{ "metadata": { "name": "", "signature": "sha256:acb945497de7b56c88d62bbb8314517dfc55cde9f635aca214c5565b36db3aef" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#FRETBursts - us-ALEX smFRET burst analysis\n", "\n", "*This notebook is part of a [tutorial series](https://github.com/tritemio/FRETBursts_notebooks) for the [FRETBursts](http://tritemio.github.io/FRETBursts/) burst analysis software.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> In this notebook we present a typical [FRETBursts](https://github.com/tritemio/FRETBursts/) \n", "> workflow for **us-ALEX smFRET burst analysis**. \n", "> Briefly, we show how to perform background estimation, burst search, burst selection, \n", "> FRET histograms, ALEX histograms, sub-population selection and FRET efficiency fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading the software" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start loading **`FRETBursts`** and printing the citation info:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from fretbursts import *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "-------------------------------------------------------------\n", " You are running FRETBursts (version 0.4rc4-20-g4ea8dd4).\n", "\n", " If you use this software in a publication, please cite it as:\n", "\n", " FRETBursts - An opensource single-molecule FRET burst analysis toolkit.\n", " A. Ingargiola 2014. https://github.com/tritemio/FRETBursts\n", "\n", "-------------------------------------------------------------\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "> *Please remember to **always cite** FRETBursts in publications or presentations.*\n", "\n", "Note that FRETBursts **version string** tells you the exact revision that is currently in use (we use [versioneer](https://github.com/warner/python-versioneer)). Storing the version in the notebook helps reproducibility and in tracking software regressions.\n", "\n", "The following cell imports some libraries and setup the plot style:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "%matplotlib inline\n", "import fretbursts.style" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Downloading the sample data file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The full list of smFRET measurements used in the [FRETBursts tutorials](https://github.com/tritemio/FRETBursts_notebooks) \n", "can be found on [Figshare](http://dx.doi.org/10.6084/m9.figshare.1019906).\n", "\n", "Here we download the us-ALEX data-file and put it in a folder named `data`, inside the notebook folder. \n", "For this purpose we use the `download_file` function provided by FRETBursts:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = 'http://files.figshare.com/1839121/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "download_file(url, save_dir='./data')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "URL: http://files.figshare.com/1839121/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", " \n", "File already on disk: C:\\Data\\Antonio\\software\\src\\fretbursts_notebooks\\notebooks\\data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n", "Delete it to re-download.\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Selecting a data file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's select now a data-file. We can either paste the filename in a variable, or we can use a GUI Open-File dialog. In either cases we'll end up with the a file-name stored in the variable `full_fname`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Option 1: Use an \"Open File\" dialog" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can select a data file with an \"Open File\" windows (note: it may pop-up in the foreground):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#full_fname = gui_fname('./')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "#full_fname" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now `full_fname` contains the path of the file you just selected. Run again the previous cell to select a new file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Option 2: Paste the file-name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can directly define the file name to be loaded:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# That's an example dataset, download it from (link here)\n", "file_name = \"0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\"\n", "\n", "# Here the folder is the subfolder \"data\" of current notebook folder\n", "folder_name = './data/'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and concatenate the data folder with the file name:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "full_fname = folder_name + file_name\n", "full_fname" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check that the file exists:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "if os.path.isfile(full_fname):\n", " print \"Perfect, I found the file!\"\n", "else:\n", " print \"Sorry, I can't find the file:\\n\", full_fname" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Perfect, I found the file!\n" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the selected file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can finally load the measurement and store it in a variable called (go figure) `d`. \n", "\n", "For convenience we also set the correction coefficients so that they will be used in the subsequent analysis. The correction coefficients are: \n", "\n", "* leakage or bleed-through: `leakage`\n", "* direct excitation: `dir_ex` (ALEX-only)\n", "* gamma-factor `gamma`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = loader.hdf5(fname=full_fname)\n", "d.add(leakage=0.11, dir_ex=0.04, gamma=1.)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE:** at any later moment after burst search we can modify these coefficient using the `Data` methods `update_leakage`, `update_dir_ex` and `update_gamma` respectively. Using these methods all the burst data will be updated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# us-ALEX parameters\n", "\n", "At this point, in `d`, we only have the timestamps (`ph_times_t`) and the detector numbers (`det_t`):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.ph_times_t, d.det_t" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "(array([ 146847, 188045, 294124, ..., 47999470676,\n", " 47999545211, 47999580470], dtype=int64),\n", " array([0, 1, 1, ..., 1, 1, 0], dtype=uint8))" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to define some ALEX parameters: \n", "\n", "- donor and acceptor channels (`det_donor_accept`)\n", "- length of excitation period (`alex_period`)\n", "- donor and acceptor excitation windows (`D_ON` and `A_ON`)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.add(det_donor_accept=(0, 1), alex_period=4000, D_ON=(2850, 580), A_ON=(900, 2580))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have to check the consistency of the alternation histogram to verify whether the parameters are correct:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bpl.plot_alternation_hist(d)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous alternation histogram looks correct, so we can apply the current parameters:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "loader.usalex_apply_period(d)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "#donor: 727351 #acceptor: 1579957 \n", "\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "data_0023uLRpitc_NTP_20dT_0.5GndCl G1.000" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the previous histogram does not look right, you can go back and modify the parameters in the `d.add(...)` cell and re-plot the histogram until it looks fine. Don't forget to apply the parameters with `loader.usalex_apply_period(d)` as a last step.\n", "\n", "> **NOTE:** After applying the ALEX parameters a new array of timestamps containing only photons inside the excitation periods is created (name `d.ph_times_m`). To save memory, by default, the old timestamps array (`d.ph_times_t`) is deleted. Therefore, in the following, when we talk about all-photon selection we always refer to all photons inside the excitation periods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Measurement infos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The entire measurement data is now in the variable `d`. Printing it will give a compact representation containing the file-name and some eventual parameters (only the $\\gamma$-factor in this case):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "data_0023uLRpitc_NTP_20dT_0.5GndCl G1.000" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check the **measurement duration** run:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.time_max()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "599.99475587500001" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background estimation\n", "\n", "As a first step of the analysis we need to estimate the background. The assumption is that the background is a Poisson process and therefore the photon waiting times are exponentially distributed. Since the background can change during the measurement a new estimation is computed every `time_s` seconds (this time is called the *background period*).\n", "\n", "A problem is that in the photon waiting times distribution we have both signal and background. Therefore we need to choose a threshold to discriminate between the exponential tail from the rest.\n", "\n", "Choosing a threshold and fitting the exponential tail are two different problems.\n", "FRETBursts provides several ways to specify the minimum threshold and different functions to fit the exponential tail.\n", "\n", "You can find more info in the documentation for [`calc_bg()` method](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.calc_bg), \n", "the [`background` module](http://fretbursts.readthedocs.org/en/latest/background.html)\n", "and [`exp_fitting` module](http://fretbursts.readthedocs.org/en/latest/background.html#module-fretbursts.fit.exp_fitting)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let start with a standard Maximum Likelihood (ML) background fit with a minimum tail threshold of 500us:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us=500)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Calculating BG rates ... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look how the fit looks with:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d, hist_bg, show_fit=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FUe5RdTomZtzWt0nKyIf4TN5+fAqP9364trOlKIqioGJilLKpmBigZSNr7Gx1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SuujRZ7I+5EJyq23/ixYCEjPoO8xDx6ql00HWwjISaBdRtWjauX0sNPPkyN5dSw0NHQvlKvHH+G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\newPcPScbA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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple thresholds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally, we can specify a threshold for each channel to obtain a better fit:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us=(800, 4000, 1500, 1000, 3000))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Calculating BG rates ... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d, hist_bg, show_fit=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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eeu3EqGUHTAdlB9ND2cS0UPYwDVavXs3YsWMBePrpp1mzZg05OTnl6tu1a1d69+4NwKRJ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U6aPDqdpJQ6p/ZuH7/b2squyh4AVuR6uHttEgkxzoFzxpMUTxPqqclkvF68x6vwVpbRX1WO6eqi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\nfjxu4VNXJ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mCC\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Automatic threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, is possible to let FRETBursts infer the threshold automatically with:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us='auto', F_bg=1.7)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Calculating BG rates ... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "this is the recommended approach." ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d, hist_bg, show_fit=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kvV9pkRYpJWdyY7gobUmy72XOM0opaZO3lxn/uH8nEVIoFIq6QKWTFOWh0klg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\nUNvsY05yC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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Getting the background rates\n", "\n", "The background rates are stored in `Data()` attributes `bg`, `bg_dd`, `bg_ad`, `bg_aa`. These contain all the fitted background rates for each channel and period.\n", "\n", "We can also get the average background for each channel:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.rate_m, d.rate_dd, d.rate_ad, d.rate_da, d.rate_aa" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "([2263.083665751471],\n", " [592.99706058743868],\n", " [1005.1639974718599],\n", " [77.881170869621982],\n", " [589.59903565452544])" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Burst analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First step of burst analysis is the burst search. \n", "\n", "We'll use the sliding-window algorithm on all photons. Note that all-photons here means all the photons selected in the alternation histogram.\n", "An important variation compared to the classical sliding-windows is that the threshold-rate for burst start is computed as a function of the background and it changes when the background changes during the measurement.\n", "\n", "Let perfom a burst search evaluating the photon rate with 10 photons (`m=10`), and selecting a minimum rate 6 times the background rate (F=6) on all photons (default):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.burst_search(L=10, m=10, F=6)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Performing burst search (verbose=False) ..." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Calculating burst periods ..." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Counting D and A ph and calculating FRET ... \n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Applying background correction.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Applying leakage correction.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Applying direct excitation correction.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " [DONE Counting D/A]\n" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous command perfoms the burst search, corrects the bursts sizes for background and spectral leakage,\n", "applies the gamma correction and compute FRET and Stoichiometry. See the \n", "[`burst_search` documentation](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.burst_search) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the resulting FRET histogram like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d, hist_fret);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ugzU5eR+wOv603Q/8u7s3/PRf9RqzOJ1DjYtoB43j20f0geVZwH/F7/kAh3qrnGgi6Rqi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\nRAplTEyIbVdrlvfoE0uAchS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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the pre-defined plots follow this pattern: \n", "call the generic `dplot()` function, passing 2 parameters:\n", "\n", "- the measurement data (`d` in this case) \n", "- the plot function (`hist_fret`)\n", "\n", "In some case we can add other optional parameters to tweak the plot.\n", "\n", "All the plot functions start with `hist_` for histograms, `scatter_` for scatter-plots or `timetrace_` for plots function of measurement time. You can use autocompletion to find all the plot function or you can look in `bursts_plot.py` where all the plot functions are defined." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of `hist_fret` we can use `hist_fret_kde` to add a [KDE](http://en.wikipedia.org/wiki/Kernel_density_estimation) overlay. Also, we can plot a **weighted histogram** by passing an additional parameter `weights`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d, hist_fret, show_kde=True);\n", "dplot(d, hist_fret, show_kde=True, weights='size');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Overwriting the old E_fitter object with the new weights.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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pAY4p31q9eBbRRYpRvkbzgKy/eKny3P7IOMY9PZg54x+nfsynlKlQLcfLTU1J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\nAKkSwQOPPsv3C/YweeFet7fY+MN+iUNrTrxT4K5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HHsjRZRcsWJD333+f2NhYnnjiCf76669sLSfQOQp2mh9nmiNnmiPvaOMkl9q8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\n4Xj762gaqWn+uwiqJwL9ORMRWne+kz6Pv82BPdv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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can experiment with different weighting schema (for all supported weights see `get_weigths()` function in `fret_fit.py`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Burst selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When performing the burst search we specified `L=10` without explaining what it is. *L* is traditionally the minimum size (number of photons) for a burst: smaller bursts will be rejected. By setting L=m (10 in this case) we are deciding to don't discard any burst (because the smallest detected burst has at least *m* counts). \n", "\n", "Selecting the bursts in a second step considering the corrected burst size, results in a more accurate an un-biased selection.\n", "\n", "For example we can select bursts with more than 30 photons (after background, gamma and leakage corrections) and store the result in a new `Data()` variable `ds`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds = Sel(d, select_bursts.size, th1=30)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By defaults the burst size includes donor and acceptor photons during donor excitation. To also add acceptor photons during acceptor excitation (`naa`) we can pass `add_naa=True`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds = Sel(d, select_bursts.size, add_naa=True, th1=30)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the plot functions, all the selection functions are defined in `select_bursts.py` and you can access them typing `select_bursts.` and using TAB for autocompletion. \n", "\n", "> **See also:** \n", "> * [Burst selection](http://fretbursts.readthedocs.org/en/latest/burst_selection.html) in the documentation. \n", "> In particular the function [`select_bursts.size`](http://fretbursts.readthedocs.org/en/latest/burst_selection.html#fretbursts.select_bursts.size) and [`Sel`](http://fretbursts.readthedocs.org/en/latest/burst_selection.html#fretbursts.burstlib.Sel).\n", "\n", "Let's replot the FRET histogram after selection (note that now we are passing `ds` that contains the selected bursts):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_fret);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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u7gnMm3lGsOz6oR3MOh0WX5S+3izbb3SdWeVVh7xi265ll60Z4kUTRzhn+onB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\nTM6zPnnpW7WHJ/c911DZdVv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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note how the histogram is much more defined after the burst selection. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histogram fitting and plotting style\n", "\n", "Under the hood the previous `hist_fret` plot creates a `MultiFitter` object for $E$ values. This object, stored as `ds.E_fitter`, operates on multi-channel data and computes the histogram, KDE and can fit the histogram with a model ([lmfit.Model](http://lmfit.github.io/lmfit-py/model.html)).\n", "\n", "Now, as just an example, we fit the histogram with 3 Gaussian peaks, using the already created `ds.E_fitter` object:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds.E_fitter.fit_histogram(mfit.factory_three_gaussians())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Adding parameter \"p1_fwhm\"\n", " - Adding parameter \"p2_fwhm\"\n", " - Adding parameter \"p3_fwhm\"\n" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_fret, show_model=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EnM5kkYIOEcmLNZ+FJ04aY27xY93vAS1T2f28MWa2v+pOIYe2kyyEiBTGmm8mu1EE37tZ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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bin width can be changed with `binwidth` argument or the full bins can be passed in `bins` (overriding `binwidth`).\n", "\n", "We can customize the appearance of this plot (type `hist_fret?` for the complete set of arguments). \n", "\n", "For example to change from a bar plot to a line-plot we use the `hist_style` argument:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_fret, show_model=True, hist_style='line')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BpXqMefPg55/hsstg2DDnIx4rBW++Cdu2QffuWezc+RqTJk3i1KlT/O9//2P4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\nP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"text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can customize the line-plot, bar-plot, the model plot and the KDE plot by passing dictionaries with matplotlib style. The name of the arguments are:\n", "\n", "- `hist_plot_style`: style fot the histogram line-plot\n", "- `hist_bar_style`: style for the histogram bar-plot\n", "- `model_plot_style`: style for the model plot\n", "- `kde_plot_style`: style for the KDE plot\n", "\n", "Let see an example:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_fret, show_model=True, hist_style='bar', show_kde=True,\n", " kde_plot_style = dict(linewidth=5, color='orange', alpha=0.6),\n", " hist_plot_style = dict(linewidth=3, markersize=8, color='b', alpha=0.6))\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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lS2VSlqqcKBQKhaJa4uPjQ3BwMPHx8ea0LVu2EB4ebu6C2LBhA8HBwXTo0IEh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ivdOt8As4UQY5uP7wU+aysgpZwlpZwopZwKXAk0SCmnnWmYDDjKTj0mz8tzerb0UXPR6j27xbA3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\nJbknD9HUaKGy0Y/qM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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly we can plot the burst size using all photons (type `hist_size?` for all the plot options):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_size, add_naa=True);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rR8uWLZk4caK23CillDruaUETA+6++24SExOZP38+ffr04YYbbmD37t3k5eVx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\n8hU0TU1Nvvskec/PoAXNwMAAqkpdXV1g9U6pvhO/YiwTmfa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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or plot the burst size histogram for the different components:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_size_all);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BRH7BdgUkZ7DX8Tiby0UKOCJSHHu9kZScNsa0ysF9jwdap7L6CWNMRE7tO1k59H2Sj4hI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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE:** The previous plot may generate a benign warning due to the presence of zeroes when switching to log scale. Just ignore it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A scatterplot Size *vs* FRET:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, scatter_fret_nd_na)\n", "xlim(-1, 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ "(-1, 2)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GkWw4i+hK91Z3T+MZvJ1w/44Dfgy816MnhBD9IgsbfMndvzXcsggxlJjZf7r7H/RecnjI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\nGvDjjgsDp7qHknuUSyGwffsiiTiFfda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"text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Study of different populations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can further select only bursts smaller than 300 photons to get rid of eventual aggregates:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds2 = Sel(ds, select_bursts.size, th2=300)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and superimpose the two histograms before and after selection to see the difference:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = dplot(ds2, hist_fret, hist_style='bar', show_kde=True, \n", " hist_bar_style = dict(facecolor='r', alpha=0.5, label='Hist. no large bursts'),\n", " kde_plot_style = dict(lw=3, color='m', label='KDE no large bursts'))\n", "dplot(ds, hist_fret, ax=ax, hist_style='bar', show_kde=True,\n", " hist_bar_style = dict(label='Hist. with large bursts'),\n", " kde_plot_style = dict(lw=3, label='KDE with large bursts'))\n", "plt.legend();" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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QESNGsHbtWgC2bt1Keno6AMOGDWPp0qUAXLp0icDAQC5cuFDqWCklmzZtIjMz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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit and plot peak positions\n", "\n", "We can find the KDE peak position in a range (let say 0.2 ... 0.6):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds.E_fitter.find_kde_max(np.r_[0:1:0.0002], xmin=0.2, xmax=0.6)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and plot it with `show_kde_peak=True`, we also use `show_fit_value=True` to show a box with the fitted value:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_fret, hist_style='line', \n", " show_fit_value=True, \n", " show_kde=True, show_kde_peak=True);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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S8nSXYoPnmDVrFp988gkLFixg+fLlpKWlERoayrhx4+jRo0dmO1cVYvOy7rPP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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of using the KDE, we can use the peak position as fitted from a gaussian model. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds.E_fitter.fit_histogram(mfit.factory_three_gaussians())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Adding parameter \"p1_fwhm\"\n", " - Adding parameter \"p2_fwhm\"\n", " - Adding parameter \"p3_fwhm\"\n" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To select which peak to show we use `fit_from='p1_center'`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist_fret, hist_style='line', \n", " show_fit_value=True, fit_from='p1_center', \n", " show_model=True);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PiRMnuPrqqwvsbRMWFoabmxvXXHNNnrIPPvggR9jJwrZt2wgMDOTOO+/MN+dk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\n+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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The string `'p1_center'` is the name of the parameter of the gaussian fit that we want to show in the text box. To see all the parameters of the models we look in:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds.E_fitter.params" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
p3_amplitudep2_centerp3_centerp1_sigmap1_centerp2_amplitudep2_sigmap3_sigmap1_amplitude
0 0.6282173 0.8298785 0.3561328 0.06488076 0.03559297 0.236329 0.1204 0.1790067 0.1352828
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 43, "text": [ " p3_amplitude p2_center p3_center p1_sigma p1_center p2_amplitude \\\n", "0 0.6282173 0.8298785 0.3561328 0.06488076 0.03559297 0.236329 \n", "\n", " p2_sigma p3_sigma p1_amplitude \n", "0 0.1204 0.1790067 0.1352828 " ] } ], "prompt_number": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ALEX plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a simple E-S scatter plot with `scatter_alex`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, scatter_alex, figsize=(4,4), mew=1, ms=4, mec='black', color='purple')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 44, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ppR7dEOYB4P1Kqb/6OmTZx+d5g4j8hVLqh3YOeX3wvs3f9bSj3d7zKuAOpdRz9X3e0Fzx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"text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the ALEX histogram with a scatterplot overlay using `hist2d_alex`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist2d_alex);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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3DeK3+YtRO9rrMU8GvlhVL9f3eb/GJQ9MulIQkXcSTAWboYQ49sllnv8LCYz7BEKPcvP+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\n8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nJu0VXr9FprWTYHNOWcIEj1v9Yqg6oo6NkZXe+S0C/w65DVEk6zih+98l2qsuZ0BkW1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Pz1ciRPQl1eX5Cs8XQaT2fbRx1wupYxxOoYrFLbV00vDF+vJK+PI12P21wNFfEbbQBw+dJmNU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\nr6VS6kWl1CdMWwL4J8BvKqXqdd1DQEDAaxN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"text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can try get rid of the large donor-only population simply selecting burst with at least 4 photons in the acceptor channel (during acceptor excitation):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ds2 = Sel(ds, select_bursts.naa, th1=4)\n", "dplot(ds2, hist2d_alex);\n", "dplot(ds2, hist_fret);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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69oeBt6jq/zwX52vQ4JECEfkzVf2hh1uOjWC/zd+02tF2j3kG8GRVPVvf5yMaZ5yYdK4g\nIh/BmApmoZg49uAsz38tRk2+EdOjnN3+NZgIrutV9ag1lbwHE32wIyDGYfWRDTYPVfWZ5/HabwS+\ndYPNP62qN52va8/IcV7fkwbnFiKyB5MPc7FhL2duIr7ocNFqGNYE8XFMpNftsxqGiDwKeJKqVjkQ\n+zAqfV9NvHyDBg0aNKjhYdMwzjdU9SfBhKltsP0eTHhtZbp6Iyb/oCGLBg0aNFgHFy1hbBc2QuDt\nmJDMf/nwStOgQYMGOxeXNGGIyNWYiK7PYTKQkw32uzjtdg0aNDgNqnrGoeZngofSnpxvmbaLS3Z4\ncxuf/Y+YQQn/1UZkUUHP0TAM52L6+Z//+Yddhp0oSyNPI8/ZThcKqtm2p52ES4UwFEBEDtrYdjBj\nrlwJPF/WpuCfNgTygQOzuXwPL9I03XqnC4SdJAs08myFRp6dgvwMpp2Di94kpaovq80fwqbdq+p/\nw2T5NmjQoMEFxs4igu3ioieMc4HDhw9vvdMFxLOfvW6tm4cFO0kWaOTZCo08OwWPTMK4aPMwziVE\nRJvn1KDBxQ8RQS+A09uWSNnm/nvPu0zbxaXiwzgrHDx48OEWYQ2CYOckN+8kWaCRZys08uwUND6M\nBg0aNGiwLewsItguGpPUNtCYpBo0uDRw4UxSX916x8n+j9kxJqlGw2jQoEGDC45NS5bsWDQ+jG2g\n8WFsjJ0kCzTybIVGnp2CxofRoEGDBg22hZ1FBNtF48PYBhofRoMGlwYunA/j02ew/1MaH0aDBg0a\nXLp4ZGoYjQ9jG2h8GBtjJ8kCjTxboZFnp6DxYTRo0KBBg21hZxHBdtH4MLaBxofRoMGlgQvnw7jp\nDPZ/1o7xYTQmqQYNGjS44Dg7k5SIvEFE7qmVZfgzu/4nROQWEblDRN4hIq1zKXVDGNtA48PYGDtJ\nFmjk2QqNPDsFZ+3DeDrwA6p6vZ1+SESeD/x74NuArwW6wM+eS6kbH0aDBg0aXHA8dB+GiLQxdX1e\nLSLXAHcCPwP8CPB6VV2x+/0Y0D57WWvXbmzzW6PxYTRocGngwvkw3ncG+z9vjUwi8mjgt4CfVtUv\ni8irgBdjyOEdwLcAlwMfBf6Dqo7PmexNQ7g1GsJo0ODSwIUjjHdtuP2mm27npps+N1n+xV9855Yy\nicgQ6GBI4rlAAvwxcFRVf/pcyA0NYWwL3/AN36A333zzwy3GBEEQMBgMHm4xgJ0lCzTybIVGns1x\n4Qjjz89g/x+c1TCuA56iqu+wywIMgSPAm1T1t+z65wD/j6o+7VzJ3ji9GzRo0OCC46yc3gq8yZqm\nAH4c+DTwJuBFItKxJPI84JPnUupGw9gGdopJ6nzJYN6tBg0aXDgN4+1nsP9LT5NJRF4M/EfABe4D\nXg48CPxn4Afs+luAH1XVcxaK1hDGNvBwEsbsddcsq7KhVKqwDhEIrFk/SxYNeTS4lHHhCOMPz2D/\nlzeJe48kPBx5GKo6IYdqvixLVJXRaERZlhRlaX6Lwkx5Pp3qy0VBWRRrjqnOpfaXmWttFzstjr6R\nZ3M08uwUNGNJNThHqDfYVQNeNeqqOiGDyTaz4+R3DUQmWoVgelDrTVrbXl230TYaNDhf2FlEsF00\nJqlt4EKapCbXsQQwq12UZYmWJaXVDsoZMqnLOSGKmclxnOmv4+CIIHZdNdXu/YLcd4MGOwEXziT1\npjPY///eMSapRsPYoajIoqyZkMqynJqW7O8a81JFHPYcsxqF4zhmcl0cx8G1v+o4OKo4jgOOsVI2\nRNGgwfnEI1PDaAhjG7hQPoz1fBYVSRS1KQxDPM8z/okaiZRluS5h1InCrU+eh2d/q2s7sIY0tjJN\n7bQ4+kaezdHIs1PQEMaOg41Ffhtwm6q+YZ3tzwFei0mp/yzwclUdXVgp12Lil6iRRV4U5HlOnmXk\neU6apmRpSmad2nmeT0ijOr4yRzmWMCYEYSff9/F8n9Lz8FTxPG8SPeU0JqkGDc4zGsLYURCRa4Hf\nBm7EkMHs9r3AHwHfqKpfEZHXAa8DXjG776FDh86ztKc7ukurYeRFQZ5lZFlGmqaGLLKMrJpPU0Mm\nljTqfgyxhOG6riEK38f3fVqtFn6rRctO9SgpscThOA4VVUw0lnXIY6f1Dht5Nkcjz05BQxg7DT8B\n/CFwD7BeN/nZwCdV9St2+S3AZ1iHMM431piiKqd2FS6b54YskoQkSYiThCSOzZQkpElCakmjyPOJ\nWQpMA1+Zn3xLFu12m1a7TbvTMQRTlmsIoSIFAUrHmcRdC2yc81E7vkGDBttBQxg7Cqr6kwAi8u0b\n7HIVcH9t+QFgXkQGs5mR58uHsV74bKVZVDkUlWYRJwlxFBFFEWmaEoxGxFE0IY4syyY5F5VJqq5d\n+K0W7XabTqdDp9Mhz7IJYQBrQmorOKrGn1ELza1QLVc26MrfMdn+MJHHTrOJN/Jsjp0mz4VDQxiP\nNGzUohXn/cr1DO0qfNaGyNYd3BPTU0UW4zFhGJLnOaPhkHEYEkcRcRwbLWOGBBzHwbPaRcuSRdrt\nkvV6E2LBkkt9mshlI6hExJDFDHFUJDHxm8ysr+YbNGgwi4YwHmm4F+PfqHAFcEpVo9kdh8Mhr3nN\na2i1TLXDG2+8kWc84xmTnlGVrbqdZVWdLPf7/cmyliXdbpeiKBiNRuRFgQMkScLYkkIYhoRBMImI\nWllZIRqPGQwGuJ7HscOHKYqCffv3I8DxI0fwXJfLr7oKx3FYXV4m6/dpd7vkRcF4NEJsOG1ZOcqB\nOI5xXZdev4/jOERxjIjQ6/UQEcbjMSJCv9+n2+kwGg7NstU0giBARCb3G4bhtp/P2S4PBoPzev5G\nnotLnptuuokPfehDAJPv+8IgvoDXOne46BP3RORtwO2zUVIisg/jDP9mVb1TRH4F2KeqL1/nHOck\ncW/dpDwb2VSFx1bRUGmaksQxURRNiGI0GhGMRoyGQ0ZBQDAaMQ5DovGYJI7J0nSNhuE6Dr7n0Wq1\n6HQ6dLtdBoMB/cGAwdwcc3NzDObm6A8G9Pp9ur0e7U4Hv9XC832Tr+G6xrdR0zRmEwDFhu2uWdck\nADZ4BOLCJe79+Bns/5Ymce8CQwFE5CDw+7YG7jEReRnwLlso/U5MicPTcK59GHWyKNdxcGdpahzc\n1gwVjceEQTAhDcfzGK6sEIxGhEHAuEYYRZ4z8BMEGGVtlnolTqvFMFogTxI0z9GiQMrSJOthci8E\noDKJ5Tme5+F4niGMGjHUCcJxXZI0pW81EddxjInLbrfP/Jw+u62w02zijTybY6fJc+HQmKR2JFT1\nZbX5Q5hauNXyB4EPXiA5Jr+zeRbFjGaRJgmx1S7GVrsIrUYRDIf4rZbRMoZDwjAkCkPiOCZLEgZe\nTN+LEcBVjz5CS31GUUqQLSI1snAxYyA7gJQlFAVllpGnKZ7v43oeYrPBqYYRcRyklvyX5zmZ7+O6\nLup5uJaEgDWk0YxN1aBBHQ1hXLQ4Z3kYGyXlZZnJtag0izheq1lYU1QwHBKMRqyurpplq2HUTVLi\nJ0RuggNEqUdbhNLzGace6rq4lig8O7mYaCgpCjTPyZMEv902JilLGFJpGVW2uOdNkwB9nyRJTCSW\nKup5eNY5rg+DSWqn9VYbeTbHTpPnwuH8x9acDzSEcQExGVW2Cp215p+8nmcRRcSVZhGGxmcxGjFa\nXTVaxeqqIY7hcKJ5xOMxSZIYzaCVsFzkBJFDGCu754R2S8g1odcLTFY3TH7diiyyjCJJaHU6eK0W\n7ixh2MmxJOH5Pv46CYB+5Tw/wwTABg0uLTQaxkWLs/VhrHF218aIKqosbmuGSiqfhTVDBdZnUZmf\nKg1jadcujh4+zDgMaZVDlJhhlDPwYvb2UlClcKB0Mk6eatH2odtx8IAUSETwK8IoSyTPJ4Tht9u4\nrZYxR1VTRRieh1uRRZUAaCO7ypkEwEkILhhzFtOw3fOZALjTbOKNPJtjp8lz4dAQRoPNMDtceXSc\nMk3Jtb8mImpCFpVmMRySh0cowhGjYU44GtHudBgHAa1yyFJnROqkhKOSPM0ospz5TkF/Dub8guMr\nBXFSTkqxpIAPJKp4qjh5DpYsskq7aLUmZIElCnFdHN/HbbUMWdgEQFU1tTlsZBasbfBde+8Th7nZ\nYbrv7PIOSQBs0OD8oiGMixbnwodRN0dpfBzCu9E0pZR9ZGmLJI6Jx+OJk7vSJvLgMH52mHYeQqyE\no4xjR44QRxG+xuSSUWQZRVawvFpSJAWL3ZKFHrgoZQ5lKpQYq2kOZECqileWE8LI45jMaheO54El\nCap5z8Pxfbx2G7/ToW0TAPOioNfvT4cjYSYj0iYA1sNt10sAnPyqrtl+pgmAO6232sizOXaaPBcO\nDWE02AJriiHZsqmZZqQphjCshjEejYyje3WVfBzQygOicIykCV6eEYUZSRSxGmeEw4LckkWZ55wa\nlqyuKrv7iivCOCpoe6aiXgmUWNIoSzw/QZwx0EKLNqNwgOv7iI14wnVRSxpitQuv3abV7dLp98mz\nzGSMV2VeWUsWlXO/qrsxW8gJmgqADS5VNIRx0eKc5GHUw2r9XeTthFRjsrRFlo4mPozY+jDGQcB4\nNGK4mlImQJbgFgELfszSE6/lC5+5BddNObFaUGQlmudQlmZSZXUEnoDvmHBZMFpOv6+0JKdNxrwP\nc12HQV/Iyw5HVxcIiu6EKHSGMJx2G6/ToR3Hk7GreoMB4ciMCD/J57D3WYUMVyG4a3I5tlEBsMKZ\nkMZOs4k38myOnSbPhUNDGA22wKQiXllSeIsUzpg8D4zjO0lIrVlKo+MQrTAOEsZBQDBKkTxl3o/I\nkoR5idnXj8jbOWlUshwbopCyxCnLSTJePTFvoa8szZUszuW0XJcsz8ljF6+rdB0l0xhJC8JR34wh\n5bqU9lc9D2m1cFot/G6XNEnM6LhFwfziIkVuXv7TyMImALqet1bLqJFCUwGwwaWJhjAuWpwzHwYz\niXtFQWnDaqtIKUlP0imOkusqblaSjGOS8ZgwyBhSEicF6X23sm8uQ4sCCoXCkMVsQl6VY7HQLTiw\nVDLfd5jvF6SJy8kTguQFkgvjUHCcnOUTMVFSoI5DWU0VYVgNw58Z5PCBu+9mbn5+6ruokhHtPXm+\nb7LGLRk4tQTA81EBcKf1Vi95eZKT5re9e93NO+35XDg0hNFgC6xbgtWSRpHn5GlKnmaQpWRpRpbk\npFFEZrO4R1FOx80os5T7jyllXrIyUhxrhqo0iio5zxHBLUtcFShByoKuZ7Z3feh4Dr4DwarDidU2\nyBjfEYaBdxph4Ps4Vd2NoqDnx+DHjFl/aJEsSWjZBMCJhlEjjYogqgTA7VQAnI2oarDDkZyE8O7p\n8gakcWmiIYyLFudyLKm6hlHP+K5II0x8kqDLymrE6iijSFPyJKFIEvpezJ65hMsffx0fu+kWVodG\no6AszaizsEbD8FRZmjPrjh8XfAFdELp+Qc9XOp7DQh9WCoelQU63I4SJQxK7DMcuRUUYrmsIw2oW\n/VbCAId2Oaa/62pOLg+nZGHNa/VBDOuEUf3WKwCulwBYoV4BsHKEb6Zl7DSbeCPP5thp8lw4NITR\nYCPUSqBOV80QR1GYyKk8J4w9gsilzLLJpHnO3CBl0MqN+akokFIRe+66v6IijKWBcvluWOhDFClR\nKKwsgyMQBsbfQSmIlCz1od2BIheK1KPrCaUjrEYepesy185wJGUcKek4J4uMP8KPIsbDobmHWta6\n324bwrBahGNJY2J6qsrFttu0N6oAyDSKSpkONTIxTZmFNfVF6iVqzxUa/8lDRF2jaLSLGZwbwhCR\n5wF/rKoLIuJjylJ/k938AVV99Tm5kEVDGNvAOa/pXcv8pkYaaklD7bhO1S95znwrZdAqkKLk8588\nxGikuFUBpKrCHlNzlAu4CvM9uPIycBSGQ+XUKSWKhH5X0FI4ftzI0u8JnS4cXxY0y9iz1zTQeV5Q\nug57Bw6DgcOJccHxU/MMOsISyr2fv43CWzIakiWLuNIubMa4a30YlaZRDStSlYrtdDom6mqmAqAz\nO0y61TSq7VrlbdSea1VjpFrekDpsvscsznUi4U7rPV9webYgip32fC4czp4wROTxwOuZxpu8BLgG\neDKmCfiKCMG+AAAgAElEQVQnEXmhqr7rrC9m0RDG+cZGvd2aP2NCHKp0JKTjjE14bFFMQmWFEimV\ncKw4WrLUV1ZGTMhCKr8FlXZhfk+cgPkO7F6ApXlIIohDRUzaOeEIgtBh32UFpSrByEERei2lRNBc\nQV36fsFSb+pL2NX22NsTOlnO0bESWu0iiWMzeOF6ZFH5LCrNwtboyGcrAM7W26hyMpiMU39aYz9b\n7na938kzt/tNzrBeAiGnO9mbSoINzh3OjjBEpAe8A/hp4E/t6iHQBzqYtr0FnFYQ7mzQEMY2cFY+\njHV6wRvNtwnot4/SGayy6sNQ1ZifVBGU8VjJMuVJB2/g3ttuxilNwy/AKJiSxeIArthjlo+fgDu+\nCJfvhX4X4jEEIYShMugDCoNewd5FWFyCbrvk2DL2vIIUMAzg6DFBcRhnJWWWUaQFReaydOBx3POZ\nBzCpIgleRRZVAaYqQqpuirLaRafbJa0lAFa+mDWEwdrGWWFCJGtIw2oTQRDQ6/WmIcy1IVlOe+bV\n/2OvUTeBrclKn0k0hO0nEu40G30jz07BWWsYbwV+F1MErsJ7gX8DPIBp2/9WVf/6bC9UR0MYOwG2\nEWtJSNcPaHVX2d1zOWLNTQvdnIVOQZ4pKxkTX8VSHwYdQxhHgCBgTY2L+S4kfTh2FL4SwBWXmfXh\nCOYGsHcXsAtOnMRWdTLToGt+xxEIhrSOHHUJxsrcfEGYOoSxy/EV2OPAyZMJbkvJkgTHahaO5zHo\nFTiOy7joriUMq12kcWxCdO1YVFWDXRVjWo8wXFXUdU3k1AyRVPkfeZ5PQ5cr0qgRSB2nVRFcJ0+k\nkmnNMTTZ5w3OBhsTxk03Rdx008aKgYj8BJCp6ttF5NG1TW8CjgL7gB7wPhH5GVV947mQGBrC2BbO\nuQ9jA6Tawy88BKXj5wzaJdLNccsCR43ZKQzh0E23GI4pjblJWEsUQQDjvvFfzHUhHpj1/a7ZdzCA\nfXvh8ssgTgxh3HMfHF82DW+3C1JCNFaCkeCICQGWUui3oN9Vjq3C/Q+2eOD4rTg25DathkT3POb6\nSq+TITgEYZcg7xjCsBFR7W6XLEnMwIVFYUxRVn7XNtxOzRQ1Mdt5Hm5ZmsitOmHYMGW/1TKlamvV\nDEs7dMl6DvHZjPNJfkg9ofAsKgnutN5zI89Owcb1MJ71rBbPeta0vvgv/uLK7C4vAXoicivG7NS1\n8wvAy1Q1B4Yi8ifAC4CGMB4x2G7Ejt0vyOZIxjFxNmbv3Cp7OjHLp+DUCpw65RCEJWVhHNaUylFM\ngxoExhQ1IYwQoq5Z3r/XJsBZUQZ96HWnl66ODwLoDcy2KDLncFTpD5RSFC0dKM1JyjynSE2lviLP\nwfOY9yIoXIKohVcqkVeAI4SjjDBNWBwApUcQDcjTlDLLoCgmfhhXxEy2hz8hjJp24Jcl6nk4ZTnR\nDlSVUtcOG1/VGinsclkFFtQc4RMTVD03pDZ51knfVBJscO7x0E1SqnpjNS8ijwJuV9XrReQPgB8A\n/tFGTH0v8M9nK2kdDWFsA+e6pvcsXB3S4yiOe4ohwmrcJ8pSOu2CTjsniQruGzuMQtOAPuGGGzjy\n+U8yZzWGMDRkccD6LY5hGv9jwIG9cOUBs9/qChw/aRtKhVNDM9/rGhPVKIAwMDKpPcf8nLJnj9Dt\nGd/G0WMO6pQMowJ14bp/cR133/FZEIddXQXXJUsSjp/wSKISHIdRrCwMYhZ8xfU8lscZ46q2eD0c\neD3CqPsibKPv2gENxXGmhGGJYRzHOCKm5K2dCptsWNc0YKpdVEOSeFUVwVrYr+f7+KqTglBnWklw\np9noG3l2Cs5ZHka9xMyrgN8Skc9jVJi/B371XF0IGsI4/5h1eteggFus0imPoc4yhUQoEOVtxmmL\novAYpx7HV0tG4+k5eh3l8VcrV+01yw8cNWal2aZrFMB838x32pB0Yc8uI1IJLC+zbjWjIFgbSTTo\nKouLoFoyDGE0ElQK5noli4OcvXMJQeJSZKB5TprkZJHLidj6GZyM1BXSyBBGMhZSFeZaCU6aMB7V\nCAObOW79NxOtoBrhtyzximISfSXZshmB11kgz3PSJEHLkjRNyezwJFmeI+lJiqIkk7k1hFGZoDwb\n7tuqnPKtFkW7Tctm0Uu6DL6HdPeBJbUm67zBQ8e5IQxVvRuYt/MrwA+fkxNvgIYwtoGz8mGsQxaV\nf7k+n2mXoIDVtMU4CwnTFsOwTTjscPwkKPlk369++hauuWp6vn4XTgBHT1iNI5iSx+GjZv4yGw5f\nrY/GJoKqWhcE0/MNBlP5SjVaSakwjmWSN4IIg46ycufNaCGsriorQ6EUYXWszPUzVITh2IwdtZw5\nlJng+kKUpexeUhZ9h6VuSFjmRIHgOc5kSJOJKco22JOxt8oSvyjMGFXlEDd9gFKVzD9AwtykLnpS\nVTFMEkhP0kofpChLgnI3CaZH64hMss993zeZ5jaRMM/ziUbiZKfwyqM4vk8pgvQuWxMCvJlZaqf1\nnht5dgqaTO8G62ELDaNwF4icfYTqsVrERMUxSkJKYJT4BJE3qWNREcZqKNx5r3DsuDLXM5FS/a4x\nTY2CtUWMBgPo90yD7wAnlk1Y7SyxUNt/3x7odM1JgjEcOQHDEEqUUSAgyly/pNcRayYCLVxWQmFu\nAAeWlIHN2dDcYdWSxqkVl6X5kp5fkicFbYQ5T3AKIYl8xsNpXkmVf1JPaqwIoygKvFYLT2P83Di4\nkzwmKh1TFz1JiG19kSRJ0GSFTjGkKApWMyEuY5MEaM1RXo0sOp0OuS07W/1/npfhaW4is+yIwNsZ\npqRBg43REMZFi7PyYcwOCTK7GchknpQUJZ6Qw2bT42+4gaOf/yTD0DT+l1vfRUUolVFzMIDHXA1X\n7DcrjhyBUbg+SVTo9aHbM4TR7UC7awhjjeBVsmGp7L/2IA/ecYj9uwr6PROq2+8qYSSMYgfykoW2\nrW/hluxfEBy34OQIDh93cXDJJSdJx+xu53SKIeHqWs2i8mHUndp+nuN4bVzdRVmWxEWLJAnJy5Jg\nODTlbu2UxClO4ZBnJWGeoBqbiKxKu2i1aFdkUdcsrDPcc/t43gGk3cH3liit36Wpz3H22GnyXDg0\nhNFgPWygYejsZMdL2oosFOh2lGuuVqSEu+6FIDKEMQymZCG1c0cxJIkJmx30Ye9uGI+teBiNotsz\njnDFJPB12tBuQ6sFl+01GkoBFCirAayOzPLiKoRjc0f9DuxdMOc9elI5fMIM83FgjyCi4BT0fJc4\ngzLLuP9BhygSWu2CpcUhVwwKWu02h0MIVvdPtYsaWVSE0UtOIp5H6S9RlCVpFpAkCaUIo+GQ8XjM\neDwmGo+J4rhWwyM0z8f6ISrtotPtmpwQOzSJ4zh0nJBCBmStK0hb87huF2/Gcd5gG9hiiPNLEw1h\nXLQ413kYOjM/STqrLVcE0evmOGVBNJ6uGz9wM096lAl9BZN/MR6bvIognDqth4EhlOMnbYgs8Jir\nYGlxY9m6XUMWLRsGHiVmXYkxT/X7Zn4lgOEI/vlDhyY+jxLod8z84WPGjLUwMNnog66ahEAHTiwL\nq6sFrp9xakXYtai0cHC0RIqcOAwJy+HaRLualuEUq5StVVzPI/ViEgakaUqcJOTjY2TjsYn4CkPG\n47ExTdk6HkU1VpUNo620i2pokipaqu/FuE6I5/ah3aZoX2EIq5YEuJ2Q6Z3We35Y6mFsMsT5Tns+\nFwy6cR7GTkZDGA8j6o7viizabkTHN6apbjtj0MlI/IJoXLIcYxPihCqboNeFftvmToynyXmVE3to\n8ysEWBhU2dtwcnm6vm5U6ffNPgqMYyNXocZEpWKywCsCWakRUyX/l++dXldQhiNzhwf2wd5FMQpX\n5ZMA+r2SXX0HXxzCwCFXhygMwHUJhia/YkKodnKLEr8T4vo+kRMQq5KkKWV8Ajd9ADeKKMIWo9XS\naBlRZKKmrLkJmAyx3mq3KYvC5IFUzu92mzyXSYlZKad1yycZ48lJkzzY23ce3owGFz3Kh1uAh4aG\nMLaBc+XDmNUsZn99J2S+tYp2ApZbKaNwfbPU4jUHufsrnyQKjRlprmvMTmId24P+lDTqfo1qvKkq\nuc/B5F/MRkmVGE1laBP59u6BMDKmryrhr983Jqm9TzzIlw4dYt5qGau181QYBYKgzHUUkZJRIGhR\nMOgrvVZJkTnkqcvRkx6enzNoj8gpCDIzjEkVvlo12EXeI8s7eJ5P6ihFOSTJMjQJ2DPfJVy+n3A0\nIBwWhjDimDRNTS6Gzdh2XZfeAFplQpbZkrVVvkZREJcLhDJA3Dl67uJaskhPIumD4Lpm6uzZ8O/f\naTb6LeU51+ajLYY432nP54LhkalgXLyEISLPAV4LtDEDdL1cVUcz+7wQ+C+Yv+8U8G9V9a4LJeN6\npFHW5oeJzzDxicOUlbFDCZwKheMr8JV7BadUFvtw+IRp8JcGpvbFXNdoGjBNxKtQJ40qIgoMySiG\nELr22GFg9i+YahT9gSGLar+OTfrbv2cq/9Bec34Ac30IQmUYCHfeB/N90/AOugWXLZWI4zIM4MhJ\nwfGUxYWChfkcvx0TZSGF64MIXT+h8GICVfI8J8u6uH6JOEOKsiRJU8hGpC0lHkdEAYyDgiiKiJPE\nDJ9e0y7mBsquTkG73SbQNqK90wYfzJ0FCnfe3IyNipr8Xow4XxXyGt/F6WgIY+dARPYCfwR8o6p+\nRUReB7wOeEVtn2p44K9V1btE5JXAm4HvmT3fWfkwNgmrhSlZ+BICsJoucCrOKVmm3844vOIxHrtr\nNIybP/YpFnsmOkowkU+KadBNot3pkVDzdtiQsGaGqkqr9nvmGBXodEwhpVLMeVdqpHGaox6489ZD\na5are1oYwOOvhj2LcOIU3Hm/ogr9rtDvloQxlKWLaM7KEEax4HgFK2OHpSin1XJJJaPTC+l3cto4\n+HlAMi4J8l2ktl64iFind4bkQx4cHieKjR8kDgsSq13kRWE0LcdhvpMz8MHBDGLoOS7Us7yrodir\nCoG1WuQC0N6Der7RLlq7zD1vEDG103rPjTw7BI1Jakfh2cAnVfUrdvktwGeoEQamXQuBygU8xzke\nO95cZfOwWgBPh/Q4Tu6uUCVf7+mP6RQJo2FOWDMtVe9ZRR5ObV4wJqFqMMIwMA33Qt8QgotJ8KtI\nY9A3fHbypNEYFOO/6Fh/SF1mxY5wu8eQxyiC1dBcr6zJtRJM5TMRXYaQ1NrFVBVEGAYwDI3Uw6gE\nJ8exPoqTKy28Vk67G6MiRFGBZCV4KWHSpfRcWkmC53mI41CUJVmWkaQZUghxDCdXc1JbC72ofBeO\nw0InY/9cid9qk5Yd4mwR2vMMbB5GVSa2VQ0NUtX0mKnNQXs3uK75P2sJfGeDSoN5KDjTa697raZC\n3oVDo2HsKFwF3F9bfgCYF5GBqgYAqhqJyKswValOYtrTbzr9VOe4HsYm8CWi7Zan9eJnw2qfeMMN\nfOHmm6HUiT+iGlKjckJXdTH277FkIaYWRqVZHLgMnnCNiYi6+244ftwcOwqgO7B+jBlzVl2LGFqy\neNzBg3zh0CFO1cagAkMch09Cr2NICLAO8MosBauBCf5Vx+RaVKRXiJh7FTGEMS5IkhJFGY8Dcseh\nFccTwmi7ER0JSSKhvecxPPDgF0iTxJBFltFvpagnhFnbjlXl4nsucdkDZ56+zcGopnanMyEPv9I4\nrKYhtWHO61FcGzXYQRAw6PdPa5wnS1WdDXu/9XdlqxyP065ZG1hxIwRBwNxgsPG1LjBRXLI+jEbD\n2FHY6Eub8LqIPB34ZeBaVf2qiPwk8G7gKbMHLS4u8prXvIaWjTW98cYbecYznjF50QPbsq67rEoQ\nBJSqdDodAKIkIc2y6QU6e3H6IawepuMm7L38aoLhIkfvv4XVKOfxT34yWZJw+yc+wXxf+ZonPx7K\nki/cfDMO8OSDB3GAOw8dMoMTHjzIXBey+w/R78DCNQfJErjvnw8RBfDogwfZvQSd/BAL83DN0w/S\nvg+++FFz/FXXHzS+CLv82IMHKYAvHTpEAVx9/UEu2wPL1lT3hIMHUeALdvmJlmCPfOEQQQTXPOUg\nnSvhY393CHS6/ZP/eIiVQPia669HRfjirbciwOOe+lRc1+WuO+5gfqA85muup9VzWXngTsZJwL7H\nPhbX9zlx33302xmPunYPXc/h3i9/mXG+h32XX06e53z5c5+j7yd83dc/AQRuu/0eorRP/8ATabU7\nrBxZpd9uc+WjHkW31yPPc7qdDgsLC3R6PVNm1vfNi1OWk/oc4yjCdRzz/5YlgU1q6fd6Rm0NQ1BT\nLrYsCobDodluiWMchmZoFbschsYcOTcYmOUgMNvt+1Rtr5ZHo9FkWe37hSr96n2z+/d7venxIpPy\ntcPRyGiYc3Mm4KF2fhHZ/H2+yJZvuukmPvShDwFMvu8LgkeohiEXYwKSiLwY+H5VfZ5dfhTwKVXd\nXdvn1Rj/xUvtsgskwD5VXZ45n57Nc1KbcJYXxWSso2g8Jjp1H6PhkBMrOcHJe8hXvszK8jJfPZJz\n/+GA1eVlhisrjIOAZDym50YcWEjRsuTBYyXDYa1+N4b9XWDXAL7mKti7BGkCp5bh5HEYB2afqjLf\nNY+BpV1w6qQZVyqwTu1d1ux0+ITRFHLMlGHW50wd4bPDloAxg4Fh7W/+etg1D1++B+60IbeXW0f7\ngydgJZRp4qLjgOMgtkLfrkWXqy5z8f0WWdkm1S5Z0TM9f9/HdV32zUccWAzw3YwTI5evHmmzHGCi\nnoqCfidn31KO47osx3OkMken36c3N0d/bo7B/LyZFhYY2OX+YEB/MKDX79Ptdul0u7StxuHZ67qz\nVf+qEXWrefs78x6d9rvRVBV1mhxbvUv192qmMNSa6oKV5lM7dnLe2rVnKwrW5bsUYU2L5/UBiIjq\n0TPY/zLOu0zbxcWqYfwd8AYReZyq3gn8GPC+mX0+DvyEiOxT1WPA84C7ZsnifMHJTuGnD9DKAzxt\nk2qfoFhiJS0YZyEQbBiGWzdTLQ6m/or1KE0wEVPeHjjJlFTGAdzzVVg+bvaLrRmr7hCvJqlN1H7X\nk2vBDrMugCPQbUG7Zcjr6EnjSB9F5hdgoa+shNY8UpbTQQ+BMociN2NLLQcOSeaye6HALVyiuMNC\nX3GyhNXVgjCGI8uwEhoHd2GT7IYZgBmuPMGn03dpeR5t36ddDQlSTZ0O7XabduXDmDVHWTOOqlLY\nCoETgqgSC2sN+LqEsY3qfhPnevWs7SgA04c+JYY1lQVnCkXVOzmnkVLtumvkY2MHfoNziMYktXOg\nqsdE5GXAu0SkBdwJ/IiIHAR+X1WvV9WP2uipD4tIhmlPn7ve+c53PYwKSdknKkKML96g7ss4FQpZ\nJjzhuhtYvusQuwY6GUfqKFPSWA1M0t3yitEe5rvmj96/12Rie1it46ghCsGsKzHLy0C3P/WLuEwd\n7E5tXjHmpc9bU1iFan40hnuPQpKarPT9u+DAbjOUSFUBsLrLlXDaU6/IY2VoesOeVxKlObvmxyy1\nwfVcTsYJUeDgDhLSSLn/SJthWHLVtdfyldtuMw2obRDD0Mdru7R7ZkRc33XxXUMcLTukeX2adXY7\ntpGdJBAWU3tC1VBPKvvZxrsijTTLaPn+pOGvzlWv7rfm13FwbMY5dgh1sYECMPVbVFnv9WuXM3JM\ntJwaUSRJQr/fx3EcdPZaXHjt4pL1YTxCTVIXJWEAqOoHgQ/OrD4EXF/b562YYurnU5B1e/6lv2TG\nKPKGZJJj4pem6LdSinbGkLVaxalQGMVrx52a69p8B0sYV1wGVx0wDf3KSThxwtTF2L/bDB9iak9A\nFhpNo/peAxvx5GEc5Z1aRneJMVflwHJgIqYKptpI1WEaBXDYrh8GZgTd4yeNjFW4b117Ufu7NFAU\nZSV0zMCDFqtD8NwC100pEiFPQXOXLC5wRMiSDBTyqKAjsNiN6LkRw7FpBOfmBdeHWFtT850dR8p1\nHLzafEUOlXO7atzN32iIoahFRE0a6PgEWhRk7sJkRN2qt1+UJVmSrKlXPikDW5+qMF7Pm2gmDkxI\nY00CaI0squqCVVZ6VSiqThr1ErR5npOl6eRa1Vkn12JiljE1QKCJmDofaAjj4sX5quldeovkrgAn\n15BK14+Z649pFwnDYb4mY1uB2265BYBTASza2t39rsm1GM9ENlVZ3D4Qd2E0NI1DNjYks9CfJuq5\nmAa/MluBmfeY+jZyzHFtSyb3f+HQxJRVyVcNsV5FcIWBMZ0dZ2raGgZMssM9TL0OFXDEDG5YaRmm\ntKyZX111cUpwpCSMlIW+Mlwx5NJxMvYsFvRWP86j9wp3HW6B43DZvOD6SopD7vjGlGSnyYi4NdNO\nvbLfmh681SrqZFEUBRqfgPE9FEVB4lxGysCst+eqGvqtqvtVk6pOqvvBtCGfmMNgIl9FEPXKgnmW\nTdbPEkZFEmma4nkepSpedT1MfZDJe5Muw/ie6Yt0nkjjktQuoDFJNdgA1qSwpct8C1PAfK8kc5WT\nK1O/QQmshLBgcyyq9fcfNQThActHTZX4cQBJHw7fbzSLfXvhyitM453EJuTWxRyXBrCKIYckmJJG\n9bJUZiqprZ91fM8mB46DtT4RH4iCaX6HZ4/1VfGRSZEmgUn1PSlLhqdsL11KVlPQTCed791zBVoo\nWgiaZ4jrQSH0ezDfdigkYlh0KPMeZZ5TZplpYNOUvJqqdVlG4fvkVSlYwLGaT6lqGuc8p4zGyHhM\nnueMdUikppZ4aQczVNU12oVbq+5XFW3ybQ5INax6/X2QunZh36OyRlh5lpnKglV1wUp+SxqVSaoi\nC8/z8G1VQb+myYklqSoSrB4y3HgzzgMaDePixdmOJbWt+KqayWGcdUjDHqvDhNUoZ75XsKtTkqcl\nfb/ksmueysc/arSeU7Yh9jCNchUY+KAlijbmg58fWOc3Jtpp1y64/ErIEzh8LwxPQGbJQTAmrILp\n0CKJ9W0UGJNUdwCPvhquetZB/v6vDq1JKqxQkUNFFAuDqdZRRxwYBxJAHAotjP9BLUlUpDsxERXF\nxBE8XDH7zfWVo0cVb98N3HXPpxlFyvx8Thi6JJnH/Dz43ZwyzyhIyW2eRhbHJK0WfrtN308o/YSk\ncnS77tQkZcNqFSa9+izLSBOfIl0gTRPGGWTZihkm3ZqGut0u0Xg8KdY0W90va7dp12pwzA5PIiJG\ny7BylNaHskYGW12wqjBYJ43KgV0VivJbLdqt1hpyqq5ZzZeOg2Mz2AXQ1q4Nc4nOJtkQLmEfRqNh\nNFgX20zcm/3kgrTFMPHXrJvrKl1f2b1ohg1fHVpnuDU5tdg4UqruN+j37BAgbePLqEJyKxNRqw+P\nfdL0XFWZ1xaWbAZw9dXwhMfDwuNgeBd86o7TQ2tnI64O2HDaE0xJo9o/s36Sdo0sJvdSOW7t85xt\npOb7yr4lG0KqJRQF8x1l/5KD48KJkRKn4HWFzFHa/YQ0jnF9H9f3cTyPfivFa2d4UY/CcYhl/xr/\nRVEUhjAmY1llphRsHBPHkMRKkqyYhMEswytWKIuSbO4AwXA4IQx/prpfp9s15i7bsE8imGpRU+Z2\nLWFUmoU1P6VpamWISaKI2A6FktnBFrUsEcfBs0O5d3q9SeZ7vbZ5HY6qMYP5S+Y/qIaEn7xQDz3Z\nsIFFo2FcvDjbmt6T8MuHiNWxSzx26LgOPV9Y/dwta3wai4OphlFHpVm07HwUwULP5F7Mz4OUUMTT\nEW47dniQud2w/4CJbprvmQa+P4DFPeB3zThTc0vG/+GdPMRlS7B7YPwSlYlp/x6j0ThihhmJI+tM\n70HeN2avNY+pNvX7hiyG4dRuX5HGGo3NahmiiqPQ7SrZfTdzYJdDGCv9ltIfKFGacWzUws9K/G5i\nIpI8z2gQ1uQ09n1iP0MQCkJyO7ZX5a+osspVddKrT+J4bWW/KCKJY9xihb6eQLXk2PIySdnDdV0G\nfkLh+8StXXQ6nemQJZYsnBkHeD2zvIrSKoti4quoNIvYXj+2Q7lPxs/Kc7QsaTshnusRt3eTpSmd\nbteY/FgbLl3dr2sjqE7LB5khba1FcE3Cf+37vl2t45LULqAhjAYbYBsaxlYfmAKnxg5p7DBoCWUB\npwLBQVkYwBV7zB8Z9SEJ1/oG9u0xJOEr+GLqf8/PQ38O8hhOHYMsmmoBrZ4ZLkTENPaVX6Nlf33M\nux4sw72A34bhMuzum22jwJjBfIxvRQTysRl3qgV4XVjsQjFYO5LuhCwGcNXVZt3d9yqjyuFf0zqq\n6cC+khJ48KhwvFT6AzMmlkiJqLB7QVlaVKI4YxwnjFMbPmqnaugRc745FJ9+0cIrlJ7Ng6mcy57v\nI45DacetSpOEKIomVf2q3ziO8fIVCncVLUtWk5K4SJjzE5z+GDf3SdKUMNs9abQdkYl/wbMhvYXn\n4RSFIQzbKFeazhqysKQ1DkPGYWhksKSR5zm+jmh5p1DPs9rP3ompyjz4WvRVWeKVJWUt72RNgh/r\nJ/zVExilRuJnY6q66NGYpC5enI88jNOS4NYhlWrbYq+gQ8nR2GRGf+1TDnLq5pvX7DvomYY47hp/\nQFJL5DuwHzy1eRcRpB3IUigy8013OuDY7zuPIFRI9pp3etCF/ZfZbO8Ilk8Yk9XibghOwWVPOcjc\nqomUmu+afJAggKwPWWzOm0fG5JQDedcQx2LfEEtFGv2Byf3o9WDfopE9j0xk1TBgQhaVc33fZfC4\nx5p5V5UHjkIYCNd+8w3c85lbGAyg6yttD3rtgjLPKbK0RhD2XDot0gRzJEVOvxzRlpBc+4yLfVPC\nEKFUNdqFzdYPbUMd1hrrNE05RYmWyvxlexk9+CDSzuhJQsv3iZ0QKboTJ7hvCznlrZZxurdaeEWB\nWxSUVqsRpuaorEYW8XhMFIaMg4AwDAmDgHg8NtUHs4wWAW4rwPM8Em/EXGcP4Wh0OmFY30hZFBP/\nTRcfgI0AACAASURBVJXYVyeI+rrJCL6zyYZnQBqXrA+j0TAanCvUP7H5bs6iXxB3StJEOb6ydp+V\nwIyyGPVhqTuNNlJsAaSrYddu0+M/eRQeuM9oFi5GkxgsgDMP4yEk46kAw+Pgto2Z6oorzfzKKVPq\nNQ9tw98zJq08mmofbaA9ML+5rQBYOd+zAEYY89eC1TSSvrnk4i5YWDK1xzUxN7DYhdYec3ylaVS5\nJy3MvbbaMNcz1y51OlTKOIQHjwgrQ+XuI1DmOT0fgsQ6joGiyqWYyczuuBGun+E6fZM1nu3Ba7Wm\nI+OmKXEcM7aEUTXUVTnYLE05Zc1B/tyYcDQiiTxa5LTbLpEDu91lJEvJsrZxUtuhTGZzKqrIpco0\nlmcZSZqSRNFEswnDkCAICEcjgiCYEFdVozz0HfyWi/o5Xn9MkWWGhKp7tmTRznPy2tDu9czzejb6\nesmGsk4CoM68yw1qaAjj4sXZ+jBmsdlHNKt5rPd7+y23rBmuY9XmOoytvyIKpg7wIII0tRFPkWl4\nkwDSMezdDYuLpv5FbEu3ztnxp4JTNvM7hv4u6LVNY1+ZnfI+/G/23i1WluzM8/qtuEdk5GXfz6l7\nuVxul912T9l71NPDuDVIAw8goQYJ8QACBoQG0cMDQkLQLwghoZYYeEEwjUAIpBHwwAPSSPSoZx5M\n96AZ2uny3XWxy1Wuc06ds+87M+N+WYuHb0Vm7l1lU+6q7nGfOksK5c7ckZmRkRnrW9////3/X1PC\nwz+Y3yipDYD9/aHyRmCwiYWgqgy6TIjzo10JRk0lnyuMbKltKep0g2QxnuU8Qvu+kXXSvTqBswTu\nPAXjSHgcjRgu3tkTG5KfvgdaORhHc3jYgavRC0NWS1YxCls801Jl8rdTNxQrReL5VH6PMtD4K2jD\nG5BU07brgJFtrezLosDTS1TTUJYuxhh+/PrreK7LTgqeafHomXjnpI5HomqMHqH1aCO0s5qPIWgA\n6O4Kow2tM1l7kQ2ZRT4ECrvlq9U6cK0DhuMQ+BDFSy70klE6ItNHwgfZdrl929I1jXh0bQWMtYhx\nS2x4m2txPU+Icn5xAeCnMruAJ5DUk/Gzx89lMLYrTG79SwHL0qPMXcrCYZmrtTp6+P/2cxa3qqXS\nFB6ewWvflS/6wTt25Q+cngjfgZGL/OweJCN5wdqS1KVtERtEkAGrSyGrJ6lAVRqo8putYEfpprS3\nLoQkDxIxO9k5kgqtuoBAyWYMjKWCk+wKygvIT2TfsZj7EuxBEUupb2CJeR/JYFwD+ztwfSmW665F\nQQbBn2EQ4gns1Hc9fdMwint2Ewc36KjpmHghoarIa8XV1R4OPnHtQtgTNst1wOi1pmkaqrqmKIoN\nd5DnuP2CSbCg8zuqIiCrfaaJxnc9dB9udBlb1UlGWV5g67ey1ll0HdQXuPV94U7cI6o+obLcSZ5l\nZKsVq9WKbLlcB40hw2jbdl0OHAQBvlnhBy1uldBqTTYEi66jrWuCMNzYogywlA0Wri0UWDeYGsSG\nnidE+bbYcOvz8GckAPxzNz6hDEMp9VvA/2KMmVoD1f8a6QfkAX/Lull8YuNJwPgI4+NwGGb7dssH\naHv4ZknAhgFWwNiv0WGLijuKHJaFsw4QX/7qV/n+N75xo2T1RqULm2ZHPrAsJDhEqXAHbW7FeRnE\nlwLh9IiNR2ltrCobBCK7AGzsa2y74jrAU68e8+4fbbrutRks2QQz3waDowN49gVIJ3B9DvkV9KXo\nQe4+D1EC12dwGkllVhgLQV9Vcmx+ItCTMZIpBQg0ll9L4GpyyZziV4+59+05DoaDA0WP5tGF4uTU\nQaueZSVMft9JL3GQqtGukt4iTZ8TK0W1SiibgChZ0tnufqhNd7+6rim2SO+qKPBMSWtqgZM6xcjr\n+dUvvMTl+z9h0YZclSmxk+A4+/jaBSYE7myj+djiAdZK8rZF2xLZipK8MwJF5fk6QKwWi02GkWWU\neU5VVesMw3Uc/NSAB+H4sxSLExpviduE9G1LW9c0UbR24x0CRqhyHNfF+DtCytsg4VuxoR8E6CC4\n+Xv2PAmEgw+W/b3/rHLbTy2H8QlkGEqpl4G/xeby/xvAS8AXgQnwj5RSrxljvvEzXuIXHk8Cxp/1\n2AoaxhjcfkHUnzBSC0L7tSdeyWRUsuPmFFHFxVVHVWjOq5tiOOAGNHVjlWpv41gIcX9PsoI0hNUV\nnNyTYOJajyd3T4LC4txOvOkWDKY27zUEKM+WyzqWvxjeF6C3sS9Nhd9wEGhq4Bd0JcEijiAOIfBt\nhVYAO1PJPOoCqmtYWEXf7tPgR1DVUqGlM+FKfCSAtDa7aksoVxCNIY0MvQJlIMvkbxypEFpeu4K7\n+y5lZyhqTRhpwlHB4bgiJCYvNWU7o6trWUFvdferLI9RluW6KmlV95S5g9aQNQ47I21de8UKpCbF\nUylpEKDdMdqdrCfhbc5gMDgUoj/FcECrG/LWpyozIdmzbJ1ZrGx2ka9Wa/K9sVVSI79mHPekSkHr\ns8o6Ts+BoGU0WqwDRj3Yt9sMIvIqHPcSx3FovbvoYFc0JGEoWxTJMeqbM9+2VbqjFAS7m8XMk+xi\nM5qP9/StFtP/AfC/2of/ReD3jDEauFZK/e/AvwY8CRh/luNPwmFsV6Hctpy+YUM9+BlpTaBKYqek\nWitwrSUGIqYaJuzXv/nNG7bjH5ZhXGeik3CUwDSTRFbqQz8Lyyuve10MfwcjCK2/lALqUmxDQCCr\nZATTXeE6ltdQXcx5/kW4OhPuBCCxwabKBIpKUskA7pcQJ0KoO8Der0iFVnYGi1PIL+V1dQFUNqs5\ngSCVIBJHUF4LrHb3CPaegf1nYGkJ+2UO2RtzyYCMfPahWmfYtjO95QJcv8f1G5ZXiiD22FMlXSkk\nbt2FBFGL6QNyM9oEjK6jtrBUZRXWra1KWpQGlIPjGvI64PXX7xNGKcYfMRrs1G1Xv6Gzn78VNIYy\nbD3ARX1P24bUNZSFEOsDuZ0tlzfgqNxCY1VZ0tQ1sVcxiUtSV+N0LlWX8Pr3Xqd3ZyTxNbppaKtq\nnV34WwEj8SpMuMRxHGonxATgh+H6uKMtNfswbijUsaI+x5G+51vl5dvZxqcyu4BPIsP474HfA767\n9dgzwL2t+w+AL3/sd9oaTwLGJzy20/PbQeKGBbUlNhs1JueAui/xuWLqX3Np4DyL0GVAvvI5uepZ\nFs4N/gJuZhZD0BigoTSVSb+zEM6jc/myd0bCO9R2Ra7Z+E6ltvd3nMiEW5UCUxW5BIooFqhosivZ\nwHQHnn8Z/ADefxvee0uOYWdfDmapLLwWg4rFfqTIZfJ3gMkUpjNYnMDyvgSVUSxkd2vLe7VVn1NA\na4BSXi/Zg3i68bIaJ/J5W/v5WwRC65DAadBcZ0p6bmwplYf0KR0ZPNewuB4xjsCrFB0Z03CJp33q\nekzRhhIw+l5gqaahbpq1SC7xa4wrKv3pyOAHDlU3wiElCQKZaLeCxdCUyQ+CD2QYg6ivbdu1QHDI\nLNZQ1BZvkWfZWodRVxVt0+D4FY3fcN0oJklLq+H0OiKKlmjrodVWFc2t7MJ1XVaeRxYaHFeh3Ro/\nvCSwyvQ2SaSaa+BkhrLbLe3GMG6Q4PZ8/6Livsdy/BwO4+vfke1nDaXUvwe0xpj/WSn1wta/nA/Z\n/ROtx3oSMD7C+Kgcxs8KFlpr+m130a2t7zqqPqbS0Q2HVKM1sd8zmrQUec8ZdpIdGV7+0qv88R/O\nPxAsZnZlv12CCnCZb7rtLbNNgNCIL9T2/dCWwZaVwFNVtvkVRvFWkLIQU/LZY/yLOXG0UZR7NlD4\nyCrfGwJECmFij1fZH9+Q7hQQKhEYxqE0XvLZwFOBEiiLAtI92aev4Gohhop5Duk+zH71mIuvC6fi\nKasliSQ7AXHCNfb7UVqj+p7JyHA06UnHHY1ucQnxTA99T5s7dJ5HVRiKJqA3Rjondh1N29J0HW3X\nEQc1B6MW5SgmXc9s7OGHivTZz/Dw/StpzLS1Qg8ttJP4FZGjcN10Eyws1NN1nVRE2WBB9jYqz1gt\nok12MVRG5fkaHhvsSYpVR1X0PL3bMpkZPKdmcvcVvve9B+hG/LSasiS03IW/Xfnkuiwtb+EHHUEY\nEsYx7Wi09soasuNt+/RB3Lc91iW3HyLuy/L805ll/Jxp/K/+qmzD+M/+zgd2+TeARCn1LeSyi+3f\n94GntvZ7mpsZx8ceTwLGJzRuQFD2/tBMZ11Xbx1OB0fUrm1p7YRTtBFlNeaqbFjVBdpoEr8liVqq\nacflRU/nGe5MDQdT6R+xXG0CxiyV1qcK6UdxbeEhhVQxDW62N0Rrt+5fZRBZ6/LOyFweppsOfQrY\nPRDtQzqG6wpWF1D/CE7eFjLdAQobILQl2gNH4CVdgD/ayoYaWD2Eq5+AsWR7cwWFI3xFHEP8lAgA\n3VBKcGtAlUAk1VsdcsXoDPoR6Fp+1E8/C8kOFLXsk5XShtZDqpAGf6SnDjXj1GFv4rA361gWmlpr\n6kqzyB1WmYtyIW8rDJVAen1PawN+2/d0WqNVB30HeMLzKIXruNKwyRLFwdbmBwGxWzJSKwIToHWE\nMXtrX6lBoFdXFWWe42Rvk9Tfx2srzqoZ2dITKCrLKLY0IJFTAA15Jb+7i8qQej3dTodxHbq6ocoy\ndBCIAWMQ0GxlFrd7dHi+v4aiIkuk91ZjAmxEe7dsTGCTDa/5NqU+YHXyUXzWHsvxMSApY8yvD38r\naT/9fWPMq0qpvwn8W0qpvwuMgX8FIcI/sfEkYHyE8YtwGEOw2IafhkCxdha1UEZt8e+maWjallXt\nsyo9+q5jWbho45G6DllpwSaLw9/7wTc/tH2qQiClyUgqoK62+lJsB4bbfbiHx0epQDlZKUEiHAlE\n5CKVT0Um0FRXQ2GgvILT35/T2KorfytQAIzHcPAcpDMoruG6hObCvu6u8Bf1EkwJu3ekBLc6EzK9\nS4BdGN8RjYbRIjSMYqmwqq/AsfqQ/V35nNGu6DCmo5vVXMaI0t0FPGPWau+nDnteftEhinuiqMdx\nXE5zl4ulpmx78qYW22+nA6dBKyUZhjF0Wnq098bQG8OiUejewfVdKh3SKZ+4j7n4yUPSyeRG/4tN\nyepm4jS6x3SdfC9DdlFV0vs9z1F5htuKwWCxcskWjmQWNliUZUmocvaigs7rqHK4ttzTT94H3YLj\nKk4X38H3PBK3FOFkHZLl0bpP+QCNua7LZGRQvk+Zp4RxTFPXYum+bS3CTe5ifR0Yg29Fga4xmKFE\nF27oNEafxuwCPkmgaECiAf42UiX1HWQd9XvGmD/6xN6JJwHjExnbbTNvBIst2GltWGctqAdn0aqq\nqO3W1DWN7W3QdR33Fz5eF1CVPYuso2/AtIKzTEcwS6T3hUKgpulIKqKGZkpDk6JtmGp7PTdON30p\nBnNBD+hsBVSTywQ9s5zlErlfVzJpX9zbVD55FqJybNBwlHAik5nNBBzJNNpCnhC4WKIBdg5h53nJ\nZlb34OotaE+t1iIGz3q0awNRAMERnL8L+X0IdyXgjBNIdySbuL6E83vShrZF/Kt65AoaNCrGTmSu\n0SQ+RB7UnaLMNCcPNcptwdXguhjrO9XbgDEEjd4Ykliu/EXlsco83EARRIa88tFeQBKqnzmh1qQU\nxsfTPvQJjq7XFVKDmnyw/chWMasmpsh67p25FJkEizLPqSxv4XgVrS8luH1r6Fshmo1SvPNQ4Tng\nuRXjseK5Wc/hFK5zn/fOYvLc33QddBwmI0My6nGNR1NXZM1EFOJbweIGFHXr821fD8O5xpW2XB8q\n7vu08RmfkHDPGPMuUkKLMaZHqqb+1MaTgPERxkfhMG5UQG0Fi6HBzdqG2tbu3zCtG4LHUHFjA0bf\n96xyRVNsvJQWueI3/+mvMM7mjAJ4PYHX37FBIRdCeBiTdGMpDhI0tv+3bwPEBeLjFFp3Wc9AEkGb\nSEXUzqFwAA6yTxhCX8hzDv7iMdUP5uRD2awSaCpJ4eAZyS6aFbTXQAWhC6qS+6qG6gKSXYgmknm0\niWQqg0p8yBK6CupLCGfgTeW4+gKyexsaJIjBe+UY/d35urS3Q7QlHVJ6u5uCwbDKFZcnDu+i2duH\nO0cOOIZq1eNYwdsoajFKsSw9tFJoIEk0UdyzyBU9cDjWGCUK8KxVmL4nDRvCQLr73X3uORaXlzfs\nPtbW5HVNToinPdy+lKWizUhba/9R2IChi1OquqQqK9ympMpq6jynLgqasqSta4q2o8rlPa5WrG0/\nsKR0rxS/8qUvcfb2t+kaTdcaAtXhm546D27YfwRAFRvGI4XTaopG3cgsBq5iDTMNBoS3roPhuliP\nW+K+LMtIx+OPdB0+VuOJNciTMRjZDQT3psmOZBXl4P9j/YeyLBNrhy1YoaoqgaosvzEKGwLdcVlu\nfH9AoJidsVhsPDwTCGqx1WNisdUCFTYwFMjFntjS2aoU3iKIoVdQlKKwvnNHgkYcQBgIDFUVoq5O\noptkuwPMDqS6qi+hVBCPYTyT4NJcgO/CeCKTfJBKRqMAdyyaD8+x9xX4Dvhjeb0glg9UX0B/LhVe\n4xgmh/J495YEAoDlexDtCZ8xS2G0LxnGidWW7NksygBnypBlcHXiUOcWNlGKaqVx+p4k7tkfg3YU\nfdezzBVHh5qn7/YEIZwvFI8uHUwvZ1e6/HXcOex5er+lVQ7LLpSFg+2G1zQNXlXh2JW21pq+bfE8\nbz2BDsrrxvbaGDKMvlwS9BIgqlxT5zVNUdCWJV1V0TcNfddxVfT0drJea36QElet5Bivrzre7BT5\nviaNDXtJj25qHl7464zhvHbZG3W4scI1Bs9mXz+z94X9bQ683boq8HbAgBvivrWw9dOWZTwJGI/v\n+HkcxjYcNayutpvctJavqCwevbZ0GLbBvC7PKcqSqq6pbavNJGjYi1q6qKetNdcLec8//Aff4osv\nwJ0dmeAnI4GfYBM0pjZYvH8u95fZBuwcWxtwrWBlLUDGMawKcaOtLLTlKGuBXouiusjlB1NXAkHV\nOZx+fc7OIew9ZYPDEpxKAkN1akV8LUz3BIXoa6luikdyPNqVyinVghsIX5Gk4jkVWTPFvpbsw5QC\nk3lYT6kaspEEjGGqqb41J8IKAZHHY0QnFdpN29vGfm9tpnj4nsEoQ5kbxmlHEgFakYSG1O/RgWJ/\nbJiNNBoDncNq6bJYycS3rDTTacvBWDGLNau24rJqeffNN4nHY9y6xikKhh4eA6nt+z7e4AxrzA2r\njmb4zeQ5RdZiaihyw9VlQ1uWtFVFV9f0TYNuW0zXYfp+3at86MUCrFf2b3zjG7hKcX2tmASGg7Fh\nFIHpHJaLnlXhkI5lsTGLDdPQoSihqTwavA9mFmyR3Nsao+12s9wMLtvw1Wg0WgeLT1XQeOIl9ekd\n20FjTXQPfQtsHf3Q5CbPczKbXWwHje0Mo2ka2q5DGRFGiSOSFaHZ1P/1dxzyXPPUrkzu01SCheIm\nFPXgfPO4sf8bj+TvzPapGCqgfKSMtsgkiMxGwg0ECEw125cMYlgWKiSo7D4Fs6eAFlQDas9WO70P\ns+dhegThBFwf6Cxhbc9dt5DX6K+gtD1gPUfex9QCX/kRJIeQHEH5SPbVU6ABVUjFFiPA6jAcZYW0\nlQQ1k0OixEqkwAoYc+nup5GJql1JAJ2mPbt7AjehDUor0hC0NhSZ4mFvWFWGB2eGZaFl1e6A8TRG\nQ5a7OC5cVQ5XtXT3G/plGySr6GwG4fs+46DB82oqk9D0MaYXK/ZuaLlqfxdlnlPkDUXeCARVlvR1\njW4ajA0W9FIKrLYyUTWUvZpN+9fpSPqopIGC3lAWooTXrSYNFIcTONyF2UjRdwrdKtrap9HuJmDY\n73+dxQxQ7FAZuC1O/TkEuRrEfWz4jPXjj/N4kmE8vuMjcxjwoRnGYFZ3G5LSxSmmyiiKlnIgwC0U\n1fU9RaloSpe+6VkUBqWkv/UrX/0qb87nrApFlgAYlILZeIMYDAFifWEjMM3dfZmsV6VkDPmWPsNj\nI+Yb7o+tWM9TkjUYJCMYen/v/sYxQTfHVVCtRCsxuSMlru0Sdp6F9ClwrDed0mLbQWtt0h15w/Ya\ndAneGJIDy10oy6lEVu2dQr+QgNOcWnuRFJwYjIXUuheP6b4xh1h4iz6XIDIo2n0l12qL3GoMoXW6\nXWVSReVqmWSzwmA0OPRUmSLLDPHIcJ0r8szgKBEBjkcG48Ji6aMcOFk6FFrhRzXPv/IKD+/dQxtD\n5FVoFbFqJlRBwCTqiMeXjCko2hGrYp+qDtB9T6CX9E1DvjJiPWK3tijoPiRYqL5H9T3OsLqXH+Xa\nJWAo9T3+p16luv9NxrH0SD+/UBSlIcsNq1zIbjpFngPGQbkOuu3ZH5Vc5KL8X5sl2gk+9ko6pyC7\nFSg2P0Z1s2+GXfR4QF4UTMbjDxX3yZ+PaeB4EjCejG1F9zbBOVRHDd5DZVliqnNCfYKmwO0Vdd1t\nKqSs5YIGFqVL33oox8hFZcy65n1ZKJwLzTQxTGwJLMD7Z/DwnHVPjA+75Fb5TX2G3rodSmwHIhzE\ncjzAZhyh/HDikXhFrS4ksygeCf8w2ZVJ3unkcVNZiUIPTiD+VU4EqpPN1Lbs04HRAeBblXcGrgN6\nIboQAHMNlHKMXizH0NvIqCvol+JvFYzkOdNUAk+WgWd5jd7Y/h0jMTXURkp6Ly4NpyewAHqMXNPG\nsLJdDKPUMA4hDg0YxVWmpHR410G7YK4drpcO01lHEpbktaJpGsqiIPIqEgyeDriuKoosgbgn00u8\nuCKre1ZLl6LyiJ2CUbDE6TpM5VCuDD4Zfl+xKiX7GIIFQ7DQWizGtWYyErxjkakb/l+OkVa2Uh0G\nZWk4OxssZwyuln2KAk7OpAhgMjakY43jdcROhUJJ3xQbFBK/IuwdgnZFnVkH3O2AMajAb8FYA0Q2\nFAM4w+96yF62YK7HMmg8gaQe3/GRdBhb6fd20OgGDYbNNAYys60rdGN1Ga1D28p+2q4OzbAac12c\nbTxYKd76znfE3VRrFIY0cUgjDQqyXK7FxWqTYQy3y2xDVK+2FNxm63awFdnfF1hibHUPIMFj6GHR\nWD6h/odz3CMInU2JbbsAWmgeQtWCvgK9Eu+5cF+sRLwYnCl4vug2euGBCXYkmLCC0kgllT8FZfkP\nVwmf4e5sGjcNc5AB+h/NxcL9HJwR7O0Jf3J6T7KKEMlEDg5hdkdKdqtGgoijJOhmhVzPh89AUQhE\n5xuDb8QyxbCZdJVBPL+0hr4njRQHU43yNH0Gb7z2Gm4Ysp9q6AxFE5GVUPUNxcqlWMA49KgbKOoM\nZQy9V+LHObrrKFcObtsyTXJa01I4mqLuPxgstAatmY20wJFGsqXhOx+27//RnGePpNmWq6U0O7UK\nfnOgSWLIS0WRGxYrQ1bAtNCkk57xGFIfLjJDVco5r0KPeuRgjKZUK1Qbri+JAW76eeK+MAhE2T4c\n4y2ISi6txzBoPMkwPt3jxqR7S4/R2xLZzqq6265jVQf0ZUKRa1ZVjza2X6q9qFzPA61RxghOPpQt\nDrbRWjONOiaRQSlDXgFo8hKWmYSJ25fYEDQUsvKejgSWmlmh28mJ7JeOYG8XplOBovKt59eFlMLq\nHCIEJuoKgZPiwYdKyf1oJCS2a5nnaCI9wKmEsNYtuB6YHrxaxHl6aaulQoh2ZJHqpuDNZP9gCm4i\nE3r5UAj0thLvqdhmDOEIsnPAgcmOXJvVlTRdahBoyhlZ65BGBIg9MNuBp54VR1ytYGdXMrGrS8kw\n6gyu7PPLTD6XCxSFZlG4LEtDOukxnWSHkVPRORrHNHi9oS4U57nmNHPw3BrXcSiU4lQpplGOYwxZ\n6ZFpTeY3mK4TC3qvonEq+q4jdnoSv+e6kAC1ziws/ORie4IgF/deKhPxkE26CK9Tx5suiT7SGjeJ\nREx5juHcZiJozWrlgNKMY8m6utqh6RxGUUedh9x7FBElGu3XJOPl5nrYyi7YgqLW18yH6TQ+RNz3\nWI4nGcbjO36hfhgfUjU1BI8bLrVA0UUUXY9yinUXM9/3wQi+3DsO2nWlAsZ113j15159lYdvfIO7\nMwd6yLIeYxTjyCFNDLPUiNGefZ9ZKpVUq1wI8GkKn3sODmYymSSRVD45SNlqHINR4gLbFmInvjwR\nI8AAMLZsdboP4189ZvWHc6pzCA/EysOPJGPwEwkSWFsQF6mG0teSAZgK9IHccg1OCN270PmgfKma\nMlrezyj5mwbcQ1tV5UD0rEz6y7eEaHeOjwl/OKd1JAPpVwJNOYVkQY6SPuOrU1gl8r/778D4UJxy\nI1syXDebkuFJAlVqrVJGUijgA2lqePoZyViWuUZpxWIJPQ7puCcdaV7+tS/zxne/R107tK3L2VJR\nNEZU1Y6DqxSzuGMUtzgKitanyBWFdasdhQ1t1fN+1hOHLZHfcTTV9LXhaqnX2YWyv6s8U5wagSh3\nRpIhusApwle9fHzMT+dzWmvRcnkCbQrBATRGMsfrK8lOdkaaZQ6jkYHe8OjURbmarO545k7O0Y6D\n6/ss6pSLC48olRI9dQuCWm9bAWPIZqumIbWVUsYYcezlUyDue5Jh/HINpdQ/D/wXCArxXeDfNsas\nbu3zJeC/QZSSPfA3jDGvfcw3Hl77xt+DgnawXfBcF8/z8H2faGRofLhUsfzP8+jblr5t0V2Htk10\ntOdh2lb8ffwAz5WAkFdgtGIc95Y03EBRzx3BZ54Rs77za/jxe1IlNfAdHzh8u11eyKq9zW2JKzdt\nRrY1GPFIqpVMIRCNZ0AFUvrqJ0KWd+9ju8uBWgrHoSLhOAjBeZo1gdI3rD+HKaG7hD6SNzbGQlSA\n50K4I6/T59D/QF6/q2E0kWBQPgASqaQKU6SSykBQbD5LOpYs6eqBwG3Xl5J5HT4jP4o0gvhZ6Rzo\nhnBxBaNLaR97uCPK+EeXmuvcQWnNYil+VXGk6PuOq2XH9cpBOZplDY5q18HCVYpK99RBjwPUv2Wa\noQAAIABJREFUeU1pX2ccdezE0n87y0W9bZS4xNIblBarmCHDAMAYfKQf+jiR76MaGk4hgW4vFUhK\nIa1zQUwfAwWnF5KBvPw8aGU4veiJRi4GzcNLWOWK8aTl2X3NUwfQaB8WkJcOVW5/70NvbwupDveN\nzZQHvZLWGtf3qT0PbY97+xpyhusHpHOfUo9PT40nAeOXZyilDoD/CfjLxpi3lVK/C/wu8Ntb+yTA\nHwB/3Rjz95RS/wLwvwG/cvv1PgqHobZu15YJSt3ofSwTvS8GdGFI1HXEbkGqetrG4PsBiyJcG7wd\nRNf0reHhZUQ/1NvXNfd+9CP6PuZ8Cbpryaoe0/c8uhD+RDQZUjp5tAu7E8kiylqCxTgWy/OzSzg5\nuwlJ+chq1Ef0DYN2Yf9IXsuUUGK79JWQz+ekiUymTillsm0LTiuTlaOEVA7vSKtV1wH2wBnboGb9\nyN2VvDapvJauZetrwBEOA9uy1VxZyGMFaMlE4gNwvwx6Mad/CVQIbQ3ZI9CRZD9VKXBTWQ7VPpY8\nRyCmDHm8yCFfCUcTWlGjb1fqPjIRg3U2qYeKMyUrfTvJXS8VvVHcP51zXbobKNHpJXscfh/AeQF9\noQU6KhwhgI2hdXq6tieJNDsHorI+u4Q8l+ottASLcSr7Ly3JvTOCaSL2LqXV2TQ26D+az5naTNGx\n363CBpRCAu/uSLJPY8+HmCsqHA2q60gDReiD6RVF2bNadTRlRaNkyt+2OR84i9tQbW9voySh3hLw\nMVw/w63jYJpLVPHTDZz1OASNJ5DUL9X4Z4E/Nsa8be//bcSQ67dv7fMjY8zfs/f/LvDOn/gdb6Xh\njuOsYSbP89ZupWEUie2Hdft02pqYEj/oSIkxvpgP7voXPJ826L5nFIU8OB/T1TWd5xGnhq7SXF1F\njDzYmRqurzd9CWxfTJQSI8HLhRC7Rbk53LwQBXRmdReDWZ9CoIvBd0khJPjungSNZgGRgt0doITu\nyjYrQjZXCU+hlDUizER/EbwE3gjhL5bgRqBiIcMpgFqgJUfJZO8o0I5AT2ZleYx96FbQXUhwMSWY\nM+EbVGfLcD3wU1AJqEvpm+GMhbMIdyHIof2pVFQ1BZDIZx+NxR7dDwWSc4BiJRPt7EigmvyefIbB\nn6oFzi/h0hLjjrK6By3lz9dLq65WZs1BKbvK1oCrFJORlLxeXEnwmI0kCKxyxVVt6GvNnb2eu89r\npqkh9AwXV4okRCKxMdyx86dns4y7u5IVLS4EcnKRwDD0DokQjqnI5fsB4amikXznbS4wZK/g4lRu\newxFLqXE+UpxeQmX1y7nSyhaTdF1+HG18ZbasgsZijjWVXg2w/hZGg1nG84ymx7o6z4aj8N4kmH8\nUo1nEW/4YTwAJkqp1BgzOCp9DjhRSv2PwK8B18B/9GEv9lE5jGFV5NiLxt2CnQLbbW3odQDgui5N\nHdB3Eb3bEhAwi0XpO3FakiRHty3peMy4DWiLgjDRvPy5L/LgjW8zCQVG6FvFOILYV+heLqzFSrHI\nYJwYTq+ASznGVW4rqdgQoQMMddsBd7u6ZmdH+nEXDezMpBd3fQH1Z0X3YAqYHkIwkconN5QMg9ou\nri1obVpQFShXYCuFcBQshVsgl32METda9wAcV7INJwGvB3Mh5bNuAvqRha2uJXj1Xzsmyec4ITCR\nzEQHYBwpo/VG0DWQXYkKPUxgZCuz4qm878VDSV58JFjsPi3n7uEDOLXE+eGLUjF2ZnuGeAp6Y9b9\n0R1brHD8V77CW99+jevCWRPBBoFbxiPD0VQCxti2qR3bfiG6FfjnemHQnWFvokEbigoMRlyJE/ku\nHWw2h3BVBzubbGg7UHjAr/0zx5gHc+lfnsiPHja29uMYTs+lhW9oA8j1ygZJJYaL+crh/MxgHMXD\nS4OyXQu77axiK1CsS7a3oKghYDhW1Li90Fq7+dpmVybc25Dnj0N2AU8yjF+y8bMWIttx3Qf+OeCv\nGmO+YSGp/0sp9Zwxpt1+0mw243d+53cIggCAX//1X+drX/vauvFLlmUiYIpjlFJU1gZ6CBie5xFF\nkfQRMIYwikjHYy4vLmjDkGR0l77vcc/P0V3HZDZD9y9yff59Olqmz73I6E7De2++idd27D/7EsoY\nfvStb+OZjrsvf4k87zh76xsopXjpLxyTFYZHb3yDO7tw95VjLlfw/X80Z5nB520AfNvCEy+9eowD\nPPjWnCqDF4+PRcB3T2w27nz5mL2XIbme49QQfuYYJwZ1OccPIDg+xndgWswJd6E7PKYtIfnJHFoo\nXzim8WD0xhzVQvnFY9xDSJdzlIH88BhGkDyaYxwo9o4hgPF4jrMD1YvH6HMIHs5RHuSfPYaXIHx9\nDiuoXzmGu+D98RxdQv/KMb0P6rU5fgzF3WPaBpJ6TpBC9GvH7B2B+sdzGg3JK8coH9TJnLaG6KVj\n9vZg8a05R8/Ac3/tWEqT/8GcOoen/uoxdz8D7ftzghgukmMWJbw5n+Moxa985Sv0wIM35+xPDHu/\n+SpnC5j/P98C4JWvfhUFPHrzmxgNL7/6FQBO3vgmjoHZZ77K7ouG1//xaywzxcHLX2EZG975wZxV\nBl/4jWNmY8jzOXkG8TPy/ZXvSklxeFfut9+dEwAvHB+LSO6NOc88DdMvHqMbyF6fk+1C8PwxRsHq\nh3PyEp5+9RgNVPfmJDG89Je+SlbBD/7hNwH4wl/+C8xmioc//BZ51HHwha+gXJef/vCHdI7DC1/8\nIm4Ucfree6AUR88/T5gkZIsF2hjSnR0AiiwjiGOpCqzrDX/XdXhty3g8xnEcsixDqZCxNSnMMlnz\nbV9/f9L7X//61/mDP/gDgPX1/Wcy/pxmGOoDxmCPwVBK/avAv2yM+S17/3ngNWPM3tY+/ybw7xtj\nvrr12CnwNWPMm7dez/ys8/SBznpbvS8GK/PKWn6sXWnLkrquaa0FyFB2q7e2vuukhabtilbnOVWW\nUa5WOPUFVZZxflET6CV1WXJx2RD7tRjQLaXC5qlDza9+Ro7z+2/Dg5ObmcMshaf3ZVXrGsGrL88F\nhnn2CD73ku2+dy1mhHt7UF6IziIE2ku5DRDB3u6LYjrYX0L/CLwK3FqqJf0UHPu3SsG9A86+CPHM\nOULUx3LbLy2x/iVwj4RM16Ulaa+AC8vxGnlzdQSOD92plNn6nwMiqO5JNtFWkD0E/xlwdqQirKql\nzDbPpFtfp2HnKcuN2GqhppDHDl+QBeG91+HkARx8Fp77gpDqr78O8+/AeQYV4prb2C0Zw5E1O3xw\njlSuDb+p4TsYw3RkGMeC2xeFZBxHe7LP2+/BKtsif5H979hmWafnFg5DsoqZLZeut9rwDtuLL8IX\nvizGk9kVVAtobHP3uoTLSzkXy0y+r8m+QG+dEp+xh+dwnSuS1LB3oNCOw8mFw7LyhNz2fZwgwA1D\nvCjCj2OC0YhgNCJKU+LxmNFkwmgyIZ1OSadTxtMp6WQi23hMMhoRJwmB7TO+3T/kwyzUP+lhK7L+\nVN9EKWXM7/4C+//H/Kkf00cdj2uG8feB/0op9VljzI+Bfxf4P2/t8/t2n68YY15TSv0mMi/8wjzG\nbQ+coYxw6Fzm+T6+VbQOOKzrurS+L4FhqzXr0PrSba/oWo+8iqh9H99xBD7Sghd3ShEEBrfzcF15\nr6x06VqNQlL5VS6VUSBQ1DBJDZDT1PbwXvMPW9twXyGT59UjgX3qS6AEJweViZGhUWLzsSrAWMt0\n1wjEpAwoDe7M6jFWwlGYpcAuyhFrDxxLgDfgpEAE5l3hLAgEflKpwFg6BnMJ+KBGdn+EF3FceT/l\nQ3gIzkK4Ec+D4gH0Z9D70Gg5nvGuKM8XZ1BcCTyVTIEJFEsJVBfvSvXU6oHoT0wFy1MRR97/sW0e\nxcZ+ZOCDihWcWKGfwH83Fx0KWC0hW8IsNWtB5bNHsD8VS/migNVKnjexn3MQXQ580/CdDdYvHnCd\ny/v6bDQ3PtKwql3C6bvyGlEspL5WdhGA5TEygeW8kQSNwTbGN4YyU1xgMEpTFArX6TdwmxLephsg\nKfiAY61SisSv0X5NNfB7YUgbhnQDbGuvg6EEfa0af1zGE0jql2cYY06VUn8d+D+UUgHwY+BfV0od\nA/+DMeZVY8yJUuq3gP9OKWXpWP4lY0xz+/U+Cocx8BcD1rrmMW5xGYM+Q9kKqkHct63b8Lorwrak\n7zoWwYSVO8YDUfO2LXuHh7z7/e8TppC6hvSo4f205/5DQ9fC1UIu1lWm+PF7cqEOGcUw2Tx3BHd2\nhai9uBD9hYesSkOELH0PqbbxjVTQXF7I/7DBIgK8zx/jvDknOQSTi7DPO5CSUzeRDEM5YmPuJMBz\nMgkZLUS16pH0vBRuwqTgPi+kdV8hM1jMujGGE0sg6krJKnCkakojr1XcOSa+nK+5fz8VW5KwFfK9\n7WF1JZO8DkUn4gZSEVXlsLSakSCSX0STS+FAbe1BglRKlOsl/PSHsDjZlKx2iNOuP4KrXPqlP/35\nY96cz9cWLB/4zdhtlW39nUtr2TiU6rYhUNyxhpJndv/tAL/NU4xjMKON5ub554R3Kq6g3z3m8rU5\n5RkcPicbwNWZcEaRtVtZ2kwjt9lGyyZjUcZQZ1Lp5SmztjM3VrGdJhrl9GTVliZp+MxKkUYtUacI\nmpw4vENTVbRRJNWBtl/49jXBY4iC/HmFpB7LgAFgjPl9JIvYHnPg1a19/gj4S5/IGyp184e9rli6\nVTllVdyDEGmwAlmvnYzB7WpCLxabayemx0X1YgfRV5WU5fo+pvM5mHQcpT0Hk5a9RPPwTEjSawvr\nrOykMfT7PkECxp09KZ28vpKJsrSTQcBmEro6AVKBVRQQJVJ9E+wKHNWdyOp053OQHgIraH8C3RmE\nL1iLjwpUCWYBOpHmRyoBalC1ZAPrVCazWUQMRJIxDOVaphFy3BEHDBxPXt9oIb1dY7ONELgSkpvE\nkueulNV6HnhaJr+lDZJOAPjy2ZSB7FQymLqE4kweazI5l/tHMH4GxgcSHAYn3w4JxrsjGO9J06iz\nK3jr3s2MbVhxr38iW7dq6/4qg5/eh3J3U9mmEO2MQgLGdkGCi3zHHpINeokEjfhIji+JJVtRFnr0\nDIxGooJPUiHtdSlBOE6E/J7sSgXYo5PNJOFvHefgTdUDSdKjlWFVisjvYNrLiV6KRmhYICmlcD2P\nptA0tYsfVHRNQ688uW3bNTR7I7uw5+0xyi+eBIzHeXxUL6kP3N8qB/zAZndT1gphXZIL4O2jPRfT\ndrhOQKRzjE3XnUSTXb5H4PusVhGLPGTkebStRimzLme1JrAfbHRkFb5VIRUyg+3FgHN7W7cusqpc\nIJDGdA92juTxSsmEy1tzkq9A+gJiJ66AawkM3lTgKt4B44J7V45DV6Cu7AFOYGhgoXokm1BIqW0H\n7MnBKOvpsYatXIG2yMDJkJmxgORHc5gBY9EUmFrgKSeSD9Q3ogXxHIGWsofyXCeQSqedA3HbdQBV\nCDQT2Kzh4IvS2EkFUDabSqRpCvG+TMhefHPl/+58vnYANgiEB5v+JdtjugU5DXzTcH+ass6aHLuv\ni3x3L78ovl/LQWxZCNToW1fhJJRsrbiE+mJObHmJ3mZOqzO4fE8+o1GQ7EA4FZhKA+mufBXck6wl\nTaXMdpkrnjrSzHYhrxWPznt0b3B6B0MHrcK0DhroHYfedel9n+Uy4DyOqFVM/mjBbM8KVW0/jxud\n+h7H7AKeQFKf9jEIk27bgfRbJHa3tfVbRoMDfLWuYQdw9sDp8E2FDgK6ICANGlScEzYFVdxTuC73\nzydcXzXURc7FpaJtpFZ+lkqWAYKfnyGT/sRyFlUJi3OZdJ49ukmS3g4aay6jgHy5EXkFI+lwh5IV\nqqsgsN023YlYlaNAd+BY9bbqhehmYd/EqseUAnaAQ/uG10iAWCBKQSPZB57AYWtt/uBVriQLUYDa\nAWzDpb4AtSv6ik5v9ndcCRp1KZi+E4LpbZtX+3njBEbWKsRNhMRWgYj1dCOT8jSV2OYhQfjsQlb4\ny0JW7rupvOUig6eO4JXPyqr7e29K0Bimw0nKmsh+ZB9LrRp/arsTloXcTrYsP9wDePkFmE3gIfDT\nN+V0+IlttZtAFEpZcluIKHK8K42xugIu34XVpX3dPeFzoqmcD8dIr5XZjsxv17Y0e7Yv948ODdNd\nge+cq54L46A1VJlhVUFea5QvHmnGdTGehw5DdNOQ5ylu6OInDXoIFEOw2IajhuvqcRtPMozHd/z/\nchhbP2gDm0Yy230xbOXU4Frbbekxtu1CFODaoLFWitv/addFuQ7jOy/gnr6z9iM6vw4ps5aq7Ik8\nxeG+wfSgtGG52pCjHjCNNwZ0HvDSs7C/A6trWaE2VhU84OFpCjv7Mrc3JVzfl0kkUDB+GqZfO8Z/\nOKc6k8ndrcG5ApZ2oo5Yu8+a3C6sHgrUI3iJXUn7sj8TZDmrsMA50IDxkMxhwMwyNinUISibhWTP\nHzPS83UwcmPJMLSWVbayNuqeI9YifS/wVV+C6SRoLi1Z32ci5sNAewG5FRtWpajHh3PUZnKoJcLP\nHFouAOC5v3jM+9+fMxnB5z8LX3hZMoarS3jDZhlj29RqcA/ehl6GjGKViQJ/XQ21lcm0tQTy1aUc\nz8EuzGZW3b8QnmXYd/83jhnnc6qlQE6rM3sMBzCaSaMrrSQothUsz2z7XqSwYW1xb4nyIISiguWl\nEOLPPNvToygfwDQE4xvy1kG1LalXEbo+pk3WvmiT3V3Y6hS4bi27tfh6LMeTDOPTO9Y4q9n0NL4R\nLNqW1pbY1raj3mBlPpDfnuuifR/funYOMBJsCPWOlLYTlVndRTgq/4DQbpIY0tiQ5YrpSFaJmSW6\nywwu2Fhh7FjcexSKrXhowN0Vle8wydwW86V7MJ0J/+CFwiWAWII0P7GUgwPNfXBeBO9pCyc5QnLT\nWZ4CUGNQe8BMJnwSIcgxYCJgKs8xV8J1GHfrpFulN4GQtQQIGT+WCi6tJRtwjoRs7yr7Y/fBWUmP\ncd+RFrFKi5rZOBsYpy8kKLqWimpzyN6SwNAA2poQ9lYVP5DDzzwDz3xGMoqq3BDSPlJpNTStUsj5\nN2xKb4ty06cEJCuEzfe3XRF1zqZDoilkEl+dbTLD6VRch6cpXD6AR28KX6GUNLoql7Cy5czpvgSA\ntoHaKuerQv7f5HB+T7JJz8Kdw3uUpTgGXFzC4kSxe2TYm8lcWFUd2pHv7GzV4oQuLxz0eDFc1Mm6\n4RO9XWrfChQfCvE+TuNJhvH4jo/CYdyAo4YGSluajKGJUl1V657dQ8DwbOltMKTjnoenpK2mvpWe\n1zph9eDiBlE6TOqTRJPGtrsamqM98X96572N/UeZbSawOoPFpezjIaRqEskK9SKB03ck21iyeQ57\nkjW0NVy+Df1CxF0B1iuqtBzBC+DtDsFODlA54EzBecYeeI8EicAGDI91dFIBmBDr24FkFIV9XiOT\nu6lkv4GNNR2M3p9jYjArqyqPZXM8CIxkGO4jeY0oBacVPYLjCP8weUoqp/pSPme0J/BTFsHqnmQT\nxlj4LhUoqcvWqJh8BCPkclPAG1+f02O1GPcls9DI/5/aF8gojgXKyvJNcBjboDrcHzILh5sVUT6S\nLe7EcLgvtu5n9yBUkLws5LU7nCugfnPOtc0s6twaMirRpiyuxHdKI3yGYwOmp0TZP9uFqtr4iPlq\nCBYQYAiAnQkYZXj0SJTvxhhcrTmaNdzZER6j0jW1tWZfnZwwOzhYt5VVPy8wPE6ltU8CxpMx8Bgf\nlmEMzZOqqqKqawkYfS8Bw/Pwu06cafse4/toS4abW8I+cztttyNNegKlhS8uFWDYn8lBXV7IBHe7\n/HI9R1tbCVfJyjQZQRzIKnt5Is/tkQmyKSG/Bsc62V6eQvAFmL4MbgvmVKAePwJ3ZDOGK6C1GcLg\neOeDWoLK7UGkWAWgva8FFjIuG6vcToKCCoTwNr1wJ841UAuH4ewLcWt6ayli5G/hhYBespYwlaqq\nxIVmCvmpvHYYQzwBd99mG4lg/e2pQE5JukVq70NsBEHzkP+f35f3zMoNvBelsLcvMFVRSYOmKBZ/\nrtlEvr+Ly42WAjaVaYMt+UByF5YLOdwVgnuxddrGCTgjsW5//3UJGt7L8rzdO3IOu0oKFqJUzked\nyfnSSLYS2E6Lfiy2KUpJdjHbFbuXbGEDSmxLo5HP2QOf+Sy88Lz8LJcL+PE7mlXl4gWGUdDjGqhq\nRV15OCOztmXf3uRCsp5R9vYxCRE3xxNI6vEdH8lLarsCauAvbim/m6ahbhrpuNc09FomeNfzBKIa\nAkLf07surlLQdXRtu3aw7buO8eEhi7OzdfAYRR3joKOtDcsFLJYK0zukgUYZgUG2V6gucPdoMzd3\ntVzknoIgkG27ugpkgpnsw2gXBiW0AZK/ckwSzIkOhcNozmV/Z2q1Fxq4A8qVyUywMawqDJnAK2Bs\ns4wAjM9mBdYDvn3MtnSV8w1mLJVMphd4ShnInztmdDFHzUDZyigU9AFrzymdSVALZkLMt6V85upc\nuI1wIgFPGdtD/H1oH8iKOtqXTMWxbWIne1IdtSqEbnl0DvffEtiqtTYrF2/MGcdwdFfO8/uP4PRS\nsrtRKOfRQzIOkEk6iUW05yPE+dG+nLp6JCrw3ZkkXSW2wk3Ja+zvQ6wgP4FHPwQqKZ8NIhvEnz9m\nXM/xnpJOiuf3NyWr0RjGFp4aqrpaW3ZbXkuQ8JQ8rispJPCVvP9oJMFPAV03VNgp6lqR+NBUDmfn\nPlkXUhuPUSKZ8PTgQILCEBy2gsVjPZ5kGJ/usV0v/oGOe0OrVtuze5v4jlWO6l3qfrauEtF9jz8E\njL6nq2vJUCyUFYQa3y0I/Zo+aChrga2SSLNcCEFqesU79yR7GLDvAdp46ghefkngp+JaqmeKSiap\n6zPBri/fh+uTDRFrkBW3bytujJ043BjoZRVuMjEA9EcWOVAIZ3BkA4ZrJ/zektSprXyKZbUvNbeS\nlRjfvukQ4Xo2UcwgUNZM/qeG7KOWTS9soItlX2NEnKew0JMnRHg4kWxFNzYrcqSay1jYqcugfA+q\nn9ogY23gnZHwEVpBMpMS1KQRa40AyQI61omUwHqXMLL90Ieig7MTqXwyCBx1sA/7e/LeVSlBucoE\n9hoKyjT2+0JI/OlITAj39mzHvFAq4RZKSOrlu5JpTF6QDMGkEki9CLoRxLZniUEqxhxX7FS0sRqb\nfVgpWDyQTGPnrhzD1QP5SopcgsbunhzP4kKEoG9+V1EVislUKgEvLxyWpY+XuqST9gPmljeChR2P\nZWYxjI8ZMJRSfxNxsDDA28C/g6wh/lvgGDmt/y/w28aY6uO922Y8CRgfYXwkHcYwtksBtzKOdQDp\ne3qt6foeXy9I3Csiaso2o9BPyX5dR++60kCm7+nrmqaqqOsa1S9wLn/C05Nrrk3NdV9hmhaDwWhD\nEhnGI8NyKUpvxzqobhPo3Pq7sqKtroDMVkrVlpg1W1tdQmaswC+GYB/Mj+fUuzLRurVMhrqE7r6t\neprK5KwiCyd1CCcxNNqIgIS1FgPY1PMOPEePLNkHMqBHAouFnEBeSzkw+vEcPcxGl0AH/VgIeqUF\nzw8SIcfdVLD43ooQzVLOQXElAcbk0J7YlXUqEz8jMUxN96yorpLJ1zPCAU1HwhMN5/d8Pl9bhp/c\nl8k22yphvjzZnN9mJB89iuS42tzadVgtjIsEEGXhtNTCWkkiWos4lIARTeV0VldQKiHFHaSclnJO\ncyS2JX0j3l6uY09rLT1ThjEaiU2Kp+C8ksAwsW1zywVcncox+jaQBtEg6IP9A8PdpCMcuVysNJe2\nWm9/2hKmFbXXoIwhOz1lcnj4gd/lYx0s4GNBUkqprwL/IfBlY8xKKfVfAv85VtNpjPmyUsoB/g7w\nnwD/6cc/YBlPAsYnPW513FMfsg3DGPApSNQKjKHuEhozFUhq0GNYE8LGGheG/YLQW4Ff4KsW32vZ\nGbe0dU/brJvWkabSkS1bbbKfYeQ5PHook2OTw9GBYNSt1WbU2WbujlIRs8WR/H9pV9FpDLM9a69e\nCWQRYief0sJFDXAJZmRfzGYmzo5M7sriKco2JFozupvWazIT28wDgE4CEjXQKnEA3OI9iEUhbnrp\ntWF6CWRYHsZYu3UB7e2WCfkdeOB6FiIrBE4LxxC/JN9V/pZkFaND4Xja78LqJ6IM15EI/gaLuIVt\nh+sgpclTq13Iys1HNFsfy2AzggvobFVXaP/vINVYyMejz+TxMJFzXVf2Mzsbzy5lM0Y3hfwMVu9J\nFhWOhevpVnIOdS3taA3y+YNEyPo6g2YpfEaSwngswdlzROQ4tdCkwep87su5mR3J1/bcC9a8MNKM\nzzrqn2i2YtGnJ5P4WeNjZBjGmG9an7xeKRUBzyBZxv8NvGv30UqpbwOvfPyD3Yx/ogFDyezpGWNa\npdQE+GvA94wxP/oneVy3x0f1khpu141gtvz9h857g91533U0fUrWz1AoGiJ63dH2ImRqlUJpjek6\nuqahKQrqPKeoDZNnPs/Zw+/w/qlDU3Rid1FLD+7FQrKbO/uyosYIRDKsYkeWgDVGVrqTkaw8k1Ca\n6AwBB2SiePpXYPdQJrDlI7i27qjpiwJxhF88xnxrTn1PqmrCI/CfBn9H4A06G7BsxqJCZAaMsaVF\nrkz6Rm8CBoBvI4ARDEr5Un1DaFCNg8kVpkGIBk9L2a0v1ufpSmzUlQGnQ4wMHQkAwUzOS3Ntvaoc\nSO4Kvt+diYWI48uqXPXCxQSHAluZWg412gESqagqvgPZCUQvyAp8OpUTHV7Ixwk+f8z1G3MmVgWe\nWBW2h0y028G8ywRTMCPY24WdZ+HhPckqXODQquwXJ0Au5HWPDSBjKaPtkYzId2Sl743AqcS59+wa\nxl87pvzBnKaUCd6pJUPwR6LwjqZSNXb9AGik/DgaS6DIriA/F1GfrjfZieOI6v+d1+GT6FmAAAAg\nAElEQVSgtGaFsQQM3zOMUsPOTPPwGi4XPpEO/z/23ixWtvQ8z3v+f4017HmfqdnsJilSpESJEqVt\nC4ijwEYGIzAQKBe5chAgyAAjgmUESHyhIAiMIIERZEQuosCI4yCIoYtAkJEgRhQHoGE5cKRNUqJE\nSaQ49HymffZQ4xr/Pxfvt6rqnG5SLbbEZnfOAgq1967aq9ZaVfW9//e97/d+uGnOHjC9ffttvRbD\nZ1W/vIO89sOglHqPpLeBxc8Bfwste/5DM1oFGBy6/xoqVf2Jbe8bYDjnfhR5Pf28c+7/Bn4DXcaJ\nc+7fijH+2vt1bN/T9g4T9xLzjdodzdq2LflAcMfIortL008k1QwjHB29lbOKOCd0LctVIovz1Ypq\nEcjHGa8+yKkXDfUq0qyhqx1XV45pEZlOIqNShHcA7tyxTuSlVoxDw3M50UoxK1SKWFXbx47uKIMY\n70Oay7n15lJgceuOrMwne4iQdlbfd+I0EuMGSMDvizOIjUpTm1JUgXiIxIiKLoEyKEo7h0s8MUmg\nD7i+I6Z+ww67/UiMARcSiE78BwZIEzb+4i5BmBOAAUC8VuNJKlPC7LY4iWwKXaHzcAmwr+eQatUe\nVlaaKlRW628UiHOnU+kvoBpBHAHr7SkO/lxZVLI0kMS5Pb4bDh3iSgobguSQO/D1Qj5Wn/osFAW8\n+TW4+DY4A+FDA4vUWS9kabYeA9dklzdNxM/0l1KJBQ/5AYxOoDzUAsABIYUyMwqpE1jsHejaLa7g\n6i1ogxx/Gxt1O9oTEJY2ifCtN2FRw/Q4gSTZLEQW65Q+z5hMn/aJ2rXN2W3aGx5j51p9CODiu2YY\nX7gPX3jwnR8fthjjrwK/6pz7N4H/E/gh2JSsfgX4b2OM/8efwNFutvczw/jPgV+MMf7v5iwL8OPA\nR4BfRvO2fyC2d8thOHhqaliSpmTDxL2ikCXI0OFthmzer+j7hFVbEkO/4TnyOKPwl/RdS18VLBaR\nermkXq343d9+RNbXHIyXtL7ijUXP9TwyGQdODwOTIlIWaqy6cwteuieLi9m17B0GyWeKyhagDMJH\nqWQObsHte1CU0t0vXocnb2olvT+F2z8ERy9BlmmIUB1lSJg7CzgzlYJIrLHPuq05EJfhwhZQ5IGO\nseA2t8pZA4DzuK7WIjNxOBJi6CHp8YdAEglFROXaABEmi/NNPc0Ng6tbI8ODlcRSyA4UCJPp9ljC\nFq90jF6raecEEtlIzwlXUF9D/YdWntuDxVyr+DA23yXEI8zOzymnKqMFdI3ma5v298xnZ0MAL5UB\nOft5AhyN4fQYpkeQNBAeKyOZ7sGtjxq3sEP6x2rbf5GuYe+OOKf+4Tn5HUmecdBYP0o+Ftldz6C9\nUsmNKIBpE5WhpofKIleXxnv1WlBMSp3s6FDZyKqWCuz3fz+l3PeMDjzrLqUiodiLNqZVtuc3Dx5w\ncPv2xgI97Nx2+b+4I7vdAMcHOdP4LoDx52/rNmx/47eeftw590PAvRjjr9uf/kfgl5xzR8BfRMT3\nz8cYf/lP8pDh/QWMj8YY/xf7+S8Afy/G2AOvOecO3sfj+p62XY7iqfGseU6+MxhpY28OlG5Jni7o\nWs0kXfS5FFVNA6GhdnLzXC07FougstRqRRZnpG5J03Z0fS/bkRDohi7zGFlUkmUOttoRAUA5gouL\nrV/SgwuteBPU+DWYx6pbV+NKZ49FvA4mem2l4JLaftPS6v5OZG1oNOsidOJJUhu1ysBl2AG5jZWr\nw6UBkkDEahyA61plB6KDiGkmL6o2aLk+Alc7RZ+BHB80oqBsJLLxjhocFjdVjiEoPoFwCX6l7MP1\nwAq56eYq24Rr7cel+j2ppDDKS3XIx6jEpjiB9EjZWnmhQ5kt1Bk+ObHueMRXDIfqUPmvtr6NsYPm\nUqDulzBxkvH2S8mDc4xcXwqUCieiPD+A5jFUbymDKEbKIspM88yzQ2jmkHTKqKKDZAaJ2cu7WlnL\nKIPCMo4QxV05U5GV5qlVrQU6+SHEQhlHXUNjPSjBwWgama0cs9bjCk8yihug2L31OzL0zRCxHXud\nEMJmXCvD2/vMDJoP3PbeSlIvAH/XOfeTMcYnwF8Gfgf4Z4H/BvjnY4xfes/H+A7b+wkYu5fszwG/\nsPP7mB+g7Y/iMDYDlL7DPO+hWzvqyRueI7iStM4hRhIvH6nQ93Rty7JyLLqMpF+xWjUsFz31ek0e\nZ/z45z7C/a99mfuPe66uI1fzSN/3PJlH2g5cdOxbx/f9B2oU2zfL69SpLDWY111dbGW3A1hUC/1P\ngqS1KVtp53oBb30dqODWPcg+cUb4w3OZ3B2Bn4lAdk7PGew6nENB2LIQGvuS5wkUtrb2CY7OArpT\nlE8CLjpiUeCSkhhspdm2xHQoR0Vc46CNLA/VhzEwykNzGWwVuVgikxhg9UCaQdxX9uF6ZUiuUNkp\nNlrpJ9cQD+Rm4c1qJLX5HP0U+hGU9wQY48Ze76NnNP9Io1PzaGoi5BqcjwXg5VilprbW6n002tpl\ntfaenJ5AP4f5HOorKB1M7uj9DJfi//c+CaUNjRodqczUXlhfRKPGSv/xM8qvnstgcAT9sZRO7Qyo\nYZyDLyHJIBlvy1KdiQ1c0LVKM5WuXKqpfbMVXM1VpvIjKCdO89OvIosaopYCBAQSRVaxV15zdPeH\naBoNFxtu3TBxsu9JBvNOmxPuTAwyfIeADyav8d5I73/knPtPgC845zrgTeBfZluV+R92QPTXY4x/\n9T0c6VPb+wkYT5xzPwnsAXeBLwDY5LvX3sfj+mNtA1g8xV/EuAGMp4bA7HSuOudYc5suRppuTecd\nzq2IIajRr67p24pb+SVZXnHd56xWHaNywSir2SsrXmng4iY8Vea6WsDhODIeaXU9ncJrD9X89cKp\ngs8w7Ae23kgpqpUPi/6H5iW1b8Z405EBBgKNy9cUtA5fUmApb0N5B/mIPLD7wboDBBYdWgqkXsvb\nZQrTRHWOzES8HvEXOMg0+jN6j5vuEZuI6yIER4wOR29I50R8rywz2WiBnZb/JVJVLRX8WWv17Af+\n5RTciwrIPGYzds6Xpnqag5sp8QnXQNCKP1lB8oL2NVxLZ4qsgb/PUZd2MVJ5aH4l4UBEpHBhMy4O\nD3RflTC1BrjlCNaXioWnZrl+/Yo68A+PzYbdiU9JnPV4lBCPlSGkpaSz/lI8UtYCBzD6FGS3wI3V\ngNc3Aozmcht3QzQQDahXJtF9tVZmNa7geg6u0VCqm0uoeqhskmE6jZJ6u61ybACLsqi5fdBxe39J\nll8yq0u67nDTp9Tt3HySaPyrZZ2JvnTbLNQm+w0l3g/M9h77MGKMvwT80jN//uH3ttc/ens/AeMX\ngX8AHAB/Pca4dM79+8B/APzc+3hcb9veNYdhGUb0HpJnBnLulKs28toYWYVbhHZOmi70vzFKQdU0\nTOKMsb8hSxqSPmO9gidVx1e//Ft0bc+TGTTd1hYas1qwNoXBCUONVibLHEwID814cLXYKlJTFAwG\nC5H9iXoLpmaVPR0prm9mOUTg6+cikXOILYQnEN9SIElyBSU3WLlWCCwycI1XZjEKUk6llmU4rzvn\nlWkUBS7LiM6phFVmtqB02nFndajMw8ixtz5X6St4LXeHQR+tbn7piAcqZ8WgTMLvQXIAfqxeBGZo\nVvhgluh0Hiy2YORPwB+Lkwk5Ko+toblS/0MXRZSHi3MKp7JRt4b6wspIE03Bcw5u7oM7MEuSUtfY\no5kVOMtECvETg9R2KEOlxp7HFsncDHszp/egcFJ+uUTKtcnqXAaNuXYUC8j3YXQM7bHmqdOp+z/d\n1wchb5QlJiPIFso2qkZZTbKnD9l4DfUcfA/rCvIK0lGQNYyLukWJFUKI4ut6z/L+N+nKT+GHxlSz\n0EnzHJ9luCTZgENiJShvtjm7oPGB255bg/zxthjjP3HOfQQYxxiv7M//D/BnY4xff7+O63vdNh/a\n4cOMrYb04NN9GAPBZ+WnPMuoh0a9obmvbbmpIG8T2srxZNZRVx2LumU1j/Rd5PImbOYIDGDhYuRq\njoJa3I5kBYHGkEEMPx9NtyAymWrWwXRkq0QgiepG3hvL/npSgltB81Cr35GH4kir1Oo1iK9AegXJ\nJ8C/YKR3jlRLrcNNnJjfKXDcWRNflISHTHLa1JseFqhb8CluPIJQE33AlbnVlryhUWMSrbglbIK6\n9FwStoRNAa6IxAM25k9+tn2jBinuAAqxUtB1+xBvqfwSVuCnaJTsjTgFKohXug5Zoca/+snmJTf2\n56bwZXQKhx+Bwxesea5Wn8tkgqYWPtLKP6wV8PMIaaPnTsxq3FV6nj+QJDjWOkeHOBZng6KSQ1OC\nWfOHy+25N6j5caRMy5nUOfNSV6UluInOOQYBTFJCEWB0AKOFOJE+FVBOK5hVpqgqZVEyPnSU055X\n76csm22NcLlyvHkxZs0IP94n20+ZltacWlWkRUFiYPFU39LwQ6I37FnQiB+kLOO5Ncgff4sx1rDt\n54kx/uP38XC+4/ZuOYyBjPO7KfPODRBYDCRf29LmOWmakniv/wM17nUd86VjfpWxWrY8udbKq2sa\nTj/5Y/zeF79I6DqGGQJuUJIAR1ORizc7YDG8/r4BxHKhctXxKdw+UUnh4vGWO3bIurqzjuPOVsST\nQjX3pZNf0dGfPSPvz0lzk3GuIbkN+ZmIbrcEP0cGhL2HyniHAigCLnEQDMZ8KlIgA/qIC52yNQSy\n4jga6FtrqjDfkMSrLhI9i8kZ0+UXVS9jq6oZsoSYKhBGtCp3g79Vg5r1bthYrcvtT48HC6g+QjiV\ndNhnwqjWEpmwlqqqGEE8hTZCcXaG+4fnGy6iR4fmapHYnm0S5FuIM2ju67nlyAI3Auiw1s/lSIDi\nKp1HN5eCKy9UHks77cs7SA8guwekamRcn55RvHouBVVi572QvXvilEmEQkorzC04Tawj3hmQVZrC\nh5HqydzmZXi4/8iop8Qw3EHiIt5FHAEXeug7lktHSApefPFl6uVCsvH1egMWfsgsrOS0K6+1Lx0A\nfphSufO3D8T2PMN4vg1zvZ33+BBg6NbeXSVZBtF1HVmWqZEvSTZDk9wAKF2nLGMO62XUCMvh1vea\nUmZgcThWh95sDgeTwL1TBbb7mK8U+nzuT6WEmo7kjrpcwtEJvPQizPYFEA8utp3IB5ONkIgnD0Wc\nO+vwLaeKJw6VMbpSclO/gvRHILkjyWowzsCt0Y6PI0y8ffI8dJmkQ2k0HWivSJumWjF7Dz4jdubQ\n64yFcSbHTaOen3nIcmUoidHbidRTrnHgHbEMWzv0KFIb2+2GoG/YpmHGfcSlgi8F9IeyCaGwUtSF\nZWNjI5grrbyzO8oo5kPmYJnB4gl0FzB/ous1OpLiqn2sXo7mLclgR6cCAWcxsl9D/0Rls9Qs2/Mj\nHVd7X/NIcqdLE+co6bKOepwdfwXxGtIby5rQe+IaPe4OlD3RCFx8p/+PhS5712leRrewEp0p2JJE\nnErw6ue5msOTR3B9A7OVI/eRw0nHssnwoVdfTdvQNzVdU9Os1lR5QZLnuNR4qwEodvsxnv2uYYu1\ngRD/3r+53//teYbx4d3eDYexmxLHATRi3CiPSBJijOryHkDCgGLDa4Ci1zAXw4AhdB3TvKaNLU/W\nPX/wxS9uOIvDceAjpypFvbX7rbK0ZlOhsdtoBCdHemy2hMeXcO+2iMkhuxicM45O4NahXE0vX4eb\nx7LzLp1q8JMxFPc172HxbUgvYZQabtYiTjcjVnuPuxvgDtqJt+zApVYTaVVz6YKCfhckHcoLSFNc\nkiolKFJimkua0/dQ22SlCITItP4tRc7W8qR+qJ8nOB+2Ln4OdZs3bCTBjNBUvzkiyIeGvyWav7E/\nkK5aZXNf5+b3ZUDoooAx2vnHCuLvicNIxvLiKpB8FqfgnIyVmTXX2lc5hskPq7SF0z7zU90vv2Gl\nrkp8RL5vMt0amm/qksTEHv+oylWJ2aXTCMz3v30uvM0EGhtv9gwjV5RRuH2IC+kJkilkxyaVttdY\nmzHiYimy20/ABUlyqwyqxlFVjqKEveNAcIEns45l2+O6jtg09HXNw699jXL/QFmFgYXz/ummPvvZ\nd1f4coRzd56SsG96ND5IZanngPF8G4oguyUq7xzhHfykvJWghpR68xHfAYshg9jLG45GLV3b0dU9\nV7NtE9OguNI9zBaOB7YsnS0seNuurxeR+5cKaOuVQOGNxwKQoVxy61Qfinb9NuyhWsi5dPAPnLwI\n+x9RYOlnJt1MVW4JD4V9yRJr3AswdbixCGc6cKRa5mdDp52XntMlSpHSkbrFJntQr1SKSlIc0dzz\noppLljOR3yEIRHpsn8GyhQSSSIx2lsEWqAkbR1sy+7lE4+wu7ed9BDAL4MqAY65d+2bn4owgq/Vj\nV5lU10nC3FrDRWud4SPzW8rHek63llignML0luSwDuhmkO7JUh1UwuoudcMGVfkDoDYLEC20yV+E\n9FCA5A/YiooKey96O69jVHJb2LVY6jpE4ytCpfeJnM1kxbSEbAlxImVVrPSe+x6K1CzOnRRUSQ8+\niRQu0hNIY08SOvXXtA2hrmiHxUDiid4TnbPGvrhZ6EQgDTOK9IrYlvTe4ZN7+CTZDCGLsAGND8T2\nvCT14d3e1TyMP2Jzz9zeNo5yyCx2MwzLInYJbQ/86Oc/zx988YsALNYJDy8CDsdi5fA+Ml9hpTGV\nqA4mkfkCbhaO1x/BfCkwW5pa6tHltg9j+IIul/DGEpZPICwFCiO3nffdOet2/ukzyuU5+T1Ib0Ha\nKt6H17Xy5ohtXSt1ip6Jw0Wr3PtMpaTUK+JkCdBaaSlXhNo70f+3lbKOxbXSF4KImDyD5RyamkX6\nk0xX55YuBdVakgSyiOvUDT5Ix6JDoDA4AWK/5wjQav0eC5WAuNLfae3QS+AawiP735UygexQflrp\nPVgcnFH/g3OqKxiNNQfdl1aqAzAzxMnHjEOoxT+EGtpvSyKb2TG6WhbjzRq6J2qs7Gwy3vhFda+7\n1kpWw7TCSpwCTn9bfuaM6bfOt13wQ9dmvb0G8QBipn4KVpZVVNaQaUKA8S017iXmOJxOxXEsFvI0\ne/hW5OFjR13D6kZve7uCNOmJXcs4WeOIHL74Izx56y2VDJ0yi+CcSlJ2c86Ru0iRNyRJAm2H7zoS\nk1xH78UNfpDKUs8zjOfbpsa6Y2Gw65HzbPfqU7ed4UnPAsV8ndBUCV3bs1jBPfOpGsBnWSccjgMn\n+yK6sdXZwTjwyRcdp4dwcRX5xmuRm4Xjeinb86GRbbFW1/BqAbU16LVmXREW6uE4uavSjFuo07d0\nUD2G9QNI5zC6rdGmyRrJUjNIjg00AtZZJl6HOlMmkZfKBJJUtZjUMoJsbC3jAZoWXvm67FNDK191\nj3xOUklw8VGg0Zk0KLMlb+rZWKxGVDsB06yqhLKRsg1d4gPhfQDxAXBlSqGBPolodW79E/ERUIjs\nTiuIK2Vb+Y9InZQWAle/VlknPxBQtY0SKjeC8TGMXxAwt08gsz4MNxMv0r5pYL7S5fNe2YNDfEhx\nx8D6WCVA19lzlqKE4kpg4YLdluDmdu5jtpmGleAwWxcy4zQSNM3Q6W1yGeS3YGTut00DrhQ+O3s7\n/D0oysB84ZgvHdUSsij+ohjD4aQjZj2TbM5Nd41vG6gbliYLj6DObu/xSUKS7uOTYyJTCqb4oRs8\nRvyO4OMDsz0HjA/v9q5neuuHLVBYljAMUQpDN+swdtWI7d54it5MCctkzTirme00+y3XCePMc7Qf\nufjmb3FykDBfakV1MIncOxHhniSOmwXGo9jqtexZj/UFPNjTMc4Xjr2JXG09GoQDIskH4zyPFvA/\n9Bk4OYDlffkMHYxFgBdA+so5fqzgF3rF6WRkNe0ScQRLcHsRN3VQouY7j+lFc2N3YZPjdL3Jfyrp\nfUMnz2161W3SVHxH8FCtFM3XS+g6pvVvmDzIonvorTYW1VUerDslcaZ13ck6WraOgScGFG8BM6NB\nroxEzvXcuNBz0rvARCoh/4dahccrKaXKB+c0tQAjtXJWcyWn3OJEHEZe2hAjB6ysY35kGoBP6fDr\n19Uj0i90etlQpqogOxFg+UzZEJU1GHbGv6TgPqpzm1bnuNt6HbfPdg6JWbrHwd7d6a2IqQCgr5CQ\nzWs6YVIocevNk2G9kM16XQnXD/ZlWLiuI48fBeIbPdcLR4y99bdEiiLSvvGb3J7muGJJS8WihtV8\n28vkzd05y3PWxQFJGJPY92SzyNr57j0vSf3pbs8B40942wWLzcQ9A4OubemsOaltGtq6pm0a/c0U\nUDkLxvkN2XjJomil6nSOwync3pd1g8OxXDseXSbM1wmnhx2Hez3LtSPPHVkGIQSWtefhdcdkFFlV\nsD8N6qOIiAeIb+cphtu+qaBu3dJtXGjlHK61ysxL9QYkXqvP5i1x0uxBeqIySDR38kHpI14iQiYD\nQdJgLcilmhFCYx1jGRtDKryeMzD4agW3yG0BojUCPBrQJInKW11vKGYkQoK1RKdGLAST9PbSxtru\nhZRIQeQFDKxRD8NSxDZL4AmbBrhQ6Xk+VSYRr6B9XdcgG0O4bftqIF5a0LeZ2e0b1lrQIMLd1AcD\nDwFAC+1bKv34IzZvXH6i1b4v1Knu1naMCx1/OkGuwAERT4fAPQOFyLZcaMowlxtxbiWzoTzmWogG\nLoM/VzR9gh8bId6wKec1S/EgMvyNZDGSxUAIPdUcTY3MO4bx9I5I41LW/YK+K7dgkWXyYxuNyMty\nO67YMozdQWUfqO15hvHh3f5IDmMoQe04bG6m61lGsRnNWte6rdfU1qjUVNUWPNp2k27HENkbdZQu\n0HeDP5Xj7qd+gld+53fIy5RbI8fhgScrAs3SU3X6efDlWdbw6MYRQ69ehE30jsyWjoSoHraFvuse\nWVncPoXDkbq9u1oeRjdvSGmTnBhIXAGfPsN99Vza+xz8odX2DxVI3MQCjKlxXIpAg86iiS1hk8TQ\nxW34HEjkm53lKmG1a5HcWSapUZpagR5lFNGz2PszTJOvKpuYG6lAFHi4ASGj+BSXsv3mGkk+rPyG\nP1u3erTg6hoBowMh6gLCfT3ul+A+BkwtYXkI1SfOyMfnuJFW6X2lAI9TYuULcfnxQpmZG6kHIq5V\n+tnwK43UUumLyt7aJ9A80rG5QnYh/QMBRdIKc5MXIfmI8RkzYA2LT56x15zLX2HNdpJhz2YCohuJ\n+KbTcQ5uvX5TK4J4rbeLzPC5VLUwpjKrfPKWqKaZ+V/1q0gaAm2A6ShytK+55MlLn+PL//gPWYUc\nVwbqpKPYX+GzjLQoyMuSYjTa9CB1bfu27GJXUfUByS82fmYftO1DCxjOub8E/Kfoa/AV4N+IMc6/\nw3N/DvifYozfk0uuYpCtdJ4Bi2FF1DaNAGK9plqtWK9WVMNtvaYyAJmtPGGVs5xnxNhy56ClG/fc\nv0i4mJdcziG5XXK1nlCWnv1xpCgDXYyUpeP0GK7mka7rcF3HsnE8vG7pO7iZe1482VqI708j8/nW\n88iErm+7rWawfFMB6nhPsTZx+ofEIeJ2X4oeP6xUgwWqko1eXzUXZ2WhVGWiYLasbiwDJGfLU9iW\nqyaH6oar52pHr5eKUGkKhbngEZVVTApNA4o9FPmW9G5bWDXKOHrLRJzXcaVOy+WhHbvVOW2Oe8g0\nBqsQL2LYTYFLqY4255uBO9Iq3b9lVExrmciRsDGzSXcOgas/sr6HkamZbHgTdqjBpgImo61dh/M6\ntX6mspCzWRfMVGryp0j1VbB1Cb6yzKJH3MXIznHINobn2sRDl9jf9nRssdZz41w9KLFRL2YcqVzm\n9yzDSuSQ20TxJ1mESRlo5o7pqMeVgdOTyMkpzFxPaFpuFh2UHemkwmUZSZ6TjUZPZeGdlW93s4uN\nV9sHbXueYfzgbM65W8DfBv6pGOM3nXN/E/ibwM+/w3M/hWZzfMfFybviMHg6wxgyi65tN1lFZWCx\nWi5ZLRYsFwtWdhuAo64qlkvHauU5zBpGZSCmkYO9hIdXOYn3fOP3X+FwOuLuUY/3nqpOiEQOjzr2\n93uS3HN5k+Ja2cYuaq1iD/Y6phPPtAjcPQpUK6jGGqw0+EsVSD57g8ohx2P5EvUr2JvKhjvxGg+a\nppDfnJN+TLE6nWr1G2sFiugtQAGuS6BPtFwtE2UN3grejQf2xf6SqTyFyWRDFJmN1zCI6YGAIHO6\nL7wyD1tnTtdfVlYSUFQdjzRRqG7EyC/WUHcG8MEyG6fnZ16RfyC/d+t1JbhjraBZGWiUiOtw6oWI\nrwkIQhRopAnkXzondODuQHIgXOwX0L+haljq9PJuZODhJDSIrWVyBsyx1PE4Od/jHBR3jYxOBCbh\nHrhDNRH6QyVU4dr6GCd6jenF+abfgtzOcyiHpXqtzXmnet6uKazvdCx+BGGqUlXoJZLoVtAXsH4s\nCXASZHmSJZGsc7isI+Se/duRo8MIwfPk97/IfDai7+xE0hRfFFuQsFv/LG+xW46CD15J6jmH8QO1\n/QvAb8QYv2m//3fAb/MMYDjnxsD/DPy7wN/9Xl7oKbL7mQyj2ylDbTILA4vVYsFyPhdoLJeslkuq\n9ZrGVlRlumaUd4zzHjLYax1N8FRtyeEUDieRYuxIvGcZRoyymsPxmvk6Jy8ded0Tvd9q2kPA+bDt\nBcExHUUOx1CPoJ2oBJUjWX6zgP3bclGlgeNbskTfG6vfggbKYzPAS0VJJNHKUNaQ4lZGeGdeIOE8\n5AGyYNapuzWODpaPtATvKpP5JPp51amBb3wIk321qq8yvWhr0qHGInWRqt3YGRmRmHR3r5RENziI\nlUl6rFvRG3CkvSL2ULYbMo7BydFsOiLA1EjjQtkEZg/uLi2wFhAnykKa18RrkBtH4K2lxKSuYaXX\n8lMF5GF+N7cEMr4VgERz/B08rpI9o2BaAVF6oP25zMpZEamfTPFEjk5gwXa4iZkTLUAAACAASURB\nVGObVbE9X9cqSXPm6MsC3EwY67ztv7QKorm1NHN1o3fXOt5mDl2rzGN6EIkZVH1gOtUlbpvAetUz\nnwVC1qmWZlxesNsGKIYplTtg8TzD+P5vH1bA+Cjwxs7vbwL7zrlpjHGx8/f/HlkEf+W77ezdcBjD\nKieYqeCQXbRNQ1NVVOv1BiyWs5nAYjZjOZsR1o9xzZxq3YnTaBoyJ8ngqk1llZ1lpEXJ8TTlxz//\nKW7e/CZtKFn2JaOp42jsyD1c1ymtT8hGFcG5p4fQ+J5l5Xn4KHIwhoORVoFD7BhcajPkWjsdKX56\np4X6/pHZN3Woc9hB/NwZxYNzDc6rFZtdbiWVwNYoqYy4vVZBK+mMiC6szpKpeSAGESbBCI9soq42\nn5iSKlUjX3MtdVS7EOHdtGrii4FF8hNM+z/crpQ7sxqJyEI2zWFsXEkXoKq3nEkaRX4PtbghiA5N\nb1a7c3sQx9sL5lA5aLDhiEvLEnpoPndGWp9LbVQYYDRa7bt9BV4/guSWpLHhifaTHNprWrnI5ypN\nhYUAI66NQ2iVpHU2p8JlqJQVLNMY65jcQse+uH3G9LHNC1naezmoovZQqWooU60Qz+HAXSOblEJc\nRhgkxrnOc3i+6+UCQGt9IpdqUJxMBaz1JVw+gmnUZ+XWj/40d+5/hbeuE2Lf43bcDYIZa8Z3AAre\nCSg+SMDxHDB+oLbvVF7avE3OuX8HaGOMf8c597HvtrPDw0N+8Rd/kTzXcIef+Zmf4Wd/9meZTiVh\nmS8WxBgZlSUxBJarFW3T4GJUKaquqZtmAxjRe3yWsZjP6dePuHN7TH3gubz4FnXd8cInPkHXtjz8\n1leIMeNjn/ksZZJQf+01JqXn5MVPUI7HvPatR4RkwsufuMc0X3Px2tfok4yP/9jHaeqar//2b9N1\nHZ/6zGcofM3y1d8gdo6Pf/anGeeRB7/zm6zXkf1PnYkD/fo51RLufOaM/RF0b5xT38Dep8/I7wKv\nneM8pJ87oyigeHJO9LC+e6Y4/NY5roPq5TNwsPf6OS6Dxcd+CrcPe63Gpy72zyBJma6+CtmExcGf\nA3qm3R9A51kUn9Tv1VcgK1hknwU/YeoewMWbLNansHyBaftlGBUsJj8FRWDafBmSlEX+U9B2TPsv\nQZaz6H8U2qByVRdZjM4gTZnOfgN8wqL8cciCTAsDLKZn0KDAWsLi+EwVsatzqGBx64yYwPTyHBws\nTs+IIxh96xxGsP7IGRzDaHZOegj9P3MmPHokW4713TO6PUivz+kraH/sjOwYyvk5YQHNz5yRnML4\n0Tn9JaxfPiM5gPKNc9r7UP3QGaGB5BuSNNc/fgY1JK+KXK8+rQXO3qWszJe3z4QHj88FGh87E/be\nnEMtEAH7PYHF0RmMYfJNe/yjZzCCybd0/st7ZwQPo4fnxAKWp2fUBaSrc2IC/UtnZFOYfOWcm2tI\nXj6TJczXz6nXMP3hM+IYFq+f448iL33+J5guM772W18nhsCLP/zD5JMJ88tLYgjsn55yeJCTxTlE\n1QC7sK3prNZrkqZhf38fYmSxFAc2fD8Xi8V3/P0LX/gCv/Zrmjs0fL+/L9sHtCTlPnC1v3exOef+\nMvCvxBh/zn5/GfhSjPFk5zn/L1pPmfkBn0aZxl+KMd5/Zn/xO12nTVPeoIhqW5qdrGLgKpazGYub\nG+azGfObGxb2e6gvOErepKoqvnk/58ksSGLbdRtPqjRNOd5zFEVB5/Y43ncUuX5O0lQ22smKru24\nmkdlM1b+Wtsc8NItuTVdE9uW1bxnrwykIXD5OJJH+NyndRHe+JpWy2NEcN+9rVJU6VSKKj0cfwLG\nB6qNu0ZJQnmi8n+olAwkpa6sz20lvc92mFLipHSitFmiB1rFO6d/7JayYA29drZ/F47uQFgru1hf\nQTUXs3rrSEX9dSViu+1h3ejnslQzQF6qu+z6WiZIWaFmgrqGptL/BLt1QQ0Vbdj2ZvRs6/uDqihq\nZR1z3cJMaqnuiWUBR8Z5AO0NNDdmAWIOwD6qIzy/JWlsdqoFcv9VYAXFZ3Wp2m8D+3KcjTV0j7TP\n0KjRDyeiOVbAGrKXlKlg1ifJyFROpuxyVp5yQ8Y0lKRqO7e4Pd9oJa0YjVCfW0XP6z6YAWO4guoR\n+BeU0C0vlIGt1xrxe/FI3EZfaEhXLJWQNEDjHZ3PCGnGo3nJminZ3h6jw0Omx8fsn5xw5+6UF+54\n9g6PyI5/mPHpx9g7OGC8t0dpcts0y0iSRL5s5hT9vWxm6/OnKrZyzsX46T/G87/Gn/oxvdvtw5ph\n/F/Af+Gc+2SM8RvAXwF+dfcJMcafGX42QPndGONPfU+vtsNjBOvo7nc5DFNHrZ/lMJZLqFe8cHhN\nkrY0zR5tq3GrajlQl+vhFO6dBPIisOw9nT8gyUryPCdNRCT3fUEbGrKyoguBtG1JsowkTfFJwmKV\nEpuE2AbmN1AVgTRCvXC8/LHIyy+aS8Qarl4TYOxNpHAZjTSHIc4FGqkDWiljkt5AIbfS/8yuSWrB\naVDqDNLaxBlzbP0UREXQIQrnmLeF0wu4qBrH9BSWb4kAb9bqEHM93AyDHZxKV3UlDiMEHfx0X6BT\nPRGo1DW0nQBl6KhPnEpa2OyMGDbnQIYi21CmGoYxBRRkB1LDCSCSKYQ31ROBh5iZ0+xSFbR+ZdxA\naaIARN+EFcQZtA/scAbuwesa99cisGMNyamBb6fy1yAycFiZqtTjfrj+Ayh0bKVwu+HH7fzNCrYb\nveBQurJyFEe2byPjvZNSKolScPkIiwdyAOhymJyCm8D9N3RZixKuV3C5lLXI3mmk85FFGzduzd5s\ncFzc/k36uu3vT33vPojbBzTD+FACRozxkXPuXwf+V+dcDnwD+Necc2fA34oxfv6Zf9lwme+0vRsv\nqV2F1KCS6qz/oqlr6oHHWK2I1QWxnrNeNpzmFxzkc7qk42TseHwzYjMfPElI8pw0dyR5JMtz0lBy\n9+VPMru4IMtzkkSzwPu+JwBd3wskDCicueEOZofROfnMrTx5HzmZBo1enanGPhnB9KMSH5VR9yma\nBpcfQn1fU+P8FFhB88kzsuW5Orq9OJFolhRuAuwZn1FhsqGU7VSlTEX2/EARs69MuWTud9UFm/Fv\nq2vJuZpKRlehg3WnF0q8CJfJmAWfZRp+Q6CQZZLwLtfKMIYusV27R5+ILPeJFSyDot/wcXinL7bJ\nTjcjDW3WkxubNLaxbCvA+t4Z6eIcV27BtV+b3PYR6q+ooH8kXoIaobXJbEMuMAhP1J/hjpRoDR9a\nSuMzZlJGYb5PAHFooPcIOFA5cO/mfJtVmGyYEVtlmDUq0ou8pgFmEO8hb7ABRK0nJfTKdhprd1m9\nYXPi78kjKz2UEeZspd2vl/LV+sSPwtGPnfHqb32Zi9ccq6UjGeuQhv5JB9T9iGU3IY0nOLe3Ofcf\niCX397o95zB+sLYY498H/v4zfz4HngULYoyvIIeg7+21tvvZekbtEt9WpqrrGtpLRjwmuAVJgJtF\n5Lr0dCFhtpLL7d444JOEdacu15qCWZtQJyUh3VfmkOe6mfFaAFySMM4bXNeyWonYHVRR++Oejx/3\nxK7nlTaynmnQ0r0TmJaad3GxFkh85AWR2+s3tWIeFqX5FLP2UDx3UT5JznreiKagaVAwskY3RQBv\nxoJOwSpLBBTJPpQ2nJpGAJCaL0U/QvLaHpaXUN3Aei6Wt++sFmOEdeiVWfgUjg6gagU8S6vbuFTs\nazRwyAoZOvWtPT6w5KaS8t1WHTWc3+42/H0o45iJX+xVfks6lanoLKjuOtui+1DZYKQnwtLsRCUk\nav1fMNFWaJW1DP0XmBrN7wlf47VZd1i/RnxiYN3tHNvOHJDN8Q+ReZDWwtOkt42ejamyIGADjv01\nhNeFx10H3QONNulsDngz037TY6gjzC/kc7a2L8x4vL2UVQXrlXvqkAavs+G+jRM6pm8Dig8saDwH\njA/v9m69pJ5SSoVAHwLdjlpKEtuGtJVVedsELm5yVus9Qtdzf1awP+7UX5HAVeVpULdr40d4X1IU\nBVcXF2RZZsOFvLIaxGOMRwvKuGK1gNWOmmRvFDg5CLgucjmONDN9MacjODmE9TVcPYaTl1T2d7Us\nPialqIDQQHupL2ixr+E97hDSx+dqYDP5ZTTXDzdBev8e9VmMopbdPqhu0Wvy2sYutjjUY7TSlXZz\nKZqI0mbGWr+nZlzoME2vU2Rd1dCvmcZfV93DZ9Yt3qlOU05UjuosilYWlU1dBQjUQmQjj9oNrsMW\ndm5DkB78p+y5fqpduhUkv3uuz0WtwUPRXj63ed6dZRb+FuQvqRwV3hJIpClqpDvS6/WvWIPfoNZK\nlWhFs/Fw1l8RWoE6AQHaAHw9TGfnW/DIds5lCGAJW/ntADTRspaosmSoxVv0V3oL40Tvt7e3cW+k\nt+PyATS5AOPmIayjnnt0qjEmr38bvvnKF3l4lbFsnPyweOZmDrQDmOzedr58z34Z+YH3lHpekvr/\n3/Y2Hfh3sAbp+p7WylOLKqVdlixmLTerhr5vuH9dytc/cVKYpo4kSykomRYJeeHpkpKsKEhtfOUw\nZKYfej76Ht8HutjTh0Dfbx1wCYHl0nF1rUCyXjlSItXCcXMZmaCyx94EDo40Ia6qVfrwNnVu+Qha\nD+WeGquDmcFmd4xyCApkfY4C6CnbIOqCNJXOiujea9kdgwJ2FzTvonldUdWjSJgkWjonThFiegCn\nH4XHnSJvmRkBYJ3afYCqUQmqHKs50NmQpj7qABNvQGWkdoyS2268vbtte8jQpzBEq4EAH4JwNXwQ\n2AwadkNXeGk+TvfAZZDNNT+iM2f24sT2N9d9ciDi23nEAy0gjMGfmnlvLmDp3oLuSjJcnLgR1yvb\n8C+q257S9jNc/4GLsfJZ9DrOpyZrDedqjYSkbAdB3eh4GOn14sLO3TrM+zU0lxD3xGP0AzU0kltv\nj2zZlzZrHuPF5lfw1uOELvWSY7stVeSdewo43hEonv4ybt4KvtvzflC25xnGh3c7Ozv7rp2kQ2ax\nuR9KU5ZpJP01WZwLPEJgXmUsqpQQa3n4G7/gvKcKJdctpK4gH+XcPezJ8o5FH2l9jk9TTu/e5eri\ngt506f3GesSzaHPqVcfNYtsdG/ue+Rq+XSX4JrBe9ORRHlJXDx1+ETmewOFY5ftmCYuHsHwN0lpq\nF1/B+GVlF/RQvwXJR6H/yTPKy3OieQX6qdXSrbQRByeSVNfHBScVEl6C/nYGzUSDrCtrlU4LoVBI\nFC3atXZWp6plHN4WK+x6PZZ42Zv3Mxb555guv6RsIiuUybS1eWj0W65i8NbozJN7KG31z3yTh4l0\nlqxQs41ig8rIgatUx49Gm4QKaKF5+YzxxTmxFBYlqWFgIdxyNqebWsF54AfiDEIG/q4FwQT1f6Dm\nuH5ln70W0tvyjEpvs+kLcYXt145jKJ3NT8/Yq9QXspEqDec2RORO+E4HXEN8YIlqsb1koQc3UvNg\nd6W579V9iI9lk794JHK+ONAu8zEwk6PA6JacAkaV47P/3Of51m9+hXkDDrcZKpbw9mxjAxg7mfOu\n+eAwee/dUOHv+1S+54Dx4d7eCTCe/bC+E2gk/Q1lfEznbsjdtmQVQRyD9xpNaSR3mmW0vsAlBeXI\nUZQNaZqRhZxIppGUzgksBnLdnG/r9Zp6HamWgcItcX7Fum3VEBUCizkc5pHDcaAxD6mDaWRvrNLU\n4ZGqOdVMq8Z9mw3eLaGwGvdQXmkvoTi20vfg4degORFW0ojGaQDKMgZ7kJjIqa43lrSZsbFpdSia\nFnuKrB6x8aHRDttWvlKrSpbnnWUbfW8gkFjXdqpUablWNBuca4epfoOtefDb7CT022xhAIlB3TWU\nbXY4iM082wE0bJ52uFbpKKBsrDVbeJ9pZe+jaJLEmtOJKDBfovKeU8AnR1blQQR5d6HnR5QRRrTC\nj7mVo7xEZN6SszhCYHGDmvBSZQExY5s55Wwzqh6RDENTYKNzwS5LsCwqPNJnIh4pK+grXbpmLpqp\nsssJSv6aSnYzEZsFP9Ln7Ogkku05bt0CN4NV50icY2/UU5advhPD5TUw4Nnv3NCUavf6WkncMWzO\nvmub320i5u7v3/fteUnqw7udn59vPow8u4IZAGBQSA2gwTbrACQIdGwyCuc9LklIBhmh9VtkRUFu\nLp19WrAkkJLR+imJ7Ga5ePCAEMLW2HDXAXe9Jo9zDosZHTX1rOemU0A9GPXcOwykfeQmBIoYuX2i\nju+9EvYP5LyRBYsj16IIxi9pFbl8w2rorZw62gvIvnpOfyz6IfYCk97MBz0KZoBWyC4Sg4M+x/Vm\nXetRGpPmkB6JTZ/eBlqoH8mgqJiIcU+9FFPLhbxLenMIjFHyrL5n2n1F3EY5Ugd4a0tr54z7sFpM\n6LfRt7PS2OD3PshQ4WmgGDIKo1RY2OPGzQ/EsWv1WLyB8upcXdEL1EmdmUljlOtJUlpWllqpxwtM\ndtcn4Ub2It2VgDxGcMc6lHBtY1tvkErL5LNxolIY+8LTuNQlmFydE/Y2H8qn7+19ogcurBwVLGsy\nHiPYmNjmAfRvQTgUGKwfGkAF0U/FbSheEPaH9YC9DkekXjuSsSSys69/Ce9SZRbeszeJ3DrqyCc1\nTdpuSlOb797uvPudGTPOFlKbmd4GAu4d7nfnfu+Cx/cVOJ5nGB/ure/7t4MFbFY7YWNJvmNfAHTJ\nASt3i2XMqKnxvsWZ13+SZZsPtk8SsjwnKwoKA4y8KAhpTpckpDa3OPTiKJ4CCrNIz8MNaVdR1zVt\nbAhNQ99KGeX6HpcEXAhyEwfSGDk+kTJqdQljJ++ocmq8sxnFjve0op1/TcZyea6qUcwVz9MJNp7P\n6IkawsJWy4MNbgokARd7CB2x66BNcKkGH0mOdSL9bjGF1Zs2WDzA+kakdXmqhr3ljR7zqMaTJpZp\nGDC0ndVs1spIvNfMDZeIlGnWFkU7a9pDcq8BHKKprAf7i2Gcqq3M48A9XOqcmbApvnuzxaBBoHMI\nmLEgFnz9gJW5/J+SQz3XRV03ZgIJbw2BWBbRrxS43bFsziPad7iB6ps6tsTGqjJCjrpOpaS41mUA\ntsquyvZhbSwbQ0KQv9VCwBMznXM0f6m+N8eVSnqEthNYpEfC3XwE/kgiuDaKnooo26iXHr8XGeMo\nRp6YOq7mCVWVkZbJpvlOPJ3NvHduk13EZ8YGdF23ObFh4TUoA9nMundvuw2jX2ELFN/XJub3mGE4\n5/5V4N+DjWPYL8QYv7jz+K8Ab8YY/+p7e6Wnt+eA8S62s7MzOuu8HkBjdy3yFNG9AxaDrLXzBzQ+\n4JNLEhsKk+Y5WZB81jmnWRd5Tl4UFAYWWZ6TmhpqA0oxcnR6ypuvvrqZpVGv1+Thhr1sRpfXvHUT\neeM6EJvA7Cbg2hbX9yzmkYsWihBp53DrNhzuKUbM34AnKzjcl3/fcIJpIXVqs1RfQJICrfHEBYQf\nO8Mvz2ENfaOYHFqVNGJhBPCgWA2OYda26yIUtVZ7rXl5u7HkM+vXtZTtK5EBfa+MAgQgXaeaR4za\nudeYHvqaRfbjTOtzI3GtVhSCQAWnDKVPoXfQ9LYPlGWsE0U8F7bfjMFryeZ4D261zNnagldo4NJI\nz3dYKW4E1WfOZCnSWR9FDu7AylMrNg13Oje9BscCj/4KAc4RJLfBLfQ/bs+w0STPEZ1+N9PlchHS\nh+qsjoX+D9Rgtz4+Y/z4fCsAGwFeQLD5YA8d3PsK/KQQH1mmMAFuSSUVUvFVaa63pQ3KgDrMALeC\nm2t4/DqslhJpjPZ0cZrakU8c5cf/DNXrXyW13qGmLZgtS0o/gdGIfGdO99vk6k2DSxJ9tELAW6ax\nCxqb2w5P6O1xv9MR/n0vS72HDMM592ngPwM+H2N86Jz7F4FfAV62x/868E8Dv/zeD/Tp7TlgvMut\nbRplELBZyW5qowYkg2JpKEVtPqhJ8jRQ5DkHbkGbOeaVLD+TNCXLMpWj7DYoosAa82LcrKrqqqKq\nKmqbqdHHNWWxpm8a6nXk5lqrZ9e2+K7D9T0+BFbzyHgSGU+lb++GuQw8QyzatnwE89dUDZrcFXnZ\nLxXP3ViJgQtmfXENBJUhhjnYfYtMCb3ikXdeHdixx60yrZ5dj0uWQqU2shkw4b2t9oOW1strq904\nILGhSJ0ilcdI7bjlJ4bhSkShWagV8Xv7fShNDUaJIW6tPwZJ8BqBAwYWEzay1Hhsj1/acysEDFb3\nTw91UWOl/XtTkjFVdYwnCsJxZpUym83tRtAfQP8NaB7LZJcE0pftms60utfkRFTq8jq+YLJd54CF\ndAWhh9hIkRwbBXU6pHKymNkPSZVhaHAQx1b68sokQhS3kkzAzaF7TfRS+XH5Njavw/qJiO29F5RV\n9WzXCQd3I+MTz7L23Fx7ruYJ4zIlSTP2x54qZOLw+hG+HzEyNeBQNoo2vXIYGUCSEIC07zeNqsMC\nzO2AgvP+qczFe7/pXxoABD5QJakKzfd5aL9/EbjrnEuBnwX+IjJVPXpPr/IO23PAeBfb+fk5dV1v\nS06wTXW93wTYOIDGwHcM3doGBpllEAeTSBlauq5jrw6s+5I6yA8nN0BJdjq1hzLXMLnvjVdeoR7m\naxhvMVu3MGoJTcOTK6BpcF2H7zp837NXduQhkMfA7ZNIHiPLC3jzmya1X6rq0zaaT1TdKPY2a6iv\n4PRTMHnJWhUqiZv6DPKHqtH3jWUVg5xzyDRa8A2QOGUfecSFqD82HldbK3kSRY44Z5E1EfJkE7Gp\n0UjpzmRXvUU1rHfDZD7T+ZfYwF+/01GIOdr2EerhNcLTX9wYoHECAZvhNDi5xqEberot45CwkZ3G\nJSKHzYLcnSoD2JufE6eQVoZjNSQzBeMho3ADOd2b0mwA2158QO+t1DVWEO7WUiQlpX4PrS5XsA5z\nZ30ayb6tZ8xrqqsg+5YMAGMPrtJYEW8yXGcAHxfKVnymJM8NTi42iS82kvv6TplIeqi3aV3D6us6\nlWoFoRAQdTiyPdg78YyOHd3McznLWNQZ7tXf5aMve+o+4aZKaN02sx6+A3prJPBo25akriFNt84G\nbfuUs8EmixiAIlGpSxMrU5IkIaap+EN7m3ezje/L9h5KUjHGV4FXAZxQ7r8E/h5wG/iv0XiHv/Ke\nj/EdtueA8S639Xq9KQnFwdtmx3bDWcYRrSwF+hAmpnzK8lzjJtuWPpYUfckotEzLjqprue4iadKT\nph2NG20+wLtflGboGLfRrruAMWJB7tZE3zJOAvM2cFi0JEnPYdnzwlGgXUO/DGpkRoBw9RCOpnDr\nVEopkEpq+YTNCOziRERtZwPrfALFLQW19ROpWutrcwQ3tVSyW+bw4PKIKx34XoRuAoxXkFtNuXe4\nPrMW8l7Ryhe2s8KWvRZRe2sc6KMtYXsBzjBwaSPNsiZBMNY2SstaZQKbNG6eRg1cowynQaBiFyoO\ng4YyJDdlhy+2+UubHo2V7uMMreALtu4jN8CNXs4XbGZgOG9q3grCG+Z9+NhaR06tz8Eku2Qajdtc\nwPhHtP9woQNqFnrd7ECAHpC6zY8FYLGH9lr4G3pwNjEvO1DZMXbQz8WbdEtJaJPespaV7kMqAPKH\nMDqQ40osdT5+qnNePITF6+AuYbFyLJaedM+xrgUWNzcp6yZnephwfDuyf+RlzzVLmbclWameoyTL\nGBUNRVoR4r6sdpoGqoreOdquI2kagUWaboQkw/cyGeaCD7csI8uUxWQxSkk3fG9/gEpSXwjwhXdB\npzjnJsDfAT4C/EuoLPXXrEz1p3JCzwHjXWxnZ2esViv1Ndhqf0h3N6uXndR2k4V4r+xih5tI+hvW\njKnWd/H9iMyvydPIfh8ZZ2ucr5n3GXWcbniRtus21iJ1VXF65w5/+Hu/twGOuqo4GK8ofM2iDfRd\nzzTvuXPUc5D37BeBaRFZhMiDR46wiKq4LFR5GcpQufW6xVorxH6luRjZWCWQeqFgMz6WW23sYX1w\nRvaGOINiBKxVrkotUKZOq1BacKXlZm3U6t71koV6cHhiBy7JVKTHykokSDMaUb0n1XK+6wUQHXYf\nIToW+z/FdPElNk57QyYSndXOvGxD2igLXheVUdiQv+20OZHecQATo0zwCqy8KqI3psoqWOqxsIT4\nGHig561/7IzJg3MNIFoB11YSsqwiWruJOwD3glE2r+v0/D64Q5X++ms15zVXsHgVihdNVDYWGNVv\nKhtJcgXxBEhW6p8pDgT4IcB8/wwW57S1QCXpIVtaU30QOZ5mEPckaAg206Jb6FybCx1r+bLe1z5K\nk+BbzbDKToAFzBdqlxlPIpcrR7XyNJeefpYS04TxQQJ5xvgTP0Gy+m2mYweFw60S+qQkLQrG48D+\naEma99SMadsCqkrjWLoOn2UCijTdAIXbKT0lOyCR5Tl5ntMXBfkwrQ+eKi1/X7OM7wIYf95uw/Y3\n3uE5zrmXgP8N+CrwF5Dl0ceA/8qw4i6QOOeKGOO//SdwxMBzwHjX22q5pLN5wjGEbd/E7gomTbcf\nOgOVIcPIi4K99gofl1Su4okbcbPeows3AqEk4pObTWPSMLe473vapqGyEtR6vaZpGvEXlRRRo2TN\nKG0JXcd8EbiewVEhOYsLgfU60q0jN5ewmkPAMZpEpqaGckC9hidvQG+9FeulVpk4DeIJD6ViLSdQ\nrWH+CGgFKMU1jI+AQmUP1yvQpl6r4qwXfdBFBTRqR9JHYiIy35UQ8x7nGmLrteOQo9nfQcxsANe0\nqnHUpS3Jo63sk600NkfEud4EAUJjoOGj9X2ofk1rGcoSfRP2UXYxlKE6xF8MzXpmthdvgG8hR9c7\nwrN+kKP2lpH04L5tgfcPgCdWtppYY2MO4YGB5Qm4T0Nyx15vgWzF7bk+wPRllaXqx/JgrFcwsn6R\nptbfYg/JsYQHMRUYdbVAg5Heg958HdOxLsv8ArKpOvhdUGbovPlDrcBZyYQ5aAAAIABJREFUicyd\n2Dkl+lzM3tgqoEIpGS0ZjO7AXhAWv/hZvV2VD7zxWkKzTigPPUe3HC53NCHF5ylJmzPdj6STHrcI\nrIKnS0upoJNgc7B6+qaRwrnvcXWNSxLyZI3znsbvb7OLIbPYKQMXRUFXlpuyMuyUla20/H11v30P\nJSnn3DHwD4G/HWP8j+3P/wR4aec5/xFwEmP8hfdwlG/bngPGu9jOz89ZLZc0TYNvr9QDkRxsQCLL\nc/Ih3d0BjQFUsiyjLwp8V+BjCRHKOKZxKU2Tbjqy570nhMCyLQl9K0uRnTLU2kpQX/+931O2Yf5U\nmW/p+55ZFTVvoO+ZLeBhD5cRchxFVHZQAnvTyMmJKWEn8v5JgfUFXCxhNJFUNjrF49UaZhfqpZu8\nAHhYrawe//vnZCcqbXRmD5VY2aptZMIXvf6W9uAPVVoKXYpvo+57cElL9B2uX6OjqWwV5vQzCbFt\nBRRmcbEhmmOQYVGEyeNzlYgacD5uZKL0ApfYAU0QMFjmw//H3rvF3JZd+V2/ue5r7ct3P5c6darK\nLtvlitPdLnub0I1aQiRIRAgRdQRCAkWKwkMSLhIC8cYTaogQ4Q2BAgR44IkgQDy06Lx06DaJ3Lvs\n2C53lV1VLte5f+e77cu6rzXn5GHMtff+TlXb1bhd3V06U1ra93Xba43/HGP8x39UwCDn7SNV6iFi\nvAuwa6SeYeiAV0m+wLp+H3YM5lKS+wRIErqUyFn8zTmb1CRgX4TgK/Jb07rfHDvmk3JGvZJ1+lM2\nJC9lBe+sFUCqT+HyR5Ddkt90RtYZhi6X1IMqZH97IzmUroBmPScYi2eiA1miFMID2UZ9JiFJW0L1\nQLyN5EjCksoIWDQuLZRfwvKpAFtQwt7LQOzU4FMBJR957D0P63lYz8cGPunYI4sV/ekP0ZOURoPx\nErJxQOz3lBY6b0pr1yjjU5qYmAXG+tTNGKsUUVARBAtQisIc0arJphD2mmefpiRpSr8bIdgNW/m+\nsKw+xbDUz1mG8beAF4HfUEr9xs77f9Fae/nzrfqnj+eA8QlH6WTJo/4xGEOnblCHB8Js6jp0HG9a\noQ6gYbmex9DJCb2xdLYCGxBTb2Y4PVD3Y/q+Q2tJbg/S6G3TUDtWVO28irZp6DpJnF81uJYSilVu\npbWBtawLRWQUMTK7j5Ek32gk8tJ2kJdwy1CGsH8HRnsiDKuQcFRVSFhivZDYdr6GMIC2h6iHLBGH\noF5IeMLuQRyLEdSujajvpC2IDTZw+hONwWgflSrpH+3EACVM0EvW1miJ25ghwY14DC1i/K07AmtQ\nFQztVa1CENJRgTehp8od8EC4MsisfjgRCbIvO3eHHQri3DENLVqt2zX2ZZfMlaO67omBJXK7fQrc\nAO8LoE4QQLsUr8MY4FzAo3ksC/uSj7C15Im6UgCkXojR9g/cvoQCWn69lRcPYzmMppB91IEUYxpP\nQLx8KjmHOpfwlddAWAvwrJ5IWG34b9tK6kQiX7A6v5BraXQCcST7f/FEJh1x40QHL2F9XzwcDTy4\n79MrBZ5H3oSwDun8iFEYEZBSlyPWNiVIU7KRJyrMOsQPOqKwxypNxlN8WmxvKbo9ij4l8kpstJJC\n+U5R22ZT4xSEodQ0JQlp227AAhDpkZ1EuO/7Dsw+vZDUzwMY1trfBH7zZ3zn4yJZP/d4DhifYMxm\nM+lj0ZSYvsIYQ0lJ7wuraZPb2CnaCxy9DwQ0giBAhyE6PgJTEZl6kyDXLvQ0hKI2PTR2wGIIP9V1\nzd1XXuHt733vWk5lWXrsx5LAzleKg4kiNJZ6rdgbGSJr6XLFeGRIUymGriq4PIV+LBdCn8PhTUj2\nIJqyqZ/wEzFu66fQf+j0+2opbchmM2w9JxwDWiiVZiHNgsyB1OF5/VbzT/UWz+UGdGdRNdIWY89i\nfQW+J1qFxnd9KQYJDytZV88lvA0SB2pAhS4cdQH5rRnjxXyTi1ADu6kX48sKARpXaGgHKfaabYGh\nKySwAIeIx+Bm9tZHai4cAUCVYri9F8C6AjxbIt5LBOWvzMi+M8ckUtPgORF92wgg9CvJS6gVhHek\nYttOxBtAC9OozcXANFcu+W1F7Ta9IeykrnD6TpF4Gn0hbDbdClEhMlJbEx+A95UZ9bfmVOeu4WAl\nk4D0XOS4TCseR3wodZL5PahK8HMhNpSFCy3W8tgA0U0Y3d5WsDfAIlf84LuglYf1FdFEUbYSLiqa\niDYf0ccRJ5//FRYPLoiiEaHJ5HqzEa0/IQ4aDApjLW3fE+iWXmuKymfVtISqoPJrii6i6AusV4l6\nQhAQRBFxkpBkmXSwdPfJ7gRuyG9oY/B366c+hfFnVBnkOWB80iHGOkR1I4w2NHgEQXXNaF9TrR0o\ngTs1GZuL1YWy+iDA7/uNK2wcz7zbZUI5oBiWzs2WhhwHbt37Y7izJ/mDKoX9WBFYRTuy7CUeoTWs\nnDhDmlriVAxoMhaxuMlY1DcMsFrBeiUtKCLXhCfP3Qw2F+OfTZxax0g8CS8WkOg6aJaSgDU5mEPJ\nZSSpGG/PZzPjNxq8RqHu9K5vhnKFfj4GDxXEqMBVcGsjU3jfFR8YRC9bS/4HF96xFdgrtld2joSb\nRvIZV4jQX4qAxAJYSlhF+QiQlNs8hEit7gBL4EI+iZw/s5bve5HDNAOmlHCQ2ndOi+tUZ5DtGcA8\nhOY98Qx75/GYCGnHGkoSuu8c88mRxPzQ/b/n4lgRu35SpwLgYSZeQL1wRDEPqksIcohK2A+Qojsl\nS+MaF1aV7Hv64jaXER1KZ1svgeIhrE9FDaDIBSiK953Ybg7Tu7IvVQNXS1gVgslVroinisMTSCaG\nxdpwlXsYR2ut+pSOFBVFqCjCiyI6L0F7kQhx2pF03e171k0oNO+2pe1yIgoCVdO3lmWesG5jqd72\nffzBu0hTMgcW4CZuDiSGWift5EXsbiL8Uxh/RpVBngPGJxnz+XwbHmpD8Qao6X1/U6jHQLUFsBYz\ndMNzhX1m6Pb2TAUqiFGJyNG2ZN3ZbYc+R51tmoa2bTdhqh/94AfXmFq4WZUfGDxlCEONHyh8Db6n\n8DyDZzxQhnINi0tLqKR+LhlJeOHGbTE6Xe0iNJdw+oEYEJDwRjqR4/MUJIeiONr9eE6xLwfRXMHq\ndFtO0bv+REO83O9lGyRgOytUzWlLOLXYxGAaXyxZ3GG7UGo3AruNl7UKqzy80KBKham10IMbNiGo\n7MO5MGsz2Q799jOmCBhUSI6iBHsu3g5WwlDKyuxfueZBhGxZUq0AjY0EMJTzWswVmKWwyvR9WZ9K\nRd4q/rZ4F7Z0Ho7LlegrAd++FBptfyrG2SulqjvIhMVUXsLqkeT9w30JDRY5NE9ktg9yricvSN6g\nWUoBexQLmPsG1heQxBBegfn2nCqHphUl+MZVq0euDbpuZR2mh2xfhH5tKJ5jVUD2ogDG2X1JG3kZ\n5CWUTyCv4OlTWBYuxaRcDiO1HN0whGNN+cjQ4WE8D+v7XHz4IfFkggoCobn6PrjwkDaGuo9pW+WI\nHhalS7LgisAWeF5DXilWixHLOsA6llQQhoRJQtKKRzKEhoc6pziOSZwO2zDxMs89jE80ngPGJxxa\n603oqHe6RQMIiBHdAQD3WeBYG7D1HvSOdzCsLzBLInWO71WsTEDT6A2FdgMWbUsWNmilWXRqw8Aa\n6IB173ORe/jaUKwtXdQSGE3QayKlWa0NbakIleHsqUeA4eQITl6E2y9KH4z8UgyDQmi14VhyFelE\n9ACTTEDCU5Amwpo6ewBXDxEl3hoopa2rp8QA9T34HUI59SUsZZZSA+ABPhobWqmAdjM9P1QYpTGd\nj3Kd56wrulPWusJ6LbN9J3ZnFwIcygKtGDKcF0CNGP0Q+c2xMJusAX3MpipdgSS6l5KE9oZGQsjv\nGAOxGG+9lCiYDQQo+gu3n1Y+V3tiFGzlSkGUvPaPkL4SD1xpSCZg5p1IT4y2krBUayXXcPmuGOjI\naUlVhfSVsMDiVPpM7L/ERt22t8KEiw4gGEuewUQOtLXIcK2X8v/W5SZyx9UjCUd5Vir5i1PxHBUC\nPtbldsI9eT1lyx24uITl+baEZZDR0ignZGxJx4Yw0zxZWOpKYZTCeB7G6ToZt7iCcyGWDJTyrqOu\na6q6RvUVXlDhURNQU1WQrw3ryt96GFFEtAMWviOexHFMkqbipTuwGO7FXaHQT2M89zA+w2M2m6GU\nIlEFnmpY22hDzdNAN+jUIMlm6/RuBjkCEBDRWousgaupGBLapmlR/dCRr6et9QYsuqah7zpGYcON\nSY21ls9/8Zf57vfeFSkPp3brGUOrIzzT88oLJV4fUq48bh9ZfG1praUBmpVYwLJUlKklTWS2WRYi\n7jpIKxklN304htGxAEWSwHjfhSqQnIb36oyr/3dO5MF4LLLVfekEDHsJqQSxGPDwQAy4XgG9xdYa\nr1f4d61UMmOxymKtkjx3C9qKh6YCjfIttlfS8a13tN1e6gTsfYUXWarPzxi9N4dBAXYIUZ2L12Et\nIsynHWvXMZRowV7K+myOCAmmLsxlhdJqB/YUbIv9hnIQ44rXEueBxFLDUH1+RvqW5FTUEaiprGMg\neqkjCA/BuwFE0F1I9C0MhCRAIjmKKHFgkIthNu6/YSSv01i8omAqx7c4h6M9CCey3raB9SX0L8wo\n782lSrpjq1pgYfFY2o0c3RFQyB/IofqhANkQoVNIDiWOJMndXcq+jY/lmCrAU5ZkokmygMm+Jc2g\nt5Yo1vSlxbcW3xhuvvIK+dkZnjEo17sFJXmLTuvNvTJ422WpudIWD0OopDFZUWiK0tsARhBFW8/C\niXrGSSKswq6jc/I618DiU/YwngPGZ3xkQU0QLmltgzFjyj7deBm674W74173XUfQtvhOnkA+EvHA\n3s2Y2t2boFDQiMJfXbXUtRYWlGNCaa0Zj1rGsaZohTIYx7GwPZTaSKR7fc+rxyu+eGKoK8Pjxx5e\nFzBKLV5iaDJYWEVgLMbCxTksz+DpAzg4ki5o46kYl4sLiU+nY+llFKRCr9VLmLpUQl2ByeSz0ViY\nV5ESA5imkrcIlIRKrC81AWgJ13hj0GuLwdLXohRirCtcqy19oWjXABYvMiQHCotFry22lnAQU2Hp\ndI+dx9K4sFCPNDRKHFNpAI7SeRKhhFmMgeCWS5G0bHpwM3I5AN95DaduWxHYA8m7943b18qJ6lpg\nX/IR5krAw5agD4ThpACvQrSjKvFItCsTUQhDyQL1lZzXLJKkdOfKRXpXMkK2LV5PjuTcKwcmCsce\nduvVRvIhyuVVlk+F8bR3W/SpioXUYTSuyaFFCjfHx+JVBqGEGY3btjFybfS1XAuk0m5knW/FWXok\nET923iiepagVFwuP1visKkVvDL4x+FrjezW+V9C2Icb3RSHeKSq0rmC1cvdJVZZUZUlZ9VSVIfI0\nbddzUWi0tUxHBo+AokoF2Bx4JDteeu+YhRuweDb/+CmN5yGpz/CYz+eE4b+N3wcYowmDkMAKd1sB\nVmt6BBRCs8L4HmU93QqngUh8DOAyVG7v3AiqLclYMwlqllaxavQGLCZRyyg2KOVR9xH3f3iPOI4J\nfJ/A86Q7mbVM/YoXjj0O9jzWnkdnQsq8Z3LUk2QeTWlIRzBJFJ5VLJ8K9bbMLVUBt+/C3g0xnnmx\nNQBBKgakKuHJAwEYHzHOwb05RycCEAFOSiSBdF88Ex/xAKozkZ3wWhi/5iS93ehrqWOwuAK/WtEV\nCqPlJvZcLw3Pc5XGvYRblKvF6BR4nlCGwz+YY1JESTVwrCZHrVUdmKdSNW2MC0n1oEaSt8C6/XIi\nfcapydrcJbcTpC5jIGq5hcTVUUyR2fyZbCc8hujhHI5k3QbRgDKN1Dt0ufPoKoQOnEquqDiX898h\nOaH4JpseTvGhbM8qFxqz28+aBs4fC0Hh6CXHYqolD7G6lH3178+ZvAx7t2Rbp+/B5X3HykI8wmrB\npl9HkAogtoV4T+tzBxKF5DBqtt7S03PZ5w44yKCrFEVtKR763DsN8EKPi7VPmBq8vmcUVDSP/ylZ\nklBoj6ZWeFpjPU88jL6ncUWqQw3SZqlrlm1P0/X0WjNONccji/J9dG6pG48giujaloiciIi+36Mf\n+mg4Cvw17+K5h/Ezx3PA+IRDJSd0xtDZBmtCQtWh+15CU9Zi+p7YrojtFapXVLqksWM2/TKGkJTz\nMrodqY+6qvD7Es+r6JqGyPbEHpSdvSZFUuuQxqTEcSxyB2FI6GZlnrWkvkfRG05XHnWuaY3PzZMV\nt25IVd3y0qOoYZRIdyCt1ObCXeWwV8sMMopgeiJGIBptFTO0FWPUFBtpJaZjGB3I68YxgHwrOQ8x\n9DJDrVwv6mgCo0BCXto6+qeG9sIxijQ0ucUYix9L+KxZQNdaYqfK6mVIVXnvZuyphJeGxny9E+Gz\nDSJ+GElIiViMvy5daYcB/QQR6puIfBUpW9pvBfYCBsly+xSsE+WzI0ng964jHohyr5+Bd+nOWSJM\nKdMAhXhWZiHexQDGFqEtayOhPFIgk9BTD+LtJNJbwijIryS0ppwn0dWSXI6nsi+dS0SXbnu1IzJo\nK56eH7vFMbGiRHJTvhUAa9dw9kNYj+SYRweu0t8KkKmR5Lny3BXEj6Uzo5/Bkws4O5Vw5LqCdQnr\n0gNfsaxhug9J3FH3Iarr6FpF2yqs51F1Na0SqY9nAcNnjadrqqrfUMxjv0T5Hetc2h73oaHvRNiy\n6zs6RNU29SsOYs1eoDBMMfrwI0AxhKKe5zB+9ngOGJ9gzGYzkjimNicoahLV4HkevVLXkth919OZ\nDmsMVVtS9uaagu0GMIaivB3QaOqOK6scWNS8vNcQ4/PgMmJVB+y1EBHSmIwvvv46pw8firKta67k\nWYvtIgodoMuQSBW88kLBNDLsjSyrhUfZCKNFaYVnFHUOk7E0VPKQzxZLGO/B+NDJaiMgsFhJcnOd\ni9cwsKWOf3VGqucksauHq2Um2qxknTTSOK91CqjBkRh33Upi1R8J8PS1a/4zyFp00PVCKOh66FxD\nIT8WA2uVGPShps/PgDF0L89IHswhduGpxwIkvktam0zkMTbJaiMA4GWuU+xC9JD8UL4vboFjQw2A\nclNyEX0lkt5tDt4hZLeR+osDAbK2hObLM9Q35yjrQjRIPqBdO1BxE9u+Ek8pvg17NyFcCbtJV0Jx\nndwRo90ZuHgsv8kOJexXl5LIDmJhr/nOKzi7L/peym0zTiH+8ozqieRUakedjhNXl2McNXot4cXM\nhbziPThO4OKhANIoEY3FwoWywkwYVXuuBiNMBdwWJWhrmWSG8QTGE/DCjqu8pe4CLpc+J6/9Eo/v\nfUBDjx/mKAcY2hg6rQm9knG0IgwbVsCi7kiCisNRTdv3lLXlYm05X0JnFF5gKXqI036T1LbGoq3F\nGvtRsHD3+KcbkHoekvrMjyRNGXpw+25plaIbaLN9T9nFtE2G7jV5Y+l1Lvr9O+yqjYfhGsC0bUvE\nGq9tOV1bUq/nlcOKvaSh6wKWBQRByDS1RJHCBpYwDEmSRDrzBYEIHxqD7Tp049NryIKOUVDS1hEP\nz+DirOfphQXVsio9PG2ZjA37R8J48pToAhWuAU5dbY+9qOSztQtTgRgh34oRaxwTSANYZygvIX8k\nISofMfImFYPXNMKgqgpJKsdWQh4EMptFSagIJbUeNoR2AVyK4Y/3ZRbba0QM0N8Wt+GDf+JYUJcS\nDlMIAAW+zPiVEfDqADOVWXJXu5qIS0n84uo0rJFksopkP7wbUqSHL4nttpBt+7GEmfypSw5bAQ39\nFOwTGP052S/c+bAFmzbatQvl+Cewf1vos+rM0VXP5DjSGwKYVQ2XZ+L5xUqqunUp1dXTQ6nQTyaw\neAL5U/FUkpH8J1UBwQp618xQO7mQOBXDPzmRKnQFHL0M0xfEW+ta+R96A4uFE6Z0+57n4oXVVq6T\nKJPanbwCY6XvyuGRZTQ2nBxYag1PFyFd32KVYrXuubjq8KMCz9FqB8DotSYKKiJTOaaUpWl6CDr6\n2AFCb9BaDPDlysMLfcLYbEJOqzrgNE9ooxFJlDB6NsH97OOnNJ57GJ/hMZ/PieN4Q58dlk3NhdaE\nfkXTN6yaSIqL2npTN9F13RYoHENjeD9RBZMkpw96VgbOlhBoSzuFsrFO9cI6BU6PwIY8ffSINJXQ\nVBSGBJ6HMkZuNCDs5b22j+l7w9NzjyePeoyqN60pDduwiAGmBzA5gOWlCLUWFVycbWdeCjE+3s7r\nHnj/H865eRMOjyQW35zLJDtAJCbSMYxdsZhNwdtzM+UGtOuboTpoOplNU8is1k9EqDCYyspWT4T2\nm+5J2KwrXJ7BFdS1TwUQxszpXpEaEx2AuulCSIHcpIP2k60RIcBQPJT2DMoHUg1tQpll92eSwI72\nhfKKS6CbTsCgWUjCWFtXbf0E7GMHMgiYmN+bE9+E+GWp5LaIVpdNxKtqK2FG9YWEpLpOcierM1he\niEFe5LAqZca/dGSEGFAX4rUsL0V8sN8BbT+F7EQS7tmRzPrzc3jw23MObsLoUM6lslBeQHokIBFE\n4mllJ5AeihdS55ILWV9JLmRZyH4Ncl6PTyEoJNkdpfL/5qVUe48nFosliSyjiSLqNUnUsqp8NPD+\nd76DH4Z4XSe1GJ5Hlmo8aylLj2Xfswo0bac5XxnatiUvNGVl6XvDxdp5DyATumdCTdZa8iYk6mKS\n4Xt/wmABzz2Mz/yIoojQrIhsg6fSa4ARmRUhS2rb0NYxVc8mR9E2DaHKUV1PXqgNra8bCoeCmsyW\naK2pK0Vdwwel5WollNyyV8RxwNN1SNpnmCAlS6RSPArDDWDgJNUzv2RMi99BZz3qPqRoFcYzaMd5\nB6kOX+ZCX7xxDCcunq0drXZ8KEbqqRPOG4oShx52CmFGTUfiFaT7MjO+KGVm67AA7Wb+SkE8gnEE\ndSMFfUUhM9gwAzxXaa0kXEUHieekPUL5jXI9kapcjF97JTPawJMiuGQsmkiRY0qhRQLcC+TzNpdt\ndAto1mJM40MJP3UW+ljCOr0VD6S/wFGXEVrsWBhWuhJKqjeF4K70rgiO5NzVZxIe89OtQY0z2Q8C\noRT3nXgnKpK6hjgRz6as4PKBvHf1WHqV9LAVC3RAEIwl5zS05i5dC9YOYb69/Boc35X/BBduXJw6\nQUnE0+hKqbMIUxgdweSWhLh0K3Ll5UoArV7D2U+E8LAuZLuuseC1pchlorCfise5LOTYF7lCK4tR\nkKQiJ9/3jtBhLdOkZ5JB2cbkech4ZBmHPcZa1tpnVcBKa1o32Rrun7I2jBPDNDVcFjIBGsBiL9XE\nmd54wx87/gRAYnc89zA+w2M2mxGT43GG9npUdIQikYS2MfR9iG8Cgq5zxXtbum2kcibBko6OtfFZ\nlvYaaCy7jnylGUUNdQNtIwb9YqUIAo8okqT6ugowXkgWKu68/DKL8/NN86ah1iOOWoK+RfWKuo/w\nVYXBsq4DDI0UR+0cl0Ju6DSzcuPXcLGQEEUSw+QIFq6yeDx2BX25GJ1sDHe/BLe/NqN4e04ykSSz\nn0mCuS1wyXiJi3s4ZY2FRHvwRPV0eSrP44kAh1Lyuqsga6WC2SjJMSiX0G2Wwh7ylVA/lcsN9D50\nX5pRPJkTukpn5Y6rXggV1hrpJlidCWikuRhg7WS6K9dqw1Yy27bI7F0bCPaEWtsv5BjDFyEJnVBu\nDFhJhvuHIvMdHEKRztAPpO5B91A8gfwDMdjBoSyD6KNGQn/WFQf6rrvfjS/B9KZjPD3ZGumV+y8G\n09flcHRTCAvZvgBhtZYCS42Azc1/bsbZN+c8vS95oMk+TG842fpcEttXD+X85peyb8szAaM837Kg\ndpdhf8odMFnm8r9hLcu1TE7WpWU8MizXQj2fpj1v/NqvoJ/+U+qu5t5ZxLryaVKpvA4UHI0sV7kl\nb6Quo3N5iUnSc/vQ0GPprWVRyj2wP7LcOTREiWbhCmyBP3GAeHY8B4w/ZUMp9S8D/xnivX8P6YG7\nfuY7/xbwH+EmasC/b6198+PW53meVG4DIRGxikU8UGv8PqbXY0o1pvMsvp9vjLixFms0utd0naFt\nzTWZj77rCEzLYdJyY2xIfchLj3UdoJS6VlxkHEAN/Y3tzvuZXzLxlvS2JS8DfKuZpC2JalhcKRZW\no5Vm5fj+ame5KuBiJc/fvwcnJ3B4KCyXaCTLyCVPLxHDEo6kiVI0Ej2/5RqmUxi/4Bg1iKEdOvsN\nbKkG56UYAYxKS1hHrWFyU2bjSiF9HnoxQgoJKbU1tJeij1SuxKPIIpn5hzFCsTWuYC6HpIfIaVuV\nZ65yO3DV0g4EmguIe6EAq0iK1exT2e+TrzgywA/Ei8oix0xaSIgque1yHxZCp7tEBSQixGeteDRN\nKcYzTOVqbEooT8ULC3GAl4lGlMmEVVWVYnj9EUxuSA5huXJKsLnTo0JCfhYBdRADvnTd9q7OZLbv\nIwn0w0PxIvZfhKsH8rt46nTAOgHQ9aUk2Y+Pttf+9K4YuLCGp44OHI7lvWdrMK5ymUxkY1jlVkKg\nwHRkMFZhjeL4oMdcWvrOQ2tN6HeEQc9+pjlfhNx/BKPMcLSvOZxoniwUVa24qJ1Qp8tPGIQxYIG9\nkUX5HwMKg2T54Fl/3M39JzCeh6T+FA2l1Anw94Ffs9a+r5T6O8DfAf6dne+8BvwXwBuupeFfRloc\nvvzs+ubzOb2/h40s1hoUE8K2FRmLfoHqV1TaUnYpe2lOoDVNKz2JizajbaT4aFn1aLPNYbQOMGIl\nxUTjSJNOLKNQGguVrcL4vkvu9Zvl/vvvkzoVTgVYz6PzOvpAPl/XPn7nMQ3l5ooiw+Feh041XWtY\nLXfOFXLDn17I89BVDq9KYe3suSK8qt5+PoiMPzyF1e/NyS/h+ACOb4sBqytJekYjSaa3hQthvQjJ\nTQGOciXhk9ZIgholEhY6lN8ArNZg3pdQWZnLY3EFxUqM3HIFnMsTjh5zAAAgAElEQVSMPE5FYTdY\nzLGZFMC1S+kD0eZOcbUXw8tUDqBbQzKF6EQaAJlGcgfrJ3D4MoS3BDDMYzHyceyoxedgz0SbqbqQ\n40lfFk+lrSUnYFzSu7o3JzkRwDOuFsPJW6EL8I5cLmEqHk7vKuzLSmb0o5FU4vc5nD6SsFA0ls+S\nMUyOxfC3yDl64sJYClEiHo8FMJpcwLj68RwvlryGcmymtpEwVNfIe9meMOT6WkQosS6ZrqBz4TMv\n3bYMWe94Hplr9zt4TasC9kaGk2PFODUoZUF5pInl8XnAN//vb3Pr2JKOIK81fSveQt0apmNNrw26\nh65X9BohkFjL5drSuckSSnH3GJRvebyEh1c+SerT+wHT+Prk6KeO53UYP3N8JgEDaYL+LWvt++71\nfwN8lx3AQLznv2Htpr3Nm8AtpVRgrf1I+FNrjfX3RMPJGGwQYKMIr4tQfYTRmknXk9qSjIquC+i6\nmLbrKNqMsgflSQMKi3gexrnXFytD1xqmKUwTi6cMxmy1q7RLlPddR+yVRFjaxmccNvjap24zGgM1\nIX0rLn9TRhSrhK6yXF22HGaSHOzcMtwcCrgcOP9uhKkkY1FwfEveW9cSEto7kpBLU8GqgnOXsI1S\nOL90s9laGu7cflnW//QnsLqSE55XYqDyK/E24iPZTltCraUOQ3myrVZLXwWFMIDCUOL7I2fMmgvx\nUmwkM3EvFvDRNdTO08hCIJNZcZHD/r7kPVTr6kQmsg7lQjfrEkoLmRFxPg/5vMnBu5Jz0adiUKtS\nEvnWCvNLuVl3cSbLYKSSFyT30TWS31mfOuDIQV+ATpHe34nkM2y9E+Yp4OyJfL8o4cZL8ry9t82R\nDGwr1ymEx6fbbS/zQbNLvIMwlQlA7+ixvZXjrhrp444S0AiAfAlnD2V7e0ryOx0u7Ji4gj6uh6Y0\nW+/HDNc5gLXklcJXljQ1ZInH7aOOVenx9gcek5HBKMuiMBiluFxY2s4ySg1XpeIyl+vX7CxXrnvk\n/gQmqcXzLY9XsCw9GgLGE7Xtqvfs46fdw/uZ8Rww/nSNu8CDndcPgalSamytzQGstR8CHwK4hun/\nFfB/fhxYzGYzuq4jcBRWnPCfDQJMciwMKFPh6ZLYFuheE6cBcSNaN4OAWhAEG32pa0KF1nKZKy5W\nlgMn7reuIQz0NRpu7JXsxzUvvvoyT+4/YKQUAT5tN6FsQvLeoBtDV9d0TcODRUBb+nQVVKVCt2JA\nntXMUcBFvn3duMfxSGa8AFeOOjvOxAAFTqLi5TdmLN+Zsyih+EAMf1fAq6+JN4KSOH15CRf3IXX9\nwPaPYHwgwDQkSVNgPwFPCwBhRc5CASQiyDcYwlYL0yjcc7Tbwce/PaN6e06txcPxXf8JVUjYpR4q\nvEPwJsKKqlawuC95hctTOa5HPxFjGACrn7hZ+j1Z5/QFCKfyWXokiXvdbum0PQIGysLo12d05Zyu\nFNBaPtgaVo0wyeoHW68jOZTHwlGY6xxqt90wg5GTTI8uhJDQIYY5d/mM0Xj7P3qI1+Ejy1UOB0cz\nrn40J0uFAVY5aZOulv+hLuRcRxk8fSiFeBpRifcz8Tz9VPJHi0omGwNopGPZ5wfnsv2Vu6YW6+E6\nk+vu1gmMUs3xAUxeeYPf++3vcLVSmxzb4J1crOBsadEIWGi2ALSbu5GVKxHvd2KcB5lhlGpw99qg\nurABDfgIaDxXq/3Z47MKGH/Y9OEjwK6UGgH/E3AH+Jc+7kf7+/v8t3/v7wmd1vP4xje+wTdms02j\neSa3iaKGSl/S9T1hGrGfWdbth3R9z/GtW1RVxdtvvUXQdXz51VdpmobvvvkmyvP4pa9+FW0M33/z\nTa4KxS997Wv4SvHO97+P1ppXX3+dKIpYPPohbaMYH91mv/Wonv4I3w+YnnyBqAt48O676Lbl86++\nQN91vPX7b9F1HXdffx3ddbz7+7+PsZZXv/Y1MIb35nMAvjCboWDz+uDLM7IUzn8058MncOv1GUEH\nH35njgd87o0Z4wSW786lv9DrM/oG3v2dOU0Od2cz8gN478dz4gTiV2bsH8Dl78y5eAJf+hdnHNyB\n8t05y0vw78wIDmHxwzleAidfnxFGkH93jsrghtu/s/mcpoTDr85QClbfnYuo4d6MdApqOZc//nMz\nspfAezKXhPStGSaF8ltz2gsY357RxcCjOaMIsq/OsEtY/z9zTAbxl2b4wMNvzxmN4OBfmKFrWH5z\nziSDyVdmmBFEZ3PGL0F3Y0Z5AfodSW4HX51BBc18Lons2zMuLLTvzqkKSH59hgbK78wZ3wXv9RlX\nZ3D5u3NSIP3lmQDEO3I8+2/MyPagfH9O1UD08ozDEaz+8ZxlDi/MZoyAq3fm7B3Dna/NQMGjN+f0\nwOGXZ3jA6XzOugL/7gydwj33f774qzNRpv2xnG9enWFjqB/MqYA7vy7bf/rWnBq4/edn9MDi3pwW\n+b/jFPL7c2lYeHdGUcHVXNb/xdkMgPN35qAgufN19vdhVMzZP4DX/8IbPL1S/PDNNzFK8YWvfx0D\n/IE7f6+512+9+SYG+Ip7/f033wSleP2rX+fkQPHhD7+L53n8M7Nf5oWjgPNH71NYzcuf+xzTvT1p\nsex5jMZjojgG4Fvf+hZvfvvbos8WDf18f/Hjz6qHoT5NVP20hlLq3wT+NWvtX3GvXwa+ba09euZ7\nLwH/F/AD4K9ba5uPrEy+Z3/7t36LJEmEXju0YHUho25HF6osCsqiIF+vWec56/Wa9Xotr9dr8jyn\nKAoRUqsq2rqmbVt033P3sGMSax5ceKxKj8B16hukmaMo4mTfJwojGpNxMJLOfmUbbVRyU7/kKCvR\nbcujp5arRU/ftui2xXQdxsmZTDPRxljl6lrs1iJyH7eO5fXa6QatXfJ5CG/4SHc/pxh+balcGGQy\nlhh85hLmF+cSFhqN4e5dee/hfVffoeT1+JnfNJWEUBSiwFoXw+xQZEVGY7j9Cty6C6Op1EhUlcib\nBJF4DBdPZD3WSHLaWtlmnMDtlyTu3jVw9QTO7m1ZXeORhIBOXpLahEffk+M+vCse0PgG3Hpdwmjn\nP5LK9dUDeVQW4jHs3ZXzWF1uz2+QOg9DweS2PH/4vngVey/JDP7qcuutaCX5oaqGRw/l+/uOXfXh\n/W0SfDSGo2PXrEpJyOzifOtlDP9dsPMfeu6cf+41IS2sl8KeMhYWl3B2Ltu79ZJ4ER/c23oUFzve\nxWgMN1w+5dG5eBfD9eIBe2N44Vjee3IOkxG88efl+/MfwP1TtfEsdlljz75nAKsU07Ek1BeFCHwe\nTD38MKDoEm4chnz+dkiaZZTqBv7oJodHRxweHXF0crJ5vre/z3Rvj2w0IklTwjDk4PAQa+0vNF6l\nlLL/5I/w/X8WfuH79EnHZ9XD+IfA31VKfcFa+x7wN4H/Y/cLSqlD4B8Bf99a+5/+rBWWpUidDiJl\nvmNMWVnXpu1jGEWEfU/UdcQ7BXpDknsjreyqvofmLS8f9/zqFzT7meGHDy3z9xSrio2kSNe2YC1P\nryKiUBEGBW3jqrxVuwEMogY/LVCqp20VTWcYRQ3G0ywaYVVNMsPJkRRc9Nay3AlHWbYxaYBLJ0qX\njrdGYDA25/kWJA6cQRjos2Uu4ZTzXIADnAEZSy7j0aXE5wcW1CBP0q7hai2/GUIqL33OsbnyLVgo\nK7/xLZtK7OVKEsNdA698UarCaw1XKweEhyLbbay0LL06g+p9KVrEwupciuQ8uz3GYF8aTIVjCB/D\nxQdQ35fPJpeSmzAtPH1H8hbdjqFMRzB5RYDLvCvhukE2oy/FoJuFy3sUUix3/JJQjKM9ePpEjvPg\nEE5ekP7b51dSFDdxHfySS9lngzx2XA/VDPIdxzfl8dyFmHYBY2h5TiwUW6tEg8qrhD5sEOrwIF1+\n5bYz9L3YBQ+LhD2fTTI/G0KywOWV5LTWLkxqd753bVFq+1ul2B9b7pwoUB7KU6xqn3XtE5iIMBLQ\nOCsiRmqEilP2XYfLISTsuz41z/avGTpYfhrjz6qH8ZkEDGvtU6XUXwf+gVIqAt4D/ppSagb8d9ba\nN4C/BbwI/IZS6jd2fv4XrbWXu+ubzWYUeX6N2jpcfEG/EFkOhA/qDS1YXXevKI6JB7Bw0sqDvLIe\nuvBZSxBqRklHFls8z0c5qpCxll7rzXNjDK++9ho/fuedjUSJ5+RJMAava2lGDUYb6lYRhx3Hex1W\nC6V3sTISE3bHNtzwm3OHGPnh5ge447yNDgGNYabaA6/PZnwwn296FHkIILicOQrxOCZuBprtzH6r\nYvu9YSY6HW9zKh5w4yYc3pb3ViWcPxUjOp7IDysrDK8WWC1AH8/I782J92BaS26kcJnhSIuXYY0A\nSaXh4hQuVyIHUheyvgEwmjXsX8F46SqeLZiRxOR9XMva70vSvyuklmEAPQ+hy4a/PCO5mJOspYai\nLMXbGTrnjdx59EZSWe3FDoSsVNvnpeQOLFL5PjmQ/6FqtqqxGvGSDC5HtfPfKeDWTXjlVXn+4jdm\n/PB35puqfQ/xEodzGDsPrGpgUQsbapxCo4QQMHSqTR2gD4QJw/U8mLfz/2/2R0ni3iI07aKG5MUZ\ny7fnu7fbR4AFa58BDckjKk8matJtMthM2KIootYZgR0zdZ555MQ6N6DxMYCh9adnxp8Dxp+yYa39\nLeC3nnl7DrzhPv9N4Dc/6fry9XrT08JoLXpOXkloTvGtBXuMMRnWWiKVo72KeriIXQ/hePAwdmor\nhllYrS0Plx2XueL9pz7LSqbRA0ANvTaM1rRdR1VV0iPcJfL20h6UpWoslysJOyWhxniWXhus0fRG\nipwu1tAbu5kNghjq6UgM7CKXm98ioYSBBZCOtgVjwwy1QwDiLJfPfeBpLr+bjmTmvM7FKA1JZIUY\nncb9dhcsps5LiUeuItltY/hN7cBi7NhVlxfw6Awen0tY6+YLcL6C6h0JbZXVtpVpMdRxuaXI5dG3\nYhSPnDTKxekWrFoLD+5LUrizkBy782GF4dUZKSY8elG8l/oSru6Lp9EjNFtKYYYtLhwouer3YCyM\npDR1zKMY1mswK+mNnZdweuqkOCoJp1WVhMOKUlhpq1yM95ELB/W4GfvOtTtQedNEvJe94+35LXMx\n+g0SSgLIRlsgOjqWba4rKeK83Nle7/6/S+fh7IKUBQ7H2//21btw40AKQ4dRlFIkNR3LNbc7dvd/\nbwIGy1UhTZKWpYe6lGZJ60bAInRgEccxieuslySJaK4lifTwjqINaHgf16vm2Zv+FzieJ70/w2M+\nn/Nv/NW/uqne7vueOIowfomiEmOmGhrt47WXRP0TlOqo1JhKqc0FHbnOX9q1IgUYenzHnuGqMpz1\nHUVn8QNzrTl9by3KiLzHd3//96XC22laHWSGw8ygsDw6h5+cWiaxZhxrrG+5yo0UUVlXaZsrLnO1\nYYXsjeELL8HJPjy9gnfuS9jBIsDRA3sjMapZKhf7yhm978/n+EgcPEq34Y9bR3C8L2GHH9/fei27\noYp8Z5br4RhIh+KBRC58c34O7fvy+amji0bIurASKikK2f7JMRT356gUztdwsZaNDdvz9Ha7u9Pw\n6UhkvJNEjmmgomaHkOxvNZRG7vjIHFMLOR9xJjUgHg4kkNCbSiD/vsyey1reX+fb+Hw0kiZI2nkT\ngaO4GraFfrELBV79gRjqdCQ5CoPUOOzSWIdDepZF9MDReCcZ2B/PGWXSMKuu4N49Ac52xzM5z7ce\nywOXw7jKd/qj8FFpkN3teUiI8pYD/7KSz9JE6nWeXgjAT0Zg351z+3gbUtsbb7cHsD+G28cixW89\nuCo98DxWtS/tWMNw41nESSJAkWWku0uakqQpcZIwjhpSv8QPjsQzR8K+fd+jnoekfuZ4DhifcKyW\nS2l+5GTJ4zimDAJKP0MpRWs9rCnxdIPV265elmCT4wijiHgHLAYKoO95UluB5bIIKXqNH0jOQttt\n73ActVApJS6/e2xCS9fJOttOscihTTXxkXT4ucoBa3nhWPIWxhoWuWKofhV5uOsGZ9foXDgjl6Vy\nLgYj4e18d9cT6BBjF8TbEEaDGCLYgsYAFAoxFPtHIlXRuHqIYZ33T7dGXyEhn8Y9z3M5jL1MaLpV\nJdTZSnMNLCYj0ccCaLQDDff+jTuSMF8tYVlugW3lQGtVS5HiZCyJ8LFLw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93zJiMptjOI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\nDa4OYwyNzViZgq674KJ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+gWYp2u5O1t7kIllB6/ptV3LA8hRJP0k/81HtPVvlko4xs2VKxlvcna6vNqh5gZk9qmRc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\nv1XZ+hhVob7dKPvIulV90RY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"text": [ "" ] } ], "prompt_number": 46 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better, but maybe we want to select a region on the E/S histogram to completely eliminate the donor-only.\n", "\n", "To select bursts graphically we need to open the ALEX histogram in a new (QT) window, dragg the mouse to define a selection and having it printed here in the notebook.\n", "\n", "When you are done you can close the additional window and continue the execution.\n", "\n", "Here the commands:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Switches to open plot in external window\n", "#%matplotlib qt " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "# ALEX histogram with GUI selection enabled\n", "#dplot(ds, hist2d_alex, gui_sel=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "# Switch back to show plots inline in the notebook\n", "#%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, to apply the selection, we paste the values obtained from the previous plot. We can use a rectangular or elliptical selection (see image), using `select_bursts.ES` and setting respectively `rect=True` or `rect=False`. Here we use the ellitpical selection:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d_fret_mix = Sel(ds, select_bursts.ES, E1=-0.07, E2=1.17, S1=0.18, S2=0.70, rect=False)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 50 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By plotting the FRET histogram we can double check that the selection has been applied:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d_fret_mix, hist2d_alex)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hePcoYIs0DBG5FvgTVZ1zE6i+Cfs9oBLwBjebxZbBE8YU2HU+jKLforCMGh1H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\n5jl5II48zyVZbr17XVfcL4oYh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DOzJB4wzMwsiQcMMzNL8i85GkRRmIFJBQAAAABJRU5E\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can further separate high- and low FRET sub-populations. We can go back to the GUI:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#%matplotlib qt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "#dplot(d_fret_mix, hist2d_alex, gui_sel=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "#%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "d_high_fret = Sel(d_fret_mix, select_bursts.ES_ellips, E1=0.65, E2=1.09, S1=-0.13, S2=0.96)\n", "d_low_fret = Sel(d_fret_mix, select_bursts.ES_ellips, E1=-0.19, E2=0.64, S1=-0.05, S2=0.92)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d_high_fret, hist2d_alex);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Y/XJV3X+qzj0ixyl9TwLri4iciesPs9XYw+pdxFuOLWtheBfEF3EtvW4etTBE5Dzg4ao6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\nx+QF/fPnoyhYS9kJhcnzlVjU3uPrmrwoEGOYzmaICMPRCFm+fiIb+X1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"text": [ "" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d_low_fret, hist2d_alex);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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u9Yh7PZIoMqKRpuRZaryMvLAexopYiK4WCg/wOVM41hKNUe9ieMkffPCMbaMh\npvXyJP0yw0sgHRSItH6GCKnIimAEgfEurFiUq1Uq1Sp5lpmOhKpn5Di8olgRnh0Si0mrzU+aPTvG\n2XsY7wbeBdw6tO0S4N6h9WPAE876TEM4wTiPGRaG0U5z6/0fuzPdcKK7n9y2Yag0ikijiLjbJep0\nzNLtEnU7JFY0sjghS1OKPBvkP/q16VGvwh99rZt7GcMP7ty+Hv7ff10AJb+HAnFeHew/6mGUfTOL\nYZRXB+ULoF5aNoKRzNDNqyuiYftU4HlIP28RhoTlMuVKhYoNzQ08CxF83zfJb98nt4lvz/OcZ7EX\n2SCHcfQWs6yHiLwKSFX1OhG5Yuittaar2Nb2WE4wxmAScxj1en2wPtqEdbQjnY7kJNZi1eOqLzJD\nie6+d5HEMUmvR9zpEHc6JHlOr9mk12kTtTsDbyOLIyMYNpdhPIxiyLNQPASfFcHwVfER876ulFkt\nGIqaTAhhGFGo0suqA5GoXnwx7fvuIyjFhIHJZYifgAhJ1CBKK+ZYQw/pShhRKbcIwxSygML+7pI0\nQMOMAliOUrpJmVzECNGIYPj9UFSlQrlWI01T8qKgXKnQ6/WMWNjcRhCGg5zGuB0ct4tJyxlMmj07\nxgaP8ac93ix93vC/zyjyI0DNzu1TAqr29X3ARUPlLma1x3HWOME4Dxn2FoabvfYfQv0mraOd6cbp\nF9F/PRAfG47KrGCkUUTS7ZJ0u8TtNqkqUbNJ1G7Ra7WNl9HtksbRIJeheQaFqZt7qmd4Fz7g68r/\nFcGwXoZCubQ66FsAfr1LKUzJoiqddgO/lFDMVShax6nPLlMtRSRZQJErcRbSXUroJaVVn3eu0SbI\nU3zpUfFj8rhMloX00pDFTm3gqbSTNjntFU9GBLX9KSQIjGD0Q1FpOvAsGtPT5FlGGIaUymWycpnc\ntjQbfDf978F5GXuHswhJqeo1/dd2+unbVPVqEflJ4D+LyF8BU8CLMYnwbcMJxhhMag6jLxb9DnOD\nxTZpzcfsTCdrdaazZYqiQG2iO0sS0n7Oot0mbrXotlpGMFpNolaLqN0m6XVJo4gsiSn6gmE9jBWx\n0FVCsW+qR6WU0WlWSKJwIBrVckq5lFHyc8JSRhjmpLFPu10GiQkbCaWsRDldolqJye+9F+mUSbyY\nIE+IEx9FidOA3kJOLw4Hn3vfdI/95RalICeUDCJh+XSDxXZBN85px/mq8FYGqzyMQgR83whGqURY\nqZAkCZmsc/qPAAAgAElEQVQd/NDzPBZOnmR6dpZSuWy8jjQdfD/FSG/4nZCLSavNT5o9O8b2BYqG\nG/i9E9NK6haM5/EuO7PotuEE4zxjOCexSiz6eQa7ZFk26FSX2/f7CWyGBWNILFb1e+g/yPod9JKE\nPElMjqLbJbKCkTSbZmk1SZtN0k6HtNshjSPyJKYc9NAip9cVBLV/Qy2XFGZmYi7a16ZezVmgzMlm\nnbQXUCpnVCsp9Upi7Eow4lGB7mKV5gM+2XRKFBcE9KhKQg6cble5/5RPWIGCnLBcoGSkrZy4t3LL\nJ15M2u1RqaeIFCSpR2vR5/4HhJxkVT4kxwoGKx5G4Xk06ooUAZ2oTpgk5FYsfN8nDEPK5TJJtWoa\nC6TpGd6FY4+yTWNJqerdmCa0qGqOaTX1sOEEYwwmLYfRarWo1+urel73h6DIbGe6tN9XwoaTRvtF\naD8ZOyIY3vC2vmeSZRTWw8iiiKTTIW63Sdot/HKFrNkkazXJWi2Kbpui20XjiNl6k+l6RNwD1CPu\n9Xs0K7VqjgekPZ/ydEQ1jCgHBaFm0FXo+pRKCdUwIyiULIbuso9GBZVGTi1MiRdCTp3yycnIAS9P\nKD3qCXRv/TLdrk9Yy1clvzvdjGrNPNA7XZ8TLcg6ObOzBQf2ZyjQXPBIWma/Si1HgG7XH4hFpZYz\nVS1oRgGqHtNhgQQBaTcl6kwBMFXN8NOCJKpQbTQG30NuRbwYDRM+/LfMgEnLGUyaPTvGeTo0iBOM\n84jRVlGF9TAy25kuTVOSJCFNEhK7pHZZszNdUdgmristlwbCYT0M6QtGllFYwUi7XZJ2m6TdxpvK\nyVpNwvg0mraJ2wkSdal5XebKbaZKMa1ISD2h5EEcedSrOXO1Ak8hFah5BV6WIFmBnyl+LAQCFQrK\npBBD72RI57SSLhaEV6TMNAqIfHqnSyRdjxw41S2o1wriUzG1WkGjUlAApxc8el2PWq1gtmKEsuh6\ndLoeD3ahfbog75ne6K3TCVk3o2LLFkDc9Yi6HvsPZFx8gfFwTjV9TiyHpJEgQUAS+SQEXDgXc7gS\n4Pk5WVEz1xxWer8PhQkHnt7QorghQvYETjB2L5OQwxgORdVrtZXB/2zYKU1TkjgmtksURcS2M11i\nO9hl/Qe/7ReA9TK8NZq6ipoENUUBeQ5pSpGmFLbvRdrtkrbbpPcfo64P0KifoKcpQaegE2UUcUzR\nSominFByDjTAayhpDGksNAKTz0hzoRYUkBTgKWUvo+5DGglVP8fLlDyCsl+QBx7JsuClGZVyQV4r\nqAVKEnsIEARK56YbCGIhCBQ/NYLoJx5+LPiB4qVGGLzEQ2LT2qobw7HEPKzbnZRaXSkHSpEqlapS\nDTySQNjfyJmpGREp0oLlJWW5FUDo0ckz9u/rMFcWpkohqVaI04zTx4+z7+DB1WI95OUNexk7kceY\ntNr8pNmzY7jhzR0PB6NexbBn0e9N3fcsojgm6vWIej163S49+7ovHNlQ0lWLwngYI62WTLJZbX8I\n42FIniNZhqYpmiQE2SJ0e6TNAj9b5ODcMabrS3Q9pRRD5OU0Fwp6p3Iah1PmDmTU6gVhuSBPPTpL\nKyIVFR4lIHqwICo8vCKnVBSkTQ+dziFQyiWYvlDJ9wntk5AuCFmtoOgW6LIyVQK/pvg1U3HzUiFL\noWgq3a6Qd4QSkC5BKzUP57hjmvT2w1W9JSgUGnVldlqNV5AqGkAtELIAOk24P1WakXD/aWG5l6M+\nSMnDK6cUqdDulQhbPolfIqkEhPVstXcxNDBjoWu3Xht0MHSexu7FeRi7l3OSwxiObfdroPYh02q1\nqNjmmVmamhBUHBNboeh2Ombpdul1OgPRSG3itchMZzoZ6kw36AvRX6yH4ani5TleniNpSklbTJdP\noBIRR1WmLruAoPNlJM0ouoqfwoG5iLpX0FmCiy9M2Xc4xw/tp8lzpqqgGSRdKFPgqUe0BHkvJ5yC\n2VmhnOeEhRAUBeWSUmsANciWhN4iRCcgj6BRzfArgl9V8xt85BHy+Xn8qphEdQvKuQyS1aXclAtz\nIVcjFuW6EYhWR/ByxTOjmNDrKlqYZH2vBa0WVOrKUkdodUE8871MlxOkJDTbJU6c9milVbxalZkg\nY/bAgdViMbr0PY6ioBAZhAX7Q4WYl9snHJOWM5g0e3YMJxiO7WItr2J0ePFsyLPoh6D6YtFpt2m3\nWnTabTqdDj3bmS6JVjrTaZ4bwShWmroGVjh8oB5GZl0Vv1CSKKAqHeqlJUK/CUWKn/RIW/tpnhSy\nirD0gCBZynQpxwsVv5TjxYr2lLgNmkMYQrkKQRWiFIISFElBHgsBytx+8C9QFgvIO0IZhWXI1Paw\nPg1eTykKIawW1KugKngocQ/SpQKvrZStgMzWlJIK7Y4Q1pX6fiMSCwphXQmrUKgQVpXTC3DyhMeS\n6qBVFFrQ6gi9tlBpKI0KVCumrddSF6arOYfnwAtTTvUS2p0qtUZOze8NREGHx+EaGtG336JteKjz\nwvNWWqz1hcL10dh9uJDU7mUncxhrdsqzse5+89hSqbTas4giom6XbrdL14pFq9kcCEfPikYSmc50\nRZahmelM1/ci+kIRANOlhLDWYa7axQfaUYVS6lHyE4hjumlE1oPe6Zjm3bcyU8/w6gVBUuAVKfmy\nkkcF0XEoRQX5aUiaUNsHjQNQLUGpAsEM5CVIO1B4RhEasxBUQJvQO6FoDOVp8AWyCEqeEtahNKtk\nPdOprxBdGRPh9nkqAvmD4NVh/z6Y3aecvNeIQBlTuTtwAGYvhKAMUazkah7StWpBu2t+z4cugW4X\num0lKJSggMB+Pb5aL6wo8AoxnlpR0KimHKj3qFUDEq/LqWPHmD1wYGUI+KHWa3maDoYI6c/E54MR\nh6EJlrZzrKlJq81Pmj07hvMwHNvJsFisleBO+55FP1/RFwsrEu1mk1azSbvVotturwhGHA8EoxHG\naFFQK6f4wMJylQBoTPcIyx0CTfFVIa4QLYf4oRkbablTkHfAzzqUi4xsKaUocqqllEopw9MCegUz\nFaVeMd5LpQr1aSiXwYvMw79IIQiADMIYKKBoms9fKYM/ayrXQQPKs6Z8dQbCmg0ZHYc0MkvWg7AO\ntRpUa9A+ZZ65M3PmtxkvwuIJiM3p8Ovm5i9i6C2aMrNzcNGlEMVQCMztg1YHFk9DtwVxGxaBFIg6\nEHhKAPS60GkKXfUoV1dCTGXpEmiLLJk2nR77rdfieDD0uef7K9O22sqC53lGAN2sfLsX52HsXnYq\nhzHaKW84BNXvjJelKe1OB4qCKIqMYNgwVKfdptNq0Wk2aQ8t3U6HXqczGEm2SFMaYUw9jDg4E7O/\nnpIkPnGrShL5kKYk3YSFLqSxR2c5obkAM+WUsCjI2iZuPzOd0Ljq8Sz/8y30TuSU9hXU5nLKpZxY\noXy4oDINRReyDpQFghTyJUhPgUagB6GIIFgCrwzp3ZCH4IVQKtmGXG3IBSjAT6B8CPIUEg9ql0KR\nwNJXIV0E/8gRKl+cJ/eMiBQtk8z2ulDxbOVdoX0SWjUT6rrvLpg6BFNzUKkYTyNOVvqlTNcgahih\nKdVhuQMhMNVQLrskpwiEu08ab6PTEU4tBuwPYH+txwUXT7O0vEwSNwYj/MblMkEY4vv+2mLg+2DP\nvcrT2AYvY9JyBpNmz47hPIzJQkSeCfwqJgpxK/AKVW2NlLkKeAemp2QO/Liq3rTTtq5irXyFHSm2\n71mkSUKepgPPYiAUfbFotUwOwy6jHkYjjAm9mKiXkwYJqZ+TxB5JJyfq+SRBzokOpDFkPZ+0o5Q0\nIcszvELRLmiRQSUzTVzDGDqKtnJCLQhUkVCpTkGpBkkHsuPmYR3MAE0TdpIKkBihKF88GD2Eov+w\nFtAepAtQVGwFXKGYMZcq9KEyB14F8g40v2BCV8TQmDZiEB8DatCYgnIDqJrt5a55ICvmvawLi8cg\niWBpAbodE5LKweQtLjWfxS/D6UU4uaiEDeXArI96ykIrp9s0TZBbbSjXhLlp24otTlDbYi0cFgvP\nW5WbWNXze2hWPhnZ5tgFOMGYHETkIPBHwLer6h0i8kbgjcCrh8rUgOuBl6vqx0XkWcBfAN8werwd\nzWHAQDTW62eRxTG9Xm/QGqovEO3lZdrNJp3lZTrNJp1m04hFu01YNKFI8DVhXzlC84KlReXYfTBb\nBY+cU6eEkAy6BSUg6XqUyCirMncg4+BsTtETepEgSUHWVNo3zFOvFJRmFOkVZEtKUFG8FBPzt58r\nuAAq+0E8KO0Hb8qIQpGaPETegqIHXgOkBhpDHoMfm33EM8KgYOJCgLRACvBLUD8I4RNAl+fJrgQp\nQxZD+wHQCpQPQtQz4aZeD+Keef4WGBt7bWhjtnc70GkZoSvXoVSFsLqS45mqAQKZJ6SR0k6g2wbP\n9lnRLKPZUk5UPJpf/Dpe/QKm/O6qMBRDCe2BZzl8IwzN861WWLZDLiatNj9p9uwYLiQ1UTwD+Kyq\n3mHX34kZkOvVI2W+pqoft+t/Bdy1cyauZlWye2iMqA2bztowVD9n0V86rRY9m+yOOh1KRZO5Sovc\nS1lKM7I4gyJnYQk6bWF5wcTiS5jhOpZjM3JZCXNfV2sFM42cfXM5iS+UE2HfXIH0IDkNfm6S5lIU\nBEVBqQTY0I92wA+g9kgI6iYMVTQhrABVEzLSLhCDJMZD8MomBOV5JvREywiJf8CUz08bcaEHxYOg\nAl4GgYAGEFrRSRZArTh5dSjvg1IH0ntMGCzpAjXbKmzKJOTDMlSrxvvotiBpw+xhSHrQudd8hhQI\naqaX+sKisBQJ3USQkhGMIsvIk4SlZpkYpS5d41UEATKcs2BloqY+0p+Nzy6D+TJsSyk3d8YuwXkY\nE8WlmLHh+xwDpkWkoaptu+0xwAkR+QPgm4El4BfWOtiO9cMYHa68Pw9Fv/mszVnESTJoDbWWWHRt\nGCpqtykVTcp0zOCBacrycsFSnkFe0GqZZrOePefwVKSraruhMtPIadQKOl1h7jJl3xz0Tgvx5U8i\nn7+RuCPMHCooT5umskHJtCQiNg9y3x5UUvAjwAfPjDRO0QavaTwN6YBar8PfB+FBSH2TnA5rUOSg\np00rqrAGPAB5z+RFskUorj1CrTOPVwamjWdSlEA9kxQP6pAl0F6EvA3lGtRtWKs6Y8Jep49DC5On\nmD0M+y42dh4/BidPmNk1Dz0SqjXl1GmIIvADI+4MjbvlRRGPvupRLD34AN2WtyoENTrw4GBe8JFZ\n+YqiGLSU6ovG2TBpOYNJs2fHcB7GRLHer2pY10Pg+4GnqeoNNiT1tyJymaqmwzvNzs7yute9jlLJ\nPOGuueYarr322sGN3m4bDTqbdVU1kyKp0m63KfKcMAzJ85yu7UPRbz6bA7mqCTu1WoSlEpV6nQfu\nu49uq8X+Q4eoT01x/1du5OKZJfZf9lhOLRbc8pkbWVoueMxVT0BUad14I9O1gkd/85PwgWOfu5Go\nI1zx5CcTAnrvDZSBC696MgcerVSX5pEppfKII3hV8E7PUyqB9+QnEwjMdOapzkFy6Ah5D6p3ziMp\nRFccIQmg9uV5vBSixx3BPwSN5jwodA4dgTrUHphHPejuPwIlmJ6ax5uD6BFH0FPgHZ9HAsgedQSu\nhPBL89CC+LFH0Ash/Ow8SQ/yxx4hD0FumiesQvfCI6QJ1OJ5Sg2ofPMR9h8G+fQ8SQG1xx5BQpAT\n86QxVK48wv79sHzzPIcvgcuefsQ8sP/PPHEHLnraES68ErLj85SqOYv1I7QTn7tuu408z7nsG78R\nr1ymef9XqfltZq7YT09nOHmyhQKzhw7hhSGdVgtEKFUqJGmKF0VmNj5VsixjyvdRz6Pd6+H5PlNT\nU8g23W9u3awfPXqU66+/HmDw+94RzlMPQ3bjEMsi8hLghar6HLt+OXCTqu4fKvMy4KdU9clD204C\n16rqV0aOpw/3dVrlVQyFofpeRdcmttutFq3l5VXLwMPoJ7htv4t9lWUefahFnqXceofy9eOY/he2\n095cveCS/cp0TfEVkp6wcAqStnDp4YJvvNKEpbpLcNFh2L8fuqchWzZqmy1ASaEiUBLY9wioTEGx\nAPkDJv/gR6bRT9gALzavvQb4F4B3AHQJ9JQNK1XN/9w2rfWuAv+wCVkVPVMLyBeNhzFwg0ogh02r\nquyk6f0dPgaoQHSv8SbSCNrHIbwEvDmII5PLWDwBnTZ0OpAVMHdRP4dkQlBJ12w7dIWpEN77JThx\nDA4+Ci77JsgVvvQVuPnzAQtRQOr7ZGGIlkpQLjOzr8SFhz3CSoVmPkde2k+t0aA+PU19ZoapmRka\n/f/T0zSmp6lPTVGr16nUapQrFcJSiSAI8K3H0Q9VOR4ebGu0h/UCi4jqG7dQ/pd42G0al93qYfw9\n8BYReZSq3g68EvjISJmP2TJPUtWbROQ7Mc+Fc5bHGIwlNJL0Hs1hRHbIj267Tde2jOq2WvTabaKO\nmSY17fVYjlMeDHLyrKDVBLLcjAtlO+zN1AqmKv1OaODbzmm5/e8V5iGddmDhOCSLJi9Az4SOvA5M\n22hC2oGwB8V+Iya+mv09+z+YtS2YWiYhrU2b8PaMUODZUFQCfsMkqrnbDO1BCfwaSAOkBEUVdAEI\nQepGgMCElTzfJMIlNM1vvWXT6ioIoHvMdOjLQzPWoS8wtQ/8Kiw/CN1FE56qzQDT0G0aoTp9t2k9\n1ToGRcfkYZonodmG+243/TN8ryAXQWwOQz2PpUWhICSoFCReSqXeGvTaFs/D9338ICAIAsJSiVK5\nPJiVb9BLfHjeDNfje/fgQlKTg6qeFJGXAx8QkRJwO/DDInIE+H1VvVpVT4jIc4DfFZE6EAHPU9Vk\n9Hg7OZbUqqlRh+bT7reSSqKIIAyJOh0i2wKqocfxpEOcJZTyHs1uShrH9OKMuA1FBuQ5c9WcZssk\nUC89lHPhnLkBTp2C2PYtiNvGqzh9wkwGPF0zXkTaNR3YShixkDZUgPAbjuB/ZZ76IZOLiDsm7+DX\nTGLYi03y2p8CrwZcZpPfBUgG0h/kqWdzEw3wLzdJ6zzCZJirGEN9Iy6emj4WXogRmkXz+/Ny6Fxw\nhOrCPCJG7MIG5BmUU/BDSHNoLZpkdlGGyrRpZZV0TGe8Ztf0GylVgMhsb/fM5+q1odSAahniJtzz\nJVg+6RGIEqiSFQVTlYzKVEEzKWjGyszFj+fe228nrHRWRqS1OQo/CAjCkLBUolytUq5UTC/w/kRL\nfbEYakl1tkxazmDS7NkxztOQ1K4UDABV/RjGixhmHrh6qMyngKfspF0b0X8krOq41x+HqD9FahyT\nFQWJnSq1wQkONR7Aq3SYkZwHCqXr5fTinCJJaHZzGpWci+YypFD83HgXF++Dg7OwvGAehlHbDs6H\nEY4AE7KhAYcPmJZEpZrpk1DeZ/pGpCdMc9O5x5iOb7QgvROyB6F8hanxS4QRg2UoaqYfhtQwraJi\n4w2YJlZA23oRVaACfoVBcy1NQNvGWykK8ALbzLYwfTV8td5GGVg0SW5qplLu+aZZbRCYpr4p0Dxt\nBMKzH7hSM4n29knjwcQ96D5otiVt890cOAxTl8DUQdOJr1GDUNV06Kvl7GsUNA4I03MeD7YL7nwA\nijQljSLzfdpwkm/nAC+Vy8SVCkm1Stofgr4/hevonN/szPDnjh3CCcbuZUfnw1gjLFX0m2pmGV66\nQG9h0Txg4hhJYwovRYuUPMvJE6VIcjSx40VlmRlttlA8dDBxUdSFZYWFhRWvIhxZAsx7TWCmDtP7\nYd9hsz0S6HWAr85TfxI0rgAiiAVYMsIQzJichN4F6oN/oe17EYEsYtyCaYyr4llvo4op1MU8lfcb\nQyQx65piOvv5JrRFG7w2NtkCta/NwywwZTrzaWzCU14F8CFPwPcg8ExoqX3c7OuVTGuuuYMwfYGd\nE6QLqfUqwjocfByEUyYs1kuMSIVA2FCq+40H5ZfsKIm5oFnGHfPzpss6xrNIfZ8kDCmVSquFwrZi\nW2tWPrYxfzZptflJs2fHcCEpx0NmZMa1YQ9jMPR1nuOni1SKk6QsUSoK8jjmxGJIS8t0uzkLp81k\nSZqmTJUzlqMc8px2SzmZF8zUCqargq9K1IP7HjQ3wKWHTeglbp8pGDYSZCY76pq4fgnTM7pUh+p+\nIwpFz/TMDm2HPH/ahKFETEjMs723JTeJbpbtSTygbEPzc8Ahe8IljEAsAz1Mk9yGMUjarPTNzzEu\ngxgvRACZA+rG88i7IPtM/4qsWCnv+UY04h6kTeOZaG466QXmcFRrULdDhfg1qFmxiGOTF2lUYbqh\n9BQChKirLC5AUC9Y7gmt5ZzGDBAo7USYbsBcLafwPNLEzvNt50rvz8E+OsnS8D3h2EU4D2P38nDn\nMFb1exgWj5FcRpGbYckrM4cpjt1rZsBLUx5YCui2PaKuUvEyLpg1NVXiYpCz6LagVMBcxXSy64vD\nlZfCgTloLZkwTdIxIZi+WDQasO+AeZ32YPE+09M5FJi+GGauPULp+Dy9B4Fl0zLKWwSa9kFdsbX7\nlunEVwAcN6EeSkDNhllCU55pjGchGCGIgcR0yGPW7uNjumUXttwhEOuFtC8/Qr2YH4iRXzUeRlGY\nnIikJqcSeBD4ZjJB9UxfDs2sR6W293nbdOZDIT0NnYoJl0U9M1RJgBm9Nu0ICUpPBL+uHJxVymUo\nUB7xrU/k/q/eylQGhw9mHDqQ0M09TiU1inRqMANif8j5VTPyPQwexqTlDCbNnh3DeRiOrTLau3t0\nRr3BA8TOqZDkNbrxNIVfohsFqB11th96IstoTKfUSzmtpGCmmuMXZuIfX5VuWziNEqjJWcw1zA1Q\nL0N5Diq2s1xrAZZPrEym1J8vowCm9sPMrMk/BGWTSwDIlyG506YcPEjuA+8REFxsw0meSXKT2TwF\nIFMg+4FZ88CnZlpNobaV1IzZRxdNrkP9oYvXMx4EJfD2mf90zDE9MzYjUgLvsAkVZZG92UPwWmYc\nqtCDwraqysV27quZcnnXNBX2xXg/aQfaXzUalgCFHYSwaEOI0mkLfkO55GK49JGw2C7oRCszFlJ4\nkHuQ2+9zZBa+UaFgLaFwXsbuwXkYu5ftzmGMTpA0OhxIfya2frPa4QdLlFVYOv6gEYrchJz6y3Q5\nZapUIFrga84F+xTZp9x1jxkCJFAzc1zASouo5QU4vM8KRxVqFTiwDxZqcPKulRxGfx/2G68hjWHx\nDiiW56lVrVDsB79ncwRXQLDPCoMd9lU88GbAuwTbqQIjEiUrGAH0p5yTEmgZO24HxqPo2v0S83DX\nyJQjNNs1g/r982gVtGWb6VbN4gWmtZek4D9gjlFpYDoSLluvowrTF5mWU3nPfM7KfhN+alegda/J\naahaD60BUw3jkYU2dBRgEvO+zRN9/uiNFEEAJTgdCMu9kMwvo2WfqWpulM0uY3kUZ9m0dtJq85Nm\nz47hBMMxDpvNptcXiDNmZ7NLP4ShQwtFQaOSUpYcVOl2zZzZB2YVUThdg6ilg8HzRpPbvtrpWQVm\nZqBWh1rJ1LKbJ4w3YpK7dkylJfB6Jny1cBJK3wQzjwY/BT1pQj1hxcw5IR6DSSS0766UzYmlaZro\nmtgXq5toFSYspD4mKS6YnEZmBcbmHIoeeEtAbHIY3gGbaM9NnqJQ81qw586N11JumFZVNR+SGeic\nNMcuV6E6bcatCm3T4KwL6UmTSqk1hjyvA8YrS63JXYUH7zUd+pZ75rr1elCbVg7tK6hPpSQELGcF\n9MeHKopVYUgZ7nMx/N+xu3Ahqd3LduUw1ptNrxjq4d0Xiv7cF5kd1rw/W1ueZUwfPMjSiRMrYlFO\nmS5nJFFBswnNZdDco17OETWjrw7m6rbLhYdXns1ZbJ5LgZgGPaUSg7kg+tOFVhowfQDq+xj0hAao\nfccRaqV5KodMgjo5ZbZ7M7bvRQFcAOKbAQDxME/elj15bpveTlkvowQaslIDy4HQbstsWAtjg06Z\nlkyam/CUKHQuO0L99Dwyixk+3TbZzUumTLZkwkiBD6VZCKZMbqZUguiUyW2Up43giZpQW3w/pMdM\n3qZywHgqXs/85kv7zeda7piPdf8puOcrphVZ3BGu/JYnc/L2z9GoFFx0UPBLCae6PU5FiZmlDwYi\nsRNiMWk5g0mzZ8dwHoZjXPpiUdi4dV4UFFYkBnNexPFgdrb+675wVIOUknSoBBF5GNOLCutlFLSW\nlbadP/vOr5tObt32SrTHw4jFo6804afukm39FEGtCksPQusULNwPSycYTH2qmBp3WDYDAaqYbX4V\nyE0tXNtmAMCwbqMmgskZHLaC4dsHfm6T1A3b8qlqavvYSZLEswKh1mDf7DNQMcWEsmbNe9L3PmKz\nFMvWo6iasqqmc55gQ0+B7Qk+bbyVIrFekWdac6kNO2Vt6H0donusyNStZ1E3Pb8LgeoslBUqCZxe\nME5Suw2pCKGsNE1eXPCYakBtyht8DzKymAvtPIo9wVkKhoj8JGYECwXuAP4LJnD7O8ARzC32GeDV\nqhqd3dlWcIIxBtuRwxidTW8gFiOz6Q2mXrXDgMRRRGQHHoyjCC9bwl+4g0tnFljUiMU8YjFJAaUo\nlHpFmaorzSa02zKYr3uth1P/f9QzPaezLrRPrzSxFVZacCmmCWrb9j0oVaF0APT2eeJ95kHrx+aB\nWvQgu8+2epoxD2ep2HBShslJlO1SAWoM+mIAK215+3mOHJNpzq0hOUZYbMgJzLHEg/rt8xR9YVkA\nMsinTIJeCpNfKdVMctxv2JFuFyA7Ado016C7aARGOyudEwObq6AO5f3Q2A+dHhCZyaACNTmgmboR\njBylQHjgxhsJfJ+4K9z/QIC/HJL4/z97bxpq65ad5z1jzq9b3e5Oe7tqVCWVpLLK1RxZxI7AxomN\nEQTFkF82gZAGJ8IyIY4hCsEYIyOcnvyIgonikMTohxEyCTZRElImSmRX9r3VuWRVlapUddvT7m41\nX4CqqJUAACAASURBVD9Hfoz5rbXOuede3co5Z9+t4z1gsffqvjXX2mvP9xvjHe87CkKWMJ1Y6fDR\nv82zFOddtLP5i7aec4snKEmJyBeAfw/4jKrOReQ/Bv46cA9wqvoZEXHA/wj8B8BfffIFW1wCxjnG\no/qKNVhsTdOrq2rjF7VasYo/y9WKqqpI+lNyd4qmK1LXkiUt+7OWtu7pG9YW5bOpIkFZzt+9juUS\nbr9jm2OzhBvXYO/ASjOn9w0shr27mJqYbVTY/WfxLHo6gr0r1knUV1Ce2P7vnZV+dBa7o45AJ/Fg\nMTNx+7a5S4lxGeN4v2OLXQcQ24lj5gFAF2dh1NhAik4f4j0YmUJc+zhrozcgIyrZNVqVEDAzmMru\ncy1kic3ukApYWTktn8HoE3biv/yWZRWT6zDKoPkazL8L/Qj6wgR/L8ahTEcrOFrakicT5eBKgNRe\nzm3e3XuCxKWi+zmPJ8gwVPXV6JPXi0gBvIxlGf8Q+F58TBCRrwA/9uSL3cSHChhitpuJqrYisgP8\nC8DXVfXbH+a6Ho2nqsPYapsdMovtaXrDgKRya0DScrFgGafr9Qtl8uKPcvfbX+HtO0K9avHBeIiz\nMzg9tde4cdXOqO/FktSQJUymcOWqbYCLJexMzIBvnMMS2+yGvXk8hZc+BQfXrS317Dac3LfjTT9u\n40rzT99Cv3xI/YYJ9/IbkL4E6b6VoOiixiRmLJJjO+aIKLjztulr2AAGQBoRQK0GJSmoKOSKNA5d\nCtpgREMSrO02heUnbzGdm626qA1WorDDuGC8hQRoTqJXlYPxC8ZZdPfMQsSloCuQ3riY7LqVrbS2\npRb7wBh2X4TVV2F+x6xQ0tg0EBTSI1tv/mNf4MG3v8xspOTTjppA61sWoY0dZBtoOA/QuGicwUVb\nz7nFE5LeESx+Fvhb2HnIfxSNVgEGh+6/hJWqnlp8aIAhIj+OeT39nIj8H8CXsI9xIiL/pqr+xoe1\ntqcdj5ajtjui1sOR6ppqGyzmc9rFOzSLOYt5z2IAjbOAG2V8/3ZOtWipl0pTQlcLx8fCNLeS1KgI\niNoHemOw81jCaGK39UAxgd2ogi5r4zGG+/ZvWAYxjgORVmfWgrtawLUbZmU+mWGEtMT6vhin4SM3\ngAe3Y5yBNlaaWpeicoyH8JGo6DwUwXZpEcQ71HvoA9J3aOIY+lZlR1ENSPCgYvwHEZAmWPmqMSwi\nzglnABBnGYhPzJQwvW6cRDqFLrf3IR7YsceQgN8zQ8J0FEtbnZHhrjKQyIHuPpSj6KRbbiYWpthj\nNpoWXXMY6zXz7jIh73H9Mp6TeJ8M44vvwBdv//6HUNVfB35dRP4N4H8FPgHrktWvAf+Vqv79p7Da\ndXyYGcZ/AvyCqv4v0VkW4CeAl4BfxeZtX4h4FhzGuiPq0bkXESya+dvI6nVktaBdJsznrdmZL5fc\n++ptfFezO1rQuJq3Fj3Hc2UyDlzbC0xyZZRbS+eNa/CRF8zi4uwETo7MfbVZ2h9/PLL1dZUR5LOr\nsHsNrr8AeWHT5BZvwIO3YHHH7MyvfwL2PwJpCu3bh9QK2YGVpwQbwao9BhgJRmqnGJ9R2Bn+ACi4\nWHKSxEQSYCy2FxCHdLXxwF4QPBp68D1uD/BKyBUr1wZQmCwO17uxZERPk0iGh1gSSyDdtY4oP92s\nJWzwytbozDJExEAiHUXJxDHUJ1B928BCZ3A2h9Ub0I8NrwYh+/Grr5LsOtpScInDj5Rl7ahCynjK\nplOK9waNpxkX7Wz+oq3n3OJ9AOOPX7fLEH/tKw/fLyKfAF5Q1d+MN/13wC+LyD7wpzHi++dU9Vef\n5pLhwwWMV1T1f4q//wng76lqD7wuIrsf4rqeWTxkKBgzjLbrrBxVVevsYrlY0CwW+JWVoRYLz2Ju\nY1nL1YpEz0hY0LQdbRcvIdANLbqqLCpYrWxPHspReQHFyOzMB7+k2/ejFgO4ftUyjHhiTlXZuNKz\neyZYS+PtbWWDiZJ43GRwpRUjkUNjsy5CZzxJcgD+GkZ2s1mQrE+7BUkC+GDn33HmtXStZQdRba1J\nal5UbTBuYwRSi9WABnJc2ey4iWUVg3fUIDxZNyJl9nh9YEOf3MqyD+mBFeamm5lFezix40gSLdsr\nGE2tlJWpLaHE2myv7MOisrJUeKAcL4W2FA6uBbKpkvQtoTRwdCLnRnhfxgWKJytJvQj8HRH5rKo+\nAP4c8HXgTwL/JfAvquprT7zGx8SHCRjbH9kfA35+6/qYCxRPjcN4jG35o/O6VxEwzs6UbuHpVw3z\necd83lAuFiT9CZ/+iRd453du8869nuMT5WhuOo6judJ1ICrsjKz08c5tWKxsrsVsZFqL0cR+98Dx\nfZs6N4CExwRniwg2J3fsS7Iztf22XMDb3wIquPYCpD90i/DtQ8Zjq+27MyOQRewxg12HCLYJxyyE\nJm6NmYc8FmmcR+jihi62y/uAqKB5jvgCDVHc1rZoMpSjFGkEWmW5ZzoMlHU5atiEh45cYiLjI2D1\nQJKC7lj2IX0U++UGDNqALMGfgO6asN5Hq5EkzueYTK1zbPwCJPswbiCIoq98geU//uraZ3FbCzN0\nDQ8ttkM8ChxPE0QuGmdw0dZzbvFkpPf/JSK/CHxRRDrgLeBfZlOV+W+3uLHfVNW/+AQrfSg+TMB4\nICKfBWbATeCLAHHy3esf4rqeTWyJ9R4ivbem6Q0cxgAa3WLBjt5l35fcbzzLZct+NmeUHjArKr7X\nwP1TO87gQ3S8gL2xMh7Z2fV0Cq/fgYMpvBjnWkRLJ2DjjZQAJ4vNZnYnekntTGE2sa6oFDuLLhdw\n9LqNZt37iDm5FtehuIH5iNyOPwfrDjCw6LBTgcRZbWiZwNRHm9vYxOsw/gKBNEHiXGuZztBGkU4h\nCKqC0EekEyO+VzEzWfcCSxRJYF1VS9v8KY2wdwP/chXkZejnWGNii3lUFXY/c5AzS3zCCRBMuOdX\n4F+0Y2l8Ca1NvwGWBCXA7kQZj5S+8jyoPSdtQZuljKYPA8bjgONxv1/GcxBPqMNQ1V8GfvmRm3/k\nyY76+8eHCRi/APzvwC7wV1R1KSL/PvAfAj/7Ia7rXfFUOAx4OMN4pEuq3ipLrWKHVFofkafHiFT4\nPmG1VPplyzde+zJ92/PgDJquX5sUEgKiOsgUBicMAnAcNzGHbfh70XhwEPUF7OcoWl8kWAfVZGSD\nghKNoCE2mnT9pr51aCRyBtpCeAD6trXU+sxaZqXFkKbCwCIFaZxlFqNgnVNJ3DrF2Q9xlmnkOZKm\nNnzIA0Ua7ZTEDtzFOlTqYCTMykMrfQVnc1gH/5PWLm4p6K6VszRYJuFm4HfNpLCvMbDL2JglSmz9\nXWzAyF0x00MtrCmgj2R3dQzlsb3VZiWU336VNPGmqK8c8yrFT6EoWhM+8jBoPOvS1EU7m79o6zm3\nuLQG+cFCVf+RiLwEjFX1ON78/wB/RFW/9WGt61nGu0BjqyzVDTO7t3QYi2VAEqFaKveOW6qy5axq\nWc6hb5Xj07D2lRrAQlQ5ntuLOYX5lqbieCuDGH7fn25AZDKFvasGDD6qlL1CuTJL88lenA+xguYO\nlEcwcuZ02zdQvQ76PUiOwf8QuBcj6Z1hXUutIBMxdnwKHHRRxKcmtSa1dtrExX5YoG7BJch4BKFG\nXUCKLH6YLqJRE1u0dEPYBFPpiQ8bwiYHyRXdxW4rrYRGdMEdWnEHUNDKgE92QK8ZfxFW4KagU3Cn\nZjnSVqDHkO1bthGOzfEXUTPRXQqrB442dyQj2N9t8bOayjc49CHQOC/guIwPOS6tQX7wUNUay+SH\n6//3h7ic94ynymHwcFlq22iwa5p1eaqua87myoMypVwmPDi14Uht03D1E5/mt199ldB15nIawUJj\nx83+VAkKp1tgMWw8OxEglovNrIvrV6xl9v69DXcswHJlCvB2Cd0E9vfMCr0Yw1JgeQf2/8gtsv6Q\nJIuWISX465DdMqJbluDmmAFh76CKvEMO5AHxYh7jQ0tVEmtfvSKhQ13cQuOsVaGBvo2iisgKeGfD\nutWxmNxiunzV6mVxyoiyyRI0sdZbxTIiGfytGkysd8raah1vt+EsYSHyFeFqbB1ODaOImBRKe1/Z\nyKYT5sD4J79A/5tfoY6fac9GyD7YtTxqI/9oaeppxkXjDC7aes4tLjOMy/hA8Yja+12gETmNLnpI\nnc2V1by3Wd7bM5+7bn2MvbHpu8/msDsJvHDVNrZ3sAwj7mnWEhsziAdHpvjevwIfeRnOdgwgbt/f\niK13J+tGIh7cMeJcovlgMbUNUYD+DLrCzqzdCpIfA3/DWlZD5AykxA58oDBx8ZvnoEtN3JBolIn3\n0Go0fAJxDlyKRodXq0t1MRUgTjCKJak0swzFR3rbW/eUNAJO0CJs7NDVSG3iYdcEfcNmB4/chy6N\nZiGHfs9sQsgtu5D71kiQj2F538SA2R4kN+xM6CxTZmNluhNos8BxCavTFK85OsnIkHdNNnwvq5DL\nbOM5issM4/mNJ+YwtmYc6NZt756oZ0AwzO/uB4fatmWa1bSh4UHZ809ffXXNWeyNAy9dtVLU27r1\nAnGnWVdo4mU0srZPBM6WcO8IXrhu5O6QXQzOGftX4NoeLI/h6A04vQcjtZP3fAKTMeTvHNIDi9+D\n5AhGSWyBraO1+DBitXfIzQA3sIO4eG4tibHP0lpdqwu26XcB8hyyHJIE8YmlBHmCJhk0tbUr1XGy\nkgJBmdZfsZJXG/OkPtaY1CMubMbCCqY2bzYtwYywqX5zjCAfBH9LU4rrTuxukliuescyKnYgiwrv\nsjQOXmvLuFa/8yqZ96RjZdkZAFdlguQp2WTjavJolvGsylEX7Wz+oq3n3OISMC7jA8cjs7uHstL2\noKT1JLa+Z5Y17Bct7aijawJHzWZuwmAvYT/hbCHcFrvvbBE37/iyJwvlnSPb8MqVgcKb9wxABkPY\na1vjWB/BHqoFzMU6rCbA5GUb06oLyzJ8E72Yagh3DCP9kijcCzAVZGyEMx12bi25ZQdghLdPLYtw\nauWp6Z5JyuuVlaJ8gqCwmhsY5AUsz4z8DiEOkyIeM8Sd2INXVOO7DLHN17N2tCWNvxfAfcy4sMBG\nxjrMB/TYgIO5gYlrtj6cESS1AUJd2U1ezEfKu3jOUEUfroOaLm3jy+oHAo3L7OI5i8uS1PMbT8Rh\nvJdd9WPGsz5arlpPY1NF0DWp/eOf+xy/8+qrACxKz537AUFYrATnlPnKjivOSlS7E2W+gNOF8MZd\nmC+N61jGbqm7RxsdxmBeuFzCm0tYPoCwNFAYyWbedyemdq6/cItieUj2AiTXIGltvw9vmC0I+2zq\nWolpJfCCaGxfcqmVkhIHeWKzU2ljaSkzVeDsij2/rSzrWJxEm9pgREyWwnIOTc0i+SzT1WFMl4LV\nkryHVJHO1OBD65gKBgqDlTrxeoYBWm3XNQcZYTxMZ8tzKYQC5AS4G5++smQm24PiZdh7Aca7X+DB\n//llTufCZBQ4uF6T7kIVMuahwcWS1HuBxdPONC4aZ3DR1nNucZlhXMZjQ+Rh0Hi/399jAtu89DSl\np2s8i1J40Tm8c+vNZFl79saBKztGdA8ZzO448MmXhat7cP9Y+d3XldOFcLI02/NByLYooVxai20d\nBXrtwjiKsDANx5WbVpqRBYxnVpaq7kF5G5I5jK7baFNfYm2pKfiDCBoBc5adBStF1allEllhmYBP\njElPYkaQjqNkPEDTwve+ZRa6oTVG2WE+J4mLO6waaHSN8RdpAq63+4NG3QdQxf9ShwHCoFSEjUp8\nILx3QW8Dx1Y1W9MnimUdUfgY7gK5dUf5yjic9gyyGYyvQVuAdwq1MNqFyayHtKdrrEVZ4ktucxjP\nsiR1GRckLgHj+Y2nPdP7XbGVbQgwSSvatGaOlZscsKwSxknHwSxw7ztf4cquZ760UtTuRHnhigGT\n98LpwspdEl02JkVPOQYVYXdmrzNfCLOJcvOqbVCraMU9X2y8AR12Av+JH4Uru7B8B9pj2B0bAZ4D\nyfcOcWOrJoXe9mk/MkM/KTCOYAkyU2QqUGDiO4d5aiSZmTQJrHOcrreNuaus3zd00KyA3tj2JDG+\nIzgbnK1qiNd1TOsvWVaRxN099LE2pqYqD1Gd4sW0GdtZR8t6fCxXIlC8DZxFGuTY3ieZPVYX9pjk\nJjCJ0o9vA7HNtrsG/s4hNB4thUSgWziWxyNKnaCTbG3L8n7ZxdMEjot2Nn/R1nNucVmSuoynEYUv\nGRULkmnJ8rRjNRe8c+zP4NpMGCcAwrJy3H3gmJeeq3sde7OeZSlkmZCmEEJgWTvunHRMRsqqgp1p\nMB2FYjyAvpunGC47sQvq2jW7jHPjKcKJJQNZAUk8odcGmreNk2YGyRVz9dDoTi7Dizi1rqbUDARJ\ngm3+aWFDK0JjPu1JujGkwtljBgbfpOBx51bL4NpIgGsEGu+tvNX1EcXUnu8xoMgSK40RYktvD238\nDx527SnmReUMGChB4lAlKTFS/AG4zN5niHM1JLEBS90xhNctscrHMLtmboah8dTzjJCnpJOYXcjj\nQeMynuO4zDCe33gmHMYjIQAiRmCL2O/OsTMOFAJt7Um8J0mVm5/8w/zeP/k6WZFwbSTs7TrSPNAs\nHVVnvw/DmZY13D0VNPSmRVjv3srZUvCoadgWduLsgN3Yfrs3MrV3V8N8DqdvRoO+KxEkjoFP3UK+\ncWi2Txm4PbPUYM+U0zKJgNFhG3CCgQZd3C0T29C9j+gim9IcHkYz4zh8akx8XphNbr2Mz401pcSe\nv5j9JFP/Dcsm5pFUQA08ZEBItV1a4lBxYN0bNpz5DTdHtbpq/L2JwIjx9bKA8I7x77qE7GMQpibr\nqO5C/clbZCdfYWfcU/eOOsDOXsNKW8Mw0ffNLJ426X3ROIOLtp5zi/bDXsD/v3huAUNEfgb4G9iJ\n8teAf11VHzN/DuIgkv9eVT9Ul1wBqn5EXc04W3WIO+Pmfkc7Drx9L+X+wiGquOsjTlYTisKxM1by\nItCpUhTC1QM4nitd1yFdx7IR7py09B2czh0vX9lYiO9MlfncvgQDWPjHXFZnsHwLmrtwMItnxGJP\n8ALUxlUks7h/e+MHZBjBGh1njWWWWBZKrEwUjsxrXcaQ74F0dh025arJHuQjqOcmR6+XBhxJAnkK\nIfrm5okpC9OJZRt5tiG92xZWjWUcfcxExEUSQSxNaFmT2tRb6x4yjcEqxGGGNlOQI8wSPYCL5Sy3\nb59B8w70KyvBuUIoJoEsqelcSqZLyr4B3g0W8PQA4jIuaFxmGBcnROQa8CvAH1XV74jILwG/BPzc\nYx77w9hsjvf8H30iDuNR0vsDPL7sR6y6kmlxzNQprYe9mfDO0RgBvvM732d3PObmfodzjqr2KMre\nfsfOTo/PHEenCdKabeyito7U3VnHdOKY5oGb+4FqBdXYBisN/lI51j57illgHIyNnO1XMJvaFD7v\nrMySJJCdHpJ8zPbqZGrchdagq5gwxPHz0nnovX0ehbeswVVWdmocsAPjA4wtr7H212CkddcADqb7\nMN01IEjFfubOMo9YXJuWX7asJGA7+3gE4wLqxhj5RQl1F5sKQsxsxB6fOtv5B/J7u15XgByAJqzV\n3xTAlYhJtZWgQm3PS/btbZ599TUa9aQ3IS8UP+2pu5Z2tckqh5d4FpzFo3HRzuYv2nrOLS45jAsV\nfwr4kqp+J17/r4Gv8ghgiMgY+B+Afxf4O89kJR8ELGIJariICJOiZRyUsVO6RJjNEqreUzYZe2Nr\nlc1HGd45lmHEKK3ZG5fMy4ysELK6R50zGjm26ooL65KXIExHyt4Y6hG0EytBZZjkoFnAznXY2wUa\nOLhmluizsektaKA4gCKe6PveEgY3jnuggqwi4Z062z3FQRYgDZC2bFqT1E7fl3etPNVVxtY7b7+v\nOhPwjfdgsmNS9VVqL9qu7LFNVArmiY0PlFjo8bF1d1ZYi26Iqrs+ijF6zGbEe0h62/2Hst2QcQxO\njkVMlACZAjsxi/LmSSU16JE9wOUGoMlUmb/lcFcElyk+VaRXykVO6zMy1pjxLrS4zDKe47jMMC5U\nvAK8uXX9LWBHRKaquti6/b/BLIK/9n4HeyIO49EMQ+RdvyfhjEyWGw7DOZzzOOep+5wQPEnqyIqc\n8djz6c9+gpO3vkPX5yz7gtFU2B8LmYOTOqF1nnRUEUTWw5pCCDjXs6wcd+4qu2PYHYEPm8FIg79R\nirnWTke2fzqxE/Wd/Wjf1AGN3a6fuUV++9AG59VRtJ1ZmcbO2uOlUGTWGiL5LhLRubVUJamJ9DQO\nJw+R8EgnZmblfOykSkzI15xYd1S7MMK7aSOJEFj4P8y0/zbrnuEuWo0oNpA7yWAcuZIuQFVvOJNE\njfweanFDndkRW8IwHmMGOt76wIjEeKwt9UtgETHpM1+gaL+KeIdLwaVKt/RrcFCxFujzQoeLxhlc\ntPWcW1wCxoWK9/r3W/+ZROTfAVpV/dsi8rH3O9je3h6/8Au/QJbZcIef+qmf4qd/+qfXX/TFwjDo\nsddVWSwWBFVGRQFAVdc0nbmx+nDGOG+RqXJ6XCLec+3llykXe9z+TkVdJdx85eOMVXnnm68zGgeu\nvPwJivGY73/3LqEf89EfeoFpVnL/9W/S+5SP/6GP09Q13/rqV+m6jh/+0R8ldzXL738J7YSPf/oL\njDPl9tf/X8pS2fnhW+wC5bcOqZZw40dvsTOC7s1D6lOYfeoW2U3g9UPEQfKZW+Q55A8OUQflzVu2\nD799iHRQffQWCMzeOERSWHzs88gOzFobn7rYuQU+Ybr6BqQTFrt/DOiZdr8DnWORf9KuV1+DNGeR\nfhrchKnchvtvsSivwvJFpu2XYZSzmHwe8sC0+TL4hEX2eWg7pv1rkGYs+h+HNli5qlMWo1uQJEzP\nvgTOsyh+AtJgpoUBFtNb0MD03iEUsDi4ZRWx40OoYHHtFuphcnQIAsurt+hHkH33EEZQvXQLDiA/\nOyTfA376c3Tq6R58hQ5Pe/VzMDpAb58Bgr9+Hfb2AcO12jk0BNL4/VuWJa5pmO3s/P7ft8vrP9D1\nL37xi/zGb9jcoeH/+1ziD2hJSvQHqa//AQkR+XPAv6KqPxuvfxR4TVWvbD3mH2MSrQ477/0Ulmn8\njKq+88jx9Ek+p+35F23b2rCk1YrlYsHq6HWao28yPzvj9nHC7fsVZ8fHzE9PWS0W1FVF6DqmeYN3\nnkYn7E0CWZrRMsUniTl3+xVd23E81/UgpnK5pFwuqVcrCllybVqibctq3jMrAkkIHN1TMoXPfMo+\nhDe/aWfLY4zgvnndSlGFWCmqcHDwQzDeNS5DGksSiitW/g+VJQO+sE/WZSA78TL8P3qxTicKyKeQ\n78azc7Endkvo5kZQpyPYuQn7N8wOtjmJAyfmUKRwbd9acMvKiO22h7Kx34sCZrvWA9w0cHJiZk9p\nDlkGdQ1NZc8J8dIF6JxlGoM2Y7CYHVxto7RDewgZaAbhzEju9oFpDHXfuskCsDzzrJYJTZNS9yOW\nzS5Vd51k9wrZwVXyg6sU164zunqV0dWrFPsH5Ht7ZNMp6XiMLwp8miLeI86ZIeNlPJMQEVT1meZ7\nIqL6qR/g8d/kma/pg8bzmmH8b8B/KiKfVNXfBf4C8OvbD1DVnxp+j4DyT1T1889kNQM/wVbqE8tP\nId2nTl6gciNa1+KTDp+mJGlKkmWWmYwDVycB74WzxtHJLi7NyNKUxBuR3Pc5bWhIi4ouBJK2xacp\nPklw3rNYJWjj0TYwP4UqDyQK9UL46MeUj74cZ3uXcPy6AcZsAqmaYeFkBDo30EgEaG3YkO8jKGSx\n9H8W31+CKaNHWDlnaK31EpnjqKdArew08BkZVp4SsRcQNafD6VVYvm0EeFNGw6YeTk9Zm0M5b7eX\ntZWYUoXpjoFO9cBApa6h7QxQBusVL1bSGnzKNazfAykGEkOZahjGFGDtWa7GmycHwBSat6yhy3kD\nlLaCeuUoa0fdeVr1aGLPUbZ+suHZL+M5jz+gGcZzCRiqeldE/jXg74pIBvwu8K+KyC3gb6nq5x55\nysBlPjae2jwM2PAUa67CEdJ9Qir49JgkTUmzjDTPyfoeRMhcIM17vPdkvuDGS5/g9N490jTFeW8W\n431PALq+N5CIQDG8hnMOJ4KK4IHlypH1ypWplT7KMyNqJyOYvmLNR4XazwQY7ZhHUv0O1Petg4oV\nNJ+8Rbo8NEW3M05El3b2LRNgFvmMCtNKZAmbqUqpseTZrk0m6qvYuZRZplHdBzrjNVYn1s7VVGZ0\nFTooO3sh74xwmYxZ8Gmm4UsGCmlqLbzL0jKMwXZlm1123shyF4d7E+KQi/h1eNw/9lAriqJxusiL\nj+M4j8ZMdPsA7Qu30N99DZ+rST9cwNNS9u17gsSzBI2LxhlctPWcW1xyGBcrVPUfAP/gkZsPgUfB\nAlX9HuYQ9GxjyDK2wMJ5j08SfJKQpilpnjMb9fhe6UMBztH2GXMdkQRP66YkaYrPcwMGZ1aoARDv\nGWcN0rWsVu4hcNoZ93z8oEe7nu+1Snlmg5ZeuALTwuZd3C8NJF560cjt8i2baTHoM7Ip0drD9nNR\nMyGUwQ9do7Shwc6+o9DNBla7aCwolmmk3oDC70BxMw6caAwAErED9iOsvbaH5RFUp1DOrRW37wx4\nBsI69JZZuAT2d6FqDXiWS3tNSSCLCjznrSzVxmFMDG8igokouAEF2Pi9b8dwe2NPcymot2UkO5B3\nBsKhF7pO6Fp5CCA2F33XbbzHzwtRk7iMpxOXgPH8xtPykhJYb+DbYDFkFVmeszPqcFqycg1Kxulq\nZAOWGKHek3rP8YMHJEmCxHKUhoBiPMZ4tKDQFasFrLZMDGejwJXdgHTK0VhpzqIDxgiu7EF5Asf3\n4MpHrOwvtVl8TAqjAkID7ZG9h3zHxpHKHiT3Dq3FNI2llej6IRNMp9BjOouRGsnhgnVI9b1tFoCc\n2AAAIABJREFU+oNdbL5n99FCvzAOI4k2t11r4o4ks44qn0ZtRGHgEnpY1dCXTPU3TdTn0qgW70wQ\nUkysHNV1dsyqtvtidxVgoBaUdXvU2tJk648Yti5VvOTx5eIh3NRssqoSmq8d0jlHWwtl7eido9aU\nLklJ8ncDw3Y8i0zjop3NX7T1nFtclqQu4/3iIeuPmF1470liZpHlOVlRQDNCQkEIStEV+KSh75VV\nm2+AxpmroIKNew2Bru9xfaDTPhLsavM0Yp1+uRSOTwVpoVyZJUi1EE6PlAkmtJtNYHcfJhPbT0MZ\nbT5qk0i0DoqZCatDNINNb0TKIdjJfZ9hnMVVNqUbiUOOpAOiI6K2tlH3akRzvYLmDejiXNnQmTai\nr4xjEEy0d/UVuNeZbqNI7WeISu0+QNVYCaoYmzhQ4pCmXm2B3kWgiqS2qrXbDtuzdht5yKD0HqTY\nAwHesAEM7LGhjkeIL6E5ZBOYvaiQKsWqIy+F5TKjPos4Hr8Z75VVXMZzHJcZxvMbT4XDWA85ejjD\nSJJknV0URUHXXacLgS6sGFFy0C3o+47jOqPsrC334No1ju7dW88F77uOtm2pK8+izalXPWfLhr7r\n1qAxX8HvVQ7XOMpFT6bmIXV0R3AL5WACe2Mr3zdLWNyB5es2FKgsTZQ9/qhlF/RQvw3+Feg/e4vi\n6BCNXoFuan5SjLGZE4MTSWKlFwliXUg4s7Ztz6CZWItRFaXSSW4oFLxt1m1pB6sTGI9h73r03Ojt\nPu/M3rw/Y5F9hunyNcsm0twymbY258S+33AV4qwM1oXIYOlmANN2REkIMVmhZlOOip6IRC1gtwQi\nbdLWoA3oR26RHr1G2gdyDQR6lnVvAwE5f3C4aJzBRVvPucUlYFzG7xuPAYskTcmyjK4ojLgOgZXe\nwMuKib9H1o7ouo5cRvRtTghh3VbZR7DomoamaWK7LtRLJZclklSUXYf2ZrOxWAh7qbI3Ueoz++Pv\nTpXZ2MjuvX2r5lRnNo5iJ84G75aQR48/xapD7RHkB3GcxODh12DT9TJsE42chr33AIM9iHqba9FH\nU8DmDJuL2tsG7HPIZ5ZdOIyND40dsG3NV2pVmeV5F7ONvo8g4KNqO7FUaVlCu9w41w5T/QZb8+A2\n2UmIHlM1G5AYurtCfI/bquxhnu3QBNdBP4fy1Py3OoEmFeSOsJinaO4JHtrKuqRiivgQalxmF/+M\nxGVJ6vmNp8ZhPK4kFfmLPIKFBmsRFeeovKevEtqmAU1JXUvXtpwcHdle1/d0bbsGi+GSyZLdYkEn\nFfVZz8m8gxDYGXXc3A0kfeC0D+SqXL9iiu+dAnZ2zXkjDdbD1J8YRTD+iNl1L9+EMAfXmlNHex/S\nbxzSHxj9oL2BSR/NBx2mUQDMkFAUDQJ9hvTRutZhaUySmQGTL2B6HWihvgvdytpqs6nVwLraRgU2\nC2u7JXY+ecsOpt3XjNsoRqYAbyMrLRK5j7hTh974CsXAox8sSjAw6OK6t4FicFkfzAkX8f7IzTsf\n94EGwgLKM0c4fZU2cVSVw+86QuKtUWugl9iQ4ecRF+1s/qKt59ziMsO4jPeLKAiyDEME7z0hSUij\nqG8QBgo8BChVktBXFYWrjLvAZl0MP7tYjmqahlTnKCvqpqFLOytJdf06w5BgE/ycbmQFV65ArtaE\nNBLzjiqmkXeORrHjmXEc829Cec80b0luYNCtIJkQx/NFeqK2DVOmbGxwE8AHRHsIHdp10HokscFH\n1o51xfp38yms3oqDxYOdshcTKK6aYG95avc5bFpf4mOmEYGh7axkRWkZiXM2c0O8kTJNaVmJdlG0\nh6UDAzho7LIeJuw18Y+YsuEy5qBHtjyd2IfpvJkvpi1kLTR9wO0Lo5HiFj2dF+o+PmcrsbjkLv4Z\njCfMMETkzwN/GfvarICfV9VXt+7/NeAtVf2LT/ZKD8clYHyAeFIOYxsshuzBqeK9R5NkPc87Pvgh\nwHDe45yz52IgMdvd5fabbxJU6WOWkcuCaXZKqzVvnQVunwld7ThdGIchIbBYwP3WMohuIVy9FtjZ\nsY6eszfhaAX7O+bfN5Rekty6U5sluJHtz7SRJ84h/KFbuOUhlDYET7xxGRqJX3H2u6VEsp61LZ1C\nXtvn0vZYOWpsAobyDQhLK0mFyspNTbQA02Dg0A+7rou6jgT6mkX6E0zrw0hYD3bqIU7gE8tQ+gR6\ngabf7NxdgNJbpiFh85/RYeR2i3WCRbdancfb1fiLMAUdsc5MnJhesP+RL5CfvEYdlHYFPu1J054m\nLn9IcvTRn0/0jXvvuGicwUVbz7nFE2QYIvIp4G8Cn1PVOyLyZ4BfAz4a7/8rwD8P/OqTL/ThuASM\n846YYRAB4aG7BqDYAgyJgjuwjqi+7zcgYjdG4rsnuPizV06XQldZ2YoQkAhKi6VwpVBmUxvc09XG\nUzxuJoNi3VHz160aNLlpUoZ+afu5jC0xkADNKXQnmO4tZz0Hu2+tRdc5O54TZwps7ZFVCh5UesQv\nDZVaZTNgwsWz/WhzvjyJ2gsBfByK1JmNhyOS2rrhJ4bhSmgc6Vrbjt/H60NpajBKDLq2/li3BJcY\nvUIEiwlrzaEe2P3hyMpxoTIs606iq8mu0TVdo7GbLY4vn7bUVfsQWATeRWdcZh7PczxZSarC5vvc\niddfBW6KSAL8NPCnMVPV/Sd6lcfEJWB8gHiaHAYAcbN3D9/5UAfVAB6D2C+otcl2XcdyPl9bfkjM\nPpaNWZ3XtTAvHaqRJI6XnXFP0ilpr1w/gCwoy3vw+ndMrMfSqj5NY4Lq6tT23qaE+hiu/jBMPhKl\nCpU1N/UpZHcOCd72Xx2yiTioOrRW73cN4MWyj0yRoHZj45A6Ssm9GjkiErUa3pAnnUAzt8wi9KbJ\nANv0QwSTtQ+5MJ2/xrqNqd9SFBIdbXuFeniN8PA/rgZoxEAiznCiwniLBOMqpnGTH+x9a9BT0CXQ\nWyVMO8iuWkkuOTukm8Z5Gap0NdStX4NFiKJLfcwFnj5YXLSz+Yu2nnOLJyhJqer3ge8DiG0q/xnw\n94DrwH+BjXf4C0+8xsfEJWCcU6zLUnZlnWU8pM94dETr8OQIFgNgtE1D2zQ0aUqSJHjv2Rn3TFFS\nVXZGgaNK2BkHglemuz03ZoF6rjSLTekLlAd3hCsT5cZVE/GBdUktHsR9XGxGdTIzG6cQyd38mmFR\n+cC6WuuT6Ageu6W8s7NuO9MHyRQpBFxv1TcPjFeQ2fvVXpA+jRLy3pRwLo8Hy+NpeB9V3lE512vM\nDuIwjmHg0ro1K4oEIdZ+1DQYVWpgk+j6YdTACZbhNBioiKVemrH2ldKtpFAhZkgGjH0EjK4HPYN0\nbG/HeRgdWGvzqvSUraPUjHQMPbJJcHg8aFzGcxjvk2F8McAXP8AfX0QmwN8GXgL+Jaws9ZdimeqZ\nGANcAsYHiKftJYXqmsfQeNu2RmMz5CiehUan24HkzoqCvm1pm4autc6pcaqMgb5L8Wlgb9pypQgU\nrmMsgbFXTnrl+J6jWyi5KmHpGEVrCrByU5pZ5aZamb1TMYVkbBZO9cJO9scH5larPZS7t0jfNM4g\nH2ElmqVxH85HIXYGtCBFbEFq1c7upUeGUd44tAPxKcgM634Ca68q4ifRmWpQhzbZEFteg5EqKix2\nPs908Zo9FrfJRFRi7cyZbUirZsErahlFHPK3/jASI711AJPBhiqOatXvA6MoYlzZkoKz917eg+Y2\nZD3oT9xC7rxKuRKqSigrx6r1dFnsII4v22PLDLIBjmcRF40zuGjrObd4H8D44/EyxF97zGNE5CPA\n/wx8A/gTmOXRx4D/PGLFTcCLSK6q/9ZTWDFwCRjnGg+R30NHTwSOATBgi0NQXYvzhgyj7zq6vqcY\nj+miMC/TOXnvkTqjJaVWIcuiCSEJZRuoSuXoNLBcBdpeyUfKZBro57aXliXcfxP6A/tSlEvTX6gY\nYIQ7BiT5xCwv5neB1gYt5Scw2jeSu6sw++9gvIemNsiO2vZ0nwG14HoF7+zzKECzHpEGbZ0dOGS2\nAxOMbQ8gTWtkdV1EgZ1G9bXftMZmGHFun6ABQhNBw2nUfZj/Fm3MUJbYm97BsouhDNVh/MUg1mss\nk9BT0O9C2AW9YYP8mugj1fdAZknQ2e8J/Y5QfttzfJax6HK6IqHyKT4DQaLcQyJQCGFb+S3n23J7\nGecYT1CSEpED4B8Cv6Kqfz3e/I+Aj2w95q8CV1T1559gle+KS8D4APG0OAzYgMZ2yUnixrA9jW9d\nlojjVbcn5y0XCyaTiXlIqdLLgqwZUYaAJlCMWqpFz1HZ05eevjJb79VJR+JbpuPAlX0hVyFMAruF\n7bPL+6Zxm0yMzA5i+/GqhLP7ZgsyeRFwsFwZgMg/PSS5YnRB29sm6wZNQmPD9TSKutMe3J6ioYcu\nwbdK6BLjuH1rhn99GbfRKp6Fif2OR9uh7oMlEIMLrgaojRSY3Ds0TrwBcRFAwMCkjSDQBAOGmPlQ\nArvxcR5TqacYWCxjR9SOASIVaIkp27soUpwa8R1qA0i/A7ISelXmv/Ua944yqiShzhI6TdCpoGLN\nDL04ehF6hCBi5a3oKrz9nXhaoHHRzuYv2nrOK55QhvFvAy8Df1ZE/uzW7X9SVY+e7NDvH5eA8SHE\nkEmssw1YZxpDbIPFABgDQAy6jaEdd6E3qFWp/JyQdRSTORoC9SLQBqHrBW2tc0lCYDLrGU0DYeEI\noqgMNXSlE9h92WybqjjboouO4u0CshPjNeZzE1M3nV3GhQHD8sS4a901cZ8T46ldC34WT6zyAEmH\nqo8+4N5EICnQKzqYAUpnYBp6JHgrPQ3GgEFs0x/6U1HQgJSsx6uqYN1OsRV4XXoq4wc8NFwFTIQ3\noHQBMrTQDn+PDvMxzLFO3TiiVXtzMJE929v7Y8Mmv6ekCNlIGHlYHDs6cXTOBBsau+H6eAnOGWCw\nBRZcZhfPazwJYKjqLwK/+Ps85nGVrCeOS8D4APFUOYyteBxwrFtuVSFqNB69sMVxDAT5EvD9mEln\nznaTpKRKE476EbO8IeQJi2NlZ9QznnqKcc+ihPv3U/pRT4rSL4Vr1wPFLmQ7tieLRgPCIzi9C833\njdDuKpM2jG/dIlSH1l7bw2oB4cTAZbJvOjzXWXmq78B1atlHAG0VKtuc/a6iXuzgAQge8YpGLkOD\n2im9i/RwwICmBkljOeoBLG7eYnpyuN5pZehu6kArbMBTw1poqIMVe8VGYNhhYABwAMywNWSR9J6y\ndmLXlYFI+iKwH516S5Ac0lyYfPYLtF//KqtUWS08wXvUe/AJwSfxukPd1iVmGA/Nf7cvzLtv+wHj\nonEGF2095xV/QJ1BLgHjIsRD3MZWy60CScwiNBLkAxHOY3iPIeMYuRV5B9VIGHtIe0dfOe5qgqsz\nxtOOYuzpK6WYKfO5Z2/Uk86UVuD0DM7OYHFk3lIicLqwqk+9sD19MoN0Cn4CeW4NTc0C6tZacpu5\ngUZ3AKkzpw5JgGjzJIPzay24lzqkie/FgThPwCFJjiRRwd0HQzCv9mYDUNrt6q2zSepYLjpm881e\nYOWmid3HMdYKO8JA4gQ4BZ2Y6JAcE+ZlbNjobAtYEsukKAyAdAGhtNLU0MXcVZ6qBt2NA6sKz+SK\ncCaOhaSQpmiaoGliJwU+iSBimQexnfqxoHEZz0X8AXUGuQSMDxJPk8N4r1hzG/H3IdNgS9y33UE1\niPsGHcZ2F13nlqT1GEJgNHG4tqNTJS16FqXnZBVIRfC+Y7SjTK91vHhD6VbQlkInytkRvPN7wnhq\nayqXZhECVsZJD6xttPruIWd7doJfHcPRHQODICa1yFrwYxNXtx1IhZV8WoUVJDsNbkehCHS1Nzfb\nvCW0KeIFSQbBAtDE2n8akJUQqt4UFzXrEtT4+4fWWTu216Hb3McOBgYlVv5agd6PnVBqmY4oaB25\niVF83NAl1RjQaAYahX1aQnME/amNYl285alwtCOhFU//9a+jY7E5HlmcZZvlSJYjWQZZiqR2wXub\ncbL1d2X78hTiop3NX7T1nFdcZhiX8VTig4r7toFiu6tKQ2ChShOUyp+xoMaHlKbLaaQhLVbcX4AX\n4dqk5sZHGl65oezuCPPjwOpMrQy1AjdVjhYGGuPrMBrbmAknlnk0NRy/CclbkIoJ+ljZWNcgkLTG\nb/jWSlKD5VM4BWmGLKrHp2ozwGPrsE8FkR5tvZWSetAouhPVeCbf29l+sFlLemLAIQo04CJg6DDk\nqMY2/wT0qnXqaoD+6kaVLmBE96l19rrougv2PKZADjKy9xCCkdyhhPotocERxOFGnnQfgnPUbUII\nCaQpkmV4P4KiwBUFLi/weYHLc1ya4tIUGQZjuc3ExMss4/mLywzjOY5nxWE8Gu8r7tt6TN005EXx\n0HMGvcZAjM/7HtfmjGenlKr0aUo+XRJECM5RBaUKMPZK1QWSCupW6WPNqxYoBWSqjK8aUBQF7OzF\ngXbAyV3gE7d457cOSQV2p+bxV64gmULVQbIw3d14DH4fqKA7A+0UqXp8J2SvKG5ipLuK6Sm0Jzqa\nR91K0hun0QmhNjojiZqI7gj0DcFlSvlDt5j87iFMo4vIUKK6b1mHKjCKZLUDrkbZR4OZCXZWZsJb\nN6/U9hw3AR26pzBJB3WslCH0OCgcycghI+gLT9MluFd+ktX3v0mf5fjxiMSPkfEYPx6TjsckRUGS\n5yR5jk/TtYJ/yB7XGp2n9B27aJzBRVvPecUlYFzG04v3EvfFS5IkJN6vOYyhlKVb3VMawnqjcSJ4\nERrn6ERsTGjpOFoJRycJb99OOJhVFGnPbNJRNT23j4QHS2E8CTBWGMFpaaMr9sSOe1rGTXRkAr9s\nBJlAdgDjkc3YSJ2R5sGb07gE1h5U/VzpUZrKMo4Qy0FNpbRLoZ0DKC4LFPuCovRzRStseN8O6BLa\nd2LGUpvSuo+lr1DEjX0AjlUEjNQuIUByM1IkDYQzrIQ1iWLxqK3QO/G1MtB949272oj/rrLZIQHB\n70NbO+ozTx8S6q6gJ6djRNnNUL9HNp0isynJdEo+mZBPJmTjMWkEDp9lD4PGUy5JXcbFiMuS1HMc\n58FhDPFBxH2z2YyuM1tUhYfabddW6QMfomYy6EVInKMRoY3AUa4ghIT5ynNWOl66VrJ7paerPUel\nUIriRHBjZbRjAHH7TZC3oo5tKaRvHHLjGoxGmz0tHcF4D3avxA7XI5jfh9M4S2P/hyHZjfsgtvkO\n3eOhhq4SmqVYGQrLFEQUcTaDg84Id4nlqlZMc+GB9LcP6SPB7pPY1RRba6WF/q6Vr+LkWgOXSdSU\nKPg9zAKkiQ7pKwgLCPN4nGXs7o0uJEFBC0e6B+xC2sD8rYzlvQJ/w5Ed/Tbj3QltPyFLZzCdItMZ\nyWxGPoDGeEw2GpHmOUma4tMUlyRWdtxyKn4aoHHRzuYv2nrOKy4zjMt4avFYcR9YB832pjFkFltZ\nxZBtDF1UDtYOuN45/GBuGM9aVYSgylml7HYtq77Hj3p2bkApgh8pDUIr0Drh/kool4LHbD/2Jspk\nP+AEzk6iTk6E/TwYiYxJIBa3Pd0xTKbKXhJQbxKKxMdJrQ+iJUaAZqFmD5XbW6lPlLZWipm9ITe2\nVta2M/5AR9a5tB7MFzMZjWS4y2JJKQcWNsMjRDV6cxvITCMiKTBi0/Zbgj4Auvj53wU9M5srpsbZ\n9KUJ7nqEbAqpU7JKaEpPMktI9h2ElKqZovkMmc1wu7skOztkETSKyYR8NCIrCgON6A/mvH/YX+wy\nnpu4BIznOM6Lw9iOd2k0YsbhVFkul4yKYsNdDGrwLTEf8XnrkbBbP4fauBK/uNEx9fayZ7oMzCaw\nc1XxY0XV03nh/hzePhaOKof3Jt4LwCv/3GcZh0NGuYJzaAVupJzNne2ytbC6B23laFeO8bWekELb\nKMsjy0byQddRYGWgJDq49sF8Zltz0XVxcJMrrOupL6MfobdOLJ1C+9FbFG8emk3JCvp3DEjSSFp3\nY+izjQdUG+IgvrGVpJoTSK7YbW5qoCKVked9BJTkBrBj4zqqt4WmdHDVkbwUkFzI9pU08fQ6on/h\nM7Rv3EWyA0azGbKzg9+xDCMdsozxeAMYWbbOMNy2Y/G2GeUTxEXjDC7aes4rLktSl/FM4nHivgEE\nhnkaA0jo5kmPBQq31Vk1AE0PdPG5ZyV87ziw39aEricklrGcdYFVKZx0QpfJQ+Z4fZKwWiXgFU0c\nXQJlB8t7wvH99egI8gnQOFrnaNqGvhfKytM00NPTlCBzISlstkXfAALZxDqR6lMrWyUp5HEqYIjE\ndfCmD8nAyOpr5hLbHhkhDqBtzGb2sHLSmen3wg7I1MwVu9IePx7HTqjKSG0Xu2E1BX8d3Iv2OppB\ns3RUpUOmHn+S4BDUJ5Bk9Izo6l1aFfLp1LKLnR2Snd01YGTTKdlQloqAkaTpJsMY/mbD3/UZftcu\n4/ziMsN4juM8OYz3im1uYzadEiI38ai4D9gMQnoEOMRtmnQD0Kuap2s8FsDtlXBSl3RdS+iNExky\nlkXncPlGPKjAV37rm7x8dcSN/Y6+cpw9SCjENu+wcuxOAlcPenoxj6XsSkfwCX0rUAgqSqtC20NX\nKZRCmiu+CLhMSXeAFI7vwPwBjHahqGzWUmjsQg3NXZOs7HBI9zFbXJ8ANyxbCIn9k7rMMpGugjCx\n8lLwUN+zmeXFvmUS9RzaexCOId8zzkUDaGLtwn1p1inlUuicoCuhv+cJZzkhH8M4JeiE9o37pHt7\nuMkEP53iZ5vsIp3NSGO31LoclWUkj5DeD7XWPmFp6qKdzV+09ZxXXGYYl/HM41Fu4yFx35bo7yGg\nGAR+W5vOUIrqImC0qnSxk8p5z7JJ6aSlpyNYsyuCIuMtMNq+jBr2rrbRVSNl8SCjB/IxVKqcrXpS\ngemox01r2t6ZX2Dr6RolaXpEFE2MTe47hQXkUzWb8QTKGvDWdbVYwOl9EwoWY1Oet4toxV5BuoIk\nmhP6fSCBbmGPwdvsjmYOzQqKA8taKoUmN96kUejPoHlgpD2xyuemxnM0VcyAZuBfCdSxjNWLZ3Va\n4A9SksSB5PhRgR+P8ZMJydS6o9J4SSYTA4zRiGQ7u4gZxjbpfZlZPF9xmWE8x/FhcBjvF8vlkslk\n8m5x31Drfoy4b4jBMr1XpQ/BsgzVtQmepinUNbQtLlqqq5pgbngtj31xEuDjP/ZjhNtfISlKu308\nwtc5XjZjX+s4c6NxHaumRNIGJ0qfOs6ObOhEkrWkeUfQHg09dekYt8rOiz3BWSeTBmAM5Smc3jEB\noU+NvwhA66H9kVuc3T4kza2clWKlpfIkdmMFe/7ynmURkwXkU2hX0Bc2frbpjUxPsgisSyPo012b\nFyLHZomSvQhFHii/q2sFOALZvjK5UVG4U8rrn6dfBpLRyNpnH7kkESySLFu31L5rlvtTbKu9aJzB\nRVvPecUlYFywEJGfAf4G5g70NWwG7vyRx/x54C9jJ90r4OdV9dXzXusPEg/NzHgfcd9DKvAtcd8A\nEusL0IuYl1GSIHmOq2uStqXv+7VbrrDVossGMLLJhHvhOm/OSzJgEUbke2upQxRXq01gzWtkBBSW\nEWnu6LOUeqmEumUsJT5t6FXQrKcKjsXKCP0usYygOoLFMSzObBbHOJaY0tw4jSZYBhAWMO4gbw0g\nFvdsFodLzHl3vjR+YvXAHje7BmRw+iaEuwZ2Nz9tn/PxN8wGZZKZlVVzYuAxfhGq2lEDea74WWfC\nw1xJJgGRlqZQtM3wUZyXFoW10A4lqEF7MegvtsjuR5X8l51Sz09clqQuUIjINeBXgD+qqt8RkV8C\nfgn4ua3HfAr4m8Dn4kjDP4ONOPzoo8e7CBzGdqzPyN5H3LfdjrsNGCEEM4ONmYaKgPe4NLVNrarW\nk/yGKX8DhxEnZeP5/9o72yDJzuq+/8596+55n13tSmglhGVkoAIOElKtjSW7klBgQ9mWFXCljItE\nJTvGlEkR46IqcvmLCYFKxXYqKWM7OIDL9hcQNi+J5ciGkoPtgCRWAsxrCckrtFpW2t3ZnZd+v/fk\nw723505P98ztmek7t6fPr+pW99P7dPe/79zt0+ec55xn02isXr7M7PHjJPsmUTu+mej20fhWYcZv\ncnypy+Kci2iV5rpLPazQcj3CWhvXrcNsCE6EdiEKlasbPt1/BM9T1jeEoBKxdjlujuhUYWMVoktw\nohrv9letgVx5jGgG6lfiJoh+E5rr8f4dXjdJli/EleKtNZhZAP8aqJyMw0yXLsKVC3DixRBcF3/e\n6Hz8/Gol3gTq8qV4uW31KmxcdYg8h9qiEiwqnoSsNwK4GiDVJVoXLuEu3YgTBDiVSs9w9I5kVVTP\nWKRLaceU7C7br/my6SkK8zDKxeuBR1T1O8n494AvkzEYxB2G7lPVC8n4S8B1IuKparc4qaOTp7iv\nP2eRFvSFmeW3CrF34nm4vo9XqVBptWi3273d/FKDkQ1JZb2M9NbP3PpbHlM8hYrXwJ9VqHh0WrAe\nzlKnAnMtolYLROj6EZEoXY2/mJuEXDoPUeiwsBjiBuAtRcxXod0QGsBGpBxL6iyogFTiJoAbEYQt\nmAuAWWhuQKsOJ4/FeQ/pgrjxCqkGIOvQacFKHdbVYZaIeif+rHVigyFX4vPfmQG/Jqw13bjrrQfN\ntoMn0HWEq1dmabhLBMvHcBbmqXk+eF5slLOH5205pC8MtcWjMO/iSGEGo1zcCDybGZ8DFkRkTlXX\nAVT1LHAWINkw/beBTw0yFmXLYaRx3zzFfalhSIv7esYi+VJyEmPhVypUmk3a7TaddpswDHshqf6q\n8ayXcfzaa1m/cGFLmMrP3HcBVxU3img5y0S6QVs92oGDu9SKdwNsNmk0fCIiKn5ER6EdCU1HuNxw\nCEMhqigNBVQQlBZCOKP4y0IUKC3irrbeqdtZ/8Zj1COozAn+YtxVUBoO7RDqUdy8sBu/N38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"text": [ "" ] } ], "prompt_number": 57 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can for example compute the ratio of high- and low-fret bursts:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "1.*d_low_fret.num_bursts/d_high_fret.num_bursts" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": [ "array([ 2.35721108])" ] } ], "prompt_number": 58 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Burst Width analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot a burst-width histogram we can just use `hist_width` instead of `hist_fret`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d_low_fret, hist_width)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 59, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Fd2QmTJig1mAc5YRMHcJKNaOcI9OrF6y7rp13TkucI+OYMSPekRkxwvbo+8EH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\nr78ev+3BB+Hb34Yf/hAWLix9P0uXws9+BtOn23W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MMVsCM4CLmluqnouIbAH8FDjQGLMD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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 59 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let use a larger bin size, plots two sub-populations (in different color) and add a legend:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = dplot(d_high_fret, hist_width, bins=r_[0:10:0.2], color='g')\n", "dplot(d_low_fret, hist_width, bins=r_[0:10:0.2], ax=ax, color='r')\n", "plt.legend(['High-FRET population', 'Low-FRET population'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 60, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Uzm90dDT16tWjb9++hIeH06ZNG2JiYtw6l5DxWbP9ypjx2z+IDJIy029GKRiU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\n", "text": [ "" ] } ], "prompt_number": 60 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we compute the mean burst width for each subpopulation:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "mean_b_width_low_fret = bl.b_width(d_low_fret.mburst[0]).mean()*d_low_fret.clk_p*1e3\n", "mean_b_width_high_fret = bl.b_width(d_high_fret.mburst[0]).mean()*d_high_fret.clk_p*1e3\n", "\n", "print 'Mean burst width: %.1f ms (high-fret), %.1f (low-fret)' % (mean_b_width_high_fret, mean_b_width_low_fret)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Mean burst width: 2.3 ms (high-fret), 3.0 (low-fret)\n" ] } ], "prompt_number": 61 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FRET fit: in-depth example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can fit a FRET distribution to any model. For example here we fit the FRET selection (2 FRET sub-population) with 2 gaussians. The model is a [`Model` object](http://lmfit.github.io/lmfit-py/model.html) from the [`lmfit` library](http://lmfit.github.io/lmfit-py/).\n", "\n", "The first step, previously performed implicitely by the `hist_fret()` plot function, is creating a `MultiFitter` object for both $E$ and $S$. This is done calling `bext.burst_fitter()`. We can compute histogram, KDE and fit the histogram in one single step:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bext.bursts_fitter(d_fret_mix, 'E', binwidth=0.03, bandwidth=0.03, model=mfit.factory_two_gaussians())\n", "bext.bursts_fitter(d_fret_mix, 'S', binwidth=0.03, bandwidth=0.03, model=mfit.factory_gaussian())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 62, "text": [ "" ] } ], "prompt_number": 62 }, { "cell_type": "markdown", "metadata": {}, "source": [ "However if we want to modify the model (for example to add a constrain) we may want to perform the fit in a second step. To skip the fitting, we simply avoid passing a `model`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bext.bursts_fitter(d_fret_mix, 'E', binwidth=0.03, bandwidth=0.03)\n", "bext.bursts_fitter(d_fret_mix, 'S', binwidth=0.03, bandwidth=0.03) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we create a model and initialize the parameters using `mfit.factory_two_gaussians()` (all the functions `mfit.factory_*` return initialized models):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "model = mfit.factory_two_gaussians()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 64 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the list of parameters, the intial values and bounds by looking in `model.params`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "params = model.make_params()\n", "params.values()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 65, "text": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] } ], "prompt_number": 65 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can modify some initial values and contrains (bounds):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "params['p1_center'].set(0.2, min=-0.1, max=1.1)\n", "params['p2_center'].set(0.8, min=-0.1, max=1.1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 66 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we assign the model and we fit the histogram with one of the [supported minimization methods](http://lmfit.github.io/lmfit-py/fitting.html#fit-engines-label) (default is least-squares):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d_fret_mix.E_fitter.fit_histogram(model=model) # The default method is 'leastsq'\n", "#d_fret_mix.E_fitter.fit_histogram(model=model, method='lbfgsb')\n", "#d_fret_mix.E_fitter.fit_histogram(model=model, method='nelder')\n", "#d_fret_mix.E_fitter.fit_histogram(model=model, method='slsqp')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 67 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the early examples we directly passed the model to fit_histogram. Here we first created the model, tweaked some initial values and constrains and then used this model to fit the $E$ histogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the model with the fitted parameters on top of the FRET histogram we add `show_model=True` as seen before:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(d_fret_mix, hist_fret, show_model=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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cuTIXIgscgbIfBSrNjzPNkXe0cKKUjx04cIBhw4YB8OKLL1KiRAk/R+Qbb7/9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\naajiRLHq559/pm/fviQkJHDttdeybNky/PwcY5I1RdFactw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"text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The minimizer object returned by `lmfit` is saved in the list `fit_res` (one element per channel) in the fitter object:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "results = d_fret_mix.E_fitter.fit_res[0]\n", "results" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": [ "" ] } ], "prompt_number": 69 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example we can take a look at the initial parameters:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "results.init_params.values()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] } ], "prompt_number": 70 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and at the fitted parameters:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "results.params.values()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "[,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ]" ] } ], "prompt_number": 71 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, for convenience, the fitter object (`E_fitter`) saves the fitted parameter values in `E_fitter.params` (a pandas DataFrame):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d_fret_mix.E_fitter.params" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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0 0.2681439 0.3764547 0.2988518 0.1138702 0.3584859 0.8137268 0.1522349 0.7118603
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 72, "text": [ " p2_fwhm p1_center p2_amplitude p2_sigma p1_fwhm p2_center \\\n", "0 0.2681439 0.3764547 0.2988518 0.1138702 0.3584859 0.8137268 \n", "\n", " p1_sigma p1_amplitude \n", "0 0.1522349 0.7118603 " ] } ], "prompt_number": 72 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lmfit allows to print useful fit reports that include statistics like reduced chi-square, error ranges ($\\pm 1 \\sigma$) and correlations:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print results.fit_report()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[Model]]\n", " Composite Model:\n", " 2-gaussians\n", "[[Fit Statistics]]\n", " # function evals = 113\n", " # data points = 46\n", " # variables = 6\n", " chi-square = 0.637\n", " reduced chi-square = 0.016\n", "[[Variables]]\n", " p1_amplitude: 0.71186025 +/- 0.025965 (3.65%) (init= 1)\n", " p1_center: 0.37645470 +/- 0.006136 (1.63%) (init= 0.1)\n", " p1_fwhm: 0.35848587 +/- 0.015694 (4.38%) == '2.3548200*p1_sigma'\n", " p1_sigma: 0.15223493 +/- 0.006664 (4.38%) (init= 0.03)\n", " p2_amplitude: 0.29885179 +/- 0.023411 (7.83%) (init= 1)\n", " p2_center: 0.81372681 +/- 0.009569 (1.18%) (init= 0.9)\n", " p2_fwhm: 0.26814391 +/- 0.022614 (8.43%) == '2.3548200*p2_sigma'\n", " p2_sigma: 0.11387023 +/- 0.009603 (8.43%) (init= 0.03)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", " C(p1_amplitude, p1_sigma) = 0.764 \n", " C(p2_amplitude, p2_sigma) = 0.754 \n", " C(p1_sigma, p2_center) = 0.550 \n", " C(p1_amplitude, p2_center) = 0.514 \n", " C(p1_center, p2_center) = 0.476 \n", " C(p1_center, p1_sigma) = 0.413 \n", " C(p1_amplitude, p1_center) = 0.398 \n" ] } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more on how to use the powerful lmfit features refer to the [lmfit documentation](http://cars9.uchicago.edu/software/python/lmfit/index.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Timetrace and Ratetrace\n", "\n", "For an intial inspection of a data file is common to do a *timetrace* plot. We also can do a similar plot called *ratetrace* that does not bin the data but shows the instantaneous rate. In both cases is convenient to scroll the plot interactively.\n", "\n", "In FRETBursts we have *timetrace* and *ratetrace* plots that support interactive scrolling. We just need to switch from the inline backend to the QT, like we did before. \n", "\n", "And here the commands:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#%matplotlib qt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "#dplot(ds, ratetrace, scroll=True, bursts=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "#dplot(ds, timetrace, tmax=600, scroll=True, bursts=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "#%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 77 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook style" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import HTML\n", "HTML(open(\"./styles/custom2.css\", \"r\").read())" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 78, "text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 78 } ], "metadata": {} } ] }