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January 9, 2020 20:29
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import acispy\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The next several cells simply run the same thermal model over and over again with different dts. The dts are chosen somewhat arbitrarily but they are adjusted to be integer multples of 8.2 and factors of 328 s. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using dt = 328 s.\n", | |
| "Fetching msid: sim_z over 2019:099:11:36:30.816 to 2019:150:12:19:26.816\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/jzuhone/Source/xija/xija/model.py:477: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n", | |
| " self.mvals = np.hstack(comp.dvals for comp in preds + unpreds)\n" | |
| ] | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Fetching msid: pitch over 2019:099:11:36:30.816 to 2019:150:12:19:26.816\n", | |
| "Fetching msid: roll over 2019:099:11:36:30.816 to 2019:150:12:19:26.816\n", | |
| "Fetching msid: aoeclips over 2019:099:11:36:30.816 to 2019:150:12:19:26.816\n", | |
| "Reading commanded states DB over 2019:099:12:03:50.816 to 2019:150:11:52:06.816\n", | |
| "Fetching msid: dp_dpa_power over 2019:099:11:36:30.816 to 2019:150:12:19:26.816\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "acispy: [WARNING ] 2020-01-09 14:57:08,654 Cannot find a unit for MSID fep_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:08,655 Cannot find a unit for MSID vid_board. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:08,657 Cannot find a unit for MSID clocking. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:08,659 Cannot find a unit for MSID ccd_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:08,661 Cannot find a unit for MSID simpos. Setting to dimensionless.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "tm0 = acispy.ThermalModelRunner(\"1dpamzt\", \"2019:099\", \"2019:150\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using dt = 164 s.\n", | |
| "Fetching msid: sim_z over 2019:099:11:33:46.816 to 2019:150:12:22:10.816\n", | |
| "Fetching msid: pitch over 2019:099:11:33:46.816 to 2019:150:12:22:10.816\n", | |
| "Fetching msid: roll over 2019:099:11:33:46.816 to 2019:150:12:22:10.816\n", | |
| "Fetching msid: aoeclips over 2019:099:11:33:46.816 to 2019:150:12:22:10.816\n", | |
| "Reading commanded states DB over 2019:099:12:01:06.816 to 2019:150:11:54:50.816\n", | |
| "Fetching msid: dp_dpa_power over 2019:099:11:33:46.816 to 2019:150:12:22:10.816\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "acispy: [WARNING ] 2020-01-09 14:57:10,760 Cannot find a unit for MSID fep_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:10,762 Cannot find a unit for MSID vid_board. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:10,763 Cannot find a unit for MSID clocking. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:10,765 Cannot find a unit for MSID ccd_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:10,767 Cannot find a unit for MSID simpos. Setting to dimensionless.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "tm1 = acispy.ThermalModelRunner(\"1dpamzt\", \"2019:099\", \"2019:150\", dt=150.0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using dt = 82 s.\n", | |
| "Fetching msid: sim_z over 2019:099:11:33:46.816 to 2019:150:12:24:54.816\n", | |
| "Fetching msid: pitch over 2019:099:11:33:46.816 to 2019:150:12:24:54.816\n", | |
| "Fetching msid: roll over 2019:099:11:33:46.816 to 2019:150:12:24:54.816\n", | |
| "Fetching msid: aoeclips over 2019:099:11:33:46.816 to 2019:150:12:24:54.816\n", | |
| "Reading commanded states DB over 2019:099:12:01:06.816 to 2019:150:11:57:34.816\n", | |
| "Fetching msid: dp_dpa_power over 2019:099:11:33:46.816 to 2019:150:12:24:54.816\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "acispy: [WARNING ] 2020-01-09 14:57:12,895 Cannot find a unit for MSID fep_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:12,897 Cannot find a unit for MSID vid_board. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:12,899 Cannot find a unit for MSID clocking. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:12,901 Cannot find a unit for MSID ccd_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:12,903 Cannot find a unit for MSID simpos. Setting to dimensionless.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "tm2 = acispy.ThermalModelRunner(\"1dpamzt\", \"2019:099\", \"2019:150\", dt=100.0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using dt = 41 s.\n", | |
| "Fetching msid: sim_z over 2019:099:11:33:05.816 to 2019:150:12:26:16.816\n", | |
| "Fetching msid: pitch over 2019:099:11:33:05.816 to 2019:150:12:26:16.816\n", | |
| "Fetching msid: roll over 2019:099:11:33:05.816 to 2019:150:12:26:16.816\n", | |
| "Fetching msid: aoeclips over 2019:099:11:33:05.816 to 2019:150:12:26:16.816\n", | |
| "Reading commanded states DB over 2019:099:12:00:25.816 to 2019:150:11:58:56.816\n", | |
| "Fetching msid: dp_dpa_power over 2019:099:11:33:05.816 to 2019:150:12:26:16.816\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "acispy: [WARNING ] 2020-01-09 14:57:15,110 Cannot find a unit for MSID fep_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:15,112 Cannot find a unit for MSID vid_board. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:15,115 Cannot find a unit for MSID clocking. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:15,117 Cannot find a unit for MSID ccd_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:15,119 Cannot find a unit for MSID simpos. Setting to dimensionless.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "tm3 = acispy.ThermalModelRunner(\"1dpamzt\", \"2019:099\", \"2019:150\", dt=40.0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using dt = 8.2 s.\n", | |
| "Fetching msid: sim_z over 2019:099:11:32:41.216 to 2019:150:12:27:06.016\n", | |
| "Fetching msid: pitch over 2019:099:11:32:41.216 to 2019:150:12:27:06.016\n", | |
| "Fetching msid: roll over 2019:099:11:32:41.216 to 2019:150:12:27:06.016\n", | |
| "Fetching msid: aoeclips over 2019:099:11:32:41.216 to 2019:150:12:27:06.016\n", | |
| "Reading commanded states DB over 2019:099:12:00:01.216 to 2019:150:11:59:46.016\n", | |
| "Fetching msid: dp_dpa_power over 2019:099:11:32:41.216 to 2019:150:12:27:06.016\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "acispy: [WARNING ] 2020-01-09 14:57:18,124 Cannot find a unit for MSID fep_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:18,131 Cannot find a unit for MSID vid_board. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:18,137 Cannot find a unit for MSID clocking. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:18,144 Cannot find a unit for MSID ccd_count. Setting to dimensionless.\n", | |
| "acispy: [WARNING ] 2020-01-09 14:57:18,151 Cannot find a unit for MSID simpos. Setting to dimensionless.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "tm4 = acispy.ThermalModelRunner(\"1dpamzt\", \"2019:099\", \"2019:150\", dt=7.0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Now plot all of these models on top of each other. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 91, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 720x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "dp = acispy.DatePlot(tm0,[(\"model\",\"1dpamzt\")])\n", | |
| "acispy.DatePlot(tm1,[(\"model\",\"1dpamzt\")],plot=dp)\n", | |
| "acispy.DatePlot(tm2,[(\"model\",\"1dpamzt\")],plot=dp)\n", | |
| "acispy.DatePlot(tm3,[(\"model\",\"1dpamzt\")],plot=dp)\n", | |
| "acispy.DatePlot(tm4,[(\"model\",\"1dpamzt\")],plot=dp)\n", | |
| "dp.set_xlim(\"2019:099:23:00:00\",\"2019:115:04:00:00\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The rest of the plots show the difference between the base run with dt = 328 s and the other timestep runs at 328 s intervals" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 44, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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E3R2l5JC8J46PxZCWUbX85o1E4uyBh7ZH/0PaRdwbQgR6BwjdIA0fkcb8DTsBAHUhpxAPQxaLOmdZQ8j3lBQYmcX2vdVRd0FrlmzyF5RFEJkMCXxEGlEJCWE0G6TA52Yu/nLhZvR4cAx+WFESWB+U4uNekSKViILdAjnRaA9EZCsk8BHasK08s7UXt3/wIwDgzsb/h0FUCs3quuCCYwjCDpHNalgbWuOrR5p2QgdI4CO0YcOOisDbyNFgxOeE6Ejoa6Hx8ePtMctXSBCqIRmP0A0Nlj9CNzJ5ogrUpKv4OIIg1GOcAgKd6zJ5IiViCQl8RFahg7AVdeAIQRAEkX2QwEdkFToIW5QLkCCCgQuo1cyeCuVVtXhv5nr1ZRPpNSc0gwQ+glCEqAUnTHlPZAHMVl6dtAb3jVpIyXeznIc/X4KHP1+ivuwiDStCM0jgI4iQCTMaecba7Z5/m+nr1bNjCzFq3k9YVbLH8bjK2vqQekT4ZVWx87O0YtLKbQCAOet2qu4OQWgFCXwEoQgdLTiVNSSsuFEfcjJsIjhmFcltcEi5m9nMW78Da7fJbwIyFRL4iDRoEswkvIuha1w0X5lC0H6duytr8ebUImzfk9l5JnWA5q5wmLa6FLN8WA/CoKSsCpf9ewbOGj4p6q5oAwl8BJHReF8B92aJdjA34Fnw//63EI9/tQy3vDsv2IYIodEell9rpvrP1tQ14Nf/mYUrR8yMuiuObNldFXUXtIMEPiK70NHuGkP2VtfhqhEz8NGcDVF3xTdBR01PX53QhMxbTz5ihP7MXbcDq0vKbb+va4hHFZ3MFLf9QQIfQagii4TJ92aux8y1O/DnTxb7Ok91XT0aIvahy6U0OYGzt7oulHZ0NenGRdtXuqcal786A+c8PznqrhABQAIfQRDSqIhcraqtR59HxuHCl6Yq6JF3cgMudVcekrCjMyUeItNfHL8KF788DVUxjZLWVfh0YssuMoNmMiTwEWnEZTeqG3rqiYLplQql3KriPeAcWLalzP/JiIzj+e9WYuHGXfhm6VaJX8klXqa5LpWa+niYa8NmxOQ1+Of3q6Luhm/you4AQRBBEsyClknJinMC1vAR/lA91MIau3H0FKglgc+Sp8cUAgBuPv0wtGgaX7GJNHxE6CzYuAs/rCiJpO0g52AdS6aV7lFcLqqRDJL3iCwjrPc0ju9IHPscJnFP2UkCHxE6l7w8Ddf/dw5KMywvWSZpvdyorounX5UV2fTciPCI46hSZeL+06iFKLj/a+yuqFVyPkINJPDFgExdkHZXhj8Z6KiFE2VbeTXOfWESRs5aH3VX8N2y4qi7oIwpq0qj7kLGo9McFuQMsGlXJYa9OAVjFm9J+Vyjyw+F/837CQBw0b+iDchSTXxXjwQk8GnOH0fOw+Wvzgg3dUVITeVF4Dul08Ijy8s/rMbK4j146LMlUXcFtfXxvY9myqvio4VgMV1yftywK+ou7MM4clVPB09+tQxLN5fhjyPnx/NJCdwPmXu2cWeF974QyiGBT3PGLN6Keet3org888Llgy5pxTnPqDqpG3boM3nKCM52juAUISlPXO/ZrpC0+ebXvbisCgX3f403pxaF0r5dCpkYGxaIDIIEvpgQdK6wKAj6mi7993Sc9Mx41BkEjriadKtq6zGhMJpAFytk5OitVOIodEZMXoNPGs1qOhCWZr2mLnVzMfQfiQTCj3+1LJT2jcRTNHcnplMoAUrLEhsysRpA0CbdpBlpa1n8BY6yCPwdnVChaYqreVJ3Ssqq9qWRuOz4bhH3Jlymrk71x9wVctBApgp5RmLsFZP1kIZPA2YX7cC9Hy90DGLIywnuUZl332G9z3HVtsWd2voGvDm1CGu37fF8jgyylMdK8Jxd5F6PV0UVFDPjlmzB65PXKj9vFEThxxt0k6MXbMJv35ztu4RdbSa92EQaJPBpwBWvzcAn83/C89+uSPncGKjBMvBJRWGlzrY8fFa8PX0dHv9qGc4aPinqrhCSfP7jpkja/f178/HUmOXYGIEfaUxeKwDRRXHe+eECTFq5De/M8BfBLyIMh/08VAjoqjJCxGksWpGBYkR82WLydaoPaSdKKvrsQkUpMxoz2UkUzz2uYy2KfvvV7op0Wea6VNwDFUrH6pjWY1YNCXwa0WA2rUY00QVp8ohzWhQ3YrP5y9xH4Ik47dqj7muAniWhYRz+c9btUHruxZt2Kz2fLDEaysLUNVC5N1VkwOubOUSVQiSq9X/5lvKIWpajLEZ52sLD/6iJMsWI341HSXkV/vn9KuyqCKZ0nR0ZvF+yRbWQa7yHFTVqNT9BlTIUxXeqK4HxFfamg+Q9dZDApxHmXLZxzbklSlyScu6pEnOEjlr7IoyCfsosbEs3R6v1CIJBT43HC9+vxIDHv4u6K4SmRDEfFG71767hRtibDq8avky2JnmFBD6NcKqmsWVX/FOLANFrKGIjlAVJyM9g+15r4VCX6NjqOlIhiOI1MMnsrpINGC85rKsfu2Srr9/LKhmyTajSZc7yCgl8GuFk0i0q9Z5Cww3zS0sLoDd0n/uiiLAE7O9LtCbd/X9/NGdjZP2QJa45Jb9fFn3ScKuUJUG+s5luoQGA+RqVzAsK4/oY92dKAp/GpOwQQxxnq0uCEy6jJu47ND/U2JQ4Cxrdp8idIfvhyZIJWpTZLsERFTV1uOODHzGhsDiwPgSRn1CUuMw6IkPNeAhFv8YLEvg0Iipzo/kdD3bXGy1B7tBWZbCgHATaCN+RpBrhtnVXjbw9fR2OfUIfP8GgntgbU4rwxcLNuOGtuQG1EL4GXpvxHSBRz+dOqMqLmgH7rX2QwKcRmTSwMgny+8s8on7VrnhtBvo8Ms41AvyxL5aGXh7MiaDu207DNa7YGl70vojQ7ZW4m/90Yd569+oyVmSCZlw1JPARgQqaPxSW4Ma35oSevsKObNh1a4fNANNmQYxgSMxZl1jEfoyZD9ROmwAclQQVaWolAPxv3k+BtJXWdiitqGVbebXl52ELUksizm1ovNq4y5Ak8BGBcv1bczC+sAQvfLcSADBm8ZaIe5S91Jnz/mjE7rCL3EcRQmnD7opaTF9TGguNxNTVpVF3wTM/rEgPHKkN0a+1LiIfWhmMQzBI7acMtRrPW3GDBD6NMGs8wpr/ze1u32u9s5PFGBVa1pjL7vYPflRy7jCJwTqcQklZleVCNmXVNgARyDc2NnGjtjVKh/qoH+/FL0/Fr16fhS8XRbcZmrV2O+4btRDlGZxkvKQsMa+laGxCbH/mWrVVPXQgjLlRSaUNH1r8OGzERNFS4GOM5TDG7maMFTLGqhhjGxljwxljLQV+254xdidj7NvG31UyxlYwxkYwxg4Jo/9xZ2WxmuCDddv3On4f5Hu0wy73W0wtujPWbhc6blVxOQY9PR4//9e0tO90y4WmjUk3YtZtT2yMJq/cpuR8XtwWrhwxE6Pm/YR/TVitpA86YhkpHGSAmunccSgRJmK+DPutVaLhU9TpuM9YWgp8AF4A8DyAZQBuBzAKwB0AvmSMufX5RADDkXg2/wJwG4AxAH4DYDFjrG9QnY4rmskBSrhqxIyou6CUOz9cIHTchMKE2Wr5lnQ/qORzjqnMq5TUhS0DXwCPlNj4bSWJ89iZsipac3QcRhm9C4kUQRe9NBWvTExsfjLpjuRF3QEzjLF+SAh5n3LOLzN8XgTgRQBXAXjf4RSFAHpzzteYzvs1gO8APA7gctX9DgLSgHhHlZYyEwl9VNEiQmgECTX2yN6ZMH0gw+LzHzdj8abdWLxpN/54Zq+ou6MUHTV8VyOxkfyH6fPXAVQgoamzhXO+zizsNX7+PYAdAI5S1M9QmbYmvs7SdoTlL6QqH1PciWqZs6u7G2XENK351mTbmxLkprrcUIM7jkKm3b0xXsroBZuC70fI985seo/ho7NFR4HvBAANAGYbP+ScVwFY0Pi9NIyxtgBaAwgulXuAFJU6+8PFkQ9DKmm1pyq9pJIMGfS+R8LLP1j7hZEGO34EtXcyjoWgF9iw0mz8dVyhfcMZQpTBVkHhVNM+joK7ER0Fvi4ASjnnVs4kmwB0YIw19XDehwE0AfC200GMsVsYY3MZY3O3bVPjRC2KeSyFVVotqjEc1svzv3nxqZVqRdwnmTqbCfSNqUVKzl9dV+/rHsX77mYGTots0DjVMFcFYyxtg+OWdDsKZF+jMKYmJRYaiVOkVZ4yfTJz7XZ8HWFEvR90FPhaALDzHK4yHCMMY+xyAPcC+AbAf52O5ZyP4JwP5JwP7Nixo0wzhCRhmVr9thO1mUtmUo2L9Xre+h0YvWCz7/Ps2FuD3g+Pw01vy5Xk8qtdPPRAqSlICF3l+jA2HPM2eKumoIJynxYAUcy3cY3mpRhtXS5CTmHpdfxx23+4tef8/VUjZuLW9+ejuKzK+UAN0VHgqwDQzOa7fMMxQjDGLgAwEsA8AFfwGKlLwjI9RGVa8/solm7ejdlF7rmt/LYT9YCRad/pUoMaQ160M9vKU/36vAqqPzRGJY8vTE+qK4qX+9K5bf6+v58Zuzz0xNGB4fIc7LS1fonK93/TrspoGo4BouvC7KIdeOrrZaipC+Yhhr1iW2U4sMKq5KHueSx1FPg2I2G2tRL6uiJh7hWq78MYOw/ApwCWAjiXcx5MzR5F6JLZPCz8vsfDXpyKK16bEdhLds9HC1Bw/9f7Up1Ehao9SkVNMJqMrQp2umWV3p5hWLkFN2xP3WMam31t0lo88fUyT+cNWiFr7rdfPv8xeCf9MNmyOxwtDedcWw2uHzhP1IV+fUoRPpi9IeruKKF0T6qBUaYoz2rNtbY6CnxzkOjXIOOHjLF8AAMACNluGGNDAXyGRJqWczjn0dkMBFn4k/qagdNXl2LGGuekvdH58Kk5j5tJxqtJ99PGxe2Rz5d4+r0qZG6T06X+e2Ja8Lo2LNnsbeyLjCErgdn4kYjjeVWd8zGrFEz0n8xXX9fVrd8iGO/VTzvVasTmrNuBf3y/MvZ+qiKML0yNF9xuE70eLe7PIVXzt/9vFRs/6/bCRbS9OAad6SjwfYTEPb/L9PnNSPjujUx+wBjrzBjrwxhLcahhjJ0L4HMAKwGczTmPZU0b4yToZXA1NHD86j+zcPXrM1V2SxijD8h8Cx+dsF4Y432MY4oWVWthUOa4KBHR8NlVXdEBVU9kT3U4fmhAQmt47ZuzMW+9/2n1l6/OwD++X4XCreUKeqY3G3ekCsuTV4UbFCiCn0DBTNH+il53HPco2iVe5pwvZoy9DOA2xtinSFTJOBKJShuTkJp0+RkAvwUwBMBEAGCMDQQwGglryX8BnG9e5Dnn7wV7FXogau4KatwaBbr1ik1L2UQcd5JuqJK7o7ozrZrpNXVW19Yr6ZNbbkTOgT+NWojZ63Zg8sptWPfsMN9tprWRgeMdCP+63p+1AQUdWuDknh2Ef+Onh2GZxz0hMd8Ir5sxHKZ6zVr7uQvAOgC3ABgGoBTASwAe5Zy7eYYehf3BHS/YHBM7gS/KJLVxJ45aPSNxnFhk8XqNIpOzittXUlaNIw5qve/fzZroaByxZsHGXeh9UGs0b5qr5Hw7K/TVmOqMeagG6X+6fEsZHvxsMQAoF8rDShemFB/9lLle3W+HlrMW57yecz6cc96bc96Mc96Vc34P53yP6bjrOOeMcz7R8NlbjZ/Z/hf6BXlE5eBx8pEJyn/GTUhVJcTGXJ4jJFhVXI6hL0zGhEZ/qLCs1D+aXBListB9On8TLnl5Gq59c5bncxgvlTEgL1fLZUMcx0j28B5skE2ZAw+8sDegIC/dEX0uVuvOxBX6memNxPzNzR6S5gDOuXAKCLtxW1ffgIL7v8ZxT3znqS8v/7Aa574wKVS/IT+UxDBfkhGnCajOQz4L1Yva4k1qg42qauuxdtseVFsEHNw7aiFWFJfjhrcSsVuec3TJJpj1+fuo+GpRItfhnHVqYtY4B+Iv79k/vO+XBxORz7lFYv1AWlLHqLnuQUTh5OELoRED5vrAduPFSuDbpbn2O+avbvbxx5Hz0f/xb7FEYJG1U0X//duVAPY7s8u+T899swIri/dg1Nx4VLD43JDgN47KQLsJp6h0L3o9NBbPjFm+77MoTP9eU6oYMTrxyz0AACAASURBVE6efxw5H2cNn4TeD4/DxBWpC/A6U4nByCLMTc8k6nFVUWMdjSt7f9y05WGkwdlbHV16qo07gvM1No8ZHSOTU9cM6/6l5ofV7xr8ss1JO2q43Di6WZHApzFW79LYJVsBAP+bJ7L7sn4Zv1221Ve/9p3f57uus3O2WdCIErv7/GZjabLXJq/df6zAPVXt01ijOGuuMe/hI6NTU+KUmVLweBVAZMee7r47y2ySxZq1FV4Ie1F/xab2cqaxW8FGyQ4VwojVU69v4Ji8cr/ZMozIfyXrhMTtMB8qM/x1l39J4IsJ5oEksmbbJow0/GPBxl2xz8MXBNf9d47QcWHU4VTdguoF/KHPlkjfB9E+6DpGzP1aqtisrYqScv++XGGz2RTtqXqD4liNRmlL+2Esvd0xi9VsvFViFK6s7tObU4tw10cL9v17yqpSz239tLMCQ1+YjC8WOpdYTPajrr4B89bvVLKJcUJ0vMXRd5wEPp2xE9gA5EiONrsFNsrM4FEs5qpfUtX+a1ZYabGq6+otSxlFZWaQNeum+TNpKtglMY8bc3etNB0iQq2Ia0a2E24gRXBtaT7EAbi/h98sVSekPvX1cqwoLscdH/wodPwzYwtx2b+n4/EvvVW1EcU8BuxuidVMq7PVCiCBLzZs2Z2atDNHUsOX8rnh7z1VtfGYiZBw5p9QWKxVCbowFiOrJtZvr8BnCzIj0akfxCptePud0/GqHrsqP1hV/WEAFv20C+/P2rBvbEcdsOInv9sdZ/VS2BPvcI5YzLPGLgZVG1f2/MnN1tvT1wEA3p25XrqtNSV73Q8S4NEvoq265BcS+GKCOUu7rJnDztH26TGFfroVKpf9ezpueGuu5+hinRCNtAZgu1AEPSEHSZrGTPPFcNMuszO/mg6rM1equ4E//9c0PPjZYswu0qNA0bNjvc9RzZrI5R4MahxaRZzrzkeaBOWpeCbGQIzVJeUYu3iL7bFm65lxvRxtDAAkky6hEif1sJAPn+H3i2zq9Kp2uJdB9oVZujnhmG6OSIxjtNQOifD9MM0EH4ZUAF1V+aLicnftj4rF9mOBFBVmvNb59Yuq8WIXrWj13gYZgOAHtzrKqunRoaXl518s2Cz8XIpK9+Kejxdg/XZ5rdS5fQ+S/o0Mmu/LhDjn+cn4w8j5mLfeOlVRJlyjHSTwxRQRIcc4sW03TN7rTGXOdPc7yERkFvowtV/3f7o4vMYUsFXA3JfcKBjxe0tVPRPzu6gTeTmJ5cF4rbX1DWnX/sJ3K9H//327L+efzrjlSfM9F9pMy/WcC4+Za9+chU/nb8KNb8+Vbr6FomoqmYbVYykqtRaoRX34rCgp0ztIigS+mCLkw2fzty5kQtCGHW9MLcIDny4SymXlho7Pzi9hJu1uGkCmYJFnwpHwhwsbP++V8f34/Md0H1GrYOx/jl8FAHi+Mb+nTpjvxQaXPHtBBt2LnjrpvmMnkIi04XWec9uIun2vU+Jhr++BuJtF+nHfLiv21mhIkMCnMU4Dtl6khmjMU1/EAbvJ4YmvluGD2RuxfEu55fdyuZ3SD15sY6IXOp/nX6rhrWlFuO9/i1I+875AuR/Ts2Mri995uwvTVpei4P6vU3IF2sE5x8//Nc1TO240hJAOaM026wj+Ys21GE7MXLvdcaz5ngudUr5ENNGG6T8oI6SKvvP6JnfWtV/2kMAXU96YUuR6TGqgRnB9CZKtu6vwly+WBpoBP0iqFEy2Vo/up52VFp/Gg78EnFbBjEqt7q//I16Tdv6G4LR7k1am1uz8oXD/v5XnbTSd0a5OaxRTjKww4GZy82vSPaN3R+vzhnRzop7nv1tWjOHfrlB6ThWX5OccttkuYrim5kXdAcIbIhnOhR3jffbFKyKT9c3vzMXiTbvxzox1gfcnCFRoYlRPLPELcYknydKFXnEaO2aT+Kyi7b7asiK5qVi5NbpcnW5MXOlcrN58B9186fy+a/kOUcGyp9ZRs+XWo3rO8cqENYG0rdodx+50xs9Xl+xBx9bN1DYcIaTh0xiVr/vKYmvTIuB9YgmjrmYysXEIFixPuM1BKvptpXXwo4kI4lZGlaLAy7VU1dZHaowR2QSUlFXh6L98I3xOu7RLshiDwSpr6zG7aAcu+tdUwd+GzyqHec2Kj+ZszOggtaCDkdy+t/L7tGNlsdhGwuu4UjEnVdXW297UOI4iEvgyGcOInLLKfifsVSh5Y6q7WVk3wk7hYldyrK5BIh1ODGYW33WVPf4+TC3Ig5/JRjCn9+3wh8agx4NjXH/53qwN2Fsj7g4Q1G2YtFK8pnQUw9TtfTZrWc0pncKirkE8StcPfjfhfoVhUf/Oj+dsdA2gSZLsUW29XN+Mt4KsGglI4NMYv4uZW13EJC82RtnJ4icDvkp0ToBpNwF/Mk88r5vVGeyep873wgm74alCoFO10L4/y3+OQtFFS/YxGpNwq5Qr/GyQ2jZvorAn+6mpa8CwF6dg+ZYy1/H+VmN1BlGcxtvcdTsw5O8TMXOtvfnc7ufveagOEQWuGj5F7fzfJ4vcD9KETNIIk8CXwRhfXqedn5dSNULtZ9CL4hW7+y6TqNaPcHdCQXvhdvwQN0EzDG1LmC5YW8v02HwZOefIYJIAH/HwWCzdXIbz/znF0++9+vBd88ZsFJXuxVUjZkq3WVFTH442urEJ4+uoMin2wo3hpxlSxZtTi1Bw/9dSvzEHR8UdEvgyGBK30glbMLEzl0ulZbF5kiLnaJOfrmVZ5yG/V5jkiiSZlCCOGw+nceo3GMRru7KofIyPjl6CP46cp0RocsqV5nT2Wp9ViaSDNny1tp/Nu/TbDMigQk7mAB7/Sj47wO7K2oyK0iWBT2P8O+BGOyKDNA/UGSbfwc+MxzdLtyrpkyxuC2StTb3bnRK1dFX3edmW9MoTUWO8jU1yxSUFz7cmPGWLctzyqomMl4qauoRDesjs9CisvjNjPcYs3ppW7m2BYo2T8d5xzqXn0AByfEsRx82NG0Fdk93cbfw86jVUNSTwZTDc5m9d8PMu7a3ev1hxDvzu3XkKeqSet2ess/z8++XiGdmtbtPSzWKJl3V87m4YK2O49l/gAr2MM50nes79aeJ2VdSg76PfoM8j47DXpeKJn3bMd/DVSWtw7BPfYeQsHy4kppOOWyK20RM/faIBzjnO/+cU/OKV6VK/z3G4YVENKV3LOIaJH2WzrX9xDGdXEviyBLto0SAJ0ny602MJn7BNurOKdvg+h9WE/f1y8ejJuNHEIPDV2GhIg+bZsYWRtJvELViizjH4w/ld/+2bs/f9fev78x2PLa9yFghltITJe/rMGHX3ViQfqQz/+D4RwFZZW4/CreVYsHEXHhu9RPj3KgUmbxsVi8/8dyX2BFHKMY7CMQl8GiMzoKz8S4y/X+SjFJdXgnwhvNSZjAIVAkscJxY/NMtTK/BZRjm7LIOvTV7rv92AnhuHP0FnoWEumLjC2SndLcrVSz+i2Hz64e0ZaoLawshb6hcde6jCbO+1+kcD11vbLwsJfBnA5JXbcPhDY9OqUeiucnbTtr3pkOfP67WZm9ywvQKn/W0CRs3d6Ol8flBZ67jOxqHcqo0w5i+j0CaCsUvG+sROpekSCZT1HuNBMHbxFsfv/TxfEQ14q2b7CzTt2GOvabfrR6VBK9ijQ0vhvsUBp/EYh8hwHYWbJZvK8Ndx/rTCpQ7j1AnVLgNRQwJfjLjfJnfRo40mh0dHL039QrN317yzd5tbnKKq1GjOOJ78ehk27qjEff8Tzws1/NsVSkqmvTltndBxIkKNnaalWZ59qacgUZWSwylvnZv/WZKohF4/wqiT4PXk18s9n1cFxr5t2rW/prOMsLC7MWgpR3FEtiq8JwKXO3799r341eszMcsht59U+1ZVeaQyAujJvycGU67NCuP92rSrUtt74gUS+DTG/PJ+OMdaC2XvVKqgDz5WRvMvVRbVHukzCe6jo5fg9Od+wN4aed+Olyas3hcV7Ccx7VvT7TWYRvwIJ327tEn7TMececZxFrSWYcvuKoyaF7xGVyYS24ybqdTpHtl9Yxfda6cdtsMYmOBVqI2DedMLsp6Vfxq1ENPXbMeVHnL7WbFv2Gj4joeP8xizmwebClon4jiESeDTjLr6Bul8T0HmCVLp+/eKaZfmRwOy2aBZ8MI7M9Zj445KTFvtbWdtTg/hBXN1tbr6Brw1rQhrtqXWmFQ9r/gZF1W19YHmgQPkrremzv1o8xGX/3s6nlYYOGDHcz7MUBWu0bPpq5Wbb1y1jVZcNk9bh1ZN9/3tdSwlBT4dTYhBsWF7ut+xn02BFVb3c8MOCX/nAB5HWZXaawyaM3t3TPl3Jg1REvg0o9dDY3H4Q2OVLKoq/JsqBaPwOOe48a05+NOohb7bFGHNNvtJLIr8Yip4f/YG/OXLZTh7+KSUz0UWxbAmpROe/B7HPfGd8vMaBRiZa/HyrLcHLLAmKXOJcHXC7RZYKSd6PjgGb04tkt4ATk6ps+2uGhp02IH7/p6+ptT2OKf5Z/Gm8IPIZPCqBXcauzK1kb1iJdR/sWAzgERFpT+8N09ao+sXu1ykQeN1TszNEdTwxdDYSwKfpgx+ZrwWDhVjXBzEk+ysqMX4whL8T6JGbFA4ZdLXCbMgt3xLufVxvtrw8WMLykX95iR7XVffgN+/Ow8fzt6gfCKN0w49aXZ1M3nO27DT8vPHv1qGWUVyWutP58u9s0ZhyGvpqaRvpuyjCSs637MPn+QVqTZtT1lVmuxIGo98vgRjl2zFhMJwUzrF6PVLoCiYrqKmDiXlelU5IYFPU2rqGoTNhn5Kb7lhTHDshJeJK6iFeLbTgqfIge3R0Uv3BcuYEY6+FWxL5HQ7BPMSvjR+leeUHmZTs0rGLNmKcUu34v5PF6O4bP+4v+7kgsDa1JG+j36D2voG12f+voMP60y7AACbc87fIJf2onj3/kVsySbxqi0qXr3icv+uFF4RemskXy2/5doA9/lml6mWrp1pH4in1soOr1di/p3Xe3LiU+Mx6KnxKFXg/qMKEvg0ZtiLU4WOszXhKOiD6GC3TPjpMhEFNbXUCvh1qeCdGestHeFFtRDpt8d7+M3MNdaLvPn5Df9upXvHTOyqqME9Hy9IMzUb8RO8AtgXeHdyoBZ5yiVlVfjFK9M89ip86hs4du6t8VVPeJdivzAz40U1RCIPSPJVDcPnz49LiGzvKmv8C3zmUonlJp+5HyUEerfb60VoD1vD3tDAsXW3u2Ztj6AywytJa0ihjeUmCkjgy2BUTI7bAtxRBxVI9lGIOfWesajI4JRKxIiTMP3I5/u1h3aP8cJjOu/7u7quISVFhioaGjgGPP4dPp2/Sfm5jdj5+bhvGpy/f+6bFa7VIgD9/D7zJOoJm5luI/yLEGQEt7lOLaCnuc9q8zFbQcUcK0S1P07vgXGuANyrozi24/mX+vCHkfMw+JnxmOLibiDsy+g3tyE49lTX4d8T17jWwQ4aEvgygCCjdPf5hLj1weKtcKormSnMW5/uS+VdK7r/fr07c/0+05zd2Yz398HPFuOUZydgvo1vl1fsNG9mzNcsO/ZsdZsO52FwH2NVgg7jSWG5pLwKP6yQ93EaYors80vXds2Vni8Mgo7eDosfLd6hK16bIfTbIDSQxWVVGPT0eLwycbXl92aT/FqHgLYoCHsz9c3ShA+328bf77op86jP+NsP+Ou4Qtz09lzxHwUACXyEGiwGv1u1hZII/XGCZE2J2ISb7kqX+sFVjbm5ZEz2YxanZob3u/6sLfXmtxeWrH9SzwPdD5LgjL9NxPX/nSN8fMfWzQAAR3ZOz3foh46tmik9HxC8f1ZZVZ1wzdJb3p2HmroGaQHpw9nBa+9rbDT0IkM6CPPla5PWYlt5Nf42TiyP6fPfec93GkT/v1okFvinK35vCef7MwPYBeaFBQl8GUbB/V/vqwIRpu+EsakRk9doZyJLEoYc4laQfj/+Tb9mdFGqHn/oAVLHl9loEt2uvGmu8xQmKlAsbsw3KZqGKEnydit91Vh8TWuvGnJtul3DEQ+PlT7/DEUVKZxYZFO7VSTYSYfnJhuEI4OX6aXenHDUgnFLtuLP/1ukJIhFFLtn1UVQu+40L09bvd8yZgxorPSQ6F8lJPBlID0eHBNp+0+PKUSfR8ZpMfnpgJ8ybJxzW8FdSOPgueVk+96OyzMFHZz7wiQU3P+17UbAzv9w444KJf1zY2uZRukTInxx/O4X/vWDtdnRDh3niNELN0faftCbNqfzu20uj+7aVro9kSCi3783Dx/N3ahFWq82zfNS/u3F9Hvvx9b5aMPIxegECXwZgJ0WI+oQ++0eC1YHSRQaMKc0CG7srKi1nVjM6RZ0ZmVxwjTc55FxUr+Tyalo9R5YVaSw/q1wM6bz+/u9HUFo53XMR+gm0EfBtvJq7yk9NLzHqmho4J6ix/8ztUj4WNEKSuZIZCvCqodshXEDqdOQIIEvQ6msqQ/XpGvR1j0fLwivAxqzotjOb8N98vzAIRHxZIsoNOMZN2zXbzH1g7l0GEfqpsZLaiC/+E1HY3PSyDdrKhC59z6U38q4qH8XZecK+rmNXiAWLR9EL+78aIFnc3FDA8eW3e7CnOjrumJreL5wtnluxU+gDSTwZSjfLS9WNs4K7v8ac9fJpyXwo9mKK1b1TN3qojrx3DcrPAvupz/3Q2gqh6BbefzLZejzSLrPV0qqDx/n95scNQ7VQcJad9xq+upGW5MJD/Bu2g76dbvzwwVY4rMs3dx1O3HViBmWidSd+v+lD1P3vaMW4qRnJmDckq3uBwugIgVVNtVxTkICXwZgNWzv+OBHpQP68ldnOJ4vEzQSKuhp4T8pY9Lwi6gJM2hUT6ZvTitKy2/IkDr2/bT5hsdnFMTt5jw6pYCK69HKH1IAS82w4G9nrNmOcUvCjUL9aae7sOP0GN+avg4z1+7AzRYpQoIad5/9mNBMvjtznZLzGYMiVGO+B/Y+fOqD7oKGBL4MIMhKG0acku/qsFmqEdAoVkbgNGtXu1J0cfVzb/0+Ft0Xb1UaPt8obPzEp8fjjg9+VHfCkElG6mowJQjhVSFZXFaFq1+fid+/Nx/vzFinrD9u04Js7WM7iiN4t1VV8tBhvRFFIEg5NEjgy2BUvxT3jrKOPAL0mNxFTEmbBHbHuqG6wLoMs9YGU2FABWY/nihuUzLx896A0y2Yo5515t2Z66PugiTeBs7jXy7b9/ejo5cmzhTAIDQLQSKBTCK9sDzG1H/VQTWqbo9ovkcvmJ+hXZd1WPNkIYEvo4njkAyY+Kyb+5CpYGC+vC0CNSVVcNwT36Hg/q/3/TuMkbe7sjZyc0nSl+i9mRvESzV54KA2+b7PkY0+S0ZuOb2H5ecfeEzm/PXidFNuEHfY6rEt+sl/rj2R4XDBi1N8txMEYxX5Aorg973R6a0jgS8DsFv0lm4us/zcD35yygVN1Iu/LKKy5+/emyd+TtNJw85rZVf+KQgYM5t005+/zIiY4aMGLQD87RvvFQ7cuOdnRwR2biOBRB1rws8VRuNaMX11qRINlogf7q9en+X4vWh6EzPm7svU5e1zcGvXY2pCTKzsht8SauK/12ddIoEvA7AbT/fYJH/0g12me50GdaYh4puYxBzY4IabVspOiLarcJEs/xTGcJi0shTd2u/Piu+3zaWb5aIfVzx5Xsq/R0xe668DFnRt1xyv/uZ4DDpMrnKJV1RWOtBtSujXxbn83QVHH+zr/L/6j7MQ5hUr+c/NpPnhHHetpeoN8qMX9XU9xqr2eFCourq1pXalMsVaeC2AecErJPBlAHbDTsSnrU1+ekoCJ655I5hJjYgGr0EZTosF52qXErvNxLglW1y1IUHqq5rl5QZ49gSbdlXivKP8CSIyiAgKIkxcUaKdvt1trDRp3MQYNxGyBGFl8CI4iwhWqgXyzm293zczbnXYw8Svq0aYQq4b+txVIhK+v/cMXDP4UHzyh5OFjreTIXXYzevQBxnM64+O/bfrk9Ne4pulW5VqfLfZ5MirMEVc+0mvoTtNXGoGixDmvbjuv3Mi1/rLtp/MS+cnj6ASk67/Uwhh1VVd5qCh/YLf5NgmVDZ9vN4mgb0u90oGEviynE6t8/HEJUfh+EPbR9K+0dHfLyLvX1QeSlEvfqpxihz+/XvzlbZVWm4dtFJd15ByX/1qV3R+RAe3VRG0oaAjMu2F21wasonfk24KtfXc8/tqJxz4wUkx6SvJtdUGSZOXIIx0ooce2FLoOJUpd6KGBL4MQJN3NFDCmACeHVuIkvJgolrLLXxuzA7yUeRMLqt09gWyTUkQ4ph7e/o6oePi9h4ccoA6E5iWaPg8zncwjzfZJ/B5N+FNDTAhsBUVPtIB6RzkpiI20G06bd+iqeXn5vuyzk7D56VTEUMCX0YQ/dALerFt3iQXb143EDefdhjOOfKgQNp4ddIa3PVhMPV/jTm7kpj956IQWBZsdE7vIJLV3wrZ4BEnPpqrxq/MjbAXwH9edWyo7a21KKUVJFHmj7TjsYv62X7XtNFvrK6+QZuKNW6Y73D7Fk2sj7N4FkG4QIy/9wyfZ2jsh4Kx43YGXbSZYUICHxEL7j+/D87qcxAeGtYXD17Qx/IYFS+w3zqVdoSdHkUUNyGn3mOa+L+OK/T0Oz8UblWfhihIBnRrF2p7iwMa23aElSvt49+dJHzswW3z06Krk+wz6WqceirJhcd0tvz8hSsHWH4elmzTs2Mr12NE5mn9n0D8LAoACXyxZldFwrepdI94Yt6gCFo7Ykw828NmUhHtgZPZ1mpn/7O+wWgUAf13mZp3L6V/O/fWKjuXG2f36eSrLQDICbl6hu7P0iuyKWvsoquTGr6auoZItZMiysWu7RLuAOZuHtW1reXxG3emmyWjCtooLrMOwkrtSPD9SPLAp4sx7MUp+0z5ccyvJwoJfDFGB0FPJR1bN7P9TuXSOOip8fbtWDQ04JDgNDHbJapoBIHXOattc2vTkXYENCf/cUivYE4cAQ+cb60xjwMtm9qnxpldJFcWMC83B82bJM4XRc1tFeTYSIsTV2xL+ywogeXakw51/F6kclAY7hXJFj6YvQFLN5dJVy+5csRMpUGHYUACX4xZXRKuT44TQW924uJTI4vf6g5+qap1XtjsnuvAiKK6zRgXBr9DUOb3+U3iOXVaLfK/O6NnBD1RQ69O9iZEp9rfVjAAzRsFyOpafSpCWMHT/khgN0t+uXCz/TlcPpNJ/O7UhyQrit1dL0TWE6u5yzi+90rX22XCbceVeM5aBAC9VMo69ETkdoSdqPfSY7s6fj8qYt++N6cWOX5vm6sqiM54YE+1iyZG4oFGYcZ76WrxwI3LjusWYE+i46iubfDwsCM9/faGUw9T1g/G9if8raqLTsMnE/Bkfj85gN4HpZc4s4o0FR3uW3aLBW51FkwdZA6CttLSivRtxdbytM8KDZ+Z83S6o8usFhwk8MUYq+LdSQ5oaR1ynincOsRCK6EilF+xJvHvv+zv+H1pubM/y9g7T/Pctogz++bdzmlo7BMve7/Zpx/R0fNvzUxbtT8Nhu8i5xI/V1Vz1i2/nrHqg1+tYhhmsisGygmllx7bFV/dfhpOPbyDp/aOsBBuksg+IQaDwOei+Y4ap7H+yR/Tk+iX2iQvN3OgxbqxfEu6YGVFfhOxyjNd2qWOeaMva/IvkbE606LM5y3vzhXqA+BQI1f4DPFDS4GPMZbDGLubMVbIGKtijG1kjA1njIllSkyc4wLG2HTG2F7G2A7G2CjGmLrtoAZ8tche4Jv38Dkh9kSNttFpgjZ/d9/QdL8juzq/fvEjA7o55i/b4mzeOLKzc/1PJ5zMXaLYPVU/gYzPXnq09x+bGLd0fyToxJXpfkoys7fMGFa1Lzjc5RlN+b8hahpqJGgl5kX9u2DWg2cLH3/bWf58IfMc3i/ZSx3c48B9gRuySZtlOc2jgGvG/DwZgFbNxMtlLtucOv9YzVdrFKfzGTlzQ8q/O7ZK990WGafPjC3E2m17MMsw72/cka6NFL/Xmek2ZERLgQ/ACwCeB7AMwO0ARgG4A8CXjDHXPjPGLgXwFYDmAO4D8ByA0wFMY4x1CarTOsEYw/T7z1J6zrbNm+Bvlx1j+Z3V+ym7sDu94yILrMgu1q3ouI6vfOET53laIA5o2RTrnh2Gdja5ufzQ4EPi69IumITDm3d5yxmYROaSZBZVJ1o0dT6PV42zVf84D157cUy3dikR9W50P6CFr/acNKSywu0VAw/ZF8G7zUXzXmxRg7rwCet0L1b87nRxv0mrEZC8Nr9uCBe8OAW3vb+/Mo7VpqdJrtwYdBuz5o1oG4sAMNF38azhk3DliJnY5PDui79DmazbS6CdwMcY64eEkPcp5/xSzvnrnPN7ANwDYAiAq1x+3wTASwA2AjiNc/4K5/wZAEMBHATgL0H2XyfMC2tZVa0vTdw/rhqAK044RPj4fl2sUwREiVspIqu5wa/5bvZD4hoPK/Kb5OLdG0/0/PurTujuvXGb2+V0H4ueucB7ez6w7FJAPnyH+BRUksjIczLHvvHbgZafm69R9WagTX5C0Fz37DCh4/N81ghunW/f/zrJHJI5OWzfPXYz6c5bvzPts/wmuZjxwFm4XyDqWSaVjFNwhfk7L/uDrxZtQcH9X9uuDVNXq7WcjDG5IqnwEt60s9K2QordLbGvpetP8PNV7i5gtBP4AFyNxDP6h+nz1wFUAPiNy+/PANAFwH845/t00ZzzBQAmAriyUSjMOrbvqfFliutzsL2/jBV9u8iZI427ai8vna6vWafWYhoP82J8omR+MTvskrSKYDcp2k1q+U1ywBgTXvCdkHXkt9I6yoyjKGKgnNbn+4b29nzefhb52BhLf26n9vJnWlzy/4aa2th/RUXPXIDv7j7d03lVuIjsqpDPy3hYh4TXkFtKlymrLNwH06SasgAAIABJREFUAHRu2xy/F4h6TpqO/aIy0OiwB8bgTotKQ6qT0a8SyC4he1mMAYc/NNZjj9TS88ExUXfBFjV2CbWcAKABwGzjh5zzKsbYgsbv3X4PADMsvpsJ4CwARwBY6rOfvtm4o8LVxOjG6AWbhI+trqv3VSu2c1trU1xtfQPenbE+7fNcD4llOecYvWAzZhWl7ipFdq7TV5e6mmLcqKypx8s/rBZuu0fHlli7ba/reVc8eR56PzzO8rv7Ri1EXi7Dx3NTI3b9+O8ZObCVcwDPOzPWYcXWcsvFY866dE0GAFTb7KYfGtZXqE/Dju7sGHQEADeeehie/Hq50PmARB3Tx0YvQX3jdXAOjFksXu3hn+NXCR+rCidz0xmm4BYZTbOVSXdCYQlKRJLeSuBk2maMCTvym/Ejx4yctR4rLSI4nWjdeB3Jdj+c41zOb5Zkjj9RJln4oVrNo9xOxRcAO/bW4KHPFgffkAHZy3r4syW238lqPXVVHKhAR4GvC4BSzrnVzLQJwMmMsaacc7vsjV0Mx1r9HgC6wkbgY4zdAuAWAOje3YcpTIBb35+PRT/52z1Z7cjs4Bz4xcvTfbVnxUvjV+EtmwL3h3VoiaJSd4EoyfBvV+JfJoFLlLFLtvou57S3ph7PfbMi5bMWDsldx99zBg57wH1H1ywvF3MfPgcDn/w+7Tu71CxuEZyi5OU4axMeHS2/91loU4P3LMEKFM0d7mkSL/5rb1tsPHQkWcbL6QrNGnUnPyURZq7dgZlrUwWVli4+hFHhZ9F9yGHxt+P/XZyosXv9KQX4wiJnnRnzJs8ya4AHfvvm7LTPnF4Dt02TKkbO2uB+kFcs6/zKjYAVxekC/uAeB6SN99RGpJrICHR821sAsNuGVhmOsRP4ks41VueoMh2TBud8BIARADBw4MBAh0RQyYSP6mqtGfphRQm2Wjgb+4Fzjhcn2AtovTq1khL4Ppqb2FnfcMpheHOac444K3of1Nry5ZehaV5OSrLRk3ocaHus32f42jXHo3RPNTgHpq4qTYk6/eXx3vOu/eHM/QuQUwWTJLef1Qud2uTjkc/lF0sjXRQJqUlmP3g2Bj1tXxnFzDWDD8XhB+13Ch+/vMRSaxI1/Q9JmFydho/Zv62ixp81AEi8j8aE7VcOEvfJDZIDW6aOUb8m3UuP64pP54tbP5L+zsd2b49nLj0aU1Ztk9IO91dQF9muuoeVZjfpauG3Rveapy9I0yCaq0f859qB2Ly70tPG0IpXfn0c/jhyvuMxKhbepAtnrs1LZmel8Nv4dScX2CpAokZHH74KAHYrVL7hGKffw+YcIr8PDTstiSzm3Entmlub8P42boXl534odzFJXy4ptCRNso9c6C0R690/O8LT74ycUJBaRUKVXG51mqH9DsavTzwUvxmc+M+IH4d2t3QfZu49tzeuMbXvBdWbmE5t8jH5PvHUJE9cchSuPanA8J//awqCY7vLVypx1FZY8LszeqR9dqMpUXHXgCKmZTFvSmTX3A4mt4W/X95fasNkrBxz9aDueOXXx6d875T+BQC6tfcfxHP28ImWnzvlpBNxJ3FCxO3mnL4H4dqTCnBev4OFzuk2BVxwtLNP8ay12y1LwclS2yjx2V3j9f+dY/n5iClrfbXbomnuPhcB3dBR4NsMoANjzEpg64qEudepGN9mw7FWvweszb2xpbfJ9GOe/IJkjYsDrt3uyg2z4CAqSBzX3f9Ou1s78+StRohxM62aL1E2HYKRoYKTc9jIBv4AQPcDW+D8o/S8Hq+c2eifF2TJwLvOTt/8qPIL1Q2zi4Bb/kszbpsrt42rbICaFW5J0I1wnghSqgwxQfS95/rfTFthFmevHDFTyXmTwrCI+4gR2ZKl5pRZuytrkedj7g4SHQW+OUj0a5DxQ8ZYPoABANxSaSfFdqsyA4MBlAFY6bOPWmGerK45qSC0tsuqnDV8Xga+1aLUQtD5u72CCiMtmpnbUmPZbyuZAqO5R4d3QF0UoBWHHtgCo37vXsXDCq+mr4wrpRzg9SS1dlYLnbnslq63VUXwqcoxo/JcbS3yznmhwkLYU1UBxgo/96BJLkO/Lm3w3+vdYi7VsbsyEaV90THBpt79gykq+8oTDtF2Y6WjwPcREivsXabPb0bC925k8gPGWGfGWB/GmFElMwnAFgA3McZaGY7tD+BMAKM45/Lx+jHCj6AgS9LX7WwbZ/2jLdJDuFFvkT/LKs2EFU185vUCgBKfkb6q8KP9kbkPsmX4Jt03BCcUeEsZc97R3jR1QS5kmYZx2Nw2JLWShbk8W76k9kMlP+t7kO13smXgrMaH2jGj5lz/vGoAvrlLMlWNza2o8JnhISis7ntdA8fXd5yGIb3T1wmjcL9ks3PlIVmaN8nFEMFAMq+bjJN6pvp4N8vLxfWn6FnUSzuBj3O+GMDLAC5ljH3KGLuJMTYcicobkwC8bzj8GQDLYdAGNgpzdwI4BMAUxtgfGWP3A/gWwDYAj4VzJe5Y1S1UQRCVFewor0rIznaaPKfEqHasLE5XqauqbCDCKT3NuckyW9hQpXEQ4eSe9gEwjpgewbkGYaFNfh4ObpOP+Y/8LP1nEo+ug0WJp7hznskUbt5EiGrOnUjmrrPC6f47WV1VaPhcPCikaKZIY37xgK5S0fd2gTqcc5TusfBskhjvt5ye7uMZFGf3sRfujanJdlU4eWvJ0zo/Tzg9mJe8jUD6O5Wbk/hPRzTtFu4C8CcA/ZAQ/q5ConrGhZxz1/TpnPNRAH6ORKTu3wH8GcAUAKdwzrXx33v7hkFKHOXNyJQ28svfG1OYfLO02PJ7L6bFQR61R6pQNbnL4lWsvMHnblImitovXrUu5l9ddnw3rHt2GNY9OwyL/jIUMx88W1pTaaZ/NzEtcksFWrGwTG9uAq/fSheA87h1CgpR6WdqvM7OjQKVSv9Is+AcFpU19Viy2Tp114RC6zlXlNMP7+h6TKrPrff7+bO+9lo24/yTo9h34zKJwJ03pspnhbBC9TWoREuBj3NezzkfzjnvzTlvxjnvyjm/x1g5o/G46zjnjHM+0eIcX3HOB3POW3DO23POL+ecrwntIgQ4qmtbPHHJUb7PYx5eHvIdu2LnbN+hMbrOPMb99GFggXwEo0q8Jov1jcd7ZldSSJSrJMrl+cXruKirT1X57A3AnFW6V0y7EGSghQpCN387NOd0r3p2tI8kn7KqVKoLRo3glsbgB5XzoApXES98uXAzplmUNuNI1C32g8g866S9tcPqkX/kksg6KH41SDyXrlX1IHMlGRFyc5i2LihaCnyEHOn1FNUPNrtdS9In4/azDk/53E+t0S8XuSc+DRJzDc6wNH5eJ4l3Z7onG/6TQ4SdqrqwIuQJJBy2orw61dwics2yJOvAuuHke6Yb5kL1geDR/HqMg0b1dZ+pMQC9NS2ifGKTS5BzpOQK9YLIxlbVLaytFxskokPp4WFHCvlCdmsvkXbI4lpbNcuTLhOp87gjgY8Qws6kkRSOmpi2036G/MYd/ioK+MVc/URq0tAUp/qeKhbXoDFrOcwaPztkhOhzBQU5J0FFlCDz3xnXG50XH6eNqVst2/RzWXwm2yEHOitOKC7KYoc6tl4S0/vBz1CyKwZgRjTh9k2n9UhLR2ZFFNp42ZRAYUICHyGEXZj5yz8krOTfF5akfO5HC3L9KQWef6uCi/oHG8ZvR5Bzk5Ovlldn5ShZ6bOaihUtBQOD3BLHinBASLkyvebB1BXVlVyE29UkQXXSv5mDY/qadFOv6sdd7KH2slUXmuWJuclYWFWV8MVtpwgd51drCjS+c5q+diTwZQBhjC1zckkz5qohvQ/2nofoSB+/VUFTk3AU1i4xqjlCVQR0P1PyWaeSdH6pVjAxmzniILGk0GH4eHpJZ5TE+K6GoW04svG5h5HwPTfChLa/1aBqyxm9E4EWtXUcN5+WHqzVRGVoMlI10X7uvGjFpaDcS0T9Heet3+m7LcWPQCkad43QCbfQ9osHpGrFTu3lLCD6aStodM2S7pfTj7COymvfUk1alrNM+a7OPlIs/5XuDDos/Kjxa3wIF+ccGa6P4VOXHIVbh/TEJ384OfC27OvNBs9BEWkXjcxcm9DqfTR3o2V0vWxVCTdUTcWi2RqMJe7CoKwq1bpx10c/+j5nDtM1ZIMEPkIQuwH880bzpzmhpjEXoFVNTyemrZaL0FNNVAKnmybRb3mxd24YZPm5qunJLOSfHbLgERQjrkmtq2p8TEEJV51ae88JGLbfUrsWTXHf0D449EDniE4V5ljL3HMmkhkFRK2DAw4R0/7osIwbo5e/X17icKQaVFlYRX1JH/tiqaIWxdhmSLJfVVtva8L+9m7rABGrFE12bhQHtmyK10xzSdiQwBdzggooMJvn7F7Y+kYnWyfT0f3n9ZFq28o3JUz8pjnxituc+MKVAwJp91cniqcucCKt/rGSs/pEQSfMianbGJKJB5Wtw4/QpsV9t0CmVqwfkhs20fuwTbCyjl852k7DLsqk+8701wEPGJPgi45Jq8PC2ER7eT4bdlTs+9scrGeku42pubOFb6fdWjjvkZ9FXuOcBL6YE9SLZM47ZTeIJ63YBiA9uio1+atcH6MOciopq8aJEZjx3AjKd0xUw+GG+TE7PfY4xRI4jd+gtD75ESX/1h2zf20S4zOSjUzetEssK4DfJz3IZ35RNw2qHckE5V5YvkVNqbMw5vSbTnVOQP/hLYPxxCVHpeQWXCUY/JXfJBe3DknPdGCVwzQ3h2mbq5NmlZgTVNoF0Rc0WRbnsx9T80XlmTxXZzxwlnDbRwiE2wdJz06thCM2VaLqSdolybZjgSngRlW73dp7d8D+v/N6O36vy3waVD/6+Ci+PqC7GgFeFS9efSyuPelQHKegX8cKnCO5OdV10Y0rfu5mGOmBLj/eOYH84B4H4prBh6Zch0wJv/uGpluqkm4rqamQxM8ZNiTwxZyg3iPZyXKHqUqBWfMoEwnqpf6uSto1byI0uTVxCe6Qrc2q6ln+cqBc5YxaRRGv5kndj/b5omOcU+N4PbM5WauIAOGE15JbeS73xs+i0Sbi98fMz/t3weMXH5W2CfSC3ZhqYfClSr6WojndRMkk+dFt/PnBau0II49hc5MF5Pazern+xu8ISZZzNGoXrYTb/oqsKH4hgS/mtFAclZUkyl1K1POq6G70BhcTgvx0oubKCw6U06ztsSnQbsWFx9jnoFM5FlW5KpjPcqjp3hzRqTWm/nkICp84z9P5Lx7QFQDQo6Ocuc3NPB/1picIVKSrsHs3rzBsck4VqBHrhf4+S5n90Oj+ogN2eVWDQkXNZjfym6a2ce+5zlYCANhZIVZO0Y0ehjKBidJqqeii9SOBL+bcdGqPQHaesr5J212i52Q0hlHvpHNyxES1Vk2dtZYn9/SemsYPsvdPJjmvMfo6vd3wHpyK5MdJurVvgfwmuWnmnQ6tmuG+oe6Lxrpnh2HCvWcq60+mosLf0W6IGdN+9G0UZlSPxw4+IqcBYJcP4eKpX/ivuW7EiwAS9bzshpcchK9N8ldlKLnJNaYls5pPdbl1JPBpQGsf/mJB1fWUfbn9pgwxcnzIuZjMiGr43HJLyeahi2pCjSINjV8fycEekzrLBJbMeehs3DrE3SyUrVg5rDuhYnyv256eey4sDvWZFNiPAHqlpJuGG784tqvS8xmJSrgRvr0KO5gMbjQGE1kFOAaldZYlfM90Ig0/2eODCi6Q1hIpFBpO7hlchQYRRDVewxzMm15QdQd7GswLInh1qG6Sy4SLopu546zDsbK4PK1GbhK3LoUhHJPTvzOy5cZUuNQZ62wbta/GJ5VMo6Pahy8Ms2RYbR8mOUcAeuQhdCLK/uXl5mDCvWfY+qn2DdmEbgdp+DTAy7x02uEdsOqp89V3phHpl8dtgZY4lZt5OGhE13nR7PFGRNO9+EkL0665XIkrc4UMJ04o2N+v5y7vL9WOkfYtm2LkTYM9/150fKbnBtR70YoT5tRNbnBlaXwTJB3mzYRRGWXmA2dL/6aq1rpKSBQEWfYwMiJ+tXt0bIXuNv7TZt/hqCANX0x598YTAz2/rHJD5ULqtf7nbwYHk0BYJU5CorFdP0laZQVRmXJMxpqUQS6sbuNJlUL5uO7huQ+ccURHTFoZneO+ao20UwBPlMgOjetOLhA+1iqf3bWCZfB+2imW7y8MAnXjiEjwMk7bgwrs56aNhmTLYSFapztoSMOnAZlgOTq3nzpfQq+346EL+irrQxSoGgay9TS9titr0pOhRbPUa+hpioJV5cPXs9N+05ZqDZSRp39xNK4/pSCw8zuRvHcXHKVWQGsmubEIS7sqO5/6rT8bde1vL3jpcZzWqVb59rosr24oftDl1pHApwFWgyGKwIW7zzli39+yZuaD2zjnWZKZLLxo2K4ceIjywuF+iYsPmI7dNOeSM5t/g6o6EgR/Pq8Prh6k1ulehk/+cDJG3nQiLjg62rJOQQrURsFdhP7d2u7726+rn0pXwSsGdsMpvVI3M0HkzNPxnfcLs/lbB3S53yTwEfuwKh0jispM6jqkDBBx+PaisbjnZ0e4HxQyLVzSy+jAwabEreZ/ixLFvDu4xwFgLLpyS+1aNMUpvTrEZgPiBWOgUvI6/dR+jYr2LZumzaV3nH248naCHAtR+ckar0mnZwros/kngU8DrAZDFMPDTySYyk2ol5fjDJ+Fyc2o2LRbaWmP7d7etrpDVHNCkKbZv//Se2CHCtxuqVu1FBWEb0BSj6V2MEI/XzO19enVYlRH6dqh8r3NsdgYBJlCJZMwh2cR6ZDARyjBTUiTmey9CI/nKM5HKLJWuE30TWwuRCRBqCYbQt8c0HK/abaNg19NUFSbysaZx+nRXdWZ9rzy/k0n4p9XDYimcUGaN9FbC3xAy6ZonZ8XSTSk1bjxWjf4dIt8bZ3a+Ev4nC2kBG0cFm0uV10hgU8DurRTV2fQmPHbD7ICh1INn6BwOOr3JwEAuh/QQjpFhBsNAa7+Qfoy6UwvST8rFZTuqXb8PghTy3n9DsbsB/en7XBr4eReHfaVaNOVZG47I7IaO9Xj3th6k9wczHnoHNuKJ+YULkGb2Lxe6YGt0lPNNMvTw19V9JbpsFmNYq6JA3pv27KEy4/rhiWblqV8JhXkYPjbXEA6LNx8+GSuRzTq7YSCAyzTJOhORY11Pi7KERc8TndYlTjSrkUTdDIEMWWCeN+mefpS0ToCja0TcQrksePwTq3Qr0sbTI4wfY8dUWnARTHOnzSXWkMaPg3I9amdajC8iG6ClXHn41SWTfblVhm0ocPuTMXk1sxmAXrykqPQqlke/nb5MSmfG2/hKRHV4Q2SowzmUy/kN5F/T8yjMpwKHcG3oQOyApaKd0omZ54Rp0ei0+NijOFsiUTonXzW9w2aHh1b4vVrBwbezuGdWqW8d3FMlRMGJPBpwCk+S4nV1KU7LNthLEfkJ7mvGaZwJOmwYKowP1mZwYBE4Maix87FFQ71MVs2i7+2Akhd5IOq++zYvsSxqoadWbBhpv/rQtQ1q72gSqvYrX1wgUp+cZr/zD6KfzjTe2YFWYRNuoa/x9xxWijv/WEdUvN02gXGZTsk8GlAJ4scdjIq6T8NFU/10cP4YjhsueUrbWQWDQIydPKa7z+/j/T53auJ6HFHzePAysdI+Fw+r0mFyc7Jdysoi5XmlrDQULGR83oKc9syQsjRPjXT8uzvbLsWqZvGlqYUSp3b6iu4AuFt3jmApgZLmdN77lSFI9MhgS8D6NFB3AQalLlUddBE1Iho+Fo2S0y+p/YKwvyqh5hg3BN8d/fpaQmR3VA54atOvRMUYWuo+3XRozC7DF6Dy1QFW6gM2lCd/sXYtduG9LL9DgAGFsRPSxsUxk10rYPVa/a6HYH3RQcrlRV6ed1mKS19VohIHVxuwRPM+A9f7RrJOIFPYA5PapxUmZl0d4o+POJ6kLkexqvML8LK26YLMvdGhRO88fbme4w8VekrrCt9O+8X4H/eP1UwNl9/h1bh+fDp/Hok+/aLY7uidE91mmY0CNo7tKHrvSKBTwNU7jalTqVwVLo5yXqNOo6KVs3EX40gExebaZ2fh/KqutDaO7hNPraWVXn+vcqJT9M51IJwR3AYi4suPm/effGDS8t7oGKhK79JLu4/vw9q6xrS3H3iIO+m6BQCeBdOsNBqtmr0eX7hyvDyWR7bPX7a1cxSy2QIeTlMakZKDUdPpaPHKK4odyh+Kn6o4v9d3A8nFLTHf68/IequpHBRfzV5FkV47KK+OMlnQJGROCxWScx527KdE3vo4fdkNNvJ1ef29h1g797x7o2DcPnx3XDzaT3EOyLI78/oidstSqpF+QoZ79NvTzoU39x1eiT9MPry/ufagRjc4wA8eMGRkfQlbkS/shJp+DERmiev7gfsj+o6yJyx3dGBXXWS1Bit9gC6tW+BUb8/GUN6i6dI8IvIPX8oxInt+lMOC60t3bj2pEOVnzNOAq8ZXWqBWlWiEKGHKYpTBacd3hF//2V/NPfpkiOFJs+hVX4eeh8cjYuHcSye0/cgfHjLSZaBj0Q6JPBpwsonz9/3t3RmdcMcMLRfas3Lm07dv2i/df0giVPqMbHEgbwAcj51a29dIqqlhKnZjdVPnY+iZy5Qdr6gObit/KTutD6OvvWUlH8bxe07zvJesF6TNTnjeHjYkTi6m7eI2QtNmvG4PqMw0ssNFtDmOq0P2bJ2DO1nH+mt6/gigU8TmuYZQ8qdVfevXXO87Xfm1BXnH90ZR3dti3OO7IQjG52BbzjlMHRo1RQ/PyY882Amoyxy0PDUw6gakJebE6rmxm9Ltw3phV+d2H1fST2/dHYQIN3T5tjT36NQEja6Lkp29PSRYcD8OI05MoNIbXLjqcFox70ELsny3OX9LT/34uYTRHd1yan8y+Pt86hS0AYhjNNgufTYrmlavFQn2XS+vP3UlH8/elFfPHLhkeEu9pq8pIQYSa2lyshVPws2kNBuPv2Lo6V+E8XEG2WlmDS3DUWofn29zAd+InTN48DocO+W7ucID9HpFx7TBScUHIATnx4v/VsnwphHDznA2rrghSC6q8tS4mdTGBWk4ctS/Ah7YaYC8Mv7N50YSjvGCiZeUe036YfbfZg07VBpjlaB6rv9m8Hd0b9bW/TvZp3lPyhTl/E6xt97pvjv9BlullwxsFvKv2XXV6fLM57KbSq8/PhuzgfYcFAAfmVh+1Kec+R+H2bhShspmb/U91cXf9I4QgJfBhD08D/nyFRfBXN5HwK41ZQgddgxnSPqiRqSpd2imFz95qWMiicvORqjbzs1Lco8TMFKJp2QG055xrwgextyc1Lvox8Nn5+k3WGYUUU5qYd91LzRLUgV5pJlsmSyhi+O6LXlJvYR9Rxj1DapqOuaTS/pa9ccn2Z2jyt+Tbpefj7roXN8tWlE5j3SPfFyk1yG2np1fXS7N0EK+17qeJsFPjeNqfFbcyLeoLVQQXGUQ5m3PiFGzXrR9oXddpTo2kfS8GUAxgkriCXLrhh8WFw9yN45Vke83h/N5Y1QaNeiiVItlRG3YIrqWoECyhoShqCqegE7/yj3DZHZhOvHZSpOQp0TxqsII1ek3/sm+/vfCqRDunhAV6/dyXpI4MsAjBNhGHU13d7hgYemZyA3vvi/Gdxdqr3WkvVbo4bkNu8EKbsMdkki3cFjkvKwCHtDEKSIJCIImINfVDrJxzV1iPG2dQ2xwo8MXsfp9/ecjocv7Ot6XBhl0zIVMulqyqZdlZafW71LRlOHW4kzFZgnS7O/Wl2D8xvftR35AMaFTBJe3Rb5Iw5qjZeuPhYFB6pP0qsCu2cRlPbK6bQ9OgZ/j8wlC4Oa2txO6+cdaN0sD+XV6kohGisnefVLHHCIdVCRDEE8il6doq3VbcZPsm5drTWk4dOU4t3VwscGLeSlTfymf193ckHKvxt0He1ZwCEH6LnrFyVMy5vVML2ofxfPyX3dCOLarj+lQP1JXZh835BQymqZb1da0IYvE6/338pw21m9bL+7ZIB8HtSjDT58F3v4PZBafckrnR20i0FnG2jRNBw9VV6u/SA5s7f3IKAoIYFPU+xeGqshGHQUWXOXJMDmShP1Fho+mTQIYdBJ0nwXRDWNOBD2VaveK2T63qNj62aeffhkzJrGY9u3bIImIdS77m7KBpAm8LlctuhdCXI+atPc3vz4wpUDMMIhib4VRm1uj47R5Xs8tru9ljDod+44h7ZV4nQdbteowxpnBZl0NcUuGs/SpGsQRlS9bMbzXHtSgeOx5lqSVgKfbhzQsilKysW1qNlG8vmrfJJNQxASnBApGRU3/KQq8UpYARDmEpNRXGuQMMZQXScfKHTrkJ6oa+Bplp2o368kQc/+mRKAEwV6jBBCGUEIWy1MAp35dUv6PN06pCcA4K5z1CftVY2bn6GZK06IV6SwX4IwywSRJ0yGKCtgqEB1NK5Oib6tSDPpSg4fZvN3mLg9st2VtdLnvG9oHzxw/pFpn99yeg/pcwWB7lp1FUny4woJfDHDbuI6r9/BOLVXhzThLAjMO+1k3df7hvbBwsfOxXlHpScd1m1Ttrpkj9Txj13UF+/cMAh3n3NEQD3SK0BCmaZYzWmUEHfNgJXAHLD3rsSnAvgcDLI+fMImXZcT+XkXwkzA7mQ+9oqXTYaXjUSYEceidY5vPk0PAVolJPDFgPvP77Pvb7tX6dVrjsd7N50YUCkb538baSsw6cRx2W2Wl4vTj+iI/CaZ8co4ZewHgKQCVPfduhtOY1V3DZeZ9248MS069hibMm4iuAk6XspqqcTcpkqTbljX4zYfxnwPYo2H1yqMnIKytFfUp6gtG0b06QlhSzbFC5wXUoWKIF/CuAtJgLpI6ywauoEzsOAATLj3TLQ2JKbu1Ca43IH5LsFa0vgcDLLzoG6BYkFV1dLgAAAgAElEQVQTSBmzkG6cLs9HVT+M/pUXCCQZDwsS+GJA1ElCVbQvOnFcGVJVDd3LaEUN3R+VyN3LNvnOsXRRP5mwFmfzvBNU4mVdhA2/RD0uknjpxy8H6uEjfVz39KIBXjjxMGcLSlSQwEdY4vTSBjlBNpH1zHbDpq8qa5LqhKrNgWzsT2sbISUz73Kw3OXiJ2oUxnWttmCJYh8+mZEeVu42WaLYzKuYv51SgXnZLKrIDaiCy47rtu/vqtp62+PcrjCMAgheIIGPkMbvJHXEQfYZ1Y84OJxIyvYey/O0ctG+xAW3SV/WpOsmpOiA+ZJ1LVXmFnhlFMaVm11tSI14jcbMV1xWlfLvTNhMGP1I/ZbFFH0qMuPerk9xj3i3Iy+H7csxeOJhmZfGKTNWrwznlF4dou5CCn53iP0dSvt0ap3v7+SCyKZlSSKS5Nrr/dHJjCp7e1qGEB1OWON52ISshLDTAosim3JK1ErhXlotnPfygqP9RfSq7OXk+4Zg3oYduOiY/dU8jOPMyUXHy3gMcyg6zs8M+N/vT8ae6jrHgBs99XfukIZPQ8wTjDmxcbYRhCBUXqWuvqWZKOS25E78lF5qfEeS99zvpUQtxKYuUtH1QyVxiy5OcoJPjUmGPL4UovAlPLKzuyax+4Et8Itju7n6TVr12cvo1OXdbJPfBLk5TCjbhCgqfU/9Qhq+mBHaAuqwUJoz4GcSlx/fzf0gDXn7hkH4dmkxLjnWW33NJPcN7Y2RM9fjt6b6yJmARgpUX5ivI5TF0qgR89ie6m76OZ8uS3CqpjHYXk249wxMKCxxrZxkhy5CWZAcI1hHW2Qq+etlR+O1SWvxp3P1SfRMAp+GmF982bqvQXP58V3x/fJi5ed9/OJ+lp/7SQ0gW2f4r5cd47mtKOnQqhl+dWJ33+e5dUgv/PHMnsrSMcieR/WGxql5txrRylG0YJrvUFCCbNQLvLn9PgKaqZTfKz8wWH7Wt5P7QT7o0bGV8vq7DOnjMQ6lNe1QOeavPKE7rjzB/5ysEhL4YkBLQ94tHaoFNDMslNeedKiy89rtPL0KAbcO6YmBBQfglF4HYtrq7a7Hd2mbr210lWqchlGYY6xb++b4aWdlYOe3Mpm9ds3x2F1RqyyxqijJYKUmuf7u74Etm2LL7ir3A30SdTooM7L3LQ5ih3Fqa9tcv+TDbljd47nrd0ifp6MmSo2D24j5kOv1ZohDPnwxIyyTrqif0OEaR2s1yc1Bbg7DyJsG2x5jzHkm4ttCWGMnI7qN169uPxXv3jjIcB61U6nVOB7a72Dp2sh+hTQgoYWd8cBZ+PHRc32dp12LcASD3iFFzNvhNhb8jBUdNs5A9FrUIKjzkPKqiybphXQZF0GhrYaPMXYtgLsB9AFQBuBLAA9wzrcJ/DYfwDUALgTQH8BBALYAmAXgcc758qD6nQ20Mmgc83Ll9wxRO/IbMb7gvzujZ4Q9yU7atWiK0w7vuO/fQY4NPxqrdi2aYlt5te8+dG7rf2HLM2mhgwriuPz4Q1BcVo1TenXQQtvXOl99rVjAfVwc0j6cHHFxlDWsTLrZQFyvWUuBjzF2N4DnAUwCcCeAbgDuAXASY2wQ53yvyykKAIwAMBXAGwA2A+gB4A8ALmWMncf5/2/vzsPlKMu8j3/vs+RkX08gJJCELBBCWBKCbAmEfQcBHZFNkE15QUFGZQZREEUdxZdhmOEVNxDRcRkcZQQRhOAoi6CgouyLskoA2bck537/eKpJn85Zuvt0dT1d9ftc13P1Od3V1VV9V3ff9WzlN6a0+bm3eMaa2ciXNGHKmDTPusp/O+cPcR6soWrml0i1P+A9LdwfJ68WTBvHH594MfXXaW8zPrTrXIBeyW7zrrSR3vOrWfcvTt+Jv730BhtEMilwq7j36Zez3oQBxXDykpXoEj4z6wY+A9wO7Oruq5P7bwd+QkgAzxtkNSuAhe5+V8W6rwDuBL4ILG7wpjdM7NMulCdg9VTFZ92Rv9Ijn9uHlau9quvrtuJZeF+qPcbeWt2T8pakq/zLvXt0/U2hMYV93pTeE5cX+QcsTbMnj2Z2gwc5DKQVo2hmDRk1NKyOliKpXXQJH/BOYCTwb6VkD8DdrzKzh4EjGCThc/fngLV66bv7n83sbmBBYzc5fzaYMJLbH/070HeS8/0Tt2N1j9c1yCGmJl0nfGkN62jc1+3EJg8GOHjhtNTWvbLKhC/WpKM8sa2n+0GM3rP1Blx/z9/YN5mot94TxHojltWVNmo10Alcr+lQMjx0e13BJC9nk3Vo1hVjIP4KlTTFmPBtndze0sdjtwLvNbPR7v5KrSs2szZgPaDxc4o0UJY/nv9zyhK+85u/8tE9NubKO58A+j6Be0cTLzvTKl+E3zxma+5+/EW2nlnfBbjrzYPrudxbtcfYDrO7WX7fCmZ1j6r5NSSoNa6DLT68s53Lj93m7f+bMQ1Gi3wEe2nW4JaYrTcu3SsXteBhkZv5OOsR4ylvaebYJ/p47AnCMVbv7LIfJCR8l/W3gJmdYGZ3mNkdK1YMOj4kFVmegSyYNo7zDtos1SkrzIwffGA7jtlhZlXLp1EjeG4y59+nD2xcZe/OG6/DKbvObZkEtRrH7DCTiw9fxA8/uH3WmyL9aOV5zwbStJrEprzK4Aa7hnI9Dmpg7f+EnCTQRU74UqvhM7PxwKk1POVCd3+e0JwL0NeQuNLkUzX3ojWz7YHzgT8wQJOwu19CGPDB4sWLozs0stigRucv7s7WMyey9cyJfPPXjzZ25VU6cruZvGurDaK6bF2MeWJHext7D/Ean3kwlNjU+txaX2plHdNgDEWMx2mtYjwpG2qz5tiURjGXjOrq4IbTd+r1ndlma4/TnTZ+BE+8UN3cmifsOIsTd5w16HJHbDud3z/2IocsGnoCqybddIwHPlXD8t8GngdeS/7vAiqPmlL99GvUwMy2An5KGK27j7unP2vpEMTaHypNG0xs/jxMMSV7zdas37usv1ob9VkaSq1Ao5t0K+W2hm+Q0BXvW7JvXzlyKx5a8UpTZhlY60odfQRh+sSRVSd8m6w3hkmje0+63N5max3TY4Z3ctUpS2ra1v40/Qo7EUkt4XP3R6nvM/lkcjsNeLDisWmE78MnqZKZLQKuA14Ednb3vpqKozLQGUgWX3JtTcgODl7YmtewbaR6k4q5644ZfCHJrQO2nMolv3yY3eevm9prWD9/S/b23HRKZq/d17Fwy8ODX9Xoa0ct5qb7V7D/5mv3zho3opPnX31r0NepV4y1u80S46CN24ETgO1YO+HbBriv2gEbZraQkOy9TEj2/tLIDc1CFufyzUj4pH4LMp4/MGaNar5p5keg1pf6xz02ZrvZk9imiQOp0tCgGT5qls/60SDt47be34bd5q/LblWcoHxi30244ra/ctzSwZt9h2oo0za1ihgHbfyY0JR7spm9XfdqZvsDs4Eryhc2s24zm2dm4yruXwhcD7xKSPYeSX3LGyS2Jl3le3GL4gdriMfIlhuMB2C72ZMasDGtrdZ4DutoY+eN12HksBjP36tXeQgV4Wun1UcSp/3bcNzSWdz4j8uaMtXV1R9eWvWyMU0tVovoviHcfYWZnQV8CbjezL5LaMo9HbgXuKDiKScT+goeA1wKYGYzCDV7E4ALge2TQRvlflTFFTsyEVunUiV8zVJ73LfYYDybTxs3+IIpmbPOaB585hW2mzW0RO1r71vMf9/5BO/eqrZr3EpzlDeDpdUk1qhJfGt+3aa/4hr1zGNajcljuljx8ptsPzvdKyHlqfVnnTHpTmETg+gSPgB3P9/MniNcS/dCwrV0vw+cUWVz7oZA6Rfo7AGWiTLhi017Ez7UcaW4reHghdP48nu2zHQbrvnwUl56feVaHa9r1T26qynNNlmYMam2OQyb9RNa/rGe1T2Kh5+N7OswZwOLSrXYzXD9R3bi4RWvsHB6fXOCVitH+V4hxNikC4C7X+ruW7j7cHdfx93f7+7P9LHc2e5u7n5p2X3Lk/sGKo82c39aWR7O4g5uwHD+9NX2PsfQ+bizvW3IyV6aGtU9op71/PYTu3HD6TsxeUxt708WJz/fOHrrXv+vP6H/UfNpHXXZH83pmtbHe5rWPo8b0Zl6sgf5j1l/YvjurUeUNXzSv40yGJGZh4RvwdRxXPm72Ado1/ZTn4OwpC7L7hGTRndFnQyXm9k9invP3Yuujjb+9ORLzJhU81SnQ1Z5PA+WZLdFW13Rt75aShZOD7V+89drzYFXbX00Sc+bMoZ7n345g61pnlbtw9diH5niuv4jO3LG3vM4bumGTX/tZnyxVl4QvtEO22Z6Q9YT04CaeLakfy36vZiprOI6vLMdM2PBtHGMqZjEt/wHLpYTjY4WyfjOf/cWzFlnNB/fe95aj00a3cWdZ+3OlSe15pVs+qoMqLVGW5pHNXwtYs46Y5izTjbzraU5UeUNp+/E7/76AnsvSHcuqWZenLtZYvnhjVlMCXq1YsyRy6/mkdqgDXpftWGwl+lIacBDox2y1focslX/84ymeRnLtPUVgfMO2oyPfP8uTtllbtO3RwamhE/6dedZu7Oqx+loT+9Metbk0WvP3h6x2EZQyyBaIyeI3srVPam/xsiudt56LbzOqCqugpPWCFep3sm7zOGcq/7c6/JoG0wcyQ8+0Jo1lnmnhE/61cpnnq2o1ubPofStbNaPZda1kI2q2Y154uVmKDXTVZOIDbaO/py661zOvurP4XW6OgZ9H6aMy/80GrE7ZocN2W2TdQcc5CPxUMInTdfKZ+YxNREOJQlp1l6oD1/tYnzLhne288ez96BzCLX9B245jXueeokdN5rc5+P7bTH17YRvoGP7P0/YlgeeeYXN12/eNCfSvw0mNnaAzwFbTOXSmx9ljxQvFVhUSvikaU7bbSNefH1ly88uH4/607Y8jLyuRjH2sjkqB3LUqr3NOHPf+f0+Xn5MGtZvX8FtZ01i2yFO9C3x+qd95rF0breuupMCJXzSNB/erb5OvKol6tuQaviUCRVeTLXVlZp5fOr7JS5dHe3suolq99LQGuPaRQqg2t+d0hQ2uw+hyaNVJw6tlX7LW4dV/F2MI1SkeVTDJ9ErSG5SdU3DlSdtzyPPvjqkyVpbuBtlJvR2pa/8c16UExKRZlLCJ9ErSpNLtbO3jxzWwaZTxw3ptdSHT2JXkENUpGnUpCtSQEVJ+KR1lPcprDw8O9vTO171UZCiUMIn0SvKF3JTKzL1nkpsejXpViaA6R2wRWlBEFHCF5FP7LsJAGft1//UBUWkL+TGKV2OavNpQ2sSrp6CJ7XbsLv31XcKcn4ikir14YvIcUtncdg20xk5rIOTv3Nn1psjTdaMxPaG05ex/P5nOHTr6em/mEgNyivx9tp0Sq8sr3QyLCL1Uw1fZEYOUw4+VB/dc2OmjR/BUdvNbPzKU6xqaMZ1eqdPGslR281kWEcxPvqqGWod5bGqHEX+xsr0r+UrxbX5+s1q8ciWsgvJnf+z8xxOWjY7nX4/aeZkav1suEa9pXmcJiT2XSrfvidffD27DZHc23Fu35f7y5tinOZL4bTiD7TyPSmy8s9s5cc35quCiLQKJXwitUizSVcZnxRY7ytt9E7xWvD8TSQ6SvhEItGMPnxFozyhRVUE7tFnX615FdVOZD6qq73mdYu0IvXhE6lFijmZavgaT29p61irGbfsjjTieO2pO/LGytUaKCeFoSNdRFKjJFaqVd6Iu3Rud6/H0rgyzMZTxjR8nSIxU5OuSC3URiiSulFdHb0+apusV3ty1ooDt0TSpIQvcmleQ1LiosqwYjti2+mMGd7BPgvWy3pTMlGen1V+6y2aPqGp2yKSR2rSjdz8qcWYEFKq72TeSlTJUr3PvHMzPn3AAtoqZx0uoMrauXqOozx+niQdRRkwpxo+KZyp44ZnvQl9yuNXjn5za9PMZC/mZNzovX1p9OETqVerfq8p4YvUbpusC8C7Fk3LeEuyt+m0sQ1d3+x1Rg++UBZa9EukCJRvpG+g91gJn6Rp1+T3Nu/UpBupfz98Ifc//QoLGpzstJJffnRnbn/0eQ7cohhJb1GaFUT6Uj5K16z3/1tsoK4tkp71Im31aTQlfJHq6mhns4Jc0Lk/0yeNZPqkkVlvRtNMHT8i600QiULlpdRGd+mnStJT66X7WrXCWZ8ikUjMmzKWiw5byMxJo7LelIZRnWW8Yrs+ba9Ruta7n5SmWJGYtGofPiV8IhHZb/OpWW+C9EH5Rvoq3+KeVv1VFYmUBm2ISGrykiflMfeIPYlVwifSWEr4RGoQ+W9kdPSTLdUqb7Y1C/2YRWIU+8lSf9SkK1IDJTC1Wd2Tj3esVb/gBxJbvzjr9bcxrKON607bkY521UtIXFq18lkJnxROq35YW1FeEr48iivd662Ui85dt/Zr6Jbocy7Sm06dRGoQ849kjFau7sn09XV5rf5FVsE34LV0RWTolPBJ4cT2Q5dnq1TDF63YPgaNbmLW51zSMrO7NeeHVcInhaNKn+bZY364ZNF+m6+Xyes3KomIbc66vIutf6EIwDUfXspxSzbkY3vNy3pT6qI+fCKSmkmju3jgs3vTqY730Yk5qYp3yyQP7vrk7tz79MscesmtNT1vk/XG8on95qe0VelTwiciqcoy2VMfvv7FmFRdfuw76HFoaxv61in00p/xI4ex7axJWW9G0ynhExGRKCydOznrTRDJLbWzSOFE3JIlDRZzs2XW9NaIFIsSPikcNfVIrfKZHOVyp0RqNn5kZ9ab0BRq0hWR3GpUH748niTkM4ldI+/7J0N39zl7snJVD8M7i3EZPyV8IiIFlPd8KI9JujTW6K4O6Mp6K5pHTboiNVCfsGLKY9jzuE8i0j8lfCI10DQfrUUJev80mbRIsSjhE5HcalSCnsfUSLmwSLEo4RMRKaCp40dkvQki0kQatCFSAzURSqu78qTt+a/fPs6pu83NelNEpImU8InUQH34WosS9LUtmj6BRdMnZL0ZItJkatIVkdxSgi4iEijhk8I4a7/5AHx8r3l1r0M1RiIi0orUpCuFceySDTl6+5m0tylpExGRYlENnxTKUJO90V3FuASP9KaaXRFpdarhE6nB7vOncMii9dlhzqSsN0VEBqDemyK9RVvDZ2ZHmdmdZva6mf3NzL5mZpOHsL5/MTM3s1cauZ1SLO1txvn/sAUHL1o/600RERGpWpQJn5mdBlwGvAh8GPgKcCiw3MxG1bG+LYHTACV7IiIFoEZ4kd6ia9I1s27gM8DtwK7uvjq5/3bgJ4QE8Lwa1tcOfBW4BhgLLG70NouIiIjELMYavncCI4F/KyV7AO5+FfAwcESN6/sQMB84pWFbKCKFotoiEWl1MSZ8Wye3t/Tx2K3APDMbXc2KzGwGcC5wjrv/pUHbJyIFs2F36EkyvDPGr0zpiwZtiPQW47fX1OT2iT4ee4Jwsj21j8f6cjHwCPDlal/czE4wszvM7I4VK1ZU+zQRybHPHbIZh28znZ+cvCTrTRERqUtqffjMbDxwag1PudDdnyc05wK82ccybyS3I/t4rPL13wvsBSxx91XVboS7XwJcArB48WKdJIq0sCljhzdkPeuMGc5nD9qsIesSEclCmoM2xgOfqmH5bwPPA68l/3cBr1csU/r2fo0BmNlE4ALg6+5+cw3bICI58o4NJ/Kp/eez6dRxWW+KiEimUkv43P1R6uvr/GRyOw14sOKxaYSuGU8ysE8Bo4CvmtmcsvtHAJbc96a7P1bH9olIizAzjtlhw6w3QzKggTYivUU3LQthOpYTgO1YO+HbBrjP3QebT28GIeG7rZ/HHwD+BCwYwnaKiEiketQhR6SXGBO+HwMXAieb2XfK5uHbH5gNnFW+cDJvXzfwlLu/mNz9BUITcaVzgFnAkYRJnUVEJIdW9/RkvQkiUYku4XP3FWZ2FvAl4Hoz+y6hKfd04F5C37xyJxOacI8BLk3W0deULpjZycAMd/9hOlsvIiIxWKUqPpFeokv4ANz9fDN7jnA5tAuBl4DvA2dU0ZwrIiIFt1oJn0gvUSZ8AO5+KUmN3SDLnQ2cXeU6lw1hk0REpEUo4RPpLcaJl0VERIbk8G1nAHBkcitSdNHW8ImIiNRrw+5R3P+ZvRnWoXoNEVANn4iI5JSSPZE19GkQERERyTklfCIiIiI5p4RPREREJOeU8ImIiIjknBI+ERERkZxTwiciIiKSc0r4RERERHJOCZ+IiIhIzinhExEREck5JXwiIiIiOaeET0RERCTnlPCJiIiI5JwSPhEREZGcU8InIiIiknNK+ERERERyztw9622Ilpm9CDxQxaLjgBerWK4beLaB69NyQ1su5njE/t4VKRZFXC7meMT+3hUpFkVcLot41LKu8e4+uc9H3V2lnwJc0uDl7sjodbVci8WjBd67wsSioMtFG48WeO8KE4uCLtf0eDRqXWrSHdhVDV4uq9fVckOTxfbF/t4VKRZFXK5a+mykv1y1Yt+PvCxXreiOeTXpNpGZ3eHui7PeDgkUj3goFnFRPOKhWMSlleOhGr7muiTrDZBeFI94KBZxUTzioVjEpWXjoRo+ERERkZxTDZ+IiIhIzinhExEREck5JXwiIiIiOaeET0RERCTnlPCJiIiI5FxH1hvQqsxsLvAq8Lq7/z25z1zDnptOsYiL4hEPxSIeikVcihgP1fDVyMxmmNlPgBuBu4Hfm9nJZjbe3d3MLONNLAzFIi6KRzwUi3goFnEpcjw0D18VSlm/me0P/D/gaeAHycN7AMuA7wOHu/vqbLayGBSLuCge8VAs4qFYxEXxCJTw1cDMrgY2AI4B7nL3VWY2AbgGeAfwz8DF7v5ihptZCIpFXBSPeCgW8VAs4lL0eKhJt0pmtjWwF3CNu9+RHCjDkrb/f0sW+wCwU2YbWRCKRVwUj3goFvFQLOKieCjhG1RZe74BbxI6eWJmXcDK5LHfJH9PBw43s0nN3s6CUSzionhkTN9T8VAssmdmI82sI/lb8Ugo4atgZgeZ2YFmtsjMRpWN2HkLWAEca2Yj3f3Nssf+Abgf+G/gnYQqY8xM7+8QJHHY08zmmtmwsocUiwyY2ab9PPQmikdTmdluZraDvqeyZ2bvNLODzWwvM5ugWGTLzM4DHgeWAJS954X/nsrVzgyFmb3LzP4KfAP4HvC/wBVmNgfA3e8idPJcH/iame1jZnPM7OPAJ4ErgOuBTuDA5Dk9zd+T1pck3Y8BlwJXAbcBF5nZCFAsms3MDjCzJ4ELzWzj5L63R7K5++8JHZ4Vj5SZ2aFmdjfwXeCXhJqJr5vZcHj7s6FYNIGZvdfM7gMuJnxXXU34zVAsMmJms4HTgfHASWY2uvSYvqcAdy98AY4AXgAuAw4CtiW06a8Cfg3skiw3O7m/JylvAM8DZyaPdyf3XwC0Zb1frViAHYEngcuBfQlnad9J3tdvA5sqFk2LxRjgo4Sz4jeTz8gpJIO9kmXaktsZikeqsZgIXAg8B3wdOBrYB7g2eV/PLMUFmKlYpBqLaYTk4EVCBcG7kt+M/0je1xPKltXnormxWZz8bpd+M96b3F/6bBQ6HoWfeNnMxgAnAX8BPg087O5uZg8ALwNnAJ8ws9vc/SHgFDP7L2ABoc3/WuCJZHXDCV8CL3jezgxSVho2T/gh6wK+7O53Jo/dA/wJOBd43sw+qlikK6nB2x74PHAX8FngPOBY4BbgjiRmPQDu/hcUj1SYWSfwfsLJ6AXAV9396eSxxwkJ4PGEWK1290dRLFKR1Bh9ANgU+Cfgh+7+TPJYW/LYzsAloM9FBtqAvxJa6BYAZ5jZjaXPS9HjUfiED5hFODv7jLs/ZAl3f87MriMkIMsINR1nA7j7cmB5H+vaHxgH/B7yP2t3I5W9T/OA37v7nWbW5u497v4c8Fkz2xU4gdDEe0XyvOUoFg2XnPS8AvwL8Dl3f8nMxpLUaJjZPe7+auX7qng0nruvNLNlwHJ3P7fisT+Y2cOEH68ZwMNljy1HsWgod3/FzJ4jJN6Xe+8522YBT7FmfjfKvsOWo1g0wzqE9/NKYBTh++sYM/t88p1mHiyngPEobB8+M2tP/lyV3M42s7FJcEuJcDswJfn7fWY2PXlur5m4zWy8me0FnEj4sF8DvZIYqYKZjSPEY14Six4zayvrOHsSMAw40swmJ89RLNJzG/DPSbLXRujQfANwJLAUBn9fFY+hKfueOp7QN+ntjuRlj71JaI14fJB1KRZDUPY9dJG7X1qe7JnZCYQkcBxwkJmdaGazSrVE+p5qmpVJMeDHhKTuVGA+9H5/y2NSlHgUIuEzs43M7Atm9ikzO97MOss+rPcDvwJ2AHaFcEadPLYLoV/fZYSz5z2Txz1Z7xQzO5PQ1Hh58pwvuPsbzdivVmRm88xsv+TvXjXMHia7vJuQZO+T3NdTSvzc/V5C89UyKkZgKRb1GSQeq0rvbxKHF4DPAZMJUxdMSZ631qWIFI/a9RWL0veUuz9Vajosa0YvfYctBm5397f6Wa9iUaN+YlF631cl97eZ2Vgzu5bQv/KnwDnAnwmDAG4ys8OS53jSeKRY1GGg76nkvtJ30CRCs+wKd3+A8Ns9BviQmXWa2Xal5yQxKVY8+uvcl4dCSGg/TTgDvhv4G6FD5nJg72SZTuCA5P5nCJ2fjyJk+T2EAR1bJes4p7Te5HZz4EHgD8DHst7fmAuh1vQs1nSWHV3xXpZuFwGrCR++ycl9xppOt1sArwOfVCzSi8cAzxsGfJUwl9VRAyyneKQci2SZ6cnnpdTp3PpYRrFIMRaEfnvbAqPK7tuMMMjpOmB9xaI58QCOAx4CZiT/TyEkfW8RRrX3AHsWNR6Zb0DKB8s+hCTuC8CcJPiHJT9WTwHTy5Y9JQn8a8lBcRuwf/LYXOBZ4D/Lli8lIAuAkVnva8yFMAz+X4GXgHuS9/fi5LG2itauk2IAAA+MSURBVGWHAf9J6Dh7WB/rmgrcC/xCsUg/Hv08f9Pkc/ULYF7Z/cMrllM80o9F6WR1l4r72xWLdGPBmpNNq7i/K7n9IWHGgekVyysWDY5H2W/AiYTavdL9Y5I4rCYk4P8IrFvxnMLEI/MNSOlAKQXyq4Qh1+MqHv8gIen7Gb3PyiYQmnE3I9QOtif3jyXU8J2R9b61YgHew5ppVbYinPX2AAuSxyt/nLYD/k44I1uY3NdV9vhDhBrYrmZsf95KrfHo4/lthJrwHkL/mHUJU1OcStlJlEp6sShLHv6dkHyXaj5GJJ+f9wEbZL1/rVQa8Ll4uyUi+f/nhL6VM7Pet1Ys9cSDUBt4Z/KddCLwWJID3Jwkfe8vj1fW+9j09zTrDUjxYOkEbiXUBo0p3Zfcjga+mBw8xyX39VdFPJw1VcpLs96vViyEs6wTy/5/L6Fj7Y0DPOf05D3/H2BEcl8H4VqILwOnZb1frVrqiUfZsqWTqdJItgcInaNXE/rDbpj1/rVSGUoskuXvI8w51gFsRJgq5EVCa8WsrPevlcoQPxdtZX8PJ3QFeokwvVTm+9aKpZZ4sOYE6EzC3Hp3JMteQegmtJQwtdffgalZ71tm72nWG5DSgVIK/uWE+fXK+1CUfrAWAb9LEsJh/axnFqFPwP3A17Ler1Ys9D7jLb33nYSzth7goOS+jj6eW5o8czmhE/RpwB8J/S02ynrfWrEMJR4V69mUMGt9D2Fk9blZ71urlaHGIolBD/Bl4NDkc7GaMI1O5vvXSqWBn4uNyn4zbga2zHrfWrHUGw/g3cCjwI2Eq2V0lz32YcKsA5nvX2bva9YbkOYBQ5g7rwc4PLmvsunwzL4eBzYhzDf2a0JT7neACVnvUx4Ka5LxHYGngUfLY1YRh8mE5venCNXyTxPmV1o36/3IS6kmHhXLdwDHECZj7iFc4kvxyCYWhxFqMe5nTW14YWsvsooFoYvDyYQrbdxEOAH6IcmgM5X041H229FNmHFjNmv388vdlTNqLbmdlsVDhG8m9G/5ZHLfaug1n9K1wCvAIeWPAyMJffyeBHZ298Pc/e/N2/p8KXu/8TVTG/ySMHpqejIsHsIZ3NtxcPcV7n4xoSZjIbCDux/s7n9r5vbnTa3xKOdhSoq5hGR8J3d/r+JRv6HEgtCvqZ0woGyZu+/n7k+mvMm5VW8skmW3IUzb9Sywo7u/y91XNGXDc6qWeCS/97j7s8DN7v6QV1wpo/L/IiplxS3BzIYBq/oLXDIb/ZbufkHZfRcTOm9+1N3PL83XUzpAzOy3hA/p3oQzgNIcS2Pd/aU096eV1RKL0mzzZY+1eZhbbyPC4ItNgCnu/ryZjSAMsnnazNq990z20o9mxsPMhnte56lqgGbEIll2DHCAu1+R9j61qibGYiShdvXBtPeplTXpe6qtv/UXXtZVjNUW4GPA1cCPCB2TN6l4fCRrmjZ2KLt/c8KQ7teALendN6CL0DT1q6z3r5VKvbHoZ12nJMt9i3CB+DMI10FUM6Hi0XJFsYinKBZxFcUj+5L5BlRxkGxLGFjxN+B61vQdepIwYrOjbNnTCFOtrFuR2B1LqMW7hWTSRWA8YdTP34H3Zb2frVDqjUU/6yr10xuVrKuHMCCjhzC/26TyGKooHjEXxSKeoljEVRSPeErmGzDIgTKGMOXDvcDuJAMngBOAJwg1dwcP8PxSk/UowvU/30zK9YSzjOcJ/fimZb2vsZehxqKfdY4lDJf/ddkHd6+s97UViuIRT1Es4imKRVxF8YirZL4BgwR2tySgH6q4vxv4v8ljN7HmMiod5bd9rG8X4CuEaT5uAU7Neh9bpaQQi5GEkW0vEAbInJz1PrZSUTziKYpFPEWxiKsoHnGV2EfpbpTcPg9rRu14GIlzX/LYlsDxyf2rym9Lyp53g7ufCOxPmET5AqRajYpFadDMa4Qrm1wKrOPuF6W7+bmjeMRDsYiHYhEXxSMiUSR8pYOg7NaSh36f3G5qZhM9jNDpSu5bjzDLfzuwr5nNrVjnGDM73szWT57XUXbQvFx5QEnQhFh42fM+7+6nuvurqe5UC1M84qFYxEOxiIvi0SKyrF4ENgSuAc5P/q+c0HImob/ds4QJeDsJB8cehPn1PgScTxiBu1PFc48iVBffkeU+tkpRLOIqikc8RbGIpygWcRXFo7VKVgeJAYcTRu30JIHfOHmsvWK5nQijeXqA2wlnDKuBS5NlDkkeO7r8+YRRuH+g4JdSUSxaqyge8RTFIp6iWMRVFI/WLFk16R4NXEAYpfMtQgfOXlfDSP52d78JOBi4CHiLME/PAYTr4gG8nNx2lJ6fTBD7ArCVu5+X+t60tqNRLGJyNIpHLI5GsYjF0SgWMTkaxaPldGT0uqMJGf4h7v6Imc0E3m1ml7n7zyuvsODutwK3mtkId3+9Yl3rJLd/LFu+dGmulWnuRE4oFnFRPOKhWMRDsYiL4tGCmnppNTMzT17QzMa4+8vJ3wcC3yO01S+pXLbs+W9fMsXMOgnXkrwY+Ku7H9i0HckBxSIuikc8FIt4KBZxUTxaW6pNuma2p5ktNrPuUvDNrB3CSFlbM0T7x8CVwPZm9sH+tq3sQNkFOA74D2Acoaq4fGSQVFAs4qJ4xEOxiIdiERfFI2c8nQ6dhwKPEy5b1gM8BHyyn2VLHTQ3B55Olu1O7uuoWNYI7f6/TdZ9JeGC1Zl3hoy1KBZxFcUjnqJYxFMUi7iK4pHPksaBchBhksWvJH/vx5pLoJxTdiCUX+u21LR8XrLc+QOsf3ZyMC7M+s2LvSgWcRXFI56iWMRTFIu4iuKR39LoA6UT+ClhFM7csvs3Ar4JvEGYd6et4nltyW03cDfhsinzkvu2BfbI+o1qtaJYxFUUj3iKYhFPUSziKopHvksjDpDyLL8LeAz4ZvJ/+Xw805MD4X5gWR/P7Uxu30c4Q7gaOIUwE/c9qNpXsWixonjEUxSLeIpiEVdRPIpThnKQTCOcDQwvu299wrw8vwJGJPe1lT1+QHIgXAiM7me9U4C7kuV6gBuA2Vm/UTEXxSKuonjEUxSLeIpiEVdRPIpX6jlINgV+APwGeITQtr8La7L7nxE6bi7p47nthMuwPEJF+z0wDNgT+EZykPwJVQMrFi1UFI94imIRT1Es4iqKR3FL1dOymFmnmZ0N3Ey46PHvCJdImQd8FdgrWfRbwGRgFzMbmTzX4O3JFL8BzEieR2mIN2Fo9icInTnPcPdN3f3n1W5fkSgWcVE84qFYxEOxiIviIdWeEXQBpwMPA58G5pQ99i5CNn8RIfufSThjeBDYvo91bUXo0Pn1Ph7bh36qiVUUixiL4hFPUSziKYpFXEXxUHGvvoZvHPAe4E7gAnd/EMDMOoBfEDpxzvOQ/T9JGM69PnC8mU1Plh2WrOtOQr+BFaWVl509XO3ur1S5TUWlWMRF8YiHYhEPxSIuiodUnfCtAL7o7oe4+/OlO919FfAqMAJwMxvu7m8RhnV/kzBa59Rk2beSA+ZQwtnGXWXr8UbsTEEoFnFRPOKhWMRDsYiL4iF0VLOQu7uZ/QjWuhaeAROA4cC97v5GsvxzZvYxwszbp5rZFOAmwlnBycCtwPIG70shKBZxUTzioVjEQ7GIi+IhwJCmZSlNtLiM0P5/dPJ/R9ljGwJfAF4HXiLM3v09YOJQ2qFVFIuYi+IRT1Es4imKRVxF8SheKV0OpW5m9k/AmcC27n532f3mycrNbH3CWcQb7v7AkF5Q+qVYxEXxiIdiEQ/FIi6KR3E0IuH7H2Cmuy9I/m8jDNnudvfbyw8aSZdiERfFIx6KRTwUi7goHsVRVR++/pjZVMIQ7e8l/68PLCUM/+4ws93c/dkhb6UMSrGIi+IRD8UiHopFXBSPYql64uVypSHYwJaECRr/ZGZLCPP4XEFo5z9AB0r6FIu4KB7xUCzioVjERfEoprpq+Mqqd98BOLAboWPns8Ce7n5dYzZPBqNYxEXxiIdiEQ/FIi6KRzHVVcMHb0/YuIAwM/fuwLnuvpEOlOZTLOKieMRDsYiHYhEXxaN46u7D5+6rzOx/gT8Dn3X3Nxu3WVILxSIuikc8FIt4KBZxUTyKZ0ijdDV6Jx6KRVwUj3goFvFQLOKieBTLkKdlEREREZG41d2HT0RERERagxI+ERERkZxTwiciIiKSc0r4RERERHJOCZ+IiIhIzinhExEREck5JXwiIiIiOaeET0RkEGa2zMy8rKw2s7+b2d1mdpmZ7VV2Qfp61r+lmZ1tZjMbt9UiImvUfWk1EZEC+i5wNWDAGGBj4J3AUcD1ZvZud3+hjvVuCXwKWA482pAtFREpo4RPRKR6v3P3b5ffYWYfAf4F+AghIdw7iw0TERmImnRFRIbA3Ve7++nAr4C9zGwJgJlNNbPzzeyupPn3DTP7s5l93MzaS883s7OBbyb/3ljWbHxp2TJdZvbPZvanZD0vmNlVZraweXsqIq1MNXwiIo3xdWAJsC8h+dscOBj4EfAQ0Emo/fs8MAs4MXnelcB6wAnAecA9yf0PAZhZJ/AzYHvgcuAiYBxwPPBrM9vR3e9Ied9EpMUp4RMRaYw/JLcbJbc3AbPc3cuWucDMLgeOM7Oz3f0pd/+Dmd1CSPiuc/flFes9GVgG7OXu15buNLP/AO4GvpQ8LiLSLzXpiog0xkvJ7VgAd3+9lOyZ2TAzm2hm3cC1hO/exVWu9wjgXuC3ZtZdKsAw4DpgiZmNaOSOiEj+qIZPRKQxxia3LwGYWQdwBmEE7xzCyN5yE6pc7ybACGDFAMt0A49VvaUiUjhK+EREGmPz5Pa+5PbLwCnA94DPAs8AK4FFwBeovoXFgD8SRgH3Z6BkUERECZ+ISIMcm9z+NLk9Evilux9avpCZzenjud7HfSUPAJOBG9y9Z8hbKSKFpD58IiJDYGbtZvYlwgjdq93918lDq6loxjWzUcBpfazmleR2Yh+PfQuYQj81fGa2bj3bLSLFoho+EZHqLTKzI5K/y6+0MQP4OXBY2bI/BE40s+8B1wPrAu8HnutjvbcDPcCZZjYBeBV4xN1vA/4V2B34opntAtxA6Cc4HdgVeAPYuZE7KSL5Y71nDBARkUpmtgy4seyuHkKt3OPAHcB33f1nFc8ZCZwD/AMh2XuMMFff7YQE8Bh3v7Rs+fcBHycM8OgELnP3o5PHOoCTCM3E85OnPAn8Jlnu5w3bWRHJJSV8IiIiIjmnPnwiIiIiOaeET0RERCTnlPCJiIiI5JwSPhEREZGcU8InIiIiknNK+ERERERyTgmfiIiISM4p4RMRERHJOSV8IiIiIjn3/wFZPcJ20kC/4wAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 720x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# dt = 164 s\n", | |
| "cdp1 = acispy.CustomDatePlot(tm1[\"model\",\"1dpamzt\"].times[1::2], \n", | |
| " tm0[\"model\",\"1dpamzt\"]-tm1[\"model\",\"1dpamzt\"][1::2])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 45, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# dt = 82 s\n", | |
| "cdp2 = acispy.CustomDatePlot(tm2[\"model\",\"1dpamzt\"].times[2:-1:4], \n", | |
| " tm0[\"model\",\"1dpamzt\"]-tm2[\"model\",\"1dpamzt\"][2:-1:4])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 61, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# dt = 41 s\n", | |
| "cdp3 = acispy.CustomDatePlot(tm3[\"model\",\"1dpamzt\"].times[5:-3:8], \n", | |
| " tm0[\"model\",\"1dpamzt\"]-tm3[\"model\",\"1dpamzt\"][5:-3:8])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 90, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# dt = 8.2 s\n", | |
| "cdp4 = acispy.CustomDatePlot(tm4[\"model\",\"1dpamzt\"].times[28:-20:40], \n", | |
| " tm0[\"model\",\"1dpamzt\"]-tm4[\"model\",\"1dpamzt\"][28:-20:40])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python [conda env:ska] *", | |
| "language": "python", | |
| "name": "conda-env-ska-py" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.7" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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