{ "cells": [ { "cell_type": "markdown", "id": "9bef82ee-0296-476b-bc2a-f915f692e2c3", "metadata": {}, "source": [ "\n", "Spectrometer\n", "============" ] }, { "cell_type": "markdown", "id": "0c0f4728-c766-4679-8e87-bd1ef38da980", "metadata": {}, "source": [ "Spectrometers may be used to measure the spectral response of a system. A probe is pointed at the light source and the sample feeds through to the internal optical bench, which typically comprises routing mirrors, a prism or diffraction grating to separate the sample into its constituent wavelength components, and a sensor. \n", "\n", "\"OceanOptics\n", "\n", "Our JAZ spectrometer has a 16-bit CCD sensor with 2048 pixels and reports wavelengths from 330-1030 nm. The raw spectrum is reported in *counts*, a unit of measurement relating to the number of photons hitting the sensor during the integration period. " ] }, { "cell_type": "markdown", "id": "652d7d1c-6b6a-4d58-95f3-6cd16588ef88", "metadata": { "tags": [] }, "source": [ "\n", "Obtaining measurements\n", "----------------------\n", "\n", "### `python-seabreeze`\n", "\n", "A good alternative to OceanOptics software is the `python-seabreeze` [library](https://python-seabreeze.readthedocs.io/en/latest/#), which enables connection to Ocean Optics spectrometers from Python and provides good functionality.\n", "\n", "`pip install seabreeze`\n", "\n", "Here's a nice clean way to obtain and visualise a sample using seabreeze.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "52af0c20-f801-4849-a56d-66ad6bc282a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from seabreeze import spectrometers\n", "\n", "\n", "sns.set_style('ticks')\n", "sns.set_context('notebook')\n", "\n", "try:\n", " # Connect to spectrometer\n", " oo = spectrometers.Spectrometer.from_serial_number('JAZA1505')\n", " \n", " # Set integration time\n", " oo.integration_time_micros(1e5) # 1 s\n", " \n", " # Get reported wavelengths\n", " wls = oo.wavelengths()\n", " \n", " # Obtain pixel intensities\n", " counts = oo.intensities(\n", " correct_dark_counts=True, \n", " correct_nonlinearity=True\n", " )\n", " \n", " # Visualise\n", " plt.plot(wls, counts)\n", " plt.xlabel('Pixel wavelength')\n", " plt.ylabel('Counts')\n", " \n", "except Exception as e:\n", " raise e\n", " \n", "finally:\n", " oo.close()\n", " " ] }, { "cell_type": "markdown", "id": "359f0d71-54b2-4bdc-9588-2958cc6366ab", "metadata": {}, "source": [ "### `pyplr.oceanops.OceanOptics`\n", "\n", "This is my own extension to the `seabreeze.spectrometer.Spectrometers` class. It includes a sampling method with additional features like automatically adapting the integration time of a measurement to hit 80-90% maximum pixel saturation (where the sensor is most linear), averageing a number of scans, and boxcar smoothing.\n", "\n", "`pip install pyplr`\n", "\n", "It works in the same way and has all the same functionality, but there is a new `.sample(...)` method with some extra options." ] }, { "cell_type": "code", "execution_count": 6, "id": "f7b0ac27-bed6-4f54-86cd-c5080b2b5bae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.001 seconds\n", "\t> Maximum reported value: 232\n", "\t> Integration time: 0.239306 seconds\n", "\t> Maximum reported value: 34789\n", "\t> Integration time: 0.383174 seconds\n", "\t> Maximum reported value: 53368\n", "> Computing average of 3 scans\n", "> Applying boxcar average (boxcar_width = 3)\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyplr import oceanops\n", "\n", "\n", "try:\n", " # Connect to spectrometer\n", " oo = oceanops.OceanOptics.from_serial_number('JAZA1505')\n", " \n", " # Obtain sample\n", " counts, info = oo.sample(\n", " correct_dark_counts=True,\n", " correct_nonlinearity=True,\n", " integration_time=None, # Optimize integration time\n", " scans_to_average=3, # Average of three scans\n", " boxcar_width=3, # Boxcar smoothing\n", " sample_id='daylight_spectrum'\n", " )\n", " \n", " # Visualise\n", " counts.plot(xlabel='Pixel wavelength', ylabel='Counts')\n", "\n", "except KeyboardInterrupt:\n", " print('> Measurement terminated by user')\n", "\n", "finally:\n", " oo.close()\n" ] }, { "cell_type": "markdown", "id": "9473eb17-373d-4a1a-bb8c-8379982ffc0a", "metadata": {}, "source": [ "Instead of returning `np.array`, the `.sample(...)` method returns `pd.Series` and a Python dictionary with information about the sample. " ] }, { "cell_type": "code", "execution_count": 7, "id": "d44db401-f47f-4bc0-a06a-4e5a466f527d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Wavelength\n", "339.117800 -53.088918\n", "339.496622 -53.088918\n", "339.875414 -53.088918\n", "340.254178 -53.088918\n", "340.632913 -40.432069\n", " ... \n", "1027.022982 31.690945\n", "1027.304901 33.462733\n", "1027.586755 33.462733\n", "1027.868542 33.462733\n", "1028.150263 33.462733\n", "Name: Counts, Length: 2048, dtype: float64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts" ] }, { "cell_type": "code", "execution_count": 8, "id": "896098dd-b2a1-4c0d-bddb-0e6ca5eb2fdf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'board_temp': 'NA',\n", " 'micro_temp': 'NA',\n", " 'integration_time': 399950,\n", " 'scans_averaged': 3,\n", " 'boxcar_width': 3,\n", " 'max_reported': 54440.926608466776,\n", " 'upper_bound': 58981.5,\n", " 'lower_bound': 52428.0,\n", " 'model': 'JAZ',\n", " 'serial': 'JAZA1505',\n", " 'obtained': '2022-10-21 16:21:39.521732',\n", " 'sample_id': 'daylight_spectrum'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "info" ] }, { "cell_type": "markdown", "id": "fc0b1705-12b4-4ae2-b4fa-551eccf3a317", "metadata": {}, "source": [ "Also, if you don't specify an integration time, it will be adjusted until the maximum reported value is within 80-90% of pixel resolution, where linearity is best (as above). \n", "\n", "Signal-to-noise ratio may also be improved with scan averaging and boxcar smoothing, but be warned! The former increases overall sampling time and the latter comes at the expense of optical resolution and may wash out spectral features if a high value is used. A good rule of thumb is to use low values (e.g., 1-3). A better rule of thumb is to save each raw measurement and apply these steps later. \n" ] }, { "cell_type": "code", "execution_count": 9, "id": "fba756b8-070d-470b-bcb4-ac18d05871f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1757\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1724\n", "> Computing average of 2 scans\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1790\n", "> Computing average of 5 scans\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1699\n", "> Computing average of 10 scans\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1691\n", "> Computing average of 50 scans\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1685\n", "> Computing average of 100 scans\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1718\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1704\n", "> Applying boxcar average (boxcar_width = 1)\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1697\n", "> Applying boxcar average (boxcar_width = 2)\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1742\n", "> Applying boxcar average (boxcar_width = 5)\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1683\n", "> Applying boxcar average (boxcar_width = 10)\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1713\n", "> Applying boxcar average (boxcar_width = 50)\n", "\n", "\n", "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.01 seconds\n", "\t> Maximum reported value: 1705\n", "> Applying boxcar average (boxcar_width = 100)\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try:\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))\n", " \n", " oo = oceanops.OceanOptics.from_serial_number('JAZA1505')\n", " \n", " for i, scans_to_average in enumerate([1, 2, 5, 10, 50, 100]):\n", " \n", " counts, info = oo.sample(\n", " correct_dark_counts=True,\n", " correct_nonlinearity=True,\n", " integration_time=1e4,\n", " scans_to_average=scans_to_average\n", " )\n", " ax1.plot(counts+(i*1000), label=scans_to_average)\n", " \n", " ax1.set_title('Multiple scan averaging')\n", " ax1.legend(title='Scans averaged')\n", "\n", " for i, boxcar_width in enumerate([0, 1, 2, 5, 10, 50, 100]):\n", " \n", " counts, info = oo.sample(\n", " correct_dark_counts=True,\n", " correct_nonlinearity=True,\n", " integration_time=1e4,\n", " boxcar_width=boxcar_width\n", " )\n", " \n", " ax2.plot(counts+(i*1000), label=boxcar_width)\n", " \n", " ax2.set_title('Box car smoothing')\n", " ax2.legend(title='Box car width')\n", "\n", " for ax in (ax1, ax2):\n", " ax.set_xlabel('Wavelength (nm)')\n", " ax.set_ylabel('Counts (offset for clarity)')\n", " \n", " plt.tight_layout()\n", "\n", "except KeyboardInterrupt:\n", " print('> Measurement terminated by user')\n", "\n", "finally:\n", " oo.close()" ] }, { "cell_type": "markdown", "id": "5bf30497-7177-46f3-9b35-13a697b8b299", "metadata": {}, "source": [ "I like my Seabreeze extension. It's very useful for automating measurements (e.g., when measuring the spectral response of a multi-primary system)." ] }, { "cell_type": "markdown", "id": "fef93a5a-deb8-4472-a86d-a63c68d4a0a3", "metadata": {}, "source": [ "\n", "Wavelength calibration\n", "----------------------\n", "\n", "The pixels on the spectrometer CCD sensor are aligned to different wavelengths.\n", "\n", "[According to Ocean Optics](https://www.oceaninsight.com/support/faqs/calibration/), the relationship between pixel and wavelength is described by a third-order polynomial:\n", "\n", "\\begin{equation}\n", "\\lambda_p = I + C_1 p + C_2 p^2 + C_3 p^3 \n", "\\end{equation}\n", "\n", "Where:\n", "\n", " - $\\lambda$ = wavelength of pixel $p$\n", " - $I$ = wavelength of pixel 0\n", " - $C1$ = first coefficient (nm/pixel)\n", " - $C2$ = second coefficient (nm/pixel$^2$)\n", " - $C3$ = third coefficient (nm/pixel$^3$)\n", " \n", "The JAZ stores wavelength coefficients from when it was last calibrated, but wavelength calibrations are liable to drift over time due to various factors (e.g., mechanical shock, environmental conditions). \n", "\n", "The ground truth for wavelength calibration is dervied from sampling a light source that produces [spectral lines](https://en.wikipedia.org/wiki/Spectral_line), so we borrowed a [Philips argon lamp](http://www.lamptech.co.uk/Spec%20Sheets/D%20SP%20Philips%20LL%20Ar.htm) from our local physics department. \n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "577e5d04-6727-4281-9d5b-755376679151", "metadata": {}, "source": [ "Measurement of the lamp produced a spectrum with lots of lines. I consulted the [NIST atomic spectra database](https://physics.nist.gov/PhysRefData/ASD/lines_form.html) to find the known positions of the lines. " ] }, { "cell_type": "code", "execution_count": 12, "id": "b8e7d8f4-b693-48cc-9c70-dd86128aa23a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "\n", "# Load sample and spectral lines\n", "ar_spd = pd.read_csv('../../data/jazcal/jaz_Ar_spd.csv', index_col='wl')\n", "ar_lines = pd.read_csv('../../data/jazcal/NIST_Ar_1_lines_300_1000.csv')\n", "\n", "# Plot spd and line positions\n", "fig, ax = plt.subplots(figsize=(12, 3))\n", "ar_spd.pwr.plot(ax=ax, lw=.5, label='Argon lamp SPD')\n", "ax.vlines(ar_lines['wl'], -3500, -1750, color='purple', lw=.5, label='Ar I line positions')\n", "ax.set(xlabel='Pixel wavelength (nm)',\n", " ylabel='Counts')\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "4425da73-5554-4051-b81a-109cd0e5b593", "metadata": {}, "source": [ "Many of the lines were not resolved by the spectrometer, presumably due to undersaturation or pixel resolution limitations, but most tallied up with visible peaks. I used a peak-finding algorithm to try and find the corresponding peaks in the spectrum, based on certain criteria." ] }, { "cell_type": "code", "execution_count": 13, "id": "cb5541bc-7e50-46f2-81e2-f743cdf78f84", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy import signal\n", "\n", "# Find peaks\n", "peak_idxs = signal.find_peaks(\n", " ar_spd['pwr'], \n", " height=1800, \n", " prominence=300, \n", " threshold=30, \n", " distance=10)[0]\n", "peaks = ar_spd.loc[ar_spd.pxl.isin(peak_idxs)].reset_index()\n", "ax.vlines(peaks['wl'], -1750, peaks['pwr'], lw=.5)\n", "ax.set_xlim((380, 780))\n", "ax.set_ylim((-3000, 30000))\n", "ax.legend()\n", "fig" ] }, { "cell_type": "markdown", "id": "28e6655e-7152-4f31-b7b2-d79587aa8ffa", "metadata": {}, "source": [ "This showed a general pattern of rightward drift of about 1 nm, but the line pairing was not obvious so I zoomed in on a pdf plot and manually paired the detected peaks with the nearest line to the left, if there was one, dropping it otherwise. This led to 44 lines accross the full range of reported wavelengths. " ] }, { "cell_type": "code", "execution_count": 14, "id": "3b929573-e550-4868-89a8-8659a7531cd6", "metadata": {}, "outputs": [], "source": [ "\n", "# True line positions for selected peaks\n", "true_wls = [\n", " 394.8979, 404.4418, 415.859, 419.8317, 426.6286, 433.3561, \n", " 451.0733, 459.6097, 470.2316, 518.7746, 522.1271, 545.1652,\n", " 549.5874, 560.6733, 565.0704, 573.952, 583.4263, 588.8584,\n", " 599.8999, 603.2127, 610.5635, 617.3096, 621.5938, 630.7657,\n", " 641.6307, 653.8112, 660.4853, 667.7282, 675.2834, 687.1289,\n", " 693.7664, 703.0251, 714.7042, 720.698, 731.1716, 735.3293,\n", " 743.6297, 789.1075, 860.5776, 866.7944, 919.4638, 935.422, \n", " 965.7786, 978.4503\n", "]\n", "\n", "# Remove suspect peaks without a true-line companion\n", "drop_px = [448, 648, 947]\n", "peaks = peaks.loc[~peaks.pxl.isin(drop_px)] \n", "peaks['true_wl'] = true_wls\n" ] }, { "cell_type": "markdown", "id": "78b45007-bb5c-4c45-85cc-db5d2a776076", "metadata": {}, "source": [ "Now, to calculate the wavelength coefficients and predict the new values." ] }, { "cell_type": "code", "execution_count": 15, "id": "485c5a6c-fe3c-4012-80f7-1f9f8eed9d4a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> The wavelength coefficients are:\n", "\n", "338.5374924539017\n", "0.3802367113739599\n", "-1.5959354792685768e-05\n", "-2.507246200675931e-09\n" ] } ], "source": [ "# Third order polynomial\n", "poly = np.polyfit(peaks['pxl'], peaks['true_wl'], deg=3)\n", "print('> The wavelength coefficients are:\\n')\n", "print(*poly[::-1], sep='\\n')\n", "calibrated_wls = np.polyval(poly, ar_spd.pxl)\n" ] }, { "cell_type": "markdown", "id": "8ded8cc4-f89a-4b80-87d5-915354f70889", "metadata": {}, "source": [ "These coefficients can be updated in the spectrometer using Ocean Optics software, or the new wavelengths can be applied at a later stage of processing. \n", "\n", "Here's the visible portion of the original spectrum plotted against the old and new wavelengths. Note that the true lines match better with the peaks when they are plotted against the calibrated wavelengths. " ] }, { "cell_type": "code", "execution_count": 16, "id": "86966a9b-2fc3-469a-986f-e7c3fb2ffe32", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "\n", "ax.plot(ar_spd.index, ar_spd.pwr, lw=1, label='Old Wavelengths')\n", "ax.plot(calibrated_wls, ar_spd.pwr, lw=1, label='Calibrated Wavelengths')\n", "ax.vlines(true_wls, 0, 60000, color='purple', lw=.4, label='Ar I line positions')\n", "ax.set(xlim=(380, 780),\n", " ylim=(0, 30000),\n", " xlabel='Wavelength (nm)',\n", " ylabel='Counts')\n", "ax.legend(loc='upper left');" ] }, { "cell_type": "markdown", "id": "ec3cb3fc-3ab9-4d40-86df-29258f135390", "metadata": {}, "source": [ "In the end it was a lot of effort for a small correction, but worth it!" ] }, { "cell_type": "markdown", "id": "61341e45-b33b-432a-ada9-28dc7175371c", "metadata": {}, "source": [ "\n", "Absolute irradiance calibration\n", "-------------------------------\n", "\n", "Absolute irradiance calibration allows for measurements to be reported in energy units, such as $\\mu W/cm^2/nm$, which can be preferable to *counts*-based measures. This is achieved by taking a reference measurement of a radiometrically calibrated light source with known power output and then working out, for each pixel, how many microjoules a count represents (i.e., $\\mu J/count$ ratio). \n", "\n", "[According to Ocean Optics](https://www.oceaninsight.com/support/faqs/calibration/), with the $\\mu J/count$ ratio for each pixel, one can convert to energy units using this forumla:\n", "\n", "\\begin{equation}\n", "I_p = (S_p - D_p) * C_p / (T * A * dL_p)\n", "\\end{equation}\n", "\n", "Where:\n", "\n", " - $C_p$ = calibration file, in $\\mu J/count$ (specific to the sampling optic)\n", " - $S_p$ = sample spectrum in count units\n", " - $D_p$ = dark spectrum in count units (i.e., the electrical noise floor)\n", " - $T$ = integration time in seconds\n", " - $A$ = collection area in cm$^2$\n", " - $dL_p$ = wavelength spread (how many nanometers each pixel represents)\n", "\n", "Our NIST-traceable HL-2000-CAL light source is suitable for absolute irradiance calculation. It has a tungsten-halogen bulb with a color temperature of 3100 kelvin, and it came with calibration files expressing its known power output at certain wavelengths in $\\mu W/cm^2/nm$, when measured with either a fibre optic probe or cosine corrector (the sampling optic affects the measured power).\n", "\n", "It is relatively easy to perform an absolute irradiance calibration with the [Ocean View software](https://www.oceaninsight.com/products/software/acquisition-and-analysis/oceanview/), which is available for a 30-day free trial. \n", "\n", "Turn the light source on and wait for it to reach thermal equilibrium (~15 mins) and then select the *Absolute Irradiance Calibration* option. The software guides you through the process of taking a reference measurement, a dark measurement to compensate for electrical noise in the CCD, uploading the relevant lamp calibration file, and obtaining the $\\mu J/count$ pixel calibration file.\n", "\n", "" ] }, { "cell_type": "markdown", "id": "f03dfef2-9464-4319-a316-682443bc5a47", "metadata": {}, "source": [ "The calibration output looks like this." ] }, { "cell_type": "code", "execution_count": 30, "id": "82d6c676-5e1b-4a03-b394-e76e1333d9c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "# Load the HL-2000-CAL lamp calibration data for cosine corrector\n", "lamp_file = pd.read_table('../../data/jazcal/030410313_CC.LMP', header=None)\n", "lamp_file.columns = ['Wavelength', 'uJ/cm2']\n", "lamp_file = lamp_file.squeeze()\n", "\n", "# Load the Ocean View calibration output\n", "ocean_view_cal = pd.read_table('../../data/jazcal/oceanview_jaz_cc_OOIIrrad.cal', skiprows=8).squeeze()\n", "lamp_preview = pd.read_table('../../data/jazcal/oceanview_jaz_cc_LampIntensityPreview.txt', skiprows=8)\n", "lamp_preview.columns = [s.strip(' ') for s in lamp_preview.columns]\n", "lamp_preview = lamp_preview.set_index('Wavelength').squeeze()\n", "\n", "# Visualise\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 3))\n", "ocean_view_cal.plot(ax=ax1, ylabel='$\\mu$J/count', label='OceanView calibration file')\n", "lamp_file.plot(ax=ax2, x='Wavelength', y='uJ/cm2', kind='scatter', color='k', label='Known output of HL-2000-CAL (CC)')\n", "lamp_preview.plot(ax=ax2, c='gold', ylabel='$\\mu$W/cm$^2$/nm', label='Calibrated sample (OceanView)');\n", "\n", "\n", "for ax in [ax1, ax2]:\n", " ax.set(xlabel='Pixel wavelength (nm)')\n", " ax.legend()\n" ] }, { "cell_type": "markdown", "id": "708a2ff1-d9ed-45d3-95e8-6a5bbac8611b", "metadata": {}, "source": [ "Here's how to perform the irradiance calibration without using OceanView. " ] }, { "cell_type": "code", "execution_count": 82, "id": "92dd53da-b87c-40cc-8a42-1229aba1237a", "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ "Hit enter to obtain reference measurement: \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "> Obtaining sample...\n", "> Correcting for dark counts: False\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.001 seconds\n", "\t> Maximum reported value: 3406\n", "\t> Integration time: 0.016354 seconds\n", "\t> Maximum reported value: 29330\n", "\t> Integration time: 0.031061 seconds\n", "\t> Maximum reported value: 53673\n", "> Computing average of 3 scans\n", "> Applying boxcar average (boxcar_width = 2)\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdin", "output_type": "stream", "text": [ "Now block all light and hit enter to obtain dark counts: \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "> Obtaining sample...\n", "> Correcting for dark counts: False\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.032236 seconds\n", "\t> Maximum reported value: 1795\n", "> Computing average of 3 scans\n", "> Applying boxcar average (boxcar_width = 2)\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "> Closing connection to spectrometer\n" ] } ], "source": [ "import numpy as np\n", "from scipy import interpolate\n", "import matplotlib.pyplot as plt\n", "\n", "from pyplr.oceanops import OceanOptics\n", "\n", "\n", "# Load the HL-2000-CAL lamp calibration data for fibre optic probe\n", "lamp_file = pd.read_table('../../data/jazcal/030410313_CC.LMP', header=None)\n", "lamp_file.columns = ['Wavelength', 'uJ/cm2']\n", "lamp_file = lamp_file.squeeze()\n", "\n", "try:\n", " # Connect to JAZ\n", " oo = OceanOptics.from_serial_number('JAZA1505')\n", "\n", " # Perform reference measurement\n", " input('Hit enter to obtain reference measurement:')\n", " reference_counts, reference_info = oo.sample(\n", " correct_nonlinearity = True,\n", " correct_dark_counts = False,\n", " scans_to_average=3,\n", " boxcar_width=2\n", " )\n", " reference_counts.plot(figsize=(4, 2), title='Reference')\n", " plt.show()\n", "\n", " # Perform dark measurement\n", " input('Now block all light and hit enter to obtain dark counts:')\n", " dark_counts, dark_info = oo.sample(\n", " correct_nonlinearity = True,\n", " correct_dark_counts = False,\n", " integration_time = reference_info['integration_time'],\n", " scans_to_average=3,\n", " boxcar_width=2\n", " )\n", " dark_counts.plot(figsize=(4, 2), title='Dark counts')\n", " plt.show()\n", "\n", " # Resample lamp file to pixel wavelengths\n", " interp_func = interpolate.interp1d(lamp_file['Wavelength'], lamp_file['uJ/cm2'])\n", " wavelengths = reference_counts.index\n", " resampled_lamp_data = interp_func(wavelengths) \n", "\n", " # Calculate scaling parameters\n", " integration_time = reference_info['integration_time'] / 1e6 # Microseconds to seconds\n", " fibre_diameter = 3900 / 1e4 # Microns to cm\n", " collection_area = np.pi * (fibre_diameter/2) ** 2 # cm2\n", " wavelength_spread = np.hstack( # How many nanometers each pixel represents\n", " [(wavelengths[1] - wavelengths[0]),\n", " (wavelengths[2:] - wavelengths[:-2]) / 2,\n", " (wavelengths[-1] - wavelengths[-2])\n", " ]\n", " )\n", "\n", " # Make the calibration file. To do this we need to adapt the \n", " # formula slightly, dividing the resampled lamp data by the\n", " # reference measurement (instead of multiplying the reference\n", " # measurement by the calibration file). \n", " calibration_file = (\n", " resampled_lamp_data\n", " / ((reference_counts - dark_counts)\n", " / (integration_time\n", " * collection_area\n", " * wavelength_spread)\n", " )\n", " )\n", "\n", "except KeyboardInterrupt:\n", " print('> Calibration terminated by user')\n", "\n", "except Exception as e:\n", " print('> Something else went wrong')\n", " raise e\n", "\n", "finally:\n", " oo.close()\n", " print('> Closing connection to spectrometer')\n", "\n" ] }, { "cell_type": "markdown", "id": "114c15f9-8d26-483f-a346-795c6d8a068e", "metadata": {}, "source": [ "Let's compare the new calibration with the one from Ocean View and focus on the visible wavelengths." ] }, { "cell_type": "code", "execution_count": 83, "id": "3a414b77-3ea7-4748-97f0-66a7b340b9ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1.inset_locator import (\n", " mark_inset, \n", " inset_axes\n", ")\n", "\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4), tight_layout=True)\n", "\n", "# Plot OceanView calibration\n", "ocean_view_cal.plot(ax=ax1, title='OceanView calibration', legend=False)\n", "axins1 = inset_axes(ax1, '40%', '40%', loc='lower center')\n", "ocean_view_cal.plot(ax=axins1, legend=False)\n", "\n", "# Plot this calibration\n", "calibration_file.plot(ax=ax2, title='This calibration')\n", "axins2 = inset_axes(ax2, '40%', '40%', loc='lower center')\n", "calibration_file.plot(ax=axins2, legend=False, xlabel='')\n", "\n", "for axins in [axins1, axins2]:\n", " axins.set_xlim(380, 780)\n", " axins.set_ylim((0., .000005))\n", " axins.set_xticklabels([])\n", " axins.minorticks_on()\n", " axins.tick_params(which='both', bottom=False, right=True)\n", " axins.grid(True, 'both')\n", "\n", "yaxlims = (-.00015, .0001)\n", "for ax, axins in zip([ax1, ax2], [axins1, axins2]):\n", " ax.set_ylim(yaxlims)\n", " ax.set_ylabel('$\\mu$J/count')\n", " ax.set_xlabel('Pixel wavelength')\n", " ax.indicate_inset_zoom(\n", " axins, \n", " edgecolor=\"black\",\n", " transform=fig.transFigure\n", " )\n", "\n" ] }, { "cell_type": "markdown", "id": "411c425c-cb85-480b-a706-3a7d4ea48401", "metadata": {}, "source": [ "The insets show, according to each calibration file, the $\\mu J/count$ ratio for all pixels that represent visible wavelengths. It's the same shape! The slight difference in magnitude could be related to adjustments to the sampling optic between calibrations (i.e., I swapped the fiber at one point to calibrate with the long fiber optic cable). Also, the set screw on the light source was jammed for a while, which stopped the probe being inserted to maximum depth.\n", "\n", "The final test... apply the original formula to the reference measurement using each calibration file. " ] }, { "cell_type": "code", "execution_count": 86, "id": "e896e282-d860-4dd7-bcd0-1a80626b2c4e", "metadata": {}, "outputs": [ { "data": { "image/png": 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gv/ePefHiRcLDwxO95wE09s2SJQt58+ZVf47vkRd/D3L+/HmKFy+OhYWFRp2///4bFxeXz7pPel/ZsmW5f/8+TZo0wdPTk6tXr+Lm5pZgVQY3Nzf09P7rhF2rVi0gblhIcs/R+fPnqVy5MoaGhup2nJycOHLkyEfvMTJlyvTFE1va2Nhgbm6u/pwtWzYyZ85Mnjx5NNqX+48flwwNEELLTExMsLe3V392dHSkQYMGdOzYkW3btpElSxbgv0kA69Wrl2g7gYGBiW4PDg5GUZQED8bxnj17pr6IGBsbJ9j3+fPnFC1aNNF9nz9/rr5IfNgNU0dHRz1uPT72pLr3x9f5888/Ex2TF38OEjN79mwWLVrEX3/9xf79+9HR0aF8+fKMGzeOXLlyqetlz55dY7+sWbOiKAqhoaHJOkfxSY+PxZKUD8/r5zA1NU3R9oQQIq0yNzfHxMSEp0+fJlnn3bt3REVFqa9d//zzD5MmTeLevXuYmJhQqFAh9e9Y5TPmXolP1MaLv969nzD/8Hd3eHg448ePZ+fOnURHR5M7d26cnJzQ09P76LGTc70MCQkhc+bMCcotLCwSzN+TmPdjDQ0NJTY2lqVLl7J06dIEdd9/OP0wToCxY8cyduzYBOXPnj3T+GxiYpJg319//TXRtt/f98P7j/jhBvHzLAQHB390BYPPuU96X926dYmNjWXdunUsWLAADw8PcuXKxcCBAzUSQzly5NDY7/1/G8k9R8HBwR+9h0rK++f0c8n9R9oniQAhUpls2bIxevRofvvtNyZOnMjMmTMByJgxIxA3MU1iv9h/+umnRNszMzPD2NiYVatWJVqeL1++JGMxMzPDysqKGTNmJFqe3KWB4mOPn1Qo3qtXr7hx4wZOTk6YmZlRvnx5OnTokGD/9zPpicU4aNAgBg0axL179zh8+DALFixg7NixGmPWgoODNW7UXrx4ga6uLpkyZUrWObpw4YL6O1hbW6vLnj59yqNHjyhZsmQyzkSc+JuUmJgY9Rust2/fJnt/IYQQiatYsSLe3t5EREQk+oC6adMmpk6dypYtWzAzM6Nnz55Ur16dxYsXkydPHlQqFWvXruWff/75rOO+/8APqB+2P/bwNnHiRPbv38+cOXMoX768+iHr/fl3EpOc62XmzJl5+PBhgvL4B8/PYWJigkqlon379om+jEhqPob4a//gwYMpXbp0gvL33zYnte+MGTOwsrJKUP5h4uVjzMzMEtx/QFyvx9y5c3/VfVL9+vWpX78+r1+/5sSJEyxdupRBgwZRsmRJdQLg1atXGvvE/9vIkiVLss9RUt/h2LFjn9Xr8P37j/d9ODGhSB9kaIAQqVDt2rWpVKkSe/bs4cyZMwCUKlUKiLug2Nvbq3+CgoKYO3dukhf30qVL8+7dOxRF0djP19eX+fPna0xUmNi+/v7+ZM2aVWPfkydPsmzZMvVD7KdYW1uTOXNmdXfLeDt37uTXX38lKiqK0qVLc+fOHQoXLqw+TrFixVixYgUHDx5MtN0nT57g4uKinnzP2tqaLl26UL58+QRvhA4dOqT+s6IoHDhwgJIlS2JgYJCsc+Tg4IC+vn6C77B8+XL69++Prq5usifhic+yBwQEqLclNbRDCCFE8nXs2JHg4GD1RGzve/78OcuXL6dAgQIULVqUa9euERERwa+//krevHnVD0nxSYDP6RFw9OhRjc979+4lZ86cH32IPH/+vHpZw/gkwLVr1wgKClK/zQYSXFuSc70sW7Ysjx8/5urVq+r9goKCuHTpUrK/UzxTU1OKFCnCvXv3NK6RBQsWxMPDA29v70T3s7a2JmvWrDx+/Fhjvxw5cjBz5kxu3LiR5DEdHR3R19cnMDBQY189PT1mzZr1WTPVlypVisuXL2s8SL98+ZLOnTtz7NixL75P6tu3Lz179gTiHtTr1KlDjx49iI6O1uixcOTIEY399u/fj0qlomzZssk+R6VKleLkyZMaw1Vu3LjBr7/+yvXr15N9PxZ///F+L9KoqCiuXLmSrP1F2iI9AoRIpYYPH06DBg2YMGEC27dvx87OjgYNGjBq1CiePHlCsWLFuH//PrNnzyZ37tyJZswBXFxccHZ2pkePHvTo0QMbGxuuXLnCvHnzqFSp0ke7ujdp0oQ1a9bQoUMHunXrRs6cOfn3339ZunQp7u7u6OvrJ+u76Orq0rt3b8aNG0fWrFlxdXXl/v37zJs3j9atW2Nubk6PHj1o0aIFXbt2pWXLlhgaGrJx40YOHTrEvHnzEm03V65cWFpaMmHCBN68eUPevHm5du0ax44do2vXrhp1p02bRkREBPnz52fz5s3cvXuXlStXftY5atu2LStWrFAnDy5fvsz69esZPHgwOjo66sz+nj17cHR01BhH9+HfyeTJkxk9ejSdOnXC39+f+fPnf1UXPiGEEHHz1fz222/qGdobNWpE5syZuX37Nl5eXkRERKiTBEWLFkVPT4/p06fTsWNHIiMj2bZtm/qh/nPekq5evRoTExOKFCnC3r17+eeff5g2bdpHVx1wcHDgr7/+Yv369djY2ODj48PChQtRqVTq8e0Q93b8woULnD17llKlSiXretmwYUNWrVpFr1696NevH6ampixcuFAjwfA5+vfvz6+//sqAAQNo0KABMTExLF++nMuXL9OjR49E99HV1aVfv36MHj0aXV1dqlatSmhoKAsWLCAwMDDJYYcQ16Ohc+fOzJ07lzdv3lCmTBkCAwOZO3cuKpWKQoUKJTv29u3bs2PHDjp37kzXrl3R19dn4cKFWFpa4ubmhpmZ2RfdJ5UtW5bff/+dqVOnUrlyZUJDQ/H09MTKykojvkuXLjFw4EAaNmyIj48PHh4e/Pzzz+p7hOScox49evDLL7/QtWtX2rZtS3h4OHPmzMHBwYEKFSqoEwSnTp3CxsYGR0fHRGM2NzfHycmJ1atXky9fPszNzVm1ahXh4eHS7T8dkkSAEKmUtbU1bdq0Yfny5axfvx53d3cmT57M4sWL2bBhAwEBAWTNmpW6devSt2/fJLPBOjo6LFmyhLlz57J48WJevnxJjhw56NChgzqTnRRjY2PWrl3LzJkzmT59Oq9fvyZXrlwMGDCAjh07ftb3ad26NcbGxnh5eamX1+vSpQtdunQBoFChQqxdu5bZs2czePBgFEXB1taW+fPnq9fHTYynpyezZs1i7ty5vHr1ipw5c9KrV68E4wrHjBnD4sWL8fPzo0iRIixfvlzdyyK552jQoEFkzZqVDRs2sGzZMnLnzs2oUaNo0aIFADVr1mTnzp0MHTqUZs2aMWbMmERjzp8/P1OnTmXhwoX8+uuv2NjYMH78eMaPH/9Z51QIIURC3bt3p0iRIqxdu5ZJkyYREhJCzpw5qVKlijqpDXFdvmfOnImnpyfdu3fH3Nyc4sWLs3r1atq0acO5c+ews7NL1jEnTJjAsmXLmDNnDnny5GHWrFlJzukTb+jQoURFRTFnzhwiIyPJnTs33bt3586dOxw5ckQ9fKxbt24sWLCALl268OeffybremlgYMDKlSuZNGkSEydORKVSqR8+X758+dnntGLFinh5eeHp6UmfPn3Q19enaNGi/PHHHx+dgLB58+aYmJiwbNkyNm7ciLGxMSVKlGDGjBlJJsvj9e3bFwsLC9atW8eyZcswNzenXLly9O/fHzMzs2THnjNnTtatW8f06dMZOnQoBgYGlClThtmzZ6u73n/JfVKLFi2Iiopiw4YNrFu3DiMjI8qVK8egQYM0XpS0a9eOwMBAevXqRebMmenWrZvGy4rknKMiRYqwevVqZs6cSd++fTE1NcXFxYWBAwdiYGCAgYEBHTp0YOPGjRw7dizJCRwBpkyZwvjx4xk5ciSmpqY0a9aMkiVLsnnz5mSfU5E2qJTP6fckhBA/mG3btjFs2DAOHz6c7DkNhBBCCCG+lp2dHb169aJ3797aDkWIBGSOACGEEEIIIYQQIh2RRIAQQgghhBBCCJGOyNAAIYQQQgghhBAiHZEeAUIIIYQQQgghRDoiiQAh0pDly5czcOBAAB4/foydnR3btm1LtO62bduws7NTr8Xr7e2NnZ1dkusBf8qpU6dwd3fH2dmZChUq0Lt3bx49eqRR5+3bt4wdO5YKFSrg5OREly5duHfvXoK2Vq5cSY0aNXBwcKBx48YcO3YsQZ0TJ07QtGlTHB0dcXV1xcvL67PWfN6/fz+dOnWifPnyFC9enPr167NgwQLevHmTaP3Y2FiqVKmCnZ0d165dS7SOq6srQ4cO/ehxBw8ezNKlS5MdpxBCCPEhud7L9V6IryWJACHSiLt377J48WIGDRr03Y99/vx5OnXqRObMmZkxYwYjR47kwYMHtGzZkqCgIHW9AQMGsG/fPgYMGMDUqVMJDAykbdu2hISEqOv88ccfTJ06lUaNGuHh4UGePHno3r07586dU9e5dOkS3bp1w9raGg8PD9zc3Jg+fXqyLrixsbEMGDCA/v37kytXLsaNG8fChQupV68ey5cvp23btoSGhibY7+TJk7x48QJra2s2bNjwxedqwIABLF26lLt3735xG0IIIdIvud7L9V6IFKEIIdKErl27KuPGjVN/9vPzU2xtbZWtW7cmWn/r1q2Kra2t4ufnpyiKopw+fVqxtbVVTp8+/UXHrl+/vhITE6PeFhAQoBQqVEhZtmyZoiiKcuHCBcXW1lY5evSous7Lly+V4sWLKwsWLFAURVHCwsKUUqVKKdOmTVPXiY2NVX7++Welffv26m0dO3ZUmjVrphHDtGnTFCcnJyUsLOyjsS5evFixtbVVDhw4kKDs3Llzip2dnTJp0qQEZX379lXc3d2VxYsXK8WLF1dev36doE7VqlWVIUOGfPT4iqIoY8eOVbp27frJekIIIcSH5Hov13shUoL0CBAiDfD19eXo0aPUr19fK8d3dHSkXbt26Oj89yslR44cmJmZqbsLnjhxAmNjYypWrKiukyVLFpydndVdAS9fvkxoaCg1atRQ11GpVNSoUQNvb2/Cw8OJjIzE29tbow5ArVq1ePv2LefPn08yzqioKJYvX07lypUT7A9QsmRJ+vTpQ4ECBTS2h4SEcOjQIapWrUr9+vUJCwtj586dn3GGNLm5uXH06FF8fX2/uA0hhBDpj1zv5XovREqRRIAQacDu3buxsLCgePHiCcpiY2OJjo5O8BMbG5tix+/evTvNmjXT2HbmzBlCQkIoWLAgENeVMXfu3Ojq6mrUy5s3L/fv31fXAbCystKoky9fPmJiYnj06BF+fn5ERUUlWgdQt5WY69ev8+rVK6pWrZpknR49etC8eXONbbt37yYmJgY3Nzd++uknypYty8aNG5Ns41OcnJzIkSMHe/bs+eI2hBBCpD9yvZfrvRApRU/bAQghvt7p06ext7dHpVIlKBsxYgQjRoz4rvEEBQUxatQosmfPTqNGjQB4/fo1pqamCeqamJjw9u1bAPXEPR/WMzExUZfHv4X4WJ2k+Pv7A5A7d+7P+j7btm2jcuXKWFhYANCkSRMGDRrEhQsXKFGixGe1Fa9YsWKcOnXqi/YVQgiRPsn1Xq73QqQUSQQIkQb4+fnh5OSUaFmvXr2oUqVKgu1Hjx7F09Pzs44TExOjMVOvSqVKkPF/9uwZnTp14tmzZ6xYsUJ9AVc+MsNv/A3Np95a6OjoJKuOoijExMRobNfV1UVPTy9Zx3mfj48P169fx93dXT2pUNmyZTE2Nmbjxo1ffGOQK1cuLly48EX7CiGESJ/keq9ZR673Qnw5SQQIkQa8efOGDBkyJFqWK1cu7O3tE2y/ffv2Zx+nffv2nDlzRv25dOnSrF69Wv351q1bdOvWjbdv37Js2TIcHR3VZaamprx48SJBm2/fvsXMzAxA/d+3b99ibm6urhOf9TczM1Nf1OPfKnxYx9TUlDNnztC2bVuN8lWrVvHTTz8B8OTJkyS/Y1BQEKamphgYGACwZcsWAIYNG8awYcM06v71118MHz5cI9bkypAhA69fv/7s/YQQQqRfcr2X670QKUUSAUKkAZkyZfouF5mxY8dqXJDju+dBXHfFnj17YmZmxtq1a9VjBePlz5+fEydOEBsbqzHJ0MOHD7GxsVHXid/m4OCgUUdfX588efKgKAq6uro8fPhQo/34SYpsbGwoWrSo+oL+/vGNjY3Jli0bx48fp3Xr1ol+x5EjR3Lp0iWOHj0KxI0XrFmzJu7u7hr1Hj9+zPDhw9m+fTvt27dP8pwlJTQ0lMyZM3/2fkIIIdIvud7L9V6IlCKTBQqRBuTKlUs9Hu5bsra2xt7eXv1jbW0NwI0bN+jWrRs5c+Zk48aNCW4KACpWrMjbt2/5559/1NuCgoI4d+4cFSpUAOIm1TE2Nmb//v3qOoqicPDgQUqXLo2BgQGGhoaUKlWKgwcPanQ/3L9/P2ZmZjg4OGBqaqoRp729Paampujo6NC+fXuOHj3KkSNHEsR4+vRpjh07Ru3atTEwMODIkSMEBwfTokULypQpo/HTtGlTrKysvngSoYCAAHLlyvVF+wohhEif5Hov13shUor0CBAiDahQoQLr1q1DUZREJxD6HPv37+fmzZsJtjdv3lzjjcD7RowYQXR0NL1798bf31/jJiVLlizkzZsXZ2dnSpcuzaBBgxg0aBCZMmXCw8MDMzMzWrZsCcR1n+vYsSPz589HX18fJycntm7dyvXr11m1apW6ze7du9OhQwd+++03mjZtysWLF/Hy8mLAgAFJdpmM1759e86ePUvv3r35+eefcXFxQUdHh7Nnz7J69WoKFy7MgAEDANi6dStZs2albNmyibbVoEED5s2bh7e3N2XKlAHgzp07rFixIkHdEiVKqN96KIrCxYsXE7x1EEIIIT5GrvdyvRcipUgiQIg0oGbNmsyfP58rV65ojNP7EmvXrk10e+3atRO9MfDz8+PGjRsA9OnTJ0F548aNmTJlCgCenp5MmTKFadOmERsbS4kSJZgzZ47GmLuePXuiq6vLpk2bWL58OQUKFGDBggWULFlSXadcuXJ4eHgwb948evbsSY4cORg8eDAdO3b85PfT19dnwYIFbNy4kZ07d/Lnn38SGRlJnjx56NGjB+7u7hgbGxMYGMjJkydp0aJFggmS4jVs2BAPDw82bNigvjG4evUqV69eTVD3t99+U98YXL16lVevXlG7du1PxiuEEELEk+u9XO+FSCkq5WNTewohfhjdunUjc+bMTJ48WduhiE8YPnw4wcHBLFiwQNuhCCGE+MHI9f7HIdd7kZrJHAFCpBH9+vXjwIEDPH36VNuhiI/w9/fnwIED/Pbbb9oORQghxA9Irvc/Brnei9ROegQIkYYsWbIEHx8fZs2ape1QRBIGDhxIwYIF6dq1q7ZDEUII8YOS633qJ9d7kdpJIkAIIYQQQgghhEhHZGiAEEIIIYQQQgiRjkgiQAghhBBCCCGESEckESCEEEIIIYQQQqQjetoOIC0qVaoUkZGRWFhYaDsUIYQQAoDnz59jYGDAuXPntB1KmiHXeyGEEKnJ51zrJRHwDURERBATE6PtMIQQQgi16OhoZH7glCXXeyGEEKnJ51zrJRHwDWTPnh2Aw4cPazkSIYQQIk61atW0HUKaI9d7IYQQqcnnXOtljgAhhBBCCCGEECIdkUSAEEIIIYQQQgiRjkgiQAghhBBCCCGESEckESCEEEIIIYQQQqQjkggQQgghhBBCCCHSEVk1QAghhBDiG4qJiSEqKkrbYQghhJq+vj66urraDkMAvr6+3L17lwIFClCwYMHvdlxJBAghhBBCfAOKohAQEEBwcLC2QxFCiAQyZcqEpaUlKpVK26GkS0FBQbRq1Yr9+/ert9WqVYv169eTOXPmb358SQQIIbQqOiaWf26/oHT+LJgYyq8kIUTaEZ8EyJ49O8bGxnKzLYRIFRRF4d27dzx79gyAnDlzajmi9KlVq1YcOnRIY9uhQ4do2bIl+/bt++bHl7tuIYRWzTjgy6JjdwHIaKRHkxK56VHVhuxmRlqOTAghvlxMTIw6CZA1a1ZthyOEEBoyZMgAwLNnz8iePbsME/jOfH19NXoCxIuJiWH//v3cvn37mw8TkMkChRBacfZBEFZD96qTAACh4dGs+PcBbh4nCHobqcXohBDi68TPCWBsbKzlSIQQInHxv59kDpPv7+7dux8tv3PnzjePQXoECCG+i3Xejxix4yqFLTNywz9Uo6yqnQU+Aa/JYKDLvedvCQyNoMT4g7RwzsOYBkUx0pcstRDixyTDAYQQqZX8ftIeGxubj5YXKFDgm8cgiQAhxDd19kEQU//y4dzDVwAJkgCzfnakSYnc6s83/UP5edEpXkdEs+GsHwdvBLKkbSlK5vv2k6YIIYQQQgjxrdna2lKrVi0OHTpETEyMeruuri7Vq1f/LqsHyNAAIcQ3c/7hK5ovOqVOAgAY6cf92nHMk4njg6pqJAEACufMyLYe5elexQYdFbx8G0nThf+y+vTD7xq7EEIIIYQQ38r69eupXr26xrbq1auzfv3673J8SQQIIb6JgJBw2nh5qz+PrFeY2xPr4DO+Dg+m1GNnzwrkzZr42NmCOcwYUrsQp4dVUycORu24xqQ/b6IoyneJXwghxH9iYmJYt24dzZo1w8nJiVKlStGiRQu2bNmS6n4vt2nThiZNmiRZPnLkSGrVqsXjx4+xs7PD29s7ybqpiaurKx4eHgBs27YNOzs7dZmdnR3btm1L8WO+evWKzZs3qz+3adOGoUOHpvhxhEiPMmfOzL59+/D19eXPP//E19eXffv2fZelA0GGBgghUtiT4DA2nnnE0n/uExYVQzZTQw71r0wmY4PPbit7RiPGNSzG4C1XAFhy/B5Ljt9jcZuS1CpqmdKhCyGESERUVBQ9e/bkypUr9OrVi4oVKxITE8M///zDlClTOHLkCB4eHqlm1vFmzZoxePBg7t69m2AcbkREBPv27aNr167kzJmTEydOYG5urqVIv1zdunWpVKnSNz/OtGnTePz4Mc2bNwdIVX/PQqQVBQsW/C5DAT4kiQAhBACxsQrHfJ+z8OhdzI31qe+Qk4M3AtlzxR9Tw7hfFdt6lMc2h1mCff/2eYb3/SDeRESx5vQj9XZDPR3mtSj+RUmAeD+XykMDx58oOf4gbyPjxlB1XX0elQp296qIbQ4zDPSkc5MQQnwrixcv5ty5c2zZsgVra2v1dhsbG0qXLs3PP/+Ml5cXv/76qxaj/E+tWrUYP348u3fvpm/fvhplhw4dIiwsjEaNGqGrq4uFhYV2gvxKRkZGGBl9+2V2P+ztkSlTpm9+TCHE9yF3z0IIALqtOU+HFWc58yCIgzcC+W3DJfZc8QfgTUQ0byKiqTn7OFZD99J55TnaeHkTEBJOqQmH6LDiLIuO3dVIAmQ3M2RnrwqUL5Dtq2Mz0tfl2thaLGhdQr1NUaC+xwlsR/5FGy9v9l3zxy/o3VcfSwghxH9iY2NZvXo1TZo00UgCxCtSpAgNGzZk9erVxMbGAvDixQsGDx5MmTJlKFmyJF27duXhw//mefn7779p0qQJDg4O1KhRgzlz5hAZ+d+Ssb6+vnTt2hVnZ2eKFStGtWrVWL58ubrcw8OD9u3bs2TJEipXroy9vT3u7u7q5biMjIyoV68ee/bsSRDv9u3bcXFxwcLCIsHQAEVRWLp0KdWqVcPR0ZGGDRuya9cuAEJCQihatCgHDhxQtzVp0iQKFSpEUFCQeluTJk1YsGBBoufy7du3jB8/nooVK+Lk5IS7uzvXrl1Tl2/evBk3NzccHBwoXrw4rVq14urVq4m29eHQAIB79+7RokULihUrRp06dfjrr780zpm7uzv9+vWjRIkSjB8//pPHHDp0KNu3b+fMmTPqY304NODixYu0bduWkiVLUqZMGYYNG8arV//NC+Tq6oqXlxe9e/fGycmJMmXKMGHCBKKjoxP9XkKI70cSAUIITt55wYEbgQAYG/zX5c9QT4fieTJRyFKzF8Chm4H8c/sFZScf5sWbiATtbe1eHu/h1ShkmTHFYlSpVNS1z8mDKfVoXSavRtk/t1/Qbc0FKk37G6uhe9l/PSDFjiuEEClt2T/3KDvpMGUnHebU3ZcaZX5B79Rlv++8lmDfzivPqss/tPmcn7ps3zV/jbI3EdGUnXSYZf/c+6xY79+/T3BwMCVKlEiyTrly5Xj27Bl+fn5ER0fTsWNH7ty5w4IFC9i0aROxsbF07tyZmJgYjh8/Tt++ffn555/Zs2cPv//+O3/99ReDBg0CICwsjI4dO5IpUyY2bNjAnj17qF27NlOnTuXmzZvqY547d47z58+zZMkS1q1bx8uXLxk7dqy6vGnTpvj5+XHx4kX1tufPn/Pvv/+qu7l/aPbs2axfv55Ro0axe/du2rZty5gxY1i7di3m5uaUKFGCkydPquv/+++/AOpEwrNnz7hx4wbVqlVLtP2+ffty/PhxJk+ezI4dO8iTJw8dO3YkJCSEgwcPMm7cODp37sxff/3FihUriIiIYOTIkZ/6K1JbuXIljRo1Yvfu3dSqVYt+/fppJBrOnj1LtmzZ2LlzJ23atPnkMUeMGEGdOnVwcnLixIkTCY535coV2rRpQ8GCBdm0aRNz587l8uXLdOrUSWMW9Llz5+Ls7MyuXbsYPHgwa9asSTRJI4T4vrQ+NCAwMJDKlSsn2D558mSaNGnCzZs3mThxIteuXSNLliy0b9+etm3bquvFxsbi6enJ5s2bef36Nc7OzowePZo8efKo66REG0KkVXeevaH1sribmFyZMnBiSFUUBc4/eoWdpRkZjfQBOP8wiKYLTyXaRhOnXExqYs+rd5FYmBqip/ttc4wTG9tT1jorvddfTLS86+rzXBlTUx27EEKkJq/DowkIDQcgMiZWoywmVlGXhYRFJdj35dtIdfmHwqJi1GVhUTEaZYoS1+7r8M97ExsSEgLw0cmr4suCgoJ49OgRt27dYt++feTPnx+ACRMmsGLFCkJCQli0aBE///wzLVq0ACBv3ryMHTuWdu3a8fjxY4yNjWnbti2tW7fGxMQEgD59+rBs2TJu3bpF4cKFAYiOjmbatGnq8f0tWrRg+vTp6pgcHBywtbVl9+7dODk5AbBr1y6yZs2a6H3nu3fvWLFiBbNmzaJKlSrq2J48eYKXlxetW7fG1dWVtWvXAnH3r/fv36dKlSp4e3tTp04djh07Rq5cuRK8qYe4t/XHjx/Hy8uLihUrAjBmzBgyZszIq1evyJQpExMnTqRBgwYA5MqVi2bNmjFu3LhP/h3Fa9Wqlfq89u3bl9OnT7NixQpmzJihrtOnTx/MzOKS+8+fP//oMc3MzDAyMkJfXz/RIRTLly/Hzs6OUaNGAXFDRWbNmkXDhg05ceIELi4uAFSsWFF9350nTx5Wr17NhQsXaNSoUbK/mxAi5Wk9EeDj44OhoSGHDh1CpVKpt5uZmfHq1Ss6dOiAq6srY8eO5dKlS4wdOxYTExOaNm0KwIIFC1i3bh1TpkzB0tKS6dOn07lzZ3bv3o2BgUGKtCFEWvXgxVvaLT8DxC3rt6NnBVQqFSoVOFtl0ahbMl8WHkypR1hkDPq6KgqMiOtyWL1wdmb9UhyAnOYZvlvsbo4/4eb4E5HRsbx6F0l4VAzDt1/l5J24t2sOYw7Qrlw+OlTIj1U2k+8WlxBCfIqZkR6WGePGdxt8kDjV1VGpy8wzJExmZjUxUJd/KIO+rrosg77mhG4qVVy7Zkafd+sX/5D/+vXrJOvEJwuyZMnChQsXMDc3VycBAHLkyMGQIUMAuHHjBleuXGHLli3q8vhx6Hfv3sXFxYVWrVqxZ88ebty4waNHj/Dx8QFQDz0AyJYtm8Ykf2ZmZkRFaSZOmjZtyuLFixk+fDh6enrs2LGDxo0bJzrZ3Z07d4iIiGDAgAHo6Pz3dxIdHU1kZCTh4eFUrVqVKVOm4Ofnx/nz5ylatCguLi6sXLkSgGPHjiXZG8DX1xeA4sWLq7cZGhoybNgwAKysrLh79y7z58/n3r17PHz4kFu3bml8508pWbKkxmdHR0dOnz6t/pw1a1Z1EgDA2dn5q47p6+tLhQoVNLYVKlQIMzMzbt26pU4EfDhhY2J/V0KI70/riQBfX1+srKzInj17grKVK1eir6/PuHHj0NPTw8bGhocPH7JkyRKaNm1KZGQky5cvZ+DAgers7ezZs6lUqRIHDhygfv36bNq06avbECItiolV6Lr6PE+CwwDY0q08FmaGn9wvw/+HDtyfXJfgd1FkMtbuW3cDPR1y/P/Gd23nsqz89wG/77oOwMpTD9l9xZ9VHUtTLNePNyu0ECJt6lzJms6VEo63B8iTxZjTwxN/mARY1s45ybLmpfLQvFTivRlNDfU+2m5S8ubNi4WFBWfPnqVmzZqJ1jlz5gwWFhbkzp0bPb2P31rGDxNo3LhxgjILCwueP3/OL7/8QpYsWXB1daVixYrY29urHyrjJedFTYMGDZgxYwYnT57EwsKC27dv4+npmWjd+GTEnDlzEp0LwcDAACsrK6ytrTlx4gQXL16kXLlylCtXjjFjxvD48WNOnjzJokWLEm3/U+dl9+7dDB06FDc3N0qUKEGLFi3w9fX9rB4B7ycwIG7Jx/fP04eTC37tMZNaNlJRFPT1/7s3SOzvKrUtOSlEeqT1OQJu3bqVIFMY79y5c5QuXVrjl2fZsmV58OABL168wMfHh7dv31KuXDl1ecaMGSlSpAhnz55NsTaESIu2nn/MrcDXGOjqcGxQlc9+UFapVGQ2MdDoyZMatC2Xj1yZ/uuZEPQ2kvoeJ/jn9vPPbisqJpbomFj+uR23msK7yGi5eRFCpCu6urq0b9+eLVu2qCfje9/t27fZsWMH7u7u6OrqUqBAAUJCQjQmBwwKCqJMmTJcunSJggULcv/+ffLly6f+CQgIYNq0abx9+5Y9e/YQHBzM+vXr6dGjBzVq1FD3OPjc37/xyYQ///yTvXv34uzsTL58+RKta21tjZ6eHk+fPtWI7dixY3h5eakfsqtWrcrJkyfx9vambNmyWFlZ8dNPP+Hp6YmBgUGCt/Lx4u9135/8Lzo6GldXV/bt28eSJUto1qwZU6ZMoXXr1jg7O+Pn5/dZ3/v69esany9cuPDRJcmSc8yPXePt7Ow4f/68xjYfHx/evHmT5L29ECL1SBU9AjJnzkzr1q3VF4bu3btTuXJlAgICsLW11agf33PA39+fgIC4CcFy5syZoE58WUq0kZikun7Ft/the0KkJjGxCguO3gFgQE1b8mVNO13nVSoVh/q7sOrUA8wz6DN0W9xNVxuvM2zpVo5SHwx5SIxv4Gtqzj6eYPvUfT7/P0bcqgUbfy1LGeusKfsFhBAilenYsSNXr16ldevW9O7dWz3G/cSJE8ybN4+yZcvSpUsXIG7iwGLFijFkyBCGDx9OhgwZmDZtGlmyZKFo0aJ06dKFvn374unpSb169QgICGDEiBHkzp0bCwsLLC0tCQsLY9++fZQsWZJ79+4xefJkAI2VBZKrWbNmDBw4kIwZM9K7d+8k65mZmdGiRQvmzp2LqakpJUqUwNvbm+nTp9O1a1d1PVdXVzp06IBKpVJPoFi2bFl27NiBm5tbkm/+8+fPT82aNRk7dixjxowhR44cLFmyhIiICEqXLs22bdu4cOEC169fx8zMjCNHjrBmzRr19zY0/HSPvRUrVpA3b14cHR3ZsGEDvr6+zJw5M8n6OXPm/OQxjY2N1RNBfjh3VocOHWjVqhXjx4+nVatWvHjxgvHjx1OkSBGNF2xCiNRJqz0CoqOjuXfvHiEhIfTu3ZslS5ZQvHhxfv31V06dOkV4eHiC7kTxvwgjIiIIC4vr0pxYnYiIuJnMU6INIdKagzcCePDyHeYZ9HEvm/jbkR9ZBgNdurrY0KJ0Xrb1KK/e3mzRKW76h35039fhUbT1OvPROvEvZ35ZchqroXsJCEl84i4hhEgLdHR0mDt3LkOHDmXPnj00bdqUJk2asHv3bgYOHMjChQvV4+51dHRYsGABlpaWdOjQgZYtW2JoaMiyZcvQ19endu3azJ49m0OHDuHm5sagQYOoWLGiust+7dq16dSpE1OmTKFOnTpMmjSJZs2a4ezsnORSeh9TsWJFjI2NCQ4OplatWh+tO2zYMNq2bcvcuXOpU6cOixcvpk+fPvTs2VNdx8nJCRMTE5ycnNT3k+XLlyc2NvajL4kgbrlBZ2dnfvvtN5o0aYK/vz9eXl5kyZKFUaNGkS1bNtzd3WnevDl///0306ZNA0j29+7RowerV6+mQYMGnDlzhiVLlmjM1fCh5ByzUaNGhIWFUb9+fQIDAzX2d3R0ZNmyZVy7do1GjRrRt29fnJyc+OOPPzSGBgghUieVouV+rm/fvkVXV1dj3FLnzp2B/1YUiF9SBuImc6lXrx7bt2/Hz8+PPn36cPnyZY39f/vtNyIjI1m4cCFubm5f3cbnir8QHD6ccGkfIbRNURQaL/iXS37B9KpagIG1Es5unNasOvWA0Tvjukza5jBld++KGOolnCxq1+Wn9HlvJYJ8WY0pZGlGl0rW6Ovq8NuGi5TOn4VN5x4n2PfM8GpkT2ICLyFSA7k2pbyPndPw8HDu379P/vz5E4zNFkKI1EB+T6U9n3Ot1/ocASYmJgn+4RUsWJDAwEAsLS159uyZRln85xw5cqi73ydWJ0eOHAAp0oYQaYn3/SAu+QVjoKdDu/JW2g7nu2hbzoot3eK6KfoGvuGvqwmH/UTHxDJx7w315/41bDk2qCqL25SilFUWHPNk4uigqkxr5siDKfU4O6I6Ou8NnWz3x1nCP1iuSwghhBBCpAMX18Cl9dqO4rNoNRFw+/Zt9Ris9127do0CBQrg7OzM+fPniYn57+b69OnT5M+fn6xZs1KoUCFMTU019g8NDeXGjRs4O8fNqpsSbQiRlkzffwuA5iVzJ2uVgLSilFUWersWAGD16YcJytv/cZbA0LjhQHNbFKdn1QIfbc/CzJB7k+uxyD1ujOhN/1AazT9JbKxMJiiEEEIIkW488obdfWFHN9g37L8xpKmcVhMBNjY2WFtbM27cOM6dO8fdu3eZPHkyly5donv37jRt2pQ3b94wYsQI7ty5w7Zt21ixYoV60hYDAwPc3d2ZMWMGhw8fxsfHh379+mFpaale4iYl2hAirfALesf5h69QqaBPtaRnEk6rGjnlAuD8w1fsuvyU8KgYGs4/idXQvZy48wKAQbXsaFg8F7o6yVsNoXaxnIxrWBQAn4DXHPF59ok9hBBCCCFEmnH7AMRGARAQ/Ja9VwOI+QFeDGl11QAdHR0WLVrEzJkz6du3L6GhoRQpUoQ//vhDPdP/smXLmDhxIo0bN8bCwoLBgwdrrD3bp08foqOjGTlyJOHh4Tg7O+Pl5aWepCRr1qxf3YYQaUF4VAzDt8dN/lMmfxZypMPx7DYWptRzyMneK/70WX+RQpZm+AS8Vpfb5TCjm8vnL3nUtpwVT16Fsfj4PTqvOseZEdXIbpb+zq8Q39PixYs5ceIEq1evVm8bOXIkmzdv1qiXK1cujhw5AsStYe/p6cnmzZt5/fo1zs7OjB49OsFs6EIIIUSyVRsF5rkIu7KTyperEXnpAiPrFaZzJWttR/ZRWp8sMC2SCZlEajTv8G1mHfTFUE+Hnb0qUMgyo7ZD0oqI6BgcxhwgIjpWY/v0Zg40K5n7o2smf4x/SBgu044SGRNLdjNDjg+uipF+wgkJhdCWtHRtWrt2LRMmTKBUqVIaiYDmzZtTvnx53N3d1dt0dXXJkiVu2VBPT0/WrFnDlClTsLS0ZPr06Tx+/Jjdu3cnWD0oOWSyQCHEj0x+T6Wsbef96L/5ivrzgyn1vnsMP9RkgUKI72PnpScAjGtYNN0mAQAM9XRZ1bG0+rOLrQV3Jtaheak8X5wEAMhpnoHFbUoC8Ox1BIuP3fvqWIUQmgIDA+nWrRszZszAyspKo0xRFO7cuUOxYsWwsLBQ/8QnASIjI1m+fDl9+vShSpUqFCpUiNmzZxMQEMCBAwe08G2EEEL8sGKiND6GhEWRL5spTUrkomdVGzxbOWkpsOSTRIAQ6cDd52+4+/wt+roq6tjn1HY4WlfGOit3JtZhV68KLG/vjJ5uyvwqrFoou/oX//y/73DrvWEHQoivd/36dfT19dm1axeOjo4aZY8ePeLdu3dYWyfeFdPHx4e3b99Srlw59baMGTNSpEgRzp49+03jFkIIkYbc/Rvml4aAa0THxHLlcTBdVp6j6cJ/2XbhCY9fhVGpgIW2o/wkrc4RIIT4Pg7eCASgnE02MhrJ3BcAero6OOTOlOLt1rPPyYYCfpy484Jua87zZ59KZDCQIQJCpARXV1dcXV0TLfP19QVg9erVHD9+HB0dHSpXrky/fv0wMzMjICBu2dD4ZYPjZc+eXV2WmPhulonx9/dP0J4QQog0LOg+bOkAYa/AqwajMs9i/SPNnrY7Lz1l56WnVC+cg2XtSmkp0E+THgFCpAN7rjwFoEaRHFqOJO1TqVRMb+5AZmN97r94q16uUQjxbfn6+qKjo0P27NlZtGgRQ4cO5cSJE/To0YPY2FjCwsIAEswFYGhoSEREhDZCFkII8aPRNYDMVgCcVRVlwyPTJKvmyJi6l+mWHgFCpHGzDtzi2pNQAGoUlkTA95DTPAOzfylO+z/O8se/93Evmxdri6QvFEKIr9e9e3datWpF5syZAbC1tcXCwoKff/6Zq1evqifCioyM1JgUKyIiggwZMiTZ7scmXPpYb4G0YujQoWzfvv2jdW7dukWbNm3IlSsXU6ZMSbSOt7c3bdu25fDhw+TOnftbhPpR78f3YSyurq40btyY3r17p+gx3717x/bt22ndujUQdy6fPHmiMcGlEOIHY56Lx423smtuXxaGN0D54L16p4r5MdLXYf/1QIr+ZK6lIJNHEgFCpGER0TEsPh43aZ2LrQWW5jIj7PdSxS47roWyc8TnGatOPWRMg6LaDkmINE1HR0edBIhXsGBBAAICAtRd+J89e0bevHnVdZ49e4adnd33C/QHM2LECAYMGKD+XLFiRYYPH07dunU/qx0nJydOnDihnrxRm75XLMuXL2fbtm3qRMCIESOIiYn5pscUQnx74Yoh06JbJFqmp6tiUK1CDKpViNjY1L04nwwNECIN+/OqPxHRsWTQ18UrFY9RSqvalbcC4lZsiEnlFwMhfnSDBw+mffv2GtuuXr0KQIECBShUqBCmpqZ4e3ury0NDQ7lx4wbOzs7fM9QfipmZmcYqDElt+xQDAwMsLCzQ1dX+nCnfK5YPV+g2MzMjU6ZM3/SYQoiU4+vry19//cUj790Q+18Sz8bCRKNezfeG3rqXyaf+s47Ol69G9T1IIkCINGzlvw8B6OVaIMVmxhfJV8EmKxmN9Hj1LopLfq+0HY4QaVqtWrU4deoUnp6ePHr0iGPHjjF8+HDq16+PjY0NBgYGuLu7M2PGDA4fPoyPjw/9+vXD0tKSmjVrajv8NOHt27cMGzaMUqVKUbJkSYYOHcq7d++AuKEBdnZ2PH78GIArV67QqlUrnJyccHZ2pnfv3jx9+jTJtqOiopg7dy5Vq1bF0dGRJk2acPLkSXX5oUOHaN68OcWLF8fe3p4mTZrwzz//JNrWh7EAPH/+nM6dO2Nvb4+rqytr165Vl23bto0aNWowYcIESpYsSY8ePT55TA8PDzw9PXny5In6WEOHDqVNmzbqdu/evUu3bt0oU6YMJUuWpE+fPjx58kRd3qZNG2bMmMHw4cMpVaoUJUqUYMCAAbx58ybZfydCiM8XFBRE7dq1sbOzY1Sn+mTb1Rrvfta8CvQDYMNZPzIa6ZHFxIAmJXIxuYk9D6bU48GUeuTJYqzl6JNPngyESKNu+odyyS8YA10dfnHOo+1w0iU9XR2q2GUHYNk/97UcjRBpW7Vq1ZgzZw6HDx/Gzc2NESNGULNmTSZNmqSu06dPH5o1a8bIkSNp2bIlurq6eHl5oa//nVdT+dcTZhaO+7n/wcPqqwf/lf05KOG+61r8V/6hi2v/K7uxS7Ms4nXc9n89U+xrfOjAgQNkz56dbdu2MW3aNP7880+WLl2aoF5MTAxdu3bF2dmZXbt2sWLFCp4+fcrw4cOTbHvixIls2LCBIUOGsHv3bipVqkS3bt24d+8e165do3fv3tSrV4/du3ezadMmsmTJwuDBg4mMjExW7Js2baJUqVLs2rWLDh06MHHiRA4ePKguf/ToEc+ePWPHjh3069fvk8fs2LEjHTt2xNLSkhMnTiRYXeLJkyf88ssvGBgYsHLlSpYvX87z589xd3fXeNBfsWIF2bJlY8uWLUyfPp3Dhw+zYsWKZH0nIcSXadWqFYcOHcJAF7b+bIyxvooymYNZN6s/1sP2MmzbVULDowl6G8mkxvZkNU3dkwImReYIECKN2n89bjmsyrYWZPtBf0GlBb8452HX5af8dS2AS37BFM+TSdshCZEmJDYpXZ06dahTp06S++jq6jJo0CAGDUrkAft7ingNr///9jvmgxULYmP+KwsLTrjvuxf/lX8o6t1/ZVFhmmWKElcW8fqLw/4UBwcH+vXrB0DevHmpUKEC165dS1DvzZs3vHr1iuzZs5MrVy7y5MnDnDlzePnyZaLtvnnzhi1btjBq1Chq164NQL9+/VAUhTdv3qCvr8+oUaNo1aqVep+2bdvSpUsXXr58mawlHqtXr063bt0AyJ8/P5cuXWL58uXUqFFDXadHjx7kyROXWL958+Ynj2lsbIyurm6iwyfWrVuHsbExM2bMUK9kMW/ePKpVq8bOnTvV8woUKFCA/v37A2BlZUWFChW4ePHiJ7+PEOLL+Pr6sn//fgBigPY7w9jWJhu+5GOuqjUfjvT8kYd+SiJAiDRq7xV/AOraW2o5kvStvE1W9HVVRMUodF9znv39KpPR6Du/fRRCpC6GZmD2U9yfdT9I1Oro/leWIVPCfY2z/Vf+IX3j/8r0P1gJQaWKKzM0++KwP8XKykrjs7m5uUZX9/e3d+7cmfHjxzNv3jzKli2Li4tLkkmc+/fvExUVhaOjo8b2+Afk+DaXLFnCvXv3ePjwIT4+PgDJnpyvZMmSGp8dHR05duxYkt+vcOHCX3VMX19fihUrprGcpYWFBfnz58fX11e9zdraWmM/MzMzQkNDk/WdhBCf7+7duxqfjz6Iobp3OWKdfiYSzfu3uS2KY2L44z5O/7iRCyGSFBASzu1ncV0L47umC+1QqVQcHVSVxvNP4h8SznrvR3R1sdF2WEIIbSrfK+4nMZmtYMDNpPdttSHpMqfWcT+JMTT7eLsp4HMm3xs4cCCtWrXi2LFjnDp1ivHjx7Ns2TJ27Nih8XAMfHLoxpkzZ+jUqRNVqlShZMmSuLm5ERYWRs+ePZMdj46O5mjZ2NjYBHG8v+zk1x7zw4kE3z/u+9/3wxiEEN+WjY3mPZqOoQmXT5/EOEghS7UuABTMbsqePhUx1NP+5KdfQ+YIECKNCQgJp8WSUwDY5zIni4ncRGhbrkwZGFgrbnmyP04+IDI6VssRCSGE9ty7d4/ff/+drFmz0rJlS+bNm8eyZcu4e/eu+q36+/Lly4e+vr56FYh4P//8MytWrGD58uWUKVMGDw8P2rdvT4UKFfD3j+sVl9QD94euX7+u8fn8+fPq5ScTk5xjqlRJzxhuZ2fH1atXNeYwePHiBQ8fPkzwICKE+H5s33gztkUpdHV10cmQkZ+6eZG7+x/EBPlR6JIH3sOrsa9v5R8+CQCSCBAiTXnxJoKykw/z4OU7jPR1GNdQ1q5PLRoW/4nsZoYEhIaz81LCrrJCCJFeZM6cmb179zJ69Gju3r3L/fv32b59O+bm5gm6wgNkyJABd3d35s6dy+HDh3n06BGzZs3C19eXypUrkzNnTm7dusW5c+d4/PgxW7duZe7cuQDJnixw7969LF++nHv37rFkyRIOHjyoXh0gMck5prGxMSEhIeqhDe9r2bIlb9++ZdCgQfj4+HDlyhV+++03MmfOTL169ZIVsxAihd39G3b/xii72yxqUwSToi7oGpkCUKhSfdavX0+OjEbopvJlAZNLEgFCpCHz/76j/vPmruVxyptZi9GI9xnq6dKxYn4API7cISpGegUIIdKnzJkzs3TpUp48ecLPP/9M48aNefz4MX/88QempqaJ7tO/f38aNmzI77//jpubG97e3ixZsgRra2v69OlD8eLF6datG40aNWLz5s1MmjQJIyOjBL0IktKpUyf+/vtvGjRowNatW5k5cyZlypRJsn5yjlmzZk0sLCxo0KABN27c0Ng/d+7crFmzhtDQUH755Rc6deqEhYUF69evJ2PGjMk8k0KIFHVzNygxqFBQchUlS7Wu6qI6jZqROXPauq9WKcntMyWSrVq1agAcPnxYy5GI9GSd9yOGb4+7+ehTrSD9a9hqOSLxodDwKCpMPsLriGi6VMrPiHpFtB2SSEfk2pTyPnZOw8PDuX//Pvnz59cYWy6EEKmF/J7StOWcHw+3j8Fe5z7dovoR+/935pmN9fl7YBUyGaf+4bafc62XHgFCpAGPXr5TJwHsc5nTr3rS4xqF9mQ00qfv/xM0S/+5T9Db5HVZFUIIIYQQ39bALVfwiGlC1/eSAADzWjr9EEmAzyWJACHSgPF7/+tyOK+l00cnKBLa1bZcPvWf/7n9XIuRCCGEEEKkY4oCEXGrbAWGhqs3W5obM6iWHS1L5+XcyOpUKmihrQi/KUkECPGDW3zsLgdvBALg2cqJ/NlMtByR+Bh9XR3al7cCNOd0+Fy3A19z9NazZM+ILYQQQggh3vPPDFjqCkH3yZHRiKMDq1D0p4yUtc5Kz6oFmNzEnmymhtqO8pvR03YAQogvc+/5G7qvucCtwNcAWGY0op59Ti1HJZKjU8X8rDr1AN/AN/xz+/lnZ5rdl3lz4s4L9ee69pb0qFIA2xxmGOhJflcIIYQQ4qNu7IQjEwB4PrcyJ2vvo0GZIvzR3pnsGdPHfAlyxyjED2rKXz7qJEAhSzOODa4iQwJ+EHmyGPOLcx4AVp16+Fn7BoaGayQBAP68GkB9jxP0WHtBeggIIYQQQnyKpT2xWePm1Pojug59dz4gOCwq3SQBQBIBQvyQvE7c58D/hwO0LZePHT0rYKinq+WoxOfo9P+lBA/eCOSyX3Cy99t24Yn6z26OP2mUHboZyK7LT1MkPiGEEEKINCuLNU+a7GJ8lDsLYhoA4B8SpuWgvi9JBAjxAznu+5zSEw8xfk/c5ICVCmZjXMNiGOlLEuBHUyC7GbY54tbLbjj/ZLIuPsHvIll8/C4AU5va49HSiQdT6nFjXC0a/D8p0G/jJc4/fPXtAhdCCCGE+IEpikLLJaep5HGRK3laAyrGNypG0Z/MtR3adyWJACF+EH03XKTt8jM8ex0BQHmbrMxr4aTlqMTXmPVzcfWf5x2+/cn6uy8/JfhdFJmM9ann8F9vAGMDPaY1c8AhtzmxCnRfc57wqJhvEbIQQgghxI8nNgaubgFFISwqhpCwKADOPnjF3Ul1aVM23ycaSHskESDED+Cf28/ZcSmuy7djnkxs7laOtZ3LkNkk7a1pmp4Uy2XOGLciAPzt8/yT4/uP+cYtN9i+vBWmhppzvRrp67KsXSkM9XR49jqC1Z8594AQQgghRJp1YCRs7cQ/05vhceA6N/xD1UVvIqK1GJj2SCJAiFQuPCqGAZsuqz9v6VYOZ6ssMjFgGtGidF4M9XQICA3n+tPQJOuFhEWpEwHVC+dItE52MyNals4LwMQ/b3Lyg0kFhRBCCCHSHf8rcHoBAGXf/s2pk0fVRXmyZMBAN30+EqfPby3ED2Tlvw949joCYwNdzo+sjn46/WWVVhnp61KjSNyDvdeJ+4nWURSFtsvPEBWjYGFmSOGcGZNsL34SQoDWy7wJDY9K2YCFEOmOq6srHh4eCbZPmDCBwoULs337di1EpT23b9/m6NGjKdrm06dP2bt371e1cezYMVxdXbG3t2fVqlUJyrdt24adnV2i+3p7e2NnZ8fjx48B8PDwwNXV9bNj8Pf3p3///lSoUAFnZ2c6derE7duaQ9/++usv6tati4ODA40aNeLUqVMa5a9evWLAgAE4OztTunRpxo4dS1hY2Ge1kZR3794xf/586tevT/HixalYsSI9e/bk+vXridZ/8OABdnZ2NGrUKNHypP7f+Jjo6GiaNWvGtWvXNLatXLmSJk2a4OTkRNmyZenYsSOnT59OdP9P1Y2NjaV58+ZcvXr1s2JLs3I6wM+rUfQy8JfVIC4pBRhc246TQ1052M+FDAbpc64teaIQIhULi4xhwdG4yeFG1itCVlNDLUckvoUulawB2HvFP9HuaZf8grnsF4yujooFrUugq5N0b5A8WYzZ2bOC+nOf9ReJjZUlBYUQKWvChAmsX7+e6dOn07hxY22H81117do1xR+whgwZwj///PNVbcyZM4f8+fPz119/0aRJkxSKLPkiIyP59ddfef78OYsWLWLdunWYmJjQrl07goKCADh9+jSDBg2iRYsWbN++nXLlyvHrr79y9+5ddTt9+vTh4cOHrFixgrlz53Ls2DHGjBmjLk9OG4kJCgqiadOm7Nu3j969e7Nr1y4WLlyIkZERrVq1wtvbO8E+27ZtI3/+/Ny8eZPLly8n0urn8/LyokCBAhQrVgyAiIgI2rZty4oVK2jTpg3bt29nxYoV2NjY0KFDB3bv3q3eN7l1dXR0GDhwIMOGDSMyMjJF4v7hFWmAqvd5Rj4sAcS9OMmVKUO6nnA7VSUC7t+/j5OTE9u2bVNvu3nzJu7u7hQvXhxXV9cEGc7Y2FjmzZtHpUqVKF68OF26dMHPz0+jTkq0IcT3FhOr0HrZaULCosiVKQPNS+XWdkjiG3HIbY5VVmMiY2I5eutZgvL91+OWiqxrnxNnqyyfbM8xTyYWto670B299Zz1Zx+lbMBCCK3x9fXlr7/+SvCW9XuaOHEiGzZsYNasWdSvX19rcQhNISEhODo6kjt3bkxNTb/78c+dO4evry8zZszA3t6eggULMn36dN69e8eRI0cAWLp0KdWrV6dt27bY2NgwZMgQihYtysqVKwG4ePEiZ86cYerUqRQtWpRy5coxbtw4du7cSWBgYLLaSMrYsWOJiIhg7dq11KpVi7x582Jvb8+MGTMoXrw4Y8aMITY2Vl0/JiaGHTt20KRJE2xsbNiwYcNXn6PXr1+zZMkSOnXqpN42d+5cbt26xbp162jcuDFWVlYUKlSIESNG0KhRIyZMmMDbt28/u26ZMmUwMDBg165dXx33j0xRFPZdC8D73kswz8XGruW4Oa62LLtNKkoEREVFMXDgQN69e6fe9urVKzp06EDevHnZunUrPXv2ZMaMGWzdulVdZ8GCBaxbt47x48ezYcMGYmNj6dy5szr7lRJtCKENe6/6c+FRMAAj6xWWIQFpmEqlUo/7X/aP5vCAuAuYPwC1iiY+N0Bi6tjnxL1s3HwBI7Zf411k+pwIR4i0IigoiNq1a2NnZ0fdunWxtbWldu3avHr1fZcLnTRpEhs2bGDevHnUqlVLo8zV1RUvLy969+6Nk5MTZcqUYcKECURH//f75+LFi7Rt25aSJUtSpkwZhg0bpv4OvXv3plu3buq6Pj4+2NnZ4eXlpd62evVqatSokezjfcjf35+BAwdSoUIFihcvTqdOnfDx8VGXDx06lDZt2mjs8/42V1dXnjx5gqenp3qbnZ0da9eu5eeff8be3h43NzcOHz6s3j+xbvbvb2vTpg1nzpxh+/btH+2Ov2PHDho0aICDgwOurq4sWLCAmJgYdQxPnjxh/vz5SXb//9YKFizIkiVLyJHjv2uVjk7cvUtoaCixsbFcuHCBcuXKaexXpkwZzp49C8QlEywsLLCxsVGXly5dGpVKxfnz55PVRmJevHjBwYMHadu2LRkzag6vU6lUjBs3jjlz5mjMv3TixAkCAwOpUKECNWvW5K+//iI0NOm5fJJj48aNWFpaUrBgQSDu+Wfr1q00adKEnDlzJqjft29fli5dipGR0WfVjVevXj3++OOPr4r5hxQdAetbwv1/2HrhCd3WnOeXJafxOHybwjkzptuhAB9KNU8WHh4eCbKXmzZtQl9fn3HjxmFjY0PTpk1p3749S5YsAeK6IC1fvpw+ffpQpUoVChUqxOzZswkICODAgQMp1oYQ31tMrMKi/w8J6OZiQx37hL/wRdri/v9lay75BXPtSYh6u2/gGx68fIeBng5V7LJ/VpuDahbCSD/u1/ywbTJOUIgfWatWrTh06JDGtkOHDtGyZcvvFsOUKVNYuXIlnTt3TvKBde7cuTg7O7Nr1y4GDx7MmjVr2LNnDwBXrlyhTZs2FCxYkE2bNjF37lwuX75Mp06diImJoWrVqpw5c0b9IH/y5ElUKpVGl+2jR49SrVq1ZB3vQ2/evKFly5YEBgaycOFCNmzYgJGREe7u7jx58iRZ52DLli1YWlrSsWNHjbHhM2bMoGHDhuzcuRMXFxd69erFhQsXktWmh4cHTk5O1KlThy1btiRaZ8WKFYwaNYpffvmFXbt28dtvv+Hl5cWUKVOAuIfW+LhOnDiRrOOmNAsLC1xcXDS2rV69mvDwcCpUqEBoaCjv3r3D0tJSo0727NkJCAgAIDAwMMFDroGBAZkyZcLf3z9ZbSTm5s2bxMTEUKJEiUTL8+XLh52dnUYiYOvWreTNm5eiRYtSt25dwsLC2LFjxyfPw8ccOnRI4xz5+fkRHBycZFw5cuTAwcEBXV3dz6obr0qVKty5c4eHD9PRSkKKArt6w60/UVY3Ru/Gfy9/9fVSzaNvqpAqzsbZs2fZuHGj+pdZvHPnzlG6dGn09P5bJqts2bI8ePCAFy9e4OPjw9u3bzWyghkzZqRIkSIamcWvbUOI7+3M/SBu+IdiZqinMfmbSLussplQ1z7uxmb9mf+68i84egeASgWyJVgy8FPMjfUZ41YUgJ2XnrLprAx5EuJH5Ovry/79+9Vvf+PFxMSwf//+7zJMYNOmTaxfv54SJUqwZs2aJB+cK1asSNu2bcmTJw9NmzalUKFC6gfi5cuXY2dnx6hRo7CxsaFs2bLMmjWL69evc+LECapUqUJYWBiXLl0C4N9//6VatWqcO3eO6Oho3r17x5kzZzQSAR873od27drFq1evmDt3Lg4ODhQqVIiZM2diZGTE2rVrk3UesmTJgq6uLsbGxmTKlEm9vUmTJrRu3Rpra2sGDhyIvb09a9asSVabmTJlQl9fHyMjI7JkSTj8S1EUli5diru7O61bt8bKyoqGDRvSp08f1q9fz+vXr7GwsFDHZWFh8dHjOTk5Jfjp0qVLsmL9HAcPHmTmzJm0b98eOzs7wsPDgbgH+/cZGhoSEREBQFhYWILy9+skp43EhITEJdjNzc2TFfurV684cuQIdevWBcDW1hZbW1s2btyYrP0TExsby9WrV7G1tf2iuD73OwBYWVmhr6/PxYsXPzPaH1dUxDsiQuNWTQqL0WHZjbjHXRMDXdqVs9JiZKnP591VfgOhoaEMHjyYkSNHJsgABgQEaPzPAnEZP4jr2hWf+ftwv/ezginRRmLevwh9yN/fP9EuO0Ik18EbcePgahWzxMJMJghML1qVzsefVwPYe9Wf392K4hv4mp2XngLws3OeL2qzRem8XH0SwlrvRwzeegXn/FnIn80kJcMWQnxjn5oE7c6dO+quxt/KmzdvWLJkCXZ2dri5uTFgwADWrFmj8aIF0OjSDWBmZkZUVNzqJb6+vlSoUEGjvFChQpiZmXHr1i1cXFxwdHTk5MmTODg4cO7cOVavXs3Ro0e5du0aL1++xNjYWOON6MeO9yFfX1+srKw0HraNjIxwcHDA19f380/Ke8qUKaPx2cnJiZMnT35Vm/GCgoJ48eIFJUuW1NheunRpoqKiuHfvHo6OjsluL7G32pcvX2bQoEHJbqNz586cP39e/Xns2LE0aNBA/Xn9+vWMHz+eBg0aMHjwYCDuYR1IMPQ2IiKCDBkyAHF/H4kNzY2IiMDY2DhZbSQWW7Zs2QAIDg4mX758n/x+u3fvJioqSp0IgLhu9rNnz+bcuXOUKlXqk218KDg4mOjoaLJmzareFv9vMTg4+JP7f07deLq6umTKlIkXL9LHcsKvw6OwH3MUXdozUk+P07GFuaZY07lifkbWL6Lt8FIdrScCxowZg5OTE25ubgnKwsPDE834Qdz/8PFLiSRWJz5rlhJtCPE9KYrCoZtxiYD4ZeVE+lDOJivZTA158SaCFktOUej/ywSWtspCza/4tzCmQVH2XQvg5dtIuq85z/YeFWR8nBA/kA8fdj9UoECBbx5D27Zt1Q+7kydPpnPnznh4eNCvXz+Neom9zVUUReO/iZXr6+sDcWPwDx06ROnSpcmYMSMODg7Y29vj7e3NkydPqFq1qkbX548dL7nbY2NjEyQ03vexOQfifbh/TEyMenz8l7YZ72NxJ3bsT0nsQfhjL78SM3HiRPXbeUDj4Xb69OksW7aMDh06MGTIEHV3+0yZMmFsbMyzZ5qT4j579kw9r4ClpWWCITCRkZEEBweTPXv2ZLWRWGyxsbHo6+tz4cKFRJMmp06dYuXKlYwfPx4LCwv1xOXvr4gR//ewfv36L0oExJ+H9yckzJMnD9myZePChQsaSYd4d+/eZeLEiQwbNgwbG5tk130/Mfipf4tpyck7cQmPGHQZG91Ovb1vDdukdknXtPqvYseOHZw7d47ff/890fLEsoLx3X6MjY3Vk2F8bmbxc9tIzOHDh5P8kd4A4mtceBTMo6B3GOrpUKlgNm2HI74jXR0V/f9/sbrwKJh13nFDBHq5FtAYt/i59HV12Nq9PFlNDPAJeM2wbVeSvLEUQqQ+tra21KpVS+MBGOLe9tWqVeub9wYAzYfNihUr4u7uzpIlS5K9fjvETWj3/ptaiJsQ8M2bN+pkh6urK9euXePgwYPqYZvly5fn9OnTCeYH+Fx2dnY8ePCAly9fqrdFRERw7do1dTJFX1+fN2/eaOyXnPHVHy4nePHiRYoWLapuM34m989pM162bNnIli1bgnN37tw59PX1yZs3b7LbSik5cuQgX7586p/4eb7ikwBDhgxh6NChGtculUpFiRIlOHPmjEZb3t7e6gdrZ2dnAgICNM5PfP2SJUsmq43EYsuYMSO1atVi1apVCf5+Y2NjWbRoEffv3ydbtmzcuHGDmzdv0q1bN3bs2KH+2blzJ5UqVeLAgQNfNEln5syZ0dfXVy+lCHGTKTZr1oxt27bh7++fYJ9ly5Zx9epVcuXK9Vl148XExBASEqLuDZ1mvQ6AqDBqF8uJ2f+HUZa3ycr9yXV5MKXeZw+tTC+0mgjYunUrL1++pEqVKuoxSgC///47nTt3xtLSMtGMH8T9Tx7/wP2pzOLXtiHE97TWO+7i5+b4E8YG8osrvWlVJi9NSvx3Ec9krE85m6wf2SN5rLKZMK2ZAwA7Lj2l+aJTvHorK6MI8aNYv3491atX19hWvXp11q9fr5V4Bg4cSP78+Rk0aJDGg83HdOjQgVu3bjF+/Hju3r2Lt7c3AwcOpEiRIuqH/gIFCpArVy42b96s3lauXDlOnz5NcHBwgqEFn8PNzY1MmTLRt29frly5go+Pj3rFql9++QWA4sWL4+Pjw65du/Dz82P+/PkJhg2YmJio55qKt3LlSnbv3s39+/eZOnUqt27dol27duo2g4OD8fLy4vHjx2zYsIHjx48naPPJkydJvpnv1KkTa9asYd26dTx8+JDdu3fj6enJL7/8gpmZ2Refk48JDw/n+PHjCX6S6pru7e3NsmXLaNOmDW5ubjx//lz9E58I6dChA3v37uWPP/7g7t27TJs2jZs3b6rPlaOjIyVKlKBfv35cuXKF06dPM3r0aBo1aqS+L/9UG0kZMmQIurq6tGzZkoMHD+Ln58e5c+fo0aMHly5dYtKkSahUKrZt20aGDBno2LGjem6A+J8uXboQGRmpsdT5w4cPE5yjDxMV8RwcHLh+/brGtm7dumFlZUWrVq3YsWMHjx494sqVKwwbNowdO3Ywfvx4jI2NP7suxCXaYmJiPmvoyA8nPBRWN4aVbvDmGWdHVqerizW/OOf5qpco6YFWnzJmzJih0XUHoGbNmvTp04cGDRqwc+dONmzYQExMjDoLfvr0afLnz0/WrFkxMzPD1NQUb29vdTY0NDSUGzdu4O7uDsRlFr+2DSG+l/CoGPZdi7sJaFn6+2f4ReowrakDuTJlYM3ph8z+pXiKLR1ZrXAO+lYvyJxDtzn38BXuXt7s6lURXR25UAqR2mXOnJl9+/Zx+/Zt7ty5Q4ECBb5LT4CkGBkZMW3aNFq0aMHQoUNZvHjxJ/dxdHRk2bJlzJkzh0aNGmFqakr16tUZMGCAemgAQNWqVVm5ciVly5YF4h6kjYyMKFOmjMZDzucyMzNjzZo1TJkyhfbt2wNxb5nXr19Pnjxx87A0aNCAmzdvqpchrFOnDu3atdOYbK1NmzZMnTqV27dvq9dob9GiBStWrMDX15dChQrh5eVFoUKFgLhJqnv37s3y5cuZN28elStXpk+fPqxatUrdZosWLRgyZAgNGjTg1KlTCXp/dOzYEQMDA1auXMmkSZOwtLSkS5cuGuvRp7SXL18mOongqlWrEsyJAKhXa1i9ejWrV6/WKOvVqxe9e/emYsWKTJo0iQULFjB79mwKFCjAokWL1D1CVCoVnp6ejB07lnbt2mFoaEjt2rUZNmyYuq1PtZGU7Nmzs2nTJpYsWcL06dMJCAggY8aMlChRgo0bN1KoUCEiIyPZvXs3bm5uiU7KV6ZMGYoWLcqmTZvo2LEjEDefwO7duzXq5cqViyNHjiTYv3r16mzfvl1jW4YMGVizZg3Lly9n6dKlPH36FCMjI4oUKcLq1as1hiF8Tl2IS87Y2tqq/32nJb6+vty9e5eK/sswe3YDgMAVbcnRax/D6hTWcnQ/BpWSyvqH2tnZMXnyZJo0acLLly+pU6cOrq6udO7cmStXrjBmzBjGjh2rHrMze/ZsNmzYwKRJk8iVKxfTp0/n8ePH7NmzB319/RRp43PFd1t7fw1ZIZLj4I1Auqw6R05zI/4d6iqZTPFNeB65zYwDcW+4fjI34sjAKhjpy5wBaZ1cm1Lex85peHg49+/fJ3/+/Brreou05/17VyE+Jjg4GFdXV1auXIm9vf03P56bmxtt27alefPmiZb/iL+ngoKCaNWqFfv37wfA2dGWHQ0iyawfxd2GOynmUPITLaRtn3OtT9X9jrNmzcqyZcuYOHEijRs3xsLCgsGDB2tM3NGnTx+io6MZOXIk4eHhODs74+XlpX6AT4k2hPhe4peNq2ufU5IA4pvp5VqQHBmNGLTlCk9Dwik98RDew6vLBIJCCCHEN5QpUyY6duzIihUrmDlz5jc91smTJ4mMjKRRo0bf9DjfW6tWrTQmlLwaYkL9F93IZ67iyoZA7jpoMbgfTKpLBNy6dUvjs4ODw0fX7NTV1WXQoEEfXfIkJdoQ4lt7HR7Fidtx4w1bfOFScUIkV/NSeVCAwVuuEBoeTdvl3mzqWk4SUEIIIcQ39Ouvv9KiRQuuXLmCg8O3eWqNjY1l1qxZTJ06NU292PT19VX3BIgX/uAi9284EFS2OZ5ucv/8OVJdIkCI9OqY73MiY2LJn82EAtlNtR2OSAealsjNjaehrPj3AWcfvOLknZdUlJUqhBDis3z4EkuIjzEwMNCYbPBb0NHRYevWrd/0GNpw9+5dOpfQJ7uJitkBJVHpGRAZeIcIf1+eLu+Nrst84NsPuUgrJBEgRCpx4HogADWL5pC3suK70NVRMaZB3PJWK/59gLuXN1u7l6Nkvixajkz8iEJCQpg3bx4XLlwgNDQ0QblKpUqwPrgQQgiRXCYvzrPULW5590wvszDfpDsAfnN+ITbirXoZUJE8kggQIhV49TaSgzf+nwgoYqnlaER609XFmr+u+RMYGsGgzVc41N8FHVlJQHymUaNGcfjwYSpVqqSeLV1AKpuTWQgh1H6k30+KonDC15/K/5/OyEQ3BlCIeuWPKjqcWrVqaXUllR+RJAKESAW2XXxCWFQM1tlMcMqTSdvhiHQmp3kGNnctT+Xpf3PvxVs6rTzLHx1Kazss8YP5999/GTlyJC1bttR2KKlC/Ljcd+/ekSFDBi1HI4QQCb179w4gVc8jEBkdy/WnIQS/i2JJVF1iYiFXrD+/37PBMPdzQk6so3r16qxfv17bof5wJBEghJYpisKms34AtC2XT97ECq3Im9WYbi42LDp2l79vPWf/9QBqFZXeKSL5TExMyJ07t7bDSDV0dXXJlCkTz549A8DY2FiGfQkhUgVFUXj37h3Pnj0jU6ZM6Oqm3lWDRmy/yubzjymcMyNdXay5+NAdA6vM/NtRlzt37lCg3xLpCfCFJBEghJbdff6GW4Gv0ddV0aB4Lm2HI9Kx/jVs2XL+MS/eRLDi5ANJBIjP0rp1a7y8vChRogQmJibaDidVsLSM+38oPhkghBCpSaZMmdS/p1KlGzupmiUjm4Gb/qGMb1iUobULqZOqkgD4OpIIEELLLjwKBsApT2aymBhoNxiRrhno6bCjZ3lcph/l1L2XnH/4ipL5Mms7LPGDcHd3Z/v27bi4uJA/f/4E3eFVKhUrV67UUnTaoVKpyJkzJ9mzZycqKkrb4QghhJq+vn6q7QnwLDSciCtbyXO4N1X1MmKrGoqvkocLj15RykomNE4pkggQQssu+QUD4JQ3k1bjEAIgd2ZjmjjlYvP5xwzacpm/fquEoV7qvFEQqcvo0aO5f/8+1tbWGBkZJZiE6kealCql6erqptobbiGESE0iomNwnXGEv8wWgBJDhqhXDLa8wMSoQlQqaKHt8NIUSQQIoWUXHr4CoLhMEihSiRH1CnPU9zn3nr9l4t6bjGtYTNshiR/AkSNHGDBgAF26dNF2KEIIIX5QB28E8iZSYZ7lZMaGjsI4tz3V3eZRXUdH26GlOXJGhdCigJBwfAJeo1KBc37p6iRSh0zGBvStHjfubtWph0zd56PliMSPwMDAgGLFJGkkhBDiy114GAzA5uuv2eGwENzmgSQBvgk5q0Jo0WGfQCCuN0A2U0MtRyPEf1o45+UncyMAlp+4z8OXb7UckUjtGjZsyPr164mNjdV2KEIIIX40Ty5ATDT9ahRkkXtJfimVhzolCkgS4BuSoQFCaNHhm3EzSVcvnEPLkQihSVdHxT9DXGm68F8u+QUzYvs11nQuo+2wRCpmZmbGli1bcHV1xcHBIcHKASqVikmTJmkpOiGEEKnVvX+3kf9wV1SF3TBrvITaxSypXSwVr2aQRkgiQAgtCYuM4eSdFwBUK5xdy9EIkZCujorZvxSn+qxjnLjzQlYREB+1bds2zM3NAbh27VqC8vjlnoQQQoh4gYH+WOzvgUoVCde2Qp6yUOZXbYeVLkgiQAgtOXnnBRHRseTKlAG7HGbaDkeIROXPZkLtopbsvepP340XOdDXhQwGMvu5SOjIkSPaDkEIIcQPJDZWwX2tL7mjerFIfzaPslelYKmO2g4r3ZBBF0JoSfz8ANUKZ5c3ZSJVG9OgKDnNjfALCqP/pkvaDkcIIYQQaYCOjorJTex5lLUibRlPxtYrQFfeU38vcqaF0IK3EdGsP+MHQDWZH0CkchZmhoxvWIzOq87x17UAjvs+p7KtrOUrEhcSEkJYWFiikwb+9NNPWohICCFEqhIeCkYZAShllQWPliV4+bYoOTKZajmw9EUSAUJowZ4rTwEw0NWhrLUsGyhSv+pFcuCUNxMXHwWz6NhdSQSIBB4+fMiQIUO4fPlyknVu3rz5HSMSQgiR2vic/hOrQ93QaboEg8K1ASjyU0YtR5U+SSJACC04cD1uWECHilYY6sl4a/Fj8GjpRNUZR/n37kvOPQiilJUkscR/xo8fz4MHD+jVqxeWlpboyJJPQggh3nPy3+MU398eI1UE0ZvcefnzdrIWrqTtsNItSQQI8Z29i4zmxP9XC2hUPJeWoxEi+XJnNqZZydysP+OH5993WNGhtLZDEqnI2bNnmThxIvXr19d2KEIIIVKhCmXKceNcRYoEHeZYdDEsTezIqu2g0jFJ1wvxnR33jVstIE+WDBSylNUCxI+lu0sBdHVUHL31nKuPQ7QdjkhFTE1N1csHCiGEEB8KiYQLpaazyrQT1j22UDSvLJ+tTZIIEOI7O3gjblhAjcKWslqA+OHkzWpMA8e4Cd88jtzWcjQiNWnYsCFr165FUZTvcrzFixfTpk0bjW03b97E3d2d4sWL4+rqyqpVqzTKY2NjmTdvHpUqVaJ48eJ06dIFPz+/7xKvEEKkN2GRMfy+8xptvLw5fe8l5hn0cS9vQ9uBs8ifM5u2w0v3vnhowPbt28mSJQsuLi74+PgwaNAgnjx5Qu3atRkzZgwGBgYpGacQaUJ0TCxH/r9sYI0islqA+DH1rGrD9otPOHAjkKfBYfyUKcNnt6EoiiTC0pgMGTJw/vx5atSogb29PUZGRhrlKpWKSZMmpcix1q5dy5w5cyhVqpR626tXr+jQoQOurq6MHTuWS5cuMXbsWExMTGjatCkACxYsYN26dUyZMgVLS0umT59O586d2b17t9y3CCFECtu0axfVLs/kUqZhRERbazsc8YEvSgQsX76c6dOn06dPH1xcXBgzZgyvXr2iefPm6gTBwIEDUzpWIX545x6+4tW7KDIZ6+NslVnb4QjxRQpkN6O0VRbOPAjiz6v+dK706Yu7oihM/suHJcfvqbd1r2LDkNqFvmWo4jvavn07ZmZmxMbGJrpyQEokfgIDA/n999/x9vbGyspKo2zTpk3o6+szbtw49PT0sLGx4eHDhyxZsoSmTZsSGRnJ8uXLGThwIFWqVAFg9uzZVKpUiQMHDsjcBkIIkQJ8fX25e/cuRbNE08KnN4a6rzEPGUm/Tb/z5xA3jPRlkuzU4osSAZs3b6Zz5850796dx48fc+nSJUaPHk2rVq2wtrZm0aJFkggQIhHxwwJcC2VHT1dG5ogfV33HnJx5EMTuK59OBCiKwuid11l9+qHG9oVH7xISFsWkxvbfMlTxDS1evBgXFxcKFSrEkSNHvvnxrl+/jr6+Prt27WL+/Pk8efJEXXbu3DlKly6Nnt5/tzZly5Zl8eLFvHjxgqdPn/L27VvKlSunLs+YMSNFihTh7NmzkggQQoivEBQURKtWrdi/fz8ARS10ONElE4b6YGpmztr2FSUJkMp8USLg8ePHVK5cGYBjx46hUqlwdXUFwNrampcvX6ZchEKkEYqiqBMBNWVYgPjB1SmWkzG7rnPZL/iTwwOO336hkQTwbOVEr3UXAVh/5hEtnfNin1smmfsRXb58mUWLFmFmZkalSpWoUqUK5cuXx8TE5Jscz9XVVX2/8aGAgABsbW01tmXPHjcRlb+/PwEBAQDkzJkzQZ34ssRUq1YtyTJ/f/8E7QkhRHrUqlUrDp84jalDTcL9rnH9+VMqe4Uyv3luKg3bA4am2g5RfOCLXklmyZKFFy/ilj87duwY1tbWWFpaAnDr1i2yZZPJH4T40D+3X/Ao6B1G+jpUKmih7XCE+CoWZoaUyBs3vOXvW8+SrKcoCrMO+gLQoYIVD6bUo77DT9ybVBenvJlQFHDzPMHbiOjvErdIWQsWLODMmTNMmTIFMzMzZs2aRZkyZWjTpg3Lli3j9u3vN6FkeHh4gnH+hoaGAERERBAWFgaQaJ2IiIjvE6QQQqRBvr6+HPj7H3J29SJLze6YOtZCx8iMq4HRVPZ8wO1H/toOUSTii3oEVK1alZkzZ3Lq1CmOHz9Ov379APjjjz+YP38+TZo0SdEghUgLVp2KeyPawjkvJoZfPE+nEKlG1ULZOffwFX/7PKd1mXyJ1hmw6TKX/YIx0tehR5UC6u06OiqWti1Fnbn/8Px1BL9tuMSydqUSbUOkbvr6+pQvX57y5cszdOhQ/Pz8OH78OMePH8fT05PMmTNTqVIlXFxcPvp2/WsZGRkRGRmpsS3+Ad/Y2Fg9eWFkZKTGRIYRERFkyJB0j5bDhw8nWfYtv48QQvwo7t69S6/SBlgpa5in2xnzMk2JDLjNO58TANy5c4eCBQtqOUrxoS/qETBs2DDKly/P2bNnadGiBR07dgRgw4YNuLi40Ldv35SMUYgfXnhUDMdvPwegZem8Wo5GiJRRxS6uZ8vJOy8Ii4xJUH7TP5RtF+PGcDd2yoWFmaFGeTZTQ7q72ABw2CeQBy/efuOIxfeQJ08eWrduzeLFizlz5gzjxo3DwMCAadOmfdPjWlpa8uyZZu+U+M85cuRQd+FPrE6OHDJcSwghvlTp1/uYVy2W/hmP0Er3MM+2jFMnAQAKFCjwkb2FtnzRa0lDQ0PGjRuXYPuuXbswNDQkICAAY2Pjrw5OiLTi/MNXREbHkt3MENscMkZKpA1FcmYkd+YMPH4Vxq7LT/jFWTPJNfPALfWfk5oQsGPF/Px96xn/3H7BshP3mNBIJg5MSwwMDKhUqRKVKlX65sdydnZmw4YNxMTEoKsbNyHV6dOnyZ8/P1mzZsXMzAxTU1O8vb3Jmzfu32poaCg3btzA3d39m8cnhBBpzYHrARgb6FE6ly3ciNtmdGohYXfDAdDV1aV69erSGyCV+qIeAYULF+bKlSsJthsaGnLu3Dnq1KmT7LZevnzJoEGDKFu2LE5OTvz666/cvXtXXX7z5k3c3d0pXrw4rq6urFq1SmP/2NhY5s2bR6VKlShevDhdunTBz89Po05KtCHE1zjiE/cGqoqdhaydLtIMlUpFC+c8ACw+fo/YWEVddvf5Gw7djPt3v7NnhY/+u4/vFbDW+xFXH4d8w4hFSggLC+PGjRu8efMmQdn58+e1EFGcpk2b8ubNG0aMGMGdO3fYtm0bK1asoGvXrkBcUsLd3Z0ZM2Zw+PBhfHx86NevH5aWltSsWVNrcQshxI9o56Un/Lr6PHuv+hNs34nwkt3wuJ+f3/8OV9epXr0669ev12KU4mOS3SNg+fLlvHv3Doib/Gnz5s0cP348Qb2LFy8mmIjnY3r27ElsbCxLlizBxMSEuXPn0r59ew4cOEB4eDgdOnTA1dWVsWPHcunSJcaOHYuJiQlNmzYF4iYqWrduHVOmTMHS0pLp06fTuXNndu/ejYGBAa9evfrqNoT4WifvxE2uKZMEirSmTVkrFh+7x73nbznq+wzXQnFdrCfsiXs1UK1QdhzzZPpoG+ULZKNh8Z/Yeekp0w/cYlXH0t86bPGFLl26RLdu3dDX1yc0NJSuXbvSo0cPdXmXLl24cOGCVmLLmjUry5YtY+LEiTRu3BgLCwsGDx5M48aN1XX69OlDdHQ0I0eOJDw8HGdnZ7y8vNDX19dKzEII8UOKjeXK/xP36888Yv2ZR9yeOJneblOpPfI2d+7coUCBAtITIJVLdiIgIiICT09PIO4t0ObNmxPU0dHRwczMjO7duyerzZCQEHLlykXXrl3VS/706NGDhg0bcvv2bU6dOoW+vj7jxo1DT08PGxsbHj58yJIlS2jatCmRkZEsX76cgQMHUqVKFQBmz55NpUqVOHDgAPXr12fTpk1f3YYQX+PRy3f4BLxGRwXlbbJqOxwhUpS5sT4tSudh6T/3WfbPfVwL5eD8w1f8fes5ujoqRtYvkqx2BtSwY88Vf477Puf60xCK/iTLCaZGU6ZMYfTo0dStW5cHDx4wePBgHjx4wNSpU1GpVCiK8ulGUjCWDzk4OLBx48Yk99HV1WXQoEEMGjToW4YmhBBp1/NbsKUjIxsvJqupHdP23eLcyOro68Z1NC9YsKAkAH4QyR4a0L17d3x8fPDx8UFRFDZt2qT+HP9z48YNvL29ad++fbLaNDc3Z+bMmeokQFBQECtWrMDS0pICBQpw7tw5SpcujZ7ef/mKsmXL8uDBA168eIGPjw9v376lXLly6vKMGTNSpEgRzp49C5AibQjxNTafjxtmUs4mK1lNDT9RW4gfT7vyVujqqPj37ksaep6g6cJ/AWjilIv82ZK3nnzerMbULhq3DO2W84+/Wazi69y5c4e6desCYGVlxerVqwkJCaFnz54JZuwXQgiRdryJiGbhhh28WVgNAq+hWtsc98L6+IyvTTa5v/0hfdFkgT4+PikdB6NGjWLTpk0YGBiwcOFCjI2NCQgIUCcJ4mXPnh0Af39/AgICANQzAb9fJ74sJdpIzMeWDPL390/QnkifXr6JYMPZuESAm8NPWo5GiG8jd2Zj+tewZfr+W1z+f1dBMyM9BtW2+6x2mpbMxd6r/mw860e7clZYJTOJIL4fMzMzAgMD1bPsGxoaMn/+fAYPHkynTp2+a48AIYQQ38+QrVf4+0oMNc1yYhr7GkyykdHYEPR1tR2a+EJfvJj5yZMn+fvvvwkLCyM2NlajTKVSMWnSpM9qr127dvzyyy+sXbuWnj17sm7dOsLDwxOM0Tc0jMs4RUREEBYWBpBonZCQuJvRlGhDiC+16dxjnr+OwCqrMY2ccmk7HCG+mZ5VC3D/xVv12/x1ncuS3czoE3tpcrGNm0/gsl8wa70fMqJe8oYViO+nXLlybN26VWNeAD09PWbOnMmoUaOkJ50QQqRB91+8Ze8Vf4z0jXlYawXWTxahqj0JDM20HZr4Cl+UCFi+fDnTpk3D0NCQLFmyJJgN+ktmRY9fX3LixIlcvnyZNWvWYGRklKCrYUREBADGxsYYGcXdZEZGRqr/HF8nQ4YMACnSRmIOHz6cZNnHeguI9GX/9bheJV0qW2MkGVORxk1v5sCQ2oWwMPuyLoK6Oiq6Vramx9oLHLgRyPC6hWWVjVRmzJgxxMTEJNiuUqmYMGGCRoJACCHEDy42FmKjyJ/NhPVdytJy6WmeRpuiauih7chECviiRMCaNWtwc3Nj4sSJXzWrflBQEKdOnaJWrVrqMfw6OjoUKFCAZ8+eYWlpybNnzzT2if+cI0cOoqOj1dvi1wSO/2xnF9clNSXaEOJLBIaGc8kvGIAahXNoNxghvgOVSvXFSYB4LrYWGOjp8PDlO24FvqaQZcYUik6khE9d83/6SYZACSFEWqBER6Da1RsiXsPPqymdPws7elbAMbdM5ptWJHuywPe9ePGCZs2affXSei9evKB///6cOnVKvS0qKoobN25gY2ODs7Mz58+f13j7cPr0afLnz0/WrFkpVKgQpqameHt7q8tDQ0O5ceMGzs7OACnShhBf4tDNQACK58lE9oyf10VaiPTKxFCPygWzAbDx//NriB9DSEgI48ePp3HjxlSrVi3BT/Xq1bUdohBCiGS4+OgVp6Y1gisb4dafsG8IujoqiufJJD310pAvSgQUKVKE27dvf/XBbW1tqVy5MhMmTODs2bP4+voydOhQQkNDad++PU2bNuXNmzeMGDGCO3fusG3bNlasWEHXrl2BuDcT7u7uzJgxg8OHD+Pj40O/fv2wtLSkZs2aACnShhCfS1EU9VjpGkWkN4AQn6NtOSsgbm3ikHdR2g1GJNuoUaPYsGEDOXLkoHTp0gl+JLkuhBCp3/0Xb2m+6BSeb6oQhR6KrhFYV9V2WOIb+KKhAcOHD6dv374YGxvj6OiY6Fj65HYPnDVrFjNnzqRfv368fv2aUqVKsXbtWvX+y5YtY+LEiTRu3BgLCwsGDx5M48aN1fv36dOH6OhoRo4cSXh4OM7Oznh5eaGvrw9A1qxZv7oNIT7XrstPufgoGCN9HZqVzK3tcIT4oVQqmI2C2U25/ewNR32f0bC4TLT5I/j3338ZOXIkLVu21HYoQgghvpBVVmOq2Flw6GYxxur2oXvDyuQqLImAtEilfMFaP0WLFiU2NhZFUZLsHnLz5s2vDu5HFT9Z4McmFBRp1+vwKKrNPMaz1xH0r2FLn2oFtR2SED+ciXtvsPSf+9QuasmiNiW1HU6a8K2vTS4uLkyYMIFKlSp9k/ZTI7neCyHSgsjoWAwigsAkbmjeizcReB65w+DadhgbfPEic0ILPue69EV/s+PHj5fxIUIkYf7fd3n2/yUDf61sre1whPghNXDMxdJ/7nPwZiD+IWHkNE96FReROrRu3RovLy9KlCiBiYmJtsMRQgiRDA9evGX1H56MjJyLqskSKFyfbKaGjGlQVNuhiW/sixIBTZo0Sek4hEgTgt9FsuLf+wCMrFdElgwU4gvZ5zbHMbc5lx+HsOrUQ4bULqTtkMQnuLu7s337dlxcXMifP3+CYYMqlYqVK1dqKTohhBAfuvjoFeMXrmCLwWRUKgVlaydUnQ+Bpb22QxPfwRclAs6ePfvJOjIpkEiPDt18RnhULLY5TKlWOLu2wxHih9amnBWXN1/m4I1ASQT8AEaPHs39+/extrbGyMiID0cefsFIRCGEEN+QjkqFv2kxdoaXp7HuSWIKNUQvmyyfnl58USKgTZs2qFQqjYv6h0MF0vMcASJ9WnXqAaN3XgegvsNPMnxGiK9Uo0gO9HRU3Hn2hocv35Ivq3Q3T82OHDnCgAED6NKli7ZDEUIIkQyOeTIx7efi9F3bE6fybljV6AZy/5pufFEiYNWqVQm2vXv3jnPnzrFz5048PDy+OjAhfiTrvB+pkwDZzQzpUMFKuwEJkQaYZ9DH2SoLp+695PDNZ3SsmF/bIYmPMDAwoFixYtoOQwghRBLOXL7B3IPXGV/jJ6wdKwBQ1jorp0bWwUDvi1aVFz+wL0oElC5dOtHtVapUwdjYmIULF7J48eKvCkyIH8XLNxGM3R2XBCiTPwsL3UtiZiRLTwqREqoVzh6XCPAJlERAKtewYUPWr19PmTJl0NGRG0ohhEgtgoKCcOs+kph8JfEynMO7xfdp9rAsS9dsJnPmzNoOT2hJiq8HUapUKZYuXZrSzQqRak3bd4uI6FiK/pSRDb+WlSEBQqSgaoVzMGHvTbzvBfE6PEqSbKmYmZkZW7ZswdXVFQcHhwQrB6hUKiZNmqSl6IQQIv1q2cqdhza/sNZwGUV1H0F2XdyDTtGyZUv27dun7fCElqR4IuDIkSOybJBIN648DmbTeT8AxjQoKkkAIVJY/mwmWFuYcO/5W475Pqe+w0/aDkkkYdu2bZibmwNw7dq1BOXy+1EIIb4/X19fDuz/C5XBMX6r0YS/S9zh1etwhh4K59bL/dy+fZuCBQtqO0yhBV+UCGjbtm2CbbGxsQQEBPDkyROZKEikC7GxCmN2XUdRoLFTLpytsmg7JCHSpJpFLFl07C5Ljt+jnn1OeaBMpY4cOZJgW3R0NHp6Kf7OQQghxCeERcYAcPfuXQCUyHdc3ruG2pf1uP0imlfhcfXu3LkjiYB06osG8SmKkuBHR0cHW1tbxo0bR9++fVM4TCFSnx2XnnDhUTDGBroMrSNLmwnxrXSsaEUGfV2uPA7hyuMQbYcjPmLJkiX8+uuv6s/nz5+nYsWKrFmzRotRCSFE+vLv3Re0nLaee+v6kzeflUbZmcf/JQEAChQo8H2DE6nGF6XpV69endJxCPFDiYqJZeYBXwB6Vi1AjoxGWo5IiLQru5kR1YvkYPflp+y96o9jnkzaDkkkYvny5cyZMwd3d3f1trx581K7dm2mTJmCoaEhzZs312KEQgiR9kXHxLJl40pWRs3A/ME7doTqUKtWLQ4dOkRMTIy6nq6uLtWrV5feAOnYV/XXO378OGfOnCE0NJQsWbJQsmRJKlWqlFKxCZFqbb/whCfBYWQzNaSTzGQuxDdXzz5nXCLgij/D6hSS4QGp0IYNG+jbt69Gj4CcOXMycuRIsmXLxooVKyQRIIQQ35ierg4dyufD7O8wAOrxDy6rd9OyTQf279+vrle9enXWr1+vrTBFKvBFiYDIyEh69OjBiRMn0NXVJXPmzLx69YrFixdTtmxZFi9ejIGBQUrHKkSqEBurMP/oHQC6VrbGSF9XyxEJkfZVsbPAxECXJ8FhXPILximvLHeU2gQGBmJvb59omaOjIwsXLvzOEQkhRPpkX6UZt55fxSbqFvpNlpDZKCP79u3j9u3b3LlzhwIFCkhPAPFlcwR4eHhw/vx5pk2bxpUrVzhx4gSXL19m8uTJXLp0SS72Ik07+yCIhy/fYWaoR+uyebUdjhDpgpG+LtUK5wBg7xV/LUcjEpMrVy5OnTqVaNnZs2extLT8zhEJIUTa9/JNBJ5/nkNRFI3tdk1/R6/FOjDKqN5WsGBB6tSpI0kAAXxhImDPnj306tWLBg0aoKsb9zZUT0+PRo0a0atXL3bv3p2iQQqRmuy49BSA2sUsMTaQ2bCF+F7qOeQE4M+r/sTGKp+oLb63n3/+GS8vL6ZOncr58+d58OABFy5cYObMmSxZsoQWLVpoO0QhhEhTgt9FMnveTNp6u3Hq4BbNQh2duB8hkvBFTzFBQUEUKVIk0bIiRYoQGBj4VUEJkVq9Do9i75W4REAjp1xajkaI9MXFNm54wNOQcK48CaG4TBqYqrRv357AwEBWr17NihUr1Nt1dXVp164dHTp00F5wQgiRBhk/OcmEyKmggmL/9kNxdkaV2UrbYYkfxBclAvLmzcv58+cpV65cgrKzZ8+SM2fOrw5MiNTo8M1nhIZHY5XVmLLWWbUdjhDpipG+LhUKZOPAjUBO33spiYBUaMiQIfTo0YNLly4RHBxMxowZcXBwIHNmmdNBCCFSmoGNC/+oSlJJOY9SwBWViYW2QxI/kC/qL9KiRQsWL17MsmXL8Pf3JyoqCv//tXffcVXV/wPHX5fLXjJUcA+mAwQVBMVNSqam+WuII1dZtq2svvbNluk3TTPL1DQbmvX9qmmmOVAzFwhuRZYrB0O2bLic3x9Xrt6k1EIu9/J+Ph4+ks/nnHPfH4E+57zPZ6Sm8sUXX/DFF18wYsSImo5TiDphe7x2tMtg/6aozWTVciFqW3AbFwCiz2YZOBIBsGTJEhISEvTKHBwc6NmzJ0OGDKF3796SBBBCiBry07Er9PpwFz8euaQtMDOj1aSVKIMX0GDU12BpZ9gAhVH5WyMCRo4cSXx8PHPnzuWjjz7SlSuKwvDhw/W2DhLCVJRVVPJrYgYA97V3M3A0QtRPvbwbwabT7E/JIr+kHEdrC0OHVK8dO3aMxYsX6x7+e/fuTffu3bG3tzd0aEIIYVJ2nE4n6ofPaOESQG/vHrryls2aQrNxhgtMGK2/vX3gzJkzmTBhAgcPHiQvLw+VSkV4eDgeHh41HaMQdcKhCzkUlmloaG+JX7MGhg5HiHrJ280Bz8b2pGQUEBWfzkOdmxs6pHpt0aJFlJeXExsby2+//cb8+fOZOnUqgYGB9O7dm969e8vq1EII8U9pyumRPIf+ll9wttSLX474MSrM19BRCSN3V1MDEhMTGTFiBCtWrADAw8ODkSNHEhkZyYIFC5g6dSrnzp27J4EKYWhRp7XTAnp5NcJMpgUIYTAP+GnXoZFtBOsGCwsLunfvzuuvv84vv/zCL7/8QkREBLGxsTz88MP07duXt956ix07dhg6VCGEME5lhZSe3gJA2/JkHrGJM3BAwhTccSLg0qVLjB07lszMTNq0aaNXZ2FhwbRp08jNzSUyMlJ2DRAmR1EUtp5KA2BAB5kWIIQhVW0juCc5k7zicgNHI/6oRYsWjBo1iiVLlnDw4EHeffddLC0t+fDDDw0dmhBCGI20vJIbX9g4cbbfEsosGlA5eAEWXUYbLjBhMu44EbB06VKcnJz48ccfiYiI0KuzsbFh3LhxrFmzBisrK5YsWVLjgQphSPGp+VzKKcbK3Ew7R1kIYTDebg54NbanTFNJVLwkng3pp59+IivrzxdutLS0pGfPnrz55pts3bq1FiMTQgjjVFRWwbQ1x4iYv4tLOUW68sCgHli+fBKzruMMF5wwKXecCDhw4ACTJk3CxcXlT49p1KgREyZMYN++fTUSnBB1xdZT16cFeDfC1vJvLa0hhKhBVaMCNp+Q6QGGNG3aNMLCwnjwwQf5z3/+w/79+ykrKzN0WEIIYbQ+2XqCwKMzeK1iCc+vPoKmUrlRae1ouMCEybnjJ5qMjAxat2592+O8vb1JS0v7JzEJUacoisKGo5cBuL+ju4GjEUKAdp2Aj6OS+S35KnnF5TSwkd0DDGHt2rXExsYSFxfH+vXrWbFiBVZWVnTu3JkePXrQo0cP2rVrZ+gwhRCiTktKSuLMmTN4enjwSvrrmJtHA+Dj3gu1WY/bnC3E33PHiQAXFxcyMjJue1xOTg4NGsiK6sJ0HP49lwtZRdhYqBnYQRIBQtQFXm4OeLvZk5RewPb4dP6vi+weYAgdOnSgQ4cOjBs3DoAzZ85w8OBBDh06xKpVq5g7dy4uLi6EhoYSFhbG8OHDDRuwEELUIdnZ2URGRupNnZoV2ZnXvaDS3JrOntK3iXvnjqcGBAUFsW7dutset379etq3b/+PghKiLvnxyCUAIjq6Y2cl0wKEqCsG+cn0gLqmajehuXPnsmvXLr7++muCgoLYunUr//rXvwwdnhBC1CkPTXyB2LJmqCysdWVv/nCMr35vgdkTO8H/EQNGJ0zdHScCxowZQ0xMDLNnz6a0tPSW+rKyMj788EN+++03Ro0aVaNBCmEoZRWV/Hx9i7Lhgc0MHI0Q4mZV2wjuuT49QBhednY2GzZs4PXXX6dv376MGzeOvXv36hYMFEIIofXz/uOUe/fhkZBmNJ30OTaewQBoNBrGrzhFcr6lgSMUpu6OX2/6+fnxxhtv8MEHH7BhwwZCQ0Np3rw5Go2GK1euEBMTQ05ODi+88AI9e/a84wByc3OZN28ev/76KwUFBfj4+PDyyy/TtWtXQLtI4Zw5czhz5gxNmjThueee44EHHtCdX1payuzZs9myZQslJSX069eP6dOn6y1qWBPXEPXTvpRMcovKaexgRQ/PhoYORwhxEy83Bzwb25OSUcDe5EzdAoKi9mg0Go4cOcKePXvYs2cPCQkJgHbKwIMPPkhYWBgBAQGYm8toKiGEuJn7ufVssliIrVrDRccZ7FLrr3WTkpKCl5eXgaIT9cFd9cyjRo3C19eX5cuXs2PHDt3IADs7O8LCwpgwYQKdOnW6qwCmTp3K1atXmTdvHq6urnz77bdMnDiRH3/8EUVRmDx5MuPHj2fOnDn8+uuvTJs2TTffEODtt98mLi6OhQsXYmlpyYwZM3j++edZuXIloJ2v+E+vIeqvXYnadTHC27uhNlMZOBohxB/18W5ESkYBu5MyJBFgAN26daOwsJAmTZoQGhrKE088Qffu3WWtICGEqIaiKKhU2vtJD7NUnMy1u6y8kPommxIL9I719PSs9fhE/XLXKfouXbrQpUsXQDsE0NzcHEfHv7eVxYULF9i3bx/fffed7pr//ve/2bNnDxs3biQrKwsfHx9eeuklQDv3MD4+nmXLlhEaGkp6ejrr169n8eLFuhEE8+bNIyIigiNHjhAYGMjXX3/9j68h6idFUXSJgL4+jQ0cjRCiOr19GrFs7zl2J13Vu8EStaOgoAAnJyd69+5N9+7dCQ0Nxd7e3tBhCSFEnaIoCl/sOcvVa6VMf0C7lprzwws4/dpPxF/KZcKGIt2xarWa8PBwGQ0g7rk7XiOgOi4uLn87CQDg7OzM0qVL8fPz05WpVCpUKhX5+fnExcXp3tpXCQkJ4dChQyiKwqFDh3RlVdq0aYObmxuxsbEANXINUT8dupDDxexirMzN6OHpauhwhBDVCGrtgrWFGen5pSSmXzN0OPXOmjVrePzxx0lKSuKll14iJCSEyMhIFi1axPHjxw0dnhBCGFxxmYZRy2JYsPkIaw9fplxTqa0wt8T91f18kRdG/k3Lr4WHh7N69WrDBCvqFYNO2nN0dKR37956ZVu3buXChQv861//4scff8TdXX+7tsaNG1NcXExOTg7p6ek4OztjZWV1yzFpaWkApKWl/eNrVKd///5/WpeamkqTJjJE1dit2H8egAcDmmJrKfNbhaiLrC3UhLZ1ZVfiVXYnXsXX/e8np8Xd69ixIx07duTpp5+moKCA/fv3s3fvXtasWcMnn3yCk5MT3bt3JywsjB49euDm5mbokIUQolZZmSmMLvqWOVa/MKRwJqeu5BPQwgkAZ/dWbNmyleTkZFJSUvD09JSRAKLW1Kmnm8OHD/PGG28wYMAA+vTpQ0lJCZaW+itmVn1dVlZGcXHxLfUAVlZWuvULauIaov65kFXIpuu7BYwNbW3YYIQQfynMqxG7Eq9y4GwWk3t7GDqcesve3p4BAwYwYMAAQLtGT3R0NDExMbz99ttUVFQQHx9v4CiFEKJ2me16l0E5K0EFW1p+S+Nmt24J6OXlJQkAUevqTCIgKiqKV155hc6dOzN37lxA+zBeVlamd1zV1zY2NlhbW99SD9pdAGxsbGrsGtXZsWPHn9b91WgBYRx+OnoFgDDPhnRsJoteCVGXdWuj3eEl7nwOFZpKzNX/aNab+Idyc3M5cuQIhw8f5ujRo5w6dYrKykr8/f0NHZoQQtxzJeUaEtOu0en6W39CpsDR1ShFWTT2HwDIWjaibqgTiYCVK1cyc+ZMIiIi+M9//qN7Q9+kSRMyMjL0js3IyMDW1hYHBwfc3d3Jzc2lrKxM761+RkaGbvhhTVxD1D+bTmhHAwwNaGrgSIQQt9OuiSOO1ubkl1Rw8qYhl6J2nD9/nsOHD+v+nDt3DkVR8PLyIjQ0lIkTJxIUFISdnZ2hQxVCiHsqI7+EJ749xOnUfJaN7Uov70bg4A4Pr0ClMoNW3Q0dohA6Bk8EfPfdd7z33nuMGTOG6dOn66343LVrVw4ePKh3fHR0NJ07d8bMzIwuXbpQWVnJoUOHdAsCnjt3jvT0dIKCgmrsGqJ+OXUlj4S0a5ibqRjY3v32JwghDEptpiK4jStRp9M5eC5LEgG1KCQkhLy8PBRFoWnTpoSGhjJlyhRCQ0NxdZVFVoUQ9cuGfccZmLqYkxUP88L3R/htWl8crC2gdZihQxPiFgZNBJw7d44PPviA++67j8mTJ5OZmamrs7a2ZsyYMQwfPpy5c+cyfPhwdu/ezZYtW1i2bBkAbm5uPPDAA7z55pt88MEH2NjYMGPGDIKDgwkICACokWuI+uXbAxcAiOjoTgNbCwNHI4S4E8FtnIk6nc6hCzmGDqVe6datm27bwJYtWxo6HCGEMJyLB5kU/zgq8yvYW1nQZeJ8bRJAiDrKoImArVu3Ul5ezvbt29m+fbte3fDhw5k9ezaLFi1izpw5fP311zRv3pw5c+bobQf43nvv8cEHH/Dss88C0KtXL958801dvZeX1z++hqg/8orKWX/0MiCLBAphTNo30a7lkZxRYOBI6pcFCxYA2qS7r68vPj4+eHt74+3tjbW1te6448ePY2FhQbt27QwVqhBC1Liyikosza+vS6MoqAq105FHWe9B7awYMDIhbk+lKIr8lNawqsUC/2pBQVE3Ldtzlvc3ncbX3YFfXuipN1VFCFF3peWVEDJrB2ozFaffjbhxYyZ07mXfNGbMGJKSksjLy0OlUmFmZkbz5s11iYFTp06RkJDArl27avyzDUn6eyHqJ0VR2HoqjXc3xvPVhGC83Ry0FfsXQtJWGLFMuzaAELXsbvolg68RIERdUVmpsDJaOy1gTGgrSQIIYUTcHK1wsDLnWmkF57MKb9yUiVrx7bffApCenk5CQgKJiYmcPn2a6Ohotm3bhkqlqpWpA+np6fTq1euW8lmzZvHQQw9x+vRpZs6cycmTJ3FxcWHcuHGMHTv2nsclhDAt2+PTeWfldlJxZfK3h9jwbA8crS0g9Fno9jSo5RFL1H3yUyrEdXtSMjmfVYSDlTnDApoZOhwhxF1QqVR4NLbn6MVcktMLJBFgIG5ubri5udG7d29A+9bs66+/5vPPP+ezzz6755+fkJCAlZUVUVFReslcBwcHcnJyGD9+PP369eOdd97h6NGjvPPOO9jZ2TFixIh7HpsQwkQoCuHX1tPXejrPlT2LpvGQGxsCqlSSBBBGQ35Shbju2wPnARjRpTl2VvKrIYSx8apKBGRcA5oYOhyBNkEzbtw4Tpw4wezZs3UL9d4rSUlJtG7dmsaNG99S9/XXX2NhYcG7776Lubk5Hh4eXLhwgaVLl0oiQAjxl6pmUqtUKkjZgdmW1zADFtouQz14PGayKKAwQjKJUgjgYnYROxK0C7yMCW1l4GiEEH+HZ2N7AFJkwcA6JyAggLi4uHv+OYmJiXh4eFRbFxcXR3BwMObmNxK9ISEhnD9/Xm/XIiGEqJKUlMSn329m4Ec7SM8v1RZ69oeO2uShRfB4zBrIKFJhnOS1pxDAqpjfURQI82yIRyN7Q4cjhPgbvNwkEWAo06ZNo127dvj4+ODr64uLi4te/dmzZ6t9S1/TkpKScHZ2ZtSoUZw7d45WrVrx9NNP06tXL9LS0vD29tY7viqm1NRUGjZsWO01qxZeqk5qaipNmsjoEyFMTXZ2NpGRkexOzKDxiLdQmSv0+9dX7HnvEVxdXGDIAugUCV7hhg5ViL9NEgGi3isp1/DfuIuAjAYQwpi1aahNBFzIKkJRFFnwsxYdOnSIjRs36v7dXV1d8fX1pXXr1ly9epV9+/Yxb968expDRUUFZ8+exdPTk9dffx17e3s2bdrEk08+yYoVKygpKcHS0lLvHCsrKwBKS0vvaWxCCOMSGRlJVFQUjVwcmateyGLVoySUVvLo2ElE/bwOrBwkCSCMniQCRL236Xgq2YVlNG1gTX/fe//GSghxbzR1skalguJyDZkFZTRysDJ0SPXGjh07KCoqIjk5maSkJJKSkkhOTmbz5s1kZ2cDMGXKFJo3b46npyceHh54eXkxePDgGovB3NycmJgY1Go11tbWAHTs2JHk5GSWL1+OtbU1ZWVleudUJQBsbW3/sm1/5q9GCwghjFNSUhJbt26lQyMzdo8rx9Umjo6FyXRdeYUdpRqSk5Px8vIydJhC/GOSCBD1WrmmkoU7kwEYFdIKc7UsmyGEsbIyV9PE0ZoreSX8nl0kiYBaZmtrS6dOnejUqZNeeXZ2NomJibrkQFJSEvv376e4uLhGEwEAdnZ2t5R5eXmxd+9e3N3dycjI0Kur+trNza1G4xBCGJ+yiko+3JKAb+V5ABIyK7mQp+BqC41VOfg1hJjLkJKSIokAYRIkESDqtc0nUjmfVYSrnSXjurc2dDhCiH+ohYstV/JKuJRTRJdWzoYORwAuLi6EhoYSGhqqV37x4sUa/Zzk5GQeffRRPv/8c7p166YrP3nyJJ6enrRr147vv/8ejUaDWq0GIDo6mjZt2uDq6lqjsQghjEtCWj7PfneElIwC7vd2BECjwMSfinm1uxUvbinhapF25wBPT09DhipEjZHXn6LeUhSFZXvOAfB499ayZaAQJqCli3aI9+9ZRQaORNxOixYtavR6Hh4etG3blnfffZe4uDjOnDnDrFmzOHr0KE8//TQjRoygoKCA6dOnk5KSwrp16/jqq6+YPHlyjcYhhDA+rkVneSt/Bo3IZde5AvoPehC1Ws3RtEpGrSvmapGCWq1m4MCBMhpAmAx58hH11sFz2Zy4nIeVuRmjQ2SRQCFMgS4RkC2JgPrGzMyMxYsX89FHH/Hiiy+Sn59P+/btWbFihW63gGXLljFz5kyGDx9Oo0aNmDZtGsOHDzdw5EIIgzr9M43+N45GlDPP8TscxqyilX0II0eOZOvWrbrDwsPDWb16tQEDFaJmSSJA1EuKorBgh3ZtgIc6N8fFzvI2ZwghjEELSQTUaw0bNmTWrFl/Wu/v788PP/xQixEJIeqiPclX6e7RELWZClqGaHcBKM4mzD4VVUMFbJzZsmULycnJpKSk4OnpKSMBhMmRRICol/alZLH/TBaWajOm9PEwdDhCiBpSlQi4KIkAIYQQf5CaV8xbG06xPT6d1yJ8ebqPB9g1hEFzIP0kqt6vgYWN7ngvLy9JAAiTJWsEiHrp6wPnAXgsuIXuwUEIYfyqpgak5pdQVlFp4GiEEELUJQXx23g0+VUsqGD+9qQbSWO//4Pwt/WSAEKYOkkEiHrn7NUCtseno1IhawMIYWIa2ltiY6FGUeBybrGhwxFCCFFX/DYHr61jCVcfZqrtL8x9pBPNneXBX9RfkggQ9c4Pcdotq/p4N8LbzcHA0QghapJKpaKFi/bGTtYJEEKI+iuzoJQV+86hKNpt//C8D1TarUMntUpnqH8TVCqVASMUwrBkjQBRr5RrKll76DIAjwW3NHA0Qoh7oaWLLUnpBZIIEEKIemrpb2eYvz2Z4nINzZ1tua+9GzQNgD5vgH0jLDo/DpIEEPWcjAgQ9crOhAwyC0ppaG9FP9/Ghg5HCHEPyIKBQghRj1VW0jF1Hf9WFgOwYEfSjVEBvV+FLuMkCSAEMiJA1DNbTqYBMCygKRZqyYMJYYpaSiJACCHqlQpNJSqVSrsd4P8ep/vpn+huDngPpP+w8TIFQIhqyJOQqDeyCkp1iYABHdwNHI0Q4l6pSgTI1AAhhDBtxWUaFkQlE/jedi7nXF8g1newrj6yaTpujtYGik6Iuk1GBIh6Y/necxSXa/Br1oCg1s6GDkcIcY9UTQ34PasIRVHkTZAQQpigxMREnl6bwtl87ddmVa83/R+B3/dD+2Hg0ddQ4QlR58mIAFEvlJRrWBXzOwDP9vOUBwMhTFgLZ20i4FppBXnF5QaORgghRE3Kzs4mIiKCgI6+PHDiZZ5S/wRKJQX51zMCKhUMWSBJACFuQxIBol7YcTqDvOJymjSwJrydm6HDEULcQzaWaho5WAFwMbvYwNEIIYSoCYlp18grKicyMpKoqCh2j7PjZZ9UXlL/F8cfp/Di5HGGDlEIoyKJAFEvfLHnLADDA5tpF5IRQpg0WSdACCFMw7nMQp769hADP/6NWetj2bp1KxqNhi0pFdoDKjX4W6ezdetWkpOTDRusEEZEEgHC5F3JLeboxVxUKhgd0srQ4QghasHfSQRkFZRy/FLujW2mhBBCGJaiYHnlIP2T38WSctadzMHMtgEAi2LL2JhYTsCSQlad0E4DS0lJMWS0QhgVWSxQmLxtp7Q7BXRu6UxTJxsDRyOEqA0tnLW/67dLBOQUlvHprhT2pWSSkHYNgGZONjzStQVP9WmLlbn6nscqhBBCq7JSIbOwlMYO11f63/EOzfbO52EziLfriGWHoUwvKwEgvVBh6Pf60788PT1rO2QhjJaMCBAmTVEU1hy+BMADfk0MHI0QorZU7Rxw8S8SAScu5TF44V6W7z2nSwIAXM4tZn5UEj5vbmHjsStUVsoIASGEuNe+jb7AoE/2MOGr2Bv/3/W+X1f/ZsuTvPFQNwb074NarZ+kVavVDBw4EC8vr9oMWQijJokAYdJOXM7j5OV8LM3NGBbYzNDhCCFqSdXUgIs51ScCDl3IZsTn+7mcW0wrV1s+fjSAfa/348TbA3gtwld33HOrj/Dc90fQSDJACCHunawzNN33byzSj3Hycj4bj1/RlrcIhoBRMOxz1KP+C8Dq1asJDw/XOz08PJzVq1fXdtRCGDWZGiBM2i8ntdMCBrR3w8XO0sDRCCFqS0tXbSLgck4xFZpKzNU38t7XSsp58YejlGkq6dTCiW/GB9PA1kJX/3QfD4YFNuXf60+yK/Eqm46nklNYxvLHg7CxlKkCQgjxTyiKwpmrBXg2dtAWpETByv+jPwoF5ldZ1nj6jamcKhUMW6R3vrOzM1u2bCE5OZmUlBQ8PT1lJIAQf0OdGhGwZMkSxowZo1d2+vRpRo8eTUBAAP369eObb77Rq6+srOSTTz6hZ8+eBAQE8MQTT3Dx4sUav4YwTjtOpwNwX3vZMlCI+sTNwRoHa3MqKhXiU/P16t7ZGM/F7GKaOdnw7UT9JECVJg1sWPZ4EB8/GoBKBfvPZPHwkv2cuVpQW00QQgiTs+7wJfrM/ZWBH+/hXGahtrBVD7B1AWCwzUl+esKfoNYut72Wl5cX999/vyQBhPib6kwiYNWqVXz88cd6ZTk5OYwfP56WLVuydu1annnmGebOncvatWt1xyxatIjvvvuO9957j++//57KykomTZpEWVlZjV1DGKcLWYUkpRdgbqaij3djQ4cjhKhFZmYqurXR3kjuTcnUlf907AprDl3CTAXzHw3A0frWJMDNhnRqytIxXXG0Nufk5XxGfL6fxJvWExBCCHGHCrNodXIRvXLXo6lUmL89SVtuYQO9pkH4O6hfOo7K2tGwcQpRTxg8EZCens5TTz3F3Llzad26tV7df//7XywsLHj33Xfx8PBgxIgRjBs3jqVLlwJQVlbGl19+yfPPP0+fPn3w9fVl/vz5pKWlsW3bthq7hjBOUaczAAhu41LtGz8hhGnr7aNNAG44cgVFUTh0IZtX/nsM0A7/D25z+zdOoB1RtH1qb3zdHcgtKmfkF9GkZEgyQAghqpOUlMRPmzazZMshcouuv1QrzoUF/nQ5+xnPW6ynj4cjAzu43zgp5CkIexFsnA0RshD1ksETAadOncLCwoKffvqJTp066dXFxcURHByMufmNpQxCQkI4f/48mZmZJCQkUFhYSGhoqK7e0dGR9u3bExsbW2PXqE7//v3/9E9qauo//ncR/1xUvHZaQP92Mi1AiPpoaKem2FioSUy/xr9+PMGT3xyiTFOJX7MGvBjufVfXcnO05puJwTRtYE12YRmPLY3hcm7x7U8UQoh6Ijs7m4iICALuH8UzW3KY9WsaAya/RU5ODtg4gUc/ABqq8vkqXOEBf9nNSQhDMngioF+/fixcuJAWLVrcUpeWloa7u7teWePG2jc8qamppKVpF4Jr0qTJLcdU1dXENYTxySsq5+D5bADC28m0ACHqowY2FjzT1wOA1QcvklVYhldje/47ORQL9d13f40drFn/bA983BzILCjlia/jyCmUKWRCCAEQGRlJcuwO/uVznhVOXwBw2daDx0aO1B7Q/XkImYLq+SPQppcBIxVCQB3fNaCkpARLS/2V3q2srAAoLS2luFj7Nqa6Y/Ly8mrsGtXZsWPHn9b179//T+tE7dh6Kg1NpYJXY3taudoZOhwhhIE80astsedzSE6/hqebA28Nbv+PVv5v7GDNkjFd+L/F+4lPzWfUshh+mByCw23WGhBCCFNTUFrByugL+Lg50Mwsl61bt3Jgoi0hzcuAI3gkr2XfvoNsu3SK5ORkvLyCoEWQocMWQlxXpxMB1tbWtyzYV1paCoCtrS3W1taAdp5/1d+rjrGxsamxawjjoigKX+47B8CILs0NHI0QwpCszNV8PSG4Rq/ZuqEd3z8ZwmNLo4lPzeeplYdYMS4YS3ODD7ITQohaceZqAU8uXM+ZMmd6ejUksql2FObyI+WENDdHU6ngc2YlOy+VA5CSkiKr+wtRx9TpuxZ3d3cyMjL0yqq+dnNz0w3nr+4YNze3GruGMC6Hf88hIe0a1hZmjAxqaehwhBAmyLOxA1+OC8LWUs2+lCxeXXOMykrF0GEJIcS9d+pH2q4fxlaz52lELvvPZOHatBUA358s540dJbSYX8DnceW6Uzw9PQ0VrRDiT9TpREBQUBCHDh1Co9HoyqKjo2nTpg2urq74+vpib29PTEyMrj4/P5/4+HiCgoJq7BrCuHx74AIAQ/ybym4BQoh7xr+5E4tGdcbcTMWGo1d49+d4FEWSAUII03H8Ui6v/O8YMzfF3yhMO4nqcizmaHivzXG2vtiT4E7tGThwIMUaNbP3lpFaoP1/oVqtZuDAgTIaQIg6qE4nAkaMGEFBQQHTp08nJSWFdevW8dVXXzF58mRAO69/9OjRzJ07lx07dpCQkMBLL72Eu7s7AwYMqLFrCOORmlfMz8e1uzaMCW1l4GiEEKauj09j5jzsD8BX+8/zcVSygSMSQoiakZeZyk9L3mLjobOsivmdayXX3/AHjtb+160jEaFd8WzsAMDq1asJDw/Xu0Z4eDirV6+uzbCFEHeoTq8R4OrqyrJly5g5cybDhw+nUaNGTJs2jeHDh+uOef7556moqODNN9+kpKSEoKAgli9fjoWFRY1dQxiPL/eeo6JSoVsbF/ybOxk6HCFEPTA8sDnXSip4a8MpFuxIxsHanEk92xo6LCGEuGOKopBZUEYjB+2C2hz8ggZb/8Wb6jLSNQ7spCcnLufR3aMhuLSBZ2KhoReoVLprODs7s2XLFpKTk0lJScHT01NGAghRh6kUGcdY46p2DfirnQVEzcsvKaf7rJ0UlFawYlwQfX1l20AhRO1ZuCOZj7YnAfDJyECGdmpq4Ij0Sd9U8+TfVBg7RVFYvvccG49d4eq1Uva81g+1mQrO7YGvBwOQ5toNp6d+wdri7++4IoSoHXfTL9XpqQFC3I3vYn6noLQCbzd7+vg0MnQ4Qoh65tl+njzRsw0Ar/7vGKeu/PkWtEIIUduSkpL45ZdfSE6+PoVJU44q4WeC9k9GfTmWK3kl7Em+qq1rHQYtukHos7g/tlCSAEKYoDo9NUCIO1VWUcmK61sGPtGzLaqbhqoJIURtUKlUvBbhS2J6Ab8lXWXCV7H88GQorRvaGTo0IUQ9lp2dTWRkJDsOnsCmTWeuHf6ZgQMHsnbGI9htfYlOwKNqW4oadsFCff0doUoFE7cZNG4hxL0lIwKESdhw9DLp+aW4OVrxYEAzQ4cjhKinzNVmfPxoAN5u9qTnlzLhq1hyi8oMHZYQoh6LjIwky8qNwCf/g8t9T2HRqDVRUVFEvrcarBwBGN7oMr8834Meng0NHK0QorZIIkAYvQpNJYt3nwFgQo82WJrLj7UQwnBc7CxZOakbzZxsOJtZyJjlByUZIISoNXnF5bq/X4jeyPst9xIbuJ4x5tsBsOvQF41Gw0+/RJEe8DyMXovlczGozGT4vxD1iTwxCaNWWanw9KrDnLlaiJOtBZHdWho6JCGEoLGDNSvGB+FiZ8mJy3k8tjSatLwSQ4clhDAhf5zzv+1UGo9/eZCu728nPV/7/5uU9AIC3bW3+4OV38jZtYxrcRt01zhMR/AMB0kCCFHvSCJAGLUNxy6zPT4dlQreH9YRB2vZ8lEIUTd4uzmw+okQGtpbkpB2jSe+iSO/pPz2JwohxF/Izs4mIiICHx8fBg0aRGAHbz4a0xnPraNpfmY15RqFX06kAtCiXRd2nddw6IqGRb9eoThuPZqCbN21PD09DdUMIYSBSSJAGK2L2UXM3HQagKnh3gz2r1tbdQkhhI+7A+ue7oGzrQUnLucxdvlBCkorDB2WEMJIZRWUEvH8bI7YdkVlbglAEwczXvY4Q9v8WIap99K0gTVW11f59/b2ZmFmd7p9WcLc/WWUV2qvo1arGThwIF5eXoZqihDCwCQRIIxS/JV8HlsaTWZBGb7uDjzRq62hQxJCiGq1dLVl5aRuNLCx4OjFXCasiKW4TGPosIQQxqRSA79Hc3z5FPxa2mPjHYqNZzAAKdmVJGRq/5/Swe4a+6Z2Y2TwjamSX636L+Hh4XqXCw8PZ/Xq1bUXvxCizpFEgDA65zILGbUsmsu5xbRpaMfXE4Jlf1shRJ3WoWkDVk7shoO1OQfPZ/P4ioNcvVZq6LCEEHXEzfP9KzSVxJ3PZt62RErKrycNL8XClwPpm7OGEeo9ANi06aI7/5VtpYQsK2S33zxUVvZ613Z2dmbLli0kJSWxefNmkpKS2LJlC87OzrXWPiFE3WNu6ACEuFOKorDm0CXe33SavOJy/Jo1YMX4IBraWxk6NCGEuC2/5g34anwQY5cf5OC5bB5beoAfn+mBo6xtIkS9lZ2dTWRkJFu3bgXAx9WMsWMfJdoqhOOKB8FtXAnzagjNg8DGBYqzCVMOk/H1cxSnndddZ1OydsqR518M9ffy8pKpAEIIHRkRIIzCxewixn55kFfXHCevuJyOzRxZPq6rJAGEEEalSysXNjzbA3dHa85cLeTBT/dx9mqBocMSQtQyRVE4fimX+6YuICpqBwDhbdUkPGvPvxw38bB6NwC7kzK0J5ipoc8bMOxznjgaQNnV3wFFdz2Z8y+EuFsyIkDUab9nFfHqmmPEnNOucGtlbsZL93kzKawN5mrJYwkhjI9nYweWPd6ViV/Hci6zkMEL9zLvkU5EdGxi6NCEEDUgKSmJM2fO4OnpeeuDeVkR/L6fXZv/y0ep/mS5B6Nu2ApN+hn2X9RQplGwVKvoX7mfvLDXeaTnTWsgdXsSgMXf3k/eyJG6UQQgc/6FEHdPEgGizvrmwHlmbU6g+Pr8uJC2Lnww3I+2jexvc6YQQtRtHZs1YMMzYUz+No5jl/J4auVhpt7nzXP9PFGpVIYOTwjxN/xxmL/awZWgB0YT8eg4ZgwL0B4Uvx7WP00/4IS6jFMVbbBp25Wy9DMUlcPH0WVkFCpsP1vA7LCrNHa0vuVzqub8Jycnk5KSUn3CQQghbkMSAaLOycgv4bW1x9mVeBWArq2cmfWQH15uDgaOTAghao57A2vWPt2d9zed5qv955m3PYnEtGvMfbgTNpayAKoQxiYyMpKoqCjaNzLjQR9z+nZrwUcWPqyIvsyEXt60cLGFtn10x0dYx/PmmoUUJe7Xlb0WdWMR0b+a7w8y518I8c9IIkDUKZtPpDL9xxPkFJVjoVbxYrg3U/p4yBsyIYRJMleb8fbQDvi4O/DWhpNsOpHKucxCFjwWIMlPIeqAvxrmrygKP+07yu4rKtIyc3UjAfq1seCD/tbAWfaWnyZB05K1+07x4pAgcGwKvV6Fxu3xadObHntHEXWySO+6arWa8PBwecgXQtxTMsla1AkXsgqZ+FUsU1YdJqeonA5NHdn8fE+e6SvDZIUQpm9kcEtWTuyGi50l8an5PPDJXpb+dgZFUW5/shCixmVnZxMREYGPjw+DBg3Ct1NX+j34GDk5OdoD9sxDtaATD0b1Ye/hkxz4vRCVpQ0A+y9qdNfxzNhJ2ndv0EZ19cbF+70JHR8CO1dWr15NeHi43mfLfH8hRG2QEQHCoPJLyvl0Zwor9p2jXKNgoVYxuZcHz/f3wtJc8lRCiPqjW1tXNj/fkzfWaadGfbA5ga2n0nnjfl+6tnYxdHhCmJS/XNAP7TD/tGM7GNfVHp+wQSy2Gkv878cZOXIkW7ZsgdJrkHsBgK5miUSpQrFwbUFZahLH0ioZt76Y/Rc1JGefAqC9T/Vv92W+vxDCUCQRIAziWkk5X+8/z7K958gtKge0iwG+P8wPz8ayGKAQon5yb2DNl+OCWLHvPB9sPs2hCzl8tiuFFeODDR2aEEbhdg/4f1zQD2Dw0GFEPP4MRwucGNDejU6OxWzdupWjk+3o5G5GhbKNFaWPoWnclq2r/0VycjJeLUPA3JriRp14sb0/80MH8uChNkRlnEGj0fD1Me29zZ0O85f5/kKI2iaJAFFrNJUKu5My+P7gRfYkZ+p2A/BoZMebg9vT16exgSMUQgjDU6lUTAhrw/1+7uxJyiSojYwGEOJ2qnvAHzhwIKtXr8bZ2ZmMvGJOXsrm9dkLObo/FgB7S0h4xp5mjjv59UgWc8pfw8HaHHuHVAAOp2ro5K7GXFVJ28w9xJy7hsrckpSUFLwGhMPrF7Ext8T7+uetXr2akbKtnxDCSEgiQNxTlZUKRy7m8GviVdYcukRqXomuzqORHc/392Kwf1PUZrIOgBBC3KxJAxseCWph6DCEMLjbveUH7VD+nQfisGrRAbW9K0WnfyMqKooZkwbzySA7HFNPs694KBnNBmHRZA/l1/ZTUAZW1++E26vOA3D2aiEeAR4AfH+qnPjMSo6kaoi+NJ9C7Ut+PD09QW1xSwwyzF8IYUwkESDuiezCMjYcvcwPsRdJSLumK3eyteChwOaM6NKMdu6OmEkCQAghhDBa1T2k38mD+50cd8tbfpUZEcMfYdK093BxctSNJMz46W0+bLMXj2BrhpU/R7LSnN9TDqIpL+FAdDT42WMNeKguA2DZxIuiJO2Wfft+1+BqW0lSqcJ7wyoYNaI7ZmYqBg4cSFRUFNvOlOnikWH+QghTIokAUSOyC8s4fimX45fyOPJ7DntTMinXaFe7trFQ08PTlSGdmjKwgzvWFrI/thBCiNpXWVnJp59+yv/+9z+uXbtGUFAQb731Fi1aGH7kxZ0+UNdG2Z0c6+rqestQ/L59+6JSqdi5c6eu7Obh+VWqG8b/QMR9rPpsNtcK8ohLq+SsqgXrF89mf1QUAL8+bkvXpmoKLfYT/GMinVs66RIBeem/4++mBspppUonWWmORaPWlF1J4GyO9l6kwqEZLcydyfziI8rSz+o+d9gPxdf/VkTS2+11LyhkmL8QwtRJIkDctfySck5eyuP45Tzdw/+lnOJbjvNr1oCHuzZnaKemONlaGiBSIYQQ4oZFixbx3XffMXv2bNzd3ZkzZw6TJk1i48aNWFoapp+q7qG4ugfq2igbOHAgixYtYsqUKbeNx9XVldzcXFCZgZkaNOXs2rULV1sVrZ1U2Lq4k1LSgH2Xym6stJ/4C5zeyMl9+6hoNoCmT44gbdU0Kgtz+f3ILhp805cGwJ6KvnxS8QS5acVoNNr1hGwsVNhZqrBR8jCngguZN0Yb2rfwo+z3NVwotKLscjTZKbFormm368suVkh55Dc823eiJxD2SwRRCZf0vgfVvemXYf5CCFMniQBRLUVRyC+u4GJOEScv55GSUcDFnCKS0ws4m1lY7TltG9rh37wBfs2dCPNsiI+7Qy1HLYQQQlSvrKyML7/8kldeeYU+ffoAMH/+fHr27Mm2bdsYPHiwQeKKjIwk6vpb7yq7du1CpVL9ozJX/760bepE8fEtJCecINveA5WFFUp5KQDmF36jgbUZD/f0Zrd7JJUlBew5uYPg4GC6OOfzXl8rbBwcWVnSk2OqJpSlpQDg4axixYM2ODiYsdN+NB+XDqHwRBTZ2xcDsPtxWzo0VpNbqRBQNpfynFS2Ln1Cu9J++ik4uopeduBhYUdKZVPMHRtTVphLRoFG1wY3VQ4AZrYNdGWJmRrsLSHDrBHlx75h6ISJurom4c8w6OMtbIvagUbzi6686gHfs30nXdndvumXYf5CCFMliQATU1mpUF5ZSYVGoVxTSblGQVOpYG9tTlpeCQWlFQCUlGvILizj9+wirpWUU6lAam4xF7KLyMgvJauwlJLyyj/9nGZONnRq0QD/5k74N2tAx+YNcLS+deEcIYQQoi5ISEigsLCQ0NBQXZmjoyPt27cnNjb2TxMB/fv3/9Nrpqam0qRJk78dU1JSkt4D6c0URfnbZSpLWwIbXGN7t0PQzYKlFffxQcUoAH7/6CGUijK+GGJDKycz0kqyCaErAAUnd5KVlUVPfyve7GUFlHK4LIicSj+ydy4DQG2momcrc6CUM5pMzCysUSrKdZ9dcH1KvaOqGDUaKszMALQr7Te6sQOGk6qAypICzKy1WwZnFSusOl5O9/uGYOfWg/cbNGX84vW648eur1psuBA4T+Ty2TcabG7JqtXf39EDvrzpF0IILUkE1HGlFRo2HU/lxOU8MvJLMTNToVZBdlE5ZzIKKC7XUF5RSXnljYf+muRqZ4lnY3s8Gtvj1dieNg3t8GvWAFd7qxr9HCGEEOJeSktLA7jlwb1x48a6utp25syZe3LdytJCLDyCgSQANKmnqXQswszKVjuMHyi9vo6PlVqB6y/jS84f1asDsET7AqH0cgIABWXaunKNglJWTHnOFcqzbwy1jzpXwbncSspcPCi58BP5GVeA6yvtNw3mfGUTQgcMI7PwYyoqbowCqKiE0T8Wk/Sf9+nm5UU3YGVIAFFRUbrpAfDnC/bd7QO+vOkXQtR3kgio45bvPceHWxL/0TXUZio0lQrWFma42mkf4K0tzHC0saCliy3O1+fvuzla08rVFvcG1rjYWuLewFoW9hNCCGESiou1a9n8cS0AKysr8vLy/vS8HTt2/GndX40WuBMeHh7/6Py/cuncWdY070Ve0kEOFltj1sgWALWdMxVlxczdX4ajlYoSa3vSz06nIv8qKNqRgN+dKOfARQ0VFg4kqdaQU7KGiqyLAKReU7B8Lx/toMGd1//c8O9dZddHKZwETqJWqxk4cKDuobt18P10Cul7y3SI6h7w/86CffKAL4QQd0YSAXXcgPZuJKZdw8XOkpYutigKVCoKdlbmeDa2p4GNBeZmKizUZliam2n/bm6GpVr7d/X11W+LyzXaMrWZgVskhBBC1D5ra2tAu1ZA1d8BSktLsbGxMUhM3t7eum3qbn7rDaBSqW4Z9n83ZSd2b+HRGHuUykqUsmhUPw/RO+6Lw+XXz70CaN/aq9VqnJycuJCby9kcDZB7/Q+6tQgUoLwSzMzMcHZ2JisrS3fNfv36AegtKljdg/udPuDLMH4hhLh3JBFwXV3dUsizsQMLHgv8x9extZRvtRBCiPqrakpARkYGLVu21JVnZGTg4+NjqLCqfSiu7oH675RVlhTc1bnh4eF8/vnnPP3007eN57777mP16tVkZmbe8pB+uwd3GcYvhBCGJ0+H19XFLYWEEEIIUTN8fX2xt7cnJiZGlwjIz88nPj6e0aNHGyyuv3ooNlTZ3cTj7Ox8y0P6nT64ywO+EEIYjkqpbrnZeqasrIyQkBBeeeUVIiMjAe3NQc+ePZk5c+ZdbylUNWfwr+YVCiGEELVJ+ibtdoHff/89H3zwAc2aNWPOnDlcunSJn3/+GQuLu9/5Rv5NhRBC1CV30y/JiAD+/pZCQgghhDAezz//PBUVFbz55puUlJQQFBTE8uXL/1YSQAghhDBmkgjg720pdC/3FRZCCCFEzVOr1bz66qu8+uqrhg5FCCGEMChZQp6/3lKotLTUECEJIYQQQgghhBD3hIwI4O9tKXQv9xUWQgghhBBCCCHuFRkRgP6WQjfLyMjAzc3NECEJIYQQQgghhBD3hIwIoOa3FMrIyECj0cjIACGEEHVGamoqarXa0GGYFOnvhRBC1CV309dLIgDt2gCjR49m7ty5uLi46LYUcnd3Z8CAAXd9PSsrK8rKyu5BpIaTmpoK3LqgoqmQ9hk3aZ/xMuW2Qd1qn7m5+S1r4Yh/pib7+7r0s/JPSVvqJlNqC5hWe6QtdZMxtuVu+nqVoijKPY7HKGg0GubNm8e6det0Wwq99dZbNG/e3NCh1QmmvleytM+4SfuMlym3DUy/faLmmNLPirSlbjKltoBptUfaUjeZUluqIyMCrpMthYQQQgghhBBC1AeyWKAQQgghhBBCCFGPSCJACCGEEEIIIYSoRyQRIIQQQgghhBBC1COSCBBCCCGEEEIIIeoRSQQIIYQQQgghhBD1iGwfKIQQQgghhBBC1CMyIkAIIYQQQgghhKhHJBEghBBCCCGEEELUI5IIEEIIIYQQQggh6hFJBAghhBBCCCGEEPWIJAKEEEIIIYQQQoh6RBIBQufcuXMEBgaybt06Xdnp06cZPXo0AQEB9OvXj2+++UbvnMrKSj755BN69uxJQEAATzzxBBcvXqzt0P9Ueno6Pj4+t/ypaqOxtw9g/fr1DBo0CD8/Px544AF++eUXXd2lS5eYPHkynTt3JiwsjI8//hiNRqN3/qpVq+jfvz/+/v5ERkYSHx9f202oVkxMTLXfOx8fH/r37w8Yd/sqKipYsGABffv2JTAwkFGjRnH06FFdvbH/bBYUFDBjxgzCwsIIDg7mlVdeISsrS1d/4MABHnroITp16kRERASbNm3SO7+0tJR33nmH0NBQAgMDefnll8nOzq7tZlRryZIljBkzRq+sJr5ft7uGME5ZWVm8+uqrhISEEBgYyJNPPsmZM2d09cb4u24K9wumdn9gKvcCptb3m1Jfbyr9uvThN1GEUBSlrKxMeeihhxRvb29l7dq1iqIoSnZ2ttKtWzfljTfeUFJSUpQ1a9Yofn5+ypo1a3TnLVy4UOnWrZuya9cu5fTp08qECROUAQMGKKWlpYZqip5ff/1V8fPzU9LT05WMjAzdn+LiYpNo3/r165X27dsrK1euVC5cuKAsWrRI8fX1VQ4fPqyUlZUpAwYMUJ588kklMTFR2b59uxIcHKwsWLBAd/66desUf39/ZcOGDUpycrLy6quvKsHBwUpWVpYBW6VVWlqq9z3LyMhQtm3bpvj4+Chr1qwx+vZ98sknSo8ePZQ9e/Yo58+fV6ZPn6506dJFSU9PN4mfzQkTJii9e/dWfv31VyUpKUmZMmWKMmjQIKW0tFRJSUlR/Pz8lHnz5ikpKSnKsmXLlPbt2yv79+/Xnf/6668r4eHhSmxsrHLs2DFl2LBhyqhRowzYIq2VK1cqvr6+yujRo3VlNfH9upNrCOP06KOPKg8//LBy7NgxJSUlRXnuueeUsLAwpaioyCh/103lfsGU7g9M6V7A1Pp+U+rrTaFflz5cnyQChKIoivLRRx8pY8eO1evYFy9erISFhSnl5eV6xw0YMEBRFO3/rAMDA5VVq1bp6vPy8hR/f39l48aNtduAP7F06VJlyJAh1dYZe/sqKyuVvn37KrNnz9YrnzBhgrJ48WJl48aNSseOHZXc3Fxd3ffff6907txZ9z+uAQMGKB9++KGuvry8XOndu7eyePHi2mnEXSgsLFT69u2rvP7664qiKEbfvqFDhyqzZs3SfX3t2jXF29tb2bp1q9H/bMbHxyve3t7K7t27dWUFBQVK165dlXXr1in//ve/lf/7v//TO2fq1KnKhAkTFEVRlLS0NMXX11f59ddfdfVnz55VvL29lcOHD9dOI/4gLS1NmTx5shIQEKBERETo3UTUxPfrdtcQxik3N1eZOnWqkpiYqCs7ffq04u3trRw7dswof9dN5X7BVO4PTP1ewNj7flPp6429X5c+vHoyNUAQGxvLDz/8wOzZs/XK4+LiCA4OxtzcXFcWEhLC+fPnyczMJCEhgcLCQkJDQ3X1jo6OtG/fntjY2FqL/68kJibi4eFRbZ2xt+/cuXNcvnyZIUOG6JUvX76cyZMnExcXR4cOHWjQoIGuLiQkhIKCAk6fPk1WVhbnz5/Xa5+5uTldu3atE+37o8WLF1NcXMxrr70GYPTtc3V1ZdeuXVy6dAmNRsMPP/yApaUlvr6+Rv+zef78eQC6du2qK7Ozs6NVq1YcPHiQuLg4vdhB275Dhw6hKAqHDh3SlVVp06YNbm5uBmvfqVOnsLCw4KeffqJTp056dTXx/brdNYRxatCgAR999BHe3t4AZGdn89VXX+Hu7o6np6fR/a6b0v2CqdwfmPq9gLH3/abS1xt7vy59ePUkEVDP5efnM23aNN58802aNGmiV5eWloa7u7teWePGjQFITU0lLS0N4JbzGjdurKsztKSkJLKzsxk1ahTdu3dn5MiR/Pbbb4Dxt+/cuXMAFBUVMXHiREJDQ3n44YfZuXMnYPztu1nVzfNTTz2Fk5MTYPztmz59OhYWFvTv3x8/Pz/mz5/PJ598QsuWLY2+bTfHWkWj0ZCWlkZ2dvaftq+4uJicnBzS09NxdnbGysrqlmMM1b5+/fqxcOFCWrRocUtdTXy/bncNYfz+/e9/ExoayqZNm5g5cya2trZG9btuavcLpnJ/YMr3AqbQ95tKX2/s/br04dWTREA99/bbbxMYGHhLJhmgpKQES0tLvbKqX+DS0lKKi4sBqj2mtLT0HkV85yoqKjh79ix5eXk899xzLF26lICAAJ588kkOHDhg9O0rKCgA4LXXXmPw4MF8+eWX9OjRgylTpphE+2723Xff4eDgwKOPPqorM/b2paSk4ODgwGeffcYPP/zAQw89xCuvvMLp06eNvm1+fn60bduWGTNmkJ6eTklJCR999BE5OTmUl5dX276qr8vKyiguLr6lHupO+/6oJr5ft7uGMH6PP/44a9euZfDgwTzzzDOcOnXKqH7XTel+wZTuD0z5XsAU+n5T6etNuV+vz324+e0PEaZq/fr1xMXFsXHjxmrrra2tKSsr0yur+mG2tbXF2toa0P6CV/296hgbG5t7FPWdMzc3JyYmBrVarYuvY8eOJCcns3z5cqNvn4WFBQATJ05k+PDhALRr1474+HhWrFhxV+374zF1oX03W79+PcOGDdP7Phhz+1JTU3n55Zf56quvdMPs/Pz8SElJYeHChUb/s2lpacmnn37KtGnT6NWrFxYWFgwZMoS+fftiZmaGlZXVLe2r+trGxqba9kPdad8f1cT363bXEMbP09MTgJkzZ3Ls2DFWrlxpNL/rpna/YEr3B6Z8L2Dsfb8p9fWm3K/X5z5cRgTUY2vXriUrK4s+ffoQGBhIYGAgADNmzGDSpEm4u7uTkZGhd07V125ubrohMtUd4+bmVgstuD07Ozu9X1oALy8v0tPTjb59VTFUzT2t4unpyaVLl4y+fVUSEhK4ePHiLW+hjLl9x44do7y8HD8/P73yTp06ceHCBaNuWxUPDw/Wrl1LTEwM0dHRzJo1i7S0NFq2bEmTJk2qjd3W1hYHBwfc3d3Jzc29pVOtS+27WU18v253DWGcsrOz2bRpExUVFboyMzMzPD09ycjIMJrfdVO8XzCV+wNTvRcwhb7f1Pp6U+3X63MfLomAemzu3Lls3ryZ9evX6/4APP/888ycOZOgoCAOHTqktzdrdHQ0bdq0wdXVFV9fX+zt7YmJidHV5+fnEx8fT1BQUG035xbJycl07txZLz6AkydP4unpafTt69ChA3Z2dhw7dkyvPCkpiZYtWxIUFER8fLxu2CBo22dnZ4evry+urq60adNGr30VFRXExcXVifZViYuL030/bmbM7auaR5aYmKhXnpSUROvWrY3+Z7OgoIDRo0eTkJCAk5MT9vb2XLp0ifj4eHr06EHXrl05ePCg3jnR0dF07twZMzMzunTpQmVlpW5xIdDOg01PT68T7fujmvh+3e4awjhlZmYydepUDhw4oCsrLy8nPj4eDw8Po/ldN7X7BVO6PzDVewFT6PtNqa835X69Xvfhht62QNQtN28HlJmZqQQFBSmvvfaakpycrKxdu1bx8/NT1q1bpzt+3rx5SnBwsBIVFaW3r2ZZWZmhmqCj0WiUESNGKIMGDVJiY2OVlJQU5YMPPlA6duyoJCYmGn37FEVRPvvsMyUwMFDZuHGj3t7B0dHRSklJiRIeHq5MnDhROX36tG6v3YULF+rO/+GHHxR/f39l3bp1ur12u3XrZpC9dv/MG2+8oYwbN+6WcmNun0ajUUaOHKlEREQoBw4cUM6dO6fMnz9fadeunXL06FGT+NmMjIxURo8erSQlJSnHjx9XBg8erIwfP15RFEVJSkpSOnTooMyZM0dJSUlRli9ffst+w1OnTlX69eunREdH6/Ybvnm7H0N67bXX9GKpie/XnVxDGKdJkyYpAwYMUA4ePKgkJiYqU6dOVYKCgpTLly8b9e+6Md8vmNr9gSneC5hC329qfb2p9OvSh98giQCh5+aOXVEU5dixY8ojjzyidOzYUenbt6/y7bff6h1fUVGhfPjhh0pISIgSEBCgPPHEE8rFixdrO+w/dfXqVeX1119XevToofj5+SmPPvqoEhsbq6s39vYpiqJ8+eWXSr9+/ZQOHTooQ4cOVbZv366rO3/+vDJ+/HjFz89PCQsLUz7++GNFo9Honb9s2TKlV69eir+/vxIZGanEx8fXdhP+0qRJk5QXX3yx2jpjbl9ubq7y9ttvK3369FECAwOVRx99VImJidHVG/vPZlpamvLMM88oXbp0UUJDQ5UZM2YoBQUFuvrdu3crgwcPVjp27KhEREQomzZt0ju/sLBQmT59utK1a1ela9euytSpU5Xs7Ozabka1/ngToSg18/263TWEccrPz1dmzJih9OjRQ/H391cmTJigJCUl6eqN9Xfd2O8XTO3+wNTuBUyl7zelvt5U+nXpw29QKYqiGHpUghBCCCGEEEIIIWqHrBEghBBCCCGEEELUI5IIEEIIIYQQQggh6hFJBAghhBBCCCGEEPWIJAKEEEIIIYQQQoh6RBIBQgghhBBCCCFEPSKJACGEEEIIIYQQoh6RRIAQQgghhBBCCFGPSCJACGGSFEUxdAhCCCGEuIekrxfi75NEgBBG4oUXXqBbt263lJ84cQIfHx86d+5MeXm5Xt3Jkyfx8fFh/fr1tRSllo+PDwsXLqzVz6ySlpbGk08+yeXLl3Vl/fr14/XXX//b13zvvfeYP39+TYT3l86ePUu/fv3Iz8+/558lhBCi7pG+/s5IXy/EPyeJACGMRGhoKLm5uZw9e1avfM+ePTg5OVFYWMiRI0f06uLi4gDo0aNHrcVpaPv372f37t01dr0DBw6wfft2nnrqqRq75p9p27Yt/fv35/3337/nnyWEEKLukb7+zkhfL8Q/J4kAIYxEaGgoAIcPH9Yr37t3LxERETRt2pQ9e/bo1cXGxuLt7U2jRo1qLU5TM2vWLMaNG4eNjU2tfN6TTz7Jpk2bOHXqVK18nhBCiLpD+nrDkL5e1EeSCBDCSLRq1YpmzZrp3Rxcu3aNY8eO0b17d0JDQ9m7d6/eOYcOHdK9IdBoNCxdupTBgwfj7+9PQEAAjz32GNHR0YD2psPHx4ddu3bpXeP06dP4+Piwfft2AEpLS/nwww/p3bs3HTt2ZMiQIWzevPkvY8/NzeWtt96ie/fu+Pn58cgjj3DgwAG9Y3x8fFi1ahXTp08nODiYwMBAXnjhBTIzM/WOW758Of3798ff35/HHnuMnTt34uPjQ0xMDOvWreONN94AoH///npDBMvLy/nwww/p0aMHAQEBTJgwgQsXLvxl3L/++itJSUk88MADurKFCxdy33338euvvzJkyBA6duzIwIED9YZkxsTE4OPjw4EDBxgzZgz+/v706dOH//3vf2RkZPDss88SGBhI7969+eqrr/Q+s1GjRoSEhLBkyZK/jE0IIYTpkb5eS/p6Ie49SQQIYURCQkL0bg4OHDiAoiiEhoYSFhbG6dOndZ1pSkoKOTk5upuDuXPnsmjRIh599FGWLVvGe++9R25uLi+88ALFxcV07tyZli1bsmnTJr3P/Pnnn3FycqJ3794oisIzzzzD999/z/jx4/n8888JDAzkpZde+tO5iaWlpTz++OPs2LGDl156iU8//RR3d3cmTZp0yw3C/PnzqaysZN68eUybNo1du3bxwQcf6Oo//fRT5s6dy/3338+iRYvo1KkTL774oq6+T58+PP3007pjp0yZoqvbvHkzycnJzJ49mxkzZnDy5Eleeumlv/z3/umnnwgICMDNzU2v/OrVq7z77ruMHTuWpUuX0rx5c1577TXOnDmjd9zUqVPp168fS5YsoU2bNsyYMYOxY8fi5eXFokWL8Pf3Z9asWRw/flzvvIiICHbu3ElhYeFfxieEEML0SF8vfb0QtcHc0AEIIe5caGgoa9euJTs7GxcXF/bs2YO/vz+Ojo50794dlUrF3r17GTZsGLGxsVhaWhIUFARARkYGL730EmPGjNFdz8rKiueee47ExEQCAgIYOnQoX375JSUlJVhbW6MoCps3byYiIgJLS0v27dvHnj17mD9/PoMGDQKgZ8+eFBcXM3fuXAYPHoy5uf7/VjZs2EBCQgL//e9/6dSpEwC9evVizJgxzJ07l7Vr1+qO9fb2ZtasWbqvjx8/zpYtWwAoKiriiy++YNSoUbzyyisAhIWFUVxczA8//ACAi4sLLVu2BKBdu3Y0b95cdy03NzcWLVqEhYUFABcuXODzzz+noKAAe3v7av+9o6Oj9d4QVCkuLmbmzJm6IZytW7emb9++7N69Gw8PD91xI0aMYPz48QDY2tryyCOP4O/vzwsvvACAr68v27Zt4/Dhw/j7++vO8/Pzo7y8nLi4OHr37l1tbEIIIUyT9PXS1wtRG2REgBBGpKozqlooaO/evYSFhQHg5OREhw4d2L9/P6BdPKhz585YW1sD8NFHH/H444+TnZ1NXFwca9eu5aeffgKgrKwMgKFDh1JUVKQbMnj48GGuXLnCgw8+CGjfSqhUKnr37k1FRYXuT79+/bh69SrJycm3xHzgwAEaNWpEhw4ddMdrNBr69u3LyZMnycvL0x0bEBCgd667uzvFxcUAHD16lJKSEiIiIvSOGTx48B392/n7++tuDADdjcOfrdpbVFREVlaW3g3GzW6O1d3dXXfOzQIDA3V/d3V1BdDdIAE4OzsD2mGfN2vWrBkAly5d+vMGCSGEMEnS10tfL0RtkBEBQhiRhg0b4u3tzeHDh2ndujVXrlyhZ8+euvoePXrohu0dOnSIyMhIXd2JEyd45513OHHiBDY2Nnh6etK0aVPgxj68rVq1IjAwkE2bNnH//fezadMmWrZsSefOnQHt/D9FUXRf/1FGRgbt2rXTK8vNzeXq1at06NCh2nOuXr1KgwYNAG5ZpMfMzEwXW3Z2NqB9E3Czqk73dmxtbW+5NkBlZWW1x1d12H88r8rNsVZd64/7GVf39uFOFiKqOqagoOC2xwohhDAt0tdLXy9EbZBEgBBGJiQkhGPHjtGkSROcnJzw8/PT1YWFhbF48WKio6NJTU3VzRksKChg0qRJ+Pj4sGnTJtq2bYuZmRm7d+9m69atetcfOnQos2bN4tq1a2zZsoWRI0fq6hwcHLC1teWbb76pNrZWrVrdUubg4EDr1q2ZO3dutef8WRb+j6oy8VlZWbRt21ZXXnXTUNOqMviG2Oe36jOrYhBCCFG/SF8vfb0Q95pMDRDCyHTv3p1Tp04RExNDaGioLkMN2iFsdnZ2fPfddzg7O9O+fXsAzp49S25uLmPHjsXT01N3zm+//QboZ8oHDRqEoigsWLCArKwshg4dqqsLDg6mqKgIRVHw8/PT/UlKSuKzzz6joqLilniDg4NJTU3F1dVV75x9+/axbNky1Gr1HbXb19cXBwcH3YrGVbZt26b39c3/Hv+EpaUljRo1IjU1tUaudzfS0tIAdG9xhBBC1C/S10tfL8S9JiMChDAyQUFBlJWVsWvXLt5++229OgsLC4KDg9m5cycDBgxApVIB0KZNG+zt7Vm8eDHm5uaYm5uzdetW1qxZA6CbmwfoVg3+7rvvCAwM1Mv89+7dm6CgIKZMmcKUKVPw8PDg+PHjfPLJJ/Ts2fOWoXwADz30ECtXrmT8+PE89dRTNGnShP379/PFF18wevRovbl8f8Xe3p5JkybxySefYGNjQ3BwMAcPHmT16tXAjZsCR0dHALZv306vXr30FvS5Wz169LhlL+facOjQIWxsbOjatWutf7YQQgjDk75e+noh7jUZESCEkbG3t9etNFu1eNDNevbsSXl5Od27d9eVOTg4sGjRIhRF4YUXXmDatGlcuXKFlStXYmdnR1xcnN41HnzwQTQaDUOGDNErNzMzY+nSpTzwwAMsWbKEiRMn6rYXmj9/frXx2trasmrVKrp06cKcOXN44okn2LZtGy+//LJuH+A7NXnyZJ577jk2bNjA5MmTiYuL060qXDW/r1u3bnTv3p2PPvqI//znP3d1/T8aOHAgCQkJpKen/6Pr3K3ffvuNPn366BZ/EkIIUb9IXy99vRD3mkr544oXQghRB1VUVPDzzz/TrVs3mjRpoitftWoV77//PjExMbo3BDVFURSGDh3KwIEDefbZZ2v02n/m8uXL3HfffaxZs0Y33FMIIYSoD6SvF6L2yIgAIYRRMDc354svvmDKlCls27aN2NhYVq1axccff8ywYcNq/MYAQKVS8eqrr/L999/X2qq+X375JREREXJjIIQQot6Rvl6I2iMjAoQQRuPixYvMmzePmJgY8vPzadq0KUOHDmXy5Ml3PP/w75gxYwaOjo68/PLL9+wzAM6cOcOkSZP48ccfcXJyuqefJYQQQtRF0tcLUTskESCEEEIIIYQQQtQjMjVACCGEEEIIIYSoRyQRIIQQQgghhBBC1COSCBBCCCGEEEIIIeoRSQQIIYQQQgghhBD1iCQChBBCCCGEEEKIekQSAUIIIYQQQgghRD0iiQAhhBBCCCGEEKIekUSAEEIIIYQQQghRj/w/ZSdOAdcolu8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This calibration\n", "this_calibration_spectrum = (\n", " (reference_counts - dark_counts)\n", " * (calibration_file # The calibration file we just made\n", " / (integration_time\n", " * collection_area\n", " * wavelength_spread)\n", " )\n", ")\n", "\n", "# Ocean View calibration\n", "ov_calibration_spectrum = (\n", " (reference_counts - dark_counts)\n", " * (ocean_view_cal.values # The OceanView calibration\n", " / (integration_time\n", " * collection_area\n", " * wavelength_spread)\n", " )\n", ")\n", " \n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 3))\n", "\n", "reference_counts.plot(ax=ax1, title='Reference spectrum\\n(HL-2000-CAL)')\n", "\n", "ov_calibration_spectrum.plot(ax=ax2, ls=':', lw=2, label='OceanView calibration')\n", "this_calibration_spectrum.plot(ax=ax2, ls=':', lw=2, label='This calibration')\n", "lamp_file.plot(ax=ax2, x='Wavelength', y='uJ/cm2', kind='scatter', c='k', label='Known output of HL-2000-CAL (CC)')\n", "\n", "ax1.set_ylabel('Counts')\n", "ax2.set_ylabel('$\\mu$W/cm$^2$/nm')\n", "ax2.set_title('Calibrated reference spectrum\\n(HL-2000-CAL)')\n", "plt.legend()\n", "\n", "for ax in [ax1, ax2]:\n", " ax.set_xlabel('Wavelength (nm)');" ] }, { "cell_type": "markdown", "id": "38dceddf-60ad-4f86-8e4c-14030e5c2b67", "metadata": {}, "source": [ "This procedure can be performed immediately before collecting samples. I have updated `pyplr.oceanops.OceanOptics` so that it can run the irradiance calibration procedure." ] }, { "cell_type": "markdown", "id": "3fbb48d5-aec2-4d62-a2f1-938db63e7f04", "metadata": {}, "source": [ "Putting it all together\n", "-----------------------" ] }, { "cell_type": "code", "execution_count": 92, "id": "183af848-5e71-4181-93ea-29ebd562e00a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> Obtaining sample...\n", "> Correcting for dark counts: True\n", "> Correcting for nonlinearity: True\n", "\t> Integration time: 0.001 seconds\n", "\t> Maximum reported value: 512\n", "\t> Integration time: 0.108777 seconds\n", "\t> Maximum reported value: 42813\n", "\t> Integration time: 0.141532 seconds\n", "\t> Maximum reported value: 55145\n", "> Computing average of 3 scans\n", "> Applying boxcar average (boxcar_width = 3)\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try:\n", " # Connect to spectrometer\n", " oo = oceanops.OceanOptics.from_serial_number('JAZA1505')\n", " \n", " # Obtain sample\n", " counts, info = oo.sample(\n", " correct_dark_counts=True,\n", " correct_nonlinearity=True,\n", " integration_time=None, # Optimize integration time\n", " scans_to_average=3, # Average of three scans\n", " boxcar_width=3, # Boxcar smoothing\n", " sample_id='daylight_spectrum'\n", " )\n", " \n", " # Absolute spectral irradiance\n", " irrad_spd = (\n", " (counts) # Already corrected for dark counts\n", " * (calibration_file\n", " / (info['integration_time'] / 1e6\n", " * collection_area\n", " * wavelength_spread)\n", " )\n", " )\n", "\n", " # Visualise\n", " fig, ax = plt.subplots(1, 1, figsize=(12, 4))\n", " ax.plot(calibrated_wls, counts, c='tab:blue', label='Counts')\n", " ax.set_ylabel('Counts')\n", " ax.yaxis.label.set_color('tab:blue')\n", " ax.tick_params(axis='y', colors='tab:blue')\n", " ax.set_title('Daylight spectrum')\n", " ax.set_xlabel('Wavelength (nm)')\n", " ax.set_ylim((0, 65553))\n", " ax.grid()\n", " \n", " twinx = ax.twinx()\n", " twinx.plot(calibrated_wls, irrad_spd, c='tab:red', label='Irradiance')\n", " twinx.set_ylabel('Absolute spectral irradiance\\n ($\\mu$W/cm$^2$/nm)')\n", " twinx.set_ylim((0, 5.))\n", " twinx.yaxis.label.set_color('tab:red')\n", " twinx.tick_params(axis='y', colors='tab:red')\n", " \n", "except KeyboardInterrupt:\n", " print('> Measurement terminated by user')\n", "\n", "finally:\n", " oo.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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }