Rg/frxZjoPD4cDPzw8///wzRo8ejTVr1qB///44fPgwpk2bhlmzZuHIkSOorKw0y/4YC31Ba0+zuJ2dHVxdXREQEIDIyEj4+PhApVKhuLgYRUVFqK2thVKpNNPet41CoQCfz4ePjw88PT3N+tm3b9/GihUrMGrUKGzevNkq1lot7YaEYJ08EtWPgPHynnJycrBlyxaUlZUhLCwMiYmJ7epTMxZ1dXU4deoU/vnPfzJrfzKZDDk5OcjIyMClS5egUqkwdOhQREdHY+LEiejRo4fZ9q+jNBe0rrhq6HQ6SCQSiEQiSCQSODg4MFOU5k5WViqVKCkpgZeXl1lcZPSxBsf9n376CUKhEAAwduxYs0/LEmyXR0bUHhXEYjHOnTuHjIwMXLt2jXExiY2Nxfjx4y3q4mFMQWuOVqtlBE4qlZpV4FQqFUpKSuDu7g4fHx+zTvs9yHG/uw0IaFJSUvDDDz/Ax8cHd+/eRVRUFJYtW4YBAwZ0/QQQHnmIqNkwzV1MOBwOoqKiMGnSJIwbN65b7+BNKWjN0Wq1jE2XVCoFl8tlBM7Y/W/0Op+Liwt69uxpVkGrqanBvHnzYGdn18Jx31IMCDIyMrBlyxbs2rUL4eHhqKurw9///ndMmjQJa9euNfo5ITx6sNetW7euu3eCYBqcnJwwcOBAzJgxAy+++CJ8fX1x+/ZtfPnll/jyyy9x7949cDgcBAQEmNWBxJyCBjStwXG5XLi7u8PLywt2dnaQSCRMpaVOpwOHw+nyOaB7Bnk8Hvz8/MwqaEKhEAsWLIBMJsMXX3zRIhniypUrSEtLw969e5nvvLKyErdv38aECROY7WQyGRISErBlyxYEBATAzc0NHh4e+Pzzz/HPf/4Thw4dgrOzMxYtWgQ2m41Bgwbh1KlT8PT0RL9+/R66nz/++CN0Oh3mzp0LiqLg7u4ODoeDU6dOYdKkSWZvdyDYHo9EST8B8PPzw9y5czF37lzGxeT06dNYvnw5XFxc8OyzzyI2NhYjR440qaktLWhisdgszvTNYbPZ8PDwgIeHBzQaDTOCq66uhpOTEzOC6+g5oF1duFwuevXqZVZBk8lkiI+PR21tLY4dO9ZqhEx3GxBQFAUWiwWpVIqGhgYAYM6xr68vhEKhVRSzECwf8iuyAAoLC/Haa69h6NChGD9+PE6dOtXqdhKJBCtWrMDIkSMxatQoJCcnQ6vVttju3LlzmDRpUpufR7uYpKWlIT09HbNnz8atW7ewePFiREdHIykpCXl5eQYtEMaguwWtORwOB56enggJCUFkZCTc3NwgFouRn5+PkpISNDQ0QKPRPPR9aN9Ne3t7+Pv7m1XQVCoV3n33XeTn5+Pzzz9vs72kuw0I6HPyzDPPQC6Xo6ysjKl29PX1Zd6fQOgqRNS6GZVKhbi4OERFReH69evYvHkzkpKS8Ntvv7XYNjExEVKpFBcuXEBqaiquXLmC/fv3M89rNBocPnwY77zzTrvLoyMjI7Fs2TL8+OOPOHnyJKZNm4bLly9j/vz5mDRpElJSUnDnzp0ul1tbmqA1h8PhwMvLCyEhIYiIiICrqyuEQiHy8/NRWlqKxsbGVm8g6GQEOzs7s7u6aLVarFmzBnl5edi1axcGDx7c5radMSCgaY8BQXtSJnQ6HUaNGoXPPvvMYHpWrVaDzWYbjI7T0tLw888/P/Q9CYTmEFHrZn7++WeIxWIsWLAA9vb2GDFiBF544QWcOHHCYDuZTIbMzEzEx8fDxcUFAQEBWLhwIY4fP85ss3TpUly8eBFvvvlmh/eDxWJhwIABWLVqFbKzs/Hll19iwoQJOHPmDGbPno2pU6fi008/7ZTPJUVRqKmpsVhBa469vT28vLwQGhqKiIgIODs7o6GhAffu3TMQOIqimBGHuY2kKYrCxo0bGaPtMWPGPHD77jQgoG+IlEolVCoVevbsaSBgdXV1UKlUTDrFtm3bsHLlym5JjCdYP0TUupm21joKCgoMtnvYWgcArF27FocOHUJwcHCX9knfxSQ3NxcHDhzAyJEjcfz4cfzjH//Aiy++2G4XE1rQRCKRVQhac+zt7dGjRw/07t0b4eHh4PF4EAgEyM/PR35+PlQqVbcYSe/cuROpqan48MMP2xUh010GBPRaWnZ2NpYvX4758+cjLy/PYButVgs2mw1XV1d8+umnOHz4MI4fP97l3zHh0YSIWjdjrLUOAEb3oASapuXGjh2LTZs24cqVK9i9ezf69u2LQ4cOMS4m//73v1FVVdXitdYuaM1xcHCAt7c3evfuzUy3sVgsFBYWoqysjAk+NTWdcdy3t7fH/v378euvvyIqKgoJCQn44IMPMHz4cOTl5WHo0KGoqKgA0BTL5O3tjdjYWMyYMQOjR49GXFwcgKYR37Zt2/DJJ59g5MiROHXqFD7//PM2qxZZLBby8vKwYsUKuLi4QKPRYN68ecjIyGBGcJ6ennBxcUFCQgL27t2Lo0ePYuDAgUY4U4RHEVL92M0Yy2zZHDg4OOC5557Dc889B5lMhuzsbGRkZGDXrl3YunUrhg4dipiYGEycOBE8Hg/Z2dkIDw9HaGio1QsaDR1cqlKpEBYWBg6HA6VSCZFIhNraWlRUVMDFxQVubm5wcXEx+giuK477YWFhOHLkSIvHhw8fjhs3bjD/dnFxMcgZbM4zzzyDZ5555oGfRY/QAKC2thZz5szBsmXLAACbN2/GqlWrADTlEQYGBqK2thZZWVk4ceIEHnvssQ4dF4GgDxG1biYiIgJ79+6FTqdjLoAPW+vo27cvs113jYB4PB4mT56MyZMnQyQSISsrC+np6fj444/x0UcfISAgANXV1fjuu+9sStBqamqYFAH65sLR0RE+Pj7w9vY2ELjKykpG4JydnbsscNbiuE8LWm5uLs6ePYuCggI8/vjjzPMJCQnQ6XRISEgARVGYNGkSlixZgtjYWISHh3fjnhNsATL92M0Ya62jO3Fzc8OMGTNw8OBBnD9/HmFhYSgvLwePx8Pf/vY3LFu2DJmZmVZfsl1XVweRSNSm6TKLxQKXy4Wvry/CwsKYtIHq6mrk5+ejoqKCyYrrKJbsuE9RFPMf0HQeLl26hAULFqCqqgpFRUW4fPkyrly5wrxm9erVmD17Nt59913k5ORg/vz5RNAIRoGM1LoZeq1j/fr1iIqKgoeHh8Fah77Z8vr165GUlITY2FjGbJle67AU0tLSwOfzcfDgQfTu3RtnzpxBRkYGVq9eDS6Xi3HjxiE2NhZjxoyxqhFcfX09Ghoa2j0ypgWOy+XCx8cHCoUCIpEIVVVV0Ol0cHV1ZUZwDxOoW7duWbTjvlAohIeHB/PvqqoqCAQCvP/++5g1axauXLmCw4cPY9++faAoiqnUTEhIgL29vU1NTxO6H+L9SDAqAoGAKd3Xp7S0FBkZGTh9+jTu3btnVheTriIQCFBbW4uQkBBwudwuvRdFUZDL5YyTCUVRjMDxeLwWAmfpjvvHjh1DVlYWPvvsM9jZ2aG+vh7jxo2Dk5MTli5dirlz5wIALl++jH//+9+Qy+VYtGgRoqKiunfHCTYL8X4kGBUnJyeDu3Yad3d3jBgxAq+++ipiY2PB5XKRm5uLr776Ct9++y0zXWluz8SH0djYiJqaGgQHB7dw0ugMLBYL9vb2cHFxgZeXF3g8HlQqFerq6iAQCKBWq8FisaDValFdXY24uDj4+vri4MGDcHV1NcIRGQedTgcWi4WGhga88MIL8Pb2hkqlgru7O0JDQ3Hx4kW4ubkhKioKDg4OCA4OhpeXF+7evYuzZ8+id+/eCAwM7O7DINggZKRG6DYoisKdO3eYEVx1dTV69uyJiRMnIjY2Fv379+9WgROJRKioqEBQUFC7HDO6AkVRkMlkEIlEOHXqFA4ePAhvb2+o1WocO3YMYWFhJv38jqJfhQsAd+7cwfr16/Hxxx8jNDQU6enpSEhIwJw5cxAfH8/cEOTk5OC7777De++9h4CAgO7afYINQ0SNYBHodDr89ttvSE9Px9mzZyEQCBAUFITo6GjExsYaNJ2bA7FYjPLycgQGBprdOb6qqgrLly8Hn8+HVCoFh8PBa6+9xpTBdzfffPMN8vLyUFpaCldXV8yZMwd8Ph8XLlyAXC5HcnIygoODkZaWhlWrVrUQNrlcbpRRL4HQGkTUCBaHRqPBtWvXkJ6ejqysLIjFYoSHhyM2NhbR0dEmd5qQSqXg8/nw9/c3e6iqTCbDwoULUVJSgmPHjsHNzQ1nzpyBk5MTXn75ZbPuS2ts3rwZ6enpmDp1KjgcDn7//XeUlJRgyJAhCAsLw19//YXq6mqkpKQgKCgIaWlpWLNmDaZNm8YUCxEIpoSIGuGhGCsx+ZtvvsHBgwdRW1uLgIAAvP322w+1eFKpVMjNzUVaWhqys7OhUCjQv39/RuCM7aIik8nA5/Ph5+dnkBptDlQqFZYtW4abN2/iyJEjDzQo7g6SkpLw3Xff4cCBAwZJ10eOHEFWVhbs7e0xbNgw/PHHHxAIBPj4448RFBSEb7/9FikpKcjIyECPHj268QgIjwJE1AgPxFiJyRcvXsR7772H/fv3Y+DAgbh06RLi4+Px9ddft9tBQiqVIicnB+np6cjNzYVGo8HQoUMRHR2NiRMnwsvLq0vHKpfLUVpaCl9fX3h6enbpvTqKVqvF6tWrkZOTg3379j3UoNjcbN26FV988QVOnjyJ3r17Q6fTgaIo5oblhx9+wPHjxxEeHo4hQ4YgNTWaILhfAAAN80lEQVQVFEUhKSkJISEhkEgkJACUYBYsq+GF0C5++OEH3L592yyfZawUgerqarz55psYNGgQWCwWnn76aYSHh7casdMWzs7OmDx5Mvbs2YMrV64gKSkJXC4XH3/8MaKjo7Fo0SJ89913EIlEHT5OpVIJPp8Pb29vswtaRx33zU1NTQ327duH559/Hj4+PgCaTK/ZbDbTcD116lSMGzcO2dnZGDBgABYtWgSxWIwPP/wQGo3G5IU2BAINGalZGSqVCoMGDQKbzQaLxUK/fv0QGxuLyZMno1evXgaee8bg8OHDyMzMxNdff808dvToUXz//fcGwvbnn39i2rRp+P3335lG2nv37uGFF17ArVu3WqyllJSUYMqUKThy5EiLEV9Hqa+vR2ZmJk6fPo1ff/0VHA4HY8aMQUxMDMaNG/fQ3i6VSoXi4mJ4enoyF21zsmPHDhw6dAgbNmxot0GxucnLy8PKlSsxdepUzJw502DaV9/i7W9/+xvGjRuHFStWICcnB5GRkaTKkWBWyEjNyigoKED//v3x1VdfISMjAxMnTkRWVhYWL16Mq1evgsViQa1WG82SypgpAjTl5eWIi4vDlClTuixoANCjRw/MmjULx44dQ05ODpYvX466ujqsXr0aEyZMwKpVq5CTkwOVStXitWq1GiUlJXB3d4e3t3eX96WjdMZxvzsYPnw4PvroI6SmpuLrr79GdXU185y+w4mnpyfzfT/zzDNE0Ahmh4ialXH+/HkEBASgZ8+eCAkJwVtvvYVDhw4hJCQEKSkpjPvF4sWLkZKS0uXPM1ZiMs3169fx0ksvYcyYMUhKSury/jXHz88P8+bNw8mTJ3Hu3DnExcWhqKgI77zzDiZMmIDExERcvXoVGo0GxcXFuHz5MlxdXeHr62v2nriTJ0922nG/Oxg+fDg++eQTnDx5Et98842BsFEUBYVCATc3N8Zwm0wCEboDImpWRmZmJvr168dUkVEUBScnJ7z77rsoLS3FrVu34O/vjx07duC1114DAAOh6SjGSkwGgBMnTiAuLg7Lli3D2rVrTe5hGBwcjEWLFiE9PR1paWl49dVXcePGDSxatAgTJkzAa6+9hlOnTsHHx8fsgpaVlYWNGzdavON+c2hh+/bbb/H1118zOXosFgv79u3Dn3/+idGjRzOPEQjmhoiaFSEWiyGRSBAZGcm4OdAXDj8/P9jZ2UEoFKKmpgaurq7w8/MDAGZbnU4HrVbboc80VopAdnY2PvzwQ+zZswf/+Mc/unQeOkOfPn2wfPlynDt3Djt27IBSqQRFUbh8+TImT56MTz75BH/88YdZRheW7LjfHpqP2EQiEXbv3o0DBw5gx44dxP6K0K2QQhEr4urVq0hJSUFSUhL69etnEPXx119/YfXq1XjyySdRV1eH+vp6HDhwAAKBABKJpNWGZToupK0RE110UlRUhPXr1+POnTvw8PDA22+/jenTp7dIEZBIJEhKSkJOTg6TIkD3qb3yyiutFozEx8fj9ddfN/7JegAvvfQSZDIZjhw5guLiYqSnpyMzMxMNDQ0IDg5mXExMEYVy69YtLFy4EMOGDcPu3bvh6OjY6na//vorkpKSUFRUBH9/fyQkJODpp59udduamhr861//Ql5eHpycnDBnzpxW0xsOHz6M3NxcHDhwwCjHkpeXh4SEBLi7u6OoqAhHjx7FgAEDjPLeBEKnoQhWw7/+9S8qISGBEggEzGNarZaiKIrKyMigXn75ZSo5OZlatGgRlZycTFEURW3dupUaNmwYdfnyZWrRokVUamoqJZfLH/pZarWaoiiKqq+vN8GRdC+3b982OIcU1XS8ly5dohISEqgnnniC6tOnD/X8889T27dvp+7evUtJpdIu/3fz5k1q+PDh1Msvv0xJpdI296++vp4aNmwYlZqaSqnVaurs2bPUkCFDqNLS0la3f/nll6k1a9ZQCoWCunv3LjVu3DgqLS2NeV4ul1Nbtmyh+vbtS82bN884J/G/XL9+nRo9ejT1559/GvV9CYTOQqYfrQSKopCbm4u+ffsauOBT/x2t/fbbb7C3t4ezszMqKiqYXqeCggJIJBJcv34dvXv3xubNm/Hll1+irKwMu3fvRlZWVqtrbhwOB3l5eViyZAmSk5PNc5BmYuDAgS160TgcDp566ikkJyfj6tWr2LVrFyIjI3HgwAFMnToVr732Gr744guD4oiOUFZWhkWLFqFXr17Yt2/fA9sMfvzxR/j7+2P69OngcDiIjo7GiBEj8P3337fYtqioCDdv3sTy5cvh6OiIvn37Yvbs2Ux/IADMnDkTpaWleOWVVzq17w9ixIgROH/+PPr162f09yYQOoPlhlgRDKitrYWDgwMGDhwIFovF9Aax2WwIBAJkZ2dj/PjxAJr6rp544gkoFAr89NNPeOedd/Dqq6/C1dUVlZWV+Oijj/D777+Dy+XiwIEDiI2NxapVq+Dq6gqtVotz584hNTUVN2/ehFarZdbFKCP3wFkqDg4OmDBhAiZMmACpVIrs7GxkZGRg586d2Lp1K4YOHYqYmBhMmDChXS4mNTU1WLBgAZycnHDgwAG4u7tDo9G02XbRWiFOeHg4CgoKWmxbVFQEHx8fA5Gms9do9u7di549e2Lnzp3g8/ntPQ3thvg5EiwJImpWwm+//YaSkhKcPHkSjo6OiIiIAIfDYXwCeTweJk+ejGPHjiEoKAg8Hg8//fQT1Go1JkyYwGRxcblcBAcHY+nSpQgNDUVUVBRWrVqFuXPnwtXVFcXFxcjMzMSgQYOg0WigVqstLvbEnDg7O2PKlCmYMmUKhEIhzp07h4yMDHz00Uf46KOPMGrUKERHR+PZZ59t1fxYKBRi8eLFUKlU+Oqrr5jm7l9//RVz5sxp9TOjoqIQFBRk8FhrvYFAU3/gw/oIje2PSSBYMkTUrISnnnoKmzZtQnp6OmbPng1HR0c89thjaGhogKurKzZt2gQul4vCwkJMnjwZQFN2VXh4OPz9/QE0uXhUVFRg7NixCA0NBQDmf+kLcnh4ODZu3Agej4cVK1ZAo9Ew2zwKo7QH4e7ujhdffBEvvvgi6urqcPbsWWRkZGDdunXYuHEj42Ly1FNPgcfjQSaTIT4+HrW1tczNBs2oUaPw119/tfo5GzZsQGNjo8FjrfUGAu3vIyQQHhWIqFkJzs7OmD59OjMVWFhYiNu3b8Pf3x/Dhg0Dh8PBV199hcrKSjz55JMAmhqdR48ezUwP5efnQywWY+DAgcz7Xrp0CUFBQUyDtFarBY/HQ3V1NUpKSjBmzJguGwWbGmOlCBw9ehSHDh2CQCBAYGDgA1MEvL29MWvWLMyaNQuVlZU4ffo0Tp8+jVWrVsHJyQljx45FeXk57t+/jyNHjrSYTnwQkZGR+OabbwweKygoaNV9JSIiArW1tRCJRMyNSWvTlwTCowIpFLFSwsPDMX36dIwaNQocDgcURSE4OBijR4/G448/jpqaGvz1118YOXIkM8K6d+8eOByOgahdvnwZI0aMaHFnf+fOHWg0GubiSFlo54dKpUJcXByioqJw/fp1bN68GUlJSa0aJScmJkIqleLChQtITU3FlStXsH//fgDAhQsXsGvXLuzZswc3btzAypUr8c477zDNxQ+iV69eeOONN3Dy5En8+OOPiIuLw927d/Gf//wHO3fu7HCEzMSJE1FaWooTJ05ArVbj3Llz+OWXXzBlypQW2/bu3RuDBw9GcnIy5HI57t27h6NHj7Yq6gTCowARNRuBxWJhzJgx2LJlC/PY3LlzGQGTy+W4desW3NzcmBRpoVCIu3fvtuoKf+PGDbi6ujLbWurUo7FSBJ599llkZWWhT58+UKvVEAgE4PF4Bl6W7SEkJASLFi1CVlYWfv/9dzz11FMdPiYvLy/s378fx48fx8iRI7Ft2zZs376dmb784YcfMHToUGb7HTt2oLGxEU8//TTmzZuHWbNmYerUqR3+XALBFiDTjzaKr68vVq1axfxbrVZjwIABzFQb0FR8otFoDEZu9PN3796Fv7+/yVOmu0phYSHCwsIMjis8PLxF+XtJSQk0Gg0j0vR2ZWVlUCgU4HK5cHZ2xq1btzBz5kzodDq8//77XZp67agg6jNkyJAWwkwzdepUA9Hy9fXF7t27H/qeS5Ys6fT+EAjWAhG1RwQ3N7cWF7WKigr0798fvr6+AP4XIVJSUoLGxkaMHDnyobEt3Y2xUgTodcfHHnsMt2/fxo0bN7Bw4UJ4e3vj+eefN/FREAgEY0GmHx9hZs2ahePHjzMXenrd7OrVqxAIBEwpv6WupwHGTxFwcHAAh8PBiBEj8Pe//x1paWkm3HsCgWBsiKgRGOgpvKFDh2LOnDmMS4SlrqcBxksROHz4MBISEgxeo1Kp4O7ubtoDIBAIRoWIGqEFffv2xdy5c63Cbd1YKQLDhg3DmTNnkJ2dDZ1Oh59++gnff/89Xnzxxe44LAKB0EmISz/B6jFGigDQlHG2bds2VFRUICQkBEuXLsUzzzzTvQdHIBA6BBE1AoFAINgMZPqRQCAQCDYDETUCgUAg2AxE1AgEAoFgMxBRIxAIBILNQESNQCAQCDYDETUCgUAg2AxE1AgEAoFgMxBRIxAIBILNQESNQCAQCDYDETUCgUAg2AxE1AgEAoFgMxBRIxAIBILNQESNQCAQCDYDETUCgUAg2AxE1AgEAoFgMxBRIxAIBILNQESNQCAQCDYDETUCgUAg2AxE1AgEAoFgMxBRIxAIBILNQESNQCAQCDbD/wMoheqTK7zhIQAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.seed_elastic_principal_graph(adata,n_clusters=10)\n", "st.plot_dimension_reduction(adata,color=['label'],n_components=3,show_graph=True,show_text=False)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**`epg_alpha`, `epg_mu`, `epg_lambda` are the three most influential parameters for learning elastic principal graph.** \n", "- `epg_alpha`: penalizes spurious branching events. **The larger, the fewer branches the function will learn**. (by default, `epg_alpha=0.02`)\n", "- `epg_mu`: penalizes the deviation from harmonic embedding, where harmonicity assumes that each node is the mean of its neighbor nodes. **The larger, the more edges the function will use to fit into points(cells)** (by default, `epg_mu=0.1`) \n", "- `epg_lambda`: penalizes the total length of edges. **The larger, the 'shorter' curves the function will use to fit into points(cells)** and the fewer points(cells) the curves will reach. (by default, `epg_lambda=0.02`)\n", "\n", "> **'epg_trimmingradius'** can help get rid of noisy points (by defalut `epg_trimmingradius=Inf`) \n", "e.g. `st.elastic_principal_graph(adata,epg_trimmingradius=0.1)` " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Learning elastic principal graph...\n", "[1]\n", " \"Constructing tree 1 of 1 / Subset 1 of 1\"\n", "\n", "\n", "[1]\n", " \"Computing EPG with 50 nodes on 2034 points and 3 dimensions\"\n", "\n", "\n", "[1]\n", " \"Using a single core\"\n", "\n", "\n", "Nodes = \n", "10\n", " \n", "11\n", " \n", "12\n", " \n", "13\n", " \n", "14\n", " \n", "15\n", " \n", "16\n", " \n", "17\n", " \n", "18\n", " \n", "19\n", " \n", "20\n", " \n", "21\n", " \n", "22\n", " \n", "23\n", " \n", "24\n", " \n", "25\n", " \n", "26\n", " \n", "27\n", " \n", "28\n", " \n", "29\n", " \n", "30\n", " \n", "31\n", " \n", "32\n", " \n", "33\n", " \n", "34\n", " \n", "35\n", " \n", "36\n", " \n", "37\n", " \n", "38\n", " \n", "39\n", " \n", "40\n", " \n", "41\n", " \n", "42\n", " \n", "43\n", " \n", "44\n", " \n", "45\n", " \n", "46\n", " \n", "47\n", " \n", "48\n", " \n", "49\n", " \n", "\n", "\n", "BARCODE\tENERGY\tNNODES\tNEDGES\tNRIBS\tNSTARS\tNRAYS\tNRAYS2\tMSE\tMSEP\tFVE\tFVEP\tUE\tUR\tURN\tURN2\tURSD\n", "\n", "3||50\n", "\t\n", "2.914e-06\n", "\t\n", "50\n", "\t\n", "49\n", "\t\n", "42\n", "\t\n", "3\n", "\t\n", "0\n", "\t\n", "0\n", "\t\n", "9.366e-07\n", "\t\n", "7.462e-07\n", "\t\n", "0.9911\n", "\t\n", "0.9929\n", "\t\n", "1.704e-06\n", "\t\n", "2.727e-07\n", "\t\n", "1.364e-05\n", "\t\n", "0.0006818\n", "\t\n", "0\n", "\n", "\n", "12.146 sec elapsed\n", "\n", "[[1]]\n", "\n", "\n", "\n", "Number of branches after learning elastic principal graph: 7\n" ] } ], "source": [ "st.elastic_principal_graph(adata,epg_alpha=0.01,epg_mu=0.1,epg_lambda=0.01)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_dimension_reduction(adata,color=['label'],n_components=3,show_graph=True,show_text=True,plotly=False)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collasping small branches ...\n", "[1]\n", " \"Removing the bridge branch with nodes: 1 5\"\n", "\n", "\n", "[1]\n", " \"Constructing tree 1 of 1 / Subset 1 of 1\"\n", "\n", "\n", "[1]\n", " \"Computing EPG with 49 nodes on 2034 points and 3 dimensions\"\n", "\n", "\n", "[1]\n", " \"Using a single core\"\n", "\n", "\n", "0.012 sec elapsed\n", "\n", "Number of branches after pruning ElPiGraph: 6\n" ] }, { "data": { "image/png": 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\n", 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HxxMTE+PxzmX27Nm8+eabys8ajYbIyEgWL17s0eO2hKt5JLPZ7OSSrFYrQUFBTtF2bR3C8ffOW00C5MkoOH/OAwddXIBaCq1uKEDr1q1jzZo1aLVaevTowerVq+nTpw9PPPEE+/fvx26388wzz3DnnXd6rM2+JIqtcYhGo5H8/HwCAgJISUkhKCioU9p29OhRJEkiODiY6Ohobr75ZtLT01vlfjqz49NoNAQFBREUFERUVBSAU167srIyzGYzOp3OySV5eh7J23hq2MobCAfUNF1SgFobWu3Y2Z84cYJly5Zx+PBhYmJi+Mc//sG8efOYOnUqBQUFnDhxgrKyMq6++mpGjhxJSkqKR9ruLw7IbrdTUlJCaWkpcXFx9OjRo1M6THnh6YYNGwCYN28ezz//vMeP606am0eqrq7mwoULaLXaJueRfOX+6ChqEVhPZkIQYdh+RlsWlDp2sBEREaxZs4aYmBgAhg0bxuuvv84nn3zC/Pnz0Wq1xMbGMmXKFLZt28Yzzzzjkfb7mgNy1dnV1dVRUFAAQEpKitvThTT1nTVceArwxhtvsGfPHsVBNLX2x5dxNY8kh38bjUaneaTg4GClaq4/o6YhOE84IEmShAPyJ9qzoNSxs09JSVFcjclk4pZbbmHAgAEUFBQQGxvLfffdx6lTpygtLaVv374eEyBfCoxoKEBysbiSkhJ69OhBbGxspw6jrF69GoPBoIgPXOy8//CHP/DSSy+1aV++3IE7uh9oPI8kSRJ5eXlOBfvaM4/kTdQkQJ44F5PJhCRJfj8HpI5B1maQQ6tNJpNSQ6a1yUNduY1jx47Rr18/SkpKmDBhAna7nZ07d2IymTh27Bjz58/np59+4vvvv/fI+fjqEJzJZOLMmTNUVVXRv39/4uPjO30M//jx45jNZqffmc1mjh071qnt6GzkeaSoqCh69uyJRqMhKSlJqZVUVlbGmTNnyMnJUULgzWazz9xHrlCTAHnCAamhFhCo3AE5VihtT62ehgKUlZXF5MmTGT58OHFxcQQEBNCrVy+qqqowGAxYrVby8/PRarUem2z3NQdkt9spLS2luLiY7t27ExcX57XJ4969ezf6nV6vd9vCU39Cp9MRFhbmNI8kh387ziM1TCPkK52+mgTIE+diMBgA/66GCioVIHdVKHUUoPPnz3P99dfz7LPPsmDBAh544AEApkyZwldffUVlZSV9+vShsrKS2267jd/85jduPSfHNvnKm6u86t9kMtGvXz+vPgwGg4F9+/Y5fWcajYawsLA2LzxVS8fnSEBAAGFhYcp35DiPVFdXR3l5uRI16ChI3kojpBYBkufj3H0usgMSAuRjNAwy6MjbuFarpbCwkBUrVvDxxx9TXFzMu+++y8aNG8nLy+PQoUP83//9H5s3b+bMmTPExsby1FNPsWPHDt5//32PVNX0hSE4uVhcaWkpAQEBpKamej3f2f79+0lKSqK0tJTLL7+c8PBwUlJSePbZZ1sVeq0mWnN/tDSPVFNTg8Vi8do8kpoECBBDcE2gOgGSk4i6I3locXExEydOxGg0Kjm9iouLyczMZMmSJQwaNAidTkd9fT07duxgzJgxwMVhn/3793tEgLwdBWexWCgoKKC+vp6YmBjq6+u9Ij4NhTg7O5uKigrg4nxUr169eOKJJ7qc+Mi09d5vaj2SPGxXXl6OyWRSogllp6TX6z0iFGoRIEc37k6MRiOA30fBqS4IwZ0VStevX4/BYFAmts1mM5WVlfztb39z2m7IkCHs3LlT2ebzzz9nxIgRHT6+K7zlgGTXc/r0aQIDA0lLSyMkJMTrbkymurqa3NxcBg4cyNGjRxk/fjz33ntvu/fnK+fVVtzZbp1OR0REBHFxcfTt25eUlBTi4uIIDAykpqaG3NxcsrOzKSgooLy8XInAcwf+ev0b0trCiW1FFiAxBOdjuPOLPnXqlFNIL1x8o9mwYQNTp04FYNWqVRw+fJiysjK2bNlCz549mThxInPnznVbOxzxhgA5Fovr1auXMrHtC8OBMmfPngVQqpveddddPP7444pzFXSchvNIkiQpDqmuro6Kigrsdrtb5pHU5IA8Ucqlvr4e8H8HpDoBcieDBw8mIyOjUScrSRJ9+/Zl4MCBzJkzh6+//pq4uDiWLVtGeXk5S5cu9VibOnsIrqqqisLCQpfF4nxBgOTMB7t37wZQFgp/+umnXH755V1WfDqj89ZoNI3mkRzTCMkl0IOCghqVo2gJtQiQJ2sBeTLatrMQAtQMc+bM4d13322UUdlms5GZmUlcXBzXXXcdcXFxwMWIuJtuuolly5Z5rE2d1enbbDYKCwupra0lMTGRyMhIr7WlKQoLCxk9ejQ1NTXKGq877riD5ORkoqOjWb9+fbv2688dnze/D41Gg16vR6/XK/eLY32kiooKzp8/T2BgoFNgQ1PzSP78Pch4qhqqnIbH36+RKueA3EVSUhIzZsxoNISg1+sZMWIEw4YNY//+/RQUFCBJElu3buX8+fNuO74rOsMB1dTUcPr0aex2O6mpqS7FB7wvQGvWrFHWX8HFzjcgIICJEyeyb98+Lr30Uq+1zdv4SscUGBjoNI+UmppKfHw8Op2uyXkku90uHFALqKEaKggH1CxarZY5c+bw5ZdfKmGpWq2W8PBw0tPTSUxM5IknnmD69OkEBwcza9Yst1f2bIgnO33HYnE9e/YkKiqq1bnyvMGxY8e6ZOYDf0ar1TaaR3JcjyTPI0mSRFVVFTabza/LmnvaAfk7qnNA4L63P41GQ2xsLJmZmTz00EPK5Pvnn39OYmIiNTU1jBs3joyMDP79739z+eWXk5yc7JZjN9cmT3T6tbW1ZGVlYTabSU1NbVWlUm8L0LBhw1y6U3dkPvD23FZ78bd2y2XNo6OjSUxMJDk5mb59+6LRaLDZbJSUlJCdnc3Zs2cpLi6murq6UWCQL+PJaqhqcECqFCB3IWcdSEpKYunSpbz11lvY7XY+/fRT4OIcxMSJEzEYDNjtdl599VVuu+02j7fJnUNwdrudoqIicnNz6dGjB/369Wv1xL23BWjevHlO10Kv1xMaGkpZWRnDhg1jyJAhfPjhh15rnzfx1+EreR4JIDY2lv79+5OcnEz37t3RaDRUVFSQk5PDmTNnKCoqorKyUknM6Yt4ygGJIbguQMPOfurUqSQkJLB8+XL27dvHiBEjuOeeexg9ejQ2m41Jkybx6KOPerRNjjVfOnpjy8XiAgMDO7VYnLs4dOiQ8obZt29fpkyZQkREBCdOnCAzM5Py8nLGjRvH8OHD21SfyV87bzXheH/L80gRERGAc1nz2tpaSkpKnCLygoODO1zW3F140gGpYQhOlQLkrjdzWYDkh6G4uJiqqirq6ur45ptvyMzMJDw8nMzMTJKSktzQ8pZxhwDZ7XYuXLhAWVlZh4rFedsBvfbaawBMmjSJq666igULFjBlyhTmzJmjVK2dNGkSH330EU899ZTX2tmZ+KoTaAstLd50Vdbc1TxSwzRC3phH8mQxOnlKwJ9RpQC5C/nNRb6JVq1a5RSSbTabqa2t5c033/To2h9XbWpvive6ujry8/PRaDQdLhbnTQEqLy/n7NmzXHXVVU4PYmFhIYmJicrPiYmJZGVleaOJXsWfXVxbswfI80jyXFLD9UglJSVYLBb0en2jvHaevk6eKsdtNBpJSEhw+347G+97VB/GsbMHOHr0qMuoq8zMTOXn3bt3M2zYMAYOHMisWbOUFcvuor1llyVJ4sKFC5w5c4bIyEi3VCqVBcgbIrRt2zbMZnOjdDuu5sf8NYKqPXQFB9QS8jxSZGQkCQkJyjxSjx490Gq1VFZWkpOTQ05OjsfnkTzlgOrr61UxBKdKAXJnFBz8t1MbPnx4owl6eU0QXExeOn/+fHbs2MH//d//ERYW5vZFqQ3b1Brq6+uVYnHJycnExcW55Rp56y1bkiTWr19PVFQU06ZNc/pbr169KC4uVn4uKipyckRtOYbAO3ji2gcGBhIeHk5sbCx9+vQhNTWVhIQE9Ho9tbW1ynqk/Px8ysrKMBqNbgn28ZQDqqur8/s8cKBSAXIXcg4n+YFIT08nPDzcSYRCQ0OV/GP79u1j1KhR9OvXD4AHHniArVu3ur1dra0JJEkSpaWlZGdnExYWRkpKilvfmtrrxjrKd999xy+//MLtt9/e6HwmTZrEpk2bsNlslJWV8emnnzJp0qRObZ8v0JWG4NqDPI/UvXt3evXqRWpqKr169SIsLAyTyURRURFZWVnk5uZSUlJCbW1to4worcFTDkhEwXURHCPhkpKSyMzM5M0332TPnj38/PPP3HvvvcobdmFhoVMwQmJiIgUFBW5vU2vmXkwmEwUFBVitVo8Vi+tsASooKGDVqlV88MEHAC6F5YEHHiA7O5srr7wSq9XKI488wm9/+9s2HUcNnbc/0xkC1JCm5pHkaLvS0lIlsa1jtJ1Op2u2nZ5yQGoZghMC1AINQ7HlNUEvvvgiAwYMYNu2bbzwwgsEBQV12vxDcwIkSRLl5eUUFxcTFRVFQkKCx8JRO1OACgoKGDFiBLW1tZjNZjQaDffddx/fffcdb731lrKdTqdj+fLlHm+PL+PPAirj7XNwzGvnWNZcDmyorKxUamE5BjYEBQU5td0TDshut4uFqL6MO7/wphZ+BgYGMm/ePIqLi/n444+Bi/MPjrngioqKPBKe3VSbzGYzZ8+epbS0lD59+pCYmOjRtRCdKUCrVq1SxEc+psFgYM2aNR4/tqBz8dU8cAEBAY3mkXr27ElQUBAGg4H8/PxG80g2m83tz6AcMCHmgLoAzWUeuP/++wkNDWX16tVIksT48eP57rvvyMnJAS4WtJsyZYrb29TQAcnF4rKystDpdKSmphIeHu724zZFZwhQUxGInsr75q9DWf7abkd8VYAa0nAeKSUlhd69exMeHo7ZbOb8+fPU19dTVlZGSUmJkrW9o6ilGiqIIbgW0Wg0TQpQdHQ006ZNY+vWrYwaNYpx48bx4osvcuutt2I2mxk4cCBvv/2229vkKIoWi4XCwkLq6uqcisV1Bg2DNDzJ8OHDOXLkiFMeMHflfVMb/tB5N4e/CFBDGpY1lySJs2fPEh4ejt1up6ysDLPZrJQ1d6yP1JbzFQLk47h7CK6pDragoIDPPvsMuFg99eeff+6UzAhypy8XiwsPDyc1NdWpWJzaSE9PZ+3atcrPer2esLAwFixY4MVWCTyBvwpQQ+RzCAsLU8TCcR6pqqqKCxcuoNVqm51HakhdXZ2yX39HvT2Wm2huCG7VqlXKzQCdmxlBfptqqlhcZ9FZDuiTTz7BYrEo4/DTp09n9uzZLFq0iP/85z+Eh4ezYMECtySD9efOTwzB+RYNo+Dk+1ceIrfb7UoaIaPRSFlZGZIkOQlSw7x2wgF1IZoToNZkRnA31dXV1NXVodfrSU1N9Xj9oZboDAE6ceIEL774Ina7neXLl6PT6dixYwd///vfiYuLY9OmTRiNRiZNmsSAAQO4/PLLPdoeX8ffO281CVBL5+LofuTtzWazk0uyWq1KXrtz585x+vRpgGbDsLOzs1myZAk//vgj0dHRpKenM3369Ebb1dbWsmTJEg4dOoRGo2H69OksWrSoUfTu3r17WbFiBXv27GnPZWgSVQYhdEYUHLScGcGRtWvXMnLkSADGjRvHyJEjlX/h4eG8/vrrzbbDZrORn59Pfn6+MsbsbfGBzhGgiIgIEhMT0ev13HnnnQwbNoy8vDxOnTrFbbfdhkajISwsjKuvvppPPvnELcf0Vyfhr+12RC0CJElSm9cByfNIUVFR9OzZk+TkZPr376+sTVq9ejUrVqxAo9Hw2GOPsWLFCr799lunfZjNZmbPns2VV15JRkYGy5Yt469//SvHjx9vdLwlS5ZgMBjYv38/O3fu5Ntvv+Xdd99V/m61Wnnvvfd49NFHPXJvqVKA3ElzAuQqM0JgYKCSGUHm+PHjvPrqq8rP+/fvJyMjg4yMDB555BGGDx/O/Pnzm2yDXCzOYrGQmppKUFCQz3Q0nTUE98MPPzB16lQiIiJ47rnnmD59OkOHDuXDDz/EarVSVlbG3r17ndLwCPwTtQiQTEfPRafT0a1bN9+mYS4AACAASURBVOLj43n33XeZO3cugYGBxMXFsXPnTu6//34l8hbgyJEj1NTUMHfuXHQ6HSNGjGDKlCl89NFHTvs1Go18/vnnLFy4kPDwcJKSkpg3bx7bt29Xtnn44Yc5ePAgDzzwQIfOoSnEEFwLaLXaJkMnHTMjHD58mOPHjxMXF+eUpbaqqor09HReeOEF3njjDafPFxcX88wzz7Bv3z6XReDsdjvnz5+nsrKS+Ph4YmJi0Gg0rU7F0xl0hgC9//77AMyYMYNp06YRFhbGc889R2VlJU8//TRjxoyhT58+TJgwAYPB4NG2+AP+3nn7yr3dUeQXV3euAwoMDCQyMhK73c6qVasAMBgMTssusrOzSU5OdhpGS0lJYdeuXU77OnfuHFarldTUVKft8vPzqa+vJzg4mOeee474+Hh27tzptnNwRJUOqLOG4OC/mRG++uorFi5cyNmzZ53GSefOncvixYvp3bt3o88uX76cO+64w2WxNKPRSFZWFvX19aSkpCgVIcH7dXgc8XRbbDYbmzdvJiEhgeeee44BAwbw4YcfotPpqK6uZunSpRw+fJjt27djNBrp379/h4/pzx24r9wXHUEtDshTKYXkYnTyMoiGa/5c5YkLDg52CpiCi8Kl0+mcXn7leSU50CE+Pt6tbW+IKgXInbSlg5Wtsex0Vq9eTUJCAlOnTm20rdFoZNOmTTz88MNOv5ddT05ODjExMfTv379RpdLm1iZ1Np4WoL1791JQUEBtbS3z5s1jxYoVypvdhg0blKHNnJwcPvnkE5fXuqvh7523WgRILsft7nNpKRFpaGhoI7Gpr69vFLYdGhqKxWJxGuGRP9dZC9lVOwTn7qqorSEpKYlbbrmFbdu2cfLkSbZu3YrRaGTkyJHU1tZSWFjItddey4EDB/jiiy8YNWqU03CdXCxOq9U2W6+nuWHBzsZTAiQnHt20aRNw8QHauHEjGzduBC6+qX300UfMnj2bK664Ao1Gw9///nf69Onj9rYIOh81CJAnq6E2FwGXmprKW2+95RQAkZWVRVpamtN2/fr1Q6fTkZ2dzaWXXqps17dvX5dTAp5AtQLkLtoiQAALFy5k27ZtvPHGG3z99dfK7w8ePMiiRYs4cOAAAF9//TVjx44F/lssrrS0lNjYWGJjY5u9cX1pCA7cP+zjKvFot27d+Oc//6ks8LXZbFgsFqcJU3fiS9e3Lfhrux1RmwNyNy0lIh01ahShoaG8+eabzJ07l1OnTrF7926npL1w0QFNmDCB5cuXs3z5cgwGA2+99ZbLcG1PIYbgWqCtAjR06FBGjBjBBx98wNixY3nqqadclmTIysqid+/e1NfXk52dTXV1dauLxbW1TZ7EE2LoKvGovMBX0DL+3nmrRYAkSfJYOe7mBEin0/Huu+9y7NgxrrzyShYvXswzzzzD8OHDOXr0KEOGDKGwsBCA559/nh49enDDDTcwY8YMRo8ezezZs93e5qbQSGp4ZXKBxWJxSyctZ7mVLWpLFBQUMGjQIGpra4GL64JcpeeRi8VduHCB7t27ExcX1+qbtaysjNraWvr27dv2E3IzOTk5REVFER0d7bZ9jh8/3sk9yowZM4Z9+/YB/3VAnnjAi4qKCAoKIiYmxu379jQGg4GSkhKlKKI/Ulpais1m8/gEuKepra2lrKzM7c/p448/js1mY926dW7drzcQDqgF2uo2Vq1a5ZQdwTE9j4zJZCInJ4eKigr69+/f5po9vjQE54m2DB8+vNEi24YLfNXwhuwJfOW+6AhqckDeGILzJ4QAtUBbO9jm0vNIkkRZWRnZ2dmEhISQmprarhtJ7UNw6enpToIsu8iGC3wFrvH3zlstAuSpaqhCgPwAd93Acmff2k62qfQ8Q4cOdSoW98EHHzB06FAGDx7MAw884BQ2WVVVxYABA/h//+//uTyG2h1QbGwsoaGhREdHM2bMGBYsWMDRo0eV0ucCdaMWAfLUebQ0B+RPqFaA3IX8BtPaTtZVeh6dTsfkyZOVBKInT55k8+bNfPfdd3z//fcYjUanUgPz5s2jqqqqyWOoXYDmz59PRUUFgYGB9OvXj+eeew6A6dOnM2LECIYMGaKsAvcUvnJ924q/ttsRtQiQpxxQfX19s2HY3sRx9KesrIz33nuPFStWsHv3bpdLR4QAtYB8A7VlLVBmZiYLFixg5MiRaLVaevfuzZAhQ0hKSiIgIICrrrqKjIwMQkJCqK2tpaSkRJnEX7NmDX369OG3v/1ts21S6xDcN998o6QM+fbbbxVxfvjhhxk7diyZmZkcOHCAd955h2+++cZtx1UT/t55q0WAupIDKikp4Y477mDQoEHcfffdnD59mqlTp7J27Vq+++47nn/+eaZPn94oV6NqBchdX7y8n7Z0+ElJSSxevJh//OMf3Hrrrfz888+cOnXKaRudTseGDRtIS0ujrKyMadOmcezYMT7++GNefPHFFtvkK2+67m7LpZdeSl1dHePGjSMqKkoR51tuuYX77rsPgMjISPr27ctPP/1EbW0tNpvNbccH/+7AfeW+6AhqOAfw7DogXytG97e//Q29Xs/q1asJDQ3l7rvvZvDgwRw8eJCPPvqIr776ioSEBF5++WWnz6lWgNyFnPyztQJktVrJzc2lqKiIxMRE/vznP6PRaFi5cmWjbe+//36KioqYMGECd9xxB/Pnz2fdunUtlllQswPavn07VquVvn37Oonz7bffTnR0NDabjW3btpGZmcno0aMpKSkhOzubc+fOUVJS4hFB8jf8WUBBXQ7I3UNwdrvdJ4fg/v3vf/Pss88ybtw4XnjhBSorK5k3b56SzSU8PJzHH3+cQ4cOOX1OCFAraG3uterqak6fPo0kSaSlpREZGUlaWhpTpkzh008/5eeffwbg119/VYrWaTQaZs6cSWZmJhUVFdx+++2MHDmS48ePs2jRIjZv3uyyPb7ylujutmzevJmIiAhee+01RZxnzZoFXBx6ePPNN3n00UfZvHkzv/3tb+nfv79SL8VutwtBUgFqESBPOKD6+nrA98pxBwQEKHM88fHxTJ8+vZFIGgyGRu0WAtQKWip/4FgsLiEhgT59+hAY+N8sR48++iiAUnTu3LlzzJo1S1msum3bNqZNm8avv/6q1AkaOnQor776KjNnzmx0PLUK0E8//cTx48e5+uqrCQ0NVcT55MmTlJSUsHjxYl5//XU+++wzxo8fr3zOsV5K//79SU5OdilIFy5caLUg+cr1bSv+2u6GqEGAPOGAfLUc9zXXXMNf/vIX5SV76dKlSpZ/s9nMwYMHefrpp5kwYYLT51QrQJ1VkqG2tpbTp09jtVpJS0sjOjq60bGvvPJKhg4dyvvvv8/YsWP58ssvmT59OmPGjGH48OHk5eW5HKJrrj2SJKmmsykoKOCpp55iypQpwMUS3LI4f/DBBwwbNoyXX36ZQ4cO8e233zJkyJBm9xcYGNhIkGJiYpTsE+0RJH/C3ztv4YCaRl6u4WsC9PTTT9OtWzc2bNjQ6G9ffvklc+bMYeDAgTz++ONOfxPJSFuBKwGy2WwUFxdTWVlJQkKCS+GRKSgo4Ndff8Vut5ORkcGJEydcpudxZO/evU22Rz6OLzyoHXVADROPAlRUVHDFFVeg0+no378/Tz31FNdddx3x8fFMmzYNuHju8+fP549//GOLxwgMDCQiIoKIiAjg4jxdXV0dRqOR0tJSzGYzer2e0NBQQkJCfGZ+raviC/e1O/CkA/K1IbjIyEjeeeedRovwAa6++mq++eYbunfv3uhvQoBaQUMBkvPD6XQ6UlNTW0xd3lx6nqVLl7a5PY4C5G06KkANE4/CRXG/9tprmT9/PklJSURGRlJTU+P0Obvd7vJmbw3NCVJZWRlms5mAgADsdjshISGEhIQ4Dan6Mr5wT3QUtQhQV3JAMnJfWF9fT15entMzev78eQCnJSb+8VS1A08MwdntdoqLiykvLyc+Pt6pSmlzNJeexxFJknjggQcYPHgw6enp1NTUsGDBAn788UdsNhuTJ0/mpZdeclqb5Fh21xt0VICaujYnTpxolbi7g4aCVFRUpJyTLEh6vZ6QkBDFJfmyIPl7560WAepKc0CO7N69m2effZb6+vpGfYNGo+E///mP8rPvPkU+hFarxWQykZ2d3WKxOFcMHz6cjIwMp462YXLNrKwsFi5cyOHDhxk8eDBwMVV69+7dOXbsGCaTiUmTJrFlyxZl2MkX3nY7KkBNXZsxY8Z0WlGshmi1WgICAujRowdw0ZEZjUbq6ur8UpD8DbUIUFd0QADLly9nypQp3HvvvS32k+KpaQE57t5kMhEXF9disThXpKen8/777zsNNQUGBjol11y3bh133323U76z6667jt/85jcABAUFMXDgQHJzc5Uyv2oQoPT0dKexYznx6MKFC93VxHbheE4BAQFODslmsylDduXl5ZhMJp8RJF+4JzqKWgSoqzqg6upq/vSnP7WqJIhqBcgdN3B9fT35+flYrVaioqKIi4tr137k9Dxvvvkmhw8f5vjx40oNIBl5LujLL79Ufjdx4kTl/3/44Qe2b9+uBCf4ymLUjgpQt27dGDBgAMeOHWPkyJGMHj2a9PR0n048GhAQQHh4OOHh4YBrQdLpdIoYhYaGdqog+XvnrRYB8pQDCgwM9NroQGuYNGkSn3/+OXPnzm1xW9UKUEdwLBbXo0ePNmXDboqkpCRFZF588UX++te/smPHDm6//fYWP3vgwAHuueceVqxYwcCBAwHfWQvU3nbI82nZ2dl8//33DBgwgLq6OpYuXUphYSHTp09XxP/+++/3uiNqjqYEqa6ujoqKCs6fP+8kSCEhIS1mu+jKqEWAPOGA6urqfC4LQkPS09OZOnUqn3zyCb169Wr0XTqWBlftOiBo35ugyWTizJkzSrG4+Ph4JSLKXcyfP5+wsDBeffXVFjvvdevWMXPmTNavX8+dd96p/L612Rk8TXsESL7GBoOB48ePY7PZlBLBQKPEo2+//XajFB6epKOdnyxIsbGx9O3bl5SUFGJjY9FqtVRUVJCTk0NOTg7nz5+nuroai8Xipparo/P2hRerjiKv03P3d+GLiUgb8vTTTwOQlpZGTEwM0dHRTv8cEQ7o/0cuFldcXExMTAzx8fHK24u7h7u6d+/OrFmzeOONN9izZw+TJk1yud2mTZt4+eWX+fLLLxuVBG8pO0Nn0RYBkiRJcQQxMTHExcWxbds2tFotL7/8svJmdMstt/CHP/wBuLi+IDU1ldzcXI+dg6dprUNynEPqyg5JTSLaFR3Q0aNH2bRpE7/73e9a3FYIEBfDfgsKCjCbzfTt21fpKGQ8Md/y8MMPs2bNGhYsWEBKSgrDhw9vVPHzueeew263c/fddyu/u/XWW1m0aJHfDcFZrVYKCwsxGo306dOH8PBwsrKylNQ7ctoOwGlYct++fRw5coR//OMfHmm/N3AlSPX19RiNRiorKzskSL5wT3QEuf1qESBPzAH5ugD16tWr1duqWoBa6hwd38gjIyPp06ePy3U1nhruCggIoKioiKKiIjIyMnj//fedsiPk5OQ0+VlfCUJoDQaDgby8PKUMuTwh/9hjjwHw5JNPuvzcRx99xKOPPsoHH3xAfHy809/kSEBP0ZkdeUBAAGFhYcrqdrvdrgQ1yIIUGBjoFNTQnCD5e+cN/n8O8rPZFYfgnnzySZ555hlmz57dKC8mdJGFqC1hsVgoKCigvr6e3r17KyG2rvDEcNeqVaucBKSt2RH8wQFJksSFCxcoLS0lISGBmJgYpywOBw8eJCAggKeffhqDwUBhYSHXXnstBw4c4IUXXmDjxo3s3r1bWRfVVdBqtS4Fqa6ujqqqKoqLixsJUmBgoN932qAuB+SJl6S6ujqfF6A5c+YAsGjRokZ/6/ILUSVJoqqqisLCQiIiIkhLS2sxm4An3MbRo0cbTT63JjsCXBSv9evXYzabmTRpEq+88orXHtimBMhsNpOXl4fdbne5cFdeXLtgwQJee+01Dh48yKJFizhw4AAvvfQS//rXv/j666/p2bNnZ52Kgq+Iu0xrBUnOYye33x87cbUIkKfKcdfV1RETE+P2/boTx6UkLaFqAWp4E8vzEAaDgV69etGtW7dW7ccTAtTe7Ag7duxg48aNbNmyhaioKO666y527tzJzTff7Nb2tRZXnXVlZSWFhYVERUWRkJDQ6EEsKCjgoYceAi6muikoKFD+Vltby7Jly5wSjwIsXLjQZWmKrkhzglRdXY3VaiUnJ6fRHJI/dOpqESBPvQD4gwNqKsGyK1QtQI5UV1dTUFBAWFgYaWlpbVoY6AkBcpUdITg4uMXsCFu3bmXhwoVERESg0+nYsmWLVxelOQqQzWajqKiImpqaJgW+oKCA4cOHU1FRAcDOnTv54osvyMzMJCMjA6BR4lFB8zQUJKvVSrdu3TAajVRXV3PhwgW0Wm2jOSRf7OTVIkCedEC+KEBTpkxh8+bNREZGKmVVmuKTTz5R/l/1AiSvMampqSExMZHIyMg239yeECDH7AgHDhzg+++/Z+TIkU5i4yo7QlZWFoWFhdx3332UlZUxdepUlixZ4ta2tQVZgIxGI3l5eej1elJTU5ucJF+1apWTwHQ0M7in8KUhuLYgv3mHhoYqHZWcTspoNFJTU0NJSYnPCpK/Dh02xFPnYTQafTIKbsKECcqLcMOic82hagGqra3l3LlzBAcHk5aW1u61FY4F4Nx5UzlmR7j99tvZtWsXJ06caHbS3WKx8PXXX/PWW2+h1WqZP38+b731FgsWLHBbu9qK3W4nJyeHuLg4evTo0ew1Onr0qFK6V8bV3Jeg/TS8/rLYNBSkuro6nxMktQiQpxxQfX29TzogeUj9119/RZIkTp8+jcFgIDw8nMsuu4wJEyaQnJzc6HOqzoRgt9uJi4ujb9++HVrYJz8Qngx7llcPt+QCevbsyU033UR4eDihoaFMnz5dGbrqbCwWC4WFhUiSRHJycqsStbqqZtpw7kvgWWSx6d69O7179yYlJYWePXui1+upqanh3LlznDlzhsLCQiorKzGZTJ3mCNUiQJ50QL5WjA4unu+LL77ItGnT+Oc//4nJZCImJgaz2cz27du58cYb+dvf/tboc6p2QJGRkY3ettuD/CbjyYdw0KBB3HjjjezatYsffviByy+/3OV206ZN4+OPP+YPf/gDkiTx+eefc91113msXU3hOKfWlsVxsgAFBARgs9mU7NcNF+F6E3/uANtzjzo6pO7du2O32zGZTBiNRmpraxWH5BjUoNfrPXKd/HXosyGecEA2mw2TyeSTDmjDhg3s3r2bNWvW8Pvf/77R37/66iuefvppUlNTueWWW5Tfq1qA3EVnOCC46IJ2797NXXfdRXx8vMvsCPPnz6e0tJRJkyZhtVr5wx/+wLx58zzaLkfsdjtFRUVUVVWRlJRESEgI1dXVrX7je/PNNwEIDw8nKCiI22+/nXvvvZcFCxaQl5eHJEk8/vjj3HXXXZ4+FdXSUWGQxUZ+qZAkSZlDaihIsii5S5CEA2qa+vp6wDdLMezYsYPFixe7FB+A3//+9zzxxBN8+OGHXUeA3HUDaDSaTsk8EB8fj06n4/Tp05w+fdpldoSAgACef/55HnroIWURbWdRV1dHfn4+AQEBSrVS2WG25oE7ePAgJ06cYNCgQRw+fJg//vGP9OzZkw0bNpCWlsY///lPioqK+N3vfsf1119PbGxsZ5yWS/z1TdwTHZ9Go3EpSHV1dRgMBkpLS5XAh44KkloEyBMOyJeL0eXn57c4jD58+HBeeeUVp9+peg7InXSGAK1atcrpZ8cIMZnXXnuNwYMHM27cOJ588knlpoSLNYMcc6q5C7k8xZkzZ4iMjKR///7tCv02Go3Y7XZuvfVW5U06Ojoau91ObW0tkiRhMBgIDAz0yARuV8HTHbgsSDExMfTq1YvU1FSSkpIIDg7GYDCQm5tLdnY2BQUFVFRUtGkOSS0C5InzMBgMgG8KUGuGBsPCwqiurnb6naodkDvpDAFqKTvCN998w+bNm/nuu+8wGo386U9/Yu3atTzyyCP84x//YNmyZU6C5A6sViv5+fmYTCb69evXaALUMbVOS3z00UfKtmlpaSQmJjJt2jSmTJnCtddeS79+/SgvL+ell16ie/fubj0PgedwdEgxMTFNOiTHOaSgoKAmO2g1CJDdbm8xw0pb8WUH1F5ULUDuvJE7Q4Bayo5w1VVXkZGRgU6no7S0lPLycqKjo/n555/JzMxk69at3HTTTW5rT01NDQUFBYSGhpKamtpkolZoWYDq6+vZvXs3w4YNY9GiRTzxxBM8/fTTzJo1i/DwcG6++Wb+8pe/kJ+fzw033MDvfve7JseTPY0/d4C+MHToSpDkoAaj0UhZWRmAS0ESDqhpZAHyxSg4uLhIvrm2yQ7OEVULkDvpjPxgrrIjBAUFOQUi6HQ6NmzYwFNPPUVsbCzTpk0jJiaG9evXc/bsWbe0Q65WWlFRQc+ePYmKimrxbbWla7Nv3z6qq6sZNWqU8rmZM2cydepUKioqOHnyJBqNht69ezNlyhQOHDjgNQHyd3ytA9doNAQHByv5AJsTJE+tuetsPDEHZDQaAd8UoMTERHbu3Nnidg1zOwoBaiWd4YAcsyMcOnSIo0ePcumllzb60u6//35mzJjB4sWLmTVrFv/85z/d1gaTyUReXh4AKSkpBAUFNbt9awXo448/BmDPnj288MILhIeHs23bNq6++mry8vLYuXMnDz/8MDU1NXz11Vc8++yzbjgbgS/SlCDJyVXNZjPZ2dlOUXbNDdn5Ip50QL6YCWH//v3t+pyqBcjfhuDAOTvCggULWLduHV988QUTJkzg119/paqqihEjRqDVapk6darb1s+4qlba2je45txhQUEBK1euZPv27SQkJHDbbbcxZswYAgMDGThwICtXrqSqqoqHH36YDRs2oNVqmTlzJjfeeGOrjuspfGEoqz34Y7sdBUmj0VBbW0uPHj2Umkjl5eXAxVyJ8pCdvK2v4kkH5IsC1F5ULUDuxBsF4J5++mk2bdrErFmzuPTSS4mNjeXUqVNkZGSg1Wr59NNPufrqqzt8HFfVSttCUwJUUFDAiBEjqK6uxm63U1JSwjvvvOMUVg4QHR3Nrl27Onwegov4csfcEpIkodVqFUGKjo52ckiyIEmS5DSH5GuC5CkHpNPpvJp82N2oXoDcNXfjrQqkWq2W0tJSSktL0ev1BAQEcMUVV6DX6+nXrx/r1q0DYO3ate0qW91UtdK20NQ1XrVqFbW1tcpaIZvN5tbEo57KnOxLHVlXw1XH7eiQZEEym80YjUbq6up8UpDkukzuxFcTkXYE1QuQu/CGALmqmqrX65kyZQpLliwhJyeH6Ohojh8/zquvvkqPHj0oLi5u1b6bq1baVpoSoKNHjzpF9MnnIBKPeg5/HIJzpDXOQaPREBQURFBQkEtBqqiowG63O80hdbYgyU7OnbQl5ZW/IASolWg0Gmw2W6ces7kOXKPRYLfbqaqqIj09nRdeeIE33nijVfttqVppe3DV8Q0fPpzDhw875eMTiUc9jz87uPYIaFOCJA/ZVVZWNhKkoKAgjy529lQmBDWtAYIukAnBXQ+jHB7amQwfPrzReK/cgcuuY86cOSxevLjVKXkqKyvJysoiJCTEbeLTlANqGCDhmHjUYrFwzTXXNMr+IOgYXcEBtYQsSFFRUSQmJpKcnKzMbZpMJgoLC8nOziYvL4+ysjIlQ4c78cQckNFoFALUVfHGEFx6ejrh4eFOIqTRaEhPT0er1bJt2zYSEhKYOnVqi/uy2Wzk5+dTVFREr169SExMdNsbWlMPWllZmTIW3r9/fxYsWMDRo0dJTEzkz3/+M1lZWW45vifw947cX/FULjtXghQREYHZbKaoqMjtguQpBySG4Loo3hAgx3VBmZmZnD17VhGR+Ph4PvvsMyRJYuTIkdTW1lJYWMi1117LgQMHnPbT2mql7aUpB/SXv/wFu92u5AiTc7/t2rWLzz//HLvdziuvvILFYuGxxx5za5u6Mv4+BOfpPICOQ3ZRUVFIkoTFYlHmkOQhu+DgYKc5pNa2y1PBMWocglO9ALlzCM4bUXCO64J+/PFHRo4cyWOPPcaXX37J+++/z2WXXUZgYCAHDx5k0aJFHDhwgHXr1rFmzRq0Wi2RkZEsWrSISy65hCVLlvDjjz9is9mYPHkyL730kluuT1MCJJfevuGGGxg9ejSHDx/m5ZdfZsuWLaSlpTF06FB+85vf8PbbbzN27FiGDx/uluN2FH/vwP2dzr7+Go0GvV6PXq93KUhFRUVtEiS5n/CEA+rRo4db9+ltVC9A7sJbAuTIb3/7W+bOncvq1auZMWMGJSUljBkzhkceeUTZ5sSJEyxbtoxDhw5hNBrZtGkTy5cvZ9CgQXTv3p1jx45hMpmYNGkSW7ZsYebMmR1ulyshqKmpITMzk6uuukoZe79w4QInT54kJCREWeMUHBzMnj17iImJ6XA7BBfxdwH1dvubEiQ5qOH8+fPYbLYmBUk4oNYjBKiV+IIAAcyaNYs1a9bwxRdfABdd0ZYtW8jMzCQjI4Ps7GyWL19OeXk5ERER3HDDDWzdupXHHnuM3/zmN8DF/HIDBw4kNzfXLW1yFCBJknjggQeUjMiTJ0/mlVdeYcuWLQQGBhIaGkp1dTX33XcfJSUlbNu2jf3797s1nZDAf/EFAWqIoyBFRka6FCSr1apkapCHuIUAtYzqBcidRel8QYDef/99AgIClNBmx5pBf/3rXwkODiY1NZXExERCQkKYPXs2N998MxMnTlT28cMPP7B9+3b27t3rljbJApSVlcXChQs5fPgw/fv3R6vVcvLkSfr06cPMmTPJyspi/fr1BAQEMH78eGw2G2lpaWzfvp3du3e3Kv1OZ+Gv+jZCYAAAIABJREFUQ1n+2m4ZXxSghjQnSHI+O4Dc3FxlYaycaLUjiCi4Low3wrBdcfToUad1NXBRhI4cOUJ2djYmk4nU1FRsNhvTpk0jNDSUJUuWKNseOHCAyZMns2LFCgYOHOiWNskCtG7dOgYNGoTNZuPHH39Eq9UydOhQLr/8cjQaDVdffTV2u534+Hhuu+02tFot4eHh3HDDDWRkZLilLQIxBNfZyIIUGRlJQkKCEmEaGRmJ1WqluLiYrKwscnNzKSkpwWAwtOtltr6+XnVRcEKAWomvDMG5Whuk0+lISUlRqpXm5uYyduxYBgwYwIcffqgMCaxbt46ZM2eyfv167rzzTre0Z+3atdx0001IksQ111zDypUrMZlMwMUcc4sXL+bGG29k79693HPPPVx66aVMnz6drVu38s477/CnP/2J/fv3tysAQaA+/FGAGiJJEgEBAYogJScn079/fyIjI7HZbFy4cKFdglRXV+eTpRg6ghiCayW+UqfEVc0gu93Ok08+SVxcHOfPn+f666/niSeeYMGCBcrnHnzwQbZu3UpycjKvvfYaycnJPPfcc/z666/KNllZWdx7772sXLmyVW2RUwB169YNSZJ48MEHXW73xz/+EUmS6NatG9nZ2dTW1hIdHa0MX1x22WVcf/31GAwG5syZww8//ADAypUrGTduXHsvVbvx5w7QF1x6R/D28+UOXOWB0+l0REZGEhkZCeA0h3ThwgUsFosS1CD/cywAabPZWlX22t8QDqiVyOO33nZB8tqgBx98kCFDhnDJJZdgs9mYN28e48eP59Zbb6W0tJSNGzcycuRIRo4cyYgRI/jggw+Ijo4mODiYX375hREjRjBo0CAyMjLIyMjg1VdfpXfv3k7Ddc3hmAIILnYcpaWlLre12+3MmDGD4uJi5s+fz9ixY7FYLBQXF1NdXU1aWhpr167l+eefJzY2lpMnT7Jz504efPBBZTxd0Hr8uQNXgwC1Zi2TTqejW7duJCQk0L9/f/r3709UVBQ2m42SkhKys7M5d+4cJSUl5Ofnc+rUKaD5UgzZ2dnMnDmTIUOGMG7cuCYDe2pra3n88ccZOXIko0aN4m9/+5tTmrF9+/YxceJEBg8ezIwZM5RjewKN5O+vTC1gt9uxWCwd3o8kSfz4449ceumlbl/I2RYcq5UGBARQW1urzK3Af9PdOJY8yM7OJicnh/HjxwMX55Huvvtu/vOf/wCwbNkyXnrpJXr27MnYsWNZtWoVVVVVXHbZZVxyySXKsbdu3coXX3zBhg0bSElJYfTo0bz22msUFxcTGRlJZWWlyzZrNBpGjBiB1Wrlp59+4rHHHuN//ud/0Ol01NTUMGPGDO666y5eeeUVtm3bxqBBgwC47bbbiIqK4tixY2i1Wnr06MHq1atJTk5m1apVbNq0ibq6Oq6//nqWLl3qto6rsrISg8HgVDLCXzh37hwxMTFERER4uyntwt/bDxdfzqqrq1udHssVjkENb7/9Nrt27UKn0zFgwAAmTZrEqFGjlKhWuDgPPHHiRGbMmMHs2bM5ceIE8+bN4+2332bo0KFO+3788ccxGAwsX76cqqoq5s2bx+TJk5kzZw7Z2dnMmDGD1atXM2rUKD788ENWr17N3r1721ympTUIB9RKNBqN1yPhTCYTZ86cwWAwkJKSgl6vZ9OmTU5W3TEqTiYlJUURH7PZzHPPPcfNN98MwDfffMOaNWuYNGkSv/zyC0ajkbVr13LkyBEmT56sOKSMjAyqqqp49dVXKS0tJTw8nD//+c8UFxcjSVKT4gMQGBhIbm4uJpOJRYsWsW7dOn788Uc2bNhAWloaZWVlTJs2jcLCQqdOX6/Xs2vXLvbu3UtmZiY33XQT8+bNY8eOHWzcuJHPPvuMb7/9lmPHjvGvf/3Lrdda5e9lPktXcUAtITuk+Ph4/ud//ofnn38evV6P1Wpl5cqVTJ8+nUOHDinbHzlyhJqaGubOnYtOp2PEiBFMmTKFjz76yGm/RqORzz//nIULFxIeHk5SUhLz5s1j+/btAPzrX/9i9OjRjBkzBp1Ox8yZM4mJiWHfvn0dOp+mUL0AufNm9tTK+5aQJIny8nKys7MJDw8nOTlZKVH8/fffN3J4TZU8KC8vbxQZd9VVVxESEsKTTz5JbW2tki7nyJEj5OXlMXbsWEaPHs2WLVuUIbeKigo+++wzTCZTi9cjICCAhx56iLNnz3Ls2DGeeeYZbr75Zj799FPuv/9+ioqKmDBhArNmzWok7jqdjunTpyuLVIcNG0Zubi5bt25l4cKFdOvWDb1ez8aNG91SmE8t+HMHrgYBcnctoMDAQJKTkzEYDLz44oscPXqUf/3rX4waNUrZJjs7m+TkZKeX0ZSUlEb5Fs+dO4fVaiU1NdVpu/z8fOrr68nOznYa9ZD/fvr0abedjyOqFyB34o1IOKvVSl5eHhcuXKBPnz4kJCQob1cajYbBgwe7rJB42WWXOf2clZXlMjLu+++/JygoiFOnTjm5EZ1Ox80338zBgwfZuHEj8+fP57bbbqN3796kpaUxYMCAVrVfo9EQEhLiVKeooqJC+Vmj0TBz5kxOnTpFr169OH/+vLKd0WjkmmuuAZydW1ZWFoWFhUybNo0rr7xSGaK44oorGD16NFOnTiUnJ0fZj8Vi4brrrmP16tWtarM/owbn5u8C5KlaQHBxDkiv1zNgwACn597VGqHg4GDlczIGg6FRVVV5XsloNLoseudqP+5CCFAb6GwBMhgMZGVlIUkSqampjcZgtVots2bNcsqYLb8Bff755xw5coSnnnqKsWPHMmrUKO68805WrFjh9Jb09ddfc8011zRyI88//zwPP/wwGo2GL774gksuuYSioiLefvttZYLUFZMmTeJPf/oTWq2W2NhYfv31V06dOsWaNWsAyMvL43//93/54osvqK2tBWDbtm1cffXVTJkyhfXr1wNw5swZjhw5wvjx4xs5N4vFwqFDh9i8eTP/+7//y1dffcXzzz/Prl27lHVODz30kNKmJUuWkJ2d3err7u8doD8jHJBrjEYjQJPzMKGhoY1Eor6+vlHYdmhoKBaLxWktofy58PBwQkJCWrUfd6F6AXLnjdBZAiRJEsXFxZw9e5bY2Fj69OnjslS2RqMhISGBzMxMFixYwJgxY1i4cCFLly4lPz+fa6+9ltWrV5ORkYHBYODll19myJAhjBw5kmuvvRa4GJAgXyNHN/L3v/9dcSlbt24lNzeXv//97+zYsUMp4w3/FTytVotGo6GwsJBnnnmGPXv20LNnTxITE3njjTc4efIkl19+OaNGjSI2NpZevXpxxRVXMHz4cPLy8li5ciXPPvsspaWlDBkyhBkzZvDGG29QVVWlOLdt27ah1WqVEhRRUVHExMQwceJEfve73xEbG0tAQACDBw8mLy8Ps9nMrl27yM/PZ8KECR7/3nwFf+7A1SBAnnBAsgA1FYadmppKTk6OU/+UlZVFWlqa03b9+vVDp9M5vZBlZWXRt29f9Ho9aWlpnDlzxukzrvbjLlQvQO6kMwTIbDZz5swZqqurSUlJoXv37k0+kPKclJwxe9++fSxdupRHH32UG264QUkRIhMQEKBkHZBLNsycOZOvvvqqkRs5dOiQ4lq2bt2K1Wp1ck7y8eVO3263I0kSP/zwA8OGDaN///5KdoPExERWr15NWVkZtbW1/PLLL2RkZFBeXs6uXbt47733iI6OJiIigvfff5/vv/+eEydOMHLkSK6//nrmzZvHa6+9pgSBTJ06lZ07d2I2m7FYLBw7dozJkycrw4ovv/wy06dPp7CwkOXLl7NixQokScJms2G1WrFarcyePVsZkrvvvvu46qqrlH+XXHIJL730kvu+1E7E34fg1CBAnnBA9fX1QNNh2KNGjSI0NJQ333wTs9nM0aNH2b17NzfddJPTdqGhoUyYMEGJgCssLOStt95i+vTpAEydOpVDhw7x1VdfYbFY2Lx5M2VlZR5bj6f6hajgvuABT0fBVVZWUlhYSFRUlNNcT1M0J4iyoDhiNpvZvXs3jz32GGazmVWrVnH06FHi4uK44oorCA4OZuDAgaxcuZK6ujqmTZvGK6+80uS1kySJCxcuOLXBZrNRWVnJJZdcgl6vJywsjLCwMAwGA5WVlcq+zGYzNTU1vP7667z66qtO+y0oKGDVqlV8/PHHFBcX8+677/Lee+8BFx+gvXv3UlZWxpVXXonVauX3v/89c+fOpby8nLvvvpuwsDCWLFnCpEmTeP3114mNjUWr1aLVajlz5gyPP/44mZmZDBw4EKvVqgz7abVaDh06xMMPP9yomqs/4c8duBoEyFMOSK/XuxwJgYsBO++++y7/H3vfHd5U2b9/p2nSNN2TNk03IAgCQssWfV0UFcWtX8ENQrHoyxB4ZVgVFWlltMiWIbwgo8pSRgUKyCzgQgUL0jZpOlPajCYnyTm/P/g95z1p09KRpFn3dXFdQJOzkj7381n3nZmZiSFDhiA4OBjvv/8+UlJSUFhYiPHjx2P//v2QSCTIzMzEggUL2E3qmDFjMGHCBAC3IqklS5YgOzsbU6dORVJSEtasWWOTFmzADeaAgFuLnTVus7i4GH5+flb35DCZTFAoFFCpVIiJiUFgYGCr3ldeXg6apiGRSJr8bNasWfjyyy9ZtQQueDwe+Hw+GxUIBAKIxWLs378fSUlJ8PPzw44dO/Dmm2+2+57Cw8NZozytVovLly83W8js27cv+vfvj/79+yMuLg6vvvoqNBoNKIpiSezMmTOQSqXNnq+oqAhPP/00HnroISxcuJCddSIddDKZDCKRCImJiaz8T+/evTFx4kRW4UKn0+Gee+7BokWL0LNnzw7NcXQW/vnnH3Tp0sVpJ+avXr2KxMTETp216yjkcjnEYjFCQkKsdsz169dj8+bNLqeZ6BYRkLVgC0HSjriVthSRNZbsEQqFEIvFmDNnDlauXGnWnmkwGFBXV4fhw4e3+tx8Ph++vr547LHH2HQYgVAoxLhx41gjPcAyIfL5fMTHx6Oqqgrr16/H+vXrm5yHvP7LL7/EJ598YvFaysvLMXLkSEybNg3p6ekAbqUkuDJDEyZMQJ8+fdjmhKNHj4LP58PHx4dNH65ZswZ33XUXGxkZDAbweDw2enIGOPN+0lY+OvaGrSIgVxMiBdykBuSIrqgMw6Cqqgr//PMPQkND2eJgW6+nuQWHSPaQ5oTJkyfj4sWLePvttxEVFWXxPRKJBK+99hqef/75Fs/bq1cvTJkyBb/++isWLFhg5oFClBgap7AyMjLMuvWIenB+fj6uX7+O69evY9euXRajDoqi8PXXX+Orr76CTCZj/7+srAyzZ8/Gvffei8rKSqxbtw6DBw/G4MGD25Sz9vLyAp/Px6pVqzB27FhQFIUuXbqAx+MhPT0dy5cvB0VRaGhoQExMDIYOHcrWi06dOtXq89gLzrqAuxIBebyAWgdPBNQGWIuADAYDZDIZDAYDkpKS2r2zuV1ti2vnzUVKSgrOnTvXJGp5/vnn8emnn+LixYv45ptvLB7Tx8cHpaWl+Oijj9h8dH5+Pr788ktcvXoVqampyMjIaJIWJISYm5uL8+fPN3mdRCJBdHQ0CgoKsHLlSrNr4/F4UCqVLKn17NkTQ4cOxfbt26HX69kIr6KiAufOnbOYkly9enWzzwkATp8+zc5VRUdH4/r163j33Xdx9uxZ9OvXDwKBAJcvX0bXrl3ZqXCiekzTtMNESJ4IqPNhi++Dh4A8gJeXVxMvnraivr4ecrkcAQEBiIuLa9JZ1tbraQ8hWkrPkaiFiIwmJCTgxo0bTd47ceJE5OXlmV23RCLBe++9h4SEhBbP2xwhArcWH5qmMXnyZHz99dcAYFYDOnToEP744w8cOnQIhw8fxrp168zeTwgrNze32VRdc+dVKpX44YcfcM8990AikYDH4+Grr77C2LFj2X97e3vj4sWLoCgKjz32GFQqFV555RW8/vrr7MJJWtFJ2s6DtsGZyZMLW0VArpiCcwsCcoQUHE3TUCgUqKurQ0xMDCvL3hG0t7uvpWjkxRdfxKOPPooPP/wQIpEIPB6P/fKHhIQgJycHS5cuNXumHe0yJM0QpKX83LlzyM3NRWFhIVJSUpCRkYHo6GjceeedeOaZZ0DTNIYPH45ffvnF7DgURWHz5s3o168f0tLSEBgYiLKyMuTk5ODChQsYMGCAWdRF0zQrQVJbW4vk5GT2vgiJHTlyhD0+TdNIS0vDvHnzUFVVhUceeQRSqRSPPfYYTCYTaJpm60lA5xGSs0YQngioebiiGyrgJgRkLbSXgBoaGiCTycDn89G1a1eL0jntQUcWfkvRyPLlyxEZGYm8vDwIBALEx8c3WeSvXbuG+++/H3fffTdrItfe6yBRD3mm5JdWIpG0GMV4eXnh3nvvxZ9//tkkVVdTU4PXXnsNPj4+GDZsGM6ePQuDwcDq43399dc4d+4cli1bBplMBoZhkJiYiJycnNte78SJE9m/R0dH47XXXsP333+P0aNHIz09HX379kV6errZfTUmJHKPtiIkZ44iXIWAbBUBRUZGWvWYjgBPnqANaOscEPHIuX79OutWai3yAaw/GLt161bs3r0bv//+O/z8/FBcXIz77rsPO3fuZBd6YsPA9QhpDwFxF+n2RAgZGRnw8/Mza2oIDg7GqVOnsGTJEgwZMgRHjhxh27mBWxGSRqNBdnY2bty4gaCgIMTGxjY7W9EYmzZtwpUrV8zuQavVYvTo0awaN2loEAgE8PHxgVAoNJvfIMOwFEXBaDTaZK7MmRdwZ752Ak8NqPVwCwKytitqa2A0GlFcXIyamhokJCQgMjLS6r9c1hqwlcvlmDVrFvh8PmpraxEVFYWNGzeie/fuOHbsGHJycrB582YAt7Tczp07h6FDh7b7OkjKjZBPe56LRCLBuXPnMGnSJAwbNgyTJk3C+fPn0bdvX3bobuDAgU3eR1EUtm7divPnz0MsFrfp3L/++isWLVoEhmFQW1uLr7/+GjRNY+zYsewkeWM0R0ikhmYymUBRFCiKYp+Ju8JVhlA9NaDWw5OCawNaG3GoVCp2GK1r164dajRoCdYgILlcjtTUVDOLb5VKZaak8NVXXyE9PR0rVqwAn89Hdna2mdp2a6+jccqtveRDcLtU3eDBg/Hzzz83SdPV1dVh4sSJmDp1Kh555BE8++yzeOihh1BTU9OkXsTF/PnzkZGRgZSUFJhMJkyYMIGdO+LWiprDlClTkJ+fzw4a33///fj444/N0nUA2HoYn89vc3To7Ck4VyAgwPop1oaGBpsJgnYmPATUBtyOgLhupdHR0QgODrbpL5Q1UnA5OTlm5APcahMvLCxkp66Tk5Nx8ODBZo/RGgJqnHKzx0KTkZFh1lEnEAjg7++P/fv34/Tp09i5cyf7JyAgAHq9HjRNw2g0mtWLSNNCQEAAKwnUHpw9exa7du1qYmXBXaxommYJiFs/IkTUGkJy1kXclQjIFmrYnhSck8IeXXCN3UpDQkJs/stkjQiosLCwiVxPc4Z27b0Oa6Tc2oPo6Gh8//33eOGFFzB48GCkp6ezabqJEyciPz8ff/31FxYsWACRSMTWZYD/adW1pjmhNVCpVCgqKkJmZiYGDhyI8ePHQ6lUNnmdl5cX69ciFArh4+MDb29vtv5IFBqMRqPLpexcgYC40b01odPpPCk4d4clAiL1gPLycoSGhiIyMtJuLbfWICAfH58m/ycQCHDu3DmzGsoXX3zRrFRPc9dh7ZRbW2A0GiGXy+Hn54clS5ZYvE8AiI2Nxbvvvovvv/8eVVVVTY6xcuVK8Hg8PPvss+jXrx9rOdFSqs4SFAoF7r//fixatAgxMTGYNWsW0tPTsW3btmbf07hjjkRELXXYeVJwnQtyD9a8D9K04ooRkIeA2oDGXXBGoxFlZWXQarWIi4uzmWJsc+hoCu7nn3/GX3/9BaFQyEZBxME0ISGhTcKHjRe+zki5EWi1WrYGFxsb26oNwYABA3D+/PkmWnU+Pj5YunQpli5dim7duiEtLQ2bNm1CQ0ODWWs38VdqDt27d8eOHTvYf8+aNQvJyckwGo1mXXjbtm3DkiVL2H8rlUrU1dWhoqKCvQ9SU2xMSMQzxmg0soTkTAOxrkBAtuqAA+CSNSDn+XY6AMgXi2GY27qV2gPkl7W9u96AgABkZWWx7qV9+/ZFYGAgpk2bBpqmcf/992PgwIFYtWpVq66DoLNSbgzDoKamBiUlJQgLC4NEImn1YmCprTswMBAXL17Ejz/+iIkTJ+LmzZvIyclBXV1dk9buuLg4MxfWxrh06RJ27txpdq2kQ46LF154AWfOnMGZM2dw9OhRhISENFt34nbY6XQ6KBQKhIeHs9Eet8POVi3f1oQrEJCtOuCA5s3onBluQUDWrAEBt9SXb+dWag9wUzPtQXJyMoqKiqDT6fDJJ58gLCwM48ePR2BgINLS0nDo0CHs3r0by5cvx969e5s9DknBcU3fbJGKaAkmkwlyuRxKpRLx8fEIDQ1t07mba+uWSCQYPHgwsrOzUVRUhF69ejV5L/FZqq6ubvEc06dPh0KhAAAsW7YMTzzxRIvX+NlnnyE1NRWjRo1q9jXEPbe8vBxSqRQRERFs7UgoFEIgEJhZbzhyy7crEJAtIiCNRgPANQnIk4JrA0iBWqVSITk5GSKRqFOvp6MREEVRWLFiBaKjo7Flyxb4+/tj/vz5Zqrc0dHReOONN7B3716MHj262evozJSbTqeDTCaDUChEYmJiuzcEt2vr9vb2xgMPPIC///67SePGtWvXkJycjAceeADPPfccHnvsMdTX15vVit555x1WtufOO+9kHVktoaKiAuvXr8eFCxeafQ2pcxmNRotDzo1TcI077MgxALSr5dvacOb6FYEtIyBXTMF5CKiVIG6lwK3CdWeTD9BxAtq5cyfKysoQFhaGO++8E4sWLQKfz8fGjRsxePBg3HHHHezxb2cVQdxR/fz87LpTu3nzJsrLyxEWFobw8HCbE1/j1m7is/T+++/j0KFDyM/Px8GDByESiVhCJm3dfn5+zap1N8b69evxzDPPICIiwuLPCenu3r0b27Ztg5eXF8LDw5Gbm4vo6Gikp6ezahVjx47Fu+++e1tC6mwNO08EZBmEgFyxC86TgrsNTCYTZDIZFAoFpFKpzYZK2wOySLQ1lSKXyzFz5kxMnjwZAPD666/jiy++YO/t119/xcKFC9kOv40bN+Kpp55qchyS1uHxeIiKioLBYIBcLseVK1dQUlKCmpoa6HQ6m+xsibhrZWUlm3qyx+JlKVVXWFiI9PR0fPfdd7h27RoWL16MkJCQDrV15+Xl4f/+7/8s/qy+vh7FxcUoLS3F2rVrcfDgQZw9exZPPPEE0tPTsWbNGuj1epw/fx7Hjh3DihUrcOnSpSbHadzyzZUMIuRE7sEeKTtXICBPBNQ2eCKgFmDJrVShUDhU7rytrdhE+aC+vp5dHL/44gvs27ePtebeu3cvJk+ejLvvvhsmkwkTJ07EAw88YHYcbsrNy8sLISEhCAkJAcMw0Ov10Gg00Gg0qKqqgpeXF/z8/Ng/HbVbpigKMpkMPB6vU+ybW0rVRUREYMKECdi5cydb7yEgbd00TeP555/H3XffbXGxqq2tRUlJCfr372/2/8TEsLa2FhKJBN7e3sjNzWVtxwcMGIBly5aBpmloNBoYjUZotVqYTKZm29AJbtdhZ6nl2xbRkbMTEElBWxOkBuQhICdGWxZqIiJaWVmJyMhIs9ROeyIOW6KtBESUD7i+Rnw+H2lpaWbq2Js2bWr2GFz7hMb1Hh6PB5FIBJFIhLCwMFawU6PR4ObNm1AoFKzHD0nXtSWqVKlUKCsrQ1BQEOta6ohorq1bJBIhNzcXubm56Nq1K5577jk8++yz8Pf3Z+tFJKLjLvCkycJgMCAhIQE+Pj4ICAhAcnIygFukPH/+fDz55JOYOHEivvvuOyQnJ0Or1eLVV1/FgQMHMG7cOPbali5dCoVCgfT0dNTW1sLLywuZmZl4+OGHATRPSORzN5lMMJlMAP6n0tBRQnKVCMiTgms93IaAWovbuZU62rBfW2eBmlM+OHXqFF544QX88ccf8Pf3x5QpU/DCCy+Yva49g6U8Ho8lG+DWQkoIqbKyEhRFwdfXl32Nr6+vxWNyd/9RUVFW8VOyJSzVikgNSC6X45tvvsGuXbvwySef4JNPPjETJyWvLSsrg0QiYes9Pj4+SEhIaELYSqUS48aNg5+fH+bNm4cPP/wQ3bp1w6FDh6BSqfDQQw+hrq4Ov/32G0QiEcaNG4eVK1ciPz8f48aNw0svvYTLly/jwQcfRGlpqcUmDkuExI2MSPcjeU176keuQEC2qgH5+Pg4VPrfWnCLGlBrUV9fj6KiIggEAiQnJ1vccVjbAqGjaGsElJKS0uQXRCgUor6+Hl26dMEvv/yCw4cPIycnx8xywZJ9QnsWCz6fj4CAAERFRSE5ORldu3ZFcHAwm1a7evUqSktLoVQqodfrwTAMjEYjSkpKoFKpkJCQ4PDkA7Tc1p2amoqsrCz8/fff2Lt3L3r27GkWUZB6UVZWFlvvCQoKsliDLCoqwr/+9S/07NkTW7duhUAgwA8//IBXXnkFAoEAoaGhGD9+PIYPHw5fX1+o1WpUV1cjNDQUe/bswYsvvggA7Dlau8h5eXnB29vbYss3qR8RH6bW1o9cgYBscQ9ardYlox/AjSKglhbqtriVOhoBtTUiy8jIwNKlS9l/8/l8+Pv7w2Qy4fnnn2cjlhEjRmD37t3o06dPiym3jkIgECA4OBjBwcFm9SO1Wo3Kykr2efv4+CA2Ntaqfkq2Rmvauu+//362hsOF0WjE6tWr8ddff+HFF1/E008/3UQGqEePHti7dy9mzJjBqnIDQL9+/fDtt99i2LBhoCgKBw9Xmc0hAAAgAElEQVQexEMPPYSNGzfiP//5D6KjozF69GiWbFJSUnDlyhUsWbKk3Z+tNTrsXIGAaJq2eqTiql5AgBsRUHNoq1upoxFQW2tSJL3StWtX1NfXo2fPnli/fj0++OADbN26FQMHDsTNmzdx8OBBDBkyxGz3auv5Hm79KDQ0FDU1NaiqqoKfnx9MJhOuXbvWofqRo6K5elFkZCROnDiBgoICTJs2DQ888ACOHDnCDpOePn0aNE1j3bp1bM1OLBZjx44dmDp1Ku6++27w+Xw8/PDDeOutt8Dn8/Hyyy/j/fffx/jx47Fr1y4At9Ky169fxwMPPIB+/fqhoKAAW7ZsYa9t6dKlePzxx6FSqdjr+/PPP/Hhhx/inXfesXhPXELi2kxw03bk+0T+uAIBebyA2ga3JSAi21JRUYGIiIhWt/E6IgG1JQLas2cPGIbBnDlzkJ+fj759+0IikWDhwoWYMWMGBg0ahPj4eKSlpUGj0XTKYKnJZIJCoUBDQwMSEhLYXz6TycR211VUVMBgMLSqfuTosGQbIRaLcezYMQgEAuTl5WHHjh3Ys2eP2ftomoZQKMTIkSObRFobN25k/3716lVcunQJKSkp4PF4eOmllzBmzBjs2rULo0ePhlAoRFJSEoYOHYpvv/0WBw4cwMmTJ83qRYcPH2aPt3XrVqxduxaTJk1q1f21VlSV6OI1tmh3JnjcUNsG5/uE2wnuwtQRt1JHJKC2XE9eXh6EQiEeeeQRs/+vr6/HokWLcOHCBezatQsajQYJCQmdompw48YN0DSNxMREs50fn89HYGAgoqOj0bVrVyQnJyMoKKjF+pEzgNSL3njjDfTv3x+vvvoqCgsLIZVK0aVLF0yaNAlHjhzBgAEDmryXoijs3LkTv/76a7P3W1xcjPHjx7Mmg9u3b8c999yD3Nxc/Pe//wUAyGQynDt3DmPHjsXp06eb1IsIKioqMGfOHKxevbrd6dDGLrECgQBqtRoajQZisdgutuW2gq1qQK5KQG4XARG3Uj8/v3a5lVrDAsGaaEsNqKqqCsePH0daWhrrykmwZs0aUBSFTz/9FNeuXcOePXvw448/2pV82qpqQIYnG88fkfoRn883mz/qLM2+24EoTYwfPx7z5s1r8tkQDBs2DL/99luTLka5XI4hQ4agZ8+ebFt3YmKiWb0oIiICQ4cOhUgkQu/evZGdnQ2lUom3336bdbrNyspinW4b14sIsrOz8fzzz2P37t1N0nQVFRV4++23UV5eDn9/f8ydO7fJ/FhjEBNHsuEhChKNW74dSTKoJdgqAnLVFByPcaTV1IagKAplZWUddiutqKiA0WhETEyMDa6y7SgpKYFYLEZ4eHiLr5PL5ZgwYQJ+/PFHPPzww1ixYgXmz5+Pvn37IiMjA3V1dXj11VdRXFwMHo+HDz/8EGlpaXa5B7IIqVQqSCQSqyiL0zSNhoYGNmWn0+ng4+NjVj9yhEXMZDKhrKwMer0eUqm0RYmnsrIyDBw4EBqNxqy1+8svv8TRo0eRl5fHCqL269cPV69ehcFggMFgMGsDb40UEHCLGN9//31cuXIFu3btglarRbdu3bBq1Sp88MEHOHHiBJumGzBgAH744QeMHDkS06ZNQ1VVFR566CEcOHAAUVFRFo9vNBohk8nAMAxiY2Ob3SBwU3UkGiLLlqMRUklJCUJCQhAQEGC1Y06YMAFRUVFYvHix1Y7pKHDMLaENUFlZybqV3m4qvCU4WgquNddD1A9qa2sBAMeOHUNqairOnz+PmJgYMAwDPz8/bN++3e4pN4qiIJfLAcCqqgZc9QXAvH5UXl4Og8EAsVgMsVjcafUjvV4PmUwGgUCAxMTE20bjJFWXm5uLwsJCpKSkICMjA9HR0Xj88cfx+eef48iRI9i+fTt27txpNmxMoqbc3NwWO/OuXr2K+vr6JvUiADh8+DAGDhyIxx57DCNHjoRAIIBKpWLTdD///DNrHREREYHevXvj8OHD7ABs43svLS2Fr68voqOjWyQQZxJVtYUSgqcG5AKIjIxEUlJSh8gHcDwCak1KkHjYkNdxdcmIWKa97ROAW+nQf/75hzXAs6WkjqX6UWBgIEsC9q4fqVQq3LhxA/7+/oiNjW11Kpi0dh86dAiffPIJoqOj2Z8JBAKMHDkS69atQ2pqapP3UhSFzZs347vvvoNOp7N4/ObqRQBw8uRJ9u8CgQAbN25Ejx49UF1djdGjR2PAgAFsWq64uBinTp1CeXk5Vq5cicGDBwO4JSvz4osvon///njqqadw5cqVNpMFV8NOJBKxGnbkd5NbP7K37YStlBBcNQXnNhEQ8UTpKJyRgE6fPs0OORIYDAacP3+eFRO1J/E4gqpB4/qRTqezS/2IdF9WV1cjOjraZveempqKCxcumNWLeDweampq8NJLLyEwMBCPP/44nn32WXTv3h0rVqxgbSPGjBmDe++9F3w+n60XAbcsJ7g27a+88opZW/eaNWswY8YMpKamolevXhg5ciQqKyuxatUqhIeHg2EY/Oc//4Gvry9OnTqF6upqpKWlobCwsEPPoXHL9+007MjfbQFbRUCuqAMHuBEBWdOUzpEIqDXX06dPH5w9e7bJ+wYMGGB38uF62BBNs84GsSEnu0xu/UipVKKsrMwq9SOaplFWVgadTscW3G2F5qSA9u7dixMnTmDHjh3YvHkzNm/ebKaq3pJtRF5eHoDm03QNDQ1Yt24dmy564okncP36dWRmZiInJwfl5eU4cOAAvv76awQFBWHr1q1Qq9XYt28fXnrpJQBAXV0dhg0bhk8//bRZ/6mWcDtRVZK6I6+1tqiqrSIgTwrOAwDOKUY6derUJv8XEBCAjIwMu5KPVqvFP//8A29vbyQmJjoE+VgCqR9FRkYiMTER3bp1Q3h4OGiaRnl5Oa5cuYLi4mJUV1ejoaGhVZE1RVG4ceMGTCaTzckHaF4K6O6778aUKVNw4sQJ/Pzzzxg0aJBZLYWiKNTX1+ODDz5o9tjNpek+/vhjdv7o4sWLOHnyJObOnYuYmBhQFIWGhgZUVVUhKSkJly5dQlZWFgQCAb799ls2RZeeng6FQoFZs2ahX79+HS68N275JpEvV3vPmrbltoiAPFI8HrBwNDHS1hDioUOHAAD9+/dnFz6j0djqbqiOgmEYKJVKVFVVITIyEiEhIU41MOrt7Y3AwEAEBgaCYRgYDAa2oaGmpgYAmthNcO9PrVZDLpcjODi4TTNnHcXtpIC6detmMbVoMpmwZcsWXLx4sU1t3RqNBm+++Sa++uorqFQqjBo1CmPGjEFeXh54PB7i4+NB0zTq6+sxZcoUZGZmYsaMGTh58iQSEhKwYsUKVFVVQSQS4eOPP8aDDz6IwYMHY8SIERZnoNqDlkRVSYTU3oYGbmRlLRgMBhiNRk8KzoNbcMQU3O0IkQwbrlq1Cj179oRGo2EN5GztpcNVNYiPj3f6nRyPx2u2flRfX4+Kigqz+pFer4dSqbRpvacjsCQD5O3tjR49ekChUCAzMxOZmZno27cv/v777xbbukNCQnDgwAEAwIgRI/Dnn39i0KBB0Ov1qKiowEMPPQSpVIopU6bgvffeg7e3N1QqFV577TUUFBQgLy8PdXV1bEt2QEAA9u/fj5CQEJvdvzU77LiSVdYCsWLwpOCcHK5aA7pdCo5oqHl7e7PDnXv27EGfPn1sTj4tqRq4Ckj9KDw8HPHx8ejevTvbVlxeXo6amhoIBALodDqo1WqH+u4At2pFfn5+rKqBUChEQEAA6+66a9cu1qZDq9XCYDAAuJWq02g0yM3NtXhcMqh69OhRrFy5Et26dcORI0cglUpRVVWF0aNHs/5TQ4cOhUwmw5o1a3D9+nVoNBp89NFHGDRoEPbt22dX4m6uw46ofLfUYWeLCEir1QJwTTM6wBMBtRmEgBxFOLE5QmQYBjKZDHPnzkV1dTWkUikeeOABiMViREREtGg4Zw3U1dWhvLwcoaGhrVI1cBV4eXlBKBRCq9VCJBKhS5curEKDQqGAyWQy068TiUSd+mxami0CgLS0NKSlpaG4uBinT582ey9FUdi0aRP69u2LRx99FPX19cjJycGZM2dwxx13YPr06QgODjZ7j0qlQklJCZvO5PP5+OCDD2AymfDCCy+goaEBJSUlkEgkeOedd7B27VokJibi0Ucftdsz4aI1oqrkdSRSskUE5IqbN8BDQG0G+TI6CgFZioAI+QwcOBB1dXUAwLqIHjx4EH5+fnjwwQexdu1a9O3b16rXw1U1iImJsYqqgTNBo9FALpcjMDCQdWwViUQICgpqV/3IHrhdrQhovq27trYWr7/+OkQiEZu6MhqN+Pnnn7Fv3z6cO3cOI0aMwJkzZwAAP/30E4BbKbrq6mpUVFSwPkJisRixsbEICgrCnDlzMHr0aJSUlOD8+fOdRkBc3E5UVavVwsvLCxRFWa3DztUjIE8Kro1ovBvqbDQmIJLDXrZsmVnKh6ZpaDQazJgxA//6179QVFRk9WuhKArFxcXQ6XRITEx0K/Ih8z2lpaWIjIxEVFRUk+8cqR+FhIRAKpWie/fuiIuLg0gkQn19Pa5du4Zr165BoVCgvr7eTMmgs2EpVRccHIwzZ85g8eLFCAkJYQvmwP+GnZctWwbg1gZo9uzZePjhhzF79mxs27aNTc0tX76cTdGNHj0alZWVYBgGGo0GR48etVoDgrVBOuy8vb2hVqvZWl/jDjvyXNqzZrh6DcgTAbURZFFxFALipgS5jqUXL15k8/UEFEXh+PHjyMvLw8svv2zV61CpVGyUFRkZ6TDaXPYAMTTUarVtarTgzh+RNm9iV15dXQ29Xg+RSGRmN9FZz7WlVF3Xrl3x9ddfQ6FQmL3HaDRixYoVUCqV2LNnD/R6Petj9OWXX+Lll19GXl6e2WYoMzMTFEUhMzMTc+fOxXPPPdeueSB7gWEYVFRUoL6+HnFxcWafvTVEVT0E5EKwhpI11zzLEUCuhUQ+xHFywIABOHPmjJkCglAoxLhx4yzKtLQXjqBq0JkwGAwoLS2Fl5cXEhMTO6SY4OXlBX9/fzZyNBqNbLqurKys0+tHllJ1dXV1UCgUSElJwe+//97EVC8wMJCV5yEgG6UNGzbg22+/xblz59gUnVgsNnPsdWSQwWK9Xo+EhIQm9hS3a/kGwJJTc4REUnCuSkDus021IhypE47H48FgMKCiosJM30soFJqRDxmuzMjIsNq5jUYjSkpKoFKpkJCQ4Hbko9FoWC27+Ph4q9s9eHt7IygoCBKJBF27dkViYiICAgLYQv3ff/8NmUyG2traJhYNtgbZeJSXl0MqlWLGjBlNUnSBgYE4e/Ys+vXrZ/EYJC3cXCedI4N894miR2u8kby8vODt7W3WYcfn81vssCME5GlC8ICFIxAQiXoEAgG6dOkCrVYLuVwOhmHw559/YuvWrQCAgQMH4pdffoFEIsHhw4fNxCs7AnI+sVgMqVTqEtbYrQXDMKitrUVlZSW6dOli0zkVAh6PBx8fH/j4+CA0NJSdP1Kr1aivr0d5eTkEAoFZQ4OtPpPGkkI+Pj7w9/dvNkU3YsQI/PHHHxZJkqIoFBYW2uQ6bQWKolBaWgofHx9IJJJ2p0Vb02FXVFTEtoG7ItyKgKyVOutsAmqccgsJCTEzZQsLC0OfPn0gl8sxffp0pKeno0+fPoiMjLTKucni64yqBh0FkeNRq9WIi4vrtNSIJf06bv1ILpfbpH5kMBggk8nA4/GQkJBgFvU1101HdOksFeKFQiFSUlI6fF32QkNDA0pLS9lap7Wbm7iElJ+fj127diE2NtYq53BEuBUBWQudSUDcoiap9xDweDwolUpkZWXhwIEDCAoKwhtvvAEAiIuLw9WrV9kaQnuImKtq0JmLb2eBLL6Adb2LrIHW1I+I95Gfnx98fHzavHjqdDqUlpbCz88PUVFRrSY00sDw2WefYePGjewOn6gpWDMtbEuQRpuIiAgzm3JbYMeOHVi4cCFGjhyJzz//3Kbn6ky4jSMqcGsBsQZxXL9+nY067AVulxtgedqaOGaqVCoYjUZ4e3vD398fTz/9NORyObZt2wa1Ws0uTMCt+QJ/f392BqU56HQ6yOVyCAQCSCQSh7W3thW0Wi1kMhn8/f3btPg6AhiGYZULNBoNtFoteDweq+zt7+9/WzIli29YWBjCwsLavfMvKytrdujVkVFbW4uKigpIJJJmLdOtAYZhsHz5cqxbtw5jx47F+++/71TftbbCrVYRa4bL9uTtxi3Wzd1HTk4ONBoN2+ppNBqh1Wqh0+nw66+/QiAQmKXrSA3h5s2bUCgU7I7U39/fzHLAXVUNgFvP/ubNm6ioqECXLl3abeXembBUPyJ2E+Szba5+ROabampqEB0d3eHFtzVDr44E0mxx8+ZNm0f9RqMRH3/8MXbv3o1p06Zh/PjxTvddayvcioCsBXum4Lgpt9t595w+fbpJoZeiKBQUFLBOlgTcGkJEREQTy2qj0QhfX1/QNA2KoiCRSKzqc+8McJR6j7XB4/FYO3Ly2VuqH4nFYuj1euh0OsTHx9vcQsLRwDAMysrKWCFdW9qHaLVazJo1C6dPn8Znn32GJ5980mbnciS4VQqOtDd2FDKZDEKh0CpF/ebQmpQbF2VlZejduzf0en2Tn91xxx348ccfW50yZBgGWq0WZWVlbDcOaeMm6TpXT8EZDAa2q1AqlTpUvcfWMBgMUKlUqK6uZh1zO1o/cjaYTCbIZDLQNM2qc9sKtbW1eOedd1BUVISlS5fi3nvvtdm5HA2uvYo0grMoYrc25cZFTk6OxWsSiURtlrQnheuAgABWz6yhoYGVGyEOoYSMOnNC3xZw5nqPNUDTNJRKJcRiMaKjo80aGqqrq9n6EVe/zpVAhosFAgFiY2Nt+vnL5XJMnjwZ9fX12LRpE/r06WOzczki3IqArAVbElBbUm5cXLhwoYn0DgD07t271UXellQNSMoGaL7DihCSUCh02h0yKTa7Y4s58D/zPG69j8/nW6wfNa4dkqYGZ55ZIZ1+ZPNhy8//6tWrePvttyEUCrF161YkJiba7FyOCg8BtQO2sOVua8qtMSwZiwmFQgwbNqxV7zcajSgrK4PBYGCHC5sDmdAnCs8URUGtVkOtVqOyspI1ZCOE5AwLEsMwKC8vh0qlQmxsrMuqD7cEpVKJysrKFs3zWqofVVZWgqIos/kjsVjsNCSu0Wggk8k63OnXGhQWFuLf//43pFIp1qxZY9N0viPDrWpANE1bjBLaiqqqKnYWxhpoT8qtMUgLtkajAUVR7K70/Pnzt42AiKqBr6+vmZpve8AdiNRoNKygJjdd52gLktFoNMv3u1pK6XbgCmpKpdIONVtw7SY0Gg1omnaK+hHRtLOHc+3hw4fx/vvvo3///li+fLnbNfdw4SGgdqCmpgZqtRrx8fEdPlZ7U26W0NYZC3uoGjRekBiGaZKu60w0NDRAJpOx9Q53q/eYTCbI5XIYjUarky9R5uDOH5FmFkepH3HbzKVSqc0j323btuHzzz9HWloaFi5caNPOOmeAh4DagdraWty8ebNDOduOptw6Cq6qQUxMjF1ajMnsEXdBEggELBnZu35w8+ZNlJeXs5PtjrgztyWIpplQKIREIrH5s+fWjzQaDRoaGjq1fkTSrmq1GrGxsTZtM2cYBrm5ufjqq6/w8ssvY/bs2W632bEEDwG1A3V1daiurkZycnK73m+NlFtHoNfrIZPJ4O3tjZiYmE5rqSZqyOQPRVHw9fVlCclWdgPclFNMTIxb1nuIc6u1Nc3aAm79iPv5c/XrbHVdNE1DLpfDYDDYPO1qNBrx0UcfYc+ePZgxYwbefPNNm53L2eBWTQiO0IZtzZRbe0Am30NCQhAREdGpu34vLy8EBASwOXCuXExNTY1N2n2NRiPkcjlMJlOrZfRdDSTys5eSd3Pg8/lmnz83XVtbW8uma8nnb63uSqPRyHo4xcfH2zTq0mq1mDlzJs6cOeNWA6athVtFQKRjq6Mg3TJ33HFHm87NTbnZm3xomjbb9Tu6XTZXKoibruGm69qawiD1Hl9f3w7J6DsrGIZBZWUlbt68aZd6R0dgq/qRXq9HaWkp23Bjy++AUqnEO++8g2vXriEnJ6eJGokHHgJqFxoaGnDjxg307Nmz1eftzJQbV8U5JibGKXf9XKkgonfXlu4q0uUUHh5u8xZbRwRJOVEUhdjYWKf7DtA0bVY/0ul0ba4fkQHj4OBgm0f/3AHT1atXu92AaWvhScG18zit5e3OTrmp1WozVQNn3fUTe+fAwMAm6s5VVVWsHQFZkEhdq/Gu39EjP1uATPbz+XwkJCQ4xVxWY3CjH8B8Q0Lmj1qqH9XX16OsrMwuaccrV67g7bffhkgkwrZt25CQkGDT8zkz3CoCAmBRK62toCgKV69eRa9evZollM5OuTEMg+rqaiiVyiaqBq4Gol3H3R37+PhALBZDq9WCYRin3PVbA8RALSAgwOaT/Z2J5tr9/fz8YDQaoVQqERMTY/OZm3PnzmHq1KmIi4vDmjVrEBERYdPzOTvcKgICrOOKSqIIEtU0Rmen3LiqBu6gYsxtVgBu3f/NmzdRXV3NvqaiosLqxWxHB0k7uoOskEAgQHBwMIKDg9n6kVqtRk1NDYxGI/h8PlQqFTsYa4uut0OHDmHOnDlISUlBTk6OWw+YthZuR0DWANc2t3FKi6TcyM/s/UvPLbQ7a7qloyCimeHh4QgNDWXTdVypIG66ztWeETf6dce0I4/Hg1AohE6nA4/HQ2JiIpuy44rpktqRn59fh1PT//3vf5GVlYVRo0bhs88+c/sB09bC7VJwFEV1OAJiGAaXL19G9+7d2bSOI6TcbK1q4Ojg1nua8y+yJBVkr9kTe4CmaXbAWCqVunz0awkmkwmlpaUAAKlU2mTOrXFDi8FgaPd3gGEY5OTkYP369Xj11Vcxc+ZMp62zdgbcLgKyRgqOx+OZzQJ1dsrNZDKhvLwcWq3WpYzT2gIiKXM7MVXSrECiAkuzJ9xWX2eqG5H5Fh6Ph4SEBJf3bLIErrpDTEyMRTLgNrSQ97Rn/shgMODDDz/Evn37PAOm7YTbRUAGg8EqStZ//vkn4uPj4evr26ldbo6iatCZ0Ol0kMlk8PHx6ZCkjCWpIGexGiA2Au6qaQf8r+EiMDCQ9bFqK8h3gETJWq2WVXcnf3g8HvR6PWbMmIFz587hk08+wRNPPGGDO3J9eAionbhy5Qqio6Ph6+sLwP4pN8CxVA06C/X19VAoFGb+NdaCJakY7s7YVlJBbYVKpUJZWZldbAQcFcTHiNT9rPUMGs8frV+/Hvn5+QgNDUVlZSXmzp2L5557zi2fuTXgdgRkDVtuhmFQVFQEoVCI4ODgdk3ldwQ0TaOyshJ1dXXN1jpcHVzzPHs9A26qRqPRdLozKMMwUCqVqK6uRnR0NJtScjcQaSF7WClcunQJCxcuhEKhgFarhdFoRFRUFFatWoUePXrY9NyuCPfL13QQpMstMjKS3X2bTCZ2EfL397dp3YCrapCYmOhUNQprobX1HmtDKBRCKBQiJCTEojMo6axqr1RQW8AwDBQKBTQaDeLi4thI3J3A7fazh4ngX3/9hRkzZkAsFmPnzp2IiIjAhQsX8Ouvv3aqpp4zwxMBtRLNdblxNavUarVZ3cDf39+qC5GrqBp0BKTmZS8LgdaC21mlVqtZm3JbGLERQVWapiGVSjvdU6cz0JiAbb0JOXv2LKZNm4b4+HisWbMG4eHhNj2fu8DtCMhkMsFoNLbpPW3pciN1A2JRTRYi0nnVnoiF7PRqamrskmZwVJBah6PXvBpLBWk0miaF7PY2ixAxTZFI5JaCqoBtTfQs4cCBA5g7dy4GDhyInJwct5ursiU8BHQbdETLjSxERNFZq9XC29vbbAjydgsIV9UgJibGLec6uKkWZ6x1cAvZarWatSnnputa870ihXZHJ2Bbgujaka5PW0fAW7ZsQXZ2Nh599FF8+umnbpnytiU8BNQMbDFYyjVgU6vVZorOJDrinoOrahAdHe0w6SZ7wmQyoaysDHq93mUGK41Go9n3gKbpJrNHjb9rSqUSlZWVbh0B6/V6lJSUwM/PD9HR0TYlYIZhsHTpUmzcuBGvvfYa3nvvPbeMNm0NtyOg1rii2mOwlJumIbUjb29vdhGiKArV1dVuaxcN/K/eIxAI7LLb7QxY8r3hfg/EYjGqq6tRX18PqVTqlkPGwP88uGzRbt8YBoMBmZmZ2L9/P2bOnInXX3/dZudyd3gIqBE6yz6BSMSoVCrU19eDpmmIRCIEBgZavYjtDHCWeo+1wZUKUqvVoCgKPB4PwcHBCAwMdHqpoPaAiKpGRUUhODjYpufSaDR47733cO7cOXz22WcYPXq0Tc/n7vAQ0P9HZ2u5AeaqBhEREWZT+a4uoEnAMAxqamrYhgtnq/dYC0RShsjGkBoSVyrI39/fpTvguHNO9nDxVSqVyMjIQHFxMXJycjBs2DCbns8DDwEB6HwtN6BlVQNLu2Ju7chVoiOTyQSFQgGdTucy9Z72gDh3BgUFITIykv1suVJBarWatSnn1o9cpU7BMAxrIR8bG2vzOafS0lJMnjwZWq0Wa9asQa9evcx+fu3aNcyfPx+XL19GSEgIMjIy8OSTTzY5jlqtxvz583HixAnweDw8+eSTmDFjRpMN4+HDh/HFF1/ghx9+sOl9OTrcbhC18ULd2Y6l5BetJVUDroBmly5dzGpHNTU14PF47M+dNToiO35vb2+3FdIE/jfVb8m5k8fjwdfXF76+vggPDzeTCqqoqIDBYHBIqaC2gmsfnpCQYPPOsz///BMZGRnw8/PDtm3bEBcXZ/ZziqIwYcIEPPXUU1i/fj1+/vlnTJo0CfHx8ejfv7/Za+fPnw+NRoMjR46grq4OkyZNwtq1a/HWW28BuCjBIaQAACAASURBVNWAsnnzZmRlZUEqldr0vpwBbhcBkeI/wzAs+QCdk3LjqhrExMS0e0aIzB1x7QUIGTnDIkTai4ODg812/O4ErrSQVCpt11R/46aWzpYKag+MRiP7OxEbG2vzzdSZM2cwffp0JCYmYvXq1QgLC2vymhMnTmDatGk4ffo0ez2ZmZnQ6XT49NNP2ddptVqkpqZix44duPPOOwEAP/zwA7KysvDjjz8CABtl9e3bFwcOHMCBAwdsen+ODrfcZjpCys1aqgaN3UANBgNLRtzoqKMDkLYAqfcQLTN3bS8mO369Xt8haaHmpIJqa2vtLhXUHlAUhZKSErsN2ZIB00GDBmHZsmXN1piuXbuGpKQkMzJMTk7G7t27zV5XXFwMo9GIrl27mr1OJpNBp9NBJBJh3rx56NKlC/Ly8mxzU04Gx1mN7IQ///wTJ0+exKBBg5CcnNwpKTeiamCLrh6BQICQkBCzRYik6srKyiASidh0XWdGRzRNo6ysDA0NDaythTuCDFby+Xyrph55PB7EYjHEYjEiIiJYqSC1Ws3qF7Y0g2ZvECuFxnUvW2Hz5s3Izs7G448/jk8++aTF6FCr1TZpfxeJRGhoaDD7P41GA4FAYJbJIN9rrVYLkUiELl26WPEunB9uR0BXrlxBbm4usrOzER0djaFDh2L48OEYOHCgzWcsuKoGCQkJNi+ycxehyMhIM/O1kpISNnoiEZK9oiOKoiCTycDn85GYmOhQUZk9QRbdgIAAREVF2XTR5ZqwNZ5Bq6qqsppUUHtAWu7JzJstQdM0li5dik2bNuGNN97AjBkzbvvcxWJxE7LR6XRN0qRisRgGgwFGo5F9fuR9Hvkey3C73/wnn3wSo0aNwpkzZ1BQUIDjx49j165dEAgE6N+/P4YPH47hw4cjPj7eqgsCV9UgISGhUxoFBAIBgoODERwcbJaiUSqVbHRECMlW8yYk9dgR0zBXQH19vdmia8/nwOPx4OPjAx8fH4SGhppJBXEjZVt/FwCgtrYWFRUVkEgkNm+5pygKH3zwAQ4cOIDZs2fj1VdfbdX7unbtipUrV4KmaTYtWFRUhG7dupm9LiEhAQKBANeuXcMdd9zBvi4+Pt4j4dMM3K4JoTEYhsE///zDktH58+dhMBgglUoxbNgwDB8+HCkpKe2OVhiGQW1tLSorKx1a1YDIw5D6EZk3IdFRRwvYZKajqqrKLgOFjgqurp2jejk1lgriWlST2aOOfodJ08XNmzftovCg0Wgwffp0XLhwAZ999hkee+yxVr/XYDBg5MiRGDNmDCZOnIhff/0VEydOxMqVK5GSkmL22mnTpqG+vh5ZWVnQaDSYOHEiRo0ahUmTJpm9Li8vD6tXr3b7JgS3J6DG0Gg0OHPmDI4dO4YTJ06wxduUlBSWkGJjY1t1LJqmWeOqmJgYp5FRIfMmhIwaGhrg4+PDklFrxTMJuM9BKpW6bb2H+xxiY2OdYs6psd1IQ0ODmVRQe9r+yXNoaGhAbGysza0UampqMGXKFBQXFyM3NxdDhw5t8zGuX7+OzMxM/P777wgODsbbb7+NJ598EoWFhRg/fjz2798PiUQCtVqNBQsW4NixY2AYBmPGjLE4B+QhoFvwEFALIM6nx44dw/Hjx3Hx4kUYjUbEx8dj+PDhGDZsGAYMGGAxvOaqGsTExDh1ncPSjri10/ikyO7l5QWpVOrUz6Ej4LYXO/NzIEPRZHNCURR8fX3Z78LtGltMJhNkMhlomkZsbKzNn0NJSQkmT54MnU6HNWvWsO3RHjgGPATUBqhUKpw6dQoFBQU4ceIEKisr4evri9TUVJaQunTpgj179iAhIQExMTEup2NmaRqftPeSegHJk2s0Gsjlcrev9+h0OpSWlkIsFiM6Otrh2p87AtLYQggJQLObE7IZIeKytn4Of/zxBzIyMuDv74+vvvqq1ZkLD+wHDwG1EwzD4MqVKzh69CiOHz+OX375BSaTCREREaiursbs2bMxZswYpxj+6wi47b0ajYa1J+fxeFCpVIiKinJru2LS4RUWFoawsDCXJmFLqVsiFSQUClFdXW2Xjj8AOH36NKZPn46kpKRmB0w96Hx4CMhKINPSOp0OERERkMlk8PPzw8CBA9nOusjIyM6+TJuCdNZVVFRAp9MBuDUcya0dudLuvyVwmy7s0eHliCBSQTdv3oRarQYAu2gY7t+/H/Pnz8eQIUOwbNmydqlKeGAfeAjISnj22Wfh7e2NJUuWICIiAn/88QdbO/rtt99A0zS6d+/ONjL06dPHaesAzYFIC/F4PDbFwq0dWcOe3BnAMAzKy8uhVqvduukC+J+2XXR0NHx9fc3cgW0xh7Zp0yYsXrwYTzzxBBYsWODyGQhnh4eArASNRmNW/+BCqVTip59+wrFjx/DTTz+htrYWAQEBGDx4MIYNG4Zhw4YhPDy8E67aeiAKzs1JC3HtyYlWmUAgYMnIVaIjUmQ3mUyIjY112wWQa6thSduOq9Kh0Wig0+marSW2BjRNY/Hixdi8eTPGjx+PadOmuXS601XgISA7w2Qy4ffff2ejo99//x0A0LNnTzY66t27t9MoWnPnnCwpODcHYk9OFiBiT052w50tDdMe6PV6lJaWwsfHxy5FdkcFNwJsbbu50Wg0667jRsu3+z5QFIX58+fj4MGDmD17Nl555RVr35IHNoKHgDoZ1dXVOHHiBAoKCvDTTz+hvr4eQUFBGDJkCIYPH44hQ4bYXJ6kvaBp2izV1N45p5bsyckC5OiLObGMdjcH18agaRoymQxGo7HdESA3WibpOiIVRKJlkq5Tq9WYPn06Ll68iM8//xyPPPKItW/JAxvCQ0AOBKPRiF9++YWNjv766y/weDz06tULw4YNwz333IOePXs6xGLMtZKQSqVWTTVxZ03UajWMRiNrMeEIwpmNQeRk3FnhAbj1/eXOfFkriidSQVzLkdzcXHh5eaGsrAzl5eX48ssvMWTIEKuczwP7wUNAzcBaDoj5+fnIzs6GQqFAUlISPvjgA/Tp06dV11BeXo7jx4/j+PHjOH36NNRqNUJDQzF06FAMGzYMQ4YM6RQLA1Lv8ff3R1RUlM0JsXHtyFHsybmunfaQk3FkkPSjr68vJBKJTTcIBoMBq1atwv79+1FeXg7gll7bgw8+iIyMDJdr7nFleAjIAiiKwqhRo/DUU09hwoQJrAPi6tWrmzggTps2DRqNBllZWawD4qOPPoq33noL165dw1NPPYXly5dj0KBB+Oabb7B8+XIcPny4zeq4BoMBFy5cYAnp77//hpeXF/r06cPWju644w6bRwZktx8ZGYmQkBC7RyKOYk9uMpkgl8thMBgQGxvrsh19rQHZkAQHB9sl/Xj58mVkZGQgKCgI2dnZKCkpwcmTJ1FSUoI1a9a4ddehs8FDQBZgLQfE7OxsFBUVYcWKFex7Hn30UYwfPx5jxozp0DWWlZWxAqqnT59GQ0MDIiIizOwlrDl7QgrLKpUKMTExDjNbwa0daTQas1qBraIjYidBZJacpWHEFiCq3m1pQOkITp06henTp6Nr165YvXq1w9ZHPWgdPLGqBVjLAfHatWvo3r272XuSk5Px999/d/gaJRIJXnzxRbz44ougKArnz59nJYJ2794NPp+Pfv36sRJBXbt2bffO1GAwQC6Xg2EYJCYmOlRrMdcFlFsrqK6uhlwut7o9Odntu7u8EAB20DYmJsYuqt779u3DBx98gKFDh2Lp0qUOswnyoP3wEJAFWMsBUavVNkkHWDpORyEUCtl5IgAoLS1FQUEBCgoKsGrVKixduhRdunRhGxlSU1Nb/ctLfIycQcfMy8vLpvbkdXV1UCgUiIyMdOudN8MwqKysRF1dHeLi4uyS8tqwYQOWLl2KMWPG4OOPP3aoTZAH7YeHgCzAWg6Ivr6+Fo9ja1ve2NhYjB07FmPHjoVer8fZs2dZe4m8vDwIBALcfffdbHSUmJhocSdPptg7q97TUVjLnpx419TW1kIqlbq1uyWxUtfr9UhISLB57YumaXzxxRfYsmULJkyYgKlTpzrd99CD5uEhIAuwlgNit27dcP36dbP3FBUV4cEHH7TPjQDw8fHBiBEjMGLECABgzfcKCgqQm5uLL774AjExMWbmew0NDTh69CjuuusuxMbGukSqozl7crVaDaVS2awsDFlwdTodEhISbO5d48gwmUwoLS0FAMTHx9u820yv12P+/Pk4dOgQ5syZg3Hjxtn0fNYGwzAesrwNPE0IFmAtB8SioiI888wzWLx4MYYPH45vvvkGOTk5+PHHHx1iF63Vas2sycvKyiAQCFhZnDVr1iA5ObmzL9PmsCQLIxKJ4OvryzY2OLOHjzVAURSr8iCRSGyeilWpVJg+fTouXbqERYsWYdSoUTY9X0fx008/oa6uDgAwfPhwtxSfbQ88BNQMrOWAeOzYMWRnZ0MmkyEpKQnz589v9RyQPcEwDNatW4fFixdDLBaDoijodDrExcWx0dGAAQPcIgIwGo2ora1FTU0NADSJjtyt/tDQ0IDS0lK7NV5UVVUhIyMDcrkcy5cvx+DBg216vo4iKysLe/bsQUREBP766y8MGTIE7777Lnr37t3Zl+bw8BCQBwBu7TgHDRqExx57DB9++CEMBoNZdFRRUQGRSITU1FSWkGJiYjr7sm0C0locERGBkJAQ6PV6dhCWiGaS2pGvr69Lp1nUajXkcjnCw8MRGhpq83stLi7G5MmTQVEU1q5dix49epj93BEGxLnYv38/srOzsXz5ciQnJ6O6uhpPP/00Ro0ahXnz5rXvIbgRPATkAYvy8nKLO1xivkfI6NKlSzCZTEhKSmLnjvr37+/0kQFXwVkikVhsLe6IPbmzgQwd28vP6Pfff0dGRgZCQkKwdu1aSKVSs5874oB4bm4uLl++jBUrVrDNSBs2bMCGDRvwzTff2LzhyNnhvkltD5ogKirK4v/zeDz06NEDPXr0wFtvvYX6+nqcOnUKx44dw4EDB7B582aIxWIMHDiQjY6aO5ajgqZpKBQKaLVaxMfHN6vg7O3tjaCgIAQFBZnZk9fV1aG8vNzMUkAsFjtldMQwDKqrq6FUKhEXF2cXiaGTJ0/ivffeQ7du3bBq1SqLbe5nz56FSqXCxIkTwefzkZqaitGjR2PHjh1mBKTVanHgwAHs2LGDjVQnTZqErKwsvPXWW/juu+/YjRMAjB07Flu3bkV+fn6rB8RJg4FGo0FtbS0AsDXCyMhI1NXVOfTIgqPAQ0AetBmBgYFIS0tDWloaGIbBH3/8wUZHn376KWiaRrdu3dhf8r59+zp0ZGA0GiGTydhB29Y2G/B4PPj6+sLX1xfh4eFm9uRlZWWgadrMgM+RnwEBwzBQKBTQaDR26/rbu3cvMjMzMXz4cCxZsqRZwnOkAXGysbjvvvtw6tQpyGQyxMTEgMfjsc7HWq221cdzV3gIyIMOgah19+rVC+np6aitrcXJkydx/Phx7NmzBxs3boS/vz9rvjd06FCHsibX6XSQyWTw9fXt8KAtn89HYGAgAgMDwTAMWzuqr69HeXm5w9uTE307o9HIjhjYEgzDYMOGDVi2bBmeeuopfPTRRy2Sv6MNiNM0jUGDBmH16tUICwtjSclgMIDP55vdy969exEZGYlBgwa16RyuDg8BuTCsVbAlOHz4ML744gv88MMPzZ4zJCQEo0ePxujRo0HTtJn53ocffgiGYdCjRw82VXfXXXd1mpYaKbCHhoYiPDzcqukyHo8HkUgEkUhkFh1pNBooFAqYTCaz2lFni5kaDAaUlpbC29sb8fHxNv9MaJpGdnY2/vvf/+Ktt97Cv//979s+f0cZECfpN71eDz6f3+R91dXVoCiKjR6XLFmCVatW4eDBg606vjvBQ0AuCoqiMGHCBDz11FNYv349W7CNj49vUrCdP38+NBoNjhw5whZs165di7feegvArRTV5s2bkZWV1aQw3BKIWnefPn0wZcoU1NTU4Pjx4ygoKMDOnTuxbt06BAUFmVmT20PihuviGh0dbRdLC0vRkUajgUqlQkVFBYRCoVntyJ7RkV6vR0lJCfz8/BAdHW3zupVer8fcuXORn5+PuXPnYuzYsa16nyMMiBPyOXr0KLZv3w6tVouMjAyz+UCTyQQ+n4+AgADk5uZiw4YN2L59O+Li4lp1n+4Ex8oBeGA1cAu2AoHArGDLBSnYTpkyBf7+/oiJicGkSZOwfft29jXvvPMOCgoK8Oabb3bomsLCwvDkk09iyZIlOH36NLZu3YoXXngBpaWlmDdvHh588EGMHTsWK1euxO+//w6apjt0Pksgqt7V1dWIj4/vFD8lEh2FhYUhPj4e3bt3R2RkJHttV69eRUlJCZRKJfR6PWzZqKrRaHDjxg0EBwfbhXxUKhUyMjJQUFCAJUuWtJp8AGDQoEEQi8XIzc0FRVEoLCzEvn37mjQOiMVijBw5ku2AKysrw8qVK9no//HHH8eJEydw9OhRGAwGbN68GTU1Nbj//vtvew08Hg+FhYWYNm0a/P39YTQa8frrr2P//v3s5xQSEgJ/f3/MnDkTK1euxObNm3HXXXe14Sm5DzwRkIvCWgVbkUiEefPmoUuXLsjLy7Pa9fH5fPTv3x/9+/fH1KlTUVlZyUZHW7ZswapVqxASEoIhQ4bgnnvuweDBgzvsNmoymSCTyWAymRxK1ZvslgMCAszsqNVqNSorK+Ht7W0momqt6IiIq9rLybWyshIZGRlQKBRYt24dBg4c2Kb3CwQCrF27FpmZmRgyZAiCg4Px/vvvIyUlpcmAeGZmJhYsWMA2yowZMwYTJkwAcCuSWrJkCbKzszF16lQkJSVhzZo1LbZgc2V1qqqq8PLLL+Pdd98FACxcuBCzZs0CcMtuRSqVoqqqCvn5+dixYwd69uzZnsflFvAQkIvCWgVbkUhkl1mGyMhIPPPMM3jmmWdgMBjw888/s7Wj77//Hl5eXujduzeGDx+O4cOHo0ePHm3arev1eshkMgiFQsTGxjpcAwABj8eDj48PfHx8EBYWZmZPXlFRYRV7coZhoFQqUV1dbTdx1Rs3bmDy5MkwGo3YsmULmxprK5KSkrBx48Ym/5+SkoJLly6x//b39zfz7mqM++67D/fdd1+rzknI58SJEzh48CCKiorQq1cv9uczZ84ETdOYOXMmGIbBqFGjkJGRgbS0NLeQsuoIPATkorBWwbYzQFKGqampmDFjBhQKBRsdbdiwAV9++SXCwsIwdOhQ3HPPPRg0aFCLg5IajYZ17IyMjHSq2RwvLy+WbABze/KqqirWnpzUjm7XPMC1EW9p3sma+O233zBlyhSEhoZi7dq1Dq+gwU158ng88Hg8HD9+HJMmTcKQIUNw/fp11NbW4tSpUxg6dCgAYPbs2fDy8sL06dPh6+uL8ePHd3pjiTPAQ0AuCmsVbB0B0dHReP755/H888+DoihcuHCBVfTeu3cv+Hw++vbty3bWdevWDTwej/Wtqa2ttVuaydYQCoUIDQ1FaGiomT15ZWXlbe3JaZqGXC4HRVF2S0GePHkSM2bMQI8ePbBy5Uq7uKZ2FHV1dWbflfLyciiVSvznP//BSy+9hFOnTmHDhg1YtWoVGIZhfbhmzpwJgUBgF5sKV4FHisdFYS1Fby7y8vKwevVqHDhwwJ630iJkMhlLRmfPnmXbaVNTU/HPP/+AoiisX7/eJSwlboeW7Ml9fHxQVlYGLy8vSKVSu7S+7969Gx999BHuueceLFmyxC7GdR3Fli1bkJ+fj9WrV8PLyws1NTUYMWIEfH198c477+DVV18FcItYN23ahIaGBqSnp2PIkCGde+FOCg8BuTCspehN4IgExIVer8e5c+ewb98+7N+/H8At1Ybk5GRWlSEpKcmpUnDtBdeeXKVSscORpEPLGvbkzYFhGHz11VfIzc3FM888g8zMTIe3siCZgoKCAsTGxiIpKYltwtm3bx/mz5+PBx98EHPnzmXToT/99BM2b96M8vJyzJo1yzNk2g54CMgDl0J1dTUeffRRBAUFYd68ebh+/ToKCgpw/vx56PV6SCQSloxSU1PtonPWmSBWCmQAkwzDcu3J/f39rRYR0TSNRYsWYdu2bUhPT8eUKVOcgvC5NVDgljBqZmYmFi1ahISEBOzbtw8zZ87Eyy+/jClTprDR3LFjx/Ddd99hxowZDl/bckR4CMgDl4JKpcL69esxbtw4s3pDQ0MDzpw5wzYzyOVyCIVCDBgwgG1miI+P78Qrtz5UKhVrK8Ed8GUYhq0dqdVq6PV6+Pr6smTU3uiIDJj++OOPmDNnDl566SVr3o7N8M0336CwsBAlJSUICAjAyy+/jNLSUhw5cgQNDQ347LPPEBcXh71792LWrFlNSKihocEp0ouOCA8BeeB2YBiGjYyOHz+OwsJCGAwGxMbGsooMKSkpdukQsxWUSiUqKytbZaXAtScn0ZEle/KWUF9fj6lTp+K3335DVlYWRo4caa1bsSkWLlyIffv24fHHH4e3tzd+++03FBcXo1+/fkhKSsKVK1dQUVGBrKwsxMbGYu/evZgzZw7GjBmD2bNnO/V3xBHgISAP3B5qtZo13ztx4gQUCgV8fHzMzPfaIkHUmWAYBlVVVbh58yakUmmbU4zN2ZMTMrJkwMcdMF2xYgVSU1OteUs2w4IFC/Ddd99h3bp1ZmZ0GzduRH5+PgQCAQYMGIDLly9DqVRi0aJFiI2Nxc6dO5GVlYX9+/cjLCysE+/A+eEhIA+aYM+ePUhISHBI63Bbg2EY/P333+wQ7KVLl1h1aEJG/fv3d8g2W+Jp1NDQgNjYWKtYKRiNRpaMNBoNGIaBv78/6uvrodVqERQUhClTpoCmaaxdu7aJzYGjYvHixfj666+xa9cuJCYmgqZpMAzD1sL27NmD7du3Izk5Gf369UNeXh4YhsGCBQsQHx8PtVrdaXNyrgQPAXlgBoqi/l97dx5Vc/4GcPwdlZYJY0hqYpomRglRmTBhhhlkjcl2LMOZjCWiUc5YahydiYORLa0cp2lSYx0Ox9ZmTVmyDCGTGSHTFZWatvv7w+l73F8Zy6RreV7/3fq493uv6vl+Pp/n8zy0b9+e+vXrK43o+vbti5ubGy1atNAoSfI2KCgo4MiRI8rs6O7duxgaGuLs7Ez37t3p1q0bLVq00PZlKmWGKisrsbS0fClZZ1UN+AoLCwkODmb37t3o6+ujp6fH1KlTGThw4GvRATQ3NxdXV1eGDx/O3LlzNQLJ4z/fYWFhREdHExkZyd9//01QUBBNmzYlNDRU+f0Q/40EIKHh4sWLzJ8/n4CAABo1asTevXtJSEigtLSUOXPm4OLiQllZGWVlZXWWQVZbbSU2b95MVFQUd+/excLCgunTpz/XXoVarebSpUskJiaSlJRERkYGFRUVWFtbKyWCtNF8r6qVgp6eHhYWFnVSZigxMZGAgADeffddjI2NuXjxImq1mlWrVr0W+z9paWn4+voyaNAgRo0apRE4Hz+8PXjwYFxdXfHx8SExMREbGxvJdqtFEoCEhtWrV5OZmcn8+fOVX8ri4mK+//57bty4QXh4OCUlJcybNw87Ozu+++67l3o9paWl9OvXD3d3dzw9PZW2EmFhYdXaSvj4+FBUVKRUQZ4yZQpubm5MnjyZpKQk5syZQ0REBPb29iQnJzNjxgxiY2NfuFhkfn6+Mjs6fPgweXl5GBsb06VLF2V29LKb75WUlChp1mZmZnVyV759+3YWL16Mq6srP/30E4aGhqhUKtLT0+nUqdNrsy+SlpbG7NmzGTZsGCNHjqxx9jZhwgSsra1ZsGCBFq7wzScBSGhwc3Ojf//+TJ48GV1dXWVJ4ubNmwwZMoSlS5fSq1cvCgoKKCoqwszMrNoZitqUkpKCj48Px44dU2YyP/zwAyUlJRrFJh8+fIiTkxPx8fHY2toCsGfPHpYtW8bBgweJi4sjPz9fqYgM4O7uzrBhw2olXbiyspILFy4oe0fnzp1DrVbTunVrZXZkb29fq59TVUO99957T6Mj58uiVquJjIxk7dq1fPXVVwQEBLzyB0yfpioIDR8+nBEjRihBqKpnk6+vL927d8fDw+OtW36uC6/3T4+oVQUFBRQWFmJjY6P8Yan6hTMzM6NevXrcv3+f3NxcTE1NMTExAVDG/v9Gbm2orbYSHh4e1cZfuXKl1krl16tXD3t7e+zt7fHy8kKlUpGSkkJSUhJbt24lKiqKhg0basyO/stMIT8/n9u3b9dZQ72KigqWLl1KXFwc06ZNw8vL6434Y+zo6MiKFSuYPXs2arWaESNGKDPJ0NBQfv/9d3x9fQHeiPf7qpEAJBTnz5+nadOmSufGqsmxjo4OV69excLCgszMTI4ePUpeXh6RkZGoVCoKCwtp2bJltb0HtVqNWq1+4p7Es9xR1mZbiSo3b97E09OTAQMGVFvGqy1NmjRh8ODBDB48mIqKCjIyMpRzR/7+/gDY2toqmXV2dnbPFLjVajV5eXnk5eVhaWlZJzXuSkpKmD9/PgkJCQQEBDBq1KiX/pp16fEgBPD1118ryQebN29+bVLwX0cSgIRiz5492NjYKMsQOjo6VFZWoqOjw7Vr19DX10etVlNUVKSk227atIno6GiCg4OJiYmhd+/e9OvXTzlN/6QAU7Vsp1Kp/rUNd223lUhNTcXb25u+ffsyf/785/yEXkz9+vVxcHDAwcEBb29v7t69q8yOYmNjCQ8Pp3Hjxri4uNC9e3dcXFxqrBpd1TG1sLCwzlopPHjwgFmzZnHhwgVWrVpFnz59XvprakNVEPLz8yMpKYmsrCxiYmKkmdxL9mp25RJ1Tq1Wk5KSQps2bTRK0VfNgk6dOoWenh7Gxsbk5OQoJeivXr1KYWEhqampWFlZsWTJEmJiYvjrr79Yt24dBw4coLy8vNrr6erqkpaWhpeXF0FBQU+8ro8+kd77ogAACexJREFU+ojr169rtOd+WluJx8c93lYiPj4eT09PvL29Wbhwodaa0jVr1gx3d3eCg4M5fvw4P//8Mx4eHly/fp158+bRu3dvxo8fT1hYGBcuXFDO9+zZs4fi4mI++OCDOgk+ubm5TJo0iatXrxIVFfXGBp8qjo6OBAUFcefOHWJjY2nXrp22L+mNJzMgATxqM6yvr4+9vb0y86lXrx7169dHpVKRkJDAZ599BjzKTOvUqRMlJSUcOXKEWbNmMXr0aExMTLh16xZLly7l3LlzGBgYEBkZSd++fZk7dy4mJiZUVFSwf/9+tm7dypkzZ6ioqFBSqmtakuvSpQtGRkasWbNGaSuxa9cu1q9frzHOyMiIL7/8kmXLliltJdavX688d0JCAosWLSIsLOyVKp2vq6uLo6Mjjo6O+Pj4cPv2bZKTk0lOTmbTpk2EhITQqFEjKisrad68OeHh4XWS5p2VlcW0adNQq9XExMRUC/hvKicnJw4ePCglduqIzIAE8GiGk52dzZYtWzh37hz//PMPZWVlnDx5koULF2JkZISbmxvZ2dlYWlpiZGREeno6ZWVl9O7dW0lIMDAwoGXLlsycOZMff/wRf39/tm3bxu3bt4FHrZn37t1L+/btadeuHba2tnz44YdPvC49PT0iIiJIT0/HxcUFPz8/5s2bh6OjI2lpaTg4OJCTkwM8yo5r2rQpffv2xd3dna5duypZb6GhoZSXlzN16lRlOczBwYENGza85E/2+ZiZmeHh4cGaNWs4fvw4s2fPpqioCHgUFHr37s3EiROJjIzk8uXLvIwk1jNnzjBx4kSMjY3ZvHnzWxN8qkjwqTuShi2AR5v4+/btY9euXaSnp9OgQQPatm3LvXv3MDExYe7cuRgYGODr64ubmxuTJk0iMDCQ1NRUYmNjMTQ0JDs7m4CAAKysrFi4cCEAGRkZjBw5koSEBGVvqSqxwMfHh/Lycvz9/f91H+htde/ePbp164arqysrVqzg3r17SiLD8ePHKS4uxtTUVGkv4ezsrNwIvKikpCT8/Pyws7MjJCTkqV1k09PTCQwMJCsrC3Nzc/z8/OjRo0eNY3Nzc1mwYAFpaWkYGhoybtw4jbT4Khs3biQlJYXIyMj/9F7Eq0+W4AQAxsbGDB06VFmyunbtGhkZGZibm9O5c2d0dXX55ZdfuHXrFp988gnwaEO/a9euyh3jlStXKCgowN7eXnne5ORkLC0tlUSAiooKjIyMuHPnDtnZ2XTr1k2CzxM0btyYTZs20bFjR3R1dTEyMmL06NGMHj2a0tJSUlNTlRJB27dvV5IdunXrxqeffvrczfe2bdtGYGAgPXv2ZPny5U9tMaBSqZg8eTLz5s1j4MCBHDp0CG9vb3bu3ImlpWW18TNmzMDGxoajR4/yxx9/4Onpibm5OQMGDAAeJZesW7eOsLAwZY9RvNkkAIkaWVtbY21trTxWq9W0bNmSrl27YmdnR25uLpcvX8bb21v5I5eZmYmurq5GADp8+DBOTk7VstbOnz9PeXm5srwjh/yq09HRqdY+vYq+vr5ywBXgxo0byuwoNDSU4OBgzMzMlDRvZ2fnJ5ZOUqvVhIeHExISgoeHBwEBAc+UEr5v3z7Mzc2Vm5YvvviCX3/9lR07djB9+nSNsVlZWZw5c4aQkBAaNGhAmzZtGDt2LHFxcUoAGjVqFK1atWLkyJH8+eefz/w5ideXBCDxTHR0dJReOVUmTJigBJvi4mLOnj1Lw4YNlcOg9+/f59KlS4wfP77a850+fRoTExNlrASf/6Zly5aMHTuWsWPHUlJSwokTJ0hMTCQlJYUtW7agp6dHp06dlKDVqlUrdHR0qKioYMmSJcTHx+Pl5cW0adM0/i/Ky8t5+PBhja9ZUzaitbU1V69erTY2KyuLZs2aaaSXW1tbExUVpTxev349zZs3Z/Xq1RKA3hISgMQLMTU1Ze7cucrjsrIy2rVrp3HnfOrUKcrLyzVmRFXfv3TpEubm5sqhV1F7DAwM6NGjh7IXc/36dZKSkkhKSmLVqlUsX74cCwsLXFxcuH79OqdPn2bRokWMGDGi2nOlp6czbty4Gl/HxcWl2lJbTYeE4dEe49MOFL8OlbRF7ZIAJGpFw4YN8fLy0vhaTk4Otra2SkHOqtTu7Oxs8vPz/3VZ6E1VW5W9o6Oj2bBhAyqVivfff/9fK3tbWVlhZWXFhAkTKCoqUprvHTx4kLy8PFavXv3EMz5dunTh8uXLNX5v8eLF5Ofna3ytpkPC8OwHisXbRdKwxUszZswY4uLilIOgVQmXx44dQ6VSKenXb0siZmlpKZ6enri4uJCamsqSJUsIDAzk1KlT1cb6+/tTVFTEoUOH2Lp1K0ePHiUiIgKAQ4cOsXbtWkJCQjh9+jS+vr7MmjVLSXX/N8bGxnz++ecsWrSIw4cPc/bs2Rc+YGpjY0NWVpbG12paloNHB4rv3r3LgwcPnjpWvD0kAIk6U3X37uDgwLhx4/j444+Bt2f/58SJExQUFPDtt9+ip6eHk5MTAwcOJD4+XmPcw4cP2bt3LzNmzOCdd97BwsKCKVOmEBcXB0CvXr04cOAArVu3pqysDJVKhZGR0XN3adXR0flPXVP79OnDjRs3iI+Pp6ysjP3793Py5EklqeBxVlZWdOjQgaCgIIqLi8nMzCQ6OrrG2Z94e0gAEnWuTZs2TJgw4a0r8vikyt7/v2n/tMreOjo6GBsbc/bsWTp06ICfnx8zZsyo83T2Jk2aEBERQVxcHM7OzqxcuZLg4GBlX2jnzp04ODgo41etWkV+fj49evRg4sSJjBkzhkGDBtXpNYtXi+wBCVFHaruyd9u2bcnIyOD06dNMmTKFpk2b0r9//5f8LjR17Nix2gyuyqBBgzQCjKmpKevWrXvqc/7/XqJ4c8kMSIg68iKVvavUVNlbX18fXV1dnJycGDZsGL/99ttLvHohap8EICHqSG1V9t64cSN+fn4a/6a0tLROGtMJUZskAAlRRx6v7F1aWkpaWhq7du1iyJAhGuMer+x9//59cnJyNCp7d+7cmT179pCQkEBlZSVHjhxhx44dDB8+XBtvS4gXJsVIhahDWVlZ/PDDD5w/f57GjRszffp0hg4dSlpaGt988w27d+/G3NycwsJCAgMDSUxMRK1WM2TIEI1zQAcOHGDlypXk5OTQqlUrZs6cSc+ePbX75oR4ThKAhBBCaIUswQkhhNAKCUBCCCG0QgKQEEIIrZAAJIQQQiskAAkhhNAKCUBCCCG0QgKQEEIIrZAAJIQQQiskAAkhhNAKCUBCCCG0QgKQEEIIrZAAJIQQQiskAAkhhNAKCUBCCCG0QgKQEEIIrZAAJIQQQiskAAkhhNAKCUBCCCG0QgKQEEIIrZAAJIQQQiv+B3CwPrzW63RsAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.prune_elastic_principal_graph(adata,epg_collapse_mode='EdgesLength',epg_collapse_par=0.0017)\n", "st.plot_dimension_reduction(adata,color=['label'],n_components=3,show_graph=True,show_text=True)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extending leaves with additional nodes ...\n", "Number of branches after extending leaves: 6\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###Extend leaf branch to reach further cells \n", "st.extend_elastic_principal_graph(adata, epg_ext_mode='WeigthedCentroid',epg_ext_par=0.8)\n", "st.plot_dimension_reduction(adata,color=['label'],n_components=3,show_graph=True,show_text=True)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_dimension_reduction(adata,color=['label'],n_components=3,show_graph=True,show_text=True,plotly=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Importing precomputed umap visualization ...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_visualization_2D(adata,n_neighbors=30,color=['label','branch_id_alias'],fig_ncol=4)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trajectory visualization" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_flat_tree(adata,color=['label','branch_id_alias','S6_pseudotime'],\n", " dist_scale=0.5,show_graph=False,show_text=False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_flat_tree(adata,color=['label','branch_id_alias','S6_pseudotime'],\n", " dist_scale=0.5,show_graph=True,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_stream_sc(adata,root='S6',color=['label'],\n", " dist_scale=0.5,show_graph=True,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_stream(adata,root='S6',color=['label'],dist_scale=1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Marker kmers detection" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scanning all features ...\n", "Filtering out markers that are expressed in less than 5 cells ...\n", "4 cpus are being used ...\n", "8192 markers are being scanned ...\n" ] } ], "source": [ "st.detect_leaf_markers(adata,cutoff_zscore=1.0,cutoff_pvalue=0.01,\n", " root='S6',n_jobs=4)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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zscoreH_statisticH_pvalueS6S3_pvalueS0S1_pvalueS0S2_pvalueS3S4_pvalueS3S5_pvalue
AGATAAG1.812161265.131.21111e-2721.66112e-1013.17498e-1311.95844e-29501
CCTTATC1.81031184.863.04645e-2553.15807e-961.6589e-1016.26506e-2754.6122e-3041
GATAAGA1.813051179.245.04748e-2543.1146e-929.05877e-1151.11699e-2503.23293e-3121
GAGATAA1.893551154.391.22707e-2483.49925e-1161.04615e-931.91752e-2592.14259e-2961
CTTATCA1.811551140.071.56217e-2459.35943e-835.1399e-1019.60022e-2428.59532e-2901
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" ], "text/plain": [ " zscore H_statistic H_pvalue S6S3_pvalue S0S1_pvalue \\\n", "AGATAAG 1.81216 1265.13 1.21111e-272 1.66112e-101 3.17498e-131 \n", "CCTTATC 1.8103 1184.86 3.04645e-255 3.15807e-96 1.6589e-101 \n", "GATAAGA 1.81305 1179.24 5.04748e-254 3.1146e-92 9.05877e-115 \n", "GAGATAA 1.89355 1154.39 1.22707e-248 3.49925e-116 1.04615e-93 \n", "CTTATCA 1.81155 1140.07 1.56217e-245 9.35943e-83 5.1399e-101 \n", "\n", " S0S2_pvalue S3S4_pvalue S3S5_pvalue \n", "AGATAAG 1.95844e-295 0 1 \n", "CCTTATC 6.26506e-275 4.6122e-304 1 \n", "GATAAGA 1.11699e-250 3.23293e-312 1 \n", "GAGATAA 1.91752e-259 2.14259e-296 1 \n", "CTTATCA 9.60022e-242 8.59532e-290 1 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.uns['leaf_markers_all'].head()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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zscoreH_statisticH_pvalueS6S3_pvalueS0S1_pvalueS0S2_pvalueS3S4_pvalueS3S5_pvalue
ACTTCCC1.46302670.6837.75886e-1446.34214e-1071.42115e-430.00027092311.10217e-143
ATTGCAC1.87664661.6536.99449e-1421.22075e-1747.43104e-431.42148e-4211.3303e-93
AAGAGGA1.33382658.3643.605e-1411.1643e-1141.48986e-170.00856813.00884e-132
GATTGCA1.884604.531.62115e-1291.83841e-1462.37459e-533.16504e-7416.07452e-75
TGTGCAA1.95852585.6841.94324e-1253.55562e-1473.03193e-371.78964e-5918.32007e-94
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" ], "text/plain": [ " zscore H_statistic H_pvalue S6S3_pvalue S0S1_pvalue \\\n", "ACTTCCC 1.46302 670.683 7.75886e-144 6.34214e-107 1.42115e-43 \n", "ATTGCAC 1.87664 661.653 6.99449e-142 1.22075e-174 7.43104e-43 \n", "AAGAGGA 1.33382 658.364 3.605e-141 1.1643e-114 1.48986e-17 \n", "GATTGCA 1.884 604.53 1.62115e-129 1.83841e-146 2.37459e-53 \n", "TGTGCAA 1.95852 585.684 1.94324e-125 3.55562e-147 3.03193e-37 \n", "\n", " S0S2_pvalue S3S4_pvalue S3S5_pvalue \n", "ACTTCCC 0.000270923 1 1.10217e-143 \n", "ATTGCAC 1.42148e-42 1 1.3303e-93 \n", "AAGAGGA 0.008568 1 3.00884e-132 \n", "GATTGCA 3.16504e-74 1 6.07452e-75 \n", "TGTGCAA 1.78964e-59 1 8.32007e-94 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.uns['leaf_markers'][('S3','S4')].head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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zscoreH_statisticH_pvalueS6S3_pvalueS0S1_pvalueS0S2_pvalueS3S4_pvalueS3S5_pvalue
ATAAATC1.8704967.1034.80468e-20811.26591e-408.13881e-1172.80826e-2609.16759e-162
TAAATCA1.92714881.1292.04266e-18911.01318e-353.926e-1071.74911e-2111.50771e-162
ATTTATG1.857760.3622.95556e-16313.19861e-379.61203e-932.25826e-1814.17478e-95
AAGGAAA1.38439664.581.62576e-14210.004408913.68742e-1233.05084e-804.21082e-116
AATTTAT1.64035627.5411.69505e-13413.36623e-184.53817e-1088.63678e-1213.29078e-47
\n", "
" ], "text/plain": [ " zscore H_statistic H_pvalue S6S3_pvalue S0S1_pvalue \\\n", "ATAAATC 1.8704 967.103 4.80468e-208 1 1.26591e-40 \n", "TAAATCA 1.92714 881.129 2.04266e-189 1 1.01318e-35 \n", "ATTTATG 1.857 760.362 2.95556e-163 1 3.19861e-37 \n", "AAGGAAA 1.38439 664.58 1.62576e-142 1 0.00440891 \n", "AATTTAT 1.64035 627.541 1.69505e-134 1 3.36623e-18 \n", "\n", " S0S2_pvalue S3S4_pvalue S3S5_pvalue \n", "ATAAATC 8.13881e-117 2.80826e-260 9.16759e-162 \n", "TAAATCA 3.926e-107 1.74911e-211 1.50771e-162 \n", "ATTTATG 9.61203e-93 2.25826e-181 4.17478e-95 \n", "AAGGAAA 3.68742e-123 3.05084e-80 4.21082e-116 \n", "AATTTAT 4.53817e-108 8.63678e-121 3.29078e-47 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.uns['leaf_markers'][('S6','S3')].head()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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f9felaZp2tEjVchpFd33VPrOUUvztD/8inbIpLA4TyQ9SWBwmFPEz6+m32bu79qier742zsO/XUBpaR6+gIUwDJSCbMYhU5/iu3d+IZfkCVBfn8SxHfbtrvUCDUXzsURXIoRA+CyEZYLtUGqXYmFx14++w/bt2wGoqKjg7rvvZuDAgfTr1++ovidN07SjzVuBIg55tA8dbGhHXWV5lJ3bqsgrCDbb7vOZKKV4d8W2o3q+d97YgutI8vJD9OhRSqeyAko65NGxrIBwwEdhQTi3r1IKQ0BleQOu6x70KgqkRDguoinwMASEAlCYh2EFOKPDVYi0y1lnnU0kEmHIkCHU1NSwaNGij90fQNM07ViRjdMoBz8+aSO2I6WnUbSjzs56v8RbS81QSmFnnaN6vlgsheO6pLMOjivx+SzC4YD3XDRJIp6mtGM+AB9s2EdDXQKkOugClTey4aqW2VJKgWlAOEBIFDLYN47H3/wpnXscvlPslClTmDJlylF9j5qmaf8pqYxWKojqYEP7jOrSrZiikgiJeJpwJJDbLqXCMAQnD+5+VM9XWBwhmrapTds0ZV+E/BZ5fotMymbGw6/S9+SunHPxEN5a8gE+y8LvumQMwwsmGj97QipQyvsX7ynvY6jAZ0E6C8IglbKP6vVrmqa1h9amTfTIhvaZZVoG1379HP5y/wJiDSlCIT+O45JJO5w6vDf9Bh69JaJSKl5esIbdlQvYuXs9Uhq5gQqUwlCwcLn3YRICrIAPO+ugpEK6EiUEuQiltaqfCjoXDKBvx7O91/WZOFJXB9U07bNHKlpJEG2fc+tgQ2sTo88dQDgcYNYzb7N9awX5+SEuvWoEl3xxGIZx9CLpDev3sH9fPZEImCZI90Cg4f2jcB3VuOIEnGQWAMM0vF4p0Lj4vDHeP3ju56APoZAKAn6U3yBWFztq169pmtZeXAzcFtvahw42tDZz2og+nDaiD0qpI6qtkUxkkFIRyQt85HFVlQ0YQjDqjHMZdca5JJLd2b+rllQiA4bAn8ziSi9uEMIr+iV8Jq7jUlAUpj6WQkmFURVFGQLyvPbzwm4KPjgQjJgGQhh07lH6yW6IpmnaMaQwdFEv7fPr4wYae3fV8M/HlrLm3Z2gFCf068xXppzDgFMOP+3SoWNBrkUygJJee3hFY5zguJC2EY4LQqDCATp27UR9TZxodQzluhD0usMKpVCJFMLnPzDC0ZjHgWl6+RyuxLXb628BTdO0o8dVAlcduq19zq2XvmrtKp22WfXONt5ctpnqqobc9pqqGL/40QzWrN5BXn6Q/MIQ27dUcu/dL7D1w/LDvt7AU7rRpWsRdmMAYNsOwhBgCIxkFtWQhIztjUzYDqohSd32CjKJNAIQGQdsF+VrDCYU4Lre/lJ6wYYh4KCFK+m0ThDVNE07EnpkQ2s3K1ds4y+/X0S2sWW7VIoLxg/mq18/h8Xz1xKPpSksPlDyu6AwREM0yeznVvCdH13e6muapsEdP7iM++/bRiqZJZNxUIClFEQT3pCh1RhTm97oRbYhCSUFuAEfwnUR8TTK70PYLriNg4yGQW54RIgDyaMCuvfu2Ba3R9M0rU3JVsqVyxZVDduGDja0drH6rS3c94s5ILwgAiFwHMnCl9+nrHMha9/bieVrWRgrGPKzcd3ef/vaZZ0LGXJqT2INKU4dOo65jy9lw/q9ZFyJMESzj5ESAiUEUrqoYBDlDyPyJWZNAhUJItI2OA6YjfU1hGj2OQwXhQmFAi2uQdM07dNOtlLEy/vzSgcb2mecUoqnfreA559bQVIIhIJoTRxhGJiWgQKeemIZp5zSFem2LJzrupK8vGDLF25FfkGI0Wf3o0/PDtx43Z8Amn+smg9QYAG2AkwDtySCWRXDCPqQRgDVWH9DNNXhMASG3+Q3f/36J78ZmqZpx5DEaLn0tdVesEefDja0NvXOKxtY+Ozb4PchXIUrpZeoKSUoAyGgqiJK5/MHsu793biuzLWJV0qRTduc98XhR3ROX8giv2M+yZoYbsbG8JkIIXBd6TVqA8ywHyG8wQtXgrIMfPlBIgEfPr/F179/CXv21DL/hVVkMzZDRvThv/77fHqfWNYGd0nTNK3teSXKjUO2tU93FB1saG1q8fPvYAhB0DJIOF6uhsCbznBdF8tnYQBb1uzi7LEDeOP1TajGKjPCEPQ/pRsXTxx6ROcsKAgTyQti9S0jumkfypUIwwCpvJGKSABpGhgKTCFQSCSCvJI8hgzpwWVfGcXgEX0A+K//Pv9o3g5N07RjRikDqYxDtrXPuXWwobWpusoGLJ9JwGdSnXIOpCIphVJgOy6FAR/7d9Xy8z9dz9ljT+ad5VtwbJfThvfh9BF9sKwja3LmD1hcOGEwc2atonRITxJ7asg0pBCmhSoM03lANxLRBIloCoUiFPbjzwty72+vo3fvw/c80TRN+yxzW0kQPfTrtqKDDa1N9R3cgzfnv4/ymYisg7Iaky4by4QL2yWeyFDauyOGIRh0Wk8GndbzPz7vVVefSTSaYslrGwn26URAKgqLw+QXhtm5s4aSzkV06FqM60ri8QyDBnfXgYamaZ9rUgncQ0Y2ZDsNbehgQzvqMhmbTMYhLy/IRdeOYvmidZSnHYRlIOIZL1HCEIjGpmdCCFzLOOJKo/+Oz2fyzVvGceVVI9i+rZJIXoABJ3clnbb5y58Xs3r1TkxD4ErFsOG9+e+bxx2V82qapn1aSQzkITkbsp1qiOpgQzsqqqtjvLXsQ5Yt/YDdO6tRQOfOhXx50kgu+cZ5PD5tCQ4SfCbCdhHyQFARLAyRyNhE65MUHVRn42joVFZAp7KC3Nd5eSbfu+MLVFREqa6K0aFjPmVlhUf1nJqmaZ9GrY9s6ARRrZ1IpXh9y3ZeWv8BdckUp3fvwhdPPYWuhQUffTAwb+67/PMfb1JXE8dxXIQhyMsLUFMT5w+/W8AF4wdT0rmQdCJDPJbGMAQq6wIKZRjkdcpHuhKfv/2+HcvKCnWQoWnacUXnbGjHjFKK+19ZxksbPsAQAssw2FpTy7wNm3ngi1+gf6d/n8ewaeM+nvrHmygpkVJi+UwEkIhnCQb8+H0mK9/ZhhAQigSINzZIM0I+pFQIwLEdBg7sztuLN2DbLgNO7UEvvcRU0zTtqGp9NUr7dC3RwcZxbt3+CuZt2ExBMIBlHPimq4ol+Pmcf/GrCRfSq3tJi1yKioooW7dUsODlNUipcBxvKC63n5DU1yfo0bOEuto4V1w5grkzVxEI+kinsijlLYENh3xYrmTziq1sWbndW6UCjDx/IN/4/iWtVhXVNE3TjlzrdTb0yIbWDt7YvgupVC7QcF1FRVUDyXSW9+uTfPvn0xl8Qhe+ffMFFBdFcByXaY++xuuvb8IwBLU1caSriIT9gEAphUzbqIyLoxR7khUYQR+9epRw23cmsGj+WrZtqUC6io4d8+nfr4wls1YTjgTwB3yN1yB5a/F6evcr4+Ivn3EM746madrniUC1CC7aJ9jQXV+Pc66UNNXFVwoqqhpIpbOYhkAIL/di04flTP39ApRSzHxhJa+9upFw2E8o6CMc9uNKSTyZRSqJm8ii0k7uNe2sQ6Yhxf/95AUe/+0CLpowmL89dTOPP3sLU//wVdxEFiFELtAAr7laIOBj4fOrjsEd0TRN+3xSeD/nmz3a6dw62DjOndGzO4YwkEqRtR1SaRvTMHANCLsmQQwKC4Js2VHFxg/2M3/e+2SyNnv21LJrVy3xeAYESCnx+UyU7TYW7vIaniEEPsskmcpSvqeWX333aWY9vpRsY5v2qvJoq0W7fH6LaG3c61GiaZqm/cdcjFYf7UEHG8e5YT27cUav7tQl08RSGZRQ2IaXf9ErFUIgyNSlSH1Yxc9ueYJdO6tpiKYQCK+RmlIoqZBSkU575cgxRO6fgGXiOi6uK736G2mbJ3+/kPtue5J0MkOXHiXEYymi9UkyGTsXZadTWbr36XjU6m5omqYd75qWvh78kErnbGjtwBCCX1wyjqfffp9/Ln8XJRVFjp/u2RD5rkWyMkbdB5W4jksdIAtDANi2g2EY3jRMbvChsacJAoWX6Jl1XGRj11TX78d0XBCCzWt287sfP8+aD8pJxL0lsRiCvPwgBQUhXFdy+eRRx+COaJqmfT613mJeBxtaO1n60hqW/PEVujguBAS2YZMulAQKI1TuqsMN+0BaCKm8MuN4c33uoS3hDcNr497U2fWQ+UApFNIycBUkgVde3UjXvmWUnVhGze4anKxDPJrCskxu+O5FDD+nP1Xl9dTXJijrWkxBUbjx3Irq/fW4jqRT92IMQw/QaZqmfRTZOJpx6Lb2oION49z6VTv4+0OLwDKpAURGQsCgtj5JtCoBPgOUQiiByqVWKFrNYBYgAxZG2gGpDuwiAMugqZOxBIQC/Bb79tbSuXMRXQd0xU7ZpFNZCjvkMXT0SUy9awbrVu9AGAIBnDN+EKPP7c8/H1zAzs3lAHTqWsx1/zuh2WVUVlZy5513Mm/ePOLxOGVlZVx99dXcc889BINBXnvtNW6//Xa2bNnCgAED+POf/8wZZ+hVL5qmfb55IxuHlivXq1G0Nla5t5bHp75Esj5BZSKNKxWmVASSLmbCASm93iVuY3CQG6ZoPdAAUJaBG/YhfQbKMpCWQPnM5hnP4kBbY6WgojxKNuvgD/sJF4aIRpP834+fZ83K7UTyg+QXhAiG/Cye+x4/+ebj7N5SQUFRmMLiCHVVDTz0w+eI1SdzLz9p0iSEEGzatIlEIsH8+fNZuHAht99+O9XV1UycOJEf//jH1NfXc9NNN3HppZcSi8WO/g3WNE37FPFyNpo/2itnQwcbxyGlFLP/9jrf//Lv+WDlduJ1cdTeGlR9Aifl4CZtjJSDkXLBbVwfhUIoibDdA5GCOOhxMEOg/CYyaKEMo7GlPAeOoXE2pnFKRipFtDFYSKdsiovC7N5eRWFxGNP0vkUtn5domsg4hPNDGIaBEIJIfgglFfu2V+VOv3z5cr70pS9RXFwMQL9+/XjwwQcpLS3l+eefp3///nz5y1/G5/PxzW9+k06dOjF37tyjfJc1TdM+XZoasR36aA862DgOrV2+hZmPvkYoHCCUF0AYAtdvIU0LHK9nCX4TTHEglhCQSwC1JdiuN1WiFDgSkXURGdd7TjYmazjSGxGh6VhvuwCEIXKbUNBQn6KhIYmUkoGndPPazx+yEiWbcRACbKd5rkgwHCDekMp9fc011zBlyhS+853vMGfOHKqrqxkzZgy//vWv2bhxIwMHDmx2/IABA1i/fv3RubmapmmfUnpkQ2tXi59/B/BqWRQUR7xUikjYm94QAhU4TCqPMHK5GMJVCEchshIjNxLiYCRtzHgWI5bBiGe80QtDNA1leK/jSpQ8KNKwXZTrUleT4Orrz+bEk7t6cckhNTZM00s6NU2BlArblSilcGynWVnzadOmMXXqVDZt2sTkyZPp1KkTZ599NqtXryYejxMOh5u9bjgcJpFIHJV7q2ma9mklEcjG/ii5h87Z0NpK9f56fP7GX84CXL/fW0miFEJKjFgGsyGNEc/CwaMITVMfChAKoRRG2kFIwDS80RCfCZbpJXWmbMyGFEbGRrgy9+Dg/A+pQEqsjI2SLv94djmPPLmM2vokFeXRxip3imQig+16A37VsQw7apPsqkuxozZJfcqhrHtJ7jINw+D6669n3rx51NXVsXLlSrp168b48eMRQpBKHRgFAUgmk+Tl5bXdDdc0TfsUkK0U9NLTKFqb6XNyN7JZrwBXtC4FlgVN+RhZF2UK3ICFMgRG0va2H8oFkch4QYNlgHlIdGyZEPIjHImvIY1VG0fUxiDrVQ5FetMvuNKbxvGZONEU2ViK4pIIBT1LSCSz7Ntby+7tVezfXYNru0ghiMfSOFkbJSWuq7D9FrJxymX+/PmUlJSQTHo5IKZpMnToUKZNm0ZNTQ2DBg1i06ZNzS5106ZNLaZWNE3TPm9k47TJoY/2oION49CFV5+JZZkkGlJkbdsbRHMkSoJbEEBG/KighQz7cAsCKFs2Xz4i8EYrJIDypkkOrSquFPhMlGMjHadx2gSEYSJs1xvlUAe1BGosbU5jr5T80jzKBnXDEWBZJjJs13cAACAASURBVJ27FdOpSzGGaWD5LQwF+YVhuvYqpVOXIvbtqUNKxZgxYygoKODGG29kx44dAFRUVHD33XczcOBAJk2axPr16/nHP/6Bbds8/PDDlJeXc+mll7b1bdc0TTumVOPS14MfLRuztQ0dbByHevXrzO3/71oKSiNeAqf0kjplxOdNhzRV42rs1KPCPi9YkF5gIWwXmgKQgwpqCeElfoqmwEGpA/+i8NJNVcvVK43nEoaBOChPwx+wcFM2kfwgkbwg2Yw3KmKaBoYhMAQEw378QQspJelUlnA4zNKlSwkEApx99tlEIhGGDBlCTU0NixYtoqysjJdeeonf/va3lJSU8Mgjj/Diiy9SUFDQxndd0zTt2GrRhE0d+DuyremiXsehTNpm+45qZF6YcNdSsnUJ7KyD8pteQAEctIyk8Wu8KY+MgzIUBZ3yOHXYCWxYu5u6WLrxG7YxOAEwBIZpYgX9kPKmWxzI5Ya0bDUoMAxFID+U2yIdL5HU5/e+TQ2zeWzsOt70TtOoSdMy2R49evDYY48d9v2fc845rF69+uPeLk3TtM8FXa5cazeu4/Lbu2ey4b1dBII+8gqCXt+TaLL5jgcHAwKUALvIIlsQQoQsvj35Ar5w4RCqKxu46bq/kExkAZBSYRiCQNBHQWEYWRSmoCCEkpKqqhiJWMbrBuvKXA+VpsZtQgkiZfm50yZSGfxhfy6YCEcC1FTHkI1TOYGQH6UUsYY0PTuHCAR9aJqmaa3T5cq1drNm1Q42rdlNQVGY1R++wObta0GaOK6LK1sfT1PiQKly0Tg18vX5DxIJB3BsF8eVJBOZ3FJVIQSGISgsDlNXHfd6lzTOoDiOi2x2HoVQjTU1BLDF8GpwIDAMyAsHiEVTuSka6arciAYbvGMsyySwQjL0tNOYPGXKUblP6VSWVCJDQVEY0zI/+gBN07RPOUnLkQzZ+q5HnQ42jjNrVm7PjT4I00YI6S2HcmRjTQwOGdUQCMOrq0HTPkKRcNIkYunG3AnvmzcY9OHzW/h8JqGQH2EIsnkOiXjaq82BF4QIQxAIWKAgm7abTuPNrrgS07AIhv0Egj5CQR+madBQn0Q60mv+1lTrQzRmgTgu8ih9YhLxNM89+hpvLFhPJmNTVBrhsq+M4oIrhuqGb5qmfaapxtoah25rDzrYOM5YB/2VPmrYGEYNG8OujWEa6pMo8Dq8WgclfWZdfKZC1iaRPhNZGPamPRp/uQtDEHBcgo7EigT50f9NYsiw3rnjpZQsX7KZf817n9qqGHl5fsq3VJFNZYk3pMikHYpLIxR3LEAADfEMVfUJCksi+AI+fD6Ta79+DkV5AR6442nqKhswjAMFwko6FRAMBwj1qOP0s/v9R/fGdV1+8+2n2LZpP/mFYYoiEdJJm3/+cTGZlM1l1+mW95qmfXa5eFVDD93WHvSfaseZ4aNP8upaHNQePh5Pe/9hCIQtEXHbqwqatDGyEplwAQMzK7Fqk4is4y1bVQrlSjKWSTqdJb6/nj/9fBbyoGGG8t21mCjMoMWuXdWsWrSBvdurqKqIkk7ZGIYgWpckWhsnnXWojiZRSiFdSX5BECFg2u8Xce9tf6euOtZYCV1gmN50S11VA6ZloBQ01B+Sd3IEtm0u59vXPcK7b22lIZpi/946GuqTBMN+giE/c59+i3Qy+4lfX9M07VhTrdTYUO1UZ0OPbBxn+g3qxpjxg1i6cB1WvosQAtmYAiEtwws4VFMDk8YETmFAwOcV5JISM5rGKYk068Gmgn4MmaF8exXrV+6ge5+O/OXns9j03i7q65PYGdubnRHCW14rlVdqXLn4fBYNdUkyNBYnFSK3HMs0DerLo6iGFKbhJX64rkJKF5/PREpFKpHBd9C1HKm6mjj3/XA6dRXeqIlpmUilqK2OYZgG+QUhGuqT7N1ZTd+Tu37SW69pmnZMHcsW8zrYOM4IIfj67Rdy6og+zJ01nVQ6ixsywAE3ZGIlncbVIY0Jm6ZAuRJhGqiAD9K213Y+4y2VPfjbVCCwfCYrXt3Ic39ezK4PKzD8Fq7yAgvcg4OYA73dlPICiIx9YEAvHAkAEK1LHFjaaplIV6FQKOWNzgggm7G9QmBFkU90T5YsXEc6mSUcCZBqbOhmCIEUgvraOOG8AEopwnnBT/T6mqZpnwZNjdgO3dYedLBxHDIMgxFn9+ODLd1IZW2Wl9fi259B+Q1IQm6MoClR1DS8CqOWgQj5QCoMpSB7UJ2LrOPlbwR9bF63h52b9pNfFCadtr1Ao6m0hgKyDpgGyjC88h2OxPIZGIArJaGQn3C+94s9GcsgfBYIgeu4B7WrV7iO9FrNG4Je/TpjWkc2K2jbDotnvcusaa/TUBMnUug1aJPywOs6tkusPkmf/l3o3L34k990TdO0Y6y18uQ62NDaRcjvww4ZGBELr6AGeFU+D/kGbFy6is9C2Q6Ny0G8yp+298u5tCRMdUWUDzfsJRPPkIhnvHwKx2tH31TsC6kQtuMV+PKZCCEIhgNE8oKIjE1xh/zc6ZuO8eeHyNQnyM3dNAYwoYIQd/1pCqvXvn5E7/u9t7cx9Y5nqK+IolyJUpBNZLzRE9NASeVN5QgoLIlw051faNHyvi0kYmlWv76RaE2crn06MmTUSc062mqapn1SspXGa+3ViE0HG8e5ZDJLcbWitoOPQEwh/QZGVtIs4GgKFCwDZRpg+sCRXsCAQCiJNEwqyuuxLJPCjvlUJ7IIwxs9ULbEDfqQ+YFcOXSRzGDWxMAWhHp05B+v/gB/wMf82at55rGlxBtcFAp/wMJSkqyrsMIB3IzXgA3DIK84j1BBCMt/ZMW89u2q4f4fzyBaEcUyDZRlYmcdr/6H4xIK+/HnB4nXJ8nPD2GnHab9v3lcdM0ZjBjTv82Cjo2rtvO77z9DOpVFSYUQgs49S7njd1+ltHNhm5xT07Tjh1ItRzLaq1y5Xo1ynHMdl2Kfj6IKr96FXRRAWY0jHFLmGq8pv+V1cgVAeE3Wgn6vEqitkBkHJbyoORnPYlgGylUYQniBRlHIC14cF1yJCgdwuxR7+Rr1MaTrfcdfNHEoDz52I9/43/HceNuFPPDYDfTq2cELMEwTMxzEygsRLi2grGcpwjDYvmn/Eb3nV+a9TzKa9Op0NPZZsXwmCOElnDakyaZsTAQ+nwlKsX1zOX+8ZxYvPb38KN79AxKxNL/7/jPYWYeCogiFJXnkF4XZt7OaR38xs03OqWna8aWpXPmhj/agRzaOc+FIgEDApbPPojKRImkI7JIAIisxXIUyQNgKs3GwAyA3v2AI8Fng2t7UhiFwpaShPkm4IIQTS+PYDrIg6A2UHLQkVrkKZZmovCCmUixfuIb8LsUkExlOOLGMs847ObfvrT+dyF1f+ytSKoSASH6IvIKgl1chIBQJQOLjv+c926tbfLxM00AIgWM7hMJ+ApZJXmkegYA3auIP+MhmHF54bBnnXnIq+UXhT3K7D+u9ZR+QSdnNXlcIQX5hmI2rd1Cxp5ay7iVH9Zyaph1fmvprHrqtPehg4zhnmgZfuHIYs55bQZeCMBkBVYkUmYBA2hIz7WK4zadUgFzOhPKbkLZzCaCiMScj2ZCmtGcJwnYpT2a8NIvGJbYIgWjaPxzAVIo//2ExwUgQhCCbtomEfFiupLAwzHmXn0bfU7qxb2c1hQetOEkns1iWyelnnciumR+/sVqXHiWYfh+QRil1YFpEKSzTpLSskIzj5gKNJv6ARSZjs+n93Yw4t/8nud2HFa1NNKtP0sTrcGsQq0voYEPTtP/IsawgqqdRNL44aSRfmXI2gaAflbLpFgpRbIPfUQhHetEwNE6r0PLRqGkpa9OwQW00hQQCYT+WZTSWOhe5Y4QQhPwWUQwa6hI01MRw0lka6uLs3VtHXTRFTUWUp/74Cnn5QfIa611E6xJE6xI4rstNd11KfuGRjTKMvXgIoYIQZsBCOhIpvYfbmK9x7uWnHX5gUSkMU5BKZdm6rZLy8miru9VWxVi+eAOrlm4mlch85DV169MRYYhcf5kmdtZBCKEDDU3T/mN6GkU7pgxDcMkVwxh/6Wk0RFOU767l3jufJZjno1qmUK43pdJivM0QiFTWG+Vo6twqhLcUtjH/4cRTulHSs4Q3l20mUZcgm8p61T9NA6kUqdokKhTAMgzsjENNPIphGZg+i2TWoWNxhGBIsXntHv7nF1+krirGzi0VlJYVMvqCU+jUteiI32+vvp345h0X8+j984lWRMnEUigJnboVc+s9V3LysN68Ovc90qkswZA/d1w6lcW0TDbvqeWhx5aQtR2UVJx0Uhm33HQ+XboUIaVk+iOv8fKzb+dGTHx+ixu+fwlnnj/wsNc06My+dOvTiT1bK8grDGOaBnbWIRlPc8GXzyS/+JPVENE0TWtyLBNEdbCh5ViWSUlpHlX76jEMgw7hAMm99WRsBxn0ez1Tmr4xhTddQsr2gg5vI5bPQDoQ7pAHAYuThvSg/ynd2Lu7lj2GoK46jnRcpFKI6gYEBobpPZr+qpeOxLRAopBKeStGpGLrhn1cfdPYo/JeR513MkNG9GH9u7tIJTL0OamMHid0zAUIk//nQh67fz6ZtI3fb5FtrCMy+IKTmfXiu4SCfgryQ0gp+XBLBb/4zRzuv28Sy/+1nnlPLyecF8Dn9z5eqUSWP/1sFpHCMIMO6htzMNM0uON3k/nrL2ez7u2tXudcU3DBl89k0m0XHpX3rGna8U3X2dA+VXqd2Al/0CKTtjEU+CQ4sRQy6EeF/N40iVTetErED5nGzq14Bb4iHfNoSNu4ySxPPr4EIQRdOhdy7eSzqKiIUl8RJbarmo3LovhKwtQ35nIc/C0vpfSCkMYREwRHXLTro0TygpxxTuvN28695FQ6dy9h4fMr2bezmq69OnD+xNN54JFXCAZ8XtdavAJpBfkh6uqSLF+xlXlPL8fnN3OBRiKRobY6TjaV5ae3PMmw807m+pvPp3uv0hbnLOqQz/cenEz1/nqitXHKupeQd4RTRJqmaYcjW8nZOPTrtqKDDa2Ziv311NcnufzakTz3t6X4ghZ21va6vFoGwnGbj7uZBqIgDI5LMC+Aq6AukW0sxgU+wwQU+/ZHefrJZTz53LewLJOVr6xn95pdhMI+GmJ2bqWJEAIpvTyRgkjAWzrruBiG4LRRJ7brveg/pAf9h/TIfV1Z2UAslqbwkABANE4Zbd9RTXV5lFDYm3pJJrNU7o96C3dMA6EUmzbs5Vd3TefXD02muDSv1fN26FJEhy5HPj2kaZr276hWcjSUztnQ2lNNdYy/PLSIjev2eqMJAvoP70NDeZSN72zHFW5uRUqzolaGwPQZDD/nJN5/Zwd21kaKA6MUtu3g81tYBtRUx3lz6QeMOW8gJ484AcM0cDI2XSIWFUkXRymEZYALAcsgZAhi0SRSwblfOJUTBnT5RO+tIZpk184aIpEAvQ+aKjlSkUgA0zJxHOnV3ziIEFBaEqFT1yKqy6NYPpP6Wm89rmkYuK6LP+ynsChMtC7JawvXceW1Iz/RdWiapn0SkpbTJi3XwLUNHWxouI7kvp/PZu+eWvLzQximgW27bFi/l3EXDeZHU6/hoV/NZdmyzV6yqCEwDINwfhAlIB5L8947O8ikst6ghwHC9IbmlFK4jtfZ1ZUumzfsY8x5A4nkh/jqnZfy2K9mo5JZOvotErYLhuDyG87BtmHje7soLIlw3mWnMeLcI6/c6TqSp55cxqKX1wAgXUW3HiV86zsX0aOVaYyPEokEOGvUiSxZ+gGFheHc9aTSWUzLYPTIEyk2Tabd9xLZrEMqY6NMgQNgGYQaa2iYlsHGtXu48tojvgRN07RPTOdsaMfUmvd2sm9PHQUH/QL1+UzCeUFe+9cGvnTtSCZOHsUHWysIhwO4rsSyTBLxNNVVMQxDIPACECkVwlUoIRGNRbekVEjlxc9lB00PnHvFCDr36si/nn2Lfdur6HZCJ8ZfO5oTh/Q8Ku9r5vQVzJ/7HuG8ID6fiVKKvbtr+c09M5n6h68SaewseySun3wW+8ujbN1agZQKwzCwLIPbbrmAjh0L6HDxEKr2R3nusSU4lpkrgGb4TCorG+jsM3FdSWGxzsXQNK19qVaCDaWDDa297N1T65XHOGTkwOczyaRtKvbXc8qQnnTvWcruHTXkF3rVO6P1SZSCvPwgSEUmDZZl4GZdlARlkFu94rqKYNDHhZcMaXaO/qf3pv/pvY/6e9q4ZhdPP/IabtbBTWTIK83DH/JTUBSmIZrk7Tc+5Pzxg474dfPygvz8p1eybv0etm2vIhIJcMbwPrk8DiEE464cyuyZq4iYhrdc1mciELiupHJ/PYXFeYwZd8rRfsuapmn/lh7Z0I6pwqIIRitTFK4rkY1VPA1D8L2fTORPv13A5o17MQxvqiUS8dOhQwGZVJZkzCteZRoCVylkY6QhDIHfZ/Gje64kGPS3OM/RtmTBWh69fz7J+iSmZRDL2MTrEnToWUq4MIyUir17aj/x6xuGYMjgHgwZ3KPV599dsR1hCDp3K6Fifx3plA0olFLYWZdRY/oz6PSjM3qjaZr2cekEUe2YGjaiD8GQj3g8TV5eEPByLeINKQad2oNOjR1HSzvk85Nff4m9u2upr0vwj0dfZ+/uWgxDEIoEyC8MEYumUEDYb2IICIQDXHDZaUyacs4nmrY4UolYmif+8C8CQR+mZSIM4XW1dyW1e2oJ5YcwhKC0Q36bXYOd9Yp9GYagc9diUsks6VQ2N3I07pIh7dKuvr2lU1lWLvuQXVsqKCzNY+TYAZR2Ksg9r5TivXe2s2juu1SWR+lzYhkXXTGUvv0/WeKvpmlHRrZS1Evqol5aewlHAnz3rku5/9cvEosmcytbe/TqwH//T8uCUt16lNCtRwlf/upoHvjVXNKpLIGgj5KO+RimQSZtM/qsExl57gBGnH0S/sCRtYD/T6xbvQPXleQXhMjLDxCLpb0ma4ZAuopoTYxAJMCos1uvr3E09DulGwqF60pM0yAcCRCOBMikvXokvU7o2Gbn/k9s2rCXxQvWUVXRwAknlXHBhEF0/Zhl0iv31fObO56htiqGdL18necfW8rNd13KiHO8PjKznlnOzH8u95oG+y0qln7Aijc+5LYfXMrw0e27rFnTtPalgw0NgAEDu/HQI19j1TvbiNYl6d6zhEGn9sQ0D1/wZegZJ3DDreN4+vFlxGJpUIpOXYr4xv9cwClDWp9iaGu27dJUz7S0Qz6OI0mnsgBI5SV0fvvOL1Bc0nblv3ud0JEzz+nP8iUfEAz68PlM0mkbx3G57sZzm5VA/7R4ec67PPXEMpQC0zLZsrmcVxau444fX8Yph5kuOtijU+dRUxmjoCh0YJVOMstffvMS/Qf3IJOxmfnUckIRPz6f92MnGPQRa0gx7fcLOXVE79x2rXWVlZXceeedzJs3j3g8TllZGVdffTX33HMPwWCQBQsW8MMf/pAtW7bQqVMnvvvd73LzzTcf68vWPkUkreRs6GkUrb2Fwn7OPnfAER0zdvwgRo8dwM5tVZimQe++nQ5U/fw31qzeyctz32X/3jq69SjhostOZ/Bp/3keQ/9B3ZFK4dguls+kS9ci0mmbZDyDUooHH/kaHcoKDnt8KpXllQXrWPbaRhzbZcSoE7nwklOPKDgRQvDN70ygZ+8OLJz7Lg3RFJ27FXPFNWcyauyR3d8jVbmvniUL1rJ7WxVde5UyZsJguvT496MTNdUxnnryDQIhP37/gR8J8ViaR36/mAf+cj1CwBsL1/HSU29RsaeODp2LuOiaMxh76alUlzfwwbq95BcEm00PhcJ+GuqTrFr2Icr0QkAvoFBE65LU1yVwHUlVueLXP5jO7T+6jKKS1gudaTBp0iR69+7Npk2bKC4uZvPmzUyaNIm6ujruuusurrrqKv7+978zceJEVq1axfjx4+nVqxeXXHLJsb507VNCr0bRPtP8fouTjqDg1oIX3+Mf05YgBPgCPta8u5O17+7i+pvGMu6iwZ/4OqQrefftrVg+k727agiF/RQWR3BsF9M0uPrr5/zbQCOdtvnNT15g65YKfH4LQwjmzHiHZa9u5O57r6a048fP8/D5LC6/5kwuu/oMpCsxLfOjD/oPrVu1gwd+OhOnsY/Lu8u3suD5ldz648sZdtZJhz3u/dU7QdEs0ACI5AWoqYmxY1sla9/8kBf+thTLZxIM+6mtivLEb+ezb0cVRR29BOFAwEcgZHBwOop0FfFYishBVVejdUlqq+MHmgArWLd6J/fe9Ty/+P11bTbCUVPZwOvz17J9czkdOxcy5qLB9D6xrE3O1RaWL1/O9773PYqLiwHo168fDz74IPPnz2f79u1MnjyZK6+8EoARI0Zw/vnns2zZMh1saDl6NYp23Ig1pHjmiTcIhHwEGnM5gkEfmbTNPx9bwshz+n2iRFLpSjat3cOijbVYlkEkP0i8IUUqmWXAkB5cOXk0Iz9iVGHpKxvYtrWSwqID9UaCIR81NXHmvLCSr33zvI+8DqUUG9bsZum/1lNfm6D/Kd0YO2HwYUuTHy121uHh+15CSUnBQTU8UokMD983j4eeuZlguPXpm0Q8jZSt1xEUCKK1CWY/+SahSAB/Y08Yy2eSiKV59tHXKSzJIx5LE29IEQwHKOtahGl5jfUMQ9DrxDLKuhejGq/Tq6yqcByZyw9KJDNsWr+Hd97YwuhPOPrTEE2RSmYo7ZiPdUhw9+GGvUy9awaZVDaXv/PKi+8x5fYLGXvxqYD3/27nlkrK99ZR3CGPkwZ2xTDap29Ea5RS7Ni0n307qynqkMfVV1/NlClTmDx5MmPHjmX06NGMGTOGMWPGADB27NjcsbW1tSxZsoRrrrnmGF299mmkRza048bGdXuQUhIONA8oAkEf8ViKTev3MuyME474dasqGojH0hQWd0AIQV5BiNJOBUTrkpw+si+jzjv5I1/jraWbvWTSg/40F0IQCvlZvmzzxwo2nnvyDeY89ZaXBBnwsW71Dp6f9jpnjOxLrwFdiCay7NtdS88+HRk7YTBdG6c4XMdlw+qdNNQl6Nq7A737dW52HdVVMbZvrSQU9jNgYNcWv0w3rd1NXXWccF4ApXKV5QlFAsSiKdat2sHwQ5rObd1czlN/W8r6Nbupr0uSjKWJ5AVoqImTTdooFL6Ajyf+uJiKhhQ+n0l+2E9hXgCUoroqhlTg85sUl0Soq0mQTmaoKo/SoayAeEOaE/p3ZtCwXhiGwUUTh/LijHdwHBd5UAq8ZZmNicUOL85457DBRjqV5bWX17Bk0QbsrM3QkX0ZP3EoGILH/riYFW98SDpt4/NbnD9hMDfcNo5g0I+Ukkf/72WyGZtIJEC8NkY2mcWxHf50z0wKC8Ls2FrJ9GlLiEWTWJaB6bMI5wXp2LWITl2LOXfCICxLULG7ln6DunPioO7s2lLBv55fya4tFXTpWcq4K4fTsWsR0doEHToXIIRBtC5OcWn+YQO9w4nVJ3jorumse2MTTsbBsEy69TuVH94xjEWvvsxf//pX4vE4o0eP5qGHHmLo0KG5Y+vr67nssssYPnw4X/rSl47ovNrnm6LlUtd2Woyigw3t00Mpcm3mj1RNZQNCiBaBQjDk481XN3LtN8a2OCadyvLWwrUsX7gOpRQV1XGk28pf+OKjr0spxYxpS/j7gwtAKoQQWH6TTCyFkpKXt1d6L+WzKD2hE+vf38WiF9/j9rsuo7g4wu/ums7/Z++84+Wo6v7/Pmdmtu/d29IT0gikEAihhy5N6U1AwAf9iYggj48oYBcfBEVAEfVBEeyCICC990RqKAnpvZfbt+9OOef3x+zuvTf3BkKABMi8X6/NzZ2dcmZm757vfMvn29GaQUqJ5ykm7DmSS646lUg0zF9ufZ5nn5yDkBKtNHX1US755qcZP3EYAHPfXMlvr36IjrYcXR15TMugaUASwzTIdhUo5Erc85cZRKIWu+09GoBVK9q4+nv34Nge9Q1xXFeRTRfId+QRPU7VKTrMn70GwwDXFXRkihTLLklL+p15paBcdMhni2jP11bJpouYlsHBR+/G5y8+ouYd+NyXDmHA4Dp++b8PAH6yrmHKbu+B0MyfuZyvnfwr8tkSI8YM5JQvHsSQnZp44O8v8sS/X6dcconWRUjUx3n0nteZ/tQ8jIjFimUteJ4CBK5T5qF7ZjJ37hq+/KWDmfWfRayYtZJEY4I1c1bjOa5/nyvn+d0v3AKWWZHaFziuQpdcsgWHja1ZmL2aZyqS9wYg0DTXR1GOh0Zguy4zX1nKff94CUImSFHphOwbqnUNcQ4/dneG7NTAgjlrKTuKXScP59BjJpNqjNPemkUIQWNzovb5/fV37uQ/d72EV/Y1WkCQXtNKrmss9z/2ANIQzJo1i2uvvZajjz6alStXEo/HWbhwISeffDLjx4/n9ttv366emYCPHkEYJWCHYfyk4QgpsMtuzSUPUC47GIZkwm7Dt2q/mzMGhBB4bl8DolS0ufa//8ayeWv9ihsBuUyJkquI77ETRo+8gWLB5rCj3lnx84WHZ3HX755BK41ZkUYvdeb8N03pexvQaNula1UbI/ccRSFvc/MNjxIqOeQyRZIVuXilFPPeWMEff/4Iw3YbztOPv008GcE0/f1mMyWu+8mDXP+bz5PpzHPDD+7BrXTGldLvkrthbSeCynyqYc3SVq7/zr/47JcO5biz9uPBu2dil11SlX4tAwfVUUgXcHVlG0Evo0MpEFIjDUGx7GIqA61ACE02XUAIQcjyQyeOqwhLweixA/jZ1/9O2/o0Q0c1cezZB3DkcVO4688zWLOqo9LMzv+i85SCvE1ZadaXXcplh5Z1nbw+YxHRRBhpGpQKDlIKiukiXtll8JgBtLZkKZQdvMp1r35tuo7H0rdW8f2zfo1pSuyyS7YlQy1RRFS6BSoNZQdtmuiIvrGOdwAAIABJREFU5RsKVC6Ap/wTl7I634PwdVs2dhR8g8KUlTc0WL48vVaA5RsdBdeltHQ9d96wyt+rIZF1MZ5/dBa/v/ZhTKXAkBhhi/r6OJ86YQ/2PXhXZtz9Ml7ZroxT0uasYXb+BQ6beSYzn5/PAUdNZurUqdx2220kk0lWrVrFxo0bOeWUU/jqV7/K1Vdf/YnUcgl4f2hEn7DJthL1CszegG1KXSrKGedOo1S0yaSLlEsO2UyBctHhc184aKuFvxqbk2il+xgdxYLN3v0kRz53/+ssnbuWuoYYiVSURF2UAUNS4Hq0LG+pCXF1deZJ1cc46fR9Nntsz1P8+8/T/Tby0veuKMfz3xSi208pJEiBW7QpZItEYyHSLRnaW7Mk6rpLRqWUJOuizHxhAQ/f9waRaKgWNhFCkEhGKJcd/vP8Ah6/dyauq0jVx6lrjNXCE56r8DyFQFBXH6WhOUE0FubuP75AR2uGebNXE4l06594rofnerUhb+6LQXkapTRF20Wja+fbswJJSkF7S5pfX3kfs15bTntbjiVz1vGbH9zL43e9wlHH74lhSjxP43kenueB7SK0Bq2wK4anZZkoIJ8r+6JoUiANiTQkdskh31UEIXBsDyll7StTuQqv6E/ULmA7Htqy0BUPla5ZDoCUvmtZit73CnxDompooEFrPK1xHM93w1lGxS/dI27V62Jp8BSqbKOVQkuJSsRwNbhFG892KCuwbY9ipsT6Ve3847fP8PXTbsIrlCs3QoIQNJiDMYXFnMJ07rn1QQA2btzIj370IyZOnIiUkhNOOIGrr76aa665JjA0AvqlmrPR87WtcjYCYyNgm3PsSVO59HsnMHG3YcRiISZN3onLfnASRx+7x1bvc8CQFJGYRbqzQKloUy45dHXkqauPccKZ+/VZf8ajs7FCRq8vZcOQNA+qI2WZNDTGSSQjHHP8FK667iwGDkpt9tjZrgLtGzMkUlEEwp/QeiZc9jCAqsezC76iqHJ9SfhNJwfDNNBSkM0Ue3mAeu5y7eoOFs9fV6siaRyQpHFgstfE19gcp7mi4mlV1pv96nKisVAl7FAb2GbPD/w5ddDwBurqY5iWZMz4IYzaZbDvNRLVMflCZig/+bN6Tctll3SmiDQkd9/yPAcdMYGhwxtJ1EWoq4/R2JwkGjZB++Enw/TvS0/D0a0ab9VrKAT5TAFpiF7D1xrcslO75kJXBm9Z+O6afs5TVM+wn5M2+q6vAC2Eb6BUt9caPA/KDqJkg+P6ywwD6hP+02Pc75KsPeXvXBr+cKqGjt+1EO24/jLDqC03jBD7xo9FYvC7+68lHo+z++67097ezpNPPslvf/tbcrkcl19+OYlEovb65je/+Y73NWDHQleMi01f24IgjBKwXdhz79HsWckf+CAwTYOJe+zE1D135sWn56OUYtqnJnDcZ/dlwOC+hoJre/3qgZiGJJaMcMPN523xsSOxEJZlYJkGkZhFsWD7XgyoPfVWj6QrXWCtaBjHdjFMA6vyxN3T4HBdD6khnohg226tcqeKAAYPa6BjTQet69P+MiFINcYJhU3Wr2gjFDb76Fb4c6Li8KN34/Y/TScSDSGl8EM0QgKVXIbqY0hlDpZSEI2FCEcsrLDFl7/1GRob41x00o3YZQ+kv+9QyKRcdGphB9f18zqUhny+TDweom1tJ5f97yn84jt30bq6HWUZaCUJWSaep9Da954opXsYagKlNIbRfSJCCKTG95I4LlgmbtmXiscwwHER0SjathGmgXbdyrh6hEr8WBDdO94EUYknVcNLpoCQVTNNtKsQJQfhuL6xUd3MU+B46GgIwhZELDBN33tjGBWPxSY3VOnu5YZBTwcMQMRIslvsYA487QB++KcLeg3zpptu4qabbur/HAICKgRy5QEB75N/338/r7z6Kqn67hb2z74N1/2u//UznXmyXYU+Cqmep0jURXly0q3v6fidbVkKubI/sarqE37Fc1B77K78IyVmm4nWmkRdlGKuhOcqDENAxTOilCYWD2MsMchkiv5kV/lWEEIgDMHMefXYZZeO1ixSil5P947tYhgSuUjWhqA1KKV4aeVtGKZBe2uGctnt0ZnXQ2/mi0dKwUsLBVr7Yl0vn3ozhmWQSxfIdBUqx/fzYzZXRus/oUueP+uPZDvz2CW7OwIhRCWe/A7ffJt4JWTl3mmlu49ZzcXQ9PMtqunpwKjltAgBLQI2F7uujmmz3h8/XNK9V6gdqOax0L63YnP76jlU1eOzU2GwNZqx4SkgJaN237q8poAA+vNkBJ6NgIAtp6m5mVB4y/M9EnVRCpVJvurhUEojDUmihwDVlpJqTODYHo7tAhrDkGgp0JUn9RpSIiulnsm6CPFEhHg8THtLBtfx/CRS/Am9vjmBUn51R88kV40mbFk1b0OiLkIuU+o1Hitk4thuLVRSNQbidVFMy3+Kbx5YR7FoV7rSgmEIMumin/tSnahFd+jHcxVoRb7LoZgp+sdPRIhEQ5RLDspTvUpa+6A1UggyHTnKBbs7/FJJNFWVapCenqDe29Mj1UJgmtJveqd7GA66t0HRa2NRW6vb7qgaJ72O2O1N2bLCwH7yParbVg1MNjeu90Alh2PJrFXvc0cBOyp+vVbfZduCwNgI+ERwyx/+8J63ad+Y5oE/T+fVZ+ailGafwyZw4hcOYeCwhq0ag+t4zHp5KUvmrSWRjLD3oeNpHJDk2fteZ/3KNsZMGMr+R09GStFHUVQpxbJ560h3+DobQ3ZqAuCuP8/ggTtfJRYPYVdCP5GIRTZd5L8uOpyjTtgTgNXLW5n92nKU0rS3ZHjm4bfQnqKYK1MuOQghGDtpKNf9+XxMc/N/9s8/NZc7/jKDfK4MWjNgYB3ppRtwcyUK+TLFvO1HiDQ0DEgCgol7j2LNko20rOmk5Hg4+Imy1ZCRjz/ZHv+5fXnk5ich5j+8a8dBl8vdE7GUELIQjQ2IStmmFiAMA4SfPPvp0/fhlC8cyBXn/p50p++dchwX5W0ym2uF9nxLRFTzJKKRSiKqPzTteWAY6LCFtgyE0t1DzuahvcuPLCUiMKipdzJoj/+LXBHRI6+k1zAs08/jkAIiFYO4uo9NvTBCQK4A+UL1qnWH4ipGa7o9v9n7FxDwTmhEPzobgWcjIOBDpWlQii9ecTxfvOL4D2R/pmWw18G7sNcm4llHn9E3QXVTpJTs3E/Z73+enkckYhEK+a/asUyDGU/NrxkbI0YPYMToAZQKNpecfTORqJ9fUd/sS6wrpeloy7Fk3nrGv0OTvEOPnMS0Q8ezupLzMev5+dw1eyWReJiO1iyGWam28TTZrgIDhzcy45FZNDQnGTSigc72HO2dJTQ9KnO0xjAMEk1xls1di1LKLw/VGl0q+wfuOfk6DjqdQTQ2+H4ey6xVi2gpePGFBXR15bHLbk1bZdPoixagY2G/BBU/KVPYnm9M+Ev8JE8h0PGIb5A4XqXGVyDKNlKB2dSIXbYh3J2nga6EROges1D+V7bupdWu0ZbR7TlRGoolX4vDNP1lnu4Otfg3ys/xKErwPN/AqCagasA00YF2RsBWonumQfVYti0IjI2AgI8wrtu3UgVASIHj9n2SXruqHbvkEE9GeiWdSulPyEsXvrOxAWBZBmPG+T1D/j13LR7Qknew6/1kU8Nxsco2ruNRyJbQGsIR01dbjYUxOgt+GEZIYvUJoskIRsgk1RAnu77Tn5B1jzyHHucnDek/5BdLaK1qehXgF4ZIKairjzHvrVU4judX/RiyT8BDRyx/2+o3qSHRUQklB+H0cBz38PJoKZCV94TrYRgG0pJIZaJc5VeRGJVMWCrhl0pip2nIyimp7gQZASoeQSMwSw4146TkgipDOIQ2ze6wkVLdRoVlVvI2eoR0TANM32gLCNg6+qs+CUpfAwJ2SGzb5YUXFnD9DY/imYKurnwlk8NHa41ju+x74M69tvNcj/88O5+2tjwrV7SzamUHnZ2FWs6IkH4uyHvBjIXoUIKSFrV50A2FKMejvjhbyQZ0LVkzEg0Ri4UQSiFsh4ZBKWTIRCnNmecfQjwVRYRDlYTXvsaSrJV74ld3VAwN3zkgqGuIEwqZWGHTz4vxr4ivcVLdiaAmsNW9wP+hQ2Y1g6Kb6tsVXQ1RycFQ2u/dIqVACoHMFnzvRE8vjNIYtsuw8UNJNiW6g0YhE68pgY5aELPw4pEeJykQponQEGmKUZ+KYggNroe2bXDsSmmPBeEwhEIQDiFCJsKU7HPIh9s5OOCTy6YaG/0pin5YBJ6NgICPEMWizdXXPMjSpRv96g7HI1+wWb2ijUGDU4CgWCjTPCjFpzbRJfnLzc/w7CNvY1qGn8OgNJ0deTzXI5mMIKVk6v4793/gzdBV9lD4+la6pn2hUVJi1sdRJRvDMAhXBMKEgIFD6mlvyZDPliiXXUbvMoiTz5nGlP3GsPStVSycvcpvhpbx0Li1sIQwDKo5osrwczeqloBpGdQ3JUhVSnlN02DM5GEsnb3GL7WtIAAvZPZfObJJAqpG+94CBFbIT9rVloGXLSMsE+24eJ5HIhUjnoiwcW07bmfW3yZkok0ToRQDhzVihUwSA+oQ0TDaUxQ8hS388JUoOdTVRVERC7fsYFoGA0Y0ceznDuCoE/fsYwAqpbjg2OtYu2C9r9dRdaEYgujAeo44aa/3dA8DAqoEYZSAgE8wSinmvrGS5Ys2EkuE2fvAcdRvpgvsY4+9zZLFG0jVx3DzZfItXYRLBcquIhs2qB+Y4ugT9+SEM/dFCHjlmXkoT9E8rIHnHptDPBkhGg+xYU1nTbOiq6uIZUouuOzYzR53cyxetJHG5gTpthzSEHiuriUsutJg8NAGcl15SgWbaFX9VWssy+Ccrx/DZy8+sld/jhP+6yAeuv0l8uk8ImThbmwDpZCWiRUyaWhKkEsX2PvYqZzxrRP4x++eY9HcNdQ3xnvrkHiK/Q+fyGVXf5Zbfv4wc2euoJArg1a4YQunR1xFVKpQhKx0ojUEKH+5DptQUSXVSqO0INKcIJEIM35kEwteX+6HrGyHpoEpRu06mFymSFdblmhDnHTOQUhBLlMiGg/zjcuPZfDQBp68/w1WLm5h4NB69j5oHHX1Meob4wwd2fyu11xKybevP5urLvkrHZ1FPMdFGgaJRJiLv38idQ1BGCVg6/CNDdFn2bYgMDYCdmiyXQUc26G+Odlv06rWdZ08eceLvP3SYmLJKIectBcHHrdnrXz03chlitzwvXtYtmB9pbRWcPvNz/Llyz/TbyfaZ5+bTyhsUWrN0P76UrTS/kO6pykWy1x+5UlMPXQizzzwBv+46cla47ii7eGaJnWpKGAwbFQz+UyRctkvfz37q5/ioCPfub9LfxiGJJaMkqyPU8iWauWttuMyeswArr7pXGa9uJhbrryXbFfBD1EozV6HjueULx/e55qmGuNc8L0T+fMvHsMpOVAfI7emBa9YJh4PIw3BGZcez+nfOA7DkHzugkO55rI7yWVKxJN+R9tcpkiiLsrhx+1BY3OS7//qXMA36ma/soy7/zqDN99eg2UaRONh4skInuvRsiGNBdQNrGP0LoM552tH8Myjb/PQfW/g2B5C+GGmuoY4X7/iWKbsM5qVizYw59VlAEzefywjxw3udT6FfJml89chDcm4ScNqaq5fuvTT7/la92Tn3Ubwi39+jekPv8WKhesZMLSBQ46bwoidB72v/Qbs4AQ6GwEB25b1K9v4+3UPM+flJSitGDpqAGf+9zFMPbTbAFi7rIWrv3QL+YpkuOe1s2T2Kt58fj6XXH9OH0Gw/vjHzc+yZP46Ug0xnJJDrj1LvmBz4xV3MugvFzBmwtBe65fLDhJN+1vLATCqUuVKo7Tmlh/8i4uvP5e//uIxwpEQ4YSfC6CzJTZ2FsimwyRTMQwpqauPo7Umly0ydHjTe75Gq1e0MWrMAGa/sZKmAcnaE7VS/j5PPGt/wtEQ+x4xiUn7jOGtGQspFWzG7jackbsO2Wx/jk+dNJURYwfyzP1v0LK2k5HnHMhuU0eSTEYYOnYQ8R46J+MmDuOyq0/njj88x4rFfmhp8t6jOecrh9NYqbSpIqVkygE7s8f+Y/nz75/lmcffRmv/mmoNE3cfwVf/52jqGxI0DvC33WW3EZz5pUOY/vR82lozDBpcz/6H7EJTZd+jdh3CqF2HbPYaxeJhJn+ASrg9aRqU4uT/d+iHsu+AHRON6GNcBKWvAQEfEpmOHD+94DbSHTkSqShSStrWdXHTZXfwzV99nskH+I3b7rzxUfLpIqnm7tCD8hRvTV/A7BkLmXLIeFYu2kBXe46hI5v76HMU8mVefnY+8WSEXFuW9tVtNde+0pofnvd7fnbHRQwf2/20OmWPnXjqvplox0OEur0nWmnqUlFK+TL3/O6ZSgVIdylsIhGmNV2ksz1HssdkXciXiSciTNhjy1UnM+kCv/35I8yfvRoN5LJF8rkSDc0JpJB4nmLi5OEccMiutW3idVEOPHbKFh9j3G7DGbeFHX4nTtmJ//3N58lV+qvEE5F3XF8IwRe+cjj7ThvHiy8soJC32X3Pkex/8C5Eo30TZBsaE5z42c032gsI+KSg+2RHb10Y5bXXXuO6665j6dKlJJNJTj/9dC6++OJ3bAAYGBsBOxzTH3yDdEeulmwI/mSZ7cpz7++fYfIB4ygXbWa/uJh4KtprW1kpcXz+gTe47y8zWLlovV+u6Wn2OmRXvvz9k4jE/NyFQq6EY7uEwwbtq9v9rqXVsIKrKOZL/OEn93PlH79c+yM98aSpvPDQGxS0xsSvAFGewjAkqVSMYq5M64aumru+Ni4haE5FaEuXSXcVamKZVsjgq5cfi2Vt+Z/67254jLmzVlFXMcRi8TCtLVlKeZvJU0dy8KcmcuDh4yst4rcNQoheRtSWrD9p9xFMepcy34CAHQmt+/FsvMcwSltbGxdeeCHf/e53Ofnkk1m1ahXnn38+qVSKz3/+85vdLih9DdjhmPvasn5DINFEhOXz1uK5XiWRSvdf1KA1M6cvYsXC9SRSMRJ1UeLJCK89t4A//fzh2nqphjh1DXEyrRlA985fEJBMxVmxYB0bV3fUFg8b2sB3/vd0wiHTH4fSxBMRhg6t90WwtGLnyTth226fcUmlmTJ5GKecvR/7HjSOk8/ej5/9/jwmTx25xddm3ZoO5ry5krq6aG28lmUwZGiKaMTitLP35/Bjdutj7AQEBHz0qSqIbvp6L6xZs4bDDz+c0047DcMwGD16NEcddRQzZ858x+0CYyNghyPVkOjdXr2C53hEYiGkIYnEQkzYZwy5TLHXOlppHFfheYq6hlitr4phShKpCK88PZeOFr8LqxUyOeGs/XCqnUih1nXVMA3iyTBCCEqFcq9j7L7XaD574RE0pWIMGpCguSmBa7vkMkWOPPMATvivg5DSL4GtamiUSw5KaU75wkGceu40vvad4zn13GkMGNS34+070bK+y2/gtokxJoRASkHrhvR72l9AQMBHCN1d/lorg32PYZQpU6Zw/fXX1363bZsXXniBCRP6Jrz3JDA2AnY4Djx+CkL4vUyqaK0p5sscevJetZDGmZccQyhskW7PUS7aFHIl0h05BgxvJBSx+sQnTdNACkHL2q7asmNO24ujTtsHENi2i2P7PTyskEE+WyYaDzN01IA+Y/zcN4/j3CuOJ5GKkUsXiCWjnPOt4zjnsuPZedIwvvK9EzEMSS5TJJsu4LoeZ130KfbqkUexNTQPrMPrp6Ga1n6CatPAuve1/4CAgO1HtfS198t/b+nSpcydO7fPq6WlZbP7K5fL/M///A+mab5jCAWCnI2AHZBJ+47l0+ccyGP/+I8/qWqQhmDs5BGcdP7htfVGTxrOj/76VR760/PMeWUJdfEwh52yD/UD6/nDNff3kgMH32PhKUVjjwlZSsn53z6OV5+ew7plLUhpIAxBIVumkC1x0vmHEeqR6Nlzu2POPoijP3cgTtnFCpu9jrX/kZOYcuA4Fs1ejVKacbsNI56M9tnPe2X4yGZ2mTSMBXPWkKqPVfqOaDLpIoOHNjAxyIEICPhEctlll/W7/Gtf+xqXXHJJn+Xr1q3jkksuIRwO85e//IV4/J31XwJjI2CHQwjBmf99DPseuRuvPj2XctFm0j5j2OOgXbE2yUUYPnYQF/7kjF7L7JLDXTc/RaYzTyIV9Sdkpcl1FZl8wNg+VSmrl7dRNi1SgxvIt2fRSmFFLCKNCebNX++HVTZTRiuE6NcYAV8afPf9xr6PK9E/X7v8WH559YMsX7Shlvw6ZFgDl/7gpC0q9w0ICPhoomv/9EYA1113HWPH9v0+GTCgr+d19uzZfOUrX+Goo47iBz/4AZbV/3dUTwJjI2CHRAjBmEnDGTNpy0tCq4QiFpfecDa/vOyfdLVnK11QFWN3G8YF3z+5z/pz3lyJkILm0QNpGjkApVQtJ6KzLc/ale3sNKbvH/T2or4xwZXXn8WShevZuK6LxuYk43cb1q/oWUBAwMeH/qpRqr+PHTuWSZPeXfhv/fr1nH/++Zx33nlcfPHFW3zswNgI2CxaaxbNWcvMl5bgOh577DOayXuN+tg/3bqOx5yZy+lqyzJkpyZSA+pYtbKNeCLM+AnDMMx3P7+R4wZz/b8uYc5ry+hqyzJs9AB23m14/x1ae2R7CykwpF8yqrXfXu0dStO3G0IIxo0fyrjxQ9995YCAgI8F/SaEvscE0TvuuIN0Os2tt97KrbfeWls+bdo0fvvb3252u8DYCOgXpRR//NWTTH9iLqryCX3m4VlM3GMnvnHlSYTC7+42+yiyemkLv/zOv+hozQCQSRdxgbqdmsEQNDYm+O9vfYaddx38zjvCbw42Zdq4d11v8t6juPO2F3BdD9Ps1qbIZUuEDMHvrrqfdHuO0eOHcPzZB7DrHjtt9fkFBAQEbJZ38GxsKZdeeimXXnrpez70x/sRNeBD47UZi5n+xFzidRHqG+PUNyZI1EWZ8+ZKHr/vje09vK3CsV1uuOIuOlozJFNRHE9Rtl1U2aHUkiZZF6WzM8+1V91PpkfJq1KaZUs2Mm/OGgr58jscoX9GjGrmyBOnUMiVyaaLlIo26a482dYM+fYsG1a149gub7+6jJ9943ZmvrDwgzztgICAAKC/SpR+eqV8SASejYB+ef7xOQhJr5CJlIJw2OTZR2Zzwpn7bcfRbR2zX1lGV3uWZCqK1pBNFzEMiVKKQmeeDSvbSTbGKRTKvPKfxRz1md1ZvHA9/3fjE7RuzCClwDAlJ392X048da93lObdlHMvPJxdJg3j6Ydm0dGWZeCgOma9sJD6xngtbBOOWBRyJf524+PsOW1nDHPbKXQGBATsIGyjLq+bEhgbAf2STRf6newM0yCfe+9P9x8FOtv8ZE4hBK7roZRGKe0Lbmko5UqUbRdpGqxa0UZba5af/fh+bNslWak6scsOd/39Rerqohx+1JZ3URVCsN8hu7JfRQfjkX++zNyXFvfJD4nGw3R15FmzvLVPh9GAgICA98UHkLOxtQRhlIB+mThlJ5x+JLGLBZtddxu2HUb0/hk0rAGtNFprDEP6QlVKUf0LNEIm0pA4jktnS4bnn5lHueSQrIvWvBihsIUVMrn/7tdq6p1bg5SiV+JoTwS8J69JQEBAwBbRXwhlG4VRAmMjoF+OPH4K0ViYdGehpihZDTuc+Ln9t/fwtoqJe41iyE5NZDoLgN+8zLczNCJsgRQopX0V0JXtrFjSgpB9/xDDEYvW1izlcl9jbEup6mP0VDEFyGdLNA1KMfwjVAobEBDwCUFv5rUNCIyND5n1HRn++tRMfnLHU/z1qZms78hs7yFtEQMGp/juz89g/OThZNNFMp15ho1s4rKfnMrO44ds7+FtFYYh+ebPz2TMhKFk00WErrQgClnoRBSlfY9DcyKM9hQDh6T6yHYDOI5HIhF+X83Iho5s5jNn7UchVybTVaBYKJPuLPjt0b/56UDTIiAg4APnneTKP2yCnI0PkdcXr+Gq25+kZLs4SiE03D1jNj8852j2HvfexaS2NSPHDuS7Pz+DbNr3bqQa4h97937z4BQ/vPk8Vi1p4c5bnuOt15aRbIxTdjykEMTCJpnOAlP2G8vBn5rIk4/OplRyiFRUPD1PUSraHHvGvrUmbFvLGV85nJ0nDePp+96goyXDmIlDOeb0fRk5btAHcaoBAQEBHxkCY+MDwHZcWtN5krEwdbEIAGXH5dp/PUtXvkS+bNfWTRdLXPn3J7j3+/9FyPp4XP5kKra9h/CBIoRg5LhBfOEbx/Cji/9GLlMknggDkO4skExFOea0vWgelOLLFx3BbTc/SzZTrHRM1Ox3wM6cdPo+H8g49jp4V/Y6+P01TwsICAjYMvrL0QhKXz/yKKW5+8XZ/Gv6bLLFMoYUTJswiouOm8aSdW20ZfLkyjZCgpPUOBEPXFiTSfP4G4s4Yb+J2/sUdmgGDq3nB786m3v+PIM3XlyCEHDA4RM49bwDaa60Zj/48Anssdco3py5HLvsMm7XIYwK8ikCAgIC3hOBsfE++NeMWfzpqZlEQyYN8Qie0kyfu5y17WnOOGgP8iUbbWjSI128kEZXM3GaPf425813NTby+TKvv7acrq48w4Y3MmXKyC2S0g7Ycobu1MQlPzypUpVCv7kSdXVRDv1UYBgGBAR8zNmOpa+BsbGVFG2HO6fPIhayiFQSBU1D0BCPsHxjB8WyjasU+SEubkghPZCIyr3WvK03sjzdwehUY7/7nz9vLTdc+zClkoNSCiEEQ4c1cMX3TqS5ObkNz3THYGsSMvO5EsuXbCQcthizy+CPfc+YgICATziBsfHxY31HhmJbgXBLiVzexUiFCY2qw4hbKKXpyBdpSMXoSHYhXD8+X836lUJiSMlTq5by5cl9jY1iweaGax/Gtl3q6vwcEK01a9d08LvfPMVviIFoAAAgAElEQVT3rzxlW55qwCZorbn/zle4/85X0RVhsMbmBBd+89OM3+2jn/gbEBCwY9KvPHmgs/HRZsFrK9AvbaS8LI3bUqC0sIOuJ1awYt4G2rsKvDJ/FacdMrmm06B1j7JmrbEdl8UbWvvd9+szl1EqOSQqSYvgGyt1dRHmz1vLxg3pbXCGAZvjuSfmcM/fX8KyDBJ1EZKpCF2dea6/8j5agnsTEBDwUWU76mwEno0ezF2/kYfmLGBtV4ZdBjVz0uQJjGio77NeNlPknlteIBwxKVdCHI7rIRxFdEkWZ0o9C1a30JkrMGBAjHZVRHu6lvNrSoFSMPPVVazZo4vhA+vRWjN77hqeem4e82evIZstEo1aWFa3ZLiUEiFg7tw12I7L8OGNH/tS1I8bWmseuOtVrJBBKOz/+QghSCQjZLoKvPDkHE7//IHbeZQBAQEBmyHojbJ9eeDt+fzquRdRWmNKydvrN/Lg2wu45sSj2WtEb3nu2a8tx3MVQwbUs7YtTcl2/RCJIZC2ot6W2FmbpR2tjNQNZGJlbOkhlF9kpCRElUksLXnkxXlccPI0/nXfTO558A1Ao8ouxZLD6rUdDB3cQCTi36bOzgKdnXn+8IdnEUIwbHgjF174KcaODXQZthWO7dLekiGejPR5T0jBiqX9e6sCAgICtjsfQIv5reUTG0Yp2S7rOjLkS/a7rtueL/Dr518ibJo0xKIkI2EaYlGU1vz8yel4lUqFKnbJAcAyJDsNrMcwBIYUmKaBRFDMlCmXXZTSrFnaSWI2GDmNkhpPasxOaFhkYAmDRatbWbe+i3seeJ1YxCKVjFLflCActVCepqUtgwa6uoq0t2WJxkKkUjHq6qKsW9vJ1T95gLa27IdxCQP6wbQMEnXRfvvGKKUZNDS1HUYVEBAQ8O4I3f9rW/CJ82y4nuIf09/g36/MpVB2sEzJUbuP44Kj9iMWDvW7zSsrVqO0JrKJyFYiHKI1l2fhxjZG1dfz4MNv8cwLC8hki2S0h7Rd4iETU0o8NNpTKDQ6YWIYEk9pDClwylC/0MSMGggPDE/geB5Zr0RzfYKZb61AQy1kIoRg4MhG2tZ2UcyW6eoskE4XiMRDxFJRVm/owvUUlmkQKjs88/Rczjjz49mv5OOGlJJjTtiTf/39P1ghs1aBUio6GIbk0KN2284jDAgICNgMQdfXD45bnnyZ2194C4DGRJSwafLoGwv5yd1Pb7ZLp+15qJKH3WXjlbobY/ntyKFQtrnmuof4572v0tqexfUUOmKyslCiK18iHgmhHQ/tKOxBUUQ1z0JrPFuBh9/GPO0h3eq+oVhy+cz+4/E83Uef3rAMBo5spG5YHRdcfCSppjhWPExLRw7H9cdYLrt05Uo8+OAbFHKlD/ZCBmyW407fm4MOn0guWyKbKZLNFFFK8eWvH81OowPBr4CAgI8o1TDKpq9twCfKs9GRK/DQ6wtIREJYpj/hh0wDMxbh9WVrWbSujV2H9Z4MOtMF/vPUIkpzc9jCb/odagxTNy5JWXlYQtK+PM3MWSspeS4IXytDagiFDTqVIlr2MMImuWaLUr2FdBU4CuGBJzVVOVhdVniOgoSBBppDEfYYN4yoMJACXM/D8TRCQNg0KBYdGpuSHHTwLvzt7zNoW9+FIQUIgWv7YRoNrNuY4b9PuIGv//RMJu+/87a85Dskpmlw4Tc/zfGn782i+esIhy322HsUiWR0ew8tICAg4J0JEkTfP8tbOhBQMzSqSCkwhGTJhm5jY/HyFn79p2d4ffFaHAOQ4ErQJthdJbJzyihLkrBC/OyVJ3EdB22JbhVQqXEd3+hgYiOGJZClMjJTxiqpWh8NQ4ATkwhTEDYEntLEtEXENDlkit9mfNzYQQwZ0cCbC9b60vWAQJAMm3z1S4dhmQYTJw5j1dpOMCROxdDoeX4FT3HT5Xdw3b//h/qmQPRrWzB8ZDPDRzZv72EEBAQEbBlBGOWDIRkJ42ndb7hEo0lEfN2K2QvW8P++83deXrIWxwItQUnhe5NccA0oS03SshicSlLAqRkBlR69oEGZ/rL2bA6twChpzIJ/fC3wt9Fg5hVmSVfEvAR20SEesjj1M3sC8OrslaxqTZNIRHDRuFrjouiyHR6cuYBcscz+B+xMKGLiOF7vtucClIZQNIRju7z21NwP+zIHBAQEBHwcCXQ2Phh2HtzM8KYUa9vSpOLdpYm5kk0kZLHPziNQSvONn91LWWow8D0QJn6ko+q0sEGEoLNcJpTNU2qSWBmPTRMrhAdODDygpT2LVVDdu9EaIQSGADyNsDWe4aElJBNhfvzNExg9wn8qvufRNzEMQb5kI2yF9PzqF21KZsxYxJcWb+SsQ6YQj4UplzapgtCg0Kwqe5hK8K87XoZwiP0PG0+y/pPVrTUgICAg4H0QlL5+MEgp+O6ph5OMhekqlOjIFejKF5FS8L3TPkUsbDHjjaXkSo6fRSGqL9Ft3VWuu7R9b0hrZw47AeWUQHj40uMeSBe0AcVmP2QjHY3wAO3vwlAaYSsoeGArPMfD1QppCM4+YW/GjR5YG/fKtR3kc2XcnI1wqyEYfCOly2bt4o3cdv3D5Ba14Lk2hWaD3FCTwkATOy59R4sUqJDJ8o1ZfnHNg1zy2d/w3MOztsl1L+RKtG1I4zreu68cEBAQELDD8YnybACMGdTEHy/+LM/MXspLby2jZUOGplCMF15azEPPz+Gl15YhZLeTYnNGXVWYU3iAguwIiV2niXRopAdOAorNEivjv2+UqzsEPI10NLiaanqo8MALafKW4p8zZnPgAeMYNdjvi1JfF2Xdmg6E1t3hmsrYwp0lzJyDI6A0IExxSNg3RgDPEqh6A21AOA042s89EZL2osOffvk4w0cPYOeJQz+EKw3ZdIHbf/sULz81D9fxSDXGOeHcaRx12t5b1dgsICAgIODDQ/QTNgl0Nt4HYdPkzZkrWLBgPVprli5vxXY9TFNilz1qFkDtp+51E7QAzxT+xG8KQl2acpOgnBI4ycpqhm9AWHmNLHcbCUJTMzQAkJWwmIBQQaEsQUtXjh/f9ji3XHEGlmlwwORRzJ27ttc5aMAoe1hZGw2okEFxWAyURiiNoQVe2EArcBIGVs5DSvyYjoCi0NhK8+xDb30oxobnKW64/C6WzV9HvC6CaUrKRYfbf/MUju1x/DkHfODHDAgICAj4ePKJNDZemLmEN+evoey4ZAplPM/Ppai5+UXFxlD+/6vaF1XjQyh8L4MnwANDCaw0fo4H4IV8QyPSpjFLGsPeNJfD/73qNdEC/NpWTSjj4WhYvGwDXzj/FqaMGcr+B48jVHCwY2avaI7VVvTHJAVuwvTH5lXeVfiZodL/vxcSCFeiEhJdMZRalGD+0g0fwhWGuTOXs2LhelKNsVp/lkgshJCCh/7xIkeeuheRaP8iagEBAQEB24mg9PW947oeC1e0YDseY0c00ZLJs3B1K3/598u0duVrVSnVkIjurTqOlhqzBMoU6IohITyNdCHSCXYcfGsEQvmK96MadnHAsDXSrnpFuu+g6PEfLQENhu3nYkhPY7Z46LRLoUky660VvPb2SuKJMF664Od8KDCKLkY1GVRA9ROiAWkrrIKLNgV20kKF/IO4CcMfS8WIciUsyOZYuHQjg5uTzJ61Gsf1mDBhKEOG9G0w915YvmA9XqUJnda+VLeUglDYJNtVZOOaTkaOC3q2BAQEBHxk6E+efEcJo7S0tHDFFVfwyCOPkMvlGDRoEGeccQZXXnklkUiEBQsWcNFFF/Haa6/R0NDAt7/9bS666CJmLVzLr/72HF3ZAgBduSIqLCkaLqQ93wPQIx+jZw5obVl1YrcrYZDq+hqk43s8lNW9rPrSAv/KKVBhgSiqWqZtNWTSs6RIurp7u4rBIkuKfFuR9IAweal8wygaQWiIri4gS16PDcAoeghXEepwiLSVKycA0fVlyg0WQgu8mIFQ3edtAmbY5NqbHiW9Ko0QEAr7J3TkkZMIGVt2D/70pz9xzTXXsH79ekaNGsVVV11FIjkCIQTtLRmy6SJaaUzLoK4hDmhiifBWfiICAgICAj4UahPUJsu2Advd2DjrrLMYNWoUCxYsoKGhgUWLFnHWWWfR2dnJjTfeyDHHHMMFF1zAk08+yb/ufoLzzjuNBx5fhbIGEakPU9cYY3VrmnLZhYJGKr+KBEN252TQu2pVa9/4EFVPh+j+oaGWZyE22V6bvpejenNcAZbrJ2XSIxVEmQLD9iXIhQJtiO6E1MrqCg0lj7znguouC9ICijvFEMvyYBiYBRtZ9pAlRXxZHsPVaCnQshoL0kTabJy6kK8oWvkgCcA1BB1deTpbMphljelqpCFpHpjkySfnsPeeLoMGpd7xHpx33nl84xvf4JlnnmHq1Kk88cQTHHfccbz5+hyyXQUc28UwDaQpcF2Ptg1pxkwYSqYzT7ojz6hdBmNavUXWAgICAgK2AzuyqNfLL7/M6aefTkNDAwC77LILN954I1YsziU/vYG8gvi+h/HPh17nvkdWcsSnL0cY9bgll/zGPGuWt2OXXISnMMoaq6CRTo8DaPykSlchbQ8jXUboig6o7rEOfut3NyJqr2oIBFeDJXpYI5XNTIEbruRP1GI1/sszqYVmAJQhKNcZ2I0WWoCsOC6Mkud7WDwQDhhlwBW49VF0LIRbF0GHDD+HI+8hHN3dqa9izKA1Zt5BeBqz6GLlXd8T0mUTbisT7vJ/147CK7lsWNtFNldi3bqud7wHTU1NTJs2jdWrVzN16lQcx6G1tZVkMkm6vUS4kqOhPIVXKdkVQrBs4Xq+dcZv+N4XbuHrp97Ea88v+IA+LQEBAQEBW812FPUyrrzyyiu3zaH6Z8mSJVx33XWsX7+ecrlMU1MTGzyLO+Z18Mpjj+JpwcvPP88d/3ctSxf/h0i0iXBsKFpoNBpVUnhhP1Rhlas5FxovKtAIpNJIR2FmHCLr81hpGy8R6qWvIfBzK7xIz7hLZZVqWEJ2GxNCVZNIfa+FkXZQIYk2BMqoGClo3JiBF5aokPTDLVJgFl3MkkIq3w9ilrWfUCp90Q8BSOUfT7geZsFDS4kOW4hKq3tRyf0QWte8M0KBMIzah0d4CqNimPSiMn7X9UgkiowY0Ug8mexzDyZMmMARRxwBQDgc5u2332bEiBHce++9XPmDq3j76VbWrGzHMAxCEZNoPAxCYJdsNALterhlh2xXnlkvL2XSPqNpGhS0Xw8ICAjY1rS2tnLnnXeiJ0xAxOLdElOAKBSQ8+dz5plnMnDgwHfZ09azzcMoqzd28n93TGdDS5oxIwdw/S9/zWGHHcadd97JrbfeSi6XIzZoFEMOOQW7mKdj8SxG7ncq+x1+LJnOFbw188/svk+cuvpRgD/xWlmF4Si0KX0jQYOV9bCTkvjiNMJWaMt34gggsiaLPTCGkwr53gcPlNUdfgBqWhaVSIWPAsOlt3dDgJcwMTzhl6QWPcyS52+Y91CmxEmavuFTVlg5r7tKRfovs6jQUqKqxk7FwFGGRCjdfTgpapUuVaOhltZhdseCqrko1fV65q7UvDOub6x1dua57bbb+Nvf/tbrHkybNo2bbrqJqVOnAjB+/HiKxSJ3//PffP4L53Dg2DNJhnZCaUW55OEpTbnogPTvgWH48qzKU2Q78zx25yvsMnnEe/68BAQEBAR8QOwoYZS/P/Qan/vqrcx4agFL3l7PEw/O5uT/dzPrcoO48Os/5dW3FrLLuZdi1NWx/IHf4UlFuGkQTbvuhxQGqcaxNA2cSNuGuTWVzZq4lSHoaa5JDyIbHYyS8r0G1cqUigBXbGWW8MYiwvZQpt/nBKipuSpJbWKWlRskq4ZGj+MIDTrkX0azh6GhK71WpKMIpR3AN0T8QYgeYRz//0bJq+TuiFrxiTa6rQShNdqoxGVU9eR1zTOjQmZlvcoG7/IBEoAhJZlMESkl5513Ho888gidnZ3MnDmTYcOGcfTRR5PP5wGwLAvLsuhYJBnesCud5eWVkleBYUrskoOuel6o5MQIgTQkTtllySY6IgEBAQEB25jtGEbZZp6NrmyB39/2HMLR/hO9AV1rF7LorTtwi9/lsaYY6XowBg5l6FFnsuC33yU6cBjFdSuwGyReu+dLhFfqV2uJnFJgOBrXEpiqR1Knrk7jICohC4HuNRlbRYWwNLroUUpJlCX8QEbViKisKlx8Ea+eN6Wn20P4SalG1aNRLX0RAi19ES7h+iGPqpGhDN9LISrGjajkfQilfc8G/jF11ZtRCeUoy0Q6vfu0eFHL9+r0ZJP8kk2RhsQwJEuXL6KxsZE1a9YQi8UwDIOpU6dy2223kUwmuf7665k9ezb33HMPWmvenLEIYWgi4RhNjTHa2vO4rp8MW81bMQFPVdVT/cZ09U2JLfmYBAQEBAR8SPSnIPqJ82z85m/Po11NuU5SajDwLEliyBgMK8LiuffQmW3FDYObzdL68uOEGwdRP3p33FyGtremk28SdHUupaNlAc1DdseLylpOhBc1EKbEk75noIoOGX7VRsUIEV51svevrgobCKWRShMqqN4eB0XNoDBcsEqVO1LdfcXQqOVMVA/a4/j0mIClp/0yWi38sSD8ipmqQJf09TOE171/6Wjfu9GzlFZKVMjEi5o4qTBOfRQVsfrU9m5Whh0wDEGiPooQsPfUPairq+P8889nxYoVAGzcuJEf/ehHTJw4kbPOOovHHnuMe++9F6UUK9vmsbZ9CbsOm+p7LyomnZbCr7qRAlt5uErhKYXrKpQhOejYPbbkYxIQEBAQ8GFRdd1v+toGbDNjY/bc1ZRTBlpoQlmN1GCEwkw67CKEYbLgqZuZd9N3WPr36/EKeUad+hXMZIrRn72IzJLZzL7jRyyaey9jJ59CbNBIfxLu4aXQUqAtAzcscSMGXkj6IZZEyDcElMZOWRSGx8gPj1EeGEVZlXavGkxpkDBMv29KVYzLEBhCkEqGsVTFSKjIhQtPdxsG9HA0VCtdKvvQhv/TCQlUJQGUyvu1klshUDXPRLXUxJcrR4pK8mmPfYYkOmSiLQOqkzzdm1d/qba5ryWNVlYxQgZWPMzw4Y3U1yeYPn06Wgn2nLIPlhlm1MhxvDjjbe64/R523XVX7r33Xn784x/T2NjIks5XOHz82SQjzbS3F3yR1YiFipgoy/SNPcvyh6AqYR7T5B+/e5bXpy9EqU2U1QICAgICPvFsszBKW76I0BrDBifhK3YKD0yjnrHTzkJrKAzy8xx6hisiA4cz+syLsbJgliHc4fj5Gf25fqqTq+uHaryogRZhvLCBkzJwY5XTlQJbCAxbEe7ywBREQiZNoThGyKDFK9JOGc8ALINcRGIbApnVqEr+Ry1KIfwwi5ACLyR9pVChazkkwtVoBF5EEunyejo7uses/dwOL+x7OqStEK7vhtGV3AcdMjbtcF+7Bm4IQs4m78luAyQkJOGQyZ77jkFLwaixAzj4oF14afqjAETDKRpCh3LsofsQi/liXIVCmd//4gX+9/phHHPMMRxzzDEAbFjdwVUX/pGW9WkcQ2DXRbu9SQKk7WJkSgjTRDsuQkqEUrSsauf6y+/isOP34MvfOb7fRm3lksP8t9fgOh47jx9CfWO8v49SQEBAQMDWsB3DKNvM2CjhIVyNnTJY9+YTdC17q/vNysN81RPQ6+Sr+Req+rMS29jU86N7r9+9vDvfoT+Ep2uhAAAhK03YKpiG9A0JT/kt3zUo3V0h0i1V7h9Y9PPgXq10kfYW3NVNh1n9vfIh8a+R6HVsvxRX9wohbborQwqmzzRobEwQCptc93Noa21l8m67odzRZDIF6hviNYn3+nCcdGeexx96izPOncaCt1fz7MOzmPfWSjIlF0dK7ETIP2bV+NL43qJEGDNXBin9ZZUKmmxXgSfvfZ39j5jIHvvv3GusM19cwh9++TilolMzxo4/Y19OO/eAWu+VgICAgICtp1p8sD3YZmEUUwvchN+ltI/2Q/XBWNF7su5paFSoKWduSs+QQa/lYhNXQm/0JkaIV0n2BH+ClrKifSEFwvR/98fqh1Nq7o3KNl5YoCyBNn0lURUS3WGxd5szN/F4+BUtlZes7re76qZmeOiKodGjSqa6LykEIcvAMCSu49HakvENJ0Brjee6vPafxThll9Ur2li+pIUVS1tZu6YDTymeePhNzjjsp3zrvD/w8F2vsnzRRro6CzixkO+lqRgateFrjQpbqJ65M5WX5yny2RJ/vfGJXqe9ankrv/npQ7iORyIZIZGMEg5b3H/Hy7zw5Nx3uWgB/aG1ZtmiDTz/2Nu88dISbNt9940CAgK2OS0tLXzxi19k0KBBxONxxowZw7e//W1KpVKv9davX8+AAQO4++67t/5gO0I1SkNdjHwhjwCG7Hk0Q/Y8GuiuKjGLFanxysSsrEpSp4s/sVa9DZ7GKPuTXBVRm/Ch2i7ef9L3F7lRgZASy5S4rqo9vWutkVqQKAo/v1JrOpvAiQgGNSVpSMUAKJddXNej5HmkklHSHXmy6/IoT2OUFWbZn/hzQ2UfD0rVUNICEittwlnVHX7pcaM9yw/FaOWXuHoxo5YIIvAVSe2UUfOuVPHVSDWJdQ5SCkzTQErhy7cDTakosuiSzZbRWqOVZuToAVx1/Vnc+rtf4jgeLz+7Hq9aTlvBdVwK2RJ4CuF2W3taCtyICZUmbJUL132+aFDCvw6mAV6l9FgI/7p7mvlvreLGH97L1Gnj2OvAcTzz8Cw8T5P4/+y9d5wd1Xn//z5nyq3btepdSAhJNCGBQSB6s2k2NsXGxnYcGyeQODHEJvz8tZ3gOLZxiSu4fcF2vsE4sSEGLHoTIJpAAoF6R21XW26/U875/XHm3t2VFiFArATM+/VaaffeKWfmzp3zzFM+T4MJ4XhV33To1Zo7//AMJ54xay+usJgaxUKFH1//Z5a9sBEZhRyzDUn+/qvnM3XGmP09vJiYmH7sqV3ETTfdBJi56ROf+ARdXV1vaV/7sxplyIwNzwsHfb1/7kP9NQ2Wz8BQRWh6gghA20Ag6pOuZhenge7rH6IsU9GhhSbQGsc1Kpueb8S1tK+pSG0SQJVGlkEnBR07C5TKHsoLCQJFKIwxFKwtUHYgrI0u8iJUGwTSE6hkNIZQ4xYVIoyURF1BebhlWtL7eoBFGbqCIC1BSoTfT42rZj9hvBoo05FWRgaYsgAJypbmdwW+H+l8RMZMZ74MWmMrFb2u2bChk6//8x8YNVaT6y0TBtZuVTRaGFExHAm+wqr64GtU1jXLqsijIY1XRWgNlSBSNo2OzZJRj5rIkBHCVNMEIQtue5r7//gsyXSCkZOGEVQ8tqzqpVINTNGNJUEIct1FuncWaIlLZ/ea3/70QV56fgONzSmklGitKeYr3PCVP/K9W/6aTDb5+huJiYkZEhYtWsTVV1+9W7uIBQsW1Je54YYbaG9vZ9y4tyiM+F4wNjIiitjU8hvqEymmNDWIKkCI3q4qcPpVWugovyKS9tZ2tKnoRMmQPuXMKOygTY2pSdK0BSGK0FMDoi0a8B3wtQZlkjmRJpxSKFSQGmxbQqARJfCKIZYlkUCQgmpG4mejhNDITnB7Q7KbvT69DHwqbRZeo0W1xUJ6GquqQYF2qJfmaq0H6GUIZTwJtcnbKfULKWmN7ZmGbiZUE2l0oPvsFCnQyniFAkdiB8YboYRm3doOmlqrqHooqO+EKEugk3afBedYhCkHkav0CaSZGAoogRDGkBCIPo+T6EuX6esbE40v8niESlMqVlm9dJNZ37LqiqgqCBGWJAzgR/96B1/5/kffc7kbLzy+kgX/70m2bOhk5Lg2zrr0WGbPP3iP6+R7Syx6eDnZhmQ9CVcIQbYxRa63zDOPreSksw8biuHHxMTsBRdffDGf/OQnueyyyzjppJM47rjjmD9/PvPnzwfgueee4+c//znPPPMMRxxxxH4e7ZtnyHI2Dh7WgvB1FGaIJvaa3aGMBoUSRrlTeKZqBV9jlRVWRWGVFW4+xClGylj1xE/zoxzQKNCa0AUvDX4q2h6YMswQhDZuZRlo7JJCRsmpoQvVVosgK5EegCZ0BASgCxqrbMYcZCShZUI0VhXCLJRGSpMzIcEqKrKbPDPn2ybHQktIdQYkO0O0LQlTEhmEqIyFTthGgbRu/ejoUxEDbADL7598qrECjfQ1tg9OUYMtTfWM6v+jkdUQQiPXXrMDbNsmDJXxNtUMh7rhZrxChMqESqoBsreM1VsCR9ZDUNEwqBk3UEverb+xC2LgrzXPk8B4P6QwuTLaCJ0hTIO3ltYMa5ZvZd3KbXt5pb07uPe2p/j+Nbey/IUNVMseq5Zu4j++/Hvu/s/H97heT1cRrfWgnXbDIGRnR/7tGnJMTMyb4Fe/+hXf+c53WL58OZdddhnDhw/n+OOPZ/HixRSLRS677DJ++ctf0tzc/Jb3VWviuevPUDBkno3LPnIcD37jVgIdhQRkFLaoaqSnCRpNjoL0QLm1PAuBUopUZz+xq9Ckb4YZa6AWiQYvKwgzsi41LrRA+honp/spXOi690NF92MvI9CJvo0JDbJivCVWYDwj/RNQtS2QFfNacqfAb8QojPqQ7Aoij8UuT+EhJHoCZBDi9AaohFUfN1IS+VSMR0BFb0jqyZ+1ag+kEfuqq5EKon4pGp2w0EEw4OKxygGEEpVxzd+WREpBKECFu5TORIaE7YUQhuCFiLAvx8SqBGhLorKJXZJujdVY96ww8L/acQ34wHZffTeklDiOMYweuXsJG1ZuY+qssYyd1L77wu8iirkyv//J/SRTLomkA0Ai6eJVff77poc44QNH0NA8eFlwa3sDli3xvQDH7ft6a62xLMmI0W/9hhUTE/PmUErx1EOvcOfvnybXW+aYE6Zx9kVHc/nll3P55ZcThiFLlizhW9/6FmeccQbnnnsuF1xwASeeeOK+GwH/iKgAACAASURBVMQQGRe7MmTGxvTDxjKvuZUnu7oIQ6jNMNJT6HabYe0NOI5FqexRKFQY3iNwsbDbU+ygFzo8k6uAkRmXoSZISUJXIEOTQBk0SFD0JZpi8iFEGpzyLgPSgC3wE4MYBrXCDqUJbcDtmycFGM+HK3AqGlnW2HmNl5Eke8CKjBAig0HomnFgPuFEd2g8OamByZU170vNQ2IXQlRSGrGvWmVJaBIsZaSEKiLjR/QLa6ia1gcgo7bzViVEuyFCCBNGCWrVKP3ORTTW2nkj1MggsvDsyHrTGhkoqPiotNsvqUZAEBoraRDDof9ir0m/9WxbIqREK0W5UCHfUeCB/3kOJ2GjQsX7Tp3Bp754Fs88soJH7lpCIVdm5lETOePCOYwY27qHnbw2O7b0sOihl+ntKjJx2kjmzj+YZMp9U9t6qyx/YQMqVCR2ya1wEw5exeeV59Zz9KkzB103k01y0tmHcf8dz5NpNAnDWmvyvWWaWjLMmTd1KA4hJiZmF5RSfO3K37DowWWIigdK8/hj9/PpL5zLS0teYdrMibu1i7j55ptpbGzkZz/7GQC5XI7LL7+c1atX8+Uvf/mND+K9kLMhhODr3/sYv/7uAh5+fAVVqUlpwelnHYY/rZEHXlxN2Qs4dPIoLjtxNjPHDCeRcLAsyfauPD/9zcM8+eQa/GpAqBXKNnkKUgm0pQkyoj4B15/4MfNfmBTY5b4STS2pT252RWPllAmlOOCnjcdDaEGY6MstqRsQSqNtI6RlV41B0rBJ0T1dmHUTAlGmz4io5ZlEY5ManKRD+0HtvNqVJwjNshqMJyPKMZEKZEmhhUJpTZixwBJ98uh1AyNKBiUan9aIaoisBH1D12D5xhDQIQhLkmrPAF31Y9vVDqhXoAgR5Y6Y3zUKWQlQmUR9JVH1kUWvL8wjQEehkUEtjF3Vyfon0QBKaSyh0UqR68jjODYt7Q0IYcpnn7x/GatffpXOrb1Ytunxcv+fnmPhPS/yzz+8jAkHjRjkCnxtnnzgZX7xrbsIQ1OpJKXkTzcv5MvfvZTh+8ETIAZz80SYa3vPuSuXfOZEyiWPJx58GSklKlSMGtvKldedu98MqJiYdwtexWfVi5sAOPjI8di2mUZ7u4sUesvYjkWht0Qqk6CpLUu+O8+2zd08fOdzLPrLC4iqX/8et+phWDicfuK5PPLsn5k4cSLbt2/n29/+NjNmzGDp0qVRB23DxIkTueGGG/jwhz/8pse/691jqBwdQ9piPpNNctVXL+DyqMJg2Mimemb8588+jlArHGv3WPOI1ga+/oVzKX62ytYdOSxL8KNbH+XlNdvx/YCy5+/eKK0/r5GZookSNKXAKWqciumB4qXAa5LGIxEtq2SUgxFNjH7a5Gy4vaYUN9WhcYoK5UpCRyO9MFrXJLMKBemsi0patE1oxUrYDEewpbO336dtmq5JzyigClNAggWIiiLIWH05FlD3jIg+uwMR5WgoRxpPiNLGm9FgkmLSjUkSDQnOPf0wFj+6sb7f/h4WXT87tRPV53YQkcdGdpfN7oMQOYgrQwTKJLvass+40P22teuHVYsTCVHXAbGlhbY0o8a11udXyzKenpVLNjP+oHYs21wvqUyC3u4i/+/H93PtDz42+Ac+CN2deX7x7buxHYtsYyo6XM3OHTl+dcPdXPu9j+71tvYVBx85Adu2qJY9Ev2Mg2rFR0rJjKMm7nF917X53NVnc+HH57F5fScNTSkmTRsxqGprTMzbTb67SO/OPC3Dm8hE37E94XkBKlAk0y6eF1DMl1n10qs8cucSujryHDRzNGd+eO4bDqdqrVm/fAsvP7sOaUkOP3Yqo3fZRuCHLPzLUh7638UUcxVmHDWRsy99H6PGtwHwf799F3/89SMEXoi50QmT8I4APzCNQl0bLLt2MOCH1J7opJSo1iazjNLIcoW5+oOsKT7DvHnz6OnpIZvNcvbZZ3PfffcNMDT2Ce8Fz0Z/GlsyNLYMjDlLKZDs+cRm0gkOmmguju988QKWrHiVVRs7WLWhg7uXLKcgw4GiYLV5Ldg9RcDPQrVZmIRRzNyX3qZwc5owWYtP9M2TUoEKosZoaKpNxividhmDJL1dGUNEmgZvWAKrHNSrM8T4DFf+zVnc+LtHqfgBpZ4SQWBKY3WootwQBdGEoHdxCtRCI2HSijwZGhGpmiIA25TNOgWf2tFqYRJydXOC4WNamPe+g5gwdhjHHDWJ2//w9MCTW8tHITpmS5rta10fU9/JEAgJhCFylwZwAzYZKrRt9a0fBlGOSrStUJnwiwBtWQjLwhYgLcElV5zMiuc3sGHVdlOu3A+/GqK0QuyiaZJtTLH8hY0U82UyDa9/UwN4duFKVKhINvSFLGrVG8uXbKJzey/DRjTt1bb2FZmGJB/9wpnc8p27qFZ83IRNteojEFz2j2eRjfRfXo9hIxoZNqLxbR5tTMzglPJlfvvNO3jyrufRSmM5Fid/+Bgu/uIHcBMOxUKFhxa8xFMLVyKlYNbh43h19XaWPLWWMAhJpByqZZ9ibwWv6pPOJmloSrFlQydP3L+ML37zImbMnrBXYwlDxS//9XaeuGdpPQZ964/u45yPz+PDnz/VPJApxU+/9ieee2Q5lm1h25JH/vw8ix5YxrX/cRlPPfwyt930ENRkBGo3y5pgntaQcjENtqJ7mx/2c7cbZMVDWZa552bSJJ3RzLJO5ss3/RUnnzN7j8dRa5b5pnmvGRv7AktKZh8yjtmHmLrjk5ZO5e9u/l8CVN/Ji+Y4a5d8jSAF1RaBCKOqlKqZ3IsjzGvKjrJB60mhA+XJy8NBJY38uBWlNaiop5v0iaTXBWHKnF7d7PDtr36Iw8aP5MZfP8L2nb0QJWhaSkOgkSUfEjaaKCG0nxgYkTCT5SlkoNFBAFqhU655D4EsBZFx0zdeCeiURE5q5BMfP573n9AX53/+2fWkkgxI5NS2aWanpYCMg6r4WPkKkUZ7vdW9du2+jrXB4PopdSLNE/N5mD4pKAUVr/ZtNec1CMGyUI6DJS0eu2spw0c1oQJFV0eefE8JrTWpTIIwUEgpdyuFrTlHlNr7b08xV6FcqpLvKeJ7IY5j0diaIdNouuIW85UhNzYATr7gKEaMbeWeWxfx6voORk8YxhkXHcOsY6YM+VhiYt4oWmt+/MXf8eLjK8g2pbAdG7/qc+9/LqRSrHLxP53H9V++ja2bu7EdCxWELH7wZYQQjBrbws7eEjt35Mx3XGmEFJQKFRJJm+bWLIVcmVu+fw/fvOUze+Wxe/j253hiwVKyTWnjHcV4Me787eMcdOg4jjzhYF56Zh2LH1tBQ1Pa6PwAyXSfx/TZx1fWva+1UH10sObHtiJDw9wv64ZGbdma5lCoEH5g7qOhAscB16HQXdjnn8OuDFp9oofG3njHGhu7cvxhk/n91ZfxqZ/dRq5YNReoMoaGDEFJgYw0JfwGM5m7vYpkL3UPSFJAkDSCYoHNbuEKhGkDHyQALUh2YtrWS7CqOiqr1fV1lCMoDbdI2jbrNu0kv62I0NDYmKR3Z9GonILJxRACK+/hp21wrb7ijZpTwY40M4RAuw7VJguCkMzWMlYlRFY1Km0TZF1EoExCqi2xMy6phiQLnlw+wNhobs7wyMJFrFy9gmo5srIHzQXQ0E9BlJosevTW7t3hdmHXG0Hti1lfr//GTL6C7VqItSacslvFTG0tKXh8kz3AYxWGCjdh877jfrfnMfWjuyNPPleuj6Rup0qBZUmePu+WA0Pf4xX41YLXXywm5kDArwbs2LwTaQ0Msmqt+fN3b+Zrv/4nioVqfVJXgSKMHlzkSpNnVM+f1323Jr0aHNd878NQcftT3xu0zHtXdmzuIgjC3QyTMFTcc8EvaBvZRM/OAsVcuW6M1McMqOcUYX8l5d2WIBpkv7vIbvfGfvc6IRjRMpMpI+ZHD3Auk6aPft3j2CcMVZLGLrxrjA2lNZ3lEjJhMa6hma3bewmEQiWMsQGgq5EQli2wi4pkT81zEG1ER8JZoSJI9glMAXXtC6ekSHYbD4ZVjSZIXTM6IqtXGgNEaLAQBFpx012LGF51TKWFNiqmQhqPhdaaMG0TJqKut4GJ8QkpooJYI1AmMJU3KEjtDAkdKIzP0Lg6D0IjywFhxkUnbYQQ2LZE+wpbSHpyA9077z/vCB56RKD7l9kMijAGw676Gns7/6q+RNMB6++2U3OyNZow1Nj26+/A3JCM1LyKclOaWvdeaVQpTblYHaC4XvvIldI0NicPDEMjJuYdhl/1647h/ghh2l6WCtUB3y1Vv0/0+/010FrX1329Z50aYXSv2JVa0vlesUsi+74hupkGAZMPGYJWAnEY5a2xYnsn/3bPw6zd0UVvuUyuWqWpJUUl5+HLEOVqtK9xioA2paiJmrZRfyNWGqNBKkh1hVSbZBRSMXkfyd4QEUJ6mwmbaFea0ILWAybTmqFR0xOxhCSsBnR2VxmWTlMqVs2CUe2qlhJtCbx05E4RgmSnh4wMAS1B+PSFViINMMuHZK+i2pIgvbVcv5CkEDi2KQPGElT9gFnTRg04Z8cdP43jjjmVww+Zx9oVGXTaqXtv+jw60T9+iN1b7pOHdyNPiNIIPzQuw90uWA2Vav1uoKWEbBocyyyvNHheZFhFKHPsImH0JZQX4HsBli37qWGCViYX5aNXnsYLj6+mWKgw48gJvP+j73tDlSgvPLGKH157G6lsgp07ixSLnrkMpCDpWlz1Lx/i+LMP3+vtHehsWLGFR29/lo7NXUycMYYTL5hL26hYdyNm37P4wWX88Au3kG1OD5jktdbku0skpoxGOXa9OmrHug7KuTJCSvPwECgsSxIGiiAIcV0LgfF2jpk4DN8LaGxOc8N/fX43T8RgfPvvfsPLz66jcRd9mt7uAiedfxSf+vK5vPDEKr7/pdtoaEoN8IDkeoocNHMs69ft4NWVWzEZc/UD6vtfCkgm+jy3VT+6p0XLyloZJKhMKhK4jN70Fd07C6Sze5dr9maJwyhvga5Smav/9BeKnkdzJkm+pwxoeqoV2tsypKRNEIRUtaK6w+RKJLoUMhADRcFqRBodlgepDmVa3gsQfqRsiUAF4FaiSbQ2IfdDBqAt8LMSpTS+CvEDwBEUSlWs2vK61rdFoGSko4HxkHjDXJI90UQe6oGGRm31aF9+LYEy6lJrRS3oVahw2lNYluTCUwdOmrZtcdgR43ly4UoGlM8OOJxa1qhGJex60qgIlYlNStCONdDgqG2rWDWrS2nGm01HHhL6ruxkAl2p9jM4orgnUY+X6IlDiL5uu+acm30dfeJ0LrnilEE+xL3DsmRU6ioYPrzBhG2UxrYlhd7yAFGsdzoP/+lpbr7+dpQy+S5LFq5gwe8Wcs1PP83Uw/cuyS4mZm+ZNW8amaY0xVx5QEJzvrvEyIntzDjrcO6/a0nd2Mi2ZijnyiilaGrJkO8umlJ0IJl0CPwQpUyYtFyqIoXksqtO3ytDA+CcT5zAy8+uo1SokMqYho/FXBnHsTn9omMAOPSYKRx+7EG88MQqHMfGsmU9QfvSq05DC8E/XvRj/GLUjbV/mD16+MLzwXXM3wnH5KbVUKYppU64pkqv1sIjX0ImXdN88u1mP3o23vG1cPctX02x6tGcSuLYFtlMwihwamOIuAmbQGjGtTWRySTRgJPXiEDvZuFJv/YwL+qTr4ySSPt74GwfbBH1LBHCGCT9ERAkRN0rojETW9XVlCs+IWaCU1Bvxa6cfuOIikAqGai02ARpia5JsktMeayvjXESJY6izcSftG1EqAm9EJGxGXZQG//0yVOZOWUUu5LPV3BdJ5JU7x8b6TOGzOkQ9eQm7VioZP/BCrRrG9n1pG28Hn5AzUOjAVJJqJVw9bf0tQbXMRLoSpsvX61kTOt6PHeAoaE1SmnSDQlGTxy22zG9EaYdPo5k2qVSMjcEy5I4joVX8ZGWxcy5k9/S9g8Uejrz3PJvd+AmHJpaG2hoztDYmsWr+Pz8K394Xbd1TMwbxU04/P1/XI6bdMl1FejekSPXVaSxLcuV37uMcy6cQ3NLhp7uItWKj3Bs7JSLFAKJIJ1NmgoWS5BpSpFuSJJIOgwb0cisOZP40vcu4agTpu31eGbMmcTfXP9hMo0pcj0lcj1Fho1u5h+/9zHGTh4OmO//VddfyCf+4UxGjm8lnU0y78xD+erPP82UGWM46JDR/HzB1Rx/3myahjWSakqTbs3iNKSQqQRW0iXh2jSmHFpa0mSzCXMPCwJjaCiF9kO074MXQrmKKJSwhMBxbcZMGAJlZP0aP0PAO/7RbdWOnfQ/W8OimH2+WMUPQnqKFaaPaue6C07mgZGvcOPvHgMBdqSJoSNjUkQGCjJKwoxCKnX6zcVCmhyROpHqZz3eL43BUFuplo2gogqUSmgqTiQQWkZMrLZyzdgBTNkopqsrqEgdtU8kDG3GbVUCVELiTmpi0sQRnHn8IWTb0oybNIyJo1uxXiNb2/dDM3mn7KjMtbbvfgkMkVZHXR00CMGxUbZRf0UaD4exnELTVE71Cyu5trHwB4RaRF/5a826dyxw3Xp1i1bgZlwsKUwoJeoCG4YmyevCvzrxLQtUJZIun/rSOfzsa38i113Edix835TzfvKa99d1N97pvPDoK6hQk2gceL6yTWl2bNrJxpXbmDhUyWkx7xmmzZ7EdxdcyzP3LWXn1h5GThjGnNMOJRl5Fr723Uu483+e4enHVyOl4JTPnMjkye0se2491YrPhINGUMiV6e0qMungkRx7ygwamveu7Hswjj5lJkfNn87mtR1YtmT0xGG7JYw6rs1pF87ltAvnDrqNkWNaue4Hl72p/Xds7eEzZ96AV/GiB7IojCIF77/4mL1KdH2rCAYJowwR73hjY2RjdoBhJqVg+LAG0pkEQRDy40vPY/rIdoQQfPz8Y9i8rYe7HnwJZYWmMVx/qXIBoqqMNoYldqvO0AhqD9m1vAw0WLKWrGTSOaWCQFAv+RRSECpNsqBxo4u7KZtCFD2601BCgd+XSFn3zukobGKDcgWyGsmZ9w95KJM4Go5tRDQkOfaEaZxz/p5rtWu4CZsgUEhf46cFbm9IrWOuCE1FS183WfqsqVCZcEclMNoZUXlaLW4ZNqdRCQfhRy3na1ogtW3U0str57chDUJgS4mKFklmElz9zQ8zdsIwvn/tbax66VW0UjS1Zrn4ipM57+Pz9uoYX4+jT55B+6hm7v/js2xavZ1R49s49UNzmXbYW2zlfABRLXsM9vgihElCrpa83VeKidkHZJvTnPyR9w36Xlt7A5dfcQqX7xIKPfaUGW/beCzbYsK0kW/b9vdE+6hm/vUXn+bb19xKz848Whvj5uRzDuez156zX8Y0lLzjjY0zD5nK759bSsnzSbvGva+UxlMBF889jENGDR+w/LWfO5PPXjyP+xYuZ+kLG3lxySYKVS96wpekD22muiSHrqo+jwOYfAhL4NoWnh+QcB0aMgm6Oguo0IRFBOaJXAC2EuiKxsk6BMUAt6RJhAIVhQdah2XJuRUuPG06CxavpGNbzvQsEToK4QgIImNIgJ+1cIMgaiJH5ELRyIqP1KB3VkmNbeGU4/bcgrw/KjICZKDxUzaJHtMFViiN8IKobpyoomRPJV2Y9ywBQpr6cQk6YYOnwfdMGKa/7VZTElWhydlIOCZfIu3S1JLh8itPq990vnfblfheQKXkkWlM7nMlzEnTR/PX/3zePt3mgcTUIyaa0v9Q1UNTYIwQJ+Ew4eDdQ2wxMTH7nsOOmczND3yJFS9uolLymDhtJG3Dh1B4L65GefOMa2niujNP4pv3PkJvuRJJP2jeN2k8n3rfUYOu09ac5ZJz5nDJOXMIQ0XnzjxfWfAA6wo9pBMJEm0Jep/thl4/SngUWI4knXQplz2klLS0ZchkEpSLHpWyj1LaxBsltLZmOGbuJBY9t54GJ8Gr3TuRljEalNY0RxLtWmuoaK66eD7//st7yUdJlcarYHKeZQDKMrWZQdq43exCgFVVSF9hCsk0tq+45OTDGNn+Bi5cQV2FM9XhE0qMSJnAGAeeb8IguyKl6b7brwQNqDeRQ/S56rTAqJt6oQmV1I0WAUph+SGNTUnO++R8SiWPkeNamTNvKiPHtAzYpePa76qEzaFk0owxzDllJs/c/xLJtIuTcKiUqgRewCX/cHbdrR0TE/P2YzsWM2dP3C/7fq1qlKHgXXH3PmnaZI4cN5on122k5PnMGDmcg0cM2yuNBMuSjBjexMwJo1i1tNu8lnVoObGdapdHbkk30oOmbBIUlDRkswmyDUaDYeSEVoq5Cr3dRSaPH8Yl581h3jFT0Wj+vbKAJcs2G+2IyOORcG2a+uUCtLVmOO2Yg/ndysVs/N2a6ELQVJpMMitK1/M/zGQusCshMoiSNwFpSVoa0mxdteMNnbeGhqRR2xQaK9CRaJh5TxTKiO48ur0Z0gkTJkEbQ8MSUA36zm+t9FcKkzza/7wLwLYQFR9dVZGHQxgVPaXINCTJNqb50CePj5uEvU0IIfj8Ny9hzJSHeOD3T1LoLTF8TAvn/fUpnHDe4AZ5TEzMu5DYs/HWaUolOWvG3mcn78oFhx7CXcuWk6tUaUiYSU83Sqy5jVw6cQaFrUUKpSrPvrKJYW3Z+kQrpSDblERZcPml8zj2yEn1bV571dk8+dxafv2bx9i6tYfmpjSN2SRCCioVH8uSHH/sVLYW8qyycjSdNQz1QBe6EOIWfKpZx0z+inoSqtPj9zWIi+b0poYUrmNRfoOxd9e1cWrhH0Cg6iIeOpuGQCE7e9HZFLohZQwFpSEM65U4aA1BaOTZM8k+q1ljwiNRMqtK2MhKUE8AFRqSKYdEyuGE9x8WGxpvM45rc+HfnM4HrzgVvxrgJp1YsCwm5r3GIJ6NvRVGe6u8a4yNt8qE1mb+7Zwz+PYDj9FZKIKAlOPwj6cez/mHHgKYXJC//8Z/8+r2Hpr7Nfoqlj0y6QSzZ44dsE3HsZj/vqkcdeh4vvX9v7By1TZ6c2WklEgpuOKvTmT0qGbW9phW73J8CvnJMegdHvLVCizK42cstCMRnsItBFiV/tLhYLs2bS0Z8rkyRxw9iTfKyJFNbFgZ4KkQrTTaiSpzEOiWBnRTGgtFTYpXY7wfygKr1JeLIfwgSm7ViEAhS6YJnbFJjCcDESXQakGmMUEy43Lo3Mlc/Lk3r5UR88aQUg7oJBsTE/MeI65G2f/MGT+G/7r8IlZ27MQPQ6a1DyPp9J0iKQVX/9WpfO2Hd9ObLxMqHalN2lzzmdNIuM6g281kEnztn89n2SuvsmZdB6mkw9FzJtESqdmNbWiiOZGkFPhkHBeGu+h7OrGrCstTOFJGuvyR6JdlhLIs26IlmyTXU2LkmBaOO/mQN3zMYyYMoznbw46dBaQQ6FCZUtv6U69Ny4hGRrdm2bBqO6VKQBgqZFR5o2uJnlIiu4pGH6NcNWJeqaRJMlUmKVbYFlf/6wdJpBzKRY9JB49i8iGj4ifsmJiYmKEgDqMcOFhScsiI1xZXmTC6lb/77Mn8+I8LWbu5EzflcMJxUxg/tnWP25VScOjMsRwaeT8WrdnIn+55lM1dvUxqb+WsUVO5dcOLKF0l1atR+QBtgVACS0qEDUGgjOdAmDyNtG2RsCTHnTaTD3/iODLZ5B7HMBhuwuZz/3gW3/jK/9RkRrCJVE3RJLTg4guO4qyPHM2TD77CfX9+nuUvbsar+ijHQlcCk0QbhFhVj774ToCo+uhsGlET7gJ6est8aC9Lc2NiYmJi3h3ExsYbZNnm7Vz3h3sJQkXzuAZCrblryQpe3trBDz95HqnX8G7057anlvLLR54BIGFbPL12E6yF846azuLSVrbs6CQFZLMu1UJYbzLmOBZBEJLOJPjmDz7K1GmjjOHxFktBjzh6Mm0pl14/HKD535SwSSmYcNBIkimXkz9wOCd/4HAe/8sSfv4vt5Nobmbr9hx+EECpUpcnNxsx+RyiWEI4jUYoTet3jVBWTExMzDuNwapRhkrk6x0vVz7U/OqhZwjCkOaMkUdPOjYt2RQbOnt45JW1r7leqBRaa7oKJX796LOkHJvmdJKU69CcTpKwLR5fup5fn/Eh7vrrz3Dw2BG0JlK0t2aQkWKpUhrLkvz9NWcz/ZAxWJbcJ5oTDc1pTj/vSFpsSXs2wfDGJGObM6QUjBrfxmG75IIcfepMZs6dTLVYoTHrRvoa7N5OHozEuR8Yw0MKJk3b+0ZpMTExMTH7kFiu/J2BFwS8tGk72eRAXYJam/NFqzZy1uEDRbWeeHk9v3toMet3dNOQTDBtUjtKaxLOwFOfch16S1WWvbqdoyeP4/LPn8KP/v0uUIqRbVnKFR8Vas4453BOOm3WPj+2j155GkppHvvLUoSAahgw7bBxXHHdeVj2QBldx7X5hxsu5YkFS7n9NwvpeqUSOTPqTU/6pM+j3A4hJdmmFAcdEstix8TExOwP9qdnIzY23gBCCCwpBvZFiVBKk3QGhlDuW7yS793+KLaUZBMuXhDw6ItrKVshTekku6VFir4ypDnHHsS137iQu//4LGtXbWfU2FbOOOcI5p3yxpNA9wbXtfn01WfzoU+dwLbNXTS1ZBg1vu01l3dcm86OPN0dBaykTdBLJJ9aE+og0uYAXBs37fLRvz0lTgaNiYmJ2Z/E1SgHHkEQsnTtVgqlKpPHtDG2vZkTD5nM/S+tpiWTrE+coVIIITh5Zl+XUD8I+dW9z5CwbdIJY4TYlqRdSlYVusiXqjSm+zwkZc/HtSxmje0LM0yfNZbpswaW077dNLdlaW7Lvu5yWzZ08r+3LMT3Q0Q1RKcSiFI1Mp3pUwfLpMi0ZTnz/Nmc+5Gj397Bx8TExMS8NnE1yoHH8g3b+bff3k9PoYwUppHaCYdP5rIzZvPSpm3s6C0gLRm15xacMnMKcyf3Ne/aWqR4RwAAIABJREFU2NFDrlShKT0w5OLaFlnhkCtX0Ghc26IaCV39/RnzyCTeGRoILzyxilx3kcALQQpIJU3TtnIVlMZJOSRaGyCd5Lpvf4Qjj56yv4ccExMT854m6jO722tDQWxsDEJvocz/+dUCql5AY9p4MMJQ8egLa2jKJPnJpy/gniUreXrNJrJJl9NmTeW4aROQsu9jSzgWGt2/M32dBsvllCOmsqNUZHN3jpnDWvjI3FkcNWlovRhvhS3rO/GqAY5jGclzLzAGR2QsBa5DtjnD2RccFRsaMTExMQcCsWfjwOKxpeuoVH2asn1lmpYlySRd7nl6OZ84ay4XHXsYFx172GtuY0xbE5NGtLJ+ezfNmT79Cy8IsaTkshNmM7p1CLv97WNEdIUqrQn8EAvQaJRtG4EvKWhsSvOxz524fwcaExMTEwPEpa8HHFs7ewkHSQJ1HRvPD+nOl153G0IIvnDBCaQSDt3FCvlyle5imbLnc/lpc97RhgaYkljXtQgD1WcsBwpZ8bBLZcaMa6Fc8di8Yed+HmlMTExMDBCXvh5ojG5vwpK7R7I8PyDh2LQ0pPdqO9PGtPOzv/0Q9yxewcsbd9DelOHM2dOYOWHkvh7ykHPU/On8/sf3USx6FEs+YFI3hNa4aRcn5eIFFYqF6n4eaUxMTExMjaHyZOxKbGwMwgmHTeY3C54hV6zQkE7UczaKFY/zT5hFKvH6KqE1hjdn+fgp77423iPGtfGRz5/Gf/3wXsqFCtIyyqHCkrRNHkHghwgpGD9p2P4eakxMTEwM7NecjTiMMgiNmSRf//RZtDSkyJUq5EsmDHLiEVO4/Ky5+3t4BwznfOJ4vvKLTzN66khkwiEzoolRh45DW5JSscpZF8wm2xDLk8fExMQcEMRhlAOP6RNG8MsvXcxL67ZRKFeZNKqNMe1N+3tYBxzTj5zIj27/Ar+/+TEeuXcZxZJHtjHF+ZccwwcunLO/hxcTExMTUyOuRjkwsW2LI6aO2d/DOOBJplwu//ypXPzJEygVqzQ0pXCc+NKKiYmJOZCI5cpj3hUkUy7J1DtDlCwmJibmvYfu64nR/7UhIDY2Yg5oVm3t5HePLGbxui0kbIvTD5/KpccfQWM6+forx8TExMTUiXU2YmIGYeWWDr54850sWrkRx5IEoeJ/Fr3I1b+5i1LV39/Di4mJiXlnsR8TRGNjI+aApFz1+d7/Pkq+XKUpk8S1LZKuTUsmxYaObh56ac3+HmJMTEzMO4qaZ2PXn6EgNjZiDjjueXoFl33jP3l61SZyhQrrtnaRKxlxMCEEUggWrdywn0cZExMTE7O3xMZGzAHF86te5Ud/WojWGilkvbndju485Sh0orUmEVe7xMTExLwhYs9GTEzEHx97EQGkky6Nrkuodb1rbk+hjFIKgJNmxp1kY2JiYt4w+yFfA2JjI+YAY8O2LhKuBUB7Ko1rSUI0CihWfXLlKvOmT+TYg8fv34HGxMTEvNMYzKsR62zEvBsJQ8XmbT0IAWNHttTDJDVGtTXyyobtJF0HR1pMbGimt1qhu1yhrTHNNR86ieOnT8KSsZ0cExMT84aIFURj3gs89+JGfn7rQjq7iwAMb2vgc5cezxEzxtaXOf/4WSxbvx3PD3EdC1tKGmwXy5X8n4tO5+jpsUcjJiYm5s1gvBl6t9feKGvWrOGrX/0qy5Yto6WlhauuuooPfvCDe1wnfjyMGRJWrN3Ot266l+5cmcZsksZskp3dRf7tZ/ewdmNnfbljZ0zgY6fNpuL55IoVcsUqFS/k8jPnMPfgcfvxCGJiYmLe4ewDnQ3P8/jsZz/Lsccey9NPP823vvUtvvGNb7B48eI9rhd7NmKGhDvuW0oYapoa+5Q/s5kEvfkyd9y/lH/49CmAKW299NQjOWPuNJas3gLAEQeNobUxvV/GHRMTE/NuQTCIgugb3MZTTz1FPp/niiuuwLIs5s6dy7nnnssf/vAHZs+e/ZrrxcZGzJCwcv0OEondLzfXsVm1fsdur7c1Zjhl9tShGFpMTEzMe4N9kLOxZs0aJk+ejGVZ9demTJnCHXfcscf1YmMjZp+ycOV6/vOJF1jf2UVbNsOH5szkvCNn0NqUJpcvQ8IZsHwQhLQ2xV6LmJiYmLedPRgba9YMrsrc3t7O8OHD63+XSiXS6YH37GQySblc3uOuY2MjZp/x5+df4Yf3Po4lJSnHprtY4qf3L2L19p2cfeJMfvSbhwlDhWWZVKEgVCitOXP+jP088piYmJh3P0KZn11fA7jmmmsGXefKK6/kqquuqv+dTqd3MywqlQqZTGaP+46NjZh9QsUPuPGBRQgNacfBtiWObZFwFPe9tIoLPzmL0+ZN54EnVqC1BgRCwNknzmTeUW+vQNfOUomuUpmRDVkaEom3dV8xMTExByx78Gx85zvfYcqU3e/F7e3tA/4+6KCDuPHGG1FKISMJgtWrVzN16p7D3rGxEfOWyeXL/OtNC3h1Ry+Whp26SDaToL0tiy0lodLc8PuH2Lm+l0AqRrU1cfShEzj12GlMGNP2pvaptWbVjp105IuMb21iXGvzbsv0lCt895GFLFxn+qjYUnLBrEP46/fNxe0Xb4yJiYl5LyDQu5e+RtbGlClTmDlz5utu45hjjiGdTvPjH/+YK664gqVLl3LnnXdy44037nG92NiIeUtorfnOT+7llbXbEC0CKQAtKBQraK1pa83SnSuxYofPKCeNa9ts68rx4DMrOfvENxc+2dKT41/ufJDVO3ZiSUGgNMdMGss/n30S2aTxXCitufbue1m2bQdNqQS2lFSDgNuWvIQXKv5h/nH78CzExMTEvDdwHIdf/vKXfP3rX+fYY4+lubmZ6667jjlz5uxxvdjYiHlLrFq7gxWrtzG8IUUnAR4KW4AlJcWShxJ5tNIMT6WxhIWFoMVJ050rcfsDS/n8JSfs1X7Kns+tTy/lf5e8zLqd3QhgRGMD2aRLqBSL1m7i2/c8yr+cfzoAS7Zs5ZXtO2hJJ5HCFHclbBspBH9+eTmXzzmS1nTq7TotMTExMQcegzVeexOiXpMnT+aWW255Q+vExkbMW2Lz1m6kFFhCMt5Lsdop4guNEKCkplD1kBKWi14E0IjLaNKkEg7PLtu4V/sIleL/u/1ent+4FdCEygQet/TmGC0aySZcGlMJnlizkS09OUY3N7Jyx856O/r+OJaF8AM2dPfExkZMTMx7i1iuPOadSktTmjDQdG7ppdhbodGBYrskTAqEDWFaoIXAiaRjevEo4jNepWlx9+7ye3b9qyzZtI3mdJJcuYIQYEkLpTQd+SJZ18WWEikE97+ymsdXbeDF7dvpUVU8P6Qtm8aKerAobYyV5lTydfYaExMT8+5C6EFyNvTQWBuxsRHzljj0kDF4+QqFXBXtSsqNEuGB7Wm0FOBrwowGRyIio8NH0SkqfPSYo/ZqHy9s2oLSCikEdpTYqbVGCoEXhPR6FRLSpuh5/Hrhc7iWpC2VprdYZWepRNn3Gd/aDGh6ylWmDx/GxJbdE0pjYmJi3tXEno2YdyJKaX79+yfolAFBqwUW6FrUQgi0BLsECPCzYb1Tq0ZjNTp8YP6sQbfbWyjzwLOreHHtFpqzaUrJkJqobtp1sKXEVwqlQhSwtZhDBWApQWsiRTqZwLYsxqeb2FTOUfJ9tuTyZFyHEQ0ZvnLaSQixZ5FepTSVICBp27t1pn0ttvXmKVY9xrY0kXDir1ZMTMyBxb6QK3+zxHfEmDfNrX9+ht/e8xxBdBXpfletFtSvYrsMfqMgnXSjFwRzpo4jlRyoJgqwuaOHa2+8i558GSkEoVZ4QlFqCGlIujiWxZjmRtZ1daM0CAkiALsCytN0l0rkeio0ZBIMa8tyULaFrYU8s4YN56NHH87xkyaQsF/7sveCkP98+gVuX/Iy+UqV4Q1ZPnb04Zxz6HTW7+jmD08s5clVGymFPsNHZDnryIM5csQofvHQM7y0aRsgyCRdLjvuCC6cO+t1jZqYmJiYISP2bMS80yiWqtz6l8WEtStV1P8xfyoNArQQiBC0gpHtjSilyFWqfOCw6YNu98bbn6AnV6K5oU8O1w9CSsU8PW4Fx5IoQAmN7QqaR7oUN/koNFpoFGALyBerCClob8uSkS7Hjh/HqVN3F6wJlWLxpi1szeUZ2dDAnUuX89jq9aRcm8Zkgp5Sme8/8DjLt3Tw2PNr6SqWKPgeaNjWleflDdvRUtDkJGjNpJBCGIGzB58iYducO/uQfXfSY2JiYt4CYpBqlDfTYv7NEBsbMXtFb67MM8+tpburyEFTRpLMuhQ9HyEEQghU3WQWECUciRCQJncjRNHRW8B1bE45ZAonTJsIQNUPeGDJav789MtUqj7r13YyvCU7YN+ObdFYtnnf+EmIrMWKzg4KjSXaR6bxekMKgYd0BUqDDo2RI4Ugn6/Q0JBACsH8qZN2O6YtvTm+fMe9bO7uRQjww5DuUoVxTY2kHON1ySRc7CDgv55dSnPgUgx9LMvkn2itCSqK0NKUhKRdZtCArxU91Qpfv/MBXsrv4JJDD2NSa8vb9+HExMTE7A1a1+/PA14bAmJjI+Z1efLpNXzvhrspdhQIvRDQZFrTqCYLbSmUBK1F5NfQff4NTeTV0DT0CEZlk1x9yanMnjAGKQVVP+Bvf/pHlq7eilYarUGFmkpnD5OGt2JJSWFnkdz6HlQp4JFVvRx3yiF8/oKjufaFu5GOwC8rtDbGhe2CX9EoBUJolNbkyx4fn3ck00YOG3BMSmu+cuf9bO7uoSmVRAhBd7FMqBRbc3laUykqQYBtSTJugmoQ4IkoOdXWVBt8QlujqhpZtigGHl1ehXy1SqnqIbTx5ty5bDkPrFnLd88+i8NHjRq6Dy0mJiZmVzSgBnltCIiNjZgBKKV4/KFXeOLh5ciEzdzjp/IfP7iH8s6iMQiUuTJznUU8mSBoso15Icw1Kwe5kKWvkBXQuRz/89unuMuxOf2kmbzS28WSlVsQQtSbs/kqpBoq1nd14/QG2OtLZhsCLN/nqT+9yMrV25hwfgvrCzuRjgWWsdYVmmTKotlOU6x6KKX5lw+ezvzIi9KfV7btYF1nN42RoQFGiAytKfsB28MCtbBQV7FsPDcaglRIeZyHDoGiBa4AR0MIG71edAjSFlghWArStosXhnx34ePc8uEL2VTs4fFt6wm0YnbbGGa0jIjzOmJiYoaGOGcjZn+ilGbl8i2sXr6V//sf95EvVghTDkjBgvteAkAGIVoItCvRQLXFJkhboDRCGmPDuCb6titCjaVMHoUWsC1XovOpNWitWfj4SqojHbRrJudAR4EYW6ADTaUckNxQQklACiRg2zY6VHQv62DMcU10eD6eqqDHaJy8pKFkMzbTjC0lQsPx0ydy4sG7h08AXt7aQaFapeh5uLZFUypJJuH2+94J7Kh6JlAhQphy2/IYzzSSyzt9xxoCaEJLIBToAAIJSsLWLb3YrsWyfJUr77yDF4LNhIHG8xW2JThj0lS+OucMHLn3vVrW9nTxSmcHWTfB0aPG1EM+MTExMXsi1tmI2W941YAvfeF3rFq5jXJ3CRUoVNalZu5qKUAIwqSD1iFCa5QlCdI2hCZHQ1vaJBmpfimiAlMKG/bljmoB2lcoKVBBSNmXKCkIrL6LXWPWS+SDyFUSiXEBodZISxIGAc+v2MDIQ5rpLpYp6CpeVlG0Q/L5KpaUzBo/ko/OP4I7n3+FUGkmtDXzwvot5CpVNpVy3Lt8NdUgQEY5Jz2lCiMaMkhEPek11Aq08Xg0JF1CFRovSlGCElGYSAwYu7aBIDovDgShxgsDdBnuXboOQo1KapSjkVLw+50v0yBSfGnuSa/7WVWCgOsXPsxDG9dhCdM+KeM4fH3+qWjb5783PM+mYjeTsm18ZOJsjho2/k1eFTExMe9KYs9GzP5i6QsbWfZSwlxwlkQl7CgkIsHq794XYNkQhChH1F5ByyjD2aRy9KGjJYSupY0ilEYFmqBBoBIClDKP/9q0m6+FaNAC3X/f0Qa8IERbgFRYSrCjp0AQKhxpYWlFNRWyrbvAQa1t2AnJ39x8BwA9xTLFqo8MQfvgN0UDksaAQRiBsK29eTRGyyPrulR8H7QglXBAa46YNppHyqspFEKTUxXWhzbgNClpcka0Bp3oW0BLwAWV0KiEgopAdkl+/eDznDX6YA4fM4p1O7tZsnkrtiU5ZuI42rOZ+qZ/8fyzPLhhLU2JBF6oCMKQoufxd4/+kURDiK/MuDbku3lyxzoumnQYH5x4BKNTb66zbkzMvmTHjh186Utf4u6776ZQKDBixAguuugivva1r5FMJrnuuuu44YYbcPp56u68805OOumk/Tfodxv7qDfKmyE2Nt7DbN/WS6lUNTOijqbNWv6ApG8mrV2MGvwGFz8VTZyq3/s1XY1dcja0jKpTQk1oA64JTcgKOIFCWwIVmHwIQW33mkqrpGEDoPRAoydUYENvk0KEpveJUppAa2M8JDWbuntZs6OLbMIl47qUKj4Ayuobp4gs/NqhKW3CPbXSsHLVp1D10ECuUjXH4oHrWGgZ9jv2XcyNfl9cbTHA0NCW2aGsSpSlUGmNnwyROcUlN9/KCZMnsqqjq+bMIQgV4xqb6MmXcC2bV8M8dqPFuh09hIFCoVG2whlZRhSpVwXZVogINDetWMiDHU8wKT2Ki8aezlHDx9WF1WJi3m60rkJ1IYSvghzGJZd8i4kTp7B8+XJaWlpYuXIll1xyCd3d3dx0000899xz/OQnP+Ezn/nM/h76u5j959qIjY33MFte7e77Q9f+MZOn0CZSEKQEoSsRSuOUlKmy0BiFUEeYkIHdzy4Ru1jOwohuWZUQbUuTg1FbJoRET4hqH+jJ0AKkLyiNsElvD0xiqmW8J1ILds6SBC7IUBFGtoxGI6R53/NDLCEoez6lqjE0hNjdLkD1jVVLIPLSFKN1duXeF1fjtYVRuCiysqL/ao4c6YFQkWHTb17XUtdOB6CRoUQJhbYgbNB4pZBH1qxnUmszadel6gds6O2ho1BkTLqBQGnyPRVUF4SuOV4JyKxxKWlMKa5th0hpvCqB1mzqrdBZXsUzWzfTVp7Kl+edyNFjxu7lFRIT8+bQwUZ0z99A8CrgAzaLFr3IF79wMS0tpgx82rRp/OAHP2DBggUALF68mOuvv37/Dfo9gNDm/rTra0NBbGy8h/H9KDuhFr5AIEKNdgRKQmGsQ5gQaAQCTVlDokshgTDQ4AikBlFShGnZ5wCJvCJWSSGVRoYabVtoYcpilSXwkxJly/rkqyKnSj0sA5SGO5SHSxo2Bthlhd8oyY+3yE+lng9Sc8CYQYHOK7SWZgxCEIa7lsdEY9R9Tpy6V4Z+Rsmuy6PREqyCJMxoZBUTCgK0iAy0wBgb2gbsfpZNbfs1w4a+3+tvVyFMB2wXOYZZGbpzFcKWKmQCdmiPUWELulvXS9e0Exl4dp83SEpdNzRqKDR+CI5boSvfzZfvv4dfnvdBJre09jsXmuc7t3DfxlWs7+2hq1CmN18hIxOcMmkKfzXnKJL9VFe7qkX+uGEJD29diRBw6qjpfHDC4TS5cRfdGHM96Z6/g2AN5ospAJ+LzmvgU5/+Ah/7+ApOPvlUjjvuOObPn8/8+fPZtGkTHR0dXH/99Tz55JO0tbVxzTXX8KlPfWo/H827DM0gOhtDs+vY2HgPs1vPj1oYJNQUR7kECaP+KaMneCWh2mZhF0IjahUa48CpaGQYEibNJC9CsCrGKNH9HAAgUICfsaLXdX3St0IIHeoltCKSAi0NsymPsDHeFjPhyxLobIC2NGFtEteQ3GKR6BYESU3oRpnXUWJqfa5XxiBQbr/vXD9jIKy/VkuQpc+iiRJCldTYQmOVhDEshKlCITDLBmkF0nhnBvNa/v/svXmcHVWd9/8+p5a79p7OvpJAEgJkY4kgIGEEWcIm4sjIqIMiOsrg8giODDo4io7OzE/lYRwdBkZ9UERRQVFkFWRfEwhbErKQhWy9912q6pzz++PUvd2dBCTa6Why3q9Xv7q7bt2qU8u951PfVQiBDgZEkBFgxsbgG3pFQtkrYybGadCtIJJVNoitmLESNgUII+qfXJUIvJoFRQxYWGrH5kuNwRZV8xs7qagOvvD0zVx5xJnMaBiLMYavP30/P1qxjKpK6I9iKz4TQdgdsHzdFn7w2DP825JTOHraZLZX+vnYIzfxWrmHrBdggP9d+Qj3bnqZby06j8ZweLrpvtSzkTs2LmV9aTtFP8eRrTNoC1q5d+1qOitlFo4Zz0nTDqIxzAzL/hzDh4mfh+RlwCMygooxhELy3/8+ge//pJMf/+pBrrvuevr6+jj66KP55je/CcDxxx/PJZdcws0338yDDz7ImWeeyahRo1iyZMnePaB9iL1ZQVQYM0J5L44/K8rliEs/eiVaG9asbKgvNwKigkfvlBChB03S9dgDQVAySG0DOr2qIejX6Ws1K4OwlgdpRYPQBu3ZGT8qSFRGDNzgBnQg6lkoOkiFhjLoUFBpTutY1McnQBqCHoMoCiJf294ovYJMp530tQ9xg3V1CGw8Bml6roysRURnQWdSMVETWTXRURMaO8THom3cRdxsEIkg6BEDJslUUMUFjSpgXTIxyIo9KSbNuBHGZu+oBlU/pzJUSGFAgSc9ZDZGS43QAhHbFFwpBJFJYE0WHXuotJq7aK4im2OEAIHBkxqdHnfWj8h4GiE1vqdJkhBjPHwpGF0ocslBp3HvhhX84PkXkMKmHqtEomNpz1VV4vf4SCEYUyhy/XvO4bdbl3PT6idpCfMIIehPKnRW+yirhINbWvnkIW9nXvN07tu4ins3rCQxmuPHT+evJswg67+5FN3fbHyG/3z5TkpJld64ggFKvSGV/hwZGZL1fALpMbZQ5JoTz2BCsXGX29lQ6uS/V/2WpZ0rkFJwdNscLppxMsXg9S0wsU5Y3r2GkqoyvTieMVlX+XV30f3/D9XzL6yMYXMyECDe6glmhhAU3ospXM7SpUv56le/yt13383atWspFApDtvOxj32Mvr4+brjhhr1xGPsUy5cv55xzzmH0qNMJw6EB41G0nS3bfsktt9zCnDlz9tgYnGVjP+Wue59HG1MPlKw9FSc5D+PbiXmwl6Ee75AGbRgFYa9GDg7uVHaC1hi7DUBLgQkFQhuEssJicMApDIgSW5DD/tQn8dQt4FVBxnZCNRIyXVB8TdKXN8R5gUxSjSBsYTG/H5IWSEIrUEQCQdlmrmph3RZ+xe4rzoHOMVRo7HjC0gWq9uAuIW40dkwa65b2BMJISFNmjQ86oxGxQGgBEnSo0blBOcImtRppK0S0UQhpY2Ok1JCBRGuEsm4q0RKj+tLAWwQiq2q7Q0iBB4ReQugneEBU9QhDgxYCo31QAt8LkXhc/fxP2NyhMCqHScfne4pEgdYSndHWRSQE5Tjm58++wGOsIOsFtuJq1EdH1EfRq9DoV1nXF/HNl75DwSsRa0VfpZGOvnE8/NpafrH6Of6/Y86kEISve0/GOuHuTc/z5edus7VcdIQ0grgU0t9hg5j7ZZWyHyOBUhzxhYfuIlc0rOvv4uCmMfzdrEXMaBzF6t6t/P0T36Ksy/YeFobbN/2eB7ct5WuHfpSJDa2Enq1tsq3awer+9Wwqd/LLjY/Tn1TSFGjN8e1zufCA04h1woPbnuPO157mtXIvbWEzx48+hCPbDuLRLetY0b2VsflGTpxwEOPzjfQnFXrjCm2ZIp6QvNrfQWwUUwptBNKnomIe3rqKLeUexuWbOWrUNDLeUDG2vdrBqr4NFPwCM4qTdnq9K+qlpKq0Z5oJpJ/eTobuuEJG+uTepLgbdrwxvBhp1iYhvTpLYiTPPdDJtZ96hdsfnsbRxVF4nseCBQu47rrraGho4IknnmDp0qVccskl9c1UKhWy2eGxlDkGsZfMC05s7IesWbeN737vAcaE6dwuQCiNqWWKxFaEDA72rCeaGIFINH7FxmIMuEjS9Qab6Yy1VCBAJsZO+jrN0kjX0eGA+Kh/BtL+JknOCphMt2DoGgKVEVRiTabTxlNofyA+wgib3qpzqavIQLEhg9cqeMeUGbyyZjubtveQDX3W9fXgR5qoJjZqeAyIn9qwsgadMYPjaNEZIAHPWPcKBmQk0Fn7t5FgQpOKJG1FQs3lIoBAoCNvQPCJBF8YpKettcLY86U9gzEC3ZJgGtO/yx66GiCJ8QKD0aCQFDMVqv0ZOnvydXeKkJqMhGrFx8PjNQl+TlDtyqOzYlAWkYeXVeja/8JahqQUrNq2HUbVLpGmorZz5vhnmV7cjDHWOrUtaeT5vrEIMhTCLprbu9nafRjPd27m5lXLeP+sw3e6H1/cspXrnniC365+mcjEyAaJ31zBSFCxpNojbeE0bW1VRoPICPqSMo93P0MDZYQw3LVlBbese5JJTSHSi+lNqjZ+J72RpTDESQ/v+u23oHc0f3PIXFpHb+ORjifRGtb2l0mURygayXk+DaHgjk1PctfLa3lpbYIo9pNtKyM9g2ALD299hf5Sjga/aOu1IPivFx5mZmsD29VmDAafAGU8qioBIWgMcpw+fh6/Wv8sXVGJqo6JtaYYZPj83DN4S/t0tlW3cc2K7/BUx1Yqyn4mMzLDoraDmd86kSe3bOa369ayrRzjeYpRxYTTJx/MlPwkblz1FBvLfQgMUxoynDH5ILQwPNv9AuWknwm5cZwx4e3MbpzO053Pcsv6X7KlspWiX2VmQXNMSwvZcCH3dmxnW2UDTX4HgSjTkyR0JSGREpR1QqwVoRQcmA85oqmVUI7l1f5n8PUqNBEZaeO8irJCr8oyeWErmcI6PvuZbXzrywHzD4XNmzfzr//6rxx88MH4vs9nPvMZDjroIE466STuuusufvjDH3LPPffsdL84/nj2ZlEv50bZD/mP/7yTO+94lgmNm0HA6pUNYAyWlMcTAAAgAElEQVQ6lOjAVt8st/lUm6V1g9TmVw+kgqDbkOlNszIGp77WRINIRYTAukwSgxdbc2qSl0RF61qQqXtF+xJhDMoDPCt2wn5Fz2TfWh+AQaYA6x4xgDZkOuxOK20Cv2RXU1kot0MgJL700FozZWwr3dUKU9qaOHX2Qdz0y6eJq4pNSYlqomxabt39b9B+/c/USmFIGgZUkaj5WAzIyBbqMrX3pLEbaBCxTC0uBhMYjADPGISGOJueLL9mzoFsJiIsxigt6gGsxgiUSauZRunkmaLKdqd+Nkam7iZVFZhyiBAa3zNoA6pqrRpeoAk9iTaGqAwyAdWk6y6zuggMDMQSv1ciC4qmXMBbxk1j1uQ2blrzFKW4wjsn3cO4XDflJEAjyXkRWS/hma2T+cVLh6O0wJeKtoYE6Y+hPV/gs3NPJNIJxkvwpKS3N+Fzv7mLvrhCQmLFjQKRUYTj+xESoqqPTjxUT4CJPFsvLq8YPW47QaDQaV8ekVrBtnYXaWyokChJrPy64JJSk/MTAjQb17SBkYxtrXLkTMnmUpUXthuqiWdjiIQ93zlZJRskbFvXQnZcH0YLCpmYhnwZjEYbSW85T1+pmchoIq0AyPqCsYWAbtWPxjAqLNKaKVJKItb399DgZ0mMoqRsRVqD3ed7D5jJ5vhXLOtqQhmJhyYxEiEMGU/R3Z9nU2eT7QckNSpN72op9BPhI4TBs0nRZENFMRPhewoQSAxZTxNKnym5sbzQuwGTqkwDhFLRFvSzsLgGXxh6yVqRnH72IuOxJWokMj6JlsRpbner6OW0lucJRWLXFvYn1hKd+iZ7dJblr2b4xTfXs/KRPvq6oVgscsopp/DlL3+Z8ePHc+ONN/LFL36RdevWMXnyZL74xS9y7rnnvs63mGN3qLlRxrSeRhjs4EaJt7O541fOjeIYfp59YQP5XLhDPMZAdKHBkOlIEMqj2uzZNE4EXkVT2BThlRJ0PmMDG8WgSSr1twhlkBXQOc8GmCZ2kkUI/N4ELTxUzrOyIZ3ktGfdDlIZgs4Yv1/ht3oIT6SxE4M0sRn4T2UgKKUWhNQdk2TTw9G210ohF9IdV9hW7WfL+n5eSrbAVMHCYDyV5xSbo36y3VAZPch2UrPA1PY3SHwINfBjPIMqDrJ2AAT2b9kvB0SJAFFQULCVUXVaM82UPEzkYUJAGPL5KkGQ0FfNoo29GnqQsLFCY0B4yUCjI4mKfWQY2TTgaogRBt8bEEfoNHPGCGKj7LiURHvWPaVDrPWgHiwr8LUhnNKPEFCVVZ41q+jt6KI/qtKW3cDYbA99ccaOyUCVgDjxmdm0iYyo0h0XiPF4tZJByD7WBt2ct+H/ga+QStjjLgl8oa1/q3buPTCRh+oL8RsjfE9TTSSymKA6JEiD0Jowk6C0vQm19fYgpaaxaIVGpPwht43WklIc0hiWkdIAis2dIc9tVKztDYmVQAiD72n8jLHpxjrA8xPCoo2LyYVVmvJlK5y1Xb8p34fvRazvaq4dAUrD+t6IMBDkM4KupERLpmhfM5reuGyFp5BpQK9BGc2P1ixlcmMebSS+0FZICU3G0ygteK2zEYlGePYDJz2NNrC9r0AhXyXjW3NcLkjIZ2OUtlY3IQwaQUV5YGKW967HRw0StBBpn7IOeLY8gdmFzfYBAJmKDUMorBjZHDXiS41SkkgLjmleTSAUFRPgiQTf1u8nkJqytkHEjV6FqRMzfODqA5mYaeYdU3+549cS559/Pueff/5Oyx3DyODvqcHLRgAnNvZD8tmQSjHkqccfZNWaF4ljOTCB7ypDhXQyF2nsRVL7ZucP3qjaE0g9aNKrP2ZaEWGkIH1oH2wcsf88+oePxQagpu6a1IWjaxkkg7Y1pP5HKiKWYuM4VCqYaoJlV9SEh1C7Xj54XwMvMuCekMbu1+xiPZ0uEIYtnh7y9sFWDHbxf/39wj7ZAxg1YBWx74HB0a6iFpeSChCZZvnUV0ljZkRo0vXBE4I1QvKI0ShjyMmYZ/1q+uQ6aMCAFIauygpinZ4cCQgzcH31gOtMpBP2LmNkJAhfDxmrUWmsijBsCGu+KIacV2MYEGi7QAA6kfW3rZM77t9uP9VcSAxGC4S0QmTIea2fU4iVrO9XDLqbvTRw+gXpYYwh0bquzdnhOglheE5Yt1stDbsW/KuMIEm8ofdO/b0CKXT9uns7dEQcfD/Yx4ldbgaAUCYE6Y1udlhLALGxAsSkJ/A+v5yKImpLB8aVbuPE0wq86+MhPSpHZPKvs2fHnkYYg9Bmp2UjgSsnuB+y+LhZxEpjvCxaC9tgzRP2UXvHb6Ad7kMjBTqU1KpvvCEmjVUQIJQZ+u2srQXk9Sb3N6W200mxPq+IXYuFQSEk9VTc2viUb/BqAiIVLjsdc804sYPQ2IldnQ65w2+xi/VqYzKgEg+VSFQiMUrg7U5emkkvYTqL1a7PkN2JQbPy4GEq8BLrVpGJQHikT/nKViSVCi1iqJvd3/ja1yd7aep+OFPzFkkzaPdpWXcjBn5qJ6kmisyQmdL++hPy9XYUbHaSHKoSazEo9fXNoH2+zq7lzsMcuh8Y2uF3R2Fam8J3qbxe/9833uvOb3qjM/dGImR397jjdmuVeDLBrN3Yg2NYMa/zMwI4y8Z+yKl/dSjLlq9HcC7Nk08hTpSd/I0Y+NLTZkg6qJZQafGQWiCMQChN2K/whUQlA0+GRmAn1kQjq4qoJcBIQaYrQibGWh2w8RrV1oCeKRlkvZnZoEmoFjvgD5rsBy3HQNCnyW2x5cujSQHVHJiyfS1qTWtpAKZe00JARoEHfihRVYVfgTGPe2ydJvD70/UlRE3p+sbYCqm1jJmaWNCAMURjtJ1EB5Umr6MBJRGRxrQlGDVQPlX6GpHGahglML1p5oC0lVBrVpogE1No7ae3mkMrgamrKXuudMXDKImQBs8XvGNGO8u3buS17Rl8zzaBS2Jpg1ABKSHw7Nd+oDziSNHaC1pofDxIoLG5h7bDu9mubPOXvmqG/koWbSSZoEpFe4jE4+9n3o0vNBUV1AVFXka82tPG/zxzHDKjkYUEU7Pc1EjThuI+n2yUxp14A7EBtWPPT+xFZwzVUi2rQqC2ZcAImid3UixWGOQHxCQCL1CUo4ByYrNexA7XRCuB6vdJ+gN0GhfTPK6XnnIebaB2JxsjCILEvr83gyhDYVwvY1u7UVogpXWV1NxanlRs6W2gs5RHYMj60taUUZrGfEw+CJmYbyPRijW9ncTa2oQ8KTHGoI0h8DSejBib66FkfGxel421CH2NUoKVm0bb7Cw59HzFyiObr5DxrGukpVhKK+sKsn5SF6DaCLIiQWFjOwafn8RIcl7MpOx2puQ7UUagGDDd1WTgumorykgi7VNJfP6u/WFreUHii9haWLAWrooOUAh8NFtVBg/NxMIROPYSZoeHvtqyEcBZNvZDstmAKz51Gu88Y2FatEoM6j+SftnW2sani6SC7PYYqdLaEkISF3zKeUmUE2hhQGuE0hDbMtzlcRlU2nCtd2qWcqsPUiCkoDoqpDI2Uzc3G2EtIEPcKKmgCHt0ahlJX1IQdmqyHbpeSTNYH2PKqasigKAXvH47bhkJZCQQqHpsgFbGxiv0QFe7FRNxA8RNgqjZdoKVDLg+pKKeaVMLmhUIZIWBIok7oqzBWmfBJOmXtrEiTkceOk4nyZqIkdZ0XnO9GAFxNcCkVg5Te9pPS6zqWKZuBciEduK8d/U2ShEorekvCxtcqdI4h3RfUaxRWtHeUODC2QsZk20jrxtQsY9uKjHusBJ4VkRt7W1ga08Dpcinmnh0l/JE1ZCq8vnJ2oUoI8n7EQWvSsGP6KwWuOWlw+0BebWpe+eTI4QZKICW5iMLbeqWJZPRyExMVPZrJgF0nz2HXibBz2jixMeTdlITGDzfTs6aoF7obIgxTUm0FsSlAJUKv5axPSjlE0iDSa11vqhdK2nPfcnHqJCeDU1UqwGetOvZj41Mn9gFfdUMnhBIacWD0oZiKJBSkvUydFb76U2qnDJxDseMno7GulS0MTQEGYpBFl/C3DbNpHwvYN0ysZE22NYzjGvpxiCItV0WK0miJZNaOyiECYnxiLVHOQoQwsZNyFpTQGMFgxSGvCdI8NBGpKXt7QlrDfpI8AiEsrdkejMKDBJDd2JFpzYCZQS+1DzQM51AKEIStJZ1PR5rgQIb5IqkU+VRZJjV+I5dfFgcI4KhnpFSz0xxlg3HnsT3PTxPohKNiGr+gR0mhSEuBwhKiqRodo7rCCRJKAh6EkRiq4yqnLQFuACRt37mypgM1dED200CqD2fDd4VBkRsn0rDLo0XQ247xBnwy7UDIJXK1r8e5WTdDVSzgARloGy3pbPW/BC1KVSDQQmbKirLHklB1K03pjbhY7+EB+p9DIxt8PnxeyU61Du7b2pdcEU6Vs3QT5sxdiLzbSZI3Xw9KBgUYdBa0LWxCdkQo7RMAwOxIkNLat3jlLKlvEolnxKZgSeYdDt+aKM/TSLQSuCHhrMWjuXSOcfzrXEeP1z+DEYmVGXC0x1F2ltiIi3pq2SGxAIgDIk9UaztH8U1Ly5mVtMmimGFrX1NvLhlAnGcukOU2DmsZ9DhASghyLZX0CUPU/FtR998gg4N1XLW3kNK4FUDpPaIPU2u1d4EUeJRjQJyYYRRgkTZGjGFIEsofTorVbQxJMZaaKSn8TSIbIQfKhoaYwp+I739BVpzHn1xRE8ckaR5v9nAY2ymSMkISiWNH/gklbE05bfRFGYoJzG9cQUQ9JVb0dp2B856GULpMSqX4+/nvIU5TZNY2rWOSCsOa57EzMaxCCH4+bqnuGHV7+lXFTwhOaA4mr8aP4s1/Xcws8FnbLabjWVJV5xJP3KG1mKZfKjp7G22gsLTjGkwzG8fT2+8hdfKfXRUJJ5IyPoJGokxXv1z1hB4nDL2OE4e+1auWXEty3u2oYwg70W0hiXynmZSWGFFaSItQQ9Fr1wPVO1KcnQkhSGZKIFQFELDU/0HMD27iWavTKw9KniEQuFh6NVZtqoGNBmyXgsd8WravYNw7AV25TZxYsOxp1m7cjMm0QPpqzt6bOv/CohV2krepAWldrxDBVGjjwFUToDCugNqX3Ni6Ca1X/sjXT5o1zIBhKm3rdd+as3oT3fl2Sd041lxYBAkTTLVHrYL7GBMWjfdSEPQJYmb7FNbdoNnzeA1rZVJt107F96gGI5dObMNCCMIt0miFpvaCgwEQNbTWtNlGhvDMOic6bKHn1GDtMkg33pq8TDGYGKJDG3fF9JgRaE1OvKQGUOSSEgktYjCjO8T1XrfGJB4NugxFEgkSsGDHc/z9o6F/PiVZTQ1ZjF4dEVdCGEDEfujnV0RUkh8AYkRhJ5HpA3Luifh41Pt8/ECmDG+m9e2BXT3Z9P3mHoAYS0OQ8USEhscXFUeYUHhN8T2DBiJVgGjg0Ze6+whiQWe9Ag8wfixUM1oEgyJ8qlGAaXOIkGYEDZWaQ5yZH2bafWxWUczs3Eiv16/jFU9WwnxUF6JiumlJVPk3MnHMDU3mU89fCud1TKe8GkNrUXg4FGtrOjdRGM2Q2Oudo8aOmPF2ePOoikbs6pvHR3VmJe2x/QkCbObc8xqGs2s5jEc3DKGhW0DXXanNbSzI2dNXsDpE+eyvtRJID3G55oRQtAXn8Dq/uUYNJPzs9heMTzR8QxGVBiXa2FCfhLjs2PI+0MroZaSEhvLm0hMYivOqpiKNnRG/fjSY07DAYzODfTE+ZfDrqKU9LKhtI5+1U/BLzA5fwCBzPBqaT0lVaItyOFJTYM/hq64j0jZSnhbK5toDduYWJiEMiUC2URntZdt1VeIkw083fm/hF6IMZqYhIwf0iALVHUvXdFa2rNObOwdduFGGSG14cTGfswrT64DCaZWObs2M4mBcuJGCLQnMDkfpf1BT/CDM/AtKiNtVgjWVGfNFaIeVS9jW4LcQD12w/i2FYdMqN/zRthJPuhV9cJW9eD69GG9XgcD2+1U1epi6UFZDzWkwItIs1+gcV2AMgaTDIxeaPDKBpUBM6jwYq3XS+24jUzHYgb+11IQdEPcKIZaOASIhCEptPXUl4HBYYRCeBqjpG1WNziERdj6HdoT1FNq0hoepuLZ8ue1BjGDTEPKGKQQKFNzG0lyaeM4re0+Yh1z94aXbbyA9DBIpPDQRpPEGXtdhMFLi5V50scYQ0umge4oYmJDjkQbihQYH7axYNY4nuh5iTVlzbQpr2GUorO3ia3VEDBo46G1wMdHJwGR1qi0wU6USKQAX0q0gXwQ0FTI4GUy9JkO2sIi7cUMSI+euECiNf0qQEtBrlmghceU4jga/Czt2QZOHn8Y81umIIRgUfsBvBE3nvhe7tu4kjV9nYzOFlk8YQbKKD7+2I/YXu0nK30MhqpWTG9o58zJh1Pwh/Zk0en53l186TG1OGrIsmLQzKHNx9T/bw5heuNJf3BbeT/PjIbpu7X/vN/AgY0711aYUpi807LR3kAWycTClPrfHlZUtmabac0uoKPazDNdHpICQor6JFMr6ZT1mnZrjI7hY2/2RnFiYz+ms7MPbRRSDDRGA9vwzOuLSQo+KlOrAwDGt/EWmFrdDIbO6oNcLsYTAwGVKSIxhGWDCiBpFiT5VARIUGkL+ZrbIujW9VLgtYwTAfVeJkLXhICtdipqfVl2ZXRJizBIKShkQ84/YQHfuecxEjnYf2Hf50WQ+AwZd2oxRvuQ5A0o8CtioMqqAqkEYacVK7X+Ll4VdFYQZwaEV71C2qB9mqqH3xiRdGcwWgxU/RQgchEm8a1VRMuhQiXQEHmgJPhDG9korQmkh9K1FMZ0d8aQKGhuNIzONdoCJ/XICkFj0E53vJkokjZuA1tK3UvTNhuDIsL4vHXsRK596zt3uqc+YI5gfamTrZVONldf5dXyq2CyJEkLWVnkoMZ2jho9lb444ldrXuSu9S/z3PbNAPTGVRKtyfk+44pFKklMlPicOfUoNsQb2FjejlCCgxsnctGBJzE228IzHeuoqIjZTeMZk/vjJrFCEHLalIN3Wn7NUe/hlrVP88CWFQTC46/Gz+bMSXN3EhrAHyU09lVawmk0h5Poil4lIxvrGTiR7iP0CozLzd3LI9yP2YsBok5s7Md44wuEL/TZCTbvYzyBjDR+KcEIUKMyMEgJm8FfqIMmzFq9jLqDvrZcDogHSNMrq0Aa1OnF6bq19dMaTF7VoHMCotqsa+dEz0C5XaCykN9q+5LoAMrtkiQnEBGDym4PoDOCuABCCNrzWfLZgMCTxGjbr0Xa7Rhs91k0DArCRwe2oqYJ0qF6EDdqvGoaeFpLvxVWPHmxPQ9CA1UQVTC1Fg96UFBJ6p4xyn7eg9YKOvJsnQxpwNMkVT+NQ6lVRxhEgD1H9SIiwlqlartCI0UtDdUQJ+l+AsOY9oRzJx1DgVZ+/Mqy+pN5KLO0hhPoqHbTIhVTmkJe7VNkfJ+8l6GqFIGUfOTgo3d5TwkhmFRoZVKhFXj9p+yWTI73zpzPe2fOJ9aKxze/yqqe7dyzYSUrerZSSiKyXsCHZi/igoMWAoZt1V4C6dESFuvbWdS+e0/yu0N7toEPzzyOD888bo/tY19ECMGxYz7JPZv+hVKyPb0PJYHMc/zYz+BL16l3r6F3YdrQTmw49jAHHz6Vjc9tRkaaIImG3INJwc6+gw0F9XiN9AG7Fn9oBLbcd+p+sTESaSAj1DciqybthSLIdUG1CducbEdLghB2WT1mgXo312qjR9IoqLYOim2QopaggR8xJMYizg5qsoahy4/48TPPWTeDhDhIq2emR5nUxpu6loxnUIV6KIQVBxLboTZn0DlNuN3btUUltcAIJaAKxjf1bdc/ealIUcpDK4PwtLXSKImJfPtUKEFqwUBtNDNkHzLQ+IGNi0jUEAMTCGjIhLQ3CrqiEsWCYUKrz/nTFvP2sfNRxjC3bRzPbNtA3g/xpaQ/jvFFnisPfweHt0/kR6ue5rZ1z1NOIo4eM5n3zzyCWc2j3+jW2i0C6XH0uKkcPW4qF8xcyNZyH71xlXH5xkHNxASjs878/pdCYzie0yf9B+tLT9AbbyLvtTKpcBShV/jDb3bsWUbIbbIjTmzsx5x1ygLu/NETmIrehR9vxwWpGkhnPFFVqIK1hlg3g1UFgoHAxtqPSFvRm2BQXcXU6mGgbqEAUheMFS+CActIVBDEDR4yzdYw6RN8PXlDABkbI6GMjcvUfio0sLEASCiEAT1RFaVteq624QTU7AGGNCaiVuuiFq9ROx2DqpOa2mmpWSqEGBA6DAgxYVvhIqoD8RraaAhrASjp+kZgEtv7QySSwJPkMyFKQTVWRIlKNZTACINnBEhBviAZnW8mED6vdvZQipP6cGe2tfPtk89gSmMLr5U7KakqE3Jt9Q6ivhB87ejT+N8Xn+TWNcvpiyNmt4zm72YfyaIx1m9/4ayjuHDWUTvfQHuI9lyR9lzxD6/o+LPGlxmmFo/5wys6Roy92YjNiY39mFmTRjP2wFFsffo1RGyGxi6UU19/PcygZqa3Fg6UFQ/A4OhSwLpLDKm1zhhkZAaqkw66r72qIcmLeuXOwbd8XBR0HughE9B5Ab6gqRKQVBS6okmyOwh0AUEibFCk1raeVsbO/2FolYvSGt/zCPM+3dkyiRo0/Pqg7ALjAc0JfqPE3ypIam02UmsFabym8TUqJ/BKaS0LISB1i+gA63qJQSQDMR7aq7k+AN92wyURCN/ULSFCQFMuQzETMjpoYm1vJ8YI+qKIiooRSM6YdDCHT5jAtc8+QlVphKdpLWYpKM3iidP5+7mLmNQ4YA0Ym2vZ5X2Q90M+cshbuHjOIiv+XPyBw7Fvkn4n77RsBHBiYz9GCMEphx3I/z7zWn3yhNSiYAx+T0zSHA4KHrUCIuiNqbQGCGPS6pliiO2+3kGUdLE/6IlfiHowp0jSDJCsqO/XCIEKjE1r9QVJHloLOTLSo1gI2PxqD9mqrYRYztj6FhLwY0lOeoweVeTVjm601vg5Ly2XbTMwPCkphCEd/f2onO1GOzgDxhbnEvieQGNoG5/HrJPoCLq8iAirokyqOnzfBraqJmWDRKsSoW1shcpTPwkDlVktXmKrsGoMXgmbcptITC6xJhkJDdmQ5lyOfznyHRzU1M71zz/J7WtfIvAk89sP4INzjuCwUeMAmNnazg9feoYVXduZ0TyK8w48lBMmHjC0NPabvB+czHA49mFcgKhjb7Hy2fXkIk1VDkyIRgrwJEFZ4SUVGzzqS0Ss8PsTKq2h/T8xA0GjaezB0O5U6e9a0Gj6kufZEs3CGLwI/Kqh3CrQGWGDNUORdlm1b+yqVGjwQ95z9FzuVi+zZlMHfiQo4hELjSdty/R8NiSXDWgp5hAZQZ8XU40ijFJ40mNCUyNSQHelSs7zaciFvNbfj06za+rD1RD4Pv80+yS+vvIBGoshExBsU2W6dYVKOUZWYWJTM1LA5mofVZ0glMCTkkpW1YxAO3+Oa/ErCk6cMZ1c4PPI6vXoqqZY8QnzkqMOnsRbD5jKMWOnUgxsMN0n5r+VS+cds0vLw4LR41kwevyfeis4HI59HSc2HHuLbD4kDDx0rIhDf8ikizFIBUFZpYEY9kbN9yRUAkEcyrq+sOXNzZBmZUbYSbW+QQHCE2TDgEzgsa2nBAZUCDpjN29bzZuB4FRhw0S6k4jGMMOHTl/EP//oTmKtyQQSEyXESiOFIBv6dPSVGNNY5N8uOI2lm17j33/3ID3VKi25HEJAR6lM4HkUZUBzNsv2cpmqUkNiVmopsjc8+bQtSZ0WZhot84wmz+reTqomQWtNk8jRkM2gQkNPWGVyWyMPbHv1dU2TwlgLAgaSRPHNs85Ca8OqrduJlWbG6FZCf9cfS2d5cDgcfzIuQNSxNzj2HYfy3BNrqEYlwihB+RItRZoi6fGJK86g2Jzn/vtexGA47vhZHHLoJLZt6eG+R1Zw008fo1KK6JvoI/XAVGhsmQYCI21LbWMQnmBUWxEvbWQVSklFaMpjBDqwxb6MT93dMuQzYeAHjzxN0iZQoyTx1oRqOcEYQ3MhS1uxQCb0OW7WNN616FDaG4tMaG3iqKmTuPGppdz50iqU1pw0cwaTmpq4/qGnkEKQzwRUK6ru5vE9ybjWBnJhwPqeHrJIYqUIPA+lDX3VCF9IKgYCb1CTKmHjWt42ezqPPLyRKFav+6GWUmC0IZOKCikFB44ZteuVHQ6HY7jYVeqrs2w4RoJFiw/m8ftf4rH7XqS3p4JMEiQQ5AIuvuw03n6qLcDzlqMPHPK+xsYchUKGe3+9lA1dFRrXxFRaJCprq255UdpUy/MIpMR4gpPfOpvLPnQSz768ke1dfbS1FFnWsZmfPrGczp4S+Vjy2pY+tAdJsZYmO+CBWdvZTVtTkdGjGzDthqSqiLWiKhTXvOssJjQ27nR8bYU8Hz/2LXz82LfUl1WThEdXv8ryTVtQGERggzd9KZnU0kTG90m0xpOCt8+ZwW+fXQHA9r4S2mhUmnWztaefpFBruW5YMHk85x1+KDe9+Bwrt20HQGkzRHT4nsQTgkTA2YfsXEjK4XA49hTCGHZ4jHPZKI6RwQ88Lvnns3nywRU8cvfzdGzrZebcyZx63pE0tbx+TvwTD63k/37lV5T7Ksj+CONLcrEkag5IGnxMGhQqQw/f92hrznPBmUfy6Ib1/Gr9S3SWyxydn8xp82bTFuT47k8eIooVXtUW7wpLUG4xqJyop5BqYWjM2OpYQgiCrE+AT1Qp89Cr63jXnEPe1DFnfJ+vnXMKty17kZueeZYXOrfRmMvQVsgTpC6TnkqVRVMm8YmT3kolivnJE88hsN1gmzIhbYU8Hf1lWvI5Zo1v522zDuCtB04l9D0+e8Jx/MNtt9NXrSKlQKs0uJZah00rTE6aPuNPu3gOh8OxO+xKV7hsFMdI4fkeR+Rga90AABaXSURBVB4/iyOPn/Wm1u/pKnHtV29HSkm+IUtntYowBllVZPoEuj2DqiiMgEgp8ARh1uc/lz7Br1etoBRFYODuVav40j330rAKMFDIZpBSoDCgIdsF/Zla4zdQAWitkYPcF2D7UkRK7WKkr08uCDhv4aGcu+AQvnLv/dzx8kr6qxGeFCRa05zL8rGjjyL0PcY1NTC6UCCfCfClrLtP2goQRQmfP/PEelwHwFunTuU/zzqD/3zkUZZv3gJYgVNOEhozGd41dw4XHX7EbmeLOBwOx5/MCFkydsSJDcdu88TDK0kSRWNTnri/kjaGFRjPIEoJOtJpG3rD+DHN5HMhG6M+Hn1uOUJCICQ6FSKiH3QCQcajFEfIQKAjU2/GJiNQWciWoDoWtpVKjG1oqI9FaRscOn/suD/qWKQQXH7CcRw9ZTK3v/QyPZUqR06awBkHz2JUwVp2NnX14ktJLgiGvDf0fLrKFSpxQiETDnntyEkTOXLSROuOEcIJC4fDsfcxg6oODixkJCLPndhw7Db9vRVMrZKosKmsSmlbdjtnu7AibHXLbd39tGIoNWm0NmSkZ1uYK1WvEFprEOsJgaoovKrG+AIjBH4FcloyblITW0yJapLQU62Q8wNiragkCcdPncbs9p1beL9ZpBC8bfo03jZ92i5fnzGmjd+/vHan5eU4pr2hsJMIGYw/yOLhcDgce5W9KDbcN6Fjt5k6fTRCWFGRy4Y2fiLw8BDowMMIQa2OVZQkbO7opT+O6gWxbBE7W21TpeXEVaIxXTGipGxmSlqkQgiDCqGzp0y24nH6tIM4oKWF/jiiGIZ8+PAj+PzbTtijloOTDj2IXODTXa7W22RX44RqonjPW+YhpbNaOByOvwC02fXPCOAsG47dZs78yUw9cDSvvLyZYjFLa0OO7V39GGOotoVDVHKiDZ4E0WWgQL2JG9gMDhNA1AT+doNJjG1pj83O0n7a2bWs6Ikq5Ppg2ea1nLBwBtecfzr5bLjT2PYE7Q0FvvruU/jKL+9jY1cvUgh8KXn/sQtZMv/Nxbk4HA7HXscMasY0sHBEdu3EhmO3kVLy6avO5nvX3suD975AtRJT8APKk3PoQVW9aimrShvCbvDHCJJQ4yNtIGhqJfCaPXKrylSyni0/LoRt614r7hVpyHkUmrI0eBnufXIllWrCP37g7SN2zLMnjOb6D72LFZu3UY5iZoxpo5h1rbIdDsdfEruoILpj3Y09hHOjOP4o8oUMSSCgIcRvzhK25ujVCqkhDD08OdDvBGxcxzlTZtKkM7b2BOArQbYkybRlCHpicturqCaBKAqCnEfg26wPKQS+J/E9m0bbWMjy6HNr2bCla0SPWUrBzHHtzJsy3gkNh8Pxl0etXPmOPyOAs2w4/ijuvft5Hnt0FU3NOWQaBLk+6oFYoWOBH3ppLJJBG4PnSf7uhCP5SO5ofvvsCjZ393HA6FYKzRlW93ayYtVLbF22DZV4lAKDTKujA4jAbr9RWreJJyWeJ1j7WicTRjfvhaN3OByOv0B2KS6c2HD8GXP3b58lCLy60ADIC49ez2BijfJtu3eD7bh6yIFjmT6+DSEEFx5/xE7bWz/6QP75Ez+ifX3E2qmCSBgMGu0DgaBJhhSEvV2NMShtaCpmR+hoHQ6HYx9AOzeK4y+M3t4Kvjf09hnjZZACfN+jkA0RWMHR3lzkqg+d8oYZIxOnjOKKr53HMYdMY/oaaOqF5mKOQi5Lq8owySvWM2B6+sqMa2tk9tSxe/goHQ6HYx9jL7hQwFk2HH8ksw4ez8MPriCTHagx0SB92qs+8agQL/TIhQEzJrbz0Xcdw9i2hjfYmmXK9NF86p/PRilty3RIySsbtvOF7/6anr4KWhukFLQ05vnsB97uUk4dDodjd3At5h1/aSw5cyFPPPYKvT1lCqk7o6+3QksY8oXPnIuX9Ql8j9Gtxd2qgbGps4cNHT2Maiwwtb2FAya08Z3PvptHl69lS0cfY9saOGLOZLLh6xfScjgcDscucGLD8ZfG1GntXH7FmXzvf+5nzZptCGDa9NG8/++OY8qUN9cuvbdS5dXObprzWZoyWb5+2/089PJaPClQ2jBn0hj+8awTGNVY4PgFrmmZw+Fw/Ek4seH4S2T2wRP48tf+mu3b+5BC0NJaeFNWjERrvvv7x/n50udRWqMNhJEgqia0FnJ4UqK14bl1r3HFTXdw7YVnO5eJw+Fw/KnsRbHhAkQdfxJCCEaNaqC17c27S6576AlufupZQs+jKZcl53ls2t5Db7WKFPaWlFLQXMiyeksny9Zt2pOH4HA4HPsHhp1LlY9QjKgTG44Rpa9a5WdPLycfBoRp0S6tDFIIEqXpj6L6ukLYbJb1Hd17a7gOh8Ox72D0rn9GACc2HCPKpu5eEq3J+AMePN+3t6ExhmqS1JcbYzAY2hsKIz5Oh8Ph2Ncw2uzyZyRwYsMxojTncxhj4zZqBIFHNhtgjG0zD1Zo9JSqjGoosGDahL01XIfD4diH2FWpcic2HPsg7cUCR02bSE9loF27EIJCU4Yg8NAauksVespVRjUWuOrdJ9V7pDgcDofjT0Ab0HqHH5eN4thH+dRfHctlP/sNq7d1YrDxGpnQ5/9+8CwyeKzv6GZUQ4GF0yY4oeFwOBzDhUt9dexPtBXy/Nf5Z/H42g2s2d5BUy7LW6dPpSHtpDpv6vi9PEKHw+HYB3Fiw7G/4UnJommTWDRt0t4eisPhcOwXGEzdfT142UjgxIbD4XA4HPsDtZiNHZeNAE5sOBwOh8OxP+AqiDocDofD4Xg9tmzZwmOPPbaTG2S3MGYXFUSd2HA4HA6HwwF861vf4uyzz+bYY4/lxhtvpFwu7/Y2jDEYo3f4cWLD4XA4HA4H8IEPfAAhBKtXr+af/umfOPTQQ7nyyitZvXr1m9/IjgW9duVW2UM4seFwOBwOx585BxxwAKeddhq+71OpVCiXy3z/+9/nuOOO49xzz+Xuu+9G7xj8uSN7UWy8YYDoqlWr+PznP49SakQG43A4HA6HY9ds3LgRrTVSWjtBkvaSeuyxx3jqqadoaGjgr//6rznjjDM44IADyOVyQ94f++WdxEXsV0Zk7G8oNm6//XYef/zxERmIw+FwOByONyafz7/ua5VKhRtuuIEbbriBW265hTlz5gDQ0tJCLpdj+9h1u3xfLpejpaVlj4y3hjBvEB1SLpd55ZVX9ugAHA6Hw+Fw/GFuvfVW/vu//5soiurLfN9Ha82sWbM499xzOeqoo/A8byfLxsaNG+ns7NzldltaWhg/fs9Wbn5DseFwOBwOh2PvU61WOfzww+no6AAgm81ijOHd7343F154ITNmzNjLI3xjXFEvh8PhcDj+zPnxj39MR0cHQRAwduxYLr74Ys4991yKxeLeHtqbwokNh8PhcDj+zPF9n8WLF3PxxRdz9NFHI4TY20PaLZwbxeFwOBwOxx5lWOtsrFq1ive+973Mnz+fxYsX87Of/WyX6/X19fGpT32KI488kqOOOoqvfOUrQ9Jr77rrLk455RTmzZvHOeecw7Jly4ZzmPslw3Vtatx5552ccsope3rY+wXDdW1uuukmTj75ZBYsWMCSJUu44447RuoQ9lmG69r84Ac/4MQTT2T+/Pnu2gwTw/2d9sorrzB//nweffTRPT30/RMzTFSrVbN48WJzzTXXmCiKzGOPPWYWLlxonnzyyZ3W/eQnP2k+/OEPm97eXrN+/XqzZMkS8+1vf9sYY8zKlSvNYYcdZh544AETRZH5/ve/bxYtWmR6e3uHa6j7HcN1bYwxJo5jc/3115s5c+aYk08+eSQPY59kuK7NfffdZ4444gizdOlSo7U29913nznssMPM888/P9KHtM8wXNfm7rvvNosWLTIvvfSSMcaY+++/38yePdts2rRpRI9nX2I4v9Nq2zvrrLPMzJkzzSOPPDJSh7FfMWxi4/777zdHHHGESZKkvuwLX/iCufzyy4es19/fbw4++GCzfPny+rLbb7/dLF682BhjzNe//nVz8cUXD3nPqaeean72s58N11D3O4br2hhjzEc/+lHz/ve/3/zHf/yHExvDwHBdm5tuusn813/915D3nH322eYHP/jBHhz9vs1wXRuttenr6zPGGBNFkfn5z39uFi5caLZv3z4CR7FvMpzfacYY88UvftF85StfMYcccogTG3uIYXOjrFq1igMOOADP8+rLpk+fzsqVK4est3btWpIkGZKmM336dNavX0+lUmHVqlUcdNBBQ94zffp0VqxYMVxD3e8YrmsDcOWVV3L99dczefLkkRn8Ps5wXZvzzjuPiy66aMj6K1asYPbs2Xv+IPZRhuvaCCEoFAosXbqUuXPnctlll3HJJZfQ2to6YseyrzGc32n33XcfTz75JJ/4xCdGZvD7KcOWjVIqlXaqbJbNZnfqTNff308QBIRhWF9WKzxSKpUolUo7lVjd1XYcb57hujbZbJYxY8bs+QHvRwzntamxYcMGLrroIk4//XQWLFiwB0e/bzPc12b27NksW7aMp59+mo985COMGjWKU089dQ8fxb7JcF2bnp4errrqKr773e8OWccx/AybZSOfz+90oSuVCoVCYaf14jiu13QH6u8rFovkcrk3tR3Hm2e4ro1j+Bnua/PYY4/xrne9i2OOOYYvfelLe3Dk+z7DfW3CMMT3fY444gje+c53ctttt+3B0e/bDNe1ueyyy/jQhz7E9OnT9/yg93OGTWzMmDGD1atXD+k6t3LlSg488MAh602dOpUgCFi1atWQ9aZMmUIYhhx44IE7lUjf1XYcb57hujaO4Wc4r83NN9/MRRddxKWXXsqVV15Zb9bk+OMYrmtzww03cNlllw15TxRFNDU17dkD2IcZjmuzbds2nnjiCf7t3/6Nww8/nMMPP5woirj44ov5zne+M2LHst8wXMEfURSZE044wXzjG98w1WrVPP7442bhwoXm8ccf32ndT37yk+aDH/yg6erqMhs2bDBLliwx1157rTHGmBUrVpi5c+eae+65p56NcuSRR7pslD+B4bo2g/npT3/qAkSHgeG6Nvfcc4855JBDzEMPPTTSh7DPMlzXZtmyZebQQw8199xzj1FKmd///vdm/vz5u9yO482xJ77TjDEuQHQPMmxiwxhjVq1aZf72b//WLFiwwCxevNjccsstxhhjHn/8cTNv3jyzYcMGY4wxvb295vLLLzeLFi0yRx11lLn66quHRBXfe++95vTTTzfz5s0z55xzjlm6dOlwDnO/ZLiuTQ0nNoaP4bg27373u82sWbPMvHnzhvz8z//8z147rn2B4frc3Hnnnea0004z8+fPN2eddZa5995798bh7FMM93eaMU5s7ElcBVGHw+FwOBx7FOfUdTgcDofDsUdxYsPhcDgcDscexYkNh8PhcDgcexQnNhwOh8PhcOxRnNhwOPZDvvSlL3HBBRe86fWXLVvGk08+CcD69euZOXMmzz777J4ansPh2MdwYsPhcPxBLrzwQtauXQvAuHHj+P3vf+/6rjgcjjfNsPVGcTgc+y6DM+Q9z6O9vX0vjsbhcPyl4SwbDscIMHPmTG6++WbOOOMM5s6dywUXXDCkQ+Vdd93FkiVLOPTQQ3nb297GNddcM2SC/973vseJJ57IvHnzeOc738kDDzxQf+3yyy/nwx/+8JD9XXDBBVx11VX1/3/1q19x8sknc9hhh3HJJZfQ398/ZP0XXniBCy+8kIULF7Jo0SI+//nP19dZvHgxvb29fPazn+Xyyy/fyY1ywQUXcO2113LJJZcwd+5cFi9ezO9+9ztuvfVWFi9ezIIFC/j0pz9NHMf1/d1+++2ceuqpHHbYYSxZsoRf/OIXw3CWHQ7HnytObDgcI8TXvvY1LrzwQn7yk5/Q2NjIBz7wAfr7++no6ODSSy/lggsu4De/+Q1XXHEF3/nOd7jjjjsA+MlPfsJ3v/tdPve5z3Hrrbdy1lln8dGPfpRly5a9qf0+9thjfPrTn+b888/nF7/4BQceeCA//elP66+vW7eO888/n3HjxnHTTTfx7//+7zz00ENcccUV9f0Xi0X+8R//kc997nO73Me3v/1t3vKWt3DbbbcxZ84cPvWpT3HTTTdx7bXX8tWvfpXf/OY33HrrrQA8/PDDXHHFFXzkIx/hl7/8JR/84Ae56qqr+PWvf/2nnF6Hw/FnjHOjOBwjxPnnn8+ZZ54JwNVXX83xxx/PnXfeyUEHHUQcx4wdO5YJEyYwYcIErr/+eiZOnAjAtddeyz/8wz+wePFiwFoSli9fznXXXcc3vvGNP7jfG2+8keOPP573ve99AHz84x/nkUceqb/+wx/+kNGjR3PVVVchpWTGjBlcffXV/M3f/A2XXnopU6ZMQQhBQ0MDDQ0NdHd377SP+fPn8573vAeAc889l9/+9rf8n//zf5g1axazZs1i9uzZrFixon4873vf+1iyZAkAkydPZt26dVx33XWccsopf+zpdTgcf8Y4seFwjBBHHHFE/e/GxkamTp3KihUrOPPMMzn55JP50Ic+xIQJEzj22GNZsmQJY8aMob+/nw0bNnDVVVcNaRkfxzHTpk17U/tdsWIFJ5988pBlc+fOrbtBVq5cyWGHHTakS+y8efPwfZ8VK1YwZcqUP7iPwetks1kAJk2aNGRZFEX18TzzzDPccMMN9deTJMH33deRw7Gv4j7dDscIseNkqpTC8zyEEHzzm9/kxRdf5L777uN3v/sd733ve/nsZz/L2WefDcBVV13F/Pnz33B7g0mSpP63EGJIK26AIAjqf2cymZ3eb2yTRpRSf9Sx1fb7emP7+Mc/vpMAcjgc+y4uZsPhGCGWL19e/7urq4t169Yxe/ZsXnjhBa6++mpmzZrFxRdfzA9/+EPOO+88brvtNhobG2lvb+f/b9/+QZKJ4ziOv2sIihy1SRwUahGnmtocioIQaoqwQXQMGoJqaCkaPITsj8IZaYOr2NAkOLSE2xUuERl4Q1GLuDXU8wzBkcOzPD7X0/B5wcEdB79/04f7fu/5+ZlAIOBclUqFy8tL4DM4fG34/Pj4wLZt53liYoKbm5uetTSbTec+GAxye3vbE0gsy+L9/Z1gMAj8OTj8jVAohG3bPfu5urqiXC7/szlE5GdR2BD5JqZpUq/Xub+/Z3NzE5/PRzQaZXR0lHK5zMHBAbZtY1kWjUaDcDgMQCqVwjRNqtUqtm1TKpUwTdMpU0QiESzLolar0W632dvbo9vtOvOurq7SaDTI5/M8Pj5yenrK9fW1835lZYXX11d2dnZ4eHhwGjinp6cJhUIAjIyM0Gq16HQ6fZ9DMpmkUqlwfn5Ou93m4uICwzAYGxvre2wR+ZlURhH5JktLSxiGwdPTE1NTU5RKJYaGhvD7/RwfH5PNZikWiwwPDzMzM8PGxgbw2RD69vbG4eEhLy8v+P1+9vf3nWbKhYUFms0mW1tbDA4Osri4yPz8vDNvOBzm5OSETCZDLpdjcnKS5eVl7u7uAPB6vZydnZFOp4nFYng8Hubm5lhfX3fGiMfjHB0d0Wq12N7e7uscotEou7u7FAoFDMPA5/OxtrZGIpHoa1wR+bkGfn39mV9EXDE+Pk42m2V2dvZ/L0VE5NupjCIiIiKuUtgQERERV6mMIiIiIq7Slw0RERFxlcKGiIiIuEphQ0RERFylsCEiIiKuUtgQERERVylsiIiIiKsUNkRERMRVvwFjDZJByf867QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_stream_sc(adata,root='S6',color=['label','AGATAAG','ACTTCCC','ATAAATC'],\n", " dist_scale=0.5,show_graph=True,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_stream(adata,root='S6',color=['label','AGATAAG','ACTTCCC','ATAAATC'],dist_scale=1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Save results" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "st.write(adata,file_name='stream_atac_kmers.pkl')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:test_steam]", "language": "python", "name": "conda-env-test_steam-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }