{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using `toffee` as a spatial data structure for fast extraction of SWATH-MS data\n", "\n", "Analysis of SWATH-MS data often requires us to slice the data through both the abscissa or the ordinate. Many traditional data structures for sparse data like this offer fast searching in one direction, but not both. However, by defining the data as a point cloud, we can insert this into a spatial data structure such as an [R-Tree](https://en.wikipedia.org/wiki/R-tree) and enable arbitrary searches of the data using axis-aligned boxes. Moreover, as the point cloud is defined in integer terms, we gain performance while also avoiding issues of binary comparisons of floating point numbers.\n", "\n", "In `toffee` we have implemented a [boost::rtree](http://www.boost.org/doc/libs/1_65_1/libs/geometry/doc/html/geometry/reference/spatial_indexes/boost__geometry__index__rtree.html) index in C++; searching the R-Tree through the C++ library can return sparse or dense [Eigen](https://eigen.tuxfamily.org/) matrices that are exposed to python such that data can be manipulated as [numpy.ndarray](http://www.numpy.org/) or [scipy.sparse.csc_matrix](https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csc_matrix.html)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import scipy\n", "import h5py\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import toffee\n", "sns.set()\n", "sns.set_color_codes()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.12.18'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "toffee.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Opening a `toffee` file\n", "\n", "Opening a `toffee` file is typically the most computationally expensive operation as the data must be loaded from the file into the RTree search index." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "base_dir = os.environ.get('DIA_TEST_DATA_REPO', None)\n", "assert base_dir is not None\n", "fname = base_dir + '/ProCan90/tof/ProCan90-M03-01.tof'\n", "swath_run = toffee.SwathRun(fname)\n", "ms2_name = toffee.ToffeeWriter.ms2Name(50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing summary statistics\n", "\n", "From within this spatial search structure, we can gain high performance access to summary statistics such as total ion chromatogram, base peak chromatogram, or total ion spectra" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "109 ms ± 2.49 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%timeit swath_run.loadSwathMapInMemorySpectrumAccess(ms2_name)\n", "ms1_swath_map = swath_run.loadSwathMapInMemorySpectrumAccess(toffee.ToffeeWriter.MS1_NAME)\n", "ms2_swath_map_050 = swath_run.loadSwathMapInMemorySpectrumAccess(ms2_name)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary plots for ms1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Summary plots for ms2-050\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot(swath_map):\n", " print('Summary plots for', swath_map.name())\n", " fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, figsize=(15, 5))\n", "\n", " chrom = swath_map.totalIonChromatogram()\n", " ax1.plot(chrom.retentionTime / 60., chrom.intensities)\n", " ax1.set_title('Total Ion Chromatogram')\n", " ax1.set_xlabel('Retention Time (min)')\n", " ax1.set_ylabel('Intensity')\n", "\n", " chrom = swath_map.basePeakChromatogram()\n", " ax2.plot(chrom.retentionTime / 60., chrom.intensities)\n", " ax2.set_title('Base Peak Chromatogram')\n", " ax2.set_xlabel('Retention Time (min)')\n", "\n", " idx = 500\n", " spectrum = swath_map.spectrumByIndex(idx)\n", " ax3.plot(spectrum.massOverCharge, spectrum.intensities)\n", " ax3.set_title(f'Spectrum at Retention Time {swath_map.retentionTime()[idx]:.1F} s')\n", " ax3.set_xlabel('Mass over charge')\n", "\n", " fig.tight_layout()\n", " plt.show()\n", " \n", "plot(ms1_swath_map)\n", "plot(ms2_swath_map_050)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "943 µs ± 12.2 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.totalIonChromatogram()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.2 ms ± 19.5 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.basePeakChromatogram()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15.2 µs ± 86.2 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.spectrumByIndex(int(np.random.uniform(0, 1200)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extracting Chromatograms\n", "\n", "We can also extract specific chromatograms with high performance random access filtering for both mass over charge and retention time ranges." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "534 ms ± 22.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit swath_run.loadSwathMap(ms2_name)\n", "ms1_swath_map = swath_run.loadSwathMap(toffee.ToffeeWriter.MS1_NAME)\n", "ms2_swath_map_050 = swath_run.loadSwathMap(ms2_name)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mz_range = toffee.MassOverChargeRangeWithPPMFullWidth(659.35, 50)\n", "rt_range = toffee.RetentionTimeRange(20 * 60.0, 30 * 60.0) # between 20 & 30 mins" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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KtSiHMGh9BuXyY01rev3aE7ptUqf5a63/ZIcExVov8abS1HtNIs+L1Sbl39XPaRqsw2OX3oMt/VfhnIIJdLsWYP2iobRN+6psZyLDUmIN+Yn13rGk8p6JDD1KVrx2qtN6Yw1lUW+7iQwzUE6PKZGmZVVOGR1rOUqxhjkpP0u8Y5v03nrD/BI9NsVrg5aZbt9Pt16A69eewP3150a8p/IfEH0cznSatvJYG2vohxblsMjGTQHd43qsoSixtg3psUSHHqTreBBvKKCSVtvSeSzUk2x6vfL7MdEhMtLytZal3GYzMQVuunRu35jwukrl2J9JsfYjvamWtX6P9d7S9pvsUMZY0jX0g0OOiFLHAAYRERERERER5TwGMIiIiIiIiIgo5zGAQUREREREREQ5jwGMOSbWtKBaY8fVtSnSIV5tBK1xylL9hmSmqpT+xRvHqn5OouNeE50SMtG/6S1PrwZDvBogK29olKeV69y+UR7DrfX59Mbh6/V7ItObxWpnrMfTIVaNDeW0s2ofPXATAOCWhg/i6dYLIqboTFQi9SKUfaq3jmeyfmLVOUj0feNNVafeV2JtCzM5dsTaT+LVk9Ci9Rqp7VJ/Nw3WRS031hTFWrVdEu3TRGvoJFIHJJHPn2wtm0TeT/rXalsIIHYtnkT2j3SPvU/1GFSyqw4bjxqwtnxY/j2RY55yjHysGj7JjOWPVYdoNkq2PoB6qsxYz0t2Wbm83lfe0Jjwusq1z5FL7UnmmJNMDTMiygwGMIiIiIiIiIgo55mz3YAMMgFAzZIF2W5HzvGUVqJuRW1Sz/WUVgJAwq+bKeXyPKWVmF9Yi7oV2rMDxHq99B7SY1rtVz6u9/PZkI7lqd+juGgBnCv8mu8d77Mq1yEQ2ffK7ULrcfXzsyGR/lY/DgALizywamw/mV5uMq9JtQ3JWKLTx1rL0PoMmdqXYr1vIsvReo3Udr3tGgjvS4m2L9ntIJG2JvJ8ILV9Lx19pLWO1G1K9jicTcVFCzC/MPi9U7cigOKiBbAmsM055s2s/YkcaylarqyjXGhDOuTK+kxFpo+d+bxuZjP2Sf5RXKebknmdIRBI/KIwn7S0tFxbX1+/M9vtICIiIiIiIqJoLS0t19XX1z+X6PNnbQDjIx/5SH1hYaF47bXXXv2Zz3ymO9vtoeTcc889S7dt27bn4x//+FU33XRTb7bbQ4lj3+U39l/+Yt/lN/ZffmP/5S/2XX5j/+WvBx98cPlzzz23y+12C0888URLoq+btQEMQRBWAugAcK4oip3ZbQ0li/2Xv9h3+Y39l7/Yd/mN/Zff2H/5i32X39h/+SvVvmMRTyIiIiIiIiLKeQxgEBEREREREVHOYwCDiIiIiIiIiHLebA5gTAL4Seh/yj/sv/zFvstv7L/8xb7Lb+y//Mb+y1/su/zG/stfKfXdrC3iSURERERERESzx2zOwCAiIiIiIiKiWYIBDCIiIiIiIiLKeQxgEBEREREREVHOYwCDiIiIiIiIiHIeAxhERERERERElPMYwCAiIiIiIiKinMcABhERERERERHlPAYwiIiIiIiIiCjnMYBBRERERERERDmPAQwiIiIiIiIiynnmbDcgg4oAbAYwAMCX5bYQERERERERUZAJwGIAhwC4En3RbA5gbAawJ9uNICIiIiIiIiJNVwHYm+iTZ3MAYwAAJiam4fcHst0WSkF1dRnGxqay3QxKAfsuv7H/8hf7Lr+x//Ib+y9/se/yG/svPxmNBsyfPw8IXbcnajYHMHwA4PcHGMDIY+y7/JWvfTcy6UBVWSEKzKZsNyWr8rX/iH2X79h/+Y39l7/Yd/mN/ZfXkir3wCKeREQh/kAA/3v3Ptz91KlsN4WIiIiIiFQYwCAiCvF6/QCAY22jWW4JERERERGpMYBBRBTi8fmz3QQiIiIiItLBAAYRUYiUgUFERERERLmHAQwiohApA8MAQ5ZbQkREREREagxgEBGFeH3BCtYGxi+IiIiIiHIOAxhERCEcQkJERERElLsYwCAiCmERTyIiIiKi3MUAxhwyNGHHHY82wOn2ZrspRDnJywAGEREREVHOYgBjDnn8tXY0dU3g5JnxbDeFKCdxCAkRERERUe5iAGMOkeoS+gOBrLaDKFd5WMSTiIiIiChnMYAxhxh4VUYUk4cZGEREREREOYsBjDlEil8wA4NIG2tgEBERERHlLnMm31wQhAoAbwB4vyiKnYIgvBPAbwCUANguiuIPQs+7CMB9ACoA7AbwZVEUvYIgLAewFcBCACKAT4qiOJXJNs8JjF8QaWIAg4iIiIgod2UsA0MQhEsB7AVQH/q9BMAWAB8EsB7AZkEQrgs9fSuAr4miWI9gqYYvhh7/E4A/iaK4DsBhALdkqr1zgTSEhPELIm2cRpWIiIiIKHdlcgjJFwH8F4D+0O9vBtAqimKHKIpeBIMWHxUEYQWAElEU94ee90Do8QIAbwXwuPLxDLZ31pNLYDCCQRQlEAjglDxDD+vFEBERERHlmowNIRFF8QsAIAiC9NA5AAYUTxkAsDTG4zUArKFgh/LxpFRXlyX7klmruLgAAFBWXoTa2vIstyYx+dJOipZvfbf3eB+OtIwAAIyG/Gt/us31z5/P2Hf5jf2X39h/+Yt9l9/Yf3NHRmtgqBgRee/fAMCfxOMIPZ6UsbEp+P1MOQAAlzMYC7JanRgZsWW5NfHV1pbnRTspWj72Xd+gVf45AORd+9MpH/uPgrLZd/5AAG6PD8WFZ/PUYnbhvpff2H/5i32X39h/+cloNKSUbHA2ZyHpBbBY8fsiBIeX6D0+DKBSEART6PHFCA9HoRQYOQsJka7S4vBFF4OeRMl7Ylc7vvqb3fB4fdluChEREc1SZzOAcQCAIAjCmlBQ4hMAdoqi2AXAKQjCFaHnfSr0uAfAHgA3hB7/NICdZ7G9sw9rYBDpMhnDh0OfP4CmrokstoYo/xxuHgYAnOm3xnkmERERUWoSCmAIgvABQRBmVNVOFEUngM8CeALAaQDNCBfo/CSA3wqC0AygDMDvQ49/FcBNgiCcBnAVgB/MpA1zHWchIdLn9UaOULvj0YYstYQoPy2tDaaBij2TWW4JERERzVaJDlT9bwB/EAThPgD3iaI4mOgCRFFcqfj5ZQAXajznOIKzlKgf7wLwtkSXRbFJESgf0+OJonAKVaKZkYLk/aPTWW4JERERzVYJZWCIovguAO9AMDvigCAIfxcE4e0ZbRmlnXRy6eOFGlEUj5f7BdFM2J0eAIDN7slyS4iIiGi2SrgGhiiK7QC+D+AbAN4EYJsgCCcEQdicqcZRehmkIp7MwCCK4g0F9pbUzstyS4jyk8MVLN7JAAYRERFlSqI1MNYIgvB/AHoAfBHAzQjOFnITgL9nrnmUTnIGBgMYRFGkAMa3/+NiFBWYsGhBaZZbRJRf7K5QBobDneWWEBER0WyVaA2MgwAeAHC1KIqtisf3CYKwK+2tooyQamB4GcAgiiINIZlXUoBN9bVo7WUhQqJkSBkYU3YPAoGAHDQnIiIiSpdEh5B8TRTFbyiDF4IgfAoARFH8bCYaRhkQOpdkDQyiaF5fACajAUaDAQVmg5yRQUTxBQIB2J1eFJqN8PkDsLu82W4SERERzUIxMzAEQfgAgAIAtwqC4ED4Jn4BgJ8AeDizzaN0CoQyLziEhCia1+eH2RyM6ZpMRnh93E+IEuX2+OEPBLBwfil6R6Zhs3swr7gg280iIiKiWSbeEJKLALwdwEIEp1KVeAH8NlONoszwMYBBpMvj86PAFAxgFJiMnFaVKAlSxsWiBcEAxoTVyToyRERElHYxAxiiKN6KYPbFV0VR/NNZahNliD8QCmDwzjJRFK/XD7MpmGRmNhnh5bSqRAlze4P1L9YurcJhcQRt/VasX7kgy60iIiKi2SbeEJIbRVHcCqBEEIRvqP8uiuJvMtYySju/nIHBCzMiNa/PD3MoA8NsMsDnD7AQ4Ryz79QghsbtKCspwDvftCzbzckrUhHc+eVFWFI7Dy09LIJLRERE6RdvCMna0P8bMt0Qyjxp5AiHkBBF8/gCKDBLAYzg/15fAAVmBjDmgkAggHv/dVr+nQGM5EgBDLPZiKW1Zejot2a5RURERDQbxRtC8qPQ/5+THhMEoRDAIlEUuzPcNkozuQYGh5AQRQkOIVEHMPxyUINmt4Exe7abkNekAEaB2YgCkxFeZvoRERFRBiR0Zi4IwocEQfiDIAjlAFoAHBcE4f9ltmmUbgEOISHS5VEMIZGCFpxKde44o8oYCAQY6E2GVPS2wGSE2cwaMkRERJQZid5a/C6AewB8BMA+ACsAfCpTjaLM4CwkRPq8Xj8KQkU8TaH/OZXq3OFweyN+Z/wiOcoMDLPRwH2HiIiIMiLRAIZBFMUTAN4JYKcoitYkXks5Qp6FhAEMoijK4SLSdKqcSnXuUGfbMFMtOVLGRYHJGJzFh+uPiIiIMiDRIIRfEISPAXgPgBcEQXgvAJ6d5Bk/a2AQ6fL4omtg+BjAmDPUQx6YQZAcZQaGyWTg9wwRERFlRKIBjG8CuAnA90VRHATwfQCsgZFnOISESJ/XF4DZHJ5GFQhflNHs51FdcPM4mRy5BkaoiKfPH5Cz/oiIiIjSJd40qgAAURT3Ijh8RPr9ioy1iDImEGARTyI9wRoY0dOo0twQPYSEfZ8M5TSqUg0Zn88Po9mUzWYRERHRLJNQAEMQhMsA/AzAAgAG6XFRFDdmqF2UAZxGlUify+tDYUEogMFZSOYc9RASDh9KjkdVAwMIBgALEjrLICIiIkpMoqcWfwHwAICjAHj1m6dYxJNIn9vjR2HobnGBiQGMuUbd134eJ5Pi8foAhGYhURTBLclmo4iIiGjWSTSA4RVF8TcZbQllnHRC7vL4stwSotzj9vhQVBgMYISnUWUAY65QzzjDQG9yPD4/DAbAZDTINWSY7UdERETplmgRz5OCIFyQ0ZZQxkmlL2x2d3YbQpRjvD4/fP4ACtXTqHp5ATZXqOudeBnASIrHG5yG2GAwKIaQMABIRERE6ZVoBsYqAEcEQegC4JAeTLUGhiAIrwJYCMATeuhLAFYD+AGAAgB3iqL4x9Bz3wngNwBKAGwXRfEHqSyTwncUbXYPAoEADAZDnFcQzQ3uUFZSUUFoCEkokOHyeLPWJjq7WAMjdf/5i1cAAPOKg6cUzGAiIiKiTEk0gPH9dC1QEAQDgHoAK0RR9IYeWwJgG4BLALgAvBEKcnQA2ALgagA9AHYIgnCdKIo709WeuSSgqIHhdPtQUsTqakQA4PIEL7QKQwGM2qoSFJqN6Byw4fINi7PZNDpLPD4/VtSVY8Wicuw+3s8hJAlS1gqRAn9mI2fxISIiosxIaAiJKIq7EMy8WAdgHwB36LFUCKH/XxAE4bggCF9DcIrWV0RRHBdFcRrA4wD+HcCbAbSKotgRCnZsBfDRFJc75ylPyDmMhChMnYFhNhmxekklxJ7JbDaLziKvzw+z2YBLhFoArIGRKLc3XFNJDmBwFh8iIiLKkESnUf0sgG8BKAbwTwBPCYLwfVEU701hmfMBvAzg6wgOF3kNwHYAA4rnDCAYvDhH4/GlySysuroshSbOTgajAWUlBZhyeGAqKkBtbXm2mxRXPrSRtOVT302FMjBqqufJ7T5vVTWe2t2eV58jneba5zYYjSgtNmHB/FIAQEVFSd6ug7PZ7kmbS/65OPS9Uj0eHGlaXp6/6zCbuM7yG/svf7Hv8hv7b+5IdAzBfwO4DMAuURSHBUG4BMBzAJIOYIiiuA/BLA4AgCAI9yNY4+I2xdMMAPwIZogENB5P2NjYFKfDC/F4fKiYV4gphwc9fRZUlxZku0kx1daWY2TElu1mUAryre8Gh4JtdTrccrv9Xh+8vgAGBi1yUcK5It/6Lx3sDg/mFZsxZXMCCH53jJQXZrlVyTvbfTcyKZfFghHAyIgN06F1ODI2hZqy3P6eyTVzcd+bTdh/+Yt9l9/Yf/nJaDSklGyQ6Fm5TxRFq/SLKIo9AFKqbicIwpWCILxD8ZABQCcA5UDzRQD6AfTqPE4p8AcCqAgFLWyOuTOEZNvLrfjSr17LdjMoh7m8kUNIgHA9DLeHafCz3f07TqNjwAqzyQhTqH4Dh5DTvumPAAAgAElEQVQkxu3RGEISCvixECoRERGlW6IZGOOCIFyEUDaEIAifBDCe4jKrAPxUEITLERxC8hkANwLYKghCLYBpAB8BcBOAxuDihDUIFvT8BIJFPSkFPn9ALtzp8c6dE8sXDvVkuwmU49zu4EVYYUE4pisFM1weH0qLWfB2Nnv9xCCAYO0GeQYNBjAS4lIE+BZXB4ffmM3SLCRch0RERJReiWZg3IxgAc31giAMALgVwWElSRNF8RkAOwA0ADgCYIsoiq8jONPJqwCOAXhEFMWDoig6AXwWwBMATgNoRrDAJ6Ug4A/Id8jm4omlR1FsjkhJOwMjuK+4s7jdtPVa0D3ElMizxWQ0wGQMXnzvOd4vz9xE+pQZGEtqg2mg4VlI5k6gnIiIiM6ORG8rNgO4EMHpT00ARAApV8cURfEWALeoHnsEwCMaz305tGyaIZ8/gEJz8AJtLqb22p1eVJaZ4j+R5hxpmIi0fwDhYEY2h5D8bOsRAMCW77w9a22Y7ZQ1klxuH4yhAEZD6yiOt43horU12WpaXnApAhhvCs3gImexzMHvGSIiIsqsRAMYR0RR3ASgSXpAEIQ9ADZkpFWUEf5A+K7yXEyPtru8qCwrynYzKAdJF2FFhdE1MJQXaDT7TE6FZ9FwuLxyBgYAONwplXqaU9yh4Yi3fv7NWFBRDAAoMM3dTD8iIiLKrJgBDEEQXgawGUCpIAhWxZ9MAA5lsmGUPuNWJ/6/P70BYG4XV/v+vQfwq69eLp9kE0mkNPhCc3QNDDcDGLOachYNh8sLk2LGGYNB6xWk5JLrx4SDf9I69Prn3vcMERERZVa8GhgfArARwG4AFyj+1QNgTnOeONMfjj1VzCuE2WSYs3fGjrSMZLsJlIMcLh9MRoNcIwYIZysxA2N2Ux4fHW4vzIoMDCMjGHG5NerHmKUhJHOoWDQRERGdHTEDGKIoWkVR7BRF8e0ABgBYAdgAOBCcTYTyQHFR+MSyprIYJpNxzo5N7huZynYTZpWjLSPyHdh85nB5UVJkhkFxwZrtGhhzdR8928SeSXl2JimQJfHN0UBvMuT6MYoZfMyzaAiJ0+3FUQa+iYiIckZCs5AIgvAlABYAo4p//EbPE8opU6srimE2GuCbgzUwAKB7iAGMdOkesuGuf5zA1hfFbDdlxuwub9RUqVJBz2xlYCiXy2BG5nQO2nDRmmoAwPsuWxExhMTFmYvikrbTQtUMPgYEL/7z3YPPibjrHyfQPzqd7aYQEREREi/i+W0AV4iieDSTjaHMUN5Brg5lYMylGhhGgwH+0HSINrs7y62ZPaYdHgDA6KQzyy2ZObvTK9+Fl0gFPbNVA0OZ2eJweVFeWpiVdsxmbo8P1mk3Fi0olWd6sTu9ir/PneNkqtweHwrMxojhNiajEVXlRRiz5P+xoW8kGLhgEJGIiCg3JJSBAWCQwYv8pbwAm+s1MGx2T7abkLP2nx7E//xhL3wxCu/d+dhxbHu5FQDgCwWFjMbE6wTc/dRJbHm2Kf4Tz6K/vdiCE2fGUFqkzsDIbg0MhyKAYXfl/53sXDRmDV5gV1eGC/tKU4AC6e/7h18Q8cd/noj5nONto/iv3+7Gv17vSOuyM2HC5sLOA93ykBGl6spief3mMwYuct+JM2P4z1+8gv/8xSto77NkuzlERJRhiQYwXhAE4SuCICwRBGGB9C+jLaO0kU7CP/UeAUaDAWajcc5Uh/f6/PAHAlhaOw9XbVwMt9fPoow6Hn6+BZZpN6ad+hfLje1jeOFQD4BwhkAydQ4PNg1jb+PAjNqZbi8f6QWAqCEkBeZgGny27sIrMzDsMfqEUiddYNdUlsiPKWtgpDv75tWjfTgixh59eah5GA6XF629uX8h1jVkAwBctXFx1N9qKooxOgsyMKQAhpsFSXPWk3vOyD8/u78riy0hIqKzIdEAxncA/BFAD4K1L1gDI49IJ16Xb1gEIHiHMVvF6catTnQMWOM/UWF40oFXG/pgs7vR2D6a1B0x6QLkygsWY/WSSgCzdxiJ1e5Ga++k7t9PdozFvCCTrtv6R6Yj+sjvD6ChdQSBQOQ2I2UFJJOBkcuUsygAgMFgQGGBKWsBL2X9gIbW7Bxuhyfs6BmevXVjXjocDF5VK6ZWVgYwstH3Yvdk1padLGmIyHWXLo/6W3VlMSZsLvjzvN6S9H0zOunAq0d7MT4LskpmG2XdGrfXj2Oto1HfV0RENHvEDGAIgrBJEIRNAK4EsDn0782K/ykPSHdypZR4kzF7s5D84m9HceuDh2MOU1B7cs8ZPPy8iL88fQp3PtaIp5NIrXbJFfJNKC8tADB7h5H8Ztsx/HzrUc112z86jd9sP46tL7bovl4KRPzy0Qbc+uBh+fGDTUP4wxMn0Dloi3i+I5QVMFummtSaTaW4yJS14RvK9jx3oCcrbfjOX/bjR1sOZmXZmTZhc6GxfQwAUFUeri+inInmbGff2OxuOSvEmQez+4xZnCgwG1ExL7o+y8KqEvj8AQxN2LPQsvSRhls+/XonHn6hBTt4hz/nFCgCGKc6xvH7JxrR3p/cjRIiIsof8Yp4PhH6Xx3KNoQeW5X2FlHaub2+YFX40Im52ZS9WUiklOLuoSmcu7gioddYpoIZE9Kd4JEkikZKGQdFBSa5COJsDWB0h9bPhM0VkRIPhO/mdquCEErqTAq3x4fCAhOauycAICodXLqwTzR84c/xO2JagYrqiuKs3XGVLmA3rq5GY/sYAoFAxMX12TRqcURtU/nO7gweB77w/vUwGbVj+ekcQqIMLHq8fhSYo5cp7WPFhaa8mJ541OrEgopize1yzdJgxpvYM4nF1fPOdtPSRgr2D44HAzHS9xHlDq0aLHOpUDkR0VwTMwNDFMVzQ/9Wqf6dK4oigxd5wuXxR6THm0wG3QyMf+xux5YdkUUWn9jVjm/96fWkh35oWb6wDADQ0qM/1EFNGvIhBR5MCQ5ZaOmZxA/uOwAgOK2flIFhnU7fCajT7cV37t4HMXSRn0m7j/fjjkcb4PH68ZMHDuH2hw9HpGdL60Wr8r8UsPLEOKlTZ1JId4LFHovm+0oX/LHGhje0jOBHWw7C7w/A6crsBdnvHjuON06mXl+jUOOCsjpL4/ifeaMT9z5zGgCwcH4wcODJwhh8aZto7cn9egx6fvv343jxcHQGixQgKivRn91FCvy9cLAbdz52fEbtmHKEA2QOjWDZyKRDznxaUjsPTrcXdzzagP2nBme03EwaszhRU1Gk+bdFC0pRMa9Q81gfCATw0wcO4Yg4nOkmzpj6u3K2DkHMZ2ZT9DlBPmQwERFRahKtgUF5zO3xodAcDmCYjUbdGhjPvNGFvSciLwL3nxrCmNWFzjQEMKSpKZO5i6XOmNA6WdHy2Ktt8oX7ogWlqK4oRmGBEV0xshCS1Ts8jeFJBx57rT1t76nngZ3NaOqawMSUC12DNrT3WWFzhNdNYShIpXXBLdVTiHURHBXAsDgxOeXCUOjO46jFEfF3aQhJrBPF+3Y0oWd4CjaHB3ZXuK3JDCFKxITNhePtY7jvmeRnOJECW5+9bl3U32oqgxkYZzt75B+7w0XpakL1GbJxQj6/PHhxqu77fHLizBgefak16nFnKDhRXGiK+tsXP3AeigtNcgbGtlfa5OEmqVJe+Gpl+7xxMhyoWFJTBqvdg6auCdzzr9MzWm4mTTs8utP7GgwGCMuqIHZPRtUjsNo96By04b4duTUjkRb1jF1TjtmZwZfPtDIw8qGGDBERpYYBjDnA7fHJgQMgGADw+v2YsLnQm0CBPim7OlYtgGmnB6+fGMDBpqGYRduktGhlgUKlpq6JiIvFQCAQdcKoTFcOBAI43TmueYFZt6BU/vmcmnkwm4xYs6QSzd0TONg0JAcymrsm0n5BrcUy5ULvyMwLIk7aXPLPNrsbXp8fYveEnEGglYEhrffRUFBCye8PoKlrAuos+lGLM+LuqfJ92/stGJkMXtQ63V5M2FzoG52OWq6UFXLw9FDETBoutw/jVicGxqYxMDaNrkGbbrHIwXG75mdSktpZVlIAl9unO5WeVjvdXj/evXkZKsui7yRXVxbD6wtuY9lQVGjCvJJggKVvZAqdg1acOYtju6XZimx2D5p09rNc4XR70d5nQVPnuHzBrFfIr2vQJm9TWgGMy85fhHMXV8ClCvjN5PMfax2Vf9bKwFDOgrOgXDurIdc4Vd8tavXLqjBhc8lBVYfLizP9VjkgVlZccFbamQp/IICDTUNRj8/WIYj5TCsrM9WAr3ROwSKgRES5iwGMOcDl8Uekx5tMRnh9ATzyYgt+ta0h7he1lMUQK4DxytE+3L+jCXc/dSrmnUqnHMCIPrk42TGGOx5twPMHuuXHHC5vVL0O5cn/oeZh/GrbMc2pOaXU33XLq+Sgx5ollegbncbdT53Cz/92BO19Fvzy0QY8tbdTt82xJBP4+N69B/DD+2deEFF5MW+ze/Dgzmb83yMNsISGxkyoAhRA5Pr+2cNHIv52tGUEdzzaEFFbxGAAxm1OiN2TKCo0wWQ0yENKAOD2h46gJTTNo8vjwxO72vFrjW3JFMqWefTlVjzzRmdEe/66sxl/efoU/vTPk/jJA4d0i0V+7579+Naf34i5TqThTVVlRbj3mdO4/eEjmndKv/WnN3BLaFiRxOPRrkcAAMtCQ57+9mL0HfyzocBkRHFh8ML2jm3H8NMHDuO2hw7D4z07dxelwNerDX24Y9sx7D7ef1aWm4pXj/bh9oeP4I5tx7Ar1E6tjCO/P4CfPHAID+xsBqAdwACCdXPUdShSrUvh8fojsmq0psWVLozLSgpiBgVyidPt1V1/ACAsrwIQnlnlz0+exG0PHcbAaDCra15JvDJc2XPyzBjufupUxGN1C0ox7fDk/cwqs41yPy8tCm5TqQYw9p8ewq+2HYvIiCIiotzCAMYcIBVjlJiMwRoYzd0TsNo96A/dkVZnPkikk3aHxkm3ZHLKheJCE8wmo1z0UYuUeaF1cjFpC16AK7MUtO52KQMpfSPBtmsNm7DZPVi5qBzf/PhF8mNSPQEgOMOANARD7459PMmcJEmBl5ne2RlVBBKmHB68oRojr3VxpGynel1pzRJQVlIAm90DsWcSa5dUoqTIrFsLwunywTrtxuSUWy50JzEr0jqOiOGpQKccHrT2TMIy7cbQRHh4QqoXBlLb7C6PnI2hdZdb2sal5Xh9fvgDAc36FwCwdmkVLl5bg+kspo1rXSDaM1xPBAhup9K+LwUR42XCZJNyOw5nB2kcZ1QBvqJC7YvokiJz1DaktW8lQgqwvXvzsuD7aGybU3Y35hWb8duvXxHV57l4N9jvD8Ctqq+kdk7NPJSVFEDsCX4ntISmeZaO8WUluZuB0dw1CbPJgF98+TL5saU18xAAh5HkGmUdpl9/7QoA+lme8UjDW7uHZu/00URE+Y4BjDnA6fFFnGSaTUb0jUxjOnQyLoYu+JQn52MWJ3685SC27GiSLwL0MjCeO9CNV4/2oaqsCKvPqcALh3rw/Xv3Y8e+TmzZ0SSn4W5/pRXWUEDiWNsontobnA71tYY+bHu5Vb5brxxzbA2NG6+pLJYfU15UuL3hKWJdbh/ueLQBP3v4CPadHITN7kFVWVHEDAPqmRSkCx270wuvz49fb2vA7Q8dxqsNffjdY8dx+8OHdcfS9o1M4XePNwIAzvRbsetYHzoGrPjJXw/h9ocOY2AsekgFEL6oun/HaexLoUCf8iLy2X1dUF/bSP005fDgF387ipFJR9TJ3CMvhadTHbNGZ2yUlxZiYMyO/tFpCMurUFps1rwYXFpbBrvLi5MdwSEW6oJ9JkW9EmUzxe5JuL1+WKbcEUXypAuDh58Xsft4f8SFm95F3L9e78DRlmBwZNzqkt/jlvsPYHhSu3bDvc+cxi33H5CHrRSY9S/CltTOw5TDg9/+/Xjahhq9eLgHT+xqh3XajR//9SDu36Ff50AzgOFM7ALqqb0d8n6mdvdTJyOCStF/PxU1/dTIpAO/3n4sYh9s7Z3E9+/dj9seOowtO5rg8frwm+3HNIv+Dk/YccejDbqFEB/Y2ayZTaXF7vTi1gcP4U//PAEgcr/Yub8bx1pHI7Z7aZsfU80qo5dBUFpsjgpYSJ/7r8824cDp6OEFeqT94ooLFgMIDrlTs9k9qAwdr9QZGFqB3CPiMO57JrP1Mba+IOLVo71Rj3t9ftzxaAMAyBlCWowGA9YurcTrJwZxy30H5Glpu4eCw/dOd07gO3fvwx+eaMQLh3rw91fb4rbpiV3t+OkDh/Dde/bjcHO4CGggEMCdjx1HY/tojFcDO/d3JTQVt9gziVWLK7CwKvydsbgmOJuK3nTU41Ynbn/oMCwaWXC54ljbKP7wRGO2m5FWyoy0ogITCsxG+fvq9RMDeOh5Me57uD0+/GLrEQyOB7+3lTWbzqYn95xJaqr4fPXs/i489lr8/X3K4cHPHj6C4dB5zK+3NejWMXv+YDcef60dlikXfrH1CCZskfuh1+fHLx85ijsebTgrw4aJKHMYwJjlvD4/BkanUafIPFAWwSwuNMnpvcqLitZeC7qHp7D3xEDcISTSSWd5aQHqlwVThgfG7Nh3agh7TwzIabjPH4ycCUC6sHroeREvHOqRLxaUQ0akL6pV54SnXFVeVEyHKvs7XF6IPZNo6ppAW58F9z5zGjaHWy7QKKmuKI74XbqAtbs8GJl04FTnBNr7rXj4eRHH28fQ3mfF8IT2RbC6cOeDz4l46HkRXUM2tPdb8U9FyriSLZSC/PqJQdybYIE+5UX+mKKgYtdQ9Be5tH4OnB5CS88kduzrjAo+vHQ4fFGiLNBYW1WM//3ExSgvKUBr6G7psoXlclqu0vsuW4HPv299xGOiOoChGJv8lvPrsGJROQDoXmRI2+CrDX14YGczHIpMA6vO2PN/7tE+2XN7/BHDVpTp/wdOD6FvZFrOFios0D8UlodmqThxZixtM5K8fLgXr58YQM/wFLqHpvD6iXAgS31ipTWcwJFgBoZeAMPl9uFg0zD+GLr4Vxu3OnGoOXqGiGNtozjVMR6RZdXcNYGBMTvO9Fux98QAuoemcLJjHHf9I/q9XzrSi6auCew6pj0UZffxfmx5NrHCjv1j0+gYsOGwOAK3xxfVN79/ojFiu5e2eeXzDAbt2WeAYCq6w+2NyEyzu7yw2t3Y0ziAvzx9SvN1WgbGplFdUYTF1aUwQLuIsc3hQXkoI0EdFFAHXQDgj/88iTdODmZ0mt9Xjvbh4ReiL9bP9FvlfT3WEBIAWF4X3OeVtWeau8PHieFJBxpaR7Ht5VY8pxg+qGfHvi50DtowNG7HyY7wcEWHy4fG9jH87rHYF+f7Tg3hpcO9cbNaBsftWLawPOKxS9cvBAD52Kj20pFetPdbsTvBIFw2/P7xRjS0jqacTZSLpAyMb9xwIYDI4V/372jCaw19cevXdA9NoaXXgt3Hg32XrfXz9OudeFLnO202efy1duzcH39/P9Q8jLY+C555oxOnOiZwqnMCf9MJIG5/pQ3P7u/Ca8f60dJrwctHIoOvoxYnmruD54nWaWZREeUzBjBmEZ/fH3XXs3PABrfXL49FBiBnJCyoKMJFa2og9kziVMc4Tp4JFyoc0bhzbXd60dZrgcfr07y7WlZSELGcfsUJq97YcWWWwokzwZPR9n4LDjYNoX90CmLPJKoriuUsA0OoHe39FnQMWOW0cZvdE5XuPWX3oEwVwKgqj6yYLwUwRiadmp9ZapfyonJ40oG+0emo4RJAdHr6hM0V9b5Tdk/U8wCgrc8CfyCAcatTDipYpt0YGrdH3IEdVWVMXHZ+nfzz/PIiOFxeeLw+edYYvz94kVlaZMZ73rxMfq5UmFJ55/ptFy2BsHw+yksL5HVeXVmMklAAQwp+nbu4Ah+5ejVWLCpH/dJK+fXqGQeU2Ss3feB8fOZaAUDkBYySze6JGM9sc4Qv9LRmwoh3UupWLP+4RtBk3BJclwUaVewlyiDYuGLdO1xezSK4faPT6BmewhFxBD3DU7BOu9Heb0FzV/Cif8LmwvCkA5Ypd8QdIqlYqTo4oXWBODRhl7e/U53jONQ8DJvdjc5Ba0LTraoviIfG7RHTC297IXzHsqosvM9Id9CPt42hZ3gK7X2WqOyA9lCR0QlbsGht3+i0XHhUygTTGraklek05fCgd2RKHuIVCATQ3meB1+fHCUWtnTGrUzOTqF+VBeXy+PC6Ypal4kJTRFFgpZIiMwIBoFURlLM7vWgJbbtaQydGJx3hflcEhMcsTlRXFMNsMqKyrBCjFgca28fQNWiTj6U2ezjgKgX+pP+lAsnH20bl/UvaLvadGsSRUBCnrc+CQOgYor77qNYxYJUDox6vH12DNtidHjnQoNy3ekPb82joWKYMVMYLYKiDxmprFMcPSVuvJSrAEBxuFrnd9AwHt6/uIVvEsUJqv3Jo4JTDg8FxO8atTkw5PBiacGguBwju2w6XFwtUU8TWLSjFB688F5YpNzxeP6YcHvQMT6GhZQQjkw75OHKmzyJvz16fHw2tI5rbfDK6Bm1JzaxhmXLJ/QUE+9Dh8kLa3A82Del+9sPNw7pZJE63F0fE4Yjtq2PAmvAd7e4hG1xuH6adHhxqHsbJjrG4waSuQVvEsVxqR/eQDcfaRtE1aMNFa2qw4dxqAMFtUp112Dlg0wz2tYf2GfV0uY3tY+gdnoq7H6XD0LhdrmEVS9/otObQSLWuQVvU90B7vwV+fwCWqehzEj1n+q1R37E2u1uemSwe5TEmGf5AAG2hGlvSPuX2hItzO+IMD1IORR21BM/XekemVPXD9Nf3yKRDLvitznbsHrKlPDxJKdV1Q0RBuVtBi5L25J4O7NjXhR9/brN81+tM6OR4zdJwYEG6CF27tAr1y6uw//QQfr39WMR7jWhcLJ7pt+JnW4+gprIYoxYnfvmVyzBPUUXe7w9g9ZLok1Egsm6D0vfvDRdUPBUahmCZcuPup07h3EM9sEy5UL+0CmuXVuJQ8zDetG4hDjUP4/aHIgtR2uzuqIsynz+ACtUUf1LwZs3SSnT0W9GnqLfx4HPaaaaPv9YOp9uHD791FQDgzr8f1wxeSG2X+APAlh2nMe304n8/uUl+fMrhjjrZa+2dxM+3HsXNH92IO0N3ELd85+340ZaDsE678b0bL5GfO2ZxoqjQhNrKEvSOTGHzujrsOxVMZ6+bX4L+MTsefr4Fr4eKkCmnxVWOOf/VtmP4+ZfeErHepBkvlFMj1lQUozo0hOeqC8/Bq0f78K7NS+W/S88tKTLLMw4sXBjMmJFOts5dHPy9qqwIBkOwbyrnFUadtNkcnojx5cqL48ExO1afE7l9KS+6Lzt/UdSQHOmC2x8IYIvGlI3SZy+IlYGhWBfKE6D7njmNhtZR/PF/3ioHeDxeH2576HBEwG5esVkervWLL71FvpgPIDKD5lfbGrCwqgSfe284q+WqCxdrpuhLmTu3feFS/HpbcN+9aE0NjrWN4tLz6vCl68+PGn6jvFCXPrfBEPzbd+/Zj5rKYvzyK5eja9CGnfs65ecuryvH5FRkYd7dx/vlgp7qC1jlMCJl0drbv3ipfAGhlQKsdUL5y0ca5HoJP/7cZvSPTuOef53GmiWVaFNcnJ7p1z4ZvOfpyAynoy0jON0Zzh6JVb9BmhXk/x5pkB9zuLxye6oroy/M//L0KTmAU11RhDu+GhyPP2Z1on7ZfPl1B04PR2Td3Pr5N2Pc5sJ5KxcACM9CcsPb1+CRl1rxytE+vHK0D0DwLvOGc6tRUhQc1vXErmCm1yVCLY6II7htXhF+cHew6O2W77xd87MNjE3j1gcP4z/fux5XblyMR19uxWsNfaELPx/u/99rIu5A/zBUYPfcxRW45TNviujjWENIgMjhf0rlpcE6O/VLqyKCtAebhnD3U6fwqXfX45pN4ePM9lda5WxBSceATS7Kq6x1BAB7jvfjwedE/Pe/b8RFa2pw24OHI4aU3fP0KXQO2nDzRy/ExtXVEa+VttP5qgCG2WSUAzLjNid++UiDfIG7clG5/D7H28fw12eb8OUPbkBD6yj+/ORJLK4uxe1ffEvMdaXHMu3GrQ8exvVXrsT1V5yb0Gv+567XAQS3AZ/fjx9uOYg1SytRaDbB5fHhoedFlJcW4BJhYcTrnt3fhR37uvAmoRZf/dAFUe/7wqEePLmnAxevrcHXP7IRPcNTuPXBw3jfZSvwkatXx2yTy+PDj/96COevnI9lC8vx3MHgHXjlOYua3enBTx44hEuEWvyXoj1/fbY5IktMmUUnbcdKtz10WF4fkuauCfzy0QZ87Jo1Udupzx/AD7cchMlowL3fvibm55oJ6fhbXlqAO79+pe7z/P4AbrnvANYsqcT3PnWJ7vPGLE785IFDeNvFS/Dp9wRvGPSOTOH2h47gukuX44VDPfD5A7rHBklLzyR+8bej+Ng1a3Dtpcvlx3+45SAsU+64r+8fDR5jrr10OT52zRrd5/n8/ohhvgDwypFePPJSK27+6IVysMLt8cvns/2j0/D6/JrT5wLhbC+Hy4tv/3mf/Li0PoDYswn9793h16xbXoVvf2JTqA3B7Xf9ivn41n9crPv6eMYsTtz64GFcfdE5+My10dO3E1F8zMCYRaTo9LjijsHopANFhSZUKDMRQhcyC6tKICyrghbljBQAIoYQSCnYLT2TERe/bm+woNtdN78VX/zAeRGvTyRirxw6cu7iCnT0WzFhdWHh/BK87eIluOvmt8pDVNRsDo9mgUGtu39//ubV+PZ/XIyVi8rh9QVgNhmxoq485p2WM/3BdTthc+kGL9TGLE609FowNGGPuDiz2T1R6e5NoYuqwfHwCfaUwyNfoO89EU659/r8KC0y47s3bsIvv3xZxMn3wvmlsDu9ONamPURDfaPrqDgiX+QDwOrQUB3pTvC8Yjt6vjEAACAASURBVDOKCk349HsE/Oymt+CT76rHXTe/FW85b5H8GuniXWqHdJHh9wfgcPlw3aXL8d0bgycAVWVF+NVXr8BtX7gUn3xXfVT7bHZ3xLoaVty1VNfXAMIBhS9+4Dx84f3r8fUPR55wS3dK+kam4fb68aFQEEoiXagUxqiBoczAUGaBSPub8kK6Y8AWlW00rbgQbO+zRnyOzsFwJtO4NbhtSReOX3j/enzk6tUx73AfD/Xz/PIiefYfqTaD8gRefTIvrbfCApO8PUvbZFMoU6RyXjBwc83FS/Czm96Cdcu19z31e4vdEygwG1FbFbnvtfZa5GWMWpxRd12VJ5RSvykL+o5bw1PgtqmK7qqHLumR9rMloVoGsS6+tYZN2V1ejEgFY1V35lxuHzoVgZkxq0u+sztuc8kBj5rKkqhgywuHeuBy+7B6SXD/W1JbhrtufivecUn4Av5rH74AJqMBzV2T8Pr8UVlcDS3BbaE/gamapQwoKStADA0JkvrS5vBoBpS6h4JZGtLdUUB7iJOSVqAHCNcjqlAMPQTC27S6jwfH7DGP0eqgmPQdJu2n6no4Ul9pZcNJ36ELyqPbLn2eMUtklsuY1SkPaQx+juD+KH33qb9Tk9HSMwl/ICBncSUjEAhgIpSd1NZriZhxqV1jSmZpGc2qbDr136XMBekcIJFC2NJx51TnBIYm7JBCqnrDNIHwelPX65G+kyXK4YrFhcHgntYwEGUGg9R/pzrHI7b3+eVF8npSz4KWbtJ2qc4iVWecSNuper9Qk/pDVAzzk77nDjUPy58nXtaL1CfK7yggfJMmXqbfuC24TOWxQhJZ9yq6j6TPeKY/nOHndHvl799AIPI8V/2e0mdX1yFTTkGul4GhXi/KbFFp3TalsB8qSZ8jVg0qIootLzIwBEH4BIAfACgAcKcoin/McpPOun0nB9EzPIWPvX0NjreN4mDTMDaursbm9Qsx5fBgy44mOb19csqFcasTDzzXjOauSdQtKIm4+2qbDhfGXLSgVHN56nT9BRVFsI9EftH8/ZXIAkzG0AlEabEZtVWRxTK1xsPH8oHLV+L3TzQigOAJo8FgQGmxWfNkeNnCMlin3Zr1CbSeL911rV9ehfZ+K+aVmPGW8+s060lIRieduO2hw0mlk0rv5/EiYqaNx3e1Y0pxsfaP3Wfkk79tL4en6/zv3+2Rf97bOIjF1aUYtTjh8QYDGCWhf+rP6/X5MeVILDVRXcfjnNCFnZR1IGXYmE1GeVuR7kxLpEKdqxZX4FTHOMSeCfQO2/B/oTtelfMKI+6UzC8vwvzyIs0TiCd2ncGqxeE7cfc9E8yaWLawDAeahjA04cB7Ni/DS0d6YTIZcH7ojvWyhWUwGAxykT2JdMIhBQ0uO78Ob5wcxNC4HYVmI7pDQ0D06iCoP+/Tr3fiigsW42jLiFyT47d/P453bFqK1r5JTMbZPv6xux1jVhcWV5diYMyO9r7Ik8PJKbdcl2J+eTGMBgOMJu0hDkC4/y47fxGe3d8lP36bqpDgn586iUlbcJaLstICObDncvtw64OH5efd9Y8TELsnsKR2HlbWleP1k4PweP1YtKAUVeWRd6P1TDu9WFxdilXnVGBkMpxlEMxkCs9CNDhux193NmNpbRk+ds1q/HxrOKvqR1sORmR3AcGaFnoSLfwp1e6oX16FvtHpmBffJcXRX4/NXRM4HgoUTU658cP7D6KowIjiQhM2r6+Lutg502/Fk3s7EAiEMxG0gqrSlI1CKEsDiN7PLlpTg5WLy/Hs/i4snF8SFYyUUr2VQZ/fP96Iyzcswt4TA/jA5SsxZnXi2f1dGAoFSvedGsRVGxdHteexV9s063T4/AH8+K+HIoYyxBtCMl9nu5ECg+WlhRCWVckn81I22YHTw3C4fLjp+vNQXGjWrAOiJA3FCSAYEJIKPL9xcjDqArm0yCzXdFIGMDxeX7A+ROhv6iEkQLgf1d8XU3ZPxBTWrlBRSGm6aa/PD6fbi8ICE+575jQmbS64PD58+j3rsLuxHyOTDpgMBnz+3y6AxeLAIy+2wOXxYUFFsXwDorl7Er/a1oBPX7sOjW2jcLp9eP/lK+Vlit0T2LG/C5vW1sqPTTu9EetOeYH2ytFe9I9O40NXrcKKReXYeaAL7f1WOTvuR1sO4qK1NegZmsKFa2qwfsV8tPdbUWA2wmoP3jTQCgABwXOIkUkn1q+YD+t0cHib8jykoXUUa5ZWoi0U2LROu7Hl2SZ8+j0C5pcX4bA4go2rqyPa/lpDHy7fsAjH2kZRMa8wYtiYMlBcVGjCqY5xHGyOLrT7y0cb8Lnr1mH7K23yhahlyh0RQC0vKUBtZbHcdw/sbMZnrwvfKQ8EArjvmSZYp13YsKoa73nzcgyMTWNk0ol5Q1NYXVemuU6UHnpexMiEPeLcQBmEs9k9qK4M71vK9fCHJxrxb1etQveQDWf6rThv5QJcIgT7XApWWKfdwe+mS5bKWZ2jEUMoPKiYF84utEy70TVok29ESAHapq4JjFudWKA6bo3bnKibX4rRSQe2vtiCL7z/vIgMzwmNIX0SZfFdm92NitIC/OnJkxgad0BYXiVn47b2WuT6bVIgQdpmRiYd2PZSK6x2N4oLTRHZnNK2oB6qKvZMBOujeHy451+nsWJROXqGpzCvpACvHOnFTR/eCK9qiI7yGKDsgxcOduOaTUtxsGkIx1pH4fL44HB7sWpxJf7jnWvl5+053o/hSYecnbTvVLj22ZTDg/2nB1FcYMa551RA7J7ARWtqImYNBIIF45/YdQab6muxed1CHGwainjPB3Y24aK1tbhoTQ2AYGDaMuWOuuF3tGUE65ZXobQ4d2d/IkpUzgcwBEFYAuB2AJcAcAF4QxCEV0VRzGz59Rxzb6ja/AeuWCnPfLHv1CCMRgNGJx3y3VcgeJfjsDgi17RQ30WSTjikwMAX3r8ewxMOPP16p/yccasLZpNRjmpftfEctPROyieZ65ZXwe7yylONXXPxElz3lnCa4Yq6cly5cTGm7B45G2DlonKsWVqJvpFp+cShpMiMKzYswuCEXW7vDW9fg/PPXYBCsxFurx81ii/OGtWX6DsuWYqykgI8tbcDEzYXltTOw7KFZdgfOgnWS18GghcLO/d3o7TIHFG7492bl8Fmd2PpwjI89mrwAnF40qE7o4X2e1dF3BVuaAlH2tUXBs+80QmdYfgAgEvqa+EPBHDpeXUYmnCgc8CKC0NfVGrzFBc97968DB0DVrSGTsK+/MHzccGqaljtbpiMBkw7vPLwkn+78lx5ewCAC1ZXY3PPQly8Vns5SsqpUuuXVaGlZxJ7j/eja9CGN61bqNtWKfiy4dwFWFRdiv2nhjDl8OBUZ+TdDQOC28RzB7pxsmM8IoPh5JlxmE1G+SSnbn4J3n/5Srl458ikEza7G2L3BKorilFTWYKbP7oRu4/342jLqHx3tCBGAKO6ohjvv3wlJm0u7D0xgCPiSMRsCYurS/GyxkwNb7voHIxanPIMLQvnl8gXUp98Vz2e2HVGs5bMqMWJy85fhJWLwoGcG96+BmuWVOJoywh2hgodLqwqkbfJzesWygGM9SvmR90hOnlmXN6fgMi7lcoL4aMtI1h9TgU+dM1aLK8pRWlxgdx/UgBr7dJKlBaZ5Qt5ALj0vDqUlxbgwOkh2OweLKktQ+W88InfOy5ZinGrEwaDAQvKi/DSkV68cqQPbb0WtPVa5GwoILhdjEw6MQInzCYDrr5wieb6lVy1cTH2hAIYygtTo8EQNX571OLEvGKzPERjfpl+UEYrA+NIS+QdM2Ww4FTnBAwG4Nv/cTF2HevH/tND+OM/T2Byyo1L6mtxwarghcHShZFBNiAYGFg4v0TzYn/j6mrY7B4YjQa877KV+P3jjdgaKqyp3AbkdpwJ98uxtlH5+FtVVoihcUfE9JDjVhduuf9g1HFSObxF8r1PXYI9x/sx5fCgflmVHHSJF8Awm4z42DVr4PP75eEuQHi7Kyk2Y8OqBdh3ahAdA8ELuJWLytE5GKxv0Ng+hgtX10SlfNctKI3I7OscCF/8bXu5VT52TdhcUQVp3/3mZXjxUA+mnd6Ii7on93Rg54FuLKwqQaHZiKrQ9vHlD54vB2GrK4pRUmTCi4cii1IHEJ0F0qK6+zxmcSIAyN9PAPC7x49jUvGd8Jd/noDf55f34TP9VphNBvnC63TnBJ7a0yEPl3vvW1bAaDQgEAjg7qdOwTLtjqhnNWZxRnxG5YW+2+NHY/sYbHYPfvDpS+RCt1//yEY8+lIL2vut6A1NVa7c3z945bl4am8HxJ5JOavCqwre3f7QEVim3fjzN67GXf84gbY+Cz6gCLYAwcBz38gUxqxO7GnsR2P7GJ470I1LhFr8+cmTuObiJRE3WZ7a24HBcTteUKz7ay9djucOdEdcwF594Tk41TGOR15shVrXoA2/fex4xPfw4Lg9YphrabEZn71uHX54/0G4vX7sPt6P669YKV/ED47b5fV/qnMC7968LGI47O1fvBSLq6P3c8mEzYXXGvqiHj+sOL7YHO6IGzDKPmxoHYXN7pEzFV5t6JOH4UgX2dNOL06cGZNri6mNWZ0RAYzfP34cHQM2/OZrV6CqrEheHza7Bz/fegR3fPWKiCyHUUswgPHMvk40to9h38lBvGvzsoi/A9F1qhwuL+5RFC+32T3oH53GEXEEhWYjekemYDAEZ/9q77NEDfMTllWhrdeCYy2jupmmQPAc1Gw2RNwkGJl04oJV1fI6kfpMGua55V+n8D7FcBkgOE28vM4UffCP3WfgdPvwpKpIdnufFR+4YqUczPnrzmYAwZtyXp8/qnC7epjjuzcvw8ffsTbisUdeakVT1wSOtY2ivd8iF8G+/oqVsEy7sfv4AHYfH5CH9Xz/ngPwBwK451tvk49bfaPTuOsfJ7CpvhZf+3D00DCifJPzAQwA7wTwiiiK4wAgCMLjAP4dwE8TefHprgk4Eyh6lMuUBYleUZ3IH2waihgCAARPeJR3Aq2qO93KAAYAXL5hMRwub0QAAwDOqSmVT3bXrZiPd21ehlsfPISOARu+dP35GLU65VoUn1KMLQSCF4T/+d718PsD+MIvXwUAfOOGi1BWUoDf/D1cb2NTfQ0+8a56bHu5FSfPjENYVoX3vDn4BSKsWIAT7aMRX+LqjIpPvqseYvcEnkLwIuBdb1qGKzculk8QlXcE1NYurYTBEDxZWbawDMWFJpQWmyO+PKQARiK+e+Mm/HzrUZSVFODj71iLnzxwSP7bwaZhVMwrREmhCUMTDnzuvesw7fDKF8Lqu6mffFe9XGn7v5L4spEuAq/cuBgff8datPVa8LOtR2A2GfDm9cFin594Z31omQE5gPGONy2NuOO9sKoEX/m3DQktU8rA8PkDqF9WhaMtI9h1tBdLasvw1RjvId1hXlRdik+8sx7dg7aIE/7Pv2897t/RBKPRgPNWLkD9sip8/c49UYXsVp1TIU+DajAY8OG3roqYfeTVo30QeyblAm9180vx0betiaiArjeWVvmeANDSO4k9jeHhPG9atxBf+eD58Hj9eOlILx5XZLTUL6vCje+uk7f/KzYswj/3dGDj6mqct3IBltTMk8epB9tggNcXwPzyoqghWNI+sXpJJXYf70fh/9/enYfJVZeJHv9WVVd19b5Wd3pLujud/BKSdJJOyEJWFgUciIrggl4WRUTFmetz1ccRHZU7c6+gF+fRq9eZUR9GcJvB0UFBSCBhkSUQQogJyRuIabJCOul9q/3+cU6drqreEgHTp+f9PA8PXZVTp84576mzvOf9/X5+H1+98Xw+/e0nAOtGIJUQ+vyHlvLRb2wdtR4XtdU7bc7Tjw8bltRSHyp0Rv/4xKYFzJ9TRUdHX8aTpFRzs47uIe64ZTWf+Nbjzr+VF+VyzYUtnDg1wN72LubUlzjNnzataeQ960aa7hw60csjLxxl+76Rm7iHnxuJxTc/uZov/ct2egci3HzlApbPq5owgXH9ZfOcBMb//ex6Z90/+4HFTv8g6SqKg85NXH3V+E9Ks6ubxrJ0TiUvvjJyET2ruggzs4y5DaXsO9xFd3+E5trijN9wepVFuvGax/33axY7fy9pqWS5CbFDOsgN+JhZXcjJ7iH8OV6iMatN+MExSrbBGrK0e4yqimgsMeb76S5uq6elroSWtD6Odh88Tf9QdMJ+RFIuWzmTQyd6MxIY0bQhsIvyA9x85QL+9p+fBeCDF8/hGz/dCVhl1qmkVCqp/j9vWslDz77GG52DXHeZ4aebD4yq0HhlnO0AsGlNE5vWNPH3P9nhdAQJI/0wneweonV2hXNcSB07wao0nFNfmvHQIOV07zBL51Ty4XfM5XPff3rUv78gHRl9/ACjtv2+9k4qsio/YvEkF7XVOjfuf0pLfD7+0nGnom2sjiB3HugYVZ34/gtbmFGe71Q1tZ/o5cndJ+jqC/Phd8ylubaY265bTs9AhM9+9w+j5nlRWx3bXjzGs3tfJ3Uo6egeGrmhTOIsy+YdR5wb7Sd3H8fn9XDlmkZnpI2K4iDtr/c6v7fDJ/udeL/c3knvQISA38t71jbzb9tedYbMBrjiglmsWVjDQ9sPZ1T0LZ9XxcKmcvYc6qQ434/H66GnP8JH3jmXezcfoKc/woYltc6NYCyeyHjIkJebQ1VZPjdvWuBUj2578ZjTx1d2U55Uf0Apj75wlIXNmf2qpPtTVtOd8uJcorEEz6UNzbz74OmMfSPV6XZK9v7+2IvHaG2pnHC/b64tdr5754GOjP0llTzcsuMIc+pLRzWH2/XqqYzK0d2vniYaSzjN+va2dxJKG+0u1cTnVPp+ARzOSvLtPdTpVEttXFrH5ueP0DijiHetmsX3fr2Hfa91MbehlK6+YTq6h2mpK8EDGeePsVy1odlJGocjcT55l3W+mjerdFRSJ3U+2P3qKWbY1cNfuX45+w938e/bDrJj/0lycrzsP9yN1+PhgxdbfRM9mzWUdiqZtnXnUWZWFxFLa2azdeexM+qEd29756jETHpzmfTjztadxzISu7teOUWSpJM02rrzGFV2TFLr/PIY858uSjoG6Bmj/z41tQVzc1hXMXnVWjY3JDBqgfT64BPAijP98N0P7puwfaXbpF8Awtht6FJPbta01vLU7uOsWlhDKDTyNHfVoloeeOoQc5tGl6rNbyznlSNWG+u5M8udBEZTQxllxUFaGsrweLy0NFXSGE8AL7B+SV3G/LPV209ZmmaWO9+fekK0Zkk9oVARcxsr2Pz8EaorCpx5LZtXxZ+OdTO3OTTuE/JQqIiS0ny8v9hFIpFkzdJ6qisKqKko4MTpAaczyfGc11RBRUmQGdUlLJtXTd9gJGNdAn6f0xZ1/dI6nnjxGItmV/LHMUa0aDvPKsXe0FbP0gXW360tlbx8yLrQ39hWT3NdCT/+7V5WL67n6Mk+SHuSf15TOS/bF9DrlzXw0y0HWNBcMeG2TfF6PeR4Pcy1m1RcurqRUKiI0rIC4AU2tjWMOZ82U8VOOcms+rJxR2OYzMpF1oX14nlVlBTm8otHX+HoyX7es2H2hMteVJxHXq6PBbMrCYWKuHjlLA4ctS6ofV4Pl6xq5EcP7OOKtc3OfBa1VLIj68JlxYIZY35PeXGQcCTmPCFZ1VqbMd26JXU8uct6CjazrpRQaPID6PL51TyYlhxZft4MZx9bHUty32MHaW2pZPerp1g4t4rq6mKaaq3+XC5cMYtfP3mI9XYsUssyp6GUk12DrDhvBlueO8ym9RNvt5rKAprrSplZb90IV5fnU11dzLJ5VXT1hQmFilgyN8SurGqBay+f7yQwADa21fPYzqO8Y3UjXo8H2EdpUS7z51id+mUvQ0lpPvzsRVa31lJbk3mz3VRfSihUxIXnz2JvexerF9fR2TvMA8+8xrIFmcefvMIgOT4P/UNRVi+qYdeBDk6cHnmSPrO+jMsvaOSXWw6wakkdZUVBqsrzOZn2tL2hupAjb/RTWpRLdXUx5cVBegesdZ/fWM6+9k4WzsnsnHDt4lr+8NJxGutKmN9cyUPbD3PRipnjbuvcfOsmsrGmmPYTvaxcMIPt9lPX1YtqeOaPJ7jqojkZCYzz0/bFZfOq2brjCGuzjo/pcX/lSDcLmivY197JmkmOoymrWmvZIR0sml3JuiXW3xcua+DJXUdZtbCGbWlDB86bVcb+17qcdQdYtXAGz+55PWMfSbW9Ly4IEI8nMp7SA6xeXDtq2S5ZMZPfPH6QhrozK0nOyR2ZpqG6kNWttew/3M382SFC5fkU2JWCV65rZkVrLdgJjOf3n3QqKC5dNYst219jTmMFp/sjPLXnddrmz+CJl044oy6l9A9F2bisnseyhlJcvWhkf2yuK+WR5w/znftGN09at7R+3HisXFjD7oOnuaC1hqd3n6C1pZI9B0+RSEJDTTFmdgivx/qtHusYoG1eFS8d6Bj1tHbD0noef/GoE5+lc0P2iCbWzWlRvh+vffN96QVNPLLjCIlkZp9S9zw80vm01+thfmN5RhXOb+3jVU1FAcUFAeRwF7NnltHaUsl3frWbJXNC7Hqlg7vtJ8Vr20bWOxSymmOk9+vTWFNM86wKVi+q4eG0Zms9/ZExt2P6cOLd/RFmzShi/bIGfvPkIZaYamIJnOMwWM39DtgFFm90DfFG1xAtDaWsbavn37a9mpGMMU2VzGm2Km0uWJS5j65cVMOeQ50sNdXMqiniJw/u48LzZ3H/U+30DkTYtKGFx3cdpy5USHd/mIG0xFJdlXV8nh8fSfQ+8MzIumbL7gA8vdPdM3H5BU2c7BxkS9rxebKhVLObsz626ziPjTM8NUBlaR6b1s/mH39hdUo83vr8/tnD/J7Rw5tmx3bLjiNs2TFSCbP74Okxk3q9g9Ex94uUVOVgdXk+797Ywubnj3Dp6iZWL67ln+5/mXA0Tn11EeuW1vGj+/eycG4VNZUFHD81QEN1Icc7BjIS8qlrmlWL6zKOSyWFAXr6I6xd2jDmg6mLljewdccRfvt0Ozk+D+e1hPDk+GDbQb7/mz3OdA3VRaxfPpOfP/rKqP7Qrr1sPk++dHzM2KUeVpUW5hKNxUkkk2MOh36sY2DC7ZUe919mNePObmaZ3iQ5ZTgSn3D+Sv2lVZXlsa6tYfIJs3gm68jnXDPG3AYEReQr9uuPA8tE5JZJPtoIHNq17/VRnSG5Ua7f57Tz89tD8Xk8Hmc4rFBpnjVUX0nQea+usoDhSJyCvJyMXp7jiQRD4fio6oSB4SiBHB+9AxF6ByPUVhYwOBwjGk9QZWelw9E48XjCOTH0DUbIy82Z8Al2OBInnkg6T9yTySR9g1GSySTFBdZ6JBJJjnb0U12W77RLLy8voP1o16iRRPqHong8Vol46qlNZ+8wsXiCqrL8tOVMjmpHnm0oHMPr8TgXaYlkMuPJ63AkRiKRpKN7mNrKfAbDcYry/PQNRvD5vKQq8RNJq9qjbzBCftDa3qmnkz39YfqGotRWFBDwe+nujzil4t39YassMwklhbmEo3Fi8QSlhbn0D0UJ5HhHJZnGkupbIBjIoac/TElaafxEMbLaZY/eF85Wz0DE6fTxjc5Bgvm55Od4JmyaAVZ1UGHQ75RAd/dHiMYT+H1eyopy6RmIUJi2/w6FY3R0DzmlvKd7hqkLFYxat6FwDK/Xw+BwjO5+qzlUXajAvlG3RGMJZ38umaApQbpoLM6xUwPk5+aQ6/c5+29KV1+Y0sIAvQMRZ56RaJxoPEFB0O/8e+ozg8MxcnwewtE4ebk59A9FKcmaZ7bB4Sg5Pmu/SA2LGAzkZPzOorE44WiCeDxBOJYgx+uhvDhIz0AEj8dqH11XWUDPQITSwlySySSvdw5SkOenOD9AKFRER8fYI4Wk9qUBu4306Z5h6kOFGTFM7d/Z+2LKqZ4h+gat38TAcJSegQih0jySySRF+QESySR9adtwOBIjmRwpR/ZgVcaM9duNxuJWPzFBPye7BvHn+PB6PRTl+Z1jTMDvzYjReHoHIhTm+61pCwJ090fweqwb/dS2GxyOkkiO3hfD0Tivnx4cc/9MxTAV977BaMZ+MZHUsTJUmkdervV7L8z3MzAUIy/Xx0AsSWTYOnaklrmkIMDRjn58Xg+1lQV091tDtg6GY/QNRonFElSWBvF5PYQjcYYjcbxeDz77v7G2UyKRZGA4mjFKz2R6ByL4fB78Pi85OV76x2iHX5Tvx+vx0DsYwZt2jgsGfMwoz3filkwmnb/7Bq0+kCqKgySx9pehcIy6ykIGh6N4PB76hqIU5/szjoXhaDxjuG+Px6oI6OoLO/v0WOKJBMc6BqgqyyMWTxIM+OjsCzM4HKWushB/jpfB4Rg+r4doPEEw4KO7zzoPgJVcTSaTFOb5OdYxYJ1bhmMUFQSIJD28cbKPihIrHpFYgsHhKDUV1vk4kUxyqmeIvEAOXq8no6KjIM9PuT2UdjxhdSCbekJrDeProbPXamrp8Xis7Z3n542uQYYjcfJzc6jO6hcrNa+Evb1LC3MpzPMTicadp++p64/05gL+HC8FQT/d/WFrHyoI0NkXprIkSFF+gO7+MCUFAcLRuJPADJXmOfGuKAnS1RsmkUwSKs2jMM/P652DDEdiVBQH6e6POMf09PNudoxSv/fU77VnIJKxPX2+kfNEqDSPzt5hairynaq+VMVqdsKgvDhIIpEkErM6Cw0GfOTn5lBZWcSBQ5M/4S4ryiWZtPa54oIAMbuaoTDPTxIyEirOdxblWn1XFAbo6g1b2zjPj8eT2byhssTah8uLg851YY7PQzCQQ3d/mHg8OaoyNz1GKaljco99XgbrWjQvN8fZLh6P1SHvWEOzjrVfpNYdIBZLOL+JiuIgxQWBjHPkqe4h69qpsoBAzkgMewesUecqS4L4vF4SySTJZJJ4IklRvp/+oZhzjIe7PAAAC/hJREFUPZKSHfdEMsnpnmHKinPpsfel4QS8cbKPojw/lfa6Hzs1kNFhaUVJkOL8AG90DTIUjjmdEadGVuvqC2f0CxMM+Kzrant7lxXlEgz4SCbJ6FC1qy9MWVEup3uHR1Xkej2ejM6DA37vqHn2D0adGAX8PvKy+gVJbeOuvvCkw8+7VVlZPl1vcrhq9ZcX8PtYMn8GQBPQfqafc0MC43pgnYjcZL/+CuARkcmakDQCh06f7s9ogqHcY7ybKDX1aezcTePnXho7d9P4uZvGz700du6m8XMnr9dDhdWE5KwSGG5oQvII8DVjTAgYAN4H3HwGn/MB4z5BUe6g8XMvjZ27afzcS2Pnbho/d9P4uZfGzt00fu6TFrPJy83TTPkKDHCGUf0SEAB+KCJ3nsHH1gJPTjqVUkoppZRSSimlzoV1wOheo8fhigTGnykXOB+r00/3d4KhlFJKKaWUUkpNDz6gBngeCE8yrWM6JzCUUkoppZRSSik1TUw8RIBSSimllFJKKaXUFKAJDKWUUkoppZRSSk15msBQSimllFJKKaXUlKcJDKWUUkoppZRSSk15msBQSimllFJKKaXUlKcJDKWUUkoppZRSSk15msBQSimllFJKKaXUlKcJDKWUUkoppZRSSk15Oed6Ad4OxphrgS8DfuAfReR753iR1BkwxhQDTwNXiEi7MeYS4C4gD/iliHz5nC6gGpMx5qvA++2XD4jIFzR27mGMuR24GkgCPxKRuzR+7mKM+RZQKSI3GGOWAD8EioEngFtEJHZOF1CNyRizDagCovZbnwBmo9cvrmCMuRL4KlAAbBaRv9FjpzsYY24Cbk17qwm4B/gNGr8pzxjzEeBv7Ze/F5HP6bnPPYwxXwRuBMJYv7N/ONv4TbsKDGNMHfAPwFpgCXCzMea8c7tUajLGmJXAH4C59us84MfAu4H5wPnGmMvP3RKqsdgXa+8ElmL93pYZYz6Exs4VjDEbgIuAVmA58BljzGI0fq5hjLkYuD7trXuBW0VkLuABPn5OFkxNyBjjwTrfLRaRJSKyBDiKXr+4gjGmGfgB8B6s42ebfZzUY6cLiMgP0353HwZOAneg8ZvyjDH5wHeADcBiYJ19LarnPhewY3UtcD7WvcNKY8xVnGX8pl0CA7gE2CoinSIyANyH9XRRTW0fBz4NHLdfrwBeEZFDdgbuXuCac7VwalwngP8hIhERiQL7sC7KNXYuICKPAxfacarCqsorRePnCsaYcqwb3v9lv54F5InIs/Ykd6Oxm6qM/f/NxpiXjDG3otcvbvJerCeHR+1z3weAQfTY6Ub/D/gS0IzGzw18WPevBViVan6sKjY997nDUuBhEekVkTjwEPAZzjJ+0zGBUYt1U5VyAqg/R8uizpCI3CQiT6a9pXF0ARHZmzrgGGPmYDUlSaCxcw0RiRpjvg68DDyK/vbc5J+A24Au+7XGzj3KsH5v7wUuBm4BZqLxc4sWwGeMud8Yswv4FPr7cx37aXCeiPw7Gj9XEJE+4CvAfqyqtXYggsbOLXYClxpjyo0xQWATEOMs4zcdExherLbcKR6sGyrlLhpHFzHGLAC2AJ8H/oTGzlVE5KtACGjAqqDR+E1xdhvuIyLyaNrbetx0CRF5RkSuE5EeETkF/Ai4HY2fW+RgVcx8DFgNrMR6gq/xc5dPYPV5AXr8dAVjTCvwUWAWVtIpjtWUWWPnAvY1y93AY1jVF3/AOp6eVfymYwLjKFCT9noGI80SlHtoHF3CGLMG60niF0XkX9HYuYYxZp7dcRIiMgj8B7ARjZ8bfAB4p/3093aspxg3obFzBWPMWrv/khQP1pNEjZ87vA48IiIdIjIE/BoroaHxcwljTACrH4X77bf02sUdLgUeFZGTIhLGuhneiMbOFYwxRcCvRKRVRDZideTZzlnGbzqOQvII8DVjTAgYAN4H3HxuF0n9GbYDxhjTAhzC6vDlx+d2kVQ2Y0wDVq/dHxCRrfbbGjv3aAa+boxZi5X9fjdWs4RvavymNhF5R+pvY8wNwEYRudEYs8cYs0ZEngL+G/D7c7WMakKlwO3GmAuw2nBfD3wEuFevX1zhd8C/GmNKgT7gcqw+S76ox07XaAUO2P3NgF67uMVLwJ3GmAKsfmeuBB4HrtZznys0AT8xxizH6sfkY/Z/559N/KZdBYaIHMNqE7wN2AX8TESeO7dLpc6WiAwDNwC/wmqbvx/r4kBNLZ8DgsBdxphd9tPgG9DYuYKIPAg8ALwIvAA8LSK/QOPnZh8Gvm2M2Q8UYvXWrqYYEfkdmb+9H9sXbnr94gIish24E6v8+WXgNazOIG9Aj51u0YxVdQHodadbiMhm4OdYx83dWAngb6DnPlcQkd1Yv7HdwHNYw4U/xVnGz5NMJif6d6WUUkoppZRSSqlzbtpVYCillFJKKaWUUmr60QSGUkoppZRSSimlpjxNYCillFJKKaWUUmrK0wSGUkoppZRSSimlpjxNYCillFJKKaWUUmrKyznXC6CUUkqpt44xJgnsAeJAEsgHeoFPisiOST77V8BKEfm7N/H9fwe8JCL/aYy5HXhVRH7y584vbb73AS32y8WMrGMX1hBs94nIBW/2eyb4/nuAO0RkzxlOvwm4RET+eoJpfMB/Ah8VkZNvzZIqpZRS05cmMJRSSqnp50IROZV6YYz5HPBdYPUknzsfKH+T330R8DLAm0mEZBORq1N/20majHUE3s7kxfuBnjNNXgCIyP3A/ZNMEzfG3Al8H7h6ommVUkoppQkMpZRSalozxuQAM4HOtPduA96H1ZS0HfgU0ADcAviMMT0icpsx5mP2v3mB08CtIrLfGHM3VlXHIvtzu4HrgOuB5cA3jTFx4N3AHhH5ljFmHfBNrIqQCPBlEXnIGHMD8F4gAcwBBoHrRWTfWaxjo/09hcaYrwGzgTqgBngB2GYvWxPwBRH5+XjbQUSOj/EVXweusT9zQ9pnZgFHgX8BbgXmAneJyP+xp7taRK4wxjwGPAOswYrFI8DNIpIQkSeMMT8wxiwRkV1nus5KKaXUf0XaB4ZSSik1/Wwzxuw2xhwHDtjv3QhgjLkOK/GwQkSWAA8CPxSR7cAPgF/ayYsNWDf960RkKXAn8Ou071gGXAbMBxqBa0Tke8AO4PMi4kxrjKkA7gP+RkRa7fnea4xpsifZAHxGRBYC24Evvsn1X4uVFGkD3gWcJyLrsZIMX59oO2TPyBizEMjLqr5Yh5XsacVK4HwQuNj+rr83xox1fTUb2Gh/5nKsdU55xF5epZRSSk1AKzCUUkqp6edCETlljGnDujHfltbHwhXACmCHMQbAh1UVke2vsPqceNqeDqDMGJNqYvKQiIQBjDF/ZOKmJyux+sLYDiAie40xT2Hd0CeBF0TkqD3tTuCqs1zfbI+ISI+9bMeBh+z3D6Yt55luh3nAq1nvPS8iR+z5HwI2i0jCGHMQCI4zn9+KSALoNca8Sub2OoS1jZRSSik1Aa3AUEoppaYpEdkJfBa4225mAdaN+h0issSuPFiO1bQhmw+4J226NnvaLvvfh9KmTQKeCRbFZ0+Tzgv4/4x5nYlw1uvoOMt0JtshyejrpTOZf7aJ1jGK1SGpUkoppSagCQyllFJqGrP7e3gO+Lb91sPATcaYYvv17cA99t8xRpIKDwMfMsbU2K9vAR49g69Mn0fKM8A8Y8wKAGPMAmA98NhZrcxba6LtkE6wmn+8nZqA/W/zdyillFKupwkMpZRSavq7FXiXMeZSrH4efgc8a4zZi9Unww32dFuBS40x3xWRzcAdwBZjzG7gWuAqEcmupMh2P/C/jTHXp96wRwu5Bviu3dzkZ8CNInJgnHn8JUy0HRx23xdDxpj5b+OyvBOrjxCllFJKTcCTTE52HaKUUkop9V+XMeZaYK2IfOptmPdG4NMics1bPW+llFJqutEKDKWUUkqpCYjIz4ByY8yit3K+xhgf8AXgr9/K+SqllFLTlVZgKKWUUkoppZRSasrTCgyllFJKKaWUUkpNeZrAUEoppZRSSiml1JSnCQyllFJKKaWUUkpNeZrAUEoppZRSSiml1JSnCQyllFJKKaWUUkpNef8fQGxrMsthOu4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "chrom = ms2_swath_map_050.extractedIonChromatogram(mz_range)\n", "xlim = [chrom.retentionTime[0] / 60.0, chrom.retentionTime[-1] / 60.0]\n", "\n", "fig, (ax1, ax2) = plt.subplots(nrows=2, figsize=(15, 3), sharex=True)\n", "\n", "intensities = np.log10(1 + chrom.intensities.T)\n", "ax1.matshow(intensities, extent=xlim + [0, 3], cmap=plt.cm.viridis)\n", "ax1.set_xlim(xlim)\n", "ax1.set_ylabel('m/z (Da)')\n", "ax1.yaxis.set_visible(False)\n", "\n", "ax2.plot(chrom.retentionTime / 60.0, np.sum(chrom.intensities, axis=1))\n", "ax2.set_xlim(xlim)\n", "ax2.set_xlabel('Retention Time (min)')\n", "ax2.set_ylabel('Intensity')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "63.8 µs ± 5.91 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n", "57.6 µs ± 15.6 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.extractedIonChromatogram(mz_range)\n", "%timeit ms2_swath_map_050.extractedIonChromatogramSparse(mz_range)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "26.1 µs ± 968 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n", "24.2 µs ± 1.99 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.extractedIonChromatogram(\\\n", " toffee.MassOverChargeRangeWithPPMFullWidth(np.random.uniform(100, 2000), 50)\\\n", " )\n", "%timeit ms2_swath_map_050.extractedIonChromatogramSparse(\\\n", " toffee.MassOverChargeRangeWithPPMFullWidth(np.random.uniform(100, 2000), 50)\\\n", " )" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "chrom = ms2_swath_map_050.filteredExtractedIonChromatogram(mz_range, rt_range)\n", "xlim = [chrom.retentionTime[0] / 60.0, chrom.retentionTime[-1] / 60.0]\n", "\n", "fig, (ax1, ax2) = plt.subplots(nrows=2, figsize=(15, 3), sharex=True)\n", "\n", "intensities = np.log10(1 + chrom.intensities.T)\n", "ax1.matshow(intensities, extent=xlim + [0, 0.6], cmap=plt.cm.viridis)\n", "ax1.set_xlim(xlim)\n", "ax1.set_ylabel('m/z (Da)')\n", "ax1.yaxis.set_visible(False)\n", "\n", "ax2.plot(chrom.retentionTime / 60.0, np.sum(chrom.intensities, axis=1))\n", "ax2.set_xlim(xlim)\n", "ax2.set_xlabel('Retention Time (min)')\n", "ax2.set_ylabel('Intensity')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11.6 µs ± 93.8 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n", "10.8 µs ± 61.6 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.filteredExtractedIonChromatogram(mz_range, rt_range)\n", "%timeit ms2_swath_map_050.filteredExtractedIonChromatogramSparse(mz_range, rt_range)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "13.1 µs ± 1.1 µs per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n", "12.4 µs ± 890 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" ] } ], "source": [ "%timeit ms2_swath_map_050.filteredExtractedIonChromatogram(\\\n", " toffee.MassOverChargeRangeWithPPMFullWidth(np.random.uniform(100, 2000), 50),\\\n", " toffee.RetentionTimeRangeWithPixelHalfWidth(np.random.uniform(20 * 60.0, 70 * 60.0), 50)\\\n", " )\n", "%timeit ms2_swath_map_050.filteredExtractedIonChromatogramSparse(\\\n", " toffee.MassOverChargeRangeWithPPMFullWidth(np.random.uniform(100, 2000), 50),\\\n", " toffee.RetentionTimeRangeWithPixelHalfWidth(np.random.uniform(20 * 60.0, 70 * 60.0), 50)\\\n", " )" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }