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November 8, 2022 16:53
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "44b0e3e7-4369-4201-8757-a0dc3323b5c8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import lightkurve as lk\n", | |
"import numpy as np\n", | |
"from fbpca import pca\n", | |
"import matplotlib.pyplot as plt\n", | |
"import astropy.units as u" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "266c93e7-bd01-4f06-bee4-a415508c6b13", | |
"metadata": {}, | |
"source": [ | |
"We are asking the question:\n", | |
"\n", | |
"**If I have detected a periodic signal in a faint TESS target at hour/day time scales, how can I be sure to trust that signal?**\n", | |
"\n", | |
"This is an interesting question, there are significant periodic systematics in TESS, and working close to the noise limit can mean we might not trust periodicities we find. \n", | |
"\n", | |
"One helpful approach is to search for similarly bright neighbouring data, and see if the signal is detected only in our target aperture. We can do that fairly easily. First we'll get the data:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "8bd13d17-85e7-4c1d-b4bc-4c62cd4b1fbc", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Download the Pipeline Processed TPF, we'll use this for the aperture\n", | |
"ptpf = lk.search_targetpixelfile('13.2966908368800 +67.5006614752700', sector=52, exptime=120).download()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "28352cdf-4b34-426e-84f0-48d36b38ec6a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:title={'center':'Target ID: 351685700, Cadence: 1073650'}, xlabel='Pixel Column Number', ylabel='Pixel Row Number'>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ptpf.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "9e0dab40-1266-413e-b273-c88b5cf69454", | |
"metadata": {}, | |
"source": [ | |
"The TPF data is limited to a few pixels around the target. To test neighboring stars, we can download a cut out of the FFI data. The FFI data will not be at the same cadence, but will include all the neighbors." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "2397b93f-e02a-4057-8218-d83a11a8d796", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tpf = lk.search_tesscut('IRAS 00500+6713', sector=52).download(cutout_size=(50, 51))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "c57d0328-8396-45bf-a722-ee213ca416b2", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:title={'center':'Target ID: IRAS 00500+6713, Cadence: 0'}, xlabel='Pixel Column Number', ylabel='Pixel Row Number'>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tpf.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "bce237ae-6c00-4c2a-a1c4-6f5b1b839baf", | |
"metadata": {}, | |
"source": [ | |
"Below I get the pipeline aperture from the pipeline processed TPF. We'll assume this is a good aperture to capture the target." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "43ab56b1-08d0-4d11-a9a2-8c00672dee6a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Copy the aperture from the pipeline\n", | |
"R, C = np.mgrid[:ptpf.shape[1], :ptpf.shape[2]]\n", | |
"C += ptpf.column\n", | |
"R += ptpf.row\n", | |
"l = np.vstack([R[ptpf.pipeline_mask], C[ptpf.pipeline_mask]]).T\n", | |
"R, C = np.mgrid[:tpf.shape[1], :tpf.shape[2]]\n", | |
"C += tpf.column\n", | |
"R += tpf.row\n", | |
"aper = np.any([(C == l1[1]) & (R == l1[0]) for l1 in l], axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "13831bf8-89d8-4c62-ad70-388d2fbcc2ee", | |
"metadata": {}, | |
"source": [ | |
"Below, I find the apertures that\n", | |
"\n", | |
"1. are the same shape as the target aperture\n", | |
"2. have no overlap with the target, and \n", | |
"3. have no overlap with each other.\n", | |
"\n", | |
"These apertures will be our test apertures. We're going to run our aperture over the data and find time-series that have similar brightness to our test target. If we see our periodicity only in our target, we might be inclined to believe the periodicity." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "f44e8f43-664b-40dc-ad2c-b0aaf0357d6e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"d1 = np.asarray([(np.arange(tpf.shape[1]) + idx) % tpf.shape[1] for idx in range(tpf.shape[1])])\n", | |
"d2 = np.asarray([(np.arange(tpf.shape[2]) + idx) % tpf.shape[2] for idx in range(tpf.shape[2])])\n", | |
"apers = np.asarray([aper[:, d2[jdx]][d1[idx]] for idx in range(tpf.shape[1]) for jdx in range(tpf.shape[2])])\n", | |
"unq_apers = [apers[0]]\n", | |
"for a in apers[1:]:\n", | |
" if np.any(unq_apers, axis=0)[a].any():\n", | |
" continue\n", | |
" unq_apers.append(a)\n", | |
"unq_apers = np.asarray(unq_apers[1:])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1dda57c0-bf46-42b7-9f0f-97f0f3364a92", | |
"metadata": {}, | |
"source": [ | |
"Here is our target aperture:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "c671fb5c-26b3-47d4-a0c0-c911202656ac", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x2a72c6820>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(aper)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "dd293577-61e5-46a3-9dc8-31258ed41ede", | |
"metadata": {}, | |
"source": [ | |
"And here is a random subset of our test apertures." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "7c61b7c4-ef0a-45b8-ac5f-d28fabf12b5d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1000x200 with 5 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(1, 5, figsize=(10, 2), sharex=True, sharey=True)\n", | |
"for idx, jdx in enumerate(np.random.choice(len(unq_apers), size=5)):\n", | |
" ax[idx].imshow(unq_apers[jdx])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "78d03045-5f99-43de-b789-3d809e866b94", | |
"metadata": {}, | |
"source": [ | |
"*(Note: In this case, because our target is faint, there's lots of places to put down an aperture and get a reasonably similar flux as the main target. If this is not the case, try downloading a bigger TESS FFI cut out)*" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3cc448e6-3391-4f11-87ea-77702658c183", | |
"metadata": {}, | |
"source": [ | |
"We need to get rid of the scattered light in this TESS TPF. For now, let's just median subtract the background from every frame." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "c406babf-7a1b-4644-8b58-49a201d85089", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"median_image = np.median(tpf.flux.value, axis=0) \n", | |
"bkg_aper = median_image < np.percentile(median_image, 30)\n", | |
"bkg_model = np.median(tpf.flux[:, bkg_aper], axis=1)\n", | |
"bkg_model -= np.percentile(bkg_model, 1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "7e573ed1-3561-4b91-98fa-f3050772e9c7", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"resids = (tpf.flux - bkg_model[:, None, None]).value" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b842b3e0-9798-4caf-88d0-ede64dcacb57", | |
"metadata": {}, | |
"source": [ | |
"Now we can make a lightcurve for our target light curve using the aperture we created" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "672d34af-6251-4526-a8fc-fd5a9eec0063", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"target_lc = lk.LightCurve(time=tpf.time.value,\n", | |
" flux=resids[:, aper].sum(axis=1),\n", | |
" flux_err=(tpf.flux_err.value[:, aper]**2).sum(axis=1)**0.5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "4b20362d-24e1-4afd-81d5-ed3c63f96b8d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='Time [JD]', ylabel='Flux'>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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W6NFvo2vz5s346KOPDNrpBpi6SkqL0d03ZswY2e1y51SpVPj7779lU1wEeXl5qFKlisH2NWvWQKFQoGHDhujatatkX1pamuy5fvrpJ6PXsYSpRZ+M6dy5M37++WcAxT+Prl27Ytq0aZK/h+Qm2ru5uSExMVF2fpApCoUCoaGhuHHjBqtvERGVM46820BcXBwWL14s+Y+BO9nD7NmzkZ2dLQZxq1evNihJaMpff/2FLVu24N69e+jevbvRdroBtKVVSH799Vez2gkVc/QJn0N4iLhz5w5+/PFHSbAq7Pv333+xefNmcXvLli0BAKNHj5YEzVWqVDEYERfs3LnTrP6aQ8iRF8yePVvyXvjWwdTaEgMHDkTfvn0NStsCxQ9twki+sSpZ1apVM3pu3br0+ufVzbMnIqLyw+CdqALbvHkzsrKyxOB66dKluHLlCgDzgnchv/vmzZuSyk+mxMfHW9RH3Vx2hUIh5sDrM5ZHLuRwCyP4wrcEQjqNQqEQ02b++usvgwAZKC5Le+zYMfzyyy84ePCgyeD9/v37Jj+Pbv59mzZtsHfvXqNt9R+InnnmGcn7KVOmADBMa+nWrZv4etKkSYiKipL9BkGhUIjpMuakDemPogsBv/6EZN2RdyIiKl9MmyFyQmlpaQgICBDfa7Va/PPPP6hRo4ZB227dukmWsRfSSMwJ3kuqny5c21rOnj0rpn9YKj8/H+np6WLAqT/yrvtgMGLECPHBRAjSjxw5gsTERPEYYw8RQu67Mbo/6yZNmsDT0xM1a9YUV2jW5efnJ1aEqVatmtEVT319fSXvja3OrH//dQN2cybCNmjQAF988QU6d+4M4NHPUG5CK0feiYjsgyPvROVo9OjRVqnyIgRXV69ehVarRWpqKp5//nmj7YXRdl2m+mGsoorcMULw/t///hf79u0z1W00a9bM5H5zR/fl5OXloWvXruJItxB4vvLKKzh27BgUCgVmzpwJoHjy66lTpwAUPzAAkATuQHGOvlwddGEiqzFyAbixlB8XFxcsWrQIQHGgLwTYGzdulLSrUqUKDh06hIMHDyIqKgqAfLrLDz/8IHkvBO+ffvqp5GFPTnJyMt5//32xXc2aNVGjRg0MGjTIYJKuUqlElSpVzJ70TERE1sPgnagcJScnWzXg6devH65fv15iKofcZFFTwbuw0I9+0KZ7noKCAknFmB07duCtt94y2Y/IyEiT+//880+T+03ZsmULAODbb78FYFi1xVjaiG4OvP721q1bG2wfOHCgyX4YGz0HgPbt2wMAnnrqKYN9H330kRi816pVS/Ig5OLiAqVSKUkFkiv5qKtp06bi69atW5vsl75vvvkGCQkJCA8Px8SJE1FYWIioqChUr15dvD4REdkHg3eicmas1GBZ6K6cKSgpnUXuISIrK0tS4lE/wNfNA4+Pj0fbtm0t6ucrr7wiu33atGkWnUeOscmVJbH0YapevXom9+sGyfpB7vz58wFIU2t06ab66FaA0T2ncF9LCqDlJqgGBgaaPEbQsGFDSQ59SEgI6tatK74Xru3p6YmsrCyzzklERNbB4J2onJw+fRqA8ZQUa5g2bRoKCgqwffv2EmuN6wfmFy9exKRJk0y2EfLAtVotjh49Km6XKw2p73//+5/RyiaNGjXCG2+8UeI5yuLChQuy2//44w+LziME0lWrVpXdrxs0GwuwjeWfG2svN2pe0kj6U089hYYNG0q2bd261eQxxowbNw7vvPOO+GdX6GdoaCjz3omIyhknrBKVk2HDhgGwfvCum6qydetWHD58GPfu3SvxOCEw37p1Kx577DEMGjTIaBuBELynpaVZnOISFhYmeR8VFYXjx48DKB5lHj58OD7//HOLzmkJIbddn/5iUSURHkCEEfDmzZvj0KFD4v6yBO/G6LYXztmxY0dJaoy+V1991aJrlEShUBgE7yEhIbh586ZkVJ6IiGyLI+9EVrB7926z21pjwioApKenAzCcjGpO4K7bj7lz5yIpKclg/86dOw1y2FeuXImYmBh88cUXJs8tBHe1a9dGtWrV0KJFC8n++vXrw8fHR3xv6SJB1iBXQcUcsbGx4uvRo0dj3LhxAIBevXrhq6++QvPmzbF69WqT59BPaUlOTjbadtq0aZJ0Fy8vL3h4eMDFxQVBQUGl+QilJjfyznKRRETli8G7DYwfPx5jxoyR/GfuQjTknCZOnGh2W1M579u2bTP7PB07djS7rZyCggIsXrwYWVlZsiPBkydPNtgmTAotqZxjz549ARRPHv3www8xePBgcV9ycjK0Wq3kmm5ubgDkc/flfrbWmDBpzjcgwiJJguXLl0OhUODtt9+GVquFi4sLAgMDERAQgOnTp6NJkybw9vaGWq026KfuA090dLQY9Jfkueeek+Sfz5s3z+YpRsb07dsXwKPPpVarcfPmTbv0hYiosmLwbgNcYbVyMrfeuang/d133y3x+BMnTpjdJ1MKCgrw9ddfAyj+M2tN06dPB1Cc7tGiRQu0atXKoI1uYCuMvI8ePVrc5uXlBcBw4SBdtWrVAgCDkf3o6OgS+2jO/dKdnNqkSROxSsyLL74obg8MDDR46BLqsHfp0kXcpjtiX7duXTGNylKenp7iw055GzNmDABp2gxz3omIyheDdyIrMbeKjNAuJycHDx48sPg61kpTMKfKilypREuYyu3WDd51J1/6+/sDeJTWIoyQjx07VgyKhcB7wYIF2LRpk+S8fn5+YlBvijn3y9vbG+Hh4QAg/l9gKvgvaVKrPdKErEm4d+7u7kYXsyIiIttg8E5UBoWFhWLtc0tH3r/66iu8/vrrBvsnTJgg5qPv2rXLYH9mZmZpuyvq2bOnWbn3llZi0SdXrlAgBID6JR6FSavCfiF4Hz58OPbs2SM5b40aNRAZGSl5EPi///s/SbqLt7e35PzCt2D6wbubm5vBJM/c3Fwx31z/QURYtVVOSZVgnD14f+yxx+zdBSKiSovBO1U6cgsWAcX52QsXLhRrcZvj+++/x8svvwwA6NChg1nHCEFjfn6+pG66YM+ePWKbhIQEcfuFCxewbt06zJ071+z+GfP4449j6dKlpT5+ypQpZrUzlZsu7GvXrp1ke2hoqOR9UVERDh48CIVCgSpVqiApKQk1a9Y0et5ff/1VDPibNWtmMJn4gw8+gK+vr8HDVp06dfCf//wHAMQJoTk5OeK5GjVqJGlfr149oxNGVSqVbP4+ADzxxBN2S3uxFt0/6+7u7rIr0RIRkW0weKdKp1WrVrh69arB9rNnz2L16tXYsGGD7HEnT57E33//Ldn24MEDcXVTcwMY3RHvlJQUXL16FQUFBfjtt9/E7UJgmZGRIW47ceIEPv30U7OuURKVSmX2NwVyzFmtU3/EW1dsbCyeeOIJ2X1+fn5YsWKFmBMuTAwVuLm54auvvpIco1AoxPNlZ2eL116yZImk3Zdffin2v1OnTpJJo7oj6z/99BPc3NyQm5uLgoICPPfcc+jTp4/kXF999RW6d+9u9DPq5u/r+vbbbyvUCqWctEpEVL5Y550qJbnRd93qI2lpaQgICEBBQQFycnLg7e2NtWvXIj09HYWFheKiQgUFBWIetim6gbJ+0Lxp0yacPn0ax44dk7QpLCyUpMi4u7tbFHD7+fmJOfVPP/00Dhw4IO4zlc5iDnOCd1PlM998803k5ubKfvMAFE84jY6OxieffCJ7LSEvXldISAhOnz6NoqIiRERESMovfvDBB5g+fbo4er5mzRr4+PggPT0dixYtAlA8Si9QKpX44IMPEBkZicTERIvrspfFd999V27XsgahXGTt2rXt3RUiokqBI+9UKckFwbo50EJwv3nzZgwdOhRA8eiuVqvFkSNHsGrVKgDFqS+mAlmtVotr165JJqbqlyjUaDSSwB0ozjUvLCyERqMRt1maaqE7uqu/cqo5wahueUf93Hy5z7xv3z6L+ufm5iamqRizc+dOxMTElHgu3c86b948g/3CIkLCQ0twcDA8PDwk90L3M6pUKrRr1w6RkZEoKioq88OOJZwtCFar1aw4Q0RUjhi8U6UkF7zrbhNG09PT03Ht2jWMGDECSqVS0mb8+PEoKCgwGbynpqbiueeekwSX+sH7zp07DY5bs2YNCgoKoNFoxAeA//73vyY/k35lE90APTg4WJLjbk4w+vjjjxvdJ5cmIUzCrFOnTonnNpevr6/RFJP33ntPdntwcLDBNuHBR/9zCz+jb775RnY7UPxQV54j785GrVZzoSYionLEf5GoUpJboEd35F0I0oUyeKdPnxZH3gV79+41GHl/8803ARTnso8ZM0YMuHWPy8vLw/Xr18X3ctVjCgsLUVBQgMLCQuTm5pq1eJOxyZOjRo2Cu7u7JKg19cAh1FXXDViDgoIQFRUlBrnCnIHk5GRMnDhRDI7//PNPo3MGrE0/Bx0ofuDw8PAw2C4scqQfvKvVauzfvx8NGzY0ep1Jkybh+eefL2NvKy7mvBMRlS/mvNvA+PHjDUbqevTowYWaHIj+yPu3334rCd6F4F4I3oV9R44ckRynn/OelJSEoqIivPDCC5J2uuc+cOAA4uPjMWTIEKP9KygoECe2Pnz40Kxcd90HEldXV7Hvo0aNMmhrauT9nXfeQa1atXDhwgU0adIER44cQY0aNfD111/j8uXLAIBnn30WM2bMEPsqnK8800v0abVarF69WnafELzLjeLrrl4KAKtXr5Y8AJiTtlOZeXh4GK3gRERE1sfg3Qbi4uLEBWbIcbzyyitYuXIlACArK0us033lyhUsWrQITZo0EdsKgXBJQYnchFXdiZIC3eBdyA82FZDrBu9C6kxJdNv4+/vj33//lezX7aepIFur1cLb2xtPPfUUvvrqK8TExIgPo8I19Cd3mrtAla28/PLLJlNbzJlgKzCVLkRERGRvTJuhSkN3UujYsWNx/PhxTJ8+XVzQR3fF0aKiIjx48AAXL14Ut+mPugOQzXmXq6CiG9xu2bIFACTn1nf16lUxVcackfeWLVtKRt7fe+89vPXWW5I2arVaNiVGn9y19BcV0h2t7tu3L9auXWuyf7bWpEkTREdHG93v7e1t8G0IlY7cw6mbmxtH34mIygmDd6pwMjIyDAJQuRz3MWPG4NdffxXfnzhxQtJ+1apVkm23b982OIcQiOuSG4WW23b48GEjn6DYlStXAADXrl3DsmXLTLYFivt86NAhAEBUVBTCw8MN2ghBuPDAIbfgk1zwLozaC2knusG/h4cHIiMjS+yfPbm4uGDy5Mn27kaFxYozRETlh8E7VTgdOnTA+fPnJduE4F03lUTICZdTVFQEX19fs66nPyKvn64CyAfvJXn48CGqVatmViUPYTKtUqnEihUr4OXlhaeeesroarEKhQLJycno2LGj+M2DKZaknVDlExISwkmrRETlxGH/RdZoNNiwYQNSUlKQkpKCjIwMDB48WHaS36VLl5CQkIALFy4gKysLQUFBaNu2Lfr27Wvwdb+5bbOzs7FmzRrs27cPmZmZCA8PR//+/dGmTRubf3YqPaGKixAsC2X+hPzxbt26mXWeMWPGmFVv28vLCw8fPpRskxvN1h3BN5dGo0H16tXFRYRMUSqV4gOKkD7i5+eH9u3by7aXG13v0qULEhMTZdsLwbtarca0adPM6T5VIsJCTUREZHsOO/KemZmJxMRE5OfnIzY21mi71NRUTJ48GXfu3MHIkSPx/vvvo02bNli/fj0++eSTUredM2cOduzYgUGDBmHGjBmoV68e5s+fb3LVSCobU6PTv/zyi6ROuTG6iyEBQNeuXXHs2DHZtBlT7ty5g4MHDxrdL9RU1w/cjcnKyrLo+kBx8B4SEmJ2e0smtcq1DQ0NNbpPSJtxd3fHc889Z3afqHJguUgiovLjsCPvwcHBSEhIgEKhwIMHD4zWud6zZw/y8vLwzjvvQK1WAwAaN26MtLQ0JCYmIisrC97e3ha1TU5OxtGjRzFx4kS0bdsWQHEO8Z07dxAfH4/WrVvbtSReRXTx4kW8+OKL+PPPP2X3nzx5EqdOncLo0aMN9uXk5ODo0aOoVauWGHgKudn379+Hq6urxcG7wM/PDw8ePICLi4s4eg8UV1sxp/a6wJzAukqVKpLJrv/884/RyichISGoWbMmpk+fju7duxssIGVKWFgYnnrqKYPtERERmDRpksE3Djt37jQ7hYgqJwbvRETlx2FH3hUKhdGVFXUJX+frl2b09vaGUqmU5Oqa2/bAgQPw8PBAq1atJO06duyItLQ0g3xqKru8vDzJyPu5c+ck+1JSUowG4P369cPYsWMlK5Xq/tlRqVSlLmUorOKpPwJubqAs0K1kY4x+ycm7d+8aHf1v3bo1vvzyS3HhJYVCYdYDilarRUxMjPhACxSvYtqyZUv07t0bAwcOhJ+fn+QYBu5UEi8vL2g0Gnt3g4ioUnDY4N1cHTp0gJeXF5YsWYJbt25Bo9Hg0KFD2Lp1K7p37y7JYze37dWrVxEeHm4wui5U1BBWlzRGo9GY9Z85AV1loT8h8sUXXxRfHzp0CEeOHDEaMAtVYIqKiiRthGC2sLAQzz77rFn9eOKJJyTvhYBarm7/119/bdY5AWDHjh2S93K56MIqpbr8/f3RpUsXg+2TJk2SvNdf/dUYuTajRo0ySBsjIiIix+SwaTPmql69OubPn485c+bg1VdfFbf36tVL8t6StpmZmbK5xj4+PuJ+U0aMGGFW341NwK1sLl68iL///ttge2FhIVQqlTiKfv78eSQkJGDw4MG4fPky8vPz8c8//4jt9UeeO3XqBMC8UW9Bjx49cPr0aYSFheH69euSXG9d+fn5BiPluoYOHYo1a9aI70+dOiXZP3XqVOzatUuyzc3NDW5ubpIqOPn5+VAqlQgKCpJUsdGv016nTh14eXmZ9Rn1v9FiJRmyBmFVX7mHUCIish6n/1f79u3bmDlzJvz9/TFlyhT4+fnh/Pnz2LBhA3JycjBu3LhStS2L+Ph4s1ZYNRX8VSZr166V1FsX5OfnQ6VSSQLV9evXY/DgwRgwYIBB+6KiIrz88ssAIM6VEM6jb9myZfjPf/5jtE+1a9fG9evXxUBEPyDJyMgw+Gamffv2YkDer18/MXh3d3eXLGDj7u4Of39/8f23336LYcOGwc3NDTVr1pSkZQ0aNAgHDhwQfwYHDx40mMD9448/IjQ01OTCS4IuXbogKCioxHZElgoJCcHt27dRo0YNe3eFiKhCc/rgfdWqVcjOzsaiRYvE0dGGDRvC19cXCxcuRPv27dGoUSOL2vr4+MiOrgvbhBF4Yzw9Pc0K3gnYuHEjfv75Z9l9169fR506dSQjxXKrlwp0R951c8Xlgnf9kXRBw4YNATwa2RaCdt3A+KuvvoKLi4u4rXbt2tBoNJI2ujnlnp6ekuBdCPpfeuklrF69WuxL48aNERERIQbv1atXR5cuXfDnn3+Kk2XlRsnlFmMyht/0kK0I5SIZvBMR2ZbT57ynpKQgIiLCIBirV68egOLykJa2jYyMxLVr1wwmOQq57jVr1rTuh6jEjC0iBABffPEFAOlKpKYWVtK9X59//rn4Wi7gF4LyPn36oHXr1uL2J598Ei1bthQDca1Wiy5duogPEFu3bkWTJk0QFRUlBuHfffcdvvjiC7zxxhuYP38+3NzcJCPrHh4eAIrLVnbp0kUMwN98800Ajx4Mxo8fL35zAED8NkKlUsHT01Os3y63PD2RvbHiDBFR+XD64L1atWpITU1Fdna2ZPvZs2fF/Za2jY2NRXZ2Nvbv3y9pt2PHDgQEBKB+/fpW/xyV0WeffSZbISU+Pl7yftWqVeJrc4N3Xbq54kIALATv0dHRmD59OoBH979x48YIDAwEUDyaP3v2bDF41x351k2biYyMRHh4ONq1a4fff/8dCoVCnDchBO++vr6oV6+ewWcWzm0s7UUI3lesWGH0sxPZG4N3IqLy4dBpM8nJycjNzRWD7dTUVCQlJQEAmjZtCnd3d/Tu3RuzZ8/Ge++9hz59+sDX1xfnzp3Dpk2bEBERgaZNm4rnM7dtTEwMoqOjsXjxYmg0GqjVauzduxdHjhzBhAkTWOPdSq5du2aw7d69e/jyyy8ByJc/zM3NxcWLF2XPZyywnzdvnvhaCL6F4L1Xr17IyMgA8Gik+5VXXoFWq8XGjRsNqrPoBthywbZCoRBTpoYMGYK4uDgxeC8qKkJsbKzkYUI4Rvf/ANCuXTvJdUpb6pKovDB4JyIqHw4dvC9ZsgR37twR3yclJYnB+4oVK+Du7o4WLVpg1qxZ2LRpE5YvX46HDx8iKCgIXbp0wYABAySTQi1p++6772L16tVYu3YtMjMzER4ejkmTJqFNmzbl9wOooIqKinDu3DnZ1WqHDh0qvlapVFiwYIFBm0GDBsme99tvvy3x2kLwXqVKFcl1dPcBjwJp4eFBbnS8pHUIhgwZgl9++UVM0yosLESDBg3QoEEDSTvhnLrn1l1jQKVSlXqRKaLy4uPjU6qVhImIyDIOHbyvXLnSrHZRUVGIioqyalsPDw+MGjUKo0aNMuu8ZL558+bh+++/l92nOyodGxsrWXjJGoQAXXfeg7FvUlQqldGJrYDxNB1dWq1WfCgsqb2ptBmOvBMRERFQAXLeyfkYC9z1FRYWGsxPKKuYmBgA8iPv+pKSkiTzGyIiIiS11M0JqIuKisTgvaRFlIyN5CuVSo68k1NwcXHh4nNERDbG4J0c1scff4zjx4+X+ni5icWPP/44AOkot6urq6S0pEA/jUa/bGVERESJqTrNmzdHmzZt4O7ubnRkXXgIEM49YMAA1K1bV9zP4J2chVDrnYiIbMeh02ac1fjx4w0CtR49eqBHjx526pF9de3aFevWrUNAQIDJdgqFosTR6ZK0bt0at27dwoULF7Bo0SJ07doVr776KpYvXw7AeGqKOauM6vfNxcUFTzzxhMljJkyYAKB4ASdjI/z6efX//e9/JftbtmwpqZpE5KhCQkJw8+ZNi9YeICIiyzB4t4G4uDgu0vT/zZw5E3fv3kVmZiYCAgKwbNkyo20tDdy/+OILjB071mC7MJItLJQUEREh7vP19RVfW1Lys6TJqSXRva4+/ZF3fU2aNEGTJk3KdH2i8iAs1ERERLbDtBmyqf/9738AHo0u23qBId3Re2E0vU2bNuLk5zp16oh9WLdunUXnLuu3AsYwJYYqCpaLJCKyPQbvVC5u3rwJrVaLv//+22ibRYsWmTyHuSPlAwcOBPAoRcbb2xuNGzc2s6fynn32WbRv375M55Azffp0phhQhaFWqznyTkRkYwzeqVyMGzdOHIUHIFsv38/PD0DxIklyRo0ahbCwsBKv1b9/fwDG89tLo1evXujVq5fVzqd7XqZYUUXh6+uLzMxMe3eDiKhCY/BO5Wb27Nnia2GFU8GIESPEnG9PT09JSUaB7qqjAv2A2lapLbZW1px6IkfAP8dERLbH4J3KjW5FF93Xfn5+eP3118V/+BUKhdEgQH/7+PHjAQDbt28HAGg0Gsl+YRQegENXbDl8+LC9u0BkFSqVCgUFBfbuBhFRhcXgnWxmwYIFkvdCGotSqZQE4Tt27AAABAYGAng06XTLli2y5w0JCRFfC+cRKssIqTf79+8HAEyZMkVsm5iYWPoPQ0RmCQ4Oxp07d+zdDSKiCoulIslmfvjhB8l7Hx8fTJ8+Hd9//71sXfWgoCAAxakwzZo1E9/rUigUaNiwIW7duoUaNWqIDwQuLi54//330b17dwDSFVSJqPwI5SJDQ0Pt3RUiogqJwTvZjLu7O3Jzc8X3d+/exWOPPYb58+dDpVLhrbfeMsht37RpE/z9/eHv7y/Z/ttvvwEoDt5DQ0PFco85OTlim969e9vokxCRuVgukojIthi820BlX2E1Pz8frq6ucHd3x4MHDyT7qlSpYnLBosjISNntwcHBAIBly5bBw8ND3M4JckSORa1WY9++ffbuBhFRhcXg3QYq8wqr+fn5ePrpp5GcnAx3d3eD/XLbLKGfSmPNcpBEVHahoaEceScisiFGPmQ1ubm52Lhxo/heN1CvUaMGgEcTSy2xYcMGo/s48k7kWPz8/JCenm7vbhARVVgM3slq/v33X8TFxQEA/vnnH5w7d07cJ9R4d3V1teicGzduRO3atY3uVygUshNbicg++EBNRGRbDN7JKqZMmYJLly6J7/v27Su+/vbbb0t93lq1apkMBlQqldGSkkRkH0qlkrXeiYhshDnvZBXbt283+o/1E088gTNnzpRzj4jIXoKDg3H37l3JmgxERGQdHHmnUnnnnXcMtu3evdto+4iICEycONGGPSIiRxESEoIbN27YuxtERBUSg3cqld9//118rdVqjbYTVjr19vbGoEGDbN4vIrI/VpwhIrIdBu8V1LZt2/D111+Xy7UKCwuN7pNbSZWIKjYu1EREZDsM3iuo5ORk7Nq1y2rnu3//vtFFpkxNTGMddqLKJzQ0lGkzREQ2wmFRG7DXCqsXL17Eb7/9hnHjxkGr1ZapZFtWVhYKCgrg7+8PAMjLy8Pt27clbYRr5Ofnl6XbRFTBVK1aFffv37d3N4iIKiQG7zZgrxVWL168iG+//Rbbtm1DixYtxAeI2bNnY/PmzUhOTjbrPJ9++inWrl2L5s2bY/HixQDkR9AfPnwIb29vfP7559b7EETk9FjrnYjIdpjTUIEI+eW3bt2CVqsVA+7ExESLziN83X316lVxm5DXfv78eXFbu3btkJaWhs2bN4vblixZUrrOE1GFolAoUFRUZO9uEBFVOAzeKxDdyaG6FWBMVYMx5fbt22LevPCP8MqVK7F161axzf379yXnb9asmdkj/ERUcQUGBuLu3bv27gYRUYXD4L0C0Q/eha+u5YJ3IRgfNGgQ/v33X8k+3RSZb775RtI+JycHf/31l7h/4MCB4ms/P78yfgIiqig4aZWIyDYcNuddo9Fgw4YNSElJQUpKCjIyMjB48GAMGTLEoO2lS5eQkJCACxcuICsrC0FBQWjbti369u0Ld3d3g/anTp3Cxo0bcfbsWeTn56NatWro0KGDpA55dnY21qxZg3379iEzMxPh4eHo378/2rRpY9PPXRa6wfuVK1egUqkAyAfvzZs3R3JyMi5evIjMzEwEBQWJ+3TzVU+dOoUxY8bglVdeAVD8c/H29pa9/pdffmmVz0FEzk8oFxkdHW3vrhARVSgOG7xnZmYiMTERkZGRiI2NxbZt22TbpaamYvLkyQgLC8PIkSPh6+uLU6dOYf369bh06RKmTZsmab979258+umnaNWqFcaPHw93d3fcvHkTaWlpknZz5szBhQsXMHz4cISFhWHPnj2YP38+ioqK0K5dO1t97DLRDd5PnjyJyMhIADDIO9UP5vUno+pPNjt06BD69u0LoHjk3Vj5x8cee6xU/SaiiketVuPw4cP27gYRUYXjsMF7cHAwEhISoFAo8ODBA6PB+549e5CXl4d33nkHarUaANC4cWOkpaUhMTERWVlZ4kjxvXv38OWXX6JLly4YM2aMeI6oqCjJOZOTk3H06FFMnDgRbdu2FdvcuXMH8fHxaN26tTiq7QjeeOMNxMXFGSyIJJRw1A/eTU0i+/rrryWrpwqEgD81NRWnT5+WPVY/6J83b17JnSeiCik0NBS3bt2ydzeIiCoch815VygUZpUbEwJW/dKM3t7eUCqVkoB227ZtyMnJQf/+/U2e88CBA/Dw8ECrVq0k2zt27Ii0tDRJxRVHcODAATz99NMG23NycgAYBut//vmn5L3uSPrx48dlr5Geng6guP67uZ599lmz2xJRxRIQEMAJq0RENuCwwbu5OnToAC8vLyxZsgS3bt2CRqPBoUOHsHXrVnTv3l2S837y5En4+Pjg2rVrGDduHPr06YOhQ4fiyy+/hEajEdtdvXoV4eHhBqPrQhqKbglFORqNxqz/rL240ciRIyXvheBdGDXPysqCRqPBDz/8IGm3d+9e8bX+6L3g448/Nnlt/W8viKhy4+rKRES24bBpM+aqXr065s+fjzlz5uDVV18Vt/fq1UvyHihOm8nNzcXcuXMxYMAAvPrqq7hw4QLWrl2Lq1evYt68eVAoFMjMzERISIjBtXx8fAAU5+ObMmLECLP6bmwCrrX07NkTMTEx4vv3338ffn5+BjnvixYtQkREBKpWrWo0eDeldevW+PTTT8vcXyKqeIqKihjIExFZkdMH77dv38bMmTPh7++PKVOmwM/PD+fPn8eGDRuQk5ODcePGiW21Wi3y8vIwbNgwDBgwAADQqFEjuLi4YPny5Th27JhVKiPEx8ebtcKqq6trma9lin4fsrOz4eHhIZsDv3LlSjz22GMWB+8NGzZk4E5EsgIDA5GWlobAwEB7d4WIqMJw+uB91apVyM7OxqJFi8QUmYYNG8LX1xcLFy5E+/bt0ahRIwCPRs6bNGkiOUfTpk2xfPlyXLp0CdHR0fDx8ZEdXRe2CecxxtPT06zg3dbOnTsneS/UfpebsKpUKlFUVGTxRFwug05ExqjVaty4cYPBOxGRFTn9d5kpKSmIiIgwqOder149AMXVUQRCzro+IY1ECEQjIyNx7do1FBYWStoJue41a9a0St/Lm1arRUFBAXJzcwEAly9fFvfl5+ejqKjI4DOXlrmpQ0RUcQm13omIyHqcPnivVq0aUlNTkZ2dLdl+9uxZcb+gZcuWACBZIRQoLg0JPKpTHhsbi+zsbOzfv1/SbseOHQgICED9+vWt+yGsqEWLFuJr3VH0unXrQqvVYvv27eLn/e6778T9586dQ2JiIrZu3Wr2+QHjI++vv/66xX0nooqFwTsRkfU5dNpMcnIycnNzxcA8NTUVSUlJAIpTXdzd3dG7d2/Mnj0b7733Hvr06QNfX1+cO3cOmzZtQkREBJo2bSqer0mTJmjevDnWr18PrVaLxx57DBcuXMD69evRrFkzPPnkkwCAmJgYREdHY/HixdBoNFCr1di7dy+OHDmCCRMmOFSNd32+vr7i6z/++EN8LTeirj9xNS8vz+S5p0yZIjknEZEpoaGh+O233+zdDSKiCsWhg/clS5bgzp074vukpCQxeF+xYgXc3d3RokULzJo1C5s2bcLy5cvx8OFDBAUFoUuXLhgwYIDBpNDJkycjISEBW7duRUJCAgICAtCnTx8MHjxY0u7dd9/F6tWrsXbtWmRmZiI8PByTJk1CmzZtbP/BLTRr1ixxJVl3d3e8+uqrWL58uaTN5cuX4e/vL9mmv6qsvi5duiAxMVF837BhQxw4cMA6nSaiCi8wMJC13omIrMyhg/eVK1ea1S4qKsrsOuNubm54+eWX8fLLL5ts5+HhgVGjRmHUqFFmnddRaLVaoz8L/bryO3fuNHmu2bNnS4J3rVYrmezq5eVVhp4SUUWnVCoNvuEjIqKycfqcdwIePnwIpVKJ+vXrS4Jr/RVO9ecFmKNPnz7i66KiIjG1Zs6cOWjXrl3pOkxElQoDeCIi62HwXgE0bNgQ48aNg7e3N7RarfgPpe5kXeDRiquWCAoKEl9rtVqxikyVKlWgUChYKpKITKpatWqJKXpERGQ+h06bcVbjx483WFGwR48e6NGjh02u99hjj+Gxxx7DH3/8IRnh0u/D9evXLT73yJEjsWLFCgDFwXtMTAx+//13+Pr6YteuXWXrOBFVeKGhobh586bBYAIREZUOg3cbiIuLs8siTcJCSwKFQoEaNWpIat1bSlhxdcGCBahbty6A4pE0IiJzCOUiGzZsaO+uEBFVCAzeKxCFQiFJm1EoFGJZy8jISNy+fbtUee9//vmnbHnM1q1bIz09vUx9JqKKTa1W48SJE/buBhFRhcGc9wpGN23mxRdfxJw5cwAUf3VtbnWY3r17S94bq2vfsWNH9O/fv5Q9JaLKIDQ0FLdu3bJ3N4iIKgwG7xWIflm26tWro169evjll18AGKa7CCvFhoWFSbZPnjzZxj0losoiMDBQsl4HERGVDYP3CkTIea9evTpiYmLE7SEhIZg1axYmTpwoaV+nTh0AQOfOnQ3OQ0RkDS4uLpK5OEREVDaM0ioQDw8PuLm5oW7duli6dKlkn6+vL7y9vQEUB/N+fn6oUqWKuF+oKDNv3jwG70Rkdaz1TkRkHZywWoFMnz7d5H4hdz03NxdFRUVwdXUV90VHRwMoXoFWpVKhTZs2NusnEVUu/v7+ePDgAfz9/e3dFSIip8ch1grE09PTZIlKYUS9oKAAhYWF4ki8/kJLCoUCcXFxtusoEVUqarUaN27csHc3iIgqBI6820B5L9JkLqFPP/zwAzIyMuDn54dvvvnGrn0ioopPqPX+xBNP2LsrREROr0zB++3bt1G9enWz2h46dAjNmzcvy+Wchr0WaSqJkDZTtWpVLrREROVGrVbj7Nmz9u4GEVGFUKa0mTfffBM7d+402SYvLw+LFy/G7Nmzy3IpsgL99BgAqFu3Ltzc3AAALVu2REhISHl3i4gquNDQUKbNEBFZSZlG3vPz87Fw4UIkJydjzJgxYg614OLFi1iwYAGuX7/OoNAByC22tGLFCrHqzKJFi8q7S0RUCQQHB7PWOxGRlZRp5P2zzz5DZGQk9u3bhzfeeAPHjx8X923cuBGTJ0/G9evX0bFjRwaGDkCuBKS3t7ekZCQRkbW5uLigsLDQ3t0gIqoQyjTyHhERgbi4OKxevRqbN2/Ge++9h549e+LSpUs4ffo0fHx8MHbsWDz99NPW6i+VgdzIOxFRedFqtbLpe0REZL4yV5tRqVR4+eWX0bRpU8yePRu//PILAKBx48YYP348J0Y6EC6+RET24uPjI1a5IiKi0rNKNKfRaLBt2zZoNBpotVpotVpcu3YNqamp1jg9WQmDdyKyl9DQUNy8edPe3SAicnpljuZOnjyJN954A3v27EHt2rWxaNEi9O/fH2lpaXj//fexYsUK5OfnW6OvVEb8upqI7EWo9U5ERGVTprSZVatWYfPmzdBqtXj++ecxdOhQuLi4IDIyEk2bNkVcXBx+/vlnHDt2DBMmTEBkZKSVuk2lwZF3IrKX0NBQnD9/3t7dICJyemUK3r///ntUq1YN48ePR6NGjST7nnzySXz++edYsmQJ9uzZgwkTJuD7778vU2edhaOusMqRdyKyF7Vajb1799q7G0RETq9MwXurVq1k67sLPD09MWHCBDRr1gxLliwpy6WciqOusMrgnYjspXr16rh165a9u0FE5PTKFLxPnjzZrHZt2rTBE088UZZLkRV4eXnh559/tnc3iKgScnV1RUFBgb27QUTk9MotCTowMLC8LkUmqNVqe3eBiIiIiEqpTCPvli53HRwcXJbLERGRE/P29kZmZiZ8fHzs3RUiIqdVpuB95MiRFuVR/+9//zO7rUajwYYNG5CSkoKUlBRkZGRg8ODBGDJkiEHbS5cuISEhARcuXEBWVhaCgoLQtm1b9O3bF+7u7kavkZiYiC+++ALu7u7YuHGjZF92djbWrFmDffv2ITMzE+Hh4ejfvz/atGlj9mcgIqJHhHKRDN6JiEqvTMH7k08+KRu8FxUV4e7du/j333+h1WrRoEEDuLhYdqnMzEwkJiYiMjISsbGx2LZtm2y71NRUTJ48GWFhYRg5ciR8fX1x6tQprF+/HpcuXcK0adNkj7t37x7i4+MREBAAjUZjsH/OnDm4cOEChg8fjrCwMOzZswfz589HUVER2rVrZ9FnISKi4uD9xo0bqF+/vr27QkTktMoUvH/00Ucm91+7dg2LFi2CQqHAjBkzLDp3cHAwEhISoFAo8ODBA6PB+549e5CXl4d33nlHzOdu3Lgx0tLSkJiYiKysLNlqOF9++SWefPJJeHt7Y//+/ZJ9ycnJOHr0KCZOnIi2bdsCAKKionDnzh3Ex8ejdevWUKlUFn0eIqLKTq1W48qVK/buBhGRU7PphNXw8HBMnToVqampWLdunUXHKhQKs1JyhBF9/dKM3t7eUCqVsiP+u3btwsmTJ/Haa6/JnvPAgQPw8PBAq1atJNs7duyItLQ0LjRCRFQKoaGhuHHjhr27QUTk1GxebcbPzw+PPfaYzRbn6NChA7y8vLBkyRLcunULGo0Ghw4dwtatW9G9e3eDnPf09HQsX74cw4cPN1oB5+rVqwgPDzcYXRdWiL169arJPmk0GrP+y8/PL/0HJyJyMqz1TkRUdmVKm7FEenq6Tc5bvXp1zJ8/H3PmzMGrr74qbu/Vq5fkvWDJkiUIDw9H9+7djZ4zMzMTISEhBtuFSVaZmZkm+zRixAiz+m5sAi4RUUXk5ubGQQsiojKyefB+6dIlnDhxwmZlIm/fvo2ZM2fC398fU6ZMgZ+fH86fP48NGzYgJycH48aNE9smJSXh0KFDWLhwoU1XG42PjzdrhVVXV1eb9YGIiIiIKp4yBe8JCQlG9+Xk5OD69ev466+/UFRUhK5du5blUkatWrUK2dnZWLRokZgi07BhQ/j6+mLhwoVo3749GjVqhOzsbCxduhQ9e/ZEQEAAsrKyAEBc8S8rKwsuLi5wd3eHj4+P7Oi6sK2kMmeenp5mBe9ERJWNp6cnHj58CC8vL3t3hYjIKZU5eFcoFNBqtUbbuLm5oW/fvnjuuefKcimjUlJSEBERYZDbXq9ePQDFpSQbNWqEjIwMpKen48cff8SPP/5ocJ7BgwejRYsWmDZtGiIjI7F3714UFhZK8t6FXPeaNWva5LMQEVV0Qq33unXr2rsrREROqUzB+5tvvmn8xC4uCAgIQL169UwulFRW1apVw9WrV5GdnQ0PDw9x+9mzZ8X9AFC1alXMmTPH4PhNmzbh5MmTmDFjBnx9fQEAsbGxSExMxP79+9G6dWux7Y4dOxAQEMAaxUREpcTgnYiobMoUvD/77LPW6oes5ORk5ObmIjs7G0DxKHpSUhIAoGnTpnB3d0fv3r0xe/ZsvPfee+jTpw98fX1x7tw5bNq0CREREWjatCkAoEqVKmjUqJHBNbZv3w6lUinZFxMTg+joaCxevBgajQZqtRp79+7FkSNHMGHCBNZ4JyIqpdDQUKSmptq7G0RETqvcqs2UxpIlS3Dnzh3xfVJSkhi8r1ixAu7u7mjRogVmzZqFTZs2Yfny5Xj48CGCgoLQpUsXDBgwoNSTQt99912sXr0aa9euRWZmJsLDwzFp0iS0adPGKp+NiKgyUqvV+PPPP+3dDSIip6XQmkpYJ4toNBoMHDgQGzZs4IRVIiIZOTk5mDFjBubOnWvvrhAROQxLYkiLRt5HjhxZ6k4pFAosX7681McTEZHzc3d3R25urr27QUTktCwK3nVTWIiIiIiIqHxZFLz/9NNPtupHhTJ+/HgolUrJth49eqBHjx526hERkeNwd3c3qBBGRETmcegJq84qLi6OOe9EREYI5SJr165t764QETkdZclNiIiIrEetVuPGjRv27gYRkVOyKHifOnUqvv/+e9l9Go0GeXl5VukUERFVXGq1Grdu3bJ3N4iInJJFwfuJEydw7do12X2DBw/G0qVLrdIpIiKquEJDQznyTkRUSlZLm9FqtWDJeCIiKomQ805ERJZjzjsREZUrDw8P5OTk2LsbREROicE7EREREZGTYPBORETlzs3NjaPvRESlwOCdiIjKXUhICCvOEBGVgsWLNO3cuRM7d+402K5QKIzuE/zvf/+z9HJOiSusEhGZJkxajYyMtHdXiIicisXBOyvKlIwrrBIRmcZykUREpWNR8P7TTz/Zqh9ERFSJqNVqHDt2zN7dICJyOsx5JyKichcSEsJa70REpcDgnYiIyp23tzc0Go29u0FE5HQYvBMREREROQkG70REZBcuLi7Iy8uzdzeIiJwKg3ciIrILtVrNWu9ERBZi8E5ERHbBcpFERJZj8E5ERHbBijNERJazeJEmKhlXWCUiKlloaChOnz5t724QETkVBu82wBVWiYhKplarOfJORGQhps0QEZFd+Pj4ICsry97dICJyKgzeiYiIiIicBIN3IiKyGxcXF+Tn59u7G0RETsNhc941Gg02bNiAlJQUpKSkICMjA4MHD8aQIUMM2l66dAkJCQm4cOECsrKyEBQUhLZt26Jv375wd3cX2x07dgy7d+/GmTNncPfuXXh5eaFevXoYNGgQ6tatKzlndnY21qxZg3379iEzMxPh4eHo378/2rRpY/PPTkRUWVSvXh23b99GeHi4vbtCROQUHDZ4z8zMRGJiIiIjIxEbG4tt27bJtktNTcXkyZMRFhaGkSNHwtfXF6dOncL69etx6dIlTJs2TWy7ZcsWZGZmonfv3oiIiEBGRgY2b96MiRMn4oMPPkDjxo3FtnPmzMGFCxcwfPhwhIWFYc+ePZg/fz6KiorQrl07W398IqJKQZi0yuCdiMg8Dhu8BwcHIyEhAQqFAg8ePDAavO/Zswd5eXl45513oFarAQCNGzdGWloaEhMTkZWVBW9vbwDA6NGj4e/vLzm+SZMmGDVqFDZu3CgG78nJyTh69CgmTpyItm3bAgCioqJw584dxMfHo3Xr1lCpVDb65ERElQcXaiIisozD5rwrFAooFIoS27m4FD9/6Jdm9Pb2hlKpFPcDMAjcAcDDwwM1atTA3bt3xW0HDhyAh4cHWrVqJWnbsWNHpKWl4fz585Z8FCIiMoLlIomILOOwwbu5OnToAC8vLyxZsgS3bt2CRqPBoUOHsHXrVnTv3l2S8y7n4cOHuHTpEmrUqCFuu3r1KsLDww1G1yMjI8X9pmg0GrP+4yQtIqrsGLwTEVnGYdNmzFW9enXMnz8fc+bMwauvvipu79Wrl+S9MUuXLkVOTg5eeOEFcVtmZiZCQkIM2vr4+Ij7TRkxYoRZfTc2AZeIqLLw9fVFRkaGvbtBROQ0nD54v337NmbOnAl/f39MmTIFfn5+OH/+PDZs2ICcnByMGzfO6LFr1qzB7t278Z///Meg2kxZxMfHm7XCqqurq9WuSUTkjMxJjyQiokecPnhftWoVsrOzsWjRIjFFpmHDhvD19cXChQvRvn17NGrUyOC4hIQEbNiwAS+99BJ69uwp2efj4yM7ui5sE0bgjfH09DQreCciIkClUqGgoEAyR4mIiOQ5fc57SkoKIiIiDHLb69WrB6C4lKS+hIQErFu3DkOGDJGkywgiIyNx7do1FBYWSrYLue41a9a0VveJiCq94OBg3Llzx97dICJyCk4fvFerVg2pqanIzs6WbD979qy4X9f69euxbt06DBw4EIMHD5Y9Z2xsLLKzs7F//37J9h07diAgIAD169e34icgIqrcWC6SiMh8Dv0dZXJyMnJzc8XAPDU1FUlJSQCApk2bwt3dHb1798bs2bPx3nvvoU+fPvD19cW5c+ewadMmREREoGnTpuL5Nm/ejLVr16JJkyaIiYkRA3xBgwYNAAAxMTGIjo7G4sWLodFooFarsXfvXhw5cgQTJkxgjXciIisKCQlhxRkiIjM5dPC+ZMkSyVepSUlJYvC+YsUKuLu7o0WLFpg1axY2bdqE5cuX4+HDhwgKCkKXLl0wYMAAyaTQQ4cOAQCOHDmCI0eOGFzv559/Fl+/++67WL16NdauXYvMzEyEh4dj0qRJaNOmja0+LhFRpRQaGop9+/bZuxtERE7BoYP3lStXmtUuKioKUVFRJbb76KOPzL62h4cHRo0ahVGjRpl9DBERWS40NJQj70REZnL6nHciInJufn5+SE9Pt3c3iIicAoN3IiKyK9Z6JyIyn0OnzTir8ePHQ6mUPhf16NEDPXr0sFOPiIgcm1KpZK13IiIz8G9JG4iLi+MiTUREFggKCsLdu3cREhJi764QETk0ps0QEZHdqdVqTlolIjIDg3ciIrI7LtRERGQeBu9ERGR3HHknIjIPg3ciIrI7tVrNkXciIjMweCciIrsLCAjA/fv37d0NIiKHx+CdiIjsjrXeiYjMw+CdiIgcRlFRkb27QETk0Bi8ExGRQxBqvRMR2VphYSH27dtn726UChdpsgGusEpEZDmhXGRwcLC9u0JEFVxGRgbeeustJCcn27srFmPwbgNcYZWIyHIhISG4efMmoqOj7d0VInJC+/btQ6tWrcxq68zzbJg2Q0REDiE0NJS13omo1N56660yn6OwsBB5eXll74wNMXgnIiKHwOCdiOxt7dq1GDt2rL27YRKDdyIicggBAQGcsEpEdpWRkYF///3X3t0wicE7ERE5BKVSCa1Wa+9uEFEllZ2djb1799q7GyVi8E5ERA5DoVCw1jsR2Zzc3zPnz59HSkqKww8iMHgnIiKHERgYiLS0NHt3g4iclBB4FxQUYN68eUbbyQXv+mW+HZVz9JKIiCqFkJAQ3Lhxw97dICInJQTlOTk52Lhxo9F2cqPrQvlIRx95Z513G+AiTUREpSNUnImKirJ3V4jIigoKCpCcnIzY2FirnjcnJweXLl3Ck08+CaA4eFepVCUG4HL7nWXkncG7DXCRJiKi0lGr1Th69Ki9u0FEVnbr1i2MHTvWaiuaFhQUIDMzE6dOnZKslFpYWAhXV1dJcP7555+jdevWkgXg5NJmnGXhJud4xCAiokpBrVYzbYaoAiopMC4sLERWVhYmTZokvk9PTxf3X716FYWFheL733//HT179sS6desAQCwzK7SZPHmy2HbVqlUYOXIksrKyxFSanJwci/voKBi8ExGRwwgMDGStd5J17Ngxe3eBjEhPT0fv3r1NttENjDdt2mTwkN6iRQukp6dj165dAIBdu3aha9eu4v5+/frh4MGD0Gq1uHLlCnJzc5Gbm4tDhw4BKB6JBx6NqMuN8P/zzz+YN28eNm7ciP79+4vbb926BcB50maco5dERFQpmJOrSpXTK6+8Yu8ukBH5+fm4ceMGTp8+bbSNELzHxMRg7ty5OHr0qMHvuhCAA0BeXp7kPQC8+eabuH37Nvr374/CwkLZkfLCwkLJcUJwLxwPQFKF5u+//0bPnj2xYcMGcbReblTekThszrtGo8GGDRuQkpKClJQUZGRkYPDgwRgyZIhB20uXLiEhIQEXLlxAVlYWgoKC0LZtW/Tt2xfu7u6SttnZ2VizZg327duHzMxMhIeHo3///mjTpk2p2hERkfVptVqn+QqbqLI6c+YM4uLiMHPmTABAZmYmvv32W7z00ksGv7/6799//324u7ujQ4cO4jYh5eXixYslrvdw9OhRKJVKSSoNUDyqv3TpUvH9mDFjxNdyZWjff/99AMD8+fPFbffu3TN5bXtz2OA9MzMTiYmJiIyMRGxsLLZt2ybbLjU1FZMnT0ZYWBhGjhwJX19fnDp1CuvXr8elS5cwbdo0Sfs5c+bgwoULGD58OMLCwrBnzx7Mnz8fRUVFaNeuncXtiIjIuqpWrYr79+8jICDA3l0hIhPOnTuHv//+WwygtVotFi1ahCFDhsDFRRpiygXjR48ehVqtxuOPPw7gUfA+aNAgg8FXfVu2bEGVKlXEYyZMmACgODXGEnL9UqlUFp2jvDls8B4cHIyEhAQoFAo8ePDAaPC+Z88e5OXl4Z133oFarQYANG7cGGlpaUhMTERWVha8vb0BFOc/HT16FBMnTkTbtm0BAFFRUbhz5w7i4+PRunVrqFQqs9sREZH1hYaG4saNGwzebWzFihUIDw+X5BU7uqKiohLzku/evYszZ86gdevW5dSrii8rKwteXl4Go+dC4JuQkABAukCSbvCemZmJhQsXGpx33bp1WLdunZjakpubK+4TUlf+/PNPtGjRQtz+559/iq/z8vLE1+fOnQMAXL582aLPlp+fb7DN0Vd5dticd4VCYdZXpsIfDv3SjN7e3lAqlZI/PAcOHICHhwdatWoladuxY0ekpaXh/PnzFrUjIiLrCwkJwc2bN+3djQpv586dDjMJNDc3F6tWrSqxnTlB1b59+/D2229bo1sOo6ioCDExMRYdk5eXh3379gFAmSeBt2vXDidOnDDYLgTrV65cAVCcRgPAIFd91apV2LFjh9HzC7nycrnmr7/+uuS9kKJT0rnMJRe8O/q8G4cN3s3VoUMHeHl5YcmSJbh16xY0Gg0OHTqErVu3onv37pKvXa5evYrw8HCDUfPIyEhxvyXtjNFoNGb9J/cHhoioshNG3sm2HClAuX//Pj7//PMS2+nnN1cWpRkJTktLw1tvvYW7d+9a5duV7Oxs9O3bV6zM8vDhQ/HPkEajAQAsXrwYgGHw/s0335g8t1ASUngI0GfLP6v6fXUGDps2Y67q1atj/vz5mDNnDl599VVxe69evSTvgeKvbUJCQgzO4ePjI+63pJ0xI0aMMKvvxibgEhFVZqGhofj999/t3Y0KzxknBTt6OoOtlOWhxVrBaWFhIf755x/07NkTs2fPxtSpUzFlyhQAwPXr18t0TSGu0q0Co6tZs2al6LF5nHEg1emD99u3b2PmzJnw9/fHlClT4Ofnh/Pnz2PDhg3IycnBuHHjyr1P8fHxZq2w6urqWg69ISJyLoGBgbhz5469u1EpOErwbu7IKkfegUmTJqFz587o1KmT2cdYg248tX37dgCP7pt+dZaCggJcunQJCxYsEEfjTXnvvfes2FPLcOTdDlatWoXs7GwsWrRITJFp2LAhfH19sXDhQrRv3x6NGjUCUDxyLjdqLmwTRtbNbWeMp6enWcE7EREZcnFxqbQjrOXJkdJmzFVZ/1zofu4jR47gySefNPuYiRMnWr0/Qm56YmKi7P6ePXtiyZIlOHTokM0fuNRqdaWbI+P0Oe8pKSmIiIgwKClUr149AMWlJAWRkZG4du2awR8kIYe9Zs2aFrUjIiLbccbg0pmUd9pMQUEB3n33XQCGOdDG7rX+JE0G7+ZV3AEefUtx9uxZs67xwgsvGGwzVnbx5MmTAIpLPRrj5uZm8hzG2lsqKCioVMc5M6cP3qtVq4bU1FRkZ2dLtgt/WKtVqyZui42NRXZ2Nvbv3y9pu2PHDgQEBKB+/foWtSMiItvw9/fHgwcP7N2NCq88g/ecnByx7PMXX3xhtN2vv/6KH3/8UXZfYWEhTp48iTFjxhj8G21rBw8eLNfr6RIC8bi4OGRnZ5sVvFv6oJOSkiJ5iIqJiUHfvn2xd+9eo/0xRZjYunz5crOu/8QTT5jZU6mS6sELjD0cVK1atVTXtSeHDt6Tk5ORlJSEw4cPAygeRU9KSkJSUpL4lU3v3r2RkZGB9957D3/88QeOHTuG7777DitXrkRERASaNm0qni8mJgbR0dFYvHgxEhMTcfz4cXzxxRc4cuQIRowYIVaXMbcdERHZRkhICCvOVDBCYFjSNyp79+41OmG5qKgIL7/8Mg4dOoRx48Zhw4YN+Oijj/DJJ5+IFUsseSDJyMgwu+3YsWNx5coVs9NAdu7ciWHDhpnV9t9//zW5XwjE161bh4KCAigUCklNdDn6/VyzZg2WLVuGLl264ODBg7KpJsIxulX1xo8fbzBHz8PDo8SRcuFbFmOpNfqio6PNaqdrzZo1qFKlillt+/Xrh9DQUPTt21eyXS7NuUuXLhb3pTw5dPC+ZMkSzJ07Vyzsn5SUhLlz52Lu3LniiEyLFi0wa9YseHp6Yvny5fjwww+xc+dOdOnSBXPnzjX4A/fuu++iffv2WLt2LaZPn45z585h0qRJBqummtuOiIisLzQ0tNLlsTqyUaNGlbkmvBAYyo0I6wb0KpXK6KixfkB6+fJlnDhxAuvXr8e///6LoqKiEuuA6+rQoYNZAbww561///5mrfUydepU3Lt3T1w4qCTdunUz2PbgwQPExMTgp59+Mvh5KJVKPPPMM0bPd+vWLYNjPvvsMyxfvhz37t3D2LFjJQ9IDx8+BADxgXno0KGSY4VFMAX37t0zOpDZvXt3o/0CgNq1ayMqKspguyUj4HFxcQCABg0awNXVFY899phk/8qVKw2O0Wq1cHd3h6+vr2S7l5eX5H2DBg1Qt25ds/tiDw49YVXuhy8nKipK9g+CHA8PD4waNQqjRo2ySjsiIrI+tVptdq4ulY4lcwqOHDmC27dvl+l6QjBZUjqHSqWSBOm6Od76x+qOsru6uiItLc3gfGfPnkW9evWMBpvmVBvRTfMxZ2Q/MTERTz31VInt9B9GXn75ZQQEBCAuLk78JuHQoUOIjY2VtBOqMQn3UL9PPXv2LPHauoRFnJ5//nns3LnTIBVZrlCH3M/Bz88P7du3x2+//Wb0WmFhYahXrx6OHz8u2e7t7W3Qtlq1agaVbIYOHSoJrl1dXSUBeWRkJMLCwgzOJczx0O+3h4cHgOJqOosWLcJXX31l9mi+vTj0yDsREVVOarWaaTPlwJIUE93AOSEhweKReCFQlUs70X2QUCqVkmsVFBSII9+9e/eWHKdQKMRjjeWBDx06VMy/lpOXlyd5n5WVhZdfflmyTbc/pn5my5cvxwcffCC2K+lBpUWLFuIocn5+Pk6ePCnmmAs/p7179xqMZq9evRpAcZbAypUry1Sr/N69e+jXr5/4vkOHDgZt9IN5QP7nvWPHDrRv395g+0cffSS+VqlUsg+OcrnrQspNcHAwkpOTARTPh3FxeTT2/OKLL2LkyJEAijM0Nm3aZHAeoPgeCsG77nxIIf1HSHHy9PSUnN8RMXgnIiKHU716ddZ613PmzBmLlrl/8OCBmA6h7/vvv8fly5fx559/mn0+3YBr6dKlYtBpLiEYbdWqlclzK5VKSYC/f/9+g9FXgW6AXFRUZPTbBFNz1fRzx3NycsRqKgLd0fkXX3zR6LmWLVuGn3/+Wfwccv3R7+fFixcBQJIfr9VqxYBcWL1UTmpqKtasWVOqBR8XLVoEQD4w15eSkmKwzZxJs8JDgZDW0rRpUzFY1n0Iio2NFYuBmEp7GjZsGIYNGyYJrp988klxfqOpPHw3NzdxdF93ZN0Z19xx7EcLJzV+/HiDP9Q9evRAjx497NQjIiLn4uLiUmkX5DHmzTffxAsvvCCOMpZkwoQJqFu3LqZMmYLr168jNDRUDJiE+QSXLl0y+/q6AefDhw9x6tQpC3pvOj1FCMALCgrw888/SyqPzJ071+iDgm6AXFBQgAULFhhtp+/QoUMAHo28FxYWQqVSSYLK9PR0eHt7m5VaY04uPAC89dZbePrppzF48GAAxSP9AHDhwgWxTbNmzRAREVHiuYSceuEBJD09HR07djSrHwDwyy+/iAVALKVSqfDcc8+JlYEGDRpk0KZWrVqIiopCjRo1ABTPGfD19UVoaCiaNm2KzZs3IykpCU899ZQYkAcHBxucR4ifhIWi/P39DcqN6vL398cHH3yA6dOni9tGjx6N/Px8rF69WvJnWTeQ9/PzM/PT2xeDdxuIi4vjIk1ERGWk1WrLvRa5I7P05/Dw4UPxmD59+mD37t3w9vbGnDlzDBYivH79Ojw9PU1OGixr3X1TD2O6ATggTVO5e/eu0aotx44dE4+9f/++mFoh+OqrryTnS05ORkxMDDIyMjBmzBgAxYHvxYsXMWjQINSoUQNLly4Vj+/bty8mTZpkELzn5ORAo9FAqVTC398fAAxGv/VH9J955hn8+uuvSE1NleRsG5vUam59dKVSifz8fPz3v//Fjh07zDpGMGPGDNSuXduiYwT6+eNyD0gqlQrjx48HAMyePVuyKmxERARiY2PRqVMnKBQKg4mjgrp162L48OGSbUqlEg0bNpRsEx4QgOKH/x49ekiCdzc3N7i5uYn93L59Ozp27CgJ3i39+dkL02aIiMgh+fr6WlTKr6LLzs7Gzp07zW6fl5cnCUxu3LiBuLg4/PDDD5JKIxqNBn369EGnTp3QsmVLoz9zWwTvq1atAvAouBZqqZtbo/z06dPi69dee80gf13IDRfON3r0aADAlClTxDZCIA4Up6HoTrbMyspCVlaWQYC9ZMkSTJ8+HXPmzDHat08++UTyPjc3F1lZWWKwba1FyITPVtrA8/r162a31V3IKScnR3xwAYD//Oc/4mvhWwWFQiEG2cbKL8bExKBGjRrig6PwcxHy5NevXy87mVXfDz/8YNZneOmll/D111/D398fq1atwtNPP23WcY6EwTsRETkklouU0mg0ZqdmAMUTIKtUqSLmi1+6dAnr1q0zaNemTRsx7zcvL89ojrUQVOmvelqSgoICZGVlGQTv165dw+effw7gUQAqPDiYk6ai3y9Amh+emppqtMKNUMkFKP7MukG/UFlGmOD48ccfS1ZrF64jVMW5ePGi5GFArn9CyevnnnsOQPGEX3NrwNtaSfXidel+u7B8+XJJCpfuyPmECRPMPudHH30km+pjq2/cPD09xdScJ5980uxFnhwJg3ciInJIarWawXsZ5Ofno6CgQBzxNDbpE5Dm/RpLb7F0xU4AmDx5MmJjYzFs2DDcv39fsm/27NniayEAF4Lo7OxsgxQYY65cuSK7ferUqeLrN998U3wdFxcnSUn566+/xBF5XbrBvz6tVgsXFxcUFBTg5s2b2L59u9H+vfjii+I3AMCjoPTMmTMGbU1NrH3uuecQFhZm1wmWugF6cHCwOEFUSEEqKx8fH9mylLYUEhJisma+I2LwTkREDqkyl4ssKioyO3g1dQ7dUenPPvvMaFvd6h35+fmSFAiBJWkeOTk5aNasmZjmc//+fYMAT1g9HXj0wDB37lwAxRNq5QJqS9StW1fs89WrV8VrrFu3TjIvTf+hQtC/f3+j5y4qKsK1a9eQlJRUYjCt+21JnTp1LEpT0TVt2jTExMRIUlV0yQW9Zf0ZCoQ/i7r11HVz3Nu0aSN7nKWpQbt27TJYcKkstm7dCgD48ssvjbZp2LCh+M2Is2DwTkREDik0NNRkfe6K7MGDBxg9ejS0Wi3+/fffUp/HWPqJfsCp+z4vLw9//fWX+F4IwIQJxKbMmzcP27dvR6tWrSRtTY3anz171mr537rB5f379yXn1R2hv3fvnjhpVKj2YomffvpJLPFoidDQUIN7ojuJ0xzCokL69CchA9KHsgMHDki+7TAlKChIfL1582bxtUqlQuvWrQE8+gYhLCzMaE66te5raVWtWhUtW7ZEixYt7NoPa2PwTkREDql69eqVNngXHDx4EN26dZPd16ZNG/zzzz/Iy8szyMkWGAve9VNj9IN3XcJ7c4L3jRs3yuZ/m8phHzp0aKlScuTo50nrLsYzcOBAyT5/f394eXnJrspqifXr15fpeGFRJlN0Jyqbk6P93HPPITExEQ0aNBC3ubq6onPnzmb16b///a/4Wr9k5aeffgrgUWD+v//9DyEhIbLnMWeVWTnh4eEmKx+ZS6VSifXsKxIG70RE5JBcXV0lQd+iRYuwcOFCvPbaa+LKixWVEBg9ePDAaBuNRoNLly5h586deP755wEUTyi8d++e+HMzFjTrB8u6wbt+3W9hRHfOnDkGgb25SpoUaekIrVwtcKA45ScwMBBA8airqZQWPz8/uLu7SyavyikpuN63b5/pzur1T585E0aFbxS0Wq3JhYiEBaLCwsJQrVo1g29tFAoFtm7dKk7K1dW3b1/xdUk54N9++22JuekrVqxAvXr1TLYx5scffxQXXiJDDN6JiMgp/PPPP7h8+TJSUlIkkxErgmXLlklSVYSR8WnTpkneC4SKLwsWLBDbAMX51RkZGYiNjQVgftUW3fxlIUAXgkrd9BD94NPa5Q7NZawSiaurqxjY16xZU5ykKzda7evrC6VSaTDhdfHixQgPDxffq1Qqk/MF5PpgjFxqiy7dNBdjhM++Z88e/Pzzz+Lo+pQpU1C9enX4+fmJbdq2bWtwfGBgoOx1dP+Mye3XDcSfeOKJEqvBREdHl/hZqHQYvNvA+PHjMWbMGMl/v/76q727RUTkdLy9vZGZmYmCggLs2rUL169fx8OHD+3dLYvdvn1b7LdcQL1p0yYcP34cAMTPqys+Pl72vLrVeIQUI90gzNzgXTd4FoL3FStWAADGjh0r7tMP3hcsWACNRmOyko2l1zeHqYcGIaiMjIwUS0c2btxY0kapVGLz5s2y8wl0J7oCxYv7tGrVCi+99BKCgoIQFRVlsm+//fYbmjRpIrtPbgK2bpnEJ598EkBxXrtu6orA19cXfn5+OHDgALy8vKBWq1GlShX06tUL/fv3F1ecFX4Gvr6+Jic+DxkyREwtEv7ceHp6ygbmCQkJRs9D5YvBuw3ExcVh8eLFkv+EpX2JiMh8ISEhuHnzJrKzswEAly9fFtM6Fi5ciLi4OJte/8qVK+KCM2UxYsQIrFmzBgDEUXFdwuTKp59+Gu3bt5eMwgOQ5GUbK43Ys2dPAMDatWsBQJI+UxLdnHnh5ys330A/bWb9+vUYNmwYPvjgg1LlrTdr1kxyTXOZCt6FcotCrnb16tXx+OOPS9r06dOnxOPlrunh4YGvv/5atjSiUCnHz88P7dq1A1D8AFGSnj174vDhw+jWrZv4uZRKJQYMGAC1Wi1p+/rrr2Pu3LkmR/e1Wq3saqe6IiMjMWrUKHh7e4ttheB91qxZAIortfzxxx8l9p/KH4N3IiJyWKGhobhx44ZsrvDq1atx4MABm17//v37uHDhgk2vIcjKyhI/p/4qp7rBakmBrpD3DKBUFVGEdBm5xZr0l6kHikf/8/LyLA7AgUcj7kJJP3N06tQJoaGhRvcLwahQDnLBggUYNGiQpM3UqVMxbdo0/Pjjj6hduzaARyP2KpVKfK2bB647oi38bFxdXeHm5oYvv/xSzAFXKpXi59ItSQkAXbt2FVNwunfvjoYNGyI0NBQKhQLPPvssevXqBQDiyq2bNm1Cv379xOOF6+lSKBSSPx8NGjQwmBOgP6k2MDAQo0aNQlFRkfjzCgsLA/DoAS0wMNBoZRuyr5KTq4iIiOxErVbjypUrkqoZuko7gdJe7t69CwCSoEnw7bffiq+FbxoEGzduFF9funTJ7OsZG6U3RcjLlvvZyqXH5OXlIT8/36DPbm5uBpMxGzdujGPHjkmOBYBffvnF4LwRERGSxZQAYNu2bQgICMBHH30kOY+uKlWqoGXLlmKQa+zPjrDa6XfffYeYmBh4eHhAo9HAxcVFXIxI95sLb29vBAQEACi+P3Xr1sXFixcxbdo0tGjRQpKeotVq4eXlBTc3N1SrVg1DhgxBTk6OWD9frVbjww8/lPRHGK3/8MMPxcmabm5ueOedd2T7Lxg9erQkyF6yZIlBG6Espr4BAwagY8eOePHFF/H0009DpVIZbUuOg8E7ERE5LLVajf379xsd1ZUbkXdEwoht165dARSnKAjB+4kTJwza6wfCuqZPn26wTaVSGV0ZVY6vr6/B6L5ASJe5d+8eXnjhhRLPpVAoUFBQYNBnufQT/RHh2NhY2c8PFH/r8s8//8Db2xtVq1bFP//8IwbPph7aqlatCm9vb4MR6vnz52PSpElGq6ToBu89e/bEuXPnJD/TESNG4KWXXgJQfH/c3d0xYMAA2YeD9u3bIzIyEv/88w88PDwkI/iA9NsROeaUgxQIqUelUa1aNVSrVg179uyBm5sbJ5k6CQbvRETksEJCQnDr1i0cOXJEdr8lAWt5+OKLL/DCCy9ApVLBz89PUrVDN7WhoKAArq6u0Gq1GDFihMF5vvnmG4uua+nPwd/fH6NGjcInn3wi2e7i4iKmWOiuDGqKQqFAfn4+Vq5caXANhUIhmWBcr149/P777+L7//znP/j+++9la60LwXe/fv2wY8cOyT5TD23Tp0+HQqEwmHTZvn17k+UNheupVCoMHjwYe/bsMajAItzPjIwM+Pr6yk4qBYrrlOtWrLGEsdVKbcmShwWyP+a8ExGRw3Jzc0N+fr6YA9yoUSPJfv00jm+++UaskmINJZXD0xUTE4NvvvkGV65cQbdu3bB7926sXr0aH330kRjgCgoLC5GWlmb2hFJrS01NlZ30aapUYY0aNWS3FxYWoqCgQDKa7OHhAU9PTwwZMkTc1qtXL/zf//2fOLFTYGyCqNAX/ZxuAEYrvtSuXRtVqlSBq6srXFxcMGDAAMl+uQclgXCvhf8rlUqjD0UNGzaULcNoDbaehE3Oj8E7ERE5jRdffNHovhYtWiAhIQGnTp0qxx4Zys7ORlFREXJycvDvv//iyJEjuHXrFk6fPi22KSgoQOfOnXH48GG79dNU8C4X5JqavKg/Ei5XUUegWxoReBS8P/HEE+I2d3d3DBs2DID8A5RcOk9ISAiWL18u2WZsZFxft27dDFJbXFxcjAbvL7/8smQiqbF+EtkCg3ciInJoHh4eaN68OZ599lmDEnlChQygeAT43r17JZbJK62jR4+aNVn0t99+A1AcoPv4+Ii55bqBujDiPm7cuDL16eOPPwZgmGqxYMEC2fa6NdsFjRs3xq5duwA8Ct7lAnVTwbv+Nwhubm4mg1ndQFmlUuGll16SlFSeN28eGjZsCAB4/PHHZUe59Ufs9UfZ5bi4uMiuUDpz5ky8/PLLkm3vv/++2cE/UXli8E5ERA4tNDQUWq0W8+bNMxgtViqVOHXqlKSqia2C9wULFhiU3JMj5GfPmjULVapUkc3Ptla6jPDz0H2IASAboAKPfjbR0dHisf369RO3CwG6fuD9yiuvmMyL1v+MHh4eJoN33fQclUoFrVaLWrVqidt0R7w7dOiA8ePHG5zjzz//hLe3t/heroylvn79+mHdunVG9ycmJoqvAwMDERgYWOI5icobJ6zawPjx4w3+8ejRowcXaiIiKgW1Wi1OntQN1oDiYHT48OGSPGpbpS/o1u82l7HgXVhIqayEALygoABhYWG4fv06gEdBetOmTSULPimVStSsWRMNGzaULAgkjGILwbvuQ1KdOnXQpk0boxNY69evb7Cgk/ANiZ+fn9F+C9fq168fatasiebNm4v7heBdqHtujEKhwP/93//h66+/NtlO4ObmZvTBBoC42mhpMG2GyguDdxuIi4szWJiBiIhKR61WiyO1MTExkn1C0DllyhSDbeYqLCyEQqEoccRepVIZBO9Tp07F7Nmz8dVXX8keYyx9paSl5t3d3Q3KY3755Zd4/fXXJduE/rzxxht4/fXXxVrhSqUSBw8exOXLlzF48GA8//zz+OGHHwA8qnSj+7n0g3ddGzZsMNnXu3fvyi4qpVAo8MILL6B///4YNWqUQb+F1Ufl5jEIwbtcWUx9Qk12osqCaTNEROTQQkNDDXLdhcVuUlJSDNorFAqLJoK++eabJlMpdM9bVFSEwsJCMVhNTExEWlqa0eC9tORGcevVq2ewTXclT91vJRQKBVxcXMRjhFx3pVKJgQMH4umnnxbbKpVK8cGlSZMmZvdJGFXXL/N46NAhNG3aFJ06dYJSqYSLiwuqVasGf39/Sb9NjVSbm1bUpk0b8SHA3ho2bIhVq1bZuxtUCTB4JyIih6ZWqyXBJgC8+uqrRturVCq89tprZp//n3/+wf3798X3Wq1WTBv5/PPPARSPAKtUKty/fx/z589Ht27dkJ6eDgAGVUqsQS6w1Wq1OHjwoFnH63/7IDz8KJVKDBkyBE2aNBE/ozDyvmXLFrz55pvitQBIHkr0+1StWjUMHjxYfD98+HAEBgZCqVSiY8eOkgmgc+bMkXxr4OLiYjSHXv9BzZQPPvgAbdu2xdtvv232MbZSpUoVPPnkk/buBlUCTJshIiKH5ubmJi5lDwCtW7c22X7Lli0WX0M3MJ0/fz6USiUmTpyIY8eOAQB+/fVXg2OEkoe6ixDJ8fLyKrGNblqLbn908+yrVKkCFxcX9O7dGz/99BMAGKTx7Nu3D61atTIItIW0I2GFVwCSnHcACAoKMuiX7sRSuQeKCRMmiClAnp6esuUnAcOAfNy4cbKj6z/99BM8PDxMLqYkx1QJUaKKxmGDd41Ggw0bNiAlJQUpKSnIyMjA4MGDJQs+AMCnn36KnTt3Gj3P/PnzJUsXX7p0CQkJCbhw4QKysrIQFBSEtm3bom/fvpJRgOzsbKxZswb79u1DZmYmwsPD0b9/f7usfEZERI98+umnAIpHfu/duweVSlXiCqNpaWnw9/c3mtcuBKbXr1/Hd999h7Zt2xoNRC1lTg7+//3f/0mCd/1+/fbbb2JA+/777+Onn35CeHi4QR+Ff8d0P+eff/4pvtdNXRFUrVpV8r5Tp06IiIiQXF//tRxTixrpMzYvLDQ01KzjiSozhw3eMzMzkZiYiMjISMTGxmLbtm2y7QYNGoRu3boZbJ85cyZcXV0lOYKpqamYPHkywsLCMHLkSPj6+uLUqVNYv349Ll26hGnTpolt58yZgwsXLmD48OEICwvDnj17MH/+fBQVFYkTgoiIyH4SExMRExODwMBA3L5922Tbzp07Y9myZWjatKnBPq1Wi/j4eLz++utirvzly5cxa9Ysq/RTN6CNiYlBcnKyQRv9wFg/KJcLnKdMmYLq1atj9OjRJs8nPDzopxJptVr4+PgYrFr70UcfAQDeffddyfY2bdogPz8f+/btM7hep06dcOPGDTGViIhsx2GD9+DgYCQkJEChUODBgwdGg3e1Wg21Wi3ZduLECWRkZGDgwIGSEY89e/YgLy8P77zzjnhM48aNkZaWhsTERGRlZcHb2xvJyck4evQoJk6cKC4MERUVhTt37iA+Ph6tW7e2uJoBERFZ36ZNm7BkyZISg3fgUc54ixYtJMGtECgXFhaKf7enpqYiNTXVKn3UDcRffPFF2eBd99+UnTt34v79+9i+fTuWLVsGwDB4nzBhAurXr4+AgACMHDnS5PkEr7zyikG/TI2m9+zZEyEhIeL7Xr164YknnoBKpcKePXskbXv06CH2lYhsy2EnrCoUilLXTP3999+hUCgMlmAWcvf0v67z9vYWZ8QDwIEDB+Dh4YFWrVpJ2nXs2BFpaWlGa90SEVH5MlVpJCcnR5JXrVAoMHbsWBQWFmLo0KFivvjNmzcBAFlZWVYZmGndurVkdFp35L127dqyx+imufj6+qJmzZrw9/c3yEsXDB48GAEBAbLnmjFjBmrWrGlWX039OztjxgyDPPg6derIlr9UKBSoUqWKWdckorJx2OC9tB4+fIikpCQ0btxYMmIAFK/S5uXlhSVLluDWrVvQaDQ4dOgQtm7diu7du4u5glevXkV4eLjBX+LCPxJXr1412QeNRmPWf3ILdxARkWV066HrrojZqlUrPPPMM8jOzgbwKFDNy8vD2bNn0alTJ2RlZYntMzMzrRK8BwcHw93dXUzF1J1UKgwePfXUU5Jj5HLxFQqFGLxbMpjVs2dPs9Ya6dq1Kz7++GOzz2uKQqEwufiRNZhbaYeoonPYtJnS2rt3L/Ly8tCpUyeDfdWrV8f8+fMxZ84cSZmxXr16Sd5nZmYaBP4AxMlCmZmZJvswYsQIs/oqNwGXiIgso9FoxNf6EyYLCwsxdepUAI8CZCHYf/DggbgPKF5QSX8RKEu4uLigoKBALFv43HPPYdasWWLwPnLkSPj4+GDx4sW4c+cO/v77b/FYhUKBTp064ffffxe36Qb0tli9MyQkRPbfOnPUrVtX0j+lUmlRicfS0K18Q1SZVbjfhG3btsHHx8egJjAA3L59GzNnzoS/vz+mTJkCPz8/nD9/Hhs2bEBOTg7GjRtnlT7Ex8ebNeph67/oiIgqg44dO4qBsFy1k7179wJ4FADn5uaK+1xdXdGkSRMcOXIEf/zxB/74449S90NI0dGtXKZb6rFHjx5wcXFB8+bNxVKPAq1Wi5deekkSvEdGRooBvS2C97L4+uuvkZeXB6C4Fvzjjz+O77//3s69IqocKlTwfvnyZVy8eBG9e/eWDYxXrVqF7OxsLFq0SPzLtWHDhvD19cXChQvRvn17NGrUCD4+PrKj68K2kurPenp6mhW8ExFR2Q0cOBD379/HihUrTJYqFALgM2fOiNt2795dYt14c0VHR+Po0aOSbcHBwQCAW7duSbbr12eXS9eJjo5GdHS0Qwbvuv/OCauyKhQKtGzZ0p7dIqoUKlTOuzBi0blzZ9n9KSkpiIiIMFjVTSgnKVQWiIyMxLVr1wz+ERBy3c2dCEREROVj9OjRaNKkicngXUjzmDx5smT7nTt3Sn3d7777Tnzt5+cnu3/z5s0ApFVndPPDk5OTSxwUcrTgXY616uITkWkVJnjPz8/H7t27Ub9+faPBdbVq1ZCamipOXhKcPXtW3A8AsbGxyM7Oxv79+yXtduzYgYCAANSvX98Gn4CIiMpCoVAYjGib49y5c2Jtc0vp5ox7eHgY7Pf09JT9Jrhz587473//W6prOqqioiKji2ARkfU4dNpMcnIycnNzxWA7NTUVSUlJAICmTZtKRtAPHjyIzMxMDB8+3Oj5evfujdmzZ+O9995Dnz594Ovri3PnzmHTpk2IiIgQF++IiYlBdHQ0Fi9eDI1GA7Vajb179+LIkSOYMGECa7wTETkg3RU+V69ejZdeekmy39TIsFzgbe41BX5+fhg7dqxZx6lUKnh7e5fqmo6qpLrxRGQdDh28L1myRPJ1ZlJSkhi8r1ixQhK8b9u2De7u7iZzF1u0aIFZs2Zh06ZNWL58OR4+fIigoCB06dIFAwYMkIyOvPvuu1i9ejXWrl2LzMxMhIeHY9KkSWjTpo0NPikREZWVQqEQg3e5QRZTo/L66ZRyQkNDkZWVhYyMDHGbbgWU4cOHiznucsqSVuIMQbFWq+XIO1E5cOjgfeXKlWa3nTlzplntoqKiEBUVVWI7Dw8PjBo1CqNGjTK7D0REZD/PP/886tWrh4MHD8oG76ZWTJWrUR4aGophw4bhwoUL+P777/Hpp5/C19cX3bp1E9sIwWq9evVMBu5y9ANyUwG6MwTFEyZMsHcXiCoFhw7eiYiIzNWxY0dxZW25xfTu3r1r9Fjd4L1ly5bYv38/NmzYgCpVqmDRokUAikfz9YNo4b05o+r6bTp06GBQMlLOwYMHnaLGeXh4uL27QFQpOP6jPBERkYXkRt51V2INDQ0F8GjCqVz+uYeHB1QqlWREXAjW9VM0S/r2d+rUqQYLIlWpUkXsBwB4eXnBy8vL4FhnCNyJqPzwbwQbGD9+vMHoTI8ePdCjRw879YiIqHKRC3ivXLlisL927dq4deuWJIjWV6dOHQDFC0AJgXynTp0kK2QLJYeN6du3b4l9rlGjBvbs2VNiOyKq3Bi820BcXBwXaSIisiO54H3Hjh0YNmwYvv32W6hUKhw4cABz5841aNe0aVNJqeBevXrhgw8+kJRC7Nq1q/j6jTfesNGnICIyxLQZIiKqcIyV9BVGyF1cXODq6ir5llQI2I2NwuuOvOseZ6pEMRGRtTF4JyKiCkcI3vVz04WSwMLIvEqlQo0aNQAU56C3bdsWERER6NWrl+S4l156CSEhIaVaBIqIyJoYvBMRUYUjBOcDBw6UbBdGzHWDd901PhYsWIAGDRpg+vTpkuPefPNN+Pv7w83NDdHR0TbsORGRaQzeiYiowhFG3tVqNX777Tdxu5D28swzzwAA/P394efnZ/Z53d3dsWLFCiv2lIjIMpywSkREFY5uzruHh4dkX0BAgJinPmLECLz00kvl2jciorJg8E5ERBWOELx7eXlJargrFAps27ZNfO/i4sI66kTkVJg2Q0REFY6QHhMYGAiFQoHDhw9LthMROSsG70REVCHVr19ffK1QKBAVFYXg4GA79oiIqOz4XaENcIVVIiL7W7duneT9119/baeeEBFZD4N3G+AKq0RERERkC0ybISIiIiJyEgzeySry8/Oxbt065Ofn27srZEO8z5UH73XlwPtcOfA+VywM3skq8vPzkZCQwL8YKjje58qD97py4H2uHHifKxYG70REREREToLBOxERERGRk2DwTkRERETkJBi8O4hff/3Vqc9fHsrjM1SE+8B7bf/zl8c1eJ8d4xrOfv7ywPvsONewNd6H8jk/g3cH4Qx/WOyNv7SOcw1b432w//nLA++D/c9fHnifHecatsb7UD7n5yJNNsAVVomIiIjIFhi82wBXWCUiIiIiW2DaDBERERGRk+DIuxVptVoAgEajsfjYoqKiUh3nKOcXzu3Mn6E8ruHsn6E87jPA++AI5+fvdOU4P++zY5zf1tfg392Ocw1j5xe2CbGkKQqtOa3ILHfv3sWIESPs3Q0iIiIickLx8fEIDAw02YbBuxUVFRUhLS0NHh4eUCgU9u4OERERETkBrVaL7OxsBAQEGBQ90cfgnYiIiIjISXDCKhERERGRk2DwTkRERETkJBi8ExERERE5CZaKrMSOHTuG3bt348yZM7h79y68vLxQr149DBo0CHXr1hXbffrpp9i5c6fR88yfPx8NGjSw6JwAkJ2djTVr1mDfvn3IzMxEeHg4+vfvjzZt2tjmA1di9rzXJ06cwLvvvlvi+ajsbHGfU1JSsHr1aly5cgUZGRmoUqUKwsLC0KNHD7Rv315yHH+ny4897zV/p8uPLe6zvsTERHzxxRdwd3fHxo0bJfv4O+2YGLxXYlu2bEFmZiZ69+6NiIgIZGRkYPPmzZg4cSI++OADNG7cGAAwaNAgdOvWzeD4mTNnwtXVFfXq1bP4nAAwZ84cXLhwAcOHD0dYWBj27NmD+fPno6ioCO3atbP5569M7H2vAWDYsGFo1KiRZFvNmjVt8GkrL1vc54cPHyIwMBBt2rRBtWrVkJOTgz179iAuLg537tzBwIEDxbb8nS4/9r7XAH+ny4Mt7rOue/fuIT4+HgEBAbK1x/k77aC0VGndv3/fYJtGo9EOHTpUO3XqVJPHHj9+XNuzZ0/t6tWrS3XOw4cPa3v27KndvXu3pO20adO0w4YN0xYUFJj/QahE9rzXwvH79u0rVd/JfLa4z8ZMmDBB+/LLL4vv+Ttdvux5r/k7XX5sfZ8/+OAD7YcffqiNi4vT9u/fX7KPv9OOiznvlZi/v7/BNg8PD9SoUQN37941eezvv/8OhUKBjh07luqcBw4cgIeHB1q1aiVp27FjR6SlpeH8+fPmfxAqkT3vNZUfW9xnY3x8fKBSqcT3/J0uX/a811R+bHmfd+3ahZMnT+K1116T3c/facfF4J0kHj58iEuXLqFGjRom2yQlJaFx48YICQkp1TmvXr2K8PBwg38QIiMjxf1kW+V1rwVLly5Fnz598MILL+D999/HqVOnytR/Mo+17nNRUREKCwvx4MED/Prrr/j777/Rr18/cT9/p+2vvO61gL/T9mGN+5yeno7ly5dj+PDhRlfz5O+042LOO0ksXboUOTk5eOGFF4y22bt3L/Ly8tCpU6dSnzMzM1P2LxQfHx9xP9lWed1rT09P9O7dGw0bNoSvry9u3ryJH374Ae+++y6mT5+OJk2alPmzkHHWus9LlizB1q1bAQAuLi4YNWqUJMeWv9P2V173mr/T9mWN+7xkyRKEh4eje/fuRs/B32nHxeCdRGvWrMHu3bvxn//8x6AyjK5t27bBx8cHTz/9tNXOSeWrPO91nTp1UKdOHfH9k08+idjYWLzxxhuIj4/nP/Q2ZM37PGDAAHTu3BkPHjzAoUOHsGzZMuTk5OD555+3RdfJQuV5r/k7bT/WuM9JSUk4dOgQFi5cCIVCYcvuko0weCcAQEJCAjZs2ICXXnoJPXv2NNru8uXLuHjxInr37g1XV9dSn9PHx0f2qV3YJjzZk/WV972W4+3tjWbNmmHLli3Izc2Fm5ubxZ+DTLP2fQ4ODkZwcDAAICYmBgDw7bff4tlnn4Wfnx9/p+2ovO+1HP5O25417nN2djaWLl2Knj17IiAgAFlZWQCAgoICAEBWVhZcXFzg7u7O32kHxpx3QkJCAtatW4chQ4aY/BoOKJ4AAwCdO3cu0zkjIyNx7do1FBYWSrYLOXQsN2Yb9rjXxmi1WgDgyI8N2OI+66tfvz4KCwtx69YtAPydthd73Gtj+DttO9a6zxkZGUhPT8ePP/6IwYMHi//t3bsXOTk5GDx4MD755BMA/J12ZBx5r+TWr1+PdevWYeDAgRg8eLDJtvn5+di9ezfq169v8pfWnHPGxsYiMTER+/fvR+vWrcXtO3bsQEBAAOrXr1+6D0RG2etey8nKysLhw4dRu3ZtVKlSxezjqGS2uM9yjh8/DqVSKebE8ne6/NnrXsvh77TtWPM+V61aFXPmzDHYvmnTJpw8eRIzZsyAr68vAP5OOzIG75XY5s2bsXbtWjRp0gQxMTE4e/asZL/+amwHDx5EZmYmhg8fXuZzxsTEIDo6GosXL4ZGo4FarcbevXtx5MgRTJgwgWXJrMye93r+/PkICgpCvXr14Ovrixs3bmDz5s1IT0/HW2+9ZZ0PSABsc5+/+OILeHh4oH79+vD390dGRgaSkpLwxx9/4PnnnxfTKPg7Xb7sea/5O11+rH2fq1SpYrCwFgBs374dSqVSso+/046LwXsldujQIQDAkSNHcOTIEYP9P//8s+T9tm3b4O7uLnkCL8s53333XaxevRpr164Vl12eNGkSl122AXve68jISOzbtw9bt25FdnY2fHx88MQTT2D8+PEcubEyW9znBg0aYPv27di5cycePnwId3d31KpVC+PHj0f79u0lbfk7XX7sea/5O11+bHGfLcHfacek0ApJakRERERE5NA4YZWIiIiIyEkweCciIiIichIM3omIiIiInASDdyIiIiIiJ8HgnYiIiIjISTB4JyIiIiJyEgzeiYiIiIicBBdpIiJyIr169bKofXBwMFauXIl33nkHJ0+exIoVK1C9enUb9c661q1bh4SEBPF9rVq1sGjRIvH97du3MXLkSPEz6m/X5eLiAi8vLwQGBqJu3bp45plnEB0dDYVCYXDdrKwsg2Xo58yZI7syJRFReWPwTkTkRDp06GCw7cyZM7h58yZq1aqFWrVqSfb5+vqWV9ds5vHHH4darUZQUJBFx7m7u6Nly5YAgKKiIjx8+BBXr15FYmIiEhMTUbduXUycOBFhYWGS41xcXMSfs/CzJSJyFAzeiYicyNtvv22w7dNPP8XNmzcRGxuLIUOGGD0uNzcX1apVs3UXra5z587o2LGjxcf5+vrK/rwuX76MFStW4Pjx45gyZQri4uIkDwbu7u7iccLPlojIUTDnnYioEggODkZERARcXDhmU6tWLXz44Yd46qmnkJ6ejuXLl9u7S0REZuPf4kRElYCxnPdevXohODgYX331FTZu3IidO3fi3r17CA4ORr9+/cQR72PHjmHDhg24ePEilEolmjdvjpEjR8qm5eTn52PLli3YtWsXrl+/jqKiItSoUQNdu3ZFp06dZPPMy5tKpcLo0aMxevRoHDx4EHfu3EFwcLC9u0VEVCIG70REhHnz5uHo0aNo0KABQkJCcPLkSSxcuBAA4OHhgfnz56NWrVqIjo7G+fPnsWvXLty+fRtz586VBOM5OTmYMWMGTp06BV9fXzz++ONQKpU4e/YsPv/8c1y4cAGvv/66vT6mRGhoKOrUqYOLFy/i5MmTsvMJiIgcDYN3IqJK7s6dO/Dw8MDixYsRGBgIADh+/DimTp2K1atXIz8/H5MmTcIzzzwDANBoNJg0aRJOnz6NEydOICoqSjzX119/jVOnTqF9+/Z47bXX4OHhAQB48OABZs6cia1bt6J58+Zo1qxZ+X9QGbVr18bFixdx7do1e3eFiMgszHknIiKMGjVKDNwBICoqCnXq1EFaWhqaNWsmBu4A4OnpiS5dugAATp48KW5PT0/H77//jurVq+ONN94QA3cA8PPzE0fct27dauuPYzYh7ScrK8vOPSEiMg+DdyKiSs7FxQUNGzY02B4SEgIAiI6ONtinVqsBAGlpaeK2kydPoqCgAE2aNIGrq6vBMbVq1YKHhwcuXLhgpZ6XnVartXcXiIgswrQZIqJKrmrVqlAqDcdy3NzcAEC2vKS7uzuA4smpgjt37gAAtmzZgi1bthi9Xl5eXpn6a00ZGRkAAB8fHzv3hIjIPAzeiYgquZKqv5hbHaawsBBAcR55ZGRkWbtVLi5fvgwAiIiIsHNPiIjMw+CdiIisQsiZb9SoEUaOHGnn3pTsxo0buHTpEpRKpWzaEBGRI2LOOxERWUVUVBSUSiUOHz4sjsI7qsLCQixduhRarRZPP/20ZLIuEZEjY/BORERWUa1aNTz77LO4ceMG4uLi8ODBA4M2Z86cQXJysh1698jly5fx/vvv4++//0ZAQABeffVVu/aHiMgSTJshIiKrGTVqFG7fvo29e/fi8OHDqF27NgICAnD//n3cvHkT9+7dQ+/evRETE2O1axrLyc/IyMCnn34KACgqKoJGo0Fqaipu3boFAKhXrx4mTpwoOyGXiMhRMXgnIiKrcXd3x4cffogdO3Zg165duHLlCs6dOwd/f3+EhISgd+/eaNOmjVWuJVStESrf6MvJycHOnTsBFJfD9PT0RFBQELp06YJnnnkG0dHRZk/GJSJyFAzeiYic3Ntvv423337bZJuPPvpIdvvPP/9cqvM2atTI6LEqlQqdO3dG586dTfaprG7fvg0ACAoKkmyvXr26yc9FROTMGLwTEZFD27ZtG06cOIGgoCAMHToUAFBQUCDWkm/UqJFVr5eTk4MlS5YAKM7RJyJyJAzeiYjIoZ05cwZnzpxBrVq10LZtW6xfvx4XLlzAzZs3Ua1aNauP8BcUFIjpNkREjkah5drQRETkJE6cOIGpU6fC19cXjRs3xrBhw1C9enV7d4uIqNwweCciIiIichKs805ERERE5CQYvBMREREROQkG70REREREToLBOxERERGRk2DwTkRERETkJBi8ExERERE5CQbvREREREROgsE7EREREZGTYPBOREREROQk/h867Mysea4mHAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"target_lc.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "4df0e124-956c-4016-bb7a-c7f35f928764", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/latex": [ | |
"$1837.2877 \\; \\mathrm{}$" | |
], | |
"text/plain": [ | |
"<Quantity 1837.2877>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"target_lc.flux.mean()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0a1631e0-6fae-4407-9152-8b8f66f0c96a", | |
"metadata": {}, | |
"source": [ | |
"We're going to use a noise measure to estimate the scatter in this time series. We'll use the common \"CDPP\" metric from Kepler." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "99b74358-ab82-48f5-b9b7-c9c7222a5b39", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"target_cdpp = target_lc.estimate_cdpp().value" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e8bc1d7f-c7ae-4664-855e-e74e53c2e602", | |
"metadata": {}, | |
"source": [ | |
"Now we're going to create test light curves from other apertures around the FFI. Here we're going to trim the sample down to light curves that have the same noise properties, or better." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "8eb45b7b-007c-44a5-8f59-e4865b5105fb", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Make light curves\n", | |
"test_lcs = lk.LightCurveCollection([lk.LightCurve(time=tpf.time.value,\n", | |
" flux=resids[:, uq].sum(axis=1), \n", | |
" flux_err=(tpf.flux_err.value[:, uq]**2).sum(axis=1)**0.5)\n", | |
" for uq in unq_apers])\n", | |
"# Find CDPP\n", | |
"test_cdpp = np.asarray([lc.estimate_cdpp().value for lc in test_lcs])\n", | |
"# Trim down to light curves with better signal to noise\n", | |
"test_lcs = test_lcs[test_cdpp < target_cdpp]\n", | |
"test_cdpp = test_cdpp[test_cdpp < target_cdpp]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "d456b891-eb52-4f7d-8132-91e65416f364", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"29" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(test_lcs)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "200e7673-a5da-4258-b795-9cf5a25e5a7a", | |
"metadata": {}, | |
"source": [ | |
"There are close to 30 test light curves we can extract from this data that have similar noise properties to the target. Let's plot some:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "b63a22d8-d4cb-46dd-ae4e-27db02402cca", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[Text(0.5, 0, 'Time')]" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 700x1500 with 15 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(15, 1, figsize=(7, 15), sharex=True)\n", | |
"for idx, lc in enumerate(test_lcs[:15]):\n", | |
" lc.plot(ax=ax[idx], c='k')\n", | |
" ax[idx].set(ylabel='', xlabel='')\n", | |
"ax[idx].set(xlabel='Time')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d1b87dd6-e83e-4573-bf92-0c7586f5be57", | |
"metadata": {}, | |
"source": [ | |
"We're now going to create Lomb Scargle Periodograms of the target data, and the test data. Here we will whiten the light curves by subtracting the median flux and dividing by the CDPP of the time series (which is in some ways a robust standard deviation of the data). This ensures that all the light curves have power that we can intercompare." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "ba0ea975-764c-4cd6-a95e-5be3aaada321", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/chedges/miniforge3/lib/python3.9/site-packages/astropy/units/quantity.py:611: RuntimeWarning: invalid value encountered in sqrt\n", | |
" result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" | |
] | |
} | |
], | |
"source": [ | |
"target_per = ((target_lc - np.median(target_lc.flux.value))/(1e6*target_cdpp)).to_periodogram('ls')\n", | |
"test_per = [((lc - np.median(lc.flux.value))/(1e6 * cdpp)).to_periodogram('ls') for lc, cdpp in zip(test_lcs, test_cdpp)]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1b3cc0a9-0d83-485e-9f3b-68f76449648d", | |
"metadata": {}, | |
"source": [ | |
"We're going to take the average power of the test light curves which we'll need for plotting:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"id": "ad1debee-3a8d-4018-b898-80eb4394386b", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"test_average_power = np.nanmedian([tp.power.value for tp in test_per], axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "5252133b-4d7d-4890-89fa-015630a37fe8", | |
"metadata": {}, | |
"source": [ | |
"This is the plot of the data, the black shows our target, and red line shows the average power in the periodogram of our test apertures." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "353002ad-f909-401b-b768-e41224532ef6", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x2be2d0940>" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = target_per.plot(view='period', zorder=10, label='Target Periodogram')\n", | |
"for tp in test_per:\n", | |
" tp.plot(ax=ax, c='r', alpha=0.05, view='period', zorder=1)\n", | |
"ax.plot(tp.period.value, test_average_power, c='r', lw=1, label='Average Power from Test Light Curves')\n", | |
"ax.set(xscale='log', yscale='log');\n", | |
"ax.legend()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "da5efa32-b7f6-4160-994f-f9a902231e7b", | |
"metadata": {}, | |
"source": [ | |
"It doesn't look like there are any particular periods where the target has a significant power excess over neighboring targets. \n", | |
"\n", | |
"We can compare the target spectrum to the average test light curve power spectrum, and see that there's not any particularly strong signals." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "9b69755d-c707-4a98-b1db-9cf2d46227ee", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Target Periodogram Power/\\nAverage Test Perodiodogram Power')" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(target_per.period, target_per.power/test_average_power, c='k')\n", | |
"plt.xscale('log')\n", | |
"plt.xlabel('Period [days]')\n", | |
"plt.ylabel('Target Periodogram Power/\\nAverage Test Perodiodogram Power')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4a74ea4b-a1ef-4d03-a6f6-569cd21621da", | |
"metadata": {}, | |
"source": [ | |
"It looks like there's no part of the periodogram that has very significantly more power than the test targets. From this we can conclude for this target there's no significant evidence of a periodicity." | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.9.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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