{ "cells": [ { "cell_type": "markdown", "id": "f4c2f215-a426-4b74-9414-143c5185b925", "metadata": {}, "source": [ "# Qcodes example with Andor iDus416\n", "\n", "This driver has been tested with a iDus416 CCD with SDK version 2.102.30013.0." ] }, { "cell_type": "code", "execution_count": 1, "id": "f38098fe-882e-4b8a-bf26-eee39ee4612a", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logging hadn't been started.\n", "Activating auto-logging. Current session state plus future input saved.\n", "Filename : C:\\Users\\Flash\\.qcodes\\logs\\command_history.log\n", "Mode : append\n", "Output logging : True\n", "Raw input log : False\n", "Timestamping : True\n", "State : active\n", "Qcodes Logfile : C:\\Users\\Flash\\.qcodes\\logs\\240823-21572-qcodes.log\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from qcodes_contrib_drivers.drivers.Andor.Andor_iDus4xx import AndorIDus4xx\n", "%matplotlib widget" ] }, { "cell_type": "code", "execution_count": 2, "id": "897acc2e-9459-4ab8-801b-524cb0924b70", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Connected to: Andor DU416_LD,DD (serial:19023, firmware:9.2) in 6.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "ccd cooling down from -20°C to -60°C. |Delta|: 100%|██████| 40/40 [01:20<00:00, 1.34s/°C, DRV_TEMP_NOT_STABILIZED]\n" ] } ], "source": [ "ccd = AndorIDus4xx('ccd')\n", "ccd.set_temperature(-60)\n", "ccd.cool_down()" ] }, { "cell_type": "markdown", "id": "09e03ab9-38fd-4304-b9f5-14d71edc3062", "metadata": {}, "source": [ "The CCD has different readout and acquisition modes which result in differently sized data. The central data parameter `ccd_data` has a dynamic shape depending on those settings.\n", "- If the acquisition mode is a kinetic series, the first axis is a `TimeAxis` with size the number of frames, otherwise it is empty.\n", "- The last axes correspond to the image dimensions, which may be 1d or 2d depending on the readout mode. If 2d, the y-axis (vertical dimension) is stored first." ] }, { "cell_type": "code", "execution_count": 3, "id": "119624bb-85ea-4b4a-acd6-0115add00fe6", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "print(ccd.acquisition_mode.vals, ccd.read_mode.vals, sep='\\n')" ] }, { "cell_type": "markdown", "id": "805c54c5-9b3c-46ec-8dda-32d632931da8", "metadata": {}, "source": [ "To set up the camera for a measurement, first choose the acquisition and readout modes. Then apply other settings such as pre-amplifier gain, more settings specific to the chosen acquisition mode, and finally timing settings. Since exposure time, accumulation cycle time, and kinetic cycle time depend on each other, it is typically wise to set the one one cares most about first.\n", "\n", "## Capabilities\n", "Different models of cameras support different features. To get an overview of available capabilities, the SDK offers various functions which are wrapped as follows in the driver:" ] }, { "cell_type": "code", "execution_count": 4, "id": "4f0f4693-29e6-4260-8aa0-568517c032b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ReadModes(fullimage=True, subimage=True, singletrack=True, fvb=True, multitrack=True, randomtrack=True)\n" ] } ], "source": [ "print(ccd.read_mode_capabilities)" ] }, { "cell_type": "code", "execution_count": 5, "id": "d4d20bc5-4300-4bf1-a1b4-196386c76fce", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AcquisitionModes(single=True, video=True, accumulate=True, kinetic=True, frametransfer=False, fastkinetics=True, overlap=False)\n" ] } ], "source": [ "print(ccd.acquisition_mode_capabilities)" ] }, { "cell_type": "code", "execution_count": 6, "id": "1823168f-c974-4db8-a98d-aa4069924a57", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TriggerModes(internal=True, external=True, external_fvb_em=False, continuous=True, externalstart=True, externalexposure=True, inverted=False, external_chargeshifting=False)\n" ] } ], "source": [ "print(ccd.trigger_mode_capabilities)" ] }, { "cell_type": "code", "execution_count": 7, "id": "160491d6-109e-4838-ab9f-e219e62cedc6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PixelMode(bit8=False, bit14=False, bit16=True, bit32=False, color=0)\n" ] } ], "source": [ "print(ccd.pixel_mode_capabilities)" ] }, { "cell_type": "code", "execution_count": 8, "id": "3877e59a-9c49-4fef-ba48-df139696558c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Features(polling=True, events=True, spooling=True, shutter=True, shutterex=False, external_i2c=False, saturationevent=False, fancontrol=True, midfancontrol=True, temperatureduringacquisition=False, keepcleancontrol=False, ddglite=False, ftexternalexposure=False, kineticexternalexposure=True, daccontrol=False, metadata=False, iocontrol=False, photoncounting=True, countconvert=False, dualmode=False, optacquire=False, realtimespuriousnoisefilter=True, postprocessspuriousnoisefilter=True, dualpreampgain=False, defect_correction=False, startofexposure_event=False, endofexposure_event=False, cameralink=False, fifofull_event=False, sensor_port_configuration=False, sensor_compensation=False, irig_support=False, esd_events=True)\n" ] } ], "source": [ "print(ccd.feature_capabilities)" ] }, { "cell_type": "markdown", "id": "fb2e302c-0efb-4df5-a37b-f52f01a65129", "metadata": {}, "source": [ "## Read modes\n", "### Full vertical binning" ] }, { "cell_type": "code", "execution_count": 9, "id": "2cf9119e-2f80-4486-b130-77e7dadc98ea", "metadata": {}, "outputs": [], "source": [ "def axis_label(param):\n", " return f'{param.label} ({param.unit})'" ] }, { "cell_type": "code", "execution_count": 10, "id": "4773d6fc-9185-470e-9ac5-fdb17ce9a5aa", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'CCD Data (cts)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "25e1cbe4bdf847bcbdb58ab6a442602a", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ccd.acquisition_mode('single scan')\n", "ccd.read_mode('full vertical binning')\n", "ccd.preamp_gain(1.)\n", "# Shortest possible exposure time\n", "ccd.exposure_time(0.)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(ccd.ccd_data.setpoints[0].get(), ccd.ccd_data.get())\n", "ax.set_xlabel(axis_label(ccd.ccd_data.setpoints[0]))\n", "ax.set_ylabel(axis_label(ccd.ccd_data))" ] }, { "cell_type": "markdown", "id": "3f3d5f5e-9b8c-42b4-be65-121889e60326", "metadata": {}, "source": [ "### Single track" ] }, { "cell_type": "code", "execution_count": 11, "id": "50e1f4ba-fda3-4eae-9f7d-11d503448183", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'CCD Data (cts)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ccd.acquisition_mode('single scan')\n", "ccd.read_mode('single track')\n", "# A single track with center row 118 and 21 rows in height\n", "ccd.single_track_settings((118, 21))\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(ccd.ccd_data.setpoints[0].get(), ccd.ccd_data.get())\n", "ax.set_xlabel(axis_label(ccd.ccd_data.setpoints[0]))\n", "ax.set_ylabel(axis_label(ccd.ccd_data))" ] }, { "cell_type": "markdown", "id": "6da5d5d3-b1e9-4557-b8be-027345bed87c", "metadata": {}, "source": [ "### Multi track" ] }, { "cell_type": "code", "execution_count": 12, "id": "165e68f0-9fa6-49c6-a33e-63e6626b1e3c", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e789d4d313f84ec1805b525845ec53a1", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ccd.acquisition_mode('single scan')\n", "ccd.read_mode('multi track')\n", "# 5 tracks 10 px high each offset by 20 px from their nominal center\n", "ccd.multi_track_settings((5, 10, 20))\n", "\n", "px, mt = np.meshgrid(*(sp.get() for sp in ccd.ccd_data.setpoints), indexing='ij')\n", "fig, ax = plt.subplots()\n", "img = ax.pcolormesh(mt, px, ccd.ccd_data.get(), shading='nearest')\n", "ax.set_xlabel(axis_label(ccd.ccd_data.setpoints[1]))\n", "ax.set_ylabel(axis_label(ccd.ccd_data.setpoints[0]))\n", "fig.colorbar(img, label=axis_label(ccd.ccd_data))" ] }, { "cell_type": "markdown", "id": "224cdf35-8f74-4cd0-9d26-435275c52728", "metadata": {}, "source": [ "### Random track" ] }, { "cell_type": "code", "execution_count": 13, "id": "95653c49-74d7-471a-aef4-29e088a2362b", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a427fdf579b44c43baecd315d061a665", "version_major": 2, "version_minor": 0 }, "image/png": 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BHl85o1Zufjv5WDP/9JbL+Is7/nRQ+b0bYMLCZBsLXruCu5bMZ+fsZJ+yz7fOH9iXbNn643DE8n7mfuIBfnLBMaz70KFM6uupfT5h4WZ23zSDrfP7B+1Tozizfdk5m1o8+X3L1B/z/PnJYs9ez5y1jd03zRh0bKaeurk2r77M7Pxl527CwoFjnZWXvc6Wyc5p9vnkz09j+9E9g45ddlyz45iXlZdtu/7c1+8LDJyX/HnMPstvK9uHrKzsu927Ac5YPPic58vLH8/DVgzsSyaLJX988ucvKyOLe9PGabV1srLy38X8ucvOTxZ3Vu6Ehcm/gfz2z1i8gltvmb/P9yn/b2TXnH4Wzn2gtlwWY/15h+R7ly2XP8aNvh/ZfuaPb3Zcb71l/qB9z8r/yUf/alVEzGOYep8/K170+Xe0tc7K8/7hMSD/G7kkIpbULyfpGOCWiDgpfX868LGI+IP0/UcAIuIfcutMAe4G/ntE3JvO+wUFfpdHQiX3hNIDcwpwb4OPA/iepAC+3OjAAqTzlwBMOmZONZnTzGykRdI4oU1bOkyARwK/yr3vA14OtVrSKuA44NIsAQ1E2fp3eSSUnoQkHQx8E7g4Ip5osMgrI2KDpJnAMkkPR8SdZcdlZjZaKmyi3WhDARARe4C5kqYBN0o6KSKy+0mV/S6XOqhdeq3xm8DXI+KGRstExIb07ybgRmB+o+XMzLpBkNwTamcahj7gqNz7OcCG/AIRsQ24A1iQm1fZ73LhJCSpN62+FV1ewGXAuoj4bJMyD8leA68B1jRa1sysO5TTOm4IK4HjJR0raSLwJuBmSTPSGhCSJgPnAA+n7yv9XR4yCUkaJ+kCSd+RtCkNcGPanO8zko5vUfYrgbcCZ6fN/FZLOj8te6mk2cDhJK0yHgRWAN+JiFtHZM/MzMaoiPamIiRdDSwHTpDUJ+nCiNgNXATcRtIi7tqIWAvMAm6X9BBJoloWEbekRVX6u9zsntDtwL8DHwHWRMReAEmHAWcBn5R0Y0R8rdHKEXE3ja9HEhHn596e3EngZmb7qzKaaEfEoiHmLwWW1s17iKSxWKPl11Ph73KzJHRORPTXz4yIrST3eb6Z3vMxM7OCktqNe0zIDHk5LktAks6p/0zS2/LLmJlZcRXeExrzijRM+KikL6U3qw6X9G3gdWUHZmbWrcq4JzTaJB0q6UWSniupcKO3Is8J/T7wAWB1+v6jEXF1BzGamRndczlO0lTgPcAiYCKwGTgIOFzSPcC/RMTtzcookoQOJXnC9mckbcyPlqSoqr8fM7MuEgz72Z+x5HqSvurOSJ83qpH0MuCtkp4bEZcNVUCRJHQP8MmIuDxtT/4p4P8Br+g4bDMz2+9FxLlNPltF0i1QU0WS0DkR8cu00KeA90p6VeEozcxskG67jCTplcDqiNgp6S3AS4HPRcRjrdZtmYQi4peS3gD8Hsmxuzsibhxu0GZmB6TubKL9JeBkSScDHyLpLecrJG0KmmrZgkHSvwB/DvyIpOuGP5N06bDCNTM7kEWb09i3O20nsJCkBvQ54JAiKxZtHXdS1hBB0lUkCcnMzDrQhTWh7elYRW8BXpX2M1qoM4MibbkfAZ6Te38U8FDbIZqZGdCVzwn9N2AXcGFE/IZkHKPPFFmxSE3o2cA6SSvS96cCy9MhYomI17cfr5nZgSkbyqHLvD8i/iZ7k7YleFGRFYskoY92HJaZmQ0WQPcloXOBv6mbd16DefsYMgllD6RGxA+aLVM4RDMzA/abS2wtSfrvwF8Az0uHhcgcAvywSBlNh3KQ9E3gpuw5oXSjE0maa7+NZLiHK9uM28zswNYlSQj4BvBd4B+AD+fmb09HXGipWRJaALwTuFrSscA2kj6BxgPfA/4pIla3H7OZ2YGse7rtiYjHgcclfQ7YGhHbASQdIunlEXFvqzKGTEIR8TTwL8C/pOMGTQeequ8fyMzM2tQ9NaHMl0h6ScjsbDCvoSINE7JxgzZ2FJqZmQ3ozh4TBnVqHRF7JRXKL4XHfDAzsxHSfT0mrJf0Xkk96fQ+YH2RFZ2EzMwqpzanMe/PSUZW+DXQRzL8z+IiKxbpO643GyVP0vMlvT69R2RmZp0ooSYk6XJJmyStqZu/QNIjkh6V9OF03kGSVkh6UNJaSR9vUN54SQ9IuqXl7kRsiog3RcTMiDg8Ii6IiE1F4i5SE7oTOEjSkcD3gXfgZtlmZp0r53LclSStmmvSPtwuJXlw9ERgkaQTSbrYOTsiTgbmAgsknVZX3vuAdc02KOl/SjqsyednS3ptszKK3DhSRDwp6ULgCxHxaUkPFFjPzMzqldRjQkTcKemYutnzgUcjYj2ApGuAhRHxY2BHukxPOtXSnaQ5wB8CnwD+qslmfwR8W9LTwP0MDO99PEly+3fgfzeLu1ASknQ68GbgwjbWMzOzBjroMWG6pPty75dExJIC6x0J/Cr3Prtfk9WSVgHHAZfWPdPzzyTjAjUdjiEibgJuknQ88EpgFvAE8DVgcToQalNFksnFwEeAGyNiraTnkvSUYGZmnWg/CW2JiHkdbKlRlSsAImIPMFfSNOBGSSdFxJr08tmmiFgl6cwiG4mInwI/7SC+QiOr/gD4Qe79euC9nWzMzMyosgPTPpLhdzJzgA2DQonYJukOkvtJa0hqNK+XdD7JpbVnSfpaRLyljACbdWD6zxFxsaRv0yBvewgHM7POqLpnf1YCx6ddr/0aeBNwgaQZQH+agCYD5wCfAoiIj5Bc/SKtCf11WQkImteEvpr+/T9lbdzM7IBT0gOokq4GziS5f9QHXBIRl0m6CLiNpN/Py9PbKi8BrkrvC40Dro2Ilk2xy9Cs77hV6ct19e29JZ1QalRmZl1LZbWOWzTE/KXA0rp5DwGnFCjzDuCOVstJOoik4dqLSC7hZeu/s9W6RZ4TukvSf81t7APAjQXWMzOzRrqv256vAkcAf0DShmAOsL3IikWS0JnAWyVdJ+lO4Pkkbc/NzKwT3ZeEjouIvwN2RsRVJM8YvbjIii2TUERsBG4FTgeOAb4SETuarmRmZgeS/vTvNkknAVNJ8kVLLZtoS1pGMozDSSRVrMsl3RkRf91ZrGZmB7j9o3bTjiWSDgX+J3AzcDDwd0VWLPKw6qUR8a309TZJryBtvmdmZm0qqdueUfb9iPgdSV+jzwVIm4W3VORy3Lfq3u+OiL/vIEgzMyN5TqidaT/wzQbzri+yYpHLcacBXwBeCEwkaWu+IyKmtljvKOArJC0m9pL0dfS5BsstAD6XlvtvEfHJIoGbme239o/E0pKkF5A0y54q6Q25j55Frql2M0Uux32R5Cnb64B5wJ+S9JDaym7gAxFxv6RDgFWSlqW9t2Y7kHUzfi5J9xIrJd2cX8bMzMasE4DXAtOA1+XmbwfeXaSAQr1hR8SjksanHd5dIemHBdbZSNKggYjYLmkdSY+u+QTTsJvxumXMzLrKfnKJraVcL9qnR8TyTsookoSelDQRWC3p0ySJpbedjaRjXJwC3Fv30ZDdjDcoYzHpcLHjnz2tnc2bmY0t3dcw4QFJ76GkHhPemi53EbCTpEfWPy4amaSDSW5aXRwRT9R/3GCVhv9HiIglETEvIuaNP7itHGhmNna0+6Dq/lFr6rjHhCJDOTyWvnwa2Gcc8mYk9ZAkoK9HxA0NFmnZzbiZWdfZPxJLO46LiDdKWhgRV0n6BkmnqS0VqQl1RJKAy0g6QP3sEIvVuhlPL/m9ieRBJzOzrtWFTbQ77jGhtCREMjDSW4GzJa1Op/MBJC2VNDsidpNc5rsNWEfSnfjaEmMyMxt93Xc5Lusx4e9IKhI/Jh2fqJVCreM6ERF30/ieDxFxfu71Pt2Mm5l1tf0jsRQWEf+WvvwBaY8JRTUbWbXhiKq5jXpkVTOzNu1Hl9gKSceXWwy8IJ21jqRzgp8UWb9ZTcgjqpqZlaFLmmhLOh24AViSTiJ5HOcOSW+IiHtaldFsZNUfjFSgZmaW0z01oY8Ci9IRWDPfkvQfwCXAea0KaNkwQdLxkq6X9GNJ67Op45DNzA5wXdQ67nl1CQioVWIK3Rsq0jruCuBLJH3BnUXSKelXi8doZmaDdE/ruGYPpO4sUkCR1nGTI+L7kpQ+uPoxSXeRVLXMzKwdY792046jJH2+wXyRdMvWUpEk9LSkccBPJV0E/BqYWTxGMzMbpIQkJOlykh6tN0XESbn5+wyXI+kgkgHoJpHkgesj4pJ0+SE/a+CDTUK6r0jcRZLQxcAU4L3A35NckntbkcLNzKyBcmpCV5IMvfOVbMZQw+WQNKM+OyJ2pN2r3S3pu2lrtl1NPhu8GxFXDTfoIn3HrUxf7gDeMdwNmpkd6Mq4HBcRd6YjFuQ1HC4nHbNtR7pMTzpFWk4M9VkZirSOWyZpWu79oZIKdUxnZmYjYrqk+3LT4oLrNRou50hIakmSVgObgGURURtqp9lnI63I5bjpEbEtexMRv5Pke0JmZp1qv16xJSLmdbClIYfLSQcpnZtWMm6UdFJErGn12Ugr0kR7r6TnZG8kHc1YbzRoZjZWtfmM0DAv3bUcLietZNwBLNgn1CafZSSdJekGSWvT6XpJZxYNsEgS+luSG1NflfRVklYTHym6ATMzq1Pdc0INh8uRNCO7zSJpMnAO8HD6fsjP6kn6Q+By4NvABcCbSTqkvjwbNaGVIg0TbpX0UuA0kqrd+yNiS5HCzcysgXKaaF8NnEly/6gPuCQiLksfrbmNpIn25RGxVtJLgKvS1nPjSIbRuSUtalaTz+p9EPgvEfFgbt5qSfcBX6DACAnNetF+QUQ8nCYgGKjCPUfScyLi/laFm5lZNSJi0RDz9xkuJyIeIulotNHyQ37WwBF1CahWhqTDixTQrCb0VyTdc/9jg88COLtQiGZmViO6qseEZl3zDK/bnojImgCeFxFP5z9Ln6g1M7NOdE8Sel768Gs9UbAD0yJNtH8IvLTAPDMza6W7+o5b2OSzQmPSNbsndATJQ02TJZ3CQHvzZ5F042NmZp3oniT0Y2BG2gNDjaQXkTzo2lKzmtAfAG8naVf+jwwkoSeA/9FupGZmluqeJPQFkqF+6s0hebznglYFNLsndFX6XNCiiPh6xyGamdkgXXQ57sWNRuGOiNskNWrUto+mD6tGxF7gzzoMzszMGumeQe16OvyspkiPCcsk/bWkoyQdlk3F4jMzs0HaTUBjOwn9tFHPCJLOA9YXKaBI67h3pn/fk5sXFGx+Z2Zmg3XR5bj3A7dI+q/AqnTePOB0kgH2WirSbc+xHYdnZmb76pIkFBE/kfRikgYI2WiuPwD+rP750qG0TEKSppD0nvCciFgs6XjghCZ9CZmZWRPdUhOSdBxweERcUTf/DEkbIuJnrcoock/oCuAZ4BXp+z7gf7UbrJmZpbrnntA/A9sbzH8q/aylIknoeRHxaaAfICKeovFASWZm1kp3NUw4Ju3wdJCIuA84pkgBRRomPJOOKREAkp4H7GojSDMzS4mu+l98s35EJxcpoEhN6GPArcBRkr4OfB/4UJHCzcysge6pCa2U9O76mZIuZKC1XFPN+o77IvCNiPiepFUMDGr3Pg9qZ2bWuW5pmABcDNwo6c0MbqI9EfijIgU0uxz3U+AfJc0C/i9wdUSs7jhUMzNLdEkSiojfAq+QdBYDTbS/ExH/UbSMZn3HfQ74nKSjScYlvyIdR+hq4JqI+EnnoZuZHcC6JAllIuJ24PZO1m15TygiHouIT0XEKSQPJP0RsK6TjZmZHfDS8YTambpZyyQkqUfS69JGCd8FfgL8cemRmZl1q+5pmDBszRomnAssAv4QWAFcAyyOiELjhpuZWWPdXrtpR7Oa0P8AlgMvjIjXRcTX201Aki6XtEnSmibL/ELSjyStlnRfO+Wbme2XSqgJDfV7K2mBpEckPSrpw+m8gyStkPSgpLWSPp5b/ihJt0tal372vmHvbxNDJqGIOCsi/jUitg6j/CuBBQWWOysi5kbEvGFsy8xsv1DSPaErqfu9lTQeuBQ4DzgRWCTpRJIOB86OiJOBucACSaelq+0GPhARLyR5NOc96TqlKPKwasci4k5gOEmsRtJiSfdJuo+ntnPYimS8pFtvmQ/AhIWbee43NvGb03vo3TCw3tb5/eya08/UUzfTuwEOeayf3g2wa04/M2dtY1JfUk72d+asbRy2oocJCzfX1t06v5+ds+E3pyfL/Ob0Hib1JdPMWdsAOGxFD4+vnMHMWduYeupmNm2cBsCC165g900zavHsvmkGkz8/jamnJuVn25l66mYgiStbD+CI5f38xR1/CsCmjdOY1NfDrjlJPI+vTMq9a8l8ds5O1p3U18OC165g6/z+2jZ3zk7W7d1Abd8Bpp66me1H93DrLfNZf8FMANa9+0uD1snKmXrq5tp+bJ3fzxHLB8rv3ZAsv3M2tXMyYeFmzlicxJHfZnbMsmM/YeHmQZ9nMR59XbJ/2X5lNm2cxs7Z1M5n7wYGnYdJfT218zX589N4fOWM2rnO4p85a9ugeGFge9n+ZSYs3Fw7v1vn97Np47RBU/44ZN+hx1fOYOqpm2vn9LAVPey+aUZtm9l3N5PtZxZPtg/Z9yUz9xMP1M7tTatPqX2Xs+1m5yF7Pamvh52zBz7Ptjv588l5zfa3d0Oyz1l5ZyxewRHLk+9Stv3TD/85W+cn8/LHKn9usnjPWLyidtwPv2NTbR+z8777phlsnd/PXUvm1/6tTj11Mwteu4Jdc5K4Hl85Y9C/4yOWD/w7zB/vw1b01I7z8t8eS++GgXM2qa+ndn4Wzn2g9u8jX0a27Uz2ezKpr4dNG6ftc65GRGfd9kzPfv/SafE+xTb+vZ0PPBoR6yPiGZLbKgsjsSNdpiedIi1nY0Tcn77eTtIQ7cgR2vt9FOm2p2wBfE9SAF+OiCUNF0rmLwHoff4sX1E1s/1X+79gWzq8UnQk8Kvc+z7g5VCrJa0CjgMujYh761eWdAxwCrDPZyNlLCShV0bEBkkzSUZxfTjN6GZmNjyNuqnLajx7gLmSppH0enBSRNTuJ0k6GPgmcHFEPFFWgKVejisiIjakfzcBN5JUH83MupKo9DmhPuCo3Ps5wIb8AhGxDbiD3P0kST0kCejrEXHDsCJoYVSTkKReSYdkr4HXAEO2pDMz6wrVPSe0Ejhe0rGSJpL0fnOzpBlpDYh0lIRzgIfT9wIuA9ZFxGeHtfUCSk1Ckq4maeZ9gqS+tGdVJC2VNBs4HLhb0oMkzyJ9JyJuLTMmM7PRpoi2pkJlNvi9jYjdwEXAbSQNDK6NiLXALOB2SQ+RJKpludGyXwm8FTg7fXRmtaTzR/YIDCj1nlBELBpifn6HTi4zBjOzMaWkXhCa/N4uBZbWzXuIpMFBo+XvpsIhj8ZCwwQzswOKe0wY4CRkZlY1J6EaJyEzs4q5JjTAScjMrGpOQjVOQmZmVToAxghqh5OQmVnVnIRqnITMzCqU9ZhgCSchM7OqFXwA9UDgJGRmVjHXhAY4CZmZVamkHhP2V05CZmYV097RjmDscBIyM6uaa0I1TkJmZhXzPaEBTkJmZlUK3Doux0nIzKxirgkNcBIyM6uak1CNk5CZWYXcY8JgTkJmZlWK8D2hHCchM7OKuSY0wEnIzKxqTkI140Y7ADOzA42ivalQmdLlkjZJWlM3f4GkRyQ9KunD6byDJK2Q9KCktZI+XqSsMjgJmZl1hyuBBfkZksYDlwLnAScCiySdCOwCzo6Ik4G5wAJJpzUrqyxOQmZmVQpgb7Q3FSk24k5ga93s+cCjEbE+Ip4BrgEWRmJHukxPOkWLskrhJGRmVrVoc4Lpku7LTYsLbulI4Fe5933pPCSNl7Qa2AQsi4h7h7lXHXHDBDOzinXQOm5LRMzrZFMN5gVAROwB5kqaBtwo6aSIKP0eUD3XhMzMqpY9K1R06lwfcFTu/Rxgw+BQYhtwBxXdA6rnJGRmVrEyWscNYSVwvKRjJU0E3gTcLGlGWgNC0mTgHODhYe5WR5yEzMyq1O79oOJNtK8GlgMnSOqTdGFE7AYuAm4D1gHXRsRaYBZwu6SHSBLVsoi4pVlZw93tofiekJlZhZK+40b+adWIWDTE/KXA0rp5DwGntFtWGZyEzMyq5uG9a5yEzMwqVkZNaH/lJGRmVqU27vMcCJyEzMwq5aEc8pyEzMwq5qEcBjgJmZlVzTWhmlKfEyrSHXijbsbNzLpWgPa2N3Wzsh9WvZImXUE06WbczKx7Vddtz5hXahIq0B14w27GGy0oaXHWg+zux58sIVozs4qU0GPC/mq0u+0ZspvxehGxJCLmRcS8CVOnVBKcmVkZFNHW1M1Gu2HCkN2Mm5l1rS5PLO0Y7STUsptxM7OuErjbnpzRTkK1bsaBX5N0M37B6IZkZlYe0f2X2NpRdhPtht2BS1oqaXaTbsbNzLqXW8fVlFoTatK1+Pm51/t0M25m1tW6PLG0Y7Qvx5mZHVh8T2gQJyEzs4r5ntAAJyEzs6o5CdU4CZmZVar7Gxu0Y7R7TDAzswOYa0JmZlUKXBPKcU3IzKxqe9ucChhq6JxGw+VIOkjSCkkPSlor6eOt1imLk5CZWcVK6sD0SuqGzmkyXM4u4OyIOBmYCyyQdFqLdUrhJGRmVrX2e0yYng1lk06L9y2y4dA5DYfLicSOdJmedIpm64z8QUj4npCZWZUC2Nv2PaEtETGvg601Gi7n5VCr8awCjgMujYh7W61TBteEzMwq1WYtaHiNGIYcLici9kTEXJLRC+ZLOqnVOmVwEjIzq1p1SajlcDkRsQ24g4H7SZUOseMkZGZWteqSUG24HEkTSYbLuVnSDEnTACRNBs4BHm62znCCaMZJyMysStk9oXamAhoNndNkuJxZwO2SHiJJOssi4haAqofYccMEM7NKBcTId6PdZOicfYbLiYiHgFOalFXZEDtOQmZmVXOPCTVOQmZmVeqsiXbXchIyM6uaa0I1TkJmZlVzEqpxEjIzq5THE8pzEjIzq1IAe0e+ddz+yknIzKxqrgnVOAmZmVXNSajGScjMrFLFe0E4EDgJmZlVKSBK6DFhf+UkZGZWNdeEapyEzMyq5ntCNU5CZmZVinAT7RwnITOzqrkmVOMkZGZWsXBNqMaD2pmZ2ahxTcjMrFLuOy7PScjMrEoeT2gQJyEzs6r5YdUaJyEzswoFEK4J1ZTaMEHSAkmPSHpU0oeHWOYXkn4kabWk+8qMx8xs1EUkNaF2pgIkXS5pk6Q1dfP3+R2WdJSk2yWtk7RW0vtyy79P0pp0/sUjueuNlFYTkjQeuBQ4F+gDVkq6OSJ+3GDxsyJiS1mxmJmNJSXVhK4Evgh8JZsx1O8w8DvgAxFxv6RDgFWSlpFUTN4NzAeeAW6V9J2I+GkZAUO5NaH5wKMRsT4ingGuARaWuD0zs/1DCTWhiLgT2Fo3u+HvcERsjIj70/W2A+uAI4EXAvdExJMRsRv4AfBHI7PTjSlKaioo6U+ABRHxrvT9W4GXR8RFdcv9nCQrB/DliFgyRHmLgcXp2xOAR0oJvDPTgbFUkxtL8YylWMDxtDKW4hlLsQCcEBGHDLcQSbeS7Fs7DgKezr1f0ui3UtIxwC0RcVL6vuXvcLrOncBJJInoJuB04Cng+8B9EfGXbcZbWJkNE9RgXqOM98qI2CBpJrBM0sNpRh+8YnLAGyao0SbpvoiYN9pxZMZSPGMpFnA8rYyleMZSLJDEMxLlRMSCkSinoKa/w5IOBr4JXBwRTwBPSPoUsAzYATwI7C4zwDIvx/UBR+XezwE21C8UERvSv5uAG0mqj2ZmNnxD/g5L6iFJQF+PiBuyBSLisoh4aUS8iuTyXmn3g6DcJLQSOF7SsZImAm8Cbs4vIKk3vSmGpF7gNcCafUoyM7NONPwdliTgMmBdRHw2v0J6VQpJzwHeAFxdZoClJaH0ptZFwG0kN72ujYi1AJKWSpoNHA7cLelBYAXwnYi4tayYSjTWLhOOpXjGUizgeFoZS/GMpVhg7MUziKSrgeXACZL6JF3Y5Hf4lcBbgbPTx2NWSzo/Leqbkn4MfBt4T0T8rtS4y2qYYGZm1op70TYzs1HjJGRmZqPGScjMzEaNk1ALLfpYatjvXZE+84YZU1vbLSseSSfkbmqulvRE1tdUlcemnT6zWsUw3PgaxdLJd2gkYhkqnmbbLfPYDBVPJ9+jkYinxXmp/LtzwIoIT00mYBbw0vT1IcBPgBPT978AptctPx74GfBcYCLJw14njnBMhbdbRTy57f8GOLrqYwO8CngpsGY4x2Mk4hsilra+QyN5rBrF08n5KTuedr5HI3iuGp6X0fruHKiTa0ItxNB9LA1ltPrMG2q7VcXzauBnEfFYBzEOS7TRZ1aLGIYdX6NYOvgOjUgsQ8XT4TariqfI92hE4mlyXkblu3OgchJqg5I+lk4B7k1nBfA9SauU9G0HyZf4V7nV+mj9g9OudrZbRTyQPASXf6httI5NppPjUXp8Bb9DVcTS7vkZS9+jEY+n7ryMye9Ot/KgdgVp3z6WoEG/dxTvM2842tlu6fEoeRL79cBHOoyxDJ0cj1LjK/odSmsLZR+rds/PmPkejfTxqT8vksbcd6ebuSZUgIbuY6lRv3eF+swbjja3W3o8wHnA/RHx2w5jLEMnx6O0+Nr8DpUaS5PtjsqxySn6PRqxeIY4L2Pqu9P1Rvum1FifSP6H8xXgn+vm9wKH5F7/EFhAUrtcDxzLwA3KF41gPG1tt+x40jiuAd4xmscGOIbBjQHaPh4jFV+DWNr6Do1kLEPE0/b5KTOedr9HIxVPk/Myat+dA3Ea9QDG+gT8Hkm1+iFgdTqdT9IK5sF0Wgv8bW6d80la2vwsP3+E4ml7uyXHMwX4T2DqcGIcZgxXAxuBfpL/kV7Y6fEYbnyNYunkOzRSx2qIeDo6P2XF08n3aITOVcPzMlrfnQN1ct9xZmY2anxPyMzMRo2TkJmZjRonITMzGzVOQmZmNmqchMzMbNQ4CVnbJO2oe/92SV9ss4zXj2RPw5KmSfqLgsvuaL1UoXJ+2Oby10t6bofbukbS8Z2sazaWOQlZ5SRNiIibI+KTI1jsNKBQEhopEfGKostKehEwPiLWd7i5LwEf6nBdszHLSchGlKSjJX1f0kPp3+ek86+U9FlJtwOfytee6saSeUrS70s6TNK30nLukfSSdNmPpWPS3CFpvaT3ppv+JPC8tIzPSDo43f796Xg0LXs0Tre3Kh1bZnFuf34qabqkcZLukvSa9LMd6d9Zku5Mt71G0hkNin8zcFNuWzsk/WMa3/clzZA0QdJKSWemy/yDpE+kq9wFnCPJ/T1adxntp2U97X8TsIeBJ8xXA78Evph+9m3gbenrdwLfSl9fCdxCUhsAeHu2Tq7c15H82PYAXwAuSeefDaxOX3+MpPuWScB0kqfse2jcbc+z0tfTgUeh9nD2jiH267D072RgDfDs9P27gOuBDwJfzi2/I/37AdIn5EnGlTmkQdk/AF6cex/Am9PXH80dvxeRDClwLvAAMDG3zjLgZaN9/j15GsnJ/6uyTjwVEXOzN5LeDsxL354OvCF9/VXg07n1rouIPY0KTO93fAY4OyL6Jf0e8McAEfEfkp4taWq6+HciYhewS9Im4PBGRQL/W9KrgL0k3eofTjJg2lDeK+mP0tdHAccD/xkR/ybpjcCfA3MbrLcSuDztDPNbEbG6wTKzgM2593uB/5u+/hpwQ7qvayV9lSSZnx7J2DSZTcBsYFWTfTDbr/hynJUt3y/UzkYLSOoFrgXeHWmvyTTvGn9Xbt4eGg9J8mZgBknNYS7wW+CgoYJML4GdQ/LDfzJJLeSg9LMpJL0iAxy8T1DJ0AKvAn4NfFXSnzbYxFPNts/g4/RiYBv7JteD0nLMuoaTkI20H5IMTAZJIri7wDpXAFdExF25eXem62cJYksMjMHTyHaSIZozU4FNaa3qLODoFjFMBX4XEU9KegFwWu6zTwFfJ7ls9q/1K0o6Ot3WvwKXkQxfXW8dcFzu/TjgT9LXF5AeJ0lvAJ5NktQ+L2labp3nk3TkadY1fDnORtp7SS5NfZDk8tM7mi2c/oD/CfB8Se9MZ7+L5N7PFZIeAp4E3tasnIj4T0n/T9Ia4LskiePbku4juW/1cIu4bwX+PN3eI8A9aXy/D5xKMrjaHkl/LOkdEXFFbt0zgQ9K6gd2AI1qQt9Jl/v39P1O4EWSVgGPA/9N0nSSBhavjohfpQ03Pge8TdLhJJdBN7bYD7P9invRNquApMnA7Qwksx0Rsc+lvSbrvx94IiIuKy1Is1Hgy3FmFYiIp4BLSBpIdGIbcNWIBWQ2RrgmZGZmo8Y1ITMzGzVOQmZmNmqchMzMbNQ4CZmZ2ahxEjIzs1HjJGRmZqPm/wObu6F2PCCBNwAAAABJRU5ErkJggg==", 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parameter) are computed according to the following formula:\n", "$$\n", "\\mathrm{px} = \\mathrm{start} + i \\times\\mathrm{bin} + \\mathrm{bin} // 2, \\quad i\\in\\left[1, (\\mathrm{end}-\\mathrm{start}) // 2\\right]\n", "$$" ] }, { "cell_type": "code", "execution_count": 14, "id": "c5173ce2-e485-4595-94a5-b2e3a244bbf9", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "ImageSettings(hbin=4, vbin=4, hstart=234, hend=1821, vstart=65, vend=192)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ccd.acquisition_mode('single scan')\n", "ccd.read_mode('image')\n", "# 2 px binned horizontally, 4 px binned vertically, crop from column 234 to 1821 and row 65 to 192.\n", "ccd.image_settings((4, 4, 234, 1821, 65, 192))\n", "ccd.image_settings()" ] }, { "cell_type": "code", "execution_count": 15, "id": "86c0bceb-f7d8-43c8-a560-276f75e34673", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([ 67, 71, 75, 79, 83, 87, 91, 95, 99, 103, 107, 111, 115,\n", " 119, 123, 127, 131, 135, 139, 143, 147, 151, 155, 159, 163, 167,\n", " 171, 175, 179, 183, 187, 191])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ccd.vertical_axis()" ] }, { "cell_type": "code", "execution_count": 16, "id": "1ea17b39-352d-4b39-8a4c-7d16e1f2ddce", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6cc81d081c0e49f1bbaaf1dc382951a3", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pxx, pxy = np.meshgrid(*(sp.get() for sp in ccd.ccd_data.setpoints), indexing='ij')\n", "fig, ax = plt.subplots()\n", "img = ax.pcolormesh(pxy, pxx, ccd.ccd_data.get(), shading='nearest')\n", "ax.set_xlabel(axis_label(ccd.ccd_data.setpoints[1]))\n", "ax.set_ylabel(axis_label(ccd.ccd_data.setpoints[0]))\n", "fig.colorbar(img, label=axis_label(ccd.ccd_data))" ] }, { "cell_type": "markdown", "id": "c6164084-ed25-4b7f-acc4-099e057bc68b", "metadata": { "tags": [] }, "source": [ "## Acquisition modes\n", "### Accumulate" ] }, { "cell_type": "code", "execution_count": 17, "id": "b7a09282-24e4-4fa7-899f-e8053863dc5b", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.06735000014305115 0.03585999831557274\n" ] }, { "data": { 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ccd.acquisition_mode('accumulate')\n", "ccd.read_mode('full vertical binning')\n", "# 10 sets of data accumulated into one image\n", "ccd.number_accumulations(10)\n", "ccd.accumulation_cycle_time(0.05)\n", "ccd.exposure_time(0)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(ccd.ccd_data.setpoints[0].get(), ccd.ccd_data.get())\n", "ax.set_xlabel(axis_label(ccd.ccd_data.setpoints[0]))\n", "ax.set_ylabel(axis_label(ccd.ccd_data))\n", "print(ccd.accumulation_cycle_time(), ccd.exposure_time())" ] }, { "cell_type": "markdown", "id": "66cb6cbc-390e-44b5-8e50-18f3f1fae092", "metadata": {}, "source": [ "### Kinetics" ] }, { "cell_type": "code", "execution_count": 18, "id": "3513a151-680d-4140-9eda-7827ddfbbf6a", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.2019599974155426 0.1009799987077713 0.03585999831557274\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b72dd8cde1434c57af0b7f8207a5dbab", "version_major": 2, "version_minor": 0 }, "image/png": 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"4cd7e1d7-2333-4670-ac04-01bece2054fa", "metadata": {}, "source": [ "### Fast kinetics" ] }, { "cell_type": "code", "execution_count": 19, "id": "df78dfe0-18be-45be-b050-fcc5cbcfaeed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.022912850603461266\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bb07d2abe29b46b1885ccd009c6bdcfa", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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A high-level access is implemented in the `yield_till_abort()` method of the instrument. See the method docstring for how this could be used to implement a concurrent live data viewer." ] }, { "cell_type": "code", "execution_count": 20, "id": "41604175-761f-4f3c-932d-b1af24f38807", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fetched data in 1208 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n", "Fetched data in 100 ms.\n" ] } ], "source": [ "import time\n", "\n", "ccd.read_mode('full vertical binning')\n", "ccd.exposure_time(0.1)\n", "number_frames = 10\n", "duration = number_frames * ccd.get_acquisition_timings().kinetic_cycle_time\n", "\n", "# The first frame takes a little longer since the camera is still set up\n", "tics = [time.perf_counter()]\n", "for data in ccd.yield_till_abort():\n", " tics.append(time.perf_counter())\n", " print(f'Fetched data in {round((tics[-1] - tics[-2]) * 1e3)} ms.')\n", " if tics[-1] - tics[1] > duration:\n", " break" ] }, { "cell_type": "markdown", "id": "9c8fd8f0-762f-405b-8ea0-fb280c8533a6", "metadata": {}, "source": [ "## Data processing\n", "There exist also `DelegateParameter`s to `ccd_data` which implement different data modes similar to the Andor Solis application. These are\n", "- `ccd_data_bg_corrected`: Data in counts with a background image subtracted\n", "- `ccd_data_per_second`: Data in counts per second (counts divided by the exposure time)\n", "- `ccd_data_bg_corrected_per_second`: Combination of the two" ] }, { "cell_type": "code", "execution_count": 21, "id": "f62a8c30-1edf-4a60-aed4-8bfca79151f4", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Horizontal axis (px)')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "20c05fbbde334cee8411747862f1ae34", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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Delta: 100%|████████████████████████████████████| 76/76 [03:20<00:00, 2.64s/°C]\n" ] } ], "source": [ "ccd.warm_up()\n", "ccd.close()" ] } ], "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": "3.11.9" }, "nbsphinx": { "execute": "never" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "05889e370d3b4a81b1e408b5ec546475": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_29bed02373c745768986354995b969f9", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to 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", 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", "_figure_label": "Figure 9", "_model_module_version": "^0.11", "_size": [ 360, 720 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_13787e0129064923a76d156c734ee2f6", "toolbar": "IPY_MODEL_af7b72f497174aee85ba32f731fa960c", "toolbar_position": "left" } }, "25e1cbe4bdf847bcbdb58ab6a442602a": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", 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", "_figure_label": "Figure 4", "_model_module_version": "^0.11", "_size": [ 460.8, 345.59999999999997 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_09dec0796f1948438f30529a87cd4465", "toolbar": "IPY_MODEL_dc1c8de7c19b49bcb22e5400a606874e", "toolbar_position": "left" } }, "af7b72f497174aee85ba32f731fa960c": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_19a5adccb9ae411dbb426a727c6a921a", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } }, "b72dd8cde1434c57af0b7f8207a5dbab": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", "_figure_label": "Figure 7", "_model_module_version": "^0.11", "_size": [ 460.8, 345.59999999999997 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_891e9e364d1d49279926db7e67b88ec6", "toolbar": "IPY_MODEL_fbfe358a70fb4c3bb4aaea5f09b8db4c", "toolbar_position": "left" } }, "bb07d2abe29b46b1885ccd009c6bdcfa": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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dqITp061fyfMGFC8NCDBw8aYM6ePVs6duyYp8o33njDWJ7r16/32N74EiMwCUwCk8AkMH0NzKry6NIzrMgypX/FiBYmKgwF5uLFiwVTsnPnzjXnmz9/vrEWZ82aZaZo27dvL9u2bZORI0fKtGnTTmoTpnnPOeccuf32263aGy/CBCaBSWASmASmj4F5Ruuq8pelTa2Ycn//ClEBc9GiRY51uSoPMDMyMmTmzJnB82dmZkqfPn3MZ61atQp+fvToUWnQoIF89NFHkpJiF/vWqnMlKExgEpgEJoFJYPocmA8vaWaFiQevPSUqYAamZCcbaIabksXnmHZNTEyUsWPHBtu1dOlSeeKJJwTTsqW1EJgEJoFJYBKYPgbm6a0T5aElZ1kxaNq15aICJjxg4fSzZs0a47wDp58FCxYYT9qEhARJTk6WQ4cOSffu3WXcuHFm/VPLddddJ5deeqncfPPNVm2NJ2ECk8AkMAlMAtPnwHzw1RZWXHnkuhMRgTlgwABZu3at7N2710yhwmocOnSorFixwmwJwZol1iQnTpwoW7ZskcGDB5vPsrOzpX///jJp0qRgm+AI1LBhQ8GWkho1ali1NZ6EYwtMH4dVKtZsJY6j2ve782YHcd8UmslBcxOGBnuGrDvzAt67M0LgNbIwIO8h0nhpPch/iAwNTO8VyAWp2UlUn8xWEsi/ifsntDC9l39D4zVxLMwHXs1dK/QCmEevOx4RmF7qoUxeDcQWmD7WbrEC09FDaP5JArNO0JLVpMoawBvwdw/kCnxNCxWa2gm6bLRIZGe/XK1qAGwkctbkyQRmQD9MIF0nT9qveEsg3bh1ktz3ih0wZww4RmAWAY8ITE7JckqWU7KckvXxlCyAOfmVs62G/5kDjhKYVhrzJkxgEpgEJoFZSoGZ7Sxd/GASVLsTSxfKwkzJNMstmNFAvT/mjB86o4RhN9b5ME9rlSSTXmnrbUTPkXry+sMEppXGvAkTmAQmgUlgllJgilnrjykwHVACjsULzGryR0tg/vX6QwSmNwZaSRGYBCaBSWASmD6ekm3Uqprc8/I5VgP7UzccIDCtNOZNmMAkMAlMApPA9Dkwx718rrcRPUfq6Rv2E5hWGvMmTGASmAQmgUlg+hiYv2pVXe5ebAfMZwf+TGB6Y6CVFIFJYBKYBCaBSWBagaOsChOYBCaBSWASmD4H5u8Xn2fFqPkDM2lhWmnMmzCBSWASmAQmgeljYDZ0pmTvWpQ3UXOk4f2FG38kMCMpKYrvCUwCk8AkMAlMXwOzhoy2BOY/bvyheIEZyFtd6guBSWASmAQmgeljYKa1qiGjXjrfCkYvDdpTvMC0al38ChOYBCaBSWASmD4H5siXLrCizMuDvicwrTTmTZjAJDAJTAKTwPQxMFNbJsuIl7p4G9FzpF4dvIvAtNKYN2ECk8AkMAlMAtPnwLz1xW7eRvQcqWU3fUtgWmnMm3CJAHPlypUyevRok4x02LBhMn78+JNaG05m+vTpMnfuXClXrpy0bt1annnmGalcuXLE3jK9V978nIiFiXyaSIWlabY0L6cqU4NI4z9SbSHHpAax1vyc+h2O1TyfkMV75PREwTH6GY5jeq86JsYpisYl1VRmqnvoutrOLNnfKCEY4FuDfUNGr43q89Co3Binel1Rh+pf62U+zAQpVPD1Eogl28CxMIe/eGHEMc4tkH7TNwSmlca8CRc7MAHJpk2byurVqyUtLU06dOggCxculBYtcjOKh5NBJu8uXbrIxx9/LFWqVDFZv3v06CE33XRTxN4SmAQmE0gzgTQe4uIPmDVl6D8uijjGuQVev/lrAtNKY96Eix2YGzZskMmTJ8uqVatMC6dOnWr+T5gwIdjicDKDBg2STp06yQcffCDVq1eXq666SkaNGiXdu3eP2FsFpgriyVwzGehAqlaTJidGMuKlm9uZQ/S12+rCk/yG3Y2N9YS69H9ByZDVElPLQmX181ArQq0Qdxu07Xo+d+fVksNnkENRyxB1q9XiTncUajWGWoZqDbktR+jM/bm+dqc8wrndliXeh9OTWrmQUUsX7dD0Sfi8yuPJwaTR6FuTBd/LwcY1ZVfngNUKK0vPmd8NgcTUb88JbADXPofqCefT8+I7fa3na7pgRx6r3G0puq+LW+eoU+8t/Y+61TqfPnCejFg7KGg16j2mMu57BPcmrM5Q+Lvrc1uWmqlDr4O7bnc/9V6BTrdfX/ekLB/4XvWHc+O1/jZQD/Sp117fuxOAu19rKqxQfUFPof3QerW/+B3iGup9gXsC11+TkLstb53l0BkO6MX9W9f7UfWr/TvF6ctx57ei94nb+tcxQ8+vekW7MBa49V1t6QsxgVb9ljVlyMJf53dLh/1s1ZCvYnJuq5OWAeFiB+bixYsF062YVkWZP3++bNy4UWbNmhVUd0EyM2bMkIkTJxoLE6B84YUXwl6mOXPmCP5QNu/4QtIeyYUygbnHTAfq4OYelAnMAKgJzNw8kmUJmAppPwFz8MKLrXD0v0N2EJhWGvMmXOzAXLRokbEu3cDMyMiQmTNnBlscTua+++6Ta665Rl588UVJTk6Wfv36Sd++fWXgwIERe0sLM2AB0MKkhakWHi3MwIzHbufBsbLLgvYbMOu1rCWDFtgB859DvyQwI1LBXqDYgVmYKdkzzjjDWKfz5s0zPX3uuefk3XfflSeffDJizwlMApNTsgHHrPgG5gfOlOy5RTol60dgDlxwScQxzi2wdugXhQfmCafGclan9YVwUQYdKnZgHjt2zDj9rFmzRlJTU43Tz4IFC6Rly5ZBZYeT+eWXX2TIkCHy3nvvmSlZOPuce+65cscdd0S8UAQmgUlglgZgFv0apt+AmdKilly/ILKfhnsQfHvYtojAxFianp4udevWla1btwYPz2+HwuHDh6Vbt25y5MgRwfiMmb0pU6YEj8nMzDQ7HlAPdjA8/fTT0rlz54jjcrwJFDswoaAVK1bImDFjzLYSXDSsSaLA4xVTtQ0aNAgrc++995op2QoVKki7du2MfKVKlSLqncAkMAlMAtOL00/BwPzBWdo4NWjhFofTD4B53QuXRhzj3ALrb/k8IjDXrVsnSUlJAmdKBWa4HQrNmzeXAwcOGPmsrCyzWwH+JHDCRBk8eLB07drVQPPo0aNy8OBBs2xW4iXG5maJALMklEhgxjEwUxzvVyewM71ks4ResmXPwqzb4lS59vnLrIbNZX3ekTp1Ap6+KMOHDzd/oWXHjh3Ss2fPIDC9LJkBhgDm7NmzpWPHjvLzzz9LmzZtZPv27ca6LM2FwHQcYbitJOAxq1se6CVLL1ndPuHeclRWtpX4bUoWwOz7/OVWHMoY/klECxMVhgKzoB0KsD7bt28v27Ztk5EjR8q0adNMmzZv3mxgjL302PIHGVifiYmJVm2OB2ECk8A8KXoPgUlgEpj+2YdZxwHmNfN7WPFk063/FxUwvexiwHplnz59zM6GVq1amfNganb9+vXG4kQUN+yTv//++63aHA/CcQpMe/ctTsnG8ZSs49mJwilZTskWR+ACv1mYdVrUlj7PXWHFk//87qOogOllShYNgcMPLMixY8fKrl27DDBhraK8/fbb8tBDD8ny5cut2hwPwnEKTHvVEpgEJp1+6PRTeKef3IhG7jjKRRnpB8Ds/VxPq0Fv8++2RgXMcDsU4EmbkJBgHHkOHTpkgsaMGzfOrH+iwOEHDpjNmjUzkdzgIPTII49YtTkehAlMTslyStYVQpCh8Rgaz28WZu3mteXK56604smHt30YEZgDBgyQtWvXyt69eyUlJcVYjUOHDs13h8KWLVuMJyzWMbOzs00c70mTJgXbhHVM9ZBt0qSJSYpRs2ZNqzbHgzCBSWASmARmMO4wY8meF4yLiwFc49DqYF4SsWQBzCv+3tuKJx+N+CAiMK0qpLDRAIFJYBKYBCaB6ePQeKc2ryM9nrUD5v+N3ExgFgHkCUwCk8AkMAlMnwPzsmevshr+Px35PoFppTFvwgQmgUlgEpgEpo+BWcuxMC99po+3ET1H6vPb/0NgWmnMmzCBSWD6C5hOoJAjqXlTa8EbEYXbSritpCxuKyEwvcGsOKQITALTX8B07nomkM7NKBKaEJmh8WxC4x138r2eEnTc8ZpA2m9esgDmJU9fY8WDL+7YRAvTSmPehAlMApPA5JQsp2T9PCV7Vl252BKYX456j8D0xkArKQKTwCQwCUwC08fArOkA8zdP97Ua2HeOyigCYMY49YdVj/whTGASmAQmgUlg+hyYF83rZ0WMr0dvLAJgWjWhVAoTmAQmgUlg+gyYP8tP750qWHPU9UQNaVcWnX6SHQvzwrn9rQD0zZh3CUwrjXkTJjAJTAKTwPQZMDMdYNYhMHPGcACz61PXehvRc6S+u3MDgWmlMW/CBCaBSWASmEUCzH0O9Jy834JwcgAgCl4j9yoK8q/qd7AmEccXRYOa08IMDOI1zkqRLnPsgLn7rn8RmN4YaCVFYBKYBCaBWSTAdEOSwLQal/MIA5jnz7nOqoI9d60nMK005k2YwCQwCUwCk8D0sdNPjWYp0mnOAG8jeo7UD79/h8C00pg3YQKTwCQwCUwC08fArO4As+Pfrvc2oudI7Rv7NoFppTFvwgQmgUlgEpgEps+B2eGvN3gb0XOkfvrDOgLTSmPehAnMqIH5s3RO+UI27G5sHBrUeQH/dzlODVVyBuHLemYEZXBJEPZNw52Fhj3D+2NOe9zODzhGnSTgUr90c7s8zhI4n7ugLRpaDk4VKG7niWo7s2R/o4QgJGtl5L6GPI7FZyiaC1DPoXXje7j5uz/X19p+jf+qx2hb3HpCv/RznNf9GufHeaALxpIN6Ak6Ymg8m9B4gXtZ7+N4DY1XrVk9OXe2HTD33/0WgemNgVZSBGbUwMx0gPllvsB0g4DADACcwAwAT8GHX6l6g04fOE9GrB100oOUyuj9RGBmSVnchwlgtn9yoNXA/su4tQSmlca8CROYBCanZDklyylZH0/JApjtnrzR24ieI3Vw3JsEppXGvAkTmAQmgUlgEpg+BmZS03rS9slB3kb0HKnD4/9JYFppzJswgUlgEpgEJoGZHzCd3KwVeuUGXcCQijV49zq9rtFjqhj+DPhO10yrLX0hJtACMNs8MdjbiJ4jdWTCmpic2+qkZUCYwCxtwNzkrBnmJGCm00/eXzDWk9+ec17QockdcUado+BkpM5Gbscj6LLJgu+l6YIdsjL9vOB6pDo76TqjO3KNxkFFnbp2yTVMRvqx5UpS0/rSepYdMLPu+d+IwBwyZIikp6dL3bp1ZevWrcFmrVy5UkaPHi3Hjx+XYcOGyfjx4+Xw4cPSrVs3OXLkiBw7dkz69u0rU6ZMCR5z2mmnSbVq1eSUU5z8oxUqRDy3rQ78Ik9gljZg0ks2GIYt9EdGYOZ6aLsfBvBaH67wULD9+rpBSwrQ14cB1R88pPEaHttaj/vhwO2ZqlYZI/1EP+QDmK1m3mRVwbGJqyNCa926dZKUlCSDBg0KAhOQbNq0qaxevVrS0tKkQ4cOsnDhQmnevLkcOHDAyGdlZUmXLl1kxowZ0qlTJ9MuAHPTpk1Su3Ztq3bGmzCBSWBySpZTsgSmj9cwEx1gtnz8Ziu2ZP/xjYjARIU7duyQnj17BoG5YcMGmTx5sqxatcqcb+rUqeb/hAkTguc/ePCgAebs2bOlY8eOBKbVlYkT4UqnpUn9e0cFW6uBn7HmoKmD3Hvddjrp53TfIw7S1+49lNxWEtgDqvtQ8Zr7MANrXu69r3E5JdveWat7LbAeRwszEDgepSTWMBPPrC8tLIH5/e9ekDp1cts9fPhwwV9oCQXm4sWLBVOyc+fONaLz58+XjRs3yqxZs8wUbfv27WXbtm0ycuRImTZtWrC6xo0bS82aNaVcuXJy66235nuuOEFFgc2khUlg0sKkhUkL088WpgPMsx4fYsWbcv+zKioLc9GiRca6dAMzIyNDZs6cGTx/Zmam9OnTx3zWqtwkbdoAACAASURBVFUr8/m3334rDRo0kO+//14uueQS8x3WPEtbITAJTAKTwCQwfQzMqgDmjKFW7Ck/aWVUwPQyJYuGwOEnMTFRxo4de1K7MKWLtc78vrPqhA+FCUwCk8AkMAlMXwOzgTR9zA6YFe59PSpgwgMWTj9r1qyR1NRU4/SzYMEC40mbkJAgycnJcujQIenevbuMGzfOrH/CGSg7O9t4yeI1LMxJkybJZZdd5kPkFa5JBCaBSWASmASmz4F55nQ7YCZMjgzMAQMGyNq1a2Xv3r2SkpJirMahQ4fKihUrZMyYMWbNEltPJk6cKFu2bJHBgwebzwDH/v37GyiibN++3UzRogC4119/vTmmNBYCk8AkMAlMAtPnwDzj0WFW/Kk4ZYUnC9OqUgoLgUlgEpgEJoFJYBKHHjRAYBKYBCaBSWD6GJhVzmggZzx6i4fhPFek0n3LaWFaacybMIFJYBKYBCaB6XNgNvnLyXsoCxriq9yfXnTAzHbOXN4bYEqbVIkAM79YhaGKDSeDPUCIb4jYh9gk+/TTT0vnzp0jXhcGLggEjWYCacaS1Ri67pi5DI2XYML9IdawhvnDoKKB1HWAKYnABbAwG//ZDphVHyhCYEYcbb0J7Nu3z+zfrFKligmtV768/ylc7MAMF6uwRYsWQS0XJANPra5duxpoHj16VBCmCa7OkQqBSWAylixjybqjemHMAABDIxn5EZinPXJrpCEuz/eJf3qt6CxMq5bkFf7pp5/kiSeeMPFpMX4jGhECu+/evdvEpR0xYoT8+te/LsQZivbQYgeml42x4WQQjqlNmzbGjRnWZaQyZ84cwR/K5h1fSNojufEQGRovMFBooGwdNI6kBbJ1uJ+uNSOHpjLC9xh43J/ra4bGKyWh8XLSWDE0Xsmn96p8Rqqc9rAdMJMeXOZLYGKPJoK9X3nllScZOv/+979NKL7WrVub7S1+LMUOzIJiFaqCwsnAqkQ8RFijH3zwgYlriIj5iDiRt5w8yU4LkxYmLUxamPFoYQKYjSyBWc2nwPQjBG3aVOzA9BKrMJwMpmNhtq9fv95EyUfOturVq8v9998fsc8EJoFJYBKYcQnM01PlVw//LuIY5xaoPnWpLy1MbSPG8LZt2xpj5/nnn5f//Oc/Zjxv1KiRVT+LWzgqYGLKFJ18++235bvvvjOLtgjCe8UVV8jAgQOlRo0aYftRmCnZm2++2QATEfZRcP6HHnpIli9fHlFvBCaBSWASmHELzGmWwHzI38A8++yzzSwhIgjdeOONZgr2lVdekbfeeiviWF78AiecUwaWAK2Befnll5uo9L1795Zzzz3XxBjEou1nn30mb775prz22mty1113Sa9evfLtV7hYhS1btgzKFyQDhx9E0m/WrJnJ24bYhY888khEHRKYBCaBSWDGKzAbPnRbxDHOLVBj2hJfW5jnnHOOsSrvu+8+E7MWwNTPrDpazMLWwETcwUhZtSPJ5BerEP3u0aOHgSGAHE5m8+bNQQ/ZJk2ayDPPPGPysEUqBCaBSWASmPEKzLSpdsBMftjfwLzwwgtNcHaM3+vWrTPespii/fDDDyMN5SX6vTUwtbWw7DAVi70zsC4/+eQTgfWJiPZ+LADmaUN/b/ZarUw/L+hOjrbqHjS8rrchS3Z1DvRBkwC7vUORDBil0SKRtn96X5ZubpfneHiZaiJq1QPeo14kpdYE1HpOeJdq/ZDX71H//kYJoufDd0hijX1i+AxyepyeD5+h6D47t7z7mqiHMI6HPjbsbmyOqVv/Z6fOU0U9Zd0ektCFJkJWveh53H0J1JMZdNWHrHrUuvup7XHLqi50r1vX4YG2VXk82VwT6PDQqEC/VQZtRMFnes3c+tHz6HVRb17UCf3qAIp2uJOJu72H3W1161fbHnoPqf6w5xXXXK8r6tc+ub2S8b37fOqlDFncq259h54T53Ifr+3DtcexKKpXvFY94LqHu3dD70n3/YV2P3nRc7Iqs7U53u0x7b4f3Od0b90IvQ7aXu0X2o1rjuJO0K7H6X2I77WP+psO/U7v69B739131Itz41z4bek1Q59D9Y7rp/ebu069H1GH6hTHln/vhZhYeZWcNcy0B0e4Txnxdc1HXo3JuSOeKEqBXbt2mSwoyIaCWcOvvvrKBIKHB62fS9TAhIcq1hCx+RTripierVq1qrzwwgv+6m+Ow2yZAuYuZ1+qM+1uD8xcCIduNyEwAw8zBCaBGTrAFTkwmwCYI63G1Zp/fsXXwERqsGnTpuXpU36fWXW6GISjBqbONyOzNvKj3X333dKuXTt5//33i6HZ9qcoU8B0rAB9AleLNPQpWy2AvBYmgakWJy3MOsYaRaGFGZg1KTEL0wFm6p/sgFnrL/4GZn7rlXAEghOQn0vUwAQcn3zySbnzzjtl3rx5AqcdbDj16xw0gZl7G4afkiUwCcyE4BQugRkIjafLDCUKzAcsgfmoP4E5e/Zsw40vvvhCzjjjjOCgtH//fjn//PP9N0MZQu+ogYmF2j//+c9ywQUXmMzbiL7z2GOPyeOPP+7LBwQCk8DUBwVowtMaZi9nsMT0dk7hlGxgbZprmHmHuKKfkk2TBvfbAfPU6S/7ckoWofGwjDdhwgSzJVBLtWrVpFatWr5kh7tRUQPT9z0LaSCBSWBaAzPHuiAwE8z0rDrmEJglAMz7LIH5mD+BqZp79913zawkQIkCC/Pjjz82AWn8XKyBidB0d9xxh5l+DS3wnH3xxRelUqVKcsMNN/iq3wQmgUlg0ksW90Dceck2TpP6991uNZ7WnrE4r4WZu/feqp6iEsaSHvZhakzw7Oxs4ziKz/xcrIGJfZAPPvigWatEdB+NNv/555/Lzz//LEOGDJHf/e53Bpp+KgQmgUlgEphxC8wplsB8PASYfhqMnbZgzyVY4i6l2unnl19+MU8wGhqvefPmJvqOXwuBSWASmARm/ALzDquhtfbji3y5hqmduPrqq+Wiiy6S224LBGSAIxAixS1ZssSqn8UtbG1hFncDY3U+ApPAJDAJzLgF5mRLYM70NzC///57GTVqlPzzn/8007IXX3yxcRpFqFU/FwLTuTqM9KORfrithNtKuK0E0Zl8FekHa5j3WgJzVmRgYvksPT3dQGrr1q1BTq1cudJkDjl+/LgJQzp+/HgTL7xbt25y5MgRQazvvn37ypQpU/KwDfJYh0RsWNRbGguBSWC6QuMRmAQmgek7YDphPevfO8qKP7WfeCnilCy2BiYlJZlwdApMQK9p06ayevVqSUtLM6HrFi5cKFhyg1Mn5LOysqRLly4mFzGivGl59NFHzTnhyxIOmA888ICMGDEi7BYSWJwHDx6Unj17WvW3uIRjAkx4OGFNE7kp/Vo4JcspWU7Jcko21lOycD79OSe2cZHFknWAWW+SHTBlyhPGIVMLdjfgL7QgVSLgpMD0kn4RQAMwEYRAt4H897//FeQrnjhxogCc4YC5dOlSefjhh6Vy5comO4nbaRROQL/97W/lnnvuydN2PzElamBef/318te//lVOOeUUQVxZbEhFWq8//OEPfupfsC0EJoFJYBKYsQYmflVFHrgAwPwfO2DWmR3ZwkTbQ4G5ePFiwZQsskahzJ8/XzZu3CizZs0yU7QY67dt2yYjR47MEwsWU7QIRoD9lAhoE2lKFrsqkETa7TSKKV8k9PBziRqY6haMYOv//ve/jfKgTL/GAiQwCUwCk8CMW2D+cbQVR+r89cWIU7L5AXPRokWyatWqPMDMyMgQxAzXkpmZKX369DGfYWsh4Ih0jPB0RcYRL8C06oyPhKMGJqI0wISGpXn77bcL8pu1adPGZNH2YyEwCUwCk8CMV2DWn2gHzNp/iw6YXqZkMZLA4ScxMVHGjh1rLEtYohUqVDDOQVjDxLaR559/3o8oKFSbogYmYsbCqgQkly9fbvKZDRw40KT88mMhMAlMApPAJDDzjs6hU7LwgIXTz5o1a4y3K5x+kLcSnrTIdZycnGyyU3Xv3t3EEA91zqGFaUE/KBtPGX4sBCaBSWASmHEJzEaOl6ythTknsoU5YMAAM4W6d+9eSUlJMVbj0KFDzfTqmDFjzJoltp7AkQdLbXDqwWdw8uzfv79MmjTppKGewAxRCcxsWJLwhMqvwPHHj4XAJDAJTAIzPoHZUOrfYzkl+9Q/PK1hltRYjalbpIX86KOPzDSulqeffrqkmuTpvNZTsn/729/k1ltvPWnTqp7t3nvv9XTi4hYiMAlMApPAjFtgTrAE5lx/A7Nfv35y1llnmeleWKpwHsVeT+zt9HOxBmZBnTl69KhUrFjRl/0lMAlMApPAjFtgjrcE5jx/AxPZSt5//33RgOsIhnDppZeaUHl+LlEDE4Fzn332WTnttNNM/9577z0TRoleslkmrJZmq4du8L7ehixBBBHNKajh+Gp02GP2cam8ft9okZMjrlGC/HheVvD+6d32fXl7znnmM8jpcXq+0ATHbnn3TajgwPFIdbRhN0PjQXfHltYRRvphpB/fRfpp5EzJjrME5tP+BuZ5550n2K6CvZfYjlKvXj3BZ9u3b/czLyVqYGKvDuINIoDuN998I6+//rrZu4PoDX4stDALZ2FW+1ZkrwPq0Bib+kCA/4D/998l53koSHSOA4RCHwy0Ne4HCJXBf8Cr6/AAzKs8niy7OgceOg6NCjwoqEwFJ8kzCj5DwfncDxR6HjyQ0MKkhRmXFuavAMwxVsNq7WcW+noNE6y45pprTJrIm266yUSKu//++81yn3/LieiBiU7BI+qSSy6R2rVrG/MaTwl+LQRm4YCpICIwxTwUoCjs3Q8NeA0418pIkGo7A7MKKut+CEAd7pkIyAP++ByvUfDAsDL9PPMQoN+FnlNnJvR4HIc6MLuAY1H0QUTbFgqN/B4q3LMe7hkM1P3kRc/JqszWsnRzO9NWfSBSvbhnMPT87v66H1y0vdovtBsPSSgINYfX7pkUvQ/xvfYRsySqJ52R0Xq0TdrHeAVmg7vtgHnqs/4G5pdffimNGweus5b8Pssj4IM3UVuYeBp46aWXZM6cOcblePr06fKXv/xFrrjiCh906+QmEJi5OuGUrBirFVPeOgXLKdlc6zN0NoDADMya4IFHZzTcI0yRh8ZzLMwGf7AE5t/9DUzMRP7nP//JM1AjUhyixvm5RA1MTMc+9NBDwdh/O3fuNGuYiHLvx0JgEpickuWUbNxamKUEmJ988onZSnL33XfLI488EhyUEB0I7/Gdn0vUwCyxTmU7Zy5vf3YCk8AkMAnMeAVm6lg7C7PWc/60MJGtZMmSJbJs2TLp1atXcFCqVq2aXHfddXL++efbD+7FeETUwNyzZ48Jjffxxx/n2XjqV7dgApPAJDAJzLgF5u/vtMJCrfkLfO30g5i1nTt3tuqTH4SjBiZiCV577bUmMj3SfP397383OcwAUT8WApPAJDDjCJhOosnO9ej0g19tpYYNJdUWmM/7G5hlJtKPDru6QKsbT/E5Mpa89dZbfuSlEJgEZrEC8z3HS3YHvWRx1+l2I3Ueopes3RBpgHmXpYX5gr+BWeYi/XTq1EneffddE50BezEbNGggSCL6xRdf2N0NxSRNYBKYxQpMbisJ7o0lMAs3yAGYaXfaAbOmE3Ju06ZNhTtxER5d5iL9IGlo165d5euvv5Y77rjD5EBDHFn3Qm4R6tu6agKzFAJzmePm34uBC3BluQ8zsF+1VO7DBDDHWAJzob+BWeYi/VgTq4QPIDBLITBd++IY6ScQ+ACFgQsCQQ005KN76IlLpx8Ac7QlMP/hb2BqpB/s4b/55putI/1EuVmi0BSK2umn0Gcu5goITAKTU7Jx5PTj3K6M9BP4zVZOswdm8ov+BmYxD/8xOx2B6ahSA6FDq4hXirilKBqSTENzYdpLp3wQHL3tn9434cHcx2vMUgZfD4R+YyzZwG9VI8VofFyGxgtYw2oRMzRe+DHdAHOUXZ7h5Jde8O0a5qeffmoixCGIAQrSeg0fPlyaNm0aM7AVVUUEJoHJbCVO7FeGxmNoPGQC0vi/oTGTSzI0ngHmHZbAXORPYGL/5dVXX20AifB4J06cMHHIn3rqKXnllVcEzqR+LlEDc/fu3XLPPffIt99+azKVIIABlDF06FBf9pdTsrmXhbFkGUsWAcvDzY4wlmxg1ik06H1JxZIFMBvebgfMGov9CczLL79cxo0bJ0gP6S7YjohQq2CJn0vUwETHsVj7pz/9yeTAPHbsmMBVGOla/FgIzDIEzI6OxVgvkAZMC9N7BXSheiAwA0sp0AesR6yX+tnCbDjSEpgv+xOYmHb97LPP8kVEs2bNBNO1fi5RA7NDhw4mabTup0En27ZtK5s3b47Y35UrV5pcmsePHzcB28ePH3/SMQXJ4Lhzzz1XUlNTBdtbvBQCswwB05Vgm8Bkei/3+BCPXrKVUxvKryyBWf0VfwKzoIwk+WUw8TK2F6dM1MCESf3yyy+bfJhI04IgBjC1I0X6AezwlIGsJmlpaQLwLly4UFq0aBHsdySZRx991CxoY+8ngRlIjKxPylCi5gCEaz2emtVRSRXMKVlOydLCjCMLE8AcYWdhVn81MjCHDBlixs+6devK1q1bg+NvfsYKQtl169ZNjhw5YmYTEaRmypQp5piCvguFGc6FIOuhBWuZSBeJpT4/l6iBCUgiYAEU3apVK0Ew9sWLFwtC5RVUsM45efJkWbVqlRGbOnWq+T9hwoTgYQXJ/Pe//5XBgwfLxIkTBeAsCJjwxMIfyuYdX8jpoyeJJpvV6CP4jl6yjQ1kMTXl9gjWpMW6ngPwhq7tuPWnOlWPR3rJMjQe7g9G+ikcAoyFeZslMJdEBua6deskKSlJBg0aFARmOGMFnqwHDhww8llZWdKlSxeZMWOGcdIB7MJ9F9pzxBwvqGBs93OJGpjoFJ40MOcMhWH+OSEhsB2joAKo4gkGG1dR5s+fLxs3bpRZs2YFDytIBk82gOv+/ftN4HdamLQwceMwcAEDF5TWSD8AZqPf2QGz2tLIwMTvZseOHdKzZ88gML0YNAcPHjTAnD17tnTs2DHPcF/Qd5HYEA/fRw1MPIksX77cKBzg1HLXXQVf2EWLFhnr0g3MjIwMmTlzZrCOcDKIW7tixQp58sknZe3atQSm49Ti3vcJyw6FU7IBR474dfqp6FzFE4I9myvTAyHf1NpX6x3XWafi8Zqh8UpvaLxogHl47mMme5QWbOPAX2gJBWZBxgrGfKxBbtu2TUaOHJknM1VB38UDCL22MWpg9ujRQypXriytW7eW8uVzMzojnmxBxcsTTDgZrFnCIq1QoYKZN8d77Ol5/vnnI/aXTj+5KuIaJtcwuYYZX2uYxWVhejFoMjMzpU+fPsbIwXKcuxT0XcRBOg4EogamO62XTT9hjcLpZ82aNcbLFU4/C5zI+i1btgxW40UmFhbmbmfdrlzOk7qenJF+AlarWiwakUanu7iGmWvBh1p7eg+p/nQTPD5npJ9A5KfQ7T06I8JIP+FHUWNh3mo5Jbus6KZk0VI4/CQmJsrYsWNPanhB39mwwo+yUQMTHrEXX3yxIJG0bcG06pgxY8y2EnhqwYEHBVYrpmqRKiycjJ4rFsDUqUs6/dDph5F+GOnHt/swGzSU0yyBmfRadMAMZ6zAuxU+KsnJyXLo0CEz7oMBWP+Ew2e47/Jjw5tvvmmsU91zCYei22+//aRgBrZcKQ75qIH56quvysCBAyU7O9soC44/5cqVM9OkfiyckuWULIOvM3BBXO7DBDCH21mYSemRgTlgwADjC7J3715JSUkxViMiteVnrCCrCDxYYeRgzO/fv79MmjTJDCoFfRfKAvi9AI44VkPjYcfFAw88YBw/YTT5uUQNzCZNmsiSJUvMGiZA6fdCYBKYBCaBGbfAvMUSmMsjA7Mkxmzs38d2lDZt2uQ5PaCLbYqR9vGXRJvd54wamPBYRdw/t8OPu+ITzhs/YZTAJDAJTAIzHoFZBRbmMDtgJq7wJzDPOuusYJaSUPgV9F1Jg1LPHzUwb7rpJtm+fbsgpmylSpWC/Ym0raSkOk5gEpgEJoEZt8AcagnM1/0JzIJC4xX0XUlxI/S8UQNTwyKFVhhpW0lJdbwsA/MHJ0KP29rnthJuK+G2kvjZVlKlfkNpbAnMqiv9CUw4DSHEXmiBD8w777wj+/btKylEeDpv1MD0VLuPhMoyMBlLNq8HKG7LKo8ny/5GCXKgQeA7esnSS9avXrIGmEPsLMyqq/wJzEhrlBdeeKGPqHFyU6yBCQ8neDNdeeWV+Tr7LFu2zJcdJjA5JcspWU7JxuWULIB5syUw3/AnMLEFBX/uZBsYmT766CMTBN4dnciPILEGZvXq1c3WkXBPCn59QiAwCUwCk8CMV2A2uckOmFVW+xOYyFRy2223SSgnEC4VgdkRxMbPxRqY7vyXfu5YaNsAzJaX/96kumq0SGRnv4CEBi3QLPP5ZVbQuvJLvus+DnKh8Uv1WETOwbndEU0wBYTi/jz0e8QQRdEgC6ExUvEd1qM27A4EH0BRGUQt0n7ic7RB45Oi3Uiai+O04P3Sze2Cx+cX3UezmWjUFu2X6lL1obrC5+7PVA5tDk09FhpdCMdplnucF+1B+3Gc6gVTq4dG5caN1birqjO9vjrtqtcnNJoRzo3IPJimRd0qBx2663dnuVE9Tx84T0asHWTuJff3qBNTvmiTFrxHcScuhs7dKdr03KhL7yntF/qLa6pJj3GsXnO3rlC/Fve1ct9veK3HuO8dfKZy7jrcfdNzqp7d9522231fISautknv8Scvek4mf9or2E60ASnpVNYdKzf0c/f9q8epLvQec9+Dem73NdJ7A7rFddH7NPS9ngvtCpVx3x/usQA6LP9ebKCFKdkmgy2B+b+xOXfunRubV4joBmsyv4Iwe+40Y7E5Y2xryQWmx30gyGFZkCesn71kCUwCk8DMfUAjMAPZlXwPzHpRAHONP4GJsKifffZZvhRDxiuN/hNbzMWuNmsLs379+sakhldTfsXPXrIEJoFJYBKY7lmkeAHm6YPsLMzK//QnMK+44gqT6SQ0og/29D/++ONmb7+fizUwEc4IoYzirXBKllOy7ulsTskGUsFxSjY+LMzTb7QE5pv+BCasS8SfPf/8802qMJRNmzYJMlQhtzEsUD8Xa2ByDTPBrBnquhPXMANrs7puxDXMPcG1ZK5hBoY+rI1zDTN6DFRxpmTPGGgHzEpriweY2U63cpM7euvjkSNHjHOPrldiXfP666836SL9XqyB+eOPP0qtWrX83q+T2kcLkxYmLczAmp06mdHCjJ81zDNusATmW8UDTFsQIPn07t275YILLshz6Ntvv22yVJ1++um2VRarvDUwi7V1MTwZgUlgEpgEZlx6yaY4FqYtMNf5E5iYjn3wwQcF+ZTdBdOyiB732muvxXDUj31VBKazFQCF20oCU2fcVsJtJdxWknebSUlvK6kaBTAr+hSYBW0dQearDz/8MPaUi2GNBCaBGbydCEzuw9QQgTp1qzdH6B5TfA5ZlND9v9yHGdg/HKt9mAaY19tNyVZ8258W5hlnnCGYls2vFPRdDJlXqKoITAKTwHQ2zDNwQW7QC1qY/rMwzxxgB8yEd/wJTCSt/s1vfiO33HJLHnDNmzdP3njjDXnxxRcLBbSiPpjAJDAJTAIzj5VY8sDs6EQFOhqMfoQbtCxH+oGFeeZ1lsBc709gwuGnT58+UrFixTzbSo4ePSqvvvqq1KtXr6iZV6j6CUwCk8AkMH0GzEAYPYbGC/w0DTCvtQTmv/wJTB1s3nzzzTzbSmB1xkMhMPMA81TH+ecHM3joj1XjTeJiMpZsIMaqezBjLNk6wliyeWMYcw0zxmuYdRtKU0tgVtjgb2DGAxzzayOBSQuzRCzMy53gD+ucIOruXJ21NjkeqlcGNv6rk0mxBV9/zwm+voNOP3T6CQT5dwdjL3EvWQCzv52FWeFdArMooExgEpglAkxmKwlkrlHPZGYrCXjbMlvJycN8VQKzKNgXVZ0EJoFJYHINk2uYPk7vBWA262dnYZ6yMbKFOWTIEBO/FYmb3Wm1Vq5cKaNHj5bjx4/LsGHDZPz48XL48GHp1q2bIKzdsWPHpG/fvibQAMrXX38tgwYNkl27dkn58uVl+PDh5vjSWAhMApPAJDAJTL8Ds68lMDMiA3PdunWSlJRkYKfABCQRAH316tWCVI4dOnSQhQsXSvPmzeXAgQNGPisrS7p06SIzZsyQTp06yXfffWf+kJhj//79xvt1yZIl0qJFi1LHTAKTwCQwCUwC0+fAPOsaO2D+sOIxqVMnkAgcBVYf/kLLjh07TPYQBSayhkyePFlWrVplRKdOnWr+T5gwIXjowYMHDTBnz54tHTt2PKnO3r17y+233y6XXHIJgRmvGmAsWcaSZSxZxpKNx1iyVes0FFtglt8U2cLEWB4KzMWLFwumZOfOnWuG+vnz58vGjRtl1qxZZooW1iMi9SCn5bRp0/IFMKZuAeDq1avHKy7CtpsWJi1MWpi0MGlh+tnCBDCvtrMwy/87OmAuWrTIWJduYGZkZMjMmTOD40RmZqYJPoDPEBtWyy+//CIXXnihTJw4Ua6++upSB0t0iMAkMAlMApPA9DEwEwHMPnbALPef6IDpZUoWAwYcfhITE2Xs2LFm/MC6JqZ2L730UrnrLru2xgNZTwCWBKaY/X4ozFbCbCXVdnIfZqnbh/mN8/t2RjsE20CJxylZA8yr7CBU7v3ogAkPWDj9rFmzRlJTU43TD5I9w5M2ISFBkpOT5dChQ9K9e3cZN26cgeSJEydk8ODBJk/yY489Fg/8i7qNtDCLAph4FHH9SHF1NCIOBiTdb/a2s3EfRRP64vPQ7yv03mNkQjNCuK849jRu2N34JJl6G7JkZ79cSbSh6/AMWZl+nnlAwB5AHKeF2UoItvc/awAAIABJREFUzEjA3OXco+VzbhhmKxHBb+zQqEwTAcv90B3LbCUAZvPed9oN8psXCHJMFlQQCH3t2rWyd+9eSUlJMVbj0KFDZcWKFTJmzBizZomtJ5hi3bJli4EiPsvOzpb+/fvLpEmTTPXvvPOOdO3aVZCeC9tKUJDzskePHnZtjgNpArMogJlz4fWplsDMDamnT/kMXFAGAhfkzGPhQQwPafp70IfCJy96TiZ/2is4TDJwQf7ESKwdBTA/iAzMOOCT75pIYBKYtDC5hsk1TD+vYTrAbNHLzsI8sYXALAraEpgEJoFJYBKYfgfmlZbA/JDAJDALoQHuw+Q+TO7D5D7MeHH6Ua9MDHmYkm3Z0w6Y2VsJzELgIuyhtDBpYdLCpIVJC9PnFmbLKyyB+RGBSWAWQgO0MGlh0sKkhRkvFqZ7qEs8taG0sgTm8Y8JzELgghYmgUlgEpgEZtwCs4edhXn8/wjMYgNmtnMm3WtVFCctiToJTAKTwCQw4xGYSbAwL7cD5rFPCMyi4EyJrGHml28ttHP5yRQm7xqBSWASmARm3ALzsjFW4/+xTxdGDFxgVSGFjQaKHZjh8q25c6eFk6lZs2bUedcITAKTwCQw4xWYrS+1A2bWZwRmUTC+2IHpJbivFxkoI1LetTlz5gj+UDbv+ELO7jfJhKFrtEiCIeMYS5ah8RBhBmEDGUtWTGhGhHVDwW9Fixs0+hlD48UuNJ57G0noQJ9Uq6FYA/NzArNUALOgfGvaQS8yyONmk3eNFiYtTFqYtDDj0sJ0gHn2JXYW5tEvCMxSAUwv+dYiyUSTd43AJDCjBuYdTnDtTQGrCwG2QwPhTx84T0asHZQnEwZkYbUecPb3JX6b+9PFexTEVUV7NOA9BnL9DIG89Vz4j/eoA4H4qzyebGZH3MdCRi1DyEDeHcdY60Z71HJU6xDWJI5x94kWppjr5g6mrvFw9TNcD8gUR/B1WJhn/9YSmNsJzFIBTC/TrQXJRJt3jcAkMKMGZk42CgIzF6wKafwPfYAAVNyFwdcLN3QDmG0utgPmkS8JzMJpPf+ji30NM1y+tZYtWwZbGE4GjkHR5l0jMAlMApMWZlxOydYEMEdbjf9HdvyDXrJWGvMmXOzARLPyy7eGz5E/be7cudKgQYN8ZQqTd43AJDAJTAIzXoHZ9jd2wDy8k8D0hkA7qRIBpl0TYyNNYBKYBCaBGbfA/LUlML8iMGNDjry1EJgMvh68I9QBRcECxwZsLcAgo04n6lDidiTR7Qc6GLlldN3P7YgCOSaQptMPE0h7G9KrOVOybS+yA+ahrwlMb9q1k4oCmPEZOI8WJi1MWpi0MOPRwiQw7aBWlNJRALMom1N0dROYBCaBSWDGJTCT0+wtzP++SKefIsBJCQKzeC1VApPAJDAJzHgFZrsL7aZkD35DYBYBL4s/lmxRdMJLnQQmgUlgxhiYKZkmrVF87MM86gwT5fIEl9CwmBqEIDQogV8CF1RzLMx23SyB+W1kYA4ZMkTS09Olbt26snXr1uAwml/ii8OHD5vIakeOHBFs++vbt69MmTIleEy4uryMzfEkU4IWZvGqicAkMAnMGAPTiVSEEh/ADMTFjVcL85yudsA88F1kYK5bt06SkpJk0KBBQWCGS3zRvHlzOXDggJFH8JguXbrIjBkzpFOnTkav+dVVvCN88ZyNwKSXLL1kiyv4umONHagXUDdD4yULvWS9DfLVaqTJOV1GeRPOkTqw+yVPa5iIyd2zZ88gML1EYjt48KAB5uzZs6Vjx47BdoXWZdXgOBEmMAlMArO4gOlomrFkA3FvYZUSmN4oYYB5gR0wd3z0hNSpE4hJjDJ8+HDzF1pCIVdQ4gtYn+3bt5dt27bJyJEjZdq0aXmqIzC9Xc+4kOKULKdkOSXLKdm4nJJ1gNn+fDtg/rInOgszUuILDPaZmZnSp08fmTlzprRq1YoWZswIWFCSt5idxFtFBCaBSWASmHELzM53eBvocqR+2buoyKZkcQo4/CQmJsrYsWMJTKsrEyfCBCaB6XtgNnCi/6Q6qcSY3sus8Wo0KQwxvdu+LyvTzwt+Dg9WRKbasLuxmd7F90s3twuORnqsesJqurN4Bea5neyAuf+H6IAZLvEFPGkTEhIkOTlZDh06JN27d5dx48aZ9U8tnJKNExh6aSaBSWD6Hpg5OTIJzFwwKujKNDCrp4k1MH+MDMwBAwbI2rVrZe/evZKSkmKsxqFDh+ab+GLLli0mUxTWMbOzs6V///4yadKk4NAbri4vY3M8ydDph04/wfuVsWSzZH+jBJNQWaHlThAMRTGBdHLwftEk1NxWEpgVcO/bRBLu8u+94GlaNBIwqgOYHW+PJJbn+5/3LY7Jua1OWgaEyxQw6987SpB1HsHC1drQZLf40esAgOuO95BVr0YdLPWHgfcaUFy9/vCZexDR6SCdPsKUkQYyR72hwc010LnKYwoKRbcgoE2hm631HtUncXfg9K7DM8yUlYLQPR2l01xok/bTXYcOgvqdthXvq+3Mkp39cn8d2ucqjyebz7UNgA3KoZwEzFoHPtMps1CrT7/Tfrt/g7AyUFQvCi/UEZqkWKfo8B0GL9Ut2qRtD522Q0B4nfbT87rbp+dzT/M1WiSyq3OCuUZuPYYGokd9+B5F2+KednS3xd0vnW7UPqsOcV7oFTrH+d33id6bWo/qwj3F6dY/5HEe1AnduNvu1kno9GZof93X160/vf/cvyfUi3vPfb/qg4qCB3W4H1Dcdeo11d+etl1l8usfzo9z4Fj8Ntz3UajO9L7R378GN9Dfov729ZrqeXVsQZ/X3/J5TKBlgNnBEpg/EZjusSNWrwnMnOzwBGYAzCjuBwACM++aovuhBfoiMAP3jT4IauYaAjO2wOxw7kirMf+nn1+OCaytTloGhEsEmCXhPIs1TFqYCXme2NXyoIUZsNBoYdLCdFv3sER9YWFWSxNrYO4nMIuC3yUCzKLoSKQ6CczAdLB7iovADEyl6lQjgUlg+hOYqdKhvaWF+csrtDAjQSGK7wlMTslyDTPH8YvAJDD9CszzzrEDZuYBAjMKHkY8hMAkMAlMApNOP85QqQ596s/gnynZVDmv3YiIg7lbIPPgq7QwrTTmTZjAJDAJTAKTwPQzMJNSpWNbO2DuO0xgekOgnRSBSWAaYB50trkcppcst5VwW4l5ePDVthIAs81tViP7viNLaGFaacybMIFJYNLCpIVJC9PvFubZlsA8SmB6Q6CdFIFJYBKYBCaB6XNgdmr9O6uR/cespbQwrTTmTZjAJDAJTAKTwPQ7MFvd6m1Ez5H68dgyAtNKY96ECUwCk8AkMAlMPwMzMVU6tbQEZjaB6Q2BdlIEJoFJYBKYBKaPgVkjsYF0amEHzB9OvEYL046FnqQJTAKTwCQwCUy/A7P5cE8Dugr9IOkEppXGvAkTmARm2QRmtpOV41uGxnNn12G2kkCKLr9tKzEWJoHpjWhFLEVgEphlE5jOD4vpvQJp7lCY3su/kX4MMM+6xQoFP5RbTgvTSmPehAlMApPAjPWUbEMnoPvXgUD3mjcRP0fmw8zNL8t8mN4GaEjVqOoAs5klME8hML1r2Ltk2QHmr5z0XlOYQJrZSphAGsMDE0jHTwJpALNz02HeR3VHcm+FFbQwrTTmTbjsAJP5MJney7Ek620gMAnMOtJ1eJwB88yh3kb0HKm9Ca8TmFYa8yZMYHJKllOysZ6SzcmxySlZMWuknVO+lKWb2wXvMwxNnJL1NkAHpmTrS+czLIFZcSWB6V3FniUJTAKTwCQwS8Dp5z0Hom0NULHOm/itSIXegTVffdAwsMjxWnWPaBoY/cfzAk5LbocllctvyhlryDgH0nbFlYVZBcAc4nlQh+DeSqsITCuNeRMmMAlMApPALAFgZhirk8CMPFDXADCbWAKzSmRgDhkyRNLT06Vu3bqydevWYENWrlwpo0ePluPHj8uwYcNk/PjxcvjwYenWrZscOXJEjh07Jn379pUpU6YUeEzknsWfBIFJYBKYBCaB6Yzdfk0gDWCe3/hmK7rsqfpGRAtz3bp1kpSUJIMGDQoCE5Bs2rSprF69WtLS0qRDhw6ycOFCad68uRw4cMDIZ2VlSZcuXWTGjBnSqVMnA9b8jmnRooVVm+NBmMAkMAlMApPA9DswT7vJiicfH1wgderUCR4zfPhwwV9o2bFjh/Ts2TMIzA0bNsjkyZNl1apVRnTq1Knm/4QJE4KHHjx40ABz9uzZ0rFjR/FyjFXjfSxcIsDMz+QP1VE4GS/H5qfvSvSSpZcsvWTlSE6ScG4riSMv2cqOhdlosBVG9lT734gWJioMBebixYsFY+zcuXPN+ebPny8bN26UWbNmGUuyffv2sm3bNhk5cqRMmzbNyBR0jFWj40C42IHpxXwPJ9OsWbOoTX8Csx2BSWASmPHo9FO5npz/K0tgVl8TFTAXLVpkrEs3MDMyMmTmzJlBnGVmZkqfPn3MZ61atRIvx8QBCz01sdiB6cV8Dydz0UUXRZwucPd6zpw5gj+UzTu+kLRHJpjpR/Wu0zULfK/xI/V4vIfsgQa5Nar3Hv6jaBQX9dTDZ+5QY3iKR4G8utbjM3gEol78R1v0M32t8ivTzzPHwyrQc2idWoe2Ti0HtxMFPAE37G6c59wMXMB9mLhnaGF6tTDLOdo6EfzN6m9Rf/savUl/hzq24Pe+/pbPPUEr0khdA8BsOCiSWJ7v99T4p6dzRzMlixPB4ScxMVHGjh3LKVmrK2Mp7MV8DycDYIabLojUDFqYtDABCQYuyDI/FQLTKzADI4s+oJYYMNNujDTE5QVm8ptRARMesHDgWbNmjaSmphqnnwULFhhP2oSEBElOTpZDhw5J9+7dZdy4cWb9M9wxLVu2tGpzPAgXk4XppIaQ8kYfXsz3cDJwa440XRBO6QQmgUlgBrKzEJhxtg+zkmNhpg604smeWmsjAnPAgAGydu1a2bt3r6SkpBircejQobJixQoZM2aMWbPE1pOJEyfKli1bZPDgweaz7Oxs6d+/v0yaNCnYpvyOsWpwnAgXEzBztVGcU7Lua0BgEpgEJoEZl4ELKqXI+Q1usELKnlPXRQSmVYUUNhoodmB6Md/DyajTT+h0gRfTn8AkMAlMAjNugVn/eitk7an9NoFppTFvwsUOTDQrnPneo0cP453VoEGDsDLRmv4EJoFJYBKYcQnMio6FWW+AtxE9R2pP3XcITCuNeRMuEWB6a1pspQhMApPAJDDjFpgp11kNiHtS1hOYVhrzJkxgMtIPI/0w0g8j/TjjpW9D48HCrHuttxFdLcx6/yIwrTTmTZjAJDAJTAKTwPQ1MOvK+XUsgVl/A4HpjYFWUgQmgUlgEpgEpp+BmeAAs3Y/q4F9T+pGAtNKY96ECUwCk8AkMAlMvwPz1L7eRnSdkk3LIDCtNOZNmMAkMAlMApPA9Dswa13jbURXYDZ8j8C00pg3YQKTwCQwCUwC09fArCPnJ1sCs9EmAtMbA62kCEwCk8AkMAlMPwOzQh3pnNzHamDfe9p/CEwrjXkTJjAJTAKTwCQwCUxvxCjjUgQmgUlgEpgEpt+BWf0qK1TtbfI+LUwrjXkTJjAJTAKTwCQw/Q7Mar29jeg5UntP30xgWmnMmzCBSWCWYWBWdNJdHTW5IVEu6xnIkagpsPCZJuTGa02+rfKQa7RIZFfnQMg5TTiO15DRhONanyYb1kThKhf6X8+jScN7t33ftAtFk47jvIdGZUqVx5PN+VE0VyNeu6PW4PilmwOhEZnea48cWxpn6b1OqS2dk3p5G9EVmGduITCtNOZNmMAkMMswMAMAITCFFqafLUwAM/FKbyO6ArPphwSmlca8CROYBCaBSQuTwDzhWOWb6gRnEWDdwxI90CAwkMKyx2u14mHB66yCe6jF7AGO7Zzypay/5fOYQKuGA8xOVa7wNqLnSP1w1kcxObfVScuAMIFJYBKYBCaB6WsL81TpVNkSmM0/JjCLAOAEJoFJYBKYBKafgVneAWalHlbD/w8t/4/AtNKYN2ECk8AkMAnMIDC/dGJ8V3E5LLkdodzOThheQp2c1CHJPfTo9CScjlQe36NefKZOVTgWuSrVWQn/UdQBKrROTJfq9Of33yUb56udrvjk6uCE+lEgg/PHZT5MALPiZd5GdJ2SbfUpgWmlMW/CBCaB6U9glnPWi1Kz8tzF8PZEUY9Rtzcp1ozcHq7qGaprUeqZWm9DVnBg1UGVTj90+sF95dd8mNUBzAqXehvRc6R+PPszAtNKY96ECUwC05/AdO5f9/YO3M4EJreV4D5wPwTp1pvSbGFWL1fLAWZ3byO6ArPNNgLTSmPehAlMAtMXwHQMSjnsbPFACZ3601uZwCQwyyowO5a/xNuIniO1r90XEYE5ZMgQSU9Pl7p168rWrVuD9a9cuVJGjx4tx48fl2HDhsn48ePl66+/lkGDBsmuXbukfPnyMnz4cCODMmPGDHnqqafkxIkTcsstt8iYMWOs2upnYcd5WjA2aSEwCUxfABM3pHtTvfs9gcnABe5BtSxamB3LXWzFlX3nfBkRmOvWrZOkpCQDQgUmINm0aVNZvXq1pKWlSYcOHWThwoVSs2ZN+e677+Scc86R/fv3S/v27WXJkiWSnZ0t1113nWRkZEjFihXlsssuk9mzZ8uZZ55p1d54ES4zwKxdu7acdtppvrgue/bskTp1Ak4NfihsT/irQN0UfIdSP+H188knn8gvv/xS6J84ILR3716reg4dOiRVqlQJHgOLEH+hZceOHdKzZ88gMDds2CCTJ0+WVatWGdGpU6ea/xMmTMhzaO/eveX222+XzMxMIzt37lzz/f333y+VKlWSu+++26q98SJcZoDppwty7rnnRnz6i6q9ofMHHispsvZ4PH+omJ/a46e2QE9sT8E3lZ/046e2hNNaKDAXL14smJJVAM6fP182btwos2bNClaBY7p162Yg+8033wjgCdAC0BdffLG5R2fOnBnlr9/fhxGYJXB9/PBDcrPVD+1xXwY/tcdPbSEwI/9Y/XS9/NQWr8BctGhRHosRwMR0qwIQFvOFF14oEydOlKuvvtpUO2/ePHniiSfM9G6LFi0MOKdPnx75YsWhBIFZ4EWL0mSLcCP47YfE9oS/YNRN/Fh0fnug8Nu9k9+VtJmSzcrKMtO3l156qdx111353hj33HOPWfscMWJEHOIwcpMJzMg6irnEnDlz8l1PiPmJPFbI9oRXFHVT8E1E/cTPveMFmMeOHTNOP2vWrJHU1FTj9LNgwQJjOQ4ePFhq1aoljz32WJ6qvv/+e+Np+9VXX0n37t3N9CychEpjITBL41Vln6gBaoAaiKCBAQMGyNq1a41DUUpKikyZMkWGDh0qK1asMFtD4DGLrSeYfn3nnXeka9eu0rp1a7OtBOXBBx+UHj16mM9/+OEHSUhIkEcffdSsY5bWQmCW1ivLflED1AA1QA3EVAMEZkzVycqoAWqAGqAGSqsGCMzSemXZL2qAGqAGqIGYaoDAjKk6WRk1QA1QA9RAadUAgRnjK1tQzEVEGqpWrZqccsopUqFChWDwgvxiN8ayWbbnLar2fPrpp3LttdcGu7Z9+3a57777jIOBbRsLox+bGJo4T0H6iIWu8mtPNPdRpLZ60Vk43URzfYpKN9HcR7HQTUHXJFxfi/re8XJNKRM7DRCYsdOlqQnxFvOLuQi3bAw6mzZtEoTp0xIudiPkY1VsztusWbN8Y0nGsj3oF/oNt3VEEWnUqFGx6sYmhmZB+ojVtcvTng+dINhOtGfb+0h1ml8cUJtrl59uULfNPYTzFYluXAHC3b+fSPdRrHQT7pqEu0eK496J1RjBerxpgMD0pqeopTTm4iWXXJLvoOM1dmPUDQgz2IU770UXXeQplmRh2oNj33jjDePGvn79elNVfgNyUerG64btgvQRy/aFtidUv5HuI8jHqj35tcX2+sSqLehXQbrxch/FUjfu66LXBBFu8ou/Wlz3TmF/izzeuwYITO+6spZ0x1ysXr26NG7c2GzoLVeunNx6660meIGX2I3WJw45wOa8+JFHiiVZ2PbgeEz9IfMBAjij2LTRHdcy2rZ4jaFZkD5iee0KgoKX+wh6iFV78muL7fWJVVsiAdPLfRRL3ej95r4mgHZ+v5niunei/Q3wOHsNEJj2OvN0RH4xF7/99ltp0KCBIDIGLE7EZ9y9e3eBsRs9nSyCkM15EVTZnX0gNJZkLNpz9OhRo4ePPvrIbJhGsWljLAI7h0IhXAzNgvQRKe6mja7CAdPrfYR2xqo9+bXF9vrEqi0FAdPrfRRL3aA9odekpO8dm/uMsoXTAIFZOP3le7SXmIuYwsFUzgUXXFAsU6Da0EjnLY4p2aVLl5pgzXgyz69EamNoqqFoLmE8TMna3Edjx44t0ilZt469XJ/imJL1eh/FUjf5XZNoljdiqZ9o7n8eE50GCMzo9Bb2KGQdzy/m4oEDB0yyVXjJ4jUszEmTJslvf/vbfGM3tmzZMiYtsz2vOiqExpKMVXvQKSScRQDnm2++2fTRto2xaEsoMMPF0CxIH+GOiaZ9oe2xvY+QMzFW7QltSzTXJ1ZtKcjC9HofxUo34a5JSd87MRkoWIknDRCYntTkXShczMWzzjpL+vTpYyrCD+z66683MRpR8ovd6P2MBUti64bteYuyPQcPHpSGDRsK2lWjRg3T+GjaWBj92MTQjHR9YqGr/NoDUOcXu7Og+yhSW73oLL+2/PrXv7a+h2LRFtQR7lpFvo+OOr+xgcHfWCzaU1A81XD3QUH3RyzuHS/XlDKx0wCBGTtdsiZqgBqgBqiBUqwBArMUX1x2jRqgBqgBaiB2GiAwY6dL1kQNUAPUADVQijVAYJbii8uuUQPUADVADcROAwRm7HTJmsqEBrKdXgYS6LJQA9RA2dKAB2BygChbtwR7Sw1QA9QANZCfBjwAk4qjBgqnAQRoQHQULc8++6wJQm8T4m7ZsmXy8ccfy/jx4wvXmJyjMzMzZcGCBTJixIiI9YW2P+IBYQTOP/98+de//uX58L59+8rDDz8sTZo08XyMCmKP4v333y9nnnmm9bE8gBqgBvLXAIHJO6PINVBYYGLfKtKhxbJECnbuPlesgGnTfoQN/OMf/yivvvqqzWFB2bfeekuef/55eeqpp6I6ngdRA9TAyRogMHlXFLkGCgLmzp07TSD2PXv2SJ06deSZZ56RX/3qV3LTTTdJrVq15P333zdB2lu3bh20Stu2bRtsM3IjIvA1vkc9CIJQtWpVmTNnjpx99tkm7OBXX31lPsd/5N4cNWqUiTaE0GoIEICoS/fee68g+8S+ffsE4c8eeOAB8x4lHDCvuuoqQY7Ew4cPy+jRo00wffQH0ZsQ+gztv/DCC+V//ud/pHv37sF6kCYKeUF//vlnE8Ri9uzZJkiBu9xzzz0mAhT0oG1AwP4333zTBPD/xz/+Yf537txZHnnkEUFIQ4QMLF++vPzpT38yUaVOP/10+fzzz2P+sFHkNwxPQA34VAMEpk8vTGlqFhJmA2hafvzxR+nVq5eZkr3yyisFU48IJ/j0008Lpl6XLFliQLF3714DNRyf3zTua6+9ZqYs//nPf8pdd91l8owCfPp+8+bNBpiIWQvQ7N+/3wBy165d8s0330jPnj1la06ORYAL0WOQVQbn7dSpk4ENMsuEAyb6ASgeOnRIOnToILDqTj31VJk7d66BeMeOHWXbtm3yt7/9LQ94//KXvxjIItIT8kbivAiZ6C4ALfSjekM7YDHecMMNJuk2Avjje1ii0N/jjz8ud999t8kvWrFiRVMVHgQeeughad++fWm6ndgXaqDENEBglpjqy86JC7IwATlYXAkJCcayq1+/vgEWgImQbAApSigwATPAFnBE5pN27drJyy+/HFzvQ/g9wHD69Ommbg1D2Lx5c1m9erWx7NzAxLnvvPNOQQJlWGmwXL/88kupV69eWGACxjpliileZHkBaFEQKxewBLQVhqoHnAPW8MCBAwVWqtti1rsC1iXkcH4UPDQcOXLEWIuwlq+++mpTN8qDDz5oIAqrFnrQArjCkoaeWKgBaqDwGiAwC69D1hBBAzbABPwwPQtgAmiwnkKBiWDgXbp0MVaVTmUCOq+88koeYML6evTRRw3wkLECpVWrVpKenm5eu4EJIL/++uvGigNgkTB57dq15n9+Fia+wxojrFdMAWuWF/yHxQiLE1Yk4o/iIQDFXQ/SZS1fvtz04Q9/+IMMGjQojxbbtGljrGucPz9gXnPNNWa6GgXxVmFBow8INK4FMrfddpuZImahBqiBwmuAwCy8DllDIYCJqdl+/frJjTfeaAZ8QAJWW0HA7N+/vwEm1iK14DXWQLFeCJjBWgRQNBVVKDBh9WFtFGuOKDNmzDAWIXJtAj6/+c1vjIUZDphoJ6ZeMS38ySefGCsR07AA5h133GEg2ahRI1m4cGEQ0ApMnDM1NdVYi4899pjAOsV/d4FlOGzYsCDsMCWLuvA51leRRxVtxUPCX//6VzM9iweAjIwMSU5ONlVhOhdAV2DzRi1JDZxwTl6uJBvAc8dAAwRmDJTIKgrWQEEWJmCB6UlMw4Y6/eRnYcIaa9y4sXHo0QJwYesF0oUBcqFOP/lZmAAhMsZs2bJFLr/8chk3bpyZusTULOC3fv16Y3GGAyamRzGdirVQrIvCKgacATbUheMxjYqpU9SLtqke/v73vxtHHViy+Oy5554zfXIXJO7GtDDgiAI5PAQgwwWyvLz44ovmXNiqglRsmIKGtfrvf/9bUD+AivMCoCzUADUQGw0QmLHRI2uhBmKqATgSYQ1XwWu7tQVrt3BgGjp0aEzbxcqogbKsAQKzLF999t3XGoATEZyUsM3GFpjYnoNp7ljvX429wjhVGXudssai0gCBWVSaZb3UADVADVADpUoDBGawxketAAAANUlEQVSpupzsDDVADVAD1EBRaYDALCrNsl5qgBqgBqiBUqUBArNUXU52hhqgBqgBaqCoNPD/hoE0SP9ZbSEAAAAASUVORK5CYII=", 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", 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", "_figure_label": "Figure 6", "_model_module_version": "^0.11", "_size": [ 460.8, 345.59999999999997 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_f3e4c6788f1344c8a191dbb62aa89b7d", "toolbar": "IPY_MODEL_57373d61e63441e4907c2045745bcd6d", "toolbar_position": "left" } }, "f3e4c6788f1344c8a191dbb62aa89b7d": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "fbfe358a70fb4c3bb4aaea5f09b8db4c": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_675cc75e522c4975ba5e12ac31669086", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }