From 85e6e19af9e97351f408bacc01fdee92f4e19903 Mon Sep 17 00:00:00 2001 From: jaseg Date: Thu, 28 Sep 2023 22:28:44 +0200 Subject: WIP --- center_fw/match_test.ipynb | 264 ++++++++++++++++++++++++++++++++++++--------- center_fw/src/main.c | 107 ++++++++++++------ 2 files changed, 286 insertions(+), 85 deletions(-) (limited to 'center_fw') diff --git a/center_fw/match_test.ipynb b/center_fw/match_test.ipynb index fb66036..e0cbfd3 100644 --- a/center_fw/match_test.ipynb +++ b/center_fw/match_test.ipynb @@ -9,30 +9,45 @@ "source": [ "from matplotlib import pyplot as plt\n", "import numpy as np\n", - "%matplotlib inline" + "%matplotlib widget" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "id": "5f1575d2-d501-46ef-97d5-9d20d1259e4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 2, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "6cd50366fc7340b5ba8722e4aab0faf9", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -203,30 +218,46 @@ " 40654, 40651, 40661, 40655, 40666, 40652, 40664, 40701, 40680, 40662, 40690, 40673, 40690, 40669, 40655, 40665, 40684, 40695, 40697, \n", " 40698, 40707, 40684, 40642, 40674, 40719, 40708, 40723, 40713, 40708, 40707, 40701, 40690])\n", "d = d.reshape(-1, 16).mean(axis=1)\n", - "plt.plot(d, '-+')" + "fig, ax = plt.subplots()\n", + "ax.plot(d, '-+')" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "id": "ccf1af9a-a47d-4922-84cb-5934fa5d1cd1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 3, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "b14397020d7a404b823fe66fee107899", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -250,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "id": "eb350503-090c-4203-a73a-422c281479ed", "metadata": {}, "outputs": [ @@ -277,9 +308,24 @@ }, { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "911465a6063e49908ac54b58e8f760f6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -331,7 +377,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "id": "6834328b-6324-4c12-b3a5-eae619186bd9", "metadata": {}, "outputs": [ @@ -375,15 +421,30 @@ " )" ] }, - "execution_count": 21, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "ecf0066ffd6d42d59be18825599ac424", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -391,30 +452,46 @@ } ], "source": [ - "plt.hist(indices, bins=128)" + "fig, ax = plt.subplots()\n", + "ax.hist(indices, bins=128)" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 15, "id": "30ca1765-2b98-430c-a0bd-92dc101140db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 38, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGgCAYAAAB45mdaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABTSElEQVR4nO3dd1zU9/0H8NcNOIZwyAZlKiLDjXsmKkaNTZrdpDGzra0ZxtqkmqRps0iTNDFpEq2JMTE2o79iUhsnpqLGEUVREQFBERDZyB3z5vf3B9xFIiIHx31vvJ6Px/fR8uX75d5fNXcvPlMiCIIAIiIiIpFIxS6AiIiIXBvDCBEREYmKYYSIiIhExTBCREREomIYISIiIlExjBAREZGoGEaIiIhIVAwjREREJCqGESIiIhIVwwgRERGJqk9hJC0tDRKJBMuWLev2ur1792LcuHHw8PBAbGws1q5d25eXJSIiIici7+2NR48exbp16zBy5MhurysuLsaCBQvwq1/9Cps2bcKBAwfwu9/9DkFBQbj99tt79FpGoxGXLl2Cj48PJBJJb0smIiIiGxIEAY2NjQgPD4dU2k37h9ALjY2NQlxcnJCRkSHMnDlTePLJJ6957dNPPy0MHz6807nf/OY3wqRJk3r8emVlZQIAHjx48ODBg4cDHmVlZd1+zveqZWTp0qVYuHAh5syZg5dffrnbaw8dOoTU1NRO5+bNm4f169dDp9PBzc3tqns0Gg00Go35a6FjY+GysjL4+vr2pmQiIiKyMbVajYiICPj4+HR7ncVh5Msvv8Tx48dx9OjRHl1fWVmJkJCQTudCQkKg1+tRW1uLsLCwq+5JS0vDX/7yl6vO+/r6MowQERE5mOsNsbBoAGtZWRmefPJJbNq0CR4eHr0uwtTSca3iVq5cCZVKZT7KysosKZOIiIgciEUtI8eOHUN1dTXGjRtnPmcwGLBv3z6899570Gg0kMlkne4JDQ1FZWVlp3PV1dWQy+UICAjo8nUUCgUUCoUlpREREZGDsiiMzJ49Gzk5OZ3OPfTQQxg+fDieeeaZq4IIAEyePBn//e9/O53btWsXUlJSuhwvQkRERK7FojDi4+OD5OTkTue8vb0REBBgPr9y5UqUl5dj48aNAIAlS5bgvffew/Lly/GrX/0Khw4dwvr16/HFF19Y6RGIiIjIkVl9BdaKigqUlpaav46JicG2bduQmZmJ0aNH46WXXsK7777b4zVGiIiIyLlJBNNoUjumVquhVCqhUqk4m4aIiMhB9PTzm3vTEBERkagYRoiIiEhUDCNEREQkKoYRIiIiEhXDCBEREYmKYYSIiIhExTBCRETkwg6eq8X9639Ai1YvWg0MI0RERC5I1aLDH9NP4d4Pf8D+wlqszTwnWi0WLQdPREREjm97TgX+tCUXNY0aAMAvJ0Xi0RmxotXDMEJEROQiyhta8eJ/c7EztwoAEBvkjb/ePhLjo/1FrYthhIiIyMm16QxYu/cc1u49hzadEXKpBEtmDsFjNw6Fh5tM7PIYRoiIiJyVIAjYfroSr2zNQ3lDKwBgQow//vKzJCSE2c9ebwwjRERETuhIcT3e3FmAIxfqAQDhSg+sWpiAhSPCIJFIRK6uM4YRIiIiJ5JzUYU3dxVg79kaAIBCLsVvZg7Bb2cOgae7+F0yXWEYISIicgKny1V4f08Rtp+uBADIpRLcNT4Cj984FGFKT5Gr6x7DCBERkYMSBAH7C2uxbt95fF9UCwCQSIBbRw/CsjlxiArwFrnCnmEYISIicjCtWgO25lRg/ffFyKtQAwBkUgluHhmG380aivhQH5ErtAzDCBERkYPIvaTCl0fK8M2JcjS2tS/f7uUuw93jI/DItBgMHuglcoW9wzBCRERkxy41tGL76UpsOVGOkxdV5vODB3riFxMicd/ESPh5uYtYYd8xjBARkdO61NCKf2WVAQDc5VK4y6RQyKUYNNATE2MC4K2wz4/B0roW7DpTia05FcgubTCfd5NJkJoYinsmRGDqkEBIpfY1Rbe37PNvgYiIqI8MRgG//edxnCxr6PL7bjIJxkYOxIxhQZg2NBCJ4b5wk4mzf2x9sxYHz9XiQFEtDhTVobS+xfw9iQQYH+WP+SNCsWhUOAIHKESpsT8xjBARkVPadLgEJ8sa4KOQY9HocGj1Rmj1Rmj0BuReUuPi5Vb8UFyPH4rr8cbOAijkUiSF+2LkYD+MHKxEUrgSUQFeVl0uXRAEXG7RIb9CjZxyFXLKVci9pEZxbXOn62RSCVKiBmLBiDDclByKEF8Pq9VgjxhGiIjI6VSoWvH6jnwAwNPzh+P+SVGdvi8IAkrqWrC/qBb7z9bg0Pk6NLbpcby0Acev6BYBgDClByL9vRAV4IUgHwX8PN3h5+UGPy93eCtkkEACqQTmVU1btHqo2/RQt+qgbtOhrkmLsvoWlF1uRVl9C5o0+i5rHh7qgylDAjEtLgATYgIwwE67kPqD6zwpERG5jBf+k4tmrQFjI/1w34TIq74vkUgQHeiN6EBv3D8pCkajgOK6ZuRcVOHkxQacuqjC2apGNLbpUaFqQ4WqDT8U11utvsEDPTFikBLJg5Tm//X3duxBqH3BMEJERE5lZ24ldp2pglwqQdptI3s0yFMqlWBI0AAMCRqAW8cMAtDeetLQosOFumaU1LWgtL4F9c1aNLRocblFh4YWLZq1BgiCAAGAILTf4+Uuh6+nHL4eblB6usHPyw2DB3oh0t8LEf6eGDzQul0/zoBhhIiInEZjmw4v/CcXAPDrGbF9WvxLIpFgoLc7Bnq7Y0zkQGuVSF0QZ9gwERFRP3hzZwEq1W2ICvDCE7PjxC6HeohhhIiInMKZS2psPFwCAHj15yPYFeJAGEaIiMgpvLYjH4IA3DwyDFOHBopdDlmAYYSIiBzegaJa7DtbAzeZBH+YFy92OWQhhhEiInJoRqOA17a3ryly38QoRAV4i1wRWYphhIiIHNq20xXIKVfB212Gx24cKnY51AsMI0RE5LB0BiPe2FkAAPj1jCFOuW+LK2AYISIih/XlkVKU1LUgcIA7Hp0eI3Y51EsWhZE1a9Zg5MiR8PX1ha+vLyZPnozt27df8/rMzExIJJKrjvz8/D4XTkRErq1Jo8c73xUCAJ6cHQdvF9rLxdlY9Dc3ePBgvPbaaxg6tL1P7tNPP8Utt9yC7OxsJCUlXfO+goIC+Pr6mr8OCgrqZblERETtPtp/HrVNWkQHeOGeLvafIcdhURhZtGhRp69feeUVrFmzBocPH+42jAQHB8PPz69XBRIREf1UtboN6/adBwD8Yd5wuMk46sCR9fpvz2Aw4Msvv0RzczMmT57c7bVjxoxBWFgYZs+ejT179lz3Z2s0GqjV6k4HERGRyVsZZ9GiNWBMpB8WjAgVuxzqI4vDSE5ODgYMGACFQoElS5bg66+/RmJiYpfXhoWFYd26dUhPT8fmzZsRHx+P2bNnY9++fd2+RlpaGpRKpfmIiIiwtEwiInJS+ZVq/CurDADw3MIESCTX35WX7JtEEATBkhu0Wi1KS0vR0NCA9PR0fPTRR9i7d+81A8lPLVq0CBKJBFu2bLnmNRqNBhqNxvy1Wq1GREQEVCpVp7EnRETkeu5f/wP2F9Zi4YgwvH/fWLHLoW6o1Woolcrrfn5bPPTY3d3dPIA1JSUFR48exTvvvIN//OMfPbp/0qRJ2LRpU7fXKBQKKBScK05ERJ3tPVuD/YW1cJNJ8MxNw8Uuh6ykzyN+BEHo1IpxPdnZ2QgLC+vryxIRkYsxGAW8ujUPAPDA5GhEBniJXBFZi0UtI6tWrcL8+fMRERGBxsZGfPnll8jMzMSOHTsAACtXrkR5eTk2btwIAFi9ejWio6ORlJQErVaLTZs2IT09Henp6dZ/EiIicmr/yipDQVUj/Lzc8PiNcWKXQ1ZkURipqqrC/fffj4qKCiiVSowcORI7duzA3LlzAQAVFRUoLS01X6/VarFixQqUl5fD09MTSUlJ2Lp1KxYsWGDdpyAiIqfWrNHjb7vOAgCeuDEOSi83kSsia7J4AKsYejoAhoiInNMbO/Px/p5ziA7wwq6nZsJdznVFHEFPP7/5t0lERHattK4FH+4vBgA8uzCRQcQJ8W+UiIjs2qvb8qDVGzE9LhBzEoLFLof6AcMIERHZrYNFtdiRWwmZVILnb07kAmdOimGEiIjskt5gxIvfngEA3D8pCsNCfESuiPoLwwgREdmlL46WIb+yfSrvsjmcyuvMGEaIiMjuNLRo8dauAgDA7+cOg5+Xu8gVUX9iGCEiIruzenchLrfoEB/ig19MiBS7HOpnDCNERGRXzlxSY+OhCwCAPy1KhFzGjypnx79hIiKyG0ajgD/95zSMArBwRBimDg0UuySyAYYRIiKyG5uzy5FVchle7jI8d3OC2OWQjTCMEBGRXVC16pC2rX1X3idmxyFM6SlyRWQrDCNERGQX/rarAHXNWgwNHoCHp8aIXQ7ZEMMIERGJ7nS5CpsOlwAAXvxZEvefcTH82yYiIlEZjQKe7xi0umhUOKZw0KrLYRghIiJRfZVVhuzSBni7y/DsAg5adUUMI0REJJrqxjbzoNWn5g5DqNJD5IpIDAwjREQkmpe+zYO6TY/kQb54cEq02OWQSBhGiIhIFJkF1fjvyUuQSoC0n4/kSqsujH/zRERkcy1aPZ775jQA4OGpMRgxWClyRSQmhhEiIrK51bsLcfFyKwb5eeKpucPELodExjBCREQ2lXtJhfXfFwMAXr41Gd4KucgVkdgYRoiIyGb0BiNWbs6BwShg4cgw3DA8WOySyA4wjBARkc18uL8Ypy6q4OshxwuLEsUuh+wEwwgREdlEYVUj3s44CwB4YVESgn24pgi1YxghIqJ+pzcYseLfp6A1GHHj8GDcNnaQ2CWRHWEYISKifvfR98U4WdYAHw85Xv35CEgkErFLIjvCMEJERP2qqLoRb3V0z/zp5kQu+U5XYRghIqJ+YzAKWPF/p6DVGzErPgh3jBssdklkhxhGiIio3/xj3zmcKGuAj0KOtNvYPUNdYxghIqJ+cbpcZZ498/zNiQhTeopcEdkrhhEiIrK6Vq0BT36ZDZ1BwLykENyZwu4ZujaGESIisrq07Xk4V9OMYB8F0m4bye4Z6hbDCBERWdWe/GpsPFQCAHjzzlHw93YXuSKydwwjRERkNbVNGvzh36cAAA9NjcaMYUEiV0SOwKIwsmbNGowcORK+vr7w9fXF5MmTsX379m7v2bt3L8aNGwcPDw/ExsZi7dq1fSqYiIjskyAI+GN6DmqbNBgWMgDP3DRc7JLIQVgURgYPHozXXnsNWVlZyMrKwo033ohbbrkFubm5XV5fXFyMBQsWYPr06cjOzsaqVavwxBNPID093SrFExGR/dhw4AJ251XBXSbF6rvHwMNNJnZJ5CAkgiAIffkB/v7+eOONN/DII49c9b1nnnkGW7ZsQV5envnckiVLcPLkSRw6dKjHr6FWq6FUKqFSqeDr69uXcomIqB+cKGvAnWsPQmcQ8JefJeGBKdFil0R2oKef370eM2IwGPDll1+iubkZkydP7vKaQ4cOITU1tdO5efPmISsrCzqd7po/W6PRQK1WdzqIiMg+NbRosfSfx6EzCFg4IgyLJ0eJXRI5GIvDSE5ODgYMGACFQoElS5bg66+/RmJiYpfXVlZWIiQkpNO5kJAQ6PV61NbWXvM10tLSoFQqzUdERISlZRIRkQ0IQvty7+UNrYgK8ELa7VxllSxncRiJj4/HiRMncPjwYfz2t7/FAw88gDNnzlzz+p/+ozT1CnX3j3XlypVQqVTmo6yszNIyiYjIBj7aX9w+TkQuxfv3joWvh5vYJZEDklt6g7u7O4YOHQoASElJwdGjR/HOO+/gH//4x1XXhoaGorKystO56upqyOVyBAQEXPM1FAoFFAqFpaUREZENHSupx1935ANo3403eZBS5IrIUfV5nRFBEKDRaLr83uTJk5GRkdHp3K5du5CSkgI3N6ZnIiJHValqw5JNx6E3Clg0Khz3TYwUuyRyYBaFkVWrVmH//v24cOECcnJy8OyzzyIzMxP33XcfgPbulcWLF5uvX7JkCUpKSrB8+XLk5eXh448/xvr167FixQrrPgUREdlMm86A33yWhZpGDeJDfPAad+OlPrKom6aqqgr3338/KioqoFQqMXLkSOzYsQNz584FAFRUVKC0tNR8fUxMDLZt24annnoK77//PsLDw/Huu+/i9ttvt+5TEBGRTQiCgJWbc3Dyogp+Xm74cHEKvBUW9/gTddLndUZsgeuMEBHZhw/3nccr2/Igk0rw2cMTMGVooNglkR3r93VGiIjItew9W4O07e2LWD6/MIFBhKyGYYSIiK6rsKoRj39+HEYBuDslgiusklUxjBARUbcqVW144OMjULfpkRI1EC/emsQBq2RVDCNERHRNqlYdHtxwBJdUbYgN8saHi1OgkHMDPLIuhhEiIuqSRt8+hTe/shFBPgp8+tAEDPR2F7ssckIMI0REdBWjUcDyf53E4fP1GKCQ45OHxiPC30vssshJMYwQEVEngiDgL//NxdZTFXCTSfCP+8chKZxLvVP/YRghIiIzQRDw4rdn8OmhEgDAG3eMwlRO4aV+xjBCREQA2oPIK1vzsOHABQDAa7eNwK1jBolbFLkEhhEiIoIgCEjbno+Pvi8GALz68xG4ZwI3vyPbYBghInJxgiDgrzsKsG7feQDAy7cm417uwks2xN2NiIhcmMEo4IUtp7HpcPsmpy/dkoRfTooSuSpyNQwjREQuqk1nwBNfZGPXmSpIJMCLtyTjfgYREgHDCBGRC7rcrMUjnx7F8dIGuMuleOfu0Zg/IkzssshFMYwQEbmYsvoWPLDhCM7XNMPXQ471D47H+Gh/scsiF8YwQkTkQi43a3HvR4dRVt+KcKUHPn14AuJCfMQui1wcwwgRkYvQGYz43T+Po6y+FRH+nvi/30xBqNJD7LKIOLWXiMhVvPTtGRw6Xwdvdxk+WjyeQYTsBsMIEZEL+OJIKTZ2LPH+9t2jER/KrhmyHwwjRERO7khxPf70n9MAgN/PHYbUpFCRKyLqjGGEiMiJVara8NtNx6AzCFg4IgyP3ThU7JKIrsIwQkTkxF7fkY+6Zi0Sw3zxxp0jIZFIxC6J6CoMI0RETurMJTW+PlEOAHjt9hHwcucESrJPDCNERE7qtR35EATg5pFhGDnYT+xyiK6JYYSIyAkdKKrFvrM1cJNJ8Id58WKXQ9QthhEiIidjNApI254HALhvYhSiArxFroioewwjRERO5r+nLuF0uRoDFHI8ztkz5AAYRoiInIhGb8CbuwoAAL+ZEYuAAQqRKyK6PoYRIiIn8vkPpSirb0WwjwKPTI8RuxyiHmEYISJyEqoWHd79rhAAsGzOME7lJYfBMEJE5CTe+a4Ql1t0GBYyAHelDBa7HKIeYxghInICRdVN2HjoAgDg+ZsTIZfx7Z0cB/+1EhE5gZe3noHeKGBOQjCmxwWJXQ6RRRhGiIgc3J6CamQWtC9w9uzCRLHLIbKYRWEkLS0N48ePh4+PD4KDg3HrrbeioKCg23syMzMhkUiuOvLz8/tUOBERATqDES9/ewYA8OCUaMQEcoEzcjwWhZG9e/di6dKlOHz4MDIyMqDX65Gamorm5ubr3ltQUICKigrzERcX1+uiiYio3WeHSnCuphkB3u54fDbfV8kxWTTva8eOHZ2+3rBhA4KDg3Hs2DHMmDGj23uDg4Ph5+dncYFERNS1+mYtVu8+CwBYMS8evh5uIldE1Dt9GjOiUqkAAP7+/te9dsyYMQgLC8Ps2bOxZ8+ebq/VaDRQq9WdDiIi6uyNnflQt+mREOaLu1IixC6HqNd6HUYEQcDy5csxbdo0JCcnX/O6sLAwrFu3Dunp6di8eTPi4+Mxe/Zs7Nu375r3pKWlQalUmo+ICP5HRkR0pWMl9fjiSBkA4C8/S4JMKhG5IqLekwiCIPTmxqVLl2Lr1q34/vvvMXiwZYvrLFq0CBKJBFu2bOny+xqNBhqNxvy1Wq1GREQEVCoVfH19e1MuEZHT0BmMWPT375Ff2Yg7xw3GG3eOErskoi6p1Woolcrrfn73qmXk8ccfx5YtW7Bnzx6LgwgATJo0CYWFhdf8vkKhgK+vb6eDiIjafXLgAvIrG+Hn5YaVCxLELoeozywawCoIAh5//HF8/fXXyMzMRExM7zZhys7ORlhYWK/uJSJyZZcaWvF2x6DVVfMT4O/tLnJFRH1nURhZunQpPv/8c/znP/+Bj48PKisrAQBKpRKenp4AgJUrV6K8vBwbN24EAKxevRrR0dFISkqCVqvFpk2bkJ6ejvT0dCs/ChGR8/vLf3PRojUgJWog7hjH/WfIOVgURtasWQMAmDVrVqfzGzZswIMPPggAqKioQGlpqfl7Wq0WK1asQHl5OTw9PZGUlIStW7diwYIFfauciMjFfJdXhZ25VZBLJXj558mQctAqOYleD2C1pZ4OgCEiclbNGj1S396H8oZW/GZGLMeKkEPo1wGsRERkW69tz0d5QysG+XniyTlcaZWcC8MIEZGdO1hUi88OlwAAXr9jJLzcLephJ7J7DCNERHasWaPH0+mnAAD3TozE1KGBIldEZH0MI0REduy17fm4eLm9e2YVx4mQk2IYISKyUz/tnhmgYPcMOSeGESIiO3Rl98x97J4hJ8cwQkRkh17eesbcPcNpvOTsGEaIiOzMt6cu4YsjZZBIgDfuZPcMOT+GESIiO1JW34KV6TkAgN/NGoIpQ9g9Q86PYYSIyE7oDEY8/kU2GjV6jIsaiGVzholdEpFNMIwQEdmJtzLO4kRZA3w95HjnntFwk/EtmlwD/6UTEdmB/YU1WJN5DgDw19tHYvBAL5ErIrIdhhEiIpE1afR46quTANqn8c4fESZyRUS2xTBCRCSy7/KqUNukweCBnnj+5kSxyyGyOYYRIiKR7cqtAgAsGhUODzeZyNUQ2R7DCBGRiNp0BmQWVAMA5iWFilwNkTgYRoiIRHSgqBbNWgNCfT0wcpBS7HKIRMEwQkQkop25lQCA1KQQSKUSkashEgfDCFE3mjR6qNt0YpdBTkpvMGJ3HrtoiBhGiK5B1arDvLf3YdYbmbhQ2yx2OeSEskouo75ZC6WnGybE+ItdDpFoGEaIruHtjLMob2hFfbMWv/nsGFq0erFLIidj6qKZnRDM1VbJpfFfP1EX8irU2HjoAgDAx0OOgqpGPP3vUxAEQdzCyGkIgmCe0ssuGnJ1DCNEPyEIAv70n9MwCsCCEaH4+MHxkEsl+PZUBdZ/Xyx2eeQkci+pUd7QCg83KWbEBYldDpGoGEaIfuI/Jy7h6IXL8HST4dmFiRgf7Y8/LWpfFTNtez4OnqsVuUJyBqYumpnDguDpzoXOyLUxjBBdobFNh1e25QEAHrtxKAb5eQIA7p8UhdvGDoLBKOCxz7NR3tAqZpnkBExhhF00RAwjRJ28s7sQNY0axAR649HpMebzEokEr/58BJLCfVHfrMXv/nkcWr1RxErJkRXXNuNsVRPkUglmDw8Ruxwi0TGMEHU4W9WIDQcvAABeWJQIhbxz07mHmwxrfzkOSk83nCxrwKsdLShEljK1ikyKDYDSy03kaojExzBChPZBq89/cxoGo4DUxBDMig/u8roIfy+8ffcoAMAnBy/g21OXbFkmOYkfu2jYKkIEMIwQAWgftPpDcT083KTX3cL9xuEh+O2sIQCAZ/59CudqmmxRIjmJKnUbsksbAACpHC9CBIBhhAjqKwatPn5jHCL8va57z+/nDsPEGH80aw343abjaNUa+rtMchK7OlpFxkT6IcTXQ+RqiOwDwwi5vLczzqKmUYPYnwxa7Y5cJsXffzEGgQMUKKhqxLPf5HBBNOqRnVzojOgqDCPk0s5cUuPTjkGrf7kl6apBq90J9vXA338xBlIJsPl4Od7YWcBAQt1Stehw+HwdAIYRoisxjJDLMhoFPN+x0urCEWGY3otVMCcPCcBffpYEAPgg8xze3l1o7TLJiXyXXwW9UcCwkAGICfQWuxwiu8EwQi7r38cv4ljJZXi5y/DczQm9/jn3T442D3p997tCvPsdAwl1jQudEXXNojCSlpaG8ePHw8fHB8HBwbj11ltRUFBw3fv27t2LcePGwcPDA7GxsVi7dm2vCyayhmp1G17bng8AWDYnDmFKzz79vEemxWDVguEAgLcyzuL9PUV9rpGcS6vWgL1nawAwjBD9lEVhZO/evVi6dCkOHz6MjIwM6PV6pKamorm5+Zr3FBcXY8GCBZg+fTqys7OxatUqPPHEE0hPT+9z8US9odUb8bt/Hkd9sxbDQ33w0NSeDVq9nl/PGIKnb4oHALyxswBv7MyH3sBVWqndvsIatOmMGOTniaRwX7HLIbIrcksu3rFjR6evN2zYgODgYBw7dgwzZszo8p61a9ciMjISq1evBgAkJCQgKysLb775Jm6//fbeVU3UB69uy0NWyWX4KOT44L6xcJNZr7fyd7OGwmAQ8LeMs3h/zzl8X1SH1XeP5vgAMnfRpCaFQCKRiFwNkX3p07uwSqUCAPj7+1/zmkOHDiE1NbXTuXnz5iErKws6na7LezQaDdRqdaeDyBq+zr6ITzpmz7x192jEBg2w+ms8PjsO79wzGj4ecpwsa8CCd/bj8x9KOdPGhekMRnyXVw2AXTREXel1GBEEAcuXL8e0adOQnJx8zesqKysREtJ5yeOQkBDo9XrU1na9FXtaWhqUSqX5iIiI6G2ZRGZnLqmxcnMOAODxG4dibmL/LcV9y+hB2LlsBibHBqBVZ8Cqr3Pw0CdHcfBcLYxGhhJXc6S4HqpWHfy93TE++tq/vBG5ql6HkcceewynTp3CF198cd1rf9okafoN8VpNlStXroRKpTIfZWVlvS2TCADQ0KLFbzZloU1nxMxhQVg2Z1i/v2a4nyf++ehEPLsgAe4yKTILanDvhz9g+ut78MbOfC4j70JMXTRzEoIhk7KLhuinLBozYvL4449jy5Yt2LdvHwYPHtzttaGhoaisrOx0rrq6GnK5HAEBAV3eo1AooFAoelMa0VWq1W341cYslNW3IsLfE+/cM9pmHwhSqQS/mhGLmfFB2HCgGN+eqkB5Qyve33MO7+85h5tHhuGtu0bDXc5Z9s7KaBSwi6uuEnXLondAQRDw2GOPYfPmzfjf//6HmJjrz0KYPHkyMjIyOp3btWsXUlJS4ObGrbMdTXbpZfx20zG8v6fIIbobzlxS49b3D+DkRRX8vNyw9pfj4OflbvM6hoX4IO22kTj67By8f+9YzB7e/hvyt6cq8NtNx6DRc28bZ3WqXIVKdRu83WWYOjRQ7HKI7JJFYWTp0qXYtGkTPv/8c/j4+KCyshKVlZVobW01X7Ny5UosXrzY/PWSJUtQUlKC5cuXIy8vDx9//DHWr1+PFStWWO8pqN+dq2nCbzcdw88/OIjtpyvxxs4CPP5FNtp0/fsheqmhFSfLGno1+PO7vCrcufYgLqnaEBvojW9+NxVJ4cp+qLLnPNxkWDgyDOsfHI9PH5oAhVyK7/KrseSzY/3+Z0niMHXRzIoPhodbz7cbIHIlFoWRNWvWQKVSYdasWQgLCzMfX331lfmaiooKlJaWmr+OiYnBtm3bkJmZidGjR+Oll17Cu+++y2m9DqKuSYNVX+cg9e192H66ElIJMCchBG4yCbbmVODeDw+jrklj9ddt0xnwdsZZzHozE7e8fwD3ffQDTpY19Oherd6IdfvO4Vcbs9CsNWDKkAB8/bupiLaz6bXT4gKx4cHx8HCTYk9BDX7DQOKUrpzSS0RdkwgOMN9QrVZDqVRCpVLB15eLBdmK0Sjg52sOmkPAnIRg/GHecMSH+uDQuTr85rMsqNv0iPT3wscPjsfQYOtMk91TUI0/b8lFSV0LAEAiAUz/Sucnh+L3qfFdvtb5miZ8ebQM6ccuoq5ZCwD4xYQIvHhLslXXErG2Q+fq8PAnR9GqM2B6XCA+XJzC36CdRFF1I+a8tQ9uMgmOPT8Xvh7smibX0tPPb4YRuqYtJy/hiS+y4e0uw8cPjsfE2M4Djouqm/DQJ0dQVt8KpacbVs4fjjtTIno9OLRK3YYX/pOLHR2/SYb4KvD8zYkYHeGHtzMKsTn7IgQBkEqAmEBv+Hm5w8/TDUovN1y83IojxfXmnxXso8BjNw7F/ZOiHGKBqR/O1+GhT46iRWvAfRMj8crPR4hdElnB+3uK8MbOAswcFoRPH54gdjlENscwQn2i1Rsx5629KK1vwfK5w/DE7Lgur6tt0uBXG7OQXdoAABgWMgB/nD8cN8QHWxQCtuVUYNXXOWho0UEmleDhqdF4cs4wDFD8OOGroLIRb+4qQMaZqi5/hlQC3BAfjHsmROKG+CDI7bg1pCv7ztZg8cdHAAAfLk7p13VQyDZ+9t73OHVRhVd/PgL3TowUuxwim2MYoT755EAx/vzfMwjyUWDvH2bBy/3as8A1egM+O1SCv/+vCKrW9lV1J8X64/ep8UiJGthtKFG36fDn/+Ric3Y5ACB5kC/evHMUhode+++5pK4ZlxraoGrVoqFFB1Vre4BZODKszxveie2VrWfw4f5i+Hu7Y8eT0xHs6yF2SdRLlxpaMeW1/0EiAY6smoMgHy5XQK6np5/fvVpnhJxbY5sO7/6vfdfZZXPiug0iAKCQy/Do9FjcOS4CH+wtwoYDF3D4fD3uXHsIsUHeuGPcYNw+djBCOj5Y9QYjSupbcLpchdd3FKC8oRVSSfu+Lk/MjrvumhtRAd6ICrCvwajWsmJePA4U1eFMhRq//7+T+PShCZBykSyHtKuju3Fc5EAGEaLrYBihq6zbdx71zVrEBnrjrpSeL8Wv9HLDyvkJWDw5Gu/sPostJy/hfE0zXt9RgDd3FiAlyh+qVh3O1zZBZ/ixQS7S3wtv3z0K46K4TLZCLsO7vxiNhe9+j/2Ftfjk4AU8PM06uwqTbe3sWOjspmQudEZ0PY7VqU79rlrdho/2FwMAnr4pvlezUAb5eeL1O0bh6LNz8NfbR2B89EAYBeDIhXoUVDVCZxDg6SbDiEFK/HpGLLY9OZ1B5ApDg33w3M2JAIDXduQjv5IbRTqay81aHLnQPqCaq64SXR9bRqiT1d8VolVnwJhIvz6/ifp4uOHu8ZG4e3wkimubcfh8HUKVHogLHoBwpSe7H7rxy4mRyMyvxnf51Xjs82yk/3YKlJ6cFuoodudVwWAUkBDmiwh/L7HLIbJ7bBkhs6LqJnx1tH1TwpXzE6w6JTYm0Bu/mBCJG+KDMXigF4PIdUgkEvz1jpEI8VWgqLoJv96YxSXjHchO8140nBFF1BMMIwSgfd+h5785DYNRwJyEEEyIYbeJ2AIHKLDhwQkYoJDjh+J6LP/XSYfYD8jVtWj12F9YA4BdNEQ9xTBCAIBvTpTj0Pk6eLhJ8cKiRLHLoQ6J4b74x/3j2pffP1WBV7bliV0SXcfeghpo9EZE+ntheKiP2OUQOQSGEYKqRYeXv23/kHtidhz7uO3M1KGBePPOUQCA9d8X46P950WuiLpj2otmXlKIQ6z+S2QPGEYIf92Zj7pmLeKCB+DRabFil0NduGX0IKycPxwA8PLWPOw4XSFyRdQVrd6I7/KrAbCLhsgSDCMu7ljJZXz+Q/suyy/fmnzdBcdIPL+eEYsHJkcBAP7w71Moq28RuSL6qcPn69DYpkfgAAXGRg4Uuxwih8FPHhemMxjx7Nc5AIA7xw2+aiM8si8SiQTP3ZyIsZF+aGzT4/EvsqEzGMUui65g6qKZmxjCGWNEFmAYcWEbDhQjv7IRfl5uWLkgQexyqAfcZFK8c88Y+HrIcaKsAW/uKhC7JOpgNArmTRw5pZfIMgwjLupAUS3e2Nn+QbZqfgL8vd1Froh6KsLfC6/fMRIA8I+955FZUC1yRQQA2WUNqG7UwEchx5QhgWKXQ+RQGEZcUO4lFX7z2THoDAJuHhmGO8YNFrskstBNyWG4f1L7+JHf/+skqtRtIldEpo3xbhgezLFXRBbifzEupqy+BQ9uOIomjR6TYv3xt7tGsW/bQT27MAHDQ31Q16zF8n+dgCBwQTSxCIJwxZRezqIhshTDiAu53KzFAxuOoKZRg+GhPli3OAUKuUzssqiXPNxkeO/esXCXS3GgqA5nKrihnljOVjXhQl0L3OVSzIoPErscIofDMOIiKlVteOTTozhf04xwpQc+eWgCfD248ZqjGxo8ALOGtX/4mfZDIdvbcbq9VWRGXCC8Fdx/lMhSDCNOrE1nwJaTl7D44yOY8tp3OF7aAF8POT59eAJClR5il0dWYuoWMI1ZINszddGksouGqFcY4Z2QIAhYvbsQHx8oRmOb3nx+fPRAPLcwEXEh3C/DmcxOCIZMKkF+ZSNK6poRFeAtdkkupay+BWcq1JBKgDkJnNJL1BsMI07og8xzeOe7QgDAID9P3D52EG4bOxjRgfyQckZ+Xu6YFOuPA0V12JlbiV/PGCJ2SS7F1CoyIcafU+SJeolhxMlsPVVhXj/k+ZsT8dCUaM6WcQHzkkI7wkgVw4iN7co1LXTGLhqi3uKYESdyoqwBy/91AgDw0NRoPDIthkHERaQmtn8QHi+9jOpGrjliK7VNGhwtqQfA8SJEfcEw4iTKG1rx6KdZ0OiNuHF4MJ5bmCh2SWRDoUoPjIrwgyDAvCQ59b/dZ6ogCMCIQUoM8vMUuxwih8Uw4gQa23R45JOjqG1qXz/k3V+MgYwtIi7HtB8Kp/jazo8LnXHgKlFfMIw4OEEQ8Ez6KeRXNiJwgALrHxyPAVznwCWZxiwcOlcLVatO5GqcX2ObDgeK6gBwvAhRXzGMOLh//lCKbTmVkEslWLd4HJuKXdiQoAGICx4AnUHAnnxuntffMgtqoDUYERvojaHBA8Quh8ihMYw4sLwKNV789gwA4JmbhmNs5ECRKyKxmX5D38kF0PrdDlMXTXIoJBJ2ixL1BcOIg2rR6vHY58eh1RtxQ3wQHpkWI3ZJZAdMYSSzoAZtOoPI1TivNp0BmR2tT+yiIeo7hhEH9cJ/cnGuphkhvgr87a7RnMJLAIDkQb4Y5OeJVp0B+wtrxS7HaR08V4tmrQGhvh4YOUgpdjlEDo9hxE4IgoCaRg2OldSjplHT7bXfZJfj/45dhFQCvHPPGK76SGYSiQRzE02zathV0192nm6fsZSaFMJfBIisgNMuRHSyrAGfHS7BuZomnKtugrpjHxl3mRR3pAzGb2cOQYS/l/n6/Eo11u09jy0nLwEAnpgdh0mxAaLUTvZrXlIoPjl4Ad/lVUFvMEIu4+8c1mQwCtidx1VXiazJ4nepffv2YdGiRQgPD4dEIsE333zT7fWZmZmQSCRXHfn5+b2t2Wk8/e9T+Pexi8gubYC6TQ+JBAgcoIDWYMTnP5Ri1puZWP7VCWzLqcADHx/BTav3Y3N2OfRGAQtHhOHxG+PEfgSyQ+OjB2Kglxsut+hw5EK92OU4nawL9ahr1kLp6YYJMf5il0PkFCxuGWlubsaoUaPw0EMP4fbbb+/xfQUFBfD19TV/HRQUZOlLO5ULtc0oqGqETCrB23ePxrCQAYgO8IaHmww/nK/D+5nnsO9sDTZnl2NzdjkAQCoB5ieH4dczYjEqwk/cByC7JZdJMSchBP937CJ25VZhypBAsUtyKqZF5WYnBMONrU5EVmFxGJk/fz7mz59v8QsFBwfDz8/P4vuclWnJ7kmx/vjZqPBO35sYG4CJsQE4dbEB7+8pwqmLKsxNDMEj02K4PTz1yE3Jofi/YxexM7cSLyxK5NRTKxEE4YpVV9lFQ2QtNhszMmbMGLS1tSExMRHPPfccbrjhhmteq9FooNH8OIhTrVbbokSb2nWm/Q3NtMFZV0YO9sM/7k+xVUnkRKYODYS3uwwVqjacuqhiS5qV5F5So7yhFZ5uMsyIc+3WXSJr6vc2xrCwMKxbtw7p6enYvHkz4uPjMXv2bOzbt++a96SlpUGpVJqPiIiI/i7TpmqbNMgquQwA5pkPRNbk4SbDrPhgAJxVY02mP8uZw4Lg6S4TuRoi59HvYSQ+Ph6/+tWvMHbsWEyePBkffPABFi5ciDfffPOa96xcuRIqlcp8lJWV9XeZNvW/vGoIQvuaEOFcvp36SWoSp/ham7mLJpm/RBBZkyijryZNmoTCwsJrfl+hUMDX17fT4Ux60kVD1Fc3DA+Gm0yCczXNKKpuErsch1dc24yzVU2QSyW4MZ5hhMiaRAkj2dnZCAsLE+OlRdei1ZtXxkzltuPUj3w93Mwzadg60nemP8PJQwKg9HITuRoi52LxANampiYUFRWZvy4uLsaJEyfg7++PyMhIrFy5EuXl5di4cSMAYPXq1YiOjkZSUhK0Wi02bdqE9PR0pKenW+8pHMi+s7XQ6I2I8PdEfIiP2OWQk5uXFIq9Z2uwK7cSS28YKnY5Ds0URlI5i4bI6iwOI1lZWZ1mwixfvhwA8MADD+CTTz5BRUUFSktLzd/XarVYsWIFysvL4enpiaSkJGzduhULFiywQvmO58ouGk63pP42NzEEz36Tg5MXVbjU0MoxSr1UpW5DdmkDACCVg86JrM7iMDJr1iwIgnDN73/yySedvn766afx9NNPW1yYM9IbjPhfx06ffEMjWwjyUSAlaiCOXriMXbmVeHAqd3fujV0d6wKNjfRDiK+HyNUQOR8uH2hDRy9cRkOLDv7e7hgXNVDscshFmBbnMq0cSpbbeZoLnRH1J4YRGzJ10dw4PJibl5HNmD5Aj1yox+VmrcjVOB5Viw6Hz9cBYBgh6i/8RLQRQRDMS8Czi4ZsKcLfCwlhvp12m6We+y6/CnqjgPgQH0QHcjsGov7AMGIjZyrUuHi5FR5uUkznMtJkY/PMC6AxjFjqx71o+EsEUX9hGLGRTYdLALR30XAZabK1m5Lbuxf2F9agWaMXuRrH0ao1YO/ZGgCc0kvUnxhGbKCuSYP04+UAgIc4m4FEEB/ig6gAL2j0RvOHK13fvsIatOmMGOTniaRw51oJmsieMIzYwGeHS6DVGzEqwg8pnEVDIpBIJFfMquFqrD1l+rO6KZnrAhH1J4aRftamM+CzQ+1dNI9Oi+EbGonGNObhf/nV0OqNIldj/3QGI3Z3DDrnLBqi/sUw0s++zi5HXbMWg/w8MT+Zb2gknjERAxHko0Bjmx6HOqaq0rX9cL4e6jY9ArguEFG/YxjpR0ajgI/2nwcAPDQ1mmuLkKikUol5Wjm7aq7P9Gc0NzEEMilbNIn6Ez8d+9HeszU4V9MMH4Ucd4+PELscInN3w67cKhiM197WwdUZjYJ5kUJ20RD1P4aRfvRhR6vILyZGwseDW46T+CbFBsDHQ47aJg2ySy+LXY7dOnmxAVVqDQYo5JgyNEDscoicHsNIP8m9pMLBc3WQSSV4YEq02OUQAQDc5VLMHh4MgF013dnR8Wdzw/BgKORcF4iovzGM9JP1+4sBAAtHhGEQt20nO3Llxnnd7cDtqgRBwK5c0ywarrpKZAsMI/2gtkmD/566BAB4dDoXOSP7MjM+CAq5FKX1LcivbBS7HLtTWN2E4tpmuMulmBUfLHY5RC6BYaQffHW0DDqDgDGRfhg52E/scog68XKXY8aw9v2RdpxmV81P7ez4M5k2NBADFHKRqyFyDQwjVmYwCvj8h1IAwP2TokSuhqhrXI312kzjRW7iLBoim2EYsbI9+dUob2jFQC83LBgRJnY5RF2akxAMmVSC/MpGlNa1iF2O3Sirb0HuJTWkEmB2ArtoiGyFYcTKPuvYnfeulAh4uHEUPtknPy93TIzxB8DWkSvt6lj+fXy0PwIGKESuhsh1MIxYUUldM/aerYFEAtw7MVLscoi6dVPH9gQ7GEbMTMGMC50R2RbDiBX9s2OsyMxhQYgK8Ba5GqLupSa2f+AeL72M6sY2kasRX22TBlkX6gEA87iPFJFNMYxYSZvOgH9llQHgwFVyDKFKD4yK8IMgABkd3ROubPeZKhgFYMQgJdcGIrIxhhEr+fZUBRpadBjk58m1CchhmBb12pnLMPJjFw0XOiOyNYYRK9nUMXD1vkmR3OGTHIZp+urBolqoWnUiVyOexjYdDhTVAeB4ESIxMIxYwelyFU6UNcBdJsVdKdydlxxHbNAAxAUPgN4oYE9+tdjliCazoAZagxGxgd4YGjxA7HKIXA7DiBXs6mjenZsUgkBOByQHwwXQfpxRNC85FBIJWzaJbI1hxAqyStq3Yp86JFDkSogsZwojmQU1aNMZRK7G9tp0BmR2tAqxi4ZIHAwjfaQ3GHGirAEAkBI9UNxiiHoheZAvBvl5olVnwL6zNWKXY3MHz9WiWWtAqK8HRg5Sil0OkUtiGOmj/MpGtGgN8PWQY2gQ+5rJ8UgkEqS68Kwa02aB85JCIOXgcyJRMIz00bGOLpqxUQP5RkYOy9Q98V1+FXQGo8jV2I7eYMTuPHbREImNYaSPTONFxkWyi4Yc1/hof/h7u6OhRYcjxfVil2MzWSWXUd+shZ+XGyZ07NVDRLbHMNJHx01hhONFyIHJpBLMTTB11bjOrBpTF82chBDIZXw7JBIL/+vrgwpVK8obWiGTSjA6wk/scoj6ZF5yexjZlVsFo1EQuZr+JwiCeRl8dtEQiYthpA9M40USw3zh5S4XuRqivpkyJBADFHJUqttw8mKD2OX0u9PlapQ3tMLLXYbpcZyWTyQmi8PIvn37sGjRIoSHh0MikeCbb7657j179+7FuHHj4OHhgdjYWKxdu7Y3tdqdrAsdXTRR7KIhx+fhJsOs+CAArjGrZkduBQBgVnwQPNxkIldD5NosDiPNzc0YNWoU3nvvvR5dX1xcjAULFmD69OnIzs7GqlWr8MQTTyA9Pd3iYu2NqWWEYYScxZWrsQqCc3fVmAIXu2iIxGdx38L8+fMxf/78Hl+/du1aREZGYvXq1QCAhIQEZGVl4c0338Ttt99u6cvbjRatHmcq1AAYRsh53DA8GO4yKYprm1FY3YRhIT5il9QviqqbUFTdBDeZBDcM5y7bRGLr9zEjhw4dQmpqaqdz8+bNQ1ZWFnS6rncJ1Wg0UKvVnQ57c6KsAQajgHClB8L9PMUuh8gqBijkmNYxfmLnaeedVWOaMTRlSCB8PdxEroaI+j2MVFZWIiQkpNO5kJAQ6PV61NbWdnlPWloalEql+YiIsL+dcH+c0su1Cci5zOtYjXWHE0/xNW1uyS4aIvtgk9k0P90F09QXfa3dMVeuXAmVSmU+ysrK+r1GS/242JmfuIUQWdmchBBIJUDuJTXK6lvELsfqLjW04uRFFSQSYG5iyPVvIKJ+1+9hJDQ0FJWVnX/Dqq6uhlwuR0BAQJf3KBQK+Pr6djrsidEomFtGUtgyQk4mYIAC4zv+Xe8643yzakytIilRAxHkoxC5GiICbBBGJk+ejIyMjE7ndu3ahZSUFLi5OWZfbVFNE9Rteni5yzA81DkH+JFruym5Y1aNE44b4SwaIvtjcRhpamrCiRMncOLECQDtU3dPnDiB0tJSAO1dLIsXLzZfv2TJEpSUlGD58uXIy8vDxx9/jPXr12PFihXWeQIRmKb0jo7w4xLS5JRSOz6oj5bUo7ZJI3I11lPfrMUPxXUAGEaI7InFn6RZWVkYM2YMxowZAwBYvnw5xowZgz/96U8AgIqKCnMwAYCYmBhs27YNmZmZGD16NF566SW8++67Dj2tl4udkbMb5OeJEYOUEARgtxN11ezOq4JRaF81OcLfS+xyiKiDxeuMzJo1q9vFkD755JOrzs2cORPHjx+39KXs1vFShhFyfjclhyKnXIUduZW4Z0Kk2OVYhanbydQNRUT2gX0MFmrS6FFc2wwA3ByPnJppiu/Bojqo27peE8iRNGn02F/UvpwAu2iI7AvDiIXOVTcBAIJ8FPDzche5GqL+MzTYB0OCvKE1GLEnv1rscvoss6AaWr0RMYHeGBYyQOxyiOgKDCMWKuoII0OD+GZGzs/UgrDLCTbOM82iSU0KueYaR0QkDoYRCxXVdISRYIYRcn6msRV7CqrRpjOIXE3vafQGc+sOu2iI7A/DiIXMLSMMI+QCRgxSIlzpgRatAd8Xdr19gyM4WFSHJo0eIb4KjB7sJ3Y5RPQTDCMWMo0ZGcJuGnIBEonEvOaII+9VY9oYLzUxFFIpu2iI7A3DiAW0eiNKOvbqYMsIuQpTt8buvCroDUaRq7GcwSggo2OtFE7pJbJPDCMWKKlrhsEoYIBCjhBf7mlBrmF89ED4e7ujoUWHI8X1YpdjsawL9ahr1kLp6YYJMdxLisgeMYxYwDReZEjwAI7GJ5chl0kxN6F9zRFH7Kox1TwnIQRu3L6ByC7xv0wLcFovuap5ye1hZFduFYzGa6/AbG8EQTBPS2YXDZH9YhixAKf1kquaMiQQAxRyVKrbcPJig9jl9NjpcjXKG1rh5S7D9LhAscshomtgGLGAuZsmyFvkSohsy8NNhlnxQQB+XDzMEezIrQAAzIoPgoebTORqiOhaGEZ6yGgUcI4tI+TCTN0cO3Mru90s057s6NgYjwudEdk3hpEeKm9oRZvOCHeZFJHcepxc0Kz4YLjLpSiubUZhRyuhPSuqbsS5mma4y6S4cXiw2OUQUTcYRnrINF4kOtALco7IJxc0QCHH9KHt4y6259j/rBpTd9KUoQHw8XATuRoi6g4/VXvoHJeBJ8K8K7pq7J2pi+YmdtEQ2T2GkR4yjxfhtF5yYXMSQiCTSnCmQo3Suhaxy7mmi5dbkFOuglQCzEkMEbscIroOhpEeunLBMyJX5e/tjokdq5jac+uIaW2RlGh/BA7gaslE9o5hpIeKuEEeEYAfZ9XY82qsptrYRUPkGBhGeqCuSYPLLTpIJAwjRKmJ7R/wx0ouo1rdJnI1V6tp1ODohfY9dOZx1VUih8Aw0gOmVpFBfp7wdOfCSeTaQpUeGB3hBwDYdcb+FkDbnVcFQQBGDlZikJ+n2OUQUQ8wjPQAl4En6uwmO55VY6qJC50ROQ6GkR7gBnlEnZk+6A+dq0NDi1bkan6katXhQFEtAIYRIkfCMNIDnElD1FlMoDeGh/pAbxTwXV612OWY7cmvhs4gYGjwALZkEjkQhpEe4IJnRFcztTzY06wa00Jn8zlwlcihMIxcR7NGj0uq9hkD7KYh+pFp3Mi+szVo1uhFrgZo1RqQeba9lYZdNESOhWHkOs7XNAMAArzdMdDbXeRqiOzH8FAfRPp7QaM3Yu/ZGrHLwd6zNWjTGTF4oCeSwn3FLoeILMAwch1FNY0AOF6E6KckEsmPC6CdFr+rZucVC51JJBKRqyEiSzCMXEcRx4sQXZOpO+R/+dXQ6A2i1aHVG7E7r33Nk5s4XoTI4TCMXAen9RJd25gIP4T4KtCk0Zun1Irh4LlaNLbpEeSjwNjIgaLVQUS9wzByHYUdYSQuhGGE6KekUsmPs2pE7KoxddGkJoZAKmUXDZGjYRjphkZvQEnHNulxwT4iV0Nkn0yb0WWcqYLeYLT56xuMgnmX3vnJYTZ/fSLqO4aRblyobYHBKMBHIUeIL7chJ+rKhBh/DPRyw+UWHY4U19v89bMu1KOuWQulpxsmxvrb/PWJqO8YRrpx5cqrHJ1P1DW5TIq5iSEAgO0idNWYXnNOQgjcZHxLI3JEvfov94MPPkBMTAw8PDwwbtw47N+//5rXZmZmQiKRXHXk5+f3umhbKaxun9Ybx5k0RN0ydY/szK2E0SjY7HUFQfhxSi9n0RA5LIvDyFdffYVly5bh2WefRXZ2NqZPn4758+ejtLS02/sKCgpQUVFhPuLi4npdtK1w8CpRz0wZGgAfhRzVjRpkl1222eueuqhChaoNXu4yTI8LtNnrEpF1WRxG3nrrLTzyyCN49NFHkZCQgNWrVyMiIgJr1qzp9r7g4GCEhoaaD5lM1uuibcW0Jw0HrxJ1TyGX4caEYAC2nVVj6qK5IT4YHm72/55CRF2zKIxotVocO3YMqampnc6npqbi4MGD3d47ZswYhIWFYfbs2dizZ0+312o0GqjV6k6HrekNRvNS8FzwjOj6TJvTbT9dCUHo/64aQRCw/XRF+2uPYBcNkSOzKIzU1tbCYDAgJCSk0/mQkBBUVnb921BYWBjWrVuH9PR0bN68GfHx8Zg9ezb27dt3zddJS0uDUqk0HxEREZaUaRWl9S3QGozwcJNikJ+nzV+fyNHMGBYEDzcpLl5uRe6l/v8FIq+iESV1LVDIpbghPrjfX4+I+o+8Nzf9dGaJIAjXnG0SHx+P+Ph489eTJ09GWVkZ3nzzTcyYMaPLe1auXInly5ebv1ar1TYPJIVXLAPPRZSIrs/LXY5Zw4KxI7cSO05XInmQsl9fb0dHq8iMYUHwVvTqrYyI7IRFLSOBgYGQyWRXtYJUV1df1VrSnUmTJqGwsPCa31coFPD19e102FoRx4sQWcy8cV5u/48bMY0XWcAuGiKHZ1EYcXd3x7hx45CRkdHpfEZGBqZMmdLjn5OdnY2wMPteKZEb5BFZ7saEYLjJJCiqbkJRx9T4/lBU3YjC6ia4ySS4cXjPfxEiIvtkcdvm8uXLcf/99yMlJQWTJ0/GunXrUFpaiiVLlgBo72IpLy/Hxo0bAQCrV69GdHQ0kpKSoNVqsWnTJqSnpyM9Pd26T2JlpjVGGEaIes7Xww1ThwYis6AG23Mq8fjs/mlZ3J7T3ioydWgglJ5u/fIaRGQ7FoeRu+++G3V1dXjxxRdRUVGB5ORkbNu2DVFRUQCAioqKTmuOaLVarFixAuXl5fD09ERSUhK2bt2KBQsWWO8prMxoFK7opmEYIbLEguQwZBbUYNvpSjw+u3/WEzJ10cznQmdETkEi2GIOXh+p1WoolUqoVCqbjB8pq2/B9Nf3wF0mxZkX50HOJaaJeuxysxYpr+yGwShgz4pZiAn0turPL6lrxsw3MiGTSnD02Tnw93a36s8nIuvp6ec3P2W7YGoViQn0ZhAhstBAb3dMGRIAANiWU2H1n29qFZkU688gQuQk+EnbBfN4ES4DT9QrC0a0D1A3LUpmTaYwclOyfQ+CJ6KeYxjpAseLEPXNvKRQyKQSnC5Xo7SuxWo/91JDK06WNUAiAeYlcRYNkbNgGOlCIdcYIeoTf293TIr1BwBss2LriGnfm/FR/gj28bDazyUicTGM/IQgCCiq4hojRH1l6qqx5rgRU7fPTZxFQ+RUGEZ+okqtQaNGD5lUguhAL7HLIXJYqYmhkEqAUxdVKKvve1dNpaoNRy9cBsCN8YicDcPIT5jGi0QFeEEh55bkRL0V5KPAhJj2rhpT90pfbO1oYUmJGogwJTevJHImDCM/YZpJw8GrRH23sKOrZqsVumq+PXUJAHDzSM6iIXI2DCM/Ucg9aYisZl5yKCQS4ERZA8obWnv9cy5ebkF2afssGtNYFCJyHgwjP8HdeomsJ9jHA+Oj27tqtvehdWTrqfZ7J8b4I9iXs2iInA3DyE9wt14i61rQMfNlex/GjXzbEUZuHhlulZqIyL4wjFyhWt2G+mYtJBJgSBDDCJE1zB8RBokEOFZyuVddNSV1zcgpV0Eq4cZ4RM6KYeQKB87VAgCSwn3h6c6ZNETWEOLrgYkds2r+c6Lc4vtNrSJThgQiYIDCqrURkX1gGLnC/rPtYWR6XJDIlRA5l9vGDAYAfH28HJZuFP5jFw0HrhI5K4aRDoIgYH+RKYwEilwNkXO5aUQoFHIpCqubkHtJ3eP7ztU0Ia9CDblUwlVXiZwYw0iHgqpG1DRq4Okmw7iogWKXQ+RUfD3cMCexfWO7r7N73lXz7cn2VpFpcYHw83Lvl9qISHwMIx1MXTQTY/258ipRP/j56EEAgC0nL0FvMPbonh8XOuMsGiJnxjDSwdRFM20ou2iI+sPM+CAM9HJDTaMGB87VXff6gspGFFY3wV0mxdyOVhUick4MIwDadAb8cL79zXHGMA5eJeoPbjIpFo1qb+H4pgddNZ//UAKgPcQoPd36tTYiEhfDCNrXP9DojQjxVXBPGqJ+9PMx7V01O05Xolmjv+Z1qhYd/pV1EQDw4JRoW5RGRCJiGAGwr7AGADBtaBAkEonI1RA5r9ERfogO8EKrzoBdZ669IuvnR0rRqjNgeKgPpgwJsGGFRCQGhhFcub4Ix4sQ9SeJRIJbO1pHNh/vuqtGqzfik4PFAIBHp8fyFwQiF+DyYaS2SYMzFe3rHkzl4FWifmfqqjlQVItqddtV39+WU4EqtQZBPgosGsWFzohcgcuHkQMds2gSw3wR5MOlpon6W1SAN8ZG+sEoABsPlXT6niAI+Oj78wCAByZHcZo9kYtw+TCyv5BdNES2du/EKADAe3uKsHbvOfP5H4rrcbpcDQ83qfkaInJ+Lh1GBEHA/o7Bq9yPhsh2bh87CI/fOBQA8Nr2fLy1q6C9VWR/ccf3B8PfmyuuErkKudgFiKmwuglVag0UcilSorkEPJGtSCQS/D41Hl7ucvx1Rz7e/V8Ryi634rv8KgDAw9NiRK6QiGzJpVtGTF00E2L84eHGvmkiW/vtrCF48ZYkAO171ggCMCchGEOCuN4PkStx8TBi6qLheBEisSyeHI037hgJaccM3kemxYpbEBHZnEt30yyZOQTxoT64cTj3vSAS050pERg80AtV6jZM5iJnRC7HpcPIpNgATIrlGx+RPWAIIXJdLt1NQ0REROJjGCEiIiJRMYwQERGRqHoVRj744APExMTAw8MD48aNw/79+7u9fu/evRg3bhw8PDwQGxuLtWvX9qpYIiIicj4Wh5GvvvoKy5Ytw7PPPovs7GxMnz4d8+fPR2lpaZfXFxcXY8GCBZg+fTqys7OxatUqPPHEE0hPT+9z8UREROT4JIIgCJbcMHHiRIwdOxZr1qwxn0tISMCtt96KtLS0q65/5plnsGXLFuTl5ZnPLVmyBCdPnsShQ4d69JpqtRpKpRIqlQq+vr6WlEtEREQi6ennt0UtI1qtFseOHUNqamqn86mpqTh48GCX9xw6dOiq6+fNm4esrCzodLou79FoNFCr1Z0OIiIick4WhZHa2loYDAaEhHReJCwkJASVlZVd3lNZWdnl9Xq9HrW1tV3ek5aWBqVSaT4iIiIsKZOIiIgcSK8GsEokkk5fC4Jw1bnrXd/VeZOVK1dCpVKZj7Kyst6USURERA7AohVYAwMDIZPJrmoFqa6uvqr1wyQ0NLTL6+VyOQICul5xUaFQQKFQWFIaEREROSiLWkbc3d0xbtw4ZGRkdDqfkZGBKVOmdHnP5MmTr7p+165dSElJgZubm4XlEhERkbOxuJtm+fLl+Oijj/Dxxx8jLy8PTz31FEpLS7FkyRIA7V0sixcvNl+/ZMkSlJSUYPny5cjLy8PHH3+M9evXY8WKFdZ7CiIiInJYFm+Ud/fdd6Ourg4vvvgiKioqkJycjG3btiEqKgoAUFFR0WnNkZiYGGzbtg1PPfUU3n//fYSHh+Pdd9/F7bffbr2nICIiIodl8TojYlCpVPDz80NZWRnXGSEiInIQarUaERERaGhogFKpvOZ1FreMiKGxsREAOMWXiIjIATU2NnYbRhyiZcRoNOLSpUvw8fHpdgqxpUyJzZlbXJz9Gfl8js/Zn9HZnw9w/mfk8/WeIAhobGxEeHg4pNJrD1N1iJYRqVSKwYMH99vP9/X1dcp/YFdy9mfk8zk+Z39GZ38+wPmfkc/XO921iJj0atEzIiIiImthGCEiIiJRuXQYUSgUeOGFF5x6tVdnf0Y+n+Nz9md09ucDnP8Z+Xz9zyEGsBIREZHzcumWESIiIhIfwwgRERGJimGEiIiIRMUwQkRERKJiGAGQlpYGiUSCZcuWiV2KVfz5z3+GRCLpdISGhopdltWVl5fjl7/8JQICAuDl5YXRo0fj2LFjYpdlFdHR0Vf9HUokEixdulTs0qxCr9fjueeeQ0xMDDw9PREbG4sXX3wRRqNR7NKsqrGxEcuWLUNUVBQ8PT0xZcoUHD16VOyyemXfvn1YtGgRwsPDIZFI8M0333T6viAI+POf/4zw8HB4enpi1qxZyM3NFafYXrreM27evBnz5s1DYGAgJBIJTpw4IUqdvdXd8+l0OjzzzDMYMWIEvL29ER4ejsWLF+PSpUs2qc3lw8jRo0exbt06jBw5UuxSrCopKQkVFRXmIycnR+ySrOry5cuYOnUq3NzcsH37dpw5cwZ/+9vf4OfnJ3ZpVnH06NFOf38ZGRkAgDvvvFPkyqzjr3/9K9auXYv33nsPeXl5eP311/HGG2/g73//u9ilWdWjjz6KjIwMfPbZZ8jJyUFqairmzJmD8vJysUuzWHNzM0aNGoX33nuvy++//vrreOutt/Dee+/h6NGjCA0Nxdy5c817izmC6z1jc3Mzpk6ditdee83GlVlHd8/X0tKC48eP4/nnn8fx48exefNmnD17Fj/72c9sU5zgwhobG4W4uDghIyNDmDlzpvDkk0+KXZJVvPDCC8KoUaPELqNfPfPMM8K0adPELsNmnnzySWHIkCGC0WgUuxSrWLhwofDwww93OnfbbbcJv/zlL0WqyPpaWloEmUwmfPvtt53Ojxo1Snj22WdFqso6AAhff/21+Wuj0SiEhoYKr732mvlcW1uboFQqhbVr14pQYd/99BmvVFxcLAAQsrOzbVqTNXX3fCZHjhwRAAglJSX9Xo9Lt4wsXboUCxcuxJw5c8QuxeoKCwsRHh6OmJgY3HPPPTh//rzYJVnVli1bkJKSgjvvvBPBwcEYM2YMPvzwQ7HL6hdarRabNm3Cww8/bNWNIsU0bdo0fPfddzh79iwA4OTJk/j++++xYMECkSuzHr1eD4PBAA8Pj07nPT098f3334tUVf8oLi5GZWUlUlNTzecUCgVmzpyJgwcPilgZ9YVKpYJEIrFJi7NDbJTXH7788kscP37cYftvuzNx4kRs3LgRw4YNQ1VVFV5++WVMmTIFubm5CAgIELs8qzh//jzWrFmD5cuXY9WqVThy5AieeOIJKBQKLF68WOzyrOqbb75BQ0MDHnzwQbFLsZpnnnkGKpUKw4cPh0wmg8FgwCuvvIJf/OIXYpdmNT4+Ppg8eTJeeuklJCQkICQkBF988QV++OEHxMXFiV2eVVVWVgIAQkJCOp0PCQlBSUmJGCVRH7W1teGPf/wj7r33XptsDuiSYaSsrAxPPvkkdu3addVvLc5g/vz55v8/YsQITJ48GUOGDMGnn36K5cuXi1iZ9RiNRqSkpODVV18FAIwZMwa5ublYs2aN04WR9evXY/78+QgPDxe7FKv56quvsGnTJnz++edISkrCiRMnsGzZMoSHh+OBBx4Quzyr+eyzz/Dwww9j0KBBkMlkGDt2LO69914cP35c7NL6xU9b7gRBcJrWPFei0+lwzz33wGg04oMPPrDJa7pkN82xY8dQXV2NcePGQS6XQy6XY+/evXj33Xchl8thMBjELtGqvL29MWLECBQWFopditWEhYUhMTGx07mEhASUlpaKVFH/KCkpwe7du/Hoo4+KXYpV/eEPf8Af//hH3HPPPRgxYgTuv/9+PPXUU0hLSxO7NKsaMmQI9u7di6amJpSVleHIkSPQ6XSIiYkRuzSrMs3WM7WQmFRXV1/VWkL2TafT4a677kJxcTEyMjJs0ioCuGgYmT17NnJycnDixAnzkZKSgvvuuw8nTpyATCYTu0Sr0mg0yMvLQ1hYmNilWM3UqVNRUFDQ6dzZs2cRFRUlUkX9Y8OGDQgODsbChQvFLsWqWlpaIJV2fvuRyWRON7XXxNvbG2FhYbh8+TJ27tyJW265ReySrComJgahoaHmWV9A+1invXv3YsqUKSJWRpYwBZHCwkLs3r3bpt36LtlN4+Pjg+Tk5E7nvL29ERAQcNV5R7RixQosWrQIkZGRqK6uxssvvwy1Wu1Uzd9PPfUUpkyZgldffRV33XUXjhw5gnXr1mHdunVil2Y1RqMRGzZswAMPPAC53Ln+U120aBFeeeUVREZGIikpCdnZ2Xjrrbfw8MMPi12aVe3cuROCICA+Ph5FRUX4wx/+gPj4eDz00ENil2axpqYmFBUVmb8uLi7GiRMn4O/vj8jISCxbtgyvvvoq4uLiEBcXh1dffRVeXl649957RazaMtd7xvr6epSWlprX3jD9QhQaGuoQazl193zh4eG44447cPz4cXz77bcwGAzmli5/f3+4u7v3b3H9Pl/HQTjT1N67775bCAsLE9zc3ITw8HDhtttuE3Jzc8Uuy+r++9//CsnJyYJCoRCGDx8urFu3TuySrGrnzp0CAKGgoEDsUqxOrVYLTz75pBAZGSl4eHgIsbGxwrPPPitoNBqxS7Oqr776SoiNjRXc3d2F0NBQYenSpUJDQ4PYZfXKnj17BABXHQ888IAgCO3Te1944QUhNDRUUCgUwowZM4ScnBxxi7bQ9Z5xw4YNXX7/hRdeELXunuru+UzTlbs69uzZ0++1SQRBEPo37hARERFdm0uOGSEiIiL7wTBCREREomIYISIiIlExjBAREZGoGEaIiIhIVAwjREREJCqGESIiIhIVwwgRERGJimGEiIiIRMUwQkRERKJiGCEiIiJRMYwQERGRqP4f5ApR5eeumSQAAAAASUVORK5CYII=", + "application/vnd.jupyter.widget-view+json": { + "model_id": "966e1b91961e413d8ee2b69ec30cb237", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABW3ElEQVR4nO3de1iUZeI+8HsOMJwHOR8EAUFU8AiaeMpSMTXLrW07W1m7a2sHc91ca7/VdrJftbuuHTR3tTK/HXa/mFmaiqZoaikKhgoIioDIUWSG4zCH9/cHzBiJijrMO/O+9+e65rqWYYa5Z1Pn5nne53kUgiAIICIiIiLZUIodgIiIiIgciwWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkRpIFcOnSpVAoFFiwYMFlH5eVlYWUlBR4eHggLi4OK1eudExAIiIiIhGpxQ5gbwcPHsSqVaswdOjQyz6upKQEM2bMwG9/+1usW7cOe/fuxR/+8AcEBwfjzjvv7NFrWSwWnD17Fr6+vlAoFPaIT0RERL1MEAQ0NjYiIiICSqUkx8KuSFIFsKmpCffffz/+9a9/4dVXX73sY1euXIno6GgsW7YMADBo0CBkZ2fj7bff7nEBPHv2LKKioq43NhEREYmgvLwcffv2FTuGKCRVAOfPn4+ZM2diypQpVyyA+/fvR3p6epf7pk2bhtWrV8NoNMLNze2i5xgMBhgMBtvXgiAA6PgD5OfnZ4d3QERERL1Nr9cjKioKvr6+YkcRjWQK4Oeff47Dhw/j4MGDPXp8VVUVQkNDu9wXGhoKk8mEuro6hIeHX/ScpUuX4q9//etF9/v5+bEAEhERuRg5X74liYnv8vJyPP3001i3bh08PDx6/Lxf/oe3juhd6g/EkiVLoNPpbLfy8vJrD01EREQkEkmMAB46dAg1NTVISUmx3Wc2m7F79268++67MBgMUKlUXZ4TFhaGqqqqLvfV1NRArVYjMDCw29fRaDTQaDT2fwNEREREDiSJAjh58mTk5eV1ue+RRx7BwIEDsXjx4ovKHwCkpaXh66+/7nLftm3bkJqa2u31f0RERERSIYkC6Ovri+Tk5C73eXt7IzAw0Hb/kiVLUFFRgbVr1wIA5s2bh3fffRcLFy7Eb3/7W+zfvx+rV6/GZ5995vD8RERERI4kiWsAe6KyshJlZWW2r2NjY7F582bs2rULw4cPxyuvvILly5f3eAsYIiIiIlelEKwrH+iq6fV6aLVa6HQ6rgImIiJyEfz8ltEIIBERERF1YAEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIip8SNSnoPCyARERE5nQMl9Zi5/Hucqm0SO4oksQASERGR02hsM+IvG/Lwmw/243ilHm9vKxQ7kiRJ4ig4IiIicn3bj1fjLxuOokrfBgC4Z1QUlswYJHIqaWIBJCIiIlFV6lrx6qZ8bPqpEgDQL9ALS+8YgrH9g0ROJl0sgERERCSKNqMZ/95zCu/tPIlWoxkqpQKPTYjFM1MGwMNNJXY8SWMBJCIiIocSBAFbj1Xjtc3HUV7fCgBI7dcHL92WhORIrcjp5IEFkIiIiBzm4Ol6vLW1EAdK6gEAYX4eWDJjIG4bFgGFQiFyOvlgASQiIqJed7RCh7e3FWJXYS0AwF2txO8nxuHxSf3h5c464mj8f5yIiIh6zU9nGrBi10l8e7QKAKBWKnBXahSemhyPcK2nyOnkiwWQiIiI7EoQBGSdqMUHWaew/9Q5AIBCAcweHokFUxLQL9Bb5ITEAkhERER20Www4ZufzuLDvadRUNUIoGPEb9awCMy7sT8Sw3xFTkhWLIBERER0XfLO6PDpgTJ8feQsmgwmAIC3uwr3jI7G3PGxiPTnVK+zYQEkIiKiq1Z6rhmb86rw9ZGzOF6pt90fE+iFe0ZH495R0dB6uYmYkC6HBZCIiMjBzjUZsGLXSbSbLXBXKeGu7rgF+2owrn8Q+gV6Od2WKIIgoLimCduOV2NzXiWOnb1Q+txVStySHIZ7RkchLS7Q6bLTxVgAiYiIHEgQBCzOyMP2/OpLPiYqwBPj44MxMSEIqTEBCPbVODDhBWcbWrHv5DnsLa7D3uI61DQabN9TKRVIiwvE9CFhmJEcjj7e7qJkpGvDAkhERORAW49VYXt+NdxUCjw2IQ4WiwCDyYJ2swWnaptwqPQ8yutb8dmBMnx2oAwAEKH1wNC+/hjSV4vkSC3igrwR4e8JldI+I21GswWVDW0oqNLj6Fk9jlbokFehQ+3PCh8AaNRK3BAXiOnJYUgfHIpAH3GKKV0/FkAiIiIH0bcZ8eLGYwCA30/sj0XTEi96TLPBhB9LzmH3iTrsO1mHopomnNW14ayuCluOVdke56ZSIKqPF/oFeiHE1wP+Xm7w93KHv5cbfD3UUCkU6JiJVUCpAFqNZujbTNC3GqFvNaK+uR1nzrei/HwLKnVtMFuEi7IoFcCQvv4YHx+IcfFBGBndh2f0SgQLIBERkYO8taUQ1XoDYoO88cTN8d0+xlujxs0DQ3HzwFAAQGObEcfO6vHTmQYcOaNDQaUe5fWtHSOGdc04Vddsl2zuaiXigryRHKlFcoQfhvTVYlC4H0/pkCj+VyUiInKAQ6Xnse7HUgDAa7OTezyS5uvhhjFxgRgTF2i7z2wRUKVvQ+m5ZpSea8G5JgPOtxjR0GJEQ0s7GttMECBAEAABHdcderip4OfhBj9PNfw83KD1dENkH09EB3ghKsALwT4aKO00pUzOjwWQiIiolxnNFjy3Pg+CANw5si/Gxgdd189TKRWI9PdEpL8nxva3U0iSFaXYAYiIiKTuX3tOobC6EX283PD8zEFixyFiASQiIupNVbo2LN9RBAD4y8zBCOB2KeQEWACJiIh60bLtJ9BmtCC1Xx/cMTJS7DhEAFgAiYiIek1xTSP+k10OAFgyYyBPyCCnwQJIRETUS97cUgiLAKQPDkVKvwCx4xDZsAASERH1guzT9dh2vBpKBfDsLQPFjkPUBQsgERGRnQmCgDe+LQAA3D0qCvEhPiInIuqKBZCIiMjOtufXILv0PDzclHh68gCx4xBdRBIFcMWKFRg6dCj8/Pzg5+eHtLQ0fPvtt5d8/K5du6BQKC66FRQUODA1ERFJkclswZtbOj5P5o6LRZjWQ+RERBeTxEkgffv2xRtvvIH4+I5zFT/++GPcfvvtyMnJQVJS0iWfV1hYCD8/P9vXwcHBvZ6ViIikLePwGRTVNMHfyw3zJvGYDnJOkiiAs2bN6vL1a6+9hhUrVuCHH364bAEMCQmBv79/L6cjIiK5aGk34W/bTgAAnrgpHn4ebiInIuqeJKaAf85sNuPzzz9Hc3Mz0tLSLvvYESNGIDw8HJMnT8bOnTuv+LMNBgP0en2XGxERkdWq3adQ02hAdIAXHkzrJ3YcokuSTAHMy8uDj48PNBoN5s2bhy+//BKDBw/u9rHh4eFYtWoVMjIysH79eiQmJmLy5MnYvXv3ZV9j6dKl0Gq1tltUVFRvvBUiInJB1fo2fJB1CgCw+JaB0KhVIiciujSFIAiC2CHsob29HWVlZWhoaEBGRgb+/e9/Iysr65Il8JdmzZoFhUKBjRs3XvIxBoMBBoPB9rVer0dUVBR0Ol2XawmJiEh+nv2/I/hP9hmMjPZHxuNjeeqHE9Pr9dBqtbL+/JbENYAA4O7ublsEkpqaioMHD+Kf//wnPvjggx49f8yYMVi3bt1lH6PRaKDRaK47KxERSUt+pR7/PXQGAPD8zMEsf+T0JDMF/EuCIHQZrbuSnJwchIeH92IiIiKSIkEQ8PrmfAgCMHNoOFL69RE7EtEVSWIE8LnnnsP06dMRFRWFxsZGfP7559i1axe2bNkCAFiyZAkqKiqwdu1aAMCyZcsQExODpKQktLe3Y926dcjIyEBGRoaYb4OIiFzQrhO12FNUB3eVEn/mkW/kIiRRAKurq/Hggw+isrISWq0WQ4cOxZYtWzB16lQAQGVlJcrKymyPb29vx6JFi1BRUQFPT08kJSVh06ZNmDFjhlhvgYiIXJDJbMHSzfkAgIfG9kNUgJfIiYh6RjKLQMTAi0iJiOTtk/2n8T9fHYO/lxuyFt0ErRf3/XMF/PyW8DWAREREvamhpR1/y+zY9PmPUwew/JFLYQEkIiK6Bsu2F6GhxYjEUF/cOzpa7DhEV4UFkIiI6CqdqG7EJz+UAgBemDUYahU/Tsm18E8sERHRVRAEAa98cxxmi4BpSaEYFx8kdiSiq8YCSEREdBW259fYtn15fkbPTpsicjYsgERERD1kMJnx6qbjAIDHJsQiOpDbvpBrYgEkIiLqoTXfn0bpuRaE+Grwh5vixY5DdM1YAImIiHqgUteKd74rAgAsvmUgfDSSOEuBZIoFkIiIqAde3ZSPlnYzUvv1wa9GRIodh+i6sAASERFdwfdFddj0UyWUCuDl25OhVCrEjkR0XVgAiYiILsNgMuOFr44CAOakxWBwhDyPDiNpYQEkIiK6jNXfl+BUXTOCfDRYmD5A7DhEdsECSEREdAkVDa14Z0cxAOD5mQPh58HzfkkaWACJiIgu4dVvjqPVaMbomADMHs6FHyQdLIBERETd2FlQg2+PVkGlVODl2UlQKLjwg6SDBZCIiOgXWtpN+MuGjoUfj4yNwcAwLvwgaWEBJCIi+oV/ZJ5ARUMrIv098cxULvwg6WEBJCIi+pmjFTqs/r4EAPDq7GR488QPkiAWQCIiok4mswVL1ufBIgC3Dg3HTQNDxI5E1CtYAImIiDp9vL8UeRU6+Hmo8cKswWLHIeo1LIBERETo2PPvb9sKAQB/nj4IIb4eIici6j0sgEREJHuCIOB/NhxFS7sZo2L64J5RUWJHIupVLIBERCR76w9X4LuCGrirlHj9V0OgVHLPP5I2FkAiIpK1an0b/vr1MQDA01MSkBDqK3Iiot7HAkhERLIlCAKeW58HfZsJQyK1+P3EOLEjETkECyAREcnWhtwK7CiogZtKgbfvGga1ih+LJA/8k05ERLJUo2/DSxuPAwCenpyAxDBO/ZJ8sAASEZHsCIKA5748Cl2rEcmRfvj9jf3FjkTkUCyAREQkO1/mVGB7fjXcVAq89ethcOPUL8kM/8QTEZGslNe34IWvOlf9Tk7AoHA/kRMROR4LIBERyYbZIuCZL3LRZDAhtV8fPD4pXuxIRKJgASQiItlYsasY2aXn4aNR4x93D4eKGz6TTLEAEhGRLBwpb8Cy7UUAgL/eloSoAC+RExGJhwWQiIgkr6XdhGe+yIXJImDmkHDcMTJS7EhEopJEAVyxYgWGDh0KPz8/+Pn5IS0tDd9+++1ln5OVlYWUlBR4eHggLi4OK1eudFBaIiJytFe+ycepumaE+XngtV8lQ6Hg1C/JmyQKYN++ffHGG28gOzsb2dnZuPnmm3H77bfj2LFj3T6+pKQEM2bMwIQJE5CTk4PnnnsOTz31FDIyMhycnIiIettXuRX47EAZAOBvvxkGfy93kRMRiU8hCIIgdojeEBAQgLfeeguPPvroRd9bvHgxNm7ciPz8fNt98+bNw5EjR7B///4ev4Zer4dWq4VOp4OfH7cRICJyNqdqmzDrne/R3G7G/Jv640/TBoodiZwAP78lMgL4c2azGZ9//jmam5uRlpbW7WP279+P9PT0LvdNmzYN2dnZMBqNl/zZBoMBer2+y42IiJxTm9GMP/zvYTS3m3FDbACemTJA7EhETkMyBTAvLw8+Pj7QaDSYN28evvzySwwePLjbx1ZVVSE0NLTLfaGhoTCZTKirq7vkayxduhRardZ2i4qKsut7ICIi+/nr18dQUNWIQG93LL93BNQ87YPIRjJ/GxITE5Gbm4sffvgBjz/+OB566CEcP378ko//5QXA1pnwy10YvGTJEuh0OtutvLzcPuGJiMiuNuRU4LMD5VAogH/eMwKhfh5iRyJyKmqxA9iLu7s74uM7dnRPTU3FwYMH8c9//hMffPDBRY8NCwtDVVVVl/tqamqgVqsRGBh4ydfQaDTQaDT2DU5ERHZVXNOI577MAwA8eXMCxicEiZyIyPlIZgTwlwRBgMFg6PZ7aWlpyMzM7HLftm3bkJqaCjc3N0fEIyKiXqBrMeK3aw+hpd2Msf0D8fTkBLEjETklSRTA5557Dnv27MHp06eRl5eH559/Hrt27cL9998PoGPqds6cObbHz5s3D6WlpVi4cCHy8/OxZs0arF69GosWLRLrLRAR0XUyWwQ8+XkOSuqaEenvieX3juBRb0SXIIkp4Orqajz44IOorKyEVqvF0KFDsWXLFkydOhUAUFlZibKyMtvjY2NjsXnzZjzzzDN47733EBERgeXLl+POO+8U6y0QEdF1euPbfOw+UQsPNyVWzUlBkA8v2SG6FMnuA+gI3EeIiMg5rD98Bgv/cwQA8O59I3Dr0AiRE5Ez4+e3RKaAiYhIvnLLG/Dn9R2LPp64KZ7lj6gHWACJiMhlVTS04ndrs9FusmDKoBAsnMrNnol6ggWQiIhcUkNLOx5acwA1jQYMCPXBP+4eDiUXfRD1CAsgERG5nDajGY99nI3imiaEaz3w8dzR8PXgNl5EPcUCSERELsVsEfD05znILj0PXw81PnpkNMK1nmLHInIpLIBEROQyBEHASxuPYeuxarirlPjXnFQkhvmKHYvI5bAAEhGRy/jnjiJ88kMpFArg73cPw5i4Sx/fSUSXxgJIREQu4Z0dRVi2vQgA8D8zB3O7F6LrwAJIRERO772dxfhb5gkAwJ+nD8Tc8bEiJyJybSyARETk1N7fVYy3thYCAJ69JRHzbuwvciIi18cCSERETuuDrJN4c0tH+VuUPgB/mBQvciIiaVCLHYCIiOiXLBYBb24txMqskwCAhVMH4ImbE0RORSQdLIBERORU2k0WLM74CV/mVAAA/jQtEfNv4sgfkT2xABIRkdNobDPi8XWH8X1xHVRKBd64YwjuSo0SOxaR5LAAEhGRU6jRt+HhDw/ieKUeXu4qvH//SExKDBE7FpEksQASEZHoWtpNeOjDg8iv1CPIxx1rHh6FoX39xY5FJFksgEREJCpBELDov0ds5S/j8bHoF+gtdiwiSeM2MEREJKp3vivG5rwquKkUWPlACssfkQOwABIRkWi2HK3C3ztP+Hjl9mSkxgSInIhIHlgAiYhIFAVVeiz8Ty4A4OGxMbhndLS4gYhkhAWQiIgcTt9mxG/XZqOl3Yyx/QPx/MxBYkcikhUWQCIicriVu06ivL4Vfft44r37RsJNxY8jIkfi3zgiInKoKl0b1uwtAQC8cOtg9PF2FzkRkfywABIRkUP9I/ME2owWpPbrg6mDQ8WOQyRLLIBEROQwRdWN+O+hcgDAkhkDoVAoRE5EJE8sgERE5DD/b0sBLAIwLSkUKf245QuRWFgAiYjIIQ6U1GN7fg1USgWevWWg2HGIZI0FkIiIep0gCFj6bT4A4DepUegf7CNyIiJ5YwEkIqJet/VYFXLKGuDppsIzUxLEjkMkeyyARETUq9pNFrzxbQEA4LEJsQjx8xA5ERGxABIRUa/6aF8JTp9rQZCPBr+bGCd2HCICCyAREfWiuiYD3tlRDAB4dloifD3cRE5ERAALIBER9aK/bStEo8GEIZFa/Dqlr9hxiKgTCyAREfWKY2d1+Pxgx6bPL8waDKWSmz4TOQtJFMClS5di1KhR8PX1RUhICGbPno3CwsLLPmfXrl1QKBQX3QoKChyUmohIugRBwMtfH4cgALcODceoGG76TORMJFEAs7KyMH/+fPzwww/IzMyEyWRCeno6mpubr/jcwsJCVFZW2m4JCdyegIjoem05WoUfS+qhUSuxZMYgseMQ0S+oxQ5gD1u2bOny9YcffoiQkBAcOnQIEydOvOxzQ0JC4O/v34vpiIjkpc1oxmubOzZ9/v3EOET6e4qciIh+SRIjgL+k0+kAAAEBV55yGDFiBMLDwzF58mTs3Lnzso81GAzQ6/VdbkRE1NUHWadw5nwrwvw8MG9Sf7HjEFE3JFcABUHAwoULMX78eCQnJ1/yceHh4Vi1ahUyMjKwfv16JCYmYvLkydi9e/cln7N06VJotVrbLSoqqjfeAhGRyyqpa8Z7uzq2fXl+5iB4uUtioolIchSCIAhih7Cn+fPnY9OmTfj+++/Rt+/VbTkwa9YsKBQKbNy4sdvvGwwGGAwG29d6vR5RUVHQ6XTw8/O7rtxERK5OEATMWXMAe4rqMCEhCGvnjoZCwZW/5Hz0ej20Wq2sP78lNQL45JNPYuPGjdi5c+dVlz8AGDNmDIqKii75fY1GAz8/vy43IiLq8M1PldhTVAd3tRKv3J7M8kfkxCQxNi8IAp588kl8+eWX2LVrF2JjY6/p5+Tk5CA8PNzO6YiIpE/fZsTL3xwHADxxUzxigrxFTkRElyOJAjh//nx8+umn+Oqrr+Dr64uqqioAgFarhadnx+qzJUuWoKKiAmvXrgUALFu2DDExMUhKSkJ7ezvWrVuHjIwMZGRkiPY+iIhc1d+2FqK20YC4IG/8/kae90vk7CRRAFesWAEAmDRpUpf7P/zwQzz88MMAgMrKSpSVldm+197ejkWLFqGiogKenp5ISkrCpk2bMGPGDEfFJiKShJ/ONGDtD6UAgFdmJ0OjVomciIiuRHKLQByJF5ESkdwZzRb86v29OFqhx+zhEVh2zwixIxFdET+/JbYIhIiIHOuDrJM4WqGH1tMNz83kiR9EroIFkIiIrklBlR7/3NGxc8JLtw1GiK+HyImIqKdYAImI6KoZzRYs+u8RGM0CpgwKxezhkWJHIqKrwAJIRERXbeWuC1O/r/+Ke/4RuRoWQCIiuir5lXos/65j6vevtyUhxI9Tv0SuhgWQiIh6zGi24E//d2Hq9/bhEWJHIqJrwAJIREQ99s6OIk79EkkACyAREfXI/pPn8M7OYgAdGz5z6pfIdbEAEhHRFdU3t2PBFzkQBOA3qX1x2zBO/RK5MhZAIiK6LEEQ8Kf/HkG13oD+wd546bYksSMR0XViASQiosv6cO9p7CiogbtaiXfuHQkvd0kcI08kayyARER0SUcrdHjj2wIAwF9mDsLgCHmem0okNSyARETULYtFwIIvctFutiB9cCgeHNNP7EhEZCcsgERE1K0jZxpQXNMEH40ab/56KLd8IZIQFkAiIurW1mPVAIBJicHw93IXOQ0R2RMLIBERXUQQBGw7VgUAmJYUJnIaIrI3FkAiIrpIcU0TTtU1w12lxKTEYLHjEJGdsQASEdFFthztGP0bFx8IXw83kdMQkb2xABK5IH2bEWXnWsSOQRK29Tinf4mkjAWQyMW0myy4a8V+THp7J3bkV4sdhyTozPkWHK3QQ6kApgwOFTsOEfUCFkAiF7NmbwkKqxthEYAFX+SipK5Z7EgkMds6V/+mxgQgyEcjchoi6g0sgEQupFLXiuU7igAAIb4aNLaZ8PtPstFsMImcjKRkK1f/EkkeCyCRC3l9cwFa2s1I6dcHXz85HsG+GpyobsKzGT9BEASx45EEnGsy4ODpegBAOqd/iSSLBZDIRew7WYevj5yFUgH89bYkhPp5YMX9I6FWKrDpp0r8a88psSOSBOzIr4FFAJIi/BAV4CV2HCLqJSyARC7AaLbgxa+OAQDuv6EfkiO1ADqu0Xpx1mAAwBvfFmBvcZ1oGUkaOP1LJA8sgEQu4ON9p1FU04QAb3csSk/s8r0HxvTDr1P6wiIAT32Wgypdm0gpydU1GUzY0/lLBAsgkbSxABI5uRp9G5Zt71j4sfiWRGi9um7Kq1Ao8OrsZAwO98O55nY88elhGM0WMaKSi8sqrEW7yYKYQC8MCPUROw4R9SIWQCIn99rmfDQZTBge5Y+7UqK6fYyHmworHhgJX40a2aXn8eaWAgenJCn4+fSvQqEQOQ0R9SYWQCIntv/kOXyVexYKBfDK7clQKi/9odwv0Btv3TUMAPCvPSW2o7yIeqLdZMHOghoAQDqnf4kkjwWQyEkZzRa88NVRAMADN/TDkL7aKz7nluQwPDY+FgDwp/8eQek5bhJNPbPvZB0aDSaE+GowIspf7DhE1MtYAImc1JrvS1BU04TAbhZ+XM7i6QOR0q8PGg0mPL7uMNqM5l5MSVKxtfP0j6mDQy870kxE0sACSOSEKnWt+GfniR9/nj7wooUfl+OmUuLd+0YgwNsdxyv1+O3abJZAuiyzRUDm8Y4CyNW/RPLAAkjkhF79Jh8t7Wak9uuDO0f2vernh2s98cGDKfB0U2FPUR3mrTsEg4klkLqXU3YedU0G+HqoMSYuUOw4ROQALIBETmb3iVpsyquEUgG8fIWFH5czKiYAax4eBQ83JXYV1mL+/x5Gu4nbw9DFrKt/Jw8MgbuaHwtEciCJv+lLly7FqFGj4Ovri5CQEMyePRuFhYVXfF5WVhZSUlLg4eGBuLg4rFy50gFpiS5N32bE/3Qu/HhobAwGR/hd189L6x+I1Q+NgkatxPb8Gu4RSBcRBMF2/R+nf4nkQxIFMCsrC/Pnz8cPP/yAzMxMmEwmpKeno7n50isgS0pKMGPGDEyYMAE5OTl47rnn8NRTTyEjI8OByYkusFgE/PE/R1B6rgURWg88M3WAXX7uuPgg/GtOKtzVSmw7Xo3frc3GuSaDXX42ub6CqkaU1bdAo1bixsRgseMQkYMoBEEQxA5hb7W1tQgJCUFWVhYmTpzY7WMWL16MjRs3Ij8/33bfvHnzcOTIEezfv79Hr6PX66HVaqHT6eDnd30jNUTv7SzGW1sL4a5S4r/z0jDMzltx7Cqswe/WHkK72YIgHw3e+vVQ3DQwxK6vQa5n2fYTWLa9CFMGheLfD6WKHYfIIfj5LZERwF/S6XQAgICAgEs+Zv/+/UhPT+9y37Rp05CdnQ2j0djtcwwGA/R6fZcbkT1knajF29s6Llt4+fYku5c/AJiUGIL1fxiLhBAf1DUZ8MhHB/GXDXlobefiEDm7MP0bKnISInIkyRVAQRCwcOFCjB8/HsnJyZd8XFVVFUJDu/6DFxoaCpPJhLq6um6fs3TpUmi1WtstKqr7Y7mIrkZ5fQue/jwHggDcOzoK94yO7rXXSo7U4usnx+ORcTEAgHU/lGHm8j344mAZ9G3d/+JD0lVe34L8Sj1USgWmDGIBJJITyRXAJ554Aj/99BM+++yzKz72l2ddWmfDL3UG5pIlS6DT6Wy38vLy6w9MstbabsbvPzmEhhYjhvXV4qXbknr9NT3cVHhxVhI+eXQ0Qv00OFXXjMUZeRj16nY8+VkOdhbWwMSFIrJgXf07OiYAfbzdRU5DRI6kFjuAPT355JPYuHEjdu/ejb59L793WlhYGKqqup6VWlNTA7VajcDA7vfB0mg00Gg0dstL8na+uR2/X3cIxyv1CPR2x4oHUqBRqxz2+hMSgrF1wUR8eqAM6w9XoLimCV8fOYuvj5zFgFAffPLoDQj183BYHnI8awHk9C+R/EhiBFAQBDzxxBNYv349vvvuO8TGxl7xOWlpacjMzOxy37Zt25Camgo3t56fukDOIbe8AY9+dBBPf56DRheYyjxZ24Rfvb8XB0rq4aNR4/37RyLC39PhOfy93PGHSfHIfGYivn5iPB4eGwN/LzecqG7CPat+QJWuzeGZyDFqGw3ILj0PAEjn9i9EsiOJAjh//nysW7cOn376KXx9fVFVVYWqqiq0trbaHrNkyRLMmTPH9vW8efNQWlqKhQsXIj8/H2vWrMHq1auxaNEiMd4CXaNTtU34w/8ewuz39mJHQQ2+yj2Lu1buR0VD65WffB0qGlqx5WjVNZ2use9kHX713l6cPteCSH9PZDw+FjeIfPqCQqHAkM4p6K+fGI9If0+U1DXj7lX7cbaX/78kcWzPr4YgAEP7akX55YOIxCWJArhixQrodDpMmjQJ4eHhttsXX3xhe0xlZSXKyspsX8fGxmLz5s3YtWsXhg8fjldeeQXLly/HnXfeKcZboKukazXi+S/zMPUfu7E5rwoKBXD78AgE+2pQUNWI2e/tRd4Znd1f12Ay450dRbj57V2Yt+4Qbn47CxmHzsBsufJuSm1GMz7aW4I5qw9A32bCiGh/bJg/DolhvnbPeT2iArzwxe/HICrAE6XnWnD3qv04c75F7FhkZ1uOWqd/OfpHJEeS3AfQUbiPkHh+uzbbdnj95IEhePaWgUgM80VFQyvmfngQhdWN8HRTYfm9IzB1sH2ub9p9ohYvbjyGkrqODcY93VRoNXaMACaG+uLZWxJx88CQixYRFVU34rMD5VifcwYNLR3T07OGReCtXw+Fh5vjrvm7WhUNrbjvXz+gtHOk8ovfj0HfPl5ixyI70LcZkfJKJoxmAdsX3oj4EB+xIxE5FD+/WQCvC/8AiePg6XrctXI/VEoFPn5kNMYnBHX5fmObEX/438PYU1QHhQJ4dFwsnrg5Hv5e17bKsa7JgBc3HsOmnyoBAMG+Gvxl5iCkDw7DR/tOY8WuYujbTAAAracb/L3c4O/pBq2XO/StRuSWN9h+VoTWA3PHx+LR8bGXXG3uTCp1rbjvXz+ipK4Zw6L88X/z0uCmksTEgax9lVuBpz/PRf9gb+z44ySx4xA5HD+/WQCvC/8AOZ4gCLhzxT4cLmvAvaOjsfSOId0+zmi24IWvjuGzAx3T/n4eajxxczzmpMVc1ajb9uPV+PP6n1DX1A6louN83memDoCfx4WFQroWI1buPokP95agzXjx9ikqpQKTB4bg3tHRmDggGCql8xe/nztzvgUz/rkH+jYTnrw5Hn9MTxQ7El2n+f97GJvyKvGHSf3x7C0DxY5D5HD8/GYBvC78A+R4W45WYd66Q/B0UyHrT5MQcpltSgRBwK4Ttfh/3xagoKoRABDp74kFUxJw69AIeLpfugg2G0x4ddNxfHagY6/HgWG+ePuuYUiO1F7yOU0GE6p0rWhoMXbcWo0wWyy4KTHksjldwTc/ncUTn+ZAqQC++H0aRsVc+pQdcm5tRjNSXslEc7sZX80f1yunzhA5O35+swBeF/4BciyT2YL0Zbtxqrb5qkaizBYB6w+fwd+2nUCVvmNbE1+NGrcOC8evU6IwMtofCoUCzQYTTtY2oaCqEe9+V4yy+hYoFMBvJ8Rh4dQBTn29niP88T9HkHH4DCL9PfHtggldRkHJdezIr8ajH2cjXOuBfX++2SUuRSCyN35+S2wjaJK2/2SfwanaZgR4u+N3E+N6/DyVUoG7UqNw69AIfLz/NNb9UIoz51vx2YFyfHagHNEBXjBbhIu2jon098Tbdw1DWn9xt2hxFi/dNhgHT9ejrL4FL2w4imX3jBA7El0D6+bP6YNDWf6IZIwFkFxCS7sJy7afAAA8eXM8fK9h9MnTXYV5N/bH7ybE4ceSevzfoTPYnFeJsvoLW5wE+WiQEOKD4dH+eHxSf45y/Yyvhxv+cfdw/OaD/diQexaTEkMwe0Sk2LHoKpjMFmzPrwHA7V+I5I4FkFzCmu9LUNNoQFSAJ+6/od91/SylUoG0/oFI6x+Iv96ehP0nz8Hfyw3xwT48D/UKUvr1wVM3J+Af20/gLxuOYmC4LwaGyXP6xBVll55HfXM7/L3cMDqW13ESyRn3cyCnV9towMqsUwCARemJcFfb74+tj0aNqYNDMSomgOWvh+bf1B83xAagyWDCw2sO8qQQF2Kd/p08MBRqbudDJGv8F4Cc3uub89FkMGFoXy1mDY0QO47sqVVKfPBgCuJDfFClb8PDHx6ArtX5z1+WO0EQsO1Yx+bp05Lsszk6EbkuFkByavuK6/BlTgUUCuDV2clQutgeelLl7+WOj+eORqifBieqm/C7tdnXdC4yOc6xs3pUNLTC002FiQOCxY5DRCJjASSnZTCZ8ZcNRwEAc8b0w9C+/uIGoi4i/T3x4cOj4aNR48eSeiz8zxFYenAmMonDOv1744Bg2W9pREQsgOTEPsg6hVN1zQj21eCP03j6hDMaHOGHDx5MgZtKgU0/VeKtbYViR6JLsBbAacmc/iUiFkByUiV1zXh3ZzEA4IVbB3M7Fic2Lj4Ib/16GABgxa6T2FVYI3Ii+qWSumacqG6CWqnAzYksgETEAkhOSBAEvPDVUbSbLJiQEIRbh4aLHYmuYPaISDw4pmN7nj/+5whqOk9cIedgHf1L6x8IrRd/mSIiFkByQhuPnMWeojq4q5V4dXYyTytwEc/PHISBYb4419yOBV/kwszrAZ2G7fQPbv5MRJ1YAMmp/HSmAUvW5wEAnrgpHv0CvUVORD3l4abCu/eNhKebCvtOnsP7nVP4JK5qfRtyyhqgUADTBnP6l4g6sACS0yg914y5Hx1ES7sZExKC8Pik/mJHoqsUH+KDV2YnAwD+sf0EDpTUi5yItnWO/o2I8keIn4fIaYjIWbAAklOoazJgzpoDqGtqR1KEH1Y8kAI3nlTgku4cGYlfjYiERQCe/jwHTQaT2JFkbatt82dO/xLRBfyEJdG1tJvw6EcHUXquBX37eOLDR0bBR8Njql2VQqHAK7OT0bePJyp1bbYRKHI8XYsRP5w6B4AFkIi6YgEkUZ0534LH1x3GkTM69PFyw9q5oxHiy2kqV+ejUeOOEZEALixAIMfbUVANk0VAYqgvYoJ4PS0RXcBhFnK4lnYTthytwv8dOoN9JztGJzzclFj98CjEBfuInI7sJT0pDMu/K0bWiVq0tpvh6c7TJxzNtvkzz/4lol9gASSHWpl1Eu/sKEJz+4VzY8f2D8SCKQMwMrqPiMnI3pIi/BDp74mKhlbsLqrlFKSDtbabkXWiFgC3fyGii7EAksN8fqAMb3xbAACIDvDCr1P64lcjIhEV4CVyMuoNCoUC05LCsGZvCbYeq2IBdLDdRbVoM1oQ6e+JpAg/seMQkZNhASSH2Ftch79sOAoAePLmeCycOoAbPMvAtKRQrNlbgh35NTCaLVzZ7UAXpn/D+HeNiC7Cf42p1xXXNOHxdYdgsgi4bVgEy5+MpMYEINDbHbpWI348xT0BHcVotmBHfseZzLz+j4i6wwJIvaq+uR2PfnwQ+jYTRkb7481fD2X5kxGVUoGpnadPcDWw4xwoqYeu1YhAb3ekxgSIHYeInBALIPUag8mM33+Sbdvfb9WcVHi4cSWo3Fiv/dt2vAoWng/sEFuOdpTtqYNDoVLyFy4iuhgLIPWa1zfl4+Dp8/DVqLHm4VEI8tGIHYlEMDY+ED4aNar1Bhw50yB2HMmzWARsO37h+j8iou6wAFKv2HK0Ch/vLwUA/PPe4RgQ6ityIhKLRq3CpMRgABeOJaPec+RMA6r1Bvho1BgbHyh2HCJyUiyAZHdnzrfg2f87AgD47YRY3DyQF6HLnW0a+FgVBIHTwL3JWrInJQZDo+YlF0TUPRZAsiuj2YKnP8+Fvs2EYVH++NO0gWJHIicwKTEY7iolTtU1o7imSew4kiUIgu3sZU7/EtHlsACSXf0j8wQOlXZc9/fOPSPgruYfMQJ8PdwwrnM6kquBe09xTRNO1TXDXaW0TbsTEXWHn850WSazBSV1zfiuoBpHK3SXfeyeolqsyDoJAHjjzqGIDuQJH3SBdUSK1wH2Hmu5HhcfCF8PN5HTEJEz40kgdJHCqkb8c8cJFFU34fS5ZhjNF67ZGhMXgCduSsC4+EDbfn7Hz+qxavdJfP1TJQQBuO+GaMwcGi5WfHJSUwaHQvllHvIqdKhoaEWkv6fYkSTHWq45/UtEVyKZEcDdu3dj1qxZiIiIgEKhwIYNGy77+F27dkGhUFx0KygocExgJ/bmlgJszqtCUU0TjGYBGrUSA0J94KZS4IdT9Xhg9Y+Y/f4+/O+PpXhw9Y+YsXwPNuSehdki4OaBIXjh1sFivwVyQkE+GtumxFuPchrY3ioaWpFXoYNS0VG2iYguRzIjgM3NzRg2bBgeeeQR3HnnnT1+XmFhIfz8LhyUHhws7+tmmg0m7CmuAwD84+5hSO0XgEh/TyiVCpxtaMWq3afw2YEyHClvwJHyBgCAUgHMGBKO302Mw9C+/uKFJ6c3LSkMB0rqsfVYFeaOjxU7jqRYS3VqTAD33CSiK5JMAZw+fTqmT59+1c8LCQmBv7+//QO5qN0natFusiA6wAuzh0d2ObYtwt8TL92WhCdujsfq70uwq7AWo2P64NHxcbzej3okfXAoXvnmOA6erse5JgMCWVTsZitX/xLRVZDMFPC1GjFiBMLDwzF58mTs3Lnzso81GAzQ6/VdblKTebzjGqL0waGXPLM3yEeDxbcMxLdPT8Bfb09m+aMeiwrwQlKEHywCsCO/Ruw4knGuyYCDp+sBdPzdJSK6EtkWwPDwcKxatQoZGRlYv349EhMTMXnyZOzevfuSz1m6dCm0Wq3tFhUV5cDEvc9otmBHQceHcjpHEaiXXFgNzOsA7WVHfg0sApAU4YeoAP5CRkRXJpkp4KuVmJiIxMRE29dpaWkoLy/H22+/jYkTJ3b7nCVLlmDhwoW2r/V6vaRK4MHT9dC1GhHg7Y6Ufn3EjkMSNS0pDH/PPIE9xXVoMpjgo5HtP0N2w+lfIrpash0B7M6YMWNQVFR0ye9rNBr4+fl1uUnJts4tJCYPDIFK2f30L9H1GhDqg5hAL7SbLMgqrBU7jstr+tnCLRZAIuopFsCfycnJQXi4PPevEwThwvV//BChXqRQKDAtmdPA9pJV2LFwKybQCwNCfcSOQ0QuQjJzL01NTSguLrZ9XVJSgtzcXAQEBCA6OhpLlixBRUUF1q5dCwBYtmwZYmJikJSUhPb2dqxbtw4ZGRnIyMgQ6y2I6nilHhUNrfB0U2FCQpDYcUjipiWF4YOsU/iuoAYGkxkatUrsSC7LNv2bHHbJhVtERL8kmQKYnZ2Nm266yfa19Vq9hx56CB999BEqKytRVlZm+357ezsWLVqEiooKeHp6IikpCZs2bcKMGTMcnt0ZWKd/JyQEwcONH8bUu4b39UeIrwY1jQbsO3kONyWGiB3JJRlMZnzXuXCL079EdDUkUwAnTZoEQRAu+f2PPvqoy9fPPvssnn322V5O5Tq2cfqXHEipVCA9KRTrfijDtmNVLIDXaN/Jc2gymBDiq8FwbsJORFeB1wASyutbkF+ph1LRsQCEyBGsI1aZx6thtlz6lze6tG2d07/pSaFQcuEWEV0FFkCyLf4YHRuAPt7uIqchuRgTFwg/DzXqmtpxuOy82HFcjtlyYeEWp3+J6GqxABK2He8YRZg6mB8i5DhuKiUmD+o4tcJ6ji313OGy86hraoefhxpj4gLFjkNELoYFUOY6jpDqGH3hEVLkaNaRqy3Hqi57DS9dzFqaJw8KhZuK/5QT0dXhvxoy9+mPZTBbBAzrq+URUuRwNw4IhoebEmfOt+J4pfTO1u4tgiBgC0//IKLrwAIoYwaTGR/vLwUAzB0fK3IakiNPdxUmJgQDALZ2bkVEV3a8Uo8z51vh4abEjQOCxY5DRC6IBVDGvso9i7omA8K1HpgxRJ4noJD4rCNY23gqSI9Zy/LEhGB4unPfTiK6eiyAMiUIAlbvKQEAPDw2htcQkWgmD+o4e7qgqhGn65rFjuMStnH6l4iuEz/1ZWp3UR0Kqxvh7a7CPaOjxY5DMubv5Y60zlWsPBv4ykrPNaOgqhEqpQKTB3HfTiK6NiyAMvXvPacAAL8ZFQWtp5vIaUjupiV1bgfDAnhF1v+PxsQFwN+L+3YS0bVhAZShgio99hTVQakA5o7j4g8Sn3UPysNlDajRt4mcxrlt6dz+5RZO/xLRdWABlKF/d177Nz05nFu/kFMI03pgeJQ/gAvnUtPFavRtOFzWAIAbtxPR9WEBlJkafRu+yq0AADw2gaN/5DysCxo4DXxp1nI8PMofYVoPkdMQkStjAZSZtftLYTQLSOnXByOi+4gdh8jGeh3g/pPnoGsxipzGOW3l6l8ishMWQBkxmMz47EAZAOAxbvxMTiYu2AcDQn1gsgj4rpDTwL+kazVi/8lzAC6UZSKia8UCKCNbjlbhXHM7wvw8MJXn/pITsk0DH2UB/KXvCqphsggYEOqDuGAfseMQkYtjAZSRTzqPfbvvhmioufEzOSFrAcw6UYs2o1nkNM7FWoo5/UtE9sAWIBPHz+qRXXoeaqUC94yKEjsOUbeSIvwQ6e+JVqMZu0/Uih3HabQZzcjq/P+DBZCI7IEFUCbW/dgx+jctOQwhflw9SM5JoVDYCs4Wrga22X2iFq1GMyL9PZEU4Sd2HCKSABZAGdC3GbEhp2PrlwfH9BM5DdHlWRc47MivgdFsETmNc9jys9W/CoVC5DREJAUsgDLw5eEKtLSbkRDigxtiA8SOQ3RZqTEBCPR2h67ViAMl9WLHEZ3RbMGO/BoAXP1LRPbDAihxgiDgkx86pn8fGNOPowfk9FRKhW2VOjeFBg6U1EPXakSgtztSY/gLHBHZBwugxP1wqh7FNU3wclfhVyMjxY5D1CM/PxXEYhFETiMuawmeMigUKiV/gSMi+2ABlLh1naN/s0dEws/DTeQ0RD0zNj4QPho1qvUGHDnTIHYc0VgsArYd69z+JZnTv0RkPyyAElajb7ONHjxwAxd/kOvQqFWYlBgMANh6TL6bQh8504AqfRt8NGqMiw8SOw4RSQgLoIRlnaiFySJgWF8tBnPrCHIxP58GFgR5TgNby++kxGBo1CqR0xCRlLAAStjhsvMAgDH9A0VOQnT1bhoYAneVEiV1zSiqaRI7jsMJgmAbwb8lmZs/E5F9sQBKWPbpjgKYEt1H5CREV89Ho8b4hI5pz61H5bcauKimCSV1zXBXKzEpMUTsOEQkMSyAEqVrMdpGTVL6sQCSa7Lue7f1uPwKoLX0jo8Pgo9GLXIaIpIaFkCJsk7/xgZ5I9BHI3IaomszZVAolArgaIUe5fUtYsdxKGvp5ebPRNQbWAAl6lBp5/QvR//IhQX6aDCqc/Pjbcflsxq4vL4FRyv0UCo6SjARkb2xAEpUdmnHEVosgOTqfr4aWC6sZXdUTABH8ImoV7AASpDRbEFueQMAIJUFkFxceucU6MHT9ahrMoicxjGsZddafomI7I0FUILyK/VoM1rg56FG/2AfseMQXZe+fbwwJFILQQC2y2AauK7JgIOnO0bwp3H7FyLqJZIpgLt378asWbMQEREBhUKBDRs2XPE5WVlZSElJgYeHB+Li4rBy5creD+oAtu1f+vWBkmeHkgTYVgPLYBp4+/FqCAIwJFKLSH9PseMQkURJpgA2Nzdj2LBhePfdd3v0+JKSEsyYMQMTJkxATk4OnnvuOTz11FPIyMjo5aS971DnCuDUzovniVyddSPkvcXn0NhmFDlN77ow/cvFH0TUeySzudT06dMxffr0Hj9+5cqViI6OxrJlywAAgwYNQnZ2Nt5++23ceeedvZSy9wmCgEOdI4AjuQE0SUR8iC/igr1xqrYZOwtrcduwCLEj9YrGNiP2Fp8DwNM/iKh3SWYE8Grt378f6enpXe6bNm0asrOzYTR2P8JgMBig1+u73JzNWV0bqvRtUCkVGB7lL3YcIruRw2rgnYW1aDdbEBfsjfgQX7HjEJGEybYAVlVVITS06xRLaGgoTCYT6urqun3O0qVLodVqbbeoqChHRL0q2Z0XjydF+MHTnYfHk3Tc0lkAdxXUoM1oFjlN7+DqXyJyFNkWQABQKLoukBAEodv7rZYsWQKdTme7lZeX93rGq3WYG0CTRA3tq0W41gPN7WbsLe7+lzRX1mY0Y1dBDYALZZeIqLfItgCGhYWhqqrrVFJNTQ3UajUCAwO7fY5Go4Gfn1+Xm7PJZgEkiVIoFLaRsS1HpTcNvLe4Ds3tZoRrPTC0r1bsOEQkcbItgGlpacjMzOxy37Zt25Camgo3NzeRUl2fZoMJ+ZUd1yWyAJIUWTeF3p5fDZPZInIa+7KW2mlJYZechSAishfJFMCmpibk5uYiNzcXQMc2L7m5uSgrKwPQMX07Z84c2+PnzZuH0tJSLFy4EPn5+VizZg1Wr16NRYsWiRHfLnLLG2ARgEh/T4RruX8YSc/omAD08XLD+RYjDnaudpcCk9mC7fkdm1ync/sXInIAyRTA7OxsjBgxAiNGjAAALFy4ECNGjMALL7wAAKisrLSVQQCIjY3F5s2bsWvXLgwfPhyvvPIKli9f7tJbwBzi9C9JnFqlxJRB0tsU+uDp8zjfYkQfLzeM5v6dROQAktkHcNKkSbZFHN356KOPLrrvxhtvxOHDh3sxlWPx+j+Sg2lJYfjvoTPYeqwKL84aLInpUmuZnTIoFGqVZH4vJyInxn9pJOT42Y7r/4Zx/z+SsPEJQfB2V6FS14afzujEjnPdBEHg9i9E5HAsgBKhazGirskAAIgP8RE5DVHv8XBTYVJiCABpTAP/dEaHSl0bvNxVGJ8QJHYcIpIJFkCJKK5tBACEaz3go5HMzD5Rt6Z1HpO2RQIF0Fpib0oMgYcbN28nIsdgAZSI4pomABz9I3m4KTEY7iolTtU2o7imUew418VaYqfx7F8iciAWQImwFsD+wSyAJH2+Hm4YF9+xYbsrbwpdXNOIU7XNcFcpcVNisNhxiEhGWAAlgiOAJDfWBRNbj1WLnOTaWcvruPhA+Hq45gb0ROSaWAAloriWBZDkZcrgUCgVQF6FDmfOt4gd55pYyytX/xKRo7EASkCb0Ywz51sBsACSfAT5aJDauWnyNhccBTxzvgV5FTooFR1llojIkVgAJeBkbRMEAdB6uiHQ213sOEQOc0uS664GtpbW1JgABPloRE5DRHLDAigBJ2ubAXSM/knhVASinrKunD14ut62D6arsJbWWzj9S0QiYAGUANsCEK4AJpmJ9PfEkEgtBAHYftx1poFrGw04eLoeALd/ISJxsABKwEmuACYZu8UFN4Xenl8NQQCGRGoR6e8pdhwikiEWQAngFjAkZ9OSOhZQ7Cs+B32bUeQ0PWM9/eMWjv4RkUhYAF2cyWxBSd2FawCJ5CY+xBf9g73RbrZgZ0GN2HGuSN9mxN7iOgDc/oWIxMMC6OLKz7ei3WyBRq3kVBLJlrVIucJ2MDsLamA0C4gP8eEvbUQkGhZAF2ed/o0L9oFSyRXAJE/WqdSdhTVoM5pFTnN51ulf69Q1EZEYWABdHK//I+pYTBGh9UBLuxl7iurEjnNJbUYzdhbUAgBuSQoXOQ0RyRkLoIvjFjBEgEKhsG2nYj1f1xntPlGLVqMZkf6eSI70EzsOEckYC6CLO8kzgIkAXNhQeXt+NYxmi8hpumfdqiY9KZSbthORqFgAXZggCNwDkKhTakwAAr3doWs14sdT9WLHuYjRbMGO/I5Vyjz9g4jExgLowmoaDWg0mKBUADFBXmLHIRKVSqlAeufCii3HKkVOc7EfT9VD12pEoLc7UmMCxI5DRDLHAujCrNf/9Qv0hkatEjkNkfis28FsPVYNi0UQOU1X1lI6dXAoVFyxT0QiYwF0YdYC2J8LQIgAAGP7B8FXo0ZtowE55efFjmNjsQjY2rlHIc/+JSJnwALowmwFMMRb5CREzsFdrcTNg0IAwFa4nEFO+XnUNhrgq1FjXP8gseMQEbEAujJuAUN0MesCiy1HqyAIzjENbN2aZvKgELir+c8uEYmP/xK5sGJuAUN0kRsTg6FRK1FW34L8ykax40AQBNv2L7dw+peInAQLoIvStRpR22gAAPRnASSy8XJX48YBwQAu7LsnpmNn9Sivb4WHmxITO3MREYmNBdBFWTeADvXTwM/DTeQ0RM7FOtK21QlOBbGe/XvjgGB4uatFTkNE1IEF0EXxDGCiS5s8MBRqpQKF1Y041fnLklis1/9x+peInAkLoIuyFsCEEF+RkxA5H62XG9L6BwIQdxq4uKYJRTVNcFMpcPPAUNFyEBH9Egugi7qwBQxHAIm6Yx1x2yLiNLB1+nds/yBoPXmpBhE5DxZAF1VU07G6MYEFkKhb6YPDoFAAP53RoaKhVZQMnP4lImfFAuiCWtpNOHO+4wONBZCoe8G+GozqPHNXjFHAM+dbkFehg0LRcfwbEZEzYQF0QadqmyEIQIC3OwJ9NGLHIXJa1k2hxVgNbD2JZFRMAIL495SInIykCuD777+P2NhYeHh4ICUlBXv27LnkY3ft2gWFQnHRraCgwIGJrw1PACHqGevU68HSetQ0tjn0ta2l01pCiYiciWQK4BdffIEFCxbg+eefR05ODiZMmIDp06ejrKzsss8rLCxEZWWl7ZaQkOCgxNfOev1ffCgLINHlRPh7YlhfLQQB2ObAs4FrGw04WFoPgNf/EZFzkkwB/Pvf/45HH30Ujz32GAYNGoRly5YhKioKK1asuOzzQkJCEBYWZrupVCoHJb52RdXWLWBYAImu5JbkcAAXVuQ6wtZjVRAEYFhfLSL8PR32ukREPSWJAtje3o5Dhw4hPT29y/3p6enYt2/fZZ87YsQIhIeHY/Lkydi5c+dlH2swGKDX67vcxGA9A5h7ABJdmXUEbv/Jc2hoaXfIa15Y/RvukNcjIrpakiiAdXV1MJvNCA3tutIuNDQUVVXd/9YfHh6OVatWISMjA+vXr0diYiImT56M3bt3X/J1li5dCq1Wa7tFRUXZ9X30hMFkRum5FgA8BYSoJ2KDvDEwzBcmi4DM470/DXy+uR37T50DAEzn9C8ROSlJHUypUCi6fC0IwkX3WSUmJiIxMdH2dVpaGsrLy/H2229j4sSJ3T5nyZIlWLhwoe1rvV7v8BJ4uq4FZosAX40aoX5cWUjUE7ckh6GgqhFbj1XhrtTe/TubebwaZouAQeF+iAny7tXXIiK6VpIYAQwKCoJKpbpotK+mpuaiUcHLGTNmDIqKii75fY1GAz8/vy43R/v5ApBLlVsi6mp651Ts7qI6NBlMvfpa3x6t7HxNjv4RkfOSRAF0d3dHSkoKMjMzu9yfmZmJsWPH9vjn5OTkIDzcua/ZuXAGMKd/iXpqQKgPYoO80W6yYGdBTa+9jr7NiO+L6wCwABKRc5PMFPDChQvx4IMPIjU1FWlpaVi1ahXKysowb948AB3TtxUVFVi7di0AYNmyZYiJiUFSUhLa29uxbt06ZGRkICMjQ8y3cUVF1j0AWQCJekyhUOCW5DCs2HUS3x6txKxhEb3yOt/l18BoFhAf4oOEUC7SIiLnJZkCePfdd+PcuXN4+eWXUVlZieTkZGzevBn9+vUDAFRWVnbZE7C9vR2LFi1CRUUFPD09kZSUhE2bNmHGjBlivYUeKa7mCmCiazG9swDuLKhFa7sZnu723/Jpcx6nf4nINSgEQRDEDuGq9Ho9tFotdDqdQ64HNJktGPTCFhjNAvY8exOiArx6/TWJpEIQBEx4cyfOnG/FivtHYvoQ+17u0WwwYeQrmTCYLNj01HgkRWjt+vOJyH4c/fntjCRxDaBclNW3wGgW4OmmQiQ3lyW6KgqFAjM6S9/mXjgbeFdhLQwmC6IDvDA4XJ4fKETkOlgAXYj1+r/+Id5QKrkCmOhqWQvgjvxqtBnNdv3ZttW/Q8K4Qp+InB4LoAu5sAKY1/8RXYthfbWI0Hqgpd2MrBO1dvu5bUYzvutcXTydp38QkQtgAXQhxVwBTHRdFAqF7dq/bzsXbNjD7hO1aGk3I0LrgWF9ee0fETk/FkAXYt0EmnsAEl076zTw9vwau00D//zsX07/EpErYAF0ERaLwBFAIjsYEeWPMD8PNBlM+L6o7rp/XpvRjG2dZwzPGMLtX4jINbAAuoiKhla0GS1wVykRze1fiK6ZUtmxKTQAbD56/dPAWSdq0WQwIVzrgZHRfa775xEROQILoIuwjv7FBXtDreJ/NqLrMXNoxzRw5vFqGEzXNw38zU8dJXLmkHCuzicil8Em4SKs1/9x+pfo+qVE90GIrwaNbSbsKz53zT+ntd2MHfkd07+39tLxckREvYEF0EUUVfP6PyJ7USoVtuPaNl/HauCdhTVoaTejbx9Prv4lIpfCAugiimu5ByCRPVm3g9l2vBpGs+WafsY3P50F0DGlzNW/RORKWABdgNFswYmqzi1gQjkCSGQPo2ICEOSjga7ViD1FV78pdLPBZNv8edZQTv8SkWthAXQBR8ob0NxuRh8vN/QPZgEksgeVUoFbOxeDfJlz9qqfvz2/Gm1GC2ICvZAUwbN/ici1sAC6gD2de5WNjQ+CiqsMiezmjpGRAIBtx6rQ2Ga8qufaVv9y+peIXBALoAuwTk9NTAgSOQmRtAyJ1CIu2BsGk8V2mkdPNLYZkVXY8ffyVk7/EpELYgF0crpWI46c0QEAxicEi5yGSFoUCgXuGNExCrght6LHz8s8Xo12swX9g70xMIwLs4jI9bAAOrn9J8/BbBEQF+yNSH9PseMQSc7twzsK4L6T51Cpa+3Rc6zTv7cOjeD0LxG5JBZAJ3dh+pejf0S9ISrAC6NjAiAIwMbcKy8G0bVcWDVsXURCRORqWACd3PfFHQtAxsfz+j+i3jK7cxr4y5wrTwN/kV0Go1nAwDBfJIRy+peIXBMLoBMrO9eC0nMtUCsVGNM/UOw4RJI1c0g43FVKFFQ1Ir9Sf8nHGc0WfLT3NABg7rhYB6UjIrI/FkAntqe4Y5ppZHQf+GjUIqchki6tlxtuHhgCANhwmVHAb49W4ayuDUE+7rhtOFf/EpHrYgF0YntOdEz/TuD2L0S97lcjL6wGNluEi74vCAL+vecUAODBMTHwcFM5NB8RkT2xADopk9mCvSc7r/9jASTqdZMSg6H1dEO13oAfTp276PsHT5/HT2d0cFcr8cCYaBESEhHZDwugk/qpQofGNhP8PNQY2tdf7DhEkqdRq2yrev+95xRMZkuX71tH/+4cGYlAH43D8xER2RMLoJOyTv+OT+Dxb0SOcu/oaKiUCuwsrMWTn+Wg3dRRAk/XNSMzvxoAF38QkTSwADqp7zsXgIyP5/5/RI6SHKnFivtHwl2lxLdHq/C7T7LRZjTjw70lEISOaWJu/UJEUsAC6IQa24w4XNYAgAtAiBwtPSkMqx9OhYebErsKazFnzQH8J/sMAOCx8XEipyMisg8WQCdkPf4tJtALUQFeYschkp0JCcFYO/cG+GjUOFBSj1ajGQPDfDEunvtxEpE0sAA6IevpHxN4/BuRaEbHBuDT394Afy83AMBjE+J47i8RSQZ3F3ZCj42PQ3yID5IjtWJHIZK1oX398fUT45Fb3sBzf4lIUhSCIFy84yn1iF6vh1arhU6ng5+fn9hxiIiIqAf4+c0pYCIiIiLZYQEkIiIikhkWQCIiIiKZkVQBfP/99xEbGwsPDw+kpKRgz549l318VlYWUlJS4OHhgbi4OKxcudJBSYmIiIjEI5kC+MUXX2DBggV4/vnnkZOTgwkTJmD69OkoKyvr9vElJSWYMWMGJkyYgJycHDz33HN46qmnkJGR4eDkRERERI4lmVXAN9xwA0aOHIkVK1bY7hs0aBBmz56NpUuXXvT4xYsXY+PGjcjPz7fdN2/ePBw5cgT79+/v0WtyFREREZHr4ee3REYA29vbcejQIaSnp3e5Pz09Hfv27ev2Ofv377/o8dOmTUN2djaMRmO3zzEYDNDr9V1uRERERK5GEgWwrq4OZrMZoaGhXe4PDQ1FVVVVt8+pqqrq9vEmkwl1dXXdPmfp0qXQarW2W1RUlH3eABEREZEDSaIAWv3ymCZBEC57dFN3j+/ufqslS5ZAp9PZbuXl5deZmIiIiMjxJHEUXFBQEFQq1UWjfTU1NReN8lmFhYV1+3i1Wo3AwO4PfNdoNNBoNPYJTURERCQSSYwAuru7IyUlBZmZmV3uz8zMxNixY7t9Tlpa2kWP37ZtG1JTU+Hm5tZrWYmIiIjEJokCCAALFy7Ev//9b6xZswb5+fl45plnUFZWhnnz5gHomL6dM2eO7fHz5s1DaWkpFi5ciPz8fKxZswarV6/GokWLxHoLRERERA4hiSlgALj77rtx7tw5vPzyy6isrERycjI2b96Mfv36AQAqKyu77AkYGxuLzZs345lnnsF7772HiIgILF++HHfeeadYb4GIiIjIISSzD6AYdDod/P39UV5eLtt9hIiIiFyNXq9HVFQUGhoaoNVqxY4jCsmMAIqhsbERALgdDBERkQtqbGyUbQHkCOB1sFgsOHv2LHx9fS+73cy1sP52ItXRRb4/1yf198j35/qk/h75/q6dIAhobGxEREQElErJLIe4KhwBvA5KpRJ9+/bt1dfw8/OT5F9sK74/1yf198j35/qk/h75/q6NXEf+rORZe4mIiIhkjAWQiIiISGZYAJ2URqPBiy++KNmTR/j+XJ/U3yPfn+uT+nvk+6PrwUUgRERERDLDEUAiIiIimWEBJCIiIpIZFkAiIiIimWEBJCIiIpIZFkAntnTpUigUCixYsEDsKHbz0ksvQaFQdLmFhYWJHcuuKioq8MADDyAwMBBeXl4YPnw4Dh06JHYsu4iJibnov59CocD8+fPFjmY3JpMJf/nLXxAbGwtPT0/ExcXh5ZdfhsViETua3TQ2NmLBggXo168fPD09MXbsWBw8eFDsWNdk9+7dmDVrFiIiIqBQKLBhw4Yu3xcEAS+99BIiIiLg6emJSZMm4dixY+KEvUZXeo/r16/HtGnTEBQUBIVCgdzcXFFyXqvLvT+j0YjFixdjyJAh8Pb2RkREBObMmYOzZ8+KF1giWACd1MGDB7Fq1SoMHTpU7Ch2l5SUhMrKStstLy9P7Eh2c/78eYwbNw5ubm749ttvcfz4cfztb3+Dv7+/2NHs4uDBg13+22VmZgIA7rrrLpGT2c//+3//DytXrsS7776L/Px8vPnmm3jrrbfwzjvviB3Nbh577DFkZmbik08+QV5eHtLT0zFlyhRUVFSIHe2qNTc3Y9iwYXj33Xe7/f6bb76Jv//973j33Xdx8OBBhIWFYerUqbaz3F3Bld5jc3Mzxo0bhzfeeMPByezjcu+vpaUFhw8fxv/8z//g8OHDWL9+PU6cOIHbbrtNhKQSI5DTaWxsFBISEoTMzEzhxhtvFJ5++mmxI9nNiy++KAwbNkzsGL1m8eLFwvjx48WO4TBPP/200L9/f8FisYgdxW5mzpwpzJ07t8t9d9xxh/DAAw+IlMi+WlpaBJVKJXzzzTdd7h82bJjw/PPPi5TKPgAIX375pe1ri8UihIWFCW+88Ybtvra2NkGr1QorV64UIeH1++V7/LmSkhIBgJCTk+PQTPZ0ufdndeDAAQGAUFpa6phQEsURQCc0f/58zJw5E1OmTBE7Sq8oKipCREQEYmNjcc899+DUqVNiR7KbjRs3IjU1FXfddRdCQkIwYsQI/Otf/xI7Vq9ob2/HunXrMHfuXCgUCrHj2M348eOxY8cOnDhxAgBw5MgRfP/995gxY4bIyezDZDLBbDbDw8Ojy/2enp74/vvvRUrVO0pKSlBVVYX09HTbfRqNBjfeeCP27dsnYjK6HjqdDgqFQjIzK2JRix2Auvr8889x+PBhl70e50puuOEGrF27FgMGDEB1dTVeffVVjB07FseOHUNgYKDY8a7bqVOnsGLFCixcuBDPPfccDhw4gKeeegoajQZz5swRO55dbdiwAQ0NDXj44YfFjmJXixcvhk6nw8CBA6FSqWA2m/Haa6/h3nvvFTuaXfj6+iItLQ2vvPIKBg0ahNDQUHz22Wf48ccfkZCQIHY8u6qqqgIAhIaGdrk/NDQUpaWlYkSi69TW1oY///nPuO++++Dn5yd2HJfGAuhEysvL8fTTT2Pbtm0X/XYuFdOnT7f97yFDhiAtLQ39+/fHxx9/jIULF4qYzD4sFgtSU1Px+uuvAwBGjBiBY8eOYcWKFZIrgKtXr8b06dMREREhdhS7+uKLL7Bu3Tp8+umnSEpKQm5uLhYsWICIiAg89NBDYsezi08++QRz585FZGQkVCoVRo4cifvuuw+HDx8WO1qv+OUItSAIkhq1lguj0Yh77rkHFosF77//vthxXB6ngJ3IoUOHUFNTg5SUFKjVaqjVamRlZWH58uVQq9Uwm81iR7Q7b29vDBkyBEVFRWJHsYvw8HAMHjy4y32DBg1CWVmZSIl6R2lpKbZv347HHntM7Ch296c//Ql//vOfcc8992DIkCF48MEH8cwzz2Dp0qViR7Ob/v37IysrC01NTSgvL8eBAwdgNBoRGxsrdjS7su4wYB0JtKqpqbloVJCcm9FoxG9+8xuUlJQgMzOTo392wALoRCZPnoy8vDzk5ubabqmpqbj//vuRm5sLlUoldkS7MxgMyM/PR3h4uNhR7GLcuHEoLCzsct+JEyfQr18/kRL1jg8//BAhISGYOXOm2FHsrqWlBUpl138aVSqVpLaBsfL29kZ4eDjOnz+PrVu34vbbbxc7kl3FxsYiLCzMtlod6Lh2NSsrC2PHjhUxGV0Na/krKirC9u3bJXG5kDPgFLAT8fX1RXJycpf7vL29ERgYeNH9rmrRokWYNWsWoqOjUVNTg1dffRV6vV4yU2vPPPMMxo4di9dffx2/+c1vcODAAaxatQqrVq0SO5rdWCwWfPjhh3jooYegVkvvn5BZs2bhtddeQ3R0NJKSkpCTk4O///3vmDt3rtjR7Gbr1q0QBAGJiYkoLi7Gn/70JyQmJuKRRx4RO9pVa2pqQnFxse3rkpIS5ObmIiAgANHR0ViwYAFef/11JCQkICEhAa+//jq8vLxw3333iZj66lzpPdbX16OsrMy2N571l9CwsDCX2Gf1cu8vIiICv/71r3H48GF88803MJvNthHdgIAAuLu7ixXb9Ym9DJkuT2rbwNx9991CeHi44ObmJkRERAh33HGHcOzYMbFj2dXXX38tJCcnCxqNRhg4cKCwatUqsSPZ1datWwUAQmFhodhReoVerxeefvppITo6WvDw8BDi4uKE559/XjAYDGJHs5svvvhCiIuLE9zd3YWwsDBh/vz5QkNDg9ixrsnOnTsFABfdHnroIUEQOraCefHFF4WwsDBBo9EIEydOFPLy8sQNfZWu9B4//PDDbr//4osvipq7py73/qxb23R327lzp9jRXZpCEATBQV2TiIiIiJwArwEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikhkWQCIiIiKZYQEkIiIikpn/D/ONCVg1mMLMAAAAAElFTkSuQmCC", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -424,20 +501,36 @@ "source": [ "intervals = np.linspace(4, 12, 100)\n", "error = np.array([np.sqrt((((indices + ivl/2) % ivl - ivl/2)**2).mean()) for ivl in intervals])\n", - "plt.plot(intervals, error)" + "fig, ax = plt.subplots()\n", + "ax.plot(intervals, error)" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 21, "id": "73f1bfdb-8da5-4d6f-b4db-99d8fa5933c5", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "f50eea7839c7441fb07e783bf0eb6a0b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -445,19 +538,22 @@ } ], "source": [ - "plt.plot([\n", - " 41237, 21231, 19384, 19308, 21035, 25576, 30490, 34826, 37934, 39826, 40879, 41215, 40525, 38355, 34899, 30317, 25014, 21446, 19566, \n", - " 19356, 20805, 25161, 30083, 34564, 37714, 39739, 40809, 41200, 40648, 38562, 35171, 30695, 25392, 21630, 19693, 19396, 20627, 24785, 29695, \n", - " 34262, 37531, 39627, 40727, 41187, 40677, 38808, 35468, 31116, 25798, 21834, 19802, 19389, 20435, 24393, 29317, 33970, 37289, 39535, 40664, \n", - " 41208, 41195, 41217, 41217, 41198, 41238, 41247, 41252, 41219, 40802, 39159, 35898, 31646, 26387, 22171, 19881, 19278, 20136, 23802, 28781, \n", - " 33450, 37018, 39346, 40524, 41207, 40863, 39332, 36193, 32064, 26847, 22402, 20057, 19385, 20006, 23423, 28416, 33173, 36735, 39178, 40447, \n", - " 41183, 40922, 39535, 36438, 32432, 27240, 22658, 20174, 19437, 19954, 23057, 28037, 32772, 36527, 39028, 40374, 41157, 40968, 39727, 36742, \n", - " 32799, 27663, 22920, 20361, 19461, 19844, 22703, 27642, 32431, 36231, 38868, 40292, 41123, 41008, 39878, 37009, 33195, 28092, 23229, 20464, \n", - " 19489, 19292, 19207, 19146, 19084, 19053, 19032, 18995, 18981, 19479, 22135, 27037, 31896, 35941, 38578, 40157, 41147, 41098, 40128, 37396, \n", - " 33664, 28718, 23678, 20692, 19247, 19492, 21836, 26656, 31532, 35656, 38448, 40088, 41055, 41130, 40229, 37646, 34022, 29162, 23994, 20865, \n", - " 19430, 19461, 21547, 26271, 31156, 35391, 38299, 40003, 41009, 41215, 41218, 41220, 41218])\n", - "a = [24743, 56000, 89082, 120000, 153402, 184000, 217701, 280000, 314154, 344000, 378769, 408000, 443070, 472000, 507403, 540000, 603826, \n", - " 636000, 668124, 700000, 732407, 100, 108, 116][:21]\n", + "fig, ax = plt.subplots()\n", + "ax.plot([\n", + " 19145, 28853, 33523, 36950, 39377, 40548, 41127, 40778, 39370, 36195, 32127, 26914, 22551, 20253, 19584, 20183, 23572, 28477, 33224, \n", + " 36791, 39192, 40377, 41142, 41145, 41155, 41151, 41164, 41206, 41179, 41189, 41225, 40860, 39625, 36540, 32613, 27527, 22896, 20371, 19441, \n", + " 19961, 23036, 27958, 32617, 36497, 38928, 40279, 41193, 40894, 39777, 36802, 32963, 27845, 23121, 20481, 19570, 19945, 22708, 27568, 32369, \n", + " 36219, 38918, 40251, 41059, 40960, 39898, 37092, 33284, 28441, 23447, 20680, 19654, 19855, 22361, 27237, 32040, 35971, 38608, 40137, 40995, \n", + " 40939, 40074, 37291, 33583, 28669, 23794, 20806, 19671, 19824, 22037, 26862, 31623, 35628, 38479, 40114, 40992, 41050, 40206, 37592, 33751, \n", + " 29113, 24019, 21069, 19733, 19516, 19490, 19293, 19309, 19270, 19181, 19237, 19307, 19462, 21556, 26365, 31132, 35368, 38244, 39985, 40991, \n", + " 41150, 40348, 37885, 34337, 29618, 24477, 21256, 19476, 19504, 21336, 25938, 30799, 35143, 38069, 39908, 40704, 41238, 40381, 38131, 34636, \n", + " 30092, 24887, 21360, 19806, 19569, 21208, 25570, 30476, 34763, 37867, 39787, 40869, 41178, 41109, 41071, 41235, 41240, 41253, 41267, 41087, \n", + " 41136, 40547, 38476, 35027, 30548, 25312, 21634, 19764, 19388, 19298, 19381, 19188, 19159, 19185, 19237, 19107, 19167, 19148, 19162, 19132, \n", + " 19060, 19058, 19108, 19109, 19086, 19079, 19070, 19059, 19054, 18999, 18960, 19030, 19167])\n", + "ax.axhline(19611, color='red')\n", + "ax.axhline(41034, color='red')\n", + "a = [5258, 40000, 69554, 136000, 166029, 200000, 230294, 264000, 294569, 328000, 359157, 392000, 455516, 488000, 519810, 552000, 584135, \n", + " 648000, 716000, 839537133, -4784102, 541178376, -5281376, 134662379][:18]\n", "a = np.array(a)\n", "for i in a:\n", " plt.axvline(i/(32*125), color='orange')\n", @@ -467,25 +563,40 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 22, "id": "5d16c10a-e7a9-4bdc-a58d-d89426eaf3cf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.00718984375" + "1.003361213235294" ] }, - "execution_count": 63, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "application/vnd.jupyter.widget-view+json": { + "model_id": "c9373e97d505493da28fab7f4ba56c8d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], "text/plain": [ - "
" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -493,17 +604,66 @@ } ], "source": [ - "plt.plot(ds)\n", - "ds.mean() / 125 / 16 / 16" + "fig, ax = plt.subplots()\n", + "ax.plot(ds)\n", + "ds.mean() / 125 / 16 / 32 * 2" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "fbf9f80d-4c73-46d7-8a85-b36dccec4a7d", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f5b8e2363da44e2bb4f32a9b53136ba8", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot([40584, 38872, 34697, 30136, 25532, 18781, 18782, 18782, 18790, 18790, 18791, 18792, 37552, 39772, 40843, 40859, 40855, 40869, 18862, \n", + " 18873, 18892, 18911, 18926, 40789, 39685, 35891, 31468, 26707, 22816, 20659, 19221, 19052, 19005, 18960, 18928, 18902, 18877, 18852, 18839, \n", + " 18818, 18816, 18806, 18793, 18799, 18798, 18793, 18791, 19047, 20700, 24534, 28564, 33020, 36892, 39464, 40682, 40894, 39868, 36454, 31982, \n", + " 27287, 23257, 20890, 19082, 19099, 20595, 24283, 28251, 32690, 36661, 39444, 40616, 40890, 40877, 40874, 40883, 40883, 40871, 40880, 40878, \n", + " 40869, 40878, 40878, 40870, 40879, 40867, 40870, 40868, 40855, 40165, 37103, 32751, 28052, 23829, 21183, 19271, 19060, 19017, 18960, 18933, \n", + " 18896, 18879, 18862, 18839, 18899, 20105, 23570, 27566, 32004, 36069, 39162, 40402, 40968, 40899, 40902, 40895, 40885, 40896, 40887, 40885, \n", + " 40873, 40272, 37650, 33305, 28668, 24291, 21396, 19350, 19035, 18993, 18940, 18908, 18869, 18858, 18843, 18843, 18814, 18809, 18804, 18802, \n", + " 18798, 18797, 18784, 18779, 18785, 19719, 22851, 26739, 31264, 35375, 38779, 40209, 41000, 40895, 40892, 40888, 40891, 40887, 40890, 40886, \n", + " 40881, 40432, 38354, 34057, 29523, 24959, 21702, 19648, 19029, 19693, 22542, 26498, 30827, 35009, 38547, 40086, 40900, 40507, 38622, 34373, \n", + " 29790, 25246, 21893, 19820, 19153, 19691, 22296, 26180, 30467, 34756, 38395, 40030, 40854])" + ] } ], "metadata": { diff --git a/center_fw/src/main.c b/center_fw/src/main.c index 0983333..4df1db5 100644 --- a/center_fw/src/main.c +++ b/center_fw/src/main.c @@ -17,8 +17,9 @@ #include "global.h" -uint16_t adc_data[192]; -bool sync_running = false; +uint16_t adc_data[192*2]; + +const int nominal_period = 125*16*32/2; static void quicksort(uint16_t *head, uint16_t *tail); @@ -51,8 +52,9 @@ int main(void) { RCC->APBENR2 |= RCC_APBENR2_TIM1EN | RCC_APBENR2_ADCEN; RCC->IOPENR |= RCC_IOPENR_GPIOAEN | RCC_IOPENR_GPIOBEN | RCC_IOPENR_GPIOCEN; - TIM1->PSC = 1; - TIM1->ARR = 32767; + /* + TIM1->PSC = 0; + TIM1->ARR = nominal_period; TIM1->DIER = TIM_DIER_UIE | TIM_DIER_CC1IE; TIM1->CR1 = TIM_CR1_ARPE | TIM_CR1_CEN; TIM1->CCR1 = 3000; @@ -60,16 +62,21 @@ int main(void) { NVIC_SetPriority(TIM1_BRK_UP_TRG_COM_IRQn, 0); NVIC_EnableIRQ(TIM1_CC_IRQn); NVIC_SetPriority(TIM1_CC_IRQn, 0); + */ + TIM3->CR1 = TIM_CR1_ARPE; TIM3->CR2 = (2<PSC = 0; /* We sample 32 times per 1 kHz AC cycle, and use 32 times oversampling. */ - TIM3->ARR = 124; /* Output 64 MHz / 125 = 512 kHz signal */ - TIM3->CR1 = TIM_CR1_CEN; + TIM3->ARR = 125*32; /* Output 64 MHz / 125 = 512 kHz signal */ + TIM3->CR1 |= TIM_CR1_CEN; DMAMUX1[0].CCR = 5; /* ADC */ DMA1_Channel1->CPAR = (uint32_t)&ADC1->DR; DMA1_Channel1->CMAR = (uint32_t)(void *)adc_data; + DMA1_Channel1->CNDTR = COUNT_OF(adc_data); + DMA1_Channel1->CCR = (1<CCR |= DMA_CCR_EN; NVIC_EnableIRQ(DMA1_Channel1_IRQn); NVIC_SetPriority(DMA1_Channel1_IRQn, 64); @@ -82,7 +89,7 @@ int main(void) { /* wait. */ } ADC1->CFGR1 = (1<CFGR2 = (1<CFGR2 = (1<CHSELR = (1<<4); /* Enable input 4 -> PA4 (Vdiff)*/ while (!(ADC1->ISR & ADC_ISR_CCRDY)) { /* wait. */ @@ -105,30 +112,23 @@ int main(void) { } } +/* void TIM1_BRK_UP_TRG_COM_IRQHandler(void) { TIM1->SR &= ~TIM_SR_UIF; - GPIOB->BSRR = (1<<7); - if (!sync_running) { - while(DMA1_Channel1->CCR != 0) { - DMA1_Channel1->CCR = 0; - } - DMA1_Channel1->CCR = (1<CNDTR = COUNT_OF(adc_data); - DMA1_Channel1->CCR |= DMA_CCR_EN; - sync_running = true; - } } void TIM1_CC_IRQHandler(void) { TIM1->SR &= ~TIM_SR_CC1IF; - GPIOB->BRR = (1<<7); } +*/ void DMA1_Channel1_IRQHandler(void) { static int32_t bottom = -1; static int32_t top = -1; - - DMA1->IFCR = DMA_IFCR_CTCIF1; + DMA1->IFCR = DMA_IFCR_CGIF1; + int phase_correction = 0; + GPIOB->BSRR = (1<<7); + uint16_t *data = DMA1->ISR & DMA_ISR_HTIF1 ? &adc_data[0] : &adc_data[192]; if (bottom >= 0) { uint32_t amplitude = top - bottom; @@ -137,16 +137,15 @@ void DMA1_Channel1_IRQHandler(void) { const uint32_t lower_thr = bottom + amplitude / 4; const uint32_t upper_thr = top - amplitude / 4; const uint32_t adc_clockdiv = 125 * 32; - //const uint32_t adc_clockdiv = 1; /* FIXME DEBUG */ - size_t num_edges = 0; - ssize_t edge_indices[24]; + int num_edges = 0; + int edge_indices[24]; int state = 0; ssize_t run_start = -1; int last_v = -1; - for (ssize_t i=0; i lower_thr) { @@ -162,7 +161,7 @@ void DMA1_Channel1_IRQHandler(void) { state = 0; } else if (a < upper_thr && b > upper_thr) { /* run from run_start (incl.) to i (incl.) */ - uint32_t v0 = adc_data[run_start]; + uint32_t v0 = data[run_start]; int d = a - v0; int c = i - run_start; size_t intercept = run_start * adc_clockdiv + (middle - v0) * adc_clockdiv * c / d; @@ -177,8 +176,7 @@ void DMA1_Channel1_IRQHandler(void) { if (b > a) { state = 0; } else if (a > lower_thr && b < lower_thr) { - /* run from run_start (incl.) to i (incl.) */ - uint32_t v0 = adc_data[run_start]; + uint32_t v0 = data[run_start]; int d = a - v0; int c = i - run_start; size_t intercept = run_start * adc_clockdiv + (middle - v0) * adc_clockdiv * c / d; @@ -191,21 +189,64 @@ void DMA1_Channel1_IRQHandler(void) { } } - asm volatile ("bkpt"); + if (num_edges > 1) { + const int approx_cycle = 32*16*125/2; + int delta_avg = 0; + for (size_t i=0; i approx_cycle/2 * 50) { + asm volatile ("bkpt"); + } + while (delta > approx_cycle/2) { + delta -= approx_cycle; + } + delta_avg += delta; + } + delta_avg /= num_edges-1; + + int cycle = approx_cycle + delta_avg; + int offset = 0; + int phase_avg = 0; + for (size_t i=0; i cycle/2) { + remainder -= cycle; + offset += cycle; + } + phase_avg += remainder; + } + phase_avg /= num_edges; + phase_correction = phase_avg >= 0 ? cycle/2 - phase_avg : cycle/2 + phase_avg; + phase_correction /= 125 * 4; + + const int deadzone = 3; + const int max_correction = 40; + if (phase_correction < -deadzone || phase_correction > deadzone) { + if (phase_correction < -max_correction) { + phase_correction = -max_correction; + } else if (phase_correction > max_correction) { + phase_correction = max_correction; + } + } + } } const int discard = 5; const int keep = 32; - quicksort(adc_data, &adc_data[COUNT_OF(adc_data)-1]); + bottom = 0; + top = 0; + quicksort(data, &data[192-1]); for (size_t i=0; iARR = 125*32 + phase_correction; + GPIOB->BRR = (1<<7); } void delay_us(int duration_us) { -- cgit